{
"cells": [
{
"cell_type": "markdown",
"id": "a179cd16ae91dee3",
"metadata": {},
"source": [
"# Anomaly Detection\n",
"\n",
"This notebook shows some basic usage of CapyMOA for Anomaly Detection tasks.\n",
"\n",
"Algorithms: `HalfSpaceTrees`, `Autoencoder` and `Online Isolation Forest`\n",
"\n",
"---\n",
"\n",
"*More information about CapyMOA can be found in* https://www.capymoa.org\n",
"\n",
"**last update on 29/07/2024**"
]
},
{
"cell_type": "markdown",
"id": "c190066b9765a7e7",
"metadata": {},
"source": [
"## 1. Unsupervised Anomaly Detection for data streams\n",
"\n",
"* Recent research has been focused on unsupervised anomaly detection for data streams, as it is often difficult to obtain labeled data for training.\n",
"* Instead of using evaluation functions, we first use a basic **test-then-train loop** from scratch to evaluate the model's performance.\n",
"* Please notice that lower scores indicate higher anomaly likelihood."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8f7fd1e84afbb8a9",
"metadata": {
"ExecuteTime": {
"end_time": "2024-05-24T02:31:53.712036Z",
"start_time": "2024-05-24T02:31:51.410148Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUC: 0.54\n"
]
}
],
"source": [
"from capymoa.datasets import ElectricityTiny\n",
"from capymoa.anomaly import HalfSpaceTrees\n",
"from capymoa.evaluation import AnomalyDetectionEvaluator\n",
"stream = ElectricityTiny()\n",
"schema = stream.get_schema()\n",
"learner = HalfSpaceTrees(schema)\n",
"evaluator = AnomalyDetectionEvaluator(schema)\n",
"while stream.has_more_instances():\n",
" instance = stream.next_instance()\n",
" score = learner.score_instance(instance)\n",
" evaluator.update(instance.y_index, score)\n",
" learner.train(instance)\n",
" \n",
"auc = evaluator.auc()\n",
"print(f\"AUC: {auc:.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "3fd96042",
"metadata": {},
"source": [
"## 2. High-level evaluation functions\n",
"\n",
"* CapyMOA provides `prequential_evaluation_anomaly` as a high level function to assess Anomaly Detectors\n"
]
},
{
"cell_type": "markdown",
"id": "5a905343",
"metadata": {},
"source": [
"### 2.1 ```prequential_evaluation_anomaly```\n",
"In this example, we use the ```prequential_evaluation_anomaly``` function with ```plot_windowed_results``` to plot AUC for HalfSpaceTrees on Electricity"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "06b462e8",
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-21T08:14:35.682090Z",
"start_time": "2024-06-21T08:14:31.299270Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUC: 0.42903916235645884\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" instances | \n",
" auc | \n",
" s_auc | \n",
" Accuracy | \n",
" Kappa | \n",
" Periodical holdout AUC | \n",
" Pos/Neg ratio | \n",
" G-Mean | \n",
" Recall | \n",
" KappaM | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 4500.0 | \n",
" 0.424887 | \n",
" 0.101194 | \n",
" 0.499333 | \n",
" -0.057376 | \n",
" 0.000000 | \n",
" 1.542373 | \n",
" 0.453178 | \n",
" 0.601832 | \n",
" -0.275764 | \n",
"
\n",
" \n",
" 1 | \n",
" 9000.0 | \n",
" 0.487969 | \n",
" 0.121366 | \n",
" 0.506222 | \n",
" -0.006369 | \n",
" 0.424887 | \n",
" 1.176015 | \n",
" 0.483169 | \n",
" 0.612664 | \n",
" -0.159103 | \n",
"
\n",
" \n",
" 2 | \n",
" 13500.0 | \n",
" 0.468598 | \n",
" 0.124515 | \n",
" 0.497333 | \n",
" -0.015334 | \n",
" 0.487969 | \n",
" 1.085264 | \n",
" 0.477359 | \n",
" 0.613151 | \n",
" -0.133267 | \n",
"
\n",
" \n",
" 3 | \n",
" 18000.0 | \n",
" 0.411306 | \n",
" 0.105785 | \n",
" 0.483556 | \n",
" -0.072973 | \n",
" 0.468598 | \n",
" 1.384738 | \n",
" 0.447720 | \n",
" 0.585534 | \n",
" -0.180444 | \n",
"
\n",
" \n",
" 4 | \n",
" 22500.0 | \n",
" 0.398220 | \n",
" 0.092782 | \n",
" 0.486000 | \n",
" -0.099953 | \n",
" 0.411306 | \n",
" 1.552467 | \n",
" 0.421006 | \n",
" 0.612715 | \n",
" -0.199938 | \n",
"
\n",
" \n",
" 5 | \n",
" 27000.0 | \n",
" 0.356802 | \n",
" 0.081525 | \n",
" 0.474444 | \n",
" -0.119603 | \n",
" 0.398220 | \n",
" 1.406417 | \n",
" 0.398894 | \n",
" 0.633080 | \n",
" -0.233055 | \n",
"
\n",
" \n",
" 6 | \n",
" 31500.0 | \n",
" 0.430827 | \n",
" 0.104884 | \n",
" 0.541556 | \n",
" 0.007289 | \n",
" 0.356802 | \n",
" 1.567028 | \n",
" 0.473213 | \n",
" 0.675646 | \n",
" -0.088983 | \n",
"
\n",
" \n",
" 7 | \n",
" 36000.0 | \n",
" 0.402884 | \n",
" 0.095072 | \n",
" 0.518000 | \n",
" -0.029875 | \n",
" 0.430827 | \n",
" 1.501390 | \n",
" 0.457435 | \n",
" 0.647908 | \n",
" -0.152191 | \n",
"
\n",
" \n",
" 8 | \n",
" 40500.0 | \n",
" 0.442440 | \n",
" 0.100413 | \n",
" 0.529333 | \n",
" 0.008480 | \n",
" 0.402884 | \n",
" 1.306509 | \n",
" 0.466961 | \n",
" 0.693998 | \n",
" -0.120569 | \n",
"
\n",
" \n",
" 9 | \n",
" 45000.0 | \n",
" 0.428407 | \n",
" 0.100096 | \n",
" 0.479778 | \n",
" -0.069896 | \n",
" 0.442440 | \n",
" 1.190847 | \n",
" 0.437049 | \n",
" 0.626738 | \n",
" -0.217052 | \n",
"
\n",
" \n",
" 10 | \n",
" 45312.0 | \n",
" 0.415528 | \n",
" 0.093746 | \n",
" 0.467333 | \n",
" -0.098952 | \n",
" 0.428407 | \n",
" 1.212389 | \n",
" 0.420767 | \n",
" 0.615572 | \n",
" -0.244198 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" instances auc s_auc Accuracy Kappa Periodical holdout AUC \\\n",
"0 4500.0 0.424887 0.101194 0.499333 -0.057376 0.000000 \n",
"1 9000.0 0.487969 0.121366 0.506222 -0.006369 0.424887 \n",
"2 13500.0 0.468598 0.124515 0.497333 -0.015334 0.487969 \n",
"3 18000.0 0.411306 0.105785 0.483556 -0.072973 0.468598 \n",
"4 22500.0 0.398220 0.092782 0.486000 -0.099953 0.411306 \n",
"5 27000.0 0.356802 0.081525 0.474444 -0.119603 0.398220 \n",
"6 31500.0 0.430827 0.104884 0.541556 0.007289 0.356802 \n",
"7 36000.0 0.402884 0.095072 0.518000 -0.029875 0.430827 \n",
"8 40500.0 0.442440 0.100413 0.529333 0.008480 0.402884 \n",
"9 45000.0 0.428407 0.100096 0.479778 -0.069896 0.442440 \n",
"10 45312.0 0.415528 0.093746 0.467333 -0.098952 0.428407 \n",
"\n",
" Pos/Neg ratio G-Mean Recall KappaM \n",
"0 1.542373 0.453178 0.601832 -0.275764 \n",
"1 1.176015 0.483169 0.612664 -0.159103 \n",
"2 1.085264 0.477359 0.613151 -0.133267 \n",
"3 1.384738 0.447720 0.585534 -0.180444 \n",
"4 1.552467 0.421006 0.612715 -0.199938 \n",
"5 1.406417 0.398894 0.633080 -0.233055 \n",
"6 1.567028 0.473213 0.675646 -0.088983 \n",
"7 1.501390 0.457435 0.647908 -0.152191 \n",
"8 1.306509 0.466961 0.693998 -0.120569 \n",
"9 1.190847 0.437049 0.626738 -0.217052 \n",
"10 1.212389 0.420767 0.615572 -0.244198 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA/IAAAHWCAYAAADUwLIxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACaMUlEQVR4nOzdd3gU9drG8e9sekJCIIGEFAg9FKmhd2lWxIIgCIiF14INC6LnqNgQC2JBUI6ICgqoWFEQgvReAgiEHpJQEgKkkJ7dff8I5MihSCDJZLP357pyxczO7t6Lw5JnfzPPY9jtdjsiIiIiIiIi4hAsZgcQERERERERkcunQl5ERERERETEgaiQFxEREREREXEgKuRFREREREREHIgKeREREREREREHokJeRERERERExIGokBcRERERERFxICrkRURERERERByICnkRERERERERB6JCXkRERERERMSBqJAXERERERERcSAq5EVEREREREQciAp5EREREREREQeiQl5EREQu6NChQzz88MM0bNgQLy8vAgICGDBgAHFxcefs9/LLL2MYxnn3nzFjBoZhnLf/77//Trdu3fD19cXPz482bdrw9ddfl+IrERERqVhczQ4gIiIi5dOGDRtYvXo1gwYNIiwsjLi4OKZMmUL37t3ZuXMn3t7exX7MGTNmcO+999KkSRPGjh2Lv78/W7ZsYcGCBQwePLgUXoWIiEjFo0JeRERELujGG2/kjjvuOGfbzTffTIcOHfj+++8ZOnRosR4vLS2Nxx57jLZt27J06VI8PT2LbrPb7SWSWURExBno1HoRERG5IC8vr6L/zs/P58SJE9SrVw9/f382b95c7MdbtGgRGRkZPPfcc+cU8cAFT80XERGRC1MhLyIiIheUnZ3Niy++SHh4OB4eHgQGBlKtWjVSU1NJS0sr9uPt378fgKZNm5Z0VBEREaeiU+tFRETkgh599FE+//xznnjiCTp06EDlypUxDINBgwZhs9mK9rvYarrVai2rqCIiIk5FhbyIiIhc0Hfffcfw4cN59913i7bl5OSQmpp6zn5VqlQBIDU1FX9//6Lthw4dOme/unXrAvDXX39Rr1690gktIiLiBHRqvYiIiFyQi4vLeU3oPvzww/NW2s8W6MuXLy/alpmZyRdffHHOfn369MHX15fx48eTk5Nzzm1qdiciInL5tCIvIiIiF3TTTTfx1VdfUblyZRo3bsyaNWtYvHgxAQEB5+zXp08fatasyX333cczzzyDi4sL06dPp1q1asTHxxft5+fnx3vvvcf9999PmzZtGDx4MFWqVGHr1q1kZWWdV/iLiIjIhamQFxERkQt6//33cXFxYdasWeTk5NCpUycWL15M3759z9nPzc2NH374gYcffph///vfBAcH88QTT1ClShVGjBhxzr733Xcf1atX58033+TVV1/Fzc2NyMhInnzyybJ8aSIiIg7NsOtcNhERERERERGHoWvkRURERERERByICnkRERERERERB6JCXkRERERERMSBqJAXERERERERcSAq5EVEREREREQciAp5EREREREREQeiOfIXYLPZOHLkCL6+vhiGYXYcERERERERqeDsdjsZGRmEhIRgsVx6zV2F/AUcOXKE8PBws2OIiIiIiIiIk0lISCAsLOyS+6iQvwBfX1+g8A/Qz8/P5DTiqPLz8/njjz/o06cPbm5uZscRKVU63sVZ6FgXZ6LjXZxJeTje09PTCQ8PL6pHL0WF/AWcPZ3ez89Phbxcsfz8fLy9vfHz89M/flLh6XgXZ6FjXZyJjndxJuXpeL+cy7vV7E5ERERERETEgaiQFxEREREREXEgKuRFREREREREHIiukRcREREREadntVrJz883O4aYJD8/H1dXV3JycrBaraXyHC4uLri6upbIiHMV8iIiIiIi4tROnz5NYmIidrvd7ChiErvdTnBwMAkJCSVSaF+Mt7c3NWrUwN3d/aoeR4W8iIiIiIg4LavVSmJiIt7e3lSrVq1Uizgpv2w2G6dPn6ZSpUpYLCV/BbrdbicvL4/jx49z8OBB6tevf1XPo0JeREREREScVn5+Pna7nWrVquHl5WV2HDGJzWYjLy8PT0/PUinkAby8vHBzc+PQoUNFz3Wl1OxOREREREScnlbipSyU1IcEKuRFREREREREHIgKeREREREREREHokJe5IyDKZlMWBDLo99sYcKCWA6mZJodSURERESk1HXv3p0nnnii6OesrCxuv/12/Pz8MAyD1NRU07LJhamQFwHmbkyg57tL+XT5AeZvO8Knyw/Q892lfLsxwexoIiIiIuIAzFgUuueee+jfv/9525cuXXpVBfgXX3zBihUrWL16NUePHqVy5cocPHiQwYMHExISgqenJ2FhYdxyyy3ExsZe3YsoQd27d8cwjIt+de/e3eyIJUZd68XpHUzJ5Lnvt2GzA2dnh575Pub7bbSJqEpEoI95AUVERESkXJu7MYHnvt+GYRjY7XYMw+CTZfuZcHszBkSFmx2v2Pbv30+jRo1o2rQpUNjZv3fv3jRs2JB58+ZRo0YNEhMT+f3338vVav28efPIy8sDICEhgbZt27J48WKaNGkCcN7s9vz8fNzc3Mo8Z0nQirw4vbkbEy7apdQwDOZoVV5ERETEadjtdrLyCi77a+fRtKJFIavNfs73Md9vY9fRtMt+LPvZRaUSdOLECe666y5CQ0Px9vbmmmuu4Ztvvrno/t27d+fdd99l+fLlRavYO3bsYP/+/Xz88ce0b9+eWrVq0alTJ1577TXat28PQFxcHIZhMHv2bDp27IinpydNmzZl2bJlRY9ttVq57777qF27Nl5eXjRs2JD333//vAzTp0+nSZMmeHh4UKNGDUaNGlV0W2pqKvfffz/VqlXDz8+Pa6+9lq1btwJQtWpVgoODCQ4Oplq1agAEBAQUbQsICGDKlCn069cPHx8fXn/9dQB++uknoqKiCA4Opl69eowbN46CgoLLek6ArVu30qNHD3x9ffHz86N169Zs3LjxSv53XTatyIvTSzyVfdE3TbvdTuKp7DJOJCIiIiJmyc630vjFhSXyWDY7XP/+ysvef+crffF2L9kSLScnh9atWzNmzBj8/PyYP38+Q4cOpW7durRt2/a8/efNm8dzzz3HX3/9xbx583B3dyc7OxuLxcJ3333HE088gYuLy0Wf75lnnmHSpEk0btyYiRMncvPNN3Pw4EECAgKw2WyEhYXx7bffEhAQwOrVqxk5ciQ1atTgzjvvBGDKlCmMHj2aN998k+uvv560tDRWrVpV9PgDBgzAy8uL33//ncqVK/PJJ5/Qs2dP9uzZQ9WqVf/xz+Pll1/mzTffZNKkSbi6urJixQqGDRvGpEmTaNmyJUlJSTz44IMAvPTSS5f1nEOGDKFly5ZMmTIFFxcXYmJiSn2lX4W8OL2wKl4YGMD5xbzNDl5uOnFFRERERMqnX3/9lUqVKp2zzWq1Fv13aGgoTz/9dNHPjz76KAsXLmTu3LkXLOSrVq2Kt7c37u7uBAcHF23/4IMPePbZZxk3bhxRUVH06NGDIUOGUKdOnXPuP2rUKG6//XagsChfsGABn332Gc8++yxubm6MGzeuaN/atWuzZs0a5s6dW1TIv/baazz11FM8/vjjRfu1adMGgJUrV7J+/XqSk5Px8PAA4J133uHHH3/ku+++Y+TIkf/45zV48GBGjBhR9PO9997Lc889x/Dhw0lPT6dZs2a8+uqrPPvss7z00kuX9Zzx8fE888wzREZGAlC/fv1/zHG1VMiL07szKpypS/df9PbvNiVS2cuNJ3o1wMdDf2VEREREKjIvNxd2vtL3svefuGgPn6+Mw3qBMzxdDIMRnSMY3bvBZT93cfXo0YMpU6acs23dunXcfffdQGFR/8YbbzB37lwOHz5MXl4eubm5eHt7F+t5HnnkEYYNG8bSpUtZu3Yt3377LW+88QY///wzvXv3LtqvQ4cORf/t6upKVFQUu3btKto2efJkpk+fTnx8PNnZ2eTl5dGiRQsAkpOTOXLkCD179rxghq1bt3L69GkCAgLO2Z6dnc3+/Rf/ff7voqKiznvMVatWFZ1mD4V/Zjk5OWRlZV3Wc44ePZr777+fr776il69ejFgwADq1q17WXmulKoScXrVfD3wcnchK8+K5cyl8mcblTSu4cdfR9KZtuIgv247yos3Nea6psEXvaZeRERERBybYRjFOr19SLtaTF958IK32bFzd7taJX66/N/5+PhQr169c7YlJiYW/ffbb7/N+++/z6RJk7jmmmvw8fHhiSeeKGoKVxy+vr7cfPPN3Hzzzbz22mv07duX11577ZxC/lJmz57N008/zbvvvkuHDh3w9fXl7bffZt26dQB4eXld8v6nT5+mRo0aLF269Lzb/P39LyuDj8+5TaxPnz7NuHHj6N+/P6dPn6ZSpUpYLIVn5Hp6el7Wc7788ssMHjyY+fPn8/vvv/PSSy8xe/Zsbr311svKdCVUyIvT+2J1HFl5VsKqeHHjNTU4kpZDWBUvBkaFExHow5LYJF76eQcJJ7N5aNZmujesxrh+TagVoE72IiIiIs6udqAPE25vxpj/6Vpvt9uZcHsz06cfrVq1iltuuaVohd5ms7Fnzx4aN258VY9rGAaRkZGsXr36nO1r166la9euABQUFLBp06aiZnWrVq2iY8eOPPzww0X7/30l3dfXl4iICKKjo+nRo8d5z9mqVSuOHTuGq6srERERV5X/74+5e/du6tWrR3p6On5+fkWFfHGes0GDBjRo0IAnn3ySu+66i88//1yFvEhpycjJZ9qKAwCM7t2A21qFnbfPtZFBdKgTyMdL9zF12X6W7j5On/eW80iPevxftzp4uBb/FCgRERERqTgGRIXTJqIqczYmkHgq+5xFIbPVr1+f7777jtWrV1OlShUmTpxIUlJSsQr5mJgYXnrpJYYOHUrjxo1xd3dn2bJlTJ8+nTFjxpyz7+TJk6lfvz6NGjXivffe49SpU9x7771FWb788ksWLlxI7dq1+eqrr9iwYQO1a9cuuv/LL7/Mgw8+SPXq1bn++uvJyMhg1apVPProo/Tq1YsOHTrQv39/3nrrLRo0aMCRI0eYP38+t95663mnzV+OF198kZtuuonw8HD69u2Ln58f27dv56+//uK11177x+ds0qQJzzzzDHfccQe1a9cmMTGRDRs2FPUJKC0q5MWpfbnmEKlZ+dQJ9KFf85CL7ufl7sJTfRrSv2UoL/70F6v2nWDioj38sOUwr97SlM71A8swtYiIiIiUNxGBPoy5LtLsGOf517/+xYEDB+jbty/e3t6MHDmS/v37k5aWdtmPERYWRkREBOPGjSsaM3f25yeffPKcfd98803efPNNYmJiqFevHj///DOBgYW/K//f//0fW7ZsYeDAgRiGwV133cXDDz/M77//XnT/4cOHk5OTw3vvvcfTTz9NYGAgd9xxB1B4FsBvv/3GCy+8wIgRIzh+/DjBwcF07dqVoKCgK/rz6du3L7/++iuvvPIKb731Fm5ubkRGRnL//fdf1nO6uLhw4sQJhg0bRlJSEoGBgdx2223nNPUrDYa9NIYVOrj09HQqV65MWloafn5+ZseRUpKRk0/nCX+Slp3PpIEt6N8y9LLuZ7fb+XnrEV6bv4vjGbkA3NSsBv++qTFBfp5F++Xn5/Pbb79xww03lPr4CRGz6XgXZ6FjXZyJsxzvOTk5HDx4kNq1a+Pp6fnPd5ALiouLo3bt2mzZsqWoeZ0jsdlsFzy1vqRd6ngrTh2quVritL5YHUdadj51qvlw8yVW4/+XYRjc0iKU6Ke6cU/HCCwG/LrtKD3fXcb0lQcpsNpKMbWIiIiIiDg7FfLilNJz8pm2orC76OM96+NiKX4Xej9PN17u14SfR3Wmebg/p3MLeOXXndwyeRVb4k+VdGQRERERERFA18iLk5qxqnA1vm41H25qdvmr8RfSNLQy8x7qyOwN8Uz4PZYdR9K5bcpq7mwdRvMSyisiIiIiUp5FRESgq7bLjlbkxemk5+TznzOd6h+7wtX4/+ViMRjSrhZLnu7O7a3CsNthzsZEXo9x4fvNh/WmJiIiIiIiJUaFvDidz1fGkZ5TQL3qla56Nf5/BVby4N07mzNnZHvqVfMhs8DguR92cOcna9h9LKNEn0tERERESo4WXqQslNRxpkJenEpadj6frSzZ1fgLaVcngJ8f6UC/mla83CxsiDvFjR+sYPxvu8jMLSiV5xQRERGR4nNxcQEgLy/P5CTiDLKysgCuehKErpEXp/L5qoOk5xRQv3olbrymRqk+l5uLhZ6hdp4a0InXf9/DHzuT+GT5AX7ZeoQXb25C3yZBGEbpfJAgIiIiIpfH1dUVb29vjh8/jpubW6mOHpPyy2azkZeXR05OTqkcA3a7naysLJKTk/H39y/6AOlKqZAXp1G4Gl/Yqb40V+P/V4i/F58OiyJ6VxIv/byDxFPZPDhzEz0aVmNcv6bUDPAukxwiIiIicj7DMKhRowYHDx7k0KFDZscRk9jtdrKzs/Hy8irVxTZ/f3+Cg4Ov+nFUyIvTmL7yIBlltBp/IT0bBdGxbiCT/9zHJ8v38+fu46x+bxmjetRjZLc6eLhe3adyIiIiInJl3N3dqV+/vk6vd2L5+fksX76crl27XvVp7xfj5uZ21SvxZ6mQF6eQlpXP9DOr8Y/3qo+ljFbj/5eXuwtP921I/5ahvPjTX6zef4J3F+3hhy2HebV/UzrVCzQll4iIiIizs1gseHp6mh1DTOLi4kJBQQGenp6lVsiXJNMvAJk8eTIRERF4enrSrl071q9ff1n3mz17NoZh0L9//3O2nz59mlGjRhEWFoaXlxeNGzdm6tSppZBcHMlnqw6SkVtAwyBfbmha9qvx/6te9UrMur8d7w9qQWAlDw6kZDLkP+t47JstJKfnmB1PRERERETKMVML+Tlz5jB69GheeuklNm/eTPPmzenbty/JycmXvF9cXBxPP/00Xbp0Oe+20aNHs2DBAmbOnMmuXbt44oknGDVqFD///HNpvQwp59Ky8vm8HKzG/y/DMLilRSjRT3VjeIdaWAz4eesRer67jBmrDmK1aQSKiIiIiIicz9RT6ydOnMgDDzzAiBEjAJg6dSrz589n+vTpPPfccxe8j9VqZciQIYwbN44VK1aQmpp6zu2rV69m+PDhdO/eHYCRI0fyySefsH79evr163fBx8zNzSU3N7fo5/T0dKDwOon8/PyrfJVitk+X7zuzGl+Jng0Cyuz/6dnn+afn83aFf93QkP7Na/DSLzvZdjidl3/ZydyNCbzSrzHNwyqXRVyRq3K5x7uIo9OxLs5Ex7s4k/JwvBfnuQ17SU2kL6a8vDy8vb357rvvzjk9fvjw4aSmpvLTTz9d8H4vvfQS27Zt44cffuCee+4hNTWVH3/8sej2kSNHsmXLFn788UdCQkJYunQp/fr1Y/78+XTt2vWCj/nyyy8zbty487Z//fXXeHuro7gjy8yHcVtcyLUajGhgpUVA+V7lttlhdZLBr/EWsq0GBnY6BNm5uaYNb3W0EBERERGpsLKyshg8eDBpaWn4+fldcl/TSoOUlBSsVitBQUHnbA8KCiI2NvaC91m5ciWfffYZMTExF33cDz/8kJEjRxIWFoarqysWi4Vp06ZdtIgHGDt2LKNHjy76OT09nfDwcPr06fOPf4BSvr23eB+51gNEBlXiuSEdyvS0+vz8fBYtWkTv3r2L1TDjJmD06VwmLNjDj1uPsjrJIPa0B8/1bUj/FjU0e17KpSs93kUcjY51cSY63sWZlIfj/eyZ4ZfDYdb4MjIyGDp0KNOmTSMw8OKdvT/88EPWrl3Lzz//TK1atVi+fDmPPPIIISEh9OrV64L38fDwwMPD47ztbm5uetNyYKlZeXy5Nh6AJ3o3wMPD3ZQcV3Ic1ajixqS7WjGo3Qn+9eNf7Es+zbPz/uK7LUd4rX9TGgT5llJakauj901xFjrWxZnoeBdnYubxXpznNa2QDwwMxMXFhaSkpHO2JyUlERwcfN7++/fvJy4ujptvvrlom81mA8DV1ZXdu3cTEhLC888/zw8//MCNN94IQLNmzYiJieGdd965aCEvFdO0FQc4nVtAZLAvfRqff0w5gvZ1AvjtsS58tvIgH0TvZf3Bk9zw/gru61Kbx3vWx9vdYT6LExERERGREmJa13p3d3dat25NdHR00TabzUZ0dDQdOnQ4b//IyEi2b99OTExM0Ve/fv3o0aMHMTExhIeHFzWns1jOfVkuLi5FRb84h1OZecxYFQfAE70alJtO9VfC3dXCQ93rsmh0V3o3DqLAZueTZQfo9e4yFu44hkltLkRERERExCSmLueNHj2a4cOHExUVRdu2bZk0aRKZmZlFXeyHDRtGaGgo48ePx9PTk6ZNm55zf39/f4Ci7e7u7nTr1o1nnnkGLy8vatWqxbJly/jyyy+ZOHFimb42Mde0FQfIzLPSuIYffZsE/fMdHEBYFW+mDYti8c4kXvp5B4dTs/m/rzbRM7I6L/drQnhVNWYUEREREXEGphbyAwcO5Pjx47z44oscO3aMFi1asGDBgqIGePHx8eetrv+T2bNnM3bsWIYMGcLJkyepVasWr7/+Og8++GBpvAQph05m5vHF6jigcG58RWsO16txEJ3qBfLhkr1MW3GA6NhkVu1P4dFr63N/l9p4uLqYHVFEREREREqR6RfYjho1ilGjRl3wtqVLl17yvjNmzDhvW3BwMJ9//nkJJBNH9ffV+D6NK8Zq/P/ycnfh2esiua1VKP/+cQdrDpzg7YW7+X5zIq/d0pSO9S7eEFJERERERBybadfIi5SGE6dzi1bjn6iAq/H/q151X75