read-only.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from common import collect_results, normalize_region_name\n",
    "from pathlib import Path\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "ROOT = Path(\"./read-only\")\n",
    "\n",
    "def get_matcher(prefix):\n",
    "    def matcher(p: Path):   \n",
    "        import re\n",
    "        pattern = re.compile(prefix + r\"-hot(\\d+)-(\\w)-mr(\\d+)-([\\d-]+)\")\n",
    "        match = pattern.match(p.name)\n",
    "        if not match:\n",
    "            return None\n",
    "\n",
    "        print(\"Found result:\", p.name)\n",
    "        hot = int(match.group(1))\n",
    "        return {\n",
    "            \"hot\": 1000000 if hot == 0 else hot,\n",
    "            \"workload\": str(match.group(2)),\n",
    "            \"mr\": int(match.group(3)),\n",
    "            \"suffix\": str(match.group(4)),\n",
    "        }\n",
    "    \n",
    "    return matcher"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Throughput\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "SYSTEMS = [\"sunstorm\", \"aurora-global\", \"aurora-eventual\", \"yugabyte\"]\n",
    "HOTS = [100000, 1000]\n",
    "RENEW_CACHE = False\n",
    "\n",
    "sunstorm_matcher = get_matcher(\"ycsb-read-only-sunstorm\")\n",
    "sunstorm_throughput_df = collect_results(\n",
    "    ROOT / \"sunstorm\",\n",
    "    sunstorm_matcher,\n",
    "    RENEW_CACHE,\n",
    ")\n",
    "sunstorm_throughput_df[\"system\"] = \"sunstorm\"\n",
    "\n",
    "aurora_global_matcher = get_matcher(\"ycsb-read-only-aurora\")\n",
    "aurora_global_throughput_df = collect_results(\n",
    "    ROOT / \"aurora\",\n",
    "    aurora_matcher,\n",
    "    RENEW_CACHE,\n",
    ")\n",
    "aurora_global_throughput_df[\"system\"] = \"aurora-global\"\n",
    "\n",
    "\n",
    "aurora_eventual_matcher = get_matcher(\"ycsb-read-only-aurora\")\n",
    "aurora_eventual_throughput_df = collect_results(\n",
    "    ROOT / \"aurora-eventual\",\n",
    "    aurora_eventual_matcher,\n",
    "    RENEW_CACHE,\n",
    ")\n",
    "aurora_eventual_throughput_df[\"system\"] = \"aurora-eventual\"\n",
    "\n",
    "yugabyte_matcher = get_matcher(\"ycsb-read-only-yugabyte\")\n",
    "yugabyte_throughput_df = collect_results(\n",
    "    ROOT / \"yugabyte\",\n",
    "    yugabyte_matcher,\n",
    "    RENEW_CACHE,\n",
    ")\n",
    "yugabyte_throughput_df[\"system\"] = \"yugabyte\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['sunstorm' 'aurora-global' 'aurora-eventual' 'yugabyte']\n"
     ]
    }
   ],
   "source": [
    "throughput_df = pd.concat([\n",
    "    sunstorm_throughput_df,\n",
    "    aurora_global_throughput_df,\n",
    "    aurora_eventual_throughput_df,\n",
    "    yugabyte_throughput_df,\n",
    "])\n",
    "throughput_df[\"HOT\"] = 1 / throughput_df[\"hot\"]\n",
    "normalize_region_name(throughput_df)\n",
    "throughput_df\n",
    "\n",
    "print(throughput_df.system.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.gridspec import GridSpec\n",
    "from matplotlib.lines import Line2D\n",
    "\n",
    "plt.rc('axes', labelsize=11) \n",
    "plt.rc('legend', fontsize=11)\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(5, 3))\n",
    "gs = GridSpec(1, 1, figure=fig)\n",
    "\n",
    "for h, hot in enumerate([1000]):\n",
    "    ax = fig.add_subplot(gs[h])\n",
    "    hot_df = throughput_df[throughput_df.hot == hot]\n",
    "    hot_label = hot\n",
    "    pivotted = hot_df.pivot_table(\n",
    "        index=[\"mr\"], columns=[\"system\"], values=\"throughput\", aggfunc=\"sum\"\n",
    "    )[SYSTEMS].plot(\n",
    "        title=f\"HOT = {hot_label}\",\n",
    "        # xlabel=\"% multi-region transactions\",\n",
    "        # ylabel=\"txn/sec\",\n",
    "        # figsize=(5, 2.5),\n",
    "        style=[\"o-\", \"^-\", \"^--\", \"x-\"],\n",
    "        color=[\"C0\", \"C1\", \"C1\", \"C2\"],\n",
    "        ylim=(0, 65000),\n",
    "        rot=0,\n",
    "        ax = ax\n",
    "    )\n",
    "    ax.set_xscale(\"symlog\", linthresh=20)\n",
    "    ax.set_xticks([0, 5, 10, 15, 50])\n",
    "    ax.set_xticklabels([0, 5, 10, 15, 50])\n",
    "    if h == 1:\n",
    "        ax.set_yticklabels([])\n",
    "    ax.margins(x=0.05)\n",
    "    ax.grid(axis=\"y\")\n",
    "    ax.set_xlabel(\"% multi-region transactions\")\n",
    "    ax.set_ylabel(\"\")\n",
    "    ax.get_legend().remove()\n",
    "    # ax.legend(title=\"\", ncol=4, handletextpad=0.3)\n",
    "    ax.invert_xaxis()\n",
    "    #plt.savefig(f\"output/micro-throughput-hot{hot}.pdf\", bbox_inches=\"tight\")\n",
    "handles=[\n",
    "    Line2D([0], [0],  marker='o', linestyle='-', color='C0', markerfacecolor='C0', label='sunstorm'),\n",
    "    Line2D([0], [0],  marker='^', linestyle='-',color='C1', markerfacecolor='C1', label='aurora-global'),\n",
    "    Line2D([0], [0],  marker='^', linestyle='--',color='C1', markerfacecolor='C1', label='aurora-eventual'),\n",
    "    Line2D([0], [0],  marker='x', linestyle='-',color='C2', markerfacecolor='C2', label='yugabyte'),]\n",
    "\n",
    "fig.supylabel(\"txn/sec\", y=0.5)\n",
    "#fig.supxlabel(\"% multi-region transactions\", x=0.5)\n",
    "\n",
    "fig.legend(handles=handles, \n",
    "           title=\"\",\n",
    "           ncol=4,\n",
    "           loc=\"upper center\",\n",
    "           handletextpad=0.3,\n",
    "           bbox_to_anchor=(0.5,0.01)  # Adjust legend position if needed\n",
    "          )\n",
    "fig.tight_layout()\n",
    "fig.savefig(\"micro-read-only.pdf\", bbox_inches=\"tight\")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Latency\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('axes', labelsize=12) \n",
    "plt.rc('legend', fontsize=11)\n",
    "\n",
    "labels = [\n",
    "    \"1 region\\n\",\n",
    "    \"2 regions\\n\",\n",
    "    \"3 regions\\n\",\n",
    "]\n",
    "ticks = np.arange(len(labels))\n",
    "\n",
    "width = 0.46\n",
    "\n",
    "def to_box(df, n):\n",
    "    return {\n",
    "        'whislo': df[f\"p0.WorkloadC{n}\"].iloc[0],\n",
    "        'q1': df[f\"p25.WorkloadC{n}\"].iloc[0],\n",
    "        'med': df[f\"p50.WorkloadC{n}\"].iloc[0],\n",
    "        'q3': df[f\"p75.WorkloadC{n}\"].iloc[0],\n",
    "        'whishi': df[f\"p99.WorkloadC{n}\"].iloc[0],\n",
    "        'fliers': []\n",
    "    }\n",
    "\n",
    "legends = []\n",
    "patterns = [\"xx\", \"\", \"oo\"]\n",
    "\n",
    "for hot in [100000, 1000]:\n",
    "    hot_df = throughput_df[throughput_df.hot == hot]\n",
    "    hot_label = hot\n",
    "    for region in [\"1-us-east-1\", \"2-eu-west-1\", \"3-ap-northeast-1\"]:\n",
