222 lines
157 KiB
Plaintext
222 lines
157 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "07ee141c-4587-4f89-a70c-97094df947b1",
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"metadata": {},
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"source": [
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"# Benchmark visualizer\n",
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"\n",
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"This notebook compares everyone's code performance."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "bfb56e64-f4b1-4a99-8edf-4ae530ded1ed",
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import matplotlib.ticker as mticker\n",
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"\n",
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"import compare\n",
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"\n",
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"# TODO: Move some of this stuff into compare.py\n",
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"catppuccin_latte = {\n",
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" \"rosewater\": \"#dc8a78\",\n",
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" \"flamingo\": \"#dd7878\",\n",
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" \"pink\": \"#ea76cb\",\n",
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" \"mauve\": \"#8839ef\",\n",
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" \"red\": \"#d20f39\",\n",
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" \"maroon\": \"#e64553\",\n",
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" \"peach\": \"#fe640b\",\n",
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" \"yellow\": \"#df8e1d\",\n",
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" \"green\": \"#40a02b\",\n",
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" \"teal\": \"#179299\",\n",
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" \"sky\": \"#04a5e5\",\n",
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" \"sapphire\": \"#209fb5\",\n",
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" \"blue\": \"#1e66f5\",\n",
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" \"lavender\": \"#7287fd\",\n",
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"\n",
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" # UI base\n",
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" \"text\": \"#4c4f69\",\n",
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" \"surface\": \"#eff1f5\",\n",
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" \"overlay\": \"#e6e9ef\",\n",
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"}\n",
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"\n",
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"plt.rcParams.update({\n",
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" \"figure.facecolor\": \"white\",\n",
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" \"axes.facecolor\": \"white\",\n",
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" \"savefig.facecolor\": \"white\",\n",
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" \"text.color\": catppuccin_latte[\"text\"],\n",
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" \"axes.labelcolor\": catppuccin_latte[\"text\"],\n",
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" \"xtick.color\": catppuccin_latte[\"text\"],\n",
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" \"ytick.color\": catppuccin_latte[\"text\"],\n",
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" \"axes.edgecolor\": catppuccin_latte[\"text\"],\n",
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"})\n",
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"sns.set_style(\"whitegrid\", {\n",
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" \"axes.facecolor\": \"white\",\n",
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" \"grid.color\": catppuccin_latte[\"overlay\"],\n",
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"})\n",
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"\n",
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"PALETTE = {\n",
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" \"Bob in Python\": catppuccin_latte[\"blue\"],\n",
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" \"Bram in Rust\": catppuccin_latte[\"yellow\"],\n",
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" \"Brechtje in Python\": catppuccin_latte[\"green\"],\n",
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" \"Sander in Haskell\": catppuccin_latte[\"mauve\"],\n",
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" \"Vicky in Python\": catppuccin_latte[\"red\"],\n",
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"}\n",
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"\n",
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"def get_day(n : int) -> pd.DataFrame:\n",
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" return pd.DataFrame(compare.generate_day(n))\n",
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"\n",
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"def plot_day(day: int, log_scale=False, violin=False):\n",
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" df = get_day(day)\n",
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"\n",
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" # unit detection\n",
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" if df[\"time\"].max() < 1:\n",
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" unit = \"ms\"\n",
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" scale = 1000\n",
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" else:\n",
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" unit = \"s\"\n",
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" scale = 1\n",
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"\n",
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" # mutate in-place; nothing outside depends on it\n",
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" df[\"time_plot\"] = df[\"time\"] * scale\n",
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" df[\"author_lang\"] = df[\"author\"].str.capitalize() + \" in \" + df[\"lang\"]\n",
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"\n",
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" fig, ax = plt.subplots(figsize=(13, 8))\n",
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"\n",
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" plot_func = sns.violinplot if violin else sns.boxplot\n",
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" plot_func(\n",
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" data=df,\n",
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" x=\"part\",\n",
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" y=\"time_plot\",\n",
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" hue=\"author_lang\",\n",
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" ax=ax,\n",
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" palette=PALETTE,\n",
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" )\n",
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"\n",
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" if log_scale:\n",
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" ax.set_yscale(\"log\")\n",
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" ax.yaxis.set_major_locator(mticker.LogLocator(base=10, numticks=50))\n",
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" ax.yaxis.set_minor_locator(mticker.LogLocator(base=10, subs=range(1, 10)))\n",
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" \n",
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" # draw major (10^n) lines\n",