+oB2TBrYgsJI7B45nMvg/63hi9haSM3LMjiciIiIiIqVAhbxUKNNWHCQrz0rTUD96V9DV+P9lGAb9W4YS/VR3hnWohWHAjzFH6PnOMr5YHYfVpmZ4IiIiIiIViQp5qTBOnM7lyzVxADzRs0GFX43/X5W93Hjllqb89EgnmoVVJiO3gJd+3kH/yavYmpBqdjwRERERESkhKuSlwvh0xQGy8qxcE1qZno2qmx3HNM3C/Pnh4U682r8pvp6ubD+cRv+PV/GvH7eTlpVvdjwREREREblKKuSlQkg5ncuXqw8BznFt/D9xsRgMbV+LJU9159aWodjtMHNtPD0nLmXe5kTNnhcRERERcWAq5KVCmLb8ANn5VpqFVebaSOddjf9f1Xw9eG9gC755oD31qlci5XQeo+duZdCna9mblGF2PBERERERuQIq5MXhpZzO5cs1Wo2/lA51A/jtsS48e11DPN0srDt4kuvfX8Gbv8eSlVdgdjwRERERESkGFfLi8D5Ztp/sfCvNwyrTo6FW4y/G3dXCw93rsejJbvRqFESBzc7UZfvpPXE5i3YmmR1PREREREQukwp5cWjHM3L5au3Z1Xjn61R/JcKrevOf4VFMGxZFqL8Xh1OzeeDLjdz/xQYSTmaZHU9ERERERP6BCnlxaJ8s209Ovo3m4f50b1jN7DgOpXfjIBaN7spD3eviajFYvCuZ3u8tY/Kf+8grsJkdT0RERERELkKFvDis5IwcZq7TtfFXw9vdlTHXRfL7411oX6cqOfk23l64m+vfX87q/SlmxxMRERERkQtQIS8O65NlB8jJt9Ei3J/uDbQafzXqB/nyzQPteW9gcwIrubP/eCaDp63jyTkxHM/INTueiIiIiIj8jQp5cUjJGTnMXKvV+JJkGAa3tgwjenR3hravhWHAD1sOc+27S/lqTRxWm2bPi4iIiIiUByrkxSFNXXqA3AIbLWv6002r8SWqsrcbr/Zvyo8Pd+Ka0Mpk5BTw7592cOvHq9iWmGp2PBERERERp6dCXhxOcnoOs85cG/+kOtWXmubh/vz4SCdeuaUJvp6ubEtM45bJq/j3j3+Rlp1vdjwREREREaelQl4czpRl+8ktsNGqpj9d6geaHadCc7EYDOsQQfRT3bi1ZSh2O3y19hA9313KD1sSsdt1ur2IiIiISFlTIS8OJSk9h1nr4gF4srdW48tKdV9P3hvYgq8faEfdaj6knM7jyTlbuWvaWvYlZ5gdT0RERETEqaiQF4cyZel+8gpstK5Vhc71tBpf1jrWDeT3x7vyTN+GeLpZWHvgJNe/v4K3FsSSnWc1O56IiIiIiFNQIS8O41haDl+vP7Mar2vjTePuauGRHvVY9GQ3ekZWJ99q5+Ol++k1cRmLdyaZHU9EREREpMJzNTuAyOWasnQfeQU2ompVoVO9ALPjOL3wqt58dk8b/thxjHG/7ORwajb3f7mRXo2CeLlfY/KtduZuTCDxVDZhVby4Myqc2oE+ZscWEREREXF4KuTFIRxLy+Gb9QmAro0vb/o0CaZz/UA+iN7Hf1YcYPGuJJbtSabAasdiGNixYxgGnyzbz4TbmzEgKtzsyCIiIiIiDk2n1otD+HjpPvKsNtpGVKVjXa3Glzfe7q48d30kvz/eheZhlcm32rEDVrsdmx2stsLvY77fRlxKptlxRUREREQcmgp5KfeOpmUz+8xq/BO96ms1vhyrH+RLx7oBWC7yv8gwDOZsTCjbUCIiIiIiFYwKeSn3Pv5zf+FqfO2qdNBqfLmXmJpz0dvsdjuJp7LLMI2IiIiISMWjQl7KtSOp2czZoNV4RxJWxeui/58MwyCsilcZJxIRERERqVhUyEu5dvba+Ha1q9KxrubGO4I7o8Kx2+0XvM1utzNQze5ERERERK6KCnkptw6fsxrfwOQ0crlqB/ow4fZmWAxwsRjnXC/foW4AERpBJyIiIiJyVTR+Tsqtj//cR77VTvs6ujbe0QyICqdNRFXmnJkjj93OL9uOsu7ASQ6mZGqevIiIiIjIVVAhL+VS4qks5m7Uarwjiwj0Ycx1kUU/Z+SuZ+nu47y1IJYpd7c2MZmIiIiIiGPTqfVSLn28dD/5Vjsd6gTQvo5W4yuCsdc3wmLA738dY2PcSbPjiIiIiIg4LBXyUu4knsri243/7VQvFUPDYF/uPNPo7vXfdl20IZ6IiIiIiFyaCnkpdyb/Wbga37FuAO20Gl+hjO7dAC83F7bEp/Lb9mNmxxERERERcUgq5KVcSTj539X4J3vr2viKprqfJyO71gFgwoJYcgusJicSEREREXE8KuSlXJn85z4KbHY61wukTURVs+NIKRjZtQ7VfD2IP5nFzLXxZscREREREXE4KuSl3Eg4mcV3mxIBXRtfkfl4uDL6zNkWH0TvJS0r3+REIiIiIiKORYW8lBsfLSlcje9SP5AorcZXaANah9EgqBJp2flMXrrP7DgiIiIiIg5FhbyUC/Ensvh+s1bjnYWri4WxNzQCYMaqOBJOZpmcSERERETEcaiQl3Lhoz/3Fq3Gt66l1Xhn0L1BNTrVCyDPauOthbvNjiMiIiIi4jBUyIvpDp3I5PvNhwF4opc61TsLwzB4/oZGGAb8svUIMQmpZkcSEREREXEIKuTFdB8t2YfVZqdrg2q0rlXF7DhShpqEVObWlqEAvDF/F3a73eREIiIiIiLlnwp5MVVcSibztpxdjde18c7o6T4N8XC1sD7uJIt2JpkdR0RERESk3FMhL6b66M/C1fhuDarRqqZW451RiL8X93WuDcCbv8eSb7WZnEhEREREpHwzvZCfPHkyEREReHp60q5dO9avX39Z95s9ezaGYdC/f//zbtu1axf9+vWjcuXK+Pj40KZNG+Lj40s4uVytuJRMftBqvAAPda9LgI87B1Iymb1ef1dFRERERC7F1EJ+zpw5jB49mpdeeonNmzfTvHlz+vbtS3Jy8iXvFxcXx9NPP02XLl3Ou23//v107tyZyMhIli5dyrZt2/j3v/+Np6dnab0MuUIfnrk2vnvDarTUarxT8/V0K/ow573Fe0nPyTc5kYiIiIhI+WVqIT9x4kQeeOABRowYQePGjZk6dSre3t5Mnz79ovexWq0MGTKEcePGUadOnfNuf+GFF7jhhht46623aNmyJXXr1qVfv35Ur169NF+KFNPBlEx+2HJ2brw61QsMaluTOoE+nMzMY+rS/WbHEREREREpt1zNeuK8vDw2bdrE2LFji7ZZLBZ69erFmjVrLnq/V155herVq3PfffexYsWKc26z2WzMnz+fZ599lr59+7JlyxZq167N2LFjL3gK/lm5ubnk5uYW/Zyeng5Afn4++flaGSwN7y/ajc0O3RsE0iTYp0L+OZ99TRXxtZWWZ/rU56GvY/hs5UEGRYVSo7LOpHEUOt7FWehYF2ei412cSXk43ovz3KYV8ikpKVitVoKCgs7ZHhQURGxs7AXvs3LlSj777DNiYmIueHtycjKnT5/mzTff5LXXXmPChAksWLCA2267jT///JNu3bpd8H7jx49n3Lhx523/448/8Pb2Lt4Lk3+UnA0/bXUBDFp5HOO3334zO1KpWrRokdkRHIbdDnV9XdifYeOpL5Zydz01vnM0Ot7FWehYF2ei412ciZnHe1ZW1mXva1ohX1wZGRkMHTqUadOmERgYeMF9bLbCX/pvueUWnnzySQBatGjB6tWrmTp16kUL+bFjxzJ69Oiin9PT0wkPD6dPnz74+fmV8CuRp7/bjp2j9GgYyEN3tjI7TqnJz89n0aJF9O7dGzc3N7PjOIyw5mnc8ck6NqZYeOGOjjQJ0d9BR6DjXZyFjnVxJjrexZmUh+P97Jnhl8O0Qj4wMBAXFxeSks6dG52UlERwcPB5++/fv5+4uDhuvvnmom1nC3dXV1d2795NeHg4rq6uNG7c+Jz7NmrUiJUrV140i4eHBx4eHudtd3Nz05tWCdt//DS/bDsKwJO9GzrFn6+Oo+KJqh3Izc1D+GXrEd5etJeZ97XDMAyzY8ll0vEuzkLHujgTHe/iTMw83ovzvKY1u3N3d6d169ZER0cXbbPZbERHR9OhQ4fz9o+MjGT79u3ExMQUffXr148ePXoQExNDeHg47u7utGnTht27d59z3z179lCrVq1Sf03yzz6M3ovNDr0aVadZmL/ZcaScerZvQ9xdLKzad4Kle46bHUdEREREpFwx9dT60aNHM3z4cKKiomjbti2TJk0iMzOTESNGADBs2DBCQ0MZP348np6eNG3a9Jz7+/v7A5yz/ZlnnmHgwIF07dqVHj16sGDBAn755ReWLl1aVi9LLmJf8ml+3noEUKd6ubTwqt7c0ymCT5cf4I35u+hSLxBXF1OHbIiIiIiIlBumFvIDBw7k+PHjvPjiixw7dowWLVqwYMGCogZ48fHxWCzF++X91ltvZerUqYwfP57HHnuMhg0b8v3339O5c+fSeAlSDB8uObsaH0TT0Mpmx5Fy7pHu9ZizIYG9yaf5dlMid7WtaXYkEREREZFywfRmd6NGjWLUqFEXvO2fVtFnzJhxwe333nsv995771Umk5K0Lznjb6vx9U1OI46gsrcbj/Wsz6u/7mTioj30ax6Cj4fpb1kiIiIiIqbTuapSJj6I3ofdDr0bazVeLt/Q9rWoWdWb4xm5fLr8gNlxRERERETKBRXyUur2JmXwy7bC1fjHe2o1Xi6fu6uFMddFAvDp8gMkp+eYnEhERERExHwq5KXUfbCkcDW+j1bj5QrccE0wLWv6k51vZeKiPWbHERERERExnQp5KVV7kjL4dZs61cuVMwyDF25oBMDcjQnsPpZhciIREREREXOpkJdS9X70Xux2uK5JMI1D/MyOIw4qKqIq1zcNxmaH8b/vMjuOiIiIiIipVMhLqdl9LIPfth8F4HF1qper9Ox1kbhaDJbuPs7KvSlmxxERERERMY0KeSk1H5xZjb++aTCNamg1Xq5O7UAf7m5fC4DXf9uF1WY3OZGIiIiIiDlUyEup2H0sg/lnVuMfU6d6KSGP9ayPr4cru46m88OWw2bHERERERExhQp5KRXvRxd2F7/hGq3GS8mp6uPOI9fWA+DdP3aTnWc1OZGIiIiISNlTIS8lLvZYOr9tPwbA4z3VqV5K1j0dIwj19+JoWg7TVx00O46IiIiISJlTIS8l7v3FewG48ZoaNAz2NTmNVDSebi4807chAFOW7ifldK7JiUREREREypYKeSlRO4+k8/tfxzAMXRsvpadf8xCuCa3M6dyCog+ORERERESchQp5KVEfRBcWVTdoNV5KkcVi8PwNjQD4en08+5JPm5xIRERERKTsqJCXErPjSBoLdhSuxj+u1XgpZR3qBtCrUXWsNjsTFsSaHUdEREREpMyokJcSc3Y1/sZratAgSKvxUvqeuz4SF4vBop1JrDtwwuw4IiIiIiJlQoW8lIgdR9JYuCNJq/FSpupV92VQm3AA3vhtFzab3eREIiIiIiKlT4W8lIizDcdubhZCfa3GSxl6olcDfNxd2JqYxi/bjpgdR0RERESk1KmQl6v21+E0/tiZdKZTfT2z44iTqebrwYPd6gLw1oLd5ORbTU4kIiIiIlK6VMjLVZt0ZjW+X/MQ6lXXaryUvfu71CHIz4PDqdl8uSbO7DgiIiIiIqVKhbxclb8Op7F4VxIWAx69VtfGizm83F14qk9DAD5cso9TmXkmJxIRERERKT0q5OWqTFq8Bzi7Gl/J5DTizG5vFUZksC8ZOQV8uGSf2XFEREREREqNCnm5YtsT01i8K7lwNV6d6sVkLhaD529oBMBXa+M4dCLT5EQiIiIiIqVDhbxcsbOr8be0CKVuNa3Gi/m6NqhG1wbVyLfaeWvBbrPjiIiIiIiUChXyckW2JqQSHXtmNf5adaqX8mPs9ZEYBszffpRNh06ZHUdEREREpMSpkJcr8n50Yaf6/i1CqaPVeClHGtXwY0DrMADe+G0Xdrvd5EQiIiIiIiVLhbwUW0xCKktidW28lF+jezfEy82FTYdOseCvY2bHEREREREpUSrkpdjeP3NtfP+WodQO9DE5jcj5git78kCX2gC8uSCWvAKbyYlEREREREqOCnkpli3xp/hz93FcLAaPaW68lGMju9UlsJIHh05kMWvdIbPjiIiIiIiUGBXyUixnr42/tWUoEVqNl3KskocrT/Yu/LDp/ei9pGXnm5xIRERERKRkqJCXy7Y5/hRLz6zGq1O9OIKBUeHUq16J1Kx8Pl66z+w4IiIiIiIlQoW8XLZJiwtX429rGUqtAK3GS/nn6mJh7PWRAHy+Ko7EU1kmJxIRERERuXoq5OWybDp0iuV7ClfjR2k1XhzItZHV6VAngLwCG+8s3G12HBERERGRq6ZCXi7LpDOd6m9vpdV4cSyGYfDCjY0A+DHmCNsSU80NJCIiIiJylVTIyz/adOgkK/am4GoxGNVDnerF8TQNrcytLUMBeH3+Lux2u8mJRERERESunAp5+Udnr42/vVUYNQO8TU4jcmWe7tsQd1cL6w6eJHpXstlxRERERESumAp5uaSNcX9bjde18eLAQv29uLdTbQDG/76LAqvN5EQiIiIiIldGhbxc0tnV+DtahxFeVavx4tge7lGXKt5u7D+eyewNCWbHERERcXgHUzKZsCCWR7/ZwoQFsRxMyTQ7kohTUCEvF7Uh7iQr9xWuxj/SQ6vx4vj8PN14vGdhn4dJi/dwOrfA5EQiIiKOa+7GBHq+u5RPlx9g/rYjfLr8AD3fXcq3G/VhuUhpUyEvF3W2U/2AKK3GS8UxuF0tagf6kHI6j0+W7Tc7joiIiEM6mJLJc99vw2YHq81+zvcx328jTivzIqVKhbxc0PqDJ1m17wRuLlqNl4rF3dXCmOsiAZi24gBH07JNTiQiIuJ45m5MwDCMC95mGAZztCovUqpUyMsF/Xc1PpywKlqNl4qlb5MgompVISffxrt/7DE7joiIiMNJPJWNzXbhca5Wm53Nh05d9HYRuXoq5OU86w6cYPV+rcZLxWUYBi/c2AiA7zcnsvNIusmJREREHIuPuwuXKtPXHTxJr/eWMXPtIbLzrGWWS8RZlItCfvLkyURERODp6Um7du1Yv379Zd1v9uzZGIZB//79L7rPgw8+iGEYTJo0qWTCOoH3zqzG3xkVTqi/l8lpREpHy5pVuLFZDez2wnF0IiIicnnSsvNZuS/lorcbFBb6B45n8q8f/6LDm9G8vTCWpPScsgspUsGZXsjPmTOH0aNH89JLL7F582aaN29O3759SU5OvuT94uLiePrpp+nSpctF9/nhhx9Yu3YtISEhJR27wlqz/wRrD5zEzcXgYa3GSwU3pm8kbi4GK/amsGzPcbPjiIiIlHs2m50n58SQeCobfy83LAa4WIxzvr91RzPWvdCLF29qTHhVL1Kz8pn85346T1jC6Dkx/HU4zeyXIeLwTC/kJ06cyAMPPMCIESNo3LgxU6dOxdvbm+nTp1/0PlarlSFDhjBu3Djq1KlzwX0OHz7Mo48+yqxZs3Bzcyut+BXO2WvjB7bRarxUfDUDvBnWIQKAN+bvwqpr+URERC7pvcV7WBKbjIerhZn3t2PJU90Z2bUONzYLYWTXOix5qjsDosKp5OHKvZ1rs/TpHky9uzVtIqqQb7Uzb8thbvpwJYM+XcOinUm6jl7kCrma+eR5eXls2rSJsWPHFm2zWCz06tWLNWvWXPR+r7zyCtWrV+e+++5jxYoV591us9kYOnQozzzzDE2aNPnHHLm5ueTm5hb9nJ5eeL1sfn4++fn5xXlJDm3dwZOsO1i4Gj+yc4RTvfbScPbPT3+O5duDXSL4dmMCu5MymLP+EANah5odySHpeBdnoWNdnMn/Hu8LdyTx4ZJ9ALx+S2MaVi9siDy6Z90L3u+sng0D6NkwgO2H0/h89SF+/yuJtQdOsvbASSICvBneoSa3tQzB293U0kScXHl4fy/Oc5v6tyUlJQWr1UpQUNA524OCgoiNjb3gfVauXMlnn31GTEzMRR93woQJuLq68thjj11WjvHjxzNu3Ljztv/xxx94eztHx3a7HT7c4QIYtAu0smXVEraYHaqCWLRokdkR5B9cG2Tw4yEX3pz/F65HtuLhYnYix6XjXZyFjnVxJosWLeJYFkzcXvi7YrcaNtyOxPDbkZhiP1YvH4hqAcuPWVidZBB3Iotxv8by1u+76Bhkp2uwDX+Pkn4FIpfPzPf3rKysy97XoT72ysjIYOjQoUybNo3AwMAL7rNp0ybef/99Nm/efNHZlv9r7NixjB49uujn9PR0wsPD6dOnD35+fiWSvbxbe+Ak+9duxM3F4I2h3alR2dPsSA4vPz+fRYsW0bt3b13eUc71LLCx8YNVJJ7KJrFSQx7tUfef7yTn0PEuzkLHujiTs8d7uy7dGfTZZnJtWbSvXYWpw1vj6nJ1V+gOBjJzC/gh5ggzVsdz6GQW0UcMlh1z4bomQdzbqRbXhFYumRcichnKw/v72TPDL4ephXxgYCAuLi4kJSWdsz0pKYng4ODz9t+/fz9xcXHcfPPNRdtsNhsArq6u7N69mxUrVpCcnEzNmjWL9rFarTz11FNMmjSJuLi48x7Xw8MDD4/zP/pzc3Nzin+k7XY7H/55AIC72takZqCvyYkqFmc5jhyZmxuMuS6SR7/Zwn9WxnF3hwiq++rDrCuh412chY51cRY2O4z5MZa4E1mE+nsxeUhrvDxLZsnc382NEZ3rMrxjHaJjk/ls5QHWHjjJr9uP8ev2Y7SJqMJ9nevQu3EQLpbLW6ATuVpmvr8X53lNbXbn7u5O69atiY6OLtpms9mIjo6mQ4cO5+0fGRnJ9u3biYmJKfrq168fPXr0ICYmhvDwcIYOHcq2bdvO2SckJIRnnnmGhQsXluXLcxir959gfdxJ3F0sPNxdnerFOd3UrAbNw/3JyrPy3qK9ZscREREpF35PsLBsTwoerhY+GdqagEolf967xWLQu3EQs0d24NdHO3Nby1DcXAw2xJ3iwZmb6PHOUqavPMjp3IISf24RR2X6qfWjR49m+PDhREVF0bZtWyZNmkRmZiYjRowAYNiwYYSGhjJ+/Hg8PT1p2rTpOff39/cHKNoeEBBAQEDAOfu4ubkRHBxMw4YNS/8FORi73V7Uqf6utuEE65R6cVKGYfDCDY2485M1zNkQz72dIqgfpLNTRETEeS3ckcQfhwvX/Sbc3oymZXCqe9PQykwc2IIx10fy5Zo4Zq2LJ/5kFq/8upP3Fu1hUNtwhneMIKyKc/SxErkY08fPDRw4kHfeeYcXX3yRFi1aEBMTw4IFC4oa4MXHx3P06FGTU1Zcq/adYEPcKdxdLZobL06vbe2q9GkchM0O43+/cMNNERERZ7AnKYNn5/0FwIiOtejfsmynugT5efJM30jWPNeT129tSp1qPmTkFjBtxUG6vb2UR77ezOb4U2WaSaQ8MX1FHmDUqFGMGjXqgrctXbr0kvedMWPGPz7+ha6Ll3NX4we3rUmQn1bjRZ67PpIlscksiU1m9b4UOta7cGNNERGRiiotK5+RX24kK89KfT8bz/apb1oWL3cXhrSrxV1tarJsz3H+s/IAq/adYP62o8zfdpRWNf25r3Md+jYJuuoGfCKOREe7E1u5L4WNh07h4Wrhoe7q0i0CUKdaJYa0K2yW+fpvu7DZ7CYnEhERKTtWm53H52w509zOk3sa2MpFgWyxGPSIrM6s+9vz++NdGNA6DHcXC5vjU3nk6810e3sp/1lxgPQc82aAi5Ql8/9WiikKV+MLG3oNbqfVeJG/e6xnfXw9XNlxJJ0fYw6bHUdERKTMTFy0m6W7j+PpZmHyXS2oVA6HMzSq4cfbA5qz8rkePNazPlV93Dmcms1r83fRcfwSXvllJwknL38et4gjUiHvpFbsTWHT2dX4blqNF/m7gEoePHRmlvw7C3eTk281OZGIiEjp+237USb/uR8obG7XJMTP5ESXVt3Xk9G9G7D6uWt587ZrqF+9EqdzC5i+6iDd3v6TB7/axMa4k9jtOrtOKh4V8k7Ibrfz3plr44e0q0V1rcaLnOfeTrUJqezJkbQcpq86aHYcERGRUrX7WAZPf7sVgPs71+aWFmXb3O5qeLq5MKhtTf54sitf3NuWrg2qYbPDgh3HuGPqGvpPXsVPMYfJt9rMjipSYlTIO6Hle1PYEp+Kh6uFB7vVMTuOSLnk6ebC030LR1ZO+XM/J07nmpxIRESkdKRl5TPyq8Lmdp3qBfDc9ZFmR7oihmHQrUE1vry3LX882ZVBbcJxd7WwNTGNx2fH0PWtP5m6bD9pWbqOXhyfCnknY7fbeW9R4Wr83e21Gi9yKf1bhNIkxI+M3AI+iN5rdhwREZESZ7XZeXT2Fg6dyCKsihcf3dWqXDS3u1oNgnx58/ZmrH7uWp7s1YDASu4cTcvhzd9j6fBmNC/99BdxKZlmxxS5Yo7/t1SKZdme48QkpOLpZuH/tBovckkWi8ELNzQCYNa6eA4cP21yIhERkZL1zh+7Wb6nsLndp0OjqOLjbnakEhVYyYPHe9Vn1XPX8vYdzYgM9iUrz8oXaw7R492lPPDlRtYeOKHr6MXhqJB3IoXXxheuKt7drhbVfbUaL/JPOtYL5NrI6hTY7ExYEGt2HBERkRIzf9tRpiwtbG731h3NaVzOm9tdDQ9XFwZEhfP7412YdX87ejSsht0Oi3YmMejTtdz80Up+2JJIXoGuoxfHoELeiSzdfZytRavx6lQvcrnGXh+JxYCFO5JYf/Ck2XFERESuWuyx9KLmdiO71qFf8xCTE5UNwzDoVC+Qz0e0ZfHobgxpVxNPNwt/HU7nyTlb6fLWEib/uY/UrDyzo4pckgp5J1E4N77w2vih7WtRzdfD5EQijqN+kC8D29QE4PXfdun0OxERcWipWXmM/HIT2flWOtcL5NkzzV2dTb3qlXj91mtY81xPnunbkOq+HiSl5/L2wt20Hx/NCz9sZ78uq5NySoW8k/hzdzJbE9PwcnPRarzIFXiyd3283V3YmpDKr9uOmh1HRETkilhtdh79ZgvxJ7MIr+rFh3e1rBDN7a5GFR93HulRj5VjrmXinc1pEuJHTr6NWevi6fnuMu6dsYHV+1L0Qb6UK879t9ZJFK7GF14bP6xDLQIraTVepLiq+3ryf10LPwR7a2EsuQVWkxOJiIgU39sLd7NibwqebhY+ubviNbe7Gu6uFm5rFcavj3bmmwfa06tREIYBS2KTGfyfdVz//gq+3Zig3wGkXFAh7wSWxCaz7cxq/ANd1ale5Eo90LU21X09SDiZzVdrDpkdR0REpFh+3XaEqcuco7nd1TAMgw51A/jP8CiWPNWdYR1q4eXmQuyxDJ75bhud3vyTD6L3cuJ0rtlRxYmpkK/gzlmN76jVeJGr4e3uylN9GgDw4RI1whEREcex62g6z3y7DYD/c6LmdlerdqAPr9zSlLVjezLmukiC/TxJOZ3LxEV76PjmEsbO28bepAyzY4oTUiFfwUXvSmb74TS83V0Y2UWr8SJX647W4TQM8iUtO5+PluwzO46IVHAHUzKZsCCWR7/ZwoQFsRxMyTQ7kjig1Kw8Rn61kex8K13qB/LsdZFmR3I4lb3deKh7XVaM6cH7g1rQLKwyuQU2vlmfQO/3ljN8+nqW7zmu6+ilzLiaHUBKj91uZ1J0Yaf6YR0iCNBqvMhVc7EYjL0hkns+38AXa+IY1iGCmgHeZscSkQpo7sYEnvt+G4ZhYLfbMQyDT5btZ8LtzRgQFW52PHEQZ5vbJZzMLmpu52IxzI7lsNxcLNzSIpR+zUPYeOgU/1lxgD92JrFsz3GW7TlOg6BK3Ne5Nre0CMXTzcXsuFKBaUW+Alu8K5m/DqcXrsbr2niREtOtQTW61A8k32rnrYWxZscRkQroYEomz32/DZu9sBD7+/cx328jTivzcpneWhjLir0peLm58OnQKPy91dyuJBiGQZuIqnwyNIqlT3fnno4R+Li7sCfpNGO+306nN5fw3qI9HM/QdfRSOlTIV1B/nxs/vGMEVdWRVKTEGIbB2OsbYRjw67ajbIk/ZXYkEalg5m5MwDAuvGpqGAZzNiaUcSJxRL9sPcInyw4A8PaAZjSqoeZ2paFWgA8v92vC6rE9eeGGRoT6e3EiM4/3o/fS6c0lPPPtVmKPpZsdUyoYFfIV1KKdSew4ko6PuwsP6Np4kRLXOMSP21uFAfDGb7t0TZyIlKjEU9kXfV+x2+0knsou40TiaHYeSefZ7840t+tWh5uaqbldaavs5cYDXeuw7JnufDS4JS3C/cmz2vh2UyLXTVrB3f9Zx5+7k7HZ9DuDXD0V8hXQ3zvVazVepPQ81acBnm4WNsSdYuGOJLPjiEgFElbF66puF+d2KvN/mtv1VXO7suTqYuGmZiH8+Egnvn+oIzdeUwOLASv3pTDi8w30fm8Zs9YdIjtP8+jlyqmQr4D+2JnEzqNajRcpbTUqe3F/58K/YxMWxJJvtZmcSEQqijujwrnYop3NDlV1nbNcRIHVxqPfbCHxVDY1q3qruZ3JWteqwuQhrVj2TA/u71wbXw9X9h/P5IUf/qLjm9G8s3A3yek5RftrUoVcLnWtr2Bstv+uxt/TKYIqWo0XKVUPdq/L7A3xHEzJ5Ot18QzvGGF2JBGpADJzC4r+28UwsGPHwMB65nT713/bRb7NxkPd6l70WnpxTm8t3M3KfWea2w1rreZ25UR4VW/+dVNjHu9Vn7kbE/l81UEST2Xz0Z/7+GT5fm5uFkJ4VW8+XLJXkyrksmhFvoL5Y+cxdh1Np5KHq1bjRcpAJQ9XHu/VAIBJi/eQnpNvciIRqQi+WB0HwLWR1RnZrQ43NgthZLc6LHmqGw90qQ3AWwt28++f/sKq623ljJ9iDvPp8v82t4sMVnO78sbX0437Otdm2TM9mDKkFVG1qpBvtTNvy2Hej96rSRVy2VTIVyB/X40f0SlCn8CKlJFBbcKpW82HU1n5TFm63+w4IuLgTmbm8dPWIwA80qMeY66L5MO7WjLmukjqVKvECzc25sWbGmMYMHNtPP/31SZdayvsOJLGmO8Lm9s92K2umtuVcy4Wg+uvqcF3D3Xkx0c6Ua96pYvuq0kVciEq5CuQhTuOEXssA18PV+7rXNvsOCJOw83FwnPXNwLgs5UHOZyqbtIicuW+WR9PXoGNZmGVaVXT/4L73Nu5Nh8PboW7q4XFu5K4a9paTpzWvGpndSozj//7ahM5+Ta6NqjGM30bmh1JiqFFuD+NavhxsVYGVpudbYmpmpAj51AhX0HYbHbej9ZqvIhZejWqTrvaVckrsPHuwt1mxxERB1VgtTFz7SEAhneIuOT179dfU4Ov72+Hv7cbMQmp3DZltU6/dUIFVhujvtlM4qlsagV48+EgNbdzRGFVvC75933VvhNc//4KvloTR4Yu4xNUyFcYC85Zjde18SJlzTAMXrixcFV+3pbD/HU4zeREIuKI/tiZxNG0HAIruXNT8xr/uH9URFW+f6gjYVW8OHQii9umrGZL/KkySCrlxYQFsazadwJvdxc+HRpFZW83syPJFbgzKvySK+7urgaxxzL49087aPdGNGPnbdPvGk5OhXwFYLPZef/stfGda+sNXMQkzcL8uaVF4TWJr8/fpVPgRKTYZqyKA2Bw25p4uLpc1n3qVqvEvIc7ck1oZU5m5nHXtLUs2plUiimlvPgp5jDTVhwE4J0BzWkY7GtyIrlStQN9mHB7MyxG4fXzf//+9h3N2PB8b166uTH1qlciK8/KN+sTuOnDldzy0UrmbkhQnwwnpEK+Avj9r2PsTsrA19OV+zrp2ngRMz3dpyHurhbWHDjBn7uTzY4jIg5kx5E01sedxNViMKR9rWLdt7qvJ7NHtqdHw2rk5Nv4v6828tWauNIJKuXC35vbPdy9Ljdc889ncEj5NiAqnCVPdWdk1zOTKrrWYclT3RkQFU5lbzdGdKrNoie7Mmdke/o1D8HNxWBrYhrPfr+Ntm8s5uWfd7AnKcPslyFlRHPkHVzhtfF7ALi3k1bjRcwWXtWbER0j+GT5Ad74LZau9avh6qLPTEXkn50dOXf9NTUI8vMs9v19PFyZNiyKf//0F9+sT+DfP+3gcGoOz/ZtiEXXTFcoJzPzGPllYXO77g2r8VQfNberKCICfRhzXeRFbzcMg3Z1AmhXJ4CU0435blMiX6+LJ/5kFjNWxzFjdRxtI6oypH1NrmsafNln9ojjuaJCPi0tDavVStWqVc/ZfvLkSVxdXfHz08zK0nYwJZO5GxNYf/AEe5JO4+Puwr3qVC9SLjzcox5zNiawL/k0czcmMrhdTbMjiUg5dzIzj59iCkfO3dOxeKvxf+fqYuGNW68hpLIX7y7aw9Rl+zmals1bdzTTL/QVRIHVxqivN3M4tbC53fsD1dzOWQVW8uDBbnUZ2aUOK/elMGvdIRbvSmZ93EnWx52kqo87A6LCGNy2JrUCfMyOKyXsipaJBg0axOzZs8/bPnfuXAYNGnTVoeTS5m5MoOe7S/l0+QE2HUoFICvPyh87jpkbTEQAqOzlxmPX1gdg4qI9nM4tMDmRiJR3szfEk1tg45rQyrSqWeWqHsswDB7tWZ+372iGq8Xgp5gj3DN9A2nZ6nRdEbz5eyyr96u5nfyXxWLQtUE1Phkaxaox1/JkrwYE+3lyMjOPT5YdoNvbSxn62ToW/HWMAqvN7LhSQq6okF+3bh09evQ4b3v37t1Zt27dVYeSizuYkslz32/DZi+cKXmWHRjz/TaNnREpJ+5uX4taAd6knM7l0+UHzI4jIuVYgdXGzDVnRs51vPTIueIYEBXO9HvaUMnDlTUHTnDn1DUcSc0ukccWc/wUc5j/rCxsbveumtvJBQRX9uTxXvVZOaYHnw5tTbcG1TAMWLE3hQdnbqLThCVMXLRH7wUVwBUV8rm5uRQUnL/ClJ+fT3a2DorSNHdjwkX/gTcMgzkbE8o4kYhciLurpegat2nLD5CUnmNyIhEprxbtTOJIWg4BPu7c1KxkG5Z1bVCNOf/Xnuq+HuxOyuC2j1ez62h6iT6HlI2/Dqfx7HeFze0e6VGX69XcTi7B1cVCnybBfHFvW5Y93YOHutclwMedpPRcPojeS+cJS7j/i438uTv5nMVBcRxXVMi3bduWTz/99LztU6dOpXXr1lcdSi4u8VT2RUda2e12Ek/pgxSR8uL6psG0qulPdr6ViX/sMTuOiJRTn59pcje4XU083Ur+OvYmIZX54ZFO1K9eiWPpOdw5dQ2r9qWU+PNI6TlxOpf/+2oTuQWFze1G91ZzO7l8NQO8GXNdJGvG9uTDu1rSvk5VbHZYvCuJEZ9voNvbfzL5z30cz8g1O6oUwxU1u3vttdfo1asXW7dupWfPngBER0ezYcMG/vjjjxINKOcKq+JVuCJ/gWLeMAzCqniZkEpELsQwDF64sTG3T1nN3E0J3NMpgkY11AxURP5r55F01h88M3Ku3ZU3ufsnof5efPdgRx74aiPrD57kns/XM+H2ZtzWKqzUnlNKRmFzuy0cTs0mIsCb9wepuZ1cGXdXCzc3D+Hm5iHsSz7N1+vi+W5TAomnsnl74W4mLd5DnybBDGlXkw51AkrsMh8pHVe0It+pUyfWrFlDeHg4c+fO5ZdffqFevXps27aNLl26lHRG+Zs7o8IvuSI/MCq8jBOJyKW0rlWFG64Jxm6H8b/Hmh1HRMqZsyPnrmsaTHDl4o+cK47K3m58dV9bbmpWg3yrndFztzL5z30X/b1Cyoc3fotlzYET+Li78OmwKCp7qbmdXL161Svx4s2NWf9CL94Z0JyWNf3Jt9qZv+0og6eto+fEZfxnxQFSs/LMjioXccVz5Fu0aMGsWbNKMotchtqBPky4vRljvt+GYRjY7fai7xNub0ZEoEZLiJQ3z/aNZNHOJJbvOc7yPcfp2qCa2ZFEpBw4lZnHjzGHAbinY0SZPKeHqwsfDGpJqL8Xnyw/wNsLd3MkNZtx/Zrg6nJF6ztSiuZtTmT6qjPN7e5sToMgNbeTkuXp5sIdrcO4o3UYO46k8fW6eH7ccpgDxzN5bf4u3l64m5uahTCkfU1ahvtrlb4cuaJCPj4+/pK316ypmcmlaUBUOG0iqjJnY+GpMGFVvBgYFa4iXqScigj04e72tfh8VRxv/LaLTvUCdVqkiDB7QwK5BTaahvrRutbVjZwrDovFYOwNjahR2ZNxv+5k1rp4jqXl8OHglni7X/Eaj5Swvw6nMXbedgBG9ajHdU3V3E5KV5OQyrx+6zWMvaERP245zKx18ew6ms73mxP5fnMijWr4MaRdTfq3DKWSh94rzHZF/wciIi49GsVqtV5xILk8EYE+RR2xRaT8e+za+ny3KZHYYxnM25zIAF0GI+LUCqw2Zq49M3KuQ8mNnCuOezrVJriyF4/P3kJ0bDJ3fbqWz+5pQ2AljzLPIuf6e3O7Hg2r8WTvBmZHEidSycOVu9vXYki7mmxJSGXW2nh+3XaEXUfT+dePfzH+t13c0jKUIe1q0iSkstlxndYVnUO1ZcsWNm/eXPS1bt06pk6dSoMGDfj2229LOqOIiMOr4uPOqB71AHjnj91k5+kDTxFntnhXEodTs6nq487NzUNMy3Fd02C+fqA9Vbzd2JqYxm0fr+ZgSqZpeQTyrTYe+Xozh1OzqR3owyQ1txOTGIZBq5pVePfO5qx7vif/vqkxdar5kJln5et18dz4wUr6T17FtxsT9HuNCa5oRb558+bnbYuKiiIkJIS3336b22677aqDiYhUNMM7RvDlmkMcTs3ms5UHGHVtfbMjiYhJPl8VB8DgtqUzcq44WteqwvcPdWT45+uJP5nFbR+v4rN72tCqZtmd7i//9cZvu1h74GRhc7uhrdXcTsoFf2937utcm3s7RbD2wElmrTvEwh3HiElIJSYhlVd/3cntrcMY0q4m9aqrl0NZKNGuJg0bNmTDhg0l+ZAiIhWGp5sLz15XOPt3ytL9mtcq4qR2HU1n3cGTuFgMhrQvH32F6lSrxLyHOtEsrDKnsvK569O1LNxxzOxYTmfe5sSiD3nevbMF9dXcTsoZwzDoUDeAjwa3YvVzPXn2uoaEVfEiPaeAz1fF0WvicgZ9uoZfth4hr8BmdtwK7YoK+fT09HO+0tLSiI2N5V//+hf16xd/hWny5MlERETg6elJu3btWL9+/WXdb/bs2RiGQf/+/Yu25efnM2bMGK655hp8fHwICQlh2LBhHDlypNi5RERK2s3NQmgWVpnMPCuTFu8xO46ImODvI+dqVPYyN8zfVPP1YPbI9lwbWZ3cAhsPztzEl2vizI7lNLYn/re53aPX1uO6psEmJxK5tGq+HjzcvR7Ln+nBjBFt6N04CIsBaw+c5NFvttBhfDQTFsQSfyLL7KgV0hUV8v7+/lSpUqXoq2rVqjRu3Jg1a9YwZcqUYj3WnDlzGD16NC+99BKbN2+mefPm9O3bl+Tk5EveLy4ujqeffvq8ufVZWVls3ryZf//732zevJl58+axe/du+vXrV+zXKSJS0iwWg+dvaAQUdqzel5xhciIRKUtmjJwrDm93Vz4d2pq72tbEbocXf9rB+N93YbNp1nxpSjmdy/99tZHcAhs9I6vzZC81txPHYbEYdG9YnWnDolg55loe71mfID8PTmTmMWXpfrq98yfDp6/njx3HKLBqlb6kXNE18n/++ec5P1ssFqpVq0a9evVwdS3eQ06cOJEHHniAESNGADB16lTmz5/P9OnTee655y54H6vVypAhQxg3bhwrVqwgNTW16LbKlSuzaNGic/b/6KOPaNu2LfHx8RqNJyKma18ngF6Ngli8K4k3f4/lP8PbmB1JRMrInI0J5OTbaBLiR1QZjpwrDlcXC2/c2pSwKl68vXA3nyw7wNHUHN4e0AwPV3Ov56+I8q02Hpm1mSNpOdQJ9OG9QS2wqLmdOKgQfy+e7N2AR6+tR3RsMrPWxbN8z3GWnfkK9vNkUNtwBrWpSXBlT7PjOrQrKuS7desGwM6dO4mPjycvL49Tp06xZ0/haaKXu/qdl5fHpk2bGDt2bNE2i8VCr169WLNmzUXv98orr1C9enXuu+8+VqxY8Y/Pk5aWhmEY+Pv7X/D23NxccnP/e61qeno6UHiafn5+/mW9FpH/dfbY0TEkF/J073r8uTuZxbuSWbkniXa1q5od6aroeBdncTXHeoHVxpdnTqsf2i6cgoKCkoxW4kZ2rkU1Hzee/3EHP289QlJ6Nh/f1QI/NV8rUa/Oj2XdwZP4eLgw+a7meLmUn/dSvbfL1bi2QQDXNgjg0Mks5m5M5NtNhzmWnsOkxXv5cMk+rm1YjbvahNGpbkC5+PCqPBzvxXluw263F/tcqQMHDnDbbbexbds2DMPg7EOcnYF6uXPkjxw5QmhoKKtXr6ZDhw5F25999lmWLVvGunXrzrvPypUrGTRoEDExMQQGBnLPPfeQmprKjz/+eMHnyMnJoVOnTkRGRjJr1qwL7vPyyy8zbty487Z//fXXeHt7X9ZrEREprrkHLKxKshDuY2f0NVbKwb9hIlKKtp4wmL7HBR9XO+NaW3Er0ZbDpSc21WD6Hgu5VoNgLzv/18hKVY2aLxHrjxvM2ld4lsP9Da1cU1WXMEjFVWCDrScNVh2zsD/jv7/0BHjY6Rhko111O75O/jlhVlYWgwcPJi0tDT8/v0vue0Ur8o8//jgREREsXryY2rVrs27dOk6ePMlTTz3FO++8c0WhL0dGRgZDhw5l2rRpBAYG/uP++fn53Hnnndjt9kteuz927FhGjx5d9HN6ejrh4eH06dPnH/8ARS4mPz+fRYsW0bt3b9zcnPxdSS6o3elcek5aSUKmFVtYS25qXsPsSFdMx7s4i6s51r+evgE4xbCOdbilt+OMn7wBuP5oBg98tZljGblM3evDtKGtaFRDHdWvxvbDaTzznw2AjVHd6/B4z3pmRzqP3tulpJ09b3tv8mlmb0jkh5gjnMgp4Jd4FxYcNujTOIi72oTRNqJK0SJxWSkPx/vZM8MvxxUV8mvWrGHJkiUEBgZisVhwcXGhc+fOjB8/nscee4wtW7Zc1uMEBgbi4uJCUlLSOduTkpIIDj6/U+f+/fuJi4vj5ptvLtpmsxU2THB1dWX37t3UrVsX+G8Rf+jQIZYsWXLJgtzDwwMPj/M/WnZzc9Obllw1HUdyMcFV3Hi4ez3eXribiYv3cWPzUNPnSV8tHe/iLIp7rMceS2fdwVO4WAyGdartcH9PmtWsyg+PdOKez9ezJ+k0gz/bwJS7W9GlfjWzozmklNO5PPLNVvIKbPRqVJ3RfSLLxanFF6P3dilpjUOr8EpoFcbe0Jhfth1h1rp4tiakMn/7MeZvP0a96pUY0q4mt7UMo7J32R57Zh7vxXneKzqpy2q14utb+ClsYGBg0Wi3WrVqsXv37st+HHd3d1q3bk10dHTRNpvNRnR09Dmn2p8VGRnJ9u3biYmJKfrq168fPXr0ICYmhvDwcOC/RfzevXtZvHgxAQEBV/IyRURK3b2dahPs58nh1GxmnLl2VkQqnqKRc03K18i54gjx9+LbBzvSvk5VTucWMOLzDXy/KdHsWA4n32rj4VmbOZqWQ51qPkwcqOZ24ry83F24Myqcnx7pxK+PduautjXxdndhX/Jpxv2yk3bjF/PMt1uJSUjlCq4Ir9CuqJBv2rQpW7duBaBdu3a89dZbrFq1ildeeYU6deoU67FGjx7NtGnT+OKLL9i1axcPPfQQmZmZRV3shw0bVtQMz9PTk6ZNm57z5e/vj6+vL02bNsXd3Z38/HzuuOMONm7cyKxZs7BarRw7doxjx46Rl5d3JS9XRKTUeLm78HTfhgBM/nMfJzP1PiVS0aRm5fHDlsKRc8PL4ci54qjs5cYX97alX/MQCmx2nvp2Kx8t2atfsIvh9fm7WH/wJJU8XPl0aBR+nlrpFgFoGlqZ8bddw7rne/Jq/6ZEBvuSk2/j202J9J+8ips+XMnX6+LJzC3fjULLyhWdWv+vf/2LzMxMoLCD/E033USXLl0ICAhgzpw5xXqsgQMHcvz4cV588UWOHTtGixYtWLBgAUFBQQDEx8djsVz+5w2HDx/m559/BqBFixbn3Pbnn3/SvXv3YuUTESltt7YM5bOVB9l1NJ0Povfycr8mZkcSkRI0Z0PhyLnGNfxoE1E+R84Vh4erC5MGtiDE34upy/bzzh97OJyaw6u3NMHVxUE6+Jnk240JRWdfvTewBfWqVzI3kEg55OvpxtD2tbi7XU02x59i1tp4ft1+lB1H0nn+h+288dsu+rcMYUi7WjSq4bz9zK6okO/bt2/Rf9erV4/Y2FhOnjxJlSpX1pRg1KhRjBo16oK3LV269JL3nTFjxjk/R0RE6FNhEXEoLhaDF25oxN2frWPm2kMM7xhB7UAfs2OJSAmw2ux8ueYQAPd0iijz5k2lxWIxeO76SEL8PXnp5x18sz6epPQcPryrJT4eV/TrZYW3NSGVF378C4DHe9and+MgkxOJlG+GYdC6VlVa16rKv29qzPebE5m1Lp6DKZnMXBvPzLXxtKrpz5B2tbixWQ2H7zNUXCX2sWnVqlUrzD9OIiJlrXP9QLo1qEaBzc5bC2LNjiMiJWTxriQOp2ZTxduNfs1DzI5T4oZ1iGDq3a3xcLWwJDaZu6at5XhGrtmxyp3jGbn831ebzjS3C+Lxno4ztUCkPKji4879Xeqw5KlufH1/O268pgauFoPN8ak89e1W2r0Rzau/7mT/8dNmRy0zOv9JRKSceP6GRlgM+P2vY2w6dNLsOCJSAmasigPgrrY1K+xqUd8mwXwzsj1VfdzZlpjGbVNWccCJfpn+J3kFNh6ZtZlj6YXN7d4b2FzN7USukGEYdKwXyOQhrVg99lqe6duQUH8v0rLz+WzlQXq+u4zB09Yyf9tR8goKp5sdTMlkwoJYHv1mCxMWxHIwJdPkV1EydO6TiEg50TDYlzujwpm9IYHX5u9i3kMddaaTiAPbfSyDNQdO4GIxuLt9LbPjlKpWNavw/UMduefz9Rw6kcXtU1bzn+FRtK5V1exopntt/k7Wx/23uZ2vmtuJlIjqvp480qMeD3ary/I9x5m17hBLYpNZvf8Eq/efILCSB83C/Fi6+ziGYWC32zEMg0+W7WfC7c0YEBVu9ku4KlqRFxEpR0b3boCXmwtb4lP5bfsxs+OIyFU429Ssb5MgQvwdc+RccdQO9OH7hzrSPNyfU1n5DJ62jgV/HTU7lqnmbkwo6pGg5nYipcPFYtAjsjr/Gd6GFWOu5bFr61Hd14OU07ksiT2OzV7Yr+Tv38d8v404B1+ZVyEvIlKOVPfzZGTXwjGeExbEFp0WJiKOJS0rnx+2FM5YH94hwtwwZSiwkgffPNCOXo2qk1tg46FZm5mx6qDZsUwRk5DKv34obG73RC81txMpC6H+Xozu05BVz11L3yYX/ztnGAZzNiaUYbKSp0JeRKScGdm1DtV8PYg/mcVXaw+ZHUdErsCcjfHk5NtoVMOPtrWd6/Ryb3dXpt7dmiHtamK3w8u/7OSN33ZhsznPVKHkjBwe/GoTeVYbvRsH8di1am4nUpbcXCy4u7pwsXYUdrudxFPZZRuqhKmQFxEpZ3w8XBnduwEAHy7ZS1pWvsmJRKQ4/j5ybkTHijNyrjhcXSy81r8pz17XEIBPlx/gsdlbyMm3mpys9P29uV3daj5MvFPN7UTMEFbF66Lvv4ZhEFbFsS95UiEvIlIODWgdRv3qlUjNymfy0n1mxxGRYojelUTiqTMj51pUvJFzl8swDB7uXo/3BjbHzcXg121HGTZ9fYX/cPLVX3eyIe4Uvh6ufDpMze1EzHJnVDh2+4XPBLLb7QxUszsRESlpri4Wnr+hEVA4virhZJbJiUTkcp1tcjeoAo+cK45bW4YxY0RbfD1cWX/wJLdPXU3iqYr5njZ3Q0LRJVHvDWxB3WpqbidiltqBPky4vRkWo7Ah3t+/T7i9GRGBPmZHvCoq5EVEyqnuDavRqV4AeVYbby/cbXYcEbkMe5IyWL3/BBaDCj9yrjg61Qtk7oMdCPbzZF/yaW77eDU7jqSZHatEbYk/xb9+LGxu92SvBvRSczsR0w2ICmfJU90Z2bUONzYLYWTXOix5qrvDj54DFfIiIuWWYRiMvb4RhgE/bz3C1oRUsyOJyD/478i5YEKdYORccTSq4ccPj3SkYZAvyRm53Dl1Dcv3HDc7VolIzsjhwZmFze36NA7i0WvrmR1JRM6ICPRhzHWRfHhXS8ZcF+nwK/FnqZAXESnHmoZW5taWoQC8/tuui17rJSLmS8vK54fNhwEY3jHC3DDlVI3KXsx9sAMd6gSQmWfl3hkb+NbBR0DlFdh4eOZmktJzqVe9EhMHtlBzOxEpdSrkRUTKuaf7NMTD1cL6gyd5aOZmHv1mCxMWxHIwJdPsaCLyN3M3JpCdbyUy2Jd2TjZyrjgqe7nxxb1t6d8ihAKbnWe+28YH0Xsd9oPKV37dwcZDp/D1dOXToa2p5OFqdiQRcQIq5EVEyrkQfy861g0AYMGOY8zfdoRPlx+g57tLHX4lS6SisNrsfLEmDoARnZxz5FxxuLtamHhnCx7qXheAiYv2MHbedvKtNpOTFc/s9fHMXBuPYcD7g1pQR83tRKSMqJAXESnnDqZksuxv15Ha7IVFg80OY77fRpxW5kVMtyQ2mcRT2fh7u3FLi1Cz4zgEi8VgzHWRvNq/KRYDZm9I4IEvN5KZW2B2tMuyOf4UL/60A4DRvRpwbaSa24lI2VEhLyJSzs3dmHDR1T0DgzlalRcx3YzVBwEY1EYj54praPtafDI0Ck83C0t3H2fgp2tIzsgxO9YlJafn8OBXhc3t+jYJ4pEeam4nImVLhbyISDmXeCr7oteOWu12lu5O5mRmXhmnEpGz9iZlsGrf2ZFzNc2O45B6Nw7imwfaU9XHnb8Op3Pbx6vZf/y02bEuKK/AxkOzNpOckUv96pV49041txORsqdCXkSknAur4nXJ6213Hc2g/fhoRs+NYXP8KYdtGCXiqM6OnOvTOJiwKt7mhnFgLWtWYd5DHakV4E3iqWxun7KajXEnzY51npd/2cGms83thkWpuZ2ImEKFvIhIOXdnVPhFi3MDqB9UibwCG/M2H+a2j1dz04crmb0+nqw8x7jOVMSRpWXnM08j50pMRKAP8x7qSItwf1Kz8hn8n3X8vv2o2bGKfLM+nq/XFTa3+2BQS2pXkHnUIuJ4VMiLiJRztQN9mHB7MywGuFiMc76/dUcz/niiKz8+0onbW4Xh7mphx5F0npu3nXZvRPPyzzvYl1w+T08VqQi+/dvIufZ1NHKuJARU8uCbB9rTq1FQ4Yz2rzczfeVBs2Ox6dApXvzpLwCe6t2AHpHVTU4kIs5M5wKJiDiAAVHhtImoypyNCSSeyiasihcDo8KJOLMa1CLcnxbh/vzrxkZ8tymRmesOcehEFjNWxzFjdRwd6wZwd/ta9G4chJuLPsMVKQl/Hzl3T0eNnCtJXu4ufDK0NS/9/Bcz18bzyq87OZyazQs3NDLlevSk9BwemrmJfKud65oEq7mdiJhOhbyIiIOICPRhzHWRl9ynio87D3Stw32da7NiXwoz1x4ielcSq/efYPX+E1T39eCutjW5q21Ngit7llFykYrpz9hkEk5mU9lLI+dKg4vF4NVbmhLq782EBbF8tvIgx9JyePfO5mU6GSC3wMpDMzcVNbd7587m+tBGREynQl5EpAKyWAy6NahGtwbVOJyazTfr4pm9IYHkjFzej97LR3/uo3ejIIZ2qEXHugH6pVTkCpxtcjeobThe7ho5VxoMw+Ch7nUJ8ffk6W+3Mn/7UZIzcpg2LAp/b/cyyfDyzzvZHJ+q5nYiUq7o/EoRkQou1N+Lp/s2ZPVz1/LhXS1pW7sqVpudBTuOMeQ/6+g5cRmfrTxIWla+2VFFHMbe5NOs3JeCxSicgy6l65YWoXxxb1t8PVzZEHeK26esJuFkVqk/79fr4vlm/ZnmdnepuZ2IlB8q5EVEnIS7q4Wbm4cw9/86sPCJrgzrUItKHq4cOJ7Jq7/upN34xYz5bhvbE9PMjipS7s1cFw8Uzj/XyLmy0bFuIN8+1IEalT3ZfzyT26as5q/Dpfd+tenQSV76ubC53dN9GtKjoZrbiUj5oUJeRMQJNQz25ZVbmrL2+Z681r8pkcG+5OTbmLMxgZs/Wsktk1fx3aZEcvKtZkcVKXeyCuCHLUcAuKdjbZPTOJfIYD/mPdyRyGBfjmfkcucna1i6O7nEnycpPYcHZ24m32rn+qbBPNy9bok/h4jI1VAhLyLixCp5uHJ3+1r8/ngXvn2wA7e0CMHNxWBrQipPf7uV9uOjeeO3XRw6kWl2VJFyY12yQXa+jYZBGjlnhhqVvZj7YAc61QsgK8/KfV9sZO6GhBJ7/NwCKw/O3MTxjFwaBFXinQFqbici5Y8KeRERwTAM2kRU5f1BLVkztifP9G1IqL8XqVn5fLr8AN3eXsqw6etZtDMJq81udlwR01htdlYcK/z16Z5OGjlnFj9PNz6/py23tgzFarPz7PfbmLR4D3b71b8/vfzzDrbEp+Ln6cqnQ6PwUXM7ESmH9M4kIiLnCKzkwSM96vFgt7os3Z3MV2sPsWzPcZaf+Qqp7MngdjUZ2KYm1Xw9zI4rUqaW7U3hRK5BZS9X+mvknKncXS1MvLM5If6eTP5zP5MW7+VIajav33oNbi5XtlY1a90hvlmfUNTcLkLN7USknFIhLyIiF+RiMejZKIiejYKIP5HFrPWHmLshgSNpObzzxx7ej97LdU1rcHe7mrQM8zU7rkiZ+HJNYZO7Aa3DNHKuHDAMg2f6RhLi78W/f/yLuRsTOZaey8dDWhV7TNzGuJO8/PMOoLC5XXc1txORckyn1ouIyD+qGeDN2OsbsWZsTybe2ZxWNf3Jt9r5ZesRBn66lhs/Ws2KYwYZOQVmRxUpNfuSM1i1/wQGdoa0DTc7jvzNkHa1mDYsCi83F5bvOc7AT9aQnJ5z2fc/lvbf5nY3XKPmdiJS/qmQFxGRy+bp5sJtrcKY93Anfn20M3e1DcfLzYW9yZl8d9CFLm8v44UftrPraLrZUUVK3BerDwHQtIqdsCpeJqeR/9WzURDfjGxPgI87O46kc+vHq9mXnPGP9zvb3C7ldC6Rwb68fYea24lI+adCXkRErkjT0MqMv60Z617oyb9vjCTIy05mnpVZ6+K5/v0V3DFlNT/FHCa3QCPsxPGl5+Tz/eZEALrVUMPH8qpFuD/zHu5I7UAfDqdmc/uUNaw/ePKi+9vtdl78cQcxCalU9nLjk6Gt1dxORByCCnkREbkqfp5uDGtfk7HNrXw1IoobrgnG1WKw8dApHp8dQ8fxS3hrQSwJJ7PMjipyxb7dmEhWnpUG1StRz0+FfHlWK8CH7x/qSMua/qRl53P3Z+uYv+3oBfeduS6eORsTsJxpblcrQM3tRMQx6CNHEREpEYYB7etUpUvDIJLSc5i9PoGv1x8iKT2Xj5fuZ8qy/VzbsDp3d6hFt/rVsFh06qo4BpvNzpdr4gAY2r4mxvFUU/PIP6vq487X97fn8dlb+GNnEqO+2czRtEb0bBTE3I0JJJ7KxsUCv8QcAeCZvpF0a1DN5NQiIpdPhbyIiJS4ID9PHu9Vn0d61GXxrmRmrj3Eyn0pRMcmEx2bTHhVL4a0q8WdUeFU9XE3O67IJS3dk8yhE1n4ebrSr3kwSxdvMzuSXAYvdxem3N2acb/s4Ms1h3ht/i5en78Li8XAbrdjO3NiRbOwyjzYrY65YUVEikmFvIiIlBpXFwvXNQ3muqbB7D9+mllr4/luUwIJJ7N58/dYJi7aw43X1ODu9rVoVdNfDaakXPp8VRwAg9rWxNtdvzo5EheLwbh+TfByc+GT5QewA1bbuZdG/HU4jUMnsjQzXkQciq6RFxGRMlG3WiVevLkx657vxVu3N+Oa0MrkFdj4Ycthbp+ymhs/WMk36+PJytMIOyk/9iWfZsXeFAwDhravZXYcuQKGYWCxGFzsah7DMJizMaFsQ4mIXCUV8iIiUqa83F24s004vzzamZ8e6cQdrcPwcLWw82g6Y+dtp93r0bz8847LGhslUtrOXhvfq1EQ4VW9zQ0jVyzxVPZFb7Pb7Ze8XUSkPNL5YSIiYprm4f40D/fnXzc24rtNicxce4i4E1nMWB3HjNVxdKgTwN3ta9GnSRBuLvrsWcpWek4+320qHDk3omOEuWHkqoRV8Sq8dMd+/sQBwzAIq+JlQioRkSunQl5EREzn7+3O/V3qcG+n2qzcl8JXaw8RvSuJNQdOsObACar7ejCobU3uahtOjcr6hVvKxndnR84FVaJD3QCz48hVuDMqnE+W7b/gbXa7nYFR4WWcSETk6mh5Q0REyg2LxaBrg2pMGxbFijHX8ui19Qis5EFyRi4fRO+l84Q/+b+vNrJybwo2m2Z5S+n5+8i54R0j1IjRwdUO9GHC7c2wGIUN8P7+fcLtzdToTkQcTrko5CdPnkxERASenp60a9eO9evXX9b9Zs+ejWEY9O/f/5ztdrudF198kRo1auDl5UWvXr3Yu3dvKSQXEZHSEurvxVN9GrL6uWv58K6WtKtdFavNzsIdSdz92Tp6TVzGf1YcIC0r3+yoUgEt23OcuDMj525tGWp2HCkBA6LCWfJUd0Z2rcONzUIY2bUOS57qzgCtxouIAzK9kJ8zZw6jR4/mpZdeYvPmzTRv3py+ffuSnJx8yfvFxcXx9NNP06VLl/Nue+utt/jggw+YOnUq69atw8fHh759+5KTk1NaL0NEREqJu6uFm5uHMOf/OvDHk10Z1qEWlTxcOZCSyWvzd9Fu/GKe/W4r2xPTzI4qFcjnq+MAGNgmXCPnKpCIQB/GXBfJh3e1ZMx1kVqJFxGHZXohP3HiRB544AFGjBhB48aNmTp1Kt7e3kyfPv2i97FarQwZMoRx48ZRp06dc26z2+1MmjSJf/3rX9xyyy00a9aML7/8kiNHjvDjjz+W8qsREZHS1CDIl1duacra53vy+q1NiQz2JSffxtyNidz80Upu+Wgl325MICffanZUcWD7j59m+Z7jZ0bORZgdR0RE5DymfsScl5fHpk2bGDt2bNE2i8VCr169WLNmzUXv98orr1C9enXuu+8+VqxYcc5tBw8e5NixY/Tq1atoW+XKlWnXrh1r1qxh0KBB5z1ebm4uubm5RT+np6cDkJ+fT36+TtmUK3P22NExJM6grI93Dwvc2SqEAS1rsDk+la/XJ/L7jmNsTUxj63fbeG3+Tm5vGcpdbcOICNCKmxTPjJUHALi2YTVq+Lmdc1zrvV2ciY53cSbl4XgvznObWsinpKRgtVoJCgo6Z3tQUBCxsbEXvM/KlSv57LPPiImJueDtx44dK3qM/33Ms7f9r/HjxzNu3Ljztv/xxx94e2tmrFydRYsWmR1BpMyYdbz39IG2LWFtssHqJAsnswuYvvoQ01cfIrKyjU7BdppUseOifmXyD3IKYO4mF8CgoeUYv/322wX303u7OBMd7+JMzDzes7KyLntfh7roKyMjg6FDhzJt2jQCAwNL7HHHjh3L6NGji35OT08nPDycPn364OfnV2LPI84lPz+fRYsW0bt3b9zc3MyOI1KqysvxPhCw2uws35vCrPUJLN+bQmyahdg0CPbzYFCbcO5sHUo1Xw/iTmTy3aYjJKZmE+bvxR2tQ7R6L3yx5hC5tt3Uq+bDE4M6ntetvrwc6yJlQce7OJPycLyfPTP8cphayAcGBuLi4kJSUtI525OSkggODj5v//379xMXF8fNN99ctM1mswHg6urK7t27i+6XlJREjRo1znnMFi1aXDCHh4cHHh4e5213c3PTm5ZcNR1H4kzKw/HuBvRpGkKfpiEknMxi1rp45myI51h6LpOi9/HRn/tpHOLH9sNpWAwDu92OYRhMW3mQCbc3UwdrJ2az2Zm5LgGAezrVxt3d/aL7lodjXaSs6HgXZ2Lm8V6c5zW12Z27uzutW7cmOjq6aJvNZiM6OpoOHTqct39kZCTbt28nJiam6Ktfv3706NGDmJgYwsPDqV27NsHBwec8Znp6OuvWrbvgY4qISMUVXtWb566PZM3Ynrw3sDmtavpTYLOzLTENu71w9d72t+9jvt9GXEqm2bHFJMv2Fo6c89XIORERKedMP7V+9OjRDB8+nKioKNq2bcukSZPIzMxkxIgRAAwbNozQ0FDGjx+Pp6cnTZs2Pef+/v7+AOdsf+KJJ3jttdeoX78+tWvX5t///jchISHnzZsXERHn4Onmwq0tw7i1ZRjPfLuV7zYlYr/AfoZhMGdjAmOuiyzzjGK+GaviABgYFY6Ph+m/IomIiFyU6f9KDRw4kOPHj/Piiy9y7NgxWrRowYIFC4qa1cXHx2OxFO/EgWeffZbMzExGjhxJamoqnTt3ZsGCBXh6epbGSxAREQeSU2DDMMB+gUrebreTeCq77EOJ6Q4cP82yMyPnhnWIMDuOiIjIJZleyAOMGjWKUaNGXfC2pUuXXvK+M2bMOG+bYRi88sorvPLKKyWQTkREKpKwKl6FDcwuVMmfuV2cz5drDgHQM7I6NQM0sUZERMo3U6+RFxERKWt3RoVjv0gRb7PDDU1rXPA2qbgycvL5duOZJncda5ucRkRE5J+pkBcREadSO9CHCbc3w2KAi8Uo/P63CWPvR+/BZrtwoS8V0/ebEsnMs1KveiU61QswO46IiMg/Khen1ouIiJSlAVHhtImoypyNCSSeyiasihctw/0Z9c0WFu9K5tMVB3iwW12zY0oZsNnsfHHmtPrhHSPOmxsvIiJSHqmQFxERpxQR6HNed/qXb27C8z9s5+2Fu2kR7k/7OlqdreiW7z3OwZRMfD1duU0j50RExEHo1HoREZEz7mobzm0tQ7Ha7Dz6zRaSM3LMjiSlbMbqOKCwd4JGzomIiKNQIS8iInKGYRi8dmtTGgRV4nhGLo9/E0OB1WZ2LCklB46fZunusyPnapkdR0RE5LKpkBcREfkbb3dXptzdGh93F9YcOMF7i/eYHUlKydmRc9c2rE6tAB+T04iIiFw+FfIiIiL/o261Srx5ezMAJv+5nyWxSSYnkpJ2OreA7zYlAnBPpwhzw4iIiBSTCnkREZELuLl5CMPPnG795JytJJzMMjmRlKTvNyVyOreAutV86Fwv0Ow4IiIixaJCXkRE5CKev7ERzcP9ScvO55GvN5NbYDU7kpQAm83OF2ea3N2jkXMiIuKAVMiLiIhchIerC5MHt8Tf241tiWm89ususyNJCVixL4UDKZn4erhyW6sws+OIiIgUmwp5ERGRSwir4s17A1sA8NXaQ/wUc9jcQHLVZqw6CMAAjZwTEREHpUJeRETkH/RoWJ1Hr60HwNh529mXnGFyIrlSB1My+VMj50RExMGpkBcREbkMT/RqQMe6AWTlWXlw5mYycwvMjiRX4Ms1cUDhhzMRgRo5JyIijkmFvIiIyGVwsRi8P6gl1X092Jd8mhd+2I7dbjc7lhTD6dwCvt14ZuRcxwhzw4iIiFwFFfIiIiKXqZqvBx8NboWLxeDHmCPMWhdvdiQphnmbC0fO1dHIORERcXAq5EVERIqhbe2qjLmuIQCv/LKTbYmp5gaSy2Kz2Znxt5FzFotGzomIiONSIS8iIlJMD3SpQ5/GQeRZbTw8azNpWflmR5J/sHJfCgeOZ1JJI+dERKQCUCEvIiJSTIZh8PaA5tSs6k3iqWxGz43BZtP18uXZ2dX4AVFhVNLIORERcXAq5EVERK5AZS83Ph7SCndXC9GxyXyy/IDZkeQi4lIy+XN3MoYBwztEmB1HRETkqqmQFxERuUJNQyszrl8TAN5eGMua/SdMTiQX8uWaQ9jt0L1BNY2cExGRCkGFvIiIyFUY1Cac21qFYrPDo99sITk9x+xI8jeZuQV8uzEBgHs61TY5jYiISMlQIS8iInIVDMPgtf5NaRjkS8rpXB79ZgsFVpvZseSMeZsTycgtoE6gD100ck5ERCoIFfIiIiJXydvdlY/vboWPuwvrDp7k3UV7zI4kgN3+35FzwzVyTkREKhAV8iIiIiWgbrVKTLijGQBTlu4neleSyYlk5b4U9p8ZOXd7a42cExGRikOFvIiISAm5qVkI93SMAODJOTEknMwyN5CTm7EqDoA7WmvknIiIVCwq5EVERErQ8zc0okW4P+k5BTw8azO5BVazIzmlQycyWbI7GSg8rV5ERKQiUSEvIiJSgtxdLUwe0gp/bze2H07j1V93mh3JKRWNnGtYjdoaOSciIhWMCnkREZESFurvxaSBLTAMmLk2nh+3HDY7klPJzC1g7oYzI+e0Gi8iIhWQCnkREZFS0L1hdR7tUQ+AsfO2szcpw+REzmPelsNk5BZQO9CHrvWrmR1HRESkxKmQFxERKSWP92pAp3oBZOdbeWjWZjJzC8yOVOHZ7Xa+ODtyrkMtjZwTEZEKSYW8iIhIKXGxGLw/qCVBfh7sSz7N2HnbsdvtZseq0FbtO8G+5NP4uLto5JyIiFRYKuRFRERKUWAlDz4a3AoXi8HPW48wc1282ZEqtBmrDwIwICocX083k9OIiIiUDhXyIiIipaxNRFWeuy4SgFd/2cnWhFRzA1VQ8SeyiI4tHDk3rEMtk9OIiIiUHhXyIiIiZeD+LrXp0ziIPKuNh2dtJjUrz+xIFc6Xa+Kw26Fbg2rUqVbJ7DgiIiKlRoW8iIhIGTAMg7cHNKdWgDeHU7MZPXcrNpuuly8pmbkFzNl4ZuRcpwhzw4iIiJQyFfIiIiJlpLKXGx8PaYW7q4UlsclMWbbf7EgVxg9bDpORUzhyrptGzomISAWnQl5ERKQMNQmpzKu3NAHg3T92s3p/ismJHJ/dbmfGmZFzwzRyTkREnIAKeRERkTJ2Z1Q4t7cKw2aHx76JITk9x+xIDu3vI+fu0Mg5ERFxAirkRUREyphhGLzWvymRwb6knM5l1DdbKLDazI7lsM6uxt/ROkwj50RExCmokBcRETGBl7sLHw9pRSUPV9YfPMk7f+wxO5JDKhw5lwTAsI4R5oYREREpIyrkRURETFKnWiUm3N4MgKnL9rNoZ5LJiRzPV2sLR851bVCNuho5JyIiTsL0Qn7y5MlERETg6elJu3btWL9+/UX3nTdvHlFRUfj7++Pj40OLFi346quvztnn9OnTjBo1irCwMLy8vGjcuDFTp04t7ZchIiJyRW5sVoMRZ8alPTU3hvgTWeYGciBZeQXM2VA4cm6EVuNFRMSJmFrIz5kzh9GjR/PSSy+xefNmmjdvTt++fUlOTr7g/lWrVuWFF15gzZo1bNu2jREjRjBixAgWLlxYtM/o0aNZsGABM2fOZNeuXTzxxBOMGjWKn3/+uaxeloiISLGMvb4RLWv6k55TwMNfbyIn32p2JIfww5bDpOcUEBHgTbcGGjknIiLOw9RCfuLEiTzwwAOMGDGiaOXc29ub6dOnX3D/7t27c+utt9KoUSPq1q3L448/TrNmzVi5cmXRPqtXr2b48OF0796diIgIRo4cSfPmzS+50i8iImImd1cLkwe3ooq3G38dTufVX3eaHancs9vtzFgVB8CwDhEaOSciIk7F1awnzsvLY9OmTYwdO7Zom8VioVevXqxZs+Yf72+321myZAm7d+9mwoQJRds7duzIzz//zL333ktISAhLly5lz549vPfeexd9rNzcXHJzc4t+Tk9PByA/P5/8/PwreXkiRceOjiFxBjrer141H1feueMa7v9qM7PWxdMyzI9bWoSYHavcWr3/BHuTT+Pt7kL/5kFlduzpWBdnouNdnEl5ON6L89ymFfIpKSlYrVaCgoLO2R4UFERsbOxF75eWlkZoaCi5ubm4uLjw8ccf07t376LbP/zwQ0aOHElYWBiurq5YLBamTZtG165dL/qY48ePZ9y4cedt/+OPP/D29r6CVyfyX4sWLTI7gkiZ0fF+9fqEWliYaOH5H7aTsi+GGvpn6IL+E2sBLLSuks+KJWV/3OlYF2ei412ciZnHe1bW5ffJMa2Qv1K+vr7ExMRw+vRpoqOjGT16NHXq1KF79+5AYSG/du1afv75Z2rVqsXy5ct55JFHCAkJoVevXhd8zLFjxzJ69Oiin9PT0wkPD6dPnz74+fmVxcuSCig/P59FixbRu3dv3Nw011gqNh3vJaevzc69X25i9f6TzD3sx/cPtqeSh8P9c12qEk5l8dfawsvqXhjYhbrVfMrsuXWsizPR8S7OpDwc72fPDL8cpv1mEBgYiIuLC0lJ547aSUpKIjg4+KL3s1gs1KtXD4AWLVqwa9cuxo8fT/fu3cnOzub555/nhx9+4MYbbwSgWbNmxMTE8M4771y0kPfw8MDDw+O87W5ubnrTkqum40iciY73q+cGfHhXK278YCUHUrJ48ZdYPhjUAsPQNeBnzd54BLsdutQPJDLE35QMOtbFmeh4F2di5vFenOc1rdmdu7s7rVu3Jjo6umibzWYjOjqaDh06XPbj2Gy2ouvbz17TbrGc+7JcXFyw2WwlE1xERKSUBVTy4KPBLXG1GPyy9QhfrT1kdqRyIyuvgNnr4wGKxvaJiIg4G1PP1Rs9ejTDhw8nKiqKtm3bMmnSJDIzMxkxYgQAw4YNIzQ0lPHjxwOF17JHRUVRt25dcnNz+e233/jqq6+YMmUKAH5+fnTr1o1nnnkGLy8vatWqxbJly/jyyy+ZOHGiaa9TRESkuKIiqvLc9ZG8Nn8Xr/66k2Zh/rQI9zc7lul+3HKE9JwCagV4071BdbPjiIiImMLUQn7gwIEcP36cF198kWPHjtGiRQsWLFhQ1AAvPj7+nNX1zMxMHn74YRITE/Hy8iIyMpKZM2cycODAon1mz57N2LFjGTJkCCdPnqRWrVq8/vrrPPjgg2X++kRERK7GfZ1rsyHuJAt3JPHIrM38+mhnqvi4mx3LNHa7nRmrDwIaOSciIs7N9O45o0aNYtSoURe8benSpef8/Nprr/Haa69d8vGCg4P5/PPPSyqeiIiIaQzD4O0BzYk9tpJDJ7IYPTeGz4a3cdoCds3+E+xJKhw5NyAqzOw4IiIipjHtGnkRERH5Z36ebnw8pBUerhb+3H2cKcv2mx3JNDNWxwFwe6sw/DzVeEtERJyXCnkREZFyrklIZV69pSkA7/6xm9X7UkxOVPYSTmaxeFfhpJvhHWuZnEZERMRcKuRFREQcwJ1twhnQOgybHR6bvYWk9ByzI5WpmWsPYTszcq5edV+z44iIiJhKhbyIiIiDeOWWpkQG+5JyOo9Hv95CgdU5Rqtm51mZvSEBgHs6RpgbRkREpBxQIS8iIuIgvNxd+HhIKyp5uLI+7iRv/7Hb7Ehl4seYw6Rl51OzqjfdG2rknIiIiAp5ERERB1KnWiXeuqMZAJ8sO8AfO46ZnKh02e12ZqyKA2BYh1q4OGnHfhERkb9TIS8iIuJgbrimBvd2qg3AU99uJf5ElsmJSs+aAyfYnZRxZuRcuNlxREREygUV8iIiIg7ouesjaVXTn4ycAh6atYmcfKvZkUrFF2dGzt3WKpTKXho5JyIiAirkRUREHJK7q4WPBreiqo87O46kM+6XnWZHKnGJp7JYtPPMyLkOEeaGERERKUdUyIuIiDioEH8vJg1sgWHAN+vj+X5TotmRStRXZ0bOda4XSP0gjZwTERE5S4W8iIiIA+vaoBqPXVsfgBd+3M7uYxkmJyoZ2XlWZq/XyDkREZELUSEvIiLi4B7rWZ8u9QPJybfx0KxNnM4tMDvSVfvpzMi58Kpe9IjUyDkREZG/UyEvIiLi4FwsBpMGtiDYz5MDxzMZ8/027Ha72bGumN1uZ8aZJnfDO0Ro5JyIiMj/UCEvIiJSAQRU8mDykJa4WgzmbzvKl2sOmR3piq09cJLYYxl4uWnknIiIyIWokBcREakgWteqytgbGgHw2vydbIk/ZXKiK6ORcyIiIpemQl5ERKQCubdTBNc3DSbfaueRWZs5lZlndqRiSTyVxR87jwFqciciInIxKuRFREQqEMMwmHBHMyICvDmSlsOTc2Ow2RznevmZa+Ox2aFTvQCNnBMREbkIFfIiIiIVjJ+nGx8PaY2Hq4Wlu4/z8dJ9Zke6LNl5VmZviAfgno61TU4jIiJSfqmQFxERqYAah/jxav+mAExctIdV+1JMTvTPfoo5TGpWPmFVvLhWI+dEREQuSoW8iIhIBXVnVDh3RoVhs8Pjs7dwLC3H7EgXpZFzIiIil0+FvIiISAX2yi1NiQz2JeV0Ho9+s5l8q83sSBe07uB/R87dqZFzIiIil6RCXkREpALzdHNhyt2tqeThyoa4U7y9cLfZkS7o7Mi5W1uFUtlbI+dEREQuRYW8iIhIBVc70Ie372gGwKfLD7BwxzGTE53rcGp2USaNnBMREflnKuRFREScwPXX1OC+zoWd4J/+diuHTmSanOi/Zq49hM0OHesG0EAj50RERP6RCnkREREn8dz1kbSuVYWMnAIemrmZnHyr2ZHIybfyzfqzI+cizA0jIiLiIFTIi4iIOAk3FwsfDW5JVR93dh5NZ9wvO8yOdM7IuZ6NgsyOIyIi4hBUyIuIiDiRGpW9eH9QCwwDvlmfwHebEk3LUjhy7hAAwzrU0sg5ERGRy6RCXkRExMl0qV+Nx3vWB+BfP24n9li6KTnWHzzJrqPpeLm5MDCqpikZREREHJEKeRERESf06LX16VI/kJx8Gw/N3ExGTn6ZZ/hiTRwA/Vtq5JyIiEhxqJAXERFxQi4Wg0kDW1CjsicHUzJ57vvt2O32Mnv+I6nZLNyRBKjJnYiISHGpkBcREXFSAZU8+GhwK1wtBvO3H+WL1XFl9twz1x7CarPToU4ADYM1ck5ERKQ4VMiLiIg4sda1qvD8DY0AeP23XWyOP1Xqz3nOyLlOEaX+fCIiIhWNCnkREREnN6JTBDdcE0y+1c6oWZs5mZlXqs/3c8wRTmXlE+rvRS+NnBMRESk2FfIiIiJOzjAMJtzejNqBPhxJy+GJOTHYbKVzvXzhyLk4QCPnRERErpQKeREREcHX042Ph7TCw9XC8j3H+ejPfaXyPBviTrHzaDqebhYGtgkvlecQERGp6FTIi4iICACNavx/e/ceVXWZ73H8s7lsriIqCqgIKgreABVjUFMnKbNWqVPJMY856FiNutKxzKxMm+MazJombXmZW7mmi6aN2kze4iiQF1JREFEHzQHRSbzkBVREZD/nD3OfdqJpgrjZ79dae8X+Pd/9PM/v11fgy+/yBGjm4M6SpD/8735tOnCyxse4+kC9IV1bKNDXWuP9AwDgCijkAQCA3RPxYUqOD5Mx0oQlOSo5e7HG+v7mTLnW7imRJI1kyTkAAH4yCnkAAODg9UGd1CE0QN+ev6TxH+9UZZWtRvr9aOuVJed+1qaxokMCaqRPAABcEYU8AABw4O3prgXDu6mBl4eyD53W7LX/uu0+L1ZW6eOt3y0517P1bfcHAIAro5AHAADXiAjy05tPxEiS/ryxUGvzj95Wf//Y9f0l55rVxBQBAHBZFPIAAKBaD3YO1a96Xzl7PnlZnopOnv9J/Rhj7A+5G5EYLg93fv0AAOB28JMUAABc15SB0eoe3khlFZf164926mJl1S33kX3otPZ8c2XJuf9iyTkAAG4bhTwAALguT3c3zXuym5r4WbXvaKmmf7bnlvtY9N3Z+MFxLDkHAEBNqPNCft68eYqIiJC3t7cSEhK0bdu268YuX75c8fHxCgwMlJ+fn+Li4vTBBx9cE7dv3z49+uijatiwofz8/NSjRw8VFxfX5m4AAFBvhTT01pz/6iqLRfok+7CWZR++6c8ePVuutfksOQcAQE2q00L+k08+0aRJkzR9+nTt3LlTsbGxGjBggI4fP15tfOPGjfXKK68oKytLeXl5SklJUUpKitatW2ePOXjwoHr37q3o6GhlZGQoLy9P06ZNk7e3953aLQAA6p3e7YL0m6T2kqRpn+Vr39HSm/rcR18Vq8pmlNC6sTqEsuQcAAA1oU4L+bfffltjxoxRSkqKOnbsqIULF8rX11fvvfdetfH9+vXTkCFD1KFDB7Vt21YTJkxQTEyMNm3aZI955ZVX9NBDD2n27Nnq2rWr2rZtq0cffVTNmvGEXAAAbsf4n0eqT/umulhp09iPdqrsYuUN4y9WVunjbVeuiEvpFXEHZggAgGvwqKuBL126pB07dmjq1Kn2bW5ubkpKSlJWVtaPft4Yow0bNqigoEBvvPGGJMlms2nVqlV68cUXNWDAAOXk5Kh169aaOnWqBg8efN2+KioqVFFRYX9fWnrlLENlZaUqK2/8SwpwPVdzhxyCKyDfXcebv+ikQfOzVHjyvCYv26W5yTGyWCzVxq7c+R+dOn9JzRt6q29k43qRH+Q6XAn5DldyN+T7rYxtMcaYWpzLdX3zzTdq0aKFtmzZosTERPv2F198UZmZmdq6dWu1nzt79qxatGihiooKubu7a/78+Ro1apQkqaSkRKGhofL19dXMmTP185//XGvXrtXLL7+s9PR09e3bt9o+Z8yYoddff/2a7R9//LF8fX1rYG8BAKg/isqkOXvcZTMWDYmoUr/Qa3+VMEZ6a7e7jpy36JFWVUpqUSe/bgAA4DQuXLigJ598UmfPnlVAwI1vR6uzM/I/VYMGDZSbm6tz585p/fr1mjRpktq0aaN+/frJZrNJkgYNGqTf/OY3kqS4uDht2bJFCxcuvG4hP3XqVE2aNMn+vrS0VGFhYXrggQd+9AAC11NZWam0tDTdf//98vT0rOvpALWKfHc9flmHNHN1gf5Z7KFh9/dQ11aBDu07Dp3Wka+2y8vDTdOG91OjevK0enIdroR8hyu5G/L96pXhN6POCvmgoCC5u7vr2LFjDtuPHTumkJCQ637Ozc1NkZGRkq4U6fv27VNqaqr69eunoKAgeXh4qGPHjg6f6dChg8N99D/k5eUlLy+va7Z7enryTQu3jTyCKyHfXcfoe9sq53CpVu0+qglL87TquXvV2O//i/UPtx2RdGXJuWYN/epqmrWGXIcrId/hSuoy329l3Dp72J3ValX37t21fv16+zabzab169c7XGr/Y2w2m/3+dqvVqh49eqigoMAhZv/+/QoPD6+ZiQMAAFksFs16rIvaBPnp6NmLmrAkR1W2K5fPHz1brjUsOQcAQK2p00vrJ02apJEjRyo+Pl733HOP3nnnHZ0/f14pKSmSpKeeekotWrRQamqqJCk1NVXx8fFq27atKioqtHr1an3wwQdasGCBvc/JkycrOTlZffr0sd8j/89//lMZGRl1sYsAANRbDbw9Nf+/u2nwvM3aeOCk/ufzvfKxuut/9x5Tlc0opmVDdWzOLWoAANS0Oi3kk5OTdeLECb322msqKSlRXFyc1q5dq+DgYElScXGx3Nz+/6KB8+fPa+zYsTpy5Ih8fHwUHR2tDz/8UMnJyfaYIUOGaOHChUpNTdVzzz2nqKgo/f3vf1fv3r3v+P4BAFDfRYcEaObgLnph2S4t2lIkN4v03Yl57T5yVsuyD+uJ+LC6nSQAAPVMnT/sbvz48Ro/fny1bT88iz5z5kzNnDnzR/scNWqU/Un2AACgdnUPb2T/2va9h9MbSVP+nqceEY0VEVT/7pMHAKCu1Nk98gAAoH5Ymn1Y7tdZS95iseiT7MN3eEYAANRvFPIAAOC2HDldLqPq14k3xujI6fI7PCMAAOo3CnkAAHBbWjbykeUGZ+RbNvK5wzMCAKB+o5AHAAC3ZWh8mIy5/hn5ZB52BwBAjaKQBwAAt6V1kJ/eeCxGbhbJ3c3i8N83HovhQXcAANSwOn9qPQAAcH5PxIepR0RjfZJ9WEdOl6tlIx8lx4dRxAMAUAso5AEAQI2ICPLTlAej63oaAADUe1xaDwAAAACAE6GQBwAAAADAiVDIAwAAAADgRCjkAQAAAABwIhTyAAAAAAA4EQp5AAAAAACcCIU8AAAAAABOhEIeAAAAAAAnQiEPAAAAAIAToZAHAAAAAMCJUMgDAAAAAOBEPOp6AncjY4wkqbS0tI5nAmdWWVmpCxcuqLS0VJ6ennU9HaBWke9wFeQ6XAn5DldyN+T71frzaj16IxTy1SgrK5MkhYWF1fFMAAAAAACupKysTA0bNrxhjMXcTLnvYmw2m7755hs1aNBAFoulrqcDJ1VaWqqwsDAdPnxYAQEBdT0doFaR73AV5DpcCfkOV3I35LsxRmVlZWrevLnc3G58Fzxn5Kvh5uamli1b1vU0UE8EBATwww8ug3yHqyDX4UrId7iSus73HzsTfxUPuwMAAAAAwIlQyAMAAAAA4EQo5IFa4uXlpenTp8vLy6uupwLUOvIdroJchysh3+FKnC3fedgdAAAAAABOhDPyAAAAAAA4EQp5AAAAAACcCIU8AAAAAABOhEIeAAAAAAAnQiEPfOfLL7/UI488oubNm8tisWjlypUO7cYYvfbaawoNDZWPj4+SkpJ04MABh5hTp05p+PDhCggIUGBgoEaPHq1z5845xOTl5enee++Vt7e3wsLCNHv27GvmsmzZMkVHR8vb21tdunTR6tWra3x/4dpSU1PVo0cPNWjQQM2aNdPgwYNVUFDgEHPx4kWNGzdOTZo0kb+/vx577DEdO3bMIaa4uFgPP/ywfH191axZM02ePFmXL192iMnIyFC3bt3k5eWlyMhILVq06Jr5zJs3TxEREfL29lZCQoK2bdtW4/sM17VgwQLFxMQoICBAAQEBSkxM1Jo1a+zt5Drqq1mzZslisWjixIn2beQ76osZM2bIYrE4vKKjo+3t9T7XDQBjjDGrV682r7zyilm+fLmRZFasWOHQPmvWLNOwYUOzcuVKs2vXLvPoo4+a1q1bm/LycnvMgw8+aGJjY81XX31lNm7caCIjI82wYcPs7WfPnjXBwcFm+PDhJj8/3yxevNj4+PiYP/7xj/aYzZs3G3d3dzN79myzd+9e8+qrrxpPT0+ze/fuWj8GcB0DBgww77//vsnPzze5ubnmoYceMq1atTLnzp2zxzz77LMmLCzMrF+/3mRnZ5uf/exnpmfPnvb2y5cvm86dO5ukpCSTk5NjVq9ebYKCgszUqVPtMf/+97+Nr6+vmTRpktm7d6959913jbu7u1m7dq09ZsmSJcZqtZr33nvP7Nmzx4wZM8YEBgaaY8eO3ZmDgXrvH//4h1m1apXZv3+/KSgoMC+//LLx9PQ0+fn5xhhyHfXTtm3bTEREhImJiTETJkywbyffUV9Mnz7ddOrUyRw9etT+OnHihL29vuc6hTxQjR8W8jabzYSEhJg333zTvu3MmTPGy8vLLF682BhjzN69e40ks337dnvMmjVrjMViMf/5z3+MMcbMnz/fNGrUyFRUVNhjpkyZYqKiouzvhw4dah5++GGH+SQkJJhnnnmmRvcR+L7jx48bSSYzM9MYcyW/PT09zbJly+wx+/btM5JMVlaWMebKH7/c3NxMSUmJPWbBggUmICDAnuMvvvii6dSpk8NYycnJZsCAAfb399xzjxk3bpz9fVVVlWnevLlJTU2t+R0FvtOoUSPzl7/8hVxHvVRWVmbatWtn0tLSTN++fe2FPPmO+mT69OkmNja22jZXyHUurQduQmFhoUpKSpSUlGTf1rBhQyUkJCgrK0uSlJWVpcDAQMXHx9tjkpKS5Obmpq1bt9pj+vTpI6vVao8ZMGCACgoKdPr0aXvM98e5GnN1HKA2nD17VpLUuHFjSdKOHTtUWVnpkIvR0dFq1aqVQ8536dJFwcHB9pgBAwaotLRUe/bsscfcKJ8vXbqkHTt2OMS4ubkpKSmJnEetqKqq0pIlS3T+/HklJiaS66iXxo0bp4cffvianCTfUd8cOHBAzZs3V5s2bTR8+HAVFxdLco1cp5AHbkJJSYkkOfxDv/r+altJSYmaNWvm0O7h4aHGjRs7xFTXx/fHuF7M1XagptlsNk2cOFG9evVS586dJV3JQ6vVqsDAQIfYH+b8T83n0tJSlZeX6+TJk6qqqiLnUet2794tf39/eXl56dlnn9WKFSvUsWNHch31zpIlS7Rz506lpqZe00a+oz5JSEjQokWLtHbtWi1YsECFhYW69957VVZW5hK57lGrvQMA7nrjxo1Tfn6+Nm3aVNdTAWpNVFSUcnNzdfbsWX366acaOXKkMjMz63paQI06fPiwJkyYoLS0NHl7e9f1dIBaNXDgQPvXMTExSkhIUHh4uJYuXSofH586nNmdwRl54CaEhIRI0jVPujx27Ji9LSQkRMePH3dov3z5sk6dOuUQU10f3x/jejFX24GaNH78eH3++edKT09Xy5Yt7dtDQkJ06dIlnTlzxiH+hzn/U/M5ICBAPj4+CgoKkru7OzmPWme1WhUZGanu3bsrNTVVsbGxmjNnDrmOemXHjh06fvy4unXrJg8PD3l4eCgzM1Nz586Vh4eHgoODyXfUW4GBgWrfvr2+/vprl/jeTiEP3ITWrVsrJCRE69evt28rLS3V1q1blZiYKElKTEzUmTNntGPHDnvMhg0bZLPZlJCQYI/58ssvVVlZaY9JS0tTVFSUGjVqZI/5/jhXY66OA9QEY4zGjx+vFStWaMOGDWrdurVDe/fu3eXp6emQiwUFBSouLnbI+d27dzv8ASstLU0BAQHq2LGjPeZG+Wy1WtW9e3eHGJvNpvXr15PzqFU2m00VFRXkOuqV/v37a/fu3crNzbW/4uPjNXz4cPvX5Dvqq3PnzungwYMKDQ11je/ttfooPcCJlJWVmZycHJOTk2Mkmbffftvk5OSYQ4cOGWOuLD8XGBhoPvvsM5OXl2cGDRpU7fJzXbt2NVu3bjWbNm0y7dq1c1h+7syZMyY4ONiMGDHC5OfnmyVLlhhfX99rlp/z8PAwb731ltm3b5+ZPn06y8+hxv361782DRs2NBkZGQ7Ltly4cMEe8+yzz5pWrVqZDRs2mOzsbJOYmGgSExPt7VeXbXnggQdMbm6uWbt2rWnatGm1y7ZMnjzZ7Nu3z8ybN6/aZVu8vLzMokWLzN69e83TTz9tAgMDHZ4iC9yOl156yWRmZprCwkKTl5dnXnrpJWOxWMwXX3xhjCHXUb99/6n1xpDvqD+ef/55k5GRYQoLC83mzZtNUlKSCQoKMsePHzfG1P9cp5AHvpOenm4kXfMaOXKkMebKEnTTpk0zwcHBxsvLy/Tv398UFBQ49PHtt9+aYcOGGX9/fxMQEGBSUlJMWVmZQ8yuXbtM7969jZeXl2nRooWZNWvWNXNZunSpad++vbFaraZTp05m1apVtbbfcE3V5bok8/7779tjysvLzdixY02jRo2Mr6+vGTJkiDl69KhDP0VFRWbgwIHGx8fHBAUFmeeff95UVlY6xKSnp5u4uDhjtVpNmzZtHMa46t133zWtWrUyVqvV3HPPPearr76qjd2Gixo1apQJDw83VqvVNG3a1PTv399exBtDrqN++2EhT76jvkhOTjahoaHGarWaFi1amOTkZPP111/b2+t7rluMMaZ2z/kDAAAAAICawj3yAAAAAAA4EQp5AAAAAACcCIU8AAAAAABOhEIeAAAAAAAnQiEPAAAAAIAToZAHAAAAAMCJUMgDAAAAAOBEKOQBAAAAAHAiFPIAAAAAADgRCnkAAJzYiRMnZLVadf78eVVWVsrPz0/FxcU3/MyMGTMUFxdXY3Po16+fJk6cWGP9AQCAG6OQBwDAiWVlZSk2NlZ+fn7auXOnGjdurFatWtX1tAAAQC2ikAcAwIlt2bJFvXr1kiRt2rTJ/vWt+OUvf6nBgwfrrbfeUmhoqJo0aaJx48apsrLSHjN//ny1a9dO3t7eCg4O1uOPP27/bGZmpubMmSOLxSKLxaKioiJVVVVp9OjRat26tXx8fBQVFaU5c+bc8rgVFRWaMmWKwsLC5OXlpcjISP31r3+1t+fn52vgwIHy9/dXcHCwRowYoZMnT9rbP/30U3Xp0kU+Pj5q0qSJkpKSdP78+Vs+RgAA3E086noCAADg1hQXFysmJkaSdOHCBbm7u2vRokUqLy+XxWJRYGCgnnzySc2fP/+m+0xPT1doaKjS09P19ddfKzk5WXFxcRozZoyys7P13HPP6YMPPlDPnj116tQpbdy4UZI0Z84c7d+/X507d9Zvf/tbSVLTpk1ls9nUsmVLLVu2TE2aNNGWLVv09NNPKzQ0VEOHDr2pcSXpqaeeUlZWlubOnavY2FgVFhbaC/UzZ87ovvvu069+9Sv94Q9/UHl5uaZMmaKhQ4dqw4YNOnr0qIYNG6bZs2dryJAhKisr08aNG2WMqZH/DwAA1BWL4acZAABO5fLlyzpy5IhKS0sVHx+v7Oxs+fn5KS4uTqtWrVKrVq3k7++voKCgaj8/Y8YMrVy5Urm5uZKunBnPyMjQwYMH5e7uLkkaOnSo3NzctGTJEi1fvlwpKSk6cuSIGjRocE1//fr1U1xcnN55550bznv8+PEqKSnRp59+elPj7t+/X1FRUUpLS1NSUtI1/c2cOVMbN27UunXr7NuOHDmisLAwFRQU6Ny5c+revbuKiooUHh7+o8cVAABnwaX1AAA4GQ8PD0VEROhf//qXevTooZiYGJWUlCg4OFh9+vRRRETEdYv46+nUqZO9mJak0NBQHT9+XJJ0//33Kzw8XG3atNGIESP00Ucf6cKFCz/a57x589S9e3c1bdpU/v7++tOf/nTNg/huNG5ubq7c3d3Vt2/favvftWuX0tPT5e/vb39FR0dLkg4ePKjY2Fj1799fXbp00RNPPKE///nPOn369C0dFwAA7kYU8gAAOJlOnTrJ399fI0aM0LZt2+Tv76/+/furqKhI/v7+6tSp0y336enp6fDeYrHIZrNJkho0aKCdO3dq8eLFCg0N1WuvvabY2FidOXPmuv0tWbJEL7zwgkaPHq0vvvhCubm5SklJ0aVLl256XB8fnxvO+dy5c3rkkUeUm5vr8Dpw4ID69Okjd3d3paWlac2aNerYsaPeffddRUVFqbCw8GYPCwAAdyUKeQAAnMzq1auVm5urkJAQffjhh8rNzVXnzp31zjvvKDc3V6tXr67xMT08PJSUlKTZs2crLy9PRUVF2rBhgyTJarWqqqrKIX7z5s3q2bOnxo4dq65duyoyMlIHDx68pTG7dOkim82mzMzMatu7deumPXv2KCIiQpGRkQ4vPz8/SVf+MNCrVy+9/vrrysnJkdVq1YoVK37CEQAA4O5BIQ8AgJMJDw+Xv7+/jh07pkGDBiksLEx79uzRY489psjIyBq/H/zzzz/X3LlzlZubq0OHDulvf/ubbDaboqKiJEkRERHaunWrioqKdPLkSdlsNrVr107Z2dlat26d9u/fr2nTpmn79u23NG5ERIRGjhypUaNGaeXKlSosLFRGRoaWLl0qSRo3bpxOnTqlYcOGafv27Tp48KDWrVunlJQUVVVVaevWrfrd736n7OxsFRcXa/ny5Tpx4oQ6dOhQo8cHAIA7jUIeAAAnlJGRoR49esjb21vbtm1Ty5YtFRoaWitjBQYGavny5brvvvvUoUMHLVy4UIsXL7Zfwv/CCy/I3d1dHTt2VNOmTVVcXKxnnnlGv/jFL5ScnKyEhAR9++23Gjt27C2PvWDBAj3++OMaO3asoqOjNWbMGPvycc2bN9fmzZtVVVWlBx54QF26dNHEiRMVGBgoNzc3BQQE6Msvv9RDDz2k9u3b69VXX9Xvf/97DRw4sEaPDwAAdxpPrQcAAAAAwIlwRh4AAAAAACdCIQ8AAAAAgBOhkAcAAAAAwIlQyAMAAAAA4EQo5AEAAAAAcCIU8gAAAAAAOBEKeQAAAAAAnAiFPAAAAAAAToRCHgAAAAAAJ0IhDwAAAACAE6GQBwAAAADAifwfMC5NBkmAR+QAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from capymoa.evaluation.visualization import plot_windowed_results\n",
"from capymoa.datasets import Electricity\n",
"from capymoa.anomaly import HalfSpaceTrees\n",
"from capymoa.evaluation import prequential_evaluation_anomaly\n",
"\n",
"stream = Electricity()\n",
"hst = HalfSpaceTrees(schema=stream.get_schema())\n",
"\n",
"\n",
"results_hst = prequential_evaluation_anomaly(stream=stream, learner=hst, window_size=4500)\n",
"\n",
"print(f\"AUC: {results_hst.auc()}\")\n",
"display(results_hst.windowed.metrics_per_window())\n",
"plot_windowed_results(results_hst, metric=\"auc\")"
]
},
{
"cell_type": "markdown",
"id": "b5ce2efc-b595-4f6d-8b6c-d2dbcc01e527",
"metadata": {},
"source": [
"## 2.2 Autoencoder"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "63fd40e2-4c23-46bd-beb0-044a23b91447",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUC: 0.5230563943495156\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" instances | \n",
" auc | \n",
" s_auc | \n",
" Accuracy | \n",
" Kappa | \n",
" Periodical holdout AUC | \n",
" Pos/Neg ratio | \n",
" G-Mean | \n",
" Recall | \n",
" KappaM | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 4500.0 | \n",
" 0.544910 | \n",
" 0.222925 | \n",
" 0.504889 | \n",
" 0.044039 | \n",
" 0.000000 | \n",
" 1.542373 | \n",
" 0.516265 | \n",
" 0.434799 | \n",
" -0.261608 | \n",
"
\n",
" \n",
" 1 | \n",
" 9000.0 | \n",
" 0.513216 | \n",
" 0.198620 | \n",
" 0.489778 | \n",
" -0.011067 | \n",
" 0.544910 | \n",
" 1.176015 | \n",
" 0.491096 | \n",
" 0.437500 | \n",
" -0.197705 | \n",
"
\n",
" \n",
" 2 | \n",
" 13500.0 | \n",
" 0.504520 | \n",
" 0.206141 | \n",
" 0.503111 | \n",
" 0.012575 | \n",
" 0.513216 | \n",
" 1.085264 | \n",
" 0.500149 | \n",
" 0.427412 | \n",
" -0.120240 | \n",
"
\n",
" \n",
" 3 | \n",
" 18000.0 | \n",
" 0.516622 | \n",
" 0.219586 | \n",
" 0.516222 | \n",
" 0.054810 | \n",
" 0.504520 | \n",
