{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Getting started with prtecan" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import hashlib\n", "import os\n", "import warnings\n", "\n", "import arviz as az\n", "import lmfit\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sb\n", "from clophfit import prtecan\n", "from clophfit.binding import fitting, plotting\n", "from clophfit.prtecan import Titration, TitrationAnalysis\n", "\n", "%load_ext autoreload\n", "%autoreload 2\n", "\n", "os.chdir(\"../../tests/Tecan/140220/\")\n", "warnings.filterwarnings(\"ignore\", category=UserWarning, module=\"clophfit.prtecan\")" ] }, { "cell_type": "markdown", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Parsing a Single Tecan File\n", "\n", "A Tecan file comprises of multiple label blocks, each with its unique metadata. This metadata provides critical details and context for the associated label block. In addition, the Tecan file itself also has its overarching metadata that describes its overall content.\n", "\n", "When the KEYS for label blocks are identical, it indicates that these label blocks are equivalent - meaning, they contain the same measurements. The equality of KEYS plays a significant role in parsing and analyzing Tecan files, as it assists in identifying and grouping similar measurement sets together. This understanding of label block equivalence based on KEY similarity is critical when working with Tecan files." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Device: infinite 200': Metadata(value='Serial number: 810002712', unit=['Serial number of connected stacker:']),\n", " 'Firmware: V_2.11_04/08_InfiniTe (Apr 4 2008/14.37.11)': Metadata(value='MAI, V_2.11_04/08_InfiniTe (Apr 4 2008/14.37.11)', unit=None),\n", " 'Date:': Metadata(value='29/02/2012', unit=None),\n", " 'Time:': Metadata(value='15.57.05', unit=None),\n", " 'System': Metadata(value='TECANROBOT', unit=None),\n", " 'User': Metadata(value='TECANROBOT\\\\Administrator', unit=None),\n", " 'Plate': Metadata(value='PE 96 Flat Bottom White [PE.pdfx]', unit=None),\n", " 'Plate-ID (Stacker)': Metadata(value='Plate-ID (Stacker)', unit=None),\n", " 'Shaking (Linear) Duration:': Metadata(value=50, unit=['s']),\n", " 'Shaking (Linear) Amplitude:': Metadata(value=2, unit=['mm'])}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tf = prtecan.Tecanfile(\"../290212_6.38.xls\")\n", "lb0 = tf.labelblocks[0]\n", "tf.metadata" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Metadata:\n", " {'Label': Metadata(value='Label1', unit=None), 'Mode': Metadata(value='Fluorescence Top Reading', unit=None), 'Excitation Wavelength': Metadata(value=400, unit=['nm']), 'Emission Wavelength': Metadata(value=535, unit=['nm']), 'Excitation Bandwidth': Metadata(value=20, unit=['nm']), 'Emission Bandwidth': Metadata(value=25, unit=['nm']), 'Gain': Metadata(value=81, unit=['Manual']), 'Number of Flashes': Metadata(value=10, unit=None), 'Integration Time': Metadata(value=20, unit=['µs']), 'Lag Time': Metadata(value='µs', unit=None), 'Settle Time': Metadata(value='ms', unit=None), 'Start Time:': Metadata(value='29/02/2012 15.57.55', unit=None), 'Temperature': Metadata(value=26.0, unit=['°C']), 'End Time:': Metadata(value='29/02/2012 15.58.35', unit=None)} \n", "\n", "Data:\n", " {'A01': 30072.0, 'A02': 27276.0, 'A03': 22249.0, 'A04': 30916.0, 'A05': 27943.0, 'A06': 25130.0, 'A07': 26765.0, 'A08': 27836.0, 'A09': 23084.0, 'A10': 31370.0, 'A11': 16890.0, 'A12': 22136.0, 'B01': 22336.0, 'B02': 31327.0, 'B03': 24855.0, 'B04': 32426.0, 'B05': 30066.0, 'B06': 27018.0, 'B07': 28269.0, 'B08': 27570.0, 'B09': 31310.0, 'B10': 24358.0, 'B11': 22595.0, 'B12': 20355.0, 'C01': 23232.0, 'C02': 32241.0, 'C03': 28309.0, 'C04': 26642.0, 'C05': 28818.0, 'C06': 26638.0, 'C07': 26423.0, 'C08': 29441.0, 'C09': 28541.0, 'C10': 29656.0, 'C11': 29841.0, 'C12': 25738.0, 'D01': 26578.0, 'D02': 22280.0, 'D03': 36219.0, 'D04': 25735.0, 'D05': 35433.0, 'D06': 27376.0, 'D07': 22497.0, 'D08': 35681.0, 'D09': 26154.0, 'D10': 32311.0, 'D11': 27495.0, 'D12': 22459.0, 'E01': 27576.0, 'E02': 26058.0, 'E03': 28882.0, 'E04': 26188.0, 'E05': 27531.0, 'E06': 31269.0, 'E07': 26757.0, 'E08': 26427.0, 'E09': 27764.0, 'E10': 27184.0, 'E11': 26556.0, 'E12': 18494.0, 'F01': 22120.0, 'F02': 26642.0, 'F03': 25432.0, 'F04': 23801.0, 'F05': 23932.0, 'F06': 28471.0, 'F07': 27151.0, 'F08': 30243.0, 'F09': 29908.0, 'F10': 27429.0, 'F11': 23624.0, 'F12': 20150.0, 'G01': 18084.0, 'G02': 23496.0, 'G03': 25347.0, 'G04': 30926.0, 'G05': 32714.0, 'G06': 29026.0, 'G07': 33351.0, 'G08': 25353.0, 'G09': 29849.0, 'G10': 25687.0, 'G11': 20913.0, 'G12': 20991.0, 'H01': 25504.0, 'H02': 23601.0, 'H03': 24436.0, 'H04': 27613.0, 'H05': 28201.0, 'H06': 29740.0, 'H07': 26272.0, 'H08': 28696.0, 'H09': 29984.0, 'H10': 25136.0, 'H11': 22063.0, 'H12': 20888.0}\n" ] } ], "source": [ "print(\"Metadata:\\n\", lb0.metadata, \"\\n\")\n", "print(\"Data:\\n\", lb0.data)" ] }, { "cell_type": "markdown", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Group a list of tecan files into a titration\n", "\n", "The command Titration.fromlistfile(\"../listfile\") reads a list of Tecan files, identifies unique measurements in each file, groups matching ones, and combines them into a titration set for further analysis." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[9.06 8.35 7.7 7.08 6.44 5.83 4.99] \n", "\n" ] }, { "data": { "text/plain": [ "({'Label': Metadata(value='Label1', unit=None),\n", " 'Mode': Metadata(value='Fluorescence Top Reading', unit=None),\n", " 'Excitation Wavelength': Metadata(value=400, unit=['nm']),\n", " 'Emission Wavelength': Metadata(value=535, unit=['nm']),\n", " 'Excitation Bandwidth': Metadata(value=20, unit=['nm']),\n", " 'Emission Bandwidth': Metadata(value=25, unit=['nm']),\n", " 'Number of Flashes': Metadata(value=10, unit=None),\n", " 'Integration Time': Metadata(value=20, unit=['µs']),\n", " 'Lag Time': Metadata(value='µs', unit=None),\n", " 'Settle Time': Metadata(value='ms', unit=None),\n", " 'Gain': Metadata(value=93, unit=None)},\n", " {'Label': Metadata(value='Label2', unit=None),\n", " 'Mode': Metadata(value='Fluorescence Top Reading', unit=None),\n", " 'Excitation Wavelength': Metadata(value=485, unit=['nm']),\n", " 'Emission Wavelength': Metadata(value=535, unit=['nm']),\n", " 'Excitation Bandwidth': Metadata(value=25, unit=['nm']),\n", " 'Emission Bandwidth': Metadata(value=25, unit=['nm']),\n", " 'Number of Flashes': Metadata(value=10, unit=None),\n", " 'Integration Time': Metadata(value=20, unit=['µs']),\n", " 'Lag Time': Metadata(value='µs', unit=None),\n", " 'Settle Time': Metadata(value='ms', unit=None),\n", " 'Movement': Metadata(value='Move Plate Out', unit=None),\n", " 'Gain': Metadata(value=56, unit=None)})" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tit = Titration.fromlistfile(\"./list.pH\")\n", "print(tit.conc, \"\\n\")\n", "lbg0 = tit.labelblocksgroups[0]\n", "lbg1 = tit.labelblocksgroups[1]\n", "lbg0.metadata, lbg1.metadata" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Metadata(value=25.3, unit=['°C'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lbg0.labelblocks[5].metadata[\"Temperature\"]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([15112.0, 16345.0, 19169.0, 21719.0, 22128.0, 23532.0, 21909.0],\n", " [5372.0, 4196.0, 2390.0, 1031.0, 543.0, 427.0, 371.0],\n", " {},\n", " {})" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lbg0.data[\"H12\"], lbg1.data[\n", " \"H12\"\n", "], lbg0.data_buffersubtracted, lbg1.data_buffersubtracted" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Start with platescheme loading to set buffer wells (and consequently buffer values).\n", "\n", "Labelblocks group will be populated with data buffer subtracted with/out normalization." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Buffer wells : ['D01', 'E01', 'D12', 'E12']\n", "Ctrl wells : ['G01', 'F12', 'H01', 'H12', 'F01', 'G12', 'A01', 'B01', 'B12', 'C01', 'C12', 'A12']\n", "CTR name:wells {'G03': {'B12', 'A01', 'H12'}, 'NTT': {'F01', 'C12', 'F12'}, 'S202N': {'C01', 'G12', 'H01'}, 'V224Q': {'B01', 'G01', 'A12'}}\n" ] } ], "source": [ "tit.load_scheme(\"./scheme.txt\")\n", "print(f\"Buffer wells : {tit.scheme.buffer}\")\n", "print(f\"Ctrl wells : {tit.scheme.ctrl}\")\n", "print(f\"CTR name:wells {tit.scheme.names}\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([15112.0, 16345.0, 19169.0, 21719.0, 22128.0, 23532.0, 21909.0],\n", " [5372.0, 4196.0, 2390.0, 1031.0, 543.0, 427.0, 371.0],\n", " [4226.5, 5005.25, 7829.75, 10291.75, 10238.75, 11381.25, 9566.0],\n", " [5319.25, 4143.25, 2336.75, 977.0, 486.25, 367.75, 310.5],\n", " [])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lbg0.data[\"H12\"], lbg1.data[\"H12\"], lbg0.data_buffersubtracted[\n", " \"H12\"\n", "], lbg1.data_buffersubtracted[\"H12\"], tit.data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[100, 2, 2, 2, 2, 2, 2]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tit.load_additions(\"./additions.pH\")\n", "tit.additions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([15112.0, 16345.0, 19169.0, 21719.0, 22128.0, 23532.0, 21909.0],\n", " [5372.0, 4196.0, 2390.0, 1031.0, 543.0, 427.0, 371.0],\n", " [4226.5, 5005.25, 7829.75, 10291.75, 10238.75, 11381.25, 9566.0],\n", " [5319.25, 4143.25, 2336.75, 977.0, 486.25, 367.75, 310.5],\n", " [4226.5,\n", " 5105.3550000000005,\n", " 8142.9400000000005,\n", " 10909.255000000001,\n", " 11057.85,\n", " 12519.375000000002,\n", " 10713.920000000002],\n", " [5319.25,\n", " 4226.115,\n", " 2430.2200000000003,\n", " 1035.6200000000001,\n", " 525.1500000000001,\n", " 404.52500000000003,\n", " 347.76000000000005])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lbg0.data[\"H12\"], lbg1.data[\"H12\"], lbg0.data_buffersubtracted[\n", " \"H12\"\n", "], lbg1.data_buffersubtracted[\"H12\"], tit.data[0][\"H12\"], tit.data[1][\"H12\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The order in which you apply dilution correction and plate scheme can impact your intermediate results, even though the final results might be the same.\n", "\n", " Dilution correction adjusts the measured data to account for any dilutions made during sample preparation. This typically involves multiplying the measured values by the dilution factor to estimate the true concentration of the sample.\n", "\n", " A plate scheme describes the layout of the samples on a plate (common in laboratory experiments, such as those involving microtiter plates). The plate scheme may involve rearranging or grouping the data in some way based on the physical location of the samples on the plate." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([15112.0, 16345.0, 19169.0, 21719.0, 22128.0, 23532.0, 21909.0],\n", " [5372.0, 4196.0, 2390.0, 1031.0, 543.0, 427.0, 371.0],\n", " {},\n", " {},\n", " [None, None])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tit = Titration.fromlistfile(\"./list.pH\")\n", "lbg0 = tit.labelblocksgroups[0]\n", "lbg1 = tit.labelblocksgroups[1]\n", "tit.load_additions(\"./additions.pH\")\n", "lbg0.data[\"H12\"], lbg1.data[\n", " \"H12\"\n", "], lbg0.data_buffersubtracted, lbg1.data_buffersubtracted, tit.data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([15112.0, 16345.0, 19169.0, 21719.0, 22128.0, 23532.0, 21909.0],\n", " [5372.0, 4196.0, 2390.0, 1031.0, 543.0, 427.0, 371.0],\n", " [4226.5, 5005.25, 7829.75, 10291.75, 10238.75, 11381.25, 9566.0],\n", " [5319.25, 4143.25, 2336.75, 977.0, 486.25, 367.75, 310.5],\n", " [4226.5,\n", " 5105.3550000000005,\n", " 8142.9400000000005,\n", " 10909.255000000001,\n", " 11057.85,\n", " 12519.375000000002,\n", " 10713.920000000002],\n", " [5319.25,\n", " 4226.115,\n", " 2430.2200000000003,\n", " 1035.6200000000001,\n", " 525.1500000000001,\n", " 404.52500000000003,\n", " 347.76000000000005])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tit.load_scheme(\"./scheme.txt\")\n", "lbg0.data[\"H12\"], lbg1.data[\"H12\"], lbg0.data_buffersubtracted[\n", " \"H12\"\n", "], lbg1.data_buffersubtracted[\"H12\"], tit.data[0][\"H12\"], tit.data[1][\"H12\"]" ] }, { "cell_type": "markdown", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Reassign Buffer Wells\n", "\n", "You can reassess buffer wells, updating the data to account for any dilution (additions) and subtracting the updated buffer value. This is a handy feature that gives you more control over your analysis.\n", "\n", "For instance, consider the following data for a particular well:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[51.0, 52.0, 50.0, 51.0, 55.0, 58.0, 57.0]\n", "[-1.75, -0.75, -3.25, -3.0, -1.75, -1.25, -3.5]\n", "[-1.75, -0.765, -3.38, -3.18, -1.8900000000000001, -1.375, -3.9200000000000004]\n" ] } ], "source": [ "print(tit.labelblocksgroups[1].data[\"D01\"])\n", "print(tit.labelblocksgroups[1].data_buffersubtracted[\"D01\"])\n", "print(tit.data[1][\"D01\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can reassign buffer wells using the `buffer_wells` attribute:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "tit.buffer_wells = [\"D01\", \"E01\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This updates the data for the specified wells, correcting for dilution and subtracting the buffer value:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[51.0, 52.0, 50.0, 51.0, 55.0, 58.0, 57.0]\n", "[1.0, 2.0, -1.5, -0.5, 1.5, 3.0, 1.5]\n", "[1.0, 2.04, -1.56, -0.53, 1.62, 3.3000000000000003, 1.6800000000000002]\n" ] } ], "source": [ "print(tit.labelblocksgroups[1].data[\"D01\"])\n", "print(tit.labelblocksgroups[1].data_buffersubtracted[\"D01\"])\n", "print(tit.data[1][\"D01\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data remains:\n", "- unchanged in `labelblocksgroups[].data`\n", "- adjusted buffer subtracted in `labelblocksgroups[].data_buffersubtracted`\n", "- adjusted buffer subtracted and dilution corrected in `data`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Titration Analysis" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "titan = TitrationAnalysis.fromlistfile(\"./list.pH\")\n", "titan.load_scheme(\"./scheme.txt\")\n", "titan.load_additions(\"additions.pH\")\n", "# g = titan.plot_buffer()\n", "titan.datafit_params = {\"bg\": True, \"nrm\": True, \"dil\": True}" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df1 = pd.read_csv(\"fit1.csv\", index_col=0)\n", "merged_df = titan.fitresults_df[1][[\"K\", \"sK\"]].merge(\n", " df1, left_index=True, right_index=True\n", ")\n", "plt.plot(merged_df.K_y, merged_df.K_x, \".\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk4AAAJOCAYAAABBWYj1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAByS0lEQVR4nO3deXhU1cEG8PfOPpPJZN8XQsIWNhURAUVcQERq1X5qixuIu7S12Lpg3VqruLbaVm1FRS2ItRZxww01KGVXkC2QDUhIyDLZJpNJZrvn+2PCQCSBSZjkzmTe3/Okdu7MDS9LJm/OOfdcSQghQEREREQnpFI6ABEREVG4YHEiIiIiChCLExEREVGAWJyIiIiIAsTiRERERBQgFiciIiKiALE4EREREQWIxYmIiIgoQCxORERERAFicSIiIiIKEIsTERERUYBYnIiIiIgCxOJEREREFCAWJyIiIqIAsTgRERERBUijdAAiooGqvLwcVqtV6RjHSExMRHZ2ttIxiMISixMRUR8oLy/HiPx8tDkcSkc5htFkwp7CQpYnol5gcSIi6gNWqxVtDgeuufdppGTnKR3Hr6a8FMuevBtWq5XFiagXWJyIiPpQSnYeMoeOUjoGEQUJF4cTERERBYjFiYiIiChALE5EREREAWJxIiIiIgoQixMRERFRgFiciIiIiALE4kREREQUIBYnIiIiogCxOBEREREFiMWJiIiIKEAsTkREREQBYnEiIiIiChCLExEREVGAWJyIiIiIAsTiRERERBQgFiciIiKiALE4EREREQWIxYmIiIgoQCxORERERAFicSIiIiIKEIsTERERUYBYnIiIiIgCxOJEREREFCAWJyIiIqIAsTgRERERBYjFiYiIiChALE5EREREAWJxIiIiIgoQixMRERFRgFiciIiIiALE4kREREQUIBYnIiIiogCxOBEREREFiMWJiIiIKEAsTkREREQBYnEiIiIiChCLExEREVGAWJyIiIiIAsTiRERERBQgFiciIiKiALE4EREREQWIxYmIiIgoQCxORERERAFicSIiIiIKEIsTERERUYBYnIiIiIgCxOJEREREFCAWJyIiIqIAsTgRERERBYjFiYiIiChALE5EREREAWJxIiIiIgoQixMRERFRgFiciIiIiALE4kREREQUIBYnIiIiogCxOBEREREFiMWJiIiIKEAsTkREREQBYnEiIiIiChCLExEREVGAWJyIiIiIAsTiRERERBQgFiciIiKiALE4EREREQWIxYmIiIgoQCxORERERAFicSIiIiIKEIsTERERUYBYnIiIiIgCxOJEREREFCAWJyIiIqIAaZQOEI7Ky8thtVqVjnGMxMREZGdnKx2DiIhowGJx6qHy8nKMyM9Hm8OhdJRjGE0m7CksZHkiIiLqIyxOPWS1WtHmcOCae59GSnae0nH8aspLsezJu2G1WlmciIiI+giLUy+lZOchc+gopWMQERFRP+LicCIiIqIAsTgRERERBYjFiYiIiChALE5EREREAWJxIiIiIgoQr6ojIuojkkaHRpcEe7UNrU4v7E4PHC4PvLKAVxYQAtCoJeg0KujVapgNGlgMGliMWiRE6aBR82dbolDD4kREFARCCBxsbMOGsnpsKGvAhuJaZC34D76qVgPVNT3+fJIEJETpkGIxICPWiOx4E6L0fMsmUhq/ComIekmWBbZXNuPTndX4fFc1yqytnZ6XVGroVAJJFhPMBg3Meg1MOjU0KglqlQRJkuDxynB5ZTjdMlraPbC1u9HkcKPN7YXV7oLV7sKuKhsAIClaj9zEKAxPiUZclE6J3zJRxGNxIiLqocqmNvz3u4P4z3cVqGho8x/XqCSMzYzBxNwExHsbcNvPf4JfP/kqsoZl9ujzCyFgd3pQY3Oi2taOigYHalucqOv42LivAcnReuSnWZCfGg29Vh3s3yIRdYPFiYgoAEII/K+kHq+uLUNBUR2E8B2P0qlx7ohkzBiVivOGJyHaoAUAfP/99/C2NkKSev5rSZKEaIMW0QYthiSbAQCtTg8ONDhQVNOC8o4iVdtSh/+VWDEiNRqnZMUi0awP1m+XiLrB4kREdBwer4z3t1Vh8bdl2FPd4j8+KTcBV47PxMzRaTDq+n7EJ0qvwcg0C0amWeBweVBcY8f2ymY0tLqws8qGnVU25CZG4YyceKTGGPo8D1GkYnEiIuqCVxb48IcqPP9lMfZ1rF0y6dS48vRMzD1rMAYnRimWzaTT4JSsWIzNjEFlUxt+qGhGSZ0dZdZWlFlbMSjehLOGJCIpmiNQRMHG4kREdBRZFvhkZzWeW12E4lo7ACDOpMXN5+TimgmDEGPSKpzwCEmSkBlnQmacCQ2tLmw50IA91S040ODAgU3lyE+LxqTcBP/0IRGdPBYnIqIO35c34g8f7sYPFU0AAItBg1vOycXcswbDHOJbAcRH6XDhyFScOTgB60qtKKqxo/BQC4pq7DgtKxbjc+Kg13AROdHJCu13AiKiflBja8eTn+zBiq2VAHwLvm+akosbpwyGJcxGa2KMWswcnYbTstqxtsSKyqY2bDnQiMJDNpwzLAlGoXRCovDG4kREYa28vBxWq7VX57q9Ah8UteK/hXa0e3yN4vwcI64ZE404ox0lu3f0OldhYWGvzw2G1BgD/m9cBvZZW/FNsRXNbW58srMayQYNNLFpimYjCmcsTkQUtsrLyzEiPx9tDkePz9WlD0fCRb+GLmkQAKC9shCNq1/GkupiLAliRrvdHsTP1jOSJCE3yYzseBO2HGjElgONqG1XIfmqP8Irc+iJqDdYnIgobFmtVrQ5HLjm3qeRkp0X0DluGdjVpEapXQVAgl4lMDbOi6ysPEiTngxatsJNa/DJG8+jvb09aJ+ztzRqFSbmJmB4ajQ+3boPu755A+pbxykdiygssTgRUdhLyc5D5tBRJ3zdPmsrvtpTC7vTAwDIT4vGlKFJMPbBzts15aVB/5wnK86kw9lJHmzes1bpKERhi8VpgFF6XUVXEhMTkZ2drXQMimBtLi8KimpRVOObNrMYNDh/RDIGJSi3F5NSerOTOREdweI0QNga6gAA1157rcJJjmU0mbCnsJDliRRRZrXjy8JaOFxeSABOy47FxNwEaNUqpaMRURhicRog2uy+u6fPuvX3GD72dIXTHFFTXoplT94Nq9XK4kT9yunx4ttiK3ZV+b42fPscpSDFwtuREFHvsTgNMAnpgwJa60E0kB1sdOCL3TWwtfvWMo3LjsWk3ARoOMpERCeJxYmIBgyPV8a6snpsLW8C4FvLNH1kCjLjTMoGI6IBg8WJiAaEWls7Pttdg4ZWFwBgVLoFU4Ym8jYjRBRULE5EFN4kFfY0q1BYUQFZACadGheMSEZuklnpZEQ0ALE4EVHYqrZ7kHL1E9jV7Hsry0uKwvkjkmHS8a2NiPoG312IKOwIIfCfLQfx0OdWGDJHQiMJnJefivzUaEjcqIiI+hCLExGFlXq7EwtX7MDnu2sAAO0VO3HZmcMwPM2icDIiigS8NpeIwsZXe2ow47lv8PnuGmjVEq4bG42a5fcjij8CElE/4dtNmJGFgNsrw+M9cmdzSQLcUEPS6CF4w3MagBwuD/70cSHe2lgOABiWYsZffn4qnNWl+JOQFU5HRJGExSlECCHQ6vKi3u6Erc0Du9ODFqcbdqcHre1eOD1euLwy3N7umtEwZP/2v/i2TWDTN6XQa9TQa1Qw6zWINmhgNmgQrdcixqhFXJSWl2hT2Nha3ogF/96G/fUOAMCNZw/G3TOGw6BV4/tqhcMRUcRhcVKALAQaWl2obm5Hja0d9a0uNLS64PSc/E/OAhLa3TLa3b7PVdvi7PJ1Zr0G8VE6xEfpkBStR0q0HnFROqi4sJZChMsj4+9fFeOFglJ4ZYG0GAOeufIUnDUkUeloRBTBWJz6gVcWONTchoqGNlQ1t6HG1t7lyJEEIMakRZxJB7P+8CiRBlF6DYxaNbRqCTqNCjqNChrVkeVpQgh899WHWP7nB3HV/X/HkFMmwOmR0e72osXpgb3d4/9vU5sLrU4v7E7fqFZ5g8P/ebRqCSnRBqTEGJAZa0R6rBE6DZfBUf/bWdmM3/3nB+ypbgEA/PSUdDx66WjEmLQKJyOiSMfi1EcaWl3YX9+K8gYHKhvb4JE7FyWtWkKKxYBUiwGJZj3io3SIi9J2KkSBkiQJEgDhbodeJSPBrD/u651uLxocLtS3ulBvd6G2pR21NifcXoGDTW042NSG7w40QpKAlGgDMuOMyIzzFSneUZ76ktPjxd+/KsGLHaNM8VE6PHrpaMwam6Z0NCIiACxOQSOEQLWtHaV1rSirs6PR4e70vFGrRna8CRlxRqTFGBCv4LSYXqtGWowRaTFG/zFZFmhwuFBta8ehpnYcbHTA1u5Bta0d1bZ2bDnQCJUEZMQakZMYhcGJUYgz6RTJTwPTjoO+Uaa9Nb5Rpllj0/DHn4464Q8CRET9icXpJAghUNPixN7qFhTXtKDV5fU/p5KAzDgTBsWbkBVvQqJZF9Ib86lUEhLNeiSa9RidHgMAsLW5fSNQjQ4cbGxDS7sHFY1tqGhsw7fFVsQYtRjcUaIyYo1Qq0L390ehq83lxd++KsY/vymDVxZIiNLh0ctG4+IxHGUiotDD4tQLmrh07G5W4cv1B9DUdmRkSadWISfRhLwkMwYlmML+yjWLUYuRRi1GplkghEBTmxv7ra3YZ21FZVMbmtvc2FbRhG0VTdBrVMhNjMKQZDOy403QcEqPAlCwtxYPvr8TFQ1tADjKREShj8WpB1ZurcTfV1uRccvLKGwGADc0Kgm5SVEYnhqNQfFRA3bURZIkxJl0iMvW4bTsODg9XlQ0tGFfR5Fqc3tRWN2CwuoWaNUSBif4SpSWW+xQF2ps7fjjh7vx8Y5DAIC0GAMe+ekozBiVqnAyIqLjY3HqgbI6O0oa3BCyF6kmCafkpiEvyRyRV57pNWoMSTZjSLIZshA41NSOklo7SurssDs9KKq1o6jWDpWkRdJl9+ObA20YNsoDs57/5CKZVxb41/r9eObzItidHqhVEm6YnIMF04chiv82iCgM8J2qB/7v9Ey0NtTikRt/iiuefg2ZvDcWAEAlSciIMyIjzohzhiWixub0l6jmNjdMwyfjuY1NePG7L3DusCTMGpuGC/JTWKIizMayejz68W7srLQBAE7JisXjl4/GqI41dURE4YDfuXpgUEIUZg2LwkOOJqWjhCxJkpAaY0BqjAFnDUnArt2FWLHiv8ifcQ2qWrz4fHcNPt9dA51GhanDkjBrTBouyE9GtIH78wxU5fUOLPqkEJ/s9G3zHW3Q4J6LRuDqCdkDdmqbiAYuFifqM5IkIVYn0PTtUvztL7+BKX0oPt5+CKt2HEKZtRVf7K7BFx0l6pyhSZg1NhXT8lNYogaI5jY3XiwowZK1++HyylBJwOwJ2VgwfRgSufibiMIUixP1C0mSkJ9mQX6aBb+9cBj2VLdg1Y5D+HjHIZTVtWJ1YQ1WF9ZAp1bhnGGJuHhMGqaNTIGFJSrstDo9eH3dfrz8TRmaO646nTI0EQ/MGonhqdEKpyMiOjksTtTvji5Rd00fhr01LVi13VeiSutasbqwFqsLa6FTqzBl6JESFWNkiQpl7W4vlm0sx0sFJbDaXQCAYSlmLJyZj3OHJ4X0PmZERIFicSJFSZKEEakWjEi1YMH0YSiqsePjHb7pvJJaO77cU4sv99RCq5ZwztAklqgQZHd6sHxjOV5ZW4Yam++m0oMSTFgwbRguOSWd65iIaEBhcaKQIUkShqdGY3hqNO6aPgxFNS34aHvXJWpKR4mazhKlmLoWJ15ftw//Wn8AtnYPACA9xoBfXzAU/3d6Ju9rSEQDEosThaxhKdG4a/qREnV4YXlxrR1f7anFVx0l6uwhibhwVCrOHZ7U6f571De2H2zC0g0HsHJbFVwe3w6nuUlRuO2cPFx6WnrY75hPRHQ8LE4UFoalRGPY9GgsmD4MxTUt/um8oho7vt5bh6/31gEARqRG49zhyThveBLGDYrjqEeQtLm8+PCHKizdeADbDzb7j5+aFYvbz83D9PwUqDglR0QRgMWJws7QlGj8JiUav5nmK1Gf7KzG13trsa2iCXuqW7CnugX/WFOKaL0GU4Yl4txhyZg8JAGZcSalo4cVWRbYuK8B72+rxMc7DqGlYzpOp1Zh5phUXDtxEMYPiuOibyKKKCxOFNaGpkRjaEo0fn3BUDS0uvBtcR2+3lOLb4qtaGh1YdWOaqza4dt4MSveiEm5CZiUl4BJuYlIjTEonD70CCGws9KGD7dX4YNtVai2tfufy4o34uoJg3DV+EzehJeIIhaLEw0Y8VE6XHpqBi49NQNeWWD7wSYU7K3DN8V12H6wGRUNbahoOIh3thwEAAxOjMLpg+IwLjsOp2XHYlhKdEReAdbu9uJ/JVasLqzFV3tq/FfGAb5dvi8enYZLT0vHxMEJnI4joojH4kQDklol4bTsOJyWHYcF04fB7vRg8/4GbCitx/qyeuysbMY+ayv2WVvx7ne+IhWlU+OUrFiclh2LMRkxyE+zICvONODKgssjY/vBJmwoq8eGsgZsOdCAdrfsf96kU+Pc4Un46SkZOG9EEhd7ExEdhcWJIoJZr8F5w5Nx3vBkAL7bgXx3oAHfH2jC1opGbCtvQqvLi3Wl9VhXWu8/L0qnxog0C0Z2bNg5NMWMwYlRSIjShcXaHlkWONDgwI7KZuysbMb2g03YVtHUqSgBvm0ELshPwQX5yZiYmwCDlmWJiKgrLE4UkWKMWpw/IgXnj0gBAHhlgeLaFnx/oAnbKhqx+5ANRTV2tLq8+O5AI7470Njp/Gi9BoOTojA4MQo5CVHIijchLcaAFIvvBsdmff9+abW0u3GouR1lda0os9p9/62zo7jGjhan55jXJ0TpMDE3AWfmxmNibgKGJpvDoggSESmNxYkIvqm9wzuYX31mNgDA7ZWxz9qK3VU2FB6yobC6BWV1dlQ2taHF6cH2g82dLs0/WrReg5QYA5LMesQYtb4Pk++/FqMW0XoNdBoVNCoJWo0KOrUKWrUKKglwewXcXtn/4fIKON1eNLe5YWtzo7nNjaY2N+rtLhxqbkONzQl7F+XoML1Ghfw0C8ZkxGBMRgxOy47FEBYlIqJeYXEi6oZWrfLtH5USjctOy/Afb3d7Ud7g8K+R2lfXiqrmNhxqbkdNcztanB7fR60dJbX2fssbbdAgJyEKeUlRyE0yIzcpCkOSzchLMnM/KyKiIGFxIuohg1btL1RdsTs9qG5uR3VzO+pbnWhuc6PZ4RspOvzR6vJ0Hlny+P6/VwhA9kISXmhUEjQq+EalVBKitBKidCpE61SI0kmw6FVINKqRYFIj3qiCQXO4HAkALYCnBY4qYEdVcH7fiYmJyM7ODs4nIyIKUyxOREFm1mswJNmMIcnmHp9bXl6OEfn5aHM4+iDZyTGaTNhTWMjyREQRjcWJKIRYrVa0ORy45t6nkZKdp3Qcv5ryUix78m5YrVYWJyKKaCxO1C8KCwuVjnAMp9MJvT60dsA+/OeUkp2HzKGjFE5DREQ/xuJEfcrW4Lv57rXXXqtwkq5I8K0HCj12e/8tKiciosCxOFGfarPbAACzbv09ho89XeE0RxRuWoNP3ng+ZHO1t7ef+MVERNTvWJyoXySkDwqpqaea8lIAoZuLiIhCEzd3ISIiIgoQixMRERFRgFiciIiIiALE4kREREQUoIhbHC6EQEtLS6/PP3yZ+MHiXXC2hc7uzocXFVfvL0JplEnhNEcwV8+Eaq66g/sAAN99911IbZWwd+9eAKH39QiE/t+l3W6HzWbr1eeIjo7mTaIpYklCiNDcyKaP2Gw2xMTEKB2DiChsNTc3w2KxKB2DSBERV5x6O+Jks9mQlZWFioqKsHzDYH7lhHN2gPmVFor5OeJEkSzipuokSTqpNx+LxRIyb169wfzKCefsAPMrLdzzEw0UXBxOREREFCAWJyIiIqIAsTgFSK/X4+GHH4Zer1c6Sq8wv3LCOTvA/EoL9/xEA03ELQ4nIiIi6i2OOBEREREFiMWJiIiIKEAsTkREREQBYnEiIiIiChCLExEREVGAWJyIiIiIAsTiRERERBQgFiciIiKiALE4EREREQWIxYmIiIgoQCxORERERAFicSIiIiIKEIsTERERUYBYnIiIiIgCxOJEREREFCAWJyIiIqIAsTgRERERBYjFiYiIiChALE5EREREAWJxIiIiIgoQixMRERFRgFiciIiIiALE4kREREQUoIgrTkII2Gw2CCGUjkJERAHg+zaFkogrTi0tLYiJiUFLS4vSUYiIKAB836ZQEnHFiYiIiKi3WJyIiIiIAsTiRERERBQgFiciIiKiALE4EREREQWIxYmIiIgoQCxORERERAFicSIiIiIKEIsTERERUYBYnIiIiIgCpFE6ABER9Q9ZFthVZUODw4V4kw6j0i1QqSSlYxGFFRYnIqIIsK7EipfWlKK01g63V0CrlpCXbMbtU/MweUii0vGIwgan6oiIBrh1JVbc/94OFB6yQRYCiWYdovQaFB5qwf3v7cC6EqvSEYnCBosTEdEAJssCL60phd3pgUYlodrmRHmjAzq1CqkWPexOL15aUwpZFkpHjRhCCOyztiodg3qJU3VERAPYriobSmvtAIBqmxMA0Or0oqq5DZlxJsSatCittWNXlQ1jMmOUjHpC27Ztg9lsVjrGSWlu9+LpdU3Y3+zG32cmIdagVjpSRElMTER2dvZJfQ4WJyKiAazB4YKtzQO7y+M/plOrkGIxAAD0ahWaZYEGh0upiAGbOnWq0hFOnqRC6nXPQp82FFc++i80fPo3pRNFFKPJhD2FhSdVnliciIgGsPWl9Z1Kk1YtYXBiFLRq30oNp1eGViUh3qRTKmLArvrNo8gcOkrpGCet3imhoAaIPuVC/PTC8xGv5zRpf6gpL8WyJ++G1WplcSIiomO3G9hW0Yh/rCn1P69VS8hNNEOn8ZUmIQSaHG7kp0VjVLpFqdgBS8ocPCCKUyaAaqkae6pbUNgWjatGZUKSuC1EuGBxIiIaANaVWPFiQQn2VLfA7RHwChl2p9f/vFolwazXwisEZFnA6ZXR5HDDrFfj9ql53M+pn509JBGldXZU29pRWteKIcnhvXYrkvCqOiKiMLe2uA6/XP491pfVo7HVDZvT3ak0xUfp8MwVYzE6wwKH04NauxMOpwf5adF4/PIx3MdJAVF6DU7LigMArC+rhyw4XRcuOOJERBTGvimqxS3/+g7tbrnjyLHfgBPNOlx6agYuPTWDO4eHkHGDYvHDwSY0tLqwt7oF+WmhP11KHHEiIgpb/1xTinmvbz6qNB1LBWC/1YEdlc1QqSSMyYzB1GFJGJMZw9KkML1GjfE5vlGnDWX18HIvrbDA4kREFEZkWWDHwWbc8+4PWPTJHni670yQAGg0EjyyjK0VTf0VkXrglMxYROnUsLV7sKuqWek4FABO1RERhYnD95vbVdmEBofnhK8XgH9HcImDGSFJq1ZhfE481hTV4fvyJozOiIGKV9iFNI44ERGFgXUlVixcsR3bKxrR1Hbi0nSYLPu+OZ+aHdt34eikjEq3QK9RobnNjdI6u9Jx6ARYnIiIQpwsCzy+qhCVTW2wtXvRo6UwEjAsxYwxGaF9O5VIplWrMLbjdjdby5uUDUMnxOJERBTi/vjRLuysssEjd3XN3PElReuxcGY+F4KHuFMyY6GSgEPN7bDanUrHoeNgcSIiCmH/XFOKN9Yd6NW5o9Mt+MtVp3KfpjAQpddgcGIUAGBnJReJhzIWJyKiELW2uA7PflHU41EmAPjJ2DR88MuzWZrCyOiO6dQ91S3weI9zuSQpisWJiCgEybLA05/tget4+w10IyfBhL/+4jROz4WZ7HgTzHoNnB4Z5Q0OpeNQN1iciIhC0KMf7cIPB209OkctASkWPR6/fAxLUxhSSZL/nnUltby6LlSxOBERhZjfr9iOJT1c1yQBGJMZwzVNYe5wcSq1tnIn8RDFDTCJiELIN0W1eGtTRY/PG5pixru3ToZGw5+Hw1l6jAFGrRptbi+qm9uREWdUOhL9CL/CiIhChMcj4/crdvR4MbhOI+Ghn4xkaRoAJElCVryvLJU3cp1TKOJXGRFRCFhXYsWM579BRVN7j86TAPxu+jCcPTSpb4JRv8uKMwEADnKBeEjiVB0RkcLWlVgx/63v0ehw9+g8CcC9Fw3HLVOH9E0wUkRmx/Rcjc0Jryyg5kL/kMIRJyIiBcmywP3v7ehxadKogPtmjsBt57I0DTQxRi10ahW8QqDR4VI6Dv2IosXJ6/XiwQcfxODBg2E0GpGXl4dHH30UQhx/hr+goADjxo2DXq/HkCFD8Prrr/dPYCKiIFu6/gD21/dsSkarkvDa3DNw69S8PkpFSpIkCYnROgBAXQtvvxJqFJ2qe/LJJ/HSSy/hjTfewKhRo7BlyxbccMMNiImJwa9//esuz9m3bx9mzZqF2267DcuWLcOXX36Jm266CWlpaZgxY0Y//w6IiHpvbXEd/rRqd4/OMWlVePn68VzTNMAlmvWoampHfStHnEKNosVp3bp1uPTSSzFr1iwAQE5ODpYvX45NmzZ1e84//vEPDB48GM8++ywAID8/H2vXrsVf/vIXFiciCguyLPDWpnI88UkhXN7Ar6HLTTThT5eN4T5NEcBi0AIA7O0ehZPQjyk6VTd58mR8+eWXKCoqAgD88MMPWLt2LWbOnNntOevXr8e0adM6HZsxYwbWr1/fp1mJiIJhXYkV1726EY98sAt2pzfg84YkReHz30xlaYoQ0QbfuEaLs2dr36jvKTridN9998Fms2HEiBFQq9Xwer147LHHcM0113R7TnV1NVJSUjodS0lJgc1mQ1tbG4zGzpuFOZ1OOJ1H5ohttp7dwoCIKFh6e/WcRgU88tNREbNPE9+3gSi979tzaw/KNfUPRb8K33nnHSxbtgxvvfUWvv/+e7zxxht45pln8MYbbwTt11i0aBFiYmL8H1lZWUH73EREgZJlgVve3Nzj0gQA98wYHlFrmvi+DejUvm/Pbm/Pb/JMfUvR4nT33Xfjvvvuwy9+8QuMGTMG1113HRYsWIBFixZ1e05qaipqamo6HaupqYHFYjlmtAkAFi5ciObmZv9HRUXPb2VARHSyLnpuDeyunn8TnDs5J+L2aeL7NqBV+/Zu8vRgDRz1D0Wn6hwOB1Sqzt1NrVZDlrt/c5k0aRJWrVrV6dgXX3yBSZMmdfl6vV4PvV5/8mGJiHrp3v/8gKLa1h6fNzrdgod+MrIPEoU2vm/Dv+ml5zjfD0kZio44XXLJJXjsscfw8ccfY//+/Xjvvffw5z//GZdffrn/NQsXLsT111/vf3zbbbehrKwM99xzD/bs2YMXX3wR77zzDhYsWKDEb4GIqFuyLPDw+zvx7+8O9ug8lQSkWPS4/+J8qLhrdESSOwaauGt46FF0xOlvf/sbHnzwQdxxxx2ora1Feno6br31Vjz00EP+1xw6dAjl5eX+x4MHD8bHH3+MBQsW4Pnnn0dmZiZeeeUVbkVARCHl2711uO+9HahsauvReWoJGJluwcKZ+byCLoJ5OtY2aVSRcUFAOFG0OEVHR+O5557Dc8891+1rutoV/Nxzz8XWrVv7LhgR0Un4/YrteGtTBXq6OkUlAf+5dRJOzY7jSFOEc3esbeKIU+jhTX6JiILo5TUlWLapd4uZ775wOMblxAc5EYUjh8u38WWUXq1wEvoxjgESEQWJxyPjr1+V9OrcUzKicft5kXX1HHWvxekrTmY9xzdCDf9GiIiC5MPth3q1YeGpmRas/OWUPkhE4aql/fCIE79NhxqOOBERBUllk6PH65p+fnomSxMdo6Hj5r5xJp3CSejHWGWJiE6SLAvsqrKhpS3wG7KqJeDuGcNx27mcnqNjWe2+W84kmSN7P6tQxOJERHQS1pVY8WJBCfZUt6DdFdg0nVGrwsvXjseU4ZFzG5VgKN61DS2tDqVjBI3BYIDZbD7muEsGWtp9I03O2jIctPZ3soGpprw0KJ+HxYmIqJfWFtfh129vRXObG0IGAtnj2ahVYfH14yPq3nPB8vmSZ5SO0C+MeWcg+YqH4W6owt+fvEXpOAOK0WRCYuLJ7Y/G4kRE1Atri+tw67++Q2uAo0wAkJNgxOOXj+XGlr00bfZtSMnOUzpGUDRUH8QnbzyPpUuXIj8/v9Nzr2+z4YOiVlw8Pg+33/adQgkHpsTERGRnZ5/U52BxIiLqobXFdbh9afelSSUBEICkAqbnp2BQQhRmjkrF2KxYbmx5Eoaffjbyxp6hdIygOFi8C5+88Tzy8/Mxbty4Ts899L9vAQA/mTAc407NUCIeHQeLExFRDwQy0iQLQKeW4JEFJuYlYu7knP4LSGHtUHMbdlbaIEnApLwEpeNQF7gdARFRgE400nQ0Wfg2JpB6uj8BRbTPd9UAAMZlxyE52qBwGuoKR5yIiALw7d463PjmZri8gTUhrwzoNCqcmh3bt8FoQPlsVzUA4KJRqQonoe6wOBERncDib0rx5Kd74ZF7Nnw0LMWMMRkxfZSKBpqqpjasL6sHAFw0msUpVLE4ERF1Q5YFlm48gCc+2YMAB5r84qJ0WDgzn4vBKWArvj8IIYAzB8cjK96kdBzqBosTEVEXfBtblmJDqbXHpSlKp8Zff3Eqtx2ggMmywLvfHQQAXDk+S+E0dDwsTkREP7KuxIr739uBxlYXPD0sTdEGNV665nRucEk98m2JFfvrHTDrNbh4DKfpQhmvqiMiOoosC7y0phR2pwdGnbpH5xo0EksT9cpra/cBAK4anwWTjmMaoYzFiYjoKLuqbCittff4rvQaFfAyb6VCvVBSa8eaojpIErjnVxhgrSUiOoq11QmHywuNSkKjwx3QORqVhHsvGo5zhiX3cToaiF4sKAHg22U+O4GLwkMdixMREQCPR8afvyjCim2VaGpzo6ktsNKkU6vw6vXjMWU4R5qo56paPFi5tQ4A8MvzhyichgLB4kREEW/xN6V47stitDoDv2GvSgJijRr8dfY4Ts9Rr7272w5ZABeMSMbYzFil41AAWJyIKKIt/qb0hPs0SQAkyXcPOpUERBu0GJMRgzvOzeOWA9Rrmrh0fFPeBgC4c9pQhdNQoFiciChieTwyXigoPeE+TSoJEPDtBH75aRk4e0gSRqVbuLklnZSYs2ZztCkMsTgRUcT6cPshtLS5oeoYTepOrEkLWQD3z8zHuSO4AJxOXoNTgnnUeQCA30wbpnAa6gluR0BEEauyyQGv8I0mdeXweJIAYNSqkWDW91MyGsiEENje5NsjbOogI8Zk8n6G4YTFiYgiVqrFCAmA6KI5SUfNwrk9AnnJZoxKt/RbNhq4SmrtqHeqILvbcc2YaKXjUA+xOBFRRPLKAt8W13U72iQ6RqIkAPFmHW6fmsc1TXTSPF4Za0usAADbxhVINPVsd3pSHosTEUUcryxwz7vb8f4PVZ2Oq6Qj03OH5SSasOjyMbx6joLi+/Im2No9MKgFbJv+q3Qc6gUuDieiiCLLAgtXbMd/vz/oP5aTYEKjwwV7uwcCvp8ojXo1fj4+Cw/MGsmRJgqKJocLm/Y3AADGxHqx1+1UOBH1BosTEUUMWRb4/codeGfLkdI0MTceS+ZOgFYl4cPth1DZ5EBGrAmXjE2DRsNBeQoOIQQKiurglQWy4ozIMjUrHYl6icWJiCKCEAIPvr8TyzdV+I9NyInHa3PPgFHnW2dy+bgMpeLRAFdSa8eBegfUkoTzRiSjtZLFKVzxxykiGvCEEHj4g11YtrHcf2z8oDgsueEMmHT8+ZH6ltPjxZpi3/3oxufEIc6kUzgRnQwWJyIa0IQQ+MOHu/Hm+gP+Y+OyY/H6vAmI0rM0Ud/7ttiKVqcXMUYtxg+KUzoOnSQWJyIasIQQ+NPHhXh93X7/sVOzYvHGvAkwszRRP9hf34pdVTYAwPT8FGjU/LYb7vg3SEQDkhACiz7Zg1fX7vMfOyUzBm/eOAHRBq2CyShSON1efFlYC8BX2DPijAonomBgcSKiAUcIgac+24uXvynzHxudYcGb886EhaWJ+sk3xVbYnR7EGrWYnJegdBwKEhYnIhpQhBB49vMivFRQ6j82Ms2CpTeeiRgTSxP1j33WVuw+1DFFNzIFWk7RDRj8mySiAeW51cX4+9cl/scjUqOx9KYzEcsrmaiftLu9+HJPDQDgtOxYpMdyim4gYXEiogHjr18W4/kvi/2Ph6dEY9lNZyI+iqWJ+s83RXVodXoRa9Jici6n6AYaRYtTTk4OJEk65mP+/PndnvPcc89h+PDhMBqNyMrKwoIFC9De3t6PqYkoFL3wdQn+/EWR//HQZDOW3XwmEsx6BVNRpCmrs6OwugUSgAtH8iq6gUjR63E3b94Mr9frf7xz505Mnz4dV155ZZevf+utt3Dffffhtddew+TJk1FUVIS5c+dCkiT8+c9/7q/YRBRi/rGmFE9/ttf/OC8pCstuPhOJLE3Uj3xTdL6r6MZlxyEthlN0A5GixSkpKanT4yeeeAJ5eXmYOnVql69ft24dzjrrLFx99dUAfCNWs2fPxsaNG/s8KxGFpsXflOGJT/b4H+cmRmH5zRORHG1QMBVFojVFdXC4vIgzaTExN17pONRHQmYM0eVyYenSpZg3bx4kqes7kU+ePBnfffcdNm3aBAAoKyvDqlWrcPHFF/dnVCIKEa+u3YfHVhX6H+ckmPDWzRORbGFpov5VWmfHHv8UXSqn6AawkNk6d+XKlWhqasLcuXO7fc3VV18Nq9WKs88+G0IIeDwe3Hbbbbj//vu7PcfpdMLpdPof22y2YMYmIoUs+d8+PPrRbv/j7HgTlt8yEakxLE3hrrv37bqD+6A3mpSK1S2nF/jikBaAhKEWLzy1pThYe/xzaspLj/8CClmSEEIoHQIAZsyYAZ1Ohw8//LDb1xQUFOAXv/gF/vSnP+HMM89ESUkJ7rzzTtx888148MEHuzznkUcewR/+8Idjjjc3N8NisQQtPxH1nzfX78dD7+/yP86KN+Lft0ziZd8DRHfv26Eq8ZLfIWrkuXBZD+DQ678BvO6AzjOaTNhTWIjs7Oy+DUhBFRLF6cCBA8jNzcWKFStw6aWXdvu6KVOmYOLEiXj66af9x5YuXYpbbrkFdrsdKtWxQ6Nd/eSSlZXF4kQUppZuOIAHVu70P86INeLft05EZlzojURQ73T3vv3yyy/j9NNPVzDZsTYcbMNT65qgkoBFFyRgaHzgW18kJiayNIWhkJiqW7JkCZKTkzFr1qzjvs7hcBxTjtRqNQDfbsFd0ev10Ot5ZQ3RQLB8U3mn0pQeY8Dbt7A0DTTdvW8PHz4c48aNUyBR1+rtTtz88TcAgNum5uHn00YonIj6g+LFSZZlLFmyBHPmzIFG0znO9ddfj4yMDCxatAgAcMkll+DPf/4zTjvtNP9U3YMPPohLLrnEX6CIaGB6Z3MFFq7Y4X+cFmPA8lsmIiuepYmU8dAHu1Df6sKwFDPunDZU6TjUTxQvTqtXr0Z5eTnmzZt3zHPl5eWdRpgeeOABSJKEBx54AJWVlUhKSsIll1yCxx57rD8jE1E/e/e7g7h3xXb/4xSLHstvnohBCVEKpqJItmrHIXy8/RDUKgnPXnkq9Br+8B4pQmKNU3+y2WyIiYnhGieiMLFyayUWvLMNh9+pkqL1+PctE5GbZFY2GPWbw+/ba9aswTnnnKN0HDS0ujD9z2tQ3+rCL88bgt/NGK50JOpH3GiCiELW+9sqcddRpSnR7BtpYmkiJf3hwyNTdL++gFN0kYbFiYhC0kfbq7Dg39sg+0uTDstvPhNDklmaSDmrd9fg/W1VUEnAU1ecAp2G30YjDf/GiSjkfLLjEO58+0hpio/SYdlNEzE0JVrZYBTRmtvc+P1K3wUKN0/JxalZscoGIkWwOBFRSPl0ZzV+tXwrvB2tKc6kxbKbzsTwVJYmUtbjHxeixubE4MQoLJg+TOk4pBAWJyIKGV/srsEv3/oeno7SFGvSYulNZyI/jRdykLK+La7Dv7dUQJKAp64YC4OWV9FFKhYnIgoJX+2pwR3LvvOXJotBg6U3nolR6TEKJ6NIZ3d6cN9/fVN0cybl4IyceIUTkZJYnIhIcV/vrcVt//oebq+vNEUbNFh605kYncHSRMp7+tM9qGxqQ2acEXdz64GIx+JERIr6pqgOt/7rO7i8MgAgWq/Bv248E2MzY5UNRgRgx8FmvLnhAADgiZ+NRZRe8X2jSWEsTkSkmLXFVtz85ha4PL7SZNZr8MaNE3i1EoUEryzwwModEAK49NR0nD00UelIFAJYnIhIEetKrbjpzc1wdpSmKJ0ar99wBsZlxymcjMhn+aZy/HCwGdF6DX5/cb7ScShEsDgRUb/bUFaPea9vRrvbV5pMOjWW3DAB47nolkKE1e7EU5/uAQD89sJhSLYYFE5EoYLFiYj61aZ9DZ1Kk0GrwqtzzsCEwSxNFDoWrdoDW7sHo9ItuHbiIKXjUAhhcSKifrNlfwNuWLIJDpcXAKDXqPDanDMwKS9B4WRER2za14D/fn8QkgT86bLR0Kj5rZKO4L8GIuoX35c3Yu6SzWg9qjS9OucMTB7CBbcUOmRZ4A8f7gIA/OKMLJzGNXf0IyxORNTntlU0Yc6rm2B3egAAOrUKL18/nlcpUchZsbUSu6psiNZr8LsLuWcTHYvFiYj61PaDTbju1Y1oOao0/fO60zF1WJLCyYg6c7g8ePoz34LwX54/BAlmvcKJKBSxOBFRn9lZ2YxrX9mIlnZfadKqJbx07TicNyJZ4WREx1r8zT7U2JzIijdizuQcpeNQiGJxIqI+sbvKhmtf3QhbR2nSqCS8cPU4XJCfonAyomPVtrTjH2tKAQD3XZTPm/hSt1iciCjo9lTbcM0rG9DkcAPwlaa/Xz0OF45KVTgZUdde/LoUbW4vTsuOxcVj+O+UusfiRERBVVTTgmsWb0RjR2lSqyT8dfZpuGg0vxlRaKpqasNbG8sBAL+7cDgkSVI4EYUyFiciCpqS2hZcvXgD6ltdAACVBDz381Nx8Zg0hZMRde9vX5XA5ZUxMTcek7mnGJ0AixMRBUVpnR2zF2+E1X6kNP3l56fiklPSFU5G1L3yegf+s6UCAPBbjjZRAFiciOikldXZMfvlDahrcQIAJAl49qpTcOmpGQonIzq+F74ugUcWmDosCWfwXokUABYnIjop+62tmL14A2qPKk1PX3EKLj8tU+FkRMdXY2vHe1srAQC/vmCIwmkoXLA4EVGvldc7MHvxBtTYnP5jT/5sLK44naWJQt9r/9sHl1fGGTlxOH0QR5soMCxORNQrFQ2+0nSoud1/bNHPxuCqM7IUTEUUGFu7G29t8F1Jd9vUPIXTUDhhcSKiHjvY6CtNlU1t/mN/umw0Zk/IVjAVUeDe2liOFqcHw1LMOG84d7KnwLE4EVGPVDW1YfbiDTjYeKQ0/fHSUbh24iAFUxEFzisLvLluPwDg5im5UKl4JR0FjsWJiAJW3dyO2Ys3oKLhSGl6+JKRuH5SjnKhiHroqz21qGpuR5xJy+0yqMdYnIgoIDU2X2k6UO/wH3tgVj5uOGuwgqmIem7phgMAgKvGZ/GedNRjLE5EdEK1HaVpn7XVf2zhzBG4aUqugqmIeu5AfSu+Ka4DAFx9JtfkUc+xOBHRcdW1OHH1KxtRVnekNN1z0XDcyiuRKAwt31QBIYBzhiVhUEKU0nEoDGmUDkBEoctqd+KaVzagpNbuP/a7C4fhjnO5WSD1v71798JsNgf02sTERGRndx5R8soCKzs2vLx6ArfNoN5hcSKiLjW0unDtKxtRVHOkNP1m2lD88vyhCqaiSHbLLbcE/FqjyYQ9hYWdytPGffWotrXDYtDgvBHcgoB6h8WJiI7R2OrCNa9sxJ7qFv+xX58/BL+ZNkzBVBTprvrNo8gcOuqEr6spL8WyJ++G1WrtVJze31oFALh4TBr0Gi4Kp95hcSKiTpocLlz76kYUHrL5j91xbh4WTGdpImUlZQ4OqDh1pd3txaodhwAAl53Gm09T73FxOBH5Nbe5cd2rm7Cr6khpuvWcXNw9YzgkiZsEUvj6pqgOLU4P0mIMmJDD+9JR77E4EREA3727rn9tE3ZUNvuP3XT2YNw3cwRLE4W91YU1AICLRqdyp3A6KSxORISWdjfmvLYJP1Q0+Y/dcFYOfj8rn6WJwp5XFviysBYAMC0/ReE0FO5YnIginN3pwdwlm7G1vMl/bM6kQXjoJyNZmmhA2FbRhPpWF6INGkwYzGk6OjmKFqecnBxIknTMx/z587s9p6mpCfPnz0daWhr0ej2GDRuGVatW9WNqooGj1enBDUs24bsDjf5j107MxiM/HcXSRAPG4Wm6c4cnQ6vmeAGdHEWvqtu8eTO8Xq//8c6dOzF9+nRceeWVXb7e5XJh+vTpSE5OxrvvvouMjAwcOHAAsbGx/ZSYaOBwuDy44fXN2Lz/SGmaPSEbf/zpaJYmGlC+KfLdYuUC7t1EQaBocUpKSur0+IknnkBeXh6mTp3a5etfe+01NDQ0YN26ddBqtQB8o1ZE1DNtLi9ufH0LNu1r8B/7xRlZeOyy0Vw4SwNKk8OF3R1ba0zOS1A4DQ0EIbOPk8vlwtKlS3HXXXd1+9PuBx98gEmTJmH+/Pl4//33kZSUhKuvvhr33nsv1OquNzNzOp1wOp3+xzabrcvXEQ1ksiywq8qGBocLUTo1/rK6COvL6v3PX3F6Jh6/fAxLE4WEYL5vb9zXACGAvKQoJFsMwYhHES5kitPKlSvR1NSEuXPndvuasrIyfPXVV7jmmmuwatUqlJSU4I477oDb7cbDDz/c5TmLFi3CH/7whz5KTRT61pVY8dKaUpTW2uHyyGhxeuD0yP7nf3ZaBp78v7EsTRQygvm+vaHjB4SJuRxtouAImVVyr776KmbOnIn09PRuXyPLMpKTk/Hyyy/j9NNPx89//nP8/ve/xz/+8Y9uz1m4cCGam5v9HxUVFX0RnygkrS2uw2//8wN+qGiCSgLaPN5OpemsvAQ8feUpULM0UQgJ5vv2hjLfdPQkTtNRkITEiNOBAwewevVqrFix4rivS0tLg1ar7TQtl5+fj+rqarhcLuh0umPO0ev10Ov1Qc9MFOrWFtfhl8u3wtbmBgTQ0u6BOOp5nUYFSQJYmSjUBOt9u90jY2+1b5rvDO4WTkESEiNOS5YsQXJyMmbNmnXc15111lkoKSmBLB/5ibmoqAhpaWldliaiSLWuxIq7390OW5sbKgmAhE6lKUqnRlacEWV1rZ1ur0I0kOxr8kAWQIpFjxSub6IgUbw4ybKMJUuWYM6cOdBoOg+AXX/99Vi4cKH/8e23346GhgbceeedKCoqwscff4zHH3/8uPs+EUUaWRZ4aU0pWp0eSABk4fs47PAIk16jglsWaHC4lIhJ1OdKGtwAgDEZscoGoQFF8am61atXo7y8HPPmzTvmufLycqhUR7pdVlYWPvvsMyxYsABjx45FRkYG7rzzTtx77739GZkopO2qsqG01g6LQXPM9JxKAjQqCS6vjJZ2D7QqCfEmjtbSwFTa4PuhYGxmjMJJaCBRvDhdeOGFEEJ0+VxBQcExxyZNmoQNGzb0cSqi8NXgcMHlkeHyyseUJp1aBUiA2yPD1ubG2KxYjEq3KJaVqC+VNXkAAGNYnCiIFC9ORBRcMQYtWl0etLnlTsc1HVfOeWUBASBKr8HtU/O4DQENTCo1DrX4itPwlGiFw9BAwuJENIB4ZYEl6/Z1Kk1GrRoqScDlFfDIArIQsBi1eOqKsZg8JFHBtER9RxObBq8ATDo10mK4MJyCh8WJaIDwygJ3v/sD3t9W5T+mVUtIizXAoFbB5vTA1uZBlF6Np68Yi7OHJh3nsxGFN21CJgAgL8nMey9SULE4EQ0Asixw33+3Y8X3lf5jo9ItiDFqsd/aihbZtxD8lKwY3D41jyNNNOBp4w8XpyiFk9BAw+JEFOZkWeD+93bgP98d9B+bmBuP1+aeAYNG7b9HXbxJh1HpFq5pooigiUsDAAxONCuchAYaFieiMCaEwIPv78Tbm4/ckmJCjq80mXS+L29eUUSRSGPxTUWnx3J9EwWX4htgElHvCCHw0Pu7sGxjuf/Y+EFxWHLDkdJEFKkOF6eMWKPCSWig4bsrUZiRZYGdlc3429cl+GJ3jf/4uOxYLLnhDETp+WVNkU0IQB3tK05pLE4UZHyHJQoj60qseLGgBFvLm9Dq8vqPD0mKwhvzJiDaoFUwHVFocMuASuebouNWBBRsnKojChPrSqxYuGI7vjvQ2Kk0aVQSnB4ZOw42K5iOKHS0d2xjZtJKMGjVyoahAYfFiSgMyLLAiwUlqG1xdtrc0qBVYWiyGW1uGS+tKYUsd337IqJI4pJ9V45G6/gtjoKvV/+qvv76626f++c//9nrMETUtZ2VzdhW0XRMaRqcGAWNWoVYkxaltXbsqrIpmJIoNBwekI3WszhR8PXqX9VFF12Eu+++G26323/MarXikksuwX333Re0cETk8+r/9sHuPDI9Z9CoMDghChqV70tYr1bBLQs0OFxKRSQKGRxxor7U6xGn9957D2eccQZ2796Njz/+GKNHj4bNZsO2bduCHJEosj2/urjTbVT0miMjTYc5vTK0KgnxJp0SEYlCiqtjYNas42avFHy9Kk6TJ0/Gtm3bMHr0aIwbNw6XX345FixYgIKCAgwaNCjYGYki1gtfl+Avq4v8j9UqCYMTTJ1KkxACTQ438pLNGJVuUSImUUg5vNRPr2ZxouDr9ThmUVERtmzZgszMTGg0GuzduxcOhyOY2Ygi2ksFpXj6s73+x+kxBqTHGGBtdaPN7YUsC7S5vai2OWHWq3H71DzeToUIgFf4vg60LE7UB3pVnJ544glMmjQJ06dPx86dO7Fp0yZs3boVY8eOxfr164OdkSjivPxNKZ78dI//cW5iFFbOPwtP/t9Y5KdFw+H0oNbuhMPpQX5aNB6/fAxv3EvU4fCIk47FifpArzbAfP7557Fy5UrMnDkTADB69Ghs2rQJ999/P84991w4nc6ghiSKJK+u3YfHVx0pTTkJJrx180QkWwxIthgwMTeBN+4lOg5vR3HS8uuC+kCvitOOHTuQmNj5p1utVounn34aP/nJT/zHDh48iPT0dKhUvLKBKBBL/rcPj3602/84O96E5bdMROpRux+rVBJv3Et0HF7/iJOyOWhg6lVx+nFpOtrUqVP9/3/kyJHYtm0bcnNze/PLEEWUN9fvxx8+PFKaMuOMWH7LRKTF8F5bRABQvGsbWlq7XktrMBhgNpsBAK2tDgCx0HDEifpAn96rTgjuYkwUiKUbDuCh93f5H2fEGvH2LRN5Z3eio3y+5JmAXpdw8QKYx1yAqKioPk5EkYg3+SVS2PJN5Xhg5U7/4/QYA96+ZSIy40wKpiIKPdNm34aU7LxjjjdUH8QnbzyPpUuXIj8/Hy9sbsKX+9oQHcMpbQo+FiciBb2zuQILV+zwP061GLD8lonIimdpIvqx4aefjbyxZxxz/GDxLnzyxvPIz8/HuHHjkLx/B7CvHF4vZz0o+Lhqm0gh//3uIO5dsd3/OMWix/JbJmJQAqcXiE7G4bVNHt70mvpA0IuT3W73/39J4sI8oq68t/UgfvfuDzi8DDApWo+3bp6IwYksTUQnS91RnLwsTtQHelSc/vKXvxz3+ZaWFsyYMcP/mIvDiXxkWWDHwWasKarD378qwW/fOVKaEs16LL95IvKSzMqGJBogDo84uWVZ4SQ0EPVojdP999+PhIQEXH/99cc819raiosuugj19fX+Y7t370Z6evrJpyQKY+tKrHhpTSlKa+1oafegxenxP5cQpcPym8/EkGSWJqJgMWh9Gzi1u7wKJ6GBqEfF6V//+heuu+46xMbG4qc//an/eGtrK2bMmIG6ujqsWbPGfzwrKyt4SYnC0LoSK+5/bwfsTg80KlWn0qSSgHtmDMfQlGgFExINPNEG37e2lnbPCV5J1HM9mqq74oor8Le//Q2zZ89GQUEBgCMjTTU1NSgoKEBaWlpf5CQKO7Is8NKaUtidHpi0alTb2v3PqVUSLAYtPtpxCDLXYRAFVbRBCwCwsThRH+jxdgQ33XQTGhoacOmll+L999/HQw89hKqqKqxZs4bTckRH2VVlQ2mtHVq1CuWNbf7jaknC4IQoQAJKa+3YVWXjLVSIgujwiJPd6VY4CQ1EvdrH6Z577kFDQwMuuOAC5OTkoKCgAJmZmcHORhTWGhwu2J2eTtMFKgkYnBgFo04NWRZolgUaHC4FUxINPJyqo77Uo+L0s5/9rNNjrVaLxMRE3HnnnZ2Or1ix4uSTEYW5sjp7p6mCo0sTADi9MrQqCfEmnVIRiQakw1N1LE7UF3pUnGJ+tH397NmzgxqGaKBYU1SHRZ/s8T8+XJpMOt+XnBACTQ438tOiMSrdolRMogEp1uQrTo0czaU+0KPitGTJkr7KQTRgrC224pY3t8Dl8e0hI8H3E7AkSZBlAadXRpPDDbNejdun5kHFO7gTBVVStB6Ab8SpzeX1j/ISBQNvuUIUROtKrLjxjc1wdpQmk06Nh34yEmMzY+BwelBrd8Lh9CA/LRqPXz4Gk4ckKpyYaOCJ1mtg0Pq+vdW2tJ/g1UQ9w5v8EgXJhrJ63PjGFn9pMmrVWDL3DJyZm4A5k3Owq8qGBocL8SYdRqVbONJE1EckSUJytAHlDQ7Utjh5/0cKKhYnoiDYvL8B817fjDa3b6dig1aF1zpKEwCoVBK3HCDqR8nRel9xsjmVjkIDDKfqiE7Slv0NmPvaJjg6bu+g16jw2pwzMCkvQeFkRJEr2eJb58SpOgo2Fieik/B9eSPmLtmM1o7SpNOo8Mqc8Vy7RKSwFIsBAFDdzOJEwaVoccrJyYEkScd8zJ8//4Tnvv3225AkCZdddlnfByXqwraKJsx5dRPsHfef06lVWHz9eEwZmqRwMiLKijMBAA7UOxROQgONomucNm/eDK/3yN2rd+7cienTp+PKK6887nn79+/H7373O0yZMqWvIxIB8N137ujF3V5ZxnWvbfLftFenVuGf152OqcNYmohCwaCEjuLUwOJEwaVocUpK6vxN5oknnkBeXh6mTp3a7TlerxfXXHMN/vCHP+Dbb79FU1NTH6ekSLeuxIqX1pSitNYOt1dAwLd5pafj5rxatYQXrxmH80YkK5yUiA47XJwqGhwQQkCSeBUrBUfIrHFyuVxYunQp5s2bd9x/4H/84x+RnJyMG2+8MaDP63Q6YbPZOn0QBWpdiRX3v7cDhYdsiNJrYDFo0NDq8pcmtSThhavHYdrIFIWTEg0cwXjfzowzQZIAu9ODhlbuIE7BEzLFaeXKlWhqasLcuXO7fc3atWvx6quvYvHixQF/3kWLFiEmJsb/kZWVFYS0FAlkWeClNaWwOz1ItRggAOxvcKCjMwEAhqWaMS2fpYkomILxvm3QqpHasUCc03UUTCFTnF599VXMnDkT6enpXT7f0tKC6667DosXL0ZiYuBXLC1cuBDNzc3+j4qKimBFpgFuV5UNpbV2xJl0cHpk7LO2wntUa0q1GNDscGNXFUcxiYIpWO/bh6fr9ltbgxmPIlxIbIB54MABrF69GitWrOj2NaWlpdi/fz8uueQS/zFZ9u3QrNFosHfvXuTl5R1znl6vh16vD35oGvAaHC64vQKyLHCgwdGpNGXFGWExaFFrd6KBNxIlCqpgvW8PTY7GhrIGFNXYg5CKyCckitOSJUuQnJyMWbNmdfuaESNGYMeOHZ2OPfDAA2hpacHzzz/PKTgKuniTDoDA/i5KU6xJhza3F1qV1PE6Igo1w1KjAQBFNS0KJ6GBRPHiJMsylixZgjlz5kCj6Rzn+uuvR0ZGBhYtWgSDwYDRo0d3ej42NhYAjjlOFAxGnQrNbZ5OpSmzozQJ4buyLj8tGqPSLQqmJKLuDE/xFae91SxOFDyKF6fVq1ejvLwc8+bNO+a58vJyqFQhswyLIsh+ayuueWUjXF7Zfyw5Wo8YgxZtbi+aHG6Y9WrcPjWPN+slClHDUswAgMqmNrS0uxFt0CqciAYCxYvThRdeCCFEl88VFBQc99zXX389+IEo4pXXOzB78QbUHHVz0KHJZrQ6Pai1O6FVSchPi8btU/N4axWiEBZr0iHFokeNzYniWjvGZccpHYkGAMWLE1EoqWjwlaZDR93fatHPxuDn47M67Rw+Kt3CkSaiMDAsJRo1Nif2HGphcaKgYHEi6nCw0YFfvLwBlU1t/mOPXT4asydkAwDGZMYoFY2IemlkugXfFluxo7JZ6Sg0QHABERGAqqY2zF7cuTT98dJRuObMQQqmIqKTdUpmLABg+8EmRXPQwMHiRBHvULOvNFU0HClND18yEtdPylEuFBEFxdiOkeK91S1od3tP8GqiE2NxoohWY2vH1Ys34kD9kVsyPDArHzecNVjBVEQULBmxRiSadfDIArsPcZd/OnksThSxam3tmL14A/YddTuG+y8egZum5CqYioiCSZIkjO2YrvuhoknRLDQwsDhRRKprceLqVzairO5IabrnouG45Zxjb9tDROHt8HTd9oNcIE4nj8WJIo7V7sQ1r2xASe2R+1f9dvow3HHuEAVTEVFfOTUrFgCw5UCDskFoQOB2BBRRGlpduPaVjZ1u+vmbaUPxqwuGKpiKiAJRvGsbWlodxxyvrzpw3PNOHxQHlQRUNLThUHMb0mKMfRWRIgCLE0WMxlYXrnllI/Ycdd+qX58/BL+ZNkzBVEQUqM+XPHOcZyU4nc4un4k2aDEy3YKdlTZs2teAS0/N6JuAFBFYnCgiNDlcuPbVjSg86qqaO87Nw4LpLE1E4WLa7NuQkn3sOsSG6oP45I3nodfruz13Qk4CdlbasHk/ixOdHBYnGvCa29y47tVN2FV1pDTdOjUXd88YDknibVOIwsXw089G3tgzjjl+sHgXPnnj+eOeO2FwHF773z5s2sd1TnRyWJxowJFl4b+vnF6twuOfFHa63cLNUwbjvotGsDQRRZDxOfEAgKIaOxpbXYiL0imciMIVixMNKOtKrHhpTSlKa+1wemTY2t1we4X/+RvOysH9F+ezNBFFmESzHkOSzSiptWNDWT1mjklTOhKFKW5HQAPGuhIr7n9vBwoP2WDUquFweTuVphkjU/DQT0ayNBFFqLOHJAIAvim2KpyEwhmLEw0IHo+Mpz7bi4ZWF6L1GhyytaPtqPtSGTQqtLo8EOI4n4SIBrRzhvmK07fFdRB8M6BeYnGisLeuxIor/rkeOw42wd7uwf56BxyuI6Up3qRDRpwRZXWtnRaIE1FkOXNwArRqCQcb2zrdn5KoJ1icKKwdnp4rq7NDABAScPTPkWa9BumxBhg0arhlgQaHS6moRKSwKL0Gpw+KA+AbdSLqDRYnCluyLPDSmlLYnR4kROkgBDpNxUmAbzheApxeGVqVhHgTr6QhimRThiYB4Don6j0WJwpbu6psKK21I8aoRZ3d2WmkSS1J0KoluLwy2pxeNDncyEs2Y1S6RbG8RKS8KUN965zWl9bD7ZUVTkPhiMWJwlaDwwWXR0aNzQm788iaJgmAWgVIkm9Uymp3wqxX4/apeVCpeEUdUSQblR6DOJMWdqcHW8ublI5DYYjFicJWtF6DFqcHdqfHfyxKp4ZJp4IA4On4YXJwkhmPXz4GkzsuRSaiyKVWSThnmG+6bnVhjcJpKByxOFFYcnlkvPB1CZyeI0PtMUYtBidGYXCiGdlxJkTpNBiTGYt3b53E0kREfjNGpQIAPt1ZzW0JqMdYnCjsuL0yfvnW9/hyT63/mE6tQqLZt0C83SOjud2D+Cgt7pkxHBoN/5kT0RFThyVBr1GhvMGBPdUtSsehMMPvKBRW3F4Zv16+FZ/vPjLEPn5QHM4YHIc2lxe1diccTg/y06I5PUdEXYrSa/xX1326s1rhNBRueK86Chser4zfvL0Nnxz1RjctPxkvXnM6NCrJf2PfeJMOo9ItXAhORN26aHQqVhfW4LNd1VgwfZjScSiMsDhRWPDKAgve+QEf7zjkP3b+iGS8cM046Dqm4sZkxigVj4jCzLT8ZKhVEvZUt+BAfSsGJUQpHYnCBKfqKOR5ZYHfvrMNH/5Q5T82dVgSXrxmHPQatYLJiChcxZp0OHNwPADgs12crqPAsThRSPPKAne/+wNWbjtSmqYMTcQ/rzsdBi1LExH13kWjfVfXfbaL2xJQ4FicKGTJssDCFdux4vtK/7HJeQlYfP14liYiOmkXjvQVp+8ONKLW1q5wGgoXLE4UkmRZ4P73duCdLQf9xybmxuPVOWewNBFRUKTGGHBqViwAdLpSl+h4WJwo5MiywAPv78Tbmyv8xyYMjsdrc8+AUcfSRETBc3gzTK5zokCxOFFIEULg4Q924a2N5f5j4wfFYcncM2DS8SJQIgquGaNSAPhu+tvscCuchsIBixOFDCEE/vDhbvxrwwH/sXHZsXh93gRE6VmaiCj4cpPMGJZihkcW+HIPp+voxFicKCQIIfDoR4V4fd1+/7FTs2LxxrwJMLM0EVEfuojTddQDLE6kOCEEFn2yB6/9b5//2NjMGLwxbwKiDVoFkxFRJLiwozitKapDm8urcBoKdSxOpCghBJ76bC9e/qbMf2x0hgX/mncmYowsTUTU90alW5ARa0S7W8aaojql41CIY3EixQgh8OznRXipoNR/bGSaBUtvPBMxJpYmIuofkiT5N8P8nNN1dAIsTqSYv6wuxt+/LvE/HpEajWU3nYlYk07BVEQUiQ5vS7C6sAZur6xwGgplihannJwcSJJ0zMf8+fO7fP3ixYsxZcoUxMXFIS4uDtOmTcOmTZv6OTUFw1+/LMZfvyz2Px6e4itNcVEsTUTU/04fFIdEsw62dg82lNUrHYdCmKLFafPmzTh06JD/44svvgAAXHnllV2+vqCgALNnz8bXX3+N9evXIysrCxdeeCEqKyu7fD2Fphe+LsGfvyjyPx6abMaym89EglmvYCoiimRqlYTpI317On26k9N11D1Fi1NSUhJSU1P9Hx999BHy8vIwderULl+/bNky3HHHHTj11FMxYsQIvPLKK5BlGV9++WU/J6feeqmgFE9/ttf/OC8pCm/dPBGJLE1EpLDD03Wf766BLAuF01CoCpkNclwuF5YuXYq77roLkiQFdI7D4YDb7UZ8fHy3r3E6nXA6nf7HNpvtpLNS7yz+pgxPfrrH/zg3MQrLb56IpGiWJiI6Qqn37cl5iYjWa1DX4sTWikacPqj77y0UuUJmcfjKlSvR1NSEuXPnBnzOvffei/T0dEybNq3b1yxatAgxMTH+j6ysrCCkpa7IssCOg81YU1SHHQebO/3E9sq3ZXhsVaH/cU6CCW/dPBHJFoMSUYkohCn1vq3TqHB+fjIA4LNd3EWcuhYyI06vvvoqZs6cifT09IBe/8QTT+Dtt99GQUEBDIbuv/kuXLgQd911l/+xzWZjeeoD60qseGlNKUpr7XB7BbRqCXnJZtw+NQ97a1rwp4+PlKbseBOW3zIRqTEsTUR0LCXft2eMSsX726rw6c5qLJw5IuAZEIocIVGcDhw4gNWrV2PFihUBvf6ZZ57BE088gdWrV2Ps2LHHfa1er4dez6mgvrSuxIr739sBu9ODOJMOOrUKLq+MwkMt+OXy79HQeuTGmVnxRiy/ZSLSYowKJiaiUKbk+/bUYUnQaVQob3BgT3UL8tMsiuSg0BUSU3VLlixBcnIyZs2adcLXPvXUU3j00Ufx6aefYvz48f2Qjo5HlgVeWlMKu9ODVIsBBq0aKpUEg1YNnVrqVJoyYo1YfvNEZMSyNBFRaIrSa3DO0CQAvLqOuqb4iJMsy1iyZAnmzJkDjaZznOuvvx4ZGRlYtGgRAODJJ5/EQw89hLfeegs5OTmorvb9ozabzTCbzf2enYBdVTaU1toRZ9J1GtJuaHWhqrnd/zgpWo+3b5mIzDiTEjGJaAAo3rUNLa2OY47XVx0AABQWFh7zXG+MMLdjNYD3v9uHqQn2oHxOAEhMTER2dnbQPh8pQ/HitHr1apSXl2PevHnHPFdeXg6V6sig2EsvvQSXy4Urrrii0+sefvhhPPLII30dlbrQ4HDB7RXQqY/8PTW0ulDZ1OZ/rJKAe2YMR1Y8SxMR9d7nS5457vPXXnttUH4dldGCzF/+C/ubgAnnzYTXVhuUz2s0mbCnsJDlKcwpXpwuvPBCCNH1fhkFBQWdHu/fv7/vA1GPxBq1EBBodLhg0mnQ5vagsunISJNaJSHBpMWIVK4TIKKTM232bUjJzuvyOaPZAkt8UtB+rTU1EqxOYNb9L2NI9MnfgqWmvBTLnrwbVquVxSnMKV6cKHytK7HixYJStLR74PLKUAHwHtWBNSoJ0QYNhqdZMCqdxYmITs7w089G3tgz+uXXytc34ttiK+oRjXOHZvbLr0nhISQWh1P4OXwl3Z5qGxLN+mNKk0oCzAYNYoxa3D41DyoVL+klovCRmxgFAKhsakO726twGgolLE7UYz++kk4ldS5NAKCWJIxOt+Dxy8dg8pBEZYISEfVSrEmHhCgdhAD2W1uVjkMhhMWJemxXlQ0lNS0watWosbWjorHzQvAksw6xJh3unjGCpYmIwlZukm/UqZTFiY7C4kQ9trbECmurC1VNbaizu/zHVRKQm2RGcrQBkICmNvdxPgsRUWjLS/Jtc3OgvhUe78kvEKeBgcWJemRdiRVvrt8Pj1ccMz2nkiR4ZQGnV4ZWJSHepFMmJBFRECRH6xGlU8PtFZ32paPIxuJEATu8tqnV6cGPN5DQqSUIALW2djS2upCXbOaVdEQU1iRJwqAE33TdgXpO15EPixMFbFeVDbsqm9HS7ul0XKuWoFJJUElAm9sLnUbFK+mIaEAYlODbuPdA/bE7llNkYnGigK0prkODw+0fbZIkwKhVAwA8XgEhBNQqCddPGsRF4UQ0IGTFmyABqG91oaWd6zaJG2BSgNYWW/HX1cX+xyoJGJwYBaNOjXaXDI8swysLeGWBs4cEb/deIiIlGbVqpFgMqLa1o7zBgVHpMUpHIoVxxIlOaF2pFTe9uRmuo64qGRRvgkmngQQJRp0aZr0GbW6Za5uIaMDhdB0djcWJjmtjWT1ufH0L2t2+0qTXqJBq0aPF6UWb2wtZFmhze1Ftc8KsV3NtExENONkdNyivaHR0e29VihycqqNOZFlgR2UztlY0odzairc2laPd4ytNBq0Kr98wwX91XWmtHc2ygFYlIT8tGrdPzePaJiIacFIsBmhUEtrdMhpaXUgw65WORApicSK/dSVWLPqkEHur7XB75U5bDmjVEl6bcwYm5iYAACbmJmBXlQ0NDhfiTTqMSrdwpImIBiS1SkJqjAEHG9tQ1dTO4hThWJwIgK80LXhnG+panIDAMfs0Rek7/1NRqSSMyeQiSSKKDBmxRhxsbENlUxvf+yIc1zhFOFkW+KGiCX/6eDfqO26f8uMbC6gAtDo9eLGgFLLM+X0iijwZsUYAQGVTG9c5RTiOOEWwdSVWvLSmFIWHbKi3u44ZZQIAnVoFSQK8soy91S3YVWXjT1tEFHFSYwxQSYDd6UFLuwcWo1bpSKQQjjhFqHUlVtz/3g4UHrIBOHZqDvCVJrVKgiQBQgAur4wGh6uLVxIRDWxatcp3A3MAVc1tCqchJbE4RaDDV8U1Olxoc3nR2HpsGZIAqDr+dQjh2yVcp1bxxr1EFLFSLL5F4bUtToWTkJI4VRcBZFl0ugJOFgK7q2xodXohhIC3i+EmAV9hgiTg8cpQqSQMT43m5pZEFLF8I07NqLOxOEUyFqcBbm1xHZ75vAgVDQ7IQsCoVSPOpENzmxuyLI5ZCH40ryxDdFxhlxClwx3ncnNLIopcSdFHRpyEEJAkvh9GIhanAWzxN6V49osiuDwyJPim29rdMhodLni6uDpOLUmQhfCvd/LKgE6jwrAUMxbOzOfmlkQU0eKjdFCrJLi8Mprb3Ijl0oWIxOI0QK0trsOzXxTB6ZahVUtQqSQIAbi9vpvx/phWLUGjUkGWZbi8ApIEzJ6QjavGZ2FMRgxHmogo4qlVEhKidKhtcaK+1cXiFKG4OHwAkmWBZz73jTRpNRLUKhUkSFBJElSqY6+g06gk/2iTRwAatYQ4kxa/OCMbp2TFsjQREXWI6yhLDV1cVEORgSNOA9CuKhvK61shSRIkAcgQvoXeEHD9aCW4ViUBEuCRfaNMBo0KapUKI9NjuBCciOhH4qJ8+zc1cmuWiMXiNAA1OFyQBSCEgEsGRJe7NPm2HDDp1Ig2aqGWJHiFQJvLi2iDBrdP5UJwIqIfOzzi1NjqVjgJKYXFaQCKNWrh8nhxoruj5CZFIS3GgLK6VjhlGVqVhJHpFtw+NY8LwYmIuuAvThxxilgsTgPMuhIrHvt4Nxzu4200AKgk4OFLRuLsIUmd9ngalW7hSBMRUTcsRt+3TadHhssjQ6fhUuFIw+I0gKwrsWLheztQ2eg44WvNeg3iTHqoVBLvPUdEFCC9Rg2tWoLbK9Dq9ECn4ZV1kYZVeYA4fBuVZof7uFN0EnyjTWqVxPvOERH1glnvG3OwOz0KJyElsDgNEDsqm7HnUItvu4HjFCetRtVRniTed46IqBcOF6dWFqeIxKm6AWBdiRWPrypEfavTf4uUH5PgOy7LMgSArHgTtxsgIuqFqMPFyeVVOAkpgcUpjMmywFubyvG3r4rR6vRCArq999zRt1HRa1X43YXDuAiciKgX9B0Lwl2e41+EQwMTi1OYWldixYsFJdi0rxFur3zc0nQ0vUaF304fhrOHJvV1RCKiAUnH4hTRWJzC0NriOtz97nbY2lzwyjLUKt9I0tFUEjotEldJQG5iFB756SiWJiKik3C4ODm9nKqLRCxOYWZtcR1+uXwrmh2+XWuF/3+OkOC7ak4lAK8QyI4z4eZzcnH1hGxOzxFR2CretQ0trSfebqWv1bpNAGJRV1uLbc17AzqnvuoAAKCwsDDoeRITE5GdnR30z0tdk4Q43jVYA4/NZkNMTAyam5thsYTX4ui1xXX4zb+3wWrvfhsBdUcvSosxwisE3F4Zr845A6dkxfZPSCKiIDv8vh0qokZfgMRZC9BWugW17z6idBwYTSbsKSxkeeonHHEKE4dHmpocx78/kgQAkgS1Cmh3CeSnWTAmI3TecIiIemva7NuQkp2ndAzUIAbFANLzRmD6vU8HfJ7RbIElPrhLJWrKS7HsybthtVpZnPoJi1MYWFdixd3vbj9haQIAjwDUEGhu9yDWqOXNeolowBh++tnIG3uG0jGw+5ANxbtrYElIxumnnqZ0HOpnim6AmZOTA0mSjvmYP39+t+f85z//wYgRI2AwGDBmzBisWrWqHxP3vyM7gge+y7dKJWF0egwev3wMb9ZLREQURIoWp82bN+PQoUP+jy+++AIAcOWVV3b5+nXr1mH27Nm48cYbsXXrVlx22WW47LLLsHPnzv6M3W9kWeD9bVX4oaIJzgAve5UAXD0hG2/Om8DSRETUlyJqhTAdpuhUXVJS57neJ554Anl5eZg6dWqXr3/++edx0UUX4e677wYAPProo/jiiy/w97//Hf/4xz/6PG9/WldixUtrSrHzYBNs7YFt66+SgDiTDlecnsXpOSKiPuLp2P9Fo+b7bCQKmTVOLpcLS5cuxV133QVJ6vof4/r163HXXXd1OjZjxgysXLmy28/rdDrhdDr9j202W1Dy9qV1JVbc/94O2J0e6DRqACcuTioA0QYNRqZbeCsVIgprof6+fXjjy8P7OVFkCZm/9ZUrV6KpqQlz587t9jXV1dVISUnpdCwlJQXV1dXdnrNo0SLExMT4P7KysoIVuU8cXtNkd3qQajEE/IVp0KkQZ9JxMTgRhb1Qf992dYw46dQh8y2U+lHI/K2/+uqrmDlzJtLT04P6eRcuXIjm5mb/R0VFRVA/f7DtqrKhtNaOOJMOAuh2z6ajq5FKAoalWLgYnIgGhFB/3+aIU2QLiam6AwcOYPXq1VixYsVxX5eamoqamppOx2pqapCamtrtOXq9Hnq9Pig5+0ODwwW3V0CjknCg3oE2d9db+qtUErQqCWqVhKEp0Xj31knQ8IuYiAaAUH/fdrI4RbSQ+FtfsmQJkpOTMWvWrOO+btKkSfjyyy87Hfviiy8wadKkvozXb2RZoMHugsfrxT5rK+zOI2ubVJLvQ6Py/TchSgezQYOkaD3umTGcpYmIqJ8cfm8260Ni7IH6meJ/67IsY8mSJZgzZw40ms5xrr/+emRkZGDRokUAgDvvvBNTp07Fs88+i1mzZuHtt9/Gli1b8PLLLysRPagOX0VXUtOCpjZPp6tcY4xaxJm0qGtxos3thVolQaOSkJccjdun5nF6joioH9nbWZwimeJ/66tXr0Z5eTnmzZt3zHPl5eVQqY6MpEyePBlvvfUWHnjgAdx///0YOnQoVq5cidGjR/dn5KA7fBVdS7sb7W65U2mSJCDGoIFGrYJBq4bFqMX1kwbh7CFJGJVu4UJwIqJ+JITgiFOEU/xv/cILL0R39xkuKCg45tiVV17Z7QaZ4ejwVXQt7W64vAKtriNrmtQSIAvgkK0diVE6jEy3cISJiEhBTo8Mj+z7nsXiFJn4t64gj0fGiwWl2FreCLdXdNod3GLQIDPeiJY2DxwuL+65KB+XnprOESYiIgU1tfnuGWrSqaHhdgQRicVJIYu/KcULX5f6vwiPFm3QICveBJUkwWLQot0jI96sY2kiIlJYY6tvi5h4k07hJKQUFicFLP6mFE98sgfebu5zZNKqoerYPd3plaFVSfwiJSIKAfWHi1MU35MjFccZ+5nL5cWfvyjqtjQBQJ3dCSEEhBBocriRl2zmbVSIiEJAI4tTxOOIUz9aV2LFIx/uQptbPu7rZAHUtjghC8CsV/M2KkREIeLwiFMci1PEYnHqB7Is8Namcvztq2I0dHMLlR+zOz04fVAcr6IjIgoR7W4vmjvWpSZHh+7O5tS3WJz62LoSK14sKMGmfY3+G0MG4qKRqXjmqlM40kREFCJqbO0AfJsSG7RqhdOQUlic+tC6EisWrtiO+lYXPF4ZkgR0s2VVJxKA6yYPYmkiIgoh1R3FKTXGoHASUhKLUx+RZYFFnxSiqrkdXllABoAAShMA5CSacEpmbB+mIyKinqqxOQEAqRYWp0jG4tRH3tpUjt2HWiBk4RtCClCcSYvHLhvD0SYiohAihMChpjYALE6RjsWpD8iywPJN5fDKAmoJXW49cHjaToJvIEqjkjAhJw6/PH8oF4MTEYUYq92Fdo8MrVpCEheGRzQWpz6wq8qGmuZ2SOi6NAG+0qSWAJNOA5NejV+dPxRXT8jmSBMRUQiqaHAAADJijVDzfTqisTgFmSwLbDnQgJZ2T6clTRJ8o0peIdBxf0ioVBJOyYrFHedyywEiolBW0egrTlnxJoWTkNJYnILo8NYD3x9ogvNHWw9o1RJUKgmSDHi8vjm6m6bk4u4Lh3OUiYgohHllgcqO9U1ZcSxOkY7F6STIssCOymZsrWjCvjo7Pt9dgyaHq8udwb1CQPYCgIBaLWFEajRLExFRGKhqaoPbK2DUqpFo5o7hkY7FqZfWlVix6JNC7DnUArfc9UIm6fCHBOjUKsQatWjzyIg1arFwZj5LExFRGCiztgLwbRUjSXzfjnQsTr2wrsSKBe9sQ63N2e3WTFq1hLQYIxpaXWh3e+D0yHDLAmMyYngbFSKiMCGEwL6O4pSbaFY4DYUCFqcekmWBFwtKYLV3X5oAQCUBFqMGFqMGDqcX9a0u/Oq8obhuEncEJyIKF40ON5rb3FBLErK5MJwAqJQOEG52VdlQWNWME912zukRaHN6IcG3KDxKp8a4QXEsTUREYaS0zg4AyIwzQqfht0xiceqxtSVWNLZ5Anqtw+2FEAJNDjfyks0YlW7p43RERBRMxTW+4pSXzGk68mFx6oG1xXV4dW0ZulkLfgy3V0a1zQmzXo3bp+ZxtImIKIw0trpQZ3dCJQFDklicyIdrnAK0trgOv1y+FbY2d4/Oy0+L5mJwIqIwVFTTAsC36aVRp1Y4DYUKFqcArCux4u53twdcmiQAgxJMeP4Xp2FMRgxHmoiIwowQAkUd03TDUqIVTkOhhMXpBGRZ4KU1pWh1eiAEjnslHeC7mi45Wo/HLx+DU7Ji+yMiEREFWX2rCw0OF9SShLykKKXjUAhhcTqBXVU2lNbaoVVLx9x7Tq0CPPKRx5IEjM2MwT0zRnBqjogoyOoO7oPe2D9bAuxqUgNQI8XgRd2+Pf3ya/ZGTXmp0hEiDovTCTQ4XHB7BeKjdGhodfvLk06jgkqSoJZkeGQBvUaNYanRePfWSdDwklUioqB757kH++3XirvgFkSfehF++PdzWF/4Tb/9ur1hNJmQmMgf1vsLi9MJxJt00Kp9N0/JjDPiYGMbDi9ZEhCQ4Zu+izFpcc+M4SxNRER9ZM2aNTCb++/qtlaXDO3P/wydOrTXqSYmJiI7O1vpGBGDxekERqVbkJdsRuGhFqRa9FCrJFjtLjg9XsheAQHAYtTi6SvGcnqOiKgPnXrqqbBYuB8eKYvDIyegUkm4fWoezHo1qm1OaNQqZMcbkWoxwKzXINViwN9nn4azhyYpHZWIiIj6GItTACYPScTjl49Bflo0HE4P6uwueGWBsVmxeObKU1iaiIiIIgSn6gI0eUgiJuYmYFeVDQ0OF+JNOoxKt3CPJiIiogjC4tQDKpWEMZkxSscgIiIihXCqjoiIiChALE5EREREAWJxIiIiIgoQixMRERFRgFiciIiIiALE4kREREQUIBYnIiIiogCxOBEREREFKOI2wBRCAABsNpvCSYiIwlN0dDQkiXdNoMgUccWppaUFAJCVlaVwEiKi8NTc3AyLxaJ0DCJFSOLwEEyEkGUZVVVVPf6JyWazISsrCxUVFWH5hsH8ygnn7ADzKy0U8/f3iJMQAi0tLRzpopAQcSNOKpUKmZmZvT7fYrGEzJtXbzC/csI5O8D8Sgv3/CdDkqSI/b1T6OHicCIiIqIAsTgRERERBYjFKUB6vR4PP/ww9Hq90lF6hfmVE87ZAeZXWrjnJxpoIm5xOBEREVFvccSJiIiIKEAsTkREREQBYnEiIiIiChCLU4fKykpce+21SEhIgNFoxJgxY7Bly5bjnrNs2TKccsopMJlMSEtLw7x581BfX99PiY/IycmBJEnHfMyfP7/bc/7zn/9gxIgRMBgMGDNmDFatWtWPiTvraf7FixdjypQpiIuLQ1xcHKZNm4ZNmzb1c+ojevPnf9jbb78NSZJw2WWX9X3QbvQmf1NTE+bPn4+0tDTo9XoMGzZMkX9Dvcn+3HPPYfjw4TAajcjKysKCBQvQ3t7ej6mP8Hq9ePDBBzF48GAYjUbk5eXh0UcfxYmWnhYUFGDcuHHQ6/UYMmQIXn/99f4JTESAINHQ0CAGDRok5s6dKzZu3CjKysrEZ599JkpKSro9Z+3atUKlUonnn39elJWViW+//VaMGjVKXH755f2Y3Ke2tlYcOnTI//HFF18IAOLrr7/u8vX/+9//hFqtFk899ZTYvXu3eOCBB4RWqxU7duzo3+Adepr/6quvFi+88ILYunWrKCwsFHPnzhUxMTHi4MGD/Ru8Q0/zH7Zv3z6RkZEhpkyZIi699NJ+ydqVnuZ3Op1i/Pjx4uKLLxZr164V+/btEwUFBWLbtm39G1z0PPuyZcuEXq8Xy5YtE/v27ROfffaZSEtLEwsWLOjf4B0ee+wxkZCQID766COxb98+8Z///EeYzWbx/PPPd3tOWVmZMJlM4q677hK7d+8Wf/vb34RarRaffvppPyYnilwsTkKIe++9V5x99tk9Oufpp58Wubm5nY799a9/FRkZGcGM1it33nmnyMvLE7Isd/n8VVddJWbNmtXp2JlnniluvfXW/oh3QifK/2Mej0dER0eLN954o4+TBSaQ/B6PR0yePFm88sorYs6cOYoWpx87Uf6XXnpJ5ObmCpfL1c/JTuxE2efPny/OP//8TsfuuusucdZZZ/VHvGPMmjVLzJs3r9Oxn/3sZ+Kaa67p9px77rlHjBo1qtOxn//852LGjBl9kpGIOuNUHYAPPvgA48ePx5VXXonk5GScdtppWLx48XHPmTRpEioqKrBq1SoIIVBTU4N3330XF198cT+l7prL5cLSpUsxb968bu/ptH79ekybNq3TsRkzZmD9+vX9EfG4Asn/Yw6HA263G/Hx8X2c7sQCzf/HP/4RycnJuPHGG/sx3YkFkv+DDz7ApEmTMH/+fKSkpGD06NF4/PHH4fV6+zltZ4Fknzx5Mr777jv/1G5ZWRlWrVql2Nft5MmT8eWXX6KoqAgA8MMPP2Dt2rWYOXNmt+eE8tcvUURQurmFAr1eL/R6vVi4cKH4/vvvxT//+U9hMBjE66+/ftzz3nnnHWE2m4VGoxEAxCWXXKL4T+H//ve/hVqtFpWVld2+RqvVirfeeqvTsRdeeEEkJyf3dbwTCiT/j91+++0iNzdXtLW19WGywASS/9tvvxUZGRmirq5OCCFCasQpkPzDhw8Xer1ezJs3T2zZskW8/fbbIj4+XjzyyCP9mPRYgf7bef7554VWq/V/3d522239lPBYXq9X3HvvvUKSJKHRaIQkSeLxxx8/7jlDhw495jUff/yxACAcDkdfxiUiwak6IYSvSEyaNKnTsV/96ldi4sSJ3Z6za9cukZaWJp566inxww8/iE8//VSMGTPmmGH3/nbhhReKn/zkJ8d9TSgXp0DyH23RokUiLi5O/PDDD32YKnAnym+z2UROTo5YtWqV/1goFadA/vyHDh0qsrKyhMfj8R979tlnRWpqal/HO65Asn/99dciJSVFLF68WGzfvl2sWLFCZGVliT/+8Y/9lLKz5cuXi8zMTLF8+XKxfft28eabb4r4+Pjj/tDG4kSkLBYnIUR2dra48cYbOx178cUXRXp6erfnXHvtteKKK67odOzbb78VAERVVVWf5DyR/fv3C5VKJVauXHnc12VlZYm//OUvnY499NBDYuzYsX2Y7sQCzX/Y008/LWJiYsTmzZv7OFlgAsm/detWAUCo1Wr/hyRJQpIkoVarj3tBQl8L9M//nHPOERdccEGnY6tWrRIAhNPp7MuI3Qo0+9lnny1+97vfdTr2r3/9SxiNRuH1evsyYpcyMzPF3//+907HHn30UTF8+PBuz5kyZYq48847Ox177bXXhMVi6YuIRPQjXOME4KyzzsLevXs7HSsqKsKgQYO6PcfhcECl6vzHp1arAeCElxL3lSVLliA5ORmzZs067usmTZqEL7/8stOxL774ApMmTerLeCcUaH4AeOqpp/Doo4/i008/xfjx4/sh3YkFkn/EiBHYsWMHtm3b5v/46U9/ivPOOw/btm1DVlZWPybuLNA//7POOgslJSWQZdl/rKioCGlpadDpdH0ds0uBZg+1r9vu8hz9Z/tjofr1SxQxlG5uoWDTpk1Co9GIxx57TBQXF4tly5YJk8kkli5d6n/NfffdJ6677jr/4yVLlgiNRiNefPFFUVpaKtauXSvGjx8vJkyYoMRvQXi9XpGdnS3uvffeY5677rrrxH333ed//L///U9oNBrxzDPPiMLCQvHwww8ruh2BED3L/8QTTwidTifefffdTpeit7S09GfkTnqS/8dCYaquJ/nLy8tFdHS0+OUvfyn27t0rPvroI5GcnCz+9Kc/9Wdkv55kf/jhh0V0dLRYvny5KCsrE59//rnIy8sTV111VX9G9pszZ47IyMjwb0ewYsUKkZiYKO655x7/a3783nN4O4K7775bFBYWihdeeIHbERD1IxanDh9++KEYPXq00Ov1YsSIEeLll1/u9PycOXPE1KlTOx3761//KkaOHCmMRqNIS0sT11xzjWJ7CX322WcCgNi7d+8xz02dOlXMmTOn07F33nlHDBs2TOh0OjFq1Cjx8ccf91PSrvUk/6BBgwSAYz4efvjh/gv8Iz398z9aKBSnnuZft26dOPPMM4Verxe5ubniscce67TmqT/1JLvb7RaPPPKIyMvLEwaDQWRlZYk77rhDNDY29l/go9hsNnHnnXeK7OxsYTAYRG5urvj973/facqzq/eer7/+Wpx66qlCp9OJ3NxcsWTJkv4NThTBJCEUmlciIiIiCjNc40REREQUIBYnIiIiogCxOBEREREFiMWJiIiIKEAsTkREREQBYnEiIiIiChCLExEREVGAWJyIiIiIAsTiRERERBQgFieifjB37lxcdtllnY69++67MBgMePbZZ5UJRUREPaZROgBRJHrllVcwf/58/OMf/8ANN9ygdBwiIgoQR5yI+tlTTz2FX/3qV3j77bdPWJrefPNNJCQkwOl0djp+2WWX4brrruvLmERE1AUWJ6J+dO+99+LRRx/FRx99hMsvv/yEr7/yyivh9XrxwQcf+I/V1tbi448/xrx58/oyKhERdYHFiaiffPLJJ3jqqafw/vvv44ILLgjoHKPRiKuvvhpLlizxH1u6dCmys7Nx7rnn9lFSIiLqDosTUT8ZO3YscnJy8PDDD8Nutwd83s0334zPP/8clZWVAIDXX38dc+fOhSRJfRWViIi6weJE1E8yMjJQUFCAyspKXHTRRWhpaQnovNNOOw2nnHIK3nzzTXz33XfYtWsX5s6d27dhiYioSyxORP1o0KBBWLNmDaqrq3tUnm666Sa8/vrrWLJkCaZNm4asrKw+TkpERF1hcSLqZ1lZWSgoKEBtbS1mzJgBm812wnOuvvpqHDx4EIsXL+aicCIiBbE4ESkgMzMTBQUFsFqtAZWnmJgY/N///R/MZvMxG2kSEVH/kYQQQukQRHRiF1xwAUaNGoW//vWvSkchIopYLE5EIa6xsREFBQW44oorsHv3bgwfPlzpSEREEYu3XCFSUHl5OUaOHNnt87t378Y555yDxsZGPPnkkyxNREQK44gTkYI8Hg/279/f7fM5OTnQaPjzDRFRqGBxIiIiIgoQr6ojIiIiChCLExEREVGAWJyIiIiIAsTiRERERBQgFiciIiKiALE4EREREQWIxYmIiIgoQCxORERERAH6f2QjDerpW/3uAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.jointplot(merged_df, x=\"K_y\", y=\"K_x\", kind=\"reg\", ratio=2)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fitresults[1][\"A06\"].figure\n", "titan.fitresults[2][\"A06\"].figure\n", "titan.fitresults[0][\"A06\"].figure" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[4646.25,\n", " 3782.415,\n", " 2058.94,\n", " 827.86,\n", " 471.15000000000003,\n", " 316.52500000000003,\n", " 