{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Getting started with prtecan" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import warnings\n", "\n", "import arviz as az\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": {}, "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": {}, "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\", is_ph=True)\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 : ['F12', 'B01', 'C01', 'A12', 'C12', 'F01', 'A01', 'G12', 'H12', 'H01', 'G01', 'B12']\n", "CTR name:wells {'G03': {'H12', 'B12', 'A01'}, 'NTT': {'F12', 'C12', 'F01'}, 'S202N': {'G12', 'H01', 'C01'}, 'V224Q': {'G01', 'B01', '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\", is_ph=True)\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": {}, "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\", is_ph=True)\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.result_dfs[1][[\"K\", \"sK\"]].merge(\n", " df1, left_index=True, right_index=True\n", ")\n", "\n", "sb.jointplot(merged_df, x=\"K_y\", y=\"K_x\", kind=\"reg\", ratio=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If a fit fails in a well, the well key will be anyway present in results list of dict." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[34695.5, 49035.735, nan, nan, nan, nan, nan]\n", "set()\n" ] }, { "data": { "text/plain": [ "FitResult(figure=None, result=None, mini=None)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(titan.data[0][\"H02\"])\n", "print(titan.results[1].keys() - titan.results[0].keys())\n", "titan.results[0][\"H02\"]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fit_args = {\"fin\": -1}\n", "titan.results[2][\"H02\"].figure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And in the gloabl fit (i.e. fitting 2 labelblocks) dataset with insufficient data points are removed." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_64936/338912189.py:7: UserWarning: Marking dataset y0 for removal due to insufficient data points.\n", " rfit = fitting.fit_binding_glob(ds)\n" ] }, { "data": { "text/html": [ "
Parameters
namevaluestandard errorrelative errorinitial valueminmaxvary
S0_y1 43342.7539 375.500142(0.87%)40564.25 0.00000000 infTrue
S1_y1 2579.23144 185.957402(7.21%)2451.1200000000003 -inf infTrue
K 7.89042258 0.01696391(0.21%)7.7 3.00000000 11.0000000True
" ], "text/plain": [ "Parameters([('S0_y1', ), ('S1_y1', ), ('K', )])" ] }, "execution_count": 20, "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.result.params" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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S0_defaultsS0_defaultS1_defaultsS1_defaultKsKctrl
well
C022492.49976728.618974336.34215128.3055537.0867510.034254NaN
D063336.69573332.976839122.95345924.2694007.4534870.022836NaN
A057132.222048105.367333927.698177115.8800146.9534280.046289NaN
E032737.06308316.342103191.4202767.5105337.9617050.011430NaN
E083938.42809963.615614208.15391025.9839368.0676200.028782NaN
\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", "D06 3336.695733 32.976839 122.953459 24.269400 7.453487 0.022836 \n", "A05 7132.222048 105.367333 927.698177 115.880014 6.953428 0.046289 \n", "E03 2737.063083 16.342103 191.420276 7.510533 7.961705 0.011430 \n", "E08 3938.428099 63.615614 208.153910 25.983936 8.067620 0.028782 \n", "\n", " ctrl \n", "well \n", "C02 NaN \n", "D06 NaN \n", "A05 NaN \n", "E03 NaN \n", "E08 NaN " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.result_dfs[1].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can decide how to pre-process data with datafit_params:\n", "- [bg] subtract background\n", "- [dil] apply correction for dilution (when e.g. during a titration you add titrant without protein)\n", "- [nrm] normalize for gain, number of flashes and integration time. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[9268.0, 7091.0, 3372.0, 1415.0, 793.0, 618.0, 345.0]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.datafit_params = {\"bg\": 1, \"nrm\": 0, \"dil\": 0}\n", "titan.fitdata[1][\"E06\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Posterior analysis with emcee\n", "\n", "To explore the posterior of parameters you can use the Minimizer object returned in FitResult." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 500/500 [00:04<00:00, 123.66it/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)\n", "remcee = rfit.mini.emcee(burn=50, steps=500, workers=8, thin=10)" ] }, { "cell_type": "code", "execution_count": 24, "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": 25, "metadata": {}, "outputs": [], "source": [ "# titan.plot_all_wells(\"cl.pdf\")" ] }, { "cell_type": "code", "execution_count": 26, "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": 26, "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": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PlateScheme(file='scheme.txt', _buffer=['D01', 'E01', 'D12', 'E12'], _ctrl=['F12', 'B01', 'C01', 'A12', 'C12', 'F01', 'A01', 'G12', 'H12', 'H01', 'G01', 'B12'], _names={'G03': {'H12', 'B12', 'A01'}, 'NTT': {'F12', 'C12', 'F01'}, 'S202N': {'G12', 'H01', 'C01'}, 'V224Q': {'G01', 'B01', 'A12'}})" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cl_an = prtecan.TitrationAnalysis.fromlistfile(\"list.cl\", is_ph=False)\n", "cl_an.load_scheme(\"scheme.txt\")\n", "cl_an.scheme" ] }, { "cell_type": "code", "execution_count": 28, "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": 28, "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": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True 21.971302661955743 2.24215671140986\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fres = cl_an.results[2][well]\n", "print(fres.is_valid(), fres.result.bic, fres.result.redchi)\n", "fres.figure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = titan.plot_k(1, title=\"2014-12-23\", hue_column=\"S1_default\")" ] }, { "cell_type": "code", "execution_count": 31, "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", "A01 7.94 0.019 1.47e+04 4.2e+02 2.25e+04 2.5e+02 5.06e+03 51 302 24\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", "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", "C12 7.58 0.034 1.54e+04 5.5e+02 2.17e+04 4.1e+02 2.53e+03 35 357 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", " S202N\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", "G12 7.03 0.049 1.74e+04 9.1e+02 2.17e+04 9.3e+02 2.34e+03 38 328 39\n", "H01 7 0.027 2.6e+04 1.8e+03 3.4e+04 1.9e+03 5.13e+03 45 729 48\n", " V224Q\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", "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", "\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": 32, "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={}" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan" ] }, { "cell_type": "code", "execution_count": 33, "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}" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titan.fitdata_params = {\"dil\": 1, \"nrm\": 1}\n", "titan" ] }, { "cell_type": "code", "execution_count": 34, "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": 35, "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": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PcuWVV/Lcc89RUVHB1VdfHVeYFyIUyDWskBuDPeSy9GGX1T6Uf/+cHwCwaO/oTh8rmwaJXJbKSiPZHpyFiCUvAvn7779P3759efjhhznuuOOYPXs2DzzwADt27GD16tVRH+d0Onnuuee4+uqrufLKK5kyZQqPP/44paWlvPjii2n8CkQuUlUVb7CHfNBgzc5r7NMHbFbwePDu3q3ZeUX2iNaeEu0YX2OP0N+t9W+kNFE0FqmSi2yWyc12wsO+r7kgY+OIRqrkuS8vArnH46GwsBBFUUK3devWDfCHpmhWrVpFU1MTs8ImbFksFk499VQWL16s34BFXvDt24fa2goGA8b+/TQ7b3DpQ5CVVrKdarHoev7wUH7hyacA8M+Vna9PL73kIp/9ceSqTA8hK0O5yG15EcjPO+88tmzZwt///ncaGxvZuXMnjz/+OIcffjjjx4+P+ritW7cCMHTo0Da3Dxs2jD179nTa7iK6tmC7irFfPxSNg1lopZXKSk3PK5IXz0orkdYC/920PW0+EhUM5R71iNBtJmWNblVyIXLBH0eu4rHhS3ls9MqMjUFCudBSXmwMNHHiRJ5++mluv/12HnzwQQBGjx7NX/7yF4xGY9THNTQ0YLFYsFqtbW4vLi5GVVXq6+uxRdkYoDOqqtLS0pLUY/OFw+Fo82e+cW7cBIAyoH/C3+vOnhu1b18AWrduw5Cjr6OCgsz+Z5Vt70GnxwnAQ8f7f+thNVm5c449oXNcMqEv/1y5h9c//ojzZhwR89homwUpLlfMyn79vHmYp02Le0z5/D7Ph68tH9+Ht2zwF9oeG76UptZGbu31DiUFxfxq3WRNr9NepM2CfM0FGAqz49+ZaM9zPryO00HP5yme92FeBPJVq1bxs5/9jAsvvJDp06dTV1fHn//8Z6677jr+8Y9/JB2qU+F2u1m3bl3ar5uNKvO0ylu0ahVFQEO3buxK8nsd7bkpMJspBurXrGV7jr6OJkyYkNHr6/EeHJ7EY/535Qgen7ARgBZXMy3OQ/9p3nVaAWUF5Z0Gc2NtLd6yMpwlFwD+zYLUXj4M+5rwFRUlMarYknne8vV9Drn9teXa+zCR99hP103gj2O+o76lgfqWBq4oeR2AsYeN47YVhyU40uRlQyjf0GM0dPI85/LrOJ30eJ7ieR/mRSD/9a9/zeTJk7nrrrtCt40dO5bp06fz9ttvc9FFF0V8XHFxMS6XC6fT2aZK3tDQgKIolJSUJD0ms9nM8OHJ/PedPxwOB5WVlQwePBi7PbFKYC5oanHgBroffTT9Rne++kW4zp4b975qmp5/gcK6OvokeG7hp8d70F1d3eE21WLptDf7jkV9+d20PbS4/L3dTS1NNDX4W06Kiqu567SecQVzgHOHbmHO1mG89c+nOG/GLUl8FZ0bXl0dd5U8n9/n+fy1pUui70P3/v0Jnf+W1UcCR/LHMd/xdd1X1O9sYNHORSxiEVOmTeHOr2L/JkkrPlcJBkt9Wq4VyegY/0/I6zg+mX6e8iKQb9myhZNPPrnNbb1796asrIwdO3ZEfVywd3zbtm2MGjUqdPvWrVvp27dvSpV1RVEy/qvCbGG32/PyuWjavQsA+2GHYU/y64v23LhHHEYT4Nu1C7vd3mbCsoiPLu/BWbOSXonkjkV9gb6hlpVgID+4+yAHdx/E2s3KzdN606+sf8RgHqySGwY/CVv9VXLfQBvURL9msm0rkHirQ76+zyG/vza9Jfo+TDbS+ivih/HEjE0s+mQR3s1ePtv8GZ/xGWN/cLTu7SyQuVBeNPN/4jpOXsfxydTzlBeTOvv27cvatWvb3LZ7925qa2vp1y/66hfjx4+nqKiIeWH/wbrdbhYsWMDUqVN1G6/ID4eWPNRuDfIgU//+AKhNTfhq6zQ/v9BPpAAc7hefD6FfWX969+4dus3b6qNlv4Ot321j5boV3DxtE785N3of47lDtwAw56+/kcmdQoS5bcVhzCm+hhnXzcA43D+HbNUfvuaMD54NtbToyedK/jfryYg3jIvslxeB/OKLL+ajjz7i17/+NV988QVz587lhhtuoHv37m2WNLziiis49dRTQ59brVauv/56XnrpJV555RWWLFnC7bffTl1dHT/84Q8z8aWIHOFraMAXWP3COGig5udXbDYMvXsB4N2xXfPzi/Rq3+d9x6K+9Cvrz9BBQ+nerztGm/+fYs9WLw3LmjoN5obBT6Zl3ELkqvBgbp7ibwY48HoNZ3zwLOc2/EXXa6crlEsYzy950bJy+eWXY7FY+Oc//8l//vMfCgsLGTt2LH/4wx8oKysLHefz+fB6vW0ee+2116KqKi+99BI1NTWMHj2aF198kQEDBqT7yxA5JLjkoaFHDww6TKoDMA0ciKtqH57tO7CMHavLNYQ24ukjb+/OOXZ+c2556POmhiZaOBS+W/Y72Lp/G1UVVdw8rTc9ulXwi88P/XsW7CV/85M/cu7Zv0j9i2inft68uJZ6FCKb3bbiMG4rPownfuFvZXEv8eBe4uEMnsVQoTDjuhm6TADVu31Fwnj+yYtArigKl1xyCZdccknM41577bWIj73++uu5/vrr9RqeyEOebZWAPu0qQcaBg2D5l3hjzIMQ6VcSRx+5r7Cw0y3svWVl3DkHoB8PnlnIgYL9VFFFy35/KPds9WIaaqRhWRMtQ/3B/Laj9geC+ZA2veTJiKePXIhc4bPZ2uym2V54MP/k+U/w7Vfx7Vf56KGP+YiPOe6nk/nFt2PTN+AUSBjPT3nRsiJEunmDmwLpGMhNgVYYjwTyvBBrecJ73ysNtbD0HFbRpoUl+Gewx3z1pu+47ajl/G7aHqb1CSxztvrqqOfu7AcDIXKW2ZzwQ25bcRjvjr+eU35xMoaKQ5Plv3hsKWd88Cw3D1oQ9bHt1yDvTLr7yUVuk0AuRBKCLSumwToG8kDblHfHTt2uIbSTTLXZG9ZSd+ccO48u6MfIfqMYPWY0xZOKsB5uDn0EORudVFVVsWH3eh6//EYA5mwdlvoXIEQXEgzm78+8AfMUUyicb3trG2etei5mMO8gxg8GWodyqY7nLwnkQiTBo+MKK0FGqZBnrXh6qyOtthKpSh4eyuFQMJ8weiKjx4yme7/uWLtZKaiwU1Bhx9rNv2dCU0MT1bXVoSq5fffLyXwpMSW7xKMQuWRO8TW8O/56elxYHlqZZcd3Ozi34S+JBXMhUiCBXIgkhFpWBg/W7Rqmgf5A7t29G9Xt1u06IjuFV8zHHHYkvXv3Dn0UFRdRVOwP97++yN+u8s+VezI5XCFy3iv1FzKn+BrG/uBoSgYUA/5gfkXJ6/xy9NKkz+tVe2gyPqmO57e8mNQpRDqpTifevXsBfVtWDD17gs0KrU68e/boWo0X2mi/2kqkyZ2+oqIOa4d7y8owBpbRbM+/SZAdKOU35zpwepz06FYR2vUznEmpxKMOTvXLECIrqWYzShqKE/5NhCbzxIxNbNvv38irvqWB+4b8F5vZxs83hm0yFGcfu1ftgVE5oMNoRb6QCrkQCfLs3AmqilJYiKF7d92uoxgMmPr7+8g926VtJdtovSRg+9aVSPffsagvv/h8CL/4fAhlBeWhj60PXADA/739dx6fsFHTcQmRKxKddNmZ21YcxpPbT+PJ7afRr7wfNrP//I+NXskfx3yX8PlSqZRLdTz/SYVciASF79Cp95b2xoED8WzejHenTOzMFclWyeFQKG9fLY8U1u9Y1LfN+eYE/v6/24YmOXIhMq/k9NOpnz8//geYzaBz1dxns/HTdRMA2gTxP475jls2jI/5WLVdBT0YyhOplksY7xokkAuRIE+of1z/FhLToIE4kYmdXU1n1fJIzj37F8x55yHm/PU3bTYKijS5VAgRn/ZV91tWH3nokySWXQyKN5hLGO86JJALkaDQkodp6OkOTewMXFNkl2ibBKVSJRdCJK+zDYI0E0cYb18dj6R9G0vJ6acnPSSR26SHXIgEpWOXziDjwEAPuVTI81KszYKSOce5V97JxO5bqf1SqmpCpCpqT3oKlfFYJIx3bRLIhUhQOnbpDDIN9F9DJnVmr3gnd0ZrHdEilIfUmCi0OLU7nxBZJmLVud1tWkzuTPUc8VTHhQgngVyIBKher3+VFfRd8jAoWCFX6+rwNTTofj2hnUR27kw2lEd6XNnMv1Jmt+iyUZAQuSKVQB3zsRK0hU4kkAuRAG9VFbhcYDZj7Nu38wekyFBUhKG8HADPDllpJdfFmmCpWaW8xj81yFH7aczrJfIDgxBZT6OgrEUYT6Y6Lu0qQgK5EAkILnlo7N8fxZSeOdHBKrl3p7StZKtobSuRQq9WoTzmsVOfx152IpaWNXGfT4hs0Vk4jTfw+my2hCrlmQrjQoAEciESElphJQ3tKkGmAcGJnVIhz0WJVqJ9RUUxw3Zn9wOhKrmhaV9C1xYip0UJw52F8k6Du4RskQay7KEQCUjnkodBwcmjsjlQ/oi0DGKHY1JsYXEceRmWnSsxshcvfdrcJ+0qoqtJuqc8gTCebHVc2lUESIVciISE79KZLlIhzw2xVltJtHVFCz5nCb6iXhhbanS9jhCZEDX8alnNTkMYFyJIArkQCUjnLp1BoR5yWYs87+gVyoPn9ZT1B8BgrU/qPPEu6SiE1lKqGmsRjtMUxqU6LoIkkAsRJ1VVM9KyEqyQe3fuRFXVtF1XJC7RKjnoWyn3OUvwFpSjOFs6HYcQeSWVUC6VcZEBEsiF5vI1NPpqa1EDa4EHt7RPB2O/fqAoqK2t+PbvT9t1hfbSEcrbn0u1FqBaCzQ7vxDZotMwnExYTmMYl+q4CCeBXGjCs3MnNT+5kT0jR7N3xChqrv8R3jzreQ72jxt690Kx29N2XcViCa15Ln3k+UuLUB7pHD5nCeBvW5HquOhy4g3NZrNUxkVGSSAXKXN99x37Z5+JY87bqE1NqC0tON57j8Zzv4d5/YZMD08znu2VAJgGD077tWUt8tzRWd91rFCcSiiPub55IJQnQvrHRabFU0GOKxgHw3akYxMM4lqR6rhoTwK5SIl33z4OXnElvpoazEceScU7b1Px7juYx41DbWyk7Fe/xrdnT6aHqQlPBlZYCQqttLJdAnk+6CyUJxrM4zneq1YkdE4h8lJ4OE8yiEt1XOhB1iEXSVNVlbq7f4FvXzWmESPo8ca/MXTrBkCP1/9F9Xnnw3erab79DgrfehPFkNs//3kzMKEzyBjoWZe1yLuOeNYqDx4nRK7b+FFl5DtMo+jlWR/zsarZjOJ2az+oKNdKlVTHRSQSyEXSnJ8spHX+B2AyUf7np0NhHMBQUEDhk3+kbtYZeFaspOWNNyi86KIMjjZ1mVjyMCg4iVR6yPUXNRjEacQpgymZNYv6efNiHqdaLCguV8xjtArbifaOS7uKyAaqx79AQBUj29yumBSAToO65uORMC50JIFcJEX1+Wj4zW8BKPrh1ZhHj+5wjLF/f5ouuZjil/9Kw29/R8HZZ6d1MqTWMrHkYdChHnIJ5HobccrgTkO5zxV9JaH1c7f5j2k5FCIMBcqhv1sO/b0X6zoN5UJ0BSNOGRz6e6T3n+rx/+lrVQH/+283IwAw2BQMdv/7qrfjO13GJ20qQm95E8gvu+wyli9fHvG+xx9/nDPOOCPifTNmzGD37t0dbv/222+xWq2ajjGfOBctwr1mDUpREUU33hj1uJYzz6D0gwX49uyh+e//oOiaH6ZxlNrxORz49lUDme0h9+7Zg+p2o8h/DroKDwfhgkHBYFGihnJfS8fbw28L//uOlsNCfzcWHGrpMhQooeDeu/mbuMcdiVTHRa6JHM5VvE1t31ueBp//Lw2HbqtkNKZigz+k2xRNArpWYVyq4yKWvAnk9913H01NTW1ue+WVV1iwYAFTpkyJ+diZM2dy9dVXt7nNIsuDxdT811cBKLjoIozlZdEPNJuxXX8dLffdT9NLL1F