" 1.384738 | \n",
" 0.523022 | \n",
" 0.450823 | \n",
" -0.105778 | \n",
"
\n",
" \n",
" 4 | \n",
" 22500.0 | \n",
" 0.556117 | \n",
" 0.240853 | \n",
" 0.516667 | \n",
" 0.058864 | \n",
" 0.516622 | \n",
" 1.552467 | \n",
" 0.527151 | \n",
" 0.462185 | \n",
" -0.128346 | \n",
"
\n",
" \n",
" 5 | \n",
" 27000.0 | \n",
" 0.598999 | \n",
" 0.274222 | \n",
" 0.553778 | \n",
" 0.132179 | \n",
" 0.556117 | \n",
" 1.406417 | \n",
" 0.561848 | \n",
" 0.474144 | \n",
" -0.046924 | \n",
"
\n",
" \n",
" 6 | \n",
" 31500.0 | \n",
" 0.484991 | \n",
" 0.201277 | \n",
" 0.483556 | \n",
" -0.007277 | \n",
" 0.598999 | \n",
" 1.567028 | \n",
" 0.492828 | \n",
" 0.439388 | \n",
" -0.226755 | \n",
"
\n",
" \n",
" 7 | \n",
" 36000.0 | \n",
" 0.480584 | \n",
" 0.208603 | \n",
" 0.488667 | \n",
" 0.007570 | \n",
" 0.484991 | \n",
" 1.501390 | \n",
" 0.498176 | \n",
" 0.427249 | \n",
" -0.222311 | \n",
"
\n",
" \n",
" 8 | \n",
" 40500.0 | \n",
" 0.467688 | \n",
" 0.197652 | \n",
" 0.490000 | \n",
" 0.000195 | \n",
" 0.480584 | \n",
" 1.306509 | \n",
" 0.494291 | \n",
" 0.424088 | \n",
" -0.214214 | \n",
"
\n",
" \n",
" 9 | \n",
" 45000.0 | \n",
" 0.554163 | \n",
" 0.239936 | \n",
" 0.516889 | \n",
" 0.043774 | \n",
" 0.467688 | \n",
" 1.190847 | \n",
" 0.518599 | \n",
" 0.460343 | \n",
" -0.130231 | \n",
"
\n",
" \n",
" 10 | \n",
" 45312.0 | \n",
" 0.565640 | \n",
" 0.247658 | \n",
" 0.525333 | \n",
" 0.060527 | \n",
" 0.554163 | \n",
" 1.212389 | \n",
" 0.527728 | \n",
" 0.473236 | \n",
" -0.108722 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" instances auc s_auc Accuracy Kappa Periodical holdout AUC \\\n",
"0 4500.0 0.544910 0.222925 0.504889 0.044039 0.000000 \n",
"1 9000.0 0.513216 0.198620 0.489778 -0.011067 0.544910 \n",
"2 13500.0 0.504520 0.206141 0.503111 0.012575 0.513216 \n",
"3 18000.0 0.516622 0.219586 0.516222 0.054810 0.504520 \n",
"4 22500.0 0.556117 0.240853 0.516667 0.058864 0.516622 \n",
"5 27000.0 0.598999 0.274222 0.553778 0.132179 0.556117 \n",
"6 31500.0 0.484991 0.201277 0.483556 -0.007277 0.598999 \n",
"7 36000.0 0.480584 0.208603 0.488667 0.007570 0.484991 \n",
"8 40500.0 0.467688 0.197652 0.490000 0.000195 0.480584 \n",
"9 45000.0 0.554163 0.239936 0.516889 0.043774 0.467688 \n",
"10 45312.0 0.565640 0.247658 0.525333 0.060527 0.554163 \n",
"\n",
" Pos/Neg ratio G-Mean Recall KappaM \n",
"0 1.542373 0.516265 0.434799 -0.261608 \n",
"1 1.176015 0.491096 0.437500 -0.197705 \n",
"2 1.085264 0.500149 0.427412 -0.120240 \n",
"3 1.384738 0.523022 0.450823 -0.105778 \n",
"4 1.552467 0.527151 0.462185 -0.128346 \n",
"5 1.406417 0.561848 0.474144 -0.046924 \n",
"6 1.567028 0.492828 0.439388 -0.226755 \n",
"7 1.501390 0.498176 0.427249 -0.222311 \n",
"8 1.306509 0.494291 0.424088 -0.214214 \n",
"9 1.190847 0.518599 0.460343 -0.130231 \n",
"10 1.212389 0.527728 0.473236 -0.108722 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA/IAAAHWCAYAAADUwLIxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACcUUlEQVR4nOzdd1hUZ9oG8PvMMPTO0EFAKYpKEewKJmvbNFts6SbRTTFl3U3U7K6JZjd+ia6atqtxY9xsippY04xGIxhrFMROE+m99xlmzvcHMBEBBQTODHP/rouLcGbOmWfI6zD3nPc8ryCKoggiIiIiIiIiMggyqQsgIiIiIiIioo5jkCciIiIiIiIyIAzyRERERERERAaEQZ6IiIiIiIjIgDDIExERERERERkQBnkiIiIiIiIiA8IgT0RERERERGRAGOSJiIiIiIiIDAiDPBEREREREZEBYZAnIiIiIiIiMiAM8kREREREREQGhEGeiIiIiIiIyIAwyBMREREREREZEAZ5IiIialN6ejqee+45BAUFwcLCAk5OTpg9ezauX7/e4n5vvPEGBEFotf/WrVshCEKr+//www+Ijo6GjY0NbG1tMXz4cHzxxRc9+EyIiIj6FhOpCyAiIiL99Ouvv+L48eOYN28evLy8cP36dfz73//GhAkTcPnyZVhaWnb6mFu3bsWTTz6JwYMHY/ny5bC3t0d8fDz279+Phx56qAeeBRERUd/DIE9ERERtuvfee/Hggw+22Hb//fdj9OjR2LlzJx599NFOHa+8vBwvvvgiRowYgSNHjsDc3Fx3myiK3VIzERGRMeDUeiIiImqThYWF7r/VajWKi4vh7+8Pe3t7xMXFdfp4Bw8eRGVlJZYtW9YixANoc2o+ERERtY1BnoiIiNpUW1uLFStWwNvbG2ZmZlAqlXB2dkZZWRnKy8s7fbzU1FQAwJAhQ7q7VCIiIqPCqfVERETUphdeeAGffPIJXn75ZYwePRp2dnYQBAHz5s2DVqvV3a+9s+kajaa3SiUiIjIqDPJERETUpq+//hqPP/44/vnPf+q21dXVoaysrMX9HBwcAABlZWWwt7fXbU9PT29xvwEDBgAALl68CH9//54pmoiIyAhwaj0RERG1SS6Xt2pC9/7777c6094c0GNjY3Xbqqur8d///rfF/SZPngwbGxusXr0adXV1LW5jszsiIqKO4xl5IiIiatN9992H//3vf7Czs0NwcDBOnDiBn376CU5OTi3uN3nyZPTr1w9PPfUUXnnlFcjlcmzZsgXOzs7IyMjQ3c/W1hbr16/H008/jeHDh+Ohhx6Cg4MDEhISUFNT0yr4ExERUdsY5ImIiKhN7777LuRyOT7//HPU1dVh7Nix+OmnnzBlypQW91MoFNi9ezeee+45/O1vf4ObmxtefvllODg4YMGCBS3u+9RTT8HFxQX/93//hzfffBMKhQIDBw7EH//4x958akRERAZNEDmXjYiIiIiIiMhg8Bp5IiIiIiIiIgPCIE9ERERERERkQBjkiYiIiIiIiAwIgzwRERERERGRAWGQJyIiIiIiIjIgDPJEREREREREBoTryLdBq9UiJycHNjY2EARB6nKIiIiIiIiojxNFEZWVlfDw8IBMdutz7gzybcjJyYG3t7fUZRAREREREZGRyczMhJeX1y3vwyDfBhsbGwCNv0BbW1uJqyFDpVarceDAAUyePBkKhULqcoh6FMc7GQuOdTImHO9kTPRhvFdUVMDb21uXR2+FQb4NzdPpbW1tGeSpy9RqNSwtLWFra8s/ftTncbyTseBYJ2PC8U7GRJ/Ge0cu72azOyIiIiIiIiIDwiBPREREREREZEAY5ImIiIiIiIgMCK+RJyIiIiK6Q6IooqGhARqNRupSuo1arYaJiQnq6ur61PMiaktvjHe5XA4TE5NuWeKcQZ6IiIiI6A6oVCrk5uaipqZG6lK6lSiKcHNzQ2ZmZrcEDyJ91lvj3dLSEu7u7jA1Nb2j4zDIExERERF1kVarRVpaGuRyOTw8PGBqatpnQq9Wq0VVVRWsra0hk/GKXOrbenq8i6IIlUqFwsJCpKWlISAg4I4eh0GeiIiIiKiLVCoVtFotvL29YWlpKXU53Uqr1UKlUsHc3JxBnvq83hjvFhYWUCgUSE9P1z1WV/FfJBERERHRHWLQJaKO6K7XCslfcT788EP4+vrC3NwcI0eOxOnTp295/7KyMjz//PNwd3eHmZkZAgMD8f3339/RMYmIiIiIiIgMhaRBfvv27ViyZAlef/11xMXFITQ0FFOmTEFBQUGb91epVJg0aRKuX7+Or7/+GomJidi8eTM8PT27fEwiIiIiIiIiQyJpkF+3bh0WLlyIBQsWIDg4GBs3boSlpSW2bNnS5v23bNmCkpIS7NmzB2PHjoWvry+io6MRGhra5WMSERFR90grqsbb+6/ihS/j8fb+q0grqpa6JCKiTrl+/ToEQcC5c+ekLkUvTZgwAS+//LLUZRAkbHanUqlw9uxZLF++XLdNJpNh4sSJOHHiRJv77Nu3D6NHj8bzzz+PvXv3wtnZGQ899BCWLl0KuVzepWMCQH19Perr63U/V1RUAGhcS1CtVt/pUyUj1Tx2OIbIGHC809dx2fjLnksQIECECAECNsWk4q3pgzFrmOftD2AgONbpZmq1GqIoQqvVQqvVdvk4aUXV+OpsFrJKa+HlYIHZEV7wU1p1Y6VtO3HiBKKiojBlyhR8++23LW4TRVH3vb3ntnLlSuzduxdxcXE9XmtvaH6ed/r/81aysrLg7++PwMBAnD9/vkceoyfdajzczvXr1zFgwADdz9bW1ujXrx+io6Px0ksvISAgoFPHk8vl2LlzJ6ZPn96lem7UPN63bt2KJUuWoKSk5I6P2RatVgtRFKFWqyGXy1vc1pm/LZIF+aKiImg0Gri6urbY7urqiqtXr7a5z7Vr13D48GE8/PDD+P7775GSkoLnnnsOarUar7/+epeOCQCrV6/GypUrW20/cOBAn+s+Sr3v4MGDUpdA1Gs43o1TQS3w1jk5RAgAxKatIgARy3dfRFVaApwtJCywB3CsUzMTExO4ubmhqqoKKpWqS8fYcz4fq35I0f0LEgB8FHsNr//eH9NCXG+z953ZtGkTFi1ahM8++wyJiYlwd3dvdZ/Kysp296+vr4dGo9GdCDN0VVVVAIDq6uouPyeVSnXLNcI/+ugjTJ8+HcePH8fhw4cRGRnZpceRQkNDA1QqVZd/N82/3z179mDgwIGora3F5cuXsXHjRoSHh+PLL79EdHR0p45ZW1vbreOvrq4Ooije8TE1Gg0EQWjV3E6lUqG2thaxsbFoaGhocVtNTU2Hj29Qy89ptVq4uLjgo48+glwuR0REBLKzs7FmzRq8/vrrXT7u8uXLsWTJEt3PFRUV8Pb2xuTJk2Fra9sdpZMRUqvVOHjwICZNmgSFQiF1OUQ9iuPduK09kAyZcB0aUbzpFgEyASi0CcDjkzt3lkVfcazTzerq6pCZmQlra2vdUlKiKKJWrenQ/unF1Vj1Qwq0N//zAbDyhxQMH+CKfk4dO7FkoZB3ag37qqoq7N69G6dPn0ZJSQl27drVYmbr1q1b8cc//hElJSW64+7ZswezZs2CRqPB1q1b8fbbbwMAHBwcAAAff/wxnnjiCWRkZODFF1/E4cOHIZPJMGXKFLz33nstTrjt3bsXb775Ji5fvgwPDw889thjeO2112Bi0hhR5HI5Nm3ahO+//x4HDhyAp6cn1qxZgwceeEB3jEuXLmHZsmU4evQoRFFEWFgYtmzZggEDBkCr1eIf//gHNm/ejMLCQgwaNAhvvfUWpk6dqtv/9OnTePbZZ3HlyhUMGTJE9/ytrKx0OeDixYt49dVX8csvv8DKygqTJk3CunXroFQqAQB33303Bg8eDBMTE3z++ecYOnQoDh061ObvXBRFfPnll/jggw/g5+eH7du34+6779bd3nzG+quvvsKHH36IU6dOISAgAP/6178wevRo3f127tyJN954AykpKXB3d8fixYtb5Jn+/fvjqaeeQlJSEnbv3g0nJye8++67GD16NBYuXIjDhw+jf//++M9//qP7IKG4uBgvvPACjh49itLSUgwYMADLli3D/Pnzdcc1MTGBqakpbG1t8eabb+Krr75qNatg2LBhuO+++7Bq1apWz9/a2hoA4O3trTv7HhISgjlz5mDSpEl46aWXkJycrDtTfasx0r9/fwDAI488AgDw8fHBtWvXOjS2ysrKsGzZMuzduxfl5eXw9/fHP/7xD8jlcjz//PMAfhvTK1aswOuvv47S0lK8/PLL+Pbbb1FfX4+oqCi8++67uufRfCZ/69ateO2115CUlISkpCT4+vq2+B3U1dXBwsICUVFRrZaf68yHB5IFeaVSCblcjvz8/Bbb8/Pz4ebm1uY+7u7uUCgULaYgDBo0CHl5eVCpVF06JgCYmZnBzMys1XaFQsE/0nTHOI7ImHC8G6ecinqIaCOFoPHsYk5FfZ8bFxzr1OzGs27NZ95qVA0Y8sadz9rQisA97x/r8P0vr5oCS1P57e/Y5Ouvv8bAgQMxaNAgPProo3j55Zfx2muvtfow4Mazijd+nz9/Pi5fvoz9+/fjp59+AgDY2dkBAGbMmAFra2vExMSgoaEBzz//PObPn48jR44AAI4ePYonnngC7733HsaPH4/U1FQsWrQIgiC0OEH35ptv4p133sHatWvx/vvv49FHH0V6ejocHR2RnZ2NCRMmYMKECTh8+DBsbW1x7NgxaLVayGQyvPvuu1i3bh02bdqE8PBwbNmyBdOnT8elS5cQEBCAqqoqPPDAA5g0aRI+++wzpKWl4aWXXtI9P5lMhrKyMkycOBFPP/00NmzYgNraWixduhTz5s3D4cOHdXV++umnePbZZ3Hs2LEWv6ebHT58GDU1NZg8eTK8vb0xZswYbNiwAVZWVi32+9vf/oa1a9ciICAAf/nLX/Dwww8jJSUFJiYmOHv2LObNm4c33ngDc+fOxfHjx/Hcc89BqVTiiSee0D3Whg0b8NZbb2HFihVYv349Hn/8cYwZMwZPPvkk1q5di6VLl+KJJ57ApUuXIAgCVCoVIiMjsWzZMtja2uK7777D448/joCAAIwYMaLVeHjqqaewatUqnD17FsOHDwcAxMfH4/z589i1a1ebv4Mbx8+Nt8tkMrz00kuYMWMG4uPjMWLEiNuOkV9//RUuLi745JNPMHXqVMjlcshkstvup9Vqce+996KyshKfffYZBgwYgMuXL0MQBAwfPhzr16/H66+/jsTERACNHz7IZDI8+eSTSE5Oxr59+2Bra4ulS5fivvvuw+XLl6FQKCCTyVBTU4M1a9bgP//5D5ycnODm5tbq9yCTySAIQpt/Rzrzd0WyZnempqaIiIho8WmVVqvFoUOHWnzadKOxY8ciJSWlxTUZSUlJcHd3h6mpaZeOSURERHfGy6H9efOCINzydiKSzscff6w7mzl16lSUl5cjJiamw/tbWFjA2tpad3mBm5sbLCwscOjQIVy4cAFffPEFIiIiMHLkSHz66aeIiYnBr7/+CqDx2vply5bh8ccfR//+/TFp0iS8+eab2LRpU4vHeOKJJzB//nz4+/vjrbfeQlVVlW5p6Q8//BB2dnbYtm0bIiMjERgYiAULFiAoKAgAdGF13rx5CAoKwttvv42wsDBs2LABAPDFF19Aq9Xi448/xuDBg3HffffhlVdeafH4H3zwAcLDw/HWW29h4MCBug8Efv75ZyQlJenuFxAQgHfeeQdBQUG6x2/vdz5v3jzI5XIMGTIE/fv3x1dffdXqfn/+859x7733IjAwECtXrkR6ejpSUlIANDb3/t3vfoe//e1vCAwMxBNPPIHFixdjzZo1LY5xzz334A9/+AMCAgKwYsUKVFRUYPjw4Zg9ezYCAwOxdOlSXLlyRXcS1NPTE3/+858RFhaG/v3744UXXsDUqVOxY8eONp+Ll5cXpkyZgk8++US37ZNPPkF0dLTubHlnDBw4EEDjrATg9mPE2dkZAGBvbw83Nzfdz7fb76effsLp06exa9cuTJo0Cf3798d9992H3//+97rZBoIg6Ma0tbW1LsD/5z//wfjx4xEaGorPP/8c2dnZ2LNnj+45qNVq/Otf/8KYMWMQFBTUo5dpSzq1fsmSJXj88ccRGRmJESNGYMOGDaiursaCBQsAAI899hg8PT2xevVqAMCzzz6LDz74AC+99BJeeOEFJCcn46233sKLL77Y4WMSERFR95oS7Ip/H0lt8zZRFDE30ruXKyKSloVCjsurpnTovusOJuGTX9q6NAWQCwIWjPPFkkmBHX7cjkpMTMTp06exe/duAI1TpufOnYuPP/4YEyZM6PBx2nLlyhV4e3vD2/u3f/vBwcGwt7fHlStXMHz4cCQkJODYsWP4xz/+obuPRqNBXV0dampqdAEoJCREd3vzdPfmZaXPnTuH8ePHt3kWs6KiAjk5ORg7dmyL7WPHjkVCQoKuzpCQkBbTm28++ZeQkICff/5ZNyX8RqmpqQgMbPx/ExERcdvfS1lZGXbt2oVffvlFt+2RRx7RXY5woxufd3PfgoKCAgwcOBBXrlzBtGnTWj2vDRs2QKPR6GYv33iM5ksahg4d2mpbQUEB3NzcoNFo8NZbb2HHjh3Izs6GSqVCfX39LcPowoUL8eSTT2LdunWQyWT44osvsH79+tv+LtrS3GyueUZIR8fIzW6337lz5+Dl5aX7f9cRV65cgYmJCUaOHKnb5uTkhKCgIFy5ckW3zdTUtMXvvSdJGuTnzp2LwsJCrFixAnl5eQgLC8P+/ft1gyojI6PFVARvb2/8+OOP+OMf/4iQkBB4enripZdewtKlSzt8TCIiIuo+oijig59/C/EyAbprfWUC8PasEPj2QudtIn0iCAIsTTv2NvvhkT7Y8ktam7eJEPHISJ8OH6szPv74YzQ0NMDDw+O3xxNFmJmZ4YMPPoCdnR1kMpkuXDXrrhUbqqqqsHLlSsycObPVbTcG65tDuiAIutm5FhY9P9unqqoK999/v64XwI1ubAzYPDX+Vr744gvU1dW1CIPNHeCTkpJaBMsbn3dzsO1sp/i2jnGr465ZswbvvvsuNmzYgKFDh8LKygovv/zyLZs43n///TAzM8Pu3bthamoKtVqNBx98sFN1NmsOxH5+fgA6PkZudrv9enLcWFhYdKpPxZ2QvNnd4sWLsXjx4jZva76G5kajR4/GyZMnu3xMIiIi6j6fHLuOn67kw1QuwwcPhSM+oxT/PZGOGpUGb04bgtk8G090S35KK7w9KwRLd56HIAgQRVH3vac+CGtoaMCnn36Kf/7zn5g8eXKL26ZPn44vv/wSzzzzDJydnVFVVYXq6mrY2NgAQKv11U1NTaHRtGzsN2jQIGRmZiIzM1N3Vv7y5csoKytDcHAwgMaGaImJifD39+/y8wgJCcF///tfqNXqVoHf1tYWHh4eOHbsWIsu6MeOHdNd7z1o0CD873//Q11dnS4Y3pwzhg0bhp07d8LX11fXKK2rPv74Y/zpT39qdfb9ueeew5YtW/B///d/HTrOoEGDdNfiNzt27BgCAwNbLWfWGceOHcO0adN0l1s0f8DQ/P+sLSYmJnj88cfxySefwNTUFPPmzetSUNZqtXjvvffg5+eH8PBwAB0bIwqFotX4u91+ISEhyMrKavXhSbP2xnRDQwNOnTqFMWPGAGhsDpiYmHjL309PkjzIExERkWE6n1WG1T80nkH5y72DMHmwGyYPdkNlfQM+O5mBxPz2l6wiot/MjvTGcF9HbD+TqVtHfm6kd4/NZvn2229RWlqKp556StecrtmsWbPw8ccf45lnnsHIkSNhaWmJv/zlL3jppZdw6tQpbN26tcX9fX19kZaWppuubGNjg4kTJ2Lo0KF4+OGHsWHDBjQ0NOC5555DdHS0rkP6ihUrcN9996Ffv3548MEHIZPJkJCQgIsXL+Lvf/97h57H4sWL8f7772PevHlYvnw57OzscPLkSYwYMQJBQUF45ZVX8Prrr2PAgAEICwvDJ598gnPnzuHzzz8HADz00EP4y1/+goULF2L58uW4fv061q5d2+Ixnn/+eWzevBnz58/Hq6++CkdHR6SkpGDbtm34z3/+0+HgfO7cOcTFxeHzzz/XXQvebP78+Vi1alWHn/ef/vQnDB8+HG+++Sbmzp2LEydO4IMPPsC//vWvDu3fnoCAAHz99dc4fvw4HBwcsG7dOuTn5982qD799NMYNGgQALT6gKE9xcXFyMvLQ01NDS5evIgNGzbg9OnT+O6773S/046MEV9fXxw6dAhjx46FmZkZHBwcbrtfdHQ0oqKiMGvWLKxbtw7+/v64evUqRFHEmDFj4Ovri6qqKhw6dAihoaGwtLREQEAApk2bhoULF2LTpk2wsbHBsmXL4Onp2eoyh14jUivl5eUiALG8vFzqUsiAqVQqcc+ePaJKpZK6FKIex/FufCpqVWLUO4dFn6Xfios+/VXUarW62368mCv6LP1WjH7nsIQV9gyOdbpZbW2tePnyZbG2tlbqUjrsvvvuE++55542bzt16pQIQExISBA1Go342Wefif7+/qKFhYV43333iR999JF4Y4Soq6sTZ82aJdrb24sAxE8++UQURVFMT08XH3jgAdHKykq0sbERZ8+eLebl5bV4rP3794tjxowRLSwsRFtbW3HEiBHiRx99pLsdgLh79+4W+9jZ2ekeQxRFMSEhQZw8ebJoaWkp2tjYiOPHjxdTU1NFURRFjUYjvvHGG6Knp6eoUCjE0NBQ8YcffmhxvBMnToihoaGiqampGBYWJu7cuVMEIMbHx+vuk5SUJM6YMUO0t7cXLSwsxIEDB4ovv/yy7nUvOjpafOmll275O1+8eLEYHBzc5m25ubmiTCYT9+7dK6alpbV6/NLSUhGA+PPPP+u2ff3112JwcLCoUCjEfv36iWvWrGlxTB8fH3H9+vUttt38+7z5sYqLi8Vp06aJ1tbWoouLi/jXv/5VfOyxx8Rp06bp9mnvuY4fP14cPHjwLX8HNz5m85elpaU4aNAg8bnnnhOTk5Nb3f92Y2Tfvn2iv7+/aGJiIvr4+HR4v+LiYnHBggWik5OTaG5uLg4ZMkTct2+fWFpaKmo0GvGZZ54RnZycRADi66+/LoqiKJaUlIiPPvqoaGdnJ1pYWIhTpkwRk5KSdMf85JNPRDs7u9v+Dm71mtGZHCqIYhudNYxcRUUF7OzsUF5eznXkqcvUajW+//573HPPPVyiiPo8jnfjIooiXvgyHt+ez4WnvQW+f3E87Cx/+/9eWadG+KqDaNCKiH3lrg6vgW0IONbpZnV1dUhLS4Ofn98tr9s1RFqtFhUVFbC1tW13OTUiURQREBCA5557rsVa9oamt8b7rV4zOpND+S+SiIiIOmXbr5n49nwu5DIB780PbxHiAcDGXIFhPg4AgJjkQilKJCKiXlBYWIgPPvgAeXl5XCWsl/EaeSIiIuqwxLxKvLHvEgDglSlBiGgK7DeLDnTG6bQSxCQW4tFRPr1ZIhER9RIXFxcolUp89NFHcHBo++8B9QwGeSIiIuqQGlUDnv8iDvUNWkQFOmPR+P7t3jc60BlrfkzEidQiqBq0MDXhJEAior6GV2lLh39ViYiIqEPe2HcJKQVVcLExw7o5oZDJ2l8rN9jdFk5WpqhWaRCXUdqLVRIREfV9DPJERER0W3vis7HjTBYEAdgwLwxKa7Nb3l8mEzA+QAkAiE3idfLU9/HMJBF1RHe9VjDIExER0S2lFVXjL7svAABeuDsAYwYoO7RfVKAzACCGQZ76sObVC2pqaiSuhIgMQfNrxZ2ufMJr5ImIiKhd9Q0aLP4iDtUqDUb4OeLFu/07vO/4gMYgfymnAoWV9XC2ufVZfCJDJJfLYW9vj4KCAgCApaUlBKH9y04MiVarhUqlQl1dHZefoz6vp8e7KIqoqalBQUEB7O3tIZfL7+h4DPJERETUrtXfX8WlnAo4WCrw3rxwmMg7/ubG2cYMgz1scSmnAr+kFGJGuFcPVkokHTc3NwDQhfm+QhRF1NbWwsLCos98OEHUnt4a7/b29rrXjDvBIE9ERERt2n8xD1uPXwcArJsTBjc7804fIyrQGZdyKhCbVMQgT32WIAhwd3eHi4sL1Gq11OV0G7VajdjYWERFRd3xNGAifdcb412hUNzxmfhmDPJERETUSlZpDV79OgEAsCiqP+4a6NKl40QFOOPfR1JxNLkQWq14y073RIZOLpd325t0fSCXy9HQ0ABzc3MGeerzDG2882IXIiIiakGt0eLFL+NRUdeAUG97/HlyUJePFeHjACtTOYqqVLicW9GNVRIRERkvBnkiIiJq4Z8HkhCXUQYbcxN8MD8cpiZdf7tgaiLD6KYu9+xeT0RE1D0Y5ImIiEgnJqkQG2NSAQBvzwqBt6PlHR8zOpDryRMREXUnBnkiIiICAORX1GHJ9nMAgEdG9cM9Q9275bjN68mfTS9FVX1DtxyTiIjImDHIExERETRaES9vO4fiahUGutngr/cGd9uxfZys4ONkiQatiOMpRd12XCIiImPFIE9ERET48OcUnLhWDEtTOT54aBjMFd3beTu66ax8bDKn1xMREd0pBnkiIiIjd/JaMTb8lAQAeHPaEPi7WHf7Y0QFNAX5JJ6RJyIiulMM8kREREaspFqFl7bFQysCM4d5YlaEV488zugBTlDIBWSU1OB6UXWPPAYREZGxYJAnIiIyUlqtiD9/lYD8inr0d7bCm9OG9NhjWZmZIMLHAQCXoSMiIrpTDPJERERG6uNf0nD4agFMTWT48KFhsDIz6dHHiw50AcBl6IiIiO4UgzwREZEROpdZhrf3XwUArLgvGIPcbXv8MaOa1pM/ca0YqgZtjz8eERFRX8UgT0REZGTKa9V44cs4NGhF3DPUDQ+P7NcrjzvIzRZKazPUqDQ4k17SK49JRETUFzHIExERGRFRFLF813lkltTCy8ECq2eGQBCEXnlsmUxAVEDjWXl2ryciIuo6BnkiIiIj8vmpDHx/IQ8mMgEfPDQMdhaKXn38qKb15NnwjoiIqOsY5ImIiIzEldwKrPr2MgBg6dSBCPO27/UaxgcoIQiNtRRU1vX64xMREfUFDPJERERGoLq+Ac9/EQdVgxZ3BTnjqXF+ktThZG2GIR52AICjnF5PRETUJQzyRERERmDF3ku4VlgNV1sz/HNOGGSy3rkuvi3N3etjkzm9noiIqCsY5ImIiPq4nWezsDMuCzIBeG9eOBytTCWtJyqg8Tr5o8lF0GpFSWshIiIyRAzyREREfVhqYRX+tvciAOCl3wViZH8niSsChvk4wNrMBCXVKlzMKZe6HCIiIoPDIE9ERNRH1ak1eP7zONSoNBjd3wmL7/aXuiQAgEIuw5gBjR8oxLJ7PRERUacxyBMREfVRf//uMq7mVcLJyhTvzguDXMLr4m/WvAwd15MnIiLqPAZ5IiKiPuiHC7n47GQGAGDd3DC42JpLXFFL0U1BPi6jFBV1aomrISIiMiwM8kRERH1MZkkNXt15HgDwTPQAXWjWJ96OlvBTWqFBK+J4SrHU5RARERkUBnkiIqI+RNWgxeIv41FZ14Bh/ezxp8mBUpfUruYPGLgMHRERUecwyBMREfUhaw8kIiGzDLbmJnhvfjgUcv39U69bTz6pEKLIZeiIiIg6Sn//uhMREVGn/Hy1AB/FXgMArJkdCi8HS4krurVR/Z1gKpchq7QWaUXVUpdDRERkMBjkiYiI+oC88jos2XEOAPD4aB9MGewmbUEdYGlqgkhfBwBADJehIyIi6jAGeSIiIgOn0Yp4aVs8SmvUGOxhi+X3DJK6pA7TXSfPIE9ERNRhDPJEREQG7r1DyTiVVgIrUzk+eGgYzBVyqUvqsOb15E9eK0F9g0biaoiIiAyD5EH+ww8/hK+vL8zNzTFy5EicPn263ftu3boVgiC0+DI3b7kublVVFRYvXgwvLy9YWFggODgYGzdu7OmnQUREJInjqUV473AyAOAfM4bCT2klcUWdM9DNBi42ZqhVa3DmeqnU5RARERkESYP89u3bsWTJErz++uuIi4tDaGgopkyZgoKCgnb3sbW1RW5uru4rPT29xe1LlizB/v378dlnn+HKlSt4+eWXsXjxYuzbt6+nnw4REVGvKqqqx8vbzkEUgTmRXpge7il1SZ0mCALGB3B6PRERUWdIGuTXrVuHhQsXYsGCBboz55aWltiyZUu7+wiCADc3N92Xq6tri9uPHz+Oxx9/HBMmTICvry8WLVqE0NDQW57pJyIiMjRarYglOxJQUFkPfxdrvPHAYKlL6rLmZejY8I6IiKhjTKR6YJVKhbNnz2L58uW6bTKZDBMnTsSJEyfa3a+qqgo+Pj7QarUYNmwY3nrrLQwe/NublzFjxmDfvn148skn4eHhgSNHjiApKQnr169v95j19fWor6/X/VxRUQEAUKvVUKvVd/I0yYg1jx2OITIGHO+976OjaYhNKoSZiQzvzhkKhSAa7O9/lK89BAG4mleJrOJKuNqa334niXCskzHheCdjog/jvTOPLVmQLyoqgkajaXVG3dXVFVevXm1zn6CgIGzZsgUhISEoLy/H2rVrMWbMGFy6dAleXl4AgPfffx+LFi2Cl5cXTExMIJPJsHnzZkRFRbVby+rVq7Fy5cpW2w8cOABLS/1eg5f038GDB6UugajXcLz3jrRK4L1LcgACpvdTI+XsUaRIXdQd8raUI6NawL92/YyRLqLU5dwWxzoZE453MiZSjveampoO31eyIN8Vo0ePxujRo3U/jxkzBoMGDcKmTZvw5ptvAmgM8idPnsS+ffvg4+OD2NhYPP/88/Dw8MDEiRPbPO7y5cuxZMkS3c8VFRXw9vbG5MmTYWtr27NPivostVqNgwcPYtKkSVAoFFKXQ9SjON57T3mtGm9/eAJasQ73DnHDm3OGQhAEqcu6Y4mmKfhXzDWUW3rinntCpC6nXRzrZEw43smY6MN4b54Z3hGSBXmlUgm5XI78/PwW2/Pz8+Hm5tahYygUCoSHhyMlpfE8RG1tLV577TXs3r0b9957LwAgJCQE586dw9q1a9sN8mZmZjAzM2vz+HzRojvFcUTGhOO9Z4miiL/sTUBOeR18nCzxfw+GwNS0b/y+7xrkin/FXMOx1GLI5CaQy/T7wwmOdTImHO9kTKQc7515XMma3ZmamiIiIgKHDh3SbdNqtTh06FCLs+63otFocOHCBbi7uwP47Zp2mazl05LL5dBqtd1XPBERkQT+dzIdP17Kh0Iu4P354bAx7ztvrMO97WFjboKyGjUuZJdLXQ4REZFek3Rq/ZIlS/D4448jMjISI0aMwIYNG1BdXY0FCxYAAB577DF4enpi9erVAIBVq1Zh1KhR8Pf3R1lZGdasWYP09HQ8/fTTABqXpouOjsYrr7wCCwsL+Pj4ICYmBp9++inWrVsn2fMkIiK6Uxezy/H3b68AAJb9fhBCvOylLaibmchlGDtAif2X8hCbVIgwb3upSyIiItJbkgb5uXPnorCwECtWrEBeXh7CwsKwf/9+XQO8jIyMFmfXS0tLsXDhQuTl5cHBwQERERE4fvw4goODdffZtm0bli9fjocffhglJSXw8fHBP/7xDzzzzDO9/vyIiIi6Q1V9A174Mh4qjRYTB7niybG+UpfUI6ICnXVB/sXfBUhdDhERkd6SvNnd4sWLsXjx4jZvO3LkSIuf169ff8tl5ADAzc0Nn3zySXeVR0REJClRFPHX3ReQVlQNdztzrHkwpE80t2tL83ry8ZllKK9Vw86i71w6QERE1J0ku0aeiIiIbu+rs1nYcy4HcpmA9+aHw8HKVOqSeoyXgyUGOFtBoxVxPKVI6nKIiIj0FoM8ERGRnkrOr8Trey8BAJZMCsRwX0eJK+p5UYHOAIDY5EKJKyEiItJfDPJERER6qE6tweIv4lGr1mCcvxLPRg+QuqReoQvySUUQRVHiaoiIiPQTgzwREZEeWvnNZSTmV0JpbYZ1c0Mh0/N11bvLKD8nmJrIkF1Wi9TCaqnLISIi0ksM8kRERHrmm4QcfHk6A4IAbJgbBhcbc6lL6jUWpnKMaLqEICaJ0+uJiIjawiBPRESkR9KLq7F81wUAwHMTBmBcgFLiinpftG56PYM8ERFRWxjkiYiI9ISqQYsXvoxHVX0DIn0c8MeJgVKXJInm6+RPpRWjTq2RuBoiIiL9wyBPRESkJ97efxXns8phb6nAe/PDYSI3zj/Tga7WcLM1R51ai1+vl0hdDhERkd4xzncIREREeuany/n4+Jc0AMCaB0PhYW8hcUXSEQQB45suKYhJ5PR6IiKimzHIExERSSynrBZ//joBAPDkWD9MCnaVuCLpRQdxPXkiIqL2MMgTERFJqEGjxUvb4lFWo8ZQTzss/X2Q1CXphXH+SsgEICm/CrnltVKXQ0REpFcY5ImIiCS04adk/Hq9FNZmJvjgoXCYmcilLkkv2FuaIsTLHgBwNKlI2mKIiIj0DIM8ERGRRH5JLsKHR1IAAKtnDoWPk5XEFemX5u71MZxeT0RE1AKDPBERkQQKK+vx8vZzEEVg/ghv3B/qIXVJeic6sLHh3S/JRdBoRYmrISIi0h8M8kRERL1MqxWxZMc5FFXVI8jVBivuGyx1SXop1MsetuYmKK9VIyGrTOpyiIiI9AaDPBERUS/7d0wqjiYXwVwhwwcPhcPClNfFt8VELsO4pmXoYpM4vZ6IiKgZgzwREVEvOnO9BOsOJgEAVj0wBAGuNhJXpN+iApqWoWOQJyIi0mGQJyIi6iVlNSq8+GU8NFoR08M8MDvSS+qS9F5zw7tzmWUor1FLXA0REZF+YJAnIiLqBaIo4s9fnUdOeR38lFb4+4yhEARB6rL0noe9BQJcrKEVgV9SuAwdERERwCBPRETUKz45dh0/XcmHqVyG9+eHw9rMROqSDEbzWXlOryciImrEIE9ERNTDLmSVY/UPVwAAf7l3EIZ42klckWHRBfnkQogil6EjIiJikCciIupBlXVqLP4yDmqNiCmDXfHYaB+pSzI4I/0cYWYiQ255HVIKqqQuh4iISHIM8kRERD1EFEW8tvsi0otr4GlvgXdmhfK6+C4wV8gxws8RABDD6fVEREQM8kRERD1l+6+Z+CYhB3KZgPfmh8POUiF1SQYruml6PYM8ERERgzwREVGPSMyrxBvfXAIA/HlyECJ8HCSuyLA1B/nTaSWoU2skroaIiEhaDPJERETdrFalweIv4lCn1iIq0Bl/iOovdUkGz9/FGu525qhv0OJUWonU5RAREUmKQZ6IiKibvbHvEpILquBiY4Z1c0Ihk/G6+DslCAKiApqm1ydyej0RERk3LmJLRETUjfaey8b2M5kQBGDD3DAorc2kLqnPiA5yxvYzmYhNZpAnIqKOSSuqxo4zmcgqrYWXgwXmRHrDT2kldVl3jEGeiIiom6QVVeO1XRcAAC/cHYAx/kqJK+pbxg5QQiYAKQVVyCmrhYe9hdQlERGRHttxJhPLdp6HIAgQRRGCIGBTTCrenhWC2ZHeUpd3Rzi1noiIqBvUNzReF1+t0mCEnyNevNtf6pL6HDtLBcK87QEAsexeT0REt5BWVI1lO89DKwIardji+9Kd53G9qFrqEu8IgzwREVE3WP39VVzKqYCDpQLvzQuHiZx/YntCVFP3ek6vJyKiW9lxJrPd2wRBwPZb3G4I+C6DiIjoDv14KQ9bj18HAPxzTijc7MylLagPaw7yR5OL0KDRSlwNERHpm8LKemz5JQ1fnMqAVmz7PqIoIqu0tncL62a8Rp6IiOgOZJXW4JWvEgAAC8f74e6BrhJX1LeFetnDzkKB8lo1ErLKEOHjKHVJREQksVqVBgcu52F3fDaOJhdB016CbyIIArwcDLvPCoM8ERFRF6k1Wrz4ZTwq6hoQ6m2PV6YMlLqkPk8uEzAuQInvzuciJqmIQZ6IyEhptCJOXivGrrhs7L+Yi2qVRndbmLc9ogKU+ODnlDbPyouiiLkG3uyOQZ6IiKiL1h1MQlxGGWzMTfDB/HCYmvCKtd4QHeCM787nIjapEEsmBUpdDhER9aKreRXYHZeNvedykFdRp9vu7WiBGWGemB7uif7O1k3bLLH0pq71oiji7Vkh8DXwJegY5ImIiLogJqkQ/z6SCgB4e1YIvB0tJa7IeIwPbFzWLyGrDKXVKjhYmUpcERER9aS88jrsS8jGrrhsXM2r1G23s1Dg3hB3zAz3RISPAwRBaLHf7EhvDPd1xPYb1pGfG+lt8CEeYJAnIiLqtIKKOizZfg4A8MiofrhnqLu0BRkZdzsLBLnaIDG/Er+kFOH+UA+pSyIiom5WVd+AHy82Xvd+LLUIYtMUeVO5DHcPdMH0cE/cNdAZZibyWx7HV2mFpVP73qVvDPJERESdoNGKeHn7ORRXqzDQzQZ/vTdY6pKMUlSgEon5lYhNKmSQJyLqIxo0WvySUoTd8dk4cCkfterfrnsf7uuA6eGeuHeoO+wtOROLQZ6IiKgT/vVzCo6nFsNCIccHDw2DueLWZwKoZ0QFOmPz0TTEJhfqrnskIiLDI4oiLuVUYFdcNvYl5KCoql53W3+lFaaHe2J6mCf6OfESthsxyBMREXXQqWvFWP9TEgDg79OHwN/FWuKKjNdwX0eYK2TIr6hHUn4VgtxspC6JiIg6Iau0BnvP5WB3fDZSCqp02x2tTPFAqAemh3si1MuOH9S2g0GeiIioA0qqVXhp2zloRWDmME/MivCSuiSjZq6QY6SfE2KSChGTVMAgT0RkACrq1PjhQi52xWXjVFqJbruZiQyTgl0xI9wTUYHOUMi5CsztMMgTERHdhiiK+PNXCcirqEN/Zyu8OW2I1CURgOhAZ8QkFSI2qQiLogZIXQ4REbVB1aBFbFIhdsdn4+CVfKgatAAAQQBG+TlhRrgnpg51g625QuJKDYvkH3V8+OGH8PX1hbm5OUaOHInTp0+3e9+tW7dCEIQWX+bm5q3ud+XKFTzwwAOws7ODlZUVhg8fjoyMjJ58GkRE1Id9/EsaDl8tgKmJDB/MHwYrM34Org+iAp0BAKevl6BWpbnNvYmIqLeIooi4jFKs2HsRI9/6CU9/egbfXciFqkGLQFdrLJ06EMeW3o0vF43CnOHeDPFdIOk7ke3bt2PJkiXYuHEjRo4ciQ0bNmDKlClITEyEi4tLm/vY2toiMTFR9/PN10ykpqZi3LhxeOqpp7By5UrY2tri0qVLbQZ+IiKi2zmXWYa3918FAPztvmAEe9hKXBE1G+BsBU97C2SX1eJkWjHuCmr7vQMREfWO9OJq7InPwZ5z2UgrqtZtd7Yxw7Sm694He9jyuvduIGmQX7duHRYuXIgFCxYAADZu3IjvvvsOW7ZswbJly9rcRxAEuLm5tXvMv/zlL7jnnnvwzjvv6LYNGMDpdkRE1HkVdWq88GUc1BoR9wx1wyMj+0ldEt1AEAREBSrx5elMxCQWMsgTEUmgrEaFb8/nYnd8Ns6ml+q2WyjkmDrEDdPDPTF2gBNMeN17t5IsyKtUKpw9exbLly/XbZPJZJg4cSJOnDjR7n5VVVXw8fGBVqvFsGHD8NZbb2Hw4MEAAK1Wi++++w6vvvoqpkyZgvj4ePj5+WH58uWYPn16u8esr69Hff1vyxxUVFQAANRqNdRq9R0+UzJWzWOHY4iMQV8c76IoYulX55FZUgsve3O8ef8gNDQ0SF0W3WRsf0d8eToTsUkFUKsDe/zx+uJYJ2oPxzu1p75BiyOJhdibkIsjSYVQa0QAgEwAxgxwwrRQd0wa5KK7FE3UaqDW6vclUPow3jvz2IIoimIP1tKunJwceHp64vjx4xg9erRu+6uvvoqYmBicOnWq1T4nTpxAcnIyQkJCUF5ejrVr1yI2NhaXLl2Cl5cX8vLy4O7uDktLS/z973/HXXfdhf379+O1117Dzz//jOjo6DZreeONN7By5cpW27/44gtYWnK9QiIiY3QsX8COa3LIBBEvD9bAh03R9VJtA/Dar3JoIeD1YQ1wNJO6IiKivkkrAmmVwJlCGeKLBdRqfpse72kpYrizFsOUIuxMJSzSwNXU1OChhx5CeXk5bG1vfSmfQXXrGT16dIvQP2bMGAwaNAibNm3Cm2++Ca22sQPitGnT8Mc//hEAEBYWhuPHj2Pjxo3tBvnly5djyZIlup8rKirg7e2NyZMn3/YXSNQetVqNgwcPYtKkSVAo2MCD+ra+Nt6v5lXilU2nAGjx6pQgPDXWV+qS6Ba+yj+NsxllMPEKwT3De3ZZwL421oluheOdAOBaYTX2JuRiX0IOssrqdNvdbM3wQKg7poW6I9DV8D/t1ofx3jwzvCMkC/JKpRJyuRz5+fkttufn59/yGvgbKRQKhIeHIyUlRXdMExMTBAcHt7jfoEGD8Msvv7R7HDMzM5iZtf4IX6FQ8EWL7hjHERmTvjDea1QNeHnHeagatLgryBmLovwhk7Epjz6LDnLB2Ywy/JJajEfH+PXKY/aFsU7UURzvxqeoqh7fJuRgd3w2ErLKddutzUzw+yFumBHuiZH9nSDvg38fpRzvnXlcyYK8qakpIiIicOjQId3161qtFocOHcLixYs7dAyNRoMLFy7gnnvu0R1z+PDhLbraA0BSUhJ8fHy6tX4iIuqbVuy9hNTCarjamuGfc8IY4g1AdKAz1h1MwvGUYqg1WijYUImIqNPq1BocuJyPPfHZiEkqhEbbeAW2XCYgOtAZM8I9MXGQKyxM5RJXSoDEU+uXLFmCxx9/HJGRkRgxYgQ2bNiA6upqXRf7xx57DJ6enli9ejUAYNWqVRg1ahT8/f1RVlaGNWvWID09HU8//bTumK+88grmzp2LqKgo3TXy33zzDY4cOSLFUyQiIgOyKy4LX5/NgkwA3p0XDkcrXuhnCIZ42sHBUoHSGjXOZZZhuK+j1CURERkErVbEyWvF2B2fjR8u5qGq/remrqFedpgR7on7Qj2gtGYDEn0jaZCfO3cuCgsLsWLFCuTl5SEsLAz79++Hq6srACAjIwMy2W+fqpeWlmLhwoXIy8uDg4MDIiIicPz48RZT6WfMmIGNGzdi9erVePHFFxEUFISdO3di3Lhxvf78iIjIcKQWVuGvey4CAF76XSBG9XeSuCLqKLlMwLgAZ3yTkIPYpEIGeSKi20jMq8Tu+GzsPZeN3PLfrnv3crDAjHBPTAvzhL+LtYQV0u1I3uxu8eLF7U6lv/ks+vr167F+/frbHvPJJ5/Ek08+2R3lERGREahTa/D853GoUWkwur8TFt/tL3VJ1ElRAUpdkP/T5CCpyyEi0jsFFXXYe67xuvfLub81VbM1N8G9IR6YEe6JSB8HXlJmICQP8kRERFJIK6rGjjOZyCqtxbXCKlzNq4STlSk2zAvrk817+rqoQGcAwPnscpRUq3hZBBERgOr6Bvx4KQ+747NxLKUITZe9QyEXcFeQC2YO88SEIBeYK3jdu6FhkCciIqOz40wmlu08D0EQoNWKaHpfg+nhnnC1NZe0NuoaV1tzDHSzwdW8ShxNLsS0ME+pSyIikkSDRotjqcXYE5+N/RfzUKvW6G6L8HHAjHBP3DvUHQ78wNOgMcgTEZFRSSuqxrKd5xvPSohii9s+OZaGR0f5wFdpJU1xdEeiA51xNa8SsUlFDPJEZFREUcSlnArsic/G3oQcFFbW627zdbLEjHAvTA/3gI8T/771FQzyRERkVHacyYQgCK1CPAAIgoDtZzKxdOpACSqjOxUV6IxNsdcQm1wIURQb/z8TEfVhOWW12HMuG3vis5GUX6Xb7mCpwP2hjde9h3nb8/WwD2KQJyIio5JVWguxjRAPNJ7RyCqt7eWKqLtE+jrAQiFHYWU9ruRWItjDVuqSiIi6XWWdGj9caLzu/WRase5zaVMTGSYNcsWMcE9EBTrD1ER26wORQWOQJyIio+LlYIG2Y3zjGXkvB4terYe6j5mJHKMHOOHw1QLEJhcyyBORwbmxEauXgwXmRHrDT2kFtUaL2KRC7I7PxsHL+ahv0Or2GenniJnDPDF1iDvsLBQSVk+9iUGeiIiMygCldVuz6gE0npGfG+nduwVRt4oKUDYG+aRCPBM9QOpyiIg67MZGrM2XB22MScWYAU64mluJ4mqV7r7+LtaYEe6J6eGe8LTnB9DGiEGeiIiMRmZJDf7+/WXdz3LZb2+WRFHE27NC2OjOwDUvQ3fmeilqVA2wNOVbHSLSf202Ym36fiylGACgtDbDA6EemDnME4M9bHndu5HjXzciIjIKNaoGLPz0DMpq1Aj1ssM7D4Zgz7kc3fTFuZHeDPF9gJ/SCl4OFsgqrcXJa8W4e6Cr1CUREd3WLRuxArhnqBvenRcOEzmve6dGDPJERNTniaKIV78+j6t5lVBam2LjoxFwt7PA0qm8hrqvEQQBUYHO+OJUBmISCxnkicgg3KoRqyAAMpmMIZ5a4GggIqI+b1PsNXx7PhcmMgH/fqQxxFPfFd00vT42uUjiSoiIOsbLwaLdqfJsxEptYZAnIqI+LSapEG/vvwoAeP2BwRju6yhxRdTTxgxwgolMQFpRNTJLaqQuh4jotuZEet9yaVQ2YqWbMcgTEVGfdb2oGi98EQdRBOYN98YjI/tJXRL1AhtzBYb1cwDQ+EEOEZG+81NaYcFYP93PMqGxIatMABuxUpt4jTwREfVJ1fUNWPS/M6ioa0B4P3usnDaYHX6NSFSgEqevlyAmqRCPjPKRuhwiotsqqKwHAAz1tINvU+NONmKl9jDIExFRnyOKIv78VQKS8qvgbGOGjY9EwMxELnVZ1IuiA12w9kASTqQWQ63RQsEmUUSkxyrq1DhwKQ8A8NaMoRjqZSdxRaTv+FeNiIj6nH8dScUPF/OgkAvY+EgEXG3NpS6JetlgD1s4WZmiqr4BcemlUpdDRHRLP1zIRX2DFgEu1hjiyRVV6PYY5ImIqE85fDUfaw8kAgBWTRuCCB8HiSsiKchkAsYFKAEAscm8Tp6I9NvOuGwAwMxhXrwMjDqEQZ6IiPqMa4VVeGnbOYgi8PDIfpg/gs3tjFlUQNMydElcho6I9FdmSQ1Op5VAEIDp4R5Sl0MGgkGeiIj6hMo6NRb97ywq6xoQ6eOA1+8fLHVJJLHxgY1n5C9kl6Ooql7iaoiI2rY7vvFs/NgBSrjbcb146hgGeSIiMnharYg/7UhASkEVXG3N8K9HhsHUhH/ijJ2LjTmC3RuvNf0lmWfliUj/iKKIXXFZAIAZ4Z4SV0OGhO9yiIjI4L1/OAUHLufDVC7Dpkcj4WLD5nbUKCqweXo9r5MnIv0Tn1mG68U1sFDIMXWIm9TlkAFhkCciIoN28HI+1v+UBAD4+4whCPO2l7Yg0itRgc0N74qg1YoSV0NE1FLz2fjfD3GDlRlXBqeOY5AnIiKDlVJQhT9uPwcAeHy0D+ZEektbEOmdSB9HWJrKUVRVj8u5FVKXQ0SkU9+gwTcJuQAau9UTdQaDPBERGaSKOjUWfXoGVfUNGOHniL/eFyx1SaSHTE1kGDPACQCXoSMi/fLz1QKU16rhZmuO0U2vU0QdxSBPREQGR6sV8cdt53CtqBrudub418PDoJDzTxq1jdfJE5E+al47fnq4J+Qyrh1PncN3PUREZHA2/JSEQ1cLYGoiw6ZHI6C0NpO6JNJjzevJn00vRXV9g8TVEBEBJdUq/Hy1AAAwcxi71VPnMcgTEZFB2X8xF+8dTgEArJ4xFCFe9tIWRHrPV2mFfo6WUGtEnEgtlrocIiJ8k5CDBq2IoZ52CHS1kbocMkAM8kREZDCS8ivxpx0JAIAnx/phVgSbA1HHNHevj+H0eiLSA83d6nk2nrqKQZ6IiAxCeU1jc7tqlQaj+zvhtXsGSl0SGZDoQBcAbHhHRNJLKahEQlY5TGQC7g/1kLocMlBcrNBApRVVY8eZTGSV1sLLwQJzIr3hp7SSuiwioh6h0Yp4cVs8rhfXwNPeAh88FA4TNrejThg9wAkmMgHpxTVIL66GjxP/ZhKRNHY1NbmLDnRmjxfqMgZ5A7TjTCaW7TwPQRAgiiIEQcCmmFS8PSsEs7mGMhH1Qf88kIiYpEKYKxqb2znxjQ91krWZCSJ8HHAqrQSxSYV4dDSDPBH1Pq1WxJ74xiDPtePpTvB0hoFJK6rGsp3noRUbz1Dd+H3pzvO4XlQtdYlERN3qu/O5+NeRVADA27NCMMTTTuKKyFA1L0PH6+SJSCon04qRU14HG3MT/G6Qi9TlkAFjkDcwO85kQhDaXmdSEARsP5PZyxUREfWcK7kV+PNXjc3tFkX1x7QwNgWirotuCvInUouhatBKXA0RGaPmafX3hXjAXCGXuBoyZAzyBiartBaiKLZ5myiKyCqt7eWKiIh6RlmNCov+dwa1ag3G+Svx6pQgqUsiAxfsbgultSmqVRqcTS+VuhwiMjI1qgb8cCEXADCL3erpDjHIGxgvB4v2z8g33U5EZOgaNFq88GU8Mktq4e1ogffns7kd3TmZTMD4gMaz8uxeT0S97cClfFSrNOjnaIkIHwepyyEDx3dFBmZOpHe7Z+Q1IjB1sFsvV0RE1P3W/JiIo8lFsFDI8dGjkXCwMpW6JOojdOvJJzLIE1Hv2nnD2vHtnZgj6igGeQPjp7TC27NCIBMAuUyATABkN7wOLN91AaXVKukKJCK6Q3vPZWNT7DUAwJrZIRjkbitxRdSXNJ+Rv5xbgcLKeomrISJjkVdeh2MpRQCAmeHsVk93jkHeAM2O9MbhP03Aoqj+uDfEA3+IHoCtC4ZDaW2Gy7kVeOg/pxjmicggXcopx9Kd5wEAz04YgPtCPCSuiPoapbUZhng2fjh0lNPriaiX7D2XDa0IDPd1QD8nS6nLoT6AQd5A+SqtsHTqQLw/PxxLpw7EhCAXbFs0EkprM1xhmCciA1RSrcKiT8+iTq1FdKAz/jyZze2oZ0Q1XyfPZeiIqBeIonjDtHqejafuwSDfh/i72DDME5FBatBosfiLOGSX1cLHyRLvzQuHXMbrB6lnNK8nfzS5CFpt231niIi6y6WcCiTlV8HURIZ7hrpLXQ71EQzyfQzDPBEZotU/XMXx1GJYmjY2t7OzVEhdEvVhw/o5wMpUjuJqFS7lVEhdDhH1cbvjG9eOnzTIFXYW/PtG3YNBvg9qK8yXMMwTkZ7aFZeFj39JAwCsmxOKIDcbiSuivs7URIYx/o3d67kMHRH1pAaNFnvPNQb5mVw7nroRg3wfdXOYf5hhnoj00IWscizfdQEA8MLd/pg6hFMOqXc0T6+P4XXyRNSDjiYXoahKBScrU93rDlF30Isg/+GHH8LX1xfm5uYYOXIkTp8+3e59t27dCkEQWnyZm5u3e/9nnnkGgiBgw4YNPVC5fmOYJyJ9VlRVjz/87wzqG7S4e6AL/jgxUOqSyIhENzW8i0svRWWdWuJqiKivam5y90CYBxRyvYhe1EdIPpq2b9+OJUuW4PXXX0dcXBxCQ0MxZcoUFBQUtLuPra0tcnNzdV/p6elt3m/37t04efIkPDyMd/mixjA/imGeiPSKWqPFc5/HIae8Dv2VVlg/NwwyNrejXtTPyRK+TpZo0Io4nlosdTlE1AeV16px4HI+AGAWu9VTNzORuoB169Zh4cKFWLBgAQBg48aN+O6777BlyxYsW7aszX0EQYCbm9stj5udnY0XXngBP/74I+69995b3re+vh719fW6nysqGhvfqNVqqNWG/ym9j4MZPnsyEo9s+bXxmvnNJ/HfJyLgaGUqdWl9WvPY6QtjiOh2OjveV313FafTSmBlJseH80NhacJ/K9T7xvs74XpxDY5czcfdgU4d2oev7WRMON7vzLfnsqBq0CLAxQqBzhb8Peo5fRjvnXlsSYO8SqXC2bNnsXz5ct02mUyGiRMn4sSJE+3uV1VVBR8fH2i1WgwbNgxvvfUWBg8erLtdq9Xi0UcfxSuvvNJie3tWr16NlStXttp+4MABWFpadvJZ6a9F/sD7l+S4mleJGe/9jOeDNbBm48wed/DgQalLIOo1HRnvpwoEfJEqBwDM91Uh6Uwsknq6MKI2mJcLAOQ4cD4TI+XXIXRiUghf28mYcLx3zZaLcgACBplX4IcffpC6HOogKcd7TU1Nh+8raZAvKiqCRqOBq6tri+2urq64evVqm/sEBQVhy5YtCAkJQXl5OdauXYsxY8bg0qVL8PJqnLLy9ttvw8TEBC+++GKH6li+fDmWLFmi+7miogLe3t6YPHkybG1tu/js9FNUVDUe2fIrcqpU+F+mPf67IJJn5nuIWq3GwYMHMWnSJCgU/MSE+raOjveErHJ8/fGvALR48a4BeOHuAb1XJNFNousbsHX1zyiuBwaPioavk9Vt9+FrOxkTjveuyyipQeqJXyAIwCtz74Kbbfs9vUg/6MN4b54Z3hGST63vrNGjR2P06NG6n8eMGYNBgwZh06ZNePPNN3H27Fm8++67iIuLg9DBj9bNzMxgZmbWartCoehzL1oDPeyxbdFozN98Elfzq/D41rP4YuEohvke1BfHEVF7bjXeCyrrsPjLBKgatJgU7IqXJwXxuniSlL1CgUgfR5y4Vozj18oQ4Gbf4X352k7GhOO987690Njva5y/Et5OXFbVkEg53jvzuJI2u1MqlZDL5cjPz2+xPT8//7bXwDdTKBQIDw9HSkoKAODo0aMoKChAv379YGJiAhMTE6Snp+NPf/oTfH19u/spGCR/F2t8uXAUnG3McDWvEg9tPskGeETUo1QNWjz3WRzyKuowwNkK6+aEMsSTXuAydETU3URRxK74xm71M8K5djz1DEmDvKmpKSIiInDo0CHdNq1Wi0OHDrU4634rGo0GFy5cgLt749rDjz76KM6fP49z587pvjw8PPDKK6/gxx9/7JHnYYgY5omoN6369hLOpJfCxswEHz0WCRtzntkh/RDdFORPpBajvkEjcTVE1BfEZZQhvbgGlqZyTBncsZOTRJ0l+fJzS5YswebNm/Hf//4XV65cwbPPPovq6mpdF/vHHnusRTO8VatW4cCBA7h27Rri4uLwyCOPID09HU8//TQAwMnJCUOGDGnxpVAo4ObmhqCgIEmeo75imCei3rDtdAY+O5kBQQDenR+GAc7WUpdEpDPI3QbONmaoVWtw9nqp1OUQUR+wq2nt+KlD3GBlZnBXMpOBkDzIz507F2vXrsWKFSsQFhaGc+fOYf/+/boGeBkZGcjNzdXdv7S0FAsXLsSgQYNwzz33oKKiAsePH0dwcLBUT8GgMcwTUU86m16KFXsvAQD+NCkQdw90vc0eRL1LEASMD1ACAGKSOb2eiO5MfYMG3yTkAODa8dSz9OIjosWLF2Px4sVt3nbkyJEWP69fvx7r16/v1PGvX7/excqMQ3OYn7/5pC7MswEeEd2p/Io6PPvZWag0Wkwd7Ibn7/KXuiSiNkUHOmNXXDZiEgux/PeDpC6HiAzY4SsFqKhrgLudOUb1d5K6HOrDunRGvry8HCUlJa22l5SUdKplPukPfxdrbFvEM/NE1D3qGzR45rOzKKisR6CrNdbOCe3wSiJEvW2cvxKCAFzNq0RBRZ3U5RCRAdsZlw0AmB7uCTmbulIP6lKQnzdvHrZt29Zq+44dOzBv3rw7LoqkMcCZYZ6I7pwoinh97yXEZ5TB1twEHz0aCWteI0h6zMnaDEM97QAAsclFEldDRIaquKoeRxIbl52byW711MO6FORPnTqFu+66q9X2CRMm4NSpU3dcFEmnrTBfXFUvdVlEZEA+P5WBbb9mQhCA9+aHw1dpJXVJRLcVFdDYvT6Wy9ARURd9k5CDBq2IEC87BLhy7XjqWV0K8vX19WhoaGi1Xa1Wo7a29o6LImndHOYf/s8phnki6pAz6aVY+U1jc7tXpwzEhCAXiSsi6pjm9eSPJhdCoxUlroaIDNGu+MZp9TwbT72hS0F+xIgR+Oijj1pt37hxIyIiIu64KJJec5h3YZgnog4qqwde2JYAtUbEvSHueCa6v9QlEXVYeD97WJuZoLRGjYvZ5VKXQ0QGJjm/EuezymEiE3B/qIfU5ZAR6NJFi3//+98xceJEJCQk4He/+x0A4NChQ/j1119x4MCBbi2QpDPA2RpfLhqF+R+d1IX5z58eCSdrM6lLIyI9U6/W4ONEOYqqVRjoZoM1D4awuR0ZFIVchrH+TvjxUj5ikwoR6m0vdUlEZECaz8ZPCHLme2XqFV06Iz927FicOHEC3t7e2LFjB7755hv4+/vj/PnzGD9+fHfXSBJqDvM8M09E7RFFESu+uYKMagF2Fo3N7SxN2dyODE/z9PpYridPRJ2g1YrY0zytnmvHUy/p8jutsLAwfP75591ZC+kpnpknolv59EQ6dsXnQICIDXNC0c/JUuqSiLqkueFdXEYZKurUsDVXSFwRERmCk9eKkVteB1tzE9w9kL1hqHd06Yx8RkbGLb+o77n5zPxDm3lmnoga37ys+vYyAOABHy3G+TtJXBFR13k7WqK/0goarYjjKVyGjog6pnnt+PtCPWCukEtcDRmLLp2R9/X1veW1jxqNpssFkf668cx8Yn5jmP9iIc/MExmr7LJaPP95HDRaEfeHuOEuyyypSyK6Y1GBzrhWVI2YpCJMHeIudTlEpOdqVA344WIuAGDWMHarp97TpTPy8fHxiIuL032dOnUKGzduRGBgIL766qvurpH0yI3d7JvDPM/MExmfOrUGf/jfGRRXqxDsbot/TBsM9rajviA68Lf15EWRy9AR0a39eCkPNSoNfJwsMayfg9TlkBHp0hn50NDQVtsiIyPh4eGBNWvWYObMmXdcGOmv/k1hfh7PzBMZJVEUsXzXBVzMroCDpQKbHo2AhSmnElLfMLK/I0zlMmSX1eJaUTUGOFtLXRIR6bFdcc1rx3txtRbqVV06I9+eoKAg/Prrr915SNJT/ds4M1/EM/NERmHLsevYHZ8NuUzAhw8Ng7cjm9tR32FpaoLhfo1n1WKT2L2eiNqXV16HX5r6acwI57R66l1dCvIVFRUtvsrLy3H16lX89a9/RUBAQHfXSHrq5jD/MMM8UZ93PKUIb31/BQDwl3sGYYy/UuKKiLpfc/f6GAZ5IrqFPeeyIYrACF9HrthCva5LQd7e3h4ODg66L0dHRwQHB+PEiRP497//3d01kh5rDvOutgzzRH1dZkkNnv+isbndzGGeWDDWV+qSiHpEdFBjkD95rRh1ajbwJaLWRFHErrjGJq8z2eSOJNCla+R//vnnFj/LZDI4OzvD398fJiZdXpqeDFR/Z2t8uXAU5m8+qQvzny8cCSWvmSfqM2pVGvzhf2dRWqPGUE87vDVjKK8FpD4ryNUGrrZmyK+ox5nrpRgXwJknRNTSpZwKJOVXwdREhntCuMIF9b4unZGPjo5GdHQ0nJ2dUVtbi9LSUiQlJeH777/Hvn37urtGMgDNYZ5n5on6HlEUsXTneVzOrYCTlSk2PRrBdXKpTxMEAeObptfHJnN6PRG11tzkblKwK2zNFRJXQ8aoS6fPr127hpkzZ+L8+fMQBEG3PEvz2RmuI2+cbj4z/9Dmk/hi4SiemScycJuPXsO+hByYyAT86+Fh8LC3kLokoh4XFeiMr89mISaxEK/dM0jqcohIj6g1WuxLaAzyXDuepNKlM/IvvfQSfH19UVBQAEtLS1y8eBGxsbGIjIzEkSNHurlEMiQ3nplPyq/CQ5tP8sw8kQE7mlyI//vhKgDgb/cFY2R/J4krIuod4/2VEAQgMb8