4_lab/Untitled.ipynb
2026-05-05 21:25:44 +03:00

272 lines
166 KiB
Plaintext
Raw Permalink Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"cells": [
{
"cell_type": "markdown",
"id": "2ef67c40-ff50-4fa5-bc46-5bfa80c5071f",
"metadata": {},
"source": [
"**Цель задачи:** \n",
"Продемонстрировать применение метода **Neighborhood Components Analysis (NCA)** для снижения размерности. \n",
"Проанализировать метод на двух разных датасетах: 1 встроеный, 2 случайно взятый с сайта OpenML\n",
"Произвести логический вывод на основе данных"
]
},
{
"cell_type": "markdown",
"id": "2d57ee39-1e73-477f-aed0-52d2dd1a6afd",
"metadata": {},
"source": [
"импорты"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0517ca88-b340-46fa-8174-6a9cdf5bfaf1",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from matplotlib.colors import ListedColormap\n",
"from sklearn import datasets\n",
"from sklearn.inspection import DecisionBoundaryDisplay\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neighbors import KNeighborsClassifier, NeighborhoodComponentsAnalysis\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.datasets import load_wine\n",
"import openml\n",
"from sklearn.preprocessing import LabelEncoder"
]
},
{
"cell_type": "markdown",
"id": "a6021788-2a59-4488-886f-bbecde4631ef",
"metadata": {},
"source": [
"датасет встореный "
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4f1b36a5-4a0e-4561-a996-2d7bc91f14c3",
"metadata": {},
"outputs": [],
"source": [
"dataset = datasets.load_iris()\n",
"X, y = dataset.data, dataset.target\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
"scaler = StandardScaler()\n",
"X_train_s = scaler.fit_transform(X_train)\n",
"X_test_s = scaler.transform(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1be6313b-5450-4542-8fe3-8c43acf77cb0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Без NCA: 1.000\n",
"С NCA: 0.978\n",
"Разница: -0.022\n"
]
}
],
"source": [
"knn = KNeighborsClassifier(n_neighbors=3)\n",
"knn.fit(X_train_s, y_train)\n",
"acc1 = accuracy_score(y_test, knn.predict(X_test_s))\n",
"\n",
"# kNN с NCA (сжимаем 4 признака в 2)\n",
"nca = NeighborhoodComponentsAnalysis(n_components=2, random_state=42)\n",
"X_train_nca = nca.fit_transform(X_train_s, y_train)\n",
"X_test_nca = nca.transform(X_test_s)\n",
"\n",
"knn_nca = KNeighborsClassifier(n_neighbors=3)\n",
"knn_nca.fit(X_train_nca, y_train)\n",
"acc2 = accuracy_score(y_test, knn_nca.predict(X_test_nca))\n",
"\n",
"print(f\"Без NCA: {acc1:.3f}\")\n",
"print(f\"С NCA: {acc2:.3f}\")\n",
"print(f\"Разница: {acc2 - acc1:+.3f}\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "47b8ebf1-b747-434c-aeef-9444ce2ffb43",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA9QAAAGKCAYAAADtzwkqAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAAyEdJREFUeJzs3QV4W2UXB/B/pO7ucx8z5owxYNiGbbi7u8OQ4QyHD3cdMgYMZ8Bg2BiwjRnMrau7e5N8z3nbdGkba9qkSfv/PU+2Nrm9ublpc++573nP0ZhMJhOIiIiIiIiIqEO0HVuciIiIiIiIiBhQExEREREREbmII9RERERERERELmBATUREREREROQCBtRERERERERELmBATUREREREROQCBtRERERERERELmBATUREREREROQCBtRERERERERELmBATUREREREROQCBtRERERERG289dZb0Gg0dm/77befz++3e+65R72WhIQEVFdXt3u8X79+OOaYY9rdX1tbi6eeegqTJ09GREQEAgMDMWTIEFx11VXYtm2b1ee65ZZb1HOdeuqpbnktRN1B3y3PStTJA9z555+PVatWYcKECa0eO++88/D2229j5MiR+Pfff7mfiYiIqFPuu+8+9O/fv939Dz74YI/as/n5+XjxxRdx4403Oly2sLAQRx11FNasWaOC7TPOOAOhoaHYunUrPvzwQ7zyyiuor69v9TMmkwkffPCBCtC//PJLVFRUICwszI2viMgzGFBTj7Fjxw4sXLiwuzeDiIiIepBZs2a1u4AvXnvtNRVY9hRjx47FY489hiuuuAJBQUF2l5UBjLVr1+Ljjz/GiSee2Oqx+++/H3fccUe7n/n555+RmZmJn376CUceeSQ+/fRTnHvuuV3+Oog8jSnf1GPIlWI/Pz8MHTq0uzeFiIiIeqHGxkYVUA4cOBABAQFqNPb2229HXV1du2W//fZbzJgxQ43ShoeHY+LEiXj//fdbLbNnzx6b6eaWjEYjnn76aZWhJ6nXkr596aWXoqSkxOltnz9/PvLy8tQotT1//fUXvv76a1x44YXtgmkhr/vxxx9vd/97772HESNG4JBDDsFhhx2mvifqCRhQU4+wc+dONTotB4/ExESry8jjkyZNQnBwMKKionDQQQfh+++/V4/J1VKtVqsOJpbkwCYHLcuDS0cOlvYOhPJY23laq1evbvXzcuVb7pf5TW3nOtm7Ki7bJFePLZWWluK6665DWlqa2u5BgwbhkUceUQdhZzj7WoqLi3HTTTdh1KhRKv1LThLk6v769evbXamWn5Wr223Jz1luvy/sHyIioosuukidS+y///5qfrEEzAsWLMBpp53WaufIce3oo49Wx8x58+bh4YcfViPES5cutboTL7nkErz77rvqNnfu3HaPy/nPzTffjGnTpuF///ufmhonAauMBDc0NDj1xkyfPh2HHnooHn30UdTU1Nhc7osvvlD/n3322U6/4XKO9Mknn+D0009X38v/cu6Vm5vr9DqIvBVTvqlHeOCBB6DX63Hrrbe2fFhbuvfee1WgdcABB6i5UP7+/uoKq3yYH3HEEeoAIilOctCbM2eOOhDm5OTg6quvVldRL7vsslYHS5mnfdJJJ6l5RrIe+bnNmzdjyZIlVrdPtmn27Nnq62+++UbNIfIkKTIiB/WsrCx10O3Tpw/++OMPdRCX1ylXtZ3l6LXs2rULn332GU4++WQ150yudr/88svq+Tdt2oTk5GR4m67cP0RE1DvJhWM5P5DzhFdffVXdJ+cW8fHxasR2+fLlanS2rKwM11xzjbrILxeXZUTZcp6xJbmILyRQPuuss1qmuFmeb/z+++8q/VwCaJnLbCbPJfOcFy9e3Op+e+6++251PHzppZdw/fXXW11GzneEXDh31ldffaUuXJsvLMi5llwkkPnWcjGbyJcxoCafJwGcjD7LQSspKand43LgkSBarujKaKiMRFs7cMkV2e+++w7nnHOOKrJx8cUXqwPZ66+/3pJa5ezB0sx8VXj8+PEtB0K5GuvpgPrJJ59Uo/gy32nw4MHqPgkcJbiV+VJyYUBGZu1x9rXIAVaqe1ruZ7mKPWzYMLUv77rrLnibrtg/RETUu8lFZnHDDTe0ul+OIXKOIGnSco7www8/qIJct912W6tgWrRN5TYX9pLMKVskYJYq24cffnir7Cw5XkvGl5ybOBtQS/aebKOcE8lggrW51OXl5er/jhQUk2Bf5qFL9pf5Z2WEXu5nQE2+jinf1GNGp+XAZI2MlkrarqRgWQZ5bQ9ckgouKVhy5VUOKHLgk3QtGa105mAp5GfatpQQbQ+YtshVazkYmm+SCmaLPCbLVFVVOVyvHGwllUtS3S3XL6PvBoMBv/76q8N1OPta5KBv3s+y7qKiInVAl7nt//zzT7vl5aTCcpvspWp78/4hIqLeLT09XR3/zEGjmUxFi4yMVI8LuYArnGm5JaO6Qo6jtmzfvl0dH+XiflxcXKtbZWWlqt7dEZLRJxfMZZTaGpnKZT5+O0Neg5w/yci3DHKYbzLqLlO5bLXYIvIVHKEmnx+dlvlEtkanzQcuOcBJIQxH5MP98ssvx/PPP6/mHV1wwQUuHSzNzMGhXDl2hgRwzrIsviYHURlRl9R2nU5n9WC7YcMGdXC1xpmDrbOvRS5eyPytF154Abt371YBqVlMTEy75dvuY1/dP0RERNZGmTvDPMfYVn0Y83FXjnO2inzZOrbZIoMKBx98cMsodVuScSY2btyoLkY7c9Fa5lA/8cQT6taWbLccn4l8FQNq8vnK3ua5011BPvBlPpM5EJe5tTJy7erB0lysS4pgOUMC+SFDhrRKq7JWQVNIcQ+5SizbKHOpZF/I97fccovVg62kgll7TFg+Z2dfy0MPPaTSuiVQluJt0dHR6iKEpHRZK/AlmQNtD8jHHnusz+0fIiLq3fr27auOJ3KRdvjw4S33Sy0RGaWVx4UUNRX//vtvuwv0bUntETnnsNfBRNa3bNkyNSjgqN1VR0apJaiWGihtyTFaasfIdDtnAmoJmGU0XuZntyXrlwKwDKjJlzGgJp8lo5/vvPOOGlG2V+hKDjRygJODklTQtEc+7CXlW+Y6SZAuaeTPPPNMhw+WZpLKJAG/o+c1kwIllr0u7aU/yxXk2NhY9fVxxx2HFStWqOqg1oJC2QeS9tWREd62nH0tMk9d5l/JfGlLsn/M29t2znXb7bI2iuzt+4eIiHo3KdgpXT+kkKVlICp1OoTMGRZSDFXmEEtQKkXD2hYlM1+0lzoucnFYjn32Ur5POeUUlRUmF7HlorYlWYcc3ySLriMkPVsCaul20bZQ2tSpU9V2SyE06eIhBcbazvuW/SDnUhkZGWralATMUsy1LVn2zDPPVAVeJ0+e3KFtJPIWnENNPksOGhJ42Zo7bSYf9DJCKoXJ2o6QWh4k5MNcPvxlJFXmREv7ieeeew6//PJLyzLm6tZtqz63PViaDxLSWkIqiNs7EHYFeR1ysxWIysF25cqVquhaWxLomquI2tKR1yLb0PbgK+leUkG7u7h7/xAREY0ZMwbnnnsuXnnlFZx66qkqyJUWjZI6Leci5qKlki0lNVr+/vtv1XtaAmuZrywDBOaWjjLiLKO/Mh2pbUtPa8GvFNKU9ch5ipyjSEaXnM/IhX5ZlytkkEFSzmXQoC0Z0Bg9ejROOOEEHH/88WrwQS6kyzmZZHU9++yzajkZfZbjr1zYtka2Vy7Wsyc1+TKOUJPPWrduHa666iqHbZgkneqOO+5QV27l4CQf/lI4a9WqVepn5QAkBbfkICgVniU1WMjV1C+//FL1cpR5QiEhIa0OlhJoyUFMDohS+dvyYCkHQPn5zMxMFWRLWpSZuTCXFEuTFlQJCQkuvX5p+WWZ0iwFPmxVypSLAxIQH3PMMepgLZU/pViXvC4ZUZZ0bmujx668FnkOuXgh+03alMlzyIFywIAB8CRP7R8iIiIzGbWV450UOZVjj8x9lhaMbdOdL7zwQjXvWfpPy/mJn5+fmptsblUlxyRp8SnFvKSmiyMSkMuxS0bGZXRYglSZoiVdOSQV3BUyQi3nOZYDC5bzsqW9pFw0WLRokTrPkovvEsBL8Hzttdeq5eT4L8Vd5fzJGhk5P/DAA9U6ZHBCtpvI55iIfMybb74pw5+mgIAAU2ZmZrvHZ8yYYRo5cmS7+9944w3TuHHj1M9FRUWp5X744Qf12PXXX2/S6XSmv/76q9XPrF692qTX602XX355y30NDQ2me++919S/f3+Tn5+fKS0tzTRv3jxTbW1tyzJ333232kZHt+XLl7d6TatWrWr1/AUFBep+WZ+tdQcFBZlGjBhheuqpp1qW6du3r+ncc89tta6Kigq1nYMGDTL5+/ubYmNjTQcccIDp8ccfN9XX19vc3x19LbIfbrzxRlNSUpLatmnTpplWrlyp9rfczGR5+bnFixe3e86QkJBW2+/N+4eIiIiIei+N/NPdQT1RTyPFPKS4mbnAmTVy5ViuYMsVYG/Wk14LEREREVFX4hxqIiIiIiIiIhdwogKRG0ihDpkPZc/cuXNdnj/tST3ptRARERERdSWmfBMRERERERG5gCnfRERERERERC5gQE1ERERERETkAgbURERERERERC5gQE09kkajcepmrxUUOS8nJwe33XYbDjnkEISFhbm0b7OysnDKKacgMjIS4eHhOP7447Fr1y6ry77++usYPnw4AgMDMXjwYDz77LOdXicREfkeHu89r7S0FJdccgni4uIQEhKijv3//POP0z//3HPPqWN4QEAAUlJScMMNN6Cqqqpdy0577+2KFStaLf/RRx9hypQp6ngfExODGTNm4Ouvv+6y10xkD4uSUY+0cOHCVt+/8847+OGHH/Duu++2uv/www9ndeouIMGzHFAluI2NjcXKlSuxfPlyp/tSV1ZWYv/990dZWRluvPFGVVX8qaeegslkwrp169TB0ezll1/GZZddhhNPPBFHHnkkfvvtN/W+Pvzww7j11ltdWicREfkmHu89y2g0Yvr06Vi/fj1uvvlmdcx/4YUXkJGRgTVr1qjzAHvkOP3oo4/ipJNOwsyZM7Fp0ya8+OKLOPTQQ/Hdd9+1LLdhwwZ1a+v2229Xx/fc3Fz4+/ur++Si+jXXXIOjjz4axxxzDGpra/HWW2+pbfzkk09wwgknuGFPEFkwEfUCV155pYm/7u5TXl5uKioqUl8vXrxY7evly5c7/fOPPPKI+pm///675b7NmzebdDqdad68eS33VVdXm2JiYkxHH310q58/88wzTSEhIabi4uIOr5OIiHoOHu/da9GiRerYKsd6s/z8fFNkZKTp9NNPt/uz2dnZJr1ebzr77LNb3f/ss8+qdX7xxRd2f37v3r0mjUZjuvjii1vdP3jwYNPEiRNNRqOx5b6ysjJTaGio6bjjjuvgKyTqOKZ8EwHIz8/HhRdeqEarJY14zJgxePvtt1vtG7naKWlGe/bsaXW/jMJajsTKaK0s9/HHH7fbt6GhoTjvvPNa3ScpyCeffDKio6MRHBysUpaspSnJFVdJgRoyZIjaxqSkJHXVdefOnWqbHKW9mZ/X/DpWr15t971vaGjAli1bVDq3I5LmLdvvKtlXEydOVDezYcOGqavXksZlJqPeRUVFuOKKK1r9/JVXXqnSxSz3m7PrJCKi3oPH+84d7+XYKudKlqO+kvot06s+//xz1NXV2fxZyV5rbGzEaaed1up+8/cffvih3ef+4IMPVJbZmWee2er+8vJyxMfHq3MbM5nmJedcQUFBDl8TUWfpO70GIh9XU1OjAuIdO3bgqquuQv/+/bF48WIVgMo8oWuvvdZtz52Xl4cDDjgA1dXVKl1J0pAlkD/uuOPUQWvu3LlqOYPBoNKYfvzxR3XgkW2qqKhQaez//vsvDjvssFbp7J9++imWLFnS6r6BAwd2aNtk/rHMcTr33HNVEO7O9DFJ67rgggvaPTZp0iR8//336rVK0L527Vp1/4QJE1otN378eGi1WvX4WWed1aF1EhFR78DjfeeP93KclelUcsxte2x95ZVXsG3bNowaNcrqz5qD7bZBrgwmCEkZt+e9995DWloaDjrooFb3yzmcnDNJ6vexxx6rBiDka5ny5c5zOCIzBtTU68kBYPPmzWoelvmqp8zRlYIWd955pwrKJPAyHzzk6mhXkXm/ElTLPOADDzxQ3XfxxRdj9OjRqkiHFNGS55U54BJMP/nkk7j++utbfl4Kgcn2yFVZCSTN5OKABNSW93mr4uJidZCVEfe2zPdlZ2dj6NCh6uq5TqdTV6ItyTwquRghy3V0nURE1DvweN95chxuG9C2PbbaCqjNx1wpKCZ1V8zkHMgc2Nvy33//qQvlt9xyS6uRaPHMM8+gsLBQDUzITcjcbjlvmjp1qkuvk6gjmPJNvd4333yDxMREnH766S37QgpYyYeyFL745Zdf1H3mIC4zM9OpfSYjoPIBb3mz9txyVdccTAtJUZLqmZLGLcU6hBTVkIPD1Vdf3W4dbQ8szpIrt7JNsp3W9OvXTwXr7hydNo8YCKn22ZaktlsuI/+bi5BYW9ZyOWfXSUREvQOP950/3sux09Vjq4xsT548GY888gjefPNNdZ7z7bff4tJLL1XnXfZ+VkanRdt0b/MItwTrMsIuGYZvvPFGy7Q4GWAgcjcG1NTrpaenq