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FYSSTK-Project2/notebooks/10_regression-analysis.ipynb
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2025-11-05 08:26:37 +01:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 27,
"id": "6dbeb580",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from sklearn.datasets import load_breast_cancer\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler\n",
"import plotting\n",
"\n",
"\n",
"data = load_breast_cancer()\n",
"\n",
"\n",
"feature_names = [n for n in data.feature_names if 'radius' in n or 'area' in n]\n",
"\n",
"X = data.data[:, [data.feature_names.tolist().index(n) for n in feature_names]]\n",
"y = data.data[:, [data.feature_names.tolist().index(n) for n in data.feature_names if n not in feature_names]]\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "83deb258",
"metadata": {},
"outputs": [],
"source": [
"from easynn.feedforward import Layer, FFNN, ReLU, LeakyReLU, Linear, MSELoss, Regularization\n",
"from easynn.schedulers import AdamScheduler"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "382a6b64",
"metadata": {},
"outputs": [],
"source": [
"feature_dim = X.shape[1]\n",
"target_dim = y.shape[1]\n",
"def get_regression_model(n_hidden_layers: int, n_neurons: int, activation: type=ReLU) -> list[Layer]:\n",
" layers = []\n",
" layers.append(Layer(feature_dim, n_neurons, activation_function=activation()))\n",
" for _ in range(n_hidden_layers - 1):\n",
" layers.append(Layer(n_neurons, n_neurons, activation_function=activation()))\n",
" layers.append(Layer(n_neurons, target_dim, activation_function=Linear()))\n",
" return layers\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "08a53cf3",
"metadata": {},
"outputs": [],
"source": [
"# First network test\n",
"\n",
"model = FFNN(get_regression_model(n_hidden_layers=3, n_neurons=32, activation=LeakyReLU), AdamScheduler(epochs=10000, learning_rate=1e-2), MSELoss())\n",
"model.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "f2983ade",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Mean Squared Error')"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+uLiYSD0hgKOeVVq55GTjEzteCwAAALA7zM/Px8TERNJllBHAUbe6urrujYC78kFZ+7FDBxOrCQAAAEhWc3NznDp1alX74uJixcE8tSaAo27l8/loa2uLj19oS7oUAAAAYJfIZrORzWZXtc/MzER7e3siNVkFFQAAAABqSAAHAAAAADUkgAMAAACAGhLAAQAAAEANWYSBupXNZu+tgvrhfFl75ulU9D6TSqwuAAAAIDn5fD7y+fyq9sXFxUTqCQEc9azS0sEnG5/Y8VoAAACA3WF+fj4mJiaSLqOMAI661dXVdW8E3JUPytqPHTqYWE0AAABAspqbm+PUqVOr2hcXFysO5qk1ARx1K5/PR1tbW3z8QlvSpQAAAAC7RDabjWw2u6p9ZmYm2tvbE6nJIgwAAAAAUEMCOAAAAACoIQEcAAAAANSQAA4AAAAAakgABwAAAAA1ZBVU6lY2m43Dhw/HzQ/ny9ozT6ei95lUYnUBAAAAycnn85HP51e1Ly4uJlJPCOCoZ5OTk2u2n2x8YsdrAQAAAHaH+fn5mJiYSLqMMgI46lZXV9e9EXBXPihrP3boYGI1AQAAAMlqbm6OU6dOrWpfXFysOJin1gRw1K18Ph9tbW3x8QttSZeyKbul3ud+PJN0CQAAALDtstlsZLPZVe0zMzPR3t6eSE0WYQAAAACAGhLAAQAAAEANCeAAAAAAoIYEcAAAAABQQwI4AAAAAKghARwAAAAA1JAADgAAAABq6EDSBcBWZbPZOHz4cNz8cL6sPfN0KnqfSSVWFwAAAJCcfD4f+Xx+Vfvi4mIi9YQAjno2OTm5ZvvJxid2vBYAAABgd5ifn4+JiYmkyygjgKNudXV13RsBd+WDsvZjhw4mVhMAAACQrObm5jh16tSq9sXFxYqDeWpNAEfdyufz0dbWFh+/0JZ0KQAAAMAukc1mI5vNrmqfmZmJ9vb2RGqyCAMAAAAA1JAADgAAAABqSAAHAAAAADUkgAMAAACAGhLAAQAAAEANCeAAAAAAoIYEcAAAAABQQwI4AAAAAKghARwAAAAA1NCBpAuArcpms3H48OG4+eF8WXvm6VT0PpNKrC4AAAAgOfl8PvL5/Kr2xcXFROoJARz1bHJycs32k41P7HgtAAAAwO4wPz8fExMTSZdRRgBH3erq6ro3Au7KB2Xtxw4dTKwmAAAAIFnNzc1x6tSpVe2Li4sVB/PUmgCOupXP56OtrS0+fqEt6VIAAACAXSKbzUY2m13VPjMzE+3t7YnUZBEGAAAAAKghARwAAAAA1JAADgAAAABqSAAHAAAAADUkgAMAAACAGhLAAQAAAEANCeAAAAAAoIbqIoC7fv16nDhxIvbv3x+///u/n3Q5AAAAAFC1ugjg+vr6YmpqKkqlUly6dCmuXr2adEkAAAAAUJW6CODGx8cjlUot33/++ecTrQcAAAAAqlUXAVxTU1NMTU1FLpeLycnJLR1jfn5+2+sCAAAAgI0cSLqAanR0dMT8/Hz09fVtaf/Lly/Hyy+/HJ9//vm21wYAAAAA66mLEXDnz5+P/v7++PnPf550KQAAAACwKXUxAi6dTse5c+fipZdeipGRkfjGN76xqf0LhULNaiM52Ww2Dh8+HDc/LL+8OPN0KnqfSVXcDwAAAHh05fP5yOfzq9oXFxcTqSfqJYCLiMhkMtHT0xN9fX0xMDAQmUwmTpw4Eel0OlKpVDQ1Na3aZ2FhIYrFYuRyubJFHHg0VJoP8GTjEzteCwAAALA7zM/Px8TERNJllKmLAO7o0aNl969duxbDw8NV718qleLIkSM1qIwkdXV13RsBd+WDsvZjhw4mVhMAAACQrObm5jh16tSq9sXFxS0v7vmw6iKAK5VKUSwWV7Wxt+Xz+Whra4uPX2hLuhQAAABgl8hms5HNZle1z8zMRHt7eyI11UUAl06n48qVK9HY2Bjd3d1rXm5aycLCQoyNjdW0PgAAAACopC4CuKXAbX5+Pp588slN7z88PBxnz56tQWUAAAAAsL59SRdQjVQqFel0ekvhW0REZ2fnttcEAAAAANWoixFwJ06ceKj9m5qaoqWlZdvqAQAAAIBq1UUA9/rrrz/U/sePH4+PPvpo2+oBAAAAgGrVxSWoAAAAAFCv6mIEXCU3btyI8fHxKBQKEffniuvu7o7m5uakSwMAAACAiHoN4Obn52NgYCDGx8fXfLy1tTVyuVx8/etf3/HaAAAAAGClursE9Qc/+EG0trbG+Ph4lEqlVY+XSqX46KOPoru7O/7wD/8wkRoBAAAAYEldjYA7e/ZsDA8PlwVva4VwS+2jo6MREfEf/+N/3LEaAQAAAGCluhkB984778TQ0FA0NjbGmTNnYmpqKu7evbvq37Vr1+LSpUvR19e3HML96Z/+adLlAwAAALBH1U0A19fXF52dnTE3Nxfnz5+P48ePr7ldY2NjvPTSS5HL5eKjjz6K5ubm+N73vhc3btzY8ZoBAAAAoC4CuAsXLkRExOXLl6OxsbHq/dLpdFy6dKnsclQAAAAA2El1EcCNjo7G8PBwPPnkk5veN51OR19fX7z99ts1qQ0AAAAA1lMXAdzU1FR861vf2vL+f/iHfxiTk5PbWhMAAAAAVKMuAriI2NLotyXpdDqKxeK21gMAAAAA1aiLAK5UKj3U/gsLC5FKpbatHgAAAACoVl0EcOl0Ov7mb/5my/uPj49HOp3e1poAAAAAoBp1EcCdPn06zp8/v+X9h4aGoru7e1trAgAAAIBq1EUAl8lk4tKlS/Gnf/qnm9731Vdfjbm5uRgYGKhJbQAAAACwngNJF1CNlpaWeP311+PMmTPxwQcfxPnz56O5uXndfd57770YHByM6enpyGQyG25P/clms3H48OG4+eF8WXvm6VT0PmPOPwAAANiL8vl85PP5Ve2Li4uJ1BP1EsDF/ctIx8fHY3R0NEZHRyOVSkVXV1ekUqloamqKuL/YQrFYjMnJySgWi1EqlaK1tTUuXLiQdPnUwOTk5JrtJxuf2PFaAAAAgN1hfn4+JiYmki6jTN0EcHF/VNs3vvGNuHLlShSLxRgfH19zu6VVU9PpdLz77rvx5JNP7nCl7ISurq57I+CufFDWfuzQwcRqAgAAAJLV3Nwcp06dWtW+uLhYcTBPrdVVANfY2BhTU1MxPDwcb7zxxrrb9vf3x9DQUDQ2Nu5YfeysfD4fbW1t8fELbUmXAgAAAOwS2Ww2stnsqvaZmZlob29PpKa6CuCWnDlzJgYGBuLtt9+OS5cuRaFQiIiIpqam6OnpiUwmEy0tLUmXCQAAAAD1GcDF/dFwfX190dfXl3QpAAAAAFDRvqQLAAAAAIBHWV0EcNevX48TJ07E/v374/d///eTLgcAAAAAqlYXAVxfX19MTU1FqVSKS5cuxdWrV5MuCQAAAACqUhcB3Pj4eKRSqeX7zz//fKL1AAAAAEC16iKAa2pqiqmpqcjlcjE5ObmlY8zPz297XQAAAACwkbpYBbWjoyPm5+e3vOLp5cuX4+WXX47PP/9822sDAAAAgPXUxQi48+fPR39/f/z85z9PuhQAAAAA2JS6CODS6XScO3cuXnrppXjvvfc2vX+hUKhJXQAAAACwkbq4BDUiIpPJRE9PT/T19cXAwEBkMpk4ceJEpNPpSKVS0dTUtGqfhYWFKBaLkcvlyhZxAAAAAICdUhcB3NGjR8vuX7t2LYaHh6vev1QqxZEjR2pQGQAAAACsry4CuFKpFMVicVUbAAAAAOx2dRHApdPpuHLlSjQ2NkZ3d/eal5tWsrCwEGNjYzWtDwAAAAAqqYsAbilwm5+fjyeffHLT+w8PD8fZs2drUBkAAAAArK8uVkFNpVKRTqe3FL5FRHR2dm57TQAAAABQjboYAXfixImH2r+pqSlaWlq2rR4AAAAAqFZdBHCvv/76Q+1//Pjx+Oijj7atHgAAAACoVl1cggoAAAAA9aouArjr16/HiRMnYv/+/fH7v//7SZcDAAAAAFWriwCur68vpqamolQqxaVLl+Lq1atJlwQAAAAAVamLAG58fDxSqdTy/eeffz7RegAAAACgWnURwDU1NcXU1FTkcrmYnJzc0jHm5+e3vS4AAAAA2EhdrILa0dER8/Pz0dfXt6X9L1++HC+//HJ8/vnn214bEYVCIQYHB6NQKCy3pdPpOHv2bHR0dCRaGwAAAEDS6mIE3Pnz56O/vz9+/vOfJ10KDxgbG4vW1tY4ceJETE1NLf/r6emJzs7OGB4eTrpEAAAAgETVRQCXTqfj3Llz8dJLL8V777236f1Xjsxi+xQKhejt7Y1MJhNnzpwpe6y/vz+GhoZicHAwxsfHE6sRAAAAIGl1EcBFRGQymZiamoo333wzvvrVr8bZs2fjhz/8YVy9ejXm5+fjxo0bq/7Nz8/H1atXI5fLlS3iwPYYHByMiIizZ8+u+Xh/f39ERAwMDOxoXQAAAAC7SV3MAXf06NGy+9euXdvUpY2lUimOHDlSg8r2trGxsYj7c/StJZVKRSqVikKhEMViUQgKAAAA7El1MQKuVCrFtWvXlv8ttVX7j+03PT0dcT9kW086nY6IcBkqAAAAsGfVxQi4dDodV65cicbGxuju7o6mpqaq911YWFgeqfWoGh8fj97e3rhw4UJkMplN7VsoFGJoaCgmJyeX58pLp9MxMDCwfAnpWiYnJyMiNvxbLD3+wQcfbLo2AAAAgEdBXQRwSyHO/Px8PPnkk5vef3h4uOI8ZfWoWCzGwsJCjI+PRy6XWx6NtrCwsKnjDA8Px+DgYHR3d8eFCxeWLyUdGxuLvr6+GBoaikuXLi2PYnuwhs2wEAYAAACwV9XFJaipVCrS6fSWwreIiM7Ozm2vKSmdnZ1x5MiR6OzsjEuXLsXp06e3dJyRkZEYHByMTCYTly5dKpvHbWnBi4WFhejs7FwzbPvss88eqh8AAAAAe0VdBHAnTpyI48ePb3n/pqamaGlp2daaknL58uXlOfFGR0eju7t708coFArLK5OOjo6uuU06nY7+/v4oFovR19e36vEHF8YAAAAAYG11EcC9/vrr8fbbb295/+PHj8dHH320rTUlZTtWEh0aGoqI2DC8WwrpxsbGVo2CW6qj2steNzNvHwAAAMCjpC4COLbXyMhIxIoVSitZ+fjSPku6urqqeq6lgK6np2cLlQIAAADUv7oP4L7//e/HV77ylfjn//yfx9mzZ+OHP/xhXL16Nemydq2lBRsiIlpbWzfcfmmk28WLF8val+aM22gxhqXFF1bOMQcAAACwl+yaVVBv3LgRhUIhCoVCfPDBB8u3BwYG4tvf/nbF/V5//fXIZDIxPT0dly5dijNnzkShUIiGhoZIp9ORTqejo6MjWltb1z3OXjE5Obl8e6MRcEvbTE9PlwV3S7q7u2N8fDymp6fXDNiKxWIUi8XlvwMAAADAXpRoAHf69OmYnp5eHiUVEdHY2Bjd3d1x4sSJ6O/vr+pSx5aWlmhpaYlXXnkl4v4or3PnzsU777wThUIhxsfHIyIEcBExOzu75X2LxWLZHHRDQ0PR2dkZ586dW3Mxh3Pnzi1vVws/+9nP4tatW/HLu+sP5Gy4ezcO3PqHiIhoOnAgnjp4721/50uPR2lf9YNA992+Fftv3y5rKzXsizuPP758/+bNmxsep9SwLxpKd8vaPn/ssbj72MGqa2m4ezcO/MNvV7Vvpk83b96M/fv3x4ED5V8Dd+/ejdsP9HMjjz32WOx74Hnv3LkTn3/+edXHaGhoiIMHV78Gt27dilKpVPVx9KkyfVqbPlWmT5Xp09r0qTJ9qkyf1nbnS48/9PleVHkOu5GbN29u2KfbTxze8DjbcQ4bVfSpmnPy8N6rSJ8q06fKkujTr3/96/j0009Xte/bt2/NPt25c+ehMpGHlWgANzU1tRy+pVKpuHDhwnKI9jA6OjpidHQ0RkZG4tVXX424/4dk40tGH7Ry8YSFhYWyAK6joyNyuVwMDAzE4OBgWdA2MjISw8PDcebMmchkMttUfbne3t5N7/Pvnn0q/v1zT0dExLWv/V7ceXzjE4Ul/+gXhfjyL+bK2u48/nh8+vzJ5fu35+bW2LPcY48/Ho/9ZrGs7Te/eyz++7PVjxI88NvF+J0rP1nVvpk+3Z6bi6eeeiqeeuqp8vbbt2Ouin6s1NLSEocOHSprKxaLa34ZVnLw4ME1R0p+8skncevWraqPo0+V6dPa9KkyfapMn9amT5XpU2X6tLbFr/3eQ5/vRZXnsBu5PTe3YZ+uV3G87TiHjSr6VM05eXjvVaRPlelTZUn06c/+7M/iz//8zzdVZ5J2xSWora2tMTk5GY2Njdt63P7+/pidnY3vf//723rcelbtqqVrWSu86+/vj+7u7hgcHIzOzs7l9qamppiamjL3GwAAALDnJR7ANTQ0RC6X2/bwbcnQ0JAAroKVo9keRjqdXvMSVAAAAAAiGkqbuTh4m33lK1+Ja9euxWeffVbT5+np6Yn33ntvU9ce14vp6enlkWe5XC76+/vX3X5gYCBGRkYiImJ0dHTDy0N7enqW59CbnZ1NdDGFmZmZaG9vX74/Ojoara2t8ct/+2/W3W8n54A79td/u+FxftndtSvmgDv2139b19f7V6JPlenT2vSpMn2qTJ/Wpk+V6VNl+rS2//ov/umumQPu2F//7YZ9+uRf/rMNj7NTc8BVc04e3nsV6VNl+lRZPc0Bt3I6q5/+9KfR1tZWdY0PI/ERcN3d3TV/jqUAjs2Pelt5yerK+eB2g6997WvR1tYWH++7u/6G+yLiwJdWNa/1479ZDaW7ZfO5PXjNe6V9HrT/9u1VJxFbsZk+Vap13759VfVjw1oOHFj1pbcVa30Bb5Y+VaZPlenT2vSpMn2qTJ/Wpk+V6VPl87panMNupFL/V/ZpM8dbdZxt7tPD/L289yrTp7XpU2W17tOzzz4bzz777LYcayckHsCtN6Lq+9//ftkKqev5i7/4i4qPtba2bqm2R9HK12Kz88Ft1yWrAAAAAHtJ4gHc0aNHKz6WSqWisbExCoVCjI2Nla1kWiqVoru7O9LptGBoE7q6upZvV7Mi6lIAmuSlp5Vks9k4fPhw3Pxwvqw983Qqep/xngAAAIC9KJ/PRz6fX9W+uLj10boPK/EAbr3wrK+vb/l2sViMrq6uKBQK0dDQEFNTU3H8+PGHfo69ZuWqpLOzsxtuvxTS7cSlwps1OTm5ZvvJxid2vBYAAABgd5ifn4+JiYmkyyiTeABXrVQqFefPn49vfetbkclkqg7fWC2TycTY2FjFAGvJ9PT08u2BgYEdqGxzurq67o2Au/JBWfuxQ8ld0w0AAAAkq7m5OU6dOrWqfXFxccMspFbqJoCL+4sprPwvW3P27NkYGxuL6enpKBQKFS8vvXjxYsT9UXMrR87tFvl8/t4iDC/szIolAAAAwO6XzWYjm82uap+ZmYn29vZEaqp+reddoLGxMWIXrsa5W1Qzp1vcD9TOnDkTsc7ItkKhEMPDw5FKpeLy5cvbWicAAADAXlJXAdySvT6nW7FYjGKxGNPT03Hu3Lnl9osXL8b4+Pjy4+sFckNDQ3HmzJkYHx+Pnp6estVmx8bGorOzM9LpdFy+fHnPv94AAAAAD6OuLkHl3oi1kZGRslBs6XahUIje3t6I+yFdOp1ed6GFoaGhOH36dORyuejp6YmFhYWI+yuenj17dnmUHAAAAABbl3gAV+1lk7v9OXZKLpeLXC63bcfr6OjY1uPtpGw2e28Rhg/ny9ozT6ei9xmj9gAAAGAvyufzkc/nV7UvLi4mUk/shgAul8tVXASgkkuXLm0qVFt5mSaPjkorl5xsfGLHawEAAAB2h/n5+ZiYmEi6jDKJB3ArL5us1vDw8Ka2L5VK0dDQsMnK2O26urrujYC78kFZ+7FDBxOrCQAAAEhWc3NznDp1alX74uJixcE8tZZ4ABf3A7JqLQVpm9mHR1M+n4+2trb4+IW2pEsBAAAAdolsNhvZbHZV+8zMTLS3tydS064I4DZD8AYAAABAPdkVAdzQ0FCkUqloamra1uMuLCxEsViMc+fOxfXr17f12AAAAABQjcQDuP7+/nj99ddr+hylUinOnj1b0+cAAAAAgLXsS7qA1tbWR+I5AAAAAGAtiY+AS6VSj8RzsPOy2ey9VVA/nC9rzzydit5n/M0BAABgL8rn85HP51e1Ly4uJlJPJB3AZTKZSKfTNX+edDodr7zySs2fh51Vaengk41P7HgtAAAAwO4wPz8fExMTSZdRJtEA7vz58zvyPC0tLfH222/vyHOxc7q6uu6NgLvyQVn7sUMHE6sJAAAASFZzc3OcOnVqVfvi4mLFwTy1lvglqLBV+Xw+2tra4uMX2pIuBQAAANglstlsZLPZVe0zMzPR3t6eSE2JL8IAAAAAAI8yARwAAAAA1JAADgAAAABqSAAHAAAAADUkgAMAAACAGrIKKnUrm83G4cOH4+aH82XtmadT0ftMKrG6AAAAgOTk8/nI5/Or2hcXFxOpJwRw1LPJyck12082PrHjtQAAAAC7w/z8fExMTCRdRhkBHHWrq6vr3gi4Kx+UtR87dDCxmgAAAIBkNTc3x6lTp1a1Ly4uVhzMU2sCOOpWPp+Ptra2+PiFtqRLAQAAAHaJbDYb2Wx2VfvMzEy0t7cnUpNFGAAAAACghgRwAAAAAFBDAjgAAAAAqCEBHAAAAADUkAAOAAAAAGpIAAcAAAAANbQnArjTp0/HD37wg6TLAAAAAGAPOpB0ATthdnY26RKogWw2G4cPH46bH86XtWeeTkXvM6nE6gIAAACSk8/nI5/Pr2pfXFxMpJ7YKwHc9PR0HD16NOky2GaTk5Nrtp9sfGLHawEAAAB2h/n5+ZiYmEi6jDKJBnCvvfZaTY+/sLAQ09PTy7d5tHR1dd0bAXflg7L2Y4cOJlYTAAAAkKzm5uY4derUqvbFxcWKg3lqLdEA7uLFi3H9+vWaPkepVIqGhoYoFos1fR52Xj6fj7a2tvj4hbakSwEAAAB2iWw2G9lsdlX7zMxMtLe3J1JTogFcU1PTjgRjpVIpCoVCzZ8HAAAAAB6UaACXSqWioaEhzp8/H5lMJpqamipuu7CwED09PdHd3R29vb0bblssFmNwcDCOHDkS58+fX3d7AAAAAKiVRAO4dDodc3Nz8frrr2+47RtvvBEDAwNVbbvklVdeiZdffjmuXr0af/zHf/yQ1QIAAADA5u1L8smbmpoinU5vuN3ly5djdnZ2U+HbknfffTf+4i/+Iubn57dYJQAAAABsXaIB3MDAQJw/f37D7YaHh2N4eHjLz3P+/PkYGhra8v4AAAAAsFWJXoJ6/PjxqrabnJyM559/fsvPk8lk4uzZs1veHwAAAAC2KtERcDtpYWEh6RIAAAAA2IPqIoArlUpx48aNhz4GAAAAAOy0ugjgurq64sKFC1ve/5133onW1tZtrQkAAAAAqpHoHHDVymQy8dprr0Umk4n/8X/8Hze179zcXPT390d/f3/N6iMZ2Ww2Dh8+HDc/LF/hNvN0KnqfSSVWFwAAAJCcfD4f+Xx+Vfvi4mIi9US9BHD9/f0xODgYPT09cenSpapDuPn5+ejs7Izr16/HwMBAzetkZ01OTq7ZfrLxiR2vBQAAANgd5ufnY2JiIukyytRFABcRMTQ0FK+++mqk0+kYGBiITCYT3/jGN9bc9urVq3Hx4sUYHh6OuB/gNTc373DF1FpXV9e9EXBXPihrP3boYGI1AQAAAMlqbm6OU6dOrWpfXFysOJin1hpKdbQ6QW9vb7zzzjvR0NBQ1p5K3bvcsFgslrWXSqXo7OyMDz4oD2ioTzMzM9He3r58/6c//Wm0tbXFxy+0JVrXSs/9eGbDbXZLvdXUCgBAMnbLOWPU2TluOM8F1lEpV9gJdbEIw5LR0dHo6+uLUqlU9u/atWtx7dq1Ve09PT3CNwAAAAASVVcBXERELpeLd999N1paWipuk06nY3R0NH70ox/taG0AAAAA8KC6mQNupe7u7pidnY25ubkYHx+P2dnZiIg4evRodHd3x/Hjx5MuEQAAAAAi6jWAW9LS0hJ9fX1JlwEAAAAAFdXdJagPmp+fjxs3bqxqX6sNAAAAAHZaXQZwP/jBD+KrX/1q7N+/P1pbW6Orq6vs8StXrkQqlYrvfOc7idUIAAAAAFFvAdxbb70VR48ejcHBwZidnS1b8XSl48ePx8LCQvy3//bf4qtf/arRcAAAAAAkpm4CuLfeeisGBgbi2rVrUSqVIp1ORyaTiTNnzqy5fSqVitHR0fjmN78Zvb29O14vAAAAAES9BHDXr1+P/v7+KJVKcebMmbh27Vp89NFH8fbbb8f58+fX3XdoaChmZ2fjb/7mb3asXgAAAABYUheroJ47dy5SqVS899578fzzz296/8HBwXjzzTfj61//ek3qAwAAAIBK6mIE3Pj4eLz11ltbCt8iIrq7u2N8fHzb6wIAAACAjdRFADc3Nxff/OY3t7x/S0tLFIvFba0JAAAAAKpRFwHcg6ucbtbc3FykUqltqwcAAAAAqlUXc8A1NTXF3/3d38Xv/d7vbWn/sbGxSKfT214Xycpms3H48OG4+eF8WXvm6VT0PiNwBQAAgL0on89HPp9f1b64uJhIPVEvAVxHR0cMDg7Gf/7P/3nT+16/fj3OnTsXAwMDNamN5ExOTq7ZfrLxiR2vBYDd5+MX2pIuYdlzP55JugQAgD1jfn4+JiYmki6jTF0EcP39/fHyyy/Hd7/73fje975X9X43btyIzs7OuH79ugDuEdTV1XVvBNyVD8rajx06mFhNAAAAQLKam5vj1KlTq9oXFxcrDuaptboI4Lq7u+Oll16KoaGhGB8fj7Nnz8Yf/MEfrLvPD3/4wxgcHIy5ubnIZDLR3Ny8Y/WyM/L5fLS1te2qEQ4AAABAsrLZbGSz2VXtMzMz0d7enkhNdRHAxf153Jqbm2NqaioymUzE/UtTm5qaolAoxGuvvRYLCwtRKBRieno64v7iDUeOHIkLFy4kXD0AAAAAe1XdBHCNjY0xNTUVPT09MTc3FxGxHLRFRIyMjCzfXlo1NZVKxeTkZDz55JMJVAwAAAAAEfuSLmAz0ul0zM7ORl9fX8T9oG2tfxERmUwm5ubmoqWlJeGqAQAAANjL6mYE3Eq5XC6Gh4fj7bffjkuXLkWhUIhisRjpdDo6OjpiYGBA8AYAAADArlCXAVzcvyS1r69veTQcAAAAAOxGdXUJKgAAAADUm7oI4K5fvx4nTpyI/fv3x+///u8nXQ4AAAAAVK0uAri+vr6YmpqKUqkUly5diqtXryZdEgAAAABUpS4CuPHx8UilUsv3n3/++UTrAQAAAIBq1UUA19TUFFNTU5HL5WJycnJLx5ifn9/2ugAAAABgI3WxCmpHR0fMz89vecXTy5cvx8svvxyff/75ttcGAAAAAOupixFw58+fj/7+/vj5z3+edCkAAAAAsCl1MQIunU7HuXPn4qWXXoqRkZH4xje+san9C4VCzWoDgL3k4xfaki5h2XM/nkm6BAAAqEpdBHAREZlMJnp6eqKvry8GBgYik8nEiRMnIp1ORyqViqamplX7LCwsRLFYjFwuV7aIAwAAAADslLoI4I4ePVp2/9q1azE8PFz1/qVSKY4cOVKDygAAAABgfXURwJVKpSgWi6vaAAAAAGC3q4sALp1Ox5UrV6KxsTG6u7vXvNy0koWFhRgbG6tpfQAAAABQSV0EcEuB2/z8fDz55JOb3n94eDjOnj1bg8oAAAAAYH37ki6gGqlUKtLp9JbCt4iIzs7Oba8JAAAAAKpRFyPgTpw48VD7NzU1RUtLy7bVAwAAAADVqosA7vXXX3+o/Y8fPx4fffTRttXD7pDNZuPw4cNx88P5svbM06nofSaVWF0AAABAcvL5fOTz+VXti4uLidQT9RLAbdZbb70VcX/kW0dHRzQ3NyddEjUwOTm5ZvvJxid2vBYAAABgd5ifn4+JiYmkyyjzyAVw169fXw5mFhYW4nvf+14cPXo0fvSjHyVdGtusq6vr3gi4Kx+UtR87dDCxmgAAAIBkNTc3x6lTp1a1Ly4uVhzMU2uPXADX2NgYb775ZlnbG2+8Ea+99lr8xV/8RWJ1sf3y+Xy0tbXFxy+0JV0KAAAAsEtks9nIZrOr2mdmZqK9vT2RmupiFdSH1draGm+//XbSZQAAAACwB9XlCLirV6/GwsJCFIvFdbdbWFiI2dnZGB4ejlTKpPwAAAAA7Ly6CuAuXLgQr7766qb3K5VK0d/fX5OaAAAAAGA9dRPAvfPOO/Hqq69GqVTa9L5nzpyJc+fO1aQuAAAAAFhP3QRwg4ODUSqVIpVKRXd3d6TT6Th69GicO3cuzp49W7bt7OxsTE5ORqFQiLfeeiu++c1vJlY3AAAAAHtbXQRw77zzThQKhRgeHo4/+ZM/KXvs4sWLMTAwEE8++eSq/YrFYnzrW9+Kubm5+OM//uMdrBgAAAAA7qmLVVAvXrwY/f39q8K3iIh0Oh2FQmHN/VKpVLz77rvxox/9KN57770dqBQAAAAAytVFADc3NxdvvPHGmo81NTXF5OTkuvu/+eabMTQ0VKPqAAAAAKCyugjgCoVCNDc3r/lYa2trXLp0ad390+l0fPbZZzWqDgAAAAAqq4sAbr2VT1966aUYGxuLv//7v1/3GEePHq1BZQAAAACwvroI4NLpdNy4cWPNxzo6OqJUKsXg4OC6x6g0TxwAAAAA1FJdBHBdXV0xPj4eN27ciNdeey1Onz4d8/Pzy4/39fVFLpeLv/zLv1xz/wsXLkQqldrBigEAAADgnroI4AYHB+PcuXMxODgYuVwuxsbG4uWXX15+/I033ohSqRSZTCa+853vxNWrVyMi4saNG3HhwoV49dVXo7u7O8EeAAAAALBX1UUA19LSEh0dHZHL5aKhoSFKpVLZogotLS3R19cXpVIpcrlcdHZ2xv79++PIkSPx6quvRkTE6dOnE+wBAAAAAHtVXQRwERG5XC5ef/31aGxsjIiIoaGhVY8fP358ecGGUqm0/C+TycTzzz+fSN0AAAAA7G11E8DF/dBtYWEh7t69G9/+9rdXPT41NbU8Em5JT09PXLx4cYcrBQAAAIB76iqAq0Yul4tr167F1NRUzM7Oxo9+9KOkSwIAAABgDzuQdAG10NjYGMePH0+6DAAAAAB49EbArWV+fj5u3LiRdBkAAAAA7EF7IoDLZDIxODiYdBkAAAAA7EF7IoArFouxsLCQdBkAAAAA7EGP5BxwK12+fDkKhUIcOXIk6VIAAAAA2IPqIoA7evRoFIvFhzrGw+4PAAAAAFtRF5eglkqlh/oXES5B3SGDg4PR2tqadBkAAAAAu0ZdjIBLp9Nx5cqV5TAtlUpV3HblSLcjR45ES0vLjtS4lxWLxRgfH49z587F9PT0un8fAAAAgL2mLkbANTU1RUTE9PR03L17NxYWFir+u3v3bszOzsbbb78dR44ciT/8wz+MycnJmJycTLobj6SGhoZoaWmJixcvRnd3d9LlAAAAAOw6dRHApVKpSKfT8fzzz1e1fUtLS2Qymfjoo4/i008/je985zs1r3GvKpVKce3atRgdHY3Tp08nXQ4AAADArlMXAVxTU9OWL2s8f/58fPrpp/HDH/5w2+sCAAAAgI3URQA3NDQU4+PjW97/jTfeiFwut601AQAAAEA16iKAa2xsjMbGxi3v39HRkegccOPj43HkyJEYGxvb9L6FQiEGBgais7Mzjhw5EkeOHInOzs4YGRmpSa0AAAAAbK+6CODqTbFYjEKhECMjI9HZ2Rk9PT1RLBZjYWFhU8cZHh6O1tbWKBQKceHChbh27Vpcu3Ytzp49G4ODg8uPAQAAALB77YkA7vr16zv2XEsj1To7O+PSpUtbXphgZGQkBgcHI5PJxKVLl6Kjo2P5sUwmE1NTU7GwsBCdnZ1RLBa3sQcAAAAAbKcDSRewE/r6+iKdTu/Ic12+fLlswYjp6elNH2PpstOIiNHR0TW3SafT0d/fH8PDw9HX11dxO3gYH7/QlnQJy5778UzSJQAAAMCW1EUA99Zbb216n2KxGJ999lmMj4/H9PR0DA0N1aS2B211tdaVlmrt7u5ed7uBgYEYHh6OsbGxKBaLaz53T0/PQy1gERHR399vEQsAAACALaqLAO7MmTNbvoy0VCrFkSNH4k/+5E+2va5aWVpgYaNReysfHxkZiTNnzqzaJpfLPfQ8cTs1ehAAAADgUVQXAVxTU9OW5znr6Oioq8szV16y2trauuH2qVQqisViXLx4cc0ALp1OC9AAAAAAElQXAVwqlYqGhoY4fvx4dHd3x9GjRzfcvqmpKbq7u6OxsXHH6twOk5OTy7erCc7S6XRMT09vaa65evezn/0sbt26Fb+8u/5aIg1378aBW/8QERFNBw7EUwfvve3vfOnxKO2rfh2Sfbdvxf7bt8vaSg374s7jjy/fv3nz5obHKTXsi4bS3bK2zx97LO4+drDqWhru3o0D//DbVe2b6dPNmzdj//79ceBA+dfA3bt34/b9ft5+4nBVxzrw29/WvE/VvLYRsWGfqvXYY4/Fvgdeyzt37sTnn39e9TEaGhri4MHVr8GtW7eiVCpVfZzd0KdP/uU/i9im915U+Xmq5Nhf/+3ybX+ntdWyT9X+nVaq5XfEen1a6zvsYd57K222T2t9h3nvVaZPlenT2h7FPt350uOJ/+YuuXnz5oZ9qua8cafOI6o9b/TeW5s+VaZPlSXRp1//+tfx6aefrmrft2/fmn26c+dOzM7OVl3PdquLAK6pqSlSqVRZOPWoepg3Q6V54B5Vvb29m97n3z37VPz7556OiIhrX/u9uPN4dQFTRMQ/+kUhvvyLubK2O48/Hp8+f3L5/u25uTX2LPfY44/HY79ZLGv7ze8ei//+bPUjFQ/8djF+58pPVrVvpk+35+biqaeeiqeeeqq8/fbtmLvfj+sr+raep67+pOZ9qua1jYgN+1StlpaWOHToUFlbsVhc8wu+koMHD64ZpH/yySdx69atqo+zG/q09F7YjvdeVPl5qmTle8HfaW217FO1f6ey49TwO2K9Pq31HfYw772VNtuntb7DvPcq06fK9Gltj2KfFr/2e4n/5i65PTe3YZ+qOW/cqfOIas8bvffWpk+V6VNlSfTpz/7sz+LP//zPN1Vnkqr/3wwJ2kuXUW72Utumpqbl2wsLCzWoqHpLiz0Ui8WHnncOAAAA4FFRFyPgOjs798zIrocJ0bY6T97D6OzsLAvblv5OnZ2dyzWdOXNmx1ahBQAAANhtGkqbuTiYTZuenl4Oo3K5XPT396+7fW9vb4yNjUVExKVLl6K7u3vd7Xt6epZHnk1NTUVHR8e21b7bzMzMRHt7+/L90dHRaG1tjV/+23+z7n47OQfcyrmpKvlld9eumAPu2F//7YbX+y/N+7WRnZgDrprXNup8DoNKdkOfzAG3sd3wd1pSyz79/J/9410zB9xzP55Zt09rfYclNQfcWt9h3nuV6VNl+rS2R7FP//Vf/NPEf3OXHPvrv92wT9WcN+7UeUS1543ee2vTp8r0qbJ6mgNu5XRWP/3pT6Otra3qGh9GXYyAq7UrV67Et771rfgv/+W/JF1K2SWlmx3RtldGCS752te+Fm1tbfHxvrvrb7gvIg58aVXzWj/+m9VQuls2B9CD17xX2udB+2/fXnUSsRWb6VOlWvft27f82IPzG23Gdvepmte2kpV9eqhaDhxY9UW+FWv9qGzWTvdpo/dCLT5PlWzU7738d9rIdvSp2r/TRrbrO2K9PlVb5070aTPvA++9telTZfpUWT33qdJv607+5i6p1P+VfXqY79Ht7tPD/L289yrTp7XpU2W17tOzzz4bzz777LYcayfUxRxwtbawsLBr5izbbIi28pLVleEdAAAAALuDAO7+ZaK7RWtr6/Ltzc4Ht9dGwAEAAADUg7q4BPW1116r2bELhUKMj4/vmvCqq6tr+XY1l6AujdzbK6vErpTNZuPw4cNx88P5svbM06nofWZ3/D0BAACAnZXP5yOfz69qX1x8+GlHtqouArgnn3wyLly4EMViMRoaGrb9+LtpHYqViyjMzs5uuP1SSLfRYg2PosnJyTXbTzY+seO1AAAAALvD/Px8TExMJF1GmboI4IaGhmJoaChGRkZieHi46vnaGhoadlW4Vq1MJhNjY2MVA6YlKy+dHRgY2IHKdpeurq57I+CufFDWfuxQcpMqAgAAAMlqbm6OU6dOrWpfXFzcMGuplboI4JYcPXo0FhYWIpPJxOnTp6Ojo2PNhQcKhUJcunQpzp8/Hz09PfHGG2+sebyFhYUoFosxODgY165d24EeVOfs2bMxNjYW09PTUSgUKl5eevHixYj7o+ZWjpzbK/L5/L1VUF/YmSWDAQAAgN0vm81GNptd1T4zMxPt7e2J1FQ3AdyFCxdieHg4pqamoqWlZd1tjx8/HsePH4/+/v7o7u6O6enp+KM/+qOK23/22Wc1nWduSTVzusX9QO3MmTMxPDwcAwMDcenSpVXbFAqFGB4ejlQqFZcvX65BtQAAAABsh7pYBXVubi7eeOONuHTp0obh20qpVCrGx8fj/PnzcePGjYrbtba2buulqsViMYrFYkxPT8e5c+eW2y9evBjj4+PLj68XyA0NDcWZM2difHw8enp6yi67HRsbi87Ozkin03H58uVds4AEAAAAAKvVRQA3PDwc58+fj+bm5k3vm0ql4vXXX4/BwcGK26TT6RgaGnrIKu8ZGBiII0eOREtLS7z00kvLK6ymUqkoFArR29sbLS0tceTIkejs7Fz3WENDQzE1NRXpdDp6enriyJEjceTIkTh37lycPXs2Zmdn9+SlpwAAAAD1pC4uQR0fH3+ogKy/vz+++tWvVny8paUlXn/99S0ff6VcLhe5XG5bjhX3L0fdzuM9SrLZ7L1FGD6cL2vPPJ2K3meMCgQAAIC9KJ/PRz6fX9W+uLiYSD1RLwFctauermdhYWFbamH3qLRyycnGJ3a8FgAAAGB3mJ+fj4mJiaTLKFMXAVxjY2NMTU3F17/+9S0fYzvneGN36OrqujcC7soHZe3HDh1MrCYAAAAgWc3NzXHq1KlV7YuLixUH89RaXQRwXV1dcf78+S0HcBcuXIjW1tZtr4tk5fP5aGtri49faEu6FAAAAGCXyGazkc1mV7XPzMxEe3t7IjXVxSIMmUwmxsfH47vf/e6m9718+XK8+uqr0d3dXZPaAAAAAGA9dRHA9ff3x5NPPhlDQ0Pxne98J27cuFHVfm+99Vb09PRE3F+dFAAAAAB2Wl0EcBERQ0NDUSqVIpfLxZEjR+K73/1uXL16dVUYNz8/H2+99VZ89atfjYGBgWhoaIgzZ85Ec3NzYrUDAAAAsHfVxRxwcX8U3KVLl+Kdd96JuB/IDQ0NRUREKpWKiIhisVi2T6lUis7Ozjh37lwCFQMAAABAHQVwERGjo6MxMDAQFy5ciFixsum1a9fW3L6npyd+9KMf7WiN7JxsNntvFdQP58vaM0+noveZVGJ1AQAAAMnJ5/ORz+dXtS8uLiZST9RbABcRkcvlore3NwYGBmJubm7NbdLpdAwNDcUrr7yy4/WxcyotHXyy8YkdrwUAAADYHebn52NiYiLpMsrUXQAXEdHd3R2zs7MxNzcX4+PjMTs7GxERR48eje7u7jh+/HjSJbIDurq67o2Au/JBWfuxQwcTqwkAAABIVnNzc5w6dWpV++LiYsXBPLVWlwHckpaWlujr60u6DBKSz+ejra0tPn6hLelSAAAAgF0im81GNptd1T4zMxPt7e2J1FQ3q6ACAAAAQD0SwAEAAABADdX1JagREVevXo3JycmYmpqKhYWFSKfTcfr06Xj++eeTLg0AAAAAkg3gfvCDH8Rnn3227jY9PT3xjW98Y1X71atXo6+vL6anp1c9Njw8HK2trZHL5eLrX//6ttYMAAAAAJuRaABXKpViaGgoGhoaytoiIjo6OqKrqyuamppW7XfhwoV49dVXy7Z/0EcffRTd3d0xMjISf/RHf1SzPgAAAADAehIN4F5//fV45ZVX4lvf+tbySLYzZ87E2bNno7Gxcc19Ll++HAMDAxERy8FdR0dHDA0NRVdXVzQ2NsaVK1fiP/7H/xjf//73o7+/P5qamuIP/uAPdrBn7IRsNhuHDx+Omx/Ol7Vnnk5F7zOpxOoCAAAAkpPP5yOfz69qX1xcTKSeSDqAi4hIp9ORTqcj7odrlYK3Jb29vdHQ0LA88m1wcDDOnTtXts3x48fj+PHjMTAwEJ2dndHX1yeAewRNTk6u2X6y8YkdrwUAAADYHebn52NiYiLpMsokHsB9//vfjytXrsR/+S//ZcNt33nnnSgWi9HQ0BANDQ2RyWRWhW8rpdPpGB0djZdffjn+9E//NP74j/94m6snSV1dXfdGwF35oKz92KGDidUEAAAAJKu5uTlOnTq1qn1xcbHiYJ5aSzSAu379erzxxhsxOztb1fa5XC7i/rxvDQ0NMTQ0tOE+3d3d0d3dHe+++64A7hGTz+ejra0tPn6hLelSAAAAgF0im81GNptd1T4zMxPt7e2J1LQvkWe9b2RkJF566aVobm6uavvx8fHled/S6XTV+/X09CSWcAIAAACwtyUawF28eDG+9a1vVbXtlStXlm83NDREd3d31c+TTqejWCxuqUYAAAAAeBiJBnDFYnF5AYaNjI+PR9y//DQiorOzc1PPlUpZFRMAAACAnZdoAFcoFKKpqamqbT/4oHyi/c2MgCsUClUHfQAAAACwnRIN4FKpVBQKhaq2XTn/W9xf0aJaH3zwQXR1dW2pRgAAAAB4GIkGcOl0etXItrVcuXJleQ63zc7/FhExNjYWPT09W64TAAAAALYq0QDuW9/6VoyMjMTf//3fr7vduXPnIlbM/9bb21v1c7zzzjuRSqXim9/85kNWCwAAAACbdyDJJz9z5kycO3cuent74z//5/+85jYXLlyIsbGxaGhoiFKpFKlUKr797W9Xdfzr169HX19fDA8Pb3Pl7AbZbDYOHz4cNz+cL2vPPJ2K3mcsugEAAAB7UT6fj3w+v6p9cXExkXoi6QAuImJ0dDRefvnl+J/+p/8phoaG4qWXXoonn3wyrl69GufOnSsL3xoaGuLChQtVHffGjRvR3d0dJ06cqDqwo75MTk6u2X6y8YkdrwUAAKgfH7/QlnQJy5778UzSJcAjZ35+PiYmJpIuo0ziAVx3d3f09fXFhQsXIpPJrLvt+fPnq7qU9OrVq9Hb2xuFQiG6u7vj7//+7+PLX/7yNlbNbtDV1XVvBNyV8nkEjx06mFhNAAAAQLKam5vj1KlTq9oXFxcrDuaptcQDuIiIXC4XnZ2dMTg4GNevX1/1eCqVigsXLsQrr7yy5v7z8/MxPj4es7OzMT4+HtPT08vzxV26dCmam5vjrbfeij/4gz+oeV/YOfl8Ptra2nbV/70CAAAAkpXNZiObza5qn5mZifb29kRq2hUBXEREf39/9Pf3xzvvvBOXLl2KhYWFSKfTceLEiYrB25Kpqal49913IyKipaUlWlpaVm3z7rvvCuAAAAAA2HG7JoBb8sorr2wYuG3HPgAAAACwE/YlXQAAAAAAPMoEcAAAAABQQwI4AAAAAKghARwAAAAA1JAADgAAAABqSAAHAAAAADUkgAMAAACAGjqQdAGwVdlsNg4fPhw3P5wva888nYreZ1KJ1QUAAAAkJ5/PRz6fX9W+uLiYSD0hgKOeTU5Ortl+svGJHa8FAAAA2B3m5+djYmIi6TLKCOCoW11dXfdGwF35oKz92KGDidUEAAAAJKu5uTlOnTq1qn1xcbHiYJ5aE8BRt/L5fLS1tcXHL7QlXQoAAACwS2Sz2chms6vaZ2Zmor29PZGaLMIAAAAAADUkgAMAAACAGhLAAQAAAEANCeAAAAAAoIb2TAA3Pz+fdAkAAAAA7EF7IoC7fPlytLa2Jl0GAAAAAHvQngjgisVi0iUAAAAAsEftiQDu4sWLkUqlki4DAAAAgD3oQNIFbMZ7770XuVwupqenY2FhIWITo9sEcAAAAAAkoW4CuNdeey1GRkaW75dKpUTrAQAAAIBq1EUAd/ny5cjlcmVt1Y5oM/8bAAAAAEmqiznglsK34eHhuHbtWty9ezcWFhaq+nf37t3o6+tLugsAAAAA7FF1EcCNj4/H2NhY/Mmf/Ek0NjZuev+XX37ZSDgAAAAAElEXl6AWi8X45je/ueX9U6mUOeMeQdlsNg4fPhw3P5wva888nYreZyy6AQAA1L+PX2hLuoRlz/14JukSoCr5fD7y+fyq9sXFxUTqiXoJ4NLp9EPt/9JLL8Xs7Oy21cPuMDk5uWb7ycYndrwWAAAAYHeYn5+PiYmJpMsoUzcB3NWrV+P555/f8jFaWlq2tSaS19XVdW8E3JUPytqPHTqYWE0AAAB7mRF77AbNzc1x6tSpVe2Li4sVB/PUWl0EcGfOnInBwcH40Y9+tKX95+bm4o033oiLFy9ue20kJ5/PR1tb2676ggcAAACSlc1mI5vNrmqfmZmJ9vb2RGqqi0UYuru7o1QqxX/4D/9hS/sXCoUYGxvb9roAAAAAYCN1EcBFRLz77rtx8eLFOH36dNy4cWNT+xYKhZrVBQAAAADrqYtLUOfn761ymcvlIpfLRUtLS6TT6ejq6orW1tZIpSqveFksFuN73/veutsAAAAAQK3URQCXTqejoaFh+X6pVIrp6emYnp6uav9SqRRHjhypYYUAAAAAsLa6uAQ1nU5HqVRa/hf3Q7Vq/wEAAABAUupiBFwqlYqGhoY4fvx4nD59elP7fvbZZzEyMlKz2gAAAABgPXURwDU1NUVExOTk5Jb2T6fT8dprr21zVQAAAACwsboI4NLpdFy7dm3L+7e2tm5rPQAAAABQrboI4Do7Ox9qFdOmpqZ45ZVXtrUmAAAAAKhGXQRwfX19D7X/8ePH4+233962egAAAACgWnURwG3WW2+9FXF/5FtHR0c0NzcnXRIAAAAAe9QjF8Bdv359ebGGhYWF+N73vhdHjx6NH/3oR0mXBgAAAMAe9MgFcI2NjfHmm2+Wtb3xxhvx2muvxV/8xV8kVhcAAAAAe9O+pAvYCa2treaAAwAAACARdTkC7urVq7GwsBDFYnHd7RYWFmJ2djaGh4cfahVVAAAAAKr38QttSZew7LkfzyRdQn0FcBcuXIhXX3110/uVSqXo7++vSU0AAAAAsJ66CeDeeeedePXVV6NUKm163zNnzsS5c+dqUhcAAAAArKduArjBwcEolUqRSqWiu7s70ul0HD16NM6dOxdnz54t23Z2djYmJyejUCjEW2+9Fd/85jcTqxsAAACAva0uArh33nknCoVCDA8Px5/8yZ+UPXbx4sUYGBiIJ598ctV+xWIxvvWtb8Xc3Fz88R//8Q5WDAAAAAD31MUqqBcvXoz+/v5V4VtERDqdjkKhsOZ+qVQq3n333fjRj34U77333g5UCgAAAADl6mIE3NzcXAwPD6/5WFNTU0xOTsbzzz9fcf8333wzXnvttfjGN75RwyrZadlsNg4fPhw3P5wva888nYreZ6x6CwAAAHvR6K+KMfbr4vL9Qy++GBERi4uLidVUFwFcoVCI5ubmNR9rbW2NS5cuxbe//e2K+6fT6fjss89qWCFJmJycXLP9ZOMTO14LAAAAsDt8cvNW/OTGb75omJhIspyIegng1lv59KWXXoo33ngj/v7v/z6+/OUvV9zu6NGjNaqOpHR1dd0bAXflg7L2Y4cOJlYTAAAAkKxjhw7GySe/GJxz6PiJiPsj4CoN5qm1ugjg0ul03LhxY82FFjo6OqJUKsXg4GD8b//b/1bxGJXmiaN+5fP5aGtri49faEu6FAAAAGCX6H2mfGqq595/PyIiZmZmor29PZGa6mIRhq6urhgfH48bN27Ea6+9FqdPn475+S/m/err64tcLhd/+Zd/ueb+Fy5ciFTKnGAAAAAA7Ly6COAGBwfj3LlzMTg4GLlcLsbGxuLll19efvyNN96IUqkUmUwmvvOd78TVq1cjIuLGjRtx4cKFePXVV6O7uzvBHgAAAACwV9VFANfS0hIdHR2Ry+WioaEhSqVS2aIKLS0t0dfXF6VSKXK5XHR2dsb+/fvjyJEj8eqrr0ZExOnTpxPsAQAAAAB7VV0EcBERuVwuXn/99WhsbIyIiKGhoVWPHz9+fHnBhlKptPwvk8nE888/n0jdAAAAAOxtdRPAxf3QbWFhIe7evRvf/va3Vz0+NTW1PBJuSU9PT1y8eHGHKwUAAACAe+oqgKtGLpeLa9euxdTUVMzOzsaPfvSjpEsCAAAAYA87kHQBtdDY2BjHjx9PugwAAAAAqP8RcPPz83Hjxo1V7Wu1AQAAAMBOq8sA7gc/+EF89atfjf3790dra2t0dXWVPX7lypVIpVLxne98J7EaAQAAACDqLYB766234ujRozE4OBizs7NlK52udPz48VhYWIj/9t/+W3z1q181Gg4AAACAxNRNAPfWW2/FwMBAXLt2LUqlUqTT6chkMnHmzJk1t0+lUjE6Ohrf/OY3o7e3d8frBQAAAIColwDu+vXr0d/fH6VSKc6cORPXrl2Ljz76KN5+++04f/78uvsODQ3F7Oxs/M3f/M2O1QsAAAAAS+piFdRz585FKpWK9957L55//vlN7z84OBhvvvlmfP3rX69JfQAAAABQSV2MgBsfH4+33nprS+FbRER3d3eMj49ve10AAAAAsJG6CODm5ubim9/85pb3b2lpiWKxuK01AQAAAEA16iKAe3CV082am5uLVCq1bfUAAAAAQLXqIoBramqKv/u7v9vy/mNjY5FOp7e1JgAAAACoRl0EcB0dHTE4OLilfa9fvx7nzp2L7u7uba8LAAAAADZSFwFcf39/vPvuu/Hd7353U/vduHEjOjs74/r16zEwMFCz+gAAAACgkroI4Lq7u+Oll16KoaGh+J//5/85/vIv/3LDfX74wx9GZ2dnzM3NRSaTiebm5h2pFQAAAABWOpB0AdUaGxuL5ubmmJqaikwmE3H/0tSmpqYoFArx2muvxcLCQhQKhZieno64v3jDkSNH4sKFCwlXDwAAAMBeVTcBXGNjY0xNTUVPT0/Mzc1FRCwHbRERIyMjy7eXVk1NpVIxOTkZTz75ZAIVAwAAAECdXIK6JJ1Ox+zsbPT19UXcD9rW+hcRkclkYm5uLlpaWhKuGgAAAIC9rK4CuCW5XC6uXbsWuVwuMplMdHR0RDqdju7u7jhz5kzMzs7G22+/HY2NjUmXuieMj49HT09PtLa2RkNDQ7S2tkZvb2/ZCEUAAACAvapuLkF9UGNjY/T19S2PhiMZPT09ERExNDQUHR0dUSwWY3x8PPr6+mJsbCz6+/sjl8slXSYAAABAYupyBBy7w+DgYKTT6bh06VJ0dHRE3J93b+ny37g/N9/g4GDClQIAAAAkJ9EA7gc/+EHMz8/X/Hnm5ubiBz/4Qc2fZ68ZHh6u+FgqlYqhoaENtwMAAAB41CUawA0ODkahUKj58xQKBaOwttnS321kZCTGxsbW3Ka7u3v5tvngAAAAgL0q0QCuVCpFsVjckedKpVI78jx7RTqdLlv8YiM7EbQCAAAA7EaJzwG3NFdYLSUd/oyPj8eRI0cqjhRbT6FQiIGBgejs7IwjR47EkSNHorOzM0ZGRmpS62ZMTU3F7OxsxXBzcnJy+XY1IR0AAADAoyjxVVDffPPN6O7ujsbGxpocv1gsLs9FtlOKxWIsLCzE+Ph45HK55csvFxYWNnWc4eHhGBwcjO7u7rhw4cLyQgdjY2PR19cXQ0NDcenSpUin0zXpx8Naet0zmYwRiAAAAMCelXgAVygUloOlWimVSnHkyJGaPseSzs7OmJ6ejlQqFd3d3XH69OktzX+2tHpoJpOJ0dHRsscymUx0dHREZ2dndHZ2xtzc3K4LuEZGRqJQKEQqlYoLFy4kXQ4AAABAYhK/BDXuB2S1/LeTLl++HKVSKa5duxajo6NbuvRy6bLTiFgVvi1Jp9PR398fxWIx+vr6Hrru7TQ9PR0DAwORTqdjampq14WDAAAAADtpVwRwj5LtCJuWLt3cKLxbCunGxsYqLmbR09MTDQ0ND/Vv6XmqMT09HZ2dndHd3R1TU1O79vJYAAAAgJ2S6CWoL730UkxNTcV3v/vdmswDVywW47PPPotXX301rl27tq3HrqWlBRY2Cq9WPj4yMhJnzpxZtU0ul3voRSiqDdHGx8ejp6cnzpw5s+Pz7gEAAADsVokGcJcuXYorV65ELpeLXC4XmUwmBgYGorm5eVuf58yZM3H27NltPWatrJwvrrW1dcPtU6lUFIvFuHjx4poBXDqd3pFRaOPj49Hb2xujo6ORyWTKHhseHo7u7u6az/UHAAAAsBslvgjD8ePH480334yIiAsXLkQmk4mjR4/GwMBAfPOb39yW56gmyNotJicnl29XE5yl0+mYnp7e0kIP22VpVdbLly+vGbJdvHhxVSi3HX72s5/FrVu34pd317+SuuHu3Thw6x8iIqLpwIF46uC9t/2dLz0epX3VX4W97/at2H/7dllbqWFf3Hn88eX7N2/e3PA4pYZ90VC6W9b2+WOPxd3HDlZdS8Pdu3HgH367qn0zfbp582bs378/Dhwo/xq4e/du3L7fz9tPHK7qWAd++9ua96ma1zYiNuxTtR577LHY98BreefOnfj888+rPkZDQ0McPLj6Nbh169am5qfcDX1aei9sx3svqvw8VbLyveDvtLZa9qnav9NKtfyOWK9Pa32HPcx7b6XN9mmt7zDvvcr0qTJ9Wtuj2Kc7X3o88d/cJTdv3tywT9WcN+7UeUQ15423nzi8I+ew1djovLzac/LYgfPyal/bSPA3d6Wleh/F74h66FOtP0+f3bodn926s6p9353bsf9Oef3XP/ww7ty5E7Ozs1XXs90SD+BW6uvri76+vpibm4uhoaHlVUC3Y1RcvVyC+jBvhmKxuOMLHiyt1rq00unKIHBhYSGKxWJMT0/XZBReb2/vpvf5d88+Ff/+uacjIuLa134v7jxe/Y/ZP/pFIb78i7mytjuPPx6fPn9y+f7tubk19iz32OOPx2O/WSxr+83vHov//mz1r9GB3y7G71z5yar2zfTp9txcPPXUU/HUU0+Vt9++HXP3+3F9Rd/W89TVn9S8T9W8thGxYZ+q1dLSEocOHSprKxaL8emnn1Z9jIMHD6753v/kk0/i1q1bVR9nN/Rp6b2wHe+9qPLzVMnK94K/09pq2adq/05lx6nhd8R6fVrrO+xh3nsrbbZPa32Hee9Vpk+V6dPaHsU+LX7t9xL/zV1ye25uwz5Vc964U+cR1Zw3Xn/+5I6cw1Zjo/Pyas/JYwfOy29V+dpGgr+5Ky29Fx7F74h66FOtP08X/o//K/7D/3m1uoP/k39SdR21sqsCuCUtLS3Lo+LeeeedyGQy0dDQEGfPnt3SqLh0Ol03c5JVWkyhkqampuXbCwsLOxrADQ8Px+DgYMQGYZiFGAAAAIC9bNevgvrKK6/E5ORkvP322/F//9//d3zlK1+J1157La5erTLlvB/ovf766zWtc7ssLCxsed/NhncPo1AoLIdvGxHAAQAAAHtZQ2kzFwfvEu+8807kcrm4du1aDAwMxLe//e2kS6poeno6Ojs7I+6vSNrf37/u9r29vTE2NhZxf5GK7u7udbfv6emJ8fHxiIiYmpp6pBc6mJmZifb29uX7o6Oj0draGr/8t/9m3f12cg64Y3/9txse55fdXbtiroljf/23G17v/8m//GdVHWsn5s+o5rUN8zKs62H6tPRe2A1zwK18L/g7ra2Wffr5P/vHu2YOuOd+PLNun9b6DktqPpq1vsO89yrTp8r0aW2PYp/+67/4p4n/5i459td/u2Gfqjlv3KnziGrOGz/5l/9s18wBt9F5ebXn5LED5+X/w//3/9hw/6V6d8MccEvvhUfxO6Ie+jT39ed3zRxwz/zvf7U8B9zKK/h++tOfRltbW9U1PoxdeQnqRl555ZV45ZVXYm5uLnK5XHzlK1+Jnp6eGBgYiOeffz7p8h7KyktKNzuibafnf0va1772tWhra4uP991df8N9EXHgS6ua1/pgb1ZD6W7ZfAQPXvNeaZ8H7b99e9WP01Zspk+Vat23b9/yYw/OtbAZ292nal7bSlb26aFqOXBg1Y/TVqz1Q7lZO92njd4Ltfg8VbJRv/fy32kj29Gnav9OG9mu74j1+lRtnTvRp828D7z31qZPlelTZfXcp0q/rTv5m7ukUv9X9ulhvke3u0/V/L0q1bsbz8sf9jdqO/v0MK9tJHAesVG99fwdUclu6lOtP0+/GxG/u1bOfXD/vX8rPPeP//G9h7bh9dmqXX8J6npaWlri/Pnz8dFHH0Umk4kzZ87EiRMn4q233oobN24kXd6WbDZEW3nJ6srwDgAAAIDdoa4DuJVeeumlePfdd2N8fDyuXbsWnZ2d8Yd/+IfxN3/zN0mXtimtra3Ltzc7H9xeGwEHAAAAUA/q8hLU9TQ0NERERKlUitHR0eV5wgYHB+OP/uiPki5vQ11dXcu3q7kEtVAoROzRhQ6y2WwcPnw4bn44X9aeeToVvc8IIwEAAGAvGv1VMcZ+/UWmcujFFyMiYnHx4S+B3qpHJoB77733IpfLLS9gsKRUKsVHH30Ub7/9dl0EcCsXUZidnd1w+6WQbqPFGh5Fk5OTa7afbHxix2sBAAAAdodPbt6Kn9z4zRcNExNJlhNR7wHcjRs3YmRkJHK53PJIsAdX+8hkMnH27Nk4fvx4QlVuXiaTibGxsYoB05Lp6enl2wMDAztQ2e7S1dV1bwTclQ/K2o8dSm5SRQAAACBZxw4djJNPfjE459DxExH3R8BtlLXUSl0GcO+9914MDQ3F+Ph4WftS+NbR0REDAwPR19eXUIUP5+zZszE2NhbT09NRKBQqXl568eLFiPv9XTlybq/I5/P3VkF9YWeWDAYAAAB2v95nyqemeu799yMiYmZmJtrb2xOpqW4WYZifn4+zZ8/G0aNHo6enJ8bHx6NUKpX96+/vj6mpqZicnNyV4Vs1c7rF/UDtzJkzEeuMbCsUCjE8PBypVCouX768rXUCAAAAsH12/Qi4H/7wh5HL5ZZHuz14iWlHR0ecPXs2XnnllYQqXG0paCsUCnHu3Lnl9osXL0ZHR0fZQguVVi4dGhqKiIjh4eHo6emJXC63PBJubGws+vr6Ip1Ox+joqNVPAQAAAHaxXRnAzc/PRy6Xi5GRkeUwa2Xwlkqlor+/PwYGBqKlpSXBSlcbGBiIkZGRslBs6XahUIje3t6I+yFdOp1ed6GFoaGhOH36dORyuejp6YmFhYWI+yuenj17dnmUHAAAAAC7164K4N56663I5XLLiws8ONqtu7s7BgYGNj3a7caNG1EoFOL555/f1nrXksvlIpfLbdvxOjo6tvV4j5JsNntvEYYP58vaM0+XX+sNAAAA7B2jvyrG2K+/mAbs0IsvRtxfhCEpiQdwV69eXR7ttmS7R7tdunQpvvWtb8Xnn3++LTWzO1RaueRk4xNrtgMAAACPvk9u3oqf3PjNFw0TE0mWE5F0APfP//k/rzi3W3d3dwwODsZLL7300M+zdOkmj5aurq57I+CufFDWfuzQwcRqAgAAAJJ17NDBOPnkF4NzDh0/EXF/BFylwTy1lmgAd+nSpbL76XQ6BgYGor+/PxobG7fteSxU8GjK5/PR1tYWH7/QlnQpAAAAwC7R+0z51FTPvf9+RETMzMxEe3t7IjUlfglqQ0NDZDKZGBgYiG984xvbfvwf/OAHMT4+HkeOHNn2YwMAAADARhIP4OL+CLWxsbGkywAAAACAbZd4AJdOp+PNN9+MpqambT/2Z599FkNDQ3H58uVtPzYAAAAAVCPxAG5gYGBbFlqopLu7O1pbW6NYLFaxNQAAAABsr8QDuHQ6XfPnGBgYiLNnz9b8edhZ2Wz23iqoH86XtWeeLp9sEQAAANg7Rn9VjLFffzEQ69CLL0bcXwU1KYkHcDuxOmlra2uUSqWaPw87q9LSwScbn1izHQAAAHj0fXLzVvzkxm++aJiYSLKciKQDuKGhoR0ZAdfR0RFDQ0M1fx52VldX170RcFc+KGs/duhgYjUBAAAAyTp26GCcfPKLwTmHjp+IuD8CrtJgnlpLNIB7/fXXd+R5Wlpaduy52Dn5fD7a2tri4xfaki4FAAAA2CV6nymfmuq599+PiIiZmZlob29PpKZ9iTwrAAAAAOwRAjgAAAAAqCEBHAAAAADUkAAOAAAAAGpIAAcAAAAANZToKqjwMLLZbBw+fDhufjhf1p55uny1EwAAAHjQxy+0JV3Csud+PJN0CY+U0V8VY+zXxeX7h158MSIiFhcXE6tJAEfdmpycXLP9ZOMTO14LAAAAsDt8cvNW/OTGb75omJhIspwIARz1rKur694IuCsflLUfO3QwsZqgWv5vGwAAQG0cO3QwTj75xeCcQ8dPRNwfAVdpME+tCeCoW/l8Ptra2nZVkAEAAAAkq/eZ8qmpnnv//YiImJmZifb29kRqsggDAAAAANSQAA4AAAAAakgABwAAAAA1JIADAAAAgBoSwAEAAABADVkFFQCAR9puWjH9uR/PJF0CAJAAI+AAAAAAoIaMgKNuZbPZOHz4cNz8cL6sPfN0KnqfSSVWFwAAAJCc0V8VY+zXxeX7h158MSIiFhcXE6tJAEfdmpycXLP9ZOMTO14LAAAAsDt8cvNW/OTGb75omJhIspwIARz1rKur694IuCsflLUfO3QwsZoAAACAZB07dDBOPvnF4JxDx09E3B8BV2kwT60J4Khb+Xw+2tradtXEygAAAECyep8pn5rqufffj4iImZmZaG9vT6QmizAAAAAAQA0J4AAAAACghgRwAAAAAFBDAjgAAAAAqCEBHAAAAADUkAAOAAAAAGpIAAcAAAAANSSAAwAAAIAaEsABAAAAQA0dSLoA2KpsNhuHDx+Omx/Ol7Vnnk5F7zOpxOoCAAAAkjP6q2KM/bq4fP/Qiy9GRMTi4mJiNQngqFuTk5Nrtp9sfGLHawEAAIBa+viFtqRLWPbcj2eSLmFdn9y8FT+58ZsvGiYmkiwnQgBHPevq6ro3Au7KB2Xtxw4dTKwmAAAAIFnHDh2Mk09+MTjn0PETEfdHwFUazFNrAjjqVj6fj7a2tl31fwEAAACAZPU+Uz411XPvvx8RETMzM9He3p5ITRZhAAAAAIAaEsABAAAAQA0J4AAAAACghgRwAAAAAFBDFmEAAAD2hN20eNdzP55JugQAdpARcAAAAABQQwI4AAAAAKghARwAAAAA1JAADgAAAABqSAAHAAAAADUkgAMAAACAGhLAAQAAAEANCeAAAAAAoIYOJF0AbFU2m43Dhw/HzQ/ny9ozT6ei95lUYnUBAAAAyRn9VTHGfl1cvn/oxRcjImJxcTGxmgRw1K3Jyck12082PrHjtQAAAAC7wyc3b8VPbvzmi4aJiSTLiRDAUc+6urrujYC78kFZ+7FDBxOrCQAAAEjWsUMH4+STXwzOOXT8RMT9EXCVBvPUmgCOupXP56OtrS0+fqEt6VIAAACAXaL3mfKpqZ57//2IiJiZmYn29vZEarIIAwAAAADUkBFwAADAluymKxGe+/FM0iUAQEVGwAEAAABADQngAAAAAKCGXIIKAAly+RYAADz6jIADAAAAgBoSwAEAAABADQngAAAAAKCGBHAAAAAAUEMWYQAAgF3E4iwA8OgxAg4AAAAAakgABwAAAAA1JIADAAAAgBoSwAEAAABADQngAAAAAKCGBHAAAAAAUEMCOAAAAACoIQEcAAAAANSQAA4AAAAAakgABwAAAAA1dCDpAmCrstlsHD58OG5+OF/Wnnk6Fb3PpBKrCwAAAEjO6K+KMfbr4vL9Qy++GBERi4uLidUkgKNuTU5Ortl+svGJHa8FAAAA2B0+uXkrfnLjN180TEwkWU6EAI561tXVdW8E3JUPytqPHTqYWE0AAABAso4dOhgnn/xicM6h4yci7o+AqzSYp9YEcNStfD4fbW1t8fELbUmXAgAAAOwSvc+UT0313PvvR0TEzMxMtLe3J1KTRRgAAAAAoIYEcAAAAABQQwI4AAAAAKghARwAAAAA1JAADgAAAABqSAAHAAAAADV0IOkCALbLxy+0JV3Csud+PJN0CQAAAOwSRsABAAAAQA0J4AAAAACghgRwAAAAAFBDAjgAAAAAqCEBHAAAAADUkAAOAAAAAGpIAAcAAAAANSSAAwAAAIAaEsABAAAAQA0J4AAAAACghg4kXQAAAPXn4xfaki4hIiKe+/FM0iUAAGzICDgAAAAAqCEBHAAAAADUkEtQAQB2gd1ySWe4rBMAYNsZAQcAAAAANWQEHA9tZGQkRkdHY2FhIYrFYkREpNPpGBgYiEwmk3R5AAAAAIkyAo6H0tPTE7OzszE6OhpTU1MxOzsbs7Oz0dHREb29vdHZ2bkcygEAAADsRQI4tmxkZCTGx8cjIiKVSpU9NjQ0FKlUKqanp+PcuXMJVQgAAACQPAEcWzY1NRUREWNjY2s+3tXVFRER09PTO1oXAAAAwG5iDji2bGmU2+nTp9d8fHJyMiIiOjo6drgyAAAAgN1DAMeWpVKpGBoaWvOxsbGxKBaLkUql4uzZszteGwAAAMBu4RLUHTA+Ph5HjhypeKnmegqFQgwMDERnZ2ccOXIkjhw5Ep2dnTEyMlKTWrfDyMhI9Pb2RjqdjqmpqVXzwwEAAADsJQK4GigWi1EoFGJkZCQ6Ozujp6cnisViLCwsbOo4w8PD0draGoVCIS5cuBDXrl2La9euxdmzZ2NwcHD5sd1gYGAgWltbo6GhIQYGBqK7uzumpqYinU4nXRoAAABAogRw22xppFpnZ2dcunSp4vxoGxkZGYnBwcHIZDJx6dKlsnnUMplMTE1NxcLCQnR2dkaxWNzGHmxNLpeL2dnZKJVKcenSpSgUCtHS0rKrR+oBAAAA7AQB3Da7fPlylEqluHbtWoyOjkZ3d/emj7F02WlExOjo6JrbpNPp6O/vj2KxGH19fQ9d93bq7u6O2dnZiPsj44RwAAAAwF4mgNtm2zHf2dLCBhuFd0sh3dKCB2vp6emJhoaGh/q39DybtbT4wsDAwK4YpQcAAACQBKug7kJLI8Y2mj9t5eMjIyNx5syZVdvkcrmHniduq/O4rbxs9u23347+/v6HqgMAAACgHgngdpnp6enl262trRtun0qlolgsxsWLF9cM4NLpdE0WQigWi9HZ2RmpVCouX7685si/pqam5dtLl6QCAAAA7DUuQd1lJicnl29XE5wtbbMyuNsJ4+PjUSgUYnp6uqzmlVaOvDtx4sQOVgcAAACwexgBt8s8zEixYrG4LXPQVWNpfrpMJlNxrrqLFy9G3A8JM5nMttfws5/9LG7duhW/vLt+jtxw924cuPUPERHRdOBAPHXw3tv+zpcej9K+6jPofbdvxf7bt8vaSg374s7jjy/fv3nz5obHKTXsi4bS3bK2zx97LO4+drDqWhru3o0D//DbVe2b6dPNmzdj//79ceBA+dfA3bt34/b9ft5+4nBVxzrw29/WvE/VvLa3nzhc1d+pGg/bp5s3b0ZDQ0McPLh6+1u3blX92kaV771qVOpTta9tbNN7Lx6yTyvrfeyxx2LfA897586d+Pzzz6uuZb2/U6lUqvo4G32eKnnwvbATn6dKHnwvrNWnJD5PsU6f1vs7rfU5S+o7Yq3PWaX33k5+nlZaq0/rfZ7Wen2T+I5Y7ztsre+IJH5zo0KfKn1HrPcbsdPfEeu9vvv371/VluR3xFoe/I7Y6Pd3J78jNvr9vfOlxxP/zV1Z60a/udWc2+zUd0S15zZJ/uautNF5+WbOG2vdp82cN+6G8/Kleuv9N3fJyvdC0uflD74XkvjN/ezW7fjs1p1V7fvu3I79d8r7dP3DD+POnTuJXp0ngNtlNrtYwcrLPBcWFnYsgEulUjE6Ohrnzp2LsbGx6O7uXn7uYrG43J5Op+PSpUs1qaG3t3fT+/y7Z5+Kf//c0xERce1rvxd3Hq/+x+wf/aIQX/7FXFnbnccfj0+fP7l8//bc3Bp7lnvs8cfjsd8slrX95nePxX9/tvpLhQ/8djF+58pPVrVvpk+35+biqaeeiqeeeqq8/fbtmLvfj+sr+raep67+pOZ9qua1vf78yar+TtV42D7dnpuLgwcPrjmS9ZNPPtlUPbXu01yVr21s03svHrJPK98