335 lines
282 KiB
Plaintext
335 lines
282 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"ExecuteTime": {
|
|
"end_time": "2025-10-09T17:04:32.441118Z",
|
|
"start_time": "2025-10-09T17:04:32.438174Z"
|
|
}
|
|
},
|
|
"cell_type": "code",
|
|
"source": [
|
|
"from src.benchmark import benchmark\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from pathlib import Path\n",
|
|
"from statistics import mean\n",
|
|
"from src.keypad.keypad import (\n",
|
|
" SlidingTowerShuffleKeypad,\n",
|
|
" SlidingSplitShuffleKeypad,\n",
|
|
" RandomSplitShuffleKeypad,\n",
|
|
")\n"
|
|
],
|
|
"id": "initial_id",
|
|
"outputs": [],
|
|
"execution_count": 31
|
|
},
|
|
{
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-10-09T17:04:32.470712Z",
|
|
"start_time": "2025-10-09T17:04:32.465871Z"
|
|
}
|
|
},
|
|
"cell_type": "code",
|
|
"source": [
|
|
"multiple = 1\n",
|
|
"number_of_keys = 6\n",
|
|
"properties_per_key = 8 * multiple\n",
|
|
"passcode_len = 4\n",
|
|
"max_tries_before_lockout = 5\n",
|
|
"complexity = 4\n",
|
|
"disparity = 4\n",
|
|
"run_count = 10000\n",
|
|
"\n",
|
|
"bench_sliding_tower_shuffle = benchmark(\n",
|
|
" number_of_keys=number_of_keys,\n",
|
|
" properties_per_key=properties_per_key,\n",
|
|
" passcode_len=passcode_len,\n",
|
|
" max_tries_before_lockout=max_tries_before_lockout,\n",
|
|
" run_count=run_count,\n",
|
|
" complexity=complexity,\n",
|
|
" disparity=disparity,\n",
|
|
" keypad=SlidingTowerShuffleKeypad.new_keypad(number_of_keys, properties_per_key)\n",
|
|
")\n",
|
|
"\n",
|
|
"bench_sliding_split_shuffle = benchmark(\n",
|
|
" number_of_keys=number_of_keys,\n",
|
|
" properties_per_key=properties_per_key,\n",
|
|
" passcode_len=passcode_len,\n",
|
|
" max_tries_before_lockout=max_tries_before_lockout,\n",
|
|
" run_count=run_count,\n",
|
|
" complexity=complexity,\n",
|
|
" disparity=disparity,\n",
|
|
" keypad=SlidingSplitShuffleKeypad.new_keypad(number_of_keys, properties_per_key)\n",
|
|
")\n",
|
|
"\n",
|
|
"bench_random_split_shuffle = benchmark(\n",
|
|
" number_of_keys=number_of_keys,\n",
|
|
" properties_per_key=properties_per_key,\n",
|
|
" passcode_len=passcode_len,\n",
|
|
" max_tries_before_lockout=max_tries_before_lockout,\n",
|
|
" run_count=run_count,\n",
|
|
" complexity=complexity,\n",
|
|
" disparity=disparity,\n",
|
|
" keypad=RandomSplitShuffleKeypad.new_keypad(number_of_keys, properties_per_key)\n",
|
|
")\n",
|
|
"\n"
|
|
],
|
|
"id": "dafaab1106e864f0",
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"File exists: ../output/benchmark/slidingtowershufflekeypad-6-8-4-5-4-4-10000.pkl\n",
|
|
"File exists: ../output/benchmark/slidingsplitshufflekeypad-6-8-4-5-4-4-10000.pkl\n",
|
|
"File exists: ../output/benchmark/randomsplitshufflekeypad-6-8-4-5-4-4-10000.pkl\n"
|
|
]
|
|
}
|
|
],
|
|
"execution_count": 32
|
|
},
|
|
{
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-10-09T17:04:32.497935Z",
|
|
"start_time": "2025-10-09T17:04:32.492806Z"
|
|
}
|
|
},
|
|
"cell_type": "code",
|
|
"source": [
|
|
"print(f\"Bench Sliding Tower Shuffle Break {mean(bench_sliding_tower_shuffle.iterations_to_break)}\\n\")\n",
|
|
"print(f\"Bench Sliding Tower Shuffle Replay {mean(bench_sliding_tower_shuffle.iterations_to_replay)}\\n\")\n"
|
|
],
|
|
"id": "40f3fc026934e81",
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Bench Sliding Tower Shuffle Break 5\n",
|
|
"\n",
|
|
"Bench Sliding Tower Shuffle Replay 5\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"execution_count": 33
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "99ddd0fbd421b058",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-10-09T17:04:32.508709Z",
|
|
"start_time": "2025-10-09T17:04:32.505155Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"def bench_histogram(data, title, number_of_keys, properties_per_key,\n",
|
|
" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, save_path: Path = None):\n",
|
|
" # Create the histogram\n",
|
|
" min_val = min(data)\n",
|
|
" max_val = max(data)\n",
|
|
"\n",
|
|
" # Create bins for each integer\n",
|
|
" bins = range(min_val, max_val + 2)\n",
|
|
" plt.hist(data, bins=bins, edgecolor='black')\n",
|
|
"\n",
|
|
" # Add titles and labels\n",
|
|
" plt.title(title)\n",
|
|
" plt.xlabel('# of Login Observations')\n",
|
|
" plt.ylabel('Simulations')\n",
|
|
"\n",
|
|
" # Display parameters as text in the plot\n",
|
|
" text = (f\"number_of_keys={number_of_keys}\\n\"\n",
|
|
" f\"properties_per_key={properties_per_key}\\n\"\n",
|
|
" f\"passcode_len={passcode_len}\\n\"\n",
|
|
" f\"max_tries_before_lockout={max_tries_before_lockout}\\n\"\n",
|
|
" f\"complexity={complexity}\\n\"\n",
|
|
" f\"disparity={disparity}\\n\"\n",
|
|
" f\"run_count={run_count}\")\n",
|
|
"\n",
|
|
" plt.text(0.95, 0.95, text, transform=plt.gca().transAxes, fontsize=10,\n",
|
|
" verticalalignment='top', horizontalalignment='right', bbox=dict(facecolor='white', alpha=0.5))\n",
|
|
"\n",
|
|
" # Save plot if a path is provided\n",
|
|
" if save_path:\n",
|
|
" save_path.mkdir(parents=True, exist_ok=True)\n",
|
|
" filename = (f\"{title.replace(' ', '_')}_multi{multiple}_keys{number_of_keys}_\"\n",
|
|
" f\"props{properties_per_key}_pass{passcode_len}_tries{max_tries_before_lockout}_\"\n",
|
|
" f\"comp{complexity}_disp{disparity}_runs{run_count}.png\")\n",
|
|
" plt.savefig(save_path / filename, bbox_inches='tight', dpi=300)\n",
|
|
"\n",
|
|
" # Display the plot\n",
|
|
" plt.show()\n"
|
|
],
|
|
"outputs": [],
|
|
"execution_count": 34
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "9cbf9282eba285e6",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-10-09T17:04:32.981641Z",
|
|
"start_time": "2025-10-09T17:04:32.517887Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"bench_histogram(bench_sliding_tower_shuffle.iterations_to_break, \"Key Logger tower Shuffle Break\", number_of_keys,\n",
|
|
" properties_per_key,\n",
|
|
" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n",
|
|
"bench_histogram(bench_sliding_tower_shuffle.iterations_to_replay, \"Key Logger tower Shuffle Replay\", number_of_keys,\n",
|
|
" properties_per_key,\n",
|
|
" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
|
"image/png": "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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"jetTransient": {
|
|
"display_id": null
|
|
}
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
|
"image/png": "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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"jetTransient": {
|
|
"display_id": null
|
|
}
|
|
}
|
|
],
|
|
"execution_count": 35
|
|
},
|
|
{
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-10-09T17:04:33.478745Z",
|
|
"start_time": "2025-10-09T17:04:32.991753Z"
|
|
}
|
|
},
|
|
"cell_type": "code",
|
|
"source": [
|
|
"bench_histogram(bench_random_split_shuffle.iterations_to_break, \"Random Split Shuffle Break\", number_of_keys,\n",
