239 lines
429 KiB
Plaintext
239 lines
429 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import json\n",
|
|
"\n",
|
|
"import ml_helper\n",
|
|
"import ml_plots"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"COLORS = {\n",
|
|
" 'red': '#B56576',\n",
|
|
" 'blue': '#187795',\n",
|
|
" 'green': '#3F9A73' , #'#47B887', #'#38686A',\n",
|
|
" 'brown': '#DBCFB0',\n",
|
|
" 'yellow': '#D5C67A'\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Loading histories/CNN_history_2025-02-16_03-37-28.json\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# load latest data if keyword is in the file name\n",
|
|
"hist_file_name = ml_helper.get_newest_file('histories/', name='CNN', extension=\".json\", ensemble=False)\n",
|
|
"print(f\"Loading {hist_file_name}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Keys: dict_keys(['train_loss', 'val_loss', 'train_rmse', 'val_rmse', 'val_labels', 'val_preds', 'test_labels', 'test_preds'])\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"hist = None\n",
|
|
"with open(hist_file_name, 'r') as file:\n",
|
|
" hist = json.load(file)\n",
|
|
"\n",
|
|
"print(f\"Keys: {hist.keys()}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"labels = hist['test_labels']\n",
|
|
"preds= hist['test_preds']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# plot the training history\n",
|
|
"ml_plots.plot_training_history(hist, colors=COLORS).show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ml_plots.plot_predictions(labels, preds, colors=COLORS).show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA0kAAAIjCAYAAADWYVDIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACCn0lEQVR4nOzdeXhTZfr/8U+2pnvL0g0KpSwKLoCCIqIiCALuioO4sSqOyyiuI864+xOdGZHRwWVmFAS/KqLiqKOogOCCOoIoorKXArbQUmjTNW2S8/uj9DRpG7pQmlLer+vyktx5cs595+QkufskTyyGYRgCAAAAAEiSrKFOAAAAAABaE5okAAAAAPBDkwQAAAAAfmiSAAAAAMAPTRIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAh9dBDD8lisbTIvs4++2ydffbZ5uUVK1bIYrHorbfeapH9T5o0Sd26dWuRfTVVUVGRrrvuOiUnJ8tisWj69OmhTimoefPmyWKxaPv27Was5jEOtbpyDDWLxaKHHnoo1Gm0OlXPBytWrAh1KgBaAZokAM2m6g1h1X/h4eHq1KmTRo0apWeeeUaFhYXNsp+srCw99NBD+uGHH5ple82pNefWEI8//rjmzZunG2+8UQsWLNC1114bdGy3bt0CjndiYqLOPPNMLV68uAUzPnQlJSV66KGHeHN8wNlnnx1wXIP9F8pGq2/fvuratasMwwg6ZsiQIUpKSpLH42nBzAC0FfZQJwCg7XnkkUeUnp6uiooK7d69WytWrND06dM1a9Ysvffee+rbt6859s9//rPuvffeRm0/KytLDz/8sLp166b+/fs3+HaffPJJo/bTFAfL7V//+pd8Pt9hz+FQLF++XKeddpoefPDBBo3v37+/7rzzTkmVtb/44ou67LLL9Pzzz+v3v//94Uy1Tk05xiUlJXr44YclqVXNQoXKn/70J1133XXm5e+++07PPPOM7rvvPvXp08eM+5/HLe3qq6/Wvffeqy+++EJnnXVWreu3b9+ur7/+Wrfccovsdt7qAGg8njkANLsxY8Zo4MCB5uUZM2Zo+fLluuCCC3TRRRfp119/VUREhCTJbrcf9jcxJSUlioyMVFhY2GHdT30cDkdI998QOTk5Ou644xo8vnPnzrrmmmvMyxMmTFDPnj319NNPB22SPB6PfD7fYTkeoT7GbcHIkSMDLoeHh+uZZ57RyJEjD9pEFhcXKyoq6jBnV+mqq67SjBkz9Nprr9XZJL3++usyDENXX311i+QDoO3h43YAWsTw4cN1//33KzMzU6+++qoZr+s7SZ9++qnOOOMMxcfHKzo6Wscee6zuu+8+SZXfGzjllFMkSZMnTzY/+jNv3jxJlTMBJ5xwgtasWaOzzjpLkZGR5m2DfV/F6/XqvvvuU3JysqKionTRRRdp586dAWO6deumSZMm1bqt/zbry62u7yQVFxfrzjvvVJcuXeR0OnXsscfqb3/7W62PEVksFt1yyy169913dcIJJ8jpdOr444/XkiVL6r7Da8jJydHUqVOVlJSk8PBw9evXT6+88op5fdX3MTIyMvTf//7XzL2x36VJTk5Wnz59lJGRIanyL/oWi0V/+9vfNHv2bPXo0UNOp1O//PKLJGnDhg26/PLL1b59e4WHh2vgwIF67733am33559/1vDhwxUREaHU1FQ99thjdc7K1XWMy8rK9NBDD+mYY45ReHi4UlJSdNlll2nr1q3avn27EhISJEkPP/xwnR8la+4c67Ju3TpNmjRJ3bt3V3h4uJKTkzVlyhTl5eUFjKs6X7Zs2aJJkyYpPj5ecXFxmjx5skpKSgLGut1u3X777UpISFBMTIwuuugi7dq1q0H51Kcqj19++UVXXXWV2rVrpzPOOENS8POsrse/z+fT7Nmzdfzxxys8PFxJSUm64YYbtH///oPuv0uXLjrrrLP01ltvqaKiotb1r732mnr06KFBgwYpMzNTN910k4499lhFRESoQ4cO+t3vftegx3ZDzvsqbrdbDz74oHr27Cmn06kuXbronnvukdvtDhh3sOc3AK0HM0kAWsy1116r++67T5988omuv/76Osf8/PPPuuCCC9S3b1898sgjcjqd2rJli7766itJUp8+ffTII4/ogQce0LRp03TmmWdKkk4//XRzG3l5eRozZozGjx+va665RklJSQfN6//9v/8ni8WiP/7xj8rJydHs2bM1YsQI/fDDD+aMV0M0JDd/hmHooosu0meffaapU6eqf//++vjjj3X33Xfrt99+09NPPx0w/ssvv9Q777yjm266STExMXrmmWc0duxY7dixQx06dAiaV2lpqc4++2xt2bJFt9xyi9LT07Vo0SJNmjRJ+fn5uu2229SnTx8tWLBAt99+u1JTU82P0FU1EA1VUVGhnTt31spn7ty5Kisr07Rp0+R0OtW+fXv9/PPPGjJkiDp37qx7771XUVFRevPNN3XJJZfo7bff1qWXXipJ2r17t4YNGyaPx2OO++c//9mgY+P1enXBBRdo2bJlGj9+vG677TYVFhbq008/1fr16zVixAg9//zzuvHGG3XppZfqsssuk1T9UbKWyFGqfOO8bds2TZ48WcnJyfr555/1z3/+Uz///LO++eabWn9IGDdunNLT0zVz5kx9//33+ve//63ExEQ9+eST5pjrrrtOr776qq666iqdfvrpWr58uc4///wG5dNQv/vd79SrVy89/vjjB/1+UDA33HCD5s2bp8mTJ+vWW29VRkaG/vGPf2jt2rX66quvDjr7evXVV2vatGn6+OOPdcEFF5jxn376SevXr9cDDzwgqfLjgqtWrdL48eOVmpqq7du36/nnn9fZZ5+tX375RZGRkY0vvAafz6eLLrpIX375paZNm6Y+ffrop59+0tNPP61Nmzbp3XfflVT/8xuAVsQAgGYyd+5cQ5Lx3XffBR0TFxdnnHTSSeblBx980PB/Knr66acNSUZubm7QbXz33XeGJGPu3Lm1rhs6dKghyXjhhRfqvG7o0KHm5c8++8yQZHTu3NlwuVxm/M033zQkGX//+9/NWFpamjFx4sR6t3mw3CZOnGikpaWZl999911DkvHYY48FjLv88ssNi8VibNmyxYxJMsLCwgJiP/74oyHJePbZZ2vty9/s2bMNScarr75qxsrLy43Bgwcb0dHRAbWnpaUZ559//kG35z/23HPPNXJzc43c3Fzjxx9/NMaPH29IMv7whz8YhmEYGRkZhiQjNjbWyMnJCbj9OeecY5x44olGWVmZGfP5fMbpp59u9OrVy4xNnz7dkGR8++23ZiwnJ8eIi4szJBkZGRlmvObxePnllw1JxqxZs2rl7/P5DMMwjNzcXEOS8eCDD9YaczhyrEtJSUmt2Ouvv25IMj7//HMzVnW+TJkyJWDspZdeanTo0MG8/MMPPxiSjJtuuilg3FVXXRW01mAWLVpkSDI+++yzWnlceeWVtcbXPAZVaj7+v/jiC0OS8X//938B45YsWVJnvKZ9+/YZTqezVg733nuvIcnYuHGjYRh137dff/21IcmYP3++Gat6PvCvs6Hn/YIFCwyr1Wp88cUXAeNeeOEFQ5Lx1VdfGYbRsOc3AK0DH7cD0KKio6MPuspdfHy8JOk///lPkxc5cDqdmjx5coPHT5gwQTExMeblyy+/XCkpKfrwww+btP+G+vDDD2Wz2XTrrbcGxO+8804ZhqGPPvooID5ixAj16NHDvNy3b1/FxsZq27Zt9e4nOTlZV155pRlzOBy69dZbVVRUpJUrVza5hk8++UQJCQlKSEhQv379tGjRIl177bUBMxqSNHbs2IBZqX379mn58uUaN26cCgsLtXfvXu3du1d5eXkaNWqUNm/erN9++83M/7TTTtOpp55q3j4hIaFB3zd5++231bFjR/3hD3+odV19S8+3VI6SAmacysrKtHfvXp122mmSpO+//77W+Jrf9zrzzDOVl5cnl8tl5iOp1mOruZd0P5TFORYtWqS4uDiNHDnSvG/37t2rAQMGKDo6Wp999tlBb9+uXTudd955eu+991RcXCypcnb2jTfe0MCBA3XMMcdICrxvKyoqlJeXp549eyo+Pr7O+7aptfTp00e9e/cOqGX48OGSZNbSHM9vAFoGTRKAFlVUVBTQkNR0xRVXaMiQIbruuuuUlJSk8ePH680332zUG4rOnTs36gv8vXr1CrhssVjUs2fPw/7bNpmZmerUqVOt+6NqBbHMzMyAeNeuXWtto127dvV+fyMzM1O9evWS1Rr4lB9sP40xaNAgffrpp1q6dKlWrVqlvXv3av78+bU+Zpaenh5wecuWLTIMQ/fff7/ZZFX9V7WyXk5OTkD+NR177