173 lines
76 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"outputs": [],
"source": [
"import pickle\n",
"\n",
"from pathlib import Path\n",
"from matplotlib import pyplot as plt\n",
"\n",
"import variables as v\n",
"import optuna"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% Imports\n"
}
}
},
{
"cell_type": "code",
"execution_count": 8,
"outputs": [],
"source": [
"_ROOT = Path('..') / 'final'\n",
"sr = 16000\n",
"roots = [v.CCS_Root, v.PRIMATES_Root]\n",
"ext = 'png'\n",
"study_ext = '.pkl'\n",
"study_name = 'FINAL_VisualTransformer_200_CCSLibrosaDatamodule_best_379_score_0.7241663932800293'"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% Variables\n"
}
}
},
{
"cell_type": "code",
"execution_count": 9,
"outputs": [],
"source": [
"with (_ROOT / (study_name + study_ext)).open('rb') as f:\n",
" study = pickle.load(f)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 10,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'scheduler': 'LambdaLR', 'lr_scheduler_parameter': 0.9, 'batch_size': 25, 'target_mel_length_in_seconds': 1.3, 'random_apply_chance': 0.1, 'loudness_ratio': 0.30000000000000004, 'shift_ratio': 0.0, 'noise_ratio': 0.30000000000000004, 'mask_ratio': 0.1, 'lr': 0.0004120756353355384, 'dropout': 0.15000000000000002, 'lat_dim': 4, 'sampler': 'WeightedRandomSampler', 'mlp_dim': 5, 'head_dim': 4, 'patch_size': 18, 'attn_depth': 10, 'heads': 16, 'embedding_size': 60}\n"
]
}
],
"source": [
"print(study.best_params)\n",
"best_params = list(study.best_params.keys())"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 11,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Solarize_Light2', '_classic_test_patch', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark', 'seaborn-dark-palette', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-11-67bcc737c39c>:22: ExperimentalWarning: plot_param_importances is experimental (supported from v2.2.0). The interface can change in the future.\n",
" ax = optuna.visualization.matplotlib.plot_param_importances(study, params=[x for x in best_params if x not in ['sampler', '']], target_name='UAR') # [best_params[-2], best_params[17]])\n"
]
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAGwCAYAAABW7og+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAADVhElEQVR4nOzdeVxO6f/48detPe1UishSKULKPpFtMrZiZjCMNIMYsnzIvoaxZBnbmLHMCDO2mbE0dhNZYpSlNDQJmQzRWCpZQvX7w6/zdStUQvJ+Ph7n8eg+5zrXeZ876d11v891qbKzs7MRQgghhBBCvFSptx2AEEIIIYQQ7wpJnoUQQgghhMgnSZ6FEEIIIYTIJ0mehRBCCCGEyCdJnoUQQgghhMgnSZ6FEEIIIYTIJ0mehRBCCCGEyCfNtx2AECVNVlYWV69exdDQEJVK9bbDEUIIIUQ+ZGdnc+fOHaytrSlV6vnjy5I8C1HErl69io2NzdsOQwghhBCFcPnyZSpUqPDc45I8C1HEDA0NgSc/fEZGRm85GiGEEELkR1paGjY2Nsrv8eeR5FmIIpZTqmFkZCTJsxBCCPGOeVnJpTwwKIQQQgghRD5J8iyEEEIIIUQ+SfIshBBCCCFEPknyLIQQQgghRD5J8iyEEEIIIUQ+SfIshBBCCCFEPknyLIQQQgghRD5J8iyEEEIIIUQ+SfIshBBCCCFEPknyLIQQQgghRD5J8iyEEEIIIUQ+SfIshBBCCCFEPknyLIQQQgghRD5J8iyEEEIIIUQ+ab7tAIQoqdxnHUBDt/TbDkMIIYQoMU5OaPG2Q5CRZyGEEEIIIfJLkmchhBBCCCHySZLnYsjDw4OhQ4cW6tywsDBUKhUpKSlFGlNhvcq95CU4OBgTE5Mi608IIYQQoiAkeS7GHj58iJGREdHR0W87lJcqTNJ+9epVtLS0uHXrVr7P6dq1K+fOnct3ewcHB7Zu3Zrv9kIIIYQQLyLJczGmra1NmzZtCAkJeduhvBbW1ta4uLiwffv2fJ+jp6eHhYVFvtt7eXmV2PdPCCGEEG+eJM+vyMPDg0GDBjF06FBMTU2xtLRk+fLl3L17ly+++AJDQ0OqVavGzp07lXP++usvPvroIwwMDLC0tKRnz57cuHEjz/47duz4ysnf4cOHcXd3R09PDxsbGwYPHszdu3eV47a2tkyfPp0vv/wSQ0NDKlasyLJly9T6OHLkCHXq1EFXVxc3Nze2bNmCSqUiKiqKS5cu0bx5cwBMTU1RqVT4+voq52ZlZTFy5EjMzMwoV64ckydPLvT9PVu2MXnyZOrUqcOaNWuwtbXF2NiYbt26cefOHaX/7du3k5WVla/+Hz58iL+/P1ZWVujq6lKpUiVmzJjxwnMyMjJIS0tT24QQQghRMknyXARWrVpF2bJliYiIYNCgQXz11Vd8+umnNG7cmJMnT/Lhhx/Ss2dP7t27R0pKCi1atMDFxYXjx4+za9curl+/TpcuXfLsu127dkRHR3P16tVCxXbhwgXatGnDxx9/zOnTp9mwYQOHDx/G399frd3cuXNxc3Pj1KlTDBgwgK+++oq4uDgA0tLS6NChA87Ozpw8eZKpU6cyatQo5VwbGxt+++03AOLi4khKSmLBggVq70/p0qU5duwYQUFBTJkyhb179wJPRoZ3797Nw4cPC3V/Ofe4ZcsWtm3bxrZt2zhw4AAzZ84EoHHjxmRlZXHs2LF89bVw4UJCQkLYuHEjcXFx/Pzzz9ja2r7wnBkzZmBsbKxsNjY2hb4XIYQQQhRvkjwXgdq1azN+/Hjs7OwYM2YMurq6lC1blr59+2JnZ8fEiRO5efMmp0+fZvHixbi4uDB9+nSqV6+Oi4sLP/74I/v378+zltfU1JQPPvig0KPPM2bMoEePHgwdOhQ7OzsaN27MwoULWb16NQ8ePFDatW3blgEDBlCtWjVGjRpF2bJl2b9/PwBr165FpVKxfPlynJyc+OijjxgxYoRyroaGBmZmZgBYWFhQrlw5jI2NleO1atVi0qRJ2NnZ4ePjg5ubG6GhoQA4OztTtmxZ9u3bV6j7gycj28HBwdSsWRN3d3d69uyp9F+qVCnat2+f77rnxMRE7Ozs+OCDD6hUqRIffPABn3322QvPGTNmDKmpqcp2+fLlQt+LEEIIIYo3SZ6LQK1atZSvNTQ0KFOmDM7Ozso+S0tLAJKTk4mOjmb//v0YGBgoW/Xq1YEnI6h5eZXSjejoaIKDg9Wu5+npSVZWFgkJCXneg0qloly5ciQnJwNPRpNr1aqFrq6u0qZ+/fr5juHpvgGsrKyUvuHVS1NsbW0xNDQskv59fX2JiorCwcGBwYMHs2fPnpeeo6Ojg5GRkdomhBBCiJJJkucioKWlpfZapVKp7VOpVMCTEdL09HQ6dOhAVFSU2hYfH0/Tpk3z7N/Ly4v9+/er1SnnV3p6Ov369VO7VnR0NPHx8VStWvWF95DfOuGXeVnfXl5e/P7776+t/w8//JBLly5x/vz5l/ZVt25dEhISmDp1Kvfv36dLly588sknhY5NCCGEECWLJM9vWN26dTlz5gy2trZUq1ZNbStdOu+lnCtXrky1atXYvXt3oa539uzZXNeqVq0a2tra+erDwcGBmJgYMjIylH2RkZFqbXL6yszMLHCM7u7u3L17l5MnTxb43PzQ19enZcuW+R59NjIyomvXrixfvpwNGzbw22+/FWg6PSGEEEKUXJI8v2EDBw7k1q1bfPbZZ0RGRnLhwgV2797NF1988cLE08vLq1DzFY8aNYojR47g7++vjHBv3bo11wODL9K9e3eysrLw8/MjNjaW3bt3M2fOHOD/RtUrVaqESqVi27Zt/Pfff6Snp+e7f01NTdq2bfta52PO7/s3b9481q1bx99//825c+f45ZdfKFeunCzMIoQQQghAkuc3ztramvDwcDIzM/nwww9xdnZm6NChmJiYUKrU878dXl5e7Nixo8Aju7Vq1eLAgQOcO3cOd3d3XFxcmDhxItbW1vnuw8jIiN9//52oqCjq1KnDuHHjmDhxIoBSB12+fHkCAwMZPXo0lpaWBUrO4fXPx9yhQweOHj360hFkQ0NDgoKCcHNzo169ely6dIkdO3a88HsjhBBCiPeHKjs7O/ttByFeLjs7mwoVKrB+/Xrc3d3fdjj8/PPPfPHFF6SmpqKnp/fK/d25cwdzc3Pi4+Nf21RvjRo1YsCAAfTs2fO19J8jLS0NY2Njao0NQUM371IcIYQQQhTcyQktXlvfOb+/U1NTX/jwv+Zri0AUKZVKxTfffKOUSbxpq1evpkqVKpQvX57o6GhGjRpFly5diiRxhicjvgsXLiQ1NfW1Jc+BgYGvNJ90QR0a1Uxm3hBCCCFKGPks+h3SpUsXfvrpJ7Vp557e+vfv/9qufe3aNT7//HMcHR353//+x6effpprFcJX5efnx4gRI557f9OnT3+l/j/88ENOnz793P4/+uijIroTIYQQQpRUUrbxjklOTn7u8s9GRkZYWFi84YiK1pUrV7h//36ex8zMzJTFWArr1q1bz6171tPTo3z58q/UP+T/Yx8hhBBCFB9StlFCWVhYvPMJ8osURfL6IkWRgAshhBDi/SXJsxCvScDvcWjrG7ztMIQQosAWd3J82yEIUWxJzbMQQgghhBD5JMmzEEIIIYQQ+STJs3ijLl26hEqlIioq6o1cz9fXF29v7zdyLSGEEEKUfJI8i0ILCwtDpVKRkpJSZH3OmDGDTp06FVl/CxYsIDg4uMj6E0IIIcT7TZJnUax4eXmxd+9eHjx4UCT9GRsbY2JiUiR9CSGEEEJI8vwe8/DwwN/fH39/f4yNjSlbtiwTJkwgZ+rvNWvW4ObmhqGhIeXKlaN79+4kJycDT8ovmjdvDoCpqSkqlQpfX18AsrKyCAoKolq1aujo6FCxYkW+/vprtWtfvHiR5s2bo6+vT+3atTl69CgATk5OWFlZERoamu/7+PXXX3F2dkZPT48yZcrQqlUr7t69C6iXbeSUjDy7eXh4KH0dPnwYd3d39PT0sLGxYfDgwUpfz5ORkUFaWpraJoQQQoiSSZLn99yqVavQ1NQkIiKCBQsWMG/ePFasWAHAo0ePmDp1KtHR0WzZsoVLly4pCbKNjQ2//fYbAHFxcSQlJbFgwQIAxowZw8yZM5kwYQJnz55l7dq1WFpaql133LhxBAQEEBUVhb29PZ999hmPHz8GoGPHjoSEhOQr/qSkJD777DO+/PJLYmNjCQsLo3PnzuS19o+NjQ1JSUnKdurUKcqUKUPTpk0BuHDhAm3atOHjjz/m9OnTbNiwgcOHD+Pv7//CGGbMmIGxsbGyva7lxYUQQgjx9skKg+8xDw8PkpOTOXPmDCqVCoDRo0cTEhLC2bNnc7U/fvw49erV486dOxgYGBAWFkbz5s25ffu2Uhpx584dzM3NWbx4MX369MnVx6VLl6hcuTIrVqygd+/eAJw9e5YaNWoQGxtL9erVOXjwIN26dePKlStKXM9z8uRJXF1duXTpEpUqVcp13NfXl5SUFLZs2aK2/8GDB3h4eGBubs7WrVspVaoUffr0QUNDg6VLlyrtDh8+TLNmzbh79y66urp5xpCRkUFGRobyOi0tDRsbG/r+FCHzPAsh3kkyz7N4H+V3hUEZeX7PNWzYUC1BbdSoEfHx8WRmZnLixAk6dOhAxYoVMTQ0pFmzZgAkJiY+t7/Y2FgyMjJo2bLlC69bq1Yt5WsrKysApSSkSZMmPHz4kMjIyJfGX7t2bVq2bImzszOffvopy5cv5/bt2y8978svv+TOnTusXbuWUqWe/BhER0cTHByMgYGBsnl6epKVlUVCQsJz+9LR0cHIyEhtE0IIIUTJJMmzyNODBw/w9PTEyMiIn3/+mcjISDZv3gzAw4cPn3uenp5evvrX0tJSvs5J3rOysgDQ0NCgXbt2+Srd0NDQYO/evezcuRMnJycWLVqEg4PDC5PdadOmsXv3bkJCQjA0NFT2p6en069fP6KiopQtOjqa+Ph4qlatmq/7EkIIIUTJJsnze+7YsWNqr//880/s7Oz4+++/uXnzJjNnzsTd3Z3q1asrI8M5tLW1AcjMzFT22dnZoaenV6AH/vJSkLpnlUpFkyZNCAwM5NSpU2hrayuJ/rN+++03pkyZwsaNG3MlxHXr1uXs2bNUq1Yt15Zzr0IIIYR4v0ny/J5LTExk2LBhxMXFsW7dOhYtWsSQIUOoWLEi2traLFq0iIsXLxISEsLUqVPVzq1UqRIqlYpt27bx33//kZ6ejq6uLqNGjWLkyJGsXr2aCxcu8Oeff/LDDz8UKC5PT0/OnTv3whFkeJL8T58+nePHj5OYmMimTZv477//cHTMXa/3119/4ePjw6hRo6hRowbXrl3j2rVr3Lp1C4BRo0Zx5MgR/P39iYqKIj4+nq1bt770gUEhhBBCvD8keX7P+fj4cP/+ferXr8/AgQMZMmQIfn5+mJubExwczC+//IKTkxMzZ85kzpw5aueWL1+ewMBARo8ejaWlpZJkTpgwgeHDhzNx4kQcHR3p2rVrrlHrlzEwMKBly5YvHX02MjLi4MGDtG3bFnt7e8aPH8/cuXP56KOPcrU9fvw49+7dY9q0aVhZWSlb586dgSd12AcOHODcuXO4u7vj4uLCxIkTsba2LlDsQgghhCi5ZLaN95iHhwd16tRh/vz5bzuUPC1dupSNGze+cgnIm5bztK7MtiGEeFfJbBvifZTf2TY032BMQhRIp06duHHjxtsOo9DmdHCQmTeEEEKIEkaSZ1FsWVhY0LNnTwwMnj96e/bsWSpWrPgGoxJCCCHE+0yS5/dYWFjY2w7hpaytrYmKinrhcSGEEEKIN0WSZ1GsaWpqUq1atbcdhhBCCCEEIMmzEK+N+6wDaOiWftthlGgnJ7R42yEIIYR4z8hUdUIIIYQQQuSTJM9CCCGEEELkkyTP4rWaPHkyderUedthPJetrW2xnedaCCGEEMWPJM/irZkxYwadOnV6I9cKDg7GxMQk1/7IyEj8/PzeSAxCCCGEePdJ8izeGi8vL/bu3cuDBw8K3cfDhw9fKQZzc3P09fVfqQ8hhBBCvD8keX7PeHh4MGjQIIYOHYqpqSmWlpYsX76cu3fv8sUXX2BoaEi1atXYuXMnAJmZmfTu3ZvKlSujp6eHg4MDCxYsUOszLCyM+vXrU7p0aUxMTGjSpAn//PNPnte/cOECVapUwd/fH0dHR6ysrAq0/LaHhwf+/v4MHTqUsmXL4unpCcC8efNwdnamdOnS2NjYMGDAANLT05X4vvjiC1JTU1GpVKhUKiZPngzkLttITEzEy8sLAwMDjIyM6NKlC9evX39hTBkZGaSlpaltQgghhCiZJHl+D61atYqyZcsSERHBoEGD+Oqrr/j0009p3LgxJ0+e5MMPP6Rnz57cu3ePrKwsKlSowC+//MLZs2eZOHEiY8eOZePGjQA8fvwYb29vmjVrxunTpzl69Ch+fn6oVKpc1z19+jQffPAB3bt3Z/HixahUKjp27EhISEiB49fW1iY8PJzvv/8egFKlSrFw4ULOnDnDqlWr2LdvHyNHjgSgcePGzJ8/HyMjI5KSkkhKSiIgICBXv1lZWXh5eXHr1i0OHDjA3r17uXjxIl27dn1hPDNmzMDY2FjZbGxsCnQ/QgghhHh3qLKzs7PfdhDizfHw8CAzM5NDhw4BT0aWjY2N6dy5M6tXrwbg2rVrWFlZcfToURo2bJirD39/f65du8avv/7KrVu3KFOmDGFhYTRr1ixX28mTJ7NlyxaWLFlC+/btGTduHMOHD1eOHzx4kG7dunHlypU8E+684k9LS+PkyZMvbPfrr7/Sv39/bty4ATypeR46dCgpKSlq7WxtbRk6dChDhw5l7969fPTRRyQkJCgJ8NmzZ6lRowYRERHUq1cvz2tlZGSQkZGhvE5LS8PGxoZaY0NknufXTOZ5FkIIUVTS0tIwNjYmNTUVIyOj57aTkef3UK1atZSvNTQ0KFOmDM7Ozso+S0tLAJKTkwH49ttvcXV1xdzcHAMDA5YtW0ZiYiIAZmZm+Pr64unpSYcOHViwYAFJSUlq10tMTKR169ZMnDhRLXEGaNKkCQ8fPiQyMjLf8bu6uuba98cff9CyZUvKly+PoaEhPXv25ObNm9y7dy/f/cbGxmJjY6M2cuzk5ISJiQmxsbHPPU9HRwcjIyO1TQghhBAlkyTP7yEtLS211yqVSm1fzghwVlYW69evJyAggN69e7Nnzx6ioqL44osv1B7UW7lyJUePHqVx48Zs2LABe3t7/vzzT+W4ubk59evXZ926dbnqgTU0NGjXrl2BSjdKl1Yfzb106RLt27enVq1a/Pbbb5w4cYJvv/0WePUHCoUQQgghnibJs3ih8PBwGjduzIABA3BxcaFatWpcuHAhVzsXFxfGjBnDkSNHqFmzJmvXrlWO6enpsW3bNnR1dfH09OTOnTtq5xam7vlpJ06cICsri7lz59KwYUPs7e25evWqWhttbW0yMzNf2I+joyOXL1/m8uXLyr6zZ8+SkpKCk5NToeMTQgghRMkhybN4ITs7O44fP87u3bs5d+4cEyZMUCuxSEhIYMyYMRw9epR//vmHPXv2EB8fj6Ojo1o/pUuXZvv27WhqavLRRx8pM2EAeHp6cu7cORISEgoVY7Vq1Xj06BGLFi3i4sWLrFmzRnmQMIetrS3p6emEhoZy48aNPMs5WrVqhbOzMz169ODkyZNERETg4+NDs2bNcHNzK1RsQgghhChZJHkWL9SvXz86d+5M165dadCgATdv3mTAgAHKcX19ff7++28+/vhj7O3t8fPzY+DAgfTr1y9XXwYGBuzcuZPs7GzatWvH3bt3lf0tW7Ys9Ohz7dq1mTdvHrNmzaJmzZr8/PPPzJgxQ61N48aN6d+/P127dsXc3JygoKBc/ahUKrZu3YqpqSlNmzalVatWVKlShQ0bNhQqLiGEEEKUPDLbhigWli5dysaNGws053NxlfO0rsy28frJbBtCCCGKSn5n29B8gzEJ8VydOnVSppUrKQ6NaiYzbwghhBAljCTPoliwsLCgZ8+eGBgYPLfN2bNnqVix4huMSgghhBBCnSTPotiwtrYmKirqhceFEEIIId4mSZ5FsaGpqUm1atXedhhCCCGEEM8lybMQr0nA73Fo6z+/DKWkW9zJ8eWNhBBCiHeMTFUnhBBCCCFEPknyLIQQQgghRD5J8izUeHh4MHTo0Dd+XVtbW+bPn19k/QUHB2NiYqK8njx5MnXq1Cmy/oUQQgjxfpLkWRQrV69eRUtLi1u3bhVpvwEBASViARYhhBBCvF2SPItixdraGhcXF7Zv316k/RoYGFCmTJki7VMIIYQQ7x9JnkUuWVlZjBw5EjMzM8qVK8fkyZOVYykpKfTp0wdzc3OMjIxo0aIF0dHRyvELFy7g5eWFpaUlBgYG1KtXjz/++EOt/+TkZDp06ICenh6VK1fm559/VjvesWNHQkJCChRzcHAwFStWRF9fn06dOnHz5k2148+Wbfj6+uLt7c306dOxtLTExMSEKVOm8PjxY0aMGIGZmRkVKlRg5cqVL712RkYGaWlpapsQQgghSiZJnkUuq1atonTp0hw7doygoCCmTJnC3r17Afj0009JTk5m586dnDhxgrp169KyZUulzCI9PZ22bdsSGhrKqVOnaNOmDR06dCAxMVHp39fXl8uXL7N//35+/fVXlixZQnJysnLcy8uL3bt38/Dhw3zFe+zYMXr37o2/vz9RUVE0b96cadOmvfS8ffv2cfXqVQ4ePMi8efOYNGkS7du3x9TUlGPHjtG/f3/69evHv//++8J+ZsyYgbGxsbLZ2NjkK24hhBBCvHtU2dnZ2W87CFF8eHh4kJmZyaFDh5R99evXp0WLFrRv35527dqRnJyMjo6OcrxatWqMHDkSPz+/PPusWbMm/fv3x9/fn3PnzuHg4EBERAT16tUD4O+//8bR0ZFvvvlGeVixSpUqLFmyhDZt2rw05u7du5OamqpW6tGtWzd27dpFSkoK8GTkecuWLcoKhr6+voSFhXHx4kVKlXryN2T16tWxsLDg4MGDAGRmZmJsbMyKFSvo1q3bc6+fkZFBRkaG8jotLQ0bGxv6/hQh8zwLIYQQ74i0tDSMjY1JTU3FyMjoue1k5FnkUqtWLbXXVlZWJCcnEx0dTXp6OmXKlMHAwEDZEhISuHDhAvBk5DkgIABHR0dMTEwwMDAgNjZWGXmOjY1FU1MTV1dXpf/q1aurzYwBBSvdiI2NpUGDBmr7GjVq9NLzatSooSTOAJaWljg7OyuvNTQ0KFOmjNqoeF50dHQwMjJS24QQQghRMskKgyIXLS0ttdcqlYqsrCzS09OxsrIiLCws1zk5yW9AQAB79+5lzpw5VKtWDT09PT755JN8l2Dk8PLywsfHhyVLlhT2Nl4qr/t83r0LIYQQQoAkz6IA6taty7Vr19DU1MTW1jbPNuHh4fj6+tKpUyfgyUj0pUuXlOPVq1fn8ePHnDhxQinbiIuLU8orcri7u3P37l1OnjxJ3bp1XxiXo6Mjx44dU9v3559/FuzmhBBCCCHyQco2RL61atWKRo0a4e3tzZ49e7h06RJHjhxh3LhxHD9+HAA7Ozs2bdpEVFQU0dHRdO/eXW3k1sHBgTZt2tCvXz+OHTvGiRMn6NOnD3p6emrX0tTUpG3btmzduvWlcQ0ePJhdu3YxZ84c4uPjWbx4Mbt27SramxdCCCGEQJJnUQAqlYodO3bQtGlTvvjiC+zt7enWrRv//PMPlpaWAMybNw9TU1MaN25Mhw4d8PT0zDVyvHLlSqytrWnWrBmdO3fGz88PCwuLXNfz8vLKV91zw4YNWb58OQsWLKB27drs2bOH8ePHF81NCyGEEEI8RWbbEMXWnTt3MDc3Jz4+/p2a/i3naV2ZbUNm2xBCCPHuyO9sG1LzLIotQ0NDFi5cSGpq6juVPOeY08FBZt4QQgghShgp2xDFmp+fHyNGjFCbGu/pbfr06W87RCGEEEK8R2TkWRR7K1as4P79+3keMzMze8PRCCGEEOJ9JsmzKPbKly//tkMolIDf46TmWQghhChhpGxDCCGEEEKIfJLkWQghhBBCiHyS5FkUGx4eHgwdOvSNX9fW1pb58+e/8esKIYQQ4t0jybMQQgghhBD5JMmzEEIIIYQQ+STJsyhWsrKyGDlyJGZmZpQrV47Jkycrx1JSUujTpw/m5uYYGRnRokULoqOjleMXLlzAy8sLS0tLDAwMqFevHn/88Yda/8nJyXTo0AE9PT0qV67Mzz//rHY8OzubyZMnU7FiRXR0dLC2tmbw4MGv9Z6FEEII8e6Q5FkUK6tWraJ06dIcO3aMoKAgpkyZwt69ewH49NNPSU5OZufOnZw4cYK6devSsmVLbt26BUB6ejpt27YlNDSUU6dO0aZNGzp06EBiYqLSv6+vL5cvX2b//v38+uuvLFmyhOTkZOX4b7/9xjfffMPSpUuJj49ny5YtODs7vzDmjIwM0tLS1DYhhBBClEwyz7MoVmrVqsWkSZMAsLOzY/HixYSGhqKnp0dERATJycno6OgAMGfOHLZs2cKvv/6Kn58ftWvXpnbt2kpfU6dOZfPmzYSEhODv78+5c+fYuXMnERER1KtXD4AffvgBR8f/m484MTGRcuXK0apVK7S0tKhYsSL169d/YcwzZswgMDCwqN8KIYQQQhRDMvIsipVatWqpvbaysiI5OZno6GjS09MpU6aM2vLcCQkJXLhwAXgy8hwQEICjoyMmJiYYGBgQGxurjDzHxsaiqamJq6ur0n/16tUxMTFRXn/66afcv3+fKlWq0LdvXzZv3szjx49fGPOYMWNITU1VtsuXLxfRuyGEEEKI4kZGnkWxoqWlpfZapVKRlZVFeno6VlZWhIWF5TonJ/kNCAhg7969zJkzh2rVqqGnp8cnn3zCw4cP8319Gxsb4uLi+OOPP9i7dy8DBgxg9uzZHDhwIFdsOXR0dJTRcCGEEEKUbJI8i3dC3bp1uXbtGpqamtja2ubZJjw8HF9fXzp16gQ8GYm+dOmScrx69eo8fvyYEydOKGUbcXFxpKSkqPWjp6dHhw4d6NChAwMHDqR69erExMRQt27d13FrQgghhHiHSPIs3gmtWrWiUaNGeHt7ExQUhL29PVevXmX79u106tQJNzc37Ozs2LRpEx06dEClUjFhwgSysrKUPhwcHGjTpg39+vXju+++Q1NTk6FDh6Knp6e0CQ4OJjMzkwYNGqCvr89PP/2Enp4elSpVehu3LYQQQohiRmqexTtBpVKxY8cOmjZtyhdffIG9vT3dunXjn3/+wdLSEoB58+ZhampK48aN6dChA56enrlGi1euXIm1tTXNmjWjc+fO+Pn5YWFhoRw3MTFh+fLlNGnShFq1avHHH3/w+++/U6ZMmTd6v0IIIYQonlTZ2dnZbzsIIUqStLQ0jI2N6ftTBNr6Bm87nLdmcSfHlzcSQgghiomc39+pqakYGRk9t52MPAshhBBCCJFPUvMsxGsyp4PDC/9yFUIIIcS7R0aehRBCCCGEyCdJnoUQQgghhMgnKdsQ4jVxn3UADd3SbzuMt+LkhBZvOwQhhBDitZCRZyGEEEIIIfJJkmchhBBCCCHySZLnd4yHhwdDhw5922EwefJk6tSp87bDEEIIIYR4oyR5FoUSEBBAaGhokfV39epVtLS0uHXrVpH1+SIqlYotW7a8kWsJIYQQouSQ5FmoefjwYb7aGRgYFOmS1dbW1ri4uLB9+/ZC95GZmUlWVlaRxSSEEEII8SxJnt9hGRkZBAQEUL58eUqXLk2DBg0ICwtTjt+8eZPPPvuM8uXLo6+vj7OzM+vWrVPrw8PDA39/f4YOHUrZsmXx9PQkLCwMlUpFaGgobm5u6Ovr07hxY+Li4pTzni3b8PX1xdvbmzlz5mBlZUWZMmUYOHAgjx49UtokJSXRrl079PT0qFy5MmvXrsXW1pb58+cD0LFjR0JCQvJ9/8HBwZiYmBASEoKTkxM6OjokJiYSGRlJ69atKVu2LMbGxjRr1oyTJ08q59na2gLQqVMnVCqV8hpg69at1K1bF11dXapUqUJgYCCPHz/Od0xCCCGEKNkkeX6H+fv7c/ToUdavX8/p06f59NNPadOmDfHx8QA8ePAAV1dXtm/fzl9//YWfnx89e/YkIiJCrZ9Vq1ahra1NeHg433//vbJ/3LhxzJ07l+PHj6OpqcmXX375wnj279/PhQsX2L9/P6tWrSI4OJjg4GDluI+PD1evXiUsLIzffvuNZcuWkZycrBz38vJi9+7d+R79Brh37x6zZs1ixYoVnDlzBgsLC+7cuUOvXr04fPgwf/75J3Z2drRt25Y7d+4AEBkZCcDKlStJSkpSXh86dAgfHx+GDBnC2bNnWbp0KcHBwXz99dcvjCEjI4O0tDS1TQghhBAlk8zz/I5KTExk5cqVJCYmYm1tDTypQ961axcrV65k+vTplC9fnoCAAOWcQYMGsXv3bjZu3Ej9+vWV/XZ2dgQFBSmvk5KSAPj6669p1qwZAKNHj6Zdu3Y8ePAAXV3dPGMyNTVl8eLFaGhoUL16ddq1a0doaCh9+/bl77//5o8//iAyMhI3NzcAVqxYgZ2dnXK+s7MzZcuWZd++fbRp0yZf78OjR49YsmQJtWvXVva1aKE+x/CyZcswMTHhwIEDtG/fHnNzcwBMTEwoV66c0i4wMJDRo0fTq1cvAKpUqcLUqVMZOXIkkyZNem4MM2bMIDAwMF/xCiGEEOLdJiPP76iYmBgyMzOxt7fHwMBA2Q4cOMCFCxeAJzXAU6dOxdnZGTMzMwwMDNi9ezeJiYlqfbm6uuZ5jVq1ailfW1lZAaiNFD+rRo0aaGhoqJ2T0z4uLg5NTU3q1q2rHK9WrRqmpqZqfRS0dENbW1stToDr16/Tt29f7OzsMDY2xsjIiPT09Fz3/azo6GimTJmi9n727duXpKQk7t2799zzxowZQ2pqqrJdvnw53/ELIYQQ4t0iI8/vqPT0dDQ0NDhx4oRawgpPHuYDmD17NgsWLGD+/Pk4OztTunRphg4dmqssonTpvFfB09LSUr5WqVQAL3wg7+n2OecU9AE+Ly8vfHx8WLJkSb7a6+npKbHl6NWrFzdv3mTBggVUqlQJHR0dGjVq9NJykPT0dAIDA+ncuXOuY88bbQfQ0dFBR0cnX/EKIYQQ4t0myfM7ysXFhczMTJKTk3F3d8+zTXh4OF5eXnz++efAk8T33LlzODk5vclQAXBwcODx48ecOnVKGek+f/48t2/fVmvn7u7O3bt3OXnypNoodUGEh4ezZMkS2rZtC8Dly5e5ceOGWhstLS0yMzPV9tWtW5e4uDiqVatWqOsKIYQQouSTso13lL29PT169MDHx4dNmzaRkJBAREQEM2bMUKZ7s7OzY+/evRw5coTY2Fj69evH9evX30q81atXp1WrVvj5+REREcGpU6fw8/PLNXKsqalJ27Zt2bp1a6GvZWdnx5o1a4iNjeXYsWP06NEDPT09tTa2traEhoZy7do1JYGfOHEiq1evJjAwkDNnzhAbG8v69esZP358oWMRQgghRMkiyfM7bOXKlfj4+DB8+HAcHBzw9vYmMjKSihUrAjB+/Hjq1q2Lp6cnHh4elCtXDm9v77cW7+rVq7G0tKRp06Z06tSJvn37YmhomKskwsvLq0B1z8/64YcfuH37NnXr1qVnz54MHjwYCwsLtTZz585l79692NjY4OLiAoCnpyfbtm1jz5491KtXj4YNG/LNN99QqVKlQscihBBCiJJFlZ2dnf22gxDvp3///RcbGxv++OMPWrZsqey/c+cO5ubmxMfHY2Nj8xYjLJy0tDSMjY2pNTYEDd2868lLupMTWry8kRBCCFGM5Pz+Tk1NxcjI6LntpOZZvDH79u0jPT0dZ2dnkpKSGDlyJLa2tjRt2lStnaGhIQsXLiQ1NfWdTJ5zHBrV7IU/fEIIIYR490jZhnhjHj16xNixY6lRowadOnXC3NycsLCwXLN0APj5+TFixAi1aeOe3qZPn/4W7kAIIYQQ7zsp2xDF1pUrV7h//36ex8zMzDAzM3vDEeVPfj/2EUIIIUTxIWUb4p1Xvnz5tx2CEEIIIYSaAifPjx8/Zu3atXh6emJpafk6YhKiRAj4PQ5tfYO3HUYuizs5vu0QhBBCiHdWgWueNTU16d+/Pw8ePHgd8QghhBBCCFFsFeqBwfr16xMVFVXEoQghhBBCCFG8FSp5HjBgAMOGDWPx4sUcPXqU06dPq21CPC0sLAyVSkVKSsobva6trS3z589XXqtUKrZs2fJGYxBCCCFEyVKoBwa7desGwODBg5V9KpWK7OxsVCoVmZmZRROdeC/169cPfX19vvnmmyLtNykpCVNT0yLtUwghhBDvl0IlzwkJCUUdhxAKLy8vBg8eXOTJc7ly5Yq0PyGEEEK8fwpVtlGpUqUXbqJk8/DwYNCgQQwdOhRTU1MsLS1Zvnw5d+/e5YsvvsDQ0JBq1aqxc+fOPM8PDg7GxMSELVu2YGdnh66uLp6enly+fBmAli1bcu3aNc6cOZPvmJKTk+nQoQN6enpUrlyZn3/+OVebp8s2Ll26hEqlYuPGjbi7u6Onp0e9evU4d+4ckZGRuLm5YWBgwEcffcR///1X8DdJCCGEECVSoVcYXLNmDU2aNMHa2pp//vkHgPnz57N169YiC04UX6tWraJs2bJEREQwaNAgvvrqKz799FMaN27MyZMn+fDDD+nZsyf37t3L8/x79+7x9ddfs3r1asLDw0lJSVHKgXR0dPD09CQkJCTf8fj6+nL58mX279/Pr7/+ypIlS0hOTn7peZMmTWL8+PGcPHkSTU1NunfvzsiRI1mwYAGHDh3i/PnzTJw48YV9ZGRkkJaWprYJIYQQomQqVPL83XffMWzYMNq2bUtKSopS42xiYqL2gJYouWrXrs348eOxs7NjzJgx6OrqUrZsWfr27YudnR0TJ07k5s2bz32A9NGjRyxevJhGjRrh6urKqlWrOHLkCBEREcCT0o38/iF27tw5du7cyfLly2nYsCGurq788MMPz12d8GkBAQF4enri6OjIkCFDOHHiBBMmTKBJkya4uLjQu3dv9u/f/8I+ZsyYgbGxsbLZ2NjkK24hhBBCvHsKlTwvWrSI5cuXM27cODQ0NJT9bm5uxMTEFFlwoviqVauW8rWGhgZlypTB2dlZ2ZezgM7zRn81NTWpV6+e8rp69eqYmJgQGxsLQLt27Th58iTXr19/aSyxsbFoamri6uqaq7+C3EdOzM/ex8tGsMeMGUNqaqqy5ZSfCCGEEKLkKVTynJCQgIuLS679Ojo63L1795WDEsWflpaW2muVSqW2T6VSAZCVlVWo/suUKUOjRo34/fffCx9kPuQV87P7XnYPOjo6GBkZqW1CCCGEKJkKlTxXrlw5z0VSdu3ahaOjLP0rXu7x48ccP35ceR0XF0dKSorav5+OHTvmq+65evXqPH78mBMnTuTqTwghhBCiKBVqqrphw4YxcOBAHjx4QHZ2NhEREaxbt44ZM2awYsWKoo5RlEBaWloMGjSIhQsXoqmpib+/Pw0bNqR+/fpKGy8vLyZMmMC9e/fQ19d/bl8ODg60adOGfv368d1336GpqcnQoUPR09N7E7cihBBCiPdIoUae+/Tpw6xZsxg/fjz37t2je/fufPfddyxYsECZMUGIF9HX12fUqFF0796dJk2aYGBgwIYNG9TaVKtWjcqVK7N3796X9rdy5Uqsra1p1qwZnTt3xs/PDwsLi9cVvhBCCCHeU6rs7OzsV+ng3r17pKenS6Ii8i04OJihQ4fmq6xizJgxJCcn88MPP7z+wIpIWloaxsbG9P0pAm19g7cdTi6LO0lplRBCCPGsnN/fqampL3x+qVBlGy1atGDTpk2YmJigr6+vfKSelpaGt7c3+/btK1zUQjzjiy++YM+ePW87jEKZ08FBHh4UQgghSphCJc9hYWE8fPgw1/4HDx5w6NChVw5KiBz29vZcv34dA4Pnj+Cmp6e/wYiEEEII8T4rUPL89IIXZ8+e5dq1a8rrzMxMdu3aRfny5YsuOlEi+fr64uvrm+/2bm5uec7uIoQQQgjxphUoea5Tpw4qlQqVSkWLFi1yHdfT02PRokVFFpwQ8OTfVbVq1d52GEIIIYQQBUueExISyM7OpkqVKkRERGBubq4c09bWxsLCQm3FQSHeZ+6zDqChW/pth6E4OSH3H7xCCCGEKJgCJc+VKlUCCr9qnBBCCCGEEO+yQs3zDLBmzRqaNGmCtbU1//zzDwDffPMNW7duLbLghBBCCCGEKE4KlTx/9913DBs2jLZt25KSkkJmZiYApqamzJ8/vyjjE8XM5MmTqVOnztsOo0iUpHsRQgghxJtRqOR50aJFLF++nHHjxqnVOLu5uRETE1NkwYniJyAggNDQ0Ffu5+rVq2hpaXHr1q0iiOrlVCoVW7ZsUdtXVPcihBBCiPdHoZLnhIQEXFxccu3X0dHh7t27rxyUKL4MDAwoU6bMK/djbW2Ni4sL27dvL3QfmZmZr1R/X1T3IoQQQoj3R6GS58qVK+c57+6uXbtwdJSlf4szDw8PBg8ezMiRIzEzM6NcuXJMnjxZOZ6YmIiXlxcGBgYYGRnRpUsXrl+/rhx/ttQhLCyM+vXrU7p0aUxMTGjSpIlSAw+wdetW6tati66uLlWqVCEwMJDHjx8D0LFjR0JCQvIde3BwMCYmJoSEhODk5ISOjg6JiYlERkbSunVrypYti7GxMc2aNePkyZPKeba2tgB06tQJlUqlvH72XrKyspgyZQoVKlRAR0eHOnXqsGvXrnzHJ4QQQoiSr1DJ87Bhwxg4cCAbNmwgOzubiIgIvv76a8aMGcPIkSOLOkZRxFatWkXp0qU5duwYQUFBTJkyhb1795KVlYWXlxe3bt3iwIED7N27l4sXL9K1a9c8+3n8+DHe3t40a9aM06dPc/ToUfz8/FCpVAAcOnQIHx8fhgwZwtmzZ1m