diff --git a/ipynb/wltests/WAOutput-JankbenchDemo.ipynb b/ipynb/wltests/WAOutput-JankbenchDemo.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..6669ef9011bb587b856ef3975ef583455faa6ec8 --- /dev/null +++ b/ipynb/wltests/WAOutput-JankbenchDemo.ipynb @@ -0,0 +1,5796 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## WAOutput Jankbench and Stats Notebook demo" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from lisa.wa import WAOutput\n", + "from lisa.stats import Stats\n", + "\n", + "import logging\n", + "from lisa.utils import setup_logging\n", + "setup_logging(level=logging.DEBUG)\n", + "\n", + "wa_output_path = '/opt/work/lisa/results/wltests/pixel4'\n", + "kernel_path = '/opt/work/eas/kernel_workspace/kernel_workspace/android-kernel/private/msm-google'\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Collect and plot WA Jankbench Results" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from wa import RunOutput, discover_wa_outputs, Status, HostError" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2021-01-28 18:23:15,717][matplotlib.pyplot] DEBUG Loaded backend module://ipykernel.pylab.backend_inline version unknown.\n" + ] + } + ], + "source": [ + "import sqlite3\n", + "import os\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import numpy as np\n", + "from scipy import stats\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Open results and show available collectors" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['results', 'energy', 'jankbench']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wa = WAOutput(wa_output_path, kernel_path=kernel_path)\n", + "list(wa.keys())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Decide on frame timing targets for plotting and evaluating percentiles" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# 16ms ~= 60Hz\n", + "# 12ms ~= 90Hz\n", + "# 8ms ~= 120Hz\n", + "\n", + "threshold = 8.0" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2021-01-28 18:23:17,540][lisa.wa.WAJankbenchCollector] DEBUG Collecting dataframe for jankbench\n" + ] + } + ], + "source": [ + "# Collect all our result artifacts\n", + "collector = wa.get_collector('jankbench')\n", + "df = collector.df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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frame_idvariablevalueunititerationworkloadidtagkernel
01total_duration27.068337ms1jankbenchdefault-jankbench_list_viewiter_34.14.170-gc72771da3_audio-g3ab4335-ab32
12total_duration19.426523ms1jankbenchdefault-jankbench_list_viewiter_34.14.170-gc72771da3_audio-g3ab4335-ab32
23total_duration4.794331ms1jankbenchdefault-jankbench_list_viewiter_34.14.170-gc72771da3_audio-g3ab4335-ab32
34total_duration4.816895ms1jankbenchdefault-jankbench_list_viewiter_34.14.170-gc72771da3_audio-g3ab4335-ab32
45total_duration4.369130ms1jankbenchdefault-jankbench_list_viewiter_34.14.170-gc72771da3_audio-g3ab4335-ab32
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75915149jank_frame0.0000003jankbenchdefault-jankbench_edit_textiter_34.14.111_audio-g3ab4335-ab31
75916150jank_frame0.0000003jankbenchdefault-jankbench_edit_textiter_34.14.111_audio-g3ab4335-ab31
75917151jank_frame0.0000003jankbenchdefault-jankbench_edit_textiter_34.14.111_audio-g3ab4335-ab31
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" + ], + "text/plain": [ + " frame_id variable value unit iteration workload \\\n", + "0 1 total_duration 27.068337 ms 1 jankbench \n", + "1 2 total_duration 19.426523 ms 1 jankbench \n", + "2 3 total_duration 4.794331 ms 1 jankbench \n", + "3 4 total_duration 4.816895 ms 1 jankbench \n", + "4 5 total_duration 4.369130 ms 1 jankbench \n", + "... ... ... ... ... ... ... \n", + "75915 149 jank_frame 0.000000 3 jankbench \n", + "75916 150 jank_frame 0.000000 3 jankbench \n", + "75917 151 jank_frame 0.000000 3 jankbench \n", + "75918 152 jank_frame 0.000000 3 jankbench \n", + "75919 153 jank_frame 0.000000 3 jankbench \n", + "\n", + " id tag \\\n", + "0 default-jankbench_list_view iter_3 \n", + "1 default-jankbench_list_view iter_3 \n", + "2 default-jankbench_list_view iter_3 \n", + "3 default-jankbench_list_view iter_3 \n", + "4 default-jankbench_list_view iter_3 \n", + "... ... ... \n", + "75915 default-jankbench_edit_text iter_3 \n", + "75916 default-jankbench_edit_text iter_3 \n", + "75917 default-jankbench_edit_text iter_3 \n", + "75918 default-jankbench_edit_text iter_3 \n", + "75919 default-jankbench_edit_text iter_3 \n", + "\n", + " kernel \n", + "0 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "1 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "2 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "3 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "4 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "... ... \n", + "75915 4.14.111_audio-g3ab4335-ab31 \n", + "75916 4.14.111_audio-g3ab4335-ab31 \n", + "75917 4.14.111_audio-g3ab4335-ab31 \n", + "75918 4.14.111_audio-g3ab4335-ab31 \n", + "75919 4.14.111_audio-g3ab4335-ab31 \n", + "\n", + "[75920 rows x 9 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot Traditional Jankbench CDFs (like the old collector implementation)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# df - results from the collector, filtered to only one test\n", + "# time - threshold time to draw on the plot\n", + "\n", + "def __jankbench_draw_aggregated_cdf(ax, df, bins=500):\n", + " display_df = pd.DataFrame()\n", + " for kernel in df['kernel'].unique():\n", + " nn_q = df[df['kernel'] == kernel]['total_duration'].quantile(0.99)\n", + " n,b,p = ax.hist(df[df['kernel'] == kernel]['total_duration'], label=\"{}: 99th: {:2.4}ms\".format(kernel ,nn_q),\n", + " bins=bins, cumulative=True, density=True, histtype='step', linewidth=2)\n", + " ax.axvline(nn_q, color=p[0].get_edgecolor())\n", + " display_df[kernel] = pd.Series(df[df['kernel'] == kernel]['total_duration'].values)\n", + " ax.legend(loc='lower right')\n", + " return display_df\n", + " \n", + "def __jankbench_draw_single_cdf(ax, df, iteration=1, bins=500):\n", + " return __jankbench_draw_aggregated_cdf(ax, df[df['iteration'] == iteration], bins)\n", + "\n", + "def _jankbench_plot_cdf(df, time, aggregate_iterations=True, iteration=1, ax=None):\n", + " # encapsulate fig\n", + " def __display_fig(fig):\n", + " if fig is not None:\n", + " display(fig)\n", + " # calculate a Geomean line for describe output\n", + " def __summarize(describe_df):\n", + " # display description including geomean\n", + " summary_df = describe_df.describe(percentiles=[0.5, 0.99]).transpose()\n", + " summary_df.insert(2, 'geomean', value=0.0, allow_duplicates=True)\n", + " for kernel in describe_df:\n", + " summary_df.at[kernel, 'geomean'] = stats.gmean(describe_df[kernel].dropna(), axis=0)\n", + " return summary_df\n", + " \n", + " if ax is None:\n", + " # set up figure\n", + " fig = plt.figure(figsize=(20,10))\n", + " ax = plt.axes()\n", + " else:\n", + " fig = None\n", + "\n", + " # Ensure we draw same width for all plots\n", + " longest_frame = df['total_duration'].max()\n", + " # set up grid\n", + " major_ticks = [ 4.0, 8.0, 12.0, 16.0, 32.0 ]\n", + " minor_ticks = np.arange(0, longest_frame, 2)\n", + " ax.set_xticks(major_ticks)\n", + " ax.set_xticks(minor_ticks, minor=True)\n", + " ax.grid(which='minor', alpha=0.2, color='grey', linestyle='dotted', linewidth=2)\n", + " ax.grid(which='major', alpha=0.5, color='grey', linestyle='-', linewidth=2)\n", + " ax.axvline(time, alpha=0.5, color='green', linestyle='dashed', linewidth=2)\n", + " ax.set_xlim((0.0, longest_frame))\n", + " # draw CDF Comparison\n", + " # aggregate_iterations = True - add all frames together for a given kernel/test combination\n", + " # aggregate_iterations = False - only show data for the requested iteration\n", + " if aggregate_iterations:\n", + " ax.set_title(\"{} (aggregated frame times)\".format(df['id'].unique()[0]))\n", + " describe_df = __jankbench_draw_aggregated_cdf(ax, df)\n", + " else:\n", + " ax.set_title(\"{} (frame times for iteration {})\".format(df['id'].unique()[0], iteration)) \n", + " describe_df = __jankbench_draw_single_cdf(ax, df, iteration=iteration)\n", + "\n", + " __display_fig(fig)\n", + " display(__summarize(describe_df))\n", + "\n", + " if fig is not None:\n", + " plt.close(fig)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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iterationidkernelframe_idjank_frametotal_duration
01default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3111.026.924210
11default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3120.020.372788
21default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3130.04.277677
31default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3140.05.747801
41default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3150.05.740746
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" + ], + "text/plain": [ + " iteration id kernel \\\n", + "0 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "1 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "2 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "3 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "4 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "\n", + " frame_id jank_frame total_duration \n", + "0 1 1.0 26.924210 \n", + "1 2 0.0 20.372788 \n", + "2 3 0.0 4.277677 \n", + "3 4 0.0 5.747801 \n", + "4 5 0.0 5.740746 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert into old-style dataframe\n", + "raw_df = df.pivot(index=['iteration', 'id', 'kernel', 'frame_id'], columns=['variable'])\n", + "raw_df = raw_df['value'].reset_index()\n", + "raw_df.columns.name = None\n", + "raw_df[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2021-01-28 18:26:06,042][matplotlib.font_manager] DEBUG findfont: Matching sans\\-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=12.0.\n", + "[2021-01-28 18:26:06,043][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,043][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,044][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,044][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,044][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,045][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,045][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,045][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,045][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,046][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,046][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,046][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,046][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,047][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,047][matplotlib.font_manager] DEBUG findfont: score() = 0.33499999999999996\n", + "[2021-01-28 18:26:06,047][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,047][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,048][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,048][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,048][matplotlib.font_manager] DEBUG findfont: score() = 1.05\n", + "[2021-01-28 18:26:06,048][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,048][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,049][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,049][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,049][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,049][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,050][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,050][matplotlib.font_manager] DEBUG findfont: score() = 1.335\n", + "[2021-01-28 18:26:06,051][matplotlib.font_manager] DEBUG findfont: score() = 0.05\n", + "[2021-01-28 18:26:06,051][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,051][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,052][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,052][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,052][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,053][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,053][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,053][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,054][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,054][matplotlib.font_manager] DEBUG findfont: score() = 10.25\n", + "[2021-01-28 18:26:06,054][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,055][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,055][matplotlib.font_manager] DEBUG findfont: score() = 10.25\n", + "[2021-01-28 18:26:06,056][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,056][matplotlib.font_manager] DEBUG findfont: score() = 10.535\n", + "[2021-01-28 18:26:06,056][matplotlib.font_manager] DEBUG findfont: score() = 11.24\n", + "[2021-01-28 18:26:06,056][matplotlib.font_manager] DEBUG findfont: score() = 10.525\n", + "[2021-01-28 18:26:06,057][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,057][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,057][matplotlib.font_manager] DEBUG findfont: score() = 11.535\n", + "[2021-01-28 18:26:06,057][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,058][matplotlib.font_manager] DEBUG findfont: score() = 10.24\n", + "[2021-01-28 18:26:06,058][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,058][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,058][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,059][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,059][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,059][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,060][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,060][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,060][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,060][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,060][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,061][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,061][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,061][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,062][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,062][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,062][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,062][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,063][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,063][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,063][matplotlib.font_manager] DEBUG findfont: score() = 11.24\n", + "[2021-01-28 18:26:06,063][matplotlib.font_manager] DEBUG findfont: score() = 11.145\n", + "[2021-01-28 18:26:06,064][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,064][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,064][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,064][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,065][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,065][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,065][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,065][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,066][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,066][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,066][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,066][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,067][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,067][matplotlib.font_manager] DEBUG findfont: score() = 10.1925\n", + "[2021-01-28 18:26:06,067][matplotlib.font_manager] DEBUG findfont: score() = 11.25\n", + "[2021-01-28 18:26:06,067][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,068][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,068][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,068][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,068][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,069][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,069][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,069][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,069][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,069][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,070][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,070][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,070][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,070][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,071][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,071][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,071][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,071][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,072][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,072][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,072][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,072][matplotlib.font_manager] DEBUG findfont: score() = 10.25\n", + "[2021-01-28 18:26:06,073][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,073][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,073][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,074][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,074][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,074][matplotlib.font_manager] DEBUG findfont: score() = 11.25\n", + "[2021-01-28 18:26:06,075][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,075][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,075][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,076][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,076][matplotlib.font_manager] DEBUG findfont: score() = 10.24\n", + "[2021-01-28 18:26:06,076][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,077][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,077][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,078][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,078][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,078][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,079][matplotlib.font_manager] DEBUG findfont: score() = 11.145\n", + "[2021-01-28 18:26:06,079][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,080][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,080][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,081][matplotlib.font_manager] DEBUG findfont: score() = 1.25\n", + "[2021-01-28 18:26:06,081][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,082][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,082][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,083][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,083][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,083][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,084][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,084][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,084][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,085][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,085][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,085][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,086][matplotlib.font_manager] DEBUG findfont: score() = 11.24\n", + "[2021-01-28 18:26:06,086][matplotlib.font_manager] DEBUG findfont: score() = 11.535\n", + "[2021-01-28 18:26:06,086][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,087][matplotlib.font_manager] DEBUG findfont: score() = 0.25\n", + "[2021-01-28 18:26:06,087][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,087][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,088][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,088][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,088][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,089][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,089][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,089][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,090][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,090][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,090][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,091][matplotlib.font_manager] DEBUG findfont: score() = 0.05\n", + "[2021-01-28 18:26:06,091][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,091][matplotlib.font_manager] DEBUG findfont: score() = 10.24\n", + "[2021-01-28 18:26:06,092][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,092][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,092][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,093][matplotlib.font_manager] DEBUG findfont: score() = 11.535\n", + "[2021-01-28 18:26:06,093][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,093][matplotlib.font_manager] DEBUG findfont: score() = 11.525\n", + "[2021-01-28 18:26:06,094][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,094][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,094][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,095][matplotlib.font_manager] DEBUG findfont: score() = 10.43\n", + "[2021-01-28 18:26:06,095][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,095][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,096][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,096][matplotlib.font_manager] DEBUG findfont: score() = 10.535\n", + "[2021-01-28 18:26:06,096][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,097][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,097][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,098][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,098][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,099][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,099][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,099][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,100][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,100][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,101][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,101][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,102][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,102][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,103][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,103][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,104][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,104][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,104][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,104][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,105][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,105][matplotlib.font_manager] DEBUG findfont: score() = 0.33499999999999996\n", + "[2021-01-28 18:26:06,105][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,105][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,106][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,106][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,106][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,106][matplotlib.font_manager] DEBUG findfont: score() = 0.24\n", + "[2021-01-28 18:26:06,107][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,107][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,107][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,107][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,108][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,108][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,108][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,108][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,109][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,109][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,109][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,109][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,110][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,111][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,111][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,111][matplotlib.font_manager] DEBUG findfont: score() = 11.25\n", + "[2021-01-28 18:26:06,111][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,112][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,112][matplotlib.font_manager] DEBUG findfont: score() = 11.145\n", + "[2021-01-28 18:26:06,112][matplotlib.font_manager] DEBUG findfont: score() = 11.24\n", + "[2021-01-28 18:26:06,113][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,113][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,113][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,113][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,114][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,114][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,114][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,115][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,115][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,115][matplotlib.font_manager] DEBUG findfont: score() = 1.535\n", + "[2021-01-28 18:26:06,115][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,116][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,116][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,116][matplotlib.font_manager] DEBUG findfont: score() = 10.24\n", + "[2021-01-28 18:26:06,117][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,117][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,117][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,118][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,118][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,118][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,118][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,118][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,119][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,119][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,119][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,119][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,119][matplotlib.font_manager] DEBUG findfont: score() = 11.24\n", + "[2021-01-28 18:26:06,120][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,120][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,120][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,120][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,121][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,121][matplotlib.font_manager] DEBUG findfont: score() = 1.335\n", + "[2021-01-28 18:26:06,121][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,121][matplotlib.font_manager] DEBUG findfont: score() = 1.05\n", + "[2021-01-28 18:26:06,121][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,122][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,122][matplotlib.font_manager] DEBUG findfont: score() = 11.145\n", + "[2021-01-28 18:26:06,122][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,122][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,123][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,123][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,123][matplotlib.font_manager] DEBUG findfont: score() = 11.145\n", + "[2021-01-28 18:26:06,123][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,124][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,124][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,124][matplotlib.font_manager] DEBUG findfont: score() = 10.24\n", + "[2021-01-28 18:26:06,124][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,125][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,125][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,125][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,125][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,125][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,126][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,126][matplotlib.font_manager] DEBUG findfont: score() = 0.5349999999999999\n", + "[2021-01-28 18:26:06,126][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,127][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,127][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,127][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,127][matplotlib.font_manager] DEBUG findfont: score() = 10.25\n", + "[2021-01-28 18:26:06,128][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,128][matplotlib.font_manager] DEBUG findfont: score() = 10.535\n", + "[2021-01-28 18:26:06,128][matplotlib.font_manager] DEBUG findfont: score() = 10.24\n", + "[2021-01-28 18:26:06,128][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,129][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,129][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,129][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,130][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,130][matplotlib.font_manager] DEBUG findfont: score() = 10.24\n", + "[2021-01-28 18:26:06,130][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,130][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,131][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,131][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,131][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,131][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,132][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,132][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,132][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,132][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,133][matplotlib.font_manager] DEBUG findfont: score() = 11.145\n", + "[2021-01-28 18:26:06,133][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,133][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,133][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,134][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,134][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,134][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,134][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,135][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,135][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,135][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,135][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,136][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,136][matplotlib.font_manager] DEBUG findfont: score() = 10.145\n", + "[2021-01-28 18:26:06,137][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,137][matplotlib.font_manager] DEBUG findfont: score() = 11.335\n", + "[2021-01-28 18:26:06,137][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,137][matplotlib.font_manager] DEBUG findfont: score() = 11.145\n", + "[2021-01-28 18:26:06,138][matplotlib.font_manager] DEBUG findfont: score() = 11.43\n", + "[2021-01-28 18:26:06,138][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,138][matplotlib.font_manager] DEBUG findfont: score() = 10.335\n", + "[2021-01-28 18:26:06,139][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,139][matplotlib.font_manager] DEBUG findfont: score() = 11.05\n", + "[2021-01-28 18:26:06,139][matplotlib.font_manager] DEBUG findfont: score() = 10.05\n", + "[2021-01-28 18:26:06,140][matplotlib.font_manager] DEBUG findfont: Matching sans\\-serif:style=normal:variant=normal:weight=normal:stretch=normal:size=12.0 to DejaVu Sans ('/opt/work/lisa/.lisa-venv-3.8/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans.ttf') with score of 0.050000.\n" + ] + }, + { + "data": { + "image/png": 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4.14.111_audio-g3ab4335-ab31459.05.1595854.9626892.2072242.7558724.83507518.07489826.924210
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 459.0 5.159585 4.962689 2.207224 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 455.0 5.788414 5.610466 2.107726 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.755872 4.835075 18.074898 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.243944 5.483238 17.608676 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 26.924210 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 24.845349 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314662.05.3490925.1238442.1091632.0761904.92588010.09345050.569232
4.14.170-gc72771da3_audio-g3ab4335-ab324660.04.0342733.8098102.0611801.8161443.6429918.17291449.497869
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4662.0 5.349092 5.123844 2.109163 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4660.0 4.034273 3.809810 2.061180 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.076190 4.925880 10.093450 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.816144 3.642991 8.172914 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 50.569232 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 49.497869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4618.0 4.776866 4.685203 1.203624 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4618.0 3.508115 3.369581 1.245403 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.726122 4.540234 7.692553 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.552157 3.220237 6.828499 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 30.610042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.517423 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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rGPaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2ZbsSyPF1eE5nAhuBxV6j7gV0wu4nZArZMoutGgh7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym7KdBGpq8rsd0ZQpU3InNBTHvQ6ZekjuhDE5buWMvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU28Oxh2DAuKyt+XL5+wQ2zLu4IBAAAAAOAi20mgoihyHbqm3t5eSVJbW1vmksaQda8abwm/unu1JKld7SXGbB3PrRj2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNmV7TVZ/f3+uQ9fU2dmpzs7O3BkNw3GvFY+u0IpHV0zoMVYuPC30zmCS51bO2CvGcS/HJomuKLpiXLscuW5FVwxdMY5djk0SXVF0xTh2ldmU7UqglMa+kiMnpzOBjcBirwV+V5SNxWKrBsJeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMpmwngVpa/G5HNH369NwJDWWy7DUe9wKaLFuNF/aKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2+Z2JAbakxr2AAAAAAADAlnESCKhT9D5AAAAAAAA4yXYSqK+vL9eha1q3bp0kadasWZlLGkPWvRrkXkBDeG7FsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrOJK4HQGHgZGAAAAAAA2yXbSaDW1tZch67J6UxgI3Dca/7+88flce5a06l/GIcbQg9x3MoZe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpu4Egj+Rl4F1GAvAwMAAAAAwAUngYAt4GbQAAAAAIAdRbaTQP39/bkOXVNnZ6ckafr06ZlLGkPpe9VxFdCSdUskSe1q36ZDHH/JMl2uzm362i3huRXDXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrGrzKZsJ4GKwu9lPb29vbkTGsqE77UNN4PufHr8T+CMB55bMewV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqKXF75VoTmcCG8GOvNfR+0/XyvPH76VgO/JWE4G9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTdnOxKTk95bfbW1tuRMayoTtNfoKoB3gZtA8t2LYK8ZxL8cmia4oumJcuxy5bkVXDF0xjl2OTRJdUXTFOHaV2eR3OQ6QwfHj+HbwAAAAAAA4ynYSaHBwMNeha+rp6ZEkTZkyJXNJYxj3vXbAK4CG8NyKYa8Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWZTtpNAAwMDuQ5dU1dXlySvJ4OzcdtrG24APVFWLjxN+vLHxv1xeW7FsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mgpqamXIeuyelJ0Agm7OTPdlwBdPCuB2/z104knlsx7BXjuJdjk0RXFF0xrl2OXLeiK4auGMcuxyaJrii6Yhy7ymzKdhKoubk516FrmjZtWu6EhrJNe23pqp9xePnX8/d4fujzy7oXEM+tGPaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2cWNolGOCT/4AAAAAAIAt4yTQCEP3KXK8SslRXXtNwEu+tmTDUxu26etWLjxtnEs2xXMrhr1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lN2U4C9fX15Tp0TevXr5ckzZo1K3NJY9imvSb4qp+ljyyVJJ2jc7b4eWW/JTzPrRj2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNnEl0AhOZwIbQegKoEn+ki+eWzHsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbMp2Eqi1tTXXoWuaOXNm7oSGsiPsNdEvAxuyI2xVJvaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2cSUQxpf5FUBlvwwMAAAAAAAXTbkDAAAAAAAAMPGyXQnU39+f69A1dXR0SJJmzJiRuaQxbLKX+RVAo5X1MrAhPLdi2CvGcS/HJomuKLpiXLscuW5FVwxdMY5djk0SXVF0xTh2ldmU7SRQUfidJHB8xzJnjbKXw0vAGmUrF+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqKXF73ZETmcCG8GYe2W+AujMvc4c/meHkz9DeG7FsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp25mYlNLWP6lkju9Y5qy1tXXzl4FltsfOe9T8WNkvARuJ51YMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpv8LscBttP7fvyU9OM/XwWU8+QPAAAAAAAusp0EGhwczHXomrq7uyVJU6dOzVzSGLq7uzW8lMGNoI+/ZJke00pJ0m46PnPNpnhuxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoIGBgVyHrsnxyeBs6r88M3eCpE3v/fOn9BtJ0m7F8VZXAPHcimGvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2DUpTgI1NzfnOnRNTk8CbLtT92/Rovk+J4AknltR7BXjuJdjk0RXFF0xrl2OXLeiK4auGMcuxyaJrii6Yhy7ymzKdhKoqakp16FrcnwyWBp9M2iDl4JJlXv/zF/0zdwZY+K5FcNeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsWtSnAQCtpfTW8ADAAAAAOAu20mgovC4emSkvr4+SZ5vGeeo74NPS5JYa+t4bsWwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqsynbSaD+/v5ch66po6NDkjRr1qzMJaZGvQwsx15jXf3jdAPoWnhuxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoJTS1j+pZE5nAhuB417Td5qeO2FMjls5Y68Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWZTtpNALS1+tyOaMWNG7oTGUL0RdM61al39M2/WvJJL6sNzK4a9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTX5nYuBn9LuBZcBNoAEAAAAA2D5+79MOAAAAAACAcZftSqChu187Wb9+vSRp5syZmUtMLdj0Hd1y7LW1m0AvWrNIktSu9omPCeC5FcNeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMJl4ONsLAwEDuBC9beRlYGXvtKC8D47kVw14xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBHO/I7XQmsBGwV/3YKoa9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTVwJNEJzc3PuBA+jrwAa9TKwIWXutbWXgbnjuRXDXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrGrzCZuDA0AAAAAADAJZLsSyPF1eF1dXZKkadOmZe3Ips4rgIZM5F47yr2Ahkz651YQe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuyXQk0ODiY69A19fT0qKenJ3dGw2Cv+rFVDHvFOO7l2CTRFUVXjGuXI9et6IqhK8axy7FJoiuKrhjHrjKbsl0J5Pg6PKczgaUKXgE0pIy9ovcCOmH3EyaoZPtM2ufWNmKvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7aTQE1NfrcjmjJlSu6EhuK41yFTD8mdMCbHrZyxV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqs4l3B8Of1XkF0ETa0e4FBAAAAACAi2yX4xRF/hMOo/X29qq3tzd3RrlGvxQswHGv1d2rtbp7de6MzThu5Yy9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTdlOAvX39+c6dE2dnZ3q7OzMndEwJnKvlQtPC98PSJJWPLpCKx5dMQFF24fnVgx7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym7K9HCylbb8CZaK0tbXlTshnG14KNqn3CmKrGPaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2ZTsJ1NLidzui6dOn505oKOxVP7aKYa8Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWaT35kYlGM77gU0EbghNAAAAAAAE8vvfdoBAAAAAAAw7rJdCdTX15fr0DWtW7dOkjRr1qzMJSXajreFn4i9tuVm0I1gUj63tgN7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym3g52GRj9jIwAAAAAABQjmwngVpbW3MduianM4GNYHv3moj7AM3ff/64P+Z44LkVw14xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8wmrgSarLbjZWAAAAAAAKDxcBJosjB6GdjoK4B21PsAAQAAAADgJNtJoP7+/lyHrqmzs1OSNH369MwljcFxryXrlkiS2tWeN2QUx62csVeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mgovB7OVJvb2/uhIk3ji8D2969JuIKoM6nO8f9McfDpHhujSP2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNmU7CdTS4vdKNKczgY0gutdE3Ai6UfDcimGvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7YzMSn53KNmSFtbW+6E8TeB9wLaIfeaIGwVw14xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymuk4CpZROl/QZSc2SvlQUxcdHfXw/SV+RNK36Oe8riuKG8U3FjoIbQQMAAAAAUL6tngRKKTVL+rykl0haK+n2lNKSoijuG/Fp/5+kq4qi+EJK6a8k3SBp/y097uDg4DZHT5Senh5J0pQpUzKXTIAJeEv4eveazC8DG7JDP7cmAHvFOO7l2CTRFUVXjGuXI9et6IqhK8axy7FJoiuKrhjHrjKb6rkS6DhJvy2K4neSlFK6UtJZkkaeBCokPbP6z8+StG5rD9rd3a3ly5eHYidad3e3JGnq1KmZSza1Zs0aSdqmvdqrf5+Irbd1r4n8vnd1dW33MY6qPsaqcewcuVVX19OSJnaHem3Pc2si7Yi/FieS416OTRJdUXTFuHY5/t7luhVdMXTFOHY5Nkk7Xld79e8T9fvwjrbXRHPsKrOpnpNAe0t6aMS/r5X0vFGfs0DS91NKb5P0DEmnjvVAKaU3S3qzJO25557R1gnX2tqaO6GhRPf6+Ck7T1DJn+2/0/4TfoxtwXMrhr1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lN43Vj6NdIWlQUxb+klE6Q9NWU0hFFUWzymq+iKL4o6YuSdMwxxxTt7e3jdPgd29AZ423aq/Kl2/a14+XHy0pv2K5jPTht+x9jCxY/eFv18Y+bkMeP2K7n1iTEXgAaEb93AUBmyyt/4/dhlOLHW74dSz0ngR6WtO+If9+n+mMj/a2k0yWpKIoVKaU2SXtI+mPdoRhfE/iuYPXiXkAAAAAAAPhoquNzbpd0UErpOSmlnSSdJ2nJqM/5g6QXS1JK6TBJbZI6xjO0DAMDAxoYGMid0TAc99rw1AZteGpD7ozNOG7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lNW70SqCiK/pTSWyUtU+Xt3/+rKIpfppQulXRHURRLJL1L0n+mlN6hyk2i5xdFscW3o+rr69v++nG2fv16SdKsWbMyl4yjCXhXsCH17lXmW8IvfWSpJOkcnVPaMeuxQz63JhB7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym+q6J1BRFDeo8rbvI3/s4hH/fJ+kE8c3rXzNzc25ExpKrb14GdjmeG7FsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrNpvG4MHeZ4R+6ZM2fmTmgo7FU/tophrxjHvRybJLqi6Ipx7XLkuhVdMXTFOHY5Nkl0RdEV49hVZlO2k0CYIAY3hB5S5svAAAAAAADAlnESCOOCl4ABAAAAAOAt20mg/v7+XIeuqaOj8oZmM2bMyFwyDibwhtBDdqi9JhhbxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoK28eVgWju9Y5mysvXgJ2Nh4bsWwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqsynbSaCWFr9XojmdCdwmJd8PaMaMGTr5Iz+SdG+px92SM/c6M3fCmBr+uVUy9opx3MuxSaIriq4Y1y5HrlvRFUNXjGOXY5NEVxRdMY5dZTZlOxOTks8NjIc4vmOZM8e99th5j9wJY3Lcyhl7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym/wux8H2K+F+QKPxMjAAAAAAALxlOwk0ODiY69A1dXd3S5KmTp2aucSf67uB3brhVklSu9rzhozCcyuGvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU3ZTgINDAzkOnRNjk8GxNy/8f7cCWPiuRXDXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrFrUpwEam5uznXompyeBK5GXwH0g3c/n93qwEYx7BXjuJdjk0RXFF0xrl2OXLeiK4auGMcuxyaJrii6Yhy7ymzKdhKoqakp16Frcnwy1KXkdwUbqWE3Kxk7xbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7JoUJ4HQWEZfAcSNoAEAAAAAaCzZTgIVRfnvYLU1fX19kjzfMq4uJb8rWMPvVSK2imGvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7bXZPX39+c6dE0dHR3q6OjInWFt5cLThq8CYq/6sVUMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuyXQmUUr772NTidCawETjuNX2n6bkTxuS4lTP2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNmU7CdTS4nc7ohkzZuROsDP6XkAjOe41b9a83AljctzKGXvFOO7l2CTRFUVXjGuXI9et6IqhK8axy7FJoiuKrhjHrjKb/N6iCwAAAAAAAOPO73Ic1K/Et4bn3cAAAAAAAGhs2U4CDd392sn69eslSTNnzsxckteWXgI2kuNei9YskiS1qz1rx2iOWzljrxjHvRybJLqi6Ipx7XLkuhVdMXTFOHY5Nkl0RdEV49hVZhNXAo0wMDCQO2HblPzW8EMadq8M2CqGvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU3ZTgI53pHb6Uygg629BIy96sdWMewV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8ps4kqgEZqbm3MnNBT2qh9bxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqziXcHAwAAAAAAmASynQRyfB1eV1eXurq6cmc0DPaqH1vFsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mgwcHBXIeuqaenRz09Pbkzsjn+kmV1vzOYxF4RbBXDXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrGrzKZs9wRyfB3etGnTcifUZ0HKXSDJc68Tdj8hd8KYHLdyxl4xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBmpr8bkc0ZcqU3AkWtvauYEMc9zpk6iG5E8bkuJUz9opx3MuxSaIriq4Y1y5HrlvRFUNXjGOXY5NEVxRdMY5dZTbx7mCNbEGRuwAAAAAAADSIbJfjFIXfCYze3l719vbmzmgYjnut7l6t1d2rc2dsxnErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqL+/P9eha+rs7FRnZ2fujIbhuNeKR1doxaMrcmdsxnErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psyvZysJQ8bm48UltbW+6ELTO5IfQQ+72MsFUMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuynQRqafG7HdH06dNzJzQU9qofW8WwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqs8nvTAy2jhtCAwAAAACAIE4CQcdfsix3AgAAAAAAmGDZbgzd19eX69A1rVu3TuvWrcud0TDYq35sFcNeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMJq4EwrCVC0/LnQAAAAAAACZItpNAra2tuQ5d06xZs3InNBTHvebvPz93wpgct3LGXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrGrzKZsLwcDAAAAAABAeTgJBAAAAAAAMAlkezlYf39/rkPX1NnZKUmaPn165pJNtS8/JXfCmBz3WrJuiSSpXe15Q0Zx3MoZe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuynQQqiiLXoWvq7e3NndBQHPfqfLozd8KYHLdyxl4xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBWlr83pjM6UzgmBZ4nTiz38sIW8WwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqsynbmZiUUq5D19TW1pY7oaGwV/3YKoa9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTX6X46A0x1+yLHcCAAAAAAAoSbZ3BxscHMx16Jp6enrU09OTO6NhsFf92CqGvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU3ZrgQaGBjIdeiaurq6JElTpkzJG1KylQtP26avm6x7bQu2imGvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7aTQE1N2S5CqsnpSdAIHPc6eNeDcyeMyXErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqLm5Odeha5o2bVruhIbiuNfz93h+7oQxOW7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lN3Bja2QK/d1ADAAAAAACNiZNAIwzdp8jxKiVHjntteGpD7oQxOW7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lN2W7M09fXl+vQNa1fv17r16/PnbGZ5e0/1vL2H+fO2IzjXksfWaqljyzNnbEZx62csVeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrOJK4FGcDoT2AjYq35sFcNeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMpmwngVpbW3MduqaZM2fmTmgo7FU/tophrxjHvRybJLqi6Ipx7XLkuhVdMXTFOHY5Nkl0RdEV49hVZpPf+7QDAAAAAABg3PFysEno+EuW5U4AAAAAAAAly3YlUH9/f65D19TR0aGOjo7cGQ2DverHVjHsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbMp2JVBRFLkOXZPjO5ZNpJULT9uur59se20PtophrxjHvRybJLqi6Ipx7XLkuhVdMXTFOHY5Nkl0RdEV49hVZlO2k0AtLX6vRJsxY0buhIbiuNeZe52ZO2FMjls5Y68Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWZTtjMxKaVch67J6h3LFvjtM5rVXlV77LxH7oQxOW7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lNvDsYAAAAAADAJJDtJNDg4GCuQ9fU3d2t7u7u3BmbWuB376QhjnvduuFW3brh1twZm3Hcyhl7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym7K9HGxgYCDXoWsaGn3q1KmZSxqD4173b7w/d8KYHLdyxl4xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBmpubcx26JqcnQSNgr/qxVQx7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym7KdBGpq8rsdkeOTwRl71Y+tYtgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZ5HcmBgAAAAAAAOMu20mgovC74XFfX5/6+vpyZzQM9qofW8WwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqsynbSaD+/v5ch66po6NDHR0duTMaBnvVj61i2CvGcS/HJomuKLpiXLscuW5FVwxdMY5djk0SXVF0xTh2ldmU7Z5AKaVch66ptbU1d0JDcdxr+k7TcyeMyXErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqKUl26FrmjFjRu6ECXP8JcvG/TEd95o3a17uhDE5buWMvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU3cGBoAAAAAAGAS8LscZ7JbMLEvk1u58LQJfXwAAAAAAOAp20kgt7txS9L69eslSTNnzsxc0hgc91q0ZpEkqV3tWTtGc9zKGXvFOO7l2CTRFUVXjGuXI9et6IqhK8axy7FJoiuKrhjHrjKbuBJohIGBgdwJf7agyF2wVVZ7mWOrGPaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2ZTsJ5HhHbqczgY2AverHVjHsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbOJKoBGam5tzJzQU9qofW8WwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqs4l3BwMAAAAAAJgEsp0EcnwdXldXl7q6unJnNAz2qh9bxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoMHBwVyHrqmnp0c9PT25MxoGe9WPrWLYK8ZxL8cmia4oumJcuxy5bkVXDF0xjl2OTRJdUXTFOHaV2ZTtnkCOr8ObNm1a7oSG4rjXCbufkDthTI5bOWOvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7aTQE1NfrcjmjJlSu6EhuK41yFTD8mdMCbHrZyxV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqs8nvTAwAAAAAAADGXbaTQEVR5Dp0Tb29vert7c2d0TAc91rdvVqru1fnztiM41bO2CvGcS/HJomuKLpiXLscuW5FVwxdMY5djk0SXVF0xTh2ldmU7SRQf39/rkPX1NnZqc7OzjwHX5AqfzWQrHvVsOLRFVrx6IrcGZtx3MoZe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuy3RMoJb8THm1tbbkTGgp71Y+tYtgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZlO0kUEtLtkPXNH369NwJ0oLxfZnc8ZcsG9fHG8lirwbBVjHsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbOLG0AAAAAAAAJOA3+U4mBArF56WOwEAAAAAAGSU7Uqgvr6+XIeuad26dVq3bl3ujIbBXvVjqxj2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNvFyMAAAAAAAgEkg28vBWltbcx26plmzZuVOaCiOe83ff37uhDE5buWMvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU1cCQQAAAAAADAJcBIIAAAAAABgEsj2crD+/v5ch66ps7NTkjR9+vTMJY3Bca8l65ZIktrVnjdkFMetnLFXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7Cqzqa6TQCml0yV9RlKzpC8VRfHxMT7nryUtkFRIursoitdu6TGLogjHTrTe3t7cCQ3Fca/OpztzJ4zJcStn7BXjuJdjk0RXFF0xrl2OXLeiK4auGMcuxyaJrii6Yhy7ymza6kmglFKzpM9LeomktZJuTyktKYrivhGfc5Ck90s6sSiKx1JKe271wC3ZLkKqyelMYCNgr/qxVQx7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym+o5E3OcpN8WRfE7SUopXSnpLEn3jficv5P0+aIoHpOkoij+uLUH3bhxo5YvXx4O3lG1V/8+1iZr1qyp+bF6TZatu7q6JG3fz/eo6mOsmqDNurqeluTxPRmP59Zkwl4AGhG/dwFAXu3Vv/P7MBzUc2PovSU9NOLf11Z/bKSDJR2cUvppSmll9eVjm0kpvTmldEdK6Y7HH39824oBAAAAAAAQNl6vyWqRdJAqJzn3kXRzSml2URRdIz+pKIovSvqiJB199NFFe3v7OB1+fPT09EiSpkyZUt5BF6RN/nWsTYbOGG/TXj9etu1fuxVZ9tqKRWsWSdrOn++D07b/MUYZudXiB2+rPv5x4/b422q7nlsTyPG5JbFXhGOTRFcUXTGuXY6/d7luRVcMXTGOXY5N0g7Ytbzyt4n6fXiH22uCOXaNa1P1HEAt9ZwEeljSviP+fZ/qj420VtLPiqLok/RgSul+VU4K3V7rQQcGBuo4dLmGXkrk9GRwxl71Y6sY9opx3MuxSaIriq4Y1y5HrlvRFUNXjGOXY5NEVxRdMY5dZTbVcxLodkkHpZSeo8rJn/MkjX7nr+skvUbSl1NKe6jy8rDfbelBm5rqeSVaubI+CRb4vVva1jj9ohly8K4H504Yk+NWztgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZtNWTQEVR9KeU3ippmSpvEf9fRVH8MqV0qaQ7iqJYUv3YS1NK90kakPSeoige3dLjNjc3b3/9OJs2bVruhIbiuNfz93h+7oQxOW7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lNdd0TqCiKGyTdMOrHLh7xz4Wkd1b/AgAAAAAAgJnxujH0DmHoPkWOVyk5ctxrw1MbcieMyXErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynZjnr6+vlyHrmn9+vVav3597oyG4bjX0keWaukjS3NnbMZxK2fsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbOJKoBGczgQ2AvaqH1vFsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mg1tbWXIeuaebMmbkTxs3xlyyb8GPsSHtNNLaKYa8Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWaT3/u0AwAAAAAAYNzxcrAd3MqFp+VOAAAAAAAABrJdCdTf35/r0DV1dHSoo6Mjd0bDYK/6sVUMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuyXQlUFEWuQ9fk+I5lztirfmwVw14xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBWlr8Xok2Y8aM3AkNxXGvM/c6M3fCmBy3csZeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMpmxnYlJKuQ5dk+M7ljlz3GuPnffInTAmx62csVeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrOJdwcDAAAAAACYBLJdCTQ4OJjr0DV1d3dLkqZOnTrxB1vgdyVUVKl71enWDbdKktrVnjdkFMetnLFXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoIGBgVyHrsnxyeDMca/7N96fO2FMjls5Y68Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYNSlOAjU3N+c6dE1ZngQL/N4lrV5Ov2jcsVUMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuynQRqavK7HZHjk8EZe9WPrWLYK8ZxL8cmia4oumJcuxy5bkVXDF0xjl2OTRJdUXTFOHaV2eR3JgYAAAAAAADjLttJoKLwexlUX1+f+vr6cmc0DPaqH1vFsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mg/v7+XIeuqaOjQx0dHbkzGgZ71Y+tYtgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZlO2eQCn5vUV6a2tr7oSG4rjX9J2m504Yk+NWztgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZlO0kUEtLtkPXNGPGjNwJDcVxr3mz5uVOGJPjVs7YK8ZxL8cmia4oumJcuxy5bkVXDF0xjl2OTRJdUXTFOHaV2cSNoQEAAAAAACYBTgIBAAAAAABMAtlek+V2N25JWr9+vSRp5syZmUs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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314619.05.3085394.9813202.5869231.6098654.60518210.14173958.985066
4.14.170-gc72771da3_audio-g3ab4335-ab324619.04.0504823.7553652.0718861.5703133.3744418.87463850.738612
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4619.0 5.308539 4.981320 2.586923 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4619.0 4.050482 3.755365 2.071886 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 1.609865 4.605182 10.141739 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.570313 3.374441 8.874638 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 58.985066 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 50.738612 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314622.04.9352574.7811142.2308782.9522124.7418768.05660563.128868
4.14.170-gc72771da3_audio-g3ab4335-ab324622.03.7994103.6181402.3021131.6216003.4928787.11464464.061386
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4622.0 4.935257 4.781114 2.230878 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4622.0 3.799410 3.618140 2.302113 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.952212 4.741876 8.056605 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.621600 3.492878 7.114644 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.128868 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 64.061386 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# show an aggregated CDF for each comparable pair, by workload\n", + "for workload_name in raw_df['id'].unique():\n", + " _jankbench_plot_cdf(raw_df[raw_df['id'] == workload_name], threshold) " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31153.05.1341574.9289082.3188132.7558724.85958014.93089126.92421
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 153.0 5.134157 4.928908 2.318813 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 152.0 5.768178 5.578591 2.218472 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.755872 4.859580 14.930891 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.243944 5.449934 16.619324 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 26.92421 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 23.51124 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31153.05.1563344.9557932.2124723.2719834.80389814.67667325.802094
4.14.170-gc72771da3_audio-g3ab4335-ab32152.05.7932225.5991732.1623543.9685555.44402515.51104824.845349
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 153.0 5.156334 4.955793 2.212472 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 152.0 5.793222 5.599173 2.162354 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.271983 4.803898 14.676673 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.968555 5.444025 15.511048 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 25.802094 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 24.845349 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 153.0 5.188264 5.003652 2.099094 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 151.0 5.803944 5.654193 1.945235 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.239282 4.861180 15.742132 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.824732 5.553381 15.085655 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 24.047949 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 23.893524 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311555.05.5810465.3002622.3994452.0761904.99511010.25919450.569232
4.14.170-gc72771da3_audio-g3ab4335-ab321552.04.2805994.0008792.1276741.8161443.6990578.22334347.088344
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1555.0 5.581046 5.300262 2.399445 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1552.0 4.280599 4.000879 2.127674 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.076190 4.995110 10.259194 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.816144 3.699057 8.223343 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 50.569232 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 47.088344 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311553.04.9904054.8694401.4363312.3691564.8300838.14361229.542067
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1553.0 4.990405 4.869440 1.436331 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1553.0 3.911107 3.726691 1.951545 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.369156 4.830083 8.143612 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.921995 3.619920 7.515231 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 29.542067 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 49.497869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311554.05.4754455.2118002.3087162.5004394.94796610.09363349.573037
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1554.0 5.475445 5.211800 2.308716 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1554.0 3.911859 3.709346 2.080130 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.500439 4.947966 10.093633 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.837316 3.602775 7.839526 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 49.573037 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 47.473347 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311539.04.7668644.6805501.1374083.1305904.5407047.83382228.464746
4.14.170-gc72771da3_audio-g3ab4335-ab321539.03.5282103.3982871.2118781.7230553.2640006.82705727.068337
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1539.0 4.766864 4.680550 1.137408 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1539.0 3.528210 3.398287 1.211878 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.130590 4.540704 7.833822 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.723055 3.264000 6.827057 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 28.464746 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.068337 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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4.14.111_audio-g3ab4335-ab311541.04.7776544.6827921.2521753.2610664.5439007.70432430.189177
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1541.0 4.777654 4.682792 1.252175 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 3.486004 3.346952 1.269568 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.261066 4.543900 7.704324 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.771138 3.179586 6.860087 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 30.189177 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.517423 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311538.04.7860844.6922831.2190422.7261224.5332887.66376130.610042
4.14.170-gc72771da3_audio-g3ab4335-ab321538.03.5104173.3639031.2548461.5521573.2217636.74226027.213414
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1538.0 4.786084 4.692283 1.219042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1538.0 3.510417 3.363903 1.254846 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.726122 4.533288 7.663761 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.552157 3.221763 6.742260 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 30.610042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.213414 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1540.0 5.364815 5.045165 2.555254 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 4.202029 3.838683 2.414647 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.014026 4.649350 10.082872 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.570313 3.403303 8.853334 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 56.552763 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 50.738612 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311540.05.2009354.8636432.5799221.6098654.54042510.15673256.767492
4.14.170-gc72771da3_audio-g3ab4335-ab321540.03.7657793.5920291.4350541.8441103.3136568.68175426.435153
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1540.0 5.200935 4.863643 2.579922 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 3.765779 3.592029 1.435054 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 1.609865 4.540425 10.156732 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.844110 3.313656 8.681754 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 56.767492 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 26.435153 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311539.05.3599005.0373192.6234732.5029104.62819410.09862958.985066
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1539.0 5.359900 5.037319 2.623473 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1539.0 4.183785 3.841043 2.207310 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.502910 4.628194 10.098629 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.793326 3.400450 9.104537 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 58.985066 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 43.093869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311540.04.9310874.7745452.1947902.9874054.7394528.14540661.546247
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1540.0 4.931087 4.774545 2.194790 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 3.793683 3.610495 2.276881 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.987405 4.739452 8.145406 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.621600 3.466817 7.285168 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 61.546247 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 62.746171 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1541.0 4.940513 4.786793 2.255955 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1541.0 3.844818 3.659118 2.342929 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.952212 4.745021 7.977249 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.974045 3.511382 7.412238 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.128868 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 64.061386 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311541.04.9341674.7820062.2428383.0357334.7367537.81431263.113073
4.14.170-gc72771da3_audio-g3ab4335-ab321541.03.7595593.5850032.2867031.7645623.4978996.64773363.970617
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" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1541.0 4.934167 4.782006 2.242838 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1541.0 3.759559 3.585003 2.286703 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.035733 4.736753 7.814312 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.764562 3.497899 6.647733 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.113073 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 63.970617 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# show a CDF for each run of a workload\n", + "for workload_name in raw_df['id'].unique():\n", + " iterations = sorted(raw_df[raw_df['id'] == workload_name]['iteration'].unique())\n", + " for i in iterations:\n", + " _jankbench_plot_cdf(raw_df[raw_df['id'] == workload_name], threshold, aggregate_iterations=False, iteration = i)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot frame times in order (one iteration at a time)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# df - results from the collector, filtered to only one test\n", + "# time - threshold time to draw on the plot\n", + "\n", + "def __jankbench_draw_times(ax, df):\n", + " display_df = pd.DataFrame()\n", + " for kernel in df['kernel'].unique():\n", + " tmp_df = df[df['kernel'] == kernel]\n", + " nn_q = df[df['kernel'] == kernel]['total_duration'].quantile(0.99)\n", + " tmp_df.plot(x='frame_id', y='total_duration', ax=ax, label=\"{}: 99th: {:2.4}ms\".format(kernel ,nn_q))\n", + " color = ax.lines[-1].get_color()\n", + " ax.axhline(nn_q, color=color)\n", + " display_df[kernel] = pd.Series(df[df['kernel'] == kernel]['total_duration'].values)\n", + " ax.legend(loc='upper right')\n", + " return display_df\n", + " \n", + "def _jankbench_plot_frametimes(df, time, iteration=1, ax=None):\n", + " # encapsulate fig\n", + " def __display_fig(fig):\n", + " if fig is not None:\n", + " display(fig)\n", + " # calculate a Geomean line for describe output\n", + " def __summarize(describe_df):\n", + " # display description including geomean\n", + " summary_df = describe_df.describe(percentiles=[0.5, 0.99]).transpose()\n", + " summary_df.insert(2, 'geomean', value=0.0, allow_duplicates=True)\n", + " for kernel in describe_df:\n", + " summary_df.at[kernel, 'geomean'] = stats.gmean(describe_df[kernel].dropna(), axis=0)\n", + " return summary_df\n", + " \n", + " if ax is None:\n", + " # set up figure\n", + " fig = plt.figure(figsize=(20,10))\n", + " ax = plt.axes()\n", + " else:\n", + " fig = None\n", + "\n", + " # Ensure we draw same width for all lines\n", + " longest_frame = df['total_duration'].max()\n", + " # set up grid\n", + " major_ticks = [ 4.0, 8.0, 12.0, 16.0, 32.0 ]\n", + " minor_ticks = np.arange(0, longest_frame, 2)\n", + " ax.set_yticks(major_ticks)\n", + " ax.set_yticks(minor_ticks, minor=True)\n", + " ax.grid(which='minor', alpha=0.2, color='grey', linestyle='dotted', linewidth=2)\n", + " ax.grid(which='major', alpha=0.5, color='grey', linestyle='-', linewidth=2)\n", + " ax.axhline(time, alpha=0.5, color='green', linestyle='dashed', linewidth=2)\n", + " ax.set_ylim((0.0, longest_frame))\n", + " # draw frame render times\n", + " ax.set_title(\"{} (frame times for iteration {})\".format(df['id'].unique()[0], iteration)) \n", + " describe_df = __jankbench_draw_times(ax, df[df['iteration'] == iteration])\n", + " __display_fig(fig)\n", + " display(__summarize(describe_df))\n", + "\n", + " if fig is not None:\n", + " plt.close(fig)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31153.05.1341574.9289082.3188132.7558724.85958014.93089126.92421
4.14.170-gc72771da3_audio-g3ab4335-ab32152.05.7681785.5785912.2184723.2439445.44993416.61932423.51124
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 153.0 5.134157 4.928908 2.318813 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 152.0 5.768178 5.578591 2.218472 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.755872 4.859580 14.930891 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.243944 5.449934 16.619324 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 26.92421 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 23.51124 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31153.05.1563344.9557932.2124723.2719834.80389814.67667325.802094
4.14.170-gc72771da3_audio-g3ab4335-ab32152.05.7932225.5991732.1623543.9685555.44402515.51104824.845349
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 153.0 5.156334 4.955793 2.212472 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 152.0 5.793222 5.599173 2.162354 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.271983 4.803898 14.676673 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.968555 5.444025 15.511048 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 25.802094 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 24.845349 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31153.05.1882645.0036522.0990943.2392824.86118015.74213224.047949
4.14.170-gc72771da3_audio-g3ab4335-ab32151.05.8039445.6541931.9452353.8247325.55338115.08565523.893524