253.68000000000004]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.data[1][\"A01\"]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAHHCAYAAABdm0mZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB8G0lEQVR4nO3dd3yV5f3/8dfZI8nJIhNCCHvvFVyoQFRqpaJ1VXFXvmAFWm35/qyz/VptXS2otVaxKtZRNwpEkB1WAJE9RHYSVkjIOPP+/RE4JYYV1sl4Px+PIzn3fZ37fO7LQ86b677u+zYZhmEgIiIi0sCYI12AiIiIyLmgkCMiIiINkkKOiIiINEgKOSIiItIgKeSIiIhIg6SQIyIiIg2SQo6IiIg0SAo5IiIi0iAp5IiIiEiDpJAj0ghMnTqV7t2743Q6MZlMFBcXc/vtt9OiRYtIlyYics4o5IicR5MmTcJkMrF06dLjtvnhhx8wmUyYTCb+8Ic/HLPNLbfcgslkIjo6+qTvuW/fPn7+85/jcrmYOHEib731FlFRUTXalZeX89hjjzFr1qxT2pdZs2ZhMpn48MMPqy33+Xz85Cc/wWw28/rrr5/Sto5n4MCB4b748cNms53SNiZMmECHDh1wOBw0bdqUcePGUVZWVq3NunXreOihh+jevTsxMTGkpaUxdOjQ4/5/2rlzJz//+c+Ji4vD4/FwzTXX8P3335/Rvh4tFArxzDPPkJWVhdPppGvXrrz77run/Pri4mLuvfdekpKSiIqK4tJLL2XZsmU12r333nv84he/oE2bNphMJgYOHHhK2//jH/+IyWSic+fOp1yTSEQYInLevPHGGwZgLFmy5LhttmzZYgCG0+k0OnbsWGP9oUOHjKioKMPpdBpRUVEnfc+vvvrKAIzc3Nxqy30+n1FZWRl+vmfPHgMwHn300VPal2+++cYAjA8++KDaNq+++mrDZDIZr7322ilt50SmT59uvPXWW9Uer7zyigEYV1111Ulf/9BDDxmAcd111xkvv/yycf/99xtWq9UYMmRItXa//vWvjbi4OOOuu+4y/v73vxvPPPOM0apVK8NisdTot9LSUqNNmzZGcnKy8fTTTxvPPfeckZGRYTRr1szYu3fvGe+zYRjG7373OwMw7rnnHuPVV181hg4dagDGu+++e9LXBoNBY8CAAUZUVJTx2GOPGRMmTDA6duxoxMTEGBs2bKjW9pJLLjGio6ONSy+91IiPjzcuueSSk25/+/bthtvtNqKiooxOnTqd7i6KnBcKOSLnUW1CzrXXXmsAxooVK6qtf+eddwybzWZcffXVpxRy3nzzzZO+p2Gcecjx+XzGsGHDDJPJZLz66quntI3T8dZbbxmA8c4775yw3a5duwyr1Wrceuut1Zb/7W9/MwDjs88+Cy9bunSpUVpaWq3d3r17jaSkJOOCCy6otvzpp582AGPx4sXhZWvXrjUsFosxfvz4E9b06KOPGpmZmSdss2PHDsNmsxmjRo0KLwuFQsZFF11kNGvWzAgEAid8/XvvvVcjfBYVFRlxcXHGTTfdVK3ttm3bjGAwaBiGYXTq1OmUQs4NN9xgXHbZZcYll1yikCN1ng5XidRR2dnZZGVlMXny5GrL33nnHa644goSEhJOuo2BAwcyYsQIAPr06YPJZOL2228HqDYn54cffiApKQmAxx9/PHxI6LHHHjulWgOBADfeeCOffvopL7/8Mvfcc8+p7eRpmDx5MlFRUVxzzTUnbJeXlxeu62hHnv/73/8OL+vVq1eNQ3+JiYlcdNFFrF27ttryDz/8kD59+tCnT5/wsvbt23P55Zfz/vvvn9Y+He3TTz/F7/fzP//zP+FlJpOJkSNHsmPHDvLy8k74+g8//JCUlBSuvfba8LKkpCR+/vOf8+mnn+L1esPLMzIyMJtP/Wtgzpw5fPjhh7zwwgunvkMiEaSQI1KH3XTTTfz73//GMAwA9u7dy/Tp07n55ptP6fX/7//9P+69914AnnjiCd566y1++ctf1miXlJTEyy+/DMDPfvYz3nrrLd56661qX5THEwgEuOmmm/j444+ZOHHiMbfv9/vZu3fvKT1CodBx32vPnj3k5uYybNiwY84rOtqRL3OXy1VtudvtBiA/P/+k+1ZQUECTJk3Cz0OhECtXrqR379412vbt25fNmzdTWloaXvbjfSsvLycUCtVYfnTwWL58OVFRUXTo0KHG9o+sP5Hly5fTs2fPGuGlb9++lJeXs2HDhpPu97EEg0Huv/9+7r77brp06XJa2xA53xRyROqwm2++mW3btjF//nwA3n//fZxOJz/96U9P6fWDBw8mOzsbgCuvvJJf/OIX4edHi4qK4rrrrgOga9eu/OIXv+AXv/gFXbt2Pel7/O53v+PDDz9kwoQJjBw58pht5s+fT1JS0ik9tm3bdtz3eu+99wgEAtxyyy0nratdu3bh9z7a3LlzgarJwycyd+5c8vLyuOGGG8LL9u/fj9frJS0trUb7I8t27doVXvbjffvzn//M9u3bayw/elLx7t27SUlJwWQynXT7x7J79+5Trq82XnnlFbZu3cqTTz55Wq8XiQRrpAsQkePr1KlT+MyaCy+8kMmTJ3PNNdeERyPqgsLCQqxWK1lZWcdt061bN3Jzc09pe6mpqcddN3nyZJKSkhg8ePBJt9OzZ0/69evH008/TdOmTbn00ktZu3YtI0eOxGazUVFRcdzXFhUVcfPNN5OVlcVDDz0UXn7kNQ6Ho8ZrnE5ntTZAjX3+17/+xfTp03n77berLe/UqVO19zjV7R/Lmb7+WPbt28cjjzzC73//+/BhTZH6QCFHpI67+eabefbZZxk7diwLFizgf//3fyNdUjXPPPMML7zwAtdddx3Tp0/nggsuqNEmPj6eQYMGndH7fP/99+Tl5TF69Gis1lP71fWf//yHG264gTvvvBMAi8XCuHHjmD17NuvXrz/ma8rKyvjJT35CaWkp8+bNqzZX58ihr6MPLx1RWVlZrQ1QY5/nzZuH0+k8YV+4XK5T3v65eP2xPPzwwyQkJHD//ffX+rUikaSQI1LH3XTTTYwfP5577rmHxMREhgwZEumSqklLSyM3N5cLL7yQoUOHMnv2bLp161atjc/nY//+/ae0vaSkJCwWS43lRyZgn8qhqiOaNm3KvHnz2LhxIwUFBbRp04bU1FTS09Np27ZtjfY+n49rr72WlStXMm3atBrXgUlISMDhcLB79+4arz2yLD09/ZTrO5a0tDS++eYbDMOodsjqVLeflpZ2VuvbuHEjr776Ki+88EK1Q12VlZX4/X5++OEHPB7PKU2EFznfNCdHpI5r3rw5F1xwAbNmzeL6668/5VGM2vrxHJDaaNmyJdOmTcNsNpOTk8PGjRurrV+wYAFpaWmn9Ni+ffsx32Py5Mm0atWK/v3717q+Nm3acNFFF5GamsqaNWvYvXt3jdGUUCjEbbfdxowZM5g8eTKXXHJJje2YzWa6dOlyzIsELlq0iJYtWxITE1Pr+o7WvXt3ysvLa5zVtWjRovD6k71+2bJlNSZwL1q0CLfbfcxwdyI7d+4kFArxq1/9iqysrPBj0aJFbNiwgaysLJ544olabVPkfNFIjkg98Ic//IFvvvmm2iTYs+3IPJ/i4uLTen2XLl2YMmUKgwcPZvDgwcyfP5+mTZsCZz4nZ/ny5axdu5bf//73x33d5s2bAWjVqtVx24RCIR566CHcbjf33XdftXX3338/7733Hn//+99PeFbZddddx+9+9zuWLl0aPstq/fr1zJw5k9/85jcn3LfHHnvspKflX3PNNYwdO5aXXnqJCRMmAGAYBq+88gpNmzZlwIAB4ba7d+/m4MGDtGrVKnwF6Ouuu44PP/yQjz76KDyZfO/evXzwwQdcffXVx5yvcyKdO3fm448/rrH84YcfprS0lBdffPGEfS4SSQo5IhHw+uuvM3Xq1BrLH3jggWO2v+SSS445snA2uVwuOnbsyHvvvUfbtm1JSEigc+fOtbp0f3Z2Nh999BFXX301gwcPZu7cuSQmJp7xnJx33nkHOPGhqssvvxyouubPEQ888ACVlZV0794dv9/P5MmTWbx4MW+++SbNmzcPt3vhhRd46aWXyM7Oxu1215gY/LOf/Sx8yvr//M//8I9//IOhQ4fym9/8BpvNxnPPPUdKSgq//vWvq73ux9s5ngEDBtCyZUsAmjVrxpgxY/jzn/+M3++nT58+fPLJJ8ydO5d33nmn2qG88ePH8+abb7Jly5bwNY+uu+46+vfvzx133MGaNWto0qQJL730EsFgkMcff7za+86ZM4c5c+YAVafnl5WVhW8lcvHFF3PxxRfTpEkThg0bVqPmI9fKOdY6kTojwhcjFGlUjlzx+HiP7du3h694/Oc///mE2xoxYsQpXfH4eFdZHjFiRI2r7y5YsMDo1auXYbfbT3r142Pd1uGI9957zzCbzUafPn2MkpKSk9Z4IsFg0GjatKnRs2fPE7bLzMyssT9vvPGG0a1bNyMqKsqIiYkxLr/8cmPmzJk1XjtixIgT/n/ZsmVLtfbbt283rrvuOsPj8RjR0dHGT37yE2Pjxo01tnuibR79eOONN2rs8//93/8ZmZmZht1uNzp16mS8/fbbx637x/Xt37/fuOuuu4zExETD7XYbl1xyyTGveP3oo48et6aTXflaVzyW+sBkGIevMiYiIiLSgGjisYiIiDRICjkiIiLSICnkiIiISIOkkCMiIiINkkKOiIiINEgKOSIiItIgNeqLAYZCIXbt2kVMTMwZXdJeREREzh/DMCgtLSU9PR2z+fjjNY065OzatYuMjIxIlyEiIiKnYfv27TRr1uy46xt1yDlyI73t27fj8XgiXE3t+P1+pk+fzpAhQ8L3rJFzT/0eOer7yFC/R476/vhKSkrIyMg46Q1xG3XIOXKIyuPx1MuQ43a78Xg8+vCfR+r3yFHfR4b6PXLU9yd3sqkmmngsIiIiDZJCjoiIiDRICjkiIiLSIDXqOTmnIhQK4fP5Il1GDX6/H6vVSmVlJcFg8Jy9j81mw2KxnLPti4iInCsKOSfg8/nYsmULoVAo0qXUYBgGqampbN++/Zxf4ycuLo7U1FRdS0hEROoVhZzjMAyD3bt3Y7FYyMjIOOHFhiIhFApx6NAhoqOjz1lthmFQXl5OUVERAGlpaefkfURERM4FhZzjCAQClJeXk56ejtvtjnQ5NRw5jOZ0Os9pAHO5XAAUFRWRnJysQ1ciIlJv1K3hiTrkyDwXu90e4Uoi70jI8/v9Ea5ERETk1CnknITmoagPRESkflLIERERkQZJc3JqyR8METKM8/Z+ZpMJm0VZVEREpLYUcmrBHwyxaV8ZvsD5O6XcbjXTOjHqrASd3bt38+tf/5qlS5eyadMmfvWrX/HCCy+ceZEiIiJ1kEJOLYQMA18ghMUEFvO5n6cSDFW939kaOfJ6vSQlJfHwww/z/PPPn5VtioiI1FU6DnIaLOaqQ0jn+lHbIPWvf/2LxMREvF5vteXDhg3j1ltvpUWLFrz44ovcdtttxMbGns0uERERqSYYMvAGzt0V+U+FQk4Dcv311xMMBvnss8/Cy4qKipgyZQp33nlnBCsTEZGGzDAMKv1Biiv8FJRW8v2+MtYWlbJpbxmV/sgFHR2uakBcLhc333wzb7zxBtdffz0Ab7/9Ns2bN2fgwIGRLU5ERBqMkGFQGQhR6Q9S7gtS6gvgC4TwB4KUlRRzcG8RB/cWUHpgP1kjbotYnQo5Dcw999xDnz592LlzJ02bNmXSpEncfvvtutaNiIicNsMw8AZCVPiDlPmClHj9+AIhvF4fxXsKObhnF/sLd7N/TwH+H02ZKD5wAHdKUkTqVshpYHr06EG3bt3417/+xZAhQ1i9ejVTpkyJdFkiIlLPBEMG5b4AZb4gByv9VSM33kr27d7FgYId7C/YyYG9RRg/OjnGbLGQkJRMfFIqniYpEb01kkJOA3T33XfzwgsvsHPnTgYNGkRGRkakSxIRkXrAHwxxyBug1BugxBvA6wuwv6iAfbu2snfXdvbvKcQIVb+Mijs6mqS0ZiSlpZOUmk5cQhNMZjP+oIEvGMLhdEZobxRyGqSbb76Z3/zmN/zjH//gX//6V7V1K1asAODQoUPs2bOHFStWYLfb6dixYwQqFRGRSPMFQhzyBSip9FPqDVBaeoi9u7azZ8cPFO3Yis9bWa19tCeWlGbNSUnPIDm9KVExHkKGgT9o4A+GKPUbQACLyYTTasESwekSCjmnIRgygHN/QcCq96m92NhYhg8fzpQpUxg2bFi1dT169Aj/nJ+fz+TJk8nMzOSHH344g0pFRKQ+OTJic7AyQInXT8nBgxRs3Uzh1s3sK9hV7RCU3eEkLSOT1IxMUps1J9oTSzBUFWj8QYPiCv/hq/ObiLJbiLJbcdosOK1mHFbLebmu3PEo5NSC2WTCbjXjC4QIBs/PrR3sVjPm00jBO3fu5JZbbsHhcFRb/uNjpyIi0jiEDIND3qoRm+IKP8UHD7Jry0YKtmzkwJ7Cam3jE5NIb9GS9MwsmqSkASZ8oRD+gMHBCj/mw9eLi3dZiXL8N9TUtdsQKeTUgs1SdYuFunzvqgMHDjBr1ixmzZrFSy+9dA4rExGR+sAbCFJSGWBfuY+DpeXs+mEjuzevZ8/uHdXaJaU1JaNlGzJatiYqxkMgVDWnptQbxGQyYbeYiHPZiHZYcdksuGyRHaU5FQo5tVTXUuqP9ejRgwMHDvD000/Trl27SJcjIiIREDIMyrwB9lf4Ka7wsXvHNnZuWMOuHzYRCv734nxJaU1p0bY9GVltcLrd+IIhvIEQByuD2CxVc2o80Vai7FbcdgtWc93+DvwxhZwGRnNrREQantWrV/Pqq6+yes0aKiu9JDVJ5JprruGGG27A5XKF2wVCBiWVfvaV+dhbfJBtG9awfcNqykoOhtvEJjQhq217Mtt0IComBm8ghC9o4KsMYLeaiXfZ8ThtuO1Vh6Dq83XWFHJERETqsCuuvIqZM77GHp2ALbkTJoud0Pff88kndzBm7Dge/M2v+c1Dv+WgN8jeMi+7d+3ihzXfsuv7DYQOn+5ttdnJatuBVh27kJCUjC9ohA9jOaxmEqPseBxVIzZ2a/0arTkRhZyT0ERd9YGISCQsW7YMgOXrtpEy+GGisi7EZLGF1/sP7sT//XTe/WwqvpgUenXrwta137K/cHe4TZOUNFp36kpm63ZgtlBx+FCU3Woi3m0n1mkjxmGt81MxTpdCznFYLBYAfD5ftaHAxqi8vBwAm812kpYiInI2FBQUcO3w63hp4gSShz5DwBJTbb3LYaZ1xzY0u6QjsSWr8O/ZzPJZOwEwm800b92O9t16Ep+UgjcQoiwQwmwOEW23Eu+2EeOw4WhAIzbHo5BzHFarFbfbzZ49e7DZbJjr2GSrUCiEz+ejsrLynNVmGAbl5eUUFRURFxcXDn4iInJuvfzyy5SWVQBgsUcTODxX2GEzk57koEWSjXj/dhyFG7CGKsFqwR8I0rVPPzp064XN5abCH6K0MoDDZiHV4yTWaSPKbqnXc2xqSyHnOEwmE2lpaWzZsoWtW7dGupwaDMOgoqICl8t1zj+wcXFxpKamntP3EBGRKn6/n5df+TuulgMBsBAkygqpiQ4ykuwkBHbgLNyIxfBXtcfBXlszNq+aTlavC/BZnAT8VaM2R+baWBvo4aiTUcg5AbvdTps2bfD5fJEupQa/38+cOXO4+OKLz+lhJJvNphEcEZHzaMGCBewpKqT15YMByErw08zjxWPswL5nF2aqhnUCJjuHbEkcsGdi8STRolsFq9dtYNAlF5HgshHlsJ7WxWQbEoWckzCbzTgjeHOx47FYLAQCAZxOp+bKiIg0IEVFRQAkpjXHMLy0SQHX/u+xBssACGBhr7MNpfZmRLmtxDrtlPlg9dqtlG+cwXO/uz+S5dcpCjkiIiJ1iNXupOclg+nTysb3368lprQUqAo3FdZEyqzxhGKb08Rp41BlkHXbyti1P8C2b7+jmak8wtXXLWd0kO5Pf/oTJpOJMWPGhJdVVlYyatQoEhMTiY6OZvjw4RQWVr8nxrZt2xg6dChut5vk5GQefPBBAoFAtTazZs2iZ8+eOBwOWrduzaRJk2q8/8SJE2nRogVOp5N+/fqxePHiM9kdERGRiAkZBvvLfbjTs7jkwgtI3DOf0tJSQpgotSax19UOf1QaMdFuHJWF7N26hcLvN3Ngzz7KK4ME9qylXdvWkd6NOuW0Q86SJUv4+9//TteuXastHzt2LJ9//jkffPABs2fPZteuXVx77bXh9cFgkKFDh+Lz+ViwYAFvvvkmkyZN4pFHHgm32bJlC0OHDuXSSy9lxYoVjBkzhrvvvptp06aF27z33nuMGzeORx99lGXLltGtWzdycnLCw3wiIiL1RYU/yA/7y5i3eBnLZn5JrA1MgMfjYbvnAooTeuJIzqLCmcbq/XHM2xrF8iIP35clcjDgxlu4hvKijdx7zz2R3pU65bRCzqFDh7jlllv4xz/+QXx8fHj5wYMH+ec//8lzzz3HZZddRq9evXjjjTdYsGABCxcuBGD69OmsWbOGt99+m+7du3PllVfy5JNPMnHixPAE31deeYWsrCyeffZZOnTowOjRo7nuuut4/vnnw+/13HPPcc8993DHHXfQsWNHXnnlFdxuN6+//vqZ9IeIiMh5EzIM9hzy8u33O5n68Qcsnz0NX2UFNqeLtdt207JlS2ITm2Cxu9i4O8jC9RWs3x2gxGvBa9jwGjYCIShe+iaZLbIYMmRIpHepTjmtOTmjRo1i6NChDBo0iD/84Q/h5fn5+fj9fgYNGhRe1r59e5o3b05eXh79+/cnLy+PLl26kJKSEm6Tk5PDyJEjWb16NT169CAvL6/aNo60OXJYzOfzkZ+fz/jx48PrzWYzgwYNIi8v77h1e71evF5v+HlJSQlQdaaS3+8/na6ImCP11re66zv1e+So7yND/X7ueP1Bdh2sYHn+EjauWEIwGMBssdCpZ19ad+pGxUefAbBry2a2ViRSWlY1rcNx1AmvRsjH3vkvYjqwgVf/8yHBYJDgUTfgbKhO9fNY65Dz73//m2XLlrFkyZIa6woKCrDb7cTFxVVbnpKSQkFBQbjN0QHnyPoj607UpqSkhIqKCg4cOEAwGDxmm3Xr1h239qeeeorHH3+8xvLp06fjdruP+7q6LDc3N9IlNErq98hR30eG+v3s83q9bN26NXxV+ejoaJo1a4bFX8GWFQvp3TIZgJu7W4Di429oyEhgJBUVFXz55ZfnvO664EifnUytQs727dt54IEHyM3NrZOnVZ/M+PHjGTduXPh5SUkJGRkZDBkyBI/HE8HKas/v95Obm8vgwYN1Cvl5pH6PHPV9ZKjfzy5/MMTukkpWrFjOhlXzCQYC2Ox2emRfTEab9lT4Q9itZppEOfDYTcz8+mt2797Ny39/lY3rq/4Rb7ZYCQUD2B1Orr9uOKNGjaJTp04R3rPz68iRmJOpVcjJz8+nqKiInj17hpcFg0HmzJnDhAkTmDZtGj6fj+Li4mqjOYWFheEr5qamptY4C+rI2VdHt/nxGVmFhYV4PB5cLhcWiwWLxXLMNie6Mq/D4cDhcNRYbrPZ6u1f3vpce32mfo8c9X1kqN/P3CFvgI0FB8ibMY09O34AIKVpc/pfloPJ6cYbgsQYJ6keJ26bJXxI5q677uKXv/wlCxYsYN26dVRWVpKYmMjgwYNJTEyM4B5Fzql+FmsVci6//HK+++67asvuuOMO2rdvz29/+1syMjKw2WzMmDGD4cOHA7B+/Xq2bdtGdnY2ANnZ2fzxj3+kqKiI5OSqobjc3Fw8Hg8dO3YMt/nxkFtubm54G3a7nV69ejFjxgyGDRsGVN3LacaMGYwePbo2uyQiInJOGYbB3jIfK9asY+k3VROLzRYLPbIvolWn7pT5Q7jMZprFOol32455lWKTycQFF1zABRdcEIE9qL9qFXJiYmLo3LlztWVRUVEkJiaGl991112MGzeOhIQEPB4P999/P9nZ2fTv3x+AIUOG0LFjR2699VaeeeYZCgoKePjhhxk1alR4lOW+++5jwoQJPPTQQ9x5553MnDmT999/nylTpoTfd9y4cYwYMYLevXvTt29fXnjhBcrKyrjjjjvOqENERETOFn8wxM7ichbMm8vGFVVHMeKbJJE96EocMfGUBwySohykepyN4q7g59tZv+Lx888/j9lsZvjw4Xi9XnJycnjppZfC6y0WC1988QUjR44kOzubqKgoRowYwRNPPBFuk5WVxZQpUxg7diwvvvgizZo147XXXiMnJyfc5oYbbmDPnj088sgjFBQU0L17d6ZOnVpjMrKIiEgkVPiDbNi1h7nTprBv9w4A2nTuRvfsS6gIgtlkokW867ijN3LmzjjkzJo1q9pzp9PJxIkTmThx4nFfk5mZedIZ4AMHDmT58uUnbDN69GgdnhIRkTrnYKWf5Ws3svDrL/GWl2G12uh76WDSstpSHgwR77KRHuvCZdMNkM8l3btKRETkLDky/2bB4qV8O28mhhEiNiGRC3OuxhIVSzAEzTwukqIdWMwavTnXFHJERETOgmDIYGdxObNmfs2W1SsAaN66LX0H5lARMuGwmmkW68Lj1Flq54tCjoiIyBnyB0N8X1TMjCmfsWfnVgC69h1Am+59qQyESHDbaRrrxGHV4anzSSFHRETkDPgCIdZs282Mz//DoeIDWKxWBlx+JYnNW+IPGaR5nKTEOHV4KgIUckRERE5ThT/Itxu3MuuL/+CtKMcdHc3FV16DzZOI2WQiI85Fgtse6TIbLYUcERGR03DIG2Dp6vXMn/oZAb+PuMQmXDL0WgJWJy6bhYw4N9EOfc1GknpfRESklkq9Aebnr2DJjKmEQkGS05txQc7V+Ew24pw2MuJdmn9TByjkiIiI1EJJpZ9Z8xeyfN5MADJatqHPZVfgC5lIinLQNM6J1ayrF9cFCjkiIiKn6GClnxmz5/HdwjkAtOnUjS4DLsEXMpHicZDucerqxXWIQo6IiMgpOFjhJ3fWHFYvngdAp559adsrm0AImnqcpMQ4MCng1CkKOSIiIidRXOEnd+Ys1ixdAECXPtm07NYHwzDRLM5Jkyi7Ak4dpJAjIiJyAgcrfEyb8Q3r8hcC0LXfBWR16R0+RTxep4jXWQo5IiIix1HqDTB95qxwwOmefRGZnXpiNptoHucmzqVbNNRlCjkiIiLHUOYLMGPOPNYszQOg54BLaNaxO5bDASdWAafO0zluIiIiP1LuCzIrbwnfLpgNVM3BadaxO1YFnHpFIzkiIiJHqfQHmZe/gqWzcwFo360XLbr2wWo2kRnv1l3E6xGFHBERkcP8wRCLVq5h4ddfgmHQqmMX2va+AIvFTHMFnHpHIUdERAQIhgxWrP+eOV99hhEKkdm6HV2yLwWzmYw4F7EKOPWO5uSIiEijFzIM1m3bzdeff0QoGCCteQt6XDIEw2SiWayLeJdOE6+PFHJERKRRMwyDrXsO8NUnH+KrrCC+SRJ9Lr+KEGaaxrpIjFLAqa8UckREpFErKinni48/ouzgAdzRMVxwxTBCZhtpnqorGUv9pZAjIiKN1sEKH59//hn7C3Zis9u56KphYHeREuPQvagaAIUcERFplCr8QaZ9PZOdmzdgNpu5MOenWKPjaRJVdTdxBZz6T2dXiYhIo+MPhliwdAVrly0CoM/AwUQlpRPrstE01olZAadBUMgREZFGJWQYfLdpK3kzpwLQoXsvkrLaE2W3kBHnwmrRQY6GQiFHREQalR8K9/P1Fx8TDARIy8ikdc8B2K1V18JxWC2RLk/OIsVVERFpNPYequDLTz+m4lApMbFx9LrsSiwWCxmxLqLs+nd/Q6OQIyIijUKFP8jUqdPYV7ATq83OgJyfgtVBmsepG242UAo5IiLS4AVCBvMW5bN59bcAZA+6Emt0HElRdpJ0LZwGSyFHREQaNMMwWLtlB4sO31W8c+/+eNIyiXPZSI/VqeINWa1Czssvv0zXrl3xeDx4PB6ys7P56quvwusHDhyIyWSq9rjvvvuqbWPbtm0MHToUt9tNcnIyDz74IIFAoFqbWbNm0bNnTxwOB61bt2bSpEk1apk4cSItWrTA6XTSr18/Fi9eXJtdERGRRqLwYBnTv/iEYCBAarPmtOjSB7fdQrNYF1az/q3fkNXq/26zZs3405/+RH5+PkuXLuWyyy7jmmuuYfXq1eE299xzD7t37w4/nnnmmfC6YDDI0KFD8fl8LFiwgDfffJNJkybxyCOPhNts2bKFoUOHcumll7JixQrGjBnD3XffzbRp08Jt3nvvPcaNG8ejjz7KsmXL6NatGzk5ORQVFZ1JX4iISANzyOvnqy+/5FDxflzuKHoOzMFqrQo4TpvOpGroahVyrr76aq666iratGlD27Zt+eMf/0h0dDQLFy4Mt3G73aSmpoYfHo8nvG769OmsWbOGt99+m+7du3PllVfy5JNPMnHiRHw+HwCvvPIKWVlZPPvss3To0IHRo0dz3XXX8fzzz4e389xzz3HPPfdwxx130LFjR1555RXcbjevv/76mfaHiIg0EIFQiLkLl7Bt41pMJhP9B12F2e4izePE49RE48bgtM+XCwaDfPDBB5SVlZGdnR1e/s477/D222+TmprK1Vdfze9//3vcbjcAeXl5dOnShZSUlHD7nJwcRo4cyerVq+nRowd5eXkMGjSo2nvl5OQwZswYAHw+H/n5+YwfPz683mw2M2jQIPLy8k5Ys9frxev1hp+XlJQA4Pf78fv9p9cREXKk3vpWd32nfo8c9X1k1Nd+NwyD1Vt2sHTOTAA698nGGZ9EvMNCrN1UL/anvvb9+XCqfVLrkPPdd9+RnZ1NZWUl0dHRfPzxx3Ts2BGAm2++mczMTNLT01m5ciW//e1vWb9+PR999BEABQUF1QIOEH5eUFBwwjYlJSVUVFRw4MABgsHgMdusW7fuhLU/9dRTPP744zWWT58+PRzE6pvc3NxIl9Aoqd8jR30fGfWt30OhEOvXrycUCuLxeDB7y9j97QJ2A99Furhaqm99fz6Ul5efUrtah5x27dqxYsUKDh48yIcffsiIESOYPXs2HTt25N577w2369KlC2lpaVx++eVs3ryZVq1a1fatzrrx48czbty48POSkhIyMjIYMmRItcNq9YHf7yc3N5fBgwdjs2nY9XxRv0eO+j4y6mO/+wJB/vPZFLxeLy53FBdefT02h4vMBDfR9eiCf/Wx78+XI0diTqbW/7ftdjutW7cGoFevXixZsoQXX3yRv//97zXa9uvXD4BNmzbRqlUrUlNTa5wFVVhYCEBqamr4zyPLjm7j8XhwuVxYLBYsFssx2xzZxvE4HA4cDkeN5Tabrd5+gOpz7fWZ+j1y1PeRUV/6PWQY5H+7hi3rVgHQ97IrMDujaRrnIj6q5u//+qC+9P35dKr9ccbnzoVCoWrzXI62YsUKANLS0gDIzs7mu+++q3YWVG5uLh6PJ3zIKzs7mxkzZlTbTm5ubnjej91up1evXtXahEIhZsyYUW1ukIiIND4/FOxj/oz/3ngzOrkpTdx2EnXBv0apViM548eP58orr6R58+aUlpYyefJkZs2axbRp09i8eTOTJ0/mqquuIjExkZUrVzJ27FguvvhiunbtCsCQIUPo2LEjt956K8888wwFBQU8/PDDjBo1KjzCct999zFhwgQeeugh7rzzTmbOnMn777/PlClTwnWMGzeOESNG0Lt3b/r27csLL7xAWVkZd9xxx1nsGhERqU9KK/1Mm/I5vspK4psk0bJHf6IcVtJinZh1wb9GqVYhp6ioiNtuu43du3cTGxtL165dmTZtGoMHD2b79u18/fXX4cCRkZHB8OHDefjhh8Ovt1gsfPHFF4wcOZLs7GyioqIYMWIETzzxRLhNVlYWU6ZMYezYsbz44os0a9aM1157jZycnHCbG264gT179vDII49QUFBA9+7dmTp1ao3JyCIi0jgEQwbfzFtA0c5tWCxW+lx2JVaLlXSPE7tFF/xrrGoVcv75z38ed11GRgazZ88+6TYyMzP58ssvT9hm4MCBLF++/IRtRo8ezejRo0/6fiIi0vCt+2E73+bNBaD7gEuwRceRHO0gVtfDadQUb0VEpF4rLvfy9VdTCIWCpGe2JLVNJ2KdNlJinJEuTSJMIUdEROqtQCjEN7PnUry3CLvDSbcLL8NuNZMe68Ri1jycxk4hR0RE6q11W3bw3dKqq933uHAgFoebtBgnUfXoejhy7ijkiIhIvXSgrJKvv/oCIxSiaYtWJDZvQ4JOF5ejKOSIiEi9EwiFmDl7Lgf37cHucNL1gstw2SykenS6uPyXxvNERKRO2r9/P++88w6bN2/G7/eTlJTE8OHD6dKlC+u2bGd1/kIAel54KRaHi1SPE5fNEuGqpS5RyBERkTplx44d/P73v+fdd/9NIBggPikDk8XKoQNFPP744+T8ZBiXXXoJRihEs6xWJDRvTYLbToJbh6mkOoUcERGpM9asWcOgQYMpKffS+dJf0Lb3Fbii4wEIBQNsX5tH8yQvFaUHMZktdBmgw1RyfAo5IiJSJxQVFZGTcwU+HFw96gXcnsRq680WK936X4hnXx4YQTbtKuKHHbu5rE9nHaaSY9LEYxERqRP++te/smfffgbd/lSNgANgt5nxVGwAI4jhTCAmoyMfvP0GcU79e12OTSFHREQizuv18ve/v0qrHkOIik3CZAQxG/5qjya2fVBWhIEJc2oXYpKy+PrTD/hm5sxIly91lEKOiIhEXG5uLnv37qFdv58AYDXKcQX34gruJc6/mSTje6wH1gJguJOw2cz4QjFYbFH861//imTpUodpjE9ERCJux44dmExm4pKaAxAwuQlanGAYWEwhos37qw5TWaNwNO9Jhc9EycEyPMkt2L5jR4Srl7pKIzkiIlLnGCYLIZONkMmG2xGCymIATGndwepk/wEvhmFEtEap+xRyREQk4po1a4ZhhCgu2goQnpPjsgWxV+wGIBSVjiM2joP7S6gsr8QwDEqKfiCjWbNIli51mEKOiIhE3JAhQ2jSJIl1i74AqubkuEN7STR+gKAXw2TBGpOAd892vHu3YzXKKdy6in27t3DbbbdFtnipsxRyREQk4ux2O7/85b18vyKXsoN7CJjcWKOTMJcXAWBq0g5rQnMOBOIoMyXiN5x8N+tdWrVqzeWXXx7h6qWuUsgREZE64Ve/+hVJiQl8PWk83spSPMFtVZONHXE40tpRWg6lZQZBw0LeF6+wY/1i/vKXP2M266tMjk2fDBERqROSk5OZPn0adrwUr/0USnZiAJa0bgSCIfbtKeH7lbP46tWxrF/0GS+//DLDhg2LdNlSh+kUchERqTM6dOjArAV5vPvOOxDwUbi/BMP0LasWLWDZ7GlUlB3kwgsv4l+vTmXw4MGRLlfqOIUcERGpM0KGwfpN30PAh93hpOfAfuzbswdb6zQG9RnDddddR+fOnSNdptQTCjkiIlJn7NpbzMrFeQB0638Rqa07kpXgJt59a4Qrk/pIc3JERKROCARDzJw5k4DfR0JyCskt2xPvshHnskW6NKmnFHJERKROWLdlO1vWrQKga/9LsFstpMQ4MJlMEa5M6iuFHBERibhyX4DZM3MByGzTjqgmqSRF23HbNatCTp9CjoiIRJRhGCxZ8R17d+/EYrXSrvcFuO0WmkQ5Il2a1HMKOSIiElEHyipZPHcWAO2798buiiYl2onNoq8oOTP6BImISMSEDIM58xZQfqgEd3Q0zTv1INZpI96tycZy5hRyREQkYnbs2c+q/EUAdOl3ETabneQYB2ZNNpazQCFHREQiIhAKMeubbwgG/CSmpJHYvDUJLjsxDk02lrOjViHn5ZdfpmvXrng8HjweD9nZ2Xz11Vfh9ZWVlYwaNYrExESio6MZPnw4hYWF1baxbds2hg4ditvtJjk5mQcffJBAIFCtzaxZs+jZsycOh4PWrVszadKkGrVMnDiRFi1a4HQ66devH4sXL67NroiISIRt3LqTLetWA9Cl/0U4bBaSdcq4nEW1CjnNmjXjT3/6E/n5+SxdupTLLruMa665htWrqz6kY8eO5fPPP+eDDz5g9uzZ7Nq1i2uvvTb8+mAwyNChQ/H5fCxYsIA333yTSZMm8cgjj4TbbNmyhaFDh3LppZeyYsUKxowZw9133820adPCbd577z3GjRvHo48+yrJly+jWrRs5OTkUFRWdaX+IiMh54A2EmP3NDAAyWrUhKjGVpCg7LpslwpVJg2Kcofj4eOO1114ziouLDZvNZnzwwQfhdWvXrjUAIy8vzzAMw/jyyy8Ns9lsFBQUhNu8/PLLhsfjMbxer2EYhvHQQw8ZnTp1qvYeN9xwg5GTkxN+3rdvX2PUqFHh58Fg0EhPTzeeeuqpWtV+8OBBAzAOHjxYq9fVBT6fz/jkk08Mn88X6VIaFfV75KjvI+Nc9fuilWuMxx57zHjiiSeMeWu2GKsLDhq+QPCsvkd9p8/88Z3q9/dpH/gMBoN88MEHlJWVkZ2dTX5+Pn6/n0GDBoXbtG/fnubNm5OXl0f//v3Jy8ujS5cupKSkhNvk5OQwcuRIVq9eTY8ePcjLy6u2jSNtxowZA4DP5yM/P5/x48eH15vNZgYNGkReXt4Ja/Z6vXi93vDzkpISAPx+P36//3S7IiKO1Fvf6q7v1O+Ro76PjHPR7+VePwtmzQSgZYcu2F1RJDgtEAriDwXP2vvUd/rMH9+p9kmtQ853331HdnY2lZWVREdH8/HHH9OxY0dWrFiB3W4nLi6uWvuUlBQKCgoAKCgoqBZwjqw/su5EbUpKSqioqODAgQMEg8Fjtlm3bt0Ja3/qqad4/PHHayyfPn06brf75DtfB+Xm5ka6hEZJ/R456vvIOJv9vn//fg7u34vZbMZpCrLr2wXsOmtbb3j0ma+pvLz8lNrVOuS0a9eOFStWcPDgQT788ENGjBjB7Nmza11gJIwfP55x48aFn5eUlJCRkcGQIUPweDwRrKz2/H4/ubm5DB48GJtN15M4X9TvkaO+j4yz3e8HDpXzxj9fA6Bjr/5kdupBZoKLOKf9jLfd0Ogzf3xHjsScTK1Djt1up3Xr1gD06tWLJUuW8OKLL3LDDTfg8/koLi6uNppTWFhIamoqAKmpqTXOgjpy9tXRbX58RlZhYSEejweXy4XFYsFisRyzzZFtHI/D4cDhqHmZcJvNVm8/QPW59vpM/R456vvIOBv9HjIM8hYvpbLsEO7oGJp37EF8lJPEaLeui3MC+szXdKr9ccbXyQmFQni9Xnr16oXNZmPGjBnhdevXr2fbtm1kZ2cDkJ2dzXfffVftLKjc3Fw8Hg8dO3YMtzl6G0faHNmG3W6nV69e1dqEQiFmzJgRbiMiInVP4YESVuVX/UO3c98BWG1WkmOcCjhyztRqJGf8+PFceeWVNG/enNLSUiZPnsysWbOYNm0asbGx3HXXXYwbN46EhAQ8Hg/3338/2dnZ9O/fH4AhQ4bQsWNHbr31Vp555hkKCgp4+OGHGTVqVHiE5b777mPChAk89NBD3HnnncycOZP333+fKVOmhOsYN24cI0aMoHfv3vTt25cXXniBsrIy7rjjjrPYNSIicrYEQwZz5s4l4PcRn5hEk8y2JLjsRNt1yricO7UKOUVFRdx2223s3r2b2NhYunbtyrRp0xg8eDAAzz//PGazmeHDh+P1esnJyeGll14Kv95isfDFF18wcuRIsrOziYqKYsSIETzxxBPhNllZWUyZMoWxY8fy4osv0qxZM1577TVycnLCbW644Qb27NnDI488QkFBAd27d2fq1Kk1JiOLiEjdsGPPPjZ8twKAjn0H4LBaSIrWhf/k3KpVyPnnP/95wvVOp5OJEycyceLE47bJzMzkyy+/POF2Bg4cyPLly0/YZvTo0YwePfqEbUREJPICIYM5s2cTCgZJTm9KbGpzEqPsuDWKI+eY7l0lIiLn1Pfbd/P94ds3dOh9AS6bhSZROptKzj2FHBEROWf8wRBz5swCw6Bpi1ZEN0mlSZQDh1WjOHLuKeSIiMg5s3bzVnZ+vxGA9r2ycdksJGoUR84ThRwRETknvIEQ8+fMAqBFu444YxNIjnZgs+irR84PfdJEROScWLl2A0U7t2E2m2nTox9Rdgvxbl3UTs4fhRwRETnrKnwB8uZV3fKndaeuONwxJEc7sZr1tSPnjz5tIiJy1i1fvZYDRQVYrFZadOlNtMNKnEujOHJ+KeSIiMhZVe4LsHj+XADadumB3RVFUrQDi1kX/pPzSyFHRETOqqXffsfBfXuw2uw079gDj0ZxJEIUckRE5Kw5VOlj6YJ5ALTr1hO700VStEM34ZSIUMgREZGzZvHybykt3o/d4SSjQzc8TiseZ63uICRy1ijkiIjIWXGw3MuyhfMBaN+9Fza7U6M4ElEKOSIiclYszl9OWclBnC43Tdt1I9ZpxePQKI5EjkKOiIicseKySpYvXgBA+x59sNltJEU7MGkURyJIIUdERM6IYRgsXJpPxaFSXFHRpLXpTKzTRoxGcSTCFHJEROSMHCz38u2ShcDhURybVaM4Uico5IiIyGkzDIO8JUupLDuEKyqa1FYdiXPZiLZbIl2aiEKOiIicvuJyLyuXLAKgQ4++2G1WkqI0iiN1g0KOiIicFsMwWLh4CZXlh3BHR5PSugNxLjtRGsWROkIhR0RETktxuZeVS6tGcdr36IvdaqVJlF2jOFJnKOSIiEitGYZB3uIlVJaX4Y6OIaWVRnGk7lHIERGRWjtQVhkexenQU6M4Ujcp5IiISK0cmYvjLS8jKsZDSkuN4kjdpJAjIiK1UlzuZWX+YuDwdXGsFo3iSJ2kkCMiIqfs6FEcd3QMyS3bE69RHKmjFHJEROSUHSz3snLpf0dx7FYriRrFkTpKIUdERE7JkXtUVZZXXd04uZVGcaRuU8gREZFTcrDcy8qj7lHlsNo0iiN1mkKOiIiclGEYLM5fTkXZIVzuqMP3qNIojtRtCjkiInJSpZU+VizJA6Bd997YbLoujtR9tQo5Tz31FH369CEmJobk5GSGDRvG+vXrq7UZOHAgJpOp2uO+++6r1mbbtm0MHToUt9tNcnIyDz74IIFAoFqbWbNm0bNnTxwOB61bt2bSpEk16pk4cSItWrTA6XTSr18/Fi9eXJvdERGRU7R0+UoqDpXidLlJa9OZOJdNozhS59Uq5MyePZtRo0axcOFCcnNz8fv9DBkyhLKysmrt7rnnHnbv3h1+PPPMM+F1wWCQoUOH4vP5WLBgAW+++SaTJk3ikUceCbfZsmULQ4cO5dJLL2XFihWMGTOGu+++m2nTpoXbvPfee4wbN45HH32UZcuW0a1bN3JycigqKjrdvhARkWMwDIOV+VVXN/7vKI7uNC51n7U2jadOnVrt+aRJk0hOTiY/P5+LL744vNztdpOamnrMbUyfPp01a9bw9ddfk5KSQvfu3XnyySf57W9/y2OPPYbdbueVV14hKyuLZ599FoAOHTowb948nn/+eXJycgB47rnnuOeee7jjjjsAeOWVV5gyZQqvv/46v/vd72qzWyIicgIHDhygvLQEh8tFepvOxDltRGsUR+qBM5qTc/DgQQASEhKqLX/nnXdo0qQJnTt3Zvz48ZSXl4fX5eXl0aVLF1JSUsLLcnJyKCkpYfXq1eE2gwYNqrbNnJwc8vKqjgf7fD7y8/OrtTGbzQwaNCjcRkREzlxZpY/CwkIA2nXthc2uM6qk/qjVSM7RQqEQY8aM4YILLqBz587h5TfffDOZmZmkp6ezcuVKfvvb37J+/Xo++ugjAAoKCqoFHCD8vKCg4IRtSkpKqKio4MCBAwSDwWO2Wbdu3XFr9nq9eL3e8POSkhIA/H4/fr+/tl0QUUfqrW9113fq98hR30fG0m+/w+v1Ync4SGvdgWirCafZ0P+H80Cf+eM71T457ZAzatQoVq1axbx586otv/fee8M/d+nShbS0NC6//HI2b95Mq1atTvftzoqnnnqKxx9/vMby6dOn43a7I1DRmcvNzY10CY2S+j1y1Pfnj2EY4ZNLEuLjKVy9hEJgTWTLanT0ma/p6CNEJ3JaIWf06NF88cUXzJkzh2bNmp2wbb9+/QDYtGkTrVq1IjU1tcZZUEeGQo/M40lNTQ0vO7qNx+PB5XJhsViwWCzHbHO8uUAA48ePZ9y4ceHnJSUlZGRkMGTIEDwez0n2um7x+/3k5uYyePBgbDZbpMtpNNTvkaO+P//yln1H5bffYjab6XxJDklxcbRIcOtQ1Xmiz/zxHTkSczK1CjmGYXD//ffz8ccfM2vWLLKysk76mhUrVgCQlpYGQHZ2Nn/84x8pKioiOTkZqEqpHo+Hjh07htt8+eWX1baTm5tLdnY2AHa7nV69ejFjxgyGDRsGVB0+mzFjBqNHjz5uLQ6HA4fDUWO5zWartx+g+lx7faZ+jxz1/flR7guw7PDVjZOSknC4okmJjcJuV9+fb/rM13Sq/VGrkDNq1CgmT57Mp59+SkxMTHgOTWxsLC6Xi82bNzN58mSuuuoqEhMTWblyJWPHjuXiiy+ma9euAAwZMoSOHTty66238swzz1BQUMDDDz/MqFGjwgHkvvvuY8KECTz00EPceeedzJw5k/fff58pU6aEaxk3bhwjRoygd+/e9O3blxdeeIGysrLw2VYiInL6vl29loP79mC12UhKSiLGbiXGedozHEQiolaf2JdffhmouuDf0d544w1uv/127HY7X3/9dThwZGRkMHz4cB5++OFwW4vFwhdffMHIkSPJzs4mKiqKESNG8MQTT4TbZGVlMWXKFMaOHcuLL75Is2bNeO2118KnjwPccMMN7Nmzh0ceeYSCggK6d+/O1KlTa0xGFhGR2qn0B1iSNx+AVh26YjUHSYy2Y9ZhKqlnan246kQyMjKYPXv2SbeTmZlZ43DUjw0cOJDly5efsM3o0aNPeHhKRERqb+XajRzYU4jFaqV5x67sWbecGIdGcaT+0b2rREQkzBsI/XcUp2NXbM6qM081iiP1kUKOiIiErd6wib0FOzGbLWR26qErG0u9ppAjIiIA+AIhFi2oGsVp2aEzDlcUiVH2CFclcvoUckREBIC1m3+gaOc2TGYzWZ17EuWw4nHo1GWpvxRyREQEfzDEosNzcVq07YAjKoakKAcWs+biSP2lkCMiImzauoPdW78HoFWXXrgdVuJcGsWR+k0hR0SkkQsEQyyYX3Ufwuat2+GMiSMpyq5RHKn3FHJERBq573fuZsf3GwFo1a03LrtFozjSICjkiIg0YoGQwYL5VXNxmmW1wh3bhKQoB1azvh6k/tOnWESkEdu2u4htG9cB0LpbX1w2s0ZxpMFQyBERaaSCIYP58+djGAZpGZlEJSSRFO3AZtFXgzQM+iSLiDRSO4r2sWX9agDa9uiH02YhXqM40oAo5IiINELBkMH8BfMxQiGS05sR3SSVJm67RnGkQdGnWUSkEdq99wCb13wHQNsefXFazSS4dQsHaVgUckREGpmQYTA/L49QMEhiShqe5KYkRtmxW/WVIA2LPtEiIo1M4YESNq76FoB2PfritFk0iiMNkkKOiEgjEjIMFuQtJBjwE98kibi05iS47TislkiXJnLWKeSIiDQie0sOsW7lMqBqFMehURxpwBRyREQaCcMwyMtbTMDnwxOfQEKzliS47LhsGsWRhkkhR0SkkdhXWs6aFUsBaNe9L3arhYQojeJIw6WQIyLSCBiGQd6iJfi8lUR74miS2Zp4lw23RnGkAVPIERFpBA6UVbJ6+RIA2vfog8NmJVGjONLAKeSIiDRwhmGwcMlSvBXlRMV4SM5qS5zTRpTdGunSRM4phRwRkQbuYLmX75YuBqBd997YrBrFkcZBIUdEpIFbnL+MyvJDuKKiSWnVgTiXnSi75uJIw6eQIyLSgJVUePl2ySIA2nXrhd1qpUmUHZPJFOHKRM49hRwRkQZsybJvKT9UgtPlJq1NJ2JdNo3iSKOhkCMi0kAdqvSxfHEeAG279cJms9HErVEcaTwUckREGqglK1ZSVlKMw+mkadvOxDptRDt0RpU0Hgo5IiIN0CGvn+WLqkZx2nTpic1u11wcaXQUckREGqD8b7+jtHg/doeDZu274nFYidEojjQytQo5Tz31FH369CEmJobk5GSGDRvG+vXrq7WprKxk1KhRJCYmEh0dzfDhwyksLKzWZtu2bQwdOhS3201ycjIPPvgggUCgWptZs2bRs2dPHA4HrVu3ZtKkSTXqmThxIi1atMDpdNKvXz8WL15cm90REWmQyn0B8hcuAKBt157Y7A6aRDk0iiONTq1CzuzZsxk1ahQLFy4kNzcXv9/PkCFDKCsrC7cZO3Ysn3/+OR988AGzZ89m165dXHvtteH1wWCQoUOH4vP5WLBgAW+++SaTJk3ikUceCbfZsmULQ4cO5dJLL2XFihWMGTOGu+++m2nTpoXbvPfee4wbN45HH32UZcuW0a1bN3JycigqKjqT/hARqffyv11F6YF92Ox2mrU7PIrj1CiONELGGSgqKjIAY/bs2YZhGEZxcbFhs9mMDz74INxm7dq1BmDk5eUZhmEYX375pWE2m42CgoJwm5dfftnweDyG1+s1DMMwHnroIaNTp07V3uuGG24wcnJyws/79u1rjBo1Kvw8GAwa6enpxlNPPXXK9R88eNAAjIMHD9Zir+sGn89nfPLJJ4bP54t0KY2K+j1y1PenpszrN5776wTjscceM97//Csjf/sBo7j89PtM/R456vvjO9Xv7zOK9gcPHgQgISEBgPz8fPx+P4MGDQq3ad++Pc2bNycvL4/+/fuTl5dHly5dSElJCbfJyclh5MiRrF69mh49epCXl1dtG0fajBkzBgCfz0d+fj7jx48PrzebzQwaNIi8vLzj1uv1evF6veHnJSUlAPj9fvx+/2n2QmQcqbe+1V3fqd8jR31/avK/XUXJ/r1YbTaatu1ElAWcFuO0+039Hjnq++M71T457ZATCoUYM2YMF1xwAZ07dwagoKAAu91OXFxctbYpKSkUFBSE2xwdcI6sP7LuRG1KSkqoqKjgwIEDBIPBY7ZZt27dcWt+6qmnePzxx2ssnz59Om63+xT2uu7Jzc2NdAmNkvo9ctT3x2cYBhs2bAAgMSGBPWuXsQc4/m/FU6d+jxz1fU3l5eWn1O60Q86oUaNYtWoV8+bNO91NnHfjx49n3Lhx4eclJSVkZGQwZMgQPB5PBCurPb/fT25uLoMHD8Zms0W6nEZD/R456vuTW/ztGr799lusVhtdLx1KgieGrEQ35jOYcKx+jxz1/fEdORJzMqcVckaPHs0XX3zBnDlzaNasWXh5amoqPp+P4uLiaqM5hYWFpKamhtv8+CyoI2dfHd3mx2dkFRYW4vF4cLlcWCwWLBbLMdsc2caxOBwOHA5HjeU2m63efoDqc+31mfo9ctT3x1bhC5B/+OrGrTt3wxkVQ0qcG4f97NxtXP0eOer7mk61P2p1dpVhGIwePZqPP/6YmTNnkpWVVW19r15Vlw2fMWNGeNn69evZtm0b2dnZAGRnZ/Pdd99VOwsqNzcXj8dDx44dw22O3saRNke2Ybfb6dWrV7U2oVCIGTNmhNuIiDQm365Zx4E9hVisVjI79iDGYSXWqS9GadxqNZIzatQoJk+ezKeffkpMTEx4Dk1sbCwul4vY2Fjuuusuxo0bR0JCAh6Ph/vvv5/s7Gz69+8PwJAhQ+jYsSO33norzzzzDAUFBTz88MOMGjUqPMpy3333MWHCBB566CHuvPNOZs6cyfvvv8+UKVPCtYwbN44RI0bQu3dv+vbtywsvvEBZWRl33HHH2eobEZF6ocIXYNGCqqkDbTp3x+Zy0yTafkaHqUQaglqFnJdffhmAgQMHVlv+xhtvcPvttwPw/PPPYzabGT58OF6vl5ycHF566aVwW4vFwhdffMHIkSPJzs4mKiqKESNG8MQTT4TbZGVlMWXKFMaOHcuLL75Is2bNeO2118jJyQm3ueGGG9izZw+PPPIIBQUFdO/enalTp9aYjCwi0tCtWLOO4iOjOJ16EOOwaBRHhFqGHMMwTtrG6XQyceJEJk6ceNw2mZmZfPnllyfczsCBA1m+fPkJ24wePZrRo0eftCYRkYaqwhdg8dGjOE43SVEOjeKIoHtXiYjUaytWr6V4TyFWq+2/ozgujeKIgEKOiEi9VW0Up4tGcUR+TCFHRKSeWr5qDcV7i7BabTQ/ckaVRnFEwnTHNhGReuDgwYPMnDmTvXv34nQ6adWuQ/iaY1WjOC6SdEaVSDUKOSIiddi6det44YUXePvttykrKwsvv+ran9O3a0dMZjPN2lfdaVxnVIlUp5AjIlJHff7559xwww1ERXu47sY7yLlqGEkpaXj9flYsyiVQWcb2ogNM+Woa/3PLcI3iiPyI5uSIiNRBs2fPZvjw4fTqewH/en8qt901ipS0ppjNZg4c3Eugsgyz1Ubvy3/K8oULuOvWmwgEApEuW6ROUcgREaljQqEQ99xzDx06d+PhJ57F4XCG1wUMgx0bVwKQ0qI9KU2bM/jyHKZNncrkyZMjVbJInaSQIyJSx8ycOZONGzdyx92/wmarfoPNgoLteMtKsNjsJGZ1xBoK0bVTV3r1GVDt6vIiopAjIlLnvPqPf5DVsg1duvcGIBgM4Pd5Ka+sZMemqlGcJs3bghHC5K0gFAzw02tvZNGiRaxatSqSpYvUKZp4LCJSx2zcsIHO3XpiOjyRuLyshEMlB9h/YA/+ijJMJjNmm4OS3VupNEJEe+Lp0q0qEG3cuJHOnTtHsnyROkMhR0SkjvH5fFit/z1M5Y7yYHG42LKpapQmJimNhLRMXBhYDQOzxUJlZWX4tSJSRSFHRKSOadIkiYLdO8LPDaBg11aCvkrMFivuuGSsBlj4702TC3btOPzaJue7XJE6S3NyRETqmOuuG86ShXPZu6cIgJLSYnZvWQOAJ7kpVpud0qJt7Cvawd6iHZSXlfDVFx/RpEkSF154YSRLF6lTFHJEROqY2267Dbvdzqf/mYwB7N+/h1DAj83pJq1DLxJTmpKU3Iwmhx+hIEz/6hPuueduHA5HpMsXqTN0uEpEpI6JjY1lzJgx/OlPf6Jjjz4YZVUjOultu+FwuHGHAliMqkNVFeVlPP7wWOw2G//zP/8TybJF6hyFHBGROuiJJ57g++9/YMumlWQkJWB3RRPbtCU2I4TFMAgGAuTNn8Vbr0+ksGAnX331Fc2aNYt02SJ1ikKOiEgdZLFYePqFv/LG318CI8SaH3ZQMP1LdqxZwcF9e1i1Mp/Cgt3069ePDz/4N926dYt0ySJ1jubkiIjUQcGQwdy5c8EIkZCcyuVXX0vFgd3s2Lwaf2UJw675Kfn5+SxcuFABR+Q4NJIjIlIHbd1dxOY13wHQue+FNElvxo2DBuC0WSJcmUj9oZEcEZE6JhAKMXv2LAwjRFrzFkQnp5PotivgiNSSQo6ISB2z4YcdbNu4DoD2vQbgslloEqVTw0VqSyFHRKQO8QVCzJn1DQDNW7fDHd+E5GgHdqt+XYvUlv7WiIjUId+u3UDh9h8wmc207dkPt91CvMsW6bJE6iWFHBGROqLcF2D+7JkAtOnUFWdMHMnRDmwW/aoWOR36myMiUkcsyq+6Bo7Nbierax+i7VbiXfaTv1BEjkkhR0SkDiguq2TJgjkAtO/RF5vTTXK0A4vZFOHKROovhRwRkQgzDIN5CxZScagUd3Q0Ge27Eeu0Equ5OCJnRCFHRCTCig6UsnLpQgA69R6A1WYlJdqB2aRRHJEzoZAjIhJBwZDBN3Pm4Pd5iUtMIqlFWxJcdqIduiC9yJmqdciZM2cOV199Nenp6ZhMJj755JNq62+//XZMJlO1xxVXXFGtzf79+7nlllvweDzExcVx1113cejQoWptVq5cyUUXXYTT6SQjI4NnnnmmRi0ffPAB7du3x+l00qVLF7788sva7o6ISET9sLuIjd8tB6BTvwtw2KwkxTgwaRRH5IzVOuSUlZXRrVs3Jk6ceNw2V1xxBbt37w4/3n333Wrrb7nlFlavXk1ubi5ffPEFc+bM4d577w2vLykpYciQIWRmZpKfn8+f//xnHnvsMV599dVwmwULFnDTTTdx1113sXz5coYNG8awYcNYtWpVbXdJRCQi/MEQ38z4mlAoRGqzTOJSm5MYZcet2zeInBW1Hg+98sorufLKK0/YxuFwkJqaesx1a9euZerUqSxZsoTevXsD8Le//Y2rrrqKv/zlL6Snp/POO+/g8/l4/fXXsdvtdOrUiRUrVvDcc8+Fw9CLL77IFVdcwYMPPgjAk08+SW5uLhMmTOCVV16p7W6JiJx3367dyM4tmzCZTHTqdzFOm4Uk3b5B5Kw5Jwd9Z82aRXJyMvHx8Vx22WX84Q9/IDExEYC8vDzi4uLCAQdg0KBBmM1mFi1axM9+9jPy8vK4+OKLsdv/e32InJwcnn76aQ4cOEB8fDx5eXmMGzeu2vvm5OTUOHx2NK/Xi9frDT8vKSkBwO/34/f7z8aunzdH6q1vddd36vfIaWh9X+b1M++brwFo2aEz9ugYEp0WTEYQvz8Y4er+q6H1e32ivj++U+2Tsx5yrrjiCq699lqysrLYvHkz//u//8uVV15JXl4eFouFgoICkpOTqxdhtZKQkEBBQQEABQUFZGVlVWuTkpISXhcfH09BQUF42dFtjmzjWJ566ikef/zxGsunT5+O2+0+rf2NtNzc3EiX0Cip3yOnofT9vn37OLh/LxaLBZfZYPe3C9gd6aJOoKH0e32kvq+pvLz8lNqd9ZBz4403hn/u0qULXbt2pVWrVsyaNYvLL7/8bL9drYwfP77a6E9JSQkZGRkMGTIEj8cTwcpqz+/3k5uby+DBg7HZdC2N80X9HjkNqe/3lRzijdf+AUDnPgNo1r4rmfEu4urg1Y0bUr/XN+r74ztyJOZkzvk5ii1btqRJkyZs2rSJyy+/nNTUVIqKiqq1CQQC7N+/PzyPJzU1lcLCwmptjjw/WZvjzQWCqrlCDkfN4902m63efoDqc+31mfo9cup734cMg7nz8/BVVhATF0/T9t1IiHaSGOOu09fFqe/9Xp+p72s61f4459fJ2bFjB/v27SMtLQ2A7OxsiouLyc/PD7eZOXMmoVCIfv36hdvMmTOn2jG33Nxc2rVrR3x8fLjNjBkzqr1Xbm4u2dnZ53qXRERO25Zdhaz7tur3X5f+F2O3WUnWhf9Ezolah5xDhw6xYsUKVqxYAcCWLVtYsWIF27Zt49ChQzz44IMsXLiQH374gRkzZnDNNdfQunVrcnJyAOjQoQNXXHEF99xzD4sXL2b+/PmMHj2aG2+8kfT0dABuvvlm7HY7d911F6tXr+a9997jxRdfrHao6YEHHmDq1Kk8++yzrFu3jscee4ylS5cyevTos9AtIiJnny8QYubXh08Zz8gkLq05iW5d+E/kXKl1yFm6dCk9evSgR48eAIwbN44ePXrwyCOPYLFYWLlyJT/96U9p27Ytd911F7169WLu3LnVDhO98847tG/fnssvv5yrrrqKCy+8sNo1cGJjY5k+fTpbtmyhV69e/PrXv+aRRx6pdi2dAQMGMHnyZF599VW6devGhx9+yCeffELnzp3PpD9ERM6ZZavXsuuHzVWnjPe9GJfdSlK0ThkXOVdq/c+HgQMHYhjGcddPmzbtpNtISEhg8uTJJ2zTtWtX5s6de8I2119/Pddff/1J309EJNKKyyqZN7PqlPG2XXvijIsnJdqBw6q764icK/rbJSJyjoUMg9lz51NWUozTHUXLrn3wOKwkuOve2VQiDYlCjojIOba9cG/4LuPdsi/G5nCQEu3EYtZkY5FzSSFHROQc8gdD5E6fTigYIDm9GU2atybBZcfj1GRjkXNNIUdE5Bxatnpd+P5UXQYMxGmzkKK7jIucFwo5IiLnSLXJxl164PIkkBzjxKm7jIucFwo5IiLnQDBk8M2cuRw6eACnO4qsbn2IcVpJ1GRjkfNGIUdE5BzYvGM3qw5PNu4+4BLsDiepMZpsLHI+KeSIiJxlFb4AX0/9ilAoRFrzFiRktCLRbSdGVzYWOa8UckREziLDMJi/OJ89u3dgsVrpkn0pLk02FokIhRwRkbNo976DLJ77DQBd+gzAHhVDqseJw6rJxiLnm0KOiMhZ4g+GmD59Gn6fl/gmSaS370acy6YrG4tEiEKOiMhZkr96HVs3rsNkMtH9wstx2CykepyYdZhKJCIUckREzoK9JWXMza26QXGbzt1xJySTHOUgyq7JxiKRopAjInKGAqEQ06bnUn6oBHd0DK2798fjtJIU7Yh0aSKNmkKOiMgZWr5mA5tWfwtAr0sGY3PYdU0ckTpAIUdE5AzsKy1n1rSvAGjdsSuelGY0iXbgcdoiXJmIKOSIiJymQMhg2vTp4cNUbXtdQLTDSooOU4nUCQo5IiKnacWa9Wxc9d/DVFaHnTSPE5tFv1pF6gL9TRQROQ17S8r4Znr1w1RJ0Q5idZhKpM5QyBERqSV/MMRXU6dRXnr4bKpe2TpMJVIHKeSIiNSCYRgsWvEd36/9DoDeA3NwOJyk6zCVSJ2jv5EiIrWwc88B5uROBaB9997EJKeTpLOpROokhRwRkVNU6Q/wxeef4fdWEt8kiZbd++FxWkmJ0WEqkbpIIUdE5BSEDIOZ8/Io3LEVi8VCr0uvxGGzke5xYTXrV6lIXaS/mSIip2D91p3kz58NQLcBF+OMiSMlxkG0Q/emEqmrFHJERE5i/6EKpn7+KaFgkPTmWaS27kyC2657U4nUcQo5IiIn4A+GmPLll5Ts34vT5abLhZfjtltJj3ViNuneVCJ1mUKOiMhxhAyDuYvy+X7tKgD6XnYlDncU6bFOHFZLhKsTkZNRyBEROY6N23ax4JvpAHTunU1MSlOSohzE6XRxkXpBIUdE5BgOlJYz5dOPCAYCpDZrTvMuvYh12kj1ODDpMJVIvVDrkDNnzhyuvvpq0tPTMZlMfPLJJ9XWG4bBI488QlpaGi6Xi0GDBrFx48Zqbfbv388tt9yCx+MhLi6Ou+66i0OHDlVrs3LlSi666CKcTicZGRk888wzNWr54IMPaN++PU6nky5duvDll1/WdndERGrwBUJ8NmUKpQf243RH0f2SIbhsVprG6XRxkfqk1n9by8rK6NatGxMnTjzm+meeeYa//vWvvPLKKyxatIioqChycnKorKwMt7nllltYvXo1ubm5fPHFF8yZM4d77703vL6kpIQhQ4aQmZlJfn4+f/7zn3nsscd49dVXw20WLFjATTfdxF133cXy5csZNmwYw4YNY9WqVbXdJRGRsGDIYFbeIn5YvwaTyUS/y6/C7oqiaawLt03zcETqk1pf4OHKK6/kyiuvPOY6wzB44YUXePjhh7nmmmsA+Ne//kVKSgqffPIJN954I2vXrmXq1KksWbKE3r17A/C3v/2Nq666ir/85S+kp6fzzjvv4PP5eP3117Hb7XTq1IkVK1bw3HPPhcPQiy++yBVXXMGDDz4IwJNPPklubi4TJkzglVdeOa3OEJHGzTAMVq7fzMJZXwPQuc8AopPSSI52EOfSPByR+uasXsVqy5YtFBQUMGjQoPCy2NhY+vXrR15eHjfeeCN5eXnExcWFAw7AoEGDMJvNLFq0iJ/97Gfk5eVx8cUXY7fbw21ycnJ4+umnOXDgAPHx8eTl5TFu3Lhq75+Tk1Pj8NnRvF4vXq83/LykpAQAv9+P3+8/090/r47UW9/qru/U75FzPvp++559TPv8Y4xQiGYtWtG0fVc8NhOJTguBQOCcvW9dps985Kjvj+9U++SshpyCggIAUlJSqi1PSUkJrysoKCA5Obl6EVYrCQkJ1dpkZWXV2MaRdfHx8RQUFJzwfY7lqaee4vHHH6+xfPr06bjd7lPZxTonNzc30iU0Sur3yDlXfR8Khdi0aRPeinKcTifxMW4KVuZRAKw9J+9Yv+gzHznq+5rKy8tPqV2juh75+PHjq43+lJSUkJGRwZAhQ/B4PBGsrPb8fj+5ubkMHjwYm03D6OeL+j1yzmXfewNB/vPJZ5SXl2N3OLjo6utxxcSSGe8ixtG4/z/rMx856vvjO3Ik5mTOashJTU0FoLCwkLS0tPDywsJCunfvHm5TVFRU7XWBQID9+/eHX5+amkphYWG1Nkeen6zNkfXH4nA4cDhqXobdZrPV2w9Qfa69PlO/R87Z7vtgyGD23IX8sGEtJpOJ/oOG4vQk0CzORYJu2xCmz3zkqO9rOtX+OKvnQmZlZZGamsqMGTPCy0pKSli0aBHZ2dkAZGdnU1xcTH5+frjNzJkzCYVC9OvXL9xmzpw51Y655ebm0q5dO+Lj48Ntjn6fI22OvI+IyMmEDINFK1eTP+8bALr1v4iYlGYkRztoEmU/yatFpK6rdcg5dOgQK1asYMWKFUDVZOMVK1awbds2TCYTY8aM4Q9/+AOfffYZ3333Hbfddhvp6ekMGzYMgA4dOnDFFVdwzz33sHjxYubPn8/o0aO58cYbSU9PB+Dmm2/Gbrdz1113sXr1at577z1efPHFaoeaHnjgAaZOncqzzz7LunXreOyxx1i6dCmjR48+814RkUZhzeZtzPzyMwzDIKtdR9LbdyPBbSfN49QF/0QagFofrlq6dCmXXnpp+PmR4DFixAgmTZrEQw89RFlZGffeey/FxcVceOGFTJ06FafTGX7NO++8w+jRo7n88ssxm80MHz6cv/71r+H1sbGxTJ8+nVGjRtGrVy+aNGnCI488Uu1aOgMGDGDy5Mk8/PDD/O///i9t2rThk08+oXPnzqfVESLSuGwt2MuUjz8g6PeT0jSDjtmXEe200SzWhcWsgCPSENQ65AwcOBDDMI673mQy8cQTT/DEE08ct01CQgKTJ08+4ft07dqVuXPnnrDN9ddfz/XXX3/igkVEfmRvSRkfffAeleVlxMYn0uuyoTjtVjLiXNituqKxSEOhv80i0qiUVnj58IMPKNm/F6c7iv4512B3OsmIcxNlb1QnnIo0eAo5ItJoVPgCfPTpZxTu2IrFamXAFT/FER1D01gnsbqisUiDo5AjIo2C1x/kky++DN+TKnvQVbjjkkiNcZDo1plUIg2RQo6INHj+YIgpuTPY8N1yAPpeOoTY9BYkxzhIidGZVCINlUKOiDRogZDB9Fnz+G5JHgA9L7yUJi3akRjlIN3jwqyAI9JgKeSISIMVDBl8s2AxSw9f7K9L3wtIa9uFeJeNjFinThUXaeAUckSkQQqGDGYtXMqCmdMAaN+tFxmdehLnstE83o3Vol9/Ig2dzpcUkXpt3bp1bNq0Cb/fT5MmTejfvz9mi5Vv8pYw/+uvAGjVsQstew4g1mWneZwbmwKOSKOgkCMi9U4gEOCDDz7gpZdeYt68edXWNc9swf+M/Q2VxXsBaN2pK+36XkKM00ZmvC72J9KYKOSISL1SVlbGzTffzFdffcUlF17I26+9xoB+/bDZrHy/bTu5i/LDASc1sxXt+l5CtNNGZrwbh9US4epF5HxSyBGReuXWW29l3rx5fP7+eww66j56/pBByZYdWINeAEp9QXZu3kH7nvvo3KElTpsCjkhjo3FbEalXvvnmG96b9Ea1gOMNhJi6YBH5i+YD0KZjF66+6Q4qivfzf78bo4Aj0kgp5IhIvXDkxsBDLruMSy++OLy8wh/ks29ms+bbZQB07NaLlt36kRTlJKdnJ6Z/9SWrVq2KSM0iElkKOSJSL+Tn5wNw+y9uAcDv91NYXMp7U77i+w1rAejSsx8prTriCPlIsYf4ac4gUlNSePXVVyNWt4hEjubkiEi9sG7dOhISErhowAAANu0qYObsORwqPQhAYnIqAbOV0t0/YLGbKQ0lkZqczAX9+7NmzZpIli4iEaKQIyL1gs/nA8BiNvN90QG+nj2b8tISzBYLzbPa4ojx0L5VS9JcFixmEzZr1a83p8NB5d69kSxdRCJEIUdE6oX4+HgAFqzewLKli/D7vDhdbnpkX8L+AweItkKq01TjVg07du0iISEhEiWLSIQp5IhIvXDhxZfw1ZQv2LHjW8DAExdPelZbSg8dItFlI9pm5vutW8PtU5OSqKyoYM78+ZqTI9JIKeSISJ1XUuHlm3l57NixA4BmmS1p3+sCLCYTKW4Tsbaa51DYrFZ+P3EiHo+Hm2666XyXLCJ1gEKOiNRZhmGwtXAfn3/8H/YXFQCw60Ap5lQTvVwOMqJtRFmPfSfxT6dM4W+v/J3f//73REVFnc+yRaSO0CnkIlInBUMGi1euZfKkf7K/qACb3UFWVhaX/vR6vpn2Jf9vzC9Z/e2y8PVzjigsKuKJP/2Jm++8i+uuu45HHnkkQnsgIpGmkRwRqXMOef1Mn/EN3y3JAyAhKZleA3PYs/E7unbpQPx9d3DfL+/lkiuupEfXrvTv2xe73caWrVv5anouVquVBx98kD/+8Y+Yzfq3nEhjpZAjInWGYRj8sHsPX37+GXsLdgLQumNX2va5CNvhw1LpsU6yhgxm06ZNTJs2jX/84x/MXbgQn89HUlISTz/9NLfffnv4bCwRabwUckSkTvD6g8xfsoy8WV8T8Puw2mz0vOgyklq0I9phJTXKylbAbKoKOxaLhauuuoqrrroqsoWLSJ2lkCMiEWUYBoUHSpkyZQo7vt8AQJPUdHpekoM92kMTt530WCeEghGuVETqG4UcEYkYXyDEwuUrWfBNLt6KckxmM517Z5PRqSdOm4XUGCeJUXbMJhN+hRwRqSWFHBE57wzDYHvRfqZN/YpdP2wGwBMXT+9Lr8Adn0Ssy0a6x4XbbolwpSJSnynkiMh5VeYLMG/hYpbOm03A78NkNtOhRx9adO6N3W4jJdpBUrSjxu0ZRERqSyFHRM6LQDDE6k1bmD0jlwN7CgFITEml+0WDcHkSiHFaSfe4iHbo15KInB36bSIi51TIMNi15wBfz5jB1g1rALDa7HTpm016my447FaSox00idLojYicXWf9KlmPPfYYJpOp2qN9+/bh9ZWVlYwaNYrExESio6MZPnw4hYWF1baxbds2hg4ditvtJjk5mQcffJBAIFCtzaxZs+jZsycOh4PWrVszadKks70rInIGDMNgX2k5n0+fyaTXXgkHnKz2nbj8+tto2r47idFOWjeJJiXGqYAjImfdORnJ6dSpE19//fV/38T637cZO3YsU6ZM4YMPPiA2NpbRo0dz7bXXMn/+fACCwSBDhw4lNTWVBQsWsHv3bm677TZsNhv/93//B8CWLVsYOnQo9913H++88w4zZszg7rvvJi0tjZycnHOxSyJSCyUVXhYuWcbyRfOpLC8Dqg5NdckeSFRCMlF2CykxTuJctvB1b0REzrZzEnKsViupqak1lh88eJB//vOfTJ48mcsuuwyAN954gw4dOrBw4UL69+/P9OnTWbNmDV9//TUpKSl0796dJ598kt/+9rc89thj2O12XnnlFbKysnj22WcB6NChA/PmzeP5559XyBGJoDJvgKXfrmTJ/LmUlRQDEBXjoVOfbJIy2+KwWUiKcpAYZcdm0e0WROTcOie/ZTZu3Eh6ejotW7bklltuYdu2bQDk5+fj9/sZNGhQuG379u1p3rw5eXlV96jJy8ujS5cupKSkhNvk5ORQUlLC6tWrw22O3saRNke2ISLnV2mlj1kL83n1768w66vPKSspxuFy0eOCgVw8/FbSWrYnKabq0FSqx6mAIyLnxVkfyenXrx+TJk2iXbt27N69m8cff5yLLrqIVatWUVBQgN1uJy4urtprUlJSKCgoAKCgoKBawDmy/si6E7UpKSmhoqICl8t1zNq8Xi9erzf8vKSkBAC/34/f7z/9nY6AI/XWt7rrO/X7fxmGQWmlj6XLV/LdssWUlRwEqiYVt+3ag4z2XbDZHXgcNppE24myWTARwu8Pndb7qe8jQ/0eOer74zvVPjnrIefKK68M/9y1a1f69etHZmYm77///nHDx/ny1FNP8fjjj9dYPn36dNxudwQqOnO5ubmRLqFRauz9HggE2LdvH3v37g3/srFYLCQlJdGkSROsQS+Fq5eek/du7H0fKer3yFHf11ReXn5K7c75KeRxcXG0bduWTZs2MXjwYHw+H8XFxdVGcwoLC8NzeFJTU1m8eHG1bRw5++roNj8+I6uwsBCPx3PCIDV+/HjGjRsXfl5SUkJGRgZDhgzB4/Gc0X6eb36/n9zcXAYPHozNZot0OY1GXe33PXv28K9//YvX//lPduzcGV5us9n46dVXc8+995KdnX1G7+ELhNi6u5D8pUv5YcM6QsGqMx6dbjdtOvcgvU1HrDY7MXYridF2YhzWszqpuK72fUOnfo8c9f3xHTkSczLnPOQcOnSIzZs3c+utt9KrVy9sNhszZsxg+PDhAKxfv55t27aFfwFnZ2fzxz/+kaKiIpKTk4GqFOvxeOjYsWO4zZdfflntfXJzc0/6S9zhcOBwOGost9ls9fYDVJ9rr8/qUr/Pnz+fn159NeVlZVzVuxf/+9OfkBIXi9cfYOG6dbw3YwZvv/MO999/P88//zwWy6nfKiFkGBws97Jy9RpWf7uCPbu2h9fFJybRuksPmmS2wWazEuu00STKTvRZDjc/Vpf6vjFRv0eO+r6mU+2Psx5yfvOb33D11VeTmZnJrl27ePTRR7FYLNx0003ExsZy1113MW7cOBISEvB4PNx///1kZ2fTv39/AIYMGULHjh259dZbeeaZZygoKODhhx9m1KhR4YBy3333MWHCBB566CHuvPNOZs6cyfvvv8+UKVPO9u6I1Gn5+fnkDBlCh2ZNee5/f0t8dHS19a3T07jl0oG8N2cuT02ciGEY/PWvf8V0khBS6Q+ybVchy5YvY8u61fi8leF1zbJakdWpBzFJaditFuKcNhKi7ETbLSfdrojI+XTWQ86OHTu46aab2LdvH0lJSVx44YUsXLiQpKQkAJ5//nnMZjPDhw/H6/WSk5PDSy+9FH69xWLhiy++YOTIkWRnZxMVFcWIESN44oknwm2ysrKYMmUKY8eO5cUXX6RZs2a89tprOn1cGhXDMLj1F7+gRXISL40aictuP2Y7k8nEjZdcjNlk4skJE/jZz34WvoTD0fzBEAX7iln53So2rVtD8d7/HhJ2RUWT1b4T6a074oyOwWm1kOC2Eeey47LpJpoiUjed9ZDz73//+4TrnU4nEydOZOLEicdtk5mZWeNw1I8NHDiQ5cuXn1aNIg3B7NmzWbtuHa+P/dVxA87Rrr/oQt6dM4+JEyaEQ44/GGJPcQlr1m1g07o1FO7cBoYBVIWj9MwsmrfrTFxac2xWC1F2C4luBx6nVaeBi0idp3tXidRTr7z8Mq3S0+ndpg0AAcMgeDigHIvFZOKGiy5gwvSZfLtuEwWFRXy/cT17dm3HOOp1iSlpZLRuT3JmK+xONw6bhXiXjVinjSgdkhKRekQhR6SeWr58Odnt24VDR2kgyAF/AAODfb6qM58S7VYwmQiarWB30qz/RfyyVTs+ee+datuKS2xC06w2pGS1xRUTh91qIsZuJdZlI8ahURsRqZ8UckTqqYqKClz2/55hEGO14LaYCRoGPpMFr9lCmd3BAa+f4tKDBILFALgPz6FJTE4lPas1Sc1b4YqJxWYxE2WzEOeuCjYOq+baiEj9ppAjDZ7P5+Ojjz7i9X/+kx+2bCEUCpGWns7Nt9zCL37xC2JiYiJd4mmJj49nb0kpBiYCNgcHDRNFgSD7vF72l5USOHwdmyPMJhNup5s1Owu56tobaNGyFTZrVbCJddmIsltxWs06HCUiDYbGoKVBe/fdd8lo2pSbbrqJ3StW0DEYogvg3bSJ0aNGkZ6Wxp/+9Kdqc1LqOl8wRHG5l+t+cTvOdp2Z4w0xfc9eZu/cztrCXRQV7wsHHIfNTnxMLGnJ6XRs351KeyyVhpVu7VvTIjGKdknRtGoSTZMoBy6b5tuISMOikRxpsCZMmMD999/PBWlp/P7Ci2j+oxGbPRUVfPrDFsaPH8+OHTv429/+Vqe+5A3DwB80qAwEKdyzh127dlNQUMCewt0U7ykiFPDTLrMpe4v3hV8T5XAS7Y4hxhNLtCcBq8WKORTE6vdiPlTMpL+/yPCf/ZTWKXGR2zERkfNEIUcapJkzZ/KrX/2Kn7ZowZ3tOxwzvCS5XNzdoSMZUdFMnDiRzp07c9999533Wg3DIBAy8AVDlB4qp6CoiMKiIvYWFbF/7x4O7t9D8Bg3o7Pa7HgDIfYdLKVn+46kpjTFZrViDgawBP04Kkqx+Sux+SoJVZbzm9deZ/e2Ldx3773nfR9FRCJBIUcapKf/9Cdax8Vxx3ECztFymjdn9YEDPP3UU9xzzz21uu1BbQRCBv5gCF8gSHFJKXv37mXPnj3s27ePkuL9lBzYT2XZoWO+1mKxEpfYhLgmycQ2ScHTJJkoTzzBUJC33/oXn8yZyyWZGQzIysBtBLAEfBzZ6zXbtvPcx5+wbPP3fPLJJ7Ro0eKc7J+ISF2jkFOPBINBVq1axYEDB7CfwsXfGqtNmzYxPTeXB7p2xWwyETKbCZmPP/3MHAoxNDOTh/IWMG3aNK666qpav6dx+Bo1gWDVqExFpZf9xcUcOHCAAweKOXiwmJLiAxwqOUhZycHwzS2PxR0dQ2xCIjHxicTENyE6oQlRsfFYzBYsZhN2i4kouxWXzYLTZuHxX93LvXffyYN/fI34mBiG9OhOSlwclX4/i9Zv4Nvvv6dZs6ZMmzaNSy+9tNb7JiJSXynk1AN79+7ltdde4+WJE9m2YwcALpeLd999lzvvvJP77ruPCy64IMJV1h1ffPEFdquVC1PTAKh0OimPisIAyg7Py4kqLQ2PdLjLymgbG0tGbCyfffZZtZBTFV4gGDIIhkJUen0Eg0E27dhNeVkFJaUllJaWUlpSQtmhUsoPlVJRdghfZcUJazSZTER7YomJSyA6Lp4oTxzu2ASiYxOwOR2YTSasZlPVad12C06rBYfVjMNqxm750RlQDg8ffvghGzdu5O9//zufffopB1atxuly0alzZx5/7jmGDh2K1aq/7iLSuOi3Xh2Xl5fH1UOHUlpSQnZCIrd36EyC3U7w8B1Y50+dyttvv80DDzzAs88+e84OtdQn+/fvJ9bpxH64L5yVldh9PkImU1W/mc3Eev1gtYDFBrHxeBNT6Gex44xrwuxF+ZSVlVNRXk55RTmV5WVUlpdTWVGOt6KMYCDAd999d9I6bHY7UTGxRMV4cMV4iIqJw+WJxRUTiysqGrPFisUEVrMJq8VcNTJzOMTYD/9Zm4vwtWnThr/85S/85S9/Oe2+ExFpSBRy6rDly5czeNAgmtvsPNWtJ7G2ow5RHT5c9X/tOzN9+zb+9te/EgqF+Otf/xqhas8+wzAwgJBhYBgQMo7+2agaZQkZeH1eKn0+vBVefD4f0YmpXHjl1RS1bk3QYiVoMeM3mQmaDLxGCAPY2xRCQJBQ+P06p1fdRHbW1C9OWpvNbscVFY3LHYUzKhqnOxpnVDSOqGgcrmjc0bHYnHZMmLCYTVhMYLGYcVoOj8ZYqwKMzWLGbjFhPcHhNBEROT0KOXWUYRjcesstpFqs/K5Ne5zHGaExm0xckZqG2QR/+9vfGDZs2DHvMH2i9zEI35MRo2ohRnj94WUY4Z+PbhNedngDoZBBIBgkEPATCASrHsEAwWCQQCBQtdxftcwfCOD3+cPL/f7DfwYCBP1HlgcI+H0EwsuqHkG/n4DfTzBQ86wjgG6d2rEzvEfBqseJLoVjgD8YxOl2k9AkCYfThf3ww+FyY3O6sbtc2GwO9m9aSUbPi7BYbZhNYDabsJhM2MymaiMwRw43HRmpsZrrzunpIiKNgULOOVBQUMD+skoCwdDhL3+D0OFEYBx+cHg0oio8/PcRMgwwDH7YupUWnbpxwcWXU+lwUmkyY5hMYAJMYJit2PbuxZc9AAzoCZhLS5g+N4/SABghg1AoWPWnYWAYoao/QyFCodDh5aGq54f/rFpnVK03jrQ78meQ0OGfq7YbIhQ86udQkFAwGLGL6plMJqx2OzabHavNTkFhITZMJDqdmDFhMpmxmC2YzWbMZgsWs7VqIq/JhNVsZduhQ2ypKOHuW28lOioKs8lUFWCOzI05PPJiCgVZumU1WYlROOx2rOaqkRqr2YS5Dl1jR0REFHLOibfffpuysrIz3k6fzu3xAbuP12DHDnD/995FTaMSgQAr8uae8XufLWazBbPFjMViqZqDYrFgsVgxW6v+PPpns8WKxVr1MFusWK1HltkwW23hdRarHavNhsVmx2qzYrXZMVssmEzmqgxogvnz5zN/zhyau+JJsNshFAS/H1OlF3xeTD4vBPyYAgEOlpfx7vJ8+l14Id0zUw4fXqoKL2YT1Sb5+g9frybWacNm018fEZG6TL+lzwFPbCyGyQKHvyBNACYTJkxVX5iHvzSrfjRXratqVNXeZGLnzp1YQyFirFUhxsAgRNURl1BVU2wuJ0aFFwALJowQ7Kwsp3XrNng8nqr3Mpsxm6rOxjGZTXD4Z/Phn81mc1U4MJkwmc1VD1PVn2aTGcymqjbmI8ssmMwWTBYTFpMFk6Vqmdn631ESk6Uq2JhNlvD+HokJR/JCVRg5qh8OLzvS9uiRFLPJhMXM4T9N1daZjmpz9LLmORfz3oRneOTd1fy6Y0faxsRwrHGWwvJynly+DCM6mkf/97dEO/RXQkSkodBv9HPg7rvvZn3RISoDwRrrjvVFG44AR63821//SqoBzd0eoGquSwgDQiFK8IPJRHKrVlSu3QohAzMmvKYgefv3cHGbzrTv0L7G+5oO/+dIoDicqw4fZjGF24T/DAeOw1WG2x7d7r+v4+jnP1pX7efD2zrSxnz0to76+UxE2WP4+KP/cPVPfsJv58+jZ1IyVzRrRqvYWCwmEzsOHWLaju0sKCwko1kzpuXm0rRp0zN6TxERqVsUcs4Bs8lEy0Q3gVDV/JT/fl2bOEaeqfHcZILvZn/FjqI9dMlsCYZxeCTFhGECU3ISmC3QsRWmed+A34cpEGRP6UE+X7WSsSOup0PKf0cu6tL9mM6nJk2aMGv2bCZPnsyEv/6VPy7Lr7a+VVYWTz/zDHfeeSdxcXGRKVJERM4ZhZxzxGG14DiD11828BL+9txz3JzQBKfFgs8TQ2Vs1aiO2esFi5WDBw8SiI+FYADnwRLmbNyNJ8pN3z59NAn2MIfDwR133MEdd9zBqlWr2Lp1K8FgkNTUVHr37o1Zp26LiDRYCjl11C9/+Uuefvpp5u7dw+CUVByHyrBVVP63gd2GIy4O75494PPj8/mYs38f9z3wK5xOZ+QKr8M6d+5M586dI12GiIicJ/pnbB3VokULfn799UzeuY0fyg5hDoWw+v1HPQJYrVas/gB4vby0aQMBs4mRI0dGunQREZE6QSGnDvvHa6/RoXNnHl+/lll7CvGFQjXabCsv4+mN61hRUsz7H3xAVlZWBCoVERGpe3S4qg6LiYnhm9mzuX3ECF7++GPe2bmd/rHxJNgd4LBzI/DImu9IiItj6n8+rNWVjkVERBo6jeTUcTExMfzno4/YsGEDd48axeYoF9MPHWRxsOqidO+88w4/bNumgCMiIvIjCjn1RJs2bXj22WfZ9P337DtwgHUbNgDwk5/8BKtVA3IiIiI/ppAjIiIiDZJCjoiIiDRICjkiIiLSICnkiIiISIOkkCMiIiINkkKOiIiINEgKOSIiItIgKeSIiIhIg6SQIyIiIg1So75UrmEYAJSUlES4ktrz+/2Ul5dTUlKCzWaLdDmNhvo9ctT3kaF+jxz1/fEd+d4+8j1+PI065JSWlgKQkZER4UpERESktkpLS4mNjT3uepNxshjUgIVCIXbt2kVMTAwmkynS5dRKSUkJGRkZbN++HY/HE+lyGg31e+So7yND/R456vvjMwyD0tJS0tPTMZuPP/OmUY/kmM1mmjVrFukyzojH49GHPwLU75Gjvo8M9XvkqO+P7UQjOEdo4rGIiIg0SAo5IiIi0iAp5NRTDoeDRx99FIfDEelSGhX1e+So7yND/R456vsz16gnHouIiEjDpZEcERERaZAUckRERKRBUsgRERGRBkkhR0RERBokhZx65LHHHsNkMlV7tG/fPtJlNRo7d+7kF7/4BYmJibhcLrp06cLSpUsjXVaD1qJFixqfeZPJxKhRoyJdWoMXDAb5/e9/T1ZWFi6Xi1atWvHkk0+e9F5BcuZKS0sZM2YMmZmZuFwuBgwYwJIlSyJdVr3UqK94XB916tSJr7/+OvzcatX/wvPhwIEDXHDBBVx66aV89dVXJCUlsXHjRuLj4yNdWoO2ZMkSgsFg+PmqVasYPHgw119/fQSrahyefvppXn75Zd588006derE0qVLueOOO4iNjeVXv/pVpMtr0O6++25WrVrFW2+9RXp6Om+//TaDBg1izZo1NG3aNNLl1Ss6hbweeeyxx/jkk09YsWJFpEtpdH73u98xf/585s6dG+lSGrUxY8bwxRdfsHHjxnp3v7n65ic/+QkpKSn885//DC8bPnw4LpeLt99+O4KVNWwVFRXExMTw6aefMnTo0PDyXr16ceWVV/KHP/whgtXVPzpcVc9s3LiR9PR0WrZsyS233MK2bdsiXVKj8Nlnn9G7d2+uv/56kpOT6dGjB//4xz8iXVaj4vP5ePvtt7nzzjsVcM6DAQMGMGPGDDZs2ADAt99+y7x587jyyisjXFnDFggECAaDOJ3OastdLhfz5s2LUFX1l0JOPdKvXz8mTZrE1KlTefnll9myZQsXXXQRpaWlkS6twfv+++95+eWXadOmDdOmTWPkyJH86le/4s0334x0aY3GJ598QnFxMbfffnukS2kUfve733HjjTfSvn17bDYbPXr0YMyYMdxyyy2RLq1Bi4mJITs7myeffJJdu3YRDAZ5++23ycvLY/fu3ZEur97R4ap6rLi4mMzMTJ577jnuuuuuSJfToNntdnr37s2CBQvCy371q1+xZMkS8vLyIlhZ45GTk4Pdbufzzz+PdCmNwr///W8efPBB/vznP9OpUydWrFjBmDFjeO655xgxYkSky2vQNm/ezJ133smcOXOwWCz07NmTtm3bkp+fz9q1ayNdXr2iWav1WFxcHG3btmXTpk2RLqXBS0tLo2PHjtWWdejQgf/85z8Rqqhx2bp1K19//TUfffRRpEtpNB588MHwaA5Aly5d2Lp1K0899ZRCzjnWqlUrZs+eTVlZGSUlJaSlpXHDDTfQsmXLSJdW7+hwVT126NAhNm/eTFpaWqRLafAuuOAC1q9fX23Zhg0byMzMjFBFjcsbb7xBcnJytYmYcm6Vl5djNlf/irBYLIRCoQhV1PhERUWRlpbGgQMHmDZtGtdcc02kS6p3NJJTj/zmN7/h6quvJjMzk127dvHoo49isVi46aabIl1agzd27FgGDBjA//3f//Hzn/+cxYsX8+qrr/Lqq69GurQGLxQK8cYbbzBixAhdMuE8uvrqq/njH/9I8+bN6dSpE8uXL+e5557jzjvvjHRpDd60adMwDIN27dqxadMmHnzwQdq3b88dd9wR6dLqH0PqjRtuuMFIS0sz7Ha70bRpU+OGG24wNm3aFOmyGo3PP//c6Ny5s+FwOIz27dsbr776aqRLahSmTZtmAMb69esjXUqjUlJSYjzwwANG8+bNDafTabRs2dL4f//v/xlerzfSpTV47733ntGyZUvDbrcbqampxqhRo4zi4uJIl1UvaeKxiIiINEiakyMiIiINkkKOiIiINEgKOSIiItIgKeSIiIhIg6SQIyIiIg2SQo6IiIg0SAo5IiIi0iAp5IiIiEiDpJAjIg3SwIEDGTNmTI3lkyZNIi4u7rzXIyLnn0KOiIiINEi6252I1EsDBw6kc+fOALz11lvYbDZGjhzJE088gclkinB1IlIXaCRHROqtN998E6vVyuLFi3nxxRd57rnneO211yJdlojUEbpBp4jUSwMHDqSoqIjVq1eHR25+97vf8dlnn7FmzRoGDhzIggULsNvt1V4XCARwOp0UFxdHoGoROZ80kiMi9Vb//v2rHZrKzs5m48aNBINBAG655RZWrFhR7fHEE09EqlwROc80J0dEGqzY2Fhat25dbVlycnKEqhGR800jOSJSby1atKja84ULF9KmTRssFkuEKhKRukQhR0TqrW3btjFu3DjWr1/Pu+++y9/+9jceeOCBSJclInWEDleJSL112223UVFRQd++fbFYLDzwwAPce++9kS5LROoInV0lIvXSwIED6d69Oy+88EKkSxGROkqHq0RERKRBUsgRERGRBkmHq0RERKRB0kiOiIiINEgKOSIiItIgKeSIiIhIg6SQIyIiIg2SQo6IiIg0SAo5IiIi0iAp5IiIiEiDpJAjIiIiDZJCjoiIiDRI/x9UoVoFgJr+uwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fit_args = {\"fin\": -1}\n", "titan.fitresults[2][\"H02\"].figure" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fitresults[1][\"H02\"].figure" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "titan.fitresults[0][\"H02\"].figure" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "set()" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fitresults[1].keys() - titan.fitresults[0].keys()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "FitResult(figure=None, result=None, mini=None)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fitresults[0][\"H02\"]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# titan.export_png(2, \"oouu\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_47090/1226966655.py:7: UserWarning: Marking dataset y0 for removal due to insufficient data points.\n", " rfit = fitting.fit_binding_glob(ds)\n" ] }, { "data": { "text/plain": [ "FitResult(figure=
, result=, mini=)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "well = \"H02\"\n", "y0 = np.array(titan.data[0][well])\n", "y1 = np.array(titan.labelblocksgroups[1].data_buffersubtracted[well])\n", "y1 = np.array(titan.data[1][well])\n", "x = np.array(titan.conc)\n", "ds = fitting.Dataset(x, {\"y0\": y0, \"y1\": y1}, is_ph=True)\n", "rfit = fitting.fit_binding_glob(ds)\n", "\n", "rfit" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
S0_defaultsS0_defaultS1_defaultsS1_defaultKsKctrl
well
C022492.49976728.618974336.34215128.3055537.0867510.034254NaN
D0313972.93707765.822680780.86413131.3483797.9281300.009028NaN
E0610175.661717173.763829466.91552572.9209318.0439940.030580NaN
E075411.20787159.984555297.31815126.1187688.0111550.020380NaN
E032737.06308316.342103191.4202767.5105337.9617050.011430NaN
........................
H0826422.682948248.1034911438.269033102.4357008.0582640.016842NaN
B035872.41790571.701391857.24133182.6307686.8952760.039918NaN
C063456.54788739.555628396.13751938.5491067.1053720.033106NaN
F102398.05863861.244767175.01349547.3660507.3934030.062853NaN
G062025.12435428.413971136.43329612.7879887.9810790.026533NaN
\n", "

92 rows × 7 columns

\n", "
" ], "text/plain": [ " S0_default sS0_default S1_default sS1_default K sK \\\n", "well \n", "C02 2492.499767 28.618974 336.342151 28.305553 7.086751 0.034254 \n", "D03 13972.937077 65.822680 780.864131 31.348379 7.928130 0.009028 \n", "E06 10175.661717 173.763829 466.915525 72.920931 8.043994 0.030580 \n", "E07 5411.207871 59.984555 297.318151 26.118768 8.011155 0.020380 \n", "E03 2737.063083 16.342103 191.420276 7.510533 7.961705 0.011430 \n", "... ... ... ... ... ... ... \n", "H08 26422.682948 248.103491 1438.269033 102.435700 8.058264 0.016842 \n", "B03 5872.417905 71.701391 857.241331 82.630768 6.895276 0.039918 \n", "C06 3456.547887 39.555628 396.137519 38.549106 7.105372 0.033106 \n", "F10 2398.058638 61.244767 175.013495 47.366050 7.393403 0.062853 \n", "G06 2025.124354 28.413971 136.433296 12.787988 7.981079 0.026533 \n", "\n", " ctrl \n", "well \n", "C02 NaN \n", "D03 NaN \n", "E06 NaN \n", "E07 NaN \n", "E03 NaN \n", "... ... \n", "H08 NaN \n", "B03 NaN \n", "C06 NaN \n", "F10 NaN \n", "G06 NaN \n", "\n", "[92 rows x 7 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fitresults_df[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[9268.0, 7091.0, 3372.0, 1415.0, 793.0, 618.0, 345.0]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.datafit_params = {\"bg\": 1, \"nrm\": 0, \"dil\": 0}\n", "titan.fitdata[1][\"E06\"]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'_fitdata',\n", " '_fitdata_params',\n", " '_fitkws',\n", " '_fitresults',\n", " '_fitresults_df',\n", " 'datafit_params',\n", " 'fit_args',\n", " 'keys_unk'}" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(titan.__dict__.keys()) - set(tit.__dict__.keys())" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 500/500 [00:03<00:00, 163.41it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The chain is shorter than 50 times the integrated autocorrelation time for 3 parameter(s). Use this estimate with caution and run a longer chain!\n", "N/50 = 10;\n", "tau: [41.79101671 25.77808566 39.55477457]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "np.random.seed(0) # you can replace 0 with any seed you prefer\n", "\n", "remcee = rfit.mini.emcee(burn=50, steps=500, workers=8, thin=10)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[7.86, 7.91]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, hdi = plotting.plot_emcee(remcee)\n", "print(hdi)" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "R1 = res.params[\"S0_1\"].value / res.params[\"S1_1\"].value\n", "R2 = res.params[\"S0_2\"].value / res.params[\"S1_2\"].value\n", "res.params.add(\"R_1\", value=R1, min=0, max=200)\n", "res.params.add(\"R_2\", value=R2, min=0, max=200)\n", "res.params.pop(\"S0_1\")\n", "res.params.pop(\"S0_2\")\n", "# res.params.add(\"__lnsigma\", value=np.log(0.1), min=np.log(0.001), max=np.log(6))\n", "res.params" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Value at which the probability of being higher is 99%: 7.861435378874649\n" ] }, { "data": { "text/plain": [ "array([], dtype=object)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "samples = remcee.flatchain[[\"K\"]]\n", "# Convert the dictionary of flatchains to an ArviZ InferenceData object\n", "samples_dict = {key: np.array(val) for key, val in samples.items()}\n", "idata = az.from_dict(posterior=samples_dict)\n", "k_samples = idata.posterior[\"K\"].values\n", "percentile_value = np.percentile(k_samples, 3)\n", "print(f\"Value at which the probability of being higher is 99%: {percentile_value}\")\n", "\n", "az.plot_forest(k_samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cl titration analysis" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PlateScheme(file='scheme.txt', _buffer=['D01', 'E01', 'D12', 'E12'], _ctrl=['G01', 'F12', 'H01', 'H12', 'F01', 'G12', 'A01', 'B01', 'B12', 'C01', 'C12', 'A12'], _names={'G03': {'B12', 'A01', 'H12'}, 'NTT': {'F01', 'C12', 'F12'}, 'S202N': {'C01', 'G12', 'H01'}, 'V224Q': {'B01', 'G01', 'A12'}})" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cl_an = prtecan.TitrationAnalysis.fromlistfile(\"list.cl\")\n", "cl_an.load_scheme(\"scheme.txt\")\n", "cl_an.scheme" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 0 0 0 0 0 0 0 0]\n" ] }, { "data": { "text/plain": [ "array([ 0. , 17.54385965, 34.48275862, 50.84745763,\n", " 66.66666667, 81.96721311, 96.77419355, 138.46153846,\n", " 164.17910448])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cl_an.load_additions(\"additions.cl\")\n", "print(cl_an.conc)\n", "cl_an.conc = prtecan.calculate_conc(cl_an.additions, 1000)\n", "cl_an.conc" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lbg = cl_an.labelblocksgroups[1]\n", "x = cl_an.conc\n", "plt.plot(x, lbg.data[\"D01\"])\n", "plt.plot(x, lbg.data[\"E01\"])\n", "plt.plot(x, lbg.data[\"D12\"])\n", "plt.plot(x, lbg.data[\"E12\"])\n", "plt.plot(x, cl_an.labelblocksgroups[1].data[\"D12\"])\n", "plt.plot(x, cl_an.labelblocksgroups[1].data[\"E12\"])\n", "plt.plot(x, lbg.data[\"A11\"])\n", "plt.plot(x, np.array(cl_an.labelblocksgroups[1].data[\"A11\"]) / 2, \"--\")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "62.5" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lbg.labelblocks[1].buffer" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = cl_an.plot_buffer()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
name value standard error relative error initial value min max vary
S0_default 9787.25916 76.0449214 (0.78%) 8993.0 0.00000000 inf True
S1_default 540.624381 32.2119976 (5.96%) 455.0 -inf inf True
K 8.03575022 0.01411130 (0.18%) 7.7 3.00000000 11.0000000 True
" ], "text/plain": [ "Parameters([('S0_default', ), ('S1_default', ), ('K', )])" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.datafit_params = {} # Use raw data\n", "titan.fitresults[1][\"H06\"].result.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This what is done for each label." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
name value standard error relative error initial value min max vary
S0_default 9787.25916 76.0449214 (0.78%) 8993.0 0.00000000 inf True
S1_default 540.624381 32.2119976 (5.96%) 455.0 -inf inf True
K 8.03575022 0.01411130 (0.18%) 7.7 3.00000000 11.0000000 True
" ], "text/plain": [ "Parameters([('S0_default', ), ('S1_default', ), ('K', )])" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "well = \"H06\"\n", "lbg = titan.labelblocksgroups[1]\n", "x = titan.conc\n", "y = lbg.data[well]\n", "ds = fitting.Dataset(np.array(x), np.array(y), True)\n", "fitting.fit_binding_glob(ds).result.params" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True 13.697230635532499 1.612338958882916\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fres = titan.fitresults[2][well]\n", "print(fres.is_valid(), fres.result.bic, fres.result.redchi)\n", "fres.figure" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "# titan.plot_all_wells(\"cl.pdf\")" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "S0_default NaN\n", "sS0_default NaN\n", "S1_default NaN\n", "sS1_default NaN\n", "K NaN\n", "sK NaN\n", "ctrl NaN\n", "Name: H02, dtype: object" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fitresults_df[0].loc[\"H02\"]" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = titan.plot_k(1, title=\"2014-12-23\")" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " K s K S0_y0 s S0_y0 S1_y0 s S1_y0 S0_y1 s S0_y1 S1_y1 s S1_y1\n", " G03\n", "H12 7.93 0.013 1.43e+04 5.1e+02 2.26e+04 3.1e+02 5.72e+03 39 377 19\n", "A01 7.94 0.019 1.47e+04 4.2e+02 2.25e+04 2.5e+02 5.06e+03 51 302 24\n", "B12 7.99 0.036 1.43e+04 2.1e+02 1.88e+04 1.2e+02 2.83e+03 55 215 25\n", " NTT\n", "F12 7.59 0.031 1.6e+04 4.9e+02 2.32e+04 3.6e+02 2.8e+03 35 404 23\n", "F01 7.53 0.027 2.52e+04 1.9e+03 4.62e+04 1.5e+03 7.93e+03 86 1.04e+03 59\n", "C12 7.58 0.034 1.54e+04 5.5e+02 2.17e+04 4.1e+02 2.53e+03 35 357 23\n", " S202N\n", "H01 7 0.027 2.6e+04 1.8e+03 3.4e+04 1.9e+03 5.13e+03 45 729 48\n", "G12 7.03 0.049 1.74e+04 9.1e+02 2.17e+04 9.3e+02 2.34e+03 38 328 39\n", "C01 6.93 0.042 3.25e+04 1.8e+03 4.21e+04 1.9e+03 6.9e+03 92 916 1e+02\n", " V224Q\n", "G01 8.08 0.027 2.74e+04 5.4e+03 4e+04 3e+03 1.81e+04 2.9e+02 373 1.2e+02\n", "B01 7.91 0.015 2.47e+04 1.6e+03 3.93e+04 9.7e+02 1.52e+04 1.2e+02 503 58\n", "A12 8.12 0.057 1.89e+04 1.2e+03 2.85e+04 6.4e+02 1.11e+04 3.7e+02 379 1.4e+02\n", "\n", " K s K S0_y0 s S0_y0 S1_y0 s S1_y0 S0_y1 s S0_y1 S1_y1 s S1_y1\n", " UNK\n", "H10 8.08 0.023 1.25e+04 6.1e+02 1.78e+04 3.4e+02 3.2e+03 41 201 16\n", "H08 8.06 0.017 2.98e+04 5.1e+03 6.13e+04 2.9e+03 2.64e+04 2.4e+02 1.44e+03 1e+02\n", "H07 8.07 0.023 1.76e+04 3.6e+03 2.92e+04 2e+03 1.02e+04 1.3e+02 487 54\n", "G11 8.05 0.017 1.09e+04 3.3e+02 1.41e+04 1.9e+02 1.56e+03 14 115 6\n", "E08 8.07 0.028 1.36e+04 1.1e+03 1.88e+04 6.3e+02 3.94e+03 61 209 25\n", "H09 8.05 0.018 1.73e+04 1.7e+03 3.08e+04 9.7e+02 1.03e+04 1.1e+02 547 44\n", "E10 8.03 0.01 1.38e+04 3.7e+02 1.77e+04 2.1e+02 2.2e+03 12 202 5.2\n", "H06 8.04 0.014 1.74e+04 2.3e+03 3.01e+04 1.3e+03 9.79e+03 73 541 31\n", "G10 8.06 0.026 1.13e+04 2.5e+02 1.32e+04 1.4e+02 903 13 82.3 5.3\n", "D11 8.04 0.018 1.25e+04 2.4e+02 1.62e+04 1.3e+02 2.36e+03 23 175 9.8\n", "H11 8.03 0.016 1.36e+04 1.2e+03 2.07e+04 6.7e+02 5.04e+03 43 279 18\n", "G09 8.04 0.023 1.26e+04 2.9e+02 1.5e+04 1.6e+02 1.14e+03 14 108 6\n", "G08 8.06 0.036 1.32e+04 1.3e+03 1.76e+04 7.3e+02 3.62e+03 73 166 30\n", "E11 8.03 0.017 1.21e+04 9e+02 1.71e+04 5.1e+02 3.6e+03 34 222 14\n", "D10 8.03 0.019 1.54e+04 9.4e+02 2.38e+04 5.4e+02 6.6e+03 69 356 30\n", "G07 8.05 0.028 1.23e+04 4.4e+02 1.55e+04 2.4e+02 1.9e+03 29 127 12\n", "D07 8.02 0.015 1.45e+04 6e+02 2.06e+04 3.4e+02 4.84e+03 40 271 17\n", "E06 8.05 0.03 1.79e+04 2.4e+03 2.9e+04 1.3e+03 1.02e+04 1.7e+02 469 71\n", "D08 8 0.011 1.27e+04 3.6e+02 1.68e+04 2.1e+02 2.94e+03 17 182 7.3\n", "E07 8.01 0.019 1.45e+04 1e+03 2.18e+04 5.9e+02 5.41e+03 57 298 25\n", "H04 7.99 0.0076 1.5e+04 6.6e+02 2.27e+04 3.9e+02 5.26e+03 21 339 9.5\n", "E09 8.02 0.024 1.26e+04 5e+02 1.51e+04 2.9e+02 2.05e+03 27 122 11\n", "E02 8.01 0.02 1.71e+04 1.9e+03 2.67e+04 1.1e+03 7.77e+03 86 405 38\n", "D09 7.99 0.013 1.3e+04 2.7e+02 1.78e+04 1.6e+02 3.21e+03 22 204 9.8\n", "H03 7.99 0.01 1.88e+04 2.1e+03 3.31e+04 1.2e+03 1.09e+04 59 606 27\n", "E04 8 0.022 1.88e+04 2.5e+03 3.05e+04 1.4e+03 1.04e+04 1.3e+02 476 55\n", "E05 7.99 0.016 1.42e+04 6.4e+02 1.96e+04 3.7e+02 3.97e+03 34 243 15\n", "H05 7.98 0.012 1.94e+04 2.4e+03 3.45e+04 1.4e+03 1.24e+04 78 693 35\n", "F05 7.96 0.0068 1.42e+04 4.2e+02 2.06e+04 2.5e+02 4.43e+03 16 279 7.3\n", "F03 7.96 0.0074 1.21e+04 2.7e+02 1.51e+04 1.6e+02 1.52e+03 5.8 133 2.7\n", "D05 7.98 0.015 1.85e+04 1.3e+03 2.93e+04 7.8e+02 9.45e+03 75 493 34\n", "D04 7.97 0.016 1.74e+04 1.4e+03 2.84e+04 8.2e+02 9.07e+03 78 483 35\n", "E03 7.96 0.011 1.34e+04 3.2e+02 1.8e+04 1.9e+02 2.74e+03 16 191 7.1\n", "G06 7.98 0.025 1.27e+04 3.2e+02 1.59e+04 1.9e+02 2.03e+03 27 136 12\n", "F08 7.97 0.019 1.44e+04 9.4e+02 1.9e+04 5.6e+02 3.54e+03 36 262 16\n", "D03 7.93 0.0089 2.11e+04 1.6e+03 3.82e+04 9.9e+02 1.4e+04 65 781 31\n", "F04 7.92 0.01 1.67e+04 1.1e+03 2.5e+04 7e+02 7e+03 36 411 17\n", "F02 7.91 0.0074 1.7e+04 1.3e+03 2.5e+04 8.1e+02 7.61e+03 29 387 14\n", "H02 7.92 0.014 nan nan nan nan 4.35e+04 3.1e+02 2.4e+03 1.5e+02\n", "G03 7.98 0.047 1.77e+04 3.7e+03 2.14e+04 2.2e+03 7.18e+03 1.9e+02 194 83\n", "F06 7.92 0.016 1.49e+04 3e+02 1.97e+04 1.8e+02 3.45e+03 29 253 14\n", "F09 7.9 0.014 1.34e+04 4e+02 1.95e+04 2.4e+02 3.98e+03 28 287 14\n", "G02 7.92 0.024 1.55e+04 1.4e+03 2.08e+04 8.8e+02 5.35e+03 66 268 32\n", "G05 7.94 0.038 1.57e+04 2.1e+03 2.01e+04 1.3e+03 5.68e+03 1.2e+02 222 54\n", "F07 7.88 0.0095 1.41e+04 2.1e+02 2.05e+04 1.3e+02 4.07e+03 19 296 9.7\n", "F11 7.88 0.017 1.25e+04 3.6e+02 1.67e+04 2.2e+02 2.71e+03 23 195 12\n", "G04 7.89 0.027 1.71e+04 2e+03 2.26e+04 1.2e+03 6.06e+03 84 307 42\n", "D06 7.45 0.023 1.66e+04 1.7e+03 1.67e+04 1.4e+03 3.34e+03 34 123 25\n", "F10 7.41 0.068 1.37e+04 4.1e+02 1.56e+04 3.4e+02 2.41e+03 67 180 51\n", "A09 7.3 0.042 2.47e+04 9.5e+02 3.13e+04 8.4e+02 5.37e+03 84 672 70\n", "A08 7.31 0.052 2.94e+04 2.5e+03 3.47e+04 2.2e+03 6.86e+03 1.4e+02 582 1.2e+02\n", "A06 7.54 0.19 4.51e+04 1.8e+03 6.15e+04 1.9e+03 1.38e+04 1.2e+03 2.83e+03 8.5e+02\n", "B08 7.25 0.099 1.6e+04 6.2e+02 2.51e+04 5.5e+02 2.36e+03 84 494 74\n", "A07 7.16 0.057 2.75e+04 1.3e+03 3.59e+04 1.2e+03 6.23e+03 1.3e+02 691 1.2e+02\n", "C06 7.11 0.035 2.05e+04 5.3e+02 2.45e+04 5.2e+02 3.46e+03 42 398 40\n", "B05 7.17 0.065 2.45e+04 1.2e+03 3.03e+04 1.2e+03 5.02e+03 1.2e+02 565 1.1e+02\n", "A02 7.13 0.059 2.28e+04 4.8e+02 2.93e+04 4.7e+02 3.9e+03 82 430 79\n", "C02 7.09 0.039 1.75e+04 5.3e+02 2.07e+04 5.3e+02 2.5e+03 33 339 32\n", "A03 7.06 0.042 3.81e+04 1.4e+03 5.39e+04 1.4e+03 1e+04 1.4e+02 1.36e+03 1.4e+02\n", "B07 7.11 0.068 4.25e+04 2.1e+03 5.87e+04 2e+03 1.22e+04 2.9e+02 1.48e+03 2.8e+02\n", "B02 7.16 0.096 1.96e+04 6.5e+02 3.15e+04 6.1e+02 3.37e+03 1.2e+02 760 1.1e+02\n", "C08 7.02 0.033 3.43e+04 1e+03 4.7e+04 1e+03 8.71e+03 95 1.13e+03 98\n", "A11 7.07 0.057 2.46e+04 1.2e+03 3.2e+04 1.2e+03 5.03e+03 97 655 97\n", "C04 7.15 0.1 2.24e+04 1e+03 3.8e+04 1e+03 4.37e+03 1.6e+02 906 1.5e+02\n", "A10 7.04 0.048 3.16e+04 1.3e+03 4.47e+04 1.3e+03 7.04e+03 1.1e+02 1.13e+03 1.1e+02\n", "D02 7.02 0.046 2.45e+04 7.7e+02 3.07e+04 8e+02 4.6e+03 68 684 71\n", "C10 7.02 0.048 2.04e+04 7.9e+02 2.73e+04 8.2e+02 3.43e+03 53 523 56\n", "C07 6.97 0.027 2.47e+04 9.4e+02 3.19e+04 9.9e+02 4.55e+03 39 601 43\n", "B11 7 0.044 2.45e+04 7.8e+02 3.22e+04 8.2e+02 4.62e+03 64 761 68\n", "C09 6.95 0.027 3.6e+04 1.5e+03 4.31e+04 1.6e+03 7.98e+03 71 847 78\n", "B04 6.95 0.033 3.29e+04 1.3e+03 4.4e+04 1.4e+03 8.22e+03 86 1.08e+03 95\n", "C05 6.96 0.041 3.61e+04 1.4e+03 4.67e+04 1.5e+03 8.25e+03 1.1e+02 1.05e+03 1.2e+02\n", "B06 6.94 0.038 3.17e+04 1.2e+03 4.31e+04 1.3e+03 7.06e+03 85 989 95\n", "A05 6.96 0.05 3.31e+04 1.5e+03 4.42e+04 1.6e+03 7.14e+03 1.1e+02 940 1.3e+02\n", "B09 6.9 0.034 2.48e+04 7.9e+02 3.34e+04 8.7e+02 4.61e+03 47 773 54\n", "C11 6.89 0.034 1.85e+04 3.7e+02 2.4e+04 4.1e+02 2.64e+03 26 494 30\n", "C03 6.88 0.033 2.95e+04 7.9e+02 3.97e+04 8.8e+02 6.15e+03 61 1.03e+03 71\n", "B03 6.91 0.047 2.83e+04 9e+02 3.71e+04 9.9e+02 5.89e+03 86 874 98\n", "B10 6.91 0.063 2.77e+04 1.3e+03 3.63e+04 1.4e+03 5.65e+03 1.1e+02 873 1.2e+02\n", "A04 6.93 0.083 2.11e+04 7.7e+02 2.82e+04 8.4e+02 3.23e+03 83 529 93\n" ] } ], "source": [ "titan.print_fitting(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## selection" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TitrationAnalysis('Titration(files=[\"pH9.1_200214.xls\", \"pH8.3_200214.xls\", ...], conc=array([9.06, 8.35, 7.7 , 7.08, 6.44, 5.83, 4.99]), data_size=2)'\n", " (kwargs) fitkws ={}\n", " (preprocess) fitdata_params={}\n", " results_size =3)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TitrationAnalysis('Titration(files=[\"pH9.1_200214.xls\", \"pH8.3_200214.xls\", ...], conc=array([9.06, 8.35, 7.7 , 7.08, 6.44, 5.83, 4.99]), data_size=2)'\n", " (kwargs) fitkws ={}\n", " (preprocess) fitdata_params={'dil': 1, 'nrm': 1}\n", " results_size =3)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fitdata_params = {\"dil\": 1, \"nrm\": 1}\n", "titan" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = titan.plot_ebar(0, y=\"S1_default\", yerr=\"sS1_default\")" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = titan.plot_ebar(2, y=\"S1_y1\", yerr=\"sS1_y1\", xmin=7.7, ymin=25)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/dan/workspace/ClopHfit/.hatch/clophfit/lib/python3.10/site-packages/seaborn/axisgrid.py:1609: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " func(x=x, y=y, **kwargs)\n", "/home/dan/workspace/ClopHfit/.hatch/clophfit/lib/python3.10/site-packages/seaborn/axisgrid.py:1609: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " func(x=x, y=y, **kwargs)\n", "/home/dan/workspace/ClopHfit/.hatch/clophfit/lib/python3.10/site-packages/seaborn/axisgrid.py:1609: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " func(x=x, y=y, **kwargs)\n", "/home/dan/workspace/ClopHfit/.hatch/clophfit/lib/python3.10/site-packages/seaborn/axisgrid.py:1507: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " func(x=vector, **plot_kwargs)\n", "/home/dan/workspace/ClopHfit/.hatch/clophfit/lib/python3.10/site-packages/seaborn/axisgrid.py:1507: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " func(x=vector, **plot_kwargs)\n", "/home/dan/workspace/ClopHfit/.hatch/clophfit/lib/python3.10/site-packages/seaborn/axisgrid.py:1507: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " func(x=vector, **plot_kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.set_style(\"whitegrid\")\n", "g = sb.PairGrid(\n", " titan.fitresults_df[1],\n", " x_vars=[\"K\", \"S1_default\", \"S0_default\"],\n", " y_vars=[\"K\", \"S1_default\", \"S0_default\"],\n", " # hue='SB',\n", " palette=\"Blues\",\n", " diag_sharey=False,\n", ")\n", "g.map_lower(plt.scatter)\n", "g.map_upper(sb.kdeplot, fill=True)\n", "g.map_diag(sb.kdeplot)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABD4AAAPXCAYAAADDu4sRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeZgU1aH//09Vr7P1LDDs6wCyKAhuQEBUEBFwiUaT6DdKBLfEffldl6gxud6guYkalygCGpN4TdSYRBAVUQNqUKOoiBvisIqss/TMdPd0d1X9/mhpGGaGgWGWnvL9eh4f7Tqnqs6p7r43/ZmzGI7jOAIAAAAAAHAhs70bAAAAAAAA0FoIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1vO3dADfavr1qn+WmaaioKEdlZTWybaeNWtV66E9my6T+FBfntev9AQAAAHz7MOKjHZimIcMwZJpGezelRdCfzOa2/gAAAADAgSD4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLcNxHKe9G+E2lmU3WcfjMferXkdBfzJbpvTH4yFrBQAAANC2CD4AAAAAAIBr8edXAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXIvgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK5F8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtb3s3wI0sy1ZZWU2j5aZpqKgoR2VlNbJtpw1b1jroT2bLpP4UF+e1+j22b69q9Xvsj0x67pmGZ9Ow1nwubfHdAwAAyFSM+GgHpmnIMAyZptHeTWkR9Cezua0/HQXPvXE8m4bxXAAAAFoHwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1WNwUjTIMKdtry+fEZViWbK9fUceveJLFCAEAAAAAHQPBBxpkmobyvXEZ/3lJ2rZBkuTx+pVz2Hfk6zFENQkGCwEAAAAAMh/BBxqU50nKWPq0VF2x+2AyLuODfyng9au2+BAlk3a7tQ8AAAAAgP3Bn+1Rj2EYMiMVdUOPPa16U9lGvC2bBAAAAABAsxB8oB6Px5DKtzZeIVYj07barkEAAAAAADQTwQfqsW1Hyi1ovILXL8f0tFl7AAAAAABoLoKPDGUYqX/ag207cvKLJV+g4QoDRyoqf9s2CgAAAACAZiD4yDABv6nCPJ8Ks5X6J8+ngL/t36Yq2y/n+O9Lwey6Bb0OkTXgCMUTmb+wqd8jhZJVyo9XKNeOyOPh4w4AAAAA3zbs6pJBsoIeZatWRtn2Osdz8zrLE8xSJJaUx2PKNA1Zlp2aknKQDEMKeqWAk5DkKGF4FbU8sixHYTOk3Ik/khmrluJRKbdQcdOvmnjmBwj5TkRa+DdZS/4hxaIyuvVS3o9+qtp+wxQ1GK0CAAAAAN8WBB8ZwjCkLJ/qhR6SZNTWKCuUq6yAIcUiUjIuJ5AlyxNQVSTZ7ADENA3le2plfPCatPFzyXHk79xT/qNOUrU3pITlqNL2Sp4CGdmFcixH6gBrmuY6MdkPz5az6r30MWfLJiV/c7MCV/9CiaGjG92K1zQNmWY7zTECAAAAALS4zP/T/bdEwO+RESmve9AwpcIeUjBHRjImY+taGZVbZNSUySz/Sr7yDcrP8cpo5mIgIU9cxst/ljZ8Jjmp8MTY8ZWMxX9UrhOps8aI4xz86JK24g3vrBN67Mn604PKioXrHTcNR3blTm18Y5k+ePIvWvefFbKqK1u7qQAAAACAVsaIj3bk85nyeU1ZtiOPaciwknUr5HeRqnZIeZ2knV9J2it8sJIyw1uUnd1VNdG9zm2C12vK2PmVjG79JDlytqyXolWpQtuSseoNBUdMVjTZsUY/eDymnC8/a7Tc2blNnnhM8uamj5mGo52frNKD089SbXV1+njJ2GN0wf89JuUUtGaTAQAAAACtiBEfbcgwDOVk+xTK9UtWQjlBr3L9jvKChgJBrxxvMDXKIyuUCjscW7Kt1D9Ow1MzjNqI/M2Ir3LNuEwrIaeqQk51WMbwcTKOniLt2qZ2y3oFjAMLUzKB4zgy8gsbr2B6JG/dB5as2KkHp32vTughSaXL39GL//O/8nSE+T0AAAAAgAYRfLQR0zRUkB9QlmrliYWlSFjGNyMsTMOQJx6RkVcodeqZGmEQyJa8gdSoj6ammRzgNJSQNyHj1b/KWfJXaXOplKiV89l7cr78SMbRJ6UqBbPkiVUpy5v5u7fsybYdOX0GSv6Gt+I1R09QbSBv92vT0FcffqTampoG67/9pycVryhvsAwAAAAAkPkyPvh45ZVXdPbZZ2vUqFEaP368rrrqKm3cuLHJ8xzH0SOPPKLjjz9eI0aM0A9+8AN98MEH9ept3bpVV1xxhUaNGqVjjjlGP/vZz1S911/+W0Jerl/e2moZ9p6jKJzUbilyJI9Psm0pHpMqt0mV26XwdikSlvxZki8oeX1SbicpVJwaFSJDMj2y93obTdNQwO9R0G/WW6jT4zHl+bpUxtYNMr4zXcYJ35NR2EVGcQ+Zh46Rcguk3EIZAw6X8+5iBaPlHW6xz4g/T97/b3bqee3B6NFH5g8vVczx7D5mGCrf9FWj10rW1sqKx1utrQAAAACA1pXRa3y8/fbbuvzyy/Xd735X11xzjSoqKvS73/1OM2fO1IIFCxQMBhs9d+7cubrvvvt0/fXXa/DgwXriiSc0c+ZM/fOf/1Tv3r0lSYlEQhdeeKEk6be//a1isZjuuusuXXfddZozZ06L9cMwDHnkNDpdRfGYnGCeFI/sXmdjF9tKBSCF3VNlldskKyFl5aVGhzhSpHb3VIy8oCFvvErG5nWS4yircx9Z2QWqijlyHCmouIxPlss47gw5a1dJm9akz3U+fkvGkKNljJ0m1VRKZVullcsUHH26InbGZ2RpCcdQTc/ByvnfP8pZvVLOjq0yDzlMdrfeqvTk1hkhY9u2+hw1qtFrFfTsIV92Vls0GwAAAADQCjI6+Hj++efVo0cP/epXv0rvXFJUVKQZM2Zo1apVOuqooxo8r7a2VnPmzNHMmTP14x//WJJ05JFH6uSTT9b8+fN1++23S5JeeuklffHFF1q0aJFKSkokSaFQSLNmzdLKlSs1YsSIFumHx2PIcPaxXoZjS3Lqhx67BHKksq+k8I7dxxK1UlWZ1HuocrK8qrKTyvE58m74UKrYmq5mlG+RJ7dIoQFHqTL6zQ/+3ILUyJI9Qo90Uz77j4ySQ+W891rq/Kqyb9a46DjBh5QKPyr8+fIcfpwMQ7IsJ7UzzV7TghxHKujVW72PGKmNKz6od53TZ98ub34nWVbHmvIDAAAAAEjJ6F+zyWRSOTk5dbZrzctLrc+wr+1VV6xYoerqak2dOjV9zO/3a/LkyVq2bFn62LJlyzR48OB06CFJ48aNU0FBgZYuXdpi/bBtR47h2UcNQ5KTGt3REI+3buixi2NL2zfIY8dV4I3LF6+sE3qkr15dJjO8TV6vqbjhkzFstJw1HzbaGueTd2T0/OaZhDrJ0r7antksy1Yyae/z82LkhHTx3/6s0T/6gcxvFj7N795NM/7wsAaecAKhBwAAAAB0YBk94uPMM8/UP//5Tz3xxBM67bTTVFFRobvvvlvDhg3TEUcc0eh5paWlklQn0JCkAQMG6PHHH1csFlMwGFRpaWm9OoZhqH///ulrNJfXWzdTSgUf3wQce3F8gdRh01M//PD6Uut8NCZaJcNx5JiS8/XaRqsZ29Yqa2AXRROGlN9Jqo02fs14TAp9szPK4RNkewMKeJxGAwCPx6zz7w4pv5POuPvXmnbbTbISCWWF8uQrKFIi0fF3dHHF+wMAAAAAzZTRwcdRRx2lBx54QNddd51++ctfSpKGDh2qefPmyeNpfBRCOByW3+9XIFB3Z49QKCTHcVRZWalgMKhwOJweQbKn/Px8VVZWNrvdpmmosDCn7kHHkTx5qekse4w+cLz+VB4Sj0rZ+VJ1Wf0LGvuzuKjR+BoikmTbCvi9CuQE5FQnZPQcIOfz9xq+Uo8SOds3yTjx/8nwB5Tz5TuSlZTRZ7CUWyAjK6fB80Khjr4WRo5UvI+tcDu4jv/+AAAAAMCBy+jgY8WKFfqv//ovff/739fxxx+viooK/f73v9fFF1+s//u//9vn4qbtybYdhcOResdN01B2Vq48hmQaki1TjhwZVTtkxKNSp16p3VqiVUqPDHGc1JocOxrZySY7X7JtGZFKqVN3OQ1NiZGkTr1UHbOVVVsp482/yzz8eDmlq1JrhewpJySj/2FyBhwuZ/V7cla8li5y3l0ilRwm65hpqrF375ji8ZgKhbIUDkddMS2E/rSeeoEgAAAAALSyjA4+7rjjDo0ZM0Y33nhj+tjIkSN1/PHH65///Kd+8IMfNHheKBRSPB5XbW1tnVEf4XBYhmEoPz8/Xa+hrWsrKyvVvXv3g2p7MtnwD8x43JLXa6qwMEeV5TWyLEeFufmp4MNKpoKO/M7fjAr5ZhRHMikV9ZDKNte9mOmVinunMpJgjgxPvpysXCm6V5/8WbI791Iy7kgVm6RETPbn/5E55UeyV74pbfxcMkwZJcOlI05QpbKUG9khY4/QI610lcw+Q+UUH1LvR/Su9TTcgv4AAAAAQMeX0cHHl19+qUmTJtU51q1bNxUWFmrDhg2Nnrdr3Y61a9dqyJAh6eOlpaXq0aNHeqRISUmJVq9eXedcx3G0du1ajRs3rqW6sU+O4yiWMJSVUyRDkpGslZK1kseXWt/DkZSMy8kOSTkFUvmWb7azDUnZodRIkESt5AtKBd1l9j9cTniHnB2bUuFJ515yivsqHDPk9Zoyyrekbly1U/aHr8noOUg69JhU3R1fSYYUMuNyPnmr0TYbK19X3ol9FDYDsu3GFw0FAAAAAKC9ZfRqhz169NAnn3xS59hXX32l8vJy9ezZs9HzjjjiCOXm5uqFF15IH0skElq8eLEmTJiQPjZhwgR99tlnWrduXfrY8uXLVVFRoeOOO67lOtKESCypasuXCjtMbyrg8HpT634ka6VAlgyPL7X4aU6BVNxXSsSkbWt3T1VJxORU7ZBTXS4nWi2jxyAZg45SrFOJyiOp6Te2bcvJ67T7xo6dWkzVMGSYHik7T6qtkWrCUrSm8QbXRuXZ+Lnya7bIZxJ8AAAAAAAyV0YHHz/84Q+1ZMkS3XHHHfr3v/+tRYsW6dJLL1WnTp3qbFU7Y8YMTZ48Of06EAjokksu0aOPPqrHH39cy5cv13XXXaeKigrNmjUrXW/KlCkaNGiQrrjiCr322mtatGiRbr75Zh1//PEaMWJEm/a1Nm6rNp6UkxOSaspT63xYiVTwUVMhJx5NBRWRCsmxUqGIJPkCUlae5AvIiFXJyO8so7pM+upz6cv35Dd3T21IJm2paz/JNKXskMwjT5JTVSnn9X/Kfv3vcrZukuENyrFtGd37Nd7Ybn3krFklzb9DubGd+7f2KgAAAAAA7SCjp7qcf/758vv9evLJJ/W3v/1NOTk5GjlypO69914VFu7efcO2bVlW3W1HL7roIjmOo0cffVRlZWUaOnSo5s+fr969e6fr+Hw+zZs3T3fccYeuvfZaeb1eTZ48WTfffHOb9XFPliUpVlN/S1tJRiImxx9MhRZWUiro9s0IjWhq9Ed2QWpqjJXcfZJty7QS2vNtrk76lHf0dJm2JfvN56TYHouwfvWF7G0bZI47TSruKSc7T4pU1W2I1ydj4EjZj/9vqp1LnlbgtItb9DkAAAAAANBSDMdxmKvQwizLVllZ41NFdi1uWl5ek15sMjfbp0DAlBne0ei2tI4/KzW1JSe1k4t2bKpb1zCl4j5yvnhXqk0FGvbgsSqP1d36N+j3KHvTh9KHyxq8jzFwpJxkQmafIbI/eVta92nqPt37yThsnOwlf5M2fvFNZ3yyL79L/k7FdfrTkTX0/nRkmdSf4uL620e3tO3bq5qu1AYy6blnGp5Nw1rzubTFdw8AACBTZfSIj2+L/LyAfIkaGUl/05VNjyRDKvu6fkDi2NLOr2R0Hyhn3UrJF5RleJXeGvcbhp2UvlrT6C2cbRtk9B4ie+kzMkYeJ2PoaDk1YTmbvpT91O9Ta4Dskp2bag8AAAAAABmI4KOd+XymvHY8tZuLIckfTI/WqF85KAU8qVEfVqLhOlZCCmZLpimn/+GK26Z8PimZtJQe22MYqWs1xh+UknEpmZCz4jXpO6fJfuKehuuOmaJaX7b2I7IBAAAAAKDNZfTipt8GWUGvzPg3QUeiVgpkp6as7MXxBVLHEzGpqdlJXr80bLzk9SkntkOh+A4VZkm5WakpL7WWIeeQoxo93eh3qJz1n6Ve2JaczV/KPOkH9SuWHCb70DFKWsyWAgAAAABkJkZ8tDPTMOpOWYlUSblFqYAjUSsZhhx/dmonl50bpYKuSk1dMbT3FJYUQ0rUyjBMGVu+3H00vF2B3E5SXldVR5JK5BTJN2CkjC8/qHt6nyFSt/6pNTyqy1Mhy45NcsaeKmPwEXLWfJRagHXACCVzC1Vl+eX95lNkGIZyVCvfN0FOwp+tqBmUbROMAAAAAADaB8FHO0smbfk8vt1TV2xLqqmQPD7Jny3H65fC26Rdo0KSCSkelZPXSUbVjnrXc3ILpR2bZOQUpKazJGLpMiNSoUBekbxBR3JsOcPGyBhwuLTpc8m25fQarIQ/RzVxU8EjpypwxCTJcWQZXkUcvyzLlnfoeEmpBVz3zGscy1JuxVdy/vQ7OetWS5J8fQfJ/6MrVZXfXUmbdUAAAAAAAG2P4KOdRWJJ+XNz5IlU1C2wEqlpJv5gav2PNEMK5srw+iTTkKorUnU9Pim3QEZtVI4vKOWEUtvdSnJiERk1FVJBVzlfvCezbHPqUtkhaeBRig04Wgnrm3VAvslfoglDUQX2uG8q5WhspwFnxxbZd10nxXcHLc76L+T8+jrl3fZ7lfsKGzwPAAAAAIDWxBof7cy2HUVqHVnZ+d/s2JLieP1KZheosiouq6CX7NzOkj9HMpTarjYRl7NtY2pNkPwuUiBbzubS1GvHkrPxUzmbPpOz6TMpUiF17Sf7k39Lu0IPSYqEpZWvKmiltk5s7sbGPtORvfT5OqFHWiIu59Xn5Pc07+Iej6lcJ6qQVa1sxWWajBwBAAAAAOw/RnxkgFhtUomkqeyskLym5MhQbcJSLFwrx5HKq2x5vUH5gzkKRrfLsJJyNn0uI79YzvqPd1+oaz854R2pqTJ7ioTlbF0ro8dAOV++X+/+TukHKhwyRhVRo1nrcXgStXI++7DxCl98JF+yVnFjHzvJNCDXicn72Uey//EnOTu3ytt3oPLPnqVo596KyXfA7QQAAAAAfPsw4iNDWJatquq4ysNxVYRrFY0m0yMwcrM8CgUNBRWTmVsgo2RkarvZ7HypoEv6GkaoU/3QY5dolYz8zg0WGeEdMqrLFAo0PI2lKbbHKxV0arTcye+UqnMAgkrIs+RZWQ/8Us6mtVI0IuezlUr+91UKln4kr4eRHwAAAACAphF8ZLiCPJ8C1V/L3PqFzB3rpa2lUk25jP4j5MSqZXTqKWPQUTJ6HiI1ES44ji0ZDQQGvqAUj8nYvkE+74F/JBKGV56Tz2603JxylmLOgY3QCMarZT//1wbLrMd/p+x41QFdDwAAAADw7UTwkcGCAY88VdtkxKrrFlgJqXyzjNxCOdEqaecmKRlTaovbxhmGqfQwkvxiGYeOlznieJnDJ0gyZJR/Lb9pHXA7HUcyevaV8d0Z9YIV45T/p3iXPnIOYAERw5C0ZVPdbX73VFEmM1rdcBkAAAAAAHtgjY8M5PWa8ntNBf2SUVZRv4IvKIU6Sx6vjIJiaUuVlKiVE6uWcgoanO7iBHNTI0IMQ0avIVJeobSlVE4ynirPKZA5YJRkmJIOfJ0PIyek+HemKXDkBDmln6bSkJKhqvXnKtqc9Tj8gX2XH+DUGQAAAADAtxO/HjOIYUj5uX6ZVq3MeFjy5qpeCJFTKPmD0rZ1UjIhFfVM7epSuU1G1Q6puG9qdEWkMn2Kk5Unp0uJInFbOcdMkxGLyFn3Ud1711TIWb9KvgFH17/nfoqbfkV8BfIM+44kybKadx3HkZzO3aRAllQbrVdu9B2oZCCnWdcGAAAAAHy7EHxkkPw8v7zVO1JTWSQpmJMagbFryofHKwVzpc2rd59U9pWUXyx17S8lk7KTydR/27ZkJeWYXsVtQ5EaS44jZfu80telDTcgUSuztkqmmdus3V12aW7gsaeIP085l98q655bJXuP6TfZuTIvvlHV3mzpINoIAAAAAPh2IPjIEF6vKTMR3R16SFIskprSUrkt9TqnUCrfXP/kyu1S5XbZXQeo2shRPJz8psCUVHedDNuRPLU1jTekpkKevJBs+8DX+mhJCdtQpO8wZc9+VM6/X5a+Widj6Ehp5FhV+UMHFcwAAAAAAL49CD4yRNBvyoztFUgkYqmwI1QsVe2UvIFUGNIIs6ZcRu6+p4DYjuTx+OoGLHvyZ2dMqBB3PIoHi+Sbcq5MObIcKZm0985yAAAAAABoFLu6ZLqacsn0SF1LUmte+PyNVnV8WU3O/ogmDDld+jVcaJhycotkWZmVLCQSlmoTdir0AAAAAADgABB8ZIjauC27sQU741HZtq1wzJBd2KPRa9h5RUok9j1FJZG0lczvKqewW90C0yNnwChVxw+05QAAAAAAZC6mumSIRNKWnZ0l01MtWck6ZY7XL8v0Kx6PK5GdK39+VxmVW3dXMEzZ3Qaopnb/pqiEI7ZyOg+Uv0t/KVYtw+uT7ctSda2UbIGFSQEAAAAAyBQEHxmksiqh/LximYmozNoayTBkB3JleQIKfzMUoypiKSu7i4L5XWTEo6nQwxdUTcxWIrn/oUVNra0aGTLNkJykIydB4AEAAAAAcB+CjwziOI4qwnH5vD75A0WSUlNgksm680+itbaitZJhBCU5cmqbvwNLpixkCgAAAABAayD4yECJpK3Efizk6TiEFmh/hiF5PKZs2yFIAwAAAJBxCD4ANIthSHZNpcrWrtO6/6xQUZ9e6nPkKHnzi2SzbjIAAACADEHwAaBZ7HCZHj7t+9r88afpY/7sbF3+wrPqNOww2Y7Rjq0DAAAAgBT+LAvggJlWXP+44dY6oYckxSMRPTj9LCUry9qpZQAAAABQV8aP+DjvvPP0zjvvNFh29913a/r06fWOv/322zr//PMbPKd///568cUX91lv2rRpuueeew6i1YC7xSsr9P6zzzVYVltdra2ffq4eY8axDg0AAACAdpfxwcfPf/5zVVdX1zn2+OOPa/HixRo7dmyD5xx66KH661//WudYdXW1LrroIk2YMKFe/dmzZ6ukpCT9urCwsAVaDrhXMl4rx258Ad6qbdtkGBK5BwAAAID2lvHBx8CBA+sdu+666zRu3DgVFRU1eE5ubq5GjhxZ59izzz4r27Z1yimn1Ks/aNAgDR8+vEXaC3wb+HNyFeraReGt2xos7zliODu8AAAAAMgIHW6NjxUrVmjTpk069dRTD+i8hQsXql+/fhoxYkQrtQz49vAVFOn02bc3WDb4hAnK6dq1bRsEAAAAAI3I+BEfe1u4cKGys7M1adKk/T5nx44deuutt/STn/ykwfKLL75YFRUVKi4u1vTp03XVVVcpGAweVDu93sYzJY/HrPPvjo7+ZLbW6s+Qk0/SBX+er3/c9HOVb9wkX1aWxl04Qydef6U8uaEWvRcAAAAANFeHCj6SyaReeOEFTZw4UdnZ2ft93qJFi2RZVr1pLnl5ebrwwgt19NFHKxAI6K233tKjjz6q0tJSzZkzp9ntNE1DhYU5TdYLhbKafY9MRH8yW8v3J0ed/t/ZGnzCeMVrauTx+5Xfrau8gUAL3wcAAAAAmq9DBR9vvvmmysrKGlynY18WLFigQw89VP37969zfNiwYRo2bFj69dixY9WlSxf98pe/1MqVK5s9Lca2HYXDkUbLPR5ToVCWwuGoLKvxBSI7CvqT2Vq9P1kh+bJSIzyqIkkpkmy06v4EggAAAADQkjpU8LFw4UIVFBRo/Pjx+33Ohg0btHLlSt100037VX/q1Kn65S9/qVWrVh3UeiDJZNM/MC3L3q96HQX9yWxu6w8AAAAA7I8Os4hBLBbTkiVLdPLJJ8vn8+33eQsWLJBpmpo2bVortg4AAAAAAGSiDhN8vPrqq4pEIge8m8vzzz+vY445Rl26dNnv+pLY3hYAAAAAABfoMFNdFixYoB49eujII4+sVzZjxgxt3rxZL7/8cp3jn3zyib788ktdcMEFDV7z+uuvV9++fTVs2LD04qZ/+MMfdOKJJxJ8AAAAAADgAh0i+KisrNTrr7+uGTNmyDCMeuW2bcuyrHrHFyxYIL/frylTpjR43UGDBmnBggV69NFHlUgk1LNnT1166aW6+OKLW7wPAAAAAACg7RmO4zjt3Qi3sSxbZWU1jZZ7vaYKC3NUXl7jisUm6U9my6T+FBfntfo9tm+vavV77I9Meu6ZhmfTsNZ8Lm3x3QMAAMhUHWaNDwAAAAAAgANF8AEAAAAAAFyL4AMAAAAAALgWwQcAAAAAAHAtgg8AAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAADgWgQfAAAAAADAtQg+AAAAAACAaxF8AAAAAAAA1yL4AAAAAAAArkXwAQAAAAAAXMvb3g1A6zJNQ0GfIUOO4rahRMJu7yYBAAAAANBmCD5cyDQNeTymsryOvLFKGRvXSlZSgYKucjr1VLjWkGU57d1MAAAAAABaHcGHi5imobygIU8iIsOQnM3rZZR9nS43ImEZ29YrNPQ7Ko+0Y0MBAAAAAGgjrPHhEoYh5WcZ8m5YKWPTpzKsZJ3QIy0Zl7n5CwX9Rts3EgAAAACANkbw4RJZAVPGli+kREzKzpdTsb3xymVfK+Bpu7YBAAAAANBeCD5cwm86MqrL27sZAAAAAABkFIIPlzCcPXZriVTKKOjSeOWi7qq1mOoCAAAAAHC/jF/c9LzzztM777zTYNndd9+t6dOnN1g2ceJEffXVV/WOr1y5UoFAIP1669atuuOOO/TGG2/I5/Np8uTJuummm5Sbm9syHWgjtuGR6fVLybhkW1I8KhV1l/Ze58Pnl91jkGIRtrUFAAAAALhfxgcfP//5z1VdXV3n2OOPP67Fixdr7Nix+zx3ypQpmjlzZp1jfr8//d+JREIXXnihJOm3v/2tYrGY7rrrLl133XWaM2dOC/WgbdTUSqGuJTK++kyS5GxbL6N7iVTQVc6OTZKVkFPYTU5hD1XGJIntbAEAAAAA7pfxwcfAgQPrHbvuuus0btw4FRUV7fPczp07a+TIkY2Wv/TSS/riiy+0aNEilZSUSJJCoZBmzZqllStXasSIEQfV9raUtGzFAiEF+xwqY0upFI/K2bZeTnFfOSWHqzZuK2EZSnTwkR4+j+SrCUsylMjOU6JjdwcAAAAA0MoyPvjY24oVK7Rp0yZdffXVB32tZcuWafDgwenQQ5LGjRungoICLV26tEMFH5IUqbVV68lRdq/h8hipMR2RhJSosr6p0XFHeRiGodxohaqffUaVzz0rx3GUe8ppyjvrh6rJKZRtd9y+AQAAAABaT4cLPhYuXKjs7GxNmjSpyboLFizQU089JZ/Pp6OOOkrXX3+9Bg8enC4vLS2tE3pIqR/Y/fv3V2lp6UG10+ttfN1Yj8es8++WFk3sf1taQmv3R5Kyasq19cIZSm7ckD5WOe8R1Ty/QF3/8ISiufse/XMg2qI/bclt/QEAAACAA9Ghgo9kMqkXXnhBEydOVHZ29j7rTpw4USNGjFCPHj20ceNGPfzwwzr33HP1j3/8Q71795YkhcNh5eXl1Ts3Pz9flZWVzW6naRoqLMxpsl4olNXse2Si1uqP4zgKv/D3OqHHLsmvv1b0xUUqmHWRDLNlf9jz/gAAAABAx9ehgo8333xTZWVlOuWUU5qse8stt6T/+6ijjtK4ceM0depUzZ8/X7fffnsrtlKybUfhcKTRco/HVCiUpXA4Ksvq+ItUtHZ//PGoqhb8s9Hy6ucXyH/KdxUPtsxOPLw/rWd/AkEAAAAAaEkdKvhYuHChCgoKNH78+AM+t0uXLjryyCP18ccfp4+FQqF6O8ZIUmVlpbp3735QbU0mm/6BaVn2ftXrKFqrP14ZMvbYjWdvRiAgW0aL35v3BwAAAAA6vjaf9G/bzfvhFYvFtGTJEp188sny+Xwt0paSkpJ6a3k4jqO1a9fWW/sD7SfuDSjv3PMaLc879zwlAowkAAAAAADUd9DBxxtvvLHfdePxuC677LJm3efVV19VJBLRqaee2qzzt27dqvfee0/Dhw9PH5swYYI+++wzrVu3Ln1s+fLlqqio0HHHHdes+6Dl2bYj72GHK2v8sfXKgkcdI99Rx7T7FA4AAAAAQGY66Kkul112mR588MEmp5/U1NTo0ksv1bvvvtus+yxYsEA9evTQkUceWa9sxowZ2rx5s15++WVJqSkxr732mo477jh16dJFGzdu1COPPCKPx6MLLrggfd6UKVM0Z84cXXHFFbr22msVjUb161//Wscff3yH28rW7Wr8ucr/+f8or/QL1Tz9Vzm2pdyzfiDPoMGq8ddfoBYAAAAAAKkFgo9Bgwbpsssu0/33368JEyY0WKe8vFwXXnihPv74Y91www0HfI/Kykq9/vrrmjFjhgzDqFdu27Ysy0q/7tWrl7Zt26Zf/epXqqqqUl5ensaMGaMrr7wyvaOLJPl8Ps2bN0933HGHrr32Wnm9Xk2ePFk333zzAbcRrS/iz5U57Ahl3z5KkhR3DNm2086tAgAAAABkMsNxnIP65VhdXa0LLrhAn3/+ue6///56U0S2bt2qCy64QOvXr9d///d/68wzzzyoBncElmWrrKym0XKv11RhYY7Ky2tcsdgk/clsmdSf4uLWH52zfXtVq99jf2TSc880PJuGteZzaYvvHgAAQKY66DU+cnNz9dhjj2no0KG64oor9K9//Stdtm7dOp1zzjnatGmTfve7330rQg8AAAAAAJA5WmRXl9zcXD366KMaNmyYrrjiCr322mv69NNPde6556qiokJz5szRiSee2BK3AgAAAAAA2G8HvcbHLjk5OXr00Ud14YUX6sorr1QgEJDX69Xjjz9eZycVtB+/36OsgEem4ciRoVitpVit1fSJAAAAAAB0UAcdfHz88cd1Xl9zzTW64YYbVFZWpltvvVWmadarc+ihhx7sbXGA8nJ88jkxmdVh6ZtlXXICOQqGQqoI17Zz6wAAAAAAaB0HHXx873vfq7fTyq71Um+88cZ6xw3D0Keffnqwt8UB8Ps98ttRGdFwneNGbY08tqXc7HxVRxLt1DoAAAAAAFrPQQcfs2fPbol2oBVlBz0ywg3vdGEkYvJn5bdxiwAAAAAAaBsHHXycccYZLdEOtCJDjqR97FpsJ2UYhg5yZ2MAAAAAADJOi+zqgkxnNFHsIfQAAAAAALgSwce3QG3CluMPNlxoemQ1FYwAAAAAANBBEXx8C0RjSdlZhXI8vroFhik7t1jVkWT7NAwAAAAAgFZ20Gt8IPM5jlQRrlVuTpF8piNZyW9GenhUXZOQZTHNBQAAAADgTgQfHYhhGAoEPDINKZ6wlUza+32u40hV1akta03TkONYchyrtZoKAAAAAEBGIPjoIHJzfPJ7HJnxqAzbVlYgIDsnoMqquGz7wEZsHGh9AAAAAAA6KoKPDiA326eAHZNZG00fM62EzHhE+XmFKq+sbcfWAQAAAACQuVjctAPwew2ZiWj9AseWGa9RMEB+BQAAAABAQwg+MpzP55GRjDVabiZiCgQ8bdgiAAAAAAA6DoIPAAAAAADgWgQfGS6ZtOR4A42WO96g4nF2ZwEAAAAAoCEEHxnOcaS4pYbDD8OQHchRNJZs+4YBAAAAANABsCpmB1Bdk5CZmyOvLyhPPCI5tmxvQI4vS5XV8fZuHgAAAAAAGYvgo4MIV8fl8ZgKBnJlSIonbcUjbGMLAAAAAMC+EHx0IJZlqyZit3czAAAAAADoMFjjAwAAAAAAuBbBBwAAAAAAcC2CD2AvHk/qa2GaRju3BAAAAABwsDJ+jY/zzjtP77zzToNld999t6ZPn17v+LZt2/SHP/xBb775pjZs2KC8vDwdffTRuvbaa9WzZ890vbffflvnn39+vfOnTZume+65p+U6gQ7B65FyrRoZn6yStW2jcnoOUHafwaoyc2TZTns3DwAAAADQDBkffPz85z9XdXV1nWOPP/64Fi9erLFjxzZ4zscff6yXX35Z3/ve93T44YervLxcDz30kM4++2wtXLhQRUVFderPnj1bJSUl6deFhYUt3xEcFJ/PI9OQkpYjy2r5BV49ppQX/lp6/E4pEVcq5nhFRjBboZk/U2Wgk2zCDwAAAADocDI++Bg4cGC9Y9ddd53GjRtXL8DY5cgjj9QLL7wgr3d394444ggdf/zx+sc//qGZM2fWqT9o0CANHz68ZRuOFhHw2Mq2IjJWvSeFd8rpc4icHoNUpaAsq+WCiFwnKv3ld1IiXrcgFpGeflA5/++/VKVAi90PAAAAANA2Mj742NuKFSu0adMmXX311Y3WCYVC9Y5169ZNRUVF2rZtWyu2Di3Jb9rK2fal9PL/Sd+MwTC+XCkjK1eh7/5EFUauHKdlwg8zEpaqKxsu3L5Z3nhE8hF8AAAAAEBH0+GCj4ULFyo7O1uTJk06oPPWrl2rnTt3asCAAfXKLr74YlVUVKi4uFjTp0/XVVddpWAweFDt9HobXzd21+KZu/7d0bVWf3IUk175i3aFHmnRahmv/105J5yrmNNCH+G9R3rszUrKm9Ux3y+3fd4AAAAA4EB0qOAjmUzqhRde0MSJE5Wdnb3f5zmOozvuuENdunSpsxhqXl6eLrzwQh199NEKBAJ666239Oijj6q0tFRz5sxpdjtN01BhYU6T9UKhrGbfIxO1dH/sNV/Ksa2GCzetUVAJZRXmt8i9HKeTLNOU7AbWD/EH5ckLqbCg6fc0k7nt8wYAAAAA+6NDBR9vvvmmysrKdMoppxzQeffff7/eeustzZs3r05gMmzYMA0bNiz9euzYserSpYt++ctfauXKlRoxYkSz2mnbjsLhSKPlHo+pUChL4XC0VRbqbGut0R/TNJQbj+2zjpVIqqq8pkXu5zeDCoybJr2+sF6ZceLZqjGCSrTQvdpaJn3e9icQBAAAAICW1KGCj4ULF6qgoEDjx4/f73OeeuopPfjgg/qf//mfRneB2dPUqVP1y1/+UqtWrWp28CFJyWTTPzAty96veh1FS/fHKe4to7HC/E5Kev0tdr+kTHmOmixvp+7Sv/4uVeyQOneXTjxbtd0HKhp3VG/KTQfjts8bAAAAAOyPDhN8xGIxLVmyRKeddpp8Pt9+nfPyyy/r9ttv15VXXqmzzjqrlVuIllbryVJg6NEyPv3PXiWGNOFMRZyApJb7IV9l++UdcJSy+x8qv8dQ3JZqFGz3URIAAAAAgObrMMHHq6++qkgkolNPPXW/6r/99tu69tprdfbZZ+uyyy7b7/s8//zzksT2thkgYnnkOXKKvN36y3j/VakmLHXtI42eqppgYasEEsmkrYg3S4GCHEXKa2QxQgIAAAAAOrQOE3wsWLBAPXr00JFHHlmvbMaMGdq8ebNefvllSdKXX36pyy67TP369dPpp5+uDz74IF23qKhIffr0kSRdf/316tu3r4YNG5Ze3PQPf/iDTjzxRNcEHwGfoSyPJdm2HNNUJOlVogP9mK9KeuXteZiCPQbJI0cJeRS1vXKsjj3tBAAAAADQNjpE8FFZWanXX39dM2bMkGHUX/XBtm1Z1u7dPz788ENVVVWpqqpK55xzTp26Z5xxhu68805J0qBBg7RgwQI9+uijSiQS6tmzpy699FJdfPHFrduhNlKQJZkbPpK2lEqOLfmCyus/QrWhHqppYvfWTJJM2qrWntObCD0AAAAAAPvHcByHX5EtzLJslZU1vgOI12uqsDBH5eU1rbbYZG5A8q3+t4zKbfULBx2lqrzeSiRb5q1vi/60JfrTeoqL81r9Htu3V7X6PfZHJj33TMOzaVhrPpe2+O4BAABkKrO9G4DW4bNrGw49JGntSmV7+bEBAAAAAHA/gg8XMk1DqqlsvEIyLtNOtl2DAAAAAABoJwQfLuQ4jhTIaryCYcgxPW3XIAAAAAAA2gnBhws5jmQHciWvv+EKnXur1ib4AAAAAAC4H8GHS1XHTTmHT6wXfji5hbJLjlA0zpq2AAAAAAD36xDb2eLAWbajsJGlvCOmyoiGpdoaKbdQlidLVbH2bh0AAAAAAG2D4MPFLMtRhWXIMAtk5hTKStoSa5oCAAAAAL5FCD6+BRzHkWUxtQUAAAAA8O3DGh8AAAAAAMC1CD6Q8TweQz6fRx7PwX1cDaOFGgQAAAAA6DCY6oID5vV6ZJqGLMuWZdmtdh+Px1CeUStj+0Zp6wYZhV3k9ByoKiegpLX/18kx4vLXVkvhMik3pGQwpBozS7bN9B8AAAAAcDuCD+w3v8dRjh2VVq+UUbFNTs+BcnoMUMTMbvF7maahkF0t4/n5UqwmfdzweBWaeoHCWZ33K/woMKIynnpA+vLj9DFv117Kn3GDKr0hwg8AAAAAcDmmumC/+Ewpt2KTjP+7S8by56VP/yNjyZMyn75XuYnwAV/PMAwZ+5h7km0mZfzr6TqhhyTJSkpLnlCOEW/yHllmUsaCx+qEHpKkrZukx+9KhTgAAAAAAFcj+MB+yTFi0gt/kOy9prZEq+Us+YucaE2D5+0tYFgqSIZVUL5eRXalOtnlKlKVQt5knTU8fFZM2vl1wxeJRWRGq5q+VyIiffyfhgu3bpI3euCBDQAAAACgY2GqC5pkGJJRuUNKNDzKwtiyTorWSEbOPq+TpYSC7/9LqgnL7N1Hzlv/lJIJSZI3J1/5E76nsL9QScuRrCbmscRrZfglZx8zVYx4bN8VqitlZHfZZxUAAAAAQMfGiA80yTAMKR7bdyV730GFYUjB8s2yl/xD5qBhcla+ng49JEk1ldLLf1KeUZu6nD8o+YONXU0KFTYZWDiBLMmzj2wvv4jQAwAAAABcjuADTbJtR+rUvfEKOSEpmLXPawQNS85LT8tzwily1rzfcKVkQtr0ubxeUxEFpGOmNFjNGTZaMSPQZLtjvhzpmIkNF/YfpkQgr8lrAAAAAAA6NoIP7JeYGZQz/DsNF574Q8kfVLbXVtDf8EfKtBLSjq1S525S5Y5G72Ps+Eoe01Ai6SjWfbB04v+TCopThdkhadypSg6foGiy6Y9uzDJlnfA9acxJkun55gaGNOwoOT+8QjXyN3kNAAAAAEDHxhof2C9RyyPvEZPlK+4lvbtEqqqQuvaScfJ5cmojslctkzcekze/s7J6DVN1wquEtXseSdIbkK9kqFS2TQp1ksq3Nngfp1N3Wd+snxqxPKot7Kfsk34sj2zZMhRxAkom7AbPbUjYDig46YcKTjhVRm1E8gdV68tRxOajf7DM2holKitUvXWbsjoVKVBUJGWF5DB/CAAAAEAG4dcf9ltV0itv78OV1WuwTDmSzyfPV59J29btrrR9o4wdXyl3xAmqdIKpaTKSai1D2ZO+K2vOHfL+YJac/7xU/wYer9R7iJLJ3euFWJatqjof0/0PPXaJWaZiZp6UldfcS2AvZk2F/vmTK/XlK/9KH+s24jD98MnHZRR2IfwAAAAAkDGY6gJ5vaYCfq98Pk+TdZNJW1WWX5VWQKZj1w09dnFsGV++ryxf3cPVWYUyz7tK9rZt0qHfkTx73C8rV5r8I1U7Ta/dgfblScb00g231Ak9JGnLylV68gfnSRG2CQYAAACQORjx8S3mMQ2Fsk0ZkUqZkbAcb1BOXmfVxKXaJqaTeDymVLmt8QrVZfIZlvbM1hK2oXDnfsou6CKvk5Q5cIQUj8kxvbJ8Waq2/bIsRgpkukS4Qp/8Y0GDZVtXfaLYzu0K9GLhWAAAAACZgeDjW8owDOVnGTI3fSLZydQxSUbF18rpNlCOL0vxptbSMJsaIWLUO2JZjqqMrFSRJcmTnSpIShKhR0cQr67Z51SWmm07FOxdwlbBAAAAADICU12+pbKDpozta9Ohx57MrV8qJ1A/tNiTZdlSqLjxCoXdFLf5eLlRIC9PprfxzDSvezdCDwAAAAAZg1+m31J+05ERq2640HFkxKMyjH2HH1HLlNPv8PoFXr+cfiMVTfDr1428+YUadd45DZb1HTdG/sKiNm4RAAAAADQu46e6nHfeeXrnnXcaLLv77rs1ffr0Bsscx9HcuXP1f//3fyorK9PQoUN10003aeTIkXXqbd26VXfccYfeeOMN+Xw+TZ48WTfddJNyc3NbuiuZpak/yTu2DGPf1WIJycjvqazDi2VsWSOnNiqnsJucwh6qipstsrOHYUhB01LArpVsS7bHr4iRpaTF1iz7YpqGvEbq+TtNBFgHyjJ9Ou5nN0iOo/f/9KRsK7ULz6ApJ+rU+38rJyuXWUsAAAAAMobhZPi+k2vWrFF1dd2RCY8//rgWL16s119/XUVFDf91+ZFHHtF9992n66+/XoMHD9YTTzyhf//73/rnP/+p3r17S5ISiYTOPPNMSdI111yjWCymu+66S0OGDNGcOXOa3WbLslVWVtNouddrqrAwR+XlNUom2+cHfCjbI/+Wz6VkbYPlVp/hKq/ev7Z5vaYK8rMUicQUjzstFkqYpqF8Iypj6bPS2k8kOVJOSDr2u4p2Haio3fQuNM2RCe/PwfDHwqpZvVpr//hnSVL/H52rwhHDFfPntGh/PFZcyXCFYpWVCuTmyptfKNsX3Oc5xcWtv+jp9u1VrX6P/dHRP0etiWfTsNZ8Lm3x3QMAAMhUGT/iY+DAgfWOXXfddRo3blyjoUdtba3mzJmjmTNn6sc//rEk6cgjj9TJJ5+s+fPn6/bbb5ckvfTSS/riiy+0aNEilZSUSJJCoZBmzZqllStXasSIEa3Sp0xQU+vI26WvzM2r65U5+V1VW3/pj30yTFPxRMuFHpKUZ9TK+PtDUuWO3QdrwtKLf1TWqbMU7zQwtdYI0vyxsD64+lptffVf6WNfPbdQXU84TqPuu1fJQMv9+LE8fhmFXZRV2EWSxDsBAAAAIBN1uDU+VqxYoU2bNunUU0/dZ53q6mpNnTo1fczv92vy5MlatmxZ+tiyZcs0ePDgdOghSePGjVNBQYGWLl3aOh3IEJZlq8YKyO41TE52KLVDiz9LdtcBiud1VSTWvj9jTdOQWbGlbuixp9efU7YTa9tG7YNpGqktftuRx2Oo4j//qRN67LL1taUqf/vtdm8jAAAAALS1DvcraOHChcrOztakSZMarVNaWipJdQINSRowYIA2b96sWCyWrrd3HcMw1L9///Q13Kw2Yas8aiqa30/xHocqVjxIlXa2qiJWezdNHo8pY/PaxitUbJdH7d9On2MpL1KmwDv/kvfFZ5W3dZ2yE41Pc2pNZm1UX857tNHyNY/Mk1nbPm0DAAAAgPaS8VNd9pRMJvXCCy9o4sSJys7ObrReOByW3+9XIBCoczwUCslxHFVWVioYDCocDisvr/7Q//z8fFVWVh5UW73exjOlXX91z5S/vsctR/FvMgTD2HfbG9Ia/TEMSaF97A4SyJJMj7xmyz/D/e2P107K89EK7fyvq6REIn3cP+Y7Ct32K0WCbTun3kg6smINr9kiSVY0JsNxDvj9BQAAAICOrEMFH2+++abKysp0yimntHdT9sk0DRUW5jRZLxTKaoPW7JtjJ6VkUpIjmV4ZXl+zr9XS/XH6Dpbt8UpW/QVHjFET5A0VqNDTOgucSk33J7lxg7Zef4Vk1R15En/r34r9/a8quPgyGd6mv2KObcuuqpJ8Pnn2Eeg1eR0nW33OOkPl73/QYHnf739PoW7FMlohLAIAAACATNWhgo+FCxeqoKBA48eP32e9UCikeDyu2traOqM+wuGwDMNQfn5+ut7eO8ZIUmVlpbp3797sdtq2o3A40mi5x2MqFMpSOBxtt8U5DcNQbkAytq+TUbldkiMnK0/qNlAR26vkAcwiaa3+eM2Asr97ifTcXCkR313Q/1BZw76j6nDrrPGxP/3xeEwZbyyrF3rsUvPknxU4/SxFswsavY9pGvJX7lD1okWqfnmxzLw8FV4wU95Dhqg22LztlLtPn6YvHp6nyMaNdY5n9+qpHqeeqorKaLOu21L2JxAEAAAAgJbUYYKPWCymJUuW6LTTTpPPt+9RCbvW7Vi7dq2GDBmSPl5aWqoePXooGAym661eXXdXE8dxtHbtWo0bN+6g2rs/WxFalt1uWzkW5Jgy16+UErunRhjRKmntB8ouGaXyuKED2ejYsS15ZckxDMUTLdMnn8eSvD6Zp8yUU10p1UZldO8nKydfFQmvWnsfkX29P4ZhSFs2N3quU10lWdY+39/c6p3a8MPvy9qxewHXmtdfV/5ZZyt01bWK+Q589IedW6QJzz2rtY//SRueelpyHPX5wdkaOPPHSuQVKZlo/3VRAAAAAKAtdZjg49VXX1UkEtnnbi67HHHEEcrNzdULL7yQDj4SiYQWL16sCRMmpOtNmDBBzz33nNatW6d+/fpJkpYvX66Kigodd9xxrdKPTODxmDJjVXVCj90cads6BTsNULS26WDB75Vyjaicj/6jQOUOBfKL5fQ9TNW2XwfzG9vnMRTcukZ69a+peCMrR/IF5PxnsTTsGGUNn6SolZqyEfBIWVZESsbl+AKKerIUP8DteA+UZdnKOmqMav7Y8GKi3kMGy/IGGiyTJL+S2vn7B+qEHrtUPvO08s89V+pR0sCZ+2bbjmpzCtXn8ivU98czUjOYCgqUU5Cr8nIWNgUAAADw7dNhgo8FCxaoR48eOvLII+uVzZgxQ5s3b9bLL78sSQoEArrkkkt0//33q6ioSIcccoiefPJJVVRUaNasWenzpkyZojlz5uiKK67Qtddeq2g0ql//+tc6/vjjNWLEiDbrW1vzegypYmej5UakUr4uUlOTIrweQ7mx7dJbC+TsGh6y4ysZpSuVN/Y0hf2dlLQOYNjIHrJVK+PfC3YfiNak/pFkrHpLwcPGK6os5Xvi8ryzWHrvtdR0mEBQuWOmKHn4BIUtf7PuvT9s25FRMlCePn1lbVhfrzzv6hsUDeRIdsP990VrVLVwYaPXr37+eQV/erUSzUyPkrYhZaemdHkdo1nXAAAAAAA36BDBR2VlpV5//XXNmDEjNcVgL7Zty9prrYWLLrpIjuPo0UcfVVlZmYYOHar58+erd+/e6To+n0/z5s3THXfcoWuvvVZer1eTJ0/WzTff3Op9ak+OJHn3EQp4fPs1zSXHk5TeW6x6lR1bem+xcsafrUqreYuPmomoFGtsnRRHqtyu7IIe8rz2jPTR8t1FtTFp6T/lrY0peMx0xazW+9FfEwip8IF5qn7gHsVeeUmyLHl691HoupuULBksu5HQI90Lu/ERNfsqAwAAAADsvw4RfOTn52vVqlWNlv/pT3+qd8wwDF1yySW65JJL9nntrl276v777z/oNnYk8bglFXSTyr5qsNzp1FPReINFdZjJmBRvZIHR2kiqXM1czNJs4qPpCyiQjEqr3mq4/D9LFDzyBMWae//94DiOwsECBa6/RTk/vUpKJmUHsxTLym9ykddkMEd5U05W1fMNj/rImzZNsQNZYRYAAAAA0CD2tfyWiiRNOd0G1jvu5BbJyumk5P7szuI0Uad5s1wkSbYvIBX3arjQH5RyC6TqcP3RJrtYloxY26xpUSufqrKLVBXqohp/3n7tbFNreNX5qqtlfrPD0J5yp06TuvY4oMVlAQAAAAAN6xAjPtDyYnFb8hcqa8BRMmrKJcuSk1uohLyqrtm/kQaOL0uGxydZifqFPr9sX1Daj5EjDTHtpMxjTpL9yl8lw5Ax5CipsEtqhElBFzkypEDWvi/ia3xx0UwQKeiivs/+Q5VPP6WaV5Z8s53tLPkOH6WIn21fAQAAANT3+eef68EHH9RHH32kHTt2qKCgQAMHDtTEiRN13nnnSZLeeOMNLVq0SCtXrtSXX36p7t2769VXX231tr3yyit64IEHtGbNGnXq1ElnnnmmfvrTn8rrbd/ogeDjWywWtxWLS15vkeSVrJgtp6lRHHuosb3KGzFBev+V+oUjTlDE8qrZwz6qK2UveUrGyefJcCzZy1+U3n1VygnJGDFOZm6BEsEceTt1k3ZuqX9+rwGK+7Jbe8fb/ebxGPJ4PHIcJ71gqW07qs4pUnDmpco59zzJ9CgRyFKkkQVhvV5T3tqoHNNUwuNvcg0RAAAAAO6yYsUKnX/++erRo4fOPvtsFRcX6+uvv9aHH36oP/7xj+ngY+HChVq0aJGGDRumLl26tEnbli5dqssuu0zHHHOMbr31Vq1evVoPPfSQdu7cqV/84hdt0obGEHxAyWTz0oFEUooW9lHWsWdJn78jVZdLuUXS4GMU8eYqkTyIH+Y+v2QYUlWZ7Bf+rHSAUrlTzuvPSdu+kv2d0+V8/woZT/xWCpftPreoq5zTL1LE8eug5tu0ANM0lBOtlPXxSsXfeE1mtx7KmzJdtaFOihs+SVLClhK7Rng0EHoYhqGcSIUiy/6lsuf+KTMQUOi88+U9dLgi/ty27A4AAACAdvTwww8rLy9PzzzzjEKhUJ2ynTt379x5zTXX6L//+7/l8/l0ySWX6Isvvmj1tv3617/W4MGD9eijj6ZHeOTk5GjOnDk6//zzNWDAgFZvQ2MIPnBQoglDSV+B8o+Zpng0poRjKJY05RxM6CHJ8mfLd/SJcpa/qAbDi8/fk+/oE1XpzVfe+TfJrNwulW+XOneTlddJ1QrKyYAREbk1Zaq87AJZX29OH4s8Nkd5t/1K/tHHKW76mrxGTqRCX19wnhIbNuy+xlvLlX3CRBX9/JeEHwAAAMC3xIYNGzRw4MB6oYckderUKf3fXbt2bZH7/ehHP1I4HNZzzz1Xr2zKlCnq1auX5s+frzVr1mjNmjW67bbb6kxrOffcc/Xwww/rpZde0k9/+tMWaVNzsLgpDprjSIY/oIjtVTRhyGmBVTlrjKCMbn2kiu2NV/p6nQxDqnSCqsjvrXDJkarI7aGwHciIaSABJRT5/b2p0MNbN+CouuMWBaPhJq/h80jVz/y1TuixS+S1V2WvLZVptt6WvQAAAAAyR8+ePfXxxx9r9erVbXK/008/XZ9//nm9+61cuVLr1q3TqaeeKkn65JNPJEnDhw+vU69r167q1q2bPv300zZpb2MIPtCiDMNQts9RgT+pfL8lv7d5P8oty5Hl8Unax/n+YHrnE8dJndOeO6EYezXVH6uRt3+JCu99WAW3/0qFd/9eedfcILOgULJtJVb8Rx7Pvr+C/khY4b8/22h5+K9Pysu3GAAAAPhWmDlzpmKxmL773e/qhz/8of73f/9Xb7zxhhKJBjacaAEnn3yyAoFAvREfzz33nLKzs3XSSSdJkrZvT/3Buri4uN41iouLtW3btlZp3/7iJxNajNd0VKhqBd9bJHPRXHkWP6bc0rdVELDqhQL7o9YISH0HN1xomnK69M6IkR1Zdq3yq7cr9/P3Fdr8hfJqK+XzGvIaUvLjlaq85icK3/pfqrzuMtUuWqCC//61zMIi2dVVTT4XTzIhx97HGix2854tAAAAgI5n3Lhx+stf/qKJEyfqs88+07x58zRr1ixNmDBBr7zSwKYTBykvL0+TJk3S888/nx7Zb1mWXnjhBU2aNEnZ2dmSpFgsJkny+/31rhEIBNLl7YXgAy0mO1ktvfJnads30zKSCWn1ezLeeFZ5vv3bIndPUdsj57jvSTl7z18zpJN+pIiCB9/og5SbjMiZf5+qf3S6Iv/fT1Xzk/OVnHufcnduVvV9v1F8+Rt16idXf6rq+36j3FmXyn/kMU0uLGt4PMo78cRGy0OnnSbL4WsMAAAAfFuMGDFCDzzwgN555x09/fTTuuSSS1RTU6OrrrpKa9asafH7ffe739XmzZv17rvvSpL+/e9/a8eOHTr99NPTdYLB1G+zeDxe7/za2tp0eXvhFxNahBOPSSuXSg2MTjAqd8hTtfOA16JwHKnSyJF99tVyJp8rHTJKOvpEOT+6QTXdBilut+9QB5/HkPPKIiUWPqtdc2yMwk4KTJ4qe8tm1S5tOHFNrlktb78SWUX1h4HtzZGUP/Vkebt1q1eWddRR8vcvkWVlyJ69AAAAANqM3+/XiBEjdO211+r2229XIpHQiy++2OL3GT9+vDp37pye7vLcc8+puLhY3/nOd9J1dk1x2TXlZU/bt29vsy11G0PwgZaRjEtb6y/AuYvx1RfyNmMxCtt2VGEFFO45XDXH/kBVw09UuZGnWqv9P7rBaKVq/+/ROscCp52p2qf/JCde22AItIuTTCrqy27yHrHsfNlffKaes3+loosukn/QIQocNlxdbrpJxTN/LCcnr0UWkwUAAADQcR122GGS1CpraXg8Hp1yyil66aWXVFlZqSVLlmj69OnyeDzpOkOHDpUkffTRR3XO3bp1q7Zs2aIhQ4a0eLsORPv/eoRLGJIv0HhxMPugFh61LFu1cUuJxIFPmWlIwOMo365WgRVWrmLN2hnFsCw5FeV1jnkHDZG96gMZPr/kaXy3aKO42349j7htyDxxuhL/elmBTWvU5YxTVXzSCfJ8skKekkGqCdbfxgoAAACAO7311lsN/uFz6dKlkqSSkpJWue/pp5+uyspK3XbbbYpEIjrttNPqlA8aNEglJSV66qmnZFm7f7M9+eSTMgxDJ598cqu0a381/ssMOBDBbGngSOmTtxosdnoPabHQ4mD4fB7lJqulxc9Iy5dIiVr5evZX/vcuVqRzb9U6+/+VsL1emd17yv76q/QxJxqVkReS9Z83FDxpqmIvLKjfhhEjlQwV7Pd9qrw5yrr4GgUiYTnlO6XsHJmnf19VgbyMWNwVAAAAQNu44447FI1GNXnyZJWUlCiRSGjFihV64YUX1LNnT5155pmSpM8++0yvvvqqJGn9+vWqqqrS73//e0nSkCFDNHHixAO677Bhw3TIIYfoxRdf1IABA3TooYfWq/Nf//Vf+slPfqKZM2dq+vTpWr16tZ544gmdffbZGjBgwEH2/OAYDuPkW5xl2Sorq2m03Os1VViYo/LymiYXt+wIdvUnUVUp49//lFG2pW6FUSco0nWwYsmDW5Mj4HXktRKyTJ9qbeOARpD4TUs58SqZNZWyn5ojbSqtW8EwpCt+pcriEpmmsV/vj9drKvjOvxT9xQ3pY77R4+QdNEiJv/9VwZv+W9FXlii25MX0tBf/6O8o+8bbVRXMb7OtdzPp81ZcnNfq99i+varV77E/Mum5ZxqeTcNa87m0xXcPAAC0vmXLlunFF1/U+++/ry1btiiRSKhHjx6aMGGCfvKTn6hTp06SpGeffVY33XRTg9c444wzdOeddx7wvefNm6f//d//1bXXXqtLLrmkwTpLlizRAw88oC+//FJFRUU644wzdNlll8nn8x3w/VoSwUcr6OjBh2EYyvZLPjPVtlrLVCzhNPpDfc/+ZJsJeWoqpM1rZASy5PQcpKgRPKjQI2DayqmtkN5eLG3bJHXuLmfMyYoGCxSzPU2e7zdt5az/SPrbXJmnz5D9h982XLFXiRIX/Vwxb9Z+vz/ZVlTG60tUO/d+OdVVkmEo7545iv95rqxPV8k3/Ux5jhojJ56Q2a27kkVdVOM9uGk/ByqTPm8EH5B4No0h+AAAAJns8ccf1+zZs/Xqq6+qR48e7d2cA8JUF9Th9RoKeeJy1n4oo2qnJCmrsJuCfYcrHPfIsvb9iz0c98jwd5Z3YGrV3oOd3uL1GMrZVio9/aBSe5xI2rZJxifvKvuMi2X1GKqmbpGdrJH+dLfUf7Cc9V80XnFTqbxWXPJm7Xf7Ip4s+SeequyxE6SqsOT3K54bkufmO+XbtlnWu/+W9fVX8hwzTtGsfNUavnQ3AAAAAKAjcBxHzzzzjI4++ugOF3pIBB/YS57Pklb+S8aeO5KUb5FRVaa8w05QRbTpaziO02LreeTYUWnhH1Q/LXCkRX9UzszbVKHGgwrTNGSs+0KyLSkWlZGd13ju4A/IMXav9+vzpUaTNPWX17gtxQP5UiC/znGjx0B5zxwsx3H4qzYAAACAjNLQ1rN7CgaD8ng8evXVV/X2229r9erV6XVCOhqCD6QF/KaMrz5reBvWZFxG+WZ5c3u16Y94M1YtRasbLqyNyohWScHGgw/DMHaf/9VaafqPJMOUnAb68J0pivtzlBurUOKlxfKuXiVf30Eyjxyn6mC+kvaBTddxnIMf8QIAAAAArWH8+PH7LD/jjDN0+eWX67rrrlMoFNKll16qSZMmtVHrWhbBB9J8hi2FG0/9jIot8oV6KtmGbWravsMIy7Klfrv3jHb+/ZLMH1wq+68P1wk/nL6DpIlnKLBzsxK/uEKKRr4peUnWXx5R7i33qKpriSwGbgAAAABwgccee2yf5V26dFGvXr30+eeft1GLWg/BB9IcSfIFpNpIwxV8Adky1JaLVNjBXHmyc6VIA6M+Almys3KbbE48O1/+w46RVr0jZ9U7kmHI/OnPpQ1r5CTicoaMklXYTbIcOffetkfosesCcSV+e4ty7nhEYW9uy3UOAAAAANrJd77znfZuQpsxm66Cb4tY0pC6D2q03Ok2UPFE2w55qDGz5JxyQWq72ToMafoMRcymFyKtcQKyz7hEOnWGlFcgZ9U7sl96SvahRys24buqKOqnKgXlqamUs+Wrhi9SWS6zuuKg+wMAAAAAaFuM+ECaZTlKZBfJW9xHxvYNdQt7D1WtGVRb736ctBzVdO6vnFk/l/HOru1se0ijT1IkUNDkji67VDoB+Y48SVmHj5fhOEqaXkWNgOzEHv2xmpjEE483vyMAAAAAgHZB8IE6qmKOcroPlb/7IKlya2oh0PyuitkeRWvbZx/WuG0q7i1QYML35bUTSppe1SYN6QAHnySSjhLKUnq2zl4hjpMbSi2UGmtg6xqvV05Bp2b3AQAAAADQPpjqgnpqaqXyWq+qcnurKqenymOmovH2CT32VJuUamxfKvRoBVF/nrz/7ycNlnnOOF+xAOt7AAAAAEBHw4gPNKott63NBHHbkPfICfJ37qLkX+bK2bRORtee8nx/lpKHjFCt42nvJgIAAAAADlCHCD7+/ve/6/HHH9eXX36p7OxsDR8+XA888ICCwWC9ups2bWp0b2G/36+PPvpon/UOP/xwPfXUUy3bAXQYESOg5CFHKHTbvUpEY7Jkqtqfm9oWFwAAAADQ4WR88PHQQw9p7ty5uvTSSzVy5EiVl5dr+fLlsqyGV7Xs0qWL/vrXv9Y55jiOLrzwQo0ZM6Ze/WuvvVajR49Ov87JyWnZDqDDsW1HRmGhauya1KgXQg8AAAAA3zLPPvusbrrppnrHL7roIl1//fXp108//bTmzZunzZs3q3///rrmmmt0wgkn1DmnqqpKs2fP1pIlS5RIJHTsscfqlltuUZcuXVq9H1KGBx+lpaV64IEH9Pvf/17HHXdc+viUKVMaPcfv92vkyJF1jr399tuqrq7WKaecUq9+375969UHAAAAAADSvHnzlJeXl37dtWvX9H8///zzuvXWW3XppZdqzJgxWrRokS6//HI98cQTdX5nX3311VqzZo1uv/12BQIB3Xvvvbrooov0t7/9TV5v68cSGR18PPvss+rVq1ed0KM5Fi5cqNzcXE2cOLGFWgYAAAAAQOtzHEeKVknJhOT1SVl5MozW2fChIYceeqiKiooaLLvvvvs0ffp0XX311ZKkMWPGaPXq1XrwwQc1d+5cSdL777+vN954Q/Pnz9f48eMlSf3799e0adO0ePFiTZs2rdX7kNG7unz44Yc65JBD9Pvf/15jx47VYYcdph/+8If68MMP9/saiURCixcv1uTJkxUIBOqV33777Ro6dKjGjh2rW265RRUVFS3YAwAAAAAAmsepKpPWfiht+kza8mXq32s/TB1vZxs3btS6des0derUOsenTZum5cuXKx6PS5KWLVumUCikcePGpeuUlJRo6NChWrZsWZu0NaNHfGzfvl2rVq3S6tWr9fOf/1xZWVl6+OGHNXPmTC1evFidOnVq8hrLli1TRUVFvWkufr9f55xzjsaPH69QKKQPP/xQDz/8sFatWqWnn35aPp+v2e02TUNFRY2vFbIrnMvPz5LT/rvEHjT6k9nc1p+m7Ou71x5Coaz2bkLG4tk0jOcCAACkb0KPr9fUL0jGpa/XyNFAGXkNj8RoSaeccorKy8vVo0cPff/739eFF14oj8ej0tJSSanRG3saMGCAEomENm7cqAEDBqi0tFT9+/evN0qlpKQkfY3WltHBh+M4ikQi+t3vfqchQ4ZISu26MnHiRP35z3/WVVdd1eQ1FixYoM6dO2vs2LF1jnfp0kW33357+vUxxxyjQYMG6ZJLLtHLL798UMNtDMOQx9P00CPTzOgBNweM/mQ2t/WnMR5PZvUz09qTSXg2DeO5AAAAx3Gk7Rv2XWn7Bjm5ha027aW4uFhXXHGFDj/8cBmGoVdffVX33nuvtm7dqttuu02VlZWSpFAoVOe8Xa93lYfD4TprhOySn5+vVatWtUrb95bRwUcoFFJBQUE69JCkgoICDRs2TGvWNJB87aWmpkavvfaazj77bHk8nibrH3fcccrOztbHH3/cJvOMAAAAAACoJ1qVGtmxL8l4ql52aN/1munYY4/Vsccem349fvx4BQIBPf7447r00ktb5Z6tJaP/rDRw4MBGy2pra5s8/+WXX1YsFtOpp57aks0CAAAAAKD1JBMtW6+FTJ06VZZl6dNPP1V+fr6k1Fa1ewqHw5KULg+FQqqurq53rcrKynSd1pbRwccJJ5ygiooKffrpp+lj5eXl+vjjj3XooYc2ef7ChQvVp08fHX744ft1v9dee02RSETDhw9vdpsBAAAAADgo3v1cc3J/67WCkpISSaq3Tkdpaal8Pp969+6drrd27drU9J09rF27Nn2N1pbRwceJJ56o4cOH68orr9SiRYv0yiuv6NJLL5Xf79e5554rSbr55ps1bNiweueWlZVp+fLlmj59eoPXvvPOO3XXXXfppZde0vLlyzVnzhxdf/31Ouyww3TiiSe2ar8AAAAAAGhUVp7k9e+7jtefqteGFi1aJI/Ho2HDhql3797q16+fXnzxxXp1xo4dK78/1f4JEyaosrJSy5cvT9dZu3atPvnkE02YMKFN2p3Ra3yYpqlHHnlEs2fP1m233aZEIqGjjjpKTzzxhIqLiyVJtm3Lsqx6577wwgtKJpONTnMZMGCAnnzyST311FOKxWLq2rWrzjrrLF155ZXyejP6sQAAAAAAXMwwDDnFfRre1WWX4j6ttrCpJM2aNUujR4/W4MGDJUmvvPKKnnrqKZ1//vnp3+NXXHGFrr/+evXp00ejR4/WokWLtHLlSv35z39OX2fUqFEaP368br75Zt1www0KBAK65557NHjwYJ100kmt1v49Gc7e400AAAAAAEC7c6rKUru77LnQqdefCj1aeSvbO+64Q6+//rq2bNki27bVr18/nX322TrvvPPqBC5PP/205s6dq82bN6t///669tprdcIJJ9S5VlVVlWbPnq2XX35ZyWRS48eP1y233KKuXbu2ah92IfgAAAAAACBDOY7zzS4vidSaHll5rTrSw40IPgAAAAAAgGtl9OKmAAAAAAAAB4PgAwAAAAAAuBbBBwAAAAAAcC2CDwAAAAAA4FoEHwAAAAAAwLUIPgAAAAAAgGsRfAAAAAAAANci+AAAAAAAAK7lbe8GuJFl2Sorq2m03DQNFRXlqKysRrbttGHLWgf9yWyZ1J/i4rxWv0dT37+2kknPPdPwbBrWms+lLb57krR9e1WDx78N77nb++j2/kmt18e2+v4BQGtYv3695s+frw8//FBffPGFSkpKtHDhwnr1nn76ac2bN0+bN29W//79dc011+iEE06oU6eqqkqzZ8/WkiVLlEgkdOyxx+qWW25Rly5d6tRbsWKF7rrrLn366afq1KmTzjnnHF100UUyDKPZ/WDERzswTUOGYcg0m//GZRL6k9nc1p+OgufeOJ5Nw9z8XNzct13c3ke390/6dvQRAA7UF198oaVLl6pv374aMGBAg3Wef/553XrrrZo6darmzp2rkSNH6vLLL9cHH3xQp97VV1+tN998U7fffrt+85vfaO3atbrooouUTCbTddavX69Zs2apuLhYc+bM0YwZM3Tffffp0UcfPah+MOIDAAAAAADUM3HiRJ144omSpBtvvFGrVq2qV+e+++7T9OnTdfXVV0uSxowZo9WrV+vBBx/U3LlzJUnvv/++3njjDc2fP1/jx4+XJPXv31/Tpk3T4sWLNW3aNEnS/PnzVVhYqLvvvlt+v19jx45VWVmZHn74YZ133nny+/3N6gcjPgAAAAAAyFCObcvZsk722lVytqyTY9ttdm/T3HdksHHjRq1bt05Tp06tc3zatGlavny54vG4JGnZsmUKhUIaN25cuk5JSYmGDh2qZcuWpY8tW7ZMkyZNqhNwTJs2TeFwWO+//36z+8GIDwAAAAAAMpCz/jPZ/3lJiqTW0XIkKTtP5tFTZPQd0q5tk6TS0lJJqdEbexowYIASiYQ2btyoAQMGqLS0VP3796+3TkdJSUn6GpFIRF9//bVKSkrq1TEMQ6WlpRo9enSz2smIDwDN5vGYcmoqlSzbJjtcJo/hzgXv4H4eU7KrypQs2yanplJeL//vEQAAtC9n/Weylz6TDj3SIlWylz4jZ/1n7dOwPVRWVkqSQqFQneO7Xu8qD4fDysurv9hzfn5+uk5VVVWD1/L7/crKykrXaw7+lx2A5olHtH7pa3pg8qn6xZBRmj3qO1p69z0yIs3/P0hAezCiYb153wO684jx+sWQUfrdCVO15qUXpdpIezcNAAB8Szm2nRrpsQ/2fxa36bSXjozgA8AB83hMlS5dpjlnnqtta76UJMWqqvTS7N/qyZ9cJcWq27mFwP4xaiN69vqb9PwvZyv6zV8Rdq5br/nnXKDPXnhBHg+7OwAAgHawbUP9kR57i4RT9dpRfn6+pN2jNXYJh8N1ykOhkKqr6/9GqKysTNfZNSJk72vF43FFo9F0veYg+ABwwBIVO/Xs9T9rsOzjF15WZPv2Nm4R0Dyx8p1a8fQ/Giz7x023K1G+s20bBAAAIMmJ7t8fEve3XmvZtR7HrnU6diktLZXP51Pv3r3T9dauXSvHqTs1fu3atelrZGdnq3v37vWuteu8vdf+OBAEHwAOWLymWpVfb2m0fNMHH8o0+Us5MptpGtry6eeNltfsLFNtVRN/aQEAAGgFRlZui9ZrLb1791a/fv304osv1jm+aNEijR07Nr07y4QJE1RZWanly5en66xdu1affPKJJkyYkD42YcIEvfLKK0okEnWuFQqFNGrUqGa3k11dABwwr98vwzQbnVOY27mzHNY5RYZzHEfZRYX7rOMNBNqoNQAAAHvo0kfKztv3dJfsUKpeK4pGo1q6dKkk6auvvlJ1dXU65DjmmGNUVFSkK664Qtdff7369Omj0aNHa9GiRVq5cqX+/Oc/p68zatQojR8/XjfffLNuuOEGBQIB3XPPPRo8eLBOOumkdL1Zs2ZpwYIFuu6663TOOedo9erVmj9/vq655po6W9weKIIPAAfMHyrQiFOn6sN/Pl+/LDtb3YYNrTeMDcg0jiN16t9f2QUFilRU1CsfcuLx8ufni08yAABoa4Zpyjx6SmpXl0aYR58kw2zdSRw7d+7UVVddVefYrtd//OMfNXr0aJ1yyimKRqOaO3euHnnkEfXv318PPPBAvREa9957r2bPnq3bbrtNyWRS48eP1y233CKvd3cs0bdvX82fP1933nmnLr74YhUVFenKK6/UzJkzD6ofhsOvkxZnWbbKymoaLfd6TRUW5qi8vEbJZMdfhZf+ZLbW6I9hSFbFDj049cz04qZS6q/jlz3/jIpHjJTTwEy64uL6W1i1tKa+f23FbZ+jlpRJz8Y0pJ2ffqQHTj5T8cjuXVw69e2jKxb/U96iLm02eqk1n0tbfPckafv2hv8qlUnveWtxex/d3j+p9frYVt8/AO7krP8stbvLniM/skOp0KPvkPZrWAfDiA8AB8xxJE9BsS5/+Tlt+/wLffnmcnXu11cDjv2OfAWdZLN8EDoI25E6DTlMP/twuUr//ba2rflS/UcfrW7DhsgTKpJt87cBAADQfoy+Q2T2PkTatkFOtDq1pkeXPq0+0sNtCD4ANIvjODJyCtTtyGPU85gxchxHlmXLnX8HhJvZMmTmd9bgU07REMOUbduybYfQAwAAZATDNKVu/cTWAc1H8AHgoDiOo2TSau9mAAfNshxJfJYBAADchvExAAAAAADAtTpc8LF06VL96Ec/0pgxY3TYYYdp0qRJmj17tqqq6i6o9uqrr+q0007T8OHDNWXKFP3tb3+rd614PK677rpL48aN08iRI3XBBReotLS0rboCAAAAAABaWYcLPioqKjRixAj94he/0Pz583XBBRfoH//4R50tdt59911dfvnlGjlypObOnaupU6fqZz/7WXq/4V3uuOMOPf3007rmmmt0//33Kx6P68c//nG9EAUAAAAAAHRMHW6Nj9NPP73O69GjR8vv9+vWW2/V1q1b1bVrVz300EMaMWKEfvnLX0qSxowZo40bN+q+++7TySefLEnasmWLnnnmGf385z/XWWedJUkaPny4TjjhBP3lL3/RRRdd1LYdAwAAAAAALa7DjfhoSEFBgSQpkUgoHo/r7bffTgccu0ybNk1ffvmlNm3aJEl64403ZNt2nXoFBQUaN26cli1b1mZtBwAAAAAArafDBh+WZam2tlYff/yxHnzwQU2cOFG9evXShg0blEgkVFJSUqf+gAEDJCm9hkdpaak6deqk/Pz8evVY5wMAAAAAAHfocFNddjnhhBO0detWSdKxxx6r3/72t5KkyspKSVIoFKpTf9frXeXhcFh5eXn1rhsKhdJ1DobX23im5PGYdf7d0dGfzOa2/uyPfX3/2sq38bnvL55Nw3guAAAAraPDBh+PPPKIotGo1qxZo4ceekiXXnqpHnvssfZuliTJNA0VFuY0WS8UymqD1rQd+pPZ3Nafxuzv96+tfFuee3PwbBrGcwEAAJli/fr1mj9/vj788EN98cUXKikp0cKFC+vUOe+88/TOO+/UO3fRokXpmReSVFVVpdmzZ2vJkiVKJBI69thjdcstt6hLly51zluxYoXuuusuffrpp+rUqZPOOeccXXTRRTIMo9n96LDBx5AhQyRJo0aN0vDhw3X66afr5Zdf1sCBAyWp3s4s4XBYktJTW0KhkKqrq+tdNxwO15v+cqBs21E4HGm03OMxFQplKRyOyrLsg7pXJqA/mS2T+tMWgURT37+2kknPPdPwbBrWms8lk8JAAADQcXzxxRdaunSpDj/8cNm2LcdxGqx3xBFH6IYbbqhzrFevXnVeX3311VqzZo1uv/12BQIB3Xvvvbrooov0t7/9TV5vKppYv369Zs2apXHjxunqq6/W559/rt/85jfyeDyaNWtWs/vRYYOPPQ0ePFg+n08bNmzQxIkT5fP5VFpaqmOPPTZdZ9e6HbvW/igpKdGOHTtUWVlZJ+goLS2ttz5IcySTTf+PVsuy96teR0F/Mpvb+rMvmdTPb9NzP1A8m4bxXAAAQKaYOHGiTjzxREnSjTfeqFWrVjVYLxQKaeTIkY1e5/3339cbb7yh+fPna/z48ZKk/v37a9q0aVq8eLGmTZsmSZo/f74KCwt19913y+/3a+zYsSorK9PDDz+s8847T36/v1n9cMVE4g8//FCJREK9evWS3+/X6NGj9dJLL9Wps2uYza7Uafz48TJNU4sXL07Xqays1BtvvKEJEya0afsBAAAAAGiIY1uyP18p+51/yf58pRzbarN7m2bLRAbLli1TKBTSuHHj0sdKSko0dOjQOruqLlu2TJMmTaoTcEybNk3hcFjvv/9+s+/f4UZ8XH755TrssMM0ePBgBYNBffbZZ5o/f74GDx6cTqJ+8pOf6Pzzz9ftt9+uqVOn6u2339bChQt1zz33pK/TrVs3nXXWWfr1r38t0zTVtWtXzZkzR3l5efrhD3/YXt0DAAAAAECSZK94U9ZTD0vlO3YfLOwsz/cvlXnEuMZPbGPvvPOORo4cKcuydPjhh+uqq67S0UcfnS4vLS1V//79663TUVJSkp6dEYlE9PXXX9ebgVFSUiLDMFRaWqrRo0c3q30dLvgYMWKEFi1apEceeUSO46hnz546++yzNWvWrHQqdNRRR+n+++/Xvffeq2eeeUY9evTQHXfcoalTp9a51i233KKcnBz99re/VU1NjY444gg99thjDe72AgAAAABAW7FXvClrzh31C8p3pI5fcktGhB9HH320Tj/9dPXr10/btm3T/PnzdcEFF+hPf/qTRo0aJanxXVXz8/PT02d2rdO59w6tfr9fWVlZB7X7aocLPi6++GJdfPHFTdabNGmSJk2atM86fr9fN9xwQ71FWAAAAAAAaC+ObaVGeuyD9dQcGSPHyDA9bdSqhl155ZV1Xh9//PE65ZRT9Pvf/15z585tp1bV5Yo1PgAAAAAAcAvni4/rTm9pSPn2VL0Mk52dreOOO04ff7y7bY3tqrrnZiO7RoTsvUNrPB5XNBo9qN1XCT4AAAAAAMgklWUtW6+dlZSUaO3atfW2w127dm16TY/s7Gx17949vebHnnUcxzmo3VcJPgAAAAAAyCT5RS1brw1FIhH961//0vDhw9PHJkyYoMrKSi1fvjx9bO3atfrkk0/q7Ko6YcIEvfLKK0okEuljixYtUigUSq8X0hwdbo0PAAAAAADczBh0qFTYed/TXQqLU/VaUTQa1dKlSyVJX331laqrq/Xiiy9Kko455hiVlpZq3rx5mjx5snr27Klt27bpscce0/bt2/W73/0ufZ1Ro0Zp/Pjxuvnmm3XDDTcoEAjonnvu0eDBg3XSSSel682aNUsLFizQddddp3POOUerV6/W/Pnzdc0119TZ4vZAEXwAAAAAAJBBDNMjz/cvbXhXl294vn9Jqy9sunPnTl111VV1ju16/cc//lHdunVTIpHQPffco4qKCmVlZWnUqFH6xS9+oREjRtQ5795779Xs2bN12223KZlMavz48brlllvk9e6OJfr27av58+frzjvv1MUXX6yioiJdeeWVmjlz5kH1w3D2nmSDg2ZZtsrKahot93pNFRbmqLy8Rsmk3YYtax30J7NlUn+Ki1t/q+imvn9tJZOee6bh2TSsNZ9LW3z3JGn79qoGj38b3nO399Ht/ZNar49t9f0D4E72ijdTu7vsOfKjsFie71+SEVvZdhSM+AAAAAAAIAOZR4yTMXJMaveWyjIpv0jGoEPbfQvbjobgAwAAAACADGWYHhmDRzRdEY1iVxcAAAAAAOBaBB8AAAAAAMC1CD4AAAAAAIBrEXwAAAAAAADXIvgAAAAAAACuRfABAAAAAABci+ADAAAAAAC4FsEHAAAAAABwLYIPAAAAAABQxwsvvKCf/OQnmjBhgkaOHKnTTz9dzzzzjBzHqVPv6aef1pQpUzR8+HCddtppeu211+pdq6qqSjfffLOOOeYYjRo1SldeeaW2bdtWr96KFSv0gx/8QCNGjNAJJ5ygRx55pN79moPgAwAAAAAA1PGHP/xBWVlZuvHGG/XQQw9pwoQJuvXWW/Xggw+m6zz//PO69dZbNXXqVM2dO1cjR47U5Zdfrg8++KDOta6++mq9+eabuv322/Wb3/xGa9eu1UUXXaRkMpmus379es2aNUvFxcWaM2eOZsyYofvuu0+PPvroQffFe9BXAAAAAAAArcKxLMXee1fW9u3yFBcreORRMjyeVr/vQw89pKKiovTrsWPHqqKiQo899ph++tOfyjRN3XfffZo+fbquvvpqSdKYMWO0evVqPfjgg5o7d64k6f3339cbb7yh+fPna/z48ZKk/v37a9q0aVq8eLGmTZsmSZo/f74KCwt19913y+/3a+zYsSorK9PDDz+s8847T36/v9l9YcQHAAAAAAAZqObll7Rh8gn6+oLztO2/rtXXF5ynDZNPUM3LL7X6vfcMPXYZOnSoqqurFYlEtHHjRq1bt05Tp06tU2fatGlavny54vG4JGnZsmUKhUIaN25cuk5JSYmGDh2qZcuWpY8tW7ZMkyZNqhNwTJs2TeFwWO+///5B9YXgAwAAAACADFPz8kvaes2VsrZuqXPc2rZVW6+5sk3Cj72999576tq1q3Jzc1VaWiopNXpjTwMGDFAikdDGjRslSaWlperfv78Mw6hTr6SkJH2NSCSir7/+WiUlJfXqGIaRrtdcBB8AAAAAAGQQx7K0Y/b/SA0t7PnNsR13/kqOZbVZm959910tWrRIM2fOlCRVVlZKkkKhUJ16u17vKg+Hw8rLy6t3vfz8/HSdqqqqBq/l9/uVlZWVrtdcBB8AAAAAAGSQ2Hvv1hvpUYfjyNrytWLvvdsm7dmyZYuuueYajR49Wueff36b3LMlEXwAAAAAAJBBrO3bW7TewQiHw7roootUUFCg+++/X6aZihHy8/Ml7R6tsWf9PctDoZCqq6vrXbeysjJdZ9eIkL2vFY/HFY1G0/Wai+ADAAAAAIAM4ikubtF6zRWLxXTJJZeoqqpK8+bNqzNlZdd6HHuvv1FaWiqfz6fevXun661du1bOXtN21q5dm75Gdna2unfvXu9au87be+2PA0XwAQAAAABABgkeeZQ8XbtJey0ImmYY8nTrruCRR7VaG5LJpK6++mqVlpZq3rx56tq1a53y3r17q1+/fnrxxRfrHF+0aJHGjh2b3p1lwoQJqqys1PLly9N11q5dq08++UQTJkxIH5swYYJeeeUVJRKJOtcKhUIaNWrUQfXFe1BnAwAAAACAFmV4POp808+09ZorU+HHnqMlvglDOt94swyPp9Xa8Itf/EKvvfaabrzxRlVXV+uDDz5Ilw0bNkx+v19XXHGFrr/+evXp00ejR4/WokWLtHLlSv35z39O1x01apTGjx+vm2++WTfccIMCgYDuueceDR48WCeddFK63qxZs7RgwQJdd911Ouecc7R69WrNnz9f11xzTZ0tbpuD4AMAAAAAgAyTM3mKut5zn3bM/p86C516unZT5xtvVs7kKa16/zfffFOSdOedd9Yre+WVV9SrVy+dcsopikajmjt3rh555BH1799fDzzwQL0RGvfee69mz56t2267TclkUuPHj9ctt9wir3d3JNG3b1/Nnz9fd955py6++GIVFRXpyiuvTO8iczAMZ++JNjholmWrrKym0XKv11RhYY7Ky2uUTNpt2LLWQX8yWyb1p7i4/jZWLa2p719byaTnnml4Ng1rzefSFt89Sdq+varB49+G99ztfXR7/6TW62Nbff/w/7N352FyVPX+x9+nqveZ6Vmy72QChAQICVsICWEHE5BFQVFEFASuohjUe0EEhN+9AioKsigCEQRcEUGWsChbJET2fUsgIQSyZzLTM9N71fn90ckkw/Qkk2W2ns/reZRn6pyuOqe6q9P1rXO+R6R0Wc8rrPKyejXugAFE9tm3U0d6lCKN+BARERERERHpoYzrEt1/cnc3o1dTclMRERERERERKVkKfIiIiIiIiIhIyVLgQ0RERERERERKlgIfIiIiIiIiIlKyFPgQERERERERkZKlwIeIiIiIiIiIlCwFPkRERERERESkZCnwISIiIiIiIiIlS4EPEREREREREWnl4Ycf5pvf/CbTp09n4sSJHH/88fztb3/DWttS57TTTmPs2LFt/vfBBx+02ldjYyMXXXQR+++/P5MmTeK8885j1apVbY758ssv88UvfpEJEyZw6KGHcvPNN7c63rYKbPceRERERERERKSk3H777QwbNowLL7yQ6upqnn32WS655BJWrFjBt7/97ZZ6e++9NxdccEGr1w4fPrzV37NmzeL999/nsssuIxwOc+2113LWWWdxzz33EAgUwhJLlizhzDPPZOrUqcyaNYv33nuPq6++Gtd1OfPMM7erLwp8iIiIiIiIiEgrv/nNb6ipqWn5e8qUKdTX13PbbbfxrW99C8cpTCCJx+NMnDix3f288sorPPPMM8yePZtp06YBMHr0aGbOnMljjz3GzJkzAZg9ezbV1dX88pe/JBQKMWXKFOrq6rjppps47bTTCIVC29wXTXURERERERER6aF8z2PVM/NY8re/s+qZefie1yXH3TToscG4ceNoamoimUx2eD9z584lHo8zderUlm21tbWMGzeOuXPntqp3+OGHtwpwzJw5k0QiwSuvvLKNvSjQiA8RERERERGRHujjBx7i5Qt/RGrZ8pZt0aFD2PuqnzD8s8d0eXteeuklBg0aRHl5ecu2559/nokTJ+J5HnvttRff/e532W+//VrKFy1axOjRozHGtNpXbW0tixYtAiCZTLJ8+XJqa2vb1DHGsGjRIiZPnrzN7daIDxEREREREZEe5uMHHmLe6We2CnoApJavYN7pZ/LxAw91aXtefPFF5syZwxlnnNGybb/99uNHP/oRt956Kz/96U9JpVJ8/etfbzVCI5FIUFFR0WZ/lZWVNDQ0AIXkp1CYNrOpUChENBptqbetNOJDREREREREpAfxPY+XL/wRFFvRxFowhpd/eDFDZ34Gx3U7vT0rVqzg/PPPZ/LkyXz1q19t2X7eeee1qnfIIYdw7LHH8utf/5pbbrml09vVURrxISIiIiIiItKDrJn/nzYjPVqxltQny1gz/z+d3pZEIsFZZ51FVVUV119/fUtS02JisRgHH3wwb731Vsu2eDxOU1NTm7oNDQ1UVlYCtIwI2TDyY4NsNksqlWqpt60U+BARERERERHpQVIrVu7QetsqnU5zzjnn0NjYyK233lp0ysqW1NbWsnjxYuynRq8sXry4JadHLBZjyJAhLTk/Nq1jrW2T+2NrKfAhIiIiIiIi0oNEBw/aofW2RT6fZ9asWSxatIhbb72VQYO2fKxkMslTTz3Fnnvu2bJt+vTpNDQ0MH/+/JZtixcv5u2332b69Omt6j3++OPkcrmWbXPmzCEejzNp0qTt6otyfIiIiIiIiIj0IP2nHEB06BBSy1cUz/NhDNGhQ+g/5YBOa8Pll1/Ok08+yYUXXkhTUxOvvvpqS9n48eN5/fXXufXWWznyyCMZNmwYq1at4rbbbmP16tX86le/aqk7adIkpk2bxkUXXcQFF1xAOBzmmmuuYezYsRx11FEt9c4880weeOABvv/97/OlL32JBQsWMHv2bM4///xWS9xui14X+Hj44Ye5//77eeutt0gkEowaNYrTTjuNz3/+862Wx7n77ru59dZbWbZsGaNHj+b888/n0EMPbbWvxsZGrrzySv71r3+Ry+U46KCDuPjiixk4cGBXd0tEREREREQEAMd12fuqnzDv9DPBmNbBj/X3vXtf+X+dmth03rx5AFx11VVtyh5//HEGDBhALpfjmmuuob6+nmg0yqRJk7j88suZMGFCq/rXXnstV155JZdeein5fJ5p06Zx8cUXEwhsDEmMGjWK2bNnc9VVV3H22WdTU1PDeeed12oVmW1l7Kcn2vRwX/ziFxk2bBhHHHEE1dXVPPvss9x6662ce+65fPvb3wbgoYce4vvf/z7/9V//xQEHHMCcOXO45557+MMf/sDEiRNb9nXmmWfy/vvvt0Sdrr32WhzH4Z577mn1Bmwtz/Opq2tutzwQcKiuLmPdumbyeX+bj9NTqD89W0/qz4ABWz8ncGtt6frrKj3pvPc0OjfFdeZ56YprD2D16sai2/vCe17qfSz1/kHn9bGrrj8RKU0fP/AQL1/4o1aJTqPDhrL3lf/H8M8e040t61163YiP3/zmN9TU1LT8PWXKFOrr67ntttv41re+heM4XHfddRxzzDHMmjULgAMOOIAFCxZw4403tiyp88orr/DMM88we/Zspk2bBsDo0aOZOXMmjz32GDNnzuzyvomIiIiIiIhsMPyzxzB05mcKq7ysWEl08CD6TzmgS5awLSW9LrnppkGPDcaNG0dTUxPJZJKlS5fy4YcfMmPGjFZ1Zs6cyfz588lmswDMnTuXeDzO1KlTW+rU1tYybtw45s6d27mdEBEREREREekAx3UZOG0qo076HAOnTVXQYxv0uhEfxbz00ksMGjSI8vJyXnrpJaAwemNTY8aMIZfLsXTpUsaMGcOiRYsYPXp0q7wgUAh+fHoJnW0RCLQfU3Jdp9V/ezv1p2crtf50xOauv67SF897R+ncFKfzIiIiItI5en3g48UXX2TOnDlccMEFADQ0NAAQj8db1dvw94byRCJRdA3iyspK3nzzze1qk+MYqqvLtlgvHo9u13F6GvWnZyu1/rSno9dfV+kr531b6NwUp/MiIiIismP16sDHihUrOP/885k8eTJf/epXu7s5LXzfkkgk2y13XYd4PEoikcLzen+CMPWnZ+tJ/emKgMSWrr+u0pPOe0+jc1NcZ56XnhQMFBEREelqvTbwkUgkOOuss6iqquL666/HcQpDgysrK4HCUrUDBgxoVX/T8ng8zooVK9rst6GhoaXO9uhINnDP80sqM7r607OVWn82pyf1sy+d962lc1OczouIiIjIjtXtE4lffPFFbrjhhq16TTqd5pxzzqGxsZFbb7211ZSV2tpagDZ5OhYtWkQwGGTEiBEt9RYvXsynV/NdvHhxyz5EREREREREpHfr9sDHCy+8wI033tjh+vl8nlmzZrFo0SJuvfVWBg0a1Kp8xIgR7LTTTjzyyCOtts+ZM4cpU6YQCoUAmD59Og0NDcyfP7+lzuLFi3n77beZPn36dvRIRERERERERHqKXjfV5fLLL+fJJ5/kwgsvpKmpiVdffbWlbPz48YRCIb7zne/wgx/8gJEjRzJ58mTmzJnD66+/zl133dVSd9KkSUybNo2LLrqICy64gHA4zDXXXMPYsWM56qijuqFnIiIiIiIiIrKjdUrgY2sSjS5btmyr9j1v3jwArrrqqjZljz/+OMOHD+fYY48llUpxyy23cPPNNzN69GhuuOEGJk2a1Kr+tddey5VXXsmll15KPp9n2rRpXHzxxQQCvS4eJCIiIiIiIiJFdMod/vPPP09lZSUDBw7cYt1UKrVV+37iiSc6VO/kk0/m5JNP3mydiooKrrjiCq644oqtaoOIiIiIiIiI9A6dEvgYNWoUQ4YM4fbbb99i3V//+tdcf/31ndEMEREREREREenjOiW56YQJE3jjjTc6VNcY0xlNEBERERERERHpnMDHoYceyvjx41m5cuUW6+63336ce+65ndEMEREREREREenjOmWqy8yZM5k5c2aH6u67777su+++ndEMEREREREREenjOmXEh4iIiIiIiIhIT9DpgY9vfOMbPPDAA6TT6c4+lIiIiIiIiIhIK50y1WVTS5cu5b//+7+JxWIceeSRHH/88UyZMkVJTUVERERERESk03V64OPRRx/l9ddf5/777+eRRx7h/vvvp3///hx77LEcd9xxjBs3rrObICIiIiIiIiJ9VKcHPqCwvO2ECRO46KKLmDdvHvfffz9/+ctfuP322xkzZgzHH388n/3sZxk8eHBXNEdERERERERE+oguTW7qOA4HHXQQP//5z3nqqac4+uijef/99/nFL37BYYcdxte+9jWeeuqprmySiIiIiIiIiJSwLhnxsakXX3yR+++/n0cffZSGhgZ22WUXTjjhBAKBAPfccw/f/OY3+a//+i+++93vdnXTRERERERERKTEdEng4/333+f+++/nwQcfZPny5fTr148TTzyR448/vlWOj9NPP51LLrmEP/7xjwp8iIiIiIiIiMh26/TAx/HHH8+CBQsIhUIcfvjh/PjHP+aggw7CcYrPspk8eTJ33313ZzdLRERERERERPqATg98xONx/t//+3/MmDGD8vLyLdY//PDDefzxxzu7WSIiIiIiIiLSB3R6ctM777yTk08+uUNBDwDP87jhhhv44IMPOrllIiIiIiIiIlLqunRVl45Ip9Pcd999rFq1qrubIiIiIiIiIiK9XI8LfABYa7u7CSIiIiIiIiJSAnpk4ENEREREREREZEdQ4ENERERERERESpYCHyIiIiIiIiJSshT4EBEREREREZGS1SMDH8aY7m6CiIiIiIiIiJSAHhn40KouIiIiIiIiIrIjBLq7AZ/Wv39/3n333e5uhoiIiIiIiIiUgG4f8fHkk0/ywx/+sLubISIiIiIiIiIlqNsDH++++y733XdfdzdDREREREREREpQtwc+REREREREREQ6S6fk+Dj88MM7XLepqakzmiCy1RwvSy5RTyaThaY4Try6u5vUo7l+jnxiHZlEI6GyMgKVVfiBSHc3q8dzjY/XsI50fT2BcJhQZRXEKvB9JXWWjTZ8H+XSGULlZQSr+uF5+oyIiIiIbItOCXwsX76cQYMGMXbs2C3WXbJkCYlEojOaIdIhxoDfuI6/X3gpr9zzD3zPo2JAf477yaXsNuMzEC7r7ib2OG6qkbk/vZqXbrsTP5/HGMPYY2cw8xdX4pcpYNQeJ5Pk3fvu418//gmZxkYAhk6cwOdvv5ngoGEKfggA+Ya1/OOiy3j5r/fiex7l/fvx2f+9hN2PnYnV95GIiIjIVuuUwMeYMWOoqKjgpptu2mLd3/zmN1x33XWd0QyRDrHNCW4+4RQ+fv3Nlm2Nq9fwh7PP47TbfsO4407A8/xubGHP4vo55v70al645baWbdZa3n1gDpmGBCfcdjM2Ut6NLeyZXNfho3nP8ND3Lmy1fdmrr/O7oz7L2XP/CRU13dQ66SkaVqzk5s9/haUvv9qyrWnNWv70zVmc6jrs/vmTNPJDREREZCt1So6PPffck7fffhvP8zpj9yI7jDFQv3Rpq6DHpu6/6HLy9Wu7uFU9Wz6xjpduu7No2eK5z5Ctr+viFvUOfmId/7r0f4uWNa9azbJXXsVxTBe3SnqauiVLWwU9NnX/xf9LTteXiIiIyFbrlBEfxxxzDNZa6urqGDBgwGbrHnbYYQwePLgzmiGyRY7j8NFLr7Rb3rB8BblUilCFpm9skEk04ufz7ZY3LltBvyEjsXoo3YrN51i3eEm75R8//xIjDz8S31fAuK9yHMPSV15rt7xx1WpyyWbC+j4SERER2SqdEviYOnUqU6dO7VDdsWPHdigXiEhnsNZSPWJ4u+WBcBg3FOrCFvV8obIyjDHYdiIbZQP6K+hRhHEDlA8aSNPKVUXLB47fTTk++jhroXr4sHbLA6EQgXC4C1skIiIiUhq6fDnbDz74gBtvvJHLLruMO+64Q6u6SLfyfcuwvfYkXF48J8WBX/8Kwcre93Q14BqCqUYCqUbcHXyVByqrGHvsjKJlA8fvRqR//x17wF7K9XOkVq7ETTfjOAa3spqD/ntW0bqhsjJGTZ2iXDJ9nLWWoXvuTiQeL1o++bRTeuX3kYiIiEh365TAx1133cXRRx9NXV3ruchPPPEEJ5xwAtdffz1//vOfueKKKzjxxBPb1BPpSm5lDd955N42Nxu7HDyVIy/4Hr5xu6llW88YQ7i5nuV33Mb8k07mP58/iY9vvYXkx59gdlD6CD8QYeYvrmT09Gmttg8cvxtfvvsuiFXumAP1Ui4+gTXLeOeSS3niqGN5/rTTaZ73FE6ykXEnnsD+55yB2eTNKBvQn6/N+TtOVb9ubLX0FNXDh3Leo/cSrWx9HY2ZegCfufgCfNMpAzVFRERESpqx7Y1X3w5nnHEGjuNw6623tmzL5/NMnz6dZDLJj3/8Y/bYYw+eeuoprr32Wk499VQuuuiiHd2MbuN5PnV1ze2WBwIO1dVlrFvXTD7f+5/wlkJ/HFNYQnLVgoU0rljF8Il7UDZgIH64d61OEk7WM++kL9L4/gettpfXjuage+8mHa3aIccxBkg1ka2vo3HZCsoG9C+M9IhVtjsFBmDAgIodcvzN2dL115kcx2CXvM9TM4/Dz2RaldV+7avs/IMf4DkO+UQ99UuWEq4op2zwYJx4NX7vvHS2SSl8Z3SGDeelfl0Tmbo1rF74Pg3LVzJ0j/GUDxoE0W2/frri2gNYvbqx6Pa+8J6Xeh9LvX/QeX3squtPRETa1ymPjt5//32+8IUvtNr23HPPUVdXxznnnMOJJ54IwC677MK7777L008/XVKBD+l9fAtOvB9D9uvPyKBDZWWMdeua8XvRjzvXdVjx2D/bBD0AmhYtZvnDj9L/5C/tkOkU1gKRcoKDy1sSmdqWgr7LTTfz4gU/bBP0AFh0+x3UfuMM/IHDcWoGU1OzMalzXwp6yJZZDE68H4P37c8Qg3K/iIiIiGynTpnqUl9f32allvnz52OM4cgjj2y1fe+992b58uWd0QyRrWat7bU3GSbVzEd//mu75Uv+9Bec1I7PqdPHYx2tJZuoe/HldotX/3se7o5OuiIlqzd/H4mIiIj0JJ3yC7x///6sWbOm1bYXX3yRSCTCbrvt1mp7KBQiGAx2RjNE+hTjGEyw/UFcJhhkhyX6kOLM5r9SnZC+60REREREulqnBD722GMP7r333pYVWxYuXMgbb7zBQQcdRCDQ+sZs0aJFbUaHiMjW88Mxar/+tXbLx5zxNfxIWdc1qC8qK2fQIQe3Wzxg6oFauUVEREREpIt1SuDj3HPPZdmyZRx99NGcfvrpfOlLX8IYw9lnn92m7j//+U8mTZrUGc0Q6VM8z6dmyhT6TzmgTVm//fej37SpuunuZPlghAlX/C+hqqo2ZXtc+iNsvO12ERERERHpXJ2S3HTs2LH8/ve/56abbmLp0qXstddenHnmmeyxxx6t6j333HNEo1E+85nPdEYzRPqcbDTOPjf9moZXX2Xx7+8Aaxl9+lcZsP++pCMV0IuStfZG1oI/cBiHPv4on/zjAVY+/gSRIYMZc9aZhIaPJBeIdHcTRURERET6nE5Zzrav03K2vVsp9MdxDK6fAwsmHG5Zpaa7+1Pqy9luKhxyibo+6Zwl4ykJ7KZK4RrrDJ15XrScbecr9T6Wev9Ay9mKiJQyLS8gUoJ835IjQM4EtCpEN/F8S7C8nDyOgh4iIiIiIt1IgQ8RERERERERKVkKfIiIiIiIiIhIyVLgQ2Q7GWMIG4+InyXgmu5ujnSjgGuI+FnCxsPooyAiIiIi0iN0yqouIn1FLJ/CfLSI1J/uwG+oJzT9MCqOOJrmWHWHcmuEyBNsTuDX1WFCIaisIlNWiecpKURv4DiGSDIBjfWYVBITDJL9zzzy77xN7Mun4e2yKxDq7maKiIiIiPRpvTLwsWTJEmbPns1rr73GwoULqa2t5cEHH2xT7+677+bWW29l2bJljB49mvPPP59DDz20VZ3GxkauvPJK/vWvf5HL5TjooIO4+OKLGThwYFd1R3qpaD5F9s5bSP7pzpZt2VdfJnnXbdTMvotEWf/Nvz6XJHnPX1n26xux2SwAgSFDGXbDjWSG16LYR8/mOIboyqV8cu43yX30UWFjIEDNl75E2X6TqTv7dMq/egahL59B3gl3b2NFRERERPqwXjnVZeHChTz99NOMGjWKMWPGFK3z0EMPcckllzBjxgxuueUWJk6cyLe//W1effXVVvVmzZrFvHnzuOyyy7j66qtZvHgxZ511Fvl8vgt6Ir1ZoGFtq6DHBn7dWppuup6wbf8z5LoOuefns+baa1qCHgD55ctY+tWvEG2q65Q2y44TbVrH0tNO3Rj0AMjnqbvzTjLrGghO2oemO35HoGFt9zVSRERERER6Z+DjsMMO4+mnn+a6665j9913L1rnuuuu45hjjmHWrFkccMAB/L//9//Yc889ufHGG1vqvPLKKzzzzDP85Cc/YebMmRx++OH86le/4r333uOxxx7rqu5ILxQMumSeerzd8vTjjxHKNBMyPhWpdVSs/Zh481oi64MhoWQDa669puhr/eZmkv+Zj+v2ysuz1wu4hopMQ+E9S6wi5qUxn0rY4TiG7Jtv4NXXF93H2jvuIHrsCQBk5j5JIKD3UkRERESku/TKX+OOs/lmL126lA8//JAZM2a02j5z5kzmz59Pdv0T9rlz5xKPx5k6dWpLndraWsaNG8fcuXN3fMNluzmOIexYwo7Fcbo3e6Tdwqgg1wFz1800fPl4Gk77PPWnfBbvuiuI5xpxfJ/c0qXtvjbz1pu4myRKDThQlmogtvIjytZ8QizT1O39L0WRfJrQvx8l8bWTW96zzI9mUVm/jPL6lcQyjbiug+M4ZN57t939eGvW4JSVA2A9D9B7ZYwh5ELY8fXZFREREZEu1StzfGzJokWLABg9enSr7WPGjCGXy7F06VLGjBnDokWLGD16dJunubW1tS372Fabe8K74Ul+qTzR76r+RFIJvIXv0fjXP4FvKT/pCwTG7U46Gt+hx+lIf6y1RA85nObZNxUtr/jO90j95U5Sm06F8Twyjz6ErV9H2Q8vJzhyZOtpEpuI7DkBKHyOgrkM3vP/Ydlll+HVFaZNBEePZvDVvyQ3ohZ/CzfVpfZ564htGWHhOIbAm6+R+L9LWm3Pvf4K9d85i+isC1n1s58x6KqfYXcZhxk3rv3jDxiA39QEQOSgQ0hi+/Soj3CmGfvRhzT++Q/4TY2UH/NZ8pOnECir7O6m9Sh98VoVERER6QolGfhoaGgAIB5vfUO84e8N5YlEgoqKijavr6ys5M0339zm4zuOobq6bIv14vHoNh+jJ+rM/uRXr2LlpT8k/ey8lm3Jp58kvM++DP7FrwjswGS01vPw16ykPJuBYAhT3Q8TCLap5zGM6GeOIfXIQ622m7IyogcdTN2pnyu6/+xzz1KRSTPwe9/jk1mz2pQ75eWUH3ggocoYAKlX3uOT877Tqk5u8WI+Pu1UdnrwIUIjRnaoX6X2eWvP5q4/m6jHNjeCcaCismVUBoC3dg3rbvxl0df5a1ZDwzrwfT752lfZ6aE5hCZMwK2uxlu3rk39mq9+ldSD9xI95jgCQ4dSXbXl74NS5a1bR91N15P4659btqWe+TfBUaMY8rs7CA4Z2o2t65n6yrUqIiIi0lVKMvDR3Xzfkkgk2y13XYd4PEoikcLz/C5sWefo7P44jsG89FKroMcGmZdepHneM3DYZzq0fOyWxPJJzLzHyN93FzQ1QjSGO/MLmCOOoznw6ZvXMNHv/g/hQ4+g+c7bsIkEoakHEfvCqfjJZsjl2j1ObvkyAvtPof8PfsDa66/HZjIABIcPZ+gNN5Iqr6Z5XTOhXJq1v/xF0X3YZJLEQw8RPvVr5PPtn/ee9HnrSEBwexW7/gJ4RFZ+RP7Wq7Efvg+A2Ws/gl/7Ls3xgfi+JZZM4S35sN39eu8vIDhiJLmPP2bdn/9C2be+w4i7/siyc79F9sPFhX2GQlSf+hUiI0dgdjmdyD770uxE8NY1d1p/e7rwkiWtgh4b5JYsoeEPdxL+xrnkraa+QOdeq11x7YmIiIj0VCUZ+KisLAyfbmxsZMCAAS3bE4lEq/J4PM6KFSvavL6hoaGlzrba3I3oBp7nd6heb9FZ/Yn4GRJ/uqvd8sY//4HKA6aRDWzfU9Kw8eDRv5G/7w8bN6aSePfcjrNuNcGTzyFF65EfTW4Md9+DKN97Mm4uixeO0OgHqLA+GAO2eDDGVFeTdCKET/oyo2Ycg79uHSYUgngVmbI4Xq5wHkPpNNn33mu3zemXXiR08qnk/S3fOJba521zNu2nMVDetIrcj88Fz2vZbl97geyPv030J7+lIRDHNw6muga7rviKOs7gIeTnPQdA5rVXiKbSZAYMY/Dv78Q01GMzGdzqaohE8HDJx8pwK2N465r7zHn/tFDIpekff2+3vPGevxH74ldIR3bsdLXeri9dqyIiIiJdoSQnEtfW1gK0ydOxaNEigsEgI0aMaKm3ePFi7KduThcvXtyyD+kBrG215Gub4mwW/O2/SYhkmvAe/GvRMv/JOYQzTW22O46hPFkPj95P5n8vIP/zy6j46B2IxggdeFDRfbkjR2Gr+gGQxaW5rIbU8DEkB44gGanA8zZ+Hm0gSGDY8HbbHNplV3y3JOOXO0yYPN7fbm8V9GiRqIeXnyUQcMiUVRE77Yx2dhLG3Xks2QULAAjWjsEGgvi+JRWuIDlwBKkRO9NU3o+mQBmpQGSHjEDq/Qw2nW631OaygM6TiIiIiHSukgx8jBgxgp122olHHnmk1fY5c+YwZcoUQqEQANOnT6ehoYH58+e31Fm8eDFvv/0206dP79I2S/tyoShlnz2+3fKyYz5LPlrebnlHmeYE5NuZnmItNLQeCWAMVDStofmcU0nfeDX5V18i//S/aP7218n946+U/+BHBPaY0Oo17rARVFx9I8lw29wyxWTCMWq+fV7xQtel4sTPkcsVuaGXFsFcGv/d19st9199joD1iCXrCQ4dSvjI1qtBmYo4lT+7njW/+c36DYbKU79CtgOjbPq6fN6j7Jjj2i2PHXEk+cj2X7siIiIiIpvTKx8Vp1Ipnn76aQA++eQTmpqaWoIc+++/PzU1NXznO9/hBz/4ASNHjmTy5MnMmTOH119/nbvu2jhlYtKkSUybNo2LLrqICy64gHA4zDXXXMPYsWM56qijuqVv0pbnWcoPOoTgqNvJLVnSqiwwdCixo2fS6O2Ap8ah8ObLI7FWf4ZtnvTN12HXrW1TNfv7mwkdMZPoFb/CrV+L/8lS3H79MVXV5KMdn2vv+xZn/B7UnP896q6/DtYvoeuUlzPo6l+SqRywhT2I77iYyhpsffEpLKZmAI7rknvkH2Ruu4nwKV8l+qub8JZ9glNegQkE8PM5sh9+iInFGHTFleT6De7iXvROvm8xo8cQ2Wc/0i+90KrMqaig6uxzacTtptaJiIiISF/RKwMfa9eu5bvf/W6rbRv+vuOOO5g8eTLHHnssqVSKW265hZtvvpnRo0dzww03MGnSpFavu/baa7nyyiu59NJLyefzTJs2jYsvvphAoFeempLVHK1i4M230/zAfTTdew9Yn7LPnkj5506iOVYFO2BaQS4ax4zeFbt4QZsyM2goXlnrPAShdDPNcx8vui9n0GBYu4pQKIifSZF95QWSD/0DmppwR4yi8mfX0dxvaKtpLe1JBaKEPv8lRs44lvwnSzHBEM7gIWTKKpUUsgPSwTLKjz+V/HWXFy13jjwB05wg++DfcXfZDXfYCEw2jVtdRebhB8k/+zTBQ49k6A03FN6/IUNpDgRAKRg6JBkqp+aqq0k/9TiNf7wLv7mZ2GGHU/21M0jG+0NOJ1JEREREOpexn05wIdvN83zq6tpfxSEQcKiuLmNdiSQ93Jr+GANRcgRzKQBywSgpgu3lAG17LAdCqUYskI9VsCNneRhjqEzXkf+/87FrVm4sqKwmeMm1JCoGtcrbEE/X03zKzDYJTIMHHkz4syeS/fNt+O+9DcEQgYOPIHDoZ6i7+H+wDfU41TVU/u4vNEa2L4luR/Skz9uAAR2b4rM9il1/FTYFd8/Gf3KTpYcdh8DXziO776G4uQw8+TBOJEr2nruwK5dj4lUEjzkRM2wU2bmP48UqSN3/d0w0RvVdfycRq9lsO7bmvAcDhmi2CcfL47kBUsEK8iWw4tOmXNchlExgrMWWlVNeE+8Rn8mepDOv1a649gBWr24sur0nfQ91llLvY6n3Dzqvj111/YmISPs0rEG6jOtAPLUW/683w9svARAcvw/hL5xNItqPjtzn5X3Ib8iPsYNTW1hrSURrqLj8RtxVn5Bf8gHOkBH4Q0fRGI7jf2p0Ri4cJbD/geSf27jMrqnpR+T4z5O6/L83JlzNZcn/aw7+e29R9d8Xse7i/8FfV4e/eCHO7vspCWYXaDRRYiefRWjmydh3X8MGwzi7TSAVriBDgFg0SCAUJPPrn7e8xibqyf7pNgKHHk3kpFNZd/lFhe2pJNn/PEPgqBN2yA/jOGmcZx/HPno3trkRp6of5Z/9CvndJ9PEFqZf9SKe55MKF/J5BExJppcSERERkR5Kvz6ly8SzCfyrZsFbLxZGSVgLb72If9Us4tlEl7Uj4EClbaY68THVqxZSnW8gagpJTX3f0hyqwN1zHzLTj6Vh1J4kAhVFp6SknTCRc38A0Y3L6IY/+zkyd99ZdJUZf+kSTC6LM2gIAPlF7+M4mqrSVZImTH35IJomf4bmvQ+hPlwNjkO110h0xfsERo0k9r+/wN2z9XS4/JOPYsrL8VYsb9nmvff2DnnvoiaHM+cP2L//DprXPymvX4u981cEnnuMkKOgmIiIiIjI9tKID+kSIRfsUw9DKtm2MJXEznuE0GFfINtJC5S4jqHMa8ZNN+FkU/i3XgWJdYVCY4hM/QyBo06h0W58wu55ts1Sx5uyFpqrBlP+u7vJ3n0X+efmEZiwN+m//r7d13hvv05w513JrFxOYMwu5LZitIfrOgQcgw9ayWU7eJ6PMVBlkjgvPo198A/4XiFpLJEokZPOIlNZRf6ZJze+ZsliTHkFtrEQoAuM33Or3rv2hLPN2H8/XLTMPvRnovseQtbVEGkRERERke2hER/SJYL5dGGkR3veerFQpxO4jiHevBL3+gtxGtbg33jZxqAHFCIYzzxM4JWnCbpb9xQ/b6Eh1g//6+cRuvZ3mJGjMRXxduubijg2lcTpNwBnp507NM3FcQzxTAPRZx/D/Pxign+4icqGFYRtO0vvyhZVmjTu4rex//g9bAh6AKRT2L/cQPjEL4C7MS7sVFVRfcUvCE0+EBOLEdz/wB0yzcWsW9MmR0yLbBqTbNruY4iIiIiI9HUKfEiX8J0Atrz9RJ62ogrfDXbKscu9JvjNjyEcgVXLIJMqXvGf9xDNt5+UdnMyvqE5VE5ztJLACV9st547cT/8RANVv/5dYTWaLTAGKppWk/zmV0hdcQm5Jx8j84ff0XT65wi+9Awhm9/iPqS1qJPHWfg6/pMPFK/g+/D2iwT2PQAAU1mN39BA8wXfpuzEk6ia/SeaY9U7pjGfWiK5jWDnXBMiIiIiIn2JAh+yw7mug+u2/mhlTBBz1EntvsYc+XkynTDzyhiDs3IpJBshXo1du7L9yk0NOP72TSHJeeB85kScPff+dEMIn/8jGDqCsl/+lqaqwR0a7RHxM6R/9VPs2jWtC6wldcUlRNNdlxulVISzzZhcBjb3WVi3CtOvf2Hqy/cuJn3X7yCfJ/Xz/8XEYnRgFeIO8corobp/0TIzcmfy65OBSu9hjCEQcJS/R0RERKQHUY4P2WHCfoaKdAL77quAxew2kUwkTpIQvm/JDxlN4LDjsU/8o9XrzGEnkB88qlNWN3EcA3Xrb3DrVmEmTaXdo9QMwHfc7T5mwi2j/Ic/IbRqOd5L/4F4HHffqaSjlWTM+kuug30Npppp3mTVmFY8D++dN3D2PUQrw2wFk01j167ADBmJbawvXml4LW7lUNzJ00ne/lu8998DKOT4WLMahu6YZYibA+XEz70M/xcXQGqT0UZVNZhvXEjSjXb4syLdy3EMFfkmzMql8PEiGDQCO3w0TYEKPL2HIiIiIt1KgQ/ZKo5jCDserp8n7wRJ5wtPNW1TguAT9+A/cndLXQuEjvgczhEn0USYJsLEjjqF8EEzsG++AIDZYz8y0UqShNo9pjGGSADC+WZMLosNhEgFYmQ6MMvD930YMqrwx7rVUF4J8erWOT42OParJIM75gl7k1uGGboz7oixgN32fBBevv0cEIBNNmOMgfbDOfIpNhKDZR/hzDgFu+D1thVCYdhlL5L/ewn+Rx+2Lc9mcF0Ha+12B5w835KID6H84l9jPloAa1bgjJ8EFZWk3Sg2r/e1NzDGUJlZh//LC7HrVm8sKKsg/v2fkqgYXHRlKBERERHpGgp8SIeVuR6hxlWYl/4FiXWEBo0kus9hpJ1K7MeLsZsEPTaw//o7gT32xRm6G75vSRIiGR1AYMqxAJsNCDiOocKkCXgZ7PP/hpeehnwW4waI7T2dyP6focFrP2AChZiBVz0Id8BQWL0M/4E7cU7/Hv59t8PSDwqVwlE45lSyYyaQz/sEAjtmBpi1kM9v39QZL1KGM6oWf8miouWBPSbiedufZLMvyYeihA/6DHbxWzhf/g7+/b+HpvVThgYMwTntezTdeG3xoIcbwB00iPhHr0IgAIN3ImkiZPxt/8x4PjS45UR3mUh0+Dp44Z+wbiWRfkMI73MEqUgVaU+zEnuyMpvG3npVIbi6qeZG/Bt+TNl//5KE2UI+FxERERHpNAp8SIdEXJ/Q+y9inn1w48b61ZiFrxA74Zt4zz3Z7mvto3cT/tqFpDb5uG1pBITjGCq9BM5bz0GiDl5/dmOhl8e88ARuKkn04JPJ2AARcrh2/SgUP9BqGdpGE6Pq7EvhrzfCwjfw/3gdziHHwxf+C+sG8KMVJIPlnbaU7vZIR8op+96PaD7/rELSzU0Ej5xJrmIHJdnsIxzHEKxfhb3vFgD84WNwvnwuOIHCKi4Dh9EUrCB4xDHkn3u2zesjX/k65tWn4P1XMbvsBelmygcOx40PIbkdi+wEXYgsXwiP3bVxY/0azAdvEJtxOt6AndEKxj1XIN2EXbKweGHdatymeqhQ4ENERESkuyjwIR0StRnM/DltC3wf+/hfcPacjje3SDlgGutx/DyYjn/cyshg7r8Fc/CJ+H8pvl/efI7o1GOINK6Dp/+BWbeK4IBhRA8+gWT5ANJ+IV+HtZZ6p5zYKd8jmCtMl/HCMZLBMrLe+gSEPfSm0vMs6VG7UnbTXaRvvh7vrVdxavoT+vLXMVOm0+RGu7uJvUqUHDx5T8vf5uMPsB9/0PK3/eyZ5EfuhdlnKmXX3kL6t7/CW/wB7tBhRE4/m0DIg8Vv4JxwNva1Z7FzH4BwlOh+hxPceeIWRyC1p4wM5qm2I6YAeOKvxL74fRoIb9O+pQvkMpsvTyehomuaIiIiIiJtKfAhW2SMgboVYNsZpdGwBtN/UPs7GLc3uUBkq4ILgWwS1q2CfK7942JxGtfh33X1xjwYjfWw6C1in/svvOG7tzwld12HvBslG4iQC6zf2EODHZ+WNQFyg2uJ/OhKwrkMvuOQica3PW9IHxYgj1n+Ybvl5sO3cUdPIu2GyY7Zk8hPriOcz+G4Du5//gFLFuB89gz8v1wPmfT6V63DzrkTt/ZlKo45g0Z/64MfJt0E2XZunjMpnEwzBBT46KlsrAKCIchl2xYaA1X9cRxDjAyBfAYch4wbIe27m0vhIyIiIiI7iAIfskWOA47ZfPpMEyuDSKzwZHNT4Qhm+sytn0aSW39TGdrCzZ6XK5788+E7iZ35Y5rcaGGlhTdfgcXvFBKd7nkATcE4Ob/3LDdprSXlhCG8/nwo6LFNfGtwK6qgYW3xCjWDWqZJ+b4trKriRqlwMrjLFmPG74f/whObBD02segtgg2rMPERraZadcyWPovb91k1ZrM5cmU7pUPlRGd8EXv/nW3KzIFHkQuXU9n4CTx0B6z4CIwhsuskIkedQoNboVWZRERERDqZMubJFpX7STAutLfUa81gKIvjXHgN7DZx4/axe+FccA2N4aqtP2isArPXNGxZHIaOLl5n4DDs2pXFy1LNOOkm4s2rMb/6H7hvNrz2LDzyJ/jl9ylfvYjA9q9cK71MyonAgTOLFxoHu9s+5Iok08g7QRhaC8PHwMLX2t2/efM/lEe2vl1+pAzC7eSAiJbjhLdhp0DU9ah2UlQlllKdWUWlm2EH5e6VTWQ8Q/7AGZgvnQvxqsLGaBnmuNPwjzudYKoebruiEPSAQhTqvZfh9iuJ22R7uxURERGRHUQjPmSzXNfB+Wgh9p0XMQd8BvvsQ5+qEMQc8UVMWZymnEvwaxcQyqcBSzYQJWXC2G14mpkNxoiMHo/JpjFHnYL/wO9g0yBHVX/MCWdj7/x5u/twjIP/x2vbjkLx8nDnLyibdTUNKOFgX5L3LPnaPXH3mop5bd7GgkAQTjyHZrccigymSXsO0SkzYc0ycIPgtTOEyXUJLltIuP8YjGuwTQ2U2TzpQGizyy83E6byyFOwD93WemiGcTBTj8V/60VCexxEtgNLOG9QEcgTeO1JzBvPsmG8lhuOEp/xNRrLBilZ6g7WRJjg3ocT3XMyTj6H7wZIhcpxbR73ib+1SU4MQOM6zJJ3cUfvo9WZRERERDqRAh+yWa7rwIJXsW+/CGVxzMyvYRe+Ak0N0H8oZvQeeNE4DoX7tSQhkoFNchxs4/j6gJcDY7CpJkg2Yg49EYxTOG6/IRAM4YcimHw7S2lU9ivMuV+5tHh5OonTsBYqFfjoaxJeiNjUEwlPPrrw+QhHsP2G0mwi7U5/shaagpVUDDCYPfbHvjy3aD2zywTssw9SfsI52Hefx3/9Gdx8jtiYPYntfSgJYhS7vzWOi12zEjPz69j3X4PEWqgagKndE/vvObD4HSK77UuWjiWzDbiG4NJ34I15rQsyKXjgFsq/+H3WdXBf0nE5z5JzymDDV6AHcXKwZEG7rzELXiGw877txtJEREREZPsp8CHtMgZCxsdU9scC9oUnsK89ixm3D1QOhGVL8V/9D/ZrF+3wYzv5NJTFsfMfhg/fKWwMhCBWDtkMzme+AhXVcOI58JdftX6aGgjCiWfjb+lOIpdR7oM+KukHSDpxnGF7YG0hh8pmk9gAWd+wLlBF9dRjYNHbUL+mVbmZNB27dhlm8tH4D92O2SToZt54Fha8QvyL32NdkVFGxhjsh+9h752N2X0/qO4PK5bhP35/YYSSG9iqLB9RMvDS48ULvTxm6XsERu2tBLldwBoHyuKQLZIXBrDrv19FREREpPMo8CFFhRyf8mwDPPUQZuI07DMPFgqyaeymUwRmfIV0MMa2LeK5GYEQJt2E/fCdwsiSCQdiYhVY38cufA3/xccxR5xCU//RlJ39/zCv/htWfQxDR2MnTKUpUEYsn8KJlUOyqe3+HQdbM0hBjz6uI0kljYGo4xOyGbCQdsNETvsfeO9l7AdvQjiK2WN/aFyHfe9FzKRDWgU9WmRSmJf+RXj/49pMe8nnPZhwILzwJPa1Z9u+dtzeZN1Qh1cicg3QVN9+hboVOKN7T3Lf3izlRqmYOgMe/H3RcjNxGtmtzv4sIiIiIltDgQ9pw3EM5U2r4I+/AOtjgyGcGafiP/LH1sMjdtsbb7d98bwdHz3wAmGcpe9jJh0M/QZjX3gc27CmEBAZvx9mt32wWLK+IetWEpp8HA4ennHJ5XzwIBkoo/z4M+BP17U9wCHHkw7E2uRzcF2HmJ/CNqSJWWh2w53SP+kdXMcQ9xsxT94HS94FLKHhO8Mhn8PmU5hhIyGfxz77QCGwsfNe2A/fbX+HH7xBeN+jydB6tSLft3gDhuMMr8V8vKj1a4IhOPoU0n7Hs/HmrSFUM7iwDDVAvAYzbn+I10CqGb+qvz7XXSSf9/F3mYQ7/q3ClMENjME56ovY5gZC/arJegpEiYiIiHQWBT76OMcp/Nje9Ml3jAw89gew66MCbz2HHbs3zmk/gBUfYY2D3Wkc2UicZi9EoBM+RWkbIFDZH5PPYv/1l40F+Sz29XnYtSswR53asjmb9yks+bkxkpHzLOmdJhA5+1J4+I+w/COoGQBHnExu1Pg2N5LlTpbgknfgyXvx1q3CHTCM+BEnkxk0mqQf3PGdlB4vblKYu3/VKkGu+fh97F+uxXzp+9j7flPIm7GeBUww3P7UBTeAbWfSSqOJUnna/8BLT8D8xwr73W1vOPILNIarWi7HjkgRIjhlJuah38HuB2D6DcN/5qHCqiKV/TDTjyMWH0Tjjh+rJUUY62NG7YqZdBD2k8WYUBgGj8S++R+Y/zCxMy5tk7/FcczGaVgiIiIisl0U+OijIq5P1GYw6UZMMAyhMBkTpilrCHgZWL2s9Qveexn73stQMwh78AkkYgM3uwqB6zpYazs0laCYbNbDDN0J+7cbi1f45ANsuhkC4eLl66VsgEz/MUS/8j8EbB4Ph5Qba9P2iOMTfPkJePofGzeu+hj+eA3hY08nv+sBaDR632GMIRR0MAtea7sqEECuEIDj5Fmw+C1YuQQ7YDiM3h2aE/D2c8V3vMeBpJ0wFLkurIVmN0LFAUdixu8LXg4bDONHy/B9hy0mIdmE51kyVcMIH3MGzprl+Hf/emNh/Rrs/b8jsP8RRKceT8rXPwOdzaQasU/dW8g/VDMI6+Xh3/dvLE82YqIxIo6HTdRRaXPYRF0ht1LlQJoIkdf3j4iIiMg20y/ePqgs4BH+6C2cmoHYd1/EfvQeOA6hnfeiZs9p+N5mPhZ1Kws3fe08hSwL+oS8dCFwEgpjqweT9INbHTRwHIPx8tjN5CmwK5fijuy/xWUgfd/STIiWpRaK1I94Kfj3g8V38M+/EhszgayWvi15jmOocHM4yXrM2jrMgKEw83Ts3H+0zZmx5F2yex1KetTeOKP3xfd98nmfsliA0J4Hrl9GdiPbbyh2/GRy+eLXTsCFiuYV8MgdWH/jBePEKqg85kzqTWyrnv4nPZdQfAD+X9oJHr7wOJHJR5FyKjq8T9lGzvrRZflcIaD6KSYcodqrh+cew1/+IYRjmLGTMDVDsP/4NfGjv0oi0o+8pieJiIiIbBMFPvoYxzGEGlfj1AzAf/zPG1ca8IB3noePF+LM+DqMGgtL3mu7A2Ng6OiWkRzGQNT1sIm1VDpgX5sLnyzcWN1xKD/gWJriw8jm2+6uPTEnD02NhSVs2xvjH6vYYcPATWMd+O1EZzIpTKoJogp8lDLHMVQ6KcxTd0OqkBDXApTFcWachv/Q7ZBs3PiCaDkh1xLM1EE4RsYEyWNo9gKwz9GEd9sP88Yz2GwGu9t++ANHkvDan1pSbrLwzz+0/RwmG+Hf9xGb/kWa885W9clkkoURKMVYC2uWYQbtpukU28l1HVzXwfdtIVHtp3jhGIHyquIJZweNwHg57IOzN37XpRqxr86FIaMxex+CfWg25Z8/j3o2P8JNRERERIpT4KPEGWOIBMHFJ2cdHOthVizGppqKL6/YuA6WfYD57BmYtSvAz2PzOexLTxeWlT3qyyRNFGwh6FEV8uClR/EdB1M9uFXQAygsMzv/AcqO/jrZrfjRHvTS2HWrYecJsPDVthUCQWy/ods8labtAbeQ66AzEplItwkFHaKBwk1m1jeks5YyN4955r6WoEeL5gT+W89i9j2sMPJjPbPXVOx/7sesD4ZEho4hOP4gGjIOzV6AbMVgKj9zGqmmFJm83WwyUWPANK6FXLZ4+YoPCfoZ+FQeCIBgwCHkFPqS8Z1WS9TaLS2DG46yNVNopDXXdajINGDffAXefhWGjsLsP51kuJKs3RikSpoolV8+H5PLFJYnzqSxbz2HfftFzGe/jn3m/uIB3uWLMeMnYwGnfiVu1U5bHOEmIiIiIm3pbq6ElYUglEtgPngLMklClQMwI3aD/sOwzz3c/gsXvQHZFP4Hr2N22w9TXok59ERs5CukTIRMrlAtFvTh5ccw61ZgJh6Kfe3fxfdnLXyykMCwvYo+DS3+GrA5i9l5Ev6a5Zh1KzeWuQHMcd+g2ey4p59+LI5TFi/+dLz/EPKhMt0flgBjoDJqcFa+DysXg+cRrRpEZNTumGy2EPgrZt1KzLjJLR8BM35yYWebjgBZ9gFuKEK49gAyOYu1hRFPWY8trqBijIFMkUDkpnU+NRLEcQzxsI9ZvRizajEYh9CQXfCrhpDIFC67XDBKaFgtfLKo7Q7DUWxlfy3pvI0cxxBvWkX+J7OgsWFjwd9vI/b9K7HDdyNnDcYYKgM5aGjErvgQHBczeCeY8hmcA2diHQfWfNLuceyqpVAzCFO/inh5JdlQBc25rRv5IyIiItLXKfBRoiJBCK1djFn82saNyQR2xWKciUdgA5sZ4RAMgwVnnyPwn3sUW7+qsL2skshBJ+BVDCbjOYT8HKZu+cbXpJvb3aVpbsDZit/qxvPI3XQVBIIEv3oupqwMW7cCohWYfoOxFf3I7cDlH5ucKPFTvgu/v6owD3+DSAxOPpdmE0F3iL1fPALm3XmQ2iRgUb8C07Aas/M+m41t2VAYO+14nFG7wsoPsW/Pa1vpo3eJjtmHzFZ+tfq+hZpB7VeIluMHQrDJdLF42Md57XFIbxyhYhqfw6moIT7uIBrShhRhQieeBb+7onWQxnXhlPNoctou6SwdE/VSeL+9qnXQA8Dz8K77MbGfzKYhUEF1KI998TFY8WFLFfvei5hd98H6PvQbUsgB0t5Uu2C48J1U2R/z+B8J1U7A7jqF5FZOexIRERHpyxT4KFFR18csfr1tgfXxV3xQGD497/625YDZbV9MJIb/4OzWQYDmBnjkDmInfJOsWwn5TYblN9YVfsCvXV68QYN2ajUEf0vsmpWQKqymkbvxCqioxAwaBk0J7IqPCfz0Noi0Hfa/rTwPGuNDqTj3SszC12DFEuyIXbA7jafRjeErqWCv5zgGJ9WA2TTosYH1MIFA+4EPx8GPVdK06xTKG5Zi3n+5eD3fw3g5tuWrNeNEiOwyCRa+0rbwgJk02wgbohTBgIOz6v1WQY8NTGMdbnMdbqg/nmdJhKqpOPtyzJJ34cN3YcBQ2G0fmtwytuKSlE8JZprxFhfJgwSQTmFWLyM4chxmxcLCSI9PsQtewjnwOOxHCzA7jccueqPIjgxm4HDsB29ALgO5LOa9FwnX7kWS8h3aHxEREZFSpkdGJchxDDTV0d7cDIOByn4wZHTbsp33glwGm2xsHfRoYTEvP0HEtYUnkRu2LnkbZ9zk4g2KVeBXD2qVj8NxDOUBjyo3TVUgSzRoMesHcBgDNp1qvY/GBuz7b2NXFFZEsPmtyJTaQXkf1lFG8x7TcT93NsmxB1BPDE/LSJaEQMDFrG27osYGtn4ljN6jeOEue5OyQXI5D8ri7R/EDWDd4Fa3LRyEEHnMxIMxx58Dw3cpFFQPgqNPJ9V/J/Kb5HYIOx6sWNz+Dpe/T2j9QiKeZ6m3URKj96H5iK/QuOehrDPl5PwdN2KqT9rSd1A6RcTJYxe0EyQD7CcLIZ/BjN0bKmralJv9j8SuXVmYEvPKkxu3L32XYNDd5qaLiIiI9DUa8VGqNkQRHLdw8+S4kE5iBoyAqkHYl/6J2WUijNsPli4szDsfORbbWId99wXMLpPa3/faZQRsnqwTJDxoFKxcAqkm7PIPMFOOwb7xLDStK7RhSC12r0NJ5INsCMSEXEtZei3muTlQvxqMITpsFyL7HkmDHykESAaPWB8BKRK8iVfhRzvvaeeG5IFKIlhqWgfr2pSu+QT2OAgiZYVRF/lsof5u+5EbsTvp9QOcvGCMQEVNYZTTp42eQMpu/Kx3RFUoj/PmPPjgVaxXCKyYvQ/DTjuerGdIESyeI8RsLnBh1v9v4+s8z+/xQbxg0MUYs76tPfv686NlEK+GRJG8MMbgDBuF7/vFk0ivZ7MZjOPiP/k3zIHHQjYFKz4qfAZG747187D4Lfy5zxaSorYcvGefGxEREZGeRoGPEuT7FsqqMSPHYWqGYhtWg5fHDN0FC9glb2EGjMC+/DiEY9B/KNg89oVHIZ/F7Lo3djM/1imvxDcOzVlDcM9DcYd/gomUgfWxxoEpMzFuCM84ZAiSzpuW5TKNMZTlE5jH7tgY1LAWPl6AqVtO/OivUe8HyYTLCR31OfxH72lzePe0b9MUqoAOTD8xpnDMHbb6i/Ra2ayHHTASs/z94hUG19KYC2BG7UN0pz0xvod1XFI2RDa78fPTmHOpmvxZeOWfmLXLChuNg91pd7yd9iKT2VIiU4iFDEGTx7UeNCewTetoiUo0J7D/vg877QTS/XYuGgDI+C7BwWMwi4pMiwHs0F3I5HvPZz4UMJQFfcy6pZh0E7aiP35FPxozW04M212SoQrKv/odvBv+X5sy9/BjIZPAraqGwTvBh28V3YcZOBz7zouFwPHjf4adxhcC0tkU/pvz4OP1q2Q5LpRXFaa7ZFLYEWNbEkUbY3CcnnueRERERHoCBT56qWjIIRywGN/Dd1ySOUMut/EGKY9LKFKOXfhSyza7dhk2Uo4zYix4eewHr0E6CZ9sciMYDGPG7IVpqsf/1BPjlv1MPJSUHygEFRyDbViJXbI+AaobhJHjSVcOozlTpN2uh3npieIjOZKNmFUf4fbfhZQXxJ1xCoFRO+P/4y7smhWYkTvjnHI2mUE7kd/Cj3zXgfJsI2bFx9j6NZgRteQramhydlxeEOl9MjZIZMR4WPp2q+22vAa//0hyyfVL3BIEguDBp68Bay31WZfYXkcTIgv5PDYYIm2DpIt85jflOIbKsAcfvIRpWF3YcyCI2XUiDBqJfeWplrrmpX8RO3oECdpOncnlfeyAUZgVH0Cy9UpEtnoQXqwaP907boSDrqHcb8S8+RIbzrVZuww3ECK+2xTq005L4LQnyXuW7K4Tifzol+T/9Fvskvcx/QbhHvsFnJ1GYz98DeqXYcYfgF26ALxPTR2MxTFlVdhN8iKZ2j0KUw1feQpn+ufw13wCO+8NoTLsx0ugsgpn0DBy4XJcz1AeyBaWQU41Q/VA8sEyGrXii4iIiEgbCnz0MsZAZczBWb4Qs24FYHHcIBVDxpAtG0hT2qc86hJyPIiWw4ARsHZZy4oBJt2EbViNzWVwph2P/97L658qWhg6BmfPqfiOi4n3wxx6EnbuvRuHWBsH9joIUzMIP2MLK2S8/e/WCRa9HCx+jfDOATLRIW0SmgbxYNXS9vv3yUICg3bF86DJRAjsNZ3IuL1xrU/eCdDkRrc4eiPgQPmaj8hf9QNo3mTFi90mUHnuJTQ4ZVt1zqV0JLNgq0YSqR5SyPeRz2H7DcULltGY6vjNtbXQnDM0EwbCkN3iSwCoCFvMW3Mhk9y4MZ/DLn0bs9OerRMEp5pw/DwUCXwANKQN8T0OxWlYgVmxCBwHO3RXvLJ+JDa/Mm6PUha2mLdeoU2QNZ/FfPg6sZETiwZRu5vjGMKujxk0kOBpZ0Eggs3nILEC+9GbAJj61VjHhSO/Aq89BcsXF6YVjtoNM3Ic/pN3F3YWDGMO/lxh2Vo3ACPH4r/6NGb6F8j99mf4b20ysidaRvCHP6eiph/m8b+0SjIdGDCCqskzqc8o/4eIiIjIphT46GXKww7Oh69hkpssoejlMB+/S3hkgEhFFfbjd7BrPi7cndUMxtl1X/wP38RsWG527TLMiHH478zHDBgJO0/ARMqxH79XWF7x33/FTD0ef8VinKNOxaaT4Ocx5VXYj97Df+8FIrseiJttKrqqBAAfvUVs90EkPpX/z8fgRsqgqb7468qq2DSukc/7hSU3W3aw5ZvTsmwj+St/AMnWbbPvvo699/eET/4vMr6eivZVqawlRYBg9RiMgVzOx3bB6AjHMbjpROugxybs8g8w4/bHPvOPwgbjrF/mtPj+rLU0pA2BsmEEdxkCGLIeeL1kpAcUArluJtnuUq6maR0hx6eZnpeINRa0mHeew4zeA/+TdlZ3AUzTWjLxIfiTPkNokofrWFixCKzFHDAD6wZw+g/F//g9eGce1jiYgcNwxh9A7uF7Wwc9AFLN5K74PuGLf47Nt464mdVL4d3nCO86lUyu93wORERERDqbAh+9TMBmWwc9NmFCIfw3nykkyNtg7TL8htU4u+6Pfe8FwBZGcDhOYbrLikXQsAoG12I/WYgZPYH8oacSqPsEPl6I//HCQoJHY1ryfhg3QGS3ydBcJKnfBtk0Dh7Q+sljyoYI7j4Fnnu46MvsmAmFlTO2kTEGPvmwTdBjA3/uo0SOO5VMsHKbjyGlYXs+Z58WCjq4TiHtTDbbNlIRDjrEog5m+dr2055mkpho2cbynXYnTWiLx87nfQrxxd53oxsJOdC0heEcvs+nv0d6giB5aK4vBKjaS8QMEAgRxKPJOkSCYHIp/AUvFqbvBCM4+38G/61nNk6FsR521UfYhtW4ex+Ad99dbfeZTuEv+xgTq4Bk6+WZzeI3iey6H5l2RgqJiIiI9EV67N2LOI7BFBthEavEDh+LbaxvHfTYIJ/D1i3HVg0EwMb7Q1MdZvhYzPgDccZNwTaswQzfFesYAgHT+sd0LtN6ZQIvX0jEGNnMyipOAFvk45X3fPLDdoVR41oXGANTjyNlti8Hh+MYWLuq/Qr5HOSKLdMrsvVCAUN1maG8+RNiqxdQ3vgx1bFCIGSDQMBQZlK4n7wLoc18vt1gYaoEYGsG4U86lPSOX7W5Rwn6WUwo0n6FUATP6Xnx+WDQwQkEMOOnFEZdDBzVuoLjYgbtVJi+FAxjskkqAjnMe89i61e11DcDhhVWE/p0/g+ATApcixm9a9E22Lo1xT9PXh6jVV9EREREWul5vyilqEDAJRAAqICqQZj+wwvD4AMhaFwL1mLrV7T7etuwCjNwJ2hYjRm2C8b6+KuXYpZ/gHWDmP5DMf2GYVd9iNNvOLbf4PafH8cq8HFwYpUYN1j8R/uQMaQ8l2Lj9BNZl7JJRxHa8yBY9VGhDwNHkLQhMt72DWn3fR8zauf2K1RWYzd3oyXSQQHXUO5kMB+8SUtSzmQDZt0KykfuTvP6KVqxIDhLPgAspmYY1gmAXySiMXRnrAX7ma/hReM05vrA13Pj2sKSrf2Hw5qP25aP2p1kB/OndAXXNVTFHKhbBh99XAgAx/vj1O6FHy6Dj97CDB2DGTiqEODIpaCxDqf/8MLoOmth3XKcnSfiN6yG6sHYumXtHzDTiDNuAt7iBW2KnJ3GwAcvtn1NrALfcdcn5hURERERUOCjx3MdQ7zMxWSbcEwA3AAMqS38gHYC2A9eLozG6De8UNbujoIQimD2OKiw7OyC5zEbhmb7Hqz8ENucwKkZjG1YBfGB2Mr+mIY1bfc14WCSNghZS8UeBxcSnOY2Ga7ebxjeoJ3Jptp/6ticd2mmHHfIHoDF20FLb1oLXvVAGD0WFredd+9+4Rskwx1bCldkc8rCBvPRu7SdYmIxn7xHdKeJhT/TzS11bP1KnPEH4r/7n1ZJKek/Am9gLU0Zg+/72L4yKMkAaz/BDNkZYnHsyg8L32dllZghY/BicfJNPWP0gusYqqIGFr0KqU1GxNWvwCZW44zdHztyN0xzA3bx62DXt7upHrvmY8wu+0D/YdjVS7Efv4sz6bDC8t8Nq6C8ujACLxAsfIn5Pv7y98EJQLrtKD4zshbKylt/765nJxxM0oZoNzmMiIiISB+kwEcP5jimsIJL3UdQOQhWfgi5DVNODLZqYOHHdDYDjoF0FXbdyqL7MkPGkIr2x/EtoWXvbgx6bKqpDgaOgLWfQPVgOOjz8PrTsPS9wo/xaDl2wnQy1cNbVmtJ2DAVex6O66WxmTQ2UkEWl+YOrpDheTv+x3mTG6Xy/P/F/9NN+M89XQjsVFTifuFM8ntNIaegh+wAjs0Xpk4V4+XWr8jCxlWRAJNpxjb4hell3vrXl1eT9lyak5bemKdju1T0h1VLsMvfh2g5ZtguEAhiMyn8ZAPpYLy7W9iioszFNNdhU41tC30Pu2JxYQRHphmz8yRsYg2sXAL9hmJqhham8wWjMGAkprwa++EbhdF7I8djHAfWftxqBS1n8GhsuAzGNcCL8yBRX9i+/0E4p34LW1aGWT0Olr5b+H6OlGH3OrjV97OIiIiIFCjw0YNFww6m/hOID4Tl77e6gQKLqV9ZGOXh5QsrRVQPKQyxXrWk9Y6qBkJFDZmkT0WksFJCe2zjOgiXgeOyLmOI7n4Y4T0OAt/DdwIk/VCrH9Web2nKOVRXD6C+vplcpvt/cFsL9W45kdNmEf7CNyCXw4YjJMNxBT2kC63/rEVb58Ix2RSs+hBjHAhFyVQMojnbN+cl5AgQrB6KWbcMUk3Y1PocRm4QRk8knez+7xMoTHFx8llssRFwGzSsxlQPwtavxNavhKrBmN0mY9PNUL+SlulQkXKoGoiJVUKmCWIV8NFbrfdlfVizFIaPJzVhKpH/nYDJpCAYJBMuJ20DkIboHocS3mNau9/PIiIiIlKgwEcPEgq6hEMGayGT9Qm5YPK5wlNhr50sh/UrYVBtYUWIdcuxg0bhDBy5cTnb6sGFH9Efv0f5sHFY6xdWIbDt/Dh2XAjHyPkO4JPKQ4ogEFw/Z7z9H9XtLWrQXdI2QDpURcvCGAp6yA7kmwBOe/k6HBfrFFbVyBMgGKtsuxqT9fH7DSeZ6bufy1TWYquHE4r3h7UfY7wctqIfNj6QRLqwZG9P4DgOJt9cWA2r3Upu6y9BPw+ZFKa5vnW9dFPh+7x6EKQtbC6YUvcJbuVIEoFyCKwPoG1yiFSu49/PIiIiIn2ZAh89gOMYKsuDOJkmTLIZjEMoWlm4qXKDrVdU+TQvXxhCvZ6pXwn9hsGGBJ5rPy5M9QACeDR7Dm7NEMzaT4ruzsRrsKEoicYSX05CZDsls1AxZBfMJ++0KbODdyaVN1QAyYxPWb+dcCNrcRpWFK7ZcBl+/5EkvUCnTPfqTZpSPo4TJtx/FwyWnAe55p51TnzfxzoOTtUg7Np2kpH2G4rdZDSdifeHuuXF6+bShQB0INg6X8inmGyaaMghEnLwMWTzkE7nelyQWURERKSnU+CjB6gsD+ImVhQCFGXV4AZwctnCj2LYGMQoxg20HWphgU8/ZQSMlyUcjGEHjsY01rVd+nbozthgBN+HSNgh3QOmrYj0VLm8TzJURmz0JFi9BJNJYsNR6D+KlB8kv8kIo4bmPMFANdGhNThA3i8ERHwtOwqA71tSmZ473cfzLH6kDNO8tvgKNNEKTLw/dtmnV1/ZTIQilyksCZ5Ntxv8sKEITqoemtbhugGC8QHEKqJk8pampILTIiIiIh2lwEc3CwYdTLa5EPQo77f+SaAp5AXw8lAztBDYcIOFodTxfoX/JhOF4Eb1YGj+1BB6U2xJWAPGxc00k7Axymr3wU01QMMqTDCEqRpUeFr5wcs4GMqqBhGuGU5Dc8+9GRHpbumsJWMcIv3G4BqLZw3pjMVan0Cg9bSIXN4n14vuVUMhl1DAwbeWdMbD9/v2MIOsB7HyaqwxmMoBhTwevoepHFiY2rTig0+9YgtLczsurFsBVYOhfhXFgiSmegg0rE9Y7eVh3XJM1SDCno9TVkGiua8s/yMiIiKyfRT46GbhoIOTai4sW+gECk8AU4lCYAMKiUZjFTBqd8hnMbksWIutGgQDR0EmBc2bDKcORQtzyD+tuhDYcPJZgpUxGpI+rhunfGgNbv0yWPrOJnk/LNSvwDUQKR9GOqun0iLtsRZSmU2unV4uEDDEy0KYXBInnwPHECkr5P1p7KM32o5jiAQNNNdjouWAwQwZgzUueBnsR++0yZtk002YaEXx0RyB0Pr6FpINMGxXWLEIvPXn13FhwCgIBKC8BhKrN742sQZTNZiAzeK6Dp5yF4mIiIhskQIfPYEx61dSMZBYn+guEIRAGLCQy4GXweQyG1/i5yGfwUbjG5OVBiOFESDppkIAJJuCYARTPbjworplhZEk638ne57F9XOYtZ8atr3hGPUriVQPI53txL6LSI9hjCFeFsRtrqPli8IHN9+ACUYpi0VoTva94Ec07GJS9YVRF5tMIzTBCDZagRk+Flu3vFDmuBDvjymrLASzfa+w6hYUAtvhKEQqoH5FYVs2CdEKGDZ2fT4mW/hOz6SgsQ6icYiUQbq5UN/3wBic5nrC0f4kUxqVJyIiIrIlCnx0g01noqQzPqFwOU4gWBjlYRyoqAEvj8llCrceroMxocKc8E1ZW9g2cBT4PuQzsPojbHk1ZugukM8WyjfJ5+FXDsRaQyDg4Hk+Np9pf0C2tRjfY4tDtkWkJEQjAZx0E8VGrji5FOGyGM2bbAsEHIwxeJ5f0lNhAgEHkywSAc6lMdhCcCLevyXIbDGF717HW7+yFoUVYbIpTD6LzSahalAhIGJMIY9T/criB083QlnNxsAHFF5jfZyi0xpFRERE5NMU+OhCgYBDeVkQFwvZNPHyENmcjwmFCk/x8lmID8Ak61tWYjEAjZnCCI5IeZtpLCaXxkbKwObAcfEG7AQWnFWLMJsmLw2EYNBoDFCWT2JDAWwggslv4WbFcdESiSJ9QyjYzg3+eiafWR/sgPJoAJNPY/w8NhTCd0MkmnIlGQDxfQuuW3xZ8VwGG8iQCVQQCoCTSmAa18GA4ZhMElK5wqiQxBo2BJQMQDaFjVVhfB/rbWYUjbWto+WR8sIxw2Vkc6V3rkVEREQ6gwIfXSQYdKiIBXAzG+d7u0DECQCxwtPAcBRyqZagRyvZVCH4YUzbVVwAP5PCC5XTkMhhDMT7j8bNNeM01RWCF/2HQcNqzPp56Bt+RtuKARCObRyKvQlb0Z90L0rGKCKdywKu61AWsjiJFS3bDeAYh8r4QOoTOWyJrbeayngEI3Gc5rqi5X6ojKZEtvDdW1ZBIFJWCDz7HkTKC8HsYslLk/VQ0b9NfpB2BUJQOQASa/Er+pNN9L1pRyIiIiLbwtlyldL2wQcf8PWvf52JEycydepUfvazn5HN7vikFuWxEG6mbdJR4xemtGAtRCow2XT7O8mmwQ212mSDEfJ5S8KL0tBU+BFsbWH5zAYvSnPFcHLVwwsrthT5cW2a62DE+ELwY9P9llXiD9xpk6SNIlLqsjkP+6nvmFYCYaJhB6dpTdsy6+M01xGLll48PZ/3yZswNlL+qRKDX7Exz4a10NCUxzpBzIbRIe2NFNlgQ6DbtPPPcWD9+9FvGMT7g+/hVfQn0ayotIiIiEhHld4v1K3Q0NDA6aefzk477cT111/PypUrueqqq0in01x66aU77DiuazB2Mwno8hlMMIQ1DptfFcLSKt+GcfBCZdQ3ZIrW9jyflAeRsIvJtxPM8T0skBsyjoDxMPk8Nhgi6xmam5Q0T6QvSaXzROIVuMm6NiPL/FCMdNYjErBFR50BmHyWUMy0ygNSKhLNWWKRMsKVFRgvC8bgO0Gak3ly+U99V256frY4+MUWEplW1EBibesXOC7EKqFxbSGZdSCEVz6Q+oQyTouIiIhsjT4d+Pjzn/9Mc3MzN9xwA1VVVQB4nsfll1/OOeecw6BBg3bIcYzZQuCjUAuDxQajmGzbaScANhwrJMdzg/jBML4bpqGxIz+At/DL2/o0pcFaAwQha7f8GhEpOYURC1ni5TU4+TROPos1Dn4oRja/PjBStsW9dEVTu0UynSeZLixvay1YW/z718fgYgBbGGnnuMWnMAI4AYyXx6aTUNkf8vlC3UCwUF6/AqwH0Uq8cJz6Dn3ni4iIiMim+vRUl7lz5zJlypSWoAfAjBkz8H2fefPm7bDjeJ7FOpuJMbUMcTaYSFnxIc+BEDgBcoEykm45iYzDuoZMhxIJ+ta0P4wasE6w5Obki8i28TzLuoYMiaxLs1NGE1HWNeZpShZyd1gn2P6LjVP4vilxvm83+52ZTOfxN0wfzKQKozaKiZQXpjCyftpjcwPG+hg3sHEKZPUQ6DccW1ZFolk5PURERES2RZ8OfCxatIja2tpW2+LxOAMGDGDRokU77DjWWjzfFBKYFhOOFp4KWlt4WFpRA+GywlNCNwixOJRV4fmWhsYszckcuVzHc28k03n8WFXxtoXLyGzFvkSkb8jlfJKpPOl0vtVNfibnY8PFh334sSqSyohMNuuRIYQfKS98t2fTUNEfG4qA42IDIWx5DRgXcpvkdTJOYWnbTDN4OUymuTBiEIP1fRyn9INKIiIiIp2hT091SSQSxOPxNtsrKytpaGjYrn0HAq2DHMl0DresHCeXwmxYutCYwkotvgU/B24Q6wQK02ICIQiEC3UcB99akmmvzX47wlrI2iDh8v6YVAN4haVvbaSCvBshm8pv0343cF2n1X97O/Wn99uez/OOUqrnPZvzCUYrCLhBTLqxMC3DDWKjlWR9F2u3/D1VqudmU+lMnnzAJRKtKizGBXjBCkwAfGsxviEYcHH8PMZabCCEcQOQSmzcSbgMMODnYf1Im57w2RYRERHpbfp04KOzOI6hurqdifCuA75PYe63hXx2k9VWLMZ1wV//VM/6gAHHxXFc4vHtf9pnQxE2zME3jkvIGEKR8HbvFyAej+6Q/fQU6k/vtNnrrxuU6nm3NsTGhB8Gx3WJAtGtOPWlem7aU3SSUDAIlsJS474HgUgh4B0Mr/83opC82g1GetTnWkRERKQ36dOBj3g8TmNjY5vtDQ0NVFa2Mye7A3zfkkgUT1AKUFEeJmDzhaDHhtcEwuStQ3N94XXGGFzXFKbJeMVXbekpXNchHo+SSKTwvN4/bUb96TxdceO2peuvq/Sk897T6NwUF40GiYQjhX8b1ie5tk4Qzw3RlEi1t5hOhyhoIiIiIn1Znw581NbWtsnl0djYyOrVq9vk/tha+Xz7P+YbmzJUV8XIEcBQmOmSSuXIZlsnrsv1sjx2nudvtt+9jfrTe/Wkfval8761dG5aS6VyRMIxslicQAhLYcpMujHV3U0TERER6dX69GTh6dOn8+yzz5JIbJxT/cgjj+A4DlOnTu3cgxtDU3OWdQ1pGhJpstktLXcrIiIlzxiakznWNaSpb0iTVrJYERERke3WpwMfp5xyCmVlZZx77rk888wz3HPPPfzsZz/jlFNOYdCgQd3dPBERERERERHZTn068FFZWcnvf/97XNfl3HPP5Re/+AUnnXQSF154YXc3TURERERERER2gD6d4wNgzJgx3H777d3dDBERERERERHpBMba7ckTL8VYa/H9zZ9W13VKajUD9adn6yn9cd3OH2TWkeuvq/SU894T6dwU11nnpSuuPWCzbe8L73mp97HU+wed08euuv5ERKR9CnyIiIiIiIiISMlSCFpERERERERESpYCHyIiIiIiIiJSshT4EBEREREREZGSpcCHiIiIiIiIiJQsBT5EREREREREpGQp8CEiIiIiIiIiJUuBDxEREREREREpWQp8iIiIiIiIiEjJUuBDREREREREREqWAh8iIiIiIiIiUrIU+BARERERERGRkqXAh4iIiIiIiIiULAU+RERERERERKRkKfAhIiIiIiIiIiVLgQ8RERERERERKVkKfIiIiIiIiIhIyQp0dwNKkef51NU1t1vuOIaamjLq6prxfduFLesc6k/P1pP6M2BARacfY0vXX1fpSee9p9G5Ka4zz0tXXHvQ/vXXF97zUu9jqfcPOq+PXXH9WWt7/XtTCp+xUugDlFY/+vUr7+5mSA+hER/dwHEMxhgcx3R3U3YI9adnK7X+9BY67+3TuSmulM9LKfdtg1LvY6n3D3p3H3truzfVm8//BqXQByitfohsoMCHiIiIiIiIiJQsBT5EREREREREpGQp8CEiIiIiIiIiJUvJTUXWc12HfFOCnJ8nHbSA5gWKSPcofB81YL08gWgZNhDC9t78crKVXHxyTQmMMQTiVXie3nwREZHtocCHCEC6kQVP/5vHfnoNjStXsfNBBzLzkguIDhmBddzubp2I9CF+c4L35z7DY1f9ksSKldROPYBjLv0hsaHDsY7+2S5ljmPIrVnBY9fcyGv/eJBQLMb0b57JpJM+hymvVPBLRERkG+kXlEgmyZwf/x/zb7urZdMrf7+f1+6fw/lPzqFm3B69eikvEek9muvW8fD/XsUzN9/Wsu21+x7kjQceZtYTD9Fv9wn6Piph2TUr+PkBh5Gsr2/Z9vf/vpiX776XM/96J8Qqu69xIiIivZhyfEifl65b0yrosYGfz/OXb38fP9nYDa0Skb4osWJlq6DHBr7n8edvnY/fnOiGVklXcGyef/70mlZBjw0+fP4llr/xppZmFBER2UYKfEif5roOHzwzv93yj197g1yTAh8i0vkcx7Bo/vPtli976x2yjfo+KlX5pkZeve/Bdsufu+NPuK4CHyIiIttCgQ/p4yzBSKTdUmMMRjk+RKSLBCLhzZY7rv7ZLlnGEAiH2i0OlcUwRoEPERGRbaFfUNKneZ6lduoBGKf4pTDuqMMJxeNd3CoR6Yt831J7wP44bvFg69jDDiYYV46HUhWMVzH1G6e3W37gN75GLud1YYtERERKhwIf0ucF4lV88fqr22yvGNCfk355JTbY/ogQEZEdKT54IKf8+pdttpf1q+EL1/0cQrFuaJV0Bc+HA8/4KkPG79ambOqZp1M1cqRWdREREdlGWtVFJBBm9+OP54cH7Me/b/4d9R99wu4zj2T3GUcTqO6P5+mXpoh0jXBZGXscdxwX7bcPz9x8G3VLljLu6MPZ45jPEKwZiOf53d1E6USmoppvPvg3ljz3Is/f9Wci8QqmnXMGNbW1ECnv7uaJiIj0Wgp8iACEIsRG1HLslVdgrE9lTQXr1jWTz+smQ0S6lglHiA4fzcwr/g/r5cENkM/7Cnr0AdaCKa9mzFFHsfMRR2Bch7xnNdJDRERkOynwIbKJXN4nENAMMBHpfrm8DzigAGyfUxhpaCCviIeIiMiOoDs8ERERERERESlZCnyIiIiIiIiISMlS4ENERERERERESpYCHyIiIiIiIiJSshT4EBEREREREZGSpcCHiIiIiIiIiJQsBT5EREREREREpGQp8CEiIiIiIiIiJUuBDxEREREREREpWQp8iIiIiIiIiEjJUuBDREREREREREqWAh8iIiIiIiIiUrIU+BARERERERGRkqXAh4iIiIiIiIiULAU+RERERERERKRkKfAhIiIiIiIiIiVLgQ8RERERERERKVkKfIiIiIiIiIhIyepRgY+HH36Yb37zm0yfPp2JEydy/PHH87e//Q1rbat6d999N0cffTR77rknxx13HE8++WSbfTU2NnLRRRex//77M2nSJM477zxWrVrVpt7LL7/MF7/4RSZMmMChhx7KzTff3OZ4IiIiIiIiItI79ajAx+233040GuXCCy/kN7/5DdOnT+eSSy7hxhtvbKnz0EMPcckllzBjxgxuueUWJk6cyLe//W1effXVVvuaNWsW8+bN47LLLuPqq69m8eLFnHXWWeTz+ZY6S5Ys4cwzz2TAgAH89re/5fTTT+e6667jd7/7XVd1WUREREREREQ6UaC7G7Cp3/zmN9TU1LT8PWXKFOrr67ntttv41re+heM4XHfddRxzzDHMmjULgAMOOIAFCxZw4403cssttwDwyiuv8MwzzzB79mymTZsGwOjRo5k5cyaPPfYYM2fOBGD27NlUV1fzy1/+klAoxJQpU6irq+Omm27itNNOIxQKde0JEBEREREREZEdqkeN+Ng06LHBuHHjaGpqIplMsnTpUj788ENmzJjRqs7MmTOZP38+2WwWgLlz5xKPx5k6dWpLndraWsaNG8fcuXNbts2dO5fDDz+8VYBj5syZJBIJXnnllR3dPRERERERERHpYj0q8FHMSy+9xKBBgygvL2fRokVAYfTGpsaMGUMul2Pp0qUALFq0iNGjR2OMaVWvtra2ZR/JZJLly5dTW1vbpo4xpqWeiIiIiIiIiPRePWqqy6e9+OKLzJkzhwsuuACAhoYGAOLxeKt6G/7eUJ5IJKioqGizv8rKSt58802gkPy02L5CoRDRaLRlX9sqEGg/puS6Tqv/9nbqT89Wav3piM1df12lL573jtK5Ka5Uzkux669U+rY5pd7HUu8f9I0+ioj0VT028LFixQrOP/98Jk+ezFe/+tXubs5WcRxDdXXZFuvF49EuaE3XUX96tlLrT3s6ev11lb5y3reFzk1xvfm8bOn6681966hS72Op9w/6Rh9FRPqaHhn4SCQSnHXWWVRVVXH99dfjOIXIe2VlJVAYrTFgwIBW9Tctj8fjrFixos1+GxoaWupsGBGyYeTHBtlsllQq1VJvW/i+JZFItlvuug7xeJREIoXn+dt8nJ5C/enZelJ/uiIgsaXrr6v0pPPe0+jcFNeZ56WrgoHtXX994T0v9T6Wev+g8/rYk4LxIiJ9VY8LfKTTac455xwaGxv5y1/+0mrKyoZ8HIsWLWqVm2PRokUEg0FGjBjRUm/+/PlYa1vl+Vi8eDG77rorALFYjCFDhrTJ5bF48WKstW1yf2ytfH7L/2B6nt+her2F+tOzlVp/Nqcn9bMvnfetpXNTXG8/L5tre2/vW0eUeh9LvX/QN/ooItLX9KhJjPl8nlmzZrFo0SJuvfVWBg0a1Kp8xIgR7LTTTjzyyCOtts+ZM4cpU6a0rM4yffp0GhoamD9/fkudxYsX8/bbbzN9+vSWbdOnT+fxxx8nl8u12lc8HmfSpEmd0UURERERERER6UI9asTH5ZdfzpNPPsmFF15IU1MTr776akvZ+PHjCYVCfOc73+EHP/gBI0eOZPLkycyZM4fXX3+du+66q6XupEmTmDZtGhdddBEXXHAB4XCYa665hrFjx3LUUUe11DvzzDN54IEH+P73v8+XvvQlFixYwOzZszn//PNbLXErIiIiIiIiIr1Tjwp8zJs3D4CrrrqqTdnjjz/O8OHDOfbYY0mlUtxyyy3cfPPNjB49mhtuuKHNCI1rr72WK6+8kksvvZR8Ps+0adO4+OKLCQQ2dnnUqFHMnj2bq666irPPPpuamhrOO+88zjjjjM7tqIiIiIiIiIh0iR4V+HjiiSc6VO/kk0/m5JNP3mydiooKrrjiCq644orN1tt7773561//2uE2ioiIiIiIiEjv0aNyfIiIiIiIiIiI7EgKfIiIiIiIiIhIyVLgQ0RERERERERKlgIfIiIiIiIiIlKyFPgQERERERERkZKlwIeIiIiIiIiIlCwFPkRERERERESkZCnwISIiIiIiIiIlS4EPERERERERESlZCnyIiIiIiIiISMlS4ENERERERERESpYCHyIiIiIiIiJSshT4EBEREREREZGSpcCHiIiIiIiIiJQsBT5EREREREREpGQp8CEiIiIiIiIiJUuBDxEREREREREpWQp8iIiIiIiIiEjJUuBDREREREREREqWAh8iIiIiIiIiUrIU+BARERERERGRkqXAh4iIiIiIiIiULAU+pGQZY4iYPDE/Tcjt7taIiGybkAsxP03U5HEc093N6Tau6xCzWWJ+mqDbd8+DiIiIbL1AdzdApDPEbIbQ8iV4D/4J1q0hMG4isaNOpClaTd7XD2YR6fkCDpSn67H/ug//zZegsobwZ79Ebshomk24u5vXpeJ+EvPuG9hH78HmsgQPOBSmHEZjMI7v2+5unoiIiPRwCnxIyYmSI/DkP8jfc3vLNrvkA/wnHqT8shtIVA/XD2UR6dGMMZQnlpO/9FzIpNZv/YD86y/gHvdlokd9gZQJdWsbu0qFn8Te8lP8119o2eYtXoB57F7il15PfaCiG1snIiIivYGmukjJCWca8TcJerTIZvBuvZqol2pbJiLSg0RtGu+2azYJemzk3/9HwunGbmhV13Mcg7t8CXaToMcGdu0q7L/u01RGERER2SIFPqSkuK7BLnyr3XK76D0CmWQXtkhEZOsFM0nsu2+0W27ffhnXLf1/woMu+E8+2G659+/HCGebu7BFIiIi0huV/q8mERGRUmP6yj/fW8jJpJRNIiIi0gF95ZeT9BGeZzG77A6m+K9hM2Y38uGyLm6ViMjWyYVjmN32arfcjJuI5/ld2KLukfMszqHHtlvuHHQ0maC+00VERGTzFPiQkpMOV+Cc9PW2BeEI7jd+QMqNdH2jRES2QspEcL8+CyLRNmXO8V8hE+kbCT193+INGYWZOLlNmek3EOfw48mWfvxHREREtlOPWtVlyZIlzJ49m9dee42FCxdSW1vLgw+2ntt72mmn8fzzz7d57Zw5cxgzZkzL342NjVx55ZX861//IpfLcdBBB3HxxRczcODAVq97+eWX+elPf8o777xDv379+NKXvsRZZ52FaWfEgPR8aYI4B3+W0LiJ65ezXYszfiLm8ONpilZrRRcR6fGstTTFB1F+5a3YJx5sWc7WPfYUcoNH9pkVXQAanRgVZ/437gdvF5azzaRxph4B+00nEYyDvtNFRERkC3pU4GPhwoU8/fTT7LXXXvi+j7XFf8zsvffeXHDBBa22DR8+vNXfs2bN4v333+eyyy4jHA5z7bXXctZZZ3HPPfcQCBS6vWTJEs4880ymTp3KrFmzeO+997j66qtxXZczzzyzczopXSJpwqQG70L4GxfheDkywQhZD9CTQRHpJfI+1IeqCR1zGoGjTsZ3AzQRbPffxlLW6MRwd9uP8C57gfVIBWPk876CHiIiItIhPSrwcdhhh3HEEUcAcOGFF/Lmm28WrRePx5k4cWK7+3nllVd45plnmD17NtOmTQNg9OjRzJw5k8cee4yZM2cCMHv2bKqrq/nlL39JKBRiypQp1NXVcdNNN3HaaacRCvWdJ2qlyFpLGhccF7zubo2IyLbJepB1ImBh/f/1SZ5nSRIEEyxEhUREREQ6qEfl+HCcHdOcuXPnEo/HmTp1asu22tpaxo0bx9y5c1vVO/zww1sFOGbOnEkikeCVV17ZIW0RERERERERke7TowIfHfX8888zceJE9txzT77yla/wwgsvtCpftGgRo0ePbpOno7a2lkWLFgGQTCZZvnw5tbW1beoYY1rqiYiIiIiIiEjv1aOmunTEfvvtx/HHH89OO+3EqlWrmD17Nl//+te58847mTRpEgCJRIKKirYZ7ysrK1umzzQ2NgKFaTObCoVCRKNRGhoatqudgUD7MSXXdVr9t7dTf3q2UutPR2zu+usqffG8d5TOTXGlcl6KXX+l0rfNKfU+lnr/oG/0UUSkr+p1gY/zzjuv1d+HHHIIxx57LL/+9a+55ZZbuqlVrTmOobq6bIv14vG2yxT2ZupPz1Zq/WlPR6+/rtJXzvu20Lkprjefly1df725bx1V6n0s9f5B3+ijiEhf0+sCH58Wi8U4+OCDefTRR1u2xeNxVqxY0aZuQ0MDlZWVAC0jQjaM/Nggm82SSqVa6m0L37ckEsl2y13XIR6Pkkik8Lzen6BN/enZelJ/uiIgsaXrr6v0pPPe0+jcFNeZ56WrgoHtXX994T0v9T6Wev+g8/rYk4LxIiJ9Va8PfBRTW1vL/Pnzsda2yvOxePFidt11V6AQMBkyZEibXB6LFy/GWtsm98fWyncg47zn+R2q11uoPz1bqfVnc3pSP/vSed9aOjfF9fbzsrm29/a+dUSp97HU+wd9o48iIn1Nr5/EmEwmeeqpp9hzzz1btk2fPp2Ghgbmz5/fsm3x4sW8/fbbTJ8+vVW9xx9/nFwu17Jtzpw5xOPxlnwhIiIiIiIiItJ7ddqIjwULFvD2229zwgkndPg1qVSKp59+GoBPPvmEpqYmHnnkEQD2339/Fi1axK233sqRRx7JsGHDWLVqFbfddhurV6/mV7/6Vct+Jk2axLRp07jooou44IILCIfDXHPNNYwdO5ajjjqqpd6ZZ57JAw88wPe//32+9KUvsWDBAmbPns3555/faolbEREREREREemdOi3w8fjjj3PddddtVeBj7dq1fPe73221bcPfd9xxB4MHDyaXy3HNNddQX19PNBpl0qRJXH755UyYMKHV66699lquvPJKLr30UvL5PNOmTePiiy8mENjY5VGjRjF79myuuuoqzj77bGpqajjvvPM444wztr3jIiIiIiIiItJj9KgcH8OHD+e9997bbJ3Zs2d3aF8VFRVcccUVXHHFFZutt/fee/PXv/61w20UERERERERkd5jqwIfP/zhDztcd0sBDJGtYQxY292tEBEpTt9R3U/vgYiIiLRnqwIf9957L4FAgGAwuMW6+Xx+mxslAuA4hrJ8M25TPSTqoWYAuWgFzSbS3U0TEQGgzGYIphJQtxoqKvEqqmkOlOH7ugPvKlFyhDONsHoFxMrxK2toDlbg6T0QERGR9bYq8DFkyBB22WUXbr755i3W/fWvf83111+/zQ2Tvs1xDPHUWvxf/ghvxcct293d96byG/9Dg1PWja0TEYFK24y99ed4b77Uss0MHkb8e1eQiPZT8KMLxG0K8/ff4c19ZOPGyhoqvvcTmmqGoxVJRUREBLZyOdsJEybw+uuvd6iuMWabGiQCUJZvwv/FRdhNgh4A9q2XsX/5LVGjEUUi0n2iJo/96y3YTYIeAHbFJ/hXX0hZvqmbWtZ3BF2DefYx/E2DHgANdXhXfZ/ybKJ7GiYiIiI9zlYFPiZPnkwsFmP58uVbrLvbbrtt1YouIptyE3XYlZ8ULbPPPU04o5sKEek+4UwT9j9PFS2zq5bj1q/t2gb1QdFMI/6cdpKTp5Kw6F0cRw9hREREZCununz5y1/my1/+cofqHnrooRx66KHb1Cjp24wxUF/XfgXrQyYNoa5rkxTnuoZ8YwI/l8FxXQKV1Xhed7dKZOsFXEOuoQ4/n8cJhQhUVON5m5knkc2A3/6H3davwfQbhVW2zU5j/Dy2qf1RHXbZRzjjD9CUI9nhjAGyabxkMxhDoLwC39ly/jsREek+WzXiQ6QrWGuh36D2KwRD2Ei06xokRZlcio/nz+M3M47nsl324qq9p/Hs9TdiUhpeLr2LSSX4z29/y0/3m85lu07khiOPY8nTT0I21e5rbCQKwfajr2bAEAU9OpnvBqFmQLvlpnasgh6ywxljSS37iD+d+V9ctuteXL7bJO47/wd461ZphJGISA+2zYGPH//4x7z88ss7si0iLfLlVbDz+KJlzhHHkw5XdG2DpBXXNXz4zDx+fezJLH+nsHR1sr6eBy+7gr9+5/uQbu7mFop0jMkk+ceFl/KPiy6neW1hpNmqhe/z2899mQX//CduO/9KpkMVOEeeWLxwzLjCd5h0qlSoAvekM4oX1gzADhutwIfscNnVK7j6wCN465F/Yq3Fz+d54U9/45pDZuDVr+nu5omISDu2OfDx4IMPcuqpp3LEEUdw3XXX8eGHH+7AZklf1+xEcM+9BDNpyvoxpUAgiHP057FHn0zG12Cl7pRvqONv3/th0bLX759Das3qLm6RyLZJ19fxwp/uLlp23/9cQq6h+LS7jG+wR30e5zMnQWD9EHdjMBMn4377UpodjUrrbHnPJzd+P5xTvwmbjAI0Y8bhXvgLGoMKkMuO5ViPJ665gUxz2+B+w/IVvDnnUdz2oqUiItKttirHx6bmz5/P448/zv3338/NN9/Mb37zG/bYYw9OOOEEZsyYQU1NzY5sp/Qx1kK9U07sa/9NKNNUyOkRjZEKVyjo0QNkm5qp/2RZu+VLX3mV3Ubqaav0bI5jWLF+xFIxjavXkEk0Eq0o/u9ZwkQJH3MakSNOwKSSEA6TDZeTMiE0y6VrNJswoSkzie59ECbZCMEQuUg5jU4Uq+8f2cG8ZBNvP/p4u+Wv3fsAe33hJHCUhExEpKfZ5sBHKBRixowZzJgxg4aGBh5++GEeeOAB/u///o8rr7ySqVOncvzxx3P44YcTDod3ZJulBzMGgsHCxyqX87Z7jnuSIMlwNWz4CG0m16B0HTcUxBjT7vtb1q9GN37S41lriVVVbrZOILz5G5iM75AJVkKwsJ9AwCHkOvi+JZdTpt+ukPUgG6iA+CYjPLbyCygYdHEcQz7vbz6prfRpxnWJVVdR99HSouXlA/pj3CDo3z8RkR5nmwMfm6qsrOSUU07hlFNOYdmyZfzsZz/jkUceYe7cuZSVlXH00Udz2mmnsdtuu+2Iw0kPFfNSuGuWYZ99DAAz5Qjy/YbSaDTku9SE4pXsPvNo3nzokTZlwWiUwbuPV2JH6fGshX61o4nE46QTbZPy7nrIQYTiVR26hwk4UJ5LwKvPwwdvw/BazN4H0RSOk/OV8LCnCpMnlm7APv0ErFkOe+yH3WVPGgMVGrEmbbhlcY74/ne4/atnFy0/5Nvn4KPrXUSkJ9ohgQ+A5cuX88ADD/DAAw+wcOFCqqqqmDlzJsFgkPvvv597772Xiy++uMPL4UrvYhvW4fz5RvxX5m3cNu8xnAkHUPHlb9OIgh+lxAYjnHzNVSx/6x3WfrikZbsbDHLOvX8kGK/W4BzpFQKVNfzXfX/ihhmfI5/JtGyvGjaUL930KwhHt/j01nEMFQ3L8H/x35BevxLMC09jH7iL8u/+hMZBY8jrguhxQsYjtuAl/N/9fOMIkReehsoaKn/wc+pDVRq5Jq14ns+Y6Qcx8XPH8erf729VduR/z6Jq9Gh9ZkREeihjt+OxbCKRaJni8vLLL+O6LocccgjHH388Bx98MMFgIeFbNpvle9/7Hq+++irPPPPMDmt8T+V5PnV17a9qEQg4VFeXsW5dM/kS+DUcCrmUL3oV74bLipabc35E48774Hm949dAqb0/ndUfxzF4iTpWvPUOC57+N/1rR7Pb4YcQqOqHNW7R1wwY0PnJBrd0/XWVUvsc7Ug97dw4+OTWrWHh08+wcsFCxkydwrAJe+JW1nToqX+FTeFcewGs/KRtYXkcLrqBBqdsi/vpzPPSFdcetH/99bT3HKAqn8D++BvgFZmStOd+ZL/yfVI22OH99cQ+7kil3j/Yij6mmmhc/gmvP/AwgVCIvY4/hkj/gRAq/pCnq66/3v7elMJnrBT6AKXXDxHYjhEf5557LnPnziWXy7HXXntx8cUXc8wxx1BZ2Xa+dCgU4uijj+Zf//rXdjVWeqaQl8X/59/br/D4vYRH70mSjv+AlJ7P9y2mvJphU6YyctpB+L7F83xNbZZex8fBrR7I7p8/iT0dg+f5+L7t8FQHN9WILRb0AGhK4DTWQaV+ePUkjmPgw/eKBz0A3nyRcC5JKrD5HDDSR0XLiY8ZyyE/GI+1kM8rn4+ISE+3zYGPd955hzPPPJMTTjiBnXbaaYv1p06dyh133LGth5OezPcKq660J5PGWB9Ney1NhRtE/eiT3s/z/Hbvg7fwws2X53Lb1B7pPMYYSG1mZJi1hfd1h00IllJjLUpgLCLSi2zzP+lPPPHEVtWPRCI8//zzDB06lOHDh2/rYaUHygejBPebjv1wQfEK+0wnG4xAXmMBRKT02FgFRMuK30i7Lra6f9c3SjbL83zMmPHtj1AbMgKvnWkLIiIi0vs4XXWgZDLJjTfeyNKlxZcAk94r71vc/Q6Gqn5tCytrYL9DyCnoISIlKhkqx3zhnKJlZuaXSQU0zaUnysYqMfsd0rbAODhfOpek3jcREZGS0aWDOLW8Zeky/Qbh/M8vsf+8B/vcE2AtZvKhmCM/T0MwDloWUERKVM6DzLj9iMy6AnvvbdjlH2H6D4bPnkZu9HgytniyX+lezYSJf/4snF33xD56NyTWQe04nM99nebKIXhe703oJyIiIq1p9qrsMI2hOO7MrxI+8iQA0sEYGc8o6CEiJS9FiMzQ3Yj+12W41sMzLqlATDfPPVyCCIFJhxHdfX8MlrwbJEVYD2pERERKjAIfskNlPENmw7KNyvklIn2I71uaTWRjImcFPXqFfN6n0YkV/rAt/yciIiIlpMtyfIiIiIiIiIiIdDWN+JAOMwaCQQdjIedZfE1hERHpMMcxBF2DNZDL+fx/9u47Xo6yXvz453mmbN/TcpKTXklIIJCETkLoLYCgiFwVRarlgoLlpxeBq16vqNfCxXIVxIYoFmxUQVoAIfQO6T05qeec7btTnt8fc9rm7KaRnPq8Xy9e5MzMzs4zu7Mz853n+X71aIq+YVsGAh9PCVxX98rRNE3TtKFABz603RKTDnZmG7zwGKKYQx18DP6oSaQI9/WmaX3IwMMv5JF2CN+w9I3cbjKlwstlEYYJoYgOIg5yQkBCFDA2rkK8/i+UHYbDTqSUGEbWt/p684aMsHCJlFKw6AlE2zbUlENQk2eSEtF+dwyapsTLpBFCIKJxnStG0zRN094lHfjQdikmHOxn74dn/wG0j35++0VE42hqPvw5MkT7dPu03id9l+KmDTx+8w/Z8PKr1E+awHFfuJbEuAn4lg6GVSOlwG/ZzHO/uIPFDz5MpKaGY6+9iqZZs/DD8b7ePG0/qREF+N33YdParuwRrzyFfeQpcOw5OvjRC0LSI7LyVfjb7UD7eeydlxCxJDWXfJlWI9EvArdCCEhv582/38urd/4eYRgceeWlTDzpBFSspl9so6ZpmqYNRL0W+Kivr+eRRx6hsbGxt95S20fsfEtn0KM7sWU9vPgY1lFn9cFWaX3FMARbX3mFO95zAb4XZLDd/ObbvHPPA5z3f//LpHPegy90+c4dCQHu5g3cevxpFFrbOqeveupfzP7Ihzjxqzfgh2J9uIXa/mCZAvHSQti0tufM5/6Jfcix5GJN+oZ2P4t6efj7z3vOyKbgH3cSOesKcv2g7LBIb+dXZ72XbctWdE77y8evZsyRh3PBnb+AaE0fbp2maZqmDVx7ldz0X//6FzfccAPnn38+xx13HEceeSTHHXcc559/Ptdffz1PP/10zzeSktGjR2Pb9rveaK332LYBrzxVfYEXH8d2c723QVqf81Mt/OXKqzqDHt3de+0X8VMtfbBV/Z90Szx8w9fKgh4dXr7jt+Q3N/fBVmn7W8TLwwuPVV/gpSewLN35cn+SUsC6ZVSNLi17HdvL9+5GVWAagtf/cHdZ0KPDuudeYP2i5zEMUeGVmqZpmqbtyh4FPnK5HFdeeSWXXXYZ9913H+FwmMMOO4wTTzyRww47jHA4zP3338/ll1/OFVdcQS6nb4gHPgHFnVwQOqXe2xStXyi0tJBav6HiPLdQoG1thSfbGn4uwzv3PlB1/tt/vx/L6vsnzto+phS4TvX5pQJCl0/dr4QQUCpWX0Ap8Ps+h4abTvHKnXdVnf/iz3+lz7mapmmatpf26DHT9773PZ599lm+9rWvcd5552FZPcclO47DX//6V77+9a/zve99j+uvv36fbazW+1zXg5nHwKs9e/EAcOBsHCOE7sczlOziiaPQTyQrUQQ3YNVucYXU+20wKhphotPmwKtVes4dciyOriyyX3meD+OmVl9gxBhcM0xfx5+EYOe/n/q3VdM0TdP22h71+HjwwQe57LLLuOCCCyoGPQAsy+KCCy7gYx/7GA88UP3ppjYw+L7CGzYaRk/uOdMOw/HnUeoH46K13hOuq6Vm7JiK86xIpOq8oU5G40w/t3o+nAPPOQvH6Tl8SBvYip6A+edAKNJjnho1Aa9xbL+rKDIYlUJxOGRuzxlSwoKLyYlQ72/UDox4kjkf/XDV+UdcfgnK1I8ZNE3TNG1v7FHgI5PJ0NTUtFvLjhw5kmw2u0cbs3r1am688UbOPfdcZsyYwdlnn11xuT/+8Y+cfvrpzJw5k/e85z089ljP8dPpdJrrrruOI488ktmzZ/PpT3+azZs391jupZde4sILL+SQQw7hxBNP5NZbb0XpLHNl0iqEf8FVcOqFUDsMInGYdRx8/KukzWRfb57Wy2Synvfd9kOk2bPD2Dk//C4yUdcHW9X/KdPm5K9cT6S+5/45/PKLCTcO74Ot0npDykjAlV+B2fMhGoeaBjj5AvjAZ0jrkuC9IutbuCddAOddAY2jIBKDqbPgyq+QrRnZL4JPrqc46PzzGDbtgB7zxs89hpGHzekX26lpmqZpA9EeDXWZPn06v//97znnnHOIRquXMM3lcvzhD39gxowZe7QxS5cu5YknnuDQQw/F9/2KAYj77ruPG264gU984hMcffTR3H///Vx11VXceeedzJo1q3O5a665hmXLlvGVr3yFUCjEzTffzBVXXMHdd9+N2X7Dtnr1ai677DLmzp3LNddcw+LFi/nOd76DYRhcdtlle7Ttg5lS0KZCWDNPIDzjKASKogwHTzJ9MPcqRa42UHmeT93Bh/Kp5xey6Ee3sv7Fl2k4YApzP/PvRMeM1RVdqlAKzMaRfPypR3jtd39g8X0PEq6vY+5n/p1hM2boii6DmOdDi0gQOuFCQsedixKCgozgePomtjelfRtj4mFExs9AKoUjLQrKQPWjkUYqXsdH/v4nlj/8CC//+rdI0+TIT1zGmGOORumKLpqmaZq21/Yo8PGFL3yBSy65hDPOOINzzz2Xgw46iMbGRmzbplQqsWXLFt544w3+/ve/09bWxi9+8Ys92piTTjqJU045BYAvfelLvPHGGz2WueWWWzjrrLO45pprADj66KNZsmQJP/rRj7jtttsAePnll3nqqae4/fbbmTdvHgATJ05kwYIFPPTQQyxYsACA22+/nbq6Or73ve9h2zbHHHMM27dv5yc/+Qkf+chHdAWaHTiuwul4Oql75A9pvjAwh4/h+K99Fa+QQ9ohfGmiH0bunO8rqBnGnE99ikMv+RjSslCmrZ/iDhFFT1AkEuSS0EGPPuF5Phnah7X0o4BHB6UUxOuYesEHmHLWAhASEY4GeUo0TdM0TdtrexT4mDNnDnfddRff+973+MUvfoHrukG29HZKKUzT5JhjjuHaa6/d4x4fUu6868DatWtZtWoVX/jCF8qmL1iwgG9/+9uUSiVs22bhwoUkk0nmzu0azztp0iSmT5/OwoULOwMfCxcu5NRTTy0LcCxYsICf/vSnvPzyyxx11FF7tP2DjRAQMRW2KiE8F98MkVcWJVdfsGsBVwkIxYI4mP5a7DbXB0LRYL/poIe2F4ba77OUgqjhYfklUD6+YZP1bdxBGhBwXR/s9p61g7SNmqZpmtab9ijwAcFwl9tuu41MJsOSJUvYsmULhUKBcDhMY2MjU6dOJR6P749tZcWKoLb9xIkTy6ZPnjwZx3FYu3YtkydPZsWKFUycOLEsKANB8KNjHblcjo0bNzJp0qQeywghWLFixZAOfAghqLVKiBcegk2rATAsm/jB8yiOnErW0eNbNE3T9oRtCiJeHuE5KNMiLyN7Fajo/H1+8SFo7v77PJfiyGmD7vfZkIIkWcQz90NLkKvLiMRJzjmFXHIkBbdytRPLFEQ79rdhkjeigzYwpGmapmnazu1x4KNDPB5nzpw5nX8vX76cBx98kL///e9MmjSJ973vffs8ANLW1gZAMlmeULPj7475qVSKRCLR4/U1NTWdw2fS6XTFddm2TSQS6VzX3jJ3kvjCMGTZ//ujpCzBwj9BuqVrolOClx8lZFq4I6bitXfVHgjt2RO6PQPfzo6/3jIU9/vuGor7JkYJ461nYNFDUMhBKEL8yFPwDp5Ltn3oxe7ul5jhIJ6o9Pv8GCHTxhsxFbcPh9JUOv7ezWeekCXEQ78Dp9g1MZ+Bp/9K9OQP4YUaeuQEi1LEfHsRPPuPrv19+Ml4h8zr3N/72mD/Xg/29sHQaKOmadpQtUeBj9/85jfccccd/O53v6O+vr5z+qOPPspnPvMZHMfpnHbHHXfw+9//vmy5oUJKQV3drhMVJpM9yxv2B0op1PoNqO4X1d29/hSJ0ZMRyfLgUn9tz97S7RmYdvf46y1DZb/vjaGyb1SpiFp4H+q5f3ZNLObhyXswsylqTzwfEeqq7rKr/eJvWrPT3+d4hd/n3rKr429vPnN/8Tuo7kGP7l5bSM388v2nSkXUkw+gFj3UtVwxD0/fi5lro/ak9yMqlBfeVwb793qwtw+GRhs1TdOGmj0KfDz66KOMHTu2LJjhui7XX389hmHwta99jYMPPpjHH3+cm2++mZ/85Cdcd911+2xja2qCjObpdJrGxsbO6alUqmx+Mpmkubm5x+vb2to6l+noEdLR86NDqVQin893Lrc3fF+RSuWqzjcMSTIZIZXK98uEZXFZwtiyvmuCaQcDyjsuPAtZvGKRdLHryUh/bs+e0u3Zf3ojILGr46+39Kf93t8MtX2T8DKIF3qWXccKod56Hv/wk0nnEru1XwxDEt3WTOXBHfT4fe7QW8HAasff3n7mliWJbFpTfYGWzTiFPLm8R0enj4SfQTz/SMXF1StP4R9xKuncvv/eDfbv9WBvH+y/NvanYLymadpQtUeBj2XLlvGBD3ygbNqiRYvYvn07H//4x3nve98LwAEHHMA777zDE088sU8DHx35OFasWFGWm2PFihVYlsXYsWM7l3vmmWdQSpXl+Vi5ciVTp04FIBqNMnLkyM6cH92XUUr1yP2xp1x31ydMz/N3a7n9qaNLcvl2FCEcgxHjkVNmoUoF8H1ENIFa8w5q/VKUNHBL5dveH9qzL+n2DFz9qZ1Dab/vqSGzbwpZ8LuVwppwIPKIk1GeC56LEGAqD7d9Ed/3AYFSqsfNl+8riNdWfy/TwhcS1+m7/bqzz3RPP3MhBCSq9ByNJBCz5mMW0sRzWYjX4JhRcB0YNTHIB5JNlb9GKcimcaP770Z0sH+vB3v7YGi0UdM0bajZo8BHa2srTU1NZdOeeeYZhBCceuqpZdPnzJnDww8//O63sJuxY8cyYcIEHnzwwc6ytwD3338/xxxzTGd1lvnz5/PjH/+YZ555hmOPPRYIAhpvvfUWl19+eefr5s+fzyOPPMIXvvAFLMvqXFcymWT27Nn7dNv7m5jpYZeysHxx0Jtj3IEUjQgFZYKSkGxAoPD/+bvgIhJQUiIOOQ5x9FkUlE2/rAWoaZrW31jdSqNPPwwx9VD8hX/u/G1FSKJzTsI54DBUto1EahNsXIWK18LIiWQI43QGRRQqOQxhhcpzXnSYMou8shksZZYcx0NNmIF4ZxF0z+MRSSCPPA1/4d8gta2zB4zVNB5j3ntQk2dA3QmgQP3z95Dt1rvT3j85PjRN0zRN67/2KPAxbNgwtm7dWjbthRdeIBwOc+CBB5ZNt227M5iwu/L5PE888QQA69evJ5PJ8OCDDwJw5JFHUl9fz9VXX83nP/95xo0bx1FHHcX999/Pa6+9xm9+85vO9cyePZt58+Zx3XXX8cUvfpFQKMT3v/99pk2bxmmnnda53GWXvu4SvAAAgmBJREFUXcY999zD5z73OT74wQ+yZMkSbr/9dq699tqyEreDTcJ0MV9+BPHO810TFz1IZOZcIjOPAcdBCBFcUHa/ePZ91CtPIEZOoNSHifO0nRMCTK+EyGWCv2MJQHez7U1SCoxcmmx6O4YC4jW4ftXBCdog51oRrMbRsK0ZOes4/IfvLL+JVz68+E/sYSPxX3sK1i0DCG7mpUHyzI+iEg040iLrmaR9m5oTLgwSUBe7DSsZcwDe5MMolQbX73NWhYnPey88c09nsEgcdAz+k0HQozvRvBr/uYcQiXrU43dDsgF57uX4f/o/KBWgbjiuHe03cXtLuYhsGpRCRWK4Vgg1uD4+TdM0TesX9ijwcfDBB/OXv/yFiy66iHg8ztKlS3n99dc5+eSTMc3yVa1YsaJH75Bd2bZtG5/5zGfKpnX8/etf/5qjjjqKs88+m3w+z2233catt97KxIkT+eEPf9ijh8bNN9/MTTfdxI033ojrusybN4/rr7++bDvHjx/P7bffzje/+U2uvPJK6uvr+fSnP82ll166R9s9kEgpMFs2lAc92qnXn0Y0jUNFYrDyLao9MVQvPUb4+H8j5xv7eWu1PSWlwNi6kTe+/g023h8EDUeeeTqHfuUGZOPIPt66ocF0ixSXvM0L199I2xtvYSUTTLrsUiZecjHFcHLXK9AGnSwhas69EvHcP1Cr36Hana16+THEqCmo9sAHAL6HevAO5BkfwXr5UWrmvY8UcdpkgvjJFyEL6SBxZ6KOkgyRLQ2+ahQlD9KxkcROuwSRawXXQYbCqLZtlV+wZgnitA+jXnsKUtvw33gGMWse6s3nUO/7JFnC9HWPGCkFZusW3rrp26z7299RnseIk05g5lf/E5rGMEhTaGiapmlanxFqxxpwO7F48WLe//73k0wmmTJlCm+++SaFQoG77rqLgw8+uGzZU045haOPPpqvf/3r+3yj+zvP89m+PVt1vmlK6upitLRke30MadT0CT/+O9i4smuiFQouxN0SjJuGOPAw1DsvwPrllVcSS+IsuJK0F/To6cv27A8DuT12ehuPnXIGpZbyig9WTQ0nP/oPiolhfbRlgcbG/V9pYlfH3/5kGJL8i4t4+gMf7DGvcd5c5vzfjyiF9m2Z74FoIB9je0tKQY3pIJ76K6xbWnmhSBxx2Mmop/4Onls2S8w/D7X4eXBK+GdcSqvT1aNSCNGjnOuOeuPYg+rH3776zIUI9mVt2xrUQ7+pvJAdQh7/PvwHf9P5IvH+q3GlTUZEOkux72t70kY708ITC86m0LypfB2xKCc9+jBO3Yj9so3vxlA4bvdXG3vr+Bvon81g+I4NhjbA4GuHpgHs0aOhadOm8atf/YqDDjqIzZs3c+ihh3Lrrbf2CHosWrSISCTCGWecsU83Vnv3pPKgEHSNFlMORS74GGL+uYgT3oc846OQqEe5DmLYTnoHNIzEFXvUWUjrBaYBa+76Q4+gB4DT1saq396FOfgeBvcrMtvGq//x5Yrztjz1NKXmjb28RVp/4fuKjG9D0/ieM4VEHDIPecq/QSiMOOVCxCn/BvXdek0WckGFrVIBsXU9htE1dGoPnl8MeEqBJRUi2jOAKKbORp7xUcSxZ6PMEPKMj8CoSaAUPpI2P7zfgh57wjAkzQ891CPoAeBmcyz98U8w8Sq8UtM0TdO0vbXHd69z5szh1ltv3ekyRx11FPfcc89eb5S2/5SEjT32AMSE6WCY+A//NhhfDijTQsw9Bwo5xNipqDcXdSXf6yRQs0+i4Ol8Bf2NyOdofqh6QuGN/3iIcR+7BEI68r2/qFyWzPIVVedve3YRwydNG7SlILWdc1wfNfEQxCtPdPttFYjj3wdrl+Dfe3vXwuEY8rhz8V94BLasRzQ0BT0+ALF9I3LYZDxvaN4cS+WjhICmCdC8CgBx+ClQKuA/dGfXOc2yEUcvQCXq8M0QuNXX2ZukU+wciljJpkcfY8q110C0pvc2StM0TdMGOf38d4gpuQp10DEwrAn1yuOdF4gAuA7qib8g6objb9+EXHAJ1HQbGhFNok67iJxdo5Ov9UemiVVb/ULZrq0DQ/fU2Z+EaSHM6vs4NGzYkHo6r3UxDEnc9PANC86+HGobgxljpkDrFtSK18tfUMjiP/4n5OGnwMiJqGyqc/iLqh0elLUdolwMVD6DPPJUGD8dkg0QTaBef7r8nOaUUE/9DTnzWLKqH1VyMU3shiolegG7pgYhdQ4tTdM0TduX9F3QEOQIG+vtF6jcZ0OhVr0F4w7Ef3UhYtZ8RKIOrBCOFSWrbNx+0FVY68kzQxzwqU+y+YknK86fetUn8ewwDOEbpv0ukWTse89lzR/v7jFLWhZ1hx+Go/f/kJOwPMytKxFv/gtyaRg7FXHqh1G+h5AG6p4qvSidEqqQRR5xMv4T7d8p00YNH4fnDN1eQyVXoWqGo1o3IQ4+GhFL4j/W85gDgmEuy19HTj+e/jJ6xFWCyZdfyrq//K3i/AP+/ZP4sSQ6w6mmaZqm7Tu6x8cQJHwXkWmtOl+1bUM0r4RNq1GLHsD/52/xH/4NUrl4+qat3/J9RXzGQUy8+KIe8yZe9CESM2cO6afEvcERFjP+44skpkwumy4Mg6N+fht+oq6PtkzrK1HTx3zracTTf4PWLUFJ1eWvoe69FYp5fERQlaWa1Db8N54OentEE6hTPxzkChni0r4NdcNh/XLUprWQ6ZnbqFPrFkR/qV9LkKckNH4iUz/97z3mjTp7AfVz5+rhcJqmaZq2j+keH0OQK0yshiaoEvwQ9U2o9A7zXAfx6uOEZ51B3tX5PfqrUijGAV/4f0z62MVseOAfoBSjFpxBfOwYcjIEAzgz90BRSjRw7J/+QHbZUrY++RThUaMYfuIJ+Ml6PKl/coeakCoiVr6BmDonSGzq+6g1i2HtEnjuAcSJ/waxGsi2VV7BiPGoCTNBCjwrQtaz+kWCzr7meuALFezboxdA/UjYULkSmWoaj4+k33T5ABw7yvgrP8G4C97PhvsfwC+VGHnG6VhNoyjpPEyapmmats/pq/AhqOAJIrNPhNWLgR0uoA0TMXEG6p+/7fnCtUuxZ59KXn9t+jXHjsLoiYz9ZPA0USlFqC5GrqVvSrwONUopStEaoocdxSEnn0gqladY7CdZFbVeJaWA1HbkiRfgL30FFj0IhoEYeyDi5H/Df+pvQZLOw09BPFFhqEasBrdmBG1ue+laB3r8Zg9RUgpELo2cd24wlOXgo/ErBT5MGyYchOP0n6BHB9eOwIixjL7ikwgBruvh6I9X0zRN0/YLPdRlCFIKVDiOOOF8iCa7ZtQ0IE/5N5RpVX7hTpI2antHSkHYLRDLthDLt2GLfdcjw3G8fnmxP9hYUhHNtxHLthB28sHNLl0lRnWX9aFNJuvwn/obrF8Kvhfk7VjxGv6L/0QedQbK8ygNnwRHLwCrKwGnGj4WdeYlwZAOrQKBsCz8J/8K65eiNqxAzD8PIt16S9Q2os66jLQK98oWGYbA2bKFcGob0UIKczfrh7tu8Fut8x5rmqZp2v6j72SHINOUsO5t1Oo3EUefgTAtEAKVz+K/9iSiaSKMngLrlpa/cMps8spCP3HcNyzlYq1dw+Zv/Df5F19ARCLUfuBCai+5lGxEV84ZCOLFNG2/vYPmO+/Ez2QIzzyE4V++HnfcJBT9qIqE1icsQ6HeeQncUs+ZmVZUMYdrhskWwRl7KNFxB2K6JTwhKckQOc/UVYCqiBgu/otPIDpK1656E1LbEceejTBMiCbwQjHaXBu/F4YGhd083vMvsOo7/4OzejVmYyP1n/wU0VNPJ2fpoSuapmma1td04GMIsvAQ65ZAy2bUcw/2CGMoIRFjp6G6Bz6S9fjTjqBU0hfh+4IQAmvDWlZ/4P3gBb0yVD5Py69+Se7ZZ2j66e3kwok+3kptZ6LFDM3XfJr8yy91Tiu8/hprPnghY+/8Hf6BB/fh1mn9ga3cqnknANTGlbhN0wGfkqvwzTB1wxpIt2RxXR8dZK7OwkNsXV8+cftG1KKNwV478Eiyk4/G9/f/MDNLQvHhB9n81a90TnO3bGHz175K7YoVxD95NUVDB0I1TdM0rS/poS5DkRBg7aT7tGWjxk2DKYfC2Glw3HvxTvwQbU6VITDaHgs5ebZ866bOoEd3xcWL8VYs6xwy0UEIgW2b2LbRW5up0bHfDWzbQIiOaeBvWFcW9OikFFu+/jXMXLp3N1TrdxS7+q0N6dDGXlIIMHby7CYUwff3/zAzKQURr0D+mWcQds/PuvXO32BmU/t9OzRN0zRN2znd42MIKnqC8AGHITaurDhfTT2MNDHkwacgULiewnMU+unjngvhEsq2obIZRDSKE02SlyEMp0Bu0aKqr8s88k9isw6nVAoCI9FiGn/VCjL33oOIREmc9178xhEUrGhvNWXIsKQinGuDdAppmiig9c9/RuXzJM57L2rEKJxIgty/nq66jsJbbyELOylRqg0JBWVhHzAHXnqk4nw1ZTYlR+eA2RsFLKITD0Yse6XifDVqcnuvmf1DCIgWUrBlM8pzaPzoRYy4+t8pbtjAhv+4Dm/79vYNUbjr1iEOatTDFzVN0zStD+nAxxDk+wo3Pgxr/AxY/Vb5zFGT8epH45b0xfi7lXCzFH/+f7Te8xfwgu7W9rzjSX7+elwpkfEEfqZyrwBz2LDOi+R4Mc3mz19L4cUXOue3/ebX1F58CbFLryRvRfZ7W4aKiJeHhx8k9dNbULkcAOYB00j++7Vs/OrXaPvtnSTf935qPvNZvPqGqusRoRAYumfOUOd6Pt7IKcjGJYgta8vmqQMOoxRKopw+2rgBrugoItOORGxaA+nt5TPnnEz+XeTYEUIEvbr86pGKWD6F8/yzsHoZ+bvvgmIRAOvgQ5hw+89Y/clP4TY3AyDjMR300DRN07Q+pgMfQ1TakcQOmo99wBzE6rfA91Hjp+OGa0iX+vcIKMsKbihdt/9mwQ/hUvzFTyj89Y9l00tPPYHKZIj813epvegitv/k/yq+Pn76GWQdD9OU5O55sCzo0aH1V78gduYCxPgD+u1+GEgMQyJffJ70979ZNt1dupj0V69jxBduZN2nPknqz38ifs45ROfPBymhQnf6mvedjxuv6a1NHzA6jt2h1HusrWSQPGIBRq4VsfZtMCzU+BmUrBhZp3//1vZ3bY5Fcv4FyLYtiPVLIBxDjZ9BXoQpuGLXK9iBJXwi+RRq1XJUOoVxwIE4iVpyRnlw2RaKwpOPYaZbyf32V2XznDdeI3XDF2j64hdZd+21GPX1iMYR76qdmqZpmqa9ezrwMYRlHUlOJrGmzgWC8qf9+eljxMkht24i948HUL5P7LQz8EeMIt8Ph3uEcila//7nivOcV14klmql5oMfJvfMvyi8+mrZ/BFf/RpOTT0AVraNzXfeUfV9Ur+7k9iXv0rJHTo3kvtLOJ8i95NbKs5TLdtR2zZjjRuHs2YNbXf8mrqv38TI//kuGz//WbpHnkJTp1H38U9QELrHR4eQV8Rq3UbuoQfw0iliJ52KO2UKmP3v2N0fUo6BsIdhHXg8SgW/tfTj39qBQilFW8lAxkZizhiDUmqvS3hbeESWvE72y9dCsdA53TzxNBJXf5G00fVdtfIpvESC/M9/XHFd/ob1mCELc+RIRt18C8VYDehOlJqmaZrWp3TgY4iyTUlYuggBJQUFh37dayDqZEn/8Ptk/9oVTEj96udEz1xAzef+g2w/KxeospnO4S2V+Fs2kTtwJCNu+TH+mlVkHn8Mo66e+Ckn4yTqKRlBkjxD+fiZbPX1pFOI/vzBDSDSc/HWr60631uxDGv0GJw1a/AzaTxfII45jgn/eIjso4/ibt5M7Lj5GBMnkY0k0WGPQMgt4NxzN1tu/m7ntPSddxCaPYdh/3MzaSveh1vXe5RSnTl7IBhOEbEUlvBRCvK+OYT6wew9w5BEDBdDgKcg7xl4nqJUenfVW6K5VjJfvLrH77b72EOYBx6EddaFOO1lcYVSyFAI1dZadX3+5mbG/v6P5ENxPB300DRN07Q+pwMfQ4wQUBNSyHVvwpo3wXWINI4lPPUI0n4Y1+t/l95SCvyli8uCHh1yD9xP7PQFyMPm7nQ8dm8TkWiws6sEJURdPb4PuVAcMXUmkRmHopQiu0MyPsOQROceS/qeeyquJ3HmAjwh0Y8T3z0lDWTDMPxtWyvOl6NG4z75DADxBWfj2SFc18dJDsd8/4ewhMDxfIq+GkojOXbJbNlSFvToUHz5JXJ/+zPmhRf3y9+dPWFbEkt4eBgUHX+XQWTbhJjKIt5cBNs3QihCfMJM1MgpvbPBA1TcVtiZjbDkBci2YcRrsaYeQSk6jKyz50NbOpimxF30dNVgdfF3vyR80pk4dlBiXEiBCIcR0WhnLqAdGRMmkQsn+9V5SdM0TdOGMj3AeIhJ2j7ipX/AshehVADfg02rEE//maQsdJbr7E8sr0T6jl9UnZ/+1c+xnULV+X2hFKshdPzJFecZk6bg13Ylxuzonl2pAoEqFKi74AJkvOdTcWviRMJTpvTrnjoDSSFWQ+SSj1ecJyJRjAmTKS1bhjlqFJHj5pd9Xq7r4zievsnZgW0bZP/+l6rzU7+7Ezvb1otbtG9ZhqAu7BFrfpPQ4qeIrnmBWiNPZCcVbKUUxL004um/wLb1oHwoZBHvPIt84wlUUVcDqiQRFtiblsJLD0OmJdhv6e2IF/9BaNtKbGvvT15CCPz1a6rOV60tSBUc71IKnCWLETW1hM55X+X11dQiJkzRvweapmma1o/owMcQIqXAzLUgUhWeaPseLHmBsNX727UrwvPw05WrnwD46TRiJ8NK+kJBWESu+RLWEUeVTTcmTyHx7R+Qs3eve7+yQ5R+9wvG/OhHxE87DREKIZNJaj/0IUbdeAMI8Csk19T2nOv6yPmnEPnAh4Kkpe1kfQOJr3yTrT/7GTUf+ABjf/lrcrG6PtzSgUTgb99eda6fSSMGaPcYwxAkRA7xwgOIDUuDm/Et6xAvP0ykbT2hKjfiUdOHN5+iYregLWshn9m/Gz4AhSxByMvD0hcrL7D4OaJy788Bnudjzj6i6nxj0gF4RnByFAK8bVvZ/r3vEDnvAkKnnlm2rBwxktof/oxstHavt0fTNE3TtH1PD3UZQkIhE7VmefUFtqwmNP0Y8v0sHuaGIkROOoXi669VnB856RTccKzfjfZI2QmiN36LWKYNtXUzsqYWEkly8XqUs3sbW4jWEDr5DPI3XEvNaWdT/+1volwH9+nHKfz8R4S+fovu8bEPZc0o8Ys/TuSMc3DXrkJEoshoDDdfYNiFF0DrdpxoXD/J3U2u6xE99Qwy9/694vzIsXNx7YFZjjlqKnjr2aDnwY6Wv0zk8JEUK1RtMXEhta3qetXWdRjDD6zYA2wwk1KgVNADbkdRw4NsJgjQV+K5CKcA7F2uJ99XcMB05Igm/E3NPeaHr/o8vhTEiyl8w0LOPoxt/3k96y/+MMNu+Ap1H7kUf8tmME3c1lb82gb9G6FpmqZp/YwOfAwhpvARhlX9+appYyiXurCBJy3SeVXxIrS3uZ4iceZZpH/zK7xt5TcMsqaW+HvPJ92H9whR6WFnWiDVBqEwbqKGnJ3A9xWOYWMUC2TvuoPS888ia+uIfvBiQiefQcbc9UW64ymso+YT+XePwm0/oPS3P4JhYB1/CtH/+j4pO6bzSexDllTIXBGkwGwajb95A/nbf4y3bjX2qWdhn/t+fM9BGOEeAScpBeFSDsMpoqTEtXQ5W99XGNNnYE2egrN8WflMy6bu6mvJGPaA/A6byoFclZ5oykfkUwhZ1/kbakhBPCIwPfCFrBwwAbBC/eJ3t7fEwhJb+ohCGkwL346QLSqc9kpVQgjIpdjlOExpvKvgdzZcQ+Lmn1H4/k24z/8LlEI0jiD66f+HMi3S//4x7DmHEz3lDIRtM/auP5B74QW2/ffX8LZtQ0QiCNtm5E9/jnAdEk4bTjhKUVg6OK1pmqZp/YAOfAwhnufB+BnIEeNB+ahiAbXq9c6nj2LsNNT2DchMCzIUpXbMDFqzXr+4aMvG6mn69V20/vSHZB94AJRP7NTTqf33z5CNN8A+fLq2u3lOhICaYhvOPXeTvutXUCoBIMdPJPnNW/BDEYy27XhbNmGNG4/z8ov4m5rJ3Pwt7BcXEf1/XyG3G+U8c0YE64SziBw5D1HIgW1TiiRowxqQN4z9VdgrYi19G7JplGmCUjivvULkM/8PhSD/9z+TvuwizGnTid/0v2S6DVeylYu9egXp796E89YbiGiM6PkfwP3wxdCeELE/CJ6qq149pnPhGob/+DbSv/kV6bv/gMrnicydR8PnvkixcRRq76qP9j/1IxFNkxDtw6R8KwztbTOkoCbkI1a/gYrXQ9ME2LiiwkoEYtho/NLQOLBrYgbG5hWITNdwKENIEmNnkCaE09nrRaFcF0JRiCYREw5CmBYIgdq8DrV1HZ7smVhlZ71IduT7ilSsgfB1/00slwHXgWgUf/VKZLqN+q98Az+TIX/rD/HeCnofGlOnM/I732Pjl75I+NBZ1H/yU6R/+kMKTzwGQhA+8VQSn/oM2ZpGvAGewFfTNE3TBjod+BgipBSEhYda9gqqdVMwMRxDHDAHmleh0tsRIyfB+iXBvGIO0byMyLDJ5Ap93+Xa9xXpeAPRz32Zmn+/BgAnFCMtzH0W9JBSEFc5jG1b8VdsJVE/Ai9eT5pIxQvnmF/AXfgIhV/fVjbdnDYDtfhNSr++FbVhLUiJccSx1H/7Zlq++mX8zZsoPfk4scu3wPDxu7VtjqdwQkkIJfdFU7UdSCmIpFtwl7xJ6a93odp771inLoBMGsJR8g/eC0rhvvU6rFmOnDoL31dIKbBXLWf7FR/prOKjclmyd/yC0ssvkvj2LbvVu2d/EQLiFDGzLbBlPdQMw68bTkbG8HqhzqZSinS4BvvKq2i66GMIFH4oQmh4A7mWLP1ujNpucoWJFUlAPo2YMgdcB7XkeZRbAiGhaQI1Yw+mNQ/xiECsfiOoGpLeipw8C791C+R36DFyyPHBzX17EHUwsyyJkd5SFvQAgt4ya98kPnEOLW570CJag3rrScQRZ0B6O2rV66hSARDQMAp55JnkSgYdkeCYLGEX0tC8GqIJ1LDRZGQE1995VFspyIsQ+VgIIQR1he0UHvwLztNPgO8hhjcR/tCluAfOoPjnu/CWvE3+W19h9K/vRHkeWz96ISqd6lxf4Z8PUnrhWep/9QdSEZ0XSNM0TdP6kg58DBHJkA+v/DOo5NKhkEW9swg56yRAoTaW5/8Q2VZCwxWVi/X1jSImxfC+H0IgpaDGaYU7vg1t2ztvxYxhI6n98OdoFbGyp+RCCIzW7WTv+nX5eoY3YR9/EoX/+lLXRN/HW/QU/spl1Hz2S7R86VoASi8+h3nOxCE3lr8/ivoFnEcfxPntz7smFgs49/4Zf8tmzDPOwz78KErPPxvMevQhzBlzKJU8wqUs6e98o2LpYueN12D9WsSEA/uk55QQUEseddf/BjeB7WQsSfLiL5IKN/Tak+iSLymFg8Cdacq9zMbQf+RcSc20o2Dt2+AUUavf7JqpfNi4ApHPED/gaAyn2FUq1fdRm1YiZ5+EyrbB1vWoSAI1cgpFaRMzLWDwBz6iFoiN6yvPVAqRa8UwavE8n5wniY6bgci1oZa91H1B2LYeP58metAJpFyokUXkfb+AJa92LiXsEIkPfZZM3VicXQQ/OsSdNPnrr8Ffs7Lr3TY3U7z5G4Q/dwPupCl4K5bhN2/A39xM4fnnyoIeHfzWVgoP3ov5/o/gDpbeTZqmaZo2APWvLJbaPhG2JTURqI1AxJaYpkSktpQHPbrxV74OxULlxHHVxqEPMjFVgN99H9p2ePq4dSP85VaiwimbbJoSMhnUlk1l00PvOZ/SH++o+B5qczOkWzFGjwVAxhP9YhiRBlY+g/Pn31ac5y16CplIYDSN6pwmEsnOz84oFXDeeavquovPPoVpGvt0e3dXRHjwwK8R3YIeAGRTcMd3iPn9Kaw5sHieIi1iiMmzUesWV1xGtG7G8h1wi+Uz3BJq4zIopGHYSJgwk4IMYRugijlssx/WFd/HhKArGFRJqYCUwX5wPIGoaUSEYoiD5sKwMeVjEnMpjFKGkCmQLz5aFvQI1lWE3+z+910IgdiwtizoUba6u35F6NwLOv/2V6/AefvNissCFJ94FEuXKdY0TdO0PqUDH4OIlIK6iCLa/CbGa/9EvvowkQ2vkrQ8RK6t+gtT28AO95wuJEr2zQ1bbzMLGdi2qfLMNUuwnfILZqUUChANw8qmGxMn4y+ufhPsL34Lc+JkkBJrzhG9MtRA2zWVy0GhcmAQQLVsw+/2NDd02lk4TnugUBqIcIXjp52sa+izZJW2m+t5E9gh3YKRaendDRpkHFfhe97Ob+BzKVS4Sv+WUgHlOgjfIbL2NeQrD+O/+A/CG96kLkrnjf9g5PoEw3qqidbgeT62Kag1CqilL+AvXoRa+RoimkTOPB6Mbp1WU9uI+HlY9HCVN3QQqxdjGLu+7DEMgf/Gy1Xn++vXIBuHd/4tx07Y6UMCWVODMvthrXhN0zRNG0J04GMQSYYV4q0nYeu6rm7325vhjceRIyZUz9oZioDf88Jd1Y8m71RYfgCyTUnE8Ko/SS1kd76CUvkTW9f1YfgIQu/7YNl0lU4hauurrkbUN+Cn20hc9zUKUZ2vo79Q4Z2XVJUNjRSfeRKA2JVX4dR2BbyKkSSR97yv8guFIDT3uD0aziSEIGRCxPCDnkXvgnBLFYfgdMqmg6oZ2l4LgsM72Yd2GFeZqEiFJLdCIIdPQL3+BLS2l1FVCrauRbz1JMnw4O0Sli8p1PAJlWdaITw7CIrERQHeXIjoCNJ5LmrTSvx17yCmHNb1mnAs6LW4s54VrVswTUnE8AkbqmpgSSkQw5uqryccCZKfAqJxBIwaR+S8C6ouHv3wxyhJHfjQNE3TtL6kc3wMEpYpES3rwSn2nOm5+FvWBt2Dt6ztMVuMmxFc6AkRXPFJA9UwBifeSDE3sAclWxLiTgoWPYZYsxQ1fBSxo08nF66lqLr1ZknUVl+JYaIiPZ/YFswokSOOwd62hdLf/gSeS/Ef92EveC+lO3/Wcz1SYh57AvETz6SUbKAk9IVwbzINQbSYQuYyKCnxIwlydgzPUziRBMbsI/Fefq7H68Sw4fhCEn3vhYTOOhenrpGC0dXDo6QEiY9eRumVF3GXdBvyIAR1X/8WpXjtblffiYsi1vaN8PT9iGKe8CFzUQccQkrG8Pciia+yIwg71CNw16lu+JAqnbo/FH2DyLDRQcB5R1YY346SKXjUjJqGsWU1pLYCKuitMOoA/OaVlXuMlArI1k2YkSbcQVgRxPMUeSNCZPSBiE0rwA3ymqh4HWrEJNI5n4gFrHyt8gqybTDKBtMG30PFG/CKRcyGEVV778mxU4gufxnx3MMowyZy7Om4w8eRVqEdts1HHjwbLAucntF/6/RzEMMaSXzvx8jhI3AsE3nwoUTOOY/8PX8tWzZy/oWoSVP36vjVNE3TNG3f0YGPQcI0FGL7xuoLtGxCTJmD2ro+6JJrhRCjpkDDKJQdpeBL7IkNCOXjC0m+BKUBHvQwDEG8dR389KvBmHqA5W/Asw8T/fC1+ONmdia6K5pRQgcfBW8s6rEecdjxII0exSdK0oLGMUT+7WLsBeei2lqRiRpkfQPeqmV4Tz/etbBpEr7+m5RGTSDn6Y5WvS2EQ3jxa7i3fQcv1QqAaBpD4uobyAwbR16EqLn2eopfvhp/bVc+DFFTR/i/b6HQNB6uOJB0qfIxkQklSX7vJ6g1Kyk9+xSyYRih407AamqiraDa+/XvXEwUsR75Izz3T6A9VrL0dURdIzUf/wote5EONGdEic07Gx69u+fMyQdTCsUHalGVPmVbkoipQAhKHviT5iAK2a5eCQBWCA45gUxJopSiNeMRrh1HeNi44HcWiVI+ZkdPj0paNmLFmwZtUsx8yccxokTHzsTARwlJyRXk28uo26ZEjJ4aBORbmrvOXx3S2yHZAOMOIuNIlIySPO3f4Hf/2/PN6ke05/r4blcc8u0XMA8+isTZl5CmfLhaLlxD9L9voXDDtUEOrHbGrCOwzzmf4tevhVQwhFSMmYB59Y1Ervo88Q9+lNwjD7WXsz0Ft66RnLnzHmWapmmapu1/QunHffuc5/ls31596IRpSurqYrS0ZPdZRY+wLYmufxVaqlxEx+twJh+BoXxkKYe0bfyNyxHplqBHQ+NY/LpRtGb3fHv2R3v2hQQFzNv+s+fTv3gSedzZMP0wfNfFD8fIWXHiFGDhPfDKk0E3ZjuMmHM8KlaP+6/H8a74IjkRqvhepikRQuC6PkopYl4eM92C//ZriHgSccB08uEkJXo/Z0p/+nwaGyt099/Hdjz+hBDUbF2Fc/0neiwrDzwE+6rr8IvFILgVCuFv24b/zpuIUWNgzASy4Rq83XxaK4TANGVnL4rd3e9CQG16I/zwPyovMG8B2eM/QJW4y04lZAnzjX/Bk/dAIRf0NJg1D3/+ebT5lb/P+1t/+k7uCSGgJiqR29Yitq0Hz0Mlh8GoKbhIjFI+6IkQjuKH4mRKcqffnVgIQsufg2o5mBpGkx15MMXSu99HvXHsQfXz35585oYUJMMgNi1HtG5uP0CGI+qa8Je+CKX24SzjD8KvG02mSGevmIhwCa99Cx76HaRbg9dOnYU88b34t30dMhX29ZU30towufO4tQxB1MkgCxmkYeDnC7jLliInTkHaFqXrP9GzF1U0hvWtn2ONHE06nQ96kjmDK2I1UI/bPbG/2thbx99A/2wGw3dsMLQBBl87NA0GYI+PP//5z/zHf/S8Objiiiv4/Oc/3/n3H//4R372s5+xYcMGJk6cyLXXXsuJJ55Y9pp0Os1NN93EP//5TxzH4bjjjuP6669n+PDhO66+3ys6ikjTZES1wMfIKeRKoJSk1g6jljyH6Hju5TmI5hXI1HaSYw8mlR+4P3DdmcVsz6BHXSPy/Cvx770T/hyULpWRGPFzPoo4cDbumvWYZ18aXCx7Hu7jD+I9/xQohV1Ik4tUvlHc8aSQNYKyOsa8MSildDfnPhRWRdw/9Bx6ZBx3GuZhR+Lf/CVItT+pbxqL/OhnyZ94No6rghuhPfjslOq62dmT/ByWZcBLT1Rf4IXHCc87hxJ7/uQ47dvYM08kMuPIIOeHYZE3oxQ9ndtjTyUjErnyZUS3nEAitQXS2zCmHU2rF0ZEIkHy4wLsaoxTwZXYI6cglr9Ycb4aMYmSMzh+j/dEMgJyyXPgtQ8zUcD2jaj0duSU2fhv/SuYXDuS1lz5Ps4rE2f8LKKXHYAsFcE0wbDwf/7flYMeAM8+hH3uJyk6EBUlQm8+D3/9BeQzQYeo8VMxP3Itjh3D/5//V3noWC6LemURjHwfrusP6BsFTdM0TRuMBlzgo8PPfvYzEomuCPqIESM6/33fffdxww038IlPfIKjjz6a+++/n6uuuoo777yTWbNmdS53zTXXsGzZMr7yla8QCoW4+eabueKKK7j77rsxzf67a4QQRENgCz9I5mZY5F1BScSwR0wKxkt31zAaP16Pl/WJhSSsX0ylC3KRa8XwCghhD44yqxWy7MuzLsL/9c3Qtq1rYj4Lf/g/uPhz+GtXUPzmPyqvL9UKkWGV51Whq7b0PdMt4a/Z4ZhI1GAedxLq9m+WJ/9sXgv/+x/EvngLLUYvJ59tz3FQkefuLH3mLpU8RYkomO1VNAbXg+heIaXAKKTLgh6dlI9oXk68aSomHtJ3wTDxhUHegUKx8g73PB8v3oBZNxJadhiqOHIKJSOCcgfDj/Gu2ZYkYkukFMgtq7qCHt05RVQuDfE6RNNE8p6k0rnM9XxSRMAKAoUJL4+Zz1R9b+G6oBSGIQmvXoz63Q/KF1i9BG65jtC136JQpcQtgP/Oq3BmlUTHmqZpmqb1qf57d78LBx10EPX1latn3HLLLZx11llcc801ABx99NEsWbKEH/3oR9x2220AvPzyyzz11FPcfvvtzJs3D4CJEyeyYMECHnroIRYsWNAr7dhTQghqoyBWv47ItnZMJDpsHG7DeEqNk7GHj0e2bADfQ9SOAN9FtG2ivm4kvud1va7S+lNbMRNjB0UXXS8cx0jUBt2dAWobIJsuD3p0o+79DdYp76F023crrzCuq7AMRJ5hYjSOxG/d3jnNPOFM1JMPVK54UizAS09iHXMOTi89tXUcH2bPh+cerbzAzKMpGiEdsOhDlikR26rn4xCprYSGjUYtfZGOm3GZqCc+5kAiCZu2rFex51cqr4iPnYk1aiqiZSNCSlT9SArKIlccGkGP2riJkdmG2LYFaoej2rZUXzizHTF5NmxbTyRai2OYu0z+WrQimIceCwvvrThfHXESji9I+hnU335ZeSWpFtTaZcjph+K/9nzFReS4yTvdDk3TNE3T+s6gy7K4du1aVq1axZlnnlk2fcGCBTzzzDOUSsFT1YULF5JMJpk7d27nMpMmTWL69OksXLiwV7d5TyTCIJe/WB68UAqxZTVm63ocJYPcFHYIEYkHOT9amhHZFuTGJRiGALGTj92w+l2VB8MQxAyXhFEiYvpVq/LuKGdE4f2f6CrjWz8CtWF19Rds2xTkdahATJyKW6kcpdbvFYwIxvs/VjZNjhwNG1ZVfY1Y8RaG6r0og1IKt64JDjik58xIDE55P4W9TIobMiFhlIgbzrsujzuUKQDDrr6AYQZVtcxu1ZrS21Gr38DIp0hGe+b3MQxBPCyRQlCQYfKNk5HjZ5By7SET9EhEDYytqxFtm0AFOZIwdvJMRppBBZ0taxBLnyOxG2lqSi5wzBmVq3eNnYI3aiJAkKNl8/qq61Er3sF470cqzzRN5FEn7HpjNE3TNE3rEwP2Kvjss89m+vTpnHzyyfz0pz/F84KblBUrgi7tEydOLFt+8uTJOI7D2rVrO5ebOHFiUMK1m0mTJnWuo78RAgyvBMVc5fmbV5EIgaFciNeBHYZho6FxXHAx7rnB2OSG0VXfQ9U09quxyXHTJbl1OaGHfon11x8S+ddfqPNS2MaubwpcT5EfeQDy37+OOHAOSIloHFX9BbEkYvgoxLSZZZPF+CmY136NrBF9t83R+oDvK0pjp2B8+BPBeH8Ien/UV8/lo0aMwRe9m4g2TRjv/Z8KgnVN44Ltm3cWXP1NUmbNHq/PlFAnc8ReegDrrz/Cvv9nJNa+StKsMIRA26VSycOv38nvx7CxKCuEGDcDccDhkGwfFpdLgZTIQhrTlFiWJBoS1MQMakSO0Ma3sFa/TGTrMiKihPKGTrceIcDCRRS7DR8yTETjuOqvqWuC1vbcTb6HSG/dZUDPkoBhIC/7D8RxZwcVXkaMQZx3Kf5FnydNhIgqBkGPZF31FTWNwx09AeN9Hw2SIXeIJbD+43/Ix3byWk3TNE3T+tSAG+rS2NjI1VdfzaGHHooQgkcffZSbb76ZTZs2ceONN9LWFiQvSybLhyV0/N0xP5VKleUI6VBTU8Mbb7zxrrdzZxdihiHL/r+7pBSIYmv1BYRECFAblndlvYegdG3TJNi8BpHajBoxAZXZ3mOsuhpzICXfwDT37Enj3rZnV0LCxXr1CcRrT0IoAqYNK9+ElW8SP+8TZBIj8X1FWLhYTg5RLKBCEUpWlKIKLkp9aeCvX4WoHYYcNgLGHwB2qHJyulPeRzZch33tf2HlUnjbtiBq6vDitWTtGEGsZeAlhNxfn09/tuPxVyKKOv4cQkedgNi8HnwPOWUa/s9u6vliIRHHnoZfYT2d65cQdrPIQhZlmHh2jLwMl/WW6tjfe9LLIkcU46B52FNnI5TCsSI4vkAAptyz717SS8Ofbgl6IQBk2xBP3I05dirJEz5ATu2k98J+NlC/k46Q2E2TEM07BMejNYh4DWrD0qBniJCIxnEoaQQ36U4R4fvUJKKobRsQ6W0oK4RsGIWK18HWtYjMdshsh4mHYlkDO8ha6Ttf6TM3DIkodCsB3DgOMi0QTQZlalM7DEusawK3WJYPR2RbseJNVbdFCEGiuA3+fivKsqFxNOK8ixHJBvBczFKOZEgghMBf9E/kcQvw77uz54osG3HgoRRECPuMD2AffyZsaYZQCFU7jHykBuTA/F7vroF63O6JodBGTdO0oWrABT6OO+44jjvuuM6/582bRygU4le/+hWf+ETPcpV9QUqxW6WTksk9q9CgfB9C9TBlDhTzqM2rwY4gGscCAsIR1KYV5UEPCBLCbVqFqB8JuVQwDOaAwyGfRrVsCgIj9SMRVoioabG3l9x72p5dUS2b8ZtXIc/4KMopQiGHqG1EbV6LeuLPJN/7CXAd/Ad/C2+/GAz5kZLwIccSOfl8RCJ4+uYPG4H/x/8LbkjGHYD82Ofx7/wBZFOd7yWOPgV5zCkkklEgCgxDjpsEBAdJ3xT93Lf29efTX+38+KtBWSbeN6+GU96HOOV9qEf/Cn57Lyc7hPzotYhhI6kLVf7UVT6LeusF1MO/D76TgDl8NDXnfxKGj0YIgXIdyKbwV64g5pQQw0ZDLIEI7fozUPkseD44JWwkxOIIe8++gapUwH/4ga6gR3drl2DlWqkbNbHnvF42EL+TKjwB6ppQ2zeA6yJqh4NyUc3Luy3kozavQow/GBpGBz1BUKi3n0H4LhCEUFXrJmiaBPWjQICI14NSxMICER+Y5fd2df7b8TNXbUHSURWKIZwipLehPBcxeiqMkcH5K9sW/J5nWlHr3ilfYSxJPB7uWl8hB4UslApgR1B2CLa3wXHnQS6NaGhCmTbq7p/C9qDniFE7DHHuZaiGEVDXgDjyRNTzj3flAIrGkZd8AeqHU9eZ+LwWRo/tfN/uYcSB+L3eE4O9fTA02qhpmjbUDLjARyVnnnkmP//5z3n77bepqQm6hKfTaRobGzuXSaWCm9yO+clkkubmnonq2traOpfZW76vSKUqD0eB4ElCMhkhlcrvdtWPREQi2zYh2jYH1UrsSHBR7bmo1W8EVR8OOAyqZa4v5cG08ZPDSacKKAVCxDCHTQnyCxR8KJSAnVSW2Ift2RUpBfGWLcjZx+P/487gIpb2cfaTDkYcfhKqkEfd/2tY1q2Hju+jXnkK5fsUT/o3isog3jAK0ZHkdM1S/H/8Hnlhe+4PX6HGTKJkxyl4NrRk90t7+lJ/ak9v1FLf1fEXMiPYM4/Cf/AuxBEnIj9xY1DO1rQglsBtmkA250LO7fFaKQXx5qVwzy/KZ2xej//Lm1CX/ycFI0Jk83J48A5wg2ElClCz5uPNOblqTwshIK7yiMf/AJvXdU2cOgd/9slkfKvi6yqJU0CufKvqfLX0ZdKJkbhu3wyr6E/fyb0jMWvGEbYERvNSKFT+3VVtWyG9DewoKtkAfs/vFC3NiAMOR21dC+3BExVN4g8bT7Yk8PZRKezeOPag+vFX7TNPRuJIQCTrUVvWIpomoZwSbFgSDM80bUTdyGDheC2EYtAxNEZIVHI4LS3B3wlZQjz1F1i3LJhfMwx5wvvxH76rM9CtAJrGI8/8MP4ffghOCVq3on7zHcRlN+B/9wuIuacjP/UVaNkK4SgI8IePJp0uAhWCibto42Ax2NsH+6+NvXX8aZqmadUNisBHd5MmBU/pV6xY0fnvjr8ty2Ls2LGdyz3zzDMopcryfKxcuZKpU6e+6+3YnTwZnufv1nKJqIHctBzR/eK6lIeNS2HEpGAIiOdWrlDRnYKSsMoqtuzL6i27257dEbVAxpL4v7+58+ax04o3oG44qnFMedCju9efwZ53DlkRJyVj1Hzya/Dzb8DWZtiwCv8334djTsc75QJSfgh8up7674f29AeDrT07s7N2ukissz+KKOZRzz+Gev6xIIHoiDHwoWtIqTCqyuvjogSP/KnyivNZWLWYyLgpcN8vehyP4pWFGE3jUU0zKl5QJ00X8dAd0NqtooVSsPhFhBXCOOh4iruZnkMZgGFAtf1gWP3i+9AftmFvua5PyDCq5lwKFioFiTq3rgUU1I+E7eVla8X4g2DdO4hu5VtFLoVY+yaxsQezPTPw9s/OPtMdP/NsAWKNE5BSQLwOlU8jUlu7rawEW1ajGkYHPWzGTEUtfxlMGzVxFuli8H4x00MsvBs2dA1DErOPx//brWW9+wBoXo3/9nOIWfNQzz/asWGoV55CfPRzqF9/B7Xw3uB3wQ7BBz9NRsZ2+7s6kL/Xu2Owtw+GRhs1TdOGmkER+Lj//vsxDIMZM2bQ2NjIhAkTePDBBznllFPKljnmmGOw7eBp6/z58/nxj3/MM888w7HHHgsEQY+33nqLyy+/vE/aUYkQYCmnPOjRXctGxPBxqLXvEHSeFnSUUtyRskJk0gMjcZ6Ng9q0Ngh6mCbMOxcxcjx4HqKUR61ZinDdKi0luGEs5iAcx/cVbeEGYh//L8xCOihXmqihYEbJ78FTdG3wyMooifdfiSh8uP0gC1GSYTLKrljVyDAkIRxsocqrduxAFLPw9vNVg5DiuYeJnDOZDD3XYRTS5UGP7q97+zki04+muJuDrgrCIjrtMMSbz1acr6bMGhQlq/ua64ERjiHy6YrzRTiK6shTsW0DYuJMVPfAR7wWVcyWBT06KR/R1kwoMoJiafDegBUdH+wwcVsipAHr3q64nNi+MRgW5BSDHjLSJOuHcNp7LdleoSzogR1CRRKIg44Gp4Ba+ipk2rrmL38Dce6VQc6PRG0wPElInJGTkf/vB4j0djBM/FgNWSOOu4963miapmma1jcGXODjsssu46ijjmLatGkAPPLII/zhD3/gox/9aOfQlquvvprPf/7zjBs3jqOOOor777+f1157jd/85jed65k9ezbz5s3juuuu44tf/CKhUIjvf//7TJs2jdNOO61P2laJYUgotFVfoJSH9m7AqqU5qCSQ6nnzpOL1FAZQMQfhu9C2FUZORJ58Aer1f6HeXATRBEw/HOpHIEwLZVo9e4R0sLvGffu+Ii0iEIlAx9BdfR07JEWkS3jNW/DP3wf5NABGjME853KkbeN1+14IAUlZQm5Yinj9X0EemUOPQRx3Fv7ffxH08uhG1I9ALXmx+ptnWpH0vImVUkC6pcIL2nkuwi2B2L3AR9EVRGefCGsW91ivOvQ4inYcdNzjXcuXfEINY2FdhWFFhglWGDqCIsrv+ZsTrUHs8B3qTuTasOMjdjK4YnAolnw8H2qtnfwoKx+UQmVaoZDFHz2NYqnbl7jYLbdV7XDksWehVr6JWrMEwlHEsWdBPoN68h5AwcgJICXq+X+itm8OXpeoxVrwETINEyjWdKsso4MemqZpmjbgDbjAx8SJE7n77rtpbm7G930mTJjAddddx0c+8pHOZc4++2zy+Ty33XYbt956KxMnTuSHP/whs2fPLlvXzTffzE033cSNN96I67rMmzeP66+/HtPsP7tFKcDYSa+E7uV4t61HTJiJqh0BbVuCC0UhUDXD8ZIjyWUrjC/vZYYhiboZjPaLfS8SI2fGe3T9F6YFoyYixx+If9f3y4IbavXbiDknovJZxMnvR/3jdz3faPLBFM0oFe4xtSFMSkGkZT3c8/PyGZvWIX7zPyQuuZ5WupLaJWUJ+eAvEc2rO6ep5tWo+ibkuZfh33VL1zpMCxFPwsgJqGWvVd6AEWNxRc/flxAuMp6sHouTBsq09yhY0eaHSZ77ScT6pYjlrwXJjw+aSylaR87rP79xA5nvK3KeSXTUNMTmlV3VRsJxRMNo1Oo3uy0tIByDkVOCXB5KBTma7FD1WlHSHDL33JYhys9nlQiBCEXwDZOSb1L2A9+RONgOI48+A//vPysLhqg1SxAzjkQccQrqhX8ijzod/3c3lwfO062o3/+Q2GXX44QaCCsHu5SFUhEVjpK345S8gVfZS9M0TdO0ARj4uP7663druQsuuIALLrhgp8skEgm+8Y1v8I1vfGNfbNp+4Xk+Kp6g2hAWFa+Hlq4krWrV61DXhJgwE9/z8RHkXSj2g6CHJX3im1fi//K7qC1Bd2/ZOJLkxz5LpnEijt91QSk8B2JJ/Ef+WLFHh3rpceS5V6ASddA0DprXdM0bewBqwcXk1YD7emv7WYQSPHZ35ZmFLGL1OxgTD8PzfAxDIptXlAU9Om1vRm1vhjGTYd1yiMQQ51yC/9w/kLOPR4WjUNgx94OAY84i75t0P5ZrVA7xp5+jDjkCahqgbYcSngDTDiO/m709Ovi+otW3MUbNxBpzEApJyfVRuqfHPlUo+bhmiOjI6VjSRzhFVKYFteLVsrKr1I1AtW0KhrBMnoNqXoGoaQx6pmUq9/bxa5sGVE+9d0MKBb4XDCWr1IsvFA2qtSSG4SiDbL48ql0ywthNE5DDRuK/+Fh5D5B26q3ngvPGhIOC4GTF3oIKnrqX2pM/gPebW1BvtA9ds8NEz7gA+9gzyBCu8DpN0zRN0/ozfWc4AGSLinjTFGTz0vIZdgRROwL1znNd0wwL0TCKggOZvKI/jeeI51vwv/elIBFrhy0b8b/3H8Rv/DEtoYau6YUcIp9BbVrTc0UAKNS2ZlQ4jnPBZzCLGcikIFGLY0fJKnuXuV61ocfEg83rq84XaxdjTDkCz/OxhYt445mqy6plryFO/yAi04YSCvXqk7B1A34hizj/31GP/AE6giaJOtSJF5CPNKC6PcKPUYLf3oJ6/Xm8xa9ifvLLqFcfh20deSAETJ6Jd8juJzbdkef5eB7o7k/7jmUZCCFwXQ/fV7iuT8oNehTVhG3k9ubyoEeyIShp3N7TQ4UiMOoA2LIaahqhdgS0bip7D5VowLVieLmhEalyfIiYRpCwe+OyIAjSwbCgYQxIScoxKDk9v8s5z8A6/vxgiOSif1Z9H7V+BeLwE1CP/bX6xjSvgcWvwOvdzq2lAurvd2AaJvaxZ1MaGh+Lpmmapg0aOvAxADiuwolEsCccgsilggvqSAIAVcojDjwqyPUBEIrgK0E2179uckKGQj3y1/KgR+NI5MRpKNdBLbyf0BkXUezoRmzZkN1VGxTKDpH2bbDqoa4+mNy/mq71Iz4So6YBWjZXnK+Gjcb39+AL1LwK/4V/lt+ktWzGlwbugssI+UU818UzwuRkuEeVALuYxn/9+WCYzLjJ+M8+hph6MGLmccE6h48mJyPkHbk3zdX2sXBIEjUVIrMFPAcVq4NQFNcDx1MUih5tBUF8wmxsnM4y4qqY7RreAojWTTDu4GDoy7b1UNcEo6cF+UCUgkQDRU+SyXmYpkQIgef5+IN43IvnKQiZwf4YPTUoM1vMBeVk7SgohSskpfZAkGkaGFLhK4HjeCgFba5NXaJu529kWqh0G6KmofpjgZoG1IbKQXf14O+JHH4CJSO+943VNE3TNK3X6cBHPxeyJTFLIXLbEbEaiNbA9g3BRbTndo0Nrx0JUoAdJluSKNW/7v5NtwQr3gn+iCUwPnYtwpSoresQhokYfQAR4VAkqLrjmWGMUgFGjIVNayusUSCGj8WRtg50aLstJ8Ik552N2DHHBwTJKKfN6QxOlJRJ+KBjEOuWVVyXmDoLtfrt8qAHQLIezwiTVxbh+lrSLdlgnZUCKm0tyHmnIY87HdW8Eoo5hAH4Pu4dP0Rc/iXyidi7bLW2L4RtScxpQ2zsuiEWqa1gh7FHTMTKtRCpGU4qr8g5YHoZ5PYNwdCWHVfme+AUUeEYon4kNK+Alk2o2uGI+lGkch5KKeoSFqKYQXgOKhTFM0Kkc+6gCoAYhiQRNTDcAuTyQQ8YzwsCIKYFme3gFMGwMMcciGUK4qIIa95BbFkLtcNRE2eSJUzJgzw2kQnTYVWFhLOAGDEW9egfECddiHrtGSr1ihRHn4536zcrb3A+hygVIKIDH5qmaZo2kOjARz9mGJKY4SLbNkOyEdLbg+RvFaq20LoRRk3FlybFflim0jNMrGFNsH4l5ie/jP/2s0EC1nZqxevI6UcSm3YMWdcg5VnUjZqEjMbx/357j7HY4rAT8JMNZP0Q/Wk4j9a/eZ6PO2461tGnw6KHusrOhiLw/k+RkV0JcT3Pxx81CTliLGLH4Fv9CMSUQ1FvP18+PRxDnX4xGWUjdyMHoqhvRMw+CvXknzunKRZDOIZ56efwIjro0V9EbBDNFXoBlArQthVhGIhNy0gOn0JrzodQLEgwXYlpg+8EgZNMC4yehuv6uEoSsUJIkSdqusgtXfllRLYFaZjUNIyjNe0MiqF8UgpqohK5bXVXADE0Gja8ExybTqFrYc9BbV9P0oqhHvxV1zlhzWLE608TP/nfSMWaKPgG4ePORWxc2SPPh5h+BGrzumDYyrJXEGdfjPrHb4PeJQDSgJPOR0WT0Lq98kabFsq29/Ge0DRN0zRtf9OBj35CCAiHTGwr6NJeLHnYpgieGNaNDBKYJofB5h0SLVohMEPgFiHbAvVj6Y91KovKIHLGB8B3Uds3INoqBG/efg574kxyRg2+D60iTE19E/KDn0W99i/U+uUQq0EcdgJezXDavBBqMFz9a70q7VlEDjuN8Kz5wZAXO4QfryMrI7g7HDopzyZ55qXIdUsQb/wreHo/4ygYewCe6yLO+wS0bgkSndYOR9WPJK3C+J4flKjdBREOoV55rOeMQha19EXU0edA3+clHvJMUyKyrdUXSG+FkQdArg2RaiYUbcIzQkgrFPRWMO2gtK1XCgIl9SODQDaA76FaN0OyCUuA8lwiIYHcUiEXjeciU5uIhIeTKwzsL4YQkIyZyNb1XUEPaQTnMjMU7DOnGPzd8RozhL/wzz2TkiofFt5N7KwrafMsUjJO8t8+h3jrWVj1djCk6LATUXUjUM2r4OgFqKYJiHgN4rIb2xMKK1RtI1kRIeTmEck6SPVMOiuOPpm8Fdc9DTVN0zRtgNGBj37AkIJk3ELmWxC5HCAwwzGEkQDfDZ58KR+E7LpAtCPQOC742y0FARA7gsDHtgxK+7HXh2GI9jHnQdAhaoPKtFIjXYha5DyLfLH8/ZWCQm0TkfdeDE//req6xfJXsA46mVLJxfMU2z0LIWzChy/AmF3CFwZ5T6Lc/pW4VRtY8p5BnhiifmLw5FxRMV6oFLR5NsaYQwiNmY5AURQ2rutjhSQR6SAbRuM1jiPviPZhMju/I5JSELUUFi64HvLUD6GWvoJa+Wb5gs2rEP1syNpQJYRA+DsLNIhgWEbdKITvYVuSdNalZtSBGF4pyG3kBsM1CEWD3BWlrt4IIteGmagLEnOaNkYkSbUuHaKQxU5ArlBx9oAgpaAmbmIoNwhudLDCEE4E57aOAIggCPg7RZQZRh51BkgJQqJS21GvPQmZNigVMQsZaiNJXCVI+VGMg0/CmnEcvpQUfQPfVRgjDuzMmaJKIISF0ZAMqgt7PihwrTjJa2/Cv+V6aNnatX0zDkOd/WGKvs65o2mapmkDjQ589APJhIXRurFbt2iFKGSCBKZCdk138hCrCS6aR0yA7RvL8wtIA9EwmgQ5/ESStqxXNhbctg0iIQMpFApBoeRRKOx+gMQ0IE4B0bwK0boNNWYyRn0j/uLn8DvKMQpJdPRUwk2TSRclbrdH6HksQsl6ZMUSgu1KRXYMaCilyJcUXV9XHfDQ9o1qHYYMQyKlwPdVe1UUnxxG+1yfZMjH3LQMlr4AhRwyOQzroLnkI/Xkneo9PaQU1NguYskiyLaiACUNxJhJiOFjUIv+Ub4deBhGV5CxPwmHDcK2gSBIMJkvepQGaakL1/VQ0VpEy8aeM6NJGDYWUluhmA1yUZg2sXAkmN/aXJ7UWQioHx0ErzuCH0J0fRmlUb58BWIA93SzLINoSCK2r4dEt0pedqS9V+Oq8iFC0oCmyahsG2Rb8Fe/GTwQAIgkkPPfi//M/UHvrXwK+dbT2LXDsUdPJR+qIeub7bHIYJ8Fx5IKepwYDkZ2O6xbBtEEjDmArAhyhaTiw4l94XsYqW1BMtRhTZQiSbLsWVlpTdM0TdP6Bx346GO2bSAL6fILPTsC4XiQ4M0MBU8JAXJpqB8VdJVu3dQzqaLvQUszIl6HsWUlycaJtKaDC8RE3MLyCshMqvMCOxaKEU4maU0V2RVTQjK3Bf76k84yjXLEpfhvLiwfR6181Lp3kIZJ0lOo2hHkhU3BDZ6QFZRNdOxUWPlGxfdRk2b2qHyhab3FNARxWUJsXQetm6G+CdUwirRr47UHEaOWwlz8LKx9p+uFqa3wzN+IHH4GTnwMrlf5O5wIKcQbTwTHcAffQ21Yihh3EAwfC5vb84nUDIP1y0mOmECbkexXCS1rkzZGMY1IZQEwhMCIJHGsMOnsXtbd7ceUAkdY2OF4EJTuYNrBb3LzCjoDsp6L2LqGUOMEVOv2nkEMpaBlIzSOD/I1ZVsgVtv1OxqKBQHvagwTD0l/HNK4K8pziVJAlEQQvBCiK7hf1wSb1/TMi+J7kG0NygCvfLV8Xj6Nv/xF5JGn47/0GKJuOOQnQaYVWjcRHW7j2wmKFQJyNYaD+MevEM3dho8KQfyMj5JpnETJk6RkDGpjiDqhh1VqmqZp2gCn+2v2MdsUiI6nftKAmhHtQ1p8KKShdkTQwyOSCC4IU1uDbPLVek24paDLtVtC5lNYpsS2DWwvj8y3lT3iFsUsRr6FeNTa5XbGRBHuua0z6EEkHpSc3SF5XAe1fgnCNBD/+AXRTUsJm8H7FlxQh8wPXrvjaxpG4iUb+9UNnjZ0GFKQ8FLIh3+NeP5BxNKXEIvuRz58B0mynTk7QpTKgx7dvfEkMaPysSmlCI7BUuUxCqp5OeLAw4M/hEAcehzqpccRD/ySmCi96/btK/GYhZFvQRSzXROVQubasP08tm1Uf/EAls55eMMn49ePbg9Gi6CnR+smKvZCk91+23fke0G+D8OCpsmQqIdSrv11MhjmEa5SNaRmOIZp7FYOmf4kZBuQbUW43fJ25FJBrw87GgT6qw0nMm3U6jcrz3MdlFNAHnU6/kN3ol59ArX8VdRLj6Ie/QNxP9NjX9kmyNcWlgc9IDg/PvhrYn5hh8n6nKRpmqZpA50OfPQxpQieegEkhkHbpiCTvTSCAEh6W5CYLV4fVHbxnF12g+64Bpe5VmxLEA0biHy64qLCKWDvot+PECDT28qDHPHaoFt3NW4JYbYHN15+lIjqupBME0YtuBwmHwJ2GGJJ1OyTUMd/gLSrOyFpfSNmuIin/9oV3OvgFBHP3BNUWJICUtuqr6SQRXrVAx/sLEFmqYAIR2HkROSJH0C99XzQfb9lM6ZT5Qa6D9gGCKdyLzGRTxMND87AB0BrxiVt1lMaOR1//CFBcKJacGNXN8u+H/yGtm7q+bqOXiCJYcG5AII8TvWjQRoYrRupie86YN2fhCwRtNf3gtLREAR7hAh6N+0sh4phQpVzGADFLP7SV4LzY3elPOqZe4ka5euOqCK88a/K61IKseYdTFNfHmmapmnaYKLvMvtYoeQTCieD4S6lfBDUiDdA22aoHQ75VDBG3LSDp2L1o7qeNlbMdSG6AilCIIUIEshFEijfDZ5A7nhB7rsIUb0rrxAC8rnyiblUkKSvGsNCdQvQiLXvYI0/HMfxcD1oIUx45inYM48P8o1g4ZT0UzWt7xhuHvKZyjPT2zG9IkoZwbG4E0rKiqMQfF9BJFn9haaNCscQ0ST+A7+GQrdjznP6RZhaCLHzG1QUYi9z8BiGJGIpDAGuD3mHftn7y3F9nPZdUBs3dnISVeU5mnZkWME8RdCrzwoHQe9CNvietG0KptU2tfcCcSDXGpwfnAKimMYyIzgDZWhgx37wHLBq6TyHZVtANoCxk+PK94MHAIUqwfZoElJVeoS0bcXySkCkc5JQqquEbSXZVPBd1zRN0zRt0NCBjz7meT6uDGGFFSLXGkyUMri5yKeDXh6prcFTaLcEOaBmOCQbguk7itcFF5IAiQas9CZYvyQIQiSHwZgDUE4e0X2ojDBQqvxmJmRLQjK4UC14AupHlL9PNgW+Cp5CVnj6K0ZMQK3olsejkGPH68iCCwU6nlr2vxscbfCyTEnY9BFAyZcUSv6ue1L5XpCMNFaLMKyeT5cB1TAah8pP4n1fBa81rYpD1cSICajH/wJrl5TPMAxUKNYvymcqpUDs6rSx5zeMiYjAym5DrFkGpQJGNElozIHkjDAFp//8NpiGIBoxMQQggp9AtWPejw6pbUHwuqW557xosmtoCwSBj3A8CHyUclAzHOU5iGIumAZBEKVmBGSCHkeykCEUiw2cwEf3vCW5VBDEb2lP6p1PQ6wOojWQa+vxUmVYMHYGLH2+53qlgahpRLVsrv7eOwTrXGFiN46GSiWDATV2qs41pWmapmmDTD94hqilMiVcM9ztwrD9xiGfDp5w1TVBcngQBKkbBdIMnhbWDO/qMmyY7X8bkGlBhWIo30esej0ITPgetG5CvfkvRPf3kga+kETDknDIwDQEdRFFbPPbmG8+ivnW48S3L0dEosHQlG7UE39FTpwVPInrRjSOAzMMG5Z3LTt6ir6Q1PqcEFAbEcRTq7HefgLzjUeIbnydukj7E+VqSSUNC2WFAch6Jhy5oOey4RjMOomcW3kdQghKykQcfMIOvaVEkOchWtsz6AEw+0Tysv9UkvCQXcMvdqDsCAVnz47zqC2wNq9ArHw1+L3zPUSmBfHOM0TdNKbRP568h0MGyYjAzm7BSDVjtDVj5lsR7cNPdqQiyeA7UzeyK0G1NIIAdCRZPuxJGGCFUeEEJBvxhIUXGxYEBxLDgoBHzfBg6GNHoFnIXY6m6U9cn679oHxABO2rGR7sD9MKckcluw3vMSyobUKFooja4YjRUymLoFth5PRjgrB5tR4apt157HbIKQt13HlUCtKphlF4yUad10PTNE3TBhnd46OfyGQd6qK1wXAXpxA8+SrlgzHRxWzQC8SKBDdXdiR4KuYUg4tGK9Q1LtwpwbCxCMNGvfFkzzdSPmrdEhg9ORinn2zEyLQSLaRRSiFqm/Bfe7w8z8GGJdCyAXH8e1ENTfDqk0G+D8/Fz6YRBx2HcIoo30O4DmrdMtSrT3W9Zc0w/MQwfD2URetjiRCIpc8iut90bl2H2L4RccjJqAOPgLcX9XidOuhYciq4aXM8SIcaiJ/0Ydi0KlhXw2j8uhFkXAtVYWhDLGwQEg6idV3QhX7G3KBKheui7DAFz8D0Haz574UXHoZcJiivecRpOOMPpuhWv/kXQmBZBqBwHG+f3AwLAeGwiWVKlK/IF73OwGUm51CTaESmNpcN41CmhR+ppbAbVaK6i5gKNq+uOE+seYPo1GNI9XGKEykFUVsEbe5GOAXI+qiRB0AuhSikUYaFitcjhERsXxtU5qodHvzfLQXDF3fs1RBJQD6NiNcjLJtcKo/r+tSEPGSmpX1ITPn3yo/UBD2VBoh8wcNONgbDOK0Q5NsgWhcMYzHtoJS5FO25TEYGgUVpgDSQxeC8qBTIg+aj3BLCMFCeh79uCaJhNGLqYajFL/R845nzyCmb7r0KfV+Riw0n9t5PwpN/ga0bg+Dm9MNRh51C2htY+VM0TdM0Tds1HfjoJyxTBjVj60YGdx2eG4zvNs1gWEk0ETwJdYrBBaAVDpLftTQHAZJQDBJ1qNyGIFleqdSz3G2Hti0w4WBUOIEo5hGlPAoJNfWo5uU9kzsC5DP42VbyB51A6MAjEb6PJw3yIgwlqKurIZ/JE/JbUds3BWOoDQs1aSZq6uGkSoM34aE2MEgpMIqp8qBHB99DrXsLf/JsZKwW3vpXUD46VoM6eB6l+jGUuo1OcTxo8SzsEQcSC0lEKYvMtpAMxfBjMdL5rpuskCUI5bcht3d1qxeZFpAGavR0WnMdVSNMrImHEZlwENL38aVBXoRw3OqRjEQYzGIasX4lSIkaMYmSjJB9F0VgLEuSiJrIYhaRL4GU2OEorrBpS5fwPEVbxiEeH46B15ms0vEFmVRxjwIv0ZCETIUhex1KBQzfBfr29yMSMrqGIu7ILaGcElkRR0TjKAWGB9FCe7vcYpCvo6a9QteOyVA7qrf4HghQhSxx6aAiFphhVCjSIzm1siN4RgivSiLd/kgphTAtnNgwDAnCKwE+wnchXwTDRNnxIKDvlCBag2ppRoSiqK1rgyDI1nWoreugW04qAbBuMWLG3CBR9tvPBbl64rVwyHEUa0ZRqjBcquhLnPgooguuwFQuSkgKIkRxFyPeNE3TNE0bmHTgo58wDQmooKv3joGH2hHB08BuF7kdJQFV/SjYtBIiMdSat4JSmbHanSeKkwYgEG2bUc0ruk2XqG0bq75MbF2LGNdIm9fe7d4D8Duz3xcdnxwJoocvwBI+SkFeWZSKuqeH1vdM00A0r6u+wPaNqNEHkRo2hejx45EoPAQ538KrMHxDSkHM8pArXy7L2WEYFjXjDyHTPuQlZKiyoEcn30NsXU20biLZQhCkdFyFQ/fjq/qxkwyDufTZshwSYv1S7KbJiLEzyexZx4vONiWiJkZ2e9l2ykIaywwRj0XJZJ0g+JEuIUTQ48TfacLT6ky/hBBy5xl+ZN+PyDRNichVjyYJt4AiQbH9rjkRNXvmgGnbBI0TgmEdHRWxQrFgOacYlHVt3RRUFaH9hl4aqGQjfiiBKKQAUOEkLiapzMAJenSXybuYpiRuivIgpOcgsi2oSDLo1diyERFNota+HTwEMLpdruwYXRMSlU+j2jYj5pyIiMRRpo1nx8nmqveK8X1FBguq5OXRNE3TNG3w6PsrSg0Ibh5UKd8e9BDBU8BEfVDGVqmyoEeZYg4aRgdjxEvtSfByKcSwUdXfbNgYgPKgBwQXk8ZOnqwaBmoXiQuVUmQdSWvJpM0xKe3kabWm9S5VfvO0I8NEAa7rk3IMWh2TtGPgeZVvnGIhgVz3ds9EpZ6DWPcWkfZ7KVGtUgxB+VfL2PNjxDQlRltzxcSZonk5Vim9V1UpomETo1Cl9LVbxDbL16nUu6y8ktoaDG2oljMkXkvJ7/vTlO/v4rdRmmU5IVxfocxQj2XwnKAXXygWBHScQnCTH68N9kWPilseZLZTVCYZo5aMUUtrHlLZgRn0ADAMQTxiBtV/ojXBuU52HZcinw56PYaiwXAXpxic05LDqq+0YRRsWQPpbailLwTDNXMpfJ2nQ9M0TdO0dn1/RakBwTWwKGSDBG81w0D5iGwbIp8KLo5jtRWTtwm32H7j0O2jNAyUU4KmiT3fKBxH1AwLytruKLMdMXx81W1UIyZT7EcVFjRtT5RKHqqx+veb4RMoeLv/k2gKPwg8VnyzfFBGGtgfFYtC0kOsf6fqfLF+MSFrzwMfpikrVqvpXK9b6uzhtU9IA7VtPWLCwfRINGnaiImHspOOFr0mX/Twd1KK2LdjOE7X0MJC0UPFGroWiCSDsrSFLCK1LagCYwc5m0S2NRjaWKXsrXBL2KagWPIolrx+WeJ3t/k+8bARVFkp5iDTEvR+CUW6hvyggn1h2d3OawqV2Q6jD+i5znAMUd+E2rymbLJqXsFA3lWapmmapu1beqhLPyEEwf1RrBaR3k7nzZJSwUWyUwwunnuU+hPgeSgr0pkgDyGDigFOETFlDqpta3Azk6gHKfHfeBJ5yAk9NyKfbq8i0BBUD+iucSyOHUMV9JWkNnCVsAmNmhok7O1GRZOo4RMp7aRb/I5EtRw6HfxgXSqSqNpPSoXjOP6eBygEgLuT4SWeGzxR39eE2LeVRBINsHklShqI6UcFJUlLeUS8FhL15HwTpXaxn3uB6/o4IRu7R+lagZ8YRjZfvo1KQbboE6sdhcy3BQHnjjLjAL4bBDxC0eC/KkGPbmvcV03pM1IKcB2kVyo/j3lucL4Kx4MhLR3le/OZ4JwWjgVDQLdvhPpRiGlHolo2tZ/TGkAI/Dee6rkPPRelIx+apmmaprXTgY9+QggRJDAtZKl4kes5wYWdNMqSlio7DPkUTrgWc9Q0xKpXwCkhYjX4i59DrVsclMM1DNiyFgoZCMdQZpUcIBuWIsbPAN9HbV4NwkANn4BjhskU9kvTNa3XZEtAwyTshtGIzauCxJTDxuJHakjl9+wmSRlWcNxWjAQIlBmMdSl6gnBtE6J1h2EpQqIax5PP73lljpIysIaNRqxbXHnbGse3B1T2rE3FkodphoKeZBX4ho3n7UXykGrv5xuEGicgtqxCpbcFPdvsMKqQwa8dSS7b90GPDumsQzQcI1STCBJzCokvTbI5F8ftuZ3Fko/rSWqSwzEy2yqskaDXQ2IYO/2chED2gzwn71Y4ZAB+UNWmkkIm2BeeA4j2pN1RRNOkIH+V78H2DaiWZojXokZNhW3rYenzldc3bFz7MKmBU/lG0zRN07T9Rwc+epFhCOIxG0MATpFk3KZQ8sjlnODpbCiKSG2pvgInyHzfGfiQRlAGMJ/G8xTZoiA5cQ4isxVcN7hgbF4RXBx2d8DheGYYwwoF6+xOKbAjtBYk5shDUBCUyNSZ7rVBIltS5ISNNXwGAoXj+vh7GPQAyDsQrR+D2La2xzxVP4qSKzCBoqMQseHYkRpE60aE56AiCVTNCFJ58P29CHw4PrHR06B5Zc9kyOEYqq4Jdy8CKvmCS7gmjtkRaO3GDyfIF/ZtIKLoKlRsOOFEPWL7BvAcVLweP7rngajekCu45ApB7wWlFErtfByOEO29c3bWO8hzO393e1R8AYgmUcoP8kAN4JwVphRBfGdnbVB+kNy0VAjOdaU8aut6xLiDUNk2KKSDXiH1o8mWIFI/CmmHu/JbdbDD+MPH4+zFMaBpmqZp2uCkAx+9xDQFybiNUcx0XvgZQNSwCdWGkW4BZIjgMrnyhaESAgwb0e1pMq3N+Mnh5HPB2O+WrMK0hmFKQWh8LUZyGKx5C4o5VKIeJs0mb8Qo5Txqxh2C2LIKkdoavGckgWqaTLoUJHT0vP7ztFXT9iWloFR6d9G8QsnHSo7EsmzE1jVBklPDQg0bixsbRrGkiLYvm8l7SGkRrpuAROH4gmLm3R1fqaJBcs7piNVvBokdpUA1TYLRB5IqtleJ2gtt6RLJeB3SdzC8Er4QKCtCvuhT2A+1PnNFn7yQWDXjEQJcV+Fl+/cN6+7k2YjHLELCQ+5qGIsQiGIWFUkEN/uF9nOENCCaBMNECoFpyrI8IgPObiTbVbI9/0dqMyrZiPI8hPJRq18PegPVjcCP1NGSDvLQOJ6kZvZpsOatoAcXoIZPgHEz3tUxoGmapmna4KMDH70kHrMxChl2vBATXglDGghhBDdOoVjwVKuSUAyyrcFTv1wb+C4q3kDBNcrKSbqujwsUADM+hsjMkUgBri/IuwLfUUAQJInUTSDUOAGUwlGCfFHt1RNoTRuK0nkPy6wnMq4eiUIhyJXAyXk9koD6viK3D3tMeL6ipWAQHnsoofEzAch7BqW8z7u54fN9RWuqiGFITDMUBIn2c4bRIBA1gG/qd2DbBiFcZPvQQkyrZ/UfAESQwFMpRC4VDEFMDgehwFcItwRuDmVHME2BM3CLubQTQQWXSuWPRfvxsn0jfqyOEjZ51yc6+mAMERxbBVdQTHftBN9XtOQloVEzCY89CICCJynmg3OcpmmapmlaBx346AVSivanfpUvxIRTCJK4pbcFydqcQo/KCioco+gqZKgGQyiIJPGR5Ao+Jaf6U1jX9Um73Z+0lW9DvuiTL1aep2narjmuT9ch2PvHUKGkKHSmT913Qcug19c+W92QEg2byFx7MtNiPijbmtneMwFnrBYKXZWBBAoMGSTGVV7wH8E5wjbj5BmYYw6Dzh4q+EesFjLbegx5UfF6lFL49WPJFTyKuaCt6c7RP9WPraKjKDpil8tpmqZpmjZ06cBHL5BSIHZamUAFF4HhGDgliNcHgY9SPqiiEIrhI8m0FXa4VtR3JZqmaf2NpFuPA+VDLh38rrulII+JYeKbkWBkoyUQVghhWgjPg/T24HWGFZwTirmgvPkAzm8qhECo9n2iVNCrxSkE+8OwwA4jEHieT0uqH9Qv1jRN0zRt0NGBj17geQolrOoLCBl0/VWAVMGTwY7EpUohsm1IaRCPxkln9UWhpmlaf6Z2zGehvKBkq2GCNPDNCNvbgq52pimpidtBedvuvRU8JxjSGK2BYg7PG7g9GXxfIaQMzm0ACLBCQdCjI7mr8lEM4OiOpmmapmn9mg589AKlFB4CQ8ieXZ0B7HDQ3TkchXx7fg/fK8vwL3wXS39amqZp/Z7j+JiG1WPIIp4Lvo9ndgUxQraByPfM/wQEAQHPRYWiFHMDt4dfXW0EipluU1TQ46ODU0JJg6IzcIM7mqZpmqb1b/rxSi9JZ0q4oTjK6B69EEEJQ2m11zwUOy/153lIuevM+JqmaVrfyeZd3HCCnuNTBF60hkyuKyBiGhLh7yRrqecghCAa3kmvwX4sGrUw8BDeTvKTeA6+YZEvDMwcJpqmaZqm9X+6D0Ev8X1Fa1uB+toYoiMBoQK8EpSyQcUWaex8JVKidporRNM0TetrSina0iUS8VoM5SF8FyUNfGGSzpTKhq34yg9++/0qv+3SALeElDZCiKCq1wASsg2E7wbVa6q0UUlJTgc9NE3TNE3bj3TgoxcFw5h9cPM9Z7pFMCyUFUI4xZ7zhcBTcqcdQjRN07T+wfcVbaliUNVLSnzfx/d7/rbnCx52JBKUvq3EDIGTB+FjGALXHVgnAQHgO2BHwW2ruIxvRSjqpKaapmmapu1HQ36oy/Lly7nkkkuYNWsWc+fO5dvf/jal0n68ANsx6V13ngPhOEru0KVZCLxILZmcvjDUNE0bSHxf4bo+vl85YOG6Po4yUVak58xositPiJADMsGpgvYhnApC0Z7zw3HyRV8H9TVN0zRN26+GdI+PtrY2Lr74YiZMmMAPfvADNm3axDe/+U0KhQI33njjfnnPkuMTFkbF8rZKmmRzDqYZCxKZ+l5wsasEmR26R2uapmmDQypTIh63CccjCM8JAuQiGOKC8tp7/A28YS4AhaJHzDQRHaVr43VBkldAGRaOq8gXKvRy1DRN0zRN24eGdODjrrvuIpvN8sMf/pDa2loAPM/jq1/9Kh//+McZMWLEPn/PbK6EVRPB9IpBCdt2Spq40iZf6Mp0L6VAKU8/CdM0TRvkMhkHIymxhQwCHrT38BMSzwyTTg3M4EA+7xCqCWNCENRpD+woTDwJqczAbJemaZqmaQPLkB7qsnDhQo455pjOoAfAmWeeie/7PP300/vlPZWCdKYIdgTPiuJZUVwrStY1aG0rlC3r+0oHPTRN04aIbM4BK4RrRTrPDXll05oqVh0qMxC0thUo+CaE40G7zAh5X9LSWtDnOE3TNE3TesWQ7vGxYsUKzj///LJpyWSSxsZGVqxYsX/fXEpSbXlc19+/76NpmqYNHEIE5c8H2bmhUHSJREOk2gqDrm2apmmapvV/QzrwkUqlSCaTPabX1NTQ1lY5+/zuMs3qnWkMQ5b9f6DT7enfBlt7dsfOjr/eMhT3++7S+6aywbJfKh1/g6VtOzPY2zjY2wdDo42apmlD1ZAOfOwvUgrq6mK7XC6ZrJDFfwDT7enfBlt7qtnd46+3DJX9vjf0vqlsIO+XXR1/A7ltu2uwt3Gwtw+GRhs1TdOGmiEd+Egmk6TT6R7T29raqKmp2ev1+r4ilcpVnW8YkmQyQiqVx/MGfpdf3Z7+rT+1pzcCErs6/npLf9rv/Y3eN5Xtz/3SW8HAasffUPjMB3sbB3v7YP+1sT8F4zVN04aqIR34mDRpUo9cHul0mi1btjBp0qS9Xq+UYreeFsRiob1+j/5It6d/G2ztqWZ3j7/eMlT2+97Q+6aygbxfdnX8DeS27a7B3sbB3j4YuG3sT+e+d2MwtGMwtAEGTzs0DYZ44GP+/Pn85Cc/Kcv18eCDDyKlZO7cuXu9XiEEhiF2udxgG0Oq29O/Dbb2VLO7x19vGSr7fW/ofVPZQN4vuzr+BnLbdtdgb+Ngbx8M3DYO1O3e0WBox2BoAwyedmgagFBq6BaTa2tr46yzzmLixIl8/OMfZ9OmTXzzm9/knHPO4cYbb+zrzdM0TdM0TdM0TdM07V0a0oEPgOXLl/Nf//VfvPzyy8RiMc4991yuvfZabNvu603TNE3TNE3TNE3TNO1dGvKBD03TNE3TNE3TNE3TBi89cEvTNE3TNE3TNE3TtEFLBz40TdM0TdM0TdM0TRu0dOBD0zRN0zRN0zRN07RBSwc+NE3TNE3TNE3TNE0btHTgQ9M0TdM0TdM0TdO0QUsHPjRN0zRN0zRN0zRNG7R04EPTNE3TNE3TNE3TtEFLBz40TdM0TdM0TdM0TRu0dOBD0zRN0zRN0zRN07RBSwc+NE3TNE3TNE3TNE0btHTgoxctX76cSy65hFmzZjF37ly+/e1vUyqV+nqzyvz5z39m2rRpPf77zne+U7bcH//4R04//XRmzpzJe97zHh577LEe60qn01x33XUceeSRzJ49m09/+tNs3rx5v27/6tWrufHGGzn33HOZMWMGZ599dsXl9uX2v/TSS1x44YUccsghnHjiidx6660opXq1TR/5yEcqfm7Lly/vl20a6Krt72nTpnHfffdVfZ1SiltvvZUTTjiBQw45hAsvvJBXXnml9zZ8P9vb/XLSSSdVfE2xWOzFrd+/HnnkES644AJmz57NvHnz+MxnPsPatWt3+bqB/p0ZCOe9avrifNKbHnjgAT75yU8yf/58Zs2axbnnnsuf/vSnHr/1A7V9TzzxBBdddBFHH300Bx98MCeffDI33XQT6XS6bLlHH32U97znPcycOZPTTz+du+++u8e6SqUS3/rWt5g7dy6zZs3ikksuYcWKFft8m/f2eNnd34lNmzZx9dVXM3v2bI488ki+/OUvk8lk+kU7Nm/ezLe//W3OPfdcZs+ezfz58/nc5z7H+vXry5ZbtGhRxfPFtdde2+dtgN0/n/Xnz6LaPp42bRpnnHHGLpfb15/F7v4W76i/HRda3zP7egOGira2Ni6++GImTJjAD37wAzZt2sQ3v/lNCoUCN954Y19vXg8/+9nPSCQSnX+PGDGi89/33XcfN9xwA5/4xCc4+uijuf/++7nqqqu48847mTVrVudy11xzDcuWLeMrX/kKoVCIm2++mSuuuIK7774b09w/X72lS5fyxBNPcOihh+L7fsWb9X25/atXr+ayyy5j7ty5XHPNNSxevJjvfOc7GIbBZZdd1mttApgzZw5f/OIXy6aNGTOm7O/+0qaB7j//8z97nBR/9atf8dBDD3HMMcdUfd1tt93GLbfcwuc//3mmTZvGnXfeyaWXXsrf/vY3xo4du783e7/b2/0CcPrpp3PppZeWTbNte59vY19YtGgRV111Feeddx7XXnstra2t/O///i+XXnop99xzD+FwuOprB/J3ZqCd93bU2+eT3vbLX/6S0aNH86UvfYm6ujr+9a9/ccMNN9Dc3MxVV1014NvX2trKIYccwkc+8hFqa2tZunQpP/jBD1i6dCk///nPAXjhhRe46qqreP/73891113Hs88+y5e//GVisVjZDd7Xv/517r//fr70pS8xYsQIfvKTn/Cxj32M++67r+xa6d14N8fL7vxOOI7D5ZdfDsB3v/tdCoUC3/rWt/jc5z7HT3/6033ShnfTjjfffJOHH36Y888/n0MPPZSWlhb+7//+jwsuuIB7772