6qUbdOXJP3J/LgYN26cOmDce++92L59e0uQLHOPrJGRbZlXZHlr2xZC1m1tlLTtc8s8aVlOr++6pBJJE5dtknlGUVFRal5y2+3zBHPql7V5V5K2ZbmM/F9fX291PbKs5XLOrpOIiHoHHu87f7yXY2dnjq0yQCB1auQcSabYSYq2zL+WcywZULBGgv33338f++23n8rga0vq0Ozdu1ddEJDq4eeff76qZyPnC3fccYdLr5OoI5jyTeQkKcIhc3KkAJYUBrMk6eFtzZ8/X7WWsCQHDm/x/PPPq9chB0Y58Dz++OPqfml/4UlSzEyudlsrhmK+Lzk5Wf0vV5xlPrkUlbFM+5aDphQrMy/XkXUSERFZ4vHeNjkOd+bYKn2nf//9dzUwIa2vZEBDsgTl59qeW5lJirhcDFmwYEG7x6Sw69KlS1U6vyU5D5Dsv7b9qoncgQE19Xp9+/ZV83KkkJXlKLVUvDQ/bnbRRRepFCIpBGYeKZUex9bIHCIZBbYk838tybq3bt3a7mfbPrcUFPvrr7/UaLikRXUFSTU3F/eS3o3Sr1EOSp4m+1z2lbWq4/KaBwwY0FI8bOzYsep/WXb27Nkty8n38v6ZH+/IOomIqHfg8b7zx3s5zsqc57bnTHJsldRrW0FxWxJIm3tWy/Q2CcjbdkGxTPeW6W1nnHFGu8ekDo2Qi+1tyTmTVBUncjemfFOvJ4GZXCVdtGhRy76QD2AZjZb0o7ajz3LVUwpySLAsN0mf6sxz//3336qVhJmkYcmVVpnTNGLECHXfiSeeqNLLn3vuuXbr6KoiaXJwtAz4O9JGoyMkLct8wcBMUrRWrVrVKgCWCw0//fSTSuUyO/TQQ9X+f/HFF1v9vHwvB3I5UejoOomIqHfg8b7zx3s5tkoQK91EzOT8ROYuSxae5fxqma4mN0fbIoXG5BguBWHbkm2Tdctoc58+fdo9PmjQIBXYyzmc5fmQ1LuRwF9SyYncjSPU1OtJAbCXX35ZXRmVlg0SyEr7BUkTevrpp906kilVuqWv4qxZs1QRNAkWpW3W7t271Twj89Xfc845R1X6lsrfEoBLKrkE3suWLVNzoaQaeEdJEC8HQXPKt1TDvOmmm1xum/XAAw+0VOIU0rJL0rqEVEs3k9cihd4sD3zyGl599VUVEMs2yCi8VDSXtDvLDACZm3X//fertHsJio888kh1wJQK7Q8++GCrXtjOrpOIiHoHHu87f7yXgHrKlClqnrKMLEvBVJkqJiPEUmPG0syZM9X/UnzMTNpYyXxrGemWYFnmRst5jZz7WAuYv/vuOzWly1oxMiG1YGQ+9muvvaaeT7IIpdiqbJMUOZs3b16Hf0+IOsxE1AtceeWVEr3ZfDwvL890/vnnm2JjY03+/v6mUaNGmd58802n1j1jxgx1M1u+fLl6rsWLF7dbNiQkxHTuuee2um/nzp2mk046yRQZGWkKDAw0TZo0yfTVV1+1+9nq6mrTHXfcYerfv7/Jz8/PlJiYqH5Ofr6tu+++2+brldclj5lv8noHDRpkmj9/vqmurq5lud27d6vH226vLZbrbHtru7+sbVtGRoZ6PeHh4abQ0FDTMcccY9q+fbvV53rllVdMQ4cOVds+cOBA01NPPWUyGo2dWicREfk+Hu/df7wvLi42XXjhhaaYmBhTcHCwOq6vWrWq3XJ9+/ZVt7bbNGbMGHU+FBYWZpo5c6bpp59+svlcp512mjrnKSoqsrlMQ0OD6dlnnzWNHTtWHevldsghh9hdL1FX0sg/HQ/DiYiIiIiIiHo3zqEmIiIiIiIicgEDaiIiIiIiIiIXMKAmIiIiIiIicgEDaiIiIiIiIiIXMKAmIiIiIiIi6ml9qKXZe3Z2tuoDrNFountziIiIVA916XOanJzc0iu+J/v111/x2GOPYc2aNcjJycGSJUswZ86clsfPO+881UPWkvSIX7p0qVPr57GeiIh8+Vjv1QG1BNNpaWndvRlERETtZGRkIDU1tcfvmaqqKowZMwYXXHABTjjhBKvLHHXUUXjzzTdbvg8ICHB6/TzWExGRLx/rvTqglpFp8wsJDw/v7s0hIiJCeXm5uthrPkb1dLNmzVI3eySATkxMdGp9dXV16mY5CiB4rCciIl881nt1QG1O85ZgmgE1ERF5E05F2ufnn39GfHw8oqKicOihh+KBBx5ATEyM1f22YMEC3Hvvve3u57GeiIh88Vjv1slfL774IkaPHt1ykJw6dSq+/fZbdz4lEREReZCke7/zzjv48ccf8cgjj+CXX35RI9oGg8Hq8vPmzUNZWVnLTUamiYiIfJVbR6gl3/zhhx/G4MGDVUqXFC05/vjjsXbtWowcOdKdT01EREQecNppp7V8PWrUKHUhfeDAgWrUeubMmVbTwzsyx5qIiMibuXWE+thjj8Xs2bNVQD1kyBA8+OCDCA0NxZ9//unOpyUiIqJuMmDAAMTGxmLHjh18D4iIqMfz2BxqSf1avHixqhYqqd/OFCqRyeBERETkOzIzM1FUVISkpKTu3hQiIiLfD6g3btyoAuja2lo1Oi39K0eMGNGhQiVERETUPSorK1uNNu/evRvr1q1DdHS0uslx+8QTT1RVvnfu3IlbbrkFgwYNUr2oiYiIejqNydyvwk3q6+uxd+9eVXjk448/xmuvvaYKllgLqq2NUEu5cvlZVvkmIiJvIMemiIiIXnNskrnQhxxySLv7zz33XFV8dM6cOao2SmlpKZKTk3HEEUfg/vvvR0JCglPr7237k4iIvF9Hjk1uD6jbOuyww1SxkpdfftnhsjzIkrsZjSasWleCVWtL1Ncjh4XjoCmx8PNza3kBIvJhPDZxf7qb0WhUU+RkkEFatgQHByMwMJCt2oiIvPBYr++Og4TlKDRRd8nKrcEt925EemYNdLqmHnMffZGF6Ch/PHznSIwYwpESIiLyrOrqauTn5anzJbOy0lJVGT0hMRF6vcdP3YiIyA63DsNJr8lff/0Ve/bsUXOp5XtJHTvzzDPd+bREDtXUGnDN7euRmV2rvjcYTOomSsvqcd2dG5Cb3/QYERGRJ9TX1SE3J6dVMG1W1/yYhxMLiYioOwPq/Px8nHPOORg6dKjqRblq1Sp89913OPzww935tEQOff9zHvIK6mAwtj8xkfOY2joDPv06i3uSiIg8RuahO6pLIyPYRETkPdyaN/T666+7c/VELvvp9wJoNICtC/0SVP/wawGuOH8g9zIREbmdjDzLvGlHqiorERISwneE2v3+VFYZYIIJYSF6zrcn8iBOxKFeqaraYDOYNqutMXhqc4iIiJxK57aWDk69+3fmmx/z8MGnGdiT0ZS90Dc1CKfNScMxRyQysCbyAJYypl5pQJ/glkJk1mi1QL8+wR7dJiIi6r2kmrczBcf8/f09sj3kG8H006/swIL/bUV65r6pAHuzavDIc9vwxIvbOeeeyAMYUFOvdPys5JYiZNbIAMDc2cke3SYiIurdwiMiHC4Txl7d1GztxlJ88lW2+toyucH89Wff5qi2oETkXgyoqVcaOTQcp81JVV/LXGpL8v30KTGYOT2+ezaOiIh6Jel1Kv2mbYmOjoafn59Ht4m816dfZ9vNttNpgSXfNAXcROQ+nENNvdaVFwxQad3vfZyBjOwadV9stD9OOjYFp81Ns3uQIiIi6mparRaJSUmq2nd5WVnLfGlJ846MikJoaCh3OrXYvrvSbradwQjs2O240B0RdQ4DaurV89WOOTwJRx+WiKKSenVQio0OYCBNRETdGlTLSHRUVBQMjY0qbcqZudXU+wQF6hwuExjIZFQid+NfGfV6ElhLIJ0QF8hgmoiIvKdImZ8fg2my6ZBpcdDaSaaTxw49MI57kMjNGFATEREREfmY445KQkiIXnUmaUvuCw7W47ijWGCVyN0YUBMRERER+ZioCH888+AY9b+Q2i/m+i+R4X54+oHRiIlimzUid+OkHCIiIiIiHzR4QCg+fn0yfllZqNpoScussftF4OBpcfD347gZkScwoCYiIiIi8lF+flocdlC8uhGR5/HSFREREREREZELGFATERERERERuYABNREREREREZELGFATERERERERuYABNREREREREZELGFATERERERERuYABNREREREREZELGFATERERERERuYABNREREREREZEL9K78EBF1PaPRhOKSekADxET5Q6PRcDcTEREREXkxBtREXhBIf/p1Nj78LAO5+XXqvpSkQJw+Nw3HH5XEwJqIiIiIyEsxoCbqRiaTCQ89vRVLl+e1uj87txaPv7Ad23dV4qYrBjOoJiIiIiLyQpxDTdSNVqwqahdMC5Op6f/Pl+bgnw2lnt8wIiIiIiJyiAE1UTda8k0OtHb+CnVaDZZ8k+3JTSIiIiIiIicx5ZuoG+1Or4LRaPtxg9GEnelVntwkIiKilmlJdXV1qKyshNFggJ+fH8LCwqD38+MeIiJqxoCaqBsFB+kcLhPixDJERERdyWg0Ii83FzU1Na3uLykpQVR0NKKiorjDiYiY8k3UvQ6dHgetne5Y0jlr5kHxntwkIiIiFOTntwumzUqKi1FRXs69RETEgJqoe805KhkhIXqr86jlvshwPxx9WGJ3bBoREfVS9fX1qKqyP91IRqolJZyIqLdjUTKibhQd5Y9nHhqDmCh/9b1ep1E3ER8boB4LD+NcNSIi8pzq6mqHyzQ2Nqr51fK/pIcTEfVWnENN1M0G9w/F4tcm4/e/irB+UxkknB43KhIHTIyBrjm4JiIi8hSTkwFydlZWy9ehoaFqbrUULiMi6k0YUBN5Ab1ei4OnxakbERFRd/IPCOjwz0glcBnZTk5Jgb9/U9YVEVFvwJRvIiIisunXX3/Fsccei+TkZGg0Gnz22WetHpd5tPPnz0dSUhKCgoJw2GGHYfv27dyjPiw4OBg6Xcc7TEjqd2FBgVu2iYjIWzGgph5HTu42bSvHVz/kYNmv+SivaOjuTSIi8llSnGrMmDF4/vnnrT7+6KOP4plnnsFLL72Ev/76CyEhITjyyCNRW1vr8W2lriEXTuITEtT/HSXve0MDj7tE1Hsw5Zt6lO27K3H/E1uwK31fdVK9XoOTjknBZecNaCn4RUREzpk1a5a62bqA+fTTT+POO+/E8ccfr+575513kJCQoEayTzvtNO5mHyXZBpK+XVpS0lLxWwJsZyp7S5VwzqUmot6CATX1GBnZ1bjy1nWorTO0ur+x0YRFn2eivLIBt187rNu2j4iop9m9ezdyc3NVmrdZREQEJk+ejJUrV1oNqKUytNzMytnP2GsFBAQgITFRBdFSqKyqulr1p3ZEa60XJBFRD8VPPOox3vowHXV1BlgrTioX1L9Zlofde+331SQiIudJMC1kRNqSfG9+rK0FCxaooNt8S0tL4y73cjIyrdXp1NxqZ4LpwMBAj2wXEZE3YEBNPUJDgxE//lYAg51OH9KC6rvleZ7cLCIiamPevHkoKytruWVkZHAf+QgpVBYRGWl3mcioKJfmXhMR+SoG1NQjVFUbVGq3I8WlLJRCRNRVEhMT1f95ea0vVsr35sespRGHh4e3upHviI6ORpiN9ywyMlJlHRAR9SacQ009QmiIDv7+WtTX2x6iljlg8THsjUlE1FX69++vAucff/wRY8eObZkTLdW+L7/8cu7oHkhGn+Pi4hAZEYGKykoYDAbo9XqEhYWp/4k6Izu3Bl8vy0VWTi3CQvWYOT0OY0ZGMOuBvBo/+ahH0Ou1mHVoAr76Psdm2rfMrZ410/qICRERWVdZWYkdO3a0KkS2bt06NVLZp08fXHfddXjggQcwePBgFWDfddddqmf1nDlzuEt7MD9/f/U7QNRV3lqUjtcX7oFGu+/izZJvsjF+TCQW3D4SwcEMW8g7MeWbeoxzTumDsDA/6Gz8Vp82JxUpSUGe3iwiIp+2evVqjBs3Tt3EDTfcoL6eP3+++v6WW27B1VdfjUsuuQQTJ05UAfjSpUtZmIqInCaj0q8t3ANT8wCI3AyGpql8azeW4v6ntnBvktfSmJxpKOgiqeT56aefYsuWLaqf4QEHHIBHHnkEQ4cOdernJW1M5uJI0RLOsSJnZOXU4NHnt2HN+tJW6eBnndQHZ56YxpQhIuo0Hpu6FvcnUe9mNJpw6iV/Iyev1u5y770wEX3THFeaJ/L0scmtuRO//PILrrzySnXFurGxEbfffjuOOOIIbNq0CSEhIe58auqlZAT6fw+MUYH17owqBAboMGp4BAL8mYxBRERE5G32ZlU7DKaltfmKVUWdDqgzs2vw8x8FqKpuRFpyMA45MA5BgbpOrZPIrQG1pHxZeuuttxAfH481a9bgoIMO4t4ntwbWTO8mIiLaR5ISJSW/vKwM9fX1qmd0SGioGoXx8/PjrqJuUVdnp+cp9s2ntld41pH6BiMeeXYrvluer4JzrUaDRoMJT728A7dePQSHHRTv8rqJPDq7X4bMha0iFnV1depmOdRORERERJ0PpvNyc1FdXd1yn1ToluC6orwcSUlJCAxinRHyvNTkIPj5adDQYHsWqsynHtjP9ezWh5/ZimW/5Kuv1RxtNVsbqK014N7HNyMiTI+J41hkj7w8oDYajaoS6LRp07DffvvZnHN97733emqTqIulZ1bjudd3Yld6FXQ6DaZNjMHFZ/VjVUYi6jY1mbnIePNjVG7ZCV1wEJJOOBJxRxwIjY4pftS7yKCGZTDdNtjOzc1Fn7591ai1I7K8jHDLdD6dTqd6i8sIIpErQoL1OOqQBFWYTILdtrQaICrSH1MnxricUv79z03BdFsSVstv/GvvpzOgJu8PqGUu9b///ovff//d5jLz5s1T1UMtR6jT0tI8tIXUGS+8uRPvf5rZ6r7FX2bhk6+z8OS9ozFhbBR3MBF51J7nF+K/Gx4E5DzfBGi0GmS+9QnCx43ApK9eQ0C8aydnRL5GAuCy0n3FOm0NfFRVVal+0vbU1NSgqLBQBdRm0n86JjaW9XHIZZefNwAbNpUhI7umVVCt02qg02tw363Dode5dtHm5xUFKs3bWrAujCbgvy3lKCyqQ2xMgIuvgHozj1Rquuqqq/DVV19h+fLlSE1NtbmcXOGUKmqWN/J+S5fntQumzeTD64a7N6CistHj20VEvVfelz/iv+vub+690tSDxdRoUI9VbNyK1XMuU0EGUW8gqd1yc6SuttZhMJ2Tnd0qmBYyUi3p5DI/m8gV4WF+eOmx/VVXFkm/Fnq9BjMPisNrT+6PMSMjXd6xldUGNWfakapqx38jRB4foZaTFelNuWTJEvz888/o37+/O5+Ousmr7+62+7icz7741i7cctUQj20TEfVu2xe8CFtDEhJYl67agJIVaxB94IRu2T4iT3I6HdvOcnJOJyPT9hQWFqpRaqZ/kyvCQvW45Oz+arpgbZ0R/n5aNYWwI+23tJIf3kZaUpAqQGaPBO9xMf4ubTeR1t1p3gsXLsT777+vUohkfo7c5Aon9Rx5BfsKydmycnWRR7aFiKi+sBhlqzbazu+TuEGvV6PYRL2BzIv283ccLATbKUomo9JtR6bbMhoMqLExT5vIWXJBRlpZORNMl5Y14OV3duOYs/7AQcf/ilmnr8Czr+1AQdG+c9OZ0+MQGGA75NFpgSNmxLPmD3lnQP3iiy+qIhgHH3ywqh5pvi1atMidT0teqLGRqZVE5BnGugbHC2kAQ6394IDIG0g6dUlxMbIyM5GZkYGCgoJWHVGcDVAiI+2nzErbLAm6i4uKsDc9HXt271bPKRXAZXTa0Njo9PYSeYLMeb7ohjV475O9KrAWMsVQavicf+0aZGQ3XdwJDta3ZEm2TcKQYDo6yh+XnMMsWvLilG/q+fz9tQ57A0pLBCIiT/BPiIFfTCQaimwXYTI1NCJ89DC+IeTVamXOck5Oq/MpGSWWIDcmJgYRDoJkS6GhoWior0epleJkUlQsOiZGBdBSnMxMAncJ4GVudFSUc8VFpeo3kSc89sJ2FBTWtUtGku/LKxpw/xNb8MoT+6v7jjg4QaWUv/F+OjZvr2hJ8z58RjwuPbs/YqNZjIx8pA819UySSvPtj3l2l7nivAEe2x4i6t20ej36XnYGdix4yXrat0YDXWgwkk87ujs2j8gpUkSsbTBtqaioCP7+/ggKDnZ6lFqC5pDQUNVFpb6uTqWCy/cy77ltMG1JpupJ4VgJvO2NQMv6nN0eos7Iza/Fir9tTyeUX+VN2yqwfVclBg8IVfdNnRCjbnkFtaoAWUJcgGrZReQTVb6pZ7v5iiGIjbY9N+uIg+MxakSER7eJiHq3QbdcgshJo5samFrQ6HWqB/W4hU9CH8ITf/JelRUVDjP9ZFpdR0lgHBcXh5TUVCQlJ6uOKlLd21GqtgThEpDbEx0d7VQfa6LO2rmnyqnltu5sGo22lBAXiAF9QxhMU5fhpx51Scr3R69OxmEHxan0GbPwMD2uPH8A5t84nHuZiDxKFxyEKd+/jWEP3IDAlMSWYDpxzuGY9vsiJMw+mO8IeTVnCrh2VZHXWifmZMvotYyIxycktEvrliA6NjYW4RG8eE6e4WdxvmmPVAoncjfmOVCXBdX33DxCfV1Z3Qi9XotAf36IEVH30QUFYuDNl6ibobYOWn8/aDh61usYGxqQ+dan2PPCQlRu3aV+L5JOmoX+152PsOED4a1MXlqrJrQ5RVyqeTcaDCq4DgoK4sg0eZRkPgYFalFTa7uGj06rwcSxzs39J+oMRjzU5UKD9Qymicir6AIDGEz3Qsb6eqyeewU2XjkfFf9tV8XoGssrkfnOp/h94hwULl8JbxUYGNglyzjDXrssMwmcpRK4eT52cEiISheX4Jpp3uRp0lbrlONTpWGDVVLNe/bhCYiKZG9pcj8G1ERERNQj7Xr6LRT88FvTcK/FaK6p0aBGrteccjUM1V2TNt3VwsPCVOBqT0eqfNsTEBio0rntkbZbjraHyJMuOL0fjjw0QX1t7llt/v+AiTG47pLBfEPII5jyTV1C0s5+/6sIH3+ZhS07KtRc6gMnxeDk41IxqH9TdUVXSeuDJd9k4+tluSgpbUBsjD+OPSIJc45KUr0FiYiI2h2XjEbsee5dwGgjLdpoQmNpBbI/+gaRE0dj72uLULl5J3RhIUg68SgknXAEtA6CTHfS6fVISEhAbm6uzQBXRoe7ggTKiUlJyM7KslqcLCwszCPzo6VNmBRaU322NRqEBAer5zWPjBNZkuD5zuuH4aRjUtQ5YkFRnRqRPuqQBIweEc4LQOQxGpMXN4uWipIRERHqw1XSisg7ya/Q06/swCdfZUOmJ5q7bqirhCbgvttGYMbUWJfWnV9YhytuXYu8gjrLwQWVytM3NRjPLRiLyAgeaInIc3hs8o39WZtbgB/TDrS7jMZPr/qRl635VxWtk5Fr84EsZEg/TPn+HQSmNI2AdRfpOy37qLqqSh1vpUq37C93tKeSwmNVlZWoqKxsKkLm56feExnBdvfodElxMUpKStrdL8+bkJiIYLbjIiIvPTYx5Zs6bfmKQhVMC8sWlgaDCUaTCfc8ugnFJfUurfuBp7agoLB1MC3k+71Z1Xjipe2d2nYiIuqZpAidIyaDUQXT6msJpi0OZNW7MrDq+Eu7pfCXJUnFlgraffr2Rd9+/dRIsrt6Pctc6LDwcCQnJyM1NVVV9A4MCnJ7MC0XC6wF00L2f15ururLTUTkjRhQU6ct+jxTXdC3Rs5DJLD+6oecDq83PaMa/2wohcFGAUc55/llRQEKixy3+yAiot7FPzoS4WNHNI042yIHEhvBogTY5es3o+iXv+DLZKRZRrkbGxrgrUod9NOWoLqivNxj20M9R02tQU0dNNqa+kHUBTgBlTpty/aKViPTbcln2H9bO34g3LTN8c/IurfsrMCBMQEdXj8REfVsg269BP+cfp31B3VaqCu2dkagNXo9Cpb+itiDp8DXyFzo4uJiVFZUtBrtjoqO7rK51105d9qRmtpadE0JNuoNVq0txjuL92LtxqaLNTFR/jjxmGScNjeNvampy3GEmjr/S+QgE0wu/uvkxKWj63W0Yos+g0RERG1Jv+mhD9zQdCzS68wHF/VfYEqi4x2mkdZb3juya4uhsVEVGLMMpoWMVEv6tMwN9CasHk5d6avvc3D9/I1Y/9++zIeiknq8unAPbpi/AfUNdkaBiFzAgJo6beK4KHWh3xa5+D9xbFSH17v/6EiHwbq/nwajhru/8igREfmmQbdeihkbv0G/K89G7GHTkHDcTIx953EctOFr+MdF2/1Z6VsdOWEUfI3MR7ZWrdusqLDQq+YkO9NPO8iJXtlEhcV1eOyFpvo6bbMn5XxUgmzpSEPUlRhQU6edPjfN5jxnGQgID9PjyIPjO7zeuJgAHDYj3ub0Nxn5Pn5WMkJDOHOBiIhsCx02ECMen4fJ376BCYufQ8rpx8IvJBj9rjjTdpqVVgu/mCgknniUz82ZrmgzMm1tTnJlZSW8haN+2jKCLa27iBz5+odcu4UE5aFPvmJATV2LATV12rhRkbjpisEqwLUMfuX7kGA9nrxvtMv9om+6YghGN49Am9dtHg2fMj4al583oPMvgIiIeqUBN1+C2EOmqtRuy+Jkkh6uDfDHhI+fgy6g+3pRu0JGnp2pTN7gRUXKpCVWdHS03R7ZOl1zyj6RHbv2VjncP9KKta6ead/UdTi0R11izqxklaL9+dIcbNpaDj8/LQ6cFIOjZiYgPNT1PtHBQTr878ExWLm6CN/+mIfC4nokxgdg9mGJKo3c2XnWREREbUmwPPHLV5Dx5idIf/E9VG7bDV1wEJJPmY3+156H0CH9fW6nSesrXxQZFaVadJWXlaG2rk4F0iHBwQiPiIBez9NVck5ggA4adYXMTrHB5htRV9GYurvBYhc11CYiIvIEHpu4P72dFCSrra11KtVaRoZZFIx6AmmPdfejm7BqXanDZaXq9zUXD8TM6R2fkki9Q3kH4lDfvIxJRERERFZJayxnlJWWqgJmRL6uorIRl928FmvWOw6mzVW/7350M378Ld/t20Y9HwPqXkiSEvZkVKn+0XI1j4h6L5MUMNq0A6WrN6Kh1Lta6RCRa6QidkJCglMjz6UlJV5V8ZvIFR9+loHMnBoYO5h3+8yrO2EweG2yLvkITkrpZb7/OQ9vfJCOzOwa9b1Op8Fh0+NwxQUDVfoLEfUeGW9/ih0PvoDq3Rnqe42/n6p+PGzBzQhw0E6IiLxbSGgokvR6lf7tSHV1Natok08PFH32bU67NlnOjlSv/bcUE8Z0vL0rkRkD6l7ko88z8cxrO1vdJ1fllv2aj/WbyvDqE/sjKpJBNVFvsOORl7H1zidb3Weqb0DWws9R/PtqTPtjMfyj7beyISLvz0BxhpEj1OTD6uqMKCt3PeOyqLi+5WsZcFq1rgRGowkjh4Zj2GC2ayPHGFD3EsUl9Xj+jV1WH5Me0vmFdXhrUTquv3Swx7eNiDyrJiMHW+96yupjJoMBNXuysPPRVzD84Vv41hD5ML2fc102/Jxcjsgb+ftr4afXoKHRtdTt2Gh/lFc24MGntmLF30XqPpktIWWbhw0Oxb03j0BKUlAXbzX1JJxD3UssXZ5nty+lXMT+elkuGhrYl4+op8t8+xPATss5Car3vvaR+p+IfJcEyoGBgXaXkf7OQcHBHtsmoq4mLVQPnR4Hnda1YHzxF5k496rV+GNVUzAtzKfM23dW4Ypb16GkbN8oNlFbHKHuJbJyaqCRE2g7hRdqa40oq2hAbHSAR7eNiDyrameGKlZk71p+Y1kFGiuq4BfJloVEZtW7MpD98bdoKClDyIA+SDr1aPiFh3p0B8nF8ZqaGlSUl6tiYjq9Xs1/lkJk1oqQxcbFISsz0+ZF9bi4OJ9pmyWvQdqByWtvaGhQFwNCw8IQEhLiM6+B3OPsk/vg5xWFMDUaOzSXur7eiN//Lrb5uMFoUsH0km+yccHp/bpmY6nHYUDdS4SFOn6r5VgUHMRfCaKezi9KgmT7J58avQ66YPsjW0S9hbG+HhuvvAeZb3+qsjs0Wi1MjQb8d+ND2O+Z+Ug770TPbIfRiLzcXBVQW6qqrERwcDASEhPbBZb+/v5ISU1FcVGRKj5mFhAQgOiYGBWIdwd5DeVlZep/2WbZDun5GmBjRF2C6fz8fPVaLclrkteYlJysAmzqnfqlheDpB0Zj/iObUFBUr4ruyu+MBNcjh4ShsKQeeQV1Lq1b1vHNslwG1GQTo6deYuZB8Vj4cVMlX2u0WmDqhBgEB/FgRNTTJZ96DPY8+47dYDpx7pHQ+rNIIZH495r7moJpGeU1mGCS4iNyol1Tiw0X3w6/qAgkHn+Y23dWUWFhu2DaMrCUx2VEui0JOBOTkmBobESjjGprtU7Pr3aH0tJSFeBbqqysVDcZMQ8LD7fa3qttMG1WX1+vgu2kpCS3bTN5v1HDI/Dx61Pw55pi7NhdqdK5p02KQZ+UYFVkbOPmcny+NBvf/9zx3tNl5Y1u2WbqGTiHupcY3D8UM6bGWp02KReztRoNzju1T3dsGhF5WOSk0Yg78qCmK2ltabXQ6HQYdNulfF/IKffcc48aYbS8DRs2rMfsvZq92ch44+N9kyrb0miw7Z6n7dYp6QoSDFdUVNhdprw5DdwWSQ+XkenuDKYlZbttMG2poKBABchtR+bLysrsrremurrdz1HvIyPTEkSfe2pfnD43TQXT5nnWY0ZGIN/FUerE+ADkFdTitz8LsXJ1EaqqGWDTPhyh7kXm3zgMjzy3TV2ZU0G0VqPaZkWG+6nHhg/hXEmi3kACnv0X/Q8bLpqHnI+XNgXRWo1KYQ2Ij8a4955C+OieExCR+40cORLLli1r+V6v7zmnF7mf/bCv5K81JhMq/t2O6h3pCBnsvjmWNbW1TgesMqfYW5WVljpcRi4MxMbGtnwvgbIE1Y7I6L2MxhPZUt9odPm4edKFf7V8DMjo9wmzk3HZuf2h13N8srfrOUc8ciggQIf5Nw7HRWf2w29/FqGmzoD+acHqSh4/DIh6F31IMPb/4H+ouj8deV/+BENtLcJGDkb87IOh7UHBEHmGBNCJiYk9cnc3llc0zZl2ENA1lltPR+4yzo6Ad2KkXEbZpdiXBK9SIdwdc5Il4He4TJu0dqdH/92cJUC+b8TgcGzdXqFaxjpDrqXpdRqkZ1S1+vWSYmaLPs9Ebn4t7r9tBIvi9XI8a+qFkhODcOqc1O7eDCLyAiGD+mLA9ed392aQj9u+fTuSk5NVi6apU6diwYIF6NPH+jSiuro6dbMcjfRmIYP7w9RoP71T6g4E9Utx63ZIqrYz/J1cri1JJy8pLkajxWsNCQ1FTIxcdO/e00VnR51tFTQjMjt+VhI+/irLqR2i12swoG8Itu+qtHqtRu77+Y9CrP+vDGP3i+RO7sWYo0BEREQumzx5Mt566y0sXboUL774Inbv3o3p06fbnO8rwbZUczbf0tLSvHrvJxx/GPTSPs5GWyZzET//mCi3boefvz8CHVTklkrfMrLsSpGwgvz8VsG0kCJg0nKr7f1mMl9bioVlZmRg7969yM3NVcXR7I0oyzY60nYZGSmX1mCOgm5nLzpQ79W/TwiuvXig+tqyjIj56+OPSsJzC8bgmYfG4It3pqKsrMFu4oNOq1EVwKl305jcXUWjE+SqtRxspRBFuJWKj+R+RSX1eO293cjJrUVMtD8uOL0vUpKsHwwbG434cEkG/tlYpq7qyYfStEn75kAREfUEPDY5Ds769u2LJ598EhdeeKFTI9QSVHvzsT7382VYc8rVTd9YpH5LMO0XE4UD/1iMoD7Jbt8OCWyzs7KsBrgyipycktLh0WRZ1970dLvLyPvStnp4fV0dsrOzrc5tluBXlrfWG1p+LjMz0+Zzyc+k9enT7nXI88hrt1Z4TAJuyZCQiw5Ezli9vgQffJqB1etLVQXw4UPCcOrxqTj0wNa/twfP/RWNjfZDpfFjIvG/B8Zwx/fiYz1Tvsmm+57Y3K61wHfL8zF+dCSeun8UtBaX9n74JQ8PPLVVFTkz+2NVMSLD9Xj1yfFISmAaFhFRbxAZGYkhQ4Zgx44dVh+XUURfG0mUlliTv3sT2+55BiUr1qj7NH56JJ8yG0PvvwFBaZ5p1yRBpvSUlhO9iuaK3mr0NjxcnfC5Mue50kHlcCHZBjGxsS2BhozF5OTm2iwUJsvLexweEWE1JT0+Pl61uWpL1i+9tK1dFJBzDrlgIOuW/tVyIUBeb2hYmHrt3Z2WTr5lwpgodTOPK1q7+COkcG9hse3q8TotEBvFCzm9HT99yKonXmyqBm7Nmg2luOmef/HkfaPV9zJ35N7Ht1hdtrS8EedctRpfv3eAqohIREQ9m/QS3rlzJ84++2z0JLEHT0Hsz1NQm5OPxrIKBCQnwC881OPbIUFkVFSUunWFBgfzw4UEHUVFRYiOjlaBbXVVlWrj5ShTQQJ9a4GKBMEy31kuDJgLkAUFBzsMjOW5zVMFiLqCrUDa7OjDE/Hu4r2WiSmtSHGzo2b2zIKM5DxGONSOVC78fGmO3T3z99oSlQ4unnxpu91la2oNWPjJXu5pIqIe6KabbsIvv/yCPXv24I8//sDcuXNV0Hf66aejJwpMikfosIHdEky7g85aP3orZFRY5lPLqLgzLbxkBNleT2yZ6y0Fz2TEXW4SrHOUmbzNScemICbKX41Et6XVAJPGRanMTerdGFBTO0t/kjQuxztm4cdNQfLOPVUOl/32RxZsICLqiWQ+rATPQ4cOxSmnnKKCpD///BNxbebckneSSt7OkpZaUgmcqLeIivDHi4+Ow37DI9oVI5t1WCIW3DESWomsqVdjyje1U9g88uxISalzy4maGttXqYmIyHd9+OGH3b0J1Aky1zkkJARVVY4vjguZw9y2QJk1Mtrsjj7WRO62N7Man36TjX82lDaNQu8fhTuuG4q6eiO2bK+AXq9Vo9LRnDtNzRhQUzvDB9lvTWE2sG+I+l+yxRyNaMdE+1YBGiIiot4iLj4emoICNf/dmfnU/n5+Kli2l9IdERnpcH4qkbdZ+lMeHnp6i+qSJ/Ojxa69Vfjoiyzcd8sIzOJ8abKCKd/UztSJMQgKtP+rIUH0qXOaeodOHOu4MMo5p/bhniYiIvJCUuwrPiHBalVuW8snJiW16vZhyVx5m8iX7NhdqYJpo2lfMC1k0EhaZ81/dBOyc5uK6BFZYkBNVt18xRC7e+aC0/u1VO2+/bphdit4Dx4QgpkHxnNPExERebHwMMcZano/P3WTVPHUtDRERUerAmM6vR7BwcFITExU8+c5Ok2+ZvGXWdDYmQ8t/ao/+zbbo9tEvoEBNVl1xCEJuPfm4QgPbT0rQEaur7loIM47rW/LfVL98IOXJqJfWnCrZSVd5qCpMXj9qf25l4mIiLyc9IiW9lX2SLsuc7As86Tl+7Q+fdC3b181ah0cEsJgmnzSqrUlMBia+lJbIyPV0uWGqC3OoSabZh4Ur26btpVj154qpCYFYewo660BEuICsfCFicgvrMXqdSUICNRh2qRYBLL3NBERkc9IiI9Hbm4uaq20xpLR6DAnRrGJfJHUB3C8jHPrWrm6CIu/yMLGzeVqmuTk8dE45bhU7DeMUyF6IreOUP/666849thjkZycrK5WfvbZZ+58OnKTEUPCccwRSTaDaUvxsYGYfViSSvFmME1ERORbtDodkpKT1S0sPFy11YpsHoWW0Wiinmr/UZHQ6WynfEsv6v2d6Dn9yru7cfO9/2L1+hLU1BpQVW3ALysKcdnNa/H1MraR7YncGlBLC4YxY8bg+eefd+fTEBEREfkco9GI8vJy5Ofnq5u0pJL7upsMggQFBam50AkJCYhunidN1JOddGyK3ZRveWTurGS76/j7n2K889Fe9bXln7JBKp0BeOSZrcjMZmGznsatKd+zZs1SNwIaGoz4+Y9CLPs1HxWVDeiTEqxGfbsi9SO/sA5fLM3Ghk1lqpjChDFROOaIRNWMvrOpL9KDT66m5ebXIjrSH0cdmoCpE2KsXsGTD4jPl2Zj87YK+PlpccDEaBx1aCLC2szDFpVVjfhueR5W/F2E+nojhg4Ow/FHJan90lm70qvUduzYXaXmfB80NQ6Hz4hHUCD7YXalxopKZL33BfK+/BGN1bWI3H8k+lx8KkKHDWy3rMloRMH3vyHznSWozc5HYEoCUs+Zi7jDD4TGRpVYIqKeTFKqc3NyWgXQlRUVKJIR4qQkVfSLiDxn+JBwXH/ZIDz10g7otJqWIFhGpiXV+47rhqFP6r7zVAm+/1xTjKU/5aKwuB4JcQHIzKlRvaubf7Q9DVRhs6subH+uRL5LY3JmwkBXPJFGgyVLlmDOnDk2l6mrq1M3M7lqm5aWhrKyMp9uv1BcUo9r71yP3XurW3o2S0Aqf4hzZiXhhssGQ2unqqA9P68owD2Pb1aVB83HZKkVEuCvxaPz98P+o11Lz2psNOLuRzfjl5WFLdtq3vbRI8Lx+N2jEBy8L1CWAPbxF7ar57bcDgmmn7pvNIZa9LaWtgTX3bkBZRUNLXNRZN0mI3DdZYNw4tEpcNXbi9Lx6sI96sNPWh7INshzxMUG4JkHRyMtufMBOwEVm3bgzyPORX1+UdPuMJmg0elU4Dz80dsw4LrzWnaToaYWq0+4AoXLVjQtYzBAo9fB1GhA3BHTMf7j56ALCuRuJZ8hx6aIiAifPzZ5i964PxsbG5Gxd6/NOZvSjkpSrKXXMxF51uZt5fj4qyys3VimziMn7R+NE49OxqD+oS3LSCr3rff9i382lu47t28+93Rk5NBwvPz4OPe+CPLoscmrhoYWLFigNtx8k2C6J7jz4f+wN7NafW0ONs0pJZ99m4OPv8xyeSRWgl5D475gWsjxua7eiJvv+xeFxfsuUHTEKwv34Nc/C1ttq/k5/t1Sjkee29ay7Lp/S/HY89vV87bdDhmJvuHuDaiublT31dYacP1dG1BeuS+YNq9bvpWrgjLnxNWLCxJMq21u3g7zcxQV1+HGuzei0U4qDznHUFePv2dfgIbCkqYd3LyTJVCWrzffvAD53/7Ssvx/1z+Iwp9W7ltG/m9s+r9g2Qpsuvlh7noi6lXKy8rsFkAyp4ITUfeMVN91w3B8+uYUfPLGFNx61ZBWwbR44sXtWPdfaetzeydna+j1rg2ikffyqoB63rx56iqA+ZaRkQFft2V7BTZsKrf7R/b+pxl252zY8slXTYG4tZ+U47SkmX/5XU6H11tdY8CnX2XZrGQoHxw//V6g0sDFB0sy1VU5W8uWlTfi+1/y1ffLfstHSVlDq8Dbklzl++BT1973hZ9kqCuJtrYjO7cWf/zdPKJKLsv9ZClqs/JaguN2dFrseuJ19WVdQTEy3/609ZWWNm9Mxpsfo76IbSiIqPeQGjMOl6mshK+PwldXV6OmpsYr5oUTdRUZrPr+5zybpzaODB/MSvk9jVcF1DJfSIbULW++7u+1xSpItEfmXaQ3j2B3xB+rilrmd1gjf+h/rCru8HqlTVZtnf1PCQm212wobXmN9i4YSJBr7tsnPf7s7Q/Z5lXrSpxqXWCpqrpRXbyw92OSui7bSp1T8ENT6rZNBiOKfvkLxoYGFP+2CqbGpuwEW0z1stxqvi1E1CmNlVXqAt3m2x7F9odeQMXmnV67R50JMD00I6/LGQwG5OXmYm96upojnpOdrb4uKS722ddEZElSwTtzjWhvVsfP+cm7sQ+1m8nIs8wftz6ObLGcncC4Mz/T6Gz+ieV6nRwtb5sKboscP2VOtvlnHB1PZS61LGNrtLkz+8+VTABqTQJkk4PfZ7Wc0dSS2u1wWQdBNxGRPdkffYMNl9wOQ3UNNHq9qgi07e7/IfGEIzD2zUehCw6Ctw0gyOitPf4+WJRMgumsrCw0NjS0u4BQUlKChsZGxMfHd9v2EXWFzp5LSiGz8ooGhIexcn5P4dYR6srKSqxbt07dxO7du9XXe/c2lZPvDaTwgKM/vOAgHfokd/xgP2pYhMN+eWNGOO6X19bg/qGquqEjI4Y0pawMGxxmd9RZViX7Qf1M8/+2SBA9eGBoh4u0hYXokZQQKMUTbZL3QXpqU+dEThpjp3xl05sYOmIwdAH+iJwwyvEKNRpEOLMcEZEVUqNh7Vk3wFBdq65dmxoaW6ak5H62DOvOv8Wr9psEl85U8JZaMr44N7xtMG1JqpjX1TZNFyPyVebzX1fJQJRkp1LP4daAevXq1Rg3bpy6iRtuuEF9PX/+fPQWE8ZGITkx0GbAKfdLu6iAgI5X8jzRQb88iXnmzE7q8Hqjo/xx6PQ4m9ssgfqo4eEtBRpOOS7F5ii1BLgS9EuLMDF7ZiL89LZ/7WRk+tTjUzu8zZIFINths0uBBggJ1uGwGbwy3lmpZ89pqsptK4XAZEL/a85VXwYPSEPckdNVVW+r74teh/jZMxDcr+PvORGR2Hbfs/taOrRlNCL30+9R8d/2bt9Zku5cVFSE9D171GitPZGRkQgM9L3uB84UUpNe20S+TFpnjR8TabN+kDMiwjk63ZO4NaA++OCD1QGk7e2tt95CbyEjrQ/dPhLBQfpWAao5FpE+1Bee0c+lde8/KhIXntFXfW35R23++sbLB6NfWohL677+0kHqA6NtzCSvQQLu+TcOb7nv0APjMLc5cLd8jTLNVl7/3TcNR0xUU0/syAg/3HvLcBVkW46um3/u2CMSccTBrgW9JxydgoMPiG1an8V2y/NIEC/vA3tRd55fZDj2X/Q/aPz0rQPl5l+8lLPmIO38E1vuHv3qQwhMTWr9y6HeJC2C+qZg1EsPdMFWEVFvJIUPS1assTv3SD6ncj5Ziu4k5z75+fkoKy21O4/Y398f8QkJiIqOhq+R1yUp345I2jeRr5Oe1NKStW1CpaPpivJ4bLS/avO64u8iTkXsITzWh7q396bML6xTPe2+W56HqqpGpCQFYc6sZBx9eCL8/Tp3XWPV2mJ89EUW1v/X3C9vXDROnZOC/YZ1Ll1MWl198X0OPl+ag4LCOnU17ZjDEzF3dooKjC3Jr9Gvfxbh4y8zVXEwvV6L6ZNjcPLxqSqFvK2deyrVNv+2shANjUbVp/qkY1Iw44DY5jnnrpER+2W/5uOTr7OwO70KAf46HHJgHE4+LgV9UtiDuqt7Ue959h3kfPodjHX1CB87HP2uOAtJJx0FTZvguaGkDOmvfIi9r3+E+rxCBCTGIe3CU9D3ktNUgE7kS3rSscnX92f1rgwsH3qY3WU0fn7od8WZGPH4PHSX2tpaZGfZb5Ep+yAmtumisK/as3u3w4JroWFhnEdNPYLMg17yTTa+/iEXxaX1iI0JwHFHJiE3rwaffmO7y46cIsm5rpyz9kkJwuP3jEJyonfVeSB06NjEgJqIiKgDGFB7z/401NTi+4TJMNbYmZer0WC/Z+9G30tPR3cpKChAhYN0aJ1Oh779XMtY8xZFhYXqfbQnKChIpbOHhYVB78e0V+p5JFB+7b3d+PCzTDQ02B+3lOS++LhALHxhIgL8var5Uq9X3oFjE985IiIi8klSzyH1nLl2W/lpA/2RfPqx6O6ezI5IurQXJw06JSIyEloHvUKlL7XMIZcCtcVspUU9kEw1vPScAfj8nam44/qhqu6QrT8LacaTk1eL5b8XeHozqQsxoCaH5ADf0GB0+kAvLbKMLrQBo55PfoeM9fU+d9LYWF3tVN9YIvK8IXdfg8DUxPZBdVNeJUa9cB/8wttPPfIkvZ2A30wC0c5MefIGer0eySkpai64M0pLShwWMpPP3uqqKlRVVqKhnpWRyXeEh/ph1qGJ2L1XziHsL/vjb/me2ixyA/ahJptKyurx4ZJMfPl9DsorGlVBr1kzE3DGCWlIjA9sl97y1Q85WPxFFvZkVKsiDZP2j8YZJ6ap4mnUu9Vm52HXE68j461P0FheCX14KNLOPwkDbrwQgUneWXm9vrAYa8+9GYU//tF0CRlAYN8UjHjkFiSdeFR3bx4RNQuIi8a0PxZj2z3/Q+a7n8FYW6fuj5w4CoPvugrxRx7U7ftK5g07qm4d5iXz8WWkXNpbSfEwnVaLkNBQpwNkIcumpKairq6uaTS6uNhhUC3plG0vJsiFV3mstE0hN0kXj4uPhx/TxclH1NUbnOpN/cGSDJw2J9XnL6z1RpxDTVYVFtXh0pvXoqCortVVNZnrERysx/MPj8WAviEtwfQ9j2/C8t8LW3UukWUlDrn1qiE49siOt++inqFq5178cdBpaCgqbekNK2Q0yT8uCgf8+iGC+6fBm9TmF+HnITNhqKqx+viwh27CwJsv9vh2kXfgHGrv3Z+NVdWozcyFPiwEgckJ8BYSEObl5qK6utrm/GkJQmWEtzvJeyDzoNsKDQ1VQWxHT/TlvS0scJzKKqPabduE2Zt3LqP5qWlp3b6/iJxxwbVrsH13pdXOfta67Jx4TAp3rBfgHGrqtMdf2I7Covp2KSoSIFdVN+K+Jza3XDFeujxPBdPC8sOieVAPjz2/Dbn5dgrGUI+2/qLb0FDcOpgW8n19YQk2XHIHvM3qOZfZDKbFljueQH2p436rRORZ+pBghA4d4FXBtJBANCEx0eoodEBgoAoouzs4rKystBpMmx9zJjBuy9npPaY2Jxv19fV2i7hJGriMXhP5ghOOSXYqmBavLtyD+gZOMfM1nENNVlt8rVhVBIONedBy3Nuxuwqbtzelr0mrLLsXrTVQaePU+1Rs3omS39fA1Gg93UnuL/r5L1Ru2w1v0VhZhbJVG+wvZDJh6x1PeGqTiKgHkKA6Li5OVfKWXtMy4iujrCkpKd2eviyBrxQIs0dS1p0prmbJ38nX5dcmpdzRvGrz9vhaPQ7qnY46NBHTJsXI6bBDlVWNWLOeF4t8DXNlqJ1d6VVOXUnbvqsSI4aEY+ce+8tLAC7LUu9TsWGLU8uVr9+M0CH94Q3K1vzr1HKlTi5HRL7L2NCA/G9+QdX23dCHhiDh+MM6XfdB0rslhdqbNDQ0oLGhweFyVVVVKj3fWYFBQWrk3V4gHhwc3DI6L/O3VaEyB623WopcGo1qfxJ5M71OgwfnjcBD/9uK7392XHxM6ha5Ym9mNT79JhvrNpZCq9Ng8v7ROP6opHZ1j6jrMaCmdvz9nJsj5d/cL0+v16K+3nZ6ioxem5el3kUb4FwhG11gALyFLjTEueWcfG1E5Jvyl/6C9RfchvqCYlXzQdKS/73ufvS95HSMeGIetD2oKJazXQw62u1ARuVlND4nO9vqaLIEw7GxsS3BdHZWlgrunV23oxZdRI7I76UnioDJufIpx6U6FVDHRvvj978KUVVtQJ+UIAwbHOZwG79ZlouHn9mqzrnNUy537K7Eh59l4KHbR2LqhJiueilkBQNqamfksAiEBOvUH7ItOq0Gk8ZFq68PnByDX1YU2kwRl2OopLpQ7xNz8GQVVBvrbLc60QYFInrGZHiL8HEjHG6zSD33RI9tExF5VvHvq7FqzmVA83GtpQaEwYT0l96Hsb4Bo1+6v8e8Lc6mnDubwm1Jio1JwTWp9i0j3EKCg7CwMERGRbWMTsvjzgbT5srprIZMrpBA84NPM7D8j0I01BuRlhKkCoEdd2QS/Pzcd5Fm6KBQ9O8TrLrhWMvslGA4PEyP2x74FzW1+y5eDegbjHnXDMXwIdaLNm7dUYEFz2xtWqfFeuX6l1wwuP2h//Dhy5OQEMeRanfhpT1qJ8Bfi9NPsF11Wf7gZx+WgJiophG6M+amwQST1bkhUuk7PjYAh06L457uhfwiw9H38jOafmms0WjQ78qzur1HrCUZ8ehz6Wl2l5G2X6nnneCxbSIiz9p2zzNNX1g76zWZkPHGYlTvzugxb4uMFIeEhDj8bAx2sIy9VlpSlK1f//7o27ev+j82Lq4lmJaRb0dtxdpuS2QkW3JSx0l7qouu/wfLfitQ2ZXyF56RXYOnX9mBm+7d6NaCYHIB6JarhqgU8LbJFfK9nCmVlTe2CqaFBOBXzVuvLgRYs/jLLNWu1hr5CJNuPF98x1pG7sSAmqw65+Q+at6F0Ok0Kh6S/8WBk2Jw3aWDW5aVVJR7bxkBvb5pObmZPyhiYwLw9AOjERDAOU69lbSYSj71aPW1Rq9TvyDqfwAppx+LofdfD28z8ok7EDdrhtXHdMGBquctUw2Jeqa6/CIU/fLXvrxJa7QaZC/+Ft6irqAYOx9/FWvPvhHrL5yHnCXfw9jBAmIxsbF25yPL49L2S24dTf02k89NnV7fbmRZ5lg7W2DMPyBAVUXv7kJu5Htqag2Y/8gmlVEpQaaZ/OrJ7Z8NpfhwiXsvlI0aHoHzTuurBq8sxccEmBNi2pE/t4ZGo6oAbs2qtSV2P67k5/9ey0Jn7sSUb7JKq9Xg5iuHYO7sZDUvQyp/R0b446hD4zFyaHi7g+Eh0+Iwdr8IteyW7ZXw89Oo+RozDoiFvxvTZ8j7yTzDce8+gf7XnofMdz9DXW6BKuqTevYcRIzfD95q0hevoOj31aqad3V6FnRBgWqbB95yCbTsfUrUYzWUOC6IpdFq0VDkHSeo2Yu+xroLboVJBdAaaLQaZL7zKYIH9sHkpW8iuF+qU+uR0WJJzZZq35UWo8WSsi3n+QX5++Z+yjmA9AyPjonpkrRrrZPrkLZjUimdyBXLfslHdY3t6YwSVH/yVTbOOqmPOg92h9cW7sZbi/a2S9zLLaiz+3MSFP+xqgjlFQ0ID2t9McnoxMUoo61onboEA2qya1D/UFxz8SCn9lJUhD/OPLEP9yhZFTlhlLr5kpgDJ+CAXz7o7s0gIg8KSIqHxk8PU4PtEV5p+Rfc3/bUKE8p/uMfrD3npqazbcUEU/OXNelZ+Ouo8zFj4zdOF1CToDo+Pl4VCpMiYRJh5OTmtqsALqPJZWVlas6zpHJ3NqiWUWsZcXY0h7ojFcaJ2tq6s0JlW1qOTrdVVFKP0rIGRDdPa+xKW7ZXqGBauNLxTX7mmjvWq5H2lMQgNed7+pRYjNsvEr/8UWBzlFqyRvcfxSkS7sShQyIiIqJmUtMh6eRZLVNTrJ48+fsh+bRjun2f7XriNZvBrAT91Tv3Iu/zZS6lZkuAW1lVZbedlqR/S2DdWfIazPOpbZF0dJmLTdSZSttOLedkt5uOWvJtdsv0SVft2F2FrJxarF5fgjsf3oSb792IObOS7KZ8izmzkjv1vGQfA2oPkiti6/8rw4q/i5CeUe1w+T0ZVWrZDZvK7F5Ncye5Cr19d6Xajv+2ljs9x4ncS96HmpoaVFdVdagqqi+RNOu8b35G4fKVMNTaT4XyRTK/USoJ5329HJXbdjtcvr6+XlXIra2t7dK/Q0NdPQp//lPt6+o9mV22XiJfNvS+6+EXFaHaZbXSHLyOeHyeKrrYnaSNV/43P++rQG6NToe8L39y+TkqyssdLlNcVNTp45CMhssxzdEy9vpZEzlywIRou+fTMpI7YkgYwkPdMz9/x67KLjufNyelrFpXgpWri3HVhQNauvBYFgaW13TXDcORkhTUJc9L1jHl20O+XpaLV97ZrVJJzEYODcNNVwzB4AGtKxxv21mBx1/cjk1bK1r1pLvk7P6YfViipzYZ6/4txVMv7cDO9KY2FyI5MRBXXTAQB01t6htJniWBVHl5uWovYlkURua4ScXUnnD1vmZvNjZeeTcKvvutJSdKHxGGgTdfrG4yd9HXpb/yIbbd+wzq84ta7ouaNh6jnr8XYSP3FfwTEkAXFkg10vpWIzUxMTGqbUxnfpd2Pf4qdjz6KhpLm0+aNRrEHj5NbYez8y6JeqLgvimYtuIjbLr54aaAtPnzVuYlD733OiSfMru7N1EF1DIK7WAhGOpcvyDpbAArxyX5THJVXW2tU8vV1tR06nOPercJY6MwsG+IGrCyNqIrf+Yyf9pdggK7vkCvnCYt+SYbX7x7APYbFo6Pv8zCun/L1BzwyeOjcdIxyRjYz3s6qfRUGpMXDznKB7TMl5F0Iil+4avkl1vK8bclcYEU7Hr58XEtv+xSEv+ym9eqsv3Wimhef9kgnHh0ikeC6Wvv3KCKGFj7Dbn3luGYOT3e7dtBrUkgXVJSYjNFTwrK+HLl09rcAvw++QTU5xVZHXXpd9XZGPnUnfBlO594DVtue6zd/TISpgsJUhXEQ4c2XWmuq6tDdlaWzRFpuYji6mejBAq7n37T6nb4xUZh+t+fIjA5waV193Q95djkLbx9f8rnUvWuDJUKHjpysFf1Pv555FGo2r7H9oRMrRZD7r4ag2+/wqX1p+/Z0zSX2gFJ1+7Tty9cJdk3ebm5DpeLi49X/auJXCVFdq+7cz32ZtWo83A515b/5U/oygsG4LQ57quNsPiLTDzz2k57f64YPSJCpXVXVnUsG+P5h8dizEjWGOiuY5PvD/V4OfmDeOHNXVYfkz9iCZxffHtfuqcsayuYFs+/sQtV1e5NeZKT96de3mEzmBZPv7wDjY3u69VH1kcKbAXTQkaspTqrL9v12Ks2g2mx57l3UbF5J3xVfWExtt75lNXH5DUbqmqwdf7TLfcVFRbaTe+Wx11pXyMn4NaCafN2SPXiHY+80uH1EvVEgYlxiD5gf4TtN6QlmJbR4YLvf8O6c2/GX7MuwIZL70TJyrUenxbV78qz7T4uFb/Tzj/J5fVLVW1ndPZ1BwQEdOlyRLbExwbgnecm4P7bRuDQA+MxbVIMzjwxDYtemeTWYFrMmpmIqAi/dj2oLQfZ7rhuGL54dyouPadfu9Za9nnt+GivwIDazZb/XoAGO03i5Vz4z9XFKhW8sLhO9Ymzd34sTehlne60c0+Vutk7PpaUNbCnnYdVVlY6XKaqstLl/qDdTU5Q9775sd35gFIkSNrB+KqsD7+GyWinZYfBgNzPflBte2ROoqR7OzqJlXn0HZX57pL2c0Mt19toQOZbn3S4jy1Rb9BYWYW/jjwPfx99kWpZVbhshfpc+uOg07D+gtvsz2nuYn0uORXxs2c0ze22GDlXf98aDUa//KBqU+gqZ6tqdzbQlRHuoOBgu8sEBgX1iGlN5B3FyaTd6z03D8cjd+2HS88ZgORE988xDg3R438PjkFsdNPfixQoMx+KQ4L1eOLe0UhKCERWTg1ef38P6uqdO58LDNBicH+mdXcnBtQeSC3ROlHRr7CoDoXF++ZI2iJ/fPlF7i3QVODk+uW1kec4O5fNmfQ8b2SoqoahosphAFmb6Tgt0FvVZuXaDWQVoxG1uYUwOPl+u1KkpyYjV9rV2mWornH4fhBZev7559GvXz9V02Hy5Mn4+++/e+QO2nj5XSj6bZX62hw8m+cyZ733ObY/+ILHtkWr12P84ucw4sk7EDygeXRNq0HsEQdiyrJ3kHrO3E6tX+o1xCc4nvoR3sl2VlIjQuZHO2rnReTr+vcJwUevTsJ9t47A0YclYtahibjtmiFY8uYUlbItRcvuemQTnD20Sw0yaZ8VHMyyWN2Je9/NIiP9nGqmHhXp79Rysoz0e3YnZ9cvaSvkOXJi49RyPlq0SxccBG1gAIx2KnpLumVAvOuFb7qbbLvJUW8LjQb+sVGOA+8O/l603o5oh8to/P2gC7U/YkRktmjRItxwww146aWXVDD99NNP48gjj8TWrVt7VCAkRROzF31je86yyYTd/3tLFVDUBQV6ZJukx3T/q85WN+mIIJk8Emh3ldDQUDTU19ucciSj2EFBro/uyYVSmT9tL21cLtI4aqtF5Esj5IceGKdubT37+g7s2eu4E5DZuFGRuPSc/l28hdRRvnnm7UPkj0Uq7dkisc/Y/SLUnI7E+ECMHhFudW6FmZTDlzQVdxo6KBQpSYGW2WPthATrMGWC7wY2vkhOahwJDg6G1oUAyxtIAJly5nF2e7/KKFDKmcfDVyWfcrTdxzU6LeKOOBABcdEqtdFReqNcYAgJCenwdsg+tFcdWN6DlDOOUyfqRM548skncfHFF+P888/HiBEjVGAtn0dvvPFGu2Wl2J4Ue7G8+YqCZStsB9PNGssrUbpqA7qDLjCgS4Nps6joaCQkJqrA1jLNW0avo2NiOlWoTaa2OGq7JUXLjD6afUXUkQzRT7/KdmrZsFAd5t84DE/cOwoBAb553teTMKB2MxntPfsk60UOmqY8aVpdWbrs3AHqPlvHprNP6YNIN48My/NffdFAu+cMsp0dK5ZAnSXVu+1VGZT3TU56fNmgWy6FLiTY+uisVoOkU2YjYv+R8FWBKQkYcP351h/UaqHR61VLHjNHbWiioqJcuoASPnqYCpitftBItfHgIAy69dIOr5d6J0nXXbNmDQ477LBWXQfk+5UrV7ZbfsGCBWpU03xLS3NvIaCuZKpvcDhdQhhluR5GLt4lp6Sg/4AB6iZdJeRCrzPBtIw+2xqBlgsszvx8fSd7XRN5u59+K3CqtJiM080+LAlHHJygRrup+/Fd8IALz+yHi8/qp4oGWEqIC1BXlkYN3zf3SMrly33ymCX5WQm8Lzjd9bYUHXHgpFg8cNsIREe1Dt5DQ3S46YrBmDs72SPbQa3FxMYiMjKy3QmMBNtJyck+XwFV5gAe8PP7CB0xqNX9Emj2vfQMjH3zEfi6YQ/dhMF3XqnS2y1J3+fJS99ExPj9Wu6TIj2JiYnt0rrl/ZdRoYjISJe3Y/RrD6k2ZBq/1qNZocMGYOpP7yFkkGc+a8j3FRYWqtoNCW3m2sr3uVZaIc2bN0+1ITHfMjIy4CsiJoxyWExXLgiGjxqKnqrpor9zQXRFeTkyMzKwe9cudZM2gG0LKXpPEzKi7lVe2aAyUR2RGaLHH5nkkW0i53BCigfIgefcU/vi5ONS8eeaYtVKKyUxUM17sJYOPmFMFD56dTLWbixFVm6tqgo4ZXw0goM8m9Jx8LQ4HDglFqvWFqsCZDLaLk3iOTLdfSwDqZrqahhNJhVMSxqeN/VG7QxpTTN9zecoW7UR5Ru3Qhvoj7gjpqs06J5Ao/rCXoP+11+AgqW/qvTQkCH9ED19otX3MDgkBH2Cg1FTU6MKkMnIn0rt7+RceUnnHvnkHRh8xxUo+O43GGrqEDZyMCInj+kxv0vkneTCn69e/IucMArh40aiYsMWq9W8JZhOOukoBCTEutTpoOLfbTBU1yJkcF/4x0TBV0kwXVhQgIqKinbp3XKRRY5jcnFYqOreRUV21yefd776O0PkLKnw3WhwPEZ93ql90CeVNU68CQNqD5KA2FoBAmsk0B4/Jgrjx6Bb6XUaTOVcaa8jI5ahYWHoqSSgi5w0Wt16Kr/wUCSfMtvp/SFBtDvISbtK/yZyUWxsrPpMysvLa3W/fC8ZFj3NuIVPYOXBZ6ChuKx1UC0Xuwb1wcin7+zwOjPe/BjbH3heFT0zZ+UknTILwx+5VfXB9jUyCt02mLZUXFSkPtPMtSIkqJaLxLZYy8wi6mkOnRaHp1/egdo628VLRw4Nw0VnsQiZt2HKNxEREblMAqLx48fjxx9/bLnPaDSq76dOndrj9mzokP4qi2bADRfAPy5aFfEL6pOMofdei2krFsM/tmPZNDsefgkbLrmjJZgWpsZG5Hz0Df448FTUFRTD10gqvyPlFstIJXhbI9ASbEt2Tk52NvLz8lSBMnsVwYl8lbS+uv6ywerrttePJCktLFSP+TcO756NI7s4Qu1Bu9Kr8NNv+aisMqgq2kcekoDwMM9X0d2yvQK/rCxATa0R/dKCccSMePavI6/SWFWtTibLN2xRrWcSjp2JyCljPT5C0VBajqwPvkTVtt3Qh4Ug6cRZCB8zrEvWXbxxC4p27FYnhn5+/kg+YDwCfDjFk3o3aZl17rnnYsKECZg0aZJqmyWBj1T97okCk+IxeP7VCB0+CAXf/6aKkEmVfmNdfYfWU5ORg63zn7b6mFTir83Mxc5HXsaIx+fB1wrVOWJZjEwyHKTgWXV1NSorKtScfGmTJWFzVWUlLDtUV1ZWquA7MSnJpbaBRN5MelOHBuvw8ju7sTer6TdfTn2m7B+Nqy8eiJQk11vUkftoTF58mU9aaUgFULnSaa+6sberqzfiwae24KffC6DTNqVvGowmlU597SWDMGeWZwp8ydztux7ehFXrSqDTaVQhEGkgHxCgxe3XDXM6HZ3InfK+Xo61Z98IQ0VVU8EsqQ7baEDUgeMx4ePnPTavMPPdz7DxivnqBFm18mrejvijD1Epn/rQjrerEg1VVdi57Hf47zdIjULJJ7CciJsaGuGXnou+sw7p8tdCXaunHJu62nPPPYfHHntMzZEdO3YsnnnmGdWTuifuz4rNO/HXUeehLjtf+lk2VQmSzh16Pca9+wQSjjkE2Yu/VancEhQHJMUh7dwTkXzaMaq1ldn2B5/HtvufA+z0p9eFheCI/L/d0g6ro+SUsa62FrV1deocQkaPrbX3S9+zRwXF9kjtDwmizRkNkiZuMBrhp9er9crvRVFhoc2fl97XUoyTqCeSv7Xde6tRVd2IpPhAxMawhoCndeTYxIDaA+57YjN++CXfZhsqqaYtBcDc/Yd53V0bVKEzY5vjthrz0wDPPDhGFUoj6i7Su/WPg05vmpfY5g9Giv1ETNgPB/z6oSrs5U4y4vT3MRdb7zer0yJh9iGY8OkLLq17y2dL4TdiQLvWYPI3KhfbAjILkDJjiqubTh7giwGgN/O1/WmorsHyYYejPr+4fWEy1Q8TCBs5BBUbtzblacpBVwqQGk0IHzcCU757C35RTd091l80D1nvfW63L7w4PGdlh1PJ3THqLCnXbUefJbCVftSWo8VSkMxRf3EZZZZ1WRvXMRddlEDbntTUVPizWBl5UFZuDf5cXawGy4YMDMX+NgoMU+86NnX/5c4eLiunBt//nG/zcTn2vvb+Hsw4INat6aybtlVgzfpSq4/JoUw+C95elM6AmrrVjkdfaQpirZxgyYlr6V/rUbT8T8TOPMCt27Htvmeb/jitBdQGI/K+/FFVIO9oa5ySzTvgP6ppflRb8vcvr7GivtbVzSYiD8j64CvU5RRYf7D5M6Pi361N35sDQmPz/Ru2YsNld2L8omfV937RTlzE1mpRunYTst/7AtV7MlUF8ZQzj0PC0Ye0uzDnLjKHWVpeWQtwpQOBzG+WvtTm85jwiAiHAbW9/tOOAmkzSRFnQE2eUF1jwIL/bcHyFYVN183kGpkRqmvPvbeMwLDBPbdQLDnGomRu9svKQnWB2hY59u7ZW42sHPeeRP+8okCledsiHwqr15eq1BKi7mBsaEDeFz9abUVjJqnXOZ8sdet21OUVqsC9XSqH5XbodMj99LsOr7to6w67I1GyXv8BaajM2FeciIi8S/7Xy9tXDLIksbONjDT5fMtd8kNLATKp9G93dFqnRWByPFbNvhDZi75CyYo1yP3sB6w58Up8nzgF6867BcW/r3Z7kS4Jju0FuTLSLHPmzSQNXOY4u7vuhdfOWaQeRf6+bn/wX3VO3/T9vlOEnPxaXHPHemRmW870p96GAbWb1dQanDqgVNc0un07unI5oq6mivk4GJWQg1pjpe3WKl3BqfVrNS5th0lGqUyOR14aq3hgJvJWBhlZ7UwAazKheMWalr7WCcfNbEoNb6v5vtqspnZkLYF38+dkoxRNfP9zrDzkTPxz6jUwOlEIzFUVDkabhRQTsyRtsfr07YuYmBiEhIYiNDQUYV3c7jHAyvxtoq627t8yNehk7RRF7qurM+D9TzO443sxBtRuJlW0pfCXPVKcLCnBvVX7pAG8sTnlzJbQEB0iwz1fdZxI6EKCVSqjXSYgdPhAt+4wGQ3SBQfa34zGRoQO6/h2+AcFAg4KCxlr6xCcHN/hdRORZ0SMG9lUiKwzLALycQufRPJpRzfPv9a0pHHL56HW389+8N78UO7nP2DzvMfhLs6kYFsrQibzqiMiI5GQkKDmWXdl/Qt9c/EyInf7/pd8u1meUlPwu+V5bOfWizGgdrPpU2JV3zhbg9RyTJ55UJxaxp2OOiQBer3tDwM5xh13VDL0ev5KUPeQTI6+V5xpfaSmZRkg7dwT3Lod0qYr9dwTbc9N1GigCw5C8qmzO7zu5IMmwVhdA5ONk1MZgTJs3QP/cM7FIvJWfS46pXO5xhoNoqaNb/WZM+7tx3HItmUY8eQdGHr/dZjw+csY+9ajMNbYnmfcitGEvS9/oFr9uYMEr474+Tm+IK/pwuNFQmKix1spUu9UUdHgcFBKipQ1Nnr/JISS0nq8tSgd51y1Gidf+Bduu/9f/LmmmBcDOonRk5v5+2lx5/XDVCDQNk6QYDomOgCXnzfA3Zuh+l3fcuUQ9XXb7ZDv+6YG45yT+7h9O4js6X/teYjY38roT/Mv7Ygn70RgcoLbd+KQu69GUP/U9kF183aNfvUhl9pm+YWEIKigXJ2Mt503Kd83FhQjbdqkzm08EblVcL9UjHr+3lajyUpzpd+gfqk2R7BleUnxDu6bYnW9/a86GwNvvgQJsw/ucFq5TJsp+uVvuIMUGXMkzIkK7R0dUZZK4NHR0S0BvVT/lmq7qWlp6jEiT0iMD4TWwcWbqAg/+Pl5d1i1fXclzrh8FV5/bw92pVep+d9/rCrCTfdsxKPPbXN40YBs8+53voeYNikGzy0Yi/Gj91Xz9PfX4pgjkvDak/sjNtozB4VZMxPxxL2jMHLovoNecJAOJx+XihcfHYfQEBZ9p+6lDwnGlB/exsAbL4I+ct/vacT4kapNVT8ZwfYA6XU97fdF6HvZGdCF7JuOET1tAiZ/9yaST+746LRZ6sxpCC2uQMOO9Jb7jDW1aPxvB/oMGYRgR2nvROQVo9TyWRV7xIEtQbW0ypKLbQeuWtKUFi7M7XSa/w8dMRCjX37AqecIGz1M9bXuCHfNo5a5z/YCWJkfLX2lHZEWW86MZAsZfY6Ni0NkVJSaiz1g4ED0699f3efsOoi6wjFHJMJgJ9iUa/7HH5Xk1Tu7sdGIm+/ZiMqqxlbX6swv68vvc7HkGxZEdRX7UHtYeWUDqqsN6kpWQIBn2l1YU1rWgNo6A6Kj/NUoOpG3kRPDutxCaAMDEBAf023bYaitU5W/9aHBKtDuSrWFxWiorEZQQiz0Mr+afIKv9U32dr6+P1WFbaOx1Wi1oa4e2R9+hYw3FqMmIweBSfFIO/8k1e5KUrydte78W5D9wVd2ux9YOnjz9wgZ1BfumkddXFSEioqKlvRQGTGWOdKRkZFOp183NjQgOztbteKyRYL32NhYBDgRpBN5wvNv7MQHSzLb3S/JKMmJQXjlif3dPn2zM376vQDzH9lkd5nAAC2+WzQNus7WiOgh2Ifai4WH+qlbd4uMkG3o/u0gskXr74+gPsndvoN0gQFW0zO7QmBstLoRke9SgWSb6SG6AH9V76GzNR9GPnkHytdtQsV/O+ymgEtLwZiDp7gtmDYHzzI6HB0To9pkmQPfjs5j1vv5qZRtabNVVVmpAnU/+bwPClLPIend0naLyJtccf4AxMcG4N2P96K4pKGlqPBhM+Jx1QUDvTqYFuv/K1XTT+3NJKmtM+Kn3wpw+MHun1rX03j3u09ERETUS/lFReCA3xZh76sfYc+L76FmT0b7gmg6LQIS41S6uSdI0OtMerejdUgaeVe30SJyF7lwJFMk5x6dgh27K9HQYFT1h6RGka9wpizDdz/nMaD21oD6+eefx2OPPYbc3FyMGTMGzz77LCZN8kzhndpag/rl+GZZnqpsJ4UFjj0yCYdMi21X0VpSmFatLcFn32Zjx54qNb945vR4HHtEUvOIru8rKavHl9/lqNSP6hoDBvULwdzZyZgwNqrdVWaZbyHLffV9LnLzaxEV5Y/ZMxNw5MEJCAzsvnR1e+Q9rK2pQVl5Oerr6tRBW/pfhoeFQdfBuWhtSXpaYWEhaqqr1fOYTwiioqPV1223o7q6WqWLNNTXq8dDm08epI1IZ9TkF2HniwuR9+l3MEq68NAB6HvZ6Ug5Zma77TA2NiL30++x9/WPUL07Q6VOp541Bylnz1Hzlduqra1FeVkZauvqVDXW4JAQlYLpzfPVin79G5tvfRTlG7aoo0Vgn2QMvesqpJx5fLtlZSRE0hWlX6q0eJGREnl9ISEh7X7/5T2saX4P683vofRRDQ+3+h5WbtmJPS+8h8If/1DbETvzAPS9/EyEjRgETyr75z914l38+2qVgho/+2D0u+wMBA9Ia7espLLvfW0Rcj75DoaqaoSPHYG+l5+BmBmTvbZ6rqG6BpkLP0fmu0vU9kshpz4XnoLEE46Ats3vqbyHhctWIP2l91Hx7zboQkOQfMps9LnwZPgzM4B8hBRAHHD9+epWl1+EPc+9g72vL0Z9YbH6PZbf535Xn4uAOOvZLjV7s5Hx1ieo2rYb+rBQJJ10FGIOmdKlLayIegsZlR42yDMXghoNJlRWNiIoSIcA/31/r1I87O+1Jfjq+xx1fi7TN486NBEHTYmx2a1n3H6R+OQrx3OkC4rc18++J3P7HOpFixbhnHPOwUsvvYTJkyfj6aefxuLFi7F161bEx8e7dV6VBNBX374eezKqW9Ic5PghHWvG7heBx+8e1RIYym549Plt+PK7XDUfQnrKCfm58FA9nnloDAb2C4Uvkytq19yxHhWV+woSmF+rFFO46YrBLSfRciHixns2Yv1/ZS37zLwP+/UJxrMPjUFUhHelZMl7WFRYqH5v2pJgKCk52eWqoBJoZmdlWX1M1i0FU8zBrGxHfl6eSmdrSwKx5JQUlwPU4vWb8fcR58JQIpWiW7+JMafMwqR3noC2OdiTub+rjr8URT+t3PdGq/fXhJDB/TDlx4UITIxrWXdpSQmKi4ttticJ9sJ+n9sfegHb7v6f1cfijzkUE5e82OqCiLyH1ubtSaqhvEbL97AgPx+VlZVW30P5XbJMScz64Es111H2lbl6t6RgmowmjHltAVLPngNP2P3sO9h0w4NNz23eDvl90GkxfvFzTZWDm5Wt+Rd/HnkeGiuqmv7AzdvcaEC/a87FiMfneV1QLQH0ysPORtXWXU0NeCw+1OUiwMQvXlYtzYS0Jtt4+Xw1h9Vyf8jy/tERmPLDOwjbr6nzQW+b8+ttuD/dZ+eTr2PLbY81FUUzARpt02dU5JSxmPj5y/CP3lcslYi8Z/Dr3Y/24qsfctXglxzmZkyNw7mn9lGj4nc+vAkr/i5qOT83/z98SBieum+01SLDMkg286TfYTDYmTqiASaMicJT94928yvseccmt1+efPLJJ3HxxRfj/PPPx4gRI1RgLSfmb7zxhrufGvc/uQUZWdXqa3PsYW7/uuG/Mjz/5s6WZT9fmqOCaWEOps0/V1HViJvv/VddKfJVqrrfff+2q+5nfq3y+r/4Lqfl/ufe2ImNm8ta7TPzz+3NrMYDT26Bt5FRR2vBtHlkMjcnx+U+eznZtq/qybotHy8rLbUaTAsZFXV1O2S0efWcy2Aoq4C1N7Hoo2+x9anXW+7eescTKPr5r1bLqJ8zAdW7MrDu7BtblpWRWGvBdNOPmJCXm6u23ZuUbdhiM5gW+V/9hF3/e2vf93l5Novg1NTUoMTi9csovbVg2tp7KCPT68+/Re1jy1ZY6mujEesvmoeK/7bD3WREWoLpluc2b4fBAFNDI/455WrUZuc1vYbaOvx93CVorNwXTFv+3J5n3kbWe5/D26w77xZUb09vSnlt86Fe9NsqbJ73eMuye1/5UAXTolWLMqMRDSXl6vXL3xRRT5X90TfYcuujTX8rcgww7vuMKlu1Ef+cdm13byIRtVFUUo+Lb/gHH3+VpYJp82Hu15WFuOTGf3D/U1tUqyvz/Zb/b91RgQXPbLW6T2Xk+oTZ9uvSyEfFUYdy/rQr3BpQS5rkmjVrcNhhh+17Qq1Wfb9y5cp2y9fV1amAyPLmKgn6JB3CMji2JGXiv/4ht3m01oQPlmQ0Dd5ZW9YI5BfWYcVfhfBVv/1VhILCOstz53Y+XJKp9oVUIv96Wa7NZeX+v/4pQUZ208UKbyDbXVpaancZCYSkAEpHye+howBYfnclWJPl5EqWPQ0NDSotvaMyPv8BDZm5ra/4tF3muYUwGgxorKhE+quLWgVLluSkSoJtc6DnaJvldVV04u/RHTbf8ojDZXY+9mrL+yNZBo7eZ7k44szvkrzXchFC7Hnx/eaRf+tkRGjPCwvhidFpGYm1ymSCsaERe1/7SH2b88lS1OcX2f5d0mqw6yn3X/TsiMqtu1T6ts1qx0ajCqAbypoqEO968g2b74usozYjB/lfLXfvRhN1E/kbkAwee38DRcv/VJkqROQ9nnt9p9XzdWnb1dBgUkXDbJ2Sys/88kchcvKsn++cf0ZfxMX4W/1YkFFumQZ6yIH7MhfJSwJqmW8qQUxCQuurHfK9zKdua8GCBWpo3XxLS2s/589ZkqrsSH2DCVt2VKCktAFZObV2J+vrdBqs/dfxOr3Vun9L1WuwJyO7BqXlDdi6vUL90Tqy3ov2h6R3SqDqSI2DoMoaW6PN7dZdXa22wZmRXFe2Q4022wqYmjVk5aE6Iwdl6zar3sZ2aTRq/rHaHicCfGeW8aSyfxyfCNbnNV0EcxRMm09AZd69BMsdeQ9lznSrEdC26200NM2rdjM5Oba3HXKkLVz+p/qy+Je/7fe3NZpQsWFr0wi2lyj+dZXDZYy1dSpAkNRwqRlgtyqyn77l95+op6nNzEWlXDB1UBk876ufPLpdRGRbWXmDql1k61q3s7mN/2y0PiggXYZefHQcRg5tSl+2DKwnjo3C0w+MYSvdnlDle968ebjhhhtajRi5GlT7bnK2e3Qkw9i9s+rdw62b7JM7xAe3uaNMXrI/vGVfd3g7TL7z2jrKV7ebqIsYHF1QFRqNmv5BRN5BBrbszXF2lr11SHHmlx4bh207K7BxSzm0Gg3Gj45En1Tvq5PjS9w6Qh0bG6sK+OTlNc3bM5PvExMT2y0vBaNk0rflzVVjRkQ4XMbPT4Ohg0IRFemHlMRAVdXY3i/n2JGO1+mtxu4X6fCPNDUpEJHhfhg2JAx6veNiRKO9aH/IVAJnCn250upDqoQ7Iyg4WG2DuSiY3WVd2I6YgyZJyUe7y/glxyM4LUlVa9YGOijAZjIh+sAJ6svAoKZCTvY4s4wnRYwb4XAZ/4QYp7ddCnD5BwSoHqi6DryHUs3bZqp18yhQ7KFT4W7RB0+2ux2SzxV78OSmZadPtD+ardWogl1SEdhbRE9v+l21Rxvgj4j9R6oWQsH90+ym4su8ctkPRD1RUJ9k6MJC7C4jfwPho4d5bJuIyL7AgK4Jy/Yb5jh+GjIwDCcenaI6/TCY9vKAWqrgjh8/Hj/++GPLfTJHUb6fOtW9J5h904JV+oIUN7ZG5gocfViiSn+QE+nT5qbZHK+RZWXOwYGTm07OfZGU0o+N9levxRbZB7IvZJ/IvrG1rOzTSeOi0CfFe65myXZHRNqvVipBkrQ96ij5GUfVjgOaAzG1HRH2LzRI0O1KcJo29wj4pSQ0vQE2pF5xpgro/cJD0eeiU5p+ea2QwCv6oIkIHzVUfe9om9XvhZf1Cx3+6K0Olxlw08Ut74+jiylyAU8uzDjzuyTvtVxAEdIaS6p52yKPyTLuNuDa82wHyRqNes/7XHSq+jbp5Fnwj42y/btkNGHA9RfAm4QOG4gYexcvtFqknn8S/CLD1XvY//rzbY9U63QITE1EwrGHunWbqXuVrFyLNadeg6VR4/Bt+Bj8efg5yPvyR5eLU3YHY3099r66CL+OPx5LI8diWdqB2HzrI6jJ2FdE1BpdYIBqJ2f7JEijelwnzj0CvkjOJaUQqdT/qK6q8qn3lMiWAX1DkBDnuBuNvfPzMSPC1XrIs9xe5VtSuF999VW8/fbb2Lx5My6//HI1J1WqfrvbXTcMQ2pyU+BijofMv4SjhkfgygsGtiwrbaOOOTyx3S+qdJqQ8vOP3T3KZm83XyDb/tg9o9RrkddkZn6txx6ZqPaB2VUXDmy5wmVe3rwP01KC1b71NtLjWXoEWyOBUmJSkkttgFTLraQk+48n76ucGBkZqfoa2wrqJTvDpe3Q6zHhs5egCw/d96aolTa9iTEnHYlhzQGkGPbQTYg5aGLrN1qeV6NBUL9UjFv4ZMuyUnk/Otp6D1NZXlpKdbaPd1eLGDsCg+dfbfPxuNkHY+B1+z5n4hMSVCBsjVzgkH7iLeuOiLCZmSAXLCx/l8KGD8SYNx5W+9gy2FNfa7UY8+pDLRcu3EmyDaTVVctzm7dDp1PzhccvegaBckGm+WR74hevNPUit/jAM/9cv6vOVr3Kvc3Ytx5F8MA+Lb/HSvP2R08bjxGP3NKybN9LT0fq+Sfuax1mJtkskWHq9cvfFPVMGW9+jD9mnI68L5bBUFmtakoU/bYaq0+4Altue9QnAjBJ2/5r1oXYeOV8VGzcCkNVDepyC7D7f2/j13HHqloZ9gyZf1XTZ0+bs2/5O5caCuPef0p9FvgSVTSypATpe/YgPz9ftcqUmjx709OdrndC5K20Wg3OP72v7cc1wKHTYlXA3PYsUg6JsTEBmH/TcLdvJ3VDH2rx3HPP4bHHHlMfemPHjsUzzzyjelJ7ojdlTa0B3y3PU1WrpS+1zB047sgkHHpgXLsAWXaFVK/+7Jts7EyvQnCQTi0ny0dFelfPZVfJPpD2WD/+VqD2zcC+IZh7dLIacW4b5DU0GLF8RYFa3tw4fvbMRBx5SAKCmvt3ext5D6V4lrQ9kirzGq0WoSEhKtC2FUw5S4pVFRYUqPXL88i6JYiXQNTcv9hyO6qrq9V2SKEyeTxUAv6wMKfSie2pySvEzpfeQ97HS2GorELw0AEqeEg5/vB22yFtgXI/+Q57X1uE6t2Z8I+LRuo5c1VfZH1o+6BfinfJNsv/8vsQHBKi/vZc7ZvtCUW//IVNtz6qimjBZERgWhIG334F0s5rCqbajmpUVFSokQ0pPCa/E/L6JHhu+/tvfg+lurn8Lqn3MDRU/S5Zew8rNu1A+ovvoWDZCjUyKqng/S4/0+Vex64qXb0Re158DyW/r1YnzfGzZqgR8hAJRNuozS1Qo19S9dtQXYPwMcPVNsccMsXrelCbNVZVI2vh58h8+1PU5RchqF+KGolLOukoaNv8nqp+4t//hvSX3kfFv9tUCnvyKbORduEpCIizcQHJCeyb3LW6en9W7UjHzyOPstnlQEz4/OVWfdm90ZY7nsDOx1+z+jrkIpFcIDtk27LWF4zakMKCu//3lvobqMstVBfXEuceiYE3X4yIsb534l1SUtKqxWFbcrFTLhAT+bJ3PkrHawv3QKJm87FYpm1OnxKDe24arpKvJK6RlrfShSgyoimzVAbGwsO893ytJx+bPBJQu4onLURE5G14bPLu/Skp0TKKa6vFmgSgMYdOweRvvKs1nCVDXT2WpRyAxrIKu8tJpoVcNHNETvVklF7qDNgLwL2ZtIRMT0+3m10gUw1TO9EhhshbSKD8zY+5yM6tRXioHofPiMfQQd419a6nK+/AsYn5bkRERNRjlPy13na/8uYezKV/b4A3q96512EwLRko2Yu/RU16FnTBQYg76iAExFuv9SKjXLKML5OUbkdjQJJNJDcJrIl8WXxsAM471Xb6N3kXBtRWSKpzcWm9Smtm6gR1hhz8DY2NKj28s6neHt3m5pNR2WZHqb+yrPyMM8tK+mFDcRn8YiKb5u86sR3qRLCL952kfstoh8yHbpsmT45TrhuKSuEXHWF12gBRd9P6OT61sduH3QvYrdjfzNTYiKx3lyBr4RLVBc9ceHDEE/Og7YEBpcFOCn+r5excTCEicgfvPqJ4WGVVI976MF3NGa6uafpAHjMyAued2gcTx7k+3456Hzmgy1wvmX9rvqIuha+io6K8rv1Uq2IvpaVqDrX5hESu8kuRNZn/bW20QIrD1NU19TGVwDQ8IkIt3zZIrdy6C9vuew65ny5VlajlZFbmvA6+6yqEDunfLtiV9UqqjXxtrtIdGRVls9ibs2RbZf6dzI0WEqzL/GmZB9/ZOfY9ncxL3Xb/s8j56Ft1Ii8n71IhePBdV6vCbETeIm7WDBT9+reqVm+N/O7GH+3d86el5oFUoq/NzHW8cPPLlM/W9Jc/QENZBca983iXbId8BldVVqLRYGjqlBES4lRrSHdw9jOan+VE5GmcQ20RTF9+y1qkZ1a3qv8hcYF8L1WtpRgXkSMyIp2VlaWKmFkjFbM7Gxi6I5jOzclRBdeskWDWsgq4zCeR6qrWSPArVc/NQXX5+i3445AzYKyubZWGKSe1koI49ef3W6pgy8lbTnZ2S5Burbe9BO2ukNcm67ZGThSTU1K8uvhad5KCa38cdBoMVdWtWnPJeyhzMqf+9J7q/9xbcA61d+/P+qISLB96OBorqtoX9JIsGq0GB/75qdcX5dr93LvYdP0DLv3s9H++6HR3AXk/iouKWqVZy0XIqKgo1VrQ04UL5fig5lDbGamW9ojyWU5E5MljE3MdLSrqtQ2mhfn7R57dhopK6wESkaXi4mKbwbSQVh/mkVdvIZWvbQXTQkaM65uDXHlttoJpIcGwfPiYrb/4dlVBuu2cRgnMpA3MhkvvaLlPfs5WMC0KCwvt7ltb5IQwPy/P5uMyIm/vNfV2Gy67U7UeatvnWr2HtXVYf9E8n2hDRL2Df0wUJn31GvRhIfvaqwldU2u7ce8+4bZgWlpdZX3wJbY/+Dz2vPCeqqTvqn5XnoW+V57VOgXciSkqsmzW+1+gsyeS8pnY9u9avpdjnGQyeZpcpJWLqrZIgB9j53EiIndhjqMKEIyq9Ly9GKeh0Yjvf87DicfwyifZJoFyZWWl3V0kV9clXVpaaHkLZ06OyisqEBsQoNLYnVmfpH7L6HT52v9sLidBdtmqjSjfuFW1l3JmOyT4lxGSjpCLBY7m1UkauATrTBdss78370TpyrW2d5zBqHrklq3eiMiJozv0vhC5S9SUsTh0+4/IfGeJamVnamhE1NRxqmVaUGqiW54z68Ov8O+Vd6OxvFJNazEZDfjvhgdUX/cRj9za4eraEiDu9/RdSDn9OOx9/SNUbdutsnoKf/jd4c/W59tuLeWIOWi2R6Y0SQtBT9egkOOm7BcZObe8uCqZUbFxcep/IiJPY0AtB4ayBlRV2z/Z1mk12JPRNO+SyBY5wDszUtdQX+9VO1F6ZTtiHqGud2JZc6Gyyi07nXr+ys07ETpysFPFZFzZd1L11dn9wIC6zXvj7Hu4ZRcDavIqflER6H/teermbnnf/Ix159yketALqTPQxIQ9z7yjgsARj81zad1Rk8eomzA2NuL7mAkq68cmExDUJ6lVb3rpNy9/y/rwUCSfPBtJp8yGLtB68FlbW6uKNjq6eCwXKrtj+lJoaKh6XjkmSaEy+cxmVW8i6k5M+ZY5NwFOVNMEEBTkG1Waqfs4O6dMqn772nabRyK0zr5GjQb6UPuVvM10ocFu3XfOjqKw4nd7HXkPiXojuXi49Y4n7C2APc++26n0bzOtXo/Uc0+wWwVcsqBSz5mrtmvTLY9gxdSTkPnOpyj54x8UfP871l94G34ddyxqbBQ8c7ZKtqOg253keBEQGIjg4GAG00TU7bzrrL6bhIXqMW5UhN2pSQaDCQcfwLk5ZJ+zV8q9rSiZXPF3RKphO7vtsoyaz3bIFOhC7Fc1l3mOsQdPVsvLyZEz6+4oZ9Yrhck4ytFe9PSJalTL7r4LDkTcYQd0+H0h6gmqd6Sj4t9tLaPTtoLc3CXfd8nzDbrtUvjHRtkMqgfefDGC+6ch4/XF2P3UG03Pb65/0Dy3rWZPJlbPucxqRpWzxRn1LOJIRKQwoG4mzdNtHQsl0B4/JhLDB3vPnFfyTqoCqkU1bFsBobcFblI5294IsVwoMAeyQU6MCMj8afVzIcHq5M6egbdcouYFqp9zMDda5scFudB2TLZf5vvZI++bp6vW+gJJCx007zK7ywy44ULowxxflCHqiRpKHNeVkPnTDaWOl3NGYHICDvj9I8QeMb1V0TUJsoc/Ng9DH7hBBco7H32ldVE2CxJgl6/fjOLfV7d7TD7fHQXVks0jFbWJiIgBdYvxY6Iw/8bhCPDXquOPXqeBTtd0IBo3KhIPzhvJk21yigSeUhzF1khpXHy81+1JOYFKTEqymvIsJ1bJFm2wJOiUtljWir/IY9IWTFLxzAbNuxz9rztfndjJSaXGT6+q7cr3A264AANvvbRlWTlBk5+3FtjK88k2uhr0SnVYWyPx0hKsK9r19FQDbrxIXfhQH45SKdlP31RgSaNBv6vPUf3EiXorbZDjQlgypzpkQJ8ue87gvimY9PnLOHTnckz65nVMXf4eZqb/igHXnac+I2v2ZqN6d4bdUXMZ4ZYU8Hb3azQOg2WZQy0tIomIiH2orfaj/uGXfOzeW4WgQJ1K8x4+hCfa1HEyD62yokIVupJgVFKmvb0CqbG5Arm0rtI0j0bLiLC1IFZGQOpqa1FVXa3SGf0DAlTAamsecvWeTNVOpi6nAIHJ8Ug54zgE9Um2Wy1dis7InGm5SCH7ritGkKVAmaxb5v9JyqJsMwuROacmIwdZ732O2qw8BCTFIeX0Y1VqaW/DPtTcn2ZSRVxa/7VtKdeK1JMID8VhmStsFgLralU79+LnYYfbXUYujEnBtuELbm732N70dIctCiWjSC5GEhH19mM9q3y3ERqix9zZ1k/yiTpC5uRGNKc++woJhqUtiTMtvdQoRlCQujkjuF8qBs+73OntcNeIsYzG8yTQNUFpSRh0m/30b6LeouiXv1QPdnujwOrKJIBRL9znsWBaSJVvSQGvLyyxuYy0EoucNKb9/SaTw2DaG7tVEBF1F86hJiIiIuqgHTJH2UEHgaB+aZj4xctIPmW2R/ev1s8Pfa84S9oyWF9Ap0VAcjwSjj3U5efwtm4VRETdhSPURB0gvT9lzll9cSmC+6ciZsZkmycVcpVf+nmaU75l/rS9tkxVO9JVWxNJD4yePkGN6HYHSYmWVG7ZDkn3tpcOXV9YjIJlf8BYU4vwMcMRsf9Im8sa6+vVsnW5BQhMikfsYQeok76uIKMp0hNVRopk/ra3FX3rrcrWblKFj7QB/og9bBoC4jyfHip/h6V/rlM9eHUhwYg74kD4RXIaD3WOsaEBhT+ssD9HWadTHQzij5rRZbvbUFuH8vVb1POGjRqiCj/aInUP5JhSuGxFU2BtNLVsl1Tmn/Dx86oNV7vt1mjUNBuZ/uPpbhVyzCwrLUV1dbX6Xqb6SKaXHD9ZNJKo6zUaTKiuaURwoA56PS+SuYoBNZGTJ+W7n34T2+57DobKfScZMgd41MsPIO6waa2Wl+CuID+/VdqcnAzInDOpgG15YlBXUIz1F9yKgqW/7luBFPc6diZGv/og/KM9kzYugb9ss5zQWJI5xlJkzfJigATHm256GHtfW6TSBs3Cx43E2LcfQ9jwga3Wkfne59h804JW6Yf+cdEY8cTtah6uq2SudWFBgZoTbUkK6sTHx7OtSzep3LoL6869GWVr/m25T6PXI+2CkzDiyTugC/DMBY/S1Rux/vxbVTBtJsG9FMkbeu+1TYXVqNP69euH9PT0VvctWLAAt912W4/du+pzz16qtyzTHAB3VQC//YHnsee5d9FY3vR5Jy0J+1x8Gobedx10Qe2LiMnfmYyOZy38HOkvvY/KbbtVm8Lk045FvyvPUoXNbJFjlb2AWi5aOtOOsCMqKirUMciSHI9qc3PVFKCY2FgG1URdpLC4DgsXZ+CrZTmorTXCT6/BzIPicc4pfdAnpWv/tnsDjclaE0IvwcIv5E2pfVvveKL9A6pytRaTv38bMdMntpwAZGdl2VyXBNTRMTHq68aqavw+5URUb0+HydC6qI2c7IfuNxjTfv/I7XPvpIBaZkaG+t8aCVClsrf5QsA/Z1yHnE+Wtox4WG6zLiwE01d/1nKylvX+Fyq4smXcwieRfOrRHd5m+ejKyc5udwHAcg57alqa+p88W7jstwlz0FhW0e53WkbJEo47DOM/etbtJ8YV/23HigNOhqGuDjA09d5toQH6XnYG9nvmbpfWzWNT+4D6wgsvxMUX72uRJ3UYnB3B9MX9KZ8/ywfPRE267c96+X0ftuBmDLzhws49l9GINadcjbwvfmwfxGu16tgz6dvXuyzjx6y6qgp5eXntelVLAcrExMQuLeYoF3Qz9u61u4x0gHDHqDhRb5ObX4tLb1qLkrJ6c2t6RafVICBAi+cWjMGQgWwVXN6BYxPH9okcaCgpw/b7nrX+oMkEk9GELfMea7mruLjY7vpKS0tbRq4z316Cqq272wcesmqDARXrtyDno2/c/h7Jh4WtYFpI0KpSqmX7V21AzuJv2wXT5m2WEfydj72qvjc2NmLTLQ/bfe5NNz9s9fU7IimBtoJpIa+nvKysw+ulztn1xOtoLLcSTAujCXmf/YDSv9a7fTdvu/85GOvq2wfTwgSkv/i+qoRMXUMCaAmyzDdvC3zk91EuAv416wL8NHimupC5W0Z7K1pntzhLLgj1u+ocm32e1cVWyco4Z27nNhxA/re/IO/zZdZHxI1GVRwte9HX6GrBISHo26+fylCSk0k5sZQLqykpKV3eGaGi3HGPbkkFJ6LOe/Kl7ShtE0wLg9GE2joD7n1iS7sLaWQfA2oiB3I/+0GlONtkNKoAoXpXhgqUa5sDT3uqmlOUM9/51MFfqBYZb3/i9vfImZMZ8zIy4iz9S22R9jFZ736mPoyLf12F+rwiu+uty8lH0W+rOrzN0pLM4TY7sQx1HXnPM9751G4LIfndkdZb7tRYWYW8z763e6FGsimyP/jCrdvRmzz88MOIiYnBuHHj8Nhjj9mtEi1t+eTKv+XNnQx19Vg15zL8c9q1KFy+EjV7MlH2z3/YdMOD+HX/41GTmevSevtdeaaqDaCCaovA2tyjfewbj8A/tvN1AzJe/8j+9AStFntfXdTp57HXcUGCakm5ttVGsbPsXRy1/L0hos7JK6jFH6uKrV5rFhJkp2dUY+Nm934u9zQMqIkcqMsvcmquZV1eoept7AzzaLAU6LI7D89oVH2b3c3e6HTbZWR/yKi83WWra1ShMtknznAUdNvbns4uQ13H1NAAQ4X9QkYmg1H9DrlTQ0m5eh67tBrUufB7R+1dc801+PDDD7F8+XJceumleOihh3DLLbfY3FUyv1pGO823tDT39jKXDCMpJqmYfy/kc1cKR2bm4J9Tr3FpvZJiPfHzl1QtiJZ+7Fot4o8+GFOXv+fSVBZbBSvtZvEYjaj28WwLZ4J0FiUj6rw9GU0F/xzZlW7/WE6tsSgZkQOByQl2R9xalktJgM7JNDjzcoFpSajNybeaPt20oFYVPnM3Sd9z1HfUnOIn+0Oj1cBkJ17Rh4dCGxSo9okznF3OkjP7mvOnPUvj5we/qAg1TcLmMjqtS+93R/jHRELjp29VMM/avNTA1ES3bocvk4JijzzyiN1lNm/ejGHDhuGGG25ouW/06NGqYJUE1hI4S5XmtubNm9fqZ2SE2l1BtaGmFukvvtc07GKFfLaX/r1eFbCLnDDKpaC6/9XnqJuMhGv99F3eTkr6SasRcDsXX/1kGR8mBc7M04psCeriImhEvVFggHOfTwH+HHPtCO4tIgcS5x4OXXCQ7QV0WsQcPFkFvhLAOVP5VCpniz4XnGw7mBYGI9IuPNnt71GYE4WAzMuknjPXfkqvToe0C05WownRB05QFw3szTOUkZ2oA/bv8DaHhzkumOErBY56CnnP5ffVXkaH/O6knnOCW7dD/l6TTzvG7tQEmUedcubxbt0OX3bjjTeqgNnebcCAAVZ/dvLkyeoC3Z49e6w+LkG2/G1a3tylYuM2NDrImpBR5eLfVnf6uaSqtjt6M6ecOcd+JpNWg9Sz58CXhYaF2W0rKSSbgYg6Z8SQcISH2R+Q0Ok0mDLe820ufRkDaiIH9KEhGP7orTb+grRqhGL4w/vSG6WCt73UtOjo6JaR0+QzjkPExNEqKLe27ujpE5E453C3v0cR4eF2W0xJcRqp9C3CRw1Fn0tOs7qcBDD+CTEYcGNTVVs5udzv2eZKym33SfP3I/93l0snoYFBQXYvXvj5+SGcJ2AeN+D6CxCQFGc9mNVAtc6KGDvc7dsx5K6roA8LtRncD7rtUgRxhNqmuLg4Nfps72ar3/u6detUcCSt66jzUk4/BiFD+1v9m5L7JGtIXZz1YXJMTExKshlUx8XHtxyDiMh1fn5anHVSH5uPy6nZsUckIirSM+0tewoG1ERO6Hvp6Rjz+sMISGp9ghg+djim/rgQEeP3a7lPTjKTU1LapTpqdTrExsaq/p6WIxqTl76J1LPmqIqwZhp/PzXSN/HLV7q8FYo1sm0pyckqcLYkFwZkVCAhIaHVRQIJkofcfbXqaWqxMGJnTsO03xYhMDGu5e6Eow/BhM9eQvDA1h/gIYP6qh6p8bNmuLTNsj3SRkW2r+0FDKkwLO+BoxEP6noB8TE44LdFiD1iequLKLrQEAy+40qMeuE+j+x2yXw44LcPETVtfKv7/aIjMPyxeRhyz7Ue2Y6ebuXKlXj66aexfv167Nq1C++99x6uv/56nHXWWYiy+KzrLmGjhrT+nLLGaET09AnwVpJxMWXZu4iaOq7pDvlca/5sCx89TM3XlqkWvk4C5rQ+fVRxOyl+Jt9Lm8k+ffqoKvJE1DVOn5uKM05IVV/LR4mM6ciotJg5PQ7XXjyIu7qD2IeaqAOkMEzJyrWoLy5VJ+wyWmtPfX296q8pgZ2cHNgbua4rKFYtqWSZyEmj4R/TPSejkqop1VRlO2Sb7QWlUnys+I9/YKytQ9h+QxDcr+kD2lYF6LJVG1Gbm4/ApHhETBjVZUVmjEajqhIrzyEXMrq6pQu5pjo9CxUbt0IbGIDoA/a3P3XCjSq37UbV1l3QhQYj6oDx6kJWZ/hi32R3+eeff3DFFVdgy5Yt6nOjf//+OPvss9UcaWvzp7tjf265/XHsfOJ1q/OoZYQ3Yv/9MG3FR/AFZes2o+jnv1QKePS08YiY2HWfo72FHC+qqqpajnOS6eTo+EzUE2Vm1+Dbn3KRV1CHyHA/HHlIAgYPaJqSSOjQsYkBNRERUQcwoPat/SnFwtaceCUKvvu1aShGKn03B09BfVMw9aeFCJJaD9TjSeGzvNxcFVRbkswySTnnxVgicuXYxGEcIiIi6rEkI0HaW+V+9oPq11y1M11lAKWcNUcVWfQL54hMbyAZY7k5OSqTydpjOdnZSE1L40g1EXUYA2rqFnJAk5Sr6urqpjRdf39VRdqb2xzJdkpacWVlpeo3LUW8ZF6XrcI8HVFfVoHdby5G8Yo1auQkZsYk9DvnBPiHdf5ET04UKioq0NjQoPavVFOVVExPp7eV/fMfMt9donpTByTGIfXsuYgYN8LqsrW5Bch86xOUb9wKXWAgEo6bqXq7apnKTUQukOJ0SScepW7eqL6oBHlf/IiG0nJVb0JqS3iifkZvUlpaajWYNpPpWXJeYu7CQUTkLKZ8k8fJQUuuBFvrexyfkOCVBzNJD8vNzUWtlT6ZUjQlKjra5QA196c/sPakq2CU1i7m+cpGI3SRYRi35EUkHDjRpfXKiUNxUZFKVWlL5ozJvvZE0S5jYyM2XHQ7st77XM1XlP6/UtVb2ielnD0Ho195sFWgnPnOEmy49E61nFA9rxsNCBk6AJO/fYOpmdTtmPLN/dlV5HNu6/ynsevJ15v6pjenpPvHRWP0yw8g4diZXby3e6/du3bZDahFSGioKsJJRFTegZRvlsAlj5KDma1gWuTn5alRYG9TkJ9vNZg2X/WuKC93ab0Vu/binzmXwVhV3XSHBJHNgaShvAr/HHcJqrJyXVq3fABYC6aFZAYUFhTAE7be8QSy3v9Cfa36VxtNLX2ssxZ+jm3zn25ZtuiXv7D+onkwye9H874wL1u9Mx1/zb5AFYYjIuoJVMG0R15uCqaFzO+WEevCEqw+6SoULl/ZvRvYgzgKpkXbudVERM5gQE0eVVVZaTOYtgxQvYk5DcyekpISpw7Wbe147h2Y6hpUkNmO0QhjVQ12vvReh9cr21JaUmJ3mUon3ovOaiirwJ7nF6qKtFaZTNj93LtorKhU3+549JV9o/RtF200oGrLLuR/+4s7N5mIyCNkasuup9+0/mDzZ+bWO5/ku9FF/JxIofdnmj0RuYABNXmUjIw6XKaqyqXg1F1kexwxGAxqrnJHFX613GorlxZGEwq/+KnD65V2IM5caXfm/egMae9irLO/X4w1tU3L1dej8IcVsjNtLisp43lfdnx/EBF1N2NDQ6tjW+4n39m+2Kh+wIjSvzegek+mZzawhwuPcNyrW2q5EBF1FIuSkUcZvShQdpazwb0rFwFMtXUOl5Eez960zR3h7LYbautglJRHB9sjD7uyP4iIuqvY2K6n3sTe1xahoahU9UKXgowDbrwQ9cWlqliayWg/U6ihuAzol+rS81dt34O9r3+k/teHhyHppKMQf9RB6nl7G5kDKVlytqaVSS2UrigySkS9DwNq8iip5u1oxFfSsjxdgdoe/4CALksnaytk9FCU5he1zJtrR6pyjx3e4fU6uy3uPnkIGzXUqeXCRw+DLjgIQX2SUbM32/aCJiPCxgzrug0kInKT2px8/DH9NNRm5rbUfjBUVmPvqx8i64MvMeD6C/bNnbZFo0FgimtFsrY/+Dy23fNMU9BuMKgMn6yFnyF8/5GY/PVr8I+NRm8i5xXSa1qmlZWXlbVkcclxUIqLSgcMIiJXMOWbPMqZdCqpqOdNgoKCoHfQrkkOxK60/Op7+Zm2g2lhMKD/FWd1eL2yvSEhIQ6D7sDAQLhT2IhBiJo23uZoiNwfPWMSQocOUCc7/a46R51AWl9YA41ej7Rz5rp1m4mIusJ/196P2qx9wbRlPQhDRRWyF30FbbDtz2D5fJR2gQEJsR1+7syFn6lgWj1f8/ObCzxWrN+CNadeg95IOltER0ejb79+SOvTB3369kVKaiqDaSLqFAbU5FES6MXFxdl8XNo5edscJgn0pMWUrVFzCUxjYmJcWnfyrIORdOlpTd9oLdbfXJgr5frzkDBjskvrjomNtXkhwNFr6kpjXlsAv+iIdkG1fO8XE4kxrzzUcl+/K89E7MwDmoJqi22TkRX5fuwbj/S6URUi8s3R6dzPl7UEsW1JkFu5aQf6X3Nu0x1tPovl81EXEoThD9/S4eeWqTw7HnrR5sVJee7iX1ehdNUG9FZy7JNjtxwjvSkjjoh8EwNq8jgJmJOSkxEUHNw6KI2NRUJiolce3GQkt+UqdvP2yZXuyKgoJKekuDQ6bV7H2GfuxvBXH0TQyMEt9wePGYaR7zyGsY/Oc3mb5URBtllS2cz9pmXfyv5PTUtDgJOp7J0VMqgvpq/6DH2vOBO6sKZRc/m/35VnYfqqJQgekNayrNbfHxM/fwkjHp+HYPOcQa0W8bNmYOry95B86tEe2WYios6o+G+7/YKTQgMEpSRi/w//h+CBfSzu1yDm0Ck44PePVPZOR9WkZ6k50/ZqUshFSnZMICLqGpxDTd2WRi03c1Esbwyi25J5VvHx8WqEXbZbtrkrtluC3QHnnaRuhro6dTKl66K5zRLoR8fEqGIrXbnNHSVzAEc+eQdGPHG7KiqmDQywuR0SVMuojdwMdfXQ6nW9soAOEfkubYATn+EmqM/CpBOPQuIJR6Jiw1Y0lJWri4lST8JVjjorKBqNc8sREXm57NwafPl9DnalVyEwQIeDpsbioCmx8PPz3LgxA2rqVr4QSLflzqBU56ZR4+4KpK1thy7I+XnbOmdOSomI3EguRpb/8x9qsnIREB+LyEmjoWnO+rElctIY6CPD0VhabnshnRZxRxzY8tkY3kUFF4P6pkAfFoLGCtsFQKUYWsS4EV3yfERE3WXxF5l45rWdKnnUnBT0428FCA/T44l7R2H4YM9MI2XKNxEREZEVhT+txK9jjsHvU07EmhOvxB/TT8XyoYcj97MfHF4MHHjjhXbOvrRIPWsOApNdq+Bt97kDA9Dn4lNVwG7ruf3jopFw3Mwuf24iIk9Z8XcR/vfqzqaWqm1m2JRXNOLiG9bi978LPbItDKipV5N+lHl5edize7e65eTkoLq6umtGNMrLkZmRgd27diF9zx4UFRWhsdF6i5Samhrk5uS0bEdebi5qa2o6vR0d3ea8b37GX7MuwHex4/F9wmSsu+BWlK3d5NHtICLyBoXLV+Lv2RegcsvOdnOU15x8FXI+/tbuzw+85RL0ueyMVoUV1f8A4mcdhP2evdtt2z74rqsQsf9+rYtdNm+H1t8P+y96Rk2vISLyVe8u3muzMYzZHQ/+h6wc959Pa0zmSaxeSAISaaFUVlaGcC+r/Ey+r6K8HAUFBVYfk2Jj0lrDFdLbUoJjCdatzZeWgmyWBcGkJ2ZxUZHVdUmhNk+0EZOPgS23PYpdT77R0rPUfPIlj4175wkknzLb7dtB5At4bOr5+1M+92RkunLrTsBo/TTJPyEGM/f8Cq2DtorlG7ci861PUJORo0aGU848HlFTx7l9Go6hugZ7XliI9Jc+UBcBtEGBqrDjgBsuRNjwgW59biIid6qubsQRp65wuJx8yp4yJxVXXzjQrccmtwXUDz74IL7++musW7dOFXOSoKEnHGSpZ2hoaEDG3r12l0lMSlJtvDpKgmN7v+9SfVv6X8rJlATd2VlZdtcnlbrdXZE778sfsfqEK2w+Lv2fD9n+I4JSE926HUS+gMemnr8/y/75D79PPsHhchO/fAXxR81Ad6orKEbmWx+jdM2/0Pr5Ie6og1ShM0n9NjMZjQ7nfRMR+Yqy8gYcfeYfTi2blhyED16e5NZjk9s+Xevr63HyySfj8ssvd9dTELmsvKysS5axleptj6R91zSnlZc5sx0O1tcVdj/ztu35dup1GZHx+kdu3w4iIm9Qm53n3HKZzi3nLjmffocf+x2ELXc+hdxPv0f24m+w/rxb8POww1GxeV+qOoNpIupJwkL1iItxbtqKweD+ZGy3BdT33nsvrr/+eowaNcpdT0HkMmvp2K4sY23kW1K+Ha5b2mPJyIIz2+GBudQlf60HDHa222BE8R//uH07iIi8gVTzdmq5hBh0l7I1/+KfM65TFbtVRR5JOGz+HK/LLcRfR52n0r6JiHoarVaDk49LdWI5YNQI92c+eVX+T11dnRqNs7wRuYUzc9fcOL+tQ2v2QLsrZ/o8a/3YZY+IeoeIiaMQ3D/N7uevX1QEYo+Y7pbnbyirwM7HXsHy4UdgafT++HnEkdj5+KtoKK9sWWbX0282zcO2MnNP6mDUZecje9HXbtk+IqLudvKxKdhvmP1gWa41nnhMSu8KqBcsWKBy1c23tLS07t4k6qGcmRsdHBTU4fX6+flB56BAjQhqfv7gkBCHy4a4MI+7o+KOnN5SfdYqjQZxhzf1SyUi6ukkUB3++G12lxm24GbVHqur1eYWqPnbW+58EtU70mGoqELV9j3YcseT6v66vKY2MLlfLIOpsamApFUaIO/rn7t8+4iIvIGfnxbPLRiDgw9on1FkbnBw5QUDMGKIl41Q33bbbeogY++2ZcsWlzdm3rx5ak6p+ZaRkeHyuojsCQ8Lc1hhNSIyssM7UdYZ6eDnpMCYuciYw6qBGo1HivQMuPY8mGylfGu10IeHIvVcxwV6iIh6isTjDsP+H/4PAYmtT9b8oiMw6qUH0OfCk93yvBsuvl1V5W5XXdxoRM3uTGy47M6mb2vr7a9IerO6MHWJiMhX6PVaPDBvpAqsp0+ORkiwDsFBOkybFINnHhqD0+d6ZnC2QzmcN954I8477zy7ywwYMMDljbEMNIjcSUaRpYq3tLeyVug+Pj7e5d9FCYAb6uutTlmQEeyExMSWYF4q4Mv30ne6LVlGHtP7+cHdpIXL6JcfwIbL7lLPa26bJZf49GEhmPTVa/CL9I7qu0RE7la6eiNyP/0OjRVVGHDjRQhKS0RDWSUC4mMQe/iBbhmZFtW7MlDw3W9W07iFfDbnf/0zKnfuVYXGpHq3PSFDXT8nIyLyFWP3i1S37tKhgDouLk7diHqCoKAg9OnbV/Wjrq6ulov5CAoMRFh4uAp8XSUBaWxcHELDwlRQLcG1VqdDaGgoQkJCVC9qS3KfbIcsay5AJtsm2yEttjwl7fyTEH3QJOx95QNVpEzr74f4WTOQes5c+MdEeWw7iIi6S2NFJf45/ToV1KppMHKBsdEAjZ8eo567BwnHHOqwOvje1z5C/re/wNTYiOgDJ6DvpacjdNhApwN5W8F0C5MJOYu+Uut3JDAlwannJSIi17ntbH3v3r0oLi5W/xsMBtWPWgwaNEgFFkTeQKfTITIqSt26WmBgoLo5QwLn6OhodLeQgX0w/JFbu3sziIi6xdqzb0LBshXqa8v5yab6Bmy45A74J8QiYfbBVn+28KeVWDXnMhjr61uqbVf8uw17nl+IUS/chz4XneLw+TV22hdaUpW9naBz8hhEREReWJRs/vz5GDduHO6++25UVlaqr+W2evVqdz0lERERkUvKN2xB/tfLbbcQ1Gqx48HnrT4khcJUMF1b1+rnVVBuMmHjFfOb2hM6IFlCGgeZSTJanjDncKc6QISOcG5knIiIvDCgfuutt9Tc1La3gw+2fmWXPEfeh4rNO1VqWX1xaZeuW3owS/uz+ro6q3OTvZFsp2yz3JzpId0RdQXFKF21AZXbdvvM/nCnxsZG1d9b/ici8ia5n/1gv4Wg0YjSvzegNie/3UN731gMY129zXRtGXne/czbDrchIC4aqefMaWqeao1Wi9RzT0To0AEIHTnY9oq0WgQP6IOYGZMdPicREXUOG8v2MlkffIlt9z2rWnEIuRKefOpsDHv4FgQmuj4/XgLR4qIiVFRUtASO5nRqKdLlqKJ2d5DtLCstRWlpaUsgba6qHRUd3W6uc0dU78nE5lsfRe7nP7SMVsjJz9D7rlOVY3sbCaLl90P+N5N0+OiYGKfT4omI3Kmxsrqp14qdTlTCIMu1UfjDiqaGpzbISHXhD787tR0jn7oT1bszUbT8TzmQAgaDCvSlIFnsoVMw5O6rsfLgM1D57zarPy/Lyij22Lce9cpjLxFRT8OAuhfZ/b+3sOmmBa3SxKSoSfair1H822pMW/mxqmDaURKMZmdloV7mjVmQufNFhYVobGhATGz7HnHdHUwX5Oer6Qht75eWbTJanZSc7NLJSHV6FlYccDIaSspapf5VbtqBNSdeidGvLUBaL2pBJYXWsrOz299fW6t+b5JTUhhUE1G3Cxs+0GGhL11wIAJTE9vd76jatlrG5FwGlC44CJO/fQP53/2GzLc/QW1mHgLTEpF27omIO3I61l9wG8rWbbL58/7x0Zj09esIHzXUqecjIiIvTfkm7yLzuzbf9mjTN21S0uTKeW1WHrY/+IJL6y4vK2sXTFsyB6jeRIK5tsF028dltN0VW+96SgXTlgVtLPf7f9fcpyrJ9gbqwkVBgd1l5MIG0+GJqLslnTIbupBgm3OTZeQ39byToAtqn1UTPX0iYKegmFQMj5FlnCTPJcXPxi96FtNWfITxHz6jui7UFxQje9FXtud5y/E+txD60GCnn4uIiDqHAXUvkbnwM5iMtufwSiqZXAlX1Uk7yFq/5bZcDU7dxZltlgsFHdVQWo6cxd+2D6YtGGpqkb34W/QGciGloaHB7jLyuMy5JyLqTvqQYIx5/eGmgLpNcCwBbvDANJVubU3fi0+FRmP7lEqOCf2uPqfT21j693q7x5emJzOh+I9/Ov1cRETkHAbUvUT1zr0O23EYqmpQX9TxImXOFJhyFFR5mjPb40rhrNrMXIcpgzJSIfPjegNJ93dGA4uUEZEXSDrhSExZ9k6rYl66sBD0u+psHPDbIvhHR1r9uaA+yRj7zmMqEFf9q5uZvx5y33WIPWSqw+eX7KXi31ejeMUaGKpr2i/g5DQkzp0mIvIczqHuJfyiImxWH22h1UAfFtLhdUvxLkfVsXWdKPDlDs5sjytFydR+dkDm2vlFhqE3cHYfdqYAHBFRV5LU7Jjv3kJDWYUqQOYfFwWtv7/Dn0s+eTbChg9SfafzvvkZJkMjoqdNUMG4o3RvCZ633P5EU7XwmqbijdrAAPS99HQMe+jGluePmjJWFRyz24dao0H0gRM6+rKJiMhFDKh7ieRTjsbOR1+x+biks8XNOgj60I4H1KGhoQ5TqGUZbxIaFoaamhqHy3RUYEoCIqeOQ6n0G7V1kcFoQtJJs9AbBAUHO7zgIo8HBQV5dLuIiBzxiwhTt44I228IRr14H0Z14GdkqtXfx1ysRqYtL3xLT2spJpr3zXLM2PANtHo9/GOjkXLW8ch8Z4nVedRq7vXxM9WIOREReQaHhXqJ8DHDkDj3cOu9LaVNiFaDwbdf4dK6IyIj7aaXBQQEqMDKm4SEhMDPz89ukCfts1wx9N5rm76wtk80GqRdcDKC+6agN5DfC2lBZo88zvREIuqtsj+UThurbGaRVW9PVx0izEY+eQeipoxr+sZ8TG/+P2z0UIx++UEPbDUREZkxoO5Fxr79OJJPO7op0NPKPK+mBAW54j3xi1cQOXG0S+uVwFRaH+mb12dJRh4Tk5K8LmCSgFnaYlnrgWzv9ThD5smNX/QM9M0jG2o/q4sWWvS5+FTs9+x89CZyYSLaSlAtvxPSh9rVCxdERD1B+quLHC6T/83PqNqRrr6WTLIpP7yNcQufRMzBkxEyuB+ip0/AmDf+396dQEdV3Q8c/00mmeyZLGQhJIFAkEWwLLJpLVAs6p/6Ly5Y2yJgLVpAUcT/H1wA0UIE3ClVcEE87h4XBGw1fw/i6RFExKisikKJWYGsJCEhk/c/92IiIckkmcxktu/nnGecN4/k5s7Lu+/37r2/u0LP8w6K5poKAF3JZHjwejVqGLHVatXLLnHT7TxVh3OkYONHYquqkogBGZL42/ESYKe3tr3UqaSGUavMzip8DgsPF0s75p25mypvdVWVqD8EFWCrzRkPAGw1tVK48f+k8tARCYyMkKSrJkpoC+uX+gu1LnllZaXY6urEHBgoEeHhEmD+OXkP4C38qW1atmyZbNmyRbKzs/X1vLS0eeLKo0ePyqxZs2Tr1q16es/06dMlMzOz3Q8l/ak+W5KVcrHUFh5v87iMe2dLv/t/GgEFAHCpjrRNzKH2Q2HpqdL7jhlO/74qCA0LC9ObN1FD0tXmbOZgiyRf919O/77eymw2++XNMuDNamtrZcqUKTJmzBh57rnnWnxQNmnSJElKSpJPP/1U8vPzZdq0aXqkz/Lly91SZm8TFBPVdkBtMklN/rGuKhIAoAMY8g0AAFq0dOlSmTdvngwe3HKarQ8//FD27dsnL730kgwZMkSuuOIKefDBB2XNmjU6GEfbUqZd1fZBJpMEd4+nOgHAAxFQ+yG1BnNZaamUlJToIbgePOq/S1RUVEh+Xp7e1HDGtpYAAwCcsX37dh1sJyYmNlbJZZddpofK7d27t9VpNur9szdfo5ZHLPrgE/lu2Rr5ftU6Kf/mYKvH9px5vZjD2ljpoL5eUqZOdn5BAQCdxpBvP6ICxePHjsnJkyebDcVNSEjwuEzcrqZu6vJyc5s8UFBzwItPnJDEpCSdCRwA0LqCgoImwbTS8Fq91xI1v1r1fPuqst175YvrbpPq/+SKKdCs2xi1xnTchItk2MuPiiUupsnxKonYyC3Pyo5LbxCjhaWwFLWWdXhGzy76DQAAHUEPtR85VlTULJhumAOn5r2pANOfHi7k/vhjq73zhQUFflUfAPzHwoULdc4Le9uBAwdc9vPvvvtuneSlYcvJyRFfSvq549JpUv1jvn5t1Nka14su/vgzvd60YbM1+3exv7xQLtm9SSLO79tkvzk8VPouulUGPnJPF/0GAICOoofaT6jgUA3vtqekuFgvceUPThxvO6Pq8ePHpUcP/1gvGoD/mD9/vsyYYT8xZe/evdv1vVQysp07dzbZV1hY2PheVyaC9ASHn9ggtqrqxiD6bCqQLtv1jV4CK/HKCc3ejxyYIWOzN+vh4Sf3fy/msBCJGz9aAsP9a/QYAHgbAmo/UdlCz/S5qqqqdM+tWqPZ17X1cEGpOXWqS8oCAF0pPj5eb86gsn+rpbWKior01CElKytLZ/QfOHCg+JvcVza22APdyGyWvDfebzGgbhA1uJ/eAADegYDaT9jamWjLXwJqf0/EBgDtodaYLi4u1l/V9CC1HrWSkZGh15yeOHGiDpxvuOEGWblypZ43fd9998mcOXN8thfanrryNh7W2mxyuqRMTpdViO1klVjiYyTAYumq4gEAXICA2k8EBbb9Uat5cypBmT9QDw3UzWFb9QEA/mzx4sWyYcOGxtdDhw7VX7du3Srjxo3TbcbmzZtl1qxZurdaJXOcPn26PPDAA+KPQnsmS9UPduaEmwOkYu938mG3C8+8jAiXtD9fKxn3zhZLbHTXFRQA4DQmw4O76tRSGlarVSctUcPH4Li6ujo5+p//2D1G1XE3Jw0D9HRqeSyVzdse1fuScE72WgCgbXIuX6rPHx57XvYvXClSb+fWSo0CO2vUmMlsltD0FLn43683ywAOAPD8tsn3x/ZCCwwMlNi4uFZrQ/UyRMf4T0Ou/jBUndjrnfaXhwsAAOfoecsfxDr0fN0T3apzpmCpOdfVh3+Ub+9/ko8BALwQAbUfiY6OlviEhGaBZHhEhPRISbEbYPrikO+U1FQJCQ1t9p7FYpHUtDS/mEsOAHAec1iojM7aIL3++iedpbtBYLT93g0VVOdsePtMhnAAgFfxnwgKWmRkpB7KfPr0aZ2ALCgoyG/mTZ9LBczJycm6HnTWb8OQ0LAwv3qwAABwrsDICDn/8fuk37I7pfLbIxJgCZIfX3xbDq9+UYzTda3+u/rqU1L9Y4FEnJfORwIAXoTIwQ+p4cyqFxY/B9bqQQMAAM6i1o+2Dh3YmHzM7rzqhn8TwZrTAOBtGNMKAADgQt2vmmh/feqAALFeOFhCkkmECQDehh7qTigprZXNWQWy66sSMeoNuWCgVf778mRJ6OYba2+qBPCnqqulvKJCZwlXQ8NVT25YWJjPLCmlls6qKC+XqupqPeQ7JCTkTMKyoCB3F82nqHOpuqpKKtS5ZLNJoDqXoqIkNDTUZ84lAGhN5KDzJPHKCVL4/lYRW9OkZFp9vfS9bw4VCABeiIDaQV98VSILHtwjNbX1Kg7TsveWyUtv5cjS/xkgYy+K9/oAqLCwUKrU3OKzqNfBISHSvXt3r0/aVV1dLQX5+fp3bXDq1Cm9pFZCQoJEMAzcKdQc9cKCAl3fDWpE9Lx1FVAnJiV5/bkEAG0Z8uIq+fJPd0rR+x+LKdCs5l+JUWcTU1CgDFq9RBInjacSAcALEVA74NiJGvnfB/ZI7emfg+mGlTBUT/XilfvlhSfDJD0tXLxVcXFxs2C6Qc2pU3KsqEgHQt7KVlfXLJg+W1FRkQRZLBIc7BujDdzpxPHjTYLps6n9J06ckHiWKAPg4wIjwmXExrVStnuv5L/1L6krPynhfXtJj6m/E0tstLuLBwBwEAG1A977V76crmsaTDfQuwxD3tqcJ3fN7ive2qNYXlZm9xjVu1h3+rTXDo1Ww9hbC6YbqIXcVU81OjmkvqLC7jFqyH1sbKzfZpsH4F+sw87XGwDANzDO0gHbd53QvdGtUdOjPv38hHgr1QPdVrCptNbr6A2qqqqccgycc46oufoAAACAtyGgdkCdre1g09aOYzxVe0vuvb/hmVEETjkGTkFNAwAAwBsRUDtAZfM2m1vPTKxGrg4eECXeqr1rVHvz/GKVzdsZx8A554g3n0sAAADwXwTUDph8RbLU2+mBVktNXntlD/FWgYGBEh4RYfcYlenbm4MgtTRWm8dYrV1SFl8WFBSkM3nbo5ZhU8cBAAAA3oaA2gG9e4bL/J8Sjp2dR8n8U23+ZWovGTLIuzN2duvWrdUgRyWP8vZkXSqDdzc7maWjY2J0oIfOi09I0A9pWqL22/scAAAAAE9Glu9O9FL36RUub2zMlZ1fFuvptkPOt8qU36XIiCEx4u1U0NwjJUXKy8t1Fua6ujq9LzIyUvfc+kJGZtVLrYa3l5WW6uRZKhGbGuZtjY4mmHYiFTSffS6pzN/q/FH1HxkV5RPnEgAAAPwTAXUnDB5g1ZuvCggIkOjoaL35KhVAh3jxetreQgXNMTExegMAAAB8BUO+AQAAAABwAAE14CdsNTVSb28BdQAAAAAdwpBvwIdVHzshB1c8LQUvviu2knIxhQZL/JQr5LyFfxVr33R3Fw8AAADwavRQAz6qMrdA/j3qGsld/ZIOphWjukaKXn5PPh11tRzf9bW7iwgAAAB4NQJqwEd9dev9UptXKHLuMG9bvdRXnZLsqXcyBBwAAADoBAJqwEd7p0ve36aD5xbZ6qXm+xwp3Lq9q4sGAAAA+AyXBdRHjhyRm266SdLT0yU0NFT69OkjS5YskdraWlf9SAA/KdvzbfOe6XOZTFL65V7qDAAAAPC0pGQHDhzQw0nXrl0rGRkZsmfPHpk5c6ZUVlbKww8/7KofC0A9KQu2tF0PhiEBIcHUFwAAAOBpAfXll1+utwa9e/eWgwcPylNPPUVADbhY/JihYo6OElvpmWRkLQowSY/fTuCzAAAAALxhDnVZWZnExsa2+n5NTY2Ul5c32QB0nDk4WFLmTmv9gIAAiZv8G4nolUL1AgAAAJ4eUB86dEhWr14tt9xyS6vHZGZmitVqbdxSU1O7qniAzxl47xxJvGnKmRdms54zrb+KSNTYETL8uYfcW0AAAADAy5kMwzA68g8WLlwoK1assHvM/v37pX///o2vc3NzZezYsTJu3Dh59tln7fZQq62B6qFWQbXq2Y6KiupIMQH8pDh7nxx59nU5lZMvgXHRkjZ1siSMGy0BAST5Bxyh2ib10Je2yTmoTwCAN7dNHQ6ojx07JidOnLB7jJovbbGcSYqUl5enA+nRo0fLCy+80KGbeBpZAICnoW2iPgEAvq28AwF1h5OSxcfH6609VM/0+PHjZfjw4bJ+/Xp6xAAAAAAAPsNlWb5VMK16pnv27Kmzeque7QZJSUmu+rEAAAAAAHh3QJ2VlaUTkaktJaVpJuEOjjIHAAAAAMDjuCwr0YwZM3Tg3NIGAAAAAIC3I80vAAAAAAAOIKAGAAAAAMABBNQAAAAAAHhSUjIAAAB0DZWjpnRHthRv3y0mk0nixo0W69CBVD8AuBgBNQAAaNGyZctky5Ytkp2dLRaLRUpLS5sdo4K3c7366qty/fXXU6tdpOqHHPni93OlPHufiDlAROV/ra+XmIuHy7BXH5eQ7gl8FgDgIgz5BgAALaqtrZUpU6bIrFmz7NbQ+vXrJT8/v3GbPHkyNdpFaotLZfuv/yQVew6e2WGr18G0UvpZtuz4zTSxVVXzeQCAi9BDDQAAWrR06VL99YUXXrBbQ9HR0ZKUlNSuWqypqdFbg/Lycmq/E44++4acyj/WGESfzaizSeXBw5L72mZJ+/MU6hkAXIAeagAA0Clz5syRbt26yciRI+X555/X83lbk5mZKVartXFLTU2l9jsh96V3WwymG5lMkvvye9QxALgIATUAAHDYAw88IG+88YZkZWXJNddcI7Nnz5bVq1e3evzdd98tZWVljVtOTg6138kh33YZhtQeL6aOAcBFGPINAIAfWbhwoaxYscLuMfv375f+/fu36/stWrSo8f+HDh0qlZWVsmrVKpk7d26LxwcHB+sNzhHWO01qj5W02kttMpslPKMn1Q0ALkJADbvq6urkZEWF1NlsYg4IkIjISAkKCqLWAMBLzZ8/X2bMmGH3mN69ezv8/UeNGiUPPvignidN4Ox6PWdeL6Xbv2z1fcNmk7S//N6h711XcVLyXtsiFfu+E3N4mCT97lKJHnFBJ0oLAL6HgBqtr2dZUiIlJSVN9qvXkVFReq5cS0ulAAA8W3x8vN5cRS2xFRMTQzDdRZKvnyQ/vvi2nPjk8+a91CaTJF01UeIvu6TD3zf/7Q/kqz8v0BnCTYGBeuj49yvWStyvx8jw15+UoOgo5/0SAODFCKjRIpV19dxgukFFebkEBARIXFwctQcAPuzo0aNSXFysv9psNh0sKxkZGRIRESGbNm2SwsJCGT16tISEhOh51MuXL5e77rrL3UX3GwFBQTLivXVycMkTcvSZ18R2skrvD4yOkvRbb5CMe2aJKaBjKXOK/71Ldv/hDh1EqzWtjdN1P7+3bafsunaOjM56kQfrAEBAjdZ6p0uK7ScwKSst1cukmM1mKhEAfNTixYtlw4YNTeZIK1u3bpVx48bpKUBr1qyRefPm6bZDBdqPPvqozJw5042l9j/m0BAZuHKBnLfkNjm595CISSRycD8xhzg2V/27zKd073aLS3HZbDqoLtn+pcReNMwJpQcA72Yy7K1t4QG9pGpJDZUFNCqKoUVdpbq6WvLz8to8Lj4hQSIjI7ukTADgKWibqE9fVldZJR/EDDvTO90KNQS815ypMvDhu7u0bADgiW09y2ahGcPeepYOHAcAALyDreqU3WC6QV1FZZeUBwA8HQE1mgmyWJx6HAAA8A6WWKsExVjtHmPU2ySif58uKxMAeDICajSj5sSp5DL2BLbjGAAA4F3UutVpN18vYg6we0zKtMldWi4A8FQE1GiRWlJFZfJuiVouKyEhgeyeAAD4oD7/e7NEDshoHlT/dF8weM1SscTFuKdwAOBhCKjR6nDuHikpelmUs4WFhUlyjx70TgMA4KOCoiJkzMevSPrcGRIYGd64P3rkBTJi0zpJvfFat5YPADwJWb7Rpvr6er3+qFoiq7VeawDwF2T5pj79SX1trdQUHBdzWIhYusW6uzgA4HFtfWDXFAneTAXRBNIAAPifAItFQtOS3V0MAPBYdDcCAAAAAOAAAmoAAAAAABxAQA0AAAAAgAMIqAEAAAAAcAABNQAAAAAADiCgBgAAAADAAR69bJZhGI3rgAEA4Aka2qSGNgqdQ1sPAPDmtt6jA+qKigr9NTU11d1FAQCgWRtltVqplU6irQcAeHNbbzI8+BF7fX295OXlSWRkpJhMpiZPDFSQnZOTI1FRUW4toz+h3ql3f8L5Tp23RjWbqoFNTk6WgABmTrmqrfdnXH+oU0/HOUp9+vo5anSgrffoHmpV+JSUlFbfV5VDQN31qHf3oN6pd3/hDec6PdNd19b7M2/4W/A21Cn16ck4Pz2rTtvb1vNoHQAAAAAABxBQAwAAAADgLwF1cHCwLFmyRH8F9e7rON+pd3/BuQ7wt8D1xTtwvaY+PV1wF8aLHp2UDAAAAAAAT+WVPdQAAAAAALgbATUAAAAAAA4goAYAAAAAwAEE1AAAAAAAOICAGgAAAAAAfwyojxw5IjfddJOkp6dLaGio9OnTR6dIr62tdXfRfNqyZcvkoosukrCwMImOjnZ3cXzWmjVrpFevXhISEiKjRo2SnTt3urtIPu+TTz6RK6+8UpKTk8VkMsm7777r7iL5vMzMTBkxYoRERkZKQkKCTJ48WQ4ePOjuYgEee0/z9ddfyyWXXKLbhtTUVFm5ciWflh20pa67Np86dUrmzJkjcXFxEhERIddcc40UFhZyPrbDQw89pO8z7rjjDuqzE3Jzc2Xq1Kn6HFTXzcGDB8uuXbsa31cLWi1evFi6d++u37/00kvlu+++E2fy+oD6wIEDUl9fL2vXrpW9e/fKY489Jk8//bTcc8897i6aT1ON+5QpU2TWrFnuLorPev311+XOO+/UN1O7d++WX/ziF3LZZZdJUVGRu4vm0yorK3VdqxswdI1t27bpG7IdO3ZIVlaWnD59WiZOnKg/C8CftOeepry8XP999OzZU7744gtZtWqV3H///bJu3Tq3lt1T0Za69to8b9482bRpk7z55pv6+Ly8PLn66qud8tn5ss8//1z/nV9wwQVN9lOfHVNSUiIXX3yxBAUFyT//+U/Zt2+fPPLIIxITE9N4jHrg+OSTT+pr6WeffSbh4eH6flo9DHIawwetXLnSSE9Pd3cx/ML69esNq9Xq7mL4pJEjRxpz5sxpfG2z2Yzk5GQjMzPTreXyJ+oS+c4777i7GH6nqKhI1/22bdvcXRTA4+5p/vGPfxgxMTFGTU1N474FCxYY/fr1c1MJPRttqeuuzaWlpUZQUJDx5ptvNh6zf/9+fcz27dud+JN9S0VFhdG3b18jKyvLGDt2rHH77bfr/dRnx6lr3y9/+ctW36+vrzeSkpKMVatWNe5T9RwcHGy8+uqrhrN4fQ91S8rKyiQ2NtbdxQA6NQJA9TyoYSkNAgIC9Ovt27dTs/Bp6hqucB0Hmt/TqDbgV7/6lVgslsZ9qrdFDcVVvTX4GW2pa6/N6j5F9Vqffa/Sv39/SUtL417FDtXrP2nSpCb1Rn065r333pMLL7xQj5pV0xKGDh0qzzzzTOP7hw8floKCgiZ1bbVa9TRKZ95P+1xAfejQIVm9erXccsst7i4K4LDjx4+LzWaTxMTEJvvVa3VhAHyVGu6q5pOpIVyDBg1yd3EAj7unUW1AS21Dw3v4GW2pa6/N6nxTD3bOzaXDvUrrXnvtNT2NT81PPxf12XE//PCDPPXUU9K3b1/54IMP9FTUuXPnyoYNG5pcE119P+2xAfXChQv1RH17m5prdO6k9Msvv1w/pZg5c6bbyu6tHKlzAHD2k/s9e/bomw7AV3BPA2/HtbnzcnJy5Pbbb5eXX35ZJxSEcx70DBs2TJYvX657p2+++WYdA6r50l0pUDzU/PnzZcaMGXaP6d27d+P/qyQI48eP15mnSczRNXUO1+nWrZuYzeZmmTLV66SkJKoePunWW2+VzZs360zrKSkp7i4O4JH3NKoNaKltaHgPP6Mtde21WZ1valh9aWlpk15q7lVapobIq8SyKgBsoEYjqnr9+9//rntYqc+OUZm7Bw4c2GTfgAED5K233mpyTVTnpDq2gXo9ZMgQ8fmAOj4+Xm/toXqmVcMzfPhwWb9+vZ5rCtfWOVxLDaFS5/NHH32kl6loeAqnXquGDfAlKv/bbbfdJu+88458/PHHeskgwJc4855mzJgxcu+99+q5qyqzraIyMPfr169JZlvQlrr62qzOUXUOqnsTtVyWoubyHz16VJ+naGrChAnyzTffNNl344036nnnCxYs0EvgUZ8do6YgnLuU27fffqtXQVDUOauCanWONgTQaqUEle3bmSsVeWxA3V6q4Rk3bpyuuIcffliOHTvW+B5Pal1HXSyLi4v1V/V0LTs7W+/PyMjQ6xCi89SSWdOnT9fJFkaOHCmPP/64XqpCXXzhOidPntTzFs9OaKHOb5WERSVagWuGEr7yyiuyceNGvd5pw7wmlThErRkJ+Iv23NP88Y9/lKVLl+r1qtVNuJoi8cQTT+glttAcbanrrs3qqzoPVR2rNjIqKkoH4CqYHj16NKfjOVQdnpsbRC3hpNZPbthPfXaMWmZMjeRRQ76vu+462blzpx7V0zCyp2Gd77/97W96nrUKsBctWiTJycmNHVZOYfjAsk3q12hpg+tMnz69xTrfunUr1e5Eq1evNtLS0gyLxaKX/tixYwf162LqHG7p3FbnPFyjtWu4ur4D/qS99zRfffWVXipGLf3So0cP46GHHnJbmb0Bbanrrs3V1dXG7Nmz9VJuYWFhxlVXXWXk5+c77bPzdWcvm6VQnx23adMmY9CgQfp62L9/f2PdunXNls5atGiRkZiYqI+ZMGGCcfDgQcOZTOo/zgvPAQAAAADwD0w2BgAAAADAAQTUAAAAAAA4gIAaAAAAAAAHEFADAAAAAOAAAmoAAAAAABxAQA0AAAAAgAMIqAEAAAAAcAABNQAAAAAADiCgBgAAAADAAQTUAAAAAAA4gIAaAAAAAADpuP8HeF/crywSn7EAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 4))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.scatter(X_train_s[:, 0], X_train_s[:, 1], c=y_train, cmap='coolwarm')\n",
"plt.title(f\"Исходные данные\\nТочность: {acc1:.3f}\")\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.scatter(X_train_nca[:, 0], X_train_nca[:, 1], c=y_train, cmap='coolwarm')\n",
"plt.title(f\"После NCA\\nТочность: {acc2:.3f}\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b7c3f332-2124-4d74-a2ca-f5e02caefdfa",
"metadata": {},
"source": [
"Встроенный датасет Iris имеет хорошее разделение и низкие шумы, \n",
"по этому когда произошла обрезка по 2 из 4 признаков часть данных была утрачена \n",
"и это повлияло на точность, поэтому модель стала изредка ошибаться "
]
},
{
"cell_type": "markdown",
"id": "b234cb09-a138-41a0-966b-2d235bf49127",
"metadata": {},
"source": [
"датасет с openml"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1e48f3fa-d5c6-42ba-be81-e0f4c094b387",
"metadata": {},
"outputs": [],
"source": [
"dataset = openml.datasets.get_dataset(1412) \n",
"X2, y2, _, _ = dataset.get_data(target=dataset.default_target_attribute)\n",
"X2 = X2.select_dtypes(include=['float64', 'int64'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "070555c5-e1d5-4434-98d0-70fa76ff2f8a",
"metadata": {},
"outputs": [],
"source": [
"X2.dropna(inplace=True)\n",
"scaler = StandardScaler()\n",
"X2_train, X2_test, y2_train, y2_test = train_test_split(\n",
" X2, y2, test_size=0.3, random_state=42\n",
")\n",
"X2_train_s = scaler.fit_transform(X2_train)\n",
"X2_test_s = scaler.transform(X2_test)\n",
"X_scaled = scaler.fit_transform(X)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0a00c3ee-0098-443a-887a-3ebe482f5689",
"metadata": {},
"outputs": [],
"source": [
"nca2 = NeighborhoodComponentsAnalysis(n_components=2, random_state=42)\n",
"X2_train_nca = nca2.fit_transform(X2_train_s, y2_train)\n",
"X2_test_nca = nca2.transform(X2_test_s)\n",
"knn_base = KNeighborsClassifier(n_neighbors=3)\n",
"knn_base.fit(X2_train_s, y2_train)\n",
"acc_without = accuracy_score(y2_test, knn_base.predict(X2_test_s))\n",
"knn_nca2 = KNeighborsClassifier(n_neighbors=3)\n",
"knn_nca2.fit(X2_train_nca, y2_train)\n",
"acc_with = accuracy_score(y2_test, knn_nca2.predict(X2_test_nca))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "41d2c068-6573-4995-b949-8beabf6c8210",
"metadata": {},
"outputs": [],
"source": [
"le = LabelEncoder()\n",
"y2_train_encoded = le.fit_transform(y2_train)\n",
"y2_test_encoded = le.transform(y2_test)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "57231627-ff55-4f0c-9d6c-c41cf5e6a6bc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 4))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.scatter(X2_train_s[:, 0], X2_train_s[:, 1], c=y2_train_encoded, cmap='coolwarm')\n",
"plt.title(F\"Исходные данные{acc_without:.3F}\")\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.scatter(X2_train_nca[:, 0], X2_train_nca[:, 1], c=y2_train_encoded, cmap='coolwarm')\n",
"plt.title(f\"После NCA (точность: {acc_with:.3f})\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8a66873b-0e30-4bfd-bede-a42b04a213f3",
"metadata": {},
"source": [
"на болеее расплывчатых данных результат оказался положитленым, ии с NCA смогла угадывать чаще где какой элемент "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}