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" for y in ax.get_yticks():\n",
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" if y > 0 and ax.get_ylim()[0] <= y <= ax.get_ylim()[1]:\n",
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" ax.axhline(y, linestyle=\"--\", linewidth=0.6, color=\"gray\")\n",
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" \n",
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" # draw minor (1–9 × 10^n) lines\n",
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" for y in ax.get_yticks(minor=True):\n",
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" if y > 0 and ax.get_ylim()[0] <= y <= ax.get_ylim()[1]:\n",
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" ax.axhline(y, linestyle=\"--\", linewidth=0.4, color=\"gray\")\n",
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" else:\n",
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" ax.set_ylim(bottom=0)\n",
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" \n",
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" # double the density: add minor ticks at midpoints\n",
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" ax.yaxis.set_minor_locator(mticker.AutoMinorLocator(2))\n",
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" \n",
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" # draw major + minor lines\n",
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" for y in ax.get_yticks():\n",
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" ax.axhline(y, linestyle=\"--\", linewidth=0.6, color=\"gray\")\n",
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" for y in ax.get_yticks(minor=True):\n",
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" ax.axhline(y, linestyle=\"--\", linewidth=0.4, color=\"gray\")\n",
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"\n",
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" ax.set_xlabel(\"Puzzle Part\")\n",
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" ax.set_ylabel(f\"Execution Time ({unit})\")\n",
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" ax.set_title(f\"Advent of Code benchmarks day {day}\")\n",
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"\n",
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" ax.legend(title=\"Made by\")\n",
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" plt.tight_layout()\n",
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" plt.savefig(f\"img/day{day}.png\")\n",
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" plt.show()\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "212261b5-9a1b-4843-ac32-9f56f604cddb",
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"metadata": {},
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"source": [
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"## Day 1\n",
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"\n",
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"This puzzle incorporated a dial and counting the number of clicks on each dial."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "25a30802-1525-4d6b-8978-27aaf4d3843d",
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"metadata": {},
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"outputs": [
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{
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"data": {
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OzPOu0YMHDxbY7x133MEnn3zCzJkzyc7OxuFwMHDgwPPmJyIiItcGTTcWERGRInM4HMyePZtq1arx1Vdf5fs1ZMgQTpw44ZoCGhcXx+rVq/MUHxwOBwsXLiyw/969e7N582b+/PNPfvvtN3r16oXFYnGdb9euHYZhcPz4cerVq5fv14VWED6ff45Mu5gWLVqwZs0ajh8/nuf43Llz8fX1JTY2tsgxdOjQgaioKD766CP27NlTYJvff/+drKws/Pz8aNCgAb/88kuemJ1OJ/PmzSMsLMw1fbWwz79169Z4eHhw6NChAp/rhUal/d38+fPz7G/cuJHExESaNWsG5E4/Llu2LHv37j3vfYpa6D23iMe0adOKdN3VYjKZsFgseUZfWq1W5s2bd0n9PfTQQzz33HO88847rkVbClK2bFm6dOnCnXfeSWpqar4p0H8XFxfHX3/9xa5du/Ic/+eCNucKmP/8TL7//vsC+w0NDaVz58589913fP/999x8882XVXQWERGR4qGRhCIiIlJkK1asIDk5maeeeoq4uLh852+88Ua++eYbZsyYwc0338yDDz7Ir7/+yj333MPDDz+Mj48P3377LVlZWQX2f9tttzFx4kSefPJJbDZbntFLAI0bN2bAgAE899xzbNu2jaZNm+Lr68uJEyfYsGEDUVFR3HnnnUXKqVq1avj4+DB//nwiIyPx8/MjNDSUihUrFtj+4Ycf5rfffmPw4ME8/PDDBAYGMn/+fJYtW8bTTz9NQEBAke4Pue8JfO+99xgyZAgDBgzgjjvuIC4uDj8/PxITE1m8eDG//fYb69evB+CJJ55gyJAhDB48mCFDhuDp6cl3333HX3/9xZtvvukq7hT2+VepUoVRo0bx1ltvcfjwYW666SbKli3LyZMn2bp1K76+vhecInzOtm3bGDt2LF26dOHYsWNMnjyZihUruj4Tf39/nn/+eUaPHk1aWhqdO3cmODiYU6dOsWvXLk6dOsXLL79cpGfXpEkTevbsyQcffEBKSgrt2rXDy8uLHTt24Ovry6BBg4rU3+Vq27YtU6dO5cknn2TAgAGkpqby2WefXdYo13vuuQc/Pz/GjRtHZmYmzz//PCaTiQceeIAbb7yRunXrUr58eRITE/nyyy8JDw+nevXqF+xv5syZ3H///Tz22GOu1Y3PvcvynJo1a1KtWjX+85//YBgGgYGB/Pbbb67VuM/Xd79+/YC8K1BfzLp16zh16hSQW8hOTExk0aJFADRr1ozy5csXui8REREpGhUJRUREpMhmzJiBp6cnffr0KfB8+fLl6dSpE4sXL+bkyZNERUUxdepU3njjDZ599lkCAwPp0aMHnTt35oUXXsh3fUBAAB07duTHH3+kUaNGBS7o8Morr9CgQQOmT5/OtGnTcDqdhIaG0qhRo3yLlBSGr68v48eP591332Xo0KHY7XYeeeQRRo4cWWD7mjVr8v333/Pmm2/yyiuvYLVaiYyMZMKECXnen1hU1apVY/bs2Xz99dcsWbKEadOmYbfbCQkJoUmTJnz33XeuAmSzZs344osvmDJlCmPGjMHpdBITE8MHH3zgWlQCKNLzHzFiBJGRkXz11VcsWLAAm81GSEgIdevW5Y477ihUDq+//jpz587liSeewGazERcXx9ixY/O8C7Bnz55UrlyZTz/9lBdffJGMjAzKly9PrVq18hWFC2vixInUrl2bmTNnMmvWLHx8fLjhhhsYMWLEJfV3OVq0aMH48eP55JNPeOCBB6hYsSL9+/enfPnyjB079pL77devH35+fjzzzDNkZmby+uuvExcXx+LFi/nhhx9IT08nJCSEli1b8tBDD7neoViQkJAQvvnmG15//XVeeuklfH196dixIy+88EKeKc2enp58+OGHvP7664wbNw4PDw9atGjBF198kW9hl3Pq169PeHg4Pj4+tGjRotD5TZkyJc8COevWrXPtf/XVVwX+o4SIiIhcGSbDMAx3ByEiIiIiItePXbt20bNnT8aNG1eoFadFRETE/TSSUERERERErohDhw6RmJjI5MmTCQkJuaxRtSIiIlK8tHCJiIiIiIhcEe+//z5DhgwhMzOTt99++7wrK4uIiMi1R9ONRURERERERERESjmNJBQRERERERERESnlVCQUEREREREREREp5VQkFBERERERERERKeVK/erGTqeTnJwczGYzJpPJ3eGIiIiIiIiIiIhcMYZh4HQ68fDwwGw+/3jBUl8kzMnJYevWre4OQ0RERERERERE5KqpV68eXl5e5z1f6ouE5yqo9erVw2KxuDkaERERERERERGRK8fhcLB169YLjiIEFQldU4wtFouKhCIiIiIiIiIicl262Gv2tHCJiIiIiIiIiIhIKacioYiIiIiIiIiISCmnIqGIiIiIiIiIiEgpV+rfSSgiIiIiIiIiArkLPNjtdneHIVIknp6eV2SdDRUJRURERERERKRUMwyDY8eOkZqa6u5QRC5JUFAQYWFhF12c5EJUJBQRERERERGRUu1cgTA0NBQ/P7/LKrSIFCfDMMjMzCQ5ORmASpUqXXJfKhKKiIiIiIiISKnlcDhcBcLg4GB3hyNSZL6+vgAkJycTGhp6yVOPtXCJiIiIiIiIiJRa595B6Ofn5+ZIRC7due/v5bxTU0VCERERERERESn1NMVYSrIr8f1VkVBERERERERERKSUU5FQRERERERERESuqCNHjhAdHc3OnTsvuY9Zs2bRpEmTKxiVXIiKhCIiIiIiIiIipcjo0aOJjo5m3Lhx+c699NJLREdHM3r0aDdEJu6kIqGIiIiIiIiISClTqVIlFi5ciNVqdR3Lzs5mwYIFVK5c2Y2RibuoSCgiIiIiIiIiUsrUrl2bSpUq8fPPP7uO/fzzz4SFhVGrVq08bVesWMEdd9xBkyZNiIuLY8SIERw6dChPmy1btnD77bdTr149evfuXeA047179zJ8+HAaNmxIy5Ytefrppzl16tRFY12yZAmdO3emXr163HfffSQlJQG5U5pjYmLYunVrnvZff/01N998M4ZhFPp5iIqEIiIiIiIiIiKlUp8+fZg1a5Zrf+bMmfTp0ydfu6ysLO677z5mzJjBF198gclk4uGHH8bpdAKQmZnJiBEjqFGjBrNmzWLkyJG88cYbefpITk7m7rvvplatWsyYMYNPP/2UlJQUHnvssQvGaLVa+eCDD5g4cSLTpk0jPT2dxx9/HIAqVarQsmXLPDlA7rsMe/XqpRWri0hFQhERERERERGRUqhHjx5s2LCBI0eOkJiYyMaNG+nRo0e+dp07d+aWW24hIiKCWrVqMX78ePbs2cPevXsBmD9/Pk6nk/Hjx3PjjTdy8803M3To0Dx9TJs2jTp16vDEE08QGRlJ7dq1GT9+PGvXrmX//v3njdFutzNu3DgaNmxI3bp1mThxIps2bWLLli0A9O3blwULFmCz2QDYtWsXO3fupHfv3lfqMZUaHu4OQEREREREREREil/58uVp164dc+bMwTAM2rVrR/ny5fO1O3ToEG+//Tbx8fGcPn3aNY03KSmJqKgoEhISiI6OxtfX13VNw4YN8/Sxfft21q5dm+/4uf5r1KhRYIweHh7UrVvXtR8ZGUnZsmVJSEigfv36dOzYkVdffZVffvmFbt26MWPGDOLi4qhSpcolPZPSTEVCEREREREREZFSqk+fPrzyyisAvPjiiwW2eeCBB6hUqRKvvfYaoaGhOJ1ObrvtNux2O0Ch3v3ndDq5+eabeeqpp/KdCwkJueC1BU0bPnfMy8uLnj17MmvWLDp16sSPP/7Ic889d9F4JD9NNxYRERERERERKaXatGmD3W7HbrfTunXrfOdPnz5NQkICDz74IC1atCAyMpK0tLQ8bW644QZ2796dZ6Xk+Pj4PG3q1KnDX3/9RXh4ONWrV8/zy8/P77zx5eTksG3bNtf+vn37OHPmDDVr1nQd69evH3/88QffffcdOTk53HLLLUV9DIKKhCIiIiIiIiIipZbFYuGnn37ip59+wmKx5DsfGBhIUFAQ06dP5+DBg6xevZqJEyfmaXPbbbdhMpkYO3Yse/fuZfny5Xz++ed52tx5552kpaXxxBNPsGXLFg4fPszKlSsZM2YMDofjvPF5enry6quvsnnzZrZv385zzz1HbGws9evXd7WJjIykQYMG/Pvf/6Zbt274+Phc5lMpnVQkFBEREREREREpxcqUKUOZMmUKPGc2m5k8eTLbt2/ntttuY8KECTzzzDN52vj7+/Phhx+yd+9ebr/9diZPnpxvWnHFihWZNm0aTqeToUOHctttt/H6668TEBCA2Xz+8pSPjw/Dhw/nySefZMCAAXh7e/Pmm2/ma9e3b1/sdnuBqzNL4ZiMwkwcv445HA7i4+OJjY0tsGIuIiIiIiIiItcvq9XK/v37qVGjhkaglWAffPABCxcuZP78+e4OxS0u9D0ubO1LIwlFRERERERERKREysjIYMuWLXzzzTcMGjTI3eGUaCoSioiIiIiIiIhIifTqq69y55130rRpU001vkwe7g5ARERERERERETkUkycODHfQipyaTSSUEREREREREREpJRTkVBERERERERERKSUU5FQRERERERERESklFORUEREREREREREpJRTkVBERERERETkIk6ePMngwYP5/fff3R2KiMhVoSKhiIiIiIiIyEX89ttvHDhwgAkTJrg7FBGRq8LD3QGIiIiIiIiIXOtycnIASE9Pd3MkUlxGjhxJcnJysd4zNDSUKVOmFOs9AUaPHs2ZM2d4//33C33NrFmzGD9+PH/++edVjOzSHDlyhA4dOjBnzhxq1arl7nBKDBUJRURERERERC7CZrO5OwQpZsnJyRxNOg5e5YvnhrZTRb5k9OjRzJ4927UfFBRE3bp1efrpp4mJibmS0eXTtWtX2rZte1l9rF27lsGDB7v2y5UrR926dXnqqacKHf+lFDilYCoSioiIiIiIiFxEamqqu0MQd/Aqj6PuG8VyK8u2Zy/pujZt2rimwZ88eZK33nqLBx54gGXLll3B6PLz8fHBx8fnivS1aNEiypQpQ1JSEq+99hrDhg3jp59+IiAg4Ir0L4WjdxKKiIiIiIiIXITdbnd3CCIF8vLyIiQkhJCQEGrVqsXw4cNJSkri1Kn/H5m4e/duBg8eTP369YmLi+OFF14gIyMjX1/vvvsuLVq0oFGjRowbN+6CI2hnzZpFkyZNXPtTpkyhZ8+ezJkzh/bt29O4cWMef/zxQk3RDw4OJiQkhPr16/Pss89y4sQJ4uPjeffdd+nevXu+9r179+btt99mypQpzJ49m6VLlxIdHU10dDRr1651tTt8+DCDBg2iQYMG9OjRg02bNuXpZ/HixXTr1o26devSvn17Pv/88zzn27dvz4cffsiYMWNo2LAh7dq1Y/r06RfNp6RSkVBERERERETkIvz9/d0dgshFZWRkMG/ePKpXr05QUBAAWVlZDBs2jMDAQGbMmMFbb73FH3/8wauvvprn2tWrV5OQkMBXX33Fm2++yS+//MJ7771XpPsfOnSIpUuX8uGHH/LRRx+xfv16PvnkkyL1cW50Yk5ODn379mXv3r1s2bLFdX7Xrl3s2LGD3r17M2TIEG699VbatGnDypUrWblyJQ0bNnS1nTx5MkOHDmXOnDlERETw5JNPut4vum3bNh577DG6du3K/PnzeeSRR3j77beZNWtWnnimTp1K3bp1mTNnDnfeeScvvfQSCQkJRcqppFCRUEREREREROQiAgMD3R2CSIGWLVtGw4YNadiwIY0aNeLXX39l8uTJmM25JZ/58+eTnZ3NG2+8QVRUFC1atGDcuHHMnTuXkydPuvrx8vJi/Pjx3HjjjbRr145Ro0bx1Vdf4XQ6Cx2LYRhMmDCBqKgomjRpQo8ePVi9enWhrz99+jTvvvsu/v7+1K9fn7CwMFq3bp2ncDdr1iyaNm1K1apV8ff3x8fHJ89oSi8vL1fbIUOG0K5dO2rUqMGoUaNITEzk4MGDQG7xr0WLFjz88MPUqFGD3r17c9ddd/HZZ5/liemmm27irrvuonr16gwfPpxy5cqxbt26QudUkqhIKCIiIiIiInIR5wouIteauLg45syZw5w5c/jhhx9o3bo1w4cPJzExEYCEhASio6Px8/NzXdOoUSOcTif79+93HYuOjsbX19e137BhQzIzM0lKSip0LOHh4ZQpU8a1HxoaSkpKykWva9u2LQ0bNqR58+bs27ePt99+m+DgYAD69+/PggULyM7Oxm63M3/+fPr06VOoeKKjo13bISEhAK5p2Pv27aNRo0Z52jdq1IiDBw/icDgK7MNkMlGhQoVC5VQSaeESERERERERkYtQkVCuVb6+vlSvXt21X6dOHZo0acJ///tfHn/8cQzDwGQyFXjt+Y4Xtc05Hh75y0yGYVz0um+//ZYyZcpQvnz5PEVGgJtvvhkvLy9++eUXvLy8sNlsdO7cuVDxeHp6urbP5XFuZGRh4oL8OZlMpkJfW9KoSCgiIiIiIiJyEddrUUCuPyaTCZPJRHZ2NgA33HADc+bMITMz0zWacOPGjZjNZiIiIlzX7d69G6vV6nonYHx8PH5+foSFhV31mKtUqULZsmULPOfh4cHtt9/OrFmz8PLyolu3bnlGPHp6ehZpSvQ5kZGRbNy4Mc+xjRs3EhERgcViKXJ/1wP9U4iIiIiIiIjIRfx9+qHItcRms3HixAlOnDhBQkICr776KpmZmdx8880AdO/eHS8vL0aPHs2ePXtYs2YNr776Kj179qRChQp5+hk7dix79+5l+fLlTJkyhbvvvvuaGEXbr18/1qxZw4oVK/JNNQ4PD2f37t3s27ePU6dOFXol8iFDhrB69Wree+899u/fz+zZs/n2228ZMmTI1UihRNBIQhEREREREZGLiI+Pd21faPqmXGdsp7Bse7bY7gUVi3zZ77//TuvWrYHcVbhr1qzJ22+/TVxcHJA7Hfmzzz7j9ddfp2/fvvj6+nLLLbcwevToPP20aNGC6tWrc9ddd2Gz2ejWrRsjR4687LSuhIiICBo2bEhqaioNGjTIc65///6sW7eOPn36kJmZyVdffUV4ePhF+6xTpw5vvfUW77zzDh988AEhISGMGjWK3r17X600rnkmo5SPmXY4HMTHxxMbG1tqh5OKiIiIiIjI+TmdTjp16uQaoTR16lQiIyPdHJVcKVarlf3791OjRg3XVFuAkSNHkpycXKyxhIaGMmXKlGK9Z0lgGAZdunRh4MCB3Hfffe4O55p0vu8xFL72pZGEIiIiIiIiIhewcePGPFMYFyxYwKhRo9wYkRQHFeuuDSkpKcydO5fk5ORSPcqvOLh/YrmIiIiIiIjINcowDL788sv/P2CC+fPnk5KS4r6gREqRli1b8vHHH/PKK68QGBjo7nCuaxpJKCIiIiIiInIev//+O5s3bwZPA+wmTL4G2ZnZfPrppzz7bDG9q06kFNu9e7e7Qyg1NJJQREREREREpACZmZlMfmty7s7/Fjc2HGAqa7BgwQK2bt3qvuBERK4wFQlFRERERERECvDOO++QcvJ/04qd/1vNONsEObmbEyZOICsryz3BiYhcYSW+SJiUlMSgQYPo2rUr3bt356effnJ3SCIiIiIiIlLCLVu2jIULFxZ4zsg0YS5ncOTwEd566y0Mwyjm6ERErrwS/05Ci8XCc889R61atUhJSaFXr160bdsWPz8/d4cmIiIiIiIiJVBCQgLjx4+/cCMDzOUNfvrpJ6Kjo7XqqoiUeCV+JGFoaCi1atUCIDg4mMDAQNLS0twclYiIiIiIiJREqampjBkzBqvVmrtYyXkYWeDT3InZJ3da8oYNG4oxShGRK8/tRcL169fzwAMP0Lp1a6Kjo1myZEm+Nt9++y3t27enXr169O7dmz///LPAvrZu3YphGFSqVOlqhy0iIiIiIiLXGafTyWuvvcaxY8fwquPEdJGfmM1+4N3CgRMnL770IidPniyeQEVErgK3TzfOzMx0Dc0eOXJkvvMLFy5kwoQJvPjiizRq1Ijvv/+e4cOHs2DBAipXruxqd/r0aZ599llee+214gxfRERERERErhOLFy9m3bp1WCoZeMYY2PeaLnqNJRi8Gzg5s+kM77zzDq+88koxRCrFYeTIkSQnJxfrPUNDQ5kyZUqx3rM4tG/fnsGDB3Pvvfe6OxS5ALcXCdu2bUvbtm3Pe37q1Kn06dOHfv36ATB27FhWrlzJtGnTePLJJwGw2Ww88sgj3H///TRq1KhY4hYREREREZHry7Rp0zCZwbuRE9P/6oMffPBBgW0feuwB17ZHTQP7IYNly5Zx9OjRPANapORKTk7m+LGjBPkWz8I0qVkXL0r/0+jRo5k9e7ZrPygoiLp16/L0008TExNzJcO7LDNmzMDX1/ey+hg0aBDr1q0DwNPTk7CwMG699VZGjhyJl5fXlQiz1Bcz3V4kvBCbzcb27du5//778xxv1aoVmzZtAsAwDEaPHk3z5s25/fbbL/leTqeByaQVqUREREREREqjs2fPcuDAASxhBuYi1jJMJvCsZpCdYmLr1m2EhekVWCWJ02lgGLn1hX+uVB3kazC6g61Y4pi4NLfQVZTVsg3DoE2bNq6Fdk6ePMlbb73FAw88wG+//Xbe6+x2O56enpcXcBGUK1cOKFpu/2QYBv369WPUqFHY7Xa2bt3Kc889h2EYrkFkl+tcfCVxxfLc72/u99npzBv/P/fP55ouEp4+fRqHw0FwcHCe4xUqVODEiRMAbNiwgYULF+Z5n+GkSZOIjo4u0r0++vhjHA4HN9wQRe26DZg35wfXuf4DB/HHquUcOXwIgEaNmlI2MIhlv/0CQNmygXTp2oNFC+dx5kzuointbu7EmbRUNm5cD0CVqtVo2aot//3+a1e/PW7vx45tm9m7dw8AderWp0rV6iz+aT4A3t7e9OzVn9+W/syJE8cBaNGyDQCr//gdgJCQitzc4Rbmzv4v2dnZAHS+tTtHDh9k+7YtAMpJOSkn5aSclJNyUk7KSTkpJ+WknC6S09bNm2jevDnJWUmkOA9R52wznI3gyy+/ZM2aNdx4442un033799PQJmy1E2rDYDVksV2j3jq16/Pxo0b2bV79zWR0/X4OV2NnM6eScXTw0RKSgr+/mXwL1OG06dScDgcFDfDIM8U53Llg8lIT8dmy30Ofn7+WCwWzp49A0B2djYenp6YzWZX/WTw4HsYOnQIe/bsISgoiJMnU+jduxcvvfQSc+bMYceOHTz//As0bx7HG2+8wZYtWzhz5gxVq1blzjvvpGPHjpjMZoKCyjF40N3UqFEDs9nM4sWL8fT0ZMiQIXTq1Im3336HZct+IygoiMcee4zmzZtTNjAIu81GVlYmAN4+Pvj6+HHLLR3p27cv/fv3p1z5YOrVrcMzzzzD6tWrWbduHaGhoTz44IO0bt0ai8VC2cAgzqSluj6DgICyOBxOVyHXz8+f9h060rjxTJYvX86gQYMICipP586d6NOnD/3798fX1w9PLy/69ulN69atGTpsGEFB5Zj85pv8+ON8Tp8+TWBgIB07duShhx5i1KhRHD16lAkTJjBhwgQAVqxYcd6cUlNPFfpzOn9ODjIzMwDw8vJ2fffOCQoqT5Y1k2yrFcCV05m0VADX53T2zBmysjI5e/YM23bsAkx5fj+1vbljob5/JuMaKo9GR0fz3nvv0bFjbvDHjx/npptu4vvvv6dhw4audh988AFz585l0aJFl31Ph8NBfHw89es3wGKxXHZ/IiIiIiIiUvI4nU6697iNTCMdvy65040z5psxsgueAmryNvDv7nTtZ8ebsO81M2XKu9SrV6+4wpYrwGq1cuDAAWrUiMDHx8d1fODAgWSnJRbrSELvwHC+//77Ql8zevRozp49y3vvvQdARkYGkyZNYs2aNfz000+YzWaOHDlCx44dCQ8P59lnn6V27dquUYQ//vgjLVu2pEyZMixbtoyJEyfy3Xff0aBBAyB3iu+OHTsYNmwYt956Kz/99BNTpkyhdevWdOzYkWbNmvHll1/y008/8dtvv513SnH79u255557uOeeewCIiYkhLCyMp556inr16vHNN98wc+ZMfv31V4KCggrsY9CgQdSqVYvnnnsOgF27djFs2DDCw8OZPn16gfcBuP322+nQoQMjR45k0aJFPP/887z55pvccMMNnDx5kl27dtG/f39SU1O5/fbb6d+/v+uVdyEhIYX+LNzNarWyf/8BIiLyfo8ht/a1ZctmYmNjL1j7uqZHEpYrVw6LxZJvhaiUlBQqVKhwRe9lNpswm4s+/19ERERERERKPrPZQovmLViyZAnOU7kLkhSW4YCcI2bKli1LnTq19bNlCWM2mzCZwGQyYTK5/7MrSgwmk4lly5a51mfIzMwkJCSEjz76yFUMOtffPffcQ+fOnfNcP2zYMNf24MGDWblyJYsXLyY2NtZ1bUxMDA899BAAI0aM4JNPPqFcuXIMGDAAgIcffphp06axZ88e13Xny+nvufXq1Yvu3bsD8MQTT/DNN9+wdetWbrrppvP2MW3aNGbMmIHdbsdut2M2mxk3bly+/v/5DM99tseOHaNChQq0bNkST09PwsPDXQXRczUof39/QkNDC4zhWpabY8H1LcMo3HfqIgu6u5eXlxd16tRh1apVeY7/8ccfeUYWioiIiIiIiFyuXr16AZC91YxhgMnv/G3/fs6+14Rhhe7du+PhcU2PxZHrUFxcHHPmzGHOnDn88MMPtG7dmuHDh5OYmJinXd26dfPsOxwOPvjgA7p3705cXBwNGzZk1apVHD16NE+7v7/OzWKxEBQURFRUlOvYuUFcKSkpFMXf+/Xz88Pf359Tp05d4Irc32Nz5sxh+vTp3HrrrfTp0ydf4fNCunTpQnZ2Nh07duT555/nl19+IScnp0hxX8/cXiTMyMhg586d7Ny5E4AjR46wc+dO15fyvvvuY8aMGcyYMYOEhATGjx9PUlISAwcOdGfYIiIiIiIicp2pV68ebdu2xXnShH2XCUvI+d/Ode6cIwXs282UK1+OO++8s7hCFXHx9fWlevXqVK9enfr16/P666+TlZXFf//73zzt/PzyVr0///xzvvjiC4YNG8aXX37JnDlzaN26NXa7PU+7fxa+TSZTnmPnRu0V9W12/1w4xWQy4XQ6z9M6V5kyZahevTp16tThX//6F+vXr+eHH/7/vZQFjcL8exGwUqVKLFq0iHHjxuHj48PLL7/M3XffnS/n0srt/8Sxbds2Bg8e7No/93LIXr16MXHiRLp27crp06d5//33SU5OJioqio8//pjw8HB3hSwiIiIiIiLXqSeffJJdu3ZxfPtxvBo6MZc1cJ7JW3gwlzXwqm3gPAPWPyyYMDPuhXEEBAS4KWqR/3duau25RV/OZ8OGDXTo0IGePXsCue/lPHDgAJGRkcUR5mXz9PRkxIgRvPnmm9x22234+vpSvnz5PAu/pKenc+TIkTzX+fj40KFDBzp06MCdd97Jrbfeyp49e6hTpw6enp4XLVRez9xeJIyLi2P37t0XbHPXXXdx1113FVNEIiIiIiIiUloFBQXx73//m4cfeZgzm87g1ciJkWVg32MChwm8DXzbOTGywLrCgpENo8c8S+PGjd0dupRSNpuNEydOAHDmzBm++eYbMjMzufnmmy94XbVq1fj555/ZuHEjgYGBTJ06lZMnT5aYIiHAbbfdxptvvsl3333H0KFDad68ObNnz6Z9+/aULVuWt99+G7P5/yfRzpo1C4fDQYMGDfD19WXu3Ln4+PhQuXJlAMLDw1m/fj3dunXD09OT8uXLuys1t3B7kVBERERERETkWlK9enXemvwWo0aNIn1TOj4tHTgCTDhTweybu1CJ9XcLTmvuggu33nqru0OWqyQ1y8TEpV7Fdq+KgUW/7vfff6d169YA+Pv7U7NmTd5++23i4uIueN1DDz3EkSNHGDp0KL6+vvTv35+OHTty9uzZSwnfLby8vLj77rv59NNPGThwICNGjODw4cOMGDGCgIAAHn300TwjCcuWLcvHH3/MxIkTcTqdREVF8eGHH1KuXDkARo0axbhx4+jYsSM2m+2ig9quNyajqJPGrzMOh4P4+PiLLgMtIiIiIiIipcuOHTt49NFHsTmzwdfAOGPCHGSAGZynTIwYMUKz3q4DVquV/fv3U6NGDXx8fFzHR44cmWfqanEIDQ1lypQpxXpPuT6c73sMha99aSShiIiIiIiISAFq167N6NGjefnll+F/rykzrGBYTXTu3FkLlVznVKyT0sbtqxuLiIiIiIiIXKs6dOhAmzZtct9HCBjZJgKDAnn00UcLXElVRKSkUpFQRERERERE5AIGDx78/zsG9OndhzJlyrgvIBGRq0DTjf9n6dKlVKtWDYCDBw8SGRmJ1WolMTGR6OhoUlNTOX78OHXq1OHYsWOkpKTQoEEDDhw4QFpaGo0bN2bXrl1kZGQQFxdHfHw82dnZtGrVijVr1uBwOGjbti3Lly8HKHDbYrHQvHlzVq1ahbe3N7GxsaxduxZ/f39iYmLYsGEDgYGBREREsHnzZoKDgwkLC2P79u1UrFiRoKAgdu/eTXh4OD4+PiQkJFC9enXlpJyUk3JSTspJOSkn5aSclJNyUk6XkVNUVBRVqlTB19eX48ePU7lyZRYvXlyic7oeP6dLzSknJ4dKlSqRnp5OdnY2AQEBrsU7Cto2mUz4+/uTnp6O2WzG19eXjIwMzGYzPj4+ZGZmYrFY8Pb2JjMzEw8PDzw9PcnKysLT0xOLxYLVasXLywuTyUR2djZeXrmLo9hsNry9vTEMA5vNho+PDw6HA7vdjq+vL3a7nZycHPz8/MjOzsbhcODn54fVasXpdOLv709WVhZOp5MyZcqQkZGBYRjKqRTkBJCVlUV8fHy+3087duwgODiYi9HCJVq4RERERERERC7iiSee4M8//wRg+fLlmmp8HbnQgg8iJcWVWLhE041FRERERERELqJBgwaubRUIReR6pCKhiIiIiIiIyEV4e3u7OwQRkatKRUIRERERERGRi9DoQRG53qlIKCIiIiIiInIR5xYG0KrGInK90urGIiIiIiIiIhfRvn17fvzxR4YNG+buUKSYjBw5kuTk5GK9Z2hoKFOmTCnWe16qKVOmsGTJEubOnVuk644cOUKHDh2YM2cOtWrVuqR7z5o1i/Hjx7sWE7qWXIn83EVFQhEREREREZGLCA4O5ssvv3R3GFKMkpOTSTp2FJNf8dzPyCz6NaNHj2b27Nmu/aCgIOrWrcvTTz9NTEzMFYzu0gwaNIiYmBjGjh3rOlapUiVWrlxJuXLlLrnfrl270rZt28uKbe3atQwePNi1X65cOerWrctTTz1V6Gc3evRozpw5w/vvv39ZsVwrVCQUERERERERESmAyQ/8b3UWy70yfrq0N8K1adOGCRMmAHDy5EneeustHnjgAZYtW3bea+x2O56enpd0v8tlsVgICQm5rD58fHzw8fG5IvEsWrSIMmXKkJSUxGuvvcawYcP46aefCAgIuCL9lyR6J6GIiIiIiIiISAnl5eVFSEgIISEh1KpVi+HDh5OUlMSpU6eA3Omv0dHRLFy4kEGDBlGvXj3mzZsHwMyZM7n11lupV68eXbp04dtvv83T97Fjx3j88cdp1qwZsbGx9O7dm82bN+dpM2fOHNq3b0/jxo15/PHHSU9PB3JH2a1bt46vvvqK6OhooqOjOXLkiCuenTt3uvrYu3cvw4cPp2HDhrRs2ZKnn37aFX9BZs2aRZMmTVz7U6ZMoWfPnueN5UKCg4MJCQmhfv36PPvss5w4cYL4+Hjeffddunfvnq997969efvtt5kyZQqzZ89m6dKlrvzWrl3ranf48GEGDRpEgwYN6NGjB5s2bcrTz+LFi+nWrRt169alffv2fP7553nOt2/fng8//JAxY8bQsGFD2rVrx/Tp0y+az+VQkVBERERERERE5DqQkZHBvHnzqF69OkFBQXnO/fvf/2bQoEEsXLiQ1q1b89///pfJkyfz+OOPs3DhQp544gneeecd1/TljIwM7r77bpKTk3n//feZO3cuw4YNw+n8/5GVhw4dYunSpXz44Yd89NFHrF+/nk8++QSAsWPH0rBhQ/r378/KlStZuXIllSpVyhdzcnIyd999N7Vq1WLGjBl8+umnpKSk8NhjjxUp9wvFUljnRifm5OTQt29f9u7dy5YtW1znd+3axY4dO+jduzdDhgzh1ltvpU2bNq78GjZs6Go7efJkhg4dypw5c4iIiODJJ58kJycHgG3btvHYY4/RtWtX5s+fzyOPPMLbb7/NrFmz8sQzdepU6taty5w5c7jzzjt56aWXSEhIKFJORaHpxiIiIiIiIiIiJdSyZctcxanMzExCQkL46KOPXCtyn3PPPfdwyy23uPbff/99Ro8e7TpWtWpV9u7dy/Tp0+nVqxc//vgjp06dYsaMGa6CY/Xq1fP0aRgGEyZMcK363aNHD1avXs3jjz9OQEAAnp6e+Pj4XHB68bRp06hTpw5PPPGE69j48eNp27Yt+/fvp0aNGoV6DheKpTBOnz7Nu+++i7+/P/Xr1yc4OJjWrVsza9Ys6tevD+SOYGzatClVq1YFcouKNputwPyGDBlCu3btABg1ahTdunXj4MGDREZGMnXqVFq0aMHDDz8MQI0aNdi7dy+fffYZvXv3dvVx0003cddddwEwfPhwvvjiC9atW0dkZGShcioqFQlFREREREREREqouLg4XnrpJQDS0tL47rvvGD58OD/88APh4eGudnXr1nVtnzp1iqSkJMaOHcsLL7zgOp6Tk+N6F9/OnTupXbt2vhGJfxceHu4qykHu6swpKSlFin/79u2sXbs2zyi8cw4dOlToIuGlxnJuAZTMzEwiIiJ4++23CQ4OBqB///4899xzjBkzBrPZzPz583n22WcLFU90dLRr+1wR8dSpU0RGRrJv3z46dOiQp32jRo346quvcDgcWCyWfH2YTCYqVKhQ5OdbFCoS/s/SpUupVq0agKuya7VaSUxMJDo6mtTUVI4fP06dOnU4duwYKSkpNGjQgAMHDpCWlkbjxo3ZtWsXGRkZxMXFER8fT3Z2Nq1atWLNmjU4HA7atm3L8uXLAQrctlgsNG/enFWrVuHt7U1sbCxr167F39+fmJgYNmzYQGBgIBEREWzevJng4GDCwsLYvn07FStWJCgoiN27dxMeHo6Pjw8JCQmuKr9yUk7KSTkpJ+WknJSTclJOykk5KSflpJzy55STk0OlSpVIT08nOzubgIAAzp49m2dabXFxOp1YrVYMw8Bms+Hj44PD4cBut+Pr64vdbicnJwc/Pz+ys7NdbcqXL4/T6SQ8PJzRo0ezaNEipk+fzrBhwzh79qyr77S0NAICAkhNTQXglVdeITIyEpPJhK+vL5mZmXh4eJCTk4PJZHLdOzMzE4vFgre3t6uNw+HAZDK5zlmtVux2u+s+Xl5eOBwObDZbnpxsNhsA6enp2Gw27HY7rVu35umnn8Zms+FwOPD19SU7O5vy5cuTk5NDVlYWTqeTMmXKkJGRQVZWFpBbFIXcUYQmk8mV39mzZ7Fara5YzGYzvr6+ZGRkYDab8fHxISMjA4Avv/wSi8VChQoVKFeuHFlZWa6cGjVqhKenJwsXLsRkMmGz2bjppptIS0vD29ubnJwc7HY72dnZrmdlt9sByM7Odp079xmkp6eTlpaG0+nEZrORlpbmyulcPGlpaVgsFgzDICcnJ09OTqcTh8NRYE4AWVlZxMfH5/v9tGPHDlfh80JMhmEYV+KLXFI5HA7i4+OJjY11VWpFREREREREpHSwWq2uaa1/XzF3wIABHDtztFhXNw4rW7lIi1OMHj2aM2fO8P7777uOOZ1OmjRpQv/+/Rk9ejRHjhyhQ4cOzJkzh1q1arna3XTTTQwYMMA15fWfZs+ezWuvvcbSpUsLHE04ZcoUlixZwty5c13HvvjiC7766it+/fVXIHfKbY0aNfKMVvxnPJMnT2bx4sX8+OOPeHgUbizbrFmzGD9+PH/++WehY/mntWvXMnjwYNavX0/ZsmXPe69//etf7Ny5Ey8vL0JDQ3nllVdc51544QVOnDjBhx9+eN78AM6cOUPTpk356quviIuL48knn+T06dN5FiuZNGkSK1as4McffwRyFy4ZPHgw9957r6tNz5496dixIyNHjswX5/m+x1D42pcWLhERERERERERKaFsNhsnTpzgxIkTJCQk8Oqrr5KZmcnNN998wetGjhzJxx9/zJdffsn+/fvZvXs3M2fOZOrUqQB069aNChUq8PDDD7NhwwYOHz7M4sWL863SeyHh4eFs3ryZI0eOcOrUqQJHZ955552kpaXxxBNPsGXLFg4fPszKlSsZM2YMDoejaA/jKujXrx9r1qxhxYoV9OnTJ8+58PBwdu/ezb59+zh16pRrFOHFDBkyhNWrV/Pee++xf/9+Zs+ezbfffsuQIUOuRgqFpunGIiIiIiIiIiIFMDJzR/gV1704/4C28/r9999p3bo1AP7+/tSsWZO3336buLi4C17Xr18/fHx8+Oyzz/jXv/6Fn58fUVFR3HPPPQB4eXnx+eef88Ybb3D//ffjcDiIjIzkxRdfLHRsQ4YMYfTo0XTr1g2r1crSpUvztalYsSLTpk3j3//+N0OHDsVms1G5cmXatGmTb/EVd4iIiKBhw4akpqbSoEGDPOf69+/PunXr6NOnD5mZmXz11Vd53gN5PnXq1OGtt97inXfe4YMPPiAkJIRRo0blWbTEHTTdWNONRUREREREREqt803THDlyJMnJycUaS2hoKFOmTCnWexa3ffv2ceutt/Lzzz/nWy35WmQYBl26dGHgwIHcd9997g7nvK7EdGONJBQRERERERER+YfrvVjnDqmpqSxevJgyZcpQqVIld4dzUSkpKcydO5fk5GS3j/IrDioSioiIiIiIiIjIVTd27Fi2b9/OSy+9hJeXl7vDuaiWLVtSrlw5XnnlFQIDA90dzlWnIqGIiIiIiIiIiFx17733nrtDKJLdu3e7O4Ri5f43QIqIiIiIiIiIiIhbqUgoIiIiIiIiIiJSyqlIKCIiIiIiIiIiUsqpSCgiIiIiIiIiIlLKqUgoIiIiIiIiIiJSyqlIKCIiIiIiIiIiUsp5uDsAEREREREREZFrzciRI0lOTi7We4aGhjJlypRiveelGj16NGfOnOH999+/ov0eOXKEDh06MGfOHGrVqnVF+74aoqOjee+99+jYseMlXd++fXsGDx7Mvffee0X6uxwqEoqIiIiIiIiI/ENycjLHko7jay5fLPfLcp4q8jUpKSm8/fbbrFixgpMnTxIYGEhMTAyPPPIIDRs2vApRXn2VKlVi5cqVlCtX7rL6OV+x7WoVN68HKhL+z9KlS6lWrRoABw8eJDIyEqvVSmJiItHR0aSmpnL8+HHq1KnDsWPHSElJoUGDBhw4cIC0tDQaN27Mrl27yMjIIC4ujvj4eLKzs2nVqhVr1qzB4XDQtm1bli9fDlDgtsVioXnz5qxatQpvb29iY2NZu3Yt/v7+xMTEsGHDBgIDA4mIiGDz5s0EBwcTFhbG9u3bqVixIkFBQezevZvw8HB8fHxISEigevXqykk5KSflpJyUk3JSTspJOSkn5aSclJNyOk9OOTk5VKpUifT0dLKzswkICODs2bM4nU58zeXpWG4CxWHJ6TE4nU6sViuGYWCz2fDx8cHhcGC32/H19cVut5OTk4Ofnx/Z2dk8+OCDGIbBiy++SKVKlcjMzGTlypUcPXqU+vXrk5GRgWEYrpyAArdNJhP+/v6kp6djNpvx9fUlIyMDs9mMj48PmZmZWCwWvL29yczMxMPDwxXXuXNWqxUvLy9MJhPZ2dl4eXkBYLPZ8Pb2zpeTzWbDy8sLwzDy5ORwOAgKCiIrKwun04m/v79ru0yZMoXOCcDhcJCWlpYnJ7vdjmEYpKWl5cvJ09OTrKwsPD09C50T4HoO5/ucHA4Hfn5+WK3WfDkZhoHVaiUtLY2AgAAAMjIycDqdRfqcALKysoiPj8/3+2nHjh0EBwdf9DtoMs5lVEo5HA7i4+OJjY3FYrG4OxwRERERERERKUZWq5X9+/dTo0YNfHx8XMcHDBhA2nF7sRYJAyt6Mn369EK1P3PmDE2bNuXrr7+mWbNm5203depUZs2axeHDhwkMDOTmm2/m6aefxt/fH4BZs2Yxfvx4Jk+ezPjx4zl27BiNGjViwoQJhIaGArm1k0mTJjFz5kwsFgt9+vQhJSWFs2fPukbkGYbBp59+yvfff8+JEyeIiIjgoYceokuXLgCsXbuWwYMH8+mnnzJ58mT27NnDp59+SvPmzfPE+8/pxueu++KLL/jXv/5FQkICtWrVYvz48dSsWfO8eRd2JOGKFSv44IMP+Ouvv7BYLMTGxjJ27FjXQDKbzcbEiRP5+eefSUtLIyQkhAEDBjBixIgC7/Puu+/y3Xff8dlnn1GrVi02btzIf/7zH7Zu3Uq5cuXo1KkTTzzxBH5+fsCVm258vu/xuc+vMLUvLVwiIiIiIiIiIlLC+Pn54efnx5IlS7DZbOdtZzKZGDt2LPPnz2fixImsWbOGf/3rX3naWK1WPv/8cyZNmsQ333xDUlISb7zxhuv8559/zsyZM3n99df57rvvSEtL45dffsnTx1tvvcWsWbN46aWXWLBgAffeey9PP/0069aty9PuX//6F08++SQLFy4kOjq60PlOnjyZ0aNHuwqVzz33XKGvvZCsrCzuu+8+ZsyYwRdffIHJZOLhhx/G6XQC8PXXX/Prr7/y1ltvsWjRIiZNmkR4eHi+fgzD4LXXXmPmzJl899131KpVi927dzN06FA6derEvHnzmDx5Mhs2bODVV1+9IrFfaZpuLCIiIiIiIiJSwnh4eDBx4kReeOEFvv/+e2rXrk2zZs3o2rUrMTExrnbnRqgBVK1alUcffZSXXnqJl156yXXcbrfz8ssvu0bP3XXXXXne2ffll19y//3307lzZwBefvllVq5c6TqfmZnJ1KlT+fLLL13vQqxatSobNmxg+vTpeUY6jho1ilatWhU538cff9zVz/3338/9999PdnY23t7e573miSeeyDdyzmaz0bZtW9f+uZzOGT9+PC1atGDv3r1ERUWRlJRE9erVady4MSaTqcACYU5ODs888wzbtm1j2rRphIWFAfDZZ5/RvXt312cQERHB2LFjGTRoEC+99NIFY3cHFQlFREREREREREqgzp07065dO/788082bdrEypUr+fTTT3nttdfo3bs3AGvWrOGjjz5i7969pKen43A4yM7OJjMz0zXl1dfX11UghNxVllNSUgA4e/YsJ06cyLMQioeHB3Xr1nW9k2/v3r1kZ2czZMiQPPHZ7fZ8KxTXq1fvknL9+6jDkJAQIHfhlsqVK5/3mjFjxtCyZcs8x/7973/jcDhc+4cOHeLtt98mPj6e06dPu3JKSkoiKiqKXr16MWTIELp06UKbNm1o164drVu3ztPnhAkT8PLyYvr06ZQv//8L3Wzfvp2DBw8yf/581zHDMHA6nRw5coTIyMhLeBJXj4qEIiIiIiIiIiIllLe3N61ataJVq1Y88sgjjB07lilTptC7d28SExO5//77GThwII8++iiBgYFs2LCBsWPHkpOT4+rDwyNvechkMlGUJSzOtf3oo4+oWLFinnPnFvs4x9fXt6gp5ovRZDIBuKYEn09ISIhroZtz/P39OXPmjGv/gQceoFKlSrz22muEhobidDq57bbbsNvtANSpU4elS5eyYsUK/vjjDx577DFatmzJO++84+qjZcuWLFiwgJUrV9KjRw/XcafTycCBAxk0aFC+2CpVqlSE7IuHioQiIiIiIiIiIteJG264gSVLlgCwbds2HA4Ho0ePdq2A+9NPPxWpv4CAAEJCQoiPj6dp06ZA7vTa7du3U7t2bQAiIyPx8vLi6NGjF1xE5Vpz+vRpEhISeOWVV2jSpAkAf/75Z752ZcqUoWvXrnTt2pXOnTszbNgwUlNTCQoKAqBDhw60b9+eJ598EovFQrdu3QCoXbs2f/31V75C5bVKRUIRERERERERkRLm9OnTPProo/Tp04fo6Gj8/f3Ztm0bn376KR06dACgWrVq5OTk8PXXX9O+fXs2bNjA999/X+R7DR48mE8++YSIiAhq1qzJF198kWc0XpkyZRgyZAgTJkzAMAwaN25Meno6mzZtws/Pj169el2xvK+kwMBAgoKCmD59OiEhIRw9epT//Oc/edp88cUXhISEEBMTg9lsZtGiRYSEhFC2bNk87Tp16sSkSZN45plnsFgsdOnSheHDhzNgwABefvll+vfvj6+vLwkJCfzxxx+88MILxZlqoahIKCIiIiIiIiJSgCznKZacHlNs9wqk4sUb/o+/vz8NGjTgyy+/5NChQ+Tk5BAWFka/fv144IEHAKhVqxZjxozhk08+4c0336RJkyY88cQTPPvss0WKbciQIZw4ccI1IrFPnz506tSJs2fPuto89thjBAcH89FHH3HkyBECAgKoXbu2K5ZrkdlsZvLkybz22mvcdttt1KhRg+effz7P9GA/Pz8++eQTDh48iNlspl69enz88ceukZl/16VLF5xOJ8888wxms5lbbrmFr7/+mrfeeos777wTyF3QpWvXrsWWY1GYjKJMMr8OORwO4uPjiY2NzbfijYiIiIiIiIhc36xWK/v376dGjRr4+Pi4jo8cOZLk5ORijSU0NJQpU6YU6z3l+nC+7zEUvvalkYQiIiIiIiIiIv+gYp2UNvnHRoqIiIiIiIiIiEipoiKhiIiIiIiIiIhIKacioYiIiIiIiIiISCmnIqGIiIiIiIiIiEgppyKhiIiIiIiIiIhIKacioYiIiIiIiIiISCmnIqGIiIiIiIiIiEgp5+HuAK4VS5cupVq1agAcPHiQyMhIrFYriYmJREdHk5qayvHjx6lTpw7Hjh0jJSWFBg0acODAAdLS0mjcuDG7du0iIyODuLg44uPjyc7OplWrVqxZswaHw0Hbtm1Zvnw5QIHbFouF5s2bs2rVKry9vYmNjWXt2rX4+/sTExPDhg0bCAwMJCIigs2bNxMcHExYWBjbt2+nYsWKBAUFsXv3bsLDw/Hx8SEhIYHq1asrJ+WknJSTclJOykk5KSflpJyUk3JSTsrpPDnl5ORQqVIl0tPTyc7OJiAggLNnzwIUuG0ymfD39yc9PR2z2Yyvry8ZGRmYzWZ8fHzIzMzEYrHg7e1NZmYmHh4eeHp6kpWVhaenJxaLBavVipeXFyaTiezsbLy8vACw2Wx4e3tjGAY2mw0fHx8cDgd2ux1fX1/sdjs5OTn4+fmRnZ2Nw+HAz88Pq9WK0+nE39+frKwsnE4nZcqUISMjA8MwlFMpyAkgKyuL+Pj4fL+fduzYQXBwMBdjMgzDuGir65jD4SA+Pp7Y2FgsFou7wxERERERERGRYmS1Wtm/fz81atTAx8fHdXzkyJEkJycXayyhoaFMmTLlivY5ZcoUlixZwty5cwvVPjo6mvfee4+OHTtekfsPGjSImJgYxo4de0X6u5KK+myuZef7HkPha18aSSgiIiIiIiIi8g/JyckcO5pEoNNULPdLMxdtDNcDDzyA1Wrliy++yHdu06ZNDBw4kFmzZjFkyBDuvvvuKxRl0U2ZMgUPj8srP40ePZrZs2cD4OHhQVhYGLfccgsjR47Ez8+vUH1c6eLn9UhFQhERERERERGRAgQ6TYxM8S2We00JzipS+759+/LII4+QmJhIeHh4nnMzZ86kVq1a1KlTBwB/f/8rFmdRBQUFXZF+2rRpw4QJE8jJyeHPP//k+eefJzMzk5dffvmK9C9auEREREREREREpMRp164dwcHBrhF252RlZbFw4UL69u0L5I7k69mzZ542M2bMoFu3btStW5fWrVvzyiuvnPc+7777Li1btmTDhg00atSIRYsW5Tn/66+/EhsbS3p6eoHXDxo0iNdff9213759ez788EPGjBlDw4YNadeuHdOnT79ovl5eXoSEhFCpUiW6d+9O9+7dWbp0KYZh0KlTJz777LM87ffs2UNMTAyHDh2iffv2ADz88MNER0e79s+ZM2cO7du3p3Hjxjz++ON5crHZbLz22mu0aNGCevXqcccdd7BlyxbX+bVr1xIdHc3q1avp3bs3DRo0YODAgezbt++iOV1rVCQUERERERERESlhPDw86NmzJ7NmzeLvy00sWrQIu91O9+7dC7zuu+++45VXXqF///7Mnz+f999/37WQ698ZhsFrr73GzJkz+e6772jcuDHdunVj1qxZedrNmjWLzp07U6ZMmULHPnXqVOrWrcucOXO48847eemll0hISCj09QA+Pj7Y7XZMJhN9+vTJF9fMmTNp0qQJ1apVY8aMGQBMmDCBlStXuvYBDh06xNKlS/nwww/56KOPWL9+PZ988onr/KRJk1i8eDETJ05k9uzZVK9enWHDhpGamprnfpMnT2b06NHMnDkTi8XCc889V6R8rgUqEoqIiIiIiIiIlEB9+vQhMTGRtWvXuo7NnDmTW265hcDAwAKv+eCDD7jvvvu45557qFGjBvXr1+fee+/N0yYnJ4dnnnmGVatWMW3aNCIiIgDo168fK1eu5Pjx4wCcOnWKZcuW0adPnyLFfdNNN3HXXXdRvXp1hg8fTrly5Vi3bl2hr9+yZQvz58+nRYsWAPTu3Zv9+/e7RvjZ7XbmzZvniqt8+fIAlC1blpCQENc+5BZDJ0yYQFRUFE2aNKFHjx6sXr0agMzMTL7//nueeeYZ2rZtyw033MCrr76Kt7d3nkIjwOOPP06zZs244YYbuP/++9m0aRPZ2dlFei7upiKhiIiIiIiIiEgJFBkZScOGDZk5cyaQOyruzz//PG/RLiUlheTkZFdx7XwmTJhAfHw83377LWFhYa7j9evX54YbbnCtBjxv3jwqVapE06ZNixR3dHS0a9tkMlGhQgVSUlIueM2yZcto2LAh9erVY8CAATRt2pQXXngByF0Vum3btq7C3bJly8jOzqZLly4XjSU8PDzPKMjQ0FBXLIcOHcJut9OoUSPXeU9PT+rXr59v5OPfcwoJCQG4aE7XGhUJRURERERERERKqL59+/Lzzz+Tnp7OzJkzqVy58nmLgN7e3oXqs2XLlhw/fpyVK1fmO9evXz9XUXLmzJn07t0bk6loK0D/c7Vjk8mUZ8p0QeLi4pgzZw6LFi1iy5YtvPvuuwQHB+eJa+HChVitVmbOnEnXrl3x9b34ojMFrbz8z1j+mZ9hGPmO/b2fc+ecTudF738tUZFQRERERERERKSEuvXWWzGbzcyfP585c+ZcsGhXpkwZwsPDXdNpz6dDhw785z//4fnnn2fBggV5zvXo0YOkpCS++uor9u7dS69eva5YLhfi6+tL9erVCQ8Px9PTM9/5tm3b4uvry7Rp0/j999/zjab09PTE4XAU6Z7VqlXD09OTDRs2uI7Z7Xa2bdtGZGTkpSVyDctfLhURERERERERkRLB39+frl27MnnyZM6ePUvv3r0v2H7kyJG8+OKLBAcHc9NNN5GRkcHGjRsZNGhQnnadOnVi0qRJPPPMM1gsFtfU3cDAQNe5Vq1a5ZmO7E4Wi4XevXvzn//8h2rVqtGwYcM8588VRxs1aoSXl9d539n4d35+ftxxxx1MmjSJwMBAKleuzKefforVanWtHn09UZFQRERERERERKQAaWaDKcFZxXavi0+OLVjfvn2ZMWMGrVu3pnLlyhds26tXL7Kzs/niiy+YNGkSQUFB5313X5cuXXA6nTzzzDOYzWZuueUW1/1+/PHHIi9YcrX17duXDz/8sMC4nn32WSZOnMgPP/xAxYoV+fXXXwvV51NPPYVhGDzzzDNkZGRQt25dPv3000IVGUsak3GxSd/XOYfDQXx8PLGxsVgsFneHIyIiIiIiIiLFyGq1sn//fmrUqIGPj4/r+MiRI0lOTi7WWEJDQ5kyZUqx3vNSzJs3j9dff53ff/8dLy8vd4fjsmHDBgYPHszy5cupUKGCu8MpVuf7HkPha18aSSgiIiIiIiIi8g8loVhX3LKysjhy5Agff/wxAwcOvGYKhDabjaSkJN5++226dOlS6gqEV4oWLhERERERERERkYv69NNPuf322wkODub+++93dzguP/74I126dCE9PZ1nnnnG3eGUWJpurOnGIiIiIiIiIqXWhaZpipQUV2K6sUYSioiIiIiIiIiIlHIqEoqIiIiIiIhIqVfKJ1pKCXclvr8qEoqIiIiIiIhIqeXp6QlAZmammyMRuXTnvr/nvs+XQqsbi4iIiIiIiEipZbFYCAoKIjk5GQA/Pz9MJpOboxIpHMMwyMzMJDk5maCgoMtab0NFQhEREREREREp1cLCwgBchUKRkiYoKMj1Pb5UKhL+z9KlS6lWrRoABw8eJDIyEqvVSmJiItHR0aSmpnL8+HHq1KnDsWPHSElJoUGDBhw4cIC0tDQaN27Mrl27yMjIIC4ujvj4eLKzs2nVqhVr1qzB4XDQtm1bli9fDlDgtsVioXnz5qxatQpvb29iY2NZu3Yt/v7+xMTEsGHDBgIDA4mIiGDz5s0EBwcTFhbG9u3bqVixIkFBQezevZvw8HB8fHxISEigevXqykk5KSflpJyUk3JSTspJOSkn5aSclJNyukhO27dvx+l0EhcXx/r16wFo2rRpvm2z2UyDBg3YtGkTXl5exMTEsGXLFnx9falZsybbt2+nTJkyhIeHs3v3boKCgqhQoQJ79+4lODiYsmXLsn//fkJDQ/H29ubw4cNUrlwZgKNHj1K1alWys7NJTk6mRo0anDlzhpSUFG644QZOnjxJamoq0dHRJCYmkp6eTp06ddi3bx9ZWVnUr1+fXbt2YbPZaNiwIZs3b8bpdBaYh3K6PnLavHkzvr6+hISE8PPPPxf4+2nHjh0EBwdzMSajlL+Zs7DLQIuIiIiIiIiIiJQ0ha19aeESERERERERERGRUk5FQhERERERERERkVJORUIREREREREREZFSTkVCERERERERERGRUk5FQhERERERERERkVJORUIREREREREREZFSTkVCERERERERERGRUk5FQhERERERERERkVJORUIREREREREREZFSTkVCERGRS2S1WklOTnZ3GCIiIiIiIpdNRUIREZFL9Oyzz9K3b19SU1PdHYqIiIiIiMhlUZFQRETkEm3atAmAY8eOuTkSERERERGRy6MioYiIyGU6ffq0u0MQERERERG5LCoSioiIXIKzZ8+6tjWSUERERERESjoVCUVERC7B4cOHXduHDh1yYyQiIiIiIiKXT0VCERGRS5CQkODa3rdvnxsjERERERERuXwqEoqIiFyCv/76y7W996+9GIbhxmhEREREREQuj4qEIiIil2Dv3r2YsVDJqzFn089y/Phxd4ckIiIiIiJyyVQkFBERKSLDMNi/fz/+ljCCPKoBsH//fjdHJSIiIiIiculUJBQRESmiM2fOkJGRgb8lFH9zRQCOHj3q5qhEREREREQunYqEIiIiRXT69GkAfEyBeJvL5jkmIiIiIiJSEqlIKCIiUkQ2mw0As8kTi8krzzEREREREZGSSEVCERGRIvLyyi0MOo0cHIY9zzEREREREZGSSEVCERGRIgoKCgIg2zhDtvNMnmMiIiIiIiIlkYe7A7hWLF26lGrVcleoPHjwIJGRkVitVhITE4mOjiY1NZXjx49Tp04djh07RkpKCg0aNODAgQOkpaXRuHFjdu3aRUZGBnFxccTHx5OdnU2rVq1Ys2YNDoeDtm3bsnz5coACty0WC82bN2fVqlV4e3sTGxvL2rVr8ff3JyYmhg0bNhAYGEhERASbN28mODiYsLAwtm/fTsWKFQkKCmL37t2Eh4fj4+NDQkIC1atXV07KSTkpJ+V0hXNas2YNMTExJO9PwVL1IDfm3EhwcDCLFy8usTldj5+TclJOykk5KSflpJyUk3JSTsopjB07dhAcHMzFmAzDMC7a6jrmcDiIj48nNjYWi8Xi7nBERKSEGDZsGAl/HaCyV2MOZ6/m22+/pWrVqu4OS0REREREJI/C1r403VhEROQS1KxZE4dh45htC15eXlSuXNndIYmIiIiIiFwyFQlFREQuQc2aNQGwGxlERERoNLqIiIiIiJRoKhKKiIhcgho1ahS4LSIiIiIiUhKpSCgiInIJqlSpUuC2iIiIiIhISaQioYiIyCUIDQ11bVesWNGNkYiIiIiIiFw+FQlFREQugaenp2s7ODjYjZGIiIiIiIhcPhUJRURELlPZsmXdHYKIiIiIiMhlUZFQRETkMvn5+bk7BBERERERkcuiIqGIiMhl8vHxcXcIIiIiIiIil0VFQhERkctksVjcHYKIiIiIiMhlUZFQRERERERERESklFORUERE5DKZTCZ3hyAiIiIiInJZVCQUERG5TIZhuDsEERERERGRy6IioYiIyGXSSEIRERERESnpVCQUERG5TBpJKCIiIiIiJZ2KhCIiIpdJIwlFRERERKSkU5FQRERERERERESklFORUEREREREREREpJRTkVBERERERERERKSUU5FQRERERERERESklFORUEREREREREREpJRTkVBERERERERERKSUU5FQRERERERERESklFORUEREREREREREpJRTkVBERERERERERKSUU5FQRERERERERESklFORUEREREREREREpJRTkVBERERERERERKSUU5FQRERERERERESklFORUEREREREREREpJRTkVBERERERERERKSU83B3ANeKpUuXUq1aNQAOHjxIZGQkVquVxMREoqOjSU1N5fjx49SpU4djx46RkpJCgwYNOHDgAGlpaTRu3Jhdu3aRkZFBXFwc8fHxZGdn06pVK9asWYPD4aBt27YsX74coMBti8VC8+bNWbVqFd7e3sTGxrJ27Vr8/f2JiYlhw4YNBAYGEhERwebNmwkODiYsLIzt27dTsWJFgoKC2L17N+Hh4fj4+JCQkED16tWVk3JSTspJOV2lnDw8PKhRowYrVqygc+fO10VO1+PnpJyUk3JSTspJOSkn5aSclFNpzmnHjh0EBwdzMSbDMIyLtrqOORwO4uPjiY2NxWKxuDscEREpQW666SYA5syZQ/ny5d0cjYiIiIiISH6FrX1purGIiMhlMplM7g5BRERERETksqhIKCIicplK+aB8ERERERG5DqhIKCIicpk0klBEREREREo6FQlFREQuk4qEIiIiIiJS0qlIKCIicpmcTqe7QxAREREREbksKhKKiIhcJrvd7u4QRERERERELouKhCIiIpcpKyvL3SGIiIiIiIhcFhUJRURELlNaWpq7QxAREREREbksKhKKiIhcgpycHNf28ePH3RiJiIiIiIjI5VORUERE5BLs37/ftZ2QkODGSERERERERC6fioQiIiKXYNOmTa7t+Ph49wUiIlIMNmzYwLfffothGO4ORURERK4SD3cHICIiUtIYhsHixYsxY6GspSo7d+7kwIEDREREuDs0EZGr4vHHHwegUaNG1KpVy83RiIiIyNWgkYQiIiJF9Ouvv/LXX38R5tWQG/26AfDxxx+7OSoRkasjKSnJtb127Vo3RiIiIiJXk4qEIiIiRZCUlMQ777yDxeRFLb/ehHk2oIJHDCtXrmTBggXuDk9E5IrT6xVERERKBxUJRURECun48eM89uhjnD59mtp+/fC3hGAymahfZhBe5jL8a9K/WLp0qbvDFBG5oux2e4HbIiIicn1RkVBERKQQVq1axbBhw0k6lkQtv17U8GnnOlfGEkqLgMexmLx5+eWXee+997DZbO4LVkTkCvr7Owj1PkIREZHrl4qEIiIiF3Dy5EkmTZrEmDFjSD+TQT3/u7jRt2u+doEe1WgZ8DRlLGFMnz6dESMeYMuWLW6IWETkyrrxxhtd23FxcW6MRERERK4mrW4sIlJCnTx5Eg8PD4KCgtwdynUpNTWV7777jtmzZpNty6aspSqNywwjwKPyea8J9KjKTYHPsyNjBgkJy3jkkUdo1qwZQ4YMoXbt2sUYvYjIlWMymVzb1apVc2MkIiIicjWpSCgiUgLZ7Xb6D+hP+XLlmDFjprvDua7s3r2b+fPn8/PPP2O1WvEzBxPrP5Aq3i0wmywXvd7D5E39MndR1bslu7Lmsm7dOtatW0fjxo3p3r07bdq0wdPTsxgyERG58sxmTUQSERG5XqlIKCJSAh07dowcew7JySewWq34+Pi4O6QS7ezZs/z666/Mnz+fPXv2AOBrDqaefx+qe7fGbCr6H5flPGvQwvMxUux/sTtrPhs2bGDDhg0EBgZy66230q1bN6pXr36lUxERuar+PqpQREREri8qEoqIlEAJCQmu7X379mkq6yVIS0tj5cqVLFu2jA0bNpCTk4MJC5W8GlHduw0hnrUxmS5/xEyw54209HyCdMdxDll/5/DZP/j+++/5/vvvqVGjBu3ataNt27bUqFFDP3yLiIiIiIjbqEgoIlIC7dq1y7W9e/duFQkL6dixY6xZs4YVK1awceNGnE4nAIGW6lT2a0JV7xb4mAOvyr3LWCpS278vMX63c8y2mSPZazh0YDtTp05l6tSpVK1ajXbt2tKyZUtiYmKwWC4+tVlERERERORKUZFQRKQEOnDggGt7//797gvkGme329m6dStr165lzeo17D/w/8+qnEcklX0aUcmrEX6WCsUWk9nkQWXvxlT2bkyOYSXZto2jtg0kHdnK119/zddff03ZsmWJi4ujefPmNGvWjMDAq1O4FBEREREROUdFQhGREujEiROu7ZMnT7oxkmvPsWPHXIuF/Ln+TzKzMgGwmLwI82xAqFc9KnrWx9dSzs2RgofJh8reTajs3QSHYeOEfSfHbVtJTt/KL7/8wi+//ILJZKJWrVrExcXRrFkzjTIUEREREZGrQkVCEZESKCsrC5MPGFbIzMx0dzhulZWVRXx8/P8Kg+s5fPiQ61wZSxg1fVoS6lmPYM8bsZiu3VWFLSYvwrwaEObVAMMwOOs4SrJ9G8dtW9m5Yzc7duxg6tSpBJQJoEnTJjRt2pRmzZoRGhrq7tBFREREROQ6oCKhiEgJlJ6eDp4GphwTGRkZ7g6n2B0+fJjVq1ezZs0a4uM3k5NjB3JH5oV5xhLiVYdQzzr4W0LcHOmlMZlMlPUIp6xHODf4dsbuzOJkzi6Sbds5kbmd3377jd9++w2AiOoRNG/RnJYtW1K3bl08PPRHu4iIiIiIFJ1+khARKWEyMzNJTU3FUhGcGBw9ehTDMK7rlXHtdjubN29m9erVrF69miNHjrjOBVqqE+qbWxQs51ETs6n4/mg7ad9FQtYvRPp2ooJnzFW7j6fZl0peDank1RDDMMhwJnPCtp1k+w6OHNrF9wdzV0v29/enWbNmtGjRgubNmxMUFHTVYhIRERERkeuLioQiIiXM7t27ATAHGZi84OzhsyQlJVG5cmU3R3ZlORwONm3axC+//MLy5SvIzMwdMelp8qWSV2MqetYj1KsePuaybotxd+Z8UnL2kGNYqRB49YqEf2cymShjqUgZ34rU8G2Pw7CTYt/DcftWkrO2uEYZmkwmYmNj6dSpE23btiUgIKBY4hMRERERkZJJRUIRkRJm+/btAFiCDZy+JjgM27Ztuy6KhIZhsGfPHn755ReWLllKyqkUAPzMwUT6tKKiVz3Ke9xQrKMFC2JzprPPupTTObmrJac7jmFzpuNlLlPssVhMnoR61SHUqw6G3wAynMc5btvCMdtmNm2KZ9OmTbz55mRatmxBx44dadmyJV5eXsUep4iIiIiIXNtUJBQRKWH27dsHgDkITF5GnmMl2c6dO/noo4/YuHEjAF7mMkR4t6OKdxzlPCKvmenUOYaVVWcmcdaR5DqWbZxh1ZlJtAl8Dg+Tj9tiyx1lGEYZ3zAifW8hy3GKRNt6jmSvYcWKFaxYsYIKFSowZMgQunTpovcXikiR2Ww2d4cgIiIiV4l+OhARKWFOnDgBJjD5/uNYCXX48GE++eQTli1bBkBFz3pE+LQjxLO220cMFmR35o95CoTnnHUksTvzR+r493VDVAXztZTnBt/O3ODbmTM5iRzOXs2BlN+YNGkS33//Pffffz9t2rS5ZgqwInJtys7Odm3v3Lnzuhi5LiIiIvmZ3R2AiIgUTUZGBiZPMJnA5PX/x0qipKQkhg+/n2XLllHOI5JWZZ8hruwoKnrVvyYLhAAp9l2XdM7dynqEU8e/Lx2CxhPh3Y7DhxJ5/vnnmTt3rrtDE5FrmGEYvPfee679Tz75hFOnTrkxIhEREblars2fwERE5LysVitY/rfzv//+fZRHSeF0OpkwYQKZmRnU87+TCO92JWJEW5bzNB988EGB5x576NlijqbofMyB1C9zFzV9O7DyzBu89977NGnShCpVqrg7NBG5xhw+fJh33nmHtWvXYvhWwQioy9Gjixg6dBiPPjqKtm3bloj/b4uIiEjhaCShiMh1wDAMd4dQZNu2bSM+Pp7yHjeWmALh9aSMJYxo355kZ1v573//6+5wROQasnv3bl599VUGDRrE2rVrcZath+PGp3GG98UR3p+UU6mMGzeOoUOH8vPPP2O3290dsoiIiFwBGkkoIlLCBAQEYCSBYYDxvwGEZcuWdW9QlyAqKorQkFBSTh4gy5mCn6WCu0MqtAcffLDA496mkvM5GIZBki13kZjWrVu7ORoRcTen08nvv//O9OnT2bZtGwCGb1WclXpgBDbMfccFYFTsTE5QQ8xJc9mbsI7XXnuN999/n169etGrV68S+eeRiIiI5NJIQhGREqZmzZrgAGcaOE/nHqtRo4Z7g7oEPj4+PPDgAzgMOyvOvM5B6+8YhtPdYV2Ur7ncJZ27lqTmHGTlmTc4ad9Jy5YtadasmbtDEhE3Wr16Nffeex8vvPAC27ZtxxnYAMcNT+KIeREjqBGYTJjO7sK89x1MZ3eBdyjOiOHk1J6AM7QLp85k89lnn9G3Xz+mTp2a+1oMERERKXE0klBEpIRp3LgxCxYswHHchJH5/8dKog4dOnDq1Ck+++xzNmd8xQHrcur49yPYI+qanX4c7BlDquPgec9dy7Icp9mTNZ+D2SsBg/bt2/PYY4+5OywRcZN9+/bx0UcfsXr1ajCZcQa3wVnxVvCpmK+tOWkepvTdGE4rjoD//b/OuwLOKv1wVuqBKeV3rMcXMnXqVBYsWMiIEffTvn17LBZLvr5ERETk2mQySuKLrK4gh8NBfHw8sbGx+kuMiJQIqamp9OjRA0uYgZEJ3jl+LPhxAR4eJffffVJSUvj444/56aefAChjqUR179ZU8W6BtznAzdHllWNY+T1tPGcdSXmOB1gq0yZwDB4mHzdFVjCnkcNx+zYOWX8n2b4VA4PImpE8+tijxMbGujs8ESlGhmFw5MgR1q1bx/Lly4mPjwfAGVAHZ5WB4Fs5/0U56ZiTl2A6vgiTYcfwCMRR+xXwKJO/rSMb8/GFmJMXg9NOaGhFOnbsQIsWLahVqxZeXl5XN0EREREpUGFrXyoSqkhY4mzZsoWpU6cyYsQIYmKu7VE7IlfLrbfeSpZnOkamiYjwGnz55ZfuDumK2LlzJzNmzGDZsmXY7XbMWKjoFUt179ZU8IzBbLo2CqE2Zwb7rEtIyPoFB9n4msrTNmgcXmZ/d4fmctaRxGHrHxy2/UG28wwAtWvXpmfPnnTq1KlEF5VF5OJsNhuJiYkcOHCAvXv3kpCQwI4dO0lNPe1q4wyojVGxM0ZAHdc7B/NwZGHZPR6T9Wiew4ZPZRzRz4HFt+CbZ5/EnLwY86nV4MgCwNPTk6ioKG688UZuvPFGIiIiiIiIICDg2vqHIBERkeuRioSFpCJhyfPggw+yfft2WrRowRtvvOHucESK3cGDBxk0aBCWSgZGFnhkejNjxgyCgoLcHdoVc/bsWX7++WcW/LiAvQl7AfAy+1PRM5bKXo0J8ax1TRQMT9p3kZD1C5G+najg5qnGhmFw1pHIUdtGkmwbOOvI/aG+bNmydOnShW7dupXId1eKyPnZbDaOHTtGYmIiR48e5ciRI65fSUlJOJ153/NqeAVj+N+AERCDUbYeeF34ParmIz9gTl5U4DlnaBecVfpdOECnDdPZ3ZjObseUvhdT1iEwHHmalCtXjqpVq1KlShXCw8MJDw+ncuXKhIeHq4AoIiJyhahIWEgqEpYsR48e5Y477sAwDCweHsz44QeCg4PdHZZIscnMzOSxxx5j165d+LR04Mw0YYs307JlS1577bXrbnSYYRjs2bOHxYsXs3z5ck6cOAGAp8mXip4NqOTdmFDP2lhMpXMKm2EYpDkOkWTbyFHbBjIcxwHw9vImrnkc7du3p3Xr1priJ1KCORwOjh49yuHDhzl06BBHjhwhMTGRI0cSSU4+ToF/lfcMxPAOw/CphOETBr5VMXyrFDxF+AIsu17FlHmgwHOGXwSOmBeKlozTDtYkTFmHMVmTcretSZhsJ/MVDwECAspSpUpu4bBKlSpUrVqVatWqUbVqVfz8/Ip2bxERkVKssLWv6+unSbnurV+/HsMwMHyr4sg6zIYNG7jlllvcHZZIsThx4gRjnhvDnt178KjhxKNybpHIcczgjz/+4Nlnn+Wll166rkZemEwmoqOjiY6O5pFHHmHXrl0sX76cZcuWcSRpDUdsa/AweRPiWYdKXg2p6FkfT/P1/YOj03BwKmcvx2ybSLLFk+VMAcDX15cOLTvQtm1b4uLi8PU9zzRAEbmmJScns3HjRrZu3cpff/3Fvn37sNls/2hlwvAqh+EfBd6hGN6h4B2C4V0RvEPOPw24qGynLu3c+Zg9wa8ahl818pQ2DQfYUjBZj4PtBKbsZMhO5kz2CXbu3svOnTvzdVW5cjg33BBJnTp1aNCgATExMZjN5qLHJCIiIi4qEkqJcvbsWQAM/5qYsg679kWudxs2bODll18mNTUVj5pOvBvm/nhlMoFPCyfWtWbWr1/PsGHDeOWVV4iOjnZzxFee2Wymdu3a1K5dmwceeIC//vqL5cuXs2LFCg4e3EiSbSMmLFTwjCbMqyGVvGLxMQe5O+wrwmHYOWHfQZJtE8ftm7E50wEIKBNA51adadu2LU2bNsXb29vNkYrIpTp79iyvv/46q1ev/v/RgWZPDJ9wjDLhuSMCfcIwvMNyC4Fmz2KJ64MPPijw+AMjn71yNzFZ/r/YCf8oIDrBnoop+zhYj2GyHgPrUY4mH+Ho0RWsWLECyC0aPv30UzRu3PjKxSUiIlLKqEgoJcbp06dZvHgxQO57dE4uZ+HChXTq1ImyZcu6OTqRq8MwDL799ls++eQTMBl4N3TiUdPI8355kyW3UGjbYSJpZxIPPfQQTz75JF27dnVf4FeZyWQiKiqKqKgohg8fzqFDh/j999/5/fff2bFjByfsO9ia8S3lPW4g3KsplbwblbiCYW5hcDuJ2es5bt9MjpENQEhICG3a3EKbNm1o0KDBdTfFXKS0mjdvHn/88QcAzqDGOCt2Ab8IMJXy0XEmM3iVx/AqDwG1XAVEJ4DtNKaUlViS5nD0aCLvvPPOdbOQl4iIiDvonYR6J2GJcPLkSR4ZOZKjiYk4K96KM7wv5sPfYj7xKxERNZgy5R0CAwPdHabIFZWTk8Mbb7zB4sWLMfuBd3MHlvIXueYYZK+3YGTD3XffzfDhwzEVtGLldezkyZOsXLmS5cuXs2njJpyGEzAR7BFFZe8mVPZqhLf52vyHBaeRwwn7DhJtf3LcFo/dyF0VtEqVKtx88820adOG6OjoUveZipQGR48e5fHHnyAp6X8rCZs8MHyruH7hHZY7mtAruNgKh1f8nYSXyjAgJx2yj2PKPoYpKxGyjmDOOpR7HLBYLDz11FN069ateGISEREpQbRwSSGde1ApKSlUq1YNyF05NDIyEqvVSmJiItHR0aSmpnL8+HHq1KnDsWPHSElJoUGDBhw4cIC0tDQaN27Mrl27yMjIIC4ujvj4eLKzs2nVqhVr1qzB4XDQtm1bli9fDlDgtsVioXnz5qxatQpvb29iY2NZu3Yt/v7+xMTEsGHDBgIDA4mIiGDz5s0EBwcTFhbG9u3bqVixIkFBQezevZvw8HB8fHxISEigevXq10VO69ev588//6R81SakeLcEk4nyHsc5lbQHz/QtNG7cmDvuuKNE5XQ9fk7K6crl1Lp1a/79739z6NAhDqbu44ZGERgeTo55H6KSNQJ7Zg5H9x2jas0qOMrYOO2ZTGh2FbLNVtLspyl/JJyM1Ezi4uKIiYkhLCzM7Tm543OqWLEimzZtYs+ePezYsQNvb28CAgKwpZQhPKgWZfzL4nm6Jk7/ZJxemXimRJITmIjhYcXz5I3klDuAYbHjmRxDTsgeDJMTr+N1sFXcDlDgtskw43EiCnvoLkwOTzxOR2Cv8BemHB880sKxBydgtvlhzgglp9wBzNkBZKXbOFt2M8fPJJCemUZISAhms5l69eoRGhpKbGzsdf05KSflpJxyc7rxxhtZtGgRJ06c4MCBA2RnZ5Oens7Zs2epWLEiZ8+exZptp0LFKqRleZBjDqB8oB+n7eUxPAIo72fnpKM6niY7gR4nSbZXwdecQYDlNMds1QmwnMbfcoajtpqU8ziOrzmDI9k3EOqZiJc5i4PZ0YR77cfDZGO/tTYRtrlYrAfYv3+/a3X0c9uGXwR7PXoT6bMVp2HhYHY0NXx2kGN4kWirQXXv3dicviTbw6nivZcspz+ncypS2WsfGY6ynHWUI8zrIGcd5chy+hPqcYC0LE9ybFkEe58gNc0KOWco52fn1IkkPMwOAgMDOXHiBD4+PgQEBOBwOImMrElISAidOnXixIkT+u4pJ+WknJSTclJOBeS0Y8cOgoODVSS8GI0kLBkefPBBtu/YRU7sh3n/9dxpxyP+AZo0acKbb77pvgBFriCn08mkSZNYuHAh5goGvq2dmP4xozRzmRnnSRPmCgZ+7Zz5+jCyIWu5GecZE/feey9DhgwppuivXSdPnmT58uUsXbqUbdu2AeBtDqSad0uqebfB3xJSrPHkGFYSs9dzKPt3TufsB6BChQp06tSJm2++WSMGRQSHw0FiYiL79u3j8OHDHDlyhMOHD3P06FFOnTrPwiEmDwyvYAyvYPj7f70rgFcF8Awq/EhERxaW3eMxWY/mOWz4VMYRPRYsPoVPJicDbCcx2VIg+2Tuisa2FEy2FEz2U7nnC+Dr60ulSpVcqxtXqVKFiIgIatSooRWORURECkmrG8t1xc/PL3flO6cdLH97Mb8jE0CreMp1IyMjgzfeeINly5ZhLmfg2yp/gRCAnH/89x9M3uDTxol1uYUvvviC1NRUHnnkEby8vK5W6Ne8ChUq0KdPH/r06cOBAwf48ccfWbRoEX+d+Ym/sn4ixLM2N/p2pYLn1V30Jctxmr3WRRzO/oMcw4rZbKZVq1Z0796dZs2a6R2DIuJisVioVq2aa7bL31mtVo4dO0ZSUhLHjh1z/Tp+/DjHjh3j1KkdBXd6rojoHZq7WIhPGPhUwvCpBB6B5HnprcUXR9SzmJOXYDq+GJNhw/AIxBH1bMEFQkc2WJMwWZMwZSeBNRmTLRlT9gnX39n+ydfXj7CqFQkLC6NixYpUqlSJihVz9ytXrkxgYKD+wURERKSYaCShRhJe006fPs13333H9OnTMXyr4Kj1ct4GhhOPHWMx2U5y99130b9/f72bUEqknJwcfv75Zz799FNOnjyJJcTAp6UT03kWr8xcYsaZasIcZODXMf9IwnOcWWBdacaZZqJK1SqMuH8Ebdq0wWwu5S/C/x+bzcbvv//OvHnz2LRpEwDBHlFE+/W44sXC3OLgTxzM/h2nkUPFihW57bbb6Nq1KyEhxTuKUUSufzabjeTkZI4fP+4qJCYlJXH06FESE4+Smno6/0UeATh9q4J/DYwyURj+N7r+cdayZxKm9N0YZaJxRD2T+57ArMOY0vdgytiLKfMQpuxk/rE2Md7ePlSuXInw8HAqVapEWFhYnl9lypRREVBEROQq0zsJC0lFwmvP6dOnWb16NStWrGDtunU4cnLAO5ScyFHgUyn/BZmH8dg3BWwpeHp60rx5c2666SaaN2+ugqFc8w4cOMCSJUtYuHAhJ0+exGQBzxgnntHGBWeDFbZICGDkgG27CfteMxgQHh5Ot27d6NChA5UqFfB7qpTavXs3U6dOda0uGuwRRW2/vpTzrHFZ/dqcGezOmusqDoaHh3PPPffQsWNHjRoUEbfJzMx0TV8+ePAgBw4c4K+//iIxMfH/G5m9cJathzO0IybDien4zxjBLTFlHsR8eg3Y/n/Kc0BAWaKibqRmzZpUr16datWqUaVKFYKDg1UEFBERcTMVCQtJRUL3czqd/PXXX6xevZrVq1eza9cuzn0tDd/qOCvchBHcCsy5Q6pMZ3fl/iW14i0YATH/6yQb08mVmFNWYMo6ktvOZKZOndq0aNGCFi1aEBkZqb+kittlZWWxdetW1q1bx9q1azl48CAAJk/wiHDiGWVgvsDseSMbbHtN2PeYwGECbwP/W5yYvM9/zTnOs2DbY8JxyIzhyD0WFRVFXFwcTZs2pXbt2qV6OvI5u3fv5osvvmDVqlWYMHGDbxeifLtjOd+wzgs4btvK5owvsTrTVBwUkRIhIyOD7du3Ex8fz6pVq9i/P/edqc7yrTAC62E59AU4rAQElKV161Y0btyYevXqERYWpr9niYiIXKNUJCwkFQmLX05ODgcOHGDnzp1s3ryZP//88/9fvm2y4CwThVG2PkZQLHiH/u3C9Nx34iT/jMmZjeEZjKPWOPAok/cG1mOY0uIxpW3BnLGXc9WQChUq0KRJExo0aEBMTAzVq1fXD+py1Z08eZLt27ezfft2tm3bxs5dO3Hk5H4nTR7/x96dh8dV1v0f/5wzM5nsS5M2a5O0aZu06ZIS2gYKLZRCoSyiCPrTB5VV2URERdDHxwUFfNwQFGURFRQVZfNBRVuxSKGlBFJoupI2aZu1SbMnM5nl/P6YJrQ2bZM0yWRm3q/r6pXJmcnM95u2yT2fc9/nlsx0S/YcS/YsS8YJfgRZHqn35cBmJIczEy3FnH3spcmDPY+31pB3vyFfkyEdmogYFRWl4uJizZ07V3PnztXs2bOVnJw8zI7DxzvvvKPvfOc7qqurU6ItWwvjr1aS/ejrgg3G4+9VZc8ftNf9qux2h6677lpdfvnl/MwBEHK2bt2q+++/X9u2bZMkxcbG6aabbtT5558vh2P4J08AAMD4IyQcIkLC0ef3+9Xa2qrm5mYdOHBg4ALadXV12r9/v/bu2xdYQtzPkSx/4txAMJg4R7INMo3quLvr3TX410iSr0dGR2UgMOzcInk6Bu6y2x3KzZ2q7OxsZWdnD1wwe/LkyUpLS1NycjLXbcOQWZalxsZG7dq1S7t27dLOnTu1Y8d2tbQctvukIZkplmyTLdmmWLJNHvoGk5LkfseQZ+fgX+CY5Zdz/vB/nFteyXdA8jUZ8h0w5G87MoBMT09XUVGRZs6cOfAnkpaO9fb26uc//7meeeYZ2QyHFsXfpClRxcf9Gre/U693/EAdvv0qLCzUV77yFeXn549PwRHomWee0W9+8xt9+ctf1qJFi4JdDhCWenp6dNVVV6uxsUH33HOPTjvttGCXBAAAhoGQcIgICYfG7Xarra1NbW1tam1tPepja2urDh48qIMHD6q1tVV+/zGukWaLkxWdKSsmR1Zsnqz4mZIz48id9AZh7n9aZtPfBr3PP+V8+XMuP3ETliW56gIX1+6uluGqDYSOvt7BS7XZlJycotTUSUpJSdGkSZOUnJyslJQUpaSkKDk5eeDz5ORklmlGkJ6eHlVXV2v37t2qqqrSe++9p6qqKnV1dR3xOCP2UCiYYsmWaslM0eA7FQ/1ddea8rcO/n/FTLEUe87xr004FJZH8h2U/C2GfK2G/K2GLNeRj0lKTtKMghkqKChQQUGBpk+frvz8fDmdQ1jzHKI2bNigr371v+X1+LQo/kalR80b9HFuf8ehgLBWH/zgB3XLLbcwe3AMeb1erV69Wi6XS0uWLNH//u//BrskIGx5vV75fL6w/lkPAEC4Gmr2xTuXCOf1etXU1KT6+no1NTWpublZzc3NamlpUWtrq1paAqFfb2/PiZ/MFiPLnijFFshypEiOZFmOZCkqVVZUquScfPTS4CEyuraP6L4jH2hIMdmyYrJlpS0PHLMsydcluQ/I6GuR+g7K8LRKnjZZfW1q7upQS9teybfzhE8fGxunlJRkpaamKiUlRampqUpLS1NqaqrS09OVkZGhKVOmEBiEEMuyVF9fr/fee28gCKyqqlJd3ZEzWmVIZoIl+1RLZrJkJluyJWtI1wkcVj3H+W94vPuGw3BI9nRJ6Zb6d6j090r+NsnfZsjXZqijvU3l5eUqLy8f+DrTNDV16tSB4LCgoEAzZ85UWlpaWMw6LCsr03e/e5/uuOPL2tT1U52W8HmlOmYe8Rif1TcQEF5xxRW66aabwqL3iezpp5+WyxVIsTdu3Kg33nhDixcvDnJVQHiy2+2MYQAACHPMJIzAmYTvvfeenn32Wb377rvat2+ffD7f4A80bIHQz54oy5Eg2RMle3zgmCNBsifIsicN3JY5djPpbO/cpp89cN+g933mljvkm//DMXttSZLfLXk6JW+nDG+H5O2UPB0yvIFj8nbK8HS8f581+PfUbndo6tQczZ8/X5dddhlLECeY/usHbt26Vdu3b9fOnTvV3d19xGOM6MA1AM0kS2aSAh8TdcLrCY6G7j+bstyDh06G01LcxSc/k3CoLK/kb5f8HYb87ZKvzZDVYcjqO/JxSclJmjVzlmbPnq05c+aouLg4pHcdf/vtt3Xb525TjJmm5Ulfk/2wJLiy+4+qcr2kSy+9VLfddhsB4Rjbvn27brzhBsV4/Lq0PUq/TXErITlZv/zlLzVp0qRglwcAAABMGMwkxKAsy9Idd9yhAwcOvH8sOltW4lxZMVmSIyUw+8+RJNniTrgMOGKYTsnplJxpOjxVHzRht/ySr0fytMnwtEl9rTJcdTI63pXXVa89e/Zoz549qqio0BNPPDE+9WNQlmVp27ZtWrNmjTZt2jSw07Ck92cH5h4KA5MPfYwOXr0TiWGXbKmSLbX/f4Ely5Is16FZh+2G/G1SR1ubNm3apE2bNgW+zjA0Y8YMLVmyROeee66mTZsWrBZGZOHChfro//uofvvb32pHzwsqjgtc6qDVu0e7XX/X1JypzCAcJz/4wQ/k8/l0abtT+R6bVnY69JLa9Oijj+pLX/pSsMsDAAAAQg4hYYQxDEMf/vCH9dBDD71/zFUrw1UrORJlRU2R5ZwsRaXJcqbJipocWCbsSB7eDgtj4IYbbhj8Dnvi+BYyGMsveVpluA9Ifc2Bj+5mGX0HAre9HUd9yaWXXjr+dWLAwYMH9Y1vfENvv/22pEOhV6YlW5ol26STv37gWDn8/+7hbvzcZ8a5kqMZhmTESGaMpMzDwsP+6xweDGyO8t7uwOYuTz75pJYvX64777xTsbGxwSx9WK666iqtW7dOe2rXakbM+XKaCdrR82dZsvSlO77E9brGQUtLi7Zv366ZblP5nsCZ0EW9dm2I9Wr9+vVBrg4AAAAITRPwLTDG2v/7f/9PH/7wh1VVVaWdO3eqpqZG+/bt0/79+1XfUC1f93tHf5Fhl+WcLMs5RXKmy4rOkOXMkKKzAsuNx1rUpEGDtoH7xoNlBWpwNchw1ctwN0iuJhnuJhl9BwLrL/+D3e5QZmampk6dq5ycHOXn52vWrFmaPn061/UJsueee24gIIxe6pMtPeg5eNg64jqHsy1ZPslbZ8i90dS6deu0ZMkSXXTRRcEuc8icTqcuv/xy/ehHP9I+9+vKiirVAc8WzZs3TwsWLAh2eREhOjpapmmq07RkyZIhQ32G5DaltLi4YJcHAAAAhCRSigjlcDhUVFSkoqKiI477fD41Nzerrq5O9fX1Ax9ra2tVW1ur9vbNRz+ZPT6wY3F0lqzoTCk6MxAgRk0atdTFii+S0VN9zPtGleWX+lpkuBokV30gEHTVyXDVS77uox6enJyi7BmFys7OVmZmprKysgY+pqWlyTRJniaiU089VU888YR8Pp/cm2yyZfhlS5PMSYeuMTgB/9qM2GPPqDVTxrmYYbL8gWXIvhZDvmZD/sbActyY2JiQDNbOPfdcPfTTh7TPvV5+yyNLli6++OJglxUx4uLitGLFCq1Zs0ZvR/t0isuuf8Z55DKskAqcAQAAgImEkBBHsNlsSk9PV3p6uhYuXHjU/Z2dndq3b5/27t2rffv2qbq6WtXVNaqtrZK/a9eRDzYdh5Yvp0vOQ8uY+z9GTRrWTg/+zItkdLwjw3XkrrJWdJb8mSN4Y255AzsZu5sCOxu7myT3oVmB7qajZgXabLZDMwFPVV5ennJzc5Wbm6ucnBzFx49sx2YE1/z58/XEE0/oj3/8o1599d9q2ntA3r2B+wybZCRYA5uSmAmWzATJiAtueGibbMnfOvi17myTJ8YeVJZfsrokf+ehTU06Dl2fsMuQDttXZerUHJ1xxpm6/PLLlZaWFryCRyghIUELT1moDRs2qL7vLUnS0qVLg1xVZLnxxhv1+muv659Wj6Z4DZXHejVt2jRdfvnlwS4NAAAACEmEhBiWhIQEzZkzR3PmzDniuMfj0f79+1VTUzOwfHnv3r3av3+/utprj34iwyYrKnXgmoeHL2OWc/LRAaItRr5Zd8hsWiOj8SUZVp8se5J8s+6QbMfYScLyBgJAV8NAADgQBHoOBtKMo/pL1NTpszR16lTl5uYOBII5OTksDw5DOTk5+tznPqdbb71Ve/fu1datW1VZWaldu3Zp9+7dcre5j/wCUzLiLJnxkhkf+Gj0f4wd+31+omZb8jVY8ncc+UJmoqWoOeMXElp+yeo5FAR2G4FQsMuQv0uyuo2jdvSJjY1VQXGBZs2apeLiYs2ZM0dZWVnjVu9YKS4u1oYNG9Tu26v8/HwlJIzDpRcwIC0tTR/9fx/VY489pucS+2RJuu666+RwOIJdGgAAABCSSD0wKhwOh6ZNm3bUTqWWZam9vV11dXWqra094uP+2lodbKmUOv/jyQybLGe6rJgcWTG5suKmS3HTJHu8/FmXyta1U+raIUVnSPZDs/h8bhk9u6XuPTJ69spw7T80I9B3VK1paWnKzp6nrKwsZWVlKTs7e+BPYuIE2AQF484wDOXl5SkvL08XXHCBJMnv96u+vl67d+8eCL37/3TUd8in/0gETcmIfT9ANA4PEmNHZwai4ZBizvKrb5chz05D8hmS01LMWf5R32TF8ktW96EgsMsI3O4PAnuODgIladKkScqdkTsQsufm5mr69OmaMmVKWO72e/jlGgoLC4NYSeTKycmRJLXarSM+BwAAADB8hIQYU4ZhKDk5WcnJyUfNPpQkl8s1EBzu27dP+/btU01Njfbs2aPu1jqp9Y1DT2SXP75Q1qQl8qevlmFGy5p8tozmf8to3SCza9cRgWB8fLymzZyjvLw8TZ06VVOnTlVOTo4yMzPZeRRDYprmQHj8nzo7O1VbW6v9+/dr//79A9fsrK2tVWtD6+ABYlxgybIZf+hj4qFrHw5z0pMRJTmLLfkOGPI3K7AMOmrkfVp9kr9d8ncagUDw0MdjBYFpaWnKmZmjrKws5eTkKCcnZ+D7FEo7FI+GzMzMQW9j/Lz66quSpJJemypifHr11VeVn58f3KIAAACAEEVIiKCKjo7W9OnTNX369COOW5alpqYm7dixQ5WVlXrrrbe0Y0el1FkpOafIN+l02fY9EdhgxDA0e/ZsLVy4UHPmzFFhYaEmT54cljOXMDEkJCQMuvGPJPX09AwEh/0h4v79+7V3716117UfFSAasYcCw2RLthRLZopkxJx46XLUHL88u0w5Zh69bH4wlhWYGehrNeRvk/xthvwdhqzeox87adIk5c7MHQgBDw8Co6OPsbw/Ak2ZMmXQ2xgfVVVV+uc//6lMj6nzuqK0I9qlp556Sh/4wAdY+g0AAACMACEhJiTDMAY2UFm2bJkkqaGhQU8//bT++Mc/ylb/nEzT1Ec/9jFddtllmjx5cpArBgJiY2M1a9YszZo166j72tvbB5YsV1dXa8+ePdqzZ48ONByQr8GQ59DjjBjJluqXmSbZ0wNLl/8zNLRPkexTjh0QWlZghqCv0ZCvxZC/xZD1H5dYzMzM1LSFgcsE5OfnKzc3sFSYzXiG5vDANDk5OXiFRCDLsvTggw/Ksiyt6IqS0zK0tMuuNUanfvWrX+nmm28OdokAAABAyCEkRMjIyMjQLbfcotNPP11btmxRSUmJFixYEOyygCFLSkrSvHnzNG/evCOOd3R0aNeuXdq5c6e2b9+ud999V837m6X9Up8Cuyrbc/xy5AWWKB+P76Dk3WvIW2seMUswMytT8+bOU2FhoWbNmqUZM2YoLi5u9JuMUASr4+uVV15ReXm5ZrpNTfcENrpa1GtXeaxXz/zpT7roootYdgwAAAAMEyEhQk5paalKS0uDXQYwahITE4/4d21ZlhobG/XWW29p48aN2rhxo3p29MizQ7JlWIoq9suWcuRzeJukvkpT/pbAlMOk5CSVLStTWVmZFixYoLS0tPFuK6LExMQEu4SI0dzcrB98/weySzqv6/0LctplaFVnlH6X7Na3v/1tPfjgg1yDFgAAABgGQkIAmGAMw1BGRoZWr16t1atXy+126/XXX9dzzz2nt956S72NNkUV++UoDOws0rfZkOe9wPbJZ5xxhj7wgQ+otLRUdjs/4sdLVNRJ7B6DIevu7taX77hDrW2tOr/ToUm+I7cNn9ln08Jem97esUPf+c539LWvfU02my1I1QIAAAChhXeQADDBOZ1OnXXWWTrrrLNUXl6ue++9V41bGuVrsmR5JH+roenTp+vOO+9UYWFhsMuNSASyY8/j8eirX/2qdu7apdIeu07tHfx7fn5nlA7a3Hr55Zc1adIk3XrrreNcKQAAABCazBM/BAAwUZSWluqhhx5Seka6fE2G/K2GZs6coZ/85CcEhEHEbLWx9/Of/1zl5eUqctl0fpdDhgbfAtwuQx9pdyrdY+pPf/qT/vrXv45zpQAAAEBoYuoDAISYtLQ0PfnEk6qrq5MkTZ06lZlsCGsVFRX6wx/+oDSvqUs7omQeIyDs57QMfaQ9Sg+nunX//ffrlFNOUXp6+jhVCwAAAIQmZhICQAhyOp2aNm2apk2bRkA4ARjG8UMrjIxlWdqwYYO++pWvypT0gQ6HHP8REFY7fPpdkkvVDt8Rx5P8ps7rdKinp0e33367du3aNY6VAwAAAKGHd5YAAJwky7KCXULYsCxL+/bt04YNG/SPf/xDO3bskE3Sxe1RyvK+v6y7x7D0RqxHG2K88phSk92taw/GKNZ6P0Sc77KpxWbX+r17dc0112jRokVasWKFFi9erMmTJwehOwAAAGDiIiQEAOAk+f3+YJcQknw+n+rr67Vnzx5VVVVp165d2rJli1pbWyUFljsUuWxa3u3QlMN2MnYbln6V4lKz/f1wtt0m/SrFpatbo+U8FBQaMrSiO0rT+mz6d5xHmzZt0qZNmyRJWZmZmlNcrJkzZ6qgoED5+fmaPHkys0IBAAAQsQgJAQA4ST6f78QPilAul0uNjY2qr69XfX296urqVFtbq/3796u2tlYej+eIxyf5DBV7bCros2mG26Y46+jQ7t+xniMCwn7Ndkv/jvVoZXfUEceneWya1mZTq+nXLqdPe6L82l/boDX19VqzZs3A42JiYpSTk6OcnBxlZ2crKytLmZmZysjI0JQpU+RwOEbpuwIAAABMPISEAACcJK/XG+wSgsLr9aqlpUVNTU2D/mlsaFBbe/ugXxttGZrsNTTZa1Oaz9QUr6kMj6n4QULB/1QddeyZm9VRfql78PtS/KYW95pa3CtZstRuWmqw+9Vkt9Rs96vZ41LNzvcGvX6hYRhKnTRJ6YcCw/4/6enpA7eTk5NlmlzuGQAAAKGJkBAAgJP0n7PhwkVfX58aGhpUV1enhoYGNTQ0qLGxUY2NjWpqalJzc/Mxl1pHWYYSfVKBz1SS31SSz1DKoT/JPvOIawcOV4d57JDwePcdzpChZL+h5D5TRX3vH7dkqcu01Gqz1Gaz1Gpaarf51W6z1N50UNubW1RpVA76nA67XZMPCw4zMjKUnp6uzMxMZWZmasqUKWw0BAAAgAmLkSoAACepr6/vxA+awPo3C6msrFRVVZWqq6tVU1OjpqamQTdlsUlK8BnK8RlK9NuU6DOU5DeU6DOUeCgQjLYCQVyoMWQowW8owS/lDpL9WrLUbUgdh4LDDtNSx8BHv9r316u+rk6DbWVjs9mUlZWlvLw85eXladasWSouLtaUKVPGvC8AAADgRAgJAQA4SW63O9gljNiaNWv06COPqK6+/ojjiT5DeT5DKT5TKb5A8Jd8KAyM9xtBDwAfeuihQY9/4fobxvR1DRmKt6R4r01Zx1hl7pOlTtNS+6HZiO2mpVabX602Swdr9mvfvn169dVXBx4/a9Ys3XrrrZo3b96Y1g4AAAAcDyEhAAAnKVRDQq/Xq/vuu2+g/gK3qYUuu6b32QZ2CMbw2fqXMvulvEFmI3YblnY6fSqP8are4dfOnTv1wAMP6OGHHx7/YgEAAIBDCAkBABiBw6/F19vbG8RKRs5ut+vaa6/Vo488Indfn6qcflU5+xRlGZrklSb5TCUPzCA0Dy0nNhQd5AAx0W/qhhsGnzGY6Q/+xiGWLPUaOrQc2T8wo7DNZungoRmF3sO+hclJSbryyiuDVzAAAAAgQkIAAEbk8GCwp6cniJWcnI985CP64Ac/qHfffVc7duzQrl27tHfvXu3bt08NLtegX+O0DCX4FLh2n6//Gn7v344/9Mc2RkuS8/tM1TsG36Akv29sQ0LvoaXEnbbAxy7zyM87D12j0HuM1hPi41WYl6fc3FzNmjVLs2fPVmFhoWw225jWDQAAAJwIISEAACPQ3d09cDuUQ0JJioqKUmlpqUpLSweOWZallpYWNTY2qqGhQfX19Tpw4ICampp04MABHWhq0p62tmM+pyEp1t8fJgZmISb4AzMR+2ckJvkM2UcQJJ7Z49Aup0/N9iO3B5nsNbSsxzHs5+vXZ1hqOxT49W9E0nF4CGiTeo3BtiQJME1TkyalataUKZo8ebKmHPqYmZmpjIwMZWRkKCkpacT1AQAAAGOJkBAAgBE4PCTs6uoKYiVjwzAMpaWlKS0tTcXFxYM+xuPx6ODBgzpw4ICam5sH/rS0tAwcO9B0QA2uYy/HjjsUFqYM/DE1yWcozWsq9hjLmp2WoU+1RmtjrEcbY7zqM6Ukn/TJ1mhFHWcptHVoFmDLYct+A3/86rAfPwBMiI9XxuTJmjx58sD3JS0tTampqQPHUlJSmBEIAACAkDXikLC+vl61tbXq7e3VpEmTNHPmTEVFRY1mbQAATFidnZ2D3o4kDodD6enpSk9PP+7jenp63p+BeGg2YlNTkxoaGgZmKtZ5jt7hI9ZvaIrXULrXVJbHVI7HVPKhaw7GWIbO6o5Sfp9NG2I9KutxKOawgNCSpQM2S7UOv+ocfjXZ/WqyW+obJAiMiYkZmOmXnp6uKVOmDMwC7A8Ao6OjT/K7BQAAAExswwoJa2tr9bvf/U4vvvii6uvrZVnvD7QdDodOPfVUXXHFFVq1apVMM/gXDgcAYKwcHgyG40zC0RQbG6v8/Hzl5+cPer/f79fBgwdVV1en2tpa7d27V3v37lV1dbX27t+v6ijvwGNTfIZmum2a57Ipy2tTvsem/PbA7D1LlnZH+VXp9Oo9p1/d5mHjFLtdefn5yjt0PcCpU6cqKytLWVlZSkpKkmGwmzMAAAAi25BDwrvvvlvPPPOMzjjjDH32s5/VvHnzlJ6erujoaLW3t2vnzp0qLy/X/fffr5/85Cf6zne+o/nz549l7QAABE1HR8fA7fb29iBWEvpM0xxYvvufYweXy6Xdu3ersrJS77zzjsrfLNcb3V16I9ar/D5TF3RGKc1nqtrh018TPGq2BzY0SUtN1ZmLFmnevHmaM2eO8vLyZLdzlRUAAADgWIY8WnY4HFqzZo0mTZp01H2pqak67bTTdNppp+nmm2/WunXrVFdXR0gIAAhbbYdt2tF2nA08cHKio6M1Z84czZkzR5dffrm8Xq/eeustPfPMM3rttdf0yCSXpvWZes/pl2GaWn3+al1yySWaPXs2swMBAACAYRhySHjHHXcM+UmXL18+omIAAAgVhITBYbfbtXjxYi1evFhr1qzRt7/9be0yfEqIj9f/fu97mjNnTrBLBAAAAELSiNbduFwuWZalmJgYSYFrFf7jH/9QQUGBzjzzzFEtEACAiai1tVWSFG0kq7W1TZZlMXNtnK1cuVILFy5UW1ub0tPTFR8fH+ySAAAAgJA1ot1FbrzxRj333HOSAtdkuuKKK/T444/rpptu0m9/+9vRrA8AgAmpPyRMtOfI6/WweUmQpKamqqCggIAQAAAAOEkjCgkrKyt16qmnSpJeeuklpaam6uWXX9Z9992nJ554YlQLBABgIjp48KDsRoxizMC1evtDQwAAAAAIRSMKCV0ul+Li4iRJr776qs477zyZpqmSkhLV1dWNaoEAAExEBw8elNNIkNNMHPgcAAAAAELViELC3NxcrVmzRvX19Xr11Ve1dOlSSVJLSwvLfQAAYc/v96u1tVVOM0lOM0kSISEAAACA0DaikPCmm27Sd7/7Xa1YsUILFizQwoULJUnr16/X7NmzR7VAAAAmmo6ODvn9fjnNRDmNwExClhsDAAAACGUj2t34/PPPV2lpqQ4cOKCioqKB46eddppWrlw5asUBADAR9c8adBqJima5MQAAAIAwMKKQUJImT56syZMnH3Fs/vz5J10QAAATXf+sQaeZqCiTmYQAAAAAQt+IQkK3260nnnhCGzduVEtLiyzLOuL+Z599dlSKAwBgImpra5MkOc14OY34I44BAAAAQCgaUUh41113af369Vq1apXmz58vwzBGuy4AACas/kAwykiQ3YiRKRshIQAAAICQNqKQ8F//+pcefvhhlZaWjnY9AABMeB0dHZKkKDNehmHIYcarvb09yFUBAAAAwMiNaHfj9PR0xcXFjXYtAACEhK6uLkmSw4gd+Nh/DAAAAABC0YhCwjvuuEPf+973VFtbO9r1AAAw4RESAgAAAAg3I1puPG/ePLndbq1cuVLR0dFyOBxH3P/GG2+MSnEAAExE74eEMQMfPR6P3G63nE5nMEsDAAAAgBEZUUj4+c9/Xk1NTbrtttuUlpbGxiUAgIjS29srSbIZgUDQfuijy+UiJAQAAAAQkkYUEr799tv6/e9/r6KiotGuBwCACa+vr0+mbDINmyTJNKIkSW63O5hlAQAAAMCIjeiahNOnT5fL5RrtWgAACAlut1u2Q8GgJNnkGDgOAAAAAKFoRCHh7bffrnvvvVcbN25Ua2ururq6jvgDAEA46+vrk2m8PxnfZjgGjgMAAABAKBrRcuNrr71WkvSpT33qiOOWZckwDG3btu2kCwMAYKLy+/068jxb4Nq8lmUFpR4AAAAAOFkjCgl//etfj3YdAACEDMuydOSWXYSEAAAAAELbiELCxYsXj3YdAACEGOOwW4SEAAAAAELbkK9JWFdXN6wnbmxsHHYxAACEDuuwW4HbhmEc68EAAAAAMKENOST88Ic/rK9+9at65513jvmYzs5O/eEPf9BFF12kv//976NSIAAAE43D4ZBfvoHPLXkHjgMAAABAKBrycuO//OUv+vnPf65rr71Wdrtdc+fO1ZQpU+R0OtXe3q6qqirt2rVLc+fO1Re/+EUtX758LOsGACBoHA6H/JZ34HO/5Rs4DgAAAAChaMghYXJysu644w597nOf07p16/Tmm2+qtrZWLpdLKSkpuvjii3XGGWdo1qxZY1kvAABBd1RIKI8kyW4f0aV+AQAAACDohv1uxul06rzzztN55503FvUAADDhOZ1O+eWVZfllGKZ8lmfgOAAAAACEoiFfkxAAAATExMRIkryW64iP/ccBAAAAINQQEgIAMEyxsbGSjgwJbTaboqKiglkWAAAAAIwYISEAAMP0/kxC96GPLsXGxMowjGCWBQAAAAAjFhYh4U033aRFixbps5/9bLBLAQBEgLi4OEmS1+o99NGl2LjYYJYEAAAAACclLELCK6+8Uvfdd1+wywAARIj4+HhJksfqCXxUjxISEoJZEgAAAACclBGHhM8995w++tGP6owzzlBtba0k6Ze//KXWrFkzasUNVVlZ2cCsDgAAxlp/IOixemVZfnn9vYSEAAAAAELaiELC3/72t7r33nu1fPlydXZ2yu/3S5ISExP1q1/9aljPtWnTJn3mM5/RGWecocLCwkFDxt/85jdasWKF5s2bpw996EN68803R1I2AACj4v2ZhN3yWi5ZsgaOAQAAAEAoGlFI+OSTT+ruu+/WDTfcINN8/ynmzp2rnTt3Duu5enp6VFhYqK997WuD3v+Xv/xF99xzj2644QY999xzKi0t1XXXXae6urqRlA4AwEl7fyZhz8CSY2YSAgAAAAhl9pF80f79+zV79uyjjkdFRam3t3dYz7V8+XItX778mPc//vjjuuyyy3T55ZdLkr7yla/o1Vdf1VNPPaXbb799eIUDADAKEhMTJUl9fkJCAAAAAOFhRCFhTk6Otm3bpuzs7COOv/LKK5oxY8aoFCZJfX19qqys1PXXX3/E8aVLl+rtt98etdeRJL/fkmFYo/qcAIDwFB/fP5OwW31Wt6RASOj383sEAAAAwMQy1PcpIwoJr7nmGn3zm99UX1+fJOmdd97R//3f/+nhhx/W3XffPZKnHFRra6t8Pp9SU1OPOJ6WlqYDBw4cUU9lZaV6e3u1bNkyPfjgg5o/f/6wXuvnDz8sn8+nGTNmac7cBXrhuacH7rvio1fqtfXrtH/fXknSKacsUmJSsv718j8kSYmJSTp/9SX6219eUEdHuyTprLPPVUd7m956a5MkKWdqrk5fulx/+N0TA897yaWXa+uWzXrvvcAS7eK585UzNU8v/fXPkiSn06kPfPAKvbz27zpwoFGSdNrpZ0qSXn/t35KkyZPTdfY55+n5Z/8gt9stSVp1wcXav69GlVvekSR6oid6oid6GuWenn76aZWVlclm2NW3tUP5+fnav79WDzz4YMj2FI5/T/RET/RET/RET/RET/RET/SUruVnr9RQGJZljWjawx/+8Ac99NBDqq+vlySlp6fr5ptvHlgWPBKFhYX6yU9+opUrA8U3NjZq2bJl+t3vfqeFCxcOPO6hhx7S888/r7/97W8jfq1+Pp9PFRUVmj9/gWw220k/HwAg/FmWpXNWrFCKbYaynYv1TveT+trX/kcrVqwIdmkAAAAAcASfz6d33tmskpKS42ZfI5pJKElXXHGFrrjiCh08eFCWZR012280pKSkyGazqbm5+YjjLS0tSktLG9XXMk1DpmmM6nMCAMKVofiEePV1d8tzaLlxUlIiv0cAAAAATDiWNbT3KSPa3fhwkyZNGpOAUApshFJcXKz169cfcfy11147YmYhAADjLSEhQR6rR31+Ni4BAAAAEPpGNJOwtbVVP/7xj7Vx40a1tLToP1csv/HGG0N+ru7ubu3du3fg8/3792vbtm1KSkpSVlaWrrrqKn3pS1/S3LlztXDhQv3+979XfX29PvrRj46kdAAARkVCQoIa65rZ3RgAAABAWBhRSPjFL35R+/bt02WXXaa0tDQZxsiXV23ZskWf+MQnBj6/5557JEkf/OAHde+992r16tVqbW3VT3/6UzU1NWnWrFl6+OGHj9p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",
|
||
"text/plain": [
|
||
"<Figure size 1300x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_day(1, log_scale=True, violin=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"id": "8452ddb0-f6d3-4a9b-aa2a-e27c12cc1c11",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1300x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_day(2, log_scale=True, violin=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "1d30b975-a467-4bd8-b042-d0efc75523b3",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.11"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|