X+vr6suVvuukmJk2a1Pl3XV1dn7ehw67OZ/39szjooIP4/e9/XzYtk8lwxRVXMH/+/B7L78/PAnb/OnhH/em40PoJpfWKn/zkJ2rWrFmqpaWlc9pdd92lpk+frpqbm/tuw3Zw9913q6lTp6pt27ZVXea0005Tn/3sZ8umXXjhheryyy/v/Pull15SU6dOVU8++WTntOXLl6tp06ap++67b99veDvP8zr//cUvflGdddZZPZbZl9t/ww03qBNPPFEVi8XOad/97nfV4YcfXjZtf7fpoosuUldeeeVO19Of2jQYnXTSSeqKK66oOr9QKKg5c+ao7373u53TisWiOvHEE9V//ud/9sIW9o1d7RellDrxxBPVV7/61V7aot53ww03qJNOOkn5vt857ZlnnlFTp05Vzz//fNXXDfTvzEA571XT2+eT3lbpPH/99derOXPmdLZ9ILevkt///vdq6tSpnd+/Sy+9VF144YVly3z2s59VZ555ZuffGzduVNOnT1d33XVX57SWlhY1a9Ysdeutt+6zbdvb42V3fyfuueceNW3aNLV8+fLOaU8++aSaOnWqevXVV/u8HW1tbcpxnLJpGzduVNOmTVO3335757Rnn31WTZ06Vb322mv7bJt39G5+u3bnfNbfP4tKOu4Pum9fb3wWSu3eb/GO+ttxofUPeqhLL1m4cCHHHHMMtbW1ndPOPPNMfN/n6aef7rsN20Nr165l1apVnHnmmWXTFyxYwDPPPNPZfW7hwoUkk0nmzp3bucykSZOYPn06Cxcu3G/bJ+XOv9L7evsXLlzIySefXBbJX7BgAalUipdffnlfNGmXbdpd/alNg81LL73EunXrOOecc3a6TCaTKfvu2bbNqaeeul+Pib60O/tlKHBdl1gshhCic1rHU2K1kydXA/07M9DPe719PultOz5BB5g+fTqZTIZcLjfg21dJx3fRcRxKpRKLFi0q69kBQfuWL1/OunXrAHjqqafwfb9sudraWubOnbtP27e3x8vu/k4sXLiQadOmlT2Znzt3LrW1tTzxxBN93o5kMtmjd1BTUxP19fW9Pmxqf/929ffPopJ7772XCRMmcMghh+yz7dtde3Md3N+OC61/0IGPXrJixYqygwqCH/nGxsb9Mk703Tr77LOZPn06J598Mj/96U/xPA+gc1snTpxYtvzkyZNxHKdzzPqKFSuYOHFi2YU+BBdDfdnefbn9uVyOjRs39vhcJ02ahBCi19v53HPPMWvWLGbOnMlFF13E888/XzZ/ILZpoLj33nuJRqOcfPLJVZfp2Hc77tvJkyezYcMGCoXCft3GvrA7+6XDPffcw8EHH8zs2bO54oorWLx4cS9sYe943/vex/Lly7nzzjtJp9OsXbuW733ve8yYMYM5c+ZUfd1A/84MtPPenhro58NKXnzxRUaMGEE8Hh807fM8j2KxyJtvvsmPfvQjTjrpJMaMGcOaNWtwHKfi8QVdn++KFStoaGigpqamx3L7sn17e7zs7u9EpfULIZg4cWK/aEclK1euZNu2bZ2fSXdXXnkl06dPZ/78+XzrW9/ap7+H77YNuzqfDbTPYuvWrTz77LNVc2vsz89ib/W340LrH3SOj16SSqVIJpM9ptfU1NDW1tYHW1RZY2MjV199NYceeihCCB599FFuvvnm/9/evQdFdd59AP8CcpHKhmrBCGosZlzlFqggUmC5BZSCrumIJcZgEA2xIinEadDJWC9MYkkTk0LxEtRaOppRmzaggFFJmhgiDZJKkYtFtBgTFGOXi1xc4bx/MOzbZcEsuJezy/cz44x7zrPn+T3nnOc8D8+e8xzcunULW7duVcU6tCyDnwfXt7e3D/vc62OPPYaamho9l2Jkuox/cIK0oduysbHBxIkTDXpc/f39IZfLMWvWLNy+fRsHDhxAUlISCgoK4OvrC8D0ymQqHjx4gJKSEkRERMDe3n7EdO3t7bCxsYGtra3acolEAkEQ0NbW9tC5HkyNtvsFGJgMztvbGy4uLrhx4wb27t2LlStX4m9/+5vo57HQhp+fH3Jzc/HKK69gx44dAAZ+Wc/Pz4eVldWI3zP1c8ZU2r2xMvX2cKjKykoUFxer5ooyl/KFh4fj1q1bAICQkBC89dZbAB69fBKJRKfn8Vjri7bXiYcdJzGUYyhBEJCVlQVnZ2fExsaqljs4OGDt2rXw9/eHra0tLly4gIMHD6KpqUlnczI8Shm0ac9M7VgUFxejr69PY+DDEMdirMRWL0gcOPBBakJCQhASEqL6HBwcDFtbWxw+fBgvvfSSESOjh0lLS1P7HBYWhri4OOTl5eG9994zUlTjw+eff467d+9qPcv4eDGa/fLaa6+p/u/n54egoCDExMTgwIED2LZtmx6jNIyqqir8+te/xooVKxAWFgaFQoG8vDy8+OKLOHLkiKgHL2h8aGlpQXp6OgICApCYmGjscHRq//796O7uRmNjI/bs2YOXXnoJhw4dMnZY9D1ycnJw4cIF5Ofnqw2eu7u7w93dXfU5MDAQzs7O2LFjB6qrq43yKMb/Msf2rKioCB4eHhp3f4n9WBANxUddDEQikWi8Qg0Y+EVh6O2TYhMTE4O+vj7U1dWpYh1alvb2dgBQrZdIJMO+CsrY5dVl/IMjxEO3df/+fXR3dxu1nPb29ggNDcXly5dVy0y9TGJ18uRJODo6Ijg4+KHpJBIJ7t+/r/FKu/b2dlhYWJjdvtV2vwzH2dkZ8+fPVzt/TVlWVhYWLlyIzMxMLFy4EIsXL8b+/ftRW1uLDz/8cMTvmfo5Y8rtnjZMvT0c1N7ejnXr1sHR0RE5OTmq5+nNpXxz586Fr68v4uPjkZeXh4qKCpw5c+aRy9fe3q7T8o21vmh7nTDUcdJFvT927Bj+8Ic/YPv27d/7RjAAqnkcdHWHkS6vXcO1Z6Z0LJqbm1FdXY2lS5dqlV7Xx2KsxFYvSBw48GEgwz3r2tHRgdbWVo1ny8RsMNahZWlqaoK1tbXqNj43Nzdcu3ZNY+K+a9euGbW8uozf3t4e06ZN09jW4PfEdlzNsUzG1tPTg7Nnz2Lx4sWwtrZ+aNrBfXft2jW15U1NTXBxcTGrX/1Hs1/Gg6tXr2Lu3Llqyx5//HH88Ic/RHNz84jfM/VzxlzavZGYensIDNTVlJQUdHR0aLzG3hzKN5RUKoW1tTWam5sxc+ZMWFtbD1s+4P/L7+bmhjt37mjc9j7c3ACPYqz1RdvrxHDbFwRB58fpUev9mTNnsG3bNqSlpWH58uU6i2s09H3tMpVjAQzc7WFpaYmf/exnOovLEMRWL0gcOPBhIDKZDOXl5apfEgCgtLQUlpaWajOhi1FxcTGsrKzg7u6OGTNmYNasWSgtLdVIExgYqHoTiEwmQ1tbG7744gtVmmvXrqG2tnbYd4Abiq7jl8lkOHfuHJRKpdq2JBKJam4NY+jq6sInn3wCLy8v1TJTL5MYlZWVoaurS6u3lvzkJz/BpEmTUFJSolqmVCrx0UcfGbVO6MNo9stwbt26hYsXL6qdv6bMxcUFtbW1astu3ryJ//73v3B1dR3xe6Z+zphyu6cNU28PHzx4gF/96ldoampCfn4+pk6dqrbe1Ms3nEuXLkGpVGL69OmwsbFBQEAATp8+rZamuLgYs2fPxvTp0wEMPPJraWmJjz76SJWmra0N58+f12n5xlpftL1OyGQy1NfX4/r166plX3zxBRQKBUJDQ41eDgCoqKhARkYG4uPjsWHDBq3zPHXqFADorM3Q5bVruPbMFI7FoFOnTmHBggVwdnbWOj2gu2MxVmKrFyQOnOPDQBISElBQUIANGzYgJSUFt27dQnZ2NhISEjQ6G8aUnJyMgIAASKVSAMC5c+dw7NgxJCYmwsnJCQCwceNGbNq0CTNnzkRAQACKi4tRXV2NP//5z6rt+Pr6Ijg4GFu2bMGrr74KW1tb7N69G1KpFNHR0XqLv7u7W/X6qZs3b6Kzs1PVaVuwYAEmT56s0/iTk5NRVFSEV155Bc8++yyuXLmCAwcOID09Xe11sPos02CnNSoqCq6urrh9+zYOHTqE1tZWvPvuu6Isk7koKiqCi4sL5s+fr7Fu9erV+Oabb3DmzBkAgK2tLVJSUpCTk4PJkydjzpw5OHr0KBQKBZKTkw0dul6NZr+cPHkSH3/8MUJDQ+Hs7IwbN25g//79sLKyQlJSkqFD14uEhAS8/vrryMrKQkREBBQKBfbs2YMpU6aovWrP3M4ZU2n3RmLo9sTQtm/fjo8//hiZmZno7OzEP//5T9U6d3d32NjYmHT5UlNT4enpCalUCjs7O9TX1+PAgQOQSqV4+umnAQDr169HYmIitm3bhpiYGFRUVODkyZPYvXu3ajuPP/44li9fjuzsbFhaWmLq1KnYt28fHBwckJCQoLN4ta0vY71OLFq0CPv27cPGjRuRkZGB7u5uZGdnIywsTKdzMYy1HFevXsWGDRswa9YsyOVytfNx8uTJmDlzJgBg06ZNeOKJJ+Du7q6aUPOPf/wjnn76aZ39sT3WMmjbnon9WAyqra3F1atXR2yLDXEsAO2uxWKvFyQSAhlMY2OjsHr1asHb21sIDAwUdu3aJfT29ho7LDU7d+4UoqOjBW9vb8HT01OIi4sTDh8+LPT396ulO3bsmBAVFSV4eHgIcXFxQllZmca22tvbhc2bNwt+fn6Cj4+PkJqaKrS0tOg1/hs3bghz5swZ9t+FCxf0Ev/FixeF+Ph4wdPTU5DJZMK+ffs09pc+y3T9+nVhzZo1QlBQkODh4SH4+fkJ69atEy5duiTaMpkDhUIheHh4CNnZ2cOuX7VqlRAeHq62rL+/X9i7d68gk8kET09PIT4+XqiqqjJEuAYz2v3y1VdfCatWrRICAgIEd3d3ISAgQHj55ZeFq1evGipkvevv7xeOHDkiLFmyRPDx8RGCgoKEDRs2CI2NjWrpzPGcMYV2byTGaE8MKTw8fMTy3bhxQ5XOVMu3b98+QS6XC76+voKPj48QGxsrvPPOO0JHR4daurNnzwpxcXGCh4eHEBUVJRw/flxjW729vcKuXbuEwMBAwdvbW3jhhRc06q8uaFNfHuU60dLSIqSmpgo+Pj6Cn5+fsHnzZo39Yaxy/OUvfxnxfHz11VdV6fbu3SvExsYKPj4+goeHhxAdHS3k5OTo/LoyljKMpj0T87EYtGvXLsHT01Noa2sbdtuGOhbaXItNoV6Q8VkIwpCHMomIiIiIiIiIzATn+CAiIiIiIiIis8WBDyIiIiIiIiIyWxz4ICIiIiIiIiKzxYEPIiIiIiIiIjJbHPggIiIiIiIiIrPFgQ8iIiIiIiIiMlsc+CAiIiIiIiIis8WBDyIiIiIiIiIyWxz4IFFoaGhAWloawsPD4eXlhZCQECQlJaGgoEAtXVVVFZ599lk89dRTCAoKQlZWFu7du6fX2I4fP46YmBh4eXkhOjpaIyYiGvDBBx9AKpXiX//6l9ryjo4OLF++HF5eXvj000+NFB2R+GjT9p0/fx5btmxBXFwc5s2bh4iICL3HVVxcjE2bNiE6OhpSqRTPP/+83vMkMjSx9j2PHDmCtLQ0hIWFQSqVIjMzU295EY0nE4wdAFFVVRUSExPh4uKC+Ph4ODk54dtvv8WlS5fwpz/9SdXhqqurwwsvvIDZs2cjMzMTLS0tOHjwIK5fv478/Hy9xPb+++/jN7/5DRYtWoSkpCRUVlYiKysL3d3dePHFF/WSJ5E56ezsxJo1a9DQ0IDc3FzIZDJjh0QkCtq2fSdPnkRxcTHc3d3h7OxskNiOHj2KmpoaeHl5QaFQGCRPIkMSc98zPz8f9+7dg5eXF1pbW/WSB9F4xIEPMrq9e/fCwcEBJ06cgEQiUVv33Xffqf7/9ttvQyKRoKCgAJMmTQIATJ8+Ha+99hrOnz+P4OBgncbV09OD3bt3IywsDL///e8BACtWrEB/fz/27NmDX/ziF3jsscd0mieROens7ERycjLq6uqQm5uL0NBQY4dEJBratn3p6enYuXMnrK2tkZKSgn//+996jy07OxtTp06FpaUl4uLi9J4fkaGJte8JAAUFBXBxcYGFhQV8fX11vn2i8YqPupDRNTc348knn9RoeABgypQpAAb+gCovL8fSpUtVDQ8AyOVy2Nvbo6SkRKu8BEFAREQE1q9fr7Gut7cX8+fPx9atWwEAFRUVUCgUWLlypVq65557Dl1dXfjkk0+0LSLRuHPv3j2sXbsWly9fRk5ODsLCwowdEpGoaNP2AcDUqVNhbW39yPmtWrUKS5cuHXbdokWLkJycrPo8bdo0WFqyi0jmS6x9TwBwdXWFhYXFaItERN+DrRoZnaurKy5fvowrV66MmKahoQEPHjyAp6en2nIbGxvMmzcPdXV1WuVlYWGBJUuW4LPPPtO4fbesrAydnZ2qjmFtbS0AaOTp4eEBS0tLrfMkGm+6u7uxbt061NTU4N1330V4eLixQyISHW3aPl2Sy+VoaGjQyK+6uhrXr1/HkiVLDBIHkRiIte9JRPrDgQ8yujVr1qCnpwfLli1DQkIC3nzzTZw/fx5KpVKVZvAZx+Geb3ZycsLt27e1zm/ZsmVQKpUaI/WFhYVwdXXF/PnzVXlaWVmp/fIGDDR4jo6Oo8qTaDzJzMxEdXU13nnnHURGRho7HCJR0qbt06XFixfD1tYWhYWFassLCwthb2+P6OhoveRLJEZi7XsSkf5w4IOMLigoCO+//z4iIiJQX1+P/Px8JCcnQyaT4dy5cwAG5tsABgYdhrK1tVWt18aPf/xjPPXUUygqKlItUygU+Oyzz7BkyRLV7YU9PT0j3l482jyJxpM7d+7AxsYG06ZNM3YoRKKlTdunSw4ODoiMjMSpU6cgCAIAoK+vDyUlJYiMjIS9vb3O8yQSK7H2PYlIfzjwQaLg7e2N3Nxc/OMf/8Dx48eRkpKCe/fu4eWXX0ZjYyPs7OwAAPfv39f4bm9vr2q9tuRyOaqqqnDz5k0AQGlpKZRKJeRyuSqNnZ3diL+8jSVPovFix44dsLa2xtq1a9HU1GTscIhE6/vaPl1btmwZvvnmG1RWVgIAysvLcefOHbW2j2i8EGPfk4j0hwMfJCo2Njbw9vZGRkYGtm3bBqVSidLSUjg5OQHAsLcVtra2jvoVf7GxsZgwYYJq5L2wsBCenp5wc3NTpXFyckJfX5/a7N7AQAOoUCgM9lpBIlMze/ZsvPfee+jp6cGaNWvw7bffGjskIlEbqe3TteDgYPzoRz9SPe5SWFgIJycn/PSnP9V5XkSmQkx9TyLSHw58kGgNTiZ1+/ZtzJkzBxMmTEBNTY1amvv376Ourg5z584d1bYdHR0RFhaGoqIi3Lx5E1VVVRoj7vPmzQMAjTxramrQ398/6jyJxhNvb2/k5eXhu+++Q1JSEu7evWvskIhMwv+2fbpmZWWFuLg4nD59Gm1tbTh79ixiY2NhZWWl87yITJGx+55EpD8c+CCju3Dhgup54//197//HQDg5uYGBwcHBAYGorCwEJ2dnao0H374Ibq6urB48eJR5yuXy9HY2Ijs7GxYWVkhNjZWbf3ChQvh6OiIo0ePqi0/evQoJk6cyNdzEn2PwMBAvP3222hubsbatWvV6i7ReKdN26cPcrkcbW1t2Lp1K7q6uvg2CRqXxNr3JCL9mWDsAIiysrLQ3d2NqKgouLm5QalUoqqqCiUlJXB1dcXPf/5zAEB6ejoSEhLw/PPPY8WKFWhpacGhQ4cQHBwMmUw26nxDQ0Ph6OiI0tJSyGQyjbe32NnZIS0tDTt27EBaWhpCQkJQWVmJwsJCpKenw9HRURfFJzJrUVFR2LlzJ7Zs2YL169cjPz8ftra2xg6LyOi0bfvq6+tRVlYGAPjPf/6Djo4O5OXlAQDmzp2LiIiIUeXr7u6OOXPmoLS0FLNnz4aHh4dGmi+//BJffvklAODu3bvo6upS5env7w9/f/8xl5tIDMTa9wQGXnFbX18PAFAqlWhoaFDVv4iICN5xTDRGFsJww51EBvTpp5+itLQUX331FVpaWqBUKuHi4gKZTIb169erNQqVlZX43e9+h9raWvzgBz9ATEwMMjIyMGnSpDHlvX37dhw5cgRvvfUW4uLihk1z7NgxHDx4EF9//TWmTZuG5557DqtXr+YM3ERDfPDBB9i8eTNOnDgBLy8vtXUHDx7Eb3/7W4SHhyM3NxcTJnDcncY3bdu+wXo1nGeeeQa7du0add75+fl48803kZGRgZSUFI31OTk5yM3NHfa7qamp2Lhx46jzJBITMfc9MzMz8de//nXY777xxhuqQRkiGh0OfNC49vrrr+PEiRP4/PPPMXHiRGOHQ0REpHeHDx/GG2+8gbKyMri4uBg7HKJxhX1PIuPgHB80bvX29qKwsBCLFi1iw0NEROOCIAg4ceIE/P39OehBZGDsexIZD+81JrPR19f3vW+OsLe3R09PD8rLy3H69GkoFAokJiYaKEIiIiLda21tfeh6Ozs7WFlZoaysDBUVFbhy5YpqzgAiGjv2PYlMBx91IbPx9ddfIzIy8qFpUlNTsWDBAiQmJmLKlCn45S9/iVWrVhkoQiIiIt2TSqUPXf/MM88gNTUVkZGRkEgkWLlyJdLT0w0UHZH5Yt+TyHRw4IPMRm9vLy5evPjQNDNmzMCMGTMMFBEREZH+lZeXP3S9s7MznnzySQNFQzR+sO9JZDo48EFEREREREREZouTmxIRERERERGR2eLABxERERERERGZLQ58EBEREREREZHZ4sAHEREREREREZktDnwQERERERERkdniwAcRERERERERmS0OfBARERERERGR2eLABxERERERERGZrf8DFRVZwZEEVcAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sb.axes_style(\"darkgrid\"):\n", " g = sb.pairplot(\n", " titan.fitresults_df[2][[\"S1_y0\", \"S0_y0\", \"K\", \"S1_y1\", \"S0_y1\"]],\n", " hue=\"S1_y0\",\n", " palette=\"Reds\",\n", " corner=True,\n", " diag_kind=\"kde\",\n", " )" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABPAAAASKCAYAAADQepCkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hc9ZX4//d0aTTqvUtWsWRb7g0bGwMG000HQyAJJCRZIAnhxybZbDabTbZk891sSEISkiwkQAgE08GAKcYG9yrZVpfVe9cUaer9/THy2HJVn5F0Xs/D82h078wco/uZe+fcz+cclaIoCkIIIYQQQgghhBBCiICk9ncAQgghhBBCCCGEEEKI85MEnhBCCCGEEEIIIYQQAUwSeEIIIYQQQgghhBBCBDBJ4AkhhBBCCCGEEEIIEcAkgSeEEEIIIYQQQgghRACTBJ4QQgghhBBCCCGEEAFMEnhCCCGEEEIIIYQQQgQwrb8DEOJiDh8+jKIo6HQ6f4cixLTkcDgA0Ov1fo5EiOlJxpgQE0vGmBATS8aYEBPL6XSiUqlYtGjRBfeTBJ4IeIqioCiKv8MQQgghhBBCCCGEGFfDzXdIAk8EvJMz7woKCvwciRDT08GDB9Hr9TLGhJggMsaEmFgyxoSYWDLGhJhYR48eHdZ+UgNPCCGEEEIIIYQQQogAJjPwhBBCTBizzcGrn1TQbbazZmEyS/Pj/R2SEFPGZ0caOVDSSmxkMLddnkOwQS7bhBirXoudV7dV0me1s3ZRCotnx/k7JCGmtUOlbWw/3ECEycBtV+QQFiJ19IQYLbkSFEIIMWH+/lE5x6o6AHjxAzMpcSYSokP8HNXI1bb00WO2k5sWKUkUMSmqGnp4bVsFAHUtfei1Gu5cnzupMThdHkpruggyaMhJjZzU9xZiorz0YRmlNV0AvNBSQkqcibhI46heq6HNTGfPANmpEYQES7M1Ic7U1mXjhfdLUBSFOsDl9vDVm/2zDLezt5/6VjOp8aFEhwf7JQYhxkq+hQghhJgwXb0DuD0KapX3cY/ZTnVTL7uKmokMC+KOK3MINQb2ndhdRU288nE5ALGRRr6zaTFBksQTE6zbbB/6uG8AAI9Hod/uoq3bxls7TqBSwc2XZZGWEDau7+/2KPz+tSJONPYAsH55OtevzhzX9xBisjmcbjp6+zHbHFj7XWi1ato6baNK4B0qbfMlJiJCg3j8nsWYAvx8JsRk67HYhxTnb+m08tyWYlq7bCzKjWX98vRJiaO+1cxvXjmCw+lGr9Pw6J0LSYkLnZT3FmI8yTcQIYQQE8Jic9De009TuxWdVs38rBj0Og1//7gCFIWGNjMatYovXj/H36Fe0J5jzb6f27ttVDX2MndWtB8jEoHI41HYcbiB1m4bi3LjyE0b24y1vIwoosKC6errR61WsbIgkbYuG799tZAe8wDdZgeRoQZUKvjTm8f4t6+tGqd/iVdbl82XvAPYc7RZEngXUdXQw4HSVmLCg1m3OAWNRkpNB5LdR5vZ/Ek5nb0D9FrsaNRqUMHhijbmZceM+PX2HG/2JSZ6zAOU1XWzJG96l4noNg+w7UA9arWaK5elBvwNOOF/mUlhJMeG0thupttsp7XLRlFlB9HhwTS1W0iKNTEnc+KvqQ6VteFwugFvIv9QWZsk8IbJ5faw7UA93WY7y+bEk5kU7u+QZjRJ4AkhhJgQnx1pxOlyEx9txO1WmJMVjW3ACafdie05Y5ZRIIoOD6a+1QyASqUiKizIzxGJQLR1by0f7KkBYN/xFr5zzxKSY02jfj1TsI7H713MicZeYiKCSYgO4fn3Sui12FEUsPY7Meg0hARrMfc7cbk9aMcxYRQaoken1eB0eb/wRIXLcX8hbV02fv9aES63BwBLv5ONa7P8HJU4yeNReG1bBR6PgkGnRq1SER0eRLBBi9nqHNVrxoQHU0G37/F0Pzd4PAq/3VxIR08/AFWNPTx+zxI/RyUCnU6r4dG7FrL3WAsvf1iG2+3BoXhn5gUbjJN2HRh9xjlMltAO3xvbq9hZ2AjAgZJWvnv/Uvn/50eSwBNCiCnC7VHos9gx6DUYgyau1s6h0jYOlbURFxXMtZd4Z9x0mweIDA1Cpx1+gkCl8q6b1WvVoAWDTkN2agSJMSaaOyyoVCpWL0iakH/DeLp+dQZ9VjsOp4fLl6SSGHOqhp+iKGw7WE9ts5nZ6ZGsmh/4/x4xMWpb+nw/ezwKDa3m8ybw3B6Frt4B1Gr4aF8dln4nly1OITslYsh+xiAd87JOzQwaHFKo1SqMQVoYfLyqIHHckncej8InB+qpbzWzcl4CTR1Wgg1aVi9Iorqpl/SEMNQn18QLn8Z2iy95B1DXYvZjNMJ3HosMZvncBEzBOt85KUivRa/TEGTQotGM/jy0ekES7T02nC4PK+YmkhgTwhvbK+kx21k1P2nMs3ADjXXA6UveATS0WfB4FPk8mKHOvFbss9ox6DTnXEZu0GmYnR6JXqfGFKxjwOG9MRQRGjTkHDeRVhUk0dplZduBBkxGPWEye3TYTr++cbrctHTaJIHnR5LAE0KIAHf8RCevf1rJ4fJ23/T/5NgQrliaxg2XZo5rMq+muY/n3y8BReH4CbD1u6hs6KGzt5+osGAevXMhEaEGAMrrutlX3EJ0eDCXLUqh12InItTga/KwdlEyZbXd1DT3kpEYztpFyQTptXzr7kVUN/YSEWoI+IYWPWY7v3mlkF6LHYNeS0zE0Du4nxc28fZnJwAoqmzHZNQxPzvWH6EKP8tLj/IVxtfrNGQmn3uJicPp5nevFlHT3Eu32Y4xSIdBp6a8rpsffHmFrztfQ5uZbfvrQQ03r80mNETPtZdkUNdipr3bxtpFyaxdmIxWq2HWed5rNHYcaeTdnSd8j7+ysYD2nn6efq0IgPzMaL5y0zz50n6GjMQwggxaBuwuAPLSp1fyZio5eR5TFIWOnn5e/qgcvU7NguxYGtoteDxuvrJxLsmxoUSFBREXNfL6d4Xl7Tz3XjEej0JKXChL8uL4+8flHCxpBbzn7e99cdm0+pJrCtaRGh/qm5GekxohnwMz1JnXiodK2+i12LEOuMhOCWftwmQyksIxBet8Cb34KCNXr0jnw311ZITouXp5OqsXJE3oDenTWfqdfLSvnvbuflRdNn7/ehH/9KXlY5opP1PkpUfRMDjujUHezwHhP5LAE0KIADXgcPH714r4eH/9Wdsa2608/14J7+2u4bFNi8YtadTaaR2yxLWwst33hbSrr5/PjjSSnhhKSU0Xnx9pQqtR4fEobNlZjVajwhik4xu3zSclLhRjkI5v3b0It9szpBaUQachLyNqXOKdaIfKWum1eJd32B0udhY1k5YQRlO7hfpWMxX1PUP2b+6wSgJvhrpscQoRJgMtXTYKsqPPWxS/qLKDmuZeAPrtLlxuhdiIIBxON93mAcJC9Fj7nfzyb4epazXjcnt4f3ct//SlZcydFcM/fWn5WWNqPDV3WAFvB1qH001JdSdHqzp920uqO2npspIUI196ThcZFsS3715MYUU70eFB074WWiA7eR6zO9xYbE48HgWdVs3e480kxZpQqVVsP9TII3cuHHX32U8PNeDxeM+VDW1myuu6qWvuw9rvRKNRE6SH9p7+aZXAU6lUfOO2Bew+2oRarWZVQaK/QxJ+cnKMudwKfVYHTe1Wwkx6uvvsHDAPUFjRgSlYR7jJwJdvmEt+pvea79pVmVy9MgO16tQqjcnQY7bz2rYKus3eZlCKAmarg9ZOmyTwhuG6VRnERxnp6htgUW6c70aj8A9J4IkR2b59O7/85S/xeDy43W4efPBBbrnllrP227ZtGz/72c/weDzk5ubyX//1X5hM8gEpxHCZbQ7+5Q+7qazvQaWCq5anc8OlmaQlhNE/4GRfcSsvflBKa5eNf3l6N9+6exGXL0kd8/vmpkcSEqzD2u+tCZSZFEZJdZdve1O7hU8O1GGzu+jsHSA+MhiH04N1wEV8VDC2ASfbDjZw37X5ANidbgrL2zHoNMzPiRnWBVtju4W9x5qJCDWwdlHKsJcGVjX00NRuJSctYtxm9oWFGM54rKeivpunXzuK2+PB5VZQFO+XQ61GPSmFmEXgWpAby4KL7GPQaXw/G4O0uN3eJEB8dAhJg8uzO3v7ae+x4XJ5cHk8WGwOfvnSYf7lwZWkxoei0ahp67ax7WA9Xb0DrJyXyKLZced9T7fbw8GyNtxuD0vy4tGfFsOZ5mfHsLOwkdYuG+CdkRcZemrmqUatJmSSZkxMNSdnmAj/Onke6+rzdkEHcLo9qFQqOnsHiAw10N7TzwvvlfDgTfMINxlwutxsO9iAtd/JqvlJxEcZ8XgUX+H7xbPjhnQfP/MLrEatoqnDSlef94ZPSpyJtGk4SyXYoOWKpWn+DkP4WW56JMEGLVWNvbjcHjwe6LU4AG9yrH/wxm9wkJYP9tb4EnjgHSvnUtPcx8GSVmIiglmzMPms2Z3HT3TS1TfAvKzoIeeki+kx2/mfFw/S1mXD7vD4Ygg2aMd19vp0plKpWJovN6UChSTwxLApisITTzzBc889R15eHg0NDVx77bVcddVVQ5JzVquVH/zgBzz//PNkZWXxb//2bzz11FN897vf9WP0Qkwd/XYXP/7jHirrewg16vn+F5dRcFqHPJNRzxVLU1lVkMiv/36EHUca+d+/HSJIr+GSgrHVYIsMDeLxe5ZQWttFXKSR1PhQ/rKlmKqGXmYlh/tq4Bl0GtQqFXaHG7VGRbDhVELA5fbw/144iNlmx+Hy+GbwrSxI5K71sy/4/r0WO7/++xHsDu9zOnsHuOPK3IvGXVjRzp/fLQZFQafV8J17Fo9LEm9JXhyN7RaOn+gkLSGUq5an8eaOKtwe70WgVqNiaX4CaQlhZKWEy6wkcVHzsqJZNT+Jg6VtzM8OY+W8BNQqFQXZMei0GvqsDl7fXoltwIVr8Dg7mfiubOghNT6UAbuLX718hMqGHlwuD7uKmrj76rzzdol9bksJRZXtAOwvbuXROxeeN5k+d1Y0y+cmsONwI0F6DRq1ilnJ4fRZHdgGnGxYmU64yXDO5woRCE6ex37xt0M4XT1Y+p2oUBFk0BCk12Lpd9LdZ6ezd4ADJa1ctigFvU7jGyOHStv4/peW8eb2KvYVtwCwq6iZxzYt8s18vfXybBwuN919dlbNT8TudKPTqomJCMLtUUhLCJu0pYFCTLbI0CDuuiqX37xSiE6jxuHyYLY5vKsyFAWX20P/4I3e/NNWXHywp4ZdRc1Ehwdx37X5RA42fmnrtvHUK0dONQGyObj+0lm+5207WM9bO6oA+HBvLU/ct3TYHZDL67qx2BwYg7REhBpQFIWc1AgeuHGurySMEFOJJPDEiKhUKsxm7xp4i8VCREQEev3QD9AdO3aQn59PVpa3+9o999zDAw88MKYEnqIo2Gy20QcuxBShKAr/78VCyuq6MQXr+NEDS0iNN573+P/GLfnotPDxgUZ+/sJB/u2ramYlhY0phsiwoCGJwK9uLPD9/NnhRooq2tGoVSREG1k9P4nc9Egq6nooqmwnKdZEe3c/zR0WnC4PLZ02EmJC0GlUHC5rv2gCr7nT6kveAdQ09V1g71OKKjt8S3+dLjclNV3jksBTqVRsXJs1pJtkQtTQ183PjGbxBWY/CXE6lUrFHVfmnjcx/dZnVdQ09REfFUxzhw2PAqFGHaZgHRmJ3rHd0dtPV18/Lpf3y47D6eFwWZsvgacoii9B5/EoHK3q8L1+dVMvZpvzgktg5mRGc7iszfc4OyViSjScEeKkyLAgls9JwGJzEOn04HR7+MqNcymv7+HDfXVo1KrBmUMqDpW1otNqfDeoLP0O2nv6Kaw8NW4a28109g34ltyGmwx87Zb5p233NmY6WQM2JU5u5ojpLTslkrhII7YBJwa9hrWLklmSF88vXjxIkN7DgMON2+1h42XZAJxo7OX93TUA9FntvPZpJQ/eNA/wNkQ5vQlQdfPQa7+iilNj0WxzUN3UO+xyJXFRRm8HKEUhwqTnssUp3DwYkxBTkSTwxLCpVCr+93//l0ceeQSj0Uhvby+/+c1vzkrgNTc3k5yc7HucnJxMe3s7LpcLrXZ0h5zT6aSkpGRM8QsxFewuNXOgtBeNGu5eE4Glq56Srgs/Z1U21DUFUdE0wM9fOMjXronDoJuY+lhrFiWj0ag4fqKTOZnRvi/1i3LjuHO9NyHx78/uBbxLFNRqUDwKaLwJv4tJjA6hz+qg1+JAp1WzbE4CAN19A5TWdhEbaTyrUyd4m3ocKj31OClm4ppjrF6QhM3uoqa5l9npUZK8E+PKNuBNYOu0GtISQpk7KxqPB1bOSyQzybvcJyYimOjwYNq7+1EUMOg1JESHYO138vMXDtDUYWV+dgwP3VyAXqchMTqEpg4L4E08hARd+Fy8ND8ei81BeX0PmYlhrJovta7E1HP96kxCQ/TUNveRlRLOkjkJLJ+XSJBBy5Zd1fQNLvnTaNT0O7ydFTVqFbGRweg0KpJiQqhu8tarDAnWXTDpnRxr4ovXzfE1drr+0nPPhhViuggJ1vHonQvZVdRESLCeK5amoFariY8y0mO2ExVmIC4qhITBJjG2AeeQ55881wEcrWynod2CRqUiPNSAWqWisd3iq0+XFBviqx2rUauJjxr+NV5GYhhfuCaPg6VtxEUazztTXYipQhJ4YthcLhe/+93v+M1vfsOyZcsoKiriH/7hH3jrrbeIiprYgvQ6nY7sbLlbIqa3hjYLHxXuAeCL1+Vx1Yrh17T7XqaTf3xqN519dvZVq3hoY/6wnzuS5LjHo1Bc3UVxdSfFNV14PAprFiUP2WfDygxe/KAUtRpWzU8izKgn2KDlumFcNFU19BJs0KIoChqNGrfH46tfcrIu36ar81g+N2HI89YtTsXjUWhoszAvK4bZ6Rf/TKpq6GH3sWYiTAauXpF+wbpgp1OrVWxYKXWuxMS4YmkqVQ09OJxuwkL0lAyOsy7zADlpEQQbtATptTx+zxLfbL3ctEhuWjuLX/39CMcGG058XthEXkYU65el8dWbC3h/Tw0ut4erlqdfsAHGrqImqhp7yUoO56GbC867nxCBTq1WYdBpKKxo50h5G0crO3jolvnctGYWTpeHj/d7Z+LptBpUgDNIi9nqoMds59evFPLQzfPZX9yC3enm0gVJfLi3jl6rnVUFSeesnbUgN5YFudLESMwcCdEh3Hp5ju/xvuIWzDYnln4nkbogvrJxrm/b7PQoMpPCqW7qRatRs36Zt5ZiWW0XR8rbiYsMxmx10muxU1Hfzf++eIhv3DafrJQIbr4siyC9lq6+AZbPSSB+MCnY1mXj4wP16LRqNqxMP++y2iV58dJYSEwbksATw1ZSUkJbWxvLli0DYP78+cTHx1NSUsLq1at9+yUmJrJz507f48bGRmJjY0c9+w68s/+MxtF1ChNiKlAUhWfePYTbrbBsTjw3r8sdUYcuoxEe/8JS/um3O/n4QCMbVs4aUjR4vLR0WTl+ouNk0Hx0oO6sBN7i2XGkxYficntIiA45qxDxhbg8HnRata/GltutUF7f7UveARwubzsrgadWq1i/fPhJta6+AZ5+/ShOlxvwdiPbtCFv2M8H2Husmff31GIM0nLPhjzpZCbGRXZKBD98YAW9Vgdv7ThBeV0XigItnVaOn+j0FZKOCDVw/3Vzhjy3vtXs+9nl8tDRbfPte/dVF16+DnCwtJVXPi4H4FBpKwa95oJfemQMiED3yYE6lMHyCuV13TS0mkmOM3HHlTncsi6L9u5+app6ee3TShS8HWTVahUDdhcNbWbfzPK/vl/KgRJvPbyiig6+/8Vl7CtuZffRJqLCgvjCtflEhQ2/sL4Q09EnB+rRalREh3vHgtnqJC4SBhwugvRaHr59AS1dNkKNet+MVtdgIye9VoNG40Yz2HjG7fFwtKqDrJQIdFoNN66ZNeS9nC4PT71aSJ/F2zimoc3Mt+9efNEYdxU18eG+OkKCdNx7TR6JE7hiQ4iJMDFrrMS0lJiYSFtbG1VV3iKitbW11NfXk5k5dFbNmjVrKC4u9u334osvcv311096vEJMJR/vr+P4iU4Meg1fv2X+iJJ3JxVkxXDVcu8dzd++Woj7tHoi48Vo0A1JyIUGD73bWd3Uyw+f3sV//mUfO4uaRpS8A+9S3KzBJbJhIQY2rPS2rue0/x/jUduurcvmS94BNLRbRvT87r4BXv6onB7zAE3tFl58v/TiTxJimExGPcmxJiJMerr67DS0WWhqt2K2OS74vDmZUWg13rFi0Gu4bPHIOlM3tA0dB41t5x8XMgbEVHD6jByVSkVJTRff/c1nfO83n3OkvJ3U+FBWFiQOJgnUaNQqX2Lh9LIPDW2nkuNOl5vCinbe311Nr8VOdVMvr39aOXn/KCEC1JAZcCoVGo2KX7x4kO8/9Tk/f+EA/Q43ybGmIcvR8zOimJflbdRmCtYRbjq17UJLZc02hy95B2efv86lo6efzZ9U0GMeoLHdzN+2ynlLTD0yA08MW0xMDD/5yU/49re/jUqlQlEUfvjDH5KUlMSTTz5JXFwcmzZtwmQy8dOf/pSHH34Yt9tNTk4OP/vZz/wdvhABa8Du4rkt3mWs91w921twd5S+eP0c9hxrpqa5j08O1HPVivFd6hkRauDeDfl8sLcGo0HHXVcNLcT/+qeVvjonu4qaWDZYRLzX4mB+TsxZyxucLg+fHKij22xnxdwEMpPCefj2BZhtToxBWrSDS/3uuzafw2VtxEYGc+0l3psGtgEnwQbtqJKdqfGhhJkMvou/ebOiR/T8fofLN6sDwHpGbRchxsO8rBje3VWNVuPtoPnh3joSY0LIO8cS8Z1FTYQa9ayYl0iQXsuVy1KJjQz2zXwYjrmZ0Ww/1OBrgjEn8/zjQsaAmAruvno2L39Yjtnm4LLFKby2rQKPR2HA4eKZt44TEqSlpKabtPhQbrs8mwOlbbR22pifE0N6QhhOl3dW+LysGFo6rYC3jqTpjHPZ6bPEhZip7r4ql79tLaPP6mDd4hTKanuobzXj8SiU13Xz4vulPHRLAQdLWymv6yEjMYxLChJ58KZ5mG0OgvRaPj3UQE1TL1kp4aycl3De94owGUiJD6VhcOb5cK7j+u1nnLf6XRfYW4jAJAk8MSI33HADN9xww1m//9a3vjXk8ZVXXsmVV145WWEJMaW9/fkJus124qOM3Lgm6+JPuIBwk4E7rszlmbeP8+LWMtYtSUGnHV5tt+FanBfH4rzhNW7YfbSJfce9y44+2l/HE19YgjFI59v+xvZKdhU1AXCotI3v3r+U6PBg393ZvceaKanpIi0hjAdunItKpcI24OTXfz9MfauZ+OgQHr59wXnrnpxPSLCOx+5ezJGKdiJMehbmjqwRRWJ0CAtyYimsaEelUrFhZcYF9x9wuHhpa5mvRt/GtbN8iUe7043L5SEkWHfB1xAzT3CQltiIYNxuDy1d/dQ09/H0a0XcenkOaxaeWrq+s6iJzYNLXwG+dst8HE43//TbnThdbq5clsYNl84611sMkZ0awbfuWuSrgZeeGIbHo/Dx/joa2y3Mz4n1NW2JDDWgVqtobLMQHKTjzvW5uN0erAMuQo26USXWhRhvcZFGHr1zIeC9YfTatgp6zHa6zXZUKvjps/uIjQhGp1XT0mXz1X38aF8t333qc7RqFZs25HH96kySY0PosThYmBNLSLCOXUVNvnpeV52jhMOhsjY+2FNDsEHLXetn+5bqudwe+u0uTMEyTsT0Eh0ezCN3LPQ9/mBPLR5FobXbhsulsOdYMx5FoazW251t3/FmNBoVy+ckEGrU8/ePytl9tIlgg47Ll6aec3z0Wuy8v6cGp8vD7ZfnUNdq9jY9y794jbvkWBPzsmI4VtWB26PgcLr5jz/v48qlqayYN7RZk8ejYOl3YgrWjXg1iRATSRJ4QgjhRxabg1e3eZfe3LMhD5127JUNrludyZs7qujo6ee93TXcNMak4IW0dFp5bVslDpebay/J4JZ12fzpzWPYBpysmp9ETVOfb98e8wB1LWbyMk7NHqprHbosqaXTRnR4MADHqjp46cMyAAor2tFp1axZmMzOwiZfra/WTivbDtaP6t8YEWpg3eKUYe3b1mWjqLKdmIhgFubGoVKp+OL1c2jutBKk11609tEHe2oprGgHYPuhetLiQ1mcF0dRZTvPbynB5fZw2eIUbr5MmvWIU7JTIoiNNHKkvA2ny0PUYF2hwor2IQm8uhbzkOfVtZrZc6zZt0z84/11LJ+bQFzkxWf3pieGkZ4Y5nv80f463ttV7X3fyg7CQvSYgnU8v6UEs9VBdEQQapUKm93FT57ZS6/FTmZSOF+/df6wG8MIMZHaumxs3laB3eFmQU4sr39aiUdR0KhU2B1u7A43Oq2auhbv+cpsc/DurhpQFFxuhc0fV7B4dtxZN3oevn0BFfU9VDX20Ge14/Eovi/6vRY7L75fitvjLWXxwnslPHHfUlo6rfzu1SL6rHayUyN56OaCcTnvCxEITh9r16zMYM3CJPYeb6axzYpOq8Zk1HGsqmPIMV/XYmb5nARqm/vYfdR7Q7ff7uTN7VU8fu+Ss97jmbeP+8ZqeW03P3xwxXlvVLvdHvYeb2HA4WL53ERMwToeuHEuzR1W/vpBKU3tFiz9Dl7+qJyslAhiIrzXn2abg6deKaS1yzrqG8VCTBRJ4AkhhB+9/dkJrP1O0hJCuWyYyaSLMeg03H3VbJ7aXMjmjyu49pKMcZ+Fd9Kz7xynrctbKP+Zt4/zr1+9hJ98bRUutwe9TsML75XQ1OGtS6LVqImNDB7y/DkZUb7lD6ZgPWkJob5tTR3WIfs2DtapO/OOrHoCZjCU13Xz4gel2J1uLl+SyqcHG+i3e5dIdfUNcMXSNFQqFUkxwyvaf2btspOP39hehWuwVuH2Qw2smp80rCSLmBlKa7to77YRExFMW1c/A3YXwXoNiWfUgZyTGcW+480AaNRqZqdHsvdYy5B9RjJOPB6Flz8s43B5O9Z+J2q1d/yieJdB7TjcSFO7BduAi4hQPaFGPXuOtdA7uCS9uqmXg6WtXFKQNMb/A0KM3V+2FNM0eP6obuwl3GTAYnMC3gSddjCZcHLJ+Jkj5XxDp6Khh58+uxe7w024SU99m4Xbr/B25Oy3u3zJOzj1mf/Bnlr6rN5xUlnfzZHyNpbNOf8yQSGmkr+8W+y75nv2neP86CsreWzTYn7yf3t9N5TS4kNp6rB6l7KqVOQP3tQ9c5ydb9w1nVaz2GxzYLY5iQobeo3b0mnlz+8UU1bXDYpCRKiBvcdb+P/uXYpOqyYp1oTDeaoOsqIoWPudvgTejsONtHZ5r0FbO618dqSR61YNrfkuhL/ILR8hhPCTAYeLd3Z6Z7bctT4XzThO0b9yWRrR4UF0m+1sP9Q4bq97ph7zqQLCDqcb24ATtVrlm3lz+5U5rF2UwoKcWL56c4Fvdl11Uy+fFzayOC+e+66dw/WrZ/HtTYt8dzgdTvdgQX7vaUqlUlEwWOT40gVJZCaFA5ASF8q6JSMr1D8cL35QSq/FzoDdxWvbKrD0n/p3Fld3jfj1Ll2QjGGwDllUWDCLBpchnvk3H89jQEx9J8eXQachJiKIyFADly9N5aa1Q5fDLsiJ5eu3zufSBUlcujAJu8PNHVfmYNBrfUu8T34xGY4jFe3sK27B6XLjcnvos3qTDwa9Fp1Gjd3hwmTUo1JBv91NZFgQKWd0oNVo5BJTBIbTz1MqtYqUwSL6wQYtly1J5tbLs1k8O47MpHDv0lajno1rs3znspOdaM/0wnulDNjdKAr0mB0cKW/zbYuLNDJ3Vozv8RXLvA2mzvrMl3EippGe05pKOF1urP1OQo16vnHbfBbkxDInM5pFs+O4++rZXLcqk3+4bT65aZEoikJaQhhrF6WASoUpWM8t6869IqEg+9S4SksII8JkOGuf1z6tpLXLirXfidnmxO5w09Zlo7O337fPFact0c1JiyQl/tQN5LOvzWScisAhM/CEEMJPPjlQT5/VQVyUkdXzx3emik6r5qY1s3j2nWJe317JlcvOXUtkNNwehaZ2C6FGPWsXJvPR/joA5s6KOWspaZBeyw2XZvLhvjoOlLSi1aixDjh59u3jKIqCXqfhsU2LfTX1Buwunn79KDXNvSTFmnjolgKaO6ykxof6knZBBi3fvGsRTpd7wmYWOl2nZk5oNWrUp128nT5LcLgyEsP4/heX0dk7QFJMCEEG7+n3zvW5/OXdYgbsbq65JMOX4BQzW2dvPwMON/kZUUSFBdPV148pWM8DN80lLT6Utz+rxulyc/nSVOIijd6bAZ9Xs/d4Cxq1itjIYO5aP5v/+MZqPIriS4QPl/O0mQnGIC35GVEszosjLz0Kl9vDB3tqMeggMSaEJXnx3LU+l4HBL0jNnVbmZcWwZPbI6koKMVEuXZjEO59Xo1apmJcVTcGsaD493EhynIn7r83nT28d42BJK299dgKDXsOXrp/D+uXprFmQhEqlOm/9K5UK1GoVHo+3KP7pM2PVahUP3DiXulYzQXqNr3v6tasyaGi30NZlY0FOLAtzYif+f4AQE8zp8tDSaWXZnHi2H2oAIC8jirpWM1v31ZKeEMbKgkT+8PpRiqs70WrUfPOuRew51sxvNxcSEqzjKxsLuGVdNjdcOgutRnXea9Z7r8knPyMKp8vD4ry4c45Pp9N7DafTqrE73CiKQqhRT0ToqWTfJQVJZKVEDK6CCRuStLtscQoV9T2caPLWg71sUfJZ7yGEv0gCTwgh/MDtUXjj0yoAbl6bNSF34TeszOClD8upazFzqKyNJXkXL/B7MW63h6dfP0pFfTcatZr7rs3nW3cvxuF0k50Scc4Lrle3VbL3mHd535HydnJSI3xdwBxON8XVnb4vN58XNlHT3At4l0mU1HSdt77dRCXvAG5cM4u/f1SOoiisX57G3FnRHChpIzYiiMtHOeMv3GQg/Iw7xTmpkfz066uH1E4SM9veY828PHjszcuK4bFNi6hvtRAdEURcpJEnXzrsGyMlNV384Msr2HO0mbK6LjweBY9HwWx1cKSindULklCftSDw4hbOjmPX0WbqWvoICdZxx/pckk+bYeftIthGXGQw65akolGrCDJoeeK+pXIsi4CiKAqtnTYURcHtUYgMM/DKtkpQFNq7bSTHmig+0UlXnx1FgQG7m7c/O8HS/IQhX/bP5ebLsvjLu8X0WhxkpYTz4MZ5Q7ar1SoyTqsnCd4i/9+7f5mMEzFtDNhd/PrvR2jqsGDQa7nt8hzioow4nR7+9NZRAA6WtJIUa/Jd+7ncHrYfbuBgSSvg7eL8xvZKvn334ovWhNSoVRdddn7tqgyeefs4MeFBGIN0LMyNZd2S1LM6ssdFGiHy7OcHG7Q8eudCGaciIEkCTwgh/GB/cQvNnVZCjTquWp42Ie8REqxjw8p03thexZvbq8YlgVfV2EtFfTcAbo+HrftqeeILSy/4nPozGlUEGYYm3hKjT196p4w5xvGwcl4i87JicLrcRIZ6ZxXmpJ7jKm+cyAWiOGnr3jrfl5xjVR1cvSKd/MxTjV8a2k6Np16LnT6rHQXQnXYTQIGz6uSNhEGn4Zt3LaLHPIDJqMdwRjOK3LRIctPOPR7kWBaBpLXLRmFFu+8Y3nG4CZ3m1DHa3GElJiKYxnZvvSuNRnXe2ltnWpIXT156FA6ndxn5SMg4EdNFUVWHr+6d3eGitLabSxcms3Vv7ZD9Ts5UPSn2jLIOyjhe/uWmRfKjr6zENuAkKixo1CtQZJyKQCQLuoUQwg/e210DwNUr0n3LKSfC9au9RXcPl7fT0mm9yN4XFxKsu+Djc5k3K9r3c6hRz8Y1WVy3KpOC7Fjuvmq2Lzkx4HCxOC+e1ME6JAnRIaOe7TYeTME6X/JOiMliDD71eaBSqTAGDf18mHvaeEqKNRERGsQlBYnkpEUSExFETEQQ16/K5MY1Q+vkneR0ebCc0VTlXDRqFdHhwWcl74SYSoIG60CeFBsR5FtSrigKmYlhPHRzASvmJWAy6oiNNHLtqsyLzr47KSRYN+LknRDTSUjQua8L89IjT9WOU6m45pJ0blwzi4LsWO64MpcNKzNYMS8RAGOQjpsvG7rawtrvHNJoYqSCDVqiw4PHrXyMEIFCZuAJIcQka+m0crjMW+z66pXpE/peCdEhLMqN5XB5O1v31nL/dXPG9HrJsSY2XpbN9kMNRJgM3HnluYt7n+7aVZnER4fQYx5gYW4cYSYDV60Y+u/eVdTE5k8qUIAbL83kG7ctIHgCE5tCBKp7rs7jxa2lWPudXLU8/ay6iF+4Np/ctEgcLg/L58SjUavQ6LV8++7F9NtdBOk15/3CcqKxlz+9eYx+u5OFuXHcd22+zDAQ01pEqIG7r57NB7trCTJouGdDHgCFFW3sLGzm1W0VxEeF8PAd3nOOx6P4mjAJIS5u7qxoLl+ayqHSNhKiQ7jhUu+N47SEML5510IqG3pIjQ895yqGu6+azc2XZaHXaoaci17bVsFnRxrRaTXcf10+87JiznquEDOVfDsSQohJtnVvLYoCC3NiSYoxXfwJY3TNJRkcLm/nw3113LMhb8QF7c+0bnEK6xanjOg5iy9Q0N7jUXj900rfssG3P69mVcH4NvWYzo5VddDaZWPurGhfLUExdSXGhPD4PUvOu12rUbPqPE1vLpb0fufzE/TbnQAcKW/jkoLE8y6FnUg1zX1U1veQkRRGdkrEpL+/mFmWz0lg+Rk1s4oqO7ANeMdCa5eVHYcbvTPW/ZS7c7s97D3e4kvMG4MuPrtdiEBx05qsc9YrTksIIy0h7BzPOOXMunQtnVY+O9IIeMuuvLG9KuASeE6Xh33HW3C6PayYmyA3nMWkkqNNCCEmkcvt4cN93q6t16zKmJT3XD43gchQA91mO3uPt4x7x9vxoFarYHClhFoFqnGaFdTUYaGhzUJmYjixkdOvw+uuoiZe+bgcgA/31fGdexZ7izILcQ5nNss5fcZDeV03fVYHczKjJjR5UNXQw1ObC70Je5WKhzYWDKnxJ8Rk0Jxxjjnz8bm0dFqpazWTnhBGfNT4fs6+8H4pR8q9M/P3HW/h8XsWT0hzKzE61n4n1gEnsRGyJHOinTkr/MzHlQ099Jjt5GdEDauMy0R4bksxx6o6AG+Djsc2LZbZ7GLY+u0uzFYH0RHBwzr3nEkSeEIIMYn2HW+hx2wnMtTAirkX7qI1XrQaNeuXp/HKxxV8tK8u4BJ4fVYHlxQk8nlhEyrgtityONHQS1OHhfzMqFHPUqyo7+bp147i9ngw6LV8866FkzLjcTIdr+70/Wx3uKhq6JEEngDAbHNQ12ImIdpIdHgwje0W4iKDqWnqxe1RWD0/yTf77cO9tWzZVQ1AfFQIj92zeMJq35XWdvtm26IoFFd3SgJPTLq1C5Mpr+umqrGXpJgQnC43b39+goU5sb46rKerae7jqVeO4HJ70GrUPHrnwovOLBqJ4ydOfZY3d1joNtuJiZh+N52momNVHfzl3WJcbg9zZ8XwwI1zJVkzSpUNPSiKQnZKxDkToYqiUN9qJiMpnBONPYQa9UNKtew43MDrn1YC3o7O37lnsV9mqxafdu3V0Gamz+oYdt1MMbPVNPfxh9eP0m93kp4Yxj/ctmDEZRskgSeEEJPo00MNAFy+JHXMS1lH4oqlqbzycQWHytroNg8ETHOG5g4rv/r7YQbsLoL0Wh65YyGN7Rb+8EYRAB/sqeU79ywe1dLQw2XtuD0eFLzJraOVHdMugZcaF0rx4Bc/lUpFcuz0+veJ0ens7eeXLx3GYnOg02q4/YpsXvm4ApfbA8Cmq/NYftoNhAOlrb6fW7us1DX3kTNBS2tT44ceo6kJZydLhJhoQQbv+aa2uY+f//Uge4+1oFar+CimjsfvWXxWcu5IeZtv/LjcHo5UtI9rAi8tIZSqhh4AwkwGwk36cXttMTbv7671/e2Pn+jgRFOvLP0fhVc+LmdXURPg7eD8hWvzz9rnnc+r+eSAd5VKhCmIf7xv6ZBZdgdKTp2rOnv7qW7qIz8jatITqilxodS19HnjDA3CZJQl72J4PtpX5ytlUtvcR1FlB0vz40f0GpLAE0KISWK2Odhf7L34uHzp5HZXTYkLJT8jipKaLirre1g2Z3Jm/13M/pIWBuwuwNuF9mBZK509A77tTpebivqeUSXwIkL1tHb143C6Meg1RJim393Rq1eko9epaem0sSAndly/UIqpq7Ci3ddp1uly8/H+et8XUICSmq4hCby4SCNtXTacbg+dvQP8+pUjrJibyKarZ4/7F6P52bHce00+5XXdZCaFnVWbTIjJdKCkFbPVDnjrsZqtDspqu4d8lu4+2sT7u2vo7B0gKjwIo0FL/DjPdP7yDXP5cF8tdqeby5ekotNKI41AEWQY+rcI0svfZqRcbg+7jjb7Hh8sbeXWy7PPmj13+qqCPqudhjYzs9NPzdCOizRS32oGvHXontvinRl5xdI0bw3LSfKVjfP4cG/d4HtP7g15MbWd+fkxms8TSeAJIcQk2VnYhMvtISMxjIzEyU+0PLZpMYdKW1l0gYYSk81o0GKzu9Cq1eh1aiJDgzAadBRVtgPeWWUpcaObVeZyeQjSq1GrvCfIPqtjPEMPCGq1iiuWpvk7DDGJPB6FstpuAPIyIs+5DCnCNHSGbUqcibaefhhcunrmLLi7r5rNW0E69hxrJjxEj0at4kBJCwtyYiakePjS/PgR33EWYiJEhhnQazVYcaGg4PZ4CDltNs2Aw8XmTyoI0msIC9HTb3dx++U5QxLg4yEkWMfNl2WP62uK8XH7FTn85d1i+qwO1i1OISVOZg2PlFajJsyop28wWa7XaSit7SYl1kTcafUk0+JDae20AmDQa4mPGnrz9rYrctDrNHT3DVDfasY62Ijmo321LMqNJWmSViGEGvXcermMVzFyN1w6i87eAVq7bCzJi2PurOgRv4Yk8IQQYpKcWj47sg6u4yUxJoTrL53ll/c+F9uAkz3HmrE73PQ5HVwyL9FXn0+rUdHUYaUgO4bMpPBRvb5HgfDTZt25Pcq4xC2EP73wfgmHy7zF7pfkx/OFa85ehrQ4L47WLivHT3SRlhDKLeuyWZAby7GqTpJiTaxdmDxk/5BgHZuuno3F5hhS20fGjJjuLluUQnefnZ1FjTR32DDoNLy+rZK4CCPZqRF4PAoexXszKSxEj06rYf3yNGlkMIMkRIfw3fuX+TuMKe8rG+fx5o4qbAMuWrusPL+lGI1GzUM3F/i6od9+RQ7hJoOvNvKZdeWCDVruXO+tifez5/b7Engg5ysxNUSEGvjW3YvG9BqSwBNCiEnQ2mXj+IlOVCpYu8g/CbxAU1HfQ2fvAJGnXaCdXK63bsnYlxivXZTC0aoO2rpsJESHcOkZSQshppoBh8uXvANv97u71ueec7ndtasyuXbVqSVF87NjmZ8de8HXv3ZVBnUtZiz9DvIyopg3ijvDQkwlGo2a267IITLMwNufnQC8y/32F7eQnRqBMUjH9asyeXdXNWoV3LIuW5J3QoxCanwoj9yxkE8O1PnGmtvtYX9xqy+Bp9dphr0UduPaLJ595zgOp5uVBYnnbD4jxHQkCTwhhJgE2wdn3xVkxUhnuUFRYUGgUvmW9UWFD6+xxrs7q9lzrJnYiGDuuy7/vA05wkL0fPe+ZVgHnIQE6aRrnJjy9FoNJqPeV98uLMQwrrV3UuJC+fpt83luSzFN7VY+K2xi3WK54SCmv+gw73nZ2u+k1+pgb3ELqxYkkZ4Qxvrlaayan4harSJIL1+dhBiL6PDgMx6f/9rvvd017CpqIibce70XFXZq37yMKH769VU4nJ4hjS6EmO6k4qIQQkyCzwsbAbhsmn8Z7ujpZ8+xZl93rgtJjQ9l09WzyUwKZ0l+PLeuy6bHbOfp14v42XP72XOs+aznlNd189G+Wiw2B9VNvbzxadUF30OtVhFq1EvyTkxJnb1Dx5NarfItN5qdHsVDtxSgUqk4UNLKfz9/gN++Wkhnb/+Y3vPVTypo67LRZ7Xz5vZKWgbrEQkxXZhtDvYea6aivtv3uwW5saycl0hH7wAutwdrv5O/vl/q224M0knyTogRqm81s+dYMx09p85LC3K8Y8064EJRICPp3DWhKxt62LqnBovNQU1zL69/WnnWPjqtRpJ3YsaRM5EQQkyw5g4r1U19qNUqVs5L9Hc4E6aty8Yv/nYIu8OFSqXigRvnXrQA/vI5CUO6UL7w/lFKa7oAePmjctITwkiMOVXEuH+wY+35HgsxXbR39/O/fztEv92JSqXiyzfMpSA7htT4UL5x2wLffp29/bz4QSnK4EzWv20t45E7Fo76fW0yxsQ0Zul38osXD9Fj9nY7v/XyHNYMlldoaLegHlwe291nJyrM7rc4hZjqiqs7+dObx1AUBYNey2ObFhM/2LDi2IlOQoK8aYjn3i3hJ1+7BM0Zs8kH5FwkxDnJDDwhhJhgu482AVCQFU1YiN7P0Uyc49Wd2B3eCyxFUThS3j7i1+i1nPaFSVEw24Z2jp2TGU1GorephV7nLSYuxHRUXN1Jv91boFtRFA6Xt51zvz6rw5e8gzPG0ChsWJGORu29PJwzK5r0hMnvmC3ERDnR2ONL3gEcKj01rpxOD8agU3MbVoxzp1khZpLDZe2+c5Pd4eL4iQ7AW/fO0n+q+US/3YnD5Tnr+bPTo5iVHAHgax4jhJAZeEIIMeF2FXmXgq4a7LA6XZ28s3q+x8Nx2aIUXvqwDEVRSEsIO6sDrU6r5pE7FtDabSPMqMdknL4JUTGzxUcPHT9xkeceT2nxoWSlRFDV0AMqFesWj60BzKLZccxKDsc24CI+yijLz8W0EhthRKVS+RILcaedpy5bnOw9tzjdpCeEcdPaLH+FKcSUd/Y1oXc1hUajZs2CZD474q0NvXxuIsGGs1MSOq2af7h9Aa1dVrneE+I0ksATQogJ1NHTT1ldNyoVXDKNl8+Cd3bcHVfmcuxEJ8mxJq5YNvK7pcvnJpCWEIrZ5iAjMRyd9uyJ4hqNmqQY03iELETAykuP4s71szla1UFyTAhXnWf2gUaj5uu3zqemqQ+TUUdCdMg59xuJcJOBcJPh4jsKMcUkxoTwpRvmsPdYC1FhQVx/6amOl5cUJJGZFO47/4xngxghZprLl6bidLmpb7MwNzOauad1Nb/18myW5MXhUZSzbtSeTqNWyfWeEGeQBJ4QQkygXYPLZ/MzoogMG16X1als1fykMc80TIgOGZckhBBT3SUFiVxScPHEv1ajJjs1YuIDEmIamJ8dy/zs2HNuk/OPEONDo1Zx7arM825PT5TyDEKMhtxaEkKICbT76MxYPiuEEEIIIYQQYuJMiQRed3c3Gzdu9P23YcMG5syZQ09Pz1n7/uEPf+C6665j48aN3HnnnRQVFfm2FRYWctNNN7Fhwwbuv/9+WltbZdsEbfvmN7/JpZdeyuzZs+nr6zvr7yTETNBjtlN8ohOY/stnhRBCCCGEEEJMIGUK+tOf/qR87WtfO+v3xcXFyrp16xSLxaIoiqK88cYbym233aYoiqK43W5l/fr1yu7du32v8eijj8q2CdimKIqyc+dOpaOjQ8nNzVV6e3sv8Ne8uKKiIqWoqGhMryGEP2zdU6Pc8J03lG//76f+DuWCDhw4IGNMiAkkY0yIiSVjTIiJJWNMiIk13JzHlKyBt3nzZh5//PGzfq9SqXA6nfT39xMSEoLZbCYhwdsC/tixY2g0GlauXAnAXXfdxS9/+UvsdjtlZWWybRy3GQwGVq1aNW5/bwBFUbDZbOP6mkJMtN2D9e8W50TL8SuEEEIIIYQQYtSmXALv0KFD9PX1sW7durO25eXl8aUvfYkrr7yS8PBw9Ho9f/3rXwFobm4mOTnZt6/JZMJkMtHW1ibbxnlbamrquf50Y+J0OikpKRn31xViorjcCkcq2gGI0Jvl+BVCCCGEEEIIMWpTLoG3efNmNm7ciFZ7duj19fV8+OGHbN26lfj4eF544QW+/e1v87e//c0PkYrxpNPpyM7O9ncYQgxbYWUnTlcjkaEGrlg1H5VK5e+QzkuSi0KMncPppqnDSmSogXCTwd/hCDEt9VrsdJvtJMeGoNNq/B2OENOOjLGRs/Y7aeu2kRAdQrBhyqVXxBQzpY4wq9XKe++9x+bNm8+5fevWreTm5hIfHw/Arbfeyk9+8hMcDgeJiYk0Njb69rVYLJjNZuLi4uju7pZt47htIqhUKoxG44S8thAToaiqEoDlcxMICQnxczRCiIlkG3Dyq78fobXTil6n4as3F5CdEuHvsISYVsrruvnTm8dwutwkRIfwzbsWyZdlIcaRjLGRa+m08uu/H8E24CTcZOBbdy0iMizI32GJaWxKdKE9acuWLeTl5ZGVlXXO7ampqRw6dAir1QrAp59+SkZGBnq9nnnz5uFyudizZw8AL7/8MldccQUGg0G2jfM2IWY6RVHYX+ztyrwsP97P0QghJtrRyg5aO73XHg6nm+2HGvwckRDTz/bDDThdbsD7pflYVYefIxJiepExNnI7C5uwDTgB7+zFfcUtfo5ITHdTKqX+6quvcscddwz53ZNPPklcXBybNm3iqquu4ujRo9x2223o9XqMRiP/8z//A4BarebnP/85//Iv/4LD4SAuLo7//u//lm0TsA3goYceorS0FIDrr7+ejIwMnn/++fE5EIQIcPWtZlq7bOi0ahbkxPo7HCHEBAsJ1g15bDLqzrOnEGK0TEFnjLNgvZ8iEWJ6kjE2cmed/+X/mZhgKkVRFH8HIcSFHD16FICCggI/RyLE8Ly2rYJn3ylmcV4cP/7qJf4O56IOHjyIXq+XMSbEGLz7+QkOlbUTH23k3g15Qy7qZYwJMXYWm4O/flBKW1c/i/PiuH51pm+bjDEhxk7G2Mg5XW7+trWMmuY+ZqdHcvsVuWjUgVv3WgSu4eY8ptQMPCGEmAr2DS6fXS7LZ4WYMa6/dBbXXzrL32EIMW2ZjHq+dst8f4chxLQlY2zkdFoN9183x99hiBlkStXAE0KIQGexOSip6QJg6ZwEP0cjhBBCCCGEEGI6kASeEEKMoyMV7Xg8CqnxocRHSedkIYQQQgghhBBjJwk8IYQYR4fL2gFYPDvOz5EIIYQQQgghhJguJIEnhBDjRFEUDpW1AbBotnSfFUIIIYQQQggxPiSBJ4QQ46ShzUJHTz86rZq5s6L9HY4QQgghhBBCiGlCEnhCCDFODpd7Z9/NzYwmSC9NvoUQQgghhBBCjA9J4AkhxDg5Wf9Ols8KIYQQQgghhBhPksATQohx4HS5OVrVAcAiaWAhhBBCCCGEEGIcSQJPCCHGQUlNF3aHm4hQAxmJYf4ORwghhBBCCCHENCIJPCGEGAe+5bO5sahUKj9HI4QQQgghhBBiOpEEnhBCjIOTDSxk+awQQgghhBBCiPEmCTwhhBijXoudqoZeABbmSgMLIYQQQgghhBDjSxJ4QggxRkfKvctnZyWFExka5OdohBBCCCGEEEJMN5LAE0KIMTpUdnL5rMy+E0IIIYQQQggx/iSBJ4QQY6Aoim8GniyfFUIIIYQQQggxESSBJ4QQY9DYbqGrbwCdVs2czGh/hyOEEEIIIYQQYhqSBJ4QQoxBUWUHAPkZUeh1Gj9HI4QQQgghhBBiOpIEnhBCjEFRhTeBNz8nxs+RCCGEEEIIIYSYriSBJ4QQo+TxKL4ZeAuypf6dEEIIIYQQQoiJIQk8IYQYpdqWPsw2B8EGDdmpEf4ORwghhBBCCCHENCUJPCGEGKXCweWzc2fFoNXIx6kQQgghhBBCiIkh3ziFEGKUiirbAZifLfXvhBBCCCGEEEJMHEngCSHEKLjdHo5VdQKSwBNCCCGEEEIIMbECJoHX3d3Nxo0bff9t2LCBOXPm0NPTc9a+TU1NfP3rX2fDhg1cd911PP/8875t27Zt45prruHqq6/mkUcewWKxyLZJ3tbQ0EB+fv6Qv2ddXd1Zf0chprLKhh767S5MwToyk8L9HY4QQgghhBBCiGksYBJ4kZGRvPnmm77/7rzzTtauXUtERMSQ/RRF4ZFHHmHjxo188MEHbNmyhWuvvRYAq9XKD37wA5566im2bt1KXFwcTz31lGyb5G0AISEhQ/6eaWlp43KcCBEoTnafLciOQa1W+TkaIYQQQgghhBDTmdbfAZzP5s2befzxx8/6/e7du9Hr9b6kHUBMjHf52o4dO8jPzycrKwuAe+65hwceeIDvfve7sm0St00ERVGw2WwT8tpCjMbhslYA8tLC5NgUQgghhBBCCDGhAjKBd+jQIfr6+li3bt1Z2yorK4mMjOSxxx6jurqa5ORkvve975GamkpzczPJycm+fZOTk2lvb8flcsm2SdwG0N/fz2233YbH4+HKK6/kG9/4BhqN5qy/53A5nU5KSkpG/XwhxpPLrVBS0wVAMD2UlFj9HJEQQgghhBBCiOksIBN4mzdvZuPGjWi1Z4fndrvZs2cPf//738nJyeFvf/sb3/rWt3jttdf8EKk4l7i4OHbs2EF0dDQ9PT089thjPPPMM3z1q18d9WvqdDqys7PHMUohRq+4uguXu5Fwk561KwpQqab2ElpJjgshhBBCCCFEYAu4BJ7VauW9995j8+bN59yemJjInDlzyMnJAWDjxo38+Mc/xul0kpiYyM6dO337NjY2Ehsbi1arlW2TuA0gOjoagIiICG677TbeeeedMSXwVCoVRqNx1M8XYjyV1XubsizIiSUkJMTP0QghhBBCCCGEmO4CponFSVu2bCEvL89XW+1Ma9eupaWlhdZWb/2p7du3k5WVhU6nY82aNRQXF1NVVQXAiy++yPXXXw8g2yZxW2dnJ06nEwCHw8HWrVvJz88/599TiKnoaJW3gcX87Fg/RyKEEEIIIYQQYiYIuBl4r776KnfccceQ3z355JPExcWxadMmjEYjP/7xj3nooYdQFIXQ0FB+8YtfAGAymfjpT3/Kww8/jNvtJicnh5/97GeybZK3HTx4kF/96leo1WrcbjcrV67kG9/4xvgdJEL40YDdRVmtt/7dgpwYP0cjhBBCCCGEEGImUCmKovg7CCEu5OjRowAUFBT4ORIh4FBZGz/6w27iIoP50w+umvL178CbdNfr9TLGhJggMsaEmFgyxoSYWDLGhJhYw815BNwSWiGECGRFFe2Ad/nsdEjeCSGEEEIIIYQIfJLAE0KIESiqHKx/J8tnhRBCCCGEEEJMEkngCSHEMFn6nVQ19AAwP1sSeEIIIYQQQgghJock8IQQYpiOV3XgUSA51kR0eLC/wxFCCCGEEEIIMUNIAk8IIYZJls8KIYQQQgghhPAHSeAJIcQwnUzgLciO9XMkQgghhBBCCCFmEkngCSHEMPSY7dQ09wEwLyvaz9EIIYQQQgghhJhJJIEnhBDDcLTKO/suIzGMcJPBz9EIIYQQQgghhJhJJIEnhBDD4Kt/J91nhRBCCCGEEEJMMkngCSHEMBytbAdgQY7UvxNCCCGEEEIIMbkkgSeEEBfR2dtPY7sVtQrmzpL6d0IIIYQQQgghJpck8IQQ4iJOLp/NSokgJFjn52iEEEIIIYQQQsw0ksATQoiLKKqQ+ndCCCGEEEIIIfxHEnhCCHERRVUnE3hS/04IIYQQQgghxOSTBJ4QQlxAS6eVti4bGrWK/Mwof4cjhBBCCCGEEGIGkgSeEEJcwNHB+ne5aZEEG7R+jkYIIYQQQgghxEwkCTwhhLiAkw0spP6dEEIIIYQQQgh/kQSeEEKch6IovgRegSTwhBBCCCGEEEL4yYQn8Dwez0S/hRBCTIjGdgtdfQPotGryMqT+nRBCCCGEEEII/xhxAu/zzz8f9r4Oh4OHH354pG8hhBAB4WT9u7z0KAw6jZ+jEUIIIYQQQggxU404gffwww8PK4lntVp58MEH+fTTT0cTlxBC+F3hyfp3ObJ8VgghhBBCCCGE/4w4gZeTk8PDDz/Mjh07zrtPd3c3999/P/v37+cf//EfxxSgEEL4g8ejcKxqsP5dliTwhBBCCCGEEEL4z4gTeH/+85/Jzc3lkUceYfv27Wdtb21t5d5776W0tJT/+I//4Mtf/vK4BCqEEJOprtVMr8WBQa8hNy3S3+EIIYQQQgghhJjBRpzAM5lMPPvss+Tn5/Poo48OWSJbU1PDpk2baGho4Mknn+TWW28dz1iFEGLSFFW2AzAnIwqdVhp2CyGEEEIIIYTwH+1onmQymXjmmWd48MEHefTRR/nVr35FQkICDz74IAMDAzz99NNccskl4x2r8LPu7m6+9KUv+R4PDAxQX1/Prl27iIiIOOdzvve97/H666+zf/9+wsLCJidQIcZBUcXJ+nexfo5k6jh+opPXtlUCcPsVOeRnSudeIQKd2+3hpQ/LKa3pIi0xlPuuySfIMKrLQyECzoGSVt75/AR6nYZNV88mMync3yEJMeO4PQovbS2T84wQ42DU00pCQkJ45plnKCgo4Jvf/Cb33XcfHo+Hv/zlL5K8m6YiIyN58803ff/deeedrF279rzJu61bt6LVyoezmHrcHoVjJzoBmJ8t9e+Gw+1ReP69Err6+unq6+cvW4rxeBR/hyWEuIg9x1s4UNKCpd9B8YlOPtpf5++QhBgXZpuDv20tpddip73bxgvvlfo7JCFmpL3HmuU8I8Q4GXF25fjx40MeP/bYY3z3u9+lq6uLH/7wh6jV6rP2mTt37tiiFAFp8+bNPP744+fc1tHRwe9//3uee+45XnnllTG/l6Io2Gy2Mb/OSLncHiw2J063h2CDlpAgLSqVatLjEJPrRGMf1n4nwQYtiZE6vxx7U43H48HudPse251u3B4FtVrGixCBrH/ANfSx3XWePYWYWhxO95AbSQMOObaF8IczzytynhFi9EacwLvtttvOSmAoivfk+L3vfe+s36tUKkpKSsYQoghEhw4doq+vj3Xr1p1z+z//8z/zxBNPYDKZxuX9nE7npBxHiqJQ02antH6A6tYBOswuPJ5T2/VaFUnRembFG5iXYSTKJDMMp6OdJWYAUqO1lJeX+TmaqUGn1bB+WRof7asF4OoV6VI7UIgpYMW8BPYca6aztx+TUc+ahcn+DkmIcREdHsyKeYnsPdaMSqXimksy/B2SEDPS8rne80xHj5xnhBirEWcf/vM//3Mi4hBTzObNm9m4ceM5l8i+8sorJCUljetSap1OR3Z29ri93pk8HoWdRS288Vk1DW3WIdtUKtBq1DhdHhwuhZpWOzWtdj4p6mNhTjS3XT6L3NSICYtNTL439h8CYOWCNPLz0/0czcQbr+T49aszWTE3AYCYiOBxeU0hxMQKNer5x/uW0tHTT1RYkNQlEtPK3VfN5vIlqei1aiLDgvwdjhAz0snzTHu3nGeEGKsRj55bbrllIuIQU4jVauW9995j8+bN59y+Z88eDhw4MKRD8U033cRvf/tb5syZM6r3VKlUGI3GUT33Yqoaevjdq0WU1XUDEKTXcOmCZJbNiSc7NYLYiGBUKhV2p5uWDivF1Z3sOtpMYUU7Ryo6OVLRyer5STx0SwFRcnE45bncHsrqegBYkp80YcfddCWJOyGmHr1OQ1Ls+MyYFyLQxEfJeVwIf9Np5TwjxHiQ9LcYsS1btpCXl0dWVtY5t//P//zPkMezZ8/mrbfeCrgutB6PwlufneAv7x7H5VYINmi4/YpcrludiSlYd9b+Bp2G9MQw0hPDuHZVJs0dVl75uJyPD9Szs6iJI+VtPHz7QtYskmnhU1llfQ/9djehRh0ZiYF1zAohhBBCCCGEmJkkgSdG7NVXX+WOO+4Y8rsnn3ySuLg4Nm3a5KeoRsbhdPO/fzvE54VNAKycl8A3blswohl0iTEhfPOuRdxw6Sx+/coRKut7+O8XDlBS28WXb5gr9b+mqKLKDgDmZcVIAwYhhBBCCCGEEAFBEnhixF566aWzfvetb33rvPuXlQVWEwCLzcFPn93H8ROdaDUqvnpzAddekjHq7rKzksP5f4+u4a8flPLKxxW8/dkJ6lr6+KcvLccYdPZMPhHYCivaAViQHePnSIQQQgghhBBCCC+ZIiRmFEu/k39+ehfHT3RiDNLyr1+9hOtWZY46eXeSRqPm/uvm8M9fXk6QXkNhRQc/+N1Oesz2cYpcTIYBh4vi6i4AFs6O83M0QgghhBBCCCGElyTwxIxhG3Dyr3/cTVVDL+EmPf/18KUsyIkd1/dYMS+Rf//GasJC9FQ29PLPv99Jn9Uxru8hJk7xiS5cbg8xEcEkxYT4O5yA5nC6eWN7JX9685hv1qIQYvKUVHfxpzePsfmTCgbsLn+HI0TAc7o8vLmjij++eZTDZW3+DkeIaaut28ZzW4p5bksxbd02f4cjxLQiCTwxI7jdHv7rL/spq+3GFKzjJ19bRWZS+IS8V25aJP/96BqiwgzUtpj50R92Ye13Tsh7ifF1ZDARtSg3dsyzMqe7N3dUsf1QA8dPdPCXd4tpbLf4OyQhZoz27n7+7+1jHD/Rwc7CRv7+cbm/QxIi4L3z+Qk+PVhP8YlOnn+vhLqWPn+HJMS0oygKv3u1iMNlbRwua+P3rxWhKIq/wxJi2pAEnpgR/vTmMQ6Xt2PQa/jxQ5dMWPLupORYEz/52irfTLx/+789OJzuCX1PMXaF5YP178Z5ZuZ01Np16o6qoii0dckdViEmS2dvP263x/e4VcafEBfV0mn1/awoCm3d/X6MRojpye5002Me8D3u7hvA4fJc4BlCiJGQBJ6Y9rbsquadndUAPH7PYnLTIiflfdMSwvjJ11YREqSluLqLX718RO5ABbAes50TTb2AJPCGY9FpNQLDQgxkp0b4LxghZpi0hFCiwoJ9jxdLzU4hLur0cWIy6slOifBfMEJMU0F6LXMyo32P586KwaDT+DEiIaYX6UIrprXyum7+8PpRAO6/Lp9LCpIm9f1nJYfzvS8u40d/3MP2ww0kx5nYdPXsSY1BDE9RpXf2XWZSGBGhBj9HE/hWz08iPtJIR28/+RlRhBr1/g5JiBnDGKTjsU2LOH6ik/BQA3npUf4OSYiAt2JeItERwbR3e89bcq4XYmI8cONcjlS0o0LFgpwYf4cjxLQiCTwxbVn7nfz38wdwexRWz0/i9ity/BLHwtw4vnHrfJ7aXMiLH5SSFh/K6gWTm0gUF3dEls+OWHZqhMy8E8JPTEY9K+Yl+jsMIaaU7JQImXknxATTaNQsyYv3dxhCTEuyhFZMS4qi8JtXjtDaZSMuysgjdy70a1OCay7JYOPaLACefPmwFPwPMIqinNbAQpaiCSGEEEIIIYQILJLAE9PSx/vr+bywCY1axRNfWIIpWOfvkPjyDXOYOyuafruL//rLfgYcLn+HJAY1d1hp7+5Hq1EzJ1OWogkhhBBCCCGECCySwBPTTmdvP39601v37t5r8gKmNpBGo+aJLywhwmSgprmPp1876u+QxKCTs+/yM6IIMkhlASGEEEIIIYQQgUUSeGJaURSF324uwjrgIic1glvXZfs7pCGiw4N54r4lqFXw0f46Pjvc6O+QBKfq3y3Mlfp3QgghhBBCCCECjyTwxLSy43Aj+4pb0GpUfOuuRWg0gXeIz8+O5c713k60T71aSGdvv58jmtncHoWiCkngCSGEEEIIIYQIXIGX3RBilHotdp5+3bss9a6rZpOeGObniM7vrqtyyU6NwNrv5JcvHcbjUfwd0oxV1dCDdcBFSLCOLOlMJ4QQQgghhBAiAEkCT0wbz79XgtnmICMxjNuvyPF3OBek1ah5/J7F6HUajpS38+7Oan+HNGMdLmsDYH52DBq1/zoVCyGEEEIIIYQQ5yMJPDEtlNd1s3VvLQBfv3U+2gBcOnumlLhQHrhxLgB/fuc4DW1mP0c0Mx0s9SbwFs+O83MkQgghhBBCCCHEuQV+lkOIi/B4FJ5+vQhFgXVLUpg7K9rfIQ3bdasyWJQbi8Pl4TevFMpS2klmsTkoq+0CJIEn/Ku+1czuo820ddv8HYoQYgzcHoVDZW0cLG3F5fb4OxzhB/12F/uOt3CsqsPfoQgxrdgGnOw91kxxdae/QxHCb7T+DkCIsfp4fx3ldT0EGzR8+Ya5/g5nRFQqFY/csZCHf/4Jx0908sGeGq5dlenvsGaMIxXteBRIjTcRF2X0dzhihiqu7uRPbx5DURQMei3fvnsRCdEh/g5LCDEKz28ppnCwMdKB4la+dut8P0ckJpPT5eZXLx+mpdMKwOVLU7lpTZafoxJi6rM73Tz58mHaurw3Oq9ekS7fmcSMJDPwxJRm7Xfyly3FAGy6Oo+osCA/RzRycVFG7rsuH4Bn3ymmo0e60k6WQ4PLZ5fkxfs5EjEdKIpCZUMP1U29I3rekfJ2FMU7+9bucHH8hNxZFmIsRjsWx8rt9viSdwCltV3YBpyTGoPwr+YOqy95B3C47NTxYLY5KK3posds90doQkwJfVbvOOm1DB0nTe0WX/IOTpXAEWKmkRl4Ykp7dVsFvRYHybEmblwzy9/hjNr1q2ex43AjZbXd/O7VIv75geWoVNJQYSIpiiL178S4+uv7pRwsbQVg7aIUblmXPaznxZ8x+/PMx0KIkfnrB6UcLPGOxTULU7j18uGNxbHSaNTERhppH1wKH24yEKSXS+2ZJDIsCL1Og8PpBiBh8PO8o6efJ186jKXfgUGv5R9um09aQpg/QxUi4LR0Wvn1349gG3ASbNDx6J0LSYzxrkiIDA1Cp9XgdA2OLVmpIGYomYEnpqyOnn7e3F4FwJdumDMlGlecj0at4tE7F6LVqNhX3MLnR5r8HdK0V9PcR1ffAAa9ZkrVTRSBydLv9CXvAD470jjsmpaXL0llw8oM5mRGc/uVuczLipmoMIWY9qz9Tl/yDuDzwuGPxfHw0M0FLJodx4KcWL5+63zU0t18Rgk16vnqzQXMy4phxbxE7r0mD/DOFrL0OwDvTOu9x1v8GaYQAWlfcYtv1nK/3cn+klPjJCLUwFdvnse8rBhWFiRyz4bZ/gpTCL+S24Jiynrxg1IcLg/5GVGsmJvg73DGLD0hjDuvzOXFrWX88c2jLM6LIyRY5++wpq2Ts+8KsmLQ6zR+jkZMdQadhiCDlgG7C4CwEP2wv7ir1SquuSRjAqMTYubQj2EsjoeYiGDuv27OpL2fCDzZKRFkp0QM+V2ESX/GY8MkRiTE1BBpGloKKTxk6DjJSY0kJzVyMkMSIuBM3SlLYkarbe7j4/11ADxw49xps9z09itzSI4Nodts58UPSv0dzrR2sv7d0jxZPivGTqdV8+BN80hLCCMzKZwHb5rn75CEmJFkLIpAtHxuApcvTSUpxsQlBUmsW5Lq75CECDirFySxZmEKiTEm1ixM5tKFyf4OSYiAIzPwxJT053eL8Siwan4ieRlR/g5n3Oi0Gr5+63x++PRu3vn8BFcuS2NWcri/w5p2bANOXwv6xdLAQoyT7JQIHtu02N9hCDHjyVgUgUalUnm70a7xdyRCBC61WjVpNUuFmKpkBp6YciobejhQ0opGrZqWy1QW5sZx6YIkPAr87tXCSa3dM1MUVnTg9igkxYT4iuMKIYQQQgghhBCBakok8Lq7u9m4caPvvw0bNjBnzhx6enqG7FdWVsa9997LNddcww033MD3v/99BgYGfNsLCwu56aab2LBhA/fffz+tra2ybYK2ffOb3+TSSy9l9uzZ9PX1nevPOmp6rZqQYB13rc8lOdY0rq8dKB68aR5Beg2ltd2+pcJi/BwqG+w+K8tnhRBCCCGEEEJMBcoU9Kc//Un52te+dtbvq6urlZKSEkVRFMXlcinf+ta3lF/96leKoiiK2+1W1q9fr+zevdv3Go8++qhsm4BtiqIoO3fuVDo6OpTc3Fylt7f3An/NiysqKlKKiorG9BpT0aufVCg3fOcN5Z4fblH6rHZ/hzNteDwe5Us/fl+54TtvKPuLW/wdTkA4cODAjBxjQkwWGWNCTCwZY0JMLBljQkys4eY8pmQNvM2bN/P444+f9fuMjAzfzxqNhoKCAioqKgA4duwYGo2GlStXAnDXXXfxy1/+ErvdTllZmWwbx20Gg4FVq1aN+e98OkVRsNls4/qagW790gQ+3FdDQ5uVZ94q4qs3Tb/lwv5Q3dRHR+8ABp2a7CTjjDuuZipFUaZNsxshxoOMCSHGh4wlIc4m40KIiTHlEniHDh2ir6+PdevWXXA/m83GK6+84kv0NTc3k5x8qpONyWTCZDLR1tYm28Z5W2rq+HfWcjqdlJSUjPvrBrr1BUb+/LGVj/Y3MivaSVKU3t8hTXmfHvUu6c6M11NVWe7naMREq2vp45m3j2OxOVm3JIUbLp3l75CE8LsP99bywd5agg1avnT9HLJSIvwdkhBTTq/Fzh/fOEZTh4V5WTF88bp8NJopUZ1IiAn13q5qPt5fT4hRxwM3zCU9MczfIQkxbUy5BN7mzZvZuHEjWu35Q3c4HDz22GNceumlXHXVVZMYnZgoOp2O7OyZ15UoPx8q2o+ys6iF7cUOfvyV+XI3a4ye+3QPAOuWzSI/X9rTA9M6Of7qtkp6LXYAPt5fx4KcWFLjQ/0clRD+09ZtY8uuagAsNgd//7ic739xuZ+jEmLq+WBPLY3tZgCOVrZzoCSKFfMS/RyVEP7V1G5h695aAPosdjZ/UsHj9y7xc1RCTB9TKoFntVp577332Lx583n3cTqdPPbYY8TGxvKDH/zA9/vExEQaGxt9jy0WC2azmbi4OLq7u2XbOG6bCCqVCqPROCGvHei+snE+B0rbKavr4WB5N2sXpfg7pCmrs7efE01mVCpYvSANo9Hg75DEBHO5PRd8LMRMc2Znc5dLOp0LMRrus84vMpaEOPM6yynXXUKMqyk1z3vLli3k5eWRlZV1zu0ul4vvfOc7hIeH85Of/GTITKV58+bhcrnYs8c7++bll1/miiuuwGAwyLZx3ibGV0xEMLdfkQPAs28fZ8Dh8nNEU9e+Ym+n5NlpkUSEyrE6E9y0ZhYGvfde1ZL8eDJkGYeY4RKiQ1i9wDv7WKtRc/Nl576mEkJc2JXL0wg3ea8l0hPDWDon3s8RCeF/aQlhLJ/rnYmq12nYuEbOMUKMJ5WiKFPmdtHdd9/NHXfcwW233eb73ZNPPklcXBybNm3irbfe4oknnmD27Nm+5N3ixYv50Y9+BMDhw4f5l3/5FxwOB3Fxcfz3f/83iYmJsm0Ctj300EOUlpbS2tpKXFwcGRkZPP/886P6ux89ehSAgoKCUT1/OrA73fzDzz6mrbufu6+azb3X5Pk7pCnpx3/aw4GSVu6/Lp87rsz1dzgB4+DBg+j1+mk7xhxON3anm1Cj1JAU/hGIY8xsc6DTqgnST6nFGEKck7/GmMvtwdrvJNSoR62WEidi+hrpGDPbHOh1Ggw6zQRHJsT0MNycx5RK4ImZSRJ4XjsLm/iv5/aj16r53XevJC5qZi4pHq0Bu4t7/uU9nC4PTz1xOWkJMhPrpEBMLggxncgYE2JiyRgTYmLJGBNiYg035zGlltAKMZOtmp/IvKxoHC4Pz75z3N/hTDmHy9txujwkRBuliYEQQgghhBBCiClFEnhCTBEqlYqHbi5ArYLPC5s4VtXh75CmlH3HWwBYPjdBOvkKIYQQQgghhJhSJIEnxBSSmRTOhpUZAPzhjaO4PbICfjjcbg/7SwYTeHMS/ByNEEIIIYQQQggxMpLAE2KKufeaPEKCdVQ39fHh3lp/hzMlHK/upNfiINSoZ96saH+HI4QQQgghhBBCjIgk8ISYYsJNBu7ZMBuA598rwdLv9HNEgW9nYRMAK+cloNHIx54QQgghhBBCiKlFvskKMQVdtyqT1HgTfVYHf9ta6u9wAprbo7D7aDMAqxck+TkaIYQQQgghhBBi5CSBJ8QUpNWo+cpGb4vpdz+vpr7V7OeIAldpTRfdZjshwTrmZ8f6OxwhhBBCCCGEEGLEJIEnxBS1eHYcK+Ym4PYo/PGNoyiKNLQ4l51F3uWzK+YmoNPKR54YPy2dVg6UtNLWbZuw9+gx2xlwuCbs9YWYbhRF4fiJTg6XteF0ecb8eh6PQrd5AJd77K8lpr/6VjMHSlrpMdvPu0+f1YFtQMqfCHE6u9PNobI2Smu6ztrWa7EzYJdrISEAtP4OQAgxeg/eNI+DpW0cLm9n7/EWVs5L9HdIAcXjUdg1mMBbPV+Wz4rxU93Uy283F+Jye9BpNTx650JS40MBqGnuw9rvJDctctRJY0VReP69Eg6XtaHXafjyDXPJy4gaz3+CEBPC7nRTUddNWIietISwSX//V7dVsrOwEYCslAj+4bYFqNWqUb2WbcDJU5sLaWq3EBkWxMO3LyA6PHg8wxXTyNHKDp595ziKomAM0vGdexafdby8sb2S7Yca0KjVbNowmyV58TR3WOno7ScrORxjkM5P0QsxsRxON+V13YSG6Ek/49zgcnt46pUjvhVFVyxN48Y1swB46cMy9h5rRqtRc//1cyjIipn02IUIJDIdRYgpLDEmhFvWZQHwpzeP4XC6/RxRYCmv66azd4Bgg5aFubJ8VoyfI+Xtvhk5Tpebwop2AD45UMeTLx3iT28e5anNR0Y9a6emuY/DZW2A96L3nc+rxydwISaQ0+Xm1y8f4f/eOsb//u0Qnx1pnPQY9he3+H6uauih2zww6tfac6yFpnYLAN19A2w72DDm+MT0dbC01bcawjbgpLh66Eyizt5+th/yHkNuj4c3t1dxpLyNn79wgGfeOsb//PWQNCYT05LT5eE3r3jPDb/82yE+PTT0s7S1yzakHNDJz/HGdgt7j3nrWLvcHt7+7MTkBS1EgJIEnhBT3B1X5hIdHkRrl43Xt1f6O5yA8vlg99nlcxLQ6zR+jkZMJ7GRQ2dVxEUaAdhZ2Oz7XW1zH42DX/5HSntGt2RZ/i2mgprmPhrbT30JO1nCYDLFRhh9PxuDdIQEj35G05nj7sxxKcTpYiONQx7HRw19rFGrQXVqNqhOq2H30WZf0q+rr/+cyweFmOoa2sxDEnS7zjg3hIfoh1ynxw2OnbOuheQzWAhZQivEVBds0PKlG+byP389yCsfV3DFkrSzkgszkduj8NkR7x2+NQtl+awYG6fLw1s7qmhstzA/J5a1C5Ox9jupauwlNzWC5XMTAIgKD6Krrx8AjUZNeIhhVO+XGh/K+uXpfHqwnrAQA7ddkX3efT873MhH++swGXV84Zp8EmNCRvWeQoxVuMmAWq3C4/EmJKLDgsb0ep8d8R7bKsAUrCPMZOCmNbNIiD7/Mf7ATXN5+7MT2J1uNqxIJ0g/+kvdlfMSKavtprSmi7SEUK5anjbq1xJTn9uj8O7OE9Q09TE7PYoNK9OHbL96RTout4fGdgsLc2LJTYscsj0i1MAtl2XxzufVBOk13HVVLofL24bsEx1+9pgpqe5i8ycVANx2RTZzMqPH+V8mxMQKC9GjUatxezwoikKP2c6vXj7MgMON2eYgMTqEe6/JY/fRZoxBOm4aXD4bH2XkulWZbN1bS0iwjjvW5/r5XyKE/0kCT4hp4LJFyWzZWU1JTRd/fuc4T9y31N8h+d3Ryna6+uyEGnUszov3dzhiitu6p4bPB+tqVTf1EhsRzIaVGWftd++GPF7dVoG138kVS1OJCB1dAg/g+tWZXL8684L7tHXZeG17JSgKfVY7L39UxrfvXjzq9xRiLOIijdx3bT7bDzUSbtJz6+U5o36ttm4br31aieLx0NRhRatREx9lpK3Lxj8/sOK8z4sKC+KL188Z9fueTqdV85WN88bltcTUt/1QA9sO1APe80B0eBBL809dX+i0ajauzbrga6xdlMLaRSm+x6nxobhcCu09NpbNSSAzKXzI/m6Pwl+2FGMfbGb03JYS/v0bq9GMsq6jEP4QHR7Mfdfl8+nBBjp7++mx2Dle3UlnzwDR4UFYbA6iwoP42i3zz3ruVSvSuWpF+jleVYiZSRJ4QkwDKpWKr91SwGO/3M6OI41ctzqTubNm9h3ak/U1Vi9IluWHYsw6eofW0erqPXddrYhQAw/eNHlf+PsdLjitA7VtQLq0Cf9amBvHwty4Mb/OgN17bHs8Ch4PeFQnlxkO4PEoo25MIcRodfb2D3nc0dN/nj2HL9ig5d5r8s673ePxYD+tvrHd4cLj8aBRS1kQMbUsyIllQU4sL35Qyv7iFpTBmdonawX3y/WLEMMi32qFmCayUiJ8M4Kefr0It0e58BOmMbvTza4iby2yyxYl+zkaMR0sn5PgrV8EmIL1zM0KjAR5alwoc2d5O7Kp1SquOcesQCGmopS4UOZlxaDRqAkO0hJm8s5mXTEvQZJ3wi+W5sf7anIFTVJzLJ1Ww/plp5Zur1+ejk4ryTsxdS3Njx/8XNcRZNAQbNBi0Gu5fGmqv0MTYkqQGXhCTCNfuCaPz440Ut3Ux9Y9NVy76sLL76ar/cUt9NtdxEQES60YMS7yM6P4/76whJZOK5lJ4YSbRr80djyp1SoeuHEurV02gg3aMS3ZFSKQnDy2WzptGHQamjosaDVqZqdHXvzJQkyAzKRwnrhvKU3tFtITwogcY43H4bp+dSbL5ySgoPgaJgkxVeWmRfLEF5bS3GEhOS4Uh9NNhMkwpoZDQswkksATYhoJNxm4d0Mef3jjKM+/V8KlC5MJNer9Hdak+/Sgd/nsZYuSZabGDHSsqoOXPizD7VG47fKcITWKxiIhOuSCxfP9Ra1WSeOKSeB0eSisaEetVrEwJ1Y+W0bAbHPwzFvHqW8zMzczmvuuyx9WR1eV6tSxHXWO4v5i5vB4FI5WduBwuVmQEzupneVtA07+763j1Lb0kZcexRevnzPppTkCpTmZx6NQWNGO26OwICdWSpSIYWvptPLM28fp7htg9YIkbr7s/M25/E3O9yKQyaeuENPMdasySEsIxWxz8tf3S/0dzqTrszo4WNoKwLolMh1/plEUhRfeL8Xa72TA7uKlrWUMOKSuihi7P755lL++X8LzW4p5/r0Sf4czpWzdU0tNcy9ut4eiynb2F7f4OyQxxbz8UTl/fvc4L35Qyu9eLfJ1Op4MH+2v40RjD263h+MnOthztHnS3jvQ/PWDUp7bUsxf3y/h6deLUJSZW65FjMwb26to77bhcnvYfqiByoYef4d0Toqi8Ic3Tp3v//rBzPsuJQKbJPCEmGY0GjUP3VwAwHu7qqlu6vVzRJPr04P1uNwKs5LDyUgM83c4YpIpCrgHCyIDuD2eSf2iJ6YnS7+Tirpu3+MjgzNQxPA4TxuTAA6n5zx7CnFuh8vafD/XNPfSbT53I6GJ4DzjeHW43OfZc3pTFGXI36GqoYc+q8OPEYmpxOkaOo7OHFeBwmxzUll/6nx/uKxNEtUioEgCT4hpaEFOLKvnJ+FRmPQ71f6kKApb99YCcLW0nJ+yDpW18eHeWtq6bSN+rlqt4qa1WahU3uUOG1ZmYAySuipibIINp5ooAMRGBKOZAUtqCiva+XBvLc0d1jG9zhVLU311I5NjQ1k+N2E8whMzSHz0qdpvIcE6TBNcHqSx3cLWvbUcrepg3ZIUIkK9S7gTokO4pCBxQt87UKlUKuKjTv0dTEa9nF/FeVU39bJ1by3lgze/rl2VgUHvrd41Z1Z0wNYzNQZph5Qfiosy+q4phQgEUgNPiGnqwZvmcbC0lZKaLj7cV8eGldM/oVVR30Ntixm9Vs1li1P8HY4YhQ/31rJlVzUA2w428I/3LR1xY4Y1C5NZNDsOj0chLGTm1YAU40+jVvGNW+fz/u4aNBo1163K8HdIE27H4QZe/7QSgI8P1PP4PUtGXYcrLtLID768ArPNQbjJMCOSn2J8PXjjPN7ZeQKn08NVK9IwTGANvJZOK0++dBjn4Ey7O67M5Z++tFyOX+CrNxewZWc1LreHq1emSw08cU6VDT38dnOhd+aaSsVXbprH3FnR/OtXV9I/4CIi1BCwSTGtRs3Xb5vP1j21aDVqrp0B53sxtUgCT4hpKjYymHuvyeP/3jrOn985zsp5CQHTOXOinJx9t2pBEibpZjUlldR0+X7utzupae5lYWjciF9H/v5ivCVEh/ClG+b6O4xJc/pYtDtcnGjsGVMhfZ1WTdQkde0U009EqIEvXJM/Ke9V1djrS96Bdyysmp8kxy8QFRbEF66dnL+DmLrKartPLTtVFEprupg7K5ogvZYgfeCnH5JiTDPqfC+mFrltIsQ0duOls8hMCsPS7+SZt4/7O5wJ1W93seOwt/usLJ+dutISQn0/azVqkmJNfoxGiJkrLeFUDVG1WkVKfOgF9hZi+kiNMw2ZHZSeIMe+ECNx5phJl5rUQoybwE+BCyFGTaNR8/DtC3ji15/xyYF6rlyWyvzsWH+HNSF2FjbSb3eTGBPCvFnR/g5HjNKNl87CFKyjs3eAJfnxxEUaL/4kIcS427AinSC9htYuG4tyY0mWZLqYIdISwvjqxgIKK9tJiA5h7cJkf4ckxJQyLyuG+66bQ3ldN5mJYSzNj/d3SEJMG1NiBl53dzcbN270/bdhwwbmzJlDT0/PWftu27aNa665hquvvppHHnkEi8Ui2yZ5m9Vq5cEHH2TFihUsXbr0XH9SMYlmp0dxzSUZAPx2c9GQZSHThaIovLvTWzft6hXpAVtXQ1ycRqNm/fJ07rpqNtkpEf4OZ9RsA07e21XN25+doNdi93c4M5KiKNgGnP4OY8pSq1VcviSVu6+azez0KH+HMyIdPf28uaOKD/fWTstzXiAYcLiGdPyebvIzo7j7qtmsW5yCeow17yw2B+/urObdndVY+6fGZ5LHo9Bvd/k7DDGFLZ4dx91XzWbFvOE1fem12Hn7sxO8t6t6ws7dclyL6WBKJPAiIyN58803ff/deeedrF27loiIiCH7Wa1WfvCDH/DUU0+xdetW4uLieOqpp2TbJG/T6XR85Stf4c9//vM4HgViLO6/bg4RoQYa2y28uq3S3+GMu9KabiobetFr1bJ8VgSE/3vrOFv31vLJgTqe2lyIe4Z0gg4UPWY7//mX/fzgdzt58qXDDDjkgn2mGLC7+PXfj/DpwXq27Krmr++X+jukaefvH5Xz/ac+55+f3kVlfY+/wwl4v3u1iI/21fLRvlp+/3qRv8O5qOYOKz/+vz38028/509vHpPzl5hwbo/CU5sL+eRAHVv31vJ/b41/2Z+WTiv/NnhcP/16Ea5pfANCTG9TIoF3ps2bN3P77bef9fsdO3aQn59PVlYWAPfccw/vvvuubJvkbXq9nksuuYTQ0PGrGaIoCjabTf4b5X9qxcn91+QA3gvvitp2v8c0nv+9/mk5AKsXJKBVufwez1T7T4wvRVGobur1PW7vtmGxOfwY0czz8f462ru9x3ZNcy97jrX4OSIxWTp6++mznpr1eqKx9wJ7i5Gqbelj99EmwJssfX379LspOJ767S6aOk6tXmloNeNwBvas0C27qukbnDl+/EQHRyvb/RyRmO4sNofvnA1Q3dSLZ5wTx+/vrvGtiCit6aKwQo5rMTVNuRp4hw4doq+vj3Xr1p21rbm5meTkU3UqkpOTaW9vx+VyybZJ3KbVjv9h5XQ6KSkpGffXnUkitQrZiQYqm+384sUDPLA+dszLQgJBr83FnuOtAMyOc8lxIvxOpVKRnRJBRX03APHRIYQa9X6OamY5cxn9NPioE8MUExFMRGgQPeYBAHLSIv0c0fRy5lCaDtcREynYoCUlLpSGNjPgra+n12n8HNWFnfn5KWVJxEQLNeqJjw6htdMKQHZKxLh/tshxLaaLKZfA27x5Mxs3bpyQJJEIXDqdjuzsbH+HMeU9ljzA//frXTR0ODjRY+TG1Rn+DmnMXvqoEkWB/IwILl+1wN/hTEmS9Bx/D9w0l8+PNOJyK1y6IGnafcmta+ljf3ErkWEGLluUgkYTWBP6r1yWSmVDD80dFrJTI1k5zBo8YuoL0mv55p0L2XW0mZAgLasXTJ0GBJX1PRypaCc+ysjq+YH5uZGWEMZli1PYfriRkCAtt66Ta7OL+cZt8/nsSCMqlYo1k9wQ42BpKycae8lNi2RBzvCamF2/OpPGNgtdff0syImlICtmgqMUM51areKR2xfweWETWo2KSy8wTpo6LOwuaiY0RM/lS1LRaYd3/XHtqgzqW8109vZTkB077PEgRKCZUlkwq9XKe++9x+bNm8+5PTExkZ07d/oeNzY2Ehsbi1arlW2TuG0iqFQqjEbpRjlWaUYjD95UwG9eOcLfP6pi9YJUUuLGb6nzZOu3u/hofwMAGy/LkWNEBIwgvZb1y6dnPcbO3n6e2lzoWwbWa3FwS4B9iQ83GfjH+5bidHmGfXEvpo/IsCCuX53p7zBGpLHdwu9fK8Lt8dZlGrC7uCpAa7refFk2N1w6C41aJbNYhsEYpGPDyoxJf99DpW288J73Bt2uoia+srGAubOiL/q8+CgjP3xwhXx+ikllMup9TffOx2xz8NQrhb4mFx09/dyzIW9Yrx8XaeSfH5DjWkx9U+ro3bJlC3l5eb66a2das2YNxcXFVFVVAfDiiy9y/fXXy7ZJ3iYC29Ur0liYG4vD5eFXLx+Z0sWJ399dg9nmJCkmRGbYCDFJmjusQ2o4nV7vL9DIRbqYKupbzb7kHUB1c58fo7k4rUYtybsAd+Znc80IP6vl81MEmtYu25AOtTWj+JyU41pMdVNqBt6rr77KHXfcMeR3Tz75JHFxcWzatAmTycRPf/pTHn74YdxuNzk5OfzsZz8DkG2TuA3gxhtvpLu7G4vFwtq1a1mxYgU///nPx+1YEKOnUql49M6FPPLzbZTUdPH2Z1XcfFlgzZ4ZDofTzRuDxbNvvyIHTQAuNRJiOkqND8UYpPNdRM9OjzrvvtZ+Jx/uq8XucLNuSSrxUTJLVohzmZUUjk6rwenyJsdnj6F2395jzVQ29JKVEi43t2aw5NgQuvu8tSDDTAapBymmvKQYb01h82BjsHN9TvaY7Xy0vw5FUVi/LI3IsKDJDlOICaVSFGXqTr8RM8LRo0cBKCgo8HMk08v7u2t4anMhOq2a//nWWjKTwv0d0oi8t7uG324uJCY8iD/801VyR20MDh48iF6vlzE2SgdKWtlV1ERkWBC3XZ6NMUjn75AmXFuXjUNlbUSGGlg+N+G8M3Ge2lxI5WAzj1Cjnh88sAJDgBdwnwgyxiZPR08/r2+vxO5wc/WKdHKnUNKioc3M0apO4qOMLJ4dN6rXOFzWxnNbin2Pv3BtPkvy4scrxIA1FcZYd98Ar31aiW3AxfplaeRnnv/mx3j4z7/so67FjN3hJjEmhH//xuoJfT8xvU3UGDt+opNPDtQTEqzj1nXZRIQaLrh/Z28/+4tbCQvRs3Je4lm1Qv/ruf2+ZhixkUa+/8VlMltYTAnDzXnIN14hZqgNK9NZmh+P0+Xh5y8cxH7akrhA53J7ePWTCgBuuTxbkndizOpa+vi8sJHmDuuIntfUbuHFD0qpburlUGkrmwePy+kuLsrINZdksGJe4gUvjOtbzb6fzTYHvRb7ZIQnAlBHTz87C5uoauiZ0Pf58zvFFJ/opKqhh/9769iQ5VaBLiUulGsvyRh18g6gvs089HGr+Tx7ivHicnvYV9zC/uIWXG7Pefd74f1SjlV1cKKxh2fePkaf1TFhMQ04XLR12QjSawg36bENOBlwuCbs/YS4GI9H4VBZG3uONfuOxR6znT+/c5wTjT0crWznhfcv3lQtOjyYay7JYNU5Gv04XR5f8g6gvdtGv12OezG9yLdeIWYolUrFt+9eRGSogfpWM8+8dczfIQ3bh3trae2yEWEycHWAFvkWU0dZbRe/fOkwr35SwS9ePEhdy/BrqnT1DXD6RPbO3oGJCHHKmnPaDJOE6BCiZCnLjNTR08//vHiQzZ+U85vNhRwsbZ2w9+rs6/f97HC6sfRPnQTeeMjPiPIl1VUqFXMyL960QIzN/715jL99UMqLH5Ty7DvHz7tfZ++pY9Pl9tBnnbgbGkF6LVkpEb7HWSkRBOmnVOUkMc28/FE5z28p5uUPy/jt5kLcHoU+q31I0rurb2zXUDqteshS8cyk8BmxKkLMLPJJLsQMFm4y8O1Ni/nRH3azZVcNi2bHBXy9nAGHi79tLQPgzvW5ckEqxqyossOXhHO5PRyv7iItIWxYz81OiSAuykhblw1UKlYVBPb4mWz3bsgjJzUSu9PN8jnxaDVy33AmKqvtZuDkLAhFobCiY8KWda4qSOKTA3UA5KRFEhMePCHvE6hyUiN59M6FnGjsZVZy+JQrjzHVDNhdlNZ2+R4Xn+jE6XKj055dKmDV/CTe21UNQEZiOInRIRMa20M3F7D3eAsAK+YmTOh7CXExR8rbfD/Xt5rp6h0gKdZEemIYtYPNKMbjGuqrG+ex51gLKLB8nhz3YvqRb75CzHCLZ8dx82VZvLG9il+9fJhZyeHERQZuofm3PztBt9nuW8InxFglxgz9EpUYPfzjP8ig5dt3L6ayvoeIUAOp8aG+bR6Pwv7iFnosDpbmxxE9wxIJABqNmkskqTnjJUQbQaWCwUT5SMbYSK1fnoal34HbrXDr5dlnLbGaCTKTJHE3WQx6DVFhwXQNzvyMDg8+Z/IO4OoV6eSkRmDtdzI7PQqNRo1twMnuo81oNWpWzU8a15Igep2GNQuTx+31hBiLxJgQX6IuJFhHaIgOrUbNAzfM5fXtVRiDtFy2OGXM76PTynEvpjdJ4AkhuP+6fI5WdVDV0Mt//mU/P3v4UvQBWGi+12L31b77wjV5UvtOjIvV85NwON1UN/WRlx7FwtyR1Z8KNmgpyI456/dvf36CTw/WA/B5YSPfvW8pJqN+XGIWYirJSongC9fkUVjRQWK0ccJKHyiKwu9eLfTVfeuzOviH2xdMyHsJAd5lyl+/dT4f7KkBFVyzMuOC+5+eWHV7FH7zSiHNHRYAyuu6+erNgduEQ4ix+PINc9myqwaH08365WkE6bV4PApPv3GUpnbvGOjqG+Brt8z3c6RCBDZJ4Akh0Gk1fP+Ly3nsfz+lsr6H379WxKN3Lgy4rk1/ebcY64CLzKQwLls09rt0QoD3C9gVS9PG/XVLa04tq7LYHDS0W8hLn9iug0IEqiV58RPeDdU64BrStKGivhu324NGlm6LCRQbGcwXrs0f8fP6rHZf8g4YshRXiOkm3GRg09Wzh/yuz+rwJe/AW25BUZSA+/4hRCCRKxohBADxUUae+MJS1Cr4cF8dH+yp9XdIQ5TWdvHhPm9do6/fOn9GLosSU4fT5SE+yuirrWfQa0mImth6R0LMdEaDltjBEhCKohAXZZQvgsJvLDbHBZuohBr1RIWdKq2QPszaq0JMF6FGHZGhQbjcHhRFIT0hTD6zhbgISeAJIXwWzY7jvuvmAPD060Ucq+rwc0Rebo/C714tAuDKZanSVU8EtLZuG//+7F6OlLej1WpYNieBh29fQESowd+hCTGtqdUq/uG2BSzIiaXf4aa5w8pTmwtxutz+Dk3MMB/vr+OHf9jND5/exaeHGs65j1aj5uE7FrBmYTKXL03lKxvnTXKUQviXRwFjkBazzcmAw811qzP8HZIQAU+W0Aohhrjt8mwq63vYWdTET5/dx88fXTOkML8/vLatghONvYQE6/jS9XP9GosQF/PJgXp6LXZUKnC7PaTGhfp9DI2XyvoePjvSSGiInutWZWAM0p1zP49H4Y3tlZTX9ZCZFMZtV+RIB1oxKSJCDSiKdzYewInGHo6Ut7NszvToRuj2KHy4t5bGdgsF2TEsH+O/q77VzGvbKnG6PNxwaSZ5GbLMf6ycLjfv7Kz2NW15a0cVaxYknXMpd1RYELdenjOs13V7FLburaWp3cL87JizjulPDtSxr7iV2Ihg7rpqNqbgc38+CxEoCivaaWy3EDl4g/PzI03kpEZe8DlDPgOzYlg+2GG5qLKdD3bXEmTQcseVOSRMcJdnIfxFEnhCiCFUKhWP3bOYzt5+Smu7+dc/7ub/fXMtkWFBfomnuqmXFz8oBeArN82TWUwi4OnO+JKm1U7N5SBOl4eWTisRoQZCjXp6zHb+8MZR32wms9XBl288d0J999FmPjvSCEBrl5WYiGCuXDb+dQaFOBedbugYnE4Njz7eX+dtmAAcq+ogwmQgN+3CX3gv5Nl3jtPaZUOtUvHsO8f58UOXEKSXrwdjoVKp0KpVuNzeBJ5Wox7xskDbgJPO3gHio4y+pmIf7atl62l/+/DT/vaVDT28/dkJAFo7rQQbtNyzIW+c/kVCTAytZui4GM5n9SdnfAaGm/REhQXxpzePoVKpUKvg+fdKeOILSyciZCH8bvpc0Qghxo1Bp+GfH1hBUkwIbd39/Osf92CxOSY9DrvTzS9ePITLrbByXgJXLkud9BiEGKmrV6aTlhCGRq1mfnbslJz5M+Bw8auXD/OLFw/y02f2UtnQQ0dv/5CliM2d1vM+v89qH/K41zL5nx9i5rp+VSZJsSY0GjVL8xOYnx3r75DGTcsZ46654/zj8GI8HoXKhh5aO200d1jpNtuxO2S58VhpNWo2XZ1HkEFLsEHHvRvyRlS3t6HNzL8/u49fvHiQ//fXg77rrzP/1q2dNt/Pfdahn7G9lqGfwUIEovnZsSzNT0CjUZMUa+K61ZkXfc6Z1x7l9T38z4uHaGq30tJpxeVW6JNrDjGNyS02IcQ5hZsM/OtXL+Eff/0ZJ5p6+eEfdvOTr62atCUZiqLw282F1DT3EWEy8PDtgdcVV4hzCTXqeWzTYn+HMSbHqjppaPN283Q43XxyoJ77r8snItRAV+8AarWKRbnnT4oszU9gV1Ezln4HwQYdK+dNvSSmmLoiw4Km7eyL/IwoDpS2oVF5m+Pkj2HJa0ObGe1piSUV3nO/GLvFeXEszosb1XO3H2rENuBtftHebeNAaRvrFqewMDeWwsoOUBQMei2zM07NvMzPiCI+OoSWDguoVKyanzQu/w4hJpJareLea/K495rhzxZdkBPL4fJ23zjoszoYsDsx6NUM2N2YbQ5uWZc1gVEL4V+SwBNCnFdiTAg//foq/ul3O6ms7+FHf9jFjx+anCTelp3VfHKgHrVaxRP3LZGls2JSbTtYT0l1F2kJoVy7KhPNDOt6HDJY287jUVCpvEWmPzlQT2fvAHaHm6uWp3HtqvPfKY+NDOa7X1xGc4eFhOgQQo36yQpdTAEej8J7u2uobe4jLyOSK5bK8uqTPB4Fh8t9zmWs+4638PJHZbhcbnIzo7lzfS5xg113RyPYoCM8NIhggxZFgezUiDFEPrNZbA7e2FGF2ergssUpY2q2FRI89G9/8pprYW4c4SYDTR1WclMjiQjV43R50GnVBBu0fPOuRTz1yhHqWsz8/aNyIkwG0hOls63wP4vNwZs7TtBntbN2UQpzZ41+fCzIieUbt86npdNKXkYUx6o6UPCWnFSAIL1Gmt2JaU2W0AohLig9MYyffn0VoUY95XU9fO83n9He3T+h77n7aDN/eOMoAF++Yc60Wv4kAt+R8jbe2lFFRX03H++vY/uhen+HNOnyM6OICguipctGt9nBrKRwPtxbi0atwhik5VBZ+0VfwxSsIyc1UpJ34iw7jjTy0b5aKuq7efuzExwqbfN3SAGhvtXMj/64m+8/9TnPbSnG41GGbH/t00o8HgWDTkNVQ8+Ya9XFRgZz+xU5xEWFkJUaITXTxuClD8s5WNJKeV03z7x9nK6+gVG/1oaVGcyZFU24ycCq+Uksnn1qJl9mUjir5ydxvLqT7/7mc77/28/ZX9wCwImGHpraLWg1KmwDTt7dVT3mf5cQ4+GlD8s5UNJCeV03z75znM7e0X+P2HG4gd+/VsRbO05Q09THmoUpJESH4PYomIJ1BOm1bN1bO47RCxFYZAaeEOKiMpPC+fdvrOJf/7ib2hYzT/x6Bz/6ykoyk8LH/b2KKtv5+QsH8CiwflkaG9fKNHgxuc5MULdNcMI6ENW19NHVN0BSjLeL247DjahUKpTBrooazcyakSjGV3u3bcjjtjMez1Rvf37CV+/scFkby/ITyM88tURWq1FxsrKZSqUaUV2181k9P4nVstxyzE4/ht1uD119A0SNsvlXsEHLVzcWnHd7v93FWzuqUBQFt1vhlY8rWJoff1an7zMbKgnhL+09Q8dHd5+d6PDgEb/OgMPFG9sHj31F4ZWPy1maH89Vy9Np6zr1HnLsi+lMjm4hxLBkJoXz80fXkhpvorN3gCd+/RmfHBjfmUn7jrfw4z/uwenysHJeAo/csUDq3olJV5Adg2FwZotGrR4y+2Gm0unU3LIuG61GjTFIx6arZ/s7JDGFLZodh2bwC5ZBr2VBjsyyBm8NuiGPz/jFpqvzMAbp0Gk13Hp59qTVpBUXt3xOvO/nhOgQ0uJDJ+29TyZyZ6dHcklBEmq1ipiIYG6SG6AiQCzLP1UHNz46hNSE8RkfJ78jLJodx4KcWFQqFUkxJq5ZlTEury9EIFIpJ2+nCxGgjh71LqUsKDj/3Ugxecw2Bz97bj+FFR2Ad5bcgxvnjemLhKIovLnjBM++cxyPR2HZnHi+d/8y9DrNeIUtLuDgwYPo9XoZY6fp7O2nuqmPlDgTCdEh/g7HL17/tJIdRxoJCdLy4E3zyEwKR1EUSaqPgoyxs7V0Wmlos5CZFDaqmRjTUWO7hT+8cZQ+i52l+Qncs2H2OcebjMOzBcIYq6jvxmx1MicziiDDxC5y+uxII29sr0StUrHp6rwhDTPk+BATYaxjrLK+hz6rg/zMKILHMD52FjXx+rZKVCq466rZLM0/lTyXY19MZcPNeUgCTwQ8SeAFHrdH4e8flvG3D8tQFIgMNfDgTfNYszB5xEt6Onv7+d2rRew97q3hsn5ZGo/cscA3O0NMvED44iOGr7XLRkObmYzEiU98OF0etBqVXBCPkYyx6cXl9nD8RCd6rWbIEtfxoCgKLreCTivnwJGYrmOsqqGHXquDORlnJwXdbs+4LaUW4mL8Mcaqm3rpNtvJS4/EGPT/s3efgXGU18LH/7Ndq1Xv3WqW5d67MZhisDHFdEIPCSmQckMCSQhJSIMk976kQIDcUAKXQKgBDLbBBXDvXbYlWb33tto+74e115Z7kTRa6fy+oNXM7hzhnXbmec45OlBAvvtiMDrbnIfUwBNCnDO9TuG2+SMYkxPLX9/aSVVDJ3/8v638e8VBbpqXy8yxyWccPdfW6eTjtSW893kR3U4vBr2O+68ZxYJZmZIsEOIUiitbee7dXXi8PswmA9+7dUKfjhCUJIIQPfl8Ki+8t5vCihYA5oxPYfElub32+YqiYDTIOVD4u6F/8EUx4J92+P3bJmI+5tpKHnSKwezL7VW8u7oQgLgoK/9128RAElu++2IokwSeEOK8jc6O5S8PX8y7q4p4d3UR5bUd/Pfr2/jbu7uYOjKRkZnRZCSFE2Ez4/OptHU6KatpZ/vBBrYdqMft8QEwIiOKb94wjqyU3m+KIUSw21/azLINZVjMesxGPR6vf79xujzsLGwYslN8hegvqqryyfpS9pc2ExcZwsHylkB9uk376no1gScEQEuHgzeWH6DD7iYs1EhdUxcVtR3kpEVqHZoQfa6iroNXPymgy+Em0mamocVOaU07I4b17ohnIYKRJPCEEBfEaNBzy+V5LJydxUdrDrFsfSmNbQ5Wb6tk9bbK0743JzWCxRfnMmtcsgyDF72is9uNTqHHVIuBRFVV3ltdxPaDDSTFhHLXgnxsVtMp1+/sdvPih3txe7wAGI4bERcXae3TeIU4GY/XR6fdTXioacAeu1s7nLz6SQH1LXamjEzgmjnnX9B/S0Edn24sA6Csph2n20eI2T8SKibi/DqNisHB51Np73IRZjWe16ggVVV5//Nith2oJyHayt0LRxJmNfH6sgN0Ody43F6a2ryExNmICjf3wV8gRN9xub10Oz1E2E793d12oJ4PvzyE0aDj1svzyEwO5+/v76bb5cHp8tLQ2k1qvO28uzoLMdhIAk8I0StsIUZuvTyPmy8dzr6SJnYUNnCgrIXapi7aOl0Y9ApWi5G0hDCGp0cxfXQiw5LCZbqs6DVL15eybEMpiqJw4+Gp3APNrqJGvtxRBUCh3cWSdSXcctmpO7p22l2B5B2AyaDj4gmplNS0MyIjukfhciH6Q32LnWff3klbp5P0xHC+ecNYLKaBdzn5wZfFHKpqBWDVlgqGp0Wd9+iN5nZn4GedTmFiXhyqCiajnmsuyuqNcEUQsjvcPPP2TqobOokOD+FbN44957qke4qb+GK7/2Fnp93FR2tKuO2KPFraHUSHW2jtcOL1qVw9O0uavYigcqiqjf/9zx66nW5GZ8dy79WjTnjgY3e4eX3ZfryHZxb88+N9/PTeqXTYXUSHmWnBX3f7tvl5xEfLA0shQBJ4QoheptMpjM6OZXR2rNahiCGkq9vNsg2lwNERDTPGJA24BHG309PztcNzijX94qOs5KZHUVjur7c1e1wKV83M7LP4hDiTFZsraOv0J7TKa9vZvK+OOeNTNI7qRMfva3bn6fe105mQF8cX2yuxO9wYDXqumD6MYUnhFxqiCHIb9tRS3dAJQHN7N6u2VnLjvHObTn3C99ThBmDWuGQ++KKYmAgL6YnhzJ2Y2jtBC9FPPl5XQrfT/33eU9zIgbKWE5r+uNy+QPIO/PuD0aBn6shENu2rJSbCwqT8BKbkJ/Zr7EIMZJLAE0IIEfR0On83Mp/P31jdoNcNuOQdwLjcOL7cXkV1YycWs4FLJqWddn2dTuGB68ZwoLyFELOBzORzrxN5sLyFyvoORmREkxxnO9/QhQDAoO+5Xw3URieXTknnUFUbLreXtIQwRmfFnPdnxUdZ+dGdkymv6yA5NvSsRkLtLGygud3B2JxYGTk1SBmPmzJrOI8ptGNzY/l8u43qhk7MJgPzJvvPCZdMSiMrJYJOu5vh6VGn3c+KKlspr20nNy2KtISwc45BiL5w/P5wsu9wZJiZGWOSWb+7GhSFq2YMA+DWK/KYlJ8QeN/KLeVkJkec1zWQEINN0CTwXC4XTz75JGvWrMFsNpOXl8cf//jHHuv4fD6eeuopvvzyS/R6PZGRkfz6178mIyMDgFWrVvHUU0/h8/kYPnw4Tz75JDabTZb18rKuri6+853vsGfPHrxeL1u2bOntr4MQQvQQYjZw06XDeW91EQa9jtuuOPW0VC2FmA1877aJ1LfYiQozn1WtPr1ex8jM80s+bDtQz6sf7wPgk3WlfP+2iZLEExfkimkZVNR1UNXQyaisWKYcvskaaHJSI/nZfdNo63KREG09r+TKsSJsZsacpo7TsT7dWMbH60oAWLm5gh/eOZnw0FPXuhTBafqYJPaXNVNQ2kx6YhiXTU0/58+wmAx871b/OSHSZiY05Og5ISPxzKM89xQ38o8P94KqotfpeOiW8Wf1PiH62nVzs/nHB920tDuZOTbplA1Ybr5sOBdNSMFo0AUediiKwvD0KIoqW/nLv3egqiqKovDA9WPIy5BGFmJoG5iPTU/ij3/8I4qisGzZMj788EMeeeSRE9ZZuXIl27Zt4z//+Q8ffvghM2bM4H/+538A6Orq4qc//SnPPPMMy5cvJz4+nmeeeUaW9cEyo9HI/fffz8svv9xb//xCCHFG00cn8dSDc/jNN2cN6CncRoOOlDhbvzTa2HuoKfCzx+vj4OGpuEKcrwibmf+6fRJ//M5F3Ldo1HkV7u8vNquJlDjbBSfvztWeY/a7zm4XZbXt/bp90T+MBh1fu24M//3di/jerROxhZzfMf3IOSH0PN6/91ATqP6R516fj/2lcowXA0NiTCg/vXcaf/jOnDN26k6MOfnI5n0lTaiHv9+qqlJQ2twnsQoRTAbuVdcx7HY7b7/9Nt///vcDU6Li4uJOuq7L5cLpdKKqKp2dnSQm+ufMf/HFF+Tn55Od7e9Cdvvtt7NkyRJZ1gfLTCYTM2bMICxMhvELIYSW0uKPGW2nKKTEy+g70TsG4hT1geLYaYwGvY4EKb4+qGm5L6QeN2U2VY7xYoC5kP0jLf7477fcWwoRFFNoy8vLiYyM5LnnnmPdunVYLBYeeughZsyY0WO9efPmsXHjRmbPnk1oaCgJCQm8+uqrANTU1JCScrTIckpKCg0NDXg8HlnWy8sMht7/Wqmqit1u7/XPFUKIweyiCf7C55UNnYzKjCE3LUrjiIQY/K69KJtQi4GmdgfTRiUSHyUJPNE3Zo1NxudTKav1dyYfdQG1HoUYaCbkxeNyeymsaCUrJYLJA7RkgxD9KSgSeF6vl6qqKnJycnj44YfZt28f9957L0uWLCE29ug0qT179lBYWMgXX3yBzWbjj3/8Iz//+c9PqJUngo/b7aagoEDrMIQQIqjodAoXn6FRhhCidxkNOukWLfrNnPEpzGHgdYIWojdMG53EtNFJWochxIARFAm8pKQkdDodixYtAmDkyJGkpqZy8ODBHgm8999/n+nTpxMe7i/eev3113PfffcFPmPt2rWBdauqqoiLi8NgMMiyXl7WF4xGIzk5OX3y2UIMdZIcF0IIIYQQQoiBLSgSeNHR0cyYMYM1a9Ywd+5cKioqqKysDNRfOyItLY3PP/+c++67D5PJxKpVqxg+fDgAc+bM4YknnqC4uJjs7Gxef/11Fi5cKMv6YFlvc7lcgCQZhOhLLpeLrVu3ah2GEIOW7GNC9C3Zx4ToW7KPCaE9RT3S2mWAq6io4Cc/+Qmtra0oisK3v/1t5s+fz09/+lPmzZvHpZdeisvl4oknnmDr1q0YDAbi4uL45S9/SVqaf/rQihUr+MMf/oDX6yU3N5ennnoq0GhBlvXuskWLFtHS0kJjYyPx8fFMmzaNP/zhD+f1b3/kRGEymc7r/UKI0zuSJJd9TIi+IfuYEH1L9jEh+pbsY0L0rSP72KRJk067XtAk8MTQtXv3bgDGjBmjcSRCDE5bt27FZDLJPiZEH5F9TIi+JfuYEH1L9jEh+tbZ5jx0/RGMEEIIbTS3O6hp7NI6DCGEGPS8Xh9VDZ102F1ahyJEn6lrttPQ0q11GEKIftTW6aSqoROvT8Z+aS0oauAJIcRAUlDSTElNG7lpkeSmRWkdzimt21XN2ysLUVWViSMSuPOqfK1DEkKIQcnt8fLs27sorWnDaNDz1WtGkZcRrXVYg87W/XXUN9sZkxNLanyY1uEMOe9/XsTn2yoBuGpmJldMy9A4ItHbZB87d/tKmiitaWd4WhQ5aZFah9Pr9hQ38sqSfXi8PrJTI/nG4rEY9DIOTCvyf14IIc7B7qJGXnh/F59uLONv7+yisKJF65BO6ZP1pRypkrBtfx11zXaNIxJCiMFpX0kzpTVtgD+Z99nmCo0jGnxWb63gtU8KWL6xjD+/uYN6Oaf1K7vDHUjeASzbUIpPRuMMKrKPnbudhQ38/f3dfLqxjGff2UlRRavWIfW6TzeV4/H6ACiubKWwvFXbgIY4SeAJIcQ5OFh+NGGnqioHB/BJLNRiDPysKApmo17DaIQQYvA69ngLYDXLJJfeduCY86/b46Wkuk3DaIYeo0GH0XD0OsJiMqDTKRpGJHqb7GPn7vj7goH8YP98WS2G074W/UsSeEIIcQ6GJYf3eJ153OuB5CtXjiAxJpQIm5lbL88jMsysdUhCCDEo5aRFcvm0DMJDzWQmR3DdxdlahzToDEuKCPys1+tIS5Tpff3JaNBz54J8osNDiIuycvfCkVqHJHqZ7GPnLjM5osfrY/8fDhY3zsslIymc8FAzC2ZmkpE0cO99hgJJnwohxDmYNCIBgNLqdnLTIxmZGaNxRKeWlhDGI3dN0ToMIYQYEhbMzGTBzEytwxi0Lp+ajtVioL7ZzrjhcSTH2rQOacgZkx3LmOxYrcMQfUT2sXM3Of/wfUFNO3npUeRnDr7apzERIXzv1olahyEOkwSeEEKco0kjEgKJPNE7qhs62VXUSEuHE6vFwPC0KEYMi0JRZHqOEEII0OkU5oxP0ToMIQYt2cfOz+T8hEAiT4i+Jgk8IYQQmqlp7OKF93ezpaDuhGWJMVZuuyKPiyemSZ0dIYQQQgghxJAmCTwhhBCa2Lq/jqf+uZlupxedAqOzY0mOs9HW6WTHwQZqm+z8v39tZ+WWCn7wlUlEhVm0DlkIIYQQQgghNCEJPCF62ZaCOpZtKCXEbODWy/NIjpP6EUIcb9O+Wn7z0iZ8PpVRWTF85+bxPfYVh9PDR2tLeOPTA+wsbOR7/7OaJ74+UwrnCiHEEFRe286bnx3E7fGxcFYm43LjtA5pSCqpbuPtFYW4vT6uvSibUVkDtw6wEOdr76Em/vNFMQa9jpsuzT2hUYUQWpIutEL0otYOJ/9avp/G1m4q6jr4v6X7tQ5JiAHnUFUbf3h1Cz6fytwJqfzqgZknJLotZgM3zsvl/31vLmkJYTS3O3n0mTUcKGvWKGohhBBaeWVJAdUNnTS02HntkwLsDrfWIQ1JL3+0j+pG/7/DK0v24XB5tA5JiF7ldHt5Zck+Glrs1DR28vJH+7QOSYgeJIEnRC9yuDz4fGrgdWe3XGAKcSyn28sfXtuCw+Vl/PA4vnfbBIyGU5+K0hLC+P2DsxmREUVnt5uf/30DZTXt/RixEEIIrXUdk7DzeH04XV4NoxmaVFXt8e/g9nhxe3waRiRE73O7vbg9R48vXQ43qqqe5h1C9C9J4AnRixKirYzJOTytQ1G4bGq6tgEJMcC89kkBlfWdRIWZ+dGdkzHoz3wasllN/OqBmeQPi6ar283jL6ynvtneD9EKIYQYCC4/5npqUn4CUeFSE7W/KYrCZVOO/jtMH5NEmNWkYURC9D6b1cSMMcmB15dNSUdRpJGaGDikBp4QvUhRFO5ZOJLK+g4sZgPxUVatQxJiwCirbeeDL4oBePDm8ed04W8xG/jZV6fx6DNrKK/t4NcvbeT3D87BYpbTmBBCDHaXTklndHYsLreXtIQwrcMZsq6cMYzxw+PweH2kxsu/gxicbr5sODPHJmHQ60iMCdU6HCF6kBF4QvQynU4hPTFckndCHOflj/bhU2Hm2CSmjkw85/eHWU384v4ZRNrMlFS38+d/75BpDUIIMUQkRFsleTcAJMaESvJODHqp8WGSvBMDkiTwhBBC9LldRQ1sKahDr1O4e8HI8/6cuKgQHr17Cnqdwpc7qnhvdVEvRimEEEIIIYQQA5Mk8IQQQvS5f392EID50zNO6Dh7rkZlxfC168YA8MrHBewrabrg+IQQQgghhBBiIJMEnhBCiD5VVNnKzsJGdDqFGy7J7ZXPXDBzGBdPTMXnU/nj/22lw+7qlc8VQgghhBBCiIFIEnhCCCH61Pur/Y0rZo9LJj66d2pDKorCN28YS1JsKA0t3fxF6uEJIYQQQgghBjFJ4AkhhOgzja3dfLmzCoDFF+f06mdbLUZ+dMdkDHqF9btr+HhtSa9+vhBCCCGEEEIMFJLAE0II0WdWbC7H51MZlRVDdmpkr39+Tlok91w9CoD//WAvh6raen0bQgghhBBCCKE1SeAJIYToEz6fyqebygG4Ylp6n23nmjlZTBmZgMfr4/evbqHb6emzbQkhhBBCCCGEFiSBJ4QQok/sLm6krtmO1WJg5tjkPtuOoih895YJxERYqGro5Pn3dvXZtoQQQgghhBBCC5LAE0II0Sc+3egffXfRhFQsJkOfbivCZuYHX5mEToEVmytYtbWiT7cnhBBCCCGEEP1JEnhCCCF6ncPlYcPeGgAum5LWL9sckx3LrZfnAfC3d3ZS3dDZL9sVQgghhBBCiL4mCTwhhBC9bmtBPU6Xl/hoK8PTo/ptuzdfnsfo7Bi6nV5+/9oW3B5vv21bCCGEEEIIIfqKJPCEEEL0ujU7qwCYMy4ZRVH6bbt6ncIPbp9EmNVEcWUbrywp6LdtCyGEEEIIIURfkQSeEEKIXuVwethcUAfA7HEp/b792MgQvnfbBAD+80Uxm/bV9nsMQgghhBBCCNGbJIEncDqdfOtb32L+/Plcc8013HvvvZSVlQFw5513Mm/ePK699lquvfZaXn755cD7mpqa+OpXv8oVV1zB1VdfzebNm89qmRBicNuyvw6ny0tCtJXs1AhNYpg6MpFrLsoC4Ol/bae+2a5JHEIIIYQQQgjRG/q2LaAIGrfccgsXXXQRiqLw2muv8dhjj/Hqq68C8JOf/ITLLrvshPf88Y9/ZPz48fzjH/9g165dPPjgg6xYsQKj0XjaZcGuqLKVkqo2ctIiyUzWJjkhxEC2bpe/ecXsfp4+e7x7Fo5k36Emiirb+M3Lm3jqwdl93g1XCCEGu5YOB9v21xMWamLyiAR0Ou2O86Jv7CxsoKHFzujsWBJjQrUOR4hesbuokbrmLkZlxZIUK99rEZzkTkZgNpuZO3du4PW4ceN48cUXz/i+pUuXsnz5cgDGjh1LfHw8mzdvZubMmadddj5UVcVu134EzYHyVl7++ACoKoqicP+ifLJSwrUOS4gBw+P1sW2/f/rs9DFJmsZiNOj58d1T+f7Tn3Ooqo2//nsnP/jKRE2TikIIEczsDjd/emM7bZ1OAKobOrlubo7GUYnetHpbJf/5vAiAzzZX8MM7JhETEaJxVEJcmDU7q3hnZSEAn24q5wdfmUR8lFXjqIQ4d5LAEyf45z//ybx58wKv//jHP/KnP/2J7OxsfvCDH5CWlkZLSwtut5u4uLjAeikpKVRXV5922flyu90UFGhfjH7tvg66u7sDr7/YfABnu03DiIQYWApKm+lyeAgPNZGb1n/dZ08lPtrKo3dP4bHn1vH59kqyUyO4/mK52RRCiPNR3dAVSN4B7Ctp5rq5p3mDCDoFJU2Bn50uD8VVbZLAE0FvX0lz4GeX20txZZsk8ERQkgSe6OG5556jvLw8UOvu97//PUlJSaiqyv/93//xwAMP8PHHH/d7XEajkZwc7W+6HfoGiuuLA68nj80mPytaw4iEuHC9mRzfss8/+m7SiHj0A2Ra1ZjsWL527Wief283L3+0l5R4G1NHJmodlhBCBJ24qBDMJgNOlweA9MQwjSMSvS09MZyD5S0A6HQKqXHyoFoEv/SEsEByWlEUUuPley2CkyTwRMA//vEPli9fzssvv0xIiP9JW1KSfwqcoijccccdPPXUU7S0tBAVFYXBYKChoSEw0q6qqork5OTTLjtfiqJgtWr/lGTW+AwMBhOHqtrITY9icn6C1iEJMaAc6T47JX9gJcgWzsrkUFUbn24q5/evbuG335zF8HTtRwgKIUQwibCZ+dYNY1m3u4bwUBOXTUnXOiTRy66cMYwQs5665m4m5sWRLAk8MQhcMS0Dk1FPXbOd8blxpCXIwwcRnCSBJwB46aWXWLJkCS+99BLh4f6abh6Ph9bWVmJjYwFYtmwZsbGxREX5b3qvvPJK3njjDR566CF27dpFXV0dU6ZMOeOyYDdtdBLTRmtb20uIgaiu2U5FXQc6ncKEEfFah9ODoih868ZxNLX7i6//8n838IfvzCE5Vm5MhBDiXKQnhpOeKPV/Byu9TmHeZEnMisFFp1OYNzlN6zCEuGCSwBPU1tby5JNPkpaWxl133QWAyWTilVde4etf/zputxtFUYiKiuJvf/tb4H0PP/wwP/rRj7jiiiswGo384Q9/CHSZPd0yIcTgtGVfLQD5w6KxhQy8/d2g1/HoXVP4ybNrKKps4+cvrOf3D84hKtyidWhCCCGEEEIIcVqSwBMkJiZy4MCBky579913T/m+2NjYU3arPd0yIcTgtGV/PQBTBvDU8hCzgcfvn86P/vIltU12fvrcOn77zVlEhpm1Dk0IIYQQQgghTkmndQBCCCGCn8frY++hRgAm5A2s6bPHiwqz8MTXZxITYaGiroPHnlvbo6uiEEIIIYQQQgw0ksATQghxwQrLW+l2egmzmhiWNPBrIyXFhvLbb84iOtxMWW0Hjz23jvYul9ZhCSGEEEIIIcRJSQJPCCHEBdtZ1ADA2JxYdDpF42jOTnKcjV9/wz99trSmXUbiCSGEEEIIIQYsSeAJIYS4YLsK/dNnx+XGahzJuUlLCOM335hJpM1MSXU7jz23jtYOSeIJIYQQQgghBhZJ4AkhhLggDpeHgtJmAMblxmkczblLTwznt9+aRdThkXg/+dtaWjocWoclhBBCCCGEEAGSwBNCCHFB9pc24/H6iI2wkBQbqnU45yUtIYzffmsW0eH+xhY/eXYtze2SxBNCCCGEEEIMDJLAE0IIcUF2Hp4+OzY3DkUJjvp3J5MaH8bvvj2L2AgLlfWd/OTZNTS1dWsdlhBCCCGEEEJIAk8IIcSF2XW4gUWw1b87meRYG7/79mziokKoaujix8+spaFFknhCCCGEEEIIbUkCTwghxHmzO9wUVbQCMDYn+OrfnUxiTCi/+9ZsEqKt1DR18eNn11DfbNc6LCGEEEIIIcQQJgk8IYQQ521/WQs+FRJjrMRGhmgdTq9JiLby22/NIikmlLpmOz9+dg21TV1ahyWEEEIIIYQYoiSBJ4QQ4rztK2kCYGRmjMaR9L74KH8SLzk2lPqWbn787FpqGiWJJ4QQQgghhOh/ksATQghx3gpKmgEYmRmtcSR9IzYyhN9+axap8TYaW7v58bNrqG7o1DosIYQQQgghxBAjCTwhhBDnxeP1sb+sBRicI/COiIkI4bffnEVaQhhNbQ5+/OwaKus7tA5LCCGEEEIIMYRIAk8IIcR5OVTVhsvtJcxqIjXepnU4fSoq3MJvvzmLjMQwmtud/OLvG2jrdGodlhBCCCGEEGKIkASeEEKI83K0/l00iqJoHE3fiwwz85tvHm1s8duXN+H2eLUOSwghhBBCCDEESAJPCCHEedk3yOvfnUyEzczPvjoNq8XAvpJmnn17F6qqah2WEEIIIYQQYpCTBJ4QQohzpqrqoO5AezppCWE8cucUdAp8trmc5RvLtA5JCCGEEEIIMchJAk8IIcQ5q27soq3ThcmgIzs1Qutw+t3EEfHctWAkAC+8t5uS6jaNIxJCCCGEEEIMZpLAE0IIcc72HfKPvstNj8Jo0GscjTauvziHSSPicXl8PPXPLXQ7PVqHJIQQQgghhBikJIEnhBDinO0vawEgf9jQqX93PJ1O4fu3TSQ63EJVQycvfbRX65CEEEIIIYQQg5Qk8IQQQpyzg+X+BN7w9CiNI9FWhM3Mf90+EYBP1pWys7BB44iEEEIIIYQQg5Ek8IQQQpyTbqeH8tp2APIyhnYCD2BcbhxXzRwGwJ//vUOm0gohhBBCCCF6nSTwhDgJn09l76Em9h5qwudTtQ5HiAGlqKIVnwqxkSFEh1u0DmdAuGfhSOKjQqhvtvPPj/dpHY4QYghrautm24F6Glu7tQ5FaEiuZcVQdOR7v6e4Ub73YlAyaB2AEAPRa0sL2H6gHoAJeUe7TQoh4MDh6bN5Q3z67LGsFiMP3Tyenz2/no/XlnD51AyyUoZed14hhLYq6zv4y7934HJ7MRr0PHjTONITw7UOS2hArmXFUPT6sv1s3V8HwNicOO5dNErjiIToXTICTwwpze0O/vc/e/jzm9vZV9J00nWcbm/gggdg+4F6nG5vf4UoxIAn9e9ObvzweOaMT8GnwnPv7kJV5cmvEKJ/bTtQj+vwNYvb42X7wdPX5axt6uL593bx17d2cKiqrT9CFH1k3a5q/vTGdl5ftp/WTqdcy4oh5UBZM396YztLN5Ti8foA2FXUIGVNxKAjCTwxpLz6cQF7DzVSUt3GSx/upb3LdcI6JoOOcJs58Do81IxRL7uKEACqqnKgrBmQ+ncnc9+iUVhMegpKm1m1tULrcIQQQ0xsRMhpXx/vxQ/3sr+0meLKVv7+n92B5J8ILiXVbby14iClNW1s3lfLsvWlhIcecy1rM2MyyLWsGJy6ut3844O9lNa04fb4aGpzAGCzmjAb9RpHJ0Tvkim0Ykhp7nAEfvZ4fXTYXYSHmnqsoygKD1w3hg/XHALg6tlZ6HRKv8YpxEDV2Oqgud2JTqeQnSpTRI8XGxnCLZfn8cqSfbz00T5mjEkmxCynWiFE/5gxJom2LhdFFa1kp0YwY0zSaddvbj96XeRwerA7PJjkhjfotLQ7e7xuanfwwPVHr2UXzc5CUeRaVgxOHXYXbo//4UNcZAhdDg8jMqJZODtT7uHEoCN3FQKn08n3v/99iouLMZvNxMTE8Itf/IKMjAyampr40Y9+REVFBSaTiZ///OdMmTIF4LyXaWnmmGSWri8BIDM5gsRo60nXS46z8cD1Y/szNCGCwpHps8MSw7GY5BRyMtdelM3yjWXUNHbx/ufF3HZFntYhCSGGCEVRuGrGMJhxduvPHJPElzuqABiVFUuEzXSGd4iBKC8jiujwEJrbu1EUhRmjk+RaVgwZ8VFWctKiKKpowWjQcdOluSyYmal1WEL0Cbn7EgDccsstXHTRRSiKwmuvvcZjjz3Gq6++yh//+EfGjx/PP/7xD3bt2sWDDz7IihUrMBqN571MS/OnZzA8PZKubjd5GdHoZWqsEOfkSAOL4TJ99pSMBh13XpXP71/dwnurC7lqxjAiw8xnfqMQQvSzxZfkMiYnFrfHx4iMaBmlFaRCQ4z84CsTKa5sIybSQnKsTeuQhOg3Op3CA9eP4UBZCxaTnuzUSK1DEqLPSAJPYDabmTt3buD1uHHjePHFFwFYunQpy5cvB2Ds2LHEx8ezefNmZs6ced7Lzoeqqtjt9gv5MwMSIo0QacTtcuA+sQSeEOI0DgY60EZqG8gAN2tsMjlpkRRVtPLmpwd4YLGMghBCDEy5afJAZjCwWoyMyYnVOgwhNGHQ6xiVFaN1GEL0OUngiRP885//ZN68ebS0tOB2u4mLiwssS0lJobq6+ryXnS+3201BQcF5v18IceG8Xh9Fla2AdKA9E51O4Z6FI3nsuXV8sr6Uay7KJik2VOuwhBBCCCGEEEFKEniih+eee47y8nJefvllHA7Hmd/QT4xGIzk5OVqHIcSgdLbJ8bLaDpwuL1aLgdT4sD6OKviNy41jYl482w7U88anB/j+bRO1DkkIIYQQQggRpCSBJwL+8Y9/sHz5cl5++WVCQkIICQnBYDDQ0NAQGE1XVVVFcnIyUVFR57XsfCmKgtV68oYT/cHj9QH+4dlCDFVH6t/lpkVKV6+z9JUrR7DtQD2rt1Vy2xV5JMbIKDwhxKk53V5MBp3UohO9xuHySNMpMai4PV70Op1ci4ohSbIRAoCXXnqJJUuW8NJLLxEeHh74/ZVXXskbb7wBwK5du6irqwt0kz3fZcFm7c5qHvnrlzz6zBo27a3VOhwhNFN4pIGFTJ89a8PTo5iYF4/Pp/LWikKtwxFCDFBer4///c8eHv3rl/zqxY3UN/dO3V8xdHXaXfzhtS38+Jk1/L9/bcPucGsdkhAX7N1VhfzoL1/ys+fXBcq6CDGUSAJPUFtby5NPPkl7ezt33XUX1157LTfddBMADz/8MNu3b+eKK67gxz/+MX/4wx8CnWTPd5nWOu0uOu1n173C5fbyzqpCfD4Vr9fHWysO4vOpfRyhEAPTkQul3LRITeMINrdengfAyi3lclMuhDipnUWN7D3UCEBLu4OP15Wccl23x0dzu0OuR4agc/m3X72tkuqGTgDKa9tZu/P8a1ELMRBU1HXw5Y4qVBXau1y8t6pI65CE6HcynlqQmJjIgQMHTrosNjY20JG2t5b1t7ZOJw2t3aTG2Vi3u5oP1/gviq+Zk8Ulk9I0jk6I4OByeymv7QAgOzVS22CCTH5mNONyY9lZ2Mjbqwr51g3jtA5JCBGkdhU18Non+3G5PWQkRfDNG8bK9Mghorapi7+9s4v2LifpieEn/bd3e/zn6sgws0ZRCtG33B4fDa3deL0qdoc7MEXc4fJQWd9JbESIfP/FoCZnfDGolVS38dy7u3C5vUSGWWhu6w7US/jwy0PMHpeC0XDqgagmo54bLsnl3dWFKIrCTZcOl3oLYkgqrWnH61MJDzURFxmidThB55bL89hZ2MinG8u55bLhxETI/0MhxFHjcmLZlhXL3kONRIVbWDAz84R1lq4v5fVl+7E7PFgtBhSlna3765k19vxrDIvg8dnmctq7nIB/RN22/fXMPObf3uHy8Jd/76C6oRO9TsfNl+WSHGejuqGT9MRwZo9P0Sp0IXpFWkIYUWEWapvs6HT++7QtBXWMHx7P0//aRlNbN0aDnq9fP4YcedgsBilJ4IlB7csdVbjcXsA/JcVxuIMm+BtSnE0ybta4ZKaNTkQB9NLEQgxRR6bP5qRGSnH18zAmO5b8YdEUlDazZG0Jdy0YqXVIQogBRK/Xcf+1o0/bxGLllorA7+0ODxE232kfQorB5fh/a5NR3+P1gbKWwJRZr8/Hpn11/PCOyTjdXszHrStEsBqbG0uH3Z/IVhQFo17HzsIGmtq6Af8o1DU7qiSBJwYtOeuLQS081BT4WVHg8mkZhJiNWC1Gbp+fh/4sR9MZ9DpJ3okhraiiFYDs1AhtAwliiy/JAeDjdaV0Oz0aRyOEGIjMRv0pH5KEWU1E2EyYjDoUHYzPjWfSiIR+jlBo5crpw0hLCEOv1zEhL54JefE9lodZTT1eH7kGluSdGEzmTx9GRlIEBoOecblxTM5PIMzas8768fuCEIOJjMATg9rFE1OpauiitcPBmJxYrpqRyY3zcrUOS4igU1zZBiBPNC/A1JGJJMeGUt3YxWebylk0J0vrkIQQA4zd4aaz201sRMgJswTuuXokb604SHKcjUWzsxiVFdMr2/R4feh1ioyuHmDcnp4jLCNsZv7r9kmB1y0dDnSKQoTNX+8rKyWCRXOy2LCnlpgIC9fNzen3mIXoa+GhJu65emSP7/7YnDgumZTGnkNNJMWEctXMYdoGKUQfkgSeGLTKa9t5/r3d2B1uUuPDOFjeyqotX5CeGM4D14/BahkYXXGFGOhcbi9lte2AJPAuhE6ncO3cbP72zi7+80UxC2YOk5G9QoiAwooW/vHBXpwuD7npUTxw3Zgex4i0hLAeCZze8OGXh1i1tYIQs4F7F42SY/wA0Nrh5Ln3dlHX1MWIjGjuu2b0CdNnl6w5xGeby0FRuPaibC6emArAvMnpzJucrkXYQvSLT9aVsHxjGSgK18zJYtqoRJ5/bzflte2kJ4Zzy+XD5R5PDGpy5yAGrU83lWN3uAHYW9LEwbJmwJ/Y+2J7lZahCRFUjjSwCLOaiIuS5gsXYt7kNMKsJuqa7azfU6N1OEKIAWTZhjKcLv/0+sLyFgpKm/t0e9WNnazcUo6q+rs5vrOysE+3J87O8o1l1DV1AbC/rJnN+2p7LLc73P7kHYCq8tGaQ/h8an+HKUS/czg9/uQdgKqyZE0Jq7dVUn74IbPc44mhQBJ4YtDqUfNDpcfUEFWVCx0hzlZxoIFFhEyxukAWk4EFs4YB8N7qIjkWCSECjq9VZjH17USZ4w8/cjgaGI4/L/iOe63TKT1GZpqN+rNqyiZEsNPrFQzHfPeNRt0J+4tcV4nBThJ4YtC6enYW6YnhmE0G5k1OIzvFX3w/OdbGnAmpGkcnRPAoOlL/Li1S20AGiYWzMjEadBwsb+3zETZCiOBx3dwckuNsmE0GLpmU1ufH3JQ4G7PHpQBgNhm47uLsPt2eODuXTU0nJsI/2j0zOYKpIxN7LLeYDNx+xQhsISYibGbuuDJfizCF6HdGg57b54/AZjURfvi7P3dCKkmxNkDu8cTQIDXwxKAVGWbm+7dNDLxWVZVup4cQs0FGEQlxDooOj8DLltpIvSIqzMLFE1P5dFM5S9aWMDKzdwrRCyGCW1xUCD+8Y3K/bvOGebksnJWJwaDrMbJFaCcmIoSf3DMVh8tzylpeE0fEM3FE/EmXCTGYnawD8w/vmCT3eGLIkDO1GDIURcFqMcqBXYhz4PZ4A7VFpLh571kwKxOAtTuraW53aByNEGIos5gNkrwbYHQ6RQrxC3GW5B5PDCVythZCCHFKpTXteLwqYVYj8dLAotfkpEaSPywar09l2YYyrcMRQgghhBBCDHCSwBNCCHFKR+rfZadGypPNXrbw8Ci8petL8Hh9GkcjhBBCCCGEGMikBl6QKSkpYdmyZezbt4/6+nqcTidms5n4+HhGjhzJFVdcQVZWltZhCiEGiaMdaCM1jWMwmjk2mcgP9tDc7mT97hrmjE/ROiQhhBBCCCHEACUj8IKE1+vll7/8JQsXLuTpp59m165deL1eQkND8Xq97Nq1i6effpqrr76an//853i9Xq1DFkIMAkWSwOszRoOOK6cPA2DJ2hJtgxFCCCGEEEIMaDICL0g8++yzvPnmm3z961/n9ttvJz7+xM5T9fX1vP7667zwwgvExsby0EMPaRCpEGKwcHu8lNX4G1hkp0ZoHM3gdOWMDN5acZC9h5ooqW4jM1n+PwshhBBCCCFOJCPwgsS7777LV77yFb73ve+dNHkHEB8fz/e+9z1uv/123n333X6OUAgx2JTVdODxqthCjCREW7UOZ1CKiQhhxpgkQEbhCSGEEEIIIU5NEnhBoqmpieHDh5/Vunl5eTQ3N/dxREKIwS4wfTZNGlj0patn++uWrtpaSWe3W+NohBBCCCGEEAORJPCCRE5ODh9//DE+3+k7FaqqypIlS8jOzu6nyIQQg5XUv+sfIzOjGZYUjsvtZeXmcq3DEUIIIYQQQgxAUgMvSHz729/mwQcf5MYbb+Tmm29m1KhRxMfHYzQacbvd1NfXs2fPHv79739z4MAB/vKXv2gdcp9ZvrGMLQV1JERbue2KPKwWo9YhCTEoSQKvfyiKwoKZw3j2nV18vK6ERXOyZMSjEEGsrdPJG58eoLndwayxyVw0IVXrkMQg5fZ4+fdnhZTVtpM/LJprL8pGp5PzhxgcvD6Vd1cVUljRSnZKBDfMy8Wgl/FHYmiTBF6QuPTSS3nuuef4/e9/zy9+8YuT3typqkpWVhbPPvssF198cf8H2Q/2lzbzyTp/naiGFjsffmnklsvzNI5KiMFHGlj0r7kTU3npo31UNXSxq7CRccPjtA5JCHGe3l1VxP5SfymT91YXMSwpnPTEcI2jEoPRis0VbCmoBfzXxcmxoUwbnaRxVEL0jnU7q1m3qxrwf7/joqzMm5ymcVRCaEsSeEFk7ty5zJ07l6KiIgoKCmhoaMDhcGCxWIiLiyM/P5+cnBytw+xT7XZXz9ddrlOsKYS4ENLAon9ZLUbmTU5jydoSlqwrkQSeEEHs+GsTuVYRfUW+a2Iwa+9yHvdavt9CSAIvCOXk5Az6RN2pjM6KIT7aSn2zHYNex5wJKVqHJMSgdOz0WZnO2T+umjmMJWtL2Li3lsbWbmIjQ7QOSQhxHi6emMo/P2nH51NJjQ9jeHqU1iGJQWrm2CS2H6zH4fQQHmpmUn6C1iEJ0WumjEpkw55aOrtdWC1Gpo9O1DokITQnCbwgdP/993Pttddy+eWXY7FYtA6nX1ktRr5/20Qq6zuJCbcQFT60/n4h+suRBJ5Mn+0/GYnhjM6OYU9xE8s2lPGVK0doHZIQ4jyMGx7Hj+On0trpJCMxHKNBajaJvpEaH8aP755K/eHps1IXWgwm8VFWHrl7CrWNXSTGWLFZTVqHJITm5IoiCFVUVPDDH/6QmTNn8sgjj7Bu3TpUVdU6rH5jMRnISY2U5J0Qfaj4yAi8tEhN4xhqFszMBGDZhlI83tN3HRdCDFyxkSHkpEZK8k70ufBQEzmpkZK8E4OSLcRITlqkJO+EOExG4AWhZcuWsWvXLj744AOWLl3KBx98QGxsLFdffTXXXHMN+fn5WocohAhibo+P0poOQDrQ9rfpo5OICjPT0uFkw54aZo+TMgFCCCGEEEIIGYEXtMaOHctjjz3GF198wQsvvMD06dN58803Wbx4MVdffTV///vfqa2t1TpMcYyGlm52FzdKAVYx4JXVtuPx+qSBhQaMBh1XTM8A4OO1pdoGI4TG3B4few81UVbbrnUoQmhGVVUOlrdwsLxlSM24EYNfV7ebPcWN1DXbtQ5FiKAhI/CCnE6nY86cOcyZM4f29nYef/xxli5dyn//93/z//7f/2Pq1Kncc889XHzxxVqHOqQVVbby/Lu7DidFTHzvtgnEREiBeuG37UA9yzeWYQsxcvOlw4nXOGnW3OYAYHh6lDSw0MCV04fx1opCdhc3Ul7bTnpiuNYhCdFrfD6V91YXcaC8hczkCG6cl3vSaaYer49n3t5BWY0/ebdoThbzJqf3d7hC9Iuqhk7eXlGIy+1lwaxMRmXFBJa9vuwAWwr8D+Un5Sdwx5Uy00YEv/YuF//z+lbaOp3odTruXTSqx/d+IKuo6+DtlYV4vD6unpVFfma01iGJIURG4A0CW7Zs4fHHH+fyyy9n6dKl5Obm8sMf/pBHHnmE5uZmvvnNb/KnP/1J6zCHtE17awP1rDq7XewsbNQ4IjFQtHQ4+L+lBdQ1dVFc2cr/LduvdUiMzY3l3qtHcf+1o7UOZUiKjQxh2ih/p7VP1pVqG4wQvWzd7mrW7KyiocXOpr01fLG98qTrVdV3BpJ3AGt31vRXiEL0u1eW7KO0po3qxk5eWbIPu8MNgMvtDSTvALYW1OF0e7UKU4hes/dQE22dTgC8Ph8b9gTPMf7FD/dSXttOdUMnLy/Zi8Pl0TokMYTICLwgVVRUxAcffMBHH31ETU0NMTExXH/99Vx77bU9auDdfffd/OxnP+P111/nu9/97kk/69e//jUrV66kqqqK999/P/D+efPmYTQaA51uH3jgARYsWABAaWkpjz76KC0tLdhsNp588klyc3PPuGyoOr7hRnS4WaNIxEDT1e3G5zs6JWYgTLG2mAwsviRH6zCGtAUzh7F+dw0rtlRw18KRhJjldC0Gh47jjnGnOuaFh5rQ63R4ff6HX1Fy3hSD2LH7gdvjpdvpwWoxYtDrsFlNdNr9y21WE0a9jL8Qwe/4e6GosOBpTnhkfwR/kt3p8mIxyXWa6B/yTQtC1157LQcPHsRkMnHppZfy85//nDlz5qDTnfyEPm3aNN56661Tft78+fO5//77uf32209Y9vTTT5+0Kcbjjz/OzTffzOLFi1m6dCmPPvoo77zzzhmXDVWXTUmn0+6ioq6DUVmxjB8er3VIYoBIjrUxIiOa/WXNoChcMilV65DEADA2J46UuFCqGrpYva2Sq2YM0zokIXrFlJGJrNtdQ6fdhdViZNroxJOuFxVu4a6F+azaUkloiJEb5slDBTF4XTIpjaXrSwAYlxtH9OEHvzqdwteuHc2Ha0pQVZVr5mSh00lpCxH88jKiuXZuDtsP1JMYE8qCWcO0DumsXTwpjc82lQEwaUQCETZ5wCT6jyTwglB4eDhPPPEEV111FTab7YzrX3rppaxYseKUy6dMmXJO229qamLPnj28+OKLgD8B+Ktf/YqysjJsNtspl2VkZJzTdo6lqip2+6kLnHq9Pt5cUUxBaQvJcaHcOX84NqvxvLfXFxbOOJqYOd3fIoaer1yRTVltPFaLgYRoq3w/BDqdwlUzM/nf/+zh47UlXDk9Q+oRikEhNjKER+6aQm1jFwkxVsKsplOuOzYnjrE5cf0Y3dlZt6uaD748hNmo5ytXjmB4epTWIYkgN396BqOzY3C5vQxLCkdRFKoaOnnpw720d7m4ZHKaPMgRg87FE1O5eOLJH1zXNHbx0kd7ae1wctGEFK6endXP0Z3awlmZjMuNxe3xMSxJ6hSL/iUJvCD06quvntP6Xq+Xv/71r9x///1kZ2ef03t/9KMfATBmzBgefvhhoqOjqampIS4uDoPB//VRFIWkpCSqq6sJCws75bILSeC53W4KCgpOuXx/ZTeb9vpr5RzosvOvT7qYPTLsvLcnhBYcbdBcp3UUYqC4dHIa//y4gNKadvaVNAdNcWchzsQWYiQnLVLrMM5Lh93F2ysLUVUVp8vD68v284uvzdA6LDEIpMT1fCj/9opCmtq6AVi+oZQx2TGkxsu1rRga3llVSEOL/4H2is3ljM6OHVDJMtkXhVYkgTcEOBwO3n//fa655ppzSuC99tprJCcn43a7efrpp3nkkUf4+9//3oeRnprRaCQn59TTZ1o9tYQUHa1HEBUdQ37+uSUrhRiqTpccF9qxWU3MnZDCp5vK+XhdiSTwhBgAvF4VVT1at9Tt8WkYjRjMXJ6ezSrkuyaGkuO/7y5p3iIEIAm8IePYi82zlZycDPiTZ3fffTfz588HICkpiYaGBjweDwaDAVVVqampITk5GZvNdsplF0JRFKxW60mXeb0+zBYzVouJbqeHiDAzV87IPuX6QggRLBbMyuTTTeWs21VNS4cjqIo8CzGYVDd2UlzZRnpCGJdMSmPV1gp0OoVr5gycaV1icBmREcWhqjZMBh2T8hMG1OgjIfqSx+ufmlpY0YrJoGNsbhw5qZFahyXEgCAJPHFSdrsdj8dDeLj/YmHJkiWMHDkSgJiYGEaNGsUHH3zA4sWLWbZsGQkJCYEpsqdb1hde+mgfew81oqoqaYnhfOfmCRgN0qFLCBH8clIjyUuP4kB5C59uLOfmy4ZrHZIQQ05FXQd/fnM7Hq8PRVH42rVjmDsxFaNBh9UysOrtisHhgy+LWbWlApNBR1S4hZsvGy51UMWQ8Y8P9rC/tBmjXmFYUjj3Xj1Svv9CHCYJPMHjjz/O6tWraWxs5Ktf/SqhoaG8+OKLPPTQQ3i9/uHKqampPPXUU4H3/PKXv+THP/4xzz//PKGhofzud787q2W9zeP1sfdQI+AfpVdZ14Hb4x3wCby2TifFVW0kRFtPqHkihBDHWjBrGAfKW/hkfSk3zMtFLx0Iheg3Le0OPllXSrfTg9GgQ1VVdhc3kp8ZrXVoIgi5PT72lTRhMenJyzj1d2jnQf+1rU6n0NbppKaxi8zkiP4KUwjNuNxe9pc2A/7vf0lNG1v21REVbgna2qlC9CZJ4AmeeOKJk/7+/fffP+V7srKyePPNN895WW8z6HXER1upb/YXOY0Ms2AxDeyvdWuHk/9+fSuddheKonDv1aMYkxOrdVhCiAFq9rgU/vc/e2hs7WbLvlqmjU7SOiQhhoS6ZjtPv7GN5nYHTW0O4iJDsJj0JMWGah2aCEI+n8rz7+2iuLIVgEsmpXHNRSev15wUG0pzu7+BhdlkICYipL/CFEJTJqOe2MgQGlu7UVWVtk4Xry/fD8CVMzKZP73vZnUJEQwG9jAlIc7CA9ePZcrIRCblJ/DNG8aiG+CjU/aVNNFp9zfcUFWVzQXSdlQIcWomo57Lp/ovWD9eV6ptMEIMIbsKG3A4PVjNBqLCzIRbTSyak83scRdW11cMTQ2t3YHkHcDGvbWnXPf2+XnMHpfC+OHxPHD9GMJDTf0QoRADwzcWj2VyfiI56VHYrEe/+5tOs88IMVQM7KFKotcM5roB0eEWbp8/QuswzlpsZM+nqLERUpReCHF6V84YxnufF7HtQD3VjZ0kx8rUeyH6Wswx52tbiJErpmcwb3KahhGJYBZmNWI2GXC6PADEnOb6z2oxcsO83P4KTYgBJSYihK9cOYLWDie/eWkjHq+/I21MpNwzCSEJvCHifLrQir4xPD2KG+blsuNgA0kxoVw1c5jWIQkhBrik2FAm5sWzdX89n6wr5avXjNY6JCEGvYl58bS0OygobSY9MYyLJ0nyTpw/q8XI/deOZvnGMkJMBq6de/Lps0IIv8gwM/ctGs2qrRXYrEauPcWUcyGGEkngDQGxsbHs379f6zDEMWaPS2H2uJQ+346qqqgqA35asRDizBbMymTr/no+21TOHVflYzbqtQ5JiEHv0inpXDol/ZzeI+de4fOpJ/33z0mNJCc1sv8DEiJI5WdG92gadKp9S4ihQhJ4g9CqVatYvnx5n3Z/FQPfnuJGXlu6H4/XxzVzsrhoQqrWIQkhLsCkEQnER4VQ39LNl9uruGzquSUVhBB9b9uBet789AA+n8oN83KZLk1nhpxP1pfy2aYyQswG7rl6lCTshOglH605xMotFYSGGLlv0SjpzCyGJGliMQjt37//tB1kxdDw5mcHcbo8eL0+3v+8ONA4QwSnzzaV8+w7O/lkfSk+n0yJH4r0OoUrZwwD4ON1JdoGI8Rx3B7/uebZd3aydme11uFowudTeWP5AVxuLx6vj7dWHMTl9modluhHtU1dLN/gP093dbt5e2Vhj+Vuj4/3Vhfx7Ds7Wb+7RqMohQg+1Q2drNhcjqqqdNpdJ+xbvUlVVZZtKOPZd3ayfGOZlKISA4qMwBNikDo2yaOqKpLzCV6b99WyZO0hAArLW7CFGJkzvu+nYIuB5/KpGby+7ACFFa0cLG9heHqU1iEJAcCnm8r4fFsF4D9OxURYGDEs+gzvGnx86rHn3p6vxeB3/L/38Q/cPllXwhfbKwH/fhIXGUJOWmR/hSdE0PIety8d/7o3rd9dw9L1/gelheUthFlNzBgjo6nFwCAJvCBx6aWXnvW6nZ2dfRiJCBbXX5zDG58ewOv1MX/6MMJDTWd+kxiQ6lu6e7xuaLFrFInQWmSYmdnjklm9rZJP1pVKAk8MGA0nHKe6GTFMm1i0otMpLL44h7dXFqICi+ZkYTHJpfZQkhxrY/a4FNbsrMJo0J9QdP/483l9i10SeEKchbSEMKaPSWLD7hrMJgPX9WETmIbW485nrXLdLQYOuaoIEjU1NSQkJJCXl3fGdcvKymhvb++HqAaG6oZO7E4PmckR6KWoacDk/ATG5MTi9fqwWoxahyMuwPjhcXyxvRKX24tBr2NCXrzWIQkNLZyVyeptlXyxvZJ7F42S5LwYECaNiGdnYQOqqmK1GBmZpf3ou6a2bpraHKQnhvVbIm3m2GQmjogHFSxmucweim6Yl8tVM4dhNOgwGno2G5qSn8C+kiZUVcVmNZGfGY3D6aG8roOYCAsxESEaRS2ENlRVpaS6HaNBR1pC2GnXveWyPBbNzsJo0GM09F0lsPHD41i7sxq3x4vRoGd8blyfbUuIcyVXFkEiOzubsLAwnnvuuTOu+7e//Y0///nP/RCV9lZtreCDL4oBGDEsmq9dO0Y6Ex3DbNSDdKoMeilxNh7+ymTKattJSwgjIdqqdUhCQ3kZUWSlRHCoqo2P15Vw6+VnfrAjRF8bnR3LD74yiZrGLnJSI4kMM2saz95DTbz00V68Xh/x0Va+e8uEfnuYJaPuxKm+a+OGx/H9iInUNdvJTYvEoNfx369vpbG1G4Nex1evHc2IDO2T30L0l39+XMCOg/UAXD4tgwUzM0+7fn8cxzMSw3n4jkmU13aQnhhGfJRcd4uBQ5pYBIkxY8awb98+vF4phnys1VsrAz/vL22mtqlLw2iE6DtxUSFMzk8gOtyidShCY4rin6YH8OGXh3C4PBpHJIYyt+fodUlKnI3J+QmaJ+8AvtheidfrA6C+2U5BabPGEYmhyOP1nVAHLy0hjMn5CUTYzOwubqTx8HQ9j9fHmh1DswGMGJpa2h2B5B30vK/rDz6fitvjO+my+Cgrk/MTJHknBhx5RBgkFi5ciKqqNDc3Exd3+mG88+bNIzExsZ8i01aEzUR7lxMAvV5HaIhMFRWDU01jF8+/t4u2TicT8uK548p8GW06hM0el8w/PymgvtnOik3lLJydpXVIYohp6XDw3Lu7qG+2Mzw9ivuvHdOnU5rOVaStZxIxIlT7pKIYWpauL2X5xjJMRj13LxhJfuaJI+uO/15G2KQkghg6QswGjAZ94EFQf5YEKaps5aUP92J3erh4YuoJ9SqFGKgGzpWWOK1Zs2bxu9/97ozJO4C8vDyuv/76fohKe3dcmU92aiTJcTbuvCqfCJtcoIvB6aM1h2jr9Certx+oZ19Jk8YRCS3p9TquP1zA+b3PiwMjjYToL59uLKe+2V/Y+2B5C5v21WocUU/XXJTN2Jw4EmJCWTQnSxoFiH7V1NbNsg2lqKqK0+Xh7ZWFJ10vPzOaq2ZmkhATyrjcOBbOOv30QSEGE4vZwL1XjyIlLozM5AjuXTSq37b97qoi7A43qCqrt1ZQ1SBNIEVwkBF4g0BxcTFLly6loaGBrKwsFi9ejM1m0zqsfhEfbeXBm8ZrHYYQfU498ypiiLlsajr/Wn6AumY7a3dVc9GEVK1DEkOIevxRaYAdpEJDjP16MyjEsXzHPVM5YX85xhXTMrhiWkYfRyTEwJSfGX3S0al9TVUH2ElLiLMkCbwg8dprr/Hqq6/yr3/9i+joowe5lStX8t3vfhe32x343auvvsqbb77ZYz1xahv31LB8YzmhIQZunz+CxJhQrUMS4gQLZ2VSWddBh93F2Jw4RmbGaB2S0JjFZODq2Vm8vmw/76wsYs74FBRFplWL/nHZlHSKKlppbO0mOzWSKSMTtA4JgIKSZt77vAidTuHGebnkpEZqHZIYguKiQrhsagafbfJPob3hktyTrre7uJEPvzyEQa/j5suGMywpvJ8jFUJbe4ob+eDwPnDTpblkJkf0y3avvziHFz/ci9PlYc74VFLihsbgFxH8JIEXJFauXElaWlqPpJzH4+Gxxx5Dr9fzxBNPMHr0aFavXs3TTz/Nc889x09+8hMNIx7YfD4Vu9ODw+nmzc8O+usLtsPry/bzX7dPOu17a5u6+HhdKQqwcHamFDcV/SIlzsYvvjYDl8crHQ5FwMJZmbyzqpBD1W1sP9jAxLx4rUMSQ0RMRAg/uWcqTpcXi3lgHJPcHh8vL9lLe5eL9i4nB8uaefq/LunXukpCHHHplDTmjE+ho8vJ8o3lbNpby4JZmYFO8g6nh38u2YfncAmElz/ayy++NkPLkIXoVw6Xh39+XIDD5cHj8fLrFzcyZ3wKV8/OIjYypE+3PTw9it98cxZuua4WQUa+rUGiqKiIm2++ucfvNm7cSHNzMw888ECg5l1ubi779+/n888/lwTeKbS0O3j2nZ00tnYTExGC1+sLNAPo6j59N0efT+Vv7+6i/XAtssr6Tn721Wl9HrMQADqdIhcZoofwUBPzp2XwwZeHeGP5ASYMj5NReKLfKIoyYJJ34O+I2+30UN9ix+3x0YGbR5/5kj/91yUDqsGGGPy+2F7J+58XA/S4zqyo7+Dxr04HwOn2BpJ3AF3d7hM/SIhBzO7wUN3QicPlwe1RMRgUdhY2UNtk59G7p/T59vU6Bb1cV4sgI1czQaK1tfWEzrLr169HURQuv/zyHr+fOHEiNTU1/RleUFm5pYLG1m4AGtu6iQyzAP4bkcunpZ/2vQ6XJ5C8A2hu7z5l+/FT2VJQx5P/3Mxf39pBfYv9HKMXQoieFl+Sg9Ggo6C0mR0HG7QORwxx63fX8OQrm3n27Z00tXX367atFiPjc+Pwev21jfQ6haZWBzsLZb8Q/cft8fL+58WoqorXp1LV2BWot9XS7gh03IywmRmfF09Dazc1TV2kxssUPjF4bdpby5Ov+O9/jpwbDlW1odfrUPHXiTTo/KmJ+hY7Pp/UqBPiZCSBFyRiY2NpbGzs8bstW7ZgsVgYMWJEj9+bTCaMRmN/hhdUjjwFBVCASyan8V+3T+Kn905l+uik077XajH2qD02LjfunJ7qN7c7eH3ZfuqauiiubOX1ZfvPOf4zaWjp5o1PD/DWioOBrqVCiMErJiKEq2YMA+D/lu2XwsxCM7VNXfx7xUHqmrsorGjhzc8O9nsMdy4YSWxkCDpFQVX9XQ6PPe8L0fcUdIdHQusUsFr8I3y6HB70eh0bdh/t2GzQ6YiwmYmNCKG0pp2D5S2aRCxEX6pvsfPGpweoa/bf//xr+QHAf08WHW4mMSaU0BAjZpOezm43RoOODXtkMIoQJyMJvCAxevRo3nvvPTo7/S2uCwsL2b17N3PmzMFg6Dn099ChQyeM1hNHXTY1nZS4MMBf/2DW2CTSEsKIiTi7Wgv3LRrFnQtGcs/CUdy1YOQ5bbvT7upxc93R1bvTJbxeH8++s5ONe2pYt6uav7+/p1c/XwgxMN04LxeTUc+Bsha2HajXOhwxRHXa3dDjHOfq9xj0OoX4KCsGgw6dTiHUYmBcbly/xyGGLqPB35DCoNdhNOh58MZxzJ2YhgJ4PF7eXV3Iul3VAHTYXZgMusDD4A57/+8zQvS1rm53j/uf9sPnhvG5cYzLjcNk1DMqM4ZLJqWhUxScLg9vrTjIloI6rUIWYsCSSd9B4tvf/jY33ngj8+fPJycnh71796IoCl//+tdPWPfTTz9l+vTpGkQZHMKsJh6+YxJerw+9/sQcts+nsu1APd1OD5NGxGO19BzNqNfrzrtQfGp8GHkZ0RwoawZF4ZLJqef1OafS5fDQ2uEIvK5q7MTnU2X0wRDU1e2m2+np8yLAYmCICrewYOYw3v+8mNeX7WdiXrzUwhPnzeX20trpJDrcguEk58lTGZYcTlZKJIeqWlEUhUsmp/VhlCfXaXfR2NZNVJiZELPhpOd5IfqK3eGmq9vDlJEJTM73d2bW6RSWri8lxGKg2+HB61M5VNXGzLHJXDQhheLKVjxeHwkxodJhXgxK6Qlh5KRFUVTRgqIozDt8btDpFG68dDiZyRGEhZqoqOsIjFgFqGroDOxHvaXb6aHD7iI2IkTuj0RQkgRekMjLy+OVV17hueeeo6KignHjxvHVr36V0aNH91hv48aNhISEcOWVV2oUafA41UX9O6uOPhldu7OaH3xlIkaDvle2qdMpfO26MZTXtmO1GAOdyHqLLcRIRlI4ZTXtAIzKjJGT0xC0s7CB1z4pwOP1MSEvnjuvypdkzhCw+JIcPl5XysHyVjbvq2PqKBmJLc5dfYudZ97aSXuXk4SYUB66aTyhIWdXlsOg1/HNG8ZSXtuBzWrUpEv7h2sO0Wl34XL76DS4uXhSKno5D4p+UFDSzEsf7cXt8TIqK5b7Fo0KXIPlZ0bz788OBkYe7TnUhNvjZWRmDD++ZyrN7Q7SEsIwG3vnelOIgUSv1/GN68dQdty5wen28uc3t9NwuCZ4fmYMiqKgqiqKojAyM7pX4yipbuP593bjdHnITo3kgevHSoMjEXQkgRdEJk6cyAsvvHDadaZNm8aHH37YTxENTruKjtYarGvuor6lm5S43issrNcpZCZHUNPYRVNb91lP3T0bOp3CNxaPZUtBHXqdjikje/eplRgYVFVlw54aahrtjM2NJSc1ssfyj9eVBDrbbT9Qz9yJqWQkhmsQqehPUWEWFs3O5J1VRby8ZC+TRsTL6CNxzlZvraS9y18/ta6pi417awOjJY7X0NLN2l3VhFoMzJ2Yismox6DXkZUS0Z8h97C7uImocAt2hxuDXsei2VmaxSIGt4q6DrburyMqzMKc8Sl8sr4Eh8uD1+tjT3EDxVWt5KZFAZCRGE5cVAg6BUxGPU6Xh9omO2kJYUSHW4gOt2j81wjRt/QnOTfUNnUFkncApdVt3HP1SJraHGQlR5CR1LvXrss2lNFpd9HV7Wb7gXp2FTYwqZdH+AnR1ySBJ8RxUuNs7C9rBvxNK6LCzL2+jdeWFrC1oA4UhcUX5zBnfEqvfbbFZGD2uN77PDHwrNpayYdfFgOwblc13799YiDJXNvUxfFjTeSJ/tBx46XDWb6xnIq6TpZvKg80txDibJlN/uOFT1XxeHycKgfscHr461s7Asm+qoZO7rl6VH+FeUo6nUJdk/+GMCrcTHSEJEZE72tq6+avb+3A5fZ3lG3rcuJ0eahq6ATVn6Q7votmdmpkYP0Qs1GSdmLIiwm3YDEbcDg9NLU58KkqL3+0j5suze3V5J3H66O+xY7Xq1Lf0h3YN7/cUSUJPBF05NG8EMe5c0E+c8anMCk/gW8sHntCDbwL1dDS7U/eAagqS9eX9urni8GvpLot8LPX56P08JTp/1u6n6f+uZnKhk50OgWrxciiOVkkxoRqFaroZ7YQI7ddkQfA60v3Y3f0bqMcMfhdPjWd9MRwGlq66bC7WbmlgsbW7hPWa2zrDiTvAIqr2k5YRwtutxdbiBGrxYDJqMPu8GgdkhiEqho6A8k4gKKKVsrrOvF4VDxeHwaDjsY2R4/33HHlCOaMT2XSiAS+ecPYs56aLsRgZbOa+ObiseSlR6PTKcSEW1BVlWUbynptGw6Xhz+/uZ0/vLqFgrImUEDRgc1qpE2DRktCXCgZgSfEcawWI4svye2zz7eY9eh0SuDpj1zAiXOVmxbJnmL/VG+DXkdmcjj1LXa2FNQCYNTrsFqM/OqBmVqGKTRy5YxhfLTmENWNXby7qog7rsrXOiQRRKwWIyOGRVNe638w0N7lYs3OKq6bm9NjvdjIECLDLIHGSblpkf0d6kmFh5oDJQT0eh0Wk4xAFr0vLSEMs8mA0+VPENusJrodnkA9LZ9PJdTS8zbLf32Zc8JnCTGUpSeGc8sVwzlY0RLoVBvai4Mn9hQ3UVHXAYBepyMsxEh4qAmA4QPkvCXEuZAEnhD9xOHy0O3wEBlm5rYrRvDxuhLMRn1gtIwQZ+uiCamEhhipbexidHYsybE22jqdgcK/ACFmObwPVUaDjnuuHslvX97Me58Xc/m0jF5vmCMGt+OPHyc7nlhMBr5z83g27KkhxGJk1tjkPo2pvcuFTqdgO8NDrzsX5PPGpwdwu30snJ3Z66PoxdDm9vho73ISaTPz3VsmsO1APdHhFmIiLOwtbsTj8+H2+EhPCGNcbpzW4QoxIAX2ozALep1CVJiFWy4bztINZVgtBm6fP6LXtnXs+UunwPTRSaTE2wi1GJk9rm/PW0L0BbnDE/z6179m5cqVVFVV8f7775Of7x+tUVpayqOPPkpLSws2m40nn3yS3NzcC1o2VBVVtvK//9mD0+VhZGYM910zutfboovBq9vpYUtBHSaDjskjE9HrFCaN6Pn9ibCZueWy4Xy8rpQQs4Hb5vdMDPt8qnQkHkKmj05idHYMe4qb+Pv7u3nsvmlahySCyKyxyZTXtlNY3sqwpHAuntSziUVDSzd7DzUSF2XlqpmZfR7PJ+tKWL6xDEVRuP4MdWOHJYXz6F1T+jwmMfQ0tXXzzNs7aWl3kBATyoM3jeeiCSlsLaijw+7i8mkZbNxbS2xECHctkO7vQpxMfYudZ9/eSVunk+Q4G9++cRxWi5Fpo5OYNjqpV7fl86l0OdykxYfR2NZNUqyNG+flEiX1J0UQkwSeYP78+dx///3cfvvtPX7/+OOPc/PNN7N48WKWLl3Ko48+yjvvvHNBy4aqpetLA9Ms9pU0cbCshfxebo0uBiev18df39pBdUMnAAcrWrnzFFMij1z8OJweDpS3AO1kJIazYnM5n6wvJcRk4K6F+YGueGLwUhSFby4ey3f+ezUb99aycU9Nr18Yi8HLaNBx14KRrNxSzsfrSvn1PzZyyeRU4qKsxEdZ+fOb2wP1FRdfkturjZiO19XtZvlGfz0kVVX54ItiZo9LluSI6Hefb6uipd0/ZbyuqYvXlxWwemslLreP0BAD116ULaUrhDiDVVsraOv010+tbuhk0746Lp6Y2ifbevPTA2za5y8vExdlxeny8ONn15CdEslDN4/HIrNVRBCSb61gypQTn1Q3NTWxZ88eXnzxRcCf5PvVr35FWVkZNpvtvJZlZGScd4yqqmK328+84kCl+vD5fIGXXo8ruP8e0W8a2xxU1rUHXu8qrMc+99T7ktPl5Zl399DQ4i86f9mUVD7bXAmA2+3hX8sKePj28X0asxgY0hPDuW5uNu+sKuKF93czLjdOLlbFWWtq6+bDLw8B/oL9L7y3m6TYUGxWE13dbo7kz/YUN/ZpAk+vU9DrdHgPn0ONBr0k74QmjtS3A39i+dON5TjdXhQUOrs9bNhT06c1lIUYDIz6nnVJTYa+66m5u7gp8PPB8hY6u92gQmNbLfGfHeTuhSP7bNtC9BW5khcnVVNTQ1xcHAaD/yuiKApJSUlUV1cTFhZ2XssuJIHndrspKCi48D9MIyMSPJRXe+jo9jIyLQRnexUF7VVahyWCgNurgs9Ft8t/8xoRYjztvlDe4KS8pjXw+vOtJXQ7jnbKayW49yVxbm69PI8vdlRR39LNG58e4J6rR2kdkggS3sONlgA6j0nYNbd1o9PpMOj9v0iJt/VpHBazgZsvH857q4sw6HTcKnVjhUYunZJGWW07pTXtGAw6DAYFpxtUVFRVJSY8ROsQhRjwrpiWTkVdB5X1HYzMjGHqqMQ+21ZKvI2iihbAPxhE9an+B0AqFFe19tl2hehLksATQcFoNJKTc+6du1RV5UB5G6qqkpceqWkNsJlSkkecB4fTQ2YR7CtrISnGyrcWjyLMajrl+tEJdj7ftzvQzGJEZgxhoUbW7arFoNdxy2U55Gf1nL4tCb3By2I28MB1Y/j1S5t47/NiZo5NZni6TKEWZ7Z5by0uj4+2TidGvYLt8HEnNMTETZflsr+0hfioEC6bkn5en1/fYqeqvpNhSeFnrEc0dWQiU0f23U2eEGfDajHy4E3jAXj1kwK+3F6JvduDT4XYSAuL5mSys7CBvIwoLCa5xRLiWCXVbbR3ucjLiOK7t07o0221dDj417IDNLV2kxxnIyXORnS4mZeX7MPjUTEadNJkRgQtObuIk0pKSqKhoQGPx4PBYEBVVWpqakhOTsZms53XsguhKApW67l3UXxtaQFbC+oAGJsTx72LZPSJCC7LNxdRVtdJqMVIe5eb6iYXE2IjT7l+ptXKXQtHsXZnNVFhZq67OAdbiJGFs3Mx6BW5qRiCpo1O4qIJKXyxvYqn39jG09+/GJNRf8b3iaFrd3Ejn20ux2TQER1uYcLweFTA7nBz2dR0RmREMyX//BNqJdVtPPv2TjxeHxazge/eMoHEmNDe+wOE6GM3XJLDhj01hIaYsFoMqD547r3d6HUKyXE2vnfrBIwGOc4KAf66dx98UQxAcqyN7946oU+vQ95ZWUTh4ZF3LR3+2QhpCWGYjHq27a9nWFI418zJ7rPtC9GX+m7SuQhqMTExjBo1ig8++ACAZcuWkZCQQEZGxnkv629ujy+QvAPYVdQQKLotRLBo73L1eN3Zfebv8MS8eB66eTx3XJWPLcQIgC3EKMm7IeyB68cSGWamoq6T15ft1zocMcB1HHPc0R8euX7folE8eNN4RmRceAOmLQV1eLz+sgAOp4edhQ0X/JlC9CerxUhsRAgJ0SGEWY10dLvwHZ52Xt3QSXlth8YRCjFwbNhTE/i5urGT8rq+3T867MddO9v9187zJqfz8B2TufHS4T1qWgoRTOSbK3j88ce56KKLqK2t5atf/SqXX345AL/85S958803mT9/Pi+88AK/+93vAu8532X9yWjQERl2dFqOzWrCLAkMEWTmjE8JfG9jIkIYP1yG/ItzFx5q4sEbxwHw3uoi9pU0neEdYigblxtHXJR/1LvJqGfOhN5tUhETEXLa10IEg0unpHGkOGRCdCiGwwkBvV5HZJhZy9CEGFBijznG63U6ovp4/5g3KS1QNik9MZyctMg+3Z4Q/UlRjxRKEmKA2r17NwBjxow55/fWNHbx4ZpDqD6VBbMySUsIO+36bo+Pspp2wkNNxEef+5RdIfpCe5eLprZukmJD+2QU3datWzGZTOe1j4ng8v/+tY2VWyqIiwrhT/918WnrKYreE4z7mMPloaaxi+hwCxG2C7/Zcjg9lNd1EBcZQrjNzJK1hyir6WBERhSXT+v/UfpicNFqH6trtuNweuiwu1i1tQJFUbh4Yiqjs2P7NQ4h+tqF7GMddhfvrS6itqmLcblxXD41o8/rkje1ddPe5SI1PkxG24mgcLY5DxmOJAa1pNhQvn7d2Z1o3B4ff31rB+W17SiKwm1X5DFFimaLASA81ER4qCRaxIV74PoxFJQ2U9PYxZ/e2M5P753q78gmxHEsJgOZyRG98lmddhdPv7GdprZujAY9X7tutNQfEoNCQrSVt1YcZN2uagBmj0uR5J0QxwmzmkiItrL9QD01jV1UN3Rxz9Uj+/T6IyYiREZ3i0FJ0tFCHFZS3UZ5bTvg7167elulxhEJIUTvslqMPHLnZAx6HRv31vLhl4e0DkkMAbuKGmlq6wbA7fGyZke1xhEJ0Tucbm8geQewZlc1bo9Pw4iEGJhWbT16X7WrqIHmdoeG0QgRvCSBJ8RhYVZToJYJICOexIDmcHn4ZF0J739eFLgxFuJsZKdGcv81/o7cL320l/1lzRpHJAaS7QfqeXtlIdsP1PfaZx5/PpXzqwg2Hq+PzzaV887KQqoaOgO/N+p1WC3GwGur2YBBL6OahTjescd9g15HiPnCJwK2tDt4//MilqwtkUaFYsiQKbRCHJYUG8pN83L5YkcVkTYzN182XOuQhDilV5bsY3+pP/Gy42ADP7lnKiajXuOoRLBYMCuTXcWNrNtVw+9e3sT/fG+uTDUR7Cxs4J8f7wNg7c4qdDqFcbkX3jhndHYsV0wfxs6DDSTGWFkwK/OCP1OI/vTuqiLW7/aPtNuyv45H75pChM2MTqdw36JRvP9FMQpw/cU5UpZAiJO4Z+FI3lpRiMvt5aqZw3okvs+Hx+vjr2/tpLnd/xC7pLqNB28a3wuRCjGwSQJPiGPMHJvMzLHJWochxBmV1rQHfm7rdNLS4SRBGq+Is6QoCt+9ZQKV9Z2U13bwm5c28btvz8YsSeAh7djjypHXvZHAA7hqxjCumjGsVz5LiP5WUt0W+Nnh9FDb1BVo7pKdGskPbp+kVWhCBIXkOBvfvXVCr31ee5crkLyDE89fQgxWMoVWCCGCUF56VODn2MgQosMtGkYjgpHVYuRn900jzGqksKKVv761A2lMP7QNT4s6WkpCUfyvhRDkZRzdF2whJlLibBpGI4SICDWREBMaeD08Xc5XYmiQEXhCCBGEvnJlPpnJEThcXmaMScJokOcx4twlxoTyyF1TePyF9azeWklafJiUDxjC8jOj+cb1YyiuaiM7JYK8jGitQxJiQLhmTjYJ0VbaOl1MGpGAzSp1HIXQkl6v48GbxrNuVzUmg45Z42QGlRgaJIEnhBBByGjQMXdiqtZhiEFgXG4cX792NM+9t5tXPykgNjKEeZPTtA5LaCQvI1oSd0IcR6dTmDFGEgRCDCS2ECNXTMvQOgwh+pUM2RAiyNgdbnw+meYmhOg9C2dncf3FOQD8+c3t7DjYex1IxcDkcHnwen1ahyFEUPP5VOl+KcRJyDlGiL4hI/CECBJuj5cX3t9DUUUL0eEhfOvGsdI1MohVNXRS12QnJT6UhpZuIsPMpMaHaR2WGMLuWTiSxtZuvtxRxW9f3sxTD84mMzlC67BEH/jgi2JWba3AZNRzz8JR5GdGU17bTnuXixCznrYuN8PTImWaoBCA16ey71ATnd1uQi0G0hLCiAq30NTWzd/e2UVTWzfZqZE8cP0YjAZpBCTEOysLWbOzCrPJwH2LRvVqfbrK+g5aO5zkpEVSWd9JR5eL/MxoLCZJa4ihQb7pQgSJzfvqKKpoAaC5vZvlG8q4bf4IjaMS52N3USMvfbQXr9dHU7uDqDALBoOOWy8bzrTRSVqHJ4YonU7h+7dNoKXDwZ7iJn7x9w384TtziI+S7saDSW1TF6u2VgDgcnt5Z1UhF7Wm8N7qIrocHjrsLhKiQogMs/CDr0wiTJJ4Yoh78YM97DhYT31LN1aLkaTYUL5z83g+315FU5u/C2ZxZSub99Uxc6xMsxVDW0VdB2t2VgHgdHl4//NifnTn5F757A17anjzs4OgqiiKgtfrQ6dTSI6z8b1bJ0gCXQwJMoVWiCChHOkMeOS1TjnFmmKg27SvFlVVcbq9OJxeHC4PqCrrdtdoHZoY4owGPT+9dxrpiWE0tzv4xd/X02F3aR2W6EW6484lOp3Cul3+Y09Xtxu324fT7aOt08nB8hYtQhRiwOiwu9hX0oTd4UFV/fuIw+Vh6/56jr8MO/46TYihSHfcjtGbu8W6XdWg+ssIVTd04nR7Az9X1nf23oaEGMAkgSdEL3M4Pfz9/d089txaXlta0Gv1HybnJzBimL+weFyUVYq2BrG4KP/UZ/3hixyD3n8ojomwaBaTEEfYQoz84v4ZxEZYqKjr5In/3eBPMotBIT7ayuXTMlAUhRCzkRvn5RIVbgbAePhYZNApoCjE9lKZBrvDzfPv7uKx59byr+UHpI6rCBoWkwGL2YDd4cbl8eLz+UBViY6wcMW0DOKj/SOURwyLZnJ+gsbRCqG9lDgbF09KA0XBajGy+HB93aa2bv7n9a387Pl1LF1fel6fHR1+9DrZYNBh0B+9jo4MM19w7EIEA5lCK0QvW7Glgn0lTQBsLagjMymiV1qbGw06Hrh+LG6PD6NBcu/B7KoZmXg8Pmqa7EwdZaSlw0F0uIXFl+RqHZoQgD/J/Iuvz+CRv65hf1kLf3h1Kz+5Zwp6vRx7BoMFMzO5YloGep2CoigkRFt5d1URLR0O9DodBoOOKfkJZCSF98r2lm8sY39ZMwCb9taQlRwu5QJEUDAadIzKiqGitgMV0Ol0DEuOYMboJHQ6hR/fPVWuy4Q4zrUXZbNwVmbgHAPw7qoiKuo6AFi2oZS8jKhzrrN747xcdDqF5nYH11+SQ1lNBx12FxdPTCUqTB6Ci6FBEngiaNkdbt789CB1zXYmjYjn8gEyIq3b6Tnude92J5OLxOBnNOh6PVnn86kcrGjBZNCTlSKNB8SFy0gM52f3TePx59exaV8tz7y9k4duHi/TxIJUUWUrPp9KTmokOp0SGPkLEGEzc++iUWf1OQ6Xh39/dpCqhk5GZ8WyaE7WGd/T7fT2fO3ynmJNIQaWkuo2OrpcxEaFcOTINzorBp1OwedT+eDLYgpKm0lPCOfmy3KlBpcQh3V1u3nzs4M0tzuYNSb5JPdH5zayv6axi+Z2BzdfNvxow4rxvRSsEEFEEngiaH245hC7ihoA+HhdCWmJYYzIiNY4KrhofAo7CxvotLuIjQyRUQaiz6mqyosf7mXvoUYALpmcxjVzsjWOSgwGo7Ji+OGdk/ndy5v4dFM50REW7rgyX+uwxDl6d1UhX+7wFxUflxvHPVefXbLuZJZvLGP7gXoAVjaXkxJvY2Je/GnfM3diCnsPNdLV7SY+2soUmWoogsCStSV8tqkMt8dHl8NNhM1M3DHXdVsK6vh8WyUA9c12oiMsXDVjmIYRCzFwvLuqiILDM5LeXV3ItRdlU1nfidvjJSct6pw6024pqOP1ZftRVZWE6FC+d+sELGZJY4ihSb75Imi1d/YsrN7eNTAKrcdHW/npvVNpaXcSG2mRp7GizzW3OwLJO4A1O6olgSd6zfTRSXzzhnE88/ZO3vz0INHhFhbMzNQ6LHGWfD6VNTurA693FjbQYXedd3fZ48+1Z3PuTY618di902jpcBIbGSIjyUVQONJJ02jQEW41cf81o8nLiApc17V3OXusf/xrIYay488NsZEhPP7VaXR2u4mPsp7Q7OJ01u2qRj3cvKKuuYvCilbG5MT2arxCBAu5ghJBa874lMAUoLgoK6OzYjSO6CiLyUBSbKgk70S/CLUYMZuOPo85tsivEL3hyhnDuP2KPACee3cXa3dVn+EdYqDQ6ZQexb1DzMaj04/Ow6yxyZiM/nNbZJiFCcPjzup9FvOR86JceorgcGxNLbPJQFZKRI/rukkjEggPNQeWz5AZF0IEzJ2YEkjSpcSFkZsehc1qIjEm9JySd0DPBhWKIg0rxJAmI/BE0BoxLJpH755Cc7uDtISwC7ohESKYWcwG7ls0ik/WlWI06gIdv4ToTbdekUdzh5Ol60v542tbCX/AxJhseQIeDO6/ZjTvf16Mx+tj4azMC0qiZSZH8OO7p9LQaiclzobVYuzFSIUYOO5ZOJJ3VxfhdHmZPyPjhO96VLiFR+6aTGV9JwnRViJsklQQ4ojxw+NJiQujrdNJRlLYBQ1qWHxJLqrq72Q7Y0wyaQlhvRipEMFFMh4iqMVEhBATEaJ1GEL0i5LqNkqq28hMjjihc9fw9HOrJyLEuVIUhW8sHktbp5P1u2v4zYsbefLBOQzrpU6lonf5fCpbCuqwOz1Mzk/gWzeO67XPjgwzywgIMah1Oz3sL2tmXG4sU0cmnrIDt9VilHOvEKcQFxVCXNTZ36e1djjZcbCe8FAzE/LiAk2zbCFG7l44sq/CFCKoSAJPCCH6mNvjZfnGclo6HMwYnUR2auQ5f0ZhRQt/e2cXqqoGEily0yD6m16n8PBXJvH4C+vZe6iJn7+wnj88NIf4aKvWoYnj/HvFQTbuqQH89YN+eMeksxoB4XB5WL6xjI4uN7PHJZMhCVoxhNQ2dbFySwUb99aCqqLTKRwoa7mgxi9CiDOzO9z86c3ttHY4AKhsSGNERjSb9tUSExHCZVPSpQSDEEgNPCGE6HPvrCris01lbC2o4/n3dtPU1n3On1FQ0hwo4KuqKgWlzb0dphBnxWTU89i9U8lIDKO53cHjL6wfME2ExFF7i5sCPze02GloObvjzr8/O8iqLRVsKajlb+/uoq1TCvOLocHh8vDM2ztZv7uGqvpOGtv8iYS9h5rO8E4hxIWqaugMJO8Atu2v54X3d7O1oI7lG0r58MtiDaMTYuCQBJ4QQvSxirqOwM9uj5f65nNP4KUeV+8jNd52wXEJcb5sVhO/+NoMYiNDqGro5Il/bMDh9GgdljhGasLRY4TVYjzrKa+V9Z2Bn50uDw2t5368EiIYtXY46bS70OsU9HoFt8cLQGq81NsSoq/FRVp7NGQLs5rwen2B18eem4QYymQKrRBC9LHR2bFUN/gvPMKsJtISz/1mYGJePE6Xl+LKVrJTI5g0IoHapi4+31ZJiNnAZVPTpZi86FexkSE88fUZ/OgvX3KgrIWnXt3CT++dGugOLvqf0+3ls41ltNvdXDIpjYRoK90OD3Mnpp718WF0VgyrttoBf5fZ5NjQvgxZiAEjKsyCTqejsdVOuNVEbFQIk0ckcMX0DK1DE2LQiwwz843FY3lrxUG6ut2Mzo6hpcNBV7cbgFFZMRpHKMTAIAk8IYToY1fNGEZSjJWWDifjc+OwhZxfom3GmCRmjEkC/AW2n3lrJ53d/qmLNU1dPHD92F6LWYizkZYQxuNfnc5jz69jS0Edz7y1k+/cMj5QeFr0rzc/PcD2A/UA7Cpq4Cf3TCXMajqnz1g0J4uUeBsdXS4m5MXLgwExZKzZWYXH48Vo0KHoFO6/djTZKZFahyXEkNHW4Qw88F66vpRFc7JRFIiJsDA2J07j6IQYGCSBJ4QQ/WD88PgLer/b4+XLHVU43T5mjkmiq9sdSN5Bz2m6QvSn/MxoHrlzMr95eROfbS4nKtzMXQukW5wWymuPHgccTg8NLd3nnMBTFIVJIxJ6/G7bgXqqGzoZlRVzQgdsIYJNY2s3G/fWEm41MXNcMnqd/4FDRV0HOp0S2Geq67skgSdEPyo/7lq2rdPJ9Rfn9Pid0+1lzY4q3B4fs8Yln/M5TohgJ/NchBAiCPzz4wI+/PIQyzeU8pd/7yAyzExc1NHOnyMzZWqB0M7UUYl8+8ZxALy1opDPNpVpHNHQdOxxIDLMQlIvTH9du7OaVz/ex4rN5Tzz1k4q6+VhgQheRzpdfrapjHdXF/L2yoOBZcfuP0aDntz0SA0iFGLoyh8WHRjBrygK+cOiT1jn5Y/28tGaQyw7fD18bJ08IYYCGYEnhBAacbq97DvURGiIkeHpUaddt7CiNfBzU1s3nXY337l5PJv21RFiNjB1VGIfRyvE6V0xLYOGlm7e+PQAz7y9k8SYUEZnx2od1pBy3dxsUhNsdNpdTBqRQIj56GVea4eT4qpWkmJCSY47+yY4hRUtgZ+9Ph8lVe1S1F8ErZrGLjrtR0evF5a3AlDb1IVer3DL5Xl02t3kZ0aTGCP1H4XoTzlpkVw3N5vCihamj05mxEkSeMdeDze02GntdBITEdKPUQqhLUngiTOaN28eRqMRi8UCwAMPPMCCBQsoLS3l0UcfpaWlBZvNxpNPPklubi7AaZcNRqqqcqiqDaNBR3piuNbhiAGmqa0bu8NDSpwN3eGpOm6Pj7/+e0dgNMv86cO4csawHu/be6iJ0pp28tKjyEwOZ39pM+AfWRMVbsZo0GMx6TlU1Ybd4aakuh23x8tVMzMZliTfQ9H/brsij4r6DtburOa3L2/mf753kdwE95GD5S18tqkcq8XANRdls6+kieqGLrw+FZ9PpbCilcn5/qmwTW3d/M/r27A73Oh0CvctGn1WBcGb2rqxmA34VNApoNMpZCRJ8k4Er4SYUKwWI3aHvzB+dkoEhRUt/PG1rTS0dKMocNOlw4m0mTlQ1kxsZIgkB4Q4Dx12F9UNnSTGhBJhO7ELem1TFw2t3VTWddDt9FBc2UpxVRt2h4eoMDMNLQ6yUyOwmHqmK7JSIigs9z9YiokIOelnCzGYSQJPnJWnn36a/Pz8Hr97/PHHufnmm1m8eDFLly7l0Ucf5Z133jnjssHonx8XsOOgv3D4vMnpLJqTpXFEYqBYt6uat1cWoqoqo7NjuffqUeh0CtWNnT2mom3aV9sjgbfzYAMvL9kLwIrN5dx/7WiGJYXjdHmZPT4Fo0HPpr21vLXCP/2npqmLCJsZq9lARV0nv/jadExGfb/+rULodArfu3UCdc12iipaeeIfG/jDQxcRep6NW8TJddhd/O9/9uD2eFHxT3Nt6XDi86moQHyUhS0FtYSYDYzKimFPcVMgYeHzqWzdX3fGBN6+kiZe/HAvXq8Po0HHlJEJTMyLl4dUIqjZQow8dPN4NuypJcxq5KIJqfzjgz3UNHahHl7n/5btZ+mGUiJtJowGPV+7bswZR8kLIY6qb7Hz5ze309XtxmI28OBN40k5ZuT3krUlLNtQSm2THYtJT5fDjdenovpA0YFy+IFReW3HCfvefVePYvW2SlweLxeNT5XO92LIkQSeOC9NTU3s2bOHF198EYD58+fzq1/9irKyMmw22ymXZWRknNf2VFXFbrf3Wvy9qa3Txbb9tYHXq7eWc+kkmc4o/JatL8Hr9QKwq7CeQ5UJJMeGYtb70CngOVy7I9JmxG634/b4b5b3FNfj8x2t61FU3sRlU1IPv/Jht9sprmwOrOPx+HC6vFiMOrq6nTS1dBBhk8K+ov9ZTAYeu3cqP/jTF1TUdfL7V7fw+FenoZeL7F7T3uXC7fEfV1xuH03tDnSKgk9VUVUVh8uL1WKkoq6DUVkxxEX1HEEUHW454zbW7KwO1Bbyen1kJkeQmyZJDBH8EmNCuW5uNkBgP1KPW6e904nVbEBRFNburJYEnhDnYGtBHV3d/odGDqeHjXtqWXyJvxmF1+tjxeZy3B4fPp9KZ7cb1aeiqv7EnaqCx6ui0yknHV1nMRtOmLEixFAiCTxxVn70ox8BMGbMGB5++GFqamqIi4vDYPB/hRRFISkpierqasLCwk657HwTeG63m4KCgt75Y3qZy+PD43bi9vov/8JC9AM2VtH/3C473YdHvihAZXkJbQ3+kXFz8k3sKrFjMenIT/Dwm3+spaHdTUKkkdxkC90OR+BzfI5GCgp6Fo+3qE4cDgcqYDaConrodnhJizVRVV5E9eFCwEL0t5iIEB67bxqP/HUN2w7U848P9/L168ZoHdagkRhtJSMpnLKadnQ6/6giu8ODTqfg9YLZqEev0wXqB43MjGHxxbms31PDoapWPttURpfDzS2X5Z1yG8c/AIiUaUpiELE73Dz/3m7Ka9uJibBgNOhwe/wJa0U5OgIIIDxUHoYJcS6OT7wdez7R6RRCzAY8Xp9/P1MUUEA5nMAz6nVEhpnp6vbw9BvbuPfqUZJAF+IYksATZ/Taa6+RnJyM2+3m6aef5pFHHuG73/1uv8ZgNBrJyck584oasUa2sWxjBQaDwjWzh5HcC53/xOBwf4Kdt1cewu5wc+nkVCaNiAssC2/oQjE3Ex9tpbbJTqerixCLnnYHxMQmcvfCDMrrOslNi2DkMP/FS2V9Jx6vSkaijfx8hdycdirqOslMDsfh9ODx+shLjzyn0U6ScBZ9ISc1kh/cPpHfvbKZD788RFq8jatmZmod1qCg1+v49o3j2FfSjNVioKGlm7dXFtLt9DBtZAJpieGEmA3sK2mi0+5idHYscyaksLOoIdDYYsPuGiblJZCTFnnSbSyanUW3w0N9SzeTRsTLDZQYVL7cUUV5bbu/hnF1O7npkbhdPlo6HSTH2kiOC6XT7iYpNpSFs+S4JcS5mD46ifoWOwfKWshMjmDuxFQcLg/rdlXj86lcd1E2//mymNAQI+kJ4STHhqLXKzjdXrJTI3jlo31g8I/ee3tlIT+5Z6rWf5IQA4Yk8MQZJScnA/4k2t133838+fNJSkqioaEBj8eDwWBAVVVqampITk7GZrOdctn5UhQFq9XaW39SrxuXZ2VcXpLWYYgBKMtq5Ud3He3EuXFPDVsP1GM1G9hzqCkwRS09MRyd7mjSzWA0MWt8OrOO+awlaw7x2eZyACbkxXPXgpGMzrEyeuDmtsUQN3NsMndelc+rnxTw3Hu7SY61MW543JnfKE6purGTj9eWAnD17EwSY0IxG/WYjPpAMmJifgKvLNmHz+cfGf6VK/OZnJ+Aetw8Qd/xvziG1WLknqtH9dWfIYSmVNVfnqW2yY7d6aGl3UGoxciorBhGZcewcGamTPsX4jzpdArXze15cfrcu7sormzF7VVpbLGj0ynYQox884axpCccra1a19yzZNKR85gQwk/OTOK07HY77e3tgddLlixh5MiRxMTEMGrUKD744AMAli1bRkJCAhkZGaddJsRQVlLdxhufHqCwvIW1u6ppbO0OLDMZdYFunanxYcwZf2LCe9W2ysDP2w/U09bp7PughbhAN12ay8UTU/H5VH73z81UNXRqHVLQ8vlUnn9vN3sPNbL3UCPPvbsLVVVZv7sGp8sD+BtcrN5a0eOm5+Dhjn2L5mRhtfgbikzKTyD3FKPvhBjs5oxPIToiBIfLi4ICKLTbXRRWtLBqSwUrt1RoHaIQg4bH66O4shWA1g4HdqcHp8tLc7uT15fu77FuQrSVSyanAWAy6rnhktz+DleIAU1G4InTampq4qGHHgoU4U9NTeWpp54C4Je//CU//vGPef755wkNDeV3v/td4H2nWybEUNXQckzCzqDD4fIGXg9Pi+Kyqel0Oz2BG+xOu4ttB+oJDTEyMS+eiFAzze3+zzCbDJhN0mVWDHyKovDQzeOpbepif1kLT/zvBv7wnYukrtR5cHm8tB+TuG/rdOL2+AL1hjweH90uD2aT4Wg1cGBYUnjgv796YCYutxeLWS4BxdAVGmLke7dO5Id//oLG1m48Ph+oYDT4xzY0HPOATQhxYQx6HanxYRRXtuJye3t0jXF7Thxhd82cbK6YloFRr5ORsEIcR67exGmlpaXx/vvvn3RZVlYWb7755jkvE2KoysuIIjzUTHuXE5PJwM0zMnG6vSREW5k1Ntk/Vfxw8s7p9vKnN7cHRumV1XRwz9UjeXdVEW6Pj0VzMrGYznwId7g8vP95MXVNdiaOiGfO+JQ+/RuFOBmTUc9P7p3Kw3/6gurGLn7z0kZ+9cBMTEZJQp8Li8nAmJw4dhc14HJ7Meh1/OODPSyYNYzqhk5Wbq3AqNexv7SZyfmJmIw60hPCmDb6aIkHnU6R5J0Y8jbsqWHjnlryMqLodnrocrhRddDZ7SHMambiiHitQxRiULl4Uip7DzVhMRlwurx4fT5CzEauvyT7pOufzTWuEEOR7BlCCNFPImxmfvCVSRRWtBAXGUJ6Yvgp161t7OoxxXbPoUYWX5LDd2+dcE7b/HhtCRv31ABQWtNGUkzoKYvWC9GXosIsPH7/dH70ly/ZV9LMn97Yzg++MinQ6VGcnXsWjmRXUQOvLNmHin96bF2znUVzsthd3BhYr7XTybdvHKddoEIMUGW17bz52UFQVVRVRVEU0hPC8HhVnG4v375pHJnJEVqHKcSgUlzZRoTNRGuHE4NBR4jZQITNjEEnI+yEOBeyxwghRD8KDzUxaUTCaZN3ADERFv80uMNS4mzntb2mNsdxr2VakNBORmI4P7l7Knqdwhc7qnhtqXRAPlc6nRLoCHsk9dnW5SIuMqRHMjQlTrqhC3EyTW2OwPRyRVEC02YNen8i78iUcyFE70mN91/HerwqCv4GFiaDjqZ2xxneKYQ4lozAE0KIAchmNXH17Ey27a8nLT6MK2cOO6/PmTY6kYLSZlRVJcJmJj8zpncDFeIcjRsex4M3jedPb27nrRWFJMaEcsU0aXJ0Lmqb7KQnhFFW14ECTM33PxS4/5oxbNlfR2xkCJdPTdc6TCEGpNS4UIwGPd1OD0aDjjuuGkFdkx0VuHxqOooio4KF6A0ddhfltR0kxliZMSYJj9fH5n11HCxvIcRsIDzUzCi5LhXinEgCTwghBqB3VhayZmcV4B+1F2I24PX6KKxsJcRsIOMMI/iOGJsTxw/vmEx9i53wUBMVdR1kJocHau0JoYXLpqZT12znjU8P8MzbO4mNDGFintScOp7d4aakup2YCAuRNjOHqtvYdqCerQV1qKpKcmwYiy7KZERGNAD5mdHkZ0ZrHLUQA1dLu4O/vrWTlvZuHC4vd141kosnpmkdlhCDTmNrN0+/sY2ubjc6RWH88DhGDIvmB1+ZRG1TF3XNdrJSIgizSkMrIc6FJPCEEGKA8flU1u6qDrzeWdhAW6eT/1u6n8KKFgAWzMzk8mNGLX25o4ola0swm/TceWV+oM7dgbJm9h5qwuNT2binBp9PJTo8hO/fNgGbXDQJDd0+P4+65i5Wba3kyVc285tvziQ3LUrrsAaMrm43/+9f2wLT3s1GPQ6Xh/K6TkJMesJtZg6UN1P3ny4ibRbuXph/xqn5QgxldoebVz7eR0Fpc6AL/N/e3cWk/HhiIkI0jk6IwWFLQR3vriqitcOBT1UxG3WU1nVSXNWGXqeQkxbJZVPSuXhSKkaDNLIS4lxJDTwhhBhgdDqFCJs58DrEbKS10xlI3oE/YXdEa4eT91YX4XR5aO908q/lBwAoqW7j+fd28+WOKj74opj2ThcAze3d7Ctp7qe/RoiTUxSFh26ewNicWLqdHn7+wnrKatq1DmvAKChtDiTv7A43lfWddNrdeL0qnQ4P9S12WjudeLwqze3dvLWiUOOIhRjYnn9vd4/kHYDH6+PfKw5qGJUQg4fT7eWNTw/Q7XTj8ak0tTno7Pbg9amAitvr40BZCx+vKwlcqwohzo0k8IQQYgC6/9rR5KRFkZkcwf3XjiYqzIJBf/SQHRVuCfzs9flwe3w4XF58Krg8/puTspp21MOFug06HU6395j3H00QCqEVo0HHT++dSl56FB12Nz97fh3VjZ1ah6W5prZuOuxOfP7dF71Oh17v34cNegWjXodRr8cWYuJI34oj+70Q4kRer4/y2nasZgPHNr5WAItJRgEJ0Rt8PhWv1wdAqMVAuM1MSlwoep2C7nC3WUVRcHtVDlW1aRmqEEFLEnhCCDEApcTZ+PaN4/jOLRPISokgPNTE3QtHkp4YTmZyBFNHJtDS4e/c1drhxO5w09DSTV1TV6B4fVZKRKArZUSYmZFZu0cUJwABAABJREFUMaQlhHHd3ByZqigGDKvFyM+/Np1hSeG0dDh57Ll11DfbtQ5LMwUlzfzulc188MUhDHqFhOhQctOjWDQnk+Q4G6EhRlLiQklNsDF9dCIABr2Oq2dnaRy5EAOXXq8jMzkCgOhwSyCJZzToOFjWSnWDPDgQ4kKFmA1cOWMY4E/U3b0gn/+6fTKXTkknItSETlFQFKht6iJcyrgIcV6kBp4Q4oJ02F1YTAaMBnkecDK7ixvZtLeWuMgQrpo57ILqfYzOjiU63MKf/72DkpWFmNeU8NDN41m7q5rwUBNWi+HwxZH/ziQ9MZxv3ziegpImUuJtjB8uTQLEwBRmNfHEAzN49K9rqG7s4pFn1vDrb8wkJc6mdWj97osdlYERDO1dLppaHej0CuW1Hdx8WS4mo57axi5GZcceTno6MBv1F9SYxudT6ex2ExpiRK+TDpxicLE73Oh0Cl+/bgy/f20Lja0OjAYdOkUhMTYUh8vDhj01LL4kV+tQhQh686cPY8aYZFBVlm4o48UPV2M06AgNMWI06HB7fYdH5Mm5RojzIQk8IcR58flUXltawPYD9ZhNBv+Uz9RIrcMaUKoaOnnpw72Baaxuj48b5l3YDcKW/XU4XR4AnC4PWwvqCA/1T4c9MsU2PPToU82slAiyUiIuaJtC9IeoMAu//dYsHntuHZX1nTz61zU88cCMwKiZoeLI/uxweWlqc4Dqr4upAGt31vDwHZN6rB8VZjnJp5w9u8PN397ZRWV9BzERIXzrxnFEh1/YZwoxUHy05hArNpej1+u4cV4u9c12ul0evD5w+by0dTqJDrf0OG8KIS5MeKiJlVvK+WR9CZ12NyoqOhTcPh8Wo564KGuPUjBCiLMnQ2aEEOflUFUb2w/UA/5E0kdrDmkc0cBT12wPJO8Aapq6Lvgzj79Zjwq3cOWMDCbkxZMQ459qt2F3De+uKsItNbFEkImJCOHJb88mKzmC1k4nP352LbuKGrQOq19de1EWY3PiCDEbMBl0eFU1UOeyL2pXbthTS2V9B+CvvbdqS0Wvb0MILbS0O1ixuRzw18D76MtDdDs9uD0+VFVFpygY9DqmjU5i7sQ0jaMVYvDYXdTIR2tKcDi9qKqKz6fi8fmwWQwoioLVYmDxJTlahylEUJIEnhDivOj1PYe+H9tgQfjlpEYSdkyNj/HD4877s1o7nFTUdTB9dBKXTEojLSGMiyelMWtsMhaTgbsWjOSWy4ZTWNHK/rJmvtxRyUdrSnrjzxCiX0XYzPzmW7PIHxZNV7ebx59fz9L1pVqH1W+sFiP3LhrF7PEpeH0qOsU/4jkxxsrNlw3v9e0dP2VWL8dyMUjodAocLinh8fpo7XRiNOhQFFCBSJuJOxeM5NbL86QMiBC9ZH9pMy+8vxu7w43b40OvVzAa9IRZTcRGhpAYY2XGmOQe18dCiLMnU2iFEOclMzmCuRNT+XJHFeGhZq6bm611SANOeKiJ/7p9EvtKmoiNDGF4+vk1jthV1MA/Py7A6/WRnRrJNxaPPWnCtKG1G44Z8VffMnQbAYjgZgsx8qtvzOTPb27ni+1VPPP2Toqr2vjqNaOwmIbGpYvT6fn/7P13eBz3dfd/v2c7Fr13gAAL2HsTi6hO9d4sucmyJHcntpPYd2zfP8d+4uRO4ih27MR2Ind12eoSVShSosQmdrCCKATRe11sn+ePJSGCTSwAFuXzui5fxmLKHlA7OzNnzvd8yUh209TuIWSYdPX6aW7vG/SbnmWzszlwpI2DR9rJz4znqkWqRJKxITHOyS2XTuSJNQdo7/bhtFsxDCjIjKfPF2TelHQum58X7TBFxoz3dtTypzcO0NLeh9tlIyPFTWKsg6/cPZeXN1ToPCMyCMbHVbCInJejjd1U1XdRnJt41ibyt66axM0rJ6oR7VkkxTtZNjvnovbx1pbq/qb25TUdlNd0UFKYcsp6JQXJOOxWjjb2YJomS2ZmX9T7ikST027lW/cvoDArgT+8tp/XN1axt6KFv/nkwnHRFy/GZaOp3YM/GMZutWCzWnhn29H+npZdvX52H24mKc7JzIlpF/w+dpuVR26bTThs6rtcxpxL5+by+Ov7sVgMTEw8fUGsVoNEt5OrlxRGOzyRMSMQDPO7V/fR7fETCofp9gSw2SzcdcUkctPjdJ4RGSSqFxeRAQ4f7eDRJ7fz53fK+PcntlNZ13nW9XUiHnqxJ80ueeJskyf22EuMc5IY6yQuxkZygpMP9zXS2eMbtjhFBpthGNx91RT+4eFLSElwcrSxh288up7fvbIPry8Y7fCGTFuXl3d31JIQ6zjWp8von8UPIhNP/PsT23lubRn/+2Ipb2w+ctHvqe9yGYs27qmny+MnGAzR2xckbJpYLRZsdgtpSTHRDk9kzHh3Rw09Hj+hUKTnnWma2G0WDh3t6F9H5xmRi6cKPBEZYE95C+FwJCkUCoXZW9E6LqpdRpJw2OTZtWXsOdxCTnosN64oxhcI0d7tY+XcXPIz4zFNk6ffOsTmvQ2kJcXw+ZtnEue2U9vSQzBkEuO0EAqH6fUGSIwb/Mb3IsNpXkkGP/3m5fzs6Z1s3tvAs2vLWLftKPdeU8IVC/Ox26zRDnHQ1Db38Ku/7Ka2qYfYGBtg4vEF8QXCXH/JBACO1HfT0e3t32ZXWTPXqJpIZADTNHlvZy193iDHLmuIjbET77YTCoUpr+lk4TTNhClyoVo6+thcWs/+I20cqm4nbEIgGCJsgstuwe20caCqDV8ghNM+ds7TItGkBJ6IDJCTFjvgdfZJr2Xo7TjUxMY9dQAcqvazZW8DX7tn3oB19le1sam0HoDmdg8vvldBV68Pnz9EV6+fPn+QKxbmk5Wi/34yNiTGOfn7BxazZW8Dv3qhlKY2D//5zC6eeOMgNywv4vIF+WOiouaJNQfp7PFht1to6Ywk6awWC01tHjbva+DqxYVkpMRgs1oIHhtar+9pkVO9vukIOw419SfvgP52FIZhkJnijlJkIqOfxxvgp0/toKndQ0uHF5fTij8QAiKVdmHTxB8Ik50Wq+SdyCBSAk9EBlgyM5s+f4jK2k4m5SexYGpmtEMad/pOGhroOc1QwVDIHPDaFwhytLGbeLcdl8NK2DS5f/VUDVeQMcUwDJbMzGZuSQavb6ziz+8cprXTy+9f3c8fXtvPjOJU5k3JYPakNAqzE4hxnv9lTjhs4vUH8XiD9PmCkVn0LAYWS2QYa2Kc84L2e676fEEMwyAt0UWfN4gJWI7NpFnT1ANAamIMD906iw9215EU7+TaY5V5IvKR8poOMI9NRGtGkgqJ8U5mT0pnwbQM8jPjox2iyKjV2Oah2+PvT5AHgmFcTiuGYZAS76TbE2B6UQr3XlMS3UBFxhgl8ETkFJfNz9PMbFE0vySDDbvqaGztxe2yn/a/xfTiVKYXpbKvshW3y85NK4p5Zm0ZNY3d2G0WctLjBvTKExlLnHYrt1w6keuXTWD99hre2nqUvRWtlJZH/ndcRnIM6clu4t124mIc/Qlt04wMS/X0BfB4g3h8AXr7Igm7kxPop+NyWElNdJGfGU9hdgKT8pKYWZxK3CDMEHvdsgk8vuYAANOKUjhU3UE4bOJyWrl0bm7/elMKki94ZmuR8aA4N5HS8hZ8bSHCYZN4t4MHb5rJJbM0wZPIxcpMcRPndhA2wW63YLdaSIp3YjEMDANWL83lvtUlGIYeJIsMJsM8sQO6yAi0Z88eAGbNmhXlSESGTyAYprndQ1K886yJuG6PH5fDht1mweMNsH57DUcbezAMk7zMBK5ZXIDVevb5irZt24bD4dAxJqNaQ2sv2w40sausmf1VbXR0X9wELhaLgdsZObbCpkkoZOIPhPAHw6dd3zBgYm4iS2dlc8flk7GdcNydfIztKmtmx8EmMlLcXLOkcMC6AB3dPrz+IJkpbrbsa6CqrpO5UzJOO/u0iJz+PBYOmzz3ThnbDzSRkRLD/aunkaFhsyIX5HTHWFO7h0176unzBWlq95CS4OK6ZUXYbRbiB+GBlsh4cq45D1XgiYiMQMer6D7OiRdIbpedqRNSeGNLNZgm+yrbCIdNblheNJShiowIWamx3LC8qP/z3tXr52hjN+3dXrp6/fR4AphEnlkaGLicVmJddtwuO7ExNtxOO26XjRiXDbfLjsNmOW3lQJ8vSHu3l+a2Po40dFFV38WBI20cbezhcE0nh2s6mZibxMJpp28/cKShi9+9sq9/BulQyOSmlcUD1kmKdwKRyWeWzMhmyQxVDImcr7YuL1v2NhAMhalu6ObtrdV8YvXUaIclMmZkJLu5anEBP3psC32+ABW1nXT2+vnSHXOiHZrImKUEnojIGNLQ2gsnFFbXtfREMRqR6EmIdTCjOHXQ9xvjtBHjjCMnLY45U9L7f9/a2ceushY6ur3MmZx+xu0bWnoxdYyKDLmmdk//RC8AdS29UYxGZGzq6PbR5wv0v67XcSYypJTAExEZQ6YUJONy2vAe6+M1Z9KZEwkiMnhSE2O4YmH+x643uSAZt8uOxxu54ZmtY1RkSBRmJZAY56SzJzKcfvaktChHJDL2pCe7yUqNjTxARseZyFBTAk9EZAxJTYzhgRtn8PtX9xEOM6D6QESiLyXBxTfum8++yjYcNgub9zawbvtRrl5ceMZhtyJyfl7fWMX2g02kJ8ewYk4OWamxzJyoxILIYDl+jGUku3nw5hkcrO4gxmlj7lkq0EXk4imBJyIyxry1pZrevkh1zzNryyjOTSQrNTbKUYnIcamJMaycm8ujT27nSH0XAI+vOUBRTgKpiTFRjk5kdNtf2caaTVUANLd7SE2M4arFhdENSmQMOfkYi3PbuffqkugGJTJOnH1qQhERGXW6PP6PXpgmPX2BM68sIlHT3fvRsWmaZn/iXUQuXHeff+DrXv8Z1hSRC6FjTCR6lMATERljrliY3z975sS8JIqyE6IckYiczpWL8uHYsTq1MIW8jPgoRyQy+s0sTiXzWNW5zWph1fy8KEckMrboGBOJHg2hFREZYxZPz6IoO5GePj8FmfFYrXpWIzISLZudw6T8JHr7AhRmJWCxGNEOSWTUc7vs/PUn5lPb1ENKgoukeGe0QxIZU3SMiUSPEngiImNQenIM6cnqpSUy0mUkuyE52lGIjC1Ou5Xi3MRohyEyZukYE4kOwzRNM9pBiJzNtm3boh2CiIiIiIiIiMiQWbBgwVmXqwJPRg2HwxHtEETGJL8/0nxYx5jI0NAxJjK0dIyJDC0dYyJD6/gx9nGUwJMR7/iJYtasWVGORGRs2rZtGw6HQ8eYyBDRMSYytHSMiQwtHWMiQ2vPnj3ntJ46m4uIiIiIiIiIiIxgqsATETlPH+5vpLKukykFycyZnB7tcERkBDhU3c6usmayUmNZPjtHM8qKiMioEg6bbNhVS2Obh3lTMpiUnxTtkEaFrfsaqKrv0n2BDAsl8EQGWSAYYl9FGzEuG1MKNLXgWPPh/kb+9Pp+AD7YXcfnb5nFjOLUKEclIkMtFDbZV9GKxWIwvSgFw/goQVfT1M0v/7KbcDgyL5jXF+TqJYXRClVEZEiYpsn+qjaCoTAzilKxWjWYayx5c8sRXt9YBcDm0ga+cd98ctLjohtUFIRCYfZWtmKzWpg2YeD5/mRb9zXw+JoDQOS+4OFbZzOtKGW4QpVxSAk8kUEUCoX5+bO7OFLfBcCViwq4cUVxlKOSwXT8v+1xVfVdSuCJjAO/eWkveytaAFg0PYv7Vk/tX3a0sbs/eQdQ1dB1yvYiIqPd028dYlNpPQBTJ6Tw8K2zzprckNGl6oRr3FA4zNHG7nGXwDNNk/99aS/7K1sBWDIzm3uvLjnj+lWn3Bd0KoEnQ0qPTUQGUWObZ0CCZ/PehihGI0NhSuFHVZWGYTClICl6wYjIsOjpC/Qn7yBSiRs6IWFXlJOI3Wbtfz21QBfvIjK2mKbJln0fXdceqGqjq/fcZk2U0aGk8KNzl91mpSg3MYrRREe3J9CfvAPYsrcB0zTPuP6Jo60Mw2CyRl/JEFMFnsggSoh14LBb8QdCAKQnxUQ5Ihlssyam8chts6ms72JyXpL6g4iMAzEOK3ExDnr6IjerKQkurCf0uMtKjeWrd8+ltKKVrBQ380oyohWqiMiQMAyD1MQYmts9ALhddtwue5SjksF02fw8EmIdNLZ5mD0pjYxkd7RDGnYxThuxMXZ6+wIApCXFnLXKdM7kdB6+dTZV9Z1MLkhmUl7SMEUq45USeCKDKM7t4PO3zOStLdXEOG3csmpitEOSITB1QgpTJ6jCRmS8sFotPHzbLF79oBKrxcJNK09tjZCfGU9+ZnwUohMRGR6fv2UmL71XQTAU5rpLJmC3aTDXWDN/nD+AstssPHzrLF7bWIXNevrz/cmmFaVo2KwMGyXwRAbZ5PxkJuerfFpEZCzJz4znkdtmRzuMcxYOm7y/u453th3lSEM3FgMm5iZx1eICFkzNUN8qETlvGcluHrx5ZrTDEBlSBVkJo+p8L+OLEngiIiIiY0hrZx///PsP2V/VNuD3Da0e3t9dx/ySDP7qE/NIjndFKUIREREROV9K4ImIiIiMEQ2tvXz75xto7fQS47Ry88qJzJ+aQShssmVvA6+8X8n2g01866fv8Q8PX0LuOJthUERERGS0UgJPREREZAzo7PHx/V9upLXTS35mHN/73FKy02L7l8+amMY1Swr54WObqW/p5Xu//IB/+epKUhM14ZKIiIjISKfOoyIiIiKjnGma/MdTO6hv7SUzxc0PH1k2IHl3XH5mPP/y1ZXkpsfS3N7HDx/bTCAYikLEIiIiInI+lMATERERGeVe33SErfsasdss/J/PLj5rVV1inJMfPLyMeLeD8ppOfvvyvmGMVEREREQuhBJ4IiIiIqNYV6+fP7waScJ9+vrpFOcmfuw2mSlu/voT8wB48b0Kdh5qGtIYRUREROTiKIEnIiIiMor98bX9dHsCTMhO4KYVRee83aLpWdywPLL+L57bjT+gobQiIiIiI5USeCIiIiKjVH1LL2s2HwHg4dtmYbWe36Xdp6+fRkqCk/qWXp5bWzYUIYqIiIjIIFACT0RERGSUeubtQ4TDJvOnZjBrYtp5b+922fn8zbMAeG7dYdq7vIMdooiIiIgMAiXwREREREahxjYPaz88CsAnri654P2smJvDlIIkfP4QT755cLDCExEREZFBpASeiIiIyCj08oYKQmGTOZPTmDoh5YL3YxgGn71hBgBrNh2hvqV3sEIUERERkUGiBJ6IiIjIKOMLhHhrSzUAN1868aL3N2tSGvNLMgiFTZ5VLzwRERGREUcJPBEREZFR5r0dNfT0BchIcbNgauag7POeq6cAsPbDalo7+wZlnyIiIiIyOJTAExERERllXvmgCoDrLpmA1WIMyj6nF6UyvSiFYMjk+fXlg7JPERERERkcSuCJiIiIjCKVdZ0cPtqBzWrh6sUFg7rvu66MVOG9vrGKHo9/UPctIiIiIhdOCTwRERGRUWT99hoAFk3PJDHOOaj7XjA1gwnZCXj9Id481mNPRERERKJPCTwRERGRUSIcNvsTeJfNzxv0/RuGwY0rigB49YNKwmFz0N9DRERERM6fEngiIiIio8TeilZaOr3EumwsnDY4k1ecbNW8PGJj7DS0eth+sGlI3kNEREREzo8SeCIiIiKjxLpj1XfLZufgsFuH5D1cTlt/b72XN1QMyXuIiIiIyPlRAk9ERERkFAiGwnywuw6AyxYM/vDZE123bAKGAdsPNlHf0juk7yUiIiIiH08JPOFHP/oRV1xxBSUlJezfv7//91dccQWrV6/mlltu4ZZbbuHVV1/tX1ZVVcW9997L6tWrueOOOygrKzunZSIiInJh9la00tMXIDHOwYzitCF9r5y0OOaVZGCa8OaWI0P6XiIiIiLy8ZTAE1avXs3jjz9Obm7uKcseffRRXnjhBV544QWuv/76/t9///vf5+6772bNmjU89NBDfPvb3z6nZSIiInJhNpXWA7B4ehZWizHk73fN4kIA3t56lJAmsxARERGJKlu0A5DoW7Ro0Xmt39raSmlpKY899hgQSQD+8Ic/5MiRI8TFxZ1xWWFh4QXHaJomHo/ngrcXEREZzUzTZFNpAwBLZ2YPy3sunpFJvNtBW5eXHQebhmzSDBERERH5eErgyVn97d/+LQCzZs3iW9/6FikpKdTX15Oeno7NFvn4GIZBdnY2dXV1xMfHn3HZxSTwAoHAgOG90eTxhWnvCZISbyPGoSJWEZGRqLPHR1O7h9z0ONwue7TDuWjltZ20dPThdFiZMyV9WN7TbrNy+YI8Xnyvgre2ViuBJzJOtHb20d7lIz8rHucQTZYjMtzau7y0dnrJy4zD5VAaREYnfXLljP74xz+Sk5NDIBDg0Ucf5e/+7u/49a9/HZVY7HY7kyZNisp7n6ixzcMzz++jzxckNsbOF26bQVqiK9phiVyUkZIcFxksRxu7+fmzu/D5gyTEOfmre+eRHD+6v6s3H6u+m1+SMaw31FctLuDF9yrYXFpPZ4+PxDjnsL23iAy//ZVtPPZSKcFQmMyUWL52z9wx8RBExrdD1e38+vk9BENh0pPd/NW98/S5llFJCTw5o5ycHCCSPPvMZz7D6tWrAcjOzqa5uZlgMIjNZsM0Terr68nJySEuLu6Myy6GYRi43e6L/psu1q6tdfgCYSwWC32+EHsqOrlheUq0wxIRkRN8sKcOnz8IQFePj237m7hqcUGUo7o4x/vfLZ2ZNazvW5STyMS8RMprOlm/o4abV04c1vcXkeH17s4agqEwAI1tveyrbFP1rYx67+6o7f9cN7d72HO4hSXD1I5CZDBp/J+clsfjoaurq//1K6+8wvTp0wFITU1lxowZvPjiiwCsWbOGzMxMCgsLz7psLEiIdZz1tYiIRF+C+6Tv6rjR/V3d2tlHVX0XhgELpw1vAg/g6kWR5OfbW48O+3uLyPA65ftT17oyBsTHDqy2S4hVNbmMTqrAE77//e+zbt06WlpaePDBB4mNjeWxxx7jq1/9KqFQCIC8vDz++Z//uX+bH/zgB3znO9/hl7/8JbGxsfz4xz8+p2Wj3aXz8mhu76O8tpPJ+Uksm31xlYUiIjL4rlpcQGuXl+qGbqYXpbBw6uiuHtlxsAmAyflJUbmZXjkvj1+/UEpFbSdHG7vJz4wf9hhEZHjcfOlEPL4gze19LJiawZSC5GiHJHLRblpRjKcvSENbL/NLMphWpBFUMjopgSf8wz/8w2l///zzz59xm+LiYp566qnzXjba2awW7rm6JNphiIjIWdhtVj557bRohzFodhxsBmBeSUZU3j8h1sH8qRls3dfI+h01Y+rfVkQGio2x8+DNM6MdhsigcrvsPHDTjGiHIXLRNIRWREREZIQKh012HDqWwJsSnQQewKp5eQCs316DaZpRi0NERERkvFICT0RERGSEqqjtpNvjJ8Zpo6QwekPZlszIwumw0tDq4VB1e9TiEBERERmvlMATERERGaG2H+t/N2dyGjZr9C7bXE4bS2dEZuxbv6M2anGIiIiIjFdK4ImIiIiMUDsORRJ40ep/d6LLFkSG0b63s5ZQKBzlaERERETGFyXwREREREYgjzfAgao2ILr9746bOyWdeLeDjm4fuw63RDscERERkXFFCTwRERGREWhfZRvBkElmipvstNhoh4PNamHF3BwgMpmFiIiIiAwfJfBERERERqA9x6rcZk9Ki3IkHzk+G+3GPfUEgqEoRyMiIiIyftiiHYDIcGlq81Be28GR+m6sVoOVc3PJSo1+RYOIyEjU1evnUHU76ckxFGYlnPf22w82UXa0naKcRBZPzxqCCMe+0opIAm/mxJGTwJs2IYXURBetnV52HGxm8Qz9txUZbLXNPdS39FKcm0hKguuctjlc08H2A02kJ8ewal4eFosxxFGKjAxNbR72lLdwtLGb9KQYrlxUgMupNIeMTfpky7hQ3dDFz57eSUNrL15/iIxkN7vLWvjOZxfhdtmjHZ6IyIjS2ePjJ49vp6vXB4bB/aunsnBa5jlvX1rewh9e3QfApj31WAzjvLaXSP+7wzWdAMycmBrlaD5isRgsm53DS+9VsGFXrRJ4IoNsf2Ub//PiHsJhkxinnb/6xDwykt1n3aahtZf//vPu/sllPN4gNywvGo5wRaLqSEMXP31yB0ebejBNk4xkN7UtvTx866xohyYyJDSEVsaFHYeaCYbC+AJhTDNyY9TT56e10xvt0ERERpxD1e2R5B2AabJtf+N5bX+koXvg6/quwQpt3Nhf1UY4HOl/93E378Nt+exIH7zNexs0jFZkkG070Eg4bALQ5wuwt6L1Y7epaeoZMDO0vnNlvNh5qBlfIEQ4bPbf4+nzL2OZEngyLmQkxwDgclgBsNkspCTEkJEysm6KRERGgrSkGDA+Gn6Vfp4JpJKCZIzj2xsGJYXJgxneuFBaHrlpH0nVd8dNm5BCSoILjzfIjkPN0Q5HZExJP3bNety5JPCLchJwOj4aWDV1gr5zZXxIT4rBZjWwWSPXHDabRdccMqZpCK2MC0tnZtPtCVB2tB3DMJiUl8SSGVk47dZohyYiMuIU5STyiWtK2La/kYxkNzeuOL+hWJPyk/jSnXMor+lgQnYCJYUpQxTp2FVafqz/XfHI6X93XGQYbTYvb6jk/V116nEoMoiuWlSALxCipqmHWcVpzCj++CR+amIMf3XvPHaVNZOe7GZ+ScYwRCoSfZfMitzj7a9qBRMWTMtk2azsaIclMmSUwJNxwTAMrllSyDVLCqMdiojIqLB4etZFJWYm5SUxKS9p8AIaR7y+IGVHO4CRWYEHsGJOLi9vqGRzaWQ2WrtND8REBoPVauHmlRPPe7us1FhNzibjjmEYrF5ayOqluseT8UFDaEVERERGkP1VbYTCJunJMWSO0FYPkWG0Tnq9QXZqGK2IiIjIkFMCT0RERGQEKT3WtH5mcepHvQRHGIvFYNmsyGQWG3bVRTkaERERkbFPCTwRERGREeT4rJMzJ468/ncnWjbnxNlowx+ztoiIiIhcDCXwREREREaIYChMWXU7ANOLRvbkH9OLUkmKd9LbF2BXmYbRioiIiAwlJfBERERERoiK2k78wTDxbju56XHRDuesrBajf7a/DbtqoxyNiIiIyNimBJ7IGfT0BejpC0Q7DBGRUc3jDdDV6492GKPGgao2AEoKU0Zs/7sTrZiTC8CmUg2jFRlpdC0r41FPX4Aej647ZGyyRTsAkZFo7YdHeWlDBQA3rSjmioX5UY5IRGT0+XB/I0+8cYBw2OSyBfnccunEaIc04u0/lsCbNmFkD589bnpxZBhtR7ePXWXNLJyWGe2QRARdy8r4tG57DS+8Ww7ADcuKuGpxQZQjEhlcqsATOUkgGOblDRVgmmCavLyhQlUFIiIX4Pn1hwmHTQDWbTtKW5c3yhGNfAdGWQLPajG45Ngw2vc1G63IiKBrWRmPQqEwL71X3v+5f+WDSnyBULTDEhlUSuCJnMRiRG5IjrNaDCwjfxSTiMiIY7dZ+382DAObVZcdZ9Pc3kdLpxeLxWByflK0wzlnK47NRruptJ5gSEkCkWjTtayMR4ZhYLV8dJ0R+dzrgy9ji66kRU5itVq4/9qpuF12Ypx27ls9FatuOkVEztsnrikh3u3AYbdy++WTSIh1RDukEe3AkUj1XXFOAi7n6OlyMqM4jaQ4Jz2ajVZkRLBaLdy3eioxTl3LyvhhsRj993Aup437rpmK3abPvYwto+fqUGQYzZ2SwdwpGdEOQ0RkVJtSkMw/PLIs2mGMGseHz04tHB3DZ487Poz2tY1VvL+rjgVT1QdPJNrmlWQwr0TXsjK+zJmczpzJ6dEOQ2TIKCUtIiIiMgIcn8Bi6ijpf3ei5RpGKyIiIjKklMATERERiTKvP0hFbScweiawONHM4lQS4xx0ewLsPtwS7XBERERExhwl8GTcCQTDmolLROQC+QOh/pllZfAcPtpBKGySkuAiPTkm2uGcN6vVwiWzIlV4mo1WZGiYponXH4x2GCJRpeNAxjP1wJNx5YPddTz3ThkGBndcMZlLZmVHOyQRkVHjubVlbNhVS4zTzudunsGkvKRohzRmHB8+O21CCsYonTVvxewcXt9YxcY99XzxjtmadVhkELV29vFfz+2mtbOPKQXJfP6WWWrQL+NOa2cf//3n3bR09DE5P5mHbtVxIOOLPu0ypgWCYZ5ff5j/fGYn72w7ynPvlBEOm4TCYZ5bW0ZIfXpERM7Jxt11/GXdYVo6+uju9fH8uvJohzSmHDzSDozO/nfHzZyYSkKsg26Pnz0aRisyqN7YdITWzj4ADlW3s+1A4ynrfLi/kZ8/u4un3jyI16cKJRl73txSTUtH5DgoO9rO1n0NAGzYVct/PrOTP79TppFWMqapAk/GtDc2H2H99hogMjwpEAzjsCtvLSJyPrz+IM+sLcPrDwEQDHmZkJMY5ajGDtM0P0rgFSZHOZoLFxlGm82aTUd4f3edZsAUGUIn1+kebezmT2sOgGly+CiETfjENSVRiU1kOB040sZza8sAKK/pwG6zctPK4ihHJTI0lMmQMe34ExoAw4D5UzOwWixYLRbuunIyVg3vERH5WL19AUzTJM5tByBsmty6amKUoxo7mtv76OjxYbUYFOeO7sToimOz0W7cU68qd5FBdM3SQtKSIv0xpxamMH9q5oDlrZ19YJoDX4uMMdcsKSQ92Q3A5IJkFk3PGnC/B5zyWmQsUQWejGmLpmey+3Az4bBJbIydW1dN5LM3TAdQ8k5E5Bwlx7uYXJBMWXU7SXFOVszJYaL63w2asqMdAEzIScBht0Y3mIs0a2IaCbEOunr97ClvYe4UVeGJDIbUxBj+/oEl+AOh035PTM5PJiUhhrauPjAMFk3LPM1eREa3lAQX/+eziwccBzOKUlkTc4SePj+GYbBwuj77MnYpgSdj2vSiVL55/wIaWj0U5ySSFO+MdkgiIqOOxWLw8K2z2FvRisNmZVrR6O3TNhIdqo4Mn52SP3qHzx534jDaDbvqlMATGWRnSvLHxtj56/vmc6i6ndREF4VZCcMcmcjwOfE4SE5w8a1PLqC8tpPMFDe56XFRjExkaKkESca8nLQ45pdkKHknInIRbFYLcyanK3k3BA4djSTwJucnRTeQQbJ8tobRikRDXIyd+SUZSt7JuJMY52R+SYaSdzLmKYEnIiIiEiWhsEl5TQcAUwpGfwUewOxJacS7I8NoSytaox2OiIiIyJigBJ6MeeYJDX1FROTc6ftz6NU0ddPnC+FyWMnLjI92OIPi+DBagPd31UU5GpGxSd/PMl7psy/jmXrgyZjV2tnHr18opanNw/ySDO5bPRWLxTjv/YRCYXaVtYABcyanY72AfYiIjDYvb6hg3bYa4tx2PnfTDApOGJLV7fGzr6KV5ATXmKkai5ay6g4AJuYljanzy/I5Obyx+Qgb99TzyO2zx9TfJhJtG/fU85d1h7FaDT5xTQmzJ6Wfdr26lh6qG7qZkJ1AVmrsMEcpMvje21HDE28ewmY1ePCmmcyZcvrPvshYpQo8GbNeeb+SxtZeTNNk24FG9hxuuaD9/M+LpfzhtX384dV9/P6VfYMcpYjIyHO0sZu3t1YTCofp7PHx3DuH+5d5vAF+8vh2nnzzIP/13C7Wb6+JYqSj3/H+d2MtERoZRmuno8fH3ooLO/+KyKm8viDPrj1EIBjC6wvy+JqDp12vvKaDnzy+nafePMi//Wkb1Q1dwxypyODq8vj5xXO7aWrzUNfcy8+f26VqPBl3lMCTMSsYGviFHriARtoeb4ADVW39r3cfbiYQVENuERnbQuGB35/BE74/K2o76ej29r/efrBp2OIai8qqx9YEFsfZrBaWzowMo92gYbQigyZsmpz4FR0KhU+bxNhV1tw/iUwwFGZPufpRyuhW29g94D6su9eP8ncy3iiBJ2PWtUsLiXM7AJhckMycyedfYu1y2EiM+2j22tTEGOw2HTYiMrYVZsWzaHoWAE6HjZtXFvcvS0uKGdCOIDPFPezxjRX+QIiq+khVzFirwIPIMFo4NhttWHdZIoPB7bJz/SUTwDAwDIPbLpuEYZw6RD3zpCGz+q6W0S4rLZaUhI/uy6YVpVxQeySR0Uw98GTMykmP4/9+fikeb5B4t/20Fzcfx2Ix+MLts3ntgyosFoPrlk0Y/EBFREYYwzC4b/VUblpZjNNuxWG39i/LSo3lgRtnsHFPPckJLm5cURTFSEe3yrpOgiGTxDgHGckx0Q5n0M2ZnE5cjJ2Obh/7KlqZNSkt2iGJjAlXLylk+ZwcLIaBy3n627lls7Lx9AWoqOtkSkEyC6dlDnOUIoMrOd7Ftz65kLe2VpPgdnD75ZOiHZLIsFMCT8Y0m9VCQqzjovaRlRrLAzfNGKSIRERGj3j36b8/Z05MY+ZEJWMuVtnRDgAm5ydf0EOmke74MNq3tlbz3q5aJfBEBpHbZT/rcsMwuHpJ4TBFIzI8phQkj8mKdZFzpbGAIiIiIlFw6Fj/uyljrP/diVbOzQXg/V11A3opioiIiMj5UQJPREREJAoOVXcAkT6tY9WcyWkkxTnp6vWz81BztMMRERERGbWUwBMREREZZr19AWqbe4CxNwPtiaxWCyvnRarw1m2riXI0IiIiIqOXEngiIiIiw+zwsf53mSnuAbOdj0WXzc8DYNPeevp8wShHIyIiIjI6KYEnIiIiMswOHY30vxvL1XfHTc5PIjs1Fp8/xKbS+miHIyIiIjIqKYEnIiIiMsyOz0A7HmbTMwyDVceq8NZt1zBaERERkQuhBJ6IiIjIMDs+A+14qMADuGxBJIG381AzHd2+KEcjIiIiMvrYoh2AnJ/u7m7WrVvHvn37aGpqwufz4XQ6ycjIYNq0aVx22WUkJCREO8wh19sXwOW0YbUY0Q5FRGREC4dNPL4gsS4bhqHvzJGgtbOP1k4vFgMm5iVFO5xhkZsex6T8JA4f7eC9nbXctLI42iGJjAn6jpexzDRNer1B3E4bFt33iSiBN5r8z//8D7/4xS/weDxYLBaSkpJwOp34fD46OjoIh8PExMTwxS9+kYcffjja4Q6JYCjM/75QyoEjbSTEOvnC7bPJTouNdlgiIiNSa2cfv3h2N21dfRTlJPLI7bNx2q3RDmvcq6jtBKAgK4EY5/i5FLtsfh6Hj3awfnuNEngig6Cj28cvnttFc7uH/Mx4vnjHnHH1nSJjW29fgF88u4u6lh4yU2P58p1ziHc7oh2WSFTpG36U+OMf/8i//uu/ctNNN3H//fczY8YM7HZ7//JAIMCePXt44okn+Pd//3diYmL41Kc+dU77/tGPfsTatWupra3l+eefZ9q0aQBUVVXx7W9/m/b2duLi4vinf/onJk+efFHLLtbushYOHGkDoKvXx+sbq3jgphmDsu+xpqapm2feLiMQDHPD8iJmFKdGOyQROQ1fIMTTbx3iaGM304tSueXS4kGronhzSzVtXX0AVNZ18uG+RpbPyRmUfcuFy02PIzstlmsvmRDtUIbVpXNzeezFUg5Wt1PX3ENOely0QxIZdB/ub+StrdXEuuzcc/UUMpLdQ/Zeaz88SnO7B4Cjjd1s3FPPFQvzh+z9RIbTeztrqWvpAaCxtZffv7KPbk+AOLede68uIS0pJsoRigw/9cAbJf7whz9w66238i//8i/MnTt3QPIOwG63M3/+fP7lX/6Fm2++mT/+8Y/nvO/Vq1fz+OOPk5ubO+D33//+97n77rtZs2YNDz30EN/+9rcvetnFspz0idVIgTP77cv7qG7oor6lh9+9so8+XzDaIckwCwTDrP2wmlfer6S9yxvtcOQM3tp8hO0HGmlu97B++1G2HWgatH1bTvqS1Hfm0NpcWs+L75VzpKHrrOvlpMfxq+9cxQ3Li4YpspEhOcHF3JIMAN7aWh3laEQGX1uXl8fXHKCxtZeK2g7+9PqBIX2/k6+Lh3qIYY/Hz2sbq3hj8xFdV8qQO/HzHAiG2X6wica2XsprOnjyzYNRjGx8CYdNNuyq5aX3Kqhv6Y12OOOeKvBGifr6ej7/+c+f07oLFy7ktddeO+d9L1q06JTftba2UlpaymOPPQZEknw//OEPOXLkCHFxcRe0rLCw8JxjOplpmng8HiblxDKjKJk9FW2kJji5Yn4WHo/ngvc7lnX2eAmHwwD4/GHaO7ox451RjkqG05/WlFFa0QrAltI6/vre2Tg0fHLE6fIEBr7uHbwG/9csKaSyrpOG1l6mTkhh0fSsQdu3DPT21mpe3lABwHs7avnm/QvISlWLh5NdvbiA7QeaeHvrUe6/dpp62cqY0tsXwDTN/tfdHv+Qvt+Viwoor+mkpqmbyfnJLJuVPWTvFQ6b/OK53dQfq4g6eKSdr949d8jeT+TSubkcqGqjsq6TzBQ3LR19/cu6eof22JKPvLShgnXbjgLwwZ46/u5Ti0jSPWXUKIE3SuTl5fH+++9z1113fey6GzZsIC8v76Ler76+nvT0dGy2yEfEMAyys7Opq6sjPj7+gpZdTAIvEAiwf/9+AOblw+zceKwWg+b6KprrL+pPHbMmZ8KHhyNVV5OyXdTXVKB/qvFlT1kz3kAkidvn9bJlxz5S4/W1P9Isn53NrrJmfP4giXFO5pdkDtq+k+Kd/N2nFxEKhbFaVXQ/lA7XdPT/HAyFOVLfpQTeaSyZkUW8205bl5cdB5tYOG3wPu8i0ZabHkdJYQoHj7SBYXD5gqEdzhrvdvDN+xcMy3d8rzfQn7wDqKjtIBQ2lYSXIeNy2vjaPfMIhcJgGPzyz7spO9qOYRhcvuDi7nXl3J14feP1Balp6lYCL4p0JzdKPPDAA3zve9/ji1/8Ivfddx8zZswgJSWlf3lbWxulpaU88cQTrFu3jn/4h3+IYrSDz263M2nSpGiHMapMmwZXtvbiD4QpyIzTzGTj0MwjVvZWRnpGJsQ6WDxv+mkr8I4nxyU6CrIS+M5nFtHc0UdOWixul/3jNzpPSt4NvYm5iRyoihxvNquFwuyxPyP8hbDbrFy2IJ+X3qvgrS3VSuDJmGKxGDx06yyO1HfhdtmGLYk/HN/xsS47mamxNLZGhtBNyE5U8k6GxfHP9yO3zeJIQzdxMXYyUoaut6QMNDE3kZrGbgCcDhu5GepfG01K4I0Sd911F6FQiEcffZR169YBYLVasdvtBAIBQqEQpmmSmJjI9773vXOq1Dub7OxsmpubCQaD2Gw2TNOkvr6enJwc4uLiLmjZxTAMA7dbX9Tna6L+zca1B26exfrtNXh8QZbPziEpUc1+R6rEOCeJcXqaOZpduaiA2BgHjW0e5kxOU/XdWVy9uICX3qtg8956Ont8+uzLmGK1GBTnJkY7jEFnsRh8+c45vLujFqvF4NJ5uR+/kcggslotY/LYGuluXjmR1IQY2rq9LJyWSXK8K9ohjWtK4I0i9957L7fddhubNm1i//79NDc34/V6cblcpKenM23aNJYuXYrTefEXwqmpqcyYMYMXX3yR22+/nTVr1pCZmdk/DPZCl4nI8LHbrFy1WMeeyHAwDINLhrD/1FhSlJPIpLxEDtd0sn57DTdfOjHaIYnIOYh3O8bd5Dsi453FYrBSCfsRQwm8UcbpdLJq1SpWrVo1aPv8/ve/z7p162hpaeHBBx8kNjaWN998kx/84Ad85zvf4Ze//CWxsbH8+Mc/7t/mQpcNpbe3VlNa3kpeRhw3XzoRu01DxkRkbAmFwry0oYIj9d2UFCZz7SUToh2SyAW5anEhh2t28+aWam5aWaw2DyIn6er18+d3yujq9bNqXh5zpqRHOySRYdPj8fPndYfp6PaxYk4u86dmRDskkRFBCbxR6P/+3//LLbfcwvz58wdlf2fql1dcXMxTTz01qMuGyp7DLf2z/1XVd+J22bhumZ4QisjYsn5HDeu31wCR77q0pBj1EJNRadW8XP73xVKq6rsoO9rBlILkaIckMqI89eZB9lVGZpI/0tDFt9MXk56sVhgyPjzzdhm7DzcDUFXfRU56rFpTiAAqURqFXn75Ze6//36uuuoqfvrTn1JVVRXtkKKutbNv4Osub5QiEREZOi0dA7/bTv7uExkt4twOls+O9Md97YOq6AYjMgKdeC0bDpt09viiGI3I8Go54frGNE06uvX5FwEl8EaljRs38pOf/ITJkyfzq1/9iuuuu4677rqLP/3pT7S1tUU7vGEXCIYJhMIEQyamGWlwunh6VrTDEhEZFB5vgPd21vLh/kYWTs3AbovMJBzjtDNvioaUyOh1/bFK+Xd31NDV649yNCIjh2maZKfG0u0JEAqb5KTHUZgdH+2wRIZFIBgmLTGGnr4ApgmZqbFMyNHM7iKgIbSjksPh4LrrruO6666js7OT1157jZdeeokf/ehH/PjHP2b58uXccsstXHnllYMyocVI99uX97KvshUDk+SEGL54+2xNLS4iY0IgGOZnT++kobUXgCUzs/nbTy2ktrmHwqwEkuLH/ne8jF1TJyRTnJNIRV0nb22p5vbLJ0U7JJER4YV3K9h5qAmH3YLLYePh22b1P7wRGev+98VSDh5pw2GzkJoYw1/dOw+XQ2kLEVAF3qiXmJjIvffey5/+9CfefvttrrrqKtavX883v/lNli9fzt///d9z4MCBaIc5ZIKhcH9/EKvVQke3lzi3PcpRfbyG1l7e3lrdH7uIyMk6un289F455TUdmKYJRPp9piXFMGdyupJ3MuoZhsH1x2a0fPWDSkJhM8oRiQyt3r4A67bXsHFP/Vk/73sOtwDgtFsJBEO0dao1jIwP/kCIg0ciI8ocdivN7b28u72GLfsaCOscIaIKvLGgvr6el156iZdeeomysjKSkpK4/vrrsdvtvPjii/zlL3/hu9/9Lvfdd1+0Qx10NquFzNRYGo9Vp6QkxIz4JzRNbR7+/Ynt+AMhAO6+qoRLZmVHOSoRGUk83gCPPrmd9m4fHT1+AsEwSfFOcjPioh2ayKBaNT+X37y8l8Y2D9sPNLJILTBkjAoEw/zsmZ3916zltR188tppp103Jz2Wtq5IDzCnw0ZakiavkPHBYbeSnuymud1DOGzS3uPntY1VABxt6OaOKyZHN0CRKBvZmQ45o66urv6hs9u3b8dqtXLZZZfx9a9/nVWrVmG3R6rQvvnNb/KNb3yDX/ziF2MygQfwyG2zeGPTEcImXL24AIvFiHZIZ1VW09GfvAPYV9mqBJ6IDFDT1ENnjw+LAenJMYTDJivm5HLtJROiHZrIoHI5bFy1qIAX3i3nlfcrlcCTMau1s68/eQewr+LMfavvWz2VNZuq6PEEWDk3l3i3YzhCFBkRvnD7bN7YfIT2Li/7Kj86TkorWpXAk3FPCbxR6Mtf/jLvvvsugUCAOXPm8N3vfpcbbriBxMTEU9Z1OBysXr2at956KwqRDo/keBf3XF0S7TDOWV56HIZh9A+Jy89UU2IRGSgj2Y3DbsUfCOGwWVgwLVMXrTJmXb9sAi+8W872g03UNfeQk65KUxl7kuKdxLkd9HgiE7bkZZ75cx7jtHHrKvWElPEpJcHFvVeX0OPx84+/3UqfLwBAge6ZRJTAG43279/Pgw8+yK233sqECRM+dv3ly5fz+9//fugDk3NSmJ3A526awa6yFrLT3Fw2Pz/aIYnICJMU7+SLd8xh4+46EuKcXL24INohiQyZnPQ4Fk7L5MP9jTy/vpwv3Tkn2iGJDDqXw8aX75zDuu01uBxWrllSGO2QREa0OLeDL94xmw276oiNsemYEUEJvFFp7dq157W+y+Viy5Yt5OTkkJeXN0RRyfmYOTGNmRPToh2GiIxgE7ITmJCdEO0wRIbF7ZdP4sP9jby9tZr7Vk/VJC0yJmWlxnLvKBo1IhJt+ZnxfOIaHTMix2kW2nHA4/Hw85//nKNHj0Y7FBEREZFTzCxOZXJ+Ev5gmJffr4h2OCIiIiIjjhJ448TxfmsiIiIiI41hGNxxeaTP46vvV+L1BaMckYiIiMjIogSeiIiIiETd0lnZZKfG0u0J8NbW6miHIyIiIjKiKIEnIiIiIlFntRjcetlEAP6y7jCBYDjKEYmIiIiMHErgiYiIiMiIcOWiApLjnTS19/G2qvBERERE+imBJyIiIiIjgtNu5c4rI73wnnrrEIFgKMoRiYiIiIwMSuCJiIiIyIhx7dIJpCS4aOno443NqsITERERASXwRERERGQEcdit3H2sCu/ptw7hD6gKT0REREQJvHEgJSWFt99+mwULFkQ7FBEREZGPdc3SQtISXbR1eXltY1W0wxERERGJOlu0A5Dz88EHH/Daa6+xb98+mpqa8Pl8OJ1OMjIymDZtGtdddx3Lly8fsI3FYiE3NzdKEYuIiIicH7vNyj1Xl/DzZ3fx1JsHuXJhPnFuR7TDEhEREYkaVeCNEh6Ph4cffpgHH3yQV155BZfLxYIFC7j88stZsGABLpeLV199lc9//vM89NBDeDyeaIcsIiIicsGuXlxAQVY83Z4AT711KNrhiIiIiESVKvBGiZ/85Cds2rSJf/iHf+DWW2/Fbrefsk4gEOD555/nRz/6ET/5yU/47ne/G4VIh9/hmg76vEGmTkjBblNOWkRGtm6Pn4qaTjJS3GSnxUY7HJERy2q18LmbZvD//XoTL2+o4PplRTpmZMzp8fgpr+0kPTmGnLS4aIcjMqxCoTD7q9pw2K1MKUiOdjgiI54SeKPE66+/zoMPPshdd911xnXsdjt33XUXNTU1PPvss+Migffaxire2FQFQFFOIl++cw5W68cn8epaeqht6qE4N5HUxJghjlJExpva5h7qmk/9juns8fGTx7fT1evDYjF44MYZzJyYFsVIRUa2BVMzmV+SwfaDTfzm5b38n88ujnZIIh8rFDYpLW8BYNbENCwW47Trdfb4+PcnttPZ48MwIueEWZN0TpDxwTRNfv7sLkrLW7DbLFy5qJDbL58U7bBERjQl8EaJnp4esrKyzmnd7Oxsent7hziikWHj7rr+nyvrOmlo85Cbfvanl4eq2/nVX/YQCodxOmz81b3zyExxYxgfXVx5vAF8/hDJCa5Ttj9wpI3n15WDAXdeMZlJeUkXFHtXrx+b1cDtOrWa8mJsLq3nL+vLsVoMPnFNiZIDIkMkFArT1esnPtZBZ4+PA1VtvLShEq8vSE9fgN6+ABaLwRdvn82KuZE+pHsrWunq9QEQDpts2deoY1TkY3zuphnsPNTExj31bD/YxPySjGiHJHJagWCYnj4/z60tY29FKwD5mfH4/CEq67uwWqA4J4kv3zUHt8vOvso2Onsi5wTTNNm8t0EJPBk3jjR0sWFXHaFwGNOEx9fs57UPKnE6rEwvSuVzN83A5VS6QuREOiJGiWnTpvHUU09x00034Xa7z7iex+Ph6aefZvr06cMYXfSkJsbQ7fEDkYbXCbEf3+B6+8EmQuEwAD5/kCfeOEBtcy9up43P3jiDjh4fj79+gFA4zNKZ2dxzdUn/tsFQmN++vA+fPwjAb17ay4++sGxA8u9cPL/+MOu312C1WLj