SeeV1UpdDRHrkaHIhiqpUUFqb6mbvEPW2LgX5EydOYNWqVVAqlZDJZJDL5Rg3bhxWr16NF198sbtrJAPT2ABvNMM8kYHLKK7B4i/ioRWB2RFeeGy0j9QlEfUaBytThHjZA+D0eiJqaWfTtPoHQj2hkHfrat5EHdalkafRaGBjYwMAUCqVyMnJAQD4+PggMTGx+6ojg+WntGKYJzJgNaoGLPrfGZTXqhHqbY83pw9hczsyOtFNTe64njwRNSuvVePg5XwA7FZP0upSkB8yZAgSEhIAACNHjsQ777yDY8eOYdWqVejfv3+3FkiGi2GeyDCJoohXvjqPq3mVUFqbYdMjbG5HxikqsHHK7NHkImi0osTVEJE++P5CLlQNWgS52mCwh63U5ZAR61KQ/+tf/wqtVgsAWLVqFdLS0jB+/Hh8//33eO+997q1QDJsDPNEhuffMan47kIuFHIBGx8ZBjc7c6lLIpJEmLc9bMxNUF6rxvmsMqnLISI9cOPa8ZypRlLqUpCfMmUKZs6cCQDw9/fH1atXUVRUhIKCAtx9993dWiAZvpvD/PyPGOaJ9NXPiQVY82PjJVKv3z8Ykb6OEldEJB0TuQzj/Jun1xdJXA0RSS29uBq/Xi+FTACmh3NaPUmr27ozODo68lMpaldzmHezNUdyAcM8kT5KK6rGS1/GQxSB+SO88fDIflKXRCS55un1bHhHRLvjG5vcjfVXwtWWs9VIWmyzSL3GT2mFLxeNYpgn0kNV9Q1Y9OkZVNQ1YFg/e7zxwGB+OEuE34J8fEYpymvUEldDRFIRRVEX5GcN85K4GiIGeeplDPNE+kerFfGnHeeQXFAFFxszbHwkAmYmbG5HBACe9hYY4GwFrQgcS+X0eiJjFZdRivTiGliayjF5sKvU5RAxyFPvayvMF1YyzBNJ5cOfU/DjpXyYymXY+GgEXDhdkKiF6EAXAFyGjsiYNa8d//sh7rA0NZG4GiIGeZLIzWH+oc0M80RSOHQlH+t+SgIArJo2GMP6OUhcEZH+iQr8bT15UeQydETGpk6twbcJOQCAWVw7nvQEgzxJprEBHsM8kVRSC6vw8rZzEEXgkVH9MG8Em9sRtWWknxNMTWTIKa9DamG11OUQUS87fLUAFXUN8LAzx6j+TlKXQwSAQZ4k5sswTySJyjo1Fn16BpX1DRju64AV9w2WuiQivWVhKsdIv8alGI+mFEtcDRH1tua146eHe0ImYyNY0g8M8iQ5hnmi3qXVivjj9gSkFlbDzdYc/3o4AqYm/HNAdCtRAY3d648ms+EdkTEpqqrHkcTG/hgzOa2e9AjfuZFeYJgn6j3vHkrGT1fyYWoiw6ZHI+BsYyZ1SUR6LzqoMcifvl4KlUbiYoio13yTkIMGrYhQLzv4u9hIXQ6RDoM86Y2bw/x8hnmibvfjpTy8eygZAPCP6UMQ6m0vbUFEBiLAxRputuaob9DiWiWn1hIZi11N3epncu140jMM8qRXmsO8u505UhjmibpVcn4llmw/BwB4YowvZkd6S1sQkQERBEHXvf5KGYM8kTFIzq/EhexymMgE3B/qIXU5RC0wyJPe8VVa4cuFDPNE3am8Vo1F/zuLapUGI/0c8Zd7B0ldEpHBiQpsnF5/lUGeyCjsim88G3/XQBc4WplKXA1RSwzypJcY5om6j0Yr4uVt8UgrqoaHnTk+fHgYFHK+/BN11jh/JWQCkFcrILe8TupyiKgHabQi9jQF+ZnhbHJH+ofv5EhvtRXmCyr5xomos9YfTMLPiYUwM5Fh06ORUFqzuR1RV9hbmiLEyw4A8EsKu9cT9WUnrxUjt7wOtuYmuHuQi9TlELXCIE967eYw/9DmUwzzRJ3ww4VcfPBzCgDg/2YNxdCmEEJEXTPe3wkAcDSZ68kT9WU7m9aOvz/UA2YmcomrIWqNQZ703s0N8BjmiTomMa8Sf/oqAQDw1Dg/zAhnx12iOzXev7Hh3bHUYjRotBJXQ0Q9obq+Afsv5gFgt3rSXwzyZBB8nBjmiTqjvEaNRf87gxqVBmMGOGH57wdKXRJRnzDU0xaWchEVdQ1IyCqXuhwi6gE/XspDjUoDXydLDOtnL3U5RG1ikCeDwTBP1DEarYgXtsUjvbgGnvYW+OChYTBhczuibmEilyHQXgQAxCYVSlwNEfWEG9eOFwSuUkH6SS/e2X344Yfw9fWFubk5Ro4cidOnT7d7361bt0IQhBZf5ubmutvVajWWLl2KoUOHwsrKCh4eHnjssceQk5PTG0+FetjNYX7+R2yAR3SzNT8mIjapEOYKGT56LIJL5hB1s4F2TUE+mUGeqK/JLa/FsdTGZpYz2K2e9JjkQX779u1YsmQJXn/9dcTFxSE0NBRTpkxBQUFBu/vY2toiNzdX95Wenq67raamBnFxcfjb3/6GuLg47Nq1C4mJiXjggQd64+lQL7gxzKcWVjPME93gm4QcbIxJBQC882AoBnuwuR1RdxvUdEY+IbMMZTUqiashou60Jz4HogiM8HOEt6Ol1OUQtUvyIL9u3TosXLgQCxYsQHBwMDZu3AhLS0ts2bKl3X0EQYCbm5vuy9XVVXebnZ0dDh48iDlz5iAoKAijRo3CBx98gLNnzyIjI6M3nhL1guYw78EwT6RzOacCr359HgDwh6j+eCDUQ+KKiPomezPA39kKWpHL0BH1JaIoYldTt/pZw3g2nvSbiZQPrlKpcPbsWSxfvly3TSaTYeLEiThx4kS7+1VVVcHHxwdarRbDhg3DW2+9hcGDB7d7//LycgiCAHt7+zZvr6+vR319ve7niooKAI3T9NVqdSefFfUWD1tTfPpkJB7dcgaphdWYt+kkPnsyEs42+rFGdvPY4Rii3lBao8KiT39FrVqDcf5O+OPvBvTq2ON4J2PRPMbHDnBESmE1jlwtwJRBzhJXRdQzjO21/VJOBZILqmBmIsOkgUqjed7USB/Ge2ceWxBFUezBWm4pJycHnp6eOH78OEaPHq3b/uqrryImJganTp1qtc+JEyeQnJyMkJAQlJeXY+3atYiNjcWlS5fg5dV6eYi6ujqMHTsWAwcOxOeff95mHW+88QZWrlzZavsXX3wBS0tOqdF3RXXA+5fkKFMJcLUQsThYA1teEkxGRCMCG6/IkFQug5OZiD8N1cBKIXVVRH3b1TIB/74ih52piJXDNGA/LCLDtytNhpg8GcKdtHgikMtLUu+rqanBQw89hPLyctja2t7yvgYX5G+mVqsxaNAgzJ8/H2+++War22bNmoWsrCwcOXKk3V9GW2fkvb29UVRUdNtfIOmH9JIaPLrlDHLL69BfaYX/PRkJF4nPzKvVahw8eBCTJk2CQsFURT3n//Yn4uNj6bBQyPDVopEIcrPp9Ro43slYNI/18RPuxug1v6C+QYvvF49BgKu11KURdTtjem1Xa7QYtyYGJdVqbH40HBMCOdPG2OjDeK+oqIBSqexQkJd0ar1SqYRcLkd+fn6L7fn5+XBzc+vQMRQKBcLDw5GSktJiu1qtxpw5c5Ceno7Dhw/f8hdhZmYGM7PWoU+hUPT5F62+wt/VDtsWjcL8j07iWlE1HvvkDL5cOAoutua337mHcRxRT9p7LhsfH2ts+Ll2dhiGeDtKWg/HOxkLG0tzjOzvhNikQhy7VopgLwepSyLqMcbw2h6bko+SajWU1qa4a6Abl201YlKO9848rqQj1NTUFBERETh06JBum1arxaFDh1qcob8VjUaDCxcuwN3dXbetOcQnJyfjp59+gpOTU7fXTvqnsQHe6N8a4G0+iYIKNsCjvutidrmuud1zEwbg3hD32+xBRN0puumMHZehIzJ8zWvHTwvzZIgngyD5KF2yZAk2b96M//73v7hy5QqeffZZVFdXY8GCBQCAxx57rEUzvFWrVuHAgQO4du0a4uLi8MgjjyA9PR1PP/00gMYQ/+CDD+LMmTP4/PPPodFokJeXh7y8PKhUXCKmr+vnZMkwT0ahuKoef/jfWdQ3aDEhyBl/mhwkdUlERic6UAkAOJVWglqVRuJqiKirymvUOHilcYbwTHarJwMh6dR6AJg7dy4KCwuxYsUK5OXlISwsDPv379ctKZeRkQGZ7LfPG0pLS7Fw4ULk5eXBwcEBEREROH78OIKDgwEA2dnZ2LdvHwAgLCysxWP9/PPPmDBhQq88L5JOc5if99EJXZjXl2n2RHciragaO85kIqOkBvEZpcgpq4OvkyXenRcOuYydtoh62wBna3jYmSOnvA6n0ooxIchF6pKIqAu+u5ALVYMWA91sEOzO/lhkGCQP8gCwePFiLF68uM3bjhw50uLn9evXY/369e0ey9fXFxL27yM9cXOYn7f5JLYxzJMB23EmE8t2nocgCNBqRTS/yj0Y4QU7i7593SKRvhIEAVGBztj2ayZik4oY5IkMVPPa8TOHeULgEhRkICSfWk/UU26cZn+tKcxzmj0ZorSiaizbeR5aEdDcEOIBYN3BJFwvqpasNiJjF9V0nXxMUoHElRBRV6QXV+NMeilkQuP18USGgkGe+rTmMO9pb8EwTwbrs5Pp7d4mCAK2n8nsxWqI6EZj/ZWQywSkFlYju6xW6nKIqJOam9yNC3CGK2dukgFhkKc+r5+TJb5cOIphngyKVivieGoRlmw/h0+OpUHbzhVDoigiq5ThgUgqdhYKhHnbAwBik9i9nsiQiKKI3fGNQX4Wm9yRgWGQJ6PAME+GIrusFu8dSkb02p/x0OZT2BWf3W6IBxrPyHs5WPRegUTUSlRA0zJ0DPJEBuVseikySmpgZSrH5GA3qcsh6hQGeTIaDPOkr+rUGuxLyMGjH5/CuLcPY93BJGSW1MLazATzR/TDhw+Fo72m9KIoYm6kd+8WTEQtRDUtQ/dLShEaNFqJqyGijtrZNK3+90PdYWEql7gaos7Ri671RL2lOczP33yyMcx/dBLbFrGbPfU+URRxMbsCO85kYu+5bFTUNehuG93fCXOGe2Hq4N/eWNSoNFja1LVeFEXd97dnhcBXaSXV0yAiACFe9rC3VKCsRo1zmWWI9HWUuiQiuo06tQbfns8BwLXjyTAxyJPRaWyANwrzPjqJa0UM89S7iqvqsedcDr46k4mreZW67R525ngw0hsPDvNCPyfLVvvNjvTGcF9HbD+TiazSWng5WGBupDdDPJEekMsEjPNX4tvzuYhNKmSQJzIAh64UoLKuAR525hjl5yR1OUSdxiBPRsnbsXWYf+fBEBy6WqALSXMiveHHkETdoEGjRWxyIXb8moVDV/Oh1jRe9G5qIsPUwW6YHemFMQMaO1/fiq/SCkunDuyNkomok6ICnfHt+VzEJBdhyeQgqcshottoXjt+xjBPyG7z95dIHzHIk9G6Ocw/uPEE5IIAEY3TljfFpOLtWSGYzeuPqYuuFVbhq7NZ2Hk2CwWV9brtIV52mB3hhQdCPWFnqZCwQiLqLs0N785nlaG0WgUHK1OJKyKi9hRV1eNIU3PKGeFeEldD1DUM8mTUvB0tsebBEDz0n1MAAI3Y1B686fvSnecx3NeR05epw6rqG/D9+VzsOJOJM+mluu2OVqaYHuaJ2ZFeGORuK2GFRNQT3OzMEeRqg8T8ShxNKcIDoR5Sl0RE7dh3LgcarYhQb3v4u1hLXQ5RlzDIk9E7mlIEuQBo2lnia9uvGVj2+0G9WxQZFFEU8ev1Uuw4k4nvL+SiRqUBAMgEYEKQC+ZEeuHuga4wNeFCIUR9WXSQMxLzKxGbVMggT6THdsU3Tqvn2vFkyBjkyehlldaivWW6tSLw8S9pyCytRXSAM8YFKOFhzzW7qVFueS12xWXjqzOZuF5co9veX2mF2ZHemDnME65sokhkNKICnPFR7DUcTS7UrS5BRPolKb8SF7MroJALuC+EH7iR4WKQJ6Pn5WDR+GZLbDvOqzUivjufi+/O5wIA/F2sMT5AiagAZ4zs7whLU/4zMib1DRr8dLkAO85k4mhyIbRNw8bKVI77QjwwO9ILET4OfANPZIQifR1grpAhv6IeifmVGOjGy2iI9M2uprXj7wpygSN7WZABYwIhozcn0hubYlLbvE0mAO/ND0NyfjWOJhfiXGYZUgqqkFJQhU+OXYepXIZIXweMD3DG+AAlgt1t2fm0j7qUU46vzmRhz7lslNWoddtH+DlidoQX7hnqDiszvqQSGTNzhRyj+jvhSGIhYhILGeSJ9IxGK2JPfGOQ59rxZOj4rpOMnp/SCm/PCsHSnechCIJuOqQoinh7VgjuC2l8of/jpECU16pxIrUIMUlFiE0qRHZZLY6nFuN4ajHe3g8orU0xzl+J8QHOGOVnL+0ToztWWq3C3nPZ+OpsFi7lVOi2u9maY1aEJx6M4BKFRNRSdKAzjiQWIja5EH+IHiB1OUR0gxOpxcirqIOdhQJ3DXSRuhyiO8IgTwRgdqQ3hvs6YvuZTN068nMjvVt1q7ezUGDqEHdMHeIOURRxvbgGR5MLEZtUhBOpRSiqUmHPuRzsOZcDAHC3lOO8LBHRQa4Y4ecIc4VciqdHnaDRijiaXIivzmbh4KV8qDRaAICpXIZJwa6YHemF8QHOt13znYiMU1Rg4zJ0v6aVokbVwMuviPRI89rx94e6w8yE78nIsPGvC1ETX6UVlk4d2OH7C4IAP6UV/JRWeGy0L1QNWsRnlOJochGOJhfifHY5cmsEfHwsHR8fS4eZiQwj/BwRFeCM8YFKBLna8DpqPXK9qBpfn83Czrgs5JbX6bYHu9tiTqQXpoV5cl1oIrqt/koreNpbILusFqeulfCsH5GeqK5vwA8X8wAAM4dx7XgyfAzyRN3E1ESGkf2dMLK/E/48JQgF5dX419eHUGXTD8dSi5FbXtcU8ouA7wEXGzOMC1AiOtAZY/2VUFqbSf0UjE6NqgHfX8jDjjOZOJ1WottuZ6HAjHBPPBjhhSGedhJWSESGRhAERAU648vTGYhJKmSQJ9IT+y/moVatgZ/SCuHe9lKXQ3THGOSJeoiDpSnClSLuuWcwTExMkFpYhdikIsQmF+LktWIUVNZjV1y2rnvqYA9bjA9wRlSAEhG+Dpzy1UNEUURcRil2/JqFb8/noLppzXdBaFw6anakFyYOcuVlEETUZdGBSnx5OgOxSYVSl0JETZrXjp8Z7skZkdQnMMgT9QJBEODvYgN/Fxs8Oc4P9Q0anL1eitimafiXcip0XxtjUmGhkGNUf8fGYB+oxABna/7RuUMFFXXYGZeNr85m4lphtW67j5MlZkd4YeYwL3jYW0hYIRH1FWP8lZDLBFwrqkZmSQ28HS2lLonIqOU0NScGgOnh7FZPfQODPJEEzEzkGOOvxBh/JZb9fiCKqurxS3Lj2fqjyUUorKzHz4mF+Dmx8WyOu51549r1gc4YO0DJa7U7SNWgxeGr+fjqTBaOJBVC07Tou4VCjnuGumNOpBdG+DnyQxIi6la25goM62ePX6+XIja5EA+P9JG6JCKjtudcNkQRGOnnyA/WqM9gkCfSA0prM0wP98T0cE+IoojE/EocbZqGfzqtBLnlddhxJgs7zmRBEIAQTzvd2vXh/RxgaiKT+inolat5FfjqTBZ2x2ejpFql2x7h44A5kV64N8QD1lzznYh6UFSAc2OQT2KQJ5KSKIq6yxhnsckd9SF8J0ukZwRBwEA3Wwx0s8XCqP6oU2twOq0ER5vO1l/Nq0RCVjkSssrxwc8psDKVY/QAJaICG9ev93WyNMozzOW1auxLyMFXZzJxPqtct93ZxgyzhnlhdqQXBjhbS1ghERmTqEBn/PNgEo6lFEOt0UIh5weuRFK4mF2BlIIqmJnI8PuhblKXQ9RtGOSJ9Jy5Qo6oQGfd2sT5FXW6Je5+SS5CcbUKP13Jx09X8gEAXg4WGB/gjOhAJUYPUMLOQiFl+T1KqxVxPLUYO85kYv+lPKgaGtd8N5EJmDjIFXOGeyEqwBkmfANNRL1sqKcdHK1MUVKtQnxGGUb4OUpdEpFR2tm0dvzkwW6wMe+774nI+DDIExkYV1tzPBjhhQcjvKDViricW4GjyUWITSrEmfQSZJXW4svTGfjydAZkAhDmba9rmhfqZd8nQm1mSQ2+OpuFnWezkF1Wq9s+0M0GsyO9MT3MA05czo+IJCSTCRjnr8S+hBzEJhUyyBNJQK3RYl9CDgBg5jA2uaO+hUGeyIDJZAKGeNphiKcdnp0wADWqBpy6VqJrmpdSUIW4jDLEZZTh3UPJsDE3wdgBSowPVCIqwNmgGr7UqjT48VLjmu/NnWcBwNbcBNPCPDE70gtDPe2M8rICItJPUYHOjUE+uRB/nhIkdTlERicmsRAl1Soorc0w3l8pdTlE3YpBnqgPsTQ1wV0DXXDXQBcAjcutHE0uRGxyEY6lFKGsRo39l/Kw/1IeAMDXybLpbL0zRvV31LspZ6IoIiGrHDvOZOKbczmorG8A0Ljm+zh/JR6M8MKUwW5c852I9FJUQGNwuJBdjuKqes4UIuplzWvHTw/z6BMzEoluxCBP1Id52Ftg7vB+mDu8HzRaERezyxuDfVIR4jJKcb24BteL0/G/k+kwkQkY1s8B4wOUGB/ojKGedpDLpDm7XVhZjz3x2dhxJhPJBVW67d6OFnhwmDdmRXjCy8FwZhMQkXFysTXHQDcbXM2rxC8pRZgWxqm9RL2lvEaNny4XAABmsls99UEM8kRGQi4TEOptj1Bveyy+OwCVdWqcvPZbN/y0omqcvl6C09dL8M+DSbC3VGCsvxJRAY3d8D3sLXq0PrVGiyOJhdhxJhM/Xy1AQ9Oa7+YKGX4/xB2zI70wys8JMok+XCAi6oroIGdczatETFIhgzxRL/r2Qg5UGi0Gutkg2MNW6nKIuh2DPJGRsjFXYFKwKyYFuwJobCAXm1yIo0lFOJbaOA3/u/O5+O58LgBggLNVY/f8AGeM7O8IS9PueflIzq/EV2ezsCsuG0VV9brtYd72mBPpjftC3WGrZ1P+iYg6KjrAGZtiruFochFEUWQfD6JewrXjqa9jkCciAIC3oyUeHumDh0f6oEGjRUJW8zT8QpzLLENqYTVSC6vxybHrUMgFRPo46prmBbvbtjpTnlZUjR1nMpFVWgsvBwvMifSGn9IKAFBRp8a3Cbn46mwm4jPKdPsorU0xc5gXZkd4IcDVpjefPhFRj4jwdYCFQo7Cynpcya3kmUGiXnC9qBpn00shE4BpYR5Sl0PUIxjkiagVE7kMET4OiPBxwMsTA1Feq8aJ1CLENi1zl1VaixPXinHiWjHe2Z8IJytTjGuagj8+QImYpEIs23kegiDozkBtiknFoqj+KKiox/cXc1GnblzzXS4TcPdAF8yJ9MaEIGco2IyGiPoQMxM5Rg9wwuGrBYhJKmSQJ+oFu+Ibz8aPD3CGi625xNUQ9QwGeSK6LTsLBaYOccfUIe4QRRHXi2t0TfNOpBahuFqFvedysPdcTssdRbHF940x13Q3BbhYY06kN6aHe8LZhp2ciajvig50xuGrBYhNKsSzEwZIXQ5RnyaKInY3davn2vHUlzHIE1GnCIIAP6UV/JRWeGy0L9QaLeIzynTT8BOyym+5f7C7Lf4xYwjCvO15rSgRGYWoQGcAwJn0ElTXN8DKjG+/iHrKmfRSZJbUwtrMBJOD3aQuh6jHcA4rEd0RhVyGEX6O+NPkIOxdPA5TBruivXguE4ABLtYI7+fAEE9ERsPXyRLejhZQa0ScvFYsdTlEfdquuMaz8b8f4gYLU7nE1RD1HAZ5IupW/Z2t210iThAEeDn07DJ2RET6RhAERAU0npWPSSqUuBqivqtOrcG3TavtcO146usY5ImoW82J9IbYfG38TURRxNxI716uiIhIetFN0+tjGeSJesxPV/JRWdcAT3sLjPRzlLocoh7FIE9E3cpPaYW3Z4VAJjR2pL/x+9uzQuDbtAQdEZExGT3ACSYyAdeLa5BRXCN1OUR9UvPa8TPCPdudHUjUV7DbChF1u9mR3hju64jtN6wjPzfSmyGeiIyWjbkCw3wccDqtBDHJhXjUyUfqkoj6lMLKet2lKzPYrZ6MAIM8EfUIX6UVlk4dKHUZRER6IzrQGafTShCbVIhHRzHIE3WnfQk50GhFhHnbY4CztdTlEPU4Tq0nIiIi6gXNDe+OpxRB1aCVuBqivqW5W/0sno0nI8EgT0RERNQLBnvYwsnKFNUqDeIySqUuh6jPSMyrxKWcCijkAu4L8ZC6HKJeoRdB/sMPP4Svry/Mzc0xcuRInD59ut37bt26FYIgtPgyNzdvcR9RFLFixQq4u7vDwsICEydORHJyck8/DSIiIqJ2yWQCxgcoAbB7PVF32hXfeDb+7oEucLAylbgaot4heZDfvn07lixZgtdffx1xcXEIDQ3FlClTUFBQ0O4+tra2yM3N1X2lp6e3uP2dd97Be++9h40bN+LUqVOwsrLClClTUFdX19NPh4iIiKhdUc3L0CUzyBN1B41WxJ74xm71XDuejInkQX7dunVYuHAhFixYgODgYGzcuBGWlpbYsmVLu/sIggA3Nzfdl6urq+42URSxYcMG/PWvf8W0adMQEhKCTz/9FDk5OdizZ08vPCMiIiKito1vuk7+YnYFCivrJa6GyPAdTy1CfkU97C0VuCvIRepyiHqNpF3rVSoVzp49i+XLl+u2yWQyTJw4ESdOnGh3v6qqKvj4+ECr1WLYsGF46623MHjwYABAWloa8vLyMHHiRN397ezsMHLkSJw4cQLz5s1rdbz6+nrU1//2x7SiogIAoFaroVar7/h5knFqHjscQ2QMON7JWNzpWLc3lyHY3QaXcysRczUP08J4PS/pL0N4bf/6TCYA4N4hbhBEDdRqjcQVkaHSh/HemceWNMgXFRVBo9G0OKMOAK6urrh69Wqb+wQFBWHLli0ICQlBeXk51q5dizFjxuDSpUvw8vJCXl6e7hg3H7P5tputXr0aK1eubLX9wIEDsLS07MpTI9I5ePCg1CUQ9RqOdzIWdzLWPQQZLkOGbTHnocg5131FEfUQfX1tr9MAP1yQAxDgUpOG779Pk7ok6gOkHO81NTUdvq/BrSM/evRojB49WvfzmDFjMGjQIGzatAlvvvlml465fPlyLFmyRPdzRUUFvL29MXnyZNja2t5xzWSc1Go1Dh48iEmTJkGhUEhdDlGP4ngnY9EdY90prQQ/bTmDtFpzTJ0aDZlM6OYqibqHvr+274rPhur0Jfg5WeLZOWMhCPy3RF2nD+O9eWZ4R0ga5JVKJeRyOfLz81tsz8/Ph5ubW4eOoVAoEB4ejpSUFADQ7Zefnw93d/cWxwwLC2vzGGZmZjAzM2vz2Pr4okWGheOIjAnHOxmLOxnrI/o7w8pUjuJqFZKLajHE066bqyPqXvr62r43oXG27awIL5iasls9dQ8px3tnHlfSZnempqaIiIjAoUOHdNu0Wi0OHTrU4qz7rWg0Gly4cEEX2v38/ODm5tbimBUVFTh16lSHj0lERETUU0xNZBg9wAkAEMNl6Ii6JLusFieuFQMApod7SlwNUe+TvGv9kiVLsHnzZvz3v//FlStX8Oyzz6K6uhoLFiwAADz22GMtmuGtWrUKBw4cwLVr1xAXF4dHHnkE6enpePrppwE0drR/+eWX8fe//x379u3DhQsX8Nhjj8HDwwPTp0+X4ikSERERtRDdvAwdgzxRl+yJz4YoAqP6O8LLgT2tyPhIfo383LlzUVhYiBUrViAvLw9hYWHYv3+/rlldRkYGZLLfPm8oLS3FwoULkZeXBwcHB0REROD48eMIDg7W3efVV19FdXU1Fi1ahLKyMowbNw779++Hubl5rz8/IiIiops1ryd/Nr0UVfUNsDaT/C0ZkcEQRRG74rIAcO14Ml568Vdj8eLFWLx4cZu3HTlypMXP69evx/r16295PEEQsGrVKqxataq7SiQiIiLqNj5OVvBxskR6cQ1OpBZjUrDr7XciIgDAhexypBZWw1whw++HdKyvFlFfI/nUeiIiIiJjFBXQeFY+JqlA4kqIDMuuuGwAwJTBbrAx178mfES9gUGeiIiISAK/XSdfJHElRIZD1aDFvoQcAMAMNrkjI8YgT0RERCSB0QOcoJALyCipwfWiaqnLITIIMUmFKKlWwdnGDOP8lVKXQyQZBnkiIiIiCViZmSDCxwEAEJvM7vVEHdHc5G56mAdM5IwyZLw4+omIiIgk0ty9PiaRQZ7odspqVDh0pbGnBLvVk7FjkCciIiKSSHPDuxPXiqFq0EpcDZF++/Z8LlQaLQa522KQu63U5RBJikGeiIiISCLB7rZQWpuhRqXBmfQSqcsh0mvN0+pnDWOTOyIGeSIiIiKJyGQCogIaG3axez1R+9KKqhGXUQaZADwQ5iF1OUSSY5AnIiIiklCUbhk6XidP1J7dTWfjowKd4WJjLnE1RNJjkCciIiKS0LimM/KXcytQUFkncTVE+kerFbErPhsAm9wRNWOQJyIiIpKQ0toMQz3tAABHOb2eqJUz6aXIKq2FjZkJJge7Sl0OkV5gkCciIiKSWFRg03XyXE+eqJXmJne/H+oGc4Vc4mqI9AODPBEREZHEmpehO5pcBK1WlLgaIv1Rp9bgu/O5ADitnuhGDPJEREREEhvm4wBrMxOUVKtwMadc6nKI9MbBy/morG+Ap70FRvg6Sl0Okd5gkCciIiKSmEIuw+gBTgDYvZ7oRs3T6mcO84RMJkhcDZH+YJAnIiIi0gPRumXo2PCOCAAKKusQm9z472FGuKfE1RDpFwZ5IiIiIj3QHOTjMkpRWaeWuBoi6e07lwONVkR4P3v0d7aWuhwivcIgT0RERKQHvB0t4ae0QoNWxPHUYqnLIZLcrjiuHU/UHgZ5IiIiIj0RFdC4DF0Mr5MnI3c1rwKXcyugkAu4P8Rd6nKI9A6DPBEREZGeiA5qvk6+EKLIZejIeO1uOhv/u4GusLc0lbgaIv3DIE9ERESkJ0b1d4KpXIas0lqkFVVLXQ6RJDRaEbvjm6fVs8kdUVsY5ImIiIj0hKWpCSJ9HQBwGToyXsdSilBQWQ8HSwUmBLlIXQ6RXmKQJyIiItIjUU3d63mdPBmr5rXj7w/1gKkJ4wpRW/gvg4iIiEiPRAU0BvmT10pQ36CRuBqi3lVV34D9l/IAsFs90a0wyBMRERHpkUHuNnC2MUOtWoMz10ulLoeoV/1wIRd1ai36O1sh1MtO6nKI9BaDPBEREZEeEQRBd1ae18mTsWleO37WMC8IgiBxNUT6i0GeiIiISM9EBXI9eTI+WaU1OHGtGAAwPZzd6oluhUGeiIiISM+MD3CGIABX8yqRX1EndTlEvWLvuRwAwOj+TvC0t5C4GiL9xiBPREREpGccrUwR4tl4fTCn15MxEEVR162ea8cT3Z6J1AUQERERUWtRgc5IyCrHpthriE0ugpeDBeZEesNPaSV1aUTd7nxWOVILq2GukOH3Q92lLodI7zHIExEREekhjVYEAKQUVOFaYRUEQcCmmFS8PSsEsyO9Ja6OqHs1n42fOtgN1maMKES3w6n1RERERHomragaG2NSdT9rxcZgrxWBpTvP43pRtYTVEXUvVYMW+xIar4+fwbXjiTqEQZ6IiIhIz+w4k9nu0lsigLUHEpFZUoMGjbZ3CyPqAUcSC1Bao4aLjRnGDnCSuhwig8B5K0RERER6Jqu0FqIotnmbKALfns/Ft+dzYSIT4O1oCR8nS/g4WsLHyarxv52s4O1oATMTeS9XTtR5zWvHTw/3hImc5xmJOoJBnoiIiEjPeDlYNJ6RbyfM21sqUKPSQNWgRVpRNdLamGovCICHnUVTsG8K+TeEfSteh0x6oKxGhUNX8wGwWz1RZ/AVnIiIiEjPzIn0xqYbrpG/kUwA9jw3Fv0cLZFXUYfrxdXIKK7B9eIapBdXI73pe7VKg+yyWmSX1eJ4anGr4yitzeDrZIl+TpbwveFMvq+TJewtTXv6KRIBAL45nwu1RkSwuy0GutlKXQ6RwWCQJyIiItIzfkorvD0rBEt3nocgCBBFUff97Vkh8G1ags7D3gIe9hYYM6Dl/qIoorhapQv2N4f80ho1iqrqUVRVjzPppa0e39bcBL5KK/RzbAz5N4Z9Fxuzdq/fJ+osrh1P1DUM8kRERER6aHakN4b7OmL7mUxkldbCy8ECcyO9dSH+VgRBgNLaDEprM0T4OLa6vbxWjYziGqSXNAX9omqklzSG/PyKelTUNeB8VjnOZ5W32tdCIYePk2VjyL8h7Ps4WcLD3gJyGUM+dcy1wirEZ5RBLhPwQJiH1OUQGRQGeSIiIiI95au0wtKpA7v9uHYWCgz1ssNQL7tWt9WqNMgoqbnhbH41Mkoav2eX1qJWrcHVvEpczatsta9CLsDb4bfp+o1h3xL9HNl8j1rbE9/Y5C4qQAkXG3OJqyEyLAzyRERERKRjYSpHkJsNgtxsWt2matAiu6z2huvyf/ueWVILlUaLa0XVuFZUDaCwxb4tm+81nsH3dWoM+Wy+Z3y0WhG7moL8TK4dT9RpfMUkIiIiog4xNZHBT2kFvzam92u0IvIq6lqeyW+6Pj+jE833fltCj833+rJfr5cgq7QWNmYmmBTsKnU5RAaHQZ6IiIiI7phcJsDT3gKe7TTfK6pSIaOkGteLmqbtl/wW8jvafO+3JfR+C/nOnWi+l1ZUjR039ByYE+nd5ocS1POa146/Z6g7zBW85IKosxjkiYiIiKhHCYIAZxszONu003yvRq1rvPdbd/3GZnwdbb5345R9H8fWzfd2nMnEsptWAdgUk4q3Z4VgdqR3j/8O6Dd1ag2+u5ALgN3qibpK8iD/4YcfYs2aNcjLy0NoaCjef/99jBgx4rb7bdu2DfPnz8e0adOwZ88e3faqqiosW7YMe/bsQXFxMfz8/PDiiy/imWee6cFnQURERERdZWepQIilPUK87FvdVqNqaGq+1zrkd7T5nrONKU6nlUIEAFFsvLHp+9Kd5zHc17FDqwFQ9zhwOR9V9Q3wcrDAcN/WH+wQ0e1JGuS3b9+OJUuWYOPGjRg5ciQ2bNiAKVOmIDExES4uLu3ud/36dfz5z3/G+PHjW922ZMkSHD58GJ999hl8fX1x4MABPPfcc/Dw8MADDzzQk0+HiIiIiLqZpakJBrrZYqCbbavbVA1aZJXWNC6dp1tCrzHwt26+1zYBArafyeyR1QGobbq148M9IeNyhURdImmQX7duHRYuXIgFCxYAADZu3IjvvvsOW7ZswbJly9rcR6PR4OGHH8bKlStx9OhRlJWVtbj9+PHjePzxxzFhwgQAwKJFi7Bp0yacPn263SBfX1+P+vp