    "        region_df = hot_df[hot_df.region.str.startswith(region)]\n",
    "\n",
    "        fig, ax = plt.subplots(figsize=(5, 3.2))\n",
    "        for i, system in enumerate(SYSTEMS):\n",
    "            system_df = region_df[region_df.system == system]\n",
    "            # boxes = [\n",
    "            #     to_box(system_df[system_df.mr == 5], 1),\n",
    "            #     to_box(system_df[system_df.mr == 5], 2),\n",
    "            #     to_box(system_df[system_df.mr == 5], 3),\n",
    "            # ]\n",
    "            boxes = [\n",
    "                to_box(system_df, 1),\n",
    "                to_box(system_df, 2),\n",
    "                to_box(system_df, 3),\n",
    "            ]\n",
    "            comps = ax.bxp(\n",
    "                boxes,\n",
    "                positions=ticks - width / 2 + i * width / (len(SYSTEMS) - 1),\n",
    "                showfliers=False,\n",
    "                manage_ticks=False,\n",
    "                patch_artist=True,\n",
    "                widths=0.2,\n",
    "                boxprops={\n",
    "                    \"facecolor\": f\"C{i}\",\n",
    "                    \"linewidth\": 0,\n",
    "                    \"hatch\": patterns[i],\n",
    "                },\n",
    "                medianprops={\n",
    "                    \"color\": \"yellow\",\n",
    "                    \"linewidth\": 1,\n",
    "                },\n",
    "            )\n",
    "            legends.append(comps[\"boxes\"][0])\n",
    "\n",
    "        ax.legend(legends, SYSTEMS, ncol=3)\n",
    "\n",
    "        ax.set_xticks(labels=labels, ticks=ticks)\n",
    "        ax.set_yscale(\"log\")\n",
    "        ax.set_ylim(0.1, 25000)\n",
    "        ax.set_ylabel(\"latency (ms)\")\n",
    "        ax.grid()\n",
    "\n",
    "        ax.set_title(f\"HOT = {hot_label} ({region[2:]})\")\n",
    "        fig.tight_layout()\n",
    "        # fig.savefig(f\"output/micro-latency-{region[2:]}-hot{hot}.pdf\", bbox_inches=\"tight\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_latency(mr, hot):\n",
    "    # Remove the \"-0\" suffix in region name\n",
    "    throughput_df['region'] = throughput_df['region'].str.replace(r'-0', '', regex=True)\n",
    "    regions = sorted([r for r in set(throughput_df.region.unique()) if not r.endswith(\"-0\")])\n",
    "    for system in throughput_df.system.unique():\n",
    "        fig, axes = plt.subplots(1, len(regions), figsize=(20, 4), sharey=True)\n",
    "        fig.suptitle(f\"{system}, hot = {hot}, mr = {mr}%\")\n",
    "        workload_df = throughput_df[\n",
    "            (throughput_df.system == system)\n",
    "            & (throughput_df.mr == mr)\n",
    "            & (throughput_df.hot == hot)\n",
    "        ]\n",
    "        # Plot for each region\n",
    "        for i, region in enumerate(regions):\n",
    "            region_df = workload_df[workload_df.region.str.startswith(region)]\n",
    "            if region_df.empty:\n",
    "                continue\n",
    "            # Seperate the tran sactions by the number of regions they access\n",
    "            max_nregion = 3\n",
    "            index = range(1, max_nregion + 1)\n",
    "            nregion_latency_df = {\n",
    "                \"p0\": [region_df[f\"p0.WorkloadC{n}\"].iloc[0] for n in index],\n",
    "                \"p25\": [region_df[f\"p25.WorkloadC{n}\"].iloc[0] for n in index],\n",
    "                \"p50\": [region_df[f\"p50.WorkloadC{n}\"].iloc[0] for n in index],\n",
    "                \"p75\": [region_df[f\"p75.WorkloadC{n}\"].iloc[0] for n in index],\n",
    "                \"p95\": [region_df[f\"p95.WorkloadC{n}\"].iloc[0] for n in index],\n",
    "                \"p99\": [region_df[f\"p99.WorkloadC{n}\"].iloc[0] for n in index],\n",
    "            }\n",
    "            pd.DataFrame(nregion_latency_df, index=index).plot.bar(\n",
    "                title=region,\n",
    "                ylabel=\"latency (ms)\",\n",
    "                ax=axes[i],\n",
    "                rot=0,\n",
    "                ylim=(1, 1200),\n",
    "                logy=True,\n",
    "            )\n",
    "            axes[i].set_xlabel(\"number of regions\")\n",
    "            axes[i].grid(axis=\"y\")\n",
    "        plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_latency(0, 1000000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_latency(0, 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_latency(10, 1000000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_latency(10, 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAB8YAAAGMCAYAAACoFMhgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB7YklEQVR4nOzdeXxM9/7H8fckJBEkESQSQmKpvVREaO1Faq2qpVwVammv0CrVVktxa9/1NpYuF7VdS6tUq9QabS+irbak1F4tEoQgxJKc3x9qfp0mSCaTTDLzej4e87jOme/5zucMp/O+85lzjskwDEMAAAAAAAAAAAAAADgoF3sXAAAAAAAAAAAAAABATqIxDgAAAAAAAAAAAABwaDTGAQAAAAAAAAAAAAAOjcY4AAAAAAAAAAAAAMCh0RgHAAAAAAAAAAAAADg0GuMAAAAAAAAAAAAAAIdGYxwAAAAAAAAAAAAA4NBojAMAAAAAAAAAAAAAHBqNcQAAAAAAAAAAAACAQ6MxDgAAAADIV4KDg9WuXTt7lwEAAAAAAPIRGuMAAAAA4CQmTJigTz/91N5l5DmnT5/WmDFjtG/fPru8/vjx49WhQwf5+/vLZDJpzJgx9xz7xx9/qGvXrvLx8ZGXl5eefPJJHTt2LMOxH374oapWrSoPDw9VqlRJ//73v7M9pzMIDg6WyWRK93jhhRfSjb106ZIGDBigkiVLqnDhwmrWrJm+//57izGGYWjs2LEqXbq0/Pz8NGTIEN28edNizNWrV1W6dGktW7YsR/cNAAAAAJxZAXsXAAAAAADIHRMmTFDnzp3VsWNHe5eSp5w+fVpjx45VcHCwateuneuvP3LkSJUqVUqPPPKINm7ceM9xV69eVbNmzZSUlKQ33nhDBQsW1MyZM9WkSRPt27dPxYsXN4+dP3++XnjhBT399NMaOnSodu7cqRdffFHXrl3Ta6+9ZtWczqR27doaNmyYxbqHHnrIYjktLU1t27bVjz/+qOHDh6tEiRKaM2eOmjZtqu+++06VKlWSJC1dulQTJkzQa6+9psKFC2v8+PHy9/fXiBEjzHONHz9ewcHB6tGjR87vHAAAAAA4KRrjAAAAAACrJScnq3DhwvYuI187fvy4goODdf78eZUsWfKe4+bMmaPDhw9rz549CgsLkyS1bt1aNWrU0PTp0zVhwgRJ0vXr1/Xmm2+qbdu2Wr16tSSpf//+SktL09tvv60BAwaoWLFiWZrT3nL731np0qXVs2fP+45ZvXq1vv32W61atUqdO3eWJHXt2lUPPfSQRo8ebT77e/369frHP/6hf/3rX5Lu/P2sW7fO3Bg/evSoZs+erZiYmBzcIwAAAAAAl1IHAAAAABu6cuWKhgwZouDgYLm7u8vPz08tW7a0uLxycHCwevfunW7bpk2bqmnTpubl7du3y2QyaeXKlRo/frzKlCkjDw8PPf744zpy5IjFtocPH9bTTz+tUqVKycPDQ2XKlNEzzzyjpKQkSZLJZFJycrIWLVpkvjT0X2v44Ycf1Lp1a3l5ealIkSJ6/PHHtWvXLovXWLhwoUwmk3bs2KGBAwfKz89PZcqUMddeo0YN/fTTT2rSpIk8PT1VsWJFc2N2x44dCg8PV6FChVS5cmVt3rw5O2+zJOnrr79WvXr15OHhofLly+ujjz5KN+bYsWPq0qWLfH195enpqfr16+vzzz+3eI/vNoT79Oljfm8WLlyY7foyKzg4OFPjVq9erbCwMHO9klSlShU9/vjjWrlypXndtm3bdOHCBQ0cONBi+6ioKCUnJ1vsf2bnzIrevXurSJEi+u2339SuXTsVKVJEpUuXVnR0tCTp559/VvPmzVW4cGGVK1cu3eXD7/fvLDfdvHlTycnJ93x+9erV8vf3V6dOnczrSpYsqa5du2rt2rW6ceOGpDuN8Ls/RJAkX19fXbt2zbw8bNgwPfPMM6pbt24O7AUAAAAA4C4a4wAAAABgQy+88ILmzp2rp59+WnPmzNErr7yiQoUK6ZdffrF6zkmTJmnNmjV65ZVXNGLECO3atUv/+Mc/zM/fvHlTERER2rVrlwYPHqzo6GgNGDBAx44d06VLlyRJixcvlru7uxo1aqTFixdr8eLFev755yVJBw4cUKNGjfTjjz/q1Vdf1ahRo3T8+HE1bdpUu3fvTlfPwIEDFRcXp7feekuvv/66ef3FixfVrl07hYeHa8qUKXJ3d9czzzyjFStW6JlnnlGbNm00adIkJScnq3Pnzrpy5YrV78mRI0fUuXNntWzZUtOnT1exYsXUu3dvHThwwDwmPj5ejz76qDZu3KiBAwdq/PjxSklJUYcOHbRmzRpJUtWqVc1n8g4YMMD83jRu3Pier33r1i2dP38+U4+0tDSr9/Gv0tLS9NNPP2XYPK1Xr56OHj1qfj9/+OEHSUo3NjQ0VC4uLubnszJnVqWmpqp169YKCgrSlClTFBwcrEGDBmnhwoV64oknVLduXU2ePFlFixZVr169dPz48XRz3OvfWUYy+/dxt1n9IFu3bpWnp6eKFCmi4OBgzZ49O92YH374QXXq1JGLi+VXK/Xq1dO1a9f066+/SpLCwsK0fPly7dq1Sz///LPmz5+vevXqSZK++uorbd26Nc+cmQ8AAAAAjoxLqQMAAACADX3++efq37+/pk+fbl736quvZmvOlJQU7du3T25ubpKkYsWK6aWXXtL+/ftVo0YNxcXF6fjx4xaXdJakt956y/znnj176oUXXlD58uXTXSJ65MiRunXrlr7++muVL19ektSrVy9VrlxZr776qnbs2GEx3tfXV1u2bJGrq6vF+tOnT2vZsmXq3r27JKlly5aqUqWKevTooW+//Vbh4eGS7jSjIyIi9PHHH2d45nxmHDp0SDExMWrUqJGkO5ewDgoK0oIFCzRt2jRJd35QEB8fr507d6phw4aS7lxS/OGHH9bQoUP15JNPyt/fX61bt9Zbb72lBg0aPPDy2ZL0zTffqFmzZpmq8+5l0rMrMTFRN27cUEBAQLrn7q47ffq0KleurDNnzsjV1VV+fn4W49zc3FS8eHGdPn06y3NmVUpKinr27Gm+XHiPHj0UGBio5557TsuXL1e3bt0k/f+/kUWLFmnMmDEWc9zr31lG7ncJ+r9asGDBA//NPfzww2rYsKEqV66sCxcuaOHChRoyZIhOnz6tyZMnm8edOXMmwx9Q/PW9q1mzpl566SVt3LhRDRo0kCRVr15dY8aM0e3btzVkyBC9+eabKlWqVKbqBwAAAABYj8Y4AAAAANiQj4+Pdu/erdOnTyswMNAmc/bp08fcFJdkbgYfO3ZMNWrUkLe3tyRp48aNatOmjTw9PTM9d2pqqjZt2qSOHTuam+LSneZejx499P777+vy5cvy8vIyP9e/f/8Mm5VFihTRM888Y16uXLmyfHx8VLp0aXNTXJL5z8eOHct0nX9XrVo18/sg3WmMVq5c2WLOL774QvXq1TM3xe/WOGDAAI0YMUJxcXGqUaNGll+7Vq1a+uqrrzI11lYNz+vXr0uS3N3d0z3n4eFhMeb69esW/17+Pvav4zI7pzX69etn/rOPj48qV66sI0eOqGvXrub1d/+NZPRv4V7/zjKS2b+P6tWrP3DMunXrLJb79Omj1q1ba8aMGRo8eLD5su7Xr1/P1HtXtGhR7dixQwcPHtStW7dUvXp1FShQQO+8845u3Lihl19+WXFxcYqKitKvv/6qZs2aac6cORbHHAAAAAAg+2iMAwAAAIANTZkyRZGRkQoKClJoaKjatGmjXr16WTSds6ps2bIWy3fvV3zx4kVJUkhIiIYOHaoZM2Zo6dKlatSokTp06KCePXuam+b3cu7cOV27di3Ds4KrVq2qtLQ0nTp1yqKhGBISkuFcZcqUkclksljn7e2toKCgdOv+Wr81/v6eSHfel7/OefLkSYuG/F1Vq1Y1P29NY7xYsWJq0aJFlrfLjkKFCklShpcCT0lJsRhTqFAh3bx5M8N5UlJSLMZlds6s8vDwSHcWt7e39z3/jWT0b+Fe/84ykpN/HyaTSS+//LI2btyo7du3m68qUKhQoUy/dy4uLqpWrZp5+fz58xozZoz+85//yGQyqV27dmrXrp2mTp2qoUOHavDgwVq0aFGO7RMAAAAAOCPuMQ4AAAAANtS1a1cdO3ZM//73vxUYGKipU6eqevXq2rBhg3nM3xuDd6Wmpma4/l5nzRqGYf7z9OnT9dNPP+mNN97Q9evX9eKLL6p69er6/fffs7E3GbtXs/RedWam/qzKiTkz6+bNmzp79mymHvf6O80qX19fubu768yZM+meu7vu7hUKAgIClJqaqoSEhHR1X7hwwTwuK3NmlS3+LWSlKZ/Zvw9rz4C/++OOxMRE87qAgACr37tRo0apTp066tixo3bt2qUzZ85oypQpqlu3rsaOHav//ve/Nrs/PQAAAADgDhrjAAAAAGBjAQEBGjhwoD799FMdP35cxYsX1/jx483PFytWTJcuXUq33cmTJ7P1ujVr1tTIkSMVExOjnTt36o8//tC8efPMz2fUkC9ZsqQ8PT116NChdM8dPHhQLi4u6c74zi/KlSt3z/26+7x07x8q3Mu3336rgICATD1OnTqV/R3RnTOOa9asqb1796Z7bvfu3SpfvryKFi0qSapdu7YkpRu7d+9epaWlmZ/Pypx5XWb/PlasWGHV/Hcv9f7Xs+Br166t77//Pl0De/fu3fL09NRDDz2U4Vw//vij/vOf/2jWrFmS7tyLvFixYuZLsAcGBurmzZs6d+6cVbUCAAAAADLGpdQBAAAAwEZSU1N19epVi8uX+/n5KTAw0OKSyxUqVNDOnTt18+ZN872g169fr1OnTll1yfXLly/L09NTBQr8///Fq1mzplxcXCxet3Dhwuka8q6urmrVqpXWrl2rEydOKDg4WJIUHx+vZcuWqWHDhvn2Xsdt2rTRrFmz9L///U8NGjSQJCUnJ+u9995TcHCw+dLWhQsXlqQMf6yQEXvcY1ySOnfurNdff1179+5V3bp1JUmHDh3S1q1b9corr5jHNW/eXL6+vpo7d67atGljXj937lx5enqqbdu2WZ4zr7PVPcYTExPl7e1tcWb7rVu3NGnSJLm5ualZs2bm9Z07d9bq1av1ySefqHPnzpLuXCJ91apVat++fYb3H5ekl156Sf369TNfxt/f31/nzp1TYmKifH199csvv6hAgQIqUaJEpvYJAAAAAJA5NMYBAAAAwEauXLmiMmXKqHPnzqpVq5aKFCmizZs3KzY2VtOnTzeP69evn1avXq0nnnhCXbt21dGjR7VkyRJVqFDBqtfdunWrBg0apC5duuihhx7S7du3tXjxYrm6uurpp582jwsNDdXmzZs1Y8YMBQYGKiQkROHh4Ro3bpy++uorNWzYUAMHDlSBAgU0f/583bhxQ1OmTMn2+5JZJpNJTZo00fbt220y3+uvv67ly5erdevWevHFF+Xr66tFixbp+PHj+vjjj+XicuciahUqVJCPj4/mzZunokWLqnDhwgoPD7/nPa5tfY/xxYsX6+TJk7p27ZokKSYmRuPGjZMkPfvss+Yz2wcOHKj3339fbdu21SuvvKKCBQtqxowZ8vf317Bhw8zzFSpUSG+//baioqLUpUsXRUREaOfOnVqyZInGjx8vX19f89jMzilJTZs21Y4dO3LlcvVZZau/j3Xr1mncuHHq3LmzQkJClJiYqGXLlmn//v2aMGGCxQ8dOnfurPr166tPnz6Ki4tTiRIlNGfOHKWmpmrs2LEZzr9q1Sr99NNP+vjjj83rGjRoIH9/f3Xp0kWdOnXStGnT1KlTp3tedh4AAAAAYB0a4wAAAABgI56enho4cKA2bdqkTz75RGlpaapYsaLmzJmjf/7zn+ZxERERmj59umbMmKEhQ4aobt26Wr9+fbpGZGbVqlVLERER+uyzz/THH3/I09NTtWrV0oYNG1S/fn3zuBkzZmjAgAEaOXKkrl+/rsjISIWHh6t69erauXOnRowYoYkTJyotLU3h4eFasmSJwsPDs/2+ZMbVq1cl3bkktq34+/vr22+/1WuvvaZ///vfSklJ0cMPP6zPPvvM4qzpggULatGiRRoxYoReeOEF3b59WwsWLLhnY9zWPvzwQ+3YscO8vG3bNm3btk2S1LBhQ3NjvGjRotq+fbtefvlljRs3TmlpaWratKlmzpxpcYlv6U7Du2DBgpo+fbrWrVunoKAgzZw5Uy+99JLFuKzMefXqVZueAZ8X1axZU9WqVdOSJUt07tw5ubm5qXbt2lq5cqW6dOliMdbV1VVffPGFhg8frnfeeUfXr19XWFiYFi5cqMqVK6eb+/r16xo+fLjGjh2r4sWLm9e7u7vr008/1fPPP68RI0aoadOmevfdd3N8XwEAAADA2ZiMvPhTbwAAAACAU/niiy/Url07/fjjj6pZs6a9y8HfXLlyRb6+vpo1a5aioqLsXQ4AAAAAAFnmYu8CAAAAAADYtm2bnnnmGZrieVRMTIxKly6t/v3727sUAAAAAACswhnjAAAAAAAAAAAAAACHxhnjAAAAAAAAAAAAAACHRmMcAAAAAAAAAAAAAODQaIwDAAAAAAAAAAAAABwajXEAAAAAAAAAAAAAgEOjMQ4AAAAAAAAAAAAAcGg0xgEAAAAAAAAAAAAADo3GOAAAAAAAAAAAAADAodEYBwAAAAAAAAAAAAA4NBrjAAAAAAAAAAAAAACHRmMcAAAAAAAAAAAAAODQaIwDAAAAAAAAAAAAABwajXEAAAAAAAAAAAAAgEOjMQ4AAAAAAAAAAAAAcGg0xgEAAAAAAAAAAAAADo3GOAAAAAAAAAAAAADAodEYBwAAAAAAAAAAAAA4NBrjAAAAAAAAAAAAAACHRmMcAAAAAAAAAAAAAODQaIwDAAAAAAAAAAAAABwajXEAAAAAAAAAAAAAgEOjMQ4AAAAAAAAAAAAAcGg0xgEAAAAAAAAAAAAADo3GOAAAAAAAAAAAAADAodEYBwAAAAAAAAAAcHJjxoyRyWTS+fPn7V0KAOQIGuMAYKWrV69q9OjReuKJJ+Tr6yuTyaSFCxfauyy7W7ZsmWbNmpWlbcaPH68OHTrI399fJpNJY8aMyZHaAAAAsiM2NlaDBg1S9erVVbhwYZUtW1Zdu3bVr7/+au/S8hwyIQAAyAsOHDigLl26qHz58vL09FSJEiXUuHFjffbZZ/Yuza4mTJigTz/91N5lZNmcOXOy9P0r398C+Dsa4wBgpfPnz+tf//qXfvnlF9WqVcve5eQZ1nwJOnLkSMXGxuqRRx7JmaIAAABsYPLkyfr444/1+OOPa/bs2RowYIBiYmJUp04d7d+/397l5SlkQgAAkBecPHlSV65cUWRkpGbPnq1Ro0ZJkjp06KD33nvPztXZj7M0xvn+FsDfFbB3AQCQXwUEBOjMmTMqVaqU9u7dq7CwMHuXlG8dP35cwcHBOn/+vEqWLGnvcgAAADI0dOhQLVu2TG5ubuZ13bp1U82aNTVp0iQtWbLEjtXlf2RCAABga23atFGbNm0s1g0aNEihoaGaMWOGBgwYYKfKcp9hGEpJSVGhQoXsXUqu4ftbAH/HGeMAYCV3d3eVKlXKqm1PnDhxz0v3/P2ykVeuXNGQIUMUHBwsd3d3+fn5qWXLlvr+++8z9VobNmxQo0aNVLhwYRUtWlRt27bVgQMHLMb89NNP6t27t8qXLy8PDw+VKlVKzz33nC5cuGAx7kG1NG3aVJ9//rlOnjwpk8kkk8mk4ODgB9aYmTEAAAD29uijj1o0xSWpUqVKql69un755ZdMzbFkyRKFhoaqUKFC8vX11TPPPKNTp05ZjAkODlbv3r3Tbdu0aVM1bdr0vvNfunRJrq6ueuedd8zrzp8/LxcXFxUvXlyGYZjX//Of/0yXZ3fv3q0nnnhC3t7e8vT0VJMmTfTNN99YjCETAgCA/MzV1VVBQUG6dOnSA8cuWLBAzZs3l5+fn9zd3VWtWjXNnTs33bjg4GC1a9dOmzZtUu3ateXh4aFq1arpk08+yVRNd+/tfeTIEfXu3Vs+Pj7y9vZWnz59dO3aNYuxt2/f1ttvv60KFSrI3d1dwcHBeuONN3Tjxo0Ma9q4caPq1q2rQoUKaf78+TKZTEpOTtaiRYvMWe3v2fPSpUsPrEPKXLbduXOnunTporJly8rd3V1BQUF6+eWXdf36dYtxZ8+eVZ8+fVSmTBm5u7srICBATz75pE6cOGHenwMHDmjHjh3muh+UjbPz/S0Ax8QZ4wCQx73wwgtavXq1Bg0apGrVqunChQv6+uuv9csvv6hOnTr33Xbx4sWKjIxURESEJk+erGvXrmnu3Llq2LChfvjhB/OXj1999ZWOHTumPn36qFSpUjpw4IDee+89HThwQLt27ZLJZMpULW+++aaSkpL0+++/a+bMmZKkIkWK5Oj7AwAAYE+GYSg+Pl7Vq1d/4Njx48dr1KhR6tq1q/r166dz587p3//+txo3bqwffvhBPj4+2a7Hx8dHNWrUUExMjF588UVJ0tdffy2TyaTExETFxcWZa925c6caNWpk3nbr1q1q3bq1QkNDNXr0aLm4uJi/DN65c6fq1asniUwIAADyn+TkZF2/fl1JSUlat26dNmzYoG7duj1wu7lz56p69erq0KGDChQooM8++0wDBw5UWlqaoqKiLMYePnxY3bp10wsvvKDIyEgtWLBAXbp00ZdffqmWLVtmqs6uXbsqJCREEydO1Pfff68PPvhAfn5+mjx5snlMv379tGjRInXu3FnDhg3T7t27NXHiRP3yyy9as2aNxXyHDh1S9+7d9fzzz6t///6qXLmyFi9erH79+qlevXrmM+YrVKiQ5Toym21XrVqla9eu6Z///KeKFy+uPXv26N///rd+//13