41ZUoRmOaRqmdYP+4UlKCoSzG16sTQ8+eYLWC04l3z56M/FAgogd16FjVixTMg7wtvpi3eQ/t48N2jmhzXDC4B6vuBouScmgXIluNOGUw9fPn+z8pgn2mUaiejuE8nKfBh3uzv6TeyGGYe5owFRswFikoJm1CeqIkjIvO5E0gHz58eIfbbr/9do4//njKy8tjPrZHjx6MHTtWp5HlH8+OHbR+/DEAhVdc3unxlnPPwfH4E3i376D1k4XYTz1F7yFq7lC7Svo2BAqnGAyY+vfHs2ULnh07JZBnoUhhPbyPfJ/Z39blc6kYCoyhwB4pnEfiDVQDg3+G28pojMWHKuzhod1gDvTbutfFdR0hsk3J6aeHQnmob7yIDgE9WDF3V3vaPN5d7cFdfejz1p6j4w7o0qoi0iVvAnl7q1atYteuXdx6662ZHkreaX7tb6CqWKeeiHnY0E6PVwoKKLz4Ipqee57ml1/OzUC+rRLITLtKkHHQQDxbtkgfeY4KBeJgC3lhuz9pG9rbB3ZjsSFiGA8Kv6/9ccZiAzvo2B4T3hrTy71O2lVEzmkf0AH2DRyFp87nr5S3C+cQf0CXVhWRTnkbyN977z0KCgo4+eSTOz323Xff5fXXX8dsNjNx4kTuuOMORo4c2enjYlFVlZaWls4PzDGqx0Pzv/4NgOmSi2N+jQ6HI/Sn5cIL4fkXcC5aTOPq1RiHdh7ks4lzyxYA1P79Nfm+hj83cevTB4DWrVtRcuC1VVCQ2e3ac/E92MsdNskzmAXC9/QpgarCo4HIoT1crIAeNbC/ujlqL3v/43pGHHNSr+UckQ9fW1d8H/byrEexuqECqIAq+5H4WlV8rWrEkB41oJv9AT3V1Vwy/e9QPryO00HP5yme92FeBnKPx8O8efOYMWNGp0/CjBkzOOqoo+jbty87d+7k2Wef5dJLL2XOnDkMCEykS4bb7Wbduvz7FbHl628or6nBV1zMlt69IY6vsbKyEoDSCROwrVjBnhdfoul/fqDzSLVVtm4dVmCfyYRDw+9r8LmJR4HFQjFQu2YNlTnw2powYUJGr58N78GOjXSdC07CjLb6Spt+8UihnUBo73toNZjwfvY2veoR2mCiVeG3hG3w1b7C3o3uVFIZ/YvKcYm8T7NN3rwPKyoYvn9/3IeHr00eakmx0iGku6q9/nGGhfSOAX14mwp6IgF9c0VFXP9PpkMuv47TSY/nKZ73YV4G8s8//5yamhrOPPPMTo+95557Qn+fOHEixx9/PLNmzeLFF1/k/vvvT3oMZrM5Yl97rmv++z9wAbZZsxg9ZkzMYx0OB5WVlQwePBi73Y7rB5fSvGIFxV8sof+vf4WiKDEfn03qD9bgA/pNmhRxicdEtX9u4uHavoPml/9KUX0DfTUYQ77Lhvegu7q684OiiGed8miitse0+/u+vodeR+EVd+gY3L0NvlCfevC+8Mmnlj2HfiqI1BITrcKezZJ5n4q2tHwfuhMI5J0JhfTABrZVA49E9aioHjqE9FQC+ugs+LdaXsfxyfTzlLWB3OfzYUhyZ8f33nuP0tJSTjjhhIQf27NnTyZMmMCaNWuSunaQoigZ/1Wh1lS3m/oFHwLQ7XvnYovz67Pb7RQUFGA760xa7vklvl27MK1bj3ViZis38VI9HmoD1cGikSMxavh9DT438TAdNpxmQN29O+9eW3rIhvdgfYqPTyaUJ7LMYfhEz5LZ0fvHw1eQiRXc298WDOzGAgOVc6vaHBO+SgzEXsEm0xJ5n4q2tHwfJvp+SmQHz/CJnWpf/6+e9g2MPmHU0+DDE1hucTuRA3q29Y7L6zg+mXqe0hbIP/vss7gDssvl4pZbbuGZZ55J+Dqtra189NFHnH322ZhldrSmnEuW4KutxVBejnXK5IQfb7DbsZ1+Oo7//AfHW2/lTCD37twJHg+KzYahd6+MjSO4W6fvwAF8LS0Y5B/WLiGRUJ7omuPxihWWW1paWLduHaNHj2bXF4fKiO2De3vB+4J/rv2/rW02UIK2myhlc2AX+SnahNH2IR2Ca6IbAJXdjMBgU6iavw3FpMhrV8QlbYH8Jz/5CX/60586DeXNzc3ccMMNrFixIqnrfPLJJ7S0tHDWWWcl9fh9+/axcuVKzjnnnKQen88c770PgG32bBRTci+dgu+d4w/k77xLyQP3J32edAqusGIcPAglyd/aaMFQUoJSUoJaX493504MKU48FrkjlfaVeNXPm5fyKivxBo/2Ffdowu+LtXuqBB6RLhFDemDpRdUT3EnU/6fBpqB6VDbM9+/eK+FcxJK2NHTYYYfxk5/8hKeeeoqpU6dGPKa2tpZrrrmGNWvWcOeddyZ1nXfffZe+fftGbKC/4oor2LNnDx9+6G+7eO+991i4cCHTpk2jZ8+e7Ny5k+effx6j0chVV12V1PXzlaqqobXH7bNmJn0e64knYigvx1dTg2vZcqzHH6fVEHXjCUzwMA0ZktmB4N+x011fj2fHTswSyLuUzkK5XtVxPSQSSmIF8fbHSNjJb+HrkWeTUEg30SakA6ietj9wtn89y2tWBKUtkP/1r3/lqquu4sYbb+Spp55i2rRpbe7ft28fV111Fdu3b+fhhx/mvPPOS/ga9fX1fPrpp1xxxRURJwz6fD68Xm/o8/79+1NdXc3DDz9MY2Mj3bp1Y/Lkydx8880prbCSjzxr1+Gr2odit2OdnHi7SpBiMmE79RRa/v06jg8+yI1Avs1f3TANHpzZgQDGgQNwr16Nd8eOTA9FZEC0UJ5LYTxRElhEuilud8prkPfyrI/YQx7PD5iia0pbIC8qKuLll1/mhz/8ITfddBNPPvkk06dPB/xLzFx99dUcOHCAP/7xj5xySnIbx5SUlLB69eqo97/22mttPh87dmyH20RkrQsXAmA9/ngUmy2lc9lmnkbLv1+n9YMFqA/cn/WrrWRbhRz8u6WK7Fcya1ab3Tq1oGf7ihZtK0IIv/r58zuEcvkBU0ST1obYoqIiXnrpJQ4//HBuuukmFi5cyLp167j00kupq6vjueeeSzqMC321fvIJANaTpqd8LuvUqSg2G95du3CvWZvy+fTm2RqokGdBIDcGJnbKbp0inN795UJ0NfGuziKEVtI+Q62wsJCXXnqJI488kptvvpnLLrsMn8/HK6+8wpQpU9I9HBEHX309rhUrAbDNOCnl8xnsdqzT/S1LrR98kPL59KS63aHwmw0tK8GVVjw7JJCLtrQK5VpX9IUQQnQubYF8zZo1oY9t27Zx2223UVFRgcfj4ec//zkGg6HNMamuAy604/z0M/B6MQ0fHgqEqbKddhoArfOzO5B7d+0CrzfjSx4GGQf6W1a8O3eiqtFXpxD5K1bwlkq5EIekWuXWokqejZNQRXZKWw/5+eef36FXOBgo7rrrrg63K4qS8W2vhZ/zs88AsLabiJsK2ykng6LgXrsWb1UVxt69NTu3lrJlycMgU//+AKhNTfhqazGWl2d4RCKd4gncisuV8iRP6SUXQoj0Slsgf+SRR9J1KaEx5xdLALAer11LkbF7d8xHHYn7m29pXbSYwosu1OzcWgqtsJIF/eNAqFLvq9qHd8cOCeRdSCLV7+CxqQRzCeVCaLPiSqTJnUK0l7ZA/r3vfS9dlxIa8u7bh2fLFlAUrJMmaXpu2/TpuL/5FufChdkbyLNohZUg04CBuKr24dmxE8vYsZkejkiDZFtRUq2WSygXuUrLSZlahHIhOpP538GLrOZcuhQA8xFHYCgt1fTc1pP8E0RbP/0U1ePR9NxayaY1yIOMAw71kYv8l2pfeKqPl0meQqROeslFZySQi5icn/vbVSxTkt8MKBrLuLH+reDr6nF9/Y3m59dCsIc8qyrkA4NrkUsgF/GRUC7yQSZDrSyDKPQmgVzE5FoS6B8/TvsdNRWTCduJJwLg/O9/NT9/qrJtycOg0EorO7ZneCQiHqm0fGi5aoricqV0PgnlIlfoFZ5TPa9UyUUsEshFVN6qKjxbt4LBgHXSsbpcwzpjOnBoJ9Bs4t2ZXUseBsla5CIVqYZyCeZCCKE9CeQiKmegOm4ecwSGkhJdrmELLKXo/uZbvAcP6nKNZAUndBqHDM6KJQ+DQrt17t6N6vVmeDRCL3quKS4tLEIkR6rkQi/ZkzJE1nEu8U/otOq4g6qxd2/Mhx8Oqopz0WLdrpOMbJzQCf7nDLMZ3G68VfsyPRyRo7QI5RLMRbZJR6+39JMLPUggF1E5P/8CAIuOgRzAOt1fJW/N1kCeRRM6ARSjEWO/vgB4d+7I8GiEHtK146YW13EvWqTBSIToOqRKLiKRQC4i8lZV4a2s1LV/PMg6dSoAzk8XZ9V28J4tW4DsC+QQ1ke+XSZ25gKzhrvcak2LUD68ulqCucgtbnfHjwRIlVxoTQK5iMj15QoAzKNHYygu1vVa1mMmoths+PZV49mwQddrJcKzORDIDxue4ZF0FGyjCS7LKEQqtKrISwuLyHqxwncSwVwIrUggFxE5A4HccsxE3a+l2Gyhdc6zpW3F19yMd88eAEzDsjCQB6r2XgnkQiNahnIJ5kJr8bR5dFq1jjdsx3lcKlVyaVsR7UkgFxG5VgYC+cQJabmeLdi2sjg7Arln61YADN27Yywvy/BoOjIGAnmwz10ILaS6Vnk4CeYip0mlXKSZBHLRgc/hwL16DQCWY45JyzWtUwMbBC1ditrampZrxuLZtBkA0/BhGR5JZKYhgwH/0ozZ1Hcv8oOWk0ollIuskEzAjuMx0ksutCKBXHTg/upr8Hgw9O6NsV+/tFzTNHIkhl49odWJc/mXablmLJ7NwUCefe0qEJjUaTCgNjfj278/08MRcdjcs2emh5AQrUO5BHORMamEZh0Dt7StiHASyEUHrhX+dhXrxIkoipKWayqKcqht5dNP03LNWNyBCZ3mLA3kisWCsX9/QNpWhH60Xn5RgrnQSyYr1VIlF1qQQC46SOeEznDWaYFAngUTOz1bsrtCDmAaPAg4tKOoEACG5uYOH6nQY010CeUip0jgFmkggVy0ofp8uFatBDIQyE/095G716zBm8E2DNXrxbM1sClQlvaQw6GVVoJjFdlP7/XIo4XvVMO5XqFcgrnQXZrCtFTJRaokkIs2PJs3o9bVo9jt/i3t08jYowfmI44AwPnpZ7pdx1HXitftjXq/d+dOcLnAZk1bD30yQoFclj4URA/jyR7Xnl67h0ooFzlBp8AtfeQiSAK5aCO0IdDYsShmc9qvH2pb0Wn5wwNba/j7tW/x9s8XRF2dxB1YYcU8dBiK0Zj0tTbWbuD/Nr6O06PPqjHGwOZAXmlZ6fISDdlatLJoSUK5yBRDayuGLFjZSwgJ5KKN4ITOdK0/3p41MLGzdfFiXZbzq1y2E6/Ly/5NB2msjhxIPBs3Aqm1q6iqym+WP8Kra1/h3a3vJH2eWExha5HL0ociGYmGcr2q5CChXOggRlW7fRCPK5h3UiWXthWRirwJ5JdddhkjR46M+PH+++9HfZyqqjz//PNMnz6do446iosuuoivv/46fQPPMsEJndY0rT/envWYiSg2G7591Xg2bND8/I66Q//gNuxtjHiMe73/uuZRo5K+Tk3rQfY7/H3waw6uSfo8sZgGDvAvfdjSgq+6WpdrCO2VzJrV6TGqxZKGkfhJKBddTazgLdVykSl5E8jvu+8+/v3vf7f5mD17NiaTiSlTpkR93AsvvMCTTz7JlVdeyXPPPUdFRQVXX301O3fuTOPos4P3wAG8gSX0LBPGZ2QMis2GZfIkAFp1WG2lpfbQP7ZNB1oiHuNZvx4A0+jkA/nB1oOhv9c4DsY4Mnltlj6UthWRgmwK5ULE8lFpx9/eal2ZllAuMsGU6QFoZXiE5eluv/12jj/+eMrLyyM+xul08txzz3H11Vdz5ZVXAjBhwgROP/10XnzxRe6//34dR5x9XCv9q6uYRozAUFqasXFYp07F+d9FOD/9lG7XX6fpuVvqHIf+XuvocL/qduMObAqUWoW8JvT36hb9qtemIYPx7tiBZ9s2rJMm6XYdkf8Mzc34CgvjPl5xuXSp5NfPmxfXbxFE1xIexCOF8qBT9y+NeZ6Uw7bbDRmYXyXyX94E8vZWrVrFrl27uPXWW2Me09TUxKywf/wtFgunnnoqH374YRpGmV1cGVp/vD3btKk0AK4lS1FbW1FsNs3O7QgL4c4mZ4f7Pdu2gcuFUlgYqj4no661LvT3Zk8zLq8Li1H78GIaMgTnosWy0kqOKZk1KyvbMxIN5UKkQ/38+RAjhIf7sGJyxNtP3ZPYhnOG1lZ8Gv7fI0Rn8jaQv/feexQUFHDyySdHPWbr1q0ADB06tM3tw4YN45VXXqG1tRVbF3pDulYE1h+fmNlAbho5EkOvnvj2VeP8cgW2E0/Q5LyqqtIS1kPuau74a85g/7hp5EgUQ/IdXbXO2jaf1zvrqCjQfut0U2ClFQnk2eP/lkZbQ38g275tBgLtIWWdv89O2/eFZuOKVyKhXKrkIl1OqVsZsTLu8rbdTdpijDzB/cO+J4b+PnOrfgU3xe1GlQq6SEJeBnKPx8O8efOYMWMGBQUFUY9raGjAYrFgtVrb3F5cXIyqqtTX1ycdyFVVpaUlco9yNlKdLlzffAOAb8wRmozd4XC0+TMRpuOOw/XWHJo+/hifRv3srmYXXteh9cdb6ls6fJ2O774DQBk+LKXnoLalps3ne+v3UkjRoeuk8NyE8/btC4B7y5ase73Feu+lQ669ByNZ0Ou4pB53uo6Boz29Qnk2fO+0ep9mUj69D6OF8nDtA3q4YFj/YOipgL7BPBF6v9bz4XWcDno+T/G8D/MykH/++efU1NRw5plnZmwMbrebdevWZez6iTKvW093lwtvSQkbW1pAw7FXJjHh0DZkCKVA08efsP0sbb6PjgNtW1Rq99d1+B6VrlyJDThQUsKOFJ6DqpqqNp+v3rIat93T4bhknptwRq+HCsC9bRvr1q4FJfp/Ruk2YUJmls4MytR7cEigOLbNPTDt1w6aHwgc7cUb1LOhdSWb/v1M9X2aSfnwPgyfIRYrlLt8bT+3tPslZ/uw/kHY+yST4Txdr/Vcfh2nkx7PUzzvw7wM5O+99x6lpaWccELsVofi4mJcLhdOp7NNlbyhoQFFUSgpKUl6DGazOeJE02zV+vkXOADbMRMZrdEOnQ6Hg8rKSgYPHozdbk/osb6KCuoffwLz1q2M7NkTQ/fuKY+nau1+1rA19LkZC6NHj25zTP2evfiAvlNPxNzuvkR88M28UGcCQFHPIkb3P3S+VJ6bcOrw4dSZTBicTkaWlWHo0yfpc+WbTL8Hg9/tud8mtoJJq6fjD1U2kzbrzEcK6lpU0/Wokg+vrsY8bZqm50yUVu/TrkyL96F7f9s2sPBQbjGqUavi7QN6OIvhUEC3GNWIVfN09ZG3/39Ia/I6jk+mn6e8C+Stra189NFHnH322Zg76eMK9o5v27aNUWEramzdupW+ffum1D+uKErGf1WYCEdg7XX75Mmaj9tutyd+zoEDaTniCNxr1mBYsYKC730v5XH4Wvyhxmg24HX7cLd42ozL19xMbWC5y6Kjj8aYwvPgwV8NV1BQUXGojojPQVLPTTtNgwfj2bwZ065d2IYlv5lRvsmW9+D3JxfQ0tKScDAPFymkJypaqG8f0oMBPRuq5Nnw/QNt3qddlRbvw/oIt51S55/z9FHphFAotxg6hvBmt/+9U2hu+/pve1zsYK63dL225HUcn0w9T3mzDnnQJ598QktLC2eddVanx44fP56ioiLmha124Ha7WbBgAVMDO0Z2BaqqHprQmaENgSKxTvVPwnFqtB55cMnDkr7FALgdbSd1utf6f21o6NkTY4oV+VaPf/Jor4JeANS11sY6PCWmw/zVJ8+mzbpdQ6RuiHkHs48q5PuTK2IeZzOpmlXEw7V6lA4fkcwfemroQ4hsd0rdSk7dvxSLUfV/GDq2qoA/mAc/2t/m8vkDusurhKrmH8jrX6RZ3lXI3333Xfr27RuxX+eKK65gz549oSUNrVYr119/PU899RTl5eWMGDGCf/7zn9TV1fHDH/4w3UPPGM/WbfgOHgSrFcuRYzI9nBDr1Kk0PfMsrYsXo6oqSor90cF1x4t7d6Nmex2e1rY93e7AhE7LUUeldB2AVm8gkBf2pqqlinpXpBqPNkyBXwd7NksgzxXhobx+3jw+jLDiSngo16JCHkn4eSP9ENB+UmmsVV/0mtwpRMnpp/uXPozh1P1L+bBictgqK4HXdqAy3j6Ihwt9bm772GAoT3TJRCGSkVeBvL6+nk8//ZQrrrgiYnjz+Xx4vd42t1177bWoqspLL71ETU0No0eP5sUXX2TAgAHpGnbGuVZ8CYDl6KNQ2q04k0nWY48BmxXfvmo8GzdiHjkypfM5Art0Fvfxr3bicXnxeX0YjP5yivvbbwEwH3VkStcBcAYCee/C3nyzv+265FozBwK5WwJ5TiqZNYtT261J3j6gRwrLWof04PliVeeDAT0dyzHKsociUcFNgeIN5tG4fId6zC1GNbRkogRzoae8CuQlJSWsXr066v2vvfZah9sUReH666/n+uuv13NoWc21PBDIjz02wyNpS7HZsE6ejPO/i2j976KUA3mwQl7Sp1voNo/Ti6XAH8hdoUCeeoXcEWhZ6V3QG4B6V13K54xGWlbyz6m1K9p83lkFPUivSnp74ZXzTKyVLkQs8QRziB3O24dy8K9lLqFc6CXveshF4kI7dGZ4Q6BIbIFVFpwff5LyuYI95N16FoX+bfY4/W0rvpaWUKC1aFEh9xxqWQF9K+TBlhXfgQP4avXrVRf66awafGrtCk7b90XoI5pg/3kqfeiJhvrwcK64XEldUwg9nLrn01CAjtRjXmhW20z2bN9jHpz4Gb6KS/gGQ5HIpkAiWRLIuzjvwYN4tmwBwDoxs+vVRmI7zd/D51y6FF9dXUrnCrasFJTbMdv8/2i6A33k7jVrwOfD0Ksnxl69UroOHOoh7x0I5I3uRjy+juuQa8FQWIgxuEGQtK3krfD+7PBwHiukJxvQO5v42d6CXsclvYmREKnqLATHE8zDdRrKKyZrMGq/ktNP1+xcIrdJIO/iXCv81XHTiBEYysoyPJqOTIMHYxoxArxeWhcuTPo8Pq8PR0MgkJfaMduMAKGJne5vtZvQ6fV5cfv8K7j0sFdgCLzN6p06TuwMtq1s3qLbNUR2SzSgxyvRYK4F6R8XeggG85lbP+wQzCNVy4P0DuVCgATyLi/UrnJM9rWrBAWr5K0Lkl8X1lHXCiooBgVbsRWT1T99Ilghd32jXf94sDoOUGAqoNjqX2ax3lmX8rmjCa20smmTbtcQ+oonhCayislp+77g9K0fhj7aS7R6Hm8oj9TvLkRGRKmc+2w2Zm79MGYwj7ZuuYRyoRcJ5F1cNvePB9lPOw2A1oX/RU2yR7W5pgWAgjI7ikHBZAsGcn8lW9MlDwP94wYMmA1mSq3+3zzU6RjIQyutyMROESZ8Y5/wcB5PQE9lLfQPyyYmHcylOi7SKbgBUGfrmIOEcqEvCeRdmNraGlpZxHps9mwI1J553FgMPXqgNjbiXLo0qXM0H/RP6Cws92+HG+wh97R68NXW4tm40X/72KNTHm+wQm41WVEUhRJrCaBzy8rIEQB4NmzQ7RpCf1pXycEfyiPtuNlZQIfUJ4mmEsyF0JPPZsMX2I07WC2H+II5aBPKpX9chMurZQ9FYlzffgsuF4aKCoyDBmV6OFEpBgO2U0+h5Z//onXBh9iS2EW1+aC/Ql7Yw78drtl2qGXFGfgtgWnoUIw9eqQ83mCF3G7yh/9SaykAdU79VkAJLgnp3b0bX309hpIS3a4lMk+1WBJe0cRXWIihuTnq/ZFCuVa7dX5YNrHDUo5CZINgKIe264wfWk0lxtKI4UsiVkzmlLqVuoxRdA1SIe/CwvvHU90FU2+2YNvKgg9R1cQrdcGWlcJyfyAP9pB7Wj24li8HwDJJm3XYg5sCWY3+f+gPBXL9KuSG0tJDK61IlTynxduykcyumNGq5dHEu5qLVqRdRSQr6korSS5DGJwAGqqYGzv/f+ej0uxbqUzkDqmQd2GuL/0bAlmPyd52lSDriSeg2Gx4d+/GvXo1liMTWyu8Jdiy0j1QIbcHKuROD85lgUCu0cZIDo//Wjajf9fTQ4G8TpPzR2MaNQrvnj24163HmmWbPInElMyaRX273Tu1FB7KI1XNY4X2zkK5arG0aVORyrjIZcGq+Yd9T4w7lEulXCRDKuRdlOrzhVo1snmFlSCD3Y51xgwAHO++l/DjmwItKwXd/W0koVVWGppwB/votaqQe5wA2NLYsgJgHj0KAM+6dbpeR2SPZKrk7QWr5uEfqTq1dkXoI15SHRexpNRvrcFmPafuXxr60IL0j4v2JJB3UZ6NG1Hr6lDsdsxjxmR6OHEpOOdsABxvv5Nw20rLwbYtK8EecuPmteDxYOjdC+PAgZqMMzip02byt6yU27sDcNBxUJPzRxMM5O710rKSD/RsXRFCJKBdoA8P5+0DulTHRbKkZaWLcn6xBADLsceg5MhWv9aTZ6AUFuLdtQv3qq+wTBgf92NDkzq7t+0hN21e7T/3scdq1kcfWmUl0LLS3RYI5K0HNDl/NOZRwUC+HlVVs35egNBOMpM8s4lUx4UWVLMZxe2OfKfZDNHuS5GEcKEFqZB3Uc4l/kBunTIlwyOJn8FuxzbTP7mz5e134n6cq8UV2gAo1EMeqJDbtgbWH9eoXQU6rrJSHgjkze5mnJ7WqI9LlWnYMDCbURsb8e7erdt1RPokElSlUi5EJ5IpPulQsJJ2FRGJBPIuSPX5DlXIcyiQA9jPDrStvPsuqscT12OCa5BbCs2hIG6ymTB5HNh3rQfANn26ZmMMBvLgKiuF5sJQtfxgq35tK4rFgmn4MADc69brdh2RXrkUyjN9fSE6FW/ANpvjOjbq6i5CJEgCeRfkWb/B3z9eUIDl6NR3pkwn27SpGMrL8VVX07rwv3E9prld/zj4W1YqGjahqD5Mw4djGjxYszE6Qz3k/hCuKMqhthW9+8hHycTOri7XQrG0q4h4xVNZjisgdxa2dQzZUh0X0Ugg74KcX/iXLcul/vEgxWLBfv55ALT8619xPSa0Bnn3Q4HcbDPRsz5QHT95hqZjdAQq5DajPXRb9+DETh0r5ADmMUcA4Pputa7XEemVaGhVLZa0B/Nc+0FAiFAwb/8RJ6mOCy1JIO+CQv3jxx2X4ZEkp/CSiwFo/fAjvNXVnR7ffCCw5GH5oYBssij0rN8IgO3kkzUdn7PdKitwqI9c70BuOdL/G4/gUo4ifyRTSZaQLLqibA3KUh0XsUgg72JUnw/nUv8yTVpO6PR4fbz66VZeXrQFj9en2XkjMY8ciWXCBPB6aXnj/zo9vrmm7aZAAKbKjVg9zXhMNizHarsxUrCHPDyQByvkNXq3rBzpX8LSu2sX3poaXa8lckM6quXJnl/aVUSuytbQL3KXBPIuxr12HWpdPUphYSi8aeHlRVv580ebeO6Tzfzji0rNzhtNwaX+Knnzq691Ormz/ZKHAIbliwCo6TFK87ad0DrkxrBAbusB6F8hNxQXYxwyBJAqeT5KJcDqFcylCi/SKd4qs56BOZlzS3VcdEYCeRfjCvaPTzpWsyDq9vh4Y/n20Odvr9ylyXljKTjnHAzdu+PdtQvHe7F37jw0qdPfsqL6fKifzAegqvvRmo8tVCFvE8jTM6kTCE3UdX/7ne7XEumXalVZy2AuYVxkMz1CuVTGhV4kkHcxwQmdWrarfLerjgaHB5vZiNGgsLvWwc6DzZqdPxLFbqfwqisBaHrmuZg7d7a0m9TpWrYMdV8VbqOVvd1GaD629jt1QthunTpXyAHMR/kDuUsq5HlLi1aPYDBPJlRrEeqlXUWkQzYEaKmOi3hIIO9CVJcrtP649cQTNDvv8i3+kDl1VE/G9C8B4LuddZqdP5rCK65Asdtxr16N89NPIx7j8/pw1DsBKCjzV8ibX/sbAHvLjsLtMeDTuOc9Yg95oEJe21qDT9W3x95y1JGAVMjznZaBNjycRwvbqQR4IbSUiYCrms1ZEe5F/pJA3oW4VqxEbW7G0KMH5iOO0Oy8X271B/Jjh3VnRJ9iADZVNWp2/miM5WUUXHoJAA0PP4rq6xh0Xc1uVJ+/em4rtuLdtw/H3HkAVFZMAsDj9Go6ruAqK9awlpUyWxkKCl7VS72zTtPrtWceMwYUBe/u3XgPHND1WiKz9KwydxbQUyHVcZFOqYbpVB4r1XERLwnkXUjrIv9ERuvUqSgGbb71DQ4363bXA3DM0HIO69UNgE379A/kAN1uvgmlWzfc331HyxtvdLi/tdFfHTfbzRjNRpqeex7cbswTJ9BQ1A8AjzO+HT/jFayQ28Mq5CaDiVJrKZCGiZ3dumEaFtix8+tvdL2WyDwJt0LEJ5lgLWFcpIsE8i7EGdjZ0jZ9mmbnXLmtBp8Kg3oU0qvEzvDe/kC+ZV+TZteIxdijB91uvQWAhkd/i6+x7Q8CrQ3+QG4rtuKtqqL51dcAKL75ZkxWEwDuVu0CuaqqoUAeXiGHsM2B0jGxc/w4AJwrVuh+LZF5uRTKc2msInslG3bjqZYHj5EWFZFOEsi7CO/+/bjXrAHAOm2qZucNtqscM9QfNgcGJk7WNrto0bjyHE3R1VdhHDIEX3U1dXff02aCZ7BCbutmof7BX6E6HFgmTMA64yRMViOgbYXc7XPjw986E95DDunbHAjAcuyxALi+/FL3a4nsIEFXiPiFh+72H1qQ6rhIVF4F8rfeeotzzz2XI488kkmTJnHNNdfQ2toa9fjLLruMkSNHdvjYsmVLGkedHs5FiwEwH3kkxh49NDmnqqos3+LvUT52mD9sFtnMlBT4/0HbWx/9udeSYrFQ9sTjYDDgePNNmp59LnRfsELeZ++XON5+BwwGSh76FYqiYA5UyLUM5MEVVqDtsoeQvs2BACzHTATA9fXXqC6X7tcT2SHbQ3m2j0/kFvNU7YpLWpIwLpJhyvQAtPLMM8/wwgsvcMMNNzB27Fhqa2tZsmQJXm/sCXvjx4/nzjvvbHNb//799RxqRrR+9BEAVg3bVbbtb2ZXjQOzUWHCkPLQ7f3KCqhvqWd3bSsVml0tNusxEyn55T3UP/AgDb9+CN+BA3S7/X9