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 153.0 5.188264 5.003652 2.099094 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 151.0 5.803944 5.654193 1.945235 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.239282 4.861180 15.742132 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.824732 5.553381 15.085655 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 24.047949 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 23.893524 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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/b6ba2gt3AwB8ytQsUwAAgP/FhlxFJe0WK3qKJmLcmcBKJO1lrV3SzM1psYwxR0n6g7X25OZuC2CM+UbSb621c5u7LQCAxkXgBwAQSMaYIZK+kdTFVk27jiwxxoyR9KHcIV53yc0cGZGiEDYAAACaEEO9AACBY4w5Ve60xn/d1oI+pmpms+r/1ZjprJGdJLcQrSNpL0ln1hf0McacU0tb59W1XrqMMX+rZftvN8b2AQAA/ICMHwAAAAAAgIAi4wcAAAAAACCgWjXlznbYYQfbp0+fptwlAABAo/lhdZm6tG+tHp3zmrspAAAAnunTp6+11nZP9ViTBn769OmjgoKCptwlAABAoznq9g911OCddeXxA5q7KQAAAB5jzM+1PcZQLwAAgAagPCIAAPATAj8AAABpslYi7gMAAPyEwA8AAEADkPEDAAD8pElr/EQiETmOo549e3rLiouLFQ6H1a1bN+XluYUSQ6GQSkpK1L59e3Xt2lWSFI1GVVhYqNzcXO24447e+kVFRYpEIurevbtat24tSSorK1NZWZk6deqkTp06efsuKipS69at1b17Vb2jwsJCRaNR7bjjjsrNzZUklZSUKBQKqWvXrmrfvr0kKRwOq7i4WHl5eerWrZu3vuM4kkSf6BN9ok/0iT7Rp22gT5XWKjHnJwh9CuJxok8tr0/t2rVTSUmJwuGwrLWqrKyUJK/t8e1KUk5OjowxkqTKykpZa2WMUU6O+511fP3EZYnrJ24zvn6629zaNtEn+kSf6FO2+9S+fXv16tVLrVu3TvlZnkqTBH6MMWMkjWFGLwAA4GuWjB8gE2vXrtV2222nPn36yFqriooKGWO8AJHkBrmstWrdurV3A1RRUaHKykrl5uZ6N0uVlZWqqKhQTk6OWrWqup0pLy+XJLVp08ZbFl+/VatW3g1UNBpVNBpNWt9aq0gkUmubUq2fqk30iT7RJ/qUzT4ZY7RhwwatWLFCu+++u9JlbBNeveTn51tm9QIAAH71y9s+1BEDd9K1Jw5s7qYAvrJgwQLtvffe3o0NACAz1lotXLhQ++yzT9JyY8x0a21+qnWo8QMAAJAma90LLgANR9AHALZeJp+lBH4AAAAagLgPAADwEwI/AAAADUDcBwAA+AmBHwAAgDRZWYZ6AT4WjUY1fPhwnXDCCSkf//TTTzVixAi1atVKL730Uo3HS0tL1atXL40fPz7l+i+++KIGDhyonJwcJdY2XbdunQ477DB17NixxrrXXXedevfurY4dO25Fz9Jz00036c4775Qk3XDDDfrggw8aZbvXX3+9hgwZomHDhumoo47yZhqqzcSJE2t9DaXUx+m3v/2thg4dqiFDhui0007Txo0bJUkPP/ywBg8erGHDhunAAw/U/PnzJUlLly5Vu3btNGzYMA0bNkwXX3xxg/o0derUWt8nxxxzjIYOHaqBAwfq4osv9mZmqu3412XSpEkaMmSIBg4cqL/+9a/e8p9//llHHHGEhgwZokMPPVQrVqzw+vXss896z6vvtUylrvf5k08+qb322kt77bWXnnzyyZTrX3XVVdp77701ZMgQjR07ViUlJd5js2fP1v7776+BAwdq8ODBCofDDWobsoPADwAAQAMQ9gH869///neNgqiJdt11V02cOFFnn312ysevv/56HXzwwbWuP2jQIE2ePLnGc/Ly8vT3v//dC7okGjNmjKZNm5ZmDxrPLbfcol/+8peNsq2rrrpKs2fP1qxZs3TCCSfolltu2artpTpO99xzj7777jvNnj1bu+66q+6//35J0tlnn605c+Zo1qxZuvrqq/XnP//ZW6dv376aNWuWZs2apYcffnir2pTohRde0Hfffae5c+eqqKhIL774oqTaj39t1q1bp6uuukoffvih5s2bp9WrV+vDDz+UJF155ZU699xzNXv2bN1www269tprJdUM/GSitvd5cXGxbr75Zn3zzTeaNm2abr75Zq1fv77G+kceeaTmzp2r2bNnq1+/frrtttskubNR/frXv9bDDz+sefPmaerUqUkzWKH5NMl07gAAAIFB5AfYKve8vUCLVpc16jb77dRJfzq29oCOJK1YsUJvvvmmrrvuOt19990pn9OnTx9J8qZlTjR9+nQVFhbqmGOOqTWbo7agUocOHXTggQfqxx9/rPHYfvvtV2e7E73++uu69dZbVV5eru23317PPPOMdtxxR910003q2LGjrrzySkluAOKNN95Qnz59NGHCBD355JPq0aOHevfurZEjR0qSzjvvPJ1wwgk67bTT9OGHH+rKK69URUWFRo0apYceekht27atsf+///3vevrpp9W9e3dvW1deeaU6d+7sPWfTpk1e8dlp06bp8ssvVzgcVrt27fTEE0+of//+kqTly5fr0EMP1cqVK/XrX/9aN954o6Taj1N8H9Zabd682dtHbftO19KlS/Wb3/xGmzZtkiTdf//9OuCAAyS5GV7HH3+8fvzxRx122GF68MEHlZOT4+2zoqJC5eXl3j7rCiqmsnjxYu21117q3r27JOmXv/ylXn75ZR1xxBGaP3++1//DDjtMJ598siTpmmuu0YIFCzRs2DCNGzdO2223nRzH0THHHKOffvpJY8eO1R133FHnfmt7n7/77rs68sgj1a1bN0lugOedd97RWWedlfS8o446yvt5v/3287KG3nvvPQ0ZMkRDhw6VJG2//fbe8zp27KhLLrlEb731lnbeeWf94x//0NVXX61ly5bpX//6l0488UTNmzdP559/vsrLy1VZWamXX35Ze+21V0NeUtSCjB8AAIB0WeI+gF9dccUVuuOOO1IGdepTWVmpv/zlLykzdprSgQceqK+//lozZ87UmWeeWe8N/vTp0/X8889r1qxZeuutt/Ttt9/WeE44HNZ5552nSZMmac6cOaqoqNBDDz1U43nffvutXn75ZX333Xd6++23awS/4kPWnnnmGS/jZ++999Znn32mmTNn6pZbbtHf/vY37/nTpk3Tyy+/rNmzZ+vFF1/0tlfXcTr//PO10047aeHChbrsssu85Q888ID69u2rq6++Wvfee6+3fMmSJRo+fLgOOeQQffbZZylfox49euj999/XjBkzNGnSJP3xj39MauN9992n+fPn66efftLkyZO9x44++mj16NFDnTp10mmnnZZy23GO4+i4446rsXzPPffU999/r6VLl6qiokKvvvqqli9fLkkaOnSot79XXnlFZWVlWrdunW6//XYddNBBmjVrlv70pz9JkmbNmuUdv0mTJnnbuPDCC9MeciZJK1euVO/evb3fe/XqpZUrV9a5zuOPP65jjz1WkrRo0SIZY3T00UdrxIgRSe/PTZs26fDDD9e8efPUqVMn/b//9//0/vvv65VXXtENN9wgyR22d/nll2vWrFkqKChQr1690m476kbGDwAAQANQ4wfYOvVl5mTDG2+8oR49emjkyJGaOnVqg9d/8MEHddxxxzX7jeiKFSt0xhlnaNWqVSovL9fuu+9e5/M/++wzjR07Vu3bt5cknXjiiTWe8/3332v33XdXv379JEnjxo3TAw88oCuuuCLpeV988YVOOukk5eXlKS8vT2PGjEl6fMKECZowYYJuu+023X///br55pu1YcMGjRs3Tj/88IOMMYpEIt7zjzzySC8j5JRTTtHnn3+u1atX13mcnnjiCUWjUV122WWaNGmSzj//fEnSpZdeqksvvVTPPvusbr31Vj355JPaeeedtWzZMm2//faaPn26Tj75ZM2bNy8pQ0iSIpGIxo8fr1mzZik3N1eLFi3yHtt33321xx57SJLOOussff75516Q591331U4HNY555yjjz76SEceeWStx6Fnz5566623aizfbrvt9NBDD+mMM85QTk6ODjjgAP3000+SpDvvvFPjx4/XxIkTdfDBB2uXXXZRbm5uyu0fccQR6tKliyRpwIAB+vnnn9W7d2899thjtbapMUyYMEGtWrXSOeecI8nNgPr888/17bffqn379jriiCM0cuRIHXHEEWrTpo2OOeYYSdLgwYPVtm1btW7dWoMHD9bSpUslSfvvv78mTJigFStW6JRTTiHbpxGR8QMAANAAhH0A//niiy80ZcoU9enTR2eeeaY++ugj/frXv057/a+++kr333+/+vTpoyuvvFL/+9//dM0112SxxalddtllGj9+vObMmaNHHnnEK5zbqlUrVVZWes9rjIK6y5cv9wojN6Q+zjnnnKOXX35ZklsT6bDDDtPcuXP1+uuvJ7Wr+pAsY0xaxyk3N1dnnnmmt49EZ555pl599VVJUtu2bb3A0siRI9W3b18tWrRIr7zyitevgoIC3XPPPdpxxx313XffqaCgQOXl5XW2MVFeXp5OOukkvfbaa2m/PtWNGTNG33zzjb766iv179/fC8D17NlTkydP1syZMzVhwgRJUteuXVNuI3FYXm5urioqKjJqyy677OJlC0luoHGXXXZJ+dyJEyfqjTfe0DPPPOO9Lr169dLBBx+sHXbYQe3bt9dxxx2nGTNmSJJat27tPS8nJ8drc05Ojtfes88+W1OmTFG7du103HHH6aOPPsqoH6iJwA8AAECarCQSfgD/ue2227RixQotXbpUzz//vA4//HA9/fTTaa//zDPPaNmyZVq6dKnuvPNOnXvuubr99tuz2OLUNmzY4N2IJ8641KdPH+8Ge8aMGVqyZIkk6eCDD9arr76qzZs3q6ysTK+//nqNbfbv319Lly716g899dRTOuSQQ9S7d2+vMPLFF1+s0aNHe8GbjRs36o033vC28cMPP3g/v/baa9p7771rtHfixIlJ+33//fdVXFyszZs369VXX9Xo0aNrPU7WWq991lpNmTLF20fivt98800vS6SoqMibbWvx4sX64YcftMcee2js2LFev/Lz87VhwwbtvPPOysnJ0VNPPeWtI7lDvZYsWaLKykpNmjRJBx54oDZu3KhVq1ZJcjNc3nzzTa8tmVizZo0kaf369XrwwQd14YUXSpLWrl3rBfNuu+02XXDBBZKkTp06qayscWtkxR199NF67733tH79eq1fv17vvfeejj766BrPe+edd3THHXdoypQpXjZZfP05c+YoFAqpoqJCn3zyiQYMGJD2/hcvXqw99thDf/zjH3XSSSdp9uzZjdIvEPgBAABoICI/QJDccMMNmjJliiS3jk2vXr304osv6ve//70GDhxY7/qJdVReeeUV9erVS1999ZWOP/74pJvmPn366M9//rMmTpyoXr16edOOX3311erVq5dCoZB69eqlm266qdZ93XTTTTr99NM1cuRI7bDDDt7yU089VcXFxRo4cKDuv/9+L2tkxIgROuOMMzR06FAde+yxGjVqVI1t5uXl6YknntDpp5+uwYMHKycnJ+XU56NGjdKJJ56oIUOG6Nhjj9XgwYO94UXXXHONBg0apCFDhui9997Tv//9b69v1157rYYPH14jC2XffffVqaeeqiFDhujUU09Vfn5+rf221mrcuHEaPHiwBg8erFWrVnl1Ye6//34NHDhQw4YN09133+0FxD799FNvivnTTjtNDz/8sFe0ONEf/vAHPfnkkxo6dKgWLlyoDh06JPV5/Pjx2meffbT77rtr7Nix2rRpk/c6DBs2TD169PBer9qOf201fiTp8ssv14ABAzR69Ghdc8013rGbOnWqlwFUWFio6667TpI0ZMgQ5ebmaujQobrnnntqfc2k2mv81PY+79atm66//nqNGjVKo0aN0g033OC9ZonbGj9+vMrKynTkkUdq2LBhXv+32247/fnPf9aoUaM0bNgwjRgxQscff3ydbUz0wgsvaNCgQRo2bJjmzp2rc889N+11UTfTlOPU8/PzbUOKSwEAALQkh034QAf2666/nz60uZsC+MqCBQsaPOMRWp6NGzeqY8eOCoVCOvjgg/Xoo49qxIgRzd0sYJuT6jPVGDPdWpsygkpxZwAAgDRZZvUCsA276KKLNH/+fIXDYY0bN46gD+ATBH4AAAAagBo/ALJtwoQJevHFF5OWnX766d5wn+by7LPPNuv+AWSGwA8AAECDEPkBkF3XXXddswd5AAQHxZ0BAADSZGXJ+AEAAL5C4AcAAKABiPsAAAA/IfADAADQAE05IyoAAMDWIvADAACQLmb1AgAAPtOkgZ9IJCLHcZKWFRcXy3EchcNhb1koFJLjOCopKfGWRaNROY6jwsLCpPWLiorkOI4ikYi3rKysTI7jqKysrMa+i4qKktYvLCyU4ziKRqPespKSEjmOo1Ao5C0Lh8NyHEfFxcVJ6zuOQ5/oE32iT/SJPtGnbaRPttp87kHoUxCPE31qeX2qrKz0llVWVqq8vDzpefG+lpeXJ2XVVVRUqLy8PKmf8fUrKiqS1i8vL1d5eXnSsvj68f1Ho1ENHz5cxx13XNL61lqVl5fro48+0ogRI9SqVSu99NJLXpvi65eWlqpXr1665JJLUrbpueee08CBA5WTk6OCggJv/aefflrDhg3TsGHDNHToUOXk5Gj69OmSpOnTp2vw4MHq27evxo8fn9T/dPoU71fia/Lxxx97+xo6dKjy8vL06quvSpLOOuss9evXT4MGDdIFF1ygSCSiaDSq2267zWvjoEGDlJubq9WrV2vu3Lne8mHDhqlz58668847Za3Viy++6PX3q6++qvU4HXrooSooKKizT+eff76GDh2qIUOG6LTTTtOGDRtqHOf4cartvZPqNUnVpuuvv1533nmnJOmGG27QO++80yjvveuvv15DhgzRsGHDdOSRR2rp0qV1HqeJEyfq0ksvrbVPmzdv1vDhw3XCCSd461d/nUpLS1VeXq4HHnhAgwcP1rBhw3TggQfqu+++U3l5uZYsWaJ27dp574ff/e53DerT1KlTvf1Xf+8dc8wxGjp0qAYMGKCLLrrI2+6VV16p/v37a/DgwRo7dqz3+VHXcXruuec0ZMgQDRw4UFdffbX3mvz888864ogjNGTIEB1yyCFavHixrLVaunSpnn32Wa9Njz/+uMaPH59Wn+KWLVumQw89VMOGDdOQIUP01ltv1ThOy5cv12GHHaYBAwZowIABuvvuu731r7rqKq+fJ598stfPr776SkOHDvVe81deeSVrn3upPstTaZLAjzFmjDHm0dLS0qbYHQAAQNaQ8QP417///W/tvffetT7eu3dvTZw4UWeffXbKx6+//noddNBBta4/cOBATZ48WQcffHDS8nPOOUezZs3SrFmzNHHiRPXp00fDhg2TJF1yySV65JFHNH/+fP3444965513Gt6xag477DDNnDlT3377rd577z21b99eRx11lCQ38DNnzhx999132rx5sx577DFJ0l/+8hdNnz5ds2bN0m233aZDDjlE3bp1U//+/b22T58+Xe3bt9dJJ50kSRo0aJAmT55c52uSrn/+85+aOXOmZs+erV133VUPPPDAVm8zHbfccouOOOKIRtnWVVddpdmzZ2vWrFk67rjjNGHChK3a3n333Vfj/frPf/5TM2bMqPE6nXnmmZozZ45mzZqlq6++WldffbW3Tt++fb3j15iv6wsvvKAZM2Zo5syZWrt2rV588UVJ0pFHHqmZM2dqxowZ6tevn2677bY6t7Nu3Tr99a9/1Ycffqh58+Zp9erV+uijjyS5QaRzzz1Xs2fP1nXXXafrr79ekrzAz9a49dZbddppp2natGl69tln9Yc//KHGc1q1aqW77rpL8+bN02effaaHHnpI8+fP9/oZf10T+zlo0CB99dVXmj59ut555x39/ve/rxGwaXLW2ib7b+TIkRYAAMCvDrrlPXvlM9ObuxmA78yfP7/ql7cut/bxQxr3v7cur7cNy5cvt4cffrj98MMP7fHHH1/nc8eNG2dffPHFpGUFBQX2jDPOsE888YS99NJL61z/kEMOsd9++23Kx6699lr7t7/9zVprreM4tn///t5jzz77rL3oootSrnfLLbfYfv362dGjR9szzzzT/vOf/7TWWvvDDz/YI444wg4ZMsQOHz7c/vjjj0nrPfLII/bss89Ouc27777ba0uis846yz766KM1lr/77rv2gAMOqLe/oVDInnHGGXbvvfe2J598st133329xy+++GI7cuRIO2DAAHvDDTfU2FZlZaW9+OKL7e23356yzdZaO2XKFLvvvvvaYcOG2SOOOMKuXr3aWmvtjTfe6L0u1lo7cOBAu2TJEmuttbfeeqvda6+9arx+icf6gw8+sMOGDbODBg2y559/vg2Hwyn3X9uxSPSPf/zDXnzxxdZaa7/55hu733772WHDhtn999/fLly40Fpr7RNPPGFPPPFEe8ghh9g999zT3nTTTd769b1f63qdnn32WXvMMcdYa61dsmSJHThwYK2vZdySJUvsgQceaIcPH26HDx9uv/jiC2uttR9//LE96KCD7HHHHWf79etnf//739toNJq0bnl5uT3hhBPs888/X2O7kydPrvX9Fzdt2jR7+OGHe7//73//s5dccom11toBAwbYZcuWeX3u1KmTtdbaX/ziF7Zz58526NCh9u6777ZPPPGEHTt2rD366KPtnnvuaa+66qp6+3zRRRd5r9+XX35p999//3rXOfHEE+17772Xdj8XL15se/ToYSORiF2yZInt37+/HTdunN1rr73s2Wefbd9//317wAEH2D333NN+88031lprp06daocOHWqHDh1qhw0bZktLS2tsN+kzNUZSga0lFkONHwAAgAYg4wfwpyuuuEJ33HGHcnIafgtUWVmpv/zlL97woK0xadIknXXWWZKklStXqlevXt5jvXr10sqVK2us8+233+rll1/Wd999p7ffftsbNiW52USXXnqpvvvuO3355Zfaeeedk9Z9/vnnvf0likQieuqpp3TMMcckLQ+FQnrnnXd06qmn1lintm1V99BDD6l9+/ZasGCBbr75Zm9YmyRNmDBBBQUFmj17tj755BPNnj3be+z888/XTjvtpIULF+qyyy6rdfsHHnigvv76a82cOVNnnnmm7rjjjjrbM336dD3//POaNWuW3nrrLX377bc1nhMOh3Xeeedp0qRJmjNnjioqKvTQQw/VeF5dx0KSrrvuOvXu3VvPPPOMbrnlFknS3nvvrc8++0wzZ87ULbfcor/97W/e86dNm6aXX35Zs2fP1osvvuhtr673a22v0wMPPKC+ffvq6quv1r333ustX7JkiYYPH65DDjlEn332WcrXqEePHnr//fc1Y8YMTZo0SX/84x+T2njfffdp/vz5+umnnzR58mTvsaOPPlo9evRQp06ddNppp9XY7uOPP65jjz1Wkjss6bjjjqvxnD333FPff/+9li5dqoqKCr366qtavny5JGno0KHe/l555RWVlZVp3bp1uv3223XQQQdp1qxZ+tOf/iRJmjVrlnf8Jk2a5G3jwgsvrHGcJOmmm27S008/rV69eum4447Tfffdl/K1iVu6dKlmzpypX/ziF3X2U5K++eYbDRw4UIMHD9bDDz+sVq1aSZJ+/PFH/eUvf9HChQu1cOFCPfvss/r8889155136h//+Ick6c4779QDDzygWbNm6bPPPlO7du3qbFc6Wm31FgAAALYhTOoFbKVj/9Xku3zjjTfUo0cPjRw5UlOnTm3w+g8++KCOO+64pCBNJr755hu1b99egwYNatB6X3zxhU466STl5eUpLy9PY8aMkeTWUFq5cqXGjh0rScrLy0tab9WqVZozZ46OPvroGtv8wx/+oIMPPrjGMK3XX39do0ePVrdu3ZKWl5eXa8qUKfUO25GkTz/91AscDBkyREOGDPEee+GFF/Too4+qoqJCq1at0vz5873Hn3jiCUWjUV122WWaNGmSzj///JTbX7Fihc444wytWrVK5eXl2n333etsz2effaaxY8eqffv2kqQTTzyxxnO+//577b777urXr58kady4cXrggQd0xRVXJD2vtmMRN2HCBE2YMEG33Xab7r//ft18883asGGDxo0bpx9++EHGmKQ6L0ceeaS23357SdIpp5yizz//XKtXr67z/Vrb63TppZfq0ksv1bPPPqtbb71VTz75pHbeeWctW7ZM22+/vaZPn66TTz5Z8+bNU+fOnZO2GYlENH78eM2aNUu5ublatGiR99i+++6rPfbYQ5I7VPDzzz/3gjzvvvuuwuGwzjnnHH300Uc68sgjk16LVq1a6ZxzzpEk9ezZ06ujk2i77bbTQw89pDPOOEM5OTk64IAD9NNPP0lygyDjx4/XxIkTdfDBB2uXXXZRbm5ujW1I0hFHHKEuXbpIkgYMGKCff/5ZvXv39oYzVvfcc8/pvPPO01/+8hd99dVX+s1vfqO5c+emDLZt3LhRp556qv71r3/VeO2q91OSfvGLX2jevHlasGCBxo0b5wWFdt99dw0ePFiSOzT0iCOOkDFGgwcP1tKlSyVJo0eP1p///Gedc845OuWUU7b6c0diVi8AAIC0WaI+gC998cUXmjJlivr06aMzzzxTH330kX7961+nvf5XX32l+++/X3369NGVV16p//3vf7rmmmsa3I7qGTO77LKLVqxY4f2+YsUK7bLLLlq+fLlXTPnhhx9u8H7iXnjhBY0dO1atW7dOWn7zzTerqKgoqVBtbW2Me/vttzVixAjtuOOOGbdnyZIluvPOO/Xhhx9q9uzZOv7445OKiUtSbm6uzjzzTL388su1bueyyy7T+PHjNWfOHD3yyCPeNlq1apVUOLj6tjOR6bE455xzvD5cf/31OuywwzR37ly9/vrrSe0yxiStZ4xJ6/1a1+t05plnesW827Zt6wWWRo4cqb59+2rRokV65ZVXvH4VFBTonnvu0Y477qjvvvtOBQUFSUWQU7UxUV5enk466SS99tpr3rKJEyfqjTfe0DPPPFPj+amMGTNG33zzjb766iv179/fC8D17NlTkydP1syZM72aSV27dk25jbZt2ya9PvXV1fnvf/+rX/3qV5Kk/fffX+FwWGvXrq3xvEgkolNPPdULxCSqr5/77LOPOnbsqLlz59ZoY05Ojvd7Tk6O195rrrlGjz32mDZv3qzRo0dr4cKFdfYjHQR+AAAAGoDgD+A/t912m1asWKGlS5fq+eef1+GHH66nn3467fWfeeYZLVu2TEuXLtWdd96pc889V7fffnuD2lBZWakXXnhBZ555prds5513VufOnfX111/LWqv//e9/Oumkk9S7d2+voPLFF1+s0aNHewGDjRs36o033pAkderUSb169fJu8rds2ZI0q9tzzz1XI4jz2GOP6d1339Vzzz1XI7Nhw4YN+uSTT7zizYlSbas2Bx98sFd4d+7cud5wrtLSUnXo0EFdunRRYWGh3n77bUnu5+qPP/7o/TxlypQ6i3Bv2LBBu+yyiyTpySef9Jb36dNHM2bMkCTNmDFDS5Ys8drz6quvavPmzSorK9Prr79eY5v9+/fX0qVLvXY89dRTOuSQQ9I+FpL0ww8/eD+/9tprXh8S2ztx4sSk/b7//vsqLi7W5s2b9eqrr2r06NG1vl/rep0S9/3mm29qr732kuTOthefHWrx4sX64YcftMcee2js2LFev/Lz87VhwwbtvPPOysnJ0VNPPZU0o9S0adO0ZMkSVVZWatKkSTrwwAO1ceNGrVq1SpI7C9Wbb77pteWdd97RHXfcoSlTpnhZVvVZs2aNJGn9+vV68MEHdeGFF0qS1q5d6wXzbrvtNl1wwQWS3Pd+4gyImdh111314YcfSpIWLFigcDis7t27Jz3HWqvf/va32mefffTnP/856bHa+rlkyRIviPPzzz9r4cKF6tOnT9rt+umnnzR48GD99a9/1ahRowj8AAAANDXCPkCw3HDDDZoyZYokt35Lr1699OKLL+r3v/+9Bg4cWO/6ifVDXnnlFfXq1UtfffWVjj/++KQhVp9++ql69+7tDZmJi9/k7rnnnurbt29SnZC4UaNG6cQTT9SQIUN07LHHavDgwd6Qlqeeekr33nuvhgwZogMOOECrV6+W5NYjWb58uQ455JCkbV188cUqLCzU/vvvr2HDhnl1aOLtP+qoo9ShQ4ekdTZt2qT333+/RrZDbf295JJLtHHjRu2zzz664YYbNHLkSEluvZbhw4dr77331tlnn63Ro0dLcm+ux40bp8GDB2vw4MFatWqVbrjhhlpf85tuukmnn366Ro4cqR122MFbfuqpp6q4uFgDBw7U/fff72WNjBgxQmeccYaGDh2qY489VqNGjaqxzby8PD3xxBM6/fTTNXjwYOXk5Ojiiy9u0LG45pprNGjQIA0ZMkTvvfee/v3vf0uSrr76al177bUaPnx4jSyUfffdV6eeeqqGDBmiU089Vfn5+bX2u67X6f7779fAgQM1bNgw3X333V5A7NNPP/WmmD/ttNP08MMP1xjGJ7lD/5588kkNHTpUCxcuTHoPjBo1SuPHj9c+++yj3XffXWPHjtWmTZu812HYsGHq0aOH93qNHz9eZWVlOvLIIzVs2DBveW01fiTp8ssv14ABAzR69Ghdc8013rGbOnWqlwFUWFio6667TpI7hDA3N1dDhw7VPffcU+trJtVe4+euu+7Sf/7zHw0dOlRnnXWWJk6cKGNMUju/+OILPfXUU/roo4+8DKn4cLXa+vn5559707mPHTtWDz74YNL7tD7/+te/vPdR69atU34mNJRpym+t8vPzbaoXHAAAwA8OvOU95e++vf71m5HN3RTAVxYsWKB99tmnuZvhaxs3blTHjh0VCoV08MEH69FHH9WIESOau1nbJI4Fmluqz1RjzHRrbcrIIcWdAQAAGoScHwBN76KLLtL8+fMVDoc1btw4Ag3NiGMBvyHwAwDZ8N5V0qYiaezE5m4JgEZWSdwHQDOI18zZlkyYMEEvvvhi0rLTTz/dG+7TXLbFYwF/I/ADANmwZp60aU1ztwJAI7OW6dyBTFlr05rdB4i77rrrmj3IA7Q0mZTrobgzAGQNd4dAEFnObaDB8vLytG7dOmbFA4CtYK3VunXrlJeX16D1yPgBgKwgLQAILE5toMF69eqlFStWqKioqLmbAgC+lpeXp169ejVoHQI/AJA13B0CQcSZDTRc69attfvuuzd3MwBgm8RQLwDIFlvZ3C0AkAUMVQEAAH5C4AcAsoEKsEAgWUuFHwAA4C8EfgAga7g9BAKJUxsAAPgIgR8AyAoyfoCg4swGAAB+QuAHALKG20MgaKyo8QMAAPyFwA8AZAs3h0AgcWYDAAA/adLATyQSkeM4ScuKi4vlOI7C4bC3LBQKyXEclZSUeMui0agcx1FhYWHS+kVFRXIcR5FIxFtWVlYmx3FUVlZWY99FRUVJ6xcWFspxHEWjUW9ZSUmJHMdRKBTyloXDYTmOo+Li4qT1HcehT/SJPtGnmn2yVrKVwepTDH2iT9tyn6qP4gxCn4J4nOgTfaJP9Ik+0adttU+pNEngxxgzxhjzaGlpaVPsDgBaCPICgKDhrAYAAH5jmnKcen5+vi0oKGiy/QFAs/nfUVLJUumPi5q7JQAa0X43vqtBvbrosd/t19xNAQAA8Bhjpltr81M9Ro0fAMgKK3IDgGDizAYAAH5C4AcAsoXizkAgcWoDAAA/IfADANkQK+4MIIiI/AAAAP8g8AMAWcPNIRBEZPwAAAA/IfADANnC3SEQKPEJMTizAQCAnxD4AYCsoLgzEFTEdAEAgJ8Q+AGAbOHuEAgkS1AXAAD4CIEfAMgabg6BIPFiuZzaAADARwj8AEA2MKsXEFjEfQAAgJ8Q+AGAbGGoFxBIlnMbAAD4CIEfAMgabg6BIGGkFwAA8CMCPwCQFZaMHyCoOLUBAICPEPgBgKzh7hAIIs5sAADgJwR+ACAbLBk/QNDEa/tQ4wcAAPgJgR8AyBZm9QICibAPAADwEwI/AJA13B4CQUTCDwAA8BMCPwCQFQz1AoKKoV4AAMBPCPwAQNZwcwgEEWc2AADwEwI/AJAtZAUAgRI/pTm1AQCAnzRp4CcSichxnKRlxcXFchxH4XDYWxYKheQ4jkpKSrxl0WhUjuOosLAwaf2ioiI5jqNIJOItKysrk+M4Kisrq7HvoqKipPULCwvlOI6i0ai3rKSkRI7jKBQKecvC4bAcx1FxcXHS+o7j0Cf6RJ/oU80+WSvZymD1KYY+0adttk+r4vuuivz4vk9BPE70iT7RJ/pEn+jTNtynVJok8GOMGWOMebS0tLQpdgcALQRpAUAQkfEDAAD8xDRlgcL8/HxbUFDQZPsDgGbz+EHSqpnSdRubuyUAGkl5RaUO/vv76rldO02+4uDmbg4AAIDHGDPdWpuf6jFq/ABA1pAWAAQRGT8AAMBPCPwAQLZwdwgEkiWoCwAAfITADwBkg7Ui4wcIFm94PKc2AADwEQI/AJAttrK5WwAgC4j7AAAAPyHwAwDZwlAvIJA4tQEAgJ8Q+AGArGCoFxA01vuXcxsAAPgHgR8AyBbSAoBg4tQGAAA+QuAHALKB4s5AYHFmAwAAPyHwAwDZQsYPECzxSb04twEAgI8Q+AGArOHmEAgizmwAAOAnBH4AICu81IDmbQaARsdpDQAA/ITADwBkE3eIQGAwmxcAAPAjAj8AkFXcKAJBQ40fAADgJwR+ACAbLEO9gKDirAYAAH5C4AcAsslWNncLADQS4rkAAMCPCPwAQFZxhwgED+c1AADwDwI/AJAVpAYAQcVpDQAA/ITADwBkFXeIQFDYav8CAAD4QZMGfiKRiBzHSVpWXFwsx3EUDoe9ZaFQSI7jqKSkxFsWjUblOI4KCwuT1i8qKpLjOIpEIt6ysrIyOY6jsrKyGvsuKipKWr+wsFCO4ygajXrLSkpK5DiOQqGQtywcDstxHBUXFyet7zgOfaJP9Ik+1exTLCVg1aoA9SkmUMeJPtGnBvRp9apVkpIzfvzepyAeJ/pEn+gTfaJP9Glb7lMqTRL4McaMMcY8Wlpa2hS7A4CWgzEhQOBYcn4AAICPGNuENyX5+fm2oKCgyfYHAM3m0X0l51vp2lKpbafmbg2ARrApXKEjbvtQ7dvk6qPrftnczQEAAPAYY6Zba/NTPUaNHwDICoo7A0FVyWkNAAB8hMAPAGQVd4hA0DDUCwAA+AmBHwDIJjJ+gMDwAj6c1gAAwEcI/ABANlgmfgaCirMaAAD4CYEfAMgmMn6AwLBe6S7OawAA4B8EfgAgK+J3iJXN2wwAjY6wDwAA8BMCPwCQVdwiAkFDwg8AAPATAj8AkE3cIQKBwdkMAAD8iMAPAGQDxZ2BwKLGDwAA8BMCPwCQTdwgAoHDWQ0AAPyEwA8AZBPFnYHAiGf6EM8FAAB+QuAHALKCoV4AAAAAmh+BHwDIJlIDgECizg8AAPALAj8AkA0UdwYCjbgPAADwCwI/AJBN3B0CgcSZDQAA/ILADwBkFbeHQBAx1AsAAPgFgR8AyIrYTSGzegGBQawHAAD4EYEfAMgm7hSBQOLUBgAAfkHgBwCyirtDIIg4swEAgF80aeAnEonIcZykZcXFxXIcR+Fw2FsWCoXkOI5KSkq8ZdFoVI7jqLCwMGn9oqIiOY6jSCTiLSsrK5PjOCorK6ux76KioqT1CwsL5TiOotGot6ykpESO4ygUCnnLwuGwHMdRcXFx0vqO49An+kSf6FPNPsXSAQoLVwenTzGBOk70iT41oE+rVq/2frfeOe7vPgXxONEn+kSf6BN9ok/bcp9SaZLAjzFmjDHm0dLS0qbYHQC0IOQFAEHEmQ0AAPzCNOWsFPn5+bagoKDJ9gcAzebBIdKaOdL476Ud+jV3awA0gvWbynXsHR9LkqZe90vltclt5hYBAAC4jDHTrbX5qR6jxg8AZAWzegFBk/hlmSXnBwAA+ASBHwDIKm4OgSBiVi8AAOAXBH4AIBvid4XcHQKBxJkNAAD8gsAPAGQVt4dAUNhafwEAAGi5CPwAQDaR8QMEEjV+AACAXxD4AYCsoLgzEGTEdAEAgF8Q+AGArOLuEAiMhNO5ksgPAADwCQI/AJBN3BwCAAAAaEYEfgAgG7yAD4EfIIiI6QIAAL8g8AMA2cTdIRAYtpafAQAAWjICPwCQFWT8AEFmCeoCAACfIPADANnErF5AYCQGewj7AAAAvyDwAwDZRFYAEEyc2gAAwCcI/ABANlDcGQg0zmwAAOAXBH4AIJvI+AECI6m4M+c2AADwCQI/AJBV3BwCQcSZDQAA/ILADwBkRey2kOLOQDAR+QEAAD5B4AcAsonhIEBw2MQfObcBAIA/NGngJxKJyHGcpGXFxcVyHEfhcNhbFgqF5DiOSkpKvGXRaFSO46iwsDBp/aKiIjmOo0gk4i0rKyuT4zgqKyurse+ioqKk9QsLC+U4jqLRqLespKREjuMoFAp5y8LhsBzHUXFxcdL6juPQJ/pEn+hTzT7FAj5r1xYFp08xgTpO9Ik+NaBPqxPWjcd0/d6nIB4n+kSf6BN9ok/0aVvuUypNEvgxxowxxjxaWlraFLsDgBaErAAgiDizAQCAX5imnJUiPz/fFhQUNNn+AKDZ3NtPKv5BOm+q1OeQ5m4NgEZQuGGzTrr7U0nS5CsOVs/t2jVziwAAAFzGmOnW2vxUj1HjBwCyIl7cmbwAIJg4twEAgD8Q+AGAbGJWLyCQiOkCAAC/IPADAFnF3SEQFDZpVi8AAAB/IPADANlgGeoFBFlT1kgEAADYGgR+ACCruDkEgogzGwAA+AWBHwDIJrICgMCwtf4CAADQchH4AYCssNX+BRAknNkAAMAvCPwAQDYxqxcQSNT4AQAAfkHgBwCygeLOQOAwqxcAAPAjAj8AkFXcHgKBxKkNAAB8gsAPAGQTGT9AIHFmAwAAvyDwAwBZQXFnIHiqzmdq/AAAAL8g8AMA2URxZyCQCPsAAAC/IPADANlEVgAQSGT8AAAAvyDwAwDZYBnqBQRN0qxenNoAAMAnCPwAQDZxdwgEEmc2AADwCwI/AJAVZPwAQUZMFwAA+AWBHwDIJu4OgcCwdfwGAADQUhH4AYBsYlYvIJCI6QIAAL9o0sBPJBKR4zhJy4qLi+U4jsLhsLcsFArJcRyVlJR4y6LRqBzHUWFhYdL6RUVFchxHkUjEW1ZWVibHcVRWVlZj30VFRUnrFxYWynEcRaNRb1lJSYkcx1EoFPKWhcNhOY6j4uLipPUdx6FP9Ik+0aeafYrdFRavXxecPsUE6jjRJ/rUgD4lrhuP+/i9T0E8TvSJPtEn+kSf6NO23KdUmiTwY4wZY4x5tLS0tCl2BwAtB1kBQCAxnTsAAPAL05QXLvn5+bagoKDJ9gcAzebuXaXS5dKpz0qDz2ru1gBoBMvXbdLp934uSXrsd7/QoF5dm7dBAAAAMcaY6dba/FSPUeMHALIiFlQnKwAIDFvrLwAAAC0XgR8AyCruDoEg4swGAAB+QeAHALIhnunDrF5AIFHjBwAA+AWBHwDIJm4OgeCwKX8EAABo0Qj8AEBWcXsIBBExXQAA4BcEfgAgKyjuDAAAAKD5EfgBgKwi8AMEReLZTI0fAADgFwR+ACCbKO4MBBJhHwAA4BcEfgAgGyxDvYAg49QGAAB+QeAHALKKu0MgKJKHd3FuAwAAfyDwAwDZRFoAEEic2gAAwC8I/ABAVthq/wIIEs5sAADgFwR+ACCbSAsAAiN5Vq9mawYAAECDEPgBgGzwijszqxcQRJacHwAA4BMEfgAgq7g5BAKJUxsAAPgEgR8AyCbGgwDBYVP+CAAA0KIR+AGArKC4MxBklqAuAADwCQI/AJBN3BwCgcSZDQAA/KJJAz+RSESO4yQtKy4uluM4CofD3rJQKCTHcVRSUuIti0ajchxHhYWFSesXFRXJcRxFIhFvWVlZmRzHUVlZWY19FxUVJa1fWFgox3EUjUa9ZSUlJXIcR6FQyFsWDoflOI6Ki4uT1ncchz7RJ/pEn2rt04YNJYHrUxCPE32iT+n0qXDNmqoVbTD6FMTjRJ/oE32iT/SJPm3LfUqlSQI/xpgxxphHS0tLm2J3AND8mNULCDQyfgAAgF+Yphyjnp+fbwsKCppsfwDQbO7oIYWKpKPukg74c3O3BkAjWLxmo85+4AtJ0j/PHq6D+vdo5hYBAAC4jDHTrbX5qR6jxg8AZAXFnYGgSfyyjPJdAADALwj8AEA2cXcIAAAAoBkR+AGArCLwAwQR07kDAAC/IPADANlAcWcgcGwtPwMAALRkBH4AIJvICgACiVMbAAD4BYEfAMgq7g6BILKc2wAAwCcI/ABAVsSHenFzCASFZawXAADwIQI/AJBV3B0CQcSZDQAA/ILADwBkgyXjBwieqvOZUxsAAPgFgR8AyCZm9QICiRo/AADALwj8AEBWcXMIBBKnNgAA8AkCPwCQFQz1AoIm8XTmzAYAAH5B4AcAsorbQyCILEFdAADgEwR+ACCbuDkEAokzGwAA+AWBHwDIBi/gw+0hEBSJZzMxXQAA4BcEfgAgm5jVCwAAAEAzIvADANlEWgAQSNT4AQAAflFv4McYk2eMmWaM+c4YM88Yc3Ns+TPGmO+NMXONMY8bY1pnv7kA4BcM9QKChlm9AACAH6WT8bNF0uHW2qGShkk6xhizn6RnJO0tabCkdpIuzFYjAcC3yAoAAolTGwAA+EWr+p5g3VzmjbFfW8f+s9bat+LPMcZMk9QrKy0EAD+iuDMAAACAFiCtGj/GmFxjzCxJayS9b639JuGx1pJ+I+mdWta9yBhTYIwpKCoqaoQmA4CPUNwZCJCqQC41fgAAgF+kFfix1kattcPkZvXsa4wZlPDwg5I+tdZ+Vsu6j1pr8621+d27d9/qBgOAr3BzCAQSpzYAAPCLBs3qZa0tkfSxpGMkyRhzo6Tukv7c6C0DAF9jqBcQZJzZAADAL9KZ1au7MaZr7Od2ko6UtNAYc6GkoyWdZS1jGQAgJdICgMBImtWLcxsAAPhEvcWdJe0s6UljTK7cQNEL1to3jDEVkn6W9JUxRpImW2tvyV5TAcCPuDkEAAAA0HzSmdVrtqThKZanEzQCgG1TPBuArAAgkDi1AQCAXzSoxg8AoIEYCQsEhq3lZwAAgJaMwE8DbQpX6JrnZ+rLRUxND6AuFHcGgqySlB8AAOATBH4aqKKyUlMXrNHydaHmbgoAP+DmEAgmTm0AAOATBH4aKDfHSJKi3MwBSAufFUBQJM7kZTm3AQCATxD4aaAcdwYzVVZywQegDhR3BgKNUxsAAPgFgZ8Gyoll/DC2H0BaKO4MBBJXAQAAwC8I/DRQbizjJ0rGD4C08FkBBIWt9RcAAICWi8BPA5HxAyA9DPUCgowaPwAAwC8I/DRQLO6jSkZvAEgLN4dAEBHTBQAAfkHgp4GMMcoxzOoFoB4UdwaCx6b8EQAAoEUj8JOBnBzDrF4A0sRnBRBExHQBAIBfEPjJQK4xZPwASA+zegGBYev4DQAAoKUi8JMBMn4A1I+hXkCQcWoDAAC/IPCTgRxjmNULQJr4rACCiDMbAAD4RZMGfiKRiBzHSVpWXFwsx3EUDoe9ZaFQSI7jqKSkxFsWjUblOI4KCwuT1i8qKpLjOIpEIt6ysrIyOY6jsrKyGvsuKipKWr+wsFCO4ygajXrLSkpK5DiOQqGQtywcDstxHBUXFys3R4rGRm84jhOIPiWiT/SJPjVen0KhTYHrUxCPE32iT+n0KbE/NvYFkN/7FMTjRJ/oE32iT/SJPm3LfUqlSQI/xpgxxphHS0tLm2J3WUfGD4B6MasXAAAAgBbA2Ca8KcnPz7cFBQVNtr9sOe6fH+vg/j10zYkDm7spAFqqW9pIlRFp8DnSqU83d2sANILZy9brov9OkyRdcsReGnfwHs3cIgAAAJcxZrq1Nj/VY9T4yQCzegFIG7N6AYFha/kZAACgJSPwkwFm9QJQP1vtXwBB0pQZ0wAAAFuDwE8G3Bo/zd0KAL7AzSEQSJzZAADALwj8ZCA3xyhayfANAHWwZPwAQWMZ6wUAAHyIwE8G3MBPc7cCgC+Q8QMEkiXyAwAAfILATwZyjJjOHUB6KO4MBBKXAQAAwC8I/GSA4s4A6sdQLyDIOLMBAIBfEPjJANO5A0gbnxVAMHFqAwAAnyDwkwEyfgCkj88KIIio8QMAAPyCwE8G3OncueADUIf4ZwSfFUBg2ITzmVMbAAD4BYGfDDCrF4D0cXcIBBFnNgAA8AsCPxlgVi8A9Ytn/BAlBoKIywAAAOAXBH4yQI0fAGnj7hAIjMSz2XJuAwAAnyDwkwFm9QKQPj4rgCDizAYAAH5B4CcDZPwASBtBYiCQyPgBAAB+QeAnA8zqBSB9fFYAQZH4p58zGwAA+AWBnwwwqxeAtBEkBoKJUxsAAPgEgZ8MMKsXgDolpQUQJQaCiKsAAADgFwR+MkCNHwDp47MCCI6q85kaPwAAwC+aNPATiUTkOE7SsuLiYjmOo3A47C0LhUJyHEclJSXesmg0KsdxVFhYmLR+UVGRHMdRJBLxlpWVlclxHJWVldXYd1FRUdL6hYWFchxH0WjUW1ZSUiLHcRQKhbxl4XBYjuOouLg4aVYvx3EC0adE9Ik+0aet7FPCDeGWLeFg9ClBYI4TfaJPDezT2rXrvN/jZ7nf+xTE40Sf6BN9ok/0iT5ty31KpUkCP8aYMcaYR0tLS5tid1lHxg+AtJEVAAQTpzYAAPAJ05Spyvn5+bagoKDJ9pctN7w0W/NXluilyw9u7qYAaIkqK6Vbct2f+xwmnfdR87YHQKMoWLxO4590r2PO2G9X/enYfZq5RQAAAC5jzHRrbX6qx6jxk4FWOUYVZPwAqBXFnYGgI5kPAAD4BYGfDLhDvZq7FQD8gbtDIChsLT8DAAC0ZAR+MsB07gDSxmcFEEic2gAAwC8I/GQgN8coylAvALWx5AUAwce5DQAA/IHATwZyjCHjB0B6+KwAAiPxdObUBgAAfkHgJwNM5w4gfXxWAEHEmQ0AAPyCwE8Gco1RlK/6ANSKWb2AoOMyAAAA+AWBnwwwqxeAtHF3CASGZV4vAADgQwR+MsCsXgDqRHFnIPC4DAAAAH5B4CcDzOoFIG3cHQKBxJkNAAD8gsBPBpjVC0D6+KwAAiNpVi/ObQAA4A8EfjKQk2NkLRd9AGrDnM9A0HFmAwAAvyDwk4FcYySJ4V4A6sesXkAwcQkAAAB8gsBPBnJy3MAPcR8A9eODAggKyrYDAAA/IvCTgVjcR5VEfgCkYhnqBQQdw70BAIBfEPjJQG4s8hPlog9AvficAIKIMxsAAPgFgZ8M5MRq/JDxAyA1Mn6AIErK8uHUBgAAPkHgJwNVNX646gNQD4o7A4HEFQAAAPCLJg38RCIROY6TtKy4uFiO4ygcDnvLQqGQHMdRSUmJtywajcpxHBUWFiatX1RUJMdxFIlEvGVlZWVyHEdlZWU19l1UVJS0fmFhoRzHUTQa9ZaVlJTIcRyFQiFvWTgcluM4Ki4uTprVy3GcQPQpEX2iT/Sp8foUqQjG516iIB4n+kSf0unTunVV7Yln//i9T0E8TvSJPtEn+kSf6NO23KdUmiTwY4wZY4x5tLS0tCl2l3WxuA/f9gFIjeLOQOAx2hsAAPiFacpZKfLz821BQUGT7S9bJn+7XHe8MV9vXHmodujUtrmbA6ClKQ9J/+jg/rzD3tL4Bc3bHgCN4ssfivTnp2dIko4avJNuOW1oM7cIAADAZYyZbq3NT/UYNX4yEJ/OnalcAdSLzwkgkDi1AQCAXxD42Qpc9AFIzdbyMwBfY1IvAADgQwR+MhCfzt1y2QegPszqBQQSX/4AAAC/IPCTgarp3Ju5IQBaJoo7A9sAzm0AAOAPBH62AjV+ANSPzwkgKJIGcXJqAwAAnyDwk4Gq4s7N2w4APsAHBRBInNkAAMAvCPxkwJj4UC8u+wCkQnFnIOjI+gUAAH5B4CcDJp7x07zNAOAHFHcGAiMx2MM1AAAA8AsCPxnwZvXiqg9AffigAIKJUxsAAPgEgZ8MxBJ+GOoFIDXLUC8giDizAQCAHxH4yYBhrBeAdBEgBgKJGj8AAMAvCPxkIB73IeMHQP34nACCiDMbAAD4BYGfDJDwA6BuCZ8OBIiBwLCc2gAAwIcI/GTAKF7cmas+APVgVi8AAAAAzYjATwZyvKFezdsOAC0UxZ2BQDOGL38AAIB/EPjJgGE6dwDp4oMCCJwcYwjpAgAA3yDwkwGvxg83dADqxecEEERcAgAAAL8g8JOBnHjGTzO3A0BLRQVYIMjcywDObQAA4A8EfjIQS/hhOncAaeBzAgiKeKZvjjHEdAEAgG80aeAnEonIcZykZcXFxXIcR+Fw2FsWCoXkOI5KSkq8ZdFoVI7jqLCwMGn9oqIiOY6jSCTiLSsrK5PjOCorK6ux76KioqT1CwsL5TiOotGot6ykpESO4ygUCnnLwuGwHMdRcXGxN9RLVnIcJxB9SkSf6BN9arw+VcbaFaQ+BfE40Sf6lE6f4u0xqgrp+r1PQTxO9Ik+0Sf6RJ/o07bcp1SaJPBjjBljjHm0tLS0KXaXdfGhXmT8AEiJWb2AYDOM4gQAAP5hmrJAcX5+vi0oKGiy/WXLNz+t1eX/m66HL9hXw3bbrrmbA6ClCRVLd2wvyUhtO0nXbmjuFgFoBFMXFOqa52epXZtcDezVRfePG9XcTQIAAJAkGWOmW2vzUz1GjZ8M5HhjvQAglVhA3eSQFgAEELWdAQCAnxD4yQDFnQGkxSRWAgEQGIYzGwAA+AeBnwyY+HTuXPUBqJORbGVzNwJAI4n/3Xdn9eIiAAAA+AOBnwzkxFJ+uOgDkJJlqBcQZOTyAQAAPyHwkwHjzerVzA0B0LKZHHF7CASPYVYvAADgIwR+MhCv7Wy5oQNQF+4OgUCJ/903DPUCAAA+QuAnA/HizlzzAUgtYagXAWIgcBjqBQAA/ITATwZyvOLOXPYBqAsZP0AQuRk/zd0KAACA9BD4yYA31IuLPgCpJBV3ZlYvIDDip7ap+2kAAAAtCYGfDFQVdybyA6AODPUCAsmIrF8AAOAfBH4y4E3n3rzNANDSUdwZCCRjDNcAAADANwj8ZCRe46eZmwGghaK4MxBE8bOZmC4AAPATAj8Z8DJ+uOoDUCcKgQBB5E7ywDUAAADwBwI/GYgXdazkmg9AXagEDwSSW+OnuVsBAACQHgI/GYgXd7Z82wcglcRZvSRm9gICwju1qfEDAAB8hMBPBnIMNX4ApMEL/PBhAQQJNX4AAICfEPjJQLxqB9O5A6hTPPBDbgAQCPFM3xxD1i8AAPAPAj8ZiJft4JoPQGre3D+xX/mwAILFcA0AAAB8o0kDP5FIRI7jJC0rLi6W4zgKh8PeslAoJMdxVFJS4i2LRqNyHEeFhYVJ6xcVFclxHEUiEW9ZWVmZHMdRWVlZjX0XFRUlrV9YWCjHcRSNRr1lJSUlchxHoVDIWxYOh+U4joqLi70aP5XWynGcQPQpEX2iT/SpkfoU+6xwVq0MTp8UwONEn+hTmn1aX7xeUmyoV0D6FMTjRJ/oE32iT/SJPm3LfUqlSQI/xpgxxphHS0tLm2J3WedN1NO8zQDQUlHcGQi0HGNkyeQDAAA+YZrywiU/P98WFBQ02f6yZUVxSKf9+zPdeMpgHTu0Z3M3B0BLU+pId+8ibbeHtH6x9LdNUpv2zd0qAFvp/TmrdP1Ls7XbDh3UKtfomT+Mbu4mAQAASJKMMdOttfmpHqPGTwYo7gwgPRQEA4LIGHFaAwAA3yDwkwHDdO4A6lR9qBcfFkAQxM/kHGOI+wAAAN8g8JMBr8YPN3MA6sIUgEAgGXENAAAA/IPATwZymKEZQFr4sAACidncAQCAjxD4yUDidO4AUAOzegGBFM/ycWf1aubGAAAApInATwa8wRtc9AGoSzzwQ24AECim/qcAAAC0GAR+MpATL+7czO0A0FJR3BkINEONHwAA4B8EfjIR+6qPoV4A6kRxZyBQmNULAAD4EYGfDOR403o1bzsAtHQUdwaCyJ3Vq7lbAQAAkB4CPxnIIeMHQF2qF3cmSgwEivv9D+c1AADwBwI/W4G4D4A6MasXECheTJdZvQAAgI8Q+MlAVXFnrvoA1MEw1AsIIiOpktMaAAD4BIGfDBhvqFfztgNAS8VQLyDIjDF8+QMAAHyDwE8GTDzjh2s+AHUi4wcIImNEPBcAAPgGgZ8MeBM0czMHIBWKOwOBRtwHAAD4CYGfDFTV+AGAOng1fijuDAQJxZ0BAICfEPjJQFW9Vq76ANTBm9WLzwogCOJ/941hggcAAOAfBH4yEK/xQ3FnAKkx1AsIshw38gMAAOALBH4ykEPGD4C0UNwZCCJq/AAAAD9p0sBPJBKR4zhJy4qLi+U4jsLhsLcsFArJcRyVlJR4y6LRqBzHUWFhYdL6RUVFchxHkUjEW1ZWVibHcVRWVlZj30VFRUnrFxYWynEcRaNRb1lJSYkcx1EoFPKWhcNhOY6j4uJib5m1kuM4geqTRJ/oE31qtD7FsgMLC1cHp08K4HGiT/QpzT6tX+9uz63xYwPRpyAeJ/pEn+gTfaJP9Glb7lMqTRL4McaMMcY8Wlpa2hS7y7qckqW6WBNlKdgKIBVm9QICjZFeAADAT0xTDlfKz8+3BQUFTba/bLEPDpFZM0eTRr2vM47/ZXM3B0BLU7xYurevtMcvpcUfSJf9IG2/Z3O3CsBWenPWSv39lbn6Rd/ttWh1md6++rDmbhIAAIAkyRgz3Vqbn+oxavxkwJS7KVtRk9vMLQHQopHxAwSKl8wXn94TAADABwj8ZCJa7v6jVs3cEAAtUzzQQ3FnIIiMYYIHAADgHwR+MhF1CzdVWr7xA1AHLyuAG0QgSHKM4awGAAC+QeAnE7GMHy77AKRUvbgzmQFA4HBaAwAAvyDwk4lKN+OHWb0A1I2MHyCI3GQ+zmsAAOAPBH4y4Q31IvADoA5exg+fFUAQxOv65BhDxg8AAPANAj+ZiGX8mEpu5gCkwlAvIMiMyPcBAAD+QeBnKzCjB4A6UdwZCCZDPBcAAPgHgZ+tQsYPgLownTsQJPFT2Z3Vi/MaAAD4A4GfrUBxZwApVZ/VixtEIFCo7QwAAPyEwM/WqOSqD0AdKO4MBJIxxH0AAIB/EPjZGtzMAUiJ4s5AEMXPZMOsXgAAwEcI/GwFhnoBqBPFnYFAcmf14rwGAAD+QOBnq3DRB6AuFHcGgsgwnzsAAPARAj9bg4wfAKlQ3BkIJBs7t40xnNUAAMA3CPxsjUoCPwDqYMj4AYLIqCoIBAAA0NIR+NkKXPQBqBOzegGBRMYPAADwEwI/W4ObOQApMdQLCDJjSOQDAAD+0aSBn0gkIsdxkpYVFxfLcRyFw2FvWSgUkuM4Kikp8ZZFo1E5jqPCwsKk9YuKiuQ4jiKRiLesrKxMjuOorKysxr6LioqS1i8sLJTjOIpGo96ykpISOY6jUCjkLQuHw3IcR8XFxQlrWzmOE7A+iT7RJ/rUaH0ysTasCVCfgnic6BN9Sq9PJSUbJCUP9fJ7n4J4nOgTfaJP9Ik+0adtuU+pNEngxxgzxhjzaGlpaVPsrskwnTuAlKoVdzZ1PBWA/zDUCwAA+Ilpyjo1+fn5tqCgoMn2lxXWSje7N3OP7fmsLvz1Wc3cIAAtzpr50oMDpREXSjMek87/TNrtwOZuFYCt9Mq3y/V/b8zXmBG76PUZK/X1zUc3d5MAAAAkScaY6dba/FSPUeOnoaJVKVzWRut4IgDEZ/UiOxAIErL4AACAnxD4aajoFu9HCjsCSI3izkCQ5Rg39MPsngAAwA8I/DRURVXgx4iMHwB18KZz5+YQCIL4mWy8wE/ztQUAACBdBH4aqm1n6aC/SeKbPgD1MPEBIXxWAEESP7U5swEAgB8Q+GmoVm2kPoe5P1dyyQcghWqzepEWAASLF9Ll3AYAAD5A4CcTXt0OCrYCqAsZP0CQxAM9xlDeGQAA+AeBn0zEL/gqCfwAqIOX8cNnBRAk3lAvYroAAMAHCPxkInYzZ/kWH0BKDPUCgoxcPgAA4CcEfjLiXvIZvsUHUBeKOwOBEj+Tmc4dAAD4CYGfTPAtPoC6UNwZCDZm9QIAAD5C4CcT3jd9ZPwAqAsZP0AQ5TCfOwAA8BECP5mIfYtvuOIDUBcqwALBEk/m837l3AYAAC0fgZ+MkPEDoC7Vh3rxWQEECjFdAADgIwR+MkHdDgDpiH9WkBUABEI8w8cr7tycjQEAAEgTgZ9MGGb1ApAO0gKAIIoP9SLyAwAA/IDATyZi3+Izth9AStVn9eKzAgiUqtrOnNsAAKDlI/CTkfgVHxk/AOpAcWcgULyYrje7ZzM2BgAAIE31Bn6MMY8bY9YYY+ZWW36ZMWahMWaeMeaO7DWxBaLGD4A6UdwZCLKqWb0AAABavnQyfiZKOiZxgTHmMEknSRpqrR0o6c7Gb1oLFq/xI27mANSBoV5AIFUl83FuAwCAlq/ewI+19lNJxdUWXyLpdmvtlthz1mShbS0XGT8A0sJQLyBI4mdyfKgXAACAH2Ra46efpIOMMd8YYz4xxoyq7YnGmIuMMQXGmIKioqIMd9fSxDN+uJkDkALFnYFA84Z6cWoDAAAfyDTw00pSN0n7SbpK0gumlq+/rLWPWmvzrbX53bt3z3B3LQwZPwDSQXFnIJCqZvUCAABo+TIN/KyQNNm6pkmqlLRD4zWrhfNiXNT4AVAXSsACgVJjVi/ObQAA0PJlGvh5VdJhkmSM6SepjaS1jdSmlo+MHwB1YlYvIMgI6QIAAD9pVd8TjDHPSTpU0g7GmBWSbpT0uKTHY1O8l0saZ7epr72Y1QtAGggSA4FkGOsFAAB8pN7Aj7X2rFoe+nUjt8U/uJkDUBeKOwOBZGPnck4s7lPJdQAAAPCBTId6bduo8QMgHRR3BgKNMxsAAPgBgZ9MkPEDIC1UAgGCiKFeAADATwj8ZMS94Msh4wdAStWLO3N3CARB/FTO8eI+nNsAAKDlI/CTCe9mrnmbAaCFY1YvIJCqpnNv5oYAAACkgcBPJqjxAyAdhqFeQBBxZgMAAD8h8JMJhm8AqEv1Wb34rAACIX4m55DxAwAAfITAT0ZM7P9k/ACoC3kBQCDFT23ObQAA4AMEfjLBt/gA0sF07kAgeSFdTm0AAOADBH4yEbuZMxRsBZBS9aFefFYAQVA1q1dsqFcztgUAACBdBH4yEb+Z45IPQF34rACCyUvm49wGAAAtH4GfjMRr/HDBByAFijsDgUb1LgAA4CcEfjLBzRyAtHB7CASLey7nePW7mrEpAAAAaSLwkwnDrF4A0kBxZyCQiPsAAAA/IfCTCep2AKhTtaFefFYAgUSNHwAA4AdNGviJRCJyHCdpWXFxsRzHUTgc9paFQiE5jqOSkhJvWTQaleM4KiwsTFq/qKhIjuMoEol4y8rKyuQ4jsrKymrsu6ioKGn9wsJCOY6jaDTqLSspKZHjOAqFQt6ycDgsx3FUXFwsr8aPtXIcJyB9qkKf6BN9aqQ+xQI/G0rWB6dPCuBxok/0Kc0+bdhQKil5Vi+/9ymIx4k+0Sf6RJ/oE33alvuUSpMEfowxY4wxj5aWljbF7rKPKZoBpIUaP0AQGU5tAADgI6Yp05Tz8/NtQUFBk+0va8o3Sf/oqKfaXazf/PWh5m4NgJZm2ZfS46OlU5+TXj5LOuZf0n6XN3erAGylpz5fogfeX6T/d/Ig3frqXD176Wjt0aNjczcLAABAxpjp1tr8VI9R4ycTsYwfpnMHUCeKOwOBVHVqc24DAICWj8BPRuI1fhjqBSAVijsDQcZILwAA4CcEfjLBzRyAdHj1wPisAIIgnuFj4sWdObUBAIAPEPjJROyCj6FeAOoWHw9CdiAQJF5xZ64DAACADxD4yQTf4gOoi2WoFxBk3lAvTm0AAOADBH4yEs/44Vt8AHWguDMQSDnxoV7N3A4AAIB0EPjJBDdzANJCCVggkLgMAAAAPkLgJxPU+AFQp2pDvbg7BALFENQFAAA+QuAnQ5XKERd8AOrkBX4YFgoEQTyGm0PGDwAA8BECPxkzyuFmDkAqFHcGgi0e+GneVgAAAKSFwE+GrDHikg9AnagHBgRSfKhXJec2AADwAQI/GbIyzOoFoB7UAQHqUro5ovvf+14VUX/8PY2fyTmc2gAAwEcI/GTI8tIBqBXFnYF03Pvu93r6i6X6eH5hczelQQzTuQMAAB8hepExI0ONHwB1ocYPUKfyCvfvaNRnwdGqUZz+ajcAANg2EfjJEDV+ANTLuzskSAwEQTzQk0PGDwAA8BECPxkj4wdALapnAZAVANTCn+eGV+LHn80HAADbGAI/GbImx7vwA4DUTOw/7g6BQOECAAAA+Ei9gR9jzOPGmDXGmLkJy/5pjFlojJltjHnFGNM1q61sgZjVC0BajCEtAKiVvyIoVbN6xYZ6cW4DAAAfSCfjZ6KkY6ote1/SIGvtEEmLJF3byO1q8Szf4gOoVeJnA58VQO38eW4wmzsAAPCTegM/1tpPJRVXW/aetbYi9uvXknploW0tnJHhmz4AdTHGndmLzwqgTv7K+5HXYE5tAADgB41R4+cCSW/X9qAx5iJjTIExpqCoqKgRdtcyuDV+GOoFIIXEu0FjmNULqIdv4iexhsaHevmo5QAAYBu2VYEfY8x1kiokPVPbc6y1j1pr8621+d27d9+a3bUobuCHCz4AdaG4M1A33+X6SEqe1Wvu8hJd+J+vtbm8os51AAAAmkvGgR9jzHmSTpB0jt0mqxsaAj8A6kdxZ6AO/jw34gk/VtK1L8zS3BUbtHxdqFnbBAAAUJtWmaxkjDlG0tWSDrHWbpNXOlbczAGoDcWdgYbwS96PjZ3LxpvVSyoq3ZK0DAAAoKVJZzr35yR9Jam/MWaFMea3ku6X1EnS+8aYWcaYh7PczhaI6dwB1MMYMn6AAIqHeCoTzu1oJdcEAACgZao348dae1aKxf/NQlt8hRo/ANJicijuDARMPLsnWll1HRCJck0AAABapsaY1WsbRY0fALWwDPUCgih+asdHdSUGfiqiBHgBAEDLROAnQ9bkyDB8A0CdGOoFBFF8qFdFwvCuikrOcwAA0DIR+NkKzV7j54d3pImHSdQVAFoYMn6AIIqfyTkph3rxtxgAALRMGc3qBTfjp9m9eLpUvtH9L69zc7cGQHUUdwbq5NtTI5byU5k01MuvnQEAAEHXAqIXftX8s3pZ30yAC2zDTI7I+AGCJf7XN50aP9Za6v8AAIBmReAnQy1hVq8tFe6F5JZIRbO2A0A11Ys7M6sXkJLx2/cXXnHnmkO9aqvxc8cb83XgLe9nvWkAAAC1IfCTMdPsxZ3jF5nRKIEfoDltLq/Qwx/+oEhF9QAPQ72Auvj11EiV8VNbjZ9XClZIYtYvAADQfAj8ZMi2gOncvaFelQR+gOY08dMlmvjpYr02fUWKRynuDNTH+Cz1J/V07nWf51siBH4AAEDzIPCTKePW+LHN+nVlPPATbcY2ANhSEY39G7+xS/hcSMz4WfyhVFHetI0DfKB5/5amz3rndoqhXvVk9IQj/K0GAADNg8BPhqxy3O/xG/NatTwkvf57aXNJg1arZKgX0KxqzVUwRl7Gz8oC6X+/lD74a9M1DGjhfJboI6lqsj6pYRk/LSHwE45E9cQnP6UYlgoAAIKMwE+mjFGOKht3AMf0R6Tpj0qf3prW0+NDvSoZ6gW0ELFPhMSIsMlxiztvWuP+vnZh0zcLaKF8kuhTQ8pZvSpbfsbPc18u1SMf/ajJBcu3ajuPT/1Jf3p6eiO1CgAAZFur5m6Af7kxMzc9vZG+sowP2UpzBqD45aZlqBfQrOL1SWrexCYUd46f14Z4O+BX1pvVy/03ubhzy8/42bTF/aIoFPvXWqs1pWHt2KWd95znv1qqNq1ydcqo3rVu59GPf8xuQwEAQKNq0sDPsrWbdMkT05pyl1lz9eaIclSp8U8WNFqq+i83LNOpkj6Yt1ovr6r/dbrNGslId0yZo+K80sZpBIAGW1kckiRNLliuL34o0oDN3+sySXe8OU+/C0U0f9EazV6xUJdImr2iTA8F5HMQ2FpL12yUJD3+yWK9mrI4esuyav1mWStNeG2eJOnV6VWZM68WLNc3P62tdd3bp8xXx3YNv+wq2xxRq9wctWuTW+9zqwemqnOKN0uSpsxYoWmL16moNKwVxZu1T8/Oyottf+bS9ZKke95eoLzWudpzp0617i/pms66s422ym3gRVEjfn8GAABS46vnDFUqp9Fn9bIZRpBybPN/iwhAXhpe4mdDfAZAIzfjp5I7HCAwErP86rsiWFsW1uLCjbKVVtH6soPKo94GfyzcqIVOel/uzF1eonkrSmp/QrWPn7LNbuZPqmykSNSqLFz3UHJrpaVFm7QpXCGnZLPmLC+pt9ZRorVlWzR7eUm9rwcAANg6TZrxs3OXNrr+6F7q2bOnt6y4uFjhcFjdunVTXl6eJCkUCqmkpETt27dX165dJUnRaFSFhYXKzc3Vjjvu6K1fVFSkSCSi7t27q3Xr1pKksrIylZWVqVOnTurUyf2mKhKJqKioSK1bt1b37t299QsLCxWNRrXjjjsqN9f9tqukpEShUEhdu3ZV+/btJUnhcFjFxcXKy8tTt27dtO6uNlpVanXNL3uqTaucxunTl59J70kH7NFFA37Rq9Y+hW1rfbJgjezP7hXc+ft11x4j9t3qPsU5jiNJgThO9Ik+NUWf7n/vez39xVId3r+Lzt6vt7qtWyc9I119wiBVPNdKw3ZprwOG9ZVekIbttr0mHLVni+9TEI8TfWp5fbr+xe/0/tzVOnHwdhq77+4tvk//fnOOJs8K64axg3X2A1/o6CE99eRniyVJRwzYUX88Zu8ax+noOz9XJGoVtVZlmysUqajQPGejvr75aH2xqEhdTEjdOrRWjx130l+emaHjh++iG16areMHba/Ljx2go/75mSTp1rH7aEuorM4+7Xfju5KkW07YPWWfHv7wB708M6xjhvTUAf266+L/uhk7p4/ooVMO6CdJ3jbiThzRS8cO7ZnUp8P/z23TFUf11Xn/KVCkIqqO7dz9XH/yILUq31DvcYpWWo2++T1J0kUH91J+v12a9L1X/Ti19PcefaJP9Ik+0Sf6VF+fHr5AtWqSjB9jzBhjzKOlpcEZjmRjGT/N8R3VX5+fpTvfWuB9G1hZT0FJAE0kVaVakyOJGj9AXfxW5DmeOFOZ0PBILX+Lc2LZvKWbK2QlzXPc4W2bwhX6yzMzdN0UN3C0tmyLvvlpnW54abYkaeqi9VpTusXbzryVdV9DVVbW/SJOnu7o5ZlFkqSycIV+99g3isbav7mO+kM3T56jzeWpM3+WFrnDXNu2ztGWSGW920pUujni/bxpS/YzlwuWbtDz3xZmfT8AALRExjbh1VZ+fr4tKChosv1l09q7h+qHDW00/LqvvXHxW+3Lu6T3rpT2/7N09F21Pu2Uf30qZ/1mvaUz1M1sUNFZX6h7/wMapw0AGuyB9xfpqc+X6JIj9tK4g/eQFr0lPXu8dOHX0ktnSrseJPU73v15wOnSr15o7iYDLUI84+e6kwZqzIhezd2cej384Q966vMlevoPB+is+7/Q2Qf00bNfLpUknTqqt646YUCNdQ6b8IE2l9cMbDx0/ihd8sS3kqTrxw7Szl3b6Q+x3+PuPTdff/yfe900/sh++vWBu9fatqLSsMbc9Ykk6bPrj1TrVjlaUxpW21Y56tK+TVImT+/t22v5ulDS+uOP7Kd+O3f29pfo6T8coD13rKr1E9/WBYfsocc/Waxdt2+vtRu3KLQlqgfPH6UhvbvqpzUb1b1TW+W1zlX7tm6CubVW368q1d49u2jJmo0664EvJEl3nDVcB+/dQ8Ubt+j9Oav10Ic/6OZTB+uQfXas0ZZMxdv8wbWHq2Ne60bbLgAALYUxZrq1Nj/VY8zqlSEr91v85sn5iYtP506NH6A5xb/9r/lpYGL/2apZ+8j4ATzxc6aeZJUWwyueHPs9mpDls3TtJt311gJdccze+tPT09W5XWvdevrQWgstL1pd5v3891fmqk2rmp8N8cLxkvRTrBB2bQo3hL2f128qV48ueToxFgg6t1rAqHrQR5Luf39RrdteURxKCvxUb1Ne61wv42djuEJ/fX6WvljkZhd179xWr//lUEnSqwUr9H9vzNe/zx2p1rlV/d0YjihSUakJr83z1vvHlHmNFvjZECr3fp6zvET779W9jmcDABA83IFkyhjlyDZLenr1fdpoJPUTATSJ+I1dygzK+HTulbHzlMAPUENTZh83BhM76ROnc5++pFgvfrNMzvqQpv20Th/MXe0+t5aC7t+vSh66VV5Rc6jYfz/5Se3b5ip/j276qbAs6bGFzgbdkjAMa3VC4Kd405ak7f3v8yUN6V4NiQGoRJ8sWCNJikQrvdfi6udmesEbSSoq3aLT/u3WBJq2eJ0kqWRTuUoSgjFvfefooL+/n7TehlBEFdHah7Lf+eYCnfvQlyoqDXtt/M9HP6Yc8vbfqT95P89ZXiJJWr5uU41jAABAUJHxk7Ec5SjarPk+Nn4xScYP0MzcczFxLq/kx6xUEavVkdNIQ0OBAPCy5fwV90nI+Kn5WOIMWfvd+K5yc1IHfr77eX29+1lbtkXXjBmgn9du0uRvl8taK2OMrLU675GvJUmrN2zWkqJNWr+pKpCybmO52rZKHaxpiMuO6q/HP/lJ9723SPvv1V1FpeGUwZKSUN1fQK0oDumlacu8dXNzclSyqWqd2mYtC5VH1bldcrC8IlqpL39Yq5emLZPkBrX+ctw+mvDaXM1Yul4H9NtBA3t1TVrng3mr9ctBO2mhs8HLdjr93s8lSV/ffHSdbQcAIAj46jlD3tTrzZHxU22nNkrgB2iRjKnK+InGbsrI+AE8VUO9/BL5SR7rFU1R0Ll6oeJoLePYVq7fnNYed9uhg3bo1FZbKiq1aYub3RMfViVJM5auTwr6SNKNL8/WvJUb0tp+XXbv0UG/O6yvJOmDuat0+VPT9eAHPyQ954z9dq2x/0Sj+7nDqu58c4GcWJ9DWypUElsnN8doYy3Txoe21Fx+33vf6+rnZnq/v/jNMu1347tyStxtf7esJMV2ourROU87dW2nVSXpve4AAAQJdyCZMjnKUeXWXaw+O0Z67cKMV4/v2VamvmAC0DRM9SI/iZ8L8Vm9olsSfgeQyDdxH8XiubGfUwV1ysL1D7/u0Db9hOvO7VqrW8e2kqTijeV6Y+ZK/feTn1I+t02rHF12VD9tDFfo1lfnpr2P2rRv00pn7t9Hg3p10dc/rkv5nB27tKtzG3vtVLM20KYtFSoJlatjXitt16FN0mMj+mynv58+RJJSFsV+adpy7+duHavWXV3iDvl6/JOfdNPLs70hX5WVVuFIVO1a52rnLu2ShsQBALCt4A4kQ40ynfuiN6SZ/92KNsSGlzDUC2hWVXGf6p8IseLOtpKMn22EtVZ3v7VAP1arx4K6Ne9ECQ2XqsZP3LqyLTWWVTe4d5e099W5XWt1iwVHisrCuvXVuXqqlpo9Hdq20jmjd9fw3bZL+fiB/bvr1FG9JblTsMf/3XPHjrVszx2aOnTX7TS/lgyivXt2Vutcoz8e3d9bdub+u+m+cfk6bmhP7bJdVWDoquP3kSSVhMrllGxW1/ZtagTBurRvow5t3GWbUkwjn/iapyo4vTFcoXdmr9LqDWE9/fkSvTtnlSQpr02uduqap7VlW7QlzSnnAQAICu5AMmVylKtosxaktMzqBbQIVcWda3nQJtT4IfATaGvLtuiFb5bpT09Nb+6m+EI8aOrfWb1qNryotP7AT69uHdLeZ6d2rb3MlrnL6x6+ldfaDdTEM4SqO33fXbX/XjtIcotOn7X/bnrgvFFq2zp17bH2sQBMYmZNoocv2Fcj+nTTZzccpbMP6OMtv+KYvTVqj+11wymD1a5NVWDnoL17KK91rp78bIk+/75IB+/dQ53y3Md7dWunq47fR1cdv483/Xuo2rC56sWe96oW+LkyFliSpMc+/lH3v79IN0+eI0luxk9XNwiV7jA7AACCgjuQDFmTK9Nc31BW320ls3oBzcmkU9w5nvFDoHabEPXT2KVmVDU60j+vl1FVsDfVcO/C0tqHEsXX23X79t6y8Uf20w6dUgdqJDeY062D+/jMegpCx7dfW6Bmuw5tvKFZ4UhUlx+ztwZVK4ScKB6A6dqh5vb+dOzeGlZLZlGidm2qgkrt2+Qm1UX69eg+6hgL/LRv00qn7rurunVsq/axdUKxjJ+KaKUmvDpXb3/nJG27b7VMpVNH9fayit6q9ty8Nrka2KurjJEXDJJqr8EEAECQEPjJkG3G6dyrMNQLaBFST9pTrbhzLAuAmlyBFr+J9FEco0Xw3+vlnvQV1YIGuTlGa+oI/OzYJU+S1CP2r+QOizqof/c699alfWtJ0tc/rk35+HUnDZRU9Tp2SxGokeKBn7yUjyU6avBOkqpqEW3Xvub22raqeQk5bLftNLxPcjAoLyGbqF2bVopE3Ub+41dD1a1jW3WNbTspQBTb77wVG1QRrdTL3y7X6zNX6r73FiVte48eHTW6X3ddP3aQJl9xsIwxOiU2lK26dm1ytdsOHXTavrsmzUy2tcO+FjqlCqeoRQQAQEvCdO6ZMjkyqmyWnJ8a+yTwA7QMKT8Qqmf8EPgJsvLYUBQ/ZbC0BH5Juog3M55ZUz1bpEPb3DoDP726tdfqkrA6JtS1aZWb4wU6auM+J1ehLVHt1DXPK2R84ymDVV5RqQ6xrJl4raTahnp1bd9GrXLdxp84YpeqfiV0o1NeK11/8mBd8st+ahML7qTK+Ek1POzhC/atsax9QkAncWr7Hp3zktqaOCQsvs5Tny/RvBUlCa9P9de7le46Z0TSMmOM9u27vab9lFyMul2svX8+dm+9Nn2Fyivcc3VLRaXa155wVaeN4YjOe+QrHbJ3D/3fWcMz2wh8aVO4Ql/9uFa/HLRTczcFTWBzeYU+nFeo44f19Gq8AX5D4CdjOcpVZTPX+In9y40k0KxqFHeuPquXrayq8cPQzECLxG4m/RLIaCn8FCgzxtSo8XP3r0dot+076NInv02q8XPEwB11xn676YO5q/XCN8s0ok837bvH9hq6a3JWTDyzJjfH1Dr06N7f5CtUHlW/nTrpmDs+liQdPXhn5eSYGkGO6jNlSVLndq3UOhbI+fT6I9UqJ/XNy73n5qt1qxyvHo4kLysnUZsUGT+p5LVJXT/IC/ykaGtiIGzG0qrhbaWbK2p9XqJ7z83Xfje+m7Idxhidd9AeevTjHyVtXcZPPHhU3xA8BM+E1+bqo/mF2r17B/VNUWQcwXLfe4s0+dvl6tE5T/v23b65mwNkhMBPhuI1fpol4yd+b8lQL6BFqXnvmjjUi4yfbUF8GIufAhktQapaOS2ZV+MnFqTZqUs77dKtvax1pyqXpNP23VUXHb6nOrdrrS9/WOs9/9xD+tbYXnwWq+qvQ2KtnkG9u9ZYLycWvInXyYlflOSmCOps16EqraW2oM3dvx6hfXapOePYdh1a11iWbuCnXS2Fo+N92z5W3ygxAJM4jKz39u21fF0o5TY6tEn/MjaxHecfsoci0Uo98elibamorGOtusWDdNQJ2vY4JW6B8PKteP/APzaEypP+BfyIGj+ZMjnKUWXj1iWwDfvjEQ/8pHMj+cwXS7Vs3aZMWgWgHvGbtapr/1TFnanxsy2IxId6NXM7kB3xgF485yd+wx+Ps5Qk3BT89tC+6tzODZjE69yEE4IbD1+wr24+dbAkqXOshk/iNcUH1x6uly8/KGU79ttzh6TfO1bLfNm7Z2dJShqGkioLqLragjTtUgRY0g78VMv46R4L9LTKddePZ/xsTnhtEodS9Nmh9hnQ4lPSp/LXEwYk/Z6YeWSMUf/Ya7Q1GT/xQK/fApfYevGgL8N+tg2tY59X5VECffAvMn4yZE2Om/HTmH/s45k79Wyzep5RfRk/m7ZU6L73vtekr3/WlL8cslVNBFBT/DogcbYaSdWKO2cx46dwrvSffaXxC6SuuzX+9pG2+Le/3Ac2jJ8SJoz3v4TATyzyc/c5I/RT4UZFopXq2r4qS2ZQLzeLZu+eVdk07oxY7pCv/jt39pY//YcDlJtj1DGvZpZN3N3njEi6EogP4YrX3dm+Y1t9ffPRemPmSn0wd7Wk9AI/8ZubVA7q31379t1ej370o8rCFWqVk27gJ/lS86lLDtDGLVWfg/HMn821FEiOz3i26/bttaxa5k9dN91jR/XWmBG76OC/v69KWzOoFc8qSjfjp7yiUpO/XabT9t3VC1rFp5evPs08gi8e7KvjlEGAxAPd5RHOdfgXgZ9MGeNm/DTmNm2G3zrVE/iJX0yRntg0ikrDKt0cYcz3NsTWyPhJFMv4idf4iWZY42fBq9LUG6Xfz5Byqn0rP/1RqWKztOAVaf8rMts+GkUFxZ0bJP4y+SVjwivuHPu3wsv4cZeM3H17jdy9Zv2H/D2216t/Olg7JdTNSbRbQlbLnmn87cipNpRrpy55GnfQHjp+WM+k5SP6dJMkDdm1qw4fuGO9263LP892iyhXWumetxeqc7v0LiFb5ya3tWuHNknFojvFAlztU9QCymud69UX2qNHxxqBn/q0ys3R9p3aqqh0S43Mo3iQLN2Mn6e/WKJHP/pRea1zdXK+O3NY/Nt/hnpteypt8r8Itjat3M8LhvbBzwj8ZMjKHerVqJGfagGcLZGoXp+5Uqfk93Yv8n7+XHrtfOVV3ispJ+0aP6Fy95u1qE8urP3upLs/UaWVvr756OZuCppI/NyKp37XLO7cgIyfd/4kDThd2vWA5OWTfy1FNkmb10sdkod5KCf2UR4tl1Z/J+00NMOeYGvFbwS5GWggn71e8UyTeMAqJ43hHrUFfSS3Jo8xyVOfN7Q9l/xyrxrLe27XLq2/Rfv07Kz5Kzd4Q87qcsZ+u+mg/j3Uc7va+1O9bXXZsUue/nh0fx02IDkw9caVh6pNqxy9PG2ZJGmHTlXT0A/fbTstWl2W1v536tJORaVbary28YyfcJqBn/iXZ6GEzKQKzvdtVvzcJ9tr2+Bl/HC84WOmKb+VzO/TyRbcOLLJ9pdNW1bNld1Sppzev1CbDPI815SG1WP9N+4vu8WGX5UslTb8LHXaReq2p1asD2nNhrC6tG+jXt3aq23RLKm8TD/l7KkN0XYaqIVqayLa3GkPtevWu9Z9hcqjWuhskIw0YrduDe8sGmTG0mJJVd+0Ivji52r3znnq3a29FForFc2Tdh4prfteymnjZvRt2SC17SztVMu0v7ZSWvaZ+3P8cyHu508lWWmXfaVW1W641i+WSpdLOa3dWcN2Gia1rVmgdZuzcZXUbgcpt/6b2cayPlSuJWs2yhij4bttV/8K27glRRu1flO5du7aLmkWqZZqxfqQikq3aFCvLpqz3J1mPLSlQoN6d83oWiBR1FrJpi7MnG2V1p2uuEM908pnasbSYuXm5Gjorl0bvO7qDWE560Pq0TlP6zaVKxqt1PA+3ZTuq7S4aKNKQuUavlvyOpsjUS1YuUG79+io7VLMWlbd8uKQikrD6tWtvTcj2cYtFVq0qlQSf/O3NfNWbtCWSFT9du5co8YWgmfl+s0q3LBZO3Vtp54++FuFbZe54JPp1tr8VI9t1VWKMeZPxph5xpi5xpjnjDF59a8VFLHLhwzjZqs3hFMsTd5YRaxo4IZQeezCopbLnHqCd14KMt9INZtKm/wtIQImRaJPldhQr3jx9trO1/KNUqSuYQzxvPI6MobiU8VHNtexnVSbrsx8qKkkFf8obS7OfP36lCyVypyGrRPdIq1bJK34UipZkpVmpUJiZcPYav/6TWMe71xjmiXoI7nFqbMV9JGkAbt00YBemQWj4wWyu7Rvoza5OTLGpB30kaT2bVqpbavcGuvEs7Qq00zXSXWsOd/Be2DbEK+vmu7nBdASZfxX3hizi6Q/Shpgrd1sjHlB0pmSJta60g79pfOnZrrLFmXNY6cpZ/kXyjn93Yy+pbziHx/oo/Ij3V/ir8kH10qf3y7tfZLmDZ2g3/7nm6oVotLXu/xdWv6FHm07Xp+E9tZLOl+9tEpOvwvU98T/V+u+Zi8q0l+emSFJ+vp8hh9l2x9ufFdSwmu9+js998l83Te/myZfcZB6bte+GVuHbJj01gK9+M0yndSvl649caBba2fSKdKJj0lv/F5aOU3q3EsqL5O236vm52C0Qvp7a8nEhiKYXPc5q2e7gZ6eI6SbYrcth/1d6pkvdexRtf67V0pf3VX1+36XS6Muqb3BK6ZJi9+XDr7O/f2dP0lLPpYumeX+Ht7g7rd9zVolNYTWSXfsIJWtlG6y7lXwG5dII34r7TJKqqyUPpsgjfid1Gmnurf1/jVuhtSZr7i/Wyt9cYf0wTXu72OflPK2czN5OvWUOuwotW4vtUrxbf3Kb92C15LUoUeT/e35cuZK3frqXLXOMfrs/KOaZJ9+9tikWfpofqHOH7KHfn9EzaFKLc0r736vl79drslnHqQ//HOq9ujaUYvXbNSbZxzqTUuOmrbmW8H2kkbEfn7iuZn6btl6vXv+4Wmvv0O0Ul2jVqpW46e0NKw/3PWJ/rrfAI0dVXvWdNxzr8/XKwXLdeX+++i0fXeVJM3/ca0uf2q6JK6vtjU3/OtTrVy/Wf8+aqR+0XeH+leAr73w1gK98M0yjem7i647eVBzNweo3QW1fzWytV/vtJLUzhgTkfu3uc6vZJ0yRzdNvSnlY2P6jdHInu4wsOnOdL2+6PVat3PToVXbeKTgEa3auCrl80buPFJj+o/x9v3o9Edr3eZFIy9Sz05uUcTXv39d01dNT/m8nTvurN/n/96bzv2er/6l9u22NLhPm8t/UdWfqTe5fYrV6plfOCc56BPzc+ly7SbJVPtudObKAj2V4nWN9ymUMHtGqtff61Mdz0mnT9W1iOMUb0uT9mn/5F8fHqZzJN2nd3THpw+qa5eNPuxTEI9T4/Vp/ordJe2kAmeGHin4XL/vEAvKGKNNa+aqgySVrpAkVaz+Tve+82eV5nWu6tP6xe7zY1k3UVn9fepNumnqzbH+3CivR8+fLFVG9Naex6pVZYW+3PUAjVn6sZIG0VaE6+zTMT+8rf1WTpMz+Gz13G53acU3qli7ULd+fKN+Ne9FDVi7wNuvVPdx2n39Yo2TtCW3jW6bepNO3vUgDZv+iDT7aU0//xPN+vZB/Xbm4/p+9tN6bvBZSe2ofpyOnvu8uoZL9K/Y9rfbXKzLv7mvaoX/Vqt7JOnH7frq6aG/9n73jtPG1d6yDesW6Z6pN6lD+Sb12LRGS7bbvVHee+s3dNQ3MwZr9Kjv1Kmjm601tMNvJblZfpxP9fcpXifjk58/1aqpz7T4Pn2x/EtFojvqzi//KWmUCjeukdRed331T43f/4LAHiepZfRpvSrUuWvHGtvPpE/x4s6vLXxT321aXeN51fv07coCSTvqrR/e0NzQGknSmrVdJe2TtB7HadvoU/Hm4ZLy9OXPX+sXfU8IRJ/ignSc4ra2T/OWu9d501bM1k1TXwpEn1KhT8HrU6KMh3pZa1dKulPSMkmrJG2w1r5X/XnGmIuMMQXGmIJQqGGzMbRoscBPpqxNEY2L3fR13Fysdqo5VCNezDk39rx4+CenniT5TVuyMH00MpLyuMP34qneXsp3Qu53+2rDt1rZqP789T3JG1i7MOnXSlPHR3NsONdxP76toxa/r5zKSrWtqBZ8jmyWNpd4vxpr1SbhOXmxn3M3rnLbunahWkW3aPvNxV7Qp3o/arNzmXvDVNbGnYkoN97fWPCpdayodevYbGY5lZUavexz9dhYKN3WVVr6qZvZJKlTeZnaRrdo57JV6r1huTptSSje2qZjyv3vuf4n9d6wLPkgfPe0tGqm95yO5RtlrNXZc57VuO/+V/P1ytCatW5Nj6J1Xb1l5czq1SBV50yzNiNj3mc6H+1NYpedizSwf+MM3YwXd45WpncpbL2DXHWwKy1zeW+r4ud+1KefXWiYytjnREVFZgX4gZYg4+LOxpjtJL0s6QxJJZJelPSStfbp2tbJz8+3BQUFGe2vpVn2xNnKW/qeyi9fpl7dGj50Z/SNb+kLc7z7y02xY/D2FdI3/5YkLbJ76Fw9mLTO131uk37+RDe2/YfeDY/Qi7pAvY2jnwb/TX1PnVDrvp77cqn+/e73kqQvbzyqxjSwQbYhVK4ObVup1VYW3WyI/WJDvb666Sh3NpPYEJ397Dt64Lz8lFP9wt9unzJPr05foaOH7KybTx0izZ8svXCqdPF30sO1zLB1Y6UUn+3m8/+rGs4kucOX/rZRujn2vr0+4g4FS2X899Ir50ora2YJ6k/LpC69pS/vkt67UrpqjdShu/TcSdL3U6RxH0vdB0h3xmbTOelx6bULqta/slBaM0f69FZp9F+lvY5xlz87Rtr1IOnAq6XXLpRm/lfavp902ffurGIPD3Ofd5OVFr7mZin1PVr6zTvSnOekl8+W2neXQkVV+zrjFemV37hBq3i9oVOfk14+S2q/g1swuy7H3S/te6lUOFd6aHDNx68qkv7Z3f153EfS7ofVvb00PPLhD3ri08X63WF99dtD95QkPf35Et3//iJJzOyXjqufm6lPF67Rbw7cXZce2a+5m1Ove9/9Xq8ULNerfzpYR//fx9q5azutKtmsD649XB3zmq6IOLZeZaXVATe/pwsP7asLD9uz3uff8socvTXL0Z+O2Vtn7L+bJOn9Oat0/Utu4Jrzfdsy5q6pKirdon/8aqgOH1jPMGb43g0vzdZ7c1ZpYK8u+u/v9mvu5gC1MsZkpbjzLyUtsdYWWWsjkiZLqpmHH1SxjJ9MA2c5qllIdfOWcu/nfmZxyn1KUhu5z2vodO6StHkbKjBcWWl19P99rH+8Nq9Z9h9NUQAuwldDgVRjOvfadNmt6ueyhJTQdYuqPdEkBzrqKk786MjUQR9JWv6V+++Cye6/U2+SPrzOnRJekjYsS842WvZF8vpPHib975fS0qnSM8dKSz+Rln0pLXpD+uCv7nPi7Vy3SHr2RLc+UKLQOvff3DZu3Z13/xJbXpT8vIWvugWuE4tMxws6902jVs7MJ6S5k9ztpJKYgrv8K+m/o6VPbpXKQ24dogy0jgWUE8/rCFO9Nkh8qJdfM6Tin/P1TVmOlicnxyjHSBVpFmuNf74nTuec+LNf38PITPxwp/v+gX8sW7dJny5ck7Qs/rd9W7qPQvBsTY2fZZL2M8a0l7RZ0hGSgpHOkw6ToxyvxnvDpRomtnxtmer8vjN2YdlakeTFdc3yo+TZpMrCEXXI2zamnYz/MX57tqMbTkmRAZDt/UetWiVkhOYqqnCEPxhBFL8hqAr21fLJ0HEnacPP7s+rZ0qd3XG8NWasimxygzJx99XxyVC+sfbHFkx2iyXHh0l9G8sijI0fVulyb0iWJGnZ58nrF813/z1rivTcidInt0hLPkp+zuZ1VT8vel3qmhDc+u4paYpb80a5baqKLafifFtzWZnjTl3faZfa14tbNV166czaH587qernL+6QtmyQln8pfXy9m8105O3176OaVrnuZ3JFws1fYuAnWmmbbZYmv6gxTLKFi9/cxwM90VjQMJfAjy/l5pik87cu8SBlpCLhfE/8OWrVphXvg21F/O99uu8f+Mev7nWvhRKz+Aj8IAi2psbPN5JekjRD0pzYtmqvVhQwNl7jJ8OL1dzEjJ/4hWSKLKBkscCPLY/9Fv+mtJ6Mny1Vj3+7eJ3OfehLlW6uCh7977PF+nBezcKGflfh1dpopv1XyyJor9BW/8Gw1uqNmSu1MRyp/8loMvH3WNRavTRtmd6fE8suSbgZ/KnVPu6Qpbj1S9zZvKTk7J+4H99J/r3r7lKrBsyN032gNG+S9PEN0k/Vyq/FA00/vOUGPuLWfV9zOydPlPqPcYNW1YM+FVtqTuM+7f6qn185t+5tJ4oHmRJ9dZeb6di2U+p1TK50ztvSoLNSP57oswlS287S4HPcoI/JcWcIk6SCh6TyTfVvo5rcnNiY/6SMn4SfK7ghqE/8ZrrSL5EfuX+J4/G8+M3ftjSEOkha5eakzM5NJX5ub0k4rxPP/c3l1FPclsQ/syrI5A6sxCy++N9zvsCFn21V4RNr7Y3W2r2ttYOstb+x1jZOxUw/MLkyqsw44yc3MePHuj/n1BPAiQ/1qh74UQOGer00bbkWrS7TlOkrvGUPfvCDrnvhu3SbnpbKSqu5K0oadZsNle7FXLZUvxjooJDC9QR+nvtyqfa/6V29NWtlysdXFId066tz9dG8wkZrJ7ZefKjXyuKQ7nxzgT6aX/P43LT9Y15hZknukKS/t9aa2e8kD0OK++j/Jf9+/ifSwddLA3+VXqN2GVX/c5Z/KW1aU/dzeo92/+3iTl+s7ftL7dyixrqvX+qATSpr5tZcVkvB5iQ9Btb+vA493LpD8VnU6jP4HOmQ692Az7kfSNcUS+d+KG0plRZ/mN42ErSOZfwkZvkkBnu2VHCBWB+/ZfzEGcUzfmKBH+I+vtQqx6Q9VGdL7IYvUkuGH5kA25Z4UIChXsGVeE7Hz3UCP/AzpiPIVHyoV8Y1fhICP7GhWvUHfuJDvdzAj5c1VNd6RQu0JVQ1M073zv+fvasMk6PouqfHZ901G3d3Jy4QQoK7W3B39xfnQwMJgeCQEAIhQNzd3WWTlaz7js/096O6uqttZnazCUnY8zyQnZ6eHunuqlvnnnuuFRZ40HP1dUDhzqCfv6jSFXKA8/kD+HzxQVQ75QqUmeuP4/ap67H+cAhD1lOIf3syVr5/BJxwhvg9952oAs8De/OrNJ+vdJDf+Uzr1LYvvwol1f8d3lcJeh8dKqRlV+TxrtwKTOOvxQ/8ZWQzqyo5SogG26wr5ORLxyukvy//mfyb3JGYNA95BrjiF2D858D184DLfgQyegMXTQHOe4bsm9kPeKaWmC2zsMbofwGjVb3tylnAbWuARMH0lHr5jHyDkCWAVI7W5x5CSl01W36M6/7Rf0/ld9XDNXMAi47iJ0YoAWPL1YIhKg1IakcIH2runDWQfP9jy8M7BgOq8mDvddbzo9bdGCCGAr136l84fXohfkqF4qexpO/shMloCFuxQeMhj0+b+KlyNipx/0ugp95fT4+4Rpz5cMiIHzJOuLz+Rj+vRpy1aCR+6osQHj9bsstQVKm/GJGVegmKHY5XTx4yE2jR3JkEF1Tx43Z7sPloqeq1AIBPO+Lh7KvEzHSV04vu2IWOzrXAPw/KBrVKh0f20gnvL8cTP21FMCzbW4TpK47g4wXyMo5DRYRsOlGubksfDEoC6WTQkHXXLo+/zjJu5fuHo/ihGUW3DkFEA0vHGSYpv/mLtbj209WhdzxHoXepfbsqG1NxIz7GHSRQoH48Bqn7TwwnbBv8FNBiBDDuY2Dk/4ABjxB1z8j/qQmU3pOA1mOBLtcAd24Eet0BpPckz9niAEsEkNCGPE5oTbp1jftEfgwD4/V1/Ty1asZkBbIGSI9bjiL/Nh8GpHcH7tsnbYtrDox4BUjvIe1/83KpCxhFZj/54z73ICSiUvUVP1Hp5N+248m/acL7R6bq7K/RecVsI9/z0LyQ6kkl/H61xwO7ECyqCpOQ+g+DcmZnVdKckxp6+xWeP404u0AUP+HFCi4v2U9P8dNI/Py3wDeWep3zcDBJVkr48ry83LMRjTib0Ej81BsGUuqlM97f8/VGXP3pKu0noSj1EhQ/So+fgViPNdyFaAXS0YdOMhah1IuqhnYcK8W90zepGWghmEn156F9HAlIKh1exEBQAEUkysiesW8tRX65Q/ZeGw5LhNKevEoV+eERShlyyhwY8+ZibMkuw/3fbEJFrVCOFiIYzitz4C+hrGnTkVKMfnMJ1h1qGJVQQyp+Lnx3GYa/XrdSELXixxFS8eMWa4i1J5VKkfg585QE/+WgV8+fhN5PIrzCY0GlV8kzhEZyR+CmxYToOO8pYOx7ROV33lNAXNPQH4KWX1kiyb8JrYQP5wN63AJ0ugro94BEjtgTyb997wdaDJMMnyOElufxreTHP/9D4IHDQITwPkntpH1tceTfmCxp/+ZDyL+P5AJtLiR/ZzLmzrevA5I7hP5egD7xQ1/fbjxROd20BBjzLtDxcu39o3QIoV53kpK1bdPD+zwC6IJRz9ensLJuxPcZh5pCoPbUqjZFxc9ZlkHlGMVPo9rn7IXRyIkEbiiIpV4KQ2eKynNlDqzMAV7igEMLQu/7HwYN8f5tdXkjGhZsIodNsrLbQyVxG9GIMxWNxE99YQjdzt0RROavVerFKUq2BoO0aO4G0o68qlYgZXxO2TGoekjlacMcr0M0URVUOb2IhVBGZE9Aea1c5fPjGtJxSNl2vNLhwa1T1uGl33bK30L4d2t2OaqcPtzz9UZsPFKKlfuLxddNXnRQ12/n1qnr8OrsXeB5HjtyKsRjNQQaUvFTl9IqI3wwwQvLvpkyBUEEnCE9AETFj443iKj4OYNKSM62BdupgJL4oWo89rLnAdKtCwCGvwqkdsME/IAr+Gngm54HtBx9ch+CEj/mCPJvYjvSEWuU0K3KZAEu+BC44CPyOK0b+dcgtJ6j5VTDXwEeyQOS28uPb7YBCS2131NUMmlMKTGZhCQCgIxewINHgMeLgCb9JJJKD9TMmhI/tCRt4lfkew17SdrXEgHY44CBjwIRidrH01L8AEDnq8mxSw8G/zwK+HQUP6mx5HMXBlF9nhV4Nw14J/mUvoXUzv2Uvk3DQficrMdPI+9z9sJkMNRB8SOUeukpfhznCPGTs5b8u2Xqv/s5znBI5s6N6o9zCZXMfcyWa7P3fagkbiMacabiv9HX+xSAP4l27jzPK0q9qMePfPLwgpSD0PbtXjchfMwKxQ/91+sPwGRkFl5Mm/e0aHKqq5xexIjET6JsgAMgdotSdqNxCwqU3bmViu8S9Kvis0VkIdWpSSyGtFcbsNL39/p5GIQUakMRCacqCzN3ax5e/2MXVjw3GmaTYqF74C+s5sZjNd8HKQs2AnGSUiESjpCeSVTp4/b68de2PPRoFo+M+Ajx+YYu9QoE+JPuRuPWUSf9lxBgrrVomwlZkRFAmaLpHw+JIOlzNzDkGbhfnI8cZMJ74zJYlNdSXUEVPGaBTLFEAM851Ps1Gww86wDyN5FuX7Rci5IrEYlSm/lQ6Hw1sPFToOl50rbed6m7lFF/oYzeQHwL+XM3LgaMZuDrIfLv4iyVSCyhzBWZfYjnjz0++Oei3bqyBgE5TAmiHvHDcaTdvN+j/bwSPA8cXgCfn3wXrz+AX9cfR265A14/j2ibCS6vGQVnO/FzGkDvkbMpac4xtV4839jR62wGaedeN48fr6yrVwAWkwEeX+DcUfycJX5b/zbEdu5n0+DViJAoZyohsotrYLcY0TEzFl6fdK8v2HECTRIjMLKTTkzRiEacoWhU/NQXHFX81P2lPj+v6OolePxAm/gRPX2EjkAW0dxZTvx4lDWnfikISYsmWX1/gEesUOq16EA1Pl14QP6eQgDkUWQw9CiucDtnsftd9fEq3DplreJ9A6JnQkO19T1VddefLjwAnteRdW/8DADQB9vIY2YBHEzxw/M8/AFeVPocK3Hg1dm7VAorSpQ1RPeQw4XVGPjyAqw5UHxSxzkrOxxsngr8X8vQ+4UJ9jaItptx94g22jsOe5n8qzBa9jZExlCp+AkGsx1odh7weDHQVijDosRPuOQHQEikFwNAZm9p2/jJwDW/y/drOZq0XE9SqIgAoOUIQghRXD8fuGMD+bvTVeRfWlcTlR6a9AGAJv2J59G1c4EHDgG97ybb9bx/gLoRP/mbgO/PR3L5JgCEsH337734ee0xnKhwIspmRmqsDScqnPhs4QF8u/JIeMf9D0Lq6nV2LZ5YqsfQ6O9z1sJk5MKOY2gptscfgNvrx66cCvyy7jhMRg42s/HcKXcW78XG63r+jnw8/cs2AMAH/+zF67/vQrXTi0CAl4ifRo+fcwo1Limx+s5fe3HrlHXYf6IKBZUuRNtIEn3yYtIN+Xhprd5hGtGIMxKNip96wyiUc9R9wHd5/ZqlXkpjUY9I/AgKHz/pmjQSK/EJbhfLSYyi4of5LAE/sE/qsJMcaRT/ph4/hwsrcRg1YEElq2xGq9Lh0Q2M6hOsHytRD5ReX0Bc2zVU/H+qOi2YBKNsorpRdEMqJUSaEzZC2PmlTld26HdJe3vuXszelIMmCWTRfqKCqLtsZqNsP6nUq/6KH3+Ax1fLDouP1xwsxsC29S/nOJWS17lb81Dj8uLqAc0b9sB/3kn+5XmJVDgJsGRllFUaVnkmcOYBYMBD5D8FGkQqbrYTYiW5Y/iviUyS/h72ElCyF2h9vu7umgjn92s6kPynB7Md6Hk78eZpPYZse/i4ZN6cNQgY9RbZJxxk9QcmbSZ/2+NIedvwl0m5mh7qQvy4KgAABm8NgERsPCJ5oR0sqMblfbPg8/P4fXMu1h4kHjlX9msGm8WocbCzC9uOlWPH8XLceF7DEKf03mkowv9UgyZBWP+6RuLn7AUp9Qrv2qNx0dqDJRj62iJxu8PtR2qsDXO35uGf7fn49OY+aJmi40t2NqHxusaLs0jyrdLhwS/rSBfLsloPnpnQSdznm5VHkBBlwVX9m/0rn7ERDQstq4WbPifJ6mi7GaU1Upzw+6ZcPDC23Wn7bI1oxMmiUfFTXxg4GLkAeI2AIRAiiHCXHEYT5DMvEBbxCo8fZakXVfzEcDV4CF+oFD8y1cCad4HfbxYfxtmkCTxOKPUyQT240WOwip+xby1Vef6IH72BYnWPPyAaZDaY4ucUyW9Ngo9JrUuDfCk7BEA6Z2ybaRtcuiVaszflAFCbwabGyBeqVUHMncMl4dYfKsG05YcxbTkhfyIs4fG/gQAvlgKyOJWKn9d+34X/m7c/9I71hUYnvfqAvecjbXXn0/XurzqB44D79gK9wiRHlEjpCNyzU98f51RjwlTSqYwiNgswCr+lwQAMfkIylq4rjCYgMgS5WRfiR7iveWb/tulSy/k2aTE4v5u8XG7d4VNrkny6cNdXG8QS3oaAqPhpsCOeenCcXAthbIykzlqYjFxYxDvP8yolNIsYuxlVTi/Kaz144dftIePAMxtn82c/Ndh0tAwAMLBNElYfKMaF7y6Tmbp/8M++s1P93AgVlNUTRvgwHCsB8DK/z/6tE7F8b+FZp1ZtxH8bjeFKfcGRzG2bL5MBn3yxEIq4SJrWAe9xL4qPC8qFLlsBbVKAlnoZA9L72OEUS8OoX5DMl6d4r+wY0Rbmb0HxQ1/XCkeRiiIAwJqDJZi65JDK44cSQiXVbuzMqcDfQieuBvPj8QdAQ+mGGkJPhfw2EOBhFhQ/NUFUNxaR+JEUPza4Uev2YerSQ/h1w3HZ/jSAUBIAVE1TVuNGaY0bQ4qm4hrMUhFI6w+VYMBLC2RqqkCAx11fbcCq/UWax6SIsAYnKuZuzUP/F+fjzT93Y9T/lqjIH1nr+cOLSDeQot1Bj3nGQOeeA4BV+4tU5ue6h2FOG1H81O3aC6fU60hRDT5ffDDkPefzB9D/xfn4YXV2nT7Dfx4C8VNY6cR7f+8NvhikhG5Auhdevqwr+rcmpFnbtGh0axqHly/rgumTBgAAjmsoHRtxFpo7C2DFEP0D68m4V13w732gRtQLpJ176IvPH+Bl1+jwjqlY8bxkyB8fKQVZhwprsGxvYYN+ztMKptSLlqH/VxFhJbH+23P3AAAeHdcBzZOJj57St7K4qtHT7VyAkvjph834H/c62uEQiqukmL5/6yTklTtRFmac2IhGnAloJH7qC8FslAt4MW3uSpTVSINBXSfJh75ZTxYZCvUBLfGygRzbEJDeow+2IoIjk4xRS/HjkytHTPAhBtUww4MIg0/cBgA/cHfjD+5Gcd+vlh+E6dhisIvXRbukgPaOL9fjldm7UFrtbrBg3eMLiJ1RGopMOhWlXh6fZKBdo6X4EWDiBDLEI5XSWeFGrcuHacsO492/5MRcYpSiZEyA0+PHvB35GP/uMlz4zjJcWv0FHuSmqrp6US+gAyeImmtvXiUGv7IA246Vy8pQADXJQNcvt3yxFj+vzVZ9BqpGmrOFkH1KHwPqN8RxAHbPIBuPrwIA5JU58Pofu87crhd+bU8Gp8eHx37cike+3xzWYWSlXjYz8wxT6hXkuqa/j9vrF8v4duVU4MqPVqJCCCqW7SnE9BVHUBGic0y1cF1+0+grUzcIxM//5uzBzPXHsfVYkO6ClPjxkXPRJSsOLZKj8PoV3fHcxZ3RPiMGHMdhbNcMtM+IQWyEGScqzq1FQUON0/QwZ02pl8bHnOgTyqoLtp3Wz9KIk4fJaAhrfnIrFoO3Dm0lM+RvnkTIgB7N45EWa8Mfm3Mb9oP+G+A4vPzbTgx6+b/b1j0+ghB61F8xPc6ONKFrY8fMWNm+bAlQI85euBXJ0UiQJhkJqMAFjJI3MZrE7comOY1oxJmMRuKnvuCkn27p1gN4729hIZ+7HtbXTeiGXWEfyoAAKd1RePxQ1UgkSKbYwGSXY7ka2esBxYLeKyd+rNnzsYC7Au/hRdgNcnNo8SsJjy/B38j662KMwgrxuekr1ItIf4CHP8xgPdQiwevnG9zj51Qoftw+P0wCQxVWi3fBCwQgBF5euVNzN+obpERumQMvzdqpKqkrqnLhrq824GgRuQ6oMoVK0X9Yky2+RtlSWvm7uLx++AM89uZX4f/m7YfPH8CKfUXiOTMpOtYozw+VN5s16h1e+30X/tyShx05FZrf71+HjuKHKq+OFNdoPq86jIz4qXupFz0nN36+FiPeWAwAmLH+GI6XOrBgJzEIp0qtkmq39kEEVAvEnNXcOLzXCWKpFzkXQVVYlPjxe5AcbcXU2/sBIGV+43tkyvxfACAt1i76dp0raCgVAH8WKn44yD1+jJxwrXCN99zZhnAVP0oVdGa8HQBw3cDmuKxPlujpwwEY3SUdG46UqhtunDWQfo95O04E2e/cRxyj5LpnVBsYDBxi7GQbVf5QlNUGn5sbcXaA3rcjO6Xh9Su74dExpHvnuxc3xX2j24r7UVIwXGV4IxpxJqAxSqkvmAAvBtVSic4RYvg3ABvDPpQRfjg9PpXHD1X8RAnEj5H34ACvNtQ0CCVbxvwNYvTsccnLCoyFWwEAnbEXVo4sDKnih6IljgEAMkAm+jTIS4SU8AUCYSs5QpWyeP0B0F3OZI8fl9cvkjQqvxutz+2SVANUuaUFvYyBlhE2xbZj5Zi3I1+2rcZJzilrNqomfuTnwun1i6oSAHjql2144qetWHuwBHd8uR7bj1fI9i+pccuIPEpIsARRhcMDl9cvho9n7KIuoP2704k/XJ8Gdr/kaGudvzC9P9jznRRNsoqbs4m3AFVWldYEDy6rhOtSaQzeiBAQiB+j4OEVlDhmSr1MRgMQCAC563V3T4uzoaDSib15laoF5NmKBulEB6lM8t/0SVhzoBi/rj8eekcGsq5eNIliaLznzjaE1c49fwt8FfLrg5ZI3z+2HR4f3xFNBcVPrduPpGgreJ4oR89KNHb1EmFnDPmpof2T0TPxYDcX+rdKku1bVu3Bvvwq5JU58Mj3m2VNNM5q8DxQuDP0fucCDv6DblsfAQA8Mb4DRnZKQ5xFsNVwl4ulf+e1SxZJwad+3oq8Mse/83kb0Yg6opH4qS8Y4oe2R2e3G3Q8PrS6MRnhh8PtB6cifsgCLopR/KxDb5Tw8nbGMahBaxxBm7ljgKNLAQDFZRXyj1tFZMdWeGDnncLfbhgZ8qcpBN8e4bJQtpdXwu0LaGa0IuBAIpTlReT30MsSe3wSiVQXvobneSzaVaC5mDoV5UUub0BcGKpKvbTUIwrFD4WBAw4VVoufk1UPxdjZUqHg8Pp52YLpaHENnp2xXWYyWFjlQpXTi4W7Tgivkf8uLo9fRias2k/au5fWED8nJSZN24Bf1hGSsLzWg3JB3mxiFD+TFx/CszO2Mz4YJ7eoO2WLQh3Fj0j8hPm27H6DmA5p/dtIfwc7lNevJlEpGUeJO1eYih9aimdvJH7qBoH4ocRuuB4/JiMHrHkH+LI/kL1Cc/f0WDuyi2txy5R1eOC7TQ39yf8VNJSagd7b/6aNyGt/7MK7f+/F+jAMuMUlMbMmFuf7RsXPWQeT0RC6LHxKLyR+2R4AUX18f4+6Q2H79Bhkxttx7+i2iBDIAqdGEwYWRZWuM7QdNL2epYv8v+rzQ2PLb+8iXm3wexG59jVcs+dqmE3y+/3dv/fi5i/W4rU/dmHNwRJMWXrodH/cU4OtXwGTuwKH5v/bn+SksPloqRgHK+HzB4hlxw/j0CLvVwCA1STEUHS+d5TCbjHhu7sH4NUruiFOUPxUu3z4dOGBU/75G9GIhkBjlFJfcGx79Cr2CeH/2pPkrI05qm1G+GHb8jEyqrfItttABhtC/PAw8R54YIZb0UK8C/YiHYKRoJMQLsaAfHHIVRNSx8gFEOGvAABM4BbgZ9yper+A8B30yCsKjy+gmfWdjvvxF3edat8alxelzKKVVUn4/AH4hOCrLov81QeK8dzM7fh6hTqz0lCKH/Zzur1+8TurzJ21/GKylwEg7d3jUQE7COkW4IHrP1sDp8enUvtYTKFvyy/v6IfkaCtOVDhl3gO/b87F4t0FMkPnshoP3pm7B8/P3IF9+VWqYNTp9aNEQ0US7Oej5NAFby/FO4JfETG9ll60+kCxqDw62VPRIF2vtKBL/JDfKNxgl1WpEck/eXxtmG3ovX4euYqMEZWN0/NF//1m5RFc9n8rdO8TqdSrkfipEwTih5YsBh0/ROLHR5RuJ4iiEsI4q0SfVlKntK3Z5Wd5xx+ChiqllVSB/95v0kxQa2wP5uvEgOMU7dxpkqSBugQ24vQh3FIvmphLj7OjdWq06vkIqwmzHhqCvq0SYQuT+Lnk/1bgyo9W1eNTn36csT59pxhefwD9WyehbXqMsEEo2fXpe7Zpdnw9m0Hnt9Kzm9y4d/omPD9zh+Zzr/+xG+PeWSY+NsAvEXv0XAvrqzZpMbCZjYiLkJK0dUnYNuL0of+L8/HxglPYGfgsxGklfrxeL/Lz5aUpZWVlyM/Ph8slDaIOhwP5+fmoqKgQt/n9fuTn56OwUN4pobi4GPn5+fB6pcVzdXU18vPzUV0tKXHoexcXF8teX1hYiPz8fPj90gRdUVGB/Px8OBzSQszlciE/Px9lZaTsgmcye3Es8cNpEz/frzyITXuPYusR+fsDxGsnfd0zqu3UUCwL+YgQCAMfTHBDqjneybeHjXOjPwQTWq8ThYWFCHjCyyJlcdL5sAvED1X8GIIofrKQhyP7d2h6/zTl1Iuf8soqjH1rCSa8v1zcVlpRKf7t8QfExX1VdS2Ki4vx1M9bsWIfITAKCwuxePNB3PT5GtF4raKiAkfzyPMFgnEqe57YQCU/P7/e156LubZcXr/4/qUVNfJrT6dsCABqEI0O3EEs5S7BHFwvkmxb9h9DWY08gAgEggeLANA5zY4mcWYcL6pSGdEBkLUZBYAjBeS3PlRYrWoF7/L6ZYQcRbCFWCAQUP2eJqMBh05UiI8NTMvjwqKSoPcThdZ5AoBjOXkNOkZQ1FRJCz12jGAJzXDGiECAR7+WCZh5R2eUl0vHZFVQ7M9Jrz2Kd//ag6s/Wc3sy6NMUFJVO90oLCwUFT85pQ7klTux70iO5rhXXEF8iaxmQ4OPexQncz+daWO5uN3Hw+OqFUsWPb6A7neqLifvzfk9MBkN4AXSt6Ja7glFv1PfFnG4Z1QbdMwki4ejObmn5Tud7HkKBqdbKg89mfNESVOH0/mvXXseDzl/1c7Q36m2tlZF3HEC4eP3SJ//v34/nS3fKeD3we32hvWdAKCmqkL2WOs7GQWSqIhRXmt9J5pYyD6ee0adp5qaauHzSfNgVU3tOXPtuTx+1Li8YV17rRybcH7lV9J3ckmfn/0uFAPbJMrGxtP1nSiW7MzF8m2HGvQ8+YWYtLpGvq4428YIFsprj3opUtg5nxhHu2rI+/qqpYSqy+VCUaHU9IY2aAn3O/22/ij2Hj5+Rt1PH83bgx+W7f7Xz1NDfSe6hvlhdfY5852Auq+flDgtxA/HcRdxHDelqqoq9M5nC2SlXlXMIpkudcnjvDIHTlQ48cmiI/h1SxH2FajNYmlbdSUo8WPhvKJZtBsWeCExy8fRBAAhYgBI3bz86oV8Hp+m+T4BnnxmpeJHT7UEADO523DBsvPCVnL4/DyUCSO2VMDLqIc8/gB8fh7L9hbhiZ+2ivtMWZWP/Seqg/reyN6zgbLqXp90HJc3AJeXfM7tudX4YmWe5KGj0yEKAKogZQhTuBJcg1kwwYv8Cre4wKftYOnvFNSc112NlGgLCqs9srIu8TMrsvG8cC4PFVarfAdIqZc6UAmWgNf6ac1GDntPSNe30cCJWXHPSWYLlR1V9PDeouNYe6Qi/APrKH7CfT/xMDxgMKgJN6OOaTcgJ9YOFcrHBY8vILYIpdeb8jyX1UrXmz/AY09+NQI8L3b10vL42ZVbIRKih4odGPTKImzNVi9uGgrVLi9WHao4ZcdvSPBGC7iARyTrtMpyKThhfOUCXkIU0euI0zf2vvG8lriweyYA4JdNRWex8StBQ3n80Nvg3/QBo/dErVt7Ln74+82ilF/rc4qBWpA5oBFnJkIqfhRlYFpNDJSwCXO31tyshbyKM80UWO3xcyqaZfxbuPaz1Rj1vyVh7ftsxQM4v+QzaYOO0uerO/vjm7sGIMZmRknNvzcOPPPrbjw5u4G9heig9x+yfIowsV2SyTnnnKU6e0OsWAgHZTVuvP33Abz2T3Z9P94pwY9rc/Dx0nOgG6GAc2nMakjUvf1MPcDz/J8A/uzdu/cdGRkZsucSEhJU+0dERCAiIkK2zWg0QvlaAEhOTlZti46ORnS0XIprNps1X5+amqraFhcXh7i4ONk2m80mf72C+KEoqnYjBdL4eNmHK8UF/Lqj1SQQUAyeRvjh4q2wcfLJPwJO5PAZyOLyMQxrAAClkP9etOwrDoJ6xutEUnIKynh1IHEArZCJAtV2L0ywwgs7XBiOlbiV+wlAcMVPXWG22dXbrNI59vp5Mfg2WWyIiImT7Zuamgqr5TAAl0g6xMXFITa2BoCkMGLPk/+oNIBpnftwr70Ac8LcPr8YzBVVezB/Txnyq/fgpUu7wOiogha19hc/CiYD0IqX1FGTuO9QxsejOvAATgjEUZu0aGw4XIoqYeEeF2GRGTPLCEJPNXq0SsP8PWXYmSMpp/RwoooEIj+vPaZ6zun1k9pmBYINmRzHIT09HcAO9MY2bEY3eHw8OTccAHAwGDjRIiAyOlb2u9LzpPRmiklIJookngcWPY22yMIBtEZcYjJsNpu4n9Z5MhgMWHukEqkJMbLtWmMERZRdOiY7RuQyZEg4Y0SA52Fix6hc7Y5oFAkJCcJ31+7+l1/hFDtFuH08smuM2HxUTtBwthiYTGQI35Jdhgd/3Ilx3TNEyTHPy7/TgRNVuH3qetx0XgvcPaot5u0nBOqUJYfw8mVdkRLOuCcg3Pvprb8PYc3BEgzq3Bz0yGfcWC7AHhkD1ATEc+b0+HXHCAid27iADyajQSwDiUuQfwfld6KGsHN2lCA6OgomQyFuGdoKtlP0nU5m3DMaQ5QKMuXOJ3OeqOLHarNpjhFKnOx30np9QPgurBqS/U5rD5Zg7cES3Du6LSIjI2EwyJNYabEWoAow8tKC73SepzPxfjpbvpPdbgU4g/61p1BPp6XIDX21vlN8NCkdrPIasWp/EQa1TZZ9J54nc6XJSIylq3g7zGYpofdvn6coO4nX2DHAbLUhKUnevvx0niejNRLgrYiIkGLJ+l57+UJ31Tpde0lJRNFfIpU70e/DIYCOCQHAHo+YCAucXnXsnJKSgl25lchgftNTcT+xxw75ncI8TzShFR0lj63OvjFCMqjWu/YooszSXEAbtRrdFdI24TslxxxAcZVbLOss9tnFJK7ed6KJxcPFzgY9Tyc7Ruh93rNlLFd+JzbhfK58J6Bu95MWGj1+6gumewdL/BwtFoyYGdLEzWTstQyTjfDLyrcoIuFAIZLh5s1ohWwAQCniZcf2g3wOkfjxOVHt9MLKqxUcOcjU/Cp0aWqHE//jXme2h8eWtsJRXInfg+6jZb5cyyhPvEypF/EDUmfbqXrE7ZMGZNpRSisT0XCKH+mzs6VeFDtzKnDZhysxaepq5UsBADMxAa6AmmNtjhz8vS0Pzj8fxBWGuWI72B7NiHl35yaxuBh/4XZ8BwCIMDBZJHcVhndMhcnI4bmZ20N+h2BeAy6PX7M1fbDuagGeh9fPYxhW4xPuaVyBOah0emTXjNHAiafFrREI7T9RhfNeXYg1ByW547WfrsGE95YDXgew+i1MxhPC60NnTn1+EkxTj5uwEKKrV9iHCfAwaJA8piCL52AqqGs+WQ1/gEd8pAX+AI8Hv92s2mfK0kMY8NICjHhjEe7/hhgG/70tXyTxVh8oxti3lmDDYZKlqhC8pHblkrHCL5zfrcfKcfUndfOZ6P/ifDz6w5aQ+xUIxKUzzMz3vwrB44eSlUE/s+DzoFL8GILnUtgOMT+szsY3K49i3nZtaS7P82e0V0RDK34OFVZj0rT1QZVWpwr0ftdS/OzOrRD/fvqXbdCixJMihfPub2zre7bBZDAEjxWop4sA0fdj3xxg/ceaL6H3+Ufz9+OxH7fis0UHZc8/8O1mDHp5AZKE8pATFU7VMRoSLo8fxVX6njQqiEpYaU5rqPu9vrh+8hpc+n/a5vn1RZ0Mq+m9raH4uRvTgbcSAGcFom3aXi8/rT2GO75cj81H9VUjYSEQAF7igLUfnNxx6gJR8XNuSH7C8diLNDJzgcLjh8Xsh4YgPtKC46W16P/ifEyatiGkb1e4SsBw8cXig+j/4vz/rA+XHsL9PWZvzJH5op7raCR+6gtG8UO7bgEAr6OFNBk5WEwGRBq1iR+XwrAZIMSPBxY4YUcTkMVBKeI1CZl4RvFT6fSKreBZsOVGss8mdPayK9qNU4LJChfGYKnmawHgG9yLR7jPoQyIx2CpSFpoBQ3sAp0t9XL7tIkIqrBmnxMXRhrjeEMNguxnf37mDllWuGfzeDHIM0F7wVKJGFiZ3zbP0BRH+abIQh5yy5y4hpuNR/lPcHuXAC7qkYl3ru2JZc+OQnykFU9xH+N27gcAwMsXt5UO6q5CbIQFl/dpKm6ywYUElKGVQCBRxEYEN51zef2axJDSbJgFL7wuDWSwzMQJGbljAFFOaJF1FBsFQmLWhhxUOsj1WlQlL5ujRGk4EyV9j+q6LJb1zJ3DuXZ8jFE5z8PIBkVCySVb+qXsHBNOW+/MeLVSjmJfPiGcHYrF6qoDEpFW6fBii6BeoqbhdJHLBr0Ojx9FAkmz9mCxpgJMidUHikPuQ79+qEDrrT/34PIPQwf1u3MrcFyn1HPx7gJ8o+E5FjYE4ocS0MqSSK8vIC2eqPQ74CHlfDrXkRIs8RNsGwD8uCYbI/+3OOi5uHPaevy+Sd0wQAt78iqR04AdhBqO+CG/d06pA9uPV2BrmAbLDQmJ+JGfxz15lbht6nrx8dI9hdqLRWrq7DvTSnYaEQpGAxe8q5dXPg9aaCDy80Tgnwc0X0LvaToXzVh/TOzSCAAbj5C5j15L4SQ2Tgb3frMRF723PPSOFGLp6plD/LDq54ZCVV2SRFT5pSB+Xr6sC660C7+tpwZRNm3yf/0h0jFQK6lZJ1ACasFjqqcaF/7hQSseVSLCKJyn7d8Bm6eQvx1q4sdkNCDSasLGI+GXzLuYeLshmhp8t/oogNBm8v81hJvAfWvuHjz249bQO54jaCR+6glOQfzQW5eWFKajEB/hacQKhExWQgSGtk9B76ZRUMKIgCbxE2NwwAMznLAhjiOLPH9EqibxY+aEQcrnQqXDAxunJn60VEUAYODI8ajHj7hdWHQ/jC/wCvcWumK35utNHNnPDPkkOhyrcD5IHbWWZ0qnb5tgGkjg5PEH4Bd+PK8voO6YBUnxwwbndD8tYsDv98na1dcXWiRAViKR/tktJsy4fzA+vbk3Pr2hm+bryxEnGmcDQGx0JA6hBQZzG9AGUi12VPUhPHtxZ0RaTbBZjLhhcHPxuY7Yj4zytdJBvx4C/HgRrhsk7TMr6in8zV2LFgriJz1OnzwAgOOlDizZU6jarlUWRsHz8t9cSXia4IOBk0q9tBQ/dJJafaAY109eIz++QJxQo/FwPHfoe1S76hDM6XhyhJowHMe3AK/ZULbxZwDE40fs8uP3AnNuByAnfpT1xuGQSxnxESH3UX02BRF0uLAa/V+cLypLcoTM1I7jFbL9Jry/HF5fAA9/vwUPfUcURrVuH/q/OB8Ld53A0j2FsoAlHFAVVKjvOntTDnLLQme9b5u6Hld+rJ1Ne3bGdkxefFDzubAgEj/ksypN0D9esB8XvbecENZC8G/gfTAZDNJCiQ/++0RY1IsCvY518wWzyT15lSiqcmH9oRLZ4tHt9WPH8Qq8+eeekF+N53ncOmWdzEA8JEJ4FjRUpz0lj/JveB/RLn5K4ievXE1+Vzm96sQ3JX4aFT9nHWi51e7cCu3xTUn8hNF1087c5z2bx8PtDWDZXvUcS1WFTo8fm4+W4uYv1p709c/zPObtyJcR17sFlWe4i8xt2ZTUPzc9fijKa+twv3q1iZ+xXTNg46TxP1rR3YmSMTSpVSeVkRbEuUZ9nbBz1vK9hThwoqF8VdWeT2czXBrxqBIRVPEz+0Zpo7dWk9y3W4x1Oq9s7Kx1Da45UIyjRWo/WD3Q21orYV5U5QorcXoukobhkNX/ZjfRfwuNxE99wRA/1IQZAHjBKHkYtwZ9ua0YDJIt7NwkDi9e2gWvXdpOdSgj/DLDZnE77xWJHwDwwYyY+BQkRkkEDiVtKJbuyNbNYugRPxR2BfFjEYicNKFVPO0spuf+YoPao4iSQVTRwcLoc6ATR+qlZebOOqVetDU4W/5ABzqtAW/0+kuxmhsP4OQmW6rMaJ4cKW6jDv4AkBxjQ68WiUiN0s7cu2BlfjvyPfaiDQDgzcjPmTeSZ+NTYyXC5ivuQTRfdpv8wAfmyoKMxNp9ACDKx6XjUB8bHmOxBJE4+aw/z/NC6SIvHJmTlTGa4CMeP8JjrQyLgwlMi6vk147LKbjy09czE9fCXSdww+Q1qgFbVPzUqdRLr5178AkjdyfJ8OVvmEEOw/PoXfk78M+DQI3ko8USxGw5weajZXh7bugFu1LxE6plqJZ6ZLOg+Pl9M/G8oiVfNOvMgpJmBwqqUVLtFr0Qnp+5A0//sg3v/7M35GdmQVVQdSWMAGBvXmW9XlfvAIYSP8K5V2bPqBJl5f4iRvHjhYlV/IRQ/midH71yLnquV/z4BuLei8Ej323A+W8vFa97vQy4zx/Aw99vxjZGOUP3rdM4yJJYGsFRQwWKyvv43whA9RQ/FRpBOb1/ZGgkfs5amAwcHB4/bpu6Hq//oeG5piR+eCdQG1ztaGeM9S/skYmUGBt+WntMdX3ROMfp9eO133djX37VSZd95ZY58NKsnZi/Q+hStO5D9BW6virJbD0s363uzPpvKH5enb0Tv64/LtsWTplOuCivrYNCj14HWubOtJmKz61S/NDfvEiIcU5a8ROkeyx7fT358zbc9fUGbM0uQ8HJlhKeY6Ve4RAhdoPOPhqqH61GGuG+v9Y9+ervu/DlsvANuukcqpUwn/De8rDK8s/2ZhNaCCc5pbV2PNfRSPzUFzqlXspbhwOPVjiKK0rehOlVI0xVx6FEV+zRLRMipV5k4V5lTITJaECcXRpkbAYfPLy0GKyurkJRuTZT7IYVPl7/lI/g5Jl0KzyYgH/QnyODBg/gR9yJ2bhJ8/VK4icSDpH40QyWGfTe9SRe3d0dABmAtG5GOuewPgx0EtUa8JKqdoh/n8xiggY8949phyv6kdKqTk1iER9pwS1DWkqfT3fRx8lJNY7DDExEjrkNMl3MQtoTPsNPoTXhJEXJCb6MKAOm4iHcZv4dL3Nv42nrV6LheO8W+uaAwRDgecxYd1wkdpohFyswQSxJNMEPIyd1S9FS/AQryXI4yD0VAO2OIi+3O1hQrTqmpPhpgFIvdhIs2Q/H7LtQWF4Dl9ePyYsO4kABac2YW+aExxdAIMDjkryXgPUfAdXani1s4Hzv9I1YtT90qVRmglzxE2kN7iHTJEGtEFIqgIKBvY/Gv7tMtSjPr2MASRU/dfX4qXR4cMuUdXj1952hd1agrC5ZXBYKxY+S+EmJIePw8r0M8cP7BI8fYXwLhFL8aBA/wm9eWuPG1CWHxLGKkg6P41NYOC/sAnm8aHcB3v1rj7hAtCoUCJUOL9YeLMEmhtijvk5a768L9t7QuE9OdiHo8wcwd2ueioz6NxaYesQPJT5Z7M2rFIn/7s3i8dRFHaXzrtFNsxFnNkxMl65NCgN9ACriJ/3nQcA7KUGPaWbuyVYpURjQJgnHSmrx5M9bNTPMLo9fTFwoS0y1sP9EFYqqXLhv+kas2Cf3pqDz3/4T1cT7bd5D+Ih7FoA+yUyxYl8R1h0qgZFGshyr+Dn99+Vf2/Lx7t/yZENDLlCDzhXrPwb/QXPmjaniR2MOZPx/ohXEj9Pjk/ko1rh9WLGvCH9sDt096X9zdmPeDkU8waiUldeScvwKBIC7v96Iyz9aGfK9gkNS/Li8fpUPW2GlE7M2qNc2ZyrCIn6MOvto+PxoJXTo/bL6QDHyBeVoWY0b/V+cj2kMqaOMM7y+AMprPXUqyw4wip+xby3Ba78TApvOrcrGIFo4F4kf9jvplcSzY8BJq/HOEpyWrl7nInimo0kkHOCEjJ/yuklGKZ7j7gboGF+sLpe6lvsNpTwx9J3GXwsrPLie+xUARI8fAKgyxJNWosxgbxZUQVSdY4UHh06UaH5mDyzwwQwTwgtOLfDgGe5D6TuDQ0tOf3C3KnyFolALs0Bo0UXMFfgDj3KTMYKfJdu3Tf4M8V08/oAsQPH5A7LgjJ10at1e4d/gAY0vwGsU04UHyhqbjQY8MKYd4iLMuKhnE9w/RqHeUpQNVfAxWI2+AIBpuA7vcy+DS2iJ7N5vwTfPhP32fsiqYkpTPDXAgb+ANuPCz6zwPIZhFVZigLgpOVK6Poa2T0F77iC6cPvQxUcUQYmmWlgDRri9AVzZvxk4jsPGI6V4MX0hyuN64KO9Saq3UWJPXhX25FXhWuFxBk7AzPmQzhN1mAk+GA2cqJ5gFT8urx9v/bkH+/L1u5E5lYofDcWQ0+uHjZlw6T5VTi94npdKr4JB19xZer/AzKsQUbgd9+7qAWd8J2QX12I8KjCeI5P0kFcXkh3p21VkM0c6Oal8epxN9jg5xoqyGjcyEyJwREMKrOwmUVdUKgha5URo4DjNBcCE95bj8r5ZuPE8QoTmljnw9fLDYmBaV+UOJfF25FTU6XUAUFrtFkmaOkFF/MjHlFLBa2dzdhn4ZBc4AIaAj4zJYSt+1FPulKWHkBhtxcGCavy64TgGtElCpyaxyC93IjHKAnMtOaYVbtQgCs/PJIQ2/Y40wzxncy6KqlwY0zUdgDygyS4WrhWOKOZGd04XnztYUI3UWJtaTcaSWAEfYDTLsu0nW+r13aqj+GLJIdX2052B43leLEV0evzifDNvRz5+UpS7jsQK5HrS0TepFTC5Gz6/fh4QnQ6spcRPo+LnbAPbeVGTdFQs9E0VimvW7wOM+qF008RI3DOqDfwBHnO35mkuwpxev7hIWbW/GK1SomXkkRI3fS6VfW86WoaezeNxed+m6NMyEYt3E8Xp4t0FRP3NTIPzduTjhsEtdOfGJ34iPhc3iR1E2d+G3O9FlS5UOr1ok6btGRku1h4sxsPfb8Ffjw+TKahX7i9Cn5aJuioKt08+79cHNrMRLq8f5TXS/frrhuN496+9WPrsSDJO//OAvLApqOJHOI7fjSiFubPD7UduWYX4uNbtE3/nib2a6H7GaqcXf2zOxR+bc9E2LQYtU6Iwe2MOSvKP4A5hn925laKHY1ZipIqQyUyw43BhzcmX6TGKn6s/WYWCChduG9oKNW4vHr6gAx7+fguOFNVgRKe0k45BThXYuCUcTy27QWcecqjXV3aNa3VPXiVemLUDBRUuXNonC52axOLV2YSQoYkYQE1C0Tgjp8wRfhwroNblQ6XDi7lb8/DcxZ3rZCIdju9RfVHp8MDtC9QvLjsJsOP5m3/uwcW9s1T7lDFjQIXDIxuLzlU0Kn7qCc4g/XQGjkcT127gxFakV8m77zSzKha3WpMGgESuHDP5izAVN2IJzhO3uxnFT7UhhpQVMLW9ZnjgYcrErHBj0TZtg1MXLPAh/AmTLWEj0B6AqIpI6REUyRA/5UKpF+3+lQDtRb8JPlLqJSN3yN90MVjr9sHrC8DnD4jqn1CZrLpkq5weH75deUR8DR08zEYOZpMBtw1rrT2AKUiEd3EvXgUx4FuLPjjxQBVw/36kdx0NAGjZrrP89ev+D/hxPLDtGyBnLcLCwb/xJvcabsLP4qYUG/lNxnXLwFvX9EAGJ/cWaNc0XVyQW00GxNhN4BDABQXv4dp916veYiyWIAF6hqvUH4pMVpT8o8QP9eZh1Tkr9xXhn+35Ygc88UgMoel21gpHN6heT6HMlFBVkD/Ah29yp6v4kT7LgQLyWZLsBmQrPrPJSO4JI5j3K2C6rAXkBGZdofSEibCYsPiZkRjVKU1zf7qIMQufq64S5OJq+T2sDBw4qDNDPM+jqMol61zzyuyd+GtbPvbkEY+BcM8HvQboPccmNMPNxhRX11N1YbQAAR98QgBUVushKdNFT+ODXxZiX34VIqxG1Lh8cNQSIsXIewkpTUnfepR6AcCH8/bhr22kvOJIUQ3x3PJU48ZBLcR9lIpK+nvTY87elIM5W/LE37q81oPiKhfmbM4V5eQOtx/Pz9whXos8z+OGyWvErnAsyqqYaz3gQ3mtB/dO3yhuosf435zduErwXTpYUB2U5Kt0eERTcr1StTop9hoAPj8PnpdIU4fQAemlWWq12evcG/iGux/nO2YAhTuAnT+SJ8SM/2lS/DjLgT/vAjz6BvyNCA9sUqnG5cOvG44jEOAxe2MOiqtc2HyAVWZodZEIroKMsJoQG2HBwxe0h9HA4aP5+1X7uDxSt9Avlx3Gy7N3YumeQrz15x5xTCyv9eDj+fuxXMMraEt2OZ6ZsR13TFuPH1ZnA9A2Lv5s0UEs2l2g2q6EbD4TUFDpxP4TVZjw/nLcoPDkCweBAI/1h0rE7/PDGvI5DwnqWYAslh//cavmb0ShFQvUFXTMpL47PM9jyhIynh5gPo8M3loyIeWu0z+wuxqtrPJY6brPVmPbsXJJsc6Mb6//vktXabGL6SZ411frUVrtxltz9+DvLdni9j15lfjfnN14ey5RRSlJ86ogSvujRTV45pdtmLs1D/1fnB9CaSZd9wUV5Debtvwwfll3HP4AL5IV/7YBeDCwPpHKeITneZV6ym7UI340Sr005vVvVx0Vf6sTFU6s1lF4Kz8L/S2dHj9K6hjLFCk699Ul4dYQ95UeLv9wJenWe5qhvLdozEITWL+sO4aZTClpOE1NzgU0Ej/1hvynezDnZuCLnmhXvkC2PRmKQUJRG/4pf6v4t0sgeM7r2Unc5oRNIn64WBgNBjnxw3vgYbx7rPDIOkixePiiHrDZgxv9shjOyY1ATdCeRAICmaRU/ETCIb7GWVsDDgFYDOSG0+h8DYAsbpwen2wC+2o5kUXSianW7cOoNxdj0meLEV9DJrxql082cCtrmr9cdhg+fwBbs8vw8Peb4fMH4PL68eac3ThcWI2HvtskdjVaub8Yny06iD15hJyKO/AjklEcNAMHQKX4KUCy7HFKDGGS4yMtWPfyWLRsqzCDrhQGoH8eAKYNBI4sCf5+AOCqAEDMnykyy1ZhLJbAKiz6U9xHZS+J8JSIrbytZiOacAXIgrqmHwDiUIGXubfxFl7WfJ5TED+0HMUEHziOEwMBlkDQIwHYfVwuqvjhVM9RKLM2bMYibINnXeKHMa4WWnS/dml7/HTfICx6egQeG9cBADC2Szpi7GakgLmvC7Yxx5c+By17q4uZnJIoGNQ2CSajAUnR5FpSqjSomTQ996wvVThQei0pAw+OU0+mWueGTqyUgHJ5/QgEeHy78khQDyaxy42PKiil3ypU9or+FnUNlkQYyTjq95FxLK/MAX/eJmDVmxi651EAwMiOhHArKiNjg4FXtHPXI368LqDsiKosi8LhkTrrfbRgP96esQJLuEvRt3CauI9yfGVf6w/wOFJUg9IaN3JKJVn5NyuP4I05uzFjvVy5QsvEKCG0/4TcW6Sk2o2rP5G6rH08bxfGvbNU1nGL3tt/bM7FsZJauLx+3DB5DZ6dyRCfCtw5bQNu/oKQ2nqG3yftgVEXHF8D/3bSNTFBKJFdfaBY7ID0wfU9NV+WFCmcR2FsEFt+ny7Fz4rXgM1fAFu+PHXvUXIgZOniuQCTIhh596+9mL/zBN6auwcXvbccv6+T5tYMaJAm3vDIt0irCVazAQcKqpAJefmOy+uXKegW7SrA079sw+xNOcgpdeDLpYdwwdtL8cOabDz58zbd91AmJrRQ4/ThcGF10LbilPjxMgbvL83aKVMa1RWzNh7Hg99txlKBuKLNPNgGCBVCgjBXUDtowdUAygS6ADxR4cT8HfkY8NICVDnJuLMvv0rTiBueWmDT5yRBp4dZ18L0UXP89dAA3DiYkPYBnig8MuMjkBxjlSU1/9yah63HyvDL2mMyTzZArgqpcvrw20ZSqmJiSLm0za+DKzsoemjWKsq6SzQWsusOlaC0xo1Xf9+JJXsKxbKgOZvz4PL4sWJfkbrjKD0XGvPboJcXiErhhm5T3pBgP1u1y4cXft2BPXmVWLGvCNd+ulpdreE/ARzXIDi1Sr2EeGtkpzR8cRtR+TuqyvEMPkAEaoN2pFMSbjlMN93jpXUj9tn9y2rcMh9NTUztD89XIxEI8GE1UFGhKh/Y+jUAYNX+InHNpMTpTuZQKJOtmwRvzdFvLsGPa7LxwT/7RIUkcBKx41mGRuKnvjCEl0lP4BWDRM0J2cMKxIh/085eLrPku1KMJLHUqywQRRQGUani82beIzOGtsKtu0BompoIk1mQsRmCm8RqwapB/HAIwC9cRkrCKYJzwcQFYIMLiwIX4W5MR0IkCZTvH9lM3C/GLqkabHCjyulDKXMDLttLatipT4jD44PbG8CkkifxdsUtiDSTQZ0OmFVOLy7+gG0NzWPm+uP4fVMu7v56I9YeLMH+E1VYsrsAv2/OxX3fbMK6Q6XYJ3RAyBOOc7zUgZkrdqHNugfwEZ4lJR3BoFD8FELuA2BSvj5Fofih8AgZJ8W1IuJ8qfwOVSQbGQepe0PKotvwMvc2+pd8B/w0Eanb35O/vjpfnMetJgPu3n0BZnB3QAu0hDAV2uWDNGQTiR+O/GuCH75AQCQJ2ElFLzhgF3xup5z40Sr/UPrGsBkLGsTllzvwwT979dUiOl296KJ2Yq8maNuElL5ZDTxaJEchymYWlTQGjkPb9GikgwkUc9cCkanA1X8AqV2ktwrwCAR43P21pJoIhn+eGC565GTE27Ho6RG4vC/xmEoWSMS4CPl9TD1+KMHQPKluxI9y4nv+1x2yxxzHqeqm1x+Wxrhatw+BAC8GUdSQ3eX1Y+PRUny26CDe/4eUHBZVulDr8snOjWTwTs4tG/uHCippyVNpfbM2AvFDVRteP4/SasFHhyrZBCLLIjz2ez3kHIUifmbfCHzUCpwOMXBeu2Rc0rsJ0mJtqHH50FQgYjNyZov7KBU/rVKjcP2g5qh1+ZBTWgu3LwB/gMdzAvFSXusR7yml1P+Kj1Zhx/FyWWnfJcyYmV/ukC0w/t5yXOXvrCz1omUGqw8Uo9LhwT9CF7niKpdY6nushCxMvb6AenEhoE5d+U4WXw2C7U/StaVzkzgAwMu/SUqf/q2T8O1dA3DdwOa4sLNUAhtjFn4bgXgXlbyny+MnzC5y9UbJAeCTdsAybcL/XIJRIwvFXgPDWkslTR1xQH0AHeJn8i198N3dA2Tb7h/dDuOwCLO4W9Ed0nsUBFkYbskuC8voVSuZxqlcJ4FImwnXfbYG906XVH6BAI/Ji6TvRomfBdu1E0LhIr/cKXoQ0dJkWl5FEyHsfEITBgaO012INoQygZLOi3cX4kWFsm9rdhn+b94+9Yu8DqBEYzuLWhIHJLqzcT3TcXVLdhnS4myItJpUscxnCw/ig3n78PQv28S58L5vNsp8YCLgQOzqZ2GBR6bGGlI8FU9XP4Hccgce/WELvl4uv06UY7bPH8BD323GfdM3yppNAMAH8/bh+slr8MRPWzFlqboEF0BIRWs4JVT/Ftjr5rXfd2LBzhOYtuww3v9nr0p9DgATT7wOfDVIfSCq+FnxBrD0JaAyFwbhvHfMjEGa0ExlQOkPmMDNx7X4Lai5NhvHUmN2Ctbnxx/gyQl1y0v8WZUKnV8BYNw7y2RJVnZME5G3HpbjS3Dr1HWYqUgOhYWfJgB/3ArUFOGxH7fi1ilB1HBoWGN2FtnFNZixTv35lcmlh77bjN825qDW7dNUFWp5+p2LaCR+6olw6y6beBUD6KbPZQ8rGeJH7N5lkgxai5EolnKdcEeQ1sFX/oov+BsAALMwXtatK8lUizdipmt/GJNdWtwY6078PImPVNu+HFYh+h3pKY1omdB4LBBNAzulsnXA0m9pgxs9sR0v7OiK82JJPXpZjRtrDhSLaoRKQTHQC2SBM7FLHABgx/EKLN5dgI8XyG9oumhbd1giL26buh7friJKGNpOkSpG8oSb/7Xfd+HrxWSwTEURLKGIHwWJ4DCThcKIjqno3CRWvX9sE8kkPDpD/bxJR53VciQwXriOioniqTOnDkiGHnsT2D9H/frqfAR4HmkoRPtpyaqnL8Vc8W9avhfQKfMTFT+c/NybQMrx6G/KBgR0Ad8UOVjHnS8GwGwmzOOm7dzJ+2qpRJTKIVPZPvQDCWbp4nHJ7kL8su64SOapoBPIuH0BWE0GPD2hE4xmoaxPZ9HeKTNW1rUNrgqgw6VA+wmqfb9ffVSV2aPo3zoJD5/fXnwcH2lBRpwdfVom4qVLuyDKZhbHnXbpMWiXHoNOwmKV4q6RbfDipV3QSzDtblpH4mfNweCG0yQgl373N//cg6eYDPTINxbjhVk7xGwtDd6dgioFkIiZCe8vx81T1sp8CSiZQMv2ZIqfELJlevx6e8QIY2PA7xHLfl4RavKNHI8+LRNxZT9CWFPiJwllGFv8qUTW7voJqNJYLB38m/wrGLhbFWWx949phycv6oQmCRGwmAzIBCF9zTbp/LHj63MXd8a0O/ojymaG2xfA3nx1296yWo84lmnhiZ+2YuFOObn897Y8ONxEcWlgFo1apR+1bp+snIQlbl+ctQMv/7YTuWUOXPTeclz64QrVa8NR/PA8j1kbjqOGJYPc1UB5NgBg0rT1+HNLaJPUcNAhI0amyHrqoo7gOA5t02Nw/9h2eH6clKzgqIH76rcJSeI7zYofOh6fqla09PsdO/3y/NOKmVfhwtUjARAy/a/HhuHTm3uLT/drlSgjfliyRoQO8dOjeQLaRHtk5+iSPlkYGEFK8VshGwBRKpZUu1Vt4h86vx0SoyxYGUYTAIB4vChh0UjWaZXjHCutxTcrJWUwJX1NGvc9hV4y5dYpa/HsjG0AgJu/WIsnftoqdAEl70vVqP6A2lCdHtNo4HRJhJP1IuF5Xre8qktWHJbtLRJLdGTw1gLWGPV2LXzeDTFbPsD0Sf0BENIhPdaOKKtJNr5Z4EH2CXJ+y2s9eGnWDmRvmINxR54GW151LWbhSv8M3B61SNUIxsx74HD7sfpAMQ4HaQG+9mAxBr9C/AiPFtfiwAl1SVuuECftzq3Afd9sRGGlopNvCOKHxmSHCqt1FVs8z8sSuxReX+CkWmvzPI9fNxxX+RxRsNcTTQweK6lRnWt/kAY4sMVJY+OSZ4HlLwMfZOGJ/WQM6dQkDknRNhgNHGo95BozwQeHx48qnYQGG9ewqluLySCqd3flVGDQywuwYeHP8L+VhM27pXh/3DvLxL9Z4geQdwyjiRgt7Muvwpwt9SB5q4XXBOk0x+JU+fdN+moD3v9nn/y+ProUBqGKokmCtJbq1CQWzZIiER9pwee39sXTEzrhh3sGwm4x4ngdDLXPZjQSP/UFF1rxM52/WjNgZsESP25B8dMqJUrcVoxEcaCvhODxE52Oa56ahpqnPFiBgTLFT1P/EbSs1qm/NtslpY+CpNjK66hPGMRx6sVFp+XXIkLwAlJmpCliBTWK0WKFQchQJpil92cXD1a4MQykxGyAeQ+Soqzw+nk8wrQjPFwo+Gtw5CYf3CISUTYTFu06gWdnbMefW/JkJTBX9krBoLbJqi5KSln0S7N2Yu7WPOSVS4FchLBAMyAgZvvB85K0nwUd/GzEqPv3R0fgr8eG4Y2ruuPLO/pr/jZ4JBe4fj5giVI/Z9AxjDTZyAQEAMWhW4IDAKIYTxhXOcwBN0ZjGTiNAfsJ7hPxb9qNjNchfvRghg9ef4Axdyb/7suvFL1J+oAYHI7BMgBAi0+j8RjIe3uEUi9KOGmVf7i8xIh1/aES+PwBDFwwFB9yz8n2pwvfSr3yIp0Jy+sLSIE4vWd0/LlGppaLXlYihmtnyul3//DGXqrn/u+GXiqzR5PRgI9v6o2uTeNl2xOirPjmrgG4ZkAz2Xar2YgLumWICo+MeLtuWaUW6L2lh9UHijFVLxsoYNGuAlWLUqfXL34mduGRU+qQBQP0Obeo+CGv2X68PKTRs15nprBBSXG/RzQudXnIQj7CQs5Di5Qo3D+mHWwcuW46c/vQM2cyUCPIhY8sAr4eonFs4RpyV+F/fcqwGJehvaAemIi/keoif08a2Qb/u6yDWHppYBQk7Pg6vGMqbGajqHLamq02jK1x+SRTZw1UOLyYvPigbNsrs3dhxBuL8c5fe2Vzl9Y89sE/+zDmTakclfVWOiEE0/RcKDvL1Qg+bVpgFT9bj5Xjnb/24oN/GGL76yHAhy1Q6/Zh+/EKWUnEycBmMWJ4x1TYLUZMvb2f2gjSzcx/lUJ20esgyhhK+OSuA36cAPhOMQEkJp5OcReSU0UsnSnYPQMxtYSI6ZgRi8RoK3q1SMT/ruqOT2/ujQ9v7A2jXxr3R0KjO9Ift2orR4+vAd5JBvb9LttsENTiNGlCSeb+reVNFZokRKBH8wSsPhAe8aPV0dGsQfwoEyZ5ZQ4VEULvd4OGYojC5fGjyulVEUB78qqweDdRQNDYzuMLiAkfGkf5NIh6Om9wnFyhIfP/O0nFjz/Aa17WT0/ohHev7YFBbZNxw+AW6h3m3gXUyjuowR9krln/ETLipXOSFmdDlM0kNiQBgFm4GQtwOZKirejcJBYLdxWg+d8TMY5bLDt39FppHu1VjcU8OKSjAAbFdmVueuGu0N5OFFuyy7HpSBm+FcjAggoSjxWU6/gfCXB5A9h2rBzXf7YGvwpdvr5ZcURmaD5z/XFc+O4yGUlRUOHEea8uxF/b9MmJUFh3qATv/rUXHy/QUOVBThgmoxjtbCXILXMiOcaKhU+NwGMXdsD71/UUVdaaiG0qWTJooF16NIwGDqmxNvgFCwxKnipJGYpFuwvwldAIg8atIzulISshQiQijgrz+KrVK2AMuDF17hoUVbpUnjS5igQnLQGsK+j9llfmCCue4hUJj23HyvGj4OHFQst3TO/9d+VWhE0E0uPKEkTfjECff4hf7suXdQXHAQPbJGHaHf3xy/2D8ffjw9C9WTwm9mqCVqnRaJoYqXuOzjU0Ej/1RRilXrlIh9MQvPNBNaQFf2JCAm4d2hIXdJPUH8VIErM2LljFevQYu1nsHsCaOweFyQaMeJX8HZ0ue2o2LsSmmPHhHUcHQ7EG90HtORCPCgBApN0uSdOpRB5AZrzExrKLmxSbC71zPoUBfnTBHvQWiIJyRQvOJtE8miZGYN0hqeSkdar0u947vBm6N5MvnLXgD/B47fddMrkfVbwYEUBchLAwXPUW8HoE4BIWAivfBKb0kYL/m5cCz9Qg2m5GYnQIh/jodKD1GMCsoczw6EyyLPFTshfI6EP+C4YIQdljJ0qQBL4UqdAPKGlwQYmfdK4IzSFJKR+5gCpTtAdmE3ykZE+Qdde4fHhu5nY89sVfGIslwnsIZsyM4fjlHFEbeRWKn9IaN16ctUPWotrl9eP5X3fgwe82q9rw5pY58N2qoyKJV6E3AWpksI4WVuDI+j8kBRIlBLwak8Lh+Wg7qz8uwnxpW0JrIFKtpBraIQWPXNAeX9zWF31bJsqeoxkJSjb1CON6BYC26TH4+T61HJkG1VaTMfQ1WEcs2Bk6gFROoG6v1M7W6wvIsm8y4kdhBh7giTx40rQNMqmyVkBAA7u6tK+XQTjPvI90dvjjkSG4tDsp1zQyseB1g5oj2hQkGCrXMNenJK6rAsNz34GJ8yMTBTDCh6e5j2D9qh8AoEu6HYNmZOE2TjANLpOIGVbxE2klx6PEz7Zj5bKSWYr61tbnlztlCwxlllkLJYwxOI2dDxVKYxh7zoIpftjgkF4bsjFf8NAqFowsww0mg8EIHyxGA164pAsWPT0SXbLi1DuxxE+ZovQmsS0QkUQ+24E/gVJ9c1oRfh+wZ9aZSa7oEUteFyn/8uqXJp2t6NFcGnOHd0xFrxbCGM0oeuI5DZIxbwNwjCGE/D7y31bBn6tQXi5rMAplwsL8R5NUyoYRmQkR6Nk8AeEiK1FN/GgpftjMf/8X5+OyD1fiFUUZiET8BDFqd3ow5s0l+Hj+flQ6PPh7m75ioNbtE4kfOrZTjx/Wl4be70aOk3n5sKWq9Vb8HF0KvMTBmyd11BrRMRUjOqZi+qT+mNirCWIjLHjvup64d3RbaDYzUZxL+Fy65eKozpclIFNj7YiymVHE+Oglc2Wwcl7caPgNkztvkpVu2xlVKLWBSLIFVGNxAiowm7sZ9+Ar2fbOCjXw3/UgVY4U16D/i/NxWBjHSyqDL4xdXr8Yc+3MqSAlhIsPypoCrBKITFaFTZVKi+pATilB4zW9WM/FEIZ/cjfgGzdpZDK8Qyqi7WZc3rcpBrZN1q/mMFoJ8VOl3RZ81QujYa86DGyagvQ4uxjX0ntJ6Z9IselIGaYsOYRjJbViWeR9Y9qiSWIEDhZW47tVR1EhlGTHgJwHp8OBCe8vx0ta5VsMSmvkv4XPT1RVobxsnvplG37bmIPLPlyJ+7/ZhLwyB574aatMTUVUfIIXmEt+Xdz11QZ8NH8/eJ6XxXq6CVgFFu0uwO1T12teD+W1HpVijFoKKOMdo5+sI2LsZrx1dQ88e7EkcFCe52ZJkThW8t9oltBI/NQboX86DyzwGIXJuM+98iev/h1TDTcjDxIBc+uoLrhzRBvZBVmOWHHy9sCiWY8umjtzIT6TyQ50vgp4iQfM8iDhlSt6IjomLuR3CobzuaViG3oW8UIHL5PZKplFuqQA6oe7B4p/s4ubwXmfoNWedzAUazCVewSfcE+jY6a6ZCrJ4kVarLwsKold7Hqd6N86EeGCdcanJTxGzo9oOonv+I78m7+RBO2LnwbyN0kLA3MEYKlbiY2m4sepKAlKaE3+Ndkl4sdTQ8gjexCiwGiVjp/YlvzDlyItCPEThwq8iLcxBJKZ48/cJADAjYNb4Mr+RGli0CF+lFmpExUOLNpVgPfwAl7m3kYUasR9fDDKvAgirSYcKyAEDw8OdosRW7LLMX/HCdzHdB9yevxYuodkFpXmeavmz8ANi1ri0GGiTlG2KRchED88z4ukQ8Efz+AT7ml044VJlao1tCT9gux3ICcENtfOBSZt1Xyrt67ugSv7N0O3pvGye3zWg+dh+iTiBWEwcPjhnoF49zptU1ktaHWKoqZ2JiOHzHj1guB04/fNuaKM2evnZRO0luLHw5g7s91NKLTa09LzF8zQcNuxcnyo5d8AyBQ/ZiOH1Fg7OqeTxZiFZX54Xlf9pQtK/Gz5Eigg18foNnbMuKkl2R7wAmVHgEpFUMlccza4MePePljZ9H/A10MBALHCmHS81IHeLbTHuGibnBDKiLdr7qeEUVHqdR++xDrufN392cCWXt87j1eI29h7sMalr/hhgzqqTtCa94qrBDVfPbOaLOxwwWIywGDgNN8LAOBmFv28H4hvKT3ufLVErgPhGf6ufhuYcTmwd7b+Pp5a4NsxQImSSBI+Y3U+MPtmbQVqKBxdBlTr+MjpYf2HwLKXgA0fh7f/8TXBVRFnCHq1SMCF3TO1n1QS/iP/p97HzNxTbycCn3YkMQGgSi4YhY6wydHk3qX3Z0qMFe9f1xPdmsYBANJj7ejXSj9u+eD6npgiGMkCasVPfKRFLEllsVtDIacsEaL3vjGI4ocayc7feQIv/7YTr8zehaM6pUYs8SMuFoWxnl1M0r+Vih9WBVhvxc++PwAAfPYyAERZ/8ZV3fHGVd3RPkOjFF8znlaMDT4nKT3VA8/juoHNARBi7oJuGZqL7iurPoZ5/v0Y2FYaQ1jihxPi9XizV1V+ZxHUp2NAyjLT4+x47uLOeFRoQHEy2JpNYlBKPHAhSr1cXr/4C/n8vOZCn/LcLPFP53tluWNdwPpDAYDP68WW2e/D5xWsHHRKBzuqbBg0xv/uNwOTNgMxWbqKH5PRAEzpDcydhPRYm9hBOVi5JIurP1ktkrIxNjNSY2woqHDh04UH8OlComKi1RNUDUaVVHcOb40WGo08lARJrduHqUsPYfy7y4KSP8v3FuHtuaSaYE9eJV77fRdW7CvC1mPloin8ocJqUaHkcEhjJJvgqXJ6ZYmZcJM0x4XE4SENBfoFby/Fhe8uEx8fLKgSVYfiOKFIplhMBgxpnxK0VXuzpAh4fH7duORcQiPxU1+EUT/hhgUegzAZmxXBdnJH/GS6TizvAgAktJH+bk0CbB4G8Sb3wqxZmywqfiKSVM/JwH4GXnEcg0nmJ9GQeHKEYHJsNEuKHyaIthmkycQGF0xG+UKW9U+5ZqC8tAUADD4H0uLkv28Ce4P7XGidKimvWEVVU+RgIv4RH2ciHz14qSsN7VIlIzhiicEujq+WB+QVgiKmHsbZmkQRo4oCAFz+M3DXNiAigUxAFM2GqomjKEbRZTBKGVzhGktEqbwTlQJNcAIXcEtwLfebbPvQDim4ZzQhj165vKuuEkC5ndZUUxNkO1xiUNm1WaLMkLxNWjRKK8gEx4NDYpRFDBYHYT16Ct5O+/Kla0jZTeBqkMVUF5DJq9LhEbtKFVVK11Ot04ltx8pxw+Q1uHUqMaZL9xLFhtjCXlT8MIs5WiKmIFCR3hOwapB4Gph6ez/MevA8ZCZEiOo9AGiVGi0qOsKBVst2qvgxGTg8O7ETXr+ym2qf0wmeB6YsISSc1x+QeTaxZXzHSx3Yl18lZnUDAeLdpYQy6xsI8KI/UDBp8l1fbcBPa4+JLXVlgZGRjBmc3yUauTeNJb9tYhTjSeb3ok4lNjlrpVKwnT+JpaDDWliRaWDuwY9aAd+O0j3MRPyDpp8lwpyzHDi2AvB70bN5Aqxm8lmHdUzFsufUr1f6PLVMCe/6VJZ6UVL/ij7pmvuzgSRdwO1h7tFjTP18rdunKgekKK/1iIEclbJT+T3bpaOknBx7S3Y5Lv5gOQIBHq/8tlPXQ4tCs3UvXLCYQqh4WcVPQmvgvn3AiNfI4yb9ARMz5zjVpXcq0HKxmiBZ7qNLgCMLgXkPaz+/9n1g+zfBySMt8DzwzXDgywHaz1P1qlKNJHhUhUU05W4g5qjLz3yD6E/HxyK6Skel5WGIn8y+0vzPglV9uKuIUo+WBSnOr8FIxvY+zeMw4/7BiIu0wAo3Eqx+DGybjM9v7YsVz4+GzWJEZkKEqOT55q4BuH9MW/E40XazbCGTrFB23nReC5zfUVIMfXWnVG5uhE/Xk5E875f9qwWq6rSZjaI59YlK7eui1u0XCRu6AKcKjVqPT7YfQEZXt88PK9x4CJ+jskwaJ+ut+BGIHL+fvD4oyRDwaxunOxQxk8+lLv9SPH/fmLb4/p6B6JoVh0Ftk5kSLPUcQsv+ACn2BIA26YScSLGrFT/iawVlfYzdjPE9MlWNH04GVJ3m11M3CXB6/KgWYj1fgJepQCl44XtXMCpO2tmK53m8M3ePpgcQQIil+TvyxfHbw/gCUUUPXZrtnPMeem5/FNt/JWN05sbn0BPb8fiFckKsg5L001L8jP8cSOlE7n1nmXxMYCGMjxO6JYpNb7onefC04ROVr18wRFiNiNCIAanih4oB6DwZE2GG3aLeX9nootbtw1fLSXzLWlqEAp27f1h9FPdO34T1h0vg8gakrrsM8cOSO8XVbtnjcJM0NP7yBUKTMDdMlpLTYiypIChDNuYBcPOQVvjr8eGhuzefAzj3v+GpguDx4+L1GUQPLPAZBUJCadTLGWFUDjBMByBc8yfwLBn4P8VtWMv3xjr00myFLSp+onUyVhQmRkqsQfy0SJUPgAeiNbwq6gGLWyjPMVoYxU+FtAOTPR/XMR4jOzF+NJAHH+kKOTQAwFOjYnITbMyl7XOB4zh8d/cAfHvXALx4aRd8OrAQcWYfvjPcj6e5D0XFyU34GS/jLfGlEVqDNR30c9YQTweKimzhA9djwtUq9XIJC5hWY8i/8a2ANGEBH5MBDH0BiGsO9LpDfm4B4LbV8sf0fAuKn6cyViPLrN/OVa+9u8cXIKtxdzXG5L+H67tqnA9A7XmjQASkUpLoSLssCM2Is4uZSh6cTC79HvciPuOeBAD8ukFSR/yxWTJ4NRt4lcx27cES3DB5DT5bdBBXfSgZlk5esBd3fbUBhwprcLCgGs/O2CZmLcXJQov4oQGQMrNvVI8Hcx4Zij8eUd9LXbLikKnhy1BXaBE/lNxslRKNrMRI9GJKBga0CU4QD+2QEvT5k0W1yyvLBJYzwcDjP27BzV+sxd48gfjjtbOGT/2yDTzP4/rPVuPntdmy7KGeuSNbLlRY5cKaA8W48N1lWE9N3wXy1eRzSJO/4LEj87qoq9pnmqRohKscaHYemT9clersISUDACBSfh56cLvk+zpKYTUbMfW2fnj9ym4Y0yVddi2Y4IUBfjRTmL6q5h0dsN+5PzaLfz86WsP/AkAxE+TThSBrILqHURrUun0i+ZeMYryO1yQjeV46V/Rfyj/QlsYAUF5RIb1fhQsnKpz4e3s+7vpqQ1BvgDunbcDE91eIpWIAWWSFzDYzKlV0vJyM84OfAm5ZAbS5QO77xxI/m78EDvylcUDhPHiqgfUfa5d8UWKZjjOuSuC3GwGHostidT6w8Knw268Lnetk15vW88rFKZ1HQqmL6WcCgILtwfc7E/BJO2ByF+3nPEzWOWugnOCj8GkQHrT7j4L4iRVKxm2cB02TIlHl9GIOrsOYxWSc4DhOdi1+d9dAzHxgMNqlx+ASxnfKZjbKEgRdsuLw4Nh24uOr+zfDkNaSh2SHDOnvr/EAlnMTtb8vwvP4oVl5u8UorpVzmFIJ1vun1u0TF/curx88z4sLQrnHj7CPhxBFF2IhruZ+h32dpLKqj+LnkwX78dtmEtNQ4ifoAs+jUBpc8q3wRYrU+9HrXAteBziOQ+vUaFEFSc/Zy+OyVLsnMMRPBFyiOrNlItlu9Dt1yTgzR347s6BO1VICA8Al+Es3vlMdUzgWVa143MFLhFxePyqdZMz2+PyaqhI6zJXVerD5aCk2HikVFUVrDpZg1sYcVVcxh9uHb1cewWcLD+DFWTux8UgZqpxeDHl1oeglQ68nmiTghTGSry4AeB5N9n+Bz7gncV47aV6dPqk/mqkaYCjmx4umSPd8rHDOji5BMHRNs+Gxsa0AAG1K52EiPxejsAIxdhMuVvg4aoHjOERonD+l4ociLsKieb5LFMQP2z1w0rQNIT8HRZlQMpYt3PPL9hTKVXhO6X5hFYXFVS5Z/MaSQOsPl+COL9ej2unFwQK5fywdO5Tt2IMZVANMExiF51A4xI+u0vccRCPxU09wgsePC/rEjxsWBDhhIFcqfiIS5SZiBrPcN8hoAoRuQjnIxMN4DU7YVS2sAUbxQ0uB9MASEsoA0WACpzCsFsvUThY0S2JgFD9sEM0spEa1i0GsTX5Z3jxImiCzosnk1rslU/vurYUyQDWxEmchKGuTFoO26TFA/mb0WnsT5vX4G1aevPcjmIzFuBRJKEcUJPaazbqIoG3WC7ZKcm5ACqIbSvGz9n3yb7ebSHmePU7+/PCXgQcOAdZoNeEQ3wKYSGu+OWm2FSauqPzlsPv0TVGb6gQGbo8PWPQU8L8YYO17sO9UezoBgN0UQG9sxQiswGtXSGoTepYi4RADGLPZIvN2yoi3ixNbTIQVXbPC87uhMAQ8KuJn09EyUc4eYCYFZRC1eHehaKT47IROwgGF4FpL8aOE0aLalBJrQ6qiFLEhobVgvaBbBta+NAYpQmvRWCb798H1vbDi+dGY88hQcdvnt0olA/QkRdnCVx0FQ1OF90R5rUcWALCZP7pWoMaQPLQ7um06UobduZU4VFiD/5u3X6aErNXx+GGNjgsqndgg+EUdpOSEoJrjfA4pUBDHJmZ8qSvxo0RGb8AWS1SPQYwiQ/p2CYFt2/QYFVneDbuwDBPxIZ5FVmKEpF4DZPOO0hycBXtvPMhNlZ7QUXsU6XgYdMiIgYGDTIlT45Ik4Pfga4zkVmEYVoklujRTTANOui9rXllRKQ8WDxRIJBNVIxwsqMbkRQdFIsjrC2BnTgWKqlwy01xa6hUUVPETnQn0uJX8bTASIg+Q+/qwxM+fdwA/avjn0dXyoqeAfx4ADs1X70PnaTr2bPuGlBrTcmOKhY8Dq98iPibhwK0/9gOQ2tIrySj6mDMAzgrtDnYUSp+gTVPkXjj/JrZ/Byx6Orx9PTVAUntg9DvAyDfUSRZAu7SPzhGU+HGUAb9eg45x5NpuFk3GrJZJdsRyNbC4S9THADEdpx272MWd1WSQqQLsFiOuEcqKAAA/jkfHP6Uxni0vbstp+JAxCEvxUyopfmh5DavqY41Wa90+cXHv8gbgcEtm/w4Njx+n1w+3zy8ST6yHSH1ahn+/OhsOoctSIBzFD73XO10J3LsH6HIdAE6u+gMI6ROU+BHGytKDwKEFAIAo4ZzF8gplotGCOIXiZ2j7FPzxyBC0ShDOs8+JS3vKx3ol6HmOEBQgC3EZ3sGLGIXleBsv4UnuY3yJh3A1fkMGtEs9L8Zf6IvNooqWqoxcoYgfj188z2W1Hjnx80VvYPOX4nxeUevBvdM34f5vNokxAF3w0zLAu7/egF/WHcMXSw7is0UHMWM9mS9PVDhFSwbajYrOEfS64gQCJ8DzsvUOawOhWeLHJsUnfkUSqxRU7feTumOrbE3ldYDzy38rH0z48o7+eGpCJyx8agTmPzlcfQwGERoKnliF4kfcHmHWJH6UDW3e+2uv5nt1wl6Zh6ce6Hy843gFKh1eUfHjdknj3z6mw2hJtVvmucTO3y/8ugM7cypw7zcbccNkeXdXei6pegwg51zp86gkhqiFAPUIpfgvqHjqgsZfo57ghIyXB+qFHoUbFvCUzDHZSeAw6EmyiLfFipNl7T1HgMfCMzULqvgJRfyw0FD8KA2r1yTfEv7xgqGWEj8maXB0axM/8DpV2ZaMCOk7xwYqsfiZkXj8wo7SDp5ajOueid4tEnBpH0JsxJqZ30m5UKsh5UYok7IKV3B/IpJzIB4VsHNu0dRQRfys+4i8zmAi2Z8Dc4FUgdg4GcWPlscPhVagSSFeXxr7sMek59sS3Gycoim0WyTzXkdY/g6pUUZ8wj2NN7g3MLBNkopNj0StGFSmxkXirvMktVpmQoQ4sUVajYjWMK1locyMmOFliJ+AShFjZNRIwUxrLbxw7ulvp6X4UUIrG3yKQQM9JVHDBvpKIzuLySCSQoC8kyBd6j0xviMaAgPaJMnM1X1+HruYDl16pocACdqqddqg/ryOBCpRNpNI/Bg4EiC8PXcPduVW4FhJLaYuOQR/gJd5dxVWuMRA458d+diTV4kjFeQYdrgksomOHTwP5K4H5j2ind2vC9K6A9ZYsmA48Kf+fplhED95m4AaeRY6Ag58wT0GExdAH24bBp34DH9z1+A2fA9Antm6x/sx5llv0zy8brZf5/vreQa0SIlCk4QIrD1UwuzrEUu9AkIYYkRANPqnxyoTFgRUIs4GkZVV8kUY29nscFGNYAq+Ht+sPIINh0tRWOmU+UUt2i3NuXa4dDPkIuii74GDQGIb9fPsvBVOqZcys6xFHoilVcJzweYJIOy2urLEixZCKn44opJ5P3T2WsTcSdod7/4NzL4RWPVmePt6akh55qDHSAIvGPGjmhc4yUdp/UfArp9h2PkDeUbwDrqjs8Y5O7yQjDfKozHjuM1slJEXVqFUcc6jQ/H348OAg3+H9/00IBE/+uqanOIavIB30Mq9XbySjzOm/hWMp9d3q46K6j2v24HSGqbcWsPjx+Xxw+X1i2OD1yvd9wcZgjcQ4HGkqAYbDpei1u3D1uwyPD9zu+j3woIuUv1CDGoJpgKgvj0dLgOSOwAGg7yV+w2ExEHl8ZCKHwDAx22B78cCYIz5/Qrix+9Bq2LpnL1jeQd39LCQpBGdh9xVGNZW3/DbAL84vtPFbjRXi/O49XiN+x+GcEShHstV4yFuCt7Fi5rHeYr7GB9xz4qPJeIneKmOy+sXx+rSajfT6ZEHTmwG/rxDHNNZBW65ogSIKL78uDr7IRz+5wOV6e7R4hrx9fT7SgoywRpDIAXyyhw4USaNd7KEu7KUiOflY6hd4bGlVeZJwY7fPiczhhI0T41FU4HAjbabReWfHuzW8BU/sXYz7BrK707YhwuxQHys9PKimMY9LHp4hoPCKpesbOtAjhSDHGQaOlQc3QLzIXJNd2sah1/WHccbfxDlMi3LoqrgR3/cgv0nyPej57K0xg2vLwCnx6fyJnN6/OK1RFHt9OL1P3ZhysLdsu3hKH7+SzjplC5HZCKbAOTxPH9ybaHOIvAC8RPQMgIT4IFFkn+b7UBv+Y1FByxrYjMgzAvTpan4EQYQrWBUD8r6ZYNJ1aL+hL0Druc/w/fcPeEfVwtU8eN3a3b1khM/DnU3KxczQTpKEJnYWr7Y99QgPtKCT27uA48vgKaJERjb3gAs1Dg+fQ9AW50BsjixwQUHIjG8VSRAk2O7ZgDzHiR/N+kPHF9FVD6txhAyqEogS+qj+Gk+DNj4GVkQdroS2MJk2IMRP1r70BIRTeInChj0BDEWDYJh3BrN7eOtazW3K8G2iY+wmrDy+dH4Yskh0G64EXCKvj4G3o8LOiUAq8hzwzukIqdNLHAIgN8bcoKMspllfiEWeMX6agvnReesWGw6Ii3ETArvEl3Q4I/WC4dU/HCSOug04+ObeiMrRNnYlNv66i5u6faOmbGiOqKhJkuLySh2rIm0mlDr9mHdYYkEoASOFnx+Hts1PH4AqQOI3WLEeMHsLz7SgtIaD37bmCMrC+rSNE6mSCmodInKoMOFNbh1yjo8O9iMliAkgElL8TNtEBm/ut0Y+kvvmgG0GK7tu5bYjih+9v4GgANajQUOa6g9koTOeZZocg0qCZdt04m/izUGuPAzIKULkNYVt/RLAhgVd9t9RDl4B/c9pvHXiQkHADBv/gxxOl9B15RSR/FTXO2CycghLdaG3DJpn4w4Oxxun2gGCwA5jDKALsg48MhMiMD24xWYtuwwerdMFLvJVDq9OF5SixzmGDU1VQAkJd36w6WIsBjh9gVwqKAaC3acEMeFB7+TStUoNh0pE7mXHulmVUmcCu5KMraHGo9tcWESP4rFqVYJHjUW9jpI6RBbWqx5yCBlMMX7SFfHqBS1coHCUwu8EQW0uVA4nnIBTR9zUtnLvjlkju+pIBDFz3KGSej1/DkA8n2V58FTI59LNcp5xblB+bumdgGKdhNCSJkUEEg9cxHTDGD1O0S1dUjwHXxJv2TRZjYCgQBaIhtH0Fxc0IrdwUy2eqsTwyn1clcXYRy3GDW1WdgTQ7rlsN0cX/hV6oC1kyH6H93SE2XV1wC4CQAhc3meB8dx4ph8oKAaf2/LR6KQwPF4pPn2z6156N8mCQt3noDdYhLLP9JibWiVGo3VB4pxQfcMHC6skbVlp7F6WKVe9DxamUQZVWlaY4FmAoFZmUPudUs0mRuU5K3ycSCASCFBY/eoFV7tV98p/h3hLQUmtyIKUer/mb0saJllU+Ti8cKngT/6AIOeCGrGD8gNpINBLPXyBCd+nF654idXGK9ZooKS+qw6LLtYfk/mljmQW1qLodxaDMVa3OK4Svb84cIatBdKF5XET43Lh/xyBxxCSWCNy4t7vlwN0QWNJWR8TrnaXmlendJJ/jg6A7pgiX+vQ3Xv3dI/lfyx40cS78dkoENGDHjIVTIUWrGapPgh56EJ8nECqbqKn2ncQwCARfxQmZ/si3hbVtlQV9S4fMhjuh9vPJAHgJSZ7j9RBZORQ1yEBTfsJNefyTgf945uizunbcCcLXnYnVspKwUFiJH4TZ+vxaKnR4jNWkpq3Lh+8hq4fX5Vl7qf1mbLOrUBhCj6e1s+UgIncK8wjNs4r3YZ14ZPgb/vA551qCtyznE0RGT/IABt/dg5DKr44YMENSrFjwJGoYOIqQ4LLKXi57eHhmBcb2FyO1nFj8aE4kIYpEMoUMWPp0Z6X51SL0L8KFhpNjMnkEiyX53pumExGXD1gOYwBZgJil2oBAKSP4IG8ZPIEZIpM0IoKWvCBGu/XgXEtSCT/nlSNgQxmfIJoT6Kn/YXk38HPAJMmCJ/LiziR/icbcYBdwmeCnrEz+i3oImENoDBjP3Nb9d9mwuznw0rmLRwzAQaCMBgIN256HmLhEP09IDfLe9eZDGiTaLwG/o9GNslHa9d0Q39WqozXR/f1BvvXtsDz0yQJuhIk19U/CRbfXhuYmfc0D8TTUACxCiTNOEEJX4oAanl56Ol+DGatRdvpwF9WiaqDM6V6No0Hm3SYjSfMxkN+OX+wfj4pt7i0i7cmucbBrfAkPZS3bzyJ7CYDEgV1EUdMmMQYTXKvF+UGKjwIArVepRVDFGSUPnZpyw5hKPFNYiymZAeZ8fhomqVCfShckFefl467h4lBNqs4oeS1rWFQT8PADJW/HCh9iIzvoU09gx8lHh1KRHThBDKnJEs1pUm4gAhfQCySPnteuDz7sDWr3FDP1IK4OPV47kdLqTF2vD5rX1x/5h2qudZ6C76XBV4Y0IzTJ/UX9ZJxOfnEWExolmSXJXSNCkSbdKkBZTVbMCSPdJvSBdkRgTQLDESrVKicCC/HItfOx+2yv1olRKFshoPrvx4FfYyAXJtjXyeOFZSi8HtUpCVGIHfNuVg+b4iXN63qbwsWMCzEzuhT0spm3tjvxR5JlgLznJC6ujd4/fsBu7YSM4XJX7YjlafdiZdriiU14azDNj5M7nWPA75Pl4H8M0IeUJACz43sOsXQjxS1BQBH7cDPu1ADMQDfmD/H9Lze2YBC58kn5U2KDgoeBL5XMD8R4lKdstX0v3A/gY/TwTm3C5939KD0msBAHz43kOh8OMEQo6w4HlgweNAYfDWxiLy1SSgCD3VFTuXsvNxsqCK/PNOclylkqrZUDJulOxTE0a1RaTkjC2XW/2ORPpQHFsFLFUrM2xmI7D4GfzI3SXObTJoxJxq8JoecXShH2HWvyfihG6tBl+tWJJRXO1GcxxHOgrE7D0LqqROOPgTAGBI+xTsy6/CJwsOoNrpFf1hAFKmQgmDGqc85nh2xnYs21sk8/woqJTKNx/5fgs+XXgAy/YWYt6OfOGbkvFw2R6SMLCGRfww8yX922Ql/0Wmks6uOWtIDKhFCOauA7ZOlx57qsVSL0NltrQ9vZf+Z8nfBOz6SXocxF/mbkxHK/cOYOs0okYPAXcQqwoWVPHj9hA1/O+4AaOxFH8+OlS2n9vrF8u2eF5q3c6WJkVaTeiYGSOLAVhiECDE32szpCRjgaJra26ZQzSAPlhQjYW7TojEz67cSlz6fyvFjlAm+HC+i+k2zHZhU97vCm8YWedGIHhsz65baouAEsWy2F1N/vvtOmKsD+DrSQMwfRLxHp1x/2DZ7pGKUi8TvIjkyOe1wItkFONX7lbcg6+QGGUViZ/z2iXjtqHEXyjAk/u3E6ROptcPao4LuCU4j1MrCsNBJ6ELGqu8Y7sH5pc7kRJjw7vXSp1pk6Ks6No0Hi9dRnzU9JRHADDqf0uwSehWdriwBsdKalFQ4VK1dp+69DC+W3VUtm13HiGUWCV/nFFHob3sJfKv0i/vP4CTIn44jmsC4EIA2kYf5zIEQicY8UMUP8LNq8EoGjhOc9INBmW3n4x4O+x2IfhuYOInKdoa1MMobFDFD3uDsaVeSqY8WHvMssOAq0pO5mgtrtjsOA1AHWXAO8nAX3eTx0HUGZOv60g8UJQk1OCngFuWA63HStuiM8jET1EfxY/RDLwYAIZpLALDIX46Xk7+Hf4qEC3UgLOG0fR8ay0gKTJ6AS940G7CU+F95iBIj2Z+W0Hd1S1/OmI48ntGwiFlm3xutZqB1kf7XIhe8xJGpVXhlYslRZvJyKFjZgz6tExE2/QYTOgmEQ+f39gNQzsRIq5Hhhlpx37FvZv74FfuVsSgCk+PlzqjZMSoz5WYnTq+irRSptcqe51pKX6CZdvPAjRLikSk1SRL8n9+a19VtxglJo1ojWcmkIX0RT0zVSIBq9BKs3eLBFzcKwsdterqGfRsrl6oK9E2PRrPXdwZtw9rJdtOFZF3DG+NFy7pjMfGdcDrV3bDnrxK/L0tH6kxNozolIpV+4ux7pB8wv9nDxl30iP80jgrEj/MwjVYFyYW+RuBb0eqtxvNUtv2rIGkUxALgwl4JAewxwNRaeRfs10an+0av09MFlEhLn1RCmYV5tAAMLXdYtzeNYDuKRyuG9Rc3B6NaryMt9AL29C/NSFEdEnRHy7AiD87oH1GLL69ayA+u6UPRnYi2Uyfn0dzhgyywoUuTWJlpX43nycF03aLUVyQ2eFEWpwNL1zaBckowYXcItyYth+X95Xk9eN7SOOsx1WDm4e0xD2jpHHh2Ymd0DEzFpUOL6wmA+4b3RZN4smY16N5vBgcj+ueiY9v6i19jiAdjkS4ysm50ENKRyCzt5z4YdWrxbtJuQ+FUh0y53Zg1jXAzCuBNyKBg/OAPCE49zqAwh0ICU81SZSs+z/A6wJ8HmD3L0DpAeH5GmD+I8CK16TXzLicKED3/Apsmiw/XuF24jX3eXdgzm3yz6+FBY+SspbqAvmiKpjKpi448Cew8An5NkcpsOZd4Lsx4R1D2ZmJhVYJXDDiZwTzO343Ru2d1FK4/wu2qxU/h+aRkjPq5af32b4+D1j+CjmfDExGDtj2NQCpBKSuMMOLL+/ox2zhcTV+Q4LQISo9msMt+FFK0jCg+5h8tbKyj5+5OzGbu1nz/ayK9vKPjeuAi3s1wQ9rsjH6zSWqhAAttS+vcYLjoBrvQ+Gpn7fhpVmEEBTWwKipFVQoQUu9tIgfYd6ipL2rgpAr+RuBJgNUVgkASKz5B2OZ4CzDo+M6YFiHFDT1HiJ+YS/4iV9jKFiiQjZwGcqFp8imcGtYVVzURT3G0bmAC/gRjwqkccV4HJ8iad3zaApJWVvr9iO3zCEaiVc5vbi0TxZSI6Sg4Ip+TdG9mf4cT/3qqkslUo8tC2ubHo2iKpcs4fP8zB04WiyP1akJ+DXcbEziGE80dkxWjktsQi8qrW6JPPZY340B9s+RPz//YWDXz+RvOh4LaJseg6ZJkZg+aQBmPUg84+wWIz7D47gapLMu7egFkPu2mZ2835XJ+2EyGmA3GzEI65FkrMJtJx5CIkpxBMTDrztIeZXVbMB9IRI+LK7qL829NJlG47MDDLFL72tKpqbE2ERFFgAkCyrEjpnBY79bh7YM+nyTEKp2qpxiicZ4o073Mkry6alfz2GcrOLn/wA8AejrQTmOu5PjuE0cx20qLg4y4Z5tEEu99H9CN6zSZKBBBhgNgM0c/ilolhSJt6/prn6i4xVkwR+Zqv3CNI3X2BSDO0v8RCQBd27CHcNb46GLeoT9+XRByROW+GGzc2ywo1XqxWL+w8DbiXJCRknOAHJVCv07e6lcgu/Ub/sbZXATDxTlsWkAyE4I0RnShMwZST14faA3yYTTQSWjF5GFZ0gsu6biRys4oaAZQrZVfD1h8DO/f20R8NsN6LHvVXFTBJy6ih8A0jnzVAMr3wBm34hYkzSYL3t2FKbcxgSsjOor0QbEWMlv1jvDQoJr4Xh3D0pBn2bShDSuSwqm3t4Pvz8seU9EQvgsh+aRVsrHhRo0WamXhjfQWUj8PHxBe3RrGifbRku9OA7o3iwewzqScYVmepQwGQ2Ii7Tg45t649mJnVXPm40GdMmKwyc398GozmkhJ//OWdLniRH8naIV/kWZ8RGkZW2kOnAFgMwEO8Z1z8Tl/ZpiZKc0oHaovQAARuJJREFUpAmKo+QYG67s11TslsKilnZopNcSSzCz8nDq2UEJmPOeBVK7an+ZPJ3OGdQgPrUbMfJnM4tZg6S/45qRcd1kJ8T+w8eB+w+qj9dsCNB2PFCVQxb9AEzR6vmg9YFPYJncgSzkGSzkrsBYbik+5Z4SVaXBFD8AAJ6H2WRAz+YJYkmFw+NHi2Qy7iSgHP/gaqQVLUYX7MFD+BwAcPMQ6bt6fFJL2CjUIjXWjmZJkeLYMKK5Ee2YAPKpiyTfKSs8aJIQgWsFQ9u+rRJhNRvRuwU5LzF2M2wWo3iu4yIs+Pm+Qfjwxl5qNZtynD/4D3BA4ZHiLNcm3ZSISJLKoI4skj/HljjrBZx7hOz0DxeQcj5ANr4FhbuaKEjclYQ8+qKnOqOpR97MuQ3Y8In2c0rFjk+HKKMqA2epgvjRmKOPLgNe4iSFEEVtsdp7Q/meHubYNElQUwAU7dH+XCy0PgsFe37Y/WXED0Pg2OLk+ymJo6yBRAlyYrN21zaA/FbhoCIbKD2In3E7WuMI8fsRrrMo1BC11W83ktIyQK1e0MCELoliibAJXozHAjzETUFXjvyOceXbMIn7FrfgRwBAS8YLrolV6OrFO+H2aY8VP90njWXruPPxMidXGydEWXDjeS2ULxMRIRA/Br8bydE23D68tTiW1xXjuyQDkBapQc2daQzKEj82SvwI57/vvaRL6pWzSOcnrZhAiRlXIDMKePPqHjAW7yRdWg0GdTyuhYhkdZKARYsR8sdhkBbKxG5fbMGzu/rJtg3tkILOGeQaMcKPLAv5bWK4GnBr3sXbkEirw4XVcPsCGNQ2WdzWMTMWD46QYspOTWKREUSdPKhtEs7vmi62p6fH6JhJzsXANsnwB3gcyS/CHFyHgSDkODUeptBNylOPT0Bf8TPkOeB+OTkjYsy72tuDrVso/rwz6NPtM2LETq8RFiN6cjvxEEcqAFjixwIvzLQ5ikBgtq1chve4F3H3watgOPgXbsIv4hzeBPlolRqF7+4aiHAQH2nBZ7f0wUPntxe3ZQlNOno2J9cqKaMmv/HEbkmYdkc/8bOnKLovm4T5NishAvePaQstPDC2He4c0QarXhgNQFJ+J8dI16hS+KB8H1o+xpYWxht0zgsl+bTG/HMc9SZ+OI4bD6CI5/kgulmA5/kpPM/35nm+d3JycrBdzy5woRU/bpglVYnSUwd1V/xc0bepdnegjJ7A0OckwqHJAOCBw9Lzd24GXlBMStf/A1zABIAGk1RudMMCIKMXLCYDRnUPkWFJqycxxDre/3Kp9Le7MnhgBpAJNpfJbGgFxTLiR1i8KTuelB+GLqjqSEX8aPhARGdIpV71KfMKhfqWD7HBaguhg4DSrI4F/eym4J46YYGdXHNWAzu+lz19NzcdIzmBUPG51b4hyoWF0SI7FybeJy+RZLMtfjdDHMnP3yXdEmVqHSN86JIVh7Q4O166rAseHdce3dIUSjC6QGMnCK1Sr7OQ+LmqfzN8cZs80KNlWVSSfs+oNph2Rz9MvqUv/nhkCOIFsmX6pAGyhbgS1w1qjq5N41SlNjSAYIkkGkwAcqPpJy8iJXx0Qk+MsmB8j0w8Oq4DAIhmiRT3jGqLW4e2xPAOctLDKoyzA9skITXWjhn3D8adI+QKST+M8Bss5HznrgfejCWdkgC5Io0qfq7+A3jODYx8Dbh7u+7vICK2GSkHAiQPlbjm5N+7dwJPlAJPVUrGoQDpKjLuE1Ie1nQw6coXkQAMf0Vx7Cyp7ISSBZFB5lu9Nt4Ano/5Cf/HPY9nDCHUHUzQ3L52Lb64sgneubYHmgvtcftaDyOCc4ErPwLLN0NwNfc73ry8g8yg1h/gRZInEg6kx9lgMxtFNaDNUya7Hth73go3kmOsMBkNmP3wELwnSMt7CcTP2K7pAKRsI8/zSI21o18rDd8l5RzywzjgxwvlC3lXeXgLtKg0Qg4W7SbqHRasIqQumcZwxxZHCUmkuCrJa4p3hy9l1ypzkj6A/KFeuS8bTMtUuUzwXSo0Vdgzk/zLtrqvPgG8kwKsktp3i2DH34JtzLGZc/eZwpNDC8HiC6Vi5+A88nvqKX7Yciq/R/16eyLQ+nxg0xek3KuuCASkGHL/HODv+9Ccy8UbeF2mAIpBNVBxlHR7o8onDeInLU6+UHp4VDNYD/+FGFThMXyG57gPND9GBFxomhiB0Z2JGuPe0W3x6FByn9nhRGa8HR9c31Mc2wFi5tosMVK4D8n1MwRyjyqT0YCMeHkWfyLT7pqOA1FwIDOB/NZNhPeIj7TgkQukhemrV3TFhzfql0wlCF/dKqj7EqOCKFnDUfyMfQ+4bx/Q8VJC3us1fGBxYjPxdvN5SCkQbQzCEoh6MNnkynIlLvtR/liPnGWgLPV6DJ+q9omxmWHhpC5vPZLIdeXjyZxK1RXDOqSIJTx9W0lxZp+WCWgaJ43bPZrFyxIvbMdRAMiIj0BmQoRYSljL25ESY0VilBVRNhO6CImhkuN7kcKV4gGh4MRmNuK1K7ohI96O1FibvmK1gikPqi0iZDElmmlsGNtM7u/EYuCjQFS6enu4SmCKj9pod3IUEAlpnHrl8q54+QLJTsIML9ol0nlU8PZyktIyW4CMtQYEEG8kY2MKSnBVv2ZoqmpdL8dArEc7HMTYruno2TwBnKcWkzAdJngRayfnqUezBFzVvynGdk0XY8E2iWZ0ahKHAbV/4VM8ga5M8o5+FoCY0183SE30vnZFN5LAyd8M03tpmH9bGt64qjvmPDoU399NyKrWqVGy0nKLicz7tCMtu0wyM6VeSX6d0nw6Pv4HiZ+TcSIdBGACx3HjANgAxHAc9z3P89c3zEc7s8EZwvH4sUqGyRrZAKOBq1ObuZDtZgHgmVoyMRmZU6ulQIlrBvS7n7SRBUhwkdJRbSZosgAXfwP8fpPi9S2Ah44Aq98lbc17TSKkCCtbrg+KdofuOAKQQIrCU0sm3c1TgW43kAGbDUz/eQDofDVR/LBGquVBWprS4FDZrlarqwpb6nWyrZ6VGP020KRf6P20wJZ1jXkX6HMPEBPEnE5LWXTzcmC6UMfd6Upg3x9y0k4P7CRIFRJ68LnUiw6lj0pUmjx77q0FNn0OLH0BeLJMvnBjiSTlcTzV8nPI3JfndxV+m3U6GYLjK4GlLwHDXgy/e85ZiAfHtke3ZvFieY7dYkInwVgvNdaO6ZP6Y/+JarTPiJHJeZW4d1RbTd+UEZ3SsPVYOe4e2QbJMTb4/AGUVLtx8QcrAMi7k8UJnj00o5wUbcNzF0uqor6tEjHn0aF4c85urDlYAovJgDtHqE3uJ41sja+WHcZFPcl9ajIacOvQVpiy5JB8R0s0KRtZo8jqOZisPL2mzBH6JKnBDFz3N/DdaGlbZh8yxgLAlTPJOEfHZksE+U+JJEGWfY2i+9d5z5Brn8IaQ7rPsIgIkWg5+I/m5ia7P0QTQLXWV8FZLigcTcBPF6HbwMeAXnfCu+J5JEZcgZtbVgC7ISM4hrUgq6/RndOwUKjZp1n9SNSKi7Hr+qSQlhGOEljNRiREWdBBUSKYZAuIAWY6k0FOjbVj5gODxW10YZEUrVAKsAoM+hm9LnmSZtPnZG6zxxG1aKJ2tlKG6AxyjdRoBJx0bqsuIItAJZoPJ1l9SjhS2OLlTQ70QEsIqpl5K0fbqL9OUKpj9eYAOp46y6QxnQ/IyZaP2xDClF6fFdkCwWEgXZIAYO9sYAjjowfIA3RWJROuGooiGPGzewaJC7pcS1YSP1xAtusRP8rSaWXsYjAAQ58nnkpUOVoXHJhLxiRXObDoSXFzBk5IqkEADw1LlWKP6nx1dyIB3941kLRZ/1D4KjV5wM8T8bW1DeyBGug1uZzQuykmXjAIJgOHjpmx6NsqEdxScg46pxgx8+7zYNgyBTMHmwChwuWLW/oABg4vX9YVV/ZKBqbrf823ru6OshoPbBYjLuiWgSfGd8SSPQWIWwigkqgBsxIigILtuLhjBLy+AO4e1RbdT3yLnxCHbtiNUS16gYtMwsA2SSiscuH1K7oh2m7Ghe8sAwAYBd9HKzwY2SlVJIQ1Db3peMB2QbUpiB9A/rpwr0OznZAPAZ9k4B+j0x3vipnAzCvI3yZb8FIvJXm0+OmQH0XZlVhZMng7vkMX2/kiqWWCD31TPMAJwGAyAX5prHx6bBbW7T0OF2xolRKN0Z3T0CIlCqmxdviZkCrKZka6QPyYjRw+vKE3Zm04juX7CnGZ8xu0yM3G0ahxKBEUPw7YkRhlxZAOKRjUNllUfFECzyf4OWYm2DGqcxpGdU7D2LeWyHxnZGAVhoLXDi75Duh2vUQGhErgasXKet3dEtoAZRoq3bJDRFXO2kYwiPBJY8mYjklw7JLWFhd3T0FCqySQKjAyj0V7yHzjMkbDEnDiwm5psO1xAAGgtb0CXbsFif0FvM8RLzF/wqfAsWJg/xzcwv2MLl164idXBpKjrbBZjHj4AiHWeEc4/0Ji7H7H/wAOSGstT/Y9e5F83vz81r4I8Dzu+XojAEgekbOuBRzFiC3bBjTtJgojPrmpN1qmRMFmNqJvq0RMX3EE941pB6OBQ/dm8fjz0aGYt+MEPl1I5j9W8dMxgkl8zHuYrBcnTNFuNPQfQb2JH57nnwbwNABwHDcMwGP/FdIHAFPqpU/8+GFEbGIaUARNI2GDoW6Kn7BIIq3FQzgI1o2o+41q4odOMnSANJpJBuTEVkKwKBFO4GpPIPXSAGHcK4+R8oWS/eqBkxogRqaSjOaxFcDf9wJbvwImbVITCTt+AIr3AN1uAnrdCcx7iJRF6OGni0jJU1UO0PQ8sugH5L45g54kAXpEcsja63qjh3ar5bBgjSFlI4OfIueHLiL1wHZ1azOOnMvmQ4h3SO46oP9DZJA8vEDvCAyYRRWbYdGCX+Hx4/epS2SK90gZYoAM3vMfJouKwu1ycolV/BQrpP/uaoVXj0akGywTv/xloP3E8LJ7ZylsFqNEgmkgNdaurTxUQM8sN9JqwguXdBEfm4wG2djGccT03h/g0SUrDiM7pWFYxxQ8P3MH+mgY9abE2DCwbTLWHCxBgk7p14iOaRjRMU33s17UIxPF1S4Yi+3QbHSi5fGj570VkUSk4q1Gybez15rZXrdOEkqCSVmyaTAD8Qp1pobHjww/jAv//bXw3WiiYni8mHy3qlxg5lUw52/E3DvvBLdcGLMrsqXXuKuAqBS8fFlXvHRZVxwqrEbKbBNQRLL6VNEzqm2MQPyQMuC5jw5Trc0u75kMu0V73spilGD9WyXh8Qs74AJl4Muej5VvEEWot1bupbPoKUKwPe8WzJ3DUfykk2Nr+TuV7AV+vZYYtmphxGtA04FkDi3aJc1j6T2Bo4tDv7fSUBSQq2PqC6ViWcuzhyUbWOLH51KTLcdXSjHR+g+BiERCkFCCSSseYcknlmAJpRBWItj+Qpkk+ADQboK0Xa+rl9L8lSXc2gpNbmlnv3AVAUarRKz9PFHVbRUATFwAKJfm1URDrdwbUUvtwfOIsZsRw5bNCtdGpucgSa7o/DRWixUQxuh+rYXvI5SZJZg9RHQw9y75i5xlQGQS8GFrdEpXK8PnPzlc/HuoQqFpNHAY3Tkd2GsFKgkpfGmfpsDnsRiV1AGj7tsDOCuArx/CTBjI7zFzI3DzUrxzbU8YOIjKwkkjWqNtegywh/irXNg5Hhdd1o1cw3t+JZ979DtAn7tJmWF0GhmnTHZ5ApUqfpReTRQmu9qrUAteB1n0A1InXlsM8NAx4ODfkgclAHS6HJgvxKEmmz5BBE5zjREKg7n1+DXrS9j73orKWjdsi01gO4Xfzv0ArPtBVJN2zoxCeiK5tgyKzEDsh8lYEpGElRN2IdJmwqtXdBOfMwbk1yMt9Xrkgg5onxGDZy/ujD47E9H5t8WIPpSPtIGXolAgfpyw4/xuGaLSp1ZoA047XGUkxWFMejpuYUqIKx1emc+LDMs0WtivfY+MQXRcCfVbssQP9XTTSiRzRuCBA6SkVQvK+BQQGknwsPsqpG0F22H1SuNfRrQB8MvH4Kha8v5WP7mJ7XCJ12OcrxCozSdeYeM+Dv7dABj/vpf80Y2s+3q3SIA3OgulinI6Mc5WJLwzo3hZYiUjSr52pUnFr+7sD5OBk0QNoveR/PfqzTRiGNc9E+O6y9dbyTE2UUV2w+AWSC85BuwXvkJUKZCzjqwT1/0fOfZ5z0gvbiR+GhEuOHEy1id+Fj8zCpH8QCC9tTyIEGCsY6lXWIofFs2GAseWh7dvXdpQtxwNjP9c/joaRJ//gco/AgDxp6CkDouHsoF1HwLrPiALFerBM/xl4PebyUAgdlMQJlajhTDz5kiSRa88LrHtJzYD318AJAuSb6pWog7uLYaT1xxZSLK5qd0IcaAFSgw1HyYRP2yp16j/ASPfIFm9tG5kMuj3oO7PVi+wUuO6wmAAbqtDlpFdWV3HyO+prNUSRfyiQhE/zYYQIo5C6eGghE/h8XPoHxKcp3WXFi3Fu+Wv8dYScrDiKPGxUB6PBmDKidVTLQ/8/V7SWSW5I/FJ4nl5AJ3ei1xTBpN0jX/Rk7RYpWAD9Ubgu7sHqjpmhYJFYbQ5/8nhCPBkzHv9ShJAZsZHoG2atvz6sj5Z6NsyMaSUWQ93jWyDxGgr8GpR6J2zl5F/9YifW1cDSUKGyxYnBRbheEDUB5GpQPebySJl0lbgC2GRFazUqyFAS1fo2FudL5K8nN8LnNhCthcx965AqlJSsF16DGAi906PNOYaoNlzoUzJYOBI5yZGidXcWkXM/hOClyMbDBwu69sU2PkTIfObCd1TlKUwbPkwC7+HtEJ3VYTn8ROtUQbAgu3Qo0SUQE7esZ6oTd8XFnrxLSXiJyJJv3yrPuVE9YHW+/s9EiHuLJPGYK9DMjOnOLxQ/nj7t4T4oSoWrXhE5o/EEj8KEkpLwcHCU0tiB59Tv4Ru2Uvyc80u9Nj73qpQAK94nfj69Lwd6HAZ2UaTZKz6VBnLRGdI99Ggx+Xm2xo2AQDkijFXuXxeo6pmFpU5xEC8yzXSNpbkDEZMsWNX7noSc1FvRk+NnNylqC0kxE/5Yc2yetqBMSiEcSDD7oYlRfjdKbkpXA8mTjiHJ7YCUHd0vEXocIQdZHFq8lYD+38n34Mq6/65n/wHAPfuJeOUMvaij/VIgQcOkuvpg6baz1M4yyUFKW3TDgBxTYE+dwFdrwc2fkbKewFy/VDiJ0KnVN9sr7clQJOcX4GCv5EYrNRTuK8zYszSdSyMnwlRFrx/cU/gB8DgLCEkXm0xIbeyBpB9FaX8VrMR614eSxTk+7YA7SdiTJd0YJ4PqM7DgDbJaN3JBuwBshJsaMqUDkXaTJh8Sx+0Ky4A/gIi7Da8crncY++NK7vBtNAExiYoOAq2yRMhoRq00MRLUnvg+vnAJ+3Vfm6A/r1LUaxB1M+9C9j+Lcx0/ACAP++AsTO5b3nOCM7nViUoIxxELWkNCOeRXmOJ7YDS/cDsG0js0ipME3xAInSMFgyo/lO495iuiuIYryA83dXyMXzHd2QeGPykbDddv8e6kvmA6C3Yq0UC+melAvuBgMGKFnkzgWlC0thkJ7E6O77u/JEk2M318w47G3Gy5s4AAJ7nl/E8P74hjnXWwBBa8WM0cITJH/KMpqlucoytTkZ1WSEczVW4aYna20cPoYgfliEd9SaQILDrdICkgUFaN2JACkBGirHB+VimjtxolTJjfe4FMvsBw14G2l4k7dPhEvLvtXNJ6+MOgidQQmtBlZMrl1kemkcY/MS2RK3U5kIhUOQkE1YqsR0hGQ4DZFBVoc0F0t9s5o/jpFKNxDbktz7/JEvdlDCeRm5Wz0R64jRg4tdAaheJUAuGzlezB5Vlt2fx4/Fwxnzg6SrgfEFv7ldMYj9fQiTWrZnfXQlPrX6HHb+GZxAFNT8FSGDv9xDz5ym9Sb31oXkSiROdSUoiAeKb1f0WqTyBzdjTjG4jAABt0qJlXZzCgbLDSpTNjBi7PPjqmBkr93ViwHFcvUkf8n7CfRaGIaoIPeKHXRhMYBpeniqV2B3ryQILkC9WWMXP5b+cmvcGSKkvQMZgSgiUHZSIc1ZZqaWmE4K8eBPNHrqBIwLJUcsY/yvL75a9CHwk92kKilnXkg5JS18C9v8JTK1DCe2nHQDwwbt6UWj5P2ih991qX44oRvnAnj86xnS4DLhnF3DhZ8CFig5cgHapsZYa9YFD8jm2rtDqPuV1SgsBVvGTu44sOlhU5cqvBaqmoOSDVhMCVjHMKn6UJTb0fbd8Beyboz6Op4aUg+t2y+RI9v5HJqRl44tgZSDeWqDv/UCPW0jsBwjlQoo4kS6+zJEkTruSaTc9/BWymAwFdg5a+7584fnzxer9D/5FEl5/3Cpt00t6KeEsJeX1e2cDX/Yn3lXUwNxTA+RokKY1BapOZHWGMDZYPOXqzLzysdJfSQmqgjowl/hK6rU7n3UNUVMpiR+lubMSMZlBFDkMXBVkfLTGahM51ihg8BNAJ6HEi445Jpt0nyihvJaVBLVFO2EiIqi/FyQlX8CnKt23mTgMbKNIMkwbBEwbKKk+tJRQfi+5Ttlr1V0l3mvJFjIXcxqv7dE8ARF+fXXOiE5pGNIqSNKUHXfZJB6FVkMcFjRWHvoCIeyS2murd0KhKgf45TKgYAew40eiYts8BfC5wO38AQCwyjyCEFPrPgA4Izh7PPm7SGiQU3oQKM+G1aUYk+lcnCYor2hSYNPn4X8+6s3mqSXm/2velUrEAwEpXlLOO+4q+Rj9zwNEPQuQe2v+o3KDfoAo/cX3rTvx0zIlCjPuH4x+rRLFz2VIZZqNZPYDLvmGVHxsnSZtz1mjrmg5x9EgxM9/EVyIrl738G/BGIKBf/3KbnhivL45Kotf7h9M5Kp1gcEQvIuTbN8QBMPI14kBaccrCAGgfB27qKFkkI2ZpNoL5E3WQGDAQ9J2owVoOQJ4OId0SbhjHWlpHpEAXDQVuGYOIZ0ePEr2G/6yVNLQYjiZaJ1lknSWRaYQ2FPT0+h0Sabb5x7ynu0UwW+soqPVs04ghfm+5iCLy/qaMP8bGP+FumxBj/ixxwM9biZ/d7qCyD+HvqguLaFoO55kqEe8RsrEmIm7AClo27IFCbz7P0A6URxdQiSoFLyfDNDB2th7a+WLQhY+t/YCCCATWXUe+e7WGLnJ7ffnS1mfh7JJS21q3mmOAC7+Cng0n5T+sQhVUtOIkDAZ/917x6pUXj5RQvzSKMZ/ARXCIX46XiYR4V2uPbkPqQc2qGcXK5SkTO0KdL6SjKf1wag3gz+fLygPqnKlbUeXCH9w8kWzkvjx+6TgsiKbLBT+vg/YLPzernJg69fAh0EIHr1uSSzYBejyl4GfJqhVhHpgz5veoo9FuONB08GkhIsFqyhlCQZK/MQ1I+RQn7uBnmGWASvJKoOJJGJo8qM+0Bp7awulhYCjVJ98B8iixF1F1GpdrycZaZ6XiB+thWi4ih9aEjbnNlIqpQTt0qWX1R/3CXDtX/LGFc2kro/iPN9VQWZRKDsvGQzyWAiQ2nd7HSSOoeScPZEcP5xr6MQWeRnYmnf09wW0F1MFYRI/+34nSgS2EUeZoOLxVGuXudQUhN+x7Phq4BijTq4tAT7rKqkrAz65amjv7+HfvxRKVS5LJD5RQu7FgY+REssjCzUUPxoeP0oEiwFpDOyqIO+R1D68mJEqxkw2fQU4azIOkPiMxSMKxd2T5XVTfvgZ4kdL3aUcg6k1A71n2bHgPYEcY4lKRxmZC3wuMi64axjfNZ1xhF5bWslaILgKmx13KUGR3AkY9hK59xNDJBRorEyvBbrGCKUU0sLe34DPuwG/XSe/vwT0Ok9IgNYUkNiYjm9bhKSSzwl82AIGXpHkp8Rsm3HS64HwSoYpinaRf91VxNcVkJrksL+vp0bug+ip1iZieZ4obNa+T6w5WLCxQT2IHwBomhRJSjwpyUuT9gYTWVt2ugLodqP6hbtnADVhqL3PETQSP/VFCEJlC7qpW8YqYDMb1QsOHTQ7iWx2WAin1Cu1M3DlDHlASgMadkKix2KJhU5XkE5jNPNMTTIpERPbRD0J9rqd+NJwHBDfXNo+4GHg4umkLptmWPI2EkkjS1406U/+pd427ARhNJP3FFDIk8Cao925AFJzbbbJDRy1unqdCvS4NTwj0fqi953AU2WKjWEEIWY7cMl0YPhLZFGrhegMklEe8iyQIlcIXTOkg7ybkt5CqvUF2oZ4FMte0vdo8rn0a+2p4icmkyyYc9er94ltRhZYHCct7kUvKxPQTEH8hJPla0RQ6Cl5TjWaJuqoKCMS5X5pHS4h1wWLcIgfgJDJL/iJ+vBUgO0+wv5NyQI6Jva6vX7Hbz4s+PO05ERWaiKU8qR0lu/rriIdbVa9BWSvAF6zEcLIHEkC1fcy1Jn4Pb8G78CoasnrA+beLS8xC+bnptvpUBgPh75IFgOA2tNFCwmtgDHv6T/f5kKS0Oh8tT55rkTP24FOV5GFKYXRDDzrIMakwaAcY6kiqS7qNiW0FD8VDInOKn70Xu+uIsmYrIHk2qnMkRYnWqVkdMFjjSUl4HPuIKSPcpGg59nww3jgJQMptbNE6St3EtsAbccBkzaT3/dZB9BOIWh/zk1iEC3QEh0WlDRI6gA855Lm9lihLCg6gyTVaIl1enfgpqWkC+CI16WOqwC5DgCS7GIVYlrodadEHNCGGGys56kObQIPaC/EaFmep0ZmNC2iMif8jnJfDSZqPIoTmyVFAwVbFjPjMmChvGwEAHBspVplxPNA9nL19UgJ6aEvkPF+0mZgzDsk9gLU+9NYV8/jJxSaDiaxgqOYxKs0Pg0FlvhREogUyjmHegdRWKJIoxAKe1x4fmUUNJ4K+LRJPvbeZ0EN7tlEXHUeMLm7XCWWv1He+a/mhPRYGcv5fcDsm6R5Qs9UO1hXs/iWpGLgsp9I8hEgyrthL5J7PySEuYH+7jQZrlfade9e4OZl5J6+cpY8mcxCwx/V3oxRpjYbGrp8jIImNVO7Sd3j6gpqtu+ulMbmqhxg/cfyZPuemcDbjPLdXa2t7nWUSESb0nuOHbf1iJ9DC+QEk/haBclESSk6brKVCukanf8u++k/pdxv9PipJziB4dZT/AD65qZnJOri8cOi/SUkyO11p/pYbJcBjpPKwwAyAB5dXD8iJSIR6C5I8+iiu3A7GcDv2QVM6UVq12k3rESB+NHrxPRYIZ74ahsml05ERGQKkYGm9SASTkDeFU2ZWTlVmDgt9D4NDT3Fjx4SFFkR6nXDkqKK0rCE+ASAvS+0rruE1oRwO+9ZEuzzAcnMm4IqCrQMFX1OwYg1Tr0I8FSTCSumCfm+yuASkLI3gGTAy35O6sNB0Uj8NAjG98jE8I4hFjINjK/u7I8qJ5Mpu3m5fFHb/hKimIhMBh7OBiqOA/8nEEDhEj+AdmfFhgK7gGUXJeLnY+43pcn+Vb9pZhllCFUmkKfh3VadRxa5cc3k95i7ihjwU9k3Re+7SHmuls9IqK5UzjL5PJK/icjZ8zcBdwqfTW9hAhCvtsrjUt3/wMeJD4qjFFjxKlnIJ7UFHisMzzeJ44CBjwALHiWPb11FFrbUa8EWyyhNDYREOPCnlKFlcc8ukniwxQBX/Kx+3mxXj8Mmm3yhpbweaXIj3M6EtMkBC60F/fyHpb/Lj+i3qI5tRl5viSYJo4w+ZHvOammh6CghCpCtX5G5kOeBfbPJd4tKJQoUANj1i1yNA2g3kSg7QkqdKAxm/ew8VdtwnL4BO2u23mYc+b7RGWSxqaXisMWRhZjZLt2jl/8ixShGE0mqsWgxjPyb0hH4W+i+OvAxsoDP30TI0JajSNwz72Ht791sKIll/rqb7G+JImQTW5aS0YuUONcHdP7Vur+OrwKWPBf6GD6GgKTd3ahxdXQm+X47vpMbl/MBuZE2xddDiNKY7Qh3dKm20TpA7h2qvqIY8Cgpt1EapYej+AkGcwS5DnZ8Tx5T/5tQoOSwq1xf8aOM3ZQxicFIvKMWPiFtqwuBRb03HaVEaWOOkIixyuPAhwzZmcs05qgtBJLbq2O0wu3S+GMwkXOU1EF6ftPnhKwDyFjG+nZlLyWeYBR6zTi0VN9jPyDjh9FMPJkAQg70fxCIqoNyW1T8CL9hl+vInKbnGZbcnvxH0X4iIdFeY2KIlqOJ0kwJNgF80xLglSBigeSO6pKzhNZEhRhuWacWKo5J53DPLGDXz1JFhRacZdI1w+Id5jcOVqqpJPMqjpHz+f1YQpCzY2XJfuKxNGEaKbFlFT8xTUiShS3dM1nItWYwkXNvNANdWHuKcx+NxE+9QW7wYO3cGwIf3tALBZUnWScdDupL/BgMJMhlQRci1mjSPr2bhiQ6JkN7e13BZmCjM0kAldCaZARFPx+B+FFKsCmiUvDxHcNh+jyTHI81P1TiVC7g/g0MfEzyzlAuIEJByZzftESqJ6ZoPlT+WNn+lk4O4z8nk+Zf9wCtzyfbktsD180FfriQPB73Kaldn3UNWTTQ1uzUJPPyn8kilnYXaT5cnUHZ8yshfvrcI3mTKMH+DpToYxcJyvr5RuKnQcC2aT9diLKZEWVjzm1zxSLy6t/kjykZDOiPBfVdGNQVrcaEMFoX5PfsQvTOjaQ061dBNaBUMWlBec9SGIROgVQOrkTWQHXA//e9JEimaNIfuHExWRAHvMD6j9TH0VJwcAZCGOStJyTBD+NIENf2IslY3l1NCGCfi3Qg04MtjphjU+InIhGgXYjYzmx1WRgAxBcsKg1oOgi4bS0hwP68U51ZNFn01ZMKxaQmlCok5VyuR/zQ8o2odG3FBkVc8+CKKQq64Oh2I1mYaSUSXvCTxeemyWQcjckiv7U1hiz+6CLOUyMpQOzxpDQAICacrCGxp1pO6ACENJhxOfM4G/hIoaxylqkVPxdOJgQcuwANB9f9FXofUbXBEEmdrwz/PSixaYkm9/Pta0l5VNvxJOaxRMm/M4XRIv+ePreakEvXIX7C6cQa35KUXJUdJMo5Wn4T11x9XpRY+CTx1WMJz5w1AHjiR2K0kDLZyuOE+NEywtVCbRHxD6k5QWKbyCDJBC3VS1JbknRSlkKK5s5hEibDXiaKtj+FpKglUiIG7AmS0iQUOl5O/MzyNshJeDa+EQkHDgAv7We0kPIliitmSurJ+jQboDFTWnd9Qv5LhhCoLQJ2/yqVA7OoPkGun9hm5Frper30HL3fKb4dRZSNy18hYz4LqiKtyiGvO7aCqEi1zlPrsUCy4v4229TbQoEmN+nYGtuEjB8xmaSMOJzXK6tGBj6qJn6erpbu/UFPhl5/pHSREz9R6cQzKuYkuw7Tskq2kQkt+cvsq+7CO/OK0MdUKnf0OjX6fcD/NZceKwklOi7MuY2sH25dJalZjRa1nQcA3C2QYMH82s5hNBI/9QQnDLSs4ud2/n18yT2i95J6QWydeapRX+In2LHMEcD1/wTf92QRxyxcMgQiYsCjQkAk3NSRyYSUUPopMIixm4Hbluub552rGPMOySAeWUSyh3WBsozDFqtWcClN8pTP0w4Rsc3IBFKwnWTsWFAPh8Q2QKvRJBACT7JCbcYRc+bLflIHtBGJZN/W55NuJgAhfeyJpHRi5Rva34st96OqCXaSVhI/Sl+oRpzbuG0t42GjgdMVTFw7N3i5Di19Zf0eElqR/yjxE468WW9uSGxDxtRgxA8NCFllnmBaCYCUkdGSuv4PaRM/Wrj6d7K4+WY4UT8U7SL/sd06SvcDb4WxwDJa5ecslMIpXNzOLIyy+hNSvHCnfCHWEIhMJt0lI1PIOGeyk8C5/cVEGaM8xzQB0mIEsEXw0ZvaF1C0ZwZAiJpvdeaFuBZiFzcZhr4A7J4pJ/0ezSeqGIOBfB6vg6i7kjuRsTVrIFnQeR1kzig/KmWA1zLNIAY8AswL0TnzwFw5maDV2dRRov5dMnqRrkqnAnRu0lMQhYJYpi6co8hkoMPF0vOxDCF99R+St5HJCniZazvgVcc4NG5SIq27PHES30pdcpnQiiwKSw+QzrWFO4hyoWSvthcMi9Vvq7ex5V6Jbcn1QrvkhSKSBj8FrHqTKADejNUmNswRxLOs7BAZa/TM2ke+pt4mmjuHSewPe4EomCjxY46QFuXXzwu/62JKR6DfAySJyi78b15CDIF/u06KQTgDKQWyRBF/SoNJ3iCkE0MOnkypZ0bv0EpMgJT7UeWjEq5yQri0uYCQwVo+nRRHlwDTh2mX/1fnA6+FScY1VFJG6fEDSGPHtX+RGPKLHkRxFww3LyPKuJw1ZDyOSJYr8GjXwJd0fOyUpH1GL2A308iBlvydbHKSlmVl9pU6HNPYvcNlauInHHiqiXrIGkPiercO8aNMSvg9wBe9ic/d3t/kCX2/m5CTlJzSI2n/o4QPRSPxU2/w4v/v5d/EBViMXQjPqPmMREPeCCLxcxr8cNhsdtZA8m/TgeQ/Fi2Ghz7WybLiZys4jgy8dYXJIiiG3gPAaysDOI5MhD8Kqh3lPjRAj80SDL01Og5Q2SftqEYDmX5C+9XbVpN/lTXd+ZuAh44KLdqryKLQWUayPiaL+nzThQwrp6aBOivhbVT8/LeR1Z/8p4dwDfVPFkZz8HHbFgO8qOMHcN8+klUPZyGqR/wktZfIX9qWGpDUeFkDpU4itjigRsN3i/UPCpaZV8KeIN2ntCSgx62kNEgJStJd97e8ZS8FPV+WKKHjUx2bKIQLsx0YFyaxVRdwHHDe00TdNOd2oO99ZBFsMJIMed/7gL2zyL4XfETUjgCRt7ccJXSE01lYGAzakn2ALNg2fqbeHtuMEFFLnwduWCCVtNAFPF3w1hRIv3V8K9L9y2QjSoaE1kSdCcg/W1Ra6OSMsqX9ia1k3rn0B+AXwWDXXSl9nq43kDIytrV2Q4OSBnrquVCg12hA535miZ/2jOJAqfhhPwtFFhMrTfyKEIeH5knzbvebyb3d5kJCMgBE0VORTVTV++eQbYltgWv+IH+/1wCxFFUjhluSNPINovbIWUNIn8y+5FphVRTxLUncsEG4buvic0Ovu7qUSLFEjTkC6DUJ2DZdu5NUMFzwofb2zleT+COuOXkcmUzuK0tk6PbU9SV+OlwKtBgZnKS/di7piqdH+lBEpUkLd3pvsmDLVoN5PlLQCoPt3wGHNTrj1cd8WQtaxA8F9Qh6qjJ4gxKAKOJZVfzjApnychiVBTcsIMSSoxh4vwnQ+RrJ1oJCbGzTAPdjYluSvKDED0C+f597CNnObg8XVKU4/BWi/gPINcESP9RniIK+D03mKj2ntn9LyDSg/n5c5zjOsbqV0we/Xyr12ozueA0hBrgzHQ2q+DEC4Oof5NQVHQVZYX0NzBpRf4x5R5Lo6hF9bcdJderKa4JK+2OCqGZGvUmCQFq6pwd2Em46mJSGAWRhNOBhsg0gGQryBPmn8zXAffuBOzYAPe+Qu/5TaT6bPVQSP3VZsDaiEWcCktoRn4FwPMvYuYF2+ErrQdqRtxhJSJ2rZkv7JLQm90hSO8lsWotg4oxA1iDpsaUO80VqV+k+pAqi8z8k5VX0bxbpPaUOH0pQrwpKLFsbSPFzumGPJ916hjxHiG2DkfiXsMqCrtfLiclIheolaxAZH8d9Alz8DdmmR/zoLV6NJtK584kSbR8T1kyY+qXFNiUlfbXF5PenHWQAyDyq7PESYaMHpW9b3gYSG3S4mJglA4ScpIvANuOAZ6qJ4e2pAlUXhdOBTgtU8aNn7Kpn0Gy0yBe71hhg1FtEEQ2Q35k1iG46mBCCl0yXSjHajgcu+wHoxJSmTfyKvCe7jVXKTphGXnf5z4RYG/F6cPUDZwReDBDPsWvmAJd8C4xlDNLv2qZ+jckmJ7w4jsQR1BR49NtkQcmCGjpT3xQ9xY8WxFKvEKqRlqMlchWQzNSjM0hi61lHw3WANRhIeTItQb55OfGxCYfQry/x02uSXGmvBbYjHovrFWRMVFrw1ul17ZjaeizQ9Tq1xQBFQyt+gvli2mLkXmBhHZeTrg09jzSKVqOlBOYjeeQeZdXn538IDH+V/N0QSe0rZpBys0FPEgUaQIhUa5R+uWu4ZZFLXyAebwAhqWTET4gy45L98seU9AFOXxLuLEOj4qeeCAiZF/5s585SOhOJvF5LxPrCYDp9xM8l3wLn/1/dB9m6wBqjbyL3XwfNKAY733QyU5JD1GPIFiTL3nIkMdYNBfoenAG4VSP7cOUssrigi532E0nGetiLpK4fACZMkb+GZmyoHwagzhJGCF2BlIRQIxrxb+Dib+QdUoIh2AIhoQ3JsrLB8qAnSBax9QWS8u7JMvlCpvvN5P05Tso4lh8h5Q2uSqnMbOJXkpRdD9ZYYdxVLJit0XJCKrEtOVa7CUDuWlLeecdGoijc9RNRK7C47h+iXnCWES8ggCF+TpHi53QgFHkRak6+Zbk6WK4r8UOhl21tORIY8jyJPdoLJUl0Ac/7CSnDLvhGvCqZBHMcUXa0GKmtENBC7lqJsEzpSBYwKV2A34SExemQ/be9iPiPKJsUhItuN5K5qvst2s/r+o0pyhgnbSEkwbV/EiWUsnMo27iAmtzTbUYT8VhqfT5RUD9RJCeymjAkX5vzyX8A0Fm434c8A0ztp10WYo4g57aDzjlVegcC5Dd1lMgVAezC1xpDSAXOSD7Dzh+la5l+77oofowm4iumLHFX4kaF79r9+wmJRjvTnkqfyKS2UiwTCjSmSWgtL7OKb6nduYsirlnwZFdcc0LOXvcP8IOCbE9XEEKRqfqdygB1vGiOJEq0iGRyfQ59kaj3Nk4m5T1U+aTn09XQxI+emfPJ4u6d+mXYl/+i9r2LEUhXNoHa/wHm+SCqdOX510NKZzI3jH6TKKoAkjQFpLmTxf0HiefXl4I6ukl/4LxnQnsgxWQCZYfJ2LLxM6l9vC7qSab/h9FI/NQTPj8hfgIa5s7Z/Fnk+XHTEuKr0tCTkSUqNGPdUDDbAHNG6P1OBo+eQOMAowNDGMQPhXIxMOYd8l9D4arf9DNIRpM8wx2ZDNy1JfjxzBqKH+V1bU8Ablmp3ca3EY043ahL23jlIr/dRHJ9b/9GKNvg5KQsx6nNEpXZazbgpEbtAMnGsqUq4XzOyGSyiGDLd+hijSWtbhAWW4OeIIs89l7Uas+bNZAE0N+Nljor0eD1dJQo/1sItfDRypA26U86cFLQJIhWa3uqEgoGSyQwQqHEYBUE1miJbGhzIdDvQXl3KGu03N/mpqXE6wmQdxtiMfAx6e9OgkKYEiKnw4y92RCyWB30eP1eH98ceFyj4x2LtO7q0hKjRVqkthpLPHkolItwQK52o53b2EX+xC/l+7P3fjjlS7esBBY/TUiwZkNIaVZEMnDRlNCv7XgFKSuj/h0XTycL7/8xn5lVHVEj7Oc95N+dP0p+XzFCaUzrsaHfl8Wd9fAysUa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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311555.05.5810465.3002622.3994452.0761904.99511010.25919450.569232
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1555.0 5.581046 5.300262 2.399445 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1552.0 4.280599 4.000879 2.127674 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.076190 4.995110 10.259194 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.816144 3.699057 8.223343 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 50.569232 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 47.088344 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311553.04.9904054.8694401.4363312.3691564.8300838.14361229.542067
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1553.0 4.990405 4.869440 1.436331 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1553.0 3.911107 3.726691 1.951545 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.369156 4.830083 8.143612 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.921995 3.619920 7.515231 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 29.542067 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 49.497869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311554.05.4754455.2118002.3087162.5004394.94796610.09363349.573037
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1554.0 5.475445 5.211800 2.308716 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1554.0 3.911859 3.709346 2.080130 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.500439 4.947966 10.093633 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.837316 3.602775 7.839526 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 49.573037 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 47.473347 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311539.04.7668644.6805501.1374083.1305904.5407047.83382228.464746
4.14.170-gc72771da3_audio-g3ab4335-ab321539.03.5282103.3982871.2118781.7230553.2640006.82705727.068337
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1539.0 4.766864 4.680550 1.137408 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1539.0 3.528210 3.398287 1.211878 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.130590 4.540704 7.833822 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.723055 3.264000 6.827057 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 28.464746 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.068337 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311538.04.7860844.6922831.2190422.7261224.5332887.66376130.610042
4.14.170-gc72771da3_audio-g3ab4335-ab321538.03.5104173.3639031.2548461.5521573.2217636.74226027.213414
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1538.0 4.786084 4.692283 1.219042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1538.0 3.510417 3.363903 1.254846 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.726122 4.533288 7.663761 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.552157 3.221763 6.742260 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 30.610042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.213414 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1540.0 5.364815 5.045165 2.555254 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 4.202029 3.838683 2.414647 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.014026 4.649350 10.082872 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.570313 3.403303 8.853334 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 56.552763 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 50.738612 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311540.05.2009354.8636432.5799221.6098654.54042510.15673256.767492
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1540.0 5.200935 4.863643 2.579922 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 3.765779 3.592029 1.435054 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 1.609865 4.540425 10.156732 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.844110 3.313656 8.681754 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 56.767492 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 26.435153 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311539.05.3599005.0373192.6234732.5029104.62819410.09862958.985066
4.14.170-gc72771da3_audio-g3ab4335-ab321539.04.1837853.8410432.2073101.7933263.4004509.10453743.093869
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1539.0 5.359900 5.037319 2.623473 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1539.0 4.183785 3.841043 2.207310 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.502910 4.628194 10.098629 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.793326 3.400450 9.104537 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 58.985066 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 43.093869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311540.04.9310874.7745452.1947902.9874054.7394528.14540661.546247
4.14.170-gc72771da3_audio-g3ab4335-ab321540.03.7936833.6104952.2768811.6216003.4668177.28516862.746171
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1540.0 4.931087 4.774545 2.194790 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 3.793683 3.610495 2.276881 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.987405 4.739452 8.145406 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.621600 3.466817 7.285168 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 61.546247 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 62.746171 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311541.04.9405134.7867932.2559552.9522124.7450217.97724963.128868
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1541.0 4.940513 4.786793 2.255955 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1541.0 3.844818 3.659118 2.342929 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.952212 4.745021 7.977249 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.974045 3.511382 7.412238 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.128868 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 64.061386 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311541.04.9341674.7820062.2428383.0357334.7367537.81431263.113073
4.14.170-gc72771da3_audio-g3ab4335-ab321541.03.7595593.5850032.2867031.7645623.4978996.64773363.970617
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" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1541.0 4.934167 4.782006 2.242838 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1541.0 3.759559 3.585003 2.286703 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.035733 4.736753 7.814312 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.764562 3.497899 6.647733 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.113073 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 63.970617 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot a pair of frame time lines for each iteration, by workload\n", + "for workload_name in raw_df['id'].unique():\n", + " tmp_df = raw_df[raw_df['id'] == workload_name]\n", + " iterations = sorted(tmp_df['iteration'].unique())\n", + " for it in iterations:\n", + " _jankbench_plot_frametimes(raw_df[raw_df['id'] == workload_name], threshold, iteration=it)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Box Plots of Frame Times" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# df - results from the collector, filtered to only one test\n", + "def __jankbench_draw_boxplot(ax, df):\n", + " display_df = pd.DataFrame()\n", + " columns = []\n", + " for kernel in df['kernel'].unique():\n", + " columns.append(kernel)\n", + " display_df[kernel] = pd.Series(df[df['kernel'] == kernel]['total_duration'].values)\n", + " display_df.boxplot(column=columns, ax=ax, vert=False)\n", + " return display_df\n", + " \n", + "def _jankbench_boxplot_frametimes(df, time, iteration=None, ax=None):\n", + " # encapsulate fig\n", + " def __display_fig(fig):\n", + " if fig is not None:\n", + " display(fig)\n", + " # calculate a Geomean line for describe output\n", + " def __summarize(describe_df):\n", + " # display description including geomean\n", + " summary_df = describe_df.describe(percentiles=[0.5, 0.99]).transpose()\n", + " summary_df.insert(2, 'geomean', value=0.0, allow_duplicates=True)\n", + " for kernel in describe_df:\n", + " summary_df.at[kernel, 'geomean'] = stats.gmean(describe_df[kernel].dropna(), axis=0)\n", + " return summary_df\n", + " if ax is None:\n", + " # set up figure\n", + " fig = plt.figure(figsize=(20,10))\n", + " ax = plt.axes()\n", + " else:\n", + " fig = None\n", + " # draw boxplots\n", + " if iteration is not None:\n", + " ax.set_title(\"{} (frame times for iteration {})\".format(df['id'].unique()[0], iteration)) \n", + " describe_df = __jankbench_draw_boxplot(ax, df[df['iteration'] == iteration])\n", + " else:\n", + " ax.set_title(\"{} (frame times for all iterations)\".format(df['id'].unique()[0])) \n", + " describe_df = __jankbench_draw_boxplot(ax, df)\n", + " ax.axvline(time, alpha=0.5, color='green', linestyle='dashed', linewidth=2)\n", + " __display_fig(fig)\n", + " display(__summarize(describe_df))\n", + "\n", + " if fig is not None:\n", + " plt.close(fig)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31459.05.1595854.9626892.2072242.7558724.83507518.07489826.924210
4.14.170-gc72771da3_audio-g3ab4335-ab32455.05.7884145.6104662.1077263.2439445.48323817.60867624.845349
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 459.0 5.159585 4.962689 2.207224 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 455.0 5.788414 5.610466 2.107726 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.755872 4.835075 18.074898 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.243944 5.483238 17.608676 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 26.924210 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 24.845349 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314662.05.3490925.1238442.1091632.0761904.92588010.09345050.569232
4.14.170-gc72771da3_audio-g3ab4335-ab324660.04.0342733.8098102.0611801.8161443.6429918.17291449.497869
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4662.0 5.349092 5.123844 2.109163 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4660.0 4.034273 3.809810 2.061180 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.076190 4.925880 10.093450 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.816144 3.642991 8.172914 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 50.569232 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 49.497869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314618.04.7768664.6852031.2036242.7261224.5402347.69255330.610042
4.14.170-gc72771da3_audio-g3ab4335-ab324618.03.5081153.3695811.2454031.5521573.2202376.82849927.517423
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4618.0 4.776866 4.685203 1.203624 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4618.0 3.508115 3.369581 1.245403 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.726122 4.540234 7.692553 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.552157 3.220237 6.828499 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 30.610042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.517423 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314619.05.3085394.9813202.5869231.6098654.60518210.14173958.985066
4.14.170-gc72771da3_audio-g3ab4335-ab324619.04.0504823.7553652.0718861.5703133.3744418.87463850.738612
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4619.0 5.308539 4.981320 2.586923 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4619.0 4.050482 3.755365 2.071886 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 1.609865 4.605182 10.141739 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.570313 3.374441 8.874638 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 58.985066 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 50.738612 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314622.04.9352574.7811142.2308782.9522124.7418768.05660563.128868
4.14.170-gc72771da3_audio-g3ab4335-ab324622.03.7994103.6181402.3021131.6216003.4928787.11464464.061386
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4622.0 4.935257 4.781114 2.230878 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4622.0 3.799410 3.618140 2.302113 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.952212 4.741876 8.056605 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.621600 3.492878 7.114644 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.128868 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 64.061386 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot a pair of rendering times aggregated for all iterations, by workload\n", + "for workload_name in raw_df['id'].unique():\n", + " tmp_df = raw_df[raw_df['id'] == workload_name]\n", + " _jankbench_boxplot_frametimes(raw_df[raw_df['id'] == workload_name], threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31153.05.1341574.9289082.3188132.7558724.85958014.93089126.92421
4.14.170-gc72771da3_audio-g3ab4335-ab32152.05.7681785.5785912.2184723.2439445.44993416.61932423.51124
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 153.0 5.134157 4.928908 2.318813 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 152.0 5.768178 5.578591 2.218472 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.755872 4.859580 14.930891 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.243944 5.449934 16.619324 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 26.92421 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 23.51124 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31153.05.1563344.9557932.2124723.2719834.80389814.67667325.802094
4.14.170-gc72771da3_audio-g3ab4335-ab32152.05.7932225.5991732.1623543.9685555.44402515.51104824.845349
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 153.0 5.156334 4.955793 2.212472 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 152.0 5.793222 5.599173 2.162354 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.271983 4.803898 14.676673 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.968555 5.444025 15.511048 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 25.802094 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 24.845349 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31153.05.1882645.0036522.0990943.2392824.86118015.74213224.047949
4.14.170-gc72771da3_audio-g3ab4335-ab32151.05.8039445.6541931.9452353.8247325.55338115.08565523.893524
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 153.0 5.188264 5.003652 2.099094 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 151.0 5.803944 5.654193 1.945235 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.239282 4.861180 15.742132 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.824732 5.553381 15.085655 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 24.047949 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 23.893524 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311555.05.5810465.3002622.3994452.0761904.99511010.25919450.569232
4.14.170-gc72771da3_audio-g3ab4335-ab321552.04.2805994.0008792.1276741.8161443.6990578.22334347.088344
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1555.0 5.581046 5.300262 2.399445 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1552.0 4.280599 4.000879 2.127674 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.076190 4.995110 10.259194 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.816144 3.699057 8.223343 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 50.569232 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 47.088344 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311553.04.9904054.8694401.4363312.3691564.8300838.14361229.542067
4.14.170-gc72771da3_audio-g3ab4335-ab321553.03.9111073.7266911.9515451.9219953.6199207.51523149.497869
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1553.0 4.990405 4.869440 1.436331 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1553.0 3.911107 3.726691 1.951545 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.369156 4.830083 8.143612 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.921995 3.619920 7.515231 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 29.542067 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 49.497869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311554.05.4754455.2118002.3087162.5004394.94796610.09363349.573037
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1554.0 5.475445 5.211800 2.308716 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1554.0 3.911859 3.709346 2.080130 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.500439 4.947966 10.093633 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.837316 3.602775 7.839526 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 49.573037 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 47.473347 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311539.04.7668644.6805501.1374083.1305904.5407047.83382228.464746
4.14.170-gc72771da3_audio-g3ab4335-ab321539.03.5282103.3982871.2118781.7230553.2640006.82705727.068337
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1539.0 4.766864 4.680550 1.137408 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1539.0 3.528210 3.398287 1.211878 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.130590 4.540704 7.833822 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.723055 3.264000 6.827057 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 28.464746 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.068337 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311541.04.7776544.6827921.2521753.2610664.5439007.70432430.189177
4.14.170-gc72771da3_audio-g3ab4335-ab321540.03.4860043.3469521.2695681.7711383.1795866.86008727.517423
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1541.0 4.777654 4.682792 1.252175 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 3.486004 3.346952 1.269568 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.261066 4.543900 7.704324 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.771138 3.179586 6.860087 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 30.189177 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.517423 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311538.04.7860844.6922831.2190422.7261224.5332887.66376130.610042
4.14.170-gc72771da3_audio-g3ab4335-ab321538.03.5104173.3639031.2548461.5521573.2217636.74226027.213414
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1538.0 4.786084 4.692283 1.219042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1538.0 3.510417 3.363903 1.254846 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.726122 4.533288 7.663761 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.552157 3.221763 6.742260 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 30.610042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.213414 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311540.05.3648155.0451652.5552543.0140264.64935010.08287256.552763
4.14.170-gc72771da3_audio-g3ab4335-ab321540.04.2020293.8386832.4146471.5703133.4033038.85333450.738612
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1540.0 5.364815 5.045165 2.555254 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 4.202029 3.838683 2.414647 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.014026 4.649350 10.082872 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.570313 3.403303 8.853334 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 56.552763 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 50.738612 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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4.14.111_audio-g3ab4335-ab311540.05.2009354.8636432.5799221.6098654.54042510.15673256.767492
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1540.0 5.200935 4.863643 2.579922 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 3.765779 3.592029 1.435054 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 1.609865 4.540425 10.156732 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.844110 3.313656 8.681754 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 56.767492 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 26.435153 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311539.05.3599005.0373192.6234732.5029104.62819410.09862958.985066
4.14.170-gc72771da3_audio-g3ab4335-ab321539.04.1837853.8410432.2073101.7933263.4004509.10453743.093869
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1539.0 5.359900 5.037319 2.623473 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1539.0 4.183785 3.841043 2.207310 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.502910 4.628194 10.098629 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.793326 3.400450 9.104537 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 58.985066 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 43.093869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311540.04.9310874.7745452.1947902.9874054.7394528.14540661.546247
4.14.170-gc72771da3_audio-g3ab4335-ab321540.03.7936833.6104952.2768811.6216003.4668177.28516862.746171
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1540.0 4.931087 4.774545 2.194790 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1540.0 3.793683 3.610495 2.276881 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.987405 4.739452 8.145406 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.621600 3.466817 7.285168 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 61.546247 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 62.746171 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab311541.04.9405134.7867932.2559552.9522124.7450217.97724963.128868
4.14.170-gc72771da3_audio-g3ab4335-ab321541.03.8448183.6591182.3429291.9740453.5113827.41223864.061386
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1541.0 4.940513 4.786793 2.255955 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1541.0 3.844818 3.659118 2.342929 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.952212 4.745021 7.977249 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.974045 3.511382 7.412238 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.128868 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 64.061386 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 1541.0 4.934167 4.782006 2.242838 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1541.0 3.759559 3.585003 2.286703 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 3.035733 4.736753 7.814312 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.764562 3.497899 6.647733 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.113073 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 63.970617 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot a pair of rendering times for each iteration, by workload\n", + "for workload_name in raw_df['id'].unique():\n", + " tmp_df = raw_df[raw_df['id'] == workload_name]\n", + " iterations = sorted(tmp_df['iteration'].unique())\n", + " for it in iterations:\n", + " _jankbench_boxplot_frametimes(raw_df[raw_df['id'] == workload_name], threshold, iteration=it)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/ipynb/wltests/WAOutput-sched-evaluation-update.ipynb b/ipynb/wltests/WAOutput-sched-evaluation-update.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..30a207cb1fd4c111aabfbb6c6858d49a7688bd11 --- /dev/null +++ b/ipynb/wltests/WAOutput-sched-evaluation-update.ipynb @@ -0,0 +1,3723 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Interpreting WAOutput using lisa.Stats (Example)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Background\n", + "\n", + "This notebook loads test results from different WA agenda executions using WA's python interface and provides some plots which can help you compare the results to see what changed. The developers generally use it to compare Android workload execution changes between kernel updates.\n", + "\n", + "It has specific plotting functions for Jankbench, PCMark, and Geekbench contained in this notebook where they can be easily reused or modified for other workloads. The PCMark and Geekbench plots are mostly differentiated by what is filtered for plotting and the plotting function is useful for any tests which produce a 'score'.\n", + "\n", + "## Understanding what you see\n", + "### Jankbench Results\n", + "Jankbench records a number of statistics about each frame rendered during test execution. The jankbench collector is able to open the database and add these results to the output from the WAOutput object. Here, we only use total_duration, which is the total time required to finish each frame. Each frame is annotated with a monotonically increasing id, so you can tell which order they were drawn in.\n", + "\n", + "Each of the plots also come with a short stats dataframe overview showing:\n", + "+ count - How many frames are in the set\n", + "+ mean - regular mean of total_duration\n", + "+ geomean - geometric mean of total duration\n", + "+ std - standard deviation of the result set\n", + "+ min - minimum total_duration\n", + "+ 50% - 50th percentile (same as median) for total_duration\n", + "+ 99% - 99th percentile for total duration\n", + "+ max - maximum total_duration\n", + "\n", + "All the plots show the same information, just in different ways. You may find some to be easier to interpret than others, so we include them all by default.\n", + "\n", + "#### CDFs\n", + "By default, the CDF plot in this notebook shows a cumulative distribution function (https://en.wikipedia.org/wiki/Cumulative_distribution_function) for all frames drawn in a particular combination of kernel and test. You can specify a particular iteration if desired, but the default considers all frames in all iterations.\n", + "\n", + "The plot is annotated with some additional lines.\n", + "+ There is a vertical line at the 99th percentile - this shows that 99% of all frames would be expected to complete before this line. This line is plotted in the same color as the CDF it refers to.\n", + "+ There is a vertical line placed at the user-specified threshold. The notebook defaults to this being 8ms, but it should be adjusted to match the target frame rate.\n", + "\n", + "\n", + "#### BoxPlots\n", + "This is the same as the plot above, except in boxplot form. The boxplot parameters are not changed from the default matplotlib ones.\n", + "\n", + "The target frame rate render time is also drawn vertically.\n", + "\n", + "#### FrameTime Plots\n", + "This is a different kind of plot, and here we only compare a single iteration. You can specify which iteration you use, the default is to take the first one.\n", + "\n", + "This plot shows the total_duration on y axis and frames in render order on the x axis. The 99th percentile for each result set and the target frame time are drawn as horizontal lines. You can sometimes see significant divergence in consistent places in runs on these plots which can at least tell you where to look. If multiple runs have mostly the same shape but some divergences in consistent spots, there is probably something to investigate.\n", + "\n", + "### Energy Plots\n", + "\n", + "If I get some data, I'll try to reproduce these. We used to use boxplots to compare energy samples.\n", + "\n", + "\n", + "### Geekbench & PCMark Comparison Graphs\n", + "In interpreting the results, you will need at least some knowledge of confidence intervals and why we use a non-parametric test to determine them (hint: The results we see are usually not of a normal distribution).\n", + "\n", + "The specific test used in the Lisa Stats object to compute a p-value is the Kolmogorov–Smirnov test, as this does not require your samples to come from data with a normal distribution. Wikipedia has more information at https://en.wikipedia.org/wiki/Kolmogorov%E2%80%93Smirnov_test\n", + "\n", + "As used here, this test tells you the likelyhood that the two result sets you are comparing (which are considered to both comprise a number of samples from an infinite set of test runs on that particular configuration) come from the same distribution - i.e. a value of 1.0 means that they come from the same distribution.\n", + "\n", + "The important point is that __If the distribution is the same, then the results have no difference__ i.e. any difference you see in the aggregate statistics is very likely to be misleading and simply due to chance. \n", + "\n", + "__In order to have definitive results here, you should aim to have at least 30 samples of each distribution.__\n", + "\n", + "\n", + "\n", + "## \n", + "\n", + "## \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from lisa.wa import WAOutput\n", + "from lisa.stats import Stats\n", + "\n", + "import logging\n", + "from lisa.utils import setup_logging\n", + "setup_logging(level=logging.WARNING)\n", + "\n", + "wa_output_path = '/opt/work/lisa/results/wltests/pixel4'\n", + "kernel_path = '/opt/work/eas/kernel_workspace/kernel_workspace/android-kernel/private/msm-google'\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Collect and plot WA Jankbench Results" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from wa import RunOutput, discover_wa_outputs, Status, HostError" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import sqlite3\n", + "import os\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import numpy as np\n", + "from scipy import stats\n", + "%matplotlib inline\n", + "\n", + "from ipywidgets import interact, interactive, fixed, interact_manual\n", + "import ipywidgets as widgets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Open results and show available collectors" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['jankbench', 'results', 'energy']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wa = WAOutput(wa_output_path, kernel_path=kernel_path)\n", + "list(wa.keys())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \n", + "\n", + "#### Decide on frame timing targets for plotting and evaluating percentiles" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# 16ms ~= 60Hz\n", + "# 12ms ~= 90Hz\n", + "# 8ms ~= 120Hz\n", + "threshold = 8.0\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \n", + "\n", + "#### Load up the Jankbench results from the specified dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Collect all our result artifacts\n", + "collector = wa.get_collector('jankbench')\n", + "df = collector.df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " frame_id variable value unit iteration workload \\\n", + "0 1 total_duration 27.068337 ms 1 jankbench \n", + "1 2 total_duration 19.426523 ms 1 jankbench \n", + "2 3 total_duration 4.794331 ms 1 jankbench \n", + "3 4 total_duration 4.816895 ms 1 jankbench \n", + "4 5 total_duration 4.369130 ms 1 jankbench \n", + "... ... ... ... ... ... ... \n", + "75915 149 jank_frame 0.000000 3 jankbench \n", + "75916 150 jank_frame 0.000000 3 jankbench \n", + "75917 151 jank_frame 0.000000 3 jankbench \n", + "75918 152 jank_frame 0.000000 3 jankbench \n", + "75919 153 jank_frame 0.000000 3 jankbench \n", + "\n", + " id tag \\\n", + "0 default-jankbench_list_view iter_3 \n", + "1 default-jankbench_list_view iter_3 \n", + "2 default-jankbench_list_view iter_3 \n", + "3 default-jankbench_list_view iter_3 \n", + "4 default-jankbench_list_view iter_3 \n", + "... ... ... \n", + "75915 default-jankbench_edit_text iter_3 \n", + "75916 default-jankbench_edit_text iter_3 \n", + "75917 default-jankbench_edit_text iter_3 \n", + "75918 default-jankbench_edit_text iter_3 \n", + "75919 default-jankbench_edit_text iter_3 \n", + "\n", + " kernel \n", + "0 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "1 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "2 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "3 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "4 4.14.170-gc72771da3_audio-g3ab4335-ab32 \n", + "... ... \n", + "75915 4.14.111_audio-g3ab4335-ab31 \n", + "75916 4.14.111_audio-g3ab4335-ab31 \n", + "75917 4.14.111_audio-g3ab4335-ab31 \n", + "75918 4.14.111_audio-g3ab4335-ab31 \n", + "75919 4.14.111_audio-g3ab4335-ab31 \n", + "\n", + "[75920 rows x 9 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# show the first ten rows\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Obtain statistics using the Lisa Stats Object" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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3default-jankbench_edit_text4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchcount0.879121%NaNNaN
4default-jankbench_edit_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchmedian-11.820807%NaNNaN
5default-jankbench_edit_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchmean-10.863575%NaNNaN
6default-jankbench_edit_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchstd4.720619%NaNNaN
7default-jankbench_edit_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchcount0.879121%NaNNaN
8default-jankbench_edit_text4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchks2samp_test1.000000pvalNaNNaN
9default-jankbench_edit_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchks2samp_test0.000000pvalNaNNaN
10default-jankbench_image_list_view4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchmedianNaN%NaNNaN
11default-jankbench_image_list_view4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchmean-22.255589%NaNNaN
12default-jankbench_image_list_view4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchstd-11.808229%NaNNaN
13default-jankbench_image_list_view4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchcount0.042918%NaNNaN
14default-jankbench_image_list_view4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchmedian35.215262%NaNNaN
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17default-jankbench_image_list_view4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchcount0.042918%NaNNaN
18default-jankbench_image_list_view4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchks2samp_test1.000000pvalNaNNaN
19default-jankbench_image_list_view4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchks2samp_test0.037187pvalNaNNaN
20default-jankbench_list_view4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchmedianNaN%NaNNaN
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22default-jankbench_list_view4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchstd0.032462%NaNNaN
23default-jankbench_list_view4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchcount-0.064921%NaNNaN
24default-jankbench_list_view4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchmedian41.025538%NaNNaN
25default-jankbench_list_view4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchmean36.180875%NaNNaN
26default-jankbench_list_view4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchstd-3.331635%NaNNaN
27default-jankbench_list_view4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchcount-0.064921%NaNNaN
28default-jankbench_list_view4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchks2samp_test1.000000pvalNaNNaN