rVq1yjzf008/rQMHDmjw4MEKDg5WQkKCvvrqK/32228KDg7WrFmzNHjwYBUpUkRvvvmmJMnf3z9T7ysAmBkAgGyLjY01JBkLFizI1Pjjx4/fc7wkY/To0eZlb29vIyoqKss1XblyxfDx8TH69+9vsf7s2bOGt7e3xfpr166l23758uWGJCMmJiZLtbRt29YoV65clus1DMM4d+5cuv0HAADIyxYvXmxIMj788MP7jjtx4oTh6upqjB8/3mL9zz//bBQoUMBifbly5YzIyMh0czRp0sRo0qTJA2uKiooy/P39zctDhw41GjdubPj5+Rlz5841DMMwLly4YJhMJmP27NmGYRhGWlqaUalSJSMiIsJIS0szb3vt2jUjJCTEaNmypXkdmRAAAOQ3zz//vCHJkGS4uLgYnTt3NhITEx+4XUbfmUVERBjly5e3WFeuXDlDkvHxxx+b1yUlJRkBAQHGI4888sDXGT16tCHJeO655yzWP/XUU0bx4sXNy/v27TMkGf369bMY98orrxiSjK1bt6ar6csvv0z3eoULF84wb2a2jqxk24zew4kTJxomk8k4efKkYRiGcfHiRUOSMXXq1HRj/6p69eqZysMZyer3twAcE5dSB4A8zsfHR7t379bp06eztN1XX32lS5cuqXv37jp//rz54erqqvDwcG3bts089q/3FkpJSdH58+dVv359SbK4ZLu1tQAAADiigwcPKioqSg0aNFBkZOR9x37yySdKS0tT165dLbJZqVKlVKlSJYtsll2NGjVSfHy8Dh06JOnOmeGNGzdWo0aNtHPnTkl3ziI3DMN8xvi+fft0+PBh9ejRQxcuXDDXl5ycrMcff1wxMTFKS0uTRCYEAAD5z5AhQ/TVV19p0aJFat26tVJTU3Xz5s0HbvfX78ySkpJ0/vx5NWnSRMeOHVNSUpLF2MDAQD311FPmZS8vL/Xq1Us//PCDzp49m6k6X3jhBYvlRo0a6cKFC7p8+bIk6YsvvpAkDR061GLcsGHDJEmff/65xfqQkBBFRERk6rWzUkdWsu1f38Pk5GSdP39ejz76qAzD0A8//GAe4+bmpu3bt+vixYtZrhcAMotLqQNADkpKSrK4X46bm5t8fX2zNMeUKVMUGRmpoKAghYaGqk2bNurVq5fKly8vSbp69aquXr1qHu/q6qqSJUvq8OHDkqTmzZtnOK+Xl5f5z4mJiRo7dqz++9//KiEhId0+ZLaW+/n7/wHw9va2CMYAAAD5ydmzZ9W2bVt5e3tr9erVcnV1lXTv/Hf48GEZhqFKlSplOF/BggWtquGv7uaru83unTt3qkyZMvrhhx80btw4lSxZUtOmTTM/5+XlpVq1akmSOTver8GflJSkYsWKkQkBAEC+U6VKFVWpUkWS1KtXL7Vq1Urt27fX7t27dfny5Xt+f/fNN99o9OjR+t///pfuHttJSUny9vY2L1esWNF8O8K7HnroIUnSiRMnVLJkSZ07d87ieV9fX7m5uZmXy5Yta/F8sWLFJEkXL16Ul5eXTp48KRcXF1WsWNFiXKlSpeTj46OTJ09arA8JCXnAO5OxB9WRlWz722+/6a233tK6devSNb3vfu/o7u6uyZMna9iwYfL391f9+vXVrl079erV64H3CE9NTX3g+woAd9EYB4Ac9NJLL2nRokXm5SZNmmj79u3pQvJdqamp6dZ17dpVjRo10po1a7Rp0yZNnTpVkydP1ieffKLWrVtr2rRpGjt2rHl8uXLldOLECfMZPYsXL84wQBYoUMDiNb799lsNHz5ctWvXVpEiRZSWlqYnnnjCPE9marmfgIAAi+UFCxaod+/e990GAAAgL0pKSlLr1q116dIl7dy5U4GBgebn7pX/0tLSZDKZtGHDBnMT/a/+eg/u+2XFv257r3wVGBiokJAQxcTEKDg4WIZhqEGDBipZsqReeuklnTx5Ujt37tSjjz4qF5c7F5K7m/mmTp2q2rVrZ/j6d2skEwIAgPyuc+fOev755/Xrr79q4sSJGea3o0eP6vHHH1eVKlU0Y8YMBQUFyc3NTV988YVmzpxp8Z1ZZpw6dSpdo3rbtm1q2rSpeTmjnChJhmFYLN8rL/6dtT9AfFAdmc22qampatmypRITE/Xaa6+pSpUqKly4sP744w/17t3b4j0cMmSI2rdvr08//VQbN27UqFGjNHHiRG3dulWPPPLIPWvNzPsKAHfRGAeAHPTqq6+qZ8+e5uW7v668+7+XLl2yGP/3X3XeFRAQoIEDB2rgwIFKSEhQnTp1NH78eLVu3Vq9evVSw4YNzWPvBt4KFSpIkvz8/NSiRYt71njx4kVt2bJFY8eO1VtvvWVef/esoazUIt07mH/11VcWy9WrV79nTQAAAHlVSkqK2rdvr19//VWbN29WtWrVLJ6/V/6rUKGCDMNQSEiI+cyheylWrFi6nCjdyYp/PSv7fvmqUaNGiomJUUhIiGrXrq2iRYuqVq1a8vb21pdffqnvv//e4seVd7Ojl5fXfbPjXWRCAACQn909QzwpKeme+e2zzz7TjRs3tG7dOoszqO91C5wjR47IMAyLHPTrr79KkoKDg+Xj45MuC929ek9mlStXTmlpaTp8+LCqVq1qXh8fH69Lly6pXLlymZons431e8lstv3555/166+/atGiRerVq5d5/d/fh7/OO2zYMA0bNkyHDx9W7dq1NX36dC1ZsuSedZcqVSrb7ysA50FjHAByULVq1dJ9WSrd+cKxRIkSiomJ0ZAhQ8zr58yZYzEuNTVVV69etbgsk5+fnwIDA3Xjxg1JUvny5TO8bGVERIS8vLw0YcIENWvWLN3lOc+dO6eSJUuaf9X591+ezpo1K8u1SFLhwoXT3WNJUqa+YAUAAMjLUlNT1a1bN/3vf//T2rVr1aBBg3Rj7pX/OnXqpBEjRmjs2LFasmSJxZd6hmEoMTFRxYsXl3TnC8GdO3fq5s2b5ktArl+/XqdOnbLIfffLV40aNdJHH32kFStWmJvVLi4uevTRRzVjxgzdunXLfMl1SQoNDVWFChU0bdo09ejRw+IMdun/syOZEAAA5CcJCQny8/OzWHfr1i199NFHKlSokKpVq6YiRYpkmN8y+s4sKSlJCxYsyPC1Tp8+rTVr1qhTp06SpMuXL+ujjz5S7dq1zVdzzG4WatOmjd544w3NmjVL8+fPN6+fMWOGJKlt27aZmqdw4cIZ/hAzszKbbTN6Dw3D0OzZsy3mu3btmlxcXOTh4WFeV6FCBRUtWjRdxvx73R4eHmRMAJlGYxwAsuHdd9/VpUuXdPr0aUl3fkn6+++/S5IGDx5s8YXh3/Xr10+TJk1Sv379VLduXcXExJh/RXrXlStXVKZMGXXu3Fm1atVSkSJFtHnzZsXGxmr69On3rc3Ly0tz587Vs88+qzp16uiZZ55RyZIl9dtvv+nzzz/XY489pnfffVdeXl5q3LixpkyZolu3bql06dLatGmTjh8/blUtoaGhWrFihYYOHaqwsDAVKVJE7du3v2+tixcv1smTJ833aoqJidG4ceMkSc8++2ymf+0KAACQk4YNG6Z169apffv2SkxMNJ+5ctdfzzT6uwoVKmjcuHEaMWKETpw4oY4dO6po0aI6fvy41qxZowEDBuiVV16RdCcnrl69Wk888YS6du2qo0ePasmSJeazujPjbtP70KFDmjBhgnl948aNtWHDBrm7uyssLMy83sXFRR988IFat26t6tWrq0+fPipdurT++OMPbdu2TV5eXvrss8/IhAAAIF95/vnndfnyZTVu3FilS5fW2bNntXTpUh08eFDTp09P92PAv2rVqpXc3NzUvn17Pf/887p69aref/99+fn56cyZM+nGP/TQQ+rbt69iY2Pl7++v//znP4qPj79nI90atWrVUmRkpN577z1dunRJTZo00Z49e7Ro0SJ17NhRzZo1y9Q8oaGh2rx5s2bMmGG+DU94eHim68hstq1SpYoqVKigV155RX/88Ye8vLz08ccfp7vX+K+//qrHH39cXbt2VbVq1VSgQAGtWbNG8fHxeuaZZyzqnjt3rsaNG6eKFSvKz89PzZs3v2+t2fn+FoADMgAAVitXrpwhKcPH8ePH77vttWvXjL59+xre3t5G0aJFja5duxoJCQmGJGP06NGGYRjGjRs3jOHDhxu1atUyihYtahQuXNioVauWMWfOnEzXuG3bNiMiIsLw9vY2PDw8jAoVKhi9e/c29u7dax7z+++/G0899ZTh4+NjeHt7G126dDFOnz5tVS1Xr141evToYfj4+BiSjHLlyj2wxiZNmtzzfdy2bVum9xUAACAn3S+zZPb/Xn/88cdGw4YNjcKFCxuFCxc2qlSpYkRFRRmHDh2yGDd9+nSjdOnShru7u/HYY48Ze/fuNZo0aWI0adIk0/X6+fkZkoz4+Hjzuq+//tqQZDRq1CjDbX744QejU6dORvHixQ13d3ejXLlyRteuXY0tW7YYhkEmBAAA+cvy5cuNFi1aGP7+/kaBAgWMYsWKGS1atDDWrl2bqe3XrVtnPPzww4aHh4cRHBxsTJ482fjPf/6T7ru/cuXKGW3btjU2btxoPPzww4a7u7tRpUoVY9WqVZl6ndGjRxuSjHPnzlmsX7BgQbrXunXrljF27FgjJCTEKFiwoBEUFGSMGDHCSElJsdj2bk0ZOXjwoNG4cWOjUKFChiQjMjIyy3UYRuaybVxcnNGiRQujSJEiRokSJYz+/fsbP/74oyHJWLBggWEYhnH+/HkjKirKqFKlilG4cGHD29vbCA8PN1auXGnxemfPnjXatm1rFC1a1JCUqWycne9vATgek2H87dq5AAAAAAAAAAAAyJTg4GDVqFFD69evt3cpAID7cLF3AQAAAAAAAAAAAAAA5CQa4wAAAAAAAAAAAAAAh0ZjHAAAAAAAAAAAAADg0LjHOAAAAAAAAAAAAADAoXHGOAAAAAAAAAAAAADAoRWwdwF5TVpamk6fPq2iRYvKZDLZuxwAAADch2EYunLligIDA+Xikv3ffJIFAQAA8hfyIAAAgHPLSh6kMf43p0+fVlBQkL3LAAAAQBacOnVKZcqUyfY8ZEEAAID8iTwIAADg3DKTB2mM/03RokUl3XnzvLy87FwNAAAA7ufy5csKCgoyZ7jsIgsCAADkL+RBAAAA55aVPOhwjfFLly6pRYsWun37tm7fvq2XXnpJ/fv3z/T2dy+R5OXlRfgFAADIJ2x1mUuyIAAAQP5EHgQAAHBumcmDDtcYL1q0qGJiYuTp6ank5GTVqFFDnTp1UvHixe1dGgAAAAAAAAAAAADADu5/B/J8yNXVVZ6enpKkGzduyDAMGYZh56oAAAAAAAAAAAAAAPaS5xrjMTExat++vQIDA2UymfTpp5+mGxMdHa3g4GB5eHgoPDxce/bssXj+0qVLqlWrlsqUKaPhw4erRIkSuVQ9AAAAAAAAAAAAACCvyXOXUk9OTlatWrX03HPPqVOnTumeX7FihYYOHap58+YpPDxcs2bNUkREhA4dOiQ/Pz9Jko+Pj3788UfFx8erU6dO6ty5s/z9/TN8vRs3bujGjRvm5cuXL0uSbt26pVu3buXAHgIAAMBWspvXyIIAAAD5G3kQAADAuWUls+W5xnjr1q3VunXrez4/Y8YM9e/fX3369JEkzZs3T59//rn+85//6PXXX7cY6+/vr1q1amnnzp3q3LlzhvNNnDhRY8eOTbd+06ZN5kuyZ8RkMsnV1TUzu4QMpKamcol7AACQbdeuXcvW9tZmQYk8mF3kQQAAYAvkwfyLPAgAAGwhK3nQZOTh9GEymbRmzRp17NhRknTz5k15enpq9erV5nWSFBkZqUuXLmnt2rWKj4+Xp6enihYtqqSkJD322GNavny5atasmeFrZPSr0KCgIJ0/f15eXl7pxhuGoYSEBPOvR2E9Ly8v+fn5yWQy2bsUAACQT12+fFklSpRQUlJShtntQbKaBSXyoC2RBwEAQHaRB/M38iAAAMiurOTBPHfG+P2cP39eqamp6S6L7u/vr4MHD0qSTp48qQEDBsgwDBmGocGDB9+zKS5J7u7ucnd3T7e+YMGCKliwYLr1Z86c0ZUrV+Tv7y9PT09CmxUMw9C1a9eUkJAgV1dXBQQE2LskAACQT2WU17Iiq1lQIg/aAnkQAADYCnkwfyIPAgAAW8lKHsxXjfHMqFevnvbt25cjc6empurSpUvy8/NT8eLFc+Q1nEWhQoUkSQkJCfLz8+OyUwAAIF8gD9oOeRAAAORH5EHbIQ8CAIDc5mLvArKiRIkScnV1VXx8vMX6+Ph4lSpVKltzR0dHq1q1agoLC7vnmLs3b3/Q/YWQOXffx7vvKwAAgL1kJgtK5EFbIw8CAIC8gjxoH+RBAACQm/JVY9zNzU2hoaHasmWLeV1aWpq2bNmiBg0aZGvuqKgoxcXFKTY29oFjuTySbfA+AgCAvCIrWVAix9gK7yMAAMgryIP2wfsIAAByU567lPrVq1d15MgR8/Lx48e1b98++fr6qmzZsho6dKgiIyNVt25d1atXT7NmzVJycrL69Oljx6oBAAAAAAAAAAAAAHlVnmuM7927V82aNTMvDx06VJIUGRmphQsXqlu3bjp37pzeeustnT17VrVr19aXX34pf39/e5UMAAAAAAAAAAAAAMjD8lxjvGnTpjIM475jBg0apEGDBuVSRZkT/PrndnvtE5Pa5tjcn332mUaOHKlDhw6pbNmyGjFiBGfnAwAAZIA8CAAA4NzslQdzMgtK5EEAAOA48tU9xnNSdHS0qlWrprCwMHuXkmd8/fXXeuqpp9SgQQNt2LBB3bp1U9++fbV69Wp7lwYAAGBTZMGMkQcBAICzIA9mjDwIAAAcicl40OnZTuby5cvy9vZWUlKSvLy8LJ5LSUnR8ePHFRISIg8PD4vnHPEMoYiICF29elXffPONeV2PHj20b98+xcXFZXv++72fAAAAmXG/7JYT85EHyYMAACBvIQ/m7Bnj5EEAAJDXZSUPcsa4k+rdu7dq1KihDRs2qEaNGvLw8FBoaKh27dolSbpx44a2bdumLl26WGz3zDPP6JdfftGJEyfsUDUAAABshTwIAADg3MiDAADA2dAYd2JnzpzRwIEDNXz4cK1cuVLu7u6KiIhQQkKCjh49qlu3bqlKlSoW21StWlWSdPDgQXuUDAAAABsiDwIAADg38iAAAHAmBexdAOwnMTFRq1atUvPmzSVJTZo0UVBQkGbOnKl27dpJknx8fCy2KVasmHlbAAAA5G/kQQAAAOdGHgQAAM6EM8b/FB0drWrVqiksLMzepeQab29vc+i9u9yiRQvt3r3bjlUBAADkPmfMghJ5EAAA4C7y4P8vkwcBAICjojH+p6ioKMXFxSk2NtbepeSakiVLplvn7++vM2fOmH/5mZSUZPH8xYsXJUm+vr45XyAAAEAuccYsKJEHAQAA7iIP/j/yIAAAcFQ0xp3YuXPn0q2Lj49XQECAKlSooIIFC6a7V9Dd5b/fWwgAAAD5D3kQAADAuZEHAQCAM6Ex7sSSkpK0detWi+XNmzcrPDxc7u7uatasmVavXm2xzYoVK1S1alUFBwfncrUAAACwNfIgAACAcyMPAgAAZ1LA3gXAfnx9fdW3b1+NHTtWPj4+mjRpkgzD0JAhQyRJo0aNUtOmTTVw4EB17dpV27Zt07Jly7RixQr7Fg4AAACbIA8CAAA4N/IgAABwJjTG/xQdHa3o6GilpqZatf2JSW1tXFHOCwgI0OTJkzV8+HAdPXpU1atX18aNG+Xv7y9JatiwoT755BONHDlSH374ocqWLasPPvhAXbp0sXPlAAAAtpXdLCiRBwEAAPIz8iB5EAAAOD6TYRiGvYvISy5fvixvb28lJSXJy8vL4rmUlBQdP35cISEh8vDwsFOFttG7d2/t3btX+/fvt1sNjvR+AgAA+7hfdsuJ+Rwpv5AHAQCAIyAPWo88CAAAHEFW8iD3GAcAAAAAAAAAAAAAODQa4wAAAAAAAAAAAAAAh8Y9xp3UwoUL7V0CAAAA7Ig8CAAA4NzIgwAAwNlwxjgAAAAAAAAAAAAAwKHRGAcAAAAAAAAAAAAAODQa43+Kjo5WtWrVFBYWZu9SAAAAkMvIggAAAM6NPAgAAOD4aIz/KSoqSnFxcYqNjbV3KQAAAMhlZEEAAADnRh4EAABwfDTGAQAAAAAAAAAAAAAOjcY4AAAAAAAAAAAAAMCh0RgHAAAAAAAAAAAAADi0AvYuwGGM8bbjayfZfMrU1FRNnz5d69evV1xcnNLS0lSrVi3961//UqNGjSzGmkymdNv7+/vr7NmzNq8LAAAgzyIPWiAPAgAAp2OvPJgDWVAiDwIAAMdDYxwZun79uiZOnKjevXvrtddek6urq9577z01a9ZMmzZtUvPmzS3GDx48WD169DAvu7m55XbJAAAAsCHyIAAAgHMjDwIAAEdDYxwZKlSokI4dO6ZixYqZ17Vs2VI1atTQzJkz0wXfsmXLqn79+rldJgAAAHIIeRAAAMC5kQcBAICj4R7jTqp3796qUaOGNmzYoBo1asjDw0OhoaHatWuXJMnV1dUi9N5d9/DDD+v06dP2KBkAAAA2RB4EAABwbuRBAADgbGiM/yk6OlrVqlVTWFiYvUvJNWfOnNHAgQM1fPhwrVy5Uu7u7oqIiFBCQkKG42/fvq1du3apatWq6Z6bOHGiChYsKB8fH3Xr1k2//fZbTpcPAABgM86YBSXyIAAAwF3kQfIgAABwfDTG/xQVFaW4uDjFxsbau5Rck5iYqA8//FCRkZHq0KGDNmzYIMMwNHPmzAzHT5kyRX/88Ydefvlli/W9evXSvHnztGXLFk2YMEExMTFq2LChLl68mBu7AQAAkG3OmAUl8iAAAMBd5EHyIAAAcHzcY9yJeXt7W9wLyNvbWy1atNDu3bvTjf3qq680evRovfXWWwoNDbV4btGiReY/N27cWA0bNlSdOnX0/vvv69VXX825HQAAAEC2kAcBAACcG3kQAAA4E84Yd2IlS5ZMt87f319nzpyxWPf999/r6aefVo8ePfTWW289cN6HH35YlStX1nfffWezWgEAAGB75EEAAADnRh4EAADOhMa4Ezt37ly6dfHx8QoICDAvHzlyRK1bt9ajjz6qDz74IDfLAwAAQA4jDwIAADg38iAAAHAmNMadWFJSkrZu3WqxvHnzZoWHh0uSzpw5o1atWqls2bJavXq1ChYsmKl59+3bp0OHDiksLCxH6gYAAIBtkAcBAACcG3kQAAA4E+4x7sR8fX3Vt29fjR07Vj4+Ppo0aZIMw9CQIUN0/fp1tW7dWufPn9fs2bO1f/9+83bu7u565JFHJEnTpk3T0aNH1bRpU/n5+Wn//v0aP368goKC1K9fP3vtGgAAADKBPAgAAODcyIMAAMCZ0Bi3lTFJ9q4gywICAjR58mQNHz5cR48eVfXq1bVx40b5+/vrxIkT+vHHHyVJHTp0sNiuXLlyOnHihCSpcuXK+vjjj7VixQpduXJFJUuWVNu2bTVu3Dj5+Pjk8h4BAADYEXmQPAgAAJwbeZA8CAAA8jQa406ubdu2atu2bbr1wcHBMgzjgdu3b99e7du3z4nSAAAAkAvIgwAAAM6NPAgAAJwF9xgHAAAAAAAAAAAAADg0GuMAAAAAAAAAAAAAAIfGpdT/FB0drejoaKWmptq7lFyxcOFCe5cAAACQZzhbFpTIgwAAAH9FHgQAAHB8nDH+p6ioKMXFxSk2NtbepQAAACCXkQUBAACcG3kQAADA8dEYBwAAAAAAAAAAAAA4NBrjAAAAAAAAAAAAAACHRmMcAAAAAAAAAAAAAODQaIwDAAAAAAAAAAAAABwajXEAAAAAAAAAAAAAgEOjMY576t27t0wmU7rHl19+aTHu5s2bGj58uEqVKqXChQurZcuWOnTokJ2qBgAAgK2QBwEAAJwbeRAAADiSAvYuwFHUXFTTbq/9c+TPOTZ3+fLltXTpUot1VatWtVh+8cUX9d///lczZsxQ6dKlNX78eD3++OM6cOCAvL29c6w2AACAvIQ8SB4EAADOzV55MCezoEQeBAAAjoPGOO6rUKFCql+//j2f//333/XBBx9ozpw5eu655yRJYWFhKlu2rObPn69XX301t0oFAABADiAPAgAAODfyIAAAcBQ0xp1U7969tXfvXk2dOlXDhw/XkSNHVL16dUVHR9836P7dpk2blJaWpi5dupjX+fr6qlWrVvriiy8IvgAAAHkUeRAAAMC5kQcBAMifpndrl+05hq1Yb4NK8h8a407szJkzGjhwoMaMGaNixYpp0qRJioiI0OHDh+Xn5ydJOnLkiLy9vXX9+nXVrFlTo0aNUseOHc1zHDx4UH5+fipWrJjF3FWrVtWHH36Ym7sDAACALCIPAgCQ//BFKGyJPAgAAJwJjXEnlpiYqFWrVql58+aSpCZNmigoKEgzZ87UxIkT9cgjjygsLEzVq1fXpUuXNHfuXD311FNatWqVOnfuLEm6ePGifHx80s1drFgxJSYm5ubuAAAAIIvIgwDshcYeAOQN5EEA9kIeBGAPNMadmLe3tzn03l1u0aKFdu/eLUl66aWXLMZ36NBBjz76qN566y1z8AUAAED+RR4EnMsvVaraZJ6tTaNtMg+QKWO8sz1FzZCy2Z5j5cTb2Z5D4vhB3kMeBJyLLfIgn2XIVTbIglLeyYMcP/ZHY9yJlSxZMt06f39//fLLLxmOd3Fx0dNPP61XX31V169fV6FChVSsWDElJSWlG3vx4kX5+vravGYAAADYDnkQyD9qLqqZ7TlW2qAOILOCX//cJvOc8LDJNADugTwIAMgptsiDZEHYGo3xP0VHRys6Olqpqan2LiXXnDt3Lt26+Ph4BQQEZHqOKlWqKD4+XhcvXrS4j9DBgwdVpUoVm9QJAACQ05wxC0rkQQAAgLvIg/+PPAjkTfxQEgCyz8XeBeQVUVFRiouLU2xsrL1LyTVJSUnaunWrxfLmzZsVHh6e4fi0tDStWrVK1atXV6FChSRJrVq1kouLiz7++GPzuIsXL2rTpk1q06ZNzu4AAACAjThjFpTIgwAAAHeRB/9/mTwIAAAcFWeMOzFfX1/17dtXY8eOlY+PjyZNmiTDMDRkyBCdPHlSkZGR6t69uypWrKiLFy9q7ty52rt3r0XILVOmjPr166fhw4fL1dVVpUuX1oQJE+Tt7a3nn3/ejnsHAACAByEPAgAAODfyIAAAcCY0xm3k58if7V1ClgUEBGjy5MkaPny4jh49qurVq2vjxo3y9/dXYmKivL29NW7cOCUkJMjNzU1169bVhg0bFBERYTHP7NmzVaRIEb3++uu6cuWKHnvsMW3evFne3t522jMAABzX9G7tsj3HsBXrbVAJ/o48SB4EAADOjTxIHgQAAHkbjXEn17ZtW7Vt2zbdel9fX61duzZTc7i7u2vatGmaNm2arcsD4KBs0diTaO4h/4l+YeuDBwG5jDwIAADg3MiDAADAWdAYBwBkCY09OKNfqlS1zURNo20zDwAAAAAAAAAgS2iMA4ATsUlzj8Ye8pmai2pme46VNqgDAAAAAAAAAGA/NMad1MKFC+1dAgAADzbGBvejCymb/TkAB0QeBAAAcG7kQSCX2OK7DYnvNwDABlzsXQAAAAAAAAAAAAAAADmJxjgAAAAAAAAAAAAAwKHRGAcAAAAAAAAAAAAAODTuMQ4A+UDNRTVtMs9Km8wCPFjw65/bZJ4THjaZBgAAAAAAIMts8f0G320AQN7BGeMAAAAAAAAAAAAAAIdGYxwAAAAAAAAAAAAA4NBojAMAAAAAAAAAAAAAHBr3GLeRX6pUtdtrVz34S47MazKZ7vnc6dOnFRAQcM9x/v7+Onv2bI7UBQAAkBeRBy2RBwEAgLOxVx7MqSwokQcBAIBjoTGOe/rf//6Xbl2vXr1UuHBhc+i9a/DgwerRo4d52c3NLcfrAwAAQM4iDwIAADg38iAAAHAkVjXGf/zxR33zzTeKi4vT+fPnZTKZVKJECVWtWlWPPvqoateubeMyYQ/169e3WD5x4oQOHz6sKVOmpBtbtmzZdOMBAACQv5EHAQAAnBt5EAAAOJJM32M8ISFBY8aMUfny5VWnTh0NGjRIH3zwgXbs2KFt27bp/fff16BBgxQaGqqQkBCNGTNG8fHxOVk7sqF3796qUaOGNmzYoBo1asjDw0OhoaHatWvXPbdZtmyZTCaTunfvnouVAgAAICeQBwEAAJwbeRAAADibTDXGX3vtNZUvX17vvfee2rVrp08//VS///67UlJSdObMGZ09e1YpKSn6/fff9emnn6pdu3Z6//33VaFCBY0YMSKn9wFWOnPmjAYOHKjhw4dr5cqVcnd3V0REhBISEjIcv3z5cjVu3FhlypRJ99zEiRNVsGBB+fj4qFu3bvrtt99yunwAAABkE3kQAADAuZEHAQCAM8nUpdRjYmK0ZMkSPfnkkzKZTPccFxgYqMDAQLVv317vvPOO1q5dm+FldZA3JCYmatWqVWrevLkkqUmTJgoKCtLMmTM1ceJEi7E//fST9u/fr/nz56ebp1evXmrXrp38/f21f/9+vf3222rYsKF+/PFHFStWLFf2BQAAAFlHHgQAAHBu5EEAAOBMMtUY/9///pfliU0mkzp27KiOHTtmedvsOHXqlJ599lklJCSoQIECGjVqlLp06ZKrNeQX3t7e5tB7d7lFixbavXt3urFLly5VwYIF1blz53TPLVq0yPznxo0bq2HDhqpTp47ef/99vfrqqzlTPAAAALKNPAgAAODcyIMAAMCZZPoe4/lFgQIFNGvWLMXFxWnTpk0aMmSIkpOT7V1WnlSyZMl06/z9/XXmzBmLdYZh6L///a9at24tX1/fB8778MMPq3Llyvruu+9sVisAAABsjzwIAADg3MiDAADAmVjVGP/tt9/09ddfW6z78ccf1atXL3Xr1k2ffvqpLWqzSkBAgGrXri1JKlWqlEqUKKHExES71ZOXnTt3Lt26+Ph4BQQEWKz7+uuv9dtvv6lHjx65VRoAAAByAXkQAADAuZEHAQCAM7GqMf7iiy9qzJgx5uX4+Hg1a9ZMn3zyiWJiYvT000/rk08+saqgmJgYtW/fXoGBgTKZTBk22aOjoxUcHCwPDw+Fh4drz549Gc713XffKTU1VUFBQVbV4uiSkpK0detWi+XNmzcrPDzcYtyyZctUpEgRdejQIVPz7tu3T4cOHVJYWJhN6wUAAIBtkQcBAACcG3kQAAA4k0zdY/zv9uzZo5deesm8/NFHH+n69evav3+/QkJC9MQTT2jatGnq1KlTludOTk5WrVq19Nxzz2W4/YoVKzR06FDNmzdP4eHhmjVrliIiInTo0CH5+fmZxyUmJqpXr156//337/t6N27c0I0bN8zLly9fliTdunVLt27dshh