|
|
" properties_per_key,\n",
|
|
" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n",
|
|
"bench_histogram(bench_random_split_shuffle.iterations_to_replay, \"Random Split Shuffle Replay\", number_of_keys,\n",
|
|
" properties_per_key,\n",
|
|
" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n"
|
|
],
|
|
"id": "69c9c21a8ed934f9",
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHHCAYAAABeLEexAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/GU6VOAAAACXBIWXMAAA9hAAAPYQGoP6dpAACHOklEQVR4nOzdeVxN+f8H8Ndtu20q0kob0qaFbFkbRYiRnWns+8i+z5B1GGvZmTGKmYwvxhg72Um2UkJCE5lRspZE6/n94dH5uUoq1Y37ej4e9/HonM/nfM77nHDfPp/POR+JIAgCiIiIiBSYkrwDICIiIpI3JkRERESk8JgQERERkcJjQkREREQKjwkRERERKTwmRERERKTwmBARERGRwmNCRERERAqPCREREREpPCZERF+wgQMHwtLSUt5hlKvg4GBIJBLcu3dP3Ofu7g53d/cKOb9EIoGfn1+ZtpmTk4OpU6fCzMwMSkpK8PHxAQCkp6dj6NChMDY2hkQiwfjx43Hv3j1IJBIEBweXaQyVkaWlJTp16iTvMOgLxYSIqAzkfynnf1RUVFCjRg0MHDgQ//33n7zDq1RiYmLQo0cPWFhYQF1dHTVq1EDbtm2xevXqcjvnw4cPMWfOHERFRVXqOPNt3rwZS5cuRY8ePbBlyxZMmDABALBw4UIEBwdj1KhR+O2339CvX79yOf+7f5YlEgm0tLRgb2+PBQsWICMjo1zOSSRvKvIOgOhLMm/ePFhZWeHNmze4cOECgoODce7cOVy/fh3q6uryDk/uzp8/j6+++grm5uYYNmwYjI2N8eDBA1y4cAErV67EmDFjyuQ8R48eldl++PAh5s6dC0tLS7i4uFSaOD/kxIkTqFGjBgICAgrsb9q0KWbPni3ue7dnrCy1bdsW/fv3B/C2Z+rs2bOYNWsWoqOjsXPnznI5J5E8MSEiKkMdOnRAw4YNAQBDhw5F9erVsXjxYuzduxe9evWSc3Ty9+OPP0JXVxeXL1+Gnp6eTFlKSkqZnUdNTe2Tjq+oOD8kJSWlwHnz99vb25f7+QGgbt26+Pbbb8XtkSNHIisrC7t378abN2+KTPAzMjKgqalZEWESlRkOmRGVo5YtWwIA4uPjxX1ZWVnw9/eHq6srdHV1oaWlhZYtW+LkyZMyx+bPDVm2bBl+/vln1K5dG1KpFI0aNcLly5cLnGvPnj2oV68e1NXVUa9ePfz111+FxvTq1StMmjQJZmZmkEqlsLGxwbJlyyAIgky9/LkxO3fuhL29PTQ0NODm5oaYmBgAwMaNG1GnTh2oq6vD3d29WD0V8fHxcHBwKPTL3tDQsNDzh4SEwMbGBurq6nB1dcWZM2c+ep535xCdOnUKjRo1AgAMGjRIHAYqas5NSeLMl3//pVIpHBwccPjwYZnyD83nmjNnDiQSCYD//52fPHkSN27cEGM9deoUJBIJEhIScODAAXF/Uff81q1b6NGjB6pVqwZ1dXU0bNgQe/fu/WD94sifu6Si8v//l3Z3d0e9evUQERGBVq1aQVNTE99//z0AIDMzE7Nnz0adOnUglUphZmaGqVOnIjMzU6bdoKAgtGnTBoaGhpBKpbC3t8f69euLFdOWLVugoqKCKVOmfNK1EbGHiKgc5X9hVa1aVdyXlpaGTZs2oW/fvhg2bBhevnyJX3/9FV5eXrh06VKBIZ1t27bh5cuXGDFiBCQSCZYsWYJu3brhn3/+gaqqKoC3Q0Tdu3eHvb09Fi1ahKdPn2LQoEGoWbOmTFuCIODrr7/GyZMnMWTIELi4uODIkSOYMmUK/vvvvwJDNGfPnsXevXsxevRoAMCiRYvQqVMnTJ06FevWrcN3332H58+fY8mSJRg8eDBOnDhR5P2wsLBAeHg4rl+/jnr16n30/p0+fRr/+9//MHbsWEilUqxbtw7t27fHpUuXinU8ANjZ2WHevHnw9/fH8OHDxSS1WbNmZRbnuXPnsHv3bnz33XeoUqUKVq1ahe7duyMxMRH6+vrFihMADAwM8Ntvv+HHH39Eeno6Fi1aJF7Db7/9hgkTJqBmzZqYNGmSWP/x48cF2rlx4waaN2+OGjVqYPr06dDS0sKOHTvg4+ODP//8E127dv1oLG/evMGTJ08AvE2iw8LCsGXLFnzzzTcyCREAPH36FB06dECfPn3w7bffwsjICHl5efj6669x7tw5DB8+HHZ2doiJiUFAQABu376NPXv2iMevX78eDg4O+Prrr6GiooJ9+/bhu+++Q15envhnrzA///wzRo4cie+//x4LFiz46DURFUkgok8WFBQkABCOHTsmPH78WHjw4IGwa9cuwcDAQJBKpcKDBw/Eujk5OUJmZqbM8c+fPxeMjIyEwYMHi/sSEhIEAIK+vr7w7Nkzcf/ff/8tABD27dsn7nNxcRFMTEyEFy9eiPuOHj0qABAsLCzEfXv27BEACAsWLJA5f48ePQSJRCLcvXtX3AdAkEqlQkJCgrhv48aNAgDB2NhYSEtLE/fPmDFDACBTtzBHjx4VlJWVBWVlZcHNzU2YOnWqcOTIESErK6tAXQACAOHKlSvivvv37wvq6upC165dxX359/7dc7du3Vpo3bq1uH358mUBgBAUFFRkfKWNU01NTebeRUdHCwCE1atXi/sGDBgg87vIN3v2bOH9f4pbt24tODg4FKhrYWEheHt7y+zL/3Py7rV5eHgIjo6Owps3b8R9eXl5QrNmzQRra+uPXn/+vX//4+PjI9NmfqwAhA0bNsjs/+233wQlJSXh7NmzMvs3bNggABDCwsLEfRkZGQVi8PLyEmrVqvXB61+5cqUgkUiE+fPnf/R6iIqDQ2ZEZcjT0xMGBgYwMzNDjx49oKWlhb1798r01CgrK4tzXPLy8vDs2TPk5OSgYcOGiIyMLNBm7969ZXqY8ns4/vnnHwBAUlISoqKiMGDAAOjq6or12rZtW2C+ycGDB6GsrIyxY8fK7J80aRIEQcChQ4dk9nt4eMgM8zRp0gQA0L17d1SpUqXA/vyYPqRt27YIDw/H119/jejoaCxZsgReXl6oUaNGocM5bm5ucHV1FbfNzc3RpUsXHDlyBLm5uUWe61OUNE5PT0/Url1b3HZycoKOjs5H70d5ePbsGU6cOIFevXrh5cuXePLkCZ48eYKnT5/Cy8sLd+7cKdaTj126dEFoaChCQ0Px999/Y8aMGTh8+DC++eabAsOrUqkUgwYNktm3c+dO2NnZwdbWVozhyZMnaNOmDQDIDBFraGiIP6empuLJkydo3bo1/vnnH6SmphaIbcmSJRg3bhwWL16MmTNnluj+EH0Ih8yIytDatWtRt25dpKamYvPmzThz5gykUmmBelu2bMHy5ctx69YtZGdni/utrKwK1DU3N5fZzk+Onj9/DgC4f/8+AMDa2rrAsTY2NjJJ1v3792FqaiqTzABvh2TebetD585PuMzMzArdnx9TURo1aoTdu3cjKysL0dHR+OuvvxAQEIAePXogKipKJokr7Jrq1q2LjIwMPH78GMbGxh89X2mVJM737xPw9vdUnPtR1u7evQtBEDBr1izMmjWr0DopKSmoUaNGke3UrFkTnp6e4vbXX38NfX19TJ48Gfv370fnzp3Fsho1ahSYyH7nzh3ExsbCwMDggzHkCwsLw+zZsxEeHl7gsf7U1FSZRP/06dM4cOAApk2bxnlDVKaYEBGVocaNG4tPmfn4+KBFixb45ptvEBcXB21tbQDA77//joEDB8LHxwdTpkyBoaEhlJWVsWjRIpnJ1/mUlZULPdf7/0svDx86d1nEpKamhkaNGqFRo0aoW7cuBg0ahJ07d8o8Ul4ZFCfO4tyP/InT7yvrnq68vDwAwOTJk+Hl5VVonTp16pSqbQ8PDwDAmTNnZBKid3t43o3D0dERK1asKLSt/KQ6Pj4eHh4esLW1xYoVK2BmZgY1NTUcPHgQAQEB4vXkc3BwwIsXL/Dbb79hxIgRhf4ngqg0mBARlZP8JOerr77CmjVrMH36dADArl27UKtWLezevVvmS7K0iYCFhQWAt/8jf19cXFyBuseOHcPLly9leolu3bol01ZFy08ik5KSZPYXdk23b9+GpqbmB3seCvOhZKSkPhRncVStWhUvXrwosP/9XrlPVatWLQCAqqqqTA9PWcjJyQHw9r1EH1O7dm1ER0fDw8OjyPu/b98+ZGZmYu/evTI9be8/dZmvevXq2LVrF1q0aAEPDw+cO3cOpqamJbwSooI4h4ioHLm7u6Nx48YIDAzEmzdvAPx/b8K7vQcXL15EeHh4qc5hYmICFxcXbNmyRWa+RWhoKG7evClTt2PHjsjNzcWaNWtk9gcEBEAikaBDhw6liqG4Tp48WWgv0sGDBwG8HeJ7V3h4uMyQ34MHD/D333+jXbt2H+yVKYyWlhYAFJqQlEWcxVG7dm2kpqbi2rVr4r6kpKQPvh6htAwNDeHu7o6NGzcWmrgV9lRace3btw8A4Ozs/NG6vXr1wn///YdffvmlQNnr16/x6tUrAIX/fUhNTUVQUNAH265ZsyaOHTuG169fo23btnj69GmJroOoMOwhIipnU6ZMQc+ePREcHIyRI0eiU6dO2L17N7p27Qpvb28kJCRgw4YNsLe3L9b/vAuzaNEieHt7o0WLFhg8eDCePXuG1atXw8HBQabNzp0746uvvsIPP/yAe/fuwdnZGUePHsXff/+N8ePHy0wMLg9jxoxBRkYGunbtCltbW2RlZeH8+fP43//+B0tLywITc+vVqwcvLy+Zx+4BYO7cuSU6b+3ataGnp4cNGzagSpUq0NLSQpMmTT443FLSOIujT58+mDZtGrp27YqxY8ciIyMD69evR926dQudTP8p1q5dixYtWsDR0RHDhg1DrVq18OjRI4SHh+Pff/9FdHT0R9u4ffs2fv/9dwBvX7R44cIFbNmyBXXq1CnWkiH9+vXDjh07MHLkSJw8eRLNmzdHbm4ubt26hR07duDIkSNo2LAh2rVrBzU1NXTu3BkjRoxAeno6fvnlFxgaGhbZE1enTh0cPXoU7u7u8PLywokTJ6Cjo1P8m0T0Pnk93kb0Jcl/9Pvy5csFynJzc4XatWsLtWvXFnJycoS8vDxh4cKFgoWFhSCVSoX69esL+/fvL/BYdv7j1EuXLi3QJgBh9uzZMvv+/PNPwc7OTpBKpYK9vb2we/fuQh/1fvnypTBhwgTB1NRUUFVVFaytrYWlS5cKeXl5Bc4xevRomX0fiunkyZMCAGHnzp1F3qdDhw4JgwcPFmxtbQVtbW1BTU1NqFOnjjBmzBjh0aNHhZ7/999/F6ytrcV7dfLkSZl6xXnsXhDevq7A3t5eUFFR+egj+KWJ830WFhbCgAEDZPYdPXpUqFevnqCmpibY2NgIv//+e7k8di8IghAfHy/0799fMDY2FlRVVYUaNWoInTp1Enbt2vXB6373mt79KCsrCzVr1hSGDx9e4Po/FKsgCEJWVpawePFiwcHBQZBKpULVqlUFV1dXYe7cuUJqaqpYb+/evYKTk5Ogrq4uWFpaCosXLxY2b95c4Pda2PVfvHhRqFKlitCqVatCH98nKi6JIFTAzEwiohKSSCQYPXp0geE9IqLywDlEREREpPCYEBEREZHCY0JERERECo9PmRFRpcTpjURUkdhDRERERAqPCREREREpPA6ZFUNeXh4ePnyIKlWqlNkSAERERFS+BEHAy5cvYWpqCiWlovuAmBAVw8OHDwus7k1ERESfhwcPHqBmzZpF1mFCVAz5i2A+ePCAr4YnIiL6TKSlpcHMzExmMesPYUJUDPnDZDo6OkyIiIiIPjPFme7CSdVERESk8JgQERERkcJjQkREREQKjwkRERERKTwmRERERKTwmBARERGRwmNCRERERAqPCREREREpPCZEREREpPD4pmoiojKWmpqKjIwMeYdB9NnS1NSErq5uhZ6TCRERURlKTU3FmjVrkJ2dLe9QiD5bqqqq8PPzq9CkiAkREVEZysjIQHZ2Nrp16wYDAwN5h0P02Xn8+DF2796NjIwMJkRERJ87AwMDmJiYyDsMIiomTqomIiIihcceIvpiJCYm4smTJ/IOo0jVq1eHubm5vMMgIqL3MCGiL0JiYiJsbO3w5nXlfrJHXUMTcbdimRQREVUyTIjoi/DkyRO8eZ0B/U6ToKpvJu9wCpX99AGe7l+OJ0+eMCEiqmDu7u5wcXFBYGCgvEMp4NatWxg4cCCioqJga2uLqKioD9a9d+8erKyscPXqVbi4uFRYjIqACRF9UVT1zSA1riPvMIiIim327NnQ0tJCXFwctLW15R1OmQsPD8cPP/yAixcvQllZGS4uLjhy5Ag0NDTkHZoMJkRERESlkJubC4lEAiWlT3s+KT4+Ht7e3rCwsCijyCqP8PBwtG/fHjNmzMDq1auhoqKC6OjoT75n5aHyRURERF8sd3d3jB07FlOnTkW1atVgbGyMOXPmAHg7HCSRSGSGjF68eAGJRIJTp04BAE6dOgWJRIIjR46gfv360NDQQJs2bZCSkoJDhw7Bzs4OOjo6+Oabbwq8LTwnJ0d82V/16tUxa9YsCIIglmdmZmLy5MmoUaMGtLS00KRJE/G8ABAcHAw9PT3s3bsX9vb2kEqlSExMLPJ68/LyMG/ePNSsWRNSqRQuLi44fPiwWC6RSBAREYF58+ZBIpGI96K4cnNzMXjwYNja2oqx/P3332jQoAHU1dVRq1YtzJ07Fzk5OQCAwYMHo1OnTjJtZGdnw9DQEL/++isAYNeuXXB0dISGhgb09fXh6emJV69elSiufBMmTMDYsWMxffp0ODg4wMbGBr169YJUKi1Ve+WJCREREVWoLVu2QEtLCxcvXsSSJUswb948hIaGlqiNOXPmYM2aNTh//jwePHiAXr16ITAwENu2bcOBAwdw9OhRrF69usB5VVRUcOnSJaxcuRIrVqzApk2bxHI/Pz+Eh4dj+/btuHbtGnr27In27dvjzp07Yp2MjAwsXrwYmzZtwo0bN2BoaFhknCtXrsTy5cuxbNkyXLt2DV5eXvj666/FNpOSkuDg4IBJkyYhKSkJkydPLvY9yMzMRM+ePREVFYWzZ8/C3NwcZ8+eRf/+/TFu3DjcvHkTGzduRHBwMH788UcAwNChQ3H48GEkJSWJ7ezfvx8ZGRno3bs3kpKS0LdvXwwePBixsbE4deoUunXrJiaOISEh0NbWLvJz9uxZAEBKSgouXrwIQ0NDNGvWDEZGRmjdujXOnTtX7GusSBwyIyKiCuXk5ITZs2cDAKytrbFmzRocP34c1tbWxW5jwYIFaN68OQBgyJAhmDFjBuLj41GrVi0AQI8ePXDy5ElMmzZNPMbMzAwBAQGQSCSwsbFBTEwMAgICMGzYMCQmJiIoKAiJiYkwNTUFAEyePBmHDx9GUFAQFi5cCOBtb8q6devg7OxcrDiXLVuGadOmoU+fPgCAxYsX4+TJkwgMDMTatWthbGwMFRUVaGtrw9jYuNjXn56eDm9vb2RmZuLkyZPiG53nzp2L6dOnY8CAAQCAWrVqYf78+Zg6dSpmz56NZs2awcbGBr/99humTp0KAAgKCkLPnj2hra2N27dvIycnB926dROH8BwdHcXzfv3112jSpEmRsdWoUQMA8M8//wB4m7wuW7YMLi4u2Lp1Kzw8PHD9+vUS/b4rAhMiIiKqUE5OTjLbJiYmSElJKXUbRkZG0NTUFJOh/H2XLl2SOaZp06aQSCTitpubG5YvX47c3FzExMQgNzcXdevWlTkmMzMT+vr64raamlqB+D8kLS0NDx8+FBO3fM2bN0d0dHSx2viQvn37ombNmjhx4oTM5OTo6GiEhYWJPULA22G1N2/eICMjA5qamhg6dCh+/vlnTJ06FY8ePcKhQ4dw4sQJAICzszM8PDzg6OgILy8vtGvXDj169EDVqlUBAFWqVEGVKlWKFWNeXh4AYMSIERg0aBAAoH79+jh+/Dg2b96MRYsWfdI9KGtMiIiIqEKpqqrKbEskEuTl5YkTbd+d1/OhRXLfbUMikXywzeJKT0+HsrIyIiIioKysLFP27pNfGhoaMkmVvHTs2BG///47wsPD0aZNG3F/eno65s6di27duhU4Rl1dHQDQv39/TJ8+HeHh4Th//jysrKzQsmVLAICysjJCQ0Nx/vx5cdgx/wkxKysrhISEYMSIEUXGdujQIbRs2VJcusbe3l6m3M7O7qNzr+SBCREREVUK+YvhJiUloX79+gBQ5Dt5SurixYsy2xcuXIC1tTWUlZVRv3595ObmIiUlRUwOPpWOjg5MTU0RFhaG1q1bi/vDwsLQuHHjT2p71KhRqFevHr7++mscOHBAbL9BgwaIi4tDnToffv2Ivr4+fHx8EBQUhPDwcLH3Jp9EIkHz5s3RvHlz+Pv7w8LCAn/99RcmTpxYoiEzS0tLmJqaIi4uTqb89u3b6NChQ2kuu1wxISIiokpBQ0MDTZs2xU8//QQrKyukpKRg5syZZdZ+YmIiJk6ciBEjRiAyMhKrV6/G8uXLAQB169aFr68v+vfvj+XLl6N+/fp4/Pgxjh8/DicnJ3h7e5fqnFOmTMHs2bNRu3ZtuLi4ICgoCFFRUQgJCfnk6xkzZgxyc3PRqVMnHDp0CC1atIC/vz86deoEc3Nz9OjRA0pKSoiOjsb169exYMEC8dihQ4eiU6dOyM3NFecbAW+TxuPHj6Ndu3YwNDTExYsX8fjxY9jZ2QEo2ZCZRCIRr9/Z2RkuLi7YsmULbt26hV27dn3y9Zc1JkRERFRpbN68GUOGDIGrqytsbGywZMkStGvXrkza7t+/P16/fo3GjRtDWVkZ48aNw/Dhw8XyoKAgLFiwAJMmTcJ///2H6tWro2nTpgUeUy+JsWPHIjU1FZMmTUJKSgrs7e2xd+/eMptQPH78eOTl5aFjx444fPgwvLy8sH//fsybNw+LFy+GqqoqbG1tMXToUJnjPD09YWJiAgcHB3ESOfC2V+vMmTMIDAxEWloaLCwssHz58lL36IwfPx5v3rzBhAkT8OzZMzg7OyM0NBS1a9f+pOsuDxLh3cFaKlRaWhp0dXWRmpoKHR0deYdDhYiMjISrqyuMBwRW2jdVZybfRfKW8YiIiECDBg3kHQ6Vk6SkJGzcuBEjRowQ51AQVTbp6emoUaMGgoKCCp1vJE9l+XeoJN/f7CEiIiJSEHl5eXjy5AmWL18OPT09fP311/IOqdLgixmJiIhKqTgvKCyJhQsXfrC9spiInJiYCCMjI2zbtg2bN2+Gigr7RfLxThAREZVSUU/B5T9tVRIjR45Er169Ci0ri8VQLS0twZkyhWNCREREVEpFPd5eGtWqVUO1atXKtE0qHg6ZERGRQshfGPbFixfyDqXcDBw4ED4+PvIO47PEhIiIiL447u7uGD9+vMy+Zs2aISkpSVz3iypGYGAgbGxsoKGhATMzM0yYMAFv3ryRd1gFcMiMiIjKVFZWFtTU1CrdudXU1Eq0gGplk5ubC4lEIi5x8jnYtm0bpk+fjs2bN6NZs2a4ffs2Bg4cCIlEghUrVsg7PBmfz10lIiK5cHd3h5+fH/z8/KCrq4vq1atj1qxZ4uRcS0tLzJ8/H/3794eOjo74ssM///wTDg4OkEqlsLS0FN8KnS//uL59+0JLSws1atTA2rVrZeq8ePECQ4cOhYGBAXR0dNCmTRuZhVHnzJkDFxcXbNq0CVZWVlBXV8fAgQNx+vRprFy5EhKJBBKJBPfu3St0yOzcuXNo2bKl2HsxduxYvHr1Sixft24drK2toa6uDiMjI/To0aNM7hnwduHYyZMno0aNGtDS0kKTJk1w6tQpsTw4OBh6enrYu3cv7O3tIZVKS7wG2OXLl2FgYIDFixd/9H7eu3cPSkpKuHLlikwbgYGBsLCwKNHacPnOnz+P5s2b45tvvoGlpSXatWuHvn37Flh4tzJgQkRERB+1ZcsWqKio4NKlS1i5ciVWrFiBTZs2ieXLli2Ds7Mzrl69ilmzZiEiIgK9evVCnz59EBMTgzlz5mDWrFkIDg6WaXfp0qXicdOnT8e4ceMQGhoqlvfs2RMpKSk4dOiQ+FJTDw8PPHv2TKxz9+5d/Pnnn9i9ezeioqKwcuVKuLm5YdiwYUhKSkJSUhLMzMwKXFN8fDzat2+P7t2749q1a/jf//6Hc+fOwc/PDwBw5coVjB07FvPmzUNcXBwOHz6MVq1aldk98/PzQ3h4OLZv345r166hZ8+eaN++Pe7cuSPWycjIwOLFi7Fp0ybcuHEDhoaGxT7/iRMn0LZtW/z444+YNm3aR++npaUlPD09ERQUJNNOUFAQBg4cKPZMFfWqAW1tbYwcOVI8tlmzZoiIiBAToH/++QcHDx5Ex44di30dFYVDZkRE9FFmZmYICAiARCKBjY0NYmJiEBAQgGHDhgEA2rRpg0mTJon1fX194eHhgVmzZgF4u1bYzZs3sXTpUgwcOFCs17x5c0yfPl2sExYWhoCAALRt2xbnzp3DpUuXkJKSAqlUCuBt4rVnzx7s2rVL7InKysrC1q1bxcVhgbfDY5qamkUOkS1atAi+vr7iXCNra2usWrUKrVu3xvr165GYmAgtLS106tQJVapUgYWFhbjo7Kfes8TERAQFBSExMVFcOmPy5Mk4fPgwgoKCsHDhQgBAdnY21q1bB2dn52KfFwD++usv9O/fH5s2bULv3r0BoFj3c+jQoRg5ciRWrFgBqVSKyMhIxMTE4O+//xbb/tiCu+++Efqbb77BkydP0KJFCwiCgJycHIwcORLff/99ia6nIsi1h2j9+vVwcnKCjo4OdHR04ObmhkOHDonl7u7uYndn/ufdzBN4+5Ipb29vaGpqwtDQEFOmTEFOTo5MnVOnTqFBgwaQSqWoU6dOgf+hEBFR0Zo2bQqJRCJuu7m54c6dO8jNzQUANGzYUKZ+bGwsmjdvLrOvefPmMsfkt/MuNzc3xMbGAgCio6ORnp4OfX19mR6IhIQExMfHi8dYWFjIJEPFFR0djeDgYJm2vby8kJeXh4SEBLRt2xYWFhaoVasW+vXrh5CQEGRkZBS7/aLuWUxMDHJzc1G3bl2Z858+fVrm2tTU1ODk5FSi67p48SJ69uyJ3377TUyG8q/3Y/fTx8cHysrK+OuvvwC8Hbb76quvYGlpKbZTp06dIj/v9mKdOnUKCxcuxLp16xAZGYndu3fjwIEDmD9/fomuqSLItYeoZs2a+Omnn2BtbQ1BELBlyxZ06dIFV69ehYODAwBg2LBhmDdvnniMpqam+HNubi68vb1hbGyM8+fPIykpCf3794eqqqqYXSckJMDb2xsjR45ESEgIjh8/jqFDh8LExAReXl4Ve8FERF8oLS2tMm8zPT0dJiYmMvNq8unp6X3yudPT0zFixAiMHTu2QJm5uTnU1NQQGRmJU6dO4ejRo/D398ecOXNw+fJlmfOX9tzKysqIiIiAsrKyTJm2trb4s4aGhkxSVRy1a9eGvr4+Nm/eDG9vb6iqqorn/Nj9VFNTQ//+/cU1zrZt24aVK1d+ML7CfPvtt9iwYQMAYNasWejXr5+4uKyjoyNevXqF4cOH44cffqhUE8TlmhB17txZZvvHH3/E+vXrceHCBTEhKqrL8+jRo7h58yaOHTsGIyMjuLi4YP78+Zg2bRrmzJkDNTU1bNiwAVZWVuJkPjs7O5w7dw4BAQFMiIiIiunixYsy2xcuXIC1tXWBL/N8dnZ2CAsLk9kXFhaGunXryhxz4cKFAu3a2dkBABo0aIDk5GSoqKjI9FAUh5qamkxPVGEaNGiAmzdvFvlyRRUVFXh6esLT0xOzZ8+Gnp4eTpw4UawFUYu6Z/Xr10dubi5SUlLQsmXL4l1UMVWvXh27d++Gu7s7evXqhR07dkBVVbXY93Po0KGoV68e1q1bh5ycnALXWpIhs4yMjAJJT/7vv7K9MbvSpGa5ubnYvn07Xr16JdOFGhISgurVq6NevXqYMWOGTHdleHg4HB0dYWRkJO7z8vJCWloabty4Idbx9PSUOZeXlxfCw8M/GEtmZibS0tJkPkREiiwxMRETJ05EXFwc/vjjD6xevRrjxo37YP1Jkybh+PHjmD9/Pm7fvo0tW7ZgzZo1mDx5sky9sLAwLFmyBLdv38batWuxc+dOsV1PT0+4ubnBx8cHR48exb1793D+/Hn88MMPBZ6Eep+lpSUuXryIe/fu4cmTJ4U+ITVt2jScP38efn5+iIqKwp07d/D333+Lk6r379+PVatWISoqCvfv38fWrVuRl5cHGxubT75ndevWha+vL/r374/du3cjISEBly5dwqJFi3DgwIFitV8UQ0NDnDhxArdu3ULfvn2Rk5NT7PtpZ2eHpk2bYtq0aejbt2+BJUNKMmTWuXNnrF+/Htu3b0dCQgJCQ0Mxa9YsdO7c+YPJtLzIfVJ1TEwM3Nzc8ObNG2hra+Ovv/6Cvb09gLeTsSwsLGBqaopr165h2rRpiIuLw+7duwEAycnJMskQAHE7OTm5yDppaWl4/fp1oWvDLFq0CHPnzi3zayUi+lz1798fr1+/RuPGjaGsrIxx48aJk5oL06BBA+zYsQP+/v6YP38+TExMMG/ePJkJ1cDbxOnKlSuYO3cudHR0sGLFCrH3XiKR4ODBg/jhhx8waNAgPH78GMbGxmjVqlWBf9ffN3nyZAwYMAD29vZ4/fo1EhISCtRxcnLC6dOn8cMPP6Bly5YQBAG1a9cW593o6elh9+7dmDNnDt68eQNra2v88ccf4gjGp96zoKAgLFiwAJMmTcJ///2H6tWro2nTpujUqVOx2v8YY2NjnDhxAu7u7vD19cW2bduKfT+HDBmC8+fPY/DgwZ8Uw8yZMyGRSDBz5kz8999/MDAwQOfOnfHjjz9+UrvlQSLIuc8qKysLiYmJSE1Nxa5du7Bp0yacPn1aTIredeLECXh4eODu3buoXbs2hg8fjvv37+PIkSNinYyMDGhpaeHgwYPo0KED6tati0GDBmHGjBlinYMHD8Lb2xsZGRmFJkSZmZnIzMwUt9PS0mBmZobU1FSZrkCqPCIjI+Hq6grjAYGQGpft2kJlJTP5LpK3jBcfdaUvU1JSEjZu3IgRI0bAxMRE3uGUCXd3d7i4uCAwMLBM27W0tMT48eMLvFH6S1Be96yizJ8/Hzt37sS1a9cq/Nxl+XcoLS0Nurq6xfr+lvuQmZqaGurUqQNXV1csWrQIzs7OBSZw5WvSpAmAt++cAN5mv48ePZKpk7+dP+/oQ3V0dHQ+uHKwVCoVn3zL/xAREX3p0tPTcf36daxZswZjxoyRdzgVSu4J0fvy8vJkemfelT+RKz9jdHNzQ0xMDFJSUsQ6oaGh0NHREXuY3NzccPz4cZl2QkNDCzzqSUREVByJiYlFvpiwpG+TLomiznv27NlPbt/Pzw+urq5wd3f/5OGyz41c5xDNmDEDHTp0gLm5OV6+fIlt27bh1KlTOHLkCOLj47Ft