From fb64db132523f243f53c9abccfd0cc4829da25da Mon Sep 17 00:00:00 2001 From: Factorino73 Date: Mon, 16 Sep 2024 03:56:08 +0400 Subject: [PATCH] lab_1 is done --- lab_1/lab1.ipynb | 239 ++++++++++++++++++++++++++++++++++++ lab_1/requirements.txt | Bin 0 -> 1392 bytes lab_1/run_flask-service.png | Bin 0 -> 95921 bytes 3 files changed, 239 insertions(+) create mode 100644 lab_1/lab1.ipynb create mode 100644 lab_1/requirements.txt create mode 100644 lab_1/run_flask-service.png diff --git a/lab_1/lab1.ipynb b/lab_1/lab1.ipynb new file mode 100644 index 0000000..c250067 --- /dev/null +++ b/lab_1/lab1.ipynb @@ -0,0 +1,239 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабораторной работы.\n", + "Выгрузка данных их csv-файла в датафрейм:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import Any\n", + "\n", + "import pandas as pd\n", + "from pandas import DataFrame, Series\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "df: DataFrame = pd.read_csv('..//static//csv//TSLA.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Краткая информация о столбцах датафрейма:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 156 entries, 0 to 155\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Insider Trading 156 non-null object \n", + " 1 Relationship 156 non-null object \n", + " 2 Date 156 non-null object \n", + " 3 Transaction 156 non-null object \n", + " 4 Cost 156 non-null float64\n", + " 5 Shares 156 non-null object \n", + " 6 Value ($) 156 non-null object \n", + " 7 Shares Total 156 non-null object \n", + " 8 SEC Form 4 156 non-null object \n", + "dtypes: float64(1), object(8)\n", + "memory usage: 11.1+ KB\n", + " count mean std min 25% 50% 75% max\n", + "Cost 156.0 478.785641 448.922903 0.0 50.5225 240.225 934.1075 1171.04\n" + ] + } + ], + "source": [ + "df.info()\n", + "print(df.describe().transpose())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## График 1.\n", + "\n", + "### Круговая диаграмма.\n", + "\n", + "Данная круговая диаграмма отображает распределение количества сделок, совершенных инсайдерами. Это позволяет сделать вывод о том, какие инсайдеры были наиболее активны в торговле акциями, давая возможность быстро оценить лидеров по количеству транзакций, коим в данном случае является CEO компании — Илон Маск." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Подсчет количества сделок для каждого инсайдера\n", + "insider_count: Series[int] = df['Insider Trading'].value_counts()\n", + "\n", + "# Получение цветовой схемы\n", + "colors = plt.get_cmap('tab10')(range(len(insider_count)))\n", + "\n", + "# Визуализация в виде круговой диаграммы\n", + "plt.figure(figsize=(8, 8))\n", + "insider_count.plot(kind='pie', autopct='%1.1f%%', startangle=90, colors=colors, labels=['']*len(insider_count))\n", + "\n", + "# Добавление легенды\n", + "plt.legend(labels=insider_count.index, loc='upper right', bbox_to_anchor=(1.3, 1))\n", + "plt.title('Распределение количества сделок среди инсайдеров')\n", + "plt.ylabel('')\n", + "plt.axis('equal')\n", + "\n", + "# Отображение графика\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## График 2.\n", + "\n", + "### Столбчатая диаграмма.\n", + "\n", + "Диаграмма показывает сколько сделок каждого типа было совершено инсайдерами. Для каждого инсайдера отдельный столбец, где каждый цвет представляет один тип сделки. На основе полученного графика можно сделать вывод, что основную часть сделок составляют продажи акций, а не опционов." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Подсчет количества сделок каждого типа (Transaction) для каждого инсайдера\n", + "transaction_count: DataFrame | Series[Any] = df.groupby(['Insider Trading', 'Transaction']).size().unstack(fill_value=0)\n", + "\n", + "# Визуализация в виде столбчатой диаграммы\n", + "transaction_count[['Sale', 'Option Exercise']].plot(kind='bar', stacked=True, figsize=(10, 6), color=['skyblue', 'lightgreen'])\n", + "\n", + "# Добавление легенды\n", + "plt.title('Количество сделок каждого типа для инсайдеров')\n", + "plt.xlabel('Инсайдер')\n", + "plt.ylabel('Количество сделок')\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend(title='Тип сделки')\n", + "plt.grid(True)\n", + "\n", + "# Отображение графика\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## График 3.\n", + "\n", + "### Линейная диаграмма.\n", + "\n", + "Данная линейная диаграмма отображает количество сделок, совершённых инсайдерами, в разрезе по месяцам. Это помогает выявить периоды с наибольшей активностью инсайдеров или сезонные колебания на рынке. На графике видно, что продажи акций летом постепенно уменьшались и почти достигли своего минимума в конце сезона, после чего начался рост." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAJOCAYAAABm7rQwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACtYklEQVR4nOzdd3hUZfrG8e+kE1KogQChg4B0REGkd5CODezYUVB3dXV3LazrYll/ir2sqyiiLgiCSu8goNKLgPQk9JaEENLP7483CcYECMPMnJnJ/bmuuebMmZkzd5JhmHnmfZ/XYVmWhYiIiIiIiIiIiAcF2B1ARERERERERERKHxWlRERERERERETE41SUEhERERERERERj1NRSkREREREREREPE5FKRERERERERER8TgVpURERERERERExONUlBIREREREREREY9TUUpERERERERERDxORSkREREREREREfE4FaVERERERERERMTjVJQSERERERERERGPU1FKRETEJp9++ikOh4M1a9YUue6jjz7C4XAwePBgcnJybEgnIiIiIuJeKkqJiIh4menTp/Pggw/SsWNHvvrqKwIDA+2OJCIiIiLicipKiYiIeJElS5Zwyy230KRJE7777jvCwsLsjiQiIiIi4hYqSomIiHiJDRs2MGjQIGJjY5k7dy7R0dFFbjNlyhTatGlDmTJlqFSpErfeeisHDhwo9ngOh6PY0759+wrd5vnnny90v1dffRWHw0GXLl0K9j3//PM4HI4ij1G7dm3uvPPOQvuSkpJ49NFHiYuLIzQ0lPr16/Pyyy+Tm5tb6Ha5ublMmDCBZs2aERYWRuXKlenTp0/BdMbz5c8/5edbsmRJof2hoaE0bNiQ8ePHY1lWocdcv349ffv2JSoqioiICLp3787q1auL/f390cXy5vtjnt+f/ujAgQPcfffdVKlShdDQUK688kr++9//Fvv4d955Z7HH/OPfb9GiRXTs2JGyZctSrlw5Bg0axLZt2wrdpri/5+LFiwkNDeWBBx644O/hQj+fw+Eo8nzYs2cPN9xwAxUqVCA8PJx27drxww8/XPAx8uUf84033ihyXaNGjXA4HDz88MOF9rvq+QeQmprKn/70J+rWrUtwcHChn/P48eOFcv4xB8D1119P7dq1C+3btGkTd955J3Xr1iUsLIyqVaty9913c+LEiUK3y/8bxcTEkJWVVei6L7/8stgcIiIivibI7gAiIiICu3fvpk+fPoSGhjJ37lxiY2OL3ObTTz/lrrvuom3btowfP54jR44wYcIEfvzxR9avX0+5cuWK3GfIkCEMHToUgOXLl/Phhx9eMEdSUhLjx493+udIS0ujc+fOHDhwgPvvv5+aNWuycuVKnn76aQ4dOlSouDBq1Cg+/fRT+vbtyz333EN2djbLly9n9erVXHXVVXz++ecFt83P/vrrr1OpUiUAqlSpUuix//rXv9K4cWPOnj3L119/zV//+ldiYmIYNWoUAFu3bqVjx45ERUXx5JNPEhwczAcffECXLl1YunQp11xzzQV/tovl/aMxY8bQtm1bAD777DPmz59f6PojR47Qrl27goJG5cqVmT17NqNGjSIlJYVHH320yDErVarE66+/XnD5tttuK3T9ggUL6Nu3L3Xr1uX555/n7NmzvPXWW3To0IF169YVKZDk27hxI4MHD6Zfv3688847F/w9FPfz5bvnnnuK/IzXXnstaWlpjBkzhooVKzJx4kQGDhzI1KlTGTJkyEUfJywsjE8++aTQ72PlypXs37+/yG1d+fwDeOKJJ3j//fcZNWoUHTp0IDg4mGnTpjF9+vQS/Y6KM3/+fPbs2cNdd91F1apV2bp1Kx9++CFbt25l9erVRYqFp0+f5vvvvy/0u/rkk08ICwsjPT3d6RwiIiJewRIRERFbfPLJJxZgff/991a9evUswOrVq1ext83MzLRiYmKspk2bWmfPni3Y//3331uA9eyzzxa6fVZWlgVY48aNK/J4e/fuLdgHWM8991zB5SeffNKKiYmx2rRpY3Xu3Llg/7hx4yzAys3NLfQ4tWrVsu64446Cyy+88IJVtmxZ67fffit0u6eeesoKDAy04uPjLcuyrEWLFlmANWbMmCI/6x8f43zZ8y1evNgCrMWLFxfsS09PtwICAqyHHnqoYN/gwYOtkJAQa/fu3QX7Dh48aEVGRlqdOnUqctzfu5S88+bNswBr6tSpBftGjx5t/fFt16hRo6zY2Fjr+PHjhfbffPPNVnR0tJWWllZo/8iRI606deoU2vfHv1/Lli2tmJgY68SJEwX7Nm7caAUEBFi33357wb7nnnuuIM++ffus2NhY67rrriv03Dqf/N/3lClTilxXtmzZQs+HRx991AKs5cuXF+w7ffq0VadOHat27dpWTk7OBR8LsIYPH24FBQVZa9asKdg/atQoa8SIERZgjR49umC/q59/sbGxVu/evQtdn/+7O3bsWKGcv8+Rr3///latWrUK7fvj39WyLOvLL7+0AGvZsmVFHueWW26xrr/++oL9+/fvtwICAqxbbrmlSA4RERFfo+l7IiIiNrvzzjtJSEhgxIgRzJs3jylTphS5zZo1azh69CgPPfRQoT5T/fv3p1GjRkWmQ2VmZgIQGhpa4hwHDhzgrbfe4plnniEiIqLQdTExMQAkJiZe8BhTpkyhY8eOlC9fnuPHjxecevToQU5ODsuWLQPgm2++weFw8NxzzxU5RnHT3EoiOTmZ48ePEx8fzyuvvEJubi7dunUDICcnh3nz5jF48GDq1q1bcJ/Y2FhGjBjBihUrSElJOe+xLyVv/uiVC/UDsyyLb775hgEDBmBZVqHfVe/evUlOTmbdunWF7pOZmXnBv+ehQ4fYsGEDd955JxUqVCjY37x5c3r27MmsWbOK3OfEiRP07t2byMhIZs6c6fIeZrNmzeLqq6/muuuuK9gXERHBfffdx759+/j1118veowqVarQv39/PvnkE8CMhvrf//7HXXfdVeS2rn7+nT59mooVK17yz30hZcqUKdhOT0/n+PHjtGvXDqDI3xzg7rvvZs6cORw+fBiAiRMn0r59exo2bOjSXCIiInZQUUpERMRmJ0+eZNKkSUycOJGWLVsyduxYkpOTC90mf6rSFVdcUeT+jRo1KjKVKSkpCaBIcelCnnvuOapVq8b9999f5Lr27dvjcDh4+umn2bdvX8GH/T/26dm5cydz5syhcuXKhU49evQA4OjRo4CZrlitWrVCxZPLNXjwYCpXrkytWrV4/vnn+fvf/86wYcMAOHbsGGlpacX+/ho3bkxubi4JCQnnPfal5M3v8VNcT7B8x44dIykpiQ8//LDI7yq/2JL/u8qXlJR0wb/nhZ4jjRs35vjx45w5c6bQ/uuvv54dO3aQlJRUpP+WK+zfv/+8eX6f+WLuuusuJk+eTEZGBlOmTKF8+fIFBcffc/Xzr3379kyfPp2pU6dy6NAhjh8/TlpaWokyn8/JkycZO3YsVapUoUyZMlSuXJk6deoAFPl3D9CyZUuaNm3KZ599hmVZBdN4RURE/IF6SomIiNjs1Vdf5YYbbgDgww8/pF27djz99NO8++67Th8zf1RF1apVS3T7bdu28emnnzJp0iSCg4OLXN+iRQuee+45xo0bxxdffHHe4+Tm5tKzZ0+efPLJYq935+iOf//737Ro0YKsrCx++eUX/vnPfxIUFFTsaBh3ym8kf77+TUBBMe/WW2/ljjvuKPY2zZs3L3T58OHD1KpVyyUZ823fvp3Zs2dz44038qc//algNJK36d+/PyEhIXz77bd88skn3HHHHQQEFP1u1dXPvw8//JBbbrml4N+nK9x4442sXLmSJ554gpYtWxIREUFubi59+vQpUuTNd/fdd/Puu+9y9dVXc/jwYW688UZee+01l2USERGxi4pSIiIiNuvUqVPBdtu2bRk9ejTvvPMOt99+e8G0nvxixI4dO4qMENmxY0eRYkX+tKj8ESkX8/TTT9OyZUtuuumm897mueee47777mP79u3k5OQApqjye/Xq1SM1NbVgZMr51KtXj7lz53Ly5EmXjZZq06ZNwYp8ffv25cCBA7z88ss888wzVK5cmfDwcHbs2FHkftu3bycgIIC4uDiX5F2zZg1Vq1alRo0a571N5cqViYyMJCcn56K/K4CsrCx27dpFnz59znub3z9H/mj79u1UqlSJsmXLFto/c+ZMOnbsyPjx43n44Ye59dZb6d69+0XzlFStWrXOm+f3mS8mKCiI2267jRdffJGtW7eed4VCVz//ateuzaRJk2jWrBl33303gwcP5rPPPivUhP9SnDp1ioULFzJu3DieffbZgv07d+684P1GjhzJE088wdixYxk+fDiRkZFOPb6IiIi30fQ9ERERL/Piiy8SGxvLfffdR3Z2NgBXXXUVMTExvP/++2RkZBTcdvbs2Wzbto3+/fsXOsbXX39NbGxsiYpSq1atYsaMGbz00ksX7ecUGxtL165d6dGjBz169CjSg+jGG29k1apVzJ07t8h9k5KSCn6eYcOGYVkW48aNK3I7V00jO3v2LNnZ2WRnZxMYGEivXr2YMWNGwUgmMKvDTZ48meuuu46oqKjzHqukeU+cOMHixYsZOHDgBbMFBgYybNgwvvnmG7Zs2VLk+mPHjhW6PGPGDM6ePVvslLV8sbGxtGzZkokTJxZM3wTYsmUL8+bNo1+/fkXu07FjRwAeeughrr32Wu6//37Onj17weyXol+/fvz888+sWrWqYN+ZM2f48MMPqV27Nk2aNCnxse6++242b95Mp06dCvUF+z1XP/+ys7MZOXIkV155Ja+//jo9evQ472OXRGBgYJHHAAqtClicChUqMGjQIDZt2sTdd9/t9OOLiIh4G42UEhER8TKRkZG89dZbDB06lNdee42//OUvBAcH8/LLL3PXXXfRuXNnbrnlFo4cOcKECROoXbs2jz32GGBG6TzzzDPMmTOH999/v0RNw+fNm0fPnj1LNGLnYp544glmzpzJ9ddfz5133kmbNm04c+YMmzdvZurUqezbt49KlSrRtWtXbrvtNt5880127txZMHVp+fLldO3alYcffviSH3v+/PkkJiYWTN/74osvGDhwICEhIQD885//ZP78+Vx33XU89NBDBAUF8cEHH5CRkcErr7xywWOXJO+qVat46qmnOHv2LJUrV2bSpEkF9//tt98AmDRpEkOGDKFs2bK89NJLLF68mGuuuYZ7772XJk2acPLkSdatW8eCBQs4efIkaWlpPPfcc7z77rtce+219OrV64I5X331Vfr27Uv79u0ZNWoUZ8+e5a233iI6Oprnn3/+vPdzOBz85z//oWXLljz33HMX/X2U1FNPPcWXX35J3759GTNmDBUqVGDixIns3buXb775ptgpeOeT3xfr943C/8jVz79x48axefNm1q9fX+y01t+Lj49nzpw5hfYdO3aMs2fPMmfOHDp37kxUVBSdOnXilVdeISsri+rVqzNv3jz27t170Z//008/5Z133qFSpUol+G2JiIj4CJtW/RMRESn1PvnkEwuwfvnll2KvHzRokBUeHm7t2bOnYN/XX39ttWrVygoNDbUqVKhgjRw50kpMTCy4/uWXX7batm1rffHFF+d9vL179xbsAyyHw2GtXbu20G07d+5sde7c+aI/Q61ataw77rij0L7Tp09bTz/9tFW/fn0rJCTEqlSpknXttdda//73v63MzMyC22VnZ1uvvvqq1ahRIyskJMSqXLmy1bdv3yJZzpc93+LFiy2g4BQUFGTVqlXLGjNmjHXq1KlCt123bp3Vu3dvKyIiwgoPD7e6du1qrVy58qI/Z0ny3nHHHYVynO/0+5/hyJEj1ujRo624uDgrODjYqlq1qtW9e3frww8/tCzLshITE624uDjr0UcftZKTk4tkAqznnnuu0L4FCxZYHTp0sMqUKWNFRUVZAwYMsH799ddCt3nuuees4t4Gjhs3zgoKCrLWrVt33t9D/u97ypQpRa4rW7ZskefD7t27reHDh1vlypWzwsLCrKuvvtr6/vvvz3v8P/58o0ePvqTrXfX8W758uRUYGGh98MEHhY6f/7s7duxYoRwl/bsnJiZaQ4YMscqVK2dFR0dbN9xwg3Xw4MEif8viHudiOURERHyNw7LcsNSKiIiISClz5513AmZEy/k4HA727t17wSbo4l/27dtHnTp19HcXEREphnpKiYiIiIiIiIiIx6mnlIiIiIgLXHvttRe9zciRI4mIiPBAGvEWZcqUoXfv3hfshSUiIlJaafqeiIiIiIiIiIh4nKbviYiIiIiIiIiIx6koJSIiIiIiIiIiHuf3PaVyc3M5ePAgkZGROBwOu+OIiIiIiIiIiPg1y7I4ffo01apVIyDg/OOh/L4odfDgQeLi4uyOISIiIiIiIiJSqiQkJFCjRo3zXu/3RanIyEjA/CKioqJsTiNycVlZWcybN49evXoRHBxsdxwRERERERGRS5KSkkJcXFxBTeZ8/L4olT9lLyoqSkUp8QlZWVmEh4cTFRWlopSIiIiIiIj4rIu1UVKjcxERERERERER8TgVpURERERERERExONUlBIREREREREREY9TUUpERERERERERDxORSkREREREREREfE4FaVERERERERERMTjVJQSERERERERERGPU1FKREREREREREQ8TkUpERERERERERHxOBWlRERERERERETE41SUEhERERERERERj1NRSkREREREREREPE5FKRERERERERER8TgVpURERERERERExOOC7A4gPig3Bw4sh9RDEBEL1TtCQKDdqURERERERETEh6goJZdm5zRYNBZSE8/ti6gB3SZAg6H25RIRERERERERn6Lpe1JyO6fBzOGFC1IAqQfM/p3T7MklIiIiIiIiIj5HRSkpmdwcM0IKq5gr8/YtftTcTkRERERERETkIlSUkpI5sLzoCKlCLDidYG4nIiIiIiIiInIRKkpJyaQecu3tRERERERERKRUU1FKSiYi1rW3ExEREREREZFSTUUpKZnqHc0qezjOcwMHRMaZ24mIiIiIiIiIXISKUlIyAYHQbQLFNzrP0/UNczsRERERERERkYtQUUpKrt4gKFO56P7gCBg4FRoM9XwmEREREREREfFJKkpJye3+Ds4eg9DyMHQOtH7U7I+sqYKUiIiIiIiIiFwSFaWk5NZPMOct7oc6veGav5nLJ3+FM0fsyyUiIiIiIiIiPkdFKSmZY5sgYQk4AqHFQ2ZfeCWo3MJsJyyxJ5eIiIiIiIiI+CQVpaRk1uWNkmowDKLizu2P62rOExZ5PpOIiIiIiIiI+CwVpeTi0o7Bti/Mduuxha+r2c2cx6soJSIiIiIiIiIlp6KUXNymDyEnA6pcBdXaF76uRidwBEDSLkhJsCefiIiIiIiIiPgcW4tS7733Hs2bNycqKoqoqCjat2/P7NmzC65PT09n9OjRVKxYkYiICIYNG8aRI2qo7VE5WbDxXbPdeiw4HIWvD42GKm3MdsJiz2YTEREREREREZ9la1GqRo0avPTSS6xdu5Y1a9bQrVs3Bg0axNatWwF47LHH+O6775gyZQpLly7l4MGDDB061M7Ipc9vUyH1IJStClfcWPxt4vKm8KkoJSIiIiIiIiIlFGTngw8YMKDQ5RdffJH33nuP1atXU6NGDT7++GMmT55Mt26m6PHJJ5/QuHFjVq9eTbt27eyIXPqsz2tw3uJBCAwp/jY1u8IvL5u+UpZVdDSViIiIiIiIiMgf2FqU+r2cnBymTJnCmTNnaN++PWvXriUrK4sePXoU3KZRo0bUrFmTVatWnbcolZGRQUZGRsHllJQUALKyssjKynLvD+FnHId/JujQT1gBIWQ3uRvO9/uLuYaggCAcp+PJOvEbRNf1bFA/k/881fNVREREREREfFFJP8/aXpTavHkz7du3Jz09nYiICKZPn06TJk3YsGEDISEhlCtXrtDtq1SpwuHDh897vPHjxzNu3Lgi++fNm0d4eLir4/u1NodfowaQULYD65esveBtrwtpQMX0bWyZ9Rbx0T09E9DPzZ8/3+4IIiIiIiIiIpcsLS2tRLezvSh1xRVXsGHDBpKTk5k6dSp33HEHS5cudfp4Tz/9NI8//njB5ZSUFOLi4ujVqxdRUVGuiFw6pB4g6NNVAMT2f4nYmFYXvHnA6p/h5220qHCCpr37eSKh38rKymL+/Pn07NmT4OBgu+OIiIiIiIiIXJL8WWsXY3tRKiQkhPr16wPQpk0bfvnlFyZMmMBNN91EZmYmSUlJhUZLHTlyhKpVq573eKGhoYSGhhbZHxwcrA/4l2LrfyA3G6p3JLj61Re/fa0e8PO/CEhcQkBQkPpKuYCesyIiIiIiIuKLSvpZ1tbV94qTm5tLRkYGbdq0ITg4mIULFxZct2PHDuLj42nfvr2NCUuB7HTY9IHZbj22ZPep1h4CQ+HMYTi53X3ZRERERERERMQv2DpS6umnn6Zv377UrFmT06dPM3nyZJYsWcLcuXOJjo5m1KhRPP7441SoUIGoqCgeeeQR2rdvr5X33G3bZDh7HCJrQv1BJbtPUBhU72BW4EtYDBUbuzejiIiIiIiIiPg0W4tSR48e5fbbb+fQoUNER0fTvHlz5s6dS8+eplH266+/TkBAAMOGDSMjI4PevXvz7rvv2hnZ/1kWrH/TbLd6GAIu4SkS19UUpeIXQcuH3JNPRERERERERPyCrUWpjz/++ILXh4WF8c477/DOO+94KJGQuAyObYSgcGh2z6XdN64b8AwkLAErFxxeNztURERERERERLyEqgZS2LoJ5vzK2yGs/KXdt2pbCC4L6Sfg2GbXZxMRERERERERv6GilJyTvA92zzDbrR659PsHBkP1jmY7YbHLYomIiIiIiIiI/1FRSs5Z/7aZdlerJ1Rs4twx4rqa8/hFrsslIiIiIiIiIn5HRSkxMlNhy3/Mduuxzh+nZjdznrgUcrMvP5eIiIiIiIiI+CUVpcT49TPISIbyDaBOX+ePE9MKQqMhMwWOrnddPhERERERERHxKypKiZmyt+5Ns93ykctbNS8gEGp0NtuawiciIiIiIiIi56GilMC+eXBqB4REQdM7L/94+VP41OxcRERERERERM5DRSmBdRPMedO7ISTy8o+X3+w8cTnkZF7+8URERERERETE76goVdqd2A775gAOaPWIa45ZqSmUqQTZaXD4F9ccU0RERERERET8iopSpd36t8x5vQFQrq5rjukIgLguZlt9pURERERERESkGCpKlWbpSfDrRLPdeqxrjx2nvlIiIiIiIiIicn4qSpVmWz6GrDNmul1+HyhXyT/ewZWQdda1xxYRERERERERn6eiVGmVmwPr3zbbrcaCw+Ha41e4AsrGQk4GHFrl2mOLiIiIiIiIiM9TUaq02j0TUvZBWEVoPNL1x3c4oKam8ImIiIiIiIhI8VSUKq3WTTDnze+D4DLueYz8KXxqdi4iIiIiIiIif6CiVGl0dAMkLgVHILR8yH2Pkz9S6vDPkJnqvscREREREREREZ+jolRptO5Nc95wOETWcN/jRNeBqFqQmw0HVrjvcURERERERETE56goVdqkHYPtk81267Huf7w49ZUSERERERERkaJUlCptNn1oVsSr2hZi27n/8Wqqr5SIiIiIiIiIFKWiVGmSkwUb3zXbrceaFfLcLb/Z+dF1kJ7k/scTEREREREREZ+golRp8ttUSD0IZatCwxs885iRNaB8A7ByIXGZZx5TRERERERERLyeilKlyfoJ5rzFgxAY4rnHLegrpSl8IiIiIiIiImKoKFVaHPrJnAJDoPn9nn3smmp2LiIiIiIiIiKFqShVWqzLGyXV6BYoW8Wzjx3XxZwf22RW/xMRERERERGRUk9FqdLg9AH4bYrZbjXW848fHgOVmprtxKWef3wRERERERER8ToqSpUGG9+D3Gyo3hGqtLInQ/4qfPHqKyUiIiIiIiIiKkr5v+x02PSB2W5twyipfHHqKyUiIiIiIiIi56go5e+2TYazxyGyJtQfZF+OuM6AA05uh9SD9uUQEREREREREa+gopQ/syxYn9fgvNXDEBBkX5aw8hCTN3VQo6VERERERERESj0VpfxZ4lKz4l1QODS7x+40UDNvCl+8ilIiIiIiIiIipZ2KUv5sXd4oqStvNyOV7Jbf7DxBzc5FRERERERESjsVpfxV8l7YNcNstxpjb5Z8NTqCI9BkS95ndxoRERERERERsZGKUv5q/duABbV6QcXGdqcxQiKhaluzrb5SIiIiIiIiIqWailL+KDMVtnxstluPtTfLH+X3lVJRSkRERERERKRUU1HKH22dCBnJUL4h1Oljd5rC8vtKxS8yqwOKiIiIiIiISKmkopS/sXJh/Ztmu9Uj4PCyP3G1ayEwBFIPQNIuu9OIiIiIiIiIiE28rGIhl23fXDj1G4REwZV32J2mqOBwiG1ntuO1Cp+IiIiIiIhIaaWilL9ZlzdKqtko01jcG8Xl9ZVSUUpERERERESk1FJRyp+c2A775gAOaPmw3WnO7/fNztVXSkRERERERKRUUlHKn6x/y5zXGwDl6tqb5UKqXg1BZeDsMTix1e40IiIiIiIiImIDFaX8RXoS/DrRbLcea2uUiwoKherXme34xfZmERERERERERFbqCjlL7Z8DFlnoFJTiOtqd5qLy8+YoL5SIiIiIiIiIqWRilL+IDcH1r9ttluNBYfD3jwlkd9XKnGpyS8iIiIiIiIipYqKUv5g90xI2QdhFaHxSLvTlEyVNmZ1wPRTcGyj3WlERERERERExMNUlPIH6yaY8+b3QXAZe7OUVEAQ1OhkthPUV0pERERERESktFFRytcd3WCmwDkCoeVDdqe5NHF5U/ji1VdKREREREREpLRRUcrXrXvTnDccDpE17M1yqfKbnScug5wse7OIiIiIiIiIiEepKOXL0o7B9slmu/VYe7M4I6YFhJWHrFQ4stbuNCIiIiIiIiLiQSpK+bJNH0BOBlRtC7Ht7E5z6RwBUKOL2U7QFD4RERERERGR0kRFKV+Vkwkb3jXbrceCw2FvHmfVzO8rpWbnIiIiIiIiIqWJilK+6repcOYQlI2FhjfYncZ5+X2lDq6A7Ax7s4iIiIiIiIiIx6go5avWTTDnLR6EwBB7s1yOik0gPAay0+HwT3anEREREREREREPUVHKFx1cDYd/NsWoFvfbnebyOBznRkvFq6+UiIiIiIiISGmhopQvyh8l1WiEGWXk6wr6SqkoJSIiIiIiIlJaqCjla04fgJ1TzXbrsfZmcZW4vKLUodWQlWZvFhERERERERHxCBWlfM3GdyE3G2p0gpiWdqdxjXL1IKIG5GbBgR/tTiMiIiIiIiIiHqCilC/JOgsbPzDbrcbYm8WVHI5zU/gSFtubRUREREREREQ8QkUpX7L9S0g/AZE1of4gu9O4Vn6z8wT1lRIREREREREpDVSU8hWWBevzGpy3ehgCguzN42o184pSh9dARoq9WURERERERETE7VSU8hWJS+HYJggKh2b32J3G9aJqQXRdsHLgwHK704iIiIiIiIiIm6ko5SvW5Y2SuvJ2CCtvbxZ3ye8rFa++UiIiIiIiIiL+TkUpX5C8F3bNMNv+1OD8j+Lym52rr5SIiIiIiIiIv1NRyhesfxuwoFYvqNjY7jTuE9fFnB/dAGdP2plERERERERERNxMRSlvl5kKWz42263H2pvF3SJioUJjwDI9tERERERERETEb6ko5e22ToSMZCjfEOr0sTuN+8XlrcIXryl8IiIiIiIiIv7M1qLU+PHjadu2LZGRkcTExDB48GB27NhR6DZdunTB4XAUOj3wwAM2JfYwKxfWv2m2Wz0CjlJQQ8xvdp6gZuciIiIiIiIi/szWKsfSpUsZPXo0q1evZv78+WRlZdGrVy/OnDlT6Hb33nsvhw4dKji98sorNiX2sH1z4dRvEBIFV95hdxrPqNHZnJ/YCmeO2JtFRERERERERNwmyM4HnzNnTqHLn376KTExMaxdu5ZOnToV7A8PD6dq1aqejme/dRPMebNREBJpbxZPCa8ElVvAsY2QsAQa3WR3IhERERERERFxA6+aD5acnAxAhQoVCu3/4osvqFSpEk2bNuXpp58mLS3NjniedWK7GSmFA1o+bHcaz8rvK5WgvlIiIiIiIiIi/srWkVK/l5uby6OPPkqHDh1o2rRpwf4RI0ZQq1YtqlWrxqZNm/jLX/7Cjh07mDZtWrHHycjIICMjo+BySkoKAFlZWWRlZbn3h3ChgLVvEAjk1r2enLJx4EPZL5ejWieC1r2BFb+I7FL0c+fLf5760vNVREREREREJF9JP896TVFq9OjRbNmyhRUrVhTaf9999xVsN2vWjNjYWLp3787u3bupV69ekeOMHz+ecePGFdk/b948wsPDXR/cDYJzUum171MAVqVfzfFZs+wN5GFBOWfpRwCOpF0smjGR9ODKdkeyxfz58+2OICIiIiIiInLJSjrDzWFZluXmLBf18MMPM2PGDJYtW0adOnUueNszZ84QERHBnDlz6N27d5HrixspFRcXx/Hjx4mKinJ5dncIWPd/BK54CqtSM7JvWQMOh92RPC7w62sJOLKG7J4fYzW+ze44HpWVlcX8+fPp2bMnwcHBdscRERERERERuSQpKSlUqlSJ5OTkC9ZibB0pZVkWjzzyCNOnT2fJkiUXLUgBbNiwAYDY2Nhirw8NDSU0NLTI/uDgYN/4gJ+bDZveA8DReizBISE2B7JJze5wZA1BB5dD87vtTmMLn3nOioiIiIiIiPxOST/L2lqUGj16NJMnT2bGjBlERkZy+PBhAKKjoylTpgy7d+9m8uTJ9OvXj4oVK7Jp0yYee+wxOnXqRPPmze2M7j67Z0LKfgirCI1G2J3GPjW7wi8vQ/wisKxSOVpMRERERERExJ/Zuvree++9R3JyMl26dCE2Nrbg9PXXXwMQEhLCggUL6NWrF40aNeJPf/oTw4YN47vvvrMztnutm2DOm98HwWXszWKn6tdBQBCcjofkvXanEREREREREREXs3363oXExcWxdOlSD6XxAkc3QOIycARCy4fsTmOv4LJQ9Ro4+KMZLVWurt2JRERERERERMSFbB0pJX+QP0qq4XCIrGFvFm9Qs5s5T1hsbw4RERERERERcTkVpbxF2lHYPtlstx5rbxZvUVCUyusrJSIiIiIiIiJ+Q0Upb7HpQ8jJhKptIbad3Wm8Q2w7CAyFM4fh5Ha704iIiIiIiIiIC6ko5Q1yMmHDu2a79VitNJcvKAyqdzDbmsInIiIiIiIi4ldUlPIGv02FM4egbCw0vMHuNN4lrqs5j19kbw4RERERERERcSkVpbxBfoPzFg9CYIi9WbxNXH5fqSVg5dqZRERERERERERcSEUpux1cDYd/NsWoFvfbncb7VG0LwWUh/QQc22x3GhERERERERFxERWl7JY/SqrRCAiPsTeLNwoMhuodzbb6SomIiIiIiIj4DRWl7HT6AOycarZbj7U3izdTXykRERERERERv6OilJ02vgu52VCjE8S0tDuN96qZ11cqcan5fYmIiIiIiIiIz1NRyi5ZZ2HjB2Zbo6QuLKYVhEZDZgocXW93GhERERERERFxARWl7LJ9smneHVUL6g2yO413CwiEGp3NtqbwiYiIiIiIiPgFFaXsYFnnGpy3fNgUXeTC8qfwqdm5iIiIiIiIiF9QUcoOCUvg+GYICodmo+xO4xvym50nLoecTHuziIiIiIiIiMhlU1HKDvmjpK68A8LK25vFV1RqCmUqQXYaHP7F7jQiIiIiIiIicplUlPK0pD2we6bZbvWIvVl8iSMA4rqYbfWVEhEREREREfF5Kkp52oa3AQtq9YKKje1O41vi1FdKRERERERExF+oKOVJmadh88dmu/VYe7P4ovxm5wdXQtZZe7OIiIiIiIiIyGVRUcqTtk6EzBQo3xDq9LE7je8p3xDKxkJOBhxaZXcaEREREREREbkMKkp5ipUL6980260eMT2S5NI4HOdGS2kKn4iIiIiIiIhPU2XEU/bNhVM7ISTKrLonzonras7V7FxERERERETEp6ko5SnrJpjzZqMgJNLeLL4sf6TU4Z8hM9XeLCIiIiIiIiLiNBWlPOHEdjNSCge0fNjuNL4tug5E1YLcbDiwwu40IiIiIiIiIuIkFaU8Ib+XVL2BUK6uvVn8QZz6SomIiIiIiIj4OhWl3C39lFl1D6D1WHuz+Iua6islIiIiIiIi4utUlHK3zR9DdhpUbg5xXexO4x/ym50fXQfpSbZGERERERERERHnqCjlTrnZsOFts91qDDgc9ubxF5E1oHxDsHIhcZndaURERERERETECSpKudPumZCyH8IqQqMRdqfxL/mjpRI0hU9ERERERETEF6ko5U7rJpjzFvdDcBl7s/ibmmp2LiIiIiIiIuLLVJRyl6MbzNSygCBo8ZDdafxPfn+uY5sg7ZitUURERERERETk0qko5S75o6QaDIfI6vZm8UfhMVCpqdlOXGpvFhERERERERG5ZCpKuUPaUdg+2Wy3HmtvFn+W31cqXn2lRERERERERHyNilLusPEDyMmEqldDtXZ2p/FfceorJSIiIiIiIuKrVJRytZxM2Piu2dYoKfeK6ww44OR2SD1odxoRERERERERuQQqSrnab1PgzGEoGwsNh9udxr+FlYeYVmY7YYmdSURERERERETkEqko5UqWda7BeYsHITDE3jylQc28KXzqKyUiIiIiIiLiU1SUcqVDq+HwL6YY1eJ+u9OUDvnNzhNUlBIRERERERHxJSpKuVL+KKlGIyA8xt4spUWNjuAIhOS9kLzP7jQiIiIiIiIiUkIqSrnK6UT4barZVoNzzwmJhKptzbZW4RMRERERERHxGSpKucqGd8HKgRqdIKal3WlKl/y+UipKiYiIiIiIiPgMFaVcIessbPrQbGuUlOfl95WKX2SazYuIiIiIiIiI11NRyhW2T4b0ExBVC+oNsjtN6VPtWtNcPvUAJO2yO42IiIiIiIiIlICKUpfLss41OG/5MAQE2punNAoOh9j2Zjteq/CJiIiIiIiI+AIVpS5XwhI4vhmCwqHZKLvTlF6/n8InIiIiIiIiIl5PRanLlT9K6so7IKy8vVlKs983O1dfKRERERERERGvp6LU5UjaA7tnmu1WY+zNUtpVvRqCysDZY3Biq91pREREREREROQiVJS6HBveBiyo3RsqNrI7TekWFArVrzPb8YvtzSIiIiIiIiIiF+VUUWrDhg3F7j916hS33nrr5eTxHZmnYfPHZrv1WHuziJHfVypBfaVEREREREREvJ1TRamuXbvy448/Fto3Y8YMmjRpwtGjR10SzOttnQiZKVC+oRkpJfbL7yuVuBRyc+zNIiIiIiIiIiIX5FRR6tVXX6Vfv37MnTuXU6dOMWLECG6//Xaef/555s2b5+qM3sfKhfVvmu1WY8ChWZBeoUobCImE9FNwbKPdaURERERERETkAoKcudM999xDVFQUw4YNIyIigubNm7N582Zq1qzp6nzeae8cOLUTQqPNqnviHQKCoEYn2PODWYWvSmu7E4mIiIiIiIjIeTg9xOfGG29kypQpnD59muHDh5eeghTAugnmvOkoCImwN4sUFpc3hS9efaVEREREREREvJlTI6Uef/zxgu2WLVvy4IMPsnLlSipUqADA//3f/7kmnTc6sQ32zwMc0HK03Wnkj/KbnScug5wsCAy2N4+IiIiIiIiIFMupotT69esLtkNCQujUqRP79+9n//79OBwOl4XzSvm9pOoNhHJ17c0iRcW0gLDypq/UkbVQrZ3diURERERERESkGE4VpRYvXuzqHL4h/RRs/cxstx5rbxYpniMAanSBXdMhYZGKUiIiIiIiIiJe6rKXjUtMTCQxMdEVWbzf5v9AdhpUbg5xXexOI+dTM7+vVCktnoqIiIiIiIj4AKeKUrm5ufzjH/8gOjqaWrVqUatWLcqVK8cLL7xAbm6uqzN6h9xsWP+22W41Bvx9mqIvy+8rdXAFZGfYm0VEREREREREiuXU9L2//e1vfPzxx7z00kt06NABgBUrVvD888+Tnp7Oiy++6NKQXmHXDDgdD2EVodEIu9PIhVRsAuExkHYUDv8ENTrZnUhERERERERE/sCpotTEiRP5z3/+w8CBAwv2NW/enOrVq/PQQw/5Z1Fq3QRz3uJ+CC5jbxa5MIcD4rrBjq8gfpGKUiIiIiIiIiJeyKnpeydPnqRRo0ZF9jdq1IiTJ09ediivc2Q9HFgOAUHQ4iG700hJ1Mybwhe/yN4cIiIiIiIiIlIsp4pSLVq04O233y6y/+2336ZFixaXHcrrrH/TnDcYDpHV7c0iJROX1+z80GrISrM3i4iIiIiIiIgU4dT0vVdeeYX+/fuzYMEC2rdvD8CqVatISEhg1qxZLg1ou7SjsH2y2W491t4sUnLl6kFEDUhNhAM/Qu2edicSERERERERkd9xaqRU586d2bFjB0OGDCEpKYmkpCSGDh3Kjh076Nixo6sz2mvjB5CTCVWvhmrt7E4jJeVwQM280VIJi+3NIiIiIiIiIiJFODVSCqB69er+2dD893IyYeO7ZlujpHxPXFf49TNIUF8pEREREREREW/jVFFq5syZF7z+96vy+bTfpsCZw1A2FhoOtzuNXKr8ZueH10BGCoRG2ZtHRERERERERAo4VZQaPHjwea9zOBzk5OQ4m8d7WBasm2C2Wz4EgSH25pFLF1XL9JZK2m1WT6zb3+5EIiIiIiIiIpLHqZ5SAIcOHSI3N7fI6VIKUuPHj6dt27ZERkYSExPD4MGD2bFjR6HbpKenM3r0aCpWrEhERATDhg3jyJEjzsYuuUOr4fAvEBgKze93/+OJe8TljZaKV18pEREREREREW/idFEqIMDpuxZYunQpo0ePZvXq1cyfP5+srCx69erFmTNnCm7z2GOP8d133zFlyhSWLl3KwYMHGTp06GU/9kXlj5JqNALCK7v/8cQ94vKbnauvlIiIiIiIiIg3cbrR+UcffUT58uUpW7Ys1apVo2XLllSqVOmSjjFnzpxClz/99FNiYmJYu3YtnTp1Ijk5mY8//pjJkyfTrZspLnzyySc0btyY1atX066dm1bDO50Iv00122pw7tviupjzoxvg7EkoU8HONCIiIiIiIiKSx6miVM2aNfnwww/JysoiJSWFM2fOEBAQQP/+/fn888+JinKuoXRycjIAFSqYwsHatWvJysqiR48eBbdp1KgRNWvWZNWqVcUWpTIyMsjIyCi4nJKSAkBWVhZZWVklyhGw7i0CrRxyq3cip3wTKOH9xAuFViKofCMcp7aTvX8hVr3Bdie6qPznaUmfryIiIiIiIiLepKSfZ50qSu3bt6/Q5dOnT/Pzzz/z8MMP8+STT/L+++9f8jFzc3N59NFH6dChA02bNgXg8OHDhISEUK5cuUK3rVKlCocPHy72OOPHj2fcuHFF9s+bN4/w8PCL5gjIzaDXvvcIBNbktOfQrFmX/LOId2meW4c6bCd+xads3uE7Devnz59vdwQRERERERGRS5aWllai2zk9fe/3IiMj6d69O++++y6jRo1y6hijR49my5YtrFix4rKyPP300zz++OMFl1NSUoiLi6NXr14lGsHl2PJfgvacxoqsRavhz9MqIPCy8oj9HLvSYdZs6gTuI65fP7vjXFRWVhbz58+nZ8+eBAcH2x1HRERERERE5JLkz1q7GJcUpfJ17dqVPXv2XPL9Hn74Yb7//nuWLVtGjRo1CvZXrVqVzMxMkpKSCo2WOnLkCFWrVi32WKGhoYSGhhbZHxwcfPEP+JYFm94GwNHqYYJDwy75ZxEvVKs7AI6TvxKceRLKVrE5UMmU6DkrIiIiIiIi4mVK+lnW6SX0li9fzq233kr79u05cOAAAJ9//vkljXSyLIuHH36Y6dOns2jRIurUqVPo+jZt2hAcHMzChQsL9u3YsYP4+Hjat2/vbPTzS1gMx7dAUDg0c27El3ih8EpQuYXZTlhiZxIRERERERERyeNUUeqbb76hd+/elClThvXr1xc0Fk9OTuZf//pXiY8zevRoJk2axOTJk4mMjOTw4cMcPnyYs2fPAhAdHc2oUaN4/PHHWbx4MWvXruWuu+6iffv27ll5b90Ec37lHRBW3vXHF/vUNKs3krDI3hwiIiIiIiIiAjhZlPrnP//J+++/z0cffVRoSFaHDh1Yt25diY/z3nvvkZycTJcuXYiNjS04ff311wW3ef3117n++usZNmwYnTp1omrVqkybNs2Z2BeWtBt2f2e2W41x/fHFXnFdzXnCYntziIiIiIiIiAjgZE+pHTt20KlTpyL7o6OjSUpKKvFxLMu66G3CwsJ45513eOeddy4l4qVb/zZgQe3eULGRex9LPK9GJ3AEwKmdkJIAUXF2JxIREREREREp1ZwaKVW1alV27dpVZP+KFSuoW7fuZYfyuMzTsOW/Zrv1WHuziHuERkOVNmZbo6VEREREREREbOdUUeree+9l7Nix/PTTTzgcDg4ePMgXX3zBn//8Zx588EFXZ3S/LZ9CZgqUb2hGSol/isvvK6WilIiIiIiIiIjdnJq+99RTT5Gbm0v37t1JS0ujU6dOhIaG8uc//5lHHnnE1Rndy8qFDW+Z7VZjzBQv8U81u8IvL0P8IrAscDjsTiQiIiIiIiJSajlVlHI4HPztb3/jiSeeYNeuXaSmptKkSRMiIiJcnc/99s4xfYZCo82qe+K/ql8HAUFwOh6S90I5H5xqKiIiIiIiIuInnCpK5QsJCaFJkyYFl7Ozs1m5cmXBde3atbu8dJ6wboI5bzoKQnywqCYlF1wWYtvBgRVmtJSKUiIiIiIiIiK2caooNXPmzGL3JyUlcddddzFo0CDKly/v/UWpE9tg/zwzZa/Vw3anEU+I62qKUgmLofk9dqcRERERERERKbWcKkoNHjz4vNc5HA6mTZvmbB7PWv+mOa83EKLr2JtFPKNmN1j9AiSor5SIiIiIiIiInZzu6n3o0CFyc3MLnQ4ePOjKbO6Vfgq2fma2W4+1N4t4Tmw7CAyFM4fh5Ha704iIiIiIiIiUWk4XpQICit7V4UujTjb/B7LToHJzqNHZ7jTiKUFhUL2D2U5YbG8WERERERERkVLM6UbnH330EeXLlycqKoo6depw1VVXuTKXe+Vmw/q3zXarsZrCVdrEdTWNzuMXQcuH7E4jIiIiIiIiUio5VZSqWbMmH330ERkZGZw8eZLMzEzCw8MZNGiQq/O5x64ZcDoeylSCxiPsTiOeFtcNeAYSloCVaxrdi4iIiIiIiIhHOVWU2rdvX6HLBw4cYMmSJbz88ssAJCQkEBAQQPXq1S87oFusm2DOm99vpnNJ6VK1LQSXhfQTcGwzxLSwO5GIiIiIiIhIqeOSISLVq1dn5MiRTJ8+nbi4ODp16sTQoUNdcWjXO7IeDiyHgCBo8aDdacQOgcFQvaPZVl8pEREREREREVu4dN5SvXr12LdvH3v37uWnn35y5aFdZ33eKKkGwyHSS0dyifvV7GbO4xfZm0NERERERESklHKqKDVr1izmzp1bZP/cuXOZPXv2ZYdymzNHYPuXZrv1WHuziL3iuprzxKWm8b2IiIiIiIiIeJRTRamnnnqKnJycIvsty+Kpp5667FBus+kDyMmEqldDtXZ2pxE7xbSC0GjITIGj6+1OIyIiIiIiIlLqOFWU2rlzJ02aNCmyv1GjRuzateuyQ7lFTiZsfM9sa5SUBARCjc5mW1P4RERERERERDzOqaJUdHQ0e/bsKbJ/165dlC1b9rJDucXO6XDmMJSNhYbD7U4j3iC/r5SanYuIiIiIiIh4nFNFqUGDBvHoo4+ye/fugn27du3iT3/6EwMHDnRZOJfKHyXV8iEIDLE3i3iHgr5Sy81IOhERERERERHxGKeKUq+88gply5alUaNG1KlThzp16tC4cWMqVqzIv//9b1dndI2j6yEgBJrfb3cS8RaVmkKZSpCdBod/sTuNiIiIiIiISKkS5MydoqOjWblyJfPnz2fjxo2UKVOG5s2b06lTJ1fnc62AIDiwHBoMtTuJeANHgBkt9dsU01eqege7E4mIiIiIiIiUGk4VpQAcDge9evWiV69erszjXtlnYeZwGDhVhSkx8otSCYuh/TN2pxEREREREREpNZyavue7LHO2+FHIzbE1iXiJ/GbnB1dCdrq9WURERERERERKkVJWlAKw4HSCmcYnUr6hWZExJwMOrrI7jYiIiIiIiEipUQqLUnlSD9mdQLyBw3FutFTCInuziIiIiIiIiJQipbcoFRFrdwLxFnFdzXm8ilIiIiIiIiIinuJ0o/OcnBy+/fZbtm3bBsCVV17JwIEDCQwMdFk493BAZA2o3tHuIOIt8kdKHf4ZMlMhJMLePCIiIiIiIiKlgFNFqV27dtG/f38SExO54oorABg/fjxxcXH88MMP1KtXz6UhXcdhzrq+AQHeXjwTj4muA1G1IGU/HFgBdfrYnUhERERERETE7zk1fW/MmDHUrVuXhIQE1q1bx7p164iPj6dOnTqMGTPG1RldJ7IGDJwKDYbanUS8TVx+X6nF9uYQERERERERKSWcGim1dOlSVq9eTYUKFQr2VaxYkZdeeokOHTq4LJxLDfkeGvXRCCkpXs1usPUT9ZUSERERERER8RCnRkqFhoZy+vTpIvtTU1MJCQm57FBuUaOjClJyfvnNzo+ug/QkW6OIiIiIiIiIlAZOFaWuv/567rvvPn766Scsy8KyLFavXs0DDzzAwIEDXZ1RxP0iq0P5hmDlQuIyu9OIiIiIiIiI+D2nilJvvvkm9erVo3379oSFhREWFkaHDh2oX78+EyZMcHVGEc/IHy2VoCl8IiIiIiIiIu7mVE+pcuXKMWPGDHbu3Mn27dsBaNy4MfXr13dpOBGPqtkNNn2gZuciIiIiIiIiHuBUUSpfgwYNaNCgAQA5OTkuCSRim7gu5vzYJkg7BuGVbY0jIiIiIiIi4s+cmr63d+9ebrnlFh588EFOnTrFwIEDCQ0N5YorrmDTpk2uzijiGeExUKmp2U5cam8WERERERERET/nVFHq/vvvZ9u2bWzZsoVu3bqRmZnJjBkzaNKkCY8++qiLI4p4UFw3cx6vvlIiIiIiIiIi7uTU9L2ffvqJ5cuXU6tWLSpUqMAvv/xC69atqV+/Ptdcc42rM4p4TlxXWP+m+kqJiIiIiIiIuJlTI6VOnz5NbGws0dHRhIeHU65cOcA0QD99+rQr84l4VlxnwAEnt0PqQbvTiIiIiIiIiPgtpxudz5kzh+joaHJzc1m4cCFbtmwhKSnJhdFEbBBWHmJawdF1kLAEGo+wO5GIiIiIiIiIX3K6KHXHHXcUbN9///0F2w6H4/ISiditZjdTlIpfpKKUiIiIiIiIiJs4NX0vNzf3vKecnBxXZxTxrLiu5jxBzc5FRERERERE3MWpotRnn31GRkaGq7OIeIcaHcERCMl7IXmf3WlERERERERE/JJTRam77rqL5ORkV2cR8Q4hkVC1rdnWKnwiIiIiIiIibuFUUcqyLFfnEPEuNbuZcxWlRERERERERNzC6Ubn//vf/4iKiir2uttvv93pQCJeIa4b/PQv0+zcskAN/EVERERERERcyumi1CuvvEJgYGCR/Q6HQ0Up8X3VroXAEEg9AEm7oHwDuxOJiIiIiIiI+BWni1Jr1qwhJibGlVlEvEdwGYhtD4lLzWgpFaVEREREREREXMqpnlIipUJcV3Mev8jeHCIiIiIiIiJ+yKmiVK1atYqduifiV37f7FzN/UVERERERERcyqnpe3v37nV1DhHvU/VqCCoDZ4/Bia1QqandiUS8S24OHFgOqYcgIhaqd4QAfWEhIiIiIiIl49RIqTFjxvDmm28W2f/222/z6KOPXm4mEe8QFArVrzPb8YvtzSLibXZOg49qw/+6wqwR5vyj2ma/iIiIiIhICThVlPrmm2/o0KFDkf3XXnstU6dOvexQIl4jLn8Kn/pKiRTYOQ1mDofUxML7Uw+Y/SpMiYiIiIhICThVlDpx4gTR0dFF9kdFRXH8+PHLDiXiNWrmNTtPXGqmKomUdrk5sGgsUFyftbx9ix/VvxcREREREbkop4pS9evXZ86cOUX2z549m7p16152KBGvUaUNhERC+ik4ttHuNCL2O7C86AipQiw4nWBuJyIiIiIicgFONTp//PHHefjhhzl27BjdupnpTQsXLuS1117jjTfecGU+EXsFBEGNTrDnB7MKX5XWdicSsVfqoZLdbu0ECK8CFRu7N4+IiIiIiPgsp4pSd999NxkZGbz44ou88MILANSuXZv33nuP22+/3aUBRWwX180UpeIXwVV/sjuNiL0iYkt2u93fmlNMK2g8Eq64GSKruzOZiIiIiIj4GKeKUgAPPvggDz74IMeOHaNMmTJERES4MpeI94jL7yu1DHKyIDDY3jwidqreESJqXGAKnwPCKkBsO9g/F46uN6elT5gebY1GQsNhEFq0L6GIiIiIiJQuTvWUAsjOzmbBggVMmzYNyzLNbQ8ePEhqaqrLwol4hZgWEFYeslLhyFq704jYKyAQ6vY/z5UOc9brQxj6Pdx/CLq/C9U6AJYZbThvFLxX5dwqfdkZnkouIiIiIiJexqmRUvv376dPnz7Ex8eTkZFBz549iYyM5OWXXyYjI4P333/f1TlF7OMIgBpdYNd0SFgE1drZnUjEPid3wK+fme3QaMhIPnddZA3o+gY0GGouh1eClg+aU/I+2P4lbPsCTmyFnd+YU2g0NBhupvjFdTb/3kREREREpFRw6t3/2LFjueqqqzh16hRlypQp2D9kyBAWLlzosnAiXqOmaehP/GJ7c4jYKScLZt0K2WehZg948BjcuBj6TTbn9+w9V5D6o+jacM3TcMdmuG0DXPWEmQaYkQxbPoYp3eDDmmaa39ENkDcCV0RERERE/JdTI6WWL1/OypUrCQkJKbS/du3aHDhwwCXBRLxKflHq4Aoz3Sgo1N48InZYNQ6OrDHTWft8avqrxXW5tGM4HGZKbEwL6PSS6dW27Qv4bSqkHoA1/zanik2g0QhoPAKi67jjpxEREREREZs5NVIqNzeXnJycIvsTExOJjIy87FAiXqdCY7O8fXY6HP7J7jQinpe4An4eb7Z7fuialfQcAaao1esjeOAwDJwGDYdDYCic+BV+/Dv8py582QE2vAtpxy//MUVERERExGs4VZTq1asXb7zxRsFlh8NBamoqzz33HP369XNVNhHv4XCcW4UvfpG9WUQ8LSMFZt8GVi5ceacpHLlaUCg0GAIDpsCDR6D3f6Fmd8ABB1fCwtHwQSxMvx62fQlZZ1yfQUREREREPMqpotRrr73Gjz/+SJMmTUhPT2fEiBEFU/defvllV2cU8Q4184pSCeorJaXMokcgZZ+ZRtd1gvsfLzQamt4FNyyA+xOh82tQpQ3kZsOeH2DWCLOC36xbYe9ss19ERERERHyOUz2latSowcaNG/nqq6/YtGkTqampjBo1ipEjRxZqfC7iV+Ly+0qtgqw0CA63N4+IJ+z4n1ltzxEAfT+H0CjPPn5ENbjqcXM6sR22TzY9qJL3mPNtX0CZynDFTWYFv9hrzMhGERERERHxek6vvR0UFMStt97KK6+8wrvvvss999xzyQWpZcuWMWDAAKpVq4bD4eDbb78tdP2dd96Jw+EodOrTp4+zkUUuT7l6ZrWw3Cw48KPdaUTc73QiLHjAbF/zN6jewd48FRtBh3/AqF1wyypo+bApSJ09Bhvehi/bw38bwI/Pwskd9mYVEREREZGLcmqk1MyZMy94/cCBA0t0nDNnztCiRQvuvvtuhg4tfhnxPn368MknnxRcDg3VqmdiE4fDrML362dmCl/tnnYnEnEfKxfm3Anpp6BqW2j3jN2JznE4oFo7c+ryfxC/wIyY2vUtJO2G1S+YU5U2ZgW/RjebEVciIiIiIuJVnCpKDR48uNBlh8OBZVkF28WtzFecvn370rdv3wveJjQ0lKpVqzoTU8T1CopSanYufm7tGxC/EILCoe8kCAy2O1HxAoOhTl9zyjoDu2bC9i9g31w4staclj1hFipoPBIaDDU9q0RERERExHZOFaVyc3MLXY6MjGTjxo3UrVvXJaF+b8mSJcTExFC+fHm6devGP//5TypWrHje22dkZJCRkVFwOSUlBYCsrCyysrJcnk9KmdjrCAasw2vITj3hlv46+c9TPV/FNsc3EbT8aRxAdqd/Y0XWAZ94PoZA/eHmlHaMgF3f4NjxJQGHVpkCW/xCrAUPYtXpT+4Vt2DV6mNW/RMREREREZcq6edZp4pSf+RwU1PZPn36MHToUOrUqcPu3bv561//St++fVm1ahWBgYHF3mf8+PGMGzeuyP558+YRHq7G1HL5ugdXJSLrMGtnvsGRsle57XHmz5/vtmOLnE9AbiadE/9MVG4mh8pezc/7YyF+lt2xnFQTyv6F8FpHqH56GTVSlxGVmYBj1zQCdk0jM6AsByOuJTGiEyfKXGmauYuIiIiIyGVLS0sr0e0cVv68Oyft27ePevXqcfjwYSpXruz0cRwOB9OnTy8yNfD39uzZQ7169ViwYAHdu3cv9jbFjZSKi4vj+PHjREV5eNUo8UuBCx8gYOt/yWn1GLkdX3b58bOyspg/fz49e/YkONhLp0yJ3wpY9mcCN7yJFV6F7BHrINz513WvY1lwfCMBO74iYMfXOM4cOHdVRA1yG95I7hW3QKXmWsFPREREROQypKSkUKlSJZKTky9Yi3FqpFR+U/KzZ8+yevVqunfvflkFqZKqW7culSpVYteuXectSoWGhhbbDD04OFgf8MU1avWArf8l8MASAt34nNJzVjxu33zY8CYAjt7/JTjaD5uDV2trTp1fgcRlpkH6zqk4UhMJXPd/BK77P6h4pek/1XgERNWyO7GIiIiIiM8p6WdZp4pS0dGmSWzVqlUZMGAAd999tzOHuWSJiYmcOHGC2NhYjzyeSLHiupjzoxvg7EkoU8HONCKucfYEzL3TbLccDXX72RrH7QICoWZXc+r+NuydZQpUe76HE1thxV/NqVoHU6C64kYoc/5+hiIiIiIicumcKkp98sknLnnw1NRUdu3aVXB57969bNiwgQoVKlChQgXGjRvHsGHDqFq1Krt37+bJJ5+kfv369O7d2yWPL+KUiFio0BhOboPEpdBgiN2JRC6PZcH8+yH1IFRoBJ1esTuRZwWFmVX5GgyF9CTYOc2s4Be/GA7+aE6Lx0DtPqZAVW8gBKtHoYiIiIjI5XKqKJW/ot35lLR305o1a+jatWvB5ccffxyAO+64g/fee49NmzYxceJEkpKSqFatGr169eKFF14odnqeiEfFdTVFqfhFKkqJ79s6EXZ+AwFB0O+L0l1wCSsHze42p9MHYMdXZgTV0fVmFNWe7yE4wvy7bzwSanY3vzcREREREblkTjU6DwgIKHbFPcuycDgc5OTkuCScK6SkpBAdHX3R5loil+S3b+C74ab3zJ1bXHrorKwsZs2aRb9+/dRTStwvaQ981gKyUuG68XDNU3Yn8k4ntsH2yaZAlbz33P7wGLjiJlOgqnq1GqSLiIiIiFDyWoxTX+/WrVuXo0eP8tRTT9GhQwenQ4r4rPy+Uie2wpkjULaKrXFEnJKbDbNuNQWpGp2g7RN2J/JeFRtDhxfg2n/AodWmOLXja0g7CuvfMqdy9aHRCFOgqtDQ7sQiIiIiIl7PqaLUtm3beOutt3jxxRdZv349r7zyCnXq1HF1NhHvVaYiVG4BxzZCwhJodJPdiUQu3U/j4dAqCImCvp+Z5t9yYQ4HVGtvTl1eh/3zTYFq17eQtAtW/8OcqlyV1yD9JtOHTkREREREighw5k7BwcE8/vjj7Ny5k+rVq9O8eXP+9Kc/kZSU5OJ4Il6sZjdznrDI3hwizjj0M6waZ7Z7vAtRtezN44sCg80qhf2/gAePmH5cdfqBIxCOrIElj8GHNWBKT9jyKWRcuB+jiIiIiEhp41RRKl+FChV44403WL9+Pfv27aN+/fq88cYbLoom4uXi8pr0Jyy2N4fIpcpMhVkjwcqBRreYET1yeUIioPEIGPoDPHAIur0Nse3ByoX4BTD3Lni/Cnx3I+yaATmZFz5ebo4ZhbntS3Oe6z29GkVEREREXMWpRuetWrUq0ujcsix27dpFWlqaGp1L6ZCRDO9UMB86742HqDiXHFaNzsXt5t0Hmz+CyDi4fSOElbc7kf9K2nOuQfrJ7ef2h5WHhjeYgmD168Dxu++Idk6DRWMhNfHcvoga0G0CNBjquewiIiIiIk5ya6PzwYMHO5tLxH+ERkOVNnD4FzNa6srb7U4kcnG7ZpiCFA7oM1EFKXcrVxfa/R2u+Rsc3ZDXIP1LSD0Imz40p8i4cyPWknbBzOHAH74vSj1g9g+cqsKUiIiIiPgNp0ZK+RKNlBK3WvYU/PIyXHkn9PnEJYfUSClxmzOHYWIzOHscrnoCOr9id6LSKTcHEpeaAtVvUyHzd72mAoLMqojFckBkDbhnr5rSi4iIiIhXK2ktxqmeUikpKRc8iZQa+c3O4xeBf9d3xddZFsy5yxSkKreEDi/Ynaj0Cgg0rx29PzYN0gdMhfpDLlKQArDgdAIcWO6xqCIiIiIi7uTU9L1y5coV6SkFpq+Uw+Hwqp5SIm5VvQMEBMPpeEjea6bqiHijDe/CvjkQFGZWiwsKtTuRgPl7NBxmTpv+A/Pvvfh9Ug+5P5eIiIiIiAc4VZQCmDp1KhUqVHBlFhHfE1wWYq+BAyvMaCkVpcQbndgGy/5stju+AhWb2JtHile+fsluFxHr3hwiIiIiIh7idFGqQ4cOxMTEuDKLiG+K62qKUgmLofk9dqcRKSwnE2aNhOx0qN0HWj1sdyI5n+odzSp7qQco0ugcKOgpVb2jp5OJiIiIiLiFUz2lAH799Ve2bdtGfHw8mZmZrswk4lvy+0olqK+UeKEfn4Wj6yGsIvT+LxQz9Vq8REAgdJuQd6G4v5MFXV5Xk3MRERER8RtOF6W6d+/OlVdeSZ06dShbtizNmjXj9ddfd2U2Ed8Q2w4CQ83KZie3251G5JyEpfBL3gp7vT7StC9f0GAoDJwKEdWLv/50gmfziIiIiIi4kVPT9/bu3YtlWWRlZZGSksLBgwf5+eefeeaZZ8jOzuaJJ55wdU4R7xUUZhqexy8yU/gqNrY7kQikJ8Hs2wELmo6CBkPsTiQl1WAo1BtkVtlLPWSKiUc3wJLHYOmfoVIzqNXd7pQiIiIiIpfNqaJUrVq1Cl1u06YNAwYMoGHDhvzjH/9QUUpKn7iupigVvwhaPmR3GhFYONqsClmuHnR9w+40cqkCAiGuy7nLNTrDsQ2wdSJ8fxPc+gtE17ErnYiIiIiISzg9fa84N998M19//bUrDyniG+Ly+0otASvXziQisG0ybJ8MjkDoOwlCIuxOJJfL4YAe70PVtpB+AmYMgawzdqcSEREREbksl1WUWrt2LZMmTWLSpEmsW7eO4OBgWrdu7apsIr6jalsILms+LB7bbHcaKc1S4mFh3mi9ds9AtXb25hHXCQqDgdMgPAaObYS5o7S4goiIiIj4NKeKUkePHqVbt260bduWMWPGMGbMGK666iq6d+/OsWPHXJ1RxPsFBp9bpj1hsb1ZpPTKzTF9pDKSTQP+dn+zO5G4WmQNGPANBATBjq/hl1ftTiQiIiIi4jSnilKPPPIIp0+fZuvWrZw8eZKTJ0+yZcsWUlJSGDNmjKsziviGmnlT+OIX2ZtDSq81r0HiUjNqr98kU7gQ/1PjOuj2ltle/hTsnWNvHhERERERJzlVlJozZw7vvvsujRufW2WsSZMmvPPOO8yePdtl4UR8SlxXc564FHKz7c0ipc+R9fDj38121zdNg3PxX83vh2b3Ahb8cAuc2mV3IhERERERIzcHEpeX6KZOFaVyc3MJDg4usj84OJjcXDV5llIqphWERkNmChxdb3caKU2yzsKskZCbBfWHQNO77E4k7uZwmNFSse0hIwlmDIbM03anEhEREZHSbuc0+Kg2TL++RDd3qijVrVs3xo4dy8GDBwv2HThwgMcee4zu3bs7c0gR3xcQaJZtB03hE89a9iSc3AZlY6Hnh6ZgIf4vKBQGfmP+7ie2wuw7tPqniIiIiNhn5zSYORxSE0t8F6eKUm+//TYpKSnUrl2bevXqUa9ePerUqUNKSgpvvfWWM4cU8Q/5faXU7Fw8Ze9s2PC22e7zCYRXsjePeFZErFmRLzAEdk2Hn/5ldyIRERERKY1yc2DRWODSVod2qgtuXFwc69atY8GCBWzfvh2Axo0b06NHD2cOJ+I/4vKKUonLISfTfFAUcZe0YzD3brPdagzU7m1vHrFHtXbQ/T2YNwp+fBYqt4B6A+xOJSIiIiKlyYHllzRCKt8lFaVOnz5NZGQkAA6Hg549e9KzZ89Ct/nll19o27btJQcR8QuVroQyleDscTj8C1TvYHci8VeWBfPuhTOHoeKV0PEluxOJnZrdDUfXwYZ3YNatMOInqNjI7lQiIiIiUlqkHnLqbpc0fa9Xr16kpqYWe112djZ///vf6dBBH8KlFHMEnFuFT32lxJ02fwy7Z5jReP2+gOAydicSu3V5HWp0MostzBgMGcl2JxIRERGR0iIi1qm7XVJR6vTp0/To0YOUlJRC+7ds2ULbtm359NNP+fbbb50KIuI38otS6isl7nJqJywea7Y7vAgxLezNI94hMBgGTIGIGnBqh1mRUY3PRURERMQTqneEkKhLvtslFaUWL17MmTNn6NmzJykpKViWxcsvv8xVV11F48aN2bx5M/369bvkECJ+Jb/Z+cGVkJ1ubxbxPzlZZnpWdpopgF71uN2JxJuEx8DgbyEoDPb8ACufszuRiIiIiJQGu2eaEfuX6JKKUpUrV2bRokWkp6fTrVs3rrvuOl577TUmTZrE5MmTKV++/CUHEPE75RuaJdpzMuDgKrvTiL9Z/U84/DOEloM+E82UUZHfq9IGen5otlf/E377xt48IiIiIuLfjm+F2beb7Tr9zcj9ErrkTzOVK1dm4cKFZGdns3btWpYtW8bw4cMv9TAi/svhODdaKkF9pcSFDq6Cn/5ptnu8D1Fx9uYR79XkNmjzmNmecwcc32JvHhERERHxT+mnTD/TrFQzk2PQdLh3Hwz5vkR3d+or9kqVKrFo0SKaNGnCiBEjOHXqlDOHEfFfanYurpZ52kzbs3Kh8a3Q6Ca7E4m36/SKKZBnnYFvB8HZk3YnEhERERF/kpsDP4yApF0QVQuu/9r0OQ0IhBodS3SIoEt5vKFDhxa6HBUVxbJly7j66qtp1qxZwf5p06ZdymFF/E/+SKnDP0NmKoRE2JtHfN+isZC8x7zYd3/b7jTiCwKCoP/X8EVb89z54RYYOsu8SRARERERuVw//h32zYGgMjBwOoRXvuRDXFJRKjo6usjlOnXqXPKDivi96DoQVRtS9sGBFVCnj92JxJf99g1s/QRwQN/PITT6oncRASC8Egz6Fr5sD/vnwYq/QqeX7U4lIiIiIr5ux//g55fMdq+PoUorpw5zSUWpTz75xKkHESmV4rqaQkLCYhWlxHmpB2H+fWb76qdKPAxWpEBMC+j9CfxwM/zyCsS0gkY3251KRERERHzV0Y0w5y6z3fZJaHyL04fSsk0i7pI/hU99pcRZVi7MuRPST0JMa7j2ebsTia9qdBO0/YvZnns3HN1gaxwRERER8VFnT5jG5tlpUKsXXPevyzqcilIi7pLf7PzoOkhPsjWK+Kj1b8H++WaOdr8vIDDE7kTiy657EWr3geyz5o1E2nG7E4mIiIiIL8nNhu9vMm1qytWD/l9edr9SFaVE3CWyOpRvaEa7JC6zO434muNbYFneyJbOr0HFRvbmEd8XEAj9J0O5+pCyH76/0byxEBEREREpiWV/gfiFEFzW9C0tU+GyD6milIg75Y+WStAUPrkE2RkwayTkZEDd/tDiAbsTib8IK2/eQARHmH53S5+wO5GIiIiI+IJfJ8Ha/zPbfT+DSk1dclgVpUTcKb+vVMJie3OIb1nxNzi2CcpUNitZOBx2JxJ/UulK80YCYN0bsPUzW+OIiIiIiJc7shbm32u22/0dGgx12aFVlBJxp7gu5vzYJkg7ZmsU8RH7F8La18x274+hbBV784h/ajAE2j1rtuffB4fX2JtHRERERLzTmSPw7WDIToe618O141x6eBWlRNwpPObcsMbEpfZmEe+Xfgrm3GG2m98P9QbYm0f827XPQd0BZprojCHmDYeIiIiISL6cLPjuBkhNhPJXQL9J4HBtGUlFKRF3i8ubwhevvlJyAZYF8x+A1AOmQX6X1+xOJP7OEWDeWFRoZN5ofDcccjLtTiUiIiIi3mLJY3BgOYREmr6kodEufwgVpUTcraDZufpKyQVsmwS//Q8CgqDfF2ZFCxF3C40ybzBCouDAClj8mN2JRERERMQbbP4YNrxjtvt94bbVwFWUEnG3uM6AA05uh9SDdqcRb5S8DxaONtvtn4eqV9mZRkqbCldA/8mAAza+C5v+Y3ciEREREbHTwdWw8CGzfe0/3NpWREUpEXcLKw8xrcx2whI7k4g3ys2B2bdB5mmo1gGufsruRFIa1e0PHV4w24tGw8FV9uYREREREXukHoKZQ01bh/pDoN3f3PpwKkqJeEJN9ZWS8/jlZTNtKiQS+n0OAYF2J5LS6pq/QoNh5g3IzGEa2SkiIiJS2mRnmPeBZw5BxSbQd6LLG5v/kYpSIp5Q0FdKRSn5ncNrYOVzZrvb2xBdx948Uro5HNDnU7Ni6JlD5g1JdobdqURERETEEywLFj0Mh1ZBaDkYNMN8ce5mKkqJeEKNjuAIhOS9pn+QSNYZmDUScrOh4Q3Q5Da7E4lASETeyirl4NBq0+vMsuxOJSIiIiLutukD2PwfwAH9v4Ty9T3ysCpKiXhCSCRUvdpsaxU+AVj6Zzj1G0RUhx7vm1EqIt6gXD24/iszVHvLx7DxPbsTiYiIiIg7JS6HRY+Y7Y7joU4fjz20ilIinlIzfwqfilKl3u7vYeP7ZrvPRChTwd48In9Uuzd0fMlsLx4LicvszSPeLzfHLOax7Utznptjbx4RsYdeC0R8z+lE+G543gyOG6Htkx59+CCPPppIaRbXDX76l2l2blkaGVNanTkCc+82220eh1rd7c0jcj5X/RmOrIMdX8HM4XDrWoiKszuVeKOd02DRWEhNPLcvogZ0mwANhtqXS0Q8S68FIr4nOx1mDIG0o1C5OfT5r8c/p2qklIinVLsWAkMg9QAk7bI7jdjBsmDePXD2GFRqBte9aHcikfNzOKD3x1C5pXnOzhwCWWftTiXeZuc0U7T8/YdQMP/XzRxurhcR/6fXAhHfY1mw4AE4sgbCKpi+osFlPR5DRSkRTwkuA7HtzXa8VuErlTZ9AHu+h8BQ6PcFBIXZnUjkwoLDYdB0CKsIR9bC/PvU+FzOyc0xoyIo7jmRt2/xo5q+I+Lv9Fog4pvWvwVbJ5oFua7/n20rgasoJeJJceorVWqd3AFLHjfbHV+Cys3szSNSUtG1YcD/zBuWbZNg3QS7E4m3OLC86KiIQiw4nWBuJyL+S68FIr4nfvG5zyad/21rSxEVpUQ8qWY3c57fV0pKh5wsmDUSss9CzR7QeozdiUQuTc1u0OU1s730z7B/ob15xDukHnLt7UTEN+m1QMS3JO+D724AKwea3Aatx9oaR0UpEU+KvQaCypj+LCe22p1GPGXV82bqU1gF6PMpOPTSKz6o1Rhocrt5A/P9TZC81+5EYrewEq4cGhHr3hwiYq+S/hvXa4GI/bLSTGPz9BNQpQ30+MD2Bbj0yUjEkwJDoPp1ZjteU/hKhcTl8NN4s93zA4isbm8eEWc5HNDjfahylXkjM2MIZJ2xO5XY5dimc8P+z8sBkXFQvaNHIomITap3hPAqF7iBXgtEvEL+okvHNkCZyjBwuul7bDMVpUQ8LS5vCl+Cmp37vYxkmH0bYMGVd0LD4XYnErk8wWVg4DQIj4FjG2HuKE1FLm2sXFj7OnzRFk7+CiFReVcU9y2rBdf+AwICPZlQRDwt/ZR5bTgvC7q+odcCEbuteQ22fwkBQTBwKkTF2Z0IUFFKxPNq5jU7T1yqVUj83aJHIGW/Wcmiq5pDi5+IioMBU80bmh1fwy+v2p1IPCX1IHzTx4yQysmEutfDqJ0w8BuI+MMoUEfeh88Nb5sCvYj4p9xs+OEm05oivAqUrVb0NmUqQ037miiLCLBvHiz/i9nuOgFqdLI3z+8E2R1ApNSp0gZCIs23Ssc2QpXWdicSd9j+Nfz6uekf1XcShEZd/D4ivqJGR+j2Fix4EJY/BZWbQ50+dqcSd9r5rRnyn34CgsKg8/9BiwfMtM4GQ6HeoLwVuA6ZvjFhlWFKV9NPb/oAGDYHgsPt/ilExNWWPWkW8AkuCzcsgAqNz70WhETBoochZZ/5oq7vZ3anFSmdknbDDzebEY1NR0GLB+1OVIhGSol4WkDQucp0gvpK+aXTibDgAbN9zd+g+rX25hFxh+b3Q7N7AQt+uAVO7bI7kbhD1hmYfz/MzGuKWrkl3LoOWj5YuDFqQCDEdYHGt5jzylfCsLnmQ+mB5fDdcDO6SkT8x6+fm+m8YApOlZoWfi2o1x/6fWG+oPv1c/OFnYh4VmYqzBhsBkTEtoPu79je2PyPVJQSsUN+X6l49ZXyO1YuzLkDMpKgalto94zdiUTcw+Ewo6Vi25vn+4zBkHna7lTiSofXwOetYdOH5vJVT8CI1VCxccnuX6UVDPnBrDq7dzbMuk3T1kX8xeE1MO9es93u72bEZHGqX2u+oAPzhV1KgmfyiYjp+znnTji+BcpWNdPtg0LtTlWEilIidojL7yu1DHKy7M0irrX2dVNsDAo30/YCg+1OJOI+QaHmDU7ZWDixFWbfcZFmt+ITcnPgp5fgy/Zw6jfTL2r4Auj8yqW/ma1xHQyaDgHB8Nv/zIdSNccX8W1njpgVWHMyTG+5a8dd+PbtnjFf1GUkmS/u9P+EiGf8PB52fmP+Dx44DSKK6fnmBVSUErFDTAsIKw9ZqabfhviHoxthxV/Ndtc3oEJDW+OIeERErHmjExgCu6bDT/+yO5FcjpR4mNIdVjxtGhg3GAa3b4Ral9GkuHZv6D/ZTOHZ/B9Y+oQKUyK+KicLvrsBUhOh/BXQb5L5t30hgcHmi7qgcNO6In/Kn4i4z54fYMXfzXb3d6Fae3vzXICKUiJ2cAScGy2VoCl8fiE7HWaNND1T6g2EZvfYnUjEc6q1g+7vme0fn4Xd39mbR5yz/Wv4rLlZHTa4LPT6GAZMgTIVL//YDYdDr/+Y7bWvwU8vXv4xRcTzljxm+sSFRMGgbyE0umT3q9DQfGEH5gu8oxvdlVBETu6AH0YAlmlq3ty7P5fYWpRatmwZAwYMoFq1ajgcDr799ttC11uWxbPPPktsbCxlypShR48e7Ny5056wIq6WX5SKV7Nzv7D8KTN9KbyK+eDlZQ0ERdyu2d3QcjRgwaxb4cR2uxNJSWWkmKmXP9wMGclQ9Wq4bYP5m7rytazpXec+lP74DKx7y3XHFhH32/wxbHgHcJgG5hUbXdr9m91jvrjLyTRf5GWddUtMkVItIxm+HQSZKVD9unP/73oxW4tSZ86coUWLFrzzzjvFXv/KK6/w5ptv8v777/PTTz9RtmxZevfuTXp6uoeTirhBzbxm5wdXQHaGvVnk8uybB+smmO0+n0B4ZXvziNily+tmddHMFNP4PCPZ7kRyMQdWwuct4dfPzCjeds/AzSugfH33PF7rsdD+ebO9eAxsneiexxER1zq4GhY+ZLY7/APqXX/px3A4zBd34VXMF3krnnZtRpHSzso1i4qc2mH6QQ6YatoreDlbi1J9+/bln//8J0OGDClynWVZvPHGG/z9739n0KBBNG/enM8++4yDBw8WGVEl4pMqNDb/KWenw+Gf7E4jzjp7wqxqAWaUSJ2+tsYRsVVgsJnuFVHDvCGadasa2nqr3GxY+Tx83RGS90JULbhxqfmw6e4FGto/C20eM9tz74ad09z7eCJyeVIPwsyhZoRTg6FwzV+dP1Z4ZfMFHpgv9PbNc01GEYGV42DPdxAYahYZKVvF7kQl4rU9pfbu3cvhw4fp0aNHwb7o6GiuueYaVq1aZWMyERdxOH43hU99pXySZcH8++DMIajQCDq9YnciEfuFx8DgbyEoDPZ8bwof4l2S9sBXnWDVOFM0bDzSNDOvcZ1nHt/hgM6vQdO7zeP/cAvsm++ZxxaRS5OdATOHmfc6Fa+EPp9evLH5xdTpmzfdG/PFXtrxy00pIjunw+p/mO2eH5oVL31EkN0Bzufw4cMAVKlSuLpXpUqVguuKk5GRQUbGualQKSkpAGRlZZGVleWGpCLOc1TvRNCOr8jdv4ictn8DKHie6vnq/Ry/TiRo5zSsgGCye00EgkF/NxGo0BxH13cJmn83rH6B7ApNseoXHRUtHmZZOLZPInDJWBxZqVghUeR0fQvrilvM9Z5+/eryDoHpSQTsmoY1YzA5Q2ZjxXrv6kAipY5lEbjwQQIOrcYKLUd2/yngCHPNa0X7FwnavwDHqR3kzruXnH5fqx+niLNObCVo9u04gJyWj5Db8Bav+ExS0s+zXluUctb48eMZN25ckf3z5s0jPDzchkQi51c200EPgIOrmPv9dHICQguumz9f3xp7s/CsQ3SNN9NPfi1/C7vWHAIO2RtKxKtU4MrogdRPngmz72B5jcOcDq1ld6hSKzgnlRbH3qN66o8AnAhrzNoqj3J2dzTsnmVbLod1C9eE76NK2jqsb/qyovqLpITWsS2PiJxTO3k2LY59gkUAqyqM5djK34DfXHb86LL30enUXwjY/S0bv/4z8VHdXXZskdIiOCeVTolPEJyVyrEyzVh1ujPWLPv+X/+9tLS0Et3OYVmW5eYsJeJwOJg+fTqDBw8GYM+ePdSrV4/169fTsmXLgtt17tyZli1bMmHChGKPU9xIqbi4OI4fP05UVJQ7fwSRS2dZBH1SH0dqAtmDZ2HV7EFWVhbz58+nZ8+eBAe7ua+HOCc3m8Cp3Qg4vJrcah3JGToPAgLtTiXifXKzCfy2PwGJi7Gi6pJ980oIq2B3qlLHkbiUwHl34UhNxHIEktvuWXLbPOk9r1tZaQTO6E/AwR+xysSQPXwRlG9odyqRUs1xYAWB03vhyM0mp8O/yG3zZ7c8TsCaVwlc+Tes4Aiyb/kFytVzy+OI+KXcHAK/G0zA/rlYkbXIvmmlVy24lJKSQqVKlUhOTr5gLcZrR0rVqVOHqlWrsnDhwoKiVEpKCj/99BMPPvjgee8XGhpKaGhokf3BwcH6gC/eqWZX+PUzgg4uh3rnmmTrOevFVo2Hw6shNJqA/p8TEBpmdyIRLxUMA/4HX7TFkbKH4Lm3w9BZ3lMM8Xc5mbDyOfj5ZcCCcvVx9PuCwNir8aq/QHA0DP0B/tcVx9H1BH/b16wAGFXT7mQipVNKAsy+2SyIcMVNBF7zFIHumlp3zV8gfi6OxGUEz78Lbl4OAV77EVXEuyx/FvbPhaAyOAZ/S3B0NbsTFVLSz7K2NjpPTU1lw4YNbNiwATDNzTds2EB8fDwOh4NHH32Uf/7zn8ycOZPNmzdz++23U61atYLRVCJ+oWY3c56gZuc+4dBPsCqviWD3d82KVSJyfuGVYNC3EFQG9s+DFZexapOU3MkdMLk9/PwSYEHTUXDbeoi92u5kxQuNhmFzzaIRpxNgak84c8TuVCKlT9ZZmDkE0o5C5RbQ+2P39noKCIS+n5nXgEOr4ad/ue+xRPzJjv/l/R8P9P4vxLS0Nc7lsLUotWbNGlq1akWrVq0AePzxx2nVqhXPPvssAE8++SSPPPII9913H23btiU1NZU5c+YQFqZRCeJH8lfgO7wGMlLszSIXlpmat8R9DjS6BRqPsDuRiG+IaQG985YA/+UV2P6VvXn8mWXBpg/h89ZwdB2ElYcBU6H3fyAkwu50FxZeGYbPN8X+U7/BN70h/ZTdqURKD8uCBQ/AkbUQVtF8oRBc1v2PG1XLfNEH5ou/Qz+5/zFFfNnRjTDnLrPd9klodLO9eS6T1/SUcpeUlBSio6MvOo9RxFYf14ek3TDke7LiejFr1iz69eun6XveZt59sPkjiIyD2zdBWDm7E4n4lmVPwS8vm1FTt6z06W/1vFLaMZh3L+yeYS7X7A59JkJkdXtzXapTu+Cr6yDtCMS2hxvme+aDsUhpt24CLH4UHIFm5GItDzce/2EEbP8SytU3Izu9vZAuYoezJ2DSVZCyD2r18uq2CCWtxdg6UkpE8uSPlopfbG8OOb+d35qCFA4zzFwFKZFLd92LULs3ZJ+FGYMh7bjdifzHvnnwWXNTkAoIhs7/huHzfK8gBVC+vhkxFVYeDq2CGUMgO+Pi9xMR58UvgiV/Mtud/+35ghSY0VKRcZC0C5Y85vnHF/F2udnw/U2mIFWuHvT/0msLUpdCRSkRbxCnvlJeLfUQzLvHbLd9AuK62BpHxGcFBJo3UOXqQcp++P5G8wZLnJedDosfM1PdzhyGCo1h5M9w1Z/A4cNv8yo3gyGzzAip/fPhh1v0XBFxl+R98N2Npj1Bk9ug9Vh7coSVM1/84YDN/zFfCIrIOcv+AvELzf+Ng76FMv6xorEPv1sR8SP5RY6jGyD9pJ1J5I8sC+beDeknoHJLuPYfdicS8W1h5WHQDPOGKmExLH3C7kS+6/gW+OJqWPeGudxyNNy6xn+mRVZrB4NnQmAo7Jpuvhywcu1OJeJfstLMyNX0E1ClDfT4wL2NzS8mrov5AhDMv/nUQ/ZlEfEmv06Ctf9ntvt+BpWa2pvHhVSUEvEGEbHm220sHAeW2Z1Gfm/DO7BvDgSFQf8vICjU7kQivq/SlXnfhmMKKls/szWOz7EsWPem6SlxfDOUqQyDv4Pub0NwuN3pXKtmN7j+a9PjZutE0+/Gv9uhiniOZcHcUXBso3kdGTgdgsvYncp8AVi5pSmUzb1L/+ZFjqyF+fea7XZ/hwZD7c3jYipKiXiLmmYKn2PbF1Q/vQxH4lLIzbE5VCl34ldYlvdtXadXoWITe/OI+JMGQ6HdM2Z7/n1mBVK5uDOHYVo/WDwWcjKgTl+4YzPUu97uZO5TfxD0nQg4YP1bsPI5uxOJ+Ic1/4YdX0FAEAycClFxdicygkLzvggMg31zzReEIqVV2tG83orpUPd6uHac3YlcTkUpEW8RZL6ZCtwzg6uO/B9B03rCR7Vh5zR7c5VWOZnww0jzH0DtPmZajIi41rXPmzdYORnmDdeZI3Yn8m67v4OJzc6N3uz2Fgz5AcpWsTuZ+zUeaUaCAax+Ada8Zm8eEV+3by4sf8psd50ANTrZm+ePKjYxXwiC+YLwxK/25hGxQ04WfHcDnE6A8ldAv0m+3S/yPPzvJxLxRTunFf8GO/UAzByuwpQdfnwGjm2AMpWg93/t7a8g4q8cAeYNVvkrIDURvhtuCsJSWFYaLHgQvh0IZ49D5eYwcg20erh0vTa1fAiu+5fZXvpn2PSRvXlEfNWpXfD9zaZHW9NR0OJBuxMVr+Vo88VgdnreF4VahVNKmSWPQ+IyCIk0jc1Do+1O5BYqSonYLTcHFo0Fipsvn7dv8aOayudJCUvgl7xv53p+ZHp+iYh7hEbD4BkQEgUHVpiV5OScI+vg89aw8X1zuc2fYMTPpi9XaXTN09D2L2Z7/v2w/Wt784j4msxU09g8Iwli20H3d7y3uO1wmC8Gy1QyXxSufNbuRCKes/m/sCFvhHC/L6BiI3vzuJGKUiJ2O7DcjBA4L8sM2Tyw3GORSrX0JJh9O2BBs3ugwWCbA4mUAhWugP6TAQdsfBc2/cfuRPazcuHnV2ByOzi1A8rGwrB50OXfWnCh43hofj9gwexbYc8suxOJ+AbLgjl3wImt5jVl4Dfe/3oSEWu+IATzhWHCEjvTiHjGoZ9gYd4Ixmv/AfUG2JvHzVSUErFbSZe6nTkMpl8Py5+GbZPNUuA5We7NVhotHG2KgOXqQZfX7U4jUnrU7Q8dXjDbi0bDwVX25rHT6USY0gOW/wVys6D+ENPMvHZPu5N5B4fDjO5oNAJys+G7YWZ6g4hc2E//Mi0hAkNg4DSIqGZ3opJpMNh8UYhlvjhMP2V3IhH3ST0EM4eadgb1h0C7v9mdyO0cluXfa2ympKQQHR1NcnIyUVFRdscRKSphCfyvq3P3DQiGio2hUjOo1BwqNzPbEdW9dyi2N9s2GWaNNEuP3/IjxF5jdyKR0sWyTEPPnd+Yb/FvXeM7H5pcZccUWHC/+dAVFG4aEDcbpdf04uRkmTfue743/TZuXAxV2tidSsQ77f7e9KXDMiOPmt9jd6JLk5kKn7eEpN3Q6Ja80bUifiY7w3wuPLTKNPsfsdr8/+ajSlqLUVFKxG65OWaVvdQDFN9XymE+lPX9Ak5uheOb4dgmc555uvhjhpX/Q6GqOVRqCiERbvxBfFzKfvisBWQkm6VW26tvgYgtMlPhy/ZmNGhsO7hxifdPL3GFzNOmv+DWT8zlKleZHhIVGtqby9tlnYXp/SFhMYRVhJuXmTfyInLOyR3wxdWQmQItHoIe79idyDmHfoIvO4CVY14fG4+wO5GIa82/HzZ9CKHlYOQvUL6+3Ykui4pSeVSUEp+wc5pZZQ8oXJjK+2Z84FRoMLTwfSzLFFKOby5cqDq5w/xnXZzouqZYVVCoamZe7AKCXP0T+ZbcHJjSHRKXmg/BNy/X70TETkm7YdJVphFv01HQ6yP/Hil0cLXpjZS0G3CYZt7tn4fAYLuT+YbM0+Y1/PAv5kucm1dAdB27U4l4h4xk+OIa05uueke4YYGZvuerVv0DVj5nFsm4fSNE1bI7kYhrbPwAFjwAOGDoLKjTx+5El01FqTwqSonP2DnNfEv++6bnkXHQ9Y2iBakLyU6Hk9vPFanyz8+cp3dVUBhUaGKWGK/U7Nx52SqX9eP4lJ9fhuVPQXAE3L7B9JMSEXvtmwvT+pmG393fhZZeumT55cjNhp/Gw6px5suEyJrQ73Oo0cnuZL7n7An4urNp4Bxd13y5UNqmfor8kZUL3w6GPd9BRA0zJdrX39/lZsNXHeHQavNaecMiCAi0O5XI5UlcAVO6mud3x5fg6r/YncglVJTKo6KU+JTcHLL3L2bDj7Np2aEvQbW6uu4/2rTjRUdVHd8C2WnF375M5aKFqopNIDjcNXm8xZF1ZnWr3Cyz7HDTu+xOJCL5fnkVlj1pRi7esAhqdLQ7kesk74VZt8HBH83lK26GHu9BWDlbY/m01EPw1XWQvAcqXgk3LYUyFe1OJWKfH5+F1S9AYKgZQVj1KrsTuUbSbvisJWSl+tUHeCmlTifCpDaQdhQa3gjXf+U3o8NVlMqjopT4mqysLGbNmkW/fv0IDnbz1A0rF5L2wPFNcCyvYHV8E5zaRbH9rRwBUK7+uSJVfsEquo65ztdkpZn/BE5uN6PRBkz1m/8ERPyCZcEPI2DHVxAeAyPXQFSc3akuj2XBti9g4UNm2llIpBkJ1nikXn9cIXmvKUylHoSqbeGGhT7dJFbEaTunmZWbAfpMhCtvtzePq235BObebRb9GbEaqrS2O5HIpctONyP/jqyByi3MQkvBZe1O5TIqSuVRUUp8jUeLUucNkWamQBzLK1Llj646e7z42weXNY3U/7gKoLd/Q73wEdjwtlnl6/ZNEF7J7kQi8kdZaaax7bENZmW1m5ZDcBm7UzknPckUo7Z/aS5Xuxb6TVL/I1c78St81QnST0BcFxgyy3efMyLOOL7FjALPOgOtH4Wur9udyPUsC74bbopvFRrBrWv9bzS/+DfLgrl3wdaJZqGOW9dAdG27U7lUSWsx6uQrIkUFh5tvmKu2PbfPsiDtSNFC1YlfzZueQz+Z0+9FVCu6CmCFRt6xktbe2aYgBdDnUxWkRLxVcDgMmm4anx9ZCwvuN9/6+9qoosRlZrre6XhwBEL750xDcy2q4HoVm8DwuWZZ7YQl8P2NMHCaGsdL6ZB+CmYMNu/NanaDzq/ancg9HA7o8QEcXGVGvC97Erq/bXcqkZJb/5YpSDkC4fqv/a4gdSn0TkhESsbhgLJVzal2z3P7c7Ph1M4/9KrabKZQpB40p31zz90+IAjKX1G4V1XlZqbBr6c+ZKYdgzl5vaNaj4XavTzzuCLinOjaMOB/MLUX/Po5xLSGNo/anapkcrJg1fOmoTmWWUih7ySo1s7uZP6tShsY8j180xv2fA9z7oC+n6shsvi33Bz44RbTcymqFvT/2r8L3+GVzBeL3/SGDe9AnX5Qt5/dqUQuLn4xLHncbHf+N9Tqbm8em2n6noiX8Yrpe66QkZI3BfAPqwBmJBV/+9BoqNj0D/2qmpn9lys3Bw4sN01wy1aFtW/AnpmmEe7IXzStQ8RXrJsAix813yoOm+v9b+JO7YRZI+HwL+bylXdBtwnqceRJe2bBjEHmC5Tm95tm8r42yk6kpJY9Bb+8DEFl4JaVENPS7kSesfhR8/9DeBW4YzOEV7Y7kcj5Je8zo7/TT0CT23xz9HcJafqeiNgrNAqqtTenfJZlVpj44yqAJ7dBRrJZhSp/Jap8kTWLrgJYvmHJp2HsnAaLxkJqYuH9AUHQ7wsVpER8SasxZsXMXz+D72+CW3/xzn5MlgVb/guLxpgVTsPKm2kmV9xgd7LSp24/81r//c2w6QMILQedXrI7lYjrbf/aFKTArCZcWgpSANeNh/0LzJeh8+6BQd/67Yd88XFZaTBjiClIVWlj3hvouaqilIh4kMNhVs6Kiis8vDonE07uKLwK4LFNppB0Ot6c9nx/7vaBIVCh8R+mADY3Dct//8K+cxrMHE6xKwnmZkPybohp4bYfV0RczOGAHu+bXnZH1pg3dt62Us3ZEzDvXtg13VyO6wp9P4PIGvbmKs2uuNGM3p1/r/nQHhpt+nmJ+IujG03DZIC2T0Kjm+3N42nBZUzxefLVsHsmbP4PNL/X7lQihVmWKZoe2wBlKsPA6fpyPI+KUiJiv8AQM1WvcjNo/Lv96afyClSbCxesslLh2EZz2va724dVOFekqtgUVj5DsQUpABxmuHe9QeoxIuJLgsuYptVfXGVeA+aOgv5fesc3jfsXmN5FqQfNMuXXvQhX/QkcAXYnk+b3QGYKLP0TrPirKUy1fMjuVCKXL+24aWyefRZq9YLr/mV3InvEtDA/+9I/m/d3cV2gfAO7U4mcs+Y1s/puQBAMnGq+pBdARSkR8WZh5aFGJ3PKZ+VCyv4/FKo2wanfIP2kWWkpYUkJDm7B6QTTayquizvSi4i7RMXBgKkwpRvs+No0Pr/6SfvyZGfAir/B2tfM5fJXQP/JUKW1fZmkqKseN30NV78AC0dDSBQ0udXuVCLOy82GH26ClH1mEYX+X5buL9raPAZ7foCExaaf380/atVN8Q775sHyv5jtrhMKf7YRFaVExMc4AkwPmeg6UH/guf1ZZ01vqvypf/vnwfEtFz9e6iH3ZRUR96nREbq+CQsfguVPmVGSdfp4PsfxrebDz7GN5nKLB81KOsHhns8iF3ftOFOYWv8WzLnTNJ2vP8juVCLOWfYkxC8yU5gHfQtlKtidyF6OANM0+rPmZoGJ1S9Ah3/YnUpKu6Td8MPN5ov1pqPM+wQpROPJRcQ/BJcxoxKuvAO6vAbd3irZ/SJi3ZtLRNynxQPQ7B7AMsugn9rluce2LFj/zrlphGUqweCZ0ONdFaS8mcMBXd8w/1dYOfD9jbB/od2pRC7dr5/D2tfNdt/PoFJTe/N4i6g403sQ4KcX4cBKe/NI6ZaZaqbXpp+C2HbQ/R3vaDfgZVSUEhH/VL0jRNQAzvfC74DIOHM7EfFNDgd0e9u80ctIMm/8Mk+7/3HPHIHp18OihyE7HWr3NsuQ1xvg/seWy+cIgF7/gfpDzEIbMwbBwdV2pxIpucNrzIIKAO2egQZD7c3jbRrdBE1uMyNTZt/qmf8XRP7IssyI3ONboGxVGPgNBIXancorqSglIv4pIBC6Tci78MfCVN7lrm+U7t4LIv4gKNS80Ssba5YDn32H+SDiLnt+gInNYO8sCAw1vSGGzjJvOMV3BASZ/ju1ekLWGZjW10z9FvF2Z46YlUdzMqDu9XDt83Yn8k7d3oKoWpC8FxaNsTuNlEY/j4ed35iFTwZOg4hqdifyWipKiYj/ajDUrG4RUb3w/sgaZr++WRTxDxHVzBu+wBDYNR1+csPqU1lnYeHDZoTU2WNmlc9b10DrMVpdz1cFhcKg6VDtWjPSbmovz04BFblUOVnw3Q2QmmgWVOg3Sa8/5xMaDX0/N7+frZ/Cb1PtTiSlyZ4fYMXfzXb3d6Fae3vzeDm9iomIf2swFO7dBzcuhn6Tzfk9e1WQEvE31dqZN34APz4Lu79z3bGPboBJbWDDO+Zym8dg5M/q4eIPgsvCkB+gcgtIOwJTe0BKgt2pRIq35DGzanBIFAyeYQovcn41OsLVT5nt+ffD6QP25pHS4eQO+GEEYJmm5s3vsTuR11NRSkT8X0AgxHWBxreYc03ZE/FPzUZBy9GABbNuhRPbL+94Vi6seQ0mX2NW9yxbFYbNhS7/B0FhLoksXiCsHAyfB+UbQsp+mNoT0o7ZnUqksM0f5xXGHdDvC6hwhd2JfEP756BKG0g/afr7uHN6t0hGSl5/yxSofp1pFSIXpaKUiIiI+I8ur0ONTuYN4YzBkJHs3HFOHzDTuZb+2TTDrjcIbt8MtXu5NK54ifAYGD7fLIBxagd809v5546Iqx1cDQsfMtsd/gH1rrc3jy8JDIG+kyCoDMQvgHVv2p1I/JWVC7Nvg5PbTeuQAVPN808uSkUpERER8R+BwTBgill989QOM2LqUr8Z3zkNPmsO8QshKBx6fmB6D4VXck9m8Q5RNWH4AlOgOrre9A/LSrM7lZR2qYdg5lBTHG8wFK75q92JfE/FRtD5NbO9/Ck4ttnePOKfVv0Dds80i6AMmg5lq9idyGeoKCUiIiL+JTwGBn9rptjt+R5WPl+y+2Wmwtx7YOYwM9WjShu4bR00vw8cf1zFU/xShYYwbJ7p1XNgxbligIgdsjPM69GZQ1DxSujzqRqbO6vFA1C3v1m1cNZIyE63O5H4k53fwqpxZrvnh1C1ra1xfI1e1URERMT/VGlj3hgCrH7BjH66kMO/wOetYMvHgMM0x71lpfq2lEYxLWDILDNKbt9c8wE2N9vuVFLaWBYsehgOrYLQcjDoWwiJtDuV73I4oNfHUKYyHN8MK/5mdyLxFyd+NdP2AFqPhStvtzePD1JRSkRERPxTk9vMSnkAs2+HoxshYQls+9Kc5+aY0+oX4ctrIWmX6Sl04yLoOF69IEqz6teaIkBgiFlKft59apAsnrXxfdj8HzMy6vqvoHx9uxP5vrJVoPd/zfba/4P9C+3NI74vPQm+HQRZqRDXFTq9ancinxRkdwARERERt+n0ChzbCPGLYFIbsHLOXVc21oxAOLnNXG54I/R8H8LK2xJVvEztntD/K/huOGz9xEzp6/J/msop7pe4HBaPMdvXjYfave3N40/qXW+m8m18H+bcAbdvgjIV7E4lvig3B2aNMF9oRdWC6/9n+lrKJdNIKREREfFfAUHQOG9Y/e8LUmD6tJzcBoFh0GeiGY2ggpT8XoMh50ZWrHvDNLIVcaeUBFMIzc2GK26Ctk/Yncj/dP43lG8IqQdgwQNmqqTIpfrxGdg726zsOOhbLYZyGVSUEhEREf+Vm2PeOF5IWHloPFIjYKR4V94BXfOWkV/1PKx9w8404s+yzsLMIZB2FCq3gN4f63XJHYLLQr8vzJcWv02BXz+3O5H4mh3/+//27js8qjL9//h7Jo0SmgQEQmiCNAEVuyDgVwRFBBFxVVREXVfsu3Z/iwVX3G5b14ayVnBdRAQFBUQjKyquCAJSRQGj0kOoKfP740AgYkHJzEnC+3Vd58qZM2cm9zkm6nzyPPcDHwwP9ns8CXUPDbWc8s5QSpIkVVwrsyFvxY+fsyknOE/6IYdfBccPC/anXQdzngy3HlU8sVgwauebj6BS7WDkRUrVsKuquOodAcfeEexPvRI2fB5qOSpHvv0EJl4U7B95I7T6Vbj1VACGUpIkqeLKyynd87T/Ovo2OOL6YP/NS4MG6FJp+fgBmPc0RJLgtNFQo0nYFVV8R90MDY6H7RvhtfODkbXSj9myBl7pCwWbofHJ0OmesCuqEAylJElSxZVev3TP0/4rEgka57e7JFiJb8K5sGxS2FWpIvhyKkz7XbDf5S/Q+P/CrWd/EU2CU5+B1Grw1XT44N6wK1JZVlQA48+G3GVQ8yDo9ULwM6R9ZiglSZIqrszOkN4Q+KG+LBGolhWcJ/2USAROeiRoQF2UD6+cASveDbsqlWcblsGrA4KFGNqcD4dfE3ZF+5caTeHEh4L99+6Arz8MtRyVYe/cBF9OCabV9hnrqo2lyFBKkiRVXNEkOPH+HQ++G0zteNztPv/aqb0XTYJTnoamp0LBFni5F3zzv7CrUnmUvzmYCrR1DRx4BJz0qI3Nw9DmfDh4QDAS5rWBkL8p7IpU1sx7Fj76W7B/ytOQcUi49VQwhlKSJKlia9EPTn8J0jNLHq/WMDjeol84dan8SkqF3v+GhifA9lz4Tw9Y81nYVak8icVg0sWw6hOoUhdOHwMplcOuav8UicBJ/wz+G7Fu4a6plBIEiw+8eWmwf8z/8/8Z4sBQSpIkVXwt+sGly2DAW3Dq88HXSz73fy71y6VUgb6vwoEdYctqeKk75H4RdlUqL2b+BRaMgmgy9H4JqmeFXdH+rfIB0PNfwf7sR2HJq+HWo7Jh87fBNO2CrdDsNDjuzrArqpAMpSRJ0v4hmgRZXaH1OcFXp+xpX6VVh34T4YDWkLcC/n0SbPo67KpU1i2bBNk3B/vdHoCG9rQrExr/H3T8bbA/6WLY9E249Shchfnw6lmwcTnUagmnPgsR45N48K5KkiRJv1SVDOj/ZtAwef1ieOlk2LI27KpUVq1bDON/Fazg2O4S6PCbsCvS7jrdAxntYMsqeOPiYJql9k/Tfgsr3glWZ+wzFtJqhF1RhWUoJUmSJO2LapnQfzJUrQ+r58DLp8L2vLCrUlmzPS9obL5tPdQ/Jlj1zcbmZUtyGpz6HCSlwdIJ8MkjYVekMMx5EmbtWJXx1Oegdqtw66ngDKUkSZKkfVWzGfR/AyodADnvB+FDwdawq1JZEYvBxAthzdwgvDz9P0EAorKnTjvofG+w//bvXMRgf5PzPky5PNg/7i44qHe49ewHDKUkSZKk0pBxCJw5EVLS4cspwTStwvywq1JZ8P49sGhMsHLj6WMgvUHYFenHHH41NO4OBVvgtfOgcHvYFSleigph+TSY/wIs/E/Q2LxwOzQ/A465Lezq9guGUpIkSVJpqXcknPFqMP1nySswaXDQP0j7ryXjYfrvg/0T/wENjgm3Hv20SBR6jgxGPn77P/jvHWFXpHhYNAYebwIvdoPXzoVX+8OmHEhvCKf8y8bmCeJdliRJkkpTVlfo/RJEk2H+szD1ahsm76/WLghG2hCDDkOg/SVhV6S9ld4Auj8a7H9wL6zIDrcela5FY2Bc/2Dl1O/KWwlfvJn4mvZThlKSJElSaTvoNOj5NBCBWf+A6f8v7IqUaNs2wNg+sD0XMjtDt7+HXZF+roP7Q9tBQAxePz/4Z6ryr6gQpl4D/MgfC966NjhPcWcoJUmSJMVD63PgpH8G++/fAx/8Kdx6lDixInjtfFi3IJgK1PvfQT8plT8nPgA1mkHuFzD1qrCrUWlYmf39I6SKxWDj8uA8xZ2hlCRJkhQvHS6Dzn8M9rNvgk8eDbceJcZ/74SlO3qL9XkZqh4YdkX6pVKrwSnPBP2F5j0Dn40OuyLtq40r9+68vJz41iHAUEqSJEmKr6NuhKNvDfYnXx6s8qSKa9HLMOOuYL/7Y1DviHDr0b7LPA6O3rES2+TfQO7ycOvRLxOLwaKxMH0vV9VLrx/XchQwlJIkSZLi7fi74dArgBhMvCBYkU0Vz+q58PoFwf7h10LbC0ItR6XomN9DvaNg23qYeKGrapY3y9+GF46DcWcEUzGJ/MjJEaiWFfSCU9wZSkmSJEnxFokEvWlaD4SiAhh/FiyfFnZVKk1b18ErfSE/DxqdCF3+HHZFKk1JKXDqs5BcBZa/BTP/FnZF2hvffAz/OQVe7Ao5M4J/fkffBj3/RRBMfTec2vG4230QTUpoqfsrQylJkiQpESJR6PkUHNQHCrbCy73h6w/DrkqloagQJpwD6xdD9cbQazREk8OuSqWtVosgrAB491b49pNQy9GPWLcYxp8Dzx4OyyYGv48dhsAlS6DT3dD2fDj9JUjPLPm6ag2D4y36hVP3fsh/U0qSJEmJEk2G00bBy6fBl1PgPz3h7Lch45CwK9O+ePc2WDYJkitDn7FQJSPsihQv7S6BpRNgySvw2nlw3oeQUjnsqrRTXg7MGAZzHg9GpQK0OheOvwtqHlTy3Bb9gj8SrMwOXpdeP5iy5wiphHKklCRJkpRIyZWC4KL+0bB1Lbx0MqxfEnZV+qU+Gw0f7lhhscdTUPfQUMtRnEUicPLjUOVAWDMX3r0l7IoEsHV9EA6PaA6f/DMIpJqeAud/DL2e2zOQ2imaBFldofU5wVcDqYQzlJIkSZISLTUdzngNMtrBphx4qfveL1OusuPbT2DSRcH+kTdBq7PDrUeJUaVOMBUX4H/3w7I3wq1nf5a/BT78M4xoBu/fAwWbof4xMGAa9HvNkLgcMJSSJEmSwlD5AOj/BtRsDhs+D4KpzavDrkp7a/PqoLF5wRZo0gM6/SHsipRITU/ZsaImwWp8/u4mVlEBzH4CnmwB79wYLDRQu00wCvWc/0JWl7Ar1F4ylJIkSZLCUrUenDUZ0hvC2vkwpidsyw27Kv2UogKYcDbkLgumBfV6wWk/+6MT/gQHtIZNX8PkyyAWC7uiii8Wg4X/gZGHwJuXQt5KqNYIeo6EC2ZD8z7BFEuVG4ZSkiRJUpiqN4b+b0LlOvDNRzC2dzAlpagQlk+D+S8EX4sKw61Tu7xzI3w5FVKqQp9XoFKtsCtSGFKqwKnPQjQFFo2BT58Ku6KK7Ysp8PzR8Gp/WLcAKmdA17/D4AXQ9kKD4XKqTIdSd9xxB5FIpMTWqlWrsMuSJEmSSlftVnDmJEitDivegVGd4PHG8GI3eO3c4OvjTYIPvgrXvGfgo78H+6c8DRltw61H4TrwcDh+WLD/1tUuWhAP33wULAjx0knw9YdBGHzMULh4CXS8Nlg8QuVWmQ6lANq2bUtOTk7x9u6774ZdkiRJklT6DjwMzpgA0VT49n/BtJTd5a2Ecf0NpsL09Ux449Jg/5jfB0vKS0dcDw27QP4meG1gML1T+27tQnh1ADx7BHzxZjAi7bCr4ZKlcPydkFY97ApVCsp8KJWcnEy9evWKt4yMjLBLkiRJkuKjwbE/8kFrR7+at651Kl8YNn0Dr5wBhdug2Wlw3B1hV6SyIpoUjJpLqwE5M2CGTe/3ycaV8OZlMLINLPw3EIE25wfT9E68H6rUDbtClaLksAv4KYsWLaJBgwZUqlSJY489luHDh9OoUaMfPH/btm1s27at+HFubtAoMj8/n/z8/LjXK+2rnT+n/rxKkrT/iax4m+QtP7aKVww2Lqfgi7eINXR1qYQpzCdpXH+ieSuI1TqYgu5PQUEhYDioHSrXJ9L1AZInXUhsxjAKG/4fsfpHh11V+bJ1HdGP/kx01kNECrcCUNS0F4XH3gUZ7YJz/IxUbuzt59lILFZ2lwh4/fXXycvLo2XLluTk5HDnnXeycuVKPv30U6pVq/a9r7njjju488479zj+/PPPU6VKlXiXLEmSJP1imRvf4Yhv/vaT562qfAhfVz2G3NTGbEhrTH6S01jiqd2qx2i24TXyo1V4p+GfyUvNDLsklVEdv/4rDfOyyUupx7Ssv1MYrRx2SWVeUtE2mm0YT/N1Y0gt2gTAmkqtmVf7fNZWbhNydfqlNm/ezLnnnsuGDRuoXv2H/xtVpkOp71q/fj2NGzfmb3/7GxdffPH3nvN9I6WysrJYvXr1j94IqazIz8/nzTffpHv37qSkpIRdjiRJSqDIirdJHtP9Z78uVrU+sdrtiGUcQqz2IcQyDoFarSE5LQ5V7l8ic58iecplxIhQ2HsMsaa9wi5JZdm29SQ/15FI3nKK2g6m8P8eCbuisqswn+i8kUQ/uJvIphwAYrXbUnjc3cSanAqRSMgFal/k5uaSkZHxk6FUmZ++t7uaNWty8MEHs3jx4h88Jy0tjbS0Pf/jm5KS4gd8lSv+zEqStB9q3A3SG+5ocv59fzuOQKUDoMNvYPWnsHoObFhKZFNO8KHuyzd2OzUJDmgZTHup037X12qN/LC3t76aAdOuAiBy/F0kH9w33HpU9qXUgVOfhhdPJDr3SaIHnQYtzgi7qrIlVgQL/g3T/x+s3/HZvnoTOH4YkVbnkBxNCrU8lY69/SxbrkKpvLw8lixZwvnnnx92KZIkSVLpiyYFjXzH9QcilAymdgRJJz9WctW37Rth9VxYPRtWzQmCqtWzYes6WDMv2BaM3nV+avUdAVW74GtG+2A/rUYCLrAcycuBcf2gcHtwv4++NeyKVF5kdYUjb4AP/xSs1lj/GEivH3ZV4YvFglX0sm8JVhgFqFwnWMmy/a8d2bmfKtOh1PXXX0/v3r1p3LgxX331FbfffjtJSUmcc845YZcmSZIkxUeLfnD6SzD1Gshbset4tYbQ7b6SgRRAajVocEyw7RSLQd5XuwVVs4Owas182J4LX00Ptt1Va7QjqGq/K7Sq1RKS9sOR2wXbYNyZsCkHareFniMhUuYXLldZcvwwWPYGrJoFky6Cfq/v3yMUcz6A7Jth+VvB49RqcMQN0PHaYF/7rTIdSq1YsYJzzjmHNWvWUKdOHTp16sSMGTOoU6dO2KVJkiRJ8dOiHxzUB1ZmByN20utDZudgJNXeiESgWmawNT1l1/HCfFi3oGRQtWo2bFwOG78MtqUTdp0fTYHarXcLqnZ8TW9QcT9gx2Iw9UrIeQ/SakKfsX5o1s+XlAq9noNnO8KySfDxQ3D4VWFXlXhr5gfT9BaNCR4npcKhV8BRt0AVP9ernDU6/yVyc3OpUaPGTzbXksqK/Px8XnvtNU499VR7SkmSpMTYun5Hj6rdgqrVc4Kpgd+nUq09g6qMQyA1PaFlx8Unj8Dky4ORUf1egyY9wq5I5dnHD8HUqyC5Epw3EzLahl1RYuQuh/fugLkjgx5SkSi0uQCOuwOqNw65OCXC3mYxZXqklCRJkqQEqFQTGnYKtp1iMcj9omRItWo2rFsY9Kta8Xaw7a5Gs91Cqh2BVc3mez/CK2wrsoMAAaDTcAMp7btDrwhGHy6bCK8NhHNnVOzeSVvWwPvDYdZDULgtONa8Lxx/9/4TyOlnMZSSJEmStKdIBGo0CbaDeu86XrAV1n5WMqhaPSfov7RhabAtHrvr/ORKQV+mEqOq2kHVAxN8QT9h4wp4tT8UFUDLXwWNqqV9FYlAz6fgX+2C/lL/HQon/DHsqkpf/ib46L6gufv23OBYwxOg873Q4NhQS1PZZiglSZIkae8lV4K6hwbb7jav3rXyX/EqgJ9CwWb45qNg212VuiWDqjrt4YA2kFI5UVeyS8FWeOUM2Pwt1DkUeoyouD2zlHhV60H3x2HcGfDhn4M+b1ldw66qdBRuh9mPw4xhsPmb4FidDkEY1aSHv0f6SYZSkiRJkvZdlQxo1C3YdooVwfqle64CuG5xEAB9OSXYdopEg+l+xSOq2gerANZoGr/V72IxePMy+GYmVKoNfV6GlCrx+V7af7XoC+0ugTlPwGvnw4Wzg95s5VWsCD4bBdN/H4yOhGD67vF3Q6uzXa1Se81QSpIkSVJ8RKJQq3mwtei363j+Jlgzb89VALesDnpWrVsIC1/adX5K1aCR+u5BVUY7qFz759dUVFhyVcNvP4Z5T0MkCXq/GExXlOKh699h+TRYvximXAG9ng+7op8vFgv6Y2XfAqs+CY5VORCOHRqEbkmp4dancsdQSpIkSVJipVSFekcG206xWDD957u9qtbMC0KsnPeDbXfpDXZbBXBHYHVAqx9uJL1oDEy9BvJW7Plc179CoxNL7xql70pNh1OfhReOh89egGa9oPV5YVe19756D7JvhhXvBI9Tq8NRN8Hh1wS/09IvYCglSZIkKXyRSNB7p2o9aHLyruNFBbBu0Z6rAOYug7yvgm3ZxF3nR5OhVss9+1V9/SG8ehYQ+/7vn94wnlcnBeofHYwq+u/tMHkIZHaC6o3DrurHrZ4L794GS14JHielwWFXwVE3/7LRitJuDKUkSZIklV3RZKjdOthaDth1fFsurJm758iqbeuD42vmwoJRu71RhB8MpIjAtOuCpeujSXG7FAmAo2+FzydCznvw+gVw1tSy+XOX+0UQns19GogF03HbXgTH3QHVDHFVOgylJEmSJJU/adWDpeZ3X24+FoONK0qGVKtnB1MAY0U/8mYx2Lg86DVVUVZFU9kVTYZTn4GnDw2mws38SzANrqzYvArevwc+eThYXQ+gxZlBE/ParcKtTRWOoZQkSZKkiiESgepZwdbs1F3H5z4DEy/46dfn5cSvNml3NQ+CEx+ASYODFewad4cDDw+3pu0bYebfgpAsPy841uhE6DQc6h8Vbm2qsFynUZIkSVLFVj1r785Lrx/fOqTdtR0UrEpZlA+vnQf5m8Opo2Ab/O8BeOIgeO+OIJCqezic+Qb0n2wgpbgylJIkSZJUsWV23tHIPPIDJ0SgWlZwnpQokQh0fwyq1oe1n8E7Nyb2+xcVwrxn4KlW8NY1sGUV1GoBp70IAz+EJt2DGqU4MpSSJEmSVLFFk+DE+3c8+O6H7B2Pu91XNptNq2KrXBt6jgz2Z/0Dlr4W/+8Zi8GSV+GZQ4NG67nLgmCs+6Nw4VxoeVbQ1FxKAH/SJEmSJFV8LfrB6S9BembJ49UaBsdb9AunLqnJyXD4NcH+pItg87fx+14r3oVRnWHs6bD6U0irCZ3vhYsXQ/tfQ1JK/L639D1sdC5JkiRp/9CiHxzUJ1hlLy8n6CGV2dkRUgpfp+HwxWRYMxfeuBT6jC3dqXOrZsO7t8HS8cHj5MpBEHbkjVCpVul9H+lnMpSSJEmStP+IJkFW17CrkEpKqQynPgfPHwVLxsGcJ6D9pfv+vhs+h+lDYf5zQAwiSdDuEjh2KKQ32Pf3l/aR0/ckSZIkSQpb3Q7Q6Z5g/61rYe3CX/5em76BqVfDky1h/rNADA4eABfNh+6PGEipzDCUkiRJkiSpLOh4HTQ6EQo2w+sDoTD/571+W24wMmrEQfDxg1CUD41PhoEzoffoYHU9qQwxlJIkSZIkqSyIRKHnv4IG5F9/CDOG7d3rCrbCR3+HJ5oFr8nfBPWOhLOmQP9JcGDHuJYt/VL2lJIkSZIkqayo1hC6Pwrjz4b3/wCNTgKKvr85f1EhzHsG/ns7bPwyOFarJXS+B5qfUbrN0qU4MJSSJEmSJKksaTkgWClv3jPw7xMhVrjrufSG0O2+oGn59Ntgzbxdx4+7A9peCFE/6qt88CdVkiRJkqSypnH3IJTaPZACyFsBr/bf9bhSLTjqVjj0imAVP6kcMZSSJEmSJKksKSqE7Ft/4qQIHHUzHHkjVKqZiKqkUmejc0mSJEmSypKV2cGIqB8VgyYnG0ipXDOUkiRJkiSpLMnLKd3zpDLKUEqSJEmSpLIkvX7pnieVUYZSkiRJkiSVJZmdg9X0iPzACRGolhWcJ5VjhlKSJEmSJJUl0SQ48f4dD74bTO143O2+4DypHDOUkiRJkiSprGnRD05/CdIzSx6v1jA43qJfOHVJpSg57AIkSZIkSdL3aNEPDuqzYzW+nKCHVGZnR0ipwjCUkiRJkiSprIomQVbXsKuQ4sLpe5IkSZIkSUo4QylJkiRJkiQlnKGUJEmSJEmSEs5QSpIkSZIkSQlnKCVJkiRJkqSEM5SSJEmSJElSwhlKSZIkSZIkKeEMpSRJkiRJkpRwhlKSJEmSJElKOEMpSZIkSZIkJZyhlCRJkiRJkhLOUEqSJEmSJEkJZyglSZIkSZKkhDOUkiRJkiRJUsIlh11AvMViMQByc3NDrkTaO/n5+WzevJnc3FxSUlLCLkeSJEmSpJ9lZwazM5P5IRU+lNq4cSMAWVlZIVciSZIkSZK0/9i4cSM1atT4wecjsZ+Krcq5oqIiDj74YD766CMikUjY5VQoRx55JB9++GHYZVQ4ubm5ZGVlsXz5cqpXrx52ORWKP7Px4X2NH+9tfHhf48d7Gx/e1/jwvsaP9zY+vK/x470tfbFYjI4dO7Jw4UKi0R/uHFXhR0pFo1FSU1N/NJnTL5OUlGRoEkfVq1f3/pYyf2bjw/saP97b+PC+xo/3Nj68r/HhfY0f7218eF/jx3sbH6mpqT8aSMF+0uj8iiuuCLuECsn7qvLGn9n48L7Gj/c2Pryv8eO9jQ/va3x4X+PHexsf3tf48d7Gx97c1wo/fU8qb3Jzc6lRowYbNmwwrZckSZIkVVj7xUgpqTxJS0vj9ttvJy0tLexSJEmSJEmKG0dKSZIkSZIkKeEcKSVJkiSVM5FIhLFjx4ZdhiRJ+8RQSpKkELz33nskJSXRq1evsEuRVAYMGjSIvn37hl2GpJAsX76cwYMH06BBA1JTU2ncuDHXXHMNa9as2avXT5s2jUgkwvr16+NbqFTKDKUkSQrBiBEjuOqqq3jnnXf46quv9um9CgsLKSoqKqXKJElSIi1dupQjjjiCRYsW8cILL7B48WIeeeQRpkyZwrHHHsvatWvDLlGKG0MpSZISLC8vj9GjR3P55ZfTq1cvRo4cWfzczr90Tpgwgfbt21OpUiWOOeYYPv300+JzRo4cSc2aNRk3bhxt2rQhLS2NL7/8MoQrkRQPTZo04b777itx7NBDD+WOO+4IpR5J8XXFFVeQmprKG2+8QZcuXWjUqBGnnHIKkydPZuXKldx2220AbNu2jZtuuomsrCzS0tJo3rw5I0aMYNmyZXTr1g2AWrVqEYlEGDRoUIhXJO09QylJkhLsxRdfpFWrVrRs2ZKBAwfy5JNP8t11R2644Qb++te/8uGHH1KnTh169+5Nfn5+8fObN2/mj3/8I0888QRz586lbt26ib4MSZK0j9auXcukSZMYMmQIlStXLvFcvXr1OO+88xg9ejSxWIwLLriAF154gQceeID58+fz6KOPkp6eTlZWFv/5z38AWLBgATk5Odx///1hXI70syWHXYAkSfubESNGMHDgQAB69uzJhg0bePvtt+natWvxObfffjvdu3cH4F//+hcNGzbk5ZdfZsCAAQDk5+fz8MMP06FDh4TXL0mSSseiRYuIxWK0bt36e59v3bo169at48MPP+TFF1/kzTff5KSTTgKgWbNmxecdcMABANStW5eaNWvGvW6ptDhSSpKkBFqwYAEffPAB55xzDgDJycmcffbZjBgxosR5xx57bPH+AQccQMuWLZk/f37xsdTUVNq3b5+YoiVJUlx9d8T0dy1btoykpCS6dOmSoIqkxHCklCRJCTRixAgKCgpo0KBB8bFYLEZaWhoPPfTQXr9P5cqViUQi8ShRUsii0egeH1B3n74rqeJo3rw5kUiE+fPnc8YZZ+zx/Pz586lVq9YeU/ukisKRUpIkJUhBQQFPP/00f/3rX5k1a1bx9sknn9CgQQNeeOGF4nNnzJhRvL9u3ToWLlz4g0P7JVUsderUIScnp/hxbm4un3/+eYgVSYqX2rVr0717dx5++GG2bNlS4rmvv/6a5557jrPPPpt27dpRVFTE22+//b3vk5qaCgQr8krliaGUJEkJMn78eNatW8fFF1/MIYccUmI788wzS0zhu+uuu5gyZQqffvopgwYNIiMjg759+4ZXvKSEOfHEE3nmmWfIzs5mzpw5XHjhhSQlJYVdlqQ4eeihh9i2bRs9evTgnXfeYfny5UycOJHu3buTmZnJH/7wB5o0acKFF17I4MGDGTt2LJ9//jnTpk3jxRdfBKBx48ZEIhHGjx/PqlWryMvLC/mqpL1jKCWFpKio6HuP/9R8cknl14gRIzjppJOoUaPGHs+deeaZzJw5k9mzZwNw7733cs0119CxY0e+/vprXn311eK/gkqqeIqKikhODjpr3HLLLXTp0oXTTjuNXr160bdvXw466KCQK5QULy1atGDmzJk0a9aMAQMGcNBBB/HrX/+abt268d577xU3Mf/nP/9J//79GTJkCK1ateLSSy9l06ZNAGRmZnLnnXdy8803c+CBB3LllVeGeUnSXovE/AQsJVwsFivuBfPggw+ycOFCtm/fzrBhw1zWXdrPTZs2jW7durFu3TpXz5H2Iz179qR58+Y/q7ecJEnlnSOlpAQrKioqDqRuv/12hg4dyqpVq5g8eTJHHXUU06dPD7lCSZKUKOvWrWP8+PFMmzateJl3SZL2F4ZSUoJFo8Gv3bfffssXX3zBG2+8wahRo1iwYAFt27blrLPOIjs7O+QqJUlSIgwePJjf/OY3/O53v6NPnz5hlyNJUkI5fU8KwYgRI/jtb3/LwQcfzLPPPkvLli2Ln+vVqxezZs1i9OjRdOrUKcQqJUmSJEmKH0dKSSHo3bs3Rx55JLNmzWL16tXArsbnEyZMoGPHjpxwwgl88sknYZYpSZIkSVLcOFJKirOioqLiKXu7W7VqFaeddhobN25k3LhxNG/evEQD9BtuuIF7773XJaAlSZIkSRWSoZQUR7sHUnPmzKGgoIC6deuSmZkJwOrVq+nZsydbt25l7NixewRTAIWFhT8YTH3++edMmjSJhQsXcsopp3DYYYeRkZER/wuTJEmSJGkfGUpJcbJ7IDV06FCee+45IGhw/uCDD9KnTx9q1arFmjVr6NmzJ9u3b2f06NG0atVqr95/zpw59OzZkw4dOrB48WKi0SiDBw/m+uuvJxKJlAi2JEmSJEkqa+wpJcXJzkDqrrvu4oknnuCRRx5hyZIl9O3bl2uuuYYnnniC9evXU7t2bSZOnMj69ev5wx/+sFfv/cUXX3DmmWcyaNAgXnnlFRYuXMgZZ5zB448/zvbt2w2kJEmSJEllnqGUVMree+89Fi5cCMCnn35KdnY2jz32GN27d+eVV15hwoQJdOvWjZtuuonHH3+cNWvWULt2bWbPns3IkSN/8v0LCwt55ZVXOOyww7jqqquKw69rr72W7du3s2jRonheniRJkiRJpcJQSipFy5Yt47rrruOGG25g6dKltGjRgl/96lecfPLJZGdnM2TIEO666y7Gjh3LWWedxT333MMDDzzAxo0bqVGjBklJSRQWFv7o90hKSqJGjRocf/zx1KtXr7jfVCQSITc3lzVr1iTiUiVJkiRJ2ieGUlIpatKkCRdffDF5eXnccsstrFq1iosvvpjU1FSeeeYZevTowWWXXQZA3bp1adq0KVOmTCE9Pb34PfZmtb0LL7yQq6++GoCdbeGqV69OvXr1qFKlSvF548aNY/ny5aV5iZIkSZIklQpDKamU7AyHLr30Us4//3xycnL43e9+VzyVb8GCBVSpUoWUlBQAVq5cyVNPPUV2djaRSIQfW3Pgq6++Yvz48YwZM4aZM2cWHy8sLCzuHxWNRolGo8WPb731Vi677LIffV9JkiRJksKSHHYBUkWxM1iKRCIMGjQIgJEjR/L73/+ehx9+mAEDBnD11Vezdu1aPvvsM7Zt20bbtm1LvO77zJkzh759+5KRkcHSpUtp0qQJN910E/379y8xqmrz5s2sWrWK/Px87r77bv7+97+TnZ1No0aNEnH5kiRJkiT9LJGYwyikUrV7wDRy5EhGjBhBZmYm9913H+PGjWPKlCnUqlWLBx98kJSUFAoLC39wyt6SJUvo2rUr5557LrfeeiuLFy/mwQcfJCkpiccee6zEyKi8vDxOOOEEatSowYwZM3j33Xfp2LFjwq5bkiRJkqSfw1BKioPdg6mnnnqKJ598kszMTO6//34OPPBAioqKiEajFBQUkJz8/QMWt2/fzi233MKKFSt45plnSE1NBeDJJ5/kxhtvZMGCBdSuXbv4/A0bNtChQwc2btzI1KlT6dChQ/wvVJIkSZKkX8ieUlIc7N4j6qKLLmLw4MF89dVX3HDDDaxYsYJoNEosFvvBQAqgqKiIhg0b0r17d1JTU4vf77jjjiM9PZ38/PwS59eoUYNLL72U6dOnG0hJkiRJkso8QykpTr4bTA0aNIiFCxfyxhtv7NXrK1WqRN++fbnkkktKHK9ZsyYpKSklQqmdzc9vu+02WrVqVUpXIEmSJElS/BhKSXG0ezA1ePBgMjIyGDduXPFz35WTk8MHH3zAxIkTKSoqomnTpkDJVfY2bNjAunXril8zdOhQTj75ZNasWeNKe5IkSZKkcsPV96Q42311vcaNG7N27Vq2b99e3CNqp9mzZ3P66aeTlpbGN998Q/369Rk6dCg9evTggAMOKH6PSCRCNBolPT2du+++m7/85S9kZ2eX6C8lSZIkSVJZ50gpKQEikQirV6/mk08+4bbbbtsjkFq1ahVnn3025513Hq+//jrz5s2jQ4cODBs2jAceeIBVq1YVj5SqWbMmDRs25PLLL2fYsGFkZ2e7yp4kSZIkqdxxpJSUIBkZGUyePJlKlSrt8dyqVavYunUr/fr1o1mzZgCMGjWKm2++mTFjxlC1alWuuOIKqlSpwpo1a5g1axafffYZ77//PoceemiCr0SSJEmSpH3nSCkpgb4vkALIz8+noKCAzZs3A7BlyxYA7r33Xrp168Y///lPFi9eDECtWrUYMmQI//vf/wykJEmSJEnlViRmZ2SpTDjqqKNIT09n6tSpAGzbto20tDQAjjzySJo3b84LL7wAwNatW38w4JIkSZIkqTxwpJQUgk2bNrFx40Zyc3OLjz366KPMnTuXc889F4C0tDQKCgoAOOGEE9i0aVPxuQZSkiRJkqTyzlBKSrB58+bRr18/unTpQuvWrXnuuecAaN26Nffffz9vvvkmZ511Fvn5+USjwa/ot99+S9WqVSkoKMDBjZIkSZKkisBG51ICzZs3jxNOOIELLriAI444go8++oiLLrqINm3acNhhh3H66adTtWpVhgwZQvv27WnVqhWpqalMmDCBGTNmkJzsr6wkSZIkqWKwp5SUIGvXruWcc86hVatW3H///cXHu3XrRrt27XjggQeKj23cuJG7776btWvXUqlSJS6//HLatGkTRtmSJEmSJMWFwy6kBMnPz2f9+vX0798fgKKiIqLRKE2bNmXt2rUAxGIxYrEY1apV449//GOJ8yRJkiRJqkj8pCslyIEHHsizzz5L586dASgsLAQgMzOzOHSKRCJEo9ESDdAjkUjii5UkSZIkKc4MpaQEatGiBRCMfkpJSQGC0VHffvtt8TnDhw/niSeeKF55z1BKkiRJklQROX1PCkE0GiUWixUHTjtHSg0dOpS7776bjz/+2KbmkiRJkqQKzZFSUkh2rjGQnJxMVlYWf/nLX/jTn/7EzJkz6dChQ8jVSZIkSZIUXw7FkEKyc3RUSkoKjz/+ONWrV+fdd9/l8MMPD7kySZIkSZLiz5FSUsh69OgBwH//+1+OOOKIkKuRJEmSJCkxIrGdc4gkhWbTpk1UrVo17DIkSZIkSUoYQylJkiRJkiQlnNP3JEmSJEmSlHCGUpIkSZIkSUo4QylJkiRJkiQlnKGUJEmSJEmSEs5QSpIkSZIkSQlnKCVJkiRJkqSEM5SSJEmSJElSwhlKSZIkSZIkKeEMpSRJkkrBoEGDiEQi/OY3v9njuSuuuIJIJMKgQYMSX5gkSVIZZSglSZJUSrKyshg1ahRbtmwpPrZ161aef/55GjVqFGJlkiRJZY+hlCRJUik5/PDDycrKYsyYMcXHxowZQ6NGjTjssMOKjxUVFTF8+HCaNm1K5cqV6dChAy+99FKJ95o7dy6nnXYa1atXp1q1anTu3JklS5YAUFhYyG9/+1syMzOJRqNEIhEikQhjx44FYNq0aUQiEdavX1/iPXc/R5IkKWyGUpIkSaVo8ODBPPXUU8WPn3zySS666KIS5wwfPpynn36aRx55hLlz53LdddcxcOBA3n77bQBWrlzJCSecQFpaGlOnTuWjjz5i8ODBFBQUADBixAgee+wxHnnkEVasWEFOTk7iLlCSJKmUJIddgCRJUkUycOBAbrnlFr744gsApk+fzqhRo5g2bRoA27Zt45577mHy5Mkce+yxADRr1ox3332XRx99lC5duvCPf/yDGjVqMGrUKFJSUgA4+OCDi7/HrFmzOO644+jdu3diL06SJKkUGUpJkiSVojp16tCrVy9GjhxJLBajV69eZGRkFD+/ePFiNm/eTPfu3Uu8bvv27cVT/GbNmkXnzp2LA6nvatq0KaNHj+azzz6jVatW8bsYSZKkODKUkiRJKmWDBw/myiuvBOAf//hHiefy8vIAmDBhApmZmSWeS0tLA6By5co/+v5Dhgxh5syZtG3blrS0NKJROzJIkqTyx/+DkSRJKmU9e/Zk+/bt5Ofn06NHjxLPtWnThrS0NL788kuaN29eYsvKygKgffv2ZGdnk5+f/73vX7VqVW688UbS09MZM2YMs2bNivclSZIklTpHSkmSJJWypKQk5s+fX7y/u2rVqnH99ddz3XXXUVRURKdOndiwYQPTp0+nevXqXHjhhVx55ZU8+OCD/OpXv+KWW26hRo0azJgxg6OOOoqWLVuydu1a+vfvz7333kvPnj1/sI5t27axdevWEsfy8/MpKipydJUkSQqdoZQkSVIcVK9e/QefGzZsGHXq1GH48OEsXbqUmjVrcvjhh3PrrbcCULt2baZOncoNN9xAly5dSEpK4tBDD+X4448nFosxcOBAOnXqxOWXX/6jNdSrV2+PYwMGDOCtt96ia9eu+3R9kiRJ+yoSi8ViYRchSZKkxOjbty/XXnutoZQkSQqd47YlSZL2I6mpqU7dkyRJZYIjpSRJkiRJkpRw/plMkiRJkiRJCWcoJUmSJEmSpIQzlJIkSZIkSVLCGUpJkiRJkiQp4QylJEmSJEmSlHCGUpIkSZIkSUo4QylJkiRJkiQlnKGUJEmSJEmSEs5QSpIkSZIkSQn3/wE2xJUJCKJyogAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Преобразование колонки 'Date' в datetime формат\n", + "df['Date'] = pd.to_datetime(df['Date'])\n", + "\n", + "# Создание новой колонки с месяцами\n", + "df['Month'] = df['Date'].dt.to_period('M')\n", + "\n", + "# Подсчет количества сделок по месяцам\n", + "monthly_transactions: DataFrame | Series[int] = df.groupby('Month').size()\n", + "\n", + "# Визуализация в виде линейной диаграммы\n", + "plt.figure(figsize=(12, 6))\n", + "monthly_transactions.plot(kind='line', marker='o', color='darkorange')\n", + "\n", + "# Добавление легенды\n", + "plt.title('Количество сделок по месяцам')\n", + "plt.xlabel('Месяц')\n", + "plt.ylabel('Количество сделок')\n", + "plt.grid(True)\n", + "plt.xticks(rotation=45)\n", + "\n", + "# Отображение графика\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_1/requirements.txt b/lab_1/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d0e49a1a533b1ae79f0f9ae2dcceab5faf01c4f GIT binary patch literal 1392 zcmZvcQEu8`5QO)+QjbCvn~<~*y+dyh(cls%;JC(wki)l~Z^u7Q)e0Gb|Jj|{*|C5B zTE`(qeV*efn&|ZJt3Gvnifdg}e2foquhX5bA=a_i1>$N#+*}ZQos|>n>&r=({g0~e z^`BM0%6iVxh(0E9mzB=pagQcm6Ll1# z)tuX8LMIsO_@P>~(u0ZZ1wO1&tvj`;0=EXC8{wGxMyNWzBo@z%8si~*fDCcxY4~jx|bDgvI>bT3vPm`*WbnC(u+#xH2 z6tY2j(FuM$vOm4h)TxOVDKLg}W?QEA zZ*p`iM(1RnyvppAK4-b=`DgFY;tY@{C(p@Uq>JS6y*4;W0{p!uW2bZfG2YUTTKDR7 zr8siV^mWo(Ct@jt-ym?lN&C;K(&;YKALQC=p7@ELa{{x|P?XN^Cs20AZ-q|CjnuL$ v&gQ&~@^+n@;Vm>y`}7;cTg4aVB2zFrRb@Ws@}yMqbZvxqNJQCBHR<>R_Rh;? literal 0 HcmV?d00001 diff --git a/lab_1/run_flask-service.png b/lab_1/run_flask-service.png new file mode 100644 index 0000000000000000000000000000000000000000..7d2f56ab87fe6bd77509cd4f1e5b2f3b2cfbf5f3 GIT binary patch literal 95921 zcmcG$byQnj*FDNpp$1i)0u?AOMGGy^l2VFm5(ritf=i%y6_++xakm615?tEiP@JH} zS~OUZ;Bt4~@BZ%i-uC(Dj&W}W3_`*=IcM*+*P3 ~KLk)yoGaFL9Rj8gvjQw{LL zfsE{I%6W3|in3EsBlt0G1%aqJYskrvku0+yUVPsD z_T|f?Yqz6?Lth(tK0N)lk?Gy1b{TT=V;H%gZOk>}gQg&O_&+E?X+c-pxX zKU0}T@I=^_b?=0KxZhy zbN%{t)ABLv+UEJq+>DH;O-)T)e0;DcPhKna+o<)Dy{ZzipU~rrQM_>Bf>Whl@krOw zU6#kZhd%W|!NE`sjXU8j>4%4h+A(MT__V1zX3sJ3xb{UCE)fx^U3vABa~_YFnIv4E zo0*wWj-De^lg#eVRY{a+n{{fcqM8btUVrKGd+JG4OiW7^)gLD#qmA`ATY)IE$=zNV z>o6{QI@|L?Ag8eY7{RWZ6w>ZP_Ua-hCns{KKz~50@Sg#eN&7!fpq1T423JrBl5kn* z;qYgX^3rBkNwAEp{bx#{|5Nf186kX4?9XE`7@TZy|Dsm4>k7llZ`YO4wnZ1w(PJ`) zOb3ZXURrHhmW7Nc?bi!n&4c2JiuFc;c2JJ8P{sYTC(yn-k1)y@Rl2RZ(Gs$AFEHr z6IFEbMRoEA)hfOUE1x~}&)HKxQBhHCzt&sVc0?9x80{*aptttslf^2wvs`YY82xVd z3$w|KO?s8wQ%T6V4e?tbU<;#-=pu>KakcJJ+gPvZ3hNfoJ$B(Ju(#P7)bKk87`0U8IPL-o17^{{?`UXmm zY24ptl_h;B-gwh4WkU##$ck%X+~0c~e0|0IE}TM-K5nD>&)9ku3=d_hxPIeCd|rUZ z`zwStBo1TN0Rz`~@ysbf3J6WGEOWS=+oX4llIH&JhAUB@KIMSmdm+FP-}m!SN#mEA=kL_*m1Ovr6ui!FhsaF*7*b()q~TpMD~&XB=R{^^^a5 zgh|gUT=ZQ@R~}(nG9ojb-_DZUoh@oRnxh;)xUqL=aW6^kJJGcJ#g9KwbKX7R| zo=~%)&zSMNJQ()p&!6BL7fCQa^I&8AA8 zA{J(3l)75ARKPI5R<*=OO+)i+rH0|Oo~UkUXJuN~w8K+d{%j$GEGxfnI$2ij#zh=g z&*ymV*bxTv<4^rl&qH(9Sl`RbYk*Lp7Nwu3)ITupHkscUFUBn-q!~=Z+Xs?~h}W)z zeBYb1mr6}qF7q1J>B-B>E5jz0#l|y|kCrXK#EzERCxdCuN`?4itcMCn=dN;FE8x?w zvRvp%1vx2pdvzT9_*O~_i?5#d!FK+RI6XbRkv*bc7=-F=`S$K^I1C2E4cU%YK^0^8 zC>eFDTyo3o#u4+eIyyQctBkyJBUhD`qxtl?z#%a)+4;KVT>Sj}X=S6U^_&AcdwJp7 zlZqzs_f7l^eD-Do)?*BPbcD>m2aJl(Z@PQSor9cIi{%WJ$9imbq(rX@6Sw&^gX<{> zJ7aH0y#@wsnYg6rR>ggfy}%iV9vGt5 zzJLFIsla=-JqkbQmb)-sU9O>_!BE-~?z44Qa&IQ$+Ame9y$qkNbe6;+gWf}*KXawt z_X*zfhfh;fZ(whDgYsY%I5UTRM?9vL-m2e-1yjT5oXdh*t;H|5FcsDy;P;$o+f6<3{n zm<|t3Y!)XLwJFDYR1Oj7tM1aRVa7?Rm zSxj@^oLk&l>{o{U%8-wkad=>gL(J|RnBfrA=g({v`W`8Q!p6nT-47P`?B?FLK~`2) zOOU*X5+;j%nTQGpqv81NmGVhg44*!$d}o|Ue@`leO+etlLLwZ3hu+g+)QZwCc}#|Gommfthl=sIrR1jq*xC3N~>r8LVNF zpw>*(Wm<-PLP)8!;eK|@hZc*4UkzDxwEQC!nsXzMt-Mi-eQbB$MJ6Q`4Cd>~3RGW936jh4p+f9hqR9 za#K=naWxJ4HyKB1^|pVX-{ijfoBRHKb^e;)+?iRfk*r4>G4(y)W4jlJi%g0~Y`~XO z^*E>i%CPxLiUu_SIxYXpOr;LfGL%dbS`S^9)xw!2U4AxRAVo`NW~RqhuN)DS25erQ zQn=K9&R~H)cW_hM3xQ!))Pz$9ub{Ffh>bXD-?~$;U-3i--F#u@mfOx}3=(u zmS$my7qyM^+3PU$n~QsArQnx})%S~QQk2w<I7Ckhn|?x%BimO#ARbWSlmuqV z6!#`JADRQ`!XV{U0n0~FGcbZDAP;6YHa337)p`*7(qw~$L2dO|8Bc|rW0Ld`-g=40 zK#k`0lt39z-~b)+vn!}VEy0%J+7A*0&4O0zPmYm8TLe5em8m`s86_wv7#SOz zI}d6~4M9aoNz2a8Zee|vQXE)7H1WV$;R9+_;^=NK_mTLc?LOo#l?#kx3>CKm&EG#LJfS6P|67p)U&Jz zZuJL=KkUkreD)XbQQAYnG*+D)v*du(jKp)vlJJkm_A>oNaWhjTH3T9~>R?&Od$ZHg z`-nKSzxyj3tm*igK?QK4u!pNXAczV;O|_h9{RrUi{x6o3oQ(~q%5l4dG9a$o^ELW z{(a!v`%7%{pyW}mlz_P=F7~s#7|d=Whz5M{dB2LdM>TA10<4-E3U4A~?Auuc2KaLC z44D-@|N5e-<~C%KDqceGR%S&Pc}16BJ;7viuJhXM^wLscUW1wk%cum9Z2-v3N8l9F zpM_%J!9xW|dvCxHm{$;{3kVh}#q z9<#TuUE8-DufolB#?yLufw}FGObiEE#&Yg^>^0)t%*?x0F;Eo1a=3`%(XDjKEG{l4 zWyv1rd+(*CM@B|KdO&l@ScBCG@}pj&GpMEmP`Ez8=jq*22TJw3P5fJLSq>kMSD`fJ zsBw3$1tEp_{NgpK)@3Joa8Ydqga&>23N9s+l;OV{ zc%!f-zEgICV(~pW%wE5r91#nBq1h^ltnwr*>T|SYh%GJEl1f&!E7v{PUg+85ATRJ}g>d|PlDc!T$hY5*N-V$4$0OI6$ zPxNIfHVl%IBnTV)D9+l9?pY4^z^D5r-$qxVhCoO$aHrnh&vN%vYhgb=uob!xdc#mE+R-uC4-(F#q zum&r~NF;3?TBmqpxi9y+)lPYzpRc@li&E4sB@?$OaZw$@7_M;cA_cXFvbe3qX`lJ^ zJ*VB@M%2{QqzFTEeUpMdlz@`5sO#DUZ|x;7;gNciarwU~RUG2%! zDH#B-5!WWAd7chdp{zk6Sd7-S>jiZlq)5)i>Z>D_UyIljqu+HAChP0LTFlR3a0fROav!37_D(HVYLFF1bpI4+)`hEe^hidY-RHXcLclYAXq0+5fSN8+;G3< zos}_Kk2+5xfqGDx7t}Z~Sp5}_zht^qK@R57#+kNVCna^^p<2(K9vrH3Ww;0e08d}Q zwYvitC^seZBW*M(vQ~anmh^tprH%Od_MHDw#kigL%`oklv;Q5bub!!ioKqjW!rwXTIQ3cPrw)F0Vte(91E zz2EKl&U^jBsD5QJPBu1Kz#IzlJHTq8-uDJzUXUWat3VG5rMyS)ms&pQQ#}Eqs9Kcj z45Nfg4p0uR7MTMmmwKfRC?3e2+^Vc9Nl@v&Nj(-46eQ^Xs`S~Zo_z0PSm#w)P&pTe znCI%oFf?KkbW1HiZftHsUYCI6`fiX{ze?+5w?+C}mlPl$md5}FrhXm*Wmij0?WzQp za0H`t)xY4g9&ES(*!vJz6T)t*dXguHo5~Zfu^W??n&|O6^nz^t1FuB=6l$L6k9|v{ zailg8R372+dqcas<^k3s$EybpQ;$hF%~%)4VGoHzDEX?95E-imU%NfH~SZ525(a+W4zFP}|Yc-iK>7H$bLs6V)4e~oF zz{75er!6nr$WyPa{BxT8-Qe;>t!`{=EVv8`Nq;~rQfvGB`edxTy``|^)k|?Ccp_>u zoC1~?HyazUm3!%%77UbYjbT_fy>z6>rTdhdHt3OAphl(liTtN^70>9&%S+f_U+eC zeicAXf%x(mE{2Lt^n5mI0K!GyuabgopCoYE3&CI z-;-(psIq?kH0IT-P$My(^G`lyan?^3GD~{Adqd%8v_JyS&L_*u%bSEx_+bEk?ld=t zF)`BkNDP6rE8;NqrRSUpO23AN7eRF~NOlZhVg})I$6wDV8AX)<1faYm5BS9A<{mj) z5VZi!e(TwEWJ672DC|2EAHo5nJRd3zqAYbU>qXL$Sk(Y~(?d2*zXGeUz!*7rWNHmw27#s*H<>Ripjd7THSUxWp`SEJE!tJ=Y<*{;AP~EVoP5?n5 zPYRuvau^5_b5b{h5%(55Z5#SGF3p7kpK$-hou(XNopz9 zAlemFRfoRE3gJQal@D47fsUOFjn0{O#!=rt0hKvrudSIe%R`PKvt`awW8bcSoS z$SY`gw0lyH{s5$}xRuQ!VuO{N_*GAyQOP8WPe7FT>73c*o1YVXo$4Hx_;L0+v@JU9i2NB3HTqvM_WLgy3NU>YlcIYnH{B!H)-STh|p+7sE{PN8lvySNZtB}64{#_XIX^d1$Om%UwASt?l0AOml z+{T_f@T1Zh3WE*0yiZukiZZmrRF?d7&ib5Z+{2i&YhMK4i1)Mc%f9;udYmAqX48K454C*_SxreJ7zsjgxZ3hixy_9Ef2Wr^FA z3ungXsHcBxc5-&c1H>&+{SLJ@p&v}kf4RE+$B!SMSE0RvX6=zZF|WZ#_;)=hzcjq3 zU2G~p{0l%Qe+hOPYU*52dJ!e&$~o2uK(%D%Up`9eK|xOp!CUX&r(k^M21ViHC;s~! zyu49kE0-k;D4de76b@m*Ff7i-7+wyoJ>2LZNklaUYwl}*CL_HrMMO6dxhZ3f63_@xj4SAe#` zy)4ej!J!8DoUNEH`rD3oYxlnvzJo+nJ=z*+bIL$bFq_}iYiB^#GHt!!~iDi zX8=EY_G~KIQxlAb^t|gitX%u>=;=dDZw%oGAtmkTR^m1BsE$J`hKhUZFI02KHkr2)q0a|+?KM&h@`QHI$Nm8 z)?Jde0~w;dtE)it=|H9;Er5aCHhINDgOyAr7|il15ud}C@_pdSTqeDDjInRR$4+XVQ$Alf=re-U^Hd6TzQHkY!eSP1m{ATCokl@^@OI+5{J4xK#)=E+1 z#az}>JA3(s5dX{XQCDw*Y|vH9&HA>Md%b;q~cr1Av6%tcUnq#`pXRCcHK~ zku6yAzxqa6pM)&Jz~NVWUs!;X(b~@Q%9GNh+hiiSYmv+Ulb$PR3fr3`%rX4*S}N1#DIQxP4JP0L z+4Mr@96-}t_5d1IP0b@560e}q#Ih64Afh0Z%ukgEahU=1b#G%f4qznr&cyJL5Q^H} zpTV?L=8*mzFP0&;UOS|WDx}a>gm}c7TiO3%T!2bIITn2kHEsVD;WOHiwx|1cgS@-` zfJQC8JxmwcU{8##j+8y{{3Dr@y;2O%%nAhbzx`@EXM}@{-E{3$0Wa>`F#bN zSx$BLakGq?o+|Okc+&;;TAoqEoS@$@3MmtZJy62nK%v-P9&t7R4bA_4IOLY#g&lLr zD_FsR>a~O&DFO-a0J>}@X_zrCzy`Dt%+-X9g93+5Y?ANc&u|Gru>GCdUvd3+WU zbRJ0Z`R?xSGu{+HJwf5BGd-S);AuK+=syu7v!y<}vZ z;^I30(|ml)`#+3aOIw?62{-`$`_UM1yDbEDjqKGXXiN>1SaeH3O3921LD&G0AAq9& z@4qG^Gj6=T1Qgo&Lg)Fecjd1Xp8}!<+EzE01poZY#`B>2T+s-cs!u?U4F;#`f`C9D z0OdkE=Ff$9i=0B z{Or}2|KkM+LFtgC<^4Zny5Ug^zFg-1{CGadwSV}^$MV;_*F1y5!(;jv0hJ6^xB7D= z!0!%@n+Hc=A!&l<10bcOX00d-%@k-$Cl=K06S4}f{mVgoms-M@`axLAghT!*SSqMi z;fvvhq5d2@aO4-WRM3Q4!ZbcDkQc5qDyntWj$8Fp@)_Yi!;wt z{IiuqMi#);AYfWVCrA;T2MfM=x%%f#S9-r|OMMRXjuMH*KsIfuy4?7wdkrox4`7iY znE$`7&hmPe71vb(wzIQ4inFr@)bc^j52%u_vR8M~EM0e`4*=5uA_!bnV*oghqhqd@ zl<&Wtr-CEWvzBYe!>oL4#;NJXjLh3%8&Mr&{WHc5OT^riFOZjiJ1SBbq>>Hy_GG#E zcbcoH^nRXq(0|?DUc<$))hgWicXWbLQs?I3f?4Uf=XHEx3t_f{f9flCa(~1o(xuDe z2jmHG|Nm(^`LS}+34>OV)+(`WiO5CAdiZC~AtNiGh|&ppX`vUw{WUXyY>2vXeshR! zqF9?p;km=$?h|7iLotHa>A^Dkx)uUffJO@fzWFSV?ymuy`l+U;#}$v~s!n`xx$8>d zCvK27wTwPyk5)eL*AEQjqxVx^JNlXE=+rE(HN&ayUMYq!`!n)E%8pd(*LspF*BQ^= zhAe8VN>D`Ky{%qWab_f8y||^RBXWkH`{ShUJzt%`8aCM?z9RLjQ&lol?m^TPao2to zynD&U`hee3wLt)+UyVRK<|n$(FZ%pnSL>iIq^!xT8i*h%W zk0dV3lTtXKV@b~>?bjx1(HTGtdSe6Q0LdGS^XY~QT>UUVpdLk=7>J-OdUmdW z`?0*dPUEKrqe77yvyzd4d|ffXO_b4qmNKu5l*swi*N+kdSI_*1n#I7s{hbl?;`}D0 zo}x=%7;T-_Yhue(U;9RCEiDzbFl)-l$lx|X(P?jMyTEwRz;c{2dAwb&j!gw>7}8Uo zdOE)`vJA~t6$7SsevJkT1w)qGDxd}1wbfe6l?Si{GSqFf# zsqzu`a(z#Z)g_07mG`_preZ;fo$?ahiU?k{IKHg#{ ziPnOhtMnFHRw+F(i(cD0_Hnl z?G5x3VbEgCA+JblGcM^M)(&3#1#Lh?g;O>Jv|=jih7c3zJ7NIM zV>qw9jhs~$A{iWzXB6oA_`i{+J?-C+YF$wI%%@&@pgo^6Gb3XmGsZvz^lBsH{)&4f zAIQ9KWXdleyXAYFyv@#egsGB;276r>2S2XA%n>ABiOkophDqa?Fdu3SIOQp^x?prliTEI-U zC+qqkiEPw%m_2e&sg(QP7o$XW!uK^SPV3yT!v~5DF22iHVxh~Q*s~Vd2~9+MEPS;} zCr&NGx9SarehY|R!b6p=ii#eQu$M8* zju$p!VuX>kE#WLfOm07VEe~|laO!3+mp~4tg}%i00pAPBlLuOVa{AS-w#ClCCh-KA z2xLKXG3dO#a-6U{FkvJDYaHHk{@kgLEPRfRVFC96$II2sMt*&BHuZNjE2$R%7VZVf z3E-pw`dSL`FaRgrv*lko=4%8cM3rp!_HZt(xvj?28{fdVquSz%Y$7f`+`%ssMB{!( zuP)aZvV`hub^dsvpR8rJ8Y;Kd`S9WKY*%l1yL+qjcuC{EN zf+1BqRRd4izCcB4P7o4NZu%b`ufEL7Yfgxs{u2|-R&ZHi5rS0WF>n*Dm=$P`KYQ) zOJiD|DaRbSy%3+Nj7LqP?~PAD#G6xv3QILyUJqxjck{(6kkmpol3y<{Vp?Sn6#)8w#xU4wRr_Qe=jX}Wi2XfgPN)) zeK>uE(ac^KB31#sXMirL%A?0t27xaLsec0cKb z{|(_Kczxf=p0p|fL&ID8V)~BlWZhkx&XXEJRWwkC`Hz;1C%udPlcEdD zmgg!qHa51F3{Mb%n8HAu0QVWZa0%$YDHciYS)+51B4g)!PeXv7XpsQHmPq%0`A2M_ z+gB&QqT&H@X&mCKU;f0~(;yp|Apz)z$vcizpd+LlTW>Fu`@GGNTgz@z1ix-2p@LwNQ>aPpF&B|~t=2Sj>G!z+Y6+rGbHCpMM z4a65x8wZWP?!7%?(VMgM29KZS=H*oesBN^wBHVS=<}mD;q3;n6DEf%`Dv%}#WA^oU zFcj4IOd~|)J6N`8+QM7YdUf81n=^G^^SNaYHwx{wR z=jB-^s|_Xf#fUKP<*NuU{7Vje#KxAn-xqt0 z*%0Ri`z2|~13lOoT-OTk3_ri^mPbi(@j#mFr9H1Yi4u9*J6wg409{#kCrOf)6;NH% zipWIslg5Ec^!rDz1Bysy z44|0+PmEHcXBfTEGw=(5uc4nFit)HUxmT09BBV=5R~aINAsckj_b3L5qq!*iftt=Y zciA(dZAEh1hnE=()TaYa&*wc#x$$0JAvdlhUO;<@J+VjHdZhk|iWl}x28}|lU}Rry zI(k!ekm(z;757&W*UJKus$RjFm9d>D*2Sg%+A4=21J6Ab0Z#uDI63-d>3;^v0s{#wPdgQ0ttCKf`d|HX z`r91v0dGYlA3jx;J}L#!DjoDLWRJY!d5hcPy63~`xH&m{5BD}nin+eqI4X7h{UuuD z^tbn^Eu_j%vMZ46s6b7;cJQ*cj(q5m=T>K5mYYa=v`B>AT51MC!m4xcx&LLKj1jc( zk-j%3p19i=5>$D?ezB|T{l3%69eH|0)e5(*Vcc!2kIe-mh1SoKYFBM2K`DX_sG+(g z^iICqh}(XAMV=kE`66{Rb9`UF2Qz<~Ve~j)+voP;uEea*I1IwF;OJWHZ?_nc;p>Ad zdHpXbzzl49fPq#qFq9N7b{`r_9{%PaeJlIUSpjP?7h7f~Is%>MYCxI`kAszRBCrz5 zf$}}aAO1ao&M!5+g~Uo12FfkA+OlqX*Ep7341NSeBMH}^8NmAe-5KEkEg#CfhbfF~ zf1y=wH%>)CjswGKY3KWOpSVOD0l*Mw$dQbjKv=_rwke5QfXTo@v9PMWxp-<8mO>Ea zRsaug9Nc{irJQvbh9Ve_Wr!Z$PL)6J4j%7y`wjx6mP+!XN+17{-Wst;UL+X^_H^wk zW$O=T`H9)mNAe_?hMRZyro7@HuhG{jpfw36l!|=cad&dQNsKJRSa!*= z>u0Az8E*+}ax-iQYQ3N6k-9=7>G_*ml2!g3jDr|fwOu$Ki1Hm6+b?QX^8C5{JhhDf zAieImm*)?+J!)XHpPxSrfAcj3 zfjdkx@H7cz%|&6UyyHq_sXa~$YON}vc@T03GO zg?z7yNlZ?X^i)9C?f(4vJaTJ!M3W{sv#miF3QWO(CwP;*XTX)k`+xhjqkT>eCV`Mp z-`geSPEcypc5+I)x!ro0G;TMf>btKA0;fU3eIr99;lXWrB(Rc!4Fte4%L5$IaL+Ix zls!phuWI^R9UEwU#m zYv!u928vr*8KJ@|j{1a>95vVKbG9aQ^0oE%Pxs@1Wt4TXiPmrc7!T8{eACZVI5=_w zb!&-oEySz@0m8D=_5?5}zbh;S*n%nrw9DLgdT-!x#oZIHm()yoe2XqI?QhMls{xY! z3^~3}l<+xxira)6jw_V^a0-Uyy)6G~A%4@9jlGhwMiolhL_iup((V##Zy=QV9E?p8 zRDF>zZ{=$UpVmXqDAg$h^49aqr@nxB`|?Zd@kdc7gefqgtnip9l6(Q0=W@*MPe~hp z2*+nC3dmkRR+~)X44`w9_!YTOFd1LPC!2H~7{uhv`2WhouY$q;8{`C!JPez;+7$B% zn4lEUpcFIUBopO%XR0tb9+-9Q;JMR2?kY@BcXgiuWPpfn-lfOCN)Wt3!Ol4~KNv*~ zU@$&xQ`);T7H_xtIXUmv{1x+L1?NFnb_fDhOsoQ$oA+DST`?%~Q=dxMyV2@scg06s zkB)KQUr7^Cjo1Gv;C?q2bt}2M5HuM?4fHg)d~c;Zb(6_y(({hZ%1ui%j`H;G<)QxT zUZ&E31ARszARI*>laMl*{U-gK8Lp*`c?~_jh?bmSli!G;vVV)R%`P@+pJS zx=ItAI>TDNaVf|&&U{$Uy%O$IZ)gX9bMvxi?e?aJ_XbrA$Z>kxavuxas^`B|*v+22wtK(nL~$hB!CxfbY}pdNDZY;e$pP&ob_s*g#6s)9?K9s8TN zm*ghPxFg5yG&jxLQp5fhqsVr{`suT2IwQ{8r+$5TR{tvx4aCmvO~Se(*d`Y>v=of` z7jgYQ$lJ5vnvj|H*VEpT(VCVZq7r7Jt>UQ{5aJ(%3>t+$(-(g2q!PC=0`S%(BU+)qG zEtkK~^8eKq#Q&d8{_3P<;;2OqI=;u^I~m)?dizYkg?ibyGH0GrUA&N~CSoL;{{b@@ zWTS_jf?a|Ukk-6V-4Dp>s)Ed(D(YF?HrlWHHeaIB?j4hH(hD3490pmwQP`#SQISE% ze*dw?A|!8qFT(V?;F%fXAw&qcj=Exnb|%()TWStSA(qxSm=wVi*gzHG5yKM*VY3!% z3-}oFf#=g=lv4SOI9s7}%nvigS=8!sfQaE|&`gm<8|@k}b`q@@_}$s)pE*nNJ7nFa z&+>DtHH6=r;B8p_XjIht;dZ~x4~zatR#2@{HM=4Z&NJsQnox^^n~5nBb52AS$MmY5 zg~6;%m81umM`I@iFL&nE5%hdiz}Eo;&*(a0zCGu?d(VL33P5#|P)8Kq0wy`o83KJV z{@N|Hf`WpCBmU3HekFRYBBY>!>fwgF&hq$7euOlyso$dI$B+kY4D7mV2F0wQTFSk5 z1-UOc;)1Q(1t?-KR*y~7AAf+qV7L%Up$WOMivRqs+HANs?pUtcxO(@SE)09SaHzcB zuj#|02o%nJwC-al`f(IRo8$u@&k+e;wR67JC#*caYqI#V_Zvt4@{bpB<|bicGq=s! zcX%-NcEe8^PF^BK!-6~j;H)I=4rF6z{~xnUeCH0e&;FJbP^L0d3tN7D>@@Fxcj1Px z&9H#vRu5!P$bH?*4q1 zG%BHEQq6gfXjd8J+iMhDpF-zHQ7Cs>D?3RPGR~t>gSSNA-T0&tHKdgZ$K(h>?GR84 zTX-tYzUH?6YHv=)flF0$x^_d_J7$`u#{IN=C_c`?)#|cwoQ6`~OsJ44o$dLa#QC3Q z1mkoS!+23>`Ss6>6HNouxqV$4xyAeO^v#PCcZ>A#%U~DE4s)Oc^Lvp*ZYAF@rIqmw z=l9%x1$M%(KmAPFkq4~kBvX3Er%!aXC&vf-9frqg7z`K5pFlDj=J_1$=X&m}{zs4o z8wyAclQ>CFR|`JSi~jEipQWwJw)XY@8RAQ}rq(4i1=dvCTl&XNg?D{(xwdy^at