x1jsYWL2MATvfAaDb/96G5Uj/KiQmm/YtK8F2FbPBjNFgbHNfsEJe66zV7HrRmIYNw1BWhq+2Fvd3q7FMGK/7NUV2CIbe+nnzMjwSIYQQ8cqLQL5161aefvpp/vznPzNt2qHAOXPmzE4fW1xczNixY3UcXeapLhetgf5x+8zTNDvvonX7AH+7SqH10Eupf7mdtbvr2VPXSkWxZpfrVOG11+BraKDxiT/Q9OxzNL38V8ox0sPpX4fcfv75dLvl5tDxoQq5DoG8fXUcoMTiXxKy3lmv2fWiURQFy7HH0PrBApxffimBvAvKtmAu1XGhh80VFQzfvz/TwwiR6rhIVl60rLz55pv079+/TRgXhziXLEFtasLQsyfmo7XbmXLx+mrAv/54uH5l/j7yvXUOza4VD0VRKL7jdspffAHj4EHgdGJwtuAy2mg4+4eU/eHxNqvLBCvkWrashJY8NHUM5MVW/08nDS79AzmA5ZhjAOkj7+qyIQhnwxiE0JuEcZGKvKiQf/PNN4wYMYI///nPvPbaazQ2NjJmzBh+/vOfc3QnAXT58uWMHTsWr9fL0UcfzS233MIxgSCTClVVaWlpSfk8WmgJrLttOmk6jhg99YmobnCybk8DCjBxULc2X2tFkf9ltfNgMwy04nCkN5gzdSrdFnyAr7KSL1/4ks1bFI45fUKHr10xKwA0N7Ro9r2qa64DwGawdjinVfWH9LrWutBzoudzowY2CHIuW05zczOKouh2rUgKCgrSer32suk9mI7vdyzmsGKFO7D8aTqvnS3fh0Rl+vumhXx+Hwa/L55jjsGU4cKDeerUrH2d58PrOB30fJ7ieR/mRSDfv38/q1evZuPGjdx3333Y7XaeffZZrr76ahYsWED37t0jPu6YY47hnHPOYfDgwVRXV/Piiy9y1VVX8dprrzFu3LiUxuR2u1m3bl1K59CEqlIx/wOMwL4Rh+HUaEyLtvlfsEPKTezbsYV9Yfe56t0A7DrYDFiprKzU5JrJ2OvthmpwcKB+P751zjb3tQRaWXbv2INnnTY/qGxybAJAdasdvv8H3P4JsLWO2tBzoutzYzTSy2KB2lo2f/ABnkGD9LtWBBMmTEjr9drLmvdgmEy+F0J6+n+jNby6WvdLbe7ZE7Lse5CMrPi+JakrvA8rKyshg60rmysqcuJ1nsuv43TS43mK532YF4E8+BP4H//4R0aNGgXA0UcfzYwZM/jb3/7GLbfcEvFxN998c5vPp0+fzplnnsmf//xnXnjhhZTGZDabGT58eErn0IJnzRoaDxwAu50hF16IYuvYSpGMl77xb8t+6lEDGD267STY7g1O+Hw5ta0qPlVl6JAh2O12Ta6bqE3eXQAMHTWEPqPbttbUVrRQSwPdS7szevQoTa53cO8BOAClRWWMHj26zX1N7kaoAqfqpN/AfuzesZvBgwfr+tw0Tp6EZ/GnDNizF1sX+3VqtrwHwV9xqays1P37nZCw16fWVfNgRX50J8dlu6z8vuUYPd+HHb4/o0fjXrxYl2tFY546Netf5/I6jk+mn6e8COTFxcWUlpaGwjhAaWkphx9+OJs3b477PAUFBUybNo0PPvgg5TEpipLxXxUC1C/4EADbSSdRWF7eydHxaXC4+Xqnvw/65KP6dfg6B9jsmIwKHq9KncOH3W7P2HPhavJX60srSjqMwVbo/+FE8Ro0G5/P6F+DvMhS1PF6qg2DYsCn+vAY/ePS+7nxnXQS9Ys/xbdkCQU3/kS362SjbHkPhsvkeyGmsB7vVCeB5mO/eNZ+33JAOt6H4d+f9MzQ8cu1nnF5HccnU89TXgTy4cOHs2PHjoj3OZ3OiLd3Baqq+tfeBgrOPUez836xaT9en8rQnkUM7F7Y4X6jQaF3iY1dNQ4Otvg0u26iVFU9tDFQsbXD/bqsQx5cZSXCpE6DYqDYUkyds44GV4Nm14wluAmUc+lSVIcDRaojohORAnWskG6eNo1169YxevRo+c9eZFzJ6adTP39+Wq4jhJbyIpCfdNJJvPnmm6H/FABqa2tZs2YNV155ZdznaWlp4b///S9HBtapznWulavw7t6NUliIbcZJmp138brIq6uE61NawK4aBwdaYq8DrydXsxvV59+109qtYyA32fzrhLs1DOQOj7+33m6KHHxLrCX+QO5uwIxFs+tGYxoxAkPv3viqqnB++SW2LN1IQ2S3WFXvbJ3IJrouvUO5hHGhh7xY9vCUU07hyCOP5Oabb2bu3Ll8/PHH3HDDDVgsFi699FIA7r77bg4//PDQY1asWMENN9zAf/7zH5YuXco777zDD37wA/bv389PfpIfv9p3vOOvjttmztSsMurx+li2xb/T5Akjo2/707fMf72DGQzkweq4yWrEZDF2uN9s02Mdcn8gj1QhByixlAKkrUKuKAq2YJV8UXp7K4UQIlNKTj9dl+AsYVzoJS8CucFg4Pnnn2fs2LHce++9/O///i9FRUX8/e9/p6LCHxp9Pl+bXTsrKipwu9088cQTXHPNNfzqV7+ioqKCf/zjHxx11FGZ+lI0o3o8ON59D4CCc87W7Lzf7qyj2emhrNDC4X1Loh7XtzQYyDPXsuIMtatEDscmHVpWHIGWFbsp8q/uS6z+5yxdgRwOta20frIwbdcUQohsoFWA1ivgCxGUFy0rAOXl5Tz22GNR73/00Ud59NFHQ58PGjSIF198MR1Dy4jWTxbiq67GUF6OdeqJmp33i43+ZaUmDeuOwRB9XeusqJA3BAJ5t8itIcGNgdx6VMgj7NQJUGxJ7+ZAALZp08BsxrNxI+7NmzFnycojQgiRDsEgnUwbi4RwkS55E8hFWy3/+AcABRd8H8WiXa/yim01AEw+rEfM4/qUZb5CHmxZidQ/DmGTOjUM5PH0kEOgQp6m308ZSkuxnngCzk8W4njvfcy3Rl4GVAgh8ll4uI4VziWEi0yQQJ6HvHv30vrxJwAUXHqJZud1uDxsqmoEYNygspjH9gm0rNS3+nB5fGRi7YXQCitRAnmoQq7lKive2D3kxeGB3Aa01sHav8H+tVDUG8ZcDGWDNRtPkP2M2Tg/WUjr+3MplkAuhOjiJHSLbCOBPA+1vP4G+HxYJh2raXvCuj0NeH0qFcVWepXEniRaXmjBZjbQ6vZR3eCktLhIs3HEy9lZhVyHSZ2HesgjPz+lwUmd7gbKD8zD/tEfwHHw0AH/vQ9O+z1MulGzMQHYTpsJxrtwr12LZ+s2TEOHaHp+IYQQQiQvLyZ1ikNUt5vm1/4GQOEl2lXHAb7bUQfAUQNKOz1WURR6BSZT7q3XZlv6RLU2uoDoFXKzzQyA26HHOuSRA3mwQt5Yv40hX/0SxXEQeoyCKbfDoGngdcG8m2DZ05qNCcBYXob1+OMAcLz7rqbnFkIIIURqJJDnGcc77+LduxdDRQX2s8/S9Nzf7qwDYEz/0riO71PqD+T7MhXIG6JvCgRgKfQHcmezC1VVNblmi6cZgIJoPeRG/+0Nbv9x7sk/hR99BzN/B1cuhGn3+g+cfwtUaruduT2w2k7z66+j+jLX2y+EEEKItiSQ5xFVVWl85lkAiq6+CsUaOYgme+7Vu+oAOHJgaVyP6V3iv36mKuTOTnrIrUX+ya4+jw+PS5vVYJpcTQAUmiO06DQfoGTOVf6/msxsPvoe3FPvB2Ogc0xRYPr9cPTloPrg7R+Cq1mTcQHYzzoLpagIb+V2nJ9/odl5hRBCCJEaCeR5xLl4MZ5161AKCii8/DJNz73zYAv1LW4sJgMjexfH9ZjeJf4KeVVdplpWAj3kUSrkZrsZJbB0o6vJlfL1PD4PrV7/11pkaRfI962GF46haPunGALV+F39ZnQ8iaLArCehuD/UboH/PpDyuIIMhYUUnPc9AFr+9nfNziuEEEKI1EggzxOqqtLw2O8AKLjkEgylpZqe/7tAdXxkn2LMpvheNsFAvrfeqelY4nWoQh552UdFUbAW+u9zahDIm92HqtmF5kL/X3w+WP5n+MskqKvEUDaUbpZu/uO9UbYct5XAGc/4/77sj1C7LeWxhcb1P/8DgGP+fLz792t2XiGEEEIkTwJ5nmidNx/3V1+jFBTQ7cYfa37+1Tv9G9kcGceEzqBgD3lVxiZ1xm5ZAbAUaRfIm9z+dpUCUwFGxQh12+G102DuT8DdAkNOhmuXU2LrDkCLL0Y7yogzYOgp/kmeH9+d8tiCzEccjnncOPB4aH7pZc3OK4QQQojkSSDPA6rHQ8Mj/l1Ii667FmPPnppfY02gQj6mf0ncj+kTqJDXtbhxuLRbySQerhY3Hqe/L9xeGn2JRmsokKdexW9y+ddoLzIXwVcvw5+PhG0fg8nub0O5bAEUdKfE6m/5afbGCOSKAqc+Biiw+l+wa3nK4wvq9pMf+cf70sv4ams1O68QQgghkiOBPA80/eVFPFu3Yigvp+iG6zU/v8PlYfM+f9iMd4UVgCKbCbvZ36O9N8195C21/g16zHZzaL3xSEItK83aVcgLm6vh7avB1Qj9p8CPvoFJN4HB/3Yrtvh/qGnxRWlZCeoz1j/BE+DDn4JGK8HYZs7ENHo0alMTTX95UZNzCiGEECJ5EshznKeyksZA73jxz+/C0K2b5tdYt6cBnwoVxVZ6lkTegTKaHgX+l9iOg9qtFhKPYCAvKIs9XquWLSsHNwJQ1HwAjBY45Tdw9afQ/bA2x5VYSwFo9jV1ftIZvwKTDbYvho3vpTxGAMVgoPi2W/1jfvElvAcOaHJeIYQQQiRHAnkOU30+6n52F2prK5bjjqPgkot1uc7qBNcfD9ev2F+d3lTVqOGIOtdSEwjk5bF3FA0F8sYUA/meldR/+msAShUzXLscTvgZGIwdDi0JbA4UdVJnm4MHwORb/X//8Gfg1ab1xzbrdMxjxqA2NlL/wK80OacQQgghkiOBPIc1/uGPOD//HMVmo+y3j6Ioii7XWb3LP6Ezkf7xoP4lGQrkwQp5jP5xAFug4u+odyR/sb1fw6unUot/s53S0d+H3kdHPbzE4u8hjzmpM9wJd4G9OxxYD1+9lPw4wygGA6WPPgyKguPNN2ld/Kkm5xVCCCFE4iSQ56jWjz6m8fEnACh55GFMQ4boch2vT2VVZQ0ARw8qS/jxwUC+sapB03F1prnGX30uKIsdyIt6FPiPP5hkIN/3Hbx6CrTWUlvSH4Cybn1jPqQ4UCFviTWpM5yt5NAOngvvBWccrS5xsIwbR+FVVwJQ99Of4a2RCZ5CCCFEJkggz0HO5cupueFHoKoUXnE5hRdeoNu11u+pp6nVQ5HNxOi+SVTIi/0tG1V1rdS3pN6nHa+GKn9o7dYrwo6ZYQrLg4E8jvaR9qrXwisng+Mg9D2G2n4TASizxv7BpSQwqbMp3go5wMQboGwYNO+Dhb9MfKxRFP/spxgHDcS7axe1P/oxqie9q+EIIYQQQgJ5znEuX87By65AdTiwTptKyf336Xq95VsOAjBhSDlGQ+ItMXazgQGBPu5vdtRpObSYGgItMiV9Yk9yLeweCOQ1CQby/evglRnQsh/6jIfLPuCAy9/aU27vHvOhFQX+ZSnrPXV4fd74rmeywOyn/X9f+kfY8Xli443C0K0b3V/8C0pBAc7PPqPu53ej+nyanFsIIYQQ8ZFAnkOa//kvDlx4MWpTE5bjjvMHKUvkXSi18t911QBMHtYj6XOMH1QKHAr3elNVNVQhL+7dSYU8EMhb6514nHFWh/evh7+e5K9W9zoaLluAz1ZCVfNeAPoUxm5Z6VnQE4vBghcv+xz74rsmwGGnw9grARXeugJaauJ/bAzm0aMp+8MToCi0/OOf1N76v6hutybnFkIIIUTnJJDnAO++fRy87gbq7vgpuN3YZs+m+ysvo9hj90enavuBZjbsbcBoUDjp8F5Jn2f84FIAlm7ej6rRWtqxNO1vxtPqwWBUOm1ZsXazYCv27+RZG9iNNKYdX8DLJwbC+FFw+UdQ0J0DjgO4fW5MBhMVBRUxT2FQDPQr7AfA7uZd8X1RQTOfgJJBULsF3rgQPNq0AdnPmE3Z00+C0YjjP//hwPkX4Nm5U5NzCyGEECI2CeRZzHvwIPWP/oZ9U6fT+v77YDTS7Y7bKX/uGQwFBbpf/41lOwCYPLwHpYXJV+InDCrFZjayq8bBt4ElFPW0f5O/El8+uAyjueOyg+EURaF8sL/n+2BlXfQDfT5Y9nSgTeWAv03l8o+h0P+bg8r6bQD0LeyHUYl9TYABRQMB2NqwtdNj27CXwiXvgLnQvwvoP88GlzZrvBecey7lf3kBpbgY18qVVJ98Kg1P/AFfc3rXkBdCCCG6GgnkWcZ78CAtb77FwWuupWrCMTQ99TRqUxPmo4+iYu77FN92K4pB/29b5f4m3lnlr95ePGVQSucqsJo4ZUxvAP66eKvuVfJd31QB0HNEfG02PYb4A/m+9fsjH1C5GP46HebdBF4njDwHrlocCuMAaw6uAWBU+ai4rnl4+REAfHvg67iOb6P3UXDxW2AugC0fwLPjYOsnmuzkaT/tVHoumI/l2GNQm5tp/N3vqZp4LHV3/wLnkiXSyiKEEELoIPqe4kJX7k2b8O7YiXfvXrx79uDetAn36jV4d+xoc5x57NF0u+lGbKedlpYgrqoqX2+v5ddzVuPy+Jg8vAcTh5SnfN7LTxzC/G/3sGTTAf704UaumT4cm6XzSnKiHA2tbP18OwCDJ/WP6zEDxvfl27fXUbl0J1N+MBKL74B/0ubuZbB+Duxf6z/QXODfffOYH0PY98LpaeXT3YsBOKoi+vrj4Y7qfjQKClsatrC+Zh2jykfH/0UCDDvVX6F//ftQswlePRn6ToTR58GA46DHKCjsCUmsTW8aMIAe//k/HO+9T8NvH8O7bRvNr7xK8yuvohQVYT7qKGwnTafoumtRTPJPiBBCCJEqRU1HU28Xs2rVKlRVxRJlwqX17XcofObZqI/3DB2Ke+IEXNOn4x2qz/ri0fzr63o+3uxvUehRaOTO6T0otScXnFVVxe12YzabURSFjzY18e9v/OuRD+tu5q6TYvdaJ2PzWzupXlmDvaeNsTeOQIljZRjVq/LN46toqTdxfP9XGFPxUZv7fQYztYPOZf+oa3AX9Onw+G8av+b16n/RzVjM7QN/itlg7vyaqsrrVf/i25Zv6GXpzc0Dbo37awxncDXQe81TlFW+hcHXtp/cZ7Sxc+Kvaeh/WlLn9p/Eh+mbb7F++CHmlSsx1B9aT77uhefwDRgQ9aEWi4WRI0cmf+0UdPYeTLf274V8Il9bdsvn92E+fH/SQZ6n+Oj5PMXzPpRAroOvvvoKVVUxmzsPZkLkq0wGAXkPCuEn70MhMk8CuRBCCCGEEFlOJnUKIYQQQgiRQRLIhRBCCCGEyCAJ5EIIIYQQQmSQBHIhhBBCCCEySAK5EEIIIYQQGSSBXAghhBBCiAySQC6EEEIIIUQGSSAXQgghhBAigySQCyGEEEIIkUESyIUQQgghhMggCeRCCCGEEEJkkARyIYQQQgghMkgCuRBCCCGEEBkkgVwIIYQQQogMkkAuhBBCCCFEBkkgF0IIIYQQIoMkkAshhBBCCJFBEsiFEEIIIYTIIAnkQgghhBBCZJAEciGEEEIIITJIArkQQgghhBAZJIFcBxs2bGDDhg2ZHoYQXZa8B4XIPHkfChE/CeQ6cLlcuFyuTA8j45xOJytXrsTpdGZ6KFlHnht9Zdt7MJ+/3/K1iWj0fh/K9yc+8jzFJ9PPkwRyoRuv19vmT3GIPDddSz5/v+VrE5ki35/4yPMUn0w/TxLIhRBCCCGEyCAJ5EIIIYQQQmSQBHIhhBBCCCEySAK5EEIIIYQQGSSBXAghhBBCiAySQC6EEEIIIUQGmTI9ACGEEIeoqorjnXdxvPc+5pEjKLruWgzFxZkelhBCCB1JIBdCiCzS9PwLNDz4KwBa586lddFievzrHxgKCzM8MiGEEHqRlhUhhMgS7s1baHj0NwDYTjsVpbQE96pVND7+RIZHJoQQQk8SyIUQIks0v/giuFxYp02l/KUXKX/ySQCaXnwJT2VlZgcnhBBCNxLIhRAiC/gaG2n5v/8A0O0nP0FRFGwnz8A69URwu2l66eUMj1AIIYReJJALIUQWaP34Y9SWFkzDhmE5bkro9qIbrgeg5d+v42tszNTwhBBC6EgCuRBCZIHWjz4GwDbrdBRFCd1unToV07BhqE1NOObOy9TwhBBC6EgCuRBCZJjq8dC6cCEAtlNObnOfoigUnH8eAI635qR7aEIIIdJAArkQQmSYe/Vq1Lp6lJISLOPHd7jf/r1zAXB+/jneAwfSPDohhBB6k0AuhBAZ5vpyBQCWiRNRjMYO95sGDsR85JHg8+Fc+N80j04IIYTeJJALIUSGOQOB3DpxQtRjbDNOAvyTP4UQQuQXCeRCCJFBqqriWhmokB8zMepxtpP9veWtixajut1pGZsQQoj0kEAuhBAZ5Kuqwle1DwwGzEcfHfU489ijMZSXozY04FqxIo0jFEIIoTcJ5EIIkUHutesAMA0fjqGgIOpxitGIdfp0AFo//iQdQxNCiC5leHU17kWLqJ83j/p56V1mVgK5EEJkkHvNGgDMRxze6bG2U2YA0PqJBHIhhNBK/bx5uBctyugYTBm9uhBCdHHuNWsBMB/eeSC3njgVAM+GjXgPHMDYo4euYxNCiHyW7ip4LFIhF0KIDHKvDQTyOCrkxvIyTKNHA+BaslTXcQkhRD7LpjAOEsiFECJj1NZWPJWVAJgDQbsz1uOmAOBcskSvYQkhRF7LtjAOEsiFECJjPNu2gc+HUlKCoaIirsdYp0wGwCkVciGESFg2hnGQQC6EEBnj3rQZANOwYSiKEtdjLJP8gdyz0d9HLoQQIj7ZGsZBArkQmlO9XpxfLKFlzhycXyxB9XozPSSRpTxbtgBgPmx43I+RPnIhhEhcNodxkEAuhKYcc+dRNWkKBy64kNqf3MSBCy6katIUHHOz+x8CkRmezYEK+fD4AzlIH7kQQuitZNastF5PArkQGnHMnUfNddfj27u3ze2+qipqrrteQrnowLPZXyE3DR+W0OOskyYB4Fz+peZjEkKIfJPt1XGQQC6EJlSvl7p77wNVjXCn/7b6++6X9hURoqoqnu3bATANGZLQYy0TJwDgWb8eX2Oj5mMTQoh8kUwYT3d1HCSQC6EJ17LlHSrjbagq3j17cC1bnr5Biazmq61DDYRpU//+CT3W2KsXxoEDQVVxffWVHsMTQgiRRhLIhdCAt3qfpseJ/OfduQMAQ6+eKHZ7wo8PVsldK1ZqOi4hhMgXyVTHzdOm6TCSzkkgF0IDxp69ND1O5D/Pdn8gNw0YmNTjLROCgXyFZmMSQoh8kUwY39yzpw4jiY8EciE0YJl0LIY+fSDaWtKKgrFvXyyTjk3vwETW8u7cCeBvPUmCZeJEAFyrvpK5CUIIkeMkkAuhAcVopPTBBwKftAvlgc9LHrgfxWhM88hEtgpVyAcOSOrx5lEjUQoLURsb8WzcqOXQhBAip+VSq0qQBHIhNGKfPYvy55/D0Lt3m9uNffpQ/vxz2Genf9a2yF7BHvJkK+SKyYRl3DhA+siFECIVmVhVpT1TpgcgRD6xz56FbeZpuJYtx1u9D2PPXlgmHSuVcdGBZ0dqFXLwT+x0fvYZzhUrKbzsf7QamhBCdBnZEMZBArkQmlOMxtBOikJEonq9eHftBsA4cFDS5zm00opM7BRCCEisXSVbwjhIy4oQQqSdd+9e8HjAbMbYO/mVdyzjx/vPV1mJ98ABrYYnhBB5L5vCOEggF0KItPPuCKyw0r9/Su1MhpISTCNHAFIlF0KIeGVbGAcJ5EIIkXaeHduB1PrHg8KXPxRCCBFbNoZxkEAuhBBpF6qQJ7kpUDjL+MBKK6tWpXwuIYTIZ9kaxkECuRBCpJ0nsCmQJhXyQB+5++tvUD2elM8nhBC5LFLoLpk1K6vDOOToKivz5s3jnXfeYc2aNTQ0NDBo0CAuu+wyzj//fJSwTVneeOMN/vKXv7Bnzx6GDBnCbbfdxkknndTmXI2NjTzyyCN89NFHuN1uTjzxRO655x56ZnD7VCFEfvPu2QOAsX+/lM9lGj4cpVs31MZG3Os3YBlzRMrnFEKIXJbt4TuSnKyQ//Wvf8Vut3PXXXfxzDPPMHXqVH75y1/ypz/9KXTM+++/zy9/+UtmzZrFCy+8wNixY7nxxhv5+uuv25zr1ltv5fPPP+f+++/nd7/7Hdu2bePaa6/FI5UmIYROvHv3Av5No1KlGAxYxo0FwC1tK0IIkZNyskL+zDPPUF5eHvp8ypQp1NXV8fLLL/PjH/8Yg8HAk08+yRlnnMGtt94KwOTJk9m4cSN/+tOfeOGFFwD46quv+Oyzz3jxxRc54YQTABgyZAizZ89mwYIFzJ49O+1fmxAiv6mqindvFaBNIAd/24pz8ae4Vq2i8PLLNDmnEEKI9MnJCnl4GA8aPXo0TU1NtLS0sHPnTiorK5nV7lcWs2fPZsmSJbhcLgAWL15McXExxx9/fOiYoUOHMnr0aBYvXqzvFyGE6JJ8NTUQ+DfI2Cv5NcjDBfvIZaUVIYTITTkZyCNZuXIlvXr1oqioiK1btwL+ane4YcOG4Xa72RmYULV161aGDBnSpu8c/KE8eA4hhNBSsF3FUFGBYrFock7zOP9KK54tW/DV1mpyTiGEEOmTky0r7a1YsYK5c+dy5513AlBfXw9AcXFxm+OCnwfvb2hooFu3bh3OV1JSwurVq1Mak6qqtLS0pHSOXOdwONr8KQ7pCs9NQUFBRq+fTe/B8O+3cVslAEqvntqNz2bFMHgwvspKGpctwzx1qjbnjUM+v5bz4WvL5/dhPnx/0kGep/jo+TzF8z7M+UBeVVXFbbfdxqRJk7j88sszPZwQt9vNunXrMj2MrFBZWZnpIWStfH5uJkyYkNHrZ+N7sLKyEvvXX1MCNBcWslvD8ZUMGYy9spKqDz+iqaJCs/PGK59fy7n8tXWF92Euf3/SSZ6n+OjxPMXzPszpQN7Q0MC1115LaWkpTz31FAaDvwOnpKQE8C9pWBH2H1NDQ0Ob+4uLi6mqqupw3vr6+tAxyTKbzQwfPjylc+Q6h8NBZWUlgwcPxm63Z3o4WUWeG/1l03sw/PuNotAKlIwYQZ/RozW7Ruu0qTgW/pfS3bsZoOF5O5PPr+V8/trSRc/3oXx/4iPPU3wy/TzlbCBvbW3l+uuvp7GxkX//+99tWk+GDh0K+HvEg38Pfm42mxkwYEDouCVLlqCqaps+8m3btjFixIiUxqcoSsZ/VZgt7Ha7PBdRyHOjn2x8D9rtdlr3HwDAOmCApuMzTZmCA/B++x12mw3FkN4pQvn8Ws7nr01v6XgfyvcnPvI8xSdTz1NOTur0eDzceuutbN26lb/85S/0ardSwYABAxg8eDDz589vc/vcuXOZMmUKlsBEqqlTp1JfX8+SJUtCx2zbto21a9cyNY09mEKIrsOn4Rrk4cyjRqHYbKj19XhkUroQQuSUnKyQP/DAAyxcuJC77rqLpqamNpv9HH744VgsFm666SbuuOMOBg4cyKRJk5g7dy7ffvstf/vb30LHjhs3jhNOOIG7776bO++8E6vVyhNPPMHIkSM57bTTMvCVCSHy3aFNgXprel7FZMI89mhcS5fhWrkKc5a06wghhOhcTgbyzz//HIBHH320w30ff/wx/fv358wzz8ThcPDCCy/w/PPPM2TIEJ5++mnGBZYHC/rDH/7AI488wr333ovH4+GEE07gnnvuwWTKyadGCJHF/JsC6VMhB/965K6ly3Ct+orCiy7U/PxCCCH0kZOp85NPPonruAsuuIALLrgg5jHdunXj4Ycf5uGHH9ZiaEIIEZVaX48aWFLL2FvbCjmAZby/4OBetUrzcwshhNBPTvaQCyFELvIFVnUylJej2Gyan98S+A2ge/16fM3Nmp9fCCGEPiSQCyFEmqhV+wB92lXAX3U39usHPh/ub77V5RpCCCG0J4FcCCHSJFghN/bVJ5DDobYV18qVul1DCCGEtnQP5E8//TQbN26Mev+mTZt4+umn9R6GEEJknG+fv0Ju6KV9/3iQZfx4AFzSRy6EEDkjLYF8w4YNUe/ftGkTf/rTn/QehhBCZJwvsCmQsVdP3a5hDgXyr1BVVbfrCCGE0E7GW1bq6uowm82ZHoYQQuhO3V8NgLGnfoHcMuYIMJvxHTiAd+dO3a4jhEjdxo8qMz0EkSV0Wfbwyy+/ZNmyZaHPP/zwQ7Zv397huMbGRubOnZvyNvVCCJELfPv3A2DQMZArNhvmMUfg/uprXKtWYRo4ULdrCSGSJ2FchNMlkC9btizUF64oCgsWLGDBggURjx0+fDi//OUv9RiGEEJkFV+1P5Abe1boeh3L+PGBQP4VBeeeq+u1hBDJ6+VeR/28dW1uK5k1K0OjEZmkSyC/5ppr+MEPfoCqqhx33HE88MADHbaiVxQFu92O1WrVYwhCCJFdfD7UgwcBMPbspeulLOPH0fyiTOwUIlvFqo7Xz5snobwL0iWQ22w2bIFNLz7++GPKy8ux2+16XEoIIXKC0tgIHg8oCoaKHrpeK7jSinv1GtTWVl02IRJCJK5+3jz/X8yjMzsQkXV0n9TZr18/CeNCiC7PWFMLBHbp1Hkiu3HAAAw9eoDbjWv1Gl2vJYSITzCM7wuE8V7udbEOF12M5hXyGTNmoChKQo9RFIWPPvpI66EIIUTWMNQFArnO/ePg/zfVMn4crQs+xL1qFdaJE3S/phAiulBlPIHjpW2la9E8kB977LEJB3IhhMh3hkCFXM8lD8NZxo+ndcGH0kcuRIaFh3GpjotoNA/kjz76qNanFEKInGesTX8gB/8GQUKIzGhfGVfdKopZipaio4xvDCSEEF2BoTbYspKeQG4++igwGPDu3o23qiot1xRCHNI+jEt1XMSiyyor4b788su4jjvmmGN0HolIF9XrxbVsOa6dO7E4WlBl4ychQoE8XRVyQ1ERppEj8axbh+urr7BLP6oQaROpZ9xT78NUYgB3BgYksp7ugfyyyy6Lq6d83Tr5iTEfOObOo+7e+/Dt3QtAOVD/1J8w/OpB7LMlEIiuK7TKSpoCOfjbVjzr1uFaJYFciHSJFMb91XGfVMdFVLoH8ldffbXDbV6vl927d/P666/j8/m4/fbb9R6GSAPH3HnUXHc9qGqb29V9+6i57nrKn39OQrnoskIV8l5pDOQTxtHy97/LxE4h0iTaaiqeel9C55EVVroe3QP5scceG/W+8847j0svvZTly5czZcoUvYcidKR6vdTde1+HMO6/UwVFof6++7HNPA3FaEz/AIXIsFAgr0hvhRzA/fU3qB4Pikn3f/KF6LI6W9qwX8GGNI1EP+Ffo/zQoK2MTuo0GAycccYZvPHGG5kchtCAa9nyUJtKRKqKd88eXMuWp29QQmQJtbkZQ2srAIY0VshNw4ahlJSgtrbilrZAITJid8tIABS3u81HLqmfN6/DDxyJrq0uYsv4Kiv19fU0NjZmehgiRd7qfZoeJ0Q+8e3f7/9LYQGGwsK0XVcxGLCMGwuAa6W0rQihl2jhNBi8TSUZj1tJiRTEhT50//3lnj17It7e0NDAihUrePHFF5k4caLewxA6M/bspelxQuQTX7U/kBvS2K4SZBk/Hud/F/nXI7/yirRfX4h8FyuM73KPAaB3y7fpHJImJIinl+6BfMaMGVFXWVFVlbFjx/LAAw/oPQyhM8ukYzH06YOvqipyH7miYOzTB8uk6HMKhMhXaqBCbujRI+3XtowfByATO4XQQWeV8WRkQ2+2hPH00z2QP/zwwx0CuaIoFBcXM3DgQIYPH673EEQaKEYjpQ8+4F9lRVHahvLA97/kgftlQqfokoItK0rPirRf2zJ2LADebdvw1tRiLC9L+xiE6EqCYTxYHe9vXp3J4SRMwnhm6B7IzzvvPL0vIbKEffYsyp9/rs065ABK716UPSjrkIuuKxjIDRXpD+SGsjJMw4bh2bIF91dfYTx5RtrHIEQ+ihRcwyvjnjofplIDhubm0G2+NM4hSYaE8cyRNbCEpuyzZ2GbeRquZctx7NzJTkcLQ88/H3u3bpkeWvbxenEvW0ZLfT3Gnr2wTDpWfoOQp9QMBnLwt614tmzBtWoVNgnkQqSsszDur477GOhalsZRpSbRMJ4NrTX5JC2BfP/+/fzf//0fa9eupbGxEZ+v7QL5iqLwyiuvpGMoIg0UoxHrcVPwthyNa906CZkRuD5YQMV999N08GDoNkOfPpQ++ID8JiEPBSd1KhkL5ONpeeP/pI9cCA10FsYNzc14WhLbCChIQm7XpXsgX79+PZdffjmtra0MGTKEjRs3Mnz4cBoaGti3bx8DBw6kd+/eeg9DiKzhmDuP5ptuxtBu8quvqkp2NM1T6oHMVsjNgQ2CXF99jerzoRhycwk2IbJR+zC+wzIJWnwMLfiyw7GG5uasbFuRVpXM0/1f5d///vcUFBQwf/58Xn75ZVRV5e6772bRokU88cQT1NfXc8cdd+g9DJEpwbaMOXNwfrEE1evN9IgyKnxH0w5rDwUCev1993f55ynfhJY9zMCkTgDzqJEodjtqYyOezZszMgYh8kH74No+jAO0Vubepj+Jkkq+9nQP5KtWreKiiy6ib9++GAJVGTUQPGbNmsVZZ53Fb3/7W72HITLA9cECKq65jqb/uZzan9zEgQsupGrSFBxzu+5P4rKjadejulyotbUAKD0yE8gVkwnz2KMBWf5QiGTFCq7BML7DMgkgYnW8M5kIuVIZzx66B3Kfz0ePwNq7xcXFGI1G6urqQvePHDmSNWvW6D0MkWahtoywHmk41JbRVUO57Gja9fgO+N8DqtGIUlaasXFYgm0rq77K2BiEyCfB6nj4KiqdVceD7Sqq2azfwHQm1XF96B7I+/fvz65du/wXMxjo378/S5YsCd2/atUquskKHHlF2jKikx1Nu57gD1e+stKM9m7LBkFCJC9aq0p4GN9dOhmAoqOtCZ8/V6rjEsb1o/v/DieccALz588PfX7JJZfwxhtvcOWVV3LFFVcwZ84czjzzTL2HIdLI+cVSacuIIrijKVF2r0VRMPbtKzua5hFvdTUAvtLMbshjGecP5J71G/A1NWV0LELkknjCOEDzWhcAffcvQYhE6R7Ib7jhBn7/+9/jDryAr7jiCm6++Wbq6upobGzkxz/+MbfeeqvewxBp4pg7j5obbojr2K7YlhHc0RRA7XCn7Giaj3z7/IHcm+EdMo29emHs3x9UFffX32R0LELkinjD+O7SybjrvNgG50YrilTHs4/mgfzVV19l27Ztoc9LSkoYM2YM5kC/lKIo/PjHP2bOnDm8+eab3HTTTVgsFq2HITLAMXceNdddjxo2RyCWrtqWYZ89i8KnnsTXvXub2419+siSh3nIG9gUyFeW+S3rpW1FiORFC+MAdV84AFjbr/MW3Pb947kQdHNhjLlO83XIH3nkEcrKyhgyZAgAo0eP5re//S1nnXWW1pcSWSS8b7xTioKxT58u3ZZhmXka+/v1ZXhzM2bZqTOveQMV8uwI5ONxvPOuBHIh4hCpihwpjO+pmAK0YB9s4fRtH0U9X7asPy47cmYnzQN5cXExB8NW1lDjCWgi53W6nF870pYBGI2YJ02ioKAg0yMROvIFWrO8WRLIwb/SiqqqKNHmMgjRxUVqVYkUxucPOYUB7/t/C7bxiBKGbutwSE6TMJ4+mgfySZMm8dRTT7Fu3brQ6ilz5szhm29i9yzec889Wg9FpFG8/eBKaSllj/1W2jJElxGa1JkFgdw85giwWPAdPIi3shJT4DeZQohD4g3jAEc1NVNd76ZgkC1mdTwol9pVsnls+UjzQH7ffffx8MMP8/nnn3Pw4EEUReHzzz/n888/j/oYRVEkkOe4ePvBy597BtsJJ+g8GiGyR3CXTl+GJ3UCKFYrlqOOwrViBc7lyyWQC9GJ8J042wuvjm89vpwReVQdlzCefpoH8u7du/P73/8+9PmoUaN47LHHpIc8zwWX8/NVVUXuIw/0jVunTEn/4ITIEFVVQ5M6s6FlBcAyeRKuFStwLV1G4UUXZXo4QmSV8Op4rEmcQe56N+aSzldWidQ/nq2hN1vHle90X/bwkUceYVxg/VuRv8KX8+uwxrYs5ye6KF9tLQT+U/eVlmZ2MAHWyf6tvZ3LlmV4JEJkl3gncYK/Oj708xoAtpzeM6l2lWwkYTxzdA/k3/ve9+jfvz8ul4uvvvqKjz76iJqaGr0vKzLAPnsW5c8/h6F37za3K717yXJ+okvy7fPPrVDKSiFL/jO2TJwIBgPe7Tvw7ol/IrYQ+SyRvvH5Q07B5VU4sLYGc4kZi1HFGLaYRbaLFLpLZs2SMJ5hmresRPLqq6/y9NNP09jYCMBLL73ElClTqKmpYdasWfz0pz/l+9//fjqGInRmnz0L28zTcC1bjmPnTnY6Whh6/vnYu3W+NqsQ+SbYrqJU9MzwSA4xdOuGecwRuL/9DueypRR873uZHpIQWSVWGDcePAhDYNTSgxwAyqYVcNSKf8c8Xza2q2T6+qIj3Svk//nPf3j44Yc58cQTeeihh9osg1heXs7kyZOZO3eu3sMQaaQYjViPm4LlrDNxHXmktKmILiu4S6ehR48Mj6Qt6+TJADiXLs/wSITIvPZ947HC+PsTLwpVxwsKC/i2KL61xXOhXUVklu6B/OWXX+bkk0/m97//PSeddFKH+4844gg2bdqk9zBEmqheL84vltAyZw7uZcvA6830kITImOCSh4aeFRkeSVuWQB+5S/rIRRcXaRJnJOEtKWPW1wHQ8+wSzuikOi5EvHQP5Nu3b2fq1KlR7y8tLaUuzq3Ww8957733cs4553D44Ydz5plnRjzujTfeYObMmRx55JGcffbZLFy4sMMxjY2N3H333Rx77LGMGzeOm2++merAf6IiMS3vvU/VuAkcuOBCan9yE03/czkV11yH64MFmR6aEBkR3KVTqciyQH6Mf5dcz6ZNeA8cyPBohMiMeCdxBsP4+xMvYn+LgQXzPwBghb0oqetKu4iIRPdAXlxcTG1tbdT7N2/eTEWC/1lt2rSJRYsWMWjQIIYNGxbxmPfff59f/vKXzJo1ixdeeIGxY8dy44038vXXX7c57tZbb+Xzzz/n/vvv53e/+x3btm3j2muvxePxJDSmrq7+1w9Re/0N+NpNbDEcPEjzTTfjmJvYVr1C5APf/kCFPMsCubG8DNOokQC4ln+Z4dEIkXnRWlXCK+Mur8K02noA+s/uhcXY+U7kkfrHhYhE90A+depUXn/9dRoaGjrct2nTJt544w1mzJiR0DlnzJjBokWLePLJJzniiCMiHvPkk09yxhlncOuttzJ58mQefPBBjjzySP70pz+Fjvnqq6/47LPPeOihh5g9ezYnn3wyf/zjH9mwYQMLFkhVN5rwthTnF0tofuddmp55NuKxCoCqUn/f/ajSviK6mFDLSpYFcgDrpMDyh0ulbUV0PfH0jYeH8fcnXkS9U2HXXP/KSYvK4m9Xkf5xEQ/dA/mtt96K1+vlzDPP5A9/+AOKojBnzhzuuOMOzj//fMrLy/nxj3+c0DkNhtjD3rlzJ5WVlcxq92uh2bNns2TJElwuFwCLFy+muLiY448/PnTM0KFDGT16NIsXL05oTF2FY+48qiZNCbWlHLjgQup+/JNOH+fdswfXsvRPIPN5fez5rorNi7ex57sqfF5f2scguq5sbVkBsAQmdrqWLs3wSIRIr3j6xtsvYxisjn/bsIoZk0+hoiC5/0ukXUVEo/uyh7169eLNN9/k8ccfZ968eaiqyttvv01hYSFnnHEGd9xxB+Xl5Zpec+vWrQAMabct9LBhw3C73ezcuZNhw4axdetWhgwZgtJuI5uhQ4eGziEOccydR81113fciTPSzpwReKv36TCq6LYu2cEXL6yg+WBL6LbC7gUcd+1Ehk4ZmNaxiK7JFz6ps7U1w6NpK7hBkHvtWrw1tRjLs2MnUSHSrX11vH0Yf3/iRdS3KNQs8i/dvGxcD65c8c9OzyvtKiIRaVmHvHv37jz00EM89NBD1NTU4PP5KC8v77TSnaz6en+PV3FxcZvbg58H729oaKBbhPWxS0pKWL16dUpjUFWVlpaWzg/McqrXi2fFCnxV+3A8/Ejc4TsSd0lJ2p6THct3s+iJjr+Kbz7YwoePLmbabZMYeGy/tIwlEofD0ebPfFRQUJDR62f6Pag2NaEG/qN3dusGra3Z9f0uKsJw2GH4Nm2iceFCLLNOT+o0+fxazoevLZ/fh8l8f9yLFoX+HqlVpX0YN+7fz/4WA9Nq65m79zNOHHUSW6wqxv378cbxm6/27SrxPBfhYwQwT5vW6WNiyYfXcTro+TzF8z5MSyAPp3U1PFu53W7WrVuX6WGkxPrFEopf+IsmO5B5S0rYXFgIaXhOVJ/Kty9ujnnMFy+upKmwHsWgxDxOb5WVlRm9vp4mTJiQ0etn+j1o3L2bCsBnt7E9sEFQtn2/u40aSeGmTeyfO4+GwYNSOle2fW1ayuWvrSu8D+P9/gwPW0Et3jD+zqwboYVQdXzVSb344YInO5zb2717XGOI9lwMj7G6WzCgb+6Z2gZjufw6Tic9nqd43oeaB/Knn3464ccoisJPftJ5H3K8SkpKAP+ShuEruAQnlgbvLy4upqqqqsPj6+vrQ8cky2w2M3z48JTOkUmuDxbQ/JvfplQRB1DxT+zs9qsH6TFmjCZj60zV2v24G9bHPMbd4KFcqaD36Mz09jocDiorKxk8eDB2uz0jY8h3mX4PuhsaaQJMvXszePDgrPx+u86YTfO771G0fj39Ro9O6hz5/FrO568tXfR8Hyby/Wlfde6MMfBD9P4WAyf7GnknUB1fFefjo7WrjA57nyU6ptHyHtVVpp+ntATyYI+22i7cKYqCqqqaB/KhQ4cC/l7y4N+Dn5vNZgYMGBA6bsmSJaExBG3bto0RI0akNAZFUTL+q8JkqV4v9Q89nHIYD7Je80PKzj9Pk3PFw9cS32QbX4sv498ju92e8THkq0y/B1vq6wAw9e4T+sc9277ftmnTaDYY8FVWYqmtxdQv+TaubPvatJTPX5ve0vE+jOf7Ux8+pk6q48EwHqyOV7/jf3TZtIKEJnNGWl0l0RDe/rGpTAqV13F8MvU8ad7EvX79+jYfixYtYsSIEZxxxhm88cYbrFixghUrVvD6668ze/ZsRo0axX//+19NxzBgwAAGDx7M/Pnz29w+d+5cpkyZgsViAfxLMtbX17NkyZLQMdu2bWPt2rUxNzPKd65ly/Ht3Zv6icrLqPvZTym482epnysBBWXx/WQb73FCJMNb5Z/EbOzdK8Mjic5QXIz56KMBcH72WYZHI4Q+OlviMFIYB391HGDpXv9742NDN86e5y86xtM/LkQidO8hf+CBBxg0aBC/+93v2tx+1FFH8fvf/56bb76ZBx98sM364J1xOBwsCvyUuXv3bpqamkLh+9hjj6W8vJybbrqJO+64g4EDBzJp0iTmzp3Lt99+y9/+9rfQecaNG8cJJ5zA3XffzZ133onVauWJJ55g5MiRnHbaaRp89bkp1dVQut1yM9YTTsBz5BiqNm7UaFTx6314Twq7F7RZXaW9wh4F9D48tX48IWLx7QsE8hT7PvVmPeF43F99hfOzzym86KJMD0cI3URa4jBaGA9Wx4+cs4ulwNnXn8G3Uarj8faPCxGL7oF86dKl3HHHHVHvnzx5coew3pmDBw9yyy23tLkt+Pmrr77KpEmTOPPMM3E4HLzwwgs8//zzDBkyhKeffppx48a1edwf/vAHHnnkEe699148Hg8nnHAC99xzDyZT2ue7Zg1jz+gVPa+isK73CGrtJZQ56hldtRFjWGuLsW9fut3+vyhGI94MrXBhMBo47tqJfPho9LXkj7tmIgaj7svwiy4stClQr+ytkAPYTjiBpqeexvnZ5x3a94TIdeHVcei4xGFQeBgHf3V8d4tCc1h1/IfzOk7mjESWOxTJ0D11Wq1Wvv76ay699NKI93/11VdYrdaEztm/f382bNjQ6XEXXHABF1xwQcxjunXrxsMPP8zDDz+c0BjymWXSsRj69MFXVdWmj3zp4PG8NPliDhYdWimne1MNVy/9F5Mr/VNd7OecjWI0pn3M7Q2dMpBT75racR3yHgUcd42sQy70592X/S0rAJaJE8BmxVddjWfTJswpzp8RIlsk0qoSLlgdP2tZFZ8SuzqeimibEsnOnl2T7oH8rLPO4rXXXqO4uJj/+Z//YeBAfxDasWMHr732Gu+99x6XXXaZ3sMQCVCMRkoffMC/CZCigKqydPB4Hjv5Rx2OPVhYymMn/4iffvwMkytX4Xj7HYp/flfWhPLBx/anam01LbUOCsrs9D68p1TGRVqEesh79cKb4bHEothsWCceg/Ozz3B+9rkEctElRGtVUQLrju9uUWhevxDoWB0P7x9PtF0lWghvf0ykUC67fOY33QP5HXfcQW1tLX/729/4+9//HtoMyOfzoapqaLdOkV3ss2dR/vxz1N17H+6qKl6afLH/jva/zlYMoPp4afJFHLP9K9izB9ey5ViPm5L+QUdgMBroe2TvTA9DdDGqqh7qIc/yQA5gPfEEfyBftJiiq6/K9HCESFln1fGg9mE86LwN+/kEmH3xLL62prbiWKQQHmk80urStekeyC0WC4899hg//OEPWbx4Mbt37wagX79+TJ06lVGjRuk9BJEk++xZ2Gaexqe/e4GDLTE2dFIMHCzqzrreIxizdwPe6n2oXi/uZcuwffU17oYG1KlTs6JqLkQ6qE1NqIE5FNneQw5gnT4dHnkU5+efo7a2othsmR6SEElLtlUF4I0fPMjuWoVPln4EwD+spdz393tQk1hVpX0Qj/ZDQfj9Esq7rrTNXBw1alRc4bupqYmHHnqIa665hmHDhqVhZCKWhkceZc8Hq2DGdZ0eW2v3b6bk2VZJ1aQp+PbupRRoAlr69KH0wQewz5ZfuYn8593nn9CpdOuGoaAAMjTBOV7mIw7H0Ksnvn3VOJd/iW3qiZkekhC6iNWqAlDvVLhwXw0LgBmTT2FZQer7cXQWxIUAHdYhT1Vraytz5syhOsY2siI9Wt57n6ZnnqXMUd/5wUCZox6lsJDG3z/eYR1zX1UVNdddj2PuvCiPFiJ/hLer5AJFUbBNnw6Ac+HCzA5GiBSk0qryxg8eZHeLwoL5HwDw5sgKKgp8barj8fSPG5qb23xoQfrH81/WBXLouKOnSD/V66Xu53cDMLpqI92bakCNMstc9dG96SCjqzb6f00f6fsXuK3+vvtRvdneUZs61evF+cUSWubMwfnFki7xNYtDvDkWyAFsJ50EQOvC/2Z2IELoJFKrSnjfeLA6DjC5zwn0K1A559X70jY+0bVlZSAXmedathy1xv8Pk1FVuXrpvwClYyhXfYDC1Uv/7V+PPNYPU6qKNzDpM5855s6jatIUDlxwIbU/uYkDF1xI1aQp8tuBLiQYyHOhfzzIOvVEMBrxbNqEZ9euTA9HiIQlUx0PevvyB9pUx+efNoAKHZY6FCIaCeQiova7dU6uXMVPP36G7s11bW7v3lwbWvIw2XPnE8fcedRcd7207HRxhyrk2b1LZzhDSQmW8eMBcH4ibSsid8WayBltVZX9LQYuddaFPs+m6ri0q3QNXXc7ShFTpN06J1eu4pjtX0XcqbOzHTw7O3c+UL1e6u69L3rLjqJQf9/92Gaelv7BibTKtR7yINtJ03F9+SWtCxdSeLnsDyFyR/sdOTsTHsbfvvwBdh9QmPsv/zmibQTkTWKllWTIxkBdkwRyEZFl0rEovXujVlW1ud2oqozZ23aX1Hh28ARAUTD26YNl0rG6jj1TXMuWd6iMtxHesjP26PQNTKRdLrasAFhnnAS/fQznZ5+jOp0oCe6iLEQmuBctCv093up4uP0tBra1KIwLfP6xoRvXvPpLgKSWO4x07XCJbCYk1fGuIytbVpT2m8+ItFOMRor+5wedHhfcwfNgYVmb24M7eC4dPP7QjapKyQP35+165PG24niqYoR2kRdCLSu9cyuQm484AkNFBWpLC848n+shuobOJnIGe8ev+GA9AGddPZuSFDcCMh48GPpIhKxB3rVlZSCXVVayg2nI4Jj3exUl9g6eqLw0+SK8YfepPl/erj4SbytOw/0P4vpggc6jEZmiqiq+qtxsWVEMBmwnzwCg9cMPMzwaITo3PGyJ5EQncsKh6vi3Df7f5n5iLeaCv98b17XbrGmeQAiPdUx4u4pUx7uWrAvkPXr0YP369UyZkh1br3dlnQXMdb1H+NtUov1GI2wHz6DaH/047tVHcm3pQMukYzH06RP9+Qjw1dTQfNPNWL9YkqaRiXRSGxtRW1sBMPbMnUmdQcE5Dq0fLJDiiMhpiVbHZ188K+HqeDKVcCEiyXggX7hwIT//+c8zPQwRQWcBM7gzZ2faHOdrO1Em2uojubh0oGI0UvrgA50fGAg5xX95Met/yBCJC7arKCUlKHZ7hkeTOOuJJ6LYbHh378a9Zm2mhyNEVJ31jgfFWx3/h7U07up4KiL1kPsKC6U63sVlPJCvX7+eOXPmZHoYIoI2AbNDS4qS0A6eUUXYMCiXlw60z55F+fPPoZSXxz5QVTEeOIBnxYr0DEykjTdH21WCDHY71mlTAWhdIK1VIn8o7YJ5++p4v4K21fFEJ3Qa9++P+CFEPDIeyEV2CwZMQ+/ebW439unDuGNGxr2DZ0xhq490unQg2b/bp332LEoeiG/9WrVa/rHON7m65GE428yZALQGNkkRItt0tglQZ20kb/zgQYA21fHONgJqH7C1Ct5SHReg07KHJ598ctzHNjU16TEEoSH77FnYZp6Ga9lyvNX7MPbshWXSsbS8/TZX//4VHjv5R/5QroT9fNd+B884eKv3JbR0oPW47J1nYOrdJ67jlJ7pWddWpE+uLnkYznbqKWAw4F6zBs+uXZj698/0kIRISrSgXO9UOH3BTpYCMyafwrIIGwEp+/dHrJJL1VvoQZdAvnfvXnr16sXIkSM7PXb79u00NDToMQyhIcVobBOAHXPnUX/fA0yuqeGnHz/TcR3y5lquXvrvhHbwNPbsFffSgdm+22ew/z7WDxcq4KupTd+gRFp49/lXfcilXTrbM5aXYzlmIq5ly2ld8CFFV1+V6SEJEbe4JnMeUGje+xkAb46sYGxBen7r2r5/XKrjIkiXQD5s2DC6devGs88+2+mxzzzzDE8++aQewxA6CfZ4B1tIYu3gGZewDYNcca59nO27fSpGIyX330ft9TfEPK7l53djq+iB7fjj83Z99q4m1LKSgyushLOd5v+tWOsHCySQi6zSWbtKUKzJnOdt2M8nwOQ+J/Bdgco5v/sRRHjPRquSB++LJNXNhETXpEsP+ZFHHsnatWvxZnGfr0hOtB7v4A6eJ25dzpi9G+IP4wCqiv2cs1GMxkMru3TCW1OT6NDTztjJxE4FoLmZmkt+wN6jxmb1ZFURP8+ePQAY+/bN8EhSYw8sf+hcsgSv/CZH5LBISx1+svQjAHqeXXKodzxsTfP2j4/0kSqpjotwulTIzzjjDFRVpaamhopOflKcMWMGvdtNGBTZSfV6aXrp5dg93tEoChQUQJRKRtOzz2EZP94/ITKOynLDAw9in3V6VleVE2mrUevqqLn2OspfeB77bPlHOZd5Q4E8vnkE2co0ZAim0aPxrFtH64IPKLz44kwPSYiUJ3PubzFw4b4agusHfWzoxjW/u/7QAdXVESvlWgi1q5S5ATBQ1+b+pvmvdnqOotMv13pYIkvoEsiPP/54jj/++LiOHTlyZFy95iKzHHPnUXfvfcmHcUAxm4lVN6+/735sM0/rtLIMZO/ETp8Xtn8KTXsxmWpAUUGNvVFQuNpf3ott5mlZ/YOGiE51u/EFqmy5XiEHsJ95Bo3r1uF4730J5CKnRGpXCfaOLwisHnTW1bP5LtLKKuGV8vbhvH0VvZPw7q2owDu8OPCZu7Nhdyo8tEs4zy+6BPJYtmzZwvz589m/fz9Dhw7lvPPOo6ioKN3DEAloee/9TivWsSi9e1H0gx/Q+LvfRz8obPWUnJ3YufZNmH8LNOwCwAL0vtRM3efFtFbGt0GMWlVF45NPUXzbrfqNU+jGu2+ff/MriwVDjx6ZHk7K7GeeSeNjv8P56Wf4amsxlJVlekiiCwuvjkfS2WTO/S0GLnXWMTfw+SfW4rbV8UjaBfBHHhoDwM9/sfrQ/RFCuWvKsNjn1UAwnEswzw+69JD/7W9/Y+bMmdS06/P95JNPOPfcc3nqqaf417/+xcMPP8z3vve9DseJ7NHy3vvU/ujHST/eW1JC8UcfYhoyOL7jA8sqxiOrJnaufRNe/34ojAcZ7G7KTzmIbbAj7lM1/u730k+eo0LtKn16oxhyf5sH8/BhmEaPBo8HxweyJrnIHrEmc8Yy91/+f1tnXzyr03XHwz3y0JhQGO8gLLQ7z54cdxhX3K0xP+IVT6uLyH66/I/xySefMGDAAMrDWg88Hg/33HMPRqORRx55hHfffZfbb7+dPXv2xLUai0g/x9x5/sq4L/5/tNoz1tfj/eqrhEJ2aGJn+91BgxQFY9++WCYdm/S4NOXz+ivjERpygl9CyZQ6f/tKnLJ98yMRmTdPJnSGs595BgCO997P8EiEiE+kdpU3fvAgJ/saQ58vKivhrP89F9+evZ1+PPLQGFxeFy6vK+Z1nWdP7nRsiQTuRI6VUJ77dAnkmzdvZuzYsW1uW7ZsGTU1NVxxxRV873vf47DDDuPaa6/l9NNPZ9GiRXoMQ6QgtJqKFueq3p/Q6imK0Ujpgw/4b2gfygOflzxwf/b0WW//tENlPJyigKnIi6W3M+5TBtt3RG7x7g5WyPMpkJ8JEGpbESIT2k/mbK+zdpV6p8I7z/l/qJx98SxKrJ0XSH7z8qnc9aeJ1LbU0uxsptnpr8jfedWHbY5zXnN2p2E80ap3pMd3pmn+qxLMc5gugbyurq7DyilLlixBURROPfXUNrePHz+evclMFBS66nTHzET06I5r2XLss2d3emjDAw+ier3YZ8+i/PnnMLR7HRn79KH8+eeSXonE5/Wx57sqNi/exp7vqvB5k6/+hzTF9zwZE/j1KGRhj7zoVKhC3i9/Arm/bWWUv21lwYLOHyBEGiTSrvL25Q+0qY7/w1rK+T89J/T5Mpezw8dvXj6V2pa2P4AWWgvbfO685myc15zd6fVTCeLJkFCem3SZ1NmjRw8OHDjQ5rYVK1Zgs9kYNWpUm9stFgvmsHU4RXbQJAwqCt6iIpp/+jOa90Ve37XDdcNWT7HPnoVt5mmhiZ7BdpZkK+Nbl+zgixdW0HywJXRbYfcCjrt2IkOnDEzqnAAUxbe8nbclsZ9/s6pHXsQlGMhNedSyAoHJnevW43jnXQovuijTwxEiqkjtKvtbDKHq+Gmnz+TzAn91fJkr8m8tF7x6Gs0ttdQ31wFQUlgKgMVoCVXHMxHEFXcrqtkW17Ey4TP36FIhHzNmDG+99RZNTU0AbNq0ie+++44TTzwRk6ntzwBbt26VdcizUMJhMFJriapiaGyEOMN4UPgPA4rRiPW4KRScey7W46akFMY/fHRxmzAO0HywhQ8fXczWJTuSOi8Ag06E4v5Rl3RUVfA0GXFVWTveqahY+rRiH9aCpW8rlj4O7MNasI8pwnLMhOTHJDLCu8f/25J86iEHKDjbHz6ciz/Fq8GGKEIkorPVVSIJtqu8ffkDbW5/vVc5V99zdtQw/tYLx7OnZje79u2iMZBhwF8d/99tQ3Hfez3ueztZmQX9quIy4TN/6RLIf/KTn7Bnzx5mzpzJFVdcwSWXXIKiKFx33XUdjv3www8ZN26cHsMQKeh0YiWAwUDZc89S/sLzHVpLDL17+zcCSoLWlWGf18cXL6yIecwXf1mRfPuKwYiz4nJQO2xgig9AgT8POYKvjippc59tsINeF1dRceYBymfUUHHGASrOPEj5jBrKp6xHeWqYf/UWkTO8u3cD+dWyAmAaOgTzuHHg8+F4591MD0d0YYluBuTyKjQ/8y8AZkw+hX4FaswwvmvfLvbv209r86GVsX61bwJ37RgV8TFtx5b4CinJSuQ6vsX/p/NohBZ0CeQjR47klVde4YgjjqC6upqjjz6a559/njFj2i4ZtGzZMux2O6effroewxApiDmxMqDsmT9TcOYZ2GfPoveyJfR443XK/vQUPd54ndLHfwctLcS/JQ66rZ5Stba6Q2W8veYDLVStTaySH6R6vdQ89j41H3Wn1dX2N0AHzTYeHTyej/r24/lrB/HV0f4NImyDHZSfchBjYYyVVBp2+5dSlFCeE3wOR2jSY75VyAEKzj8PgJY35fUoslOkdpV656H/hd4cWRF1qcNgGG/Y14CryT9ptFtREU82ndzpddMVwlO59sj9a9IwGpEK3TYGGj9+PM8//3zMYyZNmsS770q1JVsFJ1a236HT2LcvJQ/c32ZipWI0Ypo8mdXbaznY5MT23lsMVhSM7UvG0ei4ekpLbXxrgMd7XHuuZcvxHTxIS42d/z1sLP3MjZR7XNSYrKwtKscX/IFGVXnj+305+rt6/zKIxP4FhH8ZRQXm3wqjzgFDlqwqIyIKtqsohYUoxcWdHJ177GedSf199+P++hvcm7dgHq7/xidCpNquMv79fXwKTO5zAt8VqPS8se2CAP/9+5nUttSyeeumUBAH+GfhxdBETJkK4SI/pX2nTpFb4p1YuXDtPp6Yt47qhuCvAofR/aLfcPXSfzG5clWn1zH26dMh5Gv2NZTENwkm3uPaC/a8bx5eSG25lVoi9IoDKAq15RYOTDAwoCjeNcZVaNjpX1pxyPSkxifSI9Su0rcvSuyftHKSsUcPrNOm4fzkExxvvYX5p3dkekiii0m0XWV/i4HK9QsB6Hl2SYfqeHgYd+zzh2tjoZH/9LosjrFIGBfayv2t5ITuOptYuXDtPn7+76/DwrjfwcJSHjv5RywdPD7quQtvvpEeb7xOr6Vf6BLGIdJ2Pakd157jA/+s+/ri+FYL8pQkcaU4l1YUmePdm39LHrZXcP73AGh56y3UeH/7JUQaBNtVwqvjk746tNrbx4ZubarjkcI4gKUo91Z9i2fllQ0VR6RhJCIVEshFSrw+lSfmrYt8p2IAVF6afBHeCBVDpVs3Su64I6XVU+LRWh9fJSPe48LV//ohWt95B4CSho6bVURiqk+iehrn0ooic0KbAuVh/3iQbeZMlMJCvNt34FrZ+W++hEhFMu0qQS6vwidLPwLg7OvPaFMdjxbGjYW51Raomm1xhXHD1O+nYTQiVRLIRUq+3l7boTLehmLgYFF31vUe0eGugosvTMtumwVldk2PC/K5XDQ9d2iexNAtzSi+CEutBKkqilelfJUPT5Mx6mFtKVA8wL+0oshq3h3+pTNNAwZkeCT6Mdjt2AKT8B0yuVOkUaTdOaN5+/IHGFvVEPo8vDreWRiv6FUR1zXiXQ882mO1+OhM0emXyzrkOUQCuUjJwab4toOvtZd0uM1+2kythxNR78N7Utg99hKMhT0K6H14z4TO2/zKq+A7VHXZOqwQ1aBEn6mpKKhGha1Di6hfUgpEz+6BB/j/OP0PMqEzB3i2bwfAOGhQhkeir2DbiuOdd1ETCElCpCpa/3j7dhWAuf/yV9dnXzyLEqv/H9poYTyo37C+9C3vx6p7noxrPHoF6VRJEM9NEshFSroXRZnA2E6Zo77N5//P3n2HR1WlDxz/3mnJpEwaSQg1BCR0aRKaUUBpsuKqWNa1gaC7KsrP3RUrYte1g6ui2HftuxaaChakKkVBOoTQQyC9TDLt/v6YzJBJnSSTzGTyfp6HJ+TeM/eeuXPP5J0z7zmnOaY3rI1Gq2HkzKF1lhl501A02oY1B/uhTI/fvc0h350aQekhI7kr47CX1BFomzrBFZ9Cn0sbVC/hHzZXD3nXJqz62gqEjBqFJiEBR14eZd9/7+/qCOEpO5sBxWcC9x9jouh0x8Q6g3FtuNYdjI+/7hsAr4PyQOAKwCUQb91klhXRJAO7xpBgCqk9bUV1EFeSR++svc7fm3F6w7qkjOjChXPTWff6Jo85ycPbhTHypqGkjGh4EKXtmuzxu7c55MsnJbJ+eAxXfHKcQR+GYmhfjjbMgd2sgZBQTDOvJiR9sjNNRXrGWwXVbMaR5ZxtR9sluHvIFZ2OsD9eQvFriyj98COMo0f7u0oiCDU0f9w9mPNvr5D57MeAs3f81xCVH/49hcxTBzl18lStwXhyfDfOv2aJxz79w6+h6ZAECQmUXzy8Cc+maSTIbhskIBdNotUozJnUm3s++rWGvc55tKdv+Mg9H7mvpjdU7fZ6p2KsKmVEF5KHdSJrZzaleWbCYoy075PQ4J5xl/Drr6Pw4UfcaSs99pcQnWchP1pf3wTj5EfrWTSzK7NeP8Sg3wo99p2+9wMi/hJF1P3nN6peouXZjh4FnAOVNTHR/q1MCwi7+iqKX1tE2cpVhGQ3bkEtIbxVU/541XQVwN07nlnx639CojG0e4nMUwc5duA49pIz081qw7UYIvTEJ8bXGIynGULcwTiAYf0BAOzxzhxze1ycu6wjPBxVf+Yb0qhJzTNjmAhuEpCLJhvTJ5EnrhxYZR5yiI8M5ZKzdFww5k70BQVeB871MS9bXm2xIk1SEtEPz6830NdoNXTo375J53cfy2Ag9MILKPva+RWnRoUrPjnOopldncnhdQXlinJmoaBthWiq5JIXv/Iq+oEDCZtykU/qKpqXLdOZP67r2jUo5yCvSn/WWRiGDsWyaROW/30O6TLoWDSvqvnjlSmnTkF2drXe8U/PqjsY75FyFjFhMfUG46orCK8hGBfCVyQgFz4xpk8i6b0S+LVipc64iBB6xoewd89u9L0HExZW96BKb5mXLSd31s3VRkM6srLInXUzsYtea7b5zKtS7XYs27Z7bBv0WyGzXj/Ex9M6kB9jqPsAFQsF7e8RTs991f/YFNx7H8ZJE1s0tUc0jmuGFW2X4M4fryzsT1dh2bSJ8k8+hXMlbUW0nBp7x6v4tN+7NQbjxsRQQsONdErsVHcwXqG+YFx6x4WvSEAufEarURjSLdb9e2lpaR2lG06128l/cF7NU5NU9Ejnz70HR5kZXfskn/TG18Wy8WePXnqXQb8Vcva2QpZMTmT55MR6j1PbYFBHTg6WjT8TMnJEk+sqmpftUNsY0FmZccoUCh6Yh+PQIfQ7dkCfPv6ukggSDckfd+WOO46fwPT6fgDGT5zAC6ce4diB4+5y2nAtpkQTkRERRIVH88eZa6sdyyMYT0iQYFy0KJllRbQatQXAbqqKIyeH/Nvv4PS0K8hKG4F5WeMXlqiPPftkrfs0KvTaW+zVceoaDFrXOUTgsB8+k7LSVmjCwzFOvRiAsG9X+rk2IlgpVmuN6SpVc8e/eu5zthU6F6t6IfURTp08s9+YGIop0USnxE50iO1YazDuJsG48AMJyEWr0dDg1JXG0lxBuTah7t5v1yDPuhYKism10GN/7bmR9Z1DBAZXD7m2DfWQA4RffTUAoWvX4cjP929lRJvgSlcBz3nHOy91/v/cXmMoKnZ2hhgi9O6Bm64UFde0hpW5gnFX3rgE48IfJCAHDhw4wI033sjAgQMZNWoUTz/9NBaLxd/VElU0ODitCIQL5j2EarfXU7jhDGnD0CQl1Tp40zXIs3JdqtZt2qfHqw3odGnJudpF46mqis3VQ96GcsgB9IMGou3VC8ViwfLJp/6ujmiLKgZz/rTbOSf+M6MecO8KDTfSI+UsOsR2rDFfvDIJxoW/tfmAvKCggOuvvx6r1cqCBQuYM2cOH3/8MU8++aS/qyaqqC8ArpGqYj9+HMvGn31eH0WrJfrh+RW/1Fwn1yDP6HzPtJSYPGuNUx5W1tJztYvGcWRnQ1k5aLVoO3b0d3ValKIohFx3LQDl7/8b1Wbzc41Ea1c5f9yrdBWg5w7nwnPDk84MLq7aK15bMF55RpWGBuNC+FKbH9T54YcfUlJSwsKFC4mOjgbAbrczf/58br75ZhITJWUgULgC4NxZN7unDfRWc+ViGydPInbRa9WmYazMNchzf49wCkx6ogqt9NhfUmvPOEDMa6+22GwxomlcK3RqO3ZEaYN/rA1/mELxE0/C8eOUffstRukxFM2kWrpKdjaO4yfIWneKAabBJFwcRWSoc9BmeEg4Bq2hzkAcGt8zDtI7LnyrzfeQr169mhEjRriDcYBJkybhcDhYu7b6wA/hX64AWNO+YXOJN2cutnHyJNpvXE+7Tz4m5uUFmB6aV62MRoWe+0o4Z3M+PffVHYzr09Jk/vFWxJaRAbStAZ2VKaGhlE4YD0Dx4rf8XBsR7Kr2jh+46z0AwsLDeCXueaLCo73qFQcJxkVgafMBeUZGBikpKR7bTCYT8fHxZFT8oRWBpXIAHL3gRZTY2NoLK0qL5GIrWi0hI0cQdsklREy/0Zla00ghw87xYc1Ec7Pt3QeArudZfq6J/5ROmghaLZb167Hu3OXv6oggUDVdpXLvuMsTj/Uj98ciABIujiI8JLzeXHFXiooE4yLQtPmUlcLCQkwmU7XtUVFRFBQUNPq4qqr6fB7u1sZsNnv89LmBZ6NwNmGKhpLbZzu3VU5jqcjrDr33Hszl5TUcoPkY77vXWacGpNW4qEOHBsW946vFoBqrpdpg2a7dzvN17Vrr+Zq9LfiR2WzGER+PZtxYHN98S/5rrxH+xOP+rpZPBMPr1praofXHH70q55pd5aojN5BNAWHhYXzY+W3GX1N9BpXKmjrPOID+vPNa3ftzMNzHLaE5r5M37bDNB+TNxWq1smuX9BQBZGZmNu8JunQm5O5/YHr9DY9eFHtcHIU3zSCrS2do6deiljqpQG1DUlVAjYzkgCmy5evbDIYMGeLX87dUG2y3axc64Iheh7We8zV7W/CjU+PGEffNt5R//gVHJ03EURHkBIPW/Lq1pnbYo579ldNVnrgjgQnvOwPj+Ekm+uTdCtTfM05CAtDwFTgB9icktOr35tZ8H7ek5rhO3rTDNh+Qm0wmioqKqm0vKCggKiqq0cfV6/X06FHf20twM5vNZGZmkpycjNFobN6T9e6NesP12DZtQs0+hZIQj27oUNr5c5aSGupUvuo7rG+9XWNxBYh44nHi+vVr0WoGq5Zog2ppKfnZ2QCkjBuHJiamxnIt2hZamOu5dZw0Edt//4tt4890/uFHwh58oP4HB7hgft1aSkPaobWiLXmTrnLPfb+zscMf0Ufp+S7ERN/bJtR4zKr54uAMxu2VPjB62zPe26tnEXjkPvaOv69Tmw/IU1JSquWKFxUVcerUqWq55Q2hKIrfvyoMFEajseWuxZgxLXOehqhcpzFjKB0+nPx77kHNzXNv1iQlEf3wfJlZxYdaog1a9juX6tbExRHhxZSHLdoWWpjRaET7f//H6SuvovzjT4iZcyfaIJmlKphft+bmbTusPN2hN7b0fhg9ED3SSHyYo9p+j0AcakxRgbaVMy73sXf8dZ3afECenp7Oq6++6pFLvmLFCjQaDaNGjfJz7UQwCptyEep56WR89hmdjWEYO3fGkDZM5hxvhWz7nAF5Wx7QWZlh1EgMQ4di2bSJopf/dWaefiGayXchJqb/38VQEYC7VA7Eof4UFQjuYFwEvjY/y8pVV11FeHg4t956K2vWrOGzzz7j6aef5qqrrpI5yEWzUbRaLP37Y/jDFEJGjpBgvJWy7t0LgP4sCcjB2Rsa+be7ACh5511sGQf9XCPR2tS2GFBl27vfAUDkwFDiwxzuWVMq/wMalC8uwbjwtzYfkEdFRfHOO++g1Wq59dZbefbZZ7n88suZO3euv6smhAhwtn2uKQ97+rkmgSP03NGEjB0LNhsFjwfHbCuiedWVrlJT/rjLjzFRTH3mL9V3JCS4U1S8CcYBCcaF37X5lBWA7t278/bbb/u7GkKIVsbqmoO8jQ/grirq/nvJ/uEHypavoHztOkJGjfR3lUSQ2N3lWsi3u3vHXb3gVTU2XxwkGBf+0eZ7yIUQojHUsjLshw4BoG/uHPKiLPhgKrx1HmT91rzn8gF9airh1/4ZgLy//x1HK5u3WQQuW74dgF/bm5j6rueqyK4e8Zp6xb0dvCnBuPAXCciFEKIRrPv3g8OBEh2FppZeOp/5ahbs+RIOrYYPLgZL4Ae4pnvmou3QAfuhwxQ++bS/qyMCVOV0lfryx/cPuB4AXbQWg1b1CMDVyj3hlaY1lHxx0VpIQC6EEI1g3f47AIZ+/VGU2pZ78oGcfbD3qzO/FxyGza813/l8RBMZSfQ/nwKg5M03KVu5ys81Eq2dLd85veHvvaK5ePnCavurBuKSLy5aEwnIhRCiEazbtwOg79/MCznt+q/zZ/cJMOVV5/9/+Rc4qs+9HGhCzz+f8OuvA1Ul9/bZWA9k1P8gISpxBdVHek0BzvSOu4Lvyv+qPqYyV6+4BOMiUElALoQQjWCp6CFv9oB8X8VX+ql/gP7XQEgU5O6HjG+b97w+EvXQPAznnINaWEjuDTdir1iNUYiGKDtkA2Bv3ygu2vRRjWVq6xWXfHHRGkhALoQQDaTabNh27gRA36+/T49dbi/nP7v+ze3f/ZXZq/7KF+Yj2MHZQx4SAWdf5yy46VWfnre5KAYDsYteRduhA7aMDE5Pu1KCcgF4vzpnTT3eVffX1isOkqIiWgcJyIUQooGsu3ejlpWhmEzouiX77Lgl1hLu+eluPtzzHw4VHiKz6BCLO/TilW7noMakOAsNvcX5c89XUHDUZ+duTtqEBNp98hHapCRs+/dzauofse7a5e9qiVbisCENcPaOTzy40h2A1xaIg6SoiNZHAnIhhGggy6bNABgGDUTR+OZtVFVVntn0NPvz92EymLhz8P8xw9QHjergm6h4fjr+k7NgQh/omg6qHbYu9sm5W4IuOZl2n36MtksX7IcPc+riSyj97/9QVdXfVROtgC7au3YmKSqitZKAXAghGsiyeQsAhiFDfHbMH458z+aTmzBoQ5g/8hHGdhnH1KJcrszaD8DbO97Earc6C7t6yTe/Dnabz+rQ3HTJycQvXULIqFGopaXk3T6b3JmzsJ8+7e+qiQDhSjNxcfWO7+wYycSDK+t8nPSKi9ZMAnIhhGggy5aKHvIhg31yvDJbGW/tcPZ2X516Nd2jK1b+PL6Jy7IziNOFc9p8mlVHKgKS3pdCeAIUHYNf3/JJHVqKNjaGuP+8T+Tf7gKdjrLlK8geM47SL76Q3nLRYPUF4hKMi9ZCAnIhhGgA+/ET2DMPgUaDYbBvAvKVh74hvzyf9uFJXNzjEudGqxmyd2BQHUzt6gwqvj5YMQhOFwLn3uv8//cPgqX2xVQCkaLTYZpzJ/FLl6Dr3RtHbi55f72N3BumYz9+wt/VE37iCqhdveSu3nFdlKZa77grEK/8uMokEBetjQTkQgjRAOXr1gGgP3sAGpOpycezO+x8ceBzAP7Y41L0morgIus3Z554eAJjz/ojOo2OAwUHOJDvTGFh6F8gJgWKs2DdM02uhz8Y+vUlYdkSZ2+5Xk/ZypWcHDOWknffQ20F86yL5lM5daV96TZ3AF61R1x6xUWwkIBcCCEaoHztWgBCRo70yfF+PbWVk6UniTSYGNt57JkdJ5xpMXQYiik0mhFJzvOtOlzRU6gzwLgnnP9f+zQUHvdJfVqaYjBgmnMnCV8vRz94MGpxMfn33EvOVX/CfvKkv6snWpgryM4KGwA4e8dr2l8TCcRFayYBuRBCeElVVcpWO2c7CRk5wifH/O6wc0n58zuNIUQXembH8U3On0nOgaPndTofgPXH1+FQK3qP+06DTiPAWgrfP+CT+viLPjWV+M//S9TD81GMRsrXriX7wgmU/fijv6sm/MBW4LzHE627au0Nd9Gfd54E46LVk4BcCCG8ZN2xA0dWForRSMjw4U0+Xom1hI0nNgAwpssYz53Hz/SQAwxMGIRRZySnLIe9eXuc+xQFJjzn/P+v70DBkSbXyZ8UrZaIGdOJX7HMmVuek0POn/5M4fMvyIDPIFRbEH1S3xsAbZhS5+P1553H/oQEn9dLCH+QgFwIIbxU9q0zXSQk/VyU0NB6Stdv7bE1WBwWOkd2oXtUjzM7LCVwaofz/x2cPeQGrYFh7dMqHrf2TNnOwyF5jDPf/Jd/NblOgUDfowcJX31B2J//DEDRM8+S95e/4jCb/Vwz0RJUq4o2TKE9u2vcL3niIhhJQC6EEF4qW74CgNALLvDJ8X448j0AYzuPRVEq9QZm/QqqAyKSwNTRvXlkh1EArD++1rPHOG228+fm18FW7pO6+ZtiNBLz1BNE//Np0Okwf7WE05ddjv2EzMISTBoSWEsgLoKZzt8VEEKI1sC6bx/WHTtApyN04sQmH++0+TQ7cn4HIL0iP9zt2C/Onx3P8dg8OHEIodpQss3Z7MvfS8+YVOeO1D9AZAcoOg77V0CvqU2uX6AI/9PV6LolkzvzZqy/bSP7oinEvf0WhgED/F014SOVg+y9KzNRcOaOS/At2hLpIRdCCC+Y//c5AKHnn482NqbJx/vp6GpUVPrE9SU+LN5z5/GKgLyDZ0Aeog3hnPbDAGe6i5tGC/2udv5/2/tNrlugCRkxgvhlS9Cl9sRxMpvTf7wM87Ll/q6WaEYSjIu2RgJyIYSoh2q1UvLhhwAYL/2jT4750zHn7CHpnc6rvtPVQ14xoLOyUR1HA86A3CNtZYAz35o9X4E53yd1DCS6Ll2I/+JzQsacj1pWRu7MWRQtfFkGewaRvSszAeh5QbJf6yGEP0hALoQQ9Shb8TWOk9lo4uMxTmp6usrx4mPsz9+PRtEwqsNoz50lpyF3n/P/NQTkQxKHeqStuLU/G+L7gr0cdn7a5DoGIk1kJHFvv0X4jTcAUPjEk+T/312oFot/KyaEEE0kAbkQQtRBVVWKFiwEIPyaP6EYDE0+5o9Hnb3jZ8cPJCokynNn5g/Onwn9ILxdtceGaEMYluScbWXNsZ/O7FCUM73kv73b5DoGKkWnI/rRR4h69BHQaCj9+BNOX/0n7Lm5/q6aaALpHRdtnQzqFEKIOpQtXYZ1xw6UiAjCZ8xo8vHsqp2Vh74BnIsBVZPpnHmF5Br2VRjVYTSrj/7ImmNruL7vjWgVrXPH2dfBd/dRfGgzWXt2cFJJICvfTHZhGfmlVgrNVgpKLRSX21BV54cNFQgz6IgM1REdZqBDjJHOcWF0ig2je2IkoXptk59zc4i48QZ0yV3J/cutWDZs5NT4icT8ayEhw4b5u2pCCNFgEpALIUQtHKWlFDz8CAARN83wyWDOLSc3c8p8ikh9JCM7jvLcqaqo+7+h1BJDkSad0vWHsZRYsJRYKS+xYLfYsasquQ4FxZDM0VwD/3h1KQY1njy7nVyLndPq55RigP8cBY42qa5ajUKPxEj6dYpiYNcYzkmJIzq86d8Q+EromDHEf/E/cm+ahS0jg9OXX4Hp738j4q9/QdEG5gcJUTvpHRdtmQTkQghRi4J5D2E/dgxtp05E3HarT4751YEvARjTeRzmE2UcOXiCnMw8cg7mUXD4NMWn78Oh6ijfXU5e6HryQ7Xkh+rIC9VSFKKlVK9BVRTgYgCcSwQVVjqDM2AOsTmItKtEaRRi9VqijHqiww1ER4YSbQohNMJAaLgBfZgem05DicVOXomFo7mlHMkt5dDpEvJKLOw5UcieE4V89ssRFAV6JZkY1r0daT3i6N8p2ifXpCn0qanEL19K/j33Yv7v/yh88inMy5YR/dSTLTo1oupwYDuYiXXbb1h/34H9xAkceXkAKCEhaNu3R5ucjGHwIAz9+6MYjS1WNyFE4JOAXAghalC8+E1K//MBKAoxzz6DpgkBlLXMRvFRM98e+Y5f2Yri0GB+Hj7K/QqLRiHPFXQb9eSnxJEfqsVcR6qIBjDpoCTkKNqQIvoWdyWhNIywMhuGwnJ0p4vROWoeImQHcmrYbgg3YIwKoa8plCGmEAzhBswx4RxX4LDNzu6ico4Ul7PreCG7jhfyzk8ZhBm0nN0lik7GciITzZxlNHoucNRCNBERxLz0IiGjR1Hw0MNYt23n1EV/IPy6a4m8YzbaZlpe3VFSQvmPqyn79lvKVn2HI6emK1sDnQ7D4EGEjh9P6Pjx6LunNEv9WhPpHRdtnQTkQghRiWq3U/TiSxQ9+xwAprv/QcjoUfU8quKxqkrxqRJyMvPJzcxz/8w/XkiZ1sHqCzZjNvQh7HgK30e3pyBJR4m+9rH17aNC6ZYQQUp8BN0SIujaLpz2UaHERoSg1Si8uOV5Vh1eSVhML+4/92m0GmcQ71jzHOXL51Ma2puS8f/BXKxSmmd2/zMXlFFWUI65sIzyIguqQ61IjbFQcLyoWj06Vfwr1Wk4HqnnWKSB45EGSoH1+52DKT/ZvoloRaFniJ6+plD6JUaQ0C4CY0woYTFGjNGhhEaEoGiaJ2BXFIXwK68kdMwYCuY/jPnzLyh5+x1KP/yIsKuvIvz669CfdVaTz2M7fJiy73+g7NtvKV+7DirP8BIagr5PXwwD+qPr2hVNbCwoCmppKfYTJ7Du3Ytl8xYc2dlYfv4Fy8+/UPjoY+h69CB0/IWEjhuLYehQFJ38aRairZFWL4QQOIPpsm9XUvTCC1h/2wZAxG231piqYim1UphVROGJIgqziinIKiL/aAE5mfnkW+0UhmgpcP0L1ZLfO5YSgxayJgNQBGA6c7x4UwgpylFSClaTEl5Gt6teoFuiifCQut+ir+l9LeuOr2VP3m4W//46M/vfjKIoaIbdjPHnFzAWbiTuxCMw9U3nLCw1cNgdlJdY3AF6WUE5ZUXllBe5flooL3b+v6zQQlxxOT2PFWO3q+QadRyL1HM80sDJcD35Gvi5zMLPZRbILiSy3E67UivxpTZizDZirA7iIkIIi3YG6WHRoRhjjO6APSzaSFhMKMZoI3qjrlG97dqEBGJfXkj51VdT8NTTWLdsoeSttyl56230A/oTOmECIWnD0J99NpqwsDqPpTocaE+cwJJ5CMvmzZT9uBp7Zqbn+bp2IfTCCzGOH49h2Dkoen3dx1RV7EeOULbqO8q++Ybydeux7d9P8f79FP/rFZSoKELTzyUkPR3DkMHozjoLRSMTogkR7CQgF0IENVVVUR0qDpsDu82Bw+7AYXPgsKtYt23Dtu03HLt2YN+wFnJOAeAIMXL6slvY1XkMJa9spLiwjILCcgpLLBSVWjHbHFi0CmV6DaU6DaWGip/do7Bpaw8iNbpieiRGM6hzB7rFR5CSEEE3/Skit7wIv/wLFOCPy6FLrFfPrZ2xHbcPuoOnf3mSJRlfcbToKH/ofjG9YnsTOfVNeG88/Po2lObAyLug03DQhXjWSavBaArFaAolhqiaT1TDNbWabZQXlZN/uoB9O/YTHZXAnpwytp0qZmdhOSdtdopCnHnvByuNhdXZHUSV2wnLKSIsqwCj1UGYzYHB5sDgUNHZVfQOFaNOQ4QphDCTkfCoECJjjIRHhxIapkcfqkcfokMXqkMfqkMX4vypNWjRaBU0Wg1Kn0FEvP8h9o0bKP/gfcpXrsS6bTvWbdudH4g0GnTJyWjat0ebmIASGuocVGuz4zh9CvvJbGyHDxNfUkJJ5SfvSjcZN47Q8Rc6A+YGfHBQFAVdly5E3HgDETfegKOw0NnjvnIl5d//gCMvD/NXSzB/tcRZ3mRCn5qKLqUbupQUNPHxaNu1QxPfDo3JhBIa6v5HSIhfUoaEEE2nqLLMmc9t2bIFVVUx+GC+4tZMVVWsVit6vV7+SFTRFq6NwWAgNTXVL+d2tcHTmwo4tOI4qqN6mbjCDEbsfd1jW6k+lK97n89X/S6kIMy74LQqjQLtwrVEGMvI4ne0oXloQ3MxGou4LOkizo4c6C5rKD7MWd9eisbhTHvI6nsbp3rNavA5Nxdu4otT/8OOHQCdomNGh5kMOPkrHTfPR6PaADBH9WT/uE9q7S1vjNru5VKLg8w8Cxm5Vg7lWTlRaOVUiR2HD/7iJBZbmLS/gIY8C4O1mMT8XSQU7iG6+AhGa2H9DwJUvR57cjK21J5YhwzBOmAAhNfds95odju6PXvR//ILuh070e3Zg1Je7vXD1dBQiu+5G2tamntbILTD5vpb2BbeR31BrpN3mvM6edMOJSBvBlu3bkVVVfT1fHUpRDDzZyAgbVAIJ2mHQvifBORCCCGEEEIEOBkpIoQQQgghhB9JQC6EEEIIIYQfSUAuhBBCCCGEH0lALoQQQgghhB9JQC6EEEIIIYQfSUAuhBBCCCGEH0lALoQQQgghhB9JQC6EEEIIIYQfSUAuhBBCCCGEH0lALoQQQgghhB9JQC6EEEIIIYQfSUAuhBBCCCGEH0lALoQQQgghhB9JQC6EEEIIIYQfSUAuhBBCCCGEH0lALoQQQgghhB9JQC6EEEIIIYQfSUAuhBBCCCGEH0lALoQQQgghhB8FdEBeUlJCeno6qampbN++3WPfJ598woQJE+jfvz8XX3wx33//fbXHFxUVce+99zJs2DAGDRrE7Nmzyc7OrlZuy5YtXHnllQwYMIAxY8awaNEiVFVttuclhBBCCCGES0AH5P/617+w2+3Vti9dupQHHniASZMm8frrrzNw4EBuu+02fv31V49yd955J2vXruWhhx7imWee4eDBg8ycORObzeYuc+jQIWbMmEF8fDyvvfYa119/PS+99BJvvvlmo+u9Z88e9uzZ0+jHCyGaRtqgEP4n7VAI7wVsQH7gwAH+85//cPvtt1fb99JLL3HRRRdx5513Mnz4cB5++GH69+/Pyy+/7C6zdetW1qxZw2OPPcbkyZMZN24cL774Inv27OGbb75xl1u8eDExMTE899xzjBgxghtuuIHp06fz6quvYrFYGlV3i8XS6McGk/LycjZv3kx5ebm/qxJw5No0r0Brg8H8estzE7Vp7nYor4935Dp5x9/XKWAD8kcffZSrrrqKbt26eWw/cuQImZmZTJo0yWP75MmTWb9+vbvxr169GpPJxKhRo9xlUlJS6N27N6tXr3ZvW716NePGjcNgMHgcq7CwkK1btzbHU2szXN9u1PQtR1sn16ZtCebXW56b8Bd5fbwj18k7/r5OOr+ctR4rVqxg7969LFiwgB07dnjsy8jIAKgWqHfv3h2r1cqRI0fo3r07GRkZdOvWDUVRPMqlpKS4j1FaWsqJEydISUmpVkZRFDIyMkhLS2vUc1BVldLS0kY9NliYzWaPn+KMtnBtwsLC/Hr+QGqDwfx6y3MLbMHcDoPh9WkJcp2805zXyZt2GHABudls5sknn2TOnDlERERU219QUACAyWTy2O763bW/sLCQyMjIao+Piori999/B5yDPms6lsFgwGg0uo/VGFarlV27djX68cEkMzPT31UIWMF8bYYMGeLX8wdiGwzm11ueW2BqC+2wNb8+LUmuk3ea4zp50w4DLiB/5ZVXiIuL47LLLvN3VZpEr9fTo0cPf1fDr8xmM5