2zZ07NgR+vr6uHbtGiZMmIBWrVqJ72Ro164d7O3t0a9fPyxZsgTJycmYOXMmRo8eLb50auTIkVizZg2mTp2KwYMH48SJE9ixY0eZTFojIlIEhT2mXRbu3btXLu2WN1NT0yKftDI1NS23e1bUeWvUqPHJ7QcHByvsu/rkmhClpKSgf//+4urDTk5OOHLkCNq2bYsHDx7g2LFjCAwMxKtXr2BmZobu3btj5syZ4vHKysrYv38/Ro0aBTc3N2hpaWHAgAEy7y2ysrLCgQMHMGHCBKxcuRI1a9bEpk2b+Mg9ERGVioqKSpGP6pcneZ1XEcg1Ifr1118/WGZmZobTp09/tA0LCwscPHiwyDru7u64evVqieMjIiIixVDp5hAREREpKktLyzJ7Mm3OnDlwcXEpk7YUARMiIiIiKnc//fQTJBJJpX3NAhMiIiIiKleXL1/Gxo0bS7xQbUViQkRERJ8td3d3+Pn5wc/PD7q6uqhevTpmzZolrpP122+/oWHDhqhSpQqMjY3xzTffyLyq5fnz5/D19YWBgQE0NDRgbW2NoKAgAG9fHOzn5wcTExOoq6vDwsICixYtEo998eIFRowYASMjI6irq6NevXrYv3+/WP7nn3/CwcEBUqkUlpaW4pqa+VJSUtC5c2doaGjAysoKISEhBa7vxYsXGDp0KAwMDKCjo4M2bdogOjq61Pdr06ZNsLOzg7q6OmxtbbFu3Tqx7N69e5BIJNi9eze++uoraGpqwtnZucilroojPT0dvr6++OWXX1C1atVPaqs8MSEiIqLP2pYtW6CiooJLly5h5cqVWLFiBTZt2gQAyM7Oxvz58xEdHY09e/bg3r17MsuHzJo1Czdv3sShQ4cQGxuL9evXo3r16gCAVatWYe/evdixYwfi4uIQEhIiLoqal5eHDh06ICwsDL///jtu3ryJn376SVyfKyIiAr169UKfPn0QExODOXPmYNasWTKPtA8cOBAPHjzAyZMnsWvXLqxbt04mWQOAnj17IiUlBYcOHRLfcu/h4YFnz56V+D6FhITA398fP/74I2JjY7Fw4ULMmjULW7Zskan3ww8/YPLkyYiKikLdunXFtdCAj7+DSVtbGwsXLpRpb/To0fD29i6wrmhlI/e1zIiIiD6FmZkZAgICIJFIYGNjg5iYGAQEBGDYsGEyLxesVasWVq1ahUaNGiE9PV18iWL9+vXRsGFDAJBZBT4xMRHW1tZo0aIFJBIJLCwsxLJjx47h0qVLiI2NRd26dcX2861YsQIeHh6YNWsWgLeLud68eRNLly7FwIEDcfv2bRw6dAiXLl1Co0aNALx98trOzk5s49y5c7h06RJSUlLEd+stW7YMe/bswa5du4pcS64ws2fPxvLly8XV662srHDz5k1s3LgRAwYMEOtNnjwZ3t7eAIC5c+fCwcEBd+/eha2t7UffwQQA1apVE3/evn07IiMjcfny5RLFKg9MiIiI6LPWtGlTSCQScdvNzQ3Lly9Hbm4uoqKiMGfOHERHR+P58+fiqveJiYmwt7fHqFGj0L17d0RGRqJdu3bw8fFBs2bNALztwWnbti1sbGzQvn17dOrUCe3atQPw9gWJNWvWFJOh98XGxqJLly4y+5o3b47AwEDk5uYiNjYWKioqcHV1FcttbW2hp6cnbkdHRyM9PR36+voy7bx+/Rrx8fElukevXr1CfHw8hgwZgmHDhon7c3JyoKurK1P33Xk++StDpKSkwNbWtkTvYHrw4AHGjRuH0NBQqKurlyheeWBCREREX6Q3b97Ay8sLXl5eCAkJgYGBARITE+Hl5YWsrCwAQIcOHXD//n0cPHgQoaGh8PDwwOjRo7Fs2TI0aNAACQkJOHToEI4dO4ZevXrB09MTu3bt+uBamGUpPT0dJiYmhb71+t3EqbhtAcAvv/wirguaL3+YL5+qqqr4c36i+X4iWZTvv/8e33//PSIiIpCSkiKzmHVubi7OnDmDNWvWIDMzs8C55YkJERERfdYuXrwos33hwgVYW1vj1q1bePr0KX766SeYmZkBAK5cuVLgeAMDAwwYMAADBgxAy5YtMWXKFCxbtgwAoKOjg969e6N3797o0aMH2rdvj2fPnsHJyQn//vsvbt++XWgvkZ2dHcLCwmT2hYWFoW7dulBWVoatrS1ycnIQEREhDpnFxcXhxYsXYv0GDRogOTkZKioqMkN5pWFkZARTU1P8888/8PX1LXU7JRky8/DwQExMjEzZoEGDYGtri2nTplWqZAhgQkRERJ+5xMRETJw4ESNGjEBkZCRWr16N5cuXw9zcHGpqali9ejVGjhyJ69evY/78+TLH+vv7w9XVFQ4ODsjMzMT+/fvFeTwrVqyAiYkJ6tevDyUlJezcuRPGxsbQ09ND69at0apVK3Tv3h0rVqxAnTp1cOvWLUgkErRv3x6TJk1Co0aNMH/+fPTu3Rvh4eFYs2aN+FRX/jDciBEjsH79eqioqGD8+PEyPU+enp5wc3ODj48PlixZgrp16+Lhw4c4cOAAunbtKs57Kq65c+di7Nix0NXVRfv27ZGZmYkrV67g+fPnmDhxYrHaKMmQWZUqVVCvXj2ZfVpaWtDX1y+wvzLgU2ZERPRZ69+/P16/fo3GjRtj9OjRGDduHIYPHw4DAwMEBwdj586dsLe3x08//ST2/ORTU1PDjBkz4OTkhFatWkFZWRnbt28H8PYLfcmSJWjYsCEaNWqEe/fu4eDBg1BSevvV+eeff6JRo0bo27cv7O3tMXXqVOTm5gJ427uzY8cObN++HfXq1YO/vz/mzZsn84RbUFAQTE1N0bp1a3Tr1g3Dhw+HoaGhWC6RSHDw4EG0atUKgwYNQt26ddGnTx/cv38fRkZGJb5PQ4cOxaZNmxAUFARHR0e0bt0awcHBsLKyKnFbXyKJkP+yBvqgtLQ06OrqIjU1FTo6OvIOhwoRGRkJV1dXGA8IhNS4ci5+mJl8F8lbxouPztKXKSkpCRs3bsSIESPECalUftzd3eHi4lJmy12Q/JXl36GSfH+zh4iIiIgUHhMiIiKiz5CDg8MHX45Y2FuvqWicVE1ERJ+twh5JVxQHDx5EdnZ2oWWlmWOk6JgQERERfYbefXM2fToOmRERUbHkL/75sffQlIWBAwfCx8fnk9sJCwuDo6MjVFVVy6S90nJ3d8f48eMrbXvEhIiISKEFBwcX+63HZmZmSEpKqpTvkPmQiRMnwsXFBQkJCTILq9LHWVpafvLTe3PmzIFEIpH52Nralk2AZYxDZkRE9FFZWVlQU1ODsbGxvEMpkfj4eIwcORI1a9YsdRv5106l4+DggGPHjonbKiqVM/VgDxERUQVyd3fHmDFjMH78eFStWhVGRkb45Zdf8OrVKwwaNAhVqlRBnTp1cOjQIQBv134aMmQIrKysoKGhARsbG6xcuVJs782bN3BwcJBZ+Tw+Ph5VqlTB5s2bi4zl1KlTGDRoEFJTU8X/vc+ZMwfA296B+fPno3///tDR0cHw4cMLHTK7fv06OnToAG1tbRgZGaFfv3548uSJWL5r1y44OjpCQ0MD+vr68PT0xKtXr4p9v+bOnQsDAwPo6Ohg5MiR4hpkwNv1tRYtWiTeG2dnZ+zatQvA/w/vPX36FIMHD4ZEIhF7iE6fPo3GjRtDKpXCxMQE06dPR05OjszvyM/PD+PHj0f16tXh5eVVrGstiefPn6N///6oWrUqNDU10aFDB9y5c0emTlhYGNzd3aGpqYmqVavCy8sLz58/L7S9AwcOQFdXV3y6LCYmBm3atBHv+/Dhw8X1zPKv8f0hNx8fH/HFke7u7rh//z4mTJgg/tkoLRUVFRgbG4uf6tWrl7qt8sSEiIiogm3ZsgXVq1fHpUuXMGbMGIwaNQo9e/ZEs2bNxFXX+/Xrh4yMDOTl5aFmzZrYuXMnbt68CX9/f3z//ffYsWMHAEBdXR0hISHYsmUL/v77b+Tm5uLbb79F27ZtMXjw4CLjaNasGQIDA6Gjo4OkpCQkJSVh8uTJYvmyZcvg7OyMq1evYtasWQWOf/HiBdq0aYP69evjypUrOHz4MB49eoRevXoBePuCvb59+2Lw4MGIjY3FqVOn0K1bNxT3fcDHjx8Xj/vjjz+we/duzJ07VyxftGgRtm7dig0bNuDGjRuYMGECvv32W5w+fVoc3tPR0UFgYCCSkpLQu3dv/Pfff+jYsSMaNWqE6OhorF+/Hr/++isWLFhQ4HekpqaGsLAwbNiw4aPXWlIDBw7ElStXsHfvXoSHh0MQBHTs2FF8aiwqKgoeHh6wt7dHeHg4zp07h86dO4tvwn7Xtm3b0LdvX4SEhMDX1xevXr2Cl5cXqlatisuXL2Pnzp04duwY/Pz8ih3f7t27UbNmTcybN0/8swG8XSblQ4/6538WLlwo09adO3dgamqKWrVqwdfXF4mJiaW6Z+WtcvZbERF9wZydnTFz5kwAwIwZM/DTTz+hevXqGDZsGIC362utX78e165dQ9OmTWWSACsrK4SHh2PHjh3il7GLiwsWLFiAoUOHiks77N+//6NxqKmpQVdXFxKJpNChsDZt2mDSpEni9r1792TK16xZg/r168t8AW7evBlmZma4ffs20tPTkZOTg27duolPRDk6OhbzLr2Nb/PmzdDU1ISDgwPmzZuHKVOmYP78+cjOzsbChQtx7NgxuLm5AQBq1aqFc+fOYePGjWjdujWMjY0hkUigq6srXt+6detgZmaGNWvWiPNZHj58iGnTpsHf319clsPa2hpLliwRY1mwYEGR11rYAq8fcufOHezduxdhYWFo1qwZACAkJARmZmbYs2cPevbsKS4Zkr/2GfB26Ol9a9euxQ8//IB9+/ahdevWAN4mSG/evMHWrVuhpaUF4O3vqnPnzli8eHGxHsmvVq0alJWVUaVKFZk/GyVZ3BUAmjRpguDgYNjY2CApKQlz585Fy5Ytcf36dVSpUuWjcVQkJkRERBXMyclJ/FlZWRn6+voyiUL+F1ZKSgqAt196mzdvRmJiIl6/fo2srCy4uLjItDlp0iTs2bMHa9aswaFDh6Cvr//JcX5s8dDo6GicPHkS2traBcri4+PRrl07eHh4wNHREV5eXmjXrh169OiBqlWrFuv8zs7O0NTUFLfd3NyQnp6OBw8eID09HRkZGWjbtq3MMVlZWahfv/4H24yNjYWbm5vMEFDz5s2Rnp6Of//9F+bm5gAAV1fXEl1rSRKi2NhYqKiooEmTJuI+fX192NjYIDY2FsDbHqKePXsW2c6uXbuQkpKCsLAwNGrUSKZ9Z2dnMRnKv8a8vDzExcV90juKSrK4KwB06NBB/NnJyQlNmjSBhYUFduzYgSFDhpQ6jvLAhIiIqIKpqqrKbEskEpl9+V/WeXl52L59OyZPnozly5fDzc0NVapUwdKlS3Hx4kWZNlJSUnD79m0oKyvjzp07aN++/SfH+e4XamHS09PFXof3mZiYQFlZGaGhoTh//jyOHj2K1atX44cffsDFixc/eUHR/PkwBw4cQI0aNWTKpFLpJ7UNFLz2j11rWXt31fsPqV+/PiIjI7F582Y0bNiwRPN8lJSUCgxdfuglj+9KTEyEvb19kXW+//57fP/994WW6enpoW7durh7926xY60oTIiIiCqx/GGV7777TtwXHx9foN7gwYPh6OiIIUOGYNiwYfD09ISdnd1H21dTUyt0XkpxNGjQAH/++ScsLS0/+OSQRCJB8+bN0bx5c/j7+8PCwgJ//fUXJk6c+NH2o6Oj8fr1azE5uHDhArS1tWFmZoZq1apBKpUiMTFRHCoqDjs7O/z5558QBEFMIMLCwlClSpUin0QrzrWWJIacnBxcvHhRHDJ7+vQp4uLixGTDyckJx48flxkufV/t2rWxfPlyuLu7Q1lZGWvWrBHbDw4OxqtXr8TELiwsDEpKSrCxsQEAGBgYiPOCgLeT969fv46vvvpK3FfYn42SDpm9Lz09HfHx8ejXr1+RbcgDJ1UTEVVi1tbWuHLlCo4cOYLbt29j1qxZuHz5skydtWvXIjw8HFu2bIGvry98fHzg6+sr80TWh1haWiI9PR3Hjx/HkydPkJGRUezYRo8ejWfPnqFv3764fPky4uPjceTIEQwaNAi5ubm4ePEiFi5ciCtXriAxMRG7d+/G48ePi5WoAW+Hv4YMGYKbN2/i4MGDmD17Nvz8/KCkpIQqVapg8uTJmDBhArZs2YL4+HhERkZi9erV2LJlywfb/O677/DgwQOMGTMGt27dwt9//43Zs2dj4sSJ4vyh0lxrSVhbW6NLly4YNmwYzp07h+joaHz77beoUaMGunTpAuDt3LLLly/ju+++w7Vr13Dr1i2sX7++wFNtdevWxcmTJ/Hnn3+KT435+vpCXV0dAwYMwPXr13Hy5EmMGTMG/fr1E4fL2rRpgwMHDuDAgQO4desWRo0ahRcvXsi0bWlpiTNnzuC///4Tz5s/ZFbU592EaPLkyTh9+jTu3buH8+fPo2vXrlBWVkbfvn1LdM8qAhMiIqJKbMSIEejWrRt69+6NJk2a4OnTpzK9Rbdu3cKUKVPEycLA24nDT548KfTJsPc1a9YMI0eORO/evWFgYCAzkfhjTE1NERYWhtzcXLRr1w6Ojo4YP3489PT0oKSkBB0dHZw5cwYdO3ZE3bp1MXPmTCxfvlxmXklRPDw8YG1tjVatWqF37974+uuvxdcCAMD8+fMxa9YsLFq0CHZ2dmjfvj0OHDhQ5HBcjRo1cPDgQVy6dAnOzs4YOXIkhgwZIk5yL+21llRQUBBcXV3RqVMnuLm5QRAEHDx4UBw6rVu3Lo4ePYro6Gg0btwYbm5u+PvvvwvtnbKxscGJEyfwxx9/YNKkSdDU1MSRI0fw7NkzNGrUCD169ICHh4fYgwS87VEcMGAA+vfvj9atW6NWrVoyvUMAMG/ePNy7dw+1a9eGgYFBia8RAP7991/07dsXNjY26NWrF/T19XHhwoVSt1eeJEJxn39UYGlpadDV1UVqaip0dHTkHQ4VIjIyEq6urjAeEAipcfEn/FWkzOS7SN4yHhEREWjQoIG8w6FykpSUhI0bN2LEiBHlMreE6EtXln+HSvL9zR4iIiIiUnhMiIiIvmD5b1Yuzgv0KlJRL/Y7e/as3OIqjY+9rLCyvoiQZPEpMyKiL9imTZvw+vXrQsuKehqovBX1pNL7j9FXdh978srU1LTigqFSY0JERPQFq6zJRUle7lfZlfRlhVQ5cciMiIiokjl16hQkEkmBR+E/haWlJQIDA8usvS8NEyIiIiIFcPnyZQwfPlzclkgk2LNnT4Wdf/v27ZBIJPDx8amwc5YEh8yIiIgUgDzf/XPv3j1MnjwZLVu2lFsMHyPXHqL169fDyckJOjo60NHRgZubGw4dOiSWv3nzBqNHj4a+vj60tbXRvXt3PHr0SKaNxMREeHt7Q1NTE4aGhpgyZQpycnJk6pw6dQoNGjSAVCpFnTp1EBwcXBGXR0REn4G8vDwsWbIEderUgVQqhbm5OX788UcAQExMDNq0aQMNDQ3o6+tj+PDh4jpqADBw4ED4+Phg4cKFMDIygp6eHubNm4ecnBxMmTIF1apVQ82aNREUFCQec+/ePUgkEmzfvh3NmjWDuro66tWrh9OnTxcZ57lz59CyZUtoaGjAzMwMY8eOxatXrwAAW7duhba2Nu7cuSPW/+6772Brayu+ffzdITNLS0sAQNeuXSGRSGBpaYl79+5BSUkJV65ckTlvYGAgLCwskJeXV6r7m5ubC19fX8ydOxe1atUqVRsVQa4JUc2aNfHTTz8hIiICV65cQZs2bdClSxfcuHEDADBhwgTs27cPO3fuxOnTp/Hw4UN069ZNPD43Nxfe3t7IysrC+fPnsWXLFgQHB8Pf31+sk5CQAG9vb3z11VeIiorC+PHjMXToUBw5cqTCr5eIiCqfGTNm4KeffsKsWbNw8+ZNbNu2DUZGRnj16hW8vLxQtWpVXL58GTt37sSxY8fg5+cnc/yJEyfw8OFDnDlzBitWrMDs2bPRqVMnVK1aFRcvXsTIkSMxYsQI/PvvvzLHTZkyBZMmTcLVq1fh5uaGzp074+nTp4XGGB8fj/bt26N79+64du0a/ve//+HcuXNiLP3790fHjh3h6+uLnJwcHDhwAJs2bUJISAg0NTULtJe//EtQUBCSkpJw+fJlWFpawtPTUyZ5y68zcOBA8Y3cRb1iQFtbGyNHjpQ5ft68eTA0NKx0q9u/T65DZp07d5bZ/vHHH7F+/XpcuHABNWvWxK+//opt27ahTZs2AN7+Uuzs7HDhwgU0bdoUR48exc2bN3Hs2DEYGRnBxcUF8+fPx7Rp0zBnzhyoqalhw4YNsLKywvLlywG8XfTu3LlzCAgIgJeXV4VfMxERVR4vX77EypUrsWbNGgwYMADA20VTW7RogV9++QVv3rzB1q1bxUVS16xZI656n78uWLVq1bBq1Spx8dQlS5YgIyNDXPE9P+E6d+4c+vTpI57bz88P3bt3B/B2xOTw4cP49ddfMXXq1AJxLlq0CL6+vuJ6ZdbW1li1ahVat26N9evXQ11dHRs3boSTkxPGjh2L3bt3Y86cOXB1dS30uvOHz/T09GBsbCzuHzp0KEaOHIkVK1ZAKpUiMjISMTEx+Pvvv8U6H1vc9d03Qp87dw6//vrrR4+pDCrNpOrc3Fxs374dr169gpubGyIiIpCdnQ1PT0+xjq2tLczNzREeHg4ACA8Ph6Ojo/iHEgC8vLyQlpYm9jKFh4fLtJFfJ7+NwmRmZiItLU3mQ0REX57Y2FhkZmbCw8Oj0DJnZ2cxGQKA5s2bIy8vD3FxceI+BwcHmfXMjIyM4OjoKG4rKytDX18fKSkpMu27ubmJP6uoqKBhw4aIjY0tNM7o6GgEBwfL9MR4eXkhLy8PCQkJAICqVavi119/xfr161G7dm1Mnz69hHcD8PHxgbKyMv766y8AQHBwML766itxiA3ARxd3NTQ0BPA22ezXrx9++eUXVK9evcSxVDS5T6qOiYmBm5sb3rx5A21tbfz111+wt7dHVFQU1NTUoKenJ1PfyMgIycnJAIDk5GSZZCi/PL+sqDppaWl4/fo1NDQ0CsS0aNEizJ07t6wukYiIKqnCvgNKKn9B1nwSiaTQfaWdgwMA6enpGDFiBMaOHVugzNzcXPz5zJkzUFZWRlJSEl69eoUqVaqU6Dxqamro378/goKC0K1bN2zbtg0rV66UqaOtrV1kG99++y02bNiA+Ph43Lt3T2Y0KP8eqKioIC4uDrVr1y5RfOVJ7gmRjY0NoqKikJqail27dmHAgAEfnVhW3mbMmIGJEyeK22lpaeIq0kRE9OWwtraGhoYGjh8/jqFDh8qU2dnZITg4GK9evRJ7icLCwsShsU914cIFtGrVCgCQk5ODiIiIAvOT8jVo0AA3b94s8gWQ58+fx+LFi7Fv3z5MmzYNfn5+2LJlywfrq6qqIjc3t8D+oUOHol69eli3bh1ycnJk5u4CxR8ys7W1RUxMjEzZzJkzxWHKyva9KveESE1NTfwFu7q64vLly1i5ciV69+6NrKwsvHjxQqaX6NGjR+J4p7GxMS5duiTTXv5TaO/Wef/JtEePHkFHR+eD/zOQSqWQSqVlcn1ERFR5qaurY9q0aZg6dSrU1NTQvHlzPH78GDdu3ICvry9mz56NAQMGYM6cOXj8+DHGjBmDfv36FRh5KI21a9fC2toadnZ2CAgIwPPnzzF48OBC606bNg1NmzaFn58fhg4dCi0tLdy8eROhoaFYs2aNODw1duxYdOjQATVr1kSjRo3QuXNn9OjRo9A2LS0tcfz4cTRv3hxSqRRVq1YF8DYRbNq0KaZNm4bBgwcX+K4s7lu585+ee1f+9/n7+yuDSjOHKF9eXh4yMzPh6uoKVVVVHD9+XCyLi4tDYmKiOO7q5uaGmJgYmXHZ0NBQ6OjowN7eXqzzbhv5dd4duyUiIsU1a9YsTJo0Cf7+/rCzs0Pv3r2RkpICTU1NHDlyBM+ePUOjRo3Qo0cPeHh4YM2aNWVy3p9++gk//fQTnJ2dce7cOezdu/eDc22cnJxw+vRp3L59Gy1btkT9+vXh7+8vrpM2btw4aGlpiQv2Ojo6YuHChRgxYgT++++/Qttcvnw5QkNDYWZmhvr168uUDRkyBFlZWR9M0L5EEkEQBHmdfMaMGejQoQPMzc3x8uVLbNu2DYsXL8aRI0fQtm1bjBo1CgcPHkRwcDB0dHQwZswYAG+7BYG3E7FdXFxgamqKJUuWIDk5Gf369cPQoUPFPxQJCQmoV68eRo8ejcGDB+PEiRMYO3YsDhw4UOynzNLS0qCrq4vU1FSZ2fNUeURGRsLV1RXGAwIhNa6cawplJt9F8pbxiIiIQIMGDeQdDpWTpKQkbNy4ESNGjICJiYm8w6FK6N69e7CyssLVq1fh4uIi73AKNX/+fOzcuRPXrl2r8HOX5d+hknx/y3XILCUlBf3790dSUhJ0dXXh5OQkJkMAEBAQACUlJXTv3h2ZmZnw8vLCunXrxOOVlZWxf/9+jBo1Cm5ubtDS0sKAAQMwb948sY6VlRUOHDiACRMmYOXKlahZsyY2bdrER+6JiIjek56ejnv37mHNmjVYsGCBvMOpUHJNiH799dciy9XV1bF27VqsXbv2g3UsLCxw8ODBIttxd3fH1atXSxUjERGRovDz88Mff/wBHx8fhRouAyrBpGoiIiJFYmlpCTnOVilScHCwwi5vVekmVRMRERFVNCZEREREZczd3V1cZuPdRVXlKX8hWioch8yIiIjK0eXLl2WW/5CXlStXygzVubu7w8XFpcKStbt376J+/fpQVlbGixcvKuScJcEeIiIionJkYGBQ6IrzFSU3Nxd5eXnQ1dUtsBxWRcnOzkbfvn3RsmVLuZy/OJgQERERfYJXr16hf//+0NbWhomJCZYvXy5T/u6QmSAImDNnDszNzSGVSmFqaiqzPpmlpSXmz5+Pvn37QktLCzVq1CjwpPWKFSvg6OgILS0tmJmZ4bvvvkN6erpYHhwcDD09Pezduxf29vaQSqVITEyUGTIbOHAgTp8+jZUrV0IikUAikSAhIQF16tTBsmXLZM4XFRUFiUSCu3fvlvoezZw5E7a2tujVq1ep2yhvTIiIiIg+wZQpU3D69Gn8/fffOHr0KE6dOoXIyMhC6/75558ICAjAxo0bcefOHezZsweOjo4ydZYuXQpnZ2dcvXoV06dPx7hx4xAaGiqWKykpYdWqVbhx4wa2bNmCEydOYOrUqTJtZGRkYPHixdi0aRNu3LghrkCfb+XKlXBzc8OwYcOQlJSEpKQkmJubY/DgwQgKCpKpGxQUhFatWolLdnTo0AHa2tof/Dg4OMgcf+LECezcubPIV+hUBpxDREREVErp6en49ddf8fvvv8PDwwMAsGXLFtSsWbPQ+omJiTA2NoanpydUVVVhbm6Oxo0by9Rp3rw5pk+fDgCoW7cuwsLCEBAQIL60OH+yNvC2R2nBggUYOXKkzIuLs7OzsW7dOjg7Oxcah66uLtTU1KCpqSmu/Qm87Tny9/fHpUuX0LhxY2RnZ2Pbtm0yvUabNm3C69evP3hPVFVVxZ+fPn2KgQMH4vfff6/0Kz0wISIiIiql+Ph4ZGVloUmTJuK+atWqwcbGptD6PXv2RGBgIGrVqoX27dujY8eO6Ny5M1RU/v/r+P21Nt3c3GQmPh87dgyLFi3CrVu3kJaWhpycHLx58wYZGRniXCU1NTU4OTmV+HpMTU3h7e2NzZs3o3Hjxti3bx8yMzPRs2dPsU6NGjWK3d6wYcPwzTffoFWrViWOpaJxyIyIiKiCmJmZIS4uDuvWrYOGhga+++47tGrVCtnZ2cU6/t69e+jUqROcnJzw559/IiIiQhyKysrKEutpaGhAIpGUKsahQ4di+/bteP36NYKCgtC7d2+ZSeElGTI7ceIEli1bBhUVFaioqGDIkCFITU2FiooKNm/eXKr4ygt7iIiIiEqpdu3aUFVVxcWLF2Fubg4AeP78OW7fvo3WrVsXeoyGhgY6d+6Mzp07Y/To0bC1tUVMTIy46POFCxdk6l+4cAF2dnYAgIiICOTl5WH58uVQUnrbp7Fjx45Sxa6mpobc3NwC+zt27AgtLS2sX78ehw8fxpkzZ2TKSzJkFh4eLnOOv//+G4sXL8b58+dL1NNUEZgQERERlZK2tjaGDBmCKVOmQF9fH4aGhvjhhx/EZOV9wcHByM3NRZMmTaCpqYnff/8dGhoasLCwEOuEhYVhyZIl8PHxQWhoKHbu3IkDBw4AAOrUqYPs7GysXr0anTt3RlhYGDZs2FCq2C0tLXHx4kXcu3cP2traqFatGpSUlKCsrIyBAwdixowZsLa2LjCEV5JEJj+Ry3flyhUoKSmhXr16pYq5PHHIjIiI6BMsXboULVu2ROfOneHp6YkWLVrA1dW10Lp6enr45Zdf0Lx5czg5OeHYsWPYt28f9PX1xTqTJk3ClStXUL9+fSxYsAArVqyAl5cXAMDZ2RkrVqzA4sWLUa9ePYSEhGDRokWlinvy5MlQVlaGvb09DAwMkJiYKJYNGTIEWVlZGDRoUKna/hxJhMq6wlwlkpaWBl1dXaSmplb6WfLlJTExEU+ePJF3GB8UGxuLb7/9FsYDAiE1riPvcAqVmXwXyVvGIyIiQuwapy9PUlISNm7ciBEjRsDExETe4dBnxtLSEuPHj5d5kkwezp49Cw8PDzx48ABGRkYVeu6y/DtUku9vDpnRRyUmJsLG1g5vXmfIOxQiIipHmZmZePz4MebMmYOePXtWeDIkT0yI6KOePHmCN68zoN9pElT1zeQdTqFe/3MFqWd/l3cYRESftT/++ANDhgyBi4sLtm7dKu9wKhQTIio2VX2zSjsclf30gbxDICL6ZPfu3ZPr+QcOHIiBAwfKNQZ54aRqIiIiUnhMiIiIiEjhMSEiIiIihceEiIiIqJKwtLSUWbesNM6cOYPOnTvD1NQUEokEe/bsKVBHEAT4+/vDxMQEGhoa8PT0xJ07d2TqPHv2DL6+vtDR0YGenh6GDBmC9PR0mTrXrl1Dy5Ytoa6uDjMzMyxZsqTAuXbu3AlbW1uoq6vD0dERBw8e/KTrKy9MiIiIqFJ7d40u+rhXr17B2dlZXOOsMEuWLMGqVauwYcMGXLx4EVpaWvDy8sKbN2/EOr6+vrhx4wZCQ0Oxf/9+nDlzBsOHDxfL09LS0K5dO1hYWCAiIgJLly7FnDlz8PPPP4t1zp8/j759+2LIkCG4evUqfHx84OPjg+vXr5fPxX8CJkRERFSpuLu7w8/PD+PHj0f16tXh5eUFiUSCqKgosc6LFy8gkUhw6tQpAMCpU6cgkUhw/PhxNGzYEJqammjWrBni4uKKfd59+/ahUaNGUFdXR/Xq1dG1a1ex7Pnz5+jfvz+qVq0KTU1NdOjQQaZHZc6cOXBxcZFpLzAwEJaWluL2wIED4ePjg2XLlsHExAT6+voYPXq0uLCru7s77t+/jwkTJkAikZR6cdYOHTpgwYIFMvG/SxAEBAYGYubMmejSpQucnJywdetWPHz4UOxNio2NxeHDh7Fp0yY0adIELVq0wOrVq7F9+3Y8fPgQABASEoKsrCxs3rwZDg4O6NOnD8aOHYsVK1aI51q5ciXat2+PKVOmwM7ODvPnz0eDBg2wZs2aUl1beWJCRERElc6WLVugpqZW4rW6fvjhByxfvhxXrlyBiooKBg8eXKzjDhw4gK5du6Jjx464evUqjh8/jsaNG4vlAwcOxJUrV7B3716Eh4dDEAR07Nix2KvU5zt58