6dCnBwcF8/fXXAHh5ebF79+48V6t8nnv37jFr1ixWrFjBmTNnsLCw4M6dO/Tq1YvDhw/z559/YmdnR9u2bblz5w4AkZGRAKxcuZKkpCTl9bMWLFjA3LlzmTNnDqdPn8bT05OOHTsSHx//wpgyMjJIS0tT24QQQghRMhVqee4+ffqgp6fH+PHjuXfvHt27d8fa2poFCxbQrVu3oo5RFLFatWoxadIkAOzs7Fi8eLFS+xsTE0NCQgI2NjYArF69mho1ahAZGUm9evXU+klLSyM1NZX27dtTtWpVALVPHgIDAxk9ejS9evUCoEqVKkydOpWRI0cyadIknJ2dKVu2LPv27aNNmzb5iv3Ro0csWbKE2rVrK/ueXbBn2bJlmJiYcODAAdq3b6/MR25iYkK5cuWe2/ecOXMYNWqU8m941qxZ7N+/n/nz5/Ptt98+97wZM2YQGBiYr/iFEEII8W4r9FR1PXr0ID4+nvT0dK5du8a///5L7969izI28ZrUqlVL7bWVlRXJycnExsZiY2OjJM4ATk5OmJiYEBsbm6sfMzMzfH198fT0pEOHDixYsICkpCTleHR0NFOmTMHAwEDZ+vbtS1JSEvfu3QMKXrqhra2dK/7r16/Tt29f7OzsMDY2xsjIiPT0dBITE/Pdb1paGlevXqVJkyZq+5s0aZLnvT9tzJgxpKamKtvly5fzfV0hhBBCvFsKnTzn0NfXx8LCoihiEW+IlpaW2muVSlXoB+9WrlzJ0aNHady4MRs2bMDe3p4///wTgPT0dAIDA4mKilK2mJgY4uPj0dXVBZ6Ubvz+++/5vp6enp5SFpKjV69eREVFsWDBAo4cOUJUVBRlypQpUDnIq9DR0cHIyEhtE0IIIUTJVKjk+ebNmwwcOBAnJyfKli2LmZmZ2ibeTY6Ojly+fFlt5PTs2bOkpKTg5OT03PNcXFwYM2YMR44coWbNmqxduxaAunXrEhcXR7Vq1XJtpUo9+afn7u7O3bt31R7wK6jw8HAGDx5M27ZtqVGjBjo6Oty4cUOtjZaWljIfeV6MjIywtrYmPDw8V98vunchhBBCvF8KVfPcs2dPzp8/T+/evbG0tMw1EijeTa1atcLZ2ZkePXowf/58Hj9+zIABA2jWrBlubm652ickJLBs2TI6duyItbU1cXFxxMfH4+PjA8DEiRNp3749FStW5JNPPqFUqVJER0fz119/MW3aNAA0NTVp27atMitHYdjZ2bFmzRrc3NxIS0tjxIgR6OnpqbWxtbUlNDSUJk2aoKOjg6mpaa5+RowYwaRJk6hatSp16tRh5cqVREVF8fPPPxcqLiGEEEKUPIVKng8dOsThw4fVHtoS7z6VSsXWrVsZNGgQTZs2pVSpUrRp04ZFixbl2V5fX5+///6bVatWcfPmTaysrBg4cCD9+vUDwNPTk23btjFlyhRmzZqFlpYW1atXp0+fPmr9eHl5MX369EI/dPfDDz/g5+dH3bp1sbGxYfr06QQEBKi1mTt3LsOGDWP58uWUL1+eS5cu5epn8ODBpKamMnz4cJKTk3FyciIkJAQ7O7tCxSWEEEKIkkeVnZ2dXdCT6tWrx6JFi2jYsOHriEm8Z+7cuYO5uTnx8fFqDyu+q9LS0jA2NqbW2BA0dEu/7XAUJye0eHkjIYQQ4j2V8/s7NTX1hc8vFWrkecmSJYwePZqJEydSs2bNXA+gyQNToiAMDQ1ZuHAhqampJSJ5znFoVDP5WRBCCCFKmEIlzyYmJqSlpeWaXzc7OxuVSvXCB7OEyIufnx8fffQRhw4dyvP42LFjGTt27BuOSgghhBBCXaGS5x49eqClpcXatWvlgUFRZFasWMH9+/fzPCazuAghhBCiOChU8vzXX39x6tQpHBwcijoe8R4rX7782w5BCCGEEOKFCpU8u7m5cfnyZUmehXiBgN/j0NY3eK3XWNzJ8eWNhBBCCFFkCpU8Dxo0iCFDhjBixAicnZ1zPTD47PLJQgghhBBClASFSp67du0KwJdffqnsU6lU8sCgEEIIIYQo0QqVPCckJBR1HOIt8PDwoE6dOsyfP/+NXfPSpUtUrlyZU6dOUadOndd+PV9fX1JSUtiyZctrv5YQQgghSr5CJc+VKlUq6jjEOygsLIzmzZtz+/ZtTExMiqTPGTNmEBERwebNm4ukvwULFlCIdYCEEEIIIfJUqOQ5x9mzZ0lMTOThw4dq+zt27PhKQYn3l5eXF19//TUPHjxAV1f3lfszNjYugqiEEEIIIZ4oVZiTLl68SO3atalZsybt2rXD29sbb29vOnXqRKdOnYo6RvEaPX78GH9/f4yNjSlbtiwTJkxQRmrXrFmDm5sbhoaGlCtXju7du5OcnAw8Kb9o3rw5AKampqhUKnx9fQHIysoiKCiIatWqoaOjQ8WKFfn666/Vrnvx4kWaN2+Ovr4+tWvX5ujRowA4OTlhZWVFaGhovu/h119/xdnZGT09PcqUKUOrVq24e/cu8KRsw9vbW4lZpVLl2jw8PJS+Dh8+jLu7O3p6etjY2DB48GClr+fJyMggLS1NbRNCCCFEyVSo5HnIkCFUrlyZ5ORk9PX1OXPmDAcPHsTNzY2wsLAiDlG8TqtWrUJTU5OIiAgWLFjAvHnzWLFiBQCPHj1i6tSpREdHs2XLFi5duqQkyDY2Nvz2228AxMXFkZSUxIIFCwAYM2YMM2fOZMKECZw9e1ZZTOdp48aNIyAggKioKOzt7fnss894/Pgx8OSTi5CQkHzFn5SUxGeffcaXX35JbGwsYWFhdO7cOc9SDRsbG5KSkpTt1KlTlClThqZNmwJw4cIF2rRpw8cff8zp06fZsGEDhw8fxt/f/4UxzJgxA2NjY2UrSUuMCyGEEEKdKrsQBaFly5Zl37591KpVC2NjYyIiInBwcGDfvn0MHz6cU6dOvY5YRRHz8PAgOTmZM2fOKKtEjh49mpCQEM6ePZur/fHjx6lXrx537tzBwMAgz5rnO3fuYG5uzuLFi+nTp0+uPnIeGFyxYgW9e/cGnpT/1KhRg9jYWKpXr87Bgwfp1q0bV65ceenqlSdPnsTV1ZVLly7lWYv/vAcGHzx4gIeHB+bm5mzdupVSpUrRp08fNDQ0WLp0qdLu8OHDNGvWjLt37z63jCQjI4OMjAzldVpaGjY2NvT9KULmeRZCCCHeEWlpaRgbG5OamoqRkdFz2xVq5DkzMxNDQ0PgSSJ99epV4MmDhHFxcYXpUrwlDRs2VEtQGzVqRHx8PJmZmZw4cYIOHTpQsWJFDA0NadasGQCJiYnP7S82NpaMjAxatmz5wus+PRe4lZUVgFIS0qRJEx4+fEhkZORL469duzYtW7bE2dmZTz/9lOXLl3P79u2Xnvfll19y584d1q5dS6lST34MoqOjCQ4OxsDAQNk8PT3Jysp64QwzOjo6GBkZqW1CCCGEKJkKlTzXrFmT6OhoABo0aEBQUBDh4eFMmTKFKlWqFGmA4u148OABnp6eGBkZ8fPPPxMZGanMgPHsA6JP09PTy1f/Ty+sk5O8Z2VlAaChoUG7du3yVbqhoaHB3r172blzJ05OTixatAgHB4cXJrvTpk1j9+7dhISEKH8EAqSnp9OvXz+ioqKULTo6mvj4eKpWrZqv+xJCCCFEyVao5Hn8+PFKojNlyhQSEhJwd3dnx44dLFy4sEgDFK/XsWPH1F7/+eef2NnZ8ffff3Pz5k1mzpyJu7s71atXV0aGc2hrawOoLYpjZ2eHnp5egR74y0tB6p5VKhVNmjQhMDCQU6dOoa2t/dyp7n777TemTJnCxo0bcyXEdevW5ezZs1SrVi3XlnOvQgghhHi/FWqqOk9PT+XratWq8ffff3Pr1i1l1gXx7khMTGTYsGH069ePkydPsmjRIubOnUvFihXR1tZm0aJF9O/fn7/++oupU6eqnVupUiVUKhXbtm2jbdu26OnpYWBgwKhRoxg5ciTa2to0adKE//77jzNnzig1zvnh6elJjx49SEhIoHLlys9td+zYMUJDQ/nwww+xsLDg2LFj/Pfffzg65q4F/uuvv/Dx8WHUqFHUqFGDa9euAU/+CDAzM2PUqFE0bNgQf39/+vTpQ+nSpTl79ix79+5l8eLF+Y5dCCGEECVXgUeeHz16hKamJn/99ZfafjMzM0mc30E+Pj7cv3+f+vXrM3DgQIYMGYKfnx/m5uYEBwfzyy+/4OTkxMyZM5kzZ47aueXLlycwMJDRo0djaWmpzEoxYcIEhg8fzsSJE3F0dKRr1665Rq1fxsDAgJYtW7509NnIyIiDBw/Stm1b7O3tGT9+PHPnzuWjjz7K1fb48ePcu3ePadOmYWVlpWydO3cGntRhHzhwgHPnzuHu7o6LiwsTJ07E2tq6QLELIYQQouQq1GwbVapUYfPmzdSuXft1xCQEAEuXLmXjxo2vXALypuU8rSuzbQghhBDvjvzOtlGoso1x48YxduxY1qxZg5mZWaGDFOJFOnXqxI0bN952GIU2p4ODzLwhhBBClDCFGnl2cXHh/PnzPHr0iEqVKlG6dGm14ydPniyyAMX7LTExEScnp+ceP3v2LBUrVnyDEb1cfv9yFUIIIUTx8VpHnnOWOxbidbO2tiYqKuqFx4UQQggh3pRCjTwLIZ5PRp6FEEKId89rHXkWQryc+6wDaOiWfnnDfDo5oUWR9SWEEEKIwilU8pyZmck333zDxo0bSUxMzLXi3K1bt4okOCGEEEIIIYqTQq0wGBgYyLx58+jatSupqakMGzaMzp07U6pUKSZPnlzEIQohhBBCCFE8FCp5/vnnn1m+fDnDhw9HU1OTzz77jBUrVjBx4kT+/PPPoo5RlCAeHh4MHTr0bYchhBBCCFEohUqer127hrOzM/BkJbjU1FQA2rdvz/bt24suOiHeIkn0hRBCCPGsQiXPFSpUICkpCYCqVauyZ88eACIjI9HR0Sm66MR75dnaeSGEEEKI4qZQyXOnTp2UJZMHDRrEhAkTsLOzw8fHhy+//LJIAxTvrrt37+Lj44OBgQFWVlbMnTtX7bitrS1Tp07Fx8cHIyMj/Pz8APjtt9+oUaMGOjo62NraPve8zz77jNKlS1O+fHm+/fZbtTaJiYl4eXlhYGCAkZERXbp04fr168pxX1/fXPOVDx06FA8PD+X4gQMHWLBgASqVCpVKxaVLl/K8z4yMDNLS0tQ2IYQQQpRMhUqeZ86cydixYwHo2rUrBw8e5KuvvuLXX39l5syZRRqgeHeNGDGCAwcOsHXrVvbs2UNYWFiu1SfnzJlD7dq1OXXqFBMmTODEiRN06dKFbt26ERMTw+TJk5kwYQLBwcFq582ePVs5b/To0QwZMoS9e/cCkJWVhZeXF7du3eLAgQPs3buXixcv0rVr13zHvmDBAho1akTfvn1JSkoiKSkJGxubPNvOmDEDY2NjZXteOyGEEEK8+4pknudGjRrRqFGjouhKlBDp6en88MMP/PTTT7Rs2RKAVatWUaFCBbV2LVq0YPjw4crrHj160LJlSyZMmACAvb09Z8+eZfbs2fj6+irtmjRpwujRo5U24eHhfPPNN7Ru3ZrQ0FBiYmJISEhQEtnVq1dTo0YNIiMjqVev3kvjNzY2RltbG319fcqVK/fCtmPGjGHYsGHK67S0NEmghRBCiBKqUCPPAHFxcfj7+9OyZUtatmyJv78/cXFxRRmbeIdduHCBhw8f0qBBA2WfmZkZDg4Oau3c3NzUXsfGxtKkSRO1fU2aNCE+Pp7MzExl37N/rDVq1IjY2FilDxsbG7UE1snJCRMTE6VNUdLR0cHIyEhtE0IIIUTJVKjk+bfffqNmzZqcOHGC2rVrU7t2bU6ePEnNmjX57bffijpGUYKVLl10K/AVRKlSpXh2ZfpHjx69lViEEEII8e4oVPI8cuRIxowZw9GjR5k3bx7z5s3jyJEjjB07lpEjRxZ1jOIdVLVqVbS0tDh27Jiy7/bt25w7d+6F5zk6OhIeHq62Lzw8HHt7ezQ0NJR9z84n/ueff+Lo6Kj0cfnyZS5fvqwcP3v2LCkpKTg5OQFgbm6uzBiTIyoqSu21tra22mi3EEIIIUShkuekpCR8fHxy7f/8889zJSTi/WRgYEDv3r0ZMWIE+/bt46+//sLX15dSpV78T2748OGEhoYydepUzp07x6pVq1i8eDEBAQFq7cLDwwkKCuLcuXN8++23/PLLLwwZMgSAVq1a4ezsTI8ePTh58iQRERH4+PjQrFkzpUykRYsWHD9+nNWrVxMfH8+kSZP466+/1K5ha2vLsWPHuHTpEjdu3CArK6sI3yEhhBBCvIsKlTx7eHhw6NChXPsPHz6Mu7v7KwclSobZs2fj7u5Ohw4daNWqFR988AGurq4vPKdu3bps3LiR9evXU7NmTSZOnMiUKVPUHhaEJ0n28ePHcXFxYdq0acybNw9PT08AVCoVW7duxdTUlKZNm9KqVSuqVKnChg0blPM9PT2ZMGECI0eOpF69ety5cyfXH4QBAQFoaGjg5OSEubk5iYmJRfPGCCGEEOKdpcp+tvAzH77//nsmTpxIly5daNiwIfDkY/NffvmFwMBArK2tlbYdO3YsumiF4MmI8NChQ4vt6n9paWkYGxtTa2wIGrpFV9N9ckKLIutLCCGEEOpyfn+npqa+8OH/QiXPL/voXelcpZKaUVHk3pXk+WU/fEIIIYQoPvL7+7tQ8zxL7acQQgghhHgfFTh5fvToEW3atOH777/Hzs7udcQkxAs9b5lsIYQQQojXrcAPDGppaXH69OnXEYsQQgghhBDFWqHKNj7//HN++OEHZs6cWdTxCFFiuM86UGQPDMrDgkIIIUTxUKjk+fHjx/z444/88ccfuLq65lolbt68eUUSnBBCCCGEEMVJoZLnv/76i7p16wLkWjFOpVK9elRCCCGEEEIUQ4VKnvfv31/UcYj/z8PDgzp16jB//vzXdg1fX19SUlLYsmXLa7vGu+JNvN9CCCGEKDkKtcJgjvPnz7N7927u378PQCGmjBbvsXXr1uHi4vJGrhUWFoZKpSIlJUVt/6ZNm5g6deobiUEIIYQQ775CJc83b96kZcuW2Nvb07ZtW5KSkgDo3bs3w4cPL9IARcnVtm1bzpw5w+XLlwvdx8OHD18pBjMzMwwNDV+pDyGEEEK8PwpVtvG///0PLS0tEhMTcXR0VPZ37dqVYcOGMXfu3CIL8H12+/ZthgwZwu+//05GRgbNmjVj4cKFyvzakydPZsuWLURFRSnnzJ8/n/nz5ytzIWdmZjJixAh+/PFHNDQ06N27d65PCDw8PKhVqxa6urqsWLECbW1t+vfvz+TJk5U2KSkpBAQEsHXrVjIyMnBzc+Obb76hdu3aAERHRzN06FCOHz+OSqXCzs6OpUuX4ubmxj///IO/vz+HDx/m4cOH2NraMnv2bNq2bUvTpk0JCQlh4MCB+XpPckpO6tWrx7fffouOjg4JCQmsWbOGBQsWEBcXR+nSpWnRogXz58/HwsKCS5cu0bx5cwBMTU0B6NWrF8HBwbnKNl72nuclIyODjIwM5XVaWlq+7kUIUXzcv3+f69evk52dLZ+iClECqVQqVCoVlpaW6OnpvVJfhUqe9+zZw+7du6lQoYLafjs7O/75559XCkj8H19fX+Lj4wkJCcHIyIhRo0bRtm1bzp49i5aWVr76mDt3LsHBwfz44484Ojoyd+5cNm/eTIsW6lOfrVq1imHDhnHs2DGOHj2Kr68vTZo0oXXr1gB8+umn6OnpsXPnToyNjVm6dCktW7bk3LlzmJmZ0aNHD1xcXPjuu+/Q0NAgKipKiXHgwIE8fPiQgwcPUrp0ac6ePYuBgQEAXl5eBUqeAUJDQzEyMmLv3r3KvkePHjF16lQcHBxITk5m2LBh+Pr6smPHDmxsbPjtt9/4+OOPiYuLw8jI6Lk/OIV5z2fMmEFgYGC+4xdCFC/379/nypUrGBoaUqrUK1UzCiGKsaysLK5cuUL58uVfKYEuVPJ89+5d9PX1c+2/desWOjo6hQ5G/J+cBC48PJzGjRsD8PPPP2NjY8OWLVv49NNP89XP/PnzGTNmDJ07dwbg+++/Z/fu3bna1apVi0mTJgFP/ghavHgxoaGhtG7dmsOHDxMREUFycrLy/Z0zZw5btmzh119/xc/Pj8TEREaMGEH16tWVPnIkJiby8ccf4+zsDECVKlWUYx07diQgIIC0tLQXriP/tNKlSysj5Dm+/PJL5esqVaqwcOFC6tWrR3p6OgYGBpiZmQFgYWGBiYlJnv0W9j0fM2YMw4YNU16npaVhY2OTr3sRQrx9169fl8RZiPdAqVKlMDQ05Pr169ja2ha+n8Kc5O7uzurVq5XXKpWKrKwsgoKClI/HxauJjY1FU1OTBg0aKPvKlCmDg4MDsbGx+eojNTWVpKQktT40NTVxc3PL1bZWrVpqr62srEhOTgaelGSkp6dTpkwZDAwMlC0hIYELFy4AMGzYMPr06UOrVq2YOXOmsh9g8ODBTJs2jSZNmjBp0iS1FSorVaqEo6Mju3btytc9ATg7O6slzgAnTpygQ4cOVKxYEUNDQ5o1awY8Sdzzq7DvuY6ODkZGRmqbEOLdkZ2dLYmzEO+JUqVKvXJpVqH+twgKCmLZsmV89NFHPHz4kJEjR1KzZk0OHjzIrFmzXikgkX95/QN49OhRofp6tiQh5w8igPT0dKysrIiKilLb4uLiGDFiBPCk/vrMmTO0a9eOffv24eTkxObNmwHo06cPFy9epGfPnsTExODm5saiRYuUa+WUbuTXs4vy3L17F09PT4yMjPj555+JjIxUrv2qDxQKIUo+qXEW4v3yVpLnmjVrcu7cOT744AO8vLy4e/cunTt35tSpU1StWvWVAhJPODo68vjxY44dO6bsu3nzJnFxcTg5OQFgbm7OtWvX1P4RPP3woLGxMVZWVmp9PH78mBMnThQolrp163Lt2jU0NTWpVq2a2la2bFmlnb29Pf/73//Ys2cPnTt3ZuXKlcoxGxsb+vfvz6ZNmxg+fDjLly9XjnXs2JEdO3bw+PHjAsWV4++//+bmzZvMnDkTd3d3qlevroya58gZqc7MzHxuP/l5z4UQQgjxfiv051TGxsaMGzeOjRs3smPHDqZNm4aVlVVRxvZes7Ozw8vLi759+3L48GGio6P5/PPPKV++PF5eXsCTWTL+++8/goKCuHDhAt9++y07d+5U62fIkCHMnDmTLVu28PfffzNgwIBccx2/TKtWrWjUqBHe3t7s2bOHS5cuceTIEcaNG8fx48e5f/8+/v7+hIWF8c8//xAeHk5kZKQyE8vQoUPZvXs3CQkJnDx5kv3796vN0pKzxPuhQ4cK9V5VrFgRbW1tFi1axMWLFwkJCck1d3OlSpVQqVRs27aN//77j/T09Fz95Oc9F0IIUTQsLCzYsWNHkffr7e3N+PHjldeurq4sXbq0yK+T17XE+6HQyfPt27eZM2cOvXv3pnfv3sydO5dbt24VZWzvvZUrV+Lq6kr79u1p1KgR2dnZ7NixQymxcHR0ZMmSJXz77bfUrl2biIgIAgIC1PoYPnw4PXv2pFevXjRq1AhDQ0M6depUoDhUKhU7duygadOmfPHFF9jb29OtWzf++ecfLC0t0dDQ4ObNm/j4+GBvb0+XLl346KOPlBkoMjMzGThwII6OjrRp0wZ7e3uWLFmido2OHTsWqHTjaebm5gQHB/PLL7/g5OTEzJkzmTNnjlqb8uXLExgYyOjRo7G0tMTf3z/Pvl72ngshhHixQYMGYWFhgYWFBdbW1jg5OfHJJ5+wdu1apRwQICYmhpYtW+arz4Ik2itXrmT06NGFiv15wsPDsbCwIDU19bVfSxR/quxCFH4cPHiQDh06YGxsrDx8duLECVJSUvj9999p2rRpkQcqSrbdu3czcOBAzp8//7ZDeWVpaWkYGxtTa2wIGrqlX35CPpyc0OLljYQQhXLx4kVZLKkIDRo0iP/++48FCxaQlZXFf//9x759+1iwYAENGzZkzZo1aGoWbLIvCwsLgoODadu27XPbPHz4MNfD5PBk5NnPz49+/foV+F5yhIeH06lTJ+Lj4zE2Ni50P6J4uHPnjtrMXzlyfn+npqa+8OH/Qk1VN3DgQLp27arM6QtPRhcHDBjAwIEDiYmJKUy34j3WvHlzevbsqUwtVxIcGtVMZt4QQryXtLW1sbS0BJ7M3lSrVi1cXV35+OOPWb9+PZ9//rlaQvzw4UMmTpzItm3bSE1NxdzcnF69ejFkyBBcXV2BJ/Pww5NnaE6cOEFQUBA7d+6kd+/ezJ8/n8uXL3P9+nW8vb2pWbMm06ZNU+JJT0+nX79+7N69GyMjI4YMGULv3r2BJ7Myubm5ERoaqkypmpqaip2dHZs3b8bGxkb5xDZnGtauXbuyaNGiXNdKSUlh3Lhx7Nmzh4cPH9KoUSOmT5+uJGrr169n/PjxLFu2jAkTJnDlyhUaNGjAwoULlfcrPDycKVOmEBcXh6amJg4ODnz//fcyBWoxUqiyjfPnzzN8+HAlcQbQ0NBg2LBhJWLkULx52traTJo0iXLlyqlNh/f0VtiaaCGEEG+fu7s7NWrUYPv27bmOLV++nN27d7NixQqOHDnCkiVLlGQxZ22ChQsXEhMTo7ZWQUJCAtu2bWPlypXs27fvudf+9ttvqVGjBqGhoQwePJjx48cTFhaWr7jLly/Pjz/+CMDRo0eJiYnh66+/zrPt4MGDiY6OZs2aNWzfvp3s7Gw+++wztZmw7t+/r5RchoSEcOXKFWWdhcePHytllvv372fHjh307NkTlUqVr1jFm1Gokee6desSGxuLg4OD2v7Y2FhluWYhCuPp2UKeVb58+TcXiBBCiCJnZ2fH2bNnc+2/cuUKVapUoUGDBqhUKrVR1pxZnYyMjJTR2RyPHj1i8eLFajM/5aV+/foMHjwYgKpVqxIREcHSpUvx8PB4acwaGhqYmpoqsTyvbOPixYvs2rWLbdu2Ub9+fQC+++47XFxc2LlzJx07dlRinj17NpUrVwaeLPI1d+5c4Ek5QVpaGh9++KFy3N7e/qUxijerUMnz4MGDGTJkCOfPn6dhw4YA/Pnnn3z77bfMnDlTbRGMZxffEOJFqlWr9rZDEEII8ZpkZ2fnOYrarVs3Pv30Uxo1akSLFi1o3bp1vhZdq1ChwksTZyDX4mBubm4sW7Ys/4Hnw7lz59DU1FTKTADMzMyoWrUq586dU/bp6+sriTGApaUlN27cAMDU1JRu3brRtWtXmjVrRtOmTfHy8sr1R4N4uwqVPH/22WcAjBw5Ms9jKpVK+QF50by6QpRkAb/Hoa1f+PrtxZ0cX95ICCHeIefOnaNixYq59teqVYvjx48TGhrKwYMH6du3L02bNlXKJZ5HX1//lWPKa3XJwi44lh/PPiyZkzPlWLhwIX379mXfvn1s2bKFGTNm8Msvv+S5OrB4OwqVPCckJBR1HEIIIYQowQ4dOkRsbCz9+/fP87ihoSHe3t54e3vTvn17unXrxu3btzE1NUVLS+uVBuOeXRzsxIkTysN/ZcqUAeD69evKA4N//fWXWvuc6UpfFIO9vb2yEFlO2catW7e4cOFCrjLXl3F2dsbZ2ZkhQ4bw0UcfsWnTJkmei5FCJc9ly5bNtUSyEEIIIQQ8mTbu+vXruaaq+/DDD+nSpUuu9t999x2WlpY4OztTqlQpfv/9dywsLJT6YhsbGw4dOkT9+vXR0dHBxMSkQPFERESwaNEi2rZtS1hYGCEhIfz8888A6Onp4erqysKFC6lYsSI3btxg5syZaufb2NigUqnYs2cPrVq1QldXN9fMUFWqVKFNmzYMHz6c2bNnY2BgwLRp0yhXrhxt2rTJV5z//PMPa9aswdPTk3LlynH+/HkSEhLyfM/E21Oo2TYsLS358ssvOXz4cFHHI0QuHh4eDB069I1cS6VSsWXLljdyLSGEKKn27duHs7Mzrq6udOvWjcOHDzN9+nRWr16tNlNXDgMDAxYvXkzr1q358MMPSUxMZN26dUpJRWBgIAcOHMDFxSXfC6s87auvviI6OpqWLVvyzTffMGXKFFq0+L/58xcsWMDjx49p3bo148ePz7XwiZWVFSNHjmTatGnUqFGDMWPG5HmdhQsXUqtWLT7//HPatWtHdnY269aty/dCW3p6esTHx/Pll1/SqFEjAgIC+OKLL+jVq1eB71m8PoVaJGXLli0EBwezY8cObG1t+fLLL/Hx8cHa2vp1xCjeoEuXLlG5cmVOnTpFnTp1lP2+vr6kpKQUKLGcMWMGERERbN68+ZVi8vDwoE6dOsyfP/+V+nna5MmT2bJlS67ZPVQqFZs3b8bb27vQfedMst73pwipeRbiHSCLpAjxfnnVRVIKNfLs7e3Nli1buHLlCv3792ft2rVUqlSJ9u3bs2nTJh4/flyYbkUJ4+Xlxd69e3nw4MHbDkUIIYQQokgUKnnOYW5uzrBhwzh9+jTz5s3jjz/+4JNPPsHa2pqJEydy7969oopTFKFdu3bxwQcfYGJiQpkyZWjfvj0XLlwAUKbPcXFxQaVS4eHhweTJk1m1ahVbt25FpVKhUqkICwvj0qVLqFQqNm3aRPPmzdHX16d27docPXoUACcnJ6ysrAgNDc13bHfv3sXHxwcDAwOsrKyUuS+flpGRQUBAAOXLl6d06dI0aNBAbbL74OBgTExM2LJlC3Z2dujq6uLp6cnly5eV44GBgURHRyv3ExwcrJx/48YNOnXqhL6+PnZ2doSEhLww5oyMDNLS0tQ2IYQQQpRMr5Q8X79+naCgIJycnBg9ejSffPIJoaGhzJ07l02bNr3SR9/i9bl79y7Dhg1TpgUqVaoUnTp1Iisri4iICAD++OMPkpKS2LRpEwEBAXTp0oU2bdqQlJREUlISjRs3VvobN24cAQEBREVFYW9vz2effaZ8+tCxY8eXJp9PGzFiBAcOHGDr1q3s2bOHsLAwTp48qdbG39+fo0ePsn79ek6fPs2nn35KmzZtiI+PV9rcu3ePr7/+mtWrVxMeHk5KSgrdunUDniyrOnz4cGrUqKHcT9euXZVzAwMD6dKlC6dPn6Zt27b06NGDW7duPTfmGTNmYGxsrGyyhKoQQghRchVqto1NmzaxcuVKdu/ejZOTEwMGDODzzz9Xe/q1cePGODpKzWZx9PHHH6u9/vHHHzE3N+fs2bOYm5sDT6buKVeunNJGT0+PjIwMtX05AgICaNeuHfAk8axRowbnz5+nevXqeHl50a1bN77//vuXLi+anp7ODz/8wE8//aQ8ELJq1SoqVKigtElMTGTlypUkJiYqNfYBAQHs2rWLlStXMn36dOD/Vp1q0KCB0o+joyMRERHUr18fAwMDNDU187wfX19fZS7z6dOns3DhQiIiIp77tPSYMWMYNmyY8jotLU0SaCGEEKKEKtTI8xdffIG1tTXh4eFERUXh7++fa9oYa2trxo0bVxQxiiIWHx/PZ599RpUqVTAyMsLW1hZ4kpgWxtOrSFpZWQGQnJwMQJMmTXj48CGRkZEv7efChQs8fPhQSXjhyepMT8+PGRMTQ2ZmJvb29hgYGCjbgQMHlNITeDIJfb169ZTX1atXx8TEhNjY2ALdT+nSpTEyMlLuJy86OjoYGRmpbUIIIYQomQo08pxTy/n3338r8zznVd9pZGSEnp4ekyZNKoIQRVHr0KEDlSpVYvny5VhbW5OVlUXNmjV5+PBhofp7egqenNHlrKwsADQ0NGjXrh0hISHKpPGvIj09HQ0NDU6cOJFruqNn59wsrGenFFKpVMr9CCGEEOL9VqCRZxMTE0xNTalQoQKmpqa5tpzjovi6efMmcXFxjB8/npYtW+Lo6Mjt27eV49ra2kDuVZS0tbULvbpTfuueq1atipaWFseOHVP23b59m3PnzimvXVxcyMzMJDk5mWrVqqltT5dgPH78mOPHjyuv4+LiSElJUUqJXuV+hBBCCPH+KtDI8/79+5Wvs7Ozadu2LStWrKB8+fJFHph4PUxNTSlTpgzLli3DysqKxMREtcngLSws0NPTY9euXVSoUAFdXV2MjY2xtbVl9+7dxMXFUaZMGWXVp/zw9PSkR48eJCQkKLN55MXAwIDevXszYsQIypQpg4WFBePGjVMmyYcny5/26NEDHx8f5s6di4uLC//99x+hoaHUqlVLqb3W0tJi0KBBLFy4EE1NTfz9/WnYsKEy+m1ra0tCQgJRUVFUqFABQ0NDdHR0Cvp2CiGEEOI9U6CR52bNmimbh4cHGhoaNGzYUG1/s2bNXlesogiUKlWK9evXc+LECWrWrMn//vc/Zs+erRzX1NRk4cKFLF26FGtra7y8vADo27cvDg4OuLm5YW5uTnh4eL6vaWBgQMuWLfM1+jx79mzc3d3p0KEDrVq14oMPPsDV1VWtzcqVK/Hx8WH48OE4ODjg7e1NZGQkFStWVNro6+szatQounfvTpMmTTAwMGDDhg3K8Y8//pg2bdrQvHlzzM3NWbduXb7vRwghhBDvr0KtMJjD0NCQ6OjoPFdpEeJpS5cuZePGjQWa87mwgoODGTp0KCkpKa/9WnmRFQaFeLfICoPg6uqKn58f/fr1A55MRTtw4ECOHz+OpqYm58+ff8sR5t/69esZP358kcecmJiIm5sboaGhODs7Ex4eTqdOnYiPjy/Qp7GFuZYoWq+6wmChpqoToqA6derEjRs33nYYb9ScDg4y84YQ7zDP72Pe2LV29y94guTt7U3NmjWZNm2a2v7CJI+7d+9GX19feb106VKSk5PZt29fsfnDwsLCQvlaX18fS0tL6tevT58+fahdu7ZyzMvLS5nu9GUK8l6VL1+emJgYypQpU/DgX2DQoEGkpqayevXq134tUTReaZEU4KVz9woBT/7T69mzp9r0cs9uhZ0qTwghxKspW7asWvJ86dIlatWqRZUqVZT5/wuqsDM4vcjChQuJiYnh4MGDzJw5k7t379KmTRu1sjw9Pb1Cx/w8Dx8+RENDA0tLSzQ1X/+445u8lii4AiXPnTt3VtsePHhA//79c+0XIi/W1tZERUU9d8tZ9ORV+fr6vrWSDSGEKG4GDRqEj48P3377LTVr1sTBwYFRo0bx6NEjpY2rqytLly5Vvt62bRsbN27EwsKCQYMGAfDvv//i4+ODra0tVapUoU+fPmpz4AcFBdG8eXN++ukn3NzclMWiLCwsWLVqFT169KBSpUo0adKEyMhILl68iLe3N7a2trRt25aEhISX3ouRkRGWlpZUrFiR5s2b8+OPP/Lxxx8zZswY5f/99evXU61aNeWcv/76i06dOlG5cmWqVKlCq1atiIqKIjw8nMGDB5OWloaFhQUWFhYEBQUp78HcuXMZOHAgVapUYfjw4SQmJmJhYUFMjPonEhERETRr1gwbGxs++ugjtfUEct6Tpy1dulR5licoKIgNGzawa9cuJYbw8PA8r3XkyBE8PT2pUKECNWvWZOrUqcpqvvDkk4ixY8cSGBiIvb09NWrUUO5HFK0C/UnzbE3P559/XqTBiJJNU1NT7T+0ki7g9zipeRZCFAvh4eFYWlqyefNmEhIS8PPzo2bNmvTs2TNX2927d+Pv74+hoSHTpk1DT0+PrKwsfHx8KF26NFu3buXx48eMHj0aPz8/tmzZopybkJDAtm3bWLlypdpMSfPmzWPKlCnK9tVXX1GpUiUGDx5MhQoVGDJkCGPGjGH9+vUFvrd+/fqxceNGDhw4oDzk/rQBAwZQs2ZNgoKC0NDQ4K+//lIW0po2bRqzZs3iyJEjAMoaFgBLlixh+PDhBAQEvPD6gYGBTJs2DQsLC6ZPn07Pnj05evRorjUD8jJgwADi4+O5c+cOCxYsAJ7MinXt2jW1dklJSXTv3p2uXbuyePFi4uPjGT58ODo6OowcOVJpt2HDBvr378+uXbuIjIxk8ODB1K9fHw8Pj5fGIvKvQMnzypUrX1ccQgghhHhNTExMmDlzJhoaGtjZ2dGqVSsOHTqUZ/JctmxZtLW10dXVxdLSEoCwsDBiY2M5fvy4Mj3t4sWLcXd359SpU7i4uADw6NEjFi9eTNmyZdX6/Oyzz5TEdtCgQbRt25Zhw4bRokULAPz8/BgyZEih7s3Ozg54/iq5//77LwMGDFDaPf2gmJGRESqVSrnPp33wwQcMGDBAef28/gMCApTkdNGiRdSpU4cdO3bkmcg/y8DAAF1dXTIyMvKMIcfKlSuxtrZm5syZqFQq7OzsuHbtGlOnTiUgIED5Q8XJyYkRI0Yo9/njjz9y6NAhSZ6L2CvXPAshhBCieHNwcFBbldXS0rJAD3HHx8dTvnx5tXUdHBwcMDY2VlvIqkKFCrkSZ3iS1OXIqUfOWbQqZ9+DBw+4c+dOvmPKkTNp2POewerfvz/Dhg3j448/ZuHChfkqDwGoU6dOvtq5ubkpX5uamlK1alW196QonDt3Djc3N7V7rF+/Pnfv3uXq1avKvqffZyj491nkjyTPQgghxDvI0NCQtLS0XPvzmmbr2QfPVCoVWVlZRR7T0w8dPu/6OQlgXvsKE1N8fDwAlSpVyvP4yJEjOXToEK1bt+bQoUO4u7uzffv2l/b7vHspiFKlSvHsjMBP15oXtbxKRV7H9/l9J8nzO8jDw4OhQ4cWeb/BwcGYmJi8sM3kyZPV/hr39fXF29u7yGMpKvm5JyGEeBdVrVqV06dP59p/+vTpIl9/wc7OjitXrnDlyhVlX1xcHKmpqTg4OBTptQpq6dKlGBoa0rRp0+e2qVq1Kv379+eXX36hXbt2Sm21lpYWmZmZr3T9EydOKF+npKRw8eJF7O3tAShTpgzJyclqCfRff/2ldr62tvZLE1x7e3uOHz+u1k9ERAQGBgZF9rC9yD9JnsUrWbBgAcHBwUXW39GjRzE3N3/l/8xydO3atcg/PhNCiOLA19eXixcvMnbsWM6cOcP58+f57rvv2Lx5s1qtblFo1qwZjo6OfPXVV5w+fZqTJ0/i7+9P48aN813eUBTS0tK4fv06ly9fJiwsjC+//JJNmzYRFBSU50Il9+/fZ/To0YSHh3P58mWOHTvGqVOnlPpnGxsb7t69y8GDB7l58yb37t0rcExz587l4MGDxMbGMnjwYMzMzPjoo48AaNKkCTdv3mTRokUkJCTwww8/sG/fPrXzbWxsOHv2LOfPn+fmzZt5jkx/8cUXXL16lTFjxhAfH8/OnTuZPXs2/fv3V3swU7wZ8o6LV2JsbFykI7sNGjRAQ0NDefL5Venp6alNrC+EECWFra0tW7duJT4+nk8//ZQ2bdoQEhLCihUrlAfxiopKpWL16tWYmJjQsWNHPvnkEypVqsSyZcuK9DovM3jwYJydnWnSpAkjR46kdOnS7N69m48//jjP9hoaGty+fRt/f38aNWpE3759admypTJDRf369enVqxd+fn44OjqyePHiAsc0fvx4xo8fT+vWrUlOTmbNmjVoa2sDT0aMZ82axcqVK2nevDmnTp3K9YfN559/TtWqVWndujWOjo5ERETkuoaVlRVr167l1KlTNG/enBEjRtC9e3eGDRtW4HjFq3ul5bnFy2VlZTFr1iyWLVvGtWvXsLe3Z8KECXzyySeEhYXRvHlzdu3axejRo/n7779p1KgR69ev58SJEwwbNowrV67Qvn17VqxYodRfeXh4ULNmTQDWrFmDlpYWX331FVOmTFHqxjIyMhg3bhzr1q0jJSWFmjVrMmvWLLUnboODg5k4cSI3btzA09OTDz74gKlTp6rNkTxz5ky++eYb7t27R5cuXTA3N2fXrl1ERUUB/zencs5URR4eHtSqVQtdXV1WrFiBtrY2/fv3Z/LkyUqff//9N3369OH48eNUqVKFhQsX0rp1azZv3oy3tzd9+vTB1NSU2bNn5+s9jo6OZujQoRw/flx5Cnnp0qW4ubnlWqrb1taWf/75J1cfOT8Gly9fZvjw4ezZs4dSpUrh7u7OggULsLW1fe71MzIyyMjIUF6npaVhY2Mjy3ML8Y6Q5bmFeL+86vLcMvL8ms2YMYPVq1fz/fffc+bMGf73v//x+eefc+DAAaXN5MmTWbx4MUeOHOHy5ct06dKF+fPns3btWrZv386ePXtYtGiRWr+rVq1CU1OTiIgIFixYwLx581ixYoVy3N/fn6NHj7J+/XpOnz6tjErkPFhx7Ngxevfujb+/P1FRUTRv3jzXEq8bN25k8uTJTJ8+nePHj2NlZcWSJUtees+rVq2idOnSHDt2jKCgIKZMmcLevXsByMzMxNvbG319fY4dO8ayZcsYN26c2vleXl6EhITk+z3u0aMHFSpUIDIykhMnTjB69Ojnzq8ZGRlJUlISSUlJ/PvvvzRs2BB3d3fgyUMcnp6eGBoacujQIcLDwzEwMKBNmzYvXClrxowZGBsbK1vOwgBCCCGEKHlk5Pk1ysjIwMzMjD/++INGjRop+/v06cO9e/fw8/OjefPm/PHHH7Rs2RJ4MtI7ZswYLly4oPxV1L9/fy5dusSuXbuAJ6O7ycnJnDlzRhlpHj16NCEhIZw9e5bExESqVKlCYmKi2oMErVq1on79+kyfPp3u3buTmpqq9sRxt27d2LVrlzJK27hxY1xcXPj222+VNg0bNuTBgwcvHHnOzMzk0KFDyjn169enRYsWzJw5k127dtGhQwcuX75MuXLlAPjjjz/URp7v379P2bJlOXHiBNWrV3/p+2xkZMSiRYvo1atXrmPPjjw/bciQIWzdupXIyEjMzc356aefmDZtGrGxscr7+vDhQ0xMTNiyZQsffvhhnteXkWch3m0y8izE+0VGnoux8+fPc+/ePVq3bo2BgYGyrV69mgsXLijtatWqpXxtaWmJvr6+2jfV0tJSbQlUeJLEPj3fY6NGjYiPjyczM5OYmBgyMzOxt7dXu+6BAweU68bGxtKgQQO1Pp9O8PPbJi9P3w88qdXKiT8uLg4bGxslcYYnyfXT9PT0aN26db5Hn4cNG0afPn1o1aoVM2fOVHtvn2fZsmX88MMPhISEKHOORkdHc/78eQwNDZX3zMzMjAcPHrywTx0dHYyMjNQ2IYQQQpRMBVphUBRMeno6ANu3b1ebWB6eJFw5CdnTJQYqlSpXyUFB5+NMT09HQ0ODEydOqE2KD09WM3rdXjV+eFK68cMPP6gtO/o8kydPpnv37mzfvp2dO3cyadIk1q9fT6dOnfJsv3//fgYNGsS6devUEv309HRcXV35+eefc52Tk2ALIYQQ4v0myfNr5OTkhI6ODomJiTRr1izX8fyMkD7PsWPH1F7/+eef2NnZoaGhgYuLC5mZmSQnJyv1vM9ydHTMs4+82vj4+Dy3TUE5ODhw+fJlrl+/rixFGhkZmatd+/bt6devH//991++Eld7e3vs7e353//+x2effcbKlSvzTJ7Pnz/PJ598wtixY+ncubPasbp167JhwwYsLCxk9FgIIYQQeZKyjdfI0NCQgIAA/ve//7Fq1SouXLjAyZMnWbRoEatWrXqlvhMTExk2bBhxcXGsW7eORYsWMWTIEOBJItmjRw98fHzYtGkTCQkJREREMGPGDKXGefDgwezatYs5c+YQHx/P4sWLlZrqHEOGDOHHH39k5cqVnDt3jkmTJnHmzJlXirt169ZUrVqVXr16cfr0acLDwxk/fjygvrSqubk59evXZ9u2bS/s7/79+/j7+xMWFsY///xDeHg4kZGRasu+Pt22Q4cOuLi44Ofnx7Vr15QNnjx4WLZsWby8vDh06BAJCQmEhYUxePBg/v3331e6byGEEEKUDJI8v2ZTp05lwoQJzJgxA0dHR9q0acP27dupXLnyK/Xr4+PD/fv3qV+/PgMHDmTIkCH4+fkpx1euXImPjw/Dhw/HwcEBb29vIiMjqVixIvCkZnr58uUsWLCA2rVrs2fPHiWJzdG1a1cmTJjAyJEjcXV15Z9//uGrr756pbg1NDTYsmUL6enp1KtXjz59+iizbejq6qq1zc+sGxoaGty8eRMfHx/s7e3p0qULH330EYGBgbnaXr9+nb///pvQ0FCsra2xsrJSNniyFOvBgwepWLEinTt3xtHRkd69e/PgwQMZiRZCCCEEILNtiGIgPDycDz74gPPnz1O1alVlf1xcHK6urty4cSNXYl2c5TytK7NtCPFukNk2hHi/vOpsG1LzLN64zZs3Y2BggJ2dHefPn2fIkCE0adJELXGGJ/XROYu4VKhQ4S1FW3hzOjjIiLUQQghRwkjZhnjj7ty5w8CBA6levTq+vr7Uq1ePrVu35tl25MiReHp6qk259/SW18wYQgghir9BgwapPZCenZ3N8OHDsbe3x8LCgpiYmLcYXcEkJia+tphdXV1ZunSp8trCwoIdO3YU+XXyupbIm5RtiGLvn3/+4dGjR3kes7S0LHYft+b3Yx8hRPHwvLINz+/fXPK2u79zgc8ZNGgQqamprF69+jVElLegoCB27tzJ/v371fYnJibi5uZGaGgozs75u5e0tDSys7MxNjYGIDQ0FB8fHzZv3kylSpUoU6YMmppv9wNyb29vjhw5AoC2tjZmZmbUqlWLbt260b59e6VdZmYmN27cyFfMBX2vbty4gb6+Pvr6+sCT5Dk4OJi2bdsW+r7Wr1/P+PHjOX/+/AuvVVJJ2YYo8SpVqvS2QyiUgN/j8qx5llpmIYQgV3Jy6dIlLC0tcy2cVRDZ2dlkZmYWadLds2dPRo4cSWZmJlevXmXHjh3069ePbt26MXfuXODJw+s5068WlYcPH6KtrU3ZsmWLtN8XeZPXepdJ2YYQQghRAh05cgRPT08qVKhAzZo1mTp1Ko8fP1aOp6en079/f2xtbalZsybff/893t7euWZeKoz169dTrVo19u3bR5MmTbC1taVr165cv35dafN02cagQYMYM2YM//77LxYWFri6ugKQkZHB2LFjcXJywsbGhvbt23Pq1Cmlj/DwcCwsLAgNDaVVq1ZUqFCBY8eO4e3tzZgxYxg/fjx2dnY4OTmxZs0a7t69y+DBg6lcuTL169cnNDT0pfeip6eHpaUl1tbWuLm5MXHiRObMmcOaNWs4cOAAkLtsIyUlhf79++Po6EjFihVp0KAB69atA8DNzQ2Ali1bYmFhgbe3t9r78c033+Ds7Ezjxo2BvEsprl+/Trdu3ahYsSJubm78/vvvud6T1NRUZV9MTAwWFhYkJiYSHh7O4MGDSUtLw8LCAgsLC4KCgvK81r///ouPjw+2trZUqVKFPn36qK14HBQURPPmzdm4cSOurq5UrVoVPz8/ZZG4kkqSZyGEEKKESUpKonv37tSpU4f9+/cTFBTE2rVrmTdvntJm4sSJREZGsnr1an755Rf+/PNPTp8+XWQx3L9/nyVLlvDtt98SEhLClStXmDRpUp5tv/76a0aNGoW1tTUxMTHs3r0bgClTprBt2zYWLVrEH3/8QeXKlenatSu3b99WO3/q1KmMHz+ew4cP4+TkBMCGDRswMzNj9+7d9OnTh5EjR9KnTx/q1atHaGgoHh4eDBw4kHv37hX43rp27YqJiYmydsKzZs6cyblz51i3bh2HDx8mKCgIMzMzAOXefv31V2JiYli5cqVy3qFDhzh//jy//PILP/3003OvP2vWLNq3b8/+/fv55JNP8PPz49y5c/mKvV69ekybNg1DQ0NiYmKIiYlhwIABudplZWXh4+PD7du32bp1K7/88gv//POP2rS48OQTg507d/LTTz/x888/c+TIERYuXJivWN5VkjyLIufh4cHQoUPfagyXLl1CpVIRFRUFQFhYGCqVipSUlLcalxBCvAkrV67E2tqamTNnYmdnR9u2bRkxYgTfffcdWVlZpKens2HDBiZPnkzTpk1xdHRk4cKFZGVlFVkMjx49Yvbs2dSpU4datWrx5ZdfcujQoTzbGhkZYWBgoJQ/lC1blrt37xIcHMykSZNo2bIlDg4OzJs3D11d3VwPi48aNQoPDw8qV66MqakpADVq1GDYsGFUqVKFIUOGoKOjg5mZGT179qRKlSoMHz6cW7ducfbs2QLfW6lSpahatSqXL1/O8/iVK1dwdnamTp06VKxYkWbNmuHp6QlAmTJlADA1NcXS0lKJF56sN/DNN99QvXp1qlev/tzrd+jQgc8//5yqVasyevRo6tSpw4oVK/IVu7a2NkZGRqhUKiwtLbG0tMTAIHeJ4cGDB4mNjeX777+ndu3auLq6snjxYo4cOaI2+p+dnc2iRYtwdHSkYcOGfPrpp8/9PpcUkjyLtyqvpNbBweG5s28UVuPGjUlKSlIeTBFCiJLs3LlzuLm5qa3cWr9+fe7evcvVq1e5dOkSjx49wsXFRTluZGSUa8rQV6Gvr6+2IJilpSU3btzI9/k5MT5dA62lpYWLiwvx8fFqbevUqZPr/JwRaHhSk2xmZqa2+qyFhQVAgWJ6WnZ2ttr7+zRfX1+2bNlC8+bNCQwMJCIiIl99Ojo6oq2t/dJ2OaUfT79+9j15VfHx8ZQvX57y5csr+xwcHDA2NlYb5baxsVFLvi0tLfnvv/+KNJbiRpJnUezkZ2XBgtLW1qZcuXLP/Y9OCCHEyxkaGnLnzp1c+3Pqa59+CPDZh/ZUKhWva4KvvGaH0NLSynX9p/fl/D4ozGh7ZmYmFy9eVFbtfVbLli05ceIE/fr149q1a3zyySfPLVl5WlHMclGq1JPU7un3+ula96L2Jr/PxYUkz+K1WrNmDW5ubhgaGlKuXDm6d++uPGxw6dIlmjdvDjz5+EqlUuHr60vHjh3Zvn17gf5Di4iIwMXFBV1dXdzc3NQ+UoLcI9zBwcGYmJiwbds2HBwc0NfX55NPPuHevXusWrUKW1tbTE1NGTx4MJmZmUXzZgghxBtib2/P8ePH1ZKYiIgIDAwMsLa2xtbWFi0tLbX/K9PS0rhw4cIL+61WrRpXr15Ve2gMnjyQpqurW6QLWtna2qKtra02avvo0SOioqKwt7cvsusUxoYNG0hJSVGbru5ZZcuWpVu3bnz33XdMnTqVNWvWACgjy69SInPixAm118ePH8fOzg74v7KQpx/O/Ouvv9Taa2lpvfR3m52dHVeuXOHKlSvKvri4OFJTU3FwcCh07CWBTFUnXqtHjx4xdepUHBwcSE5OZtiwYfj6+rJjxw5sbGz47bff+Pjjj4mLi8PIyAg9PT0MDQ3Jysri2LFjNGrU6KXXSE9Pp3379rRu3ZqffvqJhIQEhgwZ8tLz7t27x8KFC1m/fj137tyhc+fOdOrUCRMTE3bs2MHFixf5+OOPadKkCV27dn1uPxkZGWRkZCiv09LS8vfmCCHEK7pz506uhTnMzMz44osvWLZsGWPGjKF3796cP3+e2bNn079/f0qVKoWBgQFdu3YlMDAQU1NTypYtS1BQEKVKlXrhJ3TNmzenWrVq9O/fn9GjRyszTMyYMYO+ffuioaFRZPdWunRpfH19lRjLly/P4sWLuX//Pj169Ciy67zM/fv3uX79utpUdUuXLsXX15cPPvggz3NmzpxJ7dq1cXBw4OHDh+zdu1dJ+MuWLYuenh779u3DysoKXV3dAq8J8Pvvv1OnTh0aNGjAr7/+yqlTp5g/fz4AlStXpnz58syePZuxY8dy4cIFvvvuO7XzbWxsuHv3LgcPHqRGjRro6enlGvVu1qwZjo6OfPXVV0ybNo3Hjx8zatQoGjdunGeZzPtEkmfxWn355ZfK11WqVGHhwoXUq1eP9PR0DAwMlKePLSwsMDExUdq2b9+erVu35it5Xrt2LVlZWfzwww/o6upSo0YN/v33X7766qsXnvfo0SO+++47pcbvk08+Yc2aNVy/fh0DAwOcnJxo3rw5+/fvf2HyPGPGDAIDA18apxDi3VKYhUvetPDwcFq2bKm2r0ePHnzzzTesXbuWwMBAmjdvjomJCd27d2fYsGFKuylTphAQEMDnn3+OgYEB/v7+XL16FR0dnedeT1NTk40bN/L111/Tv39/bt68ScWKFenbt+9L/88tjPHjx5OVlcXAgQNJT0+ndu3abNiwQe33xeu2Zs0a1qxZg7a2NqamptSuXZtly5bRrl27556jra3N119/zeXLl9HV1aVBgwbKFHCampp8/fXXzJ07l1mzZtGwYUO2bNlSoJhGjBjB5s2bGTVqFJaWlixdulQZDdbS0uL7779n5MiReHh4UKdOHeWPqBz169enV69e+Pn5cevWLQICAhg5cqTaNVQqFatXr2bs2LF07NiRUqVK0aJFC6ZPn16gWEsiWWFQFLmcH9b58+dz4sQJJk+eTHR0NLdv3yYrK4t79+5x5swZnJycCAsLo3nz5ty+fVvtP8MtW7YwduzYfD0F/b///Y/o6Gj27dun7IuOjqZOnTqcOnWKOnXq5LpOcHAwAwcO5O7du8o5kyZN4tdff+XMmTPKvl69enHnzh02bdr03OvnNfJsY2ND358iZJEUId4Bz1th8H1z9+5dateuTWBg4Bsd2RXiTXvVFQal5lm8Nnfv3sXT0xMjIyN+/vlnIiMj2bx5M/Bk5aQX+fDDD7l06VKupUOL0sseJsnZ97K6NB0dHYyMjNQ2IYQo7mJiYti0aRMJCQmcPn1aGTlu06bNW45MiOJNkmfx2vz999/cvHmTmTNn4u7uTvXq1XM9ZJLz4MSzDy7o6+vTsmXLfM264ejoyOnTp3nw4IGy788//yyCOxBCiJJtyZIlNG/eXHlgOiQkRHngTAiRN0mexWtTsWJFtLW1WbRoERcvXiQkJISpU6eqtalUqRIqlYpt27bx33//qS3p6eXlla/5nrt3745KpaJv376cPXuWHTt2MGfOnCK/HyGEKEmcnZ35448/uHTpEufOnePXX39VmxtZCJE3SZ7Fa2Nubk5wcDC//PILTk5OzJw5M1dSW758eQIDAxk9ejSWlpb4+/srxzp06MDRo0e5devWC69jYGDA77//TkxMDC4uLowbN45Zs2a9lnsSQgghxPtNHhgUxVqjRo0YMGAAPXv2fNuh5FvOAwfywKAQ7wZ5YFCI98urPjAoU9WJYi0wMPClDxcWV3M6OMjDg0IIIUQJI2Ubolj78MMPOX36NAYGBnluH3300dsOUQghhBDvERl5FsVe//796dKlS57H9PT03nA0QgghhHifSfIsij0zMzNlJUIhhBBCiLdJyjaEeE3cZx2g7tR9L28ohBCvmYWFBTt27HjbYRQriYmJWFhYEBMTo+w7duwYzZo1w9raGh8fn7cYXcENGjTotcS8fv16qlWrprwOCgqiefPmRX6dvK5VXMnIsxBCCJEHz+9jXt6oiOzu71zgcwYNGsSGDRsA0NTUxMTEBCcnJzp37ky3bt0oVer/xsdiYmIwMTEpqnALbP369YwfP75IVo21sLAgODiYtm3bqu0fNGgQqamprF69Ol/9lC9fnpiYGLVFYSZNmkSNGjVYt24dpUuXfuVYX1V4eDidOnUCnqx4a2BgQKVKlWjWrBn9+/fH0tJSafv111+T3wnUCvJeeXl50bJly8LdwAu4urri5+dHv379Xvu1ipqMPAshhBDvqBYtWhATE8OJEydYv349H3zwAePGjaNHjx48fvxYaWdpaYmOjk6RXz8zM5OsrKwi7/dN0NDQwNLSEk3N/xtHvHTpEu7u7lhbW2NsbFyofl/HDFFHjx7l9OnT7Nmzh0GDBnHw4EGaNm3K2bNnlTZGRkaFjvl5Hj16hJ6eHubm5kXa7/O8yWu9ireaPHt4eDB06NC3GYLidcUyefJk6tSpU6BzbG1tmT9/fpHHIoQQomTR1tbG0tISKysratWqxdChQ1m9ejWhoaGsX79eafd02cbDhw8ZPXo0NWvWxMbGhrp167JgwQKlbWpqKsOHD8fJyQkbGxuaNm3Knj17gP/7WH3Xrl188MEHVKhQgX///ZeMjAwmTZpErVq1sLW1pU2bNoSHhwNPRk8HDx5MWloaFhYWWFhYEBQUBPDC816Vq6sr8+fPZ8iQIVSuXBkXFxe1kdanyzZyvr516xZDhgzBwsJCef+OHDmCp6cnFSpUoGbNmkydOlXtDxNvb29Gjx7N+PHjqV69Ol27diU8PBwLCwv27dtHixYtqFixIp07d+a///4jNDSUJk2aUKVKFfr378+9e/deei9ly5bF0tKSqlWr0qlTJ7Zt20aZMmUYOXKk0ubZso3ff/+dZs2aUbFiRRwcHPj444+5e/cuQUFBbNiwgV27dinfj/DwcOU92LJlC15eXtjY2PDbb789t5Ri1apV1KlTh0qVKtGnTx/S0tLU3pPx48ertffx8WHQoEHK8cuXLzNhwgQlBsi7bGPlypXUq1eP8uXL06hRIzZu3Kh23MLCgp9++olevXpRqVIlGjRowK5du176nr6KYjvyfPToUczNzcnMzHzbobyTHBwc8rW0dUkXFhaGSqUiJSXlbYcihBBvhLu7OzVq1GD79u15Hl++fDm7d+9mxYoVHDlyhCVLlmBjYwNAVlYW3bp1IzIykiVLlnDo0CHGjx+PhoaGcv79+/dZtGgR8+bN49ChQ5QtW5YxY8Zw/Phxli1bxv79++nQoQPdunXj4sWL1KtXj2nTpmFoaEhMTAwxMTEMGDAA4IXnFYXvvvuO2rVrExoayhdffMHIkSPzLB3JKeEwNDRk2rRpxMTE4OXlRVJSEt27d6dOnTrs37+foKAg1q5dy7x589TO37BhA1paWmzbto3Zs2cr+2fPns2MGTPYvn07V65coW/fvixdupTvv/+etWvXEhYWxooVKwp8X3p6evTq1YuIiAj++++/XMevX79Ov379+Oyzzzh8+DCbN2+mXbt2ZGdnM2DAALy8vJRPLWJiYqhXr55y7rRp0+jbty+HDx9+bm1zQkICISEhrFmzhvXr1xMTE6OWyL/MypUrsba2ZtSoUUoMedm+fTvjx4/nq6++4uDBg/j4+DBkyBAOHz6s1m7OnDl4eXmxf/9+WrVqxVdffcXt27fzHU9BFduaZ1dXVzQ0NDhy5Aju7u5vO5x3ysOHD/Hy8iIkJAQvL6+3Hou2tvZbjaEoZGdnk5mZqfbxnhBCFFd2dnZqH+k/7cqVK1SpUoUGDRqgUqmUxBngwIEDnDp1ivDwcKpWrQo8+TT0aY8ePWLWrFnUrFkTgH///Zd169Zx6tQpypUrB8DAgQPZt28f69atY9y4cRgZGaFSqdRqdPNz3qtq2bIlX375JfBkZPb777/n8OHDuUY3c0o4VCoVRkZGSpzffPMN1tbWzJw5E5VKhZ2dHdeuXWPq1KkEBAQodeVVqlRh0qRJSn/Xr18Hnvxx0KBBAwB69OjBtGnTiIiIUN7T9u3bKyPzBWVnZwfA5cuXc5U6XL9+ncePH9OuXTvl++vk5KQc19XVJSMjQ+37kcPPz4/27du/8NoZGRksXrwYKysrAGbMmEH37t0JDAzMs89nmZqaoqGhgYGBwQvbL1myhG7duinfw6+++ooTJ06wZMkSPvjgA6Vdt27d6Ny5MwBjx45l+fLlnDp1ihYtWrw0lsIoNiPPtra2TJ06FR8fH4yMjJRvXkhISL77iI6Opnnz5hgaGmJkZISrqyvHjx9XjoeHh+Ph4YG+vj6mpqZ4enqq/WWSlZXFyJEjMTMzo1y5ckyePFmt/5SUFPr06YO5uTlGRka0aNGC6OhotTYzZ87E0tISQ0NDevfuzYMHD9SO51Ue4u3tja+v73Pv62XXzSkNWbFiBZUrV0ZXV5eOHTuyffv2fNeiXbp0CZVKxfr162ncuDG6urrUrFmTAwcOKG0yMzPp3bs3lStXRk9PDwcHB7WP+gB8fX3x9vbm66+/xtraGgcHBwDWrFmDm5sbhoaGlCtXju7du5OcnKyclzNCvHv3blxcXNDT06NFixYkJyezc+dOHB0dMTIyonv3/9fefcfndP6PH3/dIonsWIkViSyCxEiEII3YlMZorTYEtSk1q60Ro4i9i9ZuhaL2KCFGqB1iVBbS+hC1khg1kvP7wy/nm1vuxB1CjPfz8bgf3Odc5xrn5E7e93Wu6zodtG5xpaWlMWHCBLVOlSpVYu3atWqb0r81FyxYEI1Go57n7I7LWJ/t27fj6emJsbFxpm+6QgjxtlIUBY1Go3Nfu3btOHv2LD4+Pnz77bfs3btX3Xf27FlKlCihBs66GBkZUaFCBfX9hQsXSE1NpUaNGjg4OKivw4cPc/ny5SzzednjciJjwKjRaLCxseHmzZt6Hx8dHY2Xl5fWufT29ub+/fv873//U7dVqlTpheUXLVoUU1NTrS8jRYsWzVF9MkqfHKjrOleoUAFfX1/8/Pzo2rUrK1as0PsObFZtyahkyZJq4Azg5eVFWloacXFx+lVeTzExMVq94vDs/EdHR2tty3iezczMsLCw0Nkjn1veqm60KVOmMHLkSPXb2/nz5xk8eLDWLZDsfP7551SpUoX58+djYGBAZGQkhoaGAERGRqrfQGfOnEn+/PnZu3ev1rCQZcuWMXDgQI4cOcLhw4cJCgqiVq1aNGjQAIDPPvsMExMTtm/fjpWVFQsWLKBevXpER0dTqFAh1qxZw+jRo5k7dy61a9dmxYoVzJo1S+fz03PiReUCxMbGsm7dOtavX4+BgQEVK1YkLS2NI0eO4OPjo3dZQ4YMYcaMGZQvX55p06bRvHlzLl26ROHChUlLS6NUqVL89ttvFC5cmEOHDtG9e3eKFy+u9RCTsLAwLC0t2bVrl7rtyZMnjB07lrJly3Ljxg0GDhxIUFBQpqWTRo8ezZw5czA1NaVNmza0adMGY2Njfv31V+