3mhIWTss8r+3PxOsP8vTbhwiHTQD+tOYAP/7SikHZt4h8pKPbx8+f3UlzuwePN4TDbqGpvY/URBe9fQE6eyIJ+mAozE8e30ZTu4fbL59MauLAhwIpp3lIICIDFWYncOOKYl58r4L/fm43P/uby3HardEOS2SAhtZefvHsLjp7fDR3eElPjsEANu6pJyHWQXu3j2AoTFNbH73eAP/fQ5dQ29xNTVMPhmGQkuDUOUHGleqGbnyBUP99C0BjuweHzYrdZmH9jlpWLy2MYoQiI48SeKPE3/zN3/DAAw9w7bXXcssttzBjxgzS09NxOBz4/X6am5spLS3lxRdfpLOzk9/85jfRDnlYfOr6afxl3WH6fEGuWlRA/DnMUJeR/NFwtkAwzIGqdtwuG90eP8+8fQivP9Sf4NtUWs+q+XlkpUZ67gRD4f7kHYDHFyQUNrFZzz2B19rZx/rtNQCEwmFeeLd80BJ44bA54CQYDIYxTfO8E4wicnbv7qyhpaMPrz9EW5eX+Fg74bBJZ48fl8OCiUkwDJGj0WDd9qMsmJpJSWEKt102iZ2HmslKjeX6ZROi+4eIjBL3XzuV93fXUd/ay9NvHeJT102LdkgiA7y1pZpujx/DiFRoe7wB3C57//DZUCjcv25VfRcVtR18sLuexDgHHm+QYMjkhhVF0QpfZNiFTRPzhPuW4wLBEKZpEjzhmBGRCCXwRon58+fz5JNP8pOf/ITf/OY3BIPBAUkZ0zSx2Wxccskl/PVf//W4qcBLSXDx4M0zz2ubVfPz6fOFONLQRU5qLOt31PQvC4VNHPYTeugZxoCJMVwOGyvn5vHezsg2Vy7Mx3YOPfdOZLNawDDAjJywBnPiDbfLzrWXTOD1jVUYhsGtl01S8k5kCNhtkeqf48eXxTBIjHPg84dIjHOSlhTD4ZpOTBPiY+1YLRYCxy5EL52Xx6Xz8qIWu8ho5HbZefjWWfz4d1v58ztlrJqXS0FWQrTDEulnO3Y9ZxgG6ckustPiyUp1s3BqBh/ub6Sty4tpRtaLj3VgtRiYpkm820G824HTYVNlqYwrE7ITsVothM0wx2onMACbzUpGSiwrj7UfEZGPKIE3ikybNo1f//rX9PT0cOjQIZqbm/F6vbhcLtLT05kyZQpxcZq96uNYLQY3LP/oCac/GGbjnjrsNis3rywmNsbO71/dT58vyLWXTDhlkovbL5/E0plZWCxGf2Xe+UiMc3L7qkm8tKECp8PKvScM0R0Mq5dOYPnsHCyWwe+vJyIRl83Po6K2k8raThLyHITDJqlJMdx95RSyUt24XXY27qnj6bfKAJP5UzOZmJsY7bBFRrVLZmWzeHoWW/Y18OiTO/iXr648p4mrRIbDtUsnUNvcQ31zL/NmZHD/tdOwHqu+u3JxAUcbunn5/Qr8gTDXXjKBwuxEVi+dwJpNVVgsBretmhjlv0BkeE3ITuCy+bls2FWHaUKc20ZmSiyfuLqEWZPS9P0uchqGaZqn1q3KqFJeXs7rr79Oc3MzxcXF3H777WMqkbdnzx4AZs2aNWTv0e3x47Bb9eRTxqVt27bhcDiG9Bgbr/yBEL5A6JyG98vYpWNs8LR09PGVf32H3r4A962eyieuGdyHYDI6jeZjrLcvgNViqFm/jGhDeYzpGBA595yH0tqjxB//+EdWr15NW1vbgN+vXbuWW2+9lZ/97Gc8+eST/OM//iO33XbbKevJ2cW7HUreicigc9itSt6JDKK0pBi+cPtsAJ588yBlR9ujHJHIxYmNsStxIeOajgGRc6cE3iixdu1a8vPzSUlJ6f9dMBjku9/9LlarlR//+Me89NJLfPOb36Suro7//u//jmK0IiIiIkNj1bxcVszJIRw2+bc/bafPF/z4jURERERGOSXwRonDhw8zd+7cAb/bvHkzbW1tfOYzn+G2225j8uTJPPTQQ1x77bWsX78+OoGKiIiIDCHDMPjSnXNISXBR29zDfz6zE3WEERERkbFOCbxRoqOjg6ysrAG/27hxI4ZhcPXVVw/4/fz586mvrx/O8ERERESGTbzbwd99eiEWi8G7O2p59f3KaIckIiIiMqSUwBsl0tLSaGlpGfC7Dz/8EJfLxdSpUwf83uFwYLdr9lEREREZu6YXpfLAjdMB+J8XSzl4RP1/RUREZOxSAm+UmDlzJn/5y1/o6ekBoKysjD179rBy5UpstoFNPysqKk6p1pPoC4dNfIFQtMMQkQtkmiZev3ptiYwkt1w6kUtmZRMMmfzjb7fQ3N4X7ZBkjNN5QOTi6TgSuTCa7mWU+PKXv8ydd97J6tWrmTRpEnv37sUwDB5++OFT1n3zzTdZunRpFKKUMzna2M2vnt9Dj8fPgmmZ3L96KoZhRDssETlHrZ19/Ndzu2nt7GNKQTKfv2UWdpuegYlEm2EY/NW986hr7uFIQzc/fGwT//TlFbhdGokgg6vb4+cXz+6iobWXCdmJPHLbLM2cKXKeOrp9/Nefd9HU5mFiXhIP3zoLh90a7bBERg3dfYwSJSUl/O53v2PGjBk0NTUxZ84cfvWrXzFz5swB623evJmYmBiuvfbaKEUqp/PSexX0ePwAbNvfyKHq9ihHJCLn441NR2jtjFT2HKpu58P9jVGOSESOc7vsfP/BpSTFOams6+Jf/riNUCgc7bBkjHl761EaWnsBqKrv5IM9dVGOSGT0eXPLEZraPACU13SweW9DlCMSGV302GgUmT9/Pr/61a/Ous6SJUt46aWXhikiOVfBUJim9j78wRAxDhthTZYnIoPknW1HeWtLNfFuB5+6fhq56XHRDklk2GWkuPnu5xbzf37xPh/ub+Tnz+7iK3fNxWJRtbuMbqXlLTyztgyAO6+YzKyJaVGOSGRwtHf5eOKNg+w42MRnbphOYpwz2iGJjHiqwBMZBgmxDgLBMOaxgoCObm90AxKR83LN0kLSkmIAmFKQzMJpmVGOKKKhtZcX3y3H4w3Q2NbL028dinZIIlFTUpjCtz65AIsBb26p5n9fLMU09cRMBseVi/LJSo0FYEJ2Istm5Qz5e4bCJn94bT9dPT66enz84dX9hPQUWEaxqxcXkpHixuMLEgiFsdsMKus6efWDqmiHJjIqqAJPZBi4nDZy0tyYgMUw8AU0tEdkNElNjOHvH1iCLxDCOYJ6tfhPmhhHTaFlvLtkVg5fu2cejz65gxffq8DtsnP/tVOjHZaMAfFuB3/36UV4/UFcjuG5hQqHTfzBj64ZA6Ew4XAYq2XknIdEzkdSvJPvfGYx7++q49m1Hz109Pp0/SJyLlSBJzIMLpufR3ysE4thkJkay+LpI6N6R0TOz0hK3gHkZ8YzZ3I6AFarhesvKYpyRCLRd+WiAh65bRYAT755kD+9fkCVeDJohit5B2C3Wbh2aWH/62uXFmK3jazzkMiFWDAtg/zMeCDSx/TKRflRjkhkdFAFnsgwyEqN5e8fWExHt4/UxBjNXikig8IwDD5zw3SaO/pwO23EuR3RDklkRLhxRTE+f4jfvrKPJ988iNcf5HM3zdAM8DLqrF46gcXTswBITnBFORqRweFy2Pj6PfNo6fSSGOvQjM4i50hHisgwcTlsZKXqkBORwWUYBhnJ7miHITLi3HHFZOx2C79+vpTn15fj84f4wu2zNbGFjDpK3MlYZLVayEzR9YvI+VAZkIiIiIiMSTevnMhX756LYcBrG6v41z9tO6V3pIiIiMhooASeiIiIiIxZ1ywp5Fv3L8BmNXhvZy3f/e8P6Or1RzssERERkfOiBJ6IiIiIjGmXzsvj/3voEmJdNvZXtfE3P32XupaeaIclIiIics6UwJMxrbPHx3Nry3jm7UO0d3mjHY6IjBLbDzbx+JoDbNhVG+1QRGSQzJmczv/76koykmOoa+nlW//xLjsPNUU7LBkDfIEQr7xfyRNvHKS6oSva4YiMKP4Tjo8jOj5ELoo66suY9su/7KH+2BP2Q9XtfOczi9W8Wkac8poO3tlWQ2yMnRtXFBGvmUSj6kBVG394dR8AW/c1YBgGy2fnRDmq0wsEw7y2sZLGVg/zSjJYOC0z2iGJjGgFWQn869cu5Ue/2cyh6g7+76828unrp3P75ZM0Q61csKffOsT2A40A7Cpr5v98djEJsed+Lm/v9vLK+5X4A2GuXlxAfmb8UIUqMuyefusQ2044Pr7zmUUkxjmjHNWFa+3s49UPqggGw1yztJDc9LhohyTjiCrwZMwKBMP9yTuAlo4+vP5gFCMSOVWPx8+vXyhlb0ULW/bW88fX9kc7pHGvurF74OuG7jOsGX2vbazknQ+Psq+ylT+tOUBFbWe0QxIZ8ZITXPz4Syu4enEBYRN++8o+/vkPH9Ln0zWCXJijJ5w3fP4gTe2e89r+Ny/tZdv+RvYcbua//7xb16syplRf5PEx0vzvi3vZfqCR3ceO10AwHO2QZBxRAk/GLLvNwuSC5P7XE7ITcbvsUYxI5FTt3T58J1yoN7aN7ouasWBqYTJWy7HTo2EwvSglugGdRVNb30cvTFOfH5Fz5LBb+erdc/nSHbOxWQ3e31XHN/9jPVX1Gt4l5296UWr/z4lxTnLSYs9r+4bWj767Pd4AvX2BQYtNJNpmFA88PkZ7xVpjW2//zz0ev45XGVYaQitj2kO3zGRTaQPhsMmSmVkfu/7GPXW8u6OWpHgn91xVQlL8hZV3b9xTx5GGbqYWJjN3SsYF7UPGh6zUWHLS4vqbqc8v0eflYnV7/Ly9tZpQyOSKhfkkJ7jOun4gGOa5d8qoqu+ipCCZWy6dyNfumcuh6nYKshKYcsKDgJFmXkk6eytbwTRxu+xMLRy5sYqMNIZhcN2yIopyEvnx77ZytLGHbzy6ngdvnsn1yyZoSK30O9t1XUVtJ+U17bhddmZPSmP10gnn/cB4wdQMNpXWA5EHzsnxZz9viYwmN68sxm6z8ML6cnz+EB/srueqxQXRDuuCzSvJYNv+yJDgiXlJ5zVcXuRiKYEnH+uKK67AbrfjckUuJh555BGuv/56qqqq+Pa3v017eztxcXH80z/9E5MnTwY467LhZLdZWTk395zWrW/p5em3y8A0aWjt5em3D/HwrbPO+z03ldbz9FuHANhcWo/TbmPaCK7gkeiy2yx89e657D7cgttlY+bEtGiHNOr9+vk9/cOZ9le18X8+e/bel+u2HWXzsRunxtZeslLdXDIrh4KshGGJ92IsmJpJSoKLxjYPJQXJH5usFJFTTZ2Qwk+/eRmPPrmDD/c38t9/3s2Og0187Z55ujGTs17XhcMm//tiKR5vpAJnT3kLd1815bzf464rpzB1QgqBYJg5k9PUr1nGFMMwePX9Slo7IxMK/ur5PUwtTCZvlPZ6vO+aqcwqTiMQCjNncrqOVxlWGkIr5+TRRx/lhRde4IUXXuD6668H4Pvf/z533303a9as4aGHHuLb3/52//pnWzZSdfX6wDT7X3f2+C5oPyfPrnRyPy2Rk7mcNhbPyFLybhCEwyZHmz7qfdna2Uev9+xDGzp7/QNf9/jPsObIVJSTyNKZ2UreiVyExDgn339wCZ+/ZSY2q8HmvQ187d/e0Sy1ctbrOn8w1J+8A+jtCxAMmZwvi8VgzuR0Fk7LxG6zXniwIiNUxwnXVuGwSXXj6G1XYLEYzJly/HhVOkWGlyrw5IK0trZSWlrKY489BsDq1av54Q9/yJEjR4iLizvjssLCwgt6P9M08XiGtrdTdrKDnDQ3NU09GIbB0hnpF/SeRVmxfLAr0szUYjEoyHANeewiEmGxGEwtSObAkTYA8jPjif2YoUyXzMpm24FGvL4gcW4Hi6ZrJleR8cgwDG65dCIzilP51z9+SG1zL9/75UauvWQCD9w4XX10x6mphSls2hOp0rZYDKYUJPUvczlsXDIrh4176gBYMSdXN/QipzGvJJ2NuyPHUUKsY0BfPBE5d0rgyTn527/9WwBmzZrFt771Lerr60lPT8dmi3yEDMMgOzuburo64uPjz7jsQhN4gUCA/fuHfnbOS0ssNGXFEOOw4A63sH9/y3nvwwpcMdNFU2eQ3FQHnvYa9rcPfqwicnqfu3kGG/fUEwqbLJ2Z/bFDG3LT4/j2pxfR2OYhJz2OuBjdpIuMZ5Pyknj0ry/jd6/s4+X3K3l9YxXbDzTytXvmMWdyerTDk2E2Z3I6X7h9NtUN3UwuSGZC9sD2CndfNYXFM7IwgMLskd96QSQavnnfAtYUV9HS0cdViwtJjNOoAZELoQSefKw//vGP5OTkEAgEePTRR/m7v/s7vv71rw9rDHa7nUmTJg3re16MaR+zPBQKY7EYapAtI8JwJMeHk91m5dJ5eee1TWKck8S4C5u05mSmaRIOm1itqsIQGa1cThuP3D6bS2Zn8x9P7aSpzcN3//sDrl82gU9fP51YJfrHlZLCFEoKz9zP+OSk3vkKhsLYdM6QMe6qRQW6/xG5SErgycfKyckBIkm0z3zmM6xevZrs7Gyam5sJBoPYbDZM06S+vp6cnBzi4uLOuOxCGYaB2+0erD8pql55v5K3t1YT47TxwI0zmJSfFO2QRGSQHK7p4Dcv7aXPF+TKhfncsKI42iGJyEWYPSmdn33zMn778j5e21jFqx9Usam0noduncXy2Tm6EZWL0tjm4Vd/2UNbVx/zSjL45LXT1BBfxqQX3y1n3fYaYl12PnfzDIpyEqMdksiopEc9clYej4euro+ajL7yyitMnz6d1NRUZsyYwYsvvgjAmjVryMzMpLCw8KzLxruG1l7e2nIk0tPPG+DZd8qiHZKMEh/ub+TxNQf6++zIyPTc2jI83gCmafLW1moaWnvPun6fL8iL75bz1JsHqW85+7oiEh1ul50v3TmHHz2yjJy0WNq6fPzz7z/kB/+z6WOPcZEThcMmaz88yhNrDrC3opWXN1TQ1tUHwI6DTeytaI1yhCKDr7a5h3e2HcU0TXr6/Dy39nC0Q/pYm0vreXzNAbbsbYh2KCIDqAJPzqq1tZWvfvWrhEIhAPLy8vjnf/5nAH7wgx/wne98h1/+8pfExsby4x//uH+7sy0bz8LmwJnJwuHzn6lMxp/dh5v50+uRYa5b9zVgs1pYND0rylHJ6Zx0iH/sMf6H1/azvzJyw7anvIW/f2AJMU6dmkVGojlT0vnZty7n2bVlPPN2GdsONPHl/7eWe68p4dZVkzR5gXysN7cc4fWNVQBs3d9IfkbcgOUnXyeKjAUnXwuZI/xzvv1AE0++eRCIXHfbbRbmlWREOSqRCN0lyFnl5+fz/PPPn3ZZcXExTz311HkvG89y0uJYOTeP93bW4LBbuW3V6OnrJ9FztLFnwOvqhm4l8EaoW1dN5Lev7MPnD7Jybi456XFnXf9oY3f/z719Adq6vOR+zDYiEj0Ou5X7Vk/l0nm5/Ndzu9l9uIXfv7qft7ZU8+DNM1k0PVPDauWMTjyfm6bJpPxk2rt9dHv8TC9OZebEtChGJzI08jPj+2drdjps3LJqYrRDOqvqE67NIHKtpgSejBRK4IkMs9svn8R1yyZgs1r0tF7OydTCZN7eWh15YmkYTC9KJRAM0e0JkBTnVL+cKOro9uGwW3C7Ig3tp05I4YePLCMYCp9TJd30olS27K0HID3ZTUZyzJDGKyKDIy8jnh99YRnrttfw2Et7qWvp5YePbWbulHQ+f8tMCrM0G+lYZ5omHd0+Ylw2XI5zu6WaXpTC3ooWIJIMXjIji+uXF+HzB/vPIyJj0d1XTeHGFUU47NaoT9hy8rXbyaYXpfDujhpM08QwDKZOOPMENiLDTQk8kSjQEDk5HxPzkvjSHXN44d1yLBZobOvl8TcO0OPxMyE7kS/eMRuH3RrtMMedp986xMY9dVitFu5fPbX/6azddmpyPhw2eXtrNTVNPcyalMbCaZkA3HPVFIpzEvD4giyalondpv+OIqOFYRhcviCfJTOyeObtMp5fX87OQ8187d/Wcd0lE7hv9VQSYh3RDlOGQChs8tiLpeyrbMXpsPHQLTOZmJc0YJ3qhi7Wba8hxmnjuksmEOd2sGx2DolxThpae5lRnEpGSmSCNiXvZDwYCZ/zJ944yJa99VgsBkXZiSTEOVg5N3fApBpTCpL5yl1zqajtZGJeoibckBFFWQQRkVFg9+FmapoiJf07DjYTH+vAYbNQVd/JjoNNLJmZHeUIx5eG1t7+CUVCoTAvvldx1uEVaz88yqsfVAKR/5bxbjslhSlYLIb+24mMcm6Xnc/cMJ3VSwt57KW9bNxTzyvvV7J+ew33XlPC9csmKDk/xhw80sa+Y/1Lff4gr22s4it3ze1f7vEG+O8/76HPFwCguaOPL90xB4AZxanMKE4d9phFxrva5p7+UQ9NbX3UNvWQnRbLvso2vvOZRSTGOfvXLc5NpDhXiTsZeZTAk1ErGAqzZtMRGts8zC9JZ+4U9SaQsemD3XU8v74cXyBESkLk4iIYDOM4VuVlV/UdEEmqvbH5CFaLheuXTSA5wTVo+/7zO2VsKm0gPSmGz908I1JhZxj9s1Y47GcfDlLXMrCPYX1LLyWFGpIhMpZkpcbyfz67mN2Hm/n186VU1XfxPy+U8uJ7FXzqumlcOjdXLQ/GiONV1s3tffR4AzS193HjimImZEeGTnd0+/qTdwD1zZqtWMYXXyDEax9U0d7lZcnMLKYXDX/S+nBNB398bT9ef4gbVxQxJT+5f5k/GMJyrF+pzx+krcs7IIEnMlKpAZeMWq9+UMlbW46w53Azv3t1P0fqu6Idksig6/b4eXZtGQ67lVDIpK3LR05aHEU5idisFhZMy2Tu5PRohxl1wVCY/3puNzsONvHh/gZ+/ULpoO37QFUb7+2sJRAMUdfSwwvvVpCaGMPNK4tx2K0kxjm59+qSs+5jzuT0SMKPSN8j9VMRGbtmT0rn0W9cxlfumktKgoumNg//9qdtfOM/1rPzUFO0w5NBMDk/mbyMeLo8fsywidcX5OfP7upfnp7sJjvtowmJZk/W5BQyvjy/7jDrtx9l9+FmHntxL41tnmGP4Yk1B+ns8eHzB/nzO4dx2K3csLwYu81KamIMycceikeO19hhj0/kQqgCT0at+pYTnmaaJg2tvRRmq2m0jC3BUBjTNIl327HbLFgsBn/36YWDWl02FvT2Bejq9fW/bmjt7W8+fLH8wdDA14HI68sX5HP5gvxz2secyel89a651Db3MKUgmcxjfY9EZGyyWgxWLy1k1fxcXny3gufeKaO8ppPv/XIj86ak89kbZ2h41iiXlxGH44Sh0b19/v6f7TYLX7lrDjsPNeNy2pg3RQ/aZHypO+E+LRQO09TuGfZrnxOv30zTJBgKc9XiAq5aXADArrJmevoCzJmcfs4T0YhEmyrwZNQ6serI7bIzpSD5LGuLjE7J8S5Wzc8DIpOffOq6aR+bvOvo9rF+ew27ypqHI8QRId7toDg3qf/1nMnpg5K8A0iOcxIb48DrDxHjtLN6aeEF7ac4N5GVc3OVvBMZR1wOG3dfNYVffecqbl5ZjM1qsONQM3/17+v4t8e30RSFqhQZHBkpbuw2CyYmhgHXXTJhwHK3y86y2TnML8kYtPORyGhxYtI6Ic5JURSKLG5eWdzftmDFnFyCoTDrttdQdrQdiFwrLp+dQ1xM9CfXEDlXSjXLqLVkZjYpiS6a2vqYOiFZFUkyZt26ahLzSzJ4Z1sNB6rayE2PIz8z/rTr9vQF+Pcnt9PVE6lGu/aSogtOOI0EH+yuY39VGwWZ8Vy5qOCM/aMsFoMv3D6L7QeasFotZ51Q4nzUNvfw06d3EgiGsNks3H75RM1GJiLnLTHOyUO3zuKmlcX84bX9vLujlnXbatiws44bVxRx91VTiHdrxtrhcLimg/d21BLntnPD8qILmhnz7a3VvLyhgtREF6GwyUO3zmR+SeYQRCsyOl22IJ/MlFjaur3MLE4lbpC+3zq6fbz6QSWBYJirFxeQkx53xnUXTY/03gsEw3j9QX7y+HYCx6ryPnX9dOYP0rWiyHBSAk9Gtcn5yUzOV+WdjH1/WVdOVX0nAGVHO/jeg0tOW+5f3dDVn7wD2HO4hWuWFNDQ6sHlsI6qRPee8haeefsQAKXlLTjs1v5qxNOx26yDPqPr/so2gqEw4bBJOGxy8Eg7C6dlDep7iMj4kZUay998ciG3rZrEb17ey+7DLTy/vpw3t1Rzz1VTuHFFkWasHUId3T5+9Zc9/TfxXb1+Hrx55nnvZ/fhFgAslshcRhZUYSdysmlFg9/v939fKqWmsRuIJOO//+CSs35nxh6rrlu3vRmfP0gwFMZmtVBa3qIEnoxKSuCJDIKmNg9vb63GZrNwzZJCzWIkg66+9aNeIh5vgK5e/2kTeJkpbmxWC8FQGICc9Fj+8Np+dhxswjAM7rpyMpfMyhm2uM9XIBjmzS1HaOnoO2XZif8GwyU3PY4+X5DWTi+m+VFCz2ZVBwoRuXCT8pP40ReWseNgM795eS9V9V089tJeXnm/ks9cP50Vc3M07HIItHb29SfvINIv9XR2lTWzq6yZ7NRYrlhUgPWk6u+8jDgOVbfR0uEF4NWNVUwvTsWhWeFFANhUWs+h6naKciLtQwbLiT3Qezx+uj0BUhI+/riLi7HR0OYhFDKxWg3dq8mopQSeyEUKBMP8/Lld/VVPRxu7+cZ9C6IclYwVXb1+HnuplMY2D6FQmJQEJwVZCaSeppJu16FmXttURUKsk7QkF/mZ8cyelMa/P7EdiDTwfX3TkRGdwHvx3XI27KoFIBQysVgNDMAwDOZMGr4m4Ieq2/nTmgP4/JGhszFOGw67lV5vgP2Vbew+3MKRhi6mFCRz+2WTzji0V0TkTAzDYP7UDOZMSeedD6v5w2sHaGzz8P/++CEvvJvMAzfNYEZxarTDHFNyM+JIT3bT3B7pPTh3yqkVOJV1nfz2lX1gmuwAQmGTa0/qb3frqkm8v6uOYMjEYoGK2g7++PoBGlp7SU10cd/qqRoSLePWrrJmnnrzIAA7DjZht1lYOkgjJOZOSWfb/kYAJmQnknSaRFxDay+/eXkv7V0+VszNwWm38fKGCgwgxmnF4bBi0QMSGaWUwBO5SD19/gFDFmube6IYjYxE4bDJB3vq6Oj2sXBaJlmp5z5V/esbqzhS30VinIM+b5AF0zK568opWE+qAOv2+PnD6/sJhcKEwiZ1LT2EwiapiS4Mw8A0TSAyEcZIduLxY7Ua3LxyIg67lbzMOAqzEvrX2X6gibSkGJbOzBqSKpXH1xzoP647un2kJDixWiL/5qXlLXy4vwGApnYPtU3dGIbB1AkpXLNk9PYbFJHosFoMrlpcyIo5ubzwbjnPri3jYHU73/75Bi6Zlc1nbphO7ln6PMm5czlsfP2eeew+3Eyc28GsiWkDlnd0+3h5QyVdPT7i3XYMwzjtdZ3dZsHrD/ZX5rV1+fhgdx3+QIhQ2KSrx8/ffGrhsPxNIiNNTdPAY6a26cLujeqae9h2oInURBeXzMrGMAzuu2ZqpK9dIMS8kozTPkD987rD/RMEvfZ+JYbFwOcPEQiFCZsmYdM8Y/WtyEg3su/kREaBxNhIRVR1QxfAKReDIi++V8767TUAfLC7nm99cgHb9jdS39rLnMnpzJl85soy/7GhPgbgdtkozknC5bBR39LLM28fwucPce2yCWQkuwkdGzbb1unFHwxTXtNBVX0XNyybwHu76ohx2rhv9dQh/3svxqxJaVTWRXr9xcU4mD81Y8Awh9bOPn761A78gci/S2eP75TKiBNt2FVLRW0nk/KSWDZ7YOXhB7vreHdnLUlxTu65egrJ8R9VNQaC4f6fk+Nd5GbE4ekLsmJODl29/v5l3R4/u8paSIxzUFnXSUqCi4XT1MhcRM6fy2njnqtLuGZJIY+/cZA3NlWxcU89W/Y2cN0lE7j3mhIN+xoEsTH201aiB4Ihfvb0Thrbe+nq9eMPhEhLiqEgM57HXtrL3opWkuKcXLU4n0tm5ZCW5KbbEyAQDOO0WenzBfH5I+emXYebaWrzkKFZx2Ucml6UwjsfHiUUDmMYBjMmnn8lcVuXl58+vROfPwhAe7ePG5YXYbEYzC/JwOsL8puX97G7rJnstFg+e+N08jIiE7wFAh9dw4XCJlbDIN7tiBzXwTAuh429la0cqe+iMAqz44pcDCXwRC6SxWLwxTtms21/EzaroZt3OUXZ0Y7+n/t8AV5YX87uw80A7DjUzNfunnvGmU2vWlTAoSPtdHv85GXGs2BaZLjP717dR+Oxp4e/f2Uf3//8UmZOTKO0vIVgKEyCO9K0NxQKU5yXxJWLR0dl2OUL8klPiqG108vMiamn3KweaejuT95BpIHxmWzZ18Bza8uAyBAOl9PW37C4rqWHZ9aWgWnS2NrLM2+X8fCts/q3vXllMU+9dQjTNLlyUT63rprUv6yuuYftB5vweAPYLBYczo+qIVs7vRf194uIJCe4+PKdc7hpRRG/fWUfW/c18vL7lazbXsMnr53KtZdMOKUKWy5ea6eXtq4+7FYLmSluwqbJI7fN5qm3DlF2tB2vL0SdzUJbt5einERuv2wSj685QCgcZtH0LN7aWh1J4BkQF2OnvdurBJ6MS0U5iXz93nmU13ZSmBV/xmvcszna2N2fvAM4fMK1NMAfX9/PW1uOYJqR0RC/fr6UHzx8CQDXLZvAYy/txecPMq8kk44eL01tHlwOG2kxNlzHRqO0dnmVwJNRRwk8kUHgcthYPmfk9hWT6JqYm0TdsSE4ToeNPl+gf5nfH+T59eUsmJrBijm5pwwFyEqN5bufW0K3x09SvKt/uE73CVVgwVCYPl+QB26cwZGGLnYcbOK9nZE+cnkZ8f1PJEeLmWepYs3PiMdus/Y3IT/bRWFtUw8ebwBfIIzLYaW2qac/gdfjCUSmDjymq8c/YNslM7OZMTGNYDBMUvzAJGJOehzf/swiGts8+AMhfvPSXoKhMC6njblThq9Pn4iMbQVZCXz/waXsKmvmf18spbKui//+yx7WbD7CI7fNVn+8QZaS4CIp3kVHtxe7zcKM4jRyM+Lo6PYSCkVmIu/zBfsnkpo/NYOpE5LxBUIkx7vITovlmbcOYbUa5GbEKzEg41p+Zjz5mRd+/ZmXEYfDbu1/aFucm0gobLJhZy3t3T7Kjrb3X8aZJrR3f/QAdUpBMv/f55fS6w2QkuDCHwxT09hNTVM3L7xbgWmapCTEMKUg+aL+RpFoUAJPRC7Ym5uPRIYgxjv51HXTyEjWk+bTuWXVRFISIzcFi6dnUdPUQ9nRDoKhMC2dXgxLB9UNXbR3+7jl0omnbO+wW0lNjBnwu8sX5PHK+5VAJOGVnhSDYRgU5SRSlJPIvJIMuj1+SgpTsNuGp1Jjb0Urz70TqXi784rJTC8a/JvL9OQYvnLXHLYfjPTAW3aWCTksFoPWzkgfu56+ALExH53yinISKcxO4Eh9F4ZhcNmCvFO2j4uxn3Hf8W5Hf4Pyv/nUQuqaeyjMThgwDFdEZDDMmZzOv//1Zby+sYo/vrafyrouvv3zDVy2II8HbpxBymkmNZKIrfsaePn9Spx2K5+4puSsD30cditfvXsuG3bV4nLYWDU/D4fNwoTsRNq6vPR6A1gMg+7eAB5vpDLI7bLjdkXOFZcvyKc4J5GOHh8lBcmnnSleZDwKhcI88eZBDlS1UZiVwKeum9ZfBXcmqYkxfOWuuWw70EhqYgzLZ+cMaEnT0xfA5bDi9YewWg2uWlwwYHuX86NKO6fdysS8pP7/tXZ6mZSXROxZrvNERiqdWUTkglQ3dPHqB5EEUo/Hz7Nry/jSHXOiHNXIZLUYXDb/owRRTnociXEOtu5rZFNpPfZjQ6HKzzIc9GRXLS5kWlEqPn+ICdkJp0zkcCHDFS5GKGzy+1f39T8p/f2r+/nHLy4fktlZC7ISKMj6+MoGnz9ERoobfyCE027Ff0JPFLvNwpfvnMuRhi4SYh0XlXzOSHYreS0iQ8pqMbhheREr5uTwh9f288bmI6zbVsPm0nruvXoqN19ajE3Dagfo9vh58s2DhMORMp0/vnaA7z245KzbpCS4uHnlwAdpX7hjNr94dhd7yltw2q047VaqG7tOW3FdmJ3A6GhYITJ8Nu9t6J85dl9lK29trebGFcUfu93JVXzltZ39P8fF2LnukgmETZNZE9MoKUw5p1hG48gUkRMpgSciF8TrDw187QueYU05nZLCFDJTYimtaO3v8TEpP+m89jGSZiUMh8P4T5j4wXdsJr6hSOCdq0l5SWzcU4fTbgHDYFJe0oDldpvllN+JiIxkiXFOvnLXXFYvLeSXf97Dwep2fvPyXt7ZdpSv3j1XQ8JO4A+E+pN3AF7/hV2nOO1Wrl5c0D9ZGaBzh8h56DvpHuHk1+dqUl4SNY3dQKTC7oqFBae0OREZ65TAExlFvP4g9S29pCbGkBDriGosE/OSKClM4eCRNmxWC9cs0TPn85UU7+Rr98xl2/4mUhJcXDIrO9ohXTC7LXKD8+bmIwCsXlI4bEN3z2T+1AysVoP9la1kpcVSlKN+RCIyNkzOT+b/fXUlb2+t5jcv76Oqvotv/fRdblxRzCevndo/rHM8S02MYenMbDaV1mMYBtctm3DB+5o5MY3P3zKL8toOJuUl9beI6Or109rZR3ZarIbMihwTCpscbewm1mUnPTmGxTOy2Ly3geZ2D3FuB5fOO7Vtybm4aUUxaYkxtHV5WTgtU8k7GZcM0zyhi7fICLRnzx4AZs2a9TFrjm3dHj//8eQOWjv7cDpsPHLbrGEfJnmycNikqd1DbIy9vx+YjD7btm3D4XAMyjHW0tGHYXBKz75o+XB/I4+vOYBpmkzKT+YLt83S7I0y7AbzGBM5WWePj/99sZR3tkV6Q6UluvjiHXNYPCMrypENn7MdY01tHux2y6D3KD1S38V//Xk3Pn+Q1MQYvn7vPF0LyZh1ruexUNjkV3/ZzaHqdgzD4J6rprBkZjaBYIjmjj5S4l0f2/9OZDw615yH7mJERomdB5tp7ewDwOcPsmFXXZQjikwSkJUaqwvWQfL+rjr+8Np+NpXWRzuUC5aWFHNBybuObh9Pv3WIJ9882P85Hwxvba3m+HOqw0fbqarv+pgtRERGl8Q4J9+4bwE/ePgSMlPctHR6+eFjm/mn32+lrcv78TsY4zJS3KdN3m3cEznnfrD7wq6n3ttZ298Co7Wzj50Hmy8qTpGxoLqhi0PV7QCYpsnbHx4FIiM1ctLizil5V9PUzZ9eP8Dz6w/j8QaGNF6R0Ubpb5FRIs49cDhMvFvDY8aCUNjEajHYsreBZ9ceAmD7gUZcDitzp2REObrh86vn91Df0gNAWXUHf//AYkzTvOhquQS3g8bW3sgLw9CMYyIyZs0vyeA/v3U5T7xxkOffLef9XXXsOtTMw7fN4rL5eadMdjSebT/YxNNvfXTOdditzCvJwHoefVvjTnp4GavrMhFiY+wYhtH/8PR8H/J7vAF+8eyu/j55ze19PHSrqtdFjlMCT2SUmDslnerGfPYcbiE3PY7VSydEOyS5SK99UMmbW6pxu2wUZA2cEau2qee8Enh9viBb9zVgt1lZPD1zVA0TDYXC/ck7gKb2Xv7xd1to7ehj5sQ0PnvD9HP6ew5Vt1PT1E1JYUr/BB/3XD2FJ944SFevn8vm55GVGjtkf4eISLS5nDYeuGkGl87L5WfP7KS8ppOfPL6d93fV8aU755CSMLjDSEermqbu/p9D4TB/fG0/f3p9P1MKkvn8LTOx26yEwiZb9zXg84dYND3zlL6C1y4tpL3LS21zD7MmpTHvNLPSiow3Gclu7r5qCms/PEpcjJ17rp5yzttWN3Tx82d3UV7TSZzbTnK8k5rmyPXhrrJmWju9zJmcNmLatIhEgxJ4IqOEYRjcculEbrl0YrRDkUHQ0NrLG8cmfOjtC1Dd0N3/xNJiMZg6IeWc9xUKm/znMzupO3aRc6i6nc/cMH1I4h4KVquFaUWp7K9sBcBiWGjtiAyjLS1vYfvBJhZNP3svp+0Hm/jDq/sAeO2DKv76E/PJSY8jNTGGr9w1d0jjFxEZaSbmJfGvX7uU59aW8eSbB9m8t4G9Fa08ctssVqkaj+lFqazbVoNpmnT3BnA5bbgcVg5Vt7NpTwMr5+XyxJoDbDvQCMDmvQ1847752E54mHQ8WSoiAy2dmc3Smec/Mduf1x3G5w9hs1no8QRwu2zMLE7lrS3VvPJ+BQDvfHiUb31yAYlxmsBCxicl8EREoiAcHjh/kNtl58GbZ1JZ18XEvEQKs859xtSObm9/8g5gb0XroMU5XB64cQZb9zUQCptU1Hay81BT/7JQ+OPnWjrxbw6GwhysbifnWBWeiMh4ZLNauOfqEhbPyOLRJ3dQUdvJvz2+nQ276vjynXNIHsfVeJPykvj6PfMor+2kvKaDfZUfnUNC4TAApSecV+pbemjr8pKR7B72WEXGi3DYxDAgIzkGjzfI9cuKuH5ZET97emf/Oj19fo40dDF7kipeZXwaPWOsRETGkJz0OFbMycUEHHYrt62aRFFOIlcszD9j8m5PeQvPrz/MnsMtA36fEOsgIfajJ5F5GaMvcWW1GCybncPKublcd8kEko41HJ+Yl8SCqacOJd5b0crz6w+z61CkafjJf3OuknciIgAU5STyb1+/lPuvnYrNarB5bwNf/pe1rNte09+najwqzE7gioX53HnF5P4hefmZ8SydmU1Ht49QKExnr5+wGel3lxCrCbtELoZpmqc8wD7R8tk59PQF8HiDXDY/jxuWF2GxGAOu8WxWi9qhyLimCjwRkSgIh016vQFMM9LgNyPl7P08SstbeOzFUgDWb6/hczfNZNakNCAys9eX75zD2x8exWGzsHpp4ZDHP1j6fEF+/fweKuu7KMpO4KFbZ5GR4ua7n1tCny9I3GkmnThQ1cb/vBCZan09NXzanM6qeXkYQE1zDzOKUplSkDzMf4mIyMhls1q49+oSlpxYjfenbby/q5Yv3TF+q/F6+wL89pV9tHT2MSE7gUdum4XNZuHnj2/DFwgRDkfaWnz5zjm4HLptErlQ2w828dSbBzFNuOPySSw5aYhtt8fPi+9VEOuyYZqRh9vHh/rffOlE3DF2Wjv7WDw9S5WwMq6pAk9EJAp2lTWz42ATFgNaO/t45f3Ks65fUds54HX5Sa8zUtx84poS7rhi8ikz441k7+6oobKuE0yTyrpO3t1RA0Qq8k6XvINT//aK2k4sFoPLFuTzyWunMa9k/MzeKyJyPk6uxttUGqnGe2fb0XFZjffOtqNUN3RhAEfqu9i4p56uXj8tHX1YLQbJ8U6sFkMVPyIXIRw2efKNg/gDIQLBEE+/fQh/IDRgnYbWXjzeAIZhYLEYlNd29C+z2yxcd8kEPnntND2glXFPj5JERKLg5L5uZxpS0NrZh8thY2JeEu9sO9r/+8n5SRxp6OQXz+6mq9fPkhlZfPK6aQMabI9k/kCIjh4fgWB4wO9DYZPn15ez81ATWamxfPLaqcS5HeyvbGP7wSYyU2Iozk0Ew4BjN5uT8pOi8BeIiIxOp6vG+8nj23lvZy1fvnPOuJrh8fi5uK3TS58vyLNry6io7cRpt+ELBAGYnJcUxQhFxoawaWKaJsGQic1mIXzCA4M1m47w3s4a2rp82GwWAoEQeRnxUYxWZORSAk9EJArmTE5ny74GyqrbSYh1snrphAHLTdPkT68f4MMDjdisFj557VQeunUWh2s6mJSXRFFOIt94dD3N7ZHZWt/aWk1xbiKXzsuLwl9zfhrbPPz8mZ10e/ykJblJTYqhtaOPzNRYUhNcPPnmQUzTpLPHxyvvV7J8Tg6/fmFPf3XIVYsLeeS2WZRVd1CUk8DMiWlR/otEREaf49V4z71TxpNvHGLrvka+/P/W8uDNM7lqccG4mKl21bw8Xn2/kvYeHwB1TT309gVIjHOyaHom2alxrJyXG+UoRUY3i8XgqkUF/OblvYRCJvlZ8QSDYXDA4aMdvL4xMgrFZjXo7vGREOfgaGMXH+5vZOG0zChHLzKyKIEnIjLEapq68XiDTMxNxHqsQs5us/DF22fT0xfA7bT1//64sup2Xv2gEn8gjNNh5aX3KvjkddPYV9nG7rIWls/Ops8X7F/fHwjT6w0yGryz7SjdHj8QGTIRF2Mjzu1g0bQM/MEQDa0efP4QToeFjh4fdc29A4Z21TR2c8PyIqYWpkTrTxARGRNsVgv3XFXC0pnZ/PSpHRyq7uCnT+/kvZ21fOWuuWSkjO1eUweOtNLa6QUiRd0hoMfjJzneyYSsRCXvRAaJxxsgKzUW0zRp6+zjG4+uJzbGjscboKPbT1qSi7AJdruF+GOtYI42diuBJ3ISJfBERIbQO9uO8uK75QBMzk/mkdtnY7VEqhoMw+i/SDnZhwca8Qciw0t9/hBdvX5++8o+uo5VCbzyfhV5GfEcqm4nHDZJjneydGbWMPxFF89pt/b/3N7txeu3ERdj5+UNlWSnxeHxBjExCflM7DYLE/MScTps+PyRBOX04tRohS4iMiYVZiXw/76ykhfereBPr+9nx6FmvvKva/nsjTO4dukELJaxV43X0e3jqTcPndiRAQB/0KSp3UtR7ulnhBeR8+e0W7EY0N0XpLPXDyaE2zzEOCIPsdu7faQmxhB0RK4RDcNgWpEe1IqcTAk8EZEhtH57Tf/PZUfbqW/pOae+Hm6XnaQ4B529fqwWg8XTs9iyr6F/eSgc5kt3zqH0cDOBYJjL5udR09xDZ4+fCdkj56YjFDY5fLQdh91KUU4iANcsKaS2uYeaph6S4pzYrB/dGFbVd2K3WSIVd0Zk+9TEGP76E/PZW9FCRrJbQ2ZFRIaA1Wrh9ssnsWRmFv/x5A72V7XxX8/t5r2dkZlq8zPHTk+qhtZeyo52EDYhNdFFfYuHsGlitRgYBiTGOfD5Qx+/IxEZwDRNyo52YLEYTDqhf+QViwo40tjNjoNNYEZaGWOCLxiiIMVNeoqbr98zj9bOPipqOynKSYz0PBaRAZTAE5FT9Hj8NLR5yE6NJfYMM4HKuUmKd9J5rGrOarEQF3NuM8ReNj+ffZVtNLd7yMuI54YVRSQnOPtnq71kVg45abHkpMUSDpv8+vk97DzUhAnctHIiNywv6t/X3opWGts8zChOJXMQh0O1dvbR3u2jMCseu816yvJw2OSxF0vZV9kKRHrX3bC8CK8/yIziVFbOycViNfjdK/sIhcJMzEvCANo6a/EHTGxWC5cd6+mXmeImM6Vg0GIXEZHTy02P45++vIKX36/g96/up7S8la/+6zvcumoi91xdQoxz9N4+tHV52binjlc/qMLrCxAKQ2Ksg6w0N22dXkIhk8Q4BzFOG/Gxo2dGd5GR4g+v7WfHwSb8gRDzSjL5/C0zAYhx2vjSHXNo7/byxX96G18ghMViYLNacMfYuPXSiVTUdpCaGMOVi3S9J3Imo/cMLCJDoqG1l589vROPN0Cc28FX755LRvLY7oEzlO5fPY1n1h7C0xfk6iUFJMU7z2m7pHgn3/70Inq9AWJd9kgD4MWFzJ6cTihkkp0W279uS0cfG/fU09MXAOCZtw9x/bIJGIbBB7vreObtQwC8sfkI37p/AWlJFz/DYGl5C799eR+hcJic9Di+evdcXI6Bp5S2Lm9/8g7gvZ21XDovl0ef3EHPsR541y8r4nufW0JXr5+ctFhaOrzsOtxCV6+feLedhlYPkwuSLzpeERE5dxaLwc0rJ7J4eha/fr6ULfsaeO6dw6zfXsPnb53FslnZo26Si/2VbTz2Uik1zT30eYP91XYLp2aQkxHH2q1Hae/2YbEa3HPVFF37iJyn3r4AOw420d7to8cT4PWNVSTFO7nzisn965RVd5Cc4KK9y4vVauELt89i1sR0fvb0Ttq6+sAwuH/1VPW+EzkDy8evIiLjyabSBjzeSCKox+Nn677GKEc0uqUnx/ClO+bwrU8uYM7kdBpae3lz8xF2lTWfdTuPN8BrG6sGTPgAkJHsHpC8AyJNgH2B/tc+f4jOnsg2pRWtJ/w+SHlNxyD8VbB+Ry2hcKRHX11zDwer2k9Zx+2yYbdZMU3o9gTweANs3dfYn7yDSK+/LXsbaG7vw2q10NHjJdZlIzvVTVyMnU176wclXhEROX9ZqbF878ElfO9zS8hIcdPS6eWffreV7/9qI5V1ndEO77y8u6OGYChMKGQSCkf+BwY9fUH2HG7FNMHlsGK3Wk85z4rIx3M6rLgcNno8x65JDXh5QwWbSj+6lttT3oLFMIiNsRPvdmAxLFTWdUaSdwCmOWB9ERlIFXgiMkBC7MAhswlnmGRBzl9zex+PPrmjfzKGW1dNYtX8vNOu++vnS6mqj9wclZa38u1PLzpjE/HYGDuT8pKoqu/CMAyy02Jxu2zHZvryUt/Si91uJTXRRU563KD8LfHugZ+T0w01ctit5GfGsWFXHaGQidNu4ZX3K4BI45NQyKSitpOmNg8ALZ19zJ2SjsViEA5HOoqnJl58taCIiFycxTOymDMlnWfePsRzaw+z81AzX//JOi5fkM/9104dFdVqwXCYupZevMfOwWHTJMZpY+qEFA4eaaOx3dPfm6uqoZuCrJHTT1ZkNLBZLXz+1pn84Neb8AdCBIJhPN4AT75xAIthYLEYfLi/kfqW3mMVsAYdPV7yM9M4cTYZXfuJnJkSeCIywKXz8mhqjzSQnZSXxLI5OdEOacyoqO3oT94BHDjSdtoEXjhsUtXQ1f+6ud1DT1+AeLed2uYeXA7bKcNg/+re+bzwXjmBYJjrLpmAw25l+8EmGlp7iI2xEwiGmTYhZdCakN922SS8/hAtHX0snZl12kbDG3bWUlHbGUnXmSZefwiH3cp1y4pobu/D4wuwt7zlo3+PqjauWVLIp6+bznu7akmMc3LbqomDEq+IiFwcp93KJ6+dxpULC/jDa/t5b2ctaz88yns7a7lxRTG3XzbpnNtERENNY08kQUdkiLDbZaM4N4EbVxRhMSKtIcJm5AFVTWN3tMMVGZUm5ibx/c8v5b+e20Vdc2//d8LG0jrKazrx+YMcH32fluSivdtHQVYCn7i6hC37GkhNjOFWXfuJnJESeCIygM1q4d6rS6IdxpiUlxk/oLrsTE/3LRaDibmJ/cNds9PiiHXZ+O3L+9h9uBnDMLjjisksn/1RcjUjxc1Dt8wasJ/uXj+GYZBwrDpuMCckiXc7ePjWWWddp8vjx+MN4guECIVNOnv9ZKa4WTIji8Q4J03tHg4daScYigzFLciKJBfnTElnzpT0QYtVREQGT3ZaLH/7qYXcumoiv315H3vKW/jLusO88n4lq5cWcvtlkwal1+pgCoVNfIEQaUkxNLT2EgiF8flDeLxB/IEQUyekkJbs7q8AOn4+EpHzNykviS/fOZf/fGYn4XCYlk4vXb2B/v7GVosFq9Ugxmmj8Ni18OIZWSyekRXlyEVGPiXwRESGSW56HI/cNpsdB5vISHGzat7ph88CfP6WmWzYWUsobLJ8Ti6VdV1sO9CIzWoQCpv85Z3DzCxOJTHuzNUO86dm8O6OWtq6+nA6bKyckzsUfxbt3V4CwXD/EKq6lh66ev0snJrJs2+XYbVYsFhMYl02blpZ3B9zRrKbL9w+mw/3N5Ka6OLyBflDEp+IiAy+KQXJ/P++uIxtB5p44o0DHKru4KX3Knjtg0ouX5DPTSuLKco5tTo7Grp7/SyYlsGH+xqx2yxYLAYpCS6CoTA7DzWzbHYOD9w4nX2VbeRnxg94QCYi566j24c/GKI4N5Ev3jGbd7fVsGFPPbExNvzBEH2+IKlJLibmJrF8dg7LZmdHO2SRUUUJPBGRIRQOm7R3e4mNseNy2JhSkMyUc5hV1eWwcdXiQgD2VrTyPy+U0tDqwWG3EAiGsVktfPvnG0hPjiE/I557rynhaGM3z7xdBsCdV0xmRnEqf/PJBdS19JKWFINhQHVDF9lpcdhtFzaHkccb4F/+tI2y6nbSkmK4cmE+a7fVgGmybHYOOWmxPPnmIawWg8LsBBZMzWRfZSsWw8DptJ5SdTgxL4mJeUkXFIuIiESXYRgsnJbJgqkZ7DzUzNNvH6K0vJU3t1Tz5pZqZhSncuOKIpbOzMZmHd6589q6vPzyL7vZXdaMPxgmNTGGeLcDm9WCPxikty9AjMvWX50+e1I6syep+lvkXL27o4Y3t1QTG2PnU9dNo7S8hT+8up9g2GTB1Aw+cU0Jeypb6e710d3rJy3J1f8wOyNl5PfNFBmJlMATERkiwVCYXz2/h7LqdpwOG4/cNuuCqhHWbKoCTFISXbR29GGzGsTF2Ghu78PrD9Ld6+fP7xxmX2Urja29dPcF2FfZyr//9Spy0uIozk3kcE0Hv35+D/5AiJz0OL5611xczvM/BTy/7jB7DreACUcbu/ndK/tJT3LR6w3y9FuHMM1Ivzur1UIwFGbV/Dy27msgEAozMTGJTF2wiYiMOYZhMK8kg3klGeyrbOXF9yrYuKeevRWt7K1oJTneyar5eVyxMH/YqvJeWF9O6eEWer1BMKGpzUNjay8mkZGynUE/yQlOZhSnDks8ImNJU7uHv6wvB9Okx+PnqTcPsuNgMx5fkHDY5L2dtWwurSccNgmZYJphWjq83H3lFCXvRC7C8D4KExEZR/ZVtlJW3Q6Azx/k9Y1VF7Sf44m2WJeN5AQXaUkxWCyRr2/rsf/v6vXT2eOns9dPIBimzxfkR49t7u8v9862o/gDIQDqmnvYc8LkEeejyxMAE0xMgsEw/mCIhrY+uj0BQmGTQChMKGwSDpt0ewIcqu4gPTmGnLRY+ryB/r5+IiIyNk0vSuXbn17EY9+9mnuunkJSvJP2bh/Pry/na/+2jq/+6zv8+Z0yGlp7hzSOPn+QQMiMPFgi0gcvbPa3uQOgrctHVX3XGfchIqfn9QUHHEytnV56+iLXoKFw5LgLhsxjP5tYLRaS4p1sO9AUxahFRj8l8EREhojDbj3r67PZXFrPr5/fwyvvV3L7qonkZcYTF+Pgrisnc+WiQopyEshJjyXObccwDLy+IMFgmFAocjFltRh09fppavMAEOsaOIHFhU5oceOKIlxOK8Fg5OIsMdaJ1RJJ6MXF2LFZDawWg1A4jNViEAyGBmzvdg3eRBoiIjJypSbG8Mlrp/HYd6/huw8sZvnsHGxWC1X1Xfzm5X089I9v8bV/e4cn1hygsq4T88TM2iC4enEBTvvAWx2nw8qxCTAxDPB4g7y15QiBYHhQ31tkrMvPjGfO5MiQ8z5/iI4eL44Tji+rxcBqNbBZLRgYxDitmKbJgSNt/Ndzu+js8UUveJFRTENoRUSGyNTCFFbOzWPLvgZS///s3XV8nOeZ7//PMzwjZrYMsmVmSJw44IDD4KRpypAybNpfu226p5uetns27bZ7ttvdQtLTFDdt2qDTpHHQcdjMsi3ZFjPDjAaf3x9jTyyjbEsawff9euUVzTx0zXgeup77vu4UF7ddPm1Qyx2oaufPLx4Aoq34rBaDr31wyUnzBYJhqpt6eHdvA1v2NZHosdHWHb10stssZKa6ST46YMTNq6bS1eunqd3Lkpk5zJ5yfl2G3E4bWaluHDYLnT1+DCM6OEfEBKvVwGG34u0PAgaJHjttXf0U5iTi84dZtbCAohyN7CciMpHYbRZWzM1jxdw8er0B3thZz+s76thzuI0j9d0cqe/mkRcOkJvhYfmcXJbNymHO1MzzrtV6zPSiND5+02x+9thOTBMMwOWw4nHa6OoLgGmSmuTgQFUHG7bWcM2K4qH5wCITgGEYfOzG2Wzd38TvnyvD1x8iHDJJSXIQCpkkuO34g2HSkpxkp7np8QapaeohPdnFweoOnni1gk/cPCfeH0NkzFECT0RkGK29soS1V5ac0zJNR1vNne71MQ67lZLCVN7aVQ9EL6YKsxJIT/WQm+7h2hXFJB5taZfkcfD5OxacxycYqLXTB0BKohO7Ldqi8NKFBdywcjLe/jDJiQ5+9IcttHX5YsvcfU3pSYNXiIjIxJPocXDdxZO57uLJdPX62byviXf2NLD9QDONbV7WbTzMuo2HcTutLJyRzbJZOSydlUNasuu8tjdrcgZpSS78gTAOu5W8TA/33r2YzXsbeWlzdWy+Hm9gqD6iyIRhGAbhsInVYpDgthExTTwuO7deNpWFM7LxuGyxnhe7D7Xy8Lo9sWV7fcF4hS0ypimBJyIyysyanMHfnZX0+0MYhsHCGWceFW/VwgL2HWnHHwiRk5HIV+5eRKLHMSyxTcpNJiPFTVuXD4/Lxo2XTImNlpvgjs5z1bJJ/PXlg5imyczidAqz1epOREQGSkl0cvXySVy9fBI+f4htB5rZsq+JLWVNdPb6eXt3A2/vbgCgpDCFpbNyWTY7h5LCVCwW4yxrj8pO9zBrcgZ1LT0ALJ2VS3aah4vm5bFpXxPdfX48Ljsr5+cP2+cUGc9mFKeR4LbT5wuSnOjkQ2tmsnRWzknzlU5KoygniZqmHqxWC1csKYxDtCJjn2EOdcEJkSG2e/duAObNmxfnSERGTluXj/KaTvIyEygeROu17r4AbV0+8jITcDnO7dnM1q1bcTgcg97Hen1B9h5qJSXJyczi9FPO09Lhw9sfpCgnadA3WiLj1bnuYyITWSRiUlHbyZayJjaXNVFR0zlgena6h3/9/CUDRjU/0z7WHwixq6IVt9PGvGmZsfe9/UGa2r1kpXlirdVF5NTOtI919PRzoKqDnHTPGUeZDoYi1Db3kJroPO9WtSLj1WBzHmqBJyIyCmWkuMlIcQ96/uQEB8kJ0VZ3vb4gT71WQXdfgMsWFjD3uBuWwXh3TwNb9zeTne7hllVTTxp8I9FtZ8XcvDOuIyvNDQw+fhEREQCLxWDGpDRmTErjg2tm0tHdz9b9TWza18SOgy20dnjp6QsMSOCd6MTz2PLZuSfN43HZz5hsEJHTO3Efu+gs14UQrYepfU7kwiiBJyIyzvz5hQPsPdwKwOG6Lr71sWWDTgYeruuKDaBRXtOB1WJw+xXnVsNPRERkqKQlu7h6eTFXLy8mGIrQHwiRdIYyETqPiQwv7WMi8XNhwzuJnEFlZSV33303a9as4Y477qC8vDzeIYlMCE3tffQHwoTCJuFwhPbu/kEv29IxcMCM5g4vPd4AB6s7VORbRETiym6znDF5BwPPY6YJ5TWdNHecejAoETl3J14rNrV7OVTbSX1rb5wiEpk4lMCTYXP//fdz1113sX79ej796U9z3333xTskkXGvzxektdNHS4ePxrY+Etz2cxoBdubkdJITnEB0dLHpRWn84Heb+cXjO/nB7zbT2NY3XKGLiIhcsGPnMdOMPoQ6VNvBD363ma37m+Idmsi4cOK1YluXj//+6w5+9IctvLq1Js7RiYxvSuDJsGhra2PPnj3ccsstAKxZs4bGxkaqqqriHJnI+LbnULTrbFaam/RkJ0U5SThPqGF3JimJTr72oSV8+PpZfPUDi+nzBfH2B4Fowe9NexuHJW4REZGhcOw8dsWSQtKSnHhcdkzT5LVttfEOTWRcOP5a8SPXz6K10xeb9uoWJfBEhpNq4MmwaGhoICsrC5st+hMzDIO8vDzq6+spLi4+5/WZponXq+4PImfjsJlEIhEcNgOwkuiynvO+k5zgYMnMHCBa5+TEaSIiIqNZcoKDZbNzeW17XbQfLcRaDInIhTt2rdjdF8BqtRAOR46+r/1MZDgpgSdjQjAYpKysLN5hiIwJcwptHGroJzXRypQ07wXtO5cuLKC5w0tFbSfTClJZtbBgCCMVEREZHgVZidx55XRe31lHWpKTO1dPj3dIIuNOcoKDj1w/i/XvVOF22njfVdrPRIaTEngyLPLy8mhpaSEUCmGz2TBNk4aGBvLz889rfXa7nZISjW4kMhizZp3b/GdK8FktBu+7asYFRiQiIjLyLlmQzyULzu/aU0QGZ8H0LBZMz4p3GCITghJ4MiwyMjKYM2cO69atY+3ataxfv56cnJzz6j4L0S64Ho9niKMUERERERERERn9DNM8WhhCZIgdPnyYb33rW3R2dpKQkMADDzxAaWnpOa9n69atwxCdiIiIiIiIiMjosGTJkjNOVwJPRr1jCTyHQ8XzRYZDIBAAtI+JDBftYyLDS/uYyPDSPiYyvI7tY2dL4KkLrYx6x04U8+bNi3MkIuPT1q1bcTgc2sdEhon2MZHhpX1MZHhpHxMZXrt37x7UfJZhjkNEZFxS42UROZGOCyLDT/uZiIw2Oi7JSFELPBGRc+DtD/LrdXs5Ut/FjElpfOLmOTjt1niHJSJxFImYPLJ+P9sPNpOTnsCnbp1LerIr3mGJjCttXT5+9fQeWjq8LC7N4QPXlmKxGPEOS0QmMG9/kP/39B4qG7opPXpf4NB9gQwjtcATETkHr26t5XBdJ6ZpcqCqnTd31sU7JBGJs53lLWzd30QkYtLQ2stzbx2Jd0gi486zbx6hqa2PSMRkS1kjuw+1xjskEZngXt5cw5H6LkzTZH9VO2/tqo93SDLOKYEnInIOQuHICa/VZF5kogtHBh4HQqHIaeYUkfMVDJ14/tV+JiLxFY4MPA6deJwSGWpK4ImInIPLFxWSmeoGIDcjgUvm58c5IhGJtwXTs5hWmApAosfBtRcVxzcgkXHouosnk+iODmw2vSiN+SVZcY5IRCa6yxcXkpESvS/Iy0zkkgW6L5DhpRp4IiLnIDXJyX0fW06vN0CSx6H6OyKC3Wbhi3cuoLsvgMdlx27T81GRoVaQlcj9n7oIb3+Q5AQHhqHzr4jEV1qSi299bBk93uhxSfcFMtyUwBMROUdWi0FKojPeYYjIKGIYOi6IDDe7zTLs+5lpmlQ39tDS6WNaQQppGpBGRM7AarWQmqTzv4wMJfBERERERGTC6/UG+PdHtrGlrAkAi8XgztXT+eCamVjVskZEROJMfTxERERERGRCCwTD3P/Q22wpa8JqMSjMTiQSMfnLSwf52V93YJoatEpEROJLCTwREREREZnQ/vj8fsprOknyOPiPr17OL755FV/9wGIsBry4qZqXNlXHO0QREZnglMATEREREZEJq761l6c3HgLgK3cvYkp+CgCrlxbxkRtmA/Crp3fT1uWLW4wiIiJK4ImIiIiIyIT16IsHiURMls7KYfmc3AHTbr+ihNLiNHz+MP/z/P44RSgiIqIEnoiIiIiITFBtXT42bKsF4APXlp403Wox+NQtcwF4aXM1NU09IxqfiIjIMUrgiYiIiIjIhPTy5hoiEZPZU9KZMSntlPPMnJzOijm5mCaxrrYiIiIjTQk8OatPfvKT3Hzzzdx666188IMfZN++fQBUVlZy9913s2bNGu644w7Ky8tjy5xpmoiIiIhIvJmmyYubqgC4dkXxGedde2UJAK9sqaGjp3/YYxMRETmREnhyVj/5yU945plnePrpp/nEJz7BfffdB8D999/PXXfdxfr16/n0pz8de/9s00RERERE4q2itpPGNi8uh5VL5uefcd5Zk9MpLU4jGIqw/p2qEYpQRETkPbZ4ByCjX3Jycuzvnp4eDMOgra2NPXv28PDDDwOwZs0avv/971NVVUViYuJppxUXn/np5umYponX673wDyMiIiIiAry9uwGAJTNzcDnPfFtkGAY3rJzCgaoOXtxUzV1XzcBiMUYiTBEREUAJPBmkb3zjG7z77rsAPPTQQzQ0NJCVlYXNFv0JGYZBXl4e9fX1JCUlnXba+SbwgsEgZWVlQ/NhRERERGTCe2dPIwAXzcsb1Pwr5+fx4JM2mtu97K5oZcGMrOEMT0REZAAl8GRQ/u3f/g2AJ598kh//+Mfce++9I7p9u91OSUnJiG5TZKJQclxERCaa+pZeapp6sFkNls3KGdQyLoeNyxcV8ve3K3lhU5USeCIiMqKUwJNzcvvtt/Od73yH3NxcWlpaCIVC2Gw2TNOkoaGB/Px8EhMTTzvtfBmGgcfjGcJPIiIiIiIT1bYDzQDMmZpBgts+6OWuXj6Jv79dyTt7GvH5Q7jP0vVWRERkqGgQCzmj7u5umpqaYq9feuklUlNTycjIYM6cOaxbtw6A9evXk5OTQ3Fx8RmniYiIiIjE287yFgAWTD+3VnTTi1LJy0ggEAyzZV/T2RcQEREZInpkJGfU09PDvffei9/vxzAM0tPTefDBBzEMg+9+97t861vf4sEHHyQhIYEHHnggttyZpomIiIiIxEs4YrL7UBtw7gk8wzC4dGE+f325nNd31rFqUcFwhCgiInISJfDkjAoKCnjsscdOOW3q1Kk8+uij5zxNRERERCReDtd10ucLkuCyMa0g5ZyXX7WwgL++XM7Wsia8/UE8rsF3wRURETlf6kIrIiIiIiITxu6KVgDmTsvEaj3326HJeckUZCUQCEXYpG60IiIyQpTAExERERGRCWPfkXYgOoDF+TAMg0sWRLvOvrOnYcjiEhERORMl8EREREREZEIwTZMD1R0AzCxOP+/1rJiTC8C2/c0EQ5EhiU1ERORMlMATEREREZEJobnDR2ePH5vVYFrhude/O6akMJXUJCc+f4i9h1uHMEIREZFTUwJPREREREQmhP2V0e6zUwtScNit570ei8Vg2awcANXBExGREaEEnoiIiIiITAjHus+WXkD32WOWzY52o920txHTNC94fSIiImeiBJ6IiIiIiEwIx1rglU5Ku+B1LZyRhd1moandS01TzwWvT0RE5EyUwBMRERERkXEvGIpwpL4LgNLiC0/guZ025pVkAupGKyIiw08JPBERERERGfdqmnoIhU0S3HZy0j1Dss7lR+vgbdvfPCTrExEROR0l8EREREREZNw7XBdtfTc1PwXDMIZknYtmZgNQVtmGzx8aknWKiIicihJ4IiIiIiIy7h0+2n12SkHykK0zLyOBnHQPobDJ7kOtQ7ZeERGREymBJyIiIiIi496xFnjTClKGbJ2GYbCoNNoKb/sBdaMVEZHhowSeiIiIiIiMa5GIGRvAYkr+0CXwABbNyAJg+4GWIV2viIjI8ZTAExERERGRca25w4u3P4TNaqEoJ2lI1z1/ehYWi0FdSy/N7d4hXbeIiMgxSuCJiIiIiMi4dqz7bHFeEjbr0N4CJbrtlE5KA2D7QbXCExGR4aEEnoiIiIiIjGvHj0A7HGLdaA+qDp6IiAwPJfBERERERGRcq2zoBmBy/tCNQHu8YwNZ7DzYQjhiDss2RERkYlMCT0RERERExrWaph4AinOGJ4E3vSiVBJeNXl+QipqOYdmGiIhMbErgiYiIiIjIuBUIhmls6wNgUu7QDmBxjNVqYf70aDfaXRWtw7INERGZ2JTAExERERGRcauupZeIGR1sIjXJOWzbmV+SCcCuciXwRERk6CmBJyIiIiIi49ax7rNFOUkYhjFs2zmWwNt3pI1gKDxs2xERkYlJCTwRERERERm3qhujCbzh6j57TFFOEqlJTgKhCPurVAdPRESGlhJ4IiIiIiIyblUf1wJvOBmGoW60IiIybGzxDkBGN7/fz1e/+lUOHTqE0+kkIyOD//2//zfFxcV85CMfoa6ujqSk6MXQ7bffzsc//nEA2tra+MY3vkFNTQ0Oh4PvfOc7LFu2LI6fREREREQmopoRSuABzC/JYuP2OnZVtPAhZg779kREZOJQAk/O6v3vfz+XXXYZhmHwxz/+kW9/+9v84Q9/AOCf/umfuPrqq09a5sc//jELFy7k17/+Nbt27eJLX/oSL7/8Mna7faTDFxEREZEJKhiKUN96dATaEUjgLZgebYF3oKqDfn8Il1O3WyIiMjR0RpEzcjqdXH755bHXCxYs4OGHHz7rcs8//zwvvPACAPPnzyc7O5vNmzezcuXK84rDNE28Xu95LSsiIiIiE1N9ay+RiInHZSMjxTXs28tJ95Cd5qa5w8e+I+0snpk97NsUEZGJQQk8OSe///3vWb16dez1j3/8Y/7zP/+TadOm8bWvfY2ioiI6OjoIBoNkZWXF5isoKKC+vv68txsMBikrK7ug2EVERERkYhmpEWiPidbBy+KlzdXsqmhRAk9ERIaMEngyaL/85S+prq7mt7/9LQD/9m//Rl5eHqZp8j//8z989rOf5bnnnhuWbdvtdkpKSoZl3SITnZLjIiIyXtUcG4F2BLrPHjN/eiYvba5mZ4UGshARkaGjBJ4Myq9//WteeOEFfvvb3+J2uwHIy8sDok8aP/zhD/PDH/6Qjo4O0tLSsNlstLS0xFrh1dXVkZ+ff97bNwwDj8dz4R9ERERERCaMYyPQFmaPYALv6Ei0h2s76fUGSPQ4RmzbIiIyflniHYCMfr/5zW949tln+c1vfkNycjIAoVCI1tb3niquX7+ezMxM0tLSALjuuuv485//DMCuXbtoamrSKLQiIiIiMqLqWnoBKMxJHLFtZqS4KchKJGLCnsNtI7ZdEREZ39QCT86osbGRH/zgBxQVFfHRj34UAIfDwe9+9zs+85nPEAwGMQyDtLQ0fvGLX8SW+/rXv843vvENrr32Wux2Oz/60Y80Aq2IiIiIjBjTNGMj0BZkjVwCD6LdaOtaetlV0cpFc/NGdNsiIjI+KYEnZ5Sbm8uBAwdOOe2JJ5447XKZmZmDGq1WRERERGQ4tHf34w+EsVgMctJHthTLgpIs/v5WJbvKW0Z0uyIiMn6pC62IiIiIiIw79S3R1nc56R5s1pG97Zk7LQOAqsYeOnr6R3TbIiIyPimBJyIiIiIi486x+nf5mQkjvu2URCdT8qO1o/dUqA6eiIhcOCXwRERERERk3IlX/btj5pdkAbCzQt1oRUTkwimBJyIiIiIi4059HFvgQXQgC4BdFa1x2b6IiIwvSuCJiMRRry/IweoOuvsC8Q5FRERkXKlvPZrAi1MLvLlTM7BYDBpa+2ju8MYlBhERGT3aunyU13TQHwid1/IahVZEJE5aOnz89NHt9PoCuJ12vnTXAvIz43OTISIiMp6EIyYNrdGkWbwSeB6XnelFqRyo6mBXeStXL58UlzhERCT+yo608/AzewiFI2SlefjK3YvwuOzntA61wBMRiZMtZY30+qIt73z+IO/sboxzRCIiIuNDS4eXUDiC3WYhM9UdtzjmlxzrRqs6eCIiE9kbO+sIhSNA9By15/C5D3CkBJ6ISJwkJzhPeO2IUyQiIiLjS31LdACL3IwErBYjbnEsmB4dyGJXRSumacYtDhERia8T7/XO595PXWhFROLk4nl5NLb1UV7TyeT8ZK5YUhjvkERERMaFuqMDWBRkxWcAi2NmTk7HbrPQ1tVPXUsvhdlJcY1HRETi4+ZVU/H2h2hq97JkZjYzi9PPeR1K4ImIxInFYnDH6unxDkNERGTciQ1gEefask67lVmT09lV0cquilYl8EREJiiPy84nbp5zQetQF1oRERERERlXjnWhjdcAFsebPz1aB29nuergiYjI+VMCT0RERERExpVYC7w4d6EFWFASrYO3u6KVSER18ERE5PwogSciIiIiIuNGMBShud0LQMEoaIFXUpSK22mlxxuksqE73uGIiMgYpQSeiIiIiIiMG41tfURMcDutpCU5z77AMLNZLcyZqm60IiJyYZTAExERERGRcaP+6Ai0eZmJGIYR52iiFhytg7erojXOkYiIyFilBJ6IiIiIiIwbmalu7DYLy2blxDuUmPlH6+DtPdxKKByJczQiIjIW2eIdgIiIiIiIyFCZVpjKn/7lBpx2a7xDiZmcl0ySx0GPN0B5dSezpqTHOyQRERlj1AJPRERERETGldGUvAOwWAzmlxzrRqs6eCIicu6UwBMRERERERlm81UHT0RELoASeCIiIiIiIsNswfRoHbyyynb8wXCcoxERkbFGCTwREREREZFhlp+ZQEaKi2Aowv4j7fEOR0RExhgl8ERERERERIaZYbxXB2+n6uCJiMg5UgJPRERERERkBBzrRrurXHXwRETk3CiBJ2fk9/v5whe+wJo1a7jlllv4xCc+QVVVFQBtbW3cc889XHvttdx0001s3rw5ttyZpomIiIiITETzjrbAK6/poM8XjHM0IiIyliiBJ2f1/ve/n+eff55169Zx1VVX8e1vfxuAH//4xyxcuJAXXniBf/3Xf+VrX/sawWDwrNNERERERCai7DQPeZkJREzYe7gt3uGIiMgYYot3ADK6OZ1OLr/88tjrBQsW8PDDDwPw/PPP88ILLwAwf/58srOz2bx5MytXrjzjtPNhmiZer/cCP42IiIiISHwtmJ5FQ2sfOytaWD4nN97hiIjIGKEEnpyT3//+96xevZqOjg6CwSBZWVmxaQUFBdTX159x2vkKBoOUlZVdUOwiIiIiIvE2vyST59+uZOdBDWQhIiKDpwSeDNovf/lLqqur+e1vf0t/f/+Ibttut1NSUjKi2xSZKJQcFxERGTnzSzIxDKhq7KG9u5/0ZFe8QxIRkTFACTwZlF//+te88MIL/Pa3v8XtduN2u7HZbLS0tMRa2tXV1ZGfn09aWtppp50vwzDweDxD8llEREREROIlJdHJtMJUKmo62X6gmauWTYp3SCIiMgZoEAs5q9/85jc8++yz/OY3vyE5OTn2/nXXXcef//xnAHbt2kVTUxPLli076zQRERERkYlscWk2ANsONMc5EhERGSvUAk/OqLGxkR/84AcUFRXx0Y9+FACHw8Ff//pXvv71r/ONb3yDa6+9Frvdzo9+9CPsdjvAGaeJiIiIiExki0uz+ctLB9lxsIVIxMRiMeIdkoiIjHJK4E0wW7Zs4Z133uFLX/rSoObPzc3lwIEDp5yWmZkZG5H2XKaJiIiIiExkpcVpuJ02uvsCHK7roqQoNd4hiYjIKKcutBPM5s2b+dnPfhbvMEREREREJiyb1cKC6ZmAutGKiMjgKIEnIiIiIiIywhapDp6IiJwDdaEdB47VphuM+vr6YYxEREREREQG49hAFvsr2/H2B/G4VC9aREROTwm8cWDTpk2kpKSQnZ191nl9Pt8IRCQiIiIiImeSm5FAXmYCDa197K5oZcXcvHiHJCIio5gSeONAcXExeXl5/Pa3vz3rvD//+c/5r//6r+EPSkREREREzmhxaTbPth5h24FmJfBEROSMVANvHJg/fz67d+8e1LyGoSHqRURERERGg2PdaLcfaIlzJCIiMtopgTcOXHnllcyePZumpqazzrts2TK++MUvjkBUIiIiIiJyJnOnZWC1GDS09dHQ2hfvcEREZBRTF9px4IYbbuCGG24Y1LxLly5l6dKlwxyRiIiIiIicjcdlZ9aUdPYcamPbgWZuzJwS75BERGSUUgs8ERERERGRODnWjXbr/rP3phERkYlLCbxx5lOf+hTPPPMM/f398Q5FRERERETOYtnsXAB2lrfiD4bjHI2IiIxWSuCNMzU1NfzjP/4jK1eu5Jvf/CZvvfUWpmnGOywRERERETmF4twkstLcBIJhdle0xjscEREZpZTAG2fWr1/PX/7yF9auXcubb77JPffcw2WXXcYPf/hDysrK4h2eiIiIiIgcxzAMls7KAWDTvsY4RyMiIqOVEnjj0Pz58/n2t7/Nxo0beeihh7jooot49NFHWbt2LTfddBO/+tWvaGzUxYGIiIiIyGiw/Gg32s37mtR7RkRETkkJvHHMYrGwatUqfvSjH7FhwwbWrFlDRUUF//7v/87q1av5+Mc/zoYNG+IdpoiIiIjIhDavJBOH3Uprp4/Khu54hyMiIqOQLd4ByPDasmUL69atY/369XR1dTF9+nRuu+02bDYbjz/+OJ///Of53Oc+x7333hvvUEVEREREJiSn3cqC6Zls3tfE5n1NTMlPiXdIIiIyyiiBNw5VVFSwbt06/va3v9HQ0EBGRga33347t956K7NmzYrN97GPfYx//ud/5pFHHlECT0REREQkjpbNzmXzvia2lDVx19Uz4h2OiIiMMkrgjTO33norBw8exOFwcNVVV/Gd73yHVatWYbGcurf0ihUr+Otf/zrCUYqIiIiIyPGWHR3IYn9VO129flISnXGOSERERhMl8MaZ5ORkvve973H99deTmJh41vmvuuoqXn755RGITERERERETicz1c2U/GSO1HezdX8zq5cWxTskEREZRTSIxTjzhz/8gfe9732DSt4BhMNh/vu//5tDhw4Nc2QiIiIiInImy2Kj0TbGORIRERltlMCb4Pr7+3nqqadobm6OdygiIiIiIhPastnRbrTbDzQTCkfiHI2IiIwmSuAJpmnGOwQRERERkQlvelEaqYlO+vpD7K5ojXc4IiIyiiiBJyIiIiIiMgpYLQbL50S70b69pyHO0YiIyGiiBJ6IiIiIiMgocfG8PADe3dNAJKKeMiIiEqUEnpzRv/zLv7B69WpKS0spKyuLvb969WrWrFnDrbfeyq233spzzz0Xm1ZZWcndd9/NmjVruOOOOygvL49H6CIiIiIiY86C6Zm4nTbau/0crOmIdzgiIjJKKIEnZ7RmzRoeeeQRCgoKTpr2k5/8hKeffpqnn36aG264Ifb+/fffz1133cX69ev59Kc/zX333TeSIYuIiIiIjFl2m5Vls6KDWby9S91oRUQkyhbvACT+DMM47bRly5ad07ra2trYs2cPDz/8MBBNAH7/+9+nqqqK4uLi847RNE28Xu95Ly8iIiIiMlZcNC+PjTvqeHtPAx+/afYZr9dFRGRiUAJPznsU2m984xsAzJs3j69//eukp6fT0NBAVlYWNlv0p2UYBnl5edTX119QAi8YDA7owisiIiIiMl4tmZmN3WahobWP6sYeivOS4x2SiIjEmRJ4E1xmZib79+8/5+X++Mc/kp+fTzAY5Cc/+Qnf/OY3+dWvfjUMEUbZ7XZKSkqGbf0iE5mS4yIiIqOLx2Vn4YwsNu9r4q3dDUrgiYiIEngTzauvvsoLL7zAAw88cEHryc/PB6KJtY997GOsWbMGgLy8PFpaWgiFQthsNkzTpKGhITb/+TIMA4/Hc0HrEBEREREZKy6em8fmfU28s7uBD1xbGu9wREQkzjSIxQSzf/9+nnrqqQtah9frpbu7O/b62WefZfbs2QBkZGQwZ84c1q1bB8D69evJycm5oO6zIiIiIiITzfI5uVgMOFzfRWNbX7zDERGROFMLPDmj+++/nw0bNtDa2so999xDQkICDz/8MF/+8pcJh8MAFBYW8sMf/jC2zHe/+12+9a1v8eCDD5KQkHDBrf1ERERERCaalEQnc6ZmsvtQK2/tamDtlSonIyIykSmBNw5cddVVg563t7f3nNb9ve9975Tvn6kV39SpU3n00UfPaTsiIiIiIjLQJQvy2X2oldd31imBJyIywSmBNw40NDSQk5NDaenZa2NUVVUN6P4qIiIiIiKj0yXz83noyV1U1HTS0NpHXmZCvEMSEZE4UQJvHJg2bRpJSUn88pe/POu8v/jFL/jpT386AlFNXN19ATbtbcTtsnHRnFysVpWalPgwTZNdFa30+0MsmJGFy6FDvsj58vlDvL27AavF4OJ5eTjs1pPmOVTbSXOHl5nF6aQlu+IQpcRTV6+ffUfayEhxM2NSWrzDGVeCoQjv7GkgGAqzYk4eCW57vEMaMalJTuaXZLGjvIU3dtbxvqtmxDskkXHN2x/knT0NWC0WVs7Pw247+Xw/0eyvaqej28/caRkkeRzxDmdC093cODBv3jyee+45wuEwVqsOMPEUCIb56aPbaevyAVBZ382HrpsZ56hkonpyQwWv76gD4I2d9dx79yJsSiiLnDPTNPnF4zupaeoBYN+RNj5/x4IB82za18if1u8HIMFt52sfWkJakpJ4E0WPN8D/fWQb3X1+AO5YPZ1LFxTEOarx4w9/L2N3RQsAm/Y18Y8fWjKhHpBeurCAHeUtbNyuBJ7IcIpETH7+2C7qWqLn+/1V7Xz29vlxjiq+Xt1aw7qNhwB44V0X//jhJXhcE+chymgzcc5849iNN97I9ddfT3t7+1nnXb16Nf/6r/86AlFNTC2dvljyDqIHfZF42XagOfZ3bXMPLR2+M8wtIqfT5wvGkncAB2s6iUTMAfNsP25/6/MFOVjVMWLxSfwdqu2MJe8Ath9oiWM040/ZkbbY301tfXT2+s8w9/izcn4eVotBZUP3gGORiAytHm8glrwDOFDVgWmaZ1hi/Dv++qazp58j9SrHFU9K4I0Dl1xyCQ888ABZWVlnnbe0tJTbb799BKKamNKTXSQe16x4Um5SHKORiS434706OS6njZRENXkXOR8el53MVHfsdWF2IhaLMWCe4/c3DIOcDNWpmkiy0zwYxnu/iZx0TxyjGX+K85Jjf6cmuUhOcMYxmpGX5HGwqDQbgDeOtqwXkaGX6HGQkfLe+b4oJ2nAsX0iykl/73rGarGQddz1kIw8daEd5w4dOsTzzz9PS0sLU6dOZe3atSQmJsY7rHHL7bTxxTsX8PqOOjxOG1ctmxTvkGQC++gNs3n2zSP4/CGuWlqk5u4i58liMfjCnQt4ZXMNVqtxymP7DSunYBjQ3O5j8cxsJh+XcJDxLz8rkY/fNJtNe5vITHVxw8op8Q5pXPnkzXN4aVM1gVCEKxYXYrdNvDYIqxbms6WsiY076rj72tIJn1QQGQ5Wi8EX71zAK1tqsFotXL1c93J3rC7B7bTS3u3n4nl5ZOsBVVwpgTcO/PGPf+QPf/gDf/rTn0hPT4+9/8orr3DvvfcSDAZj7/3hD3/g0UcfHTCfDK3cjATVJ5FRITnBwQeuPfvo1CJydmlJLu5YPf200+02C7esmjaCEcloM78ki/klZ+8NIefO47Jzy2UTe/9aMScPu20ntc29VDZ0MyU/Jd4hiYxLaclnPt9PNC6HjbVX6vsYLSbe46tx6JVXXqGoqGhAUi4UCvHtb38bq9XKAw88wDPPPMPXvvY16uvrBzVarYiIiIiIjA4JbjtLZka70b6ubrQiIhOSWuCNAxUVFdx1110D3nv33Xdpb2/ns5/9bKzm3fTp09m/fz+vvfYa//RP/xSPUMe8cMRk3cZDHK7vYnpRKjddMvWkOkgiIhJfwVCEp16roLqph9mT07le3RlFhsy2A828tq2WJI+DO1dPJzVpYtWji6dVCwt4Z08jr++o4yPXz1I3WpFB6g+EeOyVcprbvSwuzeaKJUXxDknkvCiBNw50dnaSm5s74L23334bwzC45pprBry/ePFiXnzxxZEMb1x5fUcdG7fXAlDb1ENmipuV8/PjHJWIiBzvlS01vLWrHogeq7PTPSyZmRPnqETGvpYOH3/8e1lsVMZwOMJn186Pc1QTx/LZubgcVhrbvOyv7GDWFJXEERmMv71xhK1lTQDUNPWQn5XIjElpcY5K5NypC+04kJmZSWtr64D3tmzZgsvlYubMmQPedzgc2O0qZH++Orr7B77u8ccpEhEROZ3OnhOO1Sccu0Xk/HT1+WPJO4D2Hu1bI8nltMUeHL+ytSbO0YiMHR26LpBxQgm8cWDu3Lk8+eST9Pb2AlBeXs7u3btZtWoVNtvARpaHDx8+qbWeDN6y2Tk4HdHv1O18rxaJiIiMHsvn5GK3WQFIdDtYVKpjtchQKM5NpignKfb60gUFcYxmYlp9tOvf6zvqCIbCcY5GZGxYOS8fqyWa+khLdjF7akacIxI5P+pCOw588Ytf5M4772TNmjWUlJSwd+9eDMPgM5/5zEnzvvjii1x00UVxiHJ8KMxO4psfXUp9Sx+F2YmkJKrui4jIaDMlP4VvfnQpjW1eJuUmkeRxxDskkXHBbrPw5bsWUlHTRVKCncLspLMvJENqbkkmmSkuWrv62bSviUtUykXkrOZMzeAbH1lKS6ePKfnJeFzqkSZjk1rgjQOlpaX87ne/Y86cOTQ3N7NgwQIeeugh5s6dO2C+d999F7fbzXXXXRenSMeHtCQXc6ZmKHknIjKKZaS4mTM1Q8k7kSFmt1mZNSVdybs4sVqMWAH+V7eoG63IYGWne5gzNUPJOxnT1AJvnFi8eDEPPfTQGedZsWIFzzzzzAhFJCIiIiIiQ+3KJYU89ko5W8qa6Or166GyiMgEoRZ4IiIiIiIiY8Sk3GRKClMIR0xe31EX73BERGSEKIEnIiIiIiIyhly5NNqN9hV1oxURmTCUwBMRERERERlDLltYiMViUF7TSU1TT7zDERGREaAEnoiIiIiIyBiSmuRkycxsAF7eXB3naEREZCQogSciIiIiIjLGXLN8EgAvb64hGIrEORoRERluSuCJiIiIiIiMMctm55Ka5KSz18/mfY3xDkdERIaZEngigxAKRwiH9WRTROSYYCiMaZrxDkNkXAkEw/EOQcYQm9XC1cuirfDWv1sV52hERkYwFCES0fWHTEy2eAcgMhr1egNs2FYLgNtp4+9vVYIBd109g+Wzc+MbnIhIHJmmyZ9fPMimvQ0keRx8+rZ5FOUknXLe/kCIDVtr8QfDrFpYQHqya4SjFRkbwhGT3/5tL3sOtZKe7Oaza+eRneY5r3XtLG/hUG0n0wpSWTAja4gjldHm2hXFPPZKOdsPNNPc7iU7/fx+NyJjwZMbKti4vRaPy84nb57DtMLUAdN7fUFe21pDxIQrlhSS5HHEJ1CRYaIWeHJG//Iv/8Lq1aspLS2lrKws9n5lZSV33303a9as4Y477qC8vHxQ08aKXzyxi5c3V/PSpmr+37o9hCPRFnh/femgnviIyIRWXtPJpr0NAPR4A6x7/fBp5/3ds/tY/04lG7bW8F9/2UEwpNZFIqeys7yFPYdaAWjv9kUfHJ6HPYda+e3f9vL6jjp+++xedpa3DGGUMhrlZSYwvyQT04QXN2kwCxm/app62Lg92sDC2x/kyQ2HTprnwSd38dLmal7ZUs3PH9upngIy7iiBJ2e0Zs0aHnnkEQoKCga8f//993PXXXexfv16Pv3pT3PfffcNatpY0B8IUd/SG3sdDKqZtojI6Zzp4vhIfXfs786efjp6/CMRksiYd743nYfruwa8PnLCaxmfrl1RDMBLm6oI65pVJgiTgb/1YChCbVNP7HVjWx8+f2ikwxIZVkrgyRktW7aM3NyBXUbb2trYs2cPt9xyCxBN8jU2NlJVVXXGafHS3OFlz6FWer2BQc3vctiYlJsMgGFASVEqVqsFq8XCnaunY7EYwxmuiMioFImY7K9sx2IxWDIrB4BEt4NbVk097TLTi1Jjf2emuklLUhdakVNZUJLJ7KkZAKQmubh+5ZRTzldR28n+yvbTPlicXpg28HVR2innk/Hl4nl5JHnstHb1s/1Ac7zDERkWRTlJXLog2qjE7bRz+xUlsWm9viAHqtrJTU+IvVeYnYTHZR/xOEWGk2rgyTlraGggKysLmy368zEMg7y8POrr60lKSjrttOLi4vPepmmaeL3ec16uoraL3z13gFA4QpLHwRfvmEuPN4DPH2ZqfhJW66lz2B+9roR39jRhAhfPzcF+dD6bzXJecYiIjGWmafLrZ/aw73AbAFcuLeKBL16Kw2Y97UON7r4Ay2fnkJPuwWq1sHJeHnabnhuKnIrVauHTt86jPxDCabdiGCfvV09vPMSGrTUAzJmayT23zDlpvllT0vnMbfM5VBetgTdrSvpZt32kvotQOMK0glQ9pByjHHYrVy4tYt3Gwzz/diVLjz5kERlv7lg9nZtWTcVutcSOV129fv7vn7bR3O7FajFYPjuXnIwEVi3Mj3O0IkNPCTwZE4LB4IAafIP10o4uevr6AfD19/PQ41uoa4+2xCtId3DD0tNfrOYerQFcebj7lNNFRCaKjh5/LHkH8MaOem5ZNe208ze3e/nPR7fj7Q/idNj40vsWkJLoHIlQRcY0l+P0l+Zv7KiL/b33cCudPX7STjEwzKwp6YNK3AGs23iIV48mBeeXZPGJm+ecY8QyWlx30WTWbTzM5n2NNLV7ydFgFjJOOe3WAa93VbRyqKaT/kC0zu6hui4+euPseIQmMuyUwJNzlpeXR0tLC6FQCJvNhmmaNDQ0kJ+fT2Ji4mmnXQi73U5JyXvNpP2BMHab5axPiis7q6nvrI+97uw3cLuiF7vtXkjLKSY/M+F0i4tMCOeTHJexwzRN/IEwLuf5n/I9LhtOhw1/IFpL5myjyW7Z34S3PwiAPxBi094mCrNPPVKtyHgUiZgEQuEzJuTOVVqyi5aOaC8Ap8OG23Xh6954XFJwV0ULXb1+JdvHqKKcJBZOz2JHeQt/f+sIH79JyVgZH/r9obNewxxL3kG09p3IeKUEnpyzjIwM5syZw7p161i7di3r168nJycn1kX2TNPOl2EYeDwewuEIv/nbPvYebiUl0cnn1s4nN+P0CbibL5tOKGJQ19LL/JJMdh9qo7ox2qLOarWQlZ6Mx6MLVREZn9q7+/nF4ztp7fQxrTCVz94+D7vNevYFT+By2Ljnljn8/a1K7DbLgLozp5J6QgIgNUnHWZk4qhu7+dXTe+j1BlgyM4cPXTfzlF1iz9Unb57DkxsqCIYi3LByypAkB1MTnbR1+YBoUvBCEv0SfzdeOoUd5S288G4VH1gz86SWSiJjibc/yC+e2EVtUw/5WYl8fu18Ej2Ok+ZbNCOL9GQnvb4gdpuFaYWpIx+syAjRWVrO6P7772fDhg20trZyzz33kJCQwIsvvsh3v/tdvvWtb/Hggw+SkJDAAw88EFvmTNMu1M6KVvYebgWi9Q7+/lblGbt7OOxW3n9Naez1whnZPP5KOX39Qa5ZXqynzCIyrr24qYrWzujN+aHaTjbta+KS+efXInp6URrT3z+4gvgXzc2jtdPHwepOpuQnc/migrMvJDJO/O2NI7GBs7bub2LZ7BxKiwfXpfVMcjMS+PwdCy54Pcf75C1zeOLVCkLhCDdeMkUJnzFu2excstM9NLd7eW1bbWx0WpGx6PUddbFRZetbenltex03XnLyAD+JHgf33r2Y9e9U4nbauGP19JEOVWTEKIEnZ/S9733vlO9PnTqVRx999JynXagTn1+f6YF2JGLy5q56mtu9LJieRUlRKpmpbj67dv6wxCYiMtoYJxw1z6UNUH1rL+/sbiDJ4+CKJUXnNACFxWJwy2Wnr5EnMq6dsKMNtvVdOGLy+vZa2rr6WTorh+K85GEIbqD8zES+9L6Fw74dGRlWi8GNKyfzm7/t429vHOaa5ZOGpPWnSHyc/Nvt6vWzYVstFsPgyqVFJLqjo8zOmZrBnKMjeYuMZxoOTsaU+dOzmFeSBURrwdyw8uSnMMe8tLmaJ14t542ddfzyiV3Ut/SOVJgiIqPCNSsmkX20kPn0SWksm507qOV6vAH++y87eX1HHc+9dYTHXikfzjBFxpVbVk0l6Wg3r+Wzc5lelDqo5f72xmGe3niIN3bW8bPHdsZaz4qci2tWFOOwWzlS382+I+3xDkfkvK1amM+k3OiDjMLsJC5bWMDPH9/Jhq01vLKlml89tTvOEYqMPLXAkzHFajH45M1zCATDOM7SzeNIfVfs73AkQvXR+gmRiAlw1gEwRETGurQkF9/62PJBHTOP19TmxecPxl4POJ6GI1gshlp1iJxGYXYS3/3MxYTCkXOqOVlZ/96o98FQmLqWXjJT3aecNxSOYLPqObycLMnj4IrFhbzwbhXPvHFYrZJkzPK47Hz1A4tj1zC9viDN7dGBfEwzWm80HDGx6p5OJhAl8GRMGsyNaGlxOvsro08e7TYrU/JT2LS3kb++fBCA9109g+WDbI0iIjKWnUvyDiAvM4FEjyNWx6t0UrT23VOvHWLj9loSXHY+ecscpuSnDHmsIuOBYRjnPGDMjEmpVDZEk+Uup41JuSeP3NzR08+DT+6mqa2PWVMy+MRNc86pe7tMDDddOoUX3q3i7V31NLb1nXHAN5HR7tg1TILLRlaah10VrYRCEXIyPESUwJMJRgk8GbeuWFxIksdOU7uXedMyyUhx8aM/bCEciQDwl5cOsqQ0G6ueYIuIDJDgtvOVuxexaV8TyQkOLp6bR01TD69tqwGg1xfgiQ0VfO2DS+Icqcj4cd3Fk0lPdtHe3c+i0mzSklwnzfPCO1U0tfUBUHakja37m7hobt5Ihyqj3JT8FBaXZrPtQDNPbqgY8sFPROLBMAyKchI5VNsJgM1isKWskYvnnd/gXCJjkRJ4Mq4tmZkT+zsYihAxzdhr0zQxT7XQMIhETDZsq6GmqZc5UzNYOivn7AuJiAzCkfouXt9RR3KCgzUXTcbtHJpTe0aKm+svnhx7bZoDj5jHyhGIDJfKhm5e31FHotvOmouK8bjs8Q5pWBmGwYqzJONO3O20H8rp3LG6hG0HmnlpUzUfXDOTlERnvEMSGWBneQs7y1vISU/g6uWTBtWSzma1kpzgiL3WIVAmGiXwZMKw2yysvbKEJ16tAGDtldNHrH7Mxu21PPP6YQB2HGwm0WNnZnH6iGxbRMav7r4ADz65G38gBEBHt59P3DxnWLY1KTeZi+fl8/buepwOG7ddrlFmZfj0eAP88oldsd92e3c/99wyN85Rxd81yydRUdNJe7ePaYWpLJutB4JyavOmZTK9KJXymk6eeeMwH75uVrxDEompbOjmt8/uixazAyKRCNefYXDCY65dccIxUI0iZIJRAk/GhUjE5KnXKth9qI3C7EQ+tGYmrlO0Qrl0QUGs7t251oS6ELUnjIBb39KrBJ6InDN/MMyfXzhAZUM3MyensXRWTizBAVA3zKNt33X1DG5eNRWHzaLyAzKsWjt9A37b9S19cYxmoJ3lLTz75hHsNgvvv3pGbJTEkZCZ6uZ/fWI5/YHQuG+RKBfGMAzuuHI6P/j9Zp594wh3XDl9yFpoi1yo+pbeWPIOoO6EY3xbl49H1h+gs8fPqkUFXLG4EIj2DtAxUCYyHcVlzDtS38VDT+6msqGb1CQnnT39PP9O1UmtQyIRk77+IAku+4iPQDu/JJOt+5vBNLHbrMycrOSdiAzOzoMt/P3tSlxOK7kZHnYcbAbgnd0N5KZ7yEhx09blA6LHmqHU6w3gdtoGJOt0AygjIS8zgcxUN62d0d/2vJL4jaQZiZg8uaGC/VXt5GclsOdQW6zr6u+fK+Pbn1wxovFYLMaQ3rh6+4PYbZZzHnRDRr+L5uWRn5lAfWsfL7xbxa2XqeW0jA4zJqXhdNhiD2qOv36pqO3kR3/YQndfgNQkJ0+/VkFJYQqF2dGBfU48BsbzHk9kpOkqXMY00zR5eN1eWjq9BEMRWjt9FGQl0ucLDpivxxvgZ4/tpKmtj5yMBL505wISPY7TrHXozS/J4kt3LqC2uZcZk9LIy9RoYCJydj3eAH94voxwODr4zqHaLmzW9y5O/cEIX7l7EdsPtpDksbNwRvaQbDccjvD/1u1hf2U7iR4Hn187n/ysxCFZt8hguBw27r17MdsPNJPotrNwRlbcYnl3bwNv7KwDoLGtj77+EClHazD1nnC9Mdb89eWDvLWrHofdysdvnMOsKXrAOJ5YLQa3X1HCzx7byROvlnPdxZNxjmAPFJHTyUx18/99cDH7K9vJzUhgxtHR7iMRk988s5cebyB6b9d16nu7Y+J9jycy0tT/Rca0Y09cPC4bNquBaYLTYeWyRQUD5nt9R11s1Lamtj427qgb8VinFaZy+eJCJe9EZND6fMFY8g6ird+OPXVOTXKxfHYuiR4HqxYWDFnyDmBXRSv7K9uBaCu8v79dOWTrFhmsRLedVQsLWFSajWHEr1VFj/e9G0eb1UJexnvn8WtXFMcjpCFR19LLW7vqAQgEwzy1sSLOEclwuGpZEVlpbtq7/fz9rcp4hyMSk53m4bJFhbHkHUA4YuLtD5LkcYABZgQm5yUzrTD1lOvYuD3+93giI0kt8GRMs1otXLG4kFe31pCT7mHO1Ew+uKb0pCcvlhMu/AczypGISLzlpHuYOy2TPYdaAbh+5WRWzMmlpcNHTrrnlLU+h4LVqmOmyDFLZ+Xw5q56unv9uJ12vnDnAiA6OFZ2mifO0Z2/E/drq0XP9ccju83K+68u5b//uoPHXynnuouKh+3cIXKh7DYLly0qZOP2Whx2DwunZ/Pxm2aftu7uyccxXa/I+Kajt4x5t1w2jcUzs4lEzNMWkr58cSHlNZ0cru9ian4Kly0qHOEoRU5vz6FWXtpcTYLLztorS8hIccc7JBklDMPgEzfNoaqxG7fTRu7Rlj/FedFWeP2BEE+8WkFjWx+LS7O5YknRkGx37tRMlszMYduBZjJT3dx4ydQhWa9IJGLy3FtHOFjdwZT8FG65bNqov+FKT3bxzY8spb61j5x0T7RlyDiQm5HANSuKeXlzNR6XnTtXT493SDJMrlpWxGOvHKSxzcvf3jyif2sZ1W6/ooSlR0eXLcpJOuO8ly8u5GB1B0caukfsHq+htY8nX6sgFIpwwyVTKDlN60CR4aAEnox5ZUfa8fqDzJ12+uLtbqeNL9+1kEjEHBXFTcPhCBaLEdcuQTI6dPX6+d2z+wgd7Sbp84f4h/cvinNUciFM0yQcMbGd5mlxZ4+f8poOctI9gxq90mIxmJKfcsppz75xhM37GgGoaeohPytxQFeU82WxGHz4+ll8cM3MUXHMlLElFI5gPc057t29Dby8uRqI/mbTkpxDlng+UWVDN62dPmZMSiM54cKSbh6XfVzepN2wcgrXXTRZ+/k4Z7Na+MC1pfzHn7bzxKvl3LByskbwlBF3qnNDMBRh96FWHDYLc6ZmxKadLXF3jNtp4x/ev2hE7/F+vW5PbPCwX6/bw3c/fTEO1ZaUEaIEnoxp614/xKtbaoDogf4f3r/otDfNwCkP7NWN3WzcUUei2861K4qH/YLm2TeP8PLmatxOGx+/aTbTiy78ZlvGru6+QCx5B9De3R/HaORCVdR28ptn9uLzh7hsUQEWi0FXb4CV8/KYVphKR3c///7IVvp8QQzD4GM3zGbBBRTn7+jxD3g91L8f3dTLuXpyQ0X0nOqy88lb5pyUfD75Nzvw9YVq7fTx4qZq6lt7qWroxmoxSE5w8rUPLbngJN54pf18Yrh8cRF/eamcupZenni1gg9fPyveIckE8vTGQ2zYVkuCy8Ynb57L1IIUIhGT//zzNnYfagUMrlpaxEdvnH1e6x/J41hn73vnrX5/CJ8/pASejBgVu5Axbcu+ptjfNU09NLV7z2n5Xm+AXzyxi61lTby2rZZH1h8Y6hAHaGzr46VNVZhmtEDr46+qYPREl5+ZwNSC1NjrSxfkxy8YuWCPvVKOtz+IaZo88WoFL7xTxbb9TTz45G7au/spq2yPjaRmmiZb9jedZY1ndvG8vFjdqtQkF3OmZlzwZxA5X1WN3WzcXgumSa8vwFOvHTppnsWl2bid0QdlToeNZbNzhmz7kYjJzx/fyaa9DWzb30xLR7SFRHefn4PVHUO2HZGxyGox+OgN0aTdkxsqaO44t2tmkfNV29zDhq01YJr0+YI8cfT+p7XLx+ayJvp8Ifp8Qda/WxXnSAfnkvnvXavPnZZJSqIzjtHIRKMWeDKmZad76PEGgOiNQMo5Pl1v6+6n3x+Kva5r6R3S+E5kmgNfRyLmqWeUCcNqtfC5tfMpr+kgwWWnOO/sXSplFDtulw6GIphHd/pgKExLh5estIH1DS+0AP6cqRn840eW0tLhZWpBirpESVyddI478Q2idde+8ZGl1DZHu3ynJ7uGbPtef4iOo61Q7VYLvYEgpgmGxThp3xOZiC6el8fcaRnsOdTG757dxz9+eGm8Q5IJ4MRTwbFrI8zj/j76vmmao77E0O1XlDCvJJNQOMIM9aSSEaYWeDKmfeT6WSyemcPMyel86ta5J40+eza5GQlkHXcDPW/a8LZeyctM4PLF0eKqToeNtVeUDOv2ZGyw2yzMnpJxxuRdJGLS3RdQ0neUu+2KaTgd0Wdj80oyY10qUhKdFOUkMb0ojbuuLmXGpDQuX1zIdRdPxh8Mx1rlnY9jI9UqeSfxVpSdyKLSbADcTju3XjbtlPOlJjmZOy1zSJN3AAkuW6zLbkqSg6kFKZQWp/GhNTMpHkS9SZHxzjAMPnXLXAwDNm6vY39le7xDkgmgKCeJlUdbrTkdNm69PHpuyEx1M78kC5fTittl49IFBaMmeXe26+6SwlRmFqerBIGMOMM0T/F4VGQU2b17NwDz5s0blvX3egNsO9BMgtvO4tLsETlxbNvfxN7D7RRkJ3DF4iId/OWM+nxBfvbYThpae8lK8/DFOxcMaXP9rVu34nA4hm0fm2jC4QjBcASXw8bOgy109vpZOCPrlP9mO8tb+OPfywiFI1y+uJDbLn8vqV/V0M1bu+pJTnRyzfJJqq8yhk2Efay53cvPH99JV6+fSTlJfO6OBbidI9/RIxAMs7msCYthsHRWDnbbhT2r3nagmbIj7UzKTWLVwoIhilKG2kTYx4bSTx/dzoubqplelMqP/uGyUT8StMTfUOxj/f4QdpsF63H1yvsDIbaUNWG3Wlg6K2fANIh2v319Rz0JbhvXrijG5Rj+80qPN8DP/rqTpvY+cjIS+OKdC8bN6OMyeg0256EutDLhJXocA4Ycr2vp5ZH1+/H2h7juomJWzM0b0u1VNXTzx+f3Y5om2w5AKGxy7YriIVt/JGJSUduJxWKMyxHzJqI3d9XT0Brt3t3S4eW17bXcsurULVtk5L34bhVv7qonNdHJJQvySUt2xfa9sw1Q8fTGQ7FBTF7bVsvK+flkp3no7PHziyd24Q9Eu/h39PTz4etUcFxGrxc3VdN1tLB3dVMPOw42c/G8ka/p2dDWx+vba2nv8dPa6ePmVVPPe11lR9r5w3P7ANhS1ojFYgyofSQyVn3k+lm8uaue8ppOnnvzyAXtJyKD5TrFQ51t+5t5eXMNCS47RblJeJx2apt7KMxOwmY1+Plju/D5o70U2jr7+cTNc4Y9zo3b62hq7wOgqa2P13fUccPKKcO+XZHBUAJP5AT/8/z+WLLk0ZcOMqM4jbSkoevmU9vSO6DeQ01Tz5CtG+D3z+1jZ3kLAJcuKOCO1dOHdP0y8k58Mn5s0AKJvyP1XTz31hEADtV1sWV/M1mpLi5ZUMCdg9j3Tv63jb5u7vDGkncAtU3DW59T5EJZrSf8ls8wIvxw+uPfyzhQ1YG3P8Thui66+/x86DyT3zXNA8/P1Y09XDJ/KKIUia+0ZBcfu3E2v3h8F79/bh8r5uZecE1WkXPV1uXjsVfKMU2Tzp5+Hl63l15fEH8gFCs1dCx5B9GHQyNB190ymunXKHICb/97JwrTNPEdN8gFRFvoPfjkLn711G4a2/rOef3TC1MHdIUbylEje7yBWPIOoi23VDNt7LtkQT7TJ6WBYTA5L4UrlxSefSEZEd7+6PEhHDHx9Ydi+9tr22r51VO7efCJXVQ3dp92+buunkGi24HVauHGS6aSkRIttF+YnTigy+3sqenD+ClELtx1F00mPysRwzCYX5LFkqO18EZaT1+AXm+QYDhCKBThrQs4D84sTnvvxs0wmKP9UMaR6y6azKzJ6fQHwvzi8V2oqpKMNG9/KPa7CwTD7D3cRm1zD8FQBH8gRG1TD+nJ7w1ANHcI75nO5PLFhUwrTAXDYFphKpcvUvkEGT3UAk/kBGsuKuavL0efBi2ckU1eRkJsWiRi8ssndtF7dOTb+tY+vvOpi85p/dnpHr76gcXsO9JGbkYCs6cM3cnI5bDhdtpjT6tSk5yqrzcOuBw2vnDHAiIRU/+eo8yMSWlMLUjlUG0HVotB8tGRsDt7/ew70gZEnxj/709ffMpaXNOL0vj+51ae9G/rcdn5yt2L2XagmZREB4vjlAwRGazUJCf/+OGlcT9OXb64kLLKdkyiBfu9/vB5xzMpN5l/eP9Cyms6KcpJYsYkjTYo44fFYvDluxbyD/++gS1lTby6tZbVS4viHZZMIAVZicwryWJXeTMtnf04HVZ8/SFaQz7yMhPISvdw74pitu5vIsFtZ+nMnBGJy+208aX3LYz7+UzkVJTAEznBxfPyKS1Opz8QIi8jYcCgFv2BUCx5B9DZ008wFDnnItm5GQnkHpcYHCp2m4VP3TqXZ988gtVqcNtpRgCUsScUjvDSpmpaO30snRUdeVniz26z8IU7F9DY1kdHdz+vbq3FYkAw3BGbx9sfpM8XZNuBZupaepkzNeOkhNypLhBTk5y6mZJRKxIxeW17LbXNA3/T8b7ZmT89i9yMBLr7AlgsBjnpF9YtcFJuMpM0gq2MU0U5Sdx9zQz++Px+fvnELmZPSR+W61ORU7FYDD5x02zKa/L5r7/swGo16LL48QfDXL64kEvm52OxGFy5ZOivhfr9Ida/W0WvN8ilC/NPOVJ5vM9nIqeiBJ5MOOFwhGfeOExVQw+zp6RzzSkGkEhPPnXNO4/LzvySLHZVRLupLpl54SPcDbWpBSl8+a6F8Q5Dhtjf3jjMa9tqAdhxsIWvfWgJeZm6yB4NrBaDgqxECrISmTstk2AowvcffoeKmk7cThsr5uaxdX8Tf3vjMBAdhTrRbVdrHhnTXttey7qNh4DR9ZvOTfcwoziVXeWtBEMR8rN0nBQ5kztXT2fr/mbKKtv58R+38oMvXYotTjUsZeJ5Y2c92w8043JYCYTCpCY5uWhuHrddXjKs2/3TCwdi93O7D7Xyvz6xXCPNypigBJ5ckNWrV2O323G5ogmvz372s9xwww1UVlZy33330dHRQWJiIj/4wQ+YPn10DKbwypaaWCKksqGLjFT3OXVP+9iNs9l3pA3DMJg1iltB9fqCvLSpikAwwhVLClWceIyrbX5vEINwJEJDW58SeKPUy5ur6ekLkJzgBEyWzc5hd0XrgHnqW3pjyQ7TNHljZz01TdGHCgtnqLusjH7HH5MgWh92NCTwrFYLxbnJHKzuxOMyOFLXxcHqjhGLravXz0ubqomYJlctm3TaB4Iio4XVauHrH1rCP/z7qxyo7uBPLxzgI9dr1HMZfgerO3ji1XIATKB0UjpXLili5uRTH69rmnp4Y2c9yR47V68oxnlcTfFzdfw5zB8I0drpUwJPxgQl8OSC/eQnP2HWrIEn+vvvv5+77rqLtWvX8vzzz3Pffffx+OOPxynCgdq6+we+7vSd0/IWi8HcaZkXHEdzuxeH3UpqkvPsM5+Hh9ft4Uh9FwD7jrTxvz6xYtS1FpTBmzstk0O1nUC0JejU/JQzzm+aJuGIqafow6g/EKK9u5/MFDeGYcT2r9au6DHF7YxeWHb2+Jk7LZPtB5oBsNuszCh+7+L0jR31PLEhegG7eV8jHtfoaMkkE9vZykPMmZrBtv1NANisFkpH0W+2sc2L3WbBfvT419bVf5Ylhs5DT+6m/uhI9gerO/jWx5arG5aMetnpHr5w5wJ+9Met/OWlg0wvSuWiuXnxDkvGufbj7skMouVi8rMGli86pscb4OeP76T/6OCCbd39fPSG2ee13WAowrySjFiDjvRktx6Ky5ihBJ4Muba2Nvbs2cPDDz8MwJo1a/j+979PVVUVxcUnd1cdDNM08Xq9570sEDsZzJ2Swua9DYTCEdxOG6VFiee97vP1+KuH2bK/GcMwuHXVZFbMGfqirFUNXUQiEQA6un00tXaqJcAYtnxmOomu6bR19TN7choOa/ik3213X4DNZc109wXYdaid/kCYVQvyuOHiSXGKemw7U/Hid3bX84e/lxEKm/QHwiQn2CktTufTt81j+excdhxsIRyOkOC2M78kk4wUN4luO3UtvZQWp5GfmRhbV3VTz4B1Vzf2KIEncdPV6+fBJ3dzpL6T5AQnH7puJvNLsk6ab3Fp9ml/04M1HAXCX99Rx55DbbR2+kh025mcn8zsKSPTWj4cjsSSdwCtnT58/hAJbvuIbF/kQly2qJB9R9p59s0j/N9HtvLjf7hM9R9lSJ14zJ89JYOURCddvX7au/vx9of47v97h7uvKWX5nNwBy7Z0+GLJO4heKw1WbXMPuytasdssvLmrgc6efhaXZvPB62bS5wuxZGY2LofSIjI26JcqF+wb3/gGAPPmzePrX/86DQ0NZGVlYbNFf16GYZCXl0d9ff15J/CCwSBlZWXnvFxFQz8b93RjApfOSqK0MDoU+Q2L3bT3hMhOtdPSUElLw3mFdV66vCFe39EWe/3kqwdItrQP+XayEsMcbvIDkJFko6HmME1qBTCmGUCmA5rrO2muHzgtFDb56xttdPvCdPSGoiOieqy88M5hkiydZCbrBnKwgqEwDz+zl/1VHRRlJ/Lp2+YN6Faxs7yFB5/cTY83SDgSwTAMrBY4VNvJ27vquWJJEd/48FIa2vqYnJdMSmK0le2MSWmnTMzNnpLOlrJGINqVqbRYyTuJn5c3V3OkvpOWjn5aOvr56aM7uPfuRcw7Rcvz0/2mz6bXF+RXT+2muqmHGUWp3HPLXBwX0BXqeM+9dQS300puhptgyORTt8yN7YPDLbr/pnOgKnpOn5yXouSdjCmfunUuVY3d7DnUxv/5zSb+/d7LSFS3QrlAVY3dPPzMXnq9AS5fXMgtq6KD7CUnOPj6h5awuayJx185iN1mxTRNnnvryEkJvLzMBFKTXHT2RFvtzZ6SMahtN3d4+emjOwiGwrR0+nDZrSQlONh2oJlFpdksm5V79pWIjCJK4MkF+eMf/0h+fj7BYJCf/OQnfPOb3+Tee+8d8u3Y7XZKSs6tmGkkYvLIG5ux2aMX7psPh7jxytIzdgnadqCFt3Y3kZxg57bLppCcMPQXLb3eIJ7N22ItAzNSXCd1QR4K02dE2Lq/hWAowpKZWbid2t3Hs6Z2L0GzG7fLTrfXRzhi4j5am3Lq1GkUnKGQ+/kkx8eTUDjCU68dorK+mxnFqaQmOtlfGb0Br2nq4eXN1QOKKR+s7sA4LhluRkwsR1v4Ro7u19npHrIHOfrlotJsPC4bNU3RlkxFOUlD9dFEzplpQn8gPOC9g1Udp0zgnYuXNlWz42ALeZkJuJ1Wqhu7o+uu7uCt3Q1csbjwgtZ/jMtho98fwm6z4nJYSBvhluf33DKHd/Y0YprmSTegIqOdzWrhvo8u46s/eY361j6+//C7fO+zKy+o1pjI46+U09bpo6PHz59fOEBqopPLFkWP+YkeBwunZ/HM64dj90anumdxO2185e5FbN3fTJLHzpKZg+u9dKSui2DovXNafyBM0tFL4qObExlTdEcvFyQ/Px+IJtg+9rGPsWbNGvLy8mhpaSEUCmGz2TBNk4aGhti858MwDDyek2+Gj9R30dzuZUZxGmlJAy/SwxETAwsWy3vrcLndp70IaWzr44nXKqPxtsHf3qrlU7fOPe+YT8fjgQ+umcWzbx7B6bDywTUzT/nZTqU/EKKxzUtGimtQhVavXHbuXZpk9Gls6+OVLTU47Vauvaj4lP/2eTYHqcluunv9pCW78PlDWCwWLl1QwPTiLDq6+3HYreO6NUgwFGFneQs2q8H8kqxYN422Lh99viAF2UlYT9EKdcPWWt7cWQdAXUsPc6YOfKobDpvsLG/h3T0NFOUkMSkniSSPg2AwQn8gRKLHTqLHzqTcZFbOO7/jXGlxOqXFo3dQHBlfIhGT2uYePC47manuAdNWLytic1kTPX2dOOxWXA7rSbWBXtlSzaa9TUwvSuW2y6dhPUutzX1H2nj2zegozHUtPaSnnHC+DkeG4FNFfeT6Wfz5xQP4g2FuvnTqiB/z7DYrqxYWjOg2RYZSSqKT+++5iPv++3X2HWnnx3/cwn0fXXbW/VzkmGPnmOYOL+GwiT8QprWrn1Aoeqx/7JVyls7KweOKHp/Tkl3cuXo6z79dicdl54NrZp5yvSmJTlYvLRp0HL2+IPuOtNPR4yfBbSc5wUk4HME0YV5J5knXeyJjgRJ4ct68Xi+hUIjk5Gh9jGeffZbZs2eTkZHBnDlzWLduHWvXrmX9+vXk5OScd/fZ09lS1sT/rN8Ppkmi28HXPrRkwIAQVovB7VeU8Pir5ZjAzaumnvEJYlevP/bkB6CjZ/iKXi+fk3vOT+Z7vQH+89HttHb6cDpsfH7tfIrzVJtkvGvt8vHN/34Db38Qt9NGbXMP9969mHf2NNDY1se8aZlMK0zF5bDx5fct5PUddbidNhbNyMLjtpHkcfLoSwd4Z3cDVouFD6wpHfRTy7HENE0eemo3FTUdACyZmcOHr5/FlrImHlm/H9M0mT4pjc/ePv+kJF5nr3/A6+x0D7XNvZRVtmO1GDS29fHnFw9gmuByWrnjiul85PpZ7DvShrc/yLSCVJbPySElUTUmZfSLREwefmYvew+3YhgGd66ezsr57yWe05Jc/J/PreT/PrKNrfubaO7w8peXDmIYMK8ki837Gvn547vAhC1ljeyqaGXVwnwuX1yI3Xbqc2xnz8B9LDPFjdVioaXDS0FWEhfPG7pi+VMLUvinjy8fsvWJTEST85L5X59cwXceept39jTyiyd28cU7F5xycAGR40UiJr96ajeby5ro7PGTnuwkJclFJBK9x0pw27BaDLz9oVgCD2Dl/PwB56IL0djWx2//to99R9qwWgzcThv+QJgEt51IJEwgGCY73UN4GOqwigw3JfDkvLW1tfHlL3+ZcDjaLLmwsJAf/vCHAHz3u9/lW9/6Fg8++CAJCQk88MADQ779rfubYm2fe30BDlS1s+KEEbMuWZDPklnZmOapm2Mfb0p+CoXZSdQ294BhcOmC0fUEffvBFlqPjpjrD4TYuKOOjyiBN+49s/Ewfb4gAN7+EAeqO9iwtYanNx4CoiOYfvWDiynISiQz1c2tl03jD38v4we/34zLaeP2y0t4Z3e0yGM4EuGZ1w+PywRed18glrwD2HagmQ9dN5OXN1fHEvPl1R1U1ncxrTB1wLLLZ+ewpawJfyB6MXnR3Dy2ljWRk+4GDF7cVB29yDPAxGRvZRvXr5zMM28cprvXz4GqDupaevn4TXNG8BOLnJ+Gtj72Hm4FoonvFzdVn3TTtLOilaqmbkLh6L7T3OHlP/+8nbzMhOh7ZnTZYDhCWWU73X1+aptPvw/MK8nkxU3VdPb0Y7VauHJpETOK0ujrD5LgsusGSmQUmjctk699aAk//P1m1r9Thd1q4TO3z1MST86ouqmH/VXtePuj167d3gAJbjtXLSti7+FoQm321AwyUobvoecTGypoau+jPxAmEjFxO22EwxEaW/vwBUIYwGMvl9PV4+fD1w99GSOR4aQEnpy3oqIinnrqqVNOmzp1Ko8++uiwbj83IyFWpwrDOG29qcGOKuSwW/nyXQs5XNdFcoKD/KzR1f30xG5ACa7x2xVS3mOzGthtFoJHux0UZidxqK4rNj0ciVDZ0E3B0d9rRW0nOw42A9DvD7Fhay0YRizZPVSF4kcbj8tOosdBrzcARFvRGYYxcL858fVRk3KT+eZHl9LQ2kdhdhLJCQ5CYROrxUKPN8ixdrkm0e60pZPSaO3y0X1cy73j/01ERjOP04ZhGLHEduIp9olgMIzBezfpPn8o1oK9xxuA9w4psYdjZ9oHkjwO/vHDS6hq6CEz1U1Wmjv2voiMXpfMz+cf7lrIT/+yg7+9eQRASTw5I4/LBoaB3WYlEIxgMQwsFoNbL5vGmosmEwiGKSlMHdbfUDAYvWZ2O630+UKYpondZiFwtBaeSbQska7dZCxSAk/GrBtWTsEgWrx/UWk2U/JTLnidDruVmZOHpw5VfUsvHT1+phWmnNdQ5YtmZFHdWMiuilYKshK57uKh7ZIso9M1K4rZX9VBU7uX7DQ3X7l7EZv3NbHnULQFjdVqYUr+ey0xbSfUqPG4bdx++TSee6sSt9PGB64tHdH4R4rdZuHza+ez/p0qrFaDGy+ZAsD7ry7lkfX76e4LcOXSQnIzTj2YR1qSa0AdzVtWTeXRo90GUxIc+INhAoEQBdmJXH/xZGw2CymJTrqOJvGmF6UO+2cUGQppyS7uvraUF96pwuOynbLW0MLSbN7e04DPH6LXF8RhsZCaEC1RkZro4IrFhRyq7aK504vnaALvbPuAx2Vn1pTzO79GIiYHazqwWSyUaF8TGVFXLy/GNOG//no0iWfAZ25TEk9OLTvNw/tWT4+1up6cn8LqpUUDrr9aO300tvVRnJc8LA9yrl85mYef2UtasovpRW4uW1hAIBzmN8/spdcbjNZFd1h17SZjkmGaGn9FRrfdu3cDMG/evDhHcv4272vkTy8cwDRNctIT+Mrdi3BpVFgBvP1B9ld1kJbkPG0SOhAM0+MNkJrkitVv21LWRG1zD7Mmnzz4wZMbKnhjZx0piU7uuWVurHXe6WzduhWHwzGm97HTaWr3UtfcS3FeEhkp7pOme/uDOOzWkxKfEC1+7POHeGpDBdsPNNPVFyAjJZro++oHFhMxTd7e3YDHZePSBQVnHOFaJraxsI9V1HbS0xdgZnEaYRNcditdfX6SPA6qG3v43bP78AVCXHfRZK5ePgmA9u7+EdkHfvPMXnZVtABw6YIC7lg9fVi2I2PXWNjHxroX363ip3/ZAcBVy4r48vsWamCLCWSo9rGK2k4efGIXoXCERLeDr3xg0Smvz07nSH0XHT1+Zhan4XHZ6feHsFiMk3qY9PtD9PUHSU92YRgGoXCE3z27j53lLVgtBteuKOaaFcWnvP4TiYfB5jyUQRAZBm1dPupb+5iUk0RKopO3djXEuis1tfdRUdvJ3GmZcY5S4s3bH+Q//rQtVtvwzqtmcMkpCvg67NaTLm7sVgtv7qzntW21XL28ONbiDOD2K0q49bJpE7quVHlNB9WNPfz9rSOEIyZOh42v3L0o9gTYNE3+Z/1+tpY14XbaueeWOSfVxkt020l02/n0bfP43bP7Yl2Tu/v87K5oZdWiggHfu8hY9cqWap55/TDhiEmPN0BygoOCrCS+cMd8HHYrJUWpfP9zK4mcUPA7Pdk16H2gpcNHY3sfk8+xxUWPNxBL3gG8tbue268omdDHN5F4uGZFMRaLwU//soOXN9fQ6w3yjx9ZesYB4kSOV9fSy7OvHyYQDGOxGPT6Auwsb2H10kmDWv6NnXU8/ko5AFlpHuaVZPLK5mqsFgt3X1vK0lnv1Xh2OW0DGkvYrBbuuWXuSecxkbFGCTyRIXakvotfPL6LYCiMx2Xn3rsXkZbspLLh6AyGMWC0XJl4+v0h/vpKOfsr22ls6yM5IXozu2lv4ykTeKfy+KvlhMLRGh8vbari4nl5pCe/1wV0Il+c/PXlg7y1q572bj/e/iA2qwWnw8qOgy1cd3E0gXeoroutZU0A+PxBnnnjMF+5e/Fp15mW7Dzja5Gx7N29jQD09AXo6PHT5wvR5wvx+o46rl/5XoLufI8rF9LiwuWw4nba8fmjBdFTE10T+vgmEk9XLZtEotvOD/+whXf3NvKdh97mnz+54pT1ZUWOt2lvI3968QBdvdFrs5w0DxaLMaB8yWDWcUxdcy+7ylswDIPkBAePv1o+IIF3Ojp/yFinNqMiQ2zzviaCR4ukevuD7DjYwtorp7OoNJtJucncffUMCrOT4hylxNNzbx1h2/4munr9dPUG8Pmjv5es1MF3IRhwAWIYWFSLBojWynr76Ki7oXAkWrsuGKbXG6S5wxubz3rCBdzZvr/rLprMRfPyKMpJ4sZLpqoFrYwrWanRQaC8/hAR0yQcjtDZ46e1q39I1v/unsbYA4doi4vWQS9rt1n51K1zmVqQyvRJadxzq0Z7FomnFXPz+O5nLsbjsrH3cBvf+vkbsZ4EIqfz1u56ME2SPQ5cdhspiU6uu3gKi0qzB72OzOOukzt7/QRDEYKhCG1d/YTDqgomE4Na4IkMsfQTWuakJ7tIdNv56A2z4xSRjDadvdGRUu02CxkpTrLT3MyaksGtl00d9Dref3Upf/h7Gf5giBsvmcLeI22s23gIh83Kh66bOWyDsYxW3X0Bfr1uD3XNvfT0BUhw27HbLLHWd26njYzjWihOyU9h1cIC3thZT1KCg9sun3bG9TvsVt5/9fgcAETGvz2HWvnTCwcIR0xuv3waK+bmDZh+9zUzeGqjlf6d9bR1+YhEwGG3UHJCt/LzdfJ58dxasE4tSOHLdy0cklhE5MLNm5bJv37+Ev73r97hSH03X/vPjfzzPSuG7Jgh4096souqhm4MA9JSXHx27fyz1mg+pqndy6/X7aG100eix0FeRgJ2u5X2Lh+dvQEMiNVmFRnvlMATGQI93gBv7qzHbrNw8fx8uvsCVDX2MLM4jSUzB/9kSSaGSxfkU3akjVA4QmF2Ml/5wKKz1oSKREye3niIitpOphWkctvl0/g/n1+JaUZbet7/0NuYpkkgGOaR9fv53mdXjtCnGVqmafLOnkbau3wsKs0m/xQXd5GIyd/eOMyB6g6m5Kdw++XTeOHdKqobu4Fo4iEl0UleVgKNrV7AxOOys3R27oD1rL1yOrdeXnJSazyR8aC5w8tjr5TT7w9R2dAd+53/5eWDLJiRNWA09ESPgw9fN4sF07P43d/2EQqHyU5PIByO8Owbh5lXksmk3OTTbeqsrl5eTK8vSG1zL7OnZLBwhs6LImPdtMJUfvQPq/jer9+lpqmH+372Bl//0BIuOuEBgUxMB6raKa/pZEp+CnOmZrD2yujgQ21d/VwyP/+UybstZU28tq2W5AQH77tqRqzk0FOvVdBytBdFrzfA1dfPornDy+OvVpDotjO1IJXVS4tG7sOJxJESeCIXKBwx+dlfd9LU3gfAweoOPn/HgjhHJaPZjElp3PexZbR2+ijKScLjOnvtmDd31bNxey0A9S29ZKa6uGxRIYYBobDJ8QOKh8ZwN4Ln36nihXcqAXh9Zz3/+OElJ9XKendvA69urQGi30V6spNgKBKb7rBbuXr5JFYtLKCr109DWx8FWYmnTJIqeSfj1R//XkZNUw+madLY1kduRgJWi0EkYhKJnPoYMW9aJt/86DLau31UNnTz+KvRYuGvba/jax9aQk6657xisdssvO+qGef9WURkdMrNSOBHX17FD36/mR0HW/jX327iEzfN4bbLp2GotMeEdbC6g18+uRuOXpt+/KY5LJiedcbeSM0dXh5Zvz92Pfvoiwf47Nr5AAOu8SBaIuXSBQVMLUih1xtkakGKRpOVCUO/dJEL1N3njyXvIFqsW+R4LZ1eHnpqNz/58za2HB04ISPFTWlx+qCSdwAdPQNrUXX2+glHTA5Wd9DjDXDVsmjXAYvFOKeuuKNNeXVHrAaXPxCipqkHAJ8/xP7Kdpo7vGzb30xTu5e2rn4iEZPOngBXLSsiJTH6pLYoJ4llRwsZpyQ6mVmcfk6jXoqMRd19AfoDIepaejlQ1U57d/SYYRgGKQnOY/dRrLlo8hmPOw67hTd3NfD0a4fw9ocACIbCVNZ3DftnEJGxJ8Ft5zufuojrLp6MacLDz+zlP/60jf5AKN6hSZyU13TGkncAFTWdJ83j7Q/i7Q/GXnf3BTBNk3DExOcP09zp4509DfzHn7ZhmiZ2ezRtMXtqBqXF0TIx+ZmJzJiUpuSdTChqgSdygZI9DjJT3bECvlPyU+IckYwmuypa+Pf/2UqfL0Si286h2i6O1HcxoyiNBTOyzrr8seHul8/O5Z3djfj8QVxOG0tKc/jVU7s5UNUOwI2XTOGf71mBgUFa8uBH9Iq35nYvO8pbyEhxsWRmDoluO/UtfUQiERI9DgqyEunzBfnJn7fR2ukjFDLpD4YIhU0CwRA2m4Xlc3LITvPwvz6xgl5fgJQEp0YZk3GrPxDinaMDtSyYkUWi28Fjr5SzaW8DPn/0htnttOGwWzFNMAxYNDObj14/CxPOmsz+8wsH2F/Vjj8Ypqs3gMPmwem0UZx3/l1oRWR8s1ktfOGO+RRmJ/Lwuj28urWWI/XdfOtjy05ZCkPGt6kn3AtNKRj4+skNFfztjSM47BbuuHI6Vy+fRHFuMukpLnaVt2KaEI5E+OPfy7Dbosm5hTOyufWyaaQkOtS6UyY0JfBELpDVauGLdy5k445a7DYrVywujHdIMoqs23iYwNGm/z2+AL2+IC9vruatXfXc2DmVzFQXCW4704vSBizX6wvyq6d2U93Uw/SiVD51y1y++dGl1Lf0kZ+VgLc/xIGqdrz9IQLBMH99uZzn364ibJrccPFkrllRHI+Pe046e/z856PbY09g27r6ae30EQxFCEdMOnr8vLmrnoKsxFiCPBAK4/OHyM3wEAhGmDEpNTaqs91mIS1p7CQvRc7Hg0/sprKhi84eP4GnI2SluvH5Q/T6gvR6gxgGpCQ6cDttfPTG2WSmuJlWmEpPX4DDdV3kZnrIzzz9DXX70da+yQkOLBaD+dOzuHr5JHIzEkbqI4rIGGQYBrdeNo2p+Sn82x+2UNnQzVd/8hpfuXsxF89TXbyJZNaUdO65ZS7lNZ1MzkseMNJsVUP30a6y0STdzx/fyfp3KolETBra+ghHTBLdNgygzxeM1cHr6vXH/haZyJTAExkCqUlObll15lEsZWKyWS0kuu10BP2YEbDZDZx2K6Zp8peXDkTnsVm49bJprLlocmy5V7ZUs/dwK919QRpb+8hN97D2yumxbqIWi4E/EKatK3qzHQr7sVgMXA4rz711hIvn5ZE4SruNevuD/O7ZfZRVttPZ4yfJYycQirBtfzM1Td2Ej9bnMk34/XNl/NPHl8WWdTmsWK0GVouBx2XjisUqWiwTR3RAii6CoQg93mjiOxiKxI4DpmkSMaGj20+PLcDh2k6KspPo7Onn/z6yDW9/EIvF4J5b5jJ7SsYpt7FyXj5PvVYBwKzJ6Xz8pjmxFhAiImczrySTn/x/l/PD32+hrLKdf/3tJtZcVMwnb54z6LIhMvbNnZbJ3GmZsdfe/iD/8adtVNR2EgyFMQyDcMTEYsCh2k7CJhhEa4t39wUJBCOxB0eGYbByfn6cPonI6KIEnojIMLrr6hn87tl9uJ02ZkxK49DRGone/iCtXf1YjnYDeOHdqgEJvO6+AJ09ASDajfbt3Q1cPC+fJ1+rIBSKcMMlU5gzLYOOnfXRdQTBHwjjclgxDGNUdy944d0qDh6tddfnC9LV6wfDwOcPndQyKBIx6Q+EuXnVNLbubyIn3cONl0yhobWP9BTXGVsSiYw3LqeNnPQEapujtSFtNgsOu4WkBDsd3f0cPzRFOGzyytZath1oYemsnFhL10jEZEtZ02kTeJcvLmRKfjLdfQFmTEpT8k5EzllGipt//cIl/O7ZfTy98RDr36lix