iTi4+Nx8uRJbNmyBcHBwQgODgYA7N69GzVr1sS8efOQlJSEpKQkAG9fjlvU6vLa2tpYuHBhsWNISEhAcnIyPD09xX26urpo0qQJwsPDAbxdlFVPTw8NGzYU63h6ekJJSQkXL14U67Rq1QpqampiHS8vL8TFxeH58+dinXfPk18n/zyVCd9DRERElY61tbU4H6Uk7+b58ccfxVXmp0+fDm9vb7x58wbq6uofPa5Pnz6YO3euuM/Z2RkAcOfOHezduxdhYWFo1qwZgLe9I2ZmZtizZw969uxZ7PiqVq2KNWvWQFlZGba2tvD29sbx48cxbNgwVKtWDcrKyqhSpQqMjY3FY0xNTWV6xwpTrVq1YseQnJwMAAXeQm1kZCSWJScnw9DQUKZcRUUF1apVk6ljZWVVoI38sqpVqyI5ObnI81QmTIiIiKjS+dDiqB/j5OQk/py/DlZKSgrMzc2LPC4qKgrDhg0rtCw2NhYqKipo0qSJuE9fXx82NjaIjY0tUXwODg5QVlaWiTEmJqbIY1RUVFCnTuV8Ke6XhENmRERU6WhpaYk/Kym9/ap6dy3yDw1Vqaqqij/nz8HJy8v76Pk0NDRKFWc+JSUlvL9WemExvhsf8DbGj8VX1kNm+b1Pjx49ktn/6NEjsczY2BgpKSky5Tk5OXj27JlMncLaePccH6rzbg9YZcGEiIiIKjUDAwMAEOfUAPjoEFJJOTk54fjx44WW2dnZIScnR5w7AwBPnz5FXFwc7O3txRiTk5NlkqLSxKimpobc3FyZfflDZkV9Ro4cWexzWFlZwdjYWOZ609LScPHiRbi5uQEA3Nzc8OLFC0RERIh1Tpw4gby8PLGnzM3NDWfOnJFJ/EJDQ2FjY4OqVauKdd6/r6GhoeJ5KhMOmRERUaWmoaGBpk2b4qeffoKVlRVSUlIwc+bMMj3H7Nmz4eHhgdq1a6NPnz7IycnBwYMHMW3aNFhbW6NLly4YNmwYNm7ciCpVqmD69OmoUaMGunTpAuDtE2KPHz/GkiVL0KNHDxw+fBiHDh2Cjo5OieKwtLTEmTNn0KdPH0ilUlSvXr3EQ2bp6em4e/euuJ2QkICoqChUq1YN5ubmkEgkGD9+PBYsWABra2tYWVlh1qxZMDU1hY+PD4C3SWD79u0xbNgwbNiwAdnZ2fDz80OfPn1gamoKAPjmm28wd+5cDBkyBNOmTcP169excuVKBAQEiOceN24cWrdujeXLl8Pb2xvbt2/HlStXZB7NryzYQ0RERJXe5s2bkZOTA1dXV/HLvCy5u7tj586d2Lt3L1xcXNCmTRtcunRJLA8KCoKrqys6deoENzc3CIKAgwcPikNgdnZ2WLduHdauXQtnZ2dcunQJkydPLnEc8+bNw71791C7dm2xZ6ykrly5gvr166N+/foAgIkTJ6J+/frw9/cX60ydOhVjxozB8OHD0ahRI6Snp+Pw4cMyk89DQkJga2sLDw8PdOzYES1atJBJZHR1dXH06FEkJCTA1dUVkyZNgr+/v8y7ipo1a4Zt27bh559/hrOzM3bt2oU9e/agXr16pbq28iQR3h/0pALS0tKgq6uL1NTUEmf7X4LIyEi4urrCeEBgpV3tPv3GSTzdv7xSx5iZfBfJW8YjIiICDRo0kHc4VE6SkpKwceNGjBgxQpzUS0TFV5Z/h0ry/c0eIiIiIlJ4TIiIiOiL5+Dg8MEntEJCQuQdHlUCnFRNRERfvIMHD37wUf33XxxIiokJERERffEsLCzkHQJVcnIdMlu0aBEaNWqEKlWqwNDQED4+PgUW4nN3dxcXucv/vP++hcTERHh7e0NTUxOGhoaYMmUKcnJyZOqcOnUKDRo0gFQqRZ06dcS1Y4iIiIjkmhCdPn0ao0ePxoULFxAaGors7Gy0a9cOr169kqk3bNgwcaG7pKQkcX0bAMjNzYW3tzeysrJw/vx5cbG8dx8vTEhIgLe3N7766itERUVh/PjxGDp0KI4cOVJh10pERESVl1yHzA4fPiyzHRwcDENDQ0RERKBVq1bifk1NzQ++5vvo0aO4efMmjh07BiMjI7i4uGD+/PmYNm0a5syZAzU1NWzYsAFWVlZYvnw5gLfvizh37hwCAgLg5eVVfhdIRArr8ePH8g6B6LMkr787lWoOUWpqKoCCq/aGhITg999/h7GxMTp37oxZs2ZBU1MTABAeHg5HR0eZSXFeXl4YNWoUbty4gfr16yM8PByenp4ybXp5eWH8+PHle0FEpHA0NTWhqqqK3bt3yzsUos+Wqqqq+D1fUSpNQpSXl4fx48ejefPmMm+w/Oabb2BhYQFTU1Ncu3YN06ZNQ1xcnPiPTXJycoEnBPK3k5OTi6yTlpaG169fF1jULzMzE5mZmeJ2Wlpa2V0oEX3RdHV14efnh4yMDHmHQvTZ0tTUhK6uboWes9IkRKNHj8b169dx7tw5mf3vvgLc0dERJiYm8PDwQHx8PGrXrl0usSxatAhz584tl7aJ6Munq6tb4f+YE9GnqRQvZvTz88P+/ftx8uRJ1KxZs8i6+avs5i9cZ2xsjEePHsnUyd/On3f0oTo6OjoFeocAYMaMGUhNTRU/Dx48KN2FERER0WdBrgmRIAjw8/PDX3/9hRMnTsDKyuqjx0RFRQGAuL6Jm5sbYmJikJKSItYJDQ2Fjo4O7O3txTrHjx+XaSc0NBRubm6FnkMqlUJHR0fmQ0RERF8uuSZEo0ePxu+//45t27ahSpUqSE5ORnJyMl6/fg0AiI+Px/z58xEREYF79+5h79696N+/P1q1agUnJycAQLt27WBvb49+/fohOjoaR44cwcyZMzF69GhIpVIAwMiRI/HPP/9g6tSpuHXrFtatW4cdO3ZgwoQJcrt2IiIiqjzkmhCtX78eqampcHd3h4mJifj53//+BwBQU1PDsWPH0K5dO9ja2mLSpEno3r079u3bJ7ahrKyM/fv3Q1lZGW5ubvj222/Rv39/zJs3T6xjZWWFAwcOIDQ0FM7Ozli+fDk2bdrER+6JiIgIgJwnVQuCUGS5mZkZTp8+/dF2LCwscPDgwSLruLu74+rVqyWKj4iIiBRDpZhUTURERCRPTIiIiIhI4TEhIiIiIoVXqoTo9evXMm9hvX//PgIDA3H06NEyC4yIiIioopQqIerSpQu2bt0KAHjx4gWaNGmC5cuXo0uXLli/fn2ZBkhERERU3kqVEEVGRqJly5YAgF27dsHIyAj379/H1q1bsWrVqjINkIiIiKi8lSohysjIQJUqVQAAR48eRbdu3aCkpISmTZvi/v37ZRogERERUXkrVUJUp04d7NmzBw8ePMCRI0fQrl07AEBKSgqXuSAiIqLPTqkSIn9/f0yePBmWlpZo0qSJuCbY0aNHUb9+/TINkIiIiKi8lepN1T169ECLFi2QlJQEZ2dncb+Hhwe6du1aZsERERERVYRSL91hbGwMY2NjmX2NGzf+5ICIiIiIKlqpEqJXr17hp59+wvHjx5GSkoK8vDyZ8n/++adMgiMiIiKqCKVKiIYOHYrTp0+jX79+MDExgUQiKeu4iIiIiCpMqRKiQ4cO4cCBA2jevHlZx0NERERU4Ur1lFnVqlVRrVq1so6FiIiISC5KlRDNnz8f/v7+MuuZEREREX2uSjVktnz5csTHx8PIyAiWlpZQVVWVKY+MjCyT4IiIiIgqQqkSIh8fnzIOg4iIiEh+SpUQzZ49u6zjICIiIpKbUr+YEQAiIiIQGxsLAHBwcOCyHURERPRZKlVClJKSgj59+uDUqVPQ09MDALx48QJfffUVtm/fDgMDg7KMkYiIiKhcleopszFjxuDly5e4ceMGnj17hmfPnuH69etIS0vD2LFjyzpGIiIionJVqh6iw4cP49ixY7CzsxP32dvbY+3atWjXrl2ZBUdERERUEUrVQ5SXl1fgUXsAUFVVLbCuGREREVFlV6qEqE2bNhg3bhwePnwo7vvvv/8wYcIEeHh4lFlwRERERBWhVAnRmjVrkJaWBktLS9SuXRu1a9eGlZUV0tLSsHr16rKOkYiIiKhclWoOkZmZGSIjI3Hs2DHcunULAGBnZwdPT88yDY6IiIioIpT6PUQSiQRt27ZF27ZtyzIeIiIiogpX7IRo1apVGD58ONTV1bFq1aoi6/LReyIiIvqcFDshCggIgK+vL9TV1REQEPDBehKJhAkRURHy3+5eWVWvXh3m5ubyDoOIqEIVOyFKSEgo9GciKp7c9OeARIJvv/1W3qEUSV1DE3G3YpkUEZFCKdUconnz5mHy5MnQ1NSU2f/69WssXboU/v7+ZRIc0ZckLzMdEATod5oEVX0zeYdTqOynD/B0/3I8efKECRERKZRSJURz587FyJEjCyREGRkZmDt3LhMioiKo6ptBalxH3mEQEdE7SvUeIkEQIJFICuyPjo5GtWrVPjkoIiIioopUoh6iqlWrQiKRQCKRoG7dujJJUW5uLtLT0zFy5MgyD5KIiIioPJUoIQoMDIQgCBg8eDDmzp0LXV1dsUxNTQ2WlpZwc3Mr8yCJiIiIylOJhswGDBiAgQMH4uTJkxg1ahQGDBggfvr27VviZGjRokVo1KgRqlSpAkNDQ/j4+CAuLk6mzps3bzB69Gjo6+tDW1sb3bt3x6NHj2TqJCYmwtvbG5qamjA0NMSUKVOQk5MjU+fUqVNo0KABpFIp6tSpg+Dg4BLFSkRERF+uUs0hat26tbja/Zs3b5CWlibzKa7Tp09j9OjRuHDhAkJDQ5GdnY127drh1atXYp0JEyZg37592LlzJ06fPo2HDx+iW7duYnlubi68vb2RlZWF8+fPY8uWLQgODpaZ2J2QkABvb2989dVXiIqKwvjx4zF06FAcOXKkNJdPREREX5hSPWWWkZGBqVOnYseOHXj69GmB8tzc3GK1c/jwYZnt4OBgGBoaIiIiAq1atUJqaip+/fVXbNu2DW3atAEABAUFwc7ODhcuXEDTpk1x9OhR3Lx5E8eOHYORkRFcXFwwf/58TJs2DXPmzIGamho2bNgAKysrLF++HMDbddfOnTuHgIAAeHl5leYWEBER0RekVD1EU6ZMwYkTJ7B+/XpIpVJs2rQJc+fOhampKbZu3VrqYFJTUwFAfFItIiIC2dnZMovG2trawtzcHOHh4QCA8PBwODo6wsjISKzj5eWFtLQ03LhxQ6zz/sKzXl5eYhvvy8zMLHWvFxEREX1+SpUQ7du3D+vWrUP37t2hoqKCli1bYubMmVi4cCFCQkJKFUheXh7Gjx+P5s2bo169egCA5ORkqKmpQU9PT6aukZERkpOTxTrvJkP55fllRdVJS0vD69evC8SyaNEi6Orqih8zs8r5Ej0iIiIqG6VKiJ49e4ZatWoBAHR0dPDs2TMAQIsWLXDmzJlSBTJ69Ghcv34d27dvL9XxZWnGjBlITU0VPw8ePJB3SERERFSOSpUQ1apVS1zPzNbWFjt27ADwtufo/d6c4vDz88P+/ftx8uRJ1KxZU9xvbGyMrKwsvHjxQqb+o0ePYGxsLNZ5/6mz/O2P1dHR0YGGhkaBeKRSKXR0dGQ+RERE9OUqVUI0aNAgREdHAwCmT5+OtWvXQl1dHRMmTMCUKVOK3Y4gCPDz88Nff/2FEydOwMrKSqbc1dUVqqqqOH78uLgvLi4OiYmJ4iP+bm5uiImJQUpKilgnNDQUOjo6sLe3F+u820Z+Hb4ziYiIiIBSPmU2YcIE8WdPT0/cunULERERqFOnDpycnIrdzujRo7Ft2zb8/fffqFKlijjnR1dXFxoaGtDV1cWQIUMwceJEVKtWDTo6OhgzZgzc3NzQtGlTAEC7du1gb2+Pfv36YcmSJUhOTsbMmTMxevRoSKVSAMDIkSOxZs0aTJ06FYMHD8aJEyewY8cOHDhwoDSXT0RERF+YUiVE77OwsICFhUWJj1u/fj0AwN3dXWZ/UFAQBg4cCAAICAiAkpISunfvjszMTHh5eWHdunViXWVlZezfvx+jRo2Cm5sbtLS0MGDAAMybN0+sY2VlhQMHDmDChAlYuXIlatasiU2bNvGReyIiIgJQgoRo1apVxW507NixxaonCMJH66irq2Pt2rVYu3btB+tYWFjg4MGDRbbj7u6Oq1evFisuIiIiUizFTogCAgKKVU8ikRQ7ISIiIiKqDIqdEOU/VUZERET0pSnVU2ZEREREX5JSTaoePHhwkeWbN28uVTBERERE8lCqhOj58+cy29nZ2bh+/TpevHghLsJKRERE9LkoVUL0119/FdiXl5eHUaNGoXbt2p8cFBEREVFFKrM5REpKSpg4cWKxn0YjIiIiqizKdFJ1fHw8cnJyyrJJIiIionJXqiGziRMnymwLgoCkpCQcOHAAAwYMKJPAiIiIiCpKqRKi99/4rKSkBAMDAyxfvvyjT6ARERERVTalSohOnjxZ1nEQERERyQ1fzEhEREQKr1Q9RE+fPoW/vz9OnjyJlJQU5OXlyZQ/e/asTIIjIiIiqgilSoj69euHu3fvYsiQITAyMoJEIinruIiIiIgqTKkSorNnz+LcuXNwdnYu63iIiIiIKlyp5hDZ2tri9evXZR0LERERkVyUKiFat24dfvjhB5w+fRpPnz5FWlqazIeIiIjoc1KqITM9PT2kpaUVWMhVEARIJBLk5uaWSXBEREREFaFUCZGvry9UVVWxbds2TqomIiKiz16pEqLr16/j6tWrsLGxKet4iIiIiCpcqeYQNWzYEA8ePCjrWIiIiIjkolQ9RGPGjMG4ceMwZcoUODo6QlVVVabcycmpTIIjIiIiqgilSoh69+4NADILuUokEk6qJiIios9SqRKihISEso6DiIiISG5KlRBZWFiUdRxEREREclPshGjv3r3o0KEDVFVVsXfv3iLrfv31158cGBEREVFFKXZC5OPjg+TkZBgaGsLHx+eD9TiHiIiIiD43xU6I8vLyCv2ZiIiI6HNXovcQhYeHY//+/TL7tm7dCisrKxgaGmL48OHIzMws0wCJiIiIyluJEqJ58+bhxo0b4nZMTAyGDBkCT09PTJ8+Hfv27cOiRYvKPEgiIiKi8lSihCgqKgoeHh7i9vbt29GkSRP88ssvmDhxIlatWoUdO3aUeZBERERE5alECdHz589hZGQkbp8+fRodOnQQtxs1asQlPYiIiOizU6KEyMjISHwpY1ZWFiIjI9G0aVOx/OXLlwWW8SAiIiKq7EqUEHXs2BHTp0/H2bNnMWPGDGhqaqJly5Zi+bVr11C7du0yD5KIiIioPJXoTdXz589Ht27d0Lp1a2hra2PLli1QU1MTyzdv3ox27dqVeZBERERE5alEPUTVq1fHmTNn8Pz5czx//hxdu3aVKd+5cydmz55d7PbOnDmDzp07w9TUFBKJBHv27JEpHzhwICQSicynffv2MnWePXsGX19f6OjoQE9PD0OGDEF6erpMnWvXrqFly5ZQV1eHmZkZlixZUpLLJiIioi9ciRKifLq6ulBWVi6wv1q1ajI9Rh/z6tUrODs7Y+3atR+s0759eyQlJYmfP/74Q6bc19cXN27cQGhoKPbv348zZ85g+PDhYnlaWhratWsHCwsLREREYOnSpZgzZw5+/vnnYsdJREREX7ZSLe5aVjp06CDzlFphpFIpjI2NCy2LjY3F4cOHcfnyZTRs2BAAsHr1anTs2BHLli2DqakpQkJCkJWVhc2bN0NNTQ0ODg6IiorCihUrZBInIiIiUlyl6iGqSKdOnYKhoSFsbGwwatQoPH36VCwLDw+Hnp6emAwBgKenJ5SUlHDx4kWxTqtWrWR6rry8vBAXF4fnz58Xes7MzEykpaXJfIiIiOjLVakTovbt22Pr1q04fvw4Fi9eLL73KH/x2PzFZt+loqKCatWqITk5Wazz7ruTAIjb+XXet2jRIujq6oofMzOzsr40IiIiqkTkOmT2MX369BF/dnR0hJOTE2rXro1Tp07JvDG7rM2YMQMTJ04Ut9PS0pgUERERfcEqdQ/R+2rVqoXq1avj7t27AABjY2OkpKTI1MnJycGzZ8/EeUfGxsZ49OiRTJ387Q/NTZJKpdDR0ZH5EBER0Zfrs0qI/v33Xzx9+hQmJiYAADc3N7x48QIRERFinRMnTiAvLw9NmjQR65w5cwbZ2dlindDQUNjY2KBq1aoVewFERERUKck1IUpPT0dUVBSioqIAAAkJCYiKikJiYiLS09MxZcoUXLhwAffu3cPx48fRpUsX1KlTB15eXgAAOzs7tG/fHsOGDcOlS5cQFhYGPz8/9OnTB6ampgCAb775BmpqahgyZAhu3LiB//3vf1i5cqXMkBgREREpNrkmRFeuXEH9+vVRv359AMDEiRNRv359+Pv7Q1lZGdeuXcPXX3+NunXrYsiQIXB1dcXZs2chlUrFNkJCQmBrawsPDw907NgRLVq0kHnHkK6uLo4ePYqEhAS4urpi0qRJ8Pf35yP3REREJJLrpGp3d3cIgvDB8iNHjny0jWrVqmHbtm1F1nFycsLZs2dLHB8REREphs9qDhERERFReWBCRERERAqPCREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcJjQkREREQKjwkRERERKTwmRERERKTwmBARERGRwmNCRERERAqPCREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcJjQkREREQKjwkRERERKTwmRERERKTwmBARERGRwmNCRERERAqPCREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcJjQkREREQKjwkRERERKTwmRERERKTw5JoQnTlzBp07d4apqSkkEgn27NkjUy4IAvz9/WFiYgINDQ14enrizp07MnWePXsGX19f6OjoQE9PD0OGDEF6erpMnWvXrqFly5ZQV1eHmZkZlixZUt6XRkRERJ8RuSZEr169grOzM9auXVto+ZIlS7Bq1Sps2LABFy9ehJaWFry8vPDmzRuxjq+vL27cuIHQ0FDs378fZ86cwfDhw8XytLQ0tGvXDhYWFoiIiMDSpUsxZ84c/Pzzz+V+fURERPR5UJHnyTt06IAOHToUWiYIAgIDAzFz5kx06dIFALB161YYGRlhz5496NOnD2JjY3H48GFcvnwZDRs2BACsXr0aHTt2xLJly2BqaoqQkBBkZWVh8+bNUFNTg4ODA6KiorBixQqZxImIiIgUV6WdQ5SQkIDk5GR4enqK+3R1ddGkSROEh4cDAMLDw6GnpycmQwDg6ekJJSUlXLx4UazTqlUrqKmpiXW8vLwQFxeH58+fF3ruzMxMpKWlyXyIiIjoy1VpE6Lk5GQAgJGRkcx+IyMjsSw5ORmGhoYy5SoqKqhWrZpMncLaePcc71u0aBF0dXXFj5mZ2adfEBEREVValTYhkqcZM2YgNTVV/Dx48EDeIREREVE5qrQJkbGxMQDg0aNHMvsfPXoklhkbGyMlJUWmPCcnB8+ePZOpU1gb757jfVKpFDo6OjIfIiIi+nJV2oTIysoKxsbGOH78uLgvLS0NFy9ehJubGwDAzc0NL168QEREhFjnxIkTyMvLQ5MmTcQ6Z86cQXZ2tlgnNDQUNjY2qFq1agVdDREREVVmck2I0tPTERUVhaioKABvJ1JHRUUhMTEREokE48ePx4IFC7B3717ExMSgf//+MDU1hY+PDwDAzs4O7du3x7Bhw3Dp0iWEhYXBz88Pffr0gampKQDgm2++gZqaGoYMGYIbN27gf//7H1auXImJEyfK6aqJiIiospHrY/dXrlzBV199JW7nJykDBgxAcHAwpk6dilevXmH48OF48eIFWrRogcOHD0NdXV08JiQkBH5+fvDw8ICSkhK6d++OVatWieW6uro4evQoRo8eDVdXV1SvXh3+/v585J6IiIhEck2I3N3dIQjCB8slEgnmzZuHefPmfbBOtWrVsG3btiLP4+TkhLNnz5Y6TiIiIvqyVdo5REREREQVhQkRERERKTwmRERERKTwmBARERGRwmNCRERERAqPCREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8uS7dQUSVU2xsrLxDKFL16tVhbm4u7zCI6AvChIiIRLnpzwGJBN9++628QymSuoYm4m7FMikiojLDhIiIRHmZ6YAgQL/TJKjqm8k7nEJlP32Ap/uX48mTJ0yIiKjMMCEiogJU9c0gNa4j7zCIiCoMJ1UTERGRwmNCRERERAqPCREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcJjQkREREQKjwkRERERKTwmRERERKTwmBARERGRwmNCRERERAqPCREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcKr1AnRnDlzIJFIZD62trZi+Zs3bzB69Gjo6+tDW1sb3bt3x6NHj2TaSExMhLe3NzQ1NWFoaIgpU6YgJyenoi+FiIiIKjEVeQfwMQ4ODjh27Ji4raLy/yFPmDABBw4cwM6dO6Grqws/Pz9069YNYWFhAIDc3Fx4e3vD2NgY58+fR1JSEvr37w9VVVUsXLiwwq+FiIiIKqdKnxCpqKjA2Ni4wP7U1FT8+uuv2LZtG9q0aQMACAoKgp2dHS5cuICmTZvi6NGjuHnzJo4dOwYjIyO4uLhg/vz5mDZtGubMmQM1NbWKvhwiIiKqhCr1kBkA3LlzB6ampqhVqxZ8fX2RmJgIAIiIiEB2djY8PT3Fura2tjA3N0d4eDgAIDw8HI6OjjAyMhLreHl5IS0tDTdu3PjgOTMzM5GWlibzISIioi9XpU6ImjRpguDgYBw+fBjr169HQkICWrZsiZcvXyI5ORlqamrQ09OTOcbIyAjJyckAgOTkZJlkKL88v+xDFi1aBF1dXfFjZmZWthdGRERElUqlHjLr0KGD+LOTkxOaNGkCCwsL7NixAxoaGuV23hkzZmDixInidlpaGpMiIiKiL1il7iF6n56eHurWrYu7d+/C2NgYWVlZePHihUydR48eiXOOjI2NCzx1lr9d2LykfFKpFDo6OjIfIiIi+nJ9VglReno64uPjYWJiAldXV6iqquL48eNieVxcHBITE+Hm5gYAcHNzQ0xMDFJSUsQ6oaGh0NHRgb29fYXHT0RERJVTpR4ymzx5Mjp37gwLCws8fPgQs2fPhrKyMvr27QtdXV0MGTIEEydORLVq1aCjo4MxY8bAzc0NTZs2BQC0a9cO9vb26NevH5YsWYLk5GTMnDkTo0ePhlQqlfPVERERUWVRqROif//9F3379sXTp09hYGCAFi1a4MKFCzAwMAAABAQEQElJCd27d0dmZia8vLywbt068XhlZWXs378fo0aNgpubG7S0tDBgwADMmzdPXpdERERElVClToi2b99eZLm6ujrWrl2LtWvXfrCOhYUFDh48WNahERER0Rfks5pDRERERFQemBARERGRwmNCRERERAqPCREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcKr1Et3EBF9SGxsrLxDKFL16tVhbm4u7zCIqJiYEBHRZyU3/TkgkeDbb7+VdyhFUtfQRNytWCZFRJ8JJkRE9FnJy0wHBAH6nSZBVd9M3uEUKvvpAzzdvxxPnjxhQkT0mWBCRESfJVV9M0iN68g7DCL6QnBSNRERESk8JkRERESk8JgQERERkcJjQkREREQKjwkRERERKTwmRERERKTwmBARERGRwmNCRERERAqPCREREREpPCZEREREpPCYEBEREZHCY0JERERECo8JERERESk8JkRERESk8JgQERERkcJjQkREREQKT0XeARARfaliY2PlHUKRqlevDnNzc3mHQVQpMCEiIipjuenPAYkE3377rbxDKZK6hibibsUyKSICE6JKITExEU+ePJF3GB9U2f+XS1TZ5GWmA4IA/U6ToKpvJu9wCpX99AGe7l+OJ0+eMCEiAhMiuUtMTISNrR3evM6QdyhEVMZU9c0gNa4j7zCIqBiYEMnZkydP8OZ1RqX+n+Trf64g9ezv8g6DiIio3ChUQrR27VosXboUycnJcHZ2xurVq9G4cWN5hwWgcv9PMvvpA3mHQEREVK4UJiH63//+h4kTJ2LDhg1o0qQJAgMD4eXlhbi4OBgaGso7PCIiuajscwT5JBxVFIVJiFasWIFhw4Zh0KBBAIANGzbgwIED2Lx5M6ZPny7n6IiIKhafhCOSpRAJUVZWFiIiIjBjxgxxn5KSEjw9PREeHi7HyIiI5ONzehLu7NmzsLOzk3c4H5SZmQmpVCrvMIrEnraPU4iE6MmTJ8jNzYWRkZHMfiMjI9y6datA/czMTGRmZorbqampAIC0tLQyjy09Pf3tOZPvIi/rTZm3Xxby5xAxxk/DGMsGYywb+THmZWdW2hhzXr59HUll78UCJAAEeQdRJDWpOn7/bWuB78HKxNjYGMbGxmXaZv73tiAU4/cjKID//vtPACCcP39eZv+UKVOExo0bF6g/e/ZsAW//dPPDDz/88MMPP5/558GDBx/NFRSih6h69epQVlbGo0ePZPY/evSo0Gx0xowZmDhxoridl5eHZ8+eQV9fHxKJpExjS0tLg5mZGR48eAAdHZ0ybVuR8D6WDd7HssH7WDZ4H8uGIt9HQRDw8uVLmJqafrSuQiREampqcHV1xfHjx+Hj4wPgbZJz/Phx+Pn5FagvlUoLjAfr6emVa4w6OjoK9we1PPA+lg3ex7LB+1g2eB/LhqLeR11d3WLVU4iECAAmTpyIAQMGoGHDhmjcuDECAwPx6tUr8akzIiIiUlwKkxD17t0bjx8/hr+/P5KTk+Hi4oLDhw9X6glmREREVDEUJiECAD8/v0KHyORJKpVi9uzZlf6RzcqO97Fs8D6WDd7HssH7WDZ4H4tHIgjFeRaNiIiI6MulJO8AiIiIiOSNCREREREpPCZEREREpPCYEBEREZHCY0JUCfz000+QSCQYP368vEP57Pz333/49ttvoa+vDw0NDTg6OuLKlSvyDuuzkpubi1mzZsHKygoaGhqoXbs25s+fX7y1fxTcmTNn0LlzZ5iamkIikWDPnj0y5YIgwN/fHyYmJtDQ0ICnpyfu3Lkjn2ArsaLuY3Z2NqZNmwZHR0doaWnB1NQU/fv3x8OHD+UXcCX1sT+P7xo5ciQkEgkCAwMrLL7KjgmRnF2+fBkbN26Ek5OTvEP57Dx//hzNmzeHqqoqDh06hJs3b2L58uWoWrWqvEP7rCxevBjr16/HmjVrEBsbi8WLF2PJkiVYvXq1vEOr9F69egVnZ2esXbu20PIlS5Zg1apV2LBhAy5evAgtLS14eXnhzZvKuZiqvBR1HzMyMhAZGYlZs2YhMjISu3fvRlxcHL7++ms5RFq5fezPY76//voLFy5cKNZyFgqlLBZPpdJ5+fKlYG1tLYSGhgqtW7cWxo0bJ++QPivTpk0TWrRoIe8wPnve3t7C4MGDZfZ169ZN8PX1lVNEnycAwl9//SVu5+XlCcbGxsLSpUvFfS9evBCkUqnwxx9/yCHCz8P797Ewly5dEgAI9+/fr5igPkMfuo///vuvUKNGDeH69euChYWFEBAQUOGxVVbsIZKj0aNHw9vbG56envIO5bO0d+9eNGzYED179oShoSHq16+PX375Rd5hfXaaNWuG48eP4/bt2wCA6OhonDt3Dh06dJBzZJ+3hIQEJCcny/z91tXVRZMmTRAeHi7HyD5/qampkEgk5b7G5JcmLy8P/fr