29default-jankbench_list_view4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchks2samp_test0.867467pvalNaNNaN
30default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchmedianNaN%NaNNaN
31default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchmean28.627099%NaNNaN
32default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchstd13.389262%NaNNaN
33default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchcount-0.043281%NaNNaN
34default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchmedian36.480975%NaNNaN
35default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchmean31.071493%NaNNaN
36default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchstd24.880735%NaNNaN
37default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchcount-0.043281%NaNNaN
38default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchks2samp_test1.000000pvalNaNNaN
39default-jankbench_low_hitrate_text4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchks2samp_test0.006384pvalNaNNaN
40default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchmedianNaN%NaNNaN
41default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchmean0.021636%NaNNaN
42default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchstd0.010806%NaNNaN
43default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchcount-0.021631%NaNNaN
44default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchmedian35.778634%NaNNaN
45default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchmean29.901214%NaNNaN
46default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchstd-3.085093%NaNNaN
47default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchcount-0.021631%NaNNaN
48default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3jank_framejankbenchks2samp_test1.000000pvalNaNNaN
49default-jankbench_shadow_grid4.14.111_audio-g3ab4335-ab31iter_3total_durationjankbenchks2samp_test0.003273pvalNaNNaN
\n", + "
" + ], + "text/plain": [ + " id kernel tag \\\n", + "0 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "2 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "3 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "4 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "5 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "6 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "7 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "8 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "9 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "10 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "11 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "12 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "13 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "14 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "15 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "16 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "17 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "18 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "19 default-jankbench_image_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "20 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "21 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "22 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "23 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "24 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "25 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "26 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "27 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "28 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "29 default-jankbench_list_view 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "30 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "31 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "32 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "33 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "34 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "35 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "36 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "37 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "38 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "39 default-jankbench_low_hitrate_text 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "40 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "41 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "42 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "43 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "44 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "45 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "46 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "47 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "48 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "49 default-jankbench_shadow_grid 4.14.111_audio-g3ab4335-ab31 iter_3 \n", + "\n", + " variable workload stat value unit ci_minus \\\n", + "0 jank_frame jankbench median NaN % NaN \n", + "1 jank_frame jankbench mean -0.871460 % NaN \n", + "2 jank_frame jankbench std -0.434760 % NaN \n", + "3 jank_frame jankbench count 0.879121 % NaN \n", + "4 total_duration jankbench median -11.820807 % NaN \n", + "5 total_duration jankbench mean -10.863575 % NaN \n", + "6 total_duration jankbench std 4.720619 % NaN \n", + "7 total_duration jankbench count 0.879121 % NaN \n", + "8 jank_frame jankbench ks2samp_test 1.000000 pval NaN \n", + "9 total_duration jankbench ks2samp_test 0.000000 pval NaN \n", + "10 jank_frame jankbench median NaN % NaN \n", + "11 jank_frame jankbench mean -22.255589 % NaN \n", + "12 jank_frame jankbench std -11.808229 % NaN \n", + "13 jank_frame jankbench count 0.042918 % NaN \n", + "14 total_duration jankbench median 35.215262 % NaN \n", + "15 total_duration jankbench mean 32.591239 % NaN \n", + "16 total_duration jankbench std 2.327948 % NaN \n", + "17 total_duration jankbench count 0.042918 % NaN \n", + "18 jank_frame jankbench ks2samp_test 1.000000 pval NaN \n", + "19 total_duration jankbench ks2samp_test 0.037187 pval NaN \n", + "20 jank_frame jankbench median NaN % NaN \n", + "21 jank_frame jankbench mean 0.064963 % NaN \n", + "22 jank_frame jankbench std 0.032462 % NaN \n", + "23 jank_frame jankbench count -0.064921 % NaN \n", + "24 total_duration jankbench median 41.025538 % NaN \n", + "25 total_duration jankbench mean 36.180875 % NaN \n", + "26 total_duration jankbench std -3.331635 % NaN \n", + "27 total_duration jankbench count -0.064921 % NaN \n", + "28 jank_frame jankbench ks2samp_test 1.000000 pval NaN \n", + "29 total_duration jankbench ks2samp_test 0.867467 pval NaN \n", + "30 jank_frame jankbench median NaN % NaN \n", + "31 jank_frame jankbench mean 28.627099 % NaN \n", + "32 jank_frame jankbench std 13.389262 % NaN \n", + "33 jank_frame jankbench count -0.043281 % NaN \n", + "34 total_duration jankbench median 36.480975 % NaN \n", + "35 total_duration jankbench mean 31.071493 % NaN \n", + "36 total_duration jankbench std 24.880735 % NaN \n", + "37 total_duration jankbench count -0.043281 % NaN \n", + "38 jank_frame jankbench ks2samp_test 1.000000 pval NaN \n", + "39 total_duration jankbench ks2samp_test 0.006384 pval NaN \n", + "40 jank_frame jankbench median NaN % NaN \n", + "41 jank_frame jankbench mean 0.021636 % NaN \n", + "42 jank_frame jankbench std 0.010806 % NaN \n", + "43 jank_frame jankbench count -0.021631 % NaN \n", + "44 total_duration jankbench median 35.778634 % NaN \n", + "45 total_duration jankbench mean 29.901214 % NaN \n", + "46 total_duration jankbench std -3.085093 % NaN \n", + "47 total_duration jankbench count -0.021631 % NaN \n", + "48 jank_frame jankbench ks2samp_test 1.000000 pval NaN \n", + "49 total_duration jankbench ks2samp_test 0.003273 pval NaN \n", + "\n", + " ci_plus \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "5 NaN \n", + "6 NaN \n", + "7 NaN \n", + "8 NaN \n", + "9 NaN \n", + "10 NaN \n", + "11 NaN \n", + "12 NaN \n", + "13 NaN \n", + "14 NaN \n", + "15 NaN \n", + "16 NaN \n", + "17 NaN \n", + "18 NaN \n", + "19 NaN \n", + "20 NaN \n", + "21 NaN \n", + "22 NaN \n", + "23 NaN \n", + "24 NaN \n", + "25 NaN \n", + "26 NaN \n", + "27 NaN \n", + "28 NaN \n", + "29 NaN \n", + "30 NaN \n", + "31 NaN \n", + "32 NaN \n", + "33 NaN \n", + "34 NaN \n", + "35 NaN \n", + "36 NaN \n", + "37 NaN \n", + "38 NaN \n", + "39 NaN \n", + "40 NaN \n", + "41 NaN \n", + "42 NaN \n", + "43 NaN \n", + "44 NaN \n", + "45 NaN \n", + "46 NaN \n", + "47 NaN \n", + "48 NaN \n", + "49 NaN " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "jankbench_stats = Stats(df, ref_group={'kernel':df['kernel'].unique()[0]}, agg_cols=['iteration', 'frame_id'])\n", + "jankbench_stats.df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use the plotter from the Stats object to visualise jankbench results\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2021-01-28 18:22:16,305][py.warnings] WARNING /opt/work/lisa/.lisa-venv-3.8/lib/python3.8/site-packages/numpy/core/_asarray.py:83: UserWarning: Warning: converting a masked element to nan.\n", + " return array(a, dtype, copy=False, order=order)\n", + "\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "jankbench_stats.plot_stats()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot Traditional Jankbench CDFs (like the old collector implementation)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def jankbench_frametimes_plot(ax, df, threshold, iteration):\n", + " # Set up plot\n", + " longest_frame = df['total_duration'].max()\n", + " major_ticks = [ 4.0, 8.0, 12.0, 16.0, 32.0 ]\n", + " minor_ticks = np.arange(0, longest_frame, 2)\n", + " ax.set_yticks(major_ticks)\n", + " ax.set_yticks(minor_ticks, minor=True)\n", + " ax.grid(which='minor', alpha=0.2, color='grey', linestyle='dotted', linewidth=2)\n", + " ax.grid(which='major', alpha=0.5, color='grey', linestyle='-', linewidth=2)\n", + " ax.axhline(threshold, alpha=0.5, color='green', linestyle='dashed', linewidth=2)\n", + " ax.set_ylim((0.0, longest_frame))\n", + " # draw frame render times\n", + " if iteration is not None:\n", + " ax.set_title(\"{} (frame times for iteration {})\".format(df['id'].unique()[0], iteration))\n", + " else:\n", + " ax.set_title(\"{} (all collected frame times)\".format(df['id'].unique()[0]))\n", + " display_df = pd.DataFrame()\n", + " for kernel in df['kernel'].unique():\n", + " tmp_df = df[df['kernel'] == kernel]\n", + " nn_q = df[df['kernel'] == kernel]['total_duration'].quantile(0.99)\n", + " tmp_df.plot(x='frame_id', y='total_duration', ax=ax, label=\"{}: 99th: {:2.4}ms\".format(kernel ,nn_q))\n", + " color = ax.lines[-1].get_color()\n", + " ax.axhline(nn_q, color=color)\n", + " display_df[kernel] = pd.Series(df[df['kernel'] == kernel]['total_duration'].values)\n", + " ax.legend(loc='upper right')\n", + " return display_df\n", + " \n", + "\n", + "def jankbench_cdf_plot(ax, df, threshold, iteration, bins=500):\n", + " # set up plot\n", + " longest_frame = df['total_duration'].max()\n", + " major_ticks = [ 4.0, 8.0, 12.0, 16.0, 32.0 ]\n", + " minor_ticks = np.arange(0, longest_frame, 2)\n", + " ax.set_xticks(major_ticks)\n", + " ax.set_xticks(minor_ticks, minor=True)\n", + " ax.grid(which='minor', alpha=0.2, color='grey', linestyle='dotted', linewidth=2)\n", + " ax.grid(which='major', alpha=0.5, color='grey', linestyle='-', linewidth=2)\n", + " ax.axvline(threshold, alpha=0.5, color='green', linestyle='dashed', linewidth=2)\n", + " ax.set_xlim((0.0, longest_frame))\n", + " if iteration is None:\n", + " ax.set_title(\"{} (aggregated frame times)\".format(df['id'].unique()[0]))\n", + " else:\n", + " ax.set_title(\"{} (frame times for iteration {})\".format(df['id'].unique()[0], iteration)) \n", + " # plot the CDFs\n", + " display_df = pd.DataFrame()\n", + " for kernel in df['kernel'].unique():\n", + " # calculate the 99th quantile for this kernel\n", + " nn_q = df[df['kernel'] == kernel]['total_duration'].quantile(0.99)\n", + " n,b,p = ax.hist(df[df['kernel'] == kernel]['total_duration'], label=\"{}: 99th: {:2.4}ms\".format(kernel ,nn_q),\n", + " bins=bins, cumulative=True, density=True, histtype='step', linewidth=2)\n", + " # pick out the last colour used and draw the quantile line with it\n", + " ax.axvline(nn_q, color=p[0].get_edgecolor())\n", + " display_df[kernel] = pd.Series(df[df['kernel'] == kernel]['total_duration'].values)\n", + " ax.legend(loc='lower right')\n", + " return display_df\n", + "\n", + "def jankbench_box_plot(ax, df, threshold, iteration):\n", + " display_df = pd.DataFrame()\n", + " columns = []\n", + " for kernel in df['kernel'].unique():\n", + " columns.append(kernel)\n", + " display_df[kernel] = pd.Series(df[df['kernel'] == kernel]['total_duration'].values)\n", + " # draw boxplots\n", + " if iteration is not None:\n", + " ax.set_title(\"{} (frame times for iteration {})\".format(df['id'].unique()[0], iteration)) \n", + " else:\n", + " ax.set_title(\"{} (frame times for all iterations)\".format(df['id'].unique()[0])) \n", + " display_df.boxplot(column=columns, ax=ax, vert=False)\n", + " ax.axvline(threshold, alpha=0.5, color='green', linestyle='dashed', linewidth=2)\n", + " return display_df\n", + "\n", + "def jankbench_plot(workload_name, df, threshold, kind='cdf', ax=None, summarize=False, iteration=None):\n", + " if kind not in ['cdf', 'boxplot', 'frametimes']:\n", + " return\n", + " \n", + " # encapsulate fig\n", + " def __display_fig(fig):\n", + " if fig is not None:\n", + " display(fig)\n", + " # calculate a Geomean line for describe output\n", + " def __summarize(describe_df):\n", + " # display description including geomean\n", + " summary_df = describe_df.describe(percentiles=[0.5, 0.99]).transpose()\n", + " summary_df.insert(2, 'geomean', value=0.0, allow_duplicates=True)\n", + " for kernel in describe_df:\n", + " summary_df.at[kernel, 'geomean'] = stats.gmean(describe_df[kernel].dropna(), axis=0)\n", + " return summary_df\n", + " if ax is None:\n", + " # set up figure\n", + " fig = plt.figure(figsize=(20,10))\n", + " ax = plt.axes()\n", + " else:\n", + " fig = None\n", + "\n", + " plot_df = df[df['id'] == workload_name]\n", + " if iteration is not None:\n", + " plot_df = plot_df[plot_df['iteration'] == iteration]\n", + "\n", + " # call out to the correct plotter\n", + " # each plotter is expected to return a dataframe containing the data which\n", + " # was actually used to draw the plot after filtering.\n", + " # Dataframe should be like:\n", + " # | kernel 1 | kernel 2 |\n", + " # ------------------------------------------------------------------\n", + " # 1 | total_duration from frame 1 | total_duration from frame 1 |\n", + " # 2 | NaN | total_duration from frame 2 |\n", + " #\n", + " # We expect each kernel to have a column, total_duration in the rows,\n", + " # Gaps filled with NaN. We will use df.describe if a summary was\n", + " # requested and add in a geomean line as well.\n", + " if kind == 'cdf':\n", + " describe_df = jankbench_cdf_plot(ax, plot_df, threshold, iteration)\n", + " elif kind == 'boxplot':\n", + " describe_df = jankbench_box_plot(ax, plot_df, threshold, iteration)\n", + " elif kind == 'frametimes':\n", + " describe_df = jankbench_frametimes_plot(ax, plot_df, threshold, iteration)\n", + " \n", + " __display_fig(fig)\n", + " if summarize == True:\n", + " display(__summarize(describe_df))\n", + "\n", + " if fig is not None:\n", + " plt.close(fig)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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iterationidkernelframe_idjank_frametotal_duration
01default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3111.026.924210
11default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3120.020.372788
21default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3130.04.277677
31default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3140.05.747801
41default-jankbench_edit_text4.14.111_audio-g3ab4335-ab3150.05.740746
\n", + "
" + ], + "text/plain": [ + " iteration id kernel \\\n", + "0 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "1 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "2 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "3 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "4 1 default-jankbench_edit_text 4.14.111_audio-g3ab4335-ab31 \n", + "\n", + " frame_id jank_frame total_duration \n", + "0 1 1.0 26.924210 \n", + "1 2 0.0 20.372788 \n", + "2 3 0.0 4.277677 \n", + "3 4 0.0 5.747801 \n", + "4 5 0.0 5.740746 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert into old-style dataframe\n", + "raw_df = df.pivot(index=['iteration', 'id', 'kernel', 'frame_id'], columns=['variable'])\n", + "raw_df = raw_df['value'].reset_index()\n", + "raw_df.columns.name = None\n", + "raw_df[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31459.05.1595854.9626892.2072242.7558724.83507518.07489826.924210
4.14.170-gc72771da3_audio-g3ab4335-ab32455.05.7884145.6104662.1077263.2439445.48323817.60867624.845349
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 459.0 5.159585 4.962689 2.207224 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 455.0 5.788414 5.610466 2.107726 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.755872 4.835075 18.074898 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.243944 5.483238 17.608676 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 26.924210 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 24.845349 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab31459.05.1595854.9626892.2072242.7558724.83507518.07489826.924210
4.14.170-gc72771da3_audio-g3ab4335-ab32455.05.7884145.6104662.1077263.2439445.48323817.60867624.845349
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 459.0 5.159585 4.962689 2.207224 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 455.0 5.788414 5.610466 2.107726 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.755872 4.835075 18.074898 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 3.243944 5.483238 17.608676 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 26.924210 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 24.845349 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314662.05.3490925.1238442.1091632.0761904.92588010.09345050.569232
4.14.170-gc72771da3_audio-g3ab4335-ab324660.04.0342733.8098102.0611801.8161443.6429918.17291449.497869
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4662.0 5.349092 5.123844 2.109163 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4660.0 4.034273 3.809810 2.061180 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.076190 4.925880 10.093450 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.816144 3.642991 8.172914 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 50.569232 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 49.497869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314662.05.3490925.1238442.1091632.0761904.92588010.09345050.569232
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\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4662.0 5.349092 5.123844 2.109163 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4660.0 4.034273 3.809810 2.061180 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.076190 4.925880 10.093450 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.816144 3.642991 8.172914 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 50.569232 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 49.497869 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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7+e9pegv/zyQpzQdzPT3NPMgAsFN58DRTAACw/7Q91nYkObHWekPf9XDgtT39Pp3kKXUPP0ALFoNSyvlppiJ5Vd+1ALC4CFMBADig2mG3/5Tk8D3oRQcAAIuOYf4AABwwpZRnJ7k8yatHLUgtpdw5z9cP7Idjn7DA8U/Y/REAANgbeqYCAAAAAHSgZyoAAAAAQAcTfRcA7L1HPOIRdc2aNX2XAbt11113Zfny5X2XwTym75hOkqw+dHXPlSw+2i7DSLtlWGm7DCPtlmGl7S5samrqllrr0XOtE6bCEFuzZk2uuOKKvsuA3dq6dWvWr1/fdxnMY3LrZPPn+sle61iMtF2GkXbLsNJ2GUbaLcNK211YKeX6+dYZ5g8AAAAA0IGeqQAw4jacvKHvEgAAAIaCMBUARty61ev6LgEAAGAoGOYPAAAAANCBMBUARtzU9FSmpqf6LgMAAGDRM8wfAEbc5ms3JzHcHwAAYHf0TAUAAAAA6ECYCgAAAADQgTAVAAAAAKADYSoAAAAAQAfCVAAAAACADoSpAAAAAAAdTPRdAADQr8n1k32XAAAAMBT0TAUAAAAA6ECYCgAAAADQgTAVAEbcxis2ZuMVG/suAwAAYNEzZyoAjLjtd27vuwQAAIChoGcqAAAAAEAHwlQAAAAAgA6EqQAAAAAAHQhTAQAAAAA6EKYCAAAAAHQw0XcBAEC/1q1a13cJAAAAQ0GYCgAjbsMpG/ouAQAAYCgY5g8AAAAA0IEwFQBG3PQd05m+Y7rvMgAAABY9YSoAjLhNU5uyaWpT32UAAAAsesJUAAAAAIAOhKkAAAAAAB0IUwEAAAAAOhCmAgAAAAB0IEwFAAAAAOhAmAoAAAAA0MFE3wUAAP06Z905fZcAAAAwFISpADDiVh+6uu8SAAAAhoJh/gAAAAAAHQhTAWDEbb5mczZfs7nvMgAAABY9YSoAjLip7VOZ2j7VdxkAAACLnjAVAAAAAKADYSoAAAAAQAfCVAAAAACADoSpAAAAAAAdCFMBAAAAADqY6LsAAKBfq1as6rsEAACAoSBMBYARd+4Z5/ZdAgAAwFAwzB8AAAAAoANhKgAAAABAB8JUABhxk1snM7l1su8yAAAAFj1hKgAAAABAB8JUAAAAAIAOhKkAAAAAAB0IUwEAAAAAOhCmAgAAAAB0IEwFAAAAAOhgou8CAIB+bTh5Q98lAAAADAVhKgCMuHWr1/VdAgAAwFAwzB8AAAAAoANhKgCMuKnpqUxNT/VdBgAAwKJnmD8AjLjN125OYrg/AADA7uiZCgAAAADQgTAVAAAAAKADYSoAAAAAQAfCVAAAAACADoSpAAAAAAAdCFMBAAAAADqY6LsAAKBfk+sn+y4BAABgKOiZCgAAAADQgTAVAAAAAKADYSoAjLiNV2zMxis29l0GAADAomfOVAAYcdvv3N53CQAAAENBz1QAAAAAgA6EqQAAAAAAHQhTAQAAAAA6EKYCAAAAAHQgTAUAAAAA6GCi7wIAgH6tW7Wu7xIAAACGgjAVAEbchlM29F0CAADAUDDMHwAAAACgA2EqAIy46TumM33HdN9lAAAALHrCVAAYcZumNmXT1Ka+ywAAAFj0hKkAAAAAAB0IUwEAAAAAOhCmAgAAAAB0IEwFAAAAAOhAmAoAAAAA0IEwFQAAAACgg4m+CwAA+nXOunP6LgEAAGAoCFMBYMStPnR13yUAAAAMBcP8AQAAAAA6EKYCwIjbfM3mbL5mc99lAAAALHrCVAAYcVPbpzK1farvMgAAABY9YSoAAAAAQAfCVAAAAACADoSpAAAAAAAdCFMBAAAAADoQpgIAAAAAdDDRdwEAQL9WrVjVdwkAAABDQZgKACPu3DPO7bsEAACAoWCYPwAAAABAB8JUAAAAAIAOhKkAMOImt05mcutk32UAAAAsesJUAAAAAIAOhKkAAAAAAB0IUwEAAAAAOhCmAgAAAAB0IEwFAAAAAOhAmAoAAAAA0MFE3wUAAP3acPKGvksAAAAYCsJUABhx61av67sEAACAoWCYPwAAAABAB8JUABhxU9NTmZqe6rsMAACARc8wfwAYcZuv3ZzEcH8AAIDd0TMVAAAAAKADYSoAAAAAQAeG+QPsoR96w9/k9rvv26t9v+Oxv5ObP/2K/VzRrg47ZCIfe81TDug5AAAAYBQJUwH20O1335dPXvy0vdr3mR/8nb3et6szL/roAT0+AAAAjCrD/AEAAAAAOhCmAgAAAAB0YJg/AIy4yfWTfZcAAAAwFPRMBQAAAADoQJgKAAAAANCBMBUARtzGKzZm4xUb+y4DAABg0TNnKgCMuO13bu+7BAAAgKGgZyoAAAAAQAfCVGBRKKX0XQJDSLsBAADgoSRMBQAAAADoQJgKAAAAANCBMBUAAAAAoIOJvgsAAPq1btW6vksAAAAYCsJUABhxG07Z0HcJAAAAQ8EwfwAAAACADoSpAAyl888/P0lSShmqryVLlmTZsmULrj/qqKMetHzFihW57LLLctlll+X000/P2NjYzuMsWbLkQccYGxvL8ccfn+OPPz7j4+M56qijMj4+vnObo446KpdddlmSZPqO6UzfMf2gezx4rsFzHH/88Tv3nW+f8fHxnH766bvUPLhsIfu6/fnnn7/LPRobG5v3OHt6rmE1KtcJPDT2x3s9o0X7GE378l6hzbCo1Vo7fSUZT/LpJH8xx7onJbkyyX1JnjPH+sOSfCXJ785z7Ocm+UKS+5OcMbD8RUk+M/B1f5LHtOvWJflcki8m+Z0kpeu1LHCN/23W+e5Jcla77k+SXJPk80n+b5Il7fILBrb/fJIdSVYmOWXWsW5P8sqFrneOerYutL7d5u1JPpvkqiTvS7JiX+/DAueaTPJL7evXJXnqfjru/2rr/0ySjyVZvZvtz56vLc3XVue7T0le2rajzyT5+ySntcvXJLl74Pm9bQ+vaf1cPyvtur9qa/lCkrclGW+X/2aSf2lr/ECSI3Z3nnXr1tWDRZK+S+js+37lr/Z63w0fePp+rGRu+1LfgXL55Zfv1+Odd955NcnQfS1durSOj4/v/L6Ussv62d8fcsgh9YgjjqhLly6tSeqSJUvq0UcfXS+88MJ60kkn1Re96EV1bGysLl26tI6NjdUnPvGJdWxsrK5YsaIeeuih9YgjjqjHHntsfepTn1pLKXVsbKy+6lWvqm984xvr2NhYPeyww+qll15aL7r8onrR5Rftco8vvfTSetJJJ9ULL7ywHn300XXlypX1mGOOqa95zWvqscceW48++uh66aWXzrnPli1b6re+9a26ZcuWevTRR9ejjz56l2UnnXTSg/Zd6Bh7sv2FF15YJyYm6llnnVVPOumkeskll9Q1a9bsvGeDx+lyrv3ddvuwp/eU4XcwtFsWr/3xXj8fbffgdLD/HtJu57Yv7xUHe5tZLLTdhSW5os6X+cy34kEbJr+Q5NK5AqI2eHp0kndl7jD1t9t95wtTT00TPm7NPOFhku9N8qWB7/85yZlJSpK/TPLDXa+l4/WuTPL1JA9vv396e66S5LIkL5tjnw1JtsyxfDzJvyc5sev1ttstuL7d5rCB129O8pr9eR9mnWsybZi6n487eA2vyG6Cy+w+TH1QW53vPs1a/swkfzXQpj+/D9e0fq6flcFztm3p/Ume337/Q0km2te/keQ3dnceYWo/hKl7bn//op4JFwe/JiYmHvJwdGxsbMH1y5Ytq0nqihUrdglRB/c75JBD6pFHHrlz/UygOjY2Vrds2VK3bNlS16xZU4888siapK5Zs6auXbu2btmypa5du7Yee+yxdcmSJfWSSy6pS5cu3RkeLlmypK5Zs6Zu2bKlllLqscceWy+55JK6du3aWmutl1xySV2yZEldu3btnGHq4DlmjjPz/UxNM8eavc+gNWvW1DVr1uyybOY4c5nrGHuy/dq1a3fei5nlg3UPHqfLuQ6Gv2Tu6T1l+B0M7ZbFa3+8189H2z04Hey/h7Tbue3Le8XB3mYWC213YVkgTO30AVSllOOSPCPJ69ugahe11uva7e6fY991SY5J0xvvjLmOX2vd1m67UBkvSPLudrtVaQKpT7bfvyvJWWlC1dnn//+S/ESS/0hyY5KpWuubSimPStMr8Og0vUmfW2v90sCuz0nyl7XWb7Y1fmTgmP+c5Lh5apyr7/lT0gTB1y90vaWUQ5L8YZL/lKaH4iED696a5PHtsvfVWi9qj3V7u7606+oc5585xoYkr03ysCRfS/KiWutNpZTJJHfWWt/Ubvf5JD9Sa72ulHJhkhcnuXnm/rXbvCNNWPi+UspTkrwpzQeafSpN0HzvHOef81nMXENr+cw1lFKekCaIX5aml+hP11qvabc7vpSyNckjk/xxrfXidp852+p892m+c3dVSlmT5I/afZPkvFrrP7SvDyulfDjJo5JcnuTltdb7B845keZZzNTysYFDfzJNG5zrnOckOSdJjjnmmGzdunVPSl7Uzrzoo32X0Nm+3PeH4pktynt5+f6r6d57H/QWk/vuu2+/Hb+r++9/0K+9Xdxzzz1JkjvvvHPe/e65557cfffdO79vfm832+zYsSNJcsMNN+zc54YbbkiS7NixI9u2bdu57WmnnZZ77703p512Wq6//vrUWnP99ddnx44dqbXm5ptvzmmnnZZt27Zl69atOe200/Ltb38727Zty3XXXZdk17a5bdu2Xc4xU8vM8uuvvz6llDn3GVw213Yzx53rZ2GuY+zJ9tu2bdt5L2aWz+w/+zhdznXnnXcO/fvsnt5Tht/B0G5ZvOZ6T7nhhhtSa93n9xlt9+B0sP8e0m7nti/vFQd7m1kstN291ylMTfK/k7wqyaF7cvBSyliSS9IEaE/do8oe7HlJfrR9/cg00wbM+Eq7bPb5H5/k2WnCySVppiKYalf/SZI31Fo/UEpZlgfPH/v8ND0YZx9zSZKfTPLzs5Y/PMl/T3LeHLU/P3OHrLO9LMk3a62nllIe3dY748Ja69dLKeNJ/qaU8uha61Xtuf8wTc/Zq5P84gLH//skZ9ZaaynlZ9M803m3b4Pw5yd5TJq2Mnj/ZrZZluQdSZ5Sa722DbZflqbNDG630LNIKeX1SX4qyW1ppltImkD5B2qt95VSnprk19pjJMkTkpye5JtJPlVK+XCt9Yos0Fbnu0+llP+RJnh9WJInD+xyUinl02mmaHhtrfXv5rhNNyf5wVrrPaWU707znGf+0+AJSU5Lcn2a/0x4VpopBlJK+Wi7/i9nls3yM0neM8fy1Fo3JdmUJGeccUZdv379XJsNpU9e/LS+S+jkzIs+mr2972/+4G/u9b6dXf7RRXcvt27dul+ve9lvLH1QoDoxMfGQB6pjY2MLBqrLli3LPffckxUrVuTuu+/eGUgO7rds2bIsW7Yst99+e3bs2JFSSmqtGRsby/j4eJLkhBNOyG233ZZbb701J5xwQpYvX57x8fGceuqp+drXvpavfe1rufrqq7N06dJcffXVOfHEE/PVr341j3zkI3fOk/od3/Edufrqq3Pqqadm/fr1efOb35wlS5bk5JNPzpo1a5Jkl2d06qmn7jzHXXfdtbOWmeUnnnhili9fPuc+g8tOPPHEBx378ssv31nHbHMdY0+2P/XUU3fei5nlM/vPXM/gtrs71/5uu33Y03vK8DsY2i2L11zvKSeccEKS7u/189F2D04H++8h7XZu+/JecbC3mcVC2917u/0AqlLKjyS5udY6tbtt5/DyJB+ptX5lt1suXMP3pQkZP7+Hu/6XJH9ea72n1npHks3t8Q5N8sha6weSpF3/zYHzrUozrcBc3ah+L8nfzhGsbUjy/2qtX59V+8PSDB9/b4d6n5Tkj9uarkozd+aMHy+lXJlmLtC1aUK6tNv+dJLVSbalCZ3nc1ySj5ZSPpdmrte1u6nnB5J8oNb6zbY35Yfm2OaUJF+utV7bfv/O9jpmm/NZDFzDhbXW49OE3DOB9OFJ3tv2lP2tWfV+vNb6tVrr3Un+LMn3766tznefaq3/p9b6XUlenabnbpJsT3JCrfWxaacNKKUcNsdhlyT5/faevjcDzyXJP9da/63WuiNNyPr9A+d8WpJVSZZm1wA3bW/g+9p7Aczh537u5x60bLH3TN2xY8fOgG9mv1JK7r777tx66627BKkzx37GM56RZz3rWdm+fXtuvfXWLFmyJHfddVfOOuusvOQlL8ljHvOY3HzzzRkbG8sFF1yQxz3ucbngggtyyy23ZNmyZfnGN76RF77whXnKU56Sm266KRdccEGe8Yxn5Dd/8zdzwQUX5JBDDsmFF144Z+0XXnhhXvKSl+Sss87KXXfdlec85zl5wQtekA0bNuSFL3xh7rrrrgftO7PP5Zdfnm9/+9u5/PLLc9ddd+Wuu+7aZdlLXvKS3Z53b7c/66yz8upXvzo//MM/nJe85CV585vfnJ/5mZ/Zec8Gj7On5xpWo3KdwENjf7zXM1r8HhpN+/Jeoc2w6M03/n/mK8mvp+n5eV2aeT+/mWZY9VzbviMDc6amCYNuaPe9JU0PvzcscK6tmWOO0DRB2i8PfL8qyb8MfP+CJBuTHJ8HPjDopUlemeTige3enOSX0vRa/MoCdfx8kk1zLL8oyQeTjM2x7gNJXjjH8h9N8rEu19se+8kD31+ZppfjSWk+aOvIgft89hzHe1Lmmadz4HzPrA/M6bm1ff3aJK8a2O6LaeYMfWWS182+f4PPOk1P078d2OYpacLNTs9ijhpPSDtXaXuOV7Sv1yS5rn19dpJ3DuzzuvaZdWqr892nNP+5cNtCzyrJjw1c1xlp5pF9U7vvRJL7Bu7vJwb2/5kkvzXHcX8qA/O/ttf2j2nn6t3dlzlT+2HO1D13IObjGdYPoZqYmJhzztfB9StXrnzQ8uXLl9dLL720XnrppXXt2rW1lLLzOLPni52YmKillHrcccfV4447ro6NjdWVK1fuMlfrypUrd07iP9ecqbXWXc41eI7jjjtuwQ+EWrt2bR0bG6tr167dpebBZQvZ1+3PO++8Xe5RKWXe4+zuXAfLXFJ7ek8ZbgdLu2Xx2h/v9XPRdg9eB/PvIe12fvvyXnEwt5nFQttdWPbHB1DVBwKihcK6d2SOD6CqD4RE835oUJ0jXKwPBFxfTfKds5bP/gCqp89xvMenCSSXJVmR5No8EAZ+MslZ7eulg+FVu+6/zTrWzyb5hySHzHGew9N8WNXyOda9O81cn13C1F9I8gft69PT9E48I01g+dn2XhyT5Kb2fpYkj2q3L2lCvTctcH8/nWRd+/oP80CY+hNJ3t2+flyaOWTXtK+vSjPH6KFJ/jUPDlOXpQnMHzWw/Of38Fl898B256eZEzZpAupnt68ns2uYOp3mQ8IOaWuc3W7Wp22rC92nWefekPaHJc1cuuPt6+9M0wZXznFdv5XkF9vXP50mEJw5/91pgvCxNL2cn91e+6p2m4k0Q/nPa7//72mmIDi668+kMLUfwtQ9d6B+UQ9Tu1nM5gtT8ZdMhpN2y7DSdhlG2i3DSttdWBYIU3c7zH8+pZTXlVKe2b5+fCnlK0mem2RjKeULHfb/g1LKGe3rH2v3f2KSD7fzSc54UpIba63/NusQL0/yB2l6UX4pc3z4VK31U2mGpl/Vrv9cmjk5k2be01eUUq5KE5Ie29ayJk2vyk/MOtzb0gSZ/1hK+Uwp5VcG1v1Ymt6nd826xuVJfjBNT83B5fNd71uTrCilbEvT23KqvY7PpglC/yXNp9T/v5lDJXlnO8T8c2l67L5u9n0YMJlm2PxUmp7CM96fZGX73M5LE3Sm1nplmrDvs2nu36dmH7DWek+aEPG9bR33t/dq9nYLPYs3lFI+3z6LH8oD89G+Mcmvt/OWzp7f95/buq9K8v7azJc6n4Xu03mllC+UUj6TJsx+cbv8SUmuape/L8lL66wpHFq/l+TFpZTPJvmeJINt4FNJfjfNtAJfThMOL0/yofZaP5NmztWZ+/W7aULrj7dt7EH3EeBAOGfdOTln3Tl9lwEAALDolSZsPXiVUlbUWu9sPyDqb5Oc04aEPMQ8i/3vjDPOqFdcsVCOPDwG54pc7M68aO8/4OmZH3xGPnTWh/dzRbval/oOlAM1ufkwtRuGk4n5GUbaLcNK22UYabcMK213YaWUqVrrGXOtm93b72C0qZRyWprh5e8U3vXKswAAAABgaB30YWqt9YV91/BQaz8N/rmzFr+31vr6PuqZMYrPAmAYbL5mc5Jkwykbeq4EAABgcTvow9RR1IamvQanAAyPqe1TSYSpAAAAu7PXH0AFAAAAADBKhKnAouBDhNgb2g0AAAAPJWEqAAAAAEAHwlQAAAAAgA6EqQAAAAAAHUz0XQAA0K9VK1b1XQIAAMBQEKYCwIg794xz+y4BAABgKBjmDwAAAADQgTAVAAAAAKADYSoAjLjJrZOZ3DrZdxkAAACLnjlTAfbCmRd9dK/2+47H7v2+XR12iLd2AAAAOBD8ixtgD33y4qftw95PS87aX5UAAAAADyXD/AEAAAAAOhCmAgAAAAB0IEwFAAAAAOhAmAoAAAAA0IEPoAKAEbfh5A19lwAAADAUhKkAMOLWrV7XdwkAAABDwTB/AAAAAIAOhKkAMOKmpqcyNT3VdxkAAACLnmH+ADDiNl+7OYnh/gAAALujZyoAAAAAQAfCVAAAAACADoSpAAAAAAAdCFMBAAAAADoQpgIAAAAAdCBMBQAAAADoYKLvAgCAfk2un+y7BAAAgKGgZyoAAAAAQAfCVAAAAACADoSpADDiNl6xMRuv2Nh3GQAAAIueOVMBYMRtv3N73yUAAAAMBT1TAQAAAAA6EKYCAAAAAHQgTAUAAAAA6ECYCgAAAADQgTAVAAAAAKCDib4LAAD6tW7Vur5LAAAAGArCVAAYcRtO2dB3CQAAAEPBMH8AAAAAgA6EqQAw4qbvmM70HdN9lwEAALDoCVMBYMRtmtqUTVOb+i4DAABg0ROmAgAAAAB0IEwFAAAAAOhAmAoAAAAA0IEwFQAAAACgA2EqAAAAAEAHwlQAAAAAgA4m+i4AAOjXOevO6bsEAACAoSBMBYARt/rQ1X2XAAAAMBQM8wcAAAAA6ECYCgAjbvM1m7P5ms19lwEAALDoCVMBYMRNbZ/K1PapvssAAABY9ISpAAAAAAAdCFMBAAAAADoQpgIAAAAAdCBMBQAAAADoQJgKAAAAANDBRN8FAAD9WrViVd8lAAAADAVhKgCMuHPPOLfvEgAAAIaCYf4AAAAAAB0IUwEAAAAAOhCmAsCIm9w6mcmtk32XAQAAsOgJUwEAAAAAOhCmAgAAAAB0IEwFAAAAAOhAmAoAAAAA0IEwFQAAAACgA2EqAAAAAEAHE30XAAD0a8PJG/ouAQAAYCgIUwFgxK1bva7vEgAAAIaCYf4AAAAAAB0IUwFgxE1NT2VqeqrvMgAAABY9w/wBYMRtvnZzEsP9AQAAdkfPVAAAAACADoSpAAAAAAAdCFMBAAAAADoQpgIAAAAAdCBMBQAAAADoQJgKAAAAANDBRN8FAAD9mlw/2XcJAAAAQ0HPVAAAAACADoSpAAAAAAAdCFMBYMRtvGJjNl6xse8yAAAAFj1zpgLAiNt+5/a+SwAAABgKeqYCAAAAAHQgTAUAAAAA6ECYCgAAAADQgTAVAAAAAKADYSoAAAAAQAcTfRcAAPRr3ap1fZcAAAAwFISpADDiNpyyoe8SAAAAhoJh/gAAAAAAHQhTAWDETd8xnek7pvsuAwAAYNETpgLAiNs0tSmbpjb1XQYAAMCiJ0wFAAAAAOhAmAoAAAAA0IEwFQAAAACgA2EqAAAAAEAHwlQAAAAAgA6EqQAAAAAAHUz0XQAA0K9z1p3TdwkAAABDQZgKACNu9aGr+y4BAABgKBjmDwAAAADQgTAVAEbc5ms2Z/M1m/suAwAAYNETpgLAiJvaPpWp7VN9lwEAALDoCVMBAAAAADoQpgIAAAAAdCBMBQAAAADoQJgKAAAAANCBMBUAAAAAoIOJvgsAAPq1asWqvksAAAAYCsJUABhx555xbt8lAAAADAXD/AEAAAAAOhCmAgAAAAB0IEwFgBE3uXUyk1sn+y4DAABg0ROmAgAAAAB0IEwFAAAAAOhAmAoAAAAA0IEwFQAAAACgA2EqAAAAAEAHwlQAAAAAgA4m+i4AAOjXhpM39F0CAADAUBCmAsCIW7d6Xd8lAAAADAXD/AEAAAAAOhCmAsCIm5qeytT0VN9lAAAALHqG+QPAiNt87eYkhvsDAADsjp6pAAAAAAAdCFMBAAAAADoQpgIAAAAAdCBMBQAAAADoQJgKAAAAANCBMBUAAAAAoIOJvgsAAPo1uX6y7xIAAACGgp6pAAAAAAAdCFMBAAAAADoQpgLAiNt4xcZsvGJj32UAAAAseuZMBYARt/3O7X2XAAAAMBT0TAUAAAAA6ECYCgAAAADQgTAVAAAAAKADYSoAAAAAQAfCVAAAAACADib6LgAA6Ne6Vev6LgEAAGAoCFMBYMRtOGVD3yUAAAAMBcP8AQAAAAA6EKYCwIibvmM603dM910GAADAoidMBYARt2lqUzZNbeq7DAAAgEVPmAoAAAAA0IEwFQAAAACgA2EqAAAAAEAHwlQAAAAAgA6EqQAAAAAAHQhTAQAAAAA6mOi7AACgX+esO6fvEgAAAIaCMBUARtzqQ1f3XQIAAMBQMMwfAAAAAKADYSoAjLjN12zO5ms2910GAADAoidMBYARN7V9KlPbp/ouAwAAYNETpgIAAAAAdCBMBQAAAADoQJgKAAAAANCBMBUAAAAAoANhKgAAAABABxN9FwAA9GvVilV9lwAAADAUhKkAMOLOPePcvksAAAAYCob5AwAAAAB0IEwFAAAAAOhAmAoAI25y62Qmt072XQYAAMCiJ0wFAAAAAOhAmAoAAAAA0IEwFQAAAACgA2EqAAAAAEAHwlQAAAAAgA6EqQAAAAAAHUz0XQAA0K8NJ2/ouwQAAIChIEwFgBG3bvW6vksAAAAYCob5AwAAAAB0IEwFgBE3NT2VqempvssAAABY9AzzB4ARt/nazUkM9wcAANgdPVMBAAAAADoQpgIAAAAAdCBMBQAAAADoQJgKAAAAANCBMBUAAAAAoANhKgAAAABABxN9FwAA9Gty/WTfJQAAAAwFPVMBAAAAADoQpgIAAAAAdCBMBYARt/GKjdl4xca+ywAAAFj0zJkKACNu+53b+y4BAABgKOiZCgAAAADQgTAVAAAAAKADYSoAAAAAQAfCVAAAAACADoSpAAAAAAAdTPRdAADQr3Wr1vVdAgAAwFAQpgLAiNtwyoa+SwAAABgKhvkDAAAAAHQgTAWAETd9x3Sm75juuwwAAIBFT5gKACNu09SmbJra1HcZAAAAi54wFQAAAACgA2EqAAAAAEAHwlQAAAAAgA6EqQAAAAAAHQhTAQAAAAA6EKYCAAAAAHQw0XcBAEC/zll3Tt8lAAAADAVhKgCMuNWHru67BAAAgKFgmD8AAAAAQAfCVAAYcZuv2ZzN12zuuwwAAIBFT5gKACNuavtUprZP9V0GAADAoidMBQAAAADoQJgKAAAAANCBMBUAAAAAoANhKgAAAABAB8JUAAAAAIAOJvouAADo16oVq/ouAQAAYCgIUwFgxJ17xrl9lwAAADAUDPMHAAAAAOhAmAoAAAAA0IEwFQBG3OTWyUxuney7DAAAgEVPmAoAAAAA0IEwFQAAAACgA2EqAAAAAEAHwlQAAAAAgA6EqQAAAAAAHQhTAQAAAAA6mOi7AACgXxtO3tB3CQAAAENBmAoAI27d6nV9lwAAADAUDPMHAAAAAOhAmAoAI25qeipT01N9lwEAALDoGeYPACNu87WbkxjuDwAAsDt6pgIAAAAAdCBMBQAAAADoQJgKAAAAANCBMBUAAAAAoANhKgAAAABAB8JUAAAAAIAOJvouAADo1+T6yb5LAAAAGAp6pgIAAAAAdCBMBQAAAADowDB/gBHxQ2/4m9x+9317te93PPZ3cvOnX7FvBVz+0STJYYdM5GOvecq+HYv9auMVG5Mk555xbs+VAAAALG7CVIARcfvd9+WTFz9tr/Z95gd/Z6/3TZKtW7dm/fr1SZIzL/roXh+HA2P7ndv7LgEAAGAoGOYPAAAAANCBMBUAAAAAoANhKgAAAABAB8JUAAAAAIAOhKkAAAAAAB1M9F0AANCvdavW9V0CAADAUBCmAsCI23DKhr5LAAAAGAqG+QMAAAAAdCBMBeiolNJ3CSwiB1N7mL5jOtN3TPddBgAAwKInTAWAEbdpalM2TW3quwwAAIBFT5gKAAAAANCBMBUAAAAAoANhKgAAAABAB8JUAAAAAIAOhKkAAAAAAB0IUwFgD5RSUkrZ5fWwfa1YsSJLlizZ+f3FF1+ciy++OGNjY/PuMz4+nvPPP3/nfTj//PMzMTGxyzZjY2M5/fTTc9lllyVJLrvsspx++ukZHx/PUUcdtfOcS5YsyYoVK3but2TJkl32ndlvbGxslzqPOuqoHH/88RkfH9/lPF0M1rKn+3Y51v48PgAHjvfrxc8zYl8c6L/zHez29ppH7l7VWn3twVeS8SSfTvIXc6x7UpIrk9yX5DlzrD8syVeS/O48x35uki8kuT/JGQPLj0pyeZI7Z++b5PVJbkxy50Nw7ZNJfql9/bokT91Px/1fSa5K8pkkH0uyejfbnz3fPZzvGSV5e5LPtud5X5IV7fKXJvlce+6/T3Jau3xNkrvb5Z9J8rY9vKb1c7WRdt1ftbV8Icnbkowv9PwX+lq3bl3lodO8ZQ6v7/uVv9rrfTd84On7dO7LL798v9TRtyRD/TU+Pl4f97jH1SR1yZIltZRSH/7wh9ccmjp+xPjO7cbGxnbZ72EPe1gtpdRSSj3vvPPqeeedt/P75z3vefXII4+spZSapJ511ln1pJNOquedd1496aST6pYtW+rLXvayOj4+XleuXFnPOeecunz58pqkPu5xj6vHHntsXblyZX3EIx5RL7zwwnr00UfXo48+eufrlStX1mOOOaY+85nPrOPj4/Xwww+v73rXu+qWLVvqSSedVC+99NLdPrdLL710Zy3f+ta39mjfwbY737Fmat6b48OBMLvdwrA40G13X34f8NAYxmfkPXfx2J/tZxjb4p7q8vfcLtd8sN6rJFfU+TKf+Vb4mjck+4Ukl84VlLUB3KOTvCtzh6m/3e47X5h6apJTkmzNrmHq8iTf3wZ/s8PUM5OsykMcpu7n4x428PoVuwsus/sw9UHPaNY53pzkNXMsf2aSvxp4lp/fh2taP1cbGTxnkpLk/Umev9DzX+hLmPrQijB1rwlT+/k68sgjH7SslFJf9rKX1SR1YmKibtmypR577LEPClHHxsbqkUceWY855pi6ZMmSeswxx9Tx8fG6dOnSunTp0jo+Pl4vueSSunbt2rply5Z6ySWX1ImJibp06dK6ZcuWnX/WWuvSpUvrJZdcsnP5mjVr6ste9rJaSqlbtmypW7ZsqWvWrKlr166ta9as2eX1zPqZY8ysq7XWLVu27Hy9kJkaB3Xdd/ZfMuc61kzNe3N8OBD8w55hdaDb7r78PuChMYzPyHvu4rE/288wtsU91eXvuV2u+WC9V1kgTJ0InZVSjkvyjDS9QX9h9vpa63XtdvfPse+6JMek6ZV4xlzHr7Vua7edvfyuJH9fSnnUHPt8cq595ql/Q5LXJnlYkq8leVGt9aZSymSaMPZN7XafT/IjtdbrSikXJnlxkpvT9ICdard5R5qw8H2llKckeVOSiSSfSvKyWuu9c5z//0vyE0n+Y+ZYtdY31VpvH9hseZp/yKeU8oQ0AfSyNL1Ef7rWek273fGllK1JHpnkj2utF7f7zPmMZs5Rmht1yMw55jt3V6WUNUn+qN03Sc6rtf5D+/qwUsqHkzwqTc/il9da7x8450SaZzFTy5zPf45znpPknCQ55phjsnXr1j0pmX105kUf7buEfbIv7WVf9r3zzjt32X/Y7+OwuO222x60rNaapz/96XnrW9+a++67Lzt27MjNN9+cJLn//gd+fd1///257bbbdi676aabkiQ7duzYuc1pp52Wbdu2ZceOHTnttNNy33337Tzmvffemx07dmTr1q259957c9ppp+1cfv311++sYeZ4N9xww876Bt8HZ9bPHOP6669PKSVbt27Njh07sm3btt22zZkaB7fruu/stjvXsQZr2tPjw4Ewu93CsDjQbXdffh/w0BjGZ+Q9d/HYn+1nGNvinury99wu1zwK92o2Yeqe+d9JXpXk0D3ZqZQyluSSNEHiU/d/WZ39fZIza621lPKzaa7lF+fbuA2An5/kMWnaypVpw9SBbZYleUeSp9Rary2lvCvJy9Lcq8HtHp/k2Un+U5Ils49VSnl9kp9KcluS/9Yu/pckP1Brva+U8tQkv9YeI0mekOT0JN9M8qlSyodrrVdkgWdUSvnDJE9PcvXgdZdS/kea4PVhSZ48sMtJpZRPJ7k9yWtrrX83x226OckP1lrvKaV8d5LL8kBY/oQkpyW5Pk2I/qw0UwyklPLRdv1fzizrqta6KcmmJDnjjDPq+vXr92R39tEnL35a3yXstTMv+mj2tr28+YO/udf7Jk0Qu3P/yz86tPexvK7vCvbM4YcfnltvvXWXZaWUfOQjH0mSTExMZHx8PIc9/rB849ZvZOyLYzvD07GxsRx++OF52MMelq9//etZuXJlbrnllkxMNH91uO+++3L11Vfn1FNPzfj4eK666qqdxxsfH8/SpUszPj6e9evXZ+nSpbn66qvz2Mc+NkuXLs2qVavykY98ZOdcrElywgknZPny5bnrrruSZOfrmfUzxzjxxBOzfPnyrF+/PpdffnlOPfXU3bbNmRoHt+u67y5td55jnXjiiUmyV8eHA2F2u4VhcaDb7r78PuChMYzPyHvu4rE/288wtsU91eXvuV2ueRTu1YPM12XV14OGZv9Ikt+ruxnC3a5/RwaG+Sc5L8mr2td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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314618.04.7768664.6852031.2036242.7261224.5402347.69255330.610042
4.14.170-gc72771da3_audio-g3ab4335-ab324618.03.5081153.3695811.2454031.5521573.2202376.82849927.517423
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4618.0 4.776866 4.685203 1.203624 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4618.0 3.508115 3.369581 1.245403 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.726122 4.540234 7.692553 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.552157 3.220237 6.828499 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 30.610042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.517423 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314618.04.7768664.6852031.2036242.7261224.5402347.69255330.610042
4.14.170-gc72771da3_audio-g3ab4335-ab324618.03.5081153.3695811.2454031.5521573.2202376.82849927.517423
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4618.0 4.776866 4.685203 1.203624 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4618.0 3.508115 3.369581 1.245403 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.726122 4.540234 7.692553 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.552157 3.220237 6.828499 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 30.610042 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 27.517423 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314619.05.3085394.9813202.5869231.6098654.60518210.14173958.985066
4.14.170-gc72771da3_audio-g3ab4335-ab324619.04.0504823.7553652.0718861.5703133.3744418.87463850.738612
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4619.0 5.308539 4.981320 2.586923 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4619.0 4.050482 3.755365 2.071886 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 1.609865 4.605182 10.141739 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.570313 3.374441 8.874638 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 58.985066 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 50.738612 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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rGPaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2ZbsSyPF1eE5nAhuBxV6j7gV0wu4nZArZMoutGgh7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym7KdBGpq8rsd0ZQpU3InNBTHvQ6ZekjuhDE5buWMvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU28Oxh2DAuKyt+XL5+wQ2zLu4IBAAAAAOAi20mgoihyHbqm3t5eSVJbW1vmksaQda8abwm/unu1JKld7SXGbB3PrRj2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNmV7TVZ/f3+uQ9fU2dmpzs7O3BkNw3GvFY+u0IpHV0zoMVYuPC30zmCS51bO2CvGcS/HJomuKLpiXLscuW5FVwxdMY5djk0SXVF0xTh2ldmU7UqglMa+kiMnpzOBjcBirwV+V5SNxWKrBsJeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMpmwngVpa/G5HNH369NwJDWWy7DUe9wKaLFuNF/aKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2+Z2JAbakxr2AAAAAAADAlnESCKhT9D5AAAAAAAA4yXYSqK+vL9eha1q3bp0kadasWZlLGkPWvRrkXkBDeG7FsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrOJK4HQGHgZGAAAAAAA2yXbSaDW1tZch67J6UxgI3Dca/7+88flce5a06l/GIcbQg9x3MoZe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpu4Egj+Rl4F1GAvAwMAAAAAwAUngYAt4GbQAAAAAIAdRbaTQP39/bkOXVNnZ6ckafr06ZlLGkPpe9VxFdCSdUskSe1q36ZDHH/JMl2uzm362i3huRXDXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrGrzKZsJ4GKwu9lPb29vbkTGsqE77UNN4PufHr8T+CMB55bMewV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqKXF75VoTmcCG8GOvNfR+0/XyvPH76VgO/JWE4G9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTdnOxKTk95bfbW1tuRMayoTtNfoKoB3gZtA8t2LYK8ZxL8cmia4oumJcuxy5bkVXDF0xjl2OTRJdUXTFOHaV2eR3OQ6QwfHj+HbwAAAAAAA4ynYSaHBwMNeha+rp6ZEkTZkyJXNJYxj3vXbAK4CG8NyKYa8Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWZTtpNAAwMDuQ5dU1dXlySvJ4OzcdtrG24APVFWLjxN+vLHxv1xeW7FsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mgpqamXIeuyelJ0Agm7OTPdlwBdPCuB2/z104knlsx7BXjuJdjk0RXFF0xrl2OXLeiK4auGMcuxyaJrii6Yhy7ymzKdhKoubk516FrmjZtWu6EhrJNe23pqp9xePnX8/d4fujzy7oXEM+tGPaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2cWNolGOCT/4AAAAAAIAt4yTQCEP3KXK8SslRXXtNwEu+tmTDUxu26etWLjxtnEs2xXMrhr1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lN2U4C9fX15Tp0TevXr5ckzZo1K3NJY9imvSb4qp+ljyyVJJ2jc7b4eWW/JTzPrRj2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNnEl0AhOZwIbQegKoEn+ki+eWzHsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbMp2Eqi1tTXXoWuaOXNm7oSGsiPsNdEvAxuyI2xVJvaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2cSUQxpf5FUBlvwwMAAAAAAAXTbkDAAAAAAAAMPGyXQnU39+f69A1dXR0SJJmzJiRuaQxbLKX+RVAo5X1MrAhPLdi2CvGcS/HJomuKLpiXLscuW5FVwxdMY5djk0SXVF0xTh2ldmU7SRQUfidJHB8xzJnjbKXw0vAGmUrF+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqKXF73ZETmcCG8GYe2W+AujMvc4c/meHkz9DeG7FsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp25mYlNLWP6lkju9Y5qy1tXXzl4FltsfOe9T8WNkvARuJ51YMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpv8LscBttP7fvyU9OM/XwWU8+QPAAAAAAAusp0EGhwczHXomrq7uyVJU6dOzVzSGLq7uzW8lMGNoI+/ZJke00pJ0m46PnPNpnhuxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoIGBgVyHrsnxyeBs6r88M3eCpE3v/fOn9BtJ0m7F8VZXAPHcimGvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2DUpTgI1NzfnOnRNTk8CbLtT92/Rovk+J4AknltR7BXjuJdjk0RXFF0xrl2OXLeiK4auGMcuxyaJrii6Yhy7ymzKdhKoqakp16FrcnwyWBp9M2iDl4JJlXv/zF/0zdwZY+K5FcNeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsWtSnAQCtpfTW8ADAAAAAOAu20mgovC4emSkvr4+SZ5vGeeo74NPS5JYa+t4bsWwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqsynbSaD+/v5ch66po6NDkjRr1qzMJaZGvQwsx15jXf3jdAPoWnhuxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoJTS1j+pZE5nAhuB417Td5qeO2FMjls5Y68Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWZTtpNALS1+tyOaMWNG7oTGUL0RdM61al39M2/WvJJL6sNzK4a9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTX5nYuBn9LuBZcBNoAEAAAAA2D5+79MOAAAAAACAcZftSqChu187Wb9+vSRp5syZmUtMLdj0Hd1y7LW1m0AvWrNIktSu9omPCeC5FcNeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMJl4ONsLAwEDuBC9beRlYGXvtKC8D47kVw14xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBHO/I7XQmsBGwV/3YKoa9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTVwJNEJzc3PuBA+jrwAa9TKwIWXutbWXgbnjuRXDXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrGrzCZuDA0AAAAAADAJZLsSyPF1eF1dXZKkadOmZe3Ips4rgIZM5F47yr2Ahkz651YQe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuyXQk0ODiY69A19fT0qKenJ3dGw2Cv+rFVDHvFOO7l2CTRFUVXjGuXI9et6IqhK8axy7FJoiuKrhjHrjKbsl0J5Pg6PKczgaUKXgE0pIy9ovcCOmH3EyaoZPtM2ufWNmKvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7aTQE1NfrcjmjJlSu6EhuK41yFTD8mdMCbHrZyxV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqs4l3B8Of1XkF0ETa0e4FBAAAAACAi2yX4xRF/hMOo/X29qq3tzd3RrlGvxQswHGv1d2rtbp7de6MzThu5Yy9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTdlOAvX39+c6dE2dnZ3q7OzMndEwJnKvlQtPC98PSJJWPLpCKx5dMQFF24fnVgx7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym7K9HCylbb8CZaK0tbXlTshnG14KNqn3CmKrGPaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2ZTsJ1NLidzui6dOn505oKOxVP7aKYa8Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWaT35kYlGM77gU0EbghNAAAAAAAE8vvfdoBAAAAAAAw7rJdCdTX15fr0DWtW7dOkjRr1qzMJSXajreFn4i9tuVm0I1gUj63tgN7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym3g52GRj9jIwAAAAAABQjmwngVpbW3MduianM4GNYHv3moj7AM3ff/64P+Z44LkVw14xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8wmrgSarLbjZWAAAAAAAKDxcBJosjB6GdjoK4B21PsAAQAAAADgJNtJoP7+/lyHrqmzs1OSNH369MwljcFxryXrlkiS2tWeN2QUx62csVeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mgovB7OVJvb2/uhIk3ji8D2969JuIKoM6nO8f9McfDpHhujSP2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNmU7CdTS4vdKNKczgY0gutdE3Ai6UfDcimGvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7YzMSn53KNmSFtbW+6E8TeB9wLaIfeaIGwVw14xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymuk4CpZROl/QZSc2SvlQUxcdHfXw/SV+RNK36Oe8riuKG8U3FjoIbQQMAAAAAUL6tngRKKTVL+rykl0haK+n2lNKSoijuG/Fp/5+kq4qi+EJK6a8k3SBp/y097uDg4DZHT5Senh5J0pQpUzKXTIAJeEv4eveazC8DG7JDP7cmAHvFOO7l2CTRFUVXjGuXI9et6IqhK8axy7FJoiuKrhjHrjKb6rkS6DhJvy2K4neSlFK6UtJZkkaeBCokPbP6z8+StG5rD9rd3a3ly5eHYidad3e3JGnq1KmZSza1Zs0aSdqmvdqrf5+Irbd1r4n8vnd1dW33MY6qPsaqcewcuVVX19OSJnaHem3Pc2si7Yi/FieS416OTRJdUXTFuHY5/t7luhVdMXTFOHY5Nkk7Xld79e8T9fvwjrbXRHPsKrOpnpNAe0t6aMS/r5X0vFGfs0DS91NKb5P0DEmnjvVAKaU3S3qzJO25557R1gnX2tqaO6GhRPf6+Ck7T1DJn+2/0/4TfoxtwXMrhr1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lN43Vj6NdIWlQUxb+klE6Q9NWU0hFFUWzymq+iKL4o6YuSdMwxxxTt7e3jdPgd29AZ423aq/Kl2/a14+XHy0pv2K5jPTht+x9jCxY/eFv18Y+bkMeP2K7n1iTEXgAaEb93AUBmyyt/4/dhlOLHW74dSz0ngR6WtO+If9+n+mMj/a2k0yWpKIoVKaU2SXtI+mPdoRhfE/iuYPXiXkAAAAAAAPhoquNzbpd0UErpOSmlnSSdJ2nJqM/5g6QXS1JK6TBJbZI6xjO0DAMDAxoYGMid0TAc99rw1AZteGpD7ozNOG7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lNW70SqCiK/pTSWyUtU+Xt3/+rKIpfppQulXRHURRLJL1L0n+mlN6hyk2i5xdFscW3o+rr69v++nG2fv16SdKsWbMyl4yjCXhXsCH17lXmW8IvfWSpJOkcnVPaMeuxQz63JhB7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym+q6J1BRFDeo8rbvI3/s4hH/fJ+kE8c3rXzNzc25ExpKrb14GdjmeG7FsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrNpvG4MHeZ4R+6ZM2fmTmgo7FU/tophrxjHvRybJLqi6Ipx7XLkuhVdMXTFOHY5Nkl0RdEV49hVZlO2k0CYIAY3hB5S5svAAAAAAADAlnESCOOCl4ABAAAAAOAt20mg/v7+XIeuqaOj8oZmM2bMyFwyDibwhtBDdqi9JhhbxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoK28eVgWju9Y5mysvXgJ2Nh4bsWwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqsynbSaCWFr9XojmdCdwmJd8PaMaMGTr5Iz+SdG+px92SM/c6M3fCmBr+uVUy9opx3MuxSaIriq4Y1y5HrlvRFUNXjGOXY5NEVxRdMY5dZTZlOxOTks8NjIc4vmOZM8e99th5j9wJY3Lcyhl7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym/wux8H2K+F+QKPxMjAAAAAAALxlOwk0ODiY69A1dXd3S5KmTp2aucSf67uB3brhVklSu9rzhozCcyuGvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU3ZTgINDAzkOnRNjk8GxNy/8f7cCWPiuRXDXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrFrUpwEam5uznXompyeBK5GXwH0g3c/n93qwEYx7BXjuJdjk0RXFF0xrl2OXLeiK4auGMcuxyaJrii6Yhy7ymzKdhKoqakp16Frcnwy1KXkdwUbqWE3Kxk7xbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7JoUJ4HQWEZfAcSNoAEAAAAAaCzZTgIVRfnvYLU1fX19kjzfMq4uJb8rWMPvVSK2imGvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7bXZPX39+c6dE0dHR3q6OjInWFt5cLThq8CYq/6sVUMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuyXQmUUr772NTidCawETjuNX2n6bkTxuS4lTP2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNmU7CdTS4nc7ohkzZuROsDP6XkAjOe41b9a83AljctzKGXvFOO7l2CTRFUVXjGuXI9et6IqhK8axy7FJoiuKrhjHrjKb/N6iCwAAAAAAAOPO73Ic1K/Et4bn3cAAAAAAAGhs2U4CDd392sn69eslSTNnzsxckteWXgI2kuNei9YskiS1qz1rx2iOWzljrxjHvRybJLqi6Ipx7XLkuhVdMXTFOHY5Nkl0RdEV49hVZhNXAo0wMDCQO2HblPzW8EMadq8M2CqGvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU3ZTgI53pHb6Uygg629BIy96sdWMewV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8ps4kqgEZqbm3MnNBT2qh9bxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqziXcHAwAAAAAAmASynQRyfB1eV1eXurq6cmc0DPaqH1vFsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mgwcHBXIeuqaenRz09Pbkzsjn+kmV1vzOYxF4RbBXDXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrGrzKZs9wRyfB3etGnTcifUZ0HKXSDJc68Tdj8hd8KYHLdyxl4xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBmpr8bkc0ZcqU3AkWtvauYEMc9zpk6iG5E8bkuJUz9opx3MuxSaIriq4Y1y5HrlvRFUNXjGOXY5NEVxRdMY5dZTbx7mCNbEGRuwAAAAAAADSIbJfjFIXfCYze3l719vbmzmgYjnut7l6t1d2rc2dsxnErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqL+/P9eha+rs7FRnZ2fujIbhuNeKR1doxaMrcmdsxnErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psyvZysJQ8bm48UltbW+6ELTO5IfQQ+72MsFUMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuynQRqafG7HdH06dNzJzQU9qofW8WwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqs8nvTAy2jhtCAwAAAACAIE4CQcdfsix3AgAAAAAAmGDZbgzd19eX69A1rVu3TuvWrcud0TDYq35sFcNeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMJq4EwrCVC0/LnQAAAAAAACZItpNAra2tuQ5d06xZs3InNBTHvebvPz93wpgct3LGXjGOezk2SXRF0RXj2uXIdSu6YuiKcexybJLoiqIrxrGrzKZsLwcDAAAAAABAeTgJBAAAAAAAMAlkezlYf39/rkPX1NnZKUmaPn165pJNtS8/JXfCmBz3WrJuiSSpXe15Q0Zx3MoZe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuynQQqiiLXoWvq7e3NndBQHPfqfLozd8KYHLdyxl4xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBWlr83pjM6UzgmBZ4nTiz38sIW8WwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqsynbmZiUUq5D19TW1pY7oaGwV/3YKoa9Yhz3cmyS6IqiK8a1y5HrVnTF0BXj2OXYJNEVRVeMY1eZTX6X46A0x1+yLHcCAAAAAAAoSbZ3BxscHMx16Jp6enrU09OTO6NhsFf92CqGvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU3ZrgQaGBjIdeiaurq6JElTpkzJG1KylQtP26avm6x7bQu2imGvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7aTQE1N2S5CqsnpSdAIHPc6eNeDcyeMyXErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqLm5Odeha5o2bVruhIbiuNfz93h+7oQxOW7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lN3Bja2QK/d1ADAAAAAACNiZNAIwzdp8jxKiVHjntteGpD7oQxOW7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lN2W7M09fXl+vQNa1fv17r16/PnbGZ5e0/1vL2H+fO2IzjXksfWaqljyzNnbEZx62csVeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrOJK4FGcDoT2AjYq35sFcNeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMpmwngVpbW3MduqaZM2fmTmgo7FU/tophrxjHvRybJLqi6Ipx7XLkuhVdMXTFOHY5Nkl0RdEV49hVZpPf+7QDAAAAAABg3PFysEno+EuW5U4AAAAAAAAly3YlUH9/f65D19TR0aGOjo7cGQ2DverHVjHsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbMp2JVBRFLkOXZPjO5ZNpJULT9uur59se20PtophrxjHvRybJLqi6Ipx7XLkuhVdMXTFOHY5Nkl0RdEV49hVZlO2k0AtLX6vRJsxY0buhIbiuNeZe52ZO2FMjls5Y68Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWZTtjMxKaVch67J6h3LFvjtM5rVXlV77LxH7oQxOW7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lNvDsYAAAAAADAJJDtJNDg4GCuQ9fU3d2t7u7u3BmbWuB376QhjnvduuFW3brh1twZm3Hcyhl7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym7K9HGxgYCDXoWsaGn3q1KmZSxqD4173b7w/d8KYHLdyxl4xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBmpubcx26JqcnQSNgr/qxVQx7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym7KdBGpq8rsdkeOTwRl71Y+tYtgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZ5HcmBgAAAAAAAOMu20mgovC74XFfX5/6+vpyZzQM9qofW8WwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqsynbSaD+/v5ch66po6NDHR0duTMaBnvVj61i2CvGcS/HJomuKLpiXLscuW5FVwxdMY5djk0SXVF0xTh2ldmU7Z5AKaVch66ptbU1d0JDcdxr+k7TcyeMyXErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynYSqKUl26FrmjFjRu6ECXP8JcvG/TEd95o3a17uhDE5buWMvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU3cGBoAAAAAAGAS8LscZ7JbMLEvk1u58LQJfXwAAAAAAOAp20kgt7txS9L69eslSTNnzsxc0hgc91q0ZpEkqV3tWTtGc9zKGXvFOO7l2CTRFUVXjGuXI9et6IqhK8axy7FJoiuKrhjHrjKbuBJohIGBgdwJf7agyF2wVVZ7mWOrGPaKcdzLsUmiK4quGNcuR65b0RVDV4xjl2OTRFcUXTGOXWU2ZTsJ5HhHbqczgY2AverHVjHsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbOJKoBGam5tzJzQU9qofW8WwV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqs4l3BwMAAAAAAJgEsp0EcnwdXldXl7q6unJnNAz2qh9bxbBXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoMHBwVyHrqmnp0c9PT25MxoGe9WPrWLYK8ZxL8cmia4oumJcuxy5bkVXDF0xjl2OTRJdUXTFOHaV2ZTtnkCOr8ObNm1a7oSG4rjXCbufkDthTI5bOWOvGMe9HJskuqLoinHtcuS6FV0xdMU4djk2SXRF0RXj2FVmU7aTQE1NfrcjmjJlSu6EhuK41yFTD8mdMCbHrZyxV4zjXo5NEl1RdMW4djly3YquGLpiHLscmyS6ouiKcewqs8nvTAwAAAAAAADGXbaTQEVR5Dp0Tb29vert7c2d0TAc91rdvVqru1fnztiM41bO2CvGcS/HJomuKLpiXLscuW5FVwxdMY5djk0SXVF0xTh2ldmU7SRQf39/rkPX1NnZqc7OzjwHX5AqfzWQrHvVsOLRFVrx6IrcGZtx3MoZe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuy3RMoJb8THm1tbbkTGgp71Y+tYtgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZlO0kUEtLtkPXNH369NwJ0oLxfZnc8ZcsG9fHG8lirwbBVjHsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbOLG0AAAAAAAAJOA3+U4mBArF56WOwEAAAAAAGSU7Uqgvr6+XIeuad26dVq3bl3ujIbBXvVjqxj2inHcy7FJoiuKrhjXLkeuW9EVQ1eMY5djk0RXFF0xjl1lNvFyMAAAAAAAgEkg28vBWltbcx26plmzZuVOaCiOe83ff37uhDE5buWMvWIc93JskuiKoivGtcuR61Z0xdAV49jl2CTRFUVXjGNXmU1cCQQAAAAAADAJcBIIAAAAAABgEsj2crD+/v5ch66ps7NTkjR9+vTMJY3Bca8l65ZIktrVnjdkFMetnLFXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7Cqzqa6TQCml0yV9RlKzpC8VRfHxMT7nryUtkFRIursoitdu6TGLogjHTrTe3t7cCQ3Fca/OpztzJ4zJcStn7BXjuJdjk0RXFF0xrl2OXLeiK4auGMcuxyaJrii6Yhy7ymza6kmglFKzpM9LeomktZJuTyktKYrivhGfc5Ck90s6sSiKx1JKe271wC3ZLkKqyelMYCNgr/qxVQx7xTju5dgk0RVFV4xrlyPXreiKoSvGscuxSaIriq4Yx64ym+o5E3OcpN8WRfE7SUopXSnpLEn3jficv5P0+aIoHpOkoij+uLUH3bhxo5YvXx4O3lG1V/8+1iZr1qyp+bF6TZatu7q6JG3fz/eo6mOsmqDNurqeluTxPRmP59Zkwl4AGhG/dwFAXu3Vv/P7MBzUc2PovSU9NOLf11Z/bKSDJR2cUvppSmll9eVjm0kpvTmldEdK6Y7HH39824oBAAAAAAAQNl6vyWqRdJAqJzn3kXRzSml2URRdIz+pKIovSvqiJB199NFFe3v7OB1+fPT09EiSpkyZUt5BF6RN/nWsTYbOGG/TXj9etu1fuxVZ9tqKRWsWSdrOn++D07b/MUYZudXiB2+rPv5x4/b422q7nlsTyPG5JbFXhGOTRFcUXTGuXY6/d7luRVcMXTGOXY5N0g7Ytbzyt4n6fXiH22uCOXaNa1P1HEAt9ZwEeljSviP+fZ/qj420VtLPiqLok/RgSul+VU4K3V7rQQcGBuo4dLmGXkrk9GRwxl71Y6sY9opx3MuxSaIriq4Y1y5HrlvRFUNXjGOXY5NEVxRdMY5dZTbVcxLodkkHpZSeo8rJn/MkjX7nr+skvUbSl1NKe6jy8rDfbelBm5rqeSVaubI+CRb4vVva1jj9ohly8K4H504Yk+NWztgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZtNWTQEVR9KeU3ippmSpvEf9fRVH8MqV0qaQ7iqJYUv3YS1NK90kakPSeoige3dLjNjc3b3/9OJs2bVruhIbiuNfz93h+7oQxOW7ljL1iHPdybJLoiqIrxrXLketWdMXQFePY5dgk0RVFV4xjV5lNdd0TqCiKGyTdMOrHLh7xz4Wkd1b/AgAAAAAAgJnxujH0DmHoPkWOVyk5ctxrw1MbcieMyXErZ+wV47iXY5NEVxRdMa5djly3oiuGrhjHLscmia4oumIcu8psynZjnr6+vlyHrmn9+vVav3597oyG4bjX0keWaukjS3NnbMZxK2fsFeO4l2OTRFcUXTGuXY5ct6Irhq4Yxy7HJomuKLpiHLvKbOJKoBGczgQ2AvaqH1vFsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mg1tbWXIeuaebMmbkTxs3xlyyb8GPsSHtNNLaKYa8Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYVWaT3/u0AwAAAAAAYNzxcrAd3MqFp+VOAAAAAAAABrJdCdTf35/r0DV1dHSoo6Mjd0bDYK/6sVUMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuyXQlUFEWuQ9fk+I5lztirfmwVw14xjns5Nkl0RdEV49rlyHUrumLoinHscmyS6IqiK8axq8ymbCeBWlr8Xok2Y8aM3AkNxXGvM/c6M3fCmBy3csZeMY57OTZJdEXRFePa5ch1K7pi6Ipx7HJskuiKoivGsavMpmxnYlJKuQ5dk+M7ljlz3GuPnffInTAmx62csVeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrOJdwcDAAAAAACYBLJdCTQ4OJjr0DV1d3dLkqZOnTrxB1vgdyVUVKl71enWDbdKktrVnjdkFMetnLFXjONejk0SXVF0xbh2OXLdiq4YumIcuxybJLqi6Ipx7CqzKdtJoIGBgVyHrsnxyeDMca/7N96fO2FMjls5Y68Yx70cmyS6ouiKce1y5LoVXTF0xTh2OTZJdEXRFePYNSlOAjU3N+c6dE1ZngQL/N4lrV5Ov2jcsVUMe8U47uXYJNEVRVeMa5cj163oiqErxrHLsUmiK4quGMeuMpuynQRqavK7HZHjk8EZe9WPrWLYK8ZxL8cmia4oumJcuxy5bkVXDF0xjl2OTRJdUXTFOHaV2eR3JgYAAAAAAADjLttJoKLwexlUX1+f+vr6cmc0DPaqH1vFsFeM416OTRJdUXTFuHY5ct2Krhi6Yhy7HJskuqLoinHsKrMp20mg/v7+XIeuqaOjQx0dHbkzGgZ71Y+tYtgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZlO2eQCn5vUV6a2tr7oSG4rjX9J2m504Yk+NWztgrxnEvxyaJrii6Yly7HLluRVcMXTGOXY5NEl1RdMU4dpXZlO0kUEtLtkPXNGPGjNwJDcVxr3mz5uVOGJPjVs7YK8ZxL8cmia4oumJcuxy5bkVXDF0xjl2OTRJdUXTFOHaV2cSNoQEAAAAAACYBTgIBAAAAAABMAtlek+V2N25JWr9+vSRp5syZmUs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\n", 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dAAAAGLaY6gUAGBGMMWdL+oek74y00Md0rmzW9ZG00lkv7/O9bu7z1768T18zxkzay3M0abDbBwAA0BuM+AEAAAAAABimGPEDAAAAAAAwTGUP5M0qKyvtlClTBvKWQL9YvS2g0YU5qirJH+ymAAAAAABGuCVLluyw1lal2jegwc+UKVNUV1c3kLcE+sVxN/5NZxxara+fdOBgNwUAAAAAMMIZYzZ0t4+pXsB+oj4WAAAAACDTEfwA+8Fa9wEAAAAAQCYj+AH2E7kPAAAAACDTDWiNH2C4sLJM9QIAAOihcDiszZs3KxQKDXZTAGBIy8/PV3V1tXJycnp8DsEPsJ/IfQAAAHpm8+bNKi4u1pQpU2SMGezmAMCQZK1VY2OjNm/erKlTp/b4PKZ6AfuJ3AcAAKBnQqGQKioqCH0AoBeMMaqoqEh79OSABj/hcFiO43i2+f1+OY7jaXgwGJTjOGpqaopvi0QichxH9fX1nvMbGhrkOI7C4XB8WyAQkOM4CgQCSfduaGjwnF9fXy/HcRSJROLbmpqa5DiOgsFgfFsoFJLjOPL7/Z7zHcehTyOxT1YKBluHV580DF8n+kSf6BN9ok/0iT5lRJ+i0Wg89IlGo2pra/Mc19HXtrY2z3T69vZ2tbW1efrZcX57e7vn/La2NrW1tXm2dZwfjUY97e96vrV2r21KdX6qNtEn+kSf6FN/9ykxQE/1uzyVAQl+jDGnG2Nub25uHojbAQOCET8AAAAAgExnBrJAbW1tra2rqxuw+wH95dgfPKeT5k/Qdz89e7CbAgAAkPE++OADHXTQQYPdDAAYFlL9TjXGLLHW1qY6nho/wH6wkqJUdwYAABhSIpGIFi5cqNNOOy3l/pdeekmHHHKIsrOz9ec//zlpf3Nzs6qrq3X55ZenPP/BBx/U7Nmz5fP5lPgf3o2NjTruuOM0atSopHOvvvpq1dTUaNSoUb3oWc9cd911uvnmmyVJ1157rf72t7/1yXWvueYazZs3TwsWLNCnPvWpfU49ufPOO7t9DqXUr9O///u/a/78+Zo3b57OOecc7d69W5J02223ae7cuVqwYIGOOuoovf/++5Kk9evXq6CgQAsWLNCCBQt06aWXptWnF154odv3yUknnaT58+dr9uzZuvTSS+NTcrp7/fdm8eLFmjdvnmbPnq3vfOc78e0bNmzQ8ccfr3nz5ukTn/iENm/eHO/XfffdFz9uX89lKnt7n991112aMWOGZsyYobvuuivl+fvq58aNGzVq1Kj4ew2Dj+AH2F/kPgAAAEPKL37xi72OPJo0aZLuvPNOffazn025/5prrtExxxzT7flz5szRww8/nHRMfn6+fvCDH6T8IHz66afrzTff7GEP+s4NN9ygf/mXf+mTa33729/WihUrtGzZMp122mm64YYbenW9VK/Tz372My1fvlwrVqzQpEmTdOutt0qSPvvZz+qdd97RsmXLdOWVV+qb3/xm/Jzp06dr2bJlWrZsmW677bZetSnRAw88oOXLl+vdd99VQ0ODHnzwQUndv/7daWxs1Le//W09//zzeu+997Rt2zY9//zzkqQrrrhCn//857VixQpde+21+u53vyspOfjZH929z/1+v66//nq98cYbevPNN3X99ddr586dSefvq5/f/OY3dfLJJ/eqjehbLOcO7CdyHwAAgPT97K8faPW2wL4PTMPMccX6xsl7n0q2efNmPfnkk7r66qt1yy23pDxmypQpkiSfL/n/x5csWaL6+nqddNJJ3Y7m6C5UKioq0lFHHaUPP/wwad/hhx++13Ynevzxx/XDH/5QbW1tqqio0L333quxY8fquuuu06hRo3TFFVdIcj+YP/HEE5oyZYpuvPFG3XXXXRozZoxqamp06KGHSpK+8IUv6LTTTtM555yj559/XldccYXa29u1aNEi/fa3v1VeXl7S/X/wgx/onnvuUVVVVfxaV1xxhUpKSuLHtLS0xIvPvvnmm/ra176mUCikgoIC3XHHHZo1a5YkadOmTfrEJz6hLVu26HOf+5y+//3vS+r+deq4h7VWra2t8Xt0d++eWr9+vf7t3/5NLS0tkqRbb71VRxxxhCR3hNepp56qDz/8UMcdd5x+85vfyOfzxe/ZUYS3457pTmf86KOPNGPGDFVVVUmS/uVf/kUPPfSQjj/+eL3//vvx/h933HH6zGc+I0m66qqr9MEHH2jBggW66KKLNHr0aDmOo5NOOklr167VmWeeqZ/85Cd7vW937/NnnnlGJ5xwgsrLyyVJJ5xwgp5++mldcMEFnuP21s9HH31UU6dOVVFRUXzb+vXrddJJJ+nwww/XP//5Ty1atEgXX3yxvv/972v79u269957ddhhh+nFF1/U1772NUnu6lUvvfSSiouL9/EsoicY8QPsB2utBrI+FgAAAHrn61//un7yk5+kDHX2JRqN6lvf+tagT1056qij9Prrr2vp0qU6//zz9/kBf8mSJbr//vu1bNkyPfXUU3rrrbeSjgmFQvrCF76gxYsX65133lF7e7t++9vfJh331ltv6aGHHtLy5cv117/+NSn86piydu+998ZH/Bx44IF6+eWXtXTpUt1www363ve+Fz/+zTff1EMPPaQVK1bowQcfjF9vb6/TxRdfrHHjxmnlypX66le/Gt/+61//WtOnT9eVV16pX/7yl/Ht69at08KFC3Xsscfq5ZdfTvkcjRkzRs8995zefvttLV68WP/1X//laeOvfvUrvf/++1q7dq0efvjh+L4TTzxRY8aMUXFxsc4555yU1+7gOI5OOeWUpO0HHHCAVq1apfXr16u9vV2PPvqoNm3aJEmaP39+/H6PPPKIAoGAGhsb9aMf/UhHH320li1bpm984xuSpGXLlsVfv8WLF8ev8aUvfanHU84kacuWLaqpqYl/X11drS1btvT4/N27d+vHP/5xPMRL9OGHH+pb3/qWVq5cqZUrV+q+++7TK6+8optvvln//d//LUm6+eab9etf/1rLli3Tyy+/rIKCgh7fG3vHiB9gP5H7AAAApG9fI3P6wxNPPKExY8bo0EMP1QsvvJD2+b/5zW90yimnqLq6uu8bl4bNmzfrvPPO09atW9XW1qapU6fu9fiXX35ZZ555pgoLCyVJn/70p5OOWbVqlaZOnaqZM2dKki666CL9+te/1te//nXPca+++qrOOOMM5efnKz8/X6effrpn/4033qgbb7xRN910k2699VZdf/312rVrly666CKtWbNGxhjPUtYnnHCCKioqJElnnXWWXnnlFW3btm2vr9Mdd9yhSCSir371q1q8eLEuvvhiSdJll12myy67TPfdd59++MMf6q677tL48eO1ceNGVVRUaMmSJfrMZz6j9957zzNCSHKX07788su1bNkyZWVlafXq1fF9hx12mKZNmyZJuuCCC/TKK6/EQ55nnnlGoVBIF154of7+97/rhBNO6PZ1mDBhgp566qmk7aNHj9Zvf/tbnXfeefL5fDriiCO0du1aSW4Icvnll+vOO+/UMccco4kTJyorKyvl9Y8//niVlpZKkg4++GBt2LBBNTU1+v3vf99tm/rDddddp2984xsp61VNnTpVc+fOlSTNnj1bxx9/vIwxmjt3rtavXy9JOvLII/XNb35TF154oc4666xB/3kbThjxA+wHK6Z6AQAADBWvvvqqHnvsMU2ZMkXnn3++/v73v+tzn/tcj89/7bXXdOutt2rKlCm64oor9Mc//lFXXXVVP7Y4ta9+9au6/PLL9c477+h3v/udQqGQJCk7O1vRaDR+XMf23ti0aVO8MHI69XEuvPBCPfTQQ5LcmkjHHXec3n33XT3++OOednWdkmWM6dHrlJWVpfPPPz9+j0Tnn3++Hn30UUlSXl5ePFg69NBDNX36dK1evVqPPPJIvF91dXX62c9+prFjx2r58uWqq6tTW1vbXtuYKD8/X2eccYb+8pe/9Pj56er000/XG2+8oddee02zZs2KB3ATJkzQww8/rKVLl+rGG2+UJJWVlaW8RuK0vKysLLW3t+9XWyZOnBgfLSS5QePEiRN7fP4bb7yhK6+8UlOmTNHPf/5z/fd//3e8FlNiG30+X/x7n88Xb+9VV12l3//+92ptbdWRRx6plStX7lc/kIzgB9hPTPUCAAAYGm666SZt3rxZ69ev1/33369PfvKTuueee3p8/r333quNGzdq/fr1uvnmm/X5z39eP/rRj/qxxant2rUr/kE8ccWlKVOm6O2335Ykvf3221q3bp0k6ZhjjtGjjz6q1tZWBQIBPf7440nXnDVrltavXx+vP3T33Xfr2GOPVU1NTbww8qWXXqojjzwyHt7s3r1bTzzxRPwaa9asiX/9l7/8RQceeGBSe++8807PfZ977jn5/X61trbq0Ucf1ZFHHtnt62StjbfPWqvHHnssfo/Eez/55JOaMWOGJKmhoSG+2tZHH32kNWvWaNq0aTrzzDPj/aqtrdWuXbs0fvx4+Xw+3X333fFzJHeq17p16xSNRrV48WIdddRR2r17t7Zu3SrJrfHz5JNPxtuyP7Zv3y5J2rlzp37zm9/oS1/6kiRpx44d8TDvpptu0he/+EVJUnFxsQKBvq2R1eHEE0/Us88+q507d2rnzp169tlndeKJJ/b4/Jdfflnr16/X+vXr9fWvf13f+9730lpxbO3atZo7d66+853vaNGiRQQ/fYjgB9hPUXIfAACAIe/aa6/VY489JsmtY1NdXa0HH3xQ//mf/6nZs2fv8/zEOiqPPPKIqqur9dprr+nUU0/1fGieMmWKvvnNb+rOO+9UdXV1fNnxK6+8UtXV1QoGg6qurtZ1113X7b2uu+46nXvuuTr00ENVWVkZ33722WfL7/dr9uzZuvXWW+OjRg455BCdd955mj9/vk4++WQtWrQo6Zr5+fm64447dO6552ru3Lny+Xwplz5ftGiRPv3pT2vevHk6+eSTNXfu3Pj0oquuukpz5szRvHnz9Oyzz+oXv/hFvG/f/e53tXDhwqRRKIcddpjOPvtszZs3T2effbZqa2u77be1VhdddJHmzp2ruXPnauvWrbr22mslucWYZ8+erQULFuiWW26JB2IvvfRSfIn5c845R7fddlu8aHGir3zlK7rrrrs0f/58rVy50lOUeNGiRbr88st10EEHaerUqTrzzDPV0tISfx4WLFigMWPGxJ+v7l7/7mr8SNLXvvY1HXzwwTryyCN11VVXxV+7F154IT4CqL6+XldffbUkad68ecrKytL8+fP1s5/9rNvnTOq+xk937/Py8nJdc801WrRokRYtWqRrr702/pz19H3eGz//+c/j76OcnBxWButDZiBHLdTW1tp0iksBmerI65/V8bPH6oZz5g92UwAAADLeBx98kPaKR8g8u3fv1qhRoxQMBnXMMcfo9ttv1yGHHDLYzQJGnFS/U40xS6y1KRNUijsDafrTP9crErUUdwYAAMCIcskll+j9999XKBTSRRddROgDDBEEP0CaPtq+WxJTvQAAANA/brzxRj344IOebeeee258us9gue+++wb1/gD2D8EPsJ+ef2+bbhRTvQAAANC3rr766kEPeQAMHxR3BtLEQB8AAAAAwFBB8AMAAAAAADBMEfwAAAAAAAAMUwQ/QJosy3kBAAAAAIaIAQ1+wuGwHMfxbPP7/XIcR6FQKL4tGAzKcRw1NTXFt0UiETmOo/r6es/5DQ0NchxH4XA4vi0QCMhxHAUCgaR7NzQ0eM6vr6+X4ziKRCLxbU1NTXIcR8FgML4tFArJcRz5/X7P+Y7j0KcR2qeO6w6nPg3H14k+0Sf6RJ/oE32iT4Pfp2g0Gt8WjUbV1tbmOa6jr21tbZ7/ZGtvb1dbW5unnx3nt7e3e85va2tTW1ubZ1vH+R33j0QiWrhwoU455RTP+dZatbW16e9//7sOOeQQZWdn689//nO8TR3nNzc3q7q6Wl/+8pdTtulPf/qTZs+eLZ/Pp7q6uvj599xzjxYsWKAFCxZo/vz58vl8WrJkiSRpyZIlmjt3rqZPn67LL7/c0/+e9KmjX4nPyT/+8Y/4vebPn6/8/Hw9+uijkqQLLrhAM2fO1Jw5c/TFL35R4XBYkUhEN910U7yNc+bMUVZWlrZt26Z33303vn3BggUqKSnRzTffLGutHnzwwXh/X3vttW5fp0984hOqq6vba58uvvhizZ8/X/PmzdM555yjXbt2Jb3OHa9Td++dVM9JqjZdc801uvnmmyVJ1157rZ5++uk+ee9dc801mjdvnhYsWKATTjhB69ev3+vrdOedd+qyyy7rtk+tra1auHChTjvttPj5XZ+n5uZmtbW16de//rXmzp2rBQsW6KijjtLy5cvV1tamdevWqaCgIP5++I//+I+0+vTCCy/E79/1vXfSSSdp/vz5Ovjgg3XJJZfEr3vFFVdo1qxZmjt3rs4888z474+9vU5/+tOfNG/ePM2ePVtXXnll/DnZsGGDjj/+eM2bN0/HHnusPvroI1lrtX79et13333xNv3hD3/Q5Zdf3qM+ddi4caM+8YlPaMGCBZo3b56eeuqplK/Tz372M82ePVuzZ8/WeeedF/8defTRR8d/xiZMmKDPfOYznvNff/31+O+S/vq9l+p3eSoDEvwYY043xtze3Nw8ELcD+hXjfQAAAIamX/ziFzrwwAO73V9TU6M777xTn/3sZ1Puv+aaa3T00Ud3e/7s2bP18MMP65hjjvFsv/DCC7Vs2TItW7ZMd955p6ZMmaIFCxZIkr785S/rd7/7nd5//319+OGHevrpp9PvWBfHHXecli5dqrfeekvPPvusCgsL9alPfUqSG/y88847Wr58uVpbW/X73/9ekvStb31LS5Ys0bJly3TTTTfp2GOPVXl5uWbNmhVv+5IlS1RYWKgzzjhDkjRnzhw9/PDDe31OeuqnP/2pli5dqhUrVmjSpEn69a9/3etr9sQNN9yg448/vk+u9e1vf1srVqzQsmXLdMopp+jGG2/s1fV+9atfJb1ff/rTn+rtt99Oep7OP/98vfPOO1q2bJmuvPJKXXnllfFzpk+fHn/9+vJ5feCBB/T2229r6dKl2rFjhx588EFJ0gknnKClS5fq7bff1syZM3XTTTft9TqNjY36zne+o+eff17vvfeetm3bpr///e+S3BDp85//vFasWKGrr75a11xzjSTFg5/e+OEPf6hzzjlHb775pu677z595StfSTpmy5Yt+uUvf6m33npLS5cuVSQS0f333y9Jevnll1VXV6e33npLhx9+uM4666z4eZFIRN/97nfjP3eDzlo7YI9DDz3UAkPd9Q+vsB+79mn7sWufHuymAAAADAnvv/9+5zdPfc3aPxzbt4+nvrbPNmzatMl+8pOftM8//7w99dRT93rsRRddZB988EHPtrq6OnveeefZO+64w1522WV7Pf/YY4+1b731Vsp93/3ud+33vvc9a621juPYWbNmxffdd9999pJLLkl53g033GBnzpxpjzzySHv++efbn/70p9Zaa9esWWOPP/54O2/ePLtw4UL74Ycfes773e9+Zz/72c+mvOYtt9wSb0uiCy64wN5+++1J25955hl7xBFH7LO/wWDQnnfeefbAAw+0n/nMZ+xhhx0W33/ppZfaQw891B588MH22muvTbpWNBq1l156qf3Rj36Uss3WWvvYY4/Zww47zC5YsMAef/zxdtu2bdZaa7///e/HnxdrrZ09e7Zdt26dtdbaH/7wh3bGjBlJz1/ia/23v/3NLliwwM6ZM8defPHFNhQKpbx/d69Fov/+7/+2l156qbXW2jfeeMMefvjhdsGCBfbjH/+4XblypbXW2jvuuMN++tOftscee6w94IAD7HXXXRc/f1/v1709T/fdd5896aSTrLXWrlu3zs6ePbvb57LDunXr7FFHHWUXLlxoFy5caF999VVrrbX/+Mc/7NFHH21POeUUO3PmTPuf//mfNhKJeM5ta2uzp512mr3//vuTrvvwww93+/7r8Oabb9pPfvKT8e//+Mc/2i9/+cvWWmsPPvhgu3Hjxnifi4uLrbXWfuxjH7MlJSV2/vz59pZbbrF33HGHPfPMM+2JJ55oDzjgAPvtb397n32+5JJL4s/fP//5T/vxj3886ZjNmzfb6upq29jYaMPhsD311FPtM8884zlm165dtqyszO7atSu+7Wc/+5m99dZbPe+vf/zjH/aYY46xn/70p+3UqVPtd77zHXvPPffYRYsW2Tlz5sR/dh944AE7e/ZsO2/ePHv00UenbLvnd2qMpDrbTRZDjR8AAAAAw97Xv/51/eQnP5HPl/5HoGg0qm9961vx6UG9sXjxYl1wwQWS3NEE1dXV8X3V1dXasmVL0jlvvfWWHnroIS1fvlx//etf49OmJHc00WWXXably5frn//8p8aPH+859/7774/fL1E4HNbdd9+tk046ybM9GAzq6aef1tlnn510TnfX6uq3v/2tCgsL9cEHH+j666+PT2uTpBtvvFF1dXVasWKFXnzxRa1YsSK+7+KLL9a4ceO0cuVKffWrX+32+kcddZRef/11LV26VOeff75+8pOf7LU9S5Ys0f33369ly5bpqaee0ltvvZV0TCgU0he+8AUtXrxY77zzjtrb2/Xb3/426bi9vRaSdPXVV6umpkb33nuvbrjhBknSgQceqJdffllLly7VDTfcoO9973vx499880099NBDWrFihR588MH49fb2fu3uefr1r3+t6dOn68orr9Qvf/nL+PZ169Zp4cKFOvbYY/Xyyy+nfI7GjBmj5557Tm+//bYWL16s//qv//K08Ve/+pXef/99rV27Vg8//HB834knnqgxY8aouLhY55xzTtJ1//CHP+jkk0+W5E5LOuWUU5KOOeCAA7Rq1SqtX79e7e3tevTRR7Vp0yZJ0vz58+P3e+SRRxQIBNTY2Kgf/ehHOvroo7Vs2TJ94xvfkCQtW7Ys/votXrw4fo0vfelLSa+TJF133XW65557VF1drVNOOUW/+tWvko6ZOHGirrjiCk2aNEnjx49XaWlp0iieRx99VMcff7xKSkokuT/XjzzyiL785S8nXW/58uW67bbb9MEHH+juu+/W6tWr9eabb+pLX/pS/P433HCDnnnmGS1fvlyPPfZY0jX2B8EPkC7megEAAOy/k38uXfxC3z5O/vleb/nEE09ozJgxOvTQQ/eryb/5zW90yimneEKa/fHGG2+osLBQc+bMSeu8V199VWeccYby8/NVXFys008/XZJbQ2nLli0688wzJUn5+fkqLCyMn7d161a98847OvHEE5Ou+ZWvfEXHHHNM0jStxx9/XEceeaTKy8s929va2vTYY4/p3HPP3Wd7X3rpJX3uc5+TJM2bN0/z5s2L73vggQd0yCGHaOHChXrvvff0/vvvx/fdcccdchxHBx10kBYvXtzt9Tdv3qwTTzxRc+fO1U9/+lO99957e23Pyy+/rDPPPFOFhYUqKSnRpz/96aRjVq1apalTp2rmzJmSpIsuukgvvfRS0nHdvRYdbrzxRm3atEkXXnihbr31VknSrl27dO6552rOnDn6xje+4WnvCSecoIqKChUUFOiss87SK6+8ss/3a3fP02WXXaa1a9fqxz/+sX74wx9KksaPH6+NGzdq6dKluuWWW/TZz35WqUqwhMNh/cd//Ifmzp2rc8891/O6HHbYYZo2bZqysrJ0wQUX6JVXXonve+aZZ7R161bt2bMnPj0r8bnIzs7WhRdeKEmaMGFCvI5OotGjR+u3v/2tzjvvPB199NGaMmWKsrKyJEk333yzXnzxRS1cuFAvvviiJk6cGN/X1fHHH6/S0lLl5+fr4IMP1oYNGyRJv//971VbW5t0/J/+9Cd94Qtf0ObNm/XUU0/p3/7t3zz1hyRp586d+stf/qJ169bJcRy1tLTonnvuSbpOYiD69a9/XT/+8Y9ThnaLFi3S+PHjlZeXp+nTp8dDpLlz52r9+vWSpCOPPFJf+MIX9L//+7+eOj+9QfADAAAAYFh79dVX9dhjj2nKlCk6//zz9fe//z0eTPTEa6+9pltvvVVTpkzRFVdcoT/+8Y+66qqr0m5H1xEzEydO1ObNm+Pfb968WRMnTtSmTZvixZRvu+22tO/T4YEHHtCZZ56pnJwcz/brr79eDQ0NuuWWW/bZxg5//etfdcghh2js2LH73Z5169bp5ptv1vPPP68VK1bo1FNP9RQTl6SsrCydf/75euihh7q9zle/+lVdfvnleuedd/S73/0ufo3s7GzPB/eu194f+/taXHjhhfE+XHPNNTruuOP07rvv6vHHH/e0yxjjOc8Y06P3696ep/PPPz9ezDsvL08VFRWSpEMPPVTTp0/X6tWr9cgjj8T7VVdXp5/97GcaO3asli9frrq6Ok8R5FRtTJSfn68zzjhDf/nLX+Lb7rzzTj3xxBO69957k45P5fTTT9cbb7yh1157TbNmzYoHcBMmTNDDDz+spUuXxmsmlZWVpbxGXl6e5/npWgi5q//7v//Tv/7rv0qSPv7xjysUCmnHjh2eY/72t79p6tSpqqqqUk5Ojs466yz985//jO/fsWOH3nzzTZ166qnxbXV1dTr//PM1ZcoU/fnPf9ZXvvIVz+vRwefzxb/3+Xzx9t5222364Q9/qE2bNunQQw9VY2PjXvvREwQ/QJoY8AMAADC03HTTTdq8ebPWr1+v+++/X5/85CeT/td+b+69915t3LhR69ev180336zPf/7z+tGPfpRWG6LRqB544AGdf/758W3jx49XSUmJXn/9dVlr9cc//lFnnHGGampq4gWVL730Uh155JHxwGD37t164oknJEnFxcWqrq6Of6jcs2ePZ1W3riMRJHf0wzPPPKM//elPSSMSdu3apRdffDFevDlRqmt155hjjokX3n333Xfj07mam5tVVFSk0tJS1dfX669//askt+7shx9+GP/6scce22sR7l27dmnixImSpLvuuiu+fcqUKXr77bclSW+//bbWrVsXb8+jjz6q1tZWBQIBPf7440nXnDVrltavXx9vx913361jjz22x6+FJK1Zsyb+9V/+8pd4HxLbe+edd3ru+9xzz8nv96u1tVWPPvqojjzyyG7fr3t7nhLv/eSTT2rGjBmS3NX2OkaNfPTRR1qzZo2mTZumM888M96v2tpa7dq1S+PHj5fP59Pdd9/tGWny5ptvat26dYpGo1q8eLGOOuoo7d69W1u3bpXkrkL15JNPxtvy9NNP6yc/+Ykee+wxzwi0vdm+fbskd4TNb37zG33pS1+S5AYrHWHeTTfdpC9+8YuS3Pd+4gqI+2PSpEl6/vnnJUkffPCBQqGQqqqqko55/fXXFQwGZa3V888/r4MOOii+/89//rNOO+005efnx7etW7dO69ev1/r163XOOefoN7/5TXzFr55Yu3atPvaxj+mGG25QVVVVfMpabxD8AAAAABixrr322ngdjbfeekvV1dV68MEH9Z//+Z+aPXv2Ps9PrB/yyCOPqLq6Wq+99ppOPfVUzxSrl156STU1NZo2bZrn/I4PuQcccICmT58er4eSaNGiRfr0pz+tefPm6eSTT9bcuXNVWloqyQ0ofvnLX2revHk64ogjtG3bNknuqkebNm3Sscce67nWpZdeqvr6en384x/XggUL4nVoOtr/qU99SkVFRZ5zWlpa9Nxzz3lWLdpbf7/85S9r9+7dOuigg3TttdfGpyzNnz9fCxcu1IEHHqjPfvazOvLIIyW5IcZFF12kuXPnau7cudq6dauuvfbabp/z6667Tueee64OPfRQVVZWxrefffbZ8vv9mj17tm699db4qJFDDjlE5513nubPn6+TTz5ZixYtSrpmfn6+7rjjDp177rmaO3eufD6fLr300rRei6uuukpz5szRvHnz9Oyzz+oXv/iFJOnKK6/Ud7/7XS1cuDBpFMphhx2ms88+W/PmzdPZZ5+dckpSh709T7feeqtmz56tBQsW6JZbbokHYi+99FJ8iflzzjlHt912W9I0Psmd+nfXXXdp/vz5Wrlypec9sGjRIl1++eU66KCDNHXqVJ155plqaWmJPw8LFizQmDFj4s/X5ZdfrkAgoBNOOEELFiyIb++uxo8kfe1rX9PBBx+sI488UldddVX8tXvhhRfiI4Dq6+t19dVXS3KnEGZlZWn+/Pn62c9+1u1zJnVf4+d//ud/9L//+7+aP3++LrjgAt15550yxnja+bGPfUznnHOODjnkEM2dO1fRaFSXXHJJ/Bo9rXuVjm9/+9uaO3eu5syZoyOOOELz58/v9TWNtQM3fqG2ttamesKBoeT6h9/RX5c7kqTXr0+eLw0AAACvDz74wPO/5Ejf7t27NWrUKAWDQR1zzDG6/fbbdcghhwx2s0YkXgsMtlS/U40xS6y1KZPD7AFpFTCMDGRYCgAAAEjSJZdcovfff1+hUEgXXXQRQcMg4rXAUEPwA6SJ2AcAAAADraNmzkhy44036sEHH/RsO/fcc+PTfQbLSHwtMLQR/ABpYsAPAABA+qy1PVrdB+hw9dVXD3rIA2Sa/ZmBQnFnIG0kPwAAAOnIz89XY2MjU+YBoBestWpsbPSsItYTjPgBAAAA0K+qq6u1efNmNTQ0DHZTAGBIy8/PV3V1dVrnEPwAaeI/qgAAANKTk5OjqVOnDnYzAGBEYqoXkCZyHwAAAADAUEHwAwAAAAAAMEwR/ABpYqoXAAAAAGCoGNDgJxwOy3Eczza/3y/HcRQKheLbgsGgHMdRU1NTfFskEpHjOKqvr/ec39DQIMdxFA6H49sCgYAcx1EgEEi6d9eCcvX19XIcR5FIJL6tqalJjuMoGAzGt4VCITmOI7/f7znfcRz6NOL61Jn8DJ8+uYbX60Sf6BN9ok/0iT7RJ/pEn+gTfaJPI6tPqQxI8GOMOd0Yc3tzc/NA3A4AAAAAAACSjB3AeSu1tbW2rq5uwO4H9IfvLV6mv7/vJr2vX3/iILcGAAAAADDSGWOWWGtrU+2jxg+QJkr8AAAAAACGCoIfIE0DOUoOAAAAAIDeIPgB0kTsAwAAAAAYKgh+AAAAAAAAhimCHyBdDPkBAAAAAAwRBD9Amsh9AAAAAABDBcEPAAAAAADAMEXwA6SJVb0AAAAAAEMFwQ+QJmIfAAAAAMBQQfADpIkBPwAAAACAoYLgB0gTU70AAAAAAEMFwQ8AAAAAAMAwRfADpInxPgAAAACAoYLgB0gTU70AAAAAAEMFwQ8AAAAAAMAwRfADpCnKgB8AAAAAwBAxoMFPOByW4ziebX6/X47jKBQKxbcFg0E5jqOmpqb4tkgkIsdxVF9f7zm/oaFBjuMoHA7HtwUCATmOo0AgkHTvhoYGz/n19fVyHEeRSCS+rampSY7jKBgMxreFQiE5jiO/3+8533Ec+jTC+pQ402u49KnDcHqd6BN9ok/0iT7RJ/pEn+gTfaJP9Gmk9SmVAQl+jDGnG2Nub25uHojbAf3KUt4ZAAAAADBEmIEsVFtbW2vr6uoG7H5Af7jszre0ZJ2btL5+/YmD3BoAAAAAwEhnjFlira1NtY8aPwAAAAAAAMMUwQ+QJpZzBwAAAAAMFQQ/QJrIfQAAAAAAQwXBD5Amch8AAAAAwFBB8AOkialeAAAAAIChguAHSBOxDwAAAABgqCD4AdLEgB8AAAAAwFBB8AOkialeAAAAAIChguAH2A8L9I4q1TjYzQAAAAAAYK+yB7sBwFBjJd1mvq2dtlTSZwe7OQAAAAAAdIsRP0CaOqZ6jTa7BrklAAAAAADsHcEPkCZK/AAAAAAAhgqCHyBN5D4AAAAAgKGC4AdIEyN+AAAAAABDBcEPkCbLmB8AAAAAwBAxoMFPOByW4ziebX6/X47jKBQKxbcFg0E5jqOmpqb4tkgkIsdxVF9f7zm/oaFBjuMoHA7HtwUCATmOo0AgkHTvhoYGz/n19fVyHEeRSCS+rampSY7jKBgMxreFQiE5jiO/3+8533Ec+jTS+pSQ+wybPsUMq9eJPtEn+kSf6BN9ok/0iT7RJ/pEn0ZYn1IZkODHGHO6Meb25ubmgbgd0K8Y7wMAAAAAGCqMHcCCJbW1tbaurm7A7gf0h8/95lXds/0o95vriIEAAAAAAIPLGLPEWlubah81foA0UdwZAAAAADBUEPwAaSL3AQAAAAAMFQQ/QJoGcnokAAAAAAC9QfADpCkx9iEEAgAAAABkMoIfIE2JWQ+5DwAAAAAgkxH8AL1A7gMAAAAAyGQEP0CaEqd3MdULAAAAAJDJCH6ANHlr/AxaMwAAAAAA2CeCHyBNnho/g9cMAAAAAAD2ieAHSBtTvQAAAAAAQwPBD5CmKKt6AQAAAACGCIIfIE3eqV4kPwAAAACAzEXwA6TJeqZ6DWJDAAAAAADYB4IfIF0UdwYAAAAADBEEP0CavMu5E/0AAAAAADIXwQ+QJktxZwAAAADAEDGgwU84HJbjOJ5tfr9fjuMoFArFtwWDQTmOo6ampvi2SCQix3FUX1/vOb+hoUGO4ygcDse3BQIBOY6jQCCQdO+GhgbP+fX19XIcR5FIJL6tqalJjuMoGAzGt4VCITmOI7/f7znfcRz6NML6lFjjZ+u2bcOiTx2G0+tEn+gTfaJP9Ik+0Sf6RJ/oE32iTyOtT6kMSPBjjDndGHN7c3PzQNwO6F+eET8M+QEAAAAAZC4zkB9ca2trbV1d3YDdD+gPp/70H3qy5ZOSpKZv71FZUe4gtwgAAAAAMJIZY5ZYa2tT7aPGD9ALjPcBAAAAAGQygh8gTYlhT5SpXgAAAACADEbwA6TJRhOL/AxeOwAAAAAA2BeCHyBNiXWxyH0AAAAAAJmM4AdIU+KAH6Z6AQAAAAAyGcEPkCYjpnoBAAAAAIYGgh8gbZ1pDyN+AAAAAACZjOAHSFNijR+CHwAAAABAJiP4AXohSu4DAAAAAMhgBD9AmhIH+URJfgAAAAAAGYzgB0hT4lSvCFO9AAAAAAAZjOAHSFN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yHEeBQCDp3g0NDZ7z6+vr5TiOIpFIfFtTU5Mcx1EwGIxvC4VCchxHfr/fc77jOPRphPZJcoOf4dSn4fg60Sf6RJ/oE32iT/SJPtEn+kSf6NNI6VMqAxL8GGNON8bc3tzcPBC3AwYMq3oBAAAAADKZsXbgpqrU1tbaurq6Absf0C+u64x7/mxP0znXPz6IjQEAAAAAjHTGmCXW2tpU+6jxA/QCI34AAAAAAJmM4AfoBYo7AwAAAAAyGcEP0CsEPwAAAACAzEXwA/QCI34AAAAAAJmM4AfoBR/BDwAAAAAggxH8AL3AiB8AAAAAQCYj+AF6heAHAAAAAJC5CH6AXmA5dwAAAABAJiP4AXqBqV4AAAAAgExG8AP0AsEPAAAAACCTEfwAvUDwAwAAAADIZAQ/QC8Q/AAAAAAAMhnBD9ALBD8AAAAAgExG8AP0Aqt6AQAAAAAyGcEP0CuM+AEAAAAAZC6CH6AXmOoFAAAAAMhkAxr8hMNhOY7j2eb3++U4jkKhUHxbMBiU4zhqamqKb4tEInIcR/X19Z7zGxoa5DiOwuFwfFsgEJDjOAoEAkn3bmho8JxfX18vx3EUiUTi25qamuQ4joLBYHxbKBSS4zjy+/2e8x3HoU8jqE/WeoMen+yQ71Oi4fI60Sf6RJ/oE32iT/SJPtEn+kSf6NNI7FMqAxL8GGNON8bc3tzcPBC3AwYQI34AAAAAAJnLdB3B0J9qa2ttXV3dgN0P6GvRqJXvhs689Hl7lI6//uVBbBEAAAAAYKQzxiyx1tam2keNH6AXWNULAAAAAJDJCH6AXqC4MwAAAAAgkxH8AGnoGvMQ/AAAAAAAMhnBD9ALBD8AAAAAgExG8AOkoWsxdIIfAAAAAEAmI/gBeoHgBwAAAACQyQh+gF5gVS8AAAAAQCYj+AF6hRE/AAAAAIDMRfAD9IKP4AcAAAAAkMEIfoBeoMYPAAAAACCTEfwAabBJOQ/BDwAAAAAgcxH8AL3AiB8AAAAAQCYj+AHS0DXmYVUvAAAAAEAmI/gBesGn6GA3AQAAAACAbhH8AAAAAAAADFMDGvyEw2E5juPZ5vf75TiOQqFQfFswGJTjOGpqaopvi0QichxH9fX1nvMbGhrkOI7C4XB8WyAQkOM4CgQCSfduaGjwnF9fXy/HcRSJROLbmpqa5DiOgsFgfFsoFJLjOPL7/Z7zHcehTyOoT7ZLdWcjO+T7lGi4vE70iT7RJ/pEn+gTfaJP9Ik+0Sf6NBL7lMqABD/GmNONMbc3NzcPxO2AAUNxZwAAAABAJjNdRzD0p9raWltXVzdg9wP62p5wRHk3Zse/f9vO1SHXrxjEFgEAAAAARjpjzBJrbW2qfdT4AdLA+B4AAAAAwFBC8AP0gk/RpLo/AAAAAABkCoIfIB1dMh5q/AAAAAAAMhnBD9ALRhIDfgAAAAAAmYrgB+gVy5gfAAAAAEDGIvgB0tA15mGqFwAAAAAgkxH8AL3gTvUi/AEAAAAAZCaCH6AXjKKD3QQAAAAAALpF8AOkoevgHqZ6AQAAAAAyGcEP0Aus6gUAAAAAyGQEP0AaumY8hlW9AAAAAAAZjOAH6AWmegEAAAAAMhnBD9ALRpZVvQAAAAAAGYvgB0hHiuLOxD4AAAAAgExF8AP0gpFNLvwDAAAAAECGIPgBAAAAAAAYpgY0+AmHw3Icx7PN7/fLcRyFQqH4tmAwKMdx1NTUFN8WiUTkOI7q6+s95zc0NMhxHIXD4fi2QCAgx3EUCASS7t3Q0OA5v76+Xo7jKBKJxLc1NTXJcRwFg8H4tlAoJMdx5Pf7Pec7jkOfRlCfuk7sMrJqG+J9SjRcXif6RJ/oE32iT/SJPtEn+kSf6BN9Gol9SmVAgh9jzOnGmNubm5sH4nbAgHFr/DDXCwAAAACQmcxArkhUW1tr6+rqBux+QF8LtIZV/OPc+PfrbY2qvvuRivKzB7FVAAAAAICRzBizxFpbm2ofNX6AXmHEDwAAAAAgcxH8AL1gZBUl9wEAAAAAZCiCHyANXTMeI2kgp0sCAAAAAJAOgh+gFwzTvAAAAAAAGYzgB0hD19E9TPUCAAAAAGQygh+gF9zgh+QHAAAAAJCZCH6AXjCyyYV/AAAAAADIEAQ/QC8YFnMHAAAAAGQwgh+gl5jqBQAAAADIVAQ/QC8w1QsAAAAAkMkIfoA0dB3c4071IvkBAAAAAGQmgh+gF4zEcu4AAAAAgIxF8AOkIVXGY6nxAwAAAADIUAQ/QK/YpOlfAAAAAABkCoIfoBdYzh0AAAAAkMkGNPgJh8NyHMezze/3y3EchUKh+LZgMCjHcdTU1BTfFolE5DiO6uvrPec3NDTIcRyFw+H4tkAgIMdxFAgEku7d0NDgOb++vl6O4ygSicS3NTU1yXEcBYPB+LZQKCTHceT3+z3nO45Dn0ZQn7pO6zKyahvifUo0XF4n+kSf6BN9ok/0iT7RJ/pEn+gTfRqJfUplQIIfY8zpxpjbm5ubB+J2wIAxSl7pCwAAAACATGEGsjBtbW2traurG7D7AX3Nv3uPym/O7/zelqn58k2aUjVqEFsFAAAAABjJjDFLrLW1qfZR4wdIQ3JMSo0fAAAAAEDmIvgBeoGpXgAAAACATEbwA6SjS8hjZJMKPgMAAAAAkCkIfoBeMLKKkvsAAAAAADIUwQ/QC0ZWqSr/AAAAAACQCQh+9sMWf1Bbm1oVZajHiNP1FfcpSo0fAAAAAEDGyh7sBgw1rW3tOv/WVxSOWOVl+1RdUahJFUXuo7JQkyuKVFNRqNLC3MFuKgaAT1GmegEAAAAAMhbBT5rCEatwxOrYg8Zo4uhCbWxs0dr6gF5auV2RhASgrDBHNRVFmlxZpEkVhZpU6YZD1eWFys1moNVw4WOqFwAAAAAggxH8pCnLGEnSvJrRuvDIKfHt7ZGonJ2t2tjYog07gtrU2KINjS16/cMdemLpnvhxPiONKyvQpIoiTa4s9IRDVcX58vnMQHcJabDRqOd7w1QvAAAAAEAGI/hJU1vE/eC/YtNOXagp8e3ZWT53VE9lkY6a5T2nJdSuTf4WbdjRoo07gm441Nii5Rt3qrUtEj8uPydLNfGpYx2jhAo1ubJIo/JzBqJ7SFOWooqS/AAAAAAAMhTBT5raY8HPe5t39ficovxsHTihVAdOKPVst9aqIbDHHR0UC4Q27mjRqq3NeuGDes/UsdFFuZpc6dYPmlxRFA+FJo4uVA5TxwaM7TKty8gy4gcAAAAAkLEIfvbTjsAeXXHf26opL1R1uTtlq7q8UGNL85XVw+laxhiNKcnXmJJ8HTq1wrMv3B7Vlp1BbWwMauMOd4TQpsagXlnVoMdbtsSPy/IZjS8r8NQR6phCVlWcJ2OYOtafskyUCj8AAAAAgIxF8JOmcKTzY/7Wna16a22j9rR31n3JyTKa2BEG9SIUysn2aUrVKE2pGpW0L9AadkcHxUKhjY3uaKEl6/3aE+5sS0FuVucIoY5VxyqLVFNepKJ8Xvr9kmJ4j2XIDwAAAAAgQ/HpP02JK3Lde9mRikatdgT2aJPfHZGzyR/UZn9QmxuD/RYKFRfkaHZ1mWZXl3m2R6NWDYGQNjYGtWFHS3wK2ftbdun597Z5lh2vLM6Lh0I1sVFCkyqKNGF0gbKzmDrWrRQZD8u5AwAAAAAyFcFPmrK7hDM+n9GY0nyNKU2erjXQoZDPZzS2tEBjSwu0aJq3LXvCEW2JrTrWMUpow44WvfBBvZqC4fhxWT6jiaML4tPGOqaQTa4oUvmoXKaOpUh+GPEDAAAAAMhUBD9pys7qefCRSaFQXk6Wpo0ZpWljkqeO7Qq2aVNjUBsaO1cd29jYktSOorxsTaoo9IwQmlRZpJryQhXmjdy3ErEPAAAAACBTDein9XA4LMdxNGHChPg2v9+vUCik8vJy5efnS5KCwaCamppUWFiosrIySVIkElF9fb2ysrI0duzY+PkNDQ0Kh8OqqqpSTo675HkgEFAgEFBxcbGKi4vj925oaFBOTo6qqqri59fX1ysSiWjs2LHKysqSJDU1NSkYDKqsrEyFhYWSpFAoJL/fL2V5l1V3HEeS0u6Tz2dUMSpH7S17VF2Tq8/U1nS2aft21Te1qtUUaOuuPdrkD2r99mZtbGjWm2sb1ZYQxmT7jMaX5mnymOJ4KDTK16axxdk6eFq1cnOy99mn/Px8zakp15yaMk+fxo0br/rmkDbuaNHKTQ1a39CiHcGoVmzaqefe3eopd1NVkqdJFUWqKS/Q6NyoqssLNG/6BI0vc6eODfTrlJ+fr/Ly8l6/Tl3fe8opUFft4fb410OxT4P580Sf6BN9ok/0iT7RJ/pEn+gTfaJP9Knv+pTKgAQ/xpjTJZ0+ZcqUgbhdv8oyVlfql8pWu/TKcuX7KtVeOl0aUyll5/bJPXzGqHJUjqqqRie9eYpGjdIem6tN/hat3x7Qmi2Nqg+Euyk0vTo+UmhMUZYqC32aMdFq+nijsaX5+25HbMWw8WUFmlHu8/xAhMIRfej4tWrTDjUEo9reEtXGHS16/r16BUIdQchHys4y7sikUdkaX5KjWdVhTR1bokkVhcoeJlOkosOkHwAAAACA4ccMZH2S2tpaW1dXN2D36w+RlkZl/bRSe2yO8kxnbRyZLGn0VKlillQ5S6qY2fn1qHHSANTG2dv0sc3+YL8Umu7KWqtdwXB8+fkNO1ridYU2+4OeVdGK87Nj08aK3ELTlW5NoZryIuXnZvX6+egP2xp3adyvyjzb3vr8jqSaSgAAAAAADBRjzBJrbW2qfSO3MMt+8vncFa9u0xf0te/8RGpcLTWuknascv9sXC2te15qD3WelFucHAZVzJIqZki5RX3YtsGvKWSMUVlRrsqKcjV/0mjPvkjUaltTR4Fpt5bQhsYWvb3er78udzzHji3N9xSXnhQLhsaWFux3KNVfGPEDAAAAAMhUBD9pMj73KTOyUkGZVH2Y+0gUjUrNm7xh0I5V0sZXpHfu8x5bUuMGQh1hUMefpZMkX98tq54JoVCWzz13YnmhPj7Du6+1rV2b/UFt6CguHVt57Jl3tmp3qLOGTm62L3ZPdyn6jlBoUkWRyor6ZqrdXqUKech9AAAAAAAZiuAnXe17JEnz9V73x/h8Utlk93HAp7z72oKSf00sFEoYLbTiHmlPc+dxWXnuiKDEMKhj1FCBdyRNb2VCKFSQm60Z40o0Y1yJZ7u1Vjtb2rSxMaiNO1riU8jWN7To1dUNak+YOlZSkJMwQqhIk2Irj9WUFyovp2+mjqXKeMh9AAAAAACZiuAnXVG3rs8crdy/83MLpXHz3Ucia6Xd9d4RQo2rpPoV0spHJRvpPLawKnmEUMVMqXx60qpjvTXYoZAxRuWj8lQ+Kk8LJnsDr/ZIVFubWuOhkLsMvXvvp5Y5Cddwp455RgjFwqGxJfnypTV1LDnmYaoXAAAAACBTEfykKzbVK197+va6xkjF49zHlGO9+9rbpKZ1nWFQx5+rHpOWNiRcI0saPS15hFDFLGnU2D4vMD3YoVB2lk81FUWqqSjSkTOrPPuCe9q1sTGoTY0tsQLT7hSyJ5dtUXBPZ4iWl+1TdWzamFtoujA2WqhIJQXJIVrKmV7kPgAAAACADEXwk66oGxoUmaD0yxlS+Qx3Slb5jFjIMiNWn6cPV6XKznVDnMpZyftad3pHCHX8ufY5KZIQTuWVpF5xrHyGOwqpjw12KFSYl60DJ5TowAnJU8cad7d56ght2NGiD+sDenHldkWinSlOWWFO57Sx2CihfLtHE7rcy0ajAgAAAAAgE7Gce7p2bZJ+Nsn9eva/xur0rJHCLZ3HZOW6I286QqGKmZ1fF0/s06LN3YpGpV0bk1cc27HKLTydqHRS53SxxNFCJTUD01ZPswdvSfr2SFTOzlZtSFh1rCMgatzdJknK0x69aM7wnPeNaW/qs0dN06SKQlUVpzt1DAAAAACA3tnbcu4EP+kKbJP+Z7z79XWx585aafc2NwDyr+kMg/xrJP+H3qXdswvcWjyJI4Q6QqFR4/p8OlZKbS1u+7rWE9qxSmoLeNvaEVx1LTKdX9r/7exiMEOhllC7Nja26K1Vm/T5l+Z69h1hn1RU7giv/Jws1cRWGZtcWRibPuaOGBqV37f1lwAAAAAAkAh++lawUfpJpfv1dT147qJRKbAlFrSsjgVDHaHQ2nixaElS7iip/ADvCKGOPwsr+z8U6giwuq441rhK2rnOW2C6aGzqZehHT+3zAtM9MVCh0NbtOzT+N956Qg+duFaTx5Z2KTLdImdnqxJmjql8VG7ntLGEQtMTRxcqJ3tgR1YBAAAAAIaPvQU/1PhJly/NUMPnk0pr3Me0T3r3RSOx6VgJI4Qa10hb35bef8gbtOSXJYdBHX/21fLuxkjF493H1E9497W3STvXJo8QWvmoFNyR0N9sd5pbqmXoi8b0W3g1UDWFUq3qVVmSq9ppFaqd5r1vuD2qzTuD2hSrI9QxbezlVQ3a2bIlflyWz2h8WYEmVxapJlZoumMp+sriPJmBGAUGAAAAABiWCH7S1ZejWXxZ7giZ0VOlA0707ouE3VE2iSOEGtdIG1+V3vmTPAFEYWVyGFQx0x09lFfcN23NzpWqDnIfXQX9ySOEdqyS1j7bpcB0aepl6CtmSDkFfdPOFPoyFCpQSM92ub7jDyoStUkjhXKyfZpaNUpTq0Yltam5NaxNseXnE5eir1vXqD3hznsW5mappiJxCfrCWEBUpKI8fnwBAAAAAHvHVK90RcLSD3Ldr3sy1as/hEPSzo+6hEKxUUOBLd5jR41LvfJY+QH9GrZI6hzR1HXFscbVUvPmhAONW2A6MQzq+LqkesALTMebnyIUWr5mk37fcILnuKPtY1JWXp/UFIpGrRoCIW3oKC6dEAptbWr1LB1fWZwXHyEUX4q+skgTygqUncXUMQAAAAAYKajx05eiUemG2FLtgxX87E1bi1s7qCMUSqwr1FLvPbakOvXKY6OnSdl5/dvOPbvddnlCodioobbdncdlFyQEQV2KTOeXdH/9frJl23ZNvG2sZ9s3Jr+iaRMr+73Q9J5wRFt2tmrDjhZtamyJTR9zA6Jdwc5aUVk+E7tHRyhUGCswXaTyUblMHQMAAACAYYYaP31pkEaf9FhukTRunvvoKtTsrjLWdeWx9x+SWhs7jzO+2BLvKYpMl03pm+lueaOk8QvdRyJrpcDW5DDIWSK9/2fJdgYqGjUu9TL0ZVOlrIF7a592yHgdP39a/Pu+rCmUGArl5WRp2phRmjYmeerYrmBbPATauKNzCtmbaxvVlnC/orxsz7SxSbFAaFJFoQpy+XUAAAAAAMMNn/RGkvwSacIh7qOroD+5npB/jbTiHmnPrs7jfNlusJKqyHTpJLduUW8YI5VMcB9Tj/Pua9/jjmbqugz9Bw97gytftjR6enI9ocpZfbA6WvIoLxv1bhuoQtOJoVBpYa7mFuZqbk1Z0v227QoljRBavnGnnn1nq2fqWFVJnnfaWGzlsXGl+UwdAwAAAIAhakCDn3A4LMdxNGHChPg2v9+vUCik8vJy5efnS5KCwaCamppUWFiosrIySVIkElF9fb2ysrI0dmznVJuGhgaFw2FVVVUpJ8cdiRIIBBQIBFRcXKzi4uL4vRsaGpSTk6Oqqs7luOvr6xWJRDR27FhlZbmhRVNTk4LBoMrKylRYWChJCoVC8vv9ys/PV3lCnxzHkaSh36fycqnwY1L1x7x9slZqaVDz+iWKNKxUcds2Ze9yi07b9S/KhFs6n4ysXNnR0xUqqlG0bJqKahbE6wo17MlRuD3SB32apawxByf3Sa3SjlUKb3tPIWeF8gLrlOv/UPrwaSnS1tnG/LJ4CBQsrFGoaLKKJh+ivHGzpZz8fb5OqaZGRtrb41/3pE8doVB1YbsOm5ClsWMPUFZWlqJRq7Vbtuujbbu0K5yl+t3t2uyPjdz5cIfaIp33zskyGlucq3GluZoxoTweChVntWlUdlRVlRXKz8+Xz2dUlmelwjbNOrBUZWWT433auGWrtu9uV4vNj48QWrttl55zdmn3ns4V5bJ9RuNKcjWpskjTxpZoUkWRJpblqUCtqizO15gxY3r/3osZVj9P9Ik+0Sf6RJ/oE32iT/SJPtEn+jTAfUplQIIfY8zpkk6fMmXKQNwOfckYadQYtU/4mELl81VQXq7s2A9Ea0uLmp1VKtqzVcV7tsZq9qxW9vYPlL35RWl554peldkFai+ZoqyqzuXdswomypczVhqVPHUpbYUV0qQjFBlziALVfoU7fiCiEalpgxpX/1PZu9aqNLzNHSn00d9UGHBU2NlRqWyy8kYfoJKiyfJVHSjVLIwtQz8+4UbJwU+0j+pk+XxGVcV5KsoalfRDvqOxUcH2LAWiOfGRQh9u8Wtr8x6989Ymz0ihbJ/RxNEFqqksUk15ocYUZ6ssJ6qpY7NUXNK5+lhetk9TKgqSfnG1tbUpp6hMW5vbtHFHiz7c2qR12wPasrNVb63bqXBCAFWUl6UpVaPi08VKs9s1riRbpeURFWX1cvQXAAAAAKDXKO68P66LTbHJxOLOmSIadVfuSrXy2M6PpGhnMWLlFrurjHUtMl0+ww10+qsY8Z7dqZehb1wtJY5kyimMF5YO5FSqeNmvPZd59rRV+lTtzP5pYw/sbfpYXxeajkSttjW1akNjizbtCGpDY2zVsR1BbW8OeY4dV5ofnzbm/umGQ2NLC3pc0BoAAAAAsG+s6tXXCH56J9LuLvPetch04xqpab1kO6cZKb+syzL0CaFQQVn/tM9aKeCkXnFs50dJhzeVzVPZ9I97i0yXTRnQAtPdGchQqLWtXZsag/FpYxtjodCGHUG17OmcDpeb7VN1eaFbXDpWR2hSbOWx0sLcfnsuAAAAAGC4IvjpawQ//ae9zQ1/Epeh7/hz10Z5ploVVqZeeax8hrtqWD/YvGmdqv9vmmdbc/EslbQ3SK3+zo2+HHcUU6pl6Isq+6Vt6RqoUMhaK39LmzY1BmMFpjtXHtuyM6j2hKljJQU5mlxZ1LkUfaX7Z3V5ofJymDoGAAAAAKkQ/PQ1gp/BEQ5JO9cmrzzWuEYKbPEeO2p8ipXHZkrl06Wcgv1uwqYtW1Tzv9WebX89+T2d/LGDpZYdySuO7Vgl+T/0Tm0rKE8OgypnuSuR5eTvd9v60kCFQu2RqLY2tWpjLBTqWH1sU2NQDYHOGlHGSONKC+JL0CeGQmNK3CLWAAAAADBS7S34Gfy5KEBP5eRLY2a7j67aWtyAJTEMalwtrX5catnuPbakxhsKdYwaGj1Nyk5/qlE8PC2qdB+TjvQeEGnvHMWUWE9o7bPS8rs6jzM+qXRy8jL0FTOlkon9V+sohYFakj47y6ea2BLyR86s8tynZU/H1LGWhKljQT25dIuCbZ3TAfNyfKop904bc/8sUklBTv8+UQAAAACQ4Qh+MDzkFknj5ruPrkLNySOEGldL7z/onZ7VEbwkjhDq+LqjZk+qEXL7GjWXlS1VHOA+dErqtnnqCa2SNrwkhYOdx+UUeWsIxaeQzZTyinv6LPWJ/g6FaioKNaYkX0V52TpwQokOnFDiuYe1Vo272zwjhDY2BrWmPqAXV25XJNr5eowuyu2cNharIzSpokgTywuVm+3r3ycKAAAAADIAwQ+Gv/wSacKh7qOroD/1ymObX5f2NHce58uWyqaqKrc8+RqJxaj7qm3WSs1bklcc2/yG9O5ieWodFU/oEgbFvi6bIvkGti5O2qFQbOpYuqFQZXGeKovzdOhU7+vRHolqy85WTx2hjTta9M81DWpc2tbZTiONLyvoHCEUGy00uaJIVSV5MgM4ugoAAAAA+hM1fvYHNX6GP2ullgbvCCH/GrVvekPZgU3Jx1cdnLrIdH9M0QqHYtPaEkKhjrpCoZ2dx2XlugWmO6aLJY4WKqzo/vqDYG+hUE9rCnWEQt3VFNodCrsFphOXoo+FQ6FwZ3iXn5OlSRWFKZeiH5XP1DEAAAAAmYfizn2N4GfE2rR5k2p+P8mzbX31eZoyak9s1NCHUqSzKLFyCt3wpWsoVDFTKhrTt6GQtVJwR3IY1LhK8q/tUmC6IvWKY+XTpey8vmtTH+jvUMhaq4bmPbGl51s6w6HGFjk7W5Uwc0zlo3I908Y6QqEJZQXKYeoYAAAAgEFC8NPXCH5GrI2bNmjS/03xbHvs+Lf16aMXut9Eo1LzptQrj+1cK0XbO0/MLU698ljFjL4fkRNpl5rWxYKgLkWmd2/rPM743CliXVccq5glFY8f0ALTPdHfoVBbe1RbdgY908Y6ikzvbOmcOpblM5owusCdMlbhLTRdWczUMQAAAAD9i1W9gP5kO8MF+XxS2WT3Mf1fvMdF2qVdG5JDIectt9B04nXyR6deeaxihpRfmn4bs7Jj15mRvC+0KxYGdVmGfv0LUntr53G5o1IvQ18+Q8oblX6b+sBA1BSaVFGkqVXJ/WtuDWtjY2yEUEKh6bp1jdoT7rx2YW5WymljNRVFKsrjVzAAAACA/sWnDiANqUbI9XjUXFa2O5WqfLqkk7z72tvcETldVx7b+LL0zn3yFHMurEoOg8pnuFPK9ieAyS+VJi5yH4miUSmwJXnFsU3/lN6939um4ompl6EvmzzgBaY7DEQodNCEUs2pLku69vbmUJcRQi16Z9MuPffuNs8icJXFeUkjhCbFpo5lZzF1DAAAAEDvEfwAvdYHU/6yc93ApHJW8r5wyJ0mllBkWo1rpLXPSsvu9B47arx3Gfp4KDRdyilIr00+n1Ra4z66jl4Kt7r1jLqGQu/cJ+3Z1XlcVp4bSCWGQR1fF6ZYIW2ADEQodOjUch023XvtPeGINvuDSdPG/vFBvXYFO2swZfmMqssLU4ZC5UW5TB0DAAAA0GMEP0BaejHiZ3/l5EtjZruPrtpaYit8rfaOFlr1mNSyPeFA4wY4qVYeGz3NDZ7SalOBNHau+0jUsRpa1xXHtr/ntimxxlFhZepl6EdPT789fWggQqFjDhyTVFNoV7BNG7tMG9vUGNQbaxvVlnDdorzszmljFUWqqSyMF5wuyOVXOgAAAACvfX5KMMb8QdJpkrZba+ckbP+qpMskRSQ9aa29st9aCWSKFBmPjQ5ike/cImncfPfRVWhX6iLT7y72LvveUdA51cpjpZPdKWo9ZYw0aoz7mHy0d18kLO1cl7zi2OonpZY/JFwjSxo9NfUy9KPGDWqB6YEIhQ6eWOoJhSJRq/pdIXd0UMIooeUbduqZFVs9bRhTkh8fGdT5Z5HGlxV0u8w9AAAAgOGtJ5/o7pR0q6Q/dmwwxhwn6QxJ8621e4wxY/qneUCGSRX8DODKeGnJL5Um1rqProKNKUKh1W79nrZA53G+bHdEUKqVx0pq3OlgPZWVI1XOdB9dtTZ1FphOHC207nmpPdR5XG5xchhUMcttT25Rz9vSD/o7FJpcWaRF0yo8AU6oLaJN/qBnhNCGxhY9985WBULtSddMtRR9WWEOU8cAAACAYWyfwY+19iVjzJQum78s6UfW2j2xY7YnnQiMGNF9H5JpCivcR83h3u3WulPEuhaZ9q+R1v9DCgc7j83KixWrTrHyWPGE9EbmFJRJ1Ye5j0TRqNS8KXnFsY2vxIpeJyipTr0MfWnNoBWY7tDfodBBE0t17EFj46GQtVZNwXDStLENjS16dU2D2iOdYWVxfnZ8ZFDiKKGa8kLl5w7u8wYAAACg9/a3IMRMSUcbY26UFJJ0hbX2rVQHGmMukXSJJE2aNGk/bwdkikGo8TOQjJFGjXUfk4/y7rNWCjjeEUIdX3/4tBTZ03lsTqFb1DlxhFBHKFQ0puehkM/nrgxWNlmafoJ3X1swVt9olTcUWnGPtKe587isvFgwNSu5yHTB6P17nvpQf4dCtdMqdMqCifFQqD0S1TbP1DG30PSSdX79dbnjuf+40vzOaWPxItNFGluaz9QxAAAAYIjY3+AnW1K5pMMlLZL0gDFmmk3xCdhae7uk2yWptrZ2GH1CBmKGU/CzN8ZIJRPdx9RPePdFI1Lz5uSVx7a/I636i7eoc15J6iLTFTPcUUg9lVsojZvnPhJ1jFrquuLY9neklY9KNtJ5bGFVlxFCsSLT5dPdqWmDrL9DoWMPGqsxJZ0hTmtbe3xk0KYdsT8bW/TX5VvVsqfzNczN9qmmvDBp2tikikKVFg5eYW4AAAAAyfY3+Nks6eFY0POmMSYqqVJSQ5+1bAiw1lIbY4SxNnla16AWd84UvqyEkTldln6PtEu7NiSvPLblTem9B6TE57SgvPtQKL+0Z21JHLU05ZgubQlLOz/qEgqtllY/Li39v4RrZLm1jVItQz9q7KAWmO7Q36HQnAVl8VDIWit/S5tnhNDGxhata2jRy6saFEn4GSgtzOmcNpawFH11eaHycpg6BgAAAAy0/Q1+HpV0nKR/GGNmSsqVtKOvGjVURKJW2VmD/wEQg43gZ6+ysmO1gKZLM0727mtvc4OYriuPrX/RnbKVqGhM6pXHyg/oeWHnrBw3wKmclbyvtckbBnV8/dHfvAWm80pSL0NfPsMdhZQB+jsUOmx6RTwUao9E5TS1uiOFdnSuPPbG2kY9uaxz6pgx0rjSgpRL0Y8pyZePqWMAAABAv+jJcu5/kvQJSZXGmM2Svi/pD5L+YIx5V1KbpItSTfMa7hjoMQKleJunGgWEHsrOlaoOdB9dhVsl/9rklcc+fEbafaf32OIJqVceGz1dysnvWVsKyqTqj7mPRNGotGtj8jL0qcKp0kneMKjjz3RXQOtH/RkKHTC2WMcd3Dl9rGVPuzbFlp/vLDQd1IqNWxRs65xyl5fjTh3rGCHkTh9zQ6HigsGfcgcAAAAMZT1Z1euCbnZ9ro/bMuRESX5GnJSv+MjLPAdGToE0do776GrPbrewc9eVx1b+RQomzjg17qpeqYpMl011g6d98fmk0VPcxwEneve1tXTeP7Ge0PI/Sm2BzuOy8937dl1xrHJWz6ewDYD+DIXmTxqt0xZOdEf3GGlHYI9n2tjGxqDW1Af04srtnqljo4tyk6aNTaos0sTRhcrNzowwDQAAAMhk+zvVC5IifOAfgZJf8yjvg4GXN0oav8B9dNXaFFvta7V3tNC790uhnZ3HmVhdosRl6Dv+LJ3sTlHbl9yi1O2wVtpdn7zi2LZl0gePeAtMF41JsQz9TLfGUAYUmO7Qn6HQx2dU6V8PL9SYknxFo1ZOU2vSUvSvrmnQ40u3dLbHSBNGF3ROG4sVmp5UUaSqkjzqrwEAAAAxBD+9wIifkSdVxmOp8ZNZCsqkibXuo6tgY3KRaf8aaeOr3hE6vhw3eElVZLon07aMkYrHuY8px3r3ddQ1SgyFGlcnj1byZcfakGIZ+qIxGVFgukN/hkL/Mme8aircUKi1rd0dJdRlKfql63cqFO4M0wpys9ypYwkjhCbFAqKifP7aAwAAwMjCv4B7IULwM/KkSH4Mb4Oho7BCKvy4VPNx7/aOETpdi0z710gfPS+1t3Yem53v1g5KKjI9Qyoev+9AZm91jVp3Jq841rhKWvusFNnTeVxeaepl6CtmuFPkMkh/hkILJperpqJQVcV58u9u04bGFs/UsQ+27NLf39vmqcdWPirXM0KoYyn6iaMLlJ3F1DEAAAAMPwQ/vdBO8ANJUYo7D32JI3QmH+3dF41KASc5FNqxSlrzlBRp6zw2p8hdZaxrkenyGVJR1b5DoYLRUs3h7sPThohbYLrrimPr/yGtuDuxI26B6a4rjlXMkkqqM6bAdIf+CoUmVRTpyJljVFNRqNFFudq6s1UbE6aNbWh0l6F/7O3OqWNZPqMJowviS9EnhkIVo3KZOgYAAIAhi+CnF9ojfOAfaYxSvObU+BnefD6ptNp9TD3Ouy8akXZtSi4yvW25tPJRKdreeWxeSfIIoY5QqLB8H23IkkZPdR8zTvLua2uJhUGrvaOFNt0pte3uPC67IBYGzUwuMp1f0ptnqF/0Vyh04IQSnTDXnT5WkJOlzTuDnmljGxtbVPeR9xqFeVnxQKizyLQ7aqgoj79GAQAAkNn4F2svMOIHkgh+RjJfVueKX9NP8O6LhKWmDZ3L0HeMFtr8hvTeA1LiSLGC8tQrj5XP2Hcok1skjV/oPhJZKwW2Jq84tvVt6YOHvPcfNS71MvRlU3tW5HqA9VcodOjUcn2mtkbV5e50uU3+oDbtcEcIbWps0Tubdum5d7d5fuSrivOSpo3VVBRqQhlTxwAAAJAZMu9f9EMII35GouSQxzLVC6lk5UgVB7iPGSd797XvkXauS155bP0LXaZuKbbqV4qVx8oPcEOf7hgjlUxwH1M/0eX+bdLOtV3qCa2SVj4iBXd0HufLdusZdR0hVDGzZ1PXBkF/hUJHzxqjzx5RpLGl+Wprj7rXiIdCQT3/Xr2aW8Px87N8RtXlhSmXoi8vYuoYAAAABg7BTy8w4mfkSbmqFyN+kK7svO4LPLcF3VCma5HpD/8qLbvDe2zxxBQrj8WWgs/J38v9c6Wqg9xHV0F/8jL0jaulD5/21jPKL0u9DH35jL3fexD1Vyg0e9541VQUqaQgR6FwRJv9QU+R6TfWNqot4fxR+dmdgVBCKFRTUaiCXP5aBgAAQN/iX5i90B7hA/+IkyLkYTl39KncQmnsXPfR1Z6A5P/QGwo1rk4eqdNR5DnVymOjp7qjkbpTWJ565bNoxJ261nUZ+o+el5b/0Xvvssmpl6Evqc7IUUJS/4VCi6ZVqLq8UNlZPu0JR9zpY40t2rAjqGUbdurpFVs99xpTkq9JlYXx5edrKgs1uaJI48oKlOXLzOcOAAAAmY3gpxfao0zxGWlSRTyGET8YKHnFqev5SFJrU5eVx2J1hd79kxRq6jzOZEllU1KvPFY22a1blIovSyqf5j66Tl3bs7uzllBikem3X5HCLZ3H5RQmLD0/0xsMZWCB6Q79EQodMHaUPnHQGFWV5MsYuSOFGoNukenGFj33zlYFQu2ec6vLk6eNTaooUllhDlPHAAAA0C2Cn16IMNVrBKLGDzJUQZk0cZH7SGStFGxMXnmscY208RXvyl++HHeaWKqVx/a2HHzeKGnCIe6j670DTvIy9M5b0vsPdikwPT71imNlUzKywHSH/giF5tWU6ZT5E1RckKOotQq1xaaPxZaif3VNg2fEaUlBtltYOrbSWEeh6ZqKQuXndBPkAQAAYMTI3H9NDwHt7XzgR+pRQEDGMEYqqnQfXadvWSvtrk9eeaxxjTuFq72189jsfLegdFKR6RlS8fjUU7iMkUomuo9pn/Tua98Tm7bWZRn69/8stfo7j/PlSOXTU9QTmiUVVmTs1DGpf0Khjx9QqQmjC5Tt87mhUDiqzbHpY2+ta9RTy534ecZIY0vyO0cIxVcdK9K40nz5mDoGAAAwIgxo8BMOh+U4jiZMmBDf5vf7FQqFVF5ervx8tyBoMBhUU1OTCgsLVVZWJkmKRCKqr69XVlaWxo4dGz+/oaFB4XBYVVVVyslx61YEAgEFAgEVFxeruLg4fu+Ghgbl5OSoqqoqfn59fb0ikYjGjh2rrCz3f0abmpoUDAZVVlamwsJCSVIoFJLf71d+fr7KY+e2t7fLcdx/ZA/5PpWXx8+nT933KVWNn2ikczrGUOzTcHyd6FMafSoeJxWPU1PpXAXHJfQpGlVox1rt3rBUBcHNKgo5bii0Y6Xs6idlogmFnnOK1F46TeGSycoZe7CyxxwkVcxQsLBaTXuyVVhU1E2fZktjZif3Kdws7Vil1i3L1b7tPeW3bFBO42ppzVNStHPlLOWPjodAgfyJCpdMVem0RcqqnCXl5Gf86zSmtFhjSvM1r7ok9jqVq6qqStGoVUMgpBVrt2iLP6Tm9mxt2dmqzf6g3vxwh9oSRvvkZBlNKCtQ1agsHTW9TNVVpZKkqJUa/E3atqtNDcGwnlruKLgn4jmvY9rY+JJcVeRbTR1botlTxqq0MJefJ/pEn+gTfaJP9Ik+0ach2qdUBiT4McacLun0KVOmDMTtBky4PSypm6kPGDmo8YPhyOeTSmrUNrFIvvx8FSX8BbN18yZl7d6isdnN8RFC0fr3lbPjXWWt+6tk3YChUFJ+bomio6e7K5hVzJApm64cUyFbfoCksanvXVghTTpC7aPnKjA5IBUXK6e4WIq0K9z4oZo/ekt5gfUaFdoSKzD9nIoDnSNdZHxS6WQVlU5TdvEUZY+fK42f444Syq1Ifc8M4vMZjS0t0LyJxZo9rtDzDwH/zp3a3LBLgUiuGlrcYtEbGgLauGO3VmzerbZIffw62T6jcSW5mjK2RAsmj1ZhXraCwVaFw2GZ7FxtbW7TR9t366WVwYSpy++rtDBHk8oLVVnoU3V5vg6eLE2uLNLE0QWD8GwAAACgt8xALkVdW1tr6+rqBux+/eY6d3j8C2d9pE/MmzrIjcFAWrtyhabfP9+z7a7ZD+mic88apBYBGSYSlprWJ6885l/jrgqWODmyoCJ1kemKGW4h63TsCXinjcW/Xt2lwHRRcmHpjqXo071nhukYKeRO/fJOH9vsD3Y7fWxCWYF8PiNrraJW8SXpNzUGtSOwJ36OMdL4soKUS9GPKWHqGAAAwGAyxiyx1tam2keNn15ob2/f90EYZpKDUlb1AhJk5cSKQ89I3te+R9r5UfLKY+v/Ia2423ts0djURabLD3CXvO8qr1iacKj7SGSt1LwlecWxzW9I7y6W52e6eELyimOVsQLT3a12lkE6RgqNLS1IWVOou1Cou5pCB04oUcWoPFlrZa08NYVWbNyiYFvn1LG8HJ9qyjsLS09OqCtUXJAzYM8BAAAAkhH89ALBDyRpIEfNAUNadp5UdZD76KotKO1cm1xkes1T0u5t3mOLJyaPECqf4RaBzs7zHmuMVFrtPqYd790XDnUWmO4oLt24SnrvASm0s/O4rFw3cOpYij4xFCrM/KljUt+HQgunlKswN0tRq9hIITcUWrU1oBc+2O5Z9XJ0Ua5n+Xk3HCpU9ehC5WQzXRoAAKC/Efz0QnuY4GekSZXxEPwAfSC3UBo71310tSfgDYM6/vzgYSm4I+FAI5VNTr3y2Oip7mikRDn50tg57iORte51u644tmOltPpJb4HpgorUy9CnCqEy1P6GQt1NH1s0rUJZPqOotZ7pY6+ubtDju7d03tdIE0YXJE0bm1RZpKriPJkMXrENAABgKCH46YVwhOAHklF03wcB2H95xdKEQ9xHV607U4dCK+6V9uzqPM5kueGPJxSKjRoqneSdymWMVFTlPiYd6b1fpD1Ww2iVNxT68Blp2Z0J1/C5U8SSlqGf6U4pGyKhRl+HQpMrimSlWCjk/lnfHNLb63cqFO6cOlaQm6WajiXoK4pUU+meO6miSEX5/NMFAAAgHfzrqRci4fC+D8Iwkzy6hxE/wCAqGC1VH+Y+EsVH7aQoMr3hJW/B56xcafS0zlAosa5Q8UR3hbP4sdlSxQHuY+ap3nuGmpOnjTWulja8KIWDncfljkqeNlYxM1ZgelTfP0f9pC9DoQmjC5WX44uHQdZKbe1Rvbu5SX9/b5sSZo6pYlRu0gihSRXuqmPZWUwdAwAA6IrgpxfCkci+D0rw/pZdWr21WZ+premnFqG/pYp4CH6ADOQZtXOEd5+1bt2grkWm/Wukj56T2kOdx2YXuNO2Uq08Nmqcd+ROfok0sdZ9JIpGpcAW7wihxtXS5tekd++Xt8D0xOQRQhWz3ClsQ6DAdIe+DIXGlxXIGMVCIfd37padrVq7fbeaWzv/AybLZzRxdIG3uHQsFKoYlcvUMQAAMGIR/PRCpD29ET9fvP11SSL4GcpShjwEP8CQYoxUPN59TDnGu68jpEkcIdS4RtrxgbT6CW99n9xRnUWfu9YVKqzsDIV8Pqm0xn1M/xfv/cKtboHpjjCoIxh6909SqKnzuKw8916JYVBHQFRY3i9PU3/py1CofFSubLzAtLSzpU2Nu9v05todCkc6fzcX5mV11hKq6Fx9bFJFoQrz+KcQAAAY3vjXTi9E29sGuwnIAAz4AYaRxJBm2ie9+6IRadfG5JXHtr4tvf+QZBNGgeaVpl55rGKGOz2tQ05B6qLW1kotDcnL0G9/T1r1mBRNqDFXWJl6GfrR06Xs3L5/jvpRX4VC2VlG+TlZ7lL0kvaEo1q9tVkrneake1YV53VOG0uYQja+jKljAABgeCD46YV0R/xgGLDJhZxtim0AhiFfrED06KnSASd690XC0s51yUWmN74qvfMneUYGFlamXnmsYoZbyFpyRwuNGuM+Jh+d+l5d6wmteUpadkfncR0FrVMtQ991mtoQ0JtQKHF5+a4aAnvUENijJev8nu3ZWUYTRxemXIq+vIipYwAAYOgg+OmFKMEPJBlG/ADIypEqZ7qPrsIhaedHXUKh1dJHz0vL/+g9dtS45DCoYqY7eie3MMW9TvOeH9qVvAx94ypp3T+k9tbO43KLUy9DXzFDyi3q06dmIPTVSKFE7RGrDTtatGFHi7SqwbNvVH525wihhFFCNRWFKsjln1YAACCz8K+TXmCq18hjU63qRY0fAHuTky+NOdh9dNXWIvnXJq88tvpJqaXee2xJdeqVx0ZPk7Lz3GPyS6WJi9xHomhUat6cvOJYqhFJJdWpl6EvnSS175G2v5u8iloG649QaHeoXe9vadb7W5Knjo0pydekhOXnJ1W6AdG4sgJl+RglBAAABh7BTy9EIoz4AVO9APRCbpE0bp776CrU7BZ+7rry2PsPSa2NnccZnxvKpFp5rGyKO0LI55PKJrmP6Sd47xNujYVOq7xFplfcK+3Z1XlcVp4U2eN+fciXpElHd44aSqxbNIT0Ryi0vTmk7c0h1X3knTqWk2VUXZ48bWxyRZFKC3OYOgYAAPoNwU9vtO8Z7BZgoKWq5Ex1ZwD9Ib9EmnCI++gq6E+uJ+RfI624xxvW+LLd8CfVymOlk9y6RTkFqcMna6WW7d4w6J83u/ve/r376FBYlTBdLGEK2ehpQ67AdIf9CYU2+YPa0k0oFI5YrWto0bqGlqR9JQXZSdPGJlUWqbq8UPk5Wf3WRwAAMDLsM/gxxvxBbhGB7dbaObFtP5V0uqQ2SWslXWytberHdmam9tBgtwADLeVq7gQ/AAZYYblU+DGp+mPe7R2rgaUKhda/KIUTQoesXLd2UKoi08UT3VFCo8a6j45l7997UNq1Qbp8lSSbXE9o9eNuWNTBZLnhT6pl6EeNHXIFpjv0dSjU3Nqudzfv0rubd3m2GyONLc1PuRT9uNJ8+Zg6BgAAeqAnI37ulHSrpMQKlM9J+q61tt0Y82NJ35X0nb5vXoaLMOJn5EmZ/Ax4KwAgpcTVwCYd6d1nrRTYmhwKNa6WPnzG+3dadoFUfkBykend29z9WTnuimGVs6RZp3vv09qUvOLYjlXSR3/z/odJXknqZejLZ3QWsh6C+jIUslba1hTStqaQ3lzb6NmXl+1LmDrm/jm5wp0+Vlo4NEdZAQCA/rHP4Mda+5IxZkqXbc8mfPu6pHP6uF1DQ2T/ijtba5nLP4xQ4wfAkGCMVDLBfUw51ruvo/hz15XHtr8nrXpcinapafe7Q91aQV3rChVWSAVlbvHnrgWgo1GpeVPyimMbX5beudd7bElN8opjlbPc7T5fnz81A6UvQ6E97VGt3b5ba7fvTrpPWWGOamJ1hBKXo68uL1Ru9tB9/gAAwP7pixo/X5S0uLudxphLJF0iSZMmTeqD22UOs59TvawdsqPbkWp0T5oDfrbvCunTt7yo68+eqxPnTeibZgFAbyQWf552vHdfpF3atdENg+45yd02aqzkLHELTdtI57H5ZalXHiuf4QZCZZPdxwGf8t6jLehe3xMKrZZW3C3tSVg5KzvfvVbSMvQz3esPYX0ZCjUFw2oKNumdTU1J95kwuiA+bayz0HShqoqZOgYAwHDVq+DHGHO1pHZJ93Z3jLX2dkm3S1Jtbe2wmhNjuv4PaA9FrZVP/ONquOjJiJ9dwTYtWe/XJw8ep48a3P+dfXKZQ/ADIPNlZUvl09xH6WS3xs+FT7lTvdrbpKb1ncvQd4wWSrVMfGFl6pXHymdIeaOkcfPdRyJrpd31ycvQb1suffCIN3QqGpN6GfrR09ypaUNYX4ZCzs5WOTtb9fqH3nvkZvs6RwglFpmuKFJxwdB+/gAAGOn2O/gxxnxBbtHn460dmdVtzX7W+BmZz9bwYKOpQp59v6DX/HmF3lzbqMe+WRaP/HgfABhyug5Xzc6VKme6j67CIWnn2uQi0x/9TVp+l/fYUeNTF5kuP0AqHuc+uk5Pa2+Tdn7UGQZ1BEMr/yIFGzqP82W74U9iGNTxddGYIT8Ed39Doc3+oNoSQqG29qjWbAtozbZA0j1KC3M0pbLIsxT9pIpCTRxdqBymjgEAkPH2K/gxxpwk6UpJx1prg33bpKHDl2bwc7BWaaY+VNT+Sz+1CIOiBwmOs7NVkhRqj6gj+bEUhQYwnOXkS2Nmu4+u2lok/4fJRaa7rgomuXV9kkKh2EieqgPdR1etO73L0HeEQmuf9RaxzitNvQx9xQx3mfshbn9DofUNuxVN+CtqVzCs5RubtHxjU9I9Jowu6BIKFaqmokhVxXnUMwQAIEP0ZDn3P0n6hKRKY8xmSd+Xu4pXnqTnYn+pv26tvbQf25mRfNH0gp8/mK9JklrtLf3RHAyIVDV+rDY2tmhMcb7yc7NSnpUVq5vAKB8Aw0Jvf5nlFqWe2iVJoebkItONa6T3H5Ra/Z3HGZ879azrymPlM6SyKVLN4e4jUTTi1ivqugz9+n+49YQ6Ly6VTkq9DH1J9ZAuMN1hf0Ohj7oUk+6YOvbPNTuS7jFjXLEbClUUaVJlYXxZ+qL8vigxCQAAeqonq3pdkGLz//VDW4acdIOfDu0RPv0PValeuYiN6l9/+YoOP6BCP/+32pTndfynZyRqZTqH/ADA0NSfqxnml0gTDnUfXQX93hFCHV9vft1bBNqXLZVN9Y4Q6vi6dJJbn+iAE73XbmuJXbfLMvSb7pTaEsKO7IJYyNS1ntAst+3DwP9n76zD5KjSLv6r7h53i7sHQggEDxI06LL4wi7uziLfLp7AArs4i8Pi7pogCRFIiLtnkslMRjLu7V1V3x/V1V3WMpNJMgl9nieZ7qpb1nXr1r3nnve8nSGFtjU42Vrn1JWNFDoGsP+AXAYVZYZIoYEFGfTJS8Nh3/NJtQQSSCCBBBLobkhMuXQCytBdxi51Lp27KCVG/HsqBAu2xuNTzEUXbG6IuJ09yPz4AhKqJVaiFiSQQAJ7LHYm8RMN6fmQfij0O9RwPjI46/QKIZUUKp0Nfk1Uuj0Z8oZam0z3HAu9x5n33V5tzjhWvRzWf2kwmO5pnYY+d7Bikr0XoDOk0Jbadioa9c4AkULHkh02DhqcHySFwpnHCjKTE6FjCSSQQAIJJNBJ7B29kF2MgC2FJMmDvZOKn5pWD3VtHob32jtmBv9IsIpucHliZ3fzBpSBgS8g4hel4L4S1E8CCSSwh2J3ET+RIAiQ2UP5N2CCfp0sQ9t2c+axhmLY/KPe80dV85hMpocr5tKDJ+r3HfApBtbajGP1G2HDV+DShD7ZHArZZMw4VjASMor2eINpFZ0hhdZWtlDfFr4HvoDE78X1lqFjuelJHDykgEFFGaHMY/3z00lPSXRnE0gggQQSSCAaEm/KTkAMEj8OuXOKn0tfmQ/AgimTYpRMoNvBivjxxSZ+KhoVc+ftzW5SkuyRdpVAAgkk0L2hEtbdjfiJBkGA7D7Kv8ET9eskCVrLzZnHatfAxm9ACoTLJmdZk0IFI6BotPm4rkZzxrH6jUGySdN/SM3VK4RUk+n84YpB9l6CjpJC2+qdLN3aiMsXVlQ1u/xMX1Ntuf++eWkcNKSAQYVK1rH+Ben0zk2EjiWQQAIJJJAAJIifTkGyJQOQJMce8Cew98PlCw8MZFmOKkVvcfnJy9w7ZnYTSCCBPzL2EuraZoPcgcq/oYaMm2IAWsrMpFDVYsVoWkt+peZZm0wX7QP9D9fvVxKhucyccazkF1j5rqagoJyXMeNY4UjI6rtXGEyr6CgptKWmzRReXdnkpnJpheX+R/TKCpFCA4Kp6PMyEqFjCSSQQAIJ/HGQIH46AdGWAkAynVP8CEjY2INmSxPQwDqrl4pWt5+c9GTd6qqmsK+B2yeSpZp77yXjpgQSSOAPiD1J8dNZ2B2QP1T5x8n6dQEfNG81p6Pf9hus/hBdA59eZG0yPeBIGG7Yr7dd2Z/OT2gjlM/TG0wnpQf3NcKsFtpLDKZVdIgUanCxpsLsHbSpuo1NEUymxw3MC3kKDSxMp39+RsQMnQkkkEACCSSwpyJB/HQCsl0Z2CfTOcXP09zP4cJSusvIf+a6au75ZCVT75pIQWbK7j6dPQ5aw+eGdp+J+GnzhBVBrR4/eRnK+u5x9xNIIIEEOoE/AvETDY5khWwpHGle5/covj/GzGMl02HlO/qymb31CiGVFBp1JiSlhcuFfIoMGceqlsK6z/X3I7OXdcax3EF7jcG0io6QQqX1TpaUNLC5Rp+OfkVZEyvKmiz3P2FEUZAUUjyFeuWmYbclVEIJJJBAAgnsedi7egC7CJJNibnvrOJHIX0IK0V2s9T4i0XlAJTUtieIn5gw0zXau6cN+wptodmk1e0PmTsnkEACCeyx+KMTP9GQlAo99lX+GeFzQuNmc+axjd+Cs1ZTUIDsftaZx/pPUIgnFQEvNG7Rk0INm2DdF+DWhEPZkhT1kokUGgHphbu9L9LV6AgpVFzdxvzN9VQ1uXXl5m2qY96mOtO+M1IcTBhRyEGDw0bTuRnJpnIJJJBAAgkk0F2QIH46AdmxY6FeIbx/Mmz5GSZbpAj3iywvbeTw4UU7dgwD5m2qo7zByV8OH2Rat3d1+XYSYmTi8mhMKDUbhT61uv0EgqFeiaxeCSSQwB6LBPHTOSRnQK/9lX9GeFrMfkINxbDmE/BoFCmCTVHvGE2me46FEWfoVT2uBnPGsYaNsPkHg8F0nnXGsfxhe5XBtIqOkEKrtjUzr7iOFldY5e30Bvh5dTU/rzYbTRdlpzBheJHiKVSUQb/8dFKTEqFjCSSQQAIJ7F4kiJ9OQLarip8dNHfe8nPEVTe+vZi1FS28ec1h7NM3Z8eOo8EdHywD0BE/SZKHI1kAHNRlx9lrYUHWaEO9XBbEj18Mr29z+wlIwXTuO+H0EkgggQR2CRLET9cjNQf6HqT8M8LVYEEKbYLy38Gn8a6xOSBviIEUGgGDj4P9Lw0bQksiNJcGiSCNybQpHE1QSCZjxrGCkZDdd69TCYGZFPrzQf1D67Sk0NY6J4u3NDCvuC40oQNQ1+rl66UVfG1hND2oKCNICimeQj2zU7ElQscSSCCBBBLYBUgQP53Ajnr8xIPKijIu5icWbR4WN/EjyzI/rtrOiWN6dSh96bmNz3Ck8BXrGo6EIcfr1i0uaSDZYWP/AXkdOv+9FVZkjc7jp81rWu8LhMkgJdRLVfx0+eklkEACCewaJIifXYv0AuVf/8P0y2VZCREzmkw3FkPpLPCHkwtgTwmaVRsyj+17HmT1CZM43rYgGWRIQ1/2G/id4f0lZWiIoBF6tVBK1s7/TXYDjKTQuYcMCK3TkkIbt7fxe3EdS0oadduX1jkprXPywe+lpn3v0zeHCSMKOXhIAYOKMslOS9rZl5NAAgkkkMAfCMKuDDfpMWi0fM6D78Qu2M1x5fY7OMg3l03yEJ4Z9FHc271cdqjl8usHLqShzUtmqoOUoBz4b6U3MUFYzD8zXqSlMDz75/NLNLt89MhRVEetLj9ZaUkIAjQ5fZTWOemVk0rvvDTLYy0vVeTiBwwKEzlXb7uOA+XlPJb7LNtyDo9ZvivQ7gmQnmzf42a6CtrW8a/Gy3XL7pIf5DeU360oK4V+Bem69a0uP1tqw2aSPXNSqWnxkJ5sZ2SfcPaVdk+AJLsQqgN/BDg9Adw+kcLs+L2lWlx+slIdurojijKCwB5XnxJIYE/Dvyr+TIG4ncd7/Y+tKfvt7tNJIBpkmRyxjh6Bcnr4y+kZ2EaRv5wegXKK/JUkacLVvUIqdY5+1Cb1p9YxIPi3P7VJ/Wmz5SukkCyTK9bS019Oz0AZPf1l9PRvo2egjPzAdmyaSZBmexE1jgHUJA2gJmmg8tcxkAZHb2Thj/OOC0EGvyjh8Ys4vQFaXH5LhXAkZKU6yE5LIistidQk+94otEoggQQSSKAL8MoVhy6VZdkyjCeh+OkEAkIXK35k2Nbgwm6DsUFlTQbKLJ0Nfcdgc00b3oBEfkYynoDEltp2emSn0Dc/HTGoJNFKjjsCYRcFH4miTHEwrWpXE0q7A9rfzeM3d+QkA7la0+IBgmFhMiFzpe7+m9S1evD6JROxFS+21TtJT3EQECXSkh1IkkxpvTJ7nJeZHMqU4vNLOOyCJYnjD0iU1LaTlmSnICuZgswUbDaBVeXN2ATYf2B8v53bJ5Jst2G3J3rPCSTQGQgJxU/3hyDQ4uhBi6MHxanj9atkkTyxlh7+cnoEtgX/ltPXt4X9Xb9i1/Q93EIGdUn9qNEQQuXJI1iafgJOu6JIdsheivyVekLIX8Z41y9kSK2hfflJoj6pLzWOgTpCqCZpYGhfeyUESHLYSHLYyEpLoleuNmNbmBRqdftpcfnxBvTPV5snoGQINZhPC0B2ehI5QVKokEZ6BUrZlJoI3U8ggQQSSECPXUr89M5J5v5J/ejTp09oWWNjIx6Ph/z8fFJTFRWLy+WiubmZ9PR0cnNzARBFkZqaGux2Oz179gxtX1dXh9/vp6ioiKQkRRbb1tZGW1sbWVlZZGUpcmO/309dXR1JSUkUFYUNk2tqahBFkZ49e2K3K7NQzc3NuFwucnNzSU9XBrkej4fGxkZSU1ORpxbCFsXc+f5J/QDiuiYet/5d7j9lAGe/0oQowcuXH0JdXR1VLyhkwYThRZz250NC13Tua4oC59ELxrGyrIH7Pl/DkMJUnr30EB76cjXljS68/gD3T+pneU1nv6ps//Llh4SuqeUdG3jh7IMHMGLCIVRVVYWu6bAHfwLgkTOHddl9Km/yctGL85Rrn9Rvp92n/Pz80Pbaa4p1n6JdU0O5E77X3z8t8ZORbDddU91LEynGxe08bLr3tx/bm2XVIr3z0kPqqvsn9dtl19TmlfjXj9v4z18OoE9eWug+BZIyefib9Txx4QHYJS9tbW2c/epqAN69/ggyk4UO36ezX11NQ7u1IfpFRwxi4uiezFu9hTs+3wzApLG9eeCs/Whpbgpd0/pqF9e/tRi3X6Si0U1dq5c595/IYQ/+hCQrv12sNsLpCXD8Y7+wT+8Mnrpg/z2m7u3udi9xTYlrAhCfckAb/P2kYTiGHrJXXNPeeJ926JrEAPVbliI0FpMn15PWtIUBDcX0rd+IrfUXHeknp+bhzx6EnDeMlCFjgr5Cx7Pdn4mcnE1Gnz7grIeGjbSXLUOu30APVzm9mzZD4+8gaSbQ0vKhYCRSwQjaU/og5Q0nd+ihSniaI2XPvU/NZYjVq6jJHt/h+5SRkUldm4c15U3MXl3B0vJ2Gp3h30xGUcGqxtPfcik9hHoOk38kJ83BhJE9mDCiiP36ZBBwt3X/urc771PimhLXlLimxDXtBdf0yhVExC4hfgRBOAM4Y9CgQbvicDsdgkOZqUnGt6N5vQCzIkQL4xopuKDZ5Td5xGzcrsyqtXmVmTqvX+Td2SVcdvSQ6Cewg0KfZpef4PPwh4SW+Elu3Uz+j4/gP+tDQHnIi2rnUCQoM+Qyeu8ll0/kmR837vRzbHL5EW0Bcg3Lf9nQSHF1G2c/+ysLpkwKLf94wTZWlzfz06rtjO+fTo1mlnHm2mr+dEDvmMfcWttOarKdNMBtoYTS4p8fr+COU0fx1LTNoWU/rdrOsJ5ZnLZPDt6g0mdNRZtuO29ACpGTANd8sIHXL94n4nFESeaF6ZsAWLfd2aHMat6AyP+9v4xbJ42kaO9LcpNAAvFBfWYSip+9F3YHYs4gxMz+yD17QrAT2tbcjKutmTyaSHNVQEMxYt0G5Nr1OCp/h42fhXbRGxDTCoOeP4rJtJzSG/fQM0kaNB57dgGIAdzV63GVLyfdVU6asxwaNiJs+Zns9u3h8wlmMcvOGow/ezC2fuOgx2hl3+wBXkIv7ovd74RrKju8qeoplJ/uYHQ+usGCJMmsK6lgdUUra2v9/F5cTw9/fWjbFneAaSuqmLaiyrTfvnlpHDGiiFEFNvbtndH5a0sggQQSSGCPwS71+DnooIPkJUuW7LLj7Sw0fnYd+WtfpVXOJHtKW+wNVEy2Ditx3+PnrEe+oJ0M5k45HYBNDw5lhFDCd+M+4ow//yVUVh3kvnXNYWxvcXPPJys5ZlQP/nPhAfz1xXkhL5kFUybxzq8lvPxLMTecMJxLjhqi2147yN/w74MZ5VnCphO/YMSEs3XnZlVei8UlDdz8zhLuP2sMp43rG9fPsKWmjb++9HvU/XZXrF8yk9Hf6w2w75bvYxZHko6TV7iLEUIJXDIjbJQdvO9vyBfxOpfotn3v+sO5+OX5umXG30SSZFaVN+P2BRjaM4se2QrrsKGqlf756WSk6vnbb5ZWcNTIIvIzw745hz34EykOG3PuP1FX9q05W3h1pkK2zJ98EkLQOODZHzbw8YIyemSnUtvq0W0zqk82b197OJIk89KMTUwa25uHv17Dpu1tPHrB/hy3T6/QMQHOOLAvyXYbXywuj/SzRkRWqoOf/nEcV76+gPVVrbE3AM46qB9fLang9wdPQga+XlLOnw7sR5LDxn2frWTGmnD63RG9s7jz1NGhEMto2Nbg5Pz/zuWfZ+yjy/KSQAJ/KDwzEFq2waWzYPDE3X02CXQn+N3QuMWceayhGLREDihm0sbMYwXDIW+okj7e0xo2mFbNpdWU9FrD6uRMs7G0mn0sJXPXXn8kqH2/ybugvx08lvSARFWzmwWb6/l9Ux2/F9fH2DCMEb2yOGJEERNGFLFP35xQGHYCexEaiuH5EXDJLzDkuN19NgkkkEAXQhCEhMdPV8KWpKZz7wq9j6JC+FH4CzPkowCF+BkhlACQ3bImFJoy+Zz9ABk7IqIs0+4OALCxOjggNrybfcEYcV8gxszsDvRFnpy6HoCHv1oTN/ETkHYd2dj1sDp3ZdlXXEqOEDRxDmZ+0+JIFpqIn1a32SfKH5B4dWYx3y+v5Md/HMcva6u5//NVACTZBX574CSc3gCXvTo/RPqpKKlt57Fv1/JZz0zev2ECAOUNio+O6hnw+aJtfL5oGx/cMEF3L4qr2xjRWzGbdgS9b4ykT15GMhuqWlm6tYEnp65na52T9+eVhtbf88lK+uRt4t8XjAst+25Zx2c5VbR5Ahwx5ecObfPVEiWFblWzm3WVLTwxdT2/bazltAP66kgfgE3b23h91haevzS2H4L6HPnFhNIhgQQSip8ETEhKg55jlH9GeNuhcbM589iGb8BVpykoQE5/feaxPgfDfhdB7mAlXX1bpTnjWMV8WPMxund0Vl/rNPS5A8G2dxtM22wC/fLTOfeQAbrMY6BMJpXUtYcIoRVlTbr1m6rb2FTdxtu/lpj2O25gHkcML2TCiCIGFWUmSKE9FWW/Kn9Xf5AgfhJI4A+EBPHTCQhB4idV6CLiR1TCYE4QfuOxb9dy2rg+jA2ua25qoqpZCbN577etXMX7XCV8wGpvOUtLlTSh1c3BwbmBk+jRsoQFwoV81/IxMCzi8ds8ARBga52TER08984Mgv2xiKjuDAuFnBrqFSJ9ACyylshGZg5YX2lWsRz18PTQ5xd+3ki//LCZsl+UaXX7KQuaIqsKr8lfrCIlyc43SxXSY3NNO6c9MYvJ54zloa9Wh7ZvbPeGyLri6jYa28Pp5y95ZT53njaao0f2YLEhBa2KJqdS5298O7Jyr6rJzSWvzI+4flfh3Od+44LDlA7vgs0NLNjcYFlucYn1ciO8wXA1fyfN0xNIYK9CgvhJoCNIyYTe45R/RribFVJIJYNUtdCaT8CjISUEu0LaaBVCw06BQ2+BnIGKX1DjFr1CqH4jrPkIPM3h/dhTIH+YRRr6kZCebzy7PROyTKTUXzabwLCeWQzrmRVSg6sQJZm1Fc3M21TP78V1oaQTKlaUNbGirImXZhSb9jthRBFHDC/kkKEF9MlLT5BC3Rm7MNojgQQS6D5IED+dgKr46SoEAoHQ52+WVvDjyirmBL/rmmYBrhI+UD676kEWOJ2fmM4xAPhEiSR8+FHUJv2a5gLQt/l34AIAhrKVApoAc4jV6vImi6VdD98erJiweldadm1En2kDyaKk6jcTCe/PK+XO00brlr0+azNDihQJe12rhxlrqvlx1XbTtg3tPm5+R0/QfLJgW+jzZa+ayZknp64PEUPdFacf0Jfvl8enIvp8UcfDyyJBVUzt0cRlAgl0FRLETwJdhbRc6HuQ8s8IV0M4XExLCpX/Dj4NKWFLgrzBCpGjqoXGXqz8ze4P7gY9GdSwEerWwcZvQQr3wUgvNJNBhSOVEDSHWcnbbSFLlhNQsWC3CYwdkMfYAXlcf8Jw3TqPX2R5aWOIFKoyZBibt6mOeZvqMCI9xc6E4UUcMaKI/Qfk0TMnNUEKJZBAAgnsBiSIn05AcKTELtQBBAKRlUORSHnZ1cAQ5xYuFZ5hH3kTcCZpDav4TbiJO+XJwCTEYBiPqCFaPhCuD366O+5jdTX27IGz+UfKpZne6EOIEINKGjF8b2Vs7Nc/l9XlzR06YrsnoPu+vdmNFLy33oDEfZ+tjHtf7801S7f3NMRL+gChZ6ArkAj1SiABDRLETwK7AukFkH449D9cv1yWob3G4CcU/FvyCwQ0pISq8An5CQ2H4acqBE9GETSXGkihTbD5B1jxVngfgk0JNdOSQerfzF4R1TU6SBLYbLHLdQUkscvD2VKT7Bw+vIjDhxcB+gmpZqePpaWNzNtYx7ziulCWMQCXV2T6mmqmG0KtAYqyU0Kk0PBeiodhghRKIIEEEtg5SBA/nYCa1aur4PVGJn6041ZJ8yUgyqSISphPPooUegwbADiCRQCsqWjlEGBtZQsHG/crydgML1dpF3nv7MmKHyvcJbwEvKRb9tWCYjLcY+mf5g51j0Q61+H7cZU+I0dJbTtzN5pn1eLBzrrFOelJfHrzkUz6z6yIZR67YBx3f7Ii7n2+eNnB3P7BUrx+6/oyuk923IbPXYFEqFcCCWiQIH4S2J0QBMjqpfwbeJR+nSRBW5WZFKrfCMXTdBMyJGXoSaH+h8O4S5XPjhSNl5DGZHrrLD2xlJyl9xAKhZCNgGRNxixZgk72AzqMXfx85mYkc/y+vTh+31665aIkU9PiZklJI/OK6/h9U53uHVrX6uXrpRV8HQxT12JQUQYThhdx8NACBhZm7DJSyB+QaPcGyMvYgxReCSSQQAJxIEH8dAJdHerlcusNdL0BKRQ/JEkSjU5FPbK1zhla7g2ISucGa+8YCKaJF0CUzB0ASZaxGbYTdzSve5wwKlj2RiwtrmJG8Sp6UcPXwZ9ZRmBDVUuH91Va59R9N8qruwNuPmkkOenRO0lapcydp47myWmRQ8ocdoHxg/MZ2z8vogfP4B6Zu5b4CSp+AnsZcZlAAp1CgvhJoLvCZoOcfsq/wcfq10kitJSbTaarV8KGr/VhXynZ+sxjI86Aw29XiCKfM5xlTFULbZsHqz9CpwzO7hf+vOAZ6LGfQgzlDNi5BtOyuPP23QHYbQJ98tL50/h0/jS+n26dxy9S3uAMkUJLDN6CpXVOSuucfPB7qWm/+/TNYcKIQvbrn0f/gvQuJYWmfLWaGWuqdZlOE0gggQT2BiSIn06gq4kfp8sZcZ0kiSFDXS2a2txsCmbzikT8RFoOSmYth6HPYcEPxURnwsOa271cxXtMZ2LHN95DoGZ8SydM0jgQd6tapE9e2k4jjQoyzaTP4KIMhawMosUVrsdHj+4RlfhRQ7SKsiOHVWalRm6++ualURnhWr+/cyKnPzk74raRoCp+9jbFWgIJdAp7OfFTVu9k+urtXDlxaGLwtzfBZoe8Qcq/oSfq14l+aC7Tp6FvLIaKhbD2U32dT8vXZx7rf0TQT6ifEoKmVQitek/ZZvr/6Y/XY4w5DX3hSEjL2/Hr3AOez9QkO8N7ZTO8VzYXHjEotFyWZZpdShKLpVsbmLepjnWGRBjrKltYV2k9kXbwkAIOH17IsJ5ZnSKF1Oyfkgz2vfbRV/uie+0FJpBAAhYQ5F3o7H7QoCx5yYPjd9nxdhYkZy22+uCgdeAx8W9YNsdycXP+geQ2LgNgmbwfqXjYR1AyJtQKvbAXDKasTgnrOlBQMjQ1Zoyk1elmENtokrPJG3QA20o3M0CopE7Op2jQflSXrqOXUEeNXEjPQfvqziHQ/2gcwRdha+kSsgUnpfahDOqnn5FZFswcduAg60wXaypa8AXEqGWMqG1uo0fLMnyyg+RBE+LaprvA2dZERuOqmOW2yX2pJ590XIwStgDgklPZwPAYW+489MlLp6rJ1aX7dBAgj2YK+gwhPdkRqi8ARdmp1GnSwffOTWN7MEPdAYPyaXX72VKjmHMKgoCxLTpwUD4VjS5TSnkVuRnJNBtI0Zz0ZFpcPtKSHeSkJ1HdrCd/HHbFZ2l5qX5mMZ66W9fmpbzBSWFWCgMKMmKWT2Dvwda6dlrcfsYN6IIB2Z6OigWKh1nRvooR7l6K1RXN+AMS+/XPJcm+i8JzEui+kCUIeMDvhoAr+Net/FU9/VTYkpTU9o505W/zVmV5n4MUMskbJCzSCsDv0oeNabdPSg/vIykdHGmxvYTUfmb/CWDb++Z2ZRS/PY9fpM3jp8XlD03KxIIgCGSnJZGdlkRKko0Uh51kh1H7Hu73jhuYh21vJX3btyvkZGYvhXBMIIEE9hoIV8xZKsuyRbaEhOKncxC6thOoNV/uRS19hJrQdxnZ8qUmSH7tN8v99qAegKLgXy2UQbZgXBj/SQehkj4dgeollCzsgSFfcf5EAso9tRO+tzbNZwTB8vfOxEk7GQhI2JEIdOEjGg/pIyCblGL98tOpaLTeNp9m+gnbCdAPcGC3CSG1Tm56MnWtHvrkpdPY0oLD6wLSg8eBnLSk0H5G9clmvWb2Tp1ht0eYbrPZBHLTzcRPclDF5rAL9MpJMxE/acl2BCDZYe9w3ZWC9yuRBfWPByvVZQJ7NxLPeQI6CDaFfElKBwr062QpTAKpRI7frWQSc2r6alX6LJuk5igDb0eq0icIeJTt/UFiydUAksEQ2ZFmTQrZ/xh+NAKQ4rCR4rCRk5ZEPw0XL8oyXr9CCrUHSSFtiLksy7S4fDr1sQqH3UZ2WhIZKQ5NeRKCmAQSSGCvwq4lfgpHwuWzd+khdwbk4p/gg5OVLx25nsnWb5BZwx7l3KWnAlBGP/oQJn5WCfuxbvTzfDS/DIAFKMdd3PtK5pa08xCPsZrRHH35bOY/+GcGUImbNLh8Nrbg8WyC5jyDyxrP+4meOYpJ9cYHD+BgVvBuyrU8cLleinzDgz8px73cOtG7uj5aGSOmf/0DF69QrndPqw+lC35m3x9jX+c3nMqXnMpBrORxHgLATRo38AQAfztiEO/PKwXgIr5gOz3wk8STwmSelq8jn2ZOYQZn8r7l/tNx4iKy6qR/QTrlDQpZM5wtlDAIkeh+Ak9zP0cIi3lfPocjWcRfeB2AOTecwJ/+NQOAY0b1YM6G2tA2b3MTAI5JT8CgY7jvqdnUtSqznwuuOY4RMx4m46jbSHtiCDmeFs5kKieN7ceB54wFwvVnxiXHccNjM7n62KH4AjJHjyqCfrnMX1zO49+vA+CBs8YgyfCvr9cwomcW7153BLmSzBFTfg6dz4L2k2lmFK8PfIfHLzyAhtXbqWvz8t+fNgLwl/0Hctspo3jt3SUs2hL2Doqn7k6ds4XXZm5m0pDeTAmefwJ/DMRqB/9QeGYgtGyDiZNh33N399nsNPzziVk0tvv4/oKJFGZ1bSbPBP5A8LbBY9nK58PvgPlPhdc1abNsCorvjzbzWP5wyOgBkl8pqzWZbtikEEUqUrKVcDEV+10EAyYo+0hO36mX2F1gR5laSge0Gl5Zlml0+ihvcFFa187SrY3M21SHy6eZ/BGB9uA/FduUP33z0jhsWCFDe2bRLz+9yz2FdguWvg7fXQMjToc/vb67zyaBBBLoSlwRuW1KKH46ga7O6tXubAvv2yAp6SlVsTIgciXv8z0nhZaLfg8HyitAgKOFBQAcgBIGNkCIne7aZ5FSXZL0ChxZlulPJYEYhEFHIXk6bnDcfRBf3PxNwhvcxBs8I18bWpZN+D6fMKY3vXLTeHLqem4RlJful4V3Qj30p5Js2ukp1JMlt9FGlm7fJ/MLk4UnuEh+hRIGmY59xTFDyMtI5qlpGxjKVt4TbuR/8l/5Ousq6tu8pvIqjhAWA/A34QtlQXC6KyXJTg/quJr3WJX0SKj8yIxWRrk2K19ayiHgQ5JkCmhgqvBX+OZvZK56H1xl5MjKPc+inYOHGmZLkUlvL2XBPROU2UuN4WVOuqIK6p2bxqnj+lJWr3gG9chWfLaMmekA9hM2MLHxHeAATtyvdyicDKBXrrLd5UcP0RE/8SCUzt3i2YmGf3+7liNGFHH0qB4d2i6BBLodGooV0geIW/64h0JtWRJm7gnsEFI07+8j/6moc359GCZOgUNvMWQeC/oKrfkIPM3h7QQ75A4Kk0EDj1IMph1pirqocXPYZFrFtBvDn7P7m9PQF4wIGkzv/WGMgiBQkJlCQWYK4wbm8eeD+ofWBUSJqmZ3kBRy8vzPG03bVza5+WJxueW+h/fKYvygfAYUZuw9pFACCSSw1yJB/HQCXW3u7Ha2R1znkP1kt2/mauF9TpZ/CS2X/W4OZnmnj2llMhwI6IkfSYbPhCuD3y7t9LGMEDxNXbavXQ2xg/r/vwuvhj7bBQlBlrj4wBxGzv4bo45/lHNvGQLPK+tH90iCejhP+C60TR+q2WggfiawCIBhbDURP89dPJ5DhxWGUsD3RyEBh1PCmQf24405W+I+91cuHE65S5npvtf+PIdKi8hL+xvnXHsmFeVb2Xf9W1AaLDzrfvjqYrJSP2MkK5Vlq4JqpZXvhvb5P/7O5uRluuMcx2/YXjhF+VIwUpmlXPkeZPel3/j/ADmh8LGBhRncf9YYJgwvCm3/91NG8cwP6zmG30PLTq17DgKPw6z7Gbj+O36mnJP4PJTO/oBB+dxwwnBemlEc9+8RTufesYGgmqp2wZSEWiSBPRzPaxQFe4B57I5ADTft6POeQAIRIYsajx4Z0nKh78HKP105WQnzMmYeayiGbXPBp+kz2pIgb4hCCvXcD0qmK8vPeE1RATUU602mvRqTZEeqQiSZ0tCPVM7tDwCH3caAggwGFGQwYUQRb87ZgtOr9IU/uflI3D6RbQ1OyuqcLC1tZEWZvv9aXN1GcXWb1a4ZNzCP0X2y6V/QCVKosUS5b8NP2eFrTCCBBBJQkSB+OgNHFxM/7nDmI+PrIIkAvVoVJUZ/YXt4hd9NT+ri2r8kCxjndKwUP34j8SPJXaz1USD691y/DHEHBwHzhVMJ8XWbvtOtG15iltsqxE/YELoHdaF59uxUO3jgs1uOpKbFw0FDwkqarFRFKZOBEu7Vi1rSB+VB0Pfx/RuOYNu8jxm75n6uFx+lnL6mY48rfpxxJ/wHgIMLPVALE4blIfTJZtT026F0ZrhwcykAD44p56fFzRGvv79QRVKf7ND3J4fO5ciSR8MFGoJpcYP7HDr/NuAtxvvmwpoaGHM+p43Tn+tJ+/VmwQ/v8R/hYf3BXHUw73EcQLYAfeTtnNh3AFSvgpYyUhzxh2uJkkxtMIRtVXnk60sgAQirRDZsbyU1yc6wnlkxttgDsbcTP8G/AWnvVjYlsAshS4RqVrRJJEGAjELlX//DDfuQlaxhxsxjDcVQEp4c5LtrlL5q3lCFzBl8LIy/RiGDZEkhgNSwseqVsP4rfQr4jB5mhVDhSIVksiext0LWKBmTHTYGFmYwKthnuVotI8s0tPsoq3dS3uCktN7J0q2NJgJoRVmTiShScdiwAgYXZUYmhZ4fodyPyXtg+1O9EuwpUDRqd59JAgkkYMAOET+CIPwduApF870auFyWZesUPHsTHB2P95flyMnV/e7wy2KQGlQcRBIB0j3bjZsg+F3EK7W3CRbqHq3hXfDMbIYwJlGSifV6tyPyKndwE/+O61wARH/kcKPuDjHKIOAr+RTOEn7o9L4dHrMJ97UH2JgVJIpOYQYPCk9SJfcE4M5TR3Hn/oqKpL8hy5Sa6rw/ivJnpLAFZ16Y2BvWM4th624BycNnwpWcKb+LCUtfU/5NlrG5lbAoYcY/FHn41pnm8sDoJbczOsZkVq/cNFj2Bmz4hiNLvotaViwYCU640P8ezHEonU7Jr+sM56XZuZSPzRtv1yvivhQuh7fC35NPCaufZFmOmrL5pemb+GWtYrLZ4vLj8YmkJu8MWnT3Q5ZlPp5fxhkH9iUzde/t4O9MnPTvmWSlJVHTorwO90q1115O/Kgv7ESoVwLxwu0LUNHoZnivCESv1PFkGCYIAmT1Uv4NPMqwfwkeCr6XjroHAl6FFKrfAMVTQdRMuiVlhEPH9j1PCSUT7IAM7sagn9BG2PgtOMO+ftiC72EtGaQSRBk9Ymcd6+YQND31SP09QRAozEqhMCuF8YP1GUEDokRlk5ttDU621Suk0LKtjVQ26RNNLNjcwILN5nDz9BQ7Bw7K58kgCbdoS4O1Uqh2nXKfBh7Z2UvdeXhlnPJ3TyStEkhgL0eniR9BEPoCtwD7yLLsFgThU+AvwNtddG7dF/aOEz+STET1jOQNEz89Bf3g30GAgIU6xy6asyyNEEpMyyLBZ9GZtRmIJL8oEUvb9Cz3MkbYwA/yBUB8nJ9CWu2ZEMXIHTdnUhF0caKyAfYa8mnkDl5iVJYT2glnffNFCBGsWMTgX6aQwjUclLIZgn29jOr5gMafKik9ZA75jXBJ5JOYPQXagr5Rdevglf137KLePRFKZsRV1J6WA8iMkDZCHfB6UBJ/2G0w9CTosR+8sj/jhEbzxotfjLrvfba+BJwIQECUSXJE7rCqpI8Kpy8QF/Ej7YFqgSVbG3nup41s2N6aMLE2IBZBqMLlE/XGoTsZHr9IeYMr8oBzZ2AvJ35soVCvPe8ZTqBroCo74jX3vufTlcwvruelyw/mwEH55gLyTm4TtH49B14FeYPD3yVR8efSKoQai6F6Oaz/Un9uKTlhUmjwcZBeBMiK2shZEzaZLpluMJjO0YeLhdRCwxX/vj0AWm6lM6Svw66ohAYWZoAhS3q7x8+2BleIFCoLKoWaXeHMby6vyNyNdSHi+ZZ3w5ngirJSGNUnm3756dy6YF8Att/m6pynkKo428vb8QR2ET6/CDZ8Bfe5Y5dNYLdiR0O9HECaIAh+FCP9qmiFq9qqmDx7suW6M0acwfg+4wFYWrWU7zZFVgJMnhjex6tLXmV7u1kRAzC+93jOGHlG6NivLX0t4j6vGX8NfbL6APDdxu9Yun2pZbnemb25duSZ4XOJcD1guKbKpRwSoZzD3xoxZWQyfhrd5vhhm6h/uCbPnszkKN/Va1KXvbX0Lb4tVfZ7qrpPxNC2AF6fg8eC6x6cNRlBMN+nfsFbniZ4Tb9FpPuUq7lfk2dP3nn36aCwsXLc9ylG3TtJOiDiurz+tbA14upOwbb0NV5iGoOECn22CYCpN/BJ6SwuWPsZACW5g3l33CWct/Yz9q1bxzn0ZYwv3GmomnoDdv7H4cmLYfLJ8Z9ElN9Oi6bUXPK0hpSRECfpA+DY9A1/G90bNhhWLHhW+RcNm3+Munrkhqf4lrf5H3/D4z+OOnd1xLrX7D0ANDTo1A0/U9Ku1L26hlxSkn1kZymEprbuaf1BrOpgTdkxeL2pvHnN4aa65/M7aG7JokdhEwHRxv1H30tKkkI2dUW719KWwZkjz2LiiGFA+Hmqrc8FRrOsYh2TZ39puqZI16Ii0vNUW5/H8jUjOP7IxTgcyu+y29vyOK8JFIWZKMmsrFkW9/sp2r7juabSil4U5LVwx9EXR72mFWuHU11byEWTtnHLEVeHlndVu2d1TV+t/4KVTXrPsN19n7qyH9HiOZBM/Ax9qy9c9C0MOW6Hr8nvt1NdV8DBw+1cd3DXXZMkCciywMPHPxD1mlTsTfdJxc64pub6ESxYXcCHN05gSI/MmNe0rFSZgLjhrcWcfOz88DUE/z47/2nGVa9kIqAqtnfGNQE8t+AZmtLM5FPvzN5ce0jY+Hny7MnYJJFcTzMF7kby3Q0UuBopcDfQr2wOKWs+RqsudznSaEgvoDEtn8Z+hxKwORBkOGHwsdBWBQ2baNs0lSxPOCOpDLSk5NCQXoCtcDSDh50MhSOpSc3llU3fI0cg03dH3fMEDoKg1l1L+nblfdqnb/iaknosRZbB603G6U7F6UrD6UoFixwtdW1e6jYqFg+3Bn+ys575FYB++ekMLsogKaWNas860tM8ZKS7SU3x6URYprZ8+ZtMzumPETvyPJ2hHstwH/bGNiJxTcFrWvNRzLJ73DWx99wnLTpN/MiyXCkIwpMoCQ/dwM+yLP9sLCcIwjXANQA5/XI6e7juhU7MXESb+M/BTOyEDoUfyYKQt4vuiKFj8cCK5DcqfiRp52R7SJH2XI+fQBTFjy8lFQnB9DvuKAYJFRHXqaQPwJDmrUyePSX0Xc0WpqJP+3bmCaeBn52CuEifTuDkmuk7Zb8APYQGbpdfoc3/74jkK5hX+QLhJUtXjQbQdfRVuCOoPmrr8/D6klhb4gN8/LK2mg21HgKiHRlIcogsWTma1rZMjpuwmJnzDmbVirl8cetRBCQJl2fHw8zmLxnL/CVbWDBl2A7vKx6s2TgEWbbhcqeGSLI9DYFdqP6QZdhQPBhBkLjj6Ohlm1oUpU9A3HlhFk5PAG1AqdBBo/s9DoLMQMpJCTip/fwGiu5aH/emhz34EweNsFNosE5bs3EoNXUFDO5hPUfm8SbR1JxN754dyzi4YNkYWtsyefj4Dm2WQBTIMixYrfjmVbe4GdIjM46Noq+2yTJyyNu548+Pz+dg5ryD2WdECQP6KsrfdmcaGenmWfaOPJ+SzU5jegGN6QWg8RQ8Y8QZjO8xBppK2Fz8A1u2/EiBq4ECdyODmkvZv2ZVeCdbf4GMnlAwnMqi0dTY7ICAIMsISOR4WilwN9Bj60wl7AzoCdxjc9CQVkBDegH16QU0pBUqf9ON2T93ETRNqGryvNMPKUBqqo/UVB8FeUHz7SDx8+v9J1LZ5OLx2W8opJA7DaczFeOwoaLRRUWj+l4dYjpGj8JG0tM8fJlRTr/8dEa4feTutCtKIIEEuisEuZOdN0EQ8oAvgAuAZuAz4HNZlt+PtM1BBx0kL1myJNLqPQc+Fzwa7ALHGcPq8YmkPmrNs30kn8WFwleW65xyOj8ln87Z/k91y3+zHclR0tzwgskyTBaif4fQstnnbGXifoN0y16UL+fGKW+GNilvcNL/eaWz47tPJNlhJoKqH+xBL6FOf4wYeO+Ry7jY/06HtukumPXjFxy74Fzrled9Bgv/C9t+23knMPpsRZa9J8ORqpeHdwUGH690POPFQdfDkpcB2CwPIuWWNSafJC3OfvZXqjQx+q9deQhjB+Th8YlMfERRMFn5uFQ1uTj7WaU+zHvwJJZsbeDQoYUc9uBPUU9vwZRJoTIf3jiBi16cZ1nGiOLqNoqyUsjNSA4tk2WZf329htMO6KsLP1D3b9zPbxtruevD5ezXP5fXrzo06nl2BOrxppyzH5PG9olRuntBPfdf7j6ejNTY8yXG+2t1r9o9fhrafUpIgAW+WlzOf75fB8Cb1xzGgIL0iJ5LZzw1m7pWL9/ecQw9slND+7/l3aU8ePZ+EY/REfzjo+X8Z+OB4QV/+h8ceGXkDfZwnPXMr+Q2r+At4VZa5UyS72smNSk24bq1rp0LX1CeV+19FyWZCVOUubFXrjiEcQPzTNte9OI8SmrbmXXv8aQlxz8vF+lZTqDzKK1r5y/B+xgxdMuAYx6ejjcYmq+7F2pf7KaNsOZjmP0gHH0/HPdQh85pbUUzV76+kNF9snnr2sMprm7l4pfnc+1xw7j8mKH6Y924fueb6/pc0LTFbDLdWAzt+vBosvqGw8dUg2lZAimgJIdo2AhNWw0G0z2tM47lDd5pBtMnPDqDSd6vmcYJPHTRERw1skdc281aV8Pdn6zg01uOZECUvkQsNDt9yvtbvY+R+sjB9WuuaqK8waUzmt5SEzlTsIo/M5V/CkpK2btGLA0aTIeNpntmp2LrbEr6WOe+l6G4uo3MVAe9c/eMcMadgj/YPe/uEARhqSzLB1mt25FQrxOArbIs1wUP8iVwBBCR+NlrYOv4bHu0NOBZphieMFLw4rDw80mSdmzg7POZZzIGG4yltbPbAVGyJH46o26xB/bcGFDRSn6lwp4EI06zJn6SMhTCI2iSzNi/hdOddwR7Oulz0few5hMlrWxXYuBRHSN+Tnw8RPxU0ps+/uhx7sbujzuY2r2yKbpyRevz8v7crbz8S/zp40PHsnhWwdpv5uKXf6dXbipf//0YAOrbvPz3pw38vLqaH1ZW8fvkSUiSzJSvVkc83tISJVxhdWeyl/38f7B9GVwaOZxvT86SFIj2/EdBq9tPdpp+oHLDW4vZVN3Gu9cdTnFNG6eN68vmmjZKattpaPPy3E8bQ2WveG0B+w/I5dUrIxBxsuEvMG9THesqW3j+5408ev44U/s95cvVHD68kJP26x3XNZQ36uu6x+uP6QF3/2crOWBQPmcfbA4l6O6wCZCKkoggW2jHGWe9VUkfgN831TG8VxZF2am0e8JSy+veXATAT/84lpz0MEm7vVl5NxoP1ez0Ud3iZlSf3auanr2+hqE9MqOS5HsL/vLCPAZQzj08i9/9PRCb+NHetmkrKinKTuXgQbmaAtYKULcvQGO7j545qTjssZXWarO/vVnpB66paLE4mV3g3ZKcrqSQ77mfeZ23zUwGNRQrPiAurZeloCSMKBgBgyYqBtOyBMiKOXVTiXkbm0PJVmbMOFYwEjKKdshg+iBxIXcJLzJELqPdE8mgwYwZaxSia+P2VgYUZOD1i6woa2JQUQZfL6ngnEMGcPcnKzj/0AGcGKHNVYm9h88dG3QfRDHstkWuE2P65TKmX65umSTJ1LZ6KGtwcuu7SpjIYcMKKK1zUt1iHjvM3ViDbMj9a7cJ9C9Ip39+eteSQt0cXr/Iim1NHDKkIC4/P1D6XZAg3hPYM7AjxM824DBBENJRQr2OB/YCOU8cEDpB/ETpNEYjfhyCSJLoMo08k2Vv1NCUWPB6zeFWxqxeHn+4k+KPYHKXGeXcIyFJcu/Que9ORB202pNh+Kkw45/65Q8EFLJQlmFK8OU68kw98ZPRUzFN3Jk46UnI6gN16+FXTerzyTJ8f0OICAnhH43wn9id3Q6hxxjIWxxf2ZwBihmlFsNOgc0WmdN6dtBwOiUs25ew6eq6FYzvfzWE64eVkW3NREnm6yXhML1vl0UO2YuGSG2HKMk47OYHqbrZw8It9Rw6tJD//rSRn1crHVK1E1Pf7uWnVdZxyEBoxrpT+P2JmEX20EcfgBemreLecy0nUaLipH/P5NUrD+HX9bXcPElx/NwUTP17yStKiOCwnllc+oo5XFCF5eAuCLWGWLVPczfWcfmr8/ngxglKWVlmfVUrP6ys4oeVVXETP0Z4/LGJn+lrqpm+pnqPJH4EDfEDEAiIkNKxLtPtHyyjd24aX/3dOlavrN6JTXAxpn8uEI7+MZrKXvW/BVQ0uuMfWJTNVTL+jPpTh843Fv758QrsNoF5D57UpfvtrriOdxgnrGVd+QwYfVWHtn3oqzUALDhL817XZfUKP6t/fel3qprcnDimFw+fp3+XldS20zcvjZQku+U0W2+qObR1HnCgfkWcRtKyLPPPT1Zw3iEDOGhIF4RXfXUZDD0Rxv4V+hyo/DPC3WRNCq1dBF5NOyfYFXVPn4MhvSD4gMgKMeR3Q+Nm2PwTiJpMsam51hnH8odDUqwWC1IlJwA5tNDg7khcvKz78+yPG/hqSQUZKQ6c3gBv/aokX1ld3hyR+Nm0XXknLNnaqCF+AmBLtiwPCsljJGFsNoFeuWlKBtUgnr1YeW95/SIVjS4Ci1ZB0Dpk/37ZlDR4aHWHJ5lESaa0zklpndN0zCS7QN/8KKRQxLPt/vhueSVPTl3PA2eN4dRxfWNv0E0gSTKCQNxkVQJ/XOyIx89CQRA+B5ah5DJaDkR2K9qb0AnFjz/KYCqPyB16gHTMCpm0ODNoaaFNKe/xm19o/Q3e3Fq1gi/C+acLHT8Pq+vZUyBFy/JgS1KIDRX/V6/MTNnsSken7DcQbEqnJVUzc3vCf+Cg62Dq9bD6Q/0+D78d5j+tfBbsO5YVJLs/jDk/+LkvfH8djDhd+T78FDPxk5pr3seEf8C8/4S/Z/aGfc+Hhc/Fdw6peXDEHYoMfOmryrLzPwfRD19cGC731x+gbA7M/Xd42Wkvw/hrYN1nSqaRTVPhm8uVdY5gh27kmTD+auW3Vs/zsjnw9jGmU2nY9zoK1r5CKh5cMWL51ZdpEfXUk4/bJ1JS287780pDZfwBiSSHjdoWDxkpDr5fUcnni8LElTGda7y45o1FlstXlTezpryZS44yx/Pf+u7S4CCx4+qaP1K/4beNtRw+rDCuWfZj+Y171zwCR62ynuE24CCWs4p98aF02q8N3serjxtmWd+ikT6gdMT/9fUa7vuz0sb8vHo7oiRzyv59NGXC7dODX4RVXVtqwwT9L2truO+zlab9v/pLMUeMKOLq/y3ksqOHcN3xw3XrTdUihqLg5RlhdVtJbXt8HindCgJFhFUGfp8XMjqe0VNV8VgRuLe8uxSPX+T7OydSmJWCHHxejWUrGjvYdrwVTPNtkN2rWQY7OlsfECV+DJLF0SaxrDB9zXaS7DYmju7Zoe26A6RgrfcH4vN6sbRO8LaGPj49bS23D9av/r24jqomN0cxn4fXToHjNlGX1B9fQCIrLYmLXpzHpLG9DRkWlfP6adV2XuUOetQ0gHi/Lvzp1V82cu1Fsdspj19kzvpaFm5uYPZ9J8R1nVGx8h3l39i/Ri6Tlgf9DlH+aSHLirJHSwY1bFI+l/0Kfg0JYU9W0soPOQEcKeHQMVlWMp6WzjIoiwXIHWjOOFY4UglDC6pqpFC7JtDWIeJHD5Uw2WGfoBh9vienref/Tt8n7t2lJNkZ2jMLeoXb41cuOxCS0mhx+dimCRv7bNE2XF4Rh13QRQD4xcikULLDxq/Bz8/9uGGPUwqp2Rzfn1faKeLH6QnEFQ4O0NDu5b25W7npxBFx9UGi4YgpP7NvvxzeuPqwHdpPAns/diirlyzLDwIPdtG57DkwjozWfQHDTobkyPLnaLPoeTRFPZwVUaKdiYwX2pTyPp9Z8dMbveIkHsVPZ5DaCdKquyBqp9eerNSNk59VOi9ac8LPLlBSn6pI0RA/R/6f8rfQIh7/xCdg1QeKGuiQm6D8d6iKoZhJLzRIqYPI7BX+nJSu/M0ZqPwdeQbcsgX+G/QJOOHfyrX0HAuqgeMDAUW+rSV+zn4fhhynhPfE422UnKl0sM54Bdq3w/DTYJ9zoKk0XGbiZBh+MpQbfG16jlW2HXOB8v2Ay2Dlu5DRAwYfq5BnR90LOf30SqEBRyrk1NqgT9ZR9wIgZyix+9m0URMhnEqFgDKz+pVwGa/Il/LoN3ZTmuejHp7ODScM56UZxYzqk80hXTF7GgU3vKXUg7RkOz+vrua1K6PL0kN1dwcjrW5+ZwmHDSvkrxMGxb9RwMs3/I0nuRFJHhO7/C7A4pIG7vpwOZccOZgbThwRs/yRLFQ+VC1ViJ8V7yr1ziIjyiDKeEG4m2/kk3mM23Tr/vHRchZu6Zh5r4rvl1eGiJ8HPleeSz3xE/vmbqs3d9YB3vq1JDQr/favJSbix7TnGP6A7/ym7CsZH9e/OI2fppwf89y6EwQB7hHChHbA7wGyO7WvSf+ZyfvXH0FfqriCD3mU2xBxhN6xRsXhzgqHPP2p2ThsNr69w0yEV9W3srG0nGMP2te07rOF23Shhx3B/Z8p9XRPDIOQgtoFMRAHASBJXCq/z+ecRrPGNvfHVdtRc2iuKK2HIUr/scnp46YX54VI2ROZrRSqXMwZXyjPztdBpdjy0mAf0VAtfllbzRS1/2ggYr0bfwb0foR3f7KC4/btyYljFMWJvGkqaR+eTk/epYXIyr+6Vg+yDD1yYitmVLzw80ZuOmlk7IJaCIISqpVRBAOO0K+TZWXCKEQKaXyFGjfrfQMdqZA/DIoUQqTZ6aV4ewvjsnNJcjVA+VsKOaQiKR3yhyMXjORq+TcQYCSb2dgevW8e/VriK+bxidS2ehhQmBEaWugIRCk68fPl4vK4iB+PX9R7lGnri+iDpDRy0pPZLz2Z/YIKxHd+U9LUzrnvRGpaPKE09NsanEpa+npz6JgvIIWu/aP5Zbp1yQ4bffLS9ojwseqWjk/Urats4YrXFvDYBeM4dp/IRPe2eieFWSk8OXU9s9bVcNDgfI6M4iX1+cJtPDltPXMfOBGH3YbTE2B7i5thPbN05dZGUQV3FGX1Tn7dUMvFRw6OXTiBPQo7ms49ge3L4dNzYf9L4Kx3IhbzBSI33vmdUPykGIif53/ayM0xTjUgSiHix++1Il/0vQqXZjDsjeGB0hGkdYK06i4wSvB1UGfbDrvVvK7ekI9cq/iZbFNi2wdNNG8nBeD8z+Cto2HcZXDw9fBCBMPG87+AUWcq6131yvdPzwmv1xI/+5wH1SvhqHvCy/I1ypEj/6H8/es0eLqf8tlmh7TccJkJ/4CBwRCGS2YoBNEbhyvnfE87+F3whOFlpo1Vv/Cb8GctSTYxyCW3GcKorLJ8XDYz/Pl0jWJJCB7ngCuVY6ppbU/5LxyqPClCivLSzKeZrd5YoV5CiBg9hGW8LV5oWe6loMphQ1Urhw7dNVlJnpqm1C2rjFNWY/MdHVQuLmlgcUkDz/+8Mf7BXFsVPYV6/i6/wiKxexgCt7iUwVyFwbvGCrk005dgeJwsgd8DX1+q+EzcullXVpblUKZGo28a0GnSJxrUgcLrs7bQvyCda4+LkqnNom/dmSQPcowBiYoX+CdjhXXAHkb8GL4HfJ2fsGhx+QlIMvfzFOOEtXwrn8xKwgSo8Vj//HgFj12wP2c+/SsvXX5waPnaimb27ZdLaV07FY2uqIMFKzS2R86oufnlMzlWnI08XjKFCzQ699xMnDsClfgJROm/hVA6i6vk9xhKCXdzf2jx6opmTg7+nEo4vfLl6yXb2KIJlVf12Jtr2gD9u0O9HZIsY0ckR1J82LJpxSEE+yRSAAgr0pSsnnoR/qx1NcxaVxMifspn/JcBwDfCJTwoP4Bi3alHdbObPwdThs+853jS4wx3nLqiquPETzQIAmT1Vv4NMoROShK0VeoVQiFSaAu5kp+DBRSDiuRMpd1OyVJekKqfkCzB9qX0F5R2vr9QxY1LD4GNvaBgJGL+CFY6e7DfAYeS1GMU5A4Ge/i3+GWt0j/4bWMt93++in756aF1w9mCgMwmwu3yMz+s56qJw3jwi1X8XlzPF7ceRXmji33YyIrScIiWKAawAwu31PPyjGKmnDM2olm/mpjhl3uOJ8Nwn56aup57/6yZdNG23wHrPvlQttKDen5cNYbTxvWlT14ahw0r1JXx+ETKG12UNzgpq1cIIVZZ7g5fQIqqFOoOpFCzS2nrXDH6hFbYUKWo++YX19E7N42RvbMsQ6/Of34u4wbmsaJMIRaNfZDFJQ08PW0971x3BMkOG09OUzJKNrb76JGTym3vL2V1eXNc/a+KRhcFmcm6ZAFev8gx/5rBjSeOiEjsXPfmIpqcPs49pH+HEg0gy38s2fgeiATxs6MIynjlpq1RCf5IoVIAGUL0gYe14kffCf3g91JujvGs+UUp1C3w+82dWKNRs1vT8LljeKB0BHu04ifaAMkeOQ7bJNdN0c4cy4oseeBR5u2kgLLckJWNa5fDqwfoyw6YoA9DLDR0ujKKwp+TUmHSk9bn2ldjIJvdVzGm1kqsBx0LreVwoiYMy5EMfQ+CBzQzo1YKuEgvheSg7Ljf4eFlPYPS9ivnK7+D8XqiQf19g6oe0oIdac2soC3o85NHM05PbDm26oElYo9RUkEs9UV/KriNV7mH+/BqOuzKeXp5hvt4kSvYbJGa1QrxqvJiGRRLO9l8uStJ5B2BykFGfaaD+JLLNGGtMkjBet5q9m3qaChMV+KXtYqf01+PGNSh7eJJU298aqU4ja4V0mfPg7HDLvo15EdjiaKOvGYpgZ7jCEhyzIxf0epF6FDBIusqW0KDgm+WhuvYla8vZMGUSaFsU12pojlanA0oJEdSUtd0DWeuq45dqBtDbesDGsXPI1+vwRuQeOjcsfrCwXdLT2rJwIkT5f2nrUXxJMN4d+5WYBBgVtld88Yi/s5rXFD9DXia+VnQkKkxiFgrcrfVFb6uf4qPA1NMZbSKDm9AIj3OaEfJWRdfwa6AzaYoL3P6Kwpk3YmIPPLuNGq3ruLm8TaGJWlUQ8YsYlolNlCVPJw+6SngqiNQtYoD/U2wSVOgcBQUjEQuGMHpBCinL4tWNwM5usH8e8KNABwm/wjAd8sq+GTBNj5ZsA2Vzzjnud84t2A9bwp/5+nG60IV55s3H+Hsm54ImTT/5YW5zJ9s/dzf9eFyAH7dUKtTggKUNRjIFo3iRw64LccvHwjXK+f91cGcFiHsKTXZzvBeWQzvpVGfBImfH/7v2FDYmPLXRVmDU/EYMrxzugsp9NrM8ESOKMnYO7Dvl2colePbZZV8u6yScw/pz+eLynn72sPpkZ1Ci9sfyvimtu+gtPFLtjbS2O7jzWsO4+Z3FLvcbQ1OnarHGySg1cQbVv5ORpz7nKLE174r2oP93TfnbIlI/DQFyf4Od2ekwE7LuJdA1yBB/Owgyhuc9EfxUIgyxxqV+ImFdMzEUGdCvbShKbLXbMpsR99xcGs8fiJlFuoM9mSPHzGWx08kqJ2yfc5TPGoMHQxl5xazqlKE313rv3P4HbD/xZAZlJae8yHMeViJZf/T/8DnVEyd08zpg024o8p8bn/fBtpMbKrKRhLhu2vg0Fuhl6ETrOLYh2FWePYz4ktBEOCmDcp5qjjkZsXMuTB2GI4J+54P7TVw0LXK9wl3KeFy468JFbEHiZ9UwYczjvqtdtrlODXcWv8fK9zOKxwuLOFAeSXzUcK0RrNR2fv2bA4XlpAtt3El8fknWSl5rN7ZYoxB/s4kLgTkUOdld8MeHG3HIrqWbm1kvNbLTJZpaWsnB5BlyVQbtATcrqCAnp623tQ5kzqo4OlMtjIpTsXPngpTRPe2Wr7fLHHjiSNg0/fKwhVvcVfjZcwvro9JwkRTi744vZhbJ43U1Rd14BhNjfXIN2u498z4QiejqlU18Pt9XUb8vDS941kMuxPUtj4ght8P3y2vBODKiUN1ygtJDGAD9hGK+Vb+G8fzlWl/Nk0fK9JbRNDUgq+XlJvWTyQYAq3xDlJOIPo7bFcT0j8JF9AtVH42O60p/VhIMmcO259h+2iUz6JfIX+CCiF/7UaSl78SWt3HVwy1ymfJkUeZ3Jec9CRy3aXKwoBHCXPf/AP3CeH+W4ucyTb6sY1+lNEvtDwZHz6SKW+wnuwtEhW10RDCIVJn1z8JhJMmxNO0x+VNpCG8Aj4PO2OonpeRTF5GMuMG6vueAVGiWhc65gr9rW01TwzvLlKoze0nNyPKhK6xvGEC8fNFyvP7wOcrFSUUMMfCR6uuzcvW4LV5NOOu8gaXjvgx9vH8okRKFM/ZSO+OtmCGSe0YLxLaPX6TeiwqEsRPt0eC+NlB/F7cwAXEbmijhXrFgpWRc6eIHw35JHstnPrRX4OW7HF2UPZ48n9mcv5hA7nimKGmdZ05952Nl2cUk5+RzAWHD4xaLqbHTySonbJjH4Iz31TSoJp2Hvz9+08I+9tIEeqVujw506zc6XswXPSt8vnADobVZFnE+adHyOzVuAWWv6mYLt4SoYN/zH3KP1Wp9PZEOPcTxYfHCKOix2brHOkDivLp8NvC31Nz4E+v64rYU8Mv1FgGjKIkaRQ/ehO+qXdN5LQnZoe+j+iVFcrYFA3qoELb0X9LUMIE2zy/kQUIxD8gj2RQ/RJ3MZZ1HMlUIPogv7rZHRrYRMM5fMvRLAA6rjiIlUFtV0HtEMYaD81ZX8N4zfd2j49Xp6/l/1BUL3aUjqkkK6oPo/fTjuBa3mYuh7GWCOGdwKcLzeFk0RQ8Vt3geBQ/RsSr+FEhy/IelXHEeKZvztxAOX15b+5Wvj7CRa9gqfnFFn5qBpzOTwjNkY1Cf1lbTUO7/r34+qwtQPSB3nfLKnXET7QZ4Gd/jM+jx+/3Afr3055z17oOgyhjf9YCUF7fzplPz+Hd68KK1Hs+XcEHN0wIfd9c3Yr6tsoQ3Jasrw2ZZrdf4wAUHarHSjwIBPxRO/Rd4dMYkzzqRMjoroCa/dI06WFPUvoYwX6Gy+nj8WVp3Cc8wwz5aH7Ov5rHJ2VBQzElq5bgqV5PoajxwmwuVf6mF1HrVDKO2ZCwIdOP7QyggtOE8CTrr4KSZa9s7VEUkM82+lFOf7bSlzoKdeb8OwKrZtZ0azTEvd/r2inETyQ47Db6BYmaI4YX6da5vAEqGhVlUHl98G+Dk7J6l2U/LR5SaHiOyLBMN1n99u0QKdQSB/ETT5i0NrGH1QSddqLmoa9Wm9arMKql2z0BUqIoTSOpq6s6kGikw/2ZGAR0ArsfCeJnB7G1ThngCTHmdu/7ZCnTOnkMK8WPTej4C1Y70y77zYqfVEGvOPFoDKA7oviRZZlml5/XZm6OQPx0v1Cvd34rITvNEZv4icfjxwrq7IoU0KUS10Elc/oerCF+IvzuoeXdoUvegXMo/10xhz71+Z13OnHCkRYOt4sV6uUNSCSjPA9ykPi58PCBjOidTUFmCu/fcAQLN9fz/M+buPCIQXz4eynFBvLnWH5jI8OoCppoqk+w+us5NMTrLe8v4y2hY3e31UA+qx2SA4VgRyJ4QPVF/jFXkY4HCEvyb3t/adRjqB3/u4SXgPikxgDLttZyINBbqN2xdPFdCFXxE2swY8y28fzPGynJVkIHVWLuxrcXU1rXzvS7j+9CI3yZy4WPuZyPQyEC8aKj59AZ36d4FD8DCSsWAqJMkqM7tFfxwUhS2Qm3ESvLGukFLIjDr8mBn/uEZ3B/+QlNKDPfVv0Fr1+0HER05NaIxudxsqCoOLN6s7gkPm+pgEXGzz8iPhauDX0ur2+jBg+z19eGlhk9QOLJ/GVD4uP5ZVxn+RhEfjaEOEoFxEAM4qdzpIy2TsYkJmJk+ttdsAfjemO1cwFJJjn4HvaSzPpAPxg1EYBv6tfwbXUlFxwwgL8vDJopn/95UCm0gapVS+hPFQWC3hA6INvCPkxB9GldzNkESBKCdUYAl5xKepvSN/6z8MOOXC5CPD0Hzb3yed1YTEXuFqSnOBjRO5sRvfVG+rIs09juY5shbKy8wUVFo8vyPa6SQv+qu45hQimHrQi/RyMphbRocfmAyEl71GPk04SX5FB4pxHac7NSXmofq1XBMC71mrUwTpo1uXwUZKVE7MOoyh4jOtIH6/BEXYL46fZIED87CE+cfhVOt7vTY3TjS6OzcGvZcl9sQ1O3V0v8xP/wxwpr60wq+l2BVnfsBitqxyeq4if4+1mFc4V27tOXhbAKyFQ2uHwPmkEPo3ucsz01TMA5PdHNS30BKaRUU4N7bj05rMIY1jOL/Ixknv95E05PgDMO6MvTP4QNvcewjseERwAol/vwDheEFD+ZODmV6YwhXF41FTU+K2m4+ReP8gQ3UY0+a0SLgfiJ1BkIiBInMJtBguIdolViNAZVBwezjOWYUwH7Dc+22y/GJQP+zzer+SR429NbtwBdaPrZWWgMU6Mhya6vrzZkmludIAQ/O32hmPtN21vJSe+auVNbBLVXeYOTvnnRu+k+UTEsPY7f+JXDCWjmc61UN/GGAWkhxzE7/YlwteYYIkmOHUtZuyth/JWSNMSPehVlmgxpkfwgHMHwHrurDpkI6skgrGti/AP2ujYvffLSdMvqS5ZRuP9pUbcrq3eiTnn4A11n5LxHvp4sYA8+i0//sD60zKjijkSEOnT1RvvMdICIsfodDe2W6PcpRHyEXXSWkG7X9BtjKgMNg77uovJrCRr2xiL5RUkKKd8lbNS1evlpVRWTxvYJeR19smAbf1cvaR8leUZbm5frVs0GIF120p+q4L8KrhXeMx6GJMmDhIBPTsImSAiyrPGQs8BTfXmRQsqC4WNsMtc1o2IwJrShXpbJXroXBEGgICuFgqwUDhikb0cDokRVs9sQNqZ8rm/zMkwoNe0vmlJIxTVvLOLCwwdGDR+rafEwTbiQZjmbk/k05nVYEbCSjly1/gzK5IAWar02LldhDD1TEUvhrkWC+Nn7kCB+dhDtbusG0+kJcM+nK/jHGfuSm54UmkXYnXBrFDwVNXW0uv1kp0UepPi84ReJqwPETyySqLsSPxC7oxLVCDaax09I8eNXD2Sx8+A6bcMpBaB8AeQOgixNbHooBGx3dqo6KevuBh1BAEdqeEbJ44oemuUPSCGlWt+CLB48xkyKZKYq97/dG+CCwwaEiJ9/8BxnaWbw+gtV3MczzJUVE+1/8hxpgnWnbZBQTprsxo0ymDuGeUwQFtMqv8MU/k9XVlX8jGIT/ajC4z8uYlavC/ky9F2U5JAUXpYVn6HnhXv4SD4LOF3/OxgGDy5vIC7iR+sfJvm7h8eX2qmK5fHjsOmHUgKyTv1x8uOzQp8nf7maR8/fPzTAi9cPygpGzzUV5/13Lift18tynYqAKHMoS3lUeJT35PN4keghn53x/+iox08gIELKnhP7b/xFtMTPuspmThT099cfkLAnK7L7EWymgCZS8LKEcZb7iwf9qUCS4s/cdc0bC/n+zom6ZU6vSCHRQxIueH4uC4KXEvB3DfEjSXJEL5PditI5sPG7yMkNLKA88yIBfwC122xSWIrWA57bhHBmLRtSSCUYSSVutby62dxnamp3oXVOCQQC/LKumhMjXIORtI8XqmEwxKEMNLQJ2nfL7oI/IIUyKcYiuAOirFH2Knjwi9WMHZDHIit1nySCza57L7rIYCPD2chwAI6SF7CPoA+F/6zvI7RUrKM/lQygin5UkkVkAoK2KsYLVYxXXZM/DNepj7kaPh5PWtYwTkNiG/2we3oAA3S7MD3/ulCvLnwnd1G4WkfgsNsYUJARMk7WwukNwGPK5yuPGUx5o5uyeiULWTzjGmNKertNIDc9iQZNhsQFAuQKrXE18lYErPb9q71PRmWOkYRpdkX36jG2UbGWWyESqRQJsujvJlO7CURCgvjZQeT6qkCAccJa3fJf1lazcEsDL83YxHXHDw+9THYnvJ5wJywND79uqOX0AyL7Dvi94fKeDhA/sRrTZGH3k2CR0Or2k5MeWbkTPZ17HB4/IXLH4jeSrIgfv5IiPbMX3LldcyJBomB3kiidNnftJq+F5LDix+82hz5q4dUofvoVZDLYkDEDFOlwkl3A6Q2QluzgsGEFLNjcoCN9tFBf71akj0Mz6D+IFTwhTOFt+QJK6Q/oBwfH8hsnMocW14cAvC3cAkCd70GseiIBUdblEAtIMg57+JxyUUxDB2E2FjV2WiKSvJIUTpuFnsTwdVkoVOfh9AbYUKlcZ8ysXobqakPSkQAqJowoYt6mOqqa3LrrtSGShsdSBr5AOJmZ8pHcw32mdfYo/k4/r67mfa4jCT8X8IZpvdcvhlLK96TWtN6IgCQjIDGKYtZHUmMZfqd407mrECMMjLsrjGTYgQMyWGewUxrTPxf1MfEGRFKDxM+7wk2hMifLH4c+q8+t1eBeRv8T78sG3hBu45um/2MWmkxFssxhLGEB4zFWzvo2c1tiCynbwsumrqiMmKWnq0K9ttZFb1N3G96eqPztAPFjR+RjrqK/sD0UdmmcuY+HCLUhhZ5r41vQYZgcHM1GrudtUvFyDU+bUj5LhucpEPDTHkW1bK346RgdGZMgNsz2a98tuwva646lWBI1oV5a3PaedQj09JWlnDBuCH5R4lCW8JxwH2fJb7OdMDFvpcF6uuIA5KBzXJJNwC9K5Mkt3MT/OE2YEdd1qRgklMOGctKB+9VKNQtYkI9cMJL7yOR0YTpvO++G2izIHwaOFF2ol7avv6OI5TW1q6GdmLr6qAFKRlsUgqW+zWtSCM3bFD0bnSjJOtKno7DyYtQ+V9pHzFi20XBcNfNWewQFT6RQr44QP5FUQ5EgdrP7n4AZe47uupvirKBhKsDs9TX8+Zk5eHwiC7coho8z1lRz4Qtzu4Xix6dRNaThiTkDFPCFZwGc3vjPvyszgO0q9KeCntSyvTn6zEcgmkl3NI+fEPGjhnNZ/J6hdQbFD0C7IS2uml5d2I2PcCTj6VjoJoofLfETsMhyp4UoyYwNGn0KUbIoZKQ4QjLa9OTor7+DWR5xnTY84AlBSbF7mfAJ6nDhZCGsMnlMeITjhLmml7k7wkyNYu4cvgdGw8uw6bS5fTB2nF2RnnVZf2wd8dMN0rnf/ckK3pijmOfGUvwY1xekyvz10DDxd/6hyszq4cMKASXuXkvc3clL/CKcYxrYqThOmGu5XPub9aKG/3I3X3FJaNkwoZSBQtiIOx1XSJXm9ovk0QzACLbo9mtt7ixxCMt4S7iV/phT1IM+IxEYQr2atip+Mhu+sdwW9CmxdxdkWeawB3/ivbmxTXON2ecG54WJffU3HNMvj3+crvh9hEOc9fXFYaHcsiGxP2sYR2Qjz/4o97a/e41+xfK3eFa4j9OYHvMaQKvSCJ/XpwvMhuCh8hb3qTNqpW5p87v8rfDnSGHUFnAQoL+gTLx8xSWkBTOT1rZ6ePbHDbw2szii4kcLO+EkAdqwrwd5nOM17UAqHt4SbuUQYTljhXVAOKxD/WUlw/kHAn6QrAekVU1uzvuvdTvTEcQMCTUQP7EySO4KaImfWBklFY8f5TfUEu/akE4t/v31StZUtBAQZc7gZwD2RW+ibs77CJfxUeizojAXaCI3NLGzTDYoim+v5Hr5cR6Vb+U9+TwYdVbU6wDA3YhQMZ/TBaWduKz5MXhpDDySDs8NhTlTQkVTt02H1sqI5tzquyQePPvD2tiFdhO8nvB9FASBouxUxg/O56yD+3PryaN46q8H7vRzuOK1BVHXaxU/RoWPSvBcx9ssEE4OtQntEQieSEmH4sr6FkSrq2PvbbEbvOcTiI4E8bODyNCkJv/nxyuobvbw2HdrWVYaNnjzizIp3UDxo1U1pOGJOfMu6hQ/HSF+ukfWnnghSjKfCVfxjXAJG6pao5b1RCPLfFHIA3V2RSVLrDqdVqFekcJi/Oq9EcLbvrgvbJpqXX5noNM+Q92E+EkKKzACntiz0ycIvwFENTPWEj8KInd8jWbqWkQK84kGo8ePxydah3qJsu68tO2ALIc7qjaLczfOGjsjdDiMarDupvhZrTFQjDWJbSTQLp/Qj5P3LQx9v/3U0cy4+zgGBFM7Nzt9oesdxWbOFpRn8nI+IkMj58+N0ZnWkn9fC5dyiLCc3kIt8ziVLMyhiTOFs5nGXwDl3qvEourlpMLK0yggyWShPAM5RGgDZf2gTpfVq2qJ8nel2c9CRXfoEKrE5YvTN8Usa1S5FmUIzLzneF678hCOGK6YeyMIJCcp3SiV+DE+uw4LdZiDAK8Kd/KKcBe5NLNAOJmjnd8aFBVy8H9De9OihB70pka3+Dnu4Th+NR1LfWZlGQpoIJ9GU5OtrZdiF5o7F9LA6fzEicyKXXhX4Jsrwp8D8Yecn8FPoc+9hVoGoxBnf3pqDh/PL+PNOSVIfvP+8tEb/QoRiJ9ThJmaUrJlnTHC69O/PwKBAP0qrYnXLxdHJvo6gpihXgbCP9ANVH7ayYpIWY7CZaXQJK2V8ubUcXqlbzJ+Nla16t6LyfiYwELsBBhJsWW475EsDH2+XFQG8Yonm0LOhRIyqMjuw3LG8i2nKGG7fwmHap8vvw6XzKBh4rN8KJ/NXPlQGlMHR7YekCVoKtEt6rH+dXi6HzyWDa+Oh88vglmTQ+s/4DrrfVlg7vrtsQvtJrQ7o4TT7SLEMlbWKmxKatt1E09q3/IyQVGRNrWHFT/ZtJFiyJjc5g6wQDiZW3lVt7xjip+OvQ/8XRQqnMDOQ4L42UEYHzSAn1ZtD0nwVHSHUC+fR0/8xFL8iBrFj9cb//l3xA+oO0Abw/rv79ZF9ULwRYt3fWE0NJZEXg9hssTK5Nkq1CsSmeQzvMDaq6FuHXx3jfLdWa/MwC/9X/TzAWivgcrFsctFOt+OorsofuxhRU6gA1JnIYpBd0aqg/bgi1sGLuPjiGWjIZ6Ovw2RiYRncTum+AlDW/9lZMs08yqMxI/HE2HwZJj51aoe/DFmXXcFkjSZumKFL5iIbNFnen4zU5PITFXqU6PTF7p/qZowviuFD7kt2AEbwzp+FP4S9biRyD+7IOlUPD9xbug9pBqERmuDrQZvATE82DyY5WRbkD+SaDCz1WXwif1MdwfFT0dIR9PzI/pIT3EwdkAeBw1WzUUFkoOG1eq+jWGAat2XEULPljaM8gAURc8x7m8BOI2fOZIF4V80QvXM1xGHMocKy3hUeNRUTn3N+0WZqcJfmSZcZLpbvwjnhC+zi8yd7a4avhf+yn3CMzws/KdL9tmVkP2R23xjH8BIngYwqz61CmmAkRQzTbhQtywdd4hQV4mfw9G/e23IDMNakZaClx6C4jVjJH7EgB9blHfyFP4TJBgiwSL80GggHcsc2fCMd4dnXvu+a3LpfzNfQDJkLdOHehlVjv88Y1/eu/6I0Pe8VJkttW34RSn0bN/ImzwlPMjL/B/vCDcz0EJBqX23XhwMBR3EtpjZga1QTwEMOZ6m0VfwX67hTqbwvzHfw70u2q7dwHJ5TLjwsJMhbygIEVTLvnbYvgzWfKRTBOULzfBUP3j7OKVf+e5JUPyD0t81+jrFkd1ud8HpjD3Bdxy/UkgDx4wye6tdcNiAUOjs0B5W2XllbuMVnQdgNIxnBQuEk00EsYofV21n4iNhAvLtX0v4cnH43dEaJLLaPQF+Fs7jZe7Ubd/qVur7hcJXhuUdUPx0oCyA29sxk/EWl69DCqQOYdM0WP/1ztn3HowE8bODSLUgfqzQHYifgDdMFqTGofjRdow8vvgf5j0t1Msop9TFtEoiLHkNgp3hqA733hb4rzl9vQ4hcifOUC9fBNNhlRAKhXoF30ZqJ6a5VPm7VM/0W+KVA+D1Q2KXM6IDUnk9ugnxo4Fdir9+C/XrI67LSHGE4rJlWeY64Z3OnU8cih8HIv0Iz661OvUDj0h11Si/181AycQgfmTGsC70XfeS13YADcSP9np2RPlR3uDkzKfnUNu6YwbxKZrsUlYKmJXbmvh0gaKsMLVnotfy+c0Megm0uPwR718GSps6ks265X3YzjQuoDfhkM5odUB7b3KEdpP6w+MXIw4iZq5VjnEFHzCeFYAyOFIJimuF93heuNu0nWy4ZmuPn/AxjYOmriIUdgQdMbg1mlpK2vPX1JmUoImJqvhJMoT0hUnA8PZ/F8Lt8mPCv5RdBr/fLzzNk8Lk8KGCzeUJzGYUYaXS2cJU+gSf/2h+UGp4spa0jca9Ww3Wk0Qnt/IqKR1JzODUe2VEm1DZHfC4Ig8CYxEcVgruRZuqdN+tyJt/Cf8OET2FNPJvHuIZ4X5dmcv5kFeEu0zbyjIMoTT03ec1Ez+RUODaxKRgePDFmsxDQox7YnyHxDRHDsR/TrsKWi+mzxaGlU/NTh9HPzydjzXmvQFJ1ikxHyTsA/XkRQeQ7LCRkRImTYYWpLC5ph2/KIfaWzWduxqilyNETxyhegB9LFzb0UsDwgSi9t54/CLYHfizBrEITfjS336AWzfDvS6qe50UWiwJdhhyAuQMJGL/rK0SSoPKvZLp8MGpSn/3kQx4cQx8fDbMuJsTA9PC2+wGo+do0BI/siyzpcZwbwJeHhUe5QX+QbohacX5h/Tl7xNy+H3yJBZMmcQRI4pw2AXuODWc3fVRHuEvwtd8rQnJVnExn/I0+mddTbKxjyE8UAsjwfT49+H+16/rqvjLC3O599OVyn6EYhZtaWB7sxtJkmmLkHyoY8RPx8ZzrgjHjIRJ/5nFif+eGbtgZ/DhafBJHGGRfzDsUuLH7/dTVaV/OTY2NlJVVaWbOXa5XFRVVdHc3BxaJooiVVVV1NToO7h1dXVUVVXh18iT29raqKqqoq0t/FCrx66r03dGampqqKqqQtTMZjY3N1NVVYXLpSE+PB6qqqpobGzUbZ8ntMR17bva42fWMn0WgWenrqatKXztaXhweXym+wFQVVWlLNekfHc72yzvkxGiKFJVU29abnWf1GPtivsUuiYN1LrX3Bbevog6VhdvY0NZjRI/u/I9+P5a5EfSaFr4XsRYWi2qt6w2XVMIok8ZIFvJzINEilvbIfWG96O7pqDHT8iYNiixliSJqqoqvOoxZSn289QeJg868jzV15klvZHukw6C0Kn7tDPaCBUp+KLWPf0Jbaa2dC1VlZW0O50hYsDj8WCXA7S4FDJkR4Y5Vr4g5jL6uuhqa9Z99/hEgypDgVHxoSpampubkWRZNyNtvE9+UeLgIFkA4PFoMv9NfyC80yDxo94nLYkRCPg63ZZ/taSCmhYPn8/buENthE3QmCkGfw9t3bv2jUU8/cMGFqzbRmOLXl3ncbXRYKj7oijS3qy0e01OX8T7Fz6qvnP9F74iX2jhPL4NLYunDkSCyxuImFFsazB97TXCe7wo/BMAp8utU5mNZIvpeTJ6mGhndt3BZ1N774zElXpfOnKfajYupLFeb069I23EbxsNz3IQVnXPeP5yQGkjmuY8DzP+oSwUBJKCWYuqttcgiqKF4if8fbSGuDFClmUKCGcOUgeS6tjpX8K/eVu4RdcOf8pViKIYVSHoDypRfBrSSwiEn1uzckT5rr1PB1S+wYXCV3zKVYxiU1zv3Lp6/XdRknd7f0+LWatKAXPda3b62FjZGHE7gB5p5mfTIevb40jE63BBIYROEH5lovC7ab3qJWSEy+vTPdM+n74P4beYnFOvaVTt16FlNwpvWu5f0ySG7lNjq76PV1NbH/U+iX59PdQmFNmV/XJtG2Ekq9S6Vxc0Qv9qcWnomkRJ1il0JgmzeO6S8Xx04wRG5gtUVVXh0PxQRWkSFQ3ttLY7GUPkCSEjBKA31QhIJAnxDaxHUszxFqGcJzEbj8ejI7iaW500Nzeb3vWh58mRjDN9YGj5qlH3wiXT4e+ltN1aQ+25M3H/6UPdtmJGhEySohfq1sKGr2Duv7mFcMYx/p0Lb0wg8MWltE67l7bF70Hd+tBE6q7q76loagrXk2+WbOOvL/3OtwuLQ0SvP5jWvh/bTRM+1609DZ7uC63K+WalCAREGY+mPqp+fUVCI0/ygK6PdqPwJkcIixlcFLYYOFJYBIQVoIexhEz0hPR6g/3E/gNyQ5+T8JOXpieobnl3CWc98ysTH5nBN4vCEQhvTV/FgmLFx1TJBiaTgjfm89Tq9sd9nwCqqqs7dJ+02BltBBC1jahqcvHDyqqI17Qn8RFW98kKu4T4EQThDEEQXmttje6fsjdjV3v83P2NPuTo40VVyBoiJxWvpRePxyfiCcZBOwLh+xXwxc/iRvXB2U3wixKXvbOOGWuqTeu07PcYNrBgayuXvbmCSf+ZheRWHixBlsj74RL9rG8E5P/wN13GBB1EvxJH/eI+FuuUfQtxKX7Uwajq8RM8L/W4qhIo0nlYoYMzsoLUWWVX91P8WIVsRkOPt8dQ+OZIfv/0CY595JfQoCoj2R4Ks4mVQSQa4gn1SiKgG1z4DT5Fbl9Ad0sFi5lBMM/qqjLlTIv0sqasXhrix1G7MrzCpPgJb7cjUnCrDEWdQZLGpyma8vG2T9ab2rPtDS0IFmq3tGBGpyaNx0+8OF9QCJ+/oEiy7QQ4nt8iljcPKvXflXsa6TmT2R+9YXBAlMkj+iSGMYuQztzZQkJiJK467B3TXk3Pjw4jfe6DHdsuCh75Zl3sQkEYz18Otv3J1ZrQHFkmWVX8iDKyLJsUP1oj12i+XrIs8Bz3hr7HpfoTRGRZjhpaoP7uPk2I5YVt/w19NqqgLFUawfdLT6E+lDUwFgKGKhrTH2YX4+PfNlguP//5uVz5xlIkOfJ7qme6+VqM990YwrWjMLbT6iBVhRgQI6qqIrcEYdgsVGPGrEKxMiCKhhBYqRuE/Rizr6lQB/vbGr3M2RhO966qMlUcOrSQwRrVRbpG8bNocy0un0hAlOglRM8GpcUAKvhKuEzXNkBkshDgHeFmHrEI5fw/4QXAaGKtfI6qXNP0DSW/pv/jSCWQP5LA8NN1xWv+upSGizXZzY5/FPeov+DteTByhjksClD6r+W/41j9LtmLHiVr6iVK3/eRNHhuGPk/XEz2/Mmw5FXYOlshVXaiMlBL0myuUfpLj04r4a8vzaO4uo0Ln1eUJzakkJ/OGQf0JckukO4KqsVqVgHh5B1NrdZ99COFRcwVzmC4IblCqYVR+AAqyKGFZ4X7eJRHQssFAZ67ZHzILyqHFmpbw/cqBR/Lt+nf2wcNyOLQwTkcPqxQ9w7bMPdzbnt/OWc98yuNzc0sEE5hjnAm7/04ny8Xl7NoSwPVLR6TArqjoV4ez+5X9nYE17yxiClfru6QGnhPxy7JuibL8nfAdwcddNDVffrozdHy8/NN5dPT00lPT9cts9vtGLcFKCoqMi3LysoiKytLtywpKcly+549e5qW5ebmkpubq1uWmppquX286OjAcmcgxRau2Kl4+GJJJRdNGKIro8aTLpgyiaSApkETA6brN94jUO7Tq7+FGcfr31zEmQf14+Sx1r+dcZ876z6l5RTS6hF5atp6ThijzFyodW/T+jBr25taPlwWnmH+6PdS/qo9v2jKLUcaBNwk168i2bsdyAldUwiSX2PMbEAwlCJVmw1Ko/jRPStBxY/dHuyEBDtcNkFWrr862AmRpfifJ9HfoeepIDc7+C3crYx0n3QQhIj3yWrZrmgjkvGb6p7TG+D4R3/h3jP3NW0PkCw6OalsCg/wI2sqmtmnbw5zips5kJXQ2D9C+tz4ENHfRbPcSA4poZzh38Tr9WLTpFQ/i2nAKTpZOoQzneTm5iIIAlfxAQAjhBIw3CcjaeTVzDIny9pQGGWf6n3Snnehv7LT98keJGwyM7NM5TvSRqSnJUOzcu6lQQVMpPZdNPh52AmQkxX+nd+fu5W/HTmYQf374rCvo9nlY2iEgbg6Yx9JjWMTZM6Sp/IP4XnL9SqMWxsHDAqpb8jWJssIgsCJzDZ5rjiSk7lWeFe3zPQ8Gcg87THTUtMASNLkbjbWTzULUdz3SVQ65qmV+lnuHWkjIsGq7pkUP6KXpKQkkgTNgFvyh8IGs3LzQLCZFD+qKXwsCDYbvQi/e+4VnlWOa8jcaGyLf5k9m5+4IOJ+5eB984tyqOIM94eJP8ng96ESP9r7ZBw/hn7XyQKpE6fQZ2JY7SdKMg98voqDM/X7DYjSbu/vaaFOxuXm5pL7bB6Muwz+/FZooBPAEVGp3StdRCPOAsyq7uMjZOvrLHyioGs3jCm4JVnEb7hR4d810mA6vFxb39X7tL5SP6jMyc3TPafG+xTwG9u98P53Zb882jsrJSUF0GekfGzaZs48dCiiJJOOdf9MrXtaci0ZP96AzDu/V3Kc5VbWyBAUFd54VumWxzPhM5a1IJ2oW5aamopf1IQx2Rzk5ubS1uDUtdPa31XQGnGL4fe41X2C4G+qzgU70uCou0nTFvC0QmMxz7/6MjcLbyjnUTgawVkDboOCTpagaQupTVugfCasfj20Kj85CwpGQOFIKBgJBSNILxxJeuEISA6rZeJtIx75ek2ITpc1CQocmndVaZ2T/83ajMftBkF5Dx86tJDFJY1cevQQ7v3zGJgcLBy0UcjJVNLC+zwR+vNBvCfcqL90GQuvrXA2uYEa/7e0ZDuHDi1knqAh4f4uh84lDQ/XHz+cl38JR3g0bVvFFgYDkK8RHBzSL4mUvF4IgsCWVfNCy1etWc3SleHfJdlho09e+M4uLmmgwj2Y/gXpSJIcSm5i1ZYDOJJTorYRKsL3KWxkvjPaCLDuM6jL6tuU47d7A7v9/dSV7V407BLiJ4EYhMEuguALv8TTgrH6N72zhK8ilM+QnRpBiblx8/pFUmIcc3lZE8vLmiISP+pgZGdDVWRYxajXtIQ78kXow9Tq2ry6UVYWUczhzvsUPM3w1cWRTZmj+eKEjJ81JGG8ih9Vuh/KHhbQfwdoKYdt82C/CKayohccydbrop1vh9F9FD8SNmxIlh5c24IzM6/N3Gxap4fM7HU1fPR7KQAvCf9Aev4eTpBO6PSlRuoAapcrA8xwpy7gaWc84fTePo9b10lVZgafN5M33vB9lGXYV4gcb26cPfVoPX60dV5DEiiKhHAnM0OMHkYRDbZgWxErBXssJNvjF7vWGPyEymua+fDblfwz+P2F6Zv425GDqWh0kZ5spzlKqFc8iEX6KIieMtztM3v8iJKM3QZDKMMIo++ThGCSAxvNnTus+OkGGX46AiPxk+xV6q2rpTZMr4r+sLlzQOL/PlpuCsHsCCRLEbZZoaVFjw2vRQ0XsVapapSChplOyULxY/m4qR5Psx8EDfFT0+Lhl7XVlLGVP2uqxY4oIHcGTG3+irfhz+F079EUV4Wp5nU7u49nUt8YiR8xEDHLYiQlifb9YBcsFD9BcuRMpnG38F/m+KNnBxMNfQJjyvndAaPSzOuXSE22m35PtaxR8WOEtr+q3vON21s79a43TgDEQ/y8JtwB0k2m5drnS1XtBySZ/po+gRaCRuElB+KcmI6S2ILUbOgznpkcxc0oxE/7RbPIyu8JrkZoLMZbswFH02bszZuhoRgai8FriATxtcH2pco/I7L7KWRQoUIIhT7nDACbtWH1d8sruTf4M/tcYbWN3ZCdVTKoNS86YhAnje1Nj+xUhdRS0bCJDVUt1AbHDc5Ws7VFdERX5WnrhMsbvR+RgpdLjx5CWV1biD9544gyNo2+gG0NLt78enqo7IaqNn6uUCIehmvO4YCBufTL64dNCNft+jYvNXX19KOKYoZyy7tK1k6VFOqfn06//HT6F2QE/6bTO7g/rQq8u0Dp+0R/QNs8fvIyOjD+2YORIH52AZLwUUTnBztdBUEzMEsNEj/bm90RX1jaF6Ac8PD+3K28MH0T8x48CUmSOeZfM1ig2fbWd5dw8JCCDp1TQJRpdnkpyk7t0HYq1lQ0s7m6jcUljcxeX8O8B8OGdVWNLgptLSTn9g7F61qFddQ2h01xe2IwpDT8ONkWaZRDSM6AlCCzqyVstCao0V6c6jptCndvhOMFFT+hAVco1CvYoKsdLq1s882jlFTA+5yry2gVQsAbPn8VS16DgUdB0Whz+T09qxfgtWeSJraaFHkVjS5u/2AZYA5vMmKBcApzFx7KbxzGxcH6YZNF/iT8FHW7aIhEHCSZiB/NOsnNBBaFvr/xyxqGDzGbjRs7wv4OhHEqv0V4e53BqK7OBzTb6Ikfo1dMR6DONsUKOYiFJEf8xE9ju0/XRrrdLiT0y4qrW7n45fmh75EGjYeyjNe5jVVYq8jihXEgZ6wLbr9oOoeAJCNKMufynWl/xjphqUgyKH4k7YxxyGssvB/jIKbjRq/qvnZ9eyHLsukZ7Ns4B4Da6goGqQtFX4j4+efHKwAYHmdGF8vjWp6LwKvCnRZr1PXRF1gNvrWmvsb0wlb3yZL4ifYuw/wM7IgCsktg+F1iqbCtiBAVVkk9dibxsx/rcPlG6kNmDVnEpIA/lFEyXsQi0J1ekWzauJ2XARC8LUB/JEnGJ0qkJlmrxSJ93x0w1rs2j5/UZHsolEeFLCvtoyPSfZdEWPkujAlnauvqex73hIFFmL1flPgrnzGTo/AGlNC0gChzihDBOFfuDPETu1yqxgDeFwwzLXOlkJa9P396vZkRvYfz7nXBzGiyrJjANxZDw6YwGaT+NarjWyuUf1t/0S+3J4eJIK1aqHCkrpjfHZ78/mBeqW6dJOvvZ2DhS/Q4PKjWadB4szUWc9mrC0JfXa0dG9tZ1RmB+EJ7jVB/a5c73BakOuyMHZDH2AF5TPtZhOCqu/+0L5cPOoptDS5efS88uVdc086cEn3muR7ZqTzKIxwuLOFo+VvOO2IEgqD0E6qa3FQ0uli0pUH37lDHgiOX3MFzSfvrSKGe2amhvtvuQLvHT056dFJnp2UW64ZIED+7AI8zhcMFC/Z6F8PuDw/M0nFHKam8BLUeH5LfzQvTlcbvmR82cMCgPNM2C7c0sHBLg2k5KGEz01dv5/QD+uoq3VEPK4z01LsmUpCp6Ie+XVpBbauHy44egsNiZj4gSny7rJIzDujL7e8v1bnOqwqigCjxwXP/x13Ci3DDWly+3sFtzR2dhpYwIdbDoPgxDrBUHwxRSMJuMHMkKR1swavztkJrJWT31Rs5RyNL1HXal10sxY8aBhDqhMv6fekUP2XhdVbEj/Gl7nfD99dCRg+4y8IUtbOzeR3xHdrJ8AWJnzQ8SKVz+c+qPE4d14dr3wgTKIoRXnQcKSzkSBZ22XlFyhao7TTYDR4/aXh0A/YUfCwuaTCNm00ePxrVjhzDktrYifb7IpCUWuInIOk6NUKEZ0CWZWSZqB0Ee5A0jJV1JxaiKX6WbrVuw1Qk4dcRLQ78OtJHWWY9AMsSnOzHBvbD2l8kXhgHCMbjuX0BU+iJKMrIyJZ+c8Y6YUlASKKuLukUPxYDkUihXnHDMmtYbHh8Im/M2cKVxwwlNTlC2mLg9veX8vC5+5ORam4LRUk2dcT7tC5l0+9f0ztQHf4dJD9VTfp3qZGEixdKlTbXfausc7r1pgVRspFZbGV8pq3uk+U5RCB+1NBRUyjq7vb4MfwuVs/Bze8siWtXR2x+mD9xK1sYxFqUSZGdmcDjdeF2Pmseq/tNRb/B40cMmMgMFZEUP7HaUadXSRMdKh8kcp6ctp4vF5czf/JJOgWMMSOclXpsV8PY52v3BCjKNqspvllaQXZaEhGx9HWYej04w+GYnX3WIyHewb8o+jG2bIKzhpuFN/iT/CO3+xRj5mj3VxfqZZVsxPLAsf1b7uOZ0Gc16+cFz4fDHjdt1/QTBAEyeyj/BkzQH0qUOPOhjzl7sJsr9pMMpNBmfX9V9EHtGuWfAdOClgsAh5c/BxsG48sdjgM/AcL3e3NNG5ma+5n8002cOncfPrpxAjlNGp+ehk1k0cYNvMl7nI+ztbFDcxNpMfp2UaMKTPtS7pvHaz2ekzSZnG2CQJ+8dPrkpfOuhpz7zwXj8PQ+nPJGJ9saXJTVO3lj9hYOF5S20IGfD4Jq9iS7QN/8dAYWZHD4sELSku3YBEFpX2Yr+xsoVPLl4nIdKRRNKbQrUFbvZOyA6MRPR0nzPRkJ4qcLUUQ9dRSGvufTRH8quwXpAyBoBmZpMdKy3vvpSg7WED/HBX7BhpuljOPzRdv4fFF0ya8R3y2r4Lkf1/P0Dxss8hKA0xOgIDMFUZJ59Nu1APxv9hbmPnCijvxx1ZSwfNl8Hl9QiNsXIDstWUf8OL0B3ptbyqg+2RzMcmVh/XpcSUrspdWLsLUlTPYYQ72MA6y8YKpPf2oRdrfBPT0pQ5l5AJhxN9Svh9vKFEJIRbQXrNrhDnRA8RPJ3Dmk+LHoSIg+SEozLzfO+qgp4WN4EnUYnTaF7nr4HFngg1uF1+Ht11kjv8w3SwdblNy1g5ZIcnNtfTR2OhXiJwzLGe2qpeDTd251JqExLtMUFqKtn16NH4RmkOUXJd15R5ppf/7nTXz4e6lpMKGFSgrtaKhXJNGZ1y9y49v6wZ9gGFon49cNwCYxiz5Us4Hh/MbhQOdm7zoC46Ba+/1+nmS299+mNt4vSoiyjNXQxjwoN/9ApmuSJQKixLM/buDqAmewex1Z8dNho1e1Y99BheCHv5fy3tyt2ASBujYPd5w6mowUc1fn9+J6Pl1YxuXHWKvirO7hiJ/P0v80oo/fi/Uq0c6qAARJtEz9bPSclGW9HstkQmxol1VTam24mFbxozV9BmuVhqXvZQQiz6smhzAqzqIofpZubWDB5gZuPHFExDI7DMPvkoKXgCjh0BDNi0uik75a3CM8B8Ax8tfI2HZ6qJfsatR5QEkGxY8oBkKJBULbqKH0EchDY39oTUUzQ4oyQ6msTaqYYD/jy8WKD4nHL5Km8SQ0GvcbQ7+6Gn97aR4TR/fkqmOHRSxjrHetwXA4lyFr09QVVZx/6ADT9ivKmijKSqGv2h9qD0+CxROa1RHEu7/b31vIc4Zl6m8/UKgMhV0HoqRTlzXvaEH00uLykZpkJyXJmixvcvrI9Hks3x9aaEPFkpRPGgAAbi5JREFUjRmfOgK3X6SeAt4oE7jispP0KyUJWstNCiF/7QaSmvWh+fmazMtFvlL4+M8kA3MFKJf7UEY/ttGPspZ+pgnxxnYv8zbVcWqDxoupYRPTg2RoiTyIOjoW5XCsRdKGM4Sf+UE+HlD8n/LlRqbwOJ9zBjAp4r7UCUJvhPAqh+iyJKVSdX0DmdRkO8N7ZTO8l+Lb+drMzaHtnmQytivmsK3eybaGIDnU4GRecV2IVLUjcrnmOJceNSRECgHUtnoob3RZKoVU3PXhMhMp1FVKoelrqhk7wCxW0KItQfwk0Bl8J/yNM+T3+U74Gw/Jd/CA8NTuPiUdJFd49j8W8TNzXQ3Hagaf5wnfch7fcpj8Y8Rt7uIFXuQKXJhZ3FU/vs584VHODbxp2RD5RYlFWxpCafVUrKloYdzAPLx+kSVbG+n7wUQmCOUk8y2l9U4qGvUD5CenrufHVUo61IeDr6iS7Q38/ddloTJVTW7emL2Zf5yxL8kOG5WVFaFzyhdadIPf64/ui7adHpnthjawZ/UEE/GTDo5gyFp9MLWnswZSwjMOeJrNF69CJXw6ovhRYSR+rBQ/xrKm5YaXR1MwM1x6obkshDv+HQ3d6gZx/yoCjkzd90hKm67u4MWCVUYt5Tz8ms8B3aOkPNN6xY8Jrx3EsXlH6+aUAn6t4ic6jB4/klezJ23d1pB7PlGv+ImkNvwwOKukejBYQb26HQ31Cogy+TTiI5l2wnVgRVmTqawVyaIl3a7gQ/oK1WyXe4SInx3x+IkHpjA/Tb04TZjBLG+rqY0PSDIBUbIM4zIrfsxljANbWRJZVNLA54vK6d+nXLEXDt6Xh75abXqWJDHAhqpWLnt1Ph/dNIHBRfpnz4Q4Zpet0OxStnt/3lZESWZoj0z+OiFM5mbgxEMqInY2aFLlao0rRVGO65nfvK2KzJbHSeFsvEHHu84SACMk63TQJkWOLOhm+02cnTEkL9je/oP/apeGPvl8Rl8WC+8TK3+ejip+DPv4ZW01BZkpjBuYFyJbbzhh+E7z/JNFn65Wp+Cj1e0nP33HusFzhD8DsE3uu0P7iQWvX+QhjSm77DeEeokBvF79MxcQZZIcAnIEla1kIAauen0hE0YU8dRfDwwdUws5+K5QuSSnV0/8GNVi8k5+12+uaWdzTXtU4sf4/Kwpb+GGtxbrDGwBREmyVKVd9+Yi9h+Qy8u9nNhQyBT1ipPx04ft/Atztq14EGuiUYUkyTr3r7IacwZG0R9+Hnv5lL5bNF8tI/Ez6T+zGD84nxcvOzh4UP25nPL4LK4YUsM1EfdohnsHMjypiizL5sBmg9yByr+hJ4QW/+nxWbTKbmbeOIyUlhK8NRv4ZvqsUNZMI/oLVfSnCjQh8lo8wWSSlh4K5f81rZNkgd7U4MJiEjUK7hbM+wKYzBOhz9OEiwA4mBXAQxH3pRI4bg3Bpp0Y0PUBND+kTnUU4xk9UFgNA/MYN1BPnAREieoWD9vqnazfVgMaL/vXZunJt145qQwozODAQXmceWA/UpPt2ATFF++Jqcp7r7LJbSKFoimFOkIKzVhTzR2nhu0q7vxwGZur2/jL4QNDyxKhXgl0GuNZAdDtSJ/T+Jkcwp3c1BjED0QefEbCOcL3/CYfxiaGkksLJWEnBI4P6nxGYm2U+9KMYuZtMqfDvO+zlaQm2UMEzw/BaxhMGd8tM0v3VNIHwB+s3h/8uhFQHvCL+Jxvn/2IqVzI1BVVfHnbUeRq0hhrO+1f3nY09iX6+OgRWQrxk5RhwR4npeuyDgDQXq0naeY9bnH1QageTJE8frQvYr8x1Mtg7ix2gvgxKn6atip/IxE/e4HiR7br7clVNYoDP8MpYT1KjHhXS7pjITOC3Nfo8aOV8KeaQr2sSaweLUtxE84e4PNZlwOobnbTMyc1NBgLiJKeErAwfQdMoV7aDm0s0tntFyMSP2onPlaIwsy11dzz6Upm3H0cmanmOcptDa5Q5+o4+cvQzPit75nVmcZ7f7CwItghU9BXUAwTewu1PCL/iwf5xy5Q/BjVC/pn2uMPmO5/QJQsPc4kSTYNEKyIH2MoiyTLIXWH3fBMz15fwzCMoSh+ft2gzJbPWF3N1cdFHqwpJ6yef8eIAHdwsJrisOHyiQaxg8wvwjl8L5/Iv7iDORsUBUW7x8+5z/3GpUcN4cIjBvHh76WWhu9GDGv9lWHCr4iynfc4H+j6tiJgUORIktQh4kcdfNu0tK7mR/Ebnn+rwbplmFYk4iek+DGGeunr3r2frgSUDKIq3D4xpDbpagR8Pp1aIUT8pHSNmnOAYG2i21XwBAznGTAQP4GA4temNdSWJJKwmQgeFYJsrqury8Pkt3ovVchBxbJNEBBlWTFIzgq/Q80ePzvvvRkpdb0Rat29kxcooIn/LnoUUZIpb9C/uxrbfaytaOYUw/YzOJuy2v2osw+kJ7Bq/SYODK5Lws/FfMo+QjGdwSBB760SiTT+emkFZ2uvKeDX3efpq7cjaUL/1Iy8xvfkoi0NfLFoG49dME5H/ASCPn9Lt4b9aoxEKcDykhrluHGSs54ofYtYUBVZtg4QwW0ePyJ2PJmDSOkxgrZex/L09NGcj0L8fCafwXk3P8HyZQuZM28eA6ikP5UMoIKegtmk+ShhIZSbQ/jb5XQyBRcX8WUnr86MHhbHjwW1L6UNuZdkOfR+iDTO0y5vbmsnt8NHBofdRr8gITMoBx3xM/Oe4ylvdCkKoXpFJbSt3sm0lVW6EMske/jeHjmiiP4F6aQlO7AJShr58gZXRKVQR0ihJmdQ3RmMHpm7URlrPvtjWJ3WFsEYf29EgvjpYkwWntzdpwDAAE1KQID7hadZKe8T+h5J2aCFMdzEK8cSeUI6Lj7hKrIEp04dpM5X2CIMiKxIH1Dc5bXYygDyWM1wStjI8KjnEghWb20H9BbhfwC8LSsGfWc/+xvHoJ89eeT8/TlkSAFZaUnmMCdV5ptkEZuanKGEe2nx0Z+gcFTU8wxBJXm0HTpV8SPY9My8L5K5844ofgzLm4PEjyPCjEZnZ/M6SxjtDNj15KH6Ir2F1zlf+Jbz5Dcop+8uJ36yIpCuem+ZADbNzL2Vx4+VhidgUDOIPv1skRZ/fuZX/jZhEBcdMYj8zBSzQau/Xd1Qv1xTl4yKn7QY/mJuXyBidgVVcWQMOTPilWB60+3NHob3Mrdbta3hAdINvMk/PxnEnPW1pnLQMfXO8cJc3pfP2+kKsRTDAMFIpv2z9hp6C/rrmfLlavbpl8PVhu78hu2tpgGC1ZDKSITIkhRqt8NZpWTcvgAur2jqdMpiIGSw2OSKTapIAS82FLIv9psnDHcw3CXJYQOfGGoiZVkOkVenC9P5l3wHoJA+3yytpNnl57mfNjJxn568MWcLo+N4R6pIw81p/Mx4Vna6rQjINktj2WPEWbpBnijpfw/T+NfQLtt9rbDxe30WHy3xY/AAEsUAny0s46lpG/j0liMZUJBhHTISQ/FjNndWjlnZ6IoYTtLuCew04sfv95qIn8teXcDsuw7dKcfranj9xhA+s8ePkZxVCd1IPlGCFDDxqtom3hiSoaautgkgAqsrmulfkB6aGDCqxbQkoizLlDe6GFBg6CNFgNcvUtvqob+h/LrKFkb3yQ4957rzC0hMW1HJnw7sFxr4qe+sc4XvAbi72fr9U93i4fNF5dxp+D0yBRf7ehdCqUIAyK2Vod8sCX9I6dcViDRZ8/j36zhbc17GZ+v+z1cxeUL4Hg+QFSsG43P764Za5myoxekN6LI0ejX3VYXo95kGiB1VM3q81m1EPNl81bDFzuj/XD6RnHQlFDFd05dKwUtD6iCun1cKOioNUmQvZ/O9EvavQbuQRaasV95nCtEzv+0qhEK9NEo/LfGj6xdI1pNvj3y5jCf2/9MOnUebS/9Mpac4GNk7m5G9s3XLZVmmsd3HtgYnZfVOttS289lCpa6+O3errmxOehIDCjIYUJDOpP16078gPTQhWNviiUoKqdur6VXsiBz50HQuPWoIW+usJ1VbE4qfBPY0GAmVh/m3qcz+wrpweUG27N3fy9Ok4OUB7ibDMPhsJYss2mgjy7xhEOm4yRLC26Xi4Ry+Cw1I7Qa/jAXCyTwrX8PHhkY4ElQPpeGUxCzrD3bzYpku5hqIn+P37aXZiaGBV439jAQPKASJzaas82t+u/p4jVxl8zG9GuJHS5hE9PgxZvWy6rBH+D2MoV7tipIhpEQq+QVcDTBGmdnuNIHTjUK9jMTP5NMGMbeyllNWKjNEL5/di183VDGnoQiseYGdgkiKHy2hkIxf1xGz8viJnBY+3F40trZz2IM/8fdTRiFY1Jf355UydUUVP/zfsaZQL1uwHko+lz4RtaYOB0yhXuFOx7QVlWyuadf5jFh16LX7AqVDB4oHxffLKjnnkP46LzA1XjueTEJZOCOSPmBW18TCkSzc6Yof4wDBSKb1E0tN2ywva2J5WRNXG5bPWldDj2zj4EWgotHFazOLuffMMaQk2c0KGFni++WKyiFJCF+vStYbQ/okMUBKMANWSxzET1V9E/2AmlYv/WKWVgaKdpsQqj9hclAdAMqW9/Lhr9fo7v9Zzyjq1HgmR1RcIXwUd9lIiJRNKFXQ/1ZTl5dzjua7SZ1lUPwcXf0SfPQSAzXFtM95wKT48fHUNOWd9emCbdx52mj8VtVZ2/7XrQ9lfozl8XPOc3qPiyZn+PraPH565HQuw6dKZkUaUBqVTSl48fhF5m+sCgZo6vbWqXPYmQh49USPEDASq37TM3riv2fy3vVHmBQ/anpjq3bK6Q0wv7iOw4cXhUg8Fe1Opb232QQQZR7+ag1un8i5hyjeONE8fj5buI2nf9jAW9ccxui+OcTCv79bxw8rq5h17/GhcLJFWxq45d0lXHHMEE7Zv49pm//N2sy7c7eSk57MsfsoqtZo4U6dwTj7plCkZBIBvHRdCuiIGcUM9THdwgNQ1ih+1PsqGq69qknZrsXt15F09uCz3DMnPMkXCFgRPx0jtb1en6UfnzGcOyBK2ARBp9JwBf2lrPxgYsETfAd4/CJnEp6AzsTFaU/Mtj5XUihHH675oPx//CQfxwLhZN3y7+UTOV2Y3uHz6gx+3VDL0RHWpeClotGFXQ4TuFqSV/cO0xD1WuLH2EeMpqQrrm4lJy3Z1Ea3ueLzchIEgYKsFAqyUjhgUD5ObyBE/Pz4f8fS6vYHSSEXm2vaqGh0sXBLA1NXVGn2Ab1z0xhQkM6AggwOGVIQIoV8ASlk0K8lcpIIIOLgnd8ijxvfn1fKTSeNjLh+b0KC+NlL8Bp36L6PFLZEKBkdZwg/A/CAfLcp1KtIaGQ653Gk/B3DKaGFbNP22s7+ZXxEHs1cIHwTWmaVXeI24TU+luMjfuzBRqoAsxeHEWqol5XCYH/WEMDOWkaTqwmBM+/EsK1KjhhDuiCcKSs5U0/8gKIQimSSHA2xFD+h0K44snqpiDfUSz1f9RzeDcZSq8RPpxU/3SfUy0j8ZFXM4JRV74W+F86+mbObSjj7stnw9q47rcwI5s5aoicTp64jZiZ+/BHVKtoO/5LN1cBQnvlhA2mC9T1VB2cBUdKpjGwBJ1vr2pny7gz9z+N30eb28/3ySvYbkKs7nlYJ8tBX5iwc0YgfNVRJ7Qx+tnAbr/xSjMMucM4hYWNO9XwjZbnRQtRTViGoPhYd7exeKXzYofKdgVHhE6m+xINml49cQ6pTWRZ4cuo6FmxuoKHdxz1/2tcUTqYNFbCrISOyHCJ+jOcoif7QfdMO9iPB7Y6gDPN7wGYHu14HdMy/ZgCwX/9cIFxHVB7A4xctJwEikX4dIX52JVxufThPVbNb9/3Wd+abjF+NsCNy32cruWriUAJ+/b3QZmJSyZpmp1d3jFa3n8nvzudp9XvFOrKDxM83S5XwFeOAotXt57z/mo1NX5sZDv/ujMHmz6u388Dnq9inbzbrKlt1RIEWSzZXc7zmu1qfH/piBT8YuKKdTdx2BiXb9Rkam1padd/L6lotwxMvfvl3ns3T9wM+mLeVw4YVRpwU+/v7y1gwZRI+w6Db5QoSPxpy7ZkfNoSIH7PHT/h+Li1Vwoiqmt1xET8LNiuhL43tPvrmK/dz43alr/bmnBLe+W2raZsttcqEiXbwGs1U3IzYJJFd0g+au1LxE/GYhvp4Ad+YykgaIlCt28YQzcpgBsIWlw9B036r9WZ7sxt/QCLJYUOyCNNS+x+STIS3ph4er9dUh0BpC7TEz5EPTefksb2ZfM7Y0LKG9vja31/WVpOaZGfCiKLQ46CGiXn8om6y2SppxuCiDLbWKfXaqGgqxGz2Pk0+nn9xB4cesD9Fy3d+hMeDX6xilub71BWVnBb8nIaHd34r0bW1AVEO1UjtOzgw9WZKGcSwg07S9cHUNmBtRTMje2ebQ4c1ULOXasNzAdqc1u/qbfVOnv5hPY+eP85Syal9NkVZZkBhBgMKMzhyJBz24E/s0zeb7++ciNMToLxRUQmpYWPbGlys3Fap6y+mJIVrZc/sVNShXRJ+PMSeUNi4vdWkUtobEc+zm8AegDHCjqUHNuJAVkYcTPSnkreEW/lSuNy0TqsSuk54hzHoDStt5uSzOmTRxuV8wLlYm7GpjVQ2YellssNcjQ9mGSczM3hO5ut4VbiTN4S/A2bFjw6RyJqUKI2D3SIwIbN35PLRoCp+RB+0h/2LQsSSSqJEyurVWgGvH6bfZ7zmzuq1R8os1knz1e4U6mVzGGbrPAZCUTW4btuOJQ652bxsyAnmZR1EFta/uXYwmkOr7oWfhkfXyYmu+AlYfrbLke/pxu2twQxdmvIBNxe+ME9JaaqF38nPq7fz3E8b2VjVajJ3vu+zlWyttVY1uQ3ygmanL2TCa1T8qAoS1SDQiFXbYhPEkuE1eNw+Pfn9wZOY98BJSlbBXRzmFw+MYVSR6osVjG3wd8sqef7njbplMrBgs9LpXbq1kdveX2oeJGpVI8FwodXlTdS0KudmJn4CIbPYZlfsNsDlUtofu9HA8ZE0eHV8xO1WlzcDYX8LbZ3Rduxv4nVGEtmbo7sSP6YZWoPip6I+ykRGEEn4mbGmmr+8ME9n7m7c/usQiaN/JheXNCC3VYe+17rNmbGM26za1mzyVTGiPYbPgizLPPTlapZosm99PL8UgHWVynk3OfX7aHX7WVHWxKsz9G1E2M9N/3uefkBfzj6wJ90NsXy9Nm9vjkjkGMmPl2YUc8kr8yOGFoEyu280d3a7nFQ2unSDLVGSQ8+aMdRLTyIqZdZWtEQNq/hhZRXtHn9oEFevIQB+Xh1+D1v5vKlKQi3hEY/qU0UsdbgRuckSvi5U/ESCsY4OodRUxucJD77TcfP395fiNWQuK6tX+o3NLr9OnaW97peDYdIB40Sg5jy8fpHKxtiTDU1tTs561pzH98P54fNX76PWnxOUJCzx4N5PV3LHB8t0y9T66fWLumgI42R2/4J0Hj5vf3rlpPLe9Udw+n56P8se1JvetRmCcl7eCQ/wkeOiuM5xR/BPn944/JsFm0KfD2A1yPr6MW1FVUiJq1P2yD6GfT+JX9ZWmxQ/xdVtXPn6Qi54fi5un3V/Rx8eLNHm9ofqU7vbWvHz3E8bWbC5geMe/YXpq819aK2C3IogVNv0jFQHo/rkMGlsH64+dhgPn7c/71x3ODPvOZ7v7jiGFy87iH+cvg9nje/LQzzGOFZT2xK+16EMzzEwsDC+MNQ9HQnip7M47eXdfQY7jLt4IaLfxkvCP8iIEMd6/2jzTIuKDMP+Rhs61pFerAuEk7mcD5kunMe1wnvcKbxkWU7tuGdpQmGy08xEy/PCPeQKwUYjxmy4mqJdh80/Qc2ayMRPfhRj0tYK87Kc/lHPIYRkQ6YbrXLozaM0y4PnpRI/6ks65PGjabwrDeZ0kQib6hWw/mvNMYL30msYSKikkkrgSB2cHe1GoV4FOYawReO1qnBHSPM75HiY9Ix+2f6XwLkf79B5RfL40XZcsmnVddxT8OgGAyn4IpIWWiImCesOoBHv/lbC67O26MqrnSKj9Lyypi40yHti6nqTx8+MNdVc+OI8y+O4fSKiJPPJgjJFqv30HC57VZlpUjsKKvGj7dSrHRNtB2VTtTUhovU76V+YyU0njuCiIwYBcNGEQdhsAjYBHI0bee3SAyL9JF1C8nUGRlIlK0JooBWSI6i6tDCSCfVtXtMgsaEt3Na73cq6NrefH1duD56jMdTLH7pvWsXP98sreW2mmYBpDxI/NptFN6V2NY3t3hBRsK4yMnnv1sj+tfX7b8IXvCOEidsTxvTi01uO5NNbjmTBlEmkCd2V+DFkWjLcq3jUKtpnuL5ZX3fqW8xtj7EdKalp53bCfSD1Png0RIHpPCJkltLO0rbHUOi5vCLTVlZxU1DOr0B//caBy5QvV3Pdm4tMv9txIxTVifba5j14Evf9eQx3TIruH7g7YGybjeoeO6J1JkfAFcFrJZqB+V0fLTepwTweN7cbBtkQvv/RsnqpA/wPfy/l39+utTzm5po2pny5mse+XUuKQ1GENGh8HmOpQNSMfu0evQLCiFsmjeStaw5j6l0TueGE4fzvqkN565rDOkz2XnBwb44bld+hbToDY90dgNlI3O0KP8eZtDO/uJ5tddbt4saqVkRR+94P32c1u6YUMNcNtd2QEdi4vRWPT+SwB39i6grlfIwE47ItdZbqzo/nl7GtQWlnImVTqorgxaRFJK8/dfLI45ciKn6uOXYYj194AMN6ZvH17ccwvFcWw4v06q0LhG+YHczap6JnsnJeWekpXHCaIc38TsAkYZbu+2vVx4U+HyCs4aC6DzlCk5XM5fXxr68VJbWVufO9n67ULU/Cz9dLFE/Yyia3rg3XQmvKvLayhRveXswFz89FlmWcEUK9tHM293++yrRe23/TEj/xGrcLgkBRdirjBxdw1sH9ue2YXpwkzOEpHuDE0QWhcg/xnyh7CSPSZOTehkSoV2cRbeC/h+Ac4Xvy5OYOb7dP1QcR1/1N+Fz33SboH+CTRuWAfnI5hGuFd3Xf3+AW9hU2ca38JBc6pvJU4MpQ52dgciMX+b5gMeNwJ+0X9XzVxn4CZnd+sFD8LH4Fpl4fdZ9kx0nkABxwJRx1N/w3jjqTmhv21DHCqEYBkIONcSRzZys0bwVXPYw8Xe8MOvM+5e/k4DLVZDrgBu1MnqsBsnqZCSDdMbZB2RzY/2Lzum4U6pW0/lP9gkjKnrYq6+WONDNZ99UlO3xe+UKz5XKt0i2bdp1fThpeC8WP9Utcu1w78Ilm3vjLWsXYXNtJVEM7jX4uH/26ns815ut64id657rV7efbpRU888MGft1QGwrZCYgSC4Py/7UVyjPb2B4+l4Z2H4VZKaFODyhhPNvqnWSnJfHbxlomje1DXatHN4jaf2Ah+x+ppPu+7vjhYQXhhq/hk7MJdx8scO4n8ONtoAkP3BUwEj3ZHSB+4oGRTHD7RNMg0alRZ7Q6lTZWQA6FaBjJqW8WlzEPxT+tyenjmH9N55IjB/P6LCUs+epjhzFtZRUHDymgR3YqTqeZgFi6pQZV63PqE7NJTbJz1cShvDB9k6msird+LWHCiCIWlzRY1u/hvbIorm5jcFGGznj2ksN6woKIu91tMBIqRgVXPGbk2t+htklPdht9+N79rYQ0A/HzxpwtXC2E20SPU2mX1I7z/qwx1dGAxUASwgotgM3VbThHBEhJsrGqvJl+eelsrG5lWM8spq/eHpphBli5rYn9B+SZEgypprDlDU765qWHMoIayatch9d0vSF1WTeanFBhrLvG76l4Tc+ogISMDZ/XY+mSG4koAmVQPWdthW47t9tFmQUx2Or2k5OejM+n31+rS0n3PKAwQ6fQqW31MH31du7/fBXPX3oQM9fWIAhh4mB7szuk5tQm+NC290YERImGdpX4CRJRkszmGj35P++BE7Dbw2FGlxw1JPT5ygm94feIhzBAIMMhsk+P5Ih92q7CX/hK912d1NRCGxqrvg8CPmvyZOW2JsYGtJM/5vouWjyv6ntTRqCx3Udtm9LGvzl7C6eN64svIOkGlU5P5Hf9W3NKePDs/WjRED+PfrOGSWP7MH5wPtvjUPxUNllPzGrJfm17OTDLD23QLz+dKyYONW2XF0fU3ijfch4+d6ySqCCrk0r+DuB9+Rz+JnwRcf2kysd0z+ilwqfsJ6/H+cMs/sw0y23SdMRPgKmrwm35fZ+ZCZqb3lnMkpKwqruyyUVxcFKtttWD06D4WVHWxN2frKDF6UbRl5gbn3aPP+SnB+jUhVqSqaLRRXmDk8OGFcY0BFfHSBI2qhvC4zqHIPLd7cdwxlNz2LdfDs/+bbyScUwTNtbi8pGfufPVe90BCeKns7DyeNkDcZiwJHYhI6wULXHigD4pcb8k9xWUzvyrwp0gwkQN853ub+AW4XUqep3C98NP5O1fw6ZdJ4/tDavD+8nARQ4tPCU8qNt/rawM6UweP7FIHzB5w3DdyvBnwaaf3Tzzf7H3pyI1t2O/rzHUS0W0jusXQXnqAwFrtc7mn6B+o17t5NaE8nx9GWT0gPSCyMf64BSoWwej/mwmRnZnqNeiF6HPwdDvEOW7ISWuLpxOi0j3JCndfH07EXrip02ntEnDoxvcRFP8JEUgeyIpfm7kDS4WPuMw+Uddp0GdOTKq6owzp3Zd9rHoHbrKRhcfLygD9Oll2z0B6oKDALdPpNnp45d14XCT8gYnKQ6bzggQ4OZ3l1Db6kGWldnMrXVOsrUDHiGsONCFjTaVEBPp+XDmG7uc+MkxhHZldyDUKx5kCG5Ok39mKuEZTWPd0Hk9Bc0lHRZqMKvyoBh8qqQPwNY6Jw9/tYb0FDsz7zkhNJBp94hUbG2gKCuVh979mW80fT+PX4xK+qi46n8K6b+vRd1T/UpyDD5Hg3K6pyDa+Ewbv3dU8bO1pjnq9i/NKOb/YoQ7etzKQHNLbTv5NCnvbFMZ61lhlcQFxWDzo/llZKQ4lFTrmck0tvtIsgsmY/lr31jEf/4yTrc9KKaw25vdnPffuYzqk61k8MNMiDm8TfzpwL5MyE+BX4ILxYDi1RfPO2rUnxVyeBfB+PylGkibbFpNA3gbEiK2iG1uNMVPQ7uPbMP+xAhEghq69fXiMg7SPJ/fLy1j/tK5LJgyiWWl4bY8Jz05FFJ08ztWfVABVegXj9eLLMt8ubg8NOBXFT+fLChj6ooqXUinXfSC3SIrK3DB+J4dIH5kWPCsdaKPLsbVwvtR19sJ4PGECTmVdHW6rImRVeXNurA8q/e+leJHG25Y0eRijDeomgsmVvAFJLS/bLS2KBx2Fj7Ot8sq8QYkhfiJQ/GzzRA6qhAD8v+3d97hVRTrH/9MTnohISEh9N6RJiBNEaSjoIKIKIIdRcWG9XotV69ee9efBXvvvRdUFEXFggiCgiChhxIIgZDs74/ZzZazp6RjeD/Pkydnd+dsOTs7O/Odt4QUftSu/KD4NE6izVo2vEtDmH8X5HaPqnxluJ+TOAFb+DnWeIjnlZ2i4feY9rQvdb8De6lf4JtffMXeG/gPQ5RtbZ1IkUtocQrxFk7RB2DjdvuZXLlxZ5DAN2POtwQo4Ss1ljnGcTzItKB9rtzoFpA3bC+ifaN6FO8t5d6P7OuZaCYDuGbCAYzsFhzQHeDMR79l4cotzD9dW9+VotiyaZ2rTHa9RO46sTfxsTGkJcXRpWkGXZpm+O6vrlPpno1SKqCUWqiUmStxfyHNpwJ2nRzxa7uM6g8EVx6SfUwBq5UNv0QuUw6abvuWk1rlMXN4e6YdrGftD2nvNr3tyhJf15kctZmHx6WEj/ETCm8cn1w7KB2zVsA5v8PUD2FKOR+LxIzylfcTfkr2RtdxXf4efPrv4PVPjYL3ZrkDW29daX/+43090C2z+HEMCvbuhs3L7YxghZu02OJ3zjXJup9gx3p452x4OEz63lDWViGFH4/FT7/zK36OUdBWrSz7fCA/uSxtktjlEmDi2eM7+x+gxOXGGUv4mT+AqepFs2yxa0AfyuLHO+iP9bh6heOTxet9AzyPuunToGVnB+TMRxcw/MZPgr63fltRmWGbFcTR5bbkDcRuEec/OAgiEAc9pkdXtorwxvSJ5Or1KidyPdeV6xhXqttcy15XL2egfkt8CJW9DaAzSzmQH0Meb4rp+le4u4QXv/mLvzfq2bu9pQYzH/uOn1dvdQXbDFDCKTwVMgOeH35l2xRrtxNvgOuwwfizO0d9zKrGO5jyBh+PRvhxuvtt2OKuS37fDw5w7hZhvvx1Fc99vZL3fsoLGTfmg59XRzwv0C5BlpBgWXh4RR+LS577MWjdk/NWlM0kL8nbXtaWBF3XrnwuH9+Vwe0c/QVrIiCSxc/h/wdHPBjhSqoWr5juFW3SKQiy4LHa3VD9vHAWP37HsASCbvzKBdju+B//uh7DMIJ+Y+v4b/7wt8viJ29LYdgYLkXFJWWB+TcW7GbOZ39wyXOh43QUlxi89aPt/vTElyt47bvVLDJFwbN5xFE4zHPtnQiKxJ4dsHN9+b5TDRzC164YP9ZEQOGu0BYxTjc893vfgLULKSkOrhvOdmD15kL+96bOFPzXpp18vmRDmbWdRbi2aPGabfzn1V/YVlgMGHRBxyl9/+e1nPbwN0HCz58bdpTF+lu8ZhvL1xdw8bN2nXjCkbFp7m/r2VtSyurNhe5YpZHiUjq3p7cIXW7Jq7qP/M1d4fdXBXif0c3Udy2fWHIXlxuXly2vNxpwmzGDV4wxvvtzij4AM9WjzFejeIPjuYQ7Gce7dCc46YZFBlvLrHpBW/d8vTR4wtR6V0/hFfvctu0qy/LmdeW76JmF7C4u4dmvV/LKguB3xd8hYkoZhsHClaY3hDlBXUqA5NLgcV3fNln0aOH4/fbugXfOhYJ1QWXrMlUxpTULPBF89wcyWsBMz2Uf/n8RY/+cww0cbjwNbUeFLVdn+fWFyGXKw67NJDw7lqkNl9I0cRcXcQ9DX3a7YWWqrbykTvb9etfPJtMgEDkYZhAxPgGcLTKaQ1Y7aDMM2o8N3h4uLogl/CQ5OqMpYQJNWhY7LuFnd3DHtdTHF/qZw2FeGN/X3dvt88lfHry9LMZPMXxzjxZW3jsf7m5ni0Zf/Bfe9QRAjsaM3jDgmSNg2bvw1pmwJoxlWmkJFIUR70pL4YEe8ECYWC2R2B7sUw8EW/xk1VxsiFy1kQOVbZZ7oPrZJWKepp4iwyd+VaIndolTiIk045XJVtcAxPrsDZroFX6cHcDQKWs1TneO6sI1oPk5xGzqrgiBofs7MikmZ1f+pMqB17UrkvDTSG3gMPUllUlT7e2AjlEfMxadBdIa4LVlBdlYrl7ujt1J6jnuVZdGdaxb31kSNAt93WuLyHEIP/1ZwGnqKWYR/QDc73dqW6w7uRnJnjZ9T5h6OPNX6HZC1MetSrwWPt5ntrzByL3isN9gzbtPr4VZAru5472lfLciP6q4YtWJd3baIui8rLhtromLouB1fiRmQEo2DLm2YidZAbzierDwsz3ombHqhl/6bwgWc72Eci97UF3IJPVGWZbVZ75aycOf/RF0j63l6193x/RZsTF8G//nhh1lMeLe+TGPBz9dHjL7HsDKjTv4fa27Tt745uIy6wVXNtlw4o43iyuw4bioTYBqjXS2U7zbPnernfv1r9C/mbP+OOvNUL6A/+vFjgVPeL5huISfeb9v5Lc8u+988bML2VgQ+r3vx9s/5rF8fQFj+IhH1HkcypeAtjpxxu4efdOnTLl3HtP/72tWbNzByQ/O54T73Pflvo+WlcWJ+WrZJq57bRGPff5n+axhnf3ouKTQ5V6YqP+r6rcKDSW+WgQocbUNDdUmFtGJmziXBUaPoP3daZwWtA70RPhR6l0uV3cGWWw+xQxm8Cjn8BDvqcnk/vVi2bZHP/8zyD0YoCEbAdjtCH4+/rbPGXDNB1zxwk988muw2LK1cA+f/eYvpK7fpuvWV8s2cvKDX/Pvl35iwZ+bWbPmrzJLtF3bdH0vJSa6+77sbfj2bnj/gshl6xCVqrVKqabAWKAcvix1iOyO9ufzV0NiPegzA07/DgZdBuPMWYYcOwbNIjqziSxI8kSOcA4cwg30hWCKd8LTozniox5MLK/hWcEaYksrEMQztRL3aOj1obc16qX/O1Jz0rCbu0yyI/PA3l3w+zvujFx7i4Itfso7kwW6Y9y4t/68/L3g7dZLcle+FnduyYXv7ncf7wefpiGUNdLaH/Vg+8428P6F8PtbsHAOfPeAtkIKxcdXwI0ZoQdq27TbUEg3rmjYHMI/0Rvjp5Zjf7VXbveksXwY8Tv12MEAvmG+GsUQs+Nl4xYKWvOXS+SxOhyt+MtVLtjVq+oGfYrSSu8v7Ex3SbG2UtsRZhYokAAjHalcU2pa+PFa/ETXuQ01AAyNQTPWEEuxrzvAJDOtsDWorqd28KbSgog3xo9FXAQrA7tcsBWR0+KnxOy++KXcDYWf5eeRBbqNSogLuDeEsgyw2t91P/lvr2a81jfBA4HypK+OzlXMe8x2uNsZ5/Oe6Zcswec4umw+fQgOFlwdBAs/pkDkfB9ZA/9IFrNJ5qxxy0Or5NyiwetO62fx4113PDrmYqhnMZII720nvcvO/T7y2R9B7pzlrYuhSIoPcO/0PiG3f7Vsk+96y83P9Yz4iDv2Ns8zf/TT5HToD1Pettc1HxTxfGuaNHa67n1TtZZRfETJHvd9z2Izg9EWH07Rz/ndFmjr5t1/zHV9N5a9ESeGznjkW9dyNO/pTxevpynaPbuNT7YycCcDeNfjyu2lPlv5hCP5++ePmcAbQcGRw+LsR+/yF5BdbA6dFbKqCLbic7dj6WwPEoXnqFmAf3DnZ5nAUsOOb/SscRRTjAe4xLiSe42TfMWitmol09XzHG/GGrpa3cJ8NYr5ahR3cylTcU/on8uDNESLMLvLksvbfPzrOj7zEXK37NxTlsnLy1+bdlJSanDBUz+weM12PvhlHVc8/glNH27FuTzEWD5g63KdBKSEGNK9ITwAdm6CQsd9tSbO99aw50stU9kYP3cAFwNpoQoopU4HTgdo3rx5JQ+3D9LnLEhIh/Sm9rrGB+o/gC6TtCvAdYnu73U9Fn5xBEm+eAOs+koPtpv2g5tzqv/chYpTkQF+So72B49NDF2m7SiYe627A5LbHf50DOBzDoCVjpfZu+e4Lch2bw+2qonmJeZH496w/hdY5JOlqqL79JtNLS2FRw+Gjkfp2CrzzUxZ637U/62gboYBX90KBxwH9Zrodda5bVqqY2/Fp9rboHoHaHHJ7rqwjwV9b4h/h9hJJlu4WN0DwHT1vGtbMoUc7/Avb8MKl9VEX7WQBGM33Vjs+l51Cj+3cBUD1QJGGc+xlYwK7SPsTPf3D2qXwLB4LGdSara9Tve4p6ar6NydBvFt0LpJvMaPdPUtn8sGXlSn8IYxkkKCZ0CzyOeJwPm0Lw02+g012MxkK+sJ/3sN51OmK/1ct1Ury35uKwPjHiMOwxR+vJ3ecPi5eiUbWgxqXN9xfV/cAN/c6b+T0Xfr/7Xk4uGtu0OVW6yN9lnrwDIy2RLUMfdzD/UONv6H29LFOTjJxd/KwE8EeIxzyFGb6We8i29Aiiok6Lqs96TzXRmtq5dlCRsfsutb5XiFH++AMJ3tZWKoRY7Z/pfnGXESKaB0EkXswJ74CGXxU1l27Slh5mMLQm5/4OPwA3C3a28IQff7h+FvRzT3AbOhmxkP0RnTM5x1cS2Rwk52uqLr6MH5WsPdzt7JFbRVKxlsvO6qP877aj3rXZR7sivOIfz4PcuNWMeosmBZhCznZdm6AvqbbVCod4aTJ74MnVUY4AAWk6yKOMV4mv7q+4j7Y8kbkNtDW+o7LX5Sc2FnaIspANZXv/gfyeIng20hMxf7/56Ga30pMfxJS/6kJQBPcqwOX6XsMcV/jAtoRl7ZO9lJH/Vj0LopynbvylGb6Gj8ziqaUEj4eFibfYK3N2IdO0jhp1U6dpCTo8zg1ZPUG3rFb9YVqqA4iADcbE7QWQlsQmSarOtU2OJHKXU4sMEwjLBPlmEYDxqG0dswjN7Z2TU7K1ojjL0Xhv039PaEVIhN0BZAx+qHYWD7bOhwBMze6C7bfIBen5INlzgG1Zltoetx1XDyQoWJccwOn70kuu9cuBbOXQYJ9fRyyyHmvhz6a2NzVivT4TLktQ5rM0KLG5YP8taVbmuXbauDZywjvcBCEZcMrYbq/amAtnCx2FHBgU9ZbKASWPyyFn12rNX+8kvfcJe1XMyU+XtvWQEfzobnjtTuZet+tkWhRc/BPR3hjpawp9DORLYiOO4LEH7mL1rikiApw15Orf4sD+VhgArdWbY4hK9DbvtETeAU9UzZ8jnqkSB3mQm8SQf1h2tdIkU0428S2M2hfEkW/iLhWxcdysuzDo54jhZpFDDQvKb31GQ6VTCdSri09ezcGHqbhTfdaA27ekWaqQ/FtSrYtfMC9QB3cblPafg32qppOJ/5imUN1BZf0Qd8siWaZKFd6DqxtMy034tTbHRidebiVXGZ9VJ5BrWhsp/Nv3oEWakJsGqenoD52P/3ACDBHOxPeQu6HBv1sauKSIOjaF29ruRWbuWqoA5ygBI68ju52O27V2RIVe6BhlPoDfWs+51XjtLWWhUVJsqD7++ya4tbwCtz9YpS+EmoOeHHa63nHRB2UUvppvyfxYr+vt5sUsEBpkPHcoOKCz+xFHMtN9Cc6OJCRcJVf73Wz6Wl+u/N02ChIxZQrEMQdVr1OuMd7iOkstPXirWRcvf7mplp4FModD2zCY6YX5aLjhct/OhnyOsuDnAj/+EM5U5yEO3932vaIHjfMScMbGl+MspE/0iUmsPaqESfXVvhufHw7DjzRBzHP/RqOP7dqI5ZnXjvq/eZq8/WkMKPdwJO7293UDr3SHzJQTzAdG4wznWtX2004irj4ojff0ydyydqQpmV0KucyEXcw8F8TTPWlNWTC58Otv58VU3nKc4kg60cv/oCV/iCfviHgEikyN/ix2J3ATw8AFZ9EfHc6yKVsfgZCIxTSo0BEoF6SqmnDMOoHcf3fR1THPriylJirJSh4TKDJTkCUJ29VA9u6zXRA/FfX9Ti0F92KjzGPwqvnxR6f91PhPw/YLUjsFejXrDW86ClNYaireED4EXilK/hkf4V/76TrPawOXLWlirh8P+Dt86IXM6bxaFBh+j2b6WpqN9S39PMtto1KrE+vHK83haIhbMWaXeC39+GnK6w9HX3fpoNgMsLYO518OmVWrXOd8x4bV0RPGNZUZEmLhlaHwaLntUCVXoz+354Z7w7HqWD3kVi3UK4WkGvU7UrWNfj9P4BdoeZTfvwEju2Ut53+s/JVzfr/6V74cEDofVwnXnl27uD91VaWnGLJSexHiuI2AQYeIl+jtYthB8fq/wxqhmve1gkvG5GfoPpdul7eXH7qWwwssoGd05GHJBLcnwsDdJ05/q5pEsgKZPJ+ZcElW3bMJW89es5mzlBFhttWMlvRPn8OQgSMTb9DnkLoNvxUWad8wo/DfyL/UPwSw8MZnYQIEntpmHiXqLPBWAEiYEWljDwABeRoIo537iW7dRjJc3Yac4Iei0XLJydufqmsGQNaruymC1kMInXWUBPvqRf0PdDBoLevR0S02FOFG4cAXNA2KQPjL4Tfn0+fPkqxronoQg1cPNiBYrvZrjjr8RSwmPqXEqJYYChZ1QjBWR3un9mh3C98w4CncJFKjsp9FgsVDW+ae535evJBIv85drCNpTFz/Cb9IRBfdNVolYtfqLPjum9f8nsjDj7DjBWfeRajmcPHbH7Y96BZa8W6bDKXvbe84M7ZPPF0sj1swV/M0LNpZPxO8fwaMTykXBb/Dh+i8J8eOMUWOsTODrgEH6cfb49VZtBsSqoR0GQxY8fsYEYKA0WfkDfq7F8QBP8XeJjKXaJp834m9XYng5+bsTRuvqFShIxqEMOT81bySRe5wL1AEcZj7GWXAC6s4jdxLOE9mXlm5DHQUQh+Kz/RWfks97bu/KhuMjt8lNSDJ2Oiur8qxOv8OP9jcbwka87FfhPEpzRvwEZ3+3BupXWPR3EfC7mbo5hTtD+LMG3fnIczsM3U2u5hpvKdT2gBcmJvMVEgkNzLDHa8iUH8QctORItvDVUm5hmPM+h6it+NjrzDBO5j9n0VIv40ehCD+V+h6VQSHv8+x8A/Pkx/P21/tsPqbDwYxjGZcBlAEqpQ4GLRPSJTJwzXbAKhC4I2kKouNAWDEaYA9sh1+j/VztMo1sc4v7uucshs41d5qjH4fP/uoWf/hfagoNFIAGu2Oned3lpGiZrUrR0P1HPxhkl4YWfhHq6014VNOvvL4Y5OeE92xrnoHPhz49Clw1HA/Nl1XemjtHjJKeL/t/LDEhdYPo0tzhEi31WRjGnpdDGxdoCaNsqbTXjtUCo6CxVbJK2+AFIa6T3a90Pr5iU2z288JPTVV+LJbhY8X8s0SccO9fDvHK8YDYt0QGyNy3RVjithrpdK394CL6+Pfr9+XHZdi3UAUx+DZa+qQXa4TfqdYbxjxB+ykuicndEpg9ojNdoqMV2vcJP9AG4dqKZBtUwYP6dtCz6CYpg3uRZbG8+mtFmBq8YSsitl0C/9e9wtHo7aD8nNlrGW2t1etaD2mTxzR/+x5t/zUj6XfU+AL1bZ5Lwp2d29B5TPFIBHZA8FEP+Y4qtHuHHOSOc3sKOK1WHGFAUOV6URd8wcVsy2UJGchyW0cjtSmcW/ME4gLO4mQvHdMR4x1/4aZ68u6zjac0AN0wq5tGp/ej0kG2a3tv4MYTwE2JC4/7u0d+zgCP7l9PF76xF7L2/J7FG9APy6uAKdUe5yh+n3G22FSgzhlIm9m3Ohm+fC+pYexnSOoE1uS15+quVUVv8NMfOlJjGDjZgv7OaZibTo0V93loYIqi+az+rmcbz/JfzKDG7tMcPbMnT81a6ygX8LH62rYJPrrCXf3pC9ym+uiW4LEBWB+g4zl6uQYsfr/CToyK78aaasV+SPBYaM3mUm/FzZzUI53IXRzHH8lrZ8hk8zkH8wGBep5QAq/Pc8Vds4cfgOU6jadzBPAG8zOFsxmPJ7MCqK83UWpfGPv7Aprz1/V8ksNtXKLxz6oHMetI78Dfcli/WpOaa7+Ch0HGDXC754SZp9wFGqLl8aUTudwdilCn87AwSfqYmvMeMPXqS7ENjMFczm+c4nWZK39OuuUkcmZsDpndTS1aXCT9D+VzfK+/xorT4seq210o0YE6SD+czQAuCJ9X7nH7bXydHbWavEcMg093nHY4lU0Xhhle0HT75l9u6fPtquN4ziRduXJHWRGfyLC0uX7+0AngnqbzCz3Dm8in+ExZ+Fj9TugTgW2dCj70kUsQt6moARjfaxoI8bxw53V86rncOVNBIpp/xHmCQyRaakUcXljCQb10JSgA6quV0JDiZjPWeGsUnfEePsgmQBj7vm1hVyuAwluxs8Ux2Rsr2Vseo/pDkQmgiRYTvdJSegQ5Fg0725/hUnUbcop6pxE//DEaaaXkHXeI2Xew2BQ52dHpACy2grSUAjnKbbgYxwWfQriohGll0PBKmvKHjJ4VjxK1w6DWVPx5oaxLruv049RtoOxIyW+vl0Xfq7C6VxZsa3kunI+HCPOhxkn2e4BZ+iraanVADfnsFvv8/9z5CCT+BBBjsk9LdIi4J6rfSM53HveEOYus1mXa6p/lxwPHVl83OL8jmxsWw8jOdfccbg+WtGaEDNkeLs9PfcTyM9wSyrorn4J9ARdwIXz9Fu/qt+BTeP79sdeDdc1zZlb5SYzkr/1IOau8fTL35urfo1jyDuIBiyoCWZesP4SvqeUx9/ze5B3dMPZCB7bJDB3d+OYJLbfvDzQ8e4SezjW6PT3gPzgpvkbE/cJe6IuS2LizhvZNyXSnFQVuy3Hp8L445qAXx8cFt4n3Mpv2ub8qWx6BF99iizXRa6449oGc6DTqxlATHrGe9ULGQyiPUOV1AnM94g478mdI3+v3sowzBnhya1jOJm1TkzFX1A4WcPUJPZrRymnw48FrctHYEhHdaDE3leZ4fs4szh7Wjfzvbkq47i0hnG4lxAQKU8ConMpxP+S/XM1Z9RGtlH9cp+sSzh6bk+bt6PTXS3elf+gY8OQL++MD/Qr3v6nDx+qqY7pS/rzFYfc0dBD+LE0IkwejBIuarUVyHTkBRarjfYfEU09nhXjtIfUuc2sv9zAagXrH7XdDFLJtCIS3V38T++iwnq2d5W+l+bcfG9crKXtBuJV9fPoDerTNdA1aneHDZuC7cGHcLn6ijAZg53Lb2ADiobbDlZZBF6punw7vnwYvH+P4GZYRy9fLD645fzXhj9wAMUt/4lPRgWrSkUOhqFwE6xtlCbAtWU0KsS2Rom51AYoz9DKU4ntn/Kv/JklR2RiX+WMJPFlsY1U27yx/WpSGnP6KvyWo7clnPuII5ZRNKsaq0zCU1KtEH4Mb04JACfoQTftqMgMOug1aHRXfMSjDF4/bstVqNV8VlmTSd9GcBScrHRPfnp1xxNuMopoNDaLl07Ym87MmC/OJZfZl/zUjSv7Atsi82/s0rxlhKx9xLUby7/r9r6Mni4oAtmJ6Q/BFt0/aQTyY/0ZXVNHGJPq8aowH4wBjME8ak4PM2aa/+5Alli9ZNfQTHiHxwoXu5MLKIXpeoEuHHMIzPDMM4PHJJwUVMBIufSJy92J59TEjTLkRTP4DeM+yXVsvB0P98+3jtRmm12hKD0t2pz8s6MpNfhct3aCsPP3J7wph7tUDj9/2rDWh0YMWvzTKttQbnoVKg53SFgbPDixfREogLH6S1ujL3WAJOuM5DWiNoN1qLP5ZFkJdAvNskObURnGzG0NgaIiBe35nagsyKF+QlzpxVGzgbGh4Q2qUlIT14W+8z3ct7CmzRKhSpjYJd6fwYe597Oa2xfhlbZLbVYlhpsQ60nhhBQHTS8UjIaBl9+f2dUOnQw7FwjnarWPKae/321SjDIIHdNMrQM3Ct8z+mT8v6wfswmZb4PkM7ZlE/RbeFjVjHTepabuEqlz/44E4N6de2AamJsRHTGPsSSLBTvHotfmITdHvcdqRuiyNZc+5rnPlz2M3G8Jur7FDj1Adwn38bFhfQXZL05GDTda+LU2PlsDh8e2bQtqN4h0fVLOaqI7loTEfmnN6P3o2qoMvjtPhxEhPAiAmx7R9EE2Vns8v+4qIwJR2s+AS1Zyf/Pqor7ZT/u8YaAMYFFGC44k0544bNVI8SeHokWakJ3H6C7kMoSvk/dRH3M5uj+zSjHgU0Uhu4gtvL3P/GdPZvI67lRl5SJ/vOfpcb7/vLKfwd8RAccmXljxECr1AaLaFcA8cmBsd/uwRt8TFMfcHpOT9Qgrsdi6O4zMXSSXe1mP9N7BjkZjhOvc8ZPFaWtcnJYx0/5ObhibTKTiGTfCYtn4F6aTLXTOjGjH72+zrTjAkWF6Pb3IP3amvQL2c0pkOBnXnqyTN1eIGXZh3MHVMP5Ozh7fnvsd1p68lAx461OnB7JCvoUK5eftSg5RcEx+4pL6nsDIoTd+hO2/KvvfqT3iwkS20pW3f6ojEuwaR/FC5VF6t7eJjzwpZJYDeN0W1OJluYPbYzrXNSWbFxZ9lr1hKGuiQHW/T25kd/a77Kkvcd3NLYvW72Bpj2CRxuZq9tPQzG3KOf/WpikHIHNG6dFtwOWL+fkyu4LSjLHgAL7nUttstO4Nx+4d0EY0p2BwU1/yl5MH1nvUBM37NIPNFtjb1+kLaYjCuxxcGzd93CUzvGAwaj+IiblXvC/iiljRJ68yOvqGqQE8J5saz5xu3yW8cRi5/apCosAqwOuSW4tBluN0qhuPBvWwyyLINAD/InmepyfIr+c4oS9VtDuzHm95pA37MgzjPj5czY1NOtGpPWOLSAA9DvPPuzNcNiiUcTHTO6cY5GKqOFHowNucYWs4KOHeXvHIgPH6sjkmhRUcp+48zw5VIbwpFz7MGn1+ImKRPO+B4adNTLgTj7d1z8krtsmvlCswJNZ5jCj/cavTFsvC5k1veT6gf/doZnpmd3gdtKycI5SG43GrI7+W9z0udMmPGTLdQV79J1d8aPcNoCGHq9XTa3R2TLMYveM+DIx6HPzMhlhWAi1WEn93T0j790bYC5ajxPntTZXhdmRmbgsqu4pt7TNP7+P8SzhwPM1A7d1G+8THDcs2yVz5XqtqD1ETnkX462xwhblMt3hBZT90Vy/LN6Wagacl3r3SoTPr2ahtvc8bu81ltlBBK0NaK3rQEuUXbdmtjeoHOTdAJ7qiAjT8AjSnWfVvYxu3496hS/+QfZDqJkD9yQxpj00G7ZlsVNjxaZPN7a7V6Wyg4ClPhaBwxsn10mDLVWq+jZsj4vn6bbhkS1h8xY/R48umsy43mXsXxAjILODeN5fEIGh6qvAOhFeHEzKsJZ5x54qv/7bR/lyt3BIlUrh9XUyRsvJ065B9Tdso2QVnODX25ZFnjfyUnqOToSnHWr49JbyX71cFISYkmxLEuWvUNW6SZ6fnNaWbkGbOboNrv5whgNv71Wtj72/7rR95uT6MVP3NTiE9pt+xyePZKmpX/TL3M7JxQ/ztB547lPBceNiwqnNVdsBEH3H5YdyGlhF4p71GXBKx3v4ZHqU3LYyPmEH290Usu4kluw3pmdWcrxvAjAXVzGXDWe3kr7j+WozaQkBOjTOpM/N+h6FmAvzZV2+RwQ+DFo//9StzOvOoSCRc9qkdBJSja0GmJPrMfE6MnTDkdU/fFD0K9J8LA9VwXHzWrgEO3C0Torni47Pw9fqGS3K+PdWiOHp88aSNNMsz+U6BbdpyeHDoFxMXdztQrhSou23LpvTHAGUYsXjXEUHKezx81tUcFn2487W1dNwpd/ACL8/NPpd662rqmoiJRmpr3O7qJj+zT0DACsjkxKNsz6w44lFKqD02yg/dkSICzi0/SAPFTK61G32+5vlk/16Du1C1tyFmS00usOc5iVpjhcQCwxC2yBKSYW/u1RyC0rGC8xcfo4oYjkklVZyjNoBncmL9BWWA06aNcm0Ga9oYSsbHNQbQk31iD1kCug/RFQz7QE85qye62e+p6jxaCep0DjXjDhGRhlpkEu3qVd8SwaHhAcOPfEj+DKPdol8YiH9OzJ1A/1/poNtAUpCBaBcrvBONO9qrhQZ9DL7Q5NeutYTaDrXGZb2+LHWh+KnidDYj39GzotiGqK5lEEl92XcQpulST1Hoc14rzgbFQu5t9O6ne3cA+XuiwJUtQubuEq+Px6PeOT9wN9/743zI7CEJvgFp3DEZcIWRFcH/clIr0/vr2nRk4j5qubYW6w6+6rje7w/0LpXndAzlD89Tk8NqRqEgV4LX6OfLQsPWxmeh0TfsrL40NDboqnmKbkMb1fAzqseNC1bTBfM0+N5Xb+Za8s0LPY/x1Zn5fq2eu7zZ1C8isTypYDJbqznvDCeC5Td3Jl8mOcOrAhlyc8QodX7DhPI5RtHVJhIlnyVZdV8D5C000hMmRG4GDm+28oyKPTrvn8C0c/4bamriKPqllc/Od4vfDeeUG7uE9dwiGrboJnj9CJMO7pAHe10e3Imm+DykdNQjme5eJCnRyk2YCKH68G6U/kbJ/R8IaayrHq9YjlxqqPGMxXHMurPJBwNeeoR7hpQAF9lU9Q7Q2LGNTBtrxv6gg2nbVjcZWcd9RYQdwjUYNZPZuvfydyoXKgSvZEfk727IB37Yxem8l0ueSzzBN/8cPQmb6OVpHPv/E7od0wj1FvkLpIZ98bnBhlRuVoub56EwzsK/xzpifqMg271d6xrYF1qEGKJfBYHZ4yX+cQA4VDr7I/Oy03QHfQm/bVKc1fnOyfDSUQr8tZx4lL0i5soGPNbF2hZ1zPWAjrfrQDX3vJag9tR0Pfs4Nd6lJz/b8TiAtv0ltdFj+WCWV5hZ9ir/BjBsy1hLWdG7Rl1mH/DU5PnNVBB6a2spe0Hws/PwmNe+t7+NxROuBdkWfWoEEn/ftP+xh+flq72B12nb39gOPgFzPu094iGHCB/tu0VN+TL27Q23qerDtLrYbqQWfLwfoP9D234uU8OdIOxJaUac7uO2bXmprZ4wZ4fHaz2sJF67UlQEyAsvqa1T508O5pn+pMPQBpuTqQrxXrIaNl9aZx7XUajHsQNi+Hu/cxweCwG+Bjn9k/Pw44Dt4+M3K5aIhmQO+hmwruGA5S38AnZvyDBw8s/2yHlVlQBYIt4MLRfFDFg7/XNI9Xf6yCqPjIfwYvZd1X/uWNEjtIfDg+vswOkh+O3J46G184Yj0WP07RrAZjvvzTKLO88AkLOETpuEKugeATw2DjrySAK8dMet7H4Q+0K5+T5/Ws1LmGJoKlX/ODq+m4/2y87ipOLsw/P2qj7GoPmt9yiLZs6HS0tj72kpLjH9Nu93bofboWi1aHaKv2IYapmk9j/T/1H/3BDKl1yNchBvf3d6NPi0OY2v8ethbBqSv/RZSZ3CtHegs9WT1+DtxmToh3PBK+vjXs14DQ45BqIHVrFcQVdbL8vchlnnRPgnZVS+DRgbB9jfYC8cYUrWbUL8/oD96Mx5Wlzciq3d8+igg/tc2MnyC9ee0dP6k+nDrfHSjaiSX4xHiEH78Z4tkbIcVhYZKaqy2KCszMHHscJsKhZs4DCXrA5yfAWHFXYhOgUQ/9F4p6zeAEH2W580S3C0Z6c53ZA7Sw06SPTkve/nCd5tN1btUk/CRm6P/NB4YtFoT1e2aYglhDU/ixrLgsep8ZLPxYsZ2sTkzXY7UAaYl1Q6/TwZFbeWZw246E2eu1BU2o87UGx05XNCvlfbP++lzH3hc8gPJj1B3aWuOXp3Vd7TndvT2lQdlsexCpjnhN1oCsaX9Y9Jx/+VaHevZtzuJ0GK8tkeb9r/yWD2f9Co8dCoURUtgWbdX/o3YV0HEyqoRQnVkLSxSOSwkWG71EaxGzr9B5om4Dcg6A14PdwgBt+bX5d22NaNWjDuMj77vbVPjs6io71WplRcVm8vcJtq2KXCaS6HPxZi0of3xZZOEnVIwf0G3iDw/pNt16poWKsbGKBzhezl8Ftzv6XjldYcOi8N8p9QlUe95Ku59kWdIK+z7W/e49A0bfbWfoDMUVu7Trz52tg7dZAcK9/SWhYvz1OTP/quEJ8VF36EQqTtqNiU742R+xXL9qWPSpMhp01Fl/LyvQ3gL7EeLqVdvkdoOkjNo9h6YHafeWcFgD0rIZbx/hx2uxopSOJ2TR2BHseUdwMDJAZ0cC//SZlquXN8aCH6FMrie96H7BxybBgWfoz3FJ+riTX9FxYbxUl8VPi0Ha/WxQlFYVFpar19DrtMBguenVc5tK+9avXqfqDFv9ZtnrnBZaOV3gnKXBv6NSkQMlW+bOzphNFuMe1hnKohF9rHPqfYYW8sbPie47fnSZpFOu9z3bFhBH3m5nSvOjfiv9nSMfg/SmMOZuOOMHbXV05OPRHTenM/Q5K3I5a5DoE6vEH6N81ifhmL1eC1sWjpglgF3PIvmxtxzyj4pxAWjX1ZG3BguKoLP4XbjWdpdMytQze+evcsccC0WmzwDBogpd4qqUSJkmy8u5wWlZ9zlG3QHJmVpEtmKGtRyiB/TH6FgUdHbMTod7/3Q/EWb+Vv7shZZoL9QME5/Tkx/OoObdTtAWOweeoScIJr0EAz0WaH7tc0YL/X4A3T5Meim4jLDvMexGOO5NHRMzkugD2n03lOu8lR03NUfHGuwwrurOU6ganDFAQWeZBR3P8cSPgkUfsK3oq4KDr7DHMELtMeFZuHwnnPmLDta9n4k+IMKPEAmro+P1bfcbIEQyd7Q60aDj8fjt44iH9GDBL0uC0+InFFZcIa9F0oRn/SPvx8TqF/8VhW6LHq94AtUb46f5wPKbi1oCS8MDtMBgYQVudnLyPHcnNzkLTng3OKtbVZCao61wWvu4j8Qlhc4UF4oWB8MFq8pvEeUkJkaLijExWryZtQL6n6eDZY+8Hfpf6P+9juPdwlmjnjrDWY8Toz/2wZeH3jbBNFm1hJ94s957O5ipnt8sPg3O/CliUF4XsUl6QOvcR1czfXlfRzDrQZfYIm6XY/Vv0GaEO7aWE8sPvvME/dydGkVaWT8GzK7Y9yqDMybZ1Qac4jDTb9pXu/wNulRbqFmxs9KbBQe1Ly/RiIE1gbMNnvUnnFPOGDgjbw+9bdJLwQGuw2VNrA0y27rFbytIpVJ6QN/hCOgxHUY4spqFe/8oBdkdw1sFeRl5O1VhvbfaKGe7uj9jCdQND7DX9ToNTv4cjngATv1Kt2dDroFjX7XTNvtZ/HjpPMFn3cTQ5eNSoN3Y6M+9vGS1j1xmfyHHvN8HX67d2zuUMyiwX1r3qw23u3vno+2kK1VFDaeL39fZY1SgL64CtndFbKI9gZmYHtxXnfg8jL1f95MvMrNHRpoU8QQ4DqLb8e5+VjSMe6R85WuSY16o7TOoGOnNIT5Zi711PCZbKET4EcJjdXTK4uSYHVSXsBLBQXvqh9paw2lV1GY4XOXoRFkuFLHxkBkioJrVgQmXoem0BdrlzMsBk3XWDS+BOH0tcR7rCb8GwRsrqLbpN0sLGM7OK/hnoGg+ILjc/kpSfTtuFGgBaGToLAOVJjbeFg3AjsGU3dm2LNttxnlKzYHz/tL3tetxMMwMVNzhCO2OaWUb6zxBu2BN/0y7JR79tF4/9v7Q7lYzf4Xpn8CUt7UIe/l2mPhMcLnMtnDJZt2hPeY53TGa+r62gDp5np4pHX6TXd4KiG4Fw2zaF85aFD5Dnh+HXm13JrL9032X4RSRy0Ono93LXjdbv459bILOIlcRP35vIPke07W44mc1Fyq+2EmfB2dIdOIVBb006Qv9zg9ef+UeONsRHLF+q8gDjN5m/CYVo61gmvR1b7cG1J2O1nXUO5PuZwVo0fGo8McGHYMsGjKjjJPltVBLMjvvVnbK2AQdvNkZZD4aUWfwv6HJQTDlbQyHBcgPhretTtIu0ce8GPk+RqDwlAguauC2LApnZWQFza8JymvpWhX4TY74TezEJmhLgIPO0csVjcd49NNwsU9mwst3wBU73IkpnBZlh91QseM5OfYV7c5UUZKy3HWzgoFsf+x0VeRC1UlWB/seR5vl04vV742UsbFBe/1MXxTCsn3ya+U7rjXpGQ1j7yvfvmuDwZWrCzO4hZsNsy8U7p3ipHinfd/i02wL/nifSeauk6CP+cyk5sBl2+HSreH3f/oCeyIPtPugk8T6/n0zZ1/KS7cTdD8s2msMh5WYpzyEquddJkGXY+CIB/2378v49fH2M0T4EcLjtfixBifOmduzfws/EGszDHqGcakBf9cqL036aJPMcH7UCanuOEOhuHyntg4adYf/9opmSatJlHILGMK+S/8L4OindEfemj3ufabdiXbGZcporuv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" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4619.0 5.308539 4.981320 2.586923 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4619.0 4.050482 3.755365 2.071886 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 1.609865 4.605182 10.141739 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.570313 3.374441 8.874638 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 58.985066 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 50.738612 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314622.04.9352574.7811142.2308782.9522124.7418768.05660563.128868
4.14.170-gc72771da3_audio-g3ab4335-ab324622.03.7994103.6181402.3021131.6216003.4928787.11464464.061386
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4622.0 4.935257 4.781114 2.230878 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4622.0 3.799410 3.618140 2.302113 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.952212 4.741876 8.056605 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.621600 3.492878 7.114644 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.128868 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 64.061386 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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countmeangeomeanstdmin50%99%max
4.14.111_audio-g3ab4335-ab314622.04.9352574.7811142.2308782.9522124.7418768.05660563.128868
4.14.170-gc72771da3_audio-g3ab4335-ab324622.03.7994103.6181402.3021131.6216003.4928787.11464464.061386
\n", + "
" + ], + "text/plain": [ + " count mean geomean std \\\n", + "4.14.111_audio-g3ab4335-ab31 4622.0 4.935257 4.781114 2.230878 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 4622.0 3.799410 3.618140 2.302113 \n", + "\n", + " min 50% 99% \\\n", + "4.14.111_audio-g3ab4335-ab31 2.952212 4.741876 8.056605 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 1.621600 3.492878 7.114644 \n", + "\n", + " max \n", + "4.14.111_audio-g3ab4335-ab31 63.128868 \n", + "4.14.170-gc72771da3_audio-g3ab4335-ab32 64.061386 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# show plots for each comparable pair, by workload\n", + "for workload_name in raw_df['id'].unique():\n", + " # aggregated\n", + " jankbench_plot(workload_name, raw_df, threshold, kind='boxplot', summarize=True)\n", + " # aggregated\n", + " jankbench_plot(workload_name, raw_df, threshold, kind='cdf')\n", + " # iteration 1\n", + " jankbench_plot(workload_name, raw_df, threshold, kind='frametimes', summarize=True)#, iteration=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Energy (not implemented yet)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overall Statistics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Plotting Function" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_stats(df, description, stat='mean', confidence='ks2samp_test', ax=None):\n", + " alpha = 'alpha'\n", + " tmp_df = df.copy()\n", + " tmp_df[alpha] = 1.0-tmp_df[confidence]\n", + " \n", + " # encapsulate fig\n", + " def __display_fig(fig):\n", + " if fig is not None:\n", + " display(fig)\n", + " \n", + " if ax is None:\n", + " # set up figure\n", + " fig = plt.figure(figsize=(20,20))\n", + " ax = plt.axes()\n", + " else:\n", + " fig = None\n", + " ax.set_title(\"{} Stat={}\".format(description, stat))\n", + " y_size = len(tmp_df)\n", + " ax.set_ylim(bottom=len(tmp_df), top = -1)\n", + " ax.set_xlim(left=tmp_df[stat].min(), right=tmp_df[stat].max())\n", + " x_range = tmp_df[stat].max() - tmp_df[stat].min()\n", + " y_pos = 0.0\n", + " labels = []\n", + " for index, row in tmp_df.iterrows():\n", + " if row[stat] < 0:\n", + " left = row[stat]\n", + " text_pos = 0.0\n", + " ax.text((x_range/100.0), y_pos, \"p-val: {:4.2f} ({})\".format(row[confidence], confidence))\n", + " else:\n", + " left = 0.0\n", + " ax.text(-(x_range/100.0), y_pos, \"p-val: {:4.2f} ({})\".format(row[confidence], confidence), horizontalalignment='right')\n", + " ax.barh(y_pos, abs(row[stat]), left=left, align='center', alpha=row[alpha])\n", + " ax.barh(y_pos, abs(row[stat]), left=left, align='center', linewidth=1.0, fill=False)\n", + " y_pos += 1.0\n", + " labels.append(index)\n", + " ax.set_yticks(np.arange(y_pos))\n", + " ax.set_yticklabels(labels)\n", + " __display_fig(fig)\n", + " if fig is not None:\n", + " plt.close(fig)\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Read Results from dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "results_collector = wa.get_collector('results')\n", + "results = results_collector.df" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kernel reference: 4.14.111_audio-g3ab4335-ab31\n", + "Results for ['4.14.170-gc72771da3_audio-g3ab4335-ab32']\n" + ] + } + ], + "source": [ + "# We will assume that the first kernel is the reference,\n", + "# but be careful to make sure you select the desired one\n", + "# here as it influences the comparisons below.\n", + "available_kernels = list(results['kernel'].unique())\n", + "ref = available_kernels[1]\n", + "print(\"Kernel reference:\", ref)\n", + "# These are the other kernels available\n", + "available_kernels.remove(ref)\n", + "print(\"Results for {}\".format(available_kernels))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Geekbench Results" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "stats = Stats(results[results['workload'] == 'geekbench'], ref_group={'kernel':ref}, agg_cols=['iteration'])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2021-01-28 18:22:32,941][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,944][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=multicore_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,947][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,949][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_AES_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,952][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_LZMA_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,955][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_JPEG_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,957][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Canny_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,960][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Lua_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,963][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Dijkstra_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,966][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_SQLite_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,968][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_HTML5-Parse_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,971][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_HTML5-DOM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,974][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Histogram-Equalization_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,976][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_PDF-Rendering_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,979][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_LLVM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,982][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Camera_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,984][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_SGEMM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,987][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_SFFT_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,990][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_N-Body-Physics_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,992][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Ray-Tracing_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,995][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Rigid-Body-Physics_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:32,998][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_HDR_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,000][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Gaussian-Blur_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,003][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Speech-Recognition_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,006][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Face-Detection_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,008][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Memory-Copy_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,011][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Memory-Latency_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,014][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Single-Core_Memory-Bandwidth_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,016][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,019][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_AES_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,022][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_LZMA_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,024][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_JPEG_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,027][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Canny_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,030][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Lua_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,032][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Dijkstra_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,035][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_SQLite_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,037][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_HTML5-Parse_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,040][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_HTML5-DOM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,043][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Histogram-Equalization_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,045][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_PDF-Rendering_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,049][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_LLVM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,053][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Camera_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,056][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_SGEMM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,058][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_SFFT_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,061][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_N-Body-Physics_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,064][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Ray-Tracing_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,066][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Rigid-Body-Physics_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,069][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_HDR_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,071][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Gaussian-Blur_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,074][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Speech-Recognition_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,076][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Face-Detection_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,079][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Memory-Copy_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,081][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Memory-Latency_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,084][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=Multi-Core_Memory-Bandwidth_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,088][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,091][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=multicore_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,094][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,096][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_AES_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,099][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_LZMA_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,102][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_JPEG_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,104][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Canny_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,107][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Lua_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,109][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Dijkstra_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,112][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_SQLite_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,114][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_HTML5-Parse_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,117][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_HTML5-DOM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,120][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Histogram-Equalization_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,122][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_PDF-Rendering_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,125][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_LLVM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,128][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Camera_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,131][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_SGEMM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,133][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_SFFT_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,136][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_N-Body-Physics_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,139][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Ray-Tracing_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,141][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Rigid-Body-Physics_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,144][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_HDR_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,146][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Gaussian-Blur_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,149][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Speech-Recognition_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,152][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Face-Detection_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,154][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Memory-Copy_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,157][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Memory-Latency_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,159][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Single-Core_Memory-Bandwidth_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,162][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,165][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_AES_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,167][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_LZMA_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,170][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_JPEG_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,172][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Canny_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,175][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Lua_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,178][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Dijkstra_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,180][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_SQLite_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,183][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_HTML5-Parse_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,185][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_HTML5-DOM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,188][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Histogram-Equalization_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,191][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_PDF-Rendering_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,194][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_LLVM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,197][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Camera_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,199][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_SGEMM_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,202][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_SFFT_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,204][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_N-Body-Physics_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,208][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Ray-Tracing_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,211][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Rigid-Body-Physics_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,213][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_HDR_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,216][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Gaussian-Blur_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,219][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Speech-Recognition_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,221][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Face-Detection_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,224][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Memory-Copy_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,229][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Memory-Latency_score, tag=iter_3, unit=, workload=geekbench\n", + "[2021-01-28 18:22:33,233][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-geekbench, kernel=4.14.111_audio-g3ab4335-ab31, metric=Multi-Core_Memory-Bandwidth_score, tag=iter_3, unit=, workload=geekbench\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Available Stats:\n", + " median\n", + " mean\n", + " std\n", + " count\n", + " ks2samp_test\n" + ] + } + ], + "source": [ + "available_stats = stats.df['stat'].unique()\n", + "print(\"Available Stats:\")\n", + "for stat in available_stats:\n", + " print(\"\",stat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Split into single and multi-core results for display" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "single = []\n", + "multi = []\n", + "for metric in stats.df['metric'].unique():\n", + " if metric.startswith('Multi-Core'):\n", + " multi.append(metric)\n", + " elif metric.startswith('Single-Core'):\n", + " single.append(metric)\n", + " \n", + "multi_df = stats.df[stats.df['metric'].isin(multi)]\n", + "single_df = stats.df[stats.df['metric'].isin(single)] " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "results.to_parquet('df.parquet')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5kUnPDh06sGPHDrZt23aiwhMRERERkTCipKeIiJxxAoEA7dq1Y8iQIcTExNC/f38OHDhQpk5xcTHR0dHs3bs3VNamTRt27drFokWLSEpKIiEhgRtuuIFdu3bVavxf/OIXREZGVltn4cKF/OpXvwKgf//+fPzxxzjnWLhwIYMGDaJBgwZcccUVtG7dmjVr1lRoP2/ePFJTUyuUb9myhYSEBNauXcuGDRvo2rUrPp+P+Ph4Nm/eTLNmzejUqRMAkZGRxMTEsHPnTgCmTp1KbGws8fHxDBo0CIA1a9aQnJxMQkICV199NZs2bQKCq15vvfVWevXqRXR0NC+//DLPP/88CQkJXHXVVezevRuAHj16MGbMGHw+H3FxcZXOBYLf2YwZM5gyZQo+n4+cnBwKCgpIS0sjMTGRxMREVq5cCcAnn3yCz+fD5/ORkJDA/v37GTduHDk5Ofh8PqZMmQJAv379yMrKqv7LEhERERGRs5KSniIickbatGkT999/P19++SWNGzdm+vTpZe7Xq1eP1NRUFixYAMDq1atp1aoVl112Gddccw2rVq0iLy+PQYMG8cwzz1ToPzs7m/Hjxx93fDt37qRly5ZAcPVlVFQUP/74Y5lygBYtWoSSkqWtXLmSzp07V5hzWloaM2fOJDExkRkzZjBmzBj8fj+5ubm0aNGiTP1AIEBeXh5JSUkAZGZmkpeXx7p165gxYwYA7dq1Iycnh7y8PCZOnMijjz4aap+fn8/bb7/N2rVreeyxxzj//PPJy8sjOTmZ2bNnh+odOHAAv9/P9OnTueuuuyp9HtHR0YwYMYKMjAz8fj/du3dnzJgxZGRksHbtWt566y3uueceACZPnsy0adPw+/3k5OTQsGFDMjMz6d69O36/n4yMDAC6dOlCTk5Ozb4QERERERE5qyjpeQYwM2dmc0tdR5hZgZm9W4O2Rd6f0WZ2R6nyLmY2tYo255hZppltNrPPzewzM7v5RMylmjh93jxvKld+1Mz8pX7GeeV9zSzPzL4ws41m9puTGZ+InH5atmxJt27dABg6dCgrVqyoUCc9PZ033ngDgKysLNLT0wHYsWMHvXv3pkOHDjz77LNs2LChQtuUlBQmTpx4EmdQvd27d5dZTVpQUEBqairz5s2jY8eOACQnJ/PUU08xadIktm7dSsOGDUP1i4qKSEtL44UXXghtkY+Pj2fIkCHMnTuXiIgIAPbt28eAAQOIi4sjIyOjzLPo2bMnkZGRNG3alKioKPr16wcEt5aXPqN08ODBAFx77bUUFhaWWV1bnY8++ohRo0bh8/lISUmhsLCQoqIiunXrxtixY5k6dSp79+4NxVrepZdeyvfff1+jsURERERE5OyipOeZ4e9AnJmV/DbbC6i4LKh60UAo6emcy3XOja6i7u+AZkCcc64TcCtQ/T7OUsysfi1jAxgMrPD+LO0n55yv1E+mmZ0D/AfQzznXEUgAlh/HmMflOOcnIieYmVW4Xr16dWhbdHZ2NsnJyXzzzTcUFBTwzjvvcPvttwPwwAMPMGrUKNavX88rr7zCwYMHT3h8zZs3Z/v27QAcOXKEffv2cckll5Qph2ACtnnz5hXaR0REUFxcHLqOiori8ssvL5PcveOOO8jOzqZhw4bccsstLF26FIDDhw+TlpbGkCFDQnMGeO+99xg5ciSff/45iYmJHDlyhCeeeIKePXuSn5/PokWLyjyLBg0ahD7Xq1cvdF2vXj2OHDkSulfZd1ETxcXFrFq1Cr/fj9/vZ+fOnTRq1Ihx48bx6quv8tNPP9GtWze++uqrStsfPHiwTKJXRERERESkhJKeZ47FQB/v82DgTyU3zGyCmf221HW+mUWXa58JdPdWS2aYWY/KVoqa2fnAvcADzrlDAM65Xc65N737g81svTfGpFLtiszsOTP7Akg2s6FmtsYb75XqEoUW/O14AHAn0MvMzjvGs4gEIoAfvfgOOec2VdP/AC/eL8zsf7yy+mY22StfZ2YPeOW/8FaQrjezP5pZA688YGaTzOxzYICZ3eitgP3czP7LzBodI2YROcG2bdvGZ599BsD8+fO55pprSEpKCiXQUlJSMDNuu+02xo4dS0xMDJdccgkQXN1YkmicNWvWSYkvJSUl1Pef//xnrr/+esyMlJQUsrKyOHToEN999x2bN2+ma9euFdq3bduWLVu2hK7PPfdcFixYwOzZs0Mv9NmyZQtXXnklo0ePJjU1lXXr1uGc4+677yYmJoaxY8eG2hcXF4fe7D5p0iT27dtHUVFRmWcxc+bM45pryWraFStWEBUVRVRUVKX1IiMj2b9/f+j6xhtv5KWXXgpd+/1+AL799ls6dOjAww8/TGJiIl999VWFtgBff/11jd9qLyIiIiIiZxclPc8cWcAgLyEYD6yuZftxQI63WnJKNfVaA9ucc4Xlb5jZz4BJwPWAD0g0s1u92xcAq72Vlz8C6UA355wPOAoMqWbMq4HvnHPfElyx2afUvYbltrenO+d2A9nAVjP7k5kNMbPq/i6PB3p7saV4Zb8muPrV55yLB+Z5z3YmkO6c60AwsXpfqX5+9Fa+fgQ8DtzgXecCY6mEmf3azHLNLLegoKCaEEWkttq2bcu0adOIiYlhz5493HfffZXWS09PZ+7cuaGt7QATJkxgwIABdO7cmSZNmlTarrozPbt3786AAQP4+OOPadGiBUuWLAFg/PjxZGdnA3D33Xfz448/0rp1a55//nkyMzMBaN++PQMHDiQ2NpabbrqJadOmUb9+xf8u1KdPH5YvX16m7IILLuDdd99lypQpZGdn8+abbxIXF4fP5yM/P59hw4axcuVK5syZw9KlS0OrXhcvXszRo0cZOnQoHTp0ICEhgdGjR3PhhRfy0EMP8cgjj5CQkFBm9WZtnHfeeSQkJDBixAhee+21Kuv169ePBQsWhF5kNHXqVHJzc4mPjyc2NjZ0zugLL7xAXFwc8fHxnHPOOdx8883Ex8dTv359OnbsGHqR0bJly+jTp0+V44mIiIiIyNnLnHN1HYMcg5kVOecamVkuMA1oA3wA/NY519fMJgBFzrnJXv18oK9zLlCqbY+S+l6dMtelxooHZjnnEiqJIxVIc84N867vBto758aa2RGggXPuqJmNAh4F/uo1bQj8yTk3oYr5vQx84Zz7TzNLAYY55/qXnnsV7ToANwDDvPZ3VlFvBvBz4E3gbefcj2b2FjDDOfdhqXodgZecc9d6178ARjrnbjezAHCdc26rmfUlmBzd4TU9F/jMOXd3ZeOX6NKli8vNza2uiojUUCAQoG/fvuTn59d1KCfNDz/8wLBhw/jwww+PXbkO9ejRg8mTJ9OlS5dTOu6hQ4e47rrrWLFiRZVnflbFzDjZ//5zKsYQEREREREws7845yr8QlK73xKkrmUDk4EewCWlyo9QdtXusbaHl2FmS4DLCK5YHA1cbmaNK1vtWY2DzrmjJV0STJw+UoOx6wNpQKqZPea1vcTMIp1z+6tr65xbD6w3sznAdwS3x1dWb4SZJRFcQfoXM+tcWb0a+HtJ2MCHzrny54+KiJwwzZo1495776WwsDD0IiL5h23btpGZmVnrhKeIiIiIiJwdtL39zPJH4Ekv2VdaAOgEYGadgCsqabufKl5G5Jzr7W17v8c5dwB4DXjRzM71+mxqZgOANcB1ZtbES1YOBj6ppMuPgf5mdqnX/mIza1XFnH4BrHPOtXTORTvnWgFvAbdVUR8zK1m5WsIHbK2m/s+dc6udc+OBAqAl8CHwGzOLKIkR2AREm1lrr+kvq5jfKqBbST0zu8DM/rWq8UXkxIuOjg7rVZ4lBg4ceNonPJcvX15hlefrr78e2lpf8jNy5MgTOm6bNm3o0aPHCe1TRERERETCh5ZHnEGcczuAqZXcegsYZmYbCJ71+XUlddYBR70XDc0E8qoZ6nHg98BGMztIcIXjeOfcD2Y2DlhGcLXje865hZXEudHMHgc+8M7aPAyMpPLE5GBgQSXzuQ+YjXemZ6l77wN/AB4ys1eAn7z47qxmPs+aWRsv5o+BL4B84F+BdWZ2GPhP59zLZjYc+C8vGboWmFHJ/ArM7E7gTyUvOiL4zCp77iIiZ53hw4czfPjwug5DRERERETOYjrTU+QU0ZmeIiKnB53pKSIiIiISPqo601Pb20VERERERERERCSsaHu7nDJmthpoUK74l5WcUXq8/T8GDChX/F/OuT+ciP5FREREREREROTMoKSnnDLOuaST3P8fCJ73KSIiIiIiIiIiZzFtbxcREREREREREZGwoqSniIiIiIiIiIiIhBUlPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMJKRF0HICIiInIqtWrVCjM76WOIiIiIiEjdUdJTREREziqBQKCuQxARERERkZNM29tFREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElYi6joAEREROX7R0dFs3bq1rsM4o7Rq1YpAIFDXYYiIiIiIyEmkpKeIiMgZbOvWrTjn6jqMM4qZ1XUIIiIiIiJykml7u4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIyCk2c+ZMRo0adcx6N910ExdeeCF9+/atss6hQ4dIT0+ndevWJCUlEQgEQveefvppWrduTdu2bVmyZEml7Z1zXH/99RQWFhIIBIiLi6vRHLZv307Pnj2JjY2lffv2vPjiizVqdyosX76cTz/99LjaBgIB5s+fH7pev349d9555wmKTEREREROFSU9RURERE5TDz74IHPmzKm2zmuvvcZFF13EN998Q0ZGBg8//DAAGzduJCsriw0bNvD+++9z//33c/To0QrtFy9eTMeOHWncuHGtYouIiOC5555j48aNrFq1imnTprFx48Za9XGynMikZ4cOHdixYwfbtm07UeGJiIiIyCmgpKeIiIhIFQKBAO3atWPIkCHExMTQv39/Dhw4UKZOcXEx0dHR7N27N1TWpk0bdu3axaJFi0hKSiIhIYEbbriBXbt21Wr8X/ziF0RGRlZbZ+HChfzqV78CoH///nz88cc451i4cCGDBg2iQYMGXHHFFbRu3Zo1a9ZUaD9v3jxSU1MrlG/ZsoWEhATWrl3Lhg0b6Nq1Kz6fj/j4eDZv3kyzZs3o1KkTAJGRkcTExLBz504Apk6dSmxsLPHx8QwaNAiANWvWkJycTEJCAldffTWbNm0Cgqteb731Vnr16kV0dDQvv/wyzz//PAkJCVx11VXs3r0bgB49ejBmzBh8Ph9xcXGVzgWC39mMGTOYMmUKPp+PnJwcCgoKSEtLIzExkcTERFauXAnAJ598gs/nw+fzkZCQwP79+xk3bhw5OTn4fD6mTJkCQL9+/cjKyqr+yxIRERGR04qSniIiIiLV2LRpE/fffz9ffvkljRs3Zvr06WXu16tXj9TUVBYsWADA6tWradWqFZdddhnXXHMNq1atIi8vj0GDBvHMM89U6D87O5vx48cfd3w7d+6kZcuWQHD1ZVRUFD/++GOZcoAWLVqEkpKlrVy5ks6dO1eYc1paGjNnziQxMZEZM2YwZswY/H4/ubm5tGjRokz9QCBAXl4eSUlJAGRmZpKXl8e6deuYMWMGAO3atSMnJ4e8vDwmTpzIo48+Gmqfn5/P22+/zdq1a3nsscc4//zzycvLIzk5mdmzZ4fqHThwAL/fz/Tp07nrrrsqfR7R0dGMGDGCjIwM/H4/3bt3Z8yYMWRkZLB27Vreeust7rnnHgAmT57MtGnT8Pv95OTk0LBhQzIzM+nevTt+v5+MjAwAunTpQk5OTs2+EBERERE5LSjpeZKYmTOzuaWuI8yswMzerUHbIu/PaDO7o1R5FzObWkWbc8ws08w2m9nnZvaZmd18IuZSxXiNzOwVM/vWzP5iZsvNLOlkjSciIlJXWrZsSbdu3QAYOnQoK1asqFAnPT2dN954A4CsrCzS09MB2LFjB71796ZDhw48++yzbNiwoULblJQUJk6ceBJnUL3du3eXWU1aUFBAamoq8+bNo2PHjgAkJyfz1FNPMWnSJLZu3UrDhg1D9YuKikhLS+OFF14IbZGPj49nyJAhzJ07l4iICAD27dvHgAEDiIuLIyMjo8yz6NmzJ5GRkTRt2pSoqCj69esHBLeWlz6jdPDgwQBce+21FBYWllldW52PPvqIUaNG4fP5SElJobCwkKKiIrp168bYsWOZOnUqe/fuDcVa3qWXXsr3339fo7FERERE5PSgpOfJ83cgzsxKfivoBVRcXlG9aCCU9HTO5TrnRldR93dAMyDOOdcJuBWofj9cKWZWv5axvQrsBto45zoDw4EmtezjuJhZ5b+RnCJ1Pb6IiJxaZlbhevXq1aFt0dnZ2SQnJ/PNN99QUFDAO++8w+233w7AAw88wKhRo1i/fj2vvPIKBw8ePOHxNW/enO3btwNw5MgR9u3bxyWXXFKmHIIJ2ObNm1doHxERQXFxceg6KiqKyy+/vExy94477iA7O5uGDRtyyy23sHTpUgAOHz5MWloaQ4YMCc0Z4L333mPkyJF8/vnnJCYmcuTIEZ544gl69uxJfn4+ixYtKvMsGjRoEPpcr1690HW9evU4cuRI6F5l30VNFBcXs2rVKvx+P36/n507d9KoUSPGjRvHq6++yk8//US3bt346quvKm1/8ODBMoleERERETn9Kel5ci0G+nifBwN/KrlhZhPM7LelrvPNLLpc+0ygu5n5zSzDzHpUtlLUzM4H7gUecM4dAnDO7XLOvendH2xm670xJpVqV2Rmz5nZF0CymQ01szXeeK9UlQg1s58DScDjzrlib7zvnHPvefff8VZ/bjCzX5cb71mv/CMz6+qtEN1iZilenfpenbVmts7MfuOV9zCzHDPLBjZWN04l8dY3s5ne/NebWYZX3tqL4wtvdezPLejZUnXTKxu/qjgrGfvXZpZrZrkFBQVVhSgiIqexbdu28dlnnwEwf/58rrnmGpKSkkIJtJSUFMyM2267jbFjxxITE8Mll1wCBFc3liQaZ82adVLiS0lJCfX95z//meuvvx4zIyUlhaysLA4dOsR3333H5s2b6dq1a4X2bdu2ZcuWLaHrc889lwULFjB79uzQC322bNnClVdeyejRo0lNTWXdunU457j77ruJiYlh7NixofbFxcWhN7tPmjSJffv2UVRUVOZZzJw587jmWrKadsWKFURFRREVFVVpvcjISPbv3x+6vvHGG3nppZdC136/H4Bvv/2WDh068PDDD5OYmMhXX31VoS3A119/XeO32ouIiIjI6UFJz5MrCxhkZucB8cDqWrYfB+Q453zOuSnV1GsNbHPOFZa/YWY/AyYB1wM+INHMbvVuXwCsds51BH4E0oFuzjkfcBQYUsV47QG/c67iK2CD7vJWf3YBRpvZJaXGW+qcaw/sB35PcAXsbUDJvr67gX3OuUQgEbjXzK7w7nUCxjjn/vUY45TnA5o75+Kccx2A173yecA0b/5XAz8At3v1OwI3AM+aWbNKxq8uzhDn3H8457o457o0bdq0ivBEROR01rZtW6ZNm0ZMTAx79uzhvvvuq7Reeno6c+fODW1tB5gwYQIDBgygc+fONGlS+YaI6s707N69OwMGDODjjz+mRYsWLFmyBIDx48eTnZ0NwN13382PP/5I69atef7558nMzASgffv2DBw4kNjYWG666SamTZtG/foV/3tmnz59WL58eZmyCy64gHfffZcpU6aQnZ3Nm2++SVxcHD6fj/z8fIYNG8bKlSuZM2cOS5cuDa16Xbx4MUePHmXo0KF06NCBhIQERo8ezYUXXshDDz3EI488QkJCQpnVm7Vx3nnnkZCQwIgRI3jttdeqrNevXz8WLFgQepHR1KlTyc3NJT4+ntjY2NA5oy+88AJxcXHEx8dzzjnncPPNNxMfH0/9+vXp2LFj6EVGy5Yto0+fPlWOJyIiIiKnH3PO1XUMYcnMipxzjcwsF5gGtAE+AH7rnOtrZhOAIufcZK9+PtDXORco1bZHSX2vTpnrUmPFA7OccwmVxJEKpDnnhnnXdwPtnXNjzewI0MA5d9TMRgGPAn/1mjYE/uScm1BJnynAcOfcbVXMfQLBRCYEt+j3ds6tMrNDwHnOOWdmE4FDzrk/mFk9YLdz7kIz+zPBBHHJq3GjgN8A/wf8P+dcz2ONU0k8FwG5BFfevkfwe7gA+NI516Jc3SnAeufcH73rOcB/AYWlx68qTufcB5U9E4AuXbq43Nzcqm6LiBwXM0P/X147tXlmgUCAvn37kp+ff5Kjqjs//PADw4YN48MPP6zrUKrVo0cPJk+eTJcuXU7puIcOHeK6665jxYoVVZ75KSIiIiJ1x8z+4pyr8C+J+je3ky8bmAz0AEqvRDxC2ZW259WmUzNbAlxGMJk3GrjczBpXttqzGgdLrdY0gonTR2rQbgPQ0czql1/t6SVmbwCSnXMHzGw5/5jbYfeP3zKLgZKt+MWlzsk0gtv0l1TS799rOE4Zzrk9ZtYR6A2MAAYCY2owz/L+XupzpXGKiIicaZo1a8a9995LYWFh6EVE8g/btm0jMzNTCU8RERGRM4y2t598fwSedM6tL1ceILhdGjPrBFTYGk1wC3ilLyNyzvX2tr3f45w7ALwGvGhm53p9NjWzAcAa4Doza+Kd0TkY+KSSLj8G+pvZpV77i82sVRVjf0sw2fqkWfANAhZ803wfgise93iJyHbAVZU/liotAe4zs3O8fv/VzC6opF6NxzGzJkA959xbwONAJ+fcfmBHyVZ/M2tgwbNRc4B078zOpsC1BJ/h8cYpIiJnsOjo6LBe5Vli4MCBp33Cc/ny5RVWeb7++uuhrfUlPyNHjjyh47Zp04YePXqc0D5FRERE5OTTf7I+yZxzO4Cpldx6CxhmZhsInvX5dSV11gFHLfiioZlAXjVDPU7wjMyNZnaQ4KrE8c65H8xsHLCM4OrE95xzCyuJc6OZPQ584G03PwyMBLZWMd49wHPAN2b2E/A34EEv5hFm9iWwCaiw3fwYXiW4Vf1zL6FaQPBN9OW9X4txmgOve/MCKFnN+kvgFW+r/WFgALAASAa+ABzwkHPuf73E6vHEKSIiIifJ8OHDGT58eF2HISIiIiKnIZ3pKXKK6ExPETkZdKZn7emZiYiIiIiEj6rO9NT2dhEREREREREREQkr2t4u1TKz1UCDcsW/rOSM0tPCmRaviIiIiIiIiIiceEp6SrWcc0l1HUNtnGnxioiIiIiIiIjIiaft7SIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJKxF1HYCIiIgcv1atWmFmdR3GGaVVq1Z1HYKIiIiIiJxkSnqKiIicwQKBQF2HICIiIiIictrR9nYREREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhJWIug5ARERE5FS6NPI8CooO1XUYIlKHWrVqRSAQqOswRERE5CRS0lNERETOKgVFh1jwm+51HYaI1KHbXsmp6xBERETkJNP2dhEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERz8yZMxk1atQx682aNYs2bdrQpk0bZs2aVWmd//qv/6J9+/bUq1eP3NzcMveefvppWrduTdu2bVmyZEml7Z1zXH/99RQWFhIIBIiLi6vRHLZv307Pnj2JjY2lffv2vPjiizVqdyosX76cTz/99LjaBgIB5s+fH7pev349d9555wmKTEREREREwo2SniIiIrWwe/dunnzySVavXs2aNWt48skn2bNnT4V6cXFxvP3221x77bVlyjdu3EhWVhYbNmzg/fff5/777+fo0aMV2i9evJiOHTvSuHHjWsUXERHBc889x8aNG1m1ahXTpk1j48aNtZvkSXIik54dOnRgx44dbNu27USFJyIiIiIiYURJTxEROeMEAgHatWvHkCFDiImJoX///hw4cKBMneLiYqKjo9m7d2+orE2bNuzatYtFixaRlJREQkICN9xwA7t27arx2EuWLKFXr15cfPHFXHTRRfTq1Yv333+/Qr2YmBjatm1boXzhwoUMGjSIBg0acMUVV9C6dWvWrFlTod68efNITU2tUL5lyxYSEhJYu3YtGzZsoGvXrvh8PuLj49m8eTPNmjWjU6dOAERGRhITE8POnTsBmDp1KrGxscTHxzNo0CAA1qxZQ3JyMgkJCVx99dVs2rQJCK56vfXWW+nVqxfR0dG8/PLLPP/88yQkJHDVVVexe/duAHr06MGYMWPw+XzExcVVOhcIfmczZsxgypQp+Hw+cnJyKCgoIC0tjcTERBITE1m5ciUAn3zyCT6fD5/PR0JCAvv372fcuHHk5OTg8/mYMmUKAP369SMrK6v6L0xERERERM5KSnqKiMgZadOmTdx///18+eWXNG7cmOnTp5e5X69ePVJTU1mwYAEAq1evplWrVlx22WVcc801rFq1iry8PAYNGsQzzzxTof/s7GzGjx9foXznzp20bNkydN2iRYtQUrEmatp+5cqVdO7cucKc09LSmDlzJomJicyYMYMxY8bg9/vJzc2lRYsWZeoHAgHy8vJISkoCIDMzk7y8PNatW8eMGTMAaNeuHTk5OeTl5TFx4kQeffTRUPv8/Hzefvtt1q5dy2OPPcb5559PXl4eycnJzJ49O1TvwIED+P1+pk+fzl133VXpvKOjoxkxYgQZGRn4/X66d+/OmDFjyMjIYO3atbz11lvcc889AEyePJlp06bh9/vJycmhYcOGZGZm0r17d/x+PxkZGQB06dKFnJycGj97ERERERE5eyjpWQfMzJnZ3FLXEWZWYGbv1qBtkfdntJndUaq8i5lNraLNOWaWaWabzexzM/vMzG4+EXOpYrxGZvaKmX1rZn8xs+VmlnSyxhORs1PLli3p1q0bAEOHDmXFihUV6qSnp/PGG28AkJWVRXp6OgA7duygd+/edOjQgWeffZYNGzZUaJuSksLEiRNP4gyqt3v3biIjI0PXBQUFpKamMm/ePDp27AhAcnIyTz31FJMmTWLr1q00bNgwVL+oqIi0tDReeOGF0Bb5+Ph4hgwZwty5c4mIiABg3759DBgwgLi4ODIyMso8i549exIZGUnTpk2JioqiX79+QHBreSAQCNUbPHgwANdeey2FhYVlVtdW56OPPmLUqFH4fD5SUlIoLCykqKiIbt26MXbsWKZOncrevXtDsZZ36aWX8v3339doLBERERERObso6Vk3/g7EmVnJb6e9gJovEwqKBkJJT+dcrnNudBV1fwc0A+Kcc52AW4HIKupWYGb1axnbq8BuoI1zrjMwHGhSyz5OW2ZW+W/fInJKmVmF69WrV4e2RWdnZ5OcnMw333xDQUEB77zzDrfffjsADzzwAKNGjWL9+vW88sorHDx4sMbjNm/enO3bt4eud+zYQfPmzU94+4iICIqLi0PXUVFRXH755WWSu3fccQfZ2dk0bNiQW265haVLlwJw+PBh0tLSGDJkSGjOAO+99x4jR47k888/JzExkSNHjvDEE0/Qs2dP8vPzWbRoUZln0aBBg9DnevXqha7r1avHkSNHQvcq+y5qori4mFWrVuH3+/H7/ezcuZNGjRoxbtw4Xn31VX766Se6devGV199VWn7gwcPlkn0ioiIiIiIlFDSs+4sBvp4nwcDfyq5YWYTzOy3pa7zzSy6XPtMoLuZ+c0sw8x6VLZS1MzOB+4FHnDOHQJwzu1yzr3p3R9sZuu9MSaValdkZs+Z2RdAspkNNbM13nivVJUINbOfA0nA4865Ym+875xz73n33/FWf24ws1+XG+8PZvaFma0ys8u88plmNtXMPjWzLWbW3yufbWa3lmo/z8wqHn4XvNe+VOzrzKyNVz7Mu/7CzOZ4ZdFmttQr/9jMLi8VxwwzWw08Y2Y/N7P3vbnkmFm7Ksb+tZnlmlluQUFBZVVE5Dht27aNzz77DID58+dzzTXXkJSUFEqgpaSkYGbcdtttjB07lpiYGC655BIguLqxJNFY1dvXq9K7d28++OAD9uzZw549e/jggw/o3bt3jdunpKSQlZXFoUOH+O6779i8eTNdu3atUK9t27Zs2bIldH3uueeyYMECZs+eHXqhz5YtW7jyyisZPXo0qamprFu3Duccd999NzExMYwdOzbUvri4OPRm90mTJrFv3z6KiorKPIuZM2fW6lmUKFlNu2LFCqKiooiKiqq0XmRkJPv37w9d33jjjbz00kuha7/fD8C3335Lhw4dePjhh0lMTOSrr76q0Bbg66+/rvFb7UVERERE5OyipGfdyQIGmdl5QDywupbtxwE5zjmfc25KNfVaA9ucc4Xlb5jZz4BJwPWAD0gslUi8AFjtnOsI/AikA92ccz7gKDCkivHaA37nXMVXEQfd5a3+7AKMNrNLSo23yhvvfwgmaks0A64B+hJM9gK8BtzpzSMKuBp4r4oxRwAverF3AXaYWXvgceB6b8wxXt2XgFnOuXhgHlD6yIAWwNXOubHAfxBMJHcGfguUPUzQ45z7D+dcF+dcl6ZNm1YRnogcj7Zt2zJt2jRiYmLYs2cP9913X6X10tPTmTt3bmhrO8CECRMYMGAAnTt3pkmTyheiV3Wm58UXX8wTTzwRevnO+PHjufjiiwG45557yM3NBWDBggW0aNGCzz77jD59+oQSo+3bt2fgwIHExsZy0003MW3aNOrXr/jfkfr06cPy5cvLlF1wwQW8++67TJkyhezsbN58803i4uLw+Xzk5+czbNgwVq5cyZw5c1i6dGlo1evixYs5evQoQ4cOpUOHDiQkJDB69GguvPBCHnroIR555BESEhLKrN6sjfPOO4+EhARGjBjBa6+9VmW9fv36sWDBgtCLjKZOnUpubi7x8fHExsaGzhl94YUXiIuLIz4+nnPOOYebb76Z+Ph46tevT8eOHUMvMlq2bBl9+vSpcjwRERERETl7mXOurmM465hZkXOukZnlAtOANsAHwG+dc33NbAJQ5Jyb7NXPB/o65wKl2vYoqe/VKXNdaqx4gkm8hEriSAXSnHPDvOu7gfbOubFmdgRo4Jw7amajgEeBv3pNGwJ/cs5NqKTPFGC4c+62KuY+ASi5Fw30ds6tMrNDwHnOOWdm6UAv59w9ZjYT+NA5N89rv985F+l93gD0ANKA1s6531IJ7+zTx4DZwNvOuc1m9gDwL865x8rV/RvQzDl32MzOAX5wzjXx4ljmnJtlZo2AAmBTqaYNnHMxlY1fokuXLq4kGSIi/5xAIEDfvn3Jz8+v61BOmh9++IFhw4bx4Ycf1nUo1erRoweTJ0+mS5cup3TcQ4cOcd1117FixYoqz/ysipmx4DfdT1JkInImuO2VHPR7kIiISHgws7845yr8QqKzCetWNjCZYOLuklLlRyi7Cve82nRqZkuAy4BcYDRwuZk1rmy1ZzUOllqtaQQTp4/UoN0GoKOZ1S+/2tNLzN4AJDvnDpjZcv4xt8PuH//meZSyfzcPle6m1OfZwFBgEMFzQyvlnJvvbUvvAyw2s9/UYB6V+bv3Zz1gr7dyVETkpGjWrBn33nsvhYWFoRcRyT9s27aNzMzMWic8RURERETk7KDt7XXrj8CTzrn15coDQCcAM+sEXFFJ2/1U8TIi51xvb9v7Pc65AwS3gr9oZud6fTY1swHAGuA6M2vindE5GPikki4/Bvqb2aVe+4vNrFUVY39LMNn6pHlvsvDOyewDRAF7vIRnO+Cqyh9Ljc0E/s0bd2NVlczsSmCLc24qsJDgcQJLgQEl2+vN7GKv+qcEk6gQ3MKfU8kcC4HvvGeIBXX8J+ciIrUQHR0d1qs8SwwcOPC0T3guX768wirP119/PbS1vuRn5MiRJ3TcNm3a0KNHjxPap4iIiIiIhA8tj6hDzrkdlD0zssRbwDBv+/Zq4OtK6qwDjnovGpoJ5FUz1OPA74GNZnaQ4IrF8c65H8xsHLCM4ArK95xzCyuJc6OZPQ58YGb1gMPASGBrFePdAzwHfGNmPwF/Ax70Yh5hZl8S3Bq+qpqYj8k5t8vr651jVB0I/NLMDgP/CzzlnNttZn8APjGzowSf353AA8DrZvYgwS3sVa0gHQL8u/dcziF4RusX/8x8RETCxfDhwxk+vMoF+CIiIiIiIiedzvSUM5YF30y/HujknNtX1/Eci870FBE5PehMTxHRmZ4iIiLho6ozPbW9Xc5IZnYD8CXw0pmQ8BQRERERERERkVNH29vluHkvB2pQrviXlZxResI55z4Cypwrama9gUnlqn5X1ZvkRUREREREREQkPCnpKcfNOZdU1zGU5pxbAiyp6zhERERERERERKRuaXu7iIiIiIiIiIiIhBUlPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISViLqOgARERGRU6lVq1bc9kpOXYchInWoVatWdR2CiIiInGRKeoqIiMhZJRAI1HUIIiIiIiJykml7u4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCSkRdByAiIiJyKkVHR7N169a6DkNETrJWrVoRCATqOgwRERGpI0p6ioiIyFll69atOOfqOgwROcnMrK5DEBERkTqk7e0iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTRETEM3PmTEaNGnXMejfddBMXXnghffv2rbLOoUOHSE9Pp3Xr1iQlJREIBEL3nn76aVq3bk3btm1ZsmRJpe2dc1x//fUUFhYSCASIi4ur0Ry2b99Oz549iY2NpX379rz44os1ancqLF++nE8//fS42gYCAebPnx+6Xr9+PXfeeecJikxERERERMKNkp4iIiK19OCDDzJnzpxq67z22mtcdNFFfPPNN2RkZPDwww8DsHHjRrKystiwYQPvv/8+999/P0ePHq3QfvHixXTs2JHGjRvXKraIiAiee+45Nm7cyKpVq5g2bRobN26sVR8ny4lMenbo0IEdO3awbdu2ExWeiIiIiIiEESU9RUTkjBMIBGjXrh1DhgwhJiaG/v37c+DAgTJ1iouLiY6OZu/evaGyNm3asGvXLhYtWkRSUhIJCQnccMMN7Nq1q1bj/+IXvyAyMrLaOgsXLuRXv/oVAP379+fjjz/GOcfChQsZNGgQDRo04IorrqB169asWbOmQvt58+aRmppaoXzLli0kJCSwdu1aNmzYQNeuXfH5fMTHx7N582aaNWtGp06dAIiMjCQmJoadO3cCMHXqVGJjY4mPj2fQoEEArFmzhuTkZBISErj66qvZtGkTEFz1euutt9KrVy+io6N5+eWXef7550lISOCqq65i9+7dAPTo0YMxY8bg8/mIi4urdC4Q/M5mzJjBlClT8Pl85OTkUFBQQFpaGomJiSQmJrJy5UoAPvnkE3w+Hz6fj4SEBPbv38+4cePIycnB5/MxZcoUAPr160dWVlb1X5aIiIiIiJyVlPQUEZEz0qZNm7j//vv58ssvady4MdOnTy9zv169eqSmprJgwQIAVq9eTatWrbjsssu45pprWLVqFXl5eQwaNIhnnnmmQv/Z2dmMHz/+uOPbuXMnLVu2BIKrL6Oiovjxxx/LlAO0aNEilJQsbeXKlXTu3LnCnNPS0pg5cyaJiYnMmDGDMWPG4Pf7yc3NpUWLFmXqBwIB8vLySEpKAiAzM5O8vDzWrVvHjBkzAGjXrh05OTnk5eUxceJEHn300VD7/Px83n77bdauXctjjz3G+eefT15eHsnJycyePTtU78CBA/j9fqZPn85dd91V6fOIjo5mxIgRZGRk4Pf76d69O2PGjCEjI4O1a9fy1ltvcc899wAwefJkpk2bht/vJycnh4YNG5KZmUn37t3x+/1kZGQA0KVLF3Jycmr2hYiIiIiIyFlFSc+TxMycmc0tdR1hZgVm9m4N2hZ5f0ab2R2lyruY2dQq2pxjZplmttnMPjezz8zs5hMxlyrGC5jZeu9no5n93szO8+79zMz+XD5mM5tgZr+tYf89zOzqkxW/iJz5WrZsSbdu3QAYOnQoK1asqFAnPT2dN954A4CsrCzS09MB2LFjB71796ZDhw48++yzbNiwoULblJQUJk6ceBJnUL3du3eXWU1aUFBAamoq8+bNo2PHjgAkJyfz1FNPMWnSJLZu3UrDhg1D9YuKikhLS+OFF14IbZGPj49nyJAhzJ07l4iICAD27dvHgAEDiIuLIyMjo8yz6NmzJ5GRkTRt2pSoqCj69esHBLeWlz6jdPDgwQBce+21FBYWllldW52PPvqIUaNG4fP5SElJobCwkKKiIrp168bYsWOZOnUqe/fuDcVa3qWXXsr3339fo7FEREREROTsoqTnyfN3IM7MSn4D7QVUXMpTvWgglPR0zuU650ZXUfd3QDMgzjnXCbgVqH7vZSlmVr+WsQH0dM51ALoCVwKveHF+75zrX4OYq9MDqDTpaWaV//Z7itT1+CISZGYVrlevXh3aFp2dnU1ycjLffPMNBQUFvPPOO9x+++0APPDAA4waNYr169fzyiuvcPDgwRMeX/Pmzdm+fTsAR44cYd++fVxyySVlyiGYgG3evHmF9hERERQXF4euo6KiuPzyy8skd++44w6ys7Np2LAht9xyC0uXLgXg8OHDpKWlMWTIkNCcAd577z1GjhzJ559/TmJiIkeOHOGJJ56gZ8+e5Ofns2jRojLPokGDBqHP9erVC13Xq1ePI0eOhO5V9l3URHFxMatWrcLv9+P3+9m5cyeNGjVi3LhxvPrqq/z0009069aNr776qtL2Bw8eLJPoFRERERERKaGk58m1GOjjfR4M/KnkRvlVj2aWb2bR5dpnAt3NzG9mGd7qxworRc3sfOBe4AHn3CEA59wu59yb3v3B3orMfDObVKpdkZk9Z2ZfAMlmNtTM1njjvVLTRKhzrggYAdxqZhd7K1TzvTGqivleM/tvM2toZqO91aLrzCzLew4jgAwvlu5mNtPMZpjZauAZM+vqrWbNM7NPzaxtVfGZWftS81pnZm288mHe9RdmNscrizazpV75x2Z2uVdefvyfm9n7ZvYXM8sxs3Y1eVYicuJs27aNzz77DID58+dzzTXXkJSUFEqgpaSkYGbcdtttjB07lpiYGC655BIguLqxJNE4a9askxJfSkpKqO8///nPXH/99ZgZKSkpZGVlcejQIb777js2b95M165dK7Rv27YtW7ZsCV2fe+65LFiwgNmzZ4de6LNlyxauvPJKRo8eTWpqKuvWrcM5x913301MTAxjx44NtS8uLg692X3SpEns27ePoqKiMs9i5syZxzXXktW0K1asICoqiqioqErrRUZGsn///tD1jTfeyEsvvRS69vv9AHz77bd06NCBhx9+mMTERL766qsKbQG+/vrrGr/VXkREREREzi5Kep5cWcAgb9t3PLC6lu3HATnOOZ9zbko19VoD25xzheVvmNnPgEnA9YAPSDSzW73bFwCrnXMdgR+BdKCbc84HHAWG1DRQb+zvgDbHqmtmo4C+wK3OuZ8IzjPBORcPjHDOBYAZwBRv7iUHtrUArnbOjQW+Aro75xKA8cBT1Qw5AnjRm1cXYIeZtQceB6735j/Gq/sSMMuLZR5Q+jiB0uP/B8Ekc2fgt0DZwwT/Mddfm1mumeUWFBQc69GISC20bduWadOmERMTw549e7jvvvsqrZeens7cuXNDW9sBJkyYwIABA+jcuTNNmjSptF11Z3p2796dAQMG8PHHH9OiRQuWLFkCwPjx48nOzgbg7rvv5scff6R169Y8//zzZGZmAtC+fXsGDhxIbGwsN910E9OmTaN+/Yr/jalPnz4sX768TNkFF1zAu+++y5QpU8jOzubNN98kLi4On89Hfn4+w4YNY+XKlcyZM4elS5eGVr0uXryYo0ePMnToUDp06EBCQgKjR4/mwgsv5KGHHuKRRx4hISGhzOrN2jjvvPNISEhgxIgRvPbaa1XW69evHwsWLAi9yGjq1Knk5uYSHx9PbGxs6JzRF154gbi4OOLj4znnnHO4+eabiY+Pp379+nTs2DH0IqNly5bRp0+fKscTEREREZGzlznn6jqGsGRmRc65RmaWC0wjmAz8APitc66vmU0Aipxzk736+UBf51ygVNseJfW9OmWuS40VTzBRl1BJHKlAmnNumHd9N9DeOTfWzI4ADZxzR71E5KPAX72mDYE/OecmVDG/ANDFOfe3UmVfAL8GdgHvOufiSsfszfl2YDvBhOdhr937QBHwDvCOc66okuczE1jmnJvlXbckmJBsAzjgHOdcpastLXgu6mPAbOBt59xmM3sA+Bfn3GPl6v4NaOacO2xm5wA/OOealB7fzBoBBcCmUk0bOOdiKhu/RJcuXVxubm51VUSkhgKBAH379iU/P7+uQzlpfvjhB4YNG8aHH35Y16FUq0ePHkyePJkuXbqc0nEPHTrEddddx4oVK6o887MqZob+/Uck/OmfdRERkbODmf3FOVfhFxKt9Dz5soHJlNra7jlC2ed/Xm06NbMl3nbtV4FvgMvNrHEtYzvonDta0iXBxKnP+2lbVcKzingiCZ5B+vUxqq736pV+xXAfgonhTsDaas7M/Hupz78jmISMA/pRzfNzzs0HUoCfgMVmdv0xYqxKyfj1gL2lnpXvWAlPEZHaatasGffeey+FhRUW8QvB4w0yMzNrnfAUEREREZGzg5KeJ98fgSedc+vLlQcIJvkws07AFZW03U8VLyNyzvX2km33OOcOAK8BL5rZuV6fTc1sALAGuM7MmnhndA4GPqmky4+B/mZ2qdf+YjNrVZMJeisfpxNcpbnnGNXzgN8A2RZ8y3s9oKVzbhnwMBAFNKpu7p4o/vFiqDuPEd+VwBbn3FRgIcGjBpYCA8zsEq/OxV71T4FB3uchQE657kJb+b3niwV1rC4GETmxoqOjw3qVZ4mBAweG3rx+ulq+fHmFVZ6vv/56aGt9yc/IkSNP6Lht2rShR48eJ7RPEREREREJH1oecZI553ZQ9lzIEm8Bw8xsA8GzPitbIbkOOOptG59JMGFYlceB3wMbzewgwVWJ451zP5jZOGAZwdWc7znnFlYS50Yzexz4wEtEHgZGAlurGXOZmRnB5PkCgqsvK1NmX5FzboUFX+L0HnAjMNfMorz4pjrn9prZIuDP3vb8Byrp8xlglhfze9XECDAQ+KWZHQb+F3jKObfbzP4AfGJmRwk+2zu9sV43swcJbmEfXkWfQ4B/98Y/h+D5rV8cIw4RkbPC8OHDGT68qv/5FBEREREROfl0pqecVGaWBqQ4535V17HUNZ3pKSJyetA5fyJnB/2zLiIicnao6kxPrfSUk8bMUoA/AHfVdSwiIiIiIiIiInL2UNJTqmVmq4EG5Yp/WckZpRU457IJvsjplDCz3sCkcsXfOeduO1UxiIiIiIiIiIhI3VPSU6rlnEuq6xhqyjm3BFhS13GIiIiIiIiIiEjd0tvbRUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsBJR1wGIiIiInEqtWrXCzOo6DBE5yVq1alXXIYiIiEgdUtJTREREziqBQKCuQxARERERkZNM29tFREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElYi6joAERERkVOpVasmbNv2Y12HISIiInWkVatWBAKBug5DRE4yJT1FRETkrLJt24/s2/dKXYchIiIidSQq6jd1HYKInALa3i4iIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREQ8M2fOZNSoUcesN2vWLNq0aUObNm2YNWtWlfVeeukl2rVrR/v27XnooYdC5U8//TStW7embdu2LFmypNK2zjmuv/56CgsLCQQCxMXF1WgO27dvp2fPnsTGxtK+fXtefPHFGrU7FZYvX86nn356XG0DgQDz588PXa9fv54777zzBEUmIiIiIiLhJqKuAxARETmT7N69myeffJLc3FzMjM6dO5OSksJFF11Upt6yZctYuHAhX3zxBQ0aNOCvf/0rABs3biQrK4sNGzbw/fffc8MNN/D1119Tv379Mu0XL15Mx44dady4Mbt3765xfBERETz33HN06tSJ/fv307lzZ3r16kVsbOw/P/l/0vLly2nUqBFXX311rduWJD3vuOMOADp06MCOHTvYtm0bl19++YkOVUREREREznBa6SkiImecQCBAu3btGDJkCDExMfTv358DBw6UqVNcXEx0dDR79+4NlbVp04Zdu3axaNEikpKSSEhI4IYbbmDXrl01HnvJkiX06tWLiy++mIsuuohevXrx/vvvV6j37//+74wbN44GDRoAcOmllwKwcOFCBg0aRIMGDbjiiito3bo1a9asqdB+3rx5pKamVijfsmULCQkJrF27lg0bNtC1a1d8Ph/x8fFs3ryZZs2a0alTJwAiIyOJiYlh586dAEydOpXY2Fji4+MZNGgQAGvWrCE5OZmEhASuvvpqNm3aBARXvd5666306tWL6OhoXn75ZZ5//nkSEhK46qqrQonYHj16MGbMGHw+H3FxcZXOBYLf2YwZM5gyZQo+n4+cnBwKCgpIS0sjMTGRxMREVq5cCcAnn3yCz+fD5/ORkJDA/v37GTduHDk5Ofh8PqZMmQJAv379yMrKquE3JyIiIiIiZxMlPUVE5Iy0adMm7r//fr788ksaN27M9OnTy9yvV68eqampLFiwAIDVq1fTqlUrLrvsMq655hpWrVpFXl4egwYN4plnnqnQf3Z2NuPHj69QvnPnTlq2bBm6btGiRSipWNrXX39NTk4OSUlJXHfddaxdu7ZW7VeuXEnnzp0rzDktLY2ZM2eSmJjIjBkzGDNmDH6/n9zcXFq0aFGmfiAQIC8vj6SkJAAyMzPJy8tj3bp1zJgxA4B27dqRk5NDXl4eEydO5NFHHw21z8/P5+2332bt2rU89thjnH/++eTl5ZGcnMzs2bND9Q4cOIDf72f69OncddddFeYCEB0dzYgRI8jIyMDv99O9e3fGjBlDRkYGa9eu5a233uKee+4BYPLkyUybNg2/309OTg4NGzYkMzOT7t274/f7ycjIAKBLly7k5ORUOp6IiIiIiJzdwibpaWbOzOaWuo4wswIze7cGbYu8P6PN7I5S5V3MbGoVbc4xs0wz22xmn5vZZ2Z284mYSxXjBcxsvZn5vZ/a7w2s2Tgzzew7M/vCzL42s9lm1qIG7f7NzM4/zjF9ZnZLqesUMxt3PH2JyNmjZcuWdOvWDYChQ4eyYsWKCnXS09N54403AMjKyiI9PR2AHTt20Lt3bzp06MCzzz7Lhg0bKrRNSUlh4sSJxx3fkSNH2L17N6tWreLZZ59l4MCBOOdq3H737t1ERkaGrgsKCkhNTWXevHl07NgRgOTkZJ566ikmTZrE1q1badiwYah+UVERaWlpvPDCCzRu3BiA+Ph4hgwZwty5c4mICJ5ws2/fPgYMGEBcXBwZGRllnkXPnj2JjIykadOmREVF0a9fPyC4tTwQCITqDR48GIBrr72WwsLCMqtrq/PRRx8xatQofD4fKSkpFBYWUlRURLdu3Rg7dixTp05l7969oVjLu/TSS/n+++9rNJaIiIiIiJxdwibpCfwdiDOzkt/4egEVl85ULxoIJT2dc7nOudFV1P0d0AyIc851Am4FIquoW4GZ1T92rQp6Oud83s/xvQmiZh50znUE2gJ5wFIzO/cYbf4NOK6kJ+ADQklP51y2cy7zOPs66cxMZ+GKnAbMrML16tWrQ9uis7OzSU5O5ptvvqGgoIB33nmH22+/HYAHHniAUaNGsX79el555RUOHjxY43GbN2/O9u3bQ9c7duygefPmFeq1aNGC22+/HTOja9eu1KtXj7/97W81bh8REUFxcXHoOioqissvv7xMcveOO+4gOzubhg0bcsstt7B06VIADh8+TFpaGkOGDAnNGeC9995j5MiRfP755yQmJnLkyBGeeOIJevbsSX5+PosWLSrzLEq25kNw5WzJdb169Thy5EjoXmXfRU0UFxezatUq/H4/fr+fnTt30qhRI8aNG8err77KTz/9RLdu3fjqq68qbX/w4MEyiV4REREREZES4ZT0BFgM9PE+Dwb+VHLDzCaY2W9LXeebWXS59plAd28lZYaZ9ahspai3ovFe4AHn3CEA59wu59yb3v3B3qrMfDObVKpdkZk9Z2ZfAMlmNtTM1njjvVLbRKiZvWNmfzGzDWb261LlN3mrT78ws4+9sgvM7I/eeHlmVvGguHJc0BTgf4GbvX5u9Fa1fm5m/2VmjcxsNPAzYJmZLauqnleeaGaferGtMbMoYCKQ7j2HdDO708xe9upHm9lSM1tnZh+b2eVe+Uwzm+r1tcXM+lfznJqZ2f94/eebWfdqntPF3nNdZ2arzCzeK59gZnPMbCUwx8yamtlbZrbW++lWm+9ORP5527Zt47PPPgNg/vz5XHPNNSQlJYUSaCkpKZgZt912G2PHjiUmJoZLLrkECK5uLEk0Vvf29cr07t2bDz74gD179rBnzx4++OADevfuXaHerbfeyrJly4DgVvf/+7//o0mTJqSkpJCVlcWhQ4f47rvv2Lx5M127dq3Qvm3btmzZsiV0fe6557JgwQJmz54deov5