63c8VFRUAALVaDbVafYfPkoxV89jhGCJjwPFOxoJjXb8IALztzeBtb4Zx/R1a3NbcfC+jpAZrDiTjYnYFxDaOoRFFHLqcj4eGe8LNlkug3agnxnthZT1ikxpXNLg/xJX/lkhv6MPre2ceW7Igr1KpcPbsWSxfvly3TSaTYeLEiThx4kS7+61atQouLi546qmncPTo0Va3jxkzBvv27cOTTz4JDw8PHDlyBElJSVi/fn27x1y9ejVWrlzZavuBAwdgaWnZyWdG1NLBgwelLoGo13C8k7HgWDcsrqIMlyBARNtnf5MKqhC9JgaDHUSMdRMRZCeCJ4p/053j/eccAVpRDl9rEZdPxeBytx2ZqHtI+fpeU1PT4ftKFuSLioqg0Wjg6tpyuQlXV1dcvXq1zX1++eUXfPzxxzh37ly7x33//fexaNEieHl5wcTEBDKZDJs3b0ZUVFS7+yxfvhxLlizR/VxRUQFvb29MnjwZtratp3ERdYRarcbBgwcxadIkKBQKqcsh6lEc72QsONYNU3BxNQ6/ewxtnZIXAAzxtMWF7ApcKBVwoRTwdrDA3EgvPDjMA07WZr1er77oifH+7w9PAKjEgruCcc8INhkk/aEPr+/NM8M7QvJmdx1VWVmJRx99FJs3b4ZSqWz3fu+//z5OnjyJffv2wcfHB7GxsXj++efh4eGBiRMntrmPmZkZzMxav0grFAr+kaY7xnFExoTjnYwFx7phCXCzx9uzQrD0pq71oijqutYn51fi81MZ2BmXhczSWqw9mIx3D6dg6hB3PDKyH0b4OXZ4mbu+prvG+5XcClzNq4SpXIZp4V78N0R6ScrX9848rmRBXqlUQi6XIz8/v8X2/Px8uLm5tbp/amoqrl+/jvvvv1+3TavVAgBMTEyQmJgIDw8PvPbaa9i9ezfuvfdeAEBISAjOnTuHtWvXthvkiYiIiKhvmx3pjeG+jth+wzrycyO9dd3qA1xt8MYDg7F06kB8cz4Hn5/KQEJmGb5JyME3CTnwd7HGwyP7YWa4F+wsGUC7Ynd849rxvxvkAntLU4mrITJskgV5U1NTRERE4NChQ5g+fTqAxmB+6NAhLF68uNX9Bw4ciAsXLrTY9te//hWVlZV499134e3tjbq6OqjVashkshb3k8vlutBPRERERMbJV2l12+70FqZyzIn0xpxIb1zMLsfnp9Kx91wOUgqqsPKby3h7/1XcH+KBh0f5INTLzmjP0ndWg0arC/Izh3lJXA2R4ZN0av2SJUvw+OOPIzIyEiNGjMCGDRtQXV2t62L/2GOPwdPTE6tXr4a5uTmGDBnSYn97e3sA0G03NTVFdHQ0XnnlFVhYWMDHxwcxMTH49NNPsW7dul59bkRERERk2IZ42mH1zBAsv2cQ9sZn4/NTGbiaV4mvzmbhq7NZGOxhi4dH+mBamAeszAzmilVJHEstRmFlPRytTBEd6Cx1OUQGT9JXnLlz56KwsBArVqxAXl4ewsLCsH//fl0DvIyMjFZn129n27ZtWL58OR5++GGUlJTAx8cH//jHP/DMM8/0xFMgIiIioj7O1lyBR0f74pFRPojLKMXnJzPw7YVcXMqpwGu7L+Ct769gergHHh7pg0HubJTclua14+8PcYepSefe3xNRa5J/dLh48eI2p9IDwJEjR26579atW1ttc3NzwyeffNINlRERERER/UYQBET4OCLCxxF/uy8YO+Oy8PmpDKQVVeOzkxn47GQGhvWzx8MjfXBviDvMFXKpS9YLlXVq/HgpDwCn1RN1F8mDPBERERGRoXGwMsXT4/vjqXF+OJFajM9PZeDHS3mIyyhDXEYZ3vzuMh4c5oWHRvZDf2drqcuV1A8X8/D/7d17WNR13v/x13AYQA6CgBzkpKGgyMEjYQe7lTKzVsuSNX7mWmu16lVeHda2rWz36lpda3fTbnW3bTfv3VxJXXW78xSrgIcURB0VNVQC8YR4QkBJET6/P8q5mtVMu0EceD6ua65gvu/5ft4zvVFffGe+36/qG3VbsLeSItq3dDtAq0CQBwAAAH4gi8WiAbFBGhAbpMqar7RwyyEtKDikI1V1+mBDqT7YUKoBtwUqMzVa9/YIaZNvK7/8tvpHekdwckCgiRDkAQAAgCbQ0ddTkwZ11c/uiVXevkrN31yutcWV+rzklD4vOaUgHw9l9IvQj/tFKbJDu5Zu96Y4fOa8Nn95WhaLNKJXp5ZuB2g1CPIAAABAE3J1sWhQfIgGxYfo8Jnz+njLIWVtOaQTNRc0O6dEc3JLdE+3YGWmRuu/4jvK1aX1HqVe9s0l59K6BKqTv1cLdwO0HgR5AAAAoJlEBLTTi/fF6bnBXfXvPcc1P79cGw6cVE7xCeUUn1B4e0+N7h+ljH6R6ujn2dLtNiljjJZw7XigWRDkAQAAgGbm7uqioYlhGpoYptKT57SgoFyLCg/p6Nmv9LvsfXp3zX7d1yNEmanRGnBboFxawVH6HYfP6ssT5+Tl7qr7e4a2dDtAq0KQBwAAAG6izkHeevWB7nrh3m5aVVSh+fkHtaXsjFYWVWhlUYViAtvp8dQoPdonUh28rS3d7g92+SR39/cMlY8HsQNoSvxEAQAAAC3A091VI3p10ohenfRFRbX+kV+uJduOqOzUef1mxRd6Z/U+PZAYqszbo9U3OsCpzvh+8VKjPtlxVJL0SG9Ocgc0NYI8AAAA0MLiQ/306+E9NeX+eP3vjqP6KP+gio5Ua5ntqJbZjqpbiI8yU6P1cO9O8vN0b+l2v1dOcaWqztcrxM9DA24Laul2gFaHIA8AAADcIrw93PTj/lH6cf8o7Txcpfmby/WvHUe073itpn6yW9NXfqHhKeHKTI1WYkT7lm73O11+W/2IlE6t+qz8QEshyAMAAAC3oKQIfyU96q9Xh3XXsu1H9NHmg9pfWausby5nlxTRXpmpUXooOVztrLfOP+vPnLuotV9USuJs9UBzuXV+4gEAAABcob2Xu8YOiNETadEqPHhG8zcf1IpdFdp5+Kx2Ht6ltz7dq0d6d9LjqdGKC/Vt6Xb16c6jqm8wSgj3uyX6AVojgjwAAADgBCwWi/rFdFC/mA56/cELWrz1sP5RUK6Dp87rfzYd1P9sOqh+MQHKTI3W/T1D5enu2iJ9/nMb144HmhtBHgAAAHAygT4eembgbRp/VxdtLDmp+ZvLlb33uLaUndGWsjMK+F93PdY3UqP7R6lzkPdN66vkRK1sh6rk6mLRj5LDb9q6QFtDkAcAAACclIuLRXd1DdZdXYN1vPorfbzlkBYUlOvY2a/0/rov9f66L3VnbJD+3+1RGtw9RO6uLs3az7LtXx+NH9gtWMG+Hs26FtCWEeQBAACAViDEz1PPDe6qCffcptziE5qff1C5+05ow4GT2nDgpDr6eujH/SKV0T9Knfy9mnz9xkajJfa31XPteKA5EeQBAACAVsTN1UXpPUKU3iNEh06fV9aWcn285ZAqay5o1toD+u+cAxoU31GZqdG6u1twk10erqDstI5U1cnX003p3UOaZJ8Aro4gDwAAALRSkR3a6eUh8Xp+cDd9tqdC8zeXa9OXp/TvvZX6995KdfL30uOpUXqsb4Q6+nr+n9a6fO34B5PCWuxEe0BbQZAHAAAAWjmrm4seTArXg0nhOlBZqwUF5Vq89bCOVNXp7dXF+kP2Pg1JCFVmapTSbguUxXJjR+nrLjZoxa4KSdLDvThbPdDcCPIAAABAGxLb0UevP9hDLw+J0/KdxzQ//6C2lVdp+a5jWr7rmLoEeevx1CgNTwq97n1+tqdCtRcuKbKDl/pGBzRj9wAkgjwAAADQJnm6u2pknwiN7BOhPUer9Y+Cg1q67Yi+PHlOby3fqxmri5Uc4KKw8ir16xJ0zaP0l09y93CvCLk00WfuAXw3gjwAAADQxvUI99NbIxL1ytDu+sR2VB9tPqg9x6q15YSLRv25QPGhvsq8PVojUsLl6+luf1zpyXOat7FUeftOSJL6x3A0HrgZCPIAAAAAJEk+Hm56PDVKo/tHqrD0pN5eulk7zrjpi4oavb6sSNNW7NXwlE7KTI3SnmPVeuWfO2W+9fgn/lqg345M0mN9I1vsOQBtAUEeAAAAgAOLxaKUSH9lxjZqzn8N1Cc7j2t+/kGVnDinBQXlWlBQftXHNRppyj93ql9MB8UEed/kroG2w6WlGwAAAABw62rv5a4n7+ysf78wUFlP366HksN1rY/BWywWfVx46OY1CLRBHJEHAAAA8L0sFotu7xKo27sE6kJ9g7L3HHd4W/1lxhgdPlN30/sD2hKOyAMAAAC4Ibd19PnOs9NbLBZFBHjd5I6AtoUgDwAAAOCGjOobKWOudjz+6yPyGZzsDmhWBHkAAAAAN6RzkLd+OzJJLhbJ1cXi8N/fjkziRHdAM+Mz8gAAAABu2GN9I9UvpoM+Ljykw2fqFBHgpYy+kYR44CYgyAMAAAD4QWKCvDXl/viWbgNoc3hrPQAAAAAAToQgDwAAAACAEyHIAwAAAADgRAjyAAAAAAA4EYI8AAAAAABOhCAPAAAAAIATIcgDAAAAAOBECPIAAAAAADgRgjwAAAAAAE6EIA8AAAAAgBMhyAMAAAAA4ETcWrqBW5ExRpJUXV3dwp3AmdXX1+v8+fOqrq6Wu7t7S7cDNCvmHW0Fs462hHlHW3IrzPvl/Hk5j14LQf4qampqJEmRkZEt3AkAAAAAoC2pqalR+/btr1ljMdcT99uYxsZGHT16VL6+vrJYLC3dDpxUdXW1IiMjdejQIfn5+bV0O0CzYt7RVjDraEuYd7Qlt8K8G2NUU1Oj8PBwubhc+1PwHJG/ChcXF0VERLR0G2gl/Pz8+MsPbQbzjraCWUdbwryjLWnpef++I/GXcbI7AAAAAACcCEEeAAAAAAAnQpAHmomHh4emTp0qDw+Plm4FaHbMO9oKZh1tCfOOtsTZ5p2T3QEAAAAA4EQ4Ig8AAAAAgBMhyAMAAAAA4EQI8gAAAAAAOBGCPAAAAAAAToQgD3xj3bp1euihhxQeHi6LxaJly5Y5bDfG6I033lBYWJi8vLyUnp6u/fv3O9ScPn1amZmZ8vPzk7+/v5566inV1tY61OzcuVN33XWXPD09FRkZqRkzZlzRy6JFixQfHy9PT08lJiZqxYoVTf580bZNmzZN/fr1k6+vrzp27KgRI0aouLjYoearr77SxIkTFRgYKB8fH40cOVLHjx93qCkvL9ewYcPUrl07dezYUS+//LIuXbrkUJObm6vevXvLw8NDsbGxmjdv3hX9zJ49WzExMfL09FRqaqoKCgqa/Dmj7Zo7d66SkpLk5+cnPz8/paWlaeXKlfbtzDpaq+nTp8tisWjy5Mn2+5h3tBZvvvmmLBaLwy0+Pt6+vdXPugFgjDFmxYoV5pe//KVZsmSJkWSWLl3qsH369Ommffv2ZtmyZWbHjh3mRz/6kencubOpq6uz19x///0mOTnZbN682axfv97Exsaa0aNH27efPXvWhISEmMzMTFNUVGQWLFhgvLy8zJ/+9Cd7zcaNG42rq6uZMWOG2bNnj3nttdeMu7u72bVrV7O/Bmg7hgwZYj788ENTVFRkbDabeeCBB0xUVJSpra211zz77LMmMjLSrFmzxhQWFprbb7/dDBgwwL790qVLpmfPniY9Pd1s377drFixwgQFBZlf/OIX9povv/zStGvXzrzwwgtmz5495r333jOurq5m1apV9pqsrCxjtVrNX//6V7N7924zfvx44+/vb44fP35zXgy0ep988olZvny52bdvnykuLjavvvqqcXd3N0VFRcYYZh2tU0FBgYmJiTFJSUnm+eeft9/PvKO1mDp1qklISDDHjh2z306cOGHf3tpnnSAPXMV/BvnGxkYTGhpq3n77bft9VVVVxsPDwyxYsMAYY8yePXuMJLNlyxZ7zcqVK43FYjFHjhwxxhgzZ84cExAQYC5cuGCvmTJliomLi7N/P2rUKDNs2DCHflJTU80zzzzTpM8R+LbKykojyeTl5Rljvp5vd3d3s2jRInvN3r17jSSzadMmY8zXv/xycXExFRUV9pq5c+caPz8/+4z//Oc/NwkJCQ5rZWRkmCFDhti/79+/v5k4caL9+4aGBhMeHm6mTZvW9E8U+EZAQID54IMPmHW0SjU1NaZr164mOzvbDBw40B7kmXe0JlOnTjXJyclX3dYWZp231gPXobS0VBUVFUpPT7ff1759e6WmpmrTpk2SpE2bNsnf3199+/a116Snp8vFxUX5+fn2mrvvvltWq9VeM2TIEBUXF+vMmTP2mm+vc7nm8jpAczh79qwkqUOHDpKkrVu3qr6+3mEW4+PjFRUV5TDziYmJCgkJsdcMGTJE1dXV2r17t73mWvN88eJFbd261aHGxcVF6enpzDyaRUNDg7KysnTu3DmlpaUx62iVJk6cqGHDhl0xk8w7Wpv9+/crPDxcXbp0UWZmpsrLyyW1jVknyAPXoaKiQpIcftAvf395W0VFhTp27Oiw3c3NTR06dHCoudo+vr3Gd9Vc3g40tcbGRk2ePFl33HGHevbsKenrObRarfL393eo/c+Z/6HzXF1drbq6Op08eVINDQ3MPJrdrl275OPjIw8PDz377LNaunSpevTowayj1cnKytK2bds0bdq0K7Yx72hNUlNTNW/ePK1atUpz585VaWmp7rrrLtXU1LSJWXdr1r0DAG55EydOVFFRkTZs2NDSrQDNJi4uTjabTWfPntXixYs1duxY5eXltXRbQJM6dOiQnn/+eWVnZ8vT07Ol2wGa1dChQ+1fJyUlKTU1VdHR0Vq4cKG8vLxasLObgyPywHUIDQ2VpCvOdHn8+HH7ttDQUFVWVjpsv3Tpkk6fPu1Qc7V9fHuN76q5vB1oSpMmTdKnn36qnJwcRURE2O8PDQ3VxYsXVVVV5VD/nzP/Q+fZz89PXl5eCgoKkqurKzOPZme1WhUbG6s+ffpo2rRpSk5O1syZM5l1tCpbt25VZWWlevfuLTc3N7m5uSkvL0+zZs2Sm5ubQkJCmHe0Wv7+/urWrZsOHDjQJv5sJ8gD16Fz584KDQ3VmjVr7PdVV1crPz9faWlpkqS0tDRVVVVp69at9pq1a9eqsbFRqamp9pp169apvr7eXpOdna24uDgFBATYa769zuWay+sATcEYo0mTJmnp0qVau3atOnfu7LC9T58+cnd3d5jF4uJilZeXO8z8rl27HH6BlZ2dLT8/P/Xo0cNec615tlqt6tOnj0NNY2Oj1qxZw8yjWTU2NurChQvMOlqVwYMHa9euXbLZbPZb3759lZmZaf+aeUdrVVtbq5KSEoWFhbWNP9ub9VR6gBOpqakx27dvN9u3bzeSzO9//3uzfft2c/DgQWPM15ef8/f3N//617/Mzp07zfDhw696+blevXqZ/Px8s2HDBtO1a1eHy89VVVWZkJAQM2bMGFNUVGSysrJMu3btrrj8nJubm3nnnXfM3r17zdSpU7n8HJrcz372M9O+fXuTm5vrcNmW8+fP22ueffZZExUVZdauXWsKCwtNWlqaSUtLs2+/fNmW++67z9hsNrNq1SoTHBx81cu2vPzyy2bv3r1m9uzZV71si4eHh5k3b57Zs2ePefrpp42/v7/DWWSB/4tXXnnF5OXlmdLSUrNz507zyiuvGIvFYj777DNjDLOO1u3bZ603hnlH6/Hiiy+a3NxcU1paajZu3GjS09NNUFCQqaysNMa0/lknyAPfyMnJMZKuuI0dO9YY8/Ul6F5//XUTEhJiPDw8zODBg01xcbHDPk6dOmVGjx5tfHx8jJ+fnxk3bpypqalxqNmxY4e58847jYeHh+nUqZOZPn36Fb0sXLjQdOvWzVitVpOQkGCWL1/ebM8bbdPVZl2S+fDDD+01dXV1ZsKECSYgIMC0a9fOPPzww+bYsWMO+ykrKzNDhw41Xl5eJigoyLz44oumvr7eoSYnJ8ekpKQYq9VqunTp4rDGZe+9956JiooyVqvV9O/f32zevLk5njbaqCeffNJER0cbq9VqgoODzeDBg+0h3hhmHa3bfwZ55h2tRUZGhgkLCzNWq9V06tTJZGRkmAMHDti3t/ZZtxhjTPMe8wcAAAAAAE2Fz8gDAAAAAOBECPIAAAAAADgRgjwAAAAAAE6EIA8AAAAAgBMhyAMAAAAA4EQI8gAAAAAAOBGCPAAAAAAAToQgDwAAAACAEyHIAwAAAADgRAjyAAA4sRMnTshqtercuXOqr6+Xt7e3ysvLr/mYN998UykpKU3Wwz333KPJkyc32f4AAMC1EeQBAHBimzZtUnJysry9vbVt2zZ16NBBUVFRLd0WAABoRgR5AACc2Oeff6477rhDkrRhwwb71zfiJz/5iUaMGKF33nlHYWFhCgwM1MSJE1VfX2+vmTNnjrp27SpPT0+FhITo0UcftT82Ly9PM2fOlMVikcViUVlZmRoaGvTUU0+pc+fO8vLyUlxcnGbOnHnD6164cEFTpkxRZGSkPDw8FBsbq7/85S/27UVFRRo6dKh8fHwUEhKiMWPG6OTJk/btixcvVmJiory8vBQYGKj09HSdO3fuhl8jAABuJW4t3QAAALgx5eXlSkpKkiSdP39erq6umjdvnurq6mSxWOTv76/HH39cc+bMue595uTkKCwsTDk5OTpw4IAyMjKUkpKi8ePHq7CwUM8995z+/ve/a8CAATp9+rTWr18vSZo5c6b27dunnj176te//rUkKTg4WI2NjYqIiNCiRYsUGBiozz//XE8//bTCwsI0atSo61pXkp544glt2rRJs2bNUnJyskpLS+1BvaqqSoMGDdJPf/pT/eEPf1BdXZ2mTJmiUaNGae3atTp27JhGjx6tGTNm6OGHH1ZNTY3Wr18vY0yT/H8AAKClWAx/mwEA4FQuXbqkw4cPq7q6Wn379lVhYaG8vb2VkpKi5cuXKyoqSj4+PgoKCrrq4998800tW7ZMNptN0tdHxnNzc1VSUiJXV1dJ0qhRo+Ti4qKsrCwtWbJE48aN0+HDh+Xr63vF/u655x6lpKTo3XffvWbfkyZNUkVFhRYvXnxd6+7bt09xcXHKzs5Wenr6Fft76623tH79eq1evdp+3+HDhxUZGani4mLV1taqT58+KisrU3R09Pe+rgAAOAveWg8AgJNxc3NTTEyMvvjiC/Xr109JSUmqqKhQSEiI7r77bsXExHxniP8uCQkJ9jAtSWFhYaqsrJQk3XvvvYqOjlaXLl00ZswYzZ8/X+fPn//efc6ePVt9+vRRcHCwfHx89P77719xIr5rrWuz2eTq6qqBAwdedf87duxQTk6OfHx87Lf4+HhJUklJiZKTkzV48GAlJibqscce05///GedOXPmhl4XAABuRQR5AACcTEJCgnx8fDRmzBgVFBTIx8dHgwcPVllZmXx8fJSQkHDD+3R3d3f43mKxqLGxUZLk6+urbdu2acGCBQoLC9Mbb7yh5ORkVVVVfef+srKy9NJLL+mpp57SZ599JpvNpnHjxunixYvXva6Xl9c1e66trdVDDz0km83mcNu/f7/uvvtuubq6Kjs7WytXrlSPHj303nvvKS4uTqWlpdf7sgAAcEsiyAMA4GRWrFghm82m0NBQffTRR7LZbOrZs6feffdd2Ww2rVixosnXdHNzU3p6umbMmKGdO3eqrKxMa9eulSRZrVY1NDQ41G/cuFEDBgzQhAkT1KtXL8XGxqqkpOSG1kxMTFRjY6Py8vKuur13797avXu3YmJiFBsb63Dz9vaW9PUvBu644w796le/0vbt22W1WrV06dIf8AoAAHDrIMgDAOBkoqOj5ePjo+PHj2v48OGKjIzU7t27NXLkSMXGxjb558E//fRTzZo1SzabTQcPHtTf/vY3NTY2Ki4uTpIUExOj/Px8lZWV6eTJk2psbFTXrl1VWFio1atXa9++fXr99de1ZcuWG1o3JiZGY8eO1ZNPPqlly5aptLRUubm5WrhwoSRp4sSJOn36tEaPHq0tW7aopKREq1ev1rhx49TQ0KD8/Hz95je/UWFhocrLy7VkyRKdOHFC3bt3b9LXBwCAm40gDwCAE8rNzVW/fv3k6empgoICRUREKCwsrFnW8vf315IlSzRo0CB1795df/zjH7VgwQL7W/hfeuklubq6qkePHgoODlZ5ebmeeeYZPfLII8rIyFBqaqpOnTqlCRMm3PDac+fO1aOPPqoJEyYoPj5e48ePt18+Ljw8XBs3blRDQ4Puu+8+JSYmavLkyfL395eLi4v8/Py0bt06PfDAA+rWrZtee+01/e53v9PQoUOb9PUBAOBm46z1AAAAAAA4EY7IAwAAAADgRAjyAAAAAAA4EYI8AAAAAABOhCAPAAAAAIATIcgDAAAAAOBECPIAAAAAADgRgjwAAAAAAE6EIA8AAAAAgBMhyAMAAAAA4EQI8gAAAAAAOBGCPAAAAAAATuT/A7pwLhM1kSBJAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from capymoa.evaluation.visualization import plot_windowed_results\n",
"from capymoa.datasets import Electricity\n",
"from capymoa.anomaly import Autoencoder\n",
"from capymoa.evaluation import prequential_evaluation_anomaly\n",
"\n",
"stream = Electricity()\n",
"ae = Autoencoder(schema=stream.get_schema())\n",
"\n",
"results_ae = prequential_evaluation_anomaly(stream=stream, learner=ae, window_size=4500)\n",
"\n",
"print(f\"AUC: {results_ae.auc()}\")\n",
"display(results_ae.windowed.metrics_per_window())\n",
"plot_windowed_results(results_ae, metric=\"auc\")"
]
},
{
"cell_type": "markdown",
"id": "de4c8ccd-b29e-4c53-ae8d-923c6b9e0e5a",
"metadata": {},
"source": [
"## 2.3 Online Isolation Forest"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "28171920-a2d8-4c1e-bb2a-39d81079ebf8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUC: 0.520108250564401\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" instances | \n",
" auc | \n",
" s_auc | \n",
" Accuracy | \n",
" Kappa | \n",
" Periodical holdout AUC | \n",
" Pos/Neg ratio | \n",
" G-Mean | \n",
" Recall | \n",
" KappaM | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 4500.0 | \n",
" 0.516486 | \n",
" 0.019243 | \n",
" 0.606000 | \n",
" 0.002273 | \n",
" 0.000000 | \n",
" 1.542373 | \n",
" 0.091753 | \n",
" 0.993407 | \n",
" -0.003964 | \n",
"
\n",
" \n",
" 1 | \n",
" 9000.0 | \n",
" 0.473500 | \n",
" -0.007678 | \n",
" 0.540444 | \n",
" 0.000000 | \n",
" 0.516486 | \n",
" 1.176015 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" -0.078769 | \n",
"
\n",
" \n",
" 2 | \n",
" 13500.0 | \n",
" 0.485192 | \n",
" -0.008112 | \n",
" 0.520444 | \n",
" 0.000000 | \n",
" 0.473500 | \n",
" 1.085264 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" -0.081162 | \n",
"
\n",
" \n",
" 3 | \n",
" 18000.0 | \n",
" 0.508877 | \n",
" 0.015705 | \n",
" 0.566667 | \n",
" -0.014223 | \n",
" 0.485192 | \n",
" 1.384738 | \n",
" 0.198973 | \n",
" 0.945656 | \n",
" 0.009524 | \n",
"
\n",
" \n",
" 4 | \n",
" 22500.0 | \n",
" 0.465127 | \n",
" 0.022282 | \n",
" 0.609778 | \n",
" 0.011374 | \n",
" 0.508877 | \n",
" 1.552467 | \n",
" 0.138185 | \n",
" 0.990135 | \n",
" 0.089023 | \n",
"
\n",
" \n",
" 5 | \n",
" 27000.0 | \n",
" 0.514274 | \n",
" 0.034964 | \n",
" 0.597778 | \n",
" 0.037475 | \n",
" 0.465127 | \n",
" 1.406417 | \n",
" 0.180577 | \n",
" 0.999620 | \n",
" 0.056309 | \n",
"
\n",
" \n",
" 6 | \n",
" 31500.0 | \n",
" 0.634469 | \n",
" 0.046907 | \n",
" 0.618222 | \n",
" 0.024269 | \n",
" 0.514274 | \n",
" 1.567028 | \n",
" 0.141300 | \n",
" 1.000000 | \n",
" 0.093130 | \n",
"
\n",
" \n",
" 7 | \n",
" 36000.0 | \n",
" 0.613453 | \n",
" 0.050725 | \n",
" 0.614889 | \n",
" 0.049397 | \n",
" 0.634469 | \n",
" 1.501390 | \n",
" 0.226227 | \n",
" 0.990004 | \n",
" 0.079416 | \n",
"
\n",
" \n",
" 8 | \n",
" 40500.0 | \n",
" 0.555540 | \n",
" 0.031629 | \n",
" 0.568000 | \n",
" 0.005282 | \n",
" 0.613453 | \n",
" 1.306509 | \n",
" 0.090399 | \n",
" 0.996469 | \n",
" -0.028511 | \n",
"
\n",
" \n",
" 9 | \n",
" 45000.0 | \n",
" 0.622690 | \n",
" 0.033355 | \n",
" 0.543556 | \n",
" 0.000170 | \n",
" 0.555540 | \n",
" 1.190847 | \n",
" 0.031192 | \n",
" 0.999182 | \n",
" -0.067845 | \n",
"
\n",
" \n",
" 10 | \n",
" 45312.0 | \n",
" 0.644950 | \n",
" 0.035099 | \n",
" 0.548000 | \n",
" 0.000189 | \n",
" 0.622690 | \n",
" 1.212389 | \n",
" 0.031345 | \n",
" 0.999189 | \n",
" -0.055777 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" instances auc s_auc Accuracy Kappa Periodical holdout AUC \\\n",
"0 4500.0 0.516486 0.019243 0.606000 0.002273 0.000000 \n",
"1 9000.0 0.473500 -0.007678 0.540444 0.000000 0.516486 \n",
"2 13500.0 0.485192 -0.008112 0.520444 0.000000 0.473500 \n",
"3 18000.0 0.508877 0.015705 0.566667 -0.014223 0.485192 \n",
"4 22500.0 0.465127 0.022282 0.609778 0.011374 0.508877 \n",
"5 27000.0 0.514274 0.034964 0.597778 0.037475 0.465127 \n",
"6 31500.0 0.634469 0.046907 0.618222 0.024269 0.514274 \n",
"7 36000.0 0.613453 0.050725 0.614889 0.049397 0.634469 \n",
"8 40500.0 0.555540 0.031629 0.568000 0.005282 0.613453 \n",
"9 45000.0 0.622690 0.033355 0.543556 0.000170 0.555540 \n",
"10 45312.0 0.644950 0.035099 0.548000 0.000189 0.622690 \n",
"\n",
" Pos/Neg ratio G-Mean Recall KappaM \n",
"0 1.542373 0.091753 0.993407 -0.003964 \n",
"1 1.176015 0.000000 1.000000 -0.078769 \n",
"2 1.085264 0.000000 1.000000 -0.081162 \n",
"3 1.384738 0.198973 0.945656 0.009524 \n",
"4 1.552467 0.138185 0.990135 0.089023 \n",
"5 1.406417 0.180577 0.999620 0.056309 \n",
"6 1.567028 0.141300 1.000000 0.093130 \n",
"7 1.501390 0.226227 0.990004 0.079416 \n",
"8 1.306509 0.090399 0.996469 -0.028511 \n",
"9 1.190847 0.031192 0.999182 -0.067845 \n",
"10 1.212389 0.031345 0.999189 -0.055777 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"