LH15rd161Yde+yxTVocpKVylCobsttuu01JSUmKiIhQQkKCeZ8VFBTUGl/zsdCuXTtJMh8LmZmZslqtAU11Y/JpqJrHtTE2b96sgoICJSYm1rp/i4qKzPv2YK6++moVFxfrP//5jyRp1apV2r59e0BzWlpaqgceeMD83l/Hjh2VkJCg/Pz8Ou/bptby888/16qjqlGrqqU5nt8AtAy+kwSgxezatUsFBQXq2bNn0DERERH6/PPP9dlnn+m///2vlixZooULF2r48OH65JNPZLPZ6t1PY75H1FDBZh28Xm+DcmoOwfZjNOG7IM2lY8eOGjFiRL3jah6TqjeFd911l0aNGlXnbQ72OGkJLZnjuHHjtGrVKt19993q37+/oqOj5fP5NHr06DrfQLeWx0Jd55rFYqkzD6/XG3DZ5/MpMTFR//d//1fnthvyfbgLLrhAcXFxeu2113TVVVfptddek81m0/jx480xf/jDHzR37lxNnz5dgwcPVlxcnCwWi8aPH19vc9LQ897n8+nEE0/UrFmz6hzfpUsXSc3z/AagZdAkAWgxCxYskKSgbzirWK1WnXPOOTrnnHM0a9YsPf744/rTn/6kzz77TCNGjKj3Y1KNtXnz5oDLhmFoy5YtAb8D065dO+Xn59e6bWZmprp3725ebkxuaWlpWrp0qQoLCwNmkzZs2GBe3xzS0tK0bt06+Xy+gNmk5t5PY1TdZw6Ho94mKy0trdYxkqSNGzfWu58ePXro22+/VUVFRdBFAIIds5bKcf/+/Vq2bJkefvhhc7EBqfbjsjHS0tLk8/nMmbTG5HOo2rVrV+dHQGvOWPbo0UNLly7VkCFDmvyHDafTqcsvv1zz58/Xnj17tGjRIg0fPlzJycnmmLfeeksTJ07UU089ZcbKysrqPJ/rqqUh532PHj30448/6pxzzqn3OaC+5zcArQMftwPQIpYvX65HH31U6enpB/2exr59+2rFqn6UtWop3arfYmnIm5yGmD9/fsD3pN566y1lZ2drzJgxZqxHjx765ptvVF5ebsY++OCDWkuFNya38847T16vV//4xz8C4k8//bQsFkvA/g/Feeedp927d2vhwoVmzOPx6Nlnn1V0dLSGDh3aLPtpjMTERJ199tl68cUXlZ2dXev63Nxc89/nnXeevvnmG/3vf/8LuD7YDIS/sWPHau/evbXuY6l61qVqdbOax6ylcqyaPag5+zJ79ux6bxtM1WPnmWeeabZtNlSPHj20YcOGgPvnxx9/rLWC27hx4+T1evXoo4/W2obH42nw+X311VeroqJCN9xwg3Jzc2s9v9hstlr37bPPPltrZitYLQ0578eNG6fffvtN//rXv2pto7S01PzOVEOe3wC0DswkAWh2H330kTZs2CCPx6M9e/Zo+fLl+vTTT5WWlqb33ntP4eHhQW/7yCOP6PPPP9f555+vtLQ05eTk6LnnnlNqaqr5Oyw9evRQfHy8XnjhBcXExCgqKkqDBg1q8vcj2rdvrzPOOEOTJ0/Wnj17NHv2bPXs2TNgmfLrrrtOb731lkaPHq1x48Zp69atevXVV2t956MxuV144YUaNmyY/vSnP2n79u3q16+fPvnkE/3nP//R9OnTa227qaZNm6YXX3xRkyZN0po1a9StWze99dZb+uqrrzR79uyDfkfscJozZ47OOOMMnXjiibr++uvVvXt37dmzR19//bV27dqlH3/8UZJ0zz33aMGCBRo9erRuu+02c3ntqhmyg5kwYYLmz5+vO+64Q//73/905plnqri4WEuXLtVNN92kiy++WBERETruuOO0cOFCHXPMMWrfvr1OOOEEnXDCCS2SY2xsrM466yz95S9/UUVFhTp37qxPPvnE/K2ppujfv7+uvPJKPffccyooKNDpp5+uZcuWacuWLU3eZkNNmTJFs2bN0qhRozR16lTl5OTohRde0PHHH28uLCFJQ4cO1Q033KCZM2fqhx9+0LnnniuHw6HNmzdr0aJF+vvf/67LL7+83v0NHTpUqamp+s9//qOIiAhzGfcqF1xwgRYsWKC4uDgdd9xx+vrrr7V06dKDLptfpaHn/bXXXqs333xTv//97/XZZ59pyJAh8nq92rBhg9588019/PHHGjhwYIOe3wC0EiFaVQ9AG1S1BHjVf2FhYUZycrIxcuRI4+9//3vAUtNVai4BvmzZMuPiiy82OnXqZISFhRmdOnUyrrzySmPTpk0Bt/vPf/5jHHfccYbdbg9Ycnvo0KHG8ccfX2d+wZYAf/31140ZM2YYiYmJRkREhHH++ecbmZmZtW7/1FNPGZ07dzacTqcxZMgQY/Xq1XUudxwst5pLIBuGYRQWFhq333670alTJ8PhcBi9evUy/vrXv5rLU1eRZNx88821cgq2RHFNe/bsMSZPnmx07NjRCAsLM0488cQ6lylv7BLg9Y2tWgL8r3/9a53Xb9261ZgwYYKRnJxsOBwOo3PnzsYFF1xgvPXWWwHj1q1bZwwdOtQIDw83OnfubDz66KPGSy+9VO8S4IZRuQT0n/70JyM9Pd1wOBxGcnKycfnllxtbt241x6xatcoYMGCAERYWVmuJ7ObOsS67du0yLr30UiM+Pt6Ii4szfve73xlZWVm1cqk6X2ouIV117vnvp7S01Lj11luNDh06GFFRUcaFF15o7Ny5s1mXAA+2lPWrr75qdO/e3QgLCzP69+9vfPzxx3U+/g3DMP75z38aAwYMMCIiIoyYmBjjxBNPNO655x4jKyurwTnefffdhiRj3Lhxta7bv3+/+diPjo42Ro0aZWzYsKHWuVPXEuCG0fDzvry83HjyySeN448/3nA6nUa7du2MAQMGGA8//LBRUFBgGEbDn98AhJ7FMEL4jV8AAAAAaGX4ThIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADw0+Z/TNbn8ykrK0sxMTGyWCyhTgcAAABAiBiGocLCQnXq1ElWa/D5ojbfJGVlZalLly6hTgMAAABAK7Fz506lpqYGvb7NN0kxMTGSKu+I2NjYEGcDAAAAIFRcLpe6dOli9gjBtPkmqeojdrGxsTRJAAAAAOr9Gg4LNwAAAACAH5okAAAAAPBDkwQAAAAAftr8d5IAAABw+BmGIY/HI6/XG+pUcBSz2Wyy2+2H/NM/NEkAAAA4JOXl5crOzlZJSUmoUwEUGRmplJQUhYWFNXkbNEkAAABoMp/Pp4yMDNlsNnXq1ElhYWGH/Fd8oCkMw1B5eblyc3OVkZGhXr16HfQHYw+GJgkAAABNVl5eLp/Ppy5duigyMjLU6eAoFxERIYfDoczMTJWXlys8PLxJ22HhBgAAAByypv7FHmhuzfFY5NEMAAAAAH74uB0AAAAOi9zcXLlcrhbZV2xsrBISElpkX2j7aJIAAADQ7HJzczVh6mTlF7VMkxQfHav5L809Khulbt26afr06Zo+fXqoU2kzaJIAAADQ7Fwul/KLXEofPUixCe0P775y9yljybdyuVwNapLqW33vwQcf1EMPPdRM2QV34oknasiQIXrhhRdqXbdgwQJdd911+u2339SxY8fDngsC0SQBAADgsIlNaK92nRJDnUaA7Oxs898LFy7UAw88oI0bN5qx6Oho89+GYcjr9cpub/63zVOnTtVDDz2kp59+WhEREQHXzZ07VxdddBENUoiwcAMAAACOKsnJyeZ/cXFxslgs5uUNGzYoJiZGH330kQYMGCCn06kvv/xSkyZN0iWXXBKwnenTp+vss882L/t8Ps2cOVPp6emKiIhQv3799NZbbwXN45prrlFpaanefvvtgHhGRoZWrFihqVOnauvWrbr44ouVlJSk6OhonXLKKVq6dGnQbW7fvl0Wi0U//PCDGcvPz5fFYtGKFSvM2Pr16zVmzBhFR0crKSlJ1157rfbu3Wte/9Zbb+nEE09URESEOnTooBEjRqi4uPjgd2wbQpMEAAAA1HDvvffqiSee0K+//qq+ffs26DYzZ87U/Pnz9cILL+jnn3/W7bffrmuuuUYrV66sc3zHjh118cUX6+WXXw6Iz5s3T6mpqTr33HNVVFSk8847T8uWLdPatWs1evRoXXjhhdqxY0eTa8vPz9fw4cN10kknafXq1VqyZIn27NmjcePGSaqcabvyyis1ZcoU/frrr1qxYoUuu+wyGYbR5H0eafi4HQAAAFDDI488opEjRzZ4vNvt1uOPP66lS5dq8ODBkqTu3bvryy+/1IsvvqihQ4fWebupU6dqzJgxysjIUHp6ugzD0CuvvKKJEyfKarWqX79+6tevnzn+0Ucf1eLFi/Xee+/plltuaVJt//jHP3TSSSfp8ccfN2Mvv/yyunTpok2bNqmoqEgej0eXXXaZ0tLSJFV+f+powkwSAAAAUMPAgQMbNX7Lli0qKSnRyJEjFR0dbf43f/58bd26NejtRo4cqdTUVM2dO1eStGzZMu3YsUOTJ0+WJBUVFemuu+5Snz59FB8fr+joaP3666+HNJP0448/6rPPPgvIs3fv3pKkrVu3ql+/fjrnnHN04okn6ne/+53+9a9/af/+/U3e35GImSQAAACghqioqIDLVqu11sfNKioqzH8XFRVJkv773/+qc+fOAeOcTmfQ/VitVk2aNEmvvPKKHnroIc2dO1fDhg1T9+7dJUl33XWXPv30U/3tb39Tz549FRERocsvv1zl5eVBtycpIFf/PKtyvfDCC/Xkk0/Wun1KSopsNps+/fRTrVq1Sp988omeffZZ/elPf9K3336r9PT0oLW0JTRJAICjQlN+1JIfpwRQJSEhQevXrw+I/fDDD3I4HJKk4447Tk6nUzt27Aj60bpgJk+erMcee0zvvPOOFi9erH//+9/mdV999ZUmTZqkSy+9VFJlg7N9+/aD5ilVfq/opJNOMvP0d/LJJ+vtt99Wt27dgq7aZ7FYNGTIEA0ZMkQPPPCA0tLStHjxYt1xxx2Nqu1IRZMEAGjzcnNzdc3kqcorLGrU7TrEROvVuS/RKAGHwJW7r03sY/jw4frrX/+q+fPna/DgwXr11Ve1fv16sxGJiYnRXXfdpdtvv10+n09nnHGGCgoK9NVXXyk2NlYTJ04Muu309HQNHz5c06ZNk9Pp1GWXXWZe16tXL73zzju68MILZbFYdP/998vn8wXdVkREhE477TQ98cQTSk9PV05Ojv785z8HjLn55pv1r3/9S1deeaXuuecetW/fXlu2bNEbb7yhf//731q9erWWLVumc889V4mJifr222+Vm5urPn36HOK9eOSgSQIAtHkul0t5hUVqP3ikoto3rOEp3pervK8/bfCPUwIIFBsbq/joWGUs+bZF9hcfHavY2NjDtv1Ro0bp/vvv1z333KOysjJNmTJFEyZM0E8//WSOefTRR5WQkKCZM2dq27Ztio+P18knn6z77ruv3u1PnTpVy5Yt00033aTw8HAzPmvWLE2ZMkWnn366OnbsqD/+8Y/1zoq//PLLmjp1qgYMGKBjjz1Wf/nLX3Tuueea13fq1ElfffWV/vjHP+rcc8+V2+1WWlqaRo8eLavVqtjYWH3++eeaPXu2XC6X0tLS9NRTT2nMmDFNuOeOTBajja/l53K5FBcXp4KCgsN64gAAWq+tW7fqiinXq8v5VykmMaVBtynMydbO/76mhS//Sz169DjMGQJHrrKyMnNlNv8391LTPubaVHw8FlUO9phsaG/ATBIAAAAOi4SEBBoXHJFYAhwAAAAA/NAkAQAAAIAfmiQAAAAA8EOTBAAAAAB+aJIAAAAAwA9NEgAAAAD4CXmT9Ntvv+maa65Rhw4dFBERoRNPPFGrV682rzcMQw888IBSUlIUERGhESNGaPPmzSHMGAAAAEBbFtLfSdq/f7+GDBmiYcOG6aOPPlJCQoI2b96sdu3amWP+8pe/6JlnntErr7yi9PR03X///Ro1apR++eWXWj8OBQAAgNaDH5PFkSqkTdKTTz6pLl26aO7cuWYsPT3d/LdhGJo9e7b+/Oc/6+KLL5YkzZ8/X0lJSXr33Xc1fvz4Fs8ZAAAA9cvNzdU1k6cqr7CoRfbXISZar859qVU2SpMmTVJ+fr7effddSdLZZ5+t/v37a/bs2S2ax4oVKzRs2DDt379f8fHxh20/FotFixcv1iWXXHLY9nG4hbRJeu+99zRq1Cj97ne/08qVK9W5c2fddNNNuv766yVJGRkZ2r17t0aMGGHeJi4uToMGDdLXX39dZ5PkdrvldrvNy1V/vfB4PPJ4PJIkq9Uqq9Uqn88nn89njq2Ke71eGYZRb9xms8lisZjb9Y9LktfrbVDcbrfLMIyAuMVikc1mq5VjsDg1URM1URM1Bc/d5/PJYrFUXi9DFr9cKjOwyCZDdfH5fAH1HqymnJwcFRQUBMStVqsMwwi4H6XKT1MYhqH27dvXGu9fT9V9YLFYmiUuqVYucXFxSkhICPlxOlj8SH3sHQ01eTwe8zFuGIYsFosMw1BBQYHyXIVqd/q5imrfuMbFItV5RgaLl+zLVd6qT1RQUKCOHTsG1Fvz8V4VnzRpkl555RVJksPhUNeuXTVhwgTNmDFDdru91vi6ttNYVdt4++235XA4Au6vunI0DEMrVqzQ8OHDtW/fPsXHx9c7/mDxYP+XpPLycnXu3Fl33nmn7r333lrbefTRRzVnzhzt3LlTDofjoPus2nbN6w4l98bEq/6remxK1edNzfMtmJA2Sdu2bdPzzz+vO+64Q/fdd5++++473XrrrQoLC9PEiRO1e/duSVJSUlLA7ZKSkszrapo5c6YefvjhWvG1a9cqKipKkpSQkKAePXooIyNDubm55pjU1FSlpqZq06ZNAS9y3bt3V2JiotavX6/S0lIz3rt3b8XHx2vt2rUBT0x9+/ZVWFhYwHerJGngwIEqLy/XunXrzJjNZtMpp5yigoICbdiwwYxHRESoX79+2rt3r7Zt22bG4+Li1KdPH2VlZWnXrl1mnJqoiZqoiZqC11RSUqL0rl1UIalvhE+Rft/I/aXMqnyvNDDKJ5tf7l/arbLb7dq5c6fy8vLqralbt266/e4/qn+/vmbcVVikj5Z/pu5pXXVK/35mPGv3Hs177XWddnI/DR96lqzWyoQydmRqzY9rNaDfSUrvmlad46YN+mXjBp152ulKSkg046t/XKvtOzJ17rBzFBsdY8a/+GaV9uTm6OIxF8jh92bvkxXLVFJaqkvGXBBwnFZ8vlLPPzsn4P7lsUdNjakpPDxcJSUlcjgcstvtKikpUUlJiXw+n8Lj2ismIVmyWOpu/AxD3hoNvd1mq2z8/Bu8A+N9hlGr8bNIyjMMlZSUqLi4uHIbdrvCw8PldrsD3hiHhYUpLCxMXq9XI0eO1PPPPy+3263ly5fr1ltvlWEYuvPOO83x4eHhstvtys/PN5uDqvvYarWa+6sSFRUln88XcKyr9u/1elVWVian0ylJKi0tVWRkpDweT8Af+W02myIiIlRRUaGysjJJUnFxsSIiIg5aU1lZWcB97HQ65XA4VFpaKp/PZ26rakxJSUlAs3H11Vdr3rx5+sMf/hBQU2RkpF555RWNHz9e5eXlKi8vl8ViUVRUlFlTlarnM6/XG3Df+NdUXl5uxus7TvXVVPM4lZSUqKysTOXl5Vq/fn2t86nm8QrGYjRHW9xEYWFhGjhwoFatWmXGbr31Vn333Xf6+uuvtWrVKg0ZMkRZWVlKSUkxx4wbN04Wi0ULFy6stc26ZpK6dOmivLw8xcbGSuIvQNRETdRETUdbTRkZGbrq+t8r9bwrFZeY3KCZpPyc3dr539f0+r9fDPgoeLCaMjMzNX7qNCWcPlKR7ar/ku01Kt/cWf12WlJaqrXffSvfljUaOflCxSZUziYZMmSocrzFL8uquDUg8+Bx34FaGhIv3LtfWz76Wgv++bK6desWMJ7HHjU1pKbS0lLt2LFD6enpCg8PN/+av3XrVo2fcr1SL7haMYnV7+MaorEzSUU52dr5wf/pjZf/pR49egTUe7CZpPz8fC1evNiMjxo1SoWFhVq1apUmT56s/Px8DRw4UM8995ycTqe2bdumnTt36q677tInn3wiq9WqM888U7NnzzbPH6/Xq7vvvltz586VzWbTlClTzFnmqn0NGzZM/fr10+zZs2WxWFRWVqYHHnhAr7/+unJyctSlSxfNmDFDw4cPV/fu3QNynzhxoubOnSufz6cnn3xS//rXv7R7924dc8wx+vOf/6zLL7/cHPvhhx/q9ttv186dO3XaaadpwoQJmjJlivbt26d27drVum9++ukn9evXT59//rnOOOMMM141m/XLL7+osLBQf/rTn7R27VpVVFSof//+mjVrlk4++WRzvNVq1TvvvKNLLrkkYCasap8//PCDTj75ZG3btk3dunWTxWLRF198ofvuu0+rV69Wx44ddckll+iJJ55QZGSkJOm5557T7NmztXPnTsXFxenMM8/UokWLah1XwzBUVlamjIwMde3a1ZwkqTo/XC6XOnTooIKCArM3qEtIZ5JSUlJ03HHHBcT69Omjt99+W5KUnJwsSdqzZ09Ak7Rnzx7179+/zm06nU6zO/dnt9trTZ1WneA1VT0JNTRec7tNiVssljrjwXJsbJyaqClYnJqoSWr7NVmt1uqP3tVoHKp4g8StVmudedYVMwxDzviOikw4+BtCo6RE9uhYldssik5op7hOofsORVXjFOx48NijJungNdntdvMjnlUf6TT/fWCWp+6z6+CC3SbotmrkUB0++N79r4+IiFBeXp4ZW7ZsmWJjY/Xpp59KqpwRGj16tAYPHqwvvvhCdrtdjz32mMaMGaN169YpLCxMs2bN0iuvvKKXX35Zffr00VNPPaXFixdr+PDhAfvyz3XixIn6+uuv9cwzz6hfv37KyMjQ3r171bVrV7399tsaO3asNm7cqNjYWEVERMhiseiJJ57Qq6++qhdeeEG9evXS559/rmuvvVaJiYkaOnSodu7cqbFjx+rmm2/WtGnTtHr1anOGzP84+evbt69OOeUUzZ07V2eeeaYZnzdvnk4//XT16dNHy5cv18SJE/Xss8/KMAw99dRTOv/887V582bFxFTPaNf1mKhZd9W/t27dqjFjxuixxx7Tyy+/rNzcXN1yyy265ZZbNHfuXK1evVq33XabFixYoNNPP1379u3TF198Ueex9d9v1WNTqj5vgp1XNYW0SRoyZIg2btwYENu0aZPS0io/YpCenq7k5GQtW7bMbIpcLpe+/fZb3XjjjS2dLgAAANogwzC0bNkyffzxxwEfNYuKitK///1vhYWFSZJeffVV+Xw+/fvf/zbffM+dO1fx8fFasWKFzj33XM2ePVszZszQZZddJkl64YUX9PHHHwfd96ZNm/Tmm2/q008/Nb+H7z97VPW9xcTERHOxBbfbrccff1xLly7V4MGDzdt8+eWXevHFFzV06FA9//zz6tGjh5566ilJ0rHHHquffvpJTz755EHvi6lTp+quu+7SM888o+joaBUWFuqtt97SM888I0kaPnx4wPh//vOfio+P18qVK3XBBRfUtcl6zZw5U1dffbWmT58uSerVq5eeeeYZs44dO3YoKipKF1xwgWJiYpSWlqaTTjqpSftqqJA2SbfffrtOP/10Pf744xo3bpz+97//6Z///Kf++c9/SqrsBKdPn67HHntMvXr1MpcA79Sp0xG9WgYAAABC74MPPlB0dLQqKirk8/l01VVX6aGHHjKvP/HEE80GSZJ+/PFHbdmyJWDGRJLKysq0detWFRQUKDs7W4MGDTKvs9vtGjhwYNAFDn744QfZbDYNHTq0wXlv2bJFJSUlGjlyZEC8vLzcbB5+/fXXgDwkmQ3VwVx55ZW6/fbb9eabb2rKlClauHChrFarrrjiCkmVn+j685//rBUrVignJ0der1clJSXasWNHg/Ov6ccff9S6dev0f//3f2bMOPDds4yMDI0cOVJpaWnq3r27Ro8erdGjR+vSSy81P4p3OIS0STrllFO0ePFizZgxQ4888ojS09M1e/ZsXX311eaYe+65R8XFxZo2bZry8/N1xhlnaMmSJfxGEgAAAA7JsGHD9PzzzyssLEydOnWq9VGsqu+zVCkqKtKAAQMC3sxXaerS4xEREY2+TVFR5bLq//3vf9W5c+eA6+r62kljxMbG6vLLL9fcuXM1ZcoUzZ07V+PGjVN0dLSkyo8G5uXl6e9//7vS0tLkdDo1ePDggMUY/FV9fNO/SayoqKhVzw033KBbb7211u27du2qsLAwff/991qxYoU++eQTPfDAA3rooYf03XffHbalzEPaJEnSBRdccNCpOYvFokceeUSPPPJIC2YFAACAti4qKko9e/Zs8PiTTz5ZCxcuVGJiYtAv/aekpOjbb7/VWWedJanye0xr1qwJWNjA34knniifz6eVK1cG/OxNlaqZLP+FOY477jg5nU7t2LEj6AxUnz599N577wXEvvnmm/qLVOVH7s4++2x98MEHWrVqlf7617+a13311Vd67rnndN5550mSdu7cqb179wbdVlXzmJ2drXbt2kmqnD3zd/LJJ+uXX3456LGw2+0aMWKERowYoQcffFDx8fFavny5+bHG5hbyJgkAAABtV/G+3PoHHQH7kCqXyP7rX/+qiy++WI888ohSU1OVmZmpd955R/fcc49SU1N122236YknnlCvXr3Uu3dvzZo1S/n5+UG32a1bN02cOFFTpkwxF27IzMxUTk6Oxo0bp7S0NFksFn3wwQc677zzFBERoZiYGN111126/fbb5fP5dMYZZ6igoEBfffWVYmNjNXHiRP3+97/XU089pbvvvlvXXXed1qxZo3nz5jWozrPOOks9e/bUhAkT1Lt3b51++unmdb169dKCBQs0cOBAuVwu3X333QedDevZs6e6dOmihx56SP/v//0/bdq0yfyeVJU//vGPOu2003TLLbfouuuuU1RUlH755Rd9+umn+sc//qEPPvhA27Zt01lnnaV27drpww8/lM/n07HHHtugepqCJgkAAADNLjY2Vh1iopX39afa1wL76xATfdAlnZtDZGSkPv/8c/3xj3/UZZddpsLCQnXu3FnnnHOOue8777xT2dnZmjhxoqxWq6ZMmaJLL7201g9N+3v++ed133336aabblJeXp66du2q++67T5LUuXNnPfzww7r33ns1efJkTZgwQfPmzdOjjz6qhIQEzZw5U9u2bVN8fLxOPvlk83ZVK+PdfvvtevbZZ3Xqqafq8ccf15QpU+qt02KxaMqUKbrvvvs0Y8aMgOteeuklTZs2TSeffLK6dOmixx9/XHfddVfQbTkcDr3++uu68cYbzdXzHnvsMf3ud78zx/Tt21crV67Un/70J5155pkyDEM9evQwvwcVHx+vd955Rw899JDKysrUq1cvvf766zr++OPrraWpQvo7SS3B5XIpLi6u3rXQAQBt19atW3XFlOvV5fyrGvx7LYU52dr539e0sMbvrjTHPopLSvS/Lz5T+U8rdOmd16pdp8SDjj+c9mfl6McFH+nVf81tUJ1ATVW/SVP1O0n+cnNz5XK5WiSP2NjYJn8vCG3LwR6TDe0NmEkCAADAYZGQkEDjgiNS7V8LAwAAAICjGE0SAAAAAPihSQIAAAAAPzRJAAAAOGRtfC0wHEGa47FIkwQAAIAmczgckqSSkpIQZwJUqnosVj02m4LV7QAAANBkNptN8fHxysnJkVT5W