7du0fLli2ZPXs2w4YNA5592125ciU//vgjLi4u7N+/ny+++IKiRYtSu3Zt1q1bR+vWrbl48SKWlpbqQ1WyO87Pz0+tzzfffMOUKVNwdHSkYMGCOs/Zo0ePePTokfo+47gvIYTIC9HR0ZQuXVrnPg8PD44fP05YWBj79++nW7dufPTRRyxevFivB08VKFBAK2C7f/8+BgYG7N69W2uFDyDbFSte9jhzc3Odv2eTkpKwtLTU2pYeA6TTaDSvZYKjqampzu0Zy9doNJnuXr5KfdIDyIx3DtIZGBiwdu1ajh49qg4NmTBhAtu3b8fe3j7bfLNqS07ky5cv08ofGceJ5zZd51XflUdeqrzXlvNLqFu3LoMGDVLflyhRgn/++Ye//vqLcuXKvfD4hIQEhgwZoqZNv6UBz9Yl9PLyYt68eeq2jN+c4dkvlPTA3cXFhTlz5hAWFkaDBg04ePAgR48e5caNG+qM5SlTprBhwwbWrl1L9+7dmTFjBl27dqVr167As3FDu3fvztT7nBP6lAvPhkcsX75c69ZNs2bN2LhxY46C5759+9K6dWvg2VixHTt28PPPPzN06FAMDQ0JDg5W05YpU4bDhw+zZs0areDZzMyMn376SWu4RvotF3h2e2vWrFlUq1aNe/fuYW5uru4bN24ctWrVAqBr164MHz6cuLg49QvIp59+yt69exk2bBiPHj3ihx9+YPfu3WobHR0dOXjwIAsWLMDPz0/9cmFjY6Mu06TPcenGjBmjfnnKyoQJE7TOixBC5KUDBw5w4cIFevbsmWUaCwsLWrRoQYsWLWjWrBnt2rXjzp07lC9fnv/973/ExcVl2/uckbu7O6mpqdy8eZMaNWroTGNoaJhpDpM+x+ni7OzMmTNnaNeunbotNTWV8+fP8/nnn+udjz5cXV3ZsmWLVk/+0aNHMTc3p0SJErlaVk48fPiQFStW4OPjQ5EiRXSm0Wg0VK9enerVqzN48GCqVq3Ktm3b6NWrF0ZGRq/0JeLq1atcv35dHW5z/Phx8uXLp/7MFC5cWB26As+uz19//aX+fQfdPxPPc3Fx4dixY1rX+ujRo+pd7bzy1gzbgGfd/hmZmJjQoEEDvYduDBw4kC+//JL69eszceJErdsH6T3P2fHw8NB6X7x4cXVowenTp7l37x6FCxfG3NxcfV26dEkt58KFC+rYpnQ5CVx10adcAHt7+0xjnj755JMcDXt5vr758+fHy8uLCxcuqNvmzp2Lp6cnRYsWxdzcnIULF5KQkKCVh7u7e6ZxzidOnKB58+aULl0aCwsLNUB9/tiM18DW1hZTU1OtnntbW1v1msTGxvLgwQMaNGigdW6WL1+e7a2jnBz3/M+kLsOHDycpKUl9/f333y88RgghcsPjx49JTEzk2rVrnDlzhhkzZtCxY0caNmyo1amR0fz581m/fj0xMTHExcWxefNmbGxssLKyombNmvj4+NClSxfCw8O5cuUKYWFh7NmT9QOfnJycaN26NX379mXLli1cuXKFkydPMnPmTPUOpJ2dHffv32f//v3cunWLBw8e6HWcLj179uSXX35h8eLFxMfHExUVxaBBg7h7926uB8+dO3fmf//7H8OHDycmJobt27czefJkevbsmam3/HW6efMmiYmJxMfH8/vvv9OsWTNu376trlryvBMnTjBjxgwiIyP5559/2Lp1K7du3cLV1RV4dj3Onz9PbGwst27d4smTJzmqj7GxMX379uXs2bP8+eeffPfddwQEBKjjl2vXrs3u3bvZtWsXMTExDB06lKSkJK087Ozs+PPPP7l27Rq3bt3SWU6fPn0IDQ1lyZIlxMfHM3/+fLZu3apOOM0rb1XPs67bNAEBAWrP54uMHj2aDh06sHXrVrZv386oUaMIDQ2lZcuWet2Kyu72zr179yhevDjh4eGZjsvJwvO6bmVk90Orb7m6zl3Dhg3p0KEDsbGxufLEntDQUAYPHszUqVPx8fHBwsKCyZMnc+TIEa10z9fl/v37NGrUiEaNGvHLL79QtGhREhISaNSoUab1MJ+/xfWiawLPZuOWLFlSK11265nm5Dh9Fsk3NjZ+LeunCiHy1ss8uORN27NnD+7u7loPSfnhhx9o27ZtlsGdubk5c+bMIT4+HgMDAypXrsyqVavU9IsXL2b06NHqMmplypTJtOzY82bNmsW0adMYPXo0165do1ChQnh6eqp37ry9venUqRPdu3fn9u3bDB48mKFDh77wOF1atWqFoij8+OOPjBs3Tp23snHjRnXJs9xSvHhxfv31V4KDg/H398fa2poOHTowcODAXC3nRXx8fNBoNJiZmWFvb0+dOnUyPSQlIwsLCw4fPszChQtJSUmhVKlSBAcHq52IX3zxBRERETRo0ID79+/z+++/6xz+kZUyZcrw8ccf06FDB+7evUuDBg2YNGmSur9Dhw6cO3eOvn37YmBgQM+ePbV6nQGGDRvG4MGD8fb25tGjR1rzoNI1bdqUcePGMW/ePL7//ntKly7NzJkzM+X1pmmU1zko5AXq1KlD5cqVmTFjBg4ODgwYMCDTZLp///2XkiVLcvXq1RwvnN2+fXvu37/Ppk2b6Ny5MzExMVlO+spYl3QtWrTA2tqapUuXsmvXLpo0aUJsbGymmcfpatasSZUqVZg7d666zcfHh4cPHxIZGQlA27ZtURRFXacwNTUVR0dH/P39Wbp0KYDWudCn3NGjR7Nhwwa1jIyaN2+Ov7//Cz/oly9fpkyZMkyaNEn9ovL06VMcHR3p27cvQ4cOpV+/fpw/f56wsDD1uPr163Pz5k217KCgIO7evcuGDRvUNCdOnMDLy4uEhAT1w7ly5UoCAwM5deoUlStXJjw8HH9/f+7cuaN+KVi6dCkDBgzQmuSQsa0pKSkULVqURYsWERgYqLNdhw4dolatWty8eVN9ipQ+x+mqj76Sk5OxsrLC49tNGBQw4+SI1zPbVwiRO+Lj47GwsMjraggh3pCUlBSd89HS/37rGj+f0Vs1bEOXokWL4u3tzZYtW7JN9/DhQ/r27aveZoqIiODYsWO4ubkBz26tHzt2jN69e3PmzBn++usv5s+fr/cs1/r16+Pj40OLFi34448/uHz5MocOHeK7775TV/To378/ixcvZsmSJURHRzNq1CjOnTunlU/dunXZunUrW7du5a+//qJXr17ZzoDVp9zsBAQE5Gi957lz5/L777/z119/0adPH+7cuaOOV3ZxceH48ePs3LmT6OhoRowYwbFjx16YZ+nSpTEyMmL27NnEx8ezadMmxo4dq3edsmJhYcHgwYP5+uuvWbZsGXFxcZw8eZLZs2ezbNky4NlwFo1Gw5YtW/j333+5d++eXscJIYQQQujy1gfPgLpmcXYMDAy4desWHTt2xNXVlTZt2tCkSRN1Iperqyt//PEHp0+fxtvbGx8fHzZu3Kj3ur0ajYZt27bx0Ucf0blzZ1xdXWnXrh1XrlxRb5u0bduWESNGMHToUDw9Pbly5Qq9evXSyqdLly506tSJjh074ufnp/Y6v0q52WnevDmHDx/m9u3berVz4sSJTJw4kUqVKnHw4EE2bdqkTkbo0aMHrVq1om3btlSvXp1bt27pNe6oaNGiLF26lN9++43y5cszceJEpkyZold9XmTs2LGMGDGCCRMm4ObmRuPGjdm6dStlypQBni2nExwczDfffIOtrS19+/bV6zghhBBCCF3ydNiGvi5evIinpyc3b96kQIECeV2dd46Pjw+9e/fOcogC/N+wjfRhFOLlybANId4tMmxDiA/Lqw7beKsmDGalbNmyjBw5kps3b1KqVKm8rs47Jzg4ONPEPPH6HRjml+2HTwghhBDvnndi2AbA0KFDadSokdbSYhlfv/zyS15X8a3VsGFDzpw5k+W5a9KkSV5XUQghhBDinfBO9Dyn27ZtW5bLuukz/vdD1rNnzyzX/DQxMaFkyZKv9Wk8QgghhBDvg3cqeH7RIyVF1goVKqQ+bU8IIYQQQrycd2bYhhBCCCGEEHlNgmchhBBCCCH0JMGzEEIIIV6LiIgIbGxsSEpKUrdt27YNb29vihUr9sLHfr9tWrRo8VrqHBISovXMh379+tGxY8dcL0dXWSLn3ol1nkXe0/XY7ec9/4j169evExgYyKFDhzA0NMz2SYp55VUew50VfdeJFEK8HbJa5zn4oH5PoM0No2oXyfEx/fr1IykpieXLl+t9jI2NDUuXLqVp06ZZpklISMDLy4uwsDDc3d219rVo0YKKFSsybtw4vcp7/Pgxd+7cwcbGBo1GA0D58uVp37493bp1U1d9ykuhoaF89dVXAOTLlw8LCwucnJyoX78+3bt31/o9fufOHQwNDfWqc07O1b1793j8+LE6N+llrq0uuq7382V9iN77x3OLd8exY8fo3r27+n769Olcu3aNyMhIoqOjCQ8PR6PRaAXRZcuWzdHjw19FnTp11MA+Xc2aNbl27RpWVlZvpA5CCPEhMTIywtbWVg2c7927x82bN/H396dYsWIvHTjn9rMLLCwsiIqK4vTp02zdupXAwEDWrFlD3bp1uX79upquYMGCuRrsK4rC06dPMTc3f2PB7Jss630lwbPINUWLFsXU1FR9HxcXh6enJy4uLtjY2Og8Rp9Hr79IVssX6sPIyIhixYqpv9iFEOJd1aJFC7799luCg4NxdXWlQoUKhISEqPs9PT2BZ3cSbWxs1PevwsbGhpUrV9KpUyfs7e2pXr06O3bsUPdnHLYRERGh9va1atUKGxsbIiIiANi8eTO+vr6UKlUKT09P5s2bp1WOp6cnU6dOpU+fPjg6OjJo0CBCQ0Nxdnbmjz/+wMfHB3t7e7p06cKDBw8IDQ1V//58++23pKamZtsOjUaDra0ttra2uLq68vnnn7N161bu379PcHCwmu75YRuLFy+mevXq2NnZUb58ebp06QI86zk+dOgQCxcuxMbGBhsbGxISEtTzERYWRv369SlVqhRHjhzJcijF5MmTcXNzw9HRkcGDB2t9afD09GTBggVa6f39/dVrntX1fr6stLQ0pkyZQqVKlShVqhT+/v7s2bNH3Z+QkICNjQ1btmyhZcuW2NvbU6dOHY4dO5btOX2fSfAstKxduxZ3d3dMTEwoXLgw9evX5/79++r+KVOmULx4cQoXLkyfPn20AlcHBwdmzJih/n/dunUsX74cjUZDUFCQ+mEtWLCguu2TTz5h69atpKWl6VW/y5cvo9FoWL16NX5+fhQoUIBffvmFW7du0b59e0qWLImpqSnu7u6sWrVKPS4oKIh9+/Yxc+ZMNBoNGo2Gy5cv6+wNX7duHRUqVMDY2BgHBwemTp36CmdUCCHenNWrV2NqasqOHTsYOXIkU6dOJTw8HICdO3cCMGvWLKKiotT3r2rKlCkEBASwd+9e6tevT69evbhz506mdNWqVePw4cPAs6AzKiqKatWqcfr0abp160aLFi3Yt28fQ4YMYdKkSYSGhmodP2/ePCpUqEBYWBgDBw4E4OHDhyxatIiFCxcSGhrKoUOHCAoKIiwsjF9//ZW5c+eyfPlyNm/enON2FS1alNatW7Nz506dwXdkZCTfffcdw4YN49ChQ6xevRofHx8Axo8fj5eXF4GBgURFRREVFUXJkiXVY8eOHcv333/PwYMHKV++vM7yDxw4QExMDL///jsLFixg27ZtTJkyRe/663u9Fy5cyPz58xk9erQ6lDEwMJD4+HitdBMmTKB3797s2bMHJycnevbsydOnT/Wuz/vknVrnWbxe165do3379oSEhNCyZUtSUlI4cOCA+vCUvXv3Urx4cfbu3UtsbCxt27alcuXKdOvWLVNex44do2PHjlhaWjJz5kxMTEz45JNPaN26NRcvXsTS0hITExMsLCxIS0vjyJEj6i8dfXzzzTdMnTqVKlWqUKBAAf777z88PT0ZNmwYlpaW6m03JycnvL29mTlzJtHR0VSsWJExY8YAz34xXr58WSvfEydO0KZNG0aPHk3btm05dOgQvXv3pnDhwgQFBemsy6NHj3j06JH6Pjk5We92CCFEbipfvjxDhgwBwNHRkcWLF3PgwAHq1KlDkSLPxlVbWlrm6oPF2rVrR6tWrQD49ttvWbRoEadOnaJu3bpa6YyMjNQ6FCxYUK3D/Pnz8fX1ZdCgQQA4OTlx8eJF5s6dS7t27dTja9euTe/evdX3R44c4cmTJ4SEhFCmTBkAmjVrxtq1azl79izm5uaULVuWWrVqcfDgQVq0aJHjtjk7O3Pv3j1u375N0aJFtfb9888/mJqa0rBhQ8zNzbGzs1PHiFtaWmJkZISJiYnOcz1s2DDq1KmTbdlGRkbMmDEDU1NTypUrx9ChQwkODuabb74hX74X933qe73nzZtHv379aNmyJQAjR44kIiKCBQsWMGnSJDVd7969adCgAfDsqc++vr5cunQJFxeXF9blfSPBs1Bdu3aNp0+f0qpVK/WBNBknixQsWJA5c+ZgYGBAuXLl+PjjjwkLC9MZPBctWhRjY2NMTEwoVqwYgDrGysbGRmtyXrNmzdi4cWOOgucBAwaov6zTDR48WP1/v3792LlzJ2vWrMHb2xsrKyuMjIwwNTVV66PLtGnTqFevHiNGjADA1dWV8+fPM3ny5CyD5wkTJmjd1hNCiLzyfC+mra0tN2++3omPGcs0MzPDwsKCf//9V+/jY2JiaNy4sdY2b29vFi5cSGpqKgYGBgBUrlw507GmpqZq4AzP/vbY2dlpjUsuWrToS5+D9M4jXUP76tSpQ6lSpahWrRr+/v7UrVuXpk2bag1fzIqutjyvQoUKWnl5eXlx//59rl69ip2dnf6NyEZKSgrXr1/H29tba7u3tzfnzp3T2pbxOqcH4zdv3vwgg2cZtiFUlSpVol69eri7u/PZZ5+xaNEirVtvFSpUUH+JARQvXpwbN268crmffPJJjsc9e3l5ab1PTU1l7NixuLu7U6hQIczNzdm5cycJCQk5yvfChQvUqlVLa1utWrWIiYnJcszc8OHDSUpKUl9///13jsoUQojcYmhomGmbvsPi0qWvPJKSkpJpX1JSUqaVSfLn1+6H02g0vI6FvHQFpbrK1rUtp+cgXUxMDBYWFjon2JmbmxMWFsaPP/6Ira0tkyZNwt/fX2tZvqzoE2C/iK7z/DqHUWQ8r+lfJl72vL7rJHgWKgMDA3bt2sX27dspX748s2fPpmzZsly6dAnI/Ev5VX4hZdSwYUMuX75MbGys3seYmZlpvZ88eTIzZ85k2LBh7N27l8jISBo1apTrM7J1MTY2xtLSUuslhBBvI0NDwxdOnitYsCCFCxfm9OnTWttTUlK4dOkSTk5OuVonFxcXjh49qrXt6NGjODk5aXXYvGn//vsv69evp0mTJlkOk8ifPz9+fn6MGjWK8PBw/v77bw4cOADod66zc+7cOR4+fKi+P3HiBGZmZurY6SJFipCYmKjuT0lJydRh9KI6WFhYUKxYMZ3n39XV9aXr/r6TYRtCi0ajoVatWtSqVYuRI0dib2/P77//nit5GxkZAWT6IJuamlKvXj02bdqkTgLJqYiICAICAvjiiy+AZ9+Go6OjtW4zGRkZvfAXmZubmzr7O2Perq6uefpLXAghcoOdnR0HDhzA29sbY2PjLNe379mzJzNnzqRo0aJ4enpy584dpk2bRpEiRfj4449ztU69e/emYcOGTJ06lRYtWnDs2DEWL16sNd72dVMURQ1Ek5KSOH78ODNmzMDCwkIdxve8P/74gytXrlCjRg2sra3ZvXs3aWlpODs7A1C6dGlOnjxJQkICZmZmFCxYMEd1evz4MV9//TVff/01f//9NyEhIXTt2lUN5GvXrk1oaCiNGjXC0tKSSZMmZQry9bneffr0ISQkBAcHBypWrMiqVas4e/Ys8+fPz1F9PyQSPAvVkSNHCAsLo2HDhtjY2HDkyBH+/fdf3NzcOHPmzCvnb29vj0ajYcuWLTRt2hQTExN1XFpAQAArVqx46eDZxcWFtWvXcujQIQoWLMi0adNITEzUCp4dHBw4cuQIly9fznKdy0GDBlGtWjXGjh1L27ZtOXz4MHPmzMm0bJIQ4v33Mg8uedsFBwczcuRIVq5cSfHixTlx4oTOdH379sXMzIzZs2dz5coVrK2t8fb2Zv369ZiYmORqnTw8PFi0aBEhISFMmzYNW1tbhg4dqjVZ8HVLSUnB3d0djUaDhYUFzs7OtG3blu7du+t8gA6gTk6fPHkyjx49okyZMixYsIBy5coBz74U9O3bF19fXx4+fMjx48dzVCdfX1/KlClDQEAAjx49olWrVupkUID+/fuTkJDA559/jqWlJcOGDcvU86zP9e7WrRvJycmMGjWKmzdv4urqyooVK3Q+REQ8I08YFKoLFy7w9ddfc/LkSZKTk7G3t6dfv3707dtX5xMGBwwYQGRkpLoM0vNPGGzRogXW1tYsXbpUPWbs2LHMmzePxMREOnbsqO5LTEzEzs6O69evZ7t4++XLlylTpgynTp3SmnBx+/ZtunTpQlhYGKampnTv3p2EhASSkpLUOkdHR9OpUydOnz7Nw4cPuXTpEpcvX870hMF169YxcuRIYmJiKF68OP369dOajPgi8oRBId4tWT1hUAjxfnrVJwxK8CzeGj4+PvTu3ZvAwMC8rsorkeBZiHeLBM9CfFheNXiWYRvirREcHPxGJvgJIYQQQrwsWW1DvDUaNmzImTNnMDc31/lq0qRJXldRCCGEEB846XkWb5WePXvSpk0bnftye5KKEEIIIUROSfAs3iqFChXKdsKgEEIIIURekmEbQgghhBBC6EmCZyGEEEIIIfQkwbMQQgghhBB6kuBZqEaPHq314JE36fLly2g0GiIjI/OkfCGEEEIIfUjw/Ib16NGDr7/+Oq+r8comTJhAy5Yt87oaQgghRCY2NjZs27ZNfR8TE0OTJk2ws7PD398/D2uWcyEhIa+lzhEREdjY2JCUlARAaGgozs7OuV6OrrLedbLaxhsWEBDAV199xfTp0/O6Kq8kICCA8ePH899//1GgQIG8ro4QQuS64IM331hZo2oXyfEx/fr1IykpieXLl+t9jI2NDUuXLqVp06a5ki43eXp60r17d3r06KG1PSQkhO3bt7N3716984qKisLa2lorD1NTUw4dOoSZmVluVfmlJSQk4OXlpb43MzOjVKlS1KxZkx49emg9/a537958+eWXeuWbk3NVrVo1oqKicv1JuC1atKBixYqMGzfutZeVV6Tn+Tk7duygdu3aWFtbU7hwYZo1a0ZcXBwA4eHhaDQa7t69q6aPjIxEo9Fw+fJldduiRYuws7PD1NSUli1bMm3aNPVDXK9ePa5fv865c+f0rtOKFSvw8vLCwsKCYsWK0aFDB27cuKHuT6/X1q1b8fDwoECBAtSoUYOzZ8+qaZYuXYq1tTUbNmzAxcWFAgUK0KhRI/7++2+dZe7fvx9DQ0OuX7+utX3AgAH4+vpSvnx5ihcvTlhYmN7tSEtLIyQkBGdnZ4yNjSldujTjx4/XShMfH4+/vz+mpqZUqlSJw4cPq/tu3bpF+/btKVmyJKampri7