1w5QpU+Dg4CDvcCodhXpTdWWyfft2REZG4vLly/IO5bP1zz//YP369Zg4cSK+//57XL58GWPHjoWamhoGDBgg7/A+G9OnT0daWhpsbW2hrKyM3Nxc/Pjjj/D19ZV3aJ+15ORkACiwPJCRkZFYRiX35s0bTJs2DX379lXIhUo/xeLFi6GiooKxY8fKO5RKiQmRHDx48ADjxo1DaGgo1NXV5R3OZysvLw8NGzbEwoULAQD169fH9evXsWHDBiZEJbBjxw6EhIRg27ZtcHBwQFRUFMaPHw9TU1PeR6pUsrOz0atXLwiCgPXr18s7nM9KREQEVq5cicjISEgkEnmHUylxyEwOIiIikJKSggYNGkBFRQUqKio4ffo0Vq1aBRUVFeTm5so7xM+CiYkJ7O3tZfbZ2dkhMTFRThF9nqZMmYLp06ejT58+cHR0RL9+/TBhwgQsWrRI3qF91oyNjQEAjx49ktn/6NEjsYyKLz8Zun//PkJDQ9k7VEJnz55FSkoKzM3Nxe+d+/fvY9KkSbC0tJR3eJUCe4jkwMPDAzExMTL7Bg0aBFtbW0ybNg3Kyspyiuzz0rx5c8TFxcnsu337NiwsLOQU0ecpIyMDSkqy/zdSVlZGXl6enCL6MlhZWcHY2BjHjx+Hi4sLACAtLQ0XL17EqFGj5BvcZyY/Gbpz5w5OnjwJfX19eYf02enXr1+B+apeXl7o168fBg0aJKeoKhcmRHJQpUoV1KtXT2aflpYW9PX1C+ynD5swYQKaNWuGhQsXolevXrh06RJ+/vln/Pzzz/IO7bPSuXNn/PjjjzA3N4eDgwOuXr2KFStWYPDgwfIOrdJLT0/H3bt3xe2EhARERUWhWrVqMDc3x/jx47FgwQJYW1vDysoKs2bNgqmpKXx8fOQXdCVU1H00MTFBjx49EBkZif379yM3N1ecg1WtWjWoqanJK+xK52N/Ht9PJFVVVWFsbAwbG5uKDrVykvdjbvQWH7svnX379gn16tUTpFKpYGtrK/z888/yDumzk5aWJowbN04wNzcX1NXVhVq1agk//PCDkJmZKe/QKr2TJ08KAAp8BgwYIAjC20fvZ82aJRgZGQlSqVTw8PAQ4uLi5Bt0JVTUfUxISCi0DIBw8uRJeYdeqXzsz+P7+Ni9LIkg8HW0REREpNg4qZqIiIgUHhMiIiIiUnhMiIiIiEjhMSEiIiIihceEiIiIiBQeEyIiIiJSeEyIiIiISOExISKiIt26dQtNmzaFurq6uASFPFhaWiIwMLDCzieRSLBnz54KO195Cw4Ohp6enrzDIKq0mBARfSEeP34MNTU1vHr1CtnZ2dDS0iqThW5nz54NLS0txMXF4fjx44XWGThwYLkvR3H58mUMHz78k9u5ceMGevXqBQMDA0ilUtStWxf+/v7IyMgogygrh8KSx969e+P27dvyCYjoM8CEiOgLER4eDmdnZ2hpaSEyMlJcv+hTxcfHo0WLFrCwsJDropoGBgbQ1NT8pDYuXLiAJk2aICsrCwcOHMDt27fx448/Ijg4GG3btkVWVlYZRVty5X1uDQ0NGBoalus5iD5nTIiIvhDnz59H8+bNAQDnzp0Tfy5KXl4e5s2bh5o1a0IqlcLFxQWHDx8WyyUSCSIiIjBv3jxIJBLMmTOnVLGdPn0ajRs3hlQqhYmJCaZPn46cnByx/OXLl/D19YWWlhZMTEwQEBAAd3d3jB8/Xqzzfq+HRCLBpk2b0LVrV2hqasLa2hp79+79YAyCIGDIkCGws7PD7t270bhxY1hYWKBnz57Yt28fwsPDERAQIHNMUlISOnToAA0NDdSqVQu7du0Sy7KysuDn5wcTExOoq6vDwsICixYtEstfvHiBoUOHwsDAADo6OmjTpg2io6PF8jlz5sDFxQWbNm2ClZUV1NXV8fPPP8PU1BR5eXkycXTp0kVcbDc+Ph5dunSBkZERtLW10ahRIxw7dkys6+7ujvv372PChAmQSCSQSCQACh8yW79+PWrXrg01NTXY2Njgt99+kyn/2D1+/vw5fH19YWBgAA0NDVhbWyMoKOiDvwOiSk3Oa6kR0Se4f/++oKurK+jq6gqqqqqCurq6oKurK6ipqQlSqVTQ1dUVRo0a9cHjV6xYIejo6Ah//PGHcOvWLWHq1KmCqqqqcPv2bUEQBCEpKUlwcHAQJk2aJCQlJQkvX74stJ0BAwYIXbp0KbTs33//FTQ1NYXvvvtOiI2NFf766y+hevXqwuzZs8U6Q4cOFSwsLIRjx44JMTExQteuXYUqVarILHj8/kKUAISaNWsK27ZtE+7cuSOMHTtW0NbWFp4+fVpoHJGRkQIAYdu2bYWWt23bVnB2dpZpX19fX/jll1+EuLg4YebMmYKysrJw8+ZNQRAEYenSpYKZmZlw5swZ4d69e8LZs2dl2vb09BQ6d+4sXL58Wbh9+7YwadIkQV9fX4xv9uzZgpaWltC+fXshMjJSiI6OFp49eyaoqakJx44dE9t5+vSpzL6oqChhw4YNQkxMjHD79m1h5syZgrq6unD//n2xfs2aNYV58+YJSUlJQlJSkiAIghAUFCTo6uqK7e7evVtQVVUV1q5dK8TFxQnLly8XlJWVhRMnThT7Ho8ePVpwcXERLl++LCQkJAihoaHC3r17C72/RJUdEyKiz1h2draQkJAgREdHC6qqqkJ0dLRw9+5dQVtbWzh9+rSQkJAgPH78+IPHm5qaCj/++KPMvkaNGgnfffeduO3s7CyTvBSmqITo+++/F2xsbIS8vDxx39q1awVtbW0hNzdXSEtLE1RVVYWdO3eK5S9evBA0NTU/mhDNnDlT3E5PTxcACIcOHSo0ju3btwsAhKtXrxZaPnbsWEFDQ0Om/ZEjR8rUadKkiZhgjhkzRmjTpo3MdeU7e/asoKOjI7x580Zmf+3atYWNGzcKgvA2IVJVVRVSUlJk6nTp0kUYPHiwuL1x40bB1NRUyM3NLTRuQRAEBwcHYfXq1eJ2YauYv58QNWvWTBg2bJhMnZ49ewodO3YUtz92jzt37iwMGjTog3ERfU44ZEb0GVNRUYGlpSVu3bqFRo0awcnJCcnJyTAyMkKrVq1gaWmJ6tWrF3psWloaHj58WGBorXnz5oiNjS2zGGNjY+Hm5iYO3eSfIz09Hf/++y/++ecfZGdno3HjxmK5rq4ubGxsPtq2k5OT+LOWlhZ0dHSQkpJS5DGCIBQ7djc3twLb+fdm4MCBiIqKgo2NDcaOHYujR4+K9aKjo5Geng59fX1oa2uLn4SEBMTHx4v1LCwsYGBgIHMOX19f/Pnnn8jMzAQAhISEoE+fPlBSevvPdXp6OiZPngw7Ozvo6elBW1sbsbGxJZ5AHxsbW6zffVH3eNSoUdi+fTtcXFwwdepUnD9/vkQxEFUmKvIOgIhKz8HBAffv30d2djby8vKgra2NnJwc5OTkQFtbGxYWFrhx44a8wyw3qqqqMtsSiaTA/Jt8devWBfA2Eahfv36B8tjYWLFOcTRo0AAJCQk4dOgQjh07hl69esHT0xO7du1Ceno6TExMcOrUqQLHvTuPR0tLq0B5586dIQgCDhw4gEaNGuHs2bMyc5smT56M0NBQLFu2DHXq1IGGhgZ69OhRbpOyi7rHHTp0wP3793Hw4EGEhobCw8MDo0ePxrJly8olFqLyxB4ios/YwYMHERUVBWNjY/z++++IiopCvXr1EBgYiKioKBw8ePCDx+ro6MDU1BRhYWEy+8PCwmBvb19mMdrZ2SE8PFymZyYsLAxVqlRBzZo1UatWLaiqquLy5ctieWpqapk/Iu7i4gJbW1sEBAQUSJqio6Nx7Ngx9O3bV2b/hQsXCmzb2dmJ2zo6Oujduzd++eUX/O9//8Off/6JZ8+eoUGDBkhOToaKigrq1Kkj8/lQj10+dXV1dOvWDSEhIfjjjz9gY2ODBg0aiOVhYWEYOHAgunbtCkdHRxgbG+PevXsybaipqSE3N7fI89jZ2ZXJ797AwAADBgzA77//jsDAQPz8888lOp6osmAPEdFnzMLCAsnJyXj06BG6dOkCiUSCGzduoHv37jAxMfno8VOmTMHs2bNRu3ZtuLi4ICgoCFFRUQgJCSlxLKmpqYiKipLZp6+vj++++w6BgYEYM2YM/Pz8EBcXh9mzZ2PixIlQUlJClSpVMGDAAEyZMgXVqlWDoaEhZs+eDSUlJZlhtk8lkUjw66+/om3btujevTtmzJgBY2NjXLx4EZMmTYKbm5vMU20AsHPnTjRs2BAtWrRASEgILl26hF9//RUAsGLFCpiYmKB+/fpQUlLCzp07YWxsDD09PXh6esLNzQ0+Pj5YsmQJ6tati4cPH+LAgQPo2rUrGjZsWGSsvr6+6NSp0/+1c/csjURhFMefFJMhCgqpEkMg+AYi+EIwlSCilmIhiKhdakvRQiUkrVqphU3ARmxioR9AYmGnIAhaJIF8A4UUIuFYyIqzEXXZRV3m/4Op7ly4M8Vw4J47dn19bQsLC56xrq4uKxQKNjk5aYFAwNbW1hoCXiKRsGKxaLOzs+a67pshbGlpyWZmZmxwcNDGx8ft+PjYCoWC58TaR9bX1y2ZTFpvb689PDzYycmJJzAC/5Vv7jAB+EsHBwcaHh6WJBWLRXV2dn56br1eVyaTUSwWk+M46u/vbyglf7ZUbWYNVzqdliSdnp5qaGhIwWBQkUhEy8vLenx8fJl/f3+vubk5NTU1KRKJaGtrS6lUSisrKy/3vFWqPjo68qyjtbVV+Xz+3bVeXV1penpa4XBYjuOoo6NDq6urqtVqnvvMTDs7O5qYmJDrukokEjo8PHwZ39vb08DAgJqbm9XS0qKxsTFdXFx4nmlxcVFtbW1yHEfxeFzz8/OqVquSnkvVr0+1vVav1xWNRmVmKpVKnrFKpaLR0VGFQiHF43Ftb29rZGTEU0A/Pz9XX1+fXNfVr8/876VqSdrd3VV7e7scx1F3d7f29/cb3sF77ziXy6mnp0ehUEjhcFhTU1Mql8tvPhPw0wWkP2gYAsAXqNVqFovFbHNz09Lp9HcvB4APsGUG4NtdXl7azc2NpVIpu7u7s2w2a2bPPyQEgK9AIALwI2xsbNjt7a0Fg0FLJpN2dnb2YQEZAP4VtswAAIDvceweAAD4HoEIAAD4HoEIAAD4HoEIAAD4HoEIAAD4HoEIAAD4HoEIAAD4HoEIAAD4HoEIAAD43hPGEvtLo7Xm1QAAAABJRU5ErkJggg=="
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"jetTransient": {
|
|
"display_id": null
|
|
}
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
|
"image/png": "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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"jetTransient": {
|
|
"display_id": null
|
|
}
|
|
}
|
|
],
|
|
"execution_count": 36
|
|
},
|
|
{
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-10-09T17:04:33.963146Z",
|
|
"start_time": "2025-10-09T17:04:33.482454Z"
|
|
}
|
|
},
|
|
"cell_type": "code",
|
|
"source": [
|
|
"bench_histogram(bench_sliding_split_shuffle.iterations_to_break, \"Sliding Split Shuffle Break\", number_of_keys,\n",
|
|
" properties_per_key,\n",
|
|
" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n",
|
|
"bench_histogram(bench_sliding_split_shuffle.iterations_to_replay, \"Sliding Split Shuffle Replay\", number_of_keys,\n",
|
|
" properties_per_key,\n",
|
|
" passcode_len, max_tries_before_lockout, complexity, disparity, run_count, Path(\"../output/histograms\"))\n"
|
|
],
|
|
"id": "9fbb943542519bfb",
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
|
"image/png": "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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"jetTransient": {
|
|
"display_id": null
|
|
}
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
|
"image/png": "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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"jetTransient": {
|
|
"display_id": null
|
|
}
|
|
}
|
|
],
|
|
"execution_count": 37
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.14"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|