0IWiyXEWeFoZBiGSkpKlJOTo/j4eNlstiZviyYJAAAAhyQ5OVmSzEYJCKX4+HjzMdlUNEkAAAA4JBaLRSkpKUpMTFRFRUWo08FRzOFwHNIMUhWaJAAAADQLm83WLG9QgVCjSQIAIIiK8nJlZmY2aGxmZqY8FZ7DnBEAoCXQJAEAUAd3UaEyM7bptvvul9PprH98aal2/palznzUCACOeDRJAADUweMulddiU7vTRqpDp9R6x+du3aDtOxfK42E2CQCOdDRJAAAcRES7DopJTKl3XHEeq3oBQFvBj8kCAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAPzRJAAAAAOCHJgkAAAAA/NAkAQAAAIAfmiQAAAAA8EOTBAAAAAB+aJIAAAAAwA9NEgAAAAD4oUkCAAAAAD80SQAAAADghyYJAAAAAPzQJAEAAACAH3uoEwAA4Gjl83hUkJPXqNs4IyMUGR9zmDIKvdzcXLlcrlCnIUmKjY1VQkJCqNMAEAI0SQAAhIC3rFSFufu0fMGHsjka/nIcHu7QhdOvbZONUm5uriZMnaz8otbRJMVHx2r+S3NplICjEE0SAAAhYFSUy7DaFXPqcEUkJjXoNuX5+1X47VK5S0rbZJPkcrmUX+RS+uhBik1oH9pccvcpY8m3crlcNEnAUYgmCQCAEHLEtVN4B96E+4tNaK92nRJDnQaAoxgLNwAAAACAH5okAAAAAPBDkwQAAAAAfmiSAAAAAMAPCzcAAI4KngqPSkpLZS0padD40rIy+QyfykrLVNyA2zRmfGlJiQwZDcoDANDyaJIAAG1eXl6eMndkKm/Dr3Jk7W7QbUp/267y8nJtydiinfvzm3W8z+dVmdvdoDwAAC2PJgkA0OYVFRXJ6/Mqon2sIpMbtrS0pTxfVptNUR3bNeg2jRlfVlQiZTCTBACtFU0SAOCoYQtzyBHubODYMFkslgbfpjHjPeXlDcoBABAaLNwAAAAAAH5okgAAAADAD00SAAAAAPjhO0kAgCNSbm6uXC5Xg8ZmZWXJ8LFQQjAV5eXKzMwMdRrKzMxUhccT6jQAgCYJAHDkyc3N1TWTpyqvsKhB410FBXKXl8vLG/BaSl1FysjI0F33z5DT2bBFLQ6XstJS7crOUr/yipDmAQA0SQCAI47L5VJeYZHaDx6pqPYJ9Y7f9cs6GTt2SMwm1VJe5pZhtSh91CAldEkJaS6/bdimzNd2yuOlmQUQWjRJAIAjVlT7BMUk1v/GPvy3HS2QzZEtumO82nVq2G9IHS4FOXkh3T8AVGHhBgAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAPzRJAAAAAOCHJgkAAAAA/IS0SXrooYdksVgC/uvdu7d5fVlZmW6++WZ16NBB0dHRGjt2rPbs2RPCjAEAAAC0dSGfSTr++OOVnZ1t/vfll1+a191+++16//33tWjRIq1cuVJZWVm67LLLQpgtAAAAgLbOHvIE7HYlJyfXihcUFOill17Sa6+9puHDh0uS5s6dqz59+uibb77Raaed1tKpAgAAADgKhLxJ2rx5szp16qTw8HANHjxYM2fOVNeuXbVmzRpVVFRoxIgR5tjevXura9eu+vrrr4M2SW63W26327zscrkkSR6PRx6PR5JktVpltVrl8/nk8/nMsVVxr9crwzDqjdtsNlksFnO7/nFJ8nq9DYrb7XYZhhEQt1gsstlstXIMFqcmaqImajqaavL5fLJaKz8MYZER8LEInyRDFlllyFK1P6vFHG+zyIxLkteQDEl2/6Cqxzis1oDrPAfujprjq3L1H28c2L7lwH7N+i2WA/ePNWC8z6jM3yrJ6je+Km63WORwOGSVRdYDMVkkixFYU1XcaihA1b3qf3/ZLNWXao23VBbhP96QZBwkXjOXxsRtFmv1cT2Emg4ab2BNVlnMx29bP5+oiZqOpppqXh9MSJukQYMGad68eTr22GOVnZ2thx9+WGeeeabWr1+v3bt3KywsTPHx8QG3SUpK0u7du4Nuc+bMmXr44YdrxdeuXauoqChJUkJCgnr06KGMjAzl5uaaY1JTU5WamqpNmzapoKDAjHfv3l2JiYlav369SktLzXjv3r0VHx+vtWvXBjw4+vbtq7CwMK1evTogh4EDB6q8vFzr1q0zYzabTaeccooKCgq0YcMGMx4REaF+/fpp79692rZtmxmPi4tTnz59lJWVpV27dplxaqImaqKmo6mmkpISDeh3onZL6u40lGSvfqHcWW7RzgqLeof7FF/52qgTT+iuwj695ZI0MiFWsXabOf7zvELtdnt0UXK82bxI0qKdToWFOXTVcd1lCw834+9k71ekzarRiXFmzGMYmrtZ6tYlNWC8y+PVkhyX0iPDNDA+yhy/KypM2yWdNmCAzvUbn1Hi1nf5JRoQH6n0SKc5/ufCUv1cWKahqYnqcPk4JUd3lqPCqd22UhXYKpTmiZLTqK5pp71YJRavelTEyOrXamQ4iuSRT70qYs1Y5869tdThUITNERD3ydDmsEJFGjZ18VTn7rZ4td1RrDifQ8neCDNebPFol6NE7X1OdfRW515gLddue5mSvOGK84WZ8b02t/JsbnX2RCrKsJu5ZB5zrCQdUk2StNnhkl1WpVdEN6mmiminok8ZJElt/nyiJmo6mmoqLi5WQ1gM/xYsxPLz85WWlqZZs2YpIiJCkydPDpgVkqRTTz1Vw4YN05NPPlnnNuqaSerSpYvy8vIUG1v5BEoXTk3URE3UdGTXlJGRoaun3ajOY8YrNjG53pmk7T9+p1ULXlDaFZPVPr1bg2aS9m3eqMzFb+iYa6cpKiXFjAebScrbvFE7312oXtdcb44PNpNU6irS9lWrVL7+G/W8unp8fTNJnn17tW/ZYp1/4+/ULiWhWWaSMtdt1IfPzteFM6YptXta4PgWnknKXLdRS+a8qvP/eJ06d08L6UzS/uxcrXvtY73ywr+Vnp7eps8naqKmo6kml8ulDh06qKCgwOwN6hLyj9v5i4+P1zHHHKMtW7Zo5MiRKi8vV35+fsBs0p49e+r8DlMVp9Mpp9NZK26322W3B5ZbdSfXVHVnNjRec7tNiVssljrjwXJsbJyaqClYnJqoSTryaqp6QZUqGyJvrdGSz+8ttsdnmOO9Qf406KkRr7pY4fPVuq6u8ZJkGEad440a4z0HXti9Xl+d432qbIxq79NQRUWFfDIq3+xXbd9SnW/Adur4SGDV9qt4jepLdY63BI6vLx4sl4bEvUb1m6RDqaneeANq8qn6jV9bP58aEqcmagoWP9JqCnZ9rXwaNKqFFBUVaevWrUpJSdGAAQPkcDi0bNky8/qNGzdqx44dGjx4cAizBAAAANCWhXQm6a677tKFF16otLQ0ZWVl6cEHH5TNZtOVV16puLg4TZ06VXfccYfat2+v2NhY/eEPf9DgwYNZ2Q4AAADAYRPSJmnXrl268sorlZeXp4SEBJ1xxhn65ptvlJCQIEl6+umnZbVaNXbsWLndbo0aNUrPPfdcKFMGAAAA0MaFtEl64403Dnp9eHi45syZozlz5rRQRgCA5pSbm2v+FENzyszMlNvtVklpqawlJfWOd5eVN3sOAIC2q1Ut3AAAaDtyc3M1Yepk5Rc1f5NUVlqqzB3Zyt/wqxxZwX8WokrxrkwZPkO+1rOgKwCgFaNJAgAcFi6XS/lFLqWPHqTYhPbNuu2CnDxlLfhQ0ckd5Gzfsd7xFQV7Kv9BkwQAaACaJADAYRWb0F7tOiU2+3ZtDrvszjA5wmv/7EOtsfa6l4oFAKAurWoJcAAAAAAINZokAAAAAPBDkwQAAAAAfmiSAAAAAMAPTRIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAPzRJAAAAAOCHJgkAAAAA/NAkAQAAAIAfmiQAAAAA8EOTBAAAAAB+aJIAAAAAwA9NEgAAAAD4oUkCAAAAAD80SQAAAADghyYJAAAAAPzQJAEAAACAH5okAAAAAPBDkwQAAAAAfmiSAAAAAMAPTRIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAPzRJAAAAAOCHJgkAAAAA/NAkAQAAAIAfmiQAAAAA8EOTBAAAAAB+aJIAAAAAwA9NEgAAAAD4oUkCAAAAAD/2UCcAAADQGlWUlyszMzPUaZhiY2OVkJAQ6jSAowJNEgAAQA2lriJlZGTorvtnyOl0hjodSVJ8dKzmvzSXRgloATRJAAAANZSXuWVYLUofNUgJXVJCnY5cufuUseRbuVwumiSgBdAkAQAABBHdMV7tOiWGOg0ALYyFGwAAAADAD00SAAAAAPihSQIAAAAAPzRJAAAAAOCHJgkAAAAA/NAkAQAAAIAfmiQAAAAA8NNqmqQnnnhCFotF06dPN2NlZWW6+eab1aFDB0VHR2vs2LHas2dP6JIEAAAA0Oa1iibpu+++04svvqi+ffsGxG+//Xa9//77WrRokVauXKmsrCxddtllIcoSAAAAwNEg5E1SUVGRrr76av3rX/9Su3btzHhBQYFeeuklzZo1S8OHD9eAAQM0d+5crVq1St98800IMwYAAADQltlDncDNN9+s888/XyNGjNBjjz1mxtesWaOKigqNGDHCjPXu3Vtdu3bV119/rdNOO63O7bndbrndbvOyy+WSJHk8Hnk8HkmS1WqV1WqVz+eTz+czx1bFvV6vDMOoN26z2WSxWMzt+sclyev1Nihut9tlGEZA3GKxyGaz1coxWJyaqImaqKm11RSwHyNguHwWSUbgX+oMScZB4hZDslRtTxZzn1ZJVkv1eJ8h+STZLNXjHbbKelQjLkleo3Ifdv+g/G5rtQZc5zlQS83xUuX97z/eOLB9y4H9VrFbKi/YbNaA8VW5B6vJbrHI4XDIKousB2Kqcd9I1fFa9/uB//vfvzZL9aXmPk6Njdss1cfpUGo6aLyBNdksVtnt9jpzaWytzXGcrAduaRhGrfPvSH2OOFicmqjpcNVU8/pgQtokvfHGG/r+++/13Xff1bpu9+7dCgsLU3x8fEA8KSlJu3fvDrrNmTNn6uGHH64VX7t2raKioiRJCQkJ6tGjhzIyMpSbm2uOSU1NVWpqqjZt2qSCggIz3r17dyUmJmr9+vUqLS01471791Z8fLzWrl0b8ODo27evwsLCtHr16oAcBg4cqPLycq1bt86M2Ww2nXLKKSooKNCGDRvMeEREhPr166e9e/dq27ZtZjwuLk59+vRRVlaWdu3aZcapiZqoiZpaW00lJSWy2+0Kt9rVqyLWjPtkaHNYoSINm7p4osy42+LVdkex4nwOJXsjzHixxaNdjhK19znV0euUJFVEO1Uw8BStkzQgPlLpkU5z/M+Fpfq5sExntI9WktMhSSqPOknvbP1FBZJGJsQq1m4zx3+eV6jdbo8uSo43mxdJWrTTqbAwh646rrts4eFm/J3s/Yq0WTU6Mc6MeQxDczdL3bqkBox3ebxakuNSemSYBsZX17orKkzbJZ02YIDO9RufUeLWd/klQWsampqoDpePU3J0ZzkqnNptK1WBrUJpnig5jeqadtqLVWLxqkdFjPnmWpIyHEXyyBdwPDp37q2lDocibI5mP06SVGAt1257mZK84YrzhZnxvTa38mxudfZEKsqwm7lkHnOsJB1STZK02eGSXValV0Q3qabOnXsrbNQYeaVDqklSsxyniminfrLbVVFREXCeHcnPEVLbe96jptZfU3FxsRrCYvi3YC1o586dGjhwoD799FPzu0hnn322+vfvr9mzZ+u1117T5MmTA2aFJOnUU0/VsGHD9OSTT9a53bpmkrp06aK8vDzFxlY+2dCFUxM1URM1Hf6aMjIyNOGGqep37Rh1SEkMGH+oMxT7s3P1/pyFih9xmSI7JNQ7k7T3px+V+f7b6nrFJHXs0b1BM0n7Nm9U5uI3dMy10xSVkmLGg80k5W3eqJ3vLlSva643xwebSSp1FWn7qlUqX/+Nel5dPb6+mSTPvr3at2yxzr/xd2qXktAsMxSZ6zbqw2fn68IZ05TaPS1wfAvPJGWu26glc17V+X+8Tp27p4V0Jilz3UZ98vxrGnP3lFq5hGImaX92rtYu+FAL/vmyunXrFjD+SH2OOFicmqjpcNXkcrnUoUMHFRQUmL1BXUI2k7RmzRrl5OTo5JNPNmNer1eff/65/vGPf+jjjz9WeXm58vPzA2aT9uzZo+Tk5KDbdTqdcjqdteJ2u92cNq9SdSfXVHVnNjRec7tNiVssljrjwXJsbJyaqClYnJqoSTo8Nfnvx1fHR9NkqX4z2JC4Yal8EypVzghUveD5VNlE1OT1i1V4q198vXWMlaqbH3N/Vbf1+WpdV9d4qfKjUHWNN2qM9xx4Yfd6fXWOD1aTxzBUUVEhn4yA+9T/vgnYTl33uwLvX69Rfam5j1Nj416j+jgdSk31xhtQk9fwmW+2DqWmhsQbUpPvwC2DPRccic8R9cWpiZqk5q8p2PW1xjdo1GFwzjnn6KeffgqITZ48Wb1799Yf//hHdenSRQ6HQ8uWLdPYsWMlSRs3btSOHTs0ePDgUKQMAAAA4CgQsiYpJiZGJ5xwQkAsKipKHTp0MONTp07VHXfcofbt2ys2NlZ/+MMfNHjw4KCLNgAAAADAoQr56nYH8/TTT8tqtWrs2LFyu90aNWqUnnvuuVCnBQAAAKANa1VN0ooVKwIuh4eHa86cOZozZ05oEgIAAABw1An5j8kCAAAAQGtCkwQAAAAAfmiSAAAAAMAPTRIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAP01qkrZt29bceQAAAABAq9CkJqlnz54aNmyYXn31VZWVlTV3TgAAAAAQMk1qkr7//nv17dtXd9xxh5KTk3XDDTfof//7X3PnBgAAAAAtrklNUv/+/fX3v/9dWVlZevnll5Wdna0zzjhDJ5xwgmbNmqXc3NzmzhMAAAAAWsQhLdxgt9t12WWXadGiRXryySe1ZcsW3XXXXerSpYsmTJig7Ozs5soTAAAAAFrEITVJq1ev1k033aSUlBTNmjVLd911l7Zu3apPP/1UWVlZuvjii5srTwAAAABoEfam3GjWrFmaO3euNm7cqPPOO0/z58/XeeedJ6u1sudKT0/XvHnz1K1bt+bMFQAAAAAOuyY1Sc8//7ymTJmiSZMmKSUlpc4xiYmJeumllw4pOQAAAABoaU1qkjZv3lzvmLCwME2cOLEpmwcAAACAkGnSd5Lmzp2rRYsW1YovWrRIr7zyyiEnBQAAAACh0qQmaebMmerYsWOteGJioh5//PFDTgoAAAAAQqVJTdKOHTuUnp5eK56WlqYdO3YcclIAAAAAECpNapISExO1bt26WvEff/xRHTp0OOSkAAAAACBUmtQkXXnllbr11lv12Wefyev1yuv1avny5brttts0fvz45s4RAAAAAFpMk1a3e/TRR7V9+3adc845stsrN+Hz+TRhwgS+kwQAUG5urjIzM1VWWqqCnLx6xzsjIxQZH9MCmQEAUL8mNUlhYWFauHChHn30Uf3444+KiIjQiSeeqLS0tObODwBwhMnNzdU1k6cqa2+eMndkK2vBh7I5Dv5yEx7u0IXTr6VRAgC0Ck1qkqocc8wxOuaYY5orFwBAG+ByuZRXWKR2p41UfnqOopM7yO4MCzq+PH+/Cr9dKndJKU0SAKBVaFKT5PV6NW/ePC1btkw5OTny+XwB1y9fvrxZkgMAHLki2nWQo7RCzvYd5Qh3hjodAAAarElN0m233aZ58+bp/PPP1wknnCCLxdLceQEAAABASDSpSXrjjTf05ptv6rzzzmvufAAAAAAgpJq0BHhYWJh69uzZ3LkAAAAAQMg1aSbpzjvv1N///nf94x//4KN2AKDKFd1cLleo05AkxcbGKiEhIdRpNIrX42nQUuFVCnLy5PP46h8IAEATNKlJ+vLLL/XZZ5/po48+0vHHHy+HwxFw/TvvvNMsyQHAkSA3N1cTpk5WflHraJLio2M1/6W5R0yj5CkpVkF2rpY3YKlw8zZutwr3FapDhecwZwcAOBo1qUmKj4/XpZde2ty5AMARyeVyKb/IpfTRgxSb0D60ueTuU8aSb+VyuY6YJsnrdktWu2JOHa6IxKQG3aYoM0OuZR/VWl0VAIDm0KQmae7cuc2dBwAc8WIT2qtdp8RQp3HEcsS1U3iHhjV27v37DnM2AICjWZMWbpAkj8ejpUuX6sUXX1RhYaEkKSsrS0VFRc2WHAAAAAC0tCbNJGVmZmr06NHasWOH3G63Ro4cqZiYGD355JNyu9164YUXmjtPAAAAAGgRTZpJuu222zRw4EDt379fERERZvzSSy/VsmXLmi05AAAAAGhpTZpJ+uKLL7Rq1SqFhYUFxLt166bffvutWRIDAAAAgFBo0kySz+eT1+utFd+1a5diYmIOOSkAAAAACJUmNUnnnnuuZs+ebV62WCwqKirSgw8+qPPOO6+5cgMAAACAFtekj9s99dRTGjVqlI477jiVlZXpqquu0ubNm9WxY0e9/vrrzZ0jAAAAALSYJjVJqamp+vHHH/XGG29o3bp1Kioq0tSpU3X11VcHLOQAAAAAAEeaJjVJkmS323XNNdc0Zy4AAAAAEHJNapLmz59/0OsnTJjQpGQAAAAAINSa1CTddtttAZcrKipUUlKisLAwRUZG0iQBAAAAOGI1aXW7/fv3B/xXVFSkjRs36owzzmDhBgAAAABHtCY1SXXp1auXnnjiiVqzTAAAAABwJGm2JkmqXMwhKyurOTcJAAAAAC2qSd9Jeu+99wIuG4ah7Oxs/eMf/9CQIUOaJTEAAAAACIUmNUmXXHJJwGWLxaKEhAQNHz5cTz31VHPkBQAAAAAh0aQmyefzNXceAAAAANAqNOt3kgAAAADgSNekmaQ77rijwWNnzZrVlF0AAIA6eD0eFeTkNXi8MzJCkfExhzEjAGh7mtQkrV27VmvXrlVFRYWOPfZYSdKmTZtks9l08sknm+MsFkvzZAkAAOQpKVZBdq6WL/hQNkfDXsLDwx26cPq1NEoA0AhNapIuvPBCxcTE6JVXXlG7du0kVf7A7OTJk3XmmWfqzjvvbNYkAQCA5HW7JatdMacOV0RiUr3jy/P3q/DbpXKXlNIkAUAjNKlJeuqpp/TJJ5+YDZIktWvXTo899pjOPfdcmiQAAA4jR1w7hXdICHUaANBmNWnhBpfLpdzc3Frx3NxcFRYWNng7zz//vPr27avY2FjFxsZq8ODB+uijj8zry8rKdPPNN6tDhw6Kjo7W2LFjtWfPnqakDAAAAAAN0qQm6dJLL9XkyZP1zjvvaNeuXdq1a5fefvttTZ06VZdddlmDt5OamqonnnhCa9as0erVqzV8+HBdfPHF+vnnnyVJt99+u95//30tWrRIK1euVFZWVqO2DwAAAACN1aSP273wwgu66667dNVVV6mioqJyQ3a7pk6dqr/+9a8N3s6FF14YcPn//b//p+eff17ffPONUlNT9dJLL+m1117T8OHDJUlz585Vnz599M033+i0005rSuoAAAAAcFBNapIiIyP13HPP6a9//au2bt0qSerRo4eioqKanIjX69WiRYtUXFyswYMHa82aNaqoqNCIESPMMb1791bXrl319ddfB22S3G633G63ednlckmSPB6PPB6PJMlqtcpqtcrn8wX8MG5V3Ov1yjCMeuM2m00Wi8Xcrn+8qqaGxO12uwzDCIhbLBbZbLZaOQaLUxM1UVPoaqr6t1UWWavD8kmSRQExM67aU/lB4xZJRmDckGTUEbfKYubkf1+25HHy+Xyy2+2yH1jh1CLJXmOxU49RGbdZJIfVqrAwh+zW6vE2v/GGJO+BOg8MkcNqNffpH5ckn1F5X9osUlXYYausRzXiOrBto44czdtarQHXeQ7cHTXHS5WPKf/xVbnXrKnqvrHZrAHjq3IPVpP9wH1VdZuq3IPV5LBa5HA4zMdmXY8xm6X6Uq3HaiMee1VxixGYS2PiNkv1cao5vqXPJ5vFKrvdXmcuja21KvdDqSnYuS3xXE5N1NSYmmpeH0yTmqQq2dnZys7O1llnnaWIiAgZhtHoZb9/+uknDR48WGVlZYqOjtbixYt13HHH6YcfflBYWJji4+MDxiclJWn37t1Btzdz5kw9/PDDteJr1641m7iEhAT16NFDGRkZAd+tSk1NVWpqqjZt2qSCggIz3r17dyUmJmr9+vUqLS01471791Z8fLzWrl0b8ODo27evwsLCtHr16oAcBg4cqPLycq1bt86M2Ww2nXLKKSooKNCGDRvMeEREhPr166e9e/dq27ZtZjwuLk59+vRRVlaWdu3aZcapiZqoKXQ1hYeHV9YQmaTYimgzvtNerBKLVz0qYsw3OJKU4SiSRz71qogNqGmzwyW7rEr324ZPhjaHFSrSsKmLp/oPUW6LV9sdxYrzOZTsjTDjeRGG1koqKCgIuM9a8jiVlJRo7PljFNaxo7Zk71Gsw6YLUqoX+vEYht7JzleS066zOsTIE3ucSlOuV3nHZC0r9io9MkwD46tr3eOu0Mq8IvWJCdfxMZW1emKP07f7z9JGSQPiI5Ue6TTH/1xYqp8Ly3RG+2glOR2SpPKok/TO1l9UIGlkQqxi7TZz/Od5hdrt9uii5HizeZGkRTudCgtz6Krjust24BhL0jvZ+xVps2p0YlxATXM3S926pAaMd3m8WpLjqlXTrqgwbZd02oABOtdvfEaJW9/llwStaXiPrmo/7XpFdu4qW3i4VucXa1tJedCaLuvRRUb8OCVHd5ajwlnnY69z595a6nAowuYIiDf2sVds8WiXo0TtfU519FbnXmAt1257mZK84YrzhZnxvTa38mxudfZEKsqwm7lkHlP50yJpnig5jeqaWvp86ty5t8JGjZFXOqSaJGm3rVQFtopDqqki2qmf7HZVVFQEnNs8l1MTNTWupuLiYjWExfBvwRooLy9P48aN02effSaLxaLNmzere/fumjJlitq1a6ennnqqwdsqLy/Xjh07VFBQoLfeekv//ve/tXLlSv3www+aPHlywKyQJJ166qkaNmyYnnzyyTq3V9dMUpcuXZSXl6fY2MonG7pwaqImamrOmrZv365rp03RSdeep3Yp1SuOhWImaX92rtYu+FAL/vmyunXr1uSaDuU4ZWRk6Nrf36wOQy/Sr79lKy41UeERzoDx/jNJrq2btfP9RUq7YpLCkzs1aCbJtXWztr+7UF3HT1Zsp871ziTt/elHZb7/trpeMUkde3Rv0EzSvs0blbn4DR1z7TRFpaQE5K46xudt3qid7y5Ur2uuN8cHm0kqdRVp+6pVKl//jXpeXT2+vpmk4m2btev9Rep2xWRFpaTUO5Pk3b9XeUsX6/wbf6d2KQl1PsYy123Uh8/O14Uzpim1e1pATS09k5S5bqOWzHlV5//xOnXunhbSmaTMdRv1yfOvaczdU2rlEoqZpGDntsRzOTVRU2Nqcrlc6tChgwoKCszeoC5Nmkm6/fbb5XA4tGPHDvXp08eMX3HFFbrjjjsa1SSFhYWpZ8+ekqQBAwbou+++09///nddccUVKi8vV35+fsBs0p49e5ScnBx0e06nU06ns1bcbreb0+ZVqu7kmqruzIbGa263KXGLxVJnPFiOjY1TEzUFi1PToddUNYPuk1H5BqyGumKV4xsRtzQs7pNh5tSY+6A5j5PVaq38iPOBFy9D1Y2Fv6p4hc+n8vIKeXwHH+9TZbMgVd6m6gXPP+7P6xer8Fa/+HrrGKs69ll1scLnqzOfOmsyjDrH16yp6r7xen11jg9Wk+fAfVXzNsFqqvAZqqioqPXY9H/MeI3qS3U+Vhv42KtiWKrvu8bGvUb1cQo2vqXOJ6/hM99sHUpNDYk3pKb6zm2ey6lJoqZgOfrHg11fK58Gjarhk08+0ZNPPqnU1NSAeK9evZSZmdmUTZp8Pp/cbrcGDBggh8OhZcuWmddt3LhRO3bs0ODBgw9pHwAAAAAQTJNmkoqLixUZGVkrvm/fvjpncYKZMWOGxowZo65du6qwsFCvvfaaVqxYoY8//lhxcXGaOnWq7rjjDrVv316xsbH6wx/+oMGDB7OyHQAAAIDDpklN0plnnqn58+fr0UcflVQ5zebz+fSXv/xFw4YNa/B2cnJyNGHCBGVnZysuLk59+/bVxx9/rJEjR0qSnn76aVmtVo0dO1Zut1ujRo3Sc88915SUAQAAAKBBmtQk/eUvf9E555yj1atXq7y8XPfcc49+/vln7du3T1999VWDt/PSSy8d9Prw8HDNmTNHc+bMaUqaAAAAANBoTfpO0gknnKBNmzbpjDPO0MUXX6zi4mJddtllWrt2rXr06NHcOQIAAABAi2n0TFJFRYVGjx6tF154QX/6058OR04AAAAAEDKNnklyOBwBPyQFAAAAAG1Jkz5ud80119T7fSIAAAAAOBI1aeEGj8ejl19+WUuXLtWAAQMUFRUVcP2sWbOaJTkAAAAAaGmNapK2bdumbt26af369Tr55JMlSZs2bQoYU/XL8wAAAABwJGpUk9SrVy9lZ2frs88+kyRdccUVeuaZZ5SUlHRYkgMAAEClivJyZWZmhjoNSVJsbKwSEhJCnQZw2DSqSTIMI+DyRx99pOLi4mZNCAAAAIFKXUXKyMjQXffPkNPpDHU6io+O1fyX5tIooc1q0neSqtRsmgAAAND8ysvcMqwWpY8apIQuKSHNxZW7TxlLvpXL5aJJQpvVqCbJYrHU+s4R30ECAABoGdEd49WuU2Ko0wDavEZ/3G7SpEnmNG9ZWZl+//vf11rd7p133mm+DAEAAACgBTWqSZo4cWLA5WuuuaZZkwEAAACAUGtUkzR37tzDlQcAAAAAtAqHtHADAKD1CfUywZmZmXK73SorLWOBHwDAEYkmCQDakNawTHBZaakyd2RrX8YWecIiFeujUQIAHFlokgCgDWkNywQX5OQpa8GHcsbFqKLEI5/hC0keAAA0FU0SALRBoV4m2Oawy+6wS/KELAcAAJrKGuoEAAAAAKA1oUkCAAAAAD80SQAAAADghyYJAAAAAPzQJAEAAACAH5okAAAAAPBDkwQAAAAAfmiSAAAAAMAPTRIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAPzRJAAAAAOCHJgkAAAAA/NAkAQAAAIAfmiQAAAAA8EOTBAAAAAB+aJIAAAAAwI891AkAAFq3kvxCuUtKGzy+ICdPPo/vMGYEAMDhRZMEAAiqJL9Q789eoLKyigbfxuN2q3BfoaK83sOYGQAAhw9NEgAgKHdJqcrKKhQzaITC4ts16DZFmRlyLftIhs84zNkBAHB40CQBAOoVFt9O4R0SGjTWvX/fYc4GAIDDi4UbAAAAAMAPTRIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAP/ZQJwAAAA4fr8ejgpy8oNcX5uXL6/GoMHef9kdESJKckRGKjI9pqRQBoNWhSQIAoI3ylBSrIDtXyxd8KJuj7pf88pIylbot+mLhUjmcYZKk8HCHLpx+LY0SgKMWTRIAAG2U1+2WrHbFnDpcEYlJdY5xFxbL2LVb7dI6yRkZofL8/Sr8dqncJaU0SQCOWjRJAAC0cY64dgrvkFDndYYjXLaCMjnbd1R4VGQLZwYArVNIF26YOXOmTjnlFMXExCgxMVGXXHKJNm7cGDCmrKxMN998szp06KDo6GiNHTtWe/bsCVHGAAAAANq6kDZJK1eu1M0336xvvvlGn376qSoqKnTuueequLjYHHP77bfr/fff16JFi7Ry5UplZWXpsssuC2HWAAAAANqykH7cbsmSJQGX582bp8TERK1Zs0ZnnXWWCgoK9NJLL+m1117T8OHDJUlz585Vnz599M033+i0004LRdoAAAAA2rBW9Z2kgoICSVL79u0lSWvWrFFFRYVGjBhhjundu7e6du2qr7/+us4mye12y+12m5ddLpckyePxyOPxSJKsVqusVqt8Pp98Pp85tiru9XplGEa9cZvNJovFYm7XPy5JXq+3QXG73S7DMALiFotFNputVo7B4tRETdQUupqq/m2VRdbqsHySZFFAzIyr9lR+0LhFkhEYNyQZdcStFosO7DZgv1XjLUbldfXFzdxlkcPhkMNqkd0ieY3K29j9B0vyHNiX3SI5rFaFhTnksFrNXOoab5Fk8xtvt1bnbvMbb6hyv1ZJB4bIYbWajwH/uCT5jMr8bZbqmhy2ymOnGnEpeE3mba3WgOv8a63JYrEEjK/KvWZN9gPHyWazBoyvyj1YTXa/+9b/eASryVFjfF25O/zu98rjV3nMraouoiGPvcY+xuqK2yzVxynoY7KFziebxSq73V5nLk09nw6lJpul+lKt8Y14jmiO42SVRZYDj+G29FzeFl+fqKl27jWvD6bVNEk+n0/Tp0/XkCFDdMIJJ0iSdu/erbCwMMXHxweMTUpK0u7du+vczsyZM/Xwww/Xiq9du1ZRUVGSpISEBPXo0UMZGRnKzc01x6Smpio1NVWbNm0yGzZJ6t69uxITE7V+/XqVlpaa8d69eys+Pl5r164NeHD07dtXYWFhWr16dUAOAwcOVHl5udatW2fGbDabTjnlFBUUFGjDhg1mPCIiQv369dPevXu1bds2Mx4XF6c+ffooKytLu3btMuPURE3UFLqawsPDK2uITFJsRbQZ32kvVonFqx4VMdVvOCVlOIrkkU+9KmIDatrscMkuq9L9tuGToc1hhYo0bOriiTLjbotX2x3FivM5lOyNMOORHbrqI0mdI9oFbL/AWq7d9jIlecMV5wsz43ttbuXZ3OrsiVSUUf2SsNtWqgJbhXpHJinl8nEKS+gka1iYPs8r1G63Rxclx5tv9CVpSU6BSrw+XZbSTp7Y41Sacr3Ckzvrua/WK9Zh18Up7cyxHsPQO9n5SnLadVaHGHN8ecdkLSv2Kj0yTAPjq2vd467Qyrwi9YkJ1/ExlbV6Yo/Tt/vP0kZJA+IjlR7pNMf/XFiqnwvLdEb7aCU5HZKk8qiT9M7WX1QgaWRCrGLtNnN8sJoW7XQqLMyhq47rLtuBYyxJ72TvV6TNqtGJcQE1zd0sdeuSGjDe5fFqSY6rVk27osK0XdJpAwboXL/xGSVufZdfErSm4T26qv206xXZuats4eFanV+sbSXlQWu6ol9veVKqx/sfpyq+hBg9uz3LPE6+DlEqjx+nhKgUZaqiwY+9YotHuxwlau9zqqO3OvfGPPY6d+6tzGOOlSSleaLkNKpraunzqXPn3gobNUZe6ZBqkqrPp0OpqXPn3lrqcCjC5giIN/Y5ojmOU0W0U/u7dJWkNvVc3hZfn6ipdk3+X+s5GIvh34KF0I033qiPPvpIX375pVJTUyVJr732miZPnhwwMyRJp556qoYNG6Ynn3yy1nbqmknq0qWL8vLyFBtb+aRCF05N1ERNzVnT9u3bde20KTrp2vPULqV6BbFQzCRtX7dBHz27QBfNmKbO3dNqjW/sX74LsnL13+cXqcOIS+Vs37FBM0murZu18/1FSrlgvPYXlSu5Z1dFRUfWGl81u1I1Pu2KSQpP7tSgmSTX1s3a/u5CdR0/WbGdOtc7k7T3px+V+f7b6nrFJHXs0b1BM0n7Nm9U5uI3dMy10xSVklJnrf7yNm/UzncXqtc115vjg80klbqKtH3VKpWv/0Y9r64eX99MUvG2zdr1/iJ1u2KyolJS6p1JKtlWed9Wja8r97LCIv22dZd5nNz79ipv6WKdf+PvFNcpoUVnKDLXbdSSOa/q/D9ep87d00I6k5S5bqM+ef41jbl7Sq1cQjGTlLluoz58dr4unDFNqX7ndmNqakrudcX3Z+fqh1c/0oJ/vqxu3bq1mefytvj6RE21c3e5XOrQoYMKCgrM3qAurWIm6ZZbbtEHH3ygzz//3GyQJCk5OVnl5eXKz88PmE3as2ePkpOT69yW0+mU0+msFbfb7ea0eZWqO7mmqjuzofGa221K3GKx1BkPlmNj49RETcHi1HToNVV97MQno/LNSg11xSrHNyJuaVjcd+AFwwiyX8NSeV1D4z4ZqqioUIXPkM1vgKeuwQfiFT6fyssrVHHgxc4IMt6oMd7jMw463qfKZkGqvE3VC55/3J/XL1bhrX7x9R4k95r5Ve2rrnzqrMkw6hxfsybPgePk9frqHB+sJo/ffet/m2A1VQQZ7//vihr3e4Wv8pj7qu6BBj72zFob+Rjzj3uN6uMU9DHZQueT1/CZb7YOpaaGxBtSk9eovlTn+BY8Tj4Z5pvTtvRcXl+cmtpGTcGur5VPg0YdJoZh6JZbbtHixYu1fPlypaenB1w/YMAAORwOLVu2zIxt3LhRO3bs0ODBg1s6XQAAAABHgZDOJN1888167bXX9J///EcxMTHm94zi4uIUERGhuLg4TZ06VXfccYfat2+v2NhY/eEPf9DgwYNZ2Q4AAADAYRHSJun555+XJJ199tkB8blz52rSpEmSpKefflpWq1Vjx46V2+3WqFGj9Nxzz7VwpgAAAACOFiFtkhqyZkR4eLjmzJmjOXPmtEBGAA4mNzfXXFY/1MrLyxUWFlb/wBaQmZmpigYuKQoAbUFFebkyMzNDnYYkKTY2VgkJCfUPBBqhVSzcAKD1y83N1YSpk5VfFPomqaK8XDt37FSXbmlyNPALmIdTWWmpdmVnqV95RahTAYDDrtRVpIyMDN11/4w6F8tqafHRsZr/0lwaJTSr0L+7AHBEcLlcyi9yKX30IMUmtA9pLr9t2KZtmduVNmKgErqk1H+DFsgn87Wd8niZTQLQ9pWXuWVYLUofNSjkz8Gu3H3KWPKtXC4XTRKaFU0SgEaJTWivdp0SQ5pDQU6eJCm6Y3zIc5Gq8wGAo0lreQ4GDoeQLgEOAAAAAK0NTRIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAPzRJAAAAAOCHJgkAAAAA/NAkAQAAAIAfmiQAAAAA8EOTBAAAAAB+aJIAAAAAwI891AkAAIDWxevxqCAnr8HjnZERioyPOYwZAUDLokkCAAAmT0mxCrJztXzBh7I5GvY2ITzcoQunX0ujBKDNoEkCAAAmr9stWe2KOXW4IhKT6h1fnr9fhd8ulbuklCYJQJtBkwQAAGpxxLVTeIeEUKcBACHBwg0AAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAPzRJAAAAAOCHJgkAAAAA/NhDnQAAoOlK8gvlLik1Lxfm5cvr8agwd5/2R0TUeRtnZIQi42NaKkUAAI44NEkAcIQqyS/U+7MXqKyswoyVl5Sp1G3RFwuXyuEMq/N24eEOXTj9WholAACCoEkCgCOUu6RUZWUVihk0QmHx7SpjhcUydu1Wu7ROckbWnkkqz9+vwm+Xyl1SSpMEAEAQNEkAcIQLi2+n8A4JkiTDES5bQZmc7TsqPCoyxJkBAHBkYuEGAAAAAPBDkwQAAAAAfmiSAAAAAMAP30kCgKOM1+NRQU5eg8YW5OTJ5/Ed5owAAGhdaJIA4CjiKSlWQXauli/4UDZH/S8BHrdbhfsK1aHC0wLZAQDQOtAkAcBRxOt2S1a7Yk4drojEpHrHF2VmyLXsI/l8zCYBAI4eNEkAcBRyxFUvG34w7v37WiAbAABaFxZuAAAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPihSQIAAAAAPzRJAAAAAOCHJgkAAAAA/NAkAQAAAIAfmiQAAAAA8EOTBAAAAAB+aJIAAAAAwE9Im6TPP/9cF154oTp16iSLxaJ333034HrDMPTAAw8oJSVFERERGjFihDZv3hyaZAEAAAAcFULaJBUXF6tfv36aM2dOndf/5S9/0TPPPKMXXnhB3377raKiojRq1CiVlZW1cKYAAAAAjhb2UO58zJgxGjNmTJ3XGYah2bNn689//rMuvvhiSdL8+fOVlJSkd999V+PHj2/JVAEAAAAcJULaJB1MRkaGdu/erREjRpixuLg4DRo0SF9//XXQJsntdsvtdpuXXS6XJMnj8cjj8UiSrFarrFarfD6ffD6fObYq7vV6ZRhGvXGbzSaLxWJu1z8uSV6vt0Fxu90uwzAC4haLRTabrVaOweLURE2Hu6aqf1skWatTkSHJsEgWo/K6+uK+AxsJFvffthlX4LS3zVJ9qdZ4S+XO/cdX5RIs3tDcg8Wr/m2VJSCfxtR00HiQ3KXKx4jDapH9QBJ2i8Xcht0vSZ9RuX2bxaKwMIccVqvsFv94YE1eo3Ifdqs1YLwZ9x8syWNU7V9y+N2m6v6pa7zlwH6rxtutFnO8zW+8cSAfq6QDQ+SwWs3HtX88sNbqmhy2ynNJB6u1Ro7mbQ/UXletNVksloDxVbnXrKnqONls1oDxVbkHqynY8QhWk6PG+Lpyd/jd78GOX13Ho/r4WeRwOGQ9kMGhnE82S/VxOpTniIPGG/gcYbNYZbfbD7km/9zbyvNeazpOVlnM54K29JrbFt9HtJaaal4fTKttknbv3i1JSkpKCognJSWZ19Vl5syZevjhh2vF165dq6ioKElSQkKCevTooYyMDOXm5ppjUlNTlZqaqk2bNqmgoMCMd+/eXYmJiVq/fr1KS0vNeO/evRUfH6+1a9cGPDj69u2rsLAwrV69OiCHgQMHqry8XOvWrTNjNptNp5xyigoKCrRhwwYzHhERoX79+mnv3r3atm2bGY+Li1OfPn2UlZWlXbt2mXFqoqbDXVPVE1dyWKzSKmLNeIG1XLvtZUryhivOF2bG99rcyrO51dkTqSij+qlmt61UBbYKpXmi5DRsZnynvVglFq96VMSYb7YkKcNRJI986uW3z86de2upw6EImyMg7pOhzWGFijRs6uKJMuNui1fbHcWK8zmU7I0w48UWj3Y5StTe51RHr7PJNZVExlfe/3GpaueXT2NqkqTNDpfssiq9IrpBNe2TdGx6us7tlSZrWGWeu6LC9Pq2XTqhXbT6d4yr3meJW9/ll+i0rp3UZdr1iuzcVbbwcP1cWKqfC8t0RvtoJTkd5vjV+cXaVlKuC/v0kDOlevzneYXa7fboouR4842+JC3JKVCJ16fLUtrJE3ucSlOuV3hyZz331XrFOuy6OKWdOdZjGHonO19JTrvO6hBjji/vmKxlxV6lR4ZpYHx1rXvcFVqZV6Q+MeE6Pqby+Hlij9O3+8/SRkkD4iOVHll9/OqqqTzqJL2z9RcVSBqZEKtYe/VjL1hNi3Y6FRbm0FXHdZctPNyMv5O9X5E2q0YnVt+/HsPQ3M1Sty6pAeNdHq+W5Lhq1bQrKkzbJZ02YIDO9RtfdZyC1TS8R1e19zt+VccpWE1X9Ostj9/x8z9O5mMsIUbPbs8yj1PV8XCkpOq9fLd5nKrUrMnXIUrl8eMUGdFBe6VDOp86d+6tzGOOlaRDeo6QGn8+1XyO6Ny5t8JGjZH3EGuS2t7zXms6ThXRTkWfMkiS2tRrblt8H9FaaiouLlZDWAz/FiyELBaLFi9erEsuuUSStGrVKg0ZMkRZWVlKSUkxx40bN04Wi0ULFy6sczt1zSR16dJFeXl5io2tPDHpwqmJmhpfU0ZGhibcMFX9rx2j9imJZjwUf1HNXLdRHz47XxfOmKbU7mmB40Mwk5Tx469a8o9XdfGMG9Spe9cm1XTQeJDc92Xn6IN/LFTiqMvlbN9RklTqKlLWtl1K6dlVkdGR1ds4MBNRtHWTfvvgLXW7YrKiUlLqnUkq3rZZu95fZI5vyEySa+tm7Xx/kVIuGK/9ReVK7tlVUX65VI2vmomoGp92xSSFJ3dq0EySa+tmbX93obqOn6zYTp3rnUna+9OPynz/bXW9YpI69ujeoJmkfZs3KnPxGzrm2mmK8nsdCjaTlLd5o3a+u1C9rrneHB9sJqnUVaTtq1apfP036nl19fj6ZpKCHY9gx69kW+V9WzW+rtzLCov029Zd5nGqOh7drpgsZ3JKvTNJ7n17lbd0sc6/8XeK65RwSOdT5rqNWjLnVZ3/x+vUuXtaSGcoMtdt1CfPv6Yxd0+plcvR/rzXmo7T/uxcrXvtY73ywr+Vnp7eZl5z2+L7iNZSk8vlUocOHVRQUGD2BnVptTNJycnJkqQ9e/YENEl79uxR//79g97O6XTK6XTWitvtdnPavErVnVxT1Z3Z0HjN7TYlbrFY6owHy7GxcWqipmDxhtZU9W9DB168ajAs1R8BO5R4XduWql9IJclr+H0MsK7xlsDx9cUPNfeqf/tk1JlPQ2qqNx4kd5/PpwqfIduBJDwHXjB8qn4z789rGCovr1CFzxdwvTfIn8s8Pl+d4+vadlW8wu82UuX9U9d4o8Z4j8846HifKpsFqfI2VS94/vHAWqv/XeGtfvENWmuNeNXFmrUHGy9Vfp+2rvE1a6o6Tl6vr87xwWoKdjyC1VTRgONXUeN+97+Ns47ca9ZU4TNUUVEh34F77FDOJ69RfZwO5Tmi3ngDniO8hs98s9Vcz29t5XmvNR0nn6rfoLel19ymxqmp/tyDXV8rnwaNCoH09HQlJydr2bJlZszlcunbb7/V4MGDQ5gZAAAAgLYspDNJRUVF2rJli3k5IyNDP/zwg9q3b6+uXbtq+vTpeuyxx9SrVy+lp6fr/vvvV6dOncyP5AEAAABAcwtpk7R69WoNGzbMvHzHHXdIkiZOnKh58+bpnnvuUXFxsaZNm6b8/HydccYZWrJkicL9vkALAAAAAM0ppE3S2WefrYOtG2GxWPTII4/okUceacGsAAAAABzNWu13kgAAAAAgFGiSAAAAAMAPTRIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD8hHQJcAAAcOTzejwqyMlr1G2ckRGKjI85TBnhaFJRXq7MzMxQpyFJio2NVUJCQqjTQDOgSQIAAE3mKSlWQXauli/4UDZHw99WhIc7dOH0a2mUcEhKXUXKyMjQXffPkNPpDHU6io+O1fyX5tIotQE0SQAAoMm8brdktSvm1OGKSExq0G3K8/er8NulcpeU0iThkJSXuWVYLUofNUgJXVJCmosrd58ylnwrl8tFk9QG0CQBAIBD5ohrp/AOvDFEaER3jFe7TomhTgNtCAs3AAAAAIAfmiQAAAAA8EOTBAAAAAB++E4SUIfc3Fy5XK5QpyFJKi8vV1hYWKjTUGZmpio8nlCnAQAAcNjRJAE15ObmasLUycovCn2TVFFerp07dqpLtzQ57KE9XctKS7UrO0v9yitCmgcAAMDhRpME1OByuZRf5FL66EGKTWgf0lx+27BN2zK3K23EwJAvbfrbhm3KfG2nPF5mkwAAQNtGkwQEEZvQPuTLiVb9gn1rWNq0KhcAAIC2joUbAAAAAMAPTRIAAAAA+KFJAgAAAAA/NEkAAAAA4IcmCQAAAAD80CQBAAAAgB+aJAAAAADwQ5MEAAAAAH5okgAAAADAD00SAAAAAPixhzoBAEC1kvxCuUtKGzS2ICdPPo/vMGcEADgS5ebmyuVyhToNU2xsrBISEkKdRoPRJAFAK1GSX6j3Zy9QWVlFg8Z73G4V7itUhwrPYc4MAHAkyc3N1YSpk5Vf1HqapPjoWM1/ae4R0yjRJAFAK+EuKVVZWYViBo1QWHy7escXZWbItewj+XzMJgEAqrlcLuUXuZQ+epBiE9qHOh25cvcpY8m3crlcNEkAgKYJi2+n8A71v4i49+9rgWwAAEeq2IT2atcpMdRpHJFYuAEAAAAA/NAkAQAAAIAfmiQAAAAA8MN3klpYa1qO8UhbihEAAKA1qygvV2ZmZqjTUGZmpio8rHx6KGiSWlBrW47xSFuKEQAAoLUqdRUpIyNDd90/Q06nM6S5lJWWald2lvqVN+wnJVAbTVILak3LMR6JSzECAAC0VuVlbhlWi9JHDVJCl5SQ5vLbhm3KfG2nPF5mk5qKJikEWI4RAACgbYruGB/y93kFOXkh3X9bwMINAAAAAOCHJgkAAAAA/NAkAQAAAIAfvpMEAA1Ukl8od0lprXhhXr68Ho8Kc/dpf0REwHXOyAhFxse0VIrAEcPr8dT63gTnEoDWgiYJABqgJL9Q789eoLKy2suplpeUqdRt0RcLl8rhDAu4LjzcoQunX8ubO8CPp6RYBdm5Wr7gQ9kc1W9FOJcAtBY0SQDQAO6SUpWVVShm0AiFxbcLvK6wWMau3WqX1knOyOq/fpfn71fht0vlLinljR3gx+t2S1a7Yk4drojEJDPOuQSgtaBJAoBGCItvp/AOgb8tZjjCZSsok7N9R4VHRYYoM+DI44gLPJ84lwC0FizcAAAAAAB+aJIAAAAAwA9NEgAAAAD4oUkCAAAAAD8s3IBWIzc3Vy6XK9RpKDMzUxUeT6jTQCMF+w2jg+F3VwAAQF1oktAq5ObmasLUycovCn2TVFZaql3ZWepXXvv3cNA6Hew3jA6G310BAAB1oUlCq+ByuZRf5FL66EGKTWgf0lx+27BNma/tlMfLbNKR4mC/YRQMv7sCAACCoUlCqxKb0F7tOiWGNIeCnLyQ7h9NV9dvGAEAADQWCzcAAAAAgB+aJAAAAADwQ5MEAAAAAH74TtJRrKK8XJmZmaFOQxLLbiM0vB5Pg7+DVpCTJ5/Hd5gzAgAArQFN0lGq1FWkjIwM3XX/DDmdzlCnw7LbaHGekmIVZOdq+YIPZXPU/1TocbtVuK9QHSpo5gEAaOtoko5S5WVuGVaL0kcNUkKXlFCnw7LbaHFet1uy2hVz6nBFJCbVO74oM0OuZR/J52M2CQCAto4m6SgX3TE+5EtuSyy7jdBxxDVs2XD3/n0tkA0AAGgNjoiFG+bMmaNu3bopPDxcgwYN0v/+979QpwQAAACgjWr1TdLChQt1xx136MEHH9T333+vfv36adSoUcrJyQl1agAAAADaoFbfJM2aNUvXX3+9Jk+erOOOO04vvPCCIiMj9fLLL4c6NQAAAABtUKv+TlJ5ebnWrFmjGTNmmDGr1aoRI0bo66+/rvM2brdbbrfbvFxQUCBJ2rdvnzwHlpi2Wq2yWq3y+XwBX8Kuinu9XhmGUW/cZrPJYrGY2/WPS5LX6w2Iu1wueTwe7d+1R57S6hx9qtymVZaA8T4ZskiyNCBuyJAhBY3X3HZ+9l4ZPp8KfsuVw69XPlguzRWvq6b92bmySHL55dPYmoLFG5vj/uxcyTACcmlKTW3tOLl258nw+ZS/Kycgl1AcJ9eeylz2H8ilcO9+Wbw+ubN/k9tVKIskuzUwR4/PkNUi2SyVcU/uHtksFpVk/SajvFw2S/X2fYYhr2HIZrHIeiDuyd0jiwyVZP0mS0V5QK2lxcXy7MtT2