LLS0tcejQobLHi8VifPrpp1XXst7f6datW1UfZ6PPUyUPfs524vNUyYOfs7X6lMTnKdbp03p/p7W+w5L6jljrO6zSe28nP08rrdWn9T5Pa72+SXxHrPf7sNZ3RBK/uVGhT5W+I9b7/d3p74j1Xt8Hvx8i4e+ItTz4HbHRuc1OfkdsdG6z+LXfS/w3d2WtG/3mVnPeuFPfEdWeNyb5m7vSRufl1Z6Txw58R9zaxHnjbjgvX3ov1Ptv7pKV74Wkz8sf/Jwl8Zt74f/4v+I//J9Xqzv4P/knVddRKy5B3WUWFha2vO9OrzSayWRidHQ0Pvjgg3jppZeitbU1jhw5Ep2dnTE9PR25XC5mZ2drMgcdAAAAQL0wAm4X26nRbA8jnU7H0NBQ0mUAAAAA7FoCuF1m5SWlmx3RVg+B3XYaHR2N1tbW+OW//TfrbvfgHHBLjvzs7zZ9bfyDDvz2t/HU1S+GyB5r+f6Gx/nlb1df0/7ELz+JL33266prqTTPyWb6dKzl+2vO3fLYY49FS0tLRER8cnX18N+1HNiBPlXz2n5y9SdV/Z2q8bB9Otby/WhoaFj7sWPHorSJemrdp//H/b/3epbeC9vx3ouH7NPK98Jjjz226vFUKhVf/vKXq65l3b/TJueAe9DKz1MlD37OduLzVMmDn7O1+pTE5ynW6dN6f6e1vsOS+o5Y6zus0ntvJz9PD+7zoPU+T2u9vkl8R6z3+7DWd0QSv7lRoU+VviPW+/3d6e+I9V7f/fv3x2/WqG83f0dsdG6zk98RG53b/Nef/d2a7Ul8Rxxr+f6Gv7nVnDfu1HdEteeNSf7mrrTReXm15+SxA98R/8Mmzht3w3n50nuh3n9zl6x8LyR9Xv7g5yyJ39z+x27HK//P9lXta80B98z//lfLc8BtZTqr7SCA22U2G6KtvGR1ZXi3F3zta1+Ltra2+Hjf2h/SZfsi4sCXVjWvNbnjZjWU7pZdu//gNe+V9nnQ/tu3V018uRWb6VOlWvft27f82IPzEmzGdvepmte2Ur0P/p22ajN9Wq/egwcPPnQ929mnh3ltl9Ti81TJRvUeOHBg1STGW7HWRL2btfLzVEk1fd6p74hqv8N2+vO0nvX+TtXWuRN9qua1XbKTn6cNa1nn87SZ49eyT5t5bSOh39xKKn1HbPZvV8s+bfb13e3fEVuprVZ92vD3rMJ7LInviEq1rvyOeJjXaLv79DDnNrvxvPxh33/b2aeHPW/c6e+IrX7ONmMnfnOXVPM8O9Wnat4Ltf48/W5E/O5aWePB/ff+rfDcP/7H9x7ahnP8rTIH3C7T2tq6fHuz88HttRFwAAAAAPXACLhdpqura/l2NZegFgqFiPtzse012Ww2Dh8+HDc/nC9rzzydit5nhJEAAACwF43+qhhjv/4iUzn04osREbG4+PCjFbdKALfLdHR0LN+enZ3dcPulkK67u7umde1Gk5OTa7afbHxix2sBAAAAdodPbt6Kn9xYMVPpxESS5UQI4HanTCYTY2NjFQOmJdPT08u3BwYGdqCy3aWrq+veCLgrH5S1HzuU3DXdAAAAQLKOHToYJ5/8YnDOoeMnIu6PgNsoa6kVAdwudPbs2RgbG4vp6ekoFAoVLy+9ePFixP1RcytHzu0V+Xz+3iIML7QlXQoAAACwS/Q+Uz411XPvvx8RETMzM9Hevnrl1J1gEYYdVM2cbnE/UDtz5kzEOiPbCoVCDA8PRyqVisuXL29rnQAAAABsHwFcDRSLxSgWizE9PR3nzp1bbr948WKMj48vP75eIDc0NBRnzpyJ8fHx6OnpWV5sISJibGwsOjs7I51Ox+XLl61+CgAAALCLuQR1mw0MDMTIyEhZKLZ0u1AoRG9vb8T9kC6dTq+70MLQ0FCcPn06crlc9PT0xMLCQsT9FU/Pnj27PEoOAAAAgN1LALfNcrlc5HK5bTteR0fHth7vUZLNZu8twvDhfFl75unya70BAACAvWP0V8UY+/UXVx0eevHFiPuLMCRFAEfdqrRyycnGJ9ZsBwAAAB59n9y8FT+58ZsvGiYmkiwnQgBHPevq6ro3Au7KB2Xtxw4dTKwmAAAAIFnHDh2Mk09+MTjn0PETEfdHwFUazFNrAjjqVj6fj7a2tvj4hbakSwF2md3yvfDcj2eSLgEAAPac3mfKp6Z67v33IyJiZmYm2tvbE6nJKqgAAAAAUEMCOAAAAACoIQEcAAAAANSQAA4AAAAAasgiDNStbDZ7bxXUD+fL2jNPl0+2CAAAAOwdo78qxtivi8v3D734YsT9VVCTIoCjblVaOvhk4xNrtgMAAACPvk9u3oqf3PjNFw0TE0mWEyGAo551dXXdGwF35YOy9mOHDiZWEwAAAJCsY4cOxsknvxicc+j4iYj7I+AqDeapNQEcdSufz0dbW1t8/EJb0qUAAAAAu0TvM+VTUz33/vsRETEzMxPt7e2J1GQRBgAAAACoIQEcAAAAANSQAA4AAAAAakgABwAAAAA1JIADAAAAgBoSwAEAAABADR1IugDYqmw2G4cPH46bH86XtWeeLl9uGAAAANg7Rn9VjLFfF5fvH3rxxYiIWFxcTKwmARx1a3Jycs32k41PVH2MT2/dif/PLxeW7/+/frcpnjq4ez8W6q2deqo16qzeeqo11FtT9VRr1Fm99VRrqLem6qnWqLN666nWUG9N1VOtUWf11lOtUWf11lOtsQ31fnLzVvzkxm++aJiY2O4SN233vtqwga6urnsj4K58UNZ+7NDBqo+xcOdO/L9/8eny/X/x1JO7+ktIvbVTT7VGndVbT7WGemuqnmqNOqu3nmoN9dZUPdUadVZvPdUa6q2peqo16qzeeqo16qzeeqo1tqHeY4cOxsknvxicc+j4iYj7I+AqDeaptd37asMG8vl8tLW1xccvtCVdCgAAALBL9D5TPjXVc++/HxERMzMz0d7enkhNFmEAAAAAgBoSwAEAAABADQngAAAAAKCGBHAAAAAAUEMCOAAAAACoIQEcAAAAANTQgaQLgK3KZrNx+PDhuPnhfFl75uny5YYBAACAvWP0V8UY+3Vx+f6hF1+MiIjFxcXEahLAUbcmJyfXbD/Z+MSO1wIAAADsDp/cvBU/ufGbLxomJpIsJ0IARz3r6uq6NwLuygdl7ccOHUysJgAAACBZxw4djJNPfjE459DxExH3R8BVGsxTawI46lY+n4+2trb4+IW2pEsBAAAAdoneZ8qnpnru/fcjImJmZiba29sTqUkAR924efNm2f2PPvooIiL+f7/5hy0fc/63t9a9v1l/PzOz4Ta7pd5a1xp1Vu9Ovxe8tltXT/X6nJXzOVtfPb22sYvq9Tkr53O2Pq/t1viclfNeWJ/Xdmsetdc2dmm9SznCkgdzhlpqKJVKpR17NngI/+k//af41//6XyddBgAAAPAI+Ku/+qv4V//qX+3Ic+3bkWcBAAAAgD1KAAcAAAAANeQSVOpGsViMif8/e+/z3LaR7ns/gKfqrjIioJrlW7EBaO0xSd3trdgEfbcTE9DdxyKodRKRzNnHIqT1iQnoD7BJ0OsTE+TsT0RS2Z4JAVXd9UiAdncx0+9iBBxSBElAEdhoqT9VqEQUJH3dbHY/ePr5MdM6+P/7//4/+B//439g1UShUCgUCoVCoVAoFAqFDP7f//t/8H//7/8Nv/5f/+t/QS6XW/kz9wV1wFEoFAqFQqFQKBQKhUKhUCgpQlNQKRQKhUKhUCgUCoVCoVAolBShDjgKhUKhUCgUCoVCoVAoFAolRagDjkKhUCgUCoVCoVAoFAqFQkkR6oCjUCgUCoVCoVAoFAqFQqFQUoQ64CgUCoVCoVAoFAqFQqFQKJQUoQ44CoVCoVAoFAqFQqFQKBQKJUWoA45CoVAoFAqFQqFQKBQKhUJJEeqAo1AoFAqFQqFQKBQKhUKhUFKEOuAoFAqFQqFQKBQKhUKhUCiUFKEOOAqFQqFQKBQKhUKhUCgUCiVFqAOOQqFQKBQKhUKhUCgUCoVCSRHqgKNQKBQKhZIK19fXcHBwAD/88ANuKRQKhfKouL6+htPTU2g2m3BychK+7rru3Ne4eGj7w+npKezt7cEPP/wAv/76K245KyFJK+X3sbOzAxcXF7hlpIbv+7C3t4dbRiIYhBDCLYJCwcX19TV0Oh2YTqewvb0N3333HcCNcdLr9cKvceqr1+vAcRz8+OOPWLU8Nk5PT6Hf74MoirC3twfPnz/HLYlCuRO+70O1WoWPHz9u/G+rqgq9Xg8AANrtNrx9+3bjGpJA2ppLkl6qlRJA2viSphcAoNlsgq7r4deCIMDf/vY3gJs9QVEUcF0XbNuGL7/8EotG0vaHcrkMV1dX4dfNZhO+/vprAADY3d2F8XgMwWM1wzCg6zp8++23VGsMdnZ2oN/vw9OnT7FpuE+y9AzB8zwcHx/DN998g01Dmvi+DzzPwz/+8Q/cUuKDKJRHSqPRQCzLhpckSeH3PM9DsiwjSZLQxcUFNo2KooT6TNPEpuO+ME0TqaqKms0mOj8/x6pFlmVULBbDq9frhd8rFouIZVnEMAxiGAaxLItOTk6w6pUkCbmui1XDfZGleYAe2NhG4XkeYlkWy9/mOC78HE0mEywakkDamkuSXqo1PXzfR7VaDTWbTdxSYkHa+JKmt9FohOuuKIpIUZQ5Gzeg1WqhYrGIRSMicH9ot9uIYRgkyzKyLCt8vVarhf8OXdeR4zio3W4jnuex2RYkaUU3c+H09BTb308KSc8QHMchlmUzYW/fBd/3l16u6yJd1xHP87hlJoI64CiPEmqcpANJGxI1TtKDpHmACBvbKLJsnIiiiFzXRZ7nxf4ZnGsdaWsuSXqp1vQgzUFE2viSpNe27dC2cRwnfD3KxkU3+zWu/Y+0/cEwDKQoytxrnueFtkyj0Zj7XqvVQrVabcMq/wVJWhGBTiKSniGC9YtlWaSqKhFjPJlMwueFOBd1wFEoGYcaJ+lB0oZEjZP0IGkeIMLGNoAU46RerydysOKM1kMErrkk6aVa04MkBxEicHxJ0qsoyoJtg1bYuP1+H9tBM2n7Q7FYRL7vz71mGEZoN95+zz3Pwza2JGlFBDqJSHqG4DgOlctlZNs2arVaiOM4VCwW0XA4xKJnHY7jzB3Ux7moA45CyTjUOEkPkjYkapykB0nzABE2tohA40QUxdjrmOM4iOO41DUtg7Q1lyS9VGt6kOQgQgSOL0l6lx1oLbNxg5/BBUn7gyiKC69pmrZyj8UZfX6brGpFBDqJSHqG0DRtYU1ot9tIFEUkSVLmMkAURUEMwyBFUZCu68gwjJVXqVSiDjgKJetQ4yQ9SNqQqHGSHiTNA0TY2CICjRPP88I0/5OTEzSZTJDrupEps/V6HbshRdKaiwjTS7WmA0kOogCSxhcRpHfZ+7rMxsU9F0jaH6LGsFAohId3UeDSS5JWRKCTiLRniGX0+30kyzLieR41Go0F2x0HoijOla5Zx3Q6xb6fJYU64CiPDmqcpAdJGxI1TtKDpHmACBtbRJhxIklSeAUO2KymywaQtOaSppdqTQ9SHEQBpI0vKXo5jot8iF5m41qWhdUOI2l/iPrMBCUsbkf2I4TQeDyOtIc2AUla15FFJxFpzxDrcBwHaZqGWJZFe3t7WDNBktqrnudh38+SQh1wlEcHNU7S1XubrG5I1DhJD5LmwTqyNraIMOMk+EyRki5L4ppLil6qNV1IcRAhAseXJL2yLEc6YpfZuIqiLN2X04a0/UGW5TnHhGVZ4XwYDAYL99dqNaTr+oZV/guStMYlS06ih/QMgRBCg8EAybI8t74Vi0X06dOnjWvJ8jjdF38ACuWRUSwWwTRN+Pbbb2Pd//HjRyiVSqnriuLvf/87+L4PCCEAgPC/WeXvf//7wmuO4wAAgCAIC9+bTCbAcdxGtN2mWCzCr7/+Cs+fPwcAgF6vB57nAcMwIMvywv2GYYCmaRiUrqdUKkGpVALXdaHVagHHcaAoCjSbzfDft0lImgfryNrYAgA8e/Ys0f1bW1tweXmZmp5VCIIAruvC0dER8Dy/9v4PHz7AcDjciLYoSFxzSdFLtabHzs5O+P/T6RQODw/X/kwul0tZ1XJIG1+S9FYqFTg4OIB8Pg9fffXVyntN04Rerwf9fn9j+mYhbX+oVCrw9u1bGA6HgBCCer0ODMOAIAjw8uXLuXuPj4/Btm3429/+RrXeE67rguM4gBCCbrcL3W4X8vk8/PDDD/CXv/xlo1oeyjPEp0+f4N27dzAej8PXEEJQrVahUCjA999/D4eHh9BoNOCbb77ZiKZ8Pg9//etf165fJEMdcJRHBzVO0oOkDYkaJ+lB0jyIS1bGFggzTnieh93dXdjf3491/4sXL+acCZuGtDWXJL1Ua3qQ5CACAseXJL3VahXa7TaUSiXQNA00TVs4LBoOh9But8GyLCiVSgs2z6YgbX8IxjZwXiOEgGEYaLfb4T2np6fQbrdDhwauvZokrevIopOIpGeI169fQ7fbhT/+8Y8AAHB9fQ2GYcC7d+/A8zyAm/HM5XJQrVah2WzC1tYWAADs7++DbdvQaDTg/fv3MBwO4YsvvkhVb6PRAE3T4Jdffol1v+/7IAhC5OF/ZsEdgkeh4CCfzyOWZdHBwUEYwjwbnj8YDJCqqohlWVQul7HplGU5UXdI3IUo2+02KhaL6Pr6Gvm+j0RRRCzLRqY+6Lq+svHFJgjmQZACcTs03zRNVCwWw3uyWpS/1+vN6QxSNTRNQ4ZhbLyWGWnzYBVZG1uEEBqNRomaVniehy1tp16vI9M0Y9/veR7W9APS1lyS9FKt6VEoFBDP88gwDGRZ1tqrUqlgT+UjaXxJ0zudTtemygZ7WVRTsk1B2v4Q0Gq1UKFQQLIsI9u2w9dt20aiKM5dOJ8hSNJaLpfnSnz4vo+Oj48Rz/Nzc5bjOFSv1xc6Pvf7fVQoFELbcxOQ8gzBMAz69OkTcl0X1Wq1hTVAFEVkGMba39NqtTZmrx8eHqJyuRzrvXQcBzEMsxFd9wV1wFEeJdQ4SQ9SNqQAapykA0nzgLSxRY/AOMEFaWsuSXqp1vQgzUFE2viSphfdvMeCIIS27O1aa6IoIsdxsGqkUAJIdBIhQp4hgtp0t8f0tuY4tFqtRHvNXXBdF7muizRNQzzPI1VV0fHxMTJNM/Iql8vYa7AmhUFZj1OnUFLCcRyQZRlc1wUAAIZh5tI2BEGAfr+fuN4SBUDXdeh0OsDzPNTrdXj16hUAAAwGg4VUQ1EU4eeff8aklBxYloVerwcvXryAVqsFhmEAzKQaCYIA9Xp9bSqHrutgmuZGQuFJmQekje3FxQUAABwdHUG324VSqQS7u7tLazp1u104OzsjKzyfQqHEptFogCRJ8Pbt21j3+74PhUIBfvvtt9S1UfAS7MNB+p4gCKBpGnz//fe4pVEoITzPg+/74deB/VUqlebsxzjoug6u68JPP/2UilbSCMY2GNNqtQr1ev1Oz7ee54EoiqnakyzLAsMwiX4ml8sRZeNSBxzl0UONEwoJUOMkPUgbW9KNk0+fPoW1PURRBFVVw9oklMcFnQsUCgVu6lJ1Oh2YTqewvb0N3333HcBN/dVerxd+nWVOT0+h3++Ha9mf//xn3JKWkjWtpDmJSILnefA8D1qtFlSr1bC+WxLOz8/h7OwMVFWFp0+fptrYS5KksHFbXDiOI+r9pg44CoUQHppxsre3h62LZByocfJ4IG1sSTVOhsMhKIoSFv2dRdf12J2pNw1pTiIS9JI4F0gY11mo3nQhTW+WaTaboOt6+LUgCGEkue/7oCgKuK4Ltm3Dl19+iU1nuVyGq6ur8Otmswlff/01AADs7u7CeDwO7QiGYbCuZSRpBQKdRCTB8zycnp6G7/9dCA5+c7kclEol+Pjx471qnKVYLILv+9DpdCCXy61sfHN5eQndbhdarRZ2GzcRuHNgKZRN4/s+qtVqqNls4pYSm0ajMZe/P1vfwPM8JMsykiQJXVxcYNUpyzIqFovh1ev1wu8F9b5m65GcnJxQrTHhOA4xDIN0XV+oQRaXyWSCTNNEvu8jjuPuXSOpkDa2hUIBSZKExuMxchwHeZ639HIcB7VaLez1MYKaLrM1iGYvlmXR3t4eVo23GQwGc3UAZy/c60EUpOglbS6QMq4BVG+6ZF0vaTZuo9GYq/OlKEpkDa9Wq5Wo+VAatNvtsHaWZVnh67VaLfw36LqOHMdB7XYb8TyPrY40SVrRjR02a4ffhWD/COqGpcls3eAoZFlG5XIZ1Wq1RPUj0+A+6pkH9SRFUUx9nsiyjBqNRuz7Pc/DWtP0LlAHHOXRoShKaCzhXhTjQI0TqhURZpyQZJggwsYWEWicWJYVNrHQNA3puo4Mw0CGYSBd15GmaWGR4Cw8wCICnUSk6CVtLpAyrgFUb7qQoJckG9e27dAOm20IsayIvizLG+04fhvDMJCiKHOveZ4Xvve39+VNFKxfBklaEYFOIpZlV9q6tm0jy7KQYRhhkMQ62zgtkjZaWMZ4PL6X37MOwzDmmratw/O8hbmedWgKKuXREYQ5AwCMx2PsqYWrGAwGIMsylEolaLfbYUrczs5OZKH3crkMe3t78M0332BQC2CaJvT7feh0OuFrvu8Dx3HAMAwcHh7Cu3fvwu/hrEVGkla4Cf92HAeePn16598hiiK4rguCIIBt27/rd63iyZMncHV1tTQdZzAYgOd5Yei467owGo2wpe+QNLZwM3dFUYSXL1/Gut/3fdjf35+b65vC93149uwZ7O3trf3sKIoCnz59Wjl3NkGv1wNFUSCXy4GqqiCKYtjgwvM8mE6n0Ol0wPd97Gk7JOklbS6QMq5UL9U7C0k2rqqqAAALe9MyG9e2bWg2m2Hq76bZ3d2FwWAwtyaZpgmapgHDMDAajebG2/d9KJVKWPSSpBVu7MIk9XaXMZlM4MWLF/eiaRUsy4LnebH3J13XYTQapZq6SSEI3B5ACmXTBCcjSVLNJpNJqpqWoShKpFd/2elgv9/HGgVXLBYXTngMwwhP3G6Po+d52PSSpBURdoLFMEyik75Wq5V61NgqSBpb0qjX60iW5dj3i6KINXXK8zzEcVysSIBKpbL2FDxtSNJL0lwgaVwR1Zs6JOklycZdllmwzMYNfgYXoiguvKZpGmIYZqkuXHpJ0ooIzJxI+hn3PA/b+JKWlv4YoA44yqOjXq8nSm3Bmb5FjZP0IEkrIsw4IckwoaRLsVhM9HDX7XZXrm9pQ5KTCBGml6S5QNK4Iqo3dUjSS5KNu+zvLvvc4y6nEKWrUCgglmWXHiLism1I0ooIS+lEdzhotiwL2/iSlJa+jF6vhxqNBmo0GmG9ZZKhDjjKo0QUxdgGiuM42ArWU+MkPUjSiggzTkgyTNADOR3MqnGS9H11HAfrGkaSkwgRppekuUDSuCKqN3VI00uKjctxXORetWzscNsKUeMU1KyMqss6Ho8jD3s3AUlaUYYzJ1zXXbgcx0EMw6DhcBj5/dlrMpmg4+NjxLIsKpfLqeuNImg0xjAMtmjXu5L1pjd35Q+4U2ApFByMRiPY39+HnZ0dqNVq8OrVq6WtjtvtNjAMg0Xn1tYWXF9fx64xYNt2WJMEB1EtoB3HAbhpK3+byWQCHMdtRNttSNIK/yoXsPL7s7Uz9vf3Qdd12N/fT7XexMXFxcJrgc7RaBTWLFyG53lg2zbU63UolUqp6VzH27dvodfrAdy892/fvsWmJSnD4RAURQlr/gRompaJukm3da1j3ZxJG8dxEtVMKhQK4bqBA5L0kjQXSBpXoHpThzS9pNi4xWIRTNOMvU99/PgRq61QLBbh119/hefPnwPc1AX0PA8YhgFZlhfuNwwDNE3DoJQsrQCQeA5qmhZpq983+XwefN+P/F6SuYgQgnq9fo/K4sPzPIzHY+A4Dra2tmL9zPn5Ofb6kQcHB2AYxtLnn8PDQ/jll1/gw4cPG9f2u8HtAaRQNo0kSeEV1Ptad+E6cZNlOdLDv+x0UFEUrLW0ZFlG5+fn4ddBxzuWZSM72tRqNaTr+oZV/guStKKMpnUGp6m3r7ifq9n7k3Q8SuPfQeLpIAkd+URRTDSm4/EYe6TpJn7mviBJL0lzgaRxvevfpnrT/du49JJk47bbbcSyLBoOhwv/htsYhrHUPtsU7XYbFYtFdH19jXzfR6IoIpZlI/Xquo41CpIkrYiAzIl+v48qlcpSe2vd1ev1Nqb1NiSlpQeQ1jE9KdQBR3l0BB/YJAsnNU7iQdKGT5JWlHHjhGTDBBFWtDqAFONEUZREqb2apmE9RCDJSYQI00vSXCBpXBHVmzok6SXJxkUIoXw+j1iWRQcHB+Gh6Ky9NRgMkKqqWFP4Zgn0zh42ztrdpmmiYrEY3nPbfn/sWklP6ez3++FYGoaBLMtaed1Xk6/fCylp6Yiwpjd3hUHr8poolAdGsVgE13Xh6OgoMhz/Nh8+fIDhcBiZsrgJCoUCnJ+fg6ZpoGkaPH/+fK5F+3A4hHa7DZZlQalUgp9//hmLztt64SbkmmEY6Pf78PLlSwAAOD09hXa7DePxGOAmbfarr76iWm9YltYpiiIMBoPEaZ2bnA+2bUO5XAaGYeD9+/drP1+5XO5e2s7/XhqNBvzpT3+KnQbj+z7wPA//+Mc/Ute27O8/e/YM9vb24Kefflp5r6Io8OnTJ7i6uoqdyn6f2LYNr1+/hvF4HKbCLKPX64GqqnOfwU2jqipIkgQ//vhjrPtrtRpcXV2lmuq9CpL0kjQXSBpXoHpThyS9pNm4juOAJEkrUxCDR1XHceDp06cbVBeNruvQ6XSA53mo1+uhHTMYDBbSOEVRxGqXZ00rz/ORKZ2BDR4XhBDYto1lf7AsC/b29rDZVXfB933Y39+HyWSyNi39xx9/BNM0sa0JjUYDxuMxfP78Odb9kiSBqqqx1+dMgNsDSKFsGlmWY3nVA6bTKdZQ3Ol0ujaNIDjFjOqYioNWq4UKhQKSZXnu9Me2bSSK4tyF+0Qza1pJT+vsdrtEnkaRdDpIUkc+NHNCeXJyErlGTSaTzEQ49Pt9xLLsXHr6MizLwh51TJpeUuYCaeNK9aYLSXpJs3EDDYIgzJVPmI3QE0UROY6DVSPlfiE9cyJpVgpOSEpLRwQ2vbkL1AFHeXTU6/VEbZg9z8PaGQhR4+RRQrJxQpJhEuB5HlIUBUmShE5OTtBkMkGu6yLf9xeuer1OjZMEeJ6HcrkcMYcIpDiJAkjSS9JcIGlcEdWbOqToJdHGDQgORGdtW5y1dx8Kvu8j0zRRo9FAx8fH4euO48x9jQNSUzqzoiMOpKWlk9Qx/a7QFFQKhSCCUPIgJVIQBNA0Db7//nvc0igpQWJa52AwSKTB932oVqvY0ot2dnbC/59Op7HSIHK5HLbw/O3t7UR/23VdkCQJW8os3LzHlUoFBoNB5PcFQYB+v4+9CyrcaH369ClcX18vvSdLKVEk6iVhLpA4rlRvepCml5Iu19fX0Ol0YDqdwvb2Nnz33XcAN/ttr9cLv8ZNs9kEXdfDrwVBCEvY+L4PiqKA67pg2zZ8+eWXWDSSmNKZFJx2Lmlp6U+ePElsr97lZ7CC2wNIoVAeJlk+cbtN1rWSmtYZF9wdl0g7HSSpI99t2u32QoRDvV7HLWsBz/NQqVRa+v5nLeqYNL2IkLlA2rhSvelCml5KOjQajbmo3dkIc8/zkCzLSJIkdHFxgV3n7NwMovxv02q1ULFYxKIxgMTMiSTgtHNJS0snqenNXaEOOAplDbZtZ8IJQxKkGCeIIK0kGydRaZzB5bou0nUd6+ZZKBQQz/Ox0h8sy0KVSoV25HskkOAkmoU0vaRA2rhSvelCmt5VUBs3GaQ4tWzbRgzDIFmW55zCy8pRyLKMTk9PN6hwHpJSOqPIsp1LWlo6SR3T7wp1wFEoazAMA/vJEEmQYpwgwrSSZpxMJpO59vZZLvhK2ungYzBOKBQKhZI+OG3cdYeKsiyjcrmMarVaIgdCWpDk1FIUBSmKsvD6Mq39fh+7nUsaJNm5JEFS05u7QmvAUR4dq+p3zHJ5eQkAAJVKBXzfD2smbJLr6+uV9RCC2mCCIEChUIC3b99uVN9tBoMByLIMpVIJ2u12WMNnZ2cncvzK5TLs7e3BN998Q7U+IIKaY0m2F47jsLY8lyQp9ufH930oFArw22+/pa4tCtu24fXr1zAej+H58+cr7+31eqCqKvT7fXj58uXGNAZcX19DvV4HjuPIahFPuXfoXKBQ0ockG/fJkycr634NBgPwPA8uLy+h2+2C67owGo2w1QlTVRUAADqdztzry+xG27ah2WzCL7/8sjGNAdvb2zAajRZqES7TCneoL4sT3/eh0WjATz/9hOXvk2bnkoaiKPDp0yfQdR3evHmzMI/Pz8/h3bt3YFkWlEol+Pnnn7FpvQvUAUd5dLAsG6vI+iy4Cq5T4yQ9SNJ6F3AaJ6qqgmVZUKlUYHd3F3K53Mr7g8Yi1DCJDynGiaqq0Ov1AACg3W5jPyRYB2lOIpL0kjQXSBpXoHpThyS9JNm4LMuC53mxbVZd12E0GmFr2ESSU2tZUfplWn3fB57niSlkj7u5FLVz0+WhN72hDjjKo4PnefA8L9HPMAyDZZGnxkl6kKT1LuA0TiRJAl3X4euvv451v+M4sLOzQ4zhlwVIMU5m19vxeAx//vOfseiIC0lOIiBML0lzgaRxBao3dUjSS5KNu+6Q+Ta+74MgCJnrzphFpxbP83BxcbEwtsu09no9qFarqY7t6ekpFIvFyLX/06dPiX7X58+fodvtYpsLJNm5pGVTBZDSMf0u/AG3AApl0wiCAK7rQqPRWHpiMZ1OwbIsuLq6AtM0YWtra+M64cYoSoKmaSAIQmp61uF5XqIHfd/3ExuK90UWtd63cbLuRC4tXNeNbZTAjWMT12eMVLa2tuDi4iKWcYLzZJDneRiPx8BxXOz3+Pz8HJtzxrbt0HFZLBaxaEgCSXpJmgskjStQvalDkl6SbNykMSC2baemJQ5bW1trnRmz2LaNzQ4rFotgmiZ8++23se7/+PEjlEql1PS8fv06fP8Mw1go5/L27VvwfT/R78Q1tkCYnctx3EpHd71eD7OpOp0OtFotrNlUAVtbW9Dv98EwDDAMA8bjMcDNGlepVODo6Airvt8F7iJ0FMqmSVJwvd1uYy1KmrTzpWVZWIt8chwXqXdZ0VecerOmtVwuh4Vao4r2chwXu9Ar7oKvOLsn3QXSCkHfJssd+er1Ojo5OYl9v+d5WBtciKKIXNdFnufF/pkkHWnvG5L0kjQXSBpXRPWmDkl6s2jjuq67cDmOgxiGQcPhMPL7s9dkMkHHx8eIZVlULpdT17sMWZYj17BldqOiKNgaILXbbcSyLBoOh3OvR2k1DCP1QvYMw4S2adT8FEUxtGHiXri70ZNC0mfJVqtFG3elDHXAUR4dmqYlarler9dTb9FOjZPNkzWtD8k4URRlwejLMizLrjRObNtGlmUhwzCQLMtIkqRExsxjRxTF2I4Xx3EQx3Gpa1oGSU4iRKBeUuYCaeNK9aYLSXqzaOMuO0CctXviXAzDYO12mDWn1jry+TxiWRYdHByEHSVntQ4GA6Sq6kaeHQ4PD8P3O8o5XSgUkCRJyHEc5Hne2qvVamF1wJFk566zcW/jeR7t2Joy1AFHoazBcZzUTwipcbJ5sqb1IRkno9Eo0WcG92ZPTwfTxfM8pCgKkiQJnZycoMlkglzXRb7vL1z1eh274UeKkyiAJL0kzQWSxhVRvalDmt64bMLGDej3+6hSqSQ+TAyuXq+3EZ2ryJJTax3T6XTtc0Qwtq7rpq4nsF+jkGUZNRqN2L/r6uoKMQxzj+qSQZKdS1o2VVI8z4sd9ZsVaBMGCiUGmyq+b9s2tNvtsNhvUizLSlSTIA0KhQKcn5+DpmmgaRo8f/58rujrcDiEdruNvTtjFrW6rgs8z0fWiSiXy1AoFODdu3exfpfnecDzPPzzn/9MQel66vU6nJ+fg2VZ8MUXX6y813VdEEURm1bSCkEnBWdH3J2dnfD/p9NprLqWuDryBfi+D/v7+zCZTKBWq8GrV68gl8sBz/ML9/74449gmibVGwPS5gIp4xpA9aYLaXqTsOkGU7Zth4Xf379/HzmGs+RyOXj16tXG9K3CcRyQJGnl+pWFBkgBjuOALMvgui7ATW3p2Uf/rBSy7/V6IAgCvHjxIvbP1Go1eP/+faq6VpE1O/fi4mLhNYQQiKIIg8Fg7XvseR7Ytg31eh3781kScHfEvQvUAUehxGBZ56O0oMbJZiBJK0nGSWAEHB0dQbfbhVKptLJNe7fbhbOzM2wPK0m7DW+iW9h9gtM44XkefN9PVGyb4zhsY0uak4gkvSTNBZLGFaje1CFNb1I2bePCzYHx3t5eosOvrECKU2sWXdeh0+nMFbLXNA2+//573NKIJIt2brDH3gYhlKipH0IIbNuGly9f3rPC/+YhdcS9C9QBR6GsodfrQaPRiGzbnSbUONkMJGklBZZlE3fw3cTDCkmngw/FOCkWi+C6LhwdHa09SAAA+PDhAwyHQ2yGFElOIiBML0lzgaRxBao3dUjTmwRcNi7c4fAra1Cn1uMlq3YuEJBNta4j7jJH4ipIOvAA6oCjPEZOT09j3zudTkHXdahWq1jSt6hxsjlI0pp1JEkCx3ES/cwmHlZIOR18SMZJuVwGURRjr5+O48DOzg62VAKSnERAmF6S5gJJ4wpUb+qQpJckG3cwGGQme4OCl52dHej3+9hTduOSVTt3lqxmU806L6PWHhLG9neDuQYdhbJxljU8WNUEYRPFSaOwbRvL36VkD0mSsM3DpAQNI8bj8dqmEY7jbLxhRNYLQT+kjrj1eh2Zphn7fs/zkCiKqWpahSzLiYr5TqdTrN0ZSdJL0lwgaVwR1Zs6JOklycalZAfP87A2l+I4Dp2enmL7+0nJup0b0O12E3dBTZuH1HTurvwBtwOQQtk0PM+D53mx7i2VSlCv17GdyNCTwezg+z5Uq1X4+PEjlr//97//HQaDwUI0VBbheR5kWY5Vr25raws0TYNms7kRbXDzuS6VSpk9Hfz+++/h+PgYGIYBTdMidYiiCJ8/f44VjdFut6HVaqWkdjVHR0eJ7t/a2oLffvstNT3ryOfzIElS7Pu3t7expqeTpJekuUDSuALVmzok6SXJxp3l+voaOp0OTKdT2N7ehu+++w7gpoZpr9cLvyYJ3HZjUizLwvr3Dw8PoVgswvPnz7HqiEPW7dyASqWSKHV+E7RaLajVakubzgVjG3cNrVar0Gg0UlCaHjQFlfLoKBaL4Ps+dDqdsFhm1ENs1KKAE2qc4MX3feB5HltqHM/zwDAMDIfDzBsnpmmCKIqxUzSD7nKdTid1bbfJaq3Fh9QRl0KhUCibgUQbt9lsgq7r4deCIIQ16XzfB0VRwHVdsG0bvvzyS4xKk4Hbbpzl+vp66fcuLy+h2+3C0dER1jqLnucBwzChQyXL7zVJdi5pqd4kNZ27K9QBR3l0JH14zQLUOEkfapw8XkirtUiSceL7PjQaDeA4Dn788ceN/31KdqBzgUJJH9Js3GazGUZoC4IA+XweJpPJQlMIXdeh2+3CL7/8gknpIlm3G8/Pz2F/fz+sbbwOnIXsg6inRqMBHz58ANM0YXd3FxqNBnz11VdYNFEoqYE7B5ZC2TSGYaDBYIBbRmwajUZYx0kURaQoCpIkaeG+VquFisUiFo3L8H1/6eW6LtJ1HWve/mQyQcViMXa9FJxaOY5Dqqqi8XiMDg8PEcdxqFwuo+FwiE3TQ4HWWkwPRVHCz0+S+l+48DwP1Wo11Gw2cUuJBUl6SZoLJI0ronpThyS9JNm4tm0jhmGQLMvIcZzw9SgbF93U4sNdJ4wUu9FxnLDOX9ZrxSKEkKZpC3XK2u02EkURFYtF9OnTJ2zaHhK+7yPTNFGj0UDHx8fh647jzH1NSRfqgKNQMgw1TtKDGifZIXi4oTw8OI4LPz9RxXazBklOIkSYXpLmAknjiqje1CFNLykoioIURVl4fZmN2+/3sR40k2Q3KoqCGIZBiqIgXdeRYRgrr1KplNlC9t1uFxUKBcTzPDo5OcEt505kwc5tNBpzz1+znzPP85Asy0iSJHRxcYFV5zpM00SqqqJms4nOz89xy7kTNAWVQskwqqoCACzUDNjZ2VkIz4ebltPNZhNbiL7ruiBJUqKCn7haR6uqCpZlQaVSgd3d3bBWyjI6nQ6Mx+NMtrm2LAuOjo7AdV344Ycf4Ntvv8UtKRHBvMlKKjLptRZPT0+h3++DKIqwt7eHtWagJElg2zZwHBe75tD5+Tn8+c9/Tl1bFLMFzMfjMTYdcSFJL0lzgaRxBao3dUjTSwrb29swGo0WmkAss3GDn8Flh5FkN0qSBLquw9dffx3rfsdxYGdnJxN22DLG4zEcHR3BYDAATdOg0WgQUzoEt51LUqp3uVyGq6ur8OtmsxnO493dXRiPx+FzJsMwoOs6cc891AFHoWQYapykBzVOfh+np6dQLBYjH0Q+ffqU6Hd9/vwZut0uducmKbUWSTJOGo0G/OlPf4r993HXhSTJSQSE6SVpLpA0rkD1pg5Jeq+vr1fu+0Hnb0EQoFAowNu3bzeqb5YnT55Efr6X2bhZ2B9IsRuXje0yfN+HZ8+eweXlZaq6fg/D4RAODw9hPB4DwzCp16x7KHbuYDAAWZahVCpBu90Ou4su+5yVy2XY29uDb775ZuNaAQAMw4BarQalUgk0TYM3b94AAMDBwQG0222Am06qlUoF+v0+NJvNyGflTIM7BI9C2TS30/huI8syKpfLqFarYU81YFk28vVl4fme5y39mU0giiLq9Xqx759Op9j0Jv27nuchjuNS03MfDAYDVCgUEMMwqab3lsvlMIQ9KuWZ47jYKci4U5EDSKq12G63w9R0y7LC12u1Wvhv0HUdOY6D2u024nkeua6LTa8oirHTRhzHwfo5q9friVJccK+5pOklZS6QNq5Ub7qQpJdl2ZV2rm3byLIsZBhGmHK2zi5OC47jIv/2MhvXsiystgJJdqMoilj+bhqYpokkSQrtRYZhEMdxyDCM1P7mQ7JzSUv1NgxjQa/neeGzTaPRmPteq9XCnt6bFOqAozw6qHGSHtQ4wcOmjZNgE2RZNnLTE0UxUY0U3PX1SKu1SJpx4nle6NA8OTlBk8kEua4b2ZylXq9jd8aS4iQKIEkvSXOBpHFFVG/qkKKXYZhENmur1UKqqqaqaRmyLEeO6bK9V1EUbFoRYXajoihENekql8tz89b3fXR8fIx4np+ruyeKYqqOt4CHZOcuO4Rd9jkLfgYXxWJxYQ0zDCN8T27XkPU8D/vBeFKoA47y6KDGSXpQ4yQ9smScHB4eLt0IEUKoUCggSZKQ4zjI87y1V6vVwrrZk3Y6SJJxIklSeM0atFk8JQ4gyUlEkl7S5gIp40r1Ur2zrDtkvo3nedi0ttttxLLsgi0WtfcahoFYlsXa4ZUku3E0GiXa93HOA3TzbDYcDpHruqhWq80dKDMMgwqFwlzEf9o8JDuXxGyq22iattKJiXt/SAp1wFEeHdQ4SQ9qnKRH1oyTwOiIQpblhSisVVxdXSGGYe5RXTJIOx0kyTgJ0jRIOCVGBDqJSNJL0lwgaVypXqp3lqSHzLgzJ/L5PGJZFh0cHIQdDWf33sFggFRVRSzLonK5jE0nItBuPDw8ROVyGV1fX6+913EcrHbY7ZTOYA+QZRmNx2Msmh6KnUtaNlWUrkKhgFiWXRpkQpoD7g+4a9BRKJsmad8R27ZT07KOarUK7XY7LESpadpCR8PhcAjtdhssy4JSqQQvX77EprfRaICmabG75/i+D4IgYClKms/n4eXLl/D69WuwLAu++OKLlfdfXl7OFb7fNLlcDkqlUvh1MI9LpRK0Wi148eLFRvUERVyj0DQNBEGI/btyuRxUq9V7UpYcz/MSFW/1fT/siIcDhmEWXjs7OwOGYebmSBYQBAFc14WjoyPgeX7t/R8+fIDhcLgRbVH8/e9/B9/3w89X1vtUkaSXpLlA0rgC1Zs6WdR7cXGx8FqgazQardyj4Wbfs20b6vU61n2j2+2CJEnQbrfDAutw00QgIPh3zX4fByTZjRcXF3BwcABHR0fw9OlTKJVKK5ujdbtd4Dhu4zpvE7zX1WoV6vX62nmcJg/Fzi0Wi2CaZuwGSB8/fsS6JkQ9EzqOA3BjR9xmMplkYu4mgTrgKA8WapxsHmqcpE+WjJNlBB2LkvD+/ftUtMRha2trbee4WWzbXtvhN01IMk54nofd3V3Y39+Pdf+LFy9gZ2cndV3LIMlJBITpJWkukDSuQPWmThb15vN58H0/8ntJbFaEENTr9XtUlgxBEOC3334DWZbBdV2Am0OmWSenIAjQ7/exdzkkyW4UBGHusM6yLLAsa+XP4LRr4GYuHh4eQrPZjN1tGBck2bmVSgUODg4gn8/DV199tfJe0zSh1+tBv9/fmL7bFItF+PXXX8OAk16vB57nAcMwIMvywv2GYYCmaRiU/g5wh+BRKGmxrENN3PSB2ftxpnWim26hgiCEIdm303hEUZwrHo8L13WR67pI0zTE8zxSVRUdHx8j0zQjr3K5jDVNI8k8wJ0Cw3EcYhgG1ev1pSHxlLtBWq1FWZbDVB10ky4QzOeotapWqyFd1zes8l/U6/VE3aQ9z8NaS1KW5UQNK3B2ckaE6SVpLpA0rojqTZ0s6+33+6hSqSQuCB9cSTrXp02r1Qo7uQe2La69KwqS7EaSmgSgGxs3S3PxoUFSqne73UbFYhFdX18j3/eRKIqIZdlIm1zX9ZXlYrIKjYCjPFguLy8BbqJV2u029Hq98HtJ0gcsy8Ka1gk3J1nT6RR0XYdOpwPj8Th8XdM0+P7777HqCyDpxE0QhDBqiBQsy4Kvv/4at4w78enTpzA1WRRFUFU1dsRZ2pB2OlipVODt27cwHA7D6AWGYUAQhIW16vj4GGzbhr/97W9YtB4dHSW6f2trC3777bfU9Kwjn8+DJEmx79/e3sYahUqSXpLmAknjClRv6mRZb6lUglKpBLZtQ7lcBoZh4P3792sj9XK5HLx69WojGuNyeHgIh4eHuGUshSS7MZfLgSiK0Ol0IJfLrZwPl5eX0O12odVqbVTjLJ7nQT6fX3mP67owGAwibZ0skGU7l6RsqqD8UvB8iBAChmHmdJ2enkK73Q6fh//617+utd+zBIOyUMiAQtkAD8E4yTqSJCU2TjiOw1IDrlgsgu/7iY0THFoBAFiWBcdxVqZgZNE4GQ6HoChKZM00Xddj16RIm0KhAOfn53O1Fnd2dkLH1e1aiz///HMm9MKMcdLv98P3/bZxYts2UcYJhUKhUJJhWRbs7e3B1dVVZh7875uTkxP47rvvsPxtkuzGcrkMhUIB3r17F+t+3/eB53n4xz/+kbq2KAaDwdpnrsFgAO12GxzHAd/3YTQaZWKek2LnOo4TK9U7K6VtgqATnuehXq+H82MwGCyknIqiiN0uTwJ1wFEeFdQ4SRdqnKQHicbJwcEBGIaxNOKUYRhQFAU+fPiwcW23cRwHJEmKbHAQEPw71jlCNwVpxsn19TV0Oh2YTqewvb0drlOu60Kv18O2blE2D50LFEo6sCwLnuc9SBsXtx1Gkt1omiaIohj7MNb3fdjf34dOp5O6tvvg+PgYHMeBn376CasOkuzcgKxnUz0GqAOO8uigxkl6UOMkO+A2Tnq9HiiKArlcDlRVBVEUw3Byz/NgOp1Cp9MB3/czc0JI2ukgSTSbTdB1PfxaEIQwutD3fVAUBVzXBdu24csvv8So9L8hzUlEil7S5gIp4xpA9aZL1vXGOawjlV6vB9VqFVsmwkO3G0lCVVVwXTdM+cQBiXYuJSPgLkJHoWwa27ZxS0gNy7KwFlE1DCNRwwrP85CiKKlqeqwoioKKxSKWv+15HuI4LlbR6kqlgliWRb7vb0RbHLJeCJo0Go3G3FgqihJZNLfVamGbs7dpNBpzhbRn9Xqeh2RZRpIkoYuLC6w6A0jRS9pcIGVcA6jedCFNLwn4vo9qtRoqFouI5/mVF+5mWJT0cV0XqaqKJElaOQ9YlsXaDIt0O3cdx8fHuCXExvM8rHPhLlAHHIWScahxQpmFBOOkXq8jWZZj3y+KImo2m6lqeszgNE5s20YMwyBZluc6NS/rWiXLMjo9Pd2gwkVIdBKRoJe0uUDKuAZQvelCit6kD86e52HrMOt5XmizkNCpMykkOgZwMh6PY88HjuOQ67rYtD5kOxfnmnAXSNOLqAOO8hihxgmFVEgxTorFIppMJrHv73a7xLURJ+10ENcapihKZJTrsve73+9TJ1ECSNJL0lwgaVwR1Zs6JOnleT7R/jsejxHHcalqWoamaXMOTU3TVl6iKBJl4+Lce9dFW8myjMrlMqrVasg0zY3pWgXHcaH9GswHhmHm5kChUEA8z2N1vqEHbufizqa6je/7Sy/XdZGu65nSGwdaA47y6Nje3obBYAB//vOfY90/mUzg1atXcHl5mbq229RqNTAMAwRBgHw+v7Zzq23bcHV1ha0+RlJ834dqtQofP37c+N++vr5eWQcw6JgrCAIUCgV4+/btRvVFwfM8eJ4HuVwOSqUS8DwPhmFAtVoN7zk7OwPXdWE0GmFrFLC9vZ1oDrquC5IkYatdmBTctRZvc319vfR7QbOTo6MjLOvC9vZ25Fyc7TAb9TO41jBVVQEAFmr2LNNr2zY0m01sdWhI0kvSXCBpXIHqTR2S9PI8D//2b/8Wu95UrVaDbreLrRu9LMux6wY7jgO7u7uZsXGzvPc+efJkZcO5wWAAnueFOgO7EVd9bNM0QdM0MAxjzt6WJAl+++23uXtxrwdAoJ17fX0N9Xodzs7OwHGclfcGzxk4P2fn5+ewv78fNopYB269icHtAaRQNg3Hcejk5CT2/ZqmYfOsFwoF1Gg0Yt8/nU6JOgXAeTq4rh6DbdvIsixkGEZY1wVn/QbDMBDDMAsnlaIoLtyLO4roLu8pSeHjWTgdnEwmqFgsztUjWnXh0rvsfV12Eow7lWDZyfqqk2ucc4EkvSTNBZLGFVG9qUOSXo7jEM/z6Pr6eu29tVoNa+ZE0rpYnuchhmFS1bQOUvZehmESjW2r1cKaLivLcmSt3UKhEPnv0HUdayYCSXYuadlUjuMk0opb7134A24HIIWCgx9//BGq1Sp88cUXK+8L2ktzHLcxbbNMJhMYDoex79/e3oarq6tUNSUhzulg0DFo06wL/p3tIra/vw+6rsP+/j6WaD0AgG63C61WayESL5fLLUTzlUolmEwmcHJygqUj27Nnz+D8/DxRlCmueRBwl9NBXLiuC4VCYe0czgJbW1tro01nsW0b69h6npcoctT3ffA8L1VNqyBJL0lzgaRxBao3dUjU++rVK/jP//zPpfe8fv0abNveqK7bPHv2LFHE1dbWFlYbl6S9l2GYRPdrmgaCIKSmZx2j0Qgsy1p4ned5cBxnwZ6sVqtQKpWwdR0myc6t1+twdXWVOJsKF/V6HRBCUKlUYHd3d+24dTqd2JFyWYE64CiPEmqcpMddwoZxQI2T9Mjn89DpdGIbJu12G0qlUuq6luH7PgiCAJ7nEWFYk2ScFItFME0zdjrUx48fsc4FkpxEQJhekuYCSeMKVG/qkKQ3OCD67bff4H//7/8N//Ef/zH3/evraygUCuA4DiCEIJfLYXMWCoKQyIkBN+8FLkjae5PaMrifdxBCkZ+vfD4PHz9+XJgjW1tbaw9L04QkO/fs7Azq9XriVG9cjMdjsCwLvv7661j3v3r1CnZ2dlLXdZ9QBxzl0UGNk/Qg6XSQGifpUa1W4fXr17C3twfPnz9feW+v1wPTNKHf729M321IOx0kyTipVCpwcHAA+Xwevvrqq5X3mqYJvV4P61wgyUkEhOklaS6QNK5A9aYOSXoPDw9B0zR49uwZaJoGOzs7MB6P4YsvvoDz83N49eoVXF1dQS6Xg9FoBAihsMbdptE0Dd69exc7swBn3WDI6N57cXGx8Fpg345GI3j27NnKn/c8D2zbhnq9jvUzxvN8pJN7d3cXGo1GpPMIZ5QpSXYuadlUruvG/ozBjV6cz753AncOLIWyaer1etjFqlqtIkmSwloZk8kE8TwfduFxHAdNp1NUKBSwaLUsK1FNBtwtzxVFQQzDIEVRkK7ryDCMlVepVEo9b9913YXLcRzEMAwaDoeR35+9JpMJOj4+RizLonK5nKrWVYiiGFkHw7KspXVocNbSqlQqiGVZdHJyElk7ZzKZIFVVsY8rIrDWYtL31fM8bF3uEEIon88jlmXRwcEBOj8/R+hW7aTBYJCZudButxHLsmg4HM69HvUZMwwDsSyLBoPBBhXOQ5peUuYCaeNK9aYLaXpnabVaiOf50I5hGAYVCgXkeR5uaQjd1P6KW8srqA2FiyzuvRzHRdaeYxgmdp264H6cc1ZRFNTr9dBgMEC1Wm2uwyjDMKjZbM7dbxgG9q6ipNi5UbWi14FzfbiLXtKgDjjKo4caJ/eHKIqo1+vFvn86naaulxonePA8D+VyubVjyjAM9nbypBWCJs04mU6naz9vWZkLiCAnUQBJekmaCySNK6J6U4c0vbMoihJ+vnAe0i5DURRULpeRaZpoMpksPRCt1+tYD7+yvPf2+31UqVQSFa6fvZLY7mlg2zYSRTGcpzs7O+H3AkfXwcEBGgwGyDRNxLIsqtVqWDWTYufKsjz3zJB1FEVZOOx4aFAHHIVCjZN7I4ungwHUONk8nuehUqm0dExFUQyjUXFC2ukgicbJdDpFgiCE7/3tDldZmQuIMCcRqXpJmAskjivVS/XeplarzWm73UkdN4PBABUKhdiHoThtXBL23n6/H85TwzCQZVkrL9u2cUsOqVar4TwtFovh60HWyu25kIUoUxLsXNKyqUaj0dz7v46gyytJUAcc5dFDjZP7I8ungwHUONk87XYbFQqFOYOkXq/jlhVC2ukgycZJq9VamAu6ruOWtQApTqIA0vQiQuYCaeNK9aYLCXobjUYY0V0ul0ONpmmi0WiEOI5DJycnWDUGjMfjBeflugvnXkbK3tvtdhGbMLI/K4zHY2RZ1sIhZ7fbnZsHuA+Yb0OCnUtKNhVCCB0eHqJyuRyWiFpF8AxEEgwioVo6hXKPNJtNaDab8Mc//jHsdIoQAsMwIJ/PQ6lUgn/7t3+LXWw3TSaTCRSLRYAETQM4joO///3vKSuLRlVVODg4WFtgGzeWZcHe3h5cXV0l6jKbBSaTCTiOA6VSaa7oqGVZc4WUNU2Dn376CZNKsuj1etDpdIgpBA03jSPOz8/Bsiz44osvVt7rui6Iogj//Oc/N6bvoaDr+lwnO0EQQNM0+P7773FLi4Q0vaRA2rhSvemSZb0sy0KhUADP82A6nUIul4NutwuvXr0CuClcXywWoVwuw7//+7/D9fU1vHv3LnaHxPtEVVWwLAsqlQrIsry2AdKHDx9gOBxis3GBoL2XZVnwPI84G3cVruuCZVmQy+Vgf38ftxziUFUVfN8HRVGgWCwu7eL7/v17ME0T2+csaCxydHQE3W4XSqXSyq7D3W4Xzs7OsK4LSaEOOMqjgxon6TEej0HTNPjll19i3e/7PgiCgEUvNU4os5TLZSiXy/Ddd9+tvdd1XZAkCf7xj39sRNttHoNxQqFQKJTk8DwPvu8DQggEQYB+vx/ZCVOW5dCB6Hkelv2M53k4PT2N3fHQcRzY2dlJRWuSLpFHR0cwGo0yvfcOBoPwuYZCGQ6HcHh4CJPJJNb9uVwOm83IsiwwDJPoZ3DqvQvUAUd5dFDjJF1IOR2kxslmubi4CD9P+Xwenj59ilvSAqScDj4G44RCoVAoyQls3BcvXsBgMJiLlL+NLMswGAywZU6wLJvI/vN9H549ewaXl5f3riUYt/smC3vvxcXFUpur2WzCDz/8sNZep6wnq3YuadlUkiSB4ziJfgan3rvwB9wCKBRc5PP5lcZJv9+fM05w4HlebOcbAMD29vZKY+v3EPd08PXr1zCZTODp06exTgdxjS11vm2G8/NzUBRlYTMVRRG63S48f/4cm7ZZhsMhOI4Dk8kEbNtee/+yOb0JBEFIbJxQKBQK5XGQz+djZSJYlhV5AL0pBEFIdP/W1lYqzje4ccB5npfK78bFyckJ1Ot1AABQFAU+fPiwcM8///lPePr0KQyHw8zYY6Q5DLNu57579w4QQomzqXCRy+VAFEXodDqQy+VW6r28vIRutwutVmujGn83uIvQUSibhuO42EVUgy6duIq+ZqmpAcdxsRtBJLmyUBx+VceyRqMRqwjoJiFFb6PRWFlgmWVZdHp6ilsmcYWgC4UCkiQJjcdj5DgO8jxv6eU4Dmq1Wpn4nFEoFAolXTiOS9SACef+kKWuokn21TgX7r3Xtu3YNku/30c8z2Nv2nB8fBzaYnt7e5H3HB4eIp7n0fn5+cb1RUGCnctxHOr1erHvn06nWJswyLKMGo1G7Ps9z8PeNCIpNAWV8ujgeR4sy4KXL1/Gul/XdWi1WlhCW7PU1OAuIcFxwBk2HOd0sF6vw+npaSZOB0nSa5omaJoWfp3P58PT7vF4HM4lhmHAtm2sc5y0WovlchkKhULsupS+7wPP81hT0ykUCoWSPizLguM4sdPfxuMxFItFLKVAslQ3OOm+Ggece6+qqsDzPIiiCB8/foRmswlv3rxZen+tVgOO47DUu4absjCyLIdfr3o2sG0b9vb2wHVdrHWcSbFzs5TqHQfTNEEUxdjP6b7vw/7+PnQ6ndS13Ru4PYAUyqZhGGZlBNFtRqMRtvbGWWp5Tk8H8Z4OkqQ3iBxlGAbV6/WFdvLBPdVqFTEMg3Z2drDoDCDtdNAwjEQRDp7nIUVRUtVEoVAoFPzYtp34ZwzDSEVLHA4PD1G5XI4Vue84Tmr2eNJ9NQ44915JktBkMol9/3g8TvS8cd8oioI0TUO6rqNCoYAsy1p5v6ZpiaKk7huS7NwsZVNR/gWNgKM8Ou5SfN80TWxdJbPS1ICeDuI9HSRJb6PRAF3XwbKstTUMLcsCVVXBNE345ptvNqZxFtJOBykUCoVCIR3a0Ts9njx5AldXV7EjxNKMLozDzs4OdLtd+POf/xzr/slkAtVqNXb05H1Dkp2bpWwqyr+gDjgKJcNkyThJGhIcB5xhw6Rt9iTplSQJFEWJ7fzTNA0uLi7g559/Tl1bFJIkwW+//Yblb1MoFAqFkgbX19fQ6XRgOp3C9vY2fPfddwA3h7W9Xi/8Ghe0o3d6JE1Fxl2qgjSHIUl2bpZSvZOS9TXsrlAHHOVRk/UPNjVO0oO0zZ4kvSzLwng8ju0sdBwHdnd3sY0tyaeDWV/DKBQKhbJ5ms0m6Loefi0IAvztb38DuLEPFEUB13XBtm348ssvsWi8S21hnHWDSUKSJGg2m7Ejrnq9HlSrVWxjS5rDkDQ7NyvZVEkgYQ27K9QBR3m0kPDBpsZJepC42ZOil+d5uLi4SFQcN2ka6H1C6ukgCWsYhUKhUDZLs9mEVqsFcLMv5PN5mEwm4f4QoOs6dLtdbJH9xWIRfN+HTqcDuVxuZQOky8tL6Ha72Jqiwc2B1yq7plwuA8MwIAgCFAoFePv27Ub1zaJpGliWBRcXF2sdLnDzvFEoFODjx48b0Rf190lyGJJk52YpmyoupKxhdwZzDToKBQuNRiMsZi+KIlIUBUmStHBfq9XCWpQ0SeMD3E0NSEMUxUStwS3Lwjq2JOmVZTlR8V/P87AXic1KIei4kLKGUSgUCmVzBA2bZFlGjuOEr0ftD+hmv05iW9wnsiwnKqTveR7WBkgsy65sbmXbNrIsCxmGgWRZRpIkYWuGFdgpu7u76OLiYuW9iqIglmXvvQlFEqrVKuJ5PpYNhm5sYlVVU9e1DJLsXIZhEMuyiS6czzskrWF3hTrgKI8Okj7YpBkn6wwNWZZRuVxGtVoNmaa5MV1RkLbZk6S3Xq8nmre9Xg9pmhb5Pc/zULlcvkd1i7iui1zXRZqmIZ7nkaqq6Pj4GJmmGXmVy2VqnFAoFAolcyiKEtl5c9n+0O/3sR3SkNbRm2GYRA61VquF1W5st9uh80VVVWSaJhoMBsh1XTSZTJBpmkiSJMSybOp21jpIcxiSZOeKohge2Ma9cNq4JK1hd4U64CiPDpI+2KQZJ/R0MD1I0nt1dYU4jlurE93MWUmSkOu6kd93HCd1pzJpp4MkrWGz+L6PTNNEjUYDHR8fh687jjP3NU5830e1Wg01m03cUh4dpmkiVVVRs9lE5+fnuOVQKETC83zkfrpsfwh+hrKedTbubTzPwz62lUplpY3DMAziOG6pDbZJSHIYkmTnkpZN9RjWMFoDjvLo2N7ehtFotFBLa2dnZyG3fPZncNd7IgGWZcHzvNg1EXRdh9FohK3mhGEYUKvVgGEYqFQqIMsyCIIAgiCA53lwdnYGrVYLHMeBUqmErUsnaXqvr6/h48ePoOs6GIYBHMdF3nd5eQmapkGpVAJN0yLvef/+PXS73VQ/f6TVWiRxDSOlXp2qqtDr9QAAoN1uY63hcx+cnp5Cv98HURRhb28Pnj9/jk1LuVyGq6ur8Otmswlff/01AADs7u7CeDyGwCRlGAZ0XYdvv/0Wi9adnR3o9/uxa25SkvHQx9f3fahWq1hsmydPnkTWfl22P+Cub0sSSW1c3HXKAgLbMQpBEKDf78OzZ882risKRVGg1+stbUCHEIJcLgfj8Rjr+kGSnVsul6FQKMTu2Ip7TXgUaxhuDyCFsmmWnTIs86zjTuskCXo6mD4k6L1LRBnOaDPSTgdJW8NIqlfHcVyoNUl9F1zIsoyKxWJ49Xq98HvFYjFcE4LP5MnJCTatQXSDLMvIsqzw9VqtFmrUdR05joPa7fbSU/BNwHHcg0rbzlp04UMb39vgXHM5jou0w5btD7jr2ybB8zxUq9VS/ztBWYrZK8hCGA6Hkd+fvSaTCTo+Ps5EpFaA53lI13UkyzISRRHJsox0XcctK5Jgr4i6RFGcK72BC5LsXNKyqR7yGhZAHXCUR8dD/mBvyjhZRtL6GFkZWxI2+1myrnfWiXEfV9pzhLRaiyStYaTVqxNFEbmuizzPi/0zOB11JDm1DMNYMOo9zwsfZG5/BlutFrb9jOM4xLJsJpxVcSDJEYsIHN/b+L6/9HJdF+m6jrUJUtT7u2zNVRQFa52yJGyiJAWamZ9RB5xJnCoMw2AtXUIyWXcYkmbnksRDXsMC/oA7Ao9C2TTFYhFM04yd2vLx40colUqp67oPLi8vwTAM+Omnn1L9O0FL61mC1KHRaLQ2lN3zPLBtG+r1eibGtlqtwt7eHhiGAf1+HxzHAUEQQJZl+P7773HLWyDregVBAN/34ejo6Hf/rvfv38N4PL4XXctQFAVEUUz0M2/evElNzzpIWsPa7TZUKhXodDqx7j88PIRmswnffPNN6tqiqFQq0Ov1Yo+t7/tQKBSwpT4E6eiz4+v7PrTbbWAYBg4PD8M1oVqtgud50Gq1Ut8jojAMAwaDwdxrs7r39vbmvhek7eACIQT5fB4qlQr88MMPWNN311GpVKBWq4VpTkFq78HBAYxGIwAAaLVaUKlUoN/vQ7PZhDdv3mBN4SJpfAEAzs/PYX9/P/Z+lMvlUtcURaVSgYODA8jn8/DVV1+tvNc0Tej1etDv91PTc3p6CsViEf785z8vfO/Tp0+Jftfnz583Mq6Xl5cAAGDbNrTb7bAsAczYunGwLAtevnyZisb7wHVdGAwGIAhC5nRubW3B999/nwmbNgrS7NyknJycwHfffYflb2dtDUsF3B5ACmXTtNttxLIsGg6Hc69HedYNw0i9mL1pmksjKHq9XqIr6OKYNvR0kLKKpBFlq5hOpzQF/BZZW8NWQWIxXVEUY0cIOY6DOI5LXdMyisXiQjSkYRjhWnx7b/E8D1uaryiKC69pmrby9B/XXOA4DpXLZWTbNmq1WojjOFQsFhc+c1mBpOhCROD4BpFXpES05PN5xLIsOjg4CKMMZ9fcwWCAVFVNPUWyXC6H9l5UZPMyWxJnSYoo+v1++FkyDANZlrXysm174xrvgm3bSFGUsAwHrqZod8HzPKxRTw/ZzsWd5YEytIalBXXAUR4lWflgk26c9Pv9sCbZXa7ZNJks4jhO2IWJEp96vY5M07yX3+V5XuSDO25wd+3Myhq2DtLq1aGZ+ieSJKGTkxM0mUyQ67qR6Wb1eh3rgzZJTq2o97xQKCD2puNdFLi0apq24Dhut9tIFEUkSVLm6peR5IhFBI6voiiIYRikKArSdR0ZhrHyKpVKWNeF6XS69kA0sMPSTEmf1RDl8BVFkZhUvW63i9iEdY5JQtd1rE75pOC2FR6ynZuF8kBZWcPSgnZBpTxKHMcBSZKWdtmBmTBzx3FSS9NgWTbUUK1WF9KCSOnOaNs2lMtlYBgG3r9/DzzPr7w/l8vBq1evNqbvrgwGA2i32+A4Dvi+D6PRKHb3K9zg7ML20MlCx6WsrGHr4HkeLi4uFj43y7pZ4e4at7OzE/7/dDpdOb4BuVwOq97b41gsFmEymUClUon8/OPqiMvzfJjaNfua7/tweHi40KFtMpmAoijw22+/bVjpamzbDjt4V6tVaDab2PcFSZIWxqlWq4Xd+aLeb9ydkZeR1fHVdT1M7V2H4ziws7ODfY+QZRlc1wW4SVeffeTbRPfLer0Ox8fHwDAMjEajhTTUYrEIvu/D58+f19qNcFPSoNVqYZu3SbugkoSqquC6Lvzyyy+4pQDcdBldxuXlJXS7XTg6OsrkGpZFrq+voV6vw9nZ2drnSs/zsNo1AVlYw1IDtweQQsHFdDpFgiDMFSbedDH7w8PDpSfUaKY747rOjMGFszsjPR3MFrhPBx8yWTgdRBlZw9ZBWjHdIOqYhIiMQG/Ua1FphwghNB6PsZ20y7I8V3Tfsqxw3kZFGddqtUwV3b6N4zhI0zTEsiza29vD2lCApOjCuGRpfJPupZ7nYU1Nn6XVaqFCoTC3L2zycxXYr1EkTeO7urpCDMPco7pkkJJaOovrukhVVSRJEuJ5PvIKIopwF7KfTCZh05isZfyQjOd54ftMgl1zG9xrWBrQJgyUR4sgCDCdTkHXdeh0OmEBTEEQQNO0jRT+bLVaUKvVgOd52NraWvg+z/Mgy3Js7361WoVGo5GC0vVUKpVExWlJ45dffglPYbJAnNNBXEWgSeQup4O4ycIatg7SiukKggCu68LR0VGsiIwPHz7AcDjciLYoisUi/Prrr2EB+16vB57nAcMwIMvywv2GYYCmaRiU/msuvH37FobDISCEoF6vA8MwkQXAj4+PwbbtyCjJrOC6LjiOAwgh6Ha70O12IZ/Pww8//AB/+ctfNqolKlIhWMcEQVj43mQyAY7jNqLtrmRpfJNGWGxtbS1Ee+Li8PAQDg8Psf39VWOnaVrk/FxGLpeDarV6T8qSQ0LmxiyTyQRKpRJ4nrfWPs/lctBqtTam7Tau60KhUHjQzxG4qNfrcHV1BYIgQD6fX2vb2LYNV1dXG9O3DtxrWBrQFFQKJcP0ej0QBAFevHgR+2dqtRq8f/8+VV3LGAwGxBkoFxcXUK/XYTweLzWYPc8DuHmAxJnSeZcubLhDyEnA930QBCGWkRqAI9WbVAqFApyfn4OmaaBpGjx//nwudXI4HEK73QbLsqBUKsHPP/+MTWu5XAZRFGN3CcWdamYYBpimGTq18vk8uK4LgiAsOK+Oj4/BMAysTq1gLsBNijTDMNDv90MH3OnpKbTb7XCNs217reN203z69AnevXsXagzWjGq1CoVCAVqtFjAMA41GY2PdfMvlMhwfH885YhVFWRjfgIODAxAEIRNO+ttkcXxVVYWDg4PMzUUKfj59+hSmbYqiCKqqZiZFlef58MCwVCoBz/NgGMacE/Ps7Axc14XRaIS1K7KqqmBZFlQqFdjd3V17yBkcOlI7bD3FYhFkWV4o87AMx3Fgd3eXqLHF2bX1TuAOwaNQKBRcjMfj2GHZHMdhLfRJWhc2kgiK1ouiiBRFQZqmrbxEUSRubHE2jSCpmG7SwspZKJ4cNOSY7UQ9m9JpmuZcWg/uTpNBOoksy3MpXbZtI1EU5y5cDUTK5fJcOQXf99Hx8fFculawL9Tr9YUUu36/jwqFAioWi+j6+jp1ve12O/xbvu8jURQRy7KRqam6rq/sQrwJSBvf0WiUqGlFkPJFebgMBoO5+Tp7xe2inSZBE5bb+1nUftXv97E2ZUE3upI0Zsta59Ask7Q8UNBBmxRILLlDI+AoFEqq0NPB+4GeDqbHQz8dzErTiAdbTDcDBGnIPM9DvV4PI5EHg8FCyqkoilijDEmAZVno9Xrw4sULaLVaYBgGwEw0liAIUK/XYX9/f+Xv0XUdTNPcSNQhSdGFJI5vvV6H8/NzsCwLvvjii5X3uq4LoijCP//5z9R13eb6+nqljRU0zBIEAQqFArx9+3aj+mbxfR8ajQZwHAc//vgjNh1JOTg4AMMwlkbMMwwDiqLAhw8fNq4toFwugyzLC1GuxWIRhsPhwhwJmmXgiiJ68uRJIhvF93149uxZZlK9s0xUk551+L4fWRopi+Bu3nUXqAOO8uigxslmGA6HoChKmL45i67r8O2332LRFWCaJmiaBoZhzL3HURuVbdvQbDaxdocisQsbKTx58gSurq5iO4Z93weO47A8XN2FLBknWa5XR6EEBN1ZAwJTuVQqzTk446DrOriuGzut+fdAiiOWtPG9uLgAAICjoyPodrtQKpVWHoR1u104OzvDsuau288GgwF4nhfWig0OGHEcjKqqCr1eD+CmwylOezsuQXp3LpcDVVVBFMVwHnieB9PpFDqdDvi+j9XW3d7eBtd1F97XcrkMuq4vdKT1fR9KpRI2O/cuTiJKPJa951mGxK6tSaAOOMqjgxon6UNPB+8fejqYHiSeDj504yQLXF9fQ6fTgel0Ctvb2+Fn33Vd6PV6ZNUbIYDT01Po9/thpDTOh4XAQTRbf6xer98pQtPzPBBFkX7+ZiBtfFmWBYZhEv0MrjWXZVnwPC+2zarrOoxGIyz1bYMsBACA8XiceQdBYFft7e2tdfgqigKfPn1KdLh3n/A8H2n/NRoNYBgmMuJ/e3sb2zpF6yymR6/Xg06nE/sz7vs+VKtVbDWvH0NdZuqAozw6qHGSLvR0MB3o6WB6kHY6SJJxEjgKSYvibTaboOt6+PVsUwPf90FRFHBdF2zbhi+//BKj0tVkyalVLpfnOqs1m80wond3dxfG43E4nxmGwbo/BHtvq9WCarV6J2f7+fk5nJ2dgaqq8PTpU3oYMgNp4ytJ0tqDjtvgWnPvEtEtCAIWrZIkgW3bwHFc7Dlwfn6ObR1rNBowHo/h8+fPse6XJAlUVcWy90mSBOPxeGEe9Ho9aDQakWnbSQ9675PxeAyapsW2sXHOWxIpl8tQLpdjHRy6rguSJGGbC7VaDQzDSNy1lai5gLkGHYWyce5SjBJXMV1RFJHrugsFiFcxmUxS1bQKz/MQx3GoVqutvbdSqSR+L+4TjuMiX6/X66jRaER+D2dRZUVRsBdPf6hYloVUVY19v+d5ie6/b0hqGqEoSliYOklzA5w0Go2wKUQwxlFF61utFvbC1bIso2KxGF6zRayDxgvBvwV3cfB2u40YhkGyLCPLssLXa7VaqFHXdeQ4Dmq324jneWxNOTiOS1QQPIpgzHmex7peZBHSxrdQKCBJktB4PEaO4yDP85ZejuOgVquFbc1lGCaRXWVZFjat9Xo90ZqEu9h6sVhMZGN3u11sDU8URUG9Xg8NBgNUq9XmdDMMg5rN5tz9hmFgb85yeHiIyuVyrMYqjuMQ1SggCyiKgsrlMjJNE00mE+S6buRVr9exPu8UCoWlz2FRTKdT4preUAcc5dFBjZP0qNfrSJbl2PeLorhgBGwKURQj54FlWUuNEJxjS7uwpYssy7E7hQYdaXFBknHCcVzoXMF5OBAX27ZDJ5HjOOHry9YEWZbR6enpBhXOQ5JTyzAMpCjK3GtBtzWWZRfmdKvVinWYkwb30ZFXEITQiZv2mK+zaWRZRuVyGdVqtUw4wkkbX1mWE625m7DFoh6cA6fEcDhc+nAdXJPJBB0fHyOWZbF1G0Y3tlhcO9dxnKWHp5sg6T6K01YIukoHB2A7Ozvh94ID8IODAzQYDJBpmohlWWzrLZqZz5qmhU714+NjZJpm5FUul6mNm4DBYIAKhcLKbvSzF86xfehdWxF1wFEeMtQ42Tz0dDBd6OlgupByOkiScUJaFK+iKAtOIrTCAdfv97FGwZHk1CoWiwvz1jCMUOvt993zPGxja9v2vfye8Xh8L79nHevWBNu2kWVZyDAMJMsykiQJW/Q5InB8DcNAg8Eg9v2e50WuI/cJx3GRD87B5ynuxTBMon/bfROMlSRJ6OTkJNx7fd9fuLKw927iZ+6LarUaHsTMrqWBfXh7LuCcB0nnLW4nEUmMx+O5z3ucC+fYiqKY+GeS2JhZgNaAozxYbnfZCkAIJSqmixAC27bh5cuX96wwHr7vw/7+PkwmE6jVavDq1SvI5XKROfE//vgjmKaJLQ8+aQFXnHUGgq5wrusC3HSE+6//+i+AmeK5mqZBpVIBx3FA0zSoVqsb6WQXBUld2EhkOBzC4eEhTCaTWPfjbGpAUtOIRqMBf/rTn2LX8vJ9H3iex1Z7ZHt7G0ajETx9+nTu9Z2dnciaOYC5cPXu7i4MBoO5Oj9Bh2eGYWA0Gs3VS8JZyzJq3ga1XpbVy8I1tiR1SwfCattS7hfbtqHdbocNu5JiWVbs7ur3zc7OTvj/0+k0lm2Oe++1LCt2DbrJZAKlUgmrHTaZTMBxHCiVSnM2gGVZoKpq+LWmadjsWyCsziJpqKoKlmVBpVIBWZbX1lT78OEDDIdDbGNLWl3mu0AdcJQHDzVONsddCrjiLPqqaRqYpgkAAIVCIXwodV0XRFFcGO9+v4/NEUtSFzbSmEwmUCwWAW4c7nHAafiRZpxIkgQHBwexnHCu60KhUMBWsH7ZerTMAYfbYUiSUytqDIvFIkwmE6hUKpHOIFxaSeqWDoQV3geCm7PM8unTp9BmCJqc4Hr/4cbWDRzD79+/X/uQncvl4NWrVxvTF8XtbrhxwLn3qqoKkiTFnrO1Wg2urq4y6+h2XRcsy4JcLgf7+/tYtRSLRfB9HzqdztIgg4Bg3W21WtTGjQHP83B6ehr7WdZxHNjZ2cFm15DWtfUu/AG3AAolbUqlEpRKJSKNk7///e9zxknW/eXPnj1L1KFqMpksjeDaBO12G2q1Wng6GPDs2TPodDoLp4O4nG9w04Ux6elgFri+voZOpwPT6RS2t7fDDkyu60Kv14vVkSlt3r17BwihxKeDuNA0Dd69e0eMcTIajWB/fx92dnbWRvG22+3Ejub7ZGtra2300yy2bWNdw6LG6uzsDBiGmVvTskDUg1KwpgmCsPC9yWQCHMdtRNtt1u21s7bB/v4+6LoO+/v72D5jSW0D27ZT0xKHt2/fhoeigiBgjyBMwnA4BEVRwg71AZqmYe3cWyqVoNPpwN7eHuzt7WF1BsZFEARwXReOjo7W7ruQgb23Wq3C69evYW9vD54/f77y3l6vB6ZpQr/f35i+pDx79gy+//573DIAbpxEsizDixcv1t67tbUFmqZBs9nciLZ1ZN3O9TwvUSDJ9vY2loyJgDdv3kC73YaTk5NYY3d5eQmWZW1E231BHXCURwM1TtInn89Dp9OJ7YBrt9vYHxJfvHgRueFXKhWYTqeZOR3M5XIgimLi00GcNJtN0HU9/FoQhHAz5XkePn/+DO12G2zbhi+//BKbTtu2E0W6vnjxYi46ddOQZJzcjuI9PDxc+zM4HVrFYhFM04z9EP3x40esaxhJTq1isQi//vpr+ODa6/XA8zxgGAZkWV643zAM0DQNg9Jox+YqNE2LHO/7JihFMEvgfBuNRvDs2bOVP+95Hti2DfV6Heu8tW071B1EH5PAwcEBGIax1OF5eHgIv/zyC3z48GHj2uDGbsn6Qe0sPM/D7u5ubPsK995bKpXg66+/hnw+D7quw5s3bxbKFZyfn8O7d+/AsiwolUpYD25JQlEUEEUx0c+8efMmNT1xIcHOTbo3bW1tYctCCPj8+TOoqgqvX78GRVGgWCwutQ3b7TZWu/FO4C5CR6FsmqRdUHEiy3KigtnT6RRrwdd+v49YlkXn5+dr77UsC3vRV5LIYhe2VTQajbCYqyiKYZHl27RaLaxF7NHNmpAEz/OwNjsJIKFpRFAoPG7hX9zFf9vtNmJZFg2Hw7nXo+auYRjY1zBZlufWW8uywmLWUbpqtRrSdX3DKv9Fu91GxWIRXV9fI9/3ww59UWOr6zrWpjdZ7Zb+UArvk9acBc18tjiOQ5qmIV3XkWEYyDAMpOs60jQtfH+SdK+/b+6rwcUmqNfribryep53pwLt94nneSiXy639fN1Hp9/7xnVd1Ov1UK/Xy5w2EiHFzlUUZcGmyTokdW29C9QBR3l0UOMkXYL25icnJ5Eb/GQyQaqqYu8uSxpZ7MK2DNu2EcMwSJZl5DhO+PqyB2pZltHp6ekGFc6D+zNzF0gxTgqFAuJ5HhmGgSzLWntVKhXshlQ+n0csy6KDg4PQuTU7dweDQWbWMJKcWmhmbGedRrPrmmmaqFgshvek/dBAarf0fr+PKpVKIsf27NXr9TamNYp6vZ7ISYX7QCk4dIlzIBrYQKQc9FKS43keKpVKSz9foijO2T64mUwmSJKkBbtgZ2cn1oE5ZRGS7NzRaJTIAeh5HlY7jLSurXeBNmGgUCj3iu/78PTpU7i+vl56T7DsOI6zEL6Pk4uLCxiPxwA36bRZ0kYSQe28Tqcz9/qyQva2bUOz2cTSmRFu9B4cHMBXX32F5e8nhaSmEeVyGURRjN1dDXfx30CDJEkr0xCztIYVCgU4Pz8PdTEMM9cw5vT0FNrtdri22baNda7rug6dTgd4nod6vR7WUws6U88iiiL8/PPPqWkhvVs6ibVtA0hqztJoNGA8HsPnz59j3S9JEqiqSmyDCUo8DMMAwzDCtVUQBKhUKnB0dIRbWshsimSUvcAwDBiGAd988w0GdavJWqOTWUizc+v1Opyfn4NlWfDFF1+svDdoRPfPf/5zY/pmIa1r612gDjgKhXLv+L4PlUoFBoNB5PcFQYB+v7+2Xs2mOD8/B0VRFpociKII3W53bbFdyjzb29swGo0WHBPLDBPA2O0QAGA8HoOmabENI9wdBEkyThqNBkiSFLvIuu/7UCgUFjp7bhrHcUCWZXBdF+DmIWXWXMraGpYlpxaJkNwt3bIs2NvbS9QFNQv4vg/7+/swmUzWNmf58ccfwTRNbGvu7u4umKYZu76tZVnQbDaX7neURbJeyJ5ETNOcW//z+XxYD2w8Hoc2L8Mw2A9mZlnW6ARu9jpcjU5mIcnODWqHHh0dQbfbhVKpBLu7u0vrpnW7XTg7O8O23pLWtfUuUAcchUIIJBon9HQwXbJ6OvjkyZPIjXCZYeL7PvA8j3XzJOl08DEYJ1khcGzNrmGapmWmcxzlfiE1ooxlWfA8LxPrfxxuN2eJE22Yy+WwPRAmfXB2XRckSaJrbkyiCtkHtoLv+6AoCriui71hE0n4vg/Pnj0Dz/Pg8PAQms3mQmdL3/fh8PAQTNMESZLgv/7rv7DpDVjX6IRhGFAUBVujkwCS7FyWZRM3FsK53rIsm8i+DuY67sYRSaAOOAqFAKhxkg70dDAdeJ6Hi4uLhYfBZYZJr9eDarWKbbMn7XTwMRgnlOSQdEiTZa0kRpQNBoNEjkDf96FarcLHjx9T1bWMIPU3ySMIrjR6WPGwfd8/8xhpNpthx3ZBECCfz8NkMlmwFXRdh263iy2FjzQajQbouh4rOteyLFBVFUzTxHrY3Ov1QFEUyOVyoKoqiKIY2mGe58F0OoVOpwO+72O3dUmycyVJWsjwWQfO9VaSJOxZEKmDuQYdhUJZAylddkgjKKrMMAyq1+uR3dg8z0PVahUxDIN2dnaw6LxNrVZbWZiUZVm0t7eHVaMsy5EFtpcVp1UUBamqugFl0STtIIi74xKJTSPiYts2Oj4+xi2DOBqNxtz8nP2seZ6HZFlGkiShi4sLrDoRIVpJ6pZ+F3A3NSCtOYsoiom6sI7HY+KKguOApEL2y+j1eqjRaKBGo4FM08zMuiGKImo0GrHvr1arWJsKkdbohCQ7t1AoIEmS0Hg8Ro7jIM/zll6O46BWq4V1/SKxa2tSqAOOQskwD8E4ySr1ej12N7hut4sYhsE+tpZlIYZhEMdxSNM0pOs6MgwDGYaBdF1HmqYhjuPCLrS4aLfbkR0Mo+atYRgLnRA3jSiKibsIUuMkHQzDoAcJCSHpkIYUrSR1S4/C9/2ll+u6SNd1rGuYLMuxHrQDptMpVoehoiio2WzGvl/TNKyHSqSgKEpkt/ZlNm6/38e+hgUMBgPE83zkAR1O+yuAYZhETuPpdIp1TajX60iW5dj3i6KY6DN535Bk58qynMgZi/uAhrSurXeBOuAolAxDsnESQE8H7wfSTgfz+TxiWRYdHByEbe5n5+1gMECqqiKWZbGOKyLwdJAk42SVI+C2U8B13fC9wMW6z4wsy6hcLqNarYZM09yYrmWQdEhDklYSmUwmqFgsEhHFW6/XE31+PM/DGvnb7/cRy7LhXrYKy7KwHyqRAs/zyHXdhddX7QFZeNAmIROB47jENiDDMKnpWUexWEzkMOx2u1htBUSQnWsYRqL1yPO8yGfPTXJ4eIjK5TK6vr5ee6/jOFjn7l2gNeAolAxDUped22S9ThnLsjAej2N3NXMcB3Z3d7GNbaPRgPF4DJ8/f451vyRJoKoq/Pjjj6lri8JxHJAkaWXh12D7cRxnYY5vknK5DIVCAd69exfrfto0Ij6kFf998uTJytpfg8EAPM+Dy8tL6Ha74LoujEYjbLXCVFUFAIBOpzP3+rI9wrZtaDabWOookaQ1Kb7vQ6PRgJ9++gnL3w+K/pNSU41EFEWBT58+ga7r8ObNm4U96/z8HN69eweWZUGpVKKdhmNAUiH7AFLqlJXLZdB1PbaNi7sDOYmNTkiyc0mCtLrMd4E64CiUDEOicQKEdDFaVkB1FUmL398nu7u7YJpmbGPKsixoNptLHbWbwHEckGUZXNcFuHnfZ+eEIAjQ7/fh2bNn2DTCTTMOURTh5cuXse73fR/29/cXHAmbgiTjhOf5SCf8KhiGwbaGJe0mqes6jEYjbMXsSTqkIUlrUnA/DKqqCpZlQaVSWbkWBASdfUkY26zg+z48ffoUrq+vl95DH7aTQVIhe5hpaLS3t7fW2R44bHE1c2k0GsAwTOyDxU+fPsHnz5/h/fv3C9/zfR9UVU3VqUxqoxNS7FySIO3g9i5QBxyFkmFIM06Ang6mBomngwG6rocPfHBjkGiaBt9//z1uaURCknFSLBbBdV1oNBpLnQLT6RQsy4KrqyswTRO2trYSdXS8T9ZFwN3G930QBCFz3RmzeEiTNa2np6dQLBYj94BPnz4l+l2fP3+GbreLtWucrutrux0GOI4DOzs7mdgfSML3fahUKjAYDCK/Tx+2k1Eul+H169cLduCyNUFVVWAYBtuBB0mZCJ7ngSAIMJlM4Msvv1x5r+/7UCwWod/vRzqON2FPSpIElmXFtsknkwmUSqXMOF2ybOfu7OwsfW+zCGldW+8E7hxYCoWyHJK67CDC6pTV6/VENeB6vR7SNC3ye57npV7f4S4FUXEVUZUkKbKuC+V+IKlpRJJi6+12G3sNy6TdLy3LwlqTaFmdn2V7BE69WdJaLpfDWmhRdeaCZjakdEZOutYHezUuSKu1eJt2u40KhcJcQ5F6vY5bFnGQVMgeEVanzPd9ZBgGkiQJDYdDNJlMIq/BYIAkSUK1Wm3pPZqmpb6+kdbohCQ7l+M4ouqpklaX+S5QBxyFkmFIM05I6mJ0dXWFOI5DFxcXa+/1PG/lZus4TurOLlEUExl+4/EY64M2SZs9SYYUIsw40TQNHR8fx76/Xq8nuv+uBE0fZq+gkO9wOIz8/uw1mUzQ8fEx9uLKJB3SZElrUCidZdlIBzFJTu5AL0msO3yzbRtZloUMw0CyLCNJkjLTwIlyv5BSyB7doQHEJmzDZcyucfdxpb2+kdbohCQ7NzhQijO2WYC0rq13gTrgKJQ1eJ6H9ZSFJOOEng6mB0mngxzHIZ7nidnsSTKk0AM3ThzH2UgU3LIIp6QPLQzDYH0IIOmQJktaDw8Pw/c6as8KnNzrHNzBhfsEXlGUhXHNMkkjTVutFlY7jCRIiy6cTqdr193AyY37oIykTASO4xIfIuA+YAgyY05OTiLf68lkkpnnHZLs3GAusCyLVFXNvGYSu7YmhdaAo1DWgLuxAUlddkiqU3aXOlqrSLvGlm3b8Pr1axiPx/D8+fOV9/Z6PVBVFfr9fuzGAvdJUHifYRioVqvQaDTW1iDBCc/z4Pt+rLHNAqQ1jUjKJgvv27YN7XYber3enX7esqzYdbfSolAowPn5OWiaBpqmwfPnz+dqKA2HQ2i325nozpglra7rAs/zsLW1tfC9pJ2RPc8DnuexNekZj8egaVrsjrFZqF1IUq3FpODsiktaJ2cgqJA9SXXKisUi+L4PR0dHv/t3vX//fiNNW0hqdEKSncvzPOzu7sLh4SGMRiM4OjoCURRB13X46quvcMt7nOD2AFIouPF9f+nlui7SdR17bvl0OkWCIIQnUbMngkH9EcdxsGpE9HQwdc2knA5yHIdUVUXj8RgdHh4ijuNQuVzObIQGaaeDDx0ca0K/3w/ngGEYyLKslZdt2xvXuAySIkhI0WpZFhqPx4l+ZlmN0E1xeHiIyuUyur6+XntvkG6NC9JqLSYFd+ohqdGFrVZrobaeruu4ZYWQlImQNFJ+FdPpdGPz2fM8VCqVltraWXneIcnO1TRtYT9tt9tIFEUkSRJRGSAPBRoBR3mUnJ+fw/7+ftitZh1ZaW+c5S47QE8H6engDbVaDXRdnztRNwwDdF0HjuPghx9+gL/85S9YtEVBTwezQ6/Xg0ajEdkBL20sy4K9vb1EkTlZgZQIEiBMKylcXFwAAMDR0RF0u10olUqwu7u7tPNwt9uFs7Oz1PesQNcsCCEQRREGg8Ha99jzPLBtG+r1euoRkQ+lK+5Djy7ECUmZCI1GAyRJgrdv3/7u3+X7PhQKBfjtt9/uRVscDMMAwzDmnncqlcq92Oz3AWl27jJs2wZd12E0GkG1WoVms0mc/YMz4vjO4PYAUiibJjiZzFp000OAng6mDymng8vodruoUCggnucjC7Lj4KGfDnqeF7sT6X1jmmbsq9FoLC2KvymSRo9kjaxHkMxCktasc5eC65uwa0iptfiQuuI+9OhC3JCSiUDBRxbt3HU4joM0TUMsy6K9vT2iMkFwRhzfFRoBR3l0qKoKlmVBpVJZeUIcEESc0dPB9dDTQXo6GJfxeAxHR0cwGAxA0zRoNBqZPHV7CKeDOGstBvX14oAQAoZhYDqdYoveHAwG8OrVKyx/m5IddnZ2oN/vY60xlARJksBxnEQ/w3EcrbV4w2xN2Gq1uhBJkcXxJSm6MAkXFxehXZPP5zP3GSQlE+EunJycwHfffYdbxoOBFDsXbuqvHh0dgW3b4VqYz+dTi+R7KBHHd4U64CiPDkmSQNf12Mac4ziws7ODrQkDaSiKAp8+fQJd1+HNmzcLxsf5+Tm8e/cuEwXBKfgYDodweHgI4/EYGIbJTJr3MlzXhVarBaZpgqIo0Gw2U23Y8FCMkyQPrqVSCer1OnWAUQBuHnSr1Sp8/Phx43+b53k4Pj6Gb775ZuN/+y4EJRU6nQ7kcjngeX7pvUHx/VartfE1wbZtKJfLwDAMvH//fqVOuCn/sYn1oF6vw/HxMTAMA6PRaGHdDcb38+fPazUDALTb7dTHd9nhRnCQEReEENi2jeUgdJbz83NQFGVhvxBFEbrdbqYaJPm+D5VKBQaDQeT3SUyjx91wbpaLi4uljstmswk//PADfPHFFxvXlRQS7NxPnz7Bu3fvQqd34BaqVqtQKBSg1WoBwzDQaDTubT98/fo12LYNcBNMcPv3Jjm4Dcji2K4EdwgehbJpkoapep6HOI5LTU9SXNdFvV4P9Xo97AW1o/A8D+VyucwX2b4Lx8fHuCUQj2maSJKkubnAcRwyDAO3tJUMBgMky/Jc6lSxWESfPn2697/1kNKhCoUCkiQJjcdj5DgOchwHeZ63cGUR3/fD1NjZz77jOMSuBZ7nZabg+jo8z8PapIfneWLScJKWVMA5tt1uF7Esm7lU72BtiiLp+F5dXW2syUW/30eVSuXODaR6vd5GdK4iKD+wrDzMsr0QN+12eyGNvl6v45Z1J7KQinx8fBzOg729vch7Dg8PM782Z83OLZfLc+ut7/vo+PgY8Ty/oLFery+sg/1+HxUKBVQsFmM1+VnHrB0dVXJEFMVMNsK7T6gDjvLoEEURt4Q7MZlM5hb04NrZ2cncRkR6nbIocD6w3GaV47LRaNzLBvl7WLfZz86DrDveer0eKhaLCw8HmqYhwzBSqRP3kIyT+6y1uElmHwhZlkWSJIXf8zwPybKMJElCFxcXWHUmJUvrWJY7kM92Rq7Vapl/nw3DSFQjzfM8pChKqppWQVqtRRK64pLaydkwjLm9qlAoIEVRkKIoc3sdy7KZ7DCZZXzfR7VaDRWLRcTz/MoL50EdQgjZth3bZun3+4jneaxrCEl2LsMw6NOnT8h1XVSr1Rbs2bgaW63WnC10Vw4PD8PP9GQyWfh+cHC77MD29tVqtagDjkLJOoqiELeJ09NB/NDTwfgwDIOGw+HSzb5QKCDLsrDpu03WTgcfknGS1DGQBRqNxtyapShKpNHZarVQsVjEonEZWXZqoZuDpFmHdlYjNzmOQ6qqovF4jA4PDxHHcahcLhNnO2SVrDh/HhpZjS5cRpBhwjBM5N4a3FOtVhHDMGhnZweLzt8Drmhpz/MWnEFZPahDN89mmqYhXddj2YiapmE93CPJzr2dNRFolGU58VrcarXupVEWqRHH9wV1wFEeHaPRKNFDU7CJ4YKeDqYHPR1Mh1WbfdIogk2QtdNBRI0TbASfM1mW56J0l72vsixjP/wgxalFUgdyTdMW1s+gM3JaqecUyn1AUnRhvV6PnQbb7XYRwzDY19sk4Iw41jRt7hBJ07SVlyiKWG1cSZIiDxyXMR6PsR6AkWTnBlpnMzjumoV0dXWV+jwhIeL490IdcJRHyeHhISqXy7GiVRzHwfbwSk8H04OeDqbHfW72myCLp4OreAzGCS6Cw43bLHPA9ft9rA8BJDm1FEVBDMMgRVGQruvIMIyVV6lUwh51HEW320WFQgHxPI9OTk5wy7kTnuelvk7F5SHUWjRNE6mqiprNJvaSICRFF4qimMhOqVarqFwup6rpPsGZOVEoFBKN7XQ6xbreJo3cxB0cQZKdGzxH6rp+55q7k8kEmaaJfN/PVF10UqFdUCmPjqB1+9HREXS7XSiVSrC7uwu5XC7y/m63C2dnZ1i6qzQaDdB1HSzLWtu11bIsUFUVTNMkpnMbzq5LtVoNDMMAQRAgn8+v7Wxm2zZcXV1h67Kzs7MD3W43sitmFJPJBKrVKvzyyy+pa7sNz/PgeR4cHh5Cs9mEra2tjWtIQtBxabb7U71ev1MHM8/zQBRFsroxUUK2t7dhNBotdGDb2dmBv/3tb0t/Btf7raoqWJYFlUpl5T4W0Ol0YDweY+uI+5A6kI/HYzg6OoLBYACapkGj0YA//vGPuGXFwnVdkCQJ+9g2m03QdT38WhCE8HPm+z4oigKu64Jt2/Dll19i01kul+Hq6ir8utlshvN4d3cXxuNxuH8wDAO6rsO3336LTS8psCwL4/E4tl3jOA7s7u5i3V+vr6+hXq/D2dnZ2g7fnudh68745MkTuLq6ir0m+b4PHMfBP//5z9S1RcGyLDiOs7T76W1wd20lyc7leR5OT09j771RsCwbdnItlUpYupM/JP6AWwCFsmkEQZhr0W5ZFliWtfJn1j3UpIVlWVCv12MtmpVKBfb396HT6RDjgLNtG9vYnp2dQb1eh3fv3sW6PzD8cOE4DgiCEPt+QRDWGodpEsdpnCUQQtBqtaBard7JkDo/P4ezszNQVRXoudZ/c319vfIBoFwuA8MwIAgCFAoFePv27Ub13cbzvNgPAHDzEOB5XqqaVjEejxN91l69egU7Ozup64rCdd1Ea8L29namH2o8zwPHceDq6gparRa02+1UH7RPT0+hWCxGOis+ffqU6Hd9/vwZ294b0Gw2odVqAdzsV/l8HiaTSfj9ra0t+Pz5M+i6DpVKBcthUkClUoFarQalUgk0TQvn8cHBAYxGIwAAaLVaUKlUoN/vQ7PZhDdv3iRaSzbF6ekp9Pt9EEUR9vb24Pnz59i05HK5xHbNrCN00/i+D4IggOd5md/nnz17luhAYGtrC+vYCoIAg8Eg9vMLzueHAFLsXM/zIJ/P/67f8ezZM3BdFziOC9ftrHBxcQGO48DLly9xS4kP7hA8CmXTkNRBkGGYRDURcIeQI4Lqqt0l3B1nHS2GYVZ2P70NztojcbQ6joNM08xEgX6O42LVoFlFUIeR53mkquq9absPXNfFNs7rPme2bSPLspBhGGFnUZz1iziOi/z7y1JQcTdnSfoZD8oa4IDUDuS3MU1zriN50KAlzU535XI5/HtRNbBup9FnuRYgIrDWomEYC6npgU3AsuxCqt8mShEsQ5ZlVCwWw2t2bwtqRc7WDsaZRi3LciIb1/M8rOsISXXVko4tbqrVKuJ5PnYjK1EUsdpaJNm595WWnrXadgGGYRCVmo5oDTjKYyToIDgej9d2EXQcB2sHwWUPg6vA6SQiqa7aXYy4u9ZOuA9EUUz0AILTMRBns7dtGymKEn4ecTpdkjo3oxAEITTMf+/vum9wGidJC4K3Wi2sRrUsy5EPpMscA4qiYNVLklOLpA7k6zojJ23Q8nsJnCUsy0Y6dkg6WEQE1losFosL61jQICuqW7Xnedj0ttvt0Lk5Wyu2VquF772u68hxHNRutxHP89j2rHq9nqhOWa/XW1rP1PO81Pc5kuqqWZaVaG/yPA/rXhbU297d3UUXFxcr71UUBbEsi9WxRZqd+5BRFCVzHenXQWvAUR4d5XIZCoVC7NRDnHUGyuUy6Loeuz6G7/tQKBTgt99+S11bFCTVVUs6trjRNA0sy4KLiwv44osv1t4vSRIUCgUi6jQcHx+D4zjw008/Yfn7g8EAXr169bt/z2QygRcvXtyLpvtEVVVwXRdLCtdd6tAIgoCtxo9hGHBwcAC2bcNXX30Vvh5VA840TajVatDv97GlPqiqCgcHB3Nas8p4PAZN02LPQ5xzgWVZGAwG8OzZM2i1WmAYBsBNqjoAQD6fD9MMN0G9Xofj42NgGAZGo9HCvlUsFsH3ffj8+fPafRcAoN1uQ6vVwvY5I63WoiRJC3ZVYO9wHBepC5de0zSh3+9Dp9MJXwvqezEMA4eHh3P2r67r4Loulv3X8zwQBAEmk8naGn++70OxWIR+vx+Z2ruJuoak1VUrl8tQLpfhu+++W3tvFupCGoYBtVoNGIaBSqUCsiyDIAhh2u/Z2Rm0Wi1wHAdKpRL8/PPP2LQmBbedu4pNpqXfdwmMy8vLcB1ZtndkEVoDjvLoUBQFRFFM9DObMrJvk8/n4ePHj7GdRIPBAEqlUuT3fN8HVVVT3bBIqqumaRq8e/cutoPK932oVqvYHFqNRgNM04RXr15Bt9tdaawGDpfgoTHr/PLLL+C6Lra/fx/ONwC4F+dbmsYJDpKe8dm2nZqWOFSrVWi322GtJ03TFozR4XAI7XYbLMuCUqmEte5Io9EgxqmVz+fh5cuX8Pr1a7Asa+1BwuXlJbaaREGh6YBgHpdKJWi1Wht3tLdaLajVasDzfGRdPJ7nQZbl2I1jqtUqNBqNFJTGg7Rai7N1gwPOzs6AYZilNhcuDMOAwWAw99qsM25vb2/ue5qmYfs3sCwLrVYLSqVS6MyM4vLyMtTpeR6cn58v3PP+/fvUa4KRVlft8+fPoKoqvH79GhRFgWKxuHSM2u029ppq1WoV+v0+9Hq9pfW5EUKQy+Wg3W5j0XhXcNq5SZrItFqtVJvI/P3vf59rerYKhmFi25CXl5f3oG5zUAcc5dGxv7+f6P6tra0542WTNBoNEAQBarVarNPBer0O/X4/8vuXl5epP9xOJhMYDoex79/e3sZmnLx58wba7TacnJzEOh28vLxc26wjTZ49ewbv37+HWq0GgiDEOh3EXZD04uIC6vU6jMfjpZtj8FBVqVQ2rC4+mzwdJNU4CbpLzxJoG41Gax0DnueBbdtQr9exP9B2u12QJAna7fackf/kyZPw/4N/G+6HAJKcWhcXF3BwcABHR0fw9OnTWB3Ilz2Qb4r76Ix8X6z625qmJXKy53I5qFar96QsOVtbW2sbtMyCu+B6lMM6aHIUNe6TyQTb3I2K0AoaReRyuYUD3a2tLWwNm3K5XOjcjLPuG4ax8mAx7TkiCAKcn58nypzA2UhmOByC4zgwmUxi2f+4HXBws+4HkXBRCIKwNAoSByTYuVlqIsPzPPi+D5VKBXieXzrnxuMx2LYNpVJp6T2O48B4PF55T1ahKagUSgSu68JgMABBELA6Ma6vr+Hjx4+g63rs00FN0yLvef/+PXS73VQjH6LSNNbh+z5WA0VVVfB9f+3p4Pv378E0TWwpMAGKokCv14s8kYeZ08HxeIzVQJlMJuFp9bptBrfeJKeDDMOkejooSRK4rgtv3ry5d+MkzYOEwKi6DUJo6VyNAiEEtm1jdx47jgOyLIcn1redncFDAE6HDMw4Po+OjqDb7cZyap2dnWFL60wyF+BmbcChled58DwPDg8PodlsZrobK4mUy2V4/fr1wjq6LAVVVVVgGAZbBHq5XIbj4+Pw8KXX64GiKMAwTGQK+sHBAQiCAN9///3GtUaNYbFYhMlkApVKJXIMcaXLBp+z+2JZOvB90ev1oNPpEJE5MZlMoFgsAiSIRE97/JLg+z4YhgH9fh8cxwFBEECWZSyfqWWQYudmKS29XC4Dx3FrPxPFYjFWmQdN04Bl2Uym9q6CRsBRKBE4jgOfP38Gx3HA930YjUaJws7vC3o6mC70dDA9Xr16BZ7nhalcPM+DYRhzURdnZ2fgum5kLaBNkqXTQUEQYtXuKxaL0O12M2OcBCe/tm1Du92GXq8Xfi/JOZ9lWdidb3DzPkynU9B1HTqdDozH4/B1TdMy8xAgCMKcU2tZ2s4suNYxQRCwRdrcBcuywrWAcr9UKhU4ODiAfD6/tn6haZrQ6/WWRvdvgkqlAm/fvoXhcAgIIajX68AwTOQh7fHxMdi2ja0eEUnReoIggO/7cHR09Lt/1/v378N1Oi1Iypx49+4dIITCbIl1tSE/fPiQKIMlbba2tuD777/PzF4bBSl2bpbS0nO53Npo7dPTUygWi7HKP7XbbSgWi/DXv/6ViFq4Ibi7QFAoWUfXdWzt5DmOS9zZDGfXM5K6Lo3H47CrXFbGLwme5yFd15Esy0gURSTLMtJ1HbcshGa6w5mmOfd6VMdG3N3t0I3e2x35PM8LO9zd7nrWarVSWxMURVnbZc00zaWd4KIoFAob7z7Z7/fD8TMMA1mWtfKK01GMsghJ3S9J6kAepzOy4zjINE2snfhW0ev1UKPRQI1GA5mmmbkOfPl8HrEsiw4ODtD5+TlCt7qgDgYDpKoqYlkWWxfnWQK9gc1wuwujaZqoWCyG9+Dq+CvLcjie6MYui9IbUKvVsNkOsiwn6iq6iul0iliWvZfftQ5FUVC5XEamaaLJZIJc14286vU6tjWM4zjU6/Vi37/J8XsIkGTnRmnSNG2lPYDzeadcLifqzDwajTKxRySBpqBSKGvA2UEw6Gx2n6eDaYeXk9J1SVVVsCwr8elgVsLzs0y5XI5MFSgWizAcDheiSYPufnHmTBrs7u7CYDCY02WaJmiaFtl10Pd9KJVKWNYEAIDXr19Du92OfZo6Ho+h2WxuvGOYZVmwt7eXqGscicSNhkiDYI/odDqQy+VWrmOXl5fQ7Xaxdb8kqQN5nM7Ig8EA2u029kj52wyHQ1AUJTK1L830+aQ4jgOSJK1MSw4eURzHwR7VDTfj1+l0gOd5qNfr4RwZDAYL5T9EUcTSpdEwDDBNM4zWy+fz4LpuZJfA4+NjMAwDW7Reo9EASZLg7du3v/t3+b4PhUIhcRmUpAyHQzg8PITJZBLrflxp9CzLJuq+6vs+PHv2jLhi9rggyc4lKS0d1nTDXgZOvXcCtweQQsGF67pIVVUkSRLieT7yCk4ycUVp0dPB9KCng+nB83xktIUsy2gymSy87nkePR1MwGyUSFxwRhJlLfLmPvE8D+u6kHSPwKnXMIxE0WKe5y1EpmYVnJHys9RqtZVR3SzLor29PdwyQ6bTKRIEYU7frF5RFJHjOLhlEgcp0XqkQVLmRJRdQ7k/SLJzOY6LfC0qwwPdzHOc8+cuNkqWMpTiQGvAUR4lSQtntlqtjWmbJZ/PgyiK9/K7tre3N1IwnJS6ap7nJarvs729TQtxxwQhFBkJks/n4ePHj5nqwgY3BfZvc3Z2BgzDYO/IGQVJdbT6/X4mooLSAnd3RkVREu8RceqqpAFJHciT8ssvv4QNO3DR6/Wg3W5DLpcDVVVBFMVwbnqeB9PpFDqdDnS7Xdjd3c1EJBwptRZJYzQaLUTrBbXqBoNBmFUR2IRHR0dk1U/CBEl11fL5PHl1sQiCJDu3WCzCr7/+OtdExvM8YBgGZFleuN8wjKUN/TbBs2fPEs1d3HvvncDtAaRQcBDUVuM4DimKEka7aJoWXoVCAfE8nygP/bFDTwcp6GZso04GLctaGr2FM4qItNNBURQTRSw4jkPc6SBOfN9HtVoNFYvFpdHRs1HSdGwfLiREyqOb6AqO42JF4VUqFcSy7IOOTMUNzvq2lPQgKXNiNBolirjyPI/uZQkgyc5tt9uoWCyi6+tr5Ps+EkURsSwbqVPX9TtlWdwn1Wo10dxVVZW49ZY64CiPDpIKZ5KGoiiIYRikKEqswuuVSgXbhq8oCk27SAlFUVCv10ODwQDVarW5cHyGYVCz2Zy73zAMrBs+SUWrEWHGyfHxcaL7cad0Bg8hJBwiUNJlPB7Hngscx2E9rKvX60iW5dj3i6K4sA5nnaRrCU5wr2OUdGAYJtH9gWMcF4eHh6hcLqPr6+u19zqOk/jf95ghzc4lKS19Op0ihmFilUuo1+tLbfUsQ5swUB4dJBXOJA2e5+H09DR2aqfjOLCzs4OlyPZ4PAZN02IX0vd9HwRBIKvIJyaCgtRBWLgoivBf//VfADcpc58+fQJN06BSqYDjOKBpGlSrVfjpp5+w6CWpaDXMFC9XVRU+fPiw8t5GowHHx8fQ7/fDFKRNsr29DYPBYCEdYxmTyQRevXqFrRB0rVYDwzBAEATI5/NrU4xs24arqyti1gXf96FarUYWXU6b6+vrlenI5XIZGIYBQRCgUCjcS2H23wPP8+B5HuRyOSiVSsDzPBiGAdVqNbzn7OwMXNeF0WiEtUnA7u4umKYZ+3NmWRY0m02s61gScDbkiOL6+nrp94JmJ0dHR1jWhevra6jX68BxHPz4448b//sPGUmSUm/ycF9cXFwA3KQXd7tdKJVKsLu7u7RkQrfbhbOzM2L2MtyQZucCIU1kAur1OhwfHwPP89BsNuHFixcgCALATUmFs7MzaLVa4DjO0kYSmQa3B5BC2TQkFc4kDXo6SAmoVqthdMjs5ycYx+CULbhwn16RdDqIbuYuwzBoe3sbnZycoMFgEDY3mUwmyDRNJEkS9tQ4juPQyclJ7Ps1TcMaUVYoFBI1NZhOp0RFwOGMzFmX9mjbNrIsCxmGgWRZRpIkYUuTJC1SPukcdByHqAgty7Kwf84mk8ncHrDuwhndH2i4PX8pvw+SMiei7KyszllSIc3OJY18Pr9yHgfR5ySWU6ARcJRHB8/zkdEVjUYDGIaBd+/eLXyPuPbGmKCng5RZJpMJOI4DpVJproGFZVmgqmr4taZpWE8FA0g6HQQAKBQKMJlMIptIwE2R4FwuBxcXF9gaIfA8DwzDwMXFBXzxxRcr7z04OIB2uw0cx2H7nD158gSurq5ij5fv+8BxHPzzn/9MXVscshyZw7IseJ4Xe2x1XYfRaITlZJu0SPknT54kjg67y8/cJ0Gk1tnZ2dri5EEkIq51wXVdkCRpbdOuWXCtY0HkJtxE+seNiqSsh6TMCUmSEhf9x7n3kgppdi5paJoGpmlGfq9UKkG32yWyQR51wFEeHZIkwXg8XjCge70eNBqNyJQM3IYqKaiqCgcHB0R0XWJZdqnjYhk4HwAeGq7rgmVZkMvlEndHpPw3WTdOeJ4H3/ehUCjAf/7nfy697/Xr12DbNiCEsD4E3OUQwfd9rGN8fn4O+/v7YQfJdeBax+7i3MT18Lq9vQ2u6y5oLZfLoOv6glPD930olUqxH8zvG0mSwLKsRKnepVIJ2+cseG/jdKIPwLkuqKoKlmVBpVJZeVAXEHR0xeV4sW0bOI6LvS6dn59TR11M6vU6nJ+fg2VZaw+VXNcFURSxHNAUi0XwfR86nQ7kcrmV5RSCw5lWq0Vt3HuE2rn3g23bYBhG6FAWBAH29vawdXS/D6gDjvLoUFUV/s//+T+Qy+Wg2+2Cpmmh4cGyLDQajbm6GaZpgq7rxNRKwQk9HaRQNk+WjROWZcOH1f/5P/8n/Md//Mfc96+vr6FQKIDjOGHEnu/72A48ljlYsgpJkTlJI+B6vR5Uq1VsUUQkRcqrqgqSJMWu+VWr1eDq6gpb3RzSai1KkgS6rhNR37bRaMCf/vQn+Pbbb2Pdn7X6elmGpMyJcrkMhUIhcq2Kgs4DCmVz/AG3AApl02iaNlc4czAYhIUz37x5A61WCzzPCwtn1mq1uaLLlOXk83l4+fIlvH79Otbp4OXlJVxdXW1M3yy5XA5EUUx8OkihZI1SqQSlUgm3jEgODw9B0zR49uwZaJoGOzs7MB6P4YsvvoDz83N49eoVXF1dQS6Xg9FoBAihubSNTaNpGrx79y62YwJnUwO4icZACCWOzEmT4CF1lsBBOBqN4NmzZyt/3vM8sG0b6vU6tnnN83xk04jd3V1oNBqRD7VB2h8OqtUqvH79Gvb29uD58+cr7+31emCaJvT7/Y3pu83Z2RnU6/XYzgHHcWB3dzd1XctwXTe28w1unLG4omKPjo5AkiQAgFhOuMvLSyJTuHAgCMJc5oRlWWBZ1sqfWbcmp4WiKCCKYqKfycKhHYXyGKARcJRHyWzaVqFQCCO2gnDx26mJuDoIkgY9HaTc5uLiYml3wGazCT/88MNaRy3l4aDrOrRaLWg2m6HzKJ/Pw2AwyMxDYLlchnK5HKueVxCBhmtdyGJkTpB2fBuEUKK0f4QQ2LaNZe8lMVI+6Lyn6zq8efNmYd09Pz+Hd+/egWVZUCqVsNawJK3WIkn1beFmvPb392EymUCtVoNXr14tPWj88ccfwTRNGt0fA5o5QYmC2rmUxGBuAkGhYGM8HiPLspDneXOvd7vdsKsNwzCoVqth00gaJHVdMgwjUUciz/OQoiipanpIHB8fh+/x3t5e5D2Hh4eI53l0fn6+cX0UfMx26cPZoXUViqKgcrmMTNNEk8kk7DB7+6rX61g7xyXtZLnJztP9fh9VKpW5/TTJ1ev1NqIzCtu2kSiK4Tzd2dkJv1epVBDLsujg4AANBgNkmiZiWRa7reB5Hsrlciv322BsXdfFqjWqm+w6bttqm4Sk7peSJIVXXJuMdr+MR6FQQJIkofF4jBzHQZ7nLb0cx0GtVouObUzWdbKUZRmVy2VUq9Uy092X2rmUu0Ij4CiUCGjhzLtBTwezA87UuMFgALIsh1+veo9t24a9vb3IgueUh8fBwQEYhhGmJBqGAW/fvsUta47hcAiHh4cwmUxi3Y+zOQsJkTm2bUO5XAaGYeD9+/dr633lcrmwAzFOSIyU930fKpUKDAaDyO8LggD9fn9tGnDakFZrkaT6tkEEKgl1IUmD9MyJT58+hXNYFEVQVTUzdte6qNjBYACe54UlYVzXhdFohE0/tXMpvwfqgKNQKPcG7bqUHXAafqqqAs/zIIoifPz4EZrN5sraIrVaDTiOi23UUujolhIAAIOfSURBVMih2WxCs9mEP/7xj3OdTg3DgHw+D6VSCf7t3/4tdsHwtJlMJlAsFgFm6patA3d3RhI6T1uWBXt7e4nSDrPAZDIBx3GgVCrNpUhbljVXq1DTNPjpp58wqVzEMAwwDCOs9ycIAlQqFTg6OsItDeCmDl2n0yGm1iIQ1v3SdV04Ojpa6+wGAPjw4QMMh0Nqh8XANE0QRTG2oz1IBe50OqlrW8VwOARFUSLrVOq6non9N2mTHl3XYTQaYVsTqJ1L+T1QBxyFQrk36Ong5ri+vl76vcC5eXR0hMWo3tnZgW63Gzu6YTKZQLVajR1dQCEHlmWhUCiA53kwnU7DmlpBhJPneVAsFqFcLsO///u/w/X1Nbx79w6bkaqqKliWBZVKBWRZXvsAi/vhlaTInKQPWFmHRsr/PkiqtUhafVtRFGM7hHF2bI1qdDJLEDkrCAIUCoXMRUuTwO2o89swDAOKosCHDx82rm2Wu9SFxLWXAbVzKb8T6oCjPGqur6+h0+nAdDqF7e3t0BB0XRd6vV4swzBL4D4lpqeD6XJ+fg77+/uxuxjiSo0jzZCipMdsOtSq9DdZlsN57Xketgdtnufh9PQ0U00N1kFKZM5gMMhEaiklO6iqCr7vg6IoUCwWlzq03r9/j7VRAMuyiRqIAMb9t9FogCRJsZ1Vvu9DoVDAkspOWtohafR6PVAUBXK5HKiqCqIohp+x4FCs0+mA7/vYbd2kBzS9Xg+q1Sq2NYHauZTfA3XAUR4tzWYTdF0PvxYEIexgFhiEruuCbdvw5ZdfYlQan6xFlJEAKaeDQQQACXVdWJYFx3GWdoW6DZ23D5fAAffixYu1nU5lWYbBYIA1pZNl2UTOKd/34dmzZ3B5eXnvWobDYex7j46OYDQaZToyh7JZLi4uQqd2Pp+PvR5vCtJqLdL6tvcPaWmH6zg9PYV+vw+iKMLe3h48f/4cm5Zgb9rb21sbDRl0UN5EiYAgmnQWhBCIogiDwWBtfUrP88C2bajX61i7OVM7l/J7oA44yqOk2WxCq9UCuHG85fN5mEwmoQMuQNd16Ha7mQkZznLaIYmQdDo4mxq36gE7oNPpwHg8xjIXJEmCZrMJ33zzTaz7cZ9kUtIjqJESZw0NHhgYhqFNDWacl/cNTkdGwMXFxdIHl2azCT/88MPaaL5NQZJWuImUVhRlwWEkiiJ0u12sToEA0mot0vq26UBaFFG5XIarq6vw62azGUZL7+7uwng8DuczwzBY7cZGowHj8Rg+f/4c635JkkBVVfjxxx9T1bVsX0MIJYoyRQiBbdvYGt9QO5fyu8Dag5VCwYBt24hhGCTLMnIcJ3xdkqTI+2VZRqenpxtUOM9kMkHFYjFWK/mst5M3TROpqoqazSb2ltye