li1buPLKKxk9ejSpqamsW7cO5xx33303MTExjB07NtS+uLg49Gb3SZMmsW/fPoqKiso8i5kzZ9bqWZQoWU27YsUKoqKiiIqKqrReZGQk+/fvD13feOONvPTSS6Frv98PwLfffkuHDh14+OGHSUxM5KuvvqrQFoLPtaZvtRcRERERkbNLuCU9s4BBZnYeEA+srmX7cUCOt5JySjX1WgPbnHOF5W+Y2c+AScD1BFcwJprZrd7tC4DV3irKH4F0oJtzzgccBYYcI75lXuKuZF53Oec6A12A0WZ2iZk1Bf4TSPPGGeDVfQxY6pzrCvQEnjWzC44xXonPgXZm1gR4HLjBW92aC4x1zk0Fvie4ErVnVfW81aJvAGO82G4guEJ3PPCG99zfKDf2S8As51w8MA8ofdxAM+AaoC/BhHVV7gCWeM+5I+Cv5jk9CeR54z0KzC7VT6w3p8HAi8AU51wikAa8WtnAZvZrM8s1s9yCgoJqQhSR2mrbti3Tpk0jJiaGPXv2cN9991VaLz09nblz54a2tgNMmDCBAQMG0LlzZ5o0aVJpu6rO9Lz44ot54oknQi/fGT9+PBdffDEA99xzD7m5uQDcddddbNmyhbi4OAYNGsSsWbMwM9q3b8/AgQOJjY3lpptuYtq0aRXe3A7Qp08fli9fXqbsggsu4N1332XKlClkZ2fz5ptvEhcXh8/nIz8/n2HDhrFy5UrmzJnD0qVLQ6teFy9ezNGjRxk6dCgdOnQgISGB0aNHc+GFF/LQQw/xyCOPkJCQUGb1Zm2cd955JCQkMGLECF577bUq6/Xr148FCxaEXmQ0depUcnNziY+PJzY2NnTO6AsvvEBcXBzx8fGcc8453HzzzcTHx1O/fn06duwYepHRsmXL6NOnT5XjiYiIiIjI2ctqc77Y6czMipxzjcwsF5gGtAE+AH7rnOtrZhOAIufcZK9+PtDXORco1bZHSX2vTpnrUmPFE0zEJVQSRyrBRNow7/puoL1zbqyZHQEaOOeOmtkogkm1v3pNGwJ/cs5NqGJ+AaCLc+5vpcomALd5l9FAb6ApMMg5N6Rc+1zgPKDkN9qLgd7OuS/L1ZsJvOuc+3OpshcJJjU3ADOBHd6tc4HPnHN3l47PzPpWVg94AZjhnCuzKtLM7vTajip/bWZ/A5o55w6b2TnAD865Jl6cHzrn5nlt9jvnKj1ewMyuBf4IzAXecc75zaxfFc8pj+D3t8W73g60B8YSXPz6pFf+V++ZlGgKtHXOFVUWA0CXLl1cSTJERP45gUCAvn37kp+fX9ehnDQ//PADw4YN48MPP6zrUKrVo0cPJk+eTJcuXU7puIcOHeK6665jxYoVVZ75WRUzY9++V05SZCIiInK6i4r6Ta3OWheR05uZ/cU5V+EXknA8mzAbmAz0AC4pVX6Esitbz6tNp2a2BLiM4KrF0cDlZta4stWe1TjonDta0iXBxOkjtYmjVDw9CK6UTHbOHTCz5VQ/JyOYzNtUrp/XgQTge+fcLZW2DN7/2OvjQ2+lY7XhVVbPzDoco11tHSo3ZqWcc//jJT77ADPN7Hlgz3GM9/dSn+sBVznnan4QoIhILTRr1ox7772XwsLC0IuI5B+2bdtGZmZmrROeIiIiIiJydgi37e0QXNH3pHNufbnyANAJwMw6AVdU0nY/VbyMyDnX29t+fY9z7gDwGvCit2Ub74zHAcAa4Doza2LBMzoHA59U0uXHQH8zu9Rrf7GZtarFPKOAPV7Csx1wlVe+CrjWzK4o6dcrXwI8YBZ8u4SZJXjzGu7Nq0LC04JGE9xG/r7Xdzcza+3dv8DM/tWrXvrZVVVvE9DMzBK98kgLvhSoyucOfAoM8j4PAXJq/ohC82gF7HLO/SfBbeidqPo55XjjlCSW/1ZFYvsD4IFSY/hqG5eIHL/o6OiwXuVZYuDAgad9wnP58uUVVnm+/vrroa31JT8jR448oeO2adOGHj16nNA+RUREREQkfITd8gjn3A7KnvtY4i1gmJltIHjW59eV1FkHHLXgi4ZmEnxzeVUeB34PbDSzg3hnUzrnfjCzccAygqsP33POLawkzo1m9jjwgZnVAw4DI4GtNZsp7wMjzOxLgsnEVV6/BRZ8qdHbXr9/Jfgm+98R3F6+ziv/juBZmJV51syeIPg29lUEz+r8P6DA23r+JzMreaXv4wSf5X8A75vZ9965nhXqOee+NrN04CUzawj8RHC16jJgnJn5gafLxfIA8LqZPQgUAMNr+HxK6wE8aGaHgSJgWDXPaQLwRzNbBxwAflVFn6OBaV69COB/gBHHEZuISNgZPnw4w4cfz/9ci4iIiIiInBhhc6anyOlOZ3qKiJwedKaniIjI2U1neoqEl6rO9AzH7e0iIiIiIiIiIiJyFgu77e1nOjNbDTQoV/zLSs4olXK8FyXNKVd8yDmXVBfxiIiIiIiIiIhI3VDS8zSjBN3x8xLDvrqOQ0RERERERERE6pa2t4uIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIiIiIiIiImEloq4DEBERETmVWrVqRVTUb+o6DBEREakjrVq1qusQROQUUNJTREREziqBQKCuQxARERERkZNM29tFREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElYi6joAERERkVMp+mdN2PrDj3Udhsgp1apVKwKBQF2HISIiInLKKOkpIiIiZ5WtP/yIW/tKXYchckpZ4m/qOgQRERGRU0rb20VERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREPDNnzmTUqFHHrDdr1izatGlDmzZtmDVrVpX1XnrpJdq1a0f79u156KGHQuVPP/00rVu3pm3btixZsqTSts45rr/+egoLCwkEAsTFxdVoDtu3b6dnz57ExsbSvn17XnzxxRq1OxWWL1/Op59+elxtA4EA8+fPD12vX7+eO++88wRFJiIiIiIi4SairgMQERE5k+zevZsnn3yS3NxczIzOnTuTkpLCRRddVKbesmXLWLhwIV988QUNGjTgr3/9KwAbN24kKyuLDRs28P3333PDDTfw9ddfU79+/TLtFy9eTMeOHWncuDG7d++ucXwRERE899xzdOrUif3799O5c2d69epFbGzsPz/5f9Ly5ctp1KgRV199da3bliQ977jjDgA6dOjAjh072LZtG5dffvmJDlVERERERM5wWukpIiJnnEAgQLt27RgyZAgxMTH079+fAwcOlKlTXFxMdHQ0e/fuDZW1adOGXbt2sWjRIpKSkkhISOCGG25g165dNR57yZIl9OrVi4svvpiLLrqIXr168f7771eo9+///u+MGzeOBg0aAHDppZcCsHDhQgYNGkSDBg244ooraN26NWvWrKnQft68eaSmplYo37JlCwkJCaxdu5YNGzbQtWtXfD4f8fHxbN68mWbNmtGpUycAIiMjiYmJYefOnQBMnTqV2NhY4uPjGTRoEABr1qwhOTmZhIQErr76ajZt2gQEV73eeuut9OrVi+joaF5++WWef/55EhISuOqqq0KJ2B49ejBmzBh8Ph9xcXGVzgWC39mMGTOYMmUKPp+PnJwcCgoKSEtLIzExkcTERFauXAnAJ598gs/nw+fzkZCQwP79+xk3bhw5OTn4fD6mTJkCQL9+/cjKyqrhNyciIiIiImcTJT1FROSMtGnTJu6//36+/PJLGjduzPTp08vcr1evHqmpqSxYsACA1atX06pVKy677DKuueYaVq1aRV5eHoMGDeKZZ56p0H92djbjx4+vUL5z505atmwZum7RokUoqVja119/TU5ODklJSVx33XWsXbu2Vu1XrlxJ586dK8w5LS2NmTNnkpiYyIwZMxgzZgx+v5/c3FxatGhRpn4gECAvL4+kpCQAMjMzycvLY926dcyYMQOAdu3akZOTQ15eHhMnTuTRRx8Ntc/Pz+ftt99m7dq1PPbYY5x//vnk5eWRnJzM7NmzQ/UOHDiA3+9n+vTp3HXXXRXmAhAdHc2IESPIyMjA7/fTvXt3xowZQ0ZGBmvXruWtt97innvuAWDy5MlMmzYNv99PTk4ODRs2JDMzk+7du+P3+8nIyACgS5cu5OTkVDqeiIiIiIic3cI66WlmzszmlrqOMLMCM3u3Bm2LvD+jzeyOUuVdzGxqFW3OMbNMM9tsZp+b2WdmdvOJmEsV4zUys383s2+98f5iZveerPFKjfszM/vzCeprgpntNDO/mX3lzaeed2+mmfU/EeOISPhp2bIl3bp1A2Do0KGsWLGiQp309HTeeOMNALKyskhPTwdgx44d9O7dmw4dOvDss8+yYcOGCm1TUlKYOHHiccd35MgRdu/ezapVq3j22WcZOHAgzrkat9+9ezeRkZGh64KCAlJTU5k3bx4dO3YEIDk5maeeeopJkyaxdetWGjZsGKpfVFREWloaL7zwAo0bNwYgPj6eIUOGMHfuXCIigifc7Nu3jwEDBhAXF0dGRkaZZ9GzZ08iIyNp2rQpUVFR9OvXDwhuLQ8EAqF6gwcPBuDaa6+lsLCwzOra6nz00UeMGjUKn89HSkoKhYWFFBUV0a1bN8aOHcvUqVPZu3dvKNbyLr30Ur7//vsajSUiIiIiImeXsE56An8H4sys5LfAXkDF5TTViwZCSU/nXK5zbnQVdX8HNAPinHOdgFuByCrqVmBm9Y9dq4xXgT1AG2+8m4CLa9lHrTnnvnfOnchk5BTnnA+IBToA1x1PJ2Z2Ss6oPVXjiEj1zKzC9erVq0PborOzs0lOTuabb76hoKCAd955h9tvvx2ABx54gFGjRrF+/XpeeeUVDh48WONxmzdvzvbt20PXO3bsoHnz5hXqtWjRgttvvx0zo2vXrtSrV4+//e1vNW4fERFBcXFx6DoqKorLL7+8THL3jjvuIDs7m4YNG3LLLbewdOlSAA4fPkxaWhpDhgwJzRngvffeY+TIkXz++eckJiZy5MgRnnjiCXr27El+fj6LFi0q8yxKtuZDcOVsyXW9evU4cuRI6F5l30VNFBcXs2rVKvx+P36/n507d9KoUSPGjRvHq6++yk8//US3bt346quvKm1/8ODBMoleERERERGREuGe9ARYDPTxPg8G/lRyw1tl+NtS1/lmFl2ufSbQ3VuJmGFmPSpbKWpm5wP3Ag845w4BOOd2Oefe9O4PNrP13hiTSrUrMrPnzOwLINnMhprZGm+8V6pKhJrZz4GuwOPOuWJvvALn3CTvfiMz+9hbAbrezFK98mgzyy/Vz2/NbIL3ebSZbTSzdWaW5ZVd58XiN7M8M4ss3Yf3Occb53Mzu9or72Fmy83sz94Kznl27N+CzwXOI5jILT/fgJk18T53MbPl3ucJZjbHzFYCc6p4Vu1LPdN1ZtbGKx/mXX9hZnNKzWepV/6xmV3ulc80sxlmthp4xsx+bmbve6trc8ysXRVj/9rMcs0st6Cg4BjTF5Ha2LZtG5999hkA8+fP55prriEpKSmUQEtJScHMuO222xg7diwxMTFccsklQHB1Y0misbq3r1emd+/efPDBB+zZs4c9e/bwwQcf0Lt37wr1br31VpYtWwYEt7r/3//9H02aNCElJYWsrCwOHTrEd999x+bNm+natWuF9m3btmXLli2h63PPPZcFCxYwe/bs0FvMt2zZwpVXXsno0aNJTU1l3bp1OOe4++67iYmJYezYsaH2xcXFoTe7T5o0iX379lFUVFTmWcycObNWz6JEyWraFStWEBUVRVRUVKX1IiMj2b9/f+j6xhtv5KWXXgpd+/1+AL799ls6dOjAww8/TGJiIl999VWFthB8rjV9q72IiIiIiJxdzoakZxYwyMzOA+KB1bVsPw7Icc75nHNTqqnXGtjmnCssf8PMfgZMAq4HfECimd3q3b4AWO2c6wj8CKQD3byVj0eBIVWM1x74oiThWYmDwG3eCtCewHM1SDqOAxKcc/HACK/st8BIL57uwE/l2vwV6OWNkw6U3vqfAPwbwRWcVwLdqhg3w8z8wA/A1845/zHiLC8WuME5N7iK+yOAF705dAF2mFl74HHgeu/Zj/HqvgTM8p7BvHLzaQFc7ZwbC/wHwQR3Z4LPqOxhgh7n3H8457o457o0bdq0ltMSkeq0bduWadOmERMTw549e7jvvvsqrZeens7cuXNDW9sBJkyYwIABA+jcuTNNmjSptF1VZ3pefPHFPPHEE6GX74wfP56LLw4usr/nnnvIzc0F4K677mLLli3ExcUxaNAgZs2ahZnRvn17Bg4cSGxsLDfddBPTpk2r8OZ2gD59+rB8+fIyZRdccAHvvvsuU6ZMITs7mzfffJO4uDh8Ph/5+fkMGzaMlStXMmfOHJYuXRpa9bp48WKOHj3K0KFD6dChAwkJCYwePZoLL7yQhx56iEceeYSEhIQyqzdr47zzziMhIYERI0bw2muvVVmvX79+LFiwIPQio6lTp5Kbm0t8fDyxsbGhc0ZfeOEF4uLiiI+P55xzzuHmm28mPj6e+vXr07Fjx9CLjJYtW0afPn2qHE9ERERERM5eVpvzxc40ZlbknGtkZrnANKAN8AHwW+dcX2+FY5FzbrJXPx/o65wLlGrbo6S+V6fMdamx4gkmyxIqiSMVSHPODfOu7wbaO+fGmtkRoIFz7qiZjQIeJZhIBGgI/Mk5N6GSPlOA4c6527zrx4ABwKXOuZ+Z2TnAFOBaoBhoC1xBcCXlu865OK/db4FGzrkJZvY+UAS8A7zjnCsys3HAbQQTgG8753Z4q2Hfdc7FmVkU8DLBZO5R4F+dc+d7z+kx51wvb5x/B1Y650JnrHrloe/Ai/nP3pyzzGymN86fzSwAdHHO/c3MugCTnXM9vPbOOfdk+WdUaow7gMeA2d4cNpvZA8C/OOceK1f3b0Az59xhL54fnHNNvFiWOedmmVkjoADYVKppA+dcTFUxAHTp0sWVJENE5J8TCATo27cv+fn5x658hvrhhx8YNmwYH374YV2HUq0ePXowefJkunTpckrHPXToENdddx0rVqyo8szPqpgZbu0rJykykdOTJf6mVucKi4iIiJwpzOwvzrkKv5CcDSs9AbKByZTa2u45QtlncF5tOjWzJd6W6VeBb4DLzaxxLWM76Jw7WtIlwcSpz/tpW1nC07MR6GjeS3+cc3/wVjKWjD8EaAp09sp3EZxfdXPuQzA53AlYa2YRzrlM4B6CCdiVlWzjzvD67khwFeW5pe4dKvX5KBBhZkmltsunlO7IOXcYeJ9gora80nGX/57+Xkn90v3OB1IIrlJdbGbXV1e/GiXj1AP2lvqefMdKeIqI1FazZs249957KSyssIFACB5vkJmZWeuEp4iIiIiInB3OlqTnH4EnnXPry5UHCCb4MLNOBFdClrefKl5G5Jzr7SW87nHOHQBeA140s3O9Ppua2QBgDXCdmTWx4Bmdg4FPKunyY6C/mV3qtb/YzFpVMfY3QC7we69PvC38JVvYo4C/eisWewIl/ewCLjWzS8ysAVCygrUe0NI5twx42GvfyMx+7pxb750VuhYon/SMIrgashj4JVDty5icc6tLJQqzS9/ztt93A76tpGkA6Ox9TqtujPLM7Epgi3NuKrCQ4DEHS4EBZnaJV6fkBVCfAoO8z0OAnErmUAh85323WFDH2sQkIv+c6OjosF7lWWLgwIGhN6+frpYvX15hlefrr78e2lpf8jNy5MgTOm6bNm3o0aPHCe1TRERERETCx1mxPMI5t4OyZzOWeAsYZmYbCJ71+XUlddYBRy34oqGZQF41Qz0O/B7YaGYHCa4MHO+c+8HbJr6MYFLyPefcwkri3GhmjwMfeEnIw8BIYGsV490DPAt8Y2Y/ElzJ+JB3bx6wyMzWE0yOfuWNcdjMJhJMxO4sKSeYrJzrbVc3YKpzbq+Z/c5LmhYDG4D/JviG+hLTgbfMbBjBVZrVrrqsQoaZDQXOIfi8Kzsf80ngNTP7HbC8lv0PBH5pZoeB/wWecs7tNrM/AJ+Y2VGC3+udwAPA62b2IMEt7MOr6HMI8O/e93UOwbNjv6hlXCIiYWn48OEMH17V/3yKiIiIiIicfGF9pqfI6URneoqInB50pqecjXSmp4iIiISrs/1MTxERERERERERETlLnBXb2890ZrYaaFCu+JeVnFF6VjOz3sCkcsXflbzhXkREREREREREzg5Kep4BnHNJdR3DmcA5twRYUtdxiIiIiIiIiIhI3dL2dhEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiElYi6DkBERETkVGrVqhWW+Ju6DkPklGrVqlVdhyAiIiJySinpKSIiImeVQCBQ1yGIiIiIiMhJpu3tIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhBUlPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrSnqKiIjIWSE6OhozIzo6uq5DERERERGRkyyirgMQERERORW2bt2Kcw4zq+tQRERERETkJNNKTxEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERkVNs5syZjBo16pj1brrpJi688EL69u1bZZ1Dhw6Rnp5O69atSUpKIhAIhO49/fTTtG7dmrZt27JkyZJK2zvnuP766yksLCQQCBAXF1ejOWzfvp2ePXsSGxtL+/btefHFF2vU7lRYvnw5n3766XG1DQQCzJ8/P3S9fv167rzzzhMUmYiIiIicKkp6ioiIiJymHnzwQebMmVNtnddee42LLrqIb775hoyMDB5++GEANm7cSFZWFhs2bOD999/n/vvv5+jRoxXaL168mI4dO9K4ceNaxRYREcFzzz3Hxo0bWbVqFdOmTWPjxo216uNkOZFJzw4dOrBjxw62bdt2osITERERkVNASU8RERGRKgQCAdq1a8eQIUOIiYmhf//+HDhwoEyd4uJioqOj2bt3b6isTZs27Nq1i0WLFpGUlERCQgI33HADu3btqtX4v/jFL4iMjKy2zsKFC/nVr34FQP/+/fn4449xzrFw4UIGDRpEgwYNuOKKK2jdujVr1qyp0H7evHmkpqZWKN+yZQsJCQmsXbuWDRs20LVrV3w+H/Hx8WzevJlmzZrRqVMnACIjI4mJiWHnzp0ATJ06ldjYWOLj4xk0aBAAa9asITk5mYSEBK6++mo2bdoEBFe93nrrrfTq1Yvo6Ghefvllnn/+eRISErjqqqvYvXs3AD169GDMmDH4fD7i4uIqnQsEv7MZM2YwZcoUfD4fOTk5FBQUkJaWRmJiIomJiaxcuRKATz75BJ/Ph8/nIyEhgf379zNu3DhycnLw+XxMmTIFgH79+pGVlVX9lyUiIiIipxUlPUVERESqsWnTJu6//36+/PJLGjduzPTp08vcr1evHqmpqSxYsACA1atX06pVKy677DKuueYaVq1aRV5eHoMGDeKZZ56p0H92djbjx48/7vh27txJy5YtgeDqy6ioKH788ccy5QAtWrQIJSVLW7lyJZ07d64w57S0NGbOnEliYiIzZsxgzJgx+P1+cnNzadGiRZn6gUCAvLw8kpKSAMjMzCQvL49169YxY8YMANq1a0dOTg55eXlMnDiRRx99NNQ+Pz+ft99+m7Vr1/LYY49x/vnnk5eXR3JyMrNnzw7VO3DgAH6/n+nTp3PXXXdV+jyio6MZMWIEGRkZ+P1+unfvzpgxY8jIyGDt2rW89dZb3HPPPQBMnjyZadOm4ff7ycnJoWHDhmRmZtK9e3f8fj8ZGRkAdOnShZycnJp9ISIiIiJyWlDS8zRmZs7M5pa6jjCzAjN7twZti7w/o83sjlLlXcxsahVtzjGzTDPbbGafm9lnZnbziZhLFeMFzKxJqeseJXMzszu9ueZ58Swxs6tL1Z1pZt+Zmd/MvjCzX5ysOEVE5OzWsmVLunXrBsDQoUNZsWJFhTrp6em88cYbAGRlZZGeng7Ajh076N27Nx06dODZZ59lw4YNFdqmpKQwceLEkziD6u3evbvMatKCggJSU1OZN28eHTt2BCA5OZmnnnqKSZMmsXXrVho2bBiqX1RURFpaGi+88EJoi3x8fDxDhgxh7ty5REREALBv3z4GDBhAXFwcGRkZZZ5Fz549iYyMpGnTpkRFRdGvXz8guLW89BmlgwcPBuDaa6+lsLCwzOra6nz00UeMGjUKn89HSkoKhYWFFBUV0a1bN8aOHcvUqVPZu3dvKNbyLr30Ur7//vsajSUiIiIipwclPU9vfwfizKzkN4teQMUlGtWLBkJJT+dcrnNudBV1fwc0A+Kcc52AW4Hq99SVYmb1axnbsbzhnEtwzrUBMoG3zSym1P0HnXM+4N+AGSd47CpZkP7ZERE5S5hZhevVq1eHtkVnZ2eTnJzMN998Q0FBAe+88w633347AA888ACjRo1i/fr1vPLKKxw8ePCEx9e8eXO2b98OwJEjR9i3bx+XXHJJmXIIJmCbN29eoX1ERATFxcWh66ioKC6//PIyyd077riD7OxsGjZsyC233MLSpUsBOHz4MGlpaQwZMiQ0Z4D33nuPkSNH8vnnn5OYmMiRI0d44okn6NmzJ/n5+SxatKjMs2jQoEHoc7169ULX9erV48iRI6F7lX0XNVFcXMyqVavw+/34/X527tz5/7P37/FVVfe+///6QBRRQhREvxSQ6IYNCUlYCxIwAgpWRAUSNEBA2FREu1EQTjitolYOsvfRUFEQDcW9tQIijbaKROWIF8AdUC6pWUJAEMUlF/3RVC4hRaiQ8ftjzazmTmKBYHg/H488WGPMMeb4zLl8tOTDuNCsWTOmTp3K888/z/fff0+vXr3Ytm1blf2PHj1aLtErIiIiImc/JW7OfsuBgd7nkcAfSi+Y2XQz+1WZcoGZRVfonwn08WZEZpSdTVmWmV0I3A3c55w7BuCc2+ece9W7PtLMNntjzCzTr9jMnjSzT4FkMxttZhu88Z47VYlQ59wq4L+AX1Zx+WOg8m9x5Z8v08y2mtkmM5vl1V1uZku9maKfls4kNbMp3nMWmNn/8uqizWy7mS0CCoB2ZvZrM9vo3fPRasb9pZnlmVleYWHhj35+ERGpP7t27eLjjz8GYMmSJfTu3ZuePXuGE2gpKSmYGbfeeitTpkwhJiaGli1bAqHZjaWJxoULF56W+FJSUsL3/tOf/sT111+PmZGSkkJ2djbHjh3jq6++YseOHfTo0aNS/06dOrFz585w+fzzz2fp0qUsWrQofKDPzp07ueqqq5g0aRKpqals2rQJ5xzjxo0jJiaGKVOmhPuXlJSET3afOXMmhw4dori4uNy7WLBgwY961tLZtGvWrCEqKoqoqKgq20VGRnL48OFw+cYbb+SZZ54JlwOBAABffvkl8fHxPPDAAyQlJbFt27ZKfQE+//zzWp9qLyIiIiJnByU9z37ZwAgzuwBIANbXsf9UINc553POza6hXQdgl3OuqOIFM/sZMBO4HvABSWY2xLt8EbDeOdcV+A5IB3p5MzBPAKNOEt8qL0EaAJ4/SdtPgM5V1N8EvFFdJzNrCdwKdHHOJQD/6V2aC3zoxd4N2GJm3YGxQE/gauBuM/N77TsC85xzXYBOXrkHoXfS3cyurTi2c+6/nHOJzrnEVq1aneTxRETkbNSpUyeysrKIiYnhwIED3HPPPVW2S09PZ/HixeGl7QDTp09n2LBhdO/enUsvvbTKfjXt6dmnTx+GDRvGBx98QNu2bVmxYgUA06ZNIycnB4Bx48bx3Xff0aFDB5566ikyMzMB6NKlC8OHDyc2NpabbrqJrKwsGjeu/G+RAwcOZPXq1eXqLrroIt566y1mz55NTk4Or776KnFxcfh8PgoKChgzZgxr167lpZdeYuXKleFZr8uXL+fEiROMHj2a+Ph4/H4/kyZN4uKLL+b+++/nwQcfxO/3l5u9WRcXXHABfr+f8ePH88ILL1TbbvDgwSxdujR8kNHcuXPJy8sjISGB2NjY8D6jc+bMIS4ujoSEBM477zxuvvlmEhISaNy4MV27dg0fZLRq1SoGDhxY7XgiIiIicvYx51x9xyDVMLNi51wzM8sDsggl2d4FfuWcG2Rm04Fi51zpzMUCYJBzLlimb9/S9l6bcuUyYyUAC51zfiows1QgzTk3xiuPI5RAnGJmx4EmzrkTZjYReAj4i9e1KfAH59z0ap4vCCQ65/5aMTYzu8O7NrFM+1uBXzrnbjazBcB1wA9AWyDZOfdpNeNEAH/2ft4C3nLO/d3MCoG2pTNbvbaTgZbOuWle+T+AQiAHWOWcu9KrnwUMBQ56XZsBjzvnqv0NLDEx0eXl5VV3WURETjMzwzkX/rM2gsEggwYNoqCg4DRHV3++/fZbxowZw3vvvVffodSob9++zJo1i8TExDM67rFjx7juuutYs2ZNtXt+ioiIiEj9MbM/O+cq/SVRf3P7acgBZgF9gZZl6o9TfrbuBXW5qZmtAC4H8oBJwBVm1ryq2Z41OOqcO1F6S0KJ0wfrEkcd+IHPypR/7Zz7k5ndB/we6F5VJ+fccTPrAfycUKJyIqFZq3X1tzKfjVCS87kfcR8REZGzRuvWrbn77rspKioKH0Qk/7Br1y4yMzOV8BQRERH5idHy9p+G3wOPOuc2V6gPElqWjZl1A66sou9hqjmMyDk3wFv2fpdz7gjwAvC0mZ3v3bOVmQ0DNgDXmdml3h6dI4EPq7jlB8BQM7vM69/CzNrX8VmrZGbXEdrP87+ruPws0MjMBlTTtxkQ5ZxbDmQAXcvEe4/XprGZRQG5wBAzu9DMLiK0LD63ituuAO707o2ZtSl9bhERaTiio6Mb9CzPUsOHDz/rE56rV6+uNMvzxRdfDC+tL/2ZMGHCKR23Y8eO9O3b95TeU0REREROP/2T9U+Ac24Pof0nK3oNGGNmWwjt9fl5FW02ASe8g4YWAPk1DPUbQvtdbjWzo4RmNk5zzn1rZlOBVYRmOL7tnFtWRZxbzew3wLve6eY/ABOAr2v3pJWkm1lv4ELgK0JL7D+r2Mg558zsP4H7CSUjK4oElnn7ohpQetrCZOC/vOX6J4B7nHMfe0vnN3htnnfO5Vc8IMo5966FTpL/2Ds5thgYzT+W9ouIiMhpNnbsWMaOHVvfYYiIiIjIWUh7eoqcIdrTU0Skfv2YPT1FREREROTsVt2enlreLiIiIiIiIiIiIg2KlrfLaWdm64EmFar/rYo9Sk/FWEupvLfpA865qpa9i4iIiIiIiIhIA6Skp5x2zrmeZ3CsW8/UWCIiIiIiIiIicnbS8nYRERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBERkXNC+/btMTPat29f36GIiIiIiMhpFlHfAYiIiIicCcFgsL5DEBERERGRM0QzPUVERERERERERKRBUdJTREREREREREREGhQlPUVERERERERERKRBUdJTREREREREREREGhQlPUVERERERERERKRBUdJTREREREREREREGhQlPUVEROScEB0djZkRHR1d36GIiIiIiMhpFlHfAYiIiIicCV9//TXOOcysvkMREREREZHTTDM9RUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNERETkDFuwYAETJ048abubbrqJiy++mEGDBlXb5tixY6Snp9OhQwd69uxJMBgMX3v88cfp0KEDnTp1YsWKFVX2d85x/fXXU1RURDAYJC4urlbPsHv3bvr160dsbCxdunTh6aefrlW/M2H16tV89NFHP6pvMBhkyZIl4fLmzZu54447TlFkIiIiInKmKOkpIiIicpb69a9/zUsvvVRjmxdeeIFLLrmEL774goyMDB544AEAtm7dSnZ2Nlu2bOGdd97h3nvv5cSJE5X6L1++nK5du9K8efM6xRYREcGTTz7J1q1bWbduHVlZWWzdurVO9zhdTmXSMz4+nj179rBr165TFZ6IiIiInAFKeoqIiIhUIxgM0rlzZ0aNGkVMTAxDhw7lyJEj5dqUlJQQHR3NwYMHw3UdO3Zk3759vPnmm/Ts2RO/388NN9zAvn376jT+z3/+cyIjI2tss2zZMn7xi18AMHToUD744AOccyxbtowRI0bQpEkTrrzySjp06MCGDRsq9X/55ZdJTU2tVL9z5078fj8bN25ky5Yt9OjRA5/PR0JCAjt27KB169Z069YNgMjISGJiYti7dy8Ac+fOJTY2loSEBEaMGAHAhg0bSE5Oxu/3c80117B9+3YgNOt1yJAh9O/fn+joaJ599lmeeuop/H4/V199Nfv37wegb9++TJ48GZ/PR1xcXJXPAqHvbP78+cyePRufz0dubi6FhYWkpaWRlJREUlISa9euBeDDDz/E5/Ph8/nw+/0cPnyYqVOnkpubi8/nY/bs2QAMHjyY7Ozsmr8sERERETmrKOkpIiIiUoPt27dz77338tlnn9G8eXPmzZtX7nqjRo1ITU1l6dKlAKxfv5727dtz+eWX07t3b9atW0d+fj4jRozgt7/9baX75+TkMG3atB8d3969e2nXrh0Qmn0ZFRXFd999V64eoG3btuGkZFlr166le/fulZ45LS2NBQsWkJSUxPz585k8eTKBQIC8vDzatm1brn0wGCQ/P5+ePXsCkJmZSX5+Pps2bWL+/PkAdO7cmdzcXPLz85kxYwYPPfRQuH9BQQGvv/46Gzdu5OGHH+bCCy8kPz+f5ORkFi1aFG535MgRAoEA8+bN484776zyfURHRzN+/HgyMjIIBAL06dOHyZMnk5GRwcaNG3nttde46667AJg1axZZWVkEAgFyc3Np2rQpmZmZ9OnTh0AgQEZGBgCJiYnk5ubW7gsRERERkbPCOZ30NDNnZovLlCPMrNDM3qpF32Lvz2gzu71MfaKZza2mz3lmlmlmO8zsEzP72MxuPhXPUs14QTO7tEy5r5m9ZWZjzSzg/fzdzDZ7nzPN7A7vvdxQpt8Qr26oV15tZokVxoo2s+/L3Hd+NTH1NbNDZpZvZtvN7H/MbFCFNr80s23ezwYz613m2moz22VmVqbujdLvQ0RE5FRr164dvXr1AmD06NGsWbOmUpv09HReeeUVALKzs0lPTwdgz549DBgwgPj4eJ544gm2bNlSqW9KSgozZsw4jU9Qs/3795ebTVpYWEhqaiovv/wyXbt2BSA5OZnHHnuMmTNn8vXXX9O0adNw++LiYtLS0pgzZ054iXxCQgKjRo1i8eLFREREAHDo0CGGDRtGXFwcGRkZ5d5Fv379iIyMpFWrVkRFRTF48GAgtLS87B6lI0eOBODaa6+lqKio3Ozamrz//vtMnDgRn89HSkoKRUVFFBcX06tXL6ZMmcLcuXM5ePBgONaKLrvsMr755ptajSUiIiIiZ4dzOukJ/A2IM7PSv7n3BypPgahZNBBOejrn8pxzk6pp+x9AayDOOdcNGALUvGatDDNrXMfYquSce9E553PO+YBvgH5eearXZDMwokyXkcCntbj1l6X3dc6Nr6FdrnPO75zrBEwCnjWznwN4CdB/B3o75zoD44ElZvb/lel/EOjltb+Y0Ds9Y8ys6t+IRESkQSrz72zh8vr168PLonNyckhOTuaLL76gsLCQN954g9tuuw2A++67j4kTJ7J582aee+45jh49esrja9OmDbt37wbg+PHjHDp0iJYtW5arh1ACtk2bNpX6R0REUFJSEi5HRUVxxRVXlEvu3n777eTk5NC0aVNuueUWVq5cCcAPP/xAWloao0aNCj8zwNtvv82ECRP45JNPSEpK4vjx4zzyyCP069ePgoIC3nzzzXLvokmTJuHPjRo1CpcbNWrE8ePHw9eq+i5qo6SkhHXr1hEIBAgEAuzdu5dmzZoxdepUnn/+eb7//nt69erFtm3bqux/9OjRcoleERERETn7netJT4DlwEDv80jgD6UXzGy6mf2qTLnAzKIr9M8E+nizGzNKZ1NWHMTMLgTuBu5zzh0DcM7tc8696l0f6c24LDCzmWX6FZvZk2b2KZBsZqO92Y8BM3vuVCVCK8gFengzU5sBHYDAaRgH51wAmAGUHmH7APBr59xfveufAAuBCWW6ZfOPpOxtwOs1jWFmrb0ZpQHv/fbx6m/yZtx+amYfeHUtvJmjm8xsnZklePXTzewlM1sLvGRmrczsNTPb6P30OhXvQ0REzj67du3i448/BmDJkiX07t2bnj17hhNoKSkpmBm33norU6ZMISYmhpYtWwKh2Y2licaFCxeelvhSUlLC9/7Tn/7E9ddfj5mRkpJCdnY2x44d46uvvmLHjh306NGjUv9OnTqxc+fOcPn8889n6dKlLFq0KHygz86dO7nqqquYNGkSqampbNq0Cecc48aNIyYmhilTpoT7l5SUhE92nzlzJocOHaK4uLjcu1iwYMGPetbS2bRr1qwhKiqKqKioKttFRkZy+PDhcPnGG2/kmWeeCZcDgQAAX375JfHx8TzwwAMkJSWxbdu2Sn0BPv/881qfai8iIiIiZwclPb0EmpldACQA6+vYfyqhmYs+59zsGtp1AHY554oqXjCznwEzgesBH5BkZkO8yxcB651zXYHvgHSglzdL8wQw6iTxrSpdcg48X8tncsD7wAAgFcipZb8rvWXrH5YmFmvpE6Cz97kL8OcK1/O8+lIfANd6Cd8RwCsnuf/twArvnXUFAmbWCvhvIM17t8O8to8C+c65BOAhYFGZ+8QCNzjnRgJPA7Odc0lAGtW8W2+pfp6Z5RUWFp4kTBERORt16tSJrKwsYmJiOHDgAPfcc0+V7dLT01m8eHF4aTvA9OnTGTZsGN27d+fSSy+tsl9Ne3r26dOHYcOG8cEHH9C2bVtWrFgBwLRp08jJCf3f87hx4/juu+/o0KEDTz31FJmZmQB06dKF4cOHExsby0033URWVhaNG1f+t9KBAweyevXqcnUXXXQRb731FrNnzyYnJ4dXX32VuLg4fD4fBQUFjBkzhrVr1/LSSy+xcuXK8KzX5cuXc+LECUaPHk18fDx+v59JkyZx8cUXc//99/Pggw/i9/vLzd6siwsuuAC/38/48eN54YUXqm03ePBgli5dGj7IaO7cueTl5ZGQkEBsbGx4n9E5c+YQFxdHQkIC5513HjfffDMJCQk0btyYrl27hg8yWrVqFQMHDqx2PBERERE5+5hzrr5jqDdmVuyca2ZmeUAW0BF4F/iVc26QmU0Hip1zs7z2BcAg51ywTN++pe29NuXKZcZKABY65/xVxJFKKPk2xiuPA7o456aY2XGgiXPuhJlNJJSI+4vXtSnwB+fc9GqeLwgkls6arCq2KtrcASQSSvZNAqKA/+2N+5Zz7k9mttq7T16Z+zQBmjnnvjOz7sAb3jOUS/JWE4MfWOKcizGz/cCVzrlDFd7PL5xzt5WODdwJrAXGO+f6lH4f1byHa4HfA4uBN5xzATMbDIxwzo2q0Daf0Hex0yvvJpRwnQI459yjXv1fCG0NUKoV0Mk5V+3eoomJiS4vL6+6yyIicpqZGc658J+1EQwGGTRoEAUFBac5uvrz7bffMmbMGN577736DqVGffv2ZdasWSQmJp688Sl07NgxrrvuOtasWVPtnp8iIiIiUn/M7M/OuUp/SdTf3EJygFlAX6BlmfrjlJ8Ne0FdbmpmK4DLCc1UnARcYWbNq5rtWYOjzrkTpbcklDh9sC5x/BjOuQ1mFg8ccc59frI9s7wl+6XL9v9sZl8C/2pm7YD/4zW7q5rufuAz7/NWoDuwssz17kDFkx+ygaXA9Fo8y/94ic+BwAIzewo4cLJ+Vfhbmc+NgKudc6d+czYREZEzqHXr1tx9990UFRWFDyKSf9i1axeZmZlKeIqIiIj8xGh5e8jvgUedc5sr1AeBbgBm1g24soq+h6nmMCLn3ABv2ftdzrkjwAvA02Z2vnfPVmY2DNgAXGdml3pLtkcCH1Zxyw+AoWZ2mde/hZm1r+Oz1sVUQjM8T8p7lsbe56sIzZrd6ZxbWuZwo0rTHL0ZsI8QmmkL8Ftgppm19K77gDuAeRW65gKPU2YP1hpiaw/sc879N6Fl6N2AdYSWyF/ptWlR5r6jvLq+wF+rSVK/C9xXZgzfyeIQEZGfnujo6AY9y7PU8OHDz/qE5+rVqyvN8nzxxRfDS+tLfyZMmFDNHX6cjh070rdv31N6TxERERE5/fRP1oBzbg8wt4pLrwFjzGwLob0+P6+izSbghHfQ0AIgv4ahfgP8J7DVzI4Smjk4zTn3rZlNBVYRms35tnNuWRVxbjWz3wDvmlkj4AdCB/x8XbsnrRvn3P+r4fLbZvaD9/ljQjMvZ3h1JYSWne+vpm8fbxn5hYSW6k9yzn3gjZljZm2Aj8zMEUoqj3bOfVshNkdodm5t9AV+7cVWDIxxzhWa2S+B1713+RegP6GZo783s03AEeAX1dxzEpDltYsA/ofQSfMiIiJyhowdO5axY8fWdxgiIiIichY6p/f0FDmTtKeniEj9+jF7eoqIiIiIyNmtuj09tbxdREREREREREREGhQtb28AzGw90KRC9b9VsUdpg+YdvPRShepjzrme9RGPiIiIiIiIiIjUDyU9GwAl9UK8JK+vvuMQEREREREREZH6peXtIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiLnhPbt22NmtG/fvr5DERERERGR0yyivgMQEREROROCwWB9hyAiIiIiImeIZnqKiIiIiIiIiIhIg6Kkp4iIiIiIiIiIiDQoSnqKiIiIiIiIiIhIg6Kkp4iIiIiIiIiIiDQoSnqKiIiIiIiIiIhIg6Kkp4iIiIiIiIiIiDQoSnqKiIjIOSU6Ohozw8yIjo6u73BEREREROQ0iKjvAERERETOpK+//hrnHABmVs/RiIiIiIjI6aCZniIiIiIiIiIiItKgKOkpIiIiIiIiIiIiDYqSniIiIiIiIiIiItKgKOkpIiIiIiIiIiIiDYqSniIiIiIiIiIiItKgKOkpIiIiIiIiIiIiDYqSniIiIiIiIiIiItKgKOkpIiIiIiIiIiIiDYqSniIiIp4FCxYwceLEk7a76aabuPjiixk0aFC1bY4dO0Z6ejodOnSgZ8+eBIPB8LXHH3+cDh060KlTJ1asWFFlf+cc119/PUVFRQSDQeLi4mr1DLt376Zfv37ExsbSpUsXnn766Vr1OxNWr17NRx999KP6BoNBlixZEi5v3ryZO+644xRFJiIiIiIiDY2SniIiInX061//mpdeeqnGNi+88AKXXHIJX3zxBRkZGTzwwAMAbN26lezsbLZs2cI777zDvffey4kTJyr1X758OV27dqV58+Z1ii0iIoInn3ySrVu3sm7dOrKysti6dWud7nG6nMqkZ3x8PHv27GHXrl2nKjwREREREWlAlPQUEZGfnGAwSOfOnRk1ahQxMTEMHTqUI0eOlGtTUlJCdHQ0Bw8eDNd17NiRffv28eabb9KzZ0/8fj833HAD+/btq9P4P//5z4mMjKyxzbJly/jFL34BwNChQ/nggw9wzrFs2TJGjBhBkyZNuPLKK+nQoQMbNmyo1P/ll18mNTW1Uv3OnTvx+/1s3LiRLVu20KNHD3w+HwkJCezYsYPWrVvTrVs3ACIjI4mJiWHv3r0AzJ07l9jYWBISEhgxYgQAGzZsIDk5Gb/fzzXXXMP27duB0KzXIUOG0L9/f6Kjo3n22Wd56qmn8Pv9XH311ezfvx+Avn37MnnyZHw+H3FxcVU+C4S+s/nz5zN79mx8Ph+5ubkUFhaSlpZGUlISSUlJrF27FoAPP/wQn8+Hz+fD7/dz+PBhpk6dSm5uLj6fj9mzZwMwePBgsrOza/6yRERERETknKSkp4iI/CRt376de++9l88++4zmzZszb968ctcbNWpEamoqS5cuBWD9+vW0b9+eyy+/nN69e7Nu3Try8/MZMWIEv/3tbyvdPycnh2nTpv3o+Pbu3Uu7du2A0OzLqKgovvvuu3L1AG3btg0nJctau3Yt3bt3r/TMaWlpLFiwgKSkJObPn8/kyZMJBALk5eXRtm3bcu2DwSD5+fn07NkTgMzMTPLz89m0aRPz588HoHPnzuTm5pKfn8+MGTN46KGHwv0LCgp4/fXX2bhxIw8//DAXXngh+fn5JCcns2jRonC7I0eOEAgEmDdvHnfeeWeV7yM6Oprx48eTkZFBIBCgT58+TJ48mYyMDDZu3Mhrr73GXXfdBcCsWbPIysoiEAiQm5tL06ZNyczMpE+fPgQCATIyMgBITEwkNze3dl+IiIiIiIicU865pKeZOTNbXKYcYWaFZvZWLfoWe39Gm9ntZeoTzWxuNX3OM7NMM9thZp+Y2cdmdvOpeJZqxgua2aVlyn3N7C0zG2tmAe/n72a22fucaWZ3eO/lhjL9hnh1Q73yajNLrDBWtJl9X+a+86uJqa+ZHfLafGZm/+d0Pb+InDvatWtHr169ABg9ejRr1qyp1CY9PZ1XXnkFgOzsbNLT0wHYs2cPAwYMID4+nieeeIItW7ZU6puSksKMGTNO4xPUbP/+/eVmkxYWFpKamsrLL79M165dAUhOTuaxxx5j5syZfP311zRt2jTcvri4mLS0NObMmRNeIp+QkMCoUaNYvHgxERERABw6dIhhw4YRFxdHRkZGuXfRr18/IiMjadWqFVFRUQwePBgILS0vu0fpyJEjAbj22mspKioqN7u2Ju+//z4TJ07E5/ORkpJCUVERxcXF9OrViylTpjB37lwOHjwYjrWiyy67jG+++aZWY4mIiIiIyLnlnEt6An8D4sys9DfD/kDlKTY1iwbCSU/nXJ5zblI1bf8DaA3EOee6AUOAmtdElmFmjesYW5Wccy8653zOOR/wDdDPK0/1mmwGRpTpMhL4tBa3/rL0vs658TW0y/XGTgRGm1m32sRtZlX/pluPzsaYRM5FZlapvH79+vCy6JycHJKTk/niiy8oLCzkjTfe4LbbbgPgvvvuY+LEiWzevJnnnnuOo0ePnvL42rRpw+7duwE4fvw4hw4domXLluXqIZSAbdOmTaX+ERERlJSUhMtRUVFcccUV5ZK7t99+Ozk5OTRt2pRbbrmFlStXAvDDDz+QlpbGqFGjws8M8PbbbzNhwgQ++eQTkpKSOH78OI888gj9+vWjoKCAN998s9y7aNKkSfhzo0aNwuVGjRpx/Pjx8LWqvovaKCkpYd26dQQCAQKBAHv37qVZs2ZMnTqV559/nu+//55evXqxbdu2KvsfPXq0XKJXRERERESk1LmY9ARYDgz0Po8E/lB6wcymm9mvypQLzCy6Qv9MoI83czGjdDZlxUHM7ELgbuA+59wxAOfcPufcq971kd6MywIzm1mmX7GZPWlmnwLJZjbazDZ44z13qhKhFeQCPbyZqc2ADkDgVA/inPsb8Gegg5lNM7ON3vP/l3m/JXuzSueYWR4w2cyGeW0+NbP/8do0NrMnvP6bzOzfqxvTzFqb2f9476/AzPp49Td5s28/NbMPvLoWZvaGd891Zpbg1U83s5fMbC3wkpm1MrPXvPE3mlmvasb+pZnlmVleYWHhqXyVIue8Xbt28fHHHwOwZMkSevfuTc+ePcMJtJSUFMyMW2+9lSlTphATE0PLli2B0OzG0kTjwoULT0t8KSkp4Xv/6U9/4vrrr8fMSElJITs7m2PHjvHVV1+xY8cOevToUal/p06d2LlzZ7h8/vnns3TpUhYtWhQ+0Gfnzp1cddVVTJo0idTUVDZt2oRzjnHjxhETE8OUKVPC/UtKSsInu8+cOZNDhw5RXFxc7l0sWLDgRz1r6WzaNWvWEBUVRVRUVJXtIiMjOXz4cLh844038swzz4TLgUAAgC+//JL4+HgeeOABkpKS2LZtW6W+AJ9//nmtT7UXEREREZFzy7ma9MwGRpjZBUACsL6O/afizVx0zs2uoV0HYJdzrqjiBTP7GTATuB7wAUlmNsS7fBGw3jnXFfgOSAd6eTMlTwCjThLfqtIl58DztXwmB7wPDABSgZxa9rvSzPLN7MPSZGJNzKwlcDWwBXjWOZfknIsDmgKDyjQ93zmX6Jx7EpgGDPDeR4p3fRxwyDmXBCQBd5vZldUMezuwwnt/XYGAmbUC/htI8+47zGv7KJDvnEsAHgIWlblPLHCDc24k8DQw2xs/jWres3Puv7znSGzVqtXJXo+I1EGnTp3IysoiJiaGAwcOcM8991TZLj09ncWLF4eXtgNMnz6dYcOG0b17dy699NIq+9W0p2efPn0YNmwYH3zwAW3btmXFihUATJs2jZyc0P98jhs3ju+++44OHTrw1FNPkZmZCUCXLl0YPnw4sbGx3HTTTWRlZdG4ceV/yxo4cCCrV68uV3fRRRfx1ltvMXv2bHJycnj11VeJi4vD5/NRUFDAmDFjWLt2LS+99BIrV64Mz3pdvnw5J06cYPTo0cTHx+P3+5k0aRIXX3wx999/Pw8++CB+v7/c7M26uOCCC/D7/YwfP54XXnih2naDBw9m6dKl4YOM5s6dS15eHgkJCcTGxob3GZ0zZw5xcXEkJCRw3nnncfPNN5OQkEDjxo3p2rVr+CCjVatWMXDgwGrHExERERGRc5c55+o7hjPKzIqdc828WYRZQEfgXeBXzrlBZjYdKHbOzfLaFwCDnHPBMn37lrb32pQrlxkrAVjonPNXEUcqoYTbGK88DujinJtiZseBJs65E2Y2kVDy7S9e16bAH5xz06t5viCQ6Jz7a3WxVdHmDkLLzhcBk4Ao4H97477lnPuTma327pNX5j5NgGbOue/MrDvwhvcM5ZK8XgzLgJ1ACfDfzrn5ZpYG3A9cCLQAnnHOZXpj/R/n3Ide//nAvwCvAq974/2JUMK69LjmKODfnXPvVvFOrgV+DywG3nDOBcxsMDDCOTeqQtt8Qt/LTq+8G+gCTAGcc+5Rr/4vhLYJKNUK6OScK644fqnExESXl5dX3WURqYNgMMigQYMoKCio71BOm2+//ZYxY8bw3nvv1XcoNerbty+zZs0iMTHx5I1PoWPHjnHdddexZs2aavf8rI6ZUfr3n7KfRURERETkp8fM/uycq/QLybm8N2EOMAvoC7QsU3+c8jNgL6jLTc1sBXA5kEcogXiFmTWvarZnDY46506U3pJQ4vTBusTxYzjnNphZPHDEOff5yfZk85bsly7b/7OZfQn8q5m1A0oPK7rL+zO3QuL1AmAeoeTrbi/ZXPZd/63MOOPNrCehLQn+7CVYjdC2AStq8Vz/4yU+BwILzOwp4MDJ+lXhb2U+NwKuds6d+o0ARUSA1q1bc/fdd1NUVBQ+iEj+YdeuXWRmZtY54SkiIiIiIueGc3V5O4Rm/j3qnNtcoT4IdAOw0GE7VS2ZPkw1hxE55wZ4y97vcs4dAV4Anjaz8717tjKzYcAG4Dozu9Tbo3Mk8GEVt/wAGGpml3n9W5hZ+zo+a11MJTTD86S8Z2nsfb6K0KzZnc65pWUON6puamNpgvOv3h6iQ2sY51+cc+udc9OAQqAdsAK4x8zO89r8q5ldVE3/9sA+59x/E1qG3g1YB1xbuiTezFp4zXPxtg/wZqj+tZqE9bvAfWXG8FUXv4icetHR0Q16lmep4cOHn/UJz9WrV1ea5fniiy+Gl9aX/kyYMOGUjtuxY0f69u17Su8pIiIiIiINxzk7PcI5tweYW8Wl14AxZraF0F6fn1fRZhNwwkIHDS0A8msY6jfAfwJbzewoodmC05xz35rZVGAVoVmLbzvnllUR51Yz+w3wrpk1An4AJgBf1+5J68Y59/9quPy2mf3gff6Y0N6oM7y6EmC8c25/Lcc5aGb/DRQA/z9gYw3NnzCzjoTe0weETpXfBEQDn1hoSmohMKSa/n2BX3txFgNjnHOFZvZL4HXvvf4F6A9MB35vZpsILZ3/RTX3nARkee0igP8Bajq9XkTknDF27FjGjh1b32GIiIiIiMg57Jzb01OkvmhPTxGRs4P29BQRERERaTiq29PzXF7eLiIiIiIiIiIiIg3QObu8/afOzNYDTSpU/1sVe5SeM7xDmF6qUH3MOdezPuIREREREREREZH6oaTnT5QSeZV5CV9ffcchIiIiIiIiIiL1S8vbRUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNEREREREREREQalIj6DkBERETkTGrfvj1mFv4sIiIiIiINj5KeIiIick4JBoP1HYKIiIiIiJxmWt4uIiIiIiIiIiIiDYqSniIiIiIiIiIiItKgKOkpIiIiIiIiIiIiDYqSniIiIiIiIiIiItKgKOkpIiIiIiIiIiIiDYqSniIiIiIiIiIiItKgRNR3ACIip9NlP2tH4bd76jsMETmLtG/fnmAwWN9hiIiIiIjIaaSkp4g0aIXf7mHpxl31HYaInEVuTbqivkMQEREREZHTTMvbRUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNEREREREREREQaFCU9RURERM6wBQsWMHHixJO2W7hwIR07dqRjx44sXLiw2nbPPPMMnTt3pkuXLtx///3h+scff5wOHTrQqVMnVqxYUWVf5xzXX389RUVFBINB4uLiavUMu3fvpl+/fsTGxtKlSxeefvrpWvU7E1avXs1HH330o/oGg0GWLFkSLm/evJk77rjjFEUmIiIiImdKRH0HICIiIiKV7d+/n0cffZS8vDzMjO7du5OSksIll1xSrt2qVatYtmwZn376KU2aNOEvf/kLAFu3biU7O5stW7bwzTffcMMNN/D555/TuHHjcv2XL19O165dad68Ofv37691fBERETz55JN069aNw4cP0717d/r3709sbOw///D/pNWrV9OsWTOuueaaOvctTXrefvvtAMTHx7Nnzx527drFFVdccapDFREREZHTRDM9RURERKoRDAbp3Lkzo0aNIiYmhqFDh3LkyJFybUpKSoiOjubgwYPhuo4dO7Jv3z7efPNNevbsid/v54YbbmDfvn21HnvFihX079+fFi1acMkll9C/f3/eeeedSu1+97vfMXXqVJo0aQLAZZddBsCyZcsYMWIETZo04corr6RDhw5s2LChUv+XX36Z1NTUSvU7d+7E7/ezceNGtmzZQo8ePfD5fCQkJLBjxw5at25Nt27dAIiMjCQmJoa9e/cCMHfuXGJjY0lISGDEiBEAbNiwgeTkZPx+P9dccw3bt28HQrNehwwZQv/+/YmOjubZZ5/lqaeewu/3c/XVV4cTsX379mXy5Mn4fD7i4uKqfBYIfWfz589n9uzZ+Hw+cnNzKSwsJC0tjaSkJJKSkli7di0AH374IT6fD5/Ph9/v5/Dhw0ydOpXc3Fx8Ph+zZ88GYPDgwWRnZ9fymxMRERGRs4GSniIiIiI12L59O/feey+fffYZzZs3Z968eeWuN2rUiNTUVJYuXQrA+vXrad++PZdffjm9e/dm3bp15OfnM2LECH77299Wun9OTg7Tpk2rVL93717atWsXLrdt2zacVCzr888/Jzc3l549e3LdddexcePGOvVfu3Yt3bt3r/TMaWlpLFiwgKSkJObPn8/kyZMJBALk5eXRtm3bcu2DwSD5+fn07NkTgMzMTPLz89m0aRPz588HoHPnzuTm5pKfn8+MGTN46KGHwv0LCgp4/fXX2bhxIw8//DAXXngh+fn5JCcns2jRonC7I0eOEAgEmDdvHnfeeWelZwGIjo5m/PjxZGRkEAgE6NOnD5MnTyYjI4ONGzfy2muvcddddwEwa9YssrKyCAQC5Obm0rRpUzIzM+nTpw+BQICMjAwAEhMTyc3NrXI8ERERETk7nTTpaWbOzBaXKUeYWaGZvVWLvsXen9FmdnuZ+kQzm1tNn/PMLNPMdpjZJ2b2sZndXLvHqTszC5rZpWXKfUufzcxSzGxqDX19ZnbL6Yrtn2Vm081sr5kFyvxcfIrHuMPMnvU+jzezMT/iHn3N7Joy5R91HxERkdOhXbt29OrVC4DRo0ezZs2aSm3S09N55ZVXAMjOziY9PR2APXv2MGDAAOLj43niiSfYsmVLpb4pKSnMmDHjR8d3/Phx9u/fz7p163jiiScYPnw4zrla99+/fz+RkZHhcmFhIampqbz88st07doVgOTkZB577DFmzpzJ119/TdOmTcPti4uLSUtLY86cOTRv3hyAhIQERo0axeLFi4mICO2mdOjQIYYNG0ZcXBwZGRnl3kW/fv2IjIykVatWREVFMXjwYCC0tDwYDIbbjRw5EoBrr72WoqKicrNra/L+++8zceJEfD4fKSkpFBUVUVxcTK9evZgyZQpz587l4MGD4Vgruuyyy/jmm29qNZaIiIiInB1qM9Pzb0CcmZX+7bY/UHmaQM2igXDS0zmX55ybVE3b/wBaA3HOuW7AECCymraVmFnjk7eqHedcjnMus4YmPuCUJD0t5HTMvJ3tnPOV+Tl4GsYAwDk33zm36OQtK+kLhJOe/8R9zggz0164IiLnEDOrVF6/fn14WXROTg7Jycl88cUXFBYW8sYbb3DbbbcBcN999zFx4kQ2b97Mc889x9GjR2s9bps2bdi9e3e4vGfPHtq0aVOpXdu2bbntttswM3r06EGjRo3461//Wuv+ERERlJSUhMtRUVFcccUV5ZK7t99+Ozk5OTRt2pRbbrmFlStXAvDDDz+QlpbGqFGjws8M8PbbbzNhwgQ++eQTkpKSOH78OI888gj9+vWjoKCAN998s9y7KF2aD6GZs6XlRo0acfz48fC1qr6L2igpKWHdunUEAgECgQB79+6lWbNmTJ06leeff57vv/+eXr16sW3btir7Hz16tFyiV0RERETOfrVNsi0HBnqfRwJ/KL3gzSb8VZlygZlFV+ifCfTxZhpmlJ1NWZaZXQjcDdznnDsG4Jzb55x71bs+0sw2e2PMLNOv2MyeNLNPgWQzG21mG7zxnvuxidAKsxiHeeN+amb/Y2bnAzOAdG+cdDNrYWZvmNkmM1tnZgle31Zm9p6ZbTGz583sazO71JsBu93MFgEFQDsz+52Z5XltHy0TS9DMHvfGyjOzbma2wsy+NLPxdXyupmaWbWafmdlSM1tvZoml77JMu6FmtsD7PNhrl29m75vZ5VXcd7qZ/crMflZhdukJM2tf1T28/1bGAxle2z5l/5vyZtOu897pUjO7xKtfbWYzve/5czPrU8Pzdinz38MmM+vo1Y/xyp+a2UteXbSZrfTqPzCzK7z6BWY238zWA781s38xs3fM7M9mlmtmnasZ+5fe95VXWFhYl69JRETOErt27eLjjz8GYMmSJfTu3ZuePXuGE2gpKSmYGbfeeitTpkwhJiaGli1bAqHZjaWJxppOX6/KgAEDePfddzlw4AAHDhzg3XffZcCAAZXaDRkyhFWrVgGhpe5///vfufTSS0lJSSE7O5tjx47x1VdfsWPHDnr06FGpf6dOndi5c2e4fP7557N06VIWLVoUPsV8586dXHXVVUyaNInU1FQ2bdqEc45x48YRExPDlClTwv1LSkrCJ7vPnDmTQ4cOUVxcXO5dLFiwoE7volTpbNo1a9YQFRVFVFRUle0iIyM5fPhwuHzjjTfyzDPPhMuBQACAL7/8kvj4eB544AGSkpLYtm1bpb4Qeq+1PdVeRERERM4OtU16ZgMjzOwCIAFYX8dxpgK53kzD2TW06wDscs4VVbxgZj8DZgLXE5phmWRmQ7zLFwHrnXNdge+AdKCXc84HnABGnSS+VaUJOuD5atpMAwZ4Y6Q45/7u1b3iPdcrwKNAvnMuAXgIKJ2t+H+Alc65LsCfgLJHf3YE5jnnujjnvgYeds4lEnrP15UmTj27vGfKBRYAQ4GrvXGrU5pMDJjZKq/uHuCIcy7Gi6179d3D1gBXO+f8hP57uL+6hs65b0pnlgL/DbzmPVulezjngsB8/jEjteKGWYuAB7x3utmLt1SEc64H8L8q1Fc0HnjaiycR2GNmXYDfANd73+lkr+0zwEJvvJeBstswtAWucc5NAf6LUHK+O/AroPwGb/94F//lnEt0ziW2atWqhhBFRORs1alTJ7KysoiJieHAgQPcc889VbZLT09n8eLF4aXtANOnT2fYsGF0796dSy+9tMp+1e3p2aJFCx555JHw4TvTpk2jRYsWANx1113k5eUBcOedd7Jz507i4uIYMWIECxcuxMzo0qULw4cPJzY2lptuuomsrKxKJ7cDDBw4kNWrV5eru+iii3jrrbeYPXs2OTk5vPrqq8TFxeHz+SgoKGDMmDGsXbuWl156iZUrV4ZnvS5fvpwTJ04wevRo4uPj8fv9TJo0iYsvvpj777+fBx98EL/fX272Zl1ccMEF+P1+xo8fzwsvvFBtu8GDB7N06dLwQUZz584lLy+PhIQEYmNjw/uMzpkzh7i4OBISEjjvvPO4+eabSUhIoHHjxnTt2jV8kNGqVasYOHBgteOJiIiIyNnHTrbnk5kVO+eamVkekEUoSfcu8Cvn3CAzmw4UO+dmee0LgEHOuWCZvn1L23ttypXLjJVAKOHkryKOVCDNOTfGK48DujjnppjZcaCJc+6EmU0klHD8i9e1KfAH59z0ap4vCCQ65/5aMTYzu8O7NtHM5gP/ArwKvO6c+67sda9vvhfjTq+8G+gC/A9wq3PuK69+P/CvQDNglXPuyjLxjAd+CUQQWuZ/n3Mu24uzl3Nur5ndCSQ75+72+uwCEiouXa/43ZSpfwOY65xb6ZU/AX7pnMsr/c68+qGEvss7zCweeNKL6XzgK+fcTRXeUbnxzKwXof9mejvnimu4R8V+04FiQgnTzc650tmW/wL80TnXzcxWE0oQr/Vmna51znWo5ju+HXiYUAL1defcDjO7D/j/nHMPV2j7V6C1c+4HMzsP+NY5d6k343WVc26hmTUDCoHtZbo28ZLI1UpMTHSlv6DKmWNmLN24q77DEJGzyK1JV9R6z8tgMMigQYMoKCg4zVHVn2+//ZYxY8bw3nvv1XcoNerbty+zZs0iMTHxjI577NgxrrvuOtasWVPtnp8iIiIiUn/M7M/eBMJy6rKHZA4wizJL2z3HK9zngjoGtsKbhfg88AVwhZk1r8s9gKPOuROltySUOC3dw7JTdQnPunDOjSc0M7Ad8Gcza/nP3tPzt9IPZnYloVmDP/dmGr5N+fd5zPuzpMzn0nKEmf3fMjNWf6yyvwWWHfsZ4FnnXDzw75zkezaz1sALwHDnXOmS+TrdoxZK38EJQkniKjnnlgApwPfAcjO7/keOV/pdNQIOVtgrtcaEp4iIyNmqdevW3H333RQVVVpoI4S2N8jMzFTCU0REROQnpi5Jz98DjzrnNleoDwLdAMysG3AllR2mmsOInHMDvKTRXc65I4QSZU9baM/M0v0whwEbCC33vtRCe3SOBD6s4pYfAEPN7DKvfwsza1+H56ySmf2Lc269c24aoVl+7ap4rly8pfTejNG/ekv11wLDvfobgUuqGaY5ocTaIW/2Yp1OrXfOPVxmWXlN/gfvYCkziyO0lL7UPjOLsdChSreWqY/iHwdY/aKmm3szJP9IaFn657W4R5X/fTjnDgEHyuzX+W9U/Z3XyMyuAnY65+YCywg970pgWGny2sxaeM0/AkZ4n0cR+k4rxlUEfOX9d1l6CFXXusYlIiJnv+jo6AY9y7PU8OHDwyevn61Wr15daZbniy++GF5aX/ozYcKEUzpux44d6du37ym9p4iIiIicfrX+J2vn3B7K729Y6jVgjJltIbTX5+dVtNkEnLDQQUMLgPwahvoN8J/AVjM7SigJOM05962ZTQVWEZrN+bZzblkVcW41s98A73qJux+ACcDXtXvSaj1hoQNwjFBi9VNgFzDVm1n5ODAd+L2ZbQKO8I/E3qPAH8zs34CPgf8foURfswqxf+otkd8G7CaULP1nZZjZ6DLlIcDvgBfN7DPgM+DPZa5PBd4ilNjNKxPjdOCPZnaAUMKwquR2qWsI7Z35qP3jMKZbarjHm8CfvC0M7qtwr18A8y10yNVOYOzJH7mS4cC/mdkPhN79Y865/Wb2f4EPzewEof8m7/DGf9HMfk3oHVQ33ijgd95/a+cR2qP00x8Rm4iIiPxIY8eOZezYH/NXAxERERFp6E66p6f888ysCXDCOXfczJKB39ViNuYZ4+2P+SvnnDacPI20p2f90J6eIlJRXfb0FBERERGRs1t1e3pqc6Iz4wrgVW/m6d+Bu+s5HhERERERERERkQbrnEl6mtl6oEmF6n+rYo/SU845twOodCL92cI517e+YzgVzGwAMLNC9VfOuVurai8iIiIiIiIiIg3TOZP0dM71rO8Y5PRyzq0AVtR3HCIiIiIiIiIiUr/qcnq7iIiIiIiIiIiIyFlPSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUCLqOwARkdOpffv23Jp0RX2HISJnkfbt29d3CCIiIiIicpop6SkiDVowGKzvEERERERERETkDNPydhEREREREREREWlQlPQUERERERERERGRBkVJTxEREREREREREWlQlPQUERERERERERGRBkVJTxEREREREREREWlQlPQUERERERERERGRBiWivgMQEREROZOaXd6Mv/3lb/UdhsgZ0759e4LBYH2HISIiInJGKekpIiIi55S//eVv/OL/ja7vMETOmIU3L67vEERERETOOC1vFxERERERERERkQZFSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBER8SxYsICJEyeetN3ChQvp2LEjHTt2ZOHChVW2+eMf/0iXLl1o1KgReXl55a49/vjjdOjQgU6dOrFixYoq+zvnuP766ykqKiIYDBIXF1erZ9i9ezf9+vUjNjaWLl268PTTT9eq35mwevVqPvroox/VNxgMsmTJknB58+bN3HHHHacoMhERERERaWiU9BQREamD/fv38+ijj7J+/Xo2bNjAo48+yoEDByq1i4uL4/XXX+faa68tV79161ays7PZsmUL77zzDvfeey8nTpyo1H/58uV07dqV5s2b1ym+iIgInnzySbZu3cq6devIyspi69atdXvI0+RUJj3j4+PZs2cPu3btOlXhiYiIiIhIA6Kkp4iI/OQEg0E6d+7MqFGjiImJYejQoRw5cqRcm5KSEqKjozl48GC4rmPHjuzbt48333yTnj174vf7ueGGG9i3b1+tx16xYgX9+/enRYsWXHLJJfTv35933nmnUruYmBg6depUqX7ZsmWMGDGCJk2acOWVV9KhQwc2bNhQqd3LL79MampqpfqdO3fi9/vZuHEjW7ZsoUePHvh8PhISEtixYwetW7emW7duAERGRhITE8PevXsBmDt3LrGxsSQkJDBixAgANmzYQHJyMn6/n2uuuYbt27cDoVmvQ4YMoX///kRHR/Pss8/y1FNP4ff7ufrqq9m/fz8Affv2ZfLkyfh8PuLi4qp8Fgh9Z/Pnz2f27Nn4fD5yc3MpLCwkLS2NpKQkkpKSWLt2LQAffvghPp8Pn8+H3+/n8OHDTJ06ldzcXHw+H7NnzwZg8ODBZGdn1/yFiYiIiIjIOUlJTxER+Unavn079957L5999hnNmzdn3rx55a43atSI1NRUli5dCsD69etp3749l19+Ob1792bdunXk5+czYsQIfvvb31a6f05ODtOmTatUv3fvXtq1axcut23bNpxUrI3a9l+7di3du3ev9MxpaWksWLCApKQk5s+fz+TJkwkEAuTl5dG2bdty7YPBIPn5+fTs2ROAzMxM8vPz2bRpE/Pnzwegc+fO5Obmkp+fz4wZM3jooYfC/QsKCnj99dfZuHEjDz/8MBdeeCH5+fkkJyezaNGicLsjR44QCASYN28ed955Z5XPHR0dzfjx48nIyCAQCNCnTx8mT55MRkYGGzdu5LXXXuOuu+4CYNasWWRlZREIBMjNzaVp06ZkZmbSp08fAoEAGRkZACQmJpKbm1vrdy8iIiIiIucOJT3PUmbmzGxxmXKEmRWa2Vu16Fvs/RltZreXqU80s7nV9DnPzDLNbIeZfWJmH5vZzafiWaoZL2hml3qfT5hZwMwKzOyPZnZhhfrSn6lefYSZPebFWnrt4dMVq4icndq1a0evXr0AGD16NGvWrKnUJj09nVdeeQWA7Oxs0tPTAdizZw8DBgwgPj6eJ554gi1btlTqm5KSwowZM07jE9Rs//79REZGhsuFhYWkpqby8ssv07VrVwCSk5N57LHHmDlzJl9//TVNmzYNty8uLiYtLY05c+aEl8gnJCQwatQoFi9eTEREBACHDh1i2LBhxMXFkZGRUe5d9OvXj8jISFq1akVUVBSDBw8GQkvLg8FguN3IkSMBuPbaaykqKio3u7Ym77//PhMnTsTn85GSkkJRURHFxcX06tWLKVOmMHfuXA4ePBiOtaLLLruMb775plZjiYiIiIjIuUVJz7PX34A4Myv9DbY/UPupRCHRQDjp6ZzLc85NqqbtfwCtgTjnXDdgCBBZTdtKzKxxHWMr63vnnM85Fwf8HRhfob70J9Or/0/gZ0C8c84H9AHO+yfGrxMzq/q3bxE5o8ysUnn9+vXhZdE5OTkkJyfzxRdfUFhYyBtvvMFtt90GwH333cfEiRPZvHkzzz33HEePHq31uG3atGH37t3h8p49e2jTps0p7x8REUFJSUm4HBUVxRVXXFEuuXv77beTk5ND06ZNueWWW1i5ciUAP/zwA2lpaYwaNSr8zABvv/02EyZM4JNPPiEpKYnjx4/zyCOP0K9fPwoKCnjzzTfLvYsmTZqEPzdq1ChcbtSoEcePHw9fq+q7qI2SkhLWrVtHIBAgEAiwd+9emjVrxtSpU3n++ef5/vvv6dWrF9u2bauy/9GjR8slekVEREREREop6Xl2Ww4M9D6PBP5QesHMppvZr8qUC8wsukL/TKCPNxMyw8z6VjVT1JtZeTdwn3PuGIBzbp9z7lXv+kgz2+yNMbNMv2Ize9LMPgWSzWy0mW3wxnvuRyZCc4EO1V2sEOtRL9bDzrnpNfS5yMzeNrNPvWdI9+qTzOwjr36DmUWa2QVm9qL3vPlm1s9re4eZ5ZjZSuAD756/9/rlm1nljfdE5LTatWsXH3/8MQBLliyhd+/e9OzZM5xAS0lJwcy49dZbmTJlCjExMbRs2RIIzW4sTTRWd/p6dQYMGMC7777LgQMHOHDgAO+++y4DBgyodf+UlBSys7M5duwYX331FTt27KBHjx6V2nXq1ImdO3eGy+effz5Lly5l0aJF4QN9du7cyVVXXcWkSZNITU1l06ZNOOcYN24cMTExTJkyJdy/pKQkfLL7zJkzOXToEMXFxeXexYIFC+r0LkqVzqZds2YNUVFRREVFVdkuMjKSw4cPh8s33ngjzzzzTLgcCAQA+PLLL4mPj+eBBx4gKSmJbdu2VeoL8Pnnn9f6VHsRERERETm3KOl5dssGRpjZBUACsL6O/acCud4sydk1tOsA7HLOFVW8YGY/A2YC1wM+IMnMhniXLwLWO+e6At8B6UAvb/blCWBUXYL1ZlDeDGz2qppWWN6eXibWw9XeqLKbgG+cc1292aTvmNn5wCvAZC/+G4DvgQmAc87FE0o0L/TeP0A3YKhz7jrgYWClc64H0A94wswuquKZfmlmeWaWV1hYWJfXISIn0alTJ7KysoiJieHAgQPcc889VbZLT09n8eLF4aXtANOnT2fYsGF0796dSy+9tMp+1e3p2aJFCx555JHw4TvTpk2jRYsWANx1113k5eUBsHTpUtq2bcvHH3/MwIEDw4nRLl26MHz4cGJjY7npppvIysqicePK/0Y0cOBAVq9eXa7uoosu4q233mL27Nnk5OTw6quvEhcXh8/no6CggDFjxrB27VpeeuklVq5cGZ71unz5ck6cOMHo0aOJj4/H7/czadIkLr74Yu6//34efPBB/H5/udmbdXHBBRfg9/sZP348L7zwQrXtBg8ezNKlS8MHGc2dO5e8vDwSEhKIjY0N7zM6Z84c4uLiSEhI4LzzzuPmm28mISGBxo0b07Vr1/BBRqtWrWLgwIHVjiciIiIiIucuc87VdwxSBTMrds41M7M8IAvoCLwL/Mo5N8jMpgPFzrlZXvsCYJBzLlimb9/S9l6bcuUyYyUAC51z/iriSAXSnHNjvPI4oItzboqZHQeaOOdOmNlE4CHgL17XpsAfqpuBaWZBINE591czO8E/Ep25wP92zv299DlqitXMxgKTgZbANc653VRgZv/qvbtXgLecc7lmFg/Md871qtB2KfCMc26lV84llAjtBlznnBvr1ecBFwClGYIWwADn3GdVPS9AYmKiK02GiMg/JxgMMmjQIAoKCuo7lNPm22+/ZcyYMbz33nv1HUqN+vbty6xZs0hMTDyj4x47dozrrruONWvWVLvnZ3XMjF/8v9GnKTKRs8/Cmxejv/OLiIhIQ2Vmf3bOVfqFRHsTnv1ygFlAX0KJvVLHKT9T9wLqwMxWAJcDecAk4Aoza17VbM8aHHXOnSi9JaFk5IN1icPzvTc7tDa+IBRrpLes/UXgRS/pW+Vyeufc52bWDbgF+E8z+wBY+iPi/FuZz0YoGbz9R9xHROSkWrduzd13301RUVH4ICL5h127dpGZmVnnhKeIiIiIiJwbtLz97Pd74FHn3OYK9UFCsw/xEnpXVtH3MNUcRuScG+Ate7/LOXcEeAF42lv2jZm1MrNhwAbgOjO71NujcyTwYRW3/AAYamaXef1bmFn7Oj7rSZWJ9dnSZedeXOdX18dbon/EObcYeILQe9sOtDazJK9NpLe8PhdvWb43Q/QKr21FK4D7zDutw8wqzZIVkdMnOjq6Qc/yLDV8+PCzPuG5evXqSrM8X3zxxfDS+tKfCRMmnNJxO3bsSN++fU/pPUVEREREpOHQ9IiznHNuDzC3ikuvAWPMbAuhvT4/r6LNJuCEd9DQAiC/hqF+Q+hU9K1mdpTQrMZpzrlvzWwqsIrQ7Ma3nXPLqohzq5n9BnjXzBoBPxBaFv51NeNFAMdqiAe8PT3LlN9xzk0ltJ/mfwAFZnaY0F6cC4FvqrlPPKE9N0u8uO7xls+nA8+YWVPvHjcA84DfmdlmQrNp73DOHaviJOL/AOYAm7zn/QoYVLGRiMi5aOzYsYwdO7a+wxARERERkXOY9vSUM87MWgEB51yb+o7lTNKeniIiZwft6SnnGu3pKSIiIg1ZdXt6anm7nFFmlkJoCfmP2ftTRERERERERETkpLS8XU4rM1sPNKlQPayKPUpPxVgtCe0tWtHPnXPfnerxRERERERERETk7KSkp5xWzrmeZ3Cs7wDfmRpPRERERERERETOTlreLiIiIiIiIiIiIg2Kkp4iIiIiIiIiIiLSoCjpKSIiIiIiIiIiIg2Kkp4iIiIiIiIiIiLSoCjpKSIiIiIiIiIiIg2Kkp4iIiIiIiIiIiLSoCjpKSIiIiIiIiIiIg1KRH0HICIiInImtW/fnoU3L67vMETOmPbt29d3CCIiIiJnnJKeIiIick4JBoP1HYKIiIiIiJxmWt4uIiIiIiIiIiIiDYqSniIiIiIiIiIiItKgKOkpIiIiIiIiIiIiDYqSniIiIiIiIiIiItKgKOkpIiIiIiIiIiIiDYqSniIiIiIiIiIiItKgmHOuvmMQOSecf9557ofjx+s7DBGRc1779u0JBoP1HYaIiIiIiJwCZvZn51xixfqI+ghG5Fz0w/Hj7HjvlfoOQ0TknNexf3p9hyAiIiIiIqeZlreLiIiIiIiIiIhIg6Kkp4iIiIiIiIiIiDQoSnqKiIiIiIiIiIhIg6Kkp4iIiIiIiIiIiDQoSnqKiIiIiIiIiIhIg6Kkp4iIiIiIiIiIiDQoSnqKiIiIiIiIiIhIg6Kkp4iIiMgZtmDBAiZOnHjSdgsXLqRjx4507NiRhQsXVtvumWeeoXPnznTp0oX7778/XP/444/ToUMHOnXqxIoVK6rs65zj+uuvp6ioiGAwSFxcXK2eYffu3fTr14/Y2Fi6dOnC008/Xat+Z8Lq1av56KOPflTfYDDIkiVLwuXNmzdzxx13nKLIRERERORMiajvAERERESksv379/Poo4+Sl5eHmdG9e3dSUlK45JJLyrVbtWoVy5Yt49NPP6VJkyb85S9/AWDr1q1kZ2ezZcsWvvnmG2644QY+//xzGjduXK7/8uXL6dq1K82bN2f//v21ji8iIoInn3ySbt26cfjwYbp3707//v2JjY395x/+n7R69WqaNWvGNddcU+e+pUnP22+/HYD4+Hj27NnDrl27uOKKK051qCIiIiJymmimp4iIiEg1gsEgnTt3ZtSoUcTExDB06FCOHDlSrk1JSQnR0dEcPHgwXNexY0f27dvHm2++Sc+ePfH7/dxwww3s27ev1mOvWLGC/v3706JFCy655BL69+/PO++8U6nd7373O6ZOnUqTJk0AuOyyywBYtmwZI0aMoEmTJlx55ZV06NCBDRs2VOr/8ssvk5qaWql+586d+P1+Nm7cyJYtW+jRowc+n4+EhAR27NhB69at6datGwCRkZHExMSwd+9eAObOnUtsbCwJCQmMGDECgA0bNpCcnIzf7+eaa65h+/btQGjW65AhQ+jfvz/R0dE8++yzPPXUU/j9fq6++upwIrZv375MnjwZn89HXFxclc8Coe9s/vz5zJ49G5/PR25uLoWFhaSlpZGUlERSUhJr164F4MMPP8Tn8+Hz+fD7/Rw+fJipU6eSm5uLz+dj9uzZAAwePJjs7OxafnMiIiIicjZQ0lNERESkBtu3b+fee+/ls88+o3nz5sybN6/c9UaNGpGamsrSpUsBWL9+Pe3bt+fyyy+nd+/erFu3jvz8fEaMGMFvf/vbSvfPyclh2rRpler37t1Lu3btwuW2bduGk4plff755+Tm5tKzZ0+uu+46Nm7cWKf+a9eupXv37pWeOS0tjQULFpCUlMT8+fOZPHkygUCAvLw82rZtW659MBgkPz+fnj17ApCZmUl+fj6bNm1i/vz5AHTu3Jnc3Fzy8/OZMWMGDz30ULh/QUEBr7/+Ohs3buThhx/mwgsvJD8/n+TkZBYtWhRud+TIEQKBAPPmzePOO++s9CwA0dHRjB8/noyMDAKBAH369GHy5MlkZGSwceNGXnvtNe666y4AZs2aRVZWFoFAgNzcXJo2bUpmZiZ9+vQhEAiQkZEBQGJiIrm5uVWOJyIiIiJnJyU9zyJm5sxscZlyhJkVmtlbtehb7P0ZbWa3l6lPNLO51fQ5z8wyzWyHmX1iZh+b2c2n4lmqGS9oZpdWqLvDzJ4tU15lZgMqtPlfZvY779mcmf1nmWuXmtkPZe8hIiJyKrVr145evXoBMHr0aNasWVOpTXp6Oq+88goA2dnZpKenA7Bnzx4GDBhAfHw8TzzxBFu2bKnUNyUlhRkzZvzo+I4fP87+/ftZt24dTzzxBMOHD8c5V+v++/fvJzIyMlwuLCwkNTWVl19+ma5duwKQnJzMY489xsyZM/n6669p2rRpuH1xcTFpaWnMmTOH5s2bA5CQkMCoUaNYvHgxERGh3ZQOHTrEsGHDiIuLIyMjo9y76NevH5GRkbRq1YqoqCgGDx4MhJaWB4PBcLuRI0cCcO2111JUVFRudm1N3n//fSZOnIjP5yMlJYWioiKKi4vp1asXU6ZMYe7cuRw8eDAca0WXXXYZ33zzTa3GEhEREZGzg5KeZ5e/AXFmVvqbRH+g8pSMmkUD4aSncy7POTepmrb/AbQG4pxz3YAhQGQ1bSsxs8Ynb1VnfwBGVKgb4dUDfAUMLHNtGFD5N8jT6DQ9t4iInKXMrFJ5/fr14WXROTk5JCcn88UXX1BYWMgbb7zBbbfdBsB9993HxIkT2bx5M8899xxHjx6t9bht2rRh9+7d4fKePXto06ZNpXZt27bltttuw8zo0aMHjRo14q9//Wut+0dERFBSUhIuR0VFccUVV5RL7t5+++3k5OTQtGlTbrnlFlauXAnADz/8QFpaGqNGjQo/M8Dbb7/NhAkT+OSTT0hKSuL48eM88sgj9OvXj4KCAt58881y76J0aT6EZs6Wlhs1asTx48fD16r6LmqjpKSEdevWEQgECAQC7N27l2bNmjF16lSef/55vv/+e3r16sW2bduq7H/06NFyiV4REREROfsp6Xn2Wc4/knoj+UeyDzObbma/KlMuMLPoCv0zgT5mFjCzDDPrW9VMUTO7ELgbuM85dwzAObfPOfeqd32kmW32xphZpl+xmT1pZp8CyWY22sw2eOM9dwoSgn8CBprZ+d540cDPgNI1ZUeAz8ws0SunA6/WdEMzG+Y9x6dm9j9eXWMzm+XVbzKz+7z6n5tZvvfsvzezJl590MxmmtknwDAzu9GbGfuJmf3RzJr9k88tIiJnqV27dvHxxx8DsGTJEnr37k3Pnj3DCbSUlBTMjFtvvZUpU6YQExNDy5YtgdDsxtJEY02nr1dlwIABvPvuuxw4cIADBw7w7rvvMmDAgErthgwZwqpVq4DQUve///3vXHrppaSkpJCdnc2xY8f46quv2LFjBz169KjUv1OnTuzcuTNcPv/881m6dCmLFi0Kn2K+c+dOrrrqKiZNmkRqaiqbNm3COce4ceOIiYlhypQp4f4lJSXhk91nzpzJoUOHKC4uLvcuFixYUKd3Uap0Nu2aNWuIiooiKiqqynaRkZEcPnw4XL7xxht55plnwuVAIADAl19+SXx8PA888ABJSUls27atUl8IvdfanmovIiIiImcHJT3PPtnACDO7AEgA1tex/1Qg1znnc87NrqFdB2CXc66o4gUz+xkwE7ge8AFJZjbEu3wRsN451xX4jlDSsZdzzgecAEbVMd5ynHP7gQ1A6TL7EcCrrvw6vdJ31M4b82TrzaYBA7yYU7y6XxKaFetzziUAL3vvfAGQ7pyLByKAe8rc5ztvRuz7wG+AG7xyHjCFKpjZL80sz8zyTvrwIiJyVurUqRNZWVnExMRw4MAB7rnnnirbpaens3jx4vDSdoDp06czbNgwunfvzqWXXlplv+r29GzRogWPPPJI+PCdadOm0aJFCwDuuusu8vJC/9dy5513snPnTuLi4hgxYgQLFy7EzOjSpQvDhw8nNjaWm266iaysrEontwMMHDiQ1atXl6u76KKLeOutt5g9ezY5OTm8+uqrxMXF4fP5KCgoYMyYMaxdu5aXXnqJlStXhme9Ll++nBMnTjB69Gji4+Px+/1MmjSJiy++mPvvv58HH3wQv99fbvZmXVxwwQX4/X7Gjx/PCy+8UG27wYMHs3Tp0vBBRnPnziUvL4+EhARiY2PD+4zOmTOHuLg4EhISOO+887j55ptJSEigcePGdO3aNXyQ0apVqxg4cGC144mIiIjI2cfqsueTnF5mVuyca+YlyLKAjsC7wK+cc4PMbDpQ7Jyb5bUvAAY554Jl+vYtbe+1KVcuM1YCsNA5568ijlQgzTk3xiuPA7o456aY2XGgiXPuhJlNBB4C/uJ1bQr8wTk3vZrnCwKJzrm/lqm7w6ubWKZulPdcI80sAIxzzv3Zm/X5FtAN2AgsBg4Bf694jwrjzgf+hdCM0Nedc9+Z2WvAfOfce2XadQWecc5d65V/Dkxwzt3mxX6dc+5rMxtEKDm6x+t6PvCxc25cVeOXub/b8d4rNTUREZEzoGP/9FrveRkMBhk0aBAFBQWnOar68+233zJmzBjee++9kzeuR3379mXWrFkkJiaevPEpdOzYMa677jrWrFlT7Z6fIiIiIlJ/zOzPzrlKf0nU39zOTjnALKAv0LJM/XHKz869oC43NbMVwOWEZiZOAq4ws+ZVzfaswVHn3InSWxJKnD5YlzhqYRkw28y6ARc65/5c9qJz7u9m9mfgfwOx/GP2ZpWcc+PNrCehbQP+bGbda2pfg795fxrwnnNu5I+8j4iIyFmjdevW3H333RQVFYUPIpJ/2LVrF5mZmUp4ioiIiPzE6G9vZ6ffAwedc5u9mZqlgkDpDM5uwJVV9D1MNYcROecqnor+AvC0mf27l0hsRSjRugaY6520foDQ3qLPVLwf8AGwzMxmO+f+YmYtgEjn3Ne1fdBq4iw2s1WE3sMfqmn2JPChc27/yQ4xMLN/cc6tB9Z7p9O3A94D/t3MVjnnjnuxbweizayDc+4L4N+AD6u45Togq7SdmV0EtHHOff5jnldERM5e0dHRDXqWZ6nhw4fXdwgnVXEJPsCLL77I008/Xa6uV69eZGVlnbJxO3bsSMeOHU/Z/URERETkzFDS8yzknNsDzK3i0mvAGDPbQmivz6qSbJuAE95BQwuA/BqG+g3wn8BWMztKaCbjNOfct2Y2FVhFaFbj2865ZVXEudXMfgO8a2aNgB+ACUBNSc9NZlZ6ROyrXrx3lNkzFOBqQsnOpVQ+yb107C3U/tT2J8yso/csHwCfAgXAv3rx/AD8t3PuWTMbC/zRzCIILaGfX8XYhd6y/D+UHnRE6F0q6SkiInIGjR07lrFjx9Z3GCIiIiJyFtKeniJniPb0FBE5O9RlT08RERERETm7Vbenp05vFxERERERERERkQZFy9vllDOz9UCTCtX/5pzbfJrHfRgYVqH6j865/3s6xxURERERERERkbOLkp5yyjnnetbTuP8XUIJTREREREREROQcp+XtIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qBE1HcAIueK888/n4790+s7DBGRc1779u3rOwQRERERETnNlPQUOUPi4+PJy8ur7zBERERERERERBo8LW8XERERERERERGRBkVJTxEREREREREREWlQlPQUERERERERERGRBkVJTxEREREREREREWlQlPQUERERERERERGRBkVJTxEREREREREREWlQlPQUERGRc0p0dDRmdsZ/oqOj6/vRRURERETOGRH1HYCIiIjImfT111/jnDvj45rZGR9TRERERORcpZmeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIingULFjBx4sSTtrvpppu4+OKLGTRoULVtjh07Rnp6Oh06dKBnz54Eg8Hwtccff5wOHTrQqVMnVqxYUWV/5xzXX389RUVFBINB4uLiavUMu3fvpl+/fsTGxtKlSxeefvrpWvU7E1avXs1HH330o/oGg0GWLFkSLm/evJk77rjjFEUmIiIiIiINjZKeIiIidfTrX/+al156qcY2L7zwApdccglffPEFGRkZPPDAAwBs3bqV7OxstmzZwjvvvMO9997LiRMnKvVfvnw5Xbt2pXnz5nWKLSIigieffJKtW7eybt06srKy2Lp1a53ucbqcyqRnfHw8e/bsYdeuXacqPBERERERaUCU9BQRkZ+cYDBI586dGTVqFDExMQwdOpQjR46Ua1NSUkJ0dDQHDx4M13Xs2JF9+/bx5ptv0rNnT/x+PzfccAP79u2r0/g///nPiYyMrLHNsmXL+MUvfgHA0KFD+eCDD3DOsWzZMkaMGEGTJk248sor6dChAxs2bKjU/+WXXyY1NbVS/c6dO/H7/WzcuJEtW7bQo0cPfD4fCQkJ7Nixg9atW9OtWzcAIiMjiYmJYe/evQDMnTuX2NhYEhISGDFiBAAbNmwgOTkZv9/PNddcw/bt24HQrNchQ4bQv39/oqOjefbZZ3nqqafw+/1cffXV7N+/H4C+ffsyefJkfD4fcXFxVT4LhL6z+fPnM3v2bHw+H7m5uRQWFpKWlkZSUhJJSUmsXbsWgA8//BCfz4fP58Pv93P48GGmTp1Kbm4uPp+P2bNnAzB48GCys7Nr/rJEREREROScpKSniIj8JG3fvp17772Xzz77jObNmzNv3rxy1xs1akRqaipLly4FYP369bRv357LL7+c3r17s27dOvLz8xkxYgS//e1vK90/JyeHadOm/ej49u7dS7t27YDQ7MuoqCi+++67cvUAbdu2DScly1q7di3du3ev9MxpaWksWLCApKQk5s+fz+TJkwkEAuTl5dG2bdty7YPBIPn5+fTs2ROAzMxM8vPz2bRpE/Pnzwegc+fO5Obmkp+fz4wZM3jooYfC/QsKCnj99dfZuHEjDz/8MBdeeCH5+fkkJyezaNGicLsjR44QCASYN28ed955Z5XvIzo6mvHjx5ORkUEgEKBPnz5MnjyZjIwMNm7cyGuvvcZdd90FwKxZs8jKyiIQCJCbm0vTpk3JzMykT58+BAIBMjIyAEhMTCQ3N7d2X4iIiIiIiJxTlPQ8C5iZM7PFZcoRZlZoZm/Vom+x92e0md1epj7RzOZW0+c8M8s0sx1m9omZfWxmN5+KZ6lmvKCZXVqh7kUzC5T5CZrZPu/adO+ddCjT/n95dYll6nxe3U2nK3YROXu1a9eOXr16ATB69GjWrFlTqU16ejqvvPIKANnZ2aSnpwOwZ88eBgwYQHx8PE888QRbtmyp1DclJYUZM2acxieo2f79+8vNJi0sLCQ1NZWXX36Zrl27ApCcnMxjjz3GzJkz+frrr2natGm4fXFxMWlpacyZMye8RD4hIYFRo0axePFiIiIiADh06BDDhg0jLi6OjIyMcu+iX79+REZG0qpVK6Kiohg8eDAQWlpedo/SkSNHAnDttddSVFRUbnZtTd5//30mTpyIz+cjJSWFoqIiiouL6dWrF1OmTGHu3LkcPHgwHGtFl112Gd98802txhIRERERkXOLkp5nh78BcWZW+ttqf6DytJ+aRQPhpKdzLs85N6matv8BtAbinHPdgCFAzes0yzCzxnWMrRLn3FjnnM855wO6AbuAh8s02QyMKFMeBlTMSowE1nh/njFmVvVv3yJyRplZpfL69evDy6JzcnJITk7miy++oLCwkDfeeIPbbrsNgPvuu4+JEyeyefNmnnvuOY4ePXrK42vTpg27d+8G4Pjx4xw6dIiWLVuWq4dQArZNmzaV+kdERFBSUhIuR0VFccUVV5RL7t5+++3k5OTQtGlTbrnlFlauXAnADz/8QFpaGqNGjQo/M8Dbb7/NhAkT+OSTT0hKSuL48eM88sgj9OvXj4KCAt58881y76JJkybhz40aNQqXGzVqxPHjx8PXqvouaqOkpIR169YRCAQIBALs3buXZs2aMXXqVJ5//nm+//57evXqxbZt26rsf/To0XKJXhERERERkVJKep49lgMDvc8jgT+UXvBmPv6qTLnAzKIr9M8E+nizJjPMrG9VM0XN7ELgbuA+59wxAOfcPufcq971kWa22RtjZpl+xWb2pJl9CiSb2Wgz2+CN99w/mQh9CCh0zj1fpu4NINUb+1+AQ8Bfy8RjhBKhdwD9zeyC6m5uZheZ2dtm9qn3XOlefZKZfeTVbzCzSDO7wJuFutnM8s2sn9f2DjPLMbOVwAfePX/v9cs3s8ob74X6/dLM8swsr7Cw8J94RSJS0a5du/j4448BWLJkCb1796Znz57hBFpKSgpmxq233sqUKVOIiYmhZcuWQGh2Y2miceHChaclvpSUlPC9//SnP3H99ddjZqSkpJCdnc2xY8f46quv2LFjBz169KjUv1OnTuzcuTNcPv/881m6dCmLFi0KH+izc+dOrrrqKiZNmkRqaiqbNm3COce4ceOIiYlhypQp4f4lJSXhk91nzpzJoUOHKC4uLvcuFixY8KOetXQ27Zo1a4iKiiIqKqrKdpGRkRw+fDhcvvHGG3nmmWfC5UAgAMCXX35JfHw8DzzwAElJSWzbtq1SX4DPP/+81qfai4iIiIjIuUVJz7NHNjDCS94lAOvr2H8qkOvNnpxdQ7sOwC7nXFHFC2b2M2AmcD3gA5LMbIh3+SJgvXOuK/AdkA708mZqngBG1THe0jF7AHcRSsSWVQTsNrM4QjM+X6lw/RrgK+fcl8Bq/pEwrspNwDfOua7OuTjgHTM737vnZO+ZbgC+ByYAzjkXTyj5vLBMQrUbMNQ5dx2hWakrnXM9gH7AE2Z2UcWBnXP/5ZxLdM4ltmrVqjavRERqqVOnTmRlZRETE8OBAwe45557qmyXnp7O4sWLw0vbAaZPn86wYcPo3r07l156aZX9atrTs0+fPgwbNowPPviAtm3bsmLFCgCmTZtGTk4OAOPGjeO7776jQ4cOPPXUU2RmZgLQpUsXhg8fTmxsLDfddBNZWVk0blz5340GDhzI6tWry9VddNFFvPXWW8yePZucnBxeffVV4uLi8Pl8FBQUMGbMGNauXctLL73EypUrw7Nely9fzokTJxg9ejTx8fH4/X4mTZrExRdfzP3338+DDz6I3+8vN3uzLi644AL8fj/jx4/nhRdeqLbd4MGDWbp0afggo7lz55KXl0dCQgKxsbHhfUbnzJlDXFwcCQkJnHfeedx8880kJCTQuHFjunbtGj7IaNWqVQwcWNP//IuIiIiIyLnKnHP1HcM5z8yKnXPNzCwPyAI6Au8Cv3LODTKz6UCxc26W174AGOScC5bp27e0vdemXLnMWAnAQuecv4o4UoE059wYrzwO6OKcm2Jmx4EmzrkTZjaR0OzMv3hdmwJ/cM5Nr+b5gkCic+6vFeqbAZ8A9zjnPihTPx0oJrTkPQEYAPwcyPGeKc/MngU+dc79t5mlAGOcc0OrGf9fvff5CvCWcy7XzOKB+c65XhXaLgWecc6t9Mq5hBKh3YDrnHNjvfo84AKgNEPQAhjgnPusqhgAEhMTXV5eXnWXRaQOgsEggwYNoqCgoL5DOW2+/fZbxowZw3vvvVffodSob9++zJo1i8TExJM3PoWOHTvGddddx5o1a6rd87M6ZkZ9/P2nvsYVEREREWnIzOzPzrlKv5Bob8KzSw4wC+gLtCxTf5zys3KrXcpdFTNbAVwO5AGTgCvMrHlVsz1rcNQ5d6L0loQSpw/WJY4qPAMsK5vwrOAt4AkgzzlXVLpHnLeUPg1INbOHvXhamlmkc+5wxZs45z43s27ALcB/mtkHwNIfEe/fynw2Qgni7T/iPiIiJ9W6dWvuvvtuioqKwgcRyT/s2rWLzMzMOic8RURERETk3KDl7WeX3wOPOuc2V6gPEpppiJe8u7KKvoep5jAi59wAb9n7Xc65I8ALwNPeEm/MrJWZDQM2ANeZ2aVeYnEk8GEVt/wAGGpml3n9W5hZ+7o8qJkNBbpS/vCiinEfAR4A/m+FSz8HNjnn2jnnop1z7YHXgFurGetnwBHn3GJCSdRuwHagtZkleW0ivQOKcvGW6nszRK/w2la0ArjP21sUM6s0c1ZETp/o6OgGPcuz1PDhw8/6hOfq1asrzfJ88cUXw0vrS38mTJhwSsft2LEjffv2PaX3FBERERGRhkPTI84izrk9wNwqLr0GjDGzLYT2+vy8ijabgBPeQUMLgPwahvoN8J/AVjM7SmgG4zTn3LdmNhVYRWgm49vOuWVVxLnVzH4DvGtmjYAfCC0B/7qGMTeZWekxxK8S2oPzQmBDhVN+kyuMlV3FvUZSeabma8A9wKIq2scT2nOzxIv1Hufc370DjZ4xs6aE9vO8AZgH/M7MNhOaYXuHc+6YVT6J+D+AOd5zNQK+AgZVbCQici4aO3YsY8eOre8wRERERETkHKY9PUXOEO3pKSJydtCeniIiIiIiDUd1e3pqebuIiIiIiIiIiIg0KFreLqeMma0HmlSo/rcq9ig9XeO3JLTfaEU/d859dyZiEBERERERERGR+qekp5wyzrme9Tz+d4CvPmMQEREREREREZH6p+XtIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINipKeIiIiIiIiIiIi0qAo6SkiIiIiIiIiIiINSkR9ByAiIiJyJrVv3x4zq5dxRURERETkzFDSU0RERM4pwWCwvkMQEREREZHTTMvbRUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNEREREREREREQaFCU9RUREREREREREpEFR0lNEREREREREREQalIj6DkBERETkTGrXLoI9e07UdxgiIiIiInIaKekpIiIi55Q9e07w9det6zsMERERERE5Bdq3/7bKei1vFxERERERERERkQZFSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBERERERERERkQZFSU8RERERERERERFpUJT0FBER8SxYsICJEyeetN3ChQvp2LEjHTt2ZOHChVW2+eMf/0iXLl1o1KgReXl55a49/vjjdOjQgU6dOrFixYoq+zvnuP766ykqKiIYDBIXF1erZ9i9ezf9+vUjNjaWLl268PTTT9eq35mwevVqPvroox/VNxgMsmTJknB58+bN3HHHHacoMhERERERaWiU9BQREamD/fv38+ijj7J+/Xo2bNjAo48+yoEDByq1i4uL4/XXX+faa68tV79161ays7PZsmUL77zzDvfeey8nTpyo1H/58uV07dqV5s2b1ym+iIgInnzySbZu3cq6devIyspi69atdXvI0+RUJj3j4+PZs2cPu3btOlXhiYiIiIhIA6Kkp4iI/OQEg0E6d+7MqFGjiImJYejQoRw5cqRcm5KSEqKjozl48GC4rmPHjuzbt48333yTnj174vf7ueGGG9i3b1+tx16xYgX9+/enRYsWXHLJJfTv35933nmnUruYmBg6depUqX7ZsmWMGDGCJk2acOWVV9KhQwc2bNhQqd3LL79MampqpfqdO3fi9/vZuHEjW7ZsoUePHvh8PhISEtixYwetW7emW7duAERGRhITE8PevXsBmDt3LrGxsSQkJDBixAgANmzYQHJyMn6/n2uuuYbt27cDoVmvQ4YMoX///kRHR/Pss8/y1FNP4ff7ufrqq9m/fz8Affv2ZfLkyfh8PuLi4qp8Fgh9Z/Pnz2f27Nn4fD5yc3MpLCwkLS2NpKQkkpKSWLt2LQAffvghPp8Pn8+H3+/n8OHDTJ06ldzcXHw+H7NnzwZg8ODBZGdn1/yFiYiIiIjIOUlJTxER+Unavn079957L5999hnNmzdn3rx55a43atSI1NRUli5dCsD69etp3749l19+Ob1792bdunXk5+czYsQIfvvb31a6f05ODtOmTatUv3fvXtq1axcut23bNpxUrI3a9l+7di3du3ev9MxpaWksWLCApKQk5s+fz+TJkwkEAuTl5dG2bdty7YPBIPn5+fTs2ROAzMxM8vPz2bRpE/Pnzwegc+fO5Obmkp+fz4wZM3jooYfC/QsKCnj99dfZuHEjDz/8MBdeeCH5+fkkJyezaNGicLsjR44QCASYN28ed955Z5XPHR0dzfjx48nIyCAQCNCnTx8mT55MRkYGGzdu5LXXXuOuu+4CYNasWWRlZREIBMjNzaVp06ZkZmbSp08fAoEAGRkZACQmJpKbm1vrdy8iIiIiIucOJT1/QszMmdniMuUIMys0s7dq0bfY+zPazG4vU59oZnOr6XOemWWa2Q4z+8TMPjazm0/Fs1QzXtDMLj1d9xeRhqVdu3b06tULgNGjR7NmzZpKbdLT03nllVcAyM7OJj09HYA9e/YwYMAA4uPjeeKJJ9iyZUulvikpKcyYMeM0PkHN9u/fT2RkZLhcWFhIamoqL7/8Ml27dgUgOTmZxx57jJkzZ/L111/TtGnTcPvi4mLS0tKYM2dOeIl8QkICo0aNYvHixURERABw6NAhhg0bRlxcHBkZGeXeRb9+/YiMjKRVq1ZERUUxePBgILS0PBgMhtuNHDkSgGuvvZaioqJys2tr8v777zNx4kR8Ph8pKSkUFRVRXFxMr169mDJlCnPnzuXgwYPhWCu67LLL+Oabb2o1loiIiIiInFuU9Pxp+RsQZ2alv9X2B2o/vSgkGggnPZ1zec65SdW0/Q+gNRDnnOsGDAEiq2lbiZk1rmNsPwlmVvVv3yJyRplZpfL69evDy6JzcnJITk7miy++oLCwkDfeeIPbbrsNgPvuu4+JEyeyefNmnnvuOY4ePVrrcdu0acPu3bvD5T179tCmTZtT3j8iIoKSkpJwOSoqiiuuuKJccvf2228nJyeHpk2bcsstt7By5UoAfvjhB9LS0hg1alT4mQHefvttJkyYwCeffEJSUhLHjx/nkUceoV+/fhQUFPDmm2+WexdNmjQJf27UqFG43KhRI44fPx6+VtV3URslJSWsW7eOQCBAIBBg7969NGvWjKlTp/L888/z/fff06tXL7Zt21Zl/6NHj5ZL9IqIiIiIiJRS0vOnZzkw0Ps8EvhD6QUzm25mvypTLjCz6Ar9M4E+ZhYwswwz61vVTFEzuxC4G7jPOXcMwDm3zzn3qnd9pJlt9saYWaZfsZk9aWafAslmNtrMNnjjPVfXRKiZLTCzoWXv7/3ZzMw+8Gagbjazyhvf/aPPRWb2tpl96sWb7tUnmdlHXv0GM4s0swvM7EXvnvlm1s9re4eZ5ZjZSuAD756/9/rlVze+mf3SzPLMLK+wsLAujy4iJ7Fr1y4+/vhjAJYsWULv3r3p2bNnOIGWkpKCmXHrrbcyZcoUYmJiaNmyJRCa3ViaaKzu9PXqDBgwgHfffZcDBw5w4MAB3n33XQYMGFDr/ikpKWRnZ3Ps2DG++uorduzYQY8ePSq169SpEzt37gyXzz//fJYuXcqiRYvCB/rs3LmTq666ikmTJpGamsqmTZtwzjFu3DhiYmKYMmVKuH9JSUn4ZPeZM2dy6NAhiouLy72LBQsW1OldlCqdTbtmzRqioqKIioqqsl1kZCSHDx8Ol2+88UaeeeaZcDkQCADw5ZdfEh8fzwMPPEBSUhLbtm2r1Bfg888/r/Wp9iIiIiIicm5R0vOnJxsYYWYXAAnA+jr2nwrkOud8zrnZNbTrAOxyzhVVvGBmPwNmAtcDPiDJzIZ4ly8C1jvnugLfAelAL+ecDzgBjKpjvNU5CtzqzUDtBzxp1U8tugn4xjnX1TkXB7xjZucDrwCTvVhvAL4HJgDOORdPKKm80HvXAN2Aoc6564CHgZXOuR7e+E+Y2UUVB3bO/ZdzLtE5l9iqVatT9OgiAqGkYFZWFjExMRw4cIB77rmnynbp6eksXrw4vLQdYPr06QwbNozu3btz6aVV76pR3Z6eLVq04JFHHgkfvjNt2jRatGgBwF133UVeXh4AS5cupW3btnz88ccMHDgwnBjt0qULw4cPJzY2lptuuomsrCwaN67870EDBw5k9erV5eouuugi3nrrLWbPnk1OTg6vvvoqcXFx+Hw+CgoKGDNmDGvXruWll15i5cqV4Vmvy5cv58SJE4wePZr4+Hj8fj+TJk3i4osv5v777+fBBx/E7/eXm71ZFxdccAF+v5/x48fzwgsvVNtu8ODBLF26NHyQ0dy5c8nLyyMhIYHY2NjwPqNz5swhLi6OhIQEzjvvPG6++WYSEhJo3LgxXbt2DR9ktGrVKgYOHFjteCIiIiIicu4y51x9xyC1ZGbFzrlmZpYHZAEdgXeBXznnBpnZdKDYOTfLa18ADHLOBf//7N17dFXVuf//9wMoooSoePlyAIkeKCQkYQcIMQIaqIgKJGi4KZSKlx4UhBNGq6iVg7RHg6IgCsXvVysg0GirSFCOeAFsQLmkZgsBBRQ3N/1hjlxCilAh8/fHXtnNnYQCgc3nNQbDrLnmnOtZa9FReHjmXKXGppT09/qUOS51rXhgjnMuoZI40oB059xw7/geoL1zbpyZHQUaOueOmdlo4FHge29oI+BPzrmJVdxfAOjsnPvfUm2zgXecc38p9wzOA6YC1wPFQFvgaufc/1fJvD/zntPr3lw5ZhYHzHLOdS3XdyHwgnNumXecQzAR2hG4wTk3wmvPBS4ASjIElwK9nXNfVHZvAJ07d3YlyRAR+dcEAgH69u1Lfn5+XYdyynz33XcMHz6cDz74oK5DqVZKSgpTpkyhc+fOp/W6R44c4YYbbmDlypVV7vlZFTNj+/ZmpygyERERERE5nVq1+u5vzrkKfyHR3oRnp2xgCpACNC3VfpSy1bsXUAtmthS4EsgFxgBXmVmTyqo9q3HYOXesZEqCidNHahNHOaF7MrN6wPle+1DgcqCTc+4nL2Fa6f0657aYWUfgVuD3ZvYRsPAEYvl7qZ+NYOJ38wnMIyJyXM2aNeO+++6jsLAw9CEi+acdO3aQmZlZ64SniIiIiIicG7S8/ez0R+AJ59yGcu0BghWJeEm+qysZe5AqPkbknOvtLXu/1zl3CHgFeN5bCo6ZXW5mA4G1wA1mdpm3R+cdwMeVTPkRMMDMrvDGX2pmrWp5rwGgk/dzKnCe93Mk8L2X8OwBVDmvtxz/kHNuHvAMwWe0GWhmZolenwjvA0U5eEvwvQrRq7y+5S0FHixZUm9mFSpiReTUiYqKCusqzxKDBg064xOeK1asqFDl+eqrr4aW1pf8GjVq1Em9bps2bUhJSTmpc4qIiIiISPhQecRZyDm3C5heyak3geFmtpHgXp9bKumzHjjmfWhoNpBXzaV+C/we2GRmhwlWOk5wzn1nZuOB5QQrHt91zi2qJM5NZvZb4H2vSvMngkvFt1dzzfVmVvK54jcI7h26yIv3Pf5ZbTkfWGxmGwhWplb+ad+gOIJ7bhZ7MdzvnPuH90GjF8ysEcH9PG8EZgJ/8OY9CtzlnDtSyXahvwOmefHWA74B+pbvJCJyLhoxYgQjRoyo6zBEREREROQcpj09RU4T7ekpInJm0J6eIiIiIiLho6o9PbW8XURERERERERERMKKlrfLaWdma4CG5Zp/UckepbWdtynBfUTL+7lz7od/ZW4RERERERERETl7KOkpp51zLukUzfsD4DsVc4uIiIiIiIiIyNlDy9tFREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElYa1HUAIiIiIqdTq1ataNVqe12HISIiIiIip5CSniIiInJOCQQCdR2CiIiIiIicJGZWabuWt4uIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIqdMVFQUZnZG/YqKiqrrxyIiIiIiIqdYg7oOQERERMLX9u3bcc7VdRhlmFldhyAiIiIiIqeYKj1FREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhBUlPUVEREROs9mzZzN69Ojj9rv55pu5+OKL6du3b5V9jhw5wuDBg2ndujVJSUkEAoHQuaeeeorWrVvTtm1bli5dWul45xw9e/aksLCQQCBAbGxsje5h586d9OjRg5iYGNq3b8/zzz9fo3Gnw4oVK/jkk09OaGwgEGDBggWh4w0bNnDXXXedpMhERERE5HRR0lNERETkDPWb3/yG1157rdo+r7zyCpdccglfffUVGRkZPPzwwwBs2rSJrKwsNm7cyHvvvccDDzzAsWPHKoxfsmQJHTp0oEmTJrWKrUGDBjz77LNs2rSJ1atXM2PGDDZt2lSrOU6Vk5n0jIuLY9euXezYseNkhSciIiIip4GSniIiIiJVCAQCtGvXjqFDhxIdHc2AAQM4dOhQmT7FxcVERUWxf//+UFubNm3Ys2cPixcvJikpiYSEBG688Ub27NlTq+v//Oc/JyIioto+ixYt4pe//CUAAwYM4KOPPsI5x6JFixgyZAgNGzbk6quvpnXr1qxdu7bC+Pnz55OWllahfdu2bSQkJLBu3To2btxIly5d8Pl8xMfHs3XrVpo1a0bHjh0BiIiIIDo6mt27dwMwffp0YmJiiI+PZ8iQIQCsXbuW5ORkEhISuO6669i8eTMQrHrt378/vXr1IioqihdffJHnnnuOhIQErr32Wvbu3QtASkoKY8eOxefzERsbW+m9QPCdzZo1i6lTp+Lz+cjJyaGgoID09HQSExNJTExk1apVAHz88cf4fD58Ph8JCQkcPHiQ8ePHk5OTg8/nY+rUqQD069ePrKys6l+WiIiIiJxRlPQUERERqcbmzZt54IEH+OKLL2jSpAkzZ84sc75evXqkpaWxcOFCANasWUOrVq248sor6datG6tXryYvL48hQ4bw9NNPV5g/OzubCRMmnHB8u3fvpmXLlkCw+jIyMpIffvihTDtAixYtQknJ0latWkWnTp0q3HN6ejqzZ88mMTGRWbNmMXbsWPx+P7m5ubRo0aJM/0AgQF5eHklJSQBkZmaSl5fH+vXrmTVrFgDt2rUjJyeHvLw8Jk2axKOPPhoan5+fz1tvvcW6det47LHHuPDCC8nLyyM5OZm5c+eG+h06dAi/38/MmTO5++67K30eUVFRjBw5koyMDPx+P927d2fs2LFkZGSwbt063nzzTe69914ApkyZwowZM/D7/eTk5NCoUSMyMzPp3r07fr+fjIwMADp37kxOTk7NXoiIiIiInBFOe9LTzJyZzSt13MDMCszsnRqMLfL+G2Vmd5Zq72xm06sYc56ZZZrZVjP7zMw+NbNbTsa9VHG9gJnllGvzm1n+qbrmiTKzu7xn7zezjWb2FzO78CTNPdHMfl3DviPNbHgl7VElz83MfGZ264nMLyIi8q9o2bIlXbt2BWDYsGGsXLmyQp/Bgwfz+uuvA5CVlcXgwYMB2LVrF7179yYuLo5nnnmGjRs3VhibmprKpEmTTuEdVG/v3r1lqkkLCgpIS0tj/vz5dOjQAYDk5GSefPJJJk+ezPbt22nUqFGof1FREenp6UybNi20RD4+Pp6hQ4cyb948GjRoAMCBAwcYOHAgsbGxZGRklHkWPXr0ICIigssvv5zIyEj69esHBJeWl96j9I477gDg+uuvp7CwsEx1bXU+/PBDRo8ejc/nIzU1lcLCQoqKiujatSvjxo1j+vTp7N+/PxRreVdccQXffvttja4lIiIiImeGuqj0/DsQa2Ylf1ruBVQsO6heFBBKejrncp1zY6ro+zugGRDrnOsI9AeqXydWipnVr2VsABFm1tIbH30C4/8lZlb5n9gr97pzzuecaw/8Axh8isKqknNulnNu7nG6+YBbj9PntKjl8xURkbOcmVU4XrNmTWhZdHZ2NsnJyXz11VcUFBTw9ttvc/vttwPw4IMPMnr0aDZs2MBLL73E4cOHT3p8zZs3Z+fOnQAcPXqUAwcO0LRp0zLtEEzANm/evML4Bg0aUFxcHDqOjIzkqquuKpPcvfPOO8nOzqZRo0bceuutLFu2DICffvqJ9PR0hg4dGrpngHfffZdRo0bx2WefkZiYyNGjR3n88cfp0aMH+fn5LF68uMyzaNiwYejnevXqhY7r1avH0aNHQ+cqexc1UVxczOrVq/H7/fj9fnbv3k3jxo0ZP348L7/8Mj/++CNdu3blyy+/rHT84cOHyyR6RUREROTMV1fL25cAfbyf7wD+VHKifAWfmeWbWVS58ZlAd69CMcPMUiqrFPWqFu8DHnTOHQFwzu1xzr3hnb/DzDZ415hcalyRmT1rZp8DyWY2zMzWetd7qQaJ0Df4Z/Kw/P3VN7NnzGydma03s//w2lPM7GMzW2Rm27zq1KHedTeY2b97/aLMbJk39iMzu8prn21ms8xsDfC0V9l6uXeunpl9VXJcGS+RdxGwzzvuZ2ZrzCzPzD40sytLvZ8/mtkKL84xpeZ4zMy2mNlKoK3XdoWZ/c37uYNX6VsS89dmdmHpd25mnczsc+/Zj/LazgcmAYO9d1DybGMqi6OSe7vIzN715s0vGW9miWb2ide+1swizOwCM3vVe+Z5ZtbD63uXmWWb2TLgI2/OP3rj8sys4mZoIiISFnbs2MGnn34KwIIFC+jWrRtJSUmhBFpqaipmxm233ca4ceOIjo6madOmQLC6sSTROGfOnFMSX2pqamjuv/zlL/Ts2RMzIzU1laysLI4cOcI333zD1q1b6dKlS4Xxbdu2Zdu2baHj888/n4ULFzJ37tzQB322bdvGNddcw5gxY0hLS2P9+vU457jnnnuIjo5m3LhxofHFxcWhL7tPnjyZAwcOUFRUVOZZzJ49+4TutaSaduXKlURGRhIZGVlpv4iICA4ePBg6vummm3jhhRdCx36/H4Cvv/6auLg4Hn74YRITE/nyyy8rjAXYsmVLjb9qLyIiIiJnhrpKemYBQ8zsAiAeWFPL8eOBHK9CcWo1/VoDO5xzheVPmNm/AZOBngSrCBPNrL93+iJgjXOuA/ADwQRmV+ecDzgGDD1OfG8CJeUO/YDFpc7dAxxwziUCicB9Zna1d64DMBKIBn4B/Mw51wV4GXjQ6/MCMMc5Fw/MB0ov628BXOecGwfMKxXnjcDnzrmCSmIdbGZ+gtW2l5aKdSVwrXMugeD7eqjUmHZAb6AL8F8W3EKgEzCEf1ZkJgI4574HLjCzJkB3IJdgwroV8L1zruzXIOBVgknqDiUNzrl/ABP4Z1Xq61XFUcn9AdwMfOuc6+CciwXe8xKprwNjvWvdCPxIMNHqnHNxBBPWc7zfpwAdgQHOuRuAx4Bl3vvpATxjZheVv7CZ/crMcs0st6CgsscvIiJnurZt2zJjxgyio6PZt28f999/f6X9Bg8ezLx580JL2wEmTpzIwIED6dSpE5dddlml46rb07N79+4MHDiQjz76iBYtWrB06VIAJkyYQHZ2NgD33HMPP/zwA61bt+a5554jMzMTgPbt2zNo0CBiYmK4+eabmTFjBvXrV/x32z59+rBixYoybRdddBHvvPMOU6dOJTs7mzfeeIPY2Fh8Ph/5+fkMHz6cVatW8dprr7Fs2bJQ1euSJUs4duwYw4YNIy4ujoSEBMaMGcPFF1/MQw89xCOPPEJCQkKZ6s3auOCCC0hISGDkyJG88sorVfbr168fCxcuDH3IaPr06eTm5hIfH09MTExon9Fp06YRGxtLfHw85513Hrfccgvx8fHUr1+fDh06hD5ktHz5cvr06VPl9URERETkzGPOudN7QbMi51xjM8sFZgBtgPeBXzvn+prZRKDIOTfF658P9HXOBUqNTSnp7/Upc1zqWvEEE4QJlcSRBqQ754Z7x/cA7Z1z48zsKNDQOXfMzEYDjwLfe0MbAX9yzk2s4v4CQGdgDvAakOqNf8c5F2tmfyGY6C1J9kUC/0Fwafljzrle3jx/BR5xzq0ys57AGOdcfzP7X6CZc+4nL8n3nXPuMjObDSx3zs3xxrcEFjnnOppZFjDPOVemGtbM7gI6O+dGm5l572OHcy7TzOKAZwluDXA+8I1z7mbv/fzknPtvb44vCG5RMAC41Dk3wWt/jmCicYqZ/T/gLWAEwarXm4EcIN4591DJOyeY3F3vnCupBI0HFnjPLRSrd67SOJxzuyp5Jz8j+Hvsde895Hj3N8s517Vc34XAC865Zd5xDsFEaEfgBufcCK89F7gAKPlb26VAb+fcF+WvX6Jz584uNze3qtMiImHJzDjdf9Y4ntrEFAgE6Nu3L/n5Z9zW3CfNd999x/Dhw/nggw/qOpRqpaSkMGXKFDp37nxar3vkyBFuuOEGVq5cWeWenyIiIiJSd8zsb865Cn9IrMuvt2cDUyi19NtzlLJxXUAtmNlSbwn0y8BXwFVelWFtHHbOHSuZkmDi1Of9altVwrOc1wkmEcvfnxGsZCyZ72rn3PveuSOl+hWXOi4GavKn7L+X/OCc2wns8RKmXYD/MbOW3rPxm9nI0gNd8G9/i4HrvaYXgBe9isf/oOx7KB3nsRrE9leCVZ6tgEUEK1q7EUx8/itqFIdzbgvBpOUG4PdmdqKfyP17qZ+NYNK85D1eVV3CU0RE5EzVrFkz7rvvPgoLKyyMEYLbG2RmZirhKSIiInKWqcuk5x+BJ5xzG8q1BwgmqDCzjsDVVHSQKj5G5Jzr7SWh7vWWTr8CPO8tZ8bMLjezgcBa4AYzu8yCe3TeAXxcyZQfAQPM7Apv/KXe0uzjWQg8DSwt174UuL9kKbaZ/ayyZdHV+ITgMnIILl+vLnH4MsFl7n92zh1zzu0slaSbVUn/bsDX3s+R/PMDU7+sQVx/BfqbWSMziyC4rL9EDjAM2OqcKwb2ElwCX+bzt865/cB+M+tW6v5KVPnOj8fbyuCQc24e8AzB31+bgWZmluj1ibDgvqY5Jdf1KkSv8vqWtxR40KuQxcwqVBOLiMjZLyoqKqyrPEsMGjQo9OX1M9WKFSsqVHm++uqroaX1Jb9GjRp1Uq/bpk0bUlJSTuqcIiIiInLq1dk/WXvLkKdXcupNYLiZbSS41+eWSvqsB455H7uZDeRVc6nfAr8HNpnZYYLVehOcc9+Z2XhgOcGqvXedc4sqiXOTmf0WeN/M6gE/EVzuvP0493eQ4J6h5b8s+jLBr89/5iXMCgh+Ub6mHgReNbPfeGNHVNM3m+Aema9W02ewl2SsB+wC7vLaJwJ/NrN9wDIqTz6HOOc+M7PXgc8JbgWwrtS5gHevf/WaVgItnHP7KplqBPBHM3MEl6SXWA6M9/Yffaq6WCoRR3DPzWKC7+9+59w/LPhBoxfMrBHB/TxvBGYCfzCzDQSrju9yzh2xil+H/R0wDVjv/b74BuhbvpOIiIicOiNGjGDEiOr+KCQiIiIi56rTvqennD5m1hmY6pzrXtexiPb0FJFz09m+p6eIiIiIiJzZqtrTU5sThSmvivV+jv+leRERERERERERkbCipOcJMrM1QMNyzb+oZI/SOuGcywQy6zqO08nMmhLcg7W8nzvnfjjd8YiIiIiIiIiISN1Q0vMEOeeS6joGKctLbPrqOg4REREREREREalbdfn1dhEREREREREREZGTTklPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiISVBnUdgIiIiISvVq1aYWZ1HUYZrVq1qusQRERERETkFFPSU0RERE6ZQCBQ1yGIiIiIiMg5SMvbRUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERE5R0VFRWFm59yvqKioun70IiIiIiJyijWo6wBERESkbmzfvh3nXF2HcdqZWV2HICIiIiIip5gqPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIjIaTZ79mxGjx593H4333wzF198MX379q2yz5EjRxg8eDCtW7cmKSmJQCAQOvfUU0/RunVr2rZty9KlSysd75yjZ8+eFBYWEggEiI2NrdE97Ny5kx49ehATE0P79u15/vnnazTudFixYgWffPLJCY0NBAIsWLAgdLxhwwbuuuuukxSZiIiIiJwuSnqKiIiInKF+85vf8Nprr1Xb55VXXuGSSy7hq6++IiMjg4cffhiATZs2kZWVxcaNG3nvvfd44IEHOHbsWIXxS5YsoUOHDjRp0qRWsTVo0IBnn32WTZs2sXr1ambMmMGmTZtqNcepcjKTnnFxcezatYsdO3acrPBERERE5DRQ0lNERESkCoFAgHbt2jF06FCio6MZMGAAhw4dKtOnuLiYqKgo9u/fH2pr06YNe/bsYfHixSQlJZGQkMCNN97Inj17anX9n//850RERFTbZ9GiRfzyl78EYMCAAXz00Uc451i0aBFDhgyhYcOGXH311bRu3Zq1a9dWGD9//nzS0tIqtG/bto2EhATWrVvHxo0b6dKlCz6fj/j4eLZu3UqzZs3o2LEjABEREURHR7N72JpCPAAAuYhJREFU924Apk+fTkxMDPHx8QwZMgSAtWvXkpycTEJCAtdddx2bN28GglWv/fv3p1evXkRFRfHiiy/y3HPPkZCQwLXXXsvevXsBSElJYezYsfh8PmJjYyu9Fwi+s1mzZjF16lR8Ph85OTkUFBSQnp5OYmIiiYmJrFq1CoCPP/4Yn8+Hz+cjISGBgwcPMn78eHJycvD5fEydOhWAfv36kZWVVf3LEhEREZEzipKeIiIiItXYvHkzDzzwAF988QVNmjRh5syZZc7Xq1ePtLQ0Fi5cCMCaNWto1aoVV155Jd26dWP16tXk5eUxZMgQnn766QrzZ2dnM2HChBOOb/fu3bRs2RIIVl9GRkbyww8/lGkHaNGiRSgpWdqqVavo1KlThXtOT09n9uzZJCYmMmvWLMaOHYvf7yc3N5cWLVqU6R8IBMjLyyMpKQmAzMxM8vLyWL9+PbNmzQKgXbt25OTkkJeXx6RJk3j00UdD4/Pz83nrrbdYt24djz32GBdeeCF5eXkkJyczd+7cUL9Dhw7h9/uZOXMmd999d6XPIyoqipEjR5KRkYHf76d79+6MHTuWjIwM1q1bx5tvvsm9994LwJQpU5gxYwZ+v5+cnBwaNWpEZmYm3bt3x+/3k5GRAUDnzp3Jycmp2QsRERERkTNC2Cc9zcyZ2bxSxw3MrMDM3qnB2CLvv1Fmdmep9s5mNr2KMeeZWaaZbTWzz8zsUzO75WTcSxXXC5hZTrk2v5nln6pr/ivM7P+YWZaZfW1mfzOzJWb2s7qOS0REpCotW7aka9euAAwbNoyVK1dW6DN48GBef/11ALKyshg8eDAAu3btonfv3sTFxfHMM8+wcePGCmNTU1OZNGnSKbyD6u3du7dMNWlBQQFpaWnMnz+fDh06AJCcnMyTTz7J5MmT2b59O40aNQr1LyoqIj09nWnTpoWWyMfHxzN06FDmzZtHgwYNADhw4AADBw4kNjaWjIyMMs+iR48eREREcPnllxMZGUm/fv2A4NLy0nuU3nHHHQBcf/31FBYWlqmurc6HH37I6NGj8fl8pKamUlhYSFFREV27dmXcuHFMnz6d/fv3h2It74orruDbb7+t0bVERERE5MwQ9klP4O9ArJmV/Om8F1CxzKF6UUAo6emcy3XOjami7++AZkCsc64j0B+ofl1aKWZWv5axAUSYWUtvfPQJjP+XmFnlf0Oo2M+AhcAK59y/O+c6AY8AV57K+E62mt6viIiEh+D/fZU9XrNmTWhZdHZ2NsnJyXz11VcUFBTw9ttvc/vttwPw4IMPMnr0aDZs2MBLL73E4cOHT3p8zZs3Z+fOnQAcPXqUAwcO0LRp0zLtEEzANm/evML4Bg0aUFxcHDqOjIzkqquuKpPcvfPOO8nOzqZRo0bceuutLFu2DICffvqJ9PR0hg4dGrpngHfffZdRo0bx2WefkZiYyNGjR3n88cfp0aMH+fn5LF68uMyzaNiwYejnevXqhY7r1avH0aNHQ+cqexc1UVxczOrVq/H7/fj9fnbv3k3jxo0ZP348L7/8Mj/++CNdu3blyy+/rHT84cOHyyR6RUREROTMdy4kPQGWAH28n+8A/lRywswmmtmvSx3nm1lUufGZQHevgjLDzFIqqxQ1swuB+4AHnXNHAJxze5xzb3jn7zCzDd41JpcaV2Rmz5rZ50CymQ0zs7Xe9V6qQSL0DWBwFfdX38yeMbN1ZrbezP7Da08xs4/NbJGZbfOqU4d6191gZv/u9Ysys2Xe2I/M7CqvfbaZzTKzNcDTXmXr5d65emb2VclxKT2An5xzs0oanHOfO+dyLOgZ79lsMLPBpeL8q5m9a2abvWvWM7O7zWxaqfu8z8ymVvZwzOwib/zn3vwlcyea2Sde+1ozizCzC8zsVS+GPDPr4fW9y8yyzWwZ8JE35x+9cXlmVnEzNBERCQs7duzg008/BWDBggV069aNpKSkUAItNTUVM+O2225j3LhxREdH07RpUyBY3ViSaJwzZ84piS81NTU091/+8hd69uyJmZGamkpWVhZHjhzhm2++YevWrXTp0qXC+LZt27Jt27bQ8fnnn8/ChQuZO3du6IM+27Zt45prrmHMmDGkpaWxfv16nHPcc889REdHM27cuND44uLi0JfdJ0+ezIEDBygqKirzLGbPnn1C91pSTbty5UoiIyOJjIystF9ERAQHDx4MHd9000288MILoWO/3w/A119/TVxcHA8//DCJiYl8+eWXFcYCbNmypcZftRcRERGRM8O5kvTMAoaY2QVAPLCmluPHAznOOZ9zrtLEmqc1sMM5V1j+hJn9GzAZ6An4gEQz6++dvghY45zrAPxAMIHZ1TnnA44BQ48T35tASXlFP2BxqXP3AAecc4lAInCfmV3tnesAjASigV8AP3POdQFeBh70+rwAzHHOxQPzgdLL+lsA1znnxgHzSsV5I/C5c66gXJyxwN+quIfbCT6XDt74Z8ysmXeuixdPDPDvXt83gH5mdp7XZwTwxyrmvhn41jnXwTkXC7xnZucDrwNjved+I/AjMApwzrk4ggnkOd7vG4COwADn3A3AY8Ay73n18OK9qPyFzexXZpZrZrkFBeUfh4iInA3atm3LjBkziI6OZt++fdx///2V9hs8eDDz5s0LLW0HmDhxIgMHDqRTp05cdtlllY6rbk/P7t27M3DgQD766CNatGjB0qVLAZgwYQLZ2dkA3HPPPfzwww+0bt2a5557jszMTADat2/PoEGDiImJ4eabb2bGjBnUr1/x31H79OnDihUryrRddNFFvPPOO0ydOpXs7GzeeOMNYmNj8fl85OfnM3z4cFatWsVrr73GsmXLQlWvS5Ys4dixYwwbNoy4uDgSEhIYM2YMF198MQ899BCPPPIICQkJZao3a+OCCy4gISGBkSNH8sorr1TZr1+/fixcuDD0IaPp06eTm5tLfHw8MTExoX1Gp02bRmxsLPHx8Zx33nnccsstxMfHU79+fTp06BD6kNHy5cvp06dPldcTERERkTOPOefqOoZTysyKnHONzSwXmAG0Ad4Hfu2c62tmE4Ei59wUr38+0Nc5Fyg1NqWkv9enzHGpa8UTTBAmVBJHGpDunBvuHd8DtHfOjTOzo0BD59wxMxsNPAp87w1tBPzJOTexivsLAJ2BOcBrQKo3/h3nXKyZ/YVgorfkU7ORwH8A/wAec8718ub5K/CIc26VmfUExjjn+pvZ/wLNnHM/eQnG75xzl5nZbGC5c26ON74lsMg519HMsoB5zrky1bBmNga42jmXUcl9TAU2OOf+6B2/BvwZKAQmOeeu99rvBuKdc/9pZv+PYBXvF8BrXmK3smf0M4Lv/HXvueSYWRwwyznXtVzfhcALzrll3nEOwURoR+AG59wIrz0XuAAo+VvbpUBv59wXlcUA0LlzZ5ebm1vVaRGR087MCPc/B1SmNvcdCATo27cv+fln5FbZJ8V3333H8OHD+eCDD+o6lGqlpKQwZcoUOnfufFqve+TIEW644QZWrlxZ5Z6fIiIiIlJ3zOxvzrkKf0g8l/7klg1MAVKApqXaj1K24vUCasHMlhLckzIXGANcZWZNKqv2rMZh59yxkikJJk4fqU0cBBN6M4C7yodIcLn90nJxpwBHSjUVlzoupma/N/5e8oNzbqeZ7fESpl2AoV4itKTqdBawERhQg3nLK/8305LjlwkmeL8EXq1ysHNbzKwjcCvwezP7iODeorX191I/G8Ek9uYTmEdEROSM0axZM+677z4KCwtDHyKSf9qxYweZmZlKeIqIiIicZc6V5e0QXPr8hHNuQ7n2AMEqPrzE2NVUdJAqPkbknOvtLXu/1zl3CHgFeN5bPo2ZXW5mA4G1wA1mdpkF9+i8A/i4kik/AgaY2RXe+EvNrFUN7m8h8DSwtFz7UuD+kmXgZvazypZhV+MTYIj381Agp5q+LxNc5v5n59wx59xO79n4vH08lwENzexXJQPMLN7MunvzDrbgHqSXA9cTfGYAXczsajOrR3Dp/0oA59waoCXBj0yF9jEtz9ta4JBzbh7wDMH3vRloZmaJXp8IC36gKMe7z5IK0au8vuUtBR40C35BwcwqVPeKiMjZLyoqKqyrPEsMGjTojE94rlixokKV56uvvhpaWl/ya9SoUSf1um3atCElJeWkzikiIiIip94580/WzrldlN2PssSbwHAz20hwr88tlfRZDxyz4IeGZgN51Vzqt8DvgU1mdphgdeAE59x3ZjYeWE6wSvBd59yiSuLcZGa/Bd73knw/EVxevf0493eQ4J6h5b9k+jLBr89/5iXoCgh+Ub6mHgReNbPfeGNHVNM3m2DFZaVVl845Z2a3AdPM7GHgMMGk838STGQmA58TrOR8yDn3/5lZO2Ad8CLBPVOXU7ZK8w3A55zbV01ccQT33Cwm+Dzvd879w/ug0Qtm1ojgfp43AjOBP5jZBoJVwHc5545Yxa/D/g6YBqz33tM3QN/ynUREROTUGTFiBCNGVPdHExERERE5V4X9np5y+phZZ2Cqc677SZwzhUr2Ty11/h3vmh+drGueKtrTU0TONNrTU0REREREznZV7el5Li1vl1PIq2J9E6jtXqQner2LzWwL8OPZkPAUEREREREREZHT55xZ3n62M7M1QMNyzb+oZI/SOuGcywQyT8G8K4AVlbTvB35Wus3MmhLcE7W8nzvnfjjZsYmIiIiIiIiIyJlJSc+zhHMuqa5jONN5iU1fXcchIiIiIiIiIiJ1S8vbRUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsNKgrgMQERGRutGqVSvMrK7DOO1atWpV1yGIiIiIiMgppqSniIjIOSoQCNR1CCIiIiIiIqeElreLiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKw0qOsAREREzgTNr2zBt9/vrusw5DRo1aoVgUCgrsMQEREREZFTSElPERER4Nvvd7PxvS11HYacBu1v/lldhyAiIiIiIqeYlreLiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIicZrNnz2b06NHH7TdnzhzatGlDmzZtmDNnTpX9XnjhBdq1a0f79u156KGHQu1PPfUUrVu3pm3btixdurTSsc45evbsSWFhIYFAgNjY2Brdw86dO+nRowcxMTG0b9+e559/vkbjTocVK1bwySefnNDYQCDAggULQscbNmzgrrvuOkmRiYiIiMjp0qCuAxARERGRivbu3csTTzxBbm4uZkanTp1ITU3lkksuKdNv+fLlLFq0iM8//5yGDRvy/fffA7Bp0yaysrLYuHEj3377LTfeeCNbtmyhfv36ZcYvWbKEDh060KRJE/bu3Vvj+Bo0aMCzzz5Lx44dOXjwIJ06daJXr17ExMT86zf/L1qxYgWNGzfmuuuuq/XYkqTnnXfeCUBcXBy7du1ix44dXHXVVSc7VBERERE5RVTpKSIiIlKFQCBAu3btGDp0KNHR0QwYMIBDhw6V6VNcXExUVBT79+8PtbVp04Y9e/awePFikpKSSEhI4MYbb2TPnj01vvbSpUvp1asXl156KZdccgm9evXivffeq9DvD3/4A+PHj6dhw4YAXHHFFQAsWrSIIUOG0LBhQ66++mpat27N2rVrK4yfP38+aWlpFdq3bdtGQkIC69atY+PGjXTp0gWfz0d8fDxbt26lWbNmdOzYEYCIiAiio6PZvXs3ANOnTycmJob4+HiGDBkCwNq1a0lOTiYhIYHrrruOzZs3A8Gq1/79+9OrVy+ioqJ48cUXee6550hISODaa68NJWJTUlIYO3YsPp+P2NjYSu8Fgu9s1qxZTJ06FZ/PR05ODgUFBaSnp5OYmEhiYiKrVq0C4OOPP8bn8+Hz+UhISODgwYOMHz+enJwcfD4fU6dOBaBfv35kZWXV8M2JiIiIyJlASU8RERGRamzevJkHHniAL774giZNmjBz5swy5+vVq0daWhoLFy4EYM2aNbRq1Yorr7ySbt26sXr1avLy8hgyZAhPP/10hfmzs7OZMGFChfbdu3fTsmXL0HGLFi1CScXStmzZQk5ODklJSdxwww2sW7euVuNXrVpFp06dKtxzeno6s2fPJjExkVmzZjF27Fj8fj+5ubm0aNGiTP9AIEBeXh5JSUkAZGZmkpeXx/r165k1axYA7dq1Iycnh7y8PCZNmsSjjz4aGp+fn89bb73FunXreOyxx7jwwgvJy8sjOTmZuXPnhvodOnQIv9/PzJkzufvuuyvcC0BUVBQjR44kIyMDv99P9+7dGTt2LBkZGaxbt44333yTe++9F4ApU6YwY8YM/H4/OTk5NGrUiMzMTLp3747f7ycjIwOAzp07k5OTU+n1REREROTMdNYkPc3Mmdm8UscNzKzAzN6pwdgi779RZnZnqfbOZja9ijHnmVmmmW01s8/M7FMzu+Vk3EsV1wuYWU65Nr+Z5Z+qa/4rSp5pDfummFnt15eJiIicAVq2bEnXrl0BGDZsGCtXrqzQZ/Dgwbz++usAZGVlMXjwYAB27dpF7969iYuL45lnnmHjxo0VxqampjJp0qQTju/o0aPs3buX1atX88wzzzBo0CCcczUev3fvXiIiIkLHBQUFpKWlMX/+fDp06ABAcnIyTz75JJMnT2b79u00atQo1L+oqIj09HSmTZtGkyZNAIiPj2fo0KHMmzePBg2CuykdOHCAgQMHEhsbS0ZGRpln0aNHDyIiIrj88suJjIykX79+QHBpeSAQCPW74447ALj++uspLCwsU11bnQ8//JDRo0fj8/lITU2lsLCQoqIiunbtyrhx45g+fTr79+8PxVreFVdcwbfffluja4mIiIjImeGsSXoCfwdizazkT9m9gIrlCtWLAkJJT+dcrnNuTBV9fwc0A2Kdcx2B/kBEFX0rMLP6x+9VQYSZtfTGR5/A+H+JmZ2qPV5TgLBKep7g+xURkbOQmVU4XrNmTWhZdHZ2NsnJyXz11VcUFBTw9ttvc/vttwPw4IMPMnr0aDZs2MBLL73E4cOHa3zd5s2bs3PnztDxrl27aN68eYV+LVq04Pbbb8fM6NKlC/Xq1eN///d/azy+QYMGFBcXh44jIyO56qqryiR377zzTrKzs2nUqBG33nory5YtA+Cnn34iPT2doUOHhu4Z4N1332XUqFF89tlnJCYmcvToUR5//HF69OhBfn4+ixcvLvMsSpbmQ7BytuS4Xr16HD16NHSusndRE8XFxaxevRq/34/f72f37t00btyY8ePH8/LLL/Pjjz/StWtXvvzyy0rHHz58uEyiV0RERETOfGdT0hNgCdDH+/kO4E8lJ8xsopn9utRxvplFlRufCXT3KigzvArECpWiZnYhcB/woHPuCIBzbo9z7g3v/B1mtsG7xuRS44rM7Fkz+xxINrNhZrbWu95LNUiUvQEMruL+6pvZM2a2zszWm9l/eO0pZvaxmS0ys21edepQ77obzOzfvX5RZrbMG/uRmV3ltc82s1lmtgZ42qtsvdw7V8/Mvio5Ph4z62dma8wsz8w+NLMrvXcwEsjwnkN3M7vczN707mWdmXX1xk80sz+a2QrvXsaUmnu4F/vnZvaamUWY2Tdmdp53vknp40piG2Nmm7w5sry2xmb2qvec1ptZ+sl+v2b2KzPLNbPcgoKCmjxGERE5w+zYsYNPP/0UgAULFtCtWzeSkpJCCbTU1FTMjNtuu41x48YRHR1N06ZNgWB1Y0misbqvr1emd+/evP/+++zbt499+/bx/vvv07t37wr9+vfvz/Lly4HgUvd//OMfXHbZZaSmppKVlcWRI0f45ptv2Lp1K126dKkwvm3btmzbti10fP7557Nw4ULmzp0b+or5tm3buOaaaxgzZgxpaWmsX78e5xz33HMP0dHRjBs3LjS+uLg49GX3yZMnc+DAAYqKiso8i9mzZ9fqWZQoqaZduXIlkZGRREZGVtovIiKCgwcPho5vuukmXnjhhdCx3+8H4OuvvyYuLo6HH36YxMREvvzyywpjIfhca/pVexERERE5M5xtSc8sYIiZXQDEA2tqOX48kOOc8znnplbTrzWwwzlXWP6Emf0bMBnoCfiARDPr752+CFjjnOsA/EAwgdnVOecDjgFDjxPfm0BJmUQ/YHGpc/cAB5xziUAicJ+ZXe2d60AwsRgN/AL4mXOuC/Ay8KDX5wVgjnMuHpgPlF7W3wK4zjk3DphXKs4bgc+dczXN1q0ErnXOJRB8Vw855wLALGCq99xzgOe940Qg3YuzRDugN9AF+C8LbjPQHvgt0NN7tmOdcweBFfwzCT4EeMs591MVsY0HErz7H+m1PU7wmcZ57ctO9vt1zv1f51xn51znyy+vUe5YRETOMG3btmXGjBlER0ezb98+7r///kr7DR48mHnz5oWWtgNMnDiRgQMH0qlTJy677LJKx1W1p+ell17K448/Hvr4zoQJE7j00ksBuPfee8nNzQXg7rvvZtu2bcTGxjJkyBDmzJmDmdG+fXsGDRpETEwMN998MzNmzKjw5XaAPn36sGLFijJtF110Ee+88w5Tp04lOzubN954g9jYWHw+H/n5+QwfPpxVq1bx2muvsWzZslDV65IlSzh27BjDhg0jLi6OhIQExowZw8UXX8xDDz3EI488QkJCQpnqzdq44IILSEhIYOTIkbzyyitV9uvXrx8LFy4Mfcho+vTp5ObmEh8fT0xMTGif0WnTphEbG0t8fDznnXcet9xyC/Hx8dSvX58OHTqEPmS0fPly+vTpU+X1REREROTMY7XZ86kumVmRc66xmeUCM4A2wPvAr51zfc1sIlDknJvi9c8H+jrnAqXGppT09/qUOS51rXiCCcKESuJIA9Kdc8