u7Nq1Sqt4+vUqcNXX33F0KFDKVSoEMWKFWP06NFaae7evUuPHj2wtbWlQIECVKxYkS1btqj7Dx48iK+vLyYmJtjZ2fHVV19x//79LNv16NEjkpOTtV5CCCHyjq2tLcbGxur7y5cv4+3tjZ2d3Usvh/o6noC7du1aoqKi2Lt3L99++y0xMTH4+/uzf/9+NY25uXmuL+H65MkTjIyMsLW1RaPR5GreurzJst4ECZ6fc//+fQYOHMjx48cJCwsjX758tGzZkrS0NL2Oj4iIoGfPnvTv35/IyEgaNGigFSAaGxvTqFEjNm3apHednjx5wtixYzl9+jQbNmzg8uXLBAUFZUo3ZMgQpk6dyrFjxyhatCjNmzfnyZMn6v4HDx4wfvx4li9fTkREBHfv3qVdu3Y6y/zoo49wdHRkxYoVWvX45Zdf6NKlCwCffPJJjtoxfPhwJk6cyIgRIzh//jy//vortra2Wmm+++47Bg8eTGRkJK6urrRv356nT58C8N9//+Hp6cnWrVs5e/Ys3bt3JzAwkKNHj2rlsWzZMszMzDhy5AghISGMGTOGXbt2Ac8C+CZNmhAREcHKlSs5f/48EydOxMDAAIC4uDgaN25M69atOXPmDKtXr+bgwYP07ds3y3ZNmDABKysr9WVnZ6f3ORFCiNzSokULvv32W4KDg3F1daVChQqEhISo+z09PQEICgrCxsZGfZ9TaWlpTJkyhUqVKlGqVCn8/f3Zs2ePVpqjR4/i7++PnZ0dDRo0YNu2bdjY2BAVFfXyDfz/XtRO0B62YWNjw+nTp5k6dSo2NjZq2vPnz9OqVStKly5N2bJlGTRoEPfu3VPz6NevHx07dmT69Om4u7tTs2ZNEhISsLGxYePGjTRv3pzSpUvTsGFD4uLiOHXqFA0aNMDBwYF27dpx8+aL71wULFgQW1tbHBwcaNKkCWvXrqVq1ap8/fXXpKamApmHbURERNCoUSMcHBxwdnbm448/5u+//yY0NJQpU6Zw7tw5bGxssLGxITQ0VD0HS5YsITAwEAcHB6ZPn57lUIpt27ZRvXp17OzsaNOmDVevXs10TjL6/vvvadGihbr/0KFDLFy4UK1DQkKCzrI2b96Mr68vpUqVwtPTk3nz5mnl6+npyYwZM+jfvz9lypShSpUqObrL8jpJ8Pyc1q1b06pVK5ydnalcuTKLFy8mKiqK8+fP63X87NmzadKkCYMHD8bV1ZXevXtneqx0QEAAGzdu1LtOXbp0oUmTJjg6OlKjRg1mzZrF9u3btT7kAKNGjaJBgwa4u7uzbNkyEhMT+f3339X9T548Yc6cOfj4+ODp6cmyZcs4dOhQpuAzXdeuXVmyZIn6fvPmzfz333/qEwADAgLYvHkziqK8sA0pKSnMnDmTkJAQOnXqhJOTE7Vr1850K2rw4MF8/PHHuLq6EhwczJUrV4iNjQWgZMmSDB48mMqVK+Po6Ei/fv1o3Lgxa9as0crDw8ODUaNG4eLiQseOHfHy8lJ7yHfv3s3Ro0dZv349DRo0wNHRkWbNmqnXaMKECXz++ecMGDAAFxcXatasyaxZs1i+fDn//fefzrYNHz6cpKQk9ZVVb74QQrxuq1evxtTUlB07djBy5EimTp1KeHg4ADt37gRg1qxZREVFqe9zauHChcyfP5/Ro0cTHh6Ov78/gYGBxMfHA89+3wcGBuLm5sbu3bv55ptvGDt2bK60L1127XxeVFQU5cqVo1evXkRFRdG7d2/u379P27ZtsbKyYufOnfz000/s27eP4cOHax174MABYmNj+e2331i5cqW6PSQkhK+//prdu3djYGBAz549GTNmDOPGjWPz5s1cunSJSZMm5bhd+fLlo1u3bvz999+cPn060/6nT5/SqVMnfHx82Lt3L9u2bSMwMBCNRkNAQAC9evWiXLlyREVFERUVRUBAgHrs5MmTadq0KeHh4XTo0EFn+Q8fPmTGjBnMmTOHLVu2kJycTPfu3fWu//jx4/Hy8iIwMFCtQ8mSJTOlO336NN26daNFixbs27ePIUOGMGnSJDXYTzd//nwqVapEWFgYnTt3ZujQoWpMkJckeH5OTEwM7du3x9HREUtLSxwcHIBn45P0cfHiRby9vbW2Pf/+448/5uTJkyQmJuqV54kTJ9RvuBYWFvj5+emsk4+Pj/r/QoUKUbZsWS5cuKBuy58/P9WqVVPflytXDmtra600GQUFBREbG8uff/4JPBv60aZNG3W8WK1atXj8+DHHjh17YRsuXLjAo0ePqFevXrbpPDw81P8XL14cQB2ikpqaytixY3F3d6dQoUKYm5uzc+fOTOchYx7p+aTnERkZSalSpXB1ddVZ/unTp1m6dCnm5ubqq1GjRqSlpXHp0iWdxxgbG2Npaan1EkKIvFC+fHmGDBmCo6Mjbdu2pXLlyhw4cACAIkWejau2tLTE1tZWfZ9T8+bNo1+/frRs2RJnZ2dGjhxJxYoVWbBgAQDr1q1Do9Ewbdo0ypYtS7169ejTp0/uNPD/y66dz7O1tcXAwAAzMzNsbW0xNzdn/fr1PHr0iDlz5uDm5oavry8TJ07kt99+0xoWaWpqyvTp0ylXrhzlypVTt/fu3Zu6devi6upK9+7dOX36NAMHDqR69eq4u7vz+eefExER8VJtc3FxAdDZEZOSkkJycjINGzakTJkyuLq60q5dO0qVKoWJiQlmZmYYGBhga2uLra0tJiYm6rGtW7emffv2ODg4UKpUKZ1lP3nyhAkTJlCtWjUqVarE7NmzOXbsGCdPntSr7paWlhgZGWFiYqLWIf3Obkbz58/H19eXQYMG4eTkRLt27ejSpQtz587VSlevXj26dOmidpgVKlSIgwcP6lWX10mC5+c0b96c27dvs2jRIo4cOcKRI0eAZ2Od8uV7droy9rRmHBahr8KFC+Pj48PmzZtfmPb+/fs0atQIS0tLfvnlF44dO6b2Jr+O8VcZ2djY0Lx5c5YsWUJiYiLbt29Xh2wAGBgY8PHHH+s1dCPjBzg7hoaG6v/Tx0alD5mZPHkyM2fOZNiwYezdu5fIyEgaNWqU6TxkzCM9n/Q8XlSPe/fu0aNHDyIjI9XX6dOniYmJwcnJSa82CCFEXilfvrzWe1tbW72GD+grJSWF69ev6+wkiomJAZ4NfytfvrzWZPIqVarkWh3g1dsZHR1NhQoVtCYPent7k5aWps5zAnBzc8PIyCjb8osWLaqmzbjtZc97eoyha3xwwYIFadeuHW3btuWLL75g4cKFenfEVapU6YVp8ufPr3WtXFxcsLKyIjo6Ws/a6ycmJkbnz1B8fLw6XAW0z7NGo8HGxiZXf55flgTPGdy6dYuLFy/y/fffU69ePdzc3Lhz5466P/0Dcu3aNXXb8+sSly1bNlNPrK6eWX3HC//111/cunWLiRMn4uvrS7ly5bS+FWeU3kMMcOfOHaKjo7U+zE+fPuX48ePq+4sXL3L37l2tNM/78ssvWb16NQsXLsTJyYlatWq9VDtcXFwwMTHJ0QTD50VERBAQEMAXX3xBpUqVcHR0zPEH2sPDg3/++SfL46pWrcr58+dxdnbO9NL1C1QIId4mz3ceAHrP2clr5ubmOidcJycnZ7qj96baaWpqqnN7/vz/t1hZepD7fOfPy9Yn/e9T6dKlde6fNWsW27Zto1q1amzYsIEaNWpo/W3PSlZtyYn0TsSMXqYTUV/ZdYblJQmeMyhYsCCFCxdm4cKFxMbGsmfPHgYOHKjud3Z2xs7OjtGjRxMTE8PWrVuZOnWqVh79+vVj27ZtTJs2jZiYGBYsWMD27dszfYMMCAhg9+7dPHjwINs6lS5dGiMjI2bPnk18fDybNm3KcuzYmDFjCAsL4+zZswQFBVGkSBF1ED88+yHs168fR44c4cSJEwQFBVGjRo1M3/4ySu/1HjduHJ07d9a5Pzo6OsshDekKFCjAsGHDGDp0KMuXLycuLo4///yTn3/+OdvjMnJxcWHXrl0cOnSICxcu0KNHD72/cafz8/Pjo48+onXr1uzatYtLly6xfft2duzYAcCwYcM4dOgQffv2JTIykpiYGDZu3JjthEEhhHhXGBoaavXs5VT6qk/Pz5U5evSoOhzOyclJHaqXTp8HYDk7O3PmzJlM28+cOZPrd/5cXV05d+6c1kpKR48eJV++fHl6lzEtLY2ffvqJ0qVL4+7unmU6d3d3+vfvz7Zt2yhXrhzr168Hnq1q8SrB5dOnT7WuVWxsLElJSeq1LVy4cKa/uxlX9gL9fsZcXFx0/gw5OTnpHObxtpHgOYN8+fIRGhrKiRMnqFixIl9//TWTJ09W9xsaGrJq1Sr++usvPDw8mDRpktY6hvBsHPCPP/7ItGnTqFSpEjt27ODrr7/OtBays7MzZcqUUVeByErRokVZunQpv/32G+XLl2fixIlMmTJFZ9qJEyfSv39/PD09uX79Ops3b9bqLTU1NWXYsGF06NCBWrVqYW5uzurVq194ToKCgkhNTc00wxae9RTUq1dPr97nESNGMGjQIEaOHImbmxtt27bNshddl++//56qVavSqFEj6tSpQ7FixbS+HOhr3bp1VKtWjfbt21O+fHmGDh2qftA9PDzYt28f0dHR+Pr6UqVKFUaOHEmJEiVyXI4QQrxt7OzsOHDgAImJiVrLruqSkJCgTvpKf92/f58+ffowe/ZsNmzYQGxsLGPHjlVXQIJnY2vT0tIYNGgQ0dHR7NmzR11JIbulynr06MGuXbuYPn060dHRXLhwgR9++IHjx4/TrVu3XDsH6XU0NjamX79+XLhwgYMHDzJ8+HA+++wzbGxscrWs7Ny5c4fExEQuX77Mjh07+PTTTzl16hQzZszQGUReuXKFcePGcezYMf7++2/27t3LpUuX1HHSdnZ2XLlyhaioKG7duqX1BUYfhoaGfPvtt5w4cYLTp0/Tr18/PD09qVq1KgC1a9cmMjKS1atXEx8fz6RJk/jrr7+08ihdujQnT54kISGBW7du6Qzme/fuzYEDB5g6dSpxcXGEhoayePFievfunaP65hV5SMpz6tevn2lljYxjnGvVqpXpm/Hzq01069ZN64PerVs3nU/tSR/ykHE2rC7t27enffv22ZYJz36on/8G+LxWrVrRqlUrnftGjx6daU1kgKtXr9K0aVN1At/zPvnkE9asWUP//v2zLTtfvnx89913fPfdd5n2OTg4ZGqTtbW11rZChQqxYcOGbMvQNdv6+WMKFSrE4sWLs8yjWrVq/PHHH9mWI4R4/73Mg0vedsHBwYwcOZKVK1dSvHhxTpw4kWXakSNHZtq2adMmunXrRnJyMqNGjeLmzZu4urqyYsUK9cEeFhYWrFixgqFDh1K3bl3c3NwYNGgQPXv2zPahWt7e3qxatYqpU6cyf/588uXLh5ubG+vWrct2eOHLMDU1ZfXq1Xz//fc0atQIExMTmjVrRnBwcK6W8yKffvqpWp9SpUpRq1YtpkyZovWQlIxMTEyIiYlh9erV3LlzB1tbWzp37kynTp0AaNasGVu3bqVVq1YkJSUxa9asLJekzSr/vn370rNnT65fv0716tWZMWOGur9u3boMHDiQMWPG8OjRI9q3b0+bNm20Fh7o3bs3ffv2xdfXl4cPH+ocUuLh4cGiRYsICQlh2rRp2NraMnTo0BzVNS9pFH3WGRM5MmXKFBo0aICZmRnbt29n0KBBzJs3L9OybNHR0fzxxx+vPCQgfamgO3fuaD1RKaOlS5cyYMCAF/Y0ZJSUlERUVBQNGjRg06ZNNGjQQGe6GzdusGjRIp1B8YcoOTkZKysrkpKSZOUNId4B8fHxWFhY5HU13mtr166lf//+xMbG6j2BXIjXJSUlRecXFH3/fkvP82tw9OhRQkJC1Isza9YsnY/WdHV1JTExEXNz8yzzen4t5zcpICCAo0eP0rNnzywDZ3i2KkdgYGC27Th//nyWkx+EEEK8X1avXo29vT3Fixfn3LlzjB07lk8++UQCZ/FekJ7nPPbw4UOtp/c8T9dwj7fR06dPtR5R/jwHBwet2cnvM+l5FuLdIj3PuW/27NksXbqUGzduYGtrS5MmTRg+fHiurPggxKt61Z5nCZ6FyGUSPAvxbpHgWYgPy6sGz7LahhBCCCGEEHqS4FkIIYQQQgg9SfAshBBCCCGEniR4Fq+VRqN54drML6NOnToMGDBA7/SXL19Go9Ho9ZQrIYQQQoisSPAshBBCCCGEniR4FkJPjx8/zusqCCGEECKPSfAs9LJ27Vrc3d0xMTGhcOHC1K9fn/v37wOwePFiKlSogLGxMcWLF8/0xMSbN2/SsmVLTE1NcXFxYdOmTVr7z549S5MmTTA3N8fW1pbAwEBu3ryp7r9//z4dO3bE3Nyc4sWLM3Xq1Ez10zU8xNramqVLl2bZpheVW6dOHfr27cuAAQMoUqQIjRo10pnPo0ePSE5O1noJIYR4eREREdjY2JCUlJQr+SUkJGBjY0NUVNRbldfzPD09WbBggfrexsaGbdu25Xo5usoS+pPgWbzQtWvXaN++PV26dOHChQuEh4fTqlUrFEVh/vz59OnTh+7duxMVFcWmTZsyPdglODiYNm3acObMGZo2bcrnn3/O7du3Abh79y5169alSpUqHD9+nB07dpCYmEibNm3U44cMGcK+ffvYuHEjf/zxB+Hh4Zw8efKV2qRPuQDLli3DyMiIiIgIfvzxR515TZgwASsrK/VlZ2f3SnUTQrwdYpMM39jrZSUmJjJ8+HC8vLwoVaoUlStX5osvvmD//v165xEaGvrWPZCrWrVqREVFvdG18lu0aIGNjQ02NjaUKlUKDw8PvvjiC7Zs2aKVrmTJkkRFReHm5vbCPHMaaO/cuZPAwMCXqn9Wsrq+r6OsD8WH8cg38UquXbvG06dPadWqFfb29gC4u7sDMG7cOAYNGkT//v3V9NWqVdM6PigoiPbt2wPwww8/MGvWLI4ePUrjxo2ZM2cOVapU4YcfflDTL168GDs7O6KjoylRogQ///wzK1eupF69esCzgLZUqVKv1KYXlevq6gqAi4sLISEh2eY1fPhwBg4cqL5PTk6WAFoI8dolJCTQrFkzrKysGDVqFOXLl+fJkyfs3buXb775hkOHDuV1FV/KkydPMDIywtbW9o2XHRgYyNChQ0lNTeV///sf27Zto0ePHrRr106962lgYJDrdXv8+DFGRkYUKVIkV/PNzpss630jPc/ihSpVqkS9evVwd3fns88+Y9GiRdy5c4cbN27wv//9Tw1qs+Lh4aH+38zMDEtLS27cuAHA6dOn2bt3L+bm5uqrXLlyAMTFxREXF8fjx4+pXr26mkehQoUoW7bsK7XpReWm8/T0fGFexsbGWFpaar2EEOJ1GzZsGBqNhh07dtC8eXOcnJwoV64cvXr1Yvv27Wq6+fPn4+fnh4ODA5UrV2bo0KHcu3cPeDY84quvviI5OVntdU3vMHj06BGjRo3Cw8MDBwcHGjduTEREhFYdVqxYQeXKlbG3t6dTp07Mnz8/Uy/nkiVLqFatGiVLlsTHx4c1a9Zo7bexsWHJkiUEBgbi4ODA9OnTdQ7bOHLkCC1atMDe3h4XFxfatGnD3bt3AdizZw/NmjXD2dmZsmXL8vnnn3Pp0qUcn1MTExNsbW0pUaIEXl5ejBw5kilTprBixQr27dsHZO5Nvnv3Lj179sTNzY3SpUtTvXp1Vq1aBYCXlxcA9erVw8bGhhYtWgDQr18/OnbsyPTp03F3d6dmzZqA7qEUiYmJtGvXjtKlS+Pl5cXmzZvVfbrOU1RUFDY2NiQkJGR7fZ8v659//qFjx444ODjg6OjIl19+qf6tBggJCcHf3581a9bg6emJk5MT3bt3V3+WPiQSPIsXMjAwYNeuXWzfvp3y5csze/ZsypYtS2Jiol7HGxpq35LUaDSkpaUBcO/ePZo3b05kZKTWKyYmho8++kjvOmo0Gp5/0vyTJ0+yTK9vuWZmZnrXQQgh3pQ7d+6wZ88eunTpovP3lJWVlfr/fPnyMX78ePbv38/s2bM5ePAgY8aMAZ7dKRw3bhwWFhZERUURFRVF7969gWd31Y4fP87ChQvZu3cvzZs3p127dsTHxwPPgtkhQ4bQrVs39uzZg5+fHzNmzNCqx9atW/n+++/p1asX+/fvp2PHjvTv35+DBw9qpZs8eTJNmzYlPDycDh06ZGpPVFQUn376Ka6urmzdupXNmzfTqFEjUlNTgWdzY3r27Mkff/zB2rVryZcvH0FBQerfmlfRtm1brK2t2bp1q879EydOJDo6mlWrVnHw4EFCQkIoVKgQ8GxoBDybNxQVFcWSJUvU4w4cOEBsbCy//fYbK1euzLL8SZMm0axZM/bu3cunn35K9+7diY6O1qvu2V3fjNLS0ujYsSN37txh48aN/Pbbb1y5coXu3btrpbt8+TLbt29n5cqV/PLLLxw6dIhZs2bpVZf3iQzbEHrRaDTUqlWLWrVqMXLkSOzt7dm1axcODg6EhYXh7+//UvlWrVqVdevW4eDgQP78mX8cnZycMDQ05MiRI5QuXRp49kcjOjoaPz8/NV3RokW5du2a+j4mJoYHDx68dLlCCPE2u3TpEoqi6DVWuUePHur/S5cuzfDhwxkyZAghISEYGRlhaWmJRqPRGorwzz//sGrVKk6dOkWxYsUA6NOnD3v27GHVqlV89913/Pzzz9SrV48+ffoAz35fHzt2jF27dqn5zJs3j3bt2tGlSxcAevXqxYkTJ5g3bx61a9dW07Vu3Vod3gdw5coVrTbMnTuXSpUqaQ2jS79bCNC8eXOt9DNmzMDNzY2LFy/qNTY5O/ny5cPJyYm///5b5/6rV6/i7u5O5cqVAdS/VQCFCxcGoGDBgpmGepiamjJ9+nSMjIyyLb958+Z88cUXAHzzzTfs27ePn3766YVDCoEsr+/z9u/fz4ULFzh+/DglS5YEng1v9PX15dSpU1SpUgUARVGYPXs25ubmAHz22WccOHDghfV430jPs3ihI0eO8MMPP3D8+HESEhJYv349//77L25ubowePZqpU6cya9YsYmJiOHnyJLNnz9Y77z59+nD79m3at2/PsWPHiIuLY+fOnXTu3JnU1FTMzc3p2rUrQ4YMYc+ePZw9e5agoCDy5dP+0a1bty5z5szh1KlTHD9+nJ49e2bq8c5JuUII8TZ7/k5bdvbt20fr1q3x8PCgTJky6u+/7DoYLly4QGpqKjVq1MDBwUF9HT58mMuXLwMQGxurBlXpqlatqvU+JiYm0zwYb2/vTD2nlSpVyrYNZ8+exdfXN8v98fHx9OjRAy8vLxwdHdUhd1evXs02X30pioJGo9G5LygoiA0bNuDv709wcDBHjx7VK083N7cXBs7wf0M/Mr6PiYnRqwx9xcTEULJkSTVwBihbtixWVlZa18rOzk4NnAFsbW35999/c7Uu7wLpchMvZGlpyf79+5kxYwbJycnY29szdepUmjRpAsB///3H9OnTGTx4MEWKFOHTTz/VO+8SJUoQERHBsGHDaNiwIY8ePcLe3p7GjRurAfLkyZPVYRYWFhYMGjQo0/JFU6dOpXPnzvj6+lKiRAlmzpzJiRMnXqlcIYR4Wzk6OqLRaIiNjc02XUJCAl988QVBQUEMHz6cggULcuTIEQYMGJDt0Lb79+9jYGDA7t27M/1OfB3D2UxNTbPdX6BAgWz3f/HFF5QqVYpp06ZRrFgx0tLS+Oijj3Jlff7U1FTi4+PVnuXn1atXjxMnTrB792727dvHp59+SufOnQkODs423xe1WR/p1ybjl6mnT5++cr5Zef5Ora4hkx8CCZ7FC7m5ubFjx44s9/fo0UPrtmBGuj5U6RM80rm4uLB+/fos8zc3N2fFihWsWLFC3TZkyBCtNCVKlFDHlukqx8HBIVNdXlRueHh4lvuEECIvFSxYEH9/fxYvXsyXX36ZKaBNSkrCysqK06dPk5aWRnBwsBpobdy4USutoaFhpjtu7u7upKamcvPmTWrUqKGzDs7OzkRGRmptO3XqlNZ7FxcXjh07Rrt27dRtR48ezfGk7/Lly3PgwAGGDRuWad/t27eJjY1l2rRpal3//PPPHOWfndWrV3P37l2aNWuWZZoiRYrQrl072rVrx7JlywgODiY4OFjtWX6VsdcnTpygbdu26vvjx4+rK16lDwtJTEzE2toaeNZLn5Gu6/s8FxcXrl69ytWrV9Xe54sXL5KUlPTKE/TfR9LFJoQQQryDJk6cSGpqKo0bN2bz5s3Ex8cTHR3NokWLaNq0KQBlypThyZMn/PTTT1y+fJk1a9awbNkyrXzs7Oy4f/8++/fv59atWzx48AAnJydat25N37592bJlC1euXOHkyZPMnDlTHdPctWtXdu/ezfz584mPj2fZsmXs2bNHa3hDnz59CA0NZcmSJcTHxzN//ny2bt2qc9Jadvr3709kZCRDhw7l3LlzxMTEsGTJEm7duoW1tTWFChVi+fLlxMfHc+DAAUaNGvVS5/Thw4ckJibyv//9j+PHjzNmzBiGDBlCUFCQ1hjtjCZOnMj27duJj4/nr7/+YteuXepyp0WKFMHExIQ9e/Zw48aNl3qI1ubNm/n111+Ji4tj0qRJnDp1iq5duwLPrm/JkiWZPHky8fHx7Nq1i/nz52sdr+v6Ps/Pzw83Nzd69erFmTNnOHnyJH379qVmzZpZ9rh/yCR4FkIIIXRwtnryxl4vI33Cdq1atRg9ejQfffSROoErfTJZxYoVGTNmDLNnz8bPz49169bx3XffaeXj7e1Np06d6N69O25ubsyZMweAWbNm8dlnnzF69Ghq1qxJp06dOHXqlNozWb16dSZPnsyPP/6Iv78/e/bsoUePHhgbG6t5N23alHHjxjFv3jx8fX1Zvnw5M2fOpFatWjlqq5OTE2vWrOHcuXM0btyYpk2bsmPHDvLnz0++fPlYsGABZ86cwc/PjxEjRrx08LxixQrc3d3x9vamc+fOREdHs3Dhwmwn5xkZGTF+/Hj8/f0JCAhQ6wPPhjmMHz+e5cuX4+HhQceOHXNcpyFDhvD7779Tp04dfvvtNxYsWKD2BhsaGvLjjz8SExNDnTp1mD17NsOHD9c6Pqvrm5FGo2H58uVYW1vzySef8Omnn2Jvb8/ChQtzXN8PgUb5EAerCPEaJScnY2VlRVJSkqz5LMQ7ID4+HgsLi7yuxnth4MCBxMTEaK1FLMTbJiUlBUdHx0zb9f37LWOehRBCCPFS5s6di5+fH6ampuzZs4fVq1czadKkvK6WEK+VBM9CCCGEeCmnTp1i7ty53Lt3D3t7e8aPH6+uSSzE+0qCZyGEEEK8lJ9++imvqyDEGycTBoUQQgghhNCTBM9CCCE+aFk9OU4I8X561c+8BM9CCCE+aBqN5pUeYiGEeHekpaVJ8CyEEEK8CltbW1JSUiSAFuI9l5aWRkpKCra2tq+Uj0wYFEII8UEzMTGhZMmSJCYmoigK8vgDId4/Go0GjUZDyZIlMTExeaW8JHgWQgjxwTMxMcHBwSGvqyGEeAfIsA0hhBBCCCH0JMGzEEIIIYQQepLgWQghhBBCCD1J8CyEEEIIIYSeZMKgELksfaZ+cnJyHtdECCGEEPpK/7v9ohV3JHgWIpfdunULADs7uzyuiRBCCCFyKiUlBSsrqyz3S/AsRC4rVKgQAAkJCdl++N43ycnJ2NnZ8ffff2NpaZnX1XmjpO3Sdmn7h+FDbTd8GG1XFIWUlBRKlCiRbToJnoXIZfnyPZtKYGVl9d7+gsmOpaXlB9lukLZL2z88H2rbP9R2w/vfdn06vWTCoBBCCCGEEHqS4FkIIYQQQgg9SfAsRC4zNjZm1KhRGBsb53VV3qgPtd0gbZe2S9s/FB9qu+HDbvvzNMqL1uMQQgghhBBCANLzLIQQQgghhN4keBZCCCGEEEJPEjwLIYQQQgihJwmehRBCCCGE0JMEz0K8wNy5c3FwcKBAgQJUr16do0ePZpv+t99+o1y5chQoUAB3d3e2bdumtV9RFEaOHEnx4sUxMTGhfv36xMTEvM4mvLTcbntQUBAajUbr1bhx49fZhJeWk7afO3eO1q1b4+DggEajYcaMGa+cZ17J7XaPHj060zUvV67ca2zBy8tJ2xctWoSvry8FCxakYMGC1K9fP1P69/Wzrk/b39fP+vr16/Hy8sLa2hozMzMqV67MihUrtNK8r9ddn7a/S9f9lShCiCyFhoYqRkZGyuLFi5Vz584p3bp1U6ytrZXExESd6SMiIhQDAwMlJCREOX/+vPL9998rhoaGSlRUlJpm4sSJipWVlbJhwwbl9OnTyieffKKUKVNGefjw4Ztqll5eR9s7deqkNG7cWLl27Zr6un379ptqkt5y2vajR48qgwcPVlatWqUUK1ZMmT59+ivnmRdeR7tHjRqlVKhQQeua//vvv6+5JTmX07Z36NBBmTt3rnLq1CnlwoULSlBQkGJlZaX8888/apr39bOuT9vf18/63r17lfXr1yvnz59XYmNjlRkzZigGBgbKjh071DTv63XXp+3vynV/VRI8C5ENb29vpU+fPur71NRUpUSJEsqECRN0pm/Tpo3y8ccfa22rXr260qNHD0VRFCUtLU0pVqyYMnnyZHX/3bt3FWNjY2XVqlWvoQUvL7fbrijPfrEGBAS8lvrmppy2PSN7e3udQeSr5PmmvI52jxo1SqlUqVIu1vL1eNXr8/TpU8XCwkJZtmyZoijv92f9ec+3XVE+jM96uipVqijff/+9oigf1nVXFO22K8q7c91flQzbECILjx8/5sSJE9SvX1/dli9fPurXr8/hw4d1HnP48GGt9ACNGjVS01+6dInr169rpbGysqJ69epZ5pkXXkfb04WHh2NjY0PZsmXp1asXt27dyv0GvIKXaXte5JnbXmcdY2JiKFGiBI6Ojnz++eckJCS8anVzVW60/cGDBzx58oRChQoB7/dn/XnPtz3d+/5ZVxSFsLAwLl68yEcffQR8ONddV9vTve3XPTdI8CxEFm7evElqaiq2trZa221tbbl+/brOY65fv55t+vR/c5JnXngdbQdo3Lgxy5cvJywsjEmTJrFv3z6aNGlCampq7jfiJb1M2/Miz9z2uupYvXp1li5dyo4dO5g/fz6XLl3C19eXlJSUV61yrsmNtg8bNowSJUqowcj7/Fl/3vNth/f7s56UlIS5uTlGRkZ8/PHHzJ49mwYNGgDv/3XPru3wblz33JA/rysghPhwtGvXTv2/u7s7Hh4eODk5ER4eTr169fKwZuJ1adKkifp/Dw8Pqlevjr29PWvWrKFr1655WLPcM3HiREJDQwkPD6dAgQJ5XZ03Kqu2v8+fdQsLCyIjI7l37x5hYWEMHDgQR0dH6tSpk9dVe+1e1Pb3+bpnJD3PQmShSJEiGBgYkJiYqLU9MTGRYsWK6TymWLFi2aZP/zcneeaF19F2XRwdHSlSpAixsbGvXulc8jJtz4s8c9ubqqO1tTWurq7vzTWfMmUKEydO5I8//sDDw0Pd/j5/1tNl1XZd3qfPer58+XB2dqZy5coMGjSITz/9lAkTJgDv/3XPru26vI3XPTdI8CxEFoyMjPD09CQsLEzdlpaWRlhYGD4+PjqP8fHx0UoPsGvXLjV9mTJlKFasmFaa5ORkjhw5kmWeeeF1tF2Xf/75h1u3blG8ePHcqXgueJm250Weue1N1fHevXvExcW9F9c8JCSEsWPHsmPHDry8vLT2vc+fdci+7bq8z5/1tLQ0Hj16BLz/1/15Gduuy9t43XNFXs9YFOJtFhoaqhgbGytLly5Vzp8/r3Tv3l2xtrZWrl+/riiKogQGBirffPONmj4iIkLJnz+/MmXKFOXChQvKqFGjdC5VZ21trWzcuFE5c+aMEhAQ8NYuY5SbbU9JSVEGDx6sHD58WLl06ZKye/dupWrVqoqLi4vy33//5Ukbs5LTtj969Eg5deqUcurUKaV48eLK4MGDlVOnTikxMTF65/k2eB3tHjRokBIeHq5cunRJiYiIUOrXr68UKVJEuXHjxhtvX3Zy2vaJEycqRkZGytq1a7WW5UpJSdFK8z5+1l/U9vf5s/7DDz8of/zxhxIXF6ecP39emTJlipI/f35l0aJFapr39bq/qO3v0nV/VRI8C/ECs2fPVkqXLq0YGRkp3t7eyp9//qnu8/PzUzp16qSVfs2aNYqrq6tiZGSkVKhQQdm6davW/rS0NGXEiBGKra2tYmxsrNSrV0+5ePHim2hKjuVm2x88eKA0bNhQKVq0qGJoaKjY29sr3bp1e6uCx4xy0vZLly4pQKaXn5+f3nm+LXK73W3btlWKFy+uGBkZKSVLllTatm2rxMbGvsEW6S8nbbe3t9fZ9lGjRqlp3tfP+ova/j5/1r/77jvF2dlZKVCggFKwYEHFx8dHCQ0N1crvfb3uL2r7u3bdX4VGURTlzfZ1CyGEEEII8W6SMc9CCCGEEELoSYJnIYQQQggh9CTBsxBCCCGEEHqS4FkIIYQQQgg9SfAshBBCCCGEniR4FkIIIYQQQk8SPAshhBBCCKEnCZ6FEEIIIYTQkwTPQgghxBukKArdu3enUKFCaDQaIiMj87pKQogckOBZCCFEtoKCgmjRokVeVyNLly9ffqeC0B07drB06VK2bNnCtWvXqFixYq7lnd25qFOnDgMGDMi0fcKECRgYGDB58uRM+5YuXYpGo0Gj0ZAvXz6KFy9O27ZtSUhIyLU6C/GukeBZCCHEO+vx48d5XYUci4uLo3jx4tSsWZNixYqRP3/+HOehKApPnz7NlfosXryYoUOHsnjxYp37LS0tuXbtGlevXmXdunVcvHiRzz77LFfKFuJdJMGzEEKIHKlTpw79+vVjwIABFCxYEFtbWxYtWsT9+/fp3LkzFhYWODs7s337dvWY8PBwNBoNW7duxcPDgwIFClCjRg3Onj2rlfe6deuoUKECxsbGODg4MHXqVK39Dg4OjB07lo4dO2JpaUn37t0pU6YMAFWqVEGj0VCnTh0Ajh07RoMGDShSpAhWVlb4+flx8uRJrfw0Gg0//fQTLVu2xNTUFBcXFzZt2qSV5ty5czRr1gxLS0ssLCzw9fUlLi5O3f/TTz/h5uZGgQIFKFeuHPPmzcvy3AUFBdGvXz8SEhLQaDQ4ODgA8OjRI7766itsbGwoUKAAtWvX5tixY5nO3/bt2/H09MTY2JiDBw++4Eq92L59+3j48CFjxowhOTmZQ4cOZUqj0WgoVqyYGvB37dqVo0ePkpyc/MrlC/EukuBZCCFEji1btowiRYpw9OhR+vXrR69evfjss8+oWbMmJ0+epGHDhgQGBvLgwQOt44YMGcLUqVM5duwYRYsWpXnz5jx58gSAEydO0KZNG9q1a0dUVBSjR49mxIgRLF26VCuPKVOmUKlSJU6dOsWIESM4evQoALt37+batWusX78egJSUFDp16sTBgwf5888/cXFxoWnTpqSkpGjlFxwcTJs2bThz5gxNmzbl888/5/bt2wBcvXqVjz76CGNjY/bs2cOJEyfo0qWL2uv7yy+/MHLkSMaPH8+FCxf44YcfGDFiBMuWLdN53mbOnMmYMWMoVaoU165dUwPkoUOHsm7dOpYtW8bJkydxdnamUaNGaj3SffPNN0ycOJELFy7g4eGR08uWyc8//0z79u0xNDSkffv2/Pzzz9mmv3HjBr///jsGBgYYGBi8cvlCvJMUIYQQIhudOnVSAgIC1Pd+fn5K7dq11fdPnz5VzMzMlMDAQHXbtWvXFEA5fPiwoiiKsnfvXgVQQkND1TS3bt1STExMlNWrVyuKoigdOnRQGjRooFX2kCFDlPLly6vv7e3tlRYtWmiluXTpkgIop06dyrYdqampioWFhbJ582Z1G6B8//336vt79+4pgLJ9+3ZFURRl+PDhSpkyZZTHjx/rzNPJyUn59ddftbaNHTtW8fHxybIe06dPV+zt7bXKNDQ0VH755Rd12+PHj5USJUooISEhiqL83/nbsGFDtm3M7lz4+fkp/fv3V98nJSUpJiYmSmRkpKIoinLq1CnF3NxcSUlJUdMsWbJEARQzMzPF1NRUARRA+eqrr7KthxDvM+l5FkIIkWMZez0NDAwoXLgw7u7u6jZbW1vgWU9lRj4+Pur/CxUqRNmyZblw4QIAFy5coFatWlrpa9WqRUxMDKmpqeo2Ly8vveqYmJhIt27dcHFxwcrKCktLS+7du5dpslvGtpiZmWFpaanWOzIyEl9fXwwNDTPlf//+feLi4ujatSvm5ubqa9y4cVrDOl4kLi6OJ0+eaLXd0NAQb29v9dzktO36WLVqFU5OTlSqVAmAypUrY29vz+rVq7XSWVhYEBkZyfHjx5k6dSpVq1Zl/PjxuVYPId41OZ+lIIQQ4oP3fDCp0Wi0tmk0GgDS0tJyvWwzMzO90nXq1Ilbt24xc+ZM7O3tMTY2xsfHJ9MkQ11tSa+3iYlJlvnfu3cPgEWLFlG9enWtfa9rSMOL2m5paQlAUlJSpn13797FyspKff/zzz9z7tw5rQmLaWlpLF68mK5du6rb8uXLh7OzMwBubm7ExcXRq1cvVqxY8UptEeJdJT3PQggh3pg///xT/f+dO3eIjo7Gzc0NeBaYRUREaKWPiIjA1dU122DUyMgIQKt3Ov3Yr776iqZNm6qTEG/evJmj+np4eHDgwAF1XHZGtra2lChRgvj4eJydnbVe6ZMY9eHk5ISRkZFW2588ecKxY8coX758jupbqFAhihQpwokTJ7S2JycnExsbi6urKwBRUVEcP36c8PBwIiMj1Vd4eDiHDx/mr7/+yrKMb775htWrV2eafCnEh0J6noUQQrwxY8aMoXDhwtja2vLdd99RpEgRdQ3pQYMGUa1aNcaOHUvbtm05fPgwc+bMyXb1CgAbGxtMTEzYsWMHpUqVokCBAlhZWeHi4sKKFSvw8vIiOTmZIUOGZNuTrEvfvn2ZPXs27dq1Y/jw4VhZWfHnn3/i7e1N2bJlCQ4O5quvvsLKyorGjRvz6NEjjh8/zp07dxg4cKBeZZiZmdGrVy+GDBlCoUKFKF26NCEhITx48ECrB1hfAwcO5IcffsDW1pYaNWpw69Ytxo4dS9GiRWnVqhXwrNfZ29ubjz76KNPx1apV4+eff9a57jOAnZ0dLVu2ZOTIkWzZsiXH9RPiXSc9z0IIId6YiRMn0r9/fzw9Pbl+/TqbN29We46rVq3KmjVrCA0NpWLFiowcOZIxY8YQFBSUbZ758+dn1qxZLFiwgBIlShAQEAA8CxDv3LlD1apVCQwMVJeCy4nChQuzZ88e7t27h5+fH56enixatEgd6vHll1/y008/sWTJEtzd3fHz82Pp0qU56nlOPy+tW7cmMDCQqlWrEhsby86dOylYsGCO8oFnK3eMGjWKSZMm4eHhQevWrTEzM2Pv3r2YmJjw+PFjVq5cSevWrXUe37p1a5YvX66ztz3d119/zdatW9WVToT4kGgURVHyuhJCCCHeb+Hh4fj7+3Pnzh2sra3zujpCCPHSpOdZCCGEEEIIPUnwLIQQQgghhJ5k2IYQQgghhBB6kp5nIYQQQggh9CTBsxBCCCGEEHqS4FkIIYQQQgg9SfAshBBCCCGEniR4FkIIIYQQQk8SPAshhBBCCKEnCZ6FEEIIIYTQkwTPQgghhBBC6On/ARCrK1G588tCAAAAAElFTkSuQmCC\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(plt.style.available)\n",
"plt.style.use('default')\n",
"\n",
"# print(plt.rcParams.keys())\n",
"\n",
"tex_fonts = {\n",
" # Use LaTeX to write all text\n",
" \"text.usetex\": True,\n",
" \"font.family\": \"serif\",\n",
" # Use 10pt font in plots, to match 10pt font in document\n",
" \"axes.labelsize\": 10,\n",
" \"font.size\": 10,\n",
" # Make the legend/label fonts a little smaller\n",
" \"legend.fontsize\": 8,\n",
" \"xtick.labelsize\": 8,\n",
" \"ytick.labelsize\": 8\n",
"}\n",
"# plt.rcParams.update(tex_fonts)\n",
"\n",
"Path('figures').mkdir(exist_ok=True)\n",
"\n",
"ax = optuna.visualization.matplotlib.plot_param_importances(study, params=[x for x in best_params if x not in ['sampler', '']], target_name='UAR') # [best_params[-2], best_params[17]])\n",
"ax.set_title(\"\")\n",
"\n",
"labels = [item.get_text() if item.get_text() != 'target_mel_length_in_seconds' else 'mel_length_in_s' for item in ax.get_yticklabels()]\n",
"labels = [item if item != 'random_apply_chance' else 'aug_apply_chance' for item in labels]\n",
"labels = [item if item != 'lr' else 'learning_rate' for item in labels]\n",
"\n",
"labels = [item.replace('_', '\\_') for item in labels]\n",
"\n",
"ax.set_yticklabels(labels)\n",
"\n",
"plt.savefig('figures/parameter_importance_vit.png')\n",
"plt.show()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% Seaborn Settings\n"
}
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}