5yGO41CtVlt7b6VSQSzLrm2TniaiKKJerxf7/ul0iliWTVXTMqrVKuJ5Hl1fX8e6XxRFpKpq6room4fjODQYDGLf32q1sK5hiqKg4XCI7e/PIooiYhjm3i+c43t8fBzuVXt7e5H3HB4eIp7nse8RJGkNaDQaoeao955lWaz2TICiKIhhGKQoCjIMA1mWtfKqVCpY560sy6jRaMS+3/M8bPtvFL1eDzUaDdRoNJBpmlhtmVkYhkmkxbIsrPOg3W6Hzw+WZYWv12q18DOm6zpyHAe1223E8zxyXReL1mKxiCaTSez7u93u0uegNOj3+6hSqdx5H0tiD6cBtXMpvwcaAUd5dASdy27XHdvZ2VmIgIOb9tHNZhNLFBxJaYdATwdT5cmTJ4lC19NMjVtHUGeqWCxCt9tdmcKtqir0ej3o9/vYTjIp6ZE0TWM8HkOxWMRSowwy1tQgSdRNHHBH5gwGA5BlOfx61V5l2zbs7e2B67pY6j2RpDXANE3QNC38Op/PgyAIADfzOoiIYxgGbNvG2jmXtFqLtL7t7+OhpB2apgn9fn/uffV9HziOA4Zh4PDwcK6BkK7r4Loulg7J29vbidZ5XI1ObNsOm228f/9+7T6Xy+UyUUuUJDuXNjvJILg9gBTKpll2IrXq5AfXidvsKbGu68gwjJVXqVSip4Mxyfrp4G1EUcT2t+9CMBdYlkWqqiLTNNFgMECu66LJZIJM00SSJCGWZVG5XMYtNxGe59GTzJjYtp34ZwzDSEVLXA4PD1G5XI51su04DmIYJhUdSaNu4oAzMkdRFKRpGtJ1HRUKhbk9IgpN0+793x8XkrSimYhuhmFQvV5HnudF3lOtVhHDMGhnZweLzoCkn5ng30eJT61WWxoJGezNyyI77xuO4yIzNgIdcS+GYRJFVN83xWJxIWLPMIzw33HbpvQ8DxWLxQ2r/Bd3Wedx7Q3dbhd7lsldIMXOXTe2tm0jy7KQYRhIlmUkSRJR74XneVifz+4CdcBRHh3LNphlH16cDywkpR2iG0NEUZS51zzPCzeo2w8orVYrVgpoGiR1VDqOg3Vss5QaF5cgvWCVMc1xHDYn7F3JWnrROkg0TnDhui5yXRdpmoZ4nkeqqqLj42NkmmbkVS6XUzv0MAzj3h82Pc9bWKM3hSRJiQ49xuMxtodXkrQihFC9Xo+dltXtdhHDMFhTUUk7UCINy7LC/TVwJAcHtbquI03TQqfYycnJxnSRnnYYNW81TVuZ2o/rUFwUxcRrGM4D/KTpyFmBBDs36di2Wi2iDplxP5/dBZqCSnl08DwPFxcXC+G4y1JQcRbOJCntEG7STAeDwdzYBmkxDMPAaDSCP//5z3N6S6USlvTepGN715+5L7KUGpcEwzCgVqtFfk8QBOj3+2vTTzbNQ2t2giu15DbX19fQ6XRgOp3C9vY2fPfdd6G+Xq8Xfo0TlmUTFYKGjDQ1IAGSCq6TpBVuSiQoijKX/rYKTdPg4uICWyqfqqpwcHCANQ32rmR9Hctq98tZSE07jHpOKBaLMJlMoFKpRHZnTZoKel+oqgqSJMUum1Kr1eDq6gpbh9nBYJCJ9/guZN3OzdJ+9unTp3v/nR8+fIDBYECUHUYdcJRHR7lchtevXy/UvljmgFNVFRiGwbIpZakjXxyi9NZqNTAMY2kNHVzGiSRJYFnWnENwFZPJBEqlEtYFvl6vw/n5OViWtbbrXlCfAlctrVl83wfDMKDf74PjOCAIAsiyDN9//z1uaSHn5+ewv78P4/E41v1pOV0eqnHSbDZB1/Xwa0EQwvXW931QFAVc1wXbtlfWUkkbSZIWukeuA2fdTZJIWg/Q933geR6L45gkrXCjdzwex97PHMeB3d1dbPOW1AMlEtYxUurbWpYFe3t7G3f+/R54nl844A66et6u/wY3dqOiKFjseNu24fXr1zAej9d2Pu71eqCqKq3F+zvIsp3Lsix4nhf7c5Zm4MlD7u6ehD/gFkChbJpKpQIHBweQz+fXnr6aphkWzsRBPp+Hv/71r8ScEkdFjpydnQHDMFAqlbBoWkY+n4dOpxP7gaXdbmP9N1xcXMDBwQEcHR3B06dPoVQqwe7uLuRyucj7u90ucBy3cZ1RbG1twffff58JQyQK13WhUCgkanaSFm/fvk3NOMFFs9mEVqsFcPPAms/nYTKZhN/f2tqCz58/g67rUKlUsETEBuRyORBFMVbjg9mmBpT1CIIAg8EAvvnmm1j327aNbd6SpBVu5m3QcCEOgiDMNUzaNPl8Hl6+fAmvX7+OdaB0eXmJVS8QtI4NBgMwTTP2/UdHR9BsNjfugKtUKpnYc5NQLBbh119/DR1avV4PPM8DhmHmmrYEGIYx1xhlk5RKJfj6668hn8+Druvw5s2bhQOF8/NzePfuHViWBaVSKdPOt9PTU+j3+yCKIuzt7a11Km6aLNi5y5qdAACMRqPEzU7SgOf5yKYwjw0aAUd5lBQKBTg/PwdN00DTNHj+/PlcBNxwOIR2ux1uSrjSNEg7Jaang+lBU+PSQ1VVsCwLKpXKSqdmQKfTgfF4nMrY3iUCKw64orSCbpKlUgna7XZoAC6LOC6Xy7C3txfb8XHflMtlKBQKsVP5cEc+kdTdTNM0sCwLLi4u1jpc4OazUCgUsESfk6QVbt5nXddjHyj5vg+FQgFbhH3woHh0dATdbjfWgdLZ2Rm2/YykdYyU7pdAYNqhYRhgmiYMh0NACEE+nwfXdeciIQOOj4/BMIzI+bEpfN+Hp0+friyrEbgBkkT8pkG5XJ5zsjebzbBL8u7uLozH41ArwzAb7eJ7H/i+D9VqNdU9Yll0GUIo0fMDQghs207leWe2u3uSQ6NVtNttbN3d7wzuInQUCg6m0+na7ktB0VfcBeKz0pEvDrIso/Pz8/DroBAwy7KRxcRrtRrSdX3DKv+bSqUSFiGOep8nkwlSVRV7ByN0U1A3acFinAV1k4C7q2iWmp0UCgUkSRIaj8fI87x7uVqtFtZOzlFF/5c1hej3+1iL2SdtfICzqQEirLtZsD/t7u6ii4uLlfcqirJ039gEJGlFN00YknRh7fV6SNO0yO95npf6fpe0+yXLslj3M5LWMZK6X5JIPp9f6OI6+9k3TRMVi8XwHtzNszzPQ6VSaamdKIoichwHq0Y001FUluW5rtO1Wi3Uqus6chwHtdttxPM89uezJGyyeVeWm52k0d396uoK67PvXaARcJRHi+M4IMsyuK4LcHOiMvtxyELhTNJOienpYHrMnholSY0j4UQIdxRRlpqdJI3AioPnecDzPJZ6gNvb2zAajRY+O8siRwBjXUgSSVrbRdd1GI1G2CK1gmLVDMNApVIBWZZBEAQQBAE8z4OzszNotVrgOA7W6HPStHqeB4IgwGQyWVt7zPd9KBaL0O/3I/e0TUREkVZrkaR1jMT6tsvIatqhruvQ6XSA53mo1+thFN9gMFhIORVFEevaEGAYBhiGEda5FQQBKpUKHB0d4ZYGcFPyp9/vQ6fTCV/zfR84jgOGYRayaHRdB9d11zYa2RRZbN6VxWYnpmmCKIr3Hl1Xq9Xg/fv39/o7UwW3B5BCwU2r1UKFQmHuNAhnVNYspJ0SI3o6mBpJT402edq2Dt/3l16u6yJd17HOW1EUsf3t2ySNwIrLsmiXtFk2B5dFjmRp3pLAugi423ieh32PCE7mV0WfcxyXiegGUrT6vo8Mw0CSJKHhcIgmk0nkNRgMkCRJqFarLb1H07TU58hspK/jOCsjeB3HwRrFiwhbxxRFQc1mM/b9mqZhi0CXZRkVi8Xwmo28CezEwBYLshUoD5NisbiwlxmGEb73k8lk7nue52GNlkc3WTKzzzNZfD7rdruJ7QRK+lAHHIWSYUhNOwycmrIsI9u2w9dt20aiKM5duFM7A9rt9oIjtl6v45YVQlpqHAmGSYCiKNgdwQ8VjuMiDb9lD66WZWViDYuL53moVqth+/sMwyQyrLMyvkG6UZYPPQJI0HqXwzqc6zFpB0okrWP9fh+xLDtXDmQZlmVhTZ9+6GmHlPhEHYRqmrbyuQbnXuY4zpyDOMvPZ0ntBBJwHAeZpom19MPvgaagUigxODk5ge+++27jf/chpx1SHi5BClOS7QVnehFpzU7i4LouDAYDEAQBa2ezcrkMr1+/XiiWvCx1S1VVYBgGW4pkUjZVwHxZdzNRFGEwGCTubpaFlCjf98EwDOj3++A4DgiCALIsZ7Jbcta13ndnubTX46RpSL7vw/7+/lx62iYhbR1TFAU+ffoUu/slrvWA9LRDUri4uFhaQqXZbMIPP/wQq9lMmkR9lorFIkwmE6hUKpGfJZzlKrLUvGsdpDU7icNgMIB2uw2O44Dv+zAajWKX4sgC1AFHoawBZ30q0jryUfCSFacLSYZJQL1eh/Pzc7Asa60h6rouiKKIpaZaXLJinBiGAQcHB2DbNnz11Vfh61HGtmmaUKvVUu82fHp6CsViMbJG0qdPnxL9rs+fP0O320197pLQ3YyCj+Cw7j7qOb1//x77epw1sriOrYKU+ra7u7swGAzm9ibTNEHTNGAYBkaj0dw67fs+lEql2Idlj52TkxOo1+sAN07ZDx8+LNxTr9fh9PQUhsMh1hp7PM8v1NUN9r3bjli4qV2oKAq2Ts6SJIGu62Gn1nU4jgM7Ozv0+SwFjo+PwXEcshzzuEPwKJSsgzOVgLS0Q1JZldLQaDRidaDNArZtI0VRwvo6uELOs9RVNA6u6yLXdcPaR6qqouPjY2SaZuRVLpczkcYXF13XsaZJBnUhDw4OwrSo2dStwWCwsW7D5XI5TLM7PT1d+D7HcZlL15sly93N7gPS00pwcZ+d5XCvx8s4Pj7G+veztI7FgYT6tqSlHZKEbdux0x/7/T7ieR5rmqIsy3Np05ZlRdaRDqjValjrdSddIz3PQxzHpabn92CaJlJVFTWbzVip61lDURTs9QCTQiPgKI+S6+trqNfrcHZ2trYTl+d5kMvl6GnwA4Sk08Gk4DwRylJX0TiwLJsoighuukWRsiaoqgqu62KLGnAcByRJWjnGm4rGmH2vq9XqwueDlO6MWexudh9kJXIzKb7vQ7VaxZZy2Gg0QJIkePv27e/+Xb7vQ6FQwBZZEkUWovuztI4lIcvdL0lLOyQJVVWB53kQRRE+fvwIzWYT3rx5s/T+Wq0GHMfdawf2JBiGAaZpwnA4BIQQ5PN5cF0XBEFYmCPHx8dgGMbSDsSbQJKkTK2RqyiXy3B1dRV+3Ww2w8i93d1dGI/H4drFMAzour6Qbo+Di4sLqNfrMB6Plz4fBKUXlq0XmQW3B5BC2TRBF7gkxTOzfOJGIwbuBmmng0nBeSKUpa6icSC12YnrukhVVSRJEuJ5PvIKorRwdbkLmE6nSBCEuY52OKIxDg8Pl3ZVQzPdGdd1ZgwunN0ZH3p3M9yRm0nA3STgoZOV5iFZWcceClERQUEUclRE53g8Js6+wIUkSZF73DLG4zH2KKIgyjT4XN2OfjNNc665F87mWSQ17yKx2cl4PI79rJ6FTuRJoRFwlEdHrVYDwzBAEATI5/NrIwds24arq6vMnriRGjGAG9JOBwNIOBFSVRUODg7mauVkGRKbnUwmEyiVSuB53tpmF7lcDsbjcSYiMnRdD2v+wU00hqZpGy1m77ou8DwPW1tbC99LWnfT8zzgeR5bPUCWZcHzvAe55uOO3JxlVS2tYE04OjrKrJ2QRUjORMjCOraM169fQ7vdzsR6v45yuQzHx8dhdkGv1wNFUYBhmMgaegcHByAIQibGOes8efIErq6uYu8NWWkuFXy2eJ6Her0eRm4PBgPQNG3uXlEUsTUQIal5F4nNToLGQrlcDkqlEvA8D4ZhQLVaDe85OzsD13VhNBoRsd7NgdsDSKFsmkKhkKhWynQ6zcTJaxxIihjADYmng6ScCI1Go0RjFUSl4iJp/aQsRLtwHBe+z4qihHVzNE0Lr0KhkImTTJKwLAuNx+NEP6NpWmp61mHbNra/fVdIidycTCZz0RZZqgVIOg8tEyFLcBwXWd8yi7TbbVQsFtH19TXyfR+JoohYlp2rrReg63rk65RoGIZJtPdnwa4hjcPDQ1Qul2PViXYcBzEMsxFdtykWiwuR8oZhLM0G8DwP6/NOoM00zbnXo6Jf+/0+9mezu/AH3A5ACmXTTCYTGA6Hse/f3t6ey53PMr/88gu4rotbBhE4jgOCIMS+XxCExLWh7ptXr14RcSKUz+fh5cuX8Pr161hdRS8vL7F+xhRFAVEUE/3MqmjJtDFNEzzPA8Mw5mo+2bYN79+/n7vXtm1QFCUTUUQkcJf39faYbxIS6rrNkjRys9VqbUzbLK7rQqFQWKuRcjfq9TpcXV0lzkQgiZOTE/juu++w/O1qtQo8z8Nf/vIXLH8/LtVqFdrtdtgpPejq3G63w3tOT0+h3W6H0YZ//etfiYmux4kgCDAYDOCbb76Jdb9t22s71lP+m4uLCzg4OICjoyN4+vQplEol2N3dXTqG3W4XOI7buE4AiIyEHI1GADf77O2O8FtbW1ifd4Isk9s1TXO5HFxfX8/9W0qlEkwmE6zr7V2gKaiUR8ddCmf6vh+ZrrQpSEg7JA2WZRMVSsZdBNo0TdA0bcHpEjWfbduGZrOJzelycXEBAABHR0fQ7XZjGSZnZ2fYUx9IoVwugyzLC2k4xf+/vTtoSyNL+wb+B2fbI5TvrDtS5TodwA+QCGQ9CeDsO1L4bLsj0B8gCjrrSOG7TwRcTwdw9k8rONvpWDgfoLXKd9057+IRHo2ghS0eDv5/18V1tVjqaQJVp+5zn/uORrG/v39torW5uQmfz6fU5ITubm9vr//Z13Ud6XR6YraoqrKtJJ1Oo1arIZlM3nju6ultR+Q5zJtoNIp4PO55q7dt21hcXFTm9ZU5X+h9xgAgEonANM17ac4xTqpsO1SJaZqo1Wo4OTm5dREUF3PJSCQi7f6htyU9GAzi3bt3UsYwCpWad6nW7GRubg7dbvfavCWRSKBUKl0LGLqui1gsptZCs+wUPKKHFo/HR9p6KJsq2w5Vo+v6SNs0ZBeBjsfjA1uuRyKRgUXYS6WS2NzcfKDRXdVLax/lMenbiyap2cmwhiDDzm0ytxPc1iAgHo+LRCIhstnste0GMjiOI7LZrCgUCrKHMrJWq3Vl++blx9bWluzhKbWtRNd1Ua/XPR9/fHzM7VsjGLV5iOM40rZv3YXM+YLP5xPpdFrYti2azaZIpVLC7/eLbDYrjo6OpIyJHl5vy+Pi4qI4OTm58djee0Tm/KY3Br/fPxFzgduo1LxLtWYng8YrhBC5XG5ouZhJv4f4GgNw9OjUarWR6so4jiO1Dg1rPY1HJpMRmqZ5qt0gLi62Mt8HKgVdVJqYeNW7kel1yZTZeVKlycltN9rNZlPUajVhWZaIx+PSX1vVbgJ6stnsjYs0fr9fLC8vSx2jSosIowbTHMcZ+rmk6+5yc+c4zljG4pXruiKbzYpoNDq0duHlGoayzrm6rl+bC56dnYlisSiCwaCIRqPK1IijP6bX/bJXT7O3iNjtdkWn0xGVSkUYhiH8fr9IJBJSx9q71/H5fEokSfTmgu12+9au6bZtS+2YHo/HrwTfa7XawC6zPdlsduC1+qHouj5wTlCr1YbWgVRtAYwBOHqU4vG454m9bdvSPtgqZQyoRrXVQZWCLipNTO5CdrMTlSYnPp9vpIBasViciAUPVW4CxKXJdDAYFKZpilKpJCzLEpZliVKpJEzT7K92y8yEU20RgcZHtZ0I09Q0otFoiHg8Lvx+v1hdXZX679ALaqqYcayKZDJ5466ESdk90wscjxJol/neVal5l2rNTlKplKjX66LVaolsNnvl39nn8107X1iWJX3Mo2IAjh6tVColEomEqFQqotPpiG63O/CRy+WkrlqokjGgIpVWB1UKuqg0MbmLVColNdit0uTkLlvNZN64qnYT0Mu88hIQTiaTI/973CeVFhFSqZTY39+X8rcfA9V2IvR2Hui63t+JcNND1/WJDcD1lEql/vzn5cuXUsagWsaxaiUVenpz3UEPXdeFbduyhyhyudxIC0Sy542WZY20KO84jkilUmMd003C4fCVoOvXSQWVSuVK12+Z179ms9kPEvr9frGwsND/Xm8es7q6KlqtlqhUKv0t9iphAI4epVarJSKRyMTXp1IpY+AuZE+qhUKrgyoFXVSbmPR0u12RTqeFYRg3bi3qBWxlUWlyMmoGnOxai6rdBORyORGPxz0fr+u6tGwTlRYRDg8PR7qWyg4cq0iVnQjiYtFzlEWl4+PjiXw/dLtdkc/nr2Xzybo+qJZxrFpJhcscxxGlUknE43Gh6/rQBX6ZdF33fP21bZvb/kdULBZFJBIR8XhcNJvN/vO9OeXlh+ykg0wm0z83XL4W93YvfX2vNgn1mUfBABw9Ou12+0pwZZK3EqiUMXAXsm9ee1RYHVQp6KIi1ZqdTNrkZFD2cG8s+/v7QzOMe49OpyM2NzcnJttUlZuAaDQ60o1rtVqVFphXaRFBCCHW1tZEIpHwVCe0916n0aiwE0Eo1jTCMIxr16d6vX4lu6U3tymVSlJr66mWcaxaSQXV9BZjDcMQW1tb/XOC67rXHrLPCTR+7XZb1Gq1a+eHarV6ZU6u4r2OTwghZHdiJXpI6XQatVoNyWQS8XgcmqbdePyHDx+wv78vpR2zYRhot9vXWjHX63Xk8/lrbaUBYGZmBr///vsDjnK48/Pzod87PT1FtVrFxsaGtFbXl7muC8uy0Gg0YNs2QqEQ4vE43r59K3tofaZpolKpAAAikUi/5Xa324Wu69daojcaDbx48ULKWFWjaRocx0EgEEAsFoOmabAsC5lMpn/MwcEBut0uDg8P8eTJE6njBYBOpwPbthGLxTA7O9t/vlarIZ1O9782TRPv378f61g0TYPruteeF0Jce1/eRAiBZrMp9X3rui5WVlbQ6XSQzWaxtLSEQCAw8Frx7t07VCoVaeewubm5kf52t9uFYRhSrhGtVgumaaLb7QIAdF3Hv//9bwBAKpXC3t4eTNNEMpmEbdswTROZTGbs791BTk5OAAAbGxuoVquIxWJYXFxEIBAYeHy1WsXBwcFEXMtUsb+/j7W1NXQ6HU/HBwIBaa+vYRj4/PnzSD/juu6V8/JD0TQNm5ubWFpaQrlchmVZcBwHvdu9ZDKJQqGAZ8+ePfjYvpbP5/GXv/wFP/zwg6fjXdeFpmnS5rgzMzM4Ozu7NicfxnVdhEIhnhc8WFhY6P/38fGxp3mDzHPCIHt7e/15ua7rSKfTnt8rNJput4tarYZAIICVlRXZwxmd7Agg0UMLBoOiXq97Pv74+FhalpZqGQPiYnXy8krrpG7vVZWqK0L1el3k83mRz+dFpVKZmG0ZYkqbndi23S/G/5AajUZ/W/ddHqOcm8fBMIz+46at6ZNyDrvLtUlm1vGkZW4O4/XfflLeB6pRaSeCUKxpRK/hyqRluw2jUsaxaiUVVNJ7344yX5iU17bVal0pUXL5IbPxUQ+bnUweZsDRo+P3+/HlyxfPx7uui/n5eZyeno51XIOolDGAS9kVo5xWgsHgRK1gqWwSV4T29/eRSqXgOM6175VKJc8r3+OUSCQGZjtGo1Hs7+9fW8Hc3NyEz+fDjz/++MAjVUez2UQikYDP58P29vatmcaBQABLS0sPNr5hepl8qpzDDMNArVbDd9995+n4TqeDWCwm9Zw7SZmbwxiGAdu2R/oZXsu8U2knAi52Hezu7uLjx4+ejnddF5lMxvPx96mXzd2j6zrK5fLEZsNPYsZxLwP2MiEEdF1Hq9XC/Pz8jT/vOA6azSZyuRxisRh+/vnnMY52OkSjUXS7XWxsbNx6PsAEnBN6VldXYVnW0DmDz+dDKpXChw8fHnxsPel0GvV6HQBQLpfx5s0baWOh/8EAHD06d9lKIJNK2w4vT6pv2q7Ts7u7i3a7Lf0CSuOhwsQEF9v4ut3utUBbIpFAqVS6FtxwXRexWKz/WaTBarUalpeXR9qyI5tqNwHpdBqGYeDdu3eejs9mszg7O5MSGPBiUhYRotEoXNfF7u7u0GBAT6+cQrFYnIhr2fn5OXZ3d3F8fIy5ubn+QkG320W9Xp+IhQNN07Czs4NXr155Ot62bSwsLEgtr5FIJJBIJDy9fjK3emuahng8DsuygIsbbsuy4PP5+ou0k3I+ntRth9NUUkEViUQCuq57XnSZhHNCvV5HKpVCIBBAOp2Gruv9+x7HcXB8fIzd3V24rit1wflyUL7dbntesKMxkp2CR/TQUqmU1PbKd6HKtkNd15XZ3kvjVavV+g0LTNPsb4e0LEuUSiVhmmZ/y4HsFP1pb3Yi06hbdmSLx+MjnUdln8MajYbw+/3i6Ojo1mNrtZqS3cJkiMfjI3W9nJSGQvl8/sr2p8slKRzH6XdmPDk5kTrOURsUOI4zER0PVWgaMaxJUKPREKlUqt/FexLOA5O+7VD1kgoqyeVy18qA3MRxnIFlQh5K75zkZb7Qa5Qmay6kWrOT216neDwuEomEyGazI71nJgkz4OjRabfbME3Tc/bKpBdRnZSMAdyhAYTM7b0qm/QMh96/6/Ly8q2rmb2t1DKzpFRrdnJ+fn7ja9Xb+hkKhRCJRKRuN2i1WhOxtdSrfD4PwzA8v2au6yISiUjNqu59hkqlEl6/fn2tQcjR0RHW19dRq9W4HcqjSqUCXdc9Z670ttHt7u6OfWzDFAoFFItFAEAoFEI4HEan07l2/iqVSqhWq1IzeFXbiQCFmkZks1mUSqWh14heZmepVOofv7KyIuX6q0rGsaolFWh88vk82u02Pn365Ol4wzCQTqc9Z6vfp2lrdtJqteA4Tj/7vNccbVIyez2RHQEkkmFtbU0kEglxfn5+67G94tB0O5mrUY+FChkOuVxOxONxz8frui61OKxqzU5uW0ltNpuiVqsJy7L67weVstBoNI7jiEAgcGODgF5GxqDMGJm63a6o1+uiXq9P3NhU0mw2hc/nE/F4XNi23X9+2HkqHo+LnZ2dBxzhVartRFCtacRNOp2OME3zSqMRWWNVKeO4Wq1KzWKiyRKNRkfKEqtWq1LnjdPc7KRYLIp0Oj3WMd03ZsDRo9MrrrqxsYFqtYpYLHZjvbJqtYqDg4OJzYCbJOl0Gqurq3j+/LnsoUwlVTIcFhcXUalUPNeZqNVqKBQKAzPNHoJqzU78fj8cx/G82lcqlXB4eDixdb/oj3NdF8lkEq1Wa+D3Q6EQGo3GrcXDH8rR0RFSqdS1Rge6rqNareLp06fSxqaiXvOKrzPwFhYWBp5Xm80mCoWCtGuEajsRVGoasbW1NbDO287ODsrlMtrtNnBRnwwAwuEwCoUCXr9+/eBjVS3jeNRrL/0xe3t7/XOErutIp9MT89rPzc2N9PmWWRcSE9rsZJjbMuC+Jvv6cCeyI4BED+3yqp/XxySsZLquKyqVisjn82Jzc7P/vG3bV76W6fDwUESjUc/HO44zEa+tClTKcBj139S2ben1kzKZTD9z4fJ7uJcB+/U5QWb9nFFX4fk5uxsVzrlfK5fLIhKJ9N/Luq6LXC4ne1hXXM7iHZQ55Pf7pWZnDVOv10U+nxf5fF5UKpWJyoTRNG1gBuFNGReyzwkq7UQIBoPK1Le9XBOy2+2KbDY78PNmmqZot9tSxqiqZrMpewiPQqvVEpqmDbwfk10zuOcun29Z5wTDMPoPr/fAMq8Po2bA1Wo16dezUTEDjh4dwzCurbrfJhgMSo2sFwqFfr0OXGQz9Fa1XddFKpVCt9tFs9nEt99+K22cAJDL5XB0dIRarYZvvvnmxmN7nVy/fPnyYONTlUoZDnepjyazplpPp9OBbduIxWKYnZ3tP1+r1fqvPy46E8vKfsMdVuHr9ToymYxaq4OSqXTOVUmlUoFpmv2vw+EwQqEQcJEV1bs2+3w+NJvNicim3t/fRyqV6neRu0xmZ7vLhp0/h10fZNf4UW0ngt/vH2meIrO+raZpmJubQyAQGJjtZpqm9HrBRMOsrq7CsiwMC0/4fD6kUil8+PDhwcd2mWEYqNVqnnd6dDodxGIxKeewXlffUUI+D3Hf27sOXCaEgK7raLVat2bsO46DZrOJXC6nXH1bBuDo0YlGo/0itMPSb3t6BR6LxaK0iZ8q2w6h4KRaJXNzczg8PLxWYH3YDRbukCJ/X1SamHglo9nJY56cyKTSOVclvaCE4zhYW1tDoVC4EujuHbO2toZKpQLDMPpbwWVR5WZQ0zScnJxcC8oPuz7IDsr7/X74fL6RfkZWUwMo1jRi0M12JpOBaZp49uyZ1LF5McnbDm+zs7ODRqMBXdexvLzMrfQjqtfrSKVSCAQCSKfT0HW9f//gOA6Oj4+xu7sL13WlL36k02kYhuG5qUI2m8XZ2ZmUUiCT2uykd676mhBipOuDEALNZtNz06SJIDsFj+ihxeNxkc/nPR/vOI60tGGVth0Khbf3qmDYe3DYe0Hm+zaVSo3UVME0TeUKqD6EYDA4tKD+KJ8xn88ndcusSlQ756okl8sJn8/naStftVoVPp9P6mtbq9WEz+cTwWBQmKYpSqWSsCxLWJYlSqWSME2z/xmVvS0qHo8PHMOw920qlZJ6ztV13XMzg0loaqBS04hgMCh8Pp+IRCLCsizZw/FMhW2H8XhcRKPR/uPyuSwajV7Z5jtJ41aB4zgiGAx6asqRTCalN8RoNBpXtnvfpFarSS1dMunNThqNhkgmkyNfE3qPUcoDTAoG4OjRsSxrpJOg4zgilUqNdUzDpFKpgX972KS60WiMVIPtvqk2qVZJMBgcONkY9l6QWRNBpYmJCh7j5EQW1c65g0xqrTJd10da/MpkMiKRSIx1TMOodjNYLpeF3++/FiQa9L61LEv6OTcSiQjDMES73Ra2bQvHcYY+bNsWxWJR6lxBpfq2wWBwpM/ZJOjVqRt2DfP7/WJ5eVn2MEW5XO4v0NRqtf7z2Wy2P9ZSqSRs2xblcnlobUa6LpfLiXg87vl4XddHWugdh965f2tra+C/c6fTEel0Wvj9fmnXMnHx2lYqFc/HO44jdF0f65gGaTQa/c+7ZVmiVqvd+FC5JiO3oBJNMJW2HULB7b0qSSQSePny5bWU+2HvhXQ6DZ/PJ63zZa97aKlUwuvXr6+9h4+OjrC+vo5arTZR2yPPz8+xu7uL4+NjzM3N4ccffwQutqDW6/X+1zI0m00kEgn4fD5sb2/fupUgEAhgaWnpwcY3DVQ751426bXK/H4/2u22563ptm1jcXFRymubz+fRbrfx6dMnT8cbhoF0Ou15O9I4RCIRHB0dwTRNmKaJp0+fXnnf7u/vo1wuT8Q5N5FIIBKJYH193dPxsmvWQaH6tn6/H7ZtXzuHTSqVth1WKhU0Go0rtXhd10UwGITP58Pa2tqV93SpVEK325VSM/b8/PzGrbu9uUQoFEIkEvHciXZcFhcXUalUPF8farUaCoXC0OvyQ3BdF0+ePMH5+fnQY3phFpU+kzLVajUsLy+P1AVVSbIjgEQ0nErbDoVi23tH5TiO1C07qmU4OI4jAoHArVsjfT7fxKwQX+7O6Pf7r7y2juOIeDwuDMMQJycn0sZYrValZ9tMM9XOuT0qZJAMy+K9iazOl9FoVHQ6Hc/HV6vVGzuOPoTj4+Nbt6dPyjlXpZ0I4qKbaLfbFaZpCk3TRDqdFpubm6JSqQx8JBIJaRlwKmWFqJZpGo1Gr/19y7L6n7uvzxmO40jLkL7ttWo2m6JWqwnLsvpzG5mv7aifF9u2J+La6ziOiMViQ6+9uq5fKWdBtxu1C6qKGIAjmmAqbTsUCk6qRzEJN9rhcFj4/X6xurra3955+b3QarUmIt29R6WJST6fvzKuVCo18HNWLBalbzl8DJMTWVQ75wqFapXF4/GRglqytsEIhW8Gj4+PRSgUuhJ4ndRzrkpY33Y8VNt2OOh8ZJrmjeVUZL0PRp0nFItFqYvMdzl/TsI5t6dcLotIJHLlXJvL5WQPa6hJLVUhFFtEuCsG4IgmmGqFlVXmuu7QR7fbFaVSSfqEWqUMh8smfWKiWuH9xzA5kUW1c65KGSS5XG6kDOl6vS5M0xz4PcdxxrrIoPrNYLFYvHbOLZVKsoelLNa3HQ/VMk0H/e1IJCL8fv/Q64Cs98Go53qZdQvFxWdslPdCu93mZ+wOVGh2ctlN9zL5fF6cn58/6HjuCwNwRBNMtW2HXti2LSqVykSMs9Pp9DtXqbKizQyH+zcNhffpfqh2zlUpg+Ts7EwEg0FPW7gdxxGGYQydfI8740y1m8GbXqtJpNp4VWsaoQrVMk2DweDA5/x+/8DFhXa7LS2Ld9QMONnZ3KlUaqRrk2maTDgYkQqlKno2Nzf7917DxrS2tiY0TfPU8G3SMABHNOFU23Z4m2azKVKpVH9CKysbozeRU3VFmxkO92dYp7KbVton5b0wrauDMql0zlUpg8R1XWFZljAMQ+zv74tOpzPw0Wq1hGEYIpvNDj2mV4trXFS7GQwGg1Kzckel2ninub6tTKplmsbj8Ss3+73t/8MWYrLZ7NjnZb36hJcftm0Ln88n9vf3B37/8qPT6fSDHTKvZ41GQ/j9fk/BlFqtJn3x6zIV5mGqlKoQl3aleLn3ajQaQtO0idpC6wUDcEQTTtVth16USiVPW6fGIZVKCZ/PJ1Kp1JUL0bBHLBabmKCLSlSYmKhYeH/aVwdlUumcq1IGyV3qaMnKSFbtZjAYDCr1We/d6Kky3mmubyuTapmm5XJZRKNRcX5+LlzXFbquC/9XDZt6SqXSgyx29D5Lg65Ro5xPfT6f9IBWr0zC1tbWwGtrp9OZmMUvodA8TKVSFeLi/qwXJIxEIqJWq914vGmaIy2QTAIG4IgUMK3bDlOplLStfLqui3q97vn44+Nj6UGXUW1ubkr92ypMTISChfcfw+qgbKqcc1XKIAkGgyPX0ZKZkazSzWDvtfX7/SKbzUrt1OzF5fGm02np1wCSQ7VMU3EpQ/pykOty4KpSqVwpbfJ1OYNxaTQaIplM3vl8Osp8eFwcxxGBQECJxS+V5mEqlaoQF3PvUQPzqpWF8QkhBIhICaVSCbu7u2i32wCAUCgE0zTx9u1b2UO74uTkBLlcDu12G6enpwOPcRwHAJBMJvHx48cHHiEwMzOD33//3fPxrutifn5+6P/PpHFdF5qmjfT/eF9arRbi8Xj/62AwiN9++23gsc1mE8vLy+h2u/jzn//8gKP8X4lEAi9fvsQPP/xw5fmFhQX8+uuv145Pp9Pw+XxS3re9v69pGnRdx8ePH1EoFPD69euhx2ezWQSDQayvrz/oOKfBpJ9zDcNArVbDd9995+n4TqeDWCw29PM4TtFoFK7rYmNj4w//ru3tbbTb7bH+f7iuiydPnuD8/HzoMb0ptG3bePLkydjGchtN0xCPx5HP5/HhwwdUKhUsLi4in8/j+fPn0sY1jKZpWFxcxNraGg4PD7GxsQFd11EqlSZyvDQezWYTL1++RLvdxtOnT288tl6vI51Oo9Fo4MWLFw82xkF61wVN05DL5bC0tARczH1M07xyrK7r+Pnnnx9sbM1mE4lEAj6fD9vb29A07cbjA4FAf/yTwHVdJJNJtFqtgd8PhUJoNBqYn59/8LFdptI8bHFxEZVKxfM8oVaroVAoDJz/PoSZmRmcnZ15vidwXRehUEjKvObOZEcAiWi69LYIeKmvFgwGpa1iySqM+1BkZmmplj6uWuH9x7A6SN6olEEyah2tmzxURrLjOCIWiw29hk1KJqRpmteyK8rlstB1XUSjUbG3tydtbIOYpnnt2t8br2EYStWHG8RxHGnlNVSjUqapKqrVqvRthH9UuVy+Vuc4l8vJHlafSvMwlUpViItyFaPcG05CWZhRMQBHNGVkbjsUl7aWBIPBfiDG5/MJ0zT7j0gkMrTw/UNJpVIPtjXgvriuK7LZrIhGo0LTtBsfMru2qjQx6VGp8P6oE2vHcVi/cEqpVKssl8uJSqVyL7/LcZwHXUSZ9JvBm1Sr1f41V3ZxbS8ajYaIx+NC0zSRz+eVDCLIvoFViUrbDlUyahdUGo1K8zCVSlWIiwSJURZhZJeFuQtuQSWaIjK3HQJApVKBaZqwLAtv3rzpP28YBj5//nzl2GaziUKhgF9++UXCSIF2uw3TND3/fdkpzr2/7zgOvJ62b9r6OU4qpo/btg3DMODz+YYeMynbzfx+/0hjkH1eoPFKpVLY29tDqVTC69evr70vjo6OsL6+jlqthlgs9qDboWhytNttbGxs9LfJ5fN5adv+veh2uygWi6hUKkilUigUCrduU/wjdnZ2EI1GB27T2tvbG+l3ffr0CdVqVa0tURKpsu3w/PwcuVwOwWAQ7969kzqW27RarYnaWnqbly9folwuS51bjUKleZhKpSoAwDRN1Go1nJyc4Jtvvrn1eMMwEIlEpJWFuRPZEUAiuj+yVwHi8fjAluuRSGTgSlGpVJKasbe2tiYSiYSnTpy9tu6y9DIJdV3vZxbe9NB1Xdp7QdX0cVUK7z+G1cFJ0u12Rb1eF/V6fSIzMKY5g0R2Rvc0abVa/Sw+mRnSXrVaLRGPx690cxzXdtpEItH/G4POrcM6Tcrq0jutJj3TNJVK9f997yubl/5HMBhUauu5SvMwlUpViEv3W4uLi7c2FOp9JmV38B0VA3BEE06VbYfios7AoEBbPB4fuCXRcRxpWw+73a7odrvCNE2haZpIp9Nic3NTVCqVgY9EIiH1tY1EIiPVTzo+PpY2XpUmJoMUi8VrNwGDAsuyZDIZoWmap8CxuPj3kN05TkWdTkcYhnHtxnphYWHiujaqUqtsFJMSmL8paJnP5z1/DmWpVCpX3se9EhGWZcke2kD1ev1KF8nee9g0TWFZ1ljqxF0O8g2q3abr+sR16aWHd7mT8yhlNiZRpVIR6XRaFAqFibie9YLck1avchiV5mEqlaroKZfLVzplVyoV0Wq1RLfbFZ1O58p1TXZZmLtgAI5ogvVqBnhpaDAJk75gMDjw+VwuNzR4JDNLS6UV7bvUm5CVsafSxERFj2F1ULZ8Pn8tAHD5MSxTRrZJzyAZhezA/ObmZv89sLy8PPCYtbU1oWma9BvYRCJx5frguq7Y3Ny8Nn/QdX0iAm+3jfdyoDCXywnHca78fKPREJFIRESj0XsJgK6trfU/14MCK5FIRBiGIWzbFo7j3PooFosMwHmQSCSUysrVdV10u91r78ebyArUxeNxEY1G+496vd7/Xi/Affl6Jrs+5OXgZjQanfgMQ9XmYSo2O0kmkzfeq8lu5vdHMABHNMFU2nYoLiYng4JEtVptYEdJIbHQp2or2ncpOD7KJPE+qTYxuQvZW+OmfXVQJsuyrnzuI5GISKVSIpVKXTlvDOqcSzdTJaO72Wx6Pvc3Go2h2d8Pxefzif39fdHtdkU2m70WPPbSjfoh+Xw+sbe3N3S8XgOFxWJx6NxiVL3g2iCjdvA9OzuTWrJCFaptO8zlciMFqmRm8fbmCPF4/MpnP5vN9j9npVJJ2LYtyuWy9MZoPp9PpNNpYdu2aDab/blhNpuVvsAxjErzMFVLVfRe42nJ7O9hAI5ogqm07VBcBFPq9bpotVoim81eWfnz+XzXahBYlnVvk+dR9Va02+32ravatm1LX9Eeto13Uqk0MRnVpGyNm+bVQVkcx+mvxA/KvOkdk8lkhM/nEwsLC1LG+UfICh6rlNHdW/AqlUqeglemaY50rb5vX9co671+8XhctNttaeMa5qbxNpvNkX5XsVgcuG30PtVqtZFfR9M0xzaeaaHatkNxsRjqNQhn2/bQnSHjZlmWSKVSV57r7Yzw+/3XzlcP8Tm6SS+78LKzszNRLBZFMBgU0Wh0IoO1Ks3DVC1V4TiOKJVKIh6PC13Xh9YbVwkDcEQTTKVth+Iia0DX9Su1knp66c+rq6ui1WqJSqUytN7KQxh1RVt20KVWq420TdNxHOnbOlWamIxC9ta4y6Z1dVCWXC4nfD7fle06w1SrVeHz+SbypmAYmecxlTK6DcMYacGj3W5Lq2cqLgUyep990zQn+rN/n+M9OzubmPMxjUa1bYfi4hyaSqWEYRhia2tLdDod0e12heu61x65XE7aezMajV67f+hldw/aai2zJrMXjUZDxOPx/n3EJC1IqzYPm6ZSFapiAI5ogqm07bCnlxnSm1D19LYlfh2EkbX10LKskf52b9IlUzwe95y9Ytv2RGRpqTIxUWVr3CDTuDooi67rIwXmM5mMUhmcMoPHKmV032XxS3b91ZuyNidNb7ylUunO4+1lUruuKy3LiP4Y1bYdGobRf9y0uDgJtYMH3T/0FkGGjWmS5jXDlEql/mv/8uVL2cPp4zzsYdm23d9ZoyKfEEKAiCZSIpFAqVTCd999J3soI+l0OrBtG7FYDLOzs/3na7Ua0ul0/2vTNPH+/XtJo1RTOp2G67pIpVKIRqMIBAIDj9ve3kalUsFvv/324GP8muu6sCwLjUYDtm0jFAohHo/j7du3socGXIwvFArBcRx4vSQGg8GJeG3pfvn9frTbbc/nXNu2sbi4KPW9cH5+jlwuh4ODA9i2feOxjuMgEAhIGe/MzAzOzs7w5z//2dPxrusiGAziy5cvYx/b1/x+P2zbxpMnTzwd77ouNE3D77//PvaxDaJpGnZ2dvDq1Sspf39U9zFev98Pn8+HQCCAWCyGjx8/3usY/4iTkxPYto0XL17IHspEMwwDzWbzyufMcRxYloWNjQ3ouo5sNovvv/9e6jh7NE2D67qe5wmQOFdYWFjAr7/+euW5aDSKTqeDZDI58PMyNzc3kfOak5MTlMtlWJZ1ZZ7GewhvXr58iXK57Pl6poJWq4VyuQzbtuG6Lg4PDz3PLSYBA3BEE6xer2N3d9fzxNJ1XWQymYmaiH6t2+2iVqshEAhgZWVF9nBu1O120Wq1EAqFJmIivb+/j7W1NXQ6HU/Hy7rRVk02m4VlWQiFQgiHw9A07cbjm80mzs7OJvq1nbT3rio0TcPJyclIEzm/3y8lSATFgseGYeDz588j/YzrulcWcR6KYRgoFAqeb/zr9ToymYy0c4KXgOEknRNGDXAOous6ut0uQqHQtSCObJVKBbVaDT///LPsoSit2WyiVCqh1WrBNE1kMhmpC9LRaBTdbhcbGxu3zhMA4MOHD9jf35dyXtA0Daenp9eec10Xa2trWF9fv/K9TqeDVCo18jn6viwsLKDRaFz5HO/t7WF9fR3tdhsAIIRAKBTqvxdkXBtUpGkaNjc3JyaQfd82Nzdh27ZSwdg/yR4AEQ33+vVrlMtlbG1t4ccff7z1+NPTU9RqtQcZ213Nz89PTObTbWzbxqdPnyZihaXT6SAejwMXkxC6PwcHB8jlctcmpMP0sp4m2SS9d1USjUZh27bnm7xeAEyWXC6Hs7OzkYPHMoRCIRwdHY10Ay3rBmtpaQlra2tIp9P45ptvbj0+l8shFos9yNgG+frGdZBJOid4Ge9tjo+P0el08OzZs3sb131pNBrXgh80ulgshlgshs3NTeRyOZTLZcTjcfzjH/+QMh5N07C4uOh58fjZs2dYWFgY+7gGiUaj+Ne//oWnT58CF4sEjuPA5/P155KXWZYF0zQljPR//Pbbb2i1WlhaWhqY7ZZMJlEoFCby866CTCYDTdPw17/+VfZQ7t0vv/yCbrcrexgjYQYckQJU3HY4bWSvsKTTadRqNSSTScTj8VtvtGWuvKpGpa1xdyH7vauSfD4Pn8/nORi7t7eHT58+YXt7+9r3XNdFOp0eaxZMNBpFPB4fOXgs47ygUkZ3t9uFruuIRqOoVqv49ttvhx6bTqdRr9fRaDSkZ5Z5xXPC/7rvAMnp6Skcx0EoFLq2BZC8m8Rth/l8HoZh4M2bN56Od10XkUhESlaZZVmoVCrY39+HEALhcLifMfr1+3JzcxOWZUl9v/ay83qY7XZ/NE2D4zgAgEgkAtM0Pb+HZTo5OUEul0O73R66oNH7/xq2rXpiyS5CR0Q3a7VaIhKJeCr2OknF4V3XFZVKReTz+SuNA2zb9txIYJKkUinpXe68dGbsOT4+nogmDCpQsdnJKGS/d1VydnYmgsGgODk5ufVYx3GEYRhDu/g+RCMU1Tplq9RIptdAxu/3i3Q63S/43O12+w0ADMMQfr9fqUYcQoFzQqVSEel0WhQKhbEX4/+6I+tND6/H3VTonv7XoPNnvV4X0Wj0Srd0Xdf/UMOOxyocDl95Hb9ufFapVK681vv7+9LGerkjrs/nE4ZhKFtgf9Ko1uxEXHQW7zU9u+1cGwwGh87DJhUz4IgmWKfTQTQaBUbYdjgJxeELhQJKpVL/68srbr1Mvm63i2azeWNmwUNQZYVl1DpTrutifn6e22A8ULXZiSrvXZWcn5/j48ePKJVKsCwLwWBw4HGnp6cwTROxWGzotp3t7W1Uq9Wxno9VqqvWo1JGdyqVQr1eh8/nG/h9IQQCgQDa7fZE1CBT5ZyQSCSubIUuFAr9hgyLi4tot9v9OY/P50OpVMIPP/wwlrEYhoFut4vXr19D07Sh78d2u41ms4lYLDb0GNu20W63+8fs7u6OZczTolebitsOx6dUKmF3dxeapiGXy2FpaQm4KGL/9bVL13VpdQs1TUM8HodlWQDQfz/4fL5+FhzLaNyNas1OcClrr9dkR9M0WJaFTCbTP+bg4ADdbheHh4cTcf0diewIIBENl0qlhM/nE6lUSliWJWq12o2PZDIpfdU1n8/3VyV0XRepVEoYhnHtuGKxKH0FXqUVlrtkaZE3tVpNpNNpz8c7jjPS8eOg0ntXJb0sgft6jPt8HI/HRafTGevfuE8qZnT3MuEGPXRdF7Ztyx6iEIqdE3qvaTweF7Varf98Npvtj7FUKgnbtkW5XBaapo1tvPF43NP5PBKJXBnrMJlMRmSz2Xsa3XTrZR+qnO1Wr9dFPp8X+XxeVCqVkTKS6X8NOyc1Go1+xlY6nWZW3Bg0Gg0Rj8eF3+8Xq6ur0ucUlmUJn88nKpXKlecH3Qc1Gg3p95J3wQAc0QRTbdths9nsT6ov35QMCsCJi4nvzs7OA47wql7KezAYFKlUSpimKXw+nzBNs/+IRCJjnfx7lUqlpG4PmHYqbY0Tir13VfL1Npg/+hh3AEml4HG73b5yoz0Jr59XjuOIUqkk4vG40HVdxONxUSqVZA/rCpXOCZZliVQqdeW53vZov98v8vn8le8Vi8WxBbVSqdS1v/e1SqUiTNP0/DsjkQiv1x6ovO2w1Wr1A95fP7a2tmQPTzmmad4YvHQcR1iWJQzDEIZhiK2tLQY771mpVOqfg1++fCltHMOur5FIZOC/ealUUq60EbegEk0w1bYdptNpALi27WJhYWFgcddms4lCoYBffvnlwcbYU6lUYJomLMu6Uox00JYumePsabfbME3T8xh63Rllb0dWiSpb41R776okGo3CdV1sbGz84d+1vb2Ndrs99vdJIpFAIpHw1Cm72+3CMAz8/vvvYx3TIGwkMz6qnRMWFxfRarWubCnr/T/4fD4cHh5eKQngui5isZi0Mb98+RLlctnzNqd2u41CoSBtO58qVN12uLq6CsuyhpaG8fl8SKVS+PDhw4OPref8/By5XA7BYBDv3r2TNo77cnR0hO3t7f77AwACgQCvD3/QJDY7mZubQ7fbvfbZH1YuRvb14U5kRwCJaDjVth0OW1kflgHX+xkZVFxhWVtbE4lEQpyfn996rG3bUoutq0alrXEqvndVEY/Hb82G8eohM5JTqZRIJBKiUqmITqcjut3uwEcul5P23lUto1slqp0TBs1tehl7w96fMs+5N81hhpmU7M1JpuK2w1qt1s80NU1TlEolYVmWsCxLlEolYZpmf2utzEy43uvn9/uvbeWbRJubmwPPVV83iuhlS3rdEk7qNTsJBoMDn8/lckPnZ6qdbxmAI5pgqm07HHazNGzy6jiOtBssTdMGXuyH1VRyHEdqnYHeDbRpmkLTNJFOp8Xm5qaoVCoDH4lEQrkLkiyqbY1T7b2rklwud283K47jPMgiiirB41EXBBzHGToRp6tUOycMmhP03sPDtkjLPOfeZZ7C6+/tVNt22DsnedkOnUwmR+5SfZ8ub++VXdPLC7/f3+/I2e12RTabHTgvM01TtNtt2cNVSjAYFDs7O6Lb7Yp8Pn+tVmgqlZqo11TX9YGfm1qtNvR+UrXFuj/JzsAjouHy+bxS2w5nZ2dxfn7uectAs9kcus1v3IQQA8cZDofx8ePHaynOs7OzsG37AUd4VSgUutKJr1aroVar3fgzsl5b1ayvr0MIMfLWOFlUe++q5D62nvbMzs6O3KF0VJ1OB/F4HBihU7YsoVBopONnZ2fZxdkj1c4Jg+YovfEMep90Op2hHYkfwvz8PP75z3/i+fPnno7vdrtjH9M02N7evvH7vQ6Hx8fH8Pl8WFtbw7t376TNcdfX1xGNRj1tzatWqzAMAxsbG1K2gGqahna7jWAw6Lnr9dHRkbRu8LOzs0gmk/2u0rh0TQuHwzBNEysrK1LGNg0udw8VQiAUCvW3ecvsij5IOBzu3x9Wq1WYponvvvsOr1+/RiqVwk8//XTlM1WpVEaeX8jGABzRBAuHw3jx4gVevnyJWq2Gb7755sbjT09PcXZ29mDj+1o0GkWlUsEPP/zg6fiPHz8iFouNfVyDaJo2MFi4uLiIfD6P9fX1az/jOM4DjvCqUCjEIMqYNJtN1Go1vHr1ytPxz549w8LCwtjHNYxq710aH5WCx+FweKQgBnmn2jkhGo3iX//6F54+fQoAqNfrcBwHPp+vH1C+zLIsmKYpYaT/Y2lpCWtra54XQ/P5vLS5jUq2trYG1nnb2dlBuVzuB2JwETQIh8MoFAoSRvo/Wq0WKpWK5+M3NjZQKBSkBOCSySTq9brn+bjruohEIlLqg/bYtn1lISmTycA0TTx79kzamKbF5ddV13WUy2W8ePFC6piGMU0Tpmn2FzJarRb+/e9/AwBev36NYrEIx3GQTCZh2zay2eyVAKMSZKfgEdFwqm07LJfLwu/3X9s2Oyhl2LIs4ff7pdX2SKVSol6vi1arJbLZ7JUUfZ/PJwqFwpXje9sgZIlEIsIwDNFut4Vt28JxnKEP27ZFsVjkFhiPVNsap9p7l8ZHpbpqh4eHI217dByH5zCPVDsnlMtlEY1Gxfn5uXBdV+i6Lvx+/8AxlUol6eev4+Nj4fP5xPLy8q3H5nI5qXMblai27XDU85Hsjum6rnuuQ2fbttR5TW/LbCQSEZZlSRvHNAoGgyKdTvfvEYrFotB1XRiGMbT2nmyZTKb/+b88b+jVt/66tIZq51sG4Igm2KCTzKTW9+kJh8PC7/eL1dXV/sTq8uS51WqJdDot/H6/SCQS0sbZbDb7k36/3y8WFhb63+vV7lhdXRWtVktUKhXh9/s91f0Yl1GLw8usrzcqx3GG1v15CKo1O1HtvUvjo1rwmI1kxkPFc0JvrtALtnx9E/V18XXZ9XDX1taEz+cTc3NzYmtrS7Rarf4iaafTEZVKRRiGcWMdO7oqGAwKwzCGFtmftEDMXeZUMudhjuOIVCrVr5/Xa9Djuu61h8wGPeLivXBfDZAewm1Bq3g8LhKJhMhms9KbYKjY7ERc1Geu1WrXmkJUq9UrAXrZ17K78IlJLxpC9IgZhjHytsNgMCi1Lbdt2zAM40q9sq/1Tju2bePJkycPOLqrTNPsbyeIRCL97SXdbhe6rl/7f2g0GtJStiuVCnRd9/z3XdfFysoKdnd3xz62P8p1XWiaJm3rQzqdxurqqlJb41R679L4GIYx9jpz9+Xk5AS42JZVrVYRi8WwuLg4tFZltVrFwcGB1OuZSlQ8J5RKJezu7kLTNORyOSwtLQEXW46+3nKq6zp+/vlnSSP9H5FIBJ1OZ+j8RgiBQCCAk5MTz7VwHzNN0+C6rjLbDg3DQK1W81wnrdPpIBaLSTmHXS6T0auhd5tAICDtfOv3+6XfE4xiZmYGZ2dnQz/nrVYLjuPg9PQU1Wq1X89Qxnkhm82iVCoN/duu62J3dxelUql//MrKykSfw7rdLmq1GgKBgJq1AWVHAIloOFW3HR4fH4tQKNRfnfh6O4Gu68K2bdnDFGLKV1gmxaDV1t6j2+2KUqkk9X2r6tY4vndJpU7ZKmZ0q4bnhPG7vDXq60c8Hr/22tNwqm07TKVS17Zz38Q0TWnZkMFgcKTO7rK7uzebTWl/+y58Pt9IWzeLxeLEZsZ2Oh1hmuaVazSvvePFDDiiCZZIJBCJRAYWUB5EdibR13qr271Cur2uO2/fvpU9NE+UX2GR6OjoCCsrK1eKKN9E5sorAORyORwdHXlqdtLLKPny5cuDjW9UfO8+Du12W5lO2SpmdE8TnhPuT7PZhGVZVzq3Li8v4/Xr17KHphRN02Capuc5rmzNZhMvX75Eu93uNxAZpl6vI51OS8s0jUaj6Ha72NjYuLU5Dy416OH51pvbMuC+JvPa67XZyeWus4VCgeezMWIAjmiCTfO2Q5pe3W4XhmFglMuLzBttbo0jlakSPI5Go/2tLoFA4Mabwt62nWKxyM8Z0ZRSbdshAKRSKezt7aFUKuH169fXxn50dIT19XXUajXEYjFp26YTiQR0Xcf79+89HW/bNhYWFiZmAX/S+f1+OI7jOQBXr9eRyWSkXM9mZmb6QeOTkxMUi0VYlgV81R11UrZ/n5+fI5fLIRgMSukg/BAYgCMiqba2tvDjjz/KHgbdo3Q6jVqthmQyeWMgq6eXJSmz9oiX+iiXyc7YI4JiwWPVM7qJ6H61Wq1+3T9VuK6LJ0+e4Pz8fOgxk1DnOJ/PwzAMvHnzxtPxrusiEokoU1P0ofSusZcJIaDrOlqtFubn52/8ecdx0Gw2kcvlpAVkNU3D3NwcAoHAwGw30zQnKis6nU6jXq8DAMrlsuf3sEoYgCMiaSblBuv8/By7u7s4Pj7G3NxcPyDY7XZRr9cZIByRYRgolUp49eqVp+Nlr7yqtjXuMawOkjcqBY+Z0f0wTk5Oht70FwoF/PTTT7dmShLRcK7rIplMotVqDfx+KBRCo9G4NThDk6/XKORrQoiRrr1CCDSbTSnbkVVrdqJpGhzHAS7KbHhteqISv+wBENHj1Ww2b82OGrdCoYBgMAjTNFEqlVAul/vf0zQNnz59wsLCAv7zn/9IHadKut2u5+AbAMzNzWF2dnasY7pJIBCArus4PDzE8fExzs7Ohj6Oj4+xsbEhbawA8ObNG1iWhWKxiJ2dHaljIblCoRCEECM9ZFlZWRnp5mN2dpbBtxFsbW1hZmYGuq7jb3/728Bjvnz5gidPnuBf//rXg4+PaFrMzs6i0Whge3sb4XC4/3woFMLa2ho+f/7M4NuUOD09xe+//46ff/4Zr169unIdHeW6W6vVpHadFkIgHA6jXC7jy5cv2N7ensjgGy7uvWzbxtnZmefg29HR0djHdZ+YAUdE96qXnXNwcHBrVpHjOFK38hUKBRSLReBi4hQOh9HpdPDrr79eOa5UKqFarXoudP7YGYah1DYG1bbGPYbVQfKGddUIF1v54vF4/+ubMnSbzSaWl5fR7XY91y8iIvXt7e3157G6riOdTvMcMKJms4lEIgGfz4ft7e1bG1wEAgHp26xVa3aSz+fxl7/8BT/88IOn42XPye+CATgiuje9Lj+O43jOtJC1la93wxKLxVAul/urlQsLC9cCcLgI0iwvL+P7779/8LGqJp1OY3V1Fc+fP5c9FE9U2xpnGAaazSaCwaDnzMGjoyMG6qaQasHjr/GG8H6k02lomgZd1/Hx48dbO9hls1kEg0FlbsiIJsHLly9RLpeVahoBAPv7+0ilUv2Fu8tKpZLnQAf9j1qthuXl5ZG6oMqkYrMTwzCwurrq6b3Z7XYRiURwenr6IGO7DwzAEdG9yWazsCyrn01228pQs9nE2dmZlABcOp0GLhoAXDYsANdsNlEoFJgF50G73YZpmp5fK5nt2VX0GFYHyRvVgsc9vCG8XwsLC6hWq56D7J1OB5lMhtczohFomobNzU2lFmJXV1dhWdbQRXGfz4dUKoUPHz48+NhUNmoXVJlUbXaysrKCTqeDbDaLpaWloVn+7969Q6VSUeoeggE4Iro30WgU8Xjc86q6bdtYXFyUctKcm5vD4eHhtRWhYQG43s+odIKXKZfL4ejoCLVa7daC391uF7qu48uXLw82PtVN++ogTS/eEN6/mZmZkbIxuOhBNLpeMftarYa//vWvsodzq3q9jlQqhUAggHQ6DV3X+3WXHcfB8fExdnd34bouFz5GpGJQSxULCwv9/z4+PvbU7EJmOaO7YACOiO7NXW4CgsGglMDLzMzMwIygYQE4ZhF512vbvrGxgWq1ilgshsXFxaENN6rVKg4ODpS6eMo27auDNJ14Qzgeo24x4vWMaHSX669GIhGYpok3b97IHtZArutifn4ey8vLeP/+/Y3HplIp7O3tKbOlkqbboK6tt5FVzuiuGIAjontzl+L7rutK6YCpaRpOTk6uTTaGBeDq9ToymYxSJ3hZ/H7/SO3ZoeDqlUyPYXWQ7sfOzg4ajQZ0Xcfy8jKePn0qbSy8IRwfwzBQKBQ8b43j9YxodH6/H6lUChsbG7BtG+Vyuf9ZymazUs+vX8vn82i32/j06ZOn4w3DQDqdxrt378Y+tsdgkq69qolGo+h2u9jY2Li1lBEAfPjwAfv7+0pdzxiAI6J7k0gkUCqVlCj2nkgk8PLly2sZFsMCcOl0Gj6fDx8/fnzAUarJMIxbO+B+TbXVK5kew+ogeZNIJHB2dtb/ulAo4NWrVwCAxcVFtNvt/vvE5/NJzSrjDeH4mKaJWq2Gk5OTW7f84+K1jUQivJ4RjaDXAOlypqnjOLAsCxsbG9B1HdlsdiJqxC0uLqJSqXiej9dqNRQKhaElWOgqla69qkkkEtB1/daFuh7btrGwsKBURrdf9gCIaHqM2ubadV0sLy+PdUzDJJNJrK2t4Z///Oetx1YqFdTrdZim+SBjU10gEICu6zg8PMTx8THOzs6GPo6Pj7GxsSF7yEoJhUIIBAIol8uoVqu3Pm7qhkhqSyaTODw8RDAYRD6f798ArK6u4vDwEEIIFItFHB8f4/3793j37l1/i/hDa7VaKJVKno/vbWGn2+XzeZydnWFpaQn/+c9/bjw2nU6j2+3yekY0os+fP1/b5h0IBLC2tobT01Osr6/j48ePmJmZwX/913/h6OhI2lht2x5pMTwSiYy8cPqYqXTtnTRHR0fY2dnB+fn5wO+Hw2FEIhHPv29ubg7z8/P3OMIHIIiI7lE8Hhebm5uejrVtW/j9/rGPaZhwOCz8fr9YXV0VR0dHQgghDMPof7/Vaol0Oi38fr9IJBLSxqmaeDwu8vm85+Mdx5H6PlBNPB4X2WzW8/HHx8d8faeUZVkilUpdec5xHOHz+YTf77/2OSwWiyO9d+6TpmkjHS/7+qCacrnc/3dPp9OiUqmIVqslut2u6HQ6olKpCMMweD0jGrNSqdT/LL58+VLKGO5y7uT51juVrr2TpFarCb/fL/WzMQn+JDsASETT5dOnT0in03j58iVSqRSi0ejQ4vvlcnno9x5CtVqFYRgol8sol8v952dmZvr/3Ushv/x9ulkqlYKu6yP9DLO0/tfR0REODg6QTqcH1r8Kh8MwDMPz71NydZA8sSwLrVbrynO7u7v9//46w9g0TcRisQcb32W94uVe8T07mkwmg0ajgXq9jlqthlqtdu0YIUQ/e5bGx3VdRKNRbud7RE5OTlAul2FZVv9cJ4SQdh6bn5/H0dGR5yy4TqcjdT6uGpWuvZNkfX29f181rP73/v4+Xrx48cAje2CyI4BENF1arZaIRCL9FY7bHqNmRdy34+NjEQqFhM/n669c9f7b5/MJXdeFbdtSx0iPB1cHaRS6rl97zjRN4fP5hp5bZZ1zdV0XnU7H8/Htdlv69UFFvUy4QQ9ezx4Gszenk2EYotvtXnmuXq+LaDTav273PmelUkk4jiNtrKlUShQKBc/Hm6Yp0un0WMc0TVS69k6SYDAobNsWlmUN/Xz4/X7huu5Iv9frzqtJwQw4Iro3nU4H8XgcuJQ5NulCoRCOj49RKpWwu7uLdrvdf940Tbx9+1b2EKdSt9tFq9VCKBSa/pWuEXB1kEYxqAPuwcEBfD7fxK22h8Nh7O7ues7IKJfLE/f/oIJMJoPl5WVYloVGowHbthEKhRCPx3k9G2Bvb+/ef+eHDx+YTTSFfvvtN7RaLSwtLV3Jdutds5PJJAqFAp49eyZ7qMhkMnj58qWnDpz1eh2VSgWNRuPBxqc6la69k0TTNPj9fqysrAw9ZtT7R9d1kcvl8OOPP97DCB8GA3BEdG96wYNkMol4PH5r++he6+hJsLa2hrW1NdnDeDRs28anT59g2zZc18Xh4eHA7ZaPjW3bOD4+RrPZRDqdHnhMPB7H2dnZSK/X1taWUpMT8mZQZ9teIe1QKHTte51OB8Fg8EHG9jXeED6c2dlZvH37lgE3D968eQPXde/99zIAN50ymUz/v4UQ/cXaTCYzdNFMhlgshlevXiEcDqNUKuH169fXGkgcHR1hfX0dtVoNsViMC3sjUOnaO0mePXuGVCqF//7v/x56zKDg5k1OT0+VO9/6hCppKkQ08TRNw87OTr8b0G1Uax3NIMZ4bG5uwrZtzy3Hp5lhGGi1Wvj222+HHuP3++E4jucAnOu60DRNmc8ZeZdIJLC5udkPaNXrdaRSKfh8PjQajWs3VKurqwiFQtICM6lUCnt7e55vCH/++Wcp46THwzCMsXR/DAaDA2/SSV2apl2pZanrOsrl8sQGrlzXxZMnT4Z2m8SlbCPbtq+dj2k41a69k8K2bRiGAU3TsLKygsXFxSsBSyEEIpEIKpWK54Dlhw8f0Gq1lDrfMgBHRPfG7/fjy5cvno93XRfz8/M4PT0d67juA4MY45NOp9HtdvHLL7/IHop0qVQK//nPf25cHZyZmRkpA67b7SIajSo1OSFvLMtCpVLB/v4+hBAIh8PodrsIhULXCsBvbm7CsiypheF5QzgZXNdFJpPBx48fZQ9Fumg0Ctd1sbu7OzBz5S7K5TKKxSLPuVNG0zTE43FYlgVc/DtblgWfz9fPgpu0TH7XdZFMJq81DOgJhUJoNBpsejMi1a69k8SyLGSz2aGZbkKIkbPgAoGAUudbBuCI6N4YhoHPnz/LHsZY1Ot1ZDIZpU7wsp2cnCCXy6Hdbg8NsvZWk5PJJG8GuTpIdxCJRHB0dARcmrheXoHf2dlBuVzu17dsNpt4/vy5tPHyhlA+Lij9r0QigUgkgvX19Xv7nY7jQNO0kRYkafJpmoZ2u31tYaDZbMKyLNTrdSSTSZimOXFZcZZlwbKsK3WOk8kkNjY2ZA9NWapdeydJu91GLpfD4eHhyB3SB1Et45gBOCK6N+l0Gqurq8pcYM7Pz5HL5XBwcHDrFhTHcZRbYZGp0+kgFotdKVA8TCAQGDipfay4Okij6jWR0TQNuVwOS0tLAIBWqwXTNK8cq+v6RGzt5A3h+NyUYXh6eopqtYqNjQ2eEwBUKhXoun7vAZNsNovt7e17/Z0kVzabRalUGprl1sukLJVK/eNXVlYmLiuO7o+K195Jc7kGpxCiH+j2uginYsYxA3BEdG/a7TZM0/S8ldB1XYRCISknzd7f9hIg6lFthUWmXq2UQCCAWCwGTdNgWdaVAsYHBwfodrs4PDxk8O0rj311kIhGc3R0hJWVlX5A8zYMyt8vdvamo6MjbG9v97elQuLn7OXLlyiXy5xbkXJGrXOsYsYxu6AS0b0Jh8N48eIFXr58iVqthm+++ebG409PT3F2dvZg47ssl8vh7OwMoVAI4XD41o6tzWZT2lhVU6lU4DgOLMvCmzdv+s83m81rGQHNZhOpVIr1374SDof7HSDva3WQiKZTt9tFJBLxvJhE94+dvaff1tbWwDpvX281xMW1OhwOo1AoSBgp8Msvv6DVauH777+X8veJ7iocDo90fCAQuLK4rwJmwBHRvTk5OQEAbGxsoFqtIhaLYXFxcWh76Gq1ioODAymrg9FoFPF43HPdF9u2sbi4yIwBDxKJBOLx+LVuT9FoFPv7+9cmr5ubm/D5fOww69FjWB2k6XZycjI0M6NQKOCnn366dQGH/lc6nUatVkMymbzxmtuzu7uLdrvN69mYsLP3dJqZmUG73cbTp09xcnKCYrHYb8hw+XY6k8nANE08e/ZM2lg1TYPruqjVavjrX/8qbRzTqlfCJhgM4t27d7KHQ4phBhwR3ZtQKHSlNlWtVkOtVrvxZ267URiXTqeD/f19z8fPzc0xA86jw8PDgf/umqbBtm189913V57PZDKIxWIMwHn0GFYHaTptbW0hl8sBFx1/P3z4cO2YL1++4MmTJ9jf38fTp08ljFI97XYbtVoNr1698nT80tISFhYWxj6ux+qXX35Bt9uVPQy6Z7Ozs0gmk/26tbgUeAuHwzBNEysrK5JH+b+EEHj9+jUikQhM07yyI4H+mDdv3qBerwMX9z58bWkUzIAjontjGMatzQy+Jqs21V06trqui9nZ2bGNaVpomjaw62k+n4fP5xuYdTg3N8dsDKIp1mq1EI/H+1/fdO5vNptYXl5Gt9vlNj4PZmZmRupo6rou5ufnh3anpsHY2ftx62WVTVq22yB+vx+pVAobGxuwbRvlchn1eh2ZTAbZbJaLG39Qr84xLhZAvl5YJrqJX/YAiGh6BAIB6LqOw8NDHB8f4+zsbOjj+PhYare7UCjUbx/uFYNv3miaNrAL3+Li4tCMyPtoNEBEk6tcLiOTyaBYLCIcDve3bg0Si8WQSqU8lwh47LzWg+yZnZ1l8G1EnU4HkUgEtVrtxvmNEAKzs7OsuzmlerXdyuUyvnz5gu3t7YkLvuFijlssFjE/P4+lpSXs7u7it99+w/z8PJ4/f47FxUX83//7f2UPU1m9HR1nZ2eeg2+j3nPQ9GIGHBHdm0QigUgk4vmmyXVdaJo20sr9fanX69jd3fW8Qu26LjKZDFe0PUin0/jb3/6GQCCAarUK0zT7ExS/3498Pn+lZkalUkGpVMKvv/4qcdRENE4LCwuoVqueb1Y6nQ4ymQwbtHiQTqexurqK58+fyx7K1GJnb9I0DaZpTsXCQLPZRKlUQqvVgmmayGQyzOIaQT6fx1/+8hf88MMPno6Xeb9Dk4cBOCK6N5VKBbqu48WLF56Od10XKysr2N3dHfvYBkkkEkgkEp5qj3W7XRiGwYunB70JXa8Gjq7r+Pe//w1c1H3a29uDaZpIJpOwbbs/+WPBaqLpNTMzg7OzM89bSl3XRSgU4tZ0D9rtNkzT9Bys5Gs7mkqlAtM0r3X2HlTKotlsolAoMHA8hfx+P2zbnqrg6ubmJnK5HHw+H+LxOP7xj3/IHpIyDMPA6uqqpyBcr1M1M48JDMAR0WOXTqfhui5SqRSi0ejQphDb29uoVCq8YfHINE1UKhUAQCQS6d+MdLtd6Lp+pVkHADQaDc+BWyJSz6g3r8wYGE0ul8PR0RFqtdqtHWR752F2RvaGnb0JF4uLS0tLsofxh52cnKBcLsOyLDiO069pZ5omF0JH0Esi6HQ6yGazWFpaQiAQgKZp14599+4d7yGojwE4Inq09vf3sba2hk6n4+n4QCDAi+cIOp0ObNtGLBa7Uj+vVqshnU73v+akj2j6GYaBQqGA77//3tPxvYLhPOfe7uTkBACwsbGBarWKWCyGxcXFoQtK1WoVBwcHfG09mpubG9gQJJFIoFQqXdu657ouYrEYs+BImoWFBTQajSsLHnt7e1hfX7/SwTUUCvV3IbDOsXeXu0gfHx9fW1QehPcQ1MMAHBE9Sp1OB9FoFLjURv42sjq2TqNut4tarYZAIICVlRXZwyGiMTNNE7VaDScnJ7dmaOEiYBeJRFh30wO/3+/pBvAy3gx6x87epBpN07C5uYmlpaWB2W7JZBKFQmEiG0ioYFBH3NvwHoJ6GIAjokcpnU6jVqshmUwiHo8PTBm/7MOHD9jf3+fFk4joDnrbHqPRKKrVKr799tuhx6bTadTrdW5N98gwDNi2PdLP8GbQO8Mw0G63r2XA1et15PP5gQ2EZmZmuH2apOkFiHqY7Xa/otEout0uNjY2br1/AO8h6CsMwBHRo6RpGnZ2dvDq1StPx9u2jYWFBU6oiYjuyLIsZLNZ+Hy+/uJHKBRCKBSC4zg4ODhAsVjsb13/+eefZQ9ZCdFoFK7rYnd3d2gNop7T01NUq1UUi0XeDHrEzt6kml7X3h5d11Eul7mgcU8SiQR0XfdcPoX3EHQZA3BE9Cj5/f6RClC7rov5+Xl2MBrR+fk5dnd3cXx8jLm5uX5R6m63i3q9ziLVRI9MKpVCvV4fumVSCIFAIIB2uz1V3QbHKZFIIBKJDNwKOQgbXIyGnb1JNZqmIR6Pw7IsAOhvQ/X5fP33p9eO1HRdPp+HYRhXuiLfxHVdRCKRa12T6XFiAI6IHiXDMHghHLNCoYBSqdT/OhQK9TMCep1nu90ums3mjdvRiGi69DLhBgmFQmg0Gpifn3/wcamqUqlA13XP2S297n27u7tjH9u0YGdvUommaQMXMZrNJizLQr1eRzKZhGmafJ8SPTAG4IjoUUqn01hdXcXz589lD2UqFQoFFItF4OKGOhwOo9PpXNuSUyqVUK1W2S2O6JFxXReWZaHRaMC2bYRCIcTjcbx9+1b20IgGYmdvUkU2m0WpVBqa5dbbst5bJM1ms1hZWWFWHNEDYACOiB6ldrsN0zQ9B35c10UoFGLNHA9arRbi8ThisRjK5XI/k2VhYWFgTZxEIoHl5WV8//33EkZLRET0x7CzN6nk6OgI29vb/W2pYGfkP2xvb69/T6HrOtLpNAOad3B+fn7j65ZIJODz+RAKhRCJRDxvA54kDMAR0aOVy+VwdHSEWq2Gb7755sZje9tMRqkb91j1MgG+3t40LADXbDZRKBSYBTcmrusik8ng48ePsodCRA+EN4NEj9fW1tbAOm87Ozsol8tot9vARc1NAAiHwygUCnj9+rWU8apsf38fqVTqStOLnlKphB9++EHKuFQ1MzODs7OzoderVqsFx3H6DYW63S4ODw+Vur4xAEdEj9LJyQkAYGNjA9VqFbFYDIuLiwgEAgOPr1arODg44OqgB3Nzczg8PLxWe2RYAK73M3xtx4MF14keD94MEtHMzAza7TaePn2Kk5MTFIvFfkOGy7f+mUwGpmni2bNnEkerrtXVVViWhWHhFJ/Ph1QqhQ8fPjz42FTl9/vhOI7ngFqpVMLh4aFSi8wMwBHRo+T3+4d24RuG6fnezMzMDAz2DAvAMUD0x5yfnw/9Xm+FcGNjg+9doinHm0EiwkUThrm5uX5HaXyV7WaaJrdK/0H1eh2pVAqBQADpdBq6rvcX8R3HwfHxMXZ3d+G6Lhc/RnBbBtzXVCwR9CfZAyAikiEUCsG2bdnDmEqzs7O31nC4rNlsDs08pMGOjo6wsrLSn1jfhq8v0XSr1+sol8u33gxWq1UsLi7yZnAEj6EmEU0f27aZ7TYmvU7StzVc2d7eRiqVwtraGptceDRqbliz2RzbWMaFGXBE9ChFo9F+F6hAIABN04Ye28siKhaLSq2wyJJIJPDy5ctrN3jDMuDS6TR8Pp9S6eMydbtdGIYx0iQlGAzyvUs0pVzXxfz8PJaXl2/tvplKpbC3tzdShsFj9xhqEtF00TQNjuMw221M8vk82u02Pn365Ol4wzCQTqfx7t27sY9NFb1SQJcJIaDrOlqtVr+B2zCO46DZbCKXyyEWi+Hnn38e42jvFwNwRPQoJRIJRCIRrK+vezqe2yS9sywLq6uraDabeP78ef/5QQG4SqWCbDaLRqOBFy9eSBitetLpNGq1GpLJ5I11C3t2d3fRbrcZgCOaUrwZHK/HUJOIpoumaTBN0/Mcl0azuLiISqWC7777ztPxtVoNhUJhaB3kx0jTNLiue+15IcRIJYKEEGg2m0rdQzAAR0SPUqVSga7rnk/YvXTzrzt70mCRSARHR0cwTROmaeLp06dXAnD7+/sol8uo1WrKrVzJZhgGSqUSXr165el427axsLDA4DHRlOLN4Hg9hppENF38fj9s277WDIvux6iNw3o7FzgPu67ZbKJcLqNer9/p52u1muf58KRgAI6IiO6dbdswDOPGVaze5YeTxNEMa3IxTG972unp6VjHRURy8GZwvEbNgKvX68hkMgzAkTStVgtLS0uyhzG1Rp2H3fVnHpNms9mvp7m9vX1jaSBc1DZW9T3OABwREY2FbduIx+PodrvARQe+y5ecUCiERqNxa50HusowDHz+/Fn2MIhoQvBm8H485ppEROSdYRio1Wqes447nQ5isRiD8reo1WpYXl6e+hql7IJKRERjEQqFcHx8jFKp1K9D1nveNE28fftW9hCVFA6H8c9//vNKfT0ierzm5+dxdHQ00s0gOyNfFw6HB9YkAoBYLOb59wghkMvl7nFkRDRJwuEwdnd3PZ9zy+XySOeQxyqZTI7cBVVFzIAjIiJSSLvdhmma+OWXXzwdz3pERNMtnU7DMAzPTRWy2SzOzs7YJGCIx1iTiIi8azabePnyJdrtNp4+fXrjsfV6Hel0ms3GPHoM26cZgCMiIum2trbw448/yh6GMnK5HI6OjlCr1fDNN9/ceGy324Wu6/jy5cuDjY+IHg5vBsfjMdUkIqLRpFIp7O3toVQq4fXr19dqGR8dHWF9fZ3NxugaBuCIiEgq13WhaRrrEXnUq1O0sbGBarWKWCyGxcXFoVvKqtUqDg4OmAFHNMV4Mzgej6UmERGNxnVdPHnyBOfn50OPYbOx+7ezs4NGowFd17G8vHzrotMkYgCOiIikYse40fj9/hu7yw4SCAT4+hJNMd4Mjs+oXVCJ6HFwXRfJZBKtVmvg99lsbHSJRAJnZ2f9rwuFQn9L/+LiItrtdv9a5vP5UCqV8MMPP0gb7134ZQ+AiIimz/n5OVZXV7G4uIi5ubkbH+l0WvZwlRIKhSCEGOlBRNNtdnYWJycnePHixdDzQK8xDoNvo2k0Ggy+EdE1s7OzaDQa2N7eRjgc7j8fCoWwtraGz58/M/g2omQyicPDQwSDQeTz+X7wbXV1FYeHhxBCoFgs4vj4GO/fv8e7d+8GdrCeZMyAIyKie9Ur+u84jufgTzAYZIaWR9FoFK7rYnd3F4FA4Ma6RKenp6hWqygWi3x9iR4Jy7JgWdaVztPJZBIbGxuyh0ZERDRUpVJBo9HA7u5u/znXdREMBuHz+bC2tob19fX+90qlErrdLt6/fy9pxKNjAI6IiO5VNpuFZVkIhUIIh8O3Fq5uNps4OztjgMijRCKBSCRyZQJyE9bYIyK6HycnJ0MzCAuFAn766adbG+MQkdpevnyJcrnMbOIxWFxcRKvVupJ1XKlUYJomfD4fDg8P8d133/W/57ouYrEYfvnlF0kjHt2fZA+AiIimy8HBAXK5nOcAkW3bWFxcHPu4pkUqlYKu6yP9zOvXr8c2HiKiabe1tYVcLgdcnIM/fPhw7ZgvX77gyZMn2N/fV7IwOBF588svv6DVauH777+XPZSpM6jhzeHhIXBRz/hy8A0X24Bt237QMf5RzIAjIqJ7NTMzM1LHuF5q+ZcvX8Y+NiKiacYMrfvXarUQj8f7X99UMqHZbGJ5eRndbpd144imlKZpcF0XtVoNf/3rX2UPZ6osLCzg119/vfJcNBpFp9NBMpnEx48fr/3M3NycUrto2ISBiIju1fz8/Eg3HrOzs1c6HtEf1+12sbOzg/39fdlDIaIHsLW1hZmZGei6jr/97W8Dj+llaP3rX/968PGprFwuI5PJoFgsIhwOw7KsocfGYjGkUinPGeBEpCYhBF6/fo3FxUXs7OzIHs7UGBRI62W4hUKha9/rdDoIBoMPMrb7wgAcERHdq1AohKOjo5F+ZnZ2dmzjeYxs28anT5+wtraGhYUFnJ+fyx4SEY1Jq9XC2tpav9tpo9EYeFyxWMTHjx/x4sULnhNG0Ol0kM1m8fbtWxwcHNy6pd80TTSbzQcbHxE9LMdxkEqlcHx8jI2NDXz69AkzMzNYXV3lAscfFI1Gr7yG9XodjuMAwJVM5B7LsmCa5oOO8Y/iFlQiIrpX9Xodu7u7A9PEB3FdF5lMxvPxNJrNzU3Ytq1Uhygi8i6dTkPTNOi6jo8fP6JQKNwYJMpmswgGg8zS8uguZRVCoZBSW6KIyDvDMNBsNq9s93ccB5ZlYWNjA7quI5vNskbcHViWhUqlgv39fQghEA6H0e12EQqFrm1N3dzchGVZ156fdAzAERHRvUskEkgkEvjxxx9vPbbb7cIwDHbpHJN0Oo1ut6tUhygi8m5hYQHVavVacephOp0OMpkMzwke+f1+2LbtueMhO08TPW7NZhOlUgmtVgumaSKTyXg+PxMQiUT6O2mEEPD5fGg0Gnjx4gUAYGdnB+VyGe12G7h4vZ8/fy51zKNgAI6IiMYinU7DdV2kUilEo1EEAoGBx21vb6NSqTBbYEQnJyfI5XJot9s4PT0deEwvbX9Y4VoiUh8ztMbLMAwUCgXP2Sz1eh2ZTIavL9Ejt7m5iVwuB5/Ph3g8jn/84x+yh6SMUqmE3d1daJqGXC6HpaUl4KLkwtdbTnVdx88//yxppKNjAI6IiO7d/v4+1tbW0Ol0PB0fCAR4szKCTqeDWCwGx3Fw22U8EAig3W57zt4gIrUwQ2u8TNNErVbDycmJpw6yhmEgEolw0YPoETo5OUG5XIZlWVfmaKZpshQIAWzCQERE963T6SAej6PT6fSLgt/2oNEsLS3h7OwMs7OzSCaTyGQyAIBMJtN/hMNhBINBBt+IplwoFEKr1fJ8fLPZHJqRTNfl83mcnZ1haWkJ//nPf248trflX7Wi4ETk3cLCAk5OTq48t7e3h8XFRei6jlKphLOzM8zPz6NYLOLs7IzBN+r7k+wBEBHRdFlfX4cQAslkEvF4HJqm3Xj8hw8fsL+//2DjU12lUukX+33z5k3/+Wazie3t7SvHNptNpFIp1noimmJLS0tYW1tDOp32lKGVy+UQi8UeZGzTYH5+Htvb28hmswiFQv1rWygUQigUguM4ODg4QLFYhG3biMVi/VpFRDR9fvvtN7RaLSwtLQ3MdksmkygUCnj27JnsoSrn/PwcuVwOwWAQ7969kz2cseAWVCIiuleapmFnZwevXr3ydLxt21hYWOB2KI8SiQTi8Tjevn175floNIr9/f1rdaA2Nzfh8/k8NcQgIvV0u13ouo5oNIpqtYpvv/126LHpdBr1ev1KQWvyJpVKoV6vw+fzDfy+EIJb/okeAU3T4Lpu/2shBEKhUL/hwuzsrNTxqax3jQKAcrl8ZaF5WjAAR0RE98rv9+PLly+ej3ddF/Pz80MbCdBVc3Nz6Ha71wJtiUQCpVLpWqct13URi8WYBUc0xSzLQjabhc/n85ShpVLB6knSe50HCYVCaDQamJ+ff/BxEdHD0TSt3+QKF00AyuUyFzXuweXXtt1uT2X3WAbgiIjoXhmGgc+fP8sextTSNG1gsDKfz8Pn82F9ff3a9+bm5tjkgmjKMUPrYbiuC8uy0Gg0YNs2QqHQwKxkIppOmqYhHo/DsizgIlPLsiz4fL5+FpzXrtR0lWEYaDabCAaDnjMJj46OlArUMQBHRET3Kp1OY3V1Fc+fP5c9lKlkGAba7fa1yV29Xkc+n8evv/567WdmZma4xZfoEWCGFhHReGmaNnAho9lswrIs1Ot1JJNJmKbJrLgR5fN5/OUvf8EPP/zg6XgVu3qzCyoREd2rfD6PtbU1z8e7rou5ubmxjmmahMNhNJtN7O/vY3V1FUdHRwCA169f4/j4GD/99NOV4yuVCkKhkKTREtFDymQyODs7Q7FYRCwWQygUQiwWQ7FYxOfPnxl8G5Nut4udnR02FCJ6BNLp9MAGY7FYDLu7uzg9PUUsFoNpmlhYWMDf//53nJ+fSxmrajY2NvD+/Xv8/e9/93T86empcjX3mAFHRET3LpfL4ejoCLVa7daufL0C4qPUjXvMWq0WTNNEt9sFLmqP/Pvf/wYutqDt7e3BNE0kk0nYtt3fDvH+/XvJIycimk6tVgvlchm2bcN1XRweHnILGtEjdXR0hO3t7f62VAAIBAIsBeKR67pYWVlBp9NBNpvF0tISAoHAwKDnu3fvUKlUlHptGYAjIqJ7dXJyAlysYlWrVcRiMSwuLiIQCAw8vlqt4uDgQKmLp2ymaaJSqQAAIpFIv8FCL5j5dQ0odjwkInoYm5ubsG2bix5EU2pra2tgnbednR2Uy2W0223gou4mLnYuFAoFvH79Wsp4VbKwsND/7+Pj46E1TS9TLbjJABwREd0rv9/v6YJ5mWoXz0nQ6XT6HQ0vp9/XajWk0+n+16Zp8kaQiOiBpNNpdLtddp4mmlIzMzNot9t4+vQpTk5OUCwW+w0ZLodWMpkMTNPEs2fPJI5WLZqmwXVdjBKiCgaDSt1DMABHRET3yjAM2LY90s+odvGcdN1uF7VaDYFAACsrK7KHQ0SkvJOTE+RyObTb7YGdqAHAcRwAQDKZxMePHx94hET0EDRNw9zcXL+rNL7KdjNNk3OvO4pGo+h2u9jY2Bi45fRrHz58wP7+vlL3EAzAERHRvYpGo3BdF7u7u0NrNvScnp6iWq2iWCwqdfEkIqLHo9PpIBaLwXGcWzMzejflX3dIJKLpMChLi9lu9yORSEDXdc87N2zbxsLCglJdUP8kewBERDRdNE1DPB73NAmZnZ2FaZooFAoPMjYiIqJRLS0twXEcBAIBxGIxaJoGy7KQyWT6xxwcHKDb7eLw8JDBN6IpJ4RgttsYhMNhGIbh+fi5uTnlunszAEdERPcqlUpB1/WRfoaFae/m/Pwcu7u7OD4+xtzcHH788UfgYgtqvV7vf01ERHdTqVTgOA4sy8KbN2/6zzebTWxvb185ttlsIpVKsf4b0ZTL5XJYX1+XPYyps7GxMdLxs7Oz+Pz589jGMw7cgkpERKSgQqGAUqnU/zoUCuHXX38FLlq4p1IpdLtdNJtNfPvttxJHSkSkrkQigXg8jrdv3155PhqNYn9//1onxM3NTfh8Pi6AEE0pv98P27aZ6Up3wgAcERGRYgqFAorFInAReAuHw+h0Ov0AXE+pVEK1WmU2BhHRHc3NzaHb7V4LtCUSCZRKJXz33XdXnnddF7FYjOddoinVarWwtLQkexiPxt7eXv98qus60un0tfOxShiAIyIiUkir1UI8HkcsFkO5XO7XvlhYWLgWgMPFTeLy8jK+//57CaMlIlKbpmkDu57m83n4fL6B29Dm5ubYWIiI6A/Y399HKpXqd5e+rFQq4YcffpAyrj/KL3sARERE5F25XEYymcSnT588FZ5dW1u7VqeIiIi80TQN5+fn155fXFxErVYb+DODbhiJiMib1dVVxONxnJ2dQQhx7bG2toa//e1vsod5J8yAIyIiUsjc3NzALnvDMuDAbAwiojtLp9P429/+hkAggGq1CtM0+9tO/X4/8vk83r171z++UqmgVCoNPR8TEdFw9XodqVQKgUAA6XQauq4jEAgAF4sbx8fH2N3dheu6SmbCMQBHRESkkJmZGfz+++/Xnh8WgHNdF5qmDfwZIiK6WavVgmma6Ha7wEUNon//+9/ARdfvvb09mKaJZDIJ27ZhmiYymQzev38veeRERGpxXRfz8/NYXl6+9RzaO/+enZ0pVROOW1CJiIgUMjs7O3A71DDNZrO/ckhERKNZWlrC0tJSf+vT7Oxs/3ulUglCCJTLZcTjcZimCVzcGBIR0WjW19cRjUY9LWBUq1XMz89jY2PjQcZ2XxiAIyIiUkg0GkWlUvF8/MePHxGLxcY6JiKiaVYul3F4eIhqtYpms9l/fn5+Hru7u1dqE2UyGbx48ULqeImIVNRqtVAqlTwfv7GxgWq1OtYx3TduQSUiIlKIZVlYXV1Fs9nE8+fP+88P2oJaqVSQzWbRaDR4Q0hENCbdbhe1Wg2BQAArKyuyh0NEpKRRaxZ3u10YhqFUmRUG4IiIiBQTiURwdHQE0zRhmiaePn16JQC3v7+PcrmMWq2GWCyGn3/+WfaQiYiIiIiGGlbn+L5/RiYG4IiIiBRj2zYMw4DP5xt6TO/ybtv2tY6pRERERESTxDAM1Gq1fqfp23Q6HcRisZGy5mRjDTgiIiLFhEIhfP78GU+ePOnXHcJF0K33CIVCOD4+ZvCNiOgPOD8/x+rqKn766SfZQyEimmrhcBi7u7uejy+Xy8rVOWYGHBERkcJKpRJ2d3fRbreBi+CcaZp4+/at7KERESkvnU6jXq8DFzd7b968kT0kIqKp1Gw28fLlS7TbbTx9+vTGY+v1OtLptHJ1jhmAIyIiIiIiGkDTNDiOAwBot9uet0YREdHoUqkU9vb2UCqV8Pr162s7OY6OjrC+vq5snWMG4IiIiKbc1tYWfvzxR9nDICJSjmEYaDabCAaDmJ2d9fQzR0dHDNQREd2B67p48uQJzs/Phx6jcp1j1oAjIiKaYq7rIpfLyR4GEZGSkskk6vW65+Cb67qIRCJjHxcR0TSanZ3FyckJXrx4caW28bTUOWYAjoiIaIo1m00EAgHZwyAiUtLGxgbev3+Pv//9756OPz099RysIyKi62ZnZ9FoNLC9vY1wONx/PhQKYW1tDZ8/f8b8/LzUMd4Vt6ASEREp5vz8HLlcDgcHB7Bt+8ZjHcdBIBBQqkU7EdEkcV0XKysr6HQ6yGazWFpaQiAQgKZp14599+4dKpUKz7lERHQNA3BEREQKcV0XoVAIjuPA6yU8GAzyZpCI6A4WFhb6/318fAyfz3frz3DRg4hodC9fvkS5XFZya6lXf5I9ACIiIvIul8vh7OwMoVAI4XB4YAbGZc1mE2dnZw82PiKiafLbb7/Bdd3+ggdzF4iIxuOXX35Bq9XC999/L3soY8MAHBERkUIODg6Qy+Wwvr7u6XjbtrG4uDj2cRERTaNQKIRut4uNjY1bFzwA4MOHD9jf33+QsRERTZtMJgNN0/DXv/5V9lDGgltQiYiIFDIzM4OzszP8+c9/9nS867oIBoP48uXL2MdGRDRtEokEdF3H+/fvPR1v2zYWFhbw+++/j31sRETTRNM0OI4DAIhEIjBNE2/evJE9rHvFLqhEREQKmZ+f9xx8w0UnKW5BJSIa7OjoCDs7Ozg/Px/4/XA4jEgk4vn3zc3NKdudj4hIJsdxkEqlcHx8jI2NDXz69AkzMzNYXV3Fv/71L9nDuxfMgCMiIlJIIpFAqVTCd999J3soRERKq9frSKfTAIB4PI5//OMfsodERPRoGYaBZrN5pQmD4ziwLAsbGxvQdR3ZbFbpGnHMgCMiIlKIaZqe67/hYgvq8vLyWMdERKSi9fV1CCEghMDs7OzAY1jPjYjoYXz+/PlaB9RAIIC1tTWcnp5ifX0dHz9+xMzMDP7rv/4LR0dH0sZ6V8yAIyIiUkwikUAikcCPP/5467HdbheGYbAeERHRVzRNw+HhIZrNJtLp9MAg3Kh1NwFga2vL0/mZiIhGt7m5iVwuB5/Pp1z2MgNwRERECkqn03BdF6lUCtFoFIFAYOBx29vbqFQq+O233x58jEREk8wwDLRaLXz77bdDj/H7/XAcZ6TGN5qmcdGDiOgenZycoFwuw7IsOI6DXhjLNE3PTXImwZ9kD4CIiIhGs7+/D9u20el00Gw2bz1+WHCOiOgxe/bsGVKpFP77v/976DE+n2+k33l6espzLhHRHSwsLKDRaFzZhrq3t4f19XW0220AgBACoVAIpmkik8kMLR8wqRiAIyIiUkin00E8HgcuJiFERHQ3xWIRhmHg//yf/4OVlRUsLi4iFAr1v9+rD1etVhEMBj39zg8fPoxxxERE0+u3335Dq9XC0tLSwGy3ZDKJQqGAZ8+eyR7qnXELKhERkULS6TRqtRqSySTi8Tg0Tbvx+A8fPmB/f59bUImIBrAsC9lsdmimmxBi5Cy4QCDAcy4R0Yg0TYPruv2vVc92G4QBOCIiIoVomoadnR28evXK0/G2bWNhYYH1iIiIhmi328jlcjg8PITjOH/49wWDQQbgiIhGpGnalXOwrusol8t48eKF1HHdJwbgiIiIFOL3+/HlyxfPx7uui/n5eZyeno51XERE0+Dr7AtN09ButzE/P+/p58vlMorFIgNwREQj0jQN8XgclmUBF+dTy7Lg8/n6WXCjdKSeRAzAERERKcQwDHz+/Fn2MIiIHoVRu6A6jgNN00ZaKCEiIvQXPC43YQCAZrMJy7JQr9eRTCZhmqayWXF+2QMgIiIi78LhMP75z3/KHgYR0aMQDodHOj4QCCCTyYxtPERE0yqdTg+sbRyLxbC7u4vT01PEYjGYpomFhQX8/e9/x/n5uZSx3hUz4IiIiBTSbrdhmiZ++eUXT8e7rotQKMTtUERERESkrKOjI2xvb/e3pULBpjfMgCMiIlJIOBzGixcv8PLlS/y///f/bj3+9PQUZ2dnDzI2IiIiIqK72NraGpjRtrOzg8XFRUQiEVQqFeCiRuezZ8/69eJUwQw4IiIihZycnAAANjY2UK1WEYvFsLi4iEAgMPD4arWKg4MDpVYHiYiIiOhxmZmZQbvdxtOnT3FycoJisdgPsF0OW2UyGZimiWfPnkkc7d0wAEdERKQQv9/fT7v3SrX0fCIiIiJ6XDRNw9zcHAKBANrtNnAp8BYOh2GaJlZWViSP8o/5k+wBEBERkXehUAi2bcseBhERERHRvbJte2qy3QZhAI6IiEghgUAAuq5jd3cXgUBgYLeontPTU1SrVRSLxQcdIxERERHRqIQQU5PtNgi3oBIRESkkkUggEolgfX3d0/Gu60LTNPz+++9jHxsRERER0V1omgbTND3PcVXEDDgiIiKFpFIp6Lo+0s+8fv16bOMhIiIiIvqjHMeBaZqyhzFWzIAjIiIiIiIiIiJpWq0WlpaWZA9jrBiAIyIiIiIiIiIiGiO/7AEQERERERERERFNMwbgiIiIiIiIiIiIxogBOCIiIiIiIiIiojFiAI6IiIiIiIiIiGiMGIAjIiIiIiIiIiIaIwbgiIiIiIiIiIiIxogBOCIiIiIiIiIiojFiAI6IiIiIiIiIiGiMGIAjIiIiIiIiIiIaIwbgiIiIiIiIiIiIxogBOCIiIiIiIiIiojFiAI6IiIiIiIiIiGiMGIAjIiIiIiIiIiIaIwbgiIiIiIiIiIiIxogBOCIiIiIiIiIiojFiAI6IiIiIiIiIiGiMGIAjIiIiIiIiIiIaIwbgiIiIiIiIiIiIxogBOCIiIiIiIiIiojFiAI6IiIiIiIiIiGiMGIAjIiIiIiIiIiIaIwbgiIiIiIiIiIiIxogBOCIiIiIiIiIiojFiAI6IiIiIiIiIiGiMGIAjIiIiIiIiIiIaIwbgiIiIiIiIiIiIxogBOCIiIiIiIiIiojFiAI6IiIiIiIiIiGiM/j8TAccINs1VFgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1350x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import mean_squared_error\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"y_pred = model.predict(X_test)\n",
"mse = mean_squared_error(y_test, y_pred, multioutput='raw_values')\n",
"\n",
"sns.barplot(x=np.arange(len(mse)), y=mse)\n",
"plt.xticks(ticks=np.arange(len(mse)), labels=[n for n in data.feature_names if n not in feature_names], rotation=90)\n",
"plt.yscale(\"log\")\n",
"plt.ylabel(\"Mean Squared Error\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "2df46970",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 36/36 [18:43<00:00, 31.21s/it]\n"
]
}
],
"source": [
"# Hyperparameter tuning; number of layers and neurons\n",
"from tqdm import tqdm\n",
"from itertools import product\n",
"\n",
"n_layers_list = [1, 2, 3, 4, 5, 6]\n",
"n_neurons_list = [4, 8, 16, 32, 64, 128]\n",
"mse_results = np.zeros((len(n_layers_list), len(n_neurons_list)))\n",
"for idx, (n_layers, n_neurons) in enumerate(\n",
" tqdm(product(n_layers_list, n_neurons_list),\n",
" total=len(n_layers_list) * len(n_neurons_list))\n",
"):\n",
" i, j = divmod(idx, len(n_neurons_list))\n",
" model = FFNN(get_regression_model(n_hidden_layers=n_layers, n_neurons=n_neurons, activation=LeakyReLU), AdamScheduler(epochs=15000, learning_rate=1e-3), MSELoss())\n",
" model.fit(X_train, y_train)\n",
" y_pred = model.predict(X_test)\n",
" mse = mean_squared_error(y_test, y_pred)\n",
" mse_results[i, j] = mse\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "5148a48a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(mse_results, xticklabels=n_neurons_list, yticklabels=n_layers_list, annot=True, fmt=\".2f\")\n",
"plt.xlabel(\"Number of Neurons\")\n",
"plt.ylabel(\"Number of Layers\")\n",
"plt.savefig(\"nodenumber_tuning_regression.pdf\")\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "fcdc7a9a",
"metadata": {},
"outputs": [],
"source": [
"# Identify a set of good hyperparameters and evaluate\n",
"parameters = [(1, 32), (1, 64), (2, 32), (2, 64), (3, 64), (3, 128)]\n",
"mse_results_slow_scan = np.zeros((len(parameters), target_dim))\n",
"for k, (n_layers, n_neurons) in enumerate(parameters):\n",
" model = FFNN(get_regression_model(n_hidden_layers=n_layers, n_neurons=n_neurons, activation=LeakyReLU), AdamScheduler(epochs=20000, learning_rate=5e-4), MSELoss())\n",
" model.fit(X_train, y_train)\n",
" y_pred = model.predict(X_test)\n",
" mse = mean_squared_error(y_test, y_pred, multioutput='raw_values')\n",
" mse_results_slow_scan[k, :] = mse"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "faa1838c",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1350x900 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(np.log10(mse_results_slow_scan), xticklabels=[n for n in data.feature_names if n not in feature_names], yticklabels=[f\"L{l}_N{n}\" for l, n in parameters],)\n",
"plt.xticks(rotation=45, ha='right')\n",
"plt.xlabel(\"Target Features\")\n",
"plt.ylabel(\"Model (Layers_Neurons)\")\n",
"plt.tight_layout()\n",
"plt.savefig(\"regression_detailed_hyperparameter_scan.pdf\")\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "bc255d9c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1350x900 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.colors import ListedColormap\n",
"\n",
"log_mse = np.log10(mse_results_slow_scan)\n",
"\n",
"fig, ax = plt.subplots()\n",
"\n",
"# Compute a 2D histogram: x = log10(MSE), y = parameter index\n",
"# 'bins' can be adjusted for smoother or more detailed output\n",
"cmap = sns.color_palette(\"rocket\", as_cmap=True)\n",
"h = ax.hist2d(\n",
" x=log_mse.ravel(),\n",
" y=np.repeat(np.arange(len(parameters)), log_mse.shape[1]),\n",
" bins=[np.linspace(-5, 2, 15), len(parameters)],\n",
" cmap=cmap\n",
")\n",
"\n",
"# Label axes\n",
"ax.set_xlabel(\"log10(MSE)\")\n",
"ax.set_ylabel(\"Parameter set\")\n",
"ax.set_yticks(np.arange(len(parameters)))\n",
"ax.set_yticklabels([f\"L{l}_N{n}\" for l, n in parameters])\n",
"ax.set_title(\"2D Histogram of log10(MSE) per Parameter Set\")\n",
"\n",
"# Add colorbar\n",
"fig.colorbar(h[3], ax=ax, label=\"Count\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9ea48022",
"metadata": {},
"outputs": [],
"source": [
"n_hidden_layers = 2\n",
"n_neurons = 32\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "2b4c6c07",
"metadata": {},
"outputs": [],
"source": [
"\n",
"# regularization test\n",
"layers = get_regression_model(n_hidden_layers=n_hidden_layers, n_neurons=n_neurons, activation=LeakyReLU)\n",
"regularization_strengths = [0.0, 1e-5, 1e-4, 1e-3, 1e-2]\n",
"mse_results_reg = np.zeros(len(regularization_strengths))\n",
"for i, reg_strength in enumerate(regularization_strengths):\n",
" for layer in layers:\n",
" layer.regularization = Regularization(reg_strength, 'l2')\n",
" model = FFNN(layers, AdamScheduler(epochs=20000, learning_rate=1e-4), MSELoss())\n",
" model.fit(X_train, y_train)\n",
" y_pred = model.predict(X_test)\n",
" mse = mean_squared_error(y_test, y_pred)\n",
" mse_results_reg[i] = mse"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "dc0c201d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=[str(r) for r in regularization_strengths], y=mse_results_reg)\n",
"plt.yscale(\"log\")\n",
"plt.xlabel(\"L2 Regularization Strength\")\n",
"plt.ylabel(\"Mean Squared Error\")\n",
"plt.tight_layout()\n",
"plt.savefig(\"regression_regularization_tuning.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "f228fe14",
"metadata": {},
"outputs": [],
"source": [
"reg_strength = 1e-3"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "3802a70b",
"metadata": {},
"outputs": [],
"source": [
"# Check final model training\n",
"layers = get_regression_model(n_hidden_layers=n_hidden_layers, n_neurons=n_neurons, activation=LeakyReLU)\n",
"for layer in layers:\n",
" layer.regularization = Regularization(reg_strength, 'l2')\n",
"model = FFNN(layers, AdamScheduler(epochs=20000, learning_rate=1e-4), MSELoss())\n",
"model.fit(X_train, y_train)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "cac82a2b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=np.arange(20000), y=model.scheduler.loss_history)\n",
"plt.yscale(\"log\")\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "d860a38e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y_pred = model.predict(X_test)\n",
"mse = mean_squared_error(y_test, y_pred, multioutput='raw_values')\n",
"\n",
"sns.barplot(x=np.arange(len(mse)), y=mse)\n",
"plt.xticks(ticks=np.arange(len(mse)), labels=[n for n in data.feature_names if n not in feature_names], rotation=90)\n",
"plt.yscale(\"log\")\n",
"plt.ylabel(\"Mean Squared Error\")\n",
"plt.tight_layout()\n",
"plt.savefig(\"regression_final_model_performance.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "0ba6ac8b",
"metadata": {},
"outputs": [],
"source": [
"import pyoptim.optimizers as optimizers\n",
"import pyoptim.datamanip as datamanip\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "7aa98299",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1350x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"beta = optimizers.OLS_parameters(X_train, y_train)\n",
"y_ols_pred = X_test @ beta\n",
"mse_ols = mean_squared_error(y_test, y_ols_pred, multioutput='raw_values')\n",
"\n",
"mse_df = pd.DataFrame({\n",
" \"Feature\": [n for n in data.feature_names if n not in feature_names],\n",
" \"Neural Network\": mse,\n",
" \"OLS\": mse_ols\n",
"})\n",
"\n",
"sns.barplot(x=\"Feature\", y=\"value\", hue=\"Model\", data=pd.melt(mse_df, id_vars=[\"Feature\"]).rename(columns={\"variable\": \"Model\"}))\n",
"plt.xticks(rotation=45, ha='right')\n",
"plt.yscale(\"log\")\n",
"plt.ylabel(\"Mean Squared Error\")\n",
"plt.xlabel(\"Target Feature\")\n",
"plt.tight_layout()\n",
"plt.savefig(\"regression_nn_vs_ols.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6d2314a6",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "project2",
"language": "python",
"name": "python3"
},
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"name": "ipython",
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