O943uA9s65cWZ2FGjonDtmZqOBR4HvvaGNgD855yZWcX8BoDMwB3gNSPXGv+OcizWzvxBM9JZ8MjYS+A/gH8Bjzrle3jx/BR5xzq0ys57AGOdcfzP7X6CZc+4nrxryO+fcZWY2G1junJvjjW8JLHLOdfQqIuc55yqrhi1yzjUu1xYHPEtwW4DzgW+cczdX8m6+B0pvjHU50Bb4NfCTc+6/vX5fENzG4Dbg/zjnHit3va4EE6tpZvYpcJ9zrtI9UM3sPaAIeBt42zlXZGZ/A4Y457aW6ndK3i9A586dXclfUEXkzGNmbHxvS12HIadB+5t/VuM9LwOBAH379iU//4zcYvuk+O677xg+fDgffPBBXYdSrZSUFKZMmULnzp1P63WPHDnCDTfcwMqVK6vc81NERERE6o6Z/c05V+EPiWfjn9yygSkE94lsWqr9KGUrVy+ozaRmthS4EsgFxgBXmVmTyqo9q3HYOXesZEqCidNHahMH8DrBpO5d5UMkuNx+abm4U4AjpZqKSx0XU7N3/PeSH5xzO81sj5cw7QIM9RKhJVWns5xzs6qY5wXgOedcthfXxCr61SNYEVpmYzML7stV+l6OVRe/l9iN8q5Vv6qEp6cPcD3BCtrHvARtbZ2M9ysiInJGadasGffddx+FhYWhDxHJP+3YsYPMzEwlPEVERETOMmfb8naAPwJPOOc2lGsPAB0BzKwjcDUVHaSKjxE553p7y6/vdc4dAl4Bnjez8705LzezgcBa4AYzu8zbw/EO4ONKpvwIGGBmV3jjLzWzVjW4v4XA08DScu1LgftL7WH5MzO7qAbzlfiE4BJwCC7Dzqmm78sEl7n/2Tl3zDm303s2vmoSnhCsPi35uNQvS7WXf+7v889l95iZ7zixLwMGmllTr/+lpc7NBRYAr1Y12MzqAS2dc8uBh704GwMfAKNK9buEU/9+RUTkLBIVFRXWVZ4lBg0adMYnPFesWFGhyvPVV18NLa0v+TVq1KgqZjgxbdq0ISUl5aTOKSIiIiKn3ln3T9bOuV2U3Y+yxJvAcDPbSHCvz8rWKK4HjnkfopkN5FVzqd8Cvwc2mdlhgtWQE5xz35nZeGA5wWq/d51ziyqJc5OZ/RZ430u6/UQwwbb9OPd3kOCekuW/SPoywa/Pf2bBEwUEvyhfUw8Cr5rZb7yxI6rpm00wiVhlIhG40Mx2lTp+jmBl55/NbB/BRGVJ4nkx8Bdv6fiDBCtpZ5jZeoK/B//KP/fZrMA5t9HM/hv42MyOEXxvd3mn5xN8T3+qYjhAfWCemUUSfGfTnXP7zez3Xhz5BKtKn3DOvXUq36+IiIicPCNGjGDEiOr+SCMiIiIi56qzZk9POX3MrDPBDw11r+tYjsfMBgBpzrlf1HUsx6M9PUXObNrT89xRmz09RURERETkzBZOe3rKKeRVOd7P8b80X+fM7AXgFuDWuo5FRERERERERETOHEp6nmZmtgZoWK75F5XsUVonnHOZQGZdx1ETzrkHy7eZ2Qyga7nm551z1S3VFxERERERERGRMKKk52nmnEuq6xjCmXPu5H69QEREREREREREzjpn49fbRURERERERERERKqkpKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYaVDXAYiIiJwJWrVqRfubf1bXYchp0KpVq7oOQURERERETjElPUVERIBAIFDXIYiIiIiIiMhJouXtIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhBUlPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrDeo6ABERCW9RUVFs3769rsMQCWnVqhWBQKCuwxARERERkVNISU8RETmltm/fjnOursMQCTGzug5BREREREROMS1vFxERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUEREROc1mz57N6NGjj9vv5ptv5uKLL6Zv375V9jly5AiDBw+mdevWJCUlEQgEQueeeuopWrduTdu2bVm6dGml451z9OzZk8LCQgKBALGxsTW6h507d9KjRw9iYmJo3749zz//fI3GnQ4rVqzgk08+OaGxgUCABQsWhI43bNjAXXfddZIiExEREZHTRUlPERERkTPUb37zG1577bVq+7zyyitccsklfPXVV2RkZPDwww8DsGnTJrKysti4cSPvvfceDzzwAMeOHaswfsmSJXTo0IEmTZrUKrYGDRrw7LPPsmnTJlavXs2MGTPYtGlTreY4VU5m0jMuLo5du3axY8eOkxWeiIiIiJwGSnqKiIiIVCEQCNCuXTuGDh1KdHQ0AwYM4NChQ2X6FBcXExUVxf79+0Ntbdq0Yc+ePSxevJikpCQSEhK48cYb2bNnT62u//Of/5yIiIhq+yxatIhf/vKXAAwYMICPPvoI5xyLFi1iyJAhNGzYkKuvvprWrVuzdu3aCuPnz59PWlpahfZt27aRkJDAunXr2LhxI126dMHn8xEfH8/WrVtp1qwZHTt2BCAiIoLo6Gh2794NwPTp04mJiSE+Pp4hQ4YAsHbtWpKTk0lISOC6665j8+bNQLDqtX///vTq1YuoqChefPFFnnvuORISErj22mvZu3cvACkpKYwdOxafz0dsbGyl9wLBdzZr1iymTp2Kz+cjJyeHgoIC0tPTSUxMJDExkVWrVgHw8ccf4/P58Pl8JCQkcPDgQcaPH09OTg4+n4+pU6cC0K9fP7Kysqp/WSIiIiJyRlHSU0RERKQamzdv5oEHHuCLL76gSZMmzJw5s8z5evXqkZaWxsKFCwFYs2YNrVq14sorr6Rbt26sXr2avLw8hgwZwtNPP11h/uzsbCZMmHDC8e3evZuWLVsCwerLyMhIfvjhhzLtAC1atAglJUtbtWoVnTp1qnDP6enpzJ49m8TERGbNmsXYsWPx+/3k5ubSokWLMv0DgQB5eXkkJSUBkJmZSV5eHuvXr2fWrFkAtGvXjpycHPLy8pg0aRKPPvpoaHx+fj5vvfUW69at47HHHuPCCy8kLy+P5ORk5s6dG+p36NAh/H4/M2fO5O677670eURFRTFy5EgyMjLw+/10796dsWPHkpGRwbp163jzzTe59957AZgyZQozZszA7/eTk5NDo0aNyMzMpHv37vj9fjIyMgDo3LkzOTk5NXshIiIiInJGOOuTnmbmzGxeqeMGZlZgZu/UYGyR998oM7uzVHtnM5texZjzzCzTzLaa2Wdm9qmZ3XIy7qWK6wXM7M1SxwPMbHYl/aLM7Ecz85vZ52b2iZm1reW1VphZ51r0n2hmu71r5ptZqtc+28wG1ObaVcx/YuvSRERETqKWLVvStWtXAIYNG8bKlSsr9Bk8eDCvv/46AFlZWQwePBiAXbt20bt3b+Li4njmmWfYuHFjhbGpqalMmjTpFN5B9fbu3VummrSgoIC0tDTmz59Phw4dAEhOTubJJ59k8uTJbN++nUaNGoX6FxUVkZ6ezrRp00JL5OPj4xk6dCjz5s2jQYMGABw4cICBAwcSGxtLRkZGmWfRo0cPIiIiuPzyy4mMjKRfv35AcGl56T1K77jjDgCuv/56CgsLy1TXVufDDz9k9OjR+Hw+UlNTKSwspKioiK5duzJu3DimT5/O/v37Q7GWd8UVV/Dtt9/W6FoiIiIicmY465OewN+BWDMr+dN3L6BiGUP1ooBQ0tM5l+ucG1NF398BzYBY51xHoD9Q/bqzUsysfi1jA+hkZjE16Pe1c87nnOsAzAEePd6Ak2Cqc84HDAT+aGYn7feUc+66kzXXyWRmlf+NSEREwpKZVThes2ZNaFl0dnY2ycnJfPXVVxQUFPD2229z++23A/Dggw8yevRoNmzYwEsvvcThw4dPenzNmzdn586dABw9epQDBw7QtGnTMu0QTMA2b968wvgGDRpQXFwcOo6MjOSqq64qk9y98847yc7OplGjRtx6660sW7YMgJ9++on09HSGDh0aumeAd999l1GjRvHZZ5+RmJjI0aNHefzxx+nRowf5+fksXry4zLNo2LBh6Od69eqFjuvVq8fRo0dD5yp7FzVRXFzM6tWr8fv9+P1+du/eTePGjRk/fjwvv/wyP/74I127duXLL7+sdPzhw4fLJHpFRERE5MwXDklPgCVAH+/nO4A/lZzwqhF/Xeo438yiyo3PBLp7FYsZZpZSWaWomV0I3Ac86Jw7AuCc2+Oce8M7f4eZbfCuMbnUuCIze9bMPgeSzWyYma31rvdSDRKhzwKP1fBZlGgC7POuf4GZverFlmdmPbz2RmaWZWZfmNlCoJHXfreZTSsV/31mNrW6iznnvgCOApd5Tdd71abbSqo+zWyumfUvNe98M0szs/alnsd6M2vjnS8q1fdhL/7PzSzTaxtjZpu8MVVutGVmN3hz+737j6hmTp+ZrfbmXGhml3jtK8xsmpnlAmPNrJOZfWxmfzOzpWbWrIpr/8rMcs0st6CgoLpHKCIiZ6gdO3bw6aefArBgwQK6detGUlJSKIGWmpqKmXHbbbcxbtw4oqOjadq0KRCsbixJNM6ZM+eUxJeamhqa+y9/+Qs9e/bEzEhNTSUrK4sjR47wzTffsHXrVrp06VJhfNu2bdm2bVvo+Pzzz2fhwoXMnTs39EGfbdu2cc011zBmzBjS0tJYv349zjnuueceoqOjGTduXGh8cXFx6MvukydP5sCBAxQVFZV5FrNnzz6hey2ppl25ciWRkZFERkZW2i8iIoKDBw+Gjm+66SZeeOGF0LHf7wfg66+/Ji4ujocffpjExES+/PLLCmMBtmzZUuOv2ouIiIjImSFckp5ZwBAzuwCIB9bUcvx4IMerkqwuudca2OGcKyx/wsz+DZgM9AR8QGKpBN9FwBqvAvMHYDDQ1auQPAYMPU58bwAdzaz1cfr9u5fY+xoYBzzntY8CnHMujmBSeI73rO4HDjnnooH/Ako29HoD6Gdm53nHI4A/VndhM0sCioGSzF4zoBvQl2BSGeAV4C6vfyRwHfAuMBJ43nsenYFd5ea+BUgDkrxnWLIh2nggwTkX781RlV8Do7z5uwM/VjPnXOBhb84N3nMpcb5zrjMwHXgBGOCc6+Q9m/+u7MLOuf/rnOvsnOt8+eWXVxOiiIicqdq2bcuMGTOIjo5m37593H///ZX2Gzx4MPPmzQstbQeYOHEiAwcOpFOnTlx22WWVjqtuT8/u3bszcOBAPvroI1q0aMHSpUsBmDBhAtnZ2QDcc889/PDDD7Ru3ZrnnnuOzMzg/+22b9+eQYMGERMTw80338yMGTOoX7/iv7P26dOHFStWlGm76KKLeOedd5g6dSrZ2dm88cYbxMbG4vP5yM/PZ/jw4axatYrXXnuNZcuWhapelyxZwrFjxxg2bBhxcXEkJCQwZswYLr74Yh566CEeeeQREhISylRv1sYFF1xAQkICI0eO5JVXXqmyX79+/Vi4cGHoQ0bTp08nNzeX+Ph4YmJiQvuMTps2jdjYWOLj4znvvPO45ZZbiI+Pp379+nTo0CH0IaPly5fTp0+fKq8nIiIiImcec87VdQz/EjMrcs419irwZgBtgPeBXzvn+prZRKDIOTfF658P9HXOBUqNTSnp7/Upc1zqWvHAHOdcQiVxpAHpzrnh3vE9QHvn3DgzOwo0dM4dM7PRBJedf+8NbQT8yTk3sYr7CxBMBKYCXYH/8eK/q1y/KOAd51ysdzwYGOGcu9mr4nzBObfMO5dDMBE6CZheqv0z4FfOuVwz+38EK2i/AF5zziVWEttEgpWvBcBB4FHnXI4F9xz9wDk33+t30DlXUl25EUgB0oHWzrlfW3A/1ccIJhzfcs5t9fqWvJ9ngS+dc/+v3PXfA4qAt4G3nXNFVMLMxgO3AfO9+XdVNqeXiN3gnLvKO/534M/OuY5mtgL4L+fcx2YWC3wClJTF1Ae+c87dVNn1S3Tu3Nnl5uZW10UkLJkZZ/v/10h4qc3vyUAgQN++fcnPzz/FUdWd7777juHDh/PBBx/UdSjVSklJYcqUKXTuXOPtx0+KI0eOcMMNN7By5coq9/wUERERkbpjZn/zitTKCJdKT4BsYAqllrZ7jlL2Pi+ozaTe0mW/mb0MfAVcZWZNahnbYefcsZIpCSZOfd6vtlUlPMt5DbgeCH2GtVxs5WV7/U/UywSrMkcAr3rX+++SZeKl+k317qO7c670Z02PlPq59IZbc4FhlKoedc4tIJjU/RFYYmY9axhjH4KJ7o7AOqtir03nXCZwL8EE8yoza1fD+cv7u/dfAzaWeodxx0t4ioiInKmaNWvGfffdR2FhhYUsQnB7g8zMTCU8RURERM4y4ZT0/CPwhHNuQ7n2AMGkGGbWEbi6krEHqeJjRM653l5i617n3CGCS7SfN7PzvTkvN7OBwFrgBjO7zIJ7dN4BfFzJlB8BA8zsCm/8pWbW6ng355z7CZgKZFQWWyVDugFfez/n4C2hN7OfAVcBm4G/4n3AyatejC819xqCCdY78RLJzrnHShJ9x4u3GrOB//Tm2+Rd+xpgm3NuOrCodByeD4ARFtxTteSZ1QNaOueWAw8DkUDjyi5oZv/unNvgnJsMrAPaVTanc+4AsM/MuntDf0Hl73AzcLmZJXtjzzOz9rV+EiIicsaLiooK6yrPEoMGDQp9ef1MtWLFigpVnq+++mpoaX3Jr1GjRp3U67Zp04aUlJSTOqeIiIiInHph80/WzrldBPdaLO9NYLi3rHoNsKWSPuuBYxb80NBsIK+aS/0W+D2wycwOE6z+m+Cc+85bRr2cYCXgu865RZXEucnMfgu87yXufiK41Hx7DW7zFe/6Vfl3rwrTgH8QrG4EmAn8wcw2EKx8vcs5d8TM/gC8amZfEFzG/rdy870B+Jxz+2oQW4045/Z413u7VPMg4Bdm9hPw/wFPlhvznpn5gFwz+wfBZff/BczzlqQbwWX6+6u47H9a8ONNxcBG4H+8+y8/56PAL4FZXjJ0G8GK1PL38A8Lfpxpunf9BsA0b24RERE5TUaMGMGIERX+r1pERERE5Ozf01NOHQt+wX6qc+6jkzjnhQQ/ENTRq6w8Z2hPTzlXaU9POdPo96SIiIiISPg4F/b0lJPEzC42sy3Ajyc54XkjwYrSF861hKeIiIiIiIiIiJw+YbO8/WxnZmuAhuWaf1HJHqWnnLdM/GenYN4PgePuX3qizGwEMLZc8yrn3Mnd3EtERERERERERM5oSnqeIZxzSXUdw9nOOfcq3pfmRURERERERETk3KXl7SIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhpUNcBiIhIeGvVqhVmVtdhiIS0atWqrkMQEREREZFTTElPERE5pQKBQF2HICIiIiIiIucYLW8XERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERETOKVFRUZjZWfkrKiqqrh+fiIiIiMhZoUFdByAiIiJyOm3fvh3nXF2HcULMrK5DEBERERE5K6jSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiHhmz57N6NGjj9vv5ptv5uKLL6Zv375V9jly5AiDBw+mdevWJCUlEQgEQueeeuopWrduTdu2bVm6dGml451z9OzZk8LCQgKBALGxsTW6h507d9KjRw9iYmJo3749zz//fI3GnQ4rVqzgk08+OaGxgUCABQsWhI43bNjAXXfddZIiExERERGRcKOkp4iISC395je/4bXXXqu2zyuvvMIll1zCV199RUZGBg8//DAAmzZtIisri40bN/Lee+/xwAMPcOzYsQrjlyxZQocOHWjSpEmtYmvQoAHPPvssmzZtYvXq1cyYMYNNmzbVao5T5WQmPePi4ti1axc7duw4WeGJiIiIiEgYUdJTRETOOoFAgHbt2jF06FCio6MZMGAAhw4dKtOnuLiYqKgo9u/fH2pr06YNe/bsYfHixSQlJZGQkMCNN97Inj17anX9n//850RERFTbZ9GiRfzyl78EYMCAAXz00Uc451i0aBFDhgyhYcOGXH311bRu3Zq1a9dWGD9//nzS0tIqtG/bto2EhATWrVvHxo0b6dKlCz6fj/j4eLZu3UqzZs3o2LEjABEREURHR7N7924Apk+fTkxMDPHx8QwZMgSAtWvXkpycTEJCAtdddx2bN28GglWv/fv3p1evXkRFRfHiiy/y3HPPkZCQwLXXXsvevXsBSElJYezYsfh8PmJjYyu9Fwi+s1mzZjF16lR8Ph85OTkUFBSQnp5OYmIiiYmJrFq1CoCPP/4Yn8+Hz+cjISGBgwcPMn78eHJycvD5fEydOhWAfv36kZWVVf3LEhERERGRc5KSniIiclbavHkzDzzwAF988QVNmjRh5syZZc7Xq1ePtLQ0Fi5cCMCaNWto1aoVV155Jd26dWP16tXk5eUxZMgQnn766QrzZ2dnM2HChBOOb/fu3bRs2RIIVl9GRkbyww8/lGkHaNGiRSgpWdqqVavo1KlThXtOT09n9uzZJCYmMmvWLMaOHYvf7yc3N5cWLVqU6R8IBMjLyyMpKQmAzMxM8vLyWL9+PbNmzQKgXbt25OTkkJeXx6RJk3j00UdD4/Pz83nrrbdYt24djz32GBdeeCF5eXkkJyczd+7cUL9Dhw7h9/uZOXMmd999d6XPIyoqipEjR5KRkYHf76d79+6MHTuWjIwM1q1bx5tvvsm9994LwJQpU5gxYwZ+v5+cnBwaNWpEZmYm3bt3x+/3k5GRAUDnzp3Jycmp2QsREREREZFzSlglPc3Mmdm8UscNzKzAzN6pwdgi779RZnZnqfbOZja9ijHnmVmmmW01s8/M7FMzu+Vk3EsV1wuY2QYzW29m75vZ/ynXvsHMNpnZ783sglL386OZ+Uv9Or+SuVeY2WYz+9zM1pmZ7yTFfJeZvVjLMVU+cxGREi1btqRr164ADBs2jJUrV1boM3jwYF5//XUAsrKyGDx4MAC7du2id+/exMXF8cwzz7Bx48YKY1NTU5k0adIpvIPq7d27t0w1aUFBAWlpacyfP58OHToAkJyczJNPPsnkyZPZvn07jRo1CvUvKioiPT2dadOmhZbIx8fHM3ToUObNm0eDBg0AOHDgAAMHDiQ2NpaMjIwyz6JHjx5ERERw+eWXExkZSb9+/YDg0vLSe5TecccdAFx//fUUFhaWqa6tzocffsjo0aPx+XykpqZSWFhIUVERXbt2Zdy4cUyfPp39+/eHYi3viiuu4Ntvv63RtURERERE5NwSVklP4O9ArJmV/K2vF1CxfKZ6UUAo6emcy3XOjami7++AZkCsc64j0B+ofr1jKWZWv5axAfRwzsUDucCj5drjgC7ANcBLpc597Zzzlfr1jyrmHuqc6wDMBJ45gdj+ZWbW4DjP/Ixwgu9ORE4iM6twvGbNmtCy6OzsbJKTk/nqq68oKCjg7bff5vbbbwfgwQcfZPTo0WzYsIGXXnqJw4cPn/T4mjdvzs6dOwE4evQoBw4coGnTpmXaIZiAbd68eYXxDRo0oLi4OHQcGRnJVVddVSa5e+edd5KdnU2jRo249dZbWbZsGQA//fQT6enpDB06NHTPAO+++y6jRo3is88+IzExkaNHj/L444/To0cP8vPzWbx4cZln0bBhw9DP9erVCx3Xq1ePo0ePhs5V9i5qori4mNWrV+P3+/H7/ezevZvGjRszfvx4Xn75ZX788Ue6du3Kl19+Wen4w4cPl0n0ioiIiIiIlAi3pCfAEqCP9/MdwJ9KTpjZRDP7danjfDOLKjc+E+juVURmmFlKZZWiZnYhcB/woHPuCIBzbo9z7g3v/B1e5WW+mU0uNa7IzJ41s8+BZDMbZmZrveu9VItk2l+B1uUbnXNFwEigv5ldWsO5yvsUaO7Fe5GZ/dGLMc/M0rz2u8zsLTN7z6t0Da0NNbMRZrbFzNYCXUu1X25mb3qVpOvMrKvXPtHMXjOzVcBrpZ+5d+6PXiXqNjMbU2q+x73q1JVm9qfS77Y8MxvjVcGuN7Msr62xmb1aqno23Ws/1e9ORE6CHTt28OmnnwKwYMECunXrRlJSUiiBlpqaiplx2223MW7cOKKjo2natCkQrG4sSTTOmTPnlMSXmpoamvsvf/kLPXv2xMxITU0lKyuLI0eO8M0337B161a6dOlSYXzbtm3Ztm1b6Pj8889n4cKFzJ07N/RBn23btnHNNdcwZswY0tLSWL9+Pc457rnnHqKjoxk3blxofHFxcejL7pMnT+bAgQMUFRWVeRazZ88+oXstqaZduXIlkZGRREZGVtovIiKCgwcPho5vuukmXnjhhdCx3+8H4OuvvyYuLo6HH36YxMREvvzyywpjAbZs2VLjr9qLiIiIiMi5JRyTnlnAEG95dzywppbjxwM5XkXk1Gr6tQZ2OOcKy58ws38DJgM9AR+QaGb9vdMXAWu8isofgMFAV+ecDzgGDK1hnH2BDZWd8GL6BmjjNf17qaXtM2ow983A297PjwHLnHNdgB7AM2Z2kXfO58UfBww2s5Zm1gx4gmCysxsQU2re54GpzrlEIB14udS5GOBG59wdlcTTDuhNsIr1vyy4rUDJHB2AW4DOx7mn8UCCVyU70mt7HDjgnIvz2ped7HdnZr8ys1wzyy0oKDhOiCJSG23btmXGjBlER0ezb98+7r///kr7DR48mHnz5oWWtgNMnDiRgQMH0qlTJy677LJKx1W3p2f37t0ZOHAgH330ES1atGDp0qUATJgwgezsbADuuecefvjhB1q3bs1zzz1HZmYmAO3bt2fQoEHExMRw8803M2PGDOrXr/hvJn369GHFihVl2i666CLeeecdpk6dSnZ2Nm+88QaxsbH4fD7y8/MZPnw4q1at4rXXXmPZsmWhqtclS5Zw7Ngxhg0bRlxcHAkJCYwZM4aLL76Yhx56iEceeYSEhIQy1Zu1ccEFF5CQkMDIkSN55ZVXquzXr18/Fi5cGPqQ0fTp08nNzSU+Pp6YmJjQPqPTpk0jNjaW+Ph4zjvvPG655Rbi4+OpX78+HTp0CH3IaPny5fTp06fK64mIiIiIyLnLnHN1HcNJY2ZFzrnGZpYLzCCY9Hsf+LVzrq+ZTQSKnHNTvP75QF/nXKDU2JSS/l6fMselrhUPzHHOJVQSRxqQ7pwb7h3fA7R3zo0zs6NAQ+fcMTMbTXCJ+vfe0EbAn5xzE6u4vwBwkGCCbT0wxjm332vv7Jz731J9Pwd+BewB3nHOVVsKY2YrCC7VPx9oDPicc7u9Z3kBUPI34UsJJiCTCCb87vPG/w/w38BlwO2l7n0M8DPn3Ggz+x4ovfna5UBb4NeAc8494Y1Joew7+8k599/euS8IblswALjEOfdfXvtzwLcl77aS+3sPKCKYzH3bOVdkZn8Dhjjntpbqd0reHUDnzp1dbm5uVadFpBYCgQB9+/YlPz+/rkM5Zb777juGDx/OBx98UNehVCslJYUpU6bQufPx/u3p5Dpy5Ag33HADK1eurHLPz6qYGWfrn3/O5thFRERERE4FM/ubc67CX0hq97eEs0c2MAVIAZqWaj9K2erWC2ozqZktBa4kuJ/mGOAqM2tSWbVnNQ47546VTEkwcfpILcb3KJ3crCLOCIJ7k24BKl1jWPpenHP3es1Dgb8R3M/zBeB2L8Z059zmcuOTgCOlmo5x/N9P9YBrnXNlNs+z4N5vf69mXG2vU5k+wPVAP+AxM4s7gTn+1XcnIlJjzZo147777qOwsDD0ISL5px07dpCZmVnrhKeIiIiIiJwbwnF5O8AfgSecc+WXfweAjgBm1hG4upKxB6niY0TOud7esvd7nXOHgFeA5837Grq3Z+VAYC1wg5ld5u3zeAfwcSVTfgQMMLMrvPGXmlmrWt5rGWbWmOCHiN52zu2rql/peynX7ggu+77WzNoBS4EHzctMmlmFytZy1hC896Zmdh4wsNS594EHS8Xqq/mdVbAK6GdmF3j33LeqjmZWD2jpnFsOPEwwEdwY+AAYVarfJdThuxORmouKigrrKs8SgwYNOuMTnitWrKhQ5fnqq6+GltaX/Bo1alQVM5yYNm3akJKSclLnFBERERGR8BGW5RHOuV3A9EpOvQkMN7ONBJNzWyrpsx445i0Pnw3kVXOp3wK/BzaZ2WGC1YoTnHPfmdl4YDnBisB3nXOLKolzk5n9FnjfS8z9RDAJt71md1rGci8xWQ9YSPDL8ifEOfejmT0L/AYYDUwD1nsxfkM1CUbv3icS/BjSfsBf6vQYYIaZrSf4e++v/HN/zdrGuM7Msgm+rz0E9zc9UEX3+sA8M4sk+D6me9sC/N6LJ59gBekTzrm36uDdiYiElREjRjBixIi6DkNERERERM5hYbWnp5xbzKyxtzfnhQQTqL9yzn1W13FVRXt6ioicGc7mfTHP5thFRERERE6Fc21PTzk3/F8ziyG4N+ucMznhKSIiIiIiIiIip4+SnmcgM1sDNCzX/ItK9ig9pznn7izfZmYzgK7lmp93zr16eqISEREREREREZG6pqTnGcg5l1TXMZytnHMn90sZIiIiIiIiIiJy1gnXr7eLiIiIiIiIiIjIOUpJTxEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiElQZ1HYCIiIjI6dSqVSvMrK7DOCGtWrWq6xBERERERM4KSnqKiIjIOSUQCNR1CCIiIiIicoppebuIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwkqDug5ARETOXo2vbMzfv/97XYchUiutWrUiEAjUdRgiIiIiInIKKekpIiIn7O/f/51f/s+wug5DpFbm3DKvrkMQEREREZFTTMvbRUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiMhpNnv2bEaPHn3cfnPmzKFNmza0adOGOXPmVNrnz3/+M+3bt6devXrk5uaWOffUU0/RunVr2rZty9KlSysd75yjZ8+eFBYWEggEiI2NrdE97Ny5kx49ehATE0P79u15/vnnazTudFixYgWffPLJCY0NBAIsWLAgdLxhwwbuuuuukxSZiIiIiJwuSnqKiIiInIH27t3LE088wZo1a1i7di1PPPEE+/btq9AvNjaWt956i+uvv75M+6ZNm8jKymLjxo289957PPDAAxw7dqzC+CVLltChQweaNGlSq/gaNGjAs88+y6ZNm1i9ejUzZsxg06ZNtbvJU+RkJj3j4uLYtWsXO3bsOFnhiYiIiMhpoKSniIiISBUCgQDt2rVj6NChREdHM2DAAA4dOlSmT3FxMVFRUezfvz/U1qZNG/bs2cPixYtJSkoiISGBG2+8kT179tT42kuXLqVXr15ceumlXHLJJfTq1Yv33nuvQr/o6Gjatm1boX3RokUMGTKEhg0bcvXVV9O6dWvWrl1bod/8+fNJS0ur0L5t2zYSEhJYt24dGzdupEuXLvh8PuLj49m6dSvNmjWjY8eOAERERBAdHc3u3bsBmD59OjExMcTHxzNkyBAA1q5dS3JyMgkJCVx33XVs3rwZCFa99u/fn169ehEVFcWLL77Ic889R0JCAtdeey179+4FICUlhbFjx+Lz+YiNja30XiD4zmbNmsXUqVPx+Xzk5ORQUFBAeno6iYmJJCYmsmrVKgA+/vhjfD4fPp+PhIQEDh48yPjx48nJycHn8zF16lQA+vXrR1ZWVvUvTERERETOKEp6ioiIiFRj8+bNPPDAA3zxxRc0adKEmTNnljlfr1490tLSWLhwIQBr1qyhVatWXHnllXTr1o3Vq1eTl5fHkCFDePrppyvMn52dzYQJEyq07969m5YtW4aOW7RoEUoq1kRNx69atYpOnTpVuOf09HRmz55NYmIis2bNYuzYsfj9fnJzc2nRokWZ/oFAgLy8PJKSkgDIzMwkLy+P9evXM2vWLADatWtHTk4OeXl5TJo0iUcffTQ0Pj8/n7feeot169bx2GOPceGFF5KXl0dycjJz584N9Tt06BB+v5+ZM2dy9913V3rfUVFRjBw5koyMDPx+P927d2fs2LFkZGSwbt063nzzTe69914ApkyZwowZM/D7/eTk5NCoUSMyMzPp3r07fr+fjIwMADp37kxOTk6Nn72IiIiI1D0lPcsxM2dm80odNzCzAjN7pwZji7z/RpnZnaXaO5vZ9CrGnGdmmWa21cw+M7NPzeyWk3EvVVwvYGYbzGy9mX1sZq3+xflmmJnfzDaZ2Y/ez34zG/AvzJlqZuP/lbhEREROlpYtW9K1a1cAhg0bxsqVKyv0GTx4MK+//joAWVlZDB48GIBdu3bRu3dv4uLieOaZZ9i4cWOFsampqUyaNOkU3kH19u7dS0REROi4oKCAtLQ05s+fT4cOHQBITk7mySefZPLkyWzfvp1GjRqF+hcVFZGens60adNCS+Tj4+MZOnQo8+bNo0GDBgAcOHCAgQMHEhsbS0ZGRpln0aNHDyIiIrj88suJjIykX79+QHBpeSAQCPW74447ALj++uspLCwsU11bnQ8//JDRo0fj8/lITU2lsLCQoqIiunbtyrhx45g+fTr79+8PxVreFVdcwbfffluja4mIiIjImUFJz4r+DsSaWcmf5nsBNS+rCIoCQklP51yuc25MFX1/BzQDYp1zHYH+QEQVfSsws/q1jA2gh3MuHlgB/PYExoc450Y553zArcDXzjmf9+svXnyV/+2h+jmznXOZ/0pcp5IF6X87IiLnCDOrcLxmzZrQsujs7GySk5P56quvKCgo4O233+b2228H4MEHH2T06NFs2LCBl156icOHD9f4us2bN2fnzp2h4127dtG8efOTPr5BgwYUFxeHjiMjI7nqqqvKJHfvvPNOsrOzadSoEbfeeivLli0D4KeffiI9PZ2hQ4eG7hng3XffZdSoUXz22WckJiZy9OhRHn/8cXr06EF+fj6LFy8u8ywaNmwY+rlevXqh43r16nH06NHQucreRU0UFxezevVq/H4/fr+f3bt307hxY8aPH8/LL7/Mjz/+SNeuXfnyyy8rHX/48OEyiV4REREROfMpcVO5JUAf7+c7gD+VnDCziWb261LH+WYWVW58JtDdq3jMMLOUyipFzexC4D7gQefcEQDn3B7n3Bve+Tu8qsx8M5tcalyRmT1rZp8DyWY2zMzWetd7qRaJ0E+B5t6cUWaW41WbfmZm13ntc82sf6lrzzeziht/lb2vFG+ubGCT1/a2mf3NzDaa2a9K9b3Zu97nZvaR13aXmb3o/TzbzKab2Sdmtq2kgtTM6pnZTDP70sw+MLMl1VWXetW0m7wK1yle25VmttC79uel7nmc98zzzew/Sz2fzWY2F8gHWprZb8xsnTfnEzV85iIicpbZsWMHn376KQALFiygW7duJCUlhRJoqampmBm33XYb48aNIzo6mqZNmwLB6saSRGNVX1+vSu/evXn//ffZt28f+/bt4/3336d37941Hp+amkpWVhZHjhzhm2++YevWrXTp0qVCv7Zt27Jt27bQ8fnnn8/ChQuZO3du6IM+27Zt45prrmHMmDGkpaWxfv16nHPcc889REdHM27cuND44uLi0JfdJ0+ezIEDBygqKirzLGbPnl2rZ1GipJp25cqVREZGEhkZWWm/iIgIDh48GDq+6aabeOGFF0LHfr8fgK+//pq4uDgefvhhEhMT+fLLLyuMBdiyZUuNv2ovIiIiImcGJT0rlwUMMbMLgHhgTS3HjwdyvIrHqdX0aw3scM4Vlj9hZv8GTAZ6Aj4gsVTy8SJgjXOuA/ADMBjo6lVcHgOG1jDOm4G3vZ+/B3p51aaDgZLl+K8Ad3kxRQLXAe/WYO6OwFjn3M+847udc52AzsAYM2tqZpcD/w9I9+5lYBVzNQO6AX0JJpQBbidYURsD/AJIrioQM2sK3Aa09ypcf++dmg587F27I7DRzDoBI4Ak4FrgPjNL8Pq3AWY659oDbb3jLgTfTyczK/vZ3OC1f2VmuWaWW1BQUFWIIiJyBmvbti0zZswgOjqaffv2cf/991fab/DgwcybNy+0tB1g4sSJDBw4kE6dOnHZZZdVOq6qPT0vvfRSHn/88dDHdyZMmMCll14KwL333ktubi4ACxcupEWLFnz66af06dMnlBht3749gwYNIiYmhptvvpkZM2ZQv37Ffxft06cPK1asKNN20UUX8c477zB16lSys7N54403iI2NxefzkZ+fz/Dhw1m1ahWvvfYay5YtC1W9LlmyhGPHjjFs2DDi4uJISEhgzJgxXHzxxTz00EM88sgjJCQklKnerI0LLriAhIQERo4cySuvvFJlv379+rFw4cLQh4ymT59Obm4u8fHxxMTEhPYZnTZtGrGxscTHx3Peeedxyy23EB8fT/369enQoUPoQ0bLly+nT58+VV5PRERERM485pyr6xjOKGZW5JxrbGa5wAyCia33gV875/qa2USgyDlXUi2YD/R1zgVKjU0p6e/1KXNc6lrxwBznXALleNWU6c654d7xPQSTduPM7CjQ0Dl3zMxGA48STFoCNAL+5JybWMX9BYCDwKVAEdDZOXfQS2i+SDCBdwz4mXPuQm/MRiAFSAdaO+d+Xcm8UcA7zrlY737/yznXo9T5iQQTjxBMVvYGLgeGOOeGlpvrLi+u0WY2G/jAOTffO3fQORdhZtOAz51zr3rtbwELSpbVl5uvAfA379c7Xpz/MLMCoEVJla3XdyzQ1Dk3wTv+HVAAZAPLnXNXe+1TgAHAfm9oY+Ap51yVfwPr3LmzK/kLqki4MDN++T/D6joMkVqZc8s8avrnn0AgQN++fcnPzz/FUdWd7777juHDh/PBBx/UdSjVSklJYcqUKXTu3Pm0XvfIkSPccMMNrFy5sso9P0VERESk7pjZ35xzFf6QqD+5VS0bmEIw2de0VPtRylbIXlCbSc1sKXAlkAuMAa4ysyaVVXtW47Bz7ljJlAQTp4/UYnwPgsm6+cATwDggA9gDdCB4f6U3HZsLDAOGEKyCLHMfzrl7K7nG30t+8JKgNwLJzrlDZraC2j23I6V+rtnmXaU4546aWRfg5wQTlaMJVtDW1t9L/WwEk5wvncA8IiIiZ4xmzZpx3333UVhYGPoQkfzTjh07yMzMVMJTRERE5Cyj5e1V+yPwhHNuQ7n2AMGl0JhZR+DqSsYepIqPETnnenvL3u91zh0iuHz8eTM735vzcjMbCKwFbjCzy7w9Ou8APq5kyo+AAWZ2hTf+UqvBF9mdc0eB/wSGm9mlQCTwnXOumOBy8dLr32Z7fXHObSp/H8e7ljf3Pi/h2Y7gsnGA1cD1ZlZSPXlpDeYqsQpI9/b2vJJgcrpSZtYYiHTOLSGY3O3gnfoIuN/rU9+rds0B+pvZhWZ2EcHq1JxKpl0K3O3NjZk1L3kHIiISPqKiosK6yrPEoEGDzviE54oVKypUeb766quhpfUlv0aNGnVSr9umTRtSUlJO6pwiIiIicurpn6yr4JzbxT/3tSztTYKJwo0E9/rcUkmf9cAxC35oaDaQV82lfktwj8lNZnaYYDXhBOfcd2Y2HlhOsKrwXefcokri3GRmvwXet+AXxX8CRgHba3CP35nZn7z+M4E3zWw48B6lqhqdc3vM7Av+uf9nbb0HjPTm2Eww2YlzrsD7qNFbXuzfA71qOOebBCs3NwE7gc+AA1X0jQAWeXu0GsHKVoCxwP/1tg44BtzvnPvUW1K/1uvzsnMuz8p9rMo5976ZRQOfWvDLsUUEq2G/R0RERE6LESNGMGLEiLoOQ0RERETOQNrTU47Lgl+Z3wB0dM5VlVg87cyssXOuyPtQ0VqCH3P6/+o6rqpoT08JR9rTU85GtdnTU0REREREzmza01NOiJndSHAJ/tQzKeHpecfMLgbOB353Jic8RURERERERETk9FHSM0yZ2RqgYbnmX1SyR2m1nHMfAsfdI7QuOOdSyreZ2UIq7rP6sHNu6WkJSkRERERERERE6pySnmHKOZdU1zHUBefcbXUdg4iIiIiIiIiI1C19vV1ERERERERERETCipKeIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhBUlPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrDeo6ABEROXu1atWKObfMq+swRGqlVatWdR2CiIiIiIicYkp6iojICQsEAnUdgoiIiIiIiEgFWt4uIiIiIiIiIiIiYUVJTxEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbDSoK4DEBERETmdWvyfK9i9p6CuwxCRMNWqVSsCgUBdhyEiInLOU9JTREREzim79xSw9YPX6zoMEQlTbXoNrusQREREBC1vFxERERERERERkTCjpKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERHxzJ49m9GjRx+335w5c2jTpg1t2rRhzpw5VfZ74YUXaNeuHe3bt+ehhx4KtT/11FO0bt2atm3bsnTp0krHOufo2bMnhYWFBAIBYmNja3QPO3fupEePHsTExNC+fXuef/75Go07HVasWMEnn3xyQmMDgQALFiwIHW/YsIG77rrrJEUmIiIiIiLhpkFdByAiInI22bt3L0888QS5ubmYGZ06dSI1NZVLLrmkTL/ly5ezaNEiPv/8cxo2bMj3338PwKZNm8jKymLjxo18++233HjjjWzZsoX69euXGb9kyRI6dOhAkyZN2Lt3b43ja9CgAc8++ywdO3bk4MGDdOrUiV69ehETE/Ov3/y/aMWKFTRu3Jjrrruu1mNLkp533nknAHFxcezatYsdO3Zw1VVXnexQRURERETkLKdKTxEROesEAgHatWvH0KFDiY6OZsCAARw6dKhMn+LiYqKioti/f3+orU2bNuzZs4fFixeTlJREQkICN954I3v27KnxtZcuXUqvXr249NJLueSSS+jVqxfvvfdehX5/+MMfGD9+PA0bNgTgiiuuAGDRokUMGTKEhg0bcvXVV9O6dWvWrl1bYfz8+fNJS0ur0L5t2zYSEhJYt24dGzdupEuXLvh8PuLj49m6dSvNmjWjY8eOAERERBAdHc3u3bsBmD59OjExMcTHxzNkyBAA1q5dS3JyMgkJCVx33XVs3rwZCFa99u/fn169ehEVFcWLL77Ic889R0JCAtdee20oEZuSksLYsWPx+XzExsZWei8QfGezZs1i6tSp+Hw+cnJyKCgoID09ncTERBITE1m1ahUAH3/8MT6fD5/PR0JCAgcPHmT8+PHk5OTg8/mYOnUqAP369SMrK6uGb05ERERERM4lSnqKiMhZafPmzTzwwAN88cUXNGnShJkzZ5Y5X69ePdLS0li4cCEAa9asoVWrVlx55ZV069aN1atXk5eXx5AhQ3j66acrzJ+dnc2ECRMqtO/evZuWLVuGjlu0aBFKKpa2ZcsWcnJySEpK4oYbbmDdunW1Gr9q1So6depU4Z7T09OZPXs2iYmJzJo1i7Fjx+L3+8nNzaVFixZl+gcCAfLy8khKSgIgMzOTvLw81q9fz6xZswBo164dOTk55OXlMWnSJB599NHQ+Pz8fN566y3WrVvHY489xoUXXkheXh7JycnMnTs31O/QoUP4/X5mzpzJ3XffXeFeAKKiohg5ciQZGRn4/X66d+/O2LFjycjIYN26dbz55pvce++9AEyZMoUZM2bg9/vJycmhUaNGZGZm0r17d/x+PxkZGQB07tyZnJycSq8nIiIiIiLntjpLepqZM7N5pY4bmFmBmb1Tg7FF3n+jzOzOUu2dzWx6FWPOM7NMM9tqZp+Z2admdsvJuJcqrhcwsw1mtt7MPjazVqXOHXdDMzN72cwqrEU0s7vM7MVK2lPM7ICZ+b1rfmhmV5xAzJfVov9sM/vGu+ZnZpbsta8ws861uXYlc/+bmf3lX5lDRMJby5Yt6dq1KwDDhg1j5cqVFfoMHjyY119/HYCsrCwGDx4MwK5du+jduzdxcXE888wzbNy4scLY1NRUJk2adMLxHT16lL1797J69WqeeeYZBg0ahHOuxuP37t1LRERE6LigoIC0tDTmz59Phw4dAEhOTubJJ59k8uTJbN++nUaNGoX6FxUVkZ6ezrRp02jSpAkA8fHxDB06lHnz5tGgQXCHmwMHDjBw4EBiY2PJyMgo8yx69OhBREQEl19+OZGRkfTr1w8ILi0PBAKhfnfccQcA119/PYWFhWWqa6vz4YcfMnr0aHw+H6mpqRQWFlJUVETXrl0ZN24c06dPZ//+/aFYy7viiiv49ttva3QtERERERE5t9RlpeffgVgzK/kbWi+gYqlL9aKAUNLTOZfrnBtTRd/fAc2AWOdcR6A/EFFF3wrMrP7xe1XQwzkXD6wAflsqzuNuZuacu9c5t6mW18txzvm8a64DRtVy/In4jXPOB4wHXjpZkzrnvnXODThZ851MJ/h7QUROMjOrcLxmzZrQsujs7GySk5P56quvKCgo4O233+b2228H4MEHH2T06NFs2LCBl156icOHD9f4us2bN2fnzp2h4127dtG8efMK/Vq0aMHtt9+OmdGlSxfq1avH//7v/9Z4fIMGDSguLg4dR0ZGctVVV5VJ7t55551kZ2fTqFEjbr31VpYtWwbATz/9RHp6OkOHDg3dM8C7777LqFGj+Oyzz0hMTOTo0aM8/vjj9OjRg/z8fBYvXlzmWZQszYdg5WzJcb169Th69GjoXGXvoiaKi4tZvXo1fr8fv9/P7t27ady4MePHj+fll1/mxx9/pGvXrnz55ZeVjj98+HCZRK+IiIiIiEiJul7evgTo4/18B/CnkhNmNtHMfl3qON/MosqNzwS6e5WGGV61Y4VKUTO7ELgPeNA5dwTAObfHOfeGd/4Oryoz38wmlxpXZGbPmtnnQLKZDTOztd71XqpF8utTIPQ32lKVqvXMbKaZfWlmH5jZEjMb4J0LVUua2Qgz22Jma4Gux7uYBf+2GQHs844vNbO3vQrQ1WYW77U3NbP3zWyjmb0MmNc+ycz+s9R8/21mY49z2b8CrUsdD/Se1RYz6+7N81cz85Wad6WZdTCzG7xn6jezPDOL8Kp4871+9c1sivd+1pvZg157pplt8tqmVPM8BnpjPzezvx5nzp97MWwwsz+aWUOvPWBmk83sM+/ebrJgtfBnZvZnM2tcxbV/ZWa5ZpZbUFBwnEcoIrWxY8cOPv30UwAWLFhAt27dSEpKCiXQUlNTMTNuu+02xo0bR3R0NE2bNgWC1Y0licbqvr5emd69e/P++++zb98+9u3bx/vvv0/v3r0r9Ovfvz/Lly8Hgkvd//GPf3DZZZeRmppKVlYWR44c4ZtvvmHr1q106dKlwvi2bduybdu20PH555/PwoULmTt3bugr5tu2beOaa65hzJgxpKWlsX79epxz3HPPPURHRzNu3LjQ+OLi4tCX3SdPnsyBAwcoKioq8yxmz55dq2dRoqSaduXKlURGRhIZGVlpv4iICA4ePBg6vummm3jhhRdCx36/H4Cvv/6auLg4Hn74YRITE///9u49vsryzPf/5+IgokAUATflkGhJISGEFZKAEZBgQVQkQRCIQNmCOEVBGPh1EE8MOjMtFBQEUZzRchAsOqOUqGxBC3EHlENqAgTkoLhEwI2xHEJKQYH798d6sprDCiYKBBbf9+uVV/Lcz324nmeRjrnmPrBjx45ybSHwXit7qr2IiIiIiFxeqjvpuRTIMLMrgXhgQxXbT+IfsxtnnqVeK2Cvc66w7A0z+xkwDbgV8AHJZtbXu301sME51x74KzAI6OzNbDwNDKlknLcDfwpR3o/AbNVY4FdASoj4mgJPEUh2dvHqVqSrmeUBe4EewB+88qeAXG8G6GNA8UZs/wqsdc61BZYBxcff/gEY5o1fA8gAglsRVKAPsLXEdS3nXEfgn71xAF4B7vP6/QVwpXNuM/AbYLT3XrsCfy/T9z8ReE/Fs1iXmNl1wN1AW6/s388S22Sgl/c5pp2lzyuBBcAg51w7oBbwYIl+/urNEv6AwMzdHt51DjCBEJxz/+mcS3LOJTVu3PgsIYpIVbVu3Zq5c+cSExPD4cOHefDBB0PWGzRoEIsXLw4ubQeYMmUKAwYMIDExkUaNQu/qUdGeng0bNuTJJ58MHr4zefJkGjZsCMDIkSPJyckBYMSIEezZs4e4uDgyMjJYuHAhZkbbtm0ZOHAgsbGx3H777cydO7fcye0AvXv3Jisrq1TZ1VdfzTvvvMPMmTPJzMzkjTfeIC4uDp/PR35+PsOGDWPdunW8+uqrrF69OjjrdcWKFZw+fZqhQ4fSrl07EhISGDt2LNdccw0TJ07k0UcfJSEhodTszaq48sorSUhIYNSoUbzyyisV1uvTpw/Lli0LHmQ0e/ZscnJyiI+PJzY2NrjP6KxZs4iLiyM+Pp7atWtzxx13EB8fT82aNWnfvn3wIKM1a9bQu3fvCscTEREREZHLl1Vlf7FzOrBZkXOunpnlAHOBaGAV8Bvn3F1mNgUocs7N8OrnA3c55/wl2qYW1/fqlLouMVY8sNA5lxAijnSgv3OuOMl3P4FE2gQzOwXUcc6dNrMxBBKG33hN6wJ/dM5NqeD5/MAxoCFQBCQ5546VefZZwGbn3Hyv/C3gNefc/5hZFoFkYHOgX4n4xgK/cM6NKTNe2XfxCHCDc26UmeV6z7jHu/cV0JbA7Mx+JcoPeX1/a2bvAxOB64GRoZaam9kCoBtwFCgAxjvn8r3YH3fOrTOz64F1zrlW3ozbLUAMge0G9jnnnjezSQQSmEuAt5xz+ywwq/cd51ycmb0JzHPOvV9i7FrAX7yvd7y631XwWcwDfg684fX/1wr6bA/Mcc7d4l3/kkAytp/3eXZzzn1pZncRSI7u85peAXzsnLs/1PjFkpKSXHEyRER+Gr/fz1133UV+fn51h3LefP311wwbNoz333//hytXo9TUVGbMmEFS0k/ayrnKTp48Sbdu3Vi7dm2Fe35WxMzY/f7r5ykyEbncRfccVKU9nEVEROSnMbO/OOfK/UFStb8Szo9MYAaQClxXovwUpWeiXlmVTs1sJYGEXQ4wFmhpZg1CzfY8ixPOudPFXRJInD5ahfbdgSMEknlPUcFswB/DAkvr/+JdZgKry1TJBN78CUO8TGBW5v/CmzFqZvOBBOCAc+5Or96/OOdCHTh00vt+Gu/fmXPuuJdMTQcGAole+VQzexe4E1hnZr2As26w55w7ZWYdgV8C9wBjCMzWDVV3lJl1IrCVwl/MLDFUvUr4m/fdgPedc/f+yH5ERH5Q06ZNeeCBBygsLAweRCT/sHfvXqZOnVrlhKeIiIiIiFweqnt5OwQSak8557aWKfcDHQDMrANwQ4i2x6jgMCLnXC9v2ftI59xxAkurnzOzK7w+G5vZAGAj0M3MGnmJxHuBD0N0+WfgHvNORLfAPpmRIeqVjeMUgSXew8ysYZnb64D+Ftjb83oCid+yNnjxXWdmtYEBXr+nvefzOefKr78MLIX/3Ps5G28pvjcj9Fsv+ft/8Q6CssBJ9teWaL+MwLL8ZGClN+Zwb7w7+fFeBmYDm5xzxXuO/tw5t9U5N43AAUxtyrR5H/i1N7uz+N3XAyKccyuA8UD7igb0+t/gvacCoEWoPoGdQJSZFe9N+itC/1tYD3QurmdmV3vL9UXkAomKigrrWZ7FBg4ceNEnPLOyssrN8pw/f35waX3x1+jR5/ZsvejoaFJTU89pnyIiIiIiEj6qfXqEc24fgSRYWW8SSBRuI5D42xWizhbgtAUOGloA5J5lqCcI7Pu43cxOEJi1N9k597W3vHoNgRl87zrnloeIc7uZPQGs8va5/J7A6ehfVuIZvzazP3r1/63MM/4S2A58BXxCYKl42bZTCByGdATIO8tQxXt6mtfPSK98CvAHM9sCHAf+t1f+FPBH7x1/RGAv0OJxvzOzNcCRErNdfzLn3F/MrBCYX6L4n82sO3AG2Ab8H6BpifsvA78AtpjZ98B/EXh3y719OI2zz6KdbmbRXr0/A5uB/LJ9ekvthwP/7SVDNwHzQjxDgZndR+DdFR9t/ASh/42KiFx2hg8fzvDhw6s7DBERERERuYxV256eEmBm9ZxzRd7BPBsJHJT0/y6CuGoQSMIOcM7tPof9/gzIAto4586cq34vBdrTU0Tk4qA9PUXkfNKeniIiIhdWRXt6XgzL2y9373izM7OBf7tIEp6xwGfAn89xwnMYgVm7j19uCU8REREREREREblwqn15+6XOzDYAdcoU/yrEHqUhOedSz3lQP5Fzbjtw43nodxGw6Fz3W8zMHsfb87SE/3bO/cf5GlNERERERERERC4+Snr+RM65TtUdgwR4yU0lOEVERERERERELnNa3i4iIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsFKrugMQERERuZAiIyOJ7jmousMQkTAVGRlZ3SGIiIgISnqKiIjIZcbv91d3CCIiIiIicp5pebuIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwkqt6g5ARERE5EJq1qwZBw4cqO4wRC4LkZGR+P3+6g5DRERELkNKeoqIiMhl5cCBA2zfvr26wxC5LMTGxlZ3CCIiInKZ0vJ2ERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIiIiIiIiImFFSU8RERHPggULGDNmzA/WW7hwIdHR0URHR7Nw4cIK682ZM4c2bdrQtm1bJk6cGCz/3e9+R6tWrWjdujUrV64M2dY5x6233kphYSF+v5+4uLhKPcNXX31F9+7diY2NpW3btjz33HOVanchZGVl8dFHH/2otn6/n9deey14vXXrVu67775zFJmIiIiIiISbWtUdgIiIyKXk0KFDPPXUU+Tk5GBmJCYmkpaWxrXXXluq3po1a1i+fDmbN2+mTp06fPPNNwBs376dpUuXsm3bNg4cOECPHj3YtWsXNWvWLNV+xYoVtG/fngYNGnDo0KFKx1erVi2eeeYZOnTowLFjx0hMTKRnz57Exsb+9If/ibKysqhXrx4333xzldsWJz0HDx4MQLt27di3bx979+6lZcuW5zpUERERERG5xGmmp4iIXHL8fj9t2rRhyJAhxMTEcM8993D8+PFSdc6cOUNUVBRHjhwJlkVHR3Pw4EHefvttOnXqREJCAj169ODgwYOVHnvlypX07NmThg0bcu2119KzZ0/ee++9cvVefPFFJk2aRJ06dQBo0qQJAMuXLycjI4M6depwww030KpVKzZu3Fiu/ZIlS0hPTy9XvmfPHhISEti0aRPbtm2jY8eO+Hw+4uPj2b17N02bNqVDhw4A1K9fn5iYGPbv3w/A7NmziY2NJT4+noyMDAA2btxISkoKCQkJ3HzzzezcuRMIzHrt27cvPXv2JCoqiueff55nn32WhIQEbrrppmAiNjU1lXHjxuHz+YiLiwv5LBD4zObNm8fMmTPx+XxkZ2dTUFBA//79SU5OJjk5mXXr1gHw4Ycf4vP58Pl8JCQkcOzYMSZNmkR2djY+n4+ZM2cC0KdPH5YuXVrJT05ERERERC4nSnqKiMglaefOnTz00EN8+umnNGjQgBdeeKHU/Ro1apCens6yZcsA2LBhA5GRkVx//fV06dKF9evXk5ubS0ZGBr///e/L9Z+ZmcnkyZPLle/fv58WLVoEr5s3bx5MKpa0a9cusrOz6dSpE926dWPTpk1Var9u3ToSExPLPXP//v1ZsGABycnJzJs3j3HjxpGXl0dOTg7NmzcvVd/v95Obm0unTp0AmDp1Krm5uWzZsoV58+YB0KZNG7Kzs8nNzeXpp5/mscceC7bPz8/nrbfeYtOmTTz++ONcddVV5ObmkpKSwqJFi4L1jh8/Tl5eHi+88AIjRowo9ywAUVFRjBo1ivHjx5OXl0fXrl0ZN24c48ePZ9OmTbz55puMHDkSgBkzZjB37lzy8vLIzs6mbt26TJ06la5du5KXl8f48eMBSEpKIjs7O+R4IiIiIiJyeVPS8yJkZs7MFpe4rmVmBWb2TiXaFnnfo8xscInyJDObXUGb2mY21cx2m9knZvaxmd1xLp6lgvFGmNlWM9tiZvlmlu6VLzCzL8wsz/sa65X7vfrF5f9a4uciM9vp/bzo7COLSDhp0aIFnTt3BmDo0KGsXbu2XJ1Bgwbx+uuvA7B06VIGDRoEwL59++jVqxft2rVj+vTpbNu2rVzbtLQ0nn766R8d36lTpzh06BDr169n+vTpDBw4EOdcpdsfOnSI+vXrB68LCgpIT09nyZIltG/fHoCUlBR++9vfMm3aNL788kvq1q0brF9UVET//v2ZNWsWDRo0ACA+Pp4hQ4awePFiatUK7HBz9OhRBgwYQFxcHOPHjy/1Lrp37079+vVp3LgxERER9OnTBwgsLff7/cF69957LwC33HILhYWFpWbXns0HH3zAmDFj8Pl8pKWlUVhYSFFREZ07d2bChAnMnj2bI0eOBGMtq0mTJhw4cKBSY4mIiIiIyOVFSc+L09+AODMr/uu1J1B+GtDZRQHBpKdzLsc5N7aCuv8GNAXinHMdgL5A/QrqlmNmNX+4VrBuc+BxoItzLh64CdhSosq/OOd83lfJJG33EuVPFf8M5ABDvOthlY3jpzAz7YUrchEws3LXGzZsCC6LzszMJCUlhc8++4yCggL+9Kc/0a9fPwAefvhhxowZw9atW3nppZc4ceJEpcdt1qwZX331VfB63759NGvWrFy95s2b069fP8yMjh07UqNGDb799ttKt69VqxZnzpwJXkdERNCyZctSyd3BgweTmZlJ3bp1ufPOO1m9ejUA33//Pf3792fIkCHBZwZ49913GT16NJ988gnJycmcOnWKJ598ku7du5Ofn8/bb79d6l0UL82HwMzZ4usaNWpw6tSp4L1Qn0VlnDlzhvXr15OXl0deXh779++nXr16TJo0iZdffpm///3vdO7cmR07doRsf+LEiVKJXhERERERkWJKel68VgC9vZ/vBf5YfMPMppjZb0pc55tZVJn2U4Gu3gzI8WaWGmqmqJldBTwAPOycOwngnDvonHvDu3+vN8sy38ymlWhXZGbPmNlmIMXMhprZRm+8l86SCG0CHAOKvLGKnHNfVOXFVJWZtS0R2xYzi/bKh3nXm83sVa8sysxWe+V/NrOWXvkCM5tnZhuA35vZz83sPTP7i5llm1mbCsb+JzPLMbOcgoKC8/mYIpedvXv38vHHHwPw2muv0aVLFzp16hRMoKWlpWFm3H333UyYMIGYmBiuu+46IDC7sTjReLbT10Pp1asXq1at4vDhwxw+fJhVq1bRq1evcvX69u3LmjVrgMBS9++++45GjRqRlpbG0qVLOXnyJF988QW7d++mY8eO5dq3bt2aPXv2BK+vuOIKli1bxqJFi4KnmO/Zs4cbb7yRsWPHkp6ezpYtW3DOcf/99xMTE8OECROC7c+cORM82X3atGkcPXqUoqKiUu9iwYIFVXoXxYpn065du5aIiAgiIiJC1qtfvz7Hjh0LXt92223MmTMneJ2XlwfA559/Trt27XjkkUdITk5mx44d5dpC4L1W9lR7ERERERG5vCjpefFaCmSY2ZVAPLChiu0nAdneDMiZZ6nXCtjrnCsse8PMfgZMA24FfECymfX1bl8NbHDOtQf+CgwCOnuzL08DQyoYbzNwEPjCzOabWZ8y96eXWLrerkT5Gq+squ8BYBTwnBdbErDPzNoCTwC3es8wzqs7B1jozUJdApScbdocuNk5NwH4TwKJ4kTgN0DpzQQ9zrn/dM4lOeeSGjdu/CNCF5GKtG7dmrlz5xITE8Phw4d58MEHQ9YbNGgQixcvDi5tB5gyZQoDBgwgMTGRRo0ahWxX0Z6eDRs25MknnwwevjN58mQaNmwIwMiRI8nJyQFgxIgR7Nmzh7i4ODIyMli4cCFmRtu2bRk4cCCxsbHcfvvtzJ07t9zJ7QC9e/cmKyurVNnVV1/NO++8w8yZM8nMzOSNN94gLi4On89Hfn4+w4YNY926dbz66qusXr06OOt1xYoVnD59mqFDh9KuXTsSEhIYO3Ys11xzDRMnTuTRRx8lISGh1OzNqrjyyitJSEhg1KhRvPLKKxXW69OnD8uWLQseZDR79mxycnKIj48nNjY2uM/orFmziIuLIz4+ntq1a3PHHXcQHx9PzZo1ad++ffAgozVr1tC7d+8KxxMRERERkcuXVWV/MbkwzKzIOVfPzHKAuUA0sAr4jXPuLjObAhQ552Z49fOBu5xz/hJtU4vre3VKXZcYK55Aki8hRBzpQP/iZeNmdj/Q1jk3wcxOAXWcc6fNbAzwGPCN17Qu8Efn3JQKns+AZOCXwP3AYufcFDNbALzjnPufMvX9QJJz7tsQfWV5z5UT+m2Ct7fp48Ai4C3n3G4zexj4X865x8vU/RZo6pz73sxqA1875xp5sa1xzi00s3pAAbCzRNM6zrmYimIASEpKcsXJEBH5afx+P3fddRf5+fnVHcp58/XXXzNs2DDef//96g7lrFJTU5kxYwZJSUkXdNyTJ0/SrVs31q5dW+GenxUxM7Zv336eIhORkmJjY6u0n7GIiIhIVZnZX5xz5f4g0d6EF7dMYAaQClxXovwUpWfpXlmVTs1sJXA9gf0wxwItzaxBqNmeZ3HCOXe6uEsCidNHK9PQBf7LdyOw0czeB+YDU6owdpU4517zZoj2BlaY2a9/ZFd/877XAI54M0dFRM6Lpk2b8sADD1BYWBg8iEj+Ye/evUydOrXKCU8REREREbk8aHn7xe0PwFPOua1lyv1ABwAz6wDcEKLtMSo4jMg518tb9j7SOXcceAV4zsyu8PpsbGYDCCQmu5lZI2+PznuBD0N0+WfgHjNr4rVvaGaRocY2s595MRfzAV+GqnuumNmNwB7vYKTlBLYLWA0MMLPrimP2qn8EZHg/DwGyy/bnJYe/8N4RFtD+fD6DiJQWFRUV1rM8iw0cOPCiT3hmZWWVm+U5f/784NL64q/Ro0ef03Gjo6NJTU09p32KiIiIiEj40PSIi5hzbh+l95Qs9iYwzMy2Edjrc1eIOluA095BQwuA3LMM9QTw78B2MztBYEbjZOfc12Y2CVhDYDbnu8655SHi3G5mTwCrzKwG8D0wmtDJzNrADG+/0BMElomPOkts58JA4Fdm9j3w/4DfOucOmdl/AB+a2WkC7+c+4GFgvpn9ixfb8Ar6HAK86D13bQJ7sG4+v48hInJpGD58OMOHV/Q/nyIiIiIiIuef9vQUuUC0p6eIyMVBe3qKXDja01NERETOt4r29NTydhEREREREREREQkrWt4u5413eFCdMsW/CrFH6bkarxcwrUzxF865u8/HeCIiIiIiIiIicnFS0lPOG+dcpws83kpg5YUcU0RERERERERELj5a3i4iIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiISVWtUdgIiIiMiFFBkZSWxsbHWHIXJZiIyMrO4QRERE5DKlpKeIiIhcVvx+f3WHICIiIiIi55mWt4uIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREREREREREQkrNSq7gBERERELqTIyEbs3fvX6g5DRERERC5RkZGR+P3+6g5DfoCSniIiInJZ2bv3rxw9+lJ1hyEiIiIil6iIiF9XdwhSCVreLiIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhBUlPUVERDwLFixgzJgxP1hv4cKFREdHEx0dzcKFCyusN2fOHNq0aUPbtm2ZOHFisPx3v/sdrVq1onXr1qxcuTJkW+cct956K4WFhfj9fuLi4ir1DF999RXdu3cnNjaWtm3b8txzz1Wq3YWQlZXFRx999KPa+v1+XnvtteD11q1bue+++85RZCIiIiIiEm5qVXcAIiIil5JDhw7x1FNPkZOTg5mRmJhIWloa1157bal6a9asYfny5WzevJk6derwzTffALB9+3aWLl3Ktm3bOHDgAD169GDXrl3UrFmzVPsVK1bQvn17GjRowKFDhyodX61atXjmmWfo0KEDx44dIzExkZ49exIbG/vTH/4nysrKol69etx8881Vbluc9Bw8eDAA7dq1Y9++fezdu5eWLVue61BFREREROQSp5meIiJyyfH7/bRp04YhQ4YQExPDPffcw/Hjx0vVOXPmDFFRURw5ciRYFh0dzcGDB3n77bfp1KkTCQkJ9OjRg4MHD1Z67JUrV9KzZ08aNmzItddeS8+ePXnvvffK1XvxxReZNGkSderUAaBJkyYALF++nIyMDOrUqcMNN9xAq1at2LhxY7n2S5YsIT09vVz5nj17SEhIYNOmTWzbto2OHTvi8/mIj49n9+7dNG3alA4dOgBQv359YmJi2L9/PwCzZ88mNjaW+Ph4MjIyANi4cSMpKSkkJCRw8803s3PnTiAw67Vv37707NmTqKgonn/+eZ599lkSEhK46aabgonY1NRUxo0bh8/nIy4uLuSzQOAzmzdvHjNnzsTn85GdnU1BQQH9+/cnOTmZ5ORk1q1bB8CHH36Iz+fD5/ORkJDAsWPHmDRpEtnZ2fh8PmbOnAlAnz59WLp0aSU/ORERERERuZwo6SkiIpeknTt38tBDD/Hpp5/SoEEDXnjhhVL3a9SoQXp6OsuWLQNgw4YNREZGcv3119OlSxfWr19Pbm4uGRkZ/P73vy/Xf2ZmJpMnTy5Xvn//flq0aBG8bt68eTCpWNKuXbvIzs6mU6dOdOvWjU2bNlWp/bp160hMTCz3zP3792fBggUkJyczb948xo0bR15eHjk5OTRv3rxUfb/fT25uLp06dQJg6tSp5ObmsmXLFubNmwdAmzZtyM7OJjc3l6effprHHnss2D4/P5+33nqLTZs28fjjj3PVVVeRm5tLSkoKixYtCtY7fvw4eXl5vPDCC4wYMaLcswBERUUxatQoxo8fT15eHl27dmXcuHGMHz+eTZs28eabbzJy5EgAZsyYwdy5c8nLyyM7O5u6desydepUunbtSl5eHuPHjwcgKSmJ7OzskOOJiIiIiMjlTUnP88jMnJktLnFdy8wKzOydSrQt8r5HmdngEuVJZja7gja1zWyqme02s0/M7GMzu+NcPEsF440ws61mtsXM8s0svcS9CWa2w7u/2cyeNbPa3j2/V57nfc32yheY2XEzq1+in1nee2zkXf/odyoi4aVFixZ07twZgKFDh7J27dpydQYNGsTrr78OwNKlSxk0aBAA+/bto1evXrRr147p06ezbdu2cm3T0tJ4+umnf3R8p06d4tChQ6xfv57p06czcOBAnHOVbn/o0CHq1w/+zyEFBQWkp6ezZMkS2rdvD0BKSgq//e1vmTZtGl9++SV169YN1i8qKqJ///7MmjWLBg0aABAfH8+QIUNYvHgxtWoFdrg5evQoAwYMIC4ujvHjx5d6F927d6d+/fo0btyYiIgI+vTpAwSWlvv9/mC9e++9F4BbbrmFwsLCUrNrz+aDDz5gzJgx+Hw+0tLSKCwspKioiM6dOzNhwgRmz57NkSNHgrGW1aRJEw4cOFCpsURERERE5PKipOf59TcgzsyK/wrtCZSfznN2UUAw6emcy3HOja2g7r8BTYE451wHoC9Qv4K65ZhZzR+uFazbHHgc6OKciwduArZ490YBtwE3OefaAcnAN0DdEl10d875vK+Sz/MZkO71UwO4ldLv7Fy805/EzLQXrshFwMzKXW/YsCG4LDozM5OUlBQ+++wzCgoK+NOf/kS/fv0AePjhhxkzZgxbt27lpZde4sSJE5Uet1mzZnz11VfB63379tGsWbNy9Zo3b06/fv0wMzp27EiNGjX49ttvK92+Vq1anDlzJngdERFBy5YtSyV3Bw8eTGZmJnXr1uXOO+9k9erVAHz//ff079+fIUOGBJ8Z4N1332X06NF88sknJCcnc+rUKZ588km6d+9Ofn4+b7/9dql3Ubw0HwIzZ4uva9SowalTp4L3Qn0WlXHmzBnWr19PXl4eeXl57N+/n3r16jFp0iRefvll/v73v9O5c2d27NgRsv2JEydKJXpFRERERESKKel5/q0Aens/3wv8sfiGmU0xs9+UuM43s6gy7acCXb0ZkePNLDXUrEYzuwp4AHjYOXcSwDl30Dn3hnf/Xm92Zb6ZTSvRrsjMnjGzzUCKmQ01s43eeC+dJRHaBDgGFHljFTnnvvDuPQ486Jw74t37zjk31TlXWIn3tRQY5P2cCqwDTpWpU+E7DcXMupWYVZpbPJPUzB4pMRN1qlfmM7P13uzVZWZ2rVee5c06zQHGmVmimX1oZn8xs5Vm1rQSzyYi59DevXv5+OOPAXjttdfo0qULnTp1CibQ0tLSMDPuvvtuJkyYQExMDNdddx0QmN1YnGg82+nrofTq1YtVq1Zx+PBhDh8+zKpVq+jVq1e5en379mXNmjVAYKn7d999R6NGjUhLS2Pp0qWcPHmSL774gt27d9OxY8dy7Vu3bs2ePXuC11dccQXLli1j0aJFwVPM9+zZw4033sjYsWNJT09ny5YtOOe4//77iYmJYcKECcH2Z86cCZ7sPm3aNI4ePUpRUVGpd7FgwYIqvYtixbNp165dS0REBBERESHr1a9fn2PHjgWvb7vtNubMmRO8zsvLA+Dzzz+nXbt2PPLIIyQnJ7Njx45ybSHwXit7qr2IiIiIiFxelPQ8/5YCGWZ2JRAPbKhi+0lAtjcjcuZZ6rUC9oZKLJrZz4BpBGZN+oBkM+vr3b4a2OCcaw/8lUDCsbNzzgecBoZUMN5m4CDwhZnNN7M+3lgNgHolEqAVWVMiETm+RPkuoLGXbLyXwPsrq6rv9DfAaO+ZugJ/95b9pwOdvGcv3tBvEfCIN3t1K/CvJfq5wjmXBMwG5gD3OOcSgT8A/xFqYDP7JzPLMbOcgoKCHwhTRKqidevWzJ07l5iYGA4fPsyDDz4Yst6gQYNYvHhxcGk7wJQpUxgwYACJiYk0atQoZLuK9vRs2LAhTz75ZPDwncmTJ9OwYUMARo4cSU5ODgAjRoxgz549xMXFkZGRwcKFCzEz2rZty8CBA4mNjeX2229n7ty55U5uB+jduzdZWVmlyq6++mreeecdZs6cSWZmJm+88QZxcXH4fD7y8/MZNmwY69at49VXX2X16tXBWa8rVqzg9OnTDB06lHbt2pGQkMDYsWO55pprmDhxIo8++igJCQmlZm9WxZVXXklCQgKjRo3ilVdeqbBenz59WLZsWfAgo9mzZ5OTk0N8fDyxsbHBfUZnzZpFXFwc8fHx1K5dmzvuuIP4+Hhq1qxJ+/btgwcZrVmzht69e1c4noiIiIiIXL6sKvuLSdWYWZFzrp43O3AuEA2sAn7jnLvLzKYARc65GV79fOAu55y/RNvU4vpenVLXJcaKBxY65xJCxJEO9HfODfOu7wfaOucmmNkpoI5z7rSZjQEeI7AUHQLL0f/onJtSwfMZgaXrvwTuBxYDzwJfOueKZ0j2IpBwvQYY7Jz7yMz8QJJz7tsy/S0A3gFuJDCL9EECSdo9xfV/6J1WEOck4G5gCfCWc26fmT0D7HDO/VeJehHAVudcS+/658B/O+c6mFkW8K/OuQ/NLA74yIsLoCbwtXPutlDjF0tKSnLFyRAR+Wn8fj933XUX+fn51R3KefP1118zbNgw3n///eoO5axSU1OZMWMGSUlJF3TckydP0q1bN9auXVvhnp8VMTOOHn3pPEUmIiIiIuEuIuLXVdqvX84vM/uLN0mtFO1NeGFkAjMILNe+rkT5KUrPtr2yKp2a2UrgeiAHGAu0NLMGlVxGXuyEc+50cZcEEqePVqahC/yGbwQ2mtn7wHzn3BRvyfwNzrkvnHMrgZXekvwrKhnT68BfvFjOVLA3XEXvNFScU83sXeBOYJ2XiP0x/uZ9N2Cbcy7lR/YjIvKDmjZtygMPPEBhYWHwICL5h7179zJ16tQqJzxFREREROTyoOXtF8YfgKecc1vLlPuBDgBm1gG4IUTbY1RwGJFzrpe37H2kc+448ArwnJld4fXZ2MwGEEhMdjOzRt4enfcCH4bo8s/APWbWxGvf0MwiQ41tZj/zYi7mA770fv4d8KKZXePVNaqQ0HXOfUlgX9AXzlKtoncaKtafO+e2OuemAZuANsD7wHBvL1TMrKFz7ihw2My6ek1/Rej3tJPAEvwUr21tM2tbyccTkXMgKioqrGd5Fhs4cOBFn/DMysoqN8tz/vz5waX1xV+jR48+p+NGR0eTmpp6TvsUEREREZHwoekRF4Bzbh+BfSDLehMYZmbbCOxLuStEnS3Aae+goQVA7lmGegL4d2C7mZ0gMDNxsnPua2+J9xoCsxTfdc4tDxHndjN7AlhlgZPTvwdG849kZkm1gRnefqEngAJglHfvRby9Qs3sJIHDjtaViX2NmRXPMN1SvPS+RCxnXXd4lncayj+bWXfgDLAN+D/OuZNm5gNyzOw7AocjPQb8b2CelwzdAwwPMfZ3ZnYPMNtbEl8LmOX1LSJy2Rs+fDjDh5f7n08REREREZELRnt6ilwg2tNTROTioD09RUREROSn0J6eF5eK9vTU8nYREREREREREREJK1reLj/IzDYAdcoU/6oy+2leSGY2HBhXpnidc+7cbiQnIiIiIiIiIiIXNSU95Qc55zpVdwyV4ZybD8yv7jhERERERERERKR6aXm7iIiIiIiIiIiIhBUlPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVmpVdwAiIiIiF1JkZCQREb+u7jBERERE5BIVGRlZ3SFIJSjpKSIiIpcVv99f3SGIiIiIiMh5puXtIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhBUlPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrtao7ABERqZqonzXiy6//Wt1hiFyyIiMj8fv91R2GiIiIiIicR0p6iohcYr78+q+4TS9VdxgilyxL/nV1hyAiIiIiIueZlreLiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIhcYAsWLGDMmDE/WG/hwoVER0cTHR3NwoULK6w3Z84c2rRpQ9u2bZk4cWKw/He/+x2tWrWidevWrFy5MmRb5xy33norhYWF+P1+4uLiKvUMX331Fd27dyc2Npa2bdvy3HPPVardhZCVlcVHH330o9r6/X5ee+214PXWrVu57777zlFkIiIiInKh1KruAERERESkvEOHDvHUU0+Rk5ODmZGYmEhaWhrXXnttqXpr1qxh+fLlbN68mTp16vDNN98AsH37dpYuXcq2bds4cOAAPXr0YNeuXdSsWbNU+xUrVtC+fXsaNGjAoUOHKh1frVq1eOaZZ+jQoQPHjh0jMTGRnj17Ehsb+9Mf/ifKysqiXr163HzzzVVuW5z0HDx4MADt2rVj37597N27l5YtW57rUEVERETkPNFMTxEREZEK+P1+2rRpw5AhQ4iJieGee+7h+PHjpeqcOXOGqKgojhw5EiyLjo7m4MGDvP3223Tq1ImEhAR69OjBwYMHKz32ypUr6dmzJw0bNuTaa6+lZ8+evPfee+Xqvfjii0yaNIk6deoA0KRJEwCWL19ORkYGderU4YYbbqBVq1Zs3LixXPslS5aQnp5ernzPnj0kJCSwadMmtm3bRseOHfH5fMTHx7N7926aNm1Khw4dAKhfvz4xMTHs378fgNmzZxMbG0t8fDwZGRkAbNy4kZSUFBISErj55pvZuXMnEJj12rdvX3r27ElUVBTPP/88zz77LAkJCdx0003BRGxqairjxo3D5/MRFxcX8lkg8JnNmzePmTNn4vP5yM7OpqCggP79+5OcnExycjLr1q0D4MMPP8Tn8+Hz+UhISODYsWNMmjSJ7OxsfD4fM2fOBKBPnz4sXbq0kp+ciIiIiFwMlPQUEREROYudO3fy0EMP8emnn9KgQQNeeOGFUvdr1KhBeno6y5YtA2DDhg1ERkZy/fXX06VLF9avX09ubi4ZGRn8/ve/L9d/ZmYmkydPLle+f/9+WrRoEbxu3rx5MKlY0q5du8jOzqZTp05069aNTZs2Van9unXrSExMLPfM/fv3Z8GCBSQnJzNv3jzGjRtHXl4eOTk5NG/evFR9v99Pbm4unTp1AmDq1Knk5uayZcsW5s2bB0CbNm3Izs4mNzeXp59+msceeyzYPj8/n7feeotNmzbx+OOPc9VVV5Gbm0tKSgqLFi0K1jt+/Dh5eXm88MILjBgxotyzAERFRTFq1CjGjx9PXl4eXbt2Zdy4cYwfP55Nmzbx5ptvMnLkSABmzJjB3LlzycvLIzs7m7p16zJ16lS6du1KXl4e48ePByApKYns7OyQ44mIiIjIxUlJzwvMzJyZLS5xXcvMCszsnUq0LfK+R5nZ4BLlSWY2u4I2tc1sqpntNrNPzOxjM7vjXDxLBeONMLOtZrbFzPLNLN0rNzN7wotjl5l9aGbxJdr5zaxRmb7SzGyS93NfM6v+9XIiInLZadGiBZ07dwZg6NChrF27tlydQYMG8frrrwOwdOlSBg0aBMC+ffvo1asX7dq1Y/r06Wzbtq1c27S0NJ5++ukfHd+pU6c4dOgQ69evZ/r06QwcOBDnXKXbHzp0iPr16wevCwoKSE9PZ8mSJbRv3x6AlJQUfvvb3zJt2jS+/PJL6tatG6xfVFRE//79mTVrFg0aNAAgPj6eIUOGsHjxYmrVCuymdPToUQYMGEBcXBzjx48v9S66d+9O/fr1ady4MREREfTp0wcILC33+/3Bevfeey8At9xyC4WFhaVm157NBx98wJgxY/D5fKSlpVFYWEhRURGdO3dmwoQJzJ49myNHjgRjLatJkyYcOHCgUmOJiIiIyMVBSc8L729AnJkV/7XQEyg/7eLsooBg0tM5l+OcG1tB3X8DmgJxzrkOQF+gfgV1yzGzmj9cK1i3OfA40MU5Fw/cBGzxbo8GbgbaO+d+AfwHkGlmV1fUn3Mu0zk31bvsC1wUSc+qvBMREbn0mVm56w0bNgSXRWdmZpKSksJnn31GQUEBf/rTn+jXrx8ADz/8MGPGjGHr1q289NJLnDhxotLjNmvWjK+++ip4vW/fPpo1a1auXvPmzenXrx9mRseOHalRowbffvttpdvXqlWLM2fOBK8jIiJo2bJlqeTu4MGDyczMpG7dutx5552sXr0agO+//57+/fszZMiQ4DMDvPvuu4wePZpPPvmE5ORkTp06xZNPPkn37t3Jz8/n7bffLvUuipfmQ2DmbPF1jRo1OHXqVPBeqM+iMs6cOcP69evJy8sjLy+P/fv3U69ePSZNmsTLL7/M3//+dzp37syOHTtCtj9x4kSpRK+IiIiIXPyU9KweK4De3s/3An8svmFmU8zsNyWu880sqkz7qUBXM8szs/FmlhpqpqiZXQU8ADzsnDsJ4Jw76Jx7w7t/rzcrM9/MppVoV2Rmz5jZZiDFzIaa2UZvvJfOkvRrAhwDiryxipxzX3j3HgHGOOeOe/dWAdnAkIpekpndZ2bPm9nNQBow3Yvh597Xe2b2FzPLNrM2Z+lngPeMm83s/3plNc1shle+xcwe9sp/aWa53nv5g5nV8cr9ZjbNzD4BBpjZbd6s2U/M7L/NrF4FY/+TmeWYWU5BQUFFIYqIyEVs7969fPzxxwC89tprdOnShU6dOgUTaGlpaZgZd999NxMmTCAmJobrrrsOCMxuLE40nu309VB69erFqlWrOHz4MIcPH2bVqlX06tWrXL2+ffuyZs0aILDU/bvvvqNRo0akpaWxdOlSTp48yRdffMHu3bvp2LFjufatW7dmz549wesrrriCZcuWsWjRouAp5nv27OHGG29k7NixpKens2XLFpxz3H///cTExDBhwoRg+zNnzgRPdp82bRpHjx6lqKio1LtYsGBBld5FseLZtGvXriUiIoKIiIiQ9erXr8+xY8eC17fddhtz5swJXufl5QHw+eef065dOx555BGSk5PZsWNHubYQeK+VPdVeRERERC4OSnpWj6VAhpldCcQDG6rYfhKQ7ZzzOedmnqVeK2Cvc66w7A0z+xkwDbgV8AHJZtbXu301sME51x74KzAI6Oyc8wGnqThRuRk4CHxhZvPNrI83VgPgaufcnjL1c6jE7E3n3EdAJvAv3jN/DvwngWRuIvAb4IWzdDEZ6OU9T5pX9k8EZsz6vFmpS7zPYwEwyDnXDqgFPFiin796s2U/AJ4AenjXOcAEQnDO/adzLsk5l9S4ceMfelQREbkItW7dmrlz5xITE8Phw4d58MEHQ9YbNGgQixcvDi5tB5gyZQoDBgwgMTGRRo0ahWxX0Z6eDRs25MknnwwevjN58mQaNmwIwMiRI8nJyQFgxIgR7Nmzh7i4ODIyMli4cCFmRtu2bRk4cCCxsbHcfvvtzJ07t9zJ7QC9e/cmKyurVNnVV1/NO++8w8yZM8nMzOSNN94gLi4On89Hfn4+w4YNY926dbz66qusXr06OOt1xYoVnD59mqFDh9KuXTsSEhIYO3Ys11xzDRMnTuTRRx8lISGh1OzNqrjyyitJSEhg1KhRvPLKKxXW69OnD8uWLQseZDR79mxycnKIj48nNjY2uM/orFmziIuLIz4+ntq1a3PHHXcQHx9PzZo1ad++ffAgozVr1tC7d+8KxxMRERGRi49VZc8n+enMrMg5V8/McoC5QDSwCviNc+4uM5sCFDnnZnj184G7nHP+Em1Ti+t7dUpdlxgrHljonEsIEUc60N85N8y7vh9o65ybYGangDrOudNmNgZ4DPjGa1oX+KNzbkoFz2dAMvBL4H5gMfAs4HfONSxTdxxwg3Pun83MDyQ5574tcf8+r2yMmS0A3nHO/Y83q7IA2FmiuzrOuZgKYpoH/Bx4A3jLOfdXM3sTmOece79EvfbAHOfcLd71L4HRzrl+XnzdnHNfmtldBJKj+7ymVwAfO+fuDzV+saSkJFf8B6rIT2FmuE0vVXcYIpcsS/51pfe89Pv93HXXXeTn55/nqKrP119/zbBhw3j//fd/uHI1Sk1NZcaMGSQlJV3QcU+ePEm3bt1Yu3ZthXt+ioiIiEj1MbO/OOfK/Uei/sut+mQCM4BU4LoS5acoPQP3yqp0amYrgesJzD4cC7Q0swahZnuexQnn3OniLgkkTh+tTEMX+CtyI7DRzN4H5jvnppjZ38zsxjKzPRMJJHyrqgZwxJt5WpmYRplZJwJbCvzFzBJ/qE0F/uZ9N+B959y9P7IfERGRi0bTpk154IEHKCwsDB5EJP+wd+9epk6dqoSniIiIyCVGy9urzx+Ap5xzW8uU+4EOAGbWAbghRNtjVHAYkXOul7cEfKS3f+YrwHNmdoXXZ2MzG0AgMdnNzBp5e3TeC3wYoss/A/eYWROvfUMziww1tpn9zIu5mA/40vt5OjC7+AAnM+sBtAX+J1RfZ3tmL4H7hfccxSfDt6+ooZn93Dm3wTk3mcAM0RbA+8CvzaxW8XMRmDkaZWatvKa/IvQ7WQ90Lq5nZleb2S8q+RwiInIJiYqKCutZnsUGDhx40Sc8s7Kyys3ynD9/fnBpffHX6NGjz+m40dHRpKamntM+RUREROT80//Lupo45/YBs0PcehMYZmbbCOz1uStEnS3Aae+goQVA7lmGegL4d2C7mZ0gMFtxsnPuazObBKwhMHPxXefc8hBxbjezJ4BVZlYD+J7ASexflq0L1AZmePuFniCQYBzl3ZsDXANsMbPaBJaExznnSh5ju8XMio+PfYN/nPwOgX1Q/8vMxgL3ENhX9EUvttre/c0VvIPpZhbtPeefvXr5wC+8Mb8H/ss597yZDQf+20uGbgLmhXgnBd7S+z8WH3RE4D2H+qxERETkPBk+fDjDhw+v7jBERERE5CKkPT3lgvP25FwGbHLOPVbd8Vwo2tNTzhXt6Sny01RlT08REREREbm4aU9PuWg454qAntUdh4iIiIiIiIiIhCclPeVHMbMNQJ0yxb8KsUfpBWNmjwMDyhT/t3PuP6ojHhERERERERERqR5KesqP4pzrVN0xlOUlN5XgFBERERERERG5zOn0dhEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiElVrVHYCIiFRNZGQklvzr6g5D5JIVGRlZ3SGIiIiIiMh5pqSniMglxu/3V3cIIiIiIiIiIhc1LW8XERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFipVd0BiIiIiFxIUT9rwZdf76vuMC4JkZGR+P3+6g5DRERERKTKlPQUERGRy8qXX+/j+5z91R3GJaF2UrPqDkFERERE5EfR8nYREREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhBUlPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREc+CBQsYM2bMD9ZbuHAh0dHRREdHs3DhwgrrzZkzhzZt2tC2bVsmTpwYLP/d735Hq1ataN26NStXrgzZ1jnHrbfeSmFhIX6/n7i4uEo9w1dffUX37t2JjY2lbdu2PPfcc5VqdyFkZWXx0Ucf/ai2fr+f1157LXi9detW7rvvvnMUmYiIiIiIhJta1R2AiIjIpeTQoUM89dRT5OTkYGYkJiaSlpbGtddeW6remjVrWL58OZs3b6ZOnTp88803AGzfvp2lS5eybds2Dhw4QI8ePdi1axc1a9Ys1X7FihW0b9+eBg0acOjQoUrHV6tWLZ555hk6dOjAsWPHSExMpGfPnsTGxv70h/+JsrKyqFevHjfffHOV2xYnPQcPHgxAu3bt2LdvH3v37qVly5bnOlQREREREbnEaaaniIhccvx+P23atGHIkCHExMRwzz33cPz48VJ1zpw5Q1RUFEeOHAmWRUdHc/DgQd5++206depEQkICPXr04ODBg5Uee+XKlfTs2ZOGDRty7bXX0rNnT957771y9V588UUmTZpEnTp1AGjSpAkAy5cvJyMjgzp16nDDDTfQqlUrNm7cWK79kiVLSE9PL1e+Z88eEhIS2LRpE9u2baNjx474fD7i4+PZvXs3TZs2pUOHDgDUr1+fmJgY9u/fD8Ds2bOJjY0lPj6ejIwMADZu3EhKSgoJCQncfPPN7Ny5EwjMeu3bty89e/YkKiqK559/nmeffZaEhARuuummYCI2NTWVcePG4fP5iIuLC/ksEPjM5s2bx8yZM/H5fGRnZ1NQUED//v1JTk4mOTmZdevWAfDhhx/i8/nw+XwkJCRw7NgxJk2aRHZ2Nj6fj5kzZwLQp08fli5dWslPTkRERERELidKeoqIyCVp586dPPTQQ3z66ac0aNCAF154odT9GjVqkJ6ezrJlywDYsGEDkZGRXH/99XTp0oX169eTm5tLRkYGv//978v1n5mZyeTJk8uV79+/nxYtWgSvmzdvHkwqlrRr1y6ys7Pp1KkT3bp1Y9OmTVVqv27dOhITE8s9c//+/VmwYAHJycnMmzePcePGkZeXR05ODs2bNy9V3+/3k5ubS6dOnQCYOnUqubm5bNmyhXnz5gHQpk0bsrOzyc3N5emnn+axxx4Lts/Pz+ett95i06ZNPP7441x11VXk5uaSkpLCokWLgvWOHz9OXl4eL7zwAiNGjCj3LABRUVGMGjWK8ePHk5eXR9euXRk3bhzjx49n06ZNvPnmm4wcORKAGTNmMHfuXPLy8sjOzqZu3bpMnTqVrl27kpeXx/jx4wFISkoiOzs75HgiIiIiInJ5u2BJTzNzZra4xHUtMysws3cq0bbI+x5lZoNLlCeZ2ewK2tQ2s6lmttvMPjGzj83sjnPxLBWMN8LMtprZFjPLN7Py03POz7hZZpZUiXoLzOwLM8szs81m9ssLEd8PxLTCzK7xvh4qUf4zM/uf6oxNRC5+LVq0oHPnzgAMHTqUtWvXlqszaNAgXn/9dQCWLl3KoEGDANi3bx+9evWiXbt2TJ8+nW3btpVrm5aWxtNPP/2j4zt16hSHDh1i/fr1TJ8+nYEDB+Kcq3T7Q4cOUb9+/eB1QUEB6enpLFmyhPbt2wOQkpLCb3/7W6ZNm8aXX35J3bp1g/WLioro378/s2bNokGDBgDEx8czZMgQFi9eTK1agR1ujh49yoABA4iLi2P8+PGl3kX37t2pX78+jRs3JiIigj59+gCBpeV+vz9Y79577wXglltuobCwsNTs2rP54IMPGDNmDD6fj7S0NAoLCykqKqJz585MmDCB2bNnc+TIkWCsZTVp0oQDBw5UaiwREREREbm8XMiZnn8D4sys+C+ynkD5qS1nFwUEk57OuRzn3NgK6v4b0BSIc851APoC9SuoW46Z1fzhWsG6zYHHgS7OuXjgJmBLZdtfQP/inPMB/wzMq95QwDl3p3PuCHAN8FCJ8gPOuXuqK64fYmbaC1fkImBm5a43bNgQXBadmZlJSkoKn332GQUFBfzpT3+iX79+ADz88MOMGTOGrVu38tJLL3HixIlKj9usWTO++uqr4PW+ffto1qxZuXrNmzenX79+mBkdO3akRo0afPvtt5VuX6tWLc6cORO8joiIoGXLlqWSu4MHDyYzM5O6dety5513snr1agC+//57+vfvz5AhQ4LPDPDuu+8yevRoPvnkE5KTkzl16hRPPvkk3bt3Jz8/n7fffrvUuyhemg+BmbPF1zVq1ODUqVPBe6E+i8o4c+YM69evJy8vj7y8PPbv30+9evWYNGkSL7/8Mn//+9/p3LkzO3bsCNn+xIkTpRK9IiIiIiIixS708vYVQG/v53uBPxbfMLMpZvabEtf5ZhZVpv1UoKs3W3G8maWGmilqZlcBDwAPO+dOAjjnDjrn3vDu3+vNysw3s2kl2hWZ2TNmthlIMbOhZrbRG++lsyRCmwDHgCJvrCLn3Bden1lm9pzXR76ZdfTKrzazP3j95xbPDDWzmmY23cw2ebNGf10ivke8uDeb2dQS4w/w+tllZl0riLGkj4FmP2Y8M/OZ2Xqv7jIzu9YrT/bK8rz+8r3y+8zsLTN7z5t1+/sS/fvNrBGBz/XnJdpGlWh/pZnN9+LINbPuP9RvWd4zLvDe/1YzG++VtzKzD7zn+8TMfm4B00vUHeTVTTWzbDPLBLaf7b2VGfufzCzHzHIKCgoq8dGISGXt3buXjz/+GIDXXnuNLl260KlTp2ACLS0tDTPj7rvvZsKECcTExHDdddcBgdmNxYnGs52+HkqvXr1YtWoVhw8f5vDhw6xatYpevXqVq9e3b1/WrFkDBJa6f/fddzRq1Ii0tDSWLl3KyZMn+eKLL9i9ezcdO3Ys175169bs2bMneH3FFVewbNkyFi1aFDzFfM+ePdx4442MHTuW9PR0tmzZgnOO+++/n5iYGCZMmBBsf+bMmeDJ7tOmTePo0aMUFRWVehcLFiyo0rsoVjybdu3atURERBARERGyXv369Tl27Fjw+rbbbmPOnDnB67y8PAA+//xz2rVrxyOPPEJycjI7duwo1xYC77Wyp9qLiIiIiMjl5UInPZcCGWZ2JRAPbKhi+0lAtnPO55ybeZZ6rYC9zrnCsjfM7GfANOBWwAckm1lf7/bVwAbnXHvgr8AgoLM3O/I0MKSC8TYDB4EvvARdnzL3r/L6eAj4g1f2OLDaOdcR6A5MN7OrgfuBo865ZCAZeMDMbrDA0vx0oJMXX8kkXy2vn38G/vUs76XY7cCfvJ+rOt4i4BFvRuvWEuPNB35d4l2V5CPwLtsBg8ysRZn7k4DPvc/1X8rcGw0451w7Aonyhd6/n8r0W3L8Zs65OK+f+V75EmCu93w3A18D/bz67YEeBD6Xpl79DsA459wvKnpvZQd2zv2ncy7JOZfUuHHjCsITkR+jdevWzJ07l5iYGA4fPsyDDz4Yst6gQYNYvHhxcGk7wJQpUxgwYACJiYk0atQoZLuK9vRs2LAhTz75ZPDwncmTJ9OwYUMARo4cSU5ODgAjRoxgz549xMXFkZGRwcKFCzEz2rZty8CBA4mNjeX2229n7ty55U5uB+jduzdZWVmlyq6++mreeecdZs6cSWZmJm+88QZxcXH4fD7y8/MZNmwY69at49VXX2X16tXBWa8rVqzg9OnTDB06lHbt2pGQkMDYsWO55pprmDhxIo8++igJCQmlZm9WxZVXXklCQgKjRo3ilVdeqbBenz59WLZsWfAgo9mzZ5OTk0N8fDyxsbHBfUZnzZpFXFwc8fHx1K5dmzvuuIP4+Hhq1qxJ+/btgwcZrVmzht69e1c4noiIiIiIXL6sKvuL/aSBzIqcc/XMLAeYC0QDq4DfOOfuMrMpQJFzboZXPx+4yznnL9E2tbi+V6fUdYmx4oGFzrmEEHGkA/2dc8O86/uBts65CWZ2CqjjnDttZmOAx4BvvKZ1gT8656ZU8HxGIPn1SwIJscXOuSlmlgU87Zxb7dXbSyDh+wFwJVD8F2ZDoBeBZfnxQPExxBHAr717O5xz/1Vm3CzgcefcOjO7HljnnGsVIr4FQDfge6A5kOKc22yBvTMrNZ6ZRQBbnXMtveufA/9NIIG82TkX6ZXHA6855+LM7D4CieMHvHv/B/gP59xaM/MDSUA94B3nXJxXJ6r42syWAXNKvL9sAonQDhX1G+LZrwVyCMw0fpfAv7urgU+dc83L1J3pPeMfvOtXvWcsBP7VOVc80zTke3POrSo7frGkpCRXnAwRkZ/G7/dz1113kZ+fX92hnDdff/01w4YN4/3336/uUM4qNTWVGTNmkJT0g9tLn1MnT56kW7durF27tsI9PytiZnyfU9Uddi5PtZOaVWkvWhERERGRC83M/uKcK/cHSXXsTZgJzABSgetKlJ+i9MzTK6kCM1sJXE8guTUWaGlmDULN9jyLE8654lmKRiBx+mhlGrrAXwQbgY1m9j6B2YRTim+Xre713985t7PMcxiBZfkry5SXXzv5Dye976fxPlMzmw8kAAecc3d69//FOfc/ZvYwgRmniV4cVR2vqk6W+DkY44Xq1zl32MzaE0jkjgIGAuN+xHh/K/FzyPcmInKuNG3alAceeIDCwsLgQUTyD3v37mXq1KlVTniKiIiIiMjl4UIvb4dAsu0p59zWMuV+ArP3MLMOQLmlwgT2zQx5GJFzrpe3PHqkc+448ArwnJld4fXZ2MwGEEhMdjOzRhbYo/Ne4MMQXf4ZuMfMmnjtG5pZZKixLXDaeIcSRT7gyxLXxftCdiGwJPoosBJ42EtyYmbFs1JXAg+aWW2v/Bfesvf3geEW2K8UM2sYKpYS72O49z7uDHH7eaCGl9is9Hhe3IftH/uG/gr40DuM6JiZdfLKM84WWwgVfq5ANt62Amb2C6AlsLOCuiFZYN/QGs65N4EngA7OuWPAvuKtDcysjves2QSWytc0s8bALQT+zZRV0XsTkQsgKioqrGd5Fhs4cOBFn/DMysoqN8tz/vz5waX1xV+jR48+p+NGR0eTmpp6TvsUEREREZHwccGnRzjn9gGzQ9x6ExhmZtsI7PW5K0SdLcBpCxw0tADIPctQTwD/TuDQmRMEZulNds59bWaTgDUEZuu965xbHiLO7Wb2BLDKzGoQWBY+mtLJzGK1gRnefqEngAICMwqLnTCzXK/eCK/s34BZwBav/y+Au4CXCZxS/4mXEC0A+jrn3jMzH5BjZt8RWKr92Fmev0LOOWdm/w5MBHpWcbz/DczzEoR7gOFet/cD/2VmZwgkkY9WIZ6/mtk6b0uD/0Ng+4NiLwAvmtlWArOB73POnbRKngzsaQbM994zQPHs3V8BL5nZ0wQ+3wHAMiCFwD6tDpjonPt/ZtamTJ8hP6eqBCUiEq6GDx/O8OHDf7iiiIiIiIjIeXLB9vS8XHl7bv7GORfWmzmaWT3nXJH38ySgqXPuxywhD1va01NE5OKgPT0rT3t6ioiIiMjF7mLa01PCU28ze5TAv6kvgfuqNxwREREREREREblcKelZRWa2AahTpvhXIfYoBcA5l3reg7oIOOdeB16v7jiq+vmIiIiIiIiIiEj4UdKzipxznX64llQXfT4iIiIiIiIiIlIdp7eLiIiIiIiIiIiInDdKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiISVWtUdgIiIiMiFFBkZSe2kZtUdxiUhMjKyukMQEREREflRlPQUERGRy4rf76/uEERERERE5DzT8nYREREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhJVa1R2AiIiIyIXU7PrmHPhmf3WHcVGIjIzE7/dXdxgiIiIiIueckp4iIiJyWTnwzX62vberusO4KLS9/RfVHYKIiIiIyHmh5e0iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIp4FCxYwZsyYH6y3cOFCoqOjiY6OZuHChRXWmzNnDm3atKFt27ZMnDgxWP673/2OVq1a0bp1a1auXBmyrXOOW2+9lcLCQvx+P3FxcZV6hq+++oru3bsTGxtL27Ztee655yrV7kLIysrio48++lFt/X4/r732WvB669at3HfffecoMhERERERCTe1qjsAERGRS8mhQ4d46qmnyMnJwcxITEwkLS2Na6+9tlS9NWvWsHz5cjZv3kydOnX45ptvANi+fTtLly5l27ZtHDhwgB49erBr1y5q1qxZqv2KFSto3749DRo04NChQ5WOr1atWjzzzDN06NCBY8eOkZiYSM+ePYmNjf3pD/8TZWVlUa9ePW6++eYqty1Oeg4ePBiAdu3asW/fPvbu3UvLli3PdagiIiIiInKJ00xPERG55Pj9ftq0acOQIUOIiYnhnnvu4fjx46XqnDlzhqioKI4cORIsi46O5uDBg7z99tt06tSJhIQEevTowcGDBys99sqVK+nZsycNGzbk2muvpWfPnrz33nvl6r344otMmjSJOnXqANCkSRMAli9fTkZGBnXq1OGGG26gVatWbNy4sVz7JUuWkJ6eXq58z549JCQksGnTJrZt20bHjh3x+XzEx8eze/dumjZtSocOHQCoX78+MTEx7N+/H4DZs2cTGxtLfHw8GRkZAGzcuJGUlBQSEhK4+eab2blzJxCY9dq3b1969uxJVFQUzz//PM8++ywJCQncdNNNwURsamoq48aNw+fzERcXF/JZIPCZzZs3j5kzZ+Lz+cjOzqagoID+/fuTnJxMcnIy69atA+DDDz/E5/Ph8/lISEjg2LFjTJo0iezsbHw+HzNnzgSgT58+LF26tJKfnIiIiIiIXE6U9BQRkUvSzp07eeihh/j0009p0KABL7zwQqn7NWrUID09nWXLlgGwYcMGIiMjuf766+nSpQvr168nNzeXjIwMfv/735frPzMzk8mTJ5cr379/Py1atAheN2/ePJhULGnXrl1kZ2fTqVMnunXrxqZNm6rUft26dSQmJpZ75v79+7NgwQKSk5OZN28e48aNIy8vj5ycHJo3b16qvt/vJzc3l06dOgEwdepUcnNz2bJlC/PmzQOgTZs2ZGdnk5uby9NPP81jjz0WbJ+fn89bb73Fpk2bePzxx7nqqqvIzc0lJSWFRYsWBesdP36cvLw8XnjhBUaMGFHuWQCioqIYNWoU48ePJy8vj65duzJu3DjGjx/Ppk2bePPNNxk5ciQAM2bMYO7cueTl5ZGdnU3dunWZOnUqXbt2JS8vj/HjxwOQlJREdnZ2yPFEREREROTypqSnAGBmzswWl7iuZWYFZvZOJdoWed+jzGxwifIkM5tdQZvaZjbVzHab2Sdm9rGZ3XEunkVELg8tWrSgc+fOAAwdOpS1a9eWqzNo0CBef/11AJYuXcqgQYMA2LdvH7169aJdu3ZMnz6dbdu2lWublpbG008//aPjO3XqFIcOHWL9+vVMnz6dgQMH4pyrdPtDhw5Rv3794HVBQQHp6eksWbKE9u3bA5CSksJvf/tbpk2bxpdffkndunWD9YuKiujfvz+zZs2iQYMGAMTHxzNkyBAWL15MrVqBHW6OHj3KgAEDiIuLY/z48aXeRffu3alfvz6NGzcmIiKCPn36AIGl5X6/P1jv3nvvBeCWW26hsLCw1Ozas/nggw8YM2YMPp+PtLQ0CgsLKSoqonPnzkyYMIHZs2dz5MiRYKxlNWnShAMHDlRqLBERERERubwo6SnF/gbEmVnxX8w9gfJTj84uCggmPZ1zOc65sRXU/TegKRDnnOsA9AXqV1C3HDOr+cO1zg8z0164IhcBMyt3vWHDhuCy6MzMTFJSUvjss88oKCjgT3/6E/369QPg4YcfZsyYMWzdupWXXnqJEydOVHrcZs2a8dVXXwWv9+3bR7NmzcrVa968Of369cPM6NixIzVq1ODbb7+tdPtatWpx5syZ4HVERAQtW7YsldwdPHgwmZmZ1K1blzvvvJPVq1cD8P3339O/f3+GDBkSfGaAd999l9GjR/PJJ5+QnJzMqVOnePLJJ+nevTv5+fm8/fbbpd5F8dJ8CMycLb6uUaMGp06dCt4L9VlUxpkzZ1i/fj15eXnk5eWxf/9+6tWrx6RJk3j55Zf5+9//TufOndmxY0fI9idOnCiV6BURERERESmmpKeUtALo7f18L/DH4htmNsXMflPiOt/Mosq0nwp0NbM8MxtvZqmhZoqa2VXAA8DDzrmTAM65g865N7z795rZVm+MaSXaFZnZM2a2GUgxs6FmttEb76WKEqFmVtPMFnj9bTWz8V55KzP7wMw2e7NNf24B00vUHeTVTTWzbDPLBLZ7fU43s01mtsXMfl21Vy0iP9XevXv5+OOPAXjttdfo0qULnTp1CibQ0tLSMDPuvvtuJkyYQExMDNdddx0QmN1YnGg82+nrofTq1YtVq1Zx+PBhDh8+zKpVq+jVq1e5en379mXNmjVAYKn7d999R6NGjUhLS2Pp0qWcPHmSL774gt27d9OxY8dy7Vu3bs2ePXuC11dccQXLli1j0aJFwVPM9+zZw4033sjYsWNJT09ny5YtOOe4//77iYmJYcKECcH2Z86cCZ7sPm3aNI4ePUpRUVGpd7FgwYIqvYtixbNp165dS0REBBERESHr1a9fn2PHjgWvb7vtNubMmRO8zsvLA+Dzzz+nXbt2PPLIIyQnJ7Njx45ybSHwXit7qr2IiIiIiFxelPSUkpYCGWZ2JRAPbKhi+0lAtnPO55ybeZZ6rYC9zrnCsjfM7GfANOBWwAckm1lf7/bVwAbnXHvgr8AgoLNzzgecBoZUMJ4PaOaci3POtQPme+VLgLlefzcDXwP9vPrtgR7AdDNr6tXvAIxzzv0CuB846pxLBpKBB8zshhDP809mlmNmOQUFBWd5JSJSVa1bt2bu3LnExMRw+PBhHnzwwZD1Bg0axOLFi4NL2wGmTJnCgAEDSExMpFGjRiHbVbSnZ8OGDXnyySeDh+9MnjyZhg0bAjBy5EhycnIAGDFiBHv27CEuLo6MjAwWLlyImdG2bVsGDhxIbGwst99+O3Pnzi13cjtA7969ycrKKlV29dVX88477zBz5kwyMzN54403iIuLw+fzkZ+fz7Bhw1i3bh2vvvoqq1evDs56XbFiBadPn2bo0KG0a9eOhIQExo4dyzXXXMPEiRN59NFHSUhIKDV7syquvPJKEhISGDVqFK+88kqF9fr06cOyZcuCBxnNnj2bnJwc4uPjiY2NDe4zOmvWLOLi4oiPj6d27drccccdxMfHU7NmTdq3bx88yGjNmjX07t27wvFEREREROTyZVXZX0zCl5kVOefqmVkOMBeIBlYBv3HO3WVmU4Ai59wMr34+cJdzzl+ibWpxfa9OqesSY8UDC51zCSHiSAf6O+eGedf3A22dcxPM7BRQxzl32szGAI8B33hN6wJ/dM5NCdHntUAOgZms73rPdTXwqXOueZm6M4Gtzrk/eNevAv8NFAL/6pzr7pX/D4HEcPFx0RHAr51zqyp6x0lJSa44GSIiP43f7+euu+4iPz+/ukM5b77++muGDRvG+++/X92hnFVqaiozZswgKSnpgo578uRJunXrxtq1ayvc87MiZsa293adp8guLW1v/0WV9poVEREREbnYmNlfnHPl/iDR3oRSViYwA0gFritRforSM4OvrEqnZrYSuJ5A8nEs0NLMGoSa7XkWJ5xzp4u7JJA4ffSHGjnnDptZe6AXMAoYCIyrSvyev5X42Qgsz1/5I/oREflBTZs25YEHHqCwsDB4EJH8w969e5k6dWqVE54iIiIiInJ50PJ2KesPwFPOua1lyv0ElndjZh2Acku5gWNUcBiRc66Xt+x9pHPuOPAK8JyZXeH12djMBgAbgW5m1sjbo/Ne4MMQXf4ZuMfMmnjtG5pZZKixzawRUMM59ybwBNDBOXcM2Fe8dN7M6nh7jWYDg7w9OxsDt3gxlbUSeNDManvtf2FmV4caX0TOvaioqLCe5Vls4MCBF33CMysrq9wsz/nz5weX1hd/jR49+pyOGx0dTWpq6jntU0REREREwoemR0gpzrl9wOwQt94EhpnZNgJ7fYZaF7gFOO0dNLQAyD3LUE8A/07gUKATBGZRTnbOfW1mk4A1BGZTvuucWx4izu1m9gSwysxqAN8Do4EvQ4zVDJjv1QMonh36K+AlM3vaaz8AWAakAJsBB0x0zv0/M2tTps+XCZxW/4kFjikuIHACvYjIZW/48OEMHz68usMQEREREZHLmPb0FLlAtKeniMjFQXt6/oP29BQRERGRS11Fe3pqebuIiIiIiIiIiIiEFS1vl7BiZhuAOmWKfxVij1IREREREREREQlTSnpKWHHOdaruGEREREREREREpHppebuIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhRUlPERERERERERERCStKeoqIiIiIiIiIiEhYUdJTREREREREREREwoqSniIiIiIiIiIiIhJWalV3ACIiIiIXUmRkJG1v/0V1h3FRiIyMrO4QRERERETOCyU9RURE5LLi9/urOwQRERERETnPtLxdREREREREREREwoqSniIiIiIiIiIiIhJWlPQUERERERERERGRsKKkp4iIiIiIiIiIiIQVJT1FREREREREREQkrCjpKSIiIiIiIiIiImFFSU8REREREREREREJK0p6ioiIiIiIiIiISFhR0lNERERERERERETCipKeIiIiIiIiIiIiElaU9BQREREREREREZGwoqSniIiIiIiIiIiIhBUlPUVERERERERERCSsKOkpIiIiIiIiIiIiYUVJTxEREREREREREQkrSnqKiIiIiIiIiIhIWFHSU0RERERERERERMKKkp4iIiIiIiIiIiISVpT0FBERERERERERkbCipKeIiIiIiIiIiIiEFSU9RUREREREREREJKwo6SkiIiIiIiIiIiJhxZxz1R2DyGXBzAqAL6s7DrnoNQK+re4gRMKcfs9Ezj/9nomcf/o9Ezn/9Ht2aYh0zjUuW6ikp4jIRcTMcpxzSdUdh0g40++ZyPmn3zOR80+/ZyLnn37PLm1a3i4iIiIiIiIiIiJhRUlPERERERERERERCStKeoqIXFz+s7oDELkM6PdM5PzT75nI+affM5HzT79nlzDt6SkiIiIiIiIiIiJhRTM9RUREREREREREJKwo6SkichExswFmts3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statcountks2samp_testmeanmedianstd
metric
Multi-Core_AES_score0.01.00.4005340.114074-85.134655
Multi-Core_Camera_score0.01.0-0.178661-0.349925325.538627
Multi-Core_Canny_score0.00.11.2208601.182579-73.904969
Multi-Core_Dijkstra_score0.01.0-0.4738431.152475-23.763132
Multi-Core_Face-Detection_score0.00.61.8721442.361738-94.890229
Multi-Core_Gaussian-Blur_score0.00.61.5895110.87070185.865210
Multi-Core_HDR_score0.01.00.056884-0.005875-0.353662
Multi-Core_HTML5-DOM_score0.01.00.020978-0.008973-0.447430
Multi-Core_HTML5-Parse_score0.01.00.2517630.013568-10.405158
Multi-Core_Histogram-Equalization_score0.00.6-1.179538-1.20234435.693860
Multi-Core_JPEG_score0.00.10.9981210.869883-83.631026
Multi-Core_LLVM_score0.00.6-1.558160-1.633106197.407604
Multi-Core_LZMA_score0.01.0-0.2641970.1367865.762642
Multi-Core_Lua_score0.00.14.0749183.485637-83.937738
Multi-Core_Memory-Bandwidth_score0.01.0-0.881304-0.1685277.773487
Multi-Core_Memory-Copy_score0.01.0-0.109321-0.2845267.816879
Multi-Core_Memory-Latency_score0.00.6-0.388199-0.564596-84.521096
Multi-Core_N-Body-Physics_score0.01.0-0.838894-0.753998-9.376729
Multi-Core_PDF-Rendering_score0.01.0-0.1021730.21768931.069851
Multi-Core_Ray-Tracing_score0.00.1-0.915352-0.79506959.757923
Multi-Core_Rigid-Body-Physics_score0.00.61.2186141.289699-19.087933
Multi-Core_SFFT_score0.00.61.3277731.00889058.922669
Multi-Core_SGEMM_score0.00.62.1656613.029736-33.754327
Multi-Core_SQLite_score0.00.6-0.495466-0.95711590.255387
Multi-Core_Speech-Recognition_score0.00.60.6056830.34662065.463550
Multi-Core_score0.00.60.3321740.310005-34.914586
\n", + "
" + ], + "text/plain": [ + "stat count ks2samp_test mean \\\n", + "metric \n", + "Multi-Core_AES_score 0.0 1.0 0.400534 \n", + "Multi-Core_Camera_score 0.0 1.0 -0.178661 \n", + "Multi-Core_Canny_score 0.0 0.1 1.220860 \n", + "Multi-Core_Dijkstra_score 0.0 1.0 -0.473843 \n", + "Multi-Core_Face-Detection_score 0.0 0.6 1.872144 \n", + "Multi-Core_Gaussian-Blur_score 0.0 0.6 1.589511 \n", + "Multi-Core_HDR_score 0.0 1.0 0.056884 \n", + "Multi-Core_HTML5-DOM_score 0.0 1.0 0.020978 \n", + "Multi-Core_HTML5-Parse_score 0.0 1.0 0.251763 \n", + "Multi-Core_Histogram-Equalization_score 0.0 0.6 -1.179538 \n", + "Multi-Core_JPEG_score 0.0 0.1 0.998121 \n", + "Multi-Core_LLVM_score 0.0 0.6 -1.558160 \n", + "Multi-Core_LZMA_score 0.0 1.0 -0.264197 \n", + "Multi-Core_Lua_score 0.0 0.1 4.074918 \n", + "Multi-Core_Memory-Bandwidth_score 0.0 1.0 -0.881304 \n", + "Multi-Core_Memory-Copy_score 0.0 1.0 -0.109321 \n", + "Multi-Core_Memory-Latency_score 0.0 0.6 -0.388199 \n", + "Multi-Core_N-Body-Physics_score 0.0 1.0 -0.838894 \n", + "Multi-Core_PDF-Rendering_score 0.0 1.0 -0.102173 \n", + "Multi-Core_Ray-Tracing_score 0.0 0.1 -0.915352 \n", + "Multi-Core_Rigid-Body-Physics_score 0.0 0.6 1.218614 \n", + "Multi-Core_SFFT_score 0.0 0.6 1.327773 \n", + "Multi-Core_SGEMM_score 0.0 0.6 2.165661 \n", + "Multi-Core_SQLite_score 0.0 0.6 -0.495466 \n", + "Multi-Core_Speech-Recognition_score 0.0 0.6 0.605683 \n", + "Multi-Core_score 0.0 0.6 0.332174 \n", + "\n", + "stat median std \n", + "metric \n", + "Multi-Core_AES_score 0.114074 -85.134655 \n", + "Multi-Core_Camera_score -0.349925 325.538627 \n", + "Multi-Core_Canny_score 1.182579 -73.904969 \n", + "Multi-Core_Dijkstra_score 1.152475 -23.763132 \n", + "Multi-Core_Face-Detection_score 2.361738 -94.890229 \n", + "Multi-Core_Gaussian-Blur_score 0.870701 85.865210 \n", + "Multi-Core_HDR_score -0.005875 -0.353662 \n", + "Multi-Core_HTML5-DOM_score -0.008973 -0.447430 \n", + "Multi-Core_HTML5-Parse_score 0.013568 -10.405158 \n", + "Multi-Core_Histogram-Equalization_score -1.202344 35.693860 \n", + "Multi-Core_JPEG_score 0.869883 -83.631026 \n", + "Multi-Core_LLVM_score -1.633106 197.407604 \n", + "Multi-Core_LZMA_score 0.136786 5.762642 \n", + "Multi-Core_Lua_score 3.485637 -83.937738 \n", + "Multi-Core_Memory-Bandwidth_score -0.168527 7.773487 \n", + "Multi-Core_Memory-Copy_score -0.284526 7.816879 \n", + "Multi-Core_Memory-Latency_score -0.564596 -84.521096 \n", + "Multi-Core_N-Body-Physics_score -0.753998 -9.376729 \n", + "Multi-Core_PDF-Rendering_score 0.217689 31.069851 \n", + "Multi-Core_Ray-Tracing_score -0.795069 59.757923 \n", + "Multi-Core_Rigid-Body-Physics_score 1.289699 -19.087933 \n", + "Multi-Core_SFFT_score 1.008890 58.922669 \n", + "Multi-Core_SGEMM_score 3.029736 -33.754327 \n", + "Multi-Core_SQLite_score -0.957115 90.255387 \n", + "Multi-Core_Speech-Recognition_score 0.346620 65.463550 \n", + "Multi-Core_score 0.310005 -34.914586 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_df = multi_df.pivot_table(index='metric', columns='stat', values='value')\n", + "plot_stats(plot_df, 'Geekbench Multi-Core Results', stat='median')\n", + "display(plot_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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statcountks2samp_testmeanmedianstd
metric
Single-Core_AES_score0.00.60.1185070.237248-67.049821
Single-Core_Camera_score0.00.60.7170131.231114161.998039
Single-Core_Canny_score0.00.10.5921940.673673-78.817036
Single-Core_Dijkstra_score0.00.1-1.378636-0.959233182.687874
Single-Core_Face-Detection_score0.00.60.4025620.32958080.526807
Single-Core_Gaussian-Blur_score0.01.00.342266-0.56595641.433929
Single-Core_HDR_score0.00.60.1024290.175670-7.203927
Single-Core_HTML5-DOM_score0.01.0-0.0139780.251889-31.649326
Single-Core_HTML5-Parse_score0.00.60.3595130.276932-38.430721
Single-Core_Histogram-Equalization_score0.00.10.5132100.370159-48.936805
Single-Core_JPEG_score0.00.6-0.487174-0.269380-58.497603
Single-Core_LLVM_score0.00.6-0.674252-1.150716172.522632
Single-Core_LZMA_score0.00.6-0.191070-0.331525-69.500286
Single-Core_Lua_score0.01.0-0.111223-0.272810-30.378440
Single-Core_Memory-Bandwidth_score0.01.01.420884-0.50163034.438940
Single-Core_Memory-Copy_score0.00.60.9779720.79817627.835894
Single-Core_Memory-Latency_score0.00.6-0.263823-0.42861985.814496
Single-Core_N-Body-Physics_score0.00.60.2259780.354087-71.224568
Single-Core_PDF-Rendering_score0.00.6-0.531287-0.58962336.813555
Single-Core_Ray-Tracing_score0.01.00.000000-0.062344-52.480904
Single-Core_Rigid-Body-Physics_score0.00.60.1514170.281142494.017797
Single-Core_SFFT_score0.00.60.4982300.905155939.695985
Single-Core_SGEMM_score0.01.0-0.220588-0.330579-24.466808
Single-Core_SQLite_score0.01.0-0.0645220.110834-61.153158
Single-Core_Speech-Recognition_score0.01.0-0.0104690.12558981.936184
Single-Core_score0.00.10.1519610.11396073.205081
\n", + "
" + ], + "text/plain": [ + "stat count ks2samp_test mean \\\n", + "metric \n", + "Single-Core_AES_score 0.0 0.6 0.118507 \n", + "Single-Core_Camera_score 0.0 0.6 0.717013 \n", + "Single-Core_Canny_score 0.0 0.1 0.592194 \n", + "Single-Core_Dijkstra_score 0.0 0.1 -1.378636 \n", + "Single-Core_Face-Detection_score 0.0 0.6 0.402562 \n", + "Single-Core_Gaussian-Blur_score 0.0 1.0 0.342266 \n", + "Single-Core_HDR_score 0.0 0.6 0.102429 \n", + "Single-Core_HTML5-DOM_score 0.0 1.0 -0.013978 \n", + "Single-Core_HTML5-Parse_score 0.0 0.6 0.359513 \n", + "Single-Core_Histogram-Equalization_score 0.0 0.1 0.513210 \n", + "Single-Core_JPEG_score 0.0 0.6 -0.487174 \n", + "Single-Core_LLVM_score 0.0 0.6 -0.674252 \n", + "Single-Core_LZMA_score 0.0 0.6 -0.191070 \n", + "Single-Core_Lua_score 0.0 1.0 -0.111223 \n", + "Single-Core_Memory-Bandwidth_score 0.0 1.0 1.420884 \n", + "Single-Core_Memory-Copy_score 0.0 0.6 0.977972 \n", + "Single-Core_Memory-Latency_score 0.0 0.6 -0.263823 \n", + "Single-Core_N-Body-Physics_score 0.0 0.6 0.225978 \n", + "Single-Core_PDF-Rendering_score 0.0 0.6 -0.531287 \n", + "Single-Core_Ray-Tracing_score 0.0 1.0 0.000000 \n", + "Single-Core_Rigid-Body-Physics_score 0.0 0.6 0.151417 \n", + "Single-Core_SFFT_score 0.0 0.6 0.498230 \n", + "Single-Core_SGEMM_score 0.0 1.0 -0.220588 \n", + "Single-Core_SQLite_score 0.0 1.0 -0.064522 \n", + "Single-Core_Speech-Recognition_score 0.0 1.0 -0.010469 \n", + "Single-Core_score 0.0 0.1 0.151961 \n", + "\n", + "stat median std \n", + "metric \n", + "Single-Core_AES_score 0.237248 -67.049821 \n", + "Single-Core_Camera_score 1.231114 161.998039 \n", + "Single-Core_Canny_score 0.673673 -78.817036 \n", + "Single-Core_Dijkstra_score -0.959233 182.687874 \n", + "Single-Core_Face-Detection_score 0.329580 80.526807 \n", + "Single-Core_Gaussian-Blur_score -0.565956 41.433929 \n", + "Single-Core_HDR_score 0.175670 -7.203927 \n", + "Single-Core_HTML5-DOM_score 0.251889 -31.649326 \n", + "Single-Core_HTML5-Parse_score 0.276932 -38.430721 \n", + "Single-Core_Histogram-Equalization_score 0.370159 -48.936805 \n", + "Single-Core_JPEG_score -0.269380 -58.497603 \n", + "Single-Core_LLVM_score -1.150716 172.522632 \n", + "Single-Core_LZMA_score -0.331525 -69.500286 \n", + "Single-Core_Lua_score -0.272810 -30.378440 \n", + "Single-Core_Memory-Bandwidth_score -0.501630 34.438940 \n", + "Single-Core_Memory-Copy_score 0.798176 27.835894 \n", + "Single-Core_Memory-Latency_score -0.428619 85.814496 \n", + "Single-Core_N-Body-Physics_score 0.354087 -71.224568 \n", + "Single-Core_PDF-Rendering_score -0.589623 36.813555 \n", + "Single-Core_Ray-Tracing_score -0.062344 -52.480904 \n", + "Single-Core_Rigid-Body-Physics_score 0.281142 494.017797 \n", + "Single-Core_SFFT_score 0.905155 939.695985 \n", + "Single-Core_SGEMM_score -0.330579 -24.466808 \n", + "Single-Core_SQLite_score 0.110834 -61.153158 \n", + "Single-Core_Speech-Recognition_score 0.125589 81.936184 \n", + "Single-Core_score 0.113960 73.205081 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_df = single_df.pivot_table(index='metric', columns='stat', values='value')\n", + "plot_stats(plot_df, 'Geekbench Single-Core Results', stat='median')\n", + "display(plot_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PCMark Results" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "stats = Stats(results[results['workload'] == 'pcmark'], ref_group={'kernel':ref}, agg_cols=['iteration'])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2021-01-28 18:22:37,508][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 4 samples for group id=default-pcmark, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=PcmaWritingV2Score, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,511][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 4 samples for group id=default-pcmark, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=PcmaWebV2Score, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,565][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 4 samples for group id=default-pcmark, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=PcmaVideoEditingScore, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,569][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 4 samples for group id=default-pcmark, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=PcmaPhotoEditingV2Score, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,571][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 4 samples for group id=default-pcmark, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=PcmaWorkv2Score, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,574][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 4 samples for group id=default-pcmark, kernel=4.14.170-gc72771da3_audio-g3ab4335-ab32, metric=PcmaDataManipulationScore, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,578][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-pcmark, kernel=4.14.111_audio-g3ab4335-ab31, metric=PcmaWritingV2Score, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,580][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-pcmark, kernel=4.14.111_audio-g3ab4335-ab31, metric=PcmaWorkv2Score, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,583][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-pcmark, kernel=4.14.111_audio-g3ab4335-ab31, metric=PcmaWebV2Score, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,585][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-pcmark, kernel=4.14.111_audio-g3ab4335-ab31, metric=PcmaDataManipulationScore, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,588][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-pcmark, kernel=4.14.111_audio-g3ab4335-ab31, metric=PcmaVideoEditingScore, tag=iter_5, unit=, workload=pcmark\n", + "[2021-01-28 18:22:37,591][lisa.stats.Stats] WARNING Sample size smaller than 30 is being used, the mean confidence interval will only be accurate if the data is normally distributed: 3 samples for group id=default-pcmark, kernel=4.14.111_audio-g3ab4335-ab31, metric=PcmaPhotoEditingV2Score, tag=iter_5, unit=, workload=pcmark\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Available Stats:\n", + " median\n", + " mean\n", + " std\n", + " count\n", + " ks2samp_test\n" + ] + } + ], + "source": [ + "available_stats = stats.df['stat'].unique()\n", + "print(\"Available Stats:\")\n", + "for stat in available_stats:\n", + " print(\"\",stat)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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statcountks2samp_testmeanmedianstd
metric
PcmaDataManipulationScore33.3333330.2285711.5637170.953926407.313508
PcmaPhotoEditingV2Score33.3333330.6571430.7801590.191587-44.377859
PcmaVideoEditingScore33.3333330.0571438.9175728.838851396.265120
PcmaWebV2Score33.3333330.971429-0.415240-0.9643813.267948
PcmaWorkv2Score33.3333330.0571433.5344004.40111724.673124
PcmaWritingV2Score33.3333330.0571437.2568977.678781124.268266
\n", + "
" + ], + "text/plain": [ + "stat count ks2samp_test mean median \\\n", + "metric \n", + "PcmaDataManipulationScore 33.333333 0.228571 1.563717 0.953926 \n", + "PcmaPhotoEditingV2Score 33.333333 0.657143 0.780159 0.191587 \n", + "PcmaVideoEditingScore 33.333333 0.057143 8.917572 8.838851 \n", + "PcmaWebV2Score 33.333333 0.971429 -0.415240 -0.964381 \n", + "PcmaWorkv2Score 33.333333 0.057143 3.534400 4.401117 \n", + "PcmaWritingV2Score 33.333333 0.057143 7.256897 7.678781 \n", + "\n", + "stat std \n", + "metric \n", + "PcmaDataManipulationScore 407.313508 \n", + "PcmaPhotoEditingV2Score -44.377859 \n", + "PcmaVideoEditingScore 396.265120 \n", + "PcmaWebV2Score 3.267948 \n", + "PcmaWorkv2Score 24.673124 \n", + "PcmaWritingV2Score 124.268266 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# get list of things to plot\n", + "metrics = list(stats.df['metric'].unique())\n", + "pcmark_df = stats.df[stats.df['metric'].isin(metrics)]\n", + "# reshape and plot\n", + "plot_df = pcmark_df.pivot_table(index='metric', columns='stat', values='value')\n", + "plot_stats(plot_df, 'PCMark Results', stat='median')\n", + "display(plot_df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}