W8W+fxWiyzL3yd3UYl2rNuk/Tt3m3GvUfm8U5VLlfy8/SovKZM7+zf5iorNeIXPV2dNpbuzJMNQ+Z5slVRUrgxZVlIiz769KtllkS+8OpeqmspzsmW3Wc3beA1DPsOQ3WoJqMlr+OQzpIqc3QHjPb7KI+KwBubuH/fk7pHdZpUnL1ee0gqV7JR8EeEB4/1rqhpfvjtbBW53wHEKPH4W8zhVHg+pJOs3qbzcPE6VudeuybtvnywWqWRPtsJsgbUGq6lsd5Z8Xm/A/RvseEhS6e4sGT5fwPi6HnvmcSp0ySIFjK/rsedfU83jUXWcah6/qprM+/Ygx89dUirPvlzzOPnfpsDtrvd8qn38LE0+n9wlpfLu36vinZI3wmnGKwrz5XGXa++OrIDXT+nwPe+59uTJarVq/64c2RV4/7aG572m1HSweGNqcu2p/B5xY3NprnhrPU6uPXmy22zavytHNlkO+b3RoRynqlzym5BLc8X9cyzMy5dhGCosLFR+fn6d779b6n25y+WqvM/8blsXi1HfiBDKyspS586dtWrVKg0ePNiM33PPPVq5cqW+/fbbWrd56KGH9PDDD7dkmgAAAACOIDt37lRqamrQ61v1TFJTzJgxQ3fccYd52efzad++ferQoYMsFstBbhlaLpdLXbp00c6dOxUbGxvqdNAAHLMjD8fsyMMxO/JwzI48HLMjD8es6apmtDp16nTQca26SerYsaNsNpv27NkTEN+zZ4+Sk5PrvI3T6az146jx8fGHK8VmFxsby4P9CMMxO/JwzI48HLMjD8fsyMMxO/JwzJomLi6u3jGteuGGsLAwDRgwQMuWLTNjPp9Py5YtC/j4HQAAAAA0l1Y9kyRJd9xxhyZOnKiBAwfq1FNP1ezZs1VcXKzJkyeHOjUAAAAAbVCrb5KuuOIK5ebm6oEHHtDu3bvVv39/LVmyRElJSaFOrVk5nU49+OCDtT4qiNaLY3bk4ZgdeThmRx6O2ZGHY3bk4Zgdfq16dTsAAAAAaGmt+jtJAAAAANDSaJIAAAAAwA9NEgAAAAD4oUkCAAAAAD80SS1ozpw56tatm8LDwzVo0CD973//Czp23rx5slgsAf+Fh4e3YLZHt88//1wXXnihOnXqJIvFonfffbfe26xYsUInn3yynE6nevbsqXnz5h32PFGtscdsxYoVtc4xi8Wi3bt3t0zC0MyZM3XKKacoJiZGiYmJuuSSS7Rx48Z6b7do0SL17t1b4eHhOvHEE/Xhhx+2QLaQmnbMeD0Lreeff159+/Y1f3R08ODB+uijjw56G86x0GrsMeMcOzxoklrIwoULdccdd+jBBx/U999/r379+mnUqFHKyckJepvY2FhlZ2eb/2VmZrZgxke34uJi9evXT3PmzGnQ+IyMDJ1//vkaNmyYfvjhB02fPl3XXXedPv7448OcKao09phV2bhxY8B5lpiYeJgyRE0rV67UzTffrG+++UaffvqpKioqdO6556q4uDjobVatWqUrr7xSU6dO1dq1a3XJJZfokksu0fr161sw86NXU46ZxOtZKKWmpuqJJ57QmjVrtHr1ag0fPlwXX3yxfv755zrHc46FXmOPmcQ5dlgYaBGnnnqqcfPNN5uXvV6v0alTJ2PmzJl1jp87d64RFxfXQtnhYCQZixcvPuiYe+65xzj++OMDYldccYUxatSow5gZgmnIMfvss88MScb+/ftbJCfULycnx5BkrFy5MuiYcePGGeeff35AbNCgQcYNN9xwuNNDHRpyzHg9a33atWtn/Pvf/67zOs6x1ulgx4xz7PBgJqkFlJeXa82aNRoxYoQZs1qtGjFihL7++uugtysqKlJaWpq6dOlS718QEFpff/11wPGVpFGjRh30+KJ16N+/v1JSUjRy5Eh99dVXoU7nqFZQUCBJat++fdAxnGutS0OOmcTrWWvh9Xr1xhtvqLi4WIMHD65zDOdY69KQYyZxjh0ONEktYO/evfJ6vUpKSgqIJyUlBf3+w7HHHquXX35Z//nPf/Tqq6/K5/Pp9NNP165du1oiZTTS7t276zy+LpdLpaWlIcoKB5OSkqIXXnhBb7/9tt5++2116dJFZ599tr7//vtQp3ZU8vl8mj59uoYMGaITTjgh6Lhg5xrfJWt5DT1mvJ6F3k8//aTo6Gg5nU79/ve/1+LFi3XcccfVOZZzrHVozDHjHDs87KFOAHUbPHhwwF8MTj/9dPXp00cvvviiHn300RBmBrQNxx57rI499ljz8umnn66tW7fq6aef1oIFC0KY2dHp5ptv1vr16/Xll1+GOhU0UEOPGa9noXfsscfqhx9+UEFBgd566y1NnDhRK1euDPqmG6HXmGPGOXZ40CS1gI4dO8pms2nPnj0B8T179ig5OblB23A4HDrppJO0ZcuWw5EiDlFycnKdxzc2NlYREREhygqNdeqpp/ImPQRuueUWffDBB/r888+Vmpp60LHBzrWGPpeieTTmmNXE61nLCwsLU8+ePSVJAwYM0Hfffae///3vevHFF2uN5RxrHRpzzGriHGsefNyuBYSFhWnAgAFatmyZGfP5fFq2bNlBP1/qz+v16qefflJKSsrhShOHYPDgwQHHV5I+/fTTBh9ftA4//PAD51gLMgxDt9xyixYvXqzly5crPT293ttwroVWU45ZTbyehZ7P55Pb7a7zOs6x1ulgx6wmzrFmEuqVI44Wb7zxhuF0Oo158+YZv/zyizFt2jQjPj7e2L17t2EYhnHttdca9957rzn+4YcfNj7++GNj69atxpo1a4zx48cb4eHhxs8//xyqEo4qhYWFxtq1a421a9cakoxZs2YZa9euNTIzMw3DMIx7773XuPbaa83x27ZtMyIjI427777b+PXXX405c+YYNpvNWLJkSahKOOo09pg9/fTTxrvvvmts3rzZ+Omnn4zbbrvNsFqtxtKlS0NVwlHnxhtvNOLi4owVK1YY2dnZ5n8lJSXmmJrPjV999ZVht9uNv/3tb8avv/5qPPjgg4bD4TB++umnUJRw1GnKMeP1LLTuvfdeY+XKlUZGRoaxbt0649577zUsFovxySefGIbBOdYaNfaYcY4dHjRJLejZZ581unbtaoSFhRmnnnqq8c0335jXDR061Jg4caJ5efr06ebYpKQk47zzzjO+//77EGR9dKpaHrrmf1XHaOLEicbQoUNr3aZ///5GWFiY0b17d2Pu3LktnvfRrLHH7MknnzR69OhhhIeHG+3btzfOPvtsY/ny5aFJ/ihV1/GSFHDu1HxuNAzDePPNN41jjjnGCAsLM44//njjv//9b8smfhRryjHj9Sy0pkyZYqSlpRlhYWFGQkKCcc4555hvtg2Dc6w1auwx4xw7PCyGYRgtN28FAAAAAK0b30kCAAAAAD80SQAAAADghyYJAAAAAPzQJAEAAACAH5okAAAAAPBDkwQAAAAAfmiSAAAAAMAPTRIAAAAA+KFJAgAAAAA/NEkAgFYvNzdXN954o7p27Sqn06nk5GSNGjVKX331VahTAwC0QfZQJwAAQH3Gjh2r8vJyvfLKK+revbv27NmjZcuWKS8v77Dsr7y8XGFhYYdl2wCA1o+ZJABAq5afn68vvvhCTz75pIYNG6a0tDSdeuqpmjFjhi666CJzzA033KCkpCSFh4frhBNO0AcffGBu4+2339bxxx8vp9Opbt266amnngrYR7du3fToo49qwoQJio2N1bRp0yRJX375pc4880xFRESoS5cuuvXWW1VcXNxyxQMAQoImCQDQqkVHRys6Olrvvvuu3G53ret9Pp/GjBmjr776Sq+++qp++eUXPfHEE7LZbJKkNWvWaNy4cRo/frx++uknPfTQQ7r//vs1b968gO387W9/U79+/bR27Vrdf//92rp1q0aPHq2xY8dq3bp1Wrhwob788kvdcsstLVE2ACCELIZhGKFOAgCAg3n77bd1/fXXq7S0VCeffLKGDh2q8ePHq2/fvvrkk080ZswY/frrrzrmmGNq3fbqq69Wbm6uPvnkEzN2zz336L///a9+/vlnSZUzSSeddJIWL15sjrnuuutks9n04osvmrEvv/xSQ4cOVXFxscLDww9jxQCAUGImCQDQ6o0dO1ZZWVl67733NHr0aK1YsUInn3yy5s2bpx9++EGpqal1NkiS9Ouvv2rIkCEBsSFDhmjz5s3yer1mbODAgQFjfvzxR82bN8+cyYqOjtaoUaPk8/mUkZHR/EUCAFoNFm4AABwRwsPDNXLkSI0cOVL333+/rrvuOj344IO66667mmX7UVFRAZeLiop0ww036NZbb601tmvXrs2yTwBA60STBAA4Ih133HF699131bdvX+3atUubNm2qczapT58+tZYK/+qrr3TMMceY31uqy8knn6xffvlFPXv2bPbcAQCtGx+3AwC0anl5eRo+fLheffVVrVu3ThkZGVq0aJH+8pe/6OKLL9bQoUN11llnaezYsfr000+VkZGhjz76SEuWLJH0/9u5QxuFoiAMo38BNIBAgcaiqIPgMDgcLyGBBMEzOAwNYHEUgMCg0RDKQCFAYK7aVZvdZM9pYHLll7mZZDqd5ng8pq7rXK/X7Ha7bLfbbzdQs9ks5/M5k8kkl8slt9sth8PB4QaAf8AmCYA/rdFopNfrZbPZ5H6/5/l8ptVqZTweZz6fJ/kcdqiqKsPhMI/HI51OJ+v1OslnI7Tf77NcLlPXdZrNZlarVUaj0Zdzu91uTqdTFotF+v1+Xq9X2u12BoPBTz8ZgF/muh0AAEDBdzsAAICCSAIAACiIJAAAgIJIAgAAKIgkAACAgkgCAAAoiCQAAICCSAIAACiIJAAAgIJIAgAAKIgkAACAwhsXtHJpPCJXnwAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ml_plots.plot_distribution(labels, preds, colors=COLORS).show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1400x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Plot residuals with trend line\n",
|
|
"ml_plots.plot_residuals(labels, preds, colors=COLORS).show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 800x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Quantile-Quantile Plot\n",
|
|
"ml_plots.plot_qq(labels, preds, COLORS).show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"epochs = 10\n",
|
|
"# Reaorder hist['val_preds'] from [{epoch:int: [val_preds]}, ...] to {epoch:int: [val_preds], ...}\n",
|
|
"val_preds = {}\n",
|
|
"for i, val_pred in enumerate(hist['val_preds'][:epochs]):\n",
|
|
" val_preds[i] = hist['val_preds'][i].values()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ml_plots.plot_val_preds(val_preds, hist['val_labels'], COLORS).show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|