mZmSQnJ2M0Gv1dnYAi16b5BVIbDObXW56bqEtztkN5fbwj18k7/r5OARWQHzt2jDfffJOXX37Z3Xvt+qqrtLSUkpISoqKiAGfvdnx8vPuxhYWFAO79JpOJrKysaucoKChwl3H1oLvO5WKxWDCbze5yjaEoit+/KgwURqOxTV0L1W7HsvFn7Nkn0SYkYkgbhqLV1li2rV2blhSIbTCYX295bp4a8j4QzFqiHQbzvedLcp2846/rFFAB+dGjR7FarcyaNavavuuuu46zzz6bZ599FnDmklfO/c7IyECv19O5c2fAmQe+fv16VFX1yCM/ePAgPXv2BJw5PUlJSe6c8splVFWtllsuRH3My5aT/+A8HCdOuLdpkpKIfng+xsmT6nikECJYyPuAEKKhAmqWld69e/Puu+96/LvnnnsAmD9/PvPmzaNz584kJyezYsUKj8cuW7aMESNGuGdLSU9Pp6CggPXr17vLHDx4kJ07d5Kenu7elp6ezqpVq7BarR7HMplMDBo0qDmfrggy5mXLyZ11s8cfYQBHVha5s27GvGy5n2omhGgp8j4ghGiMgOohN5lMtc5q0rdvX/r27QvA7bffzt/+9je6dOlCWloay5YtY9u2bbz//vvu8oMGDWL06NHce++93H333YSEhPD888+TmprK+PHj3eVmzJjBV199xV133cXVV1/N3r17Wbx4MXPmzPGYClGIuqh2O/kPzoOaVnhVVVAUCuY9ROiE8W3ya2sh2gJ5HxBCNFZA9ZB7a8qUKTzyyCMsWbKEGTNmsGXLFhYuXFitR/uFF15g5MiRPPjgg9x1110kJyezaNEidLozn0O6du3K4sWLycrKYtasWbz55pvMnj2b6dOnt/TTEq2YZePP1XrEPKgq9uPHsWz8ueUqJYRoUfI+0DqYv/6a7IumUPTiS6iVvh0Xwp8Cqoe8JmlpaTUuvTtt2jSmTZtW52MjIyN5/PHHefzxx+ssN3jwYD7++OMm1VO0bfbskz4tJ4RofeR9IPCVrf6J3JtmgcOB9dffcJSUEHXvPf6ulhCts4dciECjTUj0aTkhROsj7wOBr/jlf4HD4f69ZPGb2E/KByThfxKQC+EDhrRhaJKSoMrKsG6KgrZDBwxpw1q2YkKIFiPvA4HNuv8A5WvWgKKQuGEdhiFDUMvKKPn3f/xdNSEkIBfCFxStluiH51f8UuWPccXvUfMfkoFcQgQxeR8IbGXLnTPchIw5H13nzoRdc7Vz+4qv/VgrIZwkIBfCR4yTJxG76DU07dt7bNcmJRG76DWZf1iINkDeBwJXecU0yKHnn+/8eeGFoNFg3bED2+HDfqyZEK1gUKcQrYlx8iRCJ4yXFfqEaMPkfSDwqBYLlp9/ASBk5AgAtLGxGNKGYVm/gbLvvifihuv9WUXRxklALoSPKVqt+w1fCNE2yftAYLH8tg3VbEYTG4suNdW9PWTUKCzrN2D55ReQgFz4kaSsCCGEECKoWbdtA8AwZDCK5kzoE3LOOQDu3nMh/EUCciGEEEIENeuuXQDoK1b8dtEPHgRaLfbjx7EdO+aPqgkBSEAuhBBCiCBn3bkTAH2fPh7bNWFh6Ps5g3TLpk0tXi8hXCQgF0IIIUTQUm02rBUrfut796623zBgAADW33e0aL2EqEwCciGEEEIELVtmJpSVo4SFoU3uWm2/vl8/AKy//97CNRPiDAnIhRBCCBG0bHv3AaDreZbHgE4XV8qK9fcdqKraonUTwkUCciGEEEIELdvBgwDoUlJq3K/v1Qu0Why5uThOZLVk1YRwk4BcCCGEEEHLHZAnJ9e4XwkNRXdWD+DM4E8hWpoE5EIIIYQIWu6AvFu3WsvozzoLAOv+/S1SJyGqkoBcCCGEEEHLlpkJgK5bcq1ldD2cPeQ2CciFn0hALoQQQoig5CgtxZF1Eqi7h9yVsmLbJwG58A8JyIUQQggRlOyZhwDQxMSgiY6utZy+hytlZZ/MtCL8QgJyIYQQQgQl29EjAGg7d6qznC6lGygKan4BjtOnW6JqQniQgFwIIYQQQcl+9BgA2k51B+SK0Yi2S2dA8siFf0hALoQQQoigZD96FABtx471ltV1lzxy4T8SkAshhBAiKNkqesh19fSQA+hdc5FLD7nwAwnIhRBCCBGU7Mcqesg7edFDXjEXuW3fvmatkxA1kYBcCCGEEEHJ2xxyqDQXuaSsCD+QgFwIIYQQQUc1m90zpui8yCHX9+gOgP3ECRzFxc1aNyGqkoBcCCGEEEHHfiILACUsDKWOOchdNDExaGJjgTOrewrRUiQgF0IIIUTQsZ90BuSaxEQURfHqMdrkZOdjKxYUEqKlSEAuhBBCiKBjP3kSAG37RK8fo0vuCoDtkATkomVJQC6EEEKIoGPPqgjIExsQkHeVgFz4hwTkQgghhAg6juxsoHEBuaSsiJYmAbkQQgghgo4rZUWTkOD1Y7SulBUZ1ClamATkQgghhAg6jcohd/WQHz+OWl7eLPUSoiYSkAshhBAi6DQmh1wTH48SFgaqiu3I0eaqmhDVSEAuhBBCiKBzJoe8vdePURQFrauXXAZ2ihYkAbkQQgghgoqjuBi1pAQATaL3OeQgUx8K/5CAXAghhBBBxZWuokREoAkPb9Bj3VMfykwrogUFVED+448/8uc//5nhw4fTr18/xo0bxxNPPEFRUZFHue+++46LL76Y/v37M2HCBD777LNqx7JYLDz11FOMGjWKgQMHcuONN5KRkVGt3IEDB7jxxhsZOHAgo0aN4umnn8ZisTTbcxRCCCFE82rMlIcuOklZEX6g83cFKsvPz2fAgAFce+21REdHs2/fPhYsWMC+fft48803Adi0aRO33XYbl19+Offeey8bNmzgvvvuIzw8nIkTJ7qP9eijj7Js2TLmzp1LYmIir776KjfccANLly4lMjISgIKCAq6//nqSk5NZsGABJ0+e5Mknn6SsrIwHH3zQL9dACCGEEE1jP5kFgKYRAbk2ORmQqQ9FywqogHzq1Kkev6elpWEwGHjggQc4efIkiYmJvPLKKwwYMICHH34YgOHDh3PkyBFeeukld0CelZXFp59+yrx587j88ssB6N+/P2PGjOHDDz9k5syZAHz44YeUlJSwcOFCoqOjAbDb7cyfP5+bb76ZxEY0ZCGEEEL4l3vKwwbmj0OlHPIjR1AdDhRNQCUTiCAV8HeZK1C2Wq1YLBY2btzo0RMOMHnyZA4cOMDRo84pitasWYPD4fAoFx0dzahRo1i9erV72+rVqxkxYoT7HACTJk3C4XCwdu3a5ntSQgghhGg2jZny0EXboQPodFBejv1Elq+rJkSNAqqH3MVut2Oz2di/fz8vv/wyY8eOpVOnTuzfvx+r1UpKSopH+e7duwOQkZFBp06dyMjIIC4ujqioqGrlPv30U/fvGRkZXHbZZR5lTCYT8fHxNeabN4SqqpSWljbpGK2d2Wz2+CnOaAvXJiwszK/nD6Q2GMyvtzy3wBbM7bCu18dy/AQA9tjYRp1f07EjjkOHKNm7B31MdJPq6W/BcB+3hOa8Tt60w4AMyMeMGcPJiq+bzj33XJ599lnAmfMNzqC5Mtfvrv2FhYXuPPGq5VxlXOWqHgsgKirKo1xjWK1Wdu3a1aRjBItMycOrVTBfmyFDhvj1/IHYBoP59ZbnFpjaQjus6fWJzczEAJywWilrxPljYmMJOXSIYxs2Yq4hTmiNWvN93JKa4zp50w4DMiBftGgRZrOZ/fv388orr3DLLbfw1ltv+btaDaLX6+nRo4e/q+FXZrOZzMxMkpOTMRqN/q5OQJFr0/wCqQ0G8+stz03UpTnbYV2vT0FxMQ6g08CB6Hv3bvCxS/v2oXzrVhJtNoyNeHwgkfvYO/6+TgEZkPfq1QuAQYMG0b9/f6ZOncq3337rbtRVp0EsLCwEcKeomEwmiouLqx23sLDQI43FZDJVOxY4e9qrprs0lKIofv+qMFAYjUa5FrWQa9N8ArENBvPrLc9N1KQl2mFNr0/+qVMAhHftgq4R53d07045oBw9FjSvvdzH3vHXdQr4QZ2pqano9XoOHz5Mly5d0Ov11fK7Xb+7cstTUlI4ffp0tbSTjIwMj/zzlJSUascqKiri1KlT1fLUhRBCCBH4HKWlqBV545r4+EYdQyurdYoWFvAB+W+//YbVaqVTp04YDAbS0tL4+uuvPcosW7aM7t2706lTJwBGjx6NRqPhm2++cZcpKChgzZo1pKenu7elp6ezbt06dw87wIoVK9BoNIwaNaqZn5kQQgghfM1x+rTzP6EhKA1cpdPFvVqnBOSihQRUysptt91Gv379SE1NJTQ0lN27d7N48WJSU1O54IILAPjLX/7Cddddx0MPPcSkSZPYuHEjS5Ys4fnnn3cfp3379lx++eU8/fTTaDQaEhMTee2114iMjOSqq65yl7vqqqt47733uPXWW7n55ps5efIkTz/9NFdddZXMQS6EEEK0Qo7TOQBo49qhKEqjjqHt0gUAtbAQR14empgYn9VPiJoEVEA+YMAAli1bxqJFi1BVlY4dOzJt2jRmzJiBwWAAYOjQoSxYsIAXXniBTz/9lA4dOvDoo48yadIkj2Pdf//9hIeH8+yzz1JSUsLgwYN56623PGZfiYqK4p133uGRRx7h1ltvJTw8nMsvv5w5c+a06PMWQgghhG/Yc5wBuSYuttHH0BiNaBITcJzMxnb4MAYJyEUzC6iAfNasWcyaNavecuPGjWPcuHF1ljEYDNx9993cfffddZbr3r07b7/9dkOqKYQQQogA5chxpqxo2rVr0nF0XbpiOZmNLfMQhrPP9kXVhKhVwOeQCyGEEEJ4y5GTC4AmNq5Jx9FW5JHbDx9ucp2EqI8E5EIIIYQIGq5Bndp2TQvIdV2deeQ2CchFC2h0QP75559z9OjRWvcfPXqUzz//vLGHF0IIIYRoMLurhzyuqQF5xUwrmTLTimh+jQ7I77nnHrZu3Vrr/m3btnHPPfc09vBCCCGEEA3mziFvYkDummlFUlZES2h0QK6qap37S0tL0Wq1jT28EEIIIUSDuXLItU0d1FmRsmI/fhzVYmlyvYSoS4NmWdm9eze7d+92/75p0ybsdnu1coWFhXz44Yd069at6TUUQgghhPCSK4e8KdMegnOVT8VoRDWbsR89hi5FYhrRfBoUkK9cuZKFCxcCoCgKH330ER999FGNZU0mE0899VTTayiEEEII4QVVVbHnVuSQN7GHXFEUtF27YNu9B9vhQxKQi2bVoID8iiuu4Pzzz0dVVaZNm8bs2bM9lqIH5w1sNBrp0qULOl1ATXMuhBBCiCCmFhdDeTnQ9BxyAF2XioBcBnaKZtagiDkhIYGEhAQA3n33Xbp3706cD254IYQQQoimclSs0qmEhaExGpt8PJmLXLSURndhDxs2zJf1EEIIIYRoEvtpZ0Dui95xqDT14SHpIRfNy+uA/LrrrmvwwRVF4Z133mnw44QQQgghGsqRWxGQN3FRIBddxdSHtkPSQy6al9cBeX3THPrqMUIIIYQQjeFw9ZDH+iYgd6esHDqEqqooiuKT4wpRldcB+Xvvvdec9RBCCCGEaBJXDrnWVz3knTqCoqCWluLIyWny3OZC1KbRCwMJIYQQQgQS+2nfrNLpooSGom3f3nlsSVsRzajRgzqPHz/uVbkOHTo09hRCCCGEEF5z9ZD7KiAH0CZ3xX7iBLZDhzAMGeyz4wpRWaMD8rFjx3qVS7Vr167GnkIIIYQQwmvulBUfBuS6Ll2wrN8gM62IZtXogPzxxx+vFpDb7XaOHTvGF198QWxsLNdcc02TKyiEEEII4Q33oE4f5ZDDmakP7RKQi2bU6ID80ksvrXXfzJkzueKKKygqKmrs4YUQQgghGsSe2wwpK10rpj6UxYFEM2qWQZ1hYWFceumlvP32281xeCGEEEIID6qq4sjJBUAT57vZUHRdXIsDSUAumk+zzbLicDg4XTHaWQghhBCiOamFhWC1AqCNi/XZcbXJzoDckZWFajb77LhCVNbolJXaFBcX88svv7B48WL69Onj68MLETzsdqwbN1JaUIA2IRFD2jAUrdbftRLCL1S7HcvGn7Fnn5T2IBrFXpE/rkREoISG+uy4mpgYlIgI1OJibEePoj/rLJ8dWwiXRgfkvXr1qnWWFVVV6dChA/PmzWt0xYQIZpavvyF+3kMUV8wIAKBJSiL64fkYJ0/yY82EaHnmZcvJf3AejhMn3NukPYiGcrjzx33XOw6gKAq6Ll2w7tyJLfOQBOSiWTQ6IL/11ltrDMijoqLo0qULo0aNQqfzeQe8EK2eedlySm6fjUZVPbY7srLInXUzsYtekyBEtBnmZcvJnXUzSHsQTeRwLwrk+9U0tcldse7ciV0Gdopm0uiI+fbbb/dlPYRoE1S7nfwH54GqUu3jrKqColAw7yFCJ4yXr+tF0KvcHqrvlPYgGsY1oNOX+eMuui4VM63IwE7RTJptUKcQojrLxp89vpavRlWxHz+OZePPLVcpIfxE2oPwJburh7yd73vIXXOR2zIzfX5sIaCJgzrLy8v5+uuv2blzJ0VFRTgcDo/9iqLw+OOPN6mCQgQTe/ZJn5YTojWT9iB8yZHrmvLQd3OQu2i7dQPAfvCgz48tBDQhID927BjXXXcdx44dw2QyUVRURFRUFEVFRdjtdmJiYggLC/NlXYVo9bQJiT4tJ0RrJu1B+JIrh1zbDAG5LsUZkNsOH0a12VBkjJzwsUanrDz99NMUFxfz8ccfs2LFClRV5fnnn2fr1q387W9/IzQ0lMWLF/uyrkK0eoa0YWiSkqCWGYpQFLQdOmBIG9ayFRPCD6Q9CF86syhQM/SQJyVBaAjYbNiPHPH58YVodEC+YcMGrr76agYMGIBGc+YwBoOBm266ieHDh0u6ihBVKFot0Q/PB6DaMLaKoCRq/kMygE20CZXbQ7WgXNqDaCB7jiuH3PcBuaLRnMkjP5jp8+ML0eiAvKysjI4dOwIQERGBoigUFRW59w8aNIjNmzc3vYZCBBnj5EmEL3gJR5VeHG1SkkzxJtoc4+RJxC56DU379h7bpT2IhnKcds1D7vuAHECXkgKATfLIRTNodBJUUlISJ086B9rodDoSExP59ddfGT9+PAD79+8nJCTEN7UUIsgYJoznVMcO9CgpQS8rdYo2zjh5EqETxstKnaLRVIfDPaizOXLIAXQVAzslIBfNodEB+fDhw1m1ahW33XYbAH/84x9ZtGgRhYWFOBwOvvzyS6ZOneqzigoRdLRa9GlpMvhZCJzpKyEjR/i7GqKVcuQXgN0OgCbW9/OQgwTkonk1OiCfNWsW27dvx2KxYDAYuOWWW8jOzubrr79Go9EwZcoU7rnnHl/WVQghhBCiGkeuM11FMZlQmunbeV23ZABsGRKQC9/zOiBftWoV/fr1IzHROf1Uhw4d6NChg3t/SEgIjz32GI899pjvaymEEEIIUQvXlIfNlT8OZ3LI7UePolosKAZDs51LtD1eD+q87bbb+PnnM6uljRs3jlWrVjVLpYQQQgghvOWa8rC58scBNAkJKOHh4HBgO3y42c4j2iavA/Lw8HAKCwvdvx87dozS0tJmqZQQQgghhLfsp5tvykMXRVHQJScDkrYifM/rlJUBAwbw6quvkpOTQ2RkJAA//vgjpysaQU0UReGGG27wujLLly/nyy+/ZMeOHRQWFtK1a1euvfZaLrvsMpRKc9R+8sknvPHGGxw/fpxu3boxZ84cxowZ43GsoqIinnjiCVauXInVauXcc8/l/vvvJyEhwaPcli1beOqpp9i1axdxcXFcffXVzJw50+N8QgghhAhcrhlWmjNlBZwDO607dsjATuFzXgfk8+bN4+677+Zf//oX4Ay2lyxZwpIlS2p9TEMD8rfffpuOHTsyd+5cYmJiWLduHQ888ABZWVnu2VyWLl3KAw88wC233MLw4cNZtmwZt912G//+978ZOHCg+1h33nkn+/fv56GHHiIkJIQXXniBmTNn8tlnn6GrWPL20KFDzJgxg1GjRnHnnXeyZ88ennnmGbRaLTNmzPC63kIIIYTwH1cOeXOmrADoUipmWpEecuFjXgfkXbt25cMPP6S8vJycnBzGjh3Lvffey7hx43xWmVdeeYXYStMVjRgxgvz8fN566y3++te/otFoeOmll7jooou48847Aef0i3v37uXll1/m9ddfB2Dr1q2sWbOGxYsXM3r0aAC6devG5MmT+eabb5g8eTIAixcvJiYmhueeew6DwcCIESPIzc3l1Vdf5dprr8UgAzaEEEKIgOfIad5FgVy0FVMf2qWHXPhYg1fqDAkJoUOHDtx2220MHz6cjh071vmvIWJrmDu0d+/eFBcXU1paypEjR8jMzGTSJM+V2yZPnsz69euxWCwArF69GpPJxKhRo9xlUlJS6N27N6tXr3ZvW716NePGjfMIvCdPnkxhYSFbt25tUN2FEEII4R921yqdzZhDDjIXuWg+jZ6H3JVCApCdnU1ubi5dunTx+SInmzdvJjExkYiICDZv3gw4e7sr6969O1arlSNHjtC9e3cyMjLo1q1btTzwlJQUMjIyACgtLeXEiROkVExjVLmMoihkZGSQlpbW6HqrqtrmB72azWaPn+KMtnBt/L3gUSC1wWB+veW5BbZgboeVXx9bRcqKNTyiWdu9o317AOzHj1OSm4sSGtps5/KVYLiPW0JzXidv2mGjA3KAlStX8swzz3Do0CEA3nzzTXfax/Tp07ntttu44IILGn38TZs2sWzZMu6++24ACgoKADCZTB7lXL+79hcWFroHnlYWFRXF77//DjgHfdZ0LIPBgNFodB+rsaxWK7t27WrSMYJFZmamv6sQsIL52gwZMsSv5w/ENhjMr7c8t8DUFtphZmYm8dnZaIHMggJszXk+VSUhPBxNSQn7f/gBW9euzXcuH2vN93FLao7r5E07bHRA/t1333H77bczcOBApkyZwsKFC937YmNjSUxM5LPPPmt0QJ6VlcWcOXNIS0vjuuuua2w1/Uav19OjRw9/V8OvzGYzmZmZJCcnYzQa/V2dgCLXpvkFUhsM5tdbnpuoS3O2Q9fr07VzZ8orOtm6Dx2Cpspsar5W2D0F+7btdNVoMfTu3azn8gW5j73j7+vU6ID85ZdfZujQobz33nvk5eV5BOQAAwcO5KOPPmrUsQsLC5k5cybR0dEsWLAAjcaZ6h4VFQU4e7fj4+M9ylfebzKZyMrKqnbcgoICdxlXD7qrp9zFYrFgNpvd5RpLURS/f1UYKIxGo1yLWsi1aT6B2AaD+fWW5yZq0hLtMLTcQrnDAUB4x44oen2znq+se3fM27ajPXq0Vd0Xch97x1/XqcGDOl327dtXbXBlZe3atSOnYtRzQ5SVlXHzzTdTVFTEG2+84ZF64sr3duWBu2RkZKDX6+ncubO73MGDB1FV1aPcwYMH3ccICwsjKSmp2rFcj6uaWy6EEEKIwKNWzEGuREc1ezAOoOveHQDb/v3Nfi7RdjQ6IDcajXUmvh85coTo6OgGHdNms3HnnXeSkZHBG2+8QWJiosf+zp07k5yczIoVKzy2L1u2jBEjRrhnS0lPT6egoID169e7yxw8eJCdO3eSnp7u3paens6qVauwWq0exzKZTAwaNKhBdRdCCCFEy3PkOjv/tHHtWuR8+rPOAsAqAbnwoUanrKSlpfH5559z/fXXV9t36tQpPv7442qrZ9Zn/vz5fP/998ydO5fi4mJ+/fVX974+ffpgMBi4/fbb+dvf/kaXLl1IS0tj2bJlbNu2jffff99ddtCgQYwePZp7772Xu+++m5CQEJ5//nlSU1MZP368u9yMGTP46quvuOuuu7j66qvZu3cvixcvZs6cOTIHuRBCCNEKqO45yKtPndwcdGc5c+Jt+/ajqqqs7C18otEB+Z133smVV17J5ZdfzsSJE1EUhTVr1rBhwwY++ugjVFXl1ltvbdAx165dC8CTTz5Zbd+qVavo1KkTU6ZMwWw28/rrr7No0SK6devGwoULq/Vov/DCCzzxxBM8+OCD2Gw2Ro8ezf333+9epROcix0tXryYJ598klmzZhEbG8vs2bOZPn16I66IEEIIIVqaIzcPAE27lukh13XrBlotanExjqwstElJLXJeEdwaHZCnpKTwn//8h8cee4wXX3wRVVVZvHgxAMOGDWPevHl06tSpQcf87rvvvCo3bdo0pk2bVmeZyMhIHn/8cR5//PE6yw0ePJiPP/7Y6zoKIYQQInC4e8hjm3dRIBfFYECXnIztwAGs+/ZLQC58oknzkJ911lm8/fbbFBQUcOjQIVRVpXPnzjWuuCmEEEII4WuuQZ3aZl6lszLdWT2wHTiAbd8+SD+3xc4rgleTAnKXqKgoBgwY4ItDCSGEEEJ4zZHjDMg1cS0YkPfoAXztDMiF8AGvA/LPP/+8USe45JJLGvU4IYQQQoj6uFNWWiiHHGSmFeF7Xgfkc+fOrbbNNbK46nzflUccS0AuhBBCiObinvawBQPyyjOtCOELXgfkq1at8vi9qKiIu+++m8jISP785z/TrVs3wLlIz/vvv09JSUmNs6UIIYQQQviKetrVQ97SKSvgOH0aR14empiYFju3CE5eLwzUsWNHj3/vvPMOsbGxvPfee0ycOJHU1FRSU1OZNGkS7733HtHR0bzzzjvNWXchhBBCtGVWK2phIQCadvEtdlpNeDjaDh2cVZC0FeEDjV6pc+XKlVxwwQU1Toiv0Wi48MILq/WqCyGEEEL4iqYiGEerRRMd1aLnlrQV4UuNnmVFVVUOHjxY6/4DBw5Uyy0XQlThsMPBH6D4BEQkQddzQaP1d61EoHHY4dBPcp8IUYUmv8D5My4ORdPoPsZG0fU4i/IfV8tMK8InGh2QX3DBBXzwwQd07NiRq666CqPRCIDZbOaDDz7go48+4g9/+IPPKipEsIk+8R2hP0yFomNnNpo6wcQXoc+l/quYCCw7/wsr7oDCo2e2yX0iBACa/HygZQd0uugresglZUX4QqMD8vvuu4+jR4/y1FNP8eyzz5KQkABAdnY2NpuNwYMHc++99/qsokIEE+3eL0jZ9I/qOwqPwceXwxWfSrAlnMH4x5cDVb5tlPtECAA0BRU95C04oNNFUlaELzU6II+MjOT9999n5cqVrF69muPHjwMwevRozjvvPMaOHVtjfrkQbZ7Djn7V3wGo3kJU59YVd0KvqZKW0JY57M6e8arBOCD3iRBOZwLylu8h11XMRW4/ehRHaSmasLAWr4MIHk1eqfOCCy7gggsuqLdcaWkpb775JpdccgmdOnVq6mmFaL0O/YSmcppKNSoUHnHmDHc7v4UqJQLOoZ8801SqkftECK0fU1a0cXFoYmJw5OVhO3AAQ//+LV4HETxabAREaWkpL7/8MkeOHGmpUwoRmIpP+LacCE5ynwhRL/egTj8E5AC61J4A2Pbs9cv5RfBo0SHJMuuKEDhnyfBlORGc5D4Rol7+zCEH0PfqBYB1926/nF8Ej5adI0gIAV3PxRHZscbMYCcFTJ2dU9uJtqvruc7ZVGoYaeAk94kQZ2ZZablFgSpzB+S7dvnl/CJ4SEAuREvTaLGO+ycAarVgq+L3iS/IQL22TqN1Tm0IVA/K5T4RAvzfQ66THnLhIxKQC+EH9p5TyRj6NGpkB88dpk4ylZ04o8+lzvvB1NFzu9wnQqCqql9nWQHQ90oFwJF1Ekdenl/qIIJDk2dZEUI0Tn7SWMrOv4WwU5tlBUZRuz6XOqc2lJU6hfCgFhWh2GyAc8YTf9BERqLt3Bn7kSNYd+8mZMQIv9RDtH4SkAvhTxqtTFkn6if3iRDVqKdPO/8TEYESGuq3euh7pToD8l0SkIvGk4BcCF9y2KUnU7Qcud9EG+bIyQVA46fecRddr17w7UrJIxdN0mIBeWxsLKtWrSI+3j8joYVodjv/61xZsfJiLqZOzoF5kusrfE3uN9HGqTk5ACh+GtDpou/dGwDrLgnIReM1KiBft24dy5cvZ+fOnWRnZ1NeXk5ISAgJCQn07t2bSZMmMWrUKI/HaDQaOnbsWMsRhWjldv4XPr6casucFx5zbpcBeMKX5H4TAkeOM2VFE+vvgNw504pt925UhwNFI/NliIZr0F1TWlrKrFmzmDFjBkuXLiU0NJQhQ4YwZswYhgwZQmhoKMuWLeOmm25i5syZlJaWNle9hQgcDruzp7LGmcUrtq2401lOiKaS+00IANSKlBUlLtav9dB16wYGA2ppKXZZjVw0UoN6yJ977jk2bNjAww8/zCWXXIJer69Wxmq18vnnn/Poo4/y3HPPcf/99/usskIEpEM/eaYNVKNC4RFnuW7nt1ClRNCS+00IABynTgH+m/LQRdHr0ffogXXnTqy7d6Pr2tWv9RGtU4N6yFesWMGMGTOYNm1ajcE4gF6vZ9q0adxwww0sX77cJ5UUIqAVn/BtOSHqIvebEACoroA8IcHPNQGd5JGLJmpQD3lxcTHt27f3qmxSUhIlJSWNqpQQrUpEkm/LCVEXH95vqt2OZePP2LNPok1IxJA2DEUrs7SI1sGRnQ2AkuD/ySL0vXthBmwSkItGalAPee/evfnoo4/qzQ0vLS3l448/pk+fPk2qnBCtQtdznbNbVFve3ElVwW42YN5Z3LL1EsGpnvsNFDB1dparg3nZcrLSRnB62hXk3Xo7p6ddQVbaCMzL5JtN0To4sit6yANg9jbXip0y9aForAb1kP/973/nxhtvZOLEiUydOpW+ffsSHx+PwWDAYrFw6tQpfv/9d7788ksKCgp46623mqveQgQOjdY51dzHl6PiGSapFWPs8tdGUvbvvxK7SItx8iR/1FIEi0r3m/Nuqzy4s+Lum/hCnfORm5ctJ3fWzWdu0AqOrCxyZ91M7KLX5D4VAU11ONzTHmoSEv1cG9D3qphpJSMD1WxGMRr9XCPR2jQoIB88eDAffvghzz33HG+99RY2mw1FORN+qKqKTqdjxIgRzJkzR3rIRdvR51LUyz/G8d6f0Bqt7s32Ei0F66MpyzSCAgXzHiJ0wng/VlQEhT6XOqc2rHEe8hfqnPJQtdvJf3BetWDcuVMFRXHfp5K+IgKVIzcXbDZURfH7POQAmvbt0cTG4sjNxbpnD4aBA/1dJdHKNHge8t69e/P6669TXFzM3r17OXXqFGVlZYSGhhIfH0/Pnj2JiIhojroKEdAshR05/e8EDO3L0YY5sJdqsGSFgFrxoVVVsR8/jmXjzzDwbP9WVrR+fS6FXlMbvFKnZePPOE7UMeCz0n0aMlKWAReByZ51EgCHyYSi8/+i44qioO/fj/IfV2Pd/rsE5KLBGn0XR0REMHjwYPfvBw4cYMWKFXz55ZekpKRw6aWXSmDeRrkGilmOHMFgLkXt2dPfVWoR9uyToCpYToTWX04IX9BoGzy1obf3XyDepzIIVbi4BnQ6YmP8XJMz9P37U/7jaizbfyfc35URrU6DAvL333+f9957jw8++IDY2DMT8X/33XfccccdWK1nvqp/7733+OijjzzKieBnXrac/AfnuXvgYoGCBS+jeeThoM9J1XqZx6iJi8fRzHURoipXMGvbu8+r8t7ezy2l6nsLgCYpieiH5wf9e4uozvWB0RFAMYahXz8ArL9v93NNRGvUoFlWvvvuOzp37uwRZNtsNu6//360Wi1PPPEEX331FXfddRfHjx/n1Vdf9XmFReByDRSr+nW4mpVF7sxZFD7/Aqo9eFcPNKQNQ5OUBEpts1845c2Zg+Xrb1qoVkJ4zqhS9OJLdRdWFLQdOmBIG9YidVPtdsrXraf0888pX7e+xveI2t5bXINQZWaYtsdx0tlDbo8JpB7yioB8127USh2UQnijQQH5/v37GVglL2rjxo3k5uZy/fXX88c//pGzzjqLmTNnMnHiRH788Udf1lUEsDoHilUoeuZZTgwbHrR/PBWtluiH51f8UntQ7sjKouT22YSsW99CNRNtWW3BbI0q7tuo+Q+1SCqIN1Mv1jsIFedg6WD+sC+qs7tTVgKnh1zbtSuKyQQWi9ffRAnh0qCAPD8/v9rCQOvXr0dRFC688EKP7YMHD+aEN38ARFCod6BYBTXIe7SMkycRu+g1lMQ6vu6vCCJMbyyWIEI0K28+KFemTUpqsSkPve31bsggVNF22E9WpKwEUA+5oijo+/YFwCJpK6KBGhSQt2vXjtOnT3ts27RpE6GhofSqmIPTxWAwoNfrm15D0So0dABYMPdoGSdPIvbF5+supKpoT5/GtmlTy1RKtEneflCOuGM27T75mMQN61okGG9Ir3drHoQqmo89AFNWAAyutJXtv/u5JqK1aVBA3q9fP/73v/9RXOxccXDfvn1s376dc889F12VaYcyMjKq9aZ749ChQzz44INMnTqVPn36MGXKlBrLffLJJ0yYMIH+/ftz8cUX8/3331crU1RUxL333suwYcMYNGgQs2fPJrvia67KtmzZwpVXXsmAAQMYM2YMixYtQvWyR0k4NWgAWBvo0XJU+eBaG7VipTkhmoO3Qaq+51mEjBzRYjOWNKTX29v3lkAbhCqalyMAU1YA9AP6AxKQi4ZrUEB+6623cvz4cSZMmMD111/P1VdfjaIozJo1q1rZb7/9lkGDBjW4Qvv27ePHH3+ka9eudO/evcYyS5cu5YEHHmDSpEm8/vrrDBw4kNtuu41ff/3Vo9ydd97J2rVreeihh3jmmWc4ePAgM2fOxGazucscOnSIGTNmEB8fz2uvvcb111/PSy+9xJtvvtngurdl3g5orCyYe7S8DQ6UBP8v+SyCV6AGsw3p9a73vaWFB6EK/1NV1Z1Dbg+gaQ/BOfUhgHXHjqD9Flg0jwYF5Kmpqbzzzjv07duX7Oxszj77bBYtWkS/iql+XDZu3IjRaGTixIkNrtDYsWP58ccfeemll+hbkYtV1UsvvcRFF13EnXfeyfDhw3n44Yfp378/L7/8srvM1q1bWbNmDY899hiTJ09m3LhxvPjii+zZs4dvvjkzw8XixYuJiYnhueeeY8SIEdxwww1Mnz6dV199FYvF0uD6t1UeAxq9FMw9Wt4EEfZ27dANHXpmm8MOB3+A7R84fzrkzVzQqPvCNXOJLesEmri4gAtmG/JBoc7B0i08CFUEBkdePlT8fQ6kHHIAXbduKGFhqGYztowMf1dHtCINCsjBOVhz0aJFLF++nMWLFzNy5MhqZdLS0vjqq68YPXp0wyukqbtKR44cITMzk0mTPPMcJ0+ezPr1691B9OrVqzGZTIwaNcpdJiUlhd69e7N69Wr3ttWrVzNu3DgMBoPHsQoLC9m6dWuD69+WuQY0apKS6i7YBnq06v2AoqqYzx19JojY+V94IRneGQOf/cn584Vk53bRdjXivqg8c0n+7XfgyMmpOVfbj8FsQ3u93e8tVdIgW3IQqggcjopvWJToaAiwsWqKVuse2ClpK6Ih/L/ebANlVHzi7Natm8f27t27Y7VaOXLkCN27dycjI4Nu3bqhVHnDT0lJcR+jtLSUEydOkJKSUq2MoihkZGSQlpbWqHqqqkppaWmjHtuqnX8epu9XUfavVyl76SVUwOMVqHg9Qu+9B3N5uT9q2HLOP4+QGdMpf2NxjbvD//c5xeeeizbVjuHzawDV41qphcfg48uxXPJv7D2ntkiVfSksLMyv5w+kNmg2mz1+ekO794s674vyi9+jvKADavYplIR4dEOHYl25ipLbZ3s1q4rSPpGw++5DPf+8Jl2nxjw3AON99zrrqiie9a3tPaLivcW2aZPHc1a12mZ7nRv73AJJMLZD6+Ejzv+0awcE3uuj9OoFv/xC6datMHGCv6sTFPdxS2jO6+RNO2x1AXlBQQEAJpPJY7vrd9f+wsJCIiMjqz0+KiqK3393fmotKiqq8VgGgwGj0eg+VmNYrVZ27drV6Me3eheMJSTMiOn1N9Dm5Lg32+PiKLxpBlldOkOwXx+7nfj/fY6GKh9KKimfezeaa06BTq1WRkF1fqBZMYddtu6gtK6v5IcMGeLX8wdiG8zMzPSuoGqn/8o7qRqMw5n7QvfhjeT8JwFUZwl7RASK3YaiVn8MgAo4TCaKbpqOIy4OS58+oNX6rB16/dxcunQm5O5/NPw9wmRy/gPYu7fxFW6ABj+3ABKM7TD0t9+IBsoinAvUB9rrY4yNJgoo/OUXDgXQe1CgXadA1RzXyZt22OoC8tZCr9fTo0cPf1fDL1S7HdumTZRHR3PyztkktG9PSFGxu0erXRvJ9bRu3EhxpUCjKgUIiStGryups4yh7CR9I3JxdEn3fSWDWCC1QbPZTGZmJsnJyRiNxnrLaw6vxlBWfUYoFwXQhVkxtC/HciIUAG3F7Fd1PUZbWEinwYPRN/Kbv5o09Lm53h/U7FMo/fqiXf0D9q1bPXq9A+U9oqHPTVTXHO3Q/P0PlAFhXbuSBwH3+tg1GgpfXEBIxkF69ezp9/ENch97x9/XqdUF5FFRUYCzdzs+/swMFYWFhR77TSYTWVlZ1R5fUFDgLuPqQXf1lLtYLBbMZrO7XGMoiuL3rwr9wbxsOQUPznNPaRYL2Nu3J+SRhzGOGePfyrWwUi++YdGGObw6Vqg1D9rg/dQUgdgGjUajd3Wy5nl1PG/vn8r0BQXNcl28eW5V3x8ANElJRD88H+OVV/i8Tr7i9esmqmmOdlheMV2svksXIPBeH3XAAIrCwlBLSjAcO4a+yjot/hJo1ylQ+es6NXhQp7+58r0zqoxezsjIQK/X07lzZ3e5gwcPVptP/ODBg+5jhIWFkZSUVO1YrsdVzS0Xdatt5T315MmgXp2zNt7MJGEv9bIJRtQzUFYEFy9fb6/vn0r8NbuRtytzClEf+/FjAPVPIOAnilaLfuBAACxbZHII4Z1WF5B37tyZ5ORkVqxY4bF92bJljBgxwj1bSnp6OgUFBaxfv95d5uDBg+zcuZP09DNf/aenp7Nq1SqsVqvHsUwmU6PmUW+rGrLyXlthSBuGEh5eZxlLVgi2Ym0dY/AUMHWGruf6vH4igHU9F0ydqG30gaqCrViLJSvE+2P6cXYjeX8QvmQ/WhGQd+zo55rUzjDYGT9Ytmzxc01EaxFwAbnZbGbFihWsWLGCY8eOUVxc7P49NzcXgNtvv50lS5bw0ksvsXHjRubNm8e2bdv461//6j7OoEGDGD16NPfeey/Lly/nu+++Y/bs2aSmpjJ+/Hh3uRkzZpCbm8tdd93F+vXreeedd1i8eDG33HKLx1SIom4NWXmvrSj7+hvUktrzwwFQFQrWRzv/WyVWcf868QXQBEZOrWghGi1MfLHiF8+g3HWfFKyPdg/o9Ja/5uuW9wfhK6qqYj9WEZB3CMwecgDDkMGABOTCewGXQ56Tk8Mdd9zhsc31+7vvvktaWhpTpkzBbDbz+uuvs2jRIrp168bChQur9Wi/8MILPPHEEzz44IPYbDZGjx7N/fffj0535ml37dqVxYsX8+STTzJr1ixiY2OZPXs206dPb/4nG0QasvJeW+DuEfRCWaaR3JVxRI3IRxdRqYcwJAGmvgJ9Lm2mWoqA1udSuOJTWHEHFB51b7aXaClYH01ZpveDjhSTiZhnn2mW+bpVux3D9u1Y9h9A27mz85uhKkG/vD8IX1Hz81ErplHUJCVBgC6+Y6iIR2x79+EoLERTZTY3IaoKuIC8U6dO7Nmzp95y06ZNY9q0aXWWiYyM5PHHH+fxxx+vs9zgwYP5+OOPG1RP4cl2MNOrcsG8Omdl9fYIVlGWaaTsUCiG9uXOgXrGBGKW/AZ6+ZamTetzKfSaCod+guITqGEJnLzoViiq55uXKqIemd8swbh52XIKHniQ2KwsSoASKg3SrHS+hqzMKURdbK7e8fh4lJAGpGy1MG18PNouXbAfPozl198ITZe0Q1G3gAvIReBT7XbK16/Hsm69M61Cq6P4+efrfpCioE1KCurVOSuzZXkfjLupinMKO0UhdtFzKBKMC3Cmr3Q7H3Amr4RNu5LSN99s0CF0HXyXa6va7ZSv20DJe+9StnRZtf2uQZqVV9B0rczpyMqqddXQtvT+IBrPla6i7djBzzWpn2HwIMyHD2PZskUCclEvCchFg5iXLSfvH3ej5nk3LZubqvotf9UfHDm5jXpcTb2LQlSm69K5QeW9Gcip2u1YNv6MPfsk2oTEGtNOoKL9//0fqPn5dRxMBUWhYN5DhE4Yj6LVomi1RD88n9xZN9e6Mmdben8QjWc/dhwArQ8/ZDYXw+DBmD//QmZaEV6RgFx4zbxsObkzZzXqsZF/u8svQabD7iBrZzaleWbCYoy075OARtv8Y5k1cbENfkzk3+4icvbtEpSIOjXo3lKUegNd87Ll5Nc2N3ilNutq/yoKOZHdKNebCLEWEleUiULVEclnBmmGjBwBgHHyJGIXvVbtXNqkJKLmPyQfQoVX7Eed4yl0nVpDQO7MI7du2YKqqihKwwZhi7ZFAnLhlYYMUqyJrluy7yrjpYz1h1n3+iZKckrd28Ljwhg5cygpI7o0yzndPY37D3j9GG2HDhKQiDpVThOzHj1a/wMATVwc0U8+Ued95ZobvGoaSdW0E9VuJ++BBzkR3ZcdXaZQZoh2lw215NP38BKS8ndUO37VQZrGyZMInTDeq954IWri7iEP4CkPXfR9+0JICI68POyZmei6dfN3lUQAk4BceKWhgxSraunBWhnrD/Ptk6urbS/JKeXbJ1dz4dx0nwflNfU01kVVFEJvu5W4v/9NAhJRq8akiWni4kjc9DOaOqZurXdu8EppJ5aNP3O8LI7N3a+pVrRMH8Xm7tcw5MC/qwXlNbV7Rat195oL0VCuQZ3aTh2rfi8TcBSDAUO/flg2b8ayZasE5KJOATcPuQhMjZ2OTAWUpPYtOljLYXew7vVNdZZZ98YmHPaGLztem9pWIayTqlK+8GXKvv7GZ/UQrYtzgOR6Sj//nPJ166stjONOE/E2GFcUUBSin3yizmAcvJ8bvOCfz1D8wYfs6DLlzDmqnhPY0XkKqmvOdD8uQiSC25lBnYHfQw6gdy0QtHmzn2siAp30kAuvuHq67IrCrvY9yTNGEWMuoHfWXrS1LzMJQNh99zW6B9jbwWaVZe3M9khTqUnJ6VKydmbToX/7RtWrah1r7WmsgyusqTz4TbQd9eVuNyZNTNO+PeHX/AnVUk75uvV1tpe6PmR7tPNPvyWh2EpZ6jm1n1hRKAuJJicymXZFBwEZpCl8Ty0vx5GdDTgDcpuf6+ONkCFDKHn9Dcp//sXfVREBTgJy4RV7bi4bkgfz5vCryIk4M6gsrjiX6Rs+ZHhmzauRqZGRjT6nt4PNqirNM3t1fG/L1adJ6Tw1DH4Twc+b3G1NdLTX91XkHbNBr6f4/X9T9Myz7u11tZfa0shqaucDTpxmyMn6P3CW602g0RBx8ywZEyF8zl7RHhSjEU1MDJh98x7enFzfEtl278aRl+estxA1kJQVUS/VbmfFq5/wz3F/ISfc880kJzyaf477CxuSB9f4WKWoiJLbZ2NetrxB56wtBcQVsNR1vLAY71Yw9LZcfXyxuqCsUNh21Ju7jfNbk4bMZW/ZsYOiZ59Dzcry2F5Xe3HNDV45BWVD8uAa23l2hHcfrEOshaCqFL/6WoPbvBD1sR+tSFfp0KHVzFiiTUhA1727M0Xx55/9XR0RwCQgF3VS7XYKFr/F4tQJzg3V8kc1gMqbw6/EXsMbZOW0DNVurzdn1nVObwKWmh4L0L5PAuFxYXU+r/B2YbTvk1BnGW/5YsCqtyuditbP29zthsxlX77qu9rbi6qSP/ceSv77X48255ob3PmLgl1ReHP4Ve7fKzsZYaBEr6l9EJ2qElqeT1xRpldtVIjGsB06BIC2a1c/16RhDMOHA1C+foOfayICmQTkolbmZcvJShvBxkUfOr++rq1HQtGQExHHrvY9a95fEWAUvbSArLQRnJ52BXm33s7paVeQlTaiWk+atwGLZWPNvQ0arYaRM4fW+dxG3jTUZ/ORG9KGoYlt+LzjlRU986z0KLYR3n4b0qDetHrGLzhycsi//Y5qbc41N7imfXt2te9ZaztXFYWNHSNqPlfF732PLDkzH3k9bVSIxrBlZgL+mUa3KUJGpAFg2bDRzzURgUwCclGjyikjecYorx5TX7miZ571KgXF24ClrnIpI7pw4dz0aj3l4e3CfD7lYdnX3+AoK2vaQSqmmJMexeDn7Tcq5c30Aa1qmzNOnkT7jeux3X1/nY87FB3C98kmFIdn3m6opaDGKQ9BUrGEb9kOOgcMt7bpA0MqesitO3bgKCz0c21EoJJBnaKaqikjMeYCrx7nbTnPk1VfZtvbgKW+cikjupA8rFOzrtRZ6+A8Bfb3CKfApCeq0EqP/SVo6urElMGdbYYrd9uRleX1zDwNvp/qUkObMy9fgeGVxXDuzXU+9FB0CF2yPiGpuLzulTortPT6AyK4uXvIk1tXyoo2KQltclfsmYew/LKJ0HFj/V0lEYAkIBfVVE0Z6Z21l7jiXHLCoytyxqtQHcSV5NE7a2/jTlglGHUHLLWlrSgK2qQkr+Y41mg1PpnasCa15bpvPdvEx9M6kB9zZh7o6DwLV3xynEG/1d07Ij2Kwc+Vu507q+7g16Xe+6li7nEcDZhXv1KbK/vuO4pfeZVURSFu0LR623mfrD31TnXakDYqhDdUVcVeMdZGl5zs17o0Rsjw4ZRmHqJ83ToJyEWNJGVFVFM1KNSqKtM3fAgooFb5o686AIUbty9lV/ue/NQ9jd+TUt0DPBvSiec6r6LVEnbJ1DrLBsIcxzXlum8928SimV3Jj9Z7bM+P1rNoZle2nm2q85jSo9g2GCdPIuKW+gNyb++niJtnnQnM62BXFH5PSuWnlGH8npRK0fIVFL/yKuBdO5++4SOvgnEIjDYqgocjKwu1rAy0WrSdOvm7Og0WMnoUAOWrf/JzTUSgkh5yUU1NQeHwzC38fdUr1echL8ljbHs9706YSXZh+ZntlecnDw+HkhKvz2tetpziV1+rtVzELTcHxBzHVT+4OBT4eFoH5y81rWaoqnxyeQfO3lZYY7qBrGzYdqh2O6Wff1HrfocCe88K5/0/VQQetd1PV3ZmzK23E37RRegHDiT/nntRc2uenaXGdQRK85iePNi9jkBd7Xz6ho9qXW+gMm1SElHzHwqINiqChy3DmT+u7dwJRa+vp3TgCTn3XACsO3diz85Gm+CbWb5E8JCAXFRjSBuGJi4OR06Ox/bhmVs459BWj5U6C0MiePaCW4Byj7Ku+cn/vuoVr/6IKzExGNKG1b/qpaJg/uJLTPfM9XvvW9UPLvt7hHukFVSjKOTFGtjfI5ye+6p/QDHNe9Dvz0m0jLpmEqopRaVGikJelJaMYZ3psWw5BQ/NrzMY/+e4v1TbnmOMqtZOa2rnfczZaArya62K3WQi8sEHCOva1avVdIVoKOu+fQDoe5zl55o0jrZdO/T9+2Pdvp3y1T8Rdvll/q6SCDCSsiKqUbRajJdeUuM+rarS78Qezs34md5Ze3l7+JU156XUMz95VWpeHmVff9PkKQ9bUtWFVQpM3vXa1FbOVvEHRwS/2sYK1JaiUpeTG76vcREt97nqmF+8tnZauZ33O7GHqJum1/J4Z5pM4V//QsjUiwkZOUKCcdEsbPv3A6Dr2ToDcoCQ89IBKPtxtZ9rIgKRBOSiRsbxE+otU9e8xUD985N7lFUatDphIAx+9FhYBYgssnr1uNrKFS9eLNMethE1pYXVmfJUB93bH9c5W0tT26kmLo7I2be75yuvTJuURPiClyiXmYFEM7PtdXZY6Hr08HNNGi803RmQl69ejdqQQdiiTZCAXNTIkDYMpX3ds5P4an5yoMGrEwbK4EfXwirExNRfuB5qXj7l69f7oFYi0NW0bL075akBwXicxkT3jYfrLNPUdhr1+GPOb80q5itv98nHxLy8gHaffEzihnUYJoz3ur5CNJZ1f0XKSivuITcMHYISFobj9GmsO3f5uzoiwEhALmqkaLVE/PmaOss0x/zkmrjYaoGKZ8WUgBz8qISEUBTpXZpBXeVyb/6LrNjZBri/XanUs+1tyhPgftz1jmH1zkfelHYaOmE8YVMucv+uaLWEjBxB2CWXSHqKaDGOggIcJ7OB1t1DroSEYBjh/Dap/Lvv/FwbEWgkIBe1qm95Ytf85NWmSHNRHcQV5zRofnJd+6QzaSA15asSWNOpuRYGUrOyiCr0LmWlrnJqfn61lUtFcKr6lbW39w9ATJ6Vmz8pYPDB+nvTm9JOrdt/lzQq4XfW3bsB50xUmshIP9emaYzjLwTA/PXXfq6JCDQSkIta1ZcW4rN5i8Gj59uVBlJTvmrsotdqnU5NtdspX7ee0s8/p3zd+mYPJKrOCNNjfwnReZba83lVlZhcCz321z8FZMG8hyQQCkKuezTvwXnk/eWvHvu8uX/Ci23c8eIBHn1wNwN/OETRM89CVN0pKU1pp4EygFq0bdYdOwHQ9+3j55o0Xej4C0FRsP76G/bj3o2ZEm2DBOSiVjXluVblmrc4riTfY3tcSZ7XUx7W1PNdW75qbcG4edlystJGcHraFeTdejunp11BVtqIZu1prjojjEaFKz457vylanBT8fu0T4/Xv+R5AM0kI3wnZN16Cs4fy+lpV1C6+M1qK2t6c/9c85+j9Npb4nkPFdSfktKUdhoIA6hF22bdsQMAfb9+fq5J02kTEjAMGQJIL7nwJPOQi1q5l/ieOavOcjXNW9w7a693PePUvpCIK1+1Pq60kapBjCMri9xZN3v0qjvsDrJ2ZlOaZyYsxkj7PglotI37XFpToDLot0JmvX6o2jzSMXlWRq3NxabTsPescHrsL6k3MJdAKHhYvv6G6CefqnGGUIfiHNBZYNITVWhl5huH+OTy6vfP5Z+eoHNGHMdiuxFiLSSuKBOlAWvhNradBsoAatF2WX+vCMiDoIccIHTSBCybNlG24msibrzB39URAUICclGn0AnjUaKjUfPz6yznmre4oYyXXUrM8881Oie8zoWEVNU9nWLohPEc/PkY617fRElOqbtIeFwYI2cOJWVElwafu7ZAZdBvhZy9rdAdZGXHG/hpdCxL/nAmBSc6z8IVnxxn0G+FtR7fdjCzwXUSgUe12yl99LEa99W0CFB0noXLPz1OZIndHaRHnE5mZ+dbOJ4a7S4Xasmn7+ElJOXv8LouDWqnioI2KSngBlCLtkW1WrHudY5v0Pft6+fa+IZxwgQKH3mM8vXrceTlofHBLF2i9ZOUFVGnopcW1BuMu9gVhd+TUvkpZRi/J6V6tSCQo6QEy8afG5wv7crFLXr2Oa8WEtr37nd8++Rqj2AcoCSnlG+fXE3G+rqnjquJO6WnBhoVeu4rQWdzsGRKIgVVFnrJj9azaGZXtp5tqvX4Jf/+j+SRBwHLxp9Rs7Ko2hpqWwQoP1rPGzd1pShch/F4Ikc0F7Il5RrK9J654mX6KDZ3v4YT0c0QpATgAGrRNll37gSLBSU6Cm3nzv6ujk/ounVD17sX2O2Yl6/wd3VEgJCAXNTKvGy5c9CYFzYkD+YvVz7FvIv+zgtjZzHvor/zlyufYkPy4DofV77i6wbne1fOFy968aV6y6sobPwmu84y697YhMPesIUaFK2WsEum1rq/zoVeKn7/5PIOOGr53OI4cULyyINATalH9d8bCq9f25s3R95GSWSae0XM6uVgR+cpqNXCfSf9gAFe1VGJjvb4vb4B1EK0FMtm5/gGw+DBKA2Yoz/QhV1yCQCln37q34qIgCEBuaiROxXECxuSB/PPcX8hJ9zza7ec8Gj+Oe4v9QblcCbfu76g3JUvXmeveBU5Lb32iQAAKxpJREFUkcmUltadJ1tyupSsnXUH7VWpdjuln39R6/56F3pRFPJiDezvEV7rMSSPvPWrKbWp/nsDkrJiGXOoqO43aUWhLCSanMjkGnfrBw3yqo6xr73i9QBqIVqSZfNmwBmQB5OwSy8FRcGy8Wdshw75uzoiAEhALmpUdQaR2tgVhTeHX+X8pVoPngZQeXP4lfWnr1TkgNc13V+d+eK1URQsCd7lh1dNZ6lPfdfI24Ve6ionA+paP9eqtx4To9R3bzgU+mz0PgAp19eQ+qTRYHrgPq8W2goZMUIW/BEByd1DXjEzSbDQdkgi5NzRAJR++pmfayMCgQTkokbe9szuat+TnIjYOv7ga8iJiGNX+571H6ye6f68/ZBw5tzOOmkmX+pVcXNBmffHpv5r1KSFggJ0RVLRcIpWi7bKYLT67o3Yk/EYS8NRaklFqSrEWn1wcMjYMWiNxla10JYQldmOHcd+5AhoNBgGnu3z4+/O3cWzm/7Jw+sfYtXhlagN6ezxgbBp0wBnQN7S5xaBRwJyUSNve2bLpv3Jq3J5xroXL6mstkC3oekbrjzYyOEDvSofGhXasOPXc42aulCQBErBwWGxYPv+e49t9d0bIaVG7w6uqoSW5xNXlFltV+TNNwM0eqEtIfytfM1PAOjPPhuNqfYB8I3x332f8Y/Vf+PHoz+w6eQvvLjleRZte7VFA+PQSRNRIiKwHz5M+erVLXZeEZgkIBc18mZRIE1SEp0u/4NXx4sx1794iUttga63HxIi7pjtkQcbERfm3eO8LOdS3zVq7EJBiskkgVIQKXnnXXA4PPq667o3VBXKjWavj9/3yJJq85FX/XaloQttCREIyn9aA0Bo+rk+O6aqqry78x3e3vEmAOd3GsO0nlegoLD04BJ+OtZygbHGaCTsyisBKH5tUYudVwQmCchFjVyLAjl/qeGrbkUh+uH5DOzWjgRTSO0HUh3EFefQO2uvFyetO02j3g8JFY833fV/Hnmw7fskEF5PsB3eLoz2fRLqr2Pl09V1jSq4FgqKzvdMUYjJszLr9UM1zkNuqmGRJNF62Q4erHF7bfcG5WFkmodQotfUveyP6mDwgf/UOA95Td+uuBbakjxx0RqoDoc7IHflWjeVzWHjpa0v8unejwG4vu+N/N/Qv3Ftn+u5MvVqAF7f9hql1oaNJ2qKiJumg0ZD+Y+rse7a1WLnFYFHAnJRK2++6tZqFOZM6l3zAVQHoDB9w0f1r9rpRT5rvR8Sanm8Rqth5MyhdZ5+5E1DG7ViZ23XqLJBvxXy2AO7mfPCAaa/eZg5Lxzg0Qd317ookOrFUuii9SjftLnWfTXdG9ctLKesoAcbOzg/RFZrOaoKqsrgAx/QIf93j12amBhiX18kH+hEq2fZvBnH6dMoJpNPBnSWWkt5ZMN8Vh3+Fg0abh14O5eddbl7/7TUK+gQ3oECSwFLDy5p8vm8pevShdBJzvZavOj1FjuvCDwSkIs6efNV95g+iTxx5cBqPeXxBrjr5/cYnrnFvU3boQMRf7ml2oI63uazNjYfNmVEFy6cm16tpzy8XRgXzk1v1EqdletU+RpF3DG7WhnXQkHnbM6n576SamkqHmXjYhtdFxFYSpcsxb6j7pU0q94bIzN/5QHdAYpDLXyfbKJU7/k2HRahZWjuMo9gXImJJvJvd9H+t60SjIugYF66DIDQCy5AMRjqKV23HHMO96y5m63ZWwjRhnDf8AeYkDzRo4xeo+eqXs4xUf/b91mL9pJH3jwLgNL/fY4tM7PFzisCi87fFQgEBw4c4NFHH2Xr1q2Eh4czdepU7rzzTgxNfBMIFq6vuusypk8i6b0S+PVQHjnF5cRFhNAzPoS94+OIKLkJfUEB2oRE5xRwWi2me+Zi2fgz9uyTHtu9YZw8idAJ4xv8+JQRXUge1omsndmU5pkJizHSvk9Co3rGq6p8jcrXrafYiwWLaqONl6kOg4Fqt1Nw730NeowmLo7oJ5/gosmTmGC1senr9WSfhDC7kc5npRDZLpz2fRJQuLLR7UeIQKfa7ZRVBOTGi5r2AfN48XEeXHsf2eZsokKieXD4QyRHdufXQ3lszcwl83QJWflmHCqEh0RC2QRyjdtYlrGUy1On+eLp1MswZDAh56VT/uNqCh5/krhFr7bIeUVgafMBeUFBAddffz3JycksWLCAkydP8uSTT1JWVsaDDz7o7+q1KlqNwpBuZ3p3S0tLQatFn5ZGWJhnz7Q3QX5dGvt4jVZDh/61p5f4givX3ZGV1bA5010Umf4qGFg2/owjJ8fr8kpsLImbfkZT0RGg0+sYPqX2wWxNaT9CBLLyH1djP34cJTqK0PPPb/RxjhYd5b41c8krzyMxtDMXxs1m0fIiNh38DrOl5vUuIBVI5aVjecT84Rjj+nRs9PkbIuqB+8n+aSJlS5dS/vPPhAyTKW/bmjYfkH/44YeUlJSwcOFCoiuWj7bb7cyfP5+bb76ZxETprRQN48p1z511szO3vYFBueP06WaqmWhJDZ2mM+apJ93BuBBtWcn77wMQdtnlKKENm44WoOBEEdt/3MmrvESOQ4ft6GR2FqWwXXPEXcak1zIkJZbenaPpEBOGTquQV2zh18O5fPv7ESylMdz30e980zubf0zpQ1xEHZMX+IC+d2/Crr6K0n//h4IH5hH/1RdNTtURrUubzyFfvXo1I0aMcAfjAJMmTcLhcLB27Vr/VUy0at4M9qyNrM4ZHBryOsa89qrkfgsBWHfvpuzrbwAIv/aaBj32xI5sljywkg/+8j9ePvEZh46MIW/Pnygq6YFdoyGy3M6ArBIu3pPLpb9k0e2TXUR+tZeobSfpaYeLB3Zg/mVn8/crtYQlbgLFwY+7srn+1fX8djjPd0/SUgq5GXB0I+xZAlvfgp//hWlsNEpEKNbff6fw7llwZAOYfXheEdDafA95RkYGl112mcc2k8lEfHw8GRkZjT6uqqrOlI02zGw2e/xsc84/D9P3q7Bt2oSafQrbwQzKF7xc50OUpPbY+vfDHgT3TtU0pZbm7zao9u+H0r49alZWneWMLzwPY8e02veLYG7nwfDcWls7LH7qnwDoJ07A2rEj1joe63pdTmacYuf/9nN00wkKDRq+Pxty88cBoFHg3O6xXNw/kW5hevKPFHF6fy4ntmeTf6SQ7D2nyd5zmi0fbUdr0BLfM47YHtF06LiD3Jg9aI5fzenCcv761i/cfH43LhvaAaWO9Tnc7FaU3D1oTu1AyTuAJv8gSsU/TUnN7wlaIGZ4KLkr21H88SpCCj8ktHM5angC9qRhODqNxN4lHTXxbFC8708Nhvu4JTTndfKmHSpqG1+vtW/fvtxxxx3MmjXLY/uUKVMYNGgQjzzySIOPuX37diwWi6+qKIJIxFtvE/6/z6stiO5qhPlz76Y8SHKDh/hgqrLGCpQ2GLJuPdFPPgVQ42te8sdLKL7xhpaulmhDWlM7DPllEzGPPIqq0ZDzwnPYkpPrLG8ttnH8x1Oc2pKPDdiWGMb29kYcaAAHvZLMXNO3E7FhNQ94thRaKThQQtHBEgoPlmArOZNXntFnN7vSthJaEI1h99XsN+gBGBCn49pzIgkzVDqm6iC0KIPI3K2E523HWLif0KIMNKqt1ro7NCFYQ2KwGZz/HDojakWQbf3qCLYtxSh6lbhJpwhJ9LyGltAE8tufR3778ymKGwKaNt+3GvC8aYfyKjYTvV5Pjx49/F0NvzKbzWRmZpKcnIzR6OVS4MHu6acoHzOG0nkPQd6ZryI1Se0Ju+8+YieM91/dgkxAtMHevbF06kTJI4/CyTM55UpsLGEPzSN20sQ6Htw6BHM7D+bn1lK8bYeO48cpfPlfqEDojTdw1qTaU7isZis7l+5jx5IM7OV2DpsMbE6JIr9ivyHyEBedo+P2c66qv4Jpzh+qqlJwtIiTu06Rm1mA6Ug4GeZdlEXl01m/hrijQ/mlQwTbcmw8uiSHa8MsDEs4QGftj4Rm/4RSVj21RDWYcMT3RY3tiSO6G2rFP0d0NwiNAUVBAfRVHhcyrZzim2Zi27CR06u6YXp0NiHxeWiPrkVz+CcMZdkkZH5CQuYnqKEx2HtchK3nJTiSx4Cues59XfexarNh37YN69p12HfuxL7/AGpuLmpJCYSGoomKQtOtG9peqejT0tCdMxQlIqL+6xogVFXFvms3tjVrsO3YgX3fftTTp1CLisFgQImMRJvcFW3PnjjOHsDR9u3pOmCAX9p7mw/ITSYTRUVF1bYXFBQQFRXV6OMqiuL3rwoDhdFolGtRSdhll2IYfyEZn31GZ2MYxs6dZdq6ZhAobTDsj5egv2Bc0L/ewdzOg/m5NTdv2qHt0CFOX38jam4u+r59ib1nLpoaAiJzQRk7V+xlx9K9mAvKOBWm47c+MRwxOEMZnaGEsI4/MKpnLH8b8QBapWFtLDw1nA6pZ8b9dDgcw7Nb/knG4J1MS+pJzx3l/C8yhgKDlpfLQ/hhczcGn4yjU1g/ukTvonMvLbF9+6J0GAyJA1Ciu6L1Jr2lqrAwjO+9S851N2BZv57Cu54i8rZbibzzfygaFQ6ugl3/gz1fopSeQvf7++h+fx8MkdDzIuh9GZw1CQzhHod13cf2rCzKfviBsu9+oHzNmtoXoyspwVFSguP4cWxr11K++E3Q6TAMHkTo2LGEjBmDvm8f71J4WpAjP5+yH1dT/v33lP24Gkd2ds0FbTbU0lJsJ09i2/gzvAcJioK1Tx/048YSMnYshsGDWuy9us0H5CkpKdVyxYuKijh16hQpKSl+qpUIdopWi6V/fwy9exMif+iDnrzeQlTnMJsp/c8HFP7zGdSiIrRduhD71mKPYLy82MKx306Qse4wmRuPUGZ3cMQUQkafWI5UpI1oNRCZuA19/BpSYrvw93P+0eBg3ENpLpz8jfSjG9lo17BGa+er+A+Zm7yFqwpgvnUuP+v783tiGPviQul9OpKzTvYl4qiD8K1hdB6SQJfBGhJ6mgmLNTYqYNWEhRH37tsU3Hc/pR9/QtFLCyj56CMiZs7EePEf0E29CBx2OLwGdn4Gu/4LRcfg9w+d/3Sh0HkkdDkXIvoSujkL8/IVFP+0Buvvniv8KtFRhJ57LoahQ9GlpqJtn4gmIgLVXIY95zS2ffux/Por5WvWYD90GMvPv2D5+Rd48ik07RMJHTOG0DFjMAw7B218fOOveyM5zGas27dj2fgzZd99h2XTZnA4zjy/sDBCRo3EMGwY+t690HbogCbShGq14MjNxXYgA8u2bZh/WoNj717sO3ZQtGMHRS8tQImOJvS8dELHjsUwYjjaDl6OIWiENh+Qp6en8+qrr1JYWIjJZAJgxYoVaDQaRo0a5efaCSGEEMHBfuIE5b9swn7oEOW/bMKyYYMzNQKgzwDK5jzC/l1lnFi1lRMnizh5rJCc06WUGDQUhmjJ6RpJdrgeR0VApCgqMXGHUBJ+QBtSSM+YVOaNmE+YvuJDr6pC0QmwmcFWBrZy5097OVhLofQ0lJyC0lNQnAU5+yBnL5id6wcowB2KhtPdh7E7IpYHeqQxTB/LxR0jGWmN45O1pRzLM/Nr+3B+bR9ObJmNdsVWYrYcJXzjYUJtDkxGAx06mWifGElEfDgRcWEYwvUYwvTow/ToQ/Vo9RoMYQZCIjynOdSEhRHz/HOEjh1LwfyHsZ84QeGjj1H46GPozjoLfd8+6Lp0QYnqgyYxDUIyUQ/9jHrkV+w5hdiKfsNeuANbgZ5ooMx1YAX03doROjSV0FFD0PfrixIa4exR14eBTg8aO8QlokvpRsg55xD+p6sB57cZZT/8SPl331O+di2OrJOUfvAhpR986Kxz+/bo+/ZF17UL2o4d0Sa1RxNpQomMQBMRgRIS6vwEpdWiaLTu/6PROj9g2O2oNnu1/6tmM46CAhz5Baj5+diOHcN+6BC2jINYd+8Gu+e88rrUnmc+KJwzFCWklmkru3bFMGgQYZdfhqG0lD3r1pF8Mht1zRrKflyNmp+P+YsvMX/xpfP5xcSg798PXXKy8/l16IDG5Hp+kShhRjAY0CYmougaFmK3+UGdBQUFXHTRRXTr1o2bb77ZvTDQH/7wh0YvDLRlyxZUVW3zK32qqorVakWv1wfcV1r+1haujcFgIDU11S/nDrQ2GMyvtzy3wBYw7dBiJfqqq9FUmTWlJCSWA4npHIkfiqpoOWIysKqbCbWO660xFBAauxtj7E60IUXoFB0jo0YzLvYCdMqZIKjTL/cSc3hJo+puCUvCHNOP0tj+5Ef35lP1EJuKt6JyJmTqGpLCYK7l+/0l7DttodZgSlU571ARKfnltZ9QA73+1I3YXqaa91utGFZ9R8g336LbvRulUg+wN7QmG4aEckI7lRPSqQytsf7H23Vh7LvgU6zhnWouYLGg2/47hk2b0G/ejObIURQ/hZSOmBhsvXthHTIY69ChOBqxhky19m63o9u9G/0vm9Bv2oz24EEUe20LSnmydU+hcOEC51okeNcO23xADnDgwAEeeeQRtm7dSnh4OFOnTmXOnDmN/mO+detWVFVFr686VEOItsOfgYC0QSGcpB0K4X8SkAshhBBCCBHg2vxKnUIIIYQQQviTBORCCCGEEEL4kQTkQgghhBBC+JEE5EIIIYQQQviRBORCCCGEEEL4kQTkQgghhBBC+JEE5EIIIYQQQviRBORCCCGEEEL4kQTkQgghhBBC+JEE5EIIIYQQQviRBORCCCGEEEL4kQTkQgghhBBC+JEE5MKnrr32WlJTU2v8t3TpUn9Xz+9WrVrFtGnTGDRoEKNHj+aOO+7gyJEj/q6WaCYHDhzgxhtvZODAgYwaNYqnn34ai8Xi72rV6dChQzz44INMnTqVPn36MGXKlBrLffLJJ0yYMIH+/ftz8cUX8/3331crU1RUxL333suwYcMYNGgQs2fPJjs7u7mfQo2WL1/OX/7yF9LT0xk4cCBTp07l008/RVVVj3Kt7Xm1Va2xbTWGP+7bLVu2cOWVVzJgwADGjBnDokWLqp0vkJWUlJCenk5qairbt2/32BfQ10kVwof27dunbt261ePfnXfeqfbp00fNycnxd/X8asOGDWqvXr3UuXPnqmvXrlWXLl2qjh8/Xr3gggtUs9ns7+oJH8vPz1dHjRqlXnPNNerq1avVTz75RB0yZIg6f/58f1etTt9++62anp6u3n777eqUKVPUiy66qFqZJUuWqKmpqerzzz+vrl+/Xn3ggQfUPn36qFu3bvUoN336dDU9PV1dunSpunLlSnXKlCnqxRdfrFqt1hZ6NmdcccUV6pw5c9SlS5eq69atU5955hm1V69e6oIFC9xlWuPzaotaa9tqjJa+bzMzM9WBAweqt956q7pu3Tr1rbfeUvv27au+8cYbLfWUm+zpp59WR44cqfbs2VPdtm2be3ugXycJyEWzGzt2rDpz5kx/V8PvHnjgAXXs2LGqw+Fwb1u/fr3as2dP9ZdffvFjzURzePXVV9WBAweqeXl57m0ffvih2rt3bzUrK8t/FauH3W53///uu++uMSAfP368+n//938e26688kr1pptucv++ZcsWtWfPnupPP/3k3nbgwAE1NTVVXbp0aTPUvG41dQjcf//96uDBg93PuTU+r7aotbatxmjp+/aBBx5Qx4wZo5aXl7u3Pfvss+rQoUM9tgWq/fv3qwMHDlQ/+OCDagF5oF8nSVkRzWrLli0cPXqUP/zhD/6uit/ZbDbCw8NRFMW9LTIyEqBVfR0ovLN69WpGjBhBdHS0e9ukSZNwOBysXbvWfxWrh0ZT95+FI0eOkJmZyaRJkzy2T548mfXr17vTBlavXo3JZGLUqFHuMikpKfTu3ZvVq1f7vuL1iI2Nrbatd+/eFBcXU1pa2mqfV1vUWttWY7T0fbt69WrGjRuHwWDwOFZhYSFbt2719dPzuUcffZSrrrqKbt26eWxvDddJAnLRrJYsWUJYWBjjxo3zd1X87tJLL+XAgQP8+9//pqioiCNHjvDcc8/Rp08fBg8e7O/qCR/LyMggJSXFY5vJZCI+Pp6MjAw/1arpXHWv+geve/fuWK1W95iIjIwMunXr5vEBFJx/3ALl+W/evJnExEQiIiKC6nkFu2BtW95qrvu2tLSUEydOVLu2KSkpKIoS8Nd2xYoV7N27l1tvvbXavtZwnSQgF83GZrOxfPlyxo4dS1hYmL+r43dDhw5l4cKFPPvsswwdOpQLLriAnJwcXn/9dbRarb+rJ3yssLAQk8lUbXtUVBQFBQV+qJFvuOpe9bm5fnftLywsdH8DVFmgPP9NmzaxbNkypk+fDgTP82oLgrVteaM579uioqIaj2UwGDAajQF9bc1mM08++SRz5swhIiKi2v7WcJ0kIBfNZu3ateTm5tY6S0Nbs2XLFv7xj39wxRVX8M477/Diiy/icDiYNWsWZWVl/q6eEG1GVlYWc+bMIS0tjeuuu87f1RHCK3Lf1u6VV14hLi6Oyy67zN9VaTQJyEWzWbJkCdHR0YwePdrfVQkIjz76KMOHD2fu3LkMHz6ciRMnsmjRInbu3MkXX3zh7+oJHzOZTO6elMoKCgqIioryQ418w1X3qs+tsLDQY7/JZKK4uLja4/39/AsLC5k5cybR0dEsWLDAnTPf2p9XWxKsbasuLXHfunqGqx7LYrFgNpsD9toeO3aMN998k9mzZ1NUVERhYSGlpaWAM72kpKSkVVwnCchFsygrK2PlypVMnDgRvV7v7+oEhAMHDtCrVy+Pbe3btycmJobDhw/7qVaiudSUU1xUVMSpU6eq5R62Jq66V31uGRkZ6PV6Onfu7C538ODBagOWDx486LfnX1ZWxs0330xRURFvvPGGx1fTrfl5tTXB2rZq01L3bVhYGElJSdWO5XpcoF7bo0ePYrVamTVrFueccw7nnHMOt9xyCwDXXXcdN954Y6u4ThKQi2bx3XffUVpaKrOrVNKhQwd27tzpse3YsWPk5eXRsWNHP9VKNJf09HTWrVvn7oEB56AjjUbjMYK/tencuTPJycmsWLHCY/uyZcsYMWKEe9aB9PR0CgoKWL9+vbvMwYMH2blzJ+np6S1aZ3COabnzzjvJyMjgjTfeIDEx0WN/a31ebVGwtq2atPR9m56ezqpVq7BarR7HMplMDBo0qDmeYpP17t2bd9991+PfPffcA8D8+fOZN29e67hOjZosUYh63HLLLer555/vMed2W/f222+rPXv2VB955BH3wkBTpkxRR44cqebm5vq7esLHXIuX/PnPf1Z/+ukn9dNPP1WHDh0a8IuXlJaWqsuXL1eXL1+u/vnPf1bPO+889++uOZG/+uorNTU1VX3xxRfVDRs2qA8++KDap08fdcuWLR7Hmj59unreeeepy5YtU1etWuXXBXTuv/9+tWfPnuqbb75ZbfEy17zBrfF5tUWttW01Rkvft64Fb26//XZ13bp16ttvv93qFgZSVedCfFXnIQ/066SoqkyALHyroKCAUaNGcf311/P3v//d39UJGKqq8uGHH/LBBx9w5MgRwsPDGThwIHPmzKF79+7+rp5oBgcOHOCRRx5h69athIeHM3XqVObMmeMxd22gOXr0aK3TlL777rukpaUBziWoX3/9dY4fP063bt34v//7P8aMGeNRvqioiCeeeIJvv/0Wm83G6NGjuf/++6v18rWEsWPHcuzYsRr3rVq1ik6dOgGt73m1Va2xbTWGP+7bLVu28OSTT7Jr1y5iY2O55pprmDlzZrWpAAPZxo0bue666/j000/p37+/e3sgXycJyIUQQgghhPAjySEXQgghhBDCjyQgF0IIIYQQwo8kIBdCCCGEEMKPJCAXQgghhBDCjyQgF0IIIYQQwo8kIBdCCCGEEMKPJCAXQgghhBDCjyQgF0II0SipqaksWLCgUY89ffo0s2fPJi0tjdTUVN5++23fVq7C3LlzGTt2bLMcWwh/O3r0KKmpqfz3v/9t1OMzMzOZPn06Q4YMITU1lZUrV/q4hk7XXnst1157bbMcO1jo/F0BIXzlv//9L/fcc0+1lbmKioq48cYb2bNnDy+//DLp6el+rKUQTee6l7dv387p06eJjo6mR48ejB071v1Hb82aNSxbtoxt27Zx4MABkpKS+O677/xc8zOeeOIJfvrpJ2677TbatWtHv379WuS8ZrOZN954g2HDhrlXHRWiMbxph+Bc0fGf//wnO3fuJCIigkmTJjFnzhzCw8P9WHunuXPncvToUebMmUNkZGSLtcOTJ0/y8ccfc8EFF9C7d+8WOWegk4BcBLXi4mKmT5/Onj17WLhwoQTjotXbsmUL1113HR06dGDatGnEx8dz4sQJfvvtN9599113ILBkyRKWLVtGnz59SEhI8HOtq9uwYQPjxo1jxowZLXpes9nMwoULue222yQgF43mbTvctWsXN9xwA927d2fu3LlkZWXx5ptvkpmZyRtvvOHX51BWVsbWrVu55ZZb+POf/9yi587OzmbhwoV07NhRAvIKEpCLoFVcXMyMGTPYtWsXCxcu5LzzzvN3lYRosldffZXIyEg+/fRTTCaTx76cnBz3/+fMmcMjjzyCXq/n5ptvZt++fS1d1Trl5ORUq78QrYW37fC5557DZDLx3nvvERERAUCnTp24//77WbNmDaNHj27ReleWm5sLIO0wQEgOuQhKJSUl3HTTTezYsYMFCxZw/vnn+7tKQvjE4cOH6dGjR41/ROPi4tz/T0xMRK/X++ScFouFxx9/nOHDhzNo0CBuueUWsrKyaix78uRJ7rnnHkaOHEm/fv246KKL+PTTT937//vf/5Kamoqqqvz73/8mNTWV1NRUAPLz83nqqaf4wx/+wKBBgxg8eDA33XQTu3fv9jiH6xhHjx712L5x40ZSU1PZuHFjjXU7evQoI0aMAGDhwoXuczc2D160Xd60w+LiYtatW8fFF1/sDsYBpk6dSlhYGMuXL2/QOQsLC5k7dy5Dhgxh6NCh3H333RQVFdVY9sCBA8yePZthw4bRv39/Lr30UlatWuXev2DBAsaMGQPA008/TWpqqnusxbFjx3jooYeYMGECAwYMIC0tjdmzZ1drbwsWLHC33cpqa58uGzdu5PLLLwfgnnvucbfDxubBBwvpIRdBx2w2M3PmTH7//XdefPFF95uOEMGgY8eObN26lb1799KzZ88WOed9993Hl19+yZQpUxg8eDAbNmxg1qxZ1cqdPn2aK664AkVRuOaaa4iNjWX16tXcd999FBcXc8MNN3DOOefw9NNP849//INRo0YxdepU9+OPHDnCypUrmThxIp06deL06dN89NFH/PnPf2bp0qUkJiY26XnExsby0EMP8dBDD3HhhRdy4YUXAtQYVAhRF2/a4Z49e7DZbNXysg0GA71792bXrl1en09VVf7617+yefNmrrrqKrp37863337L3XffXa3svn37uPrqq0lMTGTmzJnu4P/WW29lwYIF7ns/MjKSJ554gilTppCenu7Oad++fTtbt27loosuon379hw7dowPPviA6667jqVLl2I0Ghtwparr3r07s2fP5qWXXuLKK69kyJAhAAwePLhJx23tJCAXQWfu3LlkZ2fzwgsvMG7cOH9XRwifmj59OjNnzuSSSy5hwIABDBkyhBEjRpCWluazHvHKdu/ezZdffsmf/vQn5s2bB8A111zDXXfdxZ49ezzKPv/889jtdr766itiYmIAuPrqq/m///s/Fi5cyFVXXUXnzp3p3Lkz//jHP0hOTvYIyFNTU/n666/RaM58eTt16lQmTZrEp59+yq233tqk5xIWFsaECRN46KGHSE1N9Ti3EA3hTTs8deoUQI1jOOLj49m8ebPX51u1ahW//PILf//737npppsAZ9u67rrrqpV97LHHSEpK4rPPPsNgMADwpz/9iauvvppnnnmGCy+8kF69ehEREcETTzxBnz59PNrC+eefz8SJEz2OOWbMGK688kq+/vprLrnkEq/rXZN27dqRnp7OSy+9xMCBA6UdVpCUFRF0Tp8+jcFgICkpyd9VEcLnRo0axYcffsjYsWPZvXs3b7zxBjNmzCA9Pd3jK2lf+fHHHwGqTVl2/fXXe/yuqirffPMNY8eORVVVcnNz3f9Gjx5NUVERO3bsqPNcBoPBHYzb7Xby8vIICwujW7du7Ny504fPSoim8aYdlpWVAbiD4spCQkLc+72xevVqdDodV199tXubVqutNhgzPz+fDRs2MGnSJIqLi91tMC8vj9GjR5OZmcnJkyfrPFdoaKj7/1arlby8PP6/vbsLafJ94wD+3dQSbTpXdqAoZo9RBkM9SOwNMSSKikwbIYQoEgmGWBEuoTdlM1BhMC0tsLK0FZo6cNobdGJWFB70hgeG4sJeyVnadJv/gz/b7zc3nZU5fvr9nD3P7j33/cAudu3efV9PZGQkgoKCGId/EWfIacE5d+4c1Go1cnNzcePGDURHR3t7SERzSi6XQ6vVYnx8HG/fvsX9+/dx5coVFBQUoKWlBYIgzFlfRqMRYrEYkZGRTuenxtXXr19hMpmg0+mg0+ncXsu+iWw6NpsN165dQ0NDAwYHB2G1Wh2vSaXS37sBor/EUxzaE9vx8XGX95rNZqfE1xOj0YjQ0FCXUomrVq1yOh4YGMDk5CQ0Gg00Go3ba3358mXG5V8/f/5ETU0Nmpub8eHDB0xOTjpem27NOv05JuS04KxevRqXLl1CVlYWcnJy0NjYyNlyWpCWLFkCuVwOuVyOqKgoKJVKdHR0ID8/f97HYrPZAAB79uxBWlqa2zae1mpfvHgRGo0G6enpKCgoQHBwMMRiMVQqlVNSIBKJZhwD0XyaLg7tG4g/fvzo8p5Pnz79lXKk9hjIycnBli1b3LaZ+uN6qpKSEjQ3NyMrKwtxcXGQSCQQiUQoLCycVRz++4c0zR4TclqQ5HI5qqurcejQIWRnZ6OhoQEymczbwyL6a+wbx9x9+f+J8PBw2Gw2DAwMOM2K9/X1ObWTyWQIDAyEzWbDxo0bf6uvzs5OJCYmQqVSOZ03mUyONenAP2Xaps7WGY1Gj31Ml0QQzYV/x+GaNWvg6+uLly9fYufOnY424+PjePPmDXbs2DHr64aHh6O7uxs/fvxwmiV/9+6dU7uIiAgAgJ+f3x/F4d69e1FUVOQ4ZzabXeLNHocmk8mp2sz79+899sE4dMU15LRgJSUlobKyEgMDA8jNzcX379+9PSSiP9bd3e00S2VnX+s910u07A/Tqq+vdzp/9epVp2MfHx9s374dnZ2d6O3tdbmOp+Uq9mtMvTeDweCy5tU+w/fs2TPHOavVilu3bnnsw14hwmQyeWxLNJ3ZxKFEIkFSUhLa2tqcvn9aW1sxOjrqsnFyJlu3boXFYkFjY6PjnNVqxfXr153aLV++HBs2bIBOp3P743y2cThVfX29y8y3uzgcHR1FS0uLxz4Yh644Q04LWmpqKkpKSnDy5Enk5eXh8uXLWLp0qbeHRfTbSktLMTY2htTUVERHR2NiYgIvXryAwWBAeHg49u3bB+D/1VEePnwIAOjv78fIyAiqq6sBAGvXrnXUHPZk3bp12LVrFxoaGjAyMoL4+Hh0d3ejv7/fpe2xY8fw5MkTKBQK7N+/H4IgYHh4GK9evcLjx4/x9OnTGftKTk5GVVUVlEol4uPj0dvbC71e75j1s4uJiUFcXBwqKysxPDyM4OBgtLe3w2KxeLwff39/CIIAg8GAqKgoSKVSxMTEzFsJSVoYZhuHhYWFOHDgAA4ePAiFQoGhoSHU1dVh8+bNv/Tk6JSUFCQkJKCiogJGoxGCIODu3btu13SfPn0amZmZ2L17NxQKBSIiIvD582f09PRgaGgIbW1tM/aVnJyM1tZWLFu2DIIgoKenB11dXS77ODZt2oSwsDAUFxejr68PPj4+aGpqQkhIiMdZcvsm0Zs3byIwMBABAQGQy+Uusb6YMCGnBS89PR3Dw8M4f/48CgoKoNVq4evLjz79N504cQIdHR149OgRdDodJiYmEBYWhszMTOTl5Tn+On79+rXLpi77cVpa2qwTcgBQqVQICQmBXq/HgwcPkJiYiNraWpen365YsQK3b99GVVUV7t27h8bGRkilUgiCgOPHj3vs5/DhwxgbG4Ner0d7eztiY2NRU1ODiooKl7bl5eU4deoUamtrERQUhIyMDCQmJiI7O9tjP6WlpSgpKYFarcbExATy8/OZkNMvmW0crl+/HnV1dSgvL4darUZgYCAyMjJw9OjRX+pPLBbjwoULUKlUaGtrg0gkQkpKCoqKilzKEAqCgKamJmi1Wty5cwffvn2DTCZDbGzsrEqHFhcXQywWQ6/Xw2w2IyEhAXV1dY5yi3Z+fn7QarU4e/YsNBoNQkNDkZWVhaCgICiVyhn78PPzQ1lZGSorK3HmzBlYLBao1epFnZCLJt3950JERERERPOCa8iJiIiIiLyI/9sTES1S9icJTsff3x8SiWSeRkO0+FitVo8bLQMCAlzqj9PCwyUrRESLlKe64GlpaSgrK5un0RAtPoODg9i2bduMbfLz83HkyJF5GhF5CxNyIqJFqqura8bXV65cOadP/SQiZ2azGc+fP5+xTURExKLe7LhYMCEnIiIiIvIibuokIiIiIvIiJuRERERERF7EhJyIiIiIyIuYkBMREREReRETciIiIiIiL2JCTkRERETkRUzIiYiIiIi8iAk5EREREZEX/Q9ZC7tnOwfW6gAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "titan.result_dfs[1].loc[titan.result_dfs[1][\"ctrl\"].isna(), \"ctrl\"] = \"U\"\n", "\n", "sb.set_style(\"whitegrid\")\n", "g = sb.PairGrid(\n", " titan.result_dfs[1],\n", " x_vars=[\"K\", \"S1_default\", \"S0_default\"],\n", " y_vars=[\"K\", \"S1_default\", \"S0_default\"],\n", " hue=\"ctrl\",\n", " palette=\"Set1\",\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": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/dan/workspace/ClopHfit/.hatch/clophfit/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sb.axes_style(\"darkgrid\"):\n", " g = sb.pairplot(\n", " titan.result_dfs[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": "markdown", "metadata": {}, "source": [ "### combining" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "res_unk = titan.result_dfs[1].loc[titan.keys_unk].sort_index()\n", "res_unk[\"well\"] = res_unk.index" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 4 }