769YtGYahtLQ0paWlZXnfcoo1tRiGIV9fX/Xt21ejR4+Wj4+PpkyZIsMw9OKLL5rnvH37tlavXq0nn3xS7u7u6V5r+vTpOnr0qJo0aSI/Pz8dOHBAEyZMUFBQkJ577rn71paWlibDMHTr1i25urpmeR8AZ+Iud5vMk+qe/WPNVMCwwRwFsz2HpHT/nUbe4e6a/X8nknTLxSPbc9ji+LHFsSPlnePHkY6d7O5LVrLg3fXkQfIgYA98nqXnSJ9njog8mDGOH9sjD1qXBSXyIJAZtvg8s8VnmZR3Ps9s8Vl2Zx4+zxwdx096HD85Iyv7YjIMI8t/Cx4eHpo7d6769OkjSWrSpIkKFSqkL7/8UpI0b948vfHGG9m+hLnJZNKaNWvUsWNH87rw8HCFhYXp3XfflXQnPAUFBWnw4MF6/fXXJd0JtC1btlT//v317LPP3vc1xowZo7Fjx6Zbv2zZMnl6elqsK1CggEqVKqWgoCC5ublla9/sbeDAgfrhhx80ZswYjR49WsePH1eVKlU0ZcoUi1+Ebty4Uc8884xWrlypli1bpptnw4YNmjlzpg4fPqyrV6+qRIkSatGihd58802VKlXqvjXcvHlTp06d0tmzZ3X79m2b7yMAAHB8165dU48ePZSUlCQvL68sb5+VLCiRB8mDAAAgryEPWo88CAAAHEFW8qBVjfGgoCD17dtXY8aM0aVLl+Tv769Jkybp5ZdfliS9++67euONN8y/sLTW3xvjN2/elKenp1avXm3RLI+MjNSlS5e0du1aGYahHj16qHLlyhaXe7+XjH4VGhQUpPPnz6d781JSUnTq1CnzZdzzsz59+ui7777TTz/9ZLcaUlJSdOLECQUFBeX79xPIaQ2WNbDJPAtnZP//ZMY0mp7tOVIuvpvtOSRp8MKVNpkHtldjzEabzLPfvW+252hQLvu3VLHFsSPlnePHkY6dy5cvq0SJElZ/EZqVLCiRB22NPAhkni3yIJ9nyE3kwYxx/NgeedB65EHgwWzxeWaLzzIp73ye2eKzTOLzzBlw/KTH8ZMzspIHrbqUeosWLfTOO+/Iy8tL27dvV1pamkWjOi4uLkfu633+/HmlpqbK39/fYr2/v78OHjwoSfrmm2+0YsUKPfzww+b7ky9evFg1a9bMcE53d3e5u6e/hELBggVVsKDlpQhSU1NlMpnk4uIiFxerbs+eZ5hMJkmy6364uLjIZDJl+F4DsHRDNx48KBNcb2T/w9u4bbLBHLa5TAv/7ci7bqRm/9+JJBVMS8n2HLY4fmxx7Eh55/hxpGMnu/uSlSwokQdtjTwIZB6fZ+nx3428jTyYMY4f2yMPWo88CDyYLT7PbPFZJuWdzzNbfJbdmYfPM0fH8ZMex0/OyMq+WNUYnzRpkn799Ve98sorcnNz07Rp0xQSEiLpzq8sV65cqR49elgzdbY1bNgwz9zfBwAAAAAAAAAAAABgf1Y1xv39/fXNN98oKSlJhQoVsrifTlpamrZs2ZIjZ4yXKFFCrq6uio+Pt1gfHx//wPvVPEh0dLSio6OVmpqarXnyi4ULF9q7BAAAgDzD2bKgRB4EAAD4K/IgAACA48vWdXK8vb0tmuKSVKhQIdWqVUu+vr7ZKiwjbm5uCg0N1ZYtW8zr7jbiGzTI3v3WoqKiFBcXp9jY2OyWCQAAgHyGLAgAAODcyIMAAACOz6ozxu+KiYnRsWPHdPHiRRmGYfGcyWTSyy+/nOU5r169qiNHjpiXjx8/rn379snX11dly5bV0KFDFRkZqbp166pevXqaNWuWkpOT1adPn+zsCgAAAAAAAAAAAADAQVnVGN+3b5+6deumI0eOpGuI32VtY3zv3r1q1qyZeXno0KGSpMjISC1cuFDdunXTuXPn9NZbb+ns2bOqXbu2vvzyS/n7+1uzKwAAAAAAAAAAAAAAB2dVY7xfv35KSEjQvHnzFB4eLm9vb5sV1LRp03s22+8aNGiQBg0aZLPXlJzzPkIAAAC4gywIAADg3MiDAAAAjs+qxviBAwf0r3/9S/3797d1PXYTFRWlqKgoXb582aaNfgDQGBv8NyWkbPbnAADcE1kQQI4iDwJAnkceBAAAcHxWNcYrVaokk8lk61oAIM8Jfv3zbM9xwsMGhQAAAAAAAAAAAMBqVjXGx4wZo2HDhql79+4qXbq0rWsCAAAAAMDubPEjSYkfSgIAAAAAkBdY1Rjv1KmTUlJSVLlyZT3++OMqU6aMXF1dLcaYTCbNnj3bJkXmB9EvbLXba0fNa54j8xqGoalTp2ru3Lk6ffq0KlWqpFGjRqlbt24W44KDg3Xy5Ml021+/fl0eHnwDBAAAnAN5kDwIAACcm73yYE5lQYk8CAAAHItVjfEdO3bon//8p65du6bPPvsswzH5rTEeHR2t6Ohopaam2ruUPGPq1Kl68803NXLkSDVo0EDr1q1T9+7d5enpqfbt21uM7dy5s4YNG2axzt3dPTfLBQAAsBpZMGPkQQAA4CzIgxkjDwIAAEdiVWN88ODB8vLy0urVqxUeHi4vLy9b15XroqKiFBUVpcuXL8vb29ve5djdzZs3NW7cOL344osaPXq0JKlVq1Y6efKkRo4cmS74+vv7q379+vYoFQAAINvIgumRBwEAgDMhD6ZHHgQAAI7GxZqNjhw5ouHDh6tly5YO0RR3Rr1791aNGjW0YcMG1ahRQx4eHgoNDdWuXbskSUePHtWVK1fUqlUri+0iIiL0008/6bfffrNH2QAAALAR8iAAAIBzIw8CAABnY1VjvHr16kpKSrJ1LchlZ86c0cCBAzV8+HCtXLlS7u7uioiIUEJCglJSUiSlv9zR3eVffvnFYv3SpUvl7u6uIkWKqE2bNvr5559zZycAAABgNfIgAACAcyMPAgAAZ2JVY3zatGmaP3++9uzZY+t6kIsSExP14YcfKjIyUh06dNCGDRtkGIZmzpypChUqyGQypfs7vvuL0cTERPO6Dh066N1339XmzZsVHR2tI0eOqGHDhjp27Fiu7g8AAACyhjwIAADg3MiDAADAmVh1j/Hp06eraNGiatCggapVq6ayZcvK1dXVYozJZNLatWttUiRyhre3t5o3b26x3KJFC+3evVteXl7q2bOnJk+erJo1a6p+/fr67LPPtHz5ckl3/n7veuedd8x/btSokVq1aqUqVapo2rRpmjNnTu7tEAAAALKEPAgAAODcyIMAAMCZWNUY/+mnn2QymVS2bFldvXpVcXFx6cb8NRjlB9HR0YqOjlZqaqq9S8k1JUuWTLfO39/ffBmkmTNn6uzZs2rTpo0kqUSJEnr77bf1yiuvKCAg4J7zBgQEqGHDhvruu+9ypnAAAAAbc8YsKJEHAQAA7iIP/j/yIAAAcFRWNcZPnDhh4zLsLyoqSlFRUbp8+bK8vb3tXU6uOHfuXLp18fHx5lBbvHhxbdq0SadPn1ZiYqIqVaqkdevWyc3NTXXq1MntcgEAAHKMM2ZBiTwIAABwF3nw/5EHAQCAo7LqHuNwDElJSdq6davF8ubNmxUeHm4xLjAwUDVq1FCBAgU0d+5cdevWTUWLFr3nvKdPn9bXX3+tsLCwHKsdAAAA2UceBAAAcG7kQQAA4Ewydcb4qVOnFBQUZNULZGdb5CxfX1/17dtXY8eOlY+PjyZNmiTDMDRkyBBJ0tKlS3X9+nVVrFhRp0+f1vz583X8+HEtXbrUPMfy5cu1fv16tWnTRoGBgTp27JgmTpwoV1dXDRs2zE57BgAAgMwgDwIAADg38iAAAHAmmWqMV6xYUf/4xz/0wgsvqF69epma+Ntvv9W8efO0cuVKpaSkZKvI/CBqXnN7l5BlAQEBmjx5soYPH66jR4+qevXq2rhxo/z9/SVJhmFo+vTpOn78uIoUKaI2bdpo6dKlFvcPCgkJ0enTpzVkyBBdunRJPj4+at68uf71r38pJCTEXrsGAACQ68iD5EEAAODcyIPkQQAAkLdlqjG+c+dOjRw5UvXr11e5cuXUvHlz1alTRyEhISpWrJgMw9DFixd1/Phx7d27V1u3btUff/yhZs2aKSYmJqf3AdnQtm1btW3bNsPnevbsqZ49e953+/r162vbtm05URoAAAByAXkQAADAuZEHAQCAs8hUY7xevXratGmT9u3bpwULFmjt2rVasGCBJMlkMkm68+tBSQoKClLHjh313HPPqXbt2jlTNQAAAAAAAAAAAAAAmZSpxvhdtWvX1uzZszV79mydPn1aBw8e1IULFyRJxYsXV5UqVRQYGJgjhea06OhoRUdHKzU11d6lAAAAIJeRBQEAAJwbeRAAAMDxZakx/leBgYH5tgmekaioKEVFReny5cvy9va2dzk5buHChfYuAQAAIM9wtiwokQcBAAD+ijwIAADg+FzsXQAAAAAAAAAAAAAAADmJxjgAAAAAAAAAAAAAwKHRGAcAAAAAAAAAAAAAODQa4wAAAAAAAAAAAAAAh0ZjHAAAAAAAAAAAAADg0KxqjK9YsUIpKSm2rgUAAAAAAAAAAAAAAJuzqjHevXt3lSpVSn379tW2bdtsXRPyCMMwNGXKFIWEhMjd3V01atTQihUr0o1LSkrSgAEDVKJECXl6eqpp06bat29f7hcMAAAAmyIPAgAAODfyIAAAcCQFrNno66+/1tKlS7Vq1SotXLhQpUuXVo8ePdSzZ0/VqFHD1jXmiujoaEVHRys1NdWq7ad3a2fjijJv2Ir1OTLv1KlT9eabb2rkyJFq0KCB1q1bp+7du8vT01Pt27c3j+vevbv27t2rKVOmyN/fXzNnzlTz5s31448/KigoKEdqAwAAsKXsZkGJPEgeBAAA+Vl+zoM5lQUl8iAAAHAsVp0x/uijjyo6OlqnT5/W2rVr9dhjj+ndd99VrVq1VLt2bU2fPl1nzpyxda05KioqSnFxcYqNjbV3KXnCzZs3NW7cOL344osaPXq0WrVqpXfffVdt27bVyJEjzeN27dqlDRs26MMPP9Rzzz2ntm3bat26dSpYsKCmTZtmxz0AAADIPLJgeuRBAADgTMiD6ZEHAQCAo7GqMX5XgQIF1K5dOy1fvlxnz57VwoULVbx4cb366qsqW7asWrZsqSVLlujmzZu2qhc20rt3b9WoUUMbNmxQjRo15OHhodDQUO3atUuSdPToUV25ckWtWrWy2C4iIkI//fSTfvvtN0nSDz/8IJPJpJYtW5rHeHp6qlGjRvrss89yb4cAAACQJeRBAAAA50YeBAAAziZbjfG/2r9/v/bs2aOff/5ZhmGoSpUqunDhgnr16qUKFSro66+/ttVLwUbOnDmjgQMHavjw4Vq5cqXc3d0VERGhhIQEpaSkSJLc3d0ttrm7/Msvv0iSUlJS5OLiogIFCqQbd+LECV2/fj0X9gQAAADWIA8CAAA4N/IgAABwJtlqjP/6668aPXq0KlWqpMcee0wrV65Ujx49tHfvXv3888/6/vvvtWfPHvn6+uqFF16wVc2wkcTERH344YeKjIxUhw4dtGHDBhmGoZkzZ6pChQoymUzas2ePxTZ3fzGamJgoSapUqZJSU1P1/fffm8ekpaUpNjZWhmHo0qVLubY/AAAAyBryIAAAgHMjDwIAAGdiVWN89uzZqlevnqpWraqpU6eqTp06WrdunU6fPq1Zs2apTp065rF169bV0KFDdfDgQZsVDdvw9vZW8+bNLZZbtGih3bt3y8vLSz179tTkyZO1YcMGXbx4UR999JGWL18uSTKZTJKkVq1aqUKFCnrhhRe0f/9+JSQk6JVXXtGxY8csxgEAACDvIQ8CAAA4N/IgAABwJlY1xl9++WW5u7tr3rx5OnPmjFasWKG2bdvK1dU1w/F169bVqFGjslUobK9kyZLp1vn7++vMmTOSpJkzZyo0NFRt2rSRr6+vhg0bprfffluSFBAQIElyc3PTihUrdPXqVdWsWVP+/v7avHmzhgwZooIFC6p48eK5t0MAAADIEvIgAACAcyMPAgAAZ2JVY/zo0aPauXOn+vfvL29v7weOr169ukaPHm3NSyEHnTt3Lt26+Ph4c6gtXry4Nm3apD/++EM///yzfv/9d5UtW1Zubm4WVwUIDQ3VoUOH9Ouvv+rQoUP68ccfdf36dYWGhqpgwYK5tj8AAADIGvIgAACAcyMPAgAAZ2JVYzwoKEiXL1++5/OXL1/W7du3rS4KuSMpKUlbt261WN68ebPCw8MtxgUGBqpGjRoqUKCA5s6dq27duqlo0aIWY0wmkypVqqSHHnpI58+f14oVK9S/f/9c2Q8AAABYhzwIAADg3MiDAADAmRSwZqMXX3xRMTEx2r9/f4bPP/bYY2revLlmz56dreKQs3x9fdW3b1+NHTtWPj4+mjRpkgzD0JAhQyRJS5cu1fXr11WxYkWdPn1a8+fP1/Hjx7V06VKLecaPH6+KFSvK399fhw4d0oQJExQaGqrevXvn/k4BAAAg08iDAAAAzo08CAAAnIlVjfEvv/xSvXr1uufznTt31pIlS/JVYzw6OlrR0dFKTU21avthK9bbuKKcFxAQoMmTJ2v48OE6evSoqlevro0bN8rf31+SZBiGpk+fruPHj6tIkSJq06aNli5dar6U0l0XL17UK6+8ooSEBAUEBOjZZ5/VyJEj5eJi1QUJAAAAcl12s6BEHiQPAgCA/Iw8SB4EAACOz6rG+OnTp1W6dOl7Ph8YGKg//vjD6qLsISoqSlFRUbp8+XKm7pvuKNq2bau2bdtm+FzPnj3Vs2fPB84xbdo0TZs2zdalAQAA5BpnzYISeRAAAEAiD5IHAQCAM7DqJ3vFixfXoUOH7vn8L7/8Ii8vL6uLAgAAAAAAAAAAAADAVqxqjD/xxBOaP3++fvjhh3TPff/993rvvffUunXrbBcHAAAAAAAAAAAAAEB2WXUp9bfffltffvml6tWrpw4dOqh69eqSpP379+uzzz6Tn5+f3n77bZsWCttauHChvUsAAACAHZEHAQAAnBt5EAAAOBurGuOBgYHau3evXn/9da1du1Zr1qyRJHl5eekf//iHJkyYoMDAQJsWCgAAAAAAAAAAAACANaxqjEtSQECAFi1aJMMwdO7cOUlSyZIlZTKZbFZcXmUYhr1LcAi8jwAAIL8ix9gG7yMAAMivyDG2wfsIAAByk1X3GP8rk8kkPz8/+fn5OXxTvGDBgpKka9eu2bkSx3D3fbz7vgIAAOR15EHbIg8CAID8hjxoW+RBAACQm6w+Y/zixYtavny5jh07posXL6b7dZ/JZNKHH36Y7QLzEldXV/n4+CghIUGS5Onp6fA/BsgJhmHo2rVrSkhIkI+Pj1xdXe1dEgAAQKaQB22DPAgAAPIr8qBtkAcBAIA9WNUY37hxozp37qzk5GR5eXmpWLFi6cY4aiAsVaqUJJnDL6zn4+Njfj8BAADyC/Kg7ZAHAQBAfkQetB3yIAAAyE1WNcaHDRumUqVK6ZNPPlHNmjVtXVOeZjKZFBAQID8/P926dcve5eRbBQsW5JegAAAgXyIP2gZ5EAAA5FfkQdsgDwIAgNxmVWP8yJEjmjp1qtM1xf/K1dWV4AYAAODEyIMAAADOjTwIAACQv7hYs1GlSpV05coVW9cCAAAAAAAAAAAAAIDNWdUYHzdunObMmaMTJ07YuBwAAAAAAAAAAAAAAGzLqkupb9myRSVLllTVqlXVsmVLBQUFpbtskMlk0uzZs21SJAAAAAAAAAAAAAAA1rKqMf7uu++a/7x+/foMx9AYBwAAAAAAAAAAAADkBVZdSj0tLe2Bj9TUVFvXmqOio6NVrVo1hYWF2bsUAAAA5DKyIAAAgHMjDwIAADg+qxrjjigqKkpxcXGKjY21dykAAADIZWRBAAAA50YeBAAAcHxWXUr9rl27dmnbtm1KSEjQwIEDValSJV27dk0HDx7UQw89pCJFitiqTgAAAAAAAAAAAAAArGLVGeM3b95Up06d9Nhjj+nNN9/UO++8o1OnTt2Z0MVFrVq14v7iAAAAAAAAAAAAAIA8warG+KhRo7R+/XrNnTtXhw4dkmEY5uc8PDzUpUsXrV271mZFAgAAAAAAAAAAAABgLasa48uXL9c///lPDRgwQL6+vumer1q1qo4dO5bt4gAAAAAAAAAAAAAAyC6rGuMJCQmqWbPmPZ93dXXVtWvXrC4KAAAAAAAAAAAAAABbsaoxHhQUpIMHD97z+W+++UYVK1a0uigAAAAAAAAAAAAAAGzFqsZ4jx49NH/+fP3vf/8zrzOZTJKk999/XytXrlSvXr1sUyEAAAAAAAAAAAAAANlQwJqN3nzzTe3atUuNGzdW1apVZTKZ9PLLLysxMVG///672rRpo5dfftnWtQIAAAAAAAAAAAAAkGVWnTHu5uamL7/8UgsWLFD58uVVpUoV3bhxQw8//LAWLlyozz77TK6urrauFQAAAAAAAAAAAACALLPqjHHpzqXTe/bsqZ49e9qyHgAAAAAAAAAAAAAAbMqqM8bLly+vdevW3fP59evXq3z58lYXBQAAAAAAAAAAAACArVjVGD9x4oSuXr16z+evXr2qkydPWl0UAAAAAAAAAAAAAAC2YlVjXLpzKfV7iY2NlY+Pj7VTAwAAAAAAAAAAAABgM5m+x/js2bM1e/ZsSXea4kOGDNGbb76ZblxSUpIuXbqkHj162K5KAAAAAAAAAAAAAACslOnGuJ+fn6pXry7pzqXUS5curdKlS1uMMZlMKly4sEJDQzVw4EDbVgoAAAAAAAAAAAAAgBUy3Rjv3r27unfvLklq1qyZRo4cqccffzzHCgMAAAAAAAAAAAAAwBYy3Rj/q23bttm6DgAAAAAAAAAAAAAAcoRVjfG7bt26pYMHDyopKUlpaWnpnm/cuHF2pgcAAAAAAAAAAAAAINusaoynpaVpxIgRmjNnjq5du3bPcampqVYXBgAAAAAAAAAAAACALbhYs9GECRM0depU9ezZUx999JEMw9CkSZM0b948Pfzww6pVq5Y2btxo61oz7amnnlKxYsXUuXNnu9UAAAAAAAAAAAAAAMgbrGqML1y4UF27dtXcuXP1xBNPSJJCQ0PVv39/7d69WyaTSVu3brVpoVnx0ksv6aOPPrLb6wMAAAAAAAAAAAAA8g6rGuO///67mjdvLklyd3eXJKWkpEiS3Nzc1LNnTy1evNhGJWZd06ZNVbRoUbu9PgAAAAAAAAAAAAAg77CqMV68eHFdvXpVklSkSBF5eXnp2LFjFmMuXrxoVUExMTFq3769AgMDZTKZ9Omnn6YbEx0dreDgYHl4eCg8PFx79uyx6rUAAAAAAAAAAAAAAI6vgDUbPfLII4qNjTUvN2vWTLNmzdIjjzyitLQ0vfPOO6pVq5ZVBSUnJ6tWrVp67rnn1KlTp3TPr1ixQkOHDtW8efMUHh6uWbNmKSIiQocOHZKfn1+WX+/GjRu6ceOGefny5cuSpFu3bunWrVtW7QMAx+HuamR7jlsuHtmvQ+7ZnkOSUt1dsz2HqUD23xNTgYLZnkMS/53Ow2xx7Eh55/ixxbEj5Z3jx5GOnezuC1kQwP3weZYxPs+QGRw/GeP4sT3yIICclFe+G5TyzueZLT7L7szD55mj4/hJj+MnZ2RlX0yGYWT5b2HdunVauHChli9fLnd3d8XFxalx48a6ePGiDMNQsWLF9Pnnn6t+/fpZndqyOJNJa9asUceOHc3rwsPDFRYWpnfffVeSlJaWpqCgIA0ePFivv/66edz27dv17rvvavXq1fd9jTFjxmjs2LHp1i9btkyenp7Zqh8AAAA569q1a+rRo4eSkpLk5eWV5e3JggAAAPkbeRAAAMC5ZSUPWtUYz0hSUpK2b98uV1dXPfroo/L19c32nH9vjN+8eVOenp5avXq1RbM8MjJSly5d0tq1a83rMtsYz+hXoUFBQTp//rxVYRqAY6kxZmO259jv3jfbczQoF5TtOSRp4Yzb2Z4jptH0bM+RcvHdbM8hSYMXrrTJPLA9Wxw7Ut45fmxx7Eh55/hxpGPn8uXLKlGihNVfhJIFAdwPn2cZ4/MMmcHxkzGOH9sjDwLISXnlu0Ep73ye2eKzTOLzzBlw/KTH8ZMzspIHrbqUeka8vb315JNP2mq6DJ0/f16pqany9/e3WO/v76+DBw+al1u0aKEff/xRycnJKlOmjFatWqUGDRpkOKe7u7vc3dNfQqFgwYIqWNA2l/oFkH/dSDVle46CaSnZr0M3HjwoE1xvZP/D27id/ffEuG2by7Tw3+m8yxbHjpR3jh9bHDtS3jl+HOnYye6+kAUB3A+fZxnj8wyZwfGTMY4f2yMPAshJeeW7QSnvfJ7Z4rPszjx8njk6jp/0OH5yRlb2JVON8d9++82qQsqWLWvVdtm1efNmu7wuAAAAAAAAAAAAACDvyVRjPDg4WCZT1n/FkJqamuVt7qdEiRJydXVVfHy8xfr4+HiVKlUqW3NHR0crOjra5jUDAAAg7yMLAgAAODfyIAAAgOPLVGP8P//5j1WNcVtzc3NTaGiotmzZYr7HeFpamrZs2aJBgwZla+6oqChFRUXp8uXL8vb2tkG1AAAAyC/IggAAAM6NPAgAAOD4MtUY7927dw6X8f+uXr2qI0eOmJePHz+uffv2ydfXV2XLltXQoUMVGRmpunXrql69epo1a5aSk5PVp0+fXKsRAAAAAAAAAAAAAJB/ZKoxnpv27t2rZs2amZeHDh0qSYqMjNTChQvVrVs3nTt3Tm+99ZbOnj2r2rVr68svv5S/v7+9SgYAAAAAAAAAAAAA5GF5rjHetGlTGYZx3zGDBg3K9qXT/477CAEAADgvsiAAAIBzIw8CAAA4Phd7F5BXREVFKS4uTrGxsfYuBQAAALmMLAgAAODcyIMAAACOj8Y4AAAAAAAAAAAAAMCh0RgHAAAAAAAAAAAAADg0GuMAAAAAAAAAAAAAAIdGY/xP0dHRqlatmsLCwuxdCgAAAHIZWRAAAMC5kQcBAAAcH43xP0VFRSkuLk6xsbH2LgUAAAC5jCwIAADg3MiDAAAAjo/GOAAAAAAAAAAAAADAodEYBwAAAAAAAAAAAAA4NBrjAAAAAAAAAAAAAACHRmMcAAAAAAAAAAAAAODQaIz/KTo6WtWqVVNYWJi9SwEAAEAuIwsCAAA4N/IgAACA46Mx/qeoqCjFxcUpNjbW3qUAAAAgl5EFAQAAnBt5EAAAwPHRGAcAAAAAAAAAAAAAODQa4wAAAAAAAAAAAAAAh0ZjHAAAAAAAAAAAAADg0GiMAwAAAAAAAAAAAAAcGo1xAAAAAAAAAAAAAIBDozH+p+joaFWrVk1hYWH2LgUAAAC5jCwIAADg3MiDAAAAjo/G+J+ioqIUFxen2NhYe5cCAACAXEYWBAAAcG7kQQAAAMdHYxwAAAAAAAAAAAAA4NBojAMAAAAAAAAAAAAAHBqNcQAAAAAAAAAAAACAQ6MxDgAAAAAAAAAAAABwaDTGAQAAAAAAAAAAAAAOjcY4AAAAAAAAAAAAAMCh0Rj/U3R0tKpVq6awsDB7lwIAAIBcRhYEAABwbuRBAAAAx0dj/E9RUVGKi4tTbGysvUsBAABALiMLAgAAODfyIAAAgOOjMQ4AAAAAAAAAAAAAcGg0xgEAAAAAAAAAAAAADo3GOAAAAAAAAAAAAADAodEYBwAAAAAAAAAAAAA4NBrjAAAAAAAAAAAAAACHRmMcAAAAAAAAAAAAAODQaIwDAAAAAAAAAAAAABwajXEAAAAAAAAAAAAAgEOjMQ4AAAAAAAAAAAAAcGg0xv8UHR2tatWqKSwszN6lAAAAIJeRBQEAAJwbeRAAAMDx0Rj/U1RUlOLi4hQbG2vvUgAAAJDLyIIAAADOjTwIAADg+ArYuwAgv5rerZ1N5hm2Yr1N5gEAAEDuskUeJAsCAAAAAADkDhrjAAAAAAAAAABkET+UBAAgf+FS6gAAAAAAAAAAAAAAh0ZjHAAAAAAAAAAAAADg0GiMAwAAAAAAAAAAAAAcGo1xAAAAAAAAAAAAAIBDozEOAAAAAAAAAAAAAHBoNMYBAAAAAAAAAAAAAA6tgL0LAOwh+oWt9i4BAAAAdkQeBAAAcF5kQQAAnBNnjAMAAAAAAAAAAAAAHBqNcQAAAAAAAAAAAACAQ6MxDgAAAAAAAAAAAABwaDTGAQAAAAAAAAAAAAAOjcY4AAAAAAAAAAAAAMCh0Rj/U3R0tKpVq6awsDB7lwIAAIBcRhYEAABwbuRBAAAAx0dj/E9RUVGKi4tTbGysvUsBAABALiMLAgAAODfyIAAAgOOjMQ4AAAAAAAAAAAAAcGg0xgEAAAAAAAAAAAAADo3GOAAAAAAAAAAAAADAodEYBwAAAAAAAAAAAAA4NBrjAAAAAAAAAAAAAACHRmMcAAAAAAAAAAAAAODQaIwDAAAAAAAAAAAAABwajXEAAAAAAAAAAAAAgEOjMQ4AAAAAAAAAAAAAcGgF7F0AkFW/VKma/UmaRmd/DgAAAAAAAAAAAAD5AmeMAwAAAAAAAAAAAAAcGo1xAAAAAAAAAAAAAIBDozEOAAAAAAAAAAAAAHBoNMYBAAAAAAAAAAAAAA6tgL0LAAAAAIDM+qVKVdtM1DTaNvMAAAAAAAAgX6AxjlxTc1FNm8yz0iazAAAAAAAAAMhvbPJDSX4kCQCAU+JS6gAAAAAAAAAAAAAAh0ZjHAAAAAAAAAAAAADg0LiUOjJnjHf25wgpm/05AAAAAAAAAAAAACCLHPKM8fXr16ty5cqqVKmSPvjgA3uXAwAAAAAAAAAAAACwI4c7Y/z27dsaOnSotm3bJm9vb4WGhuqpp55S8eLF7V0aAAAAAAAAAAAAAMAOHK4xvmfPHlWvXl2lS5eWJLVu3VqbNm1S9+7d7VwZAAAA4NxqLqqZ7TlW2qAOAAAAAAAAOJ88dyn1mJgYtW/fXoGBgTKZTPr000/TjYmOjlZwcLA8PDwUHh6uPXv2mJ87ffq0uSkuSaVLl9Yff/yRG6UDAAAAAAAAAAAAAPKgPHfGeHJysmrVqqXnnntOnTp1Svf8ihUrNHToUM2bN0/h4eGaNWuWIiIidOjQIfn5+WX59W7cuKEbN26Yl5OSkiRJiYmJunXrlvU74mhuumV7igLXbfPPLckG06SkXc32HDeM7NchSRcuXLDNRMgRBW4nZ3uOCxw/6XD8OD5bHDtS3jl+bHHsSHnn+HGkY+fKlSuSJMOw7o0hC+Yujsf0HOl4dER8nmWM4weZwfGTMY4f2yMPOp+kAtk/IG1xLEocj84gr3w3KOWdzzOOH2QWx096HD85I0t50MjDJBlr1qyxWFevXj0jKirKvJyammoEBgYaEydONAzDML755hujY8eO5udfeuklY+nSpfd8jdGjRxuSePDgwYMHDx48eOTjx6lTp6zKm2RBHjx48ODBgwcPx3iQB3nw4MGDBw8ePJz7kZk8aDIMK39OmQtMJpPWrFmjjh07SpJu3rwpT09PrV692rxOkiIjI3Xp0iWtXbtWt2/fVtWqVbV9+3Z5e3srNDRU3377rYoXL57ha/z9V6FpaWlKTExU8eLFZTKZcnL3YIXLly8rKChIp06dkpeXl73LAfIVjh/AOhw7eZthGLpy5YoCAwPl4pL1uwSRBfMXjkfAehw/gPU4fvI28qBz4XgErMfxA1iP4ydvy0oezHOXUr+f8+fPKzU1Vf7+/hbr/f39dfDgQUlSgQIFNH36dDVr1kxpaWl69dVX79kUlyR3d3e5u7tbrPPx8bF57bAtLy8v/uMDWInjB7AOx07e5e3tbfW2ZMH8ieMRsB7HD2A9jp+8izzofDgeAetx/ADW4/jJuzKbB/NVYzyzOnTooA4dOti7DAAAAAAAAAAAAABAHpD16wvZUYkSJeTq6qr4+HiL9fHx8SpVqpSdqgIAAAAAAAAAAAAA5GX5qjHu5uam0NBQbdmyxbwuLS1NW7ZsUYMGDexYGXKLu7u7Ro8ene4SVwAejOMHsA7HDpB3cDwC1uP4AazH8QPkHRyPgPU4fgDrcfw4DpNhGIa9i/irq1ev6siRI5KkRx55RDNmzFCzZs3k6+ursmXLasWKFYqMjNT8+fNVr149zZo1SytXrtTBgwfT3XscAAAAAAAAAAAAAIA81xjfvn27mjVrlm59ZGSkFi5cKEl69913NXXqVJ09e1a1a9fWO++8o/Dw8FyuFAAAAAAAAAAAAACQH+S5xjgAAAAAAAAAAAAAALaUr+4xDgAAAAAAAAAAAABAVtEYBwAAAAAAAAAAAAA4NBrjyBdiYmLUvn17BQYGymQy6dNPP7V3SUC+MHHiRIWFhalo0aLy8/NTx44ddejQIXuXBeQLc+fO1cMPPywvLy95eXmpQYMG2rBhg73LApwSWRCwHnkQsB55EMg7yIOA9ciDgPXIg46HxjjyheTkZNWqVUvR0dH2LgXIV3bs2KGoqCjt2rVLX331lW7duqVWrVopOTnZ3qUBeV6ZMmU0adIkfffdd9q7d6+aN2+uJ598UgcOHLB3aYDTIQsC1iMPAtYjDwJ5B3kQsB55ELAeedDxmAzDMOxdBJAVJpNJa9asUceOHe1dCpDvnDt3Tn5+ftqxY4caN25s73KAfMfX11dTp05V37597V0K4LTIgkD2kAeB7CEPAvZHHgSyhzwIZA95MH8rYO8CAAC5JykpSdKdD28AmZeamqpVq1YpOTlZDRo0sHc5AABYjTwIWIc8CABwFORBwDrkQcdAYxwAnERaWpqGDBmixx57TDVq1LB3OUC+8PPPP6tBgwZKSUlRkSJFtGbNGlWrVs3eZQEAYBXyIJB15EEAgCMhDwJZRx50LDTGAcBJREVFaf/+/fr666/tXQqQb1SuXFn79u1TUlKSVq9ercjISO3YsYPwCwDIl8iDQNaRBwEAjoQ8CGQdedCx0BgHACcwaNAgrV+/XjExMSpTpoy9ywHyDTc3N1WsWFGSFBoaqtjYWM2ePVvz58+3c2UAAGQNeRCwDnkQAOAoyIOAdciDjoXGOAA4MMMwNHjwYK1Zs0bbt29XSEiIvUsC8rW0tDTduHHD3mUAAJBp5EHAtsiDAID8hjwI2BZ5MH+jMY584erVqzpy5Ih5+fjx49q3b598fX1VtmxZO1YG5G1RUVFatmyZ1q5dq6JFi+rs2bOSJG9vbxUqVMjO1QF524gRI9S6dWuVLVtWV65c0bJly7R9+3Zt3LjR3qUBTocsCFiPPAhYjzwI5B3kQcB65EHAeuRBx2MyDMOwdxHAg2zfvl3NmjVLtz4yMlILFy7M/YKAfMJkMmW4fsGCBerdu3fuFgPkM3379tWWLVt05swZeXt76+GHH9Zrr72mli1b2rs0wOmQBQHrkQcB65EHgbyDPAhYjzwIWI886HhojAMAAAAAAAAAAAAAHJqLvQsAAAAAAAAAAAAAACAn0RgHAAAAAAAAAAAAADg0GuMAAAAAAAAAAAAAAIdGYxwAAAAAAAAAAAAA4NBojAMAAAAAAAAAAAAAHBqNcQAAAAAAAAAAAACAQ6MxDgAAAAAAAAAAAABwaDTGAQAAAAAAAAAAAAAOjcY4ANjY9u3bZTKZtHr1anuXkinx8fHq3LmzihcvLpPJpFmzZtm7JElS06ZN1bRpU3uXAQAAkGXkQdsgDwIAgPyKPGgb5EEAtlbA3gUAAOzr5Zdf1saNGzV69GiVKlVKdevWtXdJAAAAyEXkQQAAAOdGHgTgLGiMA4CT27p1q5588km98sor9i7FwqZNm+xdAgAAgFMgDwIAADg38iAAZ8Gl1AEgn0pOTrbJPAkJCfLx8bFq29u3b+vmzZs2qePv3Nzc5ObmliNzAwAAOALyIAAAgHMjDwJA1tAYB5CvjRkzRiaTSUeOHFHv3r3l4+Mjb29v9enTR9euXTOPO3HihEwmkxYuXJhuDpPJpDFjxqSb89dff1XPnj3l7e2tkiVLatSoUTIMQ6dOndKTTz4pLy8vlSpVStOnT8+wttTUVL3xxhsqVaqUChcurA4dOujUqVPpxu3evVtPPPGEvL295enpqSZNmuibb77JcD/j4uLUo0cPFStWTA0bNrzve3Ps2DF16dJFvr6+8vT0VP369fX555+bn1+4cKFMJpMMw1B0dLRMJpNMJtM957v7Hk6bNk2zZs1ShQoV5O7urri4OEnSwYMH1blzZ/n6+srDw0N169bVunXr0s3z008/qUmTJipUqJDKlCmjcePGacGCBTKZTDpx4oR5XEb3EEpISFDfvn3l7+8vDw8P1apVS4sWLbpnne+99565zrCwMMXGxlqMPXv2rPr06aMyZcrI3d1dAQEBevLJJy3qAAAAeRt58N7Ig+RBAACcAXnw3siD5EEAlriUOgCH0LVrV4WEhGjixIn6/vvv9cEHH8jPz0+TJ0+2es5u3bqpatWqmjRpkj7//HONGzdOvr6+mj9/vpo3b67Jkydr6dKleuWVVxQWFqbGjRtbbD9+/HiZTCa99tprSkhI0KxZs9SiRQvt27dPhQoVknTnMkWtW7dWaGioRo8eLRcXFy1YsEDNmzfXzp07Va9ePYs5u3TpokqVKmnChAkyDOOetcfHx+vRRx/VtWvX9OKLL6p48eJatGiROnTooNWrV+upp55S48aNtXjxYj377LNq2bKlevXqlan3ZcGCBUpJSdGAAQPk7u4uX19fHThwQI899phKly6t119/XYULF9bKlSvVsWNHffzxx3rqqackSX/88YeaNWsmk8mkESNGqHDhwvrggw/k7u7+wNe9fv26mjZtqiNHjmjQoEEKCQnRqlWr1Lt3b126dEkvvfSSxfhly5bpypUrev7552UymTRlyhR16tRJx44dU8GCBSVJTz/9tA4cOKDBgwcrODhYCQkJ+uqrr/Tbb78pODg4U+8HAADIG8iDlsiD5EEAAJwNedASeZA8CCADBgDkY6NHjzYkGc8995zF+qeeesooXry4efn48eOGJGPBggXp5pBkjB49Ot2cAwYMMK+7ffu2UaZMGcNkMhmTJk0yr7948aJRqFAhIzIy0rxu27ZthiSjdOnSxuXLl83rV65caUgyZs+ebRiGYaSlpRmVKlUyIiIijLS0NPO4a9euGSEhIUbLli3T1dS9e/dMvS9DhgwxJBk7d+40r7ty5YoREhJiBAcHG6mpqRb7HxUV9cA5776HXl5eRkJCgsVzjz/+uFGzZk0jJSXFvC4tLc149NFHjUqVKpnXDR482DCZTMYPP/xgXnfhwgXD19fXkGQcP37cvL5JkyZGkyZNzMuzZs0yJBlLliwxr7t586bRoEEDo0iRIub3+m6dxYsXNxITE81j165da0gyPvvsM8Mw7vzdSTKmTp36wH0HAAB5F3kwY+RB8iAAAM6CPJgx8iB5EEB6XEodgEN44YUXLJYbNWqkCxcu6PLly1bP2a9fP/OfXV1dVbduXRmGob59+5rX+/j4qHLlyjp27Fi67Xv16qWiRYualzt37qyAgAB98cUXkqR9+/bp8OHD6tGjhy5cuKDz58/r/PnzSk5O1uOPP66YmBilpaXddz/v5YsvvlC9evUsLqdUpEgRDRgwQCdOnDBf3sgaTz/9tEqWLGleTkxM1NatW9W1a1dduXLFvB8XLlxQRESEDh8+rD/++EOS9OWXX6pBgwaqXbu2eXtfX1/94x//yNQ+lSpVSt27dzevK1iwoF588UVdvXpVO3bssBjfrVs3FStWzLzcqFEjSTL/XRUqVEhubm7avn27Ll68mPU3AgAA5CnkQUvkQfIgAADOhjxoiTxIHgSQHpdSB+AQypYta7F8N/BcvHhRXl5eNpnT29tbHh4eKlGiRLr1Fy5cSLd9pUqVLJZNJpMqVqxovj/N4cOHJUmRkZH3rCEpKckivIWEhGSq9pMnTyo8PDzd+qpVq5qfr1GjRqbm+ru/13DkyBEZhqFRo0Zp1KhRGW6TkJCg0v/X3v2FNNXHcRz/TIX+qLuQmoKY4oxqkWQFJYwaWMhWXQVRN6GgeRENYVESKESQRQWCJUyUMo1IFgVeRBdlCDWIgvKqTBChsCFK6CqDas9Fj2Nz9phmm8/O+3V3fmfnfH9nevGB72/nl5ur4eFhlZaWxpwvKiqas+7w8LDWrl2rlJToNV2RzxTpv/4nJGnZsmW6cOGCPB6PsrOztWPHDu3bt09HjhxRTk7OnPMBAABLC3kwGnmQPAgAgNGQB6ORB8mDAGLRGAeQFFJTU2cdD/27z47JZJr1/Pfv3+d1z7nqzMf0as+LFy9GrZCMlJGREXU8vfdQIs2cw/RznDhxQuXl5bNe8zvBdrH9zt+qtrZW+/fv17179/TgwQPV19ersbFRjx49UklJSbymCgAAFgF5MH7IgwAAYCkiD8YPeRDA/xWNcQCGML0a8OPHj1HjM1cRLqbpFZ/TQqGQBgcHVVxcLEmyWq2SJLPZrN27dy9q7fz8fL158yZm/PXr1+Hzi6WwsFDSz9cWzfUc+fn5GhwcjBmfbWy2a/v7+/Xjx4+oVaF/+kxWq1Uej0cej0dv377V5s2bdfnyZXV1dS3ofgAAYGkiD/5EHoxFHgQAwBjIgz+RB2ORBwHjYI9xAIZgNpu1atUq9fX1RY23tLT8tZo3btzQ5ORk+Njn82lkZEROp1OStHXrVlmtVl26dEnBYDDm+tHR0QXXdrlcevbsmfx+f3js06dPam1tVUFBgWw224LvPZPFYpHD4ZDX69XIyEjM+cjnKC8vl9/v18uXL8Nj4+Pjunnz5px1XC6XPnz4oNu3b4fHvn37pubmZmVkZGjXrl3zmvfnz581NTUVNWa1WpWZmamvX7/O614AAGDpIw+SB2ciDwIAYCzkQfLgTORBwHj4xTgAw6iqqtL58+dVVVWlbdu2qa+vTwMDA3+tXlZWlux2uyorKxUIBNTU1KSioiJVV1dLklJSUtTW1ian06mNGzeqsrJSubm5ev/+vXp7e2U2m9XT07Og2nV1dbp165acTqfcbreysrLU0dGhoaEh3blzJ2Yfnj919epV2e12bdq0SdXV1SosLFQgEJDf79e7d+/06tUrSdLJkyfV1dWlPXv26Pjx40pPT1dbW5vWrFmj8fHxX77SSpKOHj0qr9eriooKvXjxQgUFBfL5fHry5ImampqUmZk5rzkPDAyorKxMBw8elM1mU1pamu7evatAIKBDhw790fcBAACWJvIgeTASeRAAAOMhD5IHI5EHAeOhMQ7AMBoaGjQ6Oiqfz6fu7m45nU7dv39fFovlr9Q7ffq0+vv71djYqMnJSZWVlamlpUUrV64Mf8bhcMjv9+vs2bO6cuWKgsGgcnJytH37dtXU1Cy4dnZ2tp4+fapTp06publZU1NTKi4uVk9Pj/bu3bsYjxfFZrPp+fPnOnPmjK5fv66xsTFZLBaVlJSooaEh/Lm8vDz19vbK7Xbr3LlzWr16tY4dO6b09HS53W4tX778lzVWrFihx48fq66uTh0dHZqYmNC6det07do1VVRUzHvOeXl5Onz4sB4+fKjOzk6lpaVp/fr16u7u1oEDBxbyNQAAgCWOPEgejEQeBADAeMiD5MFI5EHAeEyhUCiU6EkAAIyttrZWXq9XwWBQqampiZ4OAAAA4ow8CAAAYGzkQQDxwB7jAIC4+vLlS9Tx2NiYOjs7ZbfbCb0AAAAGQB4EAAAwNvIggEThVeoAgLgqLS2Vw+HQhg0bFAgE1N7eromJCdXX1yd6agAAAIgD8iAAAICxkQcBJAqNcQBAXLlcLvl8PrW2tspkMmnLli1qb2/Xzp07Ez01AAAAxAF5EAAAwNjIgwAShT3GAQAAAAAAAAAAAABJjT3GAQAAAAAAAAAAAABJjcY4AAAAAAAAAAAAACCp0RgHAAAAAAAAAAAAACQ1GuMAAAAAAAAAAAAAgKRGYxwAAAAAAAAAAAAAkNRojAMAAAAAAAAAAAAAkhqNcQAAAAAAAAAAAABAUqMxDgAAAAAAAAAAAABIav8AIPZrOg/vLQgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_latency(50, 1000)"
   ]
  },
  {
   "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": "3.11.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}