8EWvvqBxcyZeupjj4xvD/xuM2VH2omYJpEIgIkJuF1W/IFI9PXRsg8Ww8DltPHxm+Zgs0ZLw5xq1FqRiUgJPBGRYTS1IIXvfubi2OuD1R1sP9hMS4ePDdtqOXbHHQhGqGzoprKhm6n5ySyekc3f3jhCKBTBbreQ6HHw63V7aOuKdiX9f0/v4c4rS2KFgTt7/ZhEn1zeubqEBHf8nnJHIiZb9jfR6w2yZGZ2rNXgMT5/GAC71YJhGJiA1YA+Xwi7Ldq67lgrvOSEaI3JmcXprF76Xmu7E0emFRlPdle00tzhZe60zJNGfv38HfN5eXMNB6rbaWzz4nHZmTstk+ffPkIkEMEEjKM1II+19m3t8MaW9/pDdHT76ejpP22X80m5qncnIhfGZrVwzy1zWT47l5/8eRtN7V7u+9kbXLN8Eh+9Yba6Q04goXAkOio60VHQTcDjjD5wdjqshCMmLqsVb38Im8VCTrqHUMSkrcvHlUuKVNdY5DhK4ImIjKAZk9KYMSmNI/Vd7D3cRndfAKvFYObkNH766HZMMzpoxRfvXMB1FxWz7UAzdpuVmy+dyv+sL8PnD8Va7ZUUpfGJm+ewcXsduytasVgA0xxQTy8cMXllczVNHV7mTM6gICeRjBQ31mG8GHpyQwVv7KwD4I0ddVyyIA+fP8zVy4pwOe1MyU/i5c3VRCImToclNupYxIxQ29zL4tIsQpEIBgZXLy9m5tHRxkQmgte31/HEhnIg2lr1nlvmMCknmYhpcqiui4xkF2uvLKGty8f6d6ro7vPjD4TIz0ygubMffyCMw2YhwW3H5bACMLckk4Wl2fz9rUo6evwcqe/kJ3/azj9+eMmo7WovIuPDvJJM/uvrV/L/nt7Di5uqeXFTtA7w+68p5fqVk3E5dDs63tQ09WCxGLFWc5GISYLTRnt3f2xw2ohpkp7k4orFhVw8P49dFa24nDYaWnp5fUc9VovB3944TEePnztXT4/jpxEZXXTEFBEZRnsPt7F5XyOZqW7WXDQ51h1tSn4K99wyl20HmslN9+APhmOt6SIRk13lreRmJHDp/HwuXVSA3WqhpcNH19GE39ypGaQkOpiflMW2/c14+4Oxlm1PbqjgC3cuAGD9O5W8+G4V/mCEdRsPk5XqYsakdL5w53zsNuuQf97N+xp5/mgx4qQEB7sPtbJlf9PRenb7+NbHlvH4KxUkuGyEIyazp6RTVtlOW1c/DpuV1EQnHT1+vv+5S0h023lpUzX//dcdTMpJ4sZLpw5r4lFkNNh7pA2I1rM7Ut/N/Q++E2uJ6vMHMYE5U9LZWdFGe1c/gWAYq8UgPcVFTpobu93KP9y1iKrGbvYebmNSbjJXLI62YNhc1kR/IDpSbXefn6rGnrN2ZwuGIjzz+iHqW/uYX5LJZYs0UJOInBuPy84/vH8R1ywv5sGndnGotouHn9nLE69WcPsV0RrA8ew50OsNUNXYQ3VjNy2dvtigWt19AfzBMIFgmHDYxGG34HTY8DhtpCU7yUx1k5niJj8rgUm5yeRmJIz665T+QIjqxh4qG7ppavfS1hX9vJ09fvzBMP5AmESPne/ccxHZJ7QAH4y/vHSQt3fXYwIpCQ4CwTA1zb30+YKYJlgMiJgQCJl09PQzOS+ZyXkpTM6LjlRb09TDjoMtsfXtPtQ6IIHX0uHj6Y2HCIbCXHfxZKacMOKtyHinBJ6InKSr109jWx/5WYkkqXXGeatv6eXhZ/YQOdodNBAMs/bK9y5Cls7KYemsHADe3dPAW8ctu6O8JVobDjjc0E0gEMbbH4p1Lz1Q3cGv1+3lozfMIjXJGUveRUyTrfub2La/mcUzs6lt7gWiNfUiEZNgKEJlQxc7y1tj2z5fzR1eOnv8TMpNorndy8tbanhzRy3tPQFC4Qh9vhD+QDhWl8vnD/PTR3eQlODAajGwWAysVgvf++xK/vuvO/D6ogX205JdeJw2th1o5tk3DwPRAscJbjtXLZt0QTGLjHZFOUkcqGqnqzeAzx/CMKCvP0hzh5fC7EQ6e/y82l6Lzx8iHDax2yyEI5CV5uauq2YwKTeZ5AQHRTlJXLqgYMC6C7ISqW06Wj/PaiE77ew3Zy+8U8nrO6Itag/VdpKV6mHWFLWKFZFzN2tKOv9+7+W8srmaR186SFO7l9/8bR+PvHCASxfkc9WyScyenI7VOjy1N4OhCLXNPRyp7+JIfTfVjT1UNXbHBgK6UHabhcLsRIpzk6OJqfzo/9OTXSNemzgSMWnu8MbKs1TWd1PZ0EV9a1+sFdzpdPb66ez1n3MCz9sf5O3d9QRDEZravRwKhGPTDCP6n2mCw27B5bCRnuwickIsGSku3E47Pn+0buuJte9+/cwemtr6AKhp6uU7n74Ip33oH0iLjFZK4InIAPWtvfz3X3bi8wfxuOzc+/5F5/UETqCx3RtL3gHUt/addt4Vc/MIhCIcqe9iWkEKj71aEZvW1NaHwdELn4iJaZoYBuw93Mpr22q5ckkRz71VGW2F1x+irz/EH/6+j46efprbvdQ092JGol1znUe71B37//naWd7C75/bRyRikpzopKcvQFdfgNYuPxbAahgEQ6HokGLHXZxZrQY2a7TbLMDcqRkUZCXyzY8sY/27lUTCJlcvL8ZiMWjr9A3YZusJr0XGo+sunozTbuWp1ypo7Xqvu1E4YtLW3Y+3PwRmtIaQCQTDEdwOG5kp7gEj/p3K2itKSHTbae/u56K5eWSlnb2WZMuJ+2GX9kMROX9Wi8E1K4q5cmkRr22r5fFXK6hp6uHlzTW8vLmGJI+dJbNymDs1gxmT0piUk3TOCb1wOEJTh5eG1j5qm3ujCbu6bqqbugmFT529yk5zH21F5yEjxU1GiovURCdOhxWH3YrVYhAIhvEHw/T5QrR399PW5aOlw0dtcw/VTb0EgmGO1HdzpL57wLqTPHaK844m9Y7+Nyk3Gbfzwm/FTdOks9dPXXNvLFlX1dBNVWN37OHuiVISHUzOSyY/K5GMFBeZKW7Skly4nNHPmpHsIi351DVSz8Rus2K1WqhsOPl7PjZAhXH0ujA5wYHHZWN6UeqA+TwuO5+/Yz6vbavF47Jz3cXFA6Yff23o8wfx+oJK4MmEogSeiAywaW9j7KmXtz/I5rImbrxkSpyjGpumFaSQ6HHQ642OJrugJOuM869aWMCqhdEWM1v3N3OkvguAnPQEphemsv7daP0qi2GSmRK9sPIHw6QkOvniHQv44/oy6pp7Yxddb+yoo7PXT2aKi0AgjMtlJ8HtYMnMbOZe4Chwr++oiyUna5t7sBoW3EeTgibR1j0up5UEw6CjJ9qS0Gm3kpXm4bO3zaOyoZu0ZBcLpke/k9QkJ++/unTANhZMz+KVrTX0+0PYrBaWXGCLQZGxwGoxuHr5JA7XdVLb3Bsb0MXlsIIZHfwlHIkQDptYLdGEeFKCg7uvLT3LmsFht3LTpVPPKZ5ls3PZfaiVSMQk0e244GOHiAhErxOuWjaJ1UuLOFDVwQvvVvH27gZ6vEE2bK1lw9ZaINqqLTvNTU56AqlJTjwuG26nDYvFIByO1tD19kdHtO/qDdDZ46e5wxs7dp7I47IxJT+FKUdbxxXnJjMpNwmP68K68B5r8RZNnvXEkml1Lb30eIPsOdTGnkNtA5bJTI0mCo8l0ZITHbgdNlxOG26HDYzow5tIJEIwZNLnC9DdF6DXF6Stq5+mdi/NHV78gVMn6mxWC5NykmItAY+1CjzdAEYXym6zsHJ+HuXVHbHWdsczDIP8zARM08TjsvHVDyw+ZSOBopwkPnz9rFNu46K5ebE6y6XF6ScNlCYy3imBJyIDnHgiTElUF9rzlZLo5P/7wGL2HmkjM8XNzMmD73Y2KTeJw3VdJCc6uWb5JB5/tQKr1cLi0mz8wTBdvX7SklzMLE7H2x9kwYwsstLd/Pv/bI11vSvKSaKz14/bGb3YXT4njw8M4ib/bN7e3cCu8lZ6vAEMw8DnD2IYBqlJTrJS3fiDYZI8dtKSXPT1B0lPcdHrDTKtMIWP3Tib/MxEJg+iZkl2uodvfHgpRxq6KchKPGk0TpHxqKXDx6MvHeBwXRcel40+X4jIsRar0zKPdl3vp7svQHqKm2SPndlTMwbVHfZ8zJmawdc/tJSGtj6mFaToZklEhpRhGMycnM7Myel88c4FlFW2s3V/MwerOyiv6cTnD1HX0kddy+l7MZyKw2YhLzOBvMyEowm7FKYWpJCd5h6W7qwWi0FuRgK5GQmsmJsXez8QDFPb3EtlQxeVDT1U1ndR1dhNe7ef1k7fkPQuMAzISnUzOS+F4rykWLIuPysR2zB1Rz7ei+9WsfVAM719AaqbejAhVgswYkJGspPczAR6+oLYrNH305Jc5GYknPO27lg9nTlTMwiGIsyekq4RamXCUQJPRAa4bGEBrZ0+Dtd1Mb0ojZXz8k8774Zttby+vY60ZCcfuLaUjJSzd8eaaNKSXSfVoTqbneUtvLatFsOAnj4//7N+P6Zp4nJYae7w8tnb55Oc4OCxV8r52WM7cDpsfOrWuZQUppKe7KK2uRfTNDlQ1cG0wlQaWntJSXRy1bKic47fNE1e3FRNRW0n0wpSmF+Syc8e20GvNxh7um2zGiS4bfgDYbLT3RQnJ3HtiujosT97bCctHV6mFqTwxTsXkpxwbgnhtPPsxiEymr27p4GtB5rJSfNw86qpOI7r/vPI+v0cruuksd1Lvz9ExIz2RLdZLSR57PgDDixGtIVCksdBerKLu66acd6xRCImj79aTlllO8W5ydx9belJ3ZGO3QSLiAwnq9XC3GmZsXIAx1q1NbVH/+vuC8TKhZhEy3JYLRbcThspiQ5SEpykJDrIzUggPdk1KpI7DruVqQXR5OHxjtWbbuvqP/qfjx5vkH5/CF8gRP/R7q8WC1gtFqxWg0S3naQEB0keBymJTnLSPeSme8hKcw/LwGRnEwpHeHVLDY++dJBeX4A+Xyg2LRIxmVaYymdvm0dKkpMNW2vYsK2Ort4gWWkebr1s2nlv91weiIuMN0rgicgAVquF9w3iZrC2uYenX4vWaWvv9vHYK+V89vb5wx3ehNDdGxjwOhSODBjVzGG30tLpi3Wx9QdCvPBuFdsPNLP9YAuBYBiLYdDW1c/K+W4+c9s8Ej3283oK+86eRv7+1hEAyqs72Hukje6+wMC6dhYL4bBJMBwhHI7Q3tXP068dZtnncvnmR5fR3ecnOcE56kdmExkJh+u6+POLB4DoPmWxGNx+RUlsemevn1A42kX2WPcjk2hJg56+AP98z0X0+YIkJziG5Ob03b0NvLWrHoCO7n6y0tzcsFJlE0Qk/o5v1TbepCQ6x3SL5nA4wi+f2MWOgy00d3gHTDOM6L/dx2+aTenkdN7e3cC7extxO604bAaXLSpgXsmZa7aKyKkNf5taERmX+nzBAa97T3gt52/BjKxYqzO7zcr7ryklJdGJYRhcuqCAqQUp0XpYx3HYLLy1qx6rxcA0ozVTQuEIjW1eUpOc55S8232old8/t4/n366kqX1gl5WmNu+AridWq4FhgNNhIyXBgdUS3Y4vECIciSYe05JcSt6JHNVy3I1OJGLy9u4G/vj3Mqoao0XPVy8pwma1RJNzJ+w20VYWFlKTnEPWsuSkY7lXx3IRETmzV7fWsGlvI4FgeMBD3WOSPHYyj/bMOf48Y7VaTluzT0TOTi3wZNhUVlZy33330dHRQWJiIj/4wQ+YPn16vMOSITKtMJWpBakcruvEarFw1dJz754pp5ac4ODrH1pCbXMvWWnRkcEumZ9POGLGEmGlxelcvriITXsbyUh1cetlJVQ2dJOV5qamsYeIGU2uVTf20NnjJzVpcE95qxu7+c0ze2OjxC4uzcZusxIMhbFZLcyekkFbp4/O3gAYsLg0ixVz8rhsUSHPvnmE17bVAHDl4sK4dOcQGe1mTk4nyeOgxxugrdtPgivM1v1N7Dncxrc/sZxViwooKUqluqmbZ984zL7KDjBNEj0Ols0e+oFcls7K5c1dDXT29ONx2bl0wenLJoiIiFQ3drPu9cN4/aHo4Ep2C3arBZfTRjgSITXRya2XTSM/KxGAZbNzeHNXvc4zIkNACTwZNvfffz933XUXa9eu5fnnn+e+++7j8ccfj3dYMkRsVgtfuGM+tS29JHscqlM2xDwuOzMmpQ1478RWbLddPo3bLn+vhsinbp3H068dotcbxGIYuJ02HHYLLZ3eQSfwGlr7Ysk7AK8/xNc/vITqxh4m5SSRkuTEbrNQ19zL3GkZXH9cV7vbLp/G8jnRBEN+ZuI5f2aRiSAl0cnXPrSE8ppOHnvlYKwlgj8Qoq27n0SPI1ZzbtGMbB57pZy65l7mTMtgUenQJ/BSk5x88yNLaWz3kpXqJsF9YSMxiojI+NbQ2ofVYpCR7Do6oJKL9101g5w0D7OmnFyfLiVR5xmRoaIEngyLtrY29uzZw8MPPwzAmjVr+P73v09VVRXFxcXnvD7TNPF6vWefUUZcVrINiOjfZxTITrHx6VtKWf+uhw3b6gBI9thJT7QO+t+npCgVt9OOzx/t7jBvWibZaZ4BI1x+cM3M0y6vxJ3I2aUkOlk6K4eaph42bq8FICvNc1KdJ4fdesb9bai4nDYm5yUP+3ZERGTsO3atCOBx2XjfVTNYOf/Mrep0nhEZGkrgybBoaGggKysLmy36EzMMg7y8POrr688rgRcMBikrKxvqMEXGpUnJcMlMJwSMMpsAAJSmSURBVN7+CNPy7FQeLh/0shkpbr7ygUXsO9JObrpHI32JDKPbLp9GcW4yfb4gi2ZmnzT6q4iIyGija0WR+FECT8YEu91OSUnJ2WcUEQBmzRr8vCcmx09scSciw8MwDBbPzI53GCIiIudE14oi8aEEngyLvLw8WlpaCIVC2Gw2TNOkoaGB/PzzK1pqGAYej04SIiIiIiIiIjLxGObx1cpFhtBHPvIRbr/99tggFg899BBPPPHEOa9n69atwxCdiIiIiIiIiMjosGTJkjNOVwJPhs3hw4f51re+RWdnJwkJCTzwwAOUlpae83qOJfAcDsdQh3heTNMkGAxit9sxDOPsC8hp6bscWuf7fQYCAWD07GOjkX6rZ6fv6PRO3Mcm2nelzzt+jZbPevw+Nlpiiid9B/oOhvrzH9vHgHH3nY7X38p4/VwwPj/bsX3sbAk8daGVYTN16lQeffTRC17PsRueefPmXfC6hoLX66WsrIySkhJ1671A+i6H1vl+n1u3bsXhcIyafWw00m/17PQdnd6J+9hE+670ecev0fJZj9/HRktM8aTvQN/BUH/+rVu3YrfbCQaD4+47Ha+/lfH6uWB8frbdu3cPaj7LMMchIiJn0NjWx9u7G6hv6Y13KCIiIiJygv2V7by7p4E+XzDeoYjIBKcWeCIicVLd2M1//WUHoXAEq8XC5+6YT0lharzDEhERERHgxXereO6tIwBkbq7max9cgsupW2gRiQ+1wBMRiZPdh9oIhSMAhCMRdh5siXNEIiIiInLMtgPNsb9bO31UN/XEMRoRmeiUwBMRiZOc9IE1G3IzEuIUiYiIiIic6PhrNZvVQkaKK47RiMhEp/a/IiJxsnRWDr2+IOXVHUzOS2bl/Lx4hyQiIiIiR9119Qw8LjvdfQEuXZBPRoo73iGJyASmBJ6ISBxdsbiQKxYXxjsMERERETmBx2XnrqtnxDsMERFACTwRERERERERGSGmafLy5ho2lzWSnebhtsunqXWjyCAogSciIiIiIiIiI+KXT+ziubcqY683bq/lh19apXrQ/z979x0fV33l//91p2lGvXdZcu8d25jebXqHQEIIIWSzKZvCbgK/8CWbTXazYbPJZgNZYBdSSEhICAYM2KZXg8E27t1Ws3pvo+n398fIY8uWbVmWNBrp/Xw8eGBN05nR3Dt3zj2fc0ROQkMsRERERERERGTIfbC5mlfWlmEx4PoLJlGUk0hzu5efPrWeQDAU7fBERjQl8ERERERERERkSAWCIZ58aTsAN108hS9ePZMf3nMWiS47+ypbee3jiihHKDKyKYEnIiIiIiIiIkPqnY0HqW92k5oUx80XTwYgK83F7cumAfDnV3fhD6gKT+R4lMATERERERERkSH16rpyAK45dwJOx+F2/MuXlpCe7KS53cvaLdXRCk9kxFMCT0RERERERESGTG1TFztKmzEMuHBhUa/r7DYLy88sBuDlD0qjEZ5ITFACT0RERERERESGzDsbDwIwd1IWmamuY65ftrQEi8VgZ1kzNY1dwx2eSExQAk9EREREREREhswnO+oAOGdefp/Xpyc7mTMpE4D3N1cNW1wisUQJPBEREREREREZEm2dXvZUtgCwcFrOcW93ztwCAN7frD54In1RAk9EREREREREhsSnexowTSjJS+5z+ewhZ87KxWIxOFDVRnVD5zBGKBIblMATERERERERkSGxeU8DAAumZp/wdimJccyakAHA+p11Qx6XSKxRAk9EREREREREhsSO0iYAZk3MOOltDy2x3bi7fkhjEolFSuCJiIiIiIiIyKBr7fBS3TNVdnpJ+klvv2BauEpv6/4mfP7gkMYmEmuUwBMRERERERGRQbezrBmAcblJJMY7Tnr74twk0pOd+PxBth9oGurwRGKKEngiIiIiIiIiMugOLZ/tT/UdgGEYkV55WkYr0psSeCIiIiIiIiIy6Hb1VODNGN+/BB7A/KlZAGzZ1zgkMYnEKiXwRERERERERGRQBUMmB6rbAZgyLq3f95vZM4m2tLqNrm7/kMQmEouUwBMRERERERGRQVVV34HPH8TpsJKfmdjv+2WkuMjLTMA0D/fQExEl8ERERERERERkkB2oagNgfH4KFotxSvedOT5chadBFiKHKYEnIiIiIiIiIoNqf08Cb0JByinf99AyWiXwRA5TAk9EREREREREBtWB00jgzZoYTuDtrWzB6w8OalwisUoJPBEREREREREZNKZpnlYCLyc9nvRkJ4Ggye5y9cETASXwRERERERERGQQ1bd009ntx2oxKM5NOuX7G4YRWUa7q6xlsMMTiUlK4ImIiIiIiIjIoCmrDlffFeUkYbdZB/QYU8alAbCnQgk8EVACT0REREREREQGUUVdBwDjBlB9d8iUcakA7K5owTTNwQhLJKYpgSciIiIiIiIig+ZgfScA43IGnsCbWJiK1WLQ2uGloaV7sEITiVlK4ImIiIiIiIjIoDlUgVd4Ggm8OLuVkvxkIFyFJzLWKYEnIiIiIiIiIoPCNE0OHlpCexoJPFAfPJEjKYEnIiIiIiIiIoOiobUbjy+I1WKQl5lwWo81tSeBt7tcCTwRJfBEREREREREZFAcrAv3v8vPSsBmPb2Uw6EKvP0HWwkEQ6cdm0gsUwJPRERERERERAZFZX14+WzRaS6fBSjISiTBacMXCFFe037ajycSy5TAExEREREREZFBUdnT/64o+/QTeBaLwWT1wRMBlMATERERERERkUESSeANQgUewOSiVAD2HWwblMcTiVVK4ImIiIiIiIjIoKjs6YE3WAm8SYWpAOw72DoojycSq5TAExEREREREZHT1un20eH2AZB/mhNoD5nYk8CrqG3HHwgOymOKxCIl8ERERERERETktFU3dgGQnhyHM842KI+ZneYiKd5OIGhSXtMxKI8pEouUwBMRERERERGR01bTk8DLy0wctMc0DCNShadltDKWKYEnIiIiIiIiIqetpimcwBus5bOHTCxIAZTAk7FNCTwREREREREROW2HK/AGN4E3qWcS7f4qTaKVsUsJPBERERERERE5bdUN4Qm0g57A61lCW1bdjj8QGtTHFokVSuAJAF/84he5+uqrufbaa7n99tvZsWMHAGVlZXzmM59h2bJl3Hjjjezduzdyn4FeJyIiIiIiIqPPoSW0eRmDm8DLSY8nwWUnEAxRUds+qI8tEiuUwBMA/uu//ouVK1fywgsvcNddd3HfffcB8OCDD3LLLbewZs0a7rnnnsjlp3OdiIiIiIiIjC5d3X7aOn3A4FfgGYZxRB88LaOVsWlw5jpLzEtOTo78u6OjA8MwaGpqYtu2bTz55JMALFu2jB/96EeUl5eTmJg4oOuKi4sHFJ9pmrjd7tN8loOju7u71/9l4PRaDi69niIiIiISLYeq71IT44h32gf98ScVprJlXyP7q1qBgX2vFIllSuBJxHe/+13WrVsHwOOPP05NTQ1ZWVnYbOG3iWEY5OXlUV1dTVJS0oCuG2gCz+/3s3PnzkF4loOnrKws2iGMGnotB5deTxEREREZbkM1wOKQQ33w9msSrYxRSuBJxEMPPQTAihUr+NnPfsY3v/nNKEd0mN1uZ9KkSdEOAwhXN5WVlVFSUoLL5Yp2ODFNr+XgGujrOdKS4yIiIiISe4Y6gTexKLyEtrS6nUAwhM2qjmAytiiBJ8e4/vrr+cEPfkBubi4NDQ0EAgFsNhumaVJTU0N+fj6JiYkDum6gDMMgPj5+EJ/l6XO5XCMuplil13Jw6fUUERERkeFW3RieQJs/RAm83PQE4p023J4AlXUdjM9PGZLfIzJSKWUttLe3U1dXF/n59ddfJzU1lYyMDGbOnMmLL74IwJo1a8jJyaG4uHjA14mIiIiIiMjoM9QVeBaLwcSCVEDLaGVsUgWe0NHRwTe/+U28Xi+GYZCens5jjz2GYRj88Ic/5P777+exxx4jISGBn/zkJ5H7DfQ6ERERERERGV2GOoEHMLEwha37G9l3sI1LFg/ZrxEZkZTAEwoKCnj22Wf7vG7ChAk888wzg3qdiIiIiIiIjB4eX4CWDi8AeRlDmcBLBVSBJ2OTltCKiIiIiIiIyIA1tHQDEO+0kRjvGLLfM6kw3PfuQHU7wZA5ZL9HZCRSAk9EREREREREBqyu2Q1AdtrQDlLLz0zEFWfF5w9ysL5jSH+XyEijBJ6IiIiIiIiIDFh9SziBl5M+tAk8i8WITJ/df7BtSH+XyEijBJ6IiIiIiIiIDFj9oQq8IU7gAUxSHzwZo5TAExEREREREZEBq+/pgZed5hry3zWxpw/e/ipV4MnYogSeiIiIiIiIiAxY/TD1wAOYWJAKwIGqVkIaZCFjiBJ4IiIiIiIiIjJgdS3Dt4S2MDsRh91KtzdIdWPnkP8+kZFCCTwRERERERERGRCvP0hrhxcY+iEWAFarhfH5yYAGWcjYogSeiIiIiIiIiAxIQ0/1nSvORqLLPiy/MzLIQn3wZAxRAk9EREREREREBqS++fAAC8MwhuV3TizoGWShSbQyhiiBJyIiIiIiIiIDMpz97w6ZeKgC72ArpqlBFjI2KIEnIiIiIiIiIgNyaAJtzjBMoD1kXG4SNquFLk+A2ib3sP1ekWhSAk9EREREREREBqQ+ChV4NquFkkODLKpah+33ikSTEngiIiIiIiIiMiCHKvCyh7ECD47sg6dBFjI2KIEnIiIiIiIiIgNyuALPNay/99Ak2n0aZCFjhBJ4IiIiIiIiInLKfP4gze1eIAoVeIWHK/A0yELGAiXwREREREREROSUNbZ2A+B0WElOcAzr7y7OTcZqMehw+2joiUNkNFMCT0REREREREROWV1P/7ustHgMwxjW3+2wWynO7RlkoWW0MgYogSciIiIiIiIip+xQ/7ucYZxAe6Qjl9GKjHZK4ImIiIiIiIjIKauLTKAd3gEWh0zUIAsZQ5TAExEREREREZFT1tAS7j03EirwNMhCRjsl8ERERERERETklEUq8KKUwCvJS8ZiQGunl+Z2T1RiEBkuSuCJiIiIiIiIyCk71AMvOy06CTynw0ZRThKgPngy+imBJyIiIiIiIiKnxB8IRareopXAg8N98DSJVkY7JfBERERERERE5JQ0tnZjmuCwW0lJdEQtjokF4T54+1SBJ6OcEngiIiIiIiIickrqe/rf5aS7MAwjanFEKvCqWqMWg8hwUAJPRERERERERE5JXU//u6woLp8FGJ+fjGFAU5uHlg4NspDRyxbtAEREZGjUNnXxl9f30O0NsPzMEuZOyYp2SCKjltvj50+v7qa+xc3CaTlctqQ42iHJMHtrQyUfbashJcHO7PxQtMMRGXR7Klp44d39WC0GN1w4mZK85GiHJFEWqcCLcgIv3mknPzORqoZO9h9s44zpzqjGIzJUVIEnIjJKPfXKTkqr26ht6uKp1Ttp7/JFOySRUevF9w6wbX8j9c1uVq0tZVd5c7RDkmFUWt3Gi+/up77Zze7yFtbu7Ih2SCKDyh8I8eTK7VQ3dFJZ18GTL26LdkgyAhyqwMtOj24CD2CSltHKGKAE3ii0Z88enn/++WiHISJR1u4+nLALBkO4Pf4oRiMyunUclSBXwnxsOfrv7faqAk9GF58/iNcXiPzc2e0nFDKjGJGMBA0t3UD0K/AAJhaGB1ns1yALGcWUwBuF3njjDe6///5ohyEiUXbhwqLIv2dOyCR7BBxciYxW584vwGYNH1Zlp8cza0JGlCOS4TS1OI38zEQALBYLs0tcUY5IZHAluOwsnpkX+fmCBYVYLNEbWiAjQ13PEtqs9Ojv8w4n8FqjG4jIEFIPPBGRUeqiM4qYXpKOxxegODdZB9oiQ2hacTr3f2Exze0eCrMTcTp0iDWWOB02vvmZ+VTUdeC0hairKo12SCKD7rbLpnLW7DwsFoOinKRohyNR5g+EaG4bORV4EwpSAahv6aa9y0dygiO6AYkMAR1dxohTqajbvXv3EEYiIrEkLzMh2iGIjBnpyU7Sk9U4e6xy2K1MKkzF7XZTVxXtaESGRrEGV0iPprZuQiY4bBZSk+KiHQ6JLjt5GQnUNHWx/2Ar86dmRzskkUGnBF6MWLFiBTabDbvdftLbBgKBk95GREREREREZCDqewZYZKXFYxgjY5XHpKJUapq62FupBJ6MTkrgxYi8vDwmT57M448/ftLb/vrXv+ZXv/rVMEQlIiIiIiIiY019T/+7nBEwgfaQKeNSeW9TFXsqWqIdisiQ0BCLGDFnzhy2bNnSr9uOlDMgIiIiIiIiMvrUNYf732WlRX+AxSGTi9IA2FPRgmlqSrKMPkrgxYglS5YQHx9PTU3NSW87bdo0rrvuuqEPSkRERERERMacQ0toR1IF3sTCFCwWg5YOL42tnmiHIzLotIQ2Rtx+++3cfvvt/brthRdeyIUXXjjEEYmIiIiIiMhYdCiBlz0CJtAe4nTYKMlL5kBVG3sqWkZUdaDIYFAFnoiIiIiIiIj020jsgQcwZdzhZbQio40SeDHoBz/4ARs3box2GCIiIiIiIjLGBIMhGtvCS1RHWpXb1HGpAOxWAk9GISXwYtBLL73EZz/7WS655BL++7//m7KysmiHJCIiIiIiImNAY5uHUMjEZrWQluSMdji9TO6pwNt3sJVgMBTlaEQGlxJ4MejDDz/k5z//OZMnT+bxxx/n8ssv5+abb+aPf/wjzc3N0Q5PRERERERERqnD/e9cWCxGlKPprTA7CVecDa8vSEVdR7TDERlUSuDFIIfDweWXX87//M//8MEHH/CDH/wAh8PBj3/8Y8477zz+7u/+jldeeQWv1xvtUEVERERERGQU6ejyAZCbmRDlSI5ltRhMLkoFYE9Fa1RjERlsSuDFuJSUFD7zmc/wxz/+kTfeeINLLrmEd955h3vvvZezzz6b73//++zatSvaYYqIiIiIiMgoMHdyFjdeOIk7lk+Pdih90iALGa1s0Q5ATl9NTQ0rV65k5cqV7N27l9TUVK644grsdjsvvvgiK1as4IEHHuD222+PdqgiIiIiIiISwxJcdr5w1cxoh3FcU3oGWSiBJ6ONEngxqr29nVWrVrFy5Uo2btyI1Wrlggsu4Jvf/Cbnn38+drsdgHvvvZfvfOc7/PrXvz5uAs/r9fLtb3+b/fv3ExcXR0ZGBv/8z/9McXExTU1NfPe736WyshKHw8EPfvADFi1aBDDg60RERERERESGwqEKvIradrq9AVxxSnvI6KB3cgz62te+xrvvvovf72fu3Lk88MADXHnllaSkpBxzW4fDwbJly3j99ddP+Ji33nor5513HoZh8Ic//IEHHniAp556ip/97GfMmzePJ554gi1btvD1r3+dN954A7vdPuDrRERERERERIZCRoqLjBQnTW0e9h9sZdbEzGiHJDIolMCLQTt37uTuu+/muuuuo6Sk5KS3P/vss/n9739/3Ovj4uI4//zzIz/PnTuXJ598EoDVq1fz6quvAjBnzhyys7P55JNPOOusswZ83UCYponb7R7QfQdbd3d3r//LwOm1HFx6PUVEREREwlV4H26tYU9FixJ4MmoogReD3nzzzVO6vdPp5OOPPyY/P5/CwsKT3v73v/89F110ES0tLfj9frKysiLXFRQUUF1dPeDrBsrv97Nz584B338olJWVRTuEUUOv5eDS6ykiIiIiY9mhBN6ucvXBk9FDCbwxwO1288gjj7Bw4cKTJvAeffRRKioq+O1vf4vH4xmmCE/ObrczadKkaIcBhKubysrKKCkpweVyRTucmKbXcnAN9PUcaclxEREREZHTMb0kHYBdZc2YpolhGFGOSOT0KYE3RpimedLbPPHEE7z66qv89re/xeVy4XK5sNlsNDQ0RKrpqqqqyM/PJy0tbUDXDZRhGMTHxw/4/kPB5XKNuJhilV7LwaXXU0RERETGsklFqdisBi0dXuqa3eRmJEQ7JJHTZol2ADIy/OY3v+Hll1/mN7/5DcnJyZHLly9fzp///GcAtmzZQl1dXWSa7ECvExERERERERkqcXYrEwtSAdhZ1hzdYEQGiSrwhNraWv793/+doqIiPv/5zwPh6bV//etf+cd//Ee++93vctlll2G32/mP//iPyCTZgV4nIiIiIiIiMpSmj09nd0ULO0ubuXBhUbTDETltSuAJubm57N69u8/rMjMzIxNpB+s6ERERERERkaE0vSSd59/Zrwo8GTW0hFZERERERERERpVDgyzKa9vp6vZHORqR06cEnoiIiIiIiIiMKmnJTnIz4jFN2F3eEu1wRE6bEngiIiIiIiIiMuocqsLTMloZDZTAGwPS09N54403WLhwYbRDERERERERERkW08dnALCzrCnKkYicPg2xiDFr165l1apV7Nixg/r6erxeL3FxcWRnZzN9+nQuv/xyzj777F73sVgsFBQURCliERERERERkeF3qAJvd3kLwWAIq1U1TBK7lMCLEW63m29961u89957uFwupk+fzsKFC4mLi8Pr9dLQ0MArr7zC3/72N8455xx++ctfEh8fH+2wRURERERERKJiXE4SCU4bXZ4AZTXtTCxMjXZIIgOmBF6M+PnPf85HH33Ev/zLv3Dddddht9uPuY3f7+f555/nxz/+MT//+c954IEHohCpiIiIiIiISPRZLAZTS9LZuKuenWXNSuBJTFP9aIxYvXo1d999NzfffHOfyTsAu93OzTffzBe+8AVWrVo1zBGKiIiIiIiIjCwzDg2yKNUgC4ltSuDFiM7OTnJzc/t127y8PLq6uoY4IhEREREREZGRbfr4cAJve2kTpmlGORqRgVMCL0ZMnz6dZ555BrfbfcLbud1u/vKXvzBjxoxhikxERERERERkZJpanI7NaqGpzUNNkwpdJHapB16M+Kd/+ifuuusuli9fzrXXXsvMmTPJysrC4XDg8/loaGhg27ZtvPjii7S1tfGb3/wm2iGLiIiIiIiIRFWc3crU4jS2H2hi2/4m8jMTox2SyIAogRcjFixYwJ///Gd+/vOf85vf/IZAIIBhGJHrTdPEZrOxdOlSvv3tb6sCT0RERERERASYNSGD7Qea2Lq/kcuWFEc7HJEBUQIvhkyfPp3//d//pbOzkz179tDQ0IDH48HpdJKVlcWUKVNITNTZBBEREREREZFDZk/M5JnX97Btf7gP3pHFMCKxQgm8GJSYmMiCBQsiP+/fv5/Vq1fz4osvMmHCBG644QYl8kRERERERESAqSVp2KwGja3d1DW7yc1IiHZIIqdMCbwY8Yc//IGnnnqKP/3pT6Snp0cuf/PNN/nmN7+J3++PXPbUU0/xzDPP9LqdiIiIiIiIyFjkdNiYXJTGzrJmtu1vVAJPYpKm0MaIN998k6Kiol5JuUAgwAMPPIDVauUnP/kJK1eu5N5776W6uppHH300itGKiIiIiIiIjByzJmYAsHV/U5QjERkYJfBixL59+5g3b16vy9atW0dzczN33nkn119/PZMnT+aee+5h+fLlvPPOO9EJVERERERERGSEmTUxE4Bt+xujHInIwCiBFyNaW1vJzc3tddmHH36IYRhceumlvS5fsGABNTU1wxmeiIiIiIiIyIg1vSQdq8WgviXcB08k1iiBFyMyMzNpbOx9pmD9+vU4nU6mTZvW63KHw4Hdbh/O8ERERERERERGLFecjUlFqYCq8CQ2KYEXI2bNmsWKFSvo7OwEYO/evWzdupVzzz0Xm633LJIDBw4cU60nIiIiIiIiMpbN7llGu1UJPIlBSuDFiK997WtUV1ezbNky7rzzTm677TYMw+DLX/7yMbd97bXXmD9/fhSiFBERERERERmZIoMs9jVimmaUoxE5NUrgxYipU6fyu9/9jpkzZ1JfX8/cuXN5/PHHmTVrVq/brVu3DpfLxfLly6MUqYiIiIiIiMjIM2N8BjZruA9eTVNXtMMROSW2k99ERooFCxbw+OOPn/A2S5YsYeXKlcMUkYiIiIiIiEhscMXZmFqczvYDTWza08AF83KiHZJIv6kCT0RERERERETGhPlTsgDYtKchypGInBol8ERERERERERkTJjXk8DbsreBYDAU5WhE+k8JPBEREREREREZEyYVpZHgstPlCbC/uj3a4Yj0mxJ4IiIiIiIiIjImWC0GcyZlArB1X3OUoxHpPyXwRERERERERGTMONQHb8v+pihHItJ/SuCJiIiIiIiIyJgxb0o2AHsr2/D61QdPYoMSeCIip6iitp33NlVR3dAZ7VBEZIRoauvm/c1V7K1siXYoIqPWnooW3t9cRVNbd7RDERmVxtI2lpeZQE56PMGQSVm9N9rhiPSLLdoBiIjEkj0VLTz63BZM08RmtfD1W+ZRnJsc7bBEJIqa2rr5zz9upNvrB+C2ZdNYPCM3ylGJjC4fbavhmdd2AxDvtHPvZxeSnuyMclQio8dY3MbmTclizUflHKhRAk9igyrwREROwdZ9jZimCUAgGGKb+maIjHl7KloiyTuALXsboxiNyOi0eW9D5N9uj5+9Fap2FRlMY3Ebmz81vIx2X60nypGI9I8SeCIipyAvM6HXz/lH/TxQ/kCIUMgclMeSscU0TXz+YLTDGNNyMxLAMCI/H72fkGN59Z6VU3TkdmUYBrmjbDsLhkz8AfXhkugZ7dtYX+ZNzsJqMWhqD1Db5I52OCInpSW0IiKnYOnsPHz+IKXV7UwZlxY5c3c6Xn7/AK+vryTObuWuq2YwtTh9ECKVsaC+xc1jz22lub2bmRMyueuqGVitOjc33Mbnp3DnFdP5dHcDuRnxXLakONohjVjd3gCPrdhCeU07+VmJ/P0Nc0iMd0Q7LIkBV5w1HpvVQl2TmwXTskdV+4ot+xr4w6pdBIIhrjx7PBcvGhftkGQMGs3b2PEkuOxMK05le2kLG/c0MqEoM9ohiZyQEngiIqfAMAwuWFjEBQsH5/Hqmt28/kkFAF5fgL+9tY//7wuLB+fBZdRb/WEZze3hRtPbDzSyeW8jC6adflJZTt28KdmRiXZyfO9vqqK8ph2A6oZO3t54kKvOmRDlqCQW2KwWrjhrfLTDGBJ/fX0v/kC4KvWlD0pZNCOX5AQltmV4jeZt7ETmT81ke2kLn+5u4KaLp0U7HJET0ml6EZEoOtRPT2QwmOj9JLFFu0CRo/bdpqljA5FhtHBKFgA7ylpwe/wnubVIdCmBJyISRbkZCVx0RnipTJzDxg0XTIpyRBJLlp9ZQmpSeELcjPEZzJucFeWIRE7s7Ln5FOUkAZCXmcgFCwujHJFI9N188RTsNisYBleePZ6UxLhohyQyZuRlxpOWaCUQNHsN8hAZibSEVkQkyq4+dwLLzizGarVgtRgnv4NIj+z0eB68ewlefxCnQx/pMvLFO+185/aFeHwBvWdFesydnMWsCRmETDOcyBORYWMYBlMKXKzb3cknO+pYOjs/2iGJHJcq8ERERgCH3arknQyIYRhKhEjM0XtWpDer1aLknUiUTMkPr2bYsKuOUEhL2GXkUgJPRERERERERMak4uw4nA4rze1eDlS1RTsckeNSAk9EJAbsLm/mpfcPsP1AU7RDkUHkD4R4e0Mlq9aW0tLhiXY4Iqdl4+56Xnr/AKXV+vIjcjzrd9bx8vsHKK9tj3YoItLDZjWYPTEDgHXba6Mcjcjxaf2CyCB7a0Mlq9aW4YqzcccV05lUmBrtkCTG7alo4dEVWyPjGu+6eiZzJmlYwWjwp1d38enuegA+3lHHfXcuIs6uJVQj0Sc7avnbW/uwWgw+c+lUZk/KjHZII8oHW6p59o09ALy94SDfum0+hdlJUY5KRotdZc38cfUufIEg15w3kbPnxGaPqrc3HuSFd/ZF/v2d2xeSl5kQ5aj6b/uBJp5es4tgyOT68yeyZFZetEMSGTSLpmfxyc56PtxazWeXT4t2OCJ9UgWeyCBqauvmxfcO4A8Eae/y8pfX90Q7JBkF9la2RpJ3AHsrWqMWiwyuvZWtkX+3dnhobO2OXjByXF5/kGde24PXF8Dt8fPHNbswTfXIOdLeipbIv4OhkJYgyaB6es0uOrt9+PxB/vbmXjrdvmiHNCD7jtjnB4KhmKtWfXrNLtweP15fgL+8sYdubyDaIYkMmoXTsrBaDMprO6hq6Ix2OCJ9UgJPZBAFg2avRIs/EIpiNDJaTMhP6fXz+IKU49xSYs2Rf9vkxDgyUpxRjEaOxwyZBI/YtweCIZS/623CEfslwzAoyUuOYjQy2gSChzc40zQJxmiT+QkFh7cLq8VCcQxtJ6Zp9jquDYVi9+8g0pdEl525k8MrXNZuqY5yNCJ90xJakUGUnR7POXMLeH9zFVarhWvOnRDtkGQUmD4+nS9eM4u9Fa2Mz09m/tTsaIckg+Szy6dRsDERtyfAOXPzNZlzhHLG2bhiaQmvrC3FMAyuPW8iFk2N7uW8+YXE2a1UNXQxa2IG43JjJzEhI99150/kmdd3EwqZXLxoHCmJcdEOaUAuXFiE02GjtsnNnMmZFGQlRjukfjMMg+vOn8izb+7FNE2WnVlCosse7bBEBtXS2Xls3F3P2q013HzxlGiHI3IMfVMQfvzjH/Pmm29SVVXF888/z/Tp0wEoKyvjvvvuo6WlhcTERP793/+dyZMnn9Z1Y8GNF03m0iXFOGwWnHHaxGRwzJ6YyeyJ6rk12jjsVi5bUhztMKQfLl1SzNLZeVgsBvFOfWnti/phyVBZPDOXWRMzCIZMkuId0Q5nwAzD4KwY7d8HcNacfOZNySIUMkmM4b+DyPGcOSuP//nbZvZVtlLf7CY7PT7aIYn0oiW0wrJly3j66acpKCjodfmDDz7ILbfcwpo1a7jnnnu47777Tvu6sSI5waHknYjIKJMY71DyTiRK4p32mE7ejRbxTruSdzJqpSbFMWNCeBrt2q01UY5G5FjKMAiLFi065rKmpia2bdvGk08+CYSTfD/60Y8oLy8nMTFxQNcVFw+8ysQ0Tdxu94DvP5i6u7t7/V8GTq/lqWlu99DS4aUoOxFHH5NK9XqObK0dXupb3BRmJyoJJKOC3tMixxcKmZRWt+GKs5EfQ0tlRca6s2bns21/E2u3VHPd+ROjHY5IL0rgSZ9qamrIysrCZgu/RQzDIC8vj+rqapKSkgZ03ekk8Px+Pzt37jz9JzaIysrKoh3CqKHX8uTK6ry8tqmNkGmSlmjjujPTcNj6LqLW6znylFa38ehzW/D5g6QmOfnWZ+bHbA8nEdB7WuREQiGT/3txGztLmwC4+twJXHTGuChHJSL9sXR2Hv/7wlZ2ljVT3+ImO03LaGXkUAJPYoLdbmfSpEnRDgMIVzeVlZVRUlKCy+WKdjgxTa9l/32wdydxceEvx54AGK5cpk/K6HWbgb6eIy05Php9sKUanz8IQGuHh0/3NHDBgsIoRyUycHpPixxffYs7krwDeGvDQSXwRGJEZqqLWRMy2bq/kXc2HtQwCxlRlMCTPuXl5dHQ0EAgEMBms2GaJjU1NeTn55OYmDig606HYRjEx4+ssx8ul2vExRSr9FqeXHpKPKU1HQAEQyHe3FjDyg8qmDcli5sumoxhHJ6I6XK5KK3tpsPtY86kTC1tGyIfbK5m9UdlGMAZ03NYMiuPnOM0O05O6N0vKCVB/YNk5KqobedgfSeTClOP28A7OcFBp9tPW5cPiwU8vsAwRykSXS9/UMqHW6tJT3Zy55UzyEhxsbO0mdZOLyV5yVitFoLBEAApCapOFYkl5y8oZOv+Rt7eePCY42yRaFICT/qUkZHBzJkzefHFF7nhhhtYs2YNOTk5kWWwA71uNKio7WBLqZukjE6mlCjpJMPjuvMn4vEFaWzrxgyZ1LeEe0Ku3VLNlHFpzJ2cFbnt71ft5v0ttdgsFiYVpfKFK2ewbnstzjgbFy8qwunQrv9UvPvpQVavPYDf280XUzuYPjGe5nYPf3trL93eAA2t3eytbOX9zdV88zPzKeij19FlS4pp7/RxsL6TWRMzmD81OwrPZGzZd7CVg3UdTB6X1uffRPq2s7SZ/31hK6ZpYhgGsydmkpzooKvbjz8Q4qIzihifn8LiGbn87c29WCwGrjgbm/c0sPzMkmiHL8OgvcvHp7vrSUpwMK1obG5bO8ua+Ovre+j2BrDZLIRMk3mTs3n5gwMApCe7uOXiKby98SDxThs3XTQ5yhGfmh2lTdS3dDNzfAZZaVohIWPP2XPzefS5LVTUdlBW0874/JRohyQCKIEnhKfGvv322zQ2NnL33XeTkJDAa6+9xg9/+EPuv/9+HnvsMRISEvjJT34Suc9Ar4t1eypaePT5Hbi7u9lSuZ1v3BLHhALt0GXoJcY7+NK1swD47UvbIwk8gG7v4cqX1q4Ab29sJBA0gSC7K1r4r2c+jVQB1DR2RR5HTm7b/kaeXLmdDrcPM2Tyi2e28JOvnYPPHwoP1/EEwISQaeIPBNm2v7HPZJHTYeNzl0+PwjMYm7btb+SJldvBNLFZLfzDrfMpykmKdlgxYdPeBkzTJGRCTUMnbZ1ePL4ghgFZqS72Vrby/764BNOE9GRn5H5H7odk9Or2BvivP2+kpd0DwDlzcilJjW5M0fDqugraurwEQyb4YOOuero9h7eB5vZukhMdfPeOM6IY5cC8v7mKv725F4BXPyrnHz+3sNe2LjIWJLrsLJ6Zw9otNby94aASeDJiKIEn/Mu//Eufl0+YMIFnnnlmUK+Lddv2N2GaJhBuULyztEkJPBl2F51RxJ6KVrq9fgqykpg3JVx9t6eylVc+acUfCCfrDMMgEAjh8wWwWsMDL8pr2qMWdyyqa3ZH+nxBeJngwfpOSqvbCATDSTvTNCPLo3IzEqIVqhxh6/4m6NlXB4IhdpU1K4HXT3kZ8ZimSUuHF68viMNmwecPJ/AAvL4ArZ1eCrISWTgthw276jAMgyvOGh/dwGVYVNV3RpJ3ADvKWiiZN/ZaAgSDoZ4ldeH9jNNhpcPtp67Zjc1qITPVRVZqbFaubd3XGPl3t9fP/oOtpM/IjWJEItFxwYJC1m6p4Z1PD/L5K2dgtWgZrUSfEngip6Awu3dlTb6WZckwME2TitoOHHYreZkJjMtN5oEvLqa9y0dmqgub1UJXt58/rN5Le3cQq9UgGDJxxVlZvrSE0up2mtq6AZhakhblZxNbZk7IINHlwONzY5omifF2Kus6eGfjQWxWg/RkJ1PGpRHvtDO1uPdSZomewuxEPt5++OeCbO2r++u8+YXsKm/h/c1V2G0WPL4gdpsFe8/U64KsJFIT4zhQ1caV54znsiXFxDmsmkA7RmSmunDYrZETG/mZ8cDYq75cND2Xbfsbae3wYrEYOB023B4/DruVYNCkJC+ZjJTYTOAVZCeyp6IFCJ8IzMvUiSkZm86YnkOCy05Tm4ctexvU/kRGBCXwRE7B4pm5dHR1s35rKUvmTtCOXIbFU6t28unuegCuPHs8lywuJt5p7zWcosPtwx8IV8lkp7kwDAvfuGUeU8al0dbp5ePttbicNpbOyovW04hJuRkJ/L+7l/Bvv11Ha0c3NouF8tqOyPV2m4Up49JYvrQkekHKMc6Zm08wZFJR286M8RnMGJ9x8jsJABaLQVFOElmpLoIhk65uPzPGZ3DJ4nH4/EEmj0vl4b9uorapC5vVwt3XzGJaSXq0w5ZhkpoUx1dumMMHm6tJSnBw3pxsDuzfE+2wht258wvIznDx2HNbaWn34AuEMAxISwonsi0xXKlz5VnjcdisNLR2s2BqNoXZql6Wsclus3LBgkJe/qCUNevK9b1PRgQl8ERO0dJZOaRam5k+XTtxGXpNbd18tK0GfyCE02Hl9U8quWTxsUNhstPimViQwrb9HqwWg2VLS5gyLlxtl5IYx6VLRs8gmeFgmiZb9zdGet05bBaSXFYMAzrdPuw2K/5AEFecXQd0I5BhGFywoDDaYcSshdOyeXtDJZ3dXhLjHdx88WTG5SYDsH5nHbVNXUB4efI7nx5UAm+MGZ+fEukH5Xa7T3Lr0cvVU3Vnt1mIs1tp6/KR6LJjGAZLZ8fuyTKr1aKTUiI9lp1ZzMsflPLR1hpaOjykJakfpESXEngix3Gox0uaGvdKFO2vaqOhpRvTBMOA6SV9vx8tFoMvXDmV19/3Mm3KRGZMzBnmSEeXv76xlw+3VgOQnuKK9L4EyMtM4EvXzqK6oYuinCRSk7R08ETaOr34AyEyY7Qf1Fhkt1mwGAZWi0HINGls80QSeMkJvfudJbrGXv+zkc4fCNLU5iE92YnDbo12OKPWe5uqaGwNHyva7RYWTMnm8rNKSE92jpgWK60dXrwBi45lRQZofH4KU8alsqeilTc/qeTGGJsoLaOPEngifVjzURmrPywDYNmZJToTKVGzq6yZjBQnrZ0+LAbMn3r8Hms2q4Xi7DhK8rTc5XRt7FmyDNDc1s05c/L5ZHsFJYWpXH/BJJLiHTHb32g4rd1SzbNv7sU0Tc6ak8/NF0+JdkjSD7vKW/AFgrjiwoeJn+6uZ0FPpWl4yfh41u+sJTstnmvPmxDNUOUorR1efvWXTTS3d5OW7OQbN89T8maI7CpvIT3FSXuXDwOD5WcVM2tiZrTDitiwr5Ptb3+KxRKuqFt2Zkm0QxKJScvOLGFPxSbWrCvnhgsn9QywEYkOS7QDEBluoZAZmdLZF38gxOqPyiM/r1lXjj8QPO7tRYZSdlo8rjgbeRnx5KTHM129vIZFdtrh5Fy8086liwv5zHmZ3HXlNJLiVXHUXyvfPxCpXly7pToyTEVGtpy0+F4/56b3/nnZmcV8/64l3HPdbBK1PYwoH2ypprk9vJ21tHt4f3P1Se8TCpkEg8c/LpK+5aTHk+AMfz6Py01iQn5qtEOKHN8GAiE27OuKXL76Ix3LigzUufMKcMXZqGnsYssRU5pFokEVeDKq+QNBnnt7H1X1ncyZlEVRTiK/fXkHHl+QSxeP44qzxh9zH4vFwGGzRCas2a0WLBbluiU6Ll08jmDIpKqhk9kTM5lWrF5Tw+GLV8/ipfcP4PWH9xVxDi1D21vZwqq1ZTjsVq6/YBI5RyV1juTxBnhsxVYOVLVhMQyy0sLTkrWcLzZMKkrltmXT2LSngdyMeJapCn1EqG3qYsXb+/AHQlxx1ngmFaUecxvnUfuqo38+2uY9DfxxzS4CwRDXnDdRvSNPweevmMFL7x/A7Qlw8aIiElz2k99piIRCJn9YvZP3NlXhD4RYMCWDI+doOGw6lhUZKFecjQsWFLLqwzJe/qCUuZOPvxpGZKgpgSej2uoPy/loaw0AO0qbCQRD2KwWkuLtvLaunDOm55B9VKWB1WJwx+XTw8u+gJsvmow1hqeJSWyzWi1cefaxiWYZWqlJcXzu8umRn8dio/at+xvZuKue7DQX580v4IkXt+P1BQD4zcrt3HfnouPe9/3NVZTVtJGR4qS5zYPPH+Kzy1S9GEsWz8hl8YzcaIchR3hy5XYaWsL7ov97cRv/fM+ZOB29D+XPm19AWU07+w62MrEglfNPkpD73Ss7aGztxmIxeP7tfSyanhPVRFQsSU5wcPuyaYP+uKGQyZvrKzlY38GsiZmcMf3kPW23lzbx0bYaWtq9AHy8o4GSbDuGzYHFatWxrMhpuuqc8az6sIyPttVQ09hFXmZCtEOSMUoJPBnVWjrCzYW7PAFaO7yACRhYLAYJThtH9KXvZdbEzBHVx0SkLx5fgEDQJFFftgasvcuH02FVZdhRKus6+M3K7ZHlr21d3kjyDqC5Z8jP8Rzat8bZreRlJnDhGUUsmRW7UxnHkmDIpNPtIzHeoS/8I0zLEdud1xeg2xM4JoFnt1m5+5pZ/Xq8DrePqoZOgsHwBhsMmRznsEgAnz+Ixxc8ZpDLYHt7YyUvf3AAgM17G0iKtzP1JNX3pmlG/o4QPtq1Wgy+9/kFxMcfv1paRPpnXG4yC6dls2FXPS++t5+/u35OtEOSMUq11DKqnTkrD6vVgt8fxGoxSEt2Yhjg9we58IyiEy4BExlKFbXtfLKjtiexfOo27qrngUfX8v8e/YAX39s/yNGNHrVNXXyyo5b6lt4VdKZp8vtXdvCDx9fy4OMfsreyJUoRjkw1TV29Ju+2tnuZcUT/xXPm5p/w/mfPzacwJzxMJScjgQsXFg1NoDKoOtw+fvD4Wv7pV+/xb7/9mA63L9ohyRHOnlsQ+ffMCZmnPQG7sbWblEQHh/qxpyc5dUKoD4FgiJfe38+9v3yXBx9fy1OrdvbaPw62qoauXj9XN3Yd55aHzZyQyfyp2dis4enRqYkOphdp0JLIYLru/IkAvP5xBZ36fJQoUQWejGpTxqXx3TvO4NPd9az6sBQDg6R4O1+6dnavL6Miw2nz3gZ+9/IOTNMkwWXnO7cvJP0UpwSueGdfpOn4W+srOXtOPvre1VtpdRu/fnYzgWAIu83K12+ey7jcZAD2V7Xxac+kWa8vwEvvl/Lt29KiGe6IMrkwlXinHbfHD8CcyVksmZXHnvIW7HYLkwpTT3j/eKede29fSLc3gNNh1cS2GPHUKzvZVRZOZrd1enltXTk3XDg5ylHJIdedP5FZEzPw+0NMLU477e0qLzOB4txk4uPcmMCFC9X/ri9PvLiNdzYexOcPEe+0sXFXHWfNzmPiSfaDAzVnYmZ4ErppYrdZ+9X71mox+MoNc7j1kikcrO8kIQ5a6stPej8R6b+5k7MoyUumrKad1R+Vc9NF+nyU4acEnoxqbo+fUMjkkkXjmF6Szs6yZmobu9hX2UpRTlK/+zEdOtOqL6EyGNbvrIu8p7q6/ewsa+bsOSeuaILwskavP8iE/BRs1iMKqA0Dq8UCjL4Jc53dfqrqO8hJTzjlapPNexsI9CQ5/YEgm/c2RhJ4vV6/Pn4e69KSnXz7tvl8tLWW/OwEFkwN92BKSXTw4dYaSqvaOG9+4UmHe7jidJgRSyrrOyL/DgZNGlvDSzab2z00tLgpykki3qkzBUOp0+2js9tPdlo8lj6WME8qTGXtlmr+9tbe8GCjkoEPNnI6bHzzMwv4dHc9iS4786aMjcbsgWCIA1VtJMU7TtrHqsPtY1dZc+RntydAegrYbEP3mTF3ShZfi59LdUMnU8alkZsRjtE0TT7cWhMeajUpk6xUFxaLQVrS4ROAaclO0pKduN1uWsLnqAiFzD7fSyJyagzD4NrzJvLLZz7lxXf3c/W5E4hTCxYZZjqyllGrvKadR1dsweMNMC43ma/eNJc/vbqb2qbwUoTd5S380x1nnPRxPt5Ry7Nv7MViMbjlkilMK0oc6tAHjWmamCY6cBthstIOL2sJBENU1nWweW/DCadarfmojNUflgHhpTKfuXQKf1i1C48vwJXnTCA1KW7UDVpoauvmv/78KZ1uH3EOG1+9cU4kAdcfWanxeH1BfP4gcQ4r2Ue87iV5yVywsIj3Pq0iOdHBDRdOGoqncEqCIXPE9BwLhUxeePcA2/Y3YrNasFutlOQn8/BfN9Pt9dPS4eUPq3cxqTCVu6+dSX5m7OwX5VimafLpngaS4h3Y7Rb8/hBxDisXLCxkX2Urj63YQiAYIjXJybdvWzDkPcBiXShkEjrFJZahkMl//+VTPthcjdVqYdGMHL556/xjTi68s/Egz7+zD4APt9bwjVvmMT4/ZcCxJrrsnDuv4OQ3HCUCwRC/fnYzpdVtYBjcdOFkzj5BSwBXnI3EeAc+f5D6lm5ME+ZNyaL4JJ9Fp7s/n1SYekyl8zufVvFCz99+1doynHE24hxWrjl3Qp9tCjz+EI+u2E5lg5vJhal88ZqZx/RMFJFTc/6CQv706i7qW7pZtbYssqxWZLio5EBGrdc+rsDjDTddr6htZ8POukjyDqC6sROv/8QVS/5AkL+8tgd/IIjXF+DPr+4mFIqNFs/b9jdy/68/4Lu/eo93Nh6MdjhyhMuXjuf8BYWU5CVjGAbrttXw25e289q64y93efuIv+H2A42kJ7v40VfO4qFvnMsFJ5kyGKs27qqP9Bjx+gJ8uK3mlO6fkujA6w/S7QviC4TIParS4trzJvIf/3AuD959JgVZ0UtAtXV6+Y8/rOcff/kOjz23BX8gFLVYDimvbWfb/kYg/IV31Ydl1DW76fb68fiCdLr9eP1Bmtu7ef4d9WCMdSvfP8BTr+ygrtlNamIc583P59u3LWDKuDQ+2FIdqWRt7fCwZV9DlKMd2Tburuefn1jPk6818MmO+n7fb8u+Bj7ZUYtpQiAQYvOehl6VX4eU17ZH/m2aJuW1HcfcRo6vsq4jnLwDME3e+fTEx0c2q4Wv3DCHkvwUXHE2cjPi2bK3kX0HW497n1VrS/mn/36X7//PBye83akq64k7GDJp7/Lh8wfBNHn5g9I+j023lLrD7w/TZG9lCx9srh60WETGKrvNwi2XTAHgb2/txXPEgC+R4aAEnoxazrjeJc1JCQ6K8w6fMS3JSzlp2XPIpNdZ9FhJ3gE889oevL4AwVCI59/dr2arI4jdZuG68ydx8aJxvc7QbzvQdNz7pCQeXj5qt1lJcIXPoh9a1u32+Hnn02q2lbsJjIAE0GBIOWrJbGriiZfQ7iht4tV15VT0fMHdUdpMcoKD7DQXiS47O0uP/TI8EpbFv/5xBdUNnQDsKm9m3fZTS1QOhaOXxjodVvIzE8JtB3r2ic6e2xw5+VBGJn8gyLufHuTN9ZV0e4/9srFtf3jfYzHCf9crzp7AGdMPL5s+UspJtsOxLBQy+fOru/EHggRDJs+/VxpOsvRDIGj22h+ZJjj7WII+ZdzhXp1Wq4VJhQOvvhuLkuIdvV7nE72fA8EQ72+uYnd5M+Nyk8hIcWK3WTBNkx2lfX9e1zZ18eq6ckzTxO3x8+ybewct9qnF4b+9ARiWw/vpOLu1z5UWR1eBBrSvFhkUFy8aR3Z6PK0d3sjqGJHhojpqGbWuPmcCTa0e6lvcLJiazawJGUwuTOWDLdUYBpw1++Q9x+LsVq4+dwIvvncAA7jugomDthzV4wsQZx+65u69DtxMkxjKPY4ZOekJ2KyWSHXLiarAvnDlDJ59cy9eX5DlS0t69aEKBkP86i+bqG7ooNvjwcs+vnzDvKEOf8gtmp5DbVMXO0ubKc5L5qIzxh33tut31vHH1TsBeHVdOd/6zHwKs3u/nkf/PFIEj9o4j0yI+fxBbFbLsC+Dz89M5KpzJvDm+kqSExzcfPEU4p12vvmZ+Xy8vZYNu+ppbOsm3mnnqnPGD2tscuqeXLk9Us316e56vn3bgl7vqcLsRBp6JjXHOWxkpR5ebr58aQmdbj/VjV3MmZTJ7ImZwxv8CODxBfq99PDI6aSmeWwS5XjmTs5iwdTsnh6psHxpcZ/DYs6clUe800ZVQxczStIpzE7q1+NLWGaqi9uXTeOtDZUkxTu4+eLjN6H/4+pdbNoTrqK026yY5uEk6/Fe96P/3n2d+PUHglgMA+sp9l5dOjufeKed6sYuDAM+3FKD1Wpwa0810NFmF8fT3B2kud1LXmbiSaeHi0j/2KwWbr1kCr/6yyb+9uY+LltSrP6wMmyUwJOYs25bDRt215OTFs/V507AcZwqupTEOL75mfm9LnPG2bh40fGTAH25cGERS2bmYhgGrjjbafcZCwRDPPHiNnaVNZOe7OLvbphNdlr8aT1mX264cBJ/enU3wWCI5UtL1LNoBMpKc/Hl62ezblstaclOLltSfNzb5mYk8PWb5/V5XWunt9fy8N2VrYMcaXQYhsE1507kmnNP3l9k5xFLzYLBEHsrW7lwYRHBoElpTRvTS9KZNUITDxcvKmJPRQtNbd0U5yWzZFYuAH99Yw9rt1QT77Rz9zWzmFBw6pU2gWCIVz4o5WB9J7MmZnDe/P4vt7540bhj9pcZKS4uP2s8l581ng63D6fDhn0Im7nL6QuFTHaVt0R+PljfQWe3v9dnwi2XTCE1KY72Lh9nz8nvVZXkdNj43OXThzXmkcLjC/D4iq2UVreRk57A398454QVWxaL0fPZu4vO7iAZqTZ2ljYzf2r2SX+X3Wbh27ctoLPbjyvOdsLBOnMmZTFn0tgYODEUzpieE6kwPZEjP1f8gSDLziyhobWbyUWpLDjO3zQ/M5Fz5xXw3qYqHHbrMf2xVn9Yxpp15ditFj5/xfRT/lyaOzkr0i93+ZklhEImq9aW8sYnlUwrSet1oivBaeXbt84kZNhJdNnVD1lkEF10RhHPvrmXmsYu/vbWPu4Yo5+TMvyUwJOYcqCqjT+/thuAvRUtWCwG118Qbj5/sL6DXWUtFOYkMq144FPZ+jKYZ1U2HdHXprm9mzUflQ/JTn/htBxmT8wkGDI1CTLKapu6+O3LO2jt8HLe/AKuOOtwxdLkojQmF6Wd4N4nl5wQR2qSk+a2cHK5aIRWmg2W59/Zx0fbaslMcXHX1TPISHFRnJvExl114RsYBkU54eqIc+cXcO78kd2gPSPFxf/3hcW4PX4SXHYMw6Cspp21W8L9itweP8+/s4/v3L4QgL2VLZTXdDB5XOpJG6m/8UkFb22ojNwvI8XFzAkZgxJ3f6d4S3RZLAbjcpIiS8szUlwkuHp/pjkdtkiivKqhk3/77cd0uH1ctLCIS09wYmG0+2hbbaRfWl1zF298UsENF07G7fHz8Y46HDYLS2bm9qqkWjo7n+37G1i3rRu3x89Tq3aSm5Fw0mmnED5poe0qutZuqeblD0qJc1hJTXJQ1xRecp6cGMfFi8Yd96TxkW64cDLLl5Zgt1l7neBoafew5qMyIJwQfPbNvSdM4JmmyYZd9bR3eVkwNafPSexvbzzI659UAOF9fGqSs1dy0WIxSNR7SmTQ2awW7rpqJv/22495/u19LFtSTHb64BdkiBxN3+olphxa4nNIfc/P63fW8ftXdkT6iX3u8uksnHbys6sjwVCeD+3PgaYMvefe2kddT4Xca+vKmTk+o1c/xkNCIZPObv8pnym32yx87aa5vPrRAVqaGrh1Wd/LaUY6jzdAyDRPmDDfXd4cGcpS1dDB8+/s5+5rZnHuvAIsFoOD9Z3MnJDR59KzkexEX7JMoLPbT01jF01t3TyxcjuYJtYPLXz9lnmU9PFeOqShpfuon93A4CTwJHbcc+0sXv+kgmDQ5Jx5Bbg9/uMmiv76xp7IZ+0ra0uZOSGD/CgOeRkpQiGTpjYPrR0eHn9+GzWN4b6VeytbufPKGb1u29rpiyy1NE2TxrbufiXwZHgd/Znb1unl2Tf3RvrXpSY5ufCMIry+IOcvKDylY6rBOPH79Ku7+WBzuJLv3U+r+O4dZxzzuA2tvY+Lj97ni8jQOXNWLrMnZrJ1fyO/e3kH/3THGdEOScYAJfAkpkwrSScp3kGHO3xwvGhGLi+8u5+V7+6ntdNHgstOenIcO0qbR2wCb96ULD7dXc+O0iYyUlwsO7Mk2iHJEDt62nFf04/bOr088uxmGlrc5GUm8tWb5pLo6v8XgMxUF9edN56dOz3EO2Nv1752S3X4ixNw9Tnjj9vv7nivpWEYnDN3ZFfanYqSvGTOnlvAB5uraOv04fMFeeipT8hJT4gMkQiGQuwqaz5hAm/htBw+3VNPKBROjM6cMDKXEcvQSox3cN35kzhQ1cYv//wp3V4/86Zkc8fl0485WeD1nXx/NVacOSuXrfsa2VPRQmunl637GthT0YLbG8DRU1m1vY/hQwunZrKnPDytNz3ZxcQBLH+XodXp9vHws5upa+oiJz2Br908F38g1KuHYSAY6lcLh/5KS3ayfOl4Vn9UhsNm4aaLjt9/b+2Wala+d4BAIBQZVnGwvrPXEBOAhVNz+GRHHcFgiDiHjbmTtY8XGS6GYfCla2fxrV+8zbubqli2tFjtDWTIxd63PBnTUhLjuPezC9lb2Up2mouCrET+sGon9p6zol3dflITHZHlcyORzWrhnutm4/MHh6RCrqK2nVVry7BYw/3DclTOHXWXLy3hyZXb8QeCzDiiOqy9y8f6nbUkOO3UNndFql5qGjv5YHNVn8ndI5up7y5v5rWPK3DF2bju/ImcQr5vRAmFTFa8vS/yxWnl+6WkJztpbPUwY3w6+VmJrN1SzfqddWSluhifn0JpdRt2u5XlIygBXlnXwSsflGKxGlx9zgRyM06v4uamiyazZGYu//nH9ZFqnqqGTmzWwwmXk+3rpo9P597bF1Ld2MXEghTSkp2nFZOMbG2dXla8vY/Obj8XLChk+vgMQiETu81CVUMnj63YQlunF1ecjU176lk6O++YhMAVZ4/n9y/vIBAMMXdy1gkTxCPVYG2LToeNb9wyj1c+KOW1j8uB8NLHQDAUSeCNyz12G1wyMwd3Wy1pWQXMnZKn5uYj0HubqyOV8XXNXfz1jb3kZyZgt1k5WN9JgsvGzRdPIRgMnfKwieN5/eNy9la2cN78fK46e+IJ+4e+ub4Sh81CIBCKJNX7Op6bVJTKP352IQfrOxmfn0xGiuuY24jI0JlQkMLypSWsWlvGw3/dzK/+8ULitAJKhpASeBJzUhLjejUfTnDZMU2TjBQn/kCI686fxPlD3POquTNAfUs3JfEDT451ewMEgqFBPbD3B0I8tmIrbo8fgPpmN9+/a8mgPb4MzLSSdP75njNxewJkpDgxDAOPL8Av//wpze3h5S5HH3RbLb0P7N0eP//z3BYO1nVQmJ3EHZdP44kXw0lBgA63jy9fM214ntAQsFgM6Cn0cXf7+c1LO7AY4YmyN144ib++sQeA0uo2Fs/Ipcvjp7axi7+9uZev3DgnKn2jAsEQ7V0+UhIcmMBjK7bQ1R3e9uqa3Hz5utkEQiHyMwe+/DA1KQ6bzUqwZ1JxUU4SZ8/Np6y6nWklaf3qZ5eflaglkGPEn17dze7ycI/VHaXNuOJshEyTxTNy2LirnurGLry+IOnJcSQcZ6n+7ImZ/PDLS+n2BkhPdg7ZpPShEgyG+PWzm2jp9GK3WqhtdPP/7j69z8EjE9+GYXDp4nEEQyZxdiuXLu67R2BumoPpkzOJj9UzK6Oc9Yj3vtsT4P3NVZhm+LM0MzkOrz/EH1btZMXb+/js8mnMm3LyQSQQTvB2uP2kJsb12r5e+7icF97Zj91mYf/BVlISnFx0RtFxHyc5wUFachw2q0EwBHddNeO4A1RyMxJO+4SRiAzcnVfMYN22Wmoau3jmtd18/ooZJ7+TyAApgScx74tXz+S5t/cRCplce97EY6oJBttLH5Tz+sdNuNZ3cdmZ47ny7PEnv9NRnn9nH+9sPIjVYuEzl03t1zS0/vD4ApHkHUBTm4dQyNTksREg3mnvlayta3JHkncQPugvyUuhrLadiQUpnDMvv9f93/20ioN1HUB4YMsb6ysjyTvTNKmo7eBff7uBto5ObiGD8xaWDP2TGiQWi8Ftl03lz6/tIRQyibObVDd0YrUYZKQ62XHEJECA7aVNdHX7sVgMqhs7eWtD5aAuc+qP1g4vD/91E01t3WSnx/OFq2ZGkncQTjT+2+8+xgDOmpPPzRcPrC9hUryDOy6fzqoPy4iPs3HLJVPIzUjg7Dn5J7+zjGpvb6hk9UfluOJsfP6K6YzPT6GpLbxPMU2TprZuMlKcxNmtvPFJBc44O6lJcTS2duPxhSdqHq9X5NH7q1jy/qYqdpa1EDJNrBYDry942p+DS2bmUtPYya7yFkrykrn2vEmavhzjzptXwJ6KFvZXteGMs2HxB6ltchMMhWhz+/H7w5V3ccEQf31jb78SeLVNXfz62c10uH0U5yXz9zfOJc5u5YV39/PCu/tp7/SRlGAnNTEusq0ez22XTeOZ13fT2e3n4jOKmDu5fwlEERl+CS47f3/jHP71Nx/zt7f2ceasY6vbRQaLEngS81IS47jt0qnkZSYMqFIgFDKpaugk3mmLVEF5vAH8wdAxVT0eX4APttREfn7jkwqWnVmM7RSWVzS1dUea8AdDIV54d/+gJfCS4h3MmJDBjp6ePItm5Cp5N0JlpLqId9ojCdeSvBTuunpmv79oJifEUZSTxIZddXh9IWw2C9mpTnwBkxXvlnLGzIKY+gI+b0o2cydnUV7TzvceeR+vP4iBQUu7l8Uzciivaaet04thGEzIT2Hr/saoxvvupoORL2B1TV18uLWGaSXp7CprxjRNgiETAwgETd7ecJBLlxST2lM94Q+EqG3qIi3Z2a8+h3MnZzF3snqqyGFNbd288N4BME28vgDPvLaH++5cxIJp2Tz1yk58/hCGAfaezyaHzYpBeOBNfmYCV50zgYsX9d1nMtatfL803CbSDG9/vkCIkGliOY2RURaLwQ0XHr9fmcQeZ5yNr988j1DI5IMt1fziTxsJBkOYhI8BrVYLrrhT+5r02scVdLh9AJTXtLNxVx0LpuXw9oZK4uNsdHT56OgKV+cdOSm2orad1g4vEwpSIsOMstJcfP3meYP1dEVkiJ05K49z5xXw3qYqfvaHDfzXd86PqeNwiR1K4ElM+3BrNX99IzwxbN6UbD5/xfSTJvHcHj9PvbKTiroOphWn0+0LsLO0CcMwuOWSKbgcNv6weieBYIhz5hZw4xFNhm1WCw67lW5P+GdXnK3XMoz+sFktGIYR6fc12Gfxv3j1LHaUNmGzWJhWorM/I1Wiy85Xb5rLe5uqSHDauXRJ+Mv00ck7jzeAM87GefML2F7aFFlCe+HCQoIhkz0VLSQnGDS2dtPZ7cdmCSelgyGzr187ohmGwbbSpnDPIYuBaUK8Kzx4oTg3mf1VbWSmukhPdtL23BYqatvJz0zkwoXHX4Y0VOy2cH+TcKWTh5ffP0BWmovLl44nM83Jr57ZREVdB8Ggic1q8PuXd/C1m+biC4T41V82UdPYSZzDxldumBOTPcYkuvyBUGSYCYCvpxrX7QmQmhQX3v5N8PpDuJw2rjp3AkXZSWzb30heViLnzRs9A1+OVt/cReiI16a9y8cv/7yRr98yX32J5BgWi0G804bFMLBYDAwjfGx35dkT2LCrDqvF4OaL+5e8PfJ4rtsb4C+v72XNR+UEe/pQpibF0dLuwecPsnF3PRMLU/njqp289EEp/kCIjFQn931+EePzNfREJBZ99cY57Cpvpqapi8dWbOXbty2IdkgyCimBJzFtzUflkUTYpj31XLpk3En7Tb3+SQW7enoEfbStBl8gSGJPH73X1lVgYhLo6Tf1/uYqzp6bH+ktYrNauP2yyTy9aispKS5uvXRav6r+3B4/v315B1X1ncwYn8G150/klQ9KibNb+cylU0/nJTiG1WIwe6KmkMWCgqzE4/792zq9/M9zW6hr6qI4L5mvXD+He29f2GuIhWmakQqB1KS4SJ+08+fnR6Un3GBIjncQMglXsBkGk3umNybGO3pVoX37tgW9XovhdsGCQkqr2th+oAnTDMfn9QXZXdGC25uIy2mjtdOLaZokuByUVrexv6qNpjYPNY2dAHh9Ad5aX8ldV888rVje3lDJ659UkBjv4POXT1e/uzEgNyOBM2fn8dHWGqxWC8vOLOaXf/6UT/fU4/EFyE51YbVauHzpeC48ozCScJ49KbY+G97eeJA3Pq4gId7OHZdPp+Ak7223x4/bGzjm8j0VrWzf38SCaVqGKMcKBEIkuuw0d3igZ3/+2eXTuOWSKVgM+j3E4vKlJVQ3dFLV0InHF8QZZ6Ot0wuEJ8U3tXvISnPhsFtZu6WaeZOzeOfTg+GEPNDc5uHN9ZXcfU3vBN62/Y08++ZeIDzcaJaO8URGpMR4B/fevpD/79fv8+b6SmaMT+9zIJ3I6VADD4lpR5YmG4bRr+UOHm8w8m9LT5XPIQku2zHLYY+ukJs6LpXPnJfJdz4zl8lF/atwe3VdOXsrWnB7/KzfWYvTbuWnXz+Xf/m7s9QjYQworQ4neg4dpPfHWxsORibklde0s3ZrNUCvhNX58wvJTA0v+55UmMoPvriQz12QyfIzY3dpnNsTwG6zYDUM7FaDguzjT1mNVvIOwhUaX71pLt++bQFZaS4OFU7arAbd3iBxdivxTjt2mzWyD0l02Yl39o454TQb3Nc1u3nh3f10dfupa+rimdf3nNbjSey49ZKp/OBLS/mXLy+lvcvHzrKmcIWZCe1uP/mZiZwzLz+SvIs19S3h93Znt4+6pi7+/Nruk94nvL1Ze1XGG0b4ZEe8S+espW8LpmVjEl5y7rBaCIVC1De7w59Fp9AiJSUxju/cvpB/++o5pCXFRRZt26wWvvf5Rcwoyej1ueWKs/U6xgxXA/b+TAiGTJ5atZO2Ti9tnV6eWrUzJivsRcaKmRMyuH15eKjco89tYXtPWyORwaKjGYlpn10+jafX7MLtCbD8zGLSkpwnvc/5CwrZur+RTrePvMwEls7O4/1N1SS4bNy+bBqd3X5+//IOur0Bli8tOWY66EB0uP20dHgJBEMkOO10+4Inv5OMCq+tK+eVtaUAjM9PYXx+Cht315OTHs9nl087bqXcsYWdBgfrO3jurX34gyGuOns8U4vTue/OxXS6fSTFO/B4umms7f1lPRgM8drHFdS3uJk3JYs5k6LfS213eTPrtteSluQkEAjy8toyDANuuXgKpdVtBIMmFquB3WYdMV+6g8EQ63Z38tGBXSyYlsfS2XkATCpK5dx5BazdUkNachzXXzAJ04QdB5oIBE26vQEKsxK58Iwi8rMSyctM4PwFhXy6u4G8zASuGMAQnCN5fL2rjbr7qD6S0WV3eTPPvb0Pry9IRoqLtGQnG3fVUtvkDi87d9q4bEkxn7l0akz3QPV4A5Flwj5/kN3lzfz+lR1cefb4434u220WvnDVTH770jbc3iB2q4UEl40rzhrPtOL04QxfRrgdpU2s31mHxxegpd0LmFit4aEnja0eHn9+K9/7/Bm9EuChkMlrH1dQVtPG1OJ0LlhQ2Odjx9mtXLakmFfXlQOwfGkJNquFWy6Zwu9e3oHb42fZmSUU5iTxlRvm8tjzW2jv9DFzQgZXndP7MyEUCvdxPMQXCBEKhbBaYjMxLzIWhI9n2/lgczU/+d3H/Mc3ziMvU5OiZXCMjG9GIgNUkJXIP33ujFO6T056PN+/azGtHV4yUlzYbZZjemj9y9+dhWmaAxqK0RePN4DbEwj3JguaFOcev6pIRpcPtlRH/r2jtJnd5c047FZaOzysfO8Aty+b1uf9LjqjiD3lLVQ3djI+P4Wz5uTxH09tiEyu/c1LO/jne87E6bCR0jMcIdBHhd8ra8tYs64Mq8XCpj0NfOsz8xmXO/Q91w4NcjBNaOnwkJbkxG6zUN/i5n9f2EYwGMLrD9LQ0h2pgv39qp1MyE/BYbfi84eT3BPyRkYvoLc2VrOptAuXM8i+g+2kJ8cxtSchcMOFk7n+gkm99hff/2LvfcwhhmFw3fmTuO78SYMS17icJOZMymLLvgasFguXLy0ZlMeV6PMHQsdUgAdDJk+8uJ0uj4/GVg8h0yQzxUV9i5vw3IZw0jg/KyGmk3cARTlJzJ2cxaY99TS2eUhNjOPT3fVUN3Rx352Ljnu/ZWcWs+zMYtweP+1dPrJ6lhOLQLg9RW1jF0+8uA1/IER1Y1dkmFC3N4hhgMWA/VWtlNd29JrU/P7mKlZ/GD4ht6usmeQER69hFEe6/KzxLJ6Zi2EYpCeHTy5PKEjhh19e2ut2sydl8vA/XnTceO02C8uWFLPmozIAli0pjtmqWpGxwjAMvvWZ+dQ0dnGgqo0HHlvLQ18/Z1CKQkSUwJMxyemwkZtx7Nu/w+1j675GUpPimDE+Y8CPv35nHRW17UwtTmfmhAy6PH7yMhMIBkPYrBZqG7vIzUg45QlnEnvSk52RHjiGQa+lXS3tHjbtqScrLf6Y3k5J8Q6uOmcCr39STlJPf7W2Lm/keq8vgNcXxOmw0dzu4dHntlDX1ElmosnkyeFEXrc3wEsfHKCp1YPFYpCd5qKmsWvIE3j7Drbym5XbaXf7MHuad2ekhCfq1TW5CQSCtHb66PYG8PmD2KwWTBMCgSAJLjs56S5MM7ycKG8A/dzcHj9vbThIMBTi/PmFkQTniVTWdVBR18HEgpRIz8sj1bd09/q5rtkdSeABvZJ33d7w36avxxlshmHwhatm0NDSjctpi9neh3JYXbObx1dspbm9m7mTs/j8FTMiybjymjbKatoJBkMEQiZ2qwWrxQg3ybcaBEPh98QHm6uZVpxOTWMX+VmJ5KTHD+tzaO3w4oyz9louuOlAF29s38rC6Xn9moBrGAZ3XjmD8+YV8F/PfBrZd9a3uPs1rTveadcEQOnlzfWVrHz/AO5uHz5/iG5fEJ8/SEvP5xCEl7tajHB7lbSkw58d63fW8cb6Srq9gcixW32zG4BAMMSmPQ0AzJ+SFUkY9/fLus8fpKvbT0piXJ/v6+VLS1g0I+eUHlNEosvpsPGDL53JfY+8T01jFw88upZ/++rZ/VotJnIiyh7IqObxBnh/cxWmCWfPzT/hwbzb4+e//vRppMLpirPGc+mS4lP+nZ/sqOXpNbsAeG9zNX9/wxwWTsuhvKYdi82C2xvgT6/t5rm393HHFdNHxJLGgXp740He+7SKtOQ4brtsqg4s+/C5y6fz3Fv7cHv8nDuvgNc/rqC6sRPDMCiraWffwdbIF9UjhzS0dnh5cuW2yEAVtzfA+fMLeXVdGYZhcMb0nEhias1H5TS0hL9IVDZ62bS3kfMWJrJ+Zx2hnl45oZCJ2xsgJz1+UKtLj7SnooXn3t7HrrJmXHE2PL4AHV1+stJcVDd28v7mKs5fUIjPH6LT7QfAYrHgC4QwDHBg4fKzStiws462Th/nzi8YUOLhf5/fRllNGwDb9jdx3+cXnfDL/p6KFh59bgumaWKzWviHW+fj9QfZXd7CuNwkZk/MZM6kDD7ZXgWAK85+3AT/1v2N/P7lHQSCIRbPzOO2ywZ3SE1fDMMge5gTNDJ0XvmgNPI5tGlPPVPGpbFoRi5Wi8Gaj8pxOW10uf2AicMe7rE4a0IGB6racHsC2KwGB+s7eeDRtSTF27FaLfzd9bOP27M1FDL521t72VnWTHFuMp+5bOqAp7WaZrhf16e767HbrHzx6plMK0nnjfUHeWV9KxgGH+9swOMLUpybRHltB1PGpR43NsMwGF+QwrSSdPZWtACwYGp2zFcXyvDZtKeeV9aWYbdaqKjrwGY1iLNbaWj1AOFV2iZEPodCIZOEeBt3XD49ckxz6LjO4wvS1OYhM9VJUnxcZCjMEy9uY2dpE13dAbLT4/nO7Qv6fTxUUdvOYyu24vb4mTwujS9fN/uYXsygxJ1ILEpPdvLjvzuL7z38HgfrO/ner97nX/5u6bCc4JXRSwk8GdUef34rpdXhL/Jb9jXyndsXHDdxUVHXEfnSBLBpT8OAEngHen4fAKZJaXUby84sIS8jgb2VLaz6sBSrxSAQDLHyvQMxm8A7WN/BC+/sA6C5vZtn39zL310/J8pRjTzpyU6+dO2syM+zJmZS09jJvoNtrHxvPxD+0vvJjrpeCby2Lm8keQfQ1BpehhoKAYbJjJIj+jmZvRtaH+pvHWe3kuiyY7MYdPuCGMAvn/mUyePSuOfa2ccszzsdwZDJkyu3RyoD3Z4AifF2gqEQVQ3hqasr3t7H8jNLWDg9hw+31mCzGnh8QYLBEC6nnfg4G6XVbXzhqoFPZQ2FzEjyDqChxU2Xx3/CyrTNexsi06wDwRBvbzzIp7vrI5fdcfkMZk1I57ql6SSk5DJzUs5xv0ytfO9A5O/28fYazp2XT+EJBnGIHC3U874zTZPGVg+/e3kHL39QSkqig+0HmnB7AqQnxWG3WzhrTj6TClNZOD2HtVuq+dOru7HbLHR1+/H4giTF2wkGQ6zfWX/cJNm67TWs7Vnq39IzJfOKswbWm7Gspp1Pd9cD4A8EWfn+AaaVpLN5X3has2EAJrzxSUVk+3rjkwq+etPcXksVj2QYBvdcO5st+xqwWS2asi791tXt5w+rdxEMhjBNk6Z2DzlpLtzeYGSo1KEjQovFwGq1kOC08YtvX0BGyuEqmUPHdU6Hlez0eGZNyODGiyaTnRaPxxdgV1kzrR0+OrvD/Y5/8aeN3H/n4n4NKVr9UTluT/iE1t6KFrbua2T+cZblikjsyU6P51+/ejb/77EPqWnq4ru/eo8HvrhEQwxlwNQUREYtfyAUSd5BOOF0ogbvWamuXmc9cwfYbPTIL0mGYTCx50vJpKJUFk7LwWo5/DscMdzHpKvb3+vnzqN+lr7ZbRbG5SYzLqd3UufILwsA+ZmJFB1xm+nj0/h4ew12m4VOt59f/mUTf3l9D8FgiMvOLCY9OZxQyk93sGBK+Avuwuk5LJyeQ0qSk8R4e+TLxN6KFrbsaxjU5xUMhvD6AgR6vih5/UEsxuGlpRbDoLXDy7ubDnLuvAJSk+JwxdlIcNlJTYwjwWnDME6/ysBiObzNAeRlJpJwkmV0R58J9fkDkeQCwJ7KcOVPdoqdM6ZnnzDGo5Oi6lUkp+qKs8aTnBgX/rwywstj91S0sG57LYkuO3abBU8gyDnzCrntsmksmZWHzWphwbQc8jITsFrCA2ASjph4fPT+5UjH7MvdA9+XH105dOgzbuq41F6XOx2HtwvTNNlX2XrCx7XbLCyclsPcyVmqvpN+8/rDJ4gg/FmUleLCZrPQ0NqNQbjXnQkYFrBaDQxg+vj0Y7aXI4/r4uxWLl1STHZafOTntGRnZKCQzWrQ1e2npmeK/MnYj95mBlj9KiIjV35mIv/xjXMpyUumpcPL9x5+j5c/KO11rCnSX6rAk5gVCpm8u6mK+ubwdM2jz2TYbRYKc5I4WNcBQM5Jes5lpLi4+9pZrN1SQ0qCgysHOB1ywdRs7DYLFTXtTClO61VVkJ0ez5VnT+DVdeUkuOzcfMmUAf2OkWBiYSoTClI5UNWK1WLh4jOKTn6nMWj9zjrWba8lM9XJtedNjPSEmlSUyk0XTYlMpD16Gml5bTvd3gA2q4VLFo9j0YxcPthSQ6fbR1e3H5vN4MOt1WSnx3PBgkK+f9diWto6KDuwF1tPEslqMfjc8ukA/O7lHWzaUx95/L6W6JwOh93K+QuKeHrNLrz+IE67hQSXA8MwaG73EAiaBIIh9la2ctEZ4/jHzy6ktincj++jbTXsq2xlUlEqS2flDTiGlnYPb204SH5GAiV5ydhtFs6ZW3DSL/znzM3H6wtSVtPO1OI0cjPi2XagOVLZOD6v/z0Db7l4Cr99eQdd3X4uXTxu2HuPSezLy0zgB3efycbd9Tzy1009yQYTMGjr8pGaFEcwFE56bdnXwLwp4WqdRJede29fyL7KVtJTnOypaGH7gSbG5SZx0Qn2z2dMD+9bWjs8xDvtnDM3/4TxmabJ2q01VNV3MnNCBjMnHF5OXpSTxKVLinl7w0GSExzceFF4WMuVZxVTVV1LbbuV6eMzmVacxp9f2x253/j8oR+sI2NPerKTBdNy2LirDoBrz5/A6x9XgmmGh76YYLcaLJmVi9cXoig3kc9fPuOYxznRcd3W/Y0UZidS29RFp9tPcmIc8U47uf3c919z3gTqW9w0tnZzxowcZozXtGSR0Sg92cm/f+0cfvnMp3y4tYZHn9vChl11/P0Nc8lK0xJ56T8l8CRmvfZxOas/LAPg4+21fPv2BccMAvjK9XN4e0MlQdPkwoVFJ+37Na04nWnFp37wtG1/IyvfP4DNauHmi6cwe2LmcZf5XLJ4HJcsPnkD774EgiGa2jykJDp6NQcfbA0t3VTWd1Ccm3TcaiOb1cJXb5xDVUMnSfEO0pLVlPVoFbXt/HHNLjBN9lUCJtx66eGeaGfPzefs43xZ/t1LO+js9gHwxieVXLiwiBvOn8RTq3disx6eatfeM9jCYjFwxdkwTZNOtx9HXKhXku6qc8ZT09RFfbObBdOyB2UZWkVtO01tHqaMSyPeaSMvMx4wsVnCzfQ73D5uvHASv1m5A9MMER9nY1dZM5V1HRTlJEUq345crtfW6eWPa3bR1Oph6excLlncv2XswWCIR57dTFNbeBl8SV4K3/zMfCBcHer2+MlKdfW5DzAM45ht8kvXzGJXWTPFecmcMT0Ht9vdrziK85L5wZfO7NdtRY7HYjFwxlnx+MLTyw3AGReuzOnqDpCcYKexNTzs4hu3zmN6STiJluCyM3dKeCl+UU7SCYdFNLR044yzkpoUx/fuOIO6ZjeZqa5IpW6n28cf1+yivrmbhdOzI9vpe5uqWPF2uH3Ch9tq+PpNc3tVvV5x1vg+l+CeOzOZ6dOnEx8fTmzYbBbKqsNJ86kD+NwV6Y/PLZ/GBQsKiXNYSUmM4zcvbY+0mQBwxtn4p88d2yd15XsH2LSngdzMeD67bFqfx3W7y5t54oVtkSEyZ8/JJzs9njNn5ZHYz4FCGSkuvvf5409VFpHRI8Fl5/47F/H8O/v5/Ss7+GRHHdv2v8FNF03h6nMnjIjhhj5/kIraDupa3DS1ddPU6sHdM3QuEAwRZ7fijLOR6LKTneYiKy2e3IwEstP6PsYey/yBIJV1ndQ1h1/LxtZuujzh1zLBZedzy6cNaNhW9N8lIgNUVtMe+XcwFOJgXccxCbwEl50rz5kwpHF4fAF+/8pO/IEgEK50Goov8G6Pn0f+upnqxk4SXHa+euNc8gcwofNkymvbeeSvm/EHgsQ5bHzjlnnHvK6HWK2WIZ9oGssa2zy9+tM1tHaf4NaHhUJmr+Xe/kAQXyDEufMLmFKcxn8/8yluj594p50lM8MVa4FgiO2lTTz7QTOedzaQnOjkKzfMifztMlJc3Pf5RYM2wOKTHbU8/epuME1Sk5wkuuzsLGuODM2AcEXQxWeMY932Wuqb3ZEDky7P8ZforXh7X6RZ/csflDKhIJUJBSknjaez2x9J3kH4fWyaJtsONEWGSsyelMUXrpzRryV4R1cWiQy38up2QmZ4mR8YxDksfPPWBfz1jT14vAHqWtwEAiF+/vRGLl86nhsunNTvx/7D6p1s2FmHxWJw+7JpLJyWQ/FRlaYr3y9lV1kzAK+tK2d8XgrTx6f3+uzFNMPTm4/Tv+5EFk7LYeG0nFO+n8ipMAwj0o5i7dZqOrp6f/6kJzuP+UzYur+RN9dXAOEevy9/UMrNFx+7YmLz3kZqmsJTke02Cwun27j+gv5vhyIy9hiGwfUXTGLhtGwe/utmdpY189Sqnbz43n6u7BmgmJk6PBV5nW4fB6rbOFB1+L/K+s5ex/L9Fe+0MT4/hfH5yUzIT2F8QQrFuUljppVMe5ePA1WtHKhqp7SmjdKqNg7WdxI8wWu5aHrOgHqeKoEnMWtacXrky4XDbmV8P77kDwWvLxhJ3kF4ZzgUNu6up7oxPAygq9vPmxsqI8sjB9Onu+sjz8frC7Bpd/1xE3hyYlPGpZGW7KSl3QOGweKZuf26n8VicOmSYlZ/WArAOXML2FPRQmuHh3lTsrn/zkXUNHURDIb4cGs1GckutuxvYNPuepraPCQnxmGxWFj9YRl3XzOr12MPRvKuqa2bv7y+h/ZOL4nx9nD/KgOS4x1YLBYcNgupSXHcc+0sfvvyjp4zTx6SXHbOmJF73Gb1cGwvxUNViCeTFO8gPyuR6p6BGVPHpWEYBqvXlkWGSmzd10B5bTvj86OzrxA5FY1t3eGEu8XADJkU54arQdu7fPzl9d0EAiFMoKXdy1/f2ENqkoOLzjh5dXd1YycbdoaXFIZCJi9/UNpnIu3obe/Qz9NK0iODKqxWywm3Z5Fo8wdCvLOxku2lzew40ITFYvT6QmUYRuSE2CFH94E8Xl/IhhZ3ZOiMPxBCtSci0l/jcpP596+dw7ufHuTpV3dT09jF06/u5s+v7Wbu5CwWzchl4bRs8jITTvvY3TRN6prdHKhqo6y6LZK0q2/pu7AgKd5BQVYCGakuMlKcJLocOGwWrFYLPn8Qjy9Ae5eP+mY39S1u6prduD0Bth9oYvuBpsjj2KzhEygTe07GTygIJ/gGUnU2UpimSWuHl9LqdvYdbGXfwVb2H2w97muZ6LKTl5lAZqqLzFQXSfEO4uwWslLjmTNpYKuhlMCTmHX+gkJSEh3UNbuZPTEz0lB4uKUkxrF4Ri4f76gFGPDy2JM5esls3BA1Oj56yWzGMJ0FGo0SXXa+c/tC9lS0kJniPKVqxWVnFjN/ahahkMnG3fU89coOAN7ecJDv3nEGqYlO/uMP6/EHwtP03B4/NquBSfiDxesLkpfZv4q/U+HxBfjvv2yivsVNe5efxlYPYGK1GgQCIXLS45lQkMJnLp2K3WZhd3kz8XE24jISsFotfOWGOVhPUAF34cIiymvaCQRDFOYk9XtJu8Vi8LWb5vLh1hqsVgtnzwlXJsY5em8nQ7XdiAy2tk4fgaBJMBheQrujtJlXPijlirPHk5eRwH/9eSNNbR4gfJC8dktNvxJ4cXZreBxsT+LheNvE+fML2VvRij8QJDcjgVk9ywcXz8glPs5GVUMn00rSew3bERlp/vL6bl54dz9eX6inAj08VClkmiS6bNisBnsqWiK9JAHmTs7krQ2VNLS4cditnDe/oM/HPrRszOML4rBZmVaipeAi0n8Wi8EFC4s4d14B722uZs1HZWzb38Snexr4dE942Fyiy86kolQKshLJTosnM9VJvNOOK85GnMOKaZoEQ+FjhS6Pn/ZOH+1dPlo6PFTVt1Ne00rbszV4fcE+Yzh03B75Lz+FjBTnKSUNA8EQB+s7OVDVRukRFX2d3X5Kq9sprW6HT8K3NYzwvjMvI4Gc9Hhy0uPJTo8nNSmO5AQHyfEOkhIcg96ruz9CofAQPrfHT0u7l+YODy3tHprbPNQ0dXGwvpOqhk7cnr6HYuZlJESSlOFqxBQyU0/ttewPJfAkph15wBVNty2bxjnzCrDbLMdMtBwsC6Zmh6eH7m+kICuRy5eWDMnvOXtOPu1dPkqr25hUmMqSflaNSd8SXXYWDKA8GiAtyYndZul1NqvD7aOyrpNuXyBSKWm1GPiD4S8jmPR8mIeoqO2grdNLSmLcaT2Hrm4/tU1d5GYk0Nrppb3TizPORlunj5AZ7nlnMSz4exJ4d101k9Sk8BTNOIcNry+A1WqQn5VwwuQdhJeu/n93Laat00dBVuIxU11PJN5pP6bn180XT+F3r+ygo8vHhQsLh2TZucip8vmD1LT4yO/0RXrCHamptZv9B1sjy1jCIyxgw656rjh7PNPHp3PH5dN5dMUWLIZBalIc6SeYNHukjBQXN5w/idUflZHgsnPbZVP7vN2UcWl8/67FNLd7KMhK7DUdc9bEzEhCT2Qk+2RnHR5fMPzZSDh5Z7UYWCwWstLiwTjcU/aQeKedez+7kOqGTtKTncf9DF22tISapi6qGjqZPTFTS8JFZECsVgsXLCjkggWFVDV0sm5bDZ/srGNXWQud3X427WlgU09Cb6BsVoNxOcmML+hZ4tqzzDXRdfrVcDarhZK8ZErykoHw0CzTNGlo6WZ/VRv7q1ojSb2mNg81jV3UNJ54UrfDZsFht+KwW4mzW3HYwz9bDKPnHKRJd7ebxLVd2GxWDCNcUX3oBI1pmoRCEDJNQiHziMuOuNw08ftDdPsCeLyB8GdFPxhGOFk3qTCViYWpTCxMYWJh6qC8lv2hBJ7IIBnqKgSLxeC2ZdO4bUh/S/j3DHQCrwwOfyDEkyu3sausmay0ePIyEyJLQ+02KzkZ8YRCJg67FZ8/iMVicMmicTS3uWlqc+MLQCgEdc1utpc2cdbsE0+VPJH6Fje/+ssmOt0+El0Ovnz9bLq9QRpaugmZJnarBYvFwGG3Mqkohe99/oxIvwtXnI27r5nJmo/KcditXHf+xH79zrQkJ2lJgzMUJS8zgfvUIFxGELfHzyN/2055TQtvbd/E310/t9cU9T0VLTy2YgtVDV3E2a24vQEsRnjfPLX48O3OmVdASlIcb62vJDHewQ2n0Hvr3PkFnHucqqIjpSTGnfYJAJFoCQRCtHV6j2xFS2piHP/5rfNY9WEZTa0elszK7bM6Ps5uPWm7hUSXna/fPG+QoxaRsawgK5EbLpzMDRdOxh8IUV7Tzv6qVmqbwstVm9o8eHwBuj0BvD3fAQ6dmIh32UmOd5Cc4CAlMY70JBvezkYWzZ1KcUHGKZ0UP12GYZDdU123dHZe5PK2Ti9lNe3UNYeX3tb1PK/2rnDlYGe3D9MEXyCELxCC7uP3zQagYfBbV1kMSE2KIy3ZSXrPf9lp8RRkJ1KYlUheZkKvk5rDTQk8EZERZsOuukh/x4YWN+Nyk7nszBJa2z2cOTsvUi3wjVvm8enuBjJTXZw5K5fu7m6am1vYXtmNxTCIc1jZceD0EnjrttVG+jp2dvt445MKLBZIcNro9gawWS3EO23MnZzNbcumHtOsdnJRGpOL0vp6aJExaduBJupbwlONA4EQ73x6sFcC729v7SUYDOF0WPH4gqQkOEiMt3P+gkJuumhyr8c60cRzkbHuQHV7r2VYBpCV5iIjxTUkPYRFRAaT3WZhUlEqk4pSB3R/t9vNzp1d5GclDGvy7kRSEuOYOznruNcHQyadbh8eXxCfP4jXH/6/zx8e6GeGTEImeL1eKisryS8oxGF3HK6w6xnWZzn0nyVcsXco0Rn5ued6u92CK86GK86G02HDGReu+BvJE3WVwBMRGWFMs/fEIotBn0umC7OTKMw+XPm56qMKKht9gIHTYSE9xUlywsCqZzy+AA6blaQER6/Lff4gja3dhELhkv/J49L4h1vmk5WmXoki/ZHk6r1NxTvteP3BSC860wyfuc5MddLZHSDeacNqMThQ1Ybb4ycx3tHXw4rIUWoa3TS3dXPoe1ii03bMZ5qIiIwcVosRrv4/ye3cbjdJRhPTp+f02YpkNBsZqVgREYk4Y3oOk3qq1tKTXVy2pPik9/EHQry7qQaH3SDBaaOjO0Bzmwd/sH/9HA4JBkP83wvbuP+R9/mXJz5iSlEqS2blkZHiYvHMPJxxNlxx4R4PphmuAFLyTqT/po9P5+IzCkmJt5KbEc+mPQ3c9/B7PP/OfgCuP38ScQ4bhmGQn3m4b2RjazcbdtVHM3SRmBAMhli9oZWn1uwBw8BmNTAMg+TEuFNaai4iIjLSqAJPRGSEsdusfO2mubg9fpwOG5aTDH6A8Bkrp91Kd3d4GpTDZiEz1cX6HXWcM6eA4rz+TcDdvK+R7QcagXCfijUflXPX1TMj1z//zj7Sk+NITYrDMGBCwcnOkYnI0S5ZVEhBYgerNvkI9AyjeWdjJUtm5jJ9fDr/+pWz8AdDrP6wjHc2HozcL2GYGiSLxLJtpS2UN3jDS6UwiHfaSE9x8dUb5zC1n5PNRURERiJV4ImIjFDxTnu/kncQ7u3w2WWTSU2wEeewkZnqInLPU2jjcPRNj24BsezMEmZOyCQ92cm5cwtYOG1kTIIWiUlHbV+Htjer1YLTYYtsb6lJTs6ZWzDgidYiY8mhzSo10UGcw4ozzsblS0uUvBMRkZinCjwZMmVlZdx33320tLSQmJjIv//7vzN58uST31FEBmRSYQq3npuBK7WQP766D7c3wDlz8inuY8Le8cyZnMXsSVls3ddAWrKTK87qPZHYFWfjS9fOGuzQRcaka84p4c+vH6DbF+CihUXkZiT0ul7bm8ipmzUhnfE5cdS2hSc3f+X6OWSnj60eSSIiMjopgSdD5sEHH+SWW27hhhtuYPXq1dx333387W9/i3ZYIqNeSV4SP/7KWQSC5ilPnbJaDL549Uz8geAxE2VFZHBNKkzhx185i2Do1LdVEembxWJw2fxUJk2eSkpyYrTDERERGTRK4MmQaGpqYtu2bTz55JMALFu2jB/96EeUl5dTXHzyhvxHM00Tt9s92GEOSHd3d6//y8DptRxcfb2eft/AHkvJO5HhYbEY/V4qLyL9p6S4iIiMNoZpmma0g5DRZ9u2bdx7772sWbMmctlNN93Evffey9KlS0/psTZu3IjepiJDz+FwRDuEEcs0Tfx+P3a7HePoxoAC6DU6EZ8vnEk/tI2NtddKz3f0GinP9chtbKTEFE16DfQaDPbzP7SNAaPuNR2t75XR+rxgdD43n8+HYRgsWLDghLdTBZ6MeIc2Srtd0/dEhsKRB2XSN8MwlOA8Cb1G/TfWXis939FrJD7XkRjTcNNroNdgqJ7/aHxNR+t7ZbQ+Lxidz80wjH4lI5XAkyGRl5dHQ0MDgUAAm82GaZrU1NSQn59/yo81f/78IYhQRERERERERCQ2qDmEDImMjAxmzpzJiy++CMCaNWvIyckZUP87EREREREREZGxTD3wZMgcOHCA+++/n9bWVhISEvjJT37C1KlTox2WiIiIiIiIiEhMUQJPRERERERERERkBNMSWhERERERERERkRFMCTwREREREREREZERTAk8ERERERERERGREUwJPBERERERERERkRFMCTwREREREREREZERTAk8ERERERERERGREUwJPBERERERERERkRFMCTwREREREREREZERTAk8ERERERERERGREUwJPBERERERERERkRHMFu0ARERERMaCyspKqqurAcjPz6eoqCjKEYmMHtq+RAaftiuRkUUJPJFTEAqFALBYVLwqI4vemxINwWCQjz/+mJqaGgDy8vJYvHgxVqs1ypGNLPv37+d73/setbW15OXlAVBTU0Nubi4/+clPmDx5cpQjHBr64ifDYaxuX9KbPo/CBmu/q+0qNo327UDHFWCYpmlGOwiRkayrq4tHHnmEl19+mcbGRgCysrK44oor+OpXv0piYmKUI4wdlZWVkR2taZo8+eSTrF+/nhkzZvCVr3wFu90e5Qhji96bQ08HCse3fv167r33XnJycsjPzwegqqqK+vp6fvazn7Fo0aIoRzhy3HzzzXzpS19i2bJlvS5fvXo1//d//8ezzz4bpciGxlj94jeW9hcj6bmOte3rREbS32U46fNo8Pe7Y2G7Gm3by2jeDsbqcUVflMATOYl/+Id/ICsri9tvv52CggIADh48yJ/+9Cfq6up4+OGHoxxh7Lj++utZsWIFAI888ggbNmzgxhtv5NVXXyUrK4sHHnggyhHGFr03h44OFE7u6quv5t/+7d+YPXt2r8u3bNnC97//fVauXBmlyEaeZcuWsWbNmlO+LlaNhS9+RxpL+4uR+FzH2vbVl5H4dxlO+jwa/P3uaN6uRuv2Mpq3g7F2XHFCpoic0GWXXTag6+RY1157beTf119/vdnW1maapml6vV7zqquuilJUsUvvzaFz0003matXrz7m8lWrVpk33nhjFCIaefT+679bb73VXLFihRkMBiOXBYNB87nnnjNvvfXWKEY2NMbae2Ms7S9G4nMda9tXX0bi32U4jbV9Tl8G+zUYzdvVaN1eRvN2MJqf26lSsySRk7BYLJSVlR1zeWlpqfqNnSLDMCL/tlqtJCcnA+BwOEZNb4bhpPfm0Glvbz/mLB/A8uXL6ejoiEJEI09RUREPP/wwTU1Nkcuampp4+OGHKSwsjGJkI89Pf/pTVqxYweLFi7n88su5/PLLWbx4MStWrOAnP/lJtMMbdGlpaTz//POR3pwQ7tO5YsUK0tLSohjZ0BhL+4uR+FzH2vbVl5H4dxlO+jwa/P3uaN6uRuv2Mpq3g7F2XHEiGmIhchLf/e53+exnP8uMGTN69RPYuXMnP/7xj6McXWzZvXs3ixcvxjRNuru7aW5uJj09nUAgQDAYjHZ4MUfvzaFz6EDhmmuuiSRDQ6EQL7zwwpg7UDiehx56iJ/97Gdccsklke3XarWyfPlyHnrooShHN7IUFxfzu9/9jubm5l6NpdPT06Mc2dD46U9/yoMPPsiPf/xjsrKyAGhoaGDGjBkx/8WvL2NpfzESn+tY2776MhL/LsNJn0eDv98dzdvVaN1eRvN2MNaOK05EPfBE+sHtdvPuu+/2+gA799xzSUhIiHJksaWqqqrXz9nZ2djtdpqbm9mwYQOXXnpplCKLXXpvDo3y8nIefPBBtm/ffsyBwg9/+EPGjx8f5QhHltbWVgBSU1OjGoeMLKPxi19fxtL+Yiw911iiv8thY/3zaKzsd0/HWNheRut2oPe3EngiIiLHpQOFEwsGg3z88ceR1yg/P59FixZpSbwAo2/C38mMpf3FWHqusWQs/130eRQ21va7p2M0bi+jfTvQ+1tLaEVOyzPPPMOtt94a7TBGBb2Wg0uv5+Do6uqis7Mz8u/RcHA3WNavX8+9995LdnZ2ZApyVVUV9fX1/OxnP2PRokVRjlCiZd++fdx3332jbsLfyYyl/cVYeq6xZKz+XfR5NHb3u6djtG0vo3k70Pv7MCXwRE5DXV1dtEMYNfRaDi69nqdHBwon98Mf/pCHH36Y2bNn97p8y5YtfP/732flypVRikyi7f777+eee+45pkn46tWruf/++3n22WejFNnQGEv7i7H0XGPJWP+76PNo7O13T8do3V5G83ag9/cRojoDVyQGtLW1RTuEUUOv5eDr6uoy/X6/aZqm2dLSYq5du9asqamJclSx76abbjJXr159zOWrVq0yb7zxxihENPJcdtllA7pORr+x9t4YS/uLsfRcY8lY/7uMtX1OX/Qa9N9o3V5G83tgND+3U2WJdgJRZKQ766yz+Pu//3vefPPNXqOr5dTptRxczz//PGeeeSYXX3wxH374IVdddRX/+Z//ybXXXssrr7wS7fBiWnt7+zFn+QCWL19OR0dHFCIaeYqKinj44YdpamqKXNbU1MTDDz9MYWFhFCOTaDs04e/I/XwoFGLFihUxPeHveMbS/mIsPddYMtb/Lvo8Gnv73dMxWreX0bwd6P19mBJ4IidRUFDAokWL+NnPfsZ5553Hz372M0pLS6MdVkzSazm4nnjiCVatWsVjjz3GN77xDf7nf/6HZ599lr/85S88+uij0Q4vpulA4eQeeughqqurueSSS5gzZw5z5szhkksuoaqqioceeija4UkU/fSnP2XFihUsXryYyy+/nOXLl7No0SJWrFjBT37yk2iHN+jG0v5iLD3XWDLW/y4PPfQQVVVVY/rz6NB+d9GiRWNiv3s6Ruv2MpqPy44+rrj88stZvHjxmHx/awqtyElcf/31rFixAoCNGzfyt7/9jVWrVjF9+nRuvvlmrrvuuugGGEP0Wg6u6667jueffx6Aiy66iDfffLPP6+TUlZeX8+CDD7J9+3aysrIAaGhoYMaMGfzwhz9k/PjxUY5wZGltbQUgNTU1qnHIyDIaJ/z1ZSztL8bSc40l+rscNtY/j8bKfvd0jIXtZbRuB3p/K4EnclJHJp0OcbvdvPzyyzz33HP86U9/ilJksUev5eC64YYb+OlPf0pbWxtf//rXeeSRR1i4cCH79+/nW9/6Vkw3qx0pdKBwYsFgkI8//jjyGuXn57No0SKsVmuUI5NoWrVqFZdffjkQ3obuu+8+NmzYwIwZM/jpT39Kfn5+lCMcGmNpfzGWnmssGat/l4qKCr7//e9Hqo++853vEBcXB8Ctt97KM888E+UIh97OnTu57777sFgsPPTQQ/zHf/wH69atIy0tjUcffZRp06ZFO8QRZzRuL6P9uKyyspLq6mog/NyKioqiHNHwUwJP5CRUyTR49FoOrnfeeYfvfve7GIbBL37xC37961/T0NBAQ0MDP/rRj7jiiiuiHWLM04HC8a1fv557772X7OxsCgoKAKiqqqK+vp6f/exnLFq0KMoRSrQcebLmgQceIDU1lTvvvJOXXnqJ9evX88gjj0Q5wqGh/YWMRMuWLWPNmjXRDmNI3X333Vx00UXMnTuX3//+91RUVPB///d/JCYmjpljz8997nN84QtfoL29nV/96ld885vf5LrrruP111/n6aef5sknn4x2iCPOaNtnj+bjstE6OXgglMATOYnW1tZRV34cLXoth1YwGGTnzp3k5eWRkZER7XBimg4UTu7qq6/m3/7t35g9e3avy7ds2cL3v/99VYCOYUd+Yb7mmmtYsWJF5Oz/Nddcw4svvhjF6AbfWNpfjNXqypFu165dx73uS1/6Eu+///4wRjP8jk7SPfroo7z++uv85je/4fOf//wxqz9GoyNfgwsuuIC33347ct21117LCy+8EJ3ARqDRus8ezcdlN998M1/60peOGT6yevVq/u///o9nn302SpENP1u0AxAZ6ZRwGjx6LYeW1Wpl1qxZ0Q5jVLj//vu55557+jxQuP/++8fUgcLx+Hy+Yw4SAebMmYPP54tCRDJSeL1edu/ejWmaGIbRa+mOYRhRjGxojKX9xeOPPx5J4P385z9nypQp/Ou//isvvfQS//qv/zpqqytHuuuuu46CggL6qss41AtrNPN4PL1+/spXvoLdbufOO++kq6srSlENryP/9kuWLDnudTJ699mj+bjsRJODf/GLX0QhoujRFFoREZGjnOhAoaOjIwoRjTxFRUU8/PDDNDU1RS5ramri4YcfprCwMIqRSbR5vV6++tWv8tWvfpWOjg5qa2sB6OjowGIZfYeeY2l/cWQiYMuWLXz7298mKyuLu+66i8rKyihGNrbl5+fz9NNP8+abbx7z31ioyJ84cSLvvvtur8vuvvturr76aioqKqIU1fDKzMyks7MTCE/sPKS+vj7SD1DCRus+ezQfl43WycEDoQo8ERGRoxw6ULjmmmsiCYdQKMQLL7ww5g4UjudQk+xLLrmEYDAIhKtAly9fzkMPPRTl6CSajpyIfSSbzcZ///d/D3M0Q28s7S/GWnVlrLjooouorKwkJyfnmOvOP//8KEQ0vI5XgXPXXXeNmX7ATzzxRJ+Xu1wufvnLXw5zNCPbaN1nj+bjsp/+9Kc8+OCD/OhHPyI7OxvTNGloaGDmzJn85Cc/iXZ4w0o98ERERI5SXl7Ogw8+yPbt28nKygKgoaGBGTNm8MMf/pDx48dHOcKR5dASLS2Tl7FoLO0vLrroIgzDiFTiPf300+Tm5tLR0TFmeo2JSGwbC/vs0XpcNhonB58qJfBERESOQwcKx1dRUcH3v/99qqurueSSS/jOd74TWaZz66238swzz0Q5QpHhNZb3F93d3TQ1NcX8Mi0RGTtG2z57NB+X7dy5k/vuuw+LxRKpNFy3bh1paWk8+uijTJs2LdohDpvR14hERIbdc889x9SpU9m6dWuvyzs6OrjpppuYPXv2Mb1JRGJBeno6M2fOZObMmZEDu776poxFP/zhD1m+fDm//OUvaWlp4c4774z03/F6vVGOTmT4jeX9hcvl4u677452GCIi/Tba9tmj+bjsX//1X/nGN77BHXfcwZe//GWuuOIKNm/ezAMPPBDzy4NPlXrgiciQ6Ozs5Itf/CK7d+/m4Ycf5rzzzot2SCL9tmvXruNeN1Ym2p1MU1MTn/3sZ4Fw35VHH32UL3zhC/zmN79RLywZU8bS/mIsPVcRGZ1G635sNB+XdXZ2cskllwDw3//931x33XUAXHLJJfzqV7+KYmTDTwk8ERl0nZ2d3H333ezcuZOHH354TDRQltHluuuuo6CggL66TBzqKzLWeTyeXj9/5StfwW63c+edd8b0AbDIqRpL+4ux9FxFZHQarfux0XxcduTfasmSJce9bixQAk9EBlVXVxdf+tKX2L59O7/61a+44IILoh2SyCnLz8/n6aefHrMT/fpj4sSJvPvuu72qa++++24sFgs//elPoxiZyPAaS/uLsfRcRWR0Gq37sdF8XJaZmUlnZyeJiYm9nkt9fX2kz99YoQSeiAya7u5u7rnnHrZt28Yvf/lLLrzwwmiHJDIgF110EZWVlaPu4G4w/eIXv+jz8rvuuosrrrhimKMRiZ6xtL8YS89VYPfu3TzyyCNs3bqVxsZGUlNTmTRpEhdddBF33HEHAO+//z6vvPIKW7ZsYf/+/eTl5fHmm28OaVyvvPIKb775Jlu2bKG8vJzFixfz1FNPDenvlNFjtO7HRvNx2RNPPNHn5S6Xi1/+8pfDHE10aQqtiJy25557jvvvv5+CggLq6+v5r//6r0ifAhERERGJLRs3buTzn/88+fn5XHfddWRlZVFTU8PmzZupqKjgtddeA+C+++7jlVdeYcaMGdTU1GC1Woc8gXfHHXewbds2Zs+eza5du5g6daoSeCIyJqgCT0QGTWNjIw6Hg7y8vGiHIiIi8v+3d+8xVdd/HMefgHhBMSYiKvpHgrcUrDkyFYngh+hAAS+E6EzBDfHGwFbWlJlQNC2bzaEpauW8JCwNNbApRRFDJdy8AlqZU7MQhokIHpHfH46zCDXQcw6HfD02tnP4fM55v7/z+/FzzofPRUQe08aNG3F0dCQzM5Pu3bs3KauoqDA+TkhIIDk5GXt7e2JjYzl//rzZc1u9ejWurq7Y2toSEhJi9ngiItbCtq0TEJH/jlWrVmFvb8+8efP45Zdf2jodEREREXkMly5dwsPDo9ngHYCzs7PxsaurK/b29k8cb9asWUyePPmBZUFBQcTExBif9+nTB1tbfY0VkaeP/ucTEZNxd3dn8+bN1NbWEh0dze+//97WKYmIiIhIK7m5uXHmzBnKysosEi80NJTS0tJm8U6ePMnFixeZNGmSRfIQEbFmGsATEZPy8vIiLS2NiooK5s6dS2VlZVunJCIiIiKtEB0dTW1tLWFhYURGRrJmzRry8/MxGAxmiTdhwgQ6depEVlZWk99nZWXh4ODA+PHjzRJXRKQ90QCeiJjc6NGjWbt2LZcuXWLevHlUV1e3dUoiIiIi0kJjx45l9+7d+Pv7U1JSQnp6OjExMfj6+nLkyBGTx3N0dCQgIICDBw/SeMZifX092dnZBAQE4ODgYPKYIiLtjQbwRMQsAgMDSU5O5syZM8TFxVFXV9fWKYlYVGlpKUuWLOGVV17B09OTcePGMXfu3CYn5eXn5/P2228TEhLC0KFD8ff3t0huR44cITw8HE9PT/z8/Pj444+5e/euRWKLmEpL2hjcP01zxowZjBgxgrFjx5KSksKtW7fMmltGRgYTJ07E09OT8ePH64RMaZe8vLxYv349x44dIyMjg9jYWG7dukV8fDwXLlwwebywsDCuXr1KUVERAAUFBVy/fp3Q0FCTxxKxBtbaj+3cuZMlS5bg5+fH4MGDWbZsmdliSetoAE9EzGbq1Km8+eabHDt2jPj4eA0QyFOjuLiYqVOnUlJSwvTp00lKSmL69OnY2try+eefG+sdOHCAAwcO0K1bN3r16mWR3PLy8li4cCGOjo6sWLGC//3vf2zYsIHk5GSLxBcxhZa2sXPnzjFnzhxqa2tZtmwZ06ZN44svviA+Pt5sue3evZvly5czcOBAVqxYwfPPP09KSgqbNm0yW0wRc+rYsSNeXl4kJiaycuVKDAYDOTk5Jo/j4+NDz549jctos7KycHFxYcyYMSaPJdLWrLkfS09P5+jRo3h4eNChQwezxZHW07+GiDyxKVOmMGXKlAeWRUdHEx0dbeGMRNrWxo0bcXR0JDMzs9kJfhUVFcbHCQkJJCcnY29vT2xsLOfPnzd7bqtXr2bw4MFs3brV+KGsa9eufPLJJ8yePRt3d3ez5yDypFraxtauXUv37t3Zvn073bp1A6Bfv34sX76c/Px8fHx8TJpXbW0tH330kXFmK0BERAT37t1jw4YNvPrqqzzzzDMmjSliScOHDwfgzz//NPl729nZERISwt69e3n99dc5fPgwERER2NnZmTyWSFuz1n4MYPv27fTt2xcbGxteeOEFk7+/PD7NwBMRETGxS5cu4eHh0ewDGYCzs7PxsaurK/b29k8cb9asWUyePPmBZUFBQcTExABw4cIFLly4QERERJO/qEZFRdHQ0MChQ4eeOBcRS2hJG6uurqagoIDJkycbv/TA/dMuHRwcyM7OblGshoYG/P39iYuLa1ZWV1fHyJEjSUpKAuDo0aNUVVURFRXVpN7MmTOpqanhu+++a+klirSpwsJC4150f5eXlwfAgAEDzBI3NDSUGzdukJSURE1NzUP7NpH2zlr7Mbh/CrWNjU1rL0ksQDPwRERETMzNzY0TJ05QVlbGoEGDzB4vNDSU5cuXN4t38uRJLl68aPzAdvbsWQA8PT2bvN7V1ZXevXtz7tw5s+cqYgotaWOlpaXcvXvXOGOoUceOHRk6dGiL73cbGxsmTZrEli1bqKqqwsnJyViWm5tLdXW1cZChsY39M+awYcOwtbXl3Llz2s9L2oWUlBRu375NYGAgAwYMwGAwUFxcTHZ2Nm5ubsaVFyUlJeTm5gLw22+/cfPmTdLS0gAYMmRIq/d2fe655xg0aBA5OTm4u7szbNiwZnWOHz/O8ePHAaisrKSmpsYY09vbG29v78e+bhFLsdZ+TKybZuCJiIiYWHR0NLW1tYSFhREZGcmaNWvIz8/HYDCYJd6ECRPo1KmTcd+gRllZWTg4ODB+/HgAysvLAXBxcWn2Hi4uLmZZEiViDi1pY433+4P2l2zt/R4WFobBYGg22yErKws3NzdGjhxpjGlnZ9dkpi3c/7Ll5OSkNibtxhtvvMGoUaPIy8sjNTWV1NRUTp06RVRUFBkZGcZZQ2fPnmXdunWsW7eOX3/9lb/++sv4/Jtvvnms2I2D3A8b7C4sLDTGqKio4MqVK8bnhYWFj3fBIhZmrf2YWDfNwBMRETGxsWPHsnv3bjZt2kR+fj4nTpwgPT2dHj16kJKSQkBAgEnjOTo6EhAQwMGDB1m6dCk2NjbU19eTnZ1NQEAADg4OwP39ueD+YMI/derUierqapPmJWIuLWlj/3a/N5a3xLPPPsuIESPYv38/M2bMAKCqqooffviBmJgY41Kj2trahy6Lb21Mkbbk6+uLr6/vv9Z71D7Ij8ve3t44Y+hBFi9ezOLFi00aU8TSrLUfE+umGXgiIiJm4OXlxfr16zl27BgZGRnExsZy69Yt4uPjuXDhgsnjhYWFcfXqVYqKigAoKCjg+vXrTWYwdO7cGYA7d+40e31dXZ2xXKQ9+Lc2Zur7PTQ0lOLiYq5cuQJATk4OBoOhWRt72ExbtTGRf9fQ0EBmZibe3t707du3rdMRMStr7MfEumkAT0RExIw6duyIl5cXiYmJrFy5EoPBQE5Ojsnj+Pj40LNnT+My2qysLFxcXBgzZoyxTuPS2cYlGX9XXl7+wCUaItbuYW2s8X5/0BKjx7nfg4OD6dChA/v37wfut7Hhw4c32czfxcWF+vr6JicIwv0vX1VVVWpj8lQqLy9/5M/NmzepqanhwIEDJCUlUVZWxpw5c9o6bRGLsaZ+TKybBvBEREQspHETYnPsg2VnZ0dISAiHDh3ixo0bHD58mODgYOzs7Ix1hg4dCsCpU6eavPaPP/7g2rVrDBkyxOR5iVjS39vYoEGD6NChA6dPn25S586dO5w7d67V97uTkxN+fn7s37+fK1euUFxc3GzWQmMb+2fM06dPc+/ePbUxeSr5+Pg88ufdd9+lsrKSpUuXkpOTw/z5802+1YRIe9HW/ZhYN+2BJyIiYmKFhYWMGjWq2X4ieXl5AGb7S2doaCiffvopSUlJ1NTUNDtRbODAgQwYMIA9e/YQGRlpHNzbtWsXNjY2TJgwwSx5iZhaS9qYo6Mjo0ePJisriwULFtCtWzcAvvrqK2pqah7rfg8NDWXRokWsXr0aOzs7goODm5S/9NJLODk5sWvXLl5++WXj73ft2kWXLl3w8/NrdUyR9m7btm2PLO/Vqxf9+vWjtLTUQhmJtD1r7cfEutk0NDQ0tHUSIiIi/yUhISHcvn2bwMBABgwYgMFgoLi4mOzsbHr37s2+ffvo3r07JSUl5ObmAveXMVRUVDB37lwAhgwZgr+/f6tjT5o0ibKyMtzd3fn666+blX/77bfExcUxatQogoODKSsrY8eOHUybNo3k5OQnu3ARC2lpGztz5gyRkZF4eHgQERHBtWvX2LZtG97e3mzZsqXVce/cucO4ceOoqqrC19eXzZs3N6uzY8cOVq1aRVBQEOPGjaOoqIh9+/aRkJDA/PnzTXH5IiLSzllzP5abm0tJSQkAaWlpDBw4kMDAQAD8/f01m7wNaQBPRETExL7//ntycnI4ceIE165dw2Aw0LdvX3x9fYmLi8PZ2RmAL7/8krfeeuuB7xEeHs7777/f6tjp6emsWbOGxMREYmNjH1jn8OHDrF+/np9//pkePXoQHh7OwoULH3p6poi1aWkbAygqKuKDDz7g7NmzdO3alYkTJ5KYmGicydBa77zzDjt37uTDDz8kJCTkgXX27NnD1q1buXz5Mn369GHmzJm89tprOuVPREQA6+7Hli1bxt69ex/42tTUVJOfPC0tpwE8ERGR/5DPPvuM1NRUcnNzdYKfiBm89957ZGZm8uOPP9KlS5e2TkdERKRV1I+1XzrEQkRE5D+ioaGBzMxMvL29NXgnYgZ1dXVkZWURFBSkLz0iItLuqB9r33SIhYiIiBUrLy9/ZHnnzp2xs7MjNzeXo0ePUlZWRlpamoWyE2nf6uvrqaysfGQdBwcHamtrKSgo4NChQ1RVVTF79mwLZSgiIvJw6seeLlpCKyIiYsUGDx78yPLw8HAWLVpEQEAA3bt3JyoqioSEBAtlJ9K+Xb58mYCAgEfWWbRoES+++CKzZ8/G2dmZBQsWMGvWLAtlKCIi8nDqx54uGsATERGxYgUFBY8s79WrFx4eHhbKRuS/pa6ujp9++umRdfr370///v0tlJGIiEjLqR97umgAT0RERERERERExIrpEAsRERERERERERErpgE8ERERERERERERK6YBPBERERERERERESumATwRERERERERERErpgE8ERERERERERERK6YBPBERERERERERESumATwREREREREREREr9n+L3gNaefXbYQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.plotting import scatter_matrix\n", "\n", "\n", "def plot_matrix(tit, lb):\n", " df = titan.fitresults_df[lb].loc[tit.keys_unk]\n", " f = scatter_matrix(\n", " df[[\"K\", \"S1_y0\", \"S0_y0\", \"S1_y1\", \"S0_y1\"]],\n", " figsize=(14, 14),\n", " diagonal=\"kde\",\n", " alpha=0.8,\n", " )\n", " return f\n", "\n", "\n", "f = plot_matrix(titan, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### combining" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "res_unk = titan.fitresults_df[1].loc[titan.keys_unk].sort_index()\n", "res_unk[\"well\"] = res_unk.index" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(24, 14))\n", "# Make the PairGrid\n", "g = sb.PairGrid(\n", " res_unk,\n", " x_vars=[\"K\", \"S1_default\", \"S0_default\"],\n", " y_vars=\"well\",\n", " height=12,\n", " aspect=0.4,\n", ")\n", "# Draw a dot plot using the stripplot function\n", "g.map(sb.stripplot, size=14, orient=\"h\", palette=\"Set2\", edgecolor=\"gray\")\n", "\n", "# Use the same x axis limits on all columns and add better labels\n", "# g.set(xlim=(0, 25), xlabel=\"Crashes\", ylabel=\"\")\n", "\n", "# Use semantically meaningful titles for the columns\n", "titles = [\"$pK_a$\", \"B$_{neutral}$\", \"B$_{anionic}$\"]\n", "\n", "for ax, title in zip(g.axes.flat, titles):\n", " # Set a different title for each axes\n", " ax.set(title=title)\n", "\n", " # Make the grid horizontal instead of vertical\n", " ax.xaxis.grid(False)\n", " ax.yaxis.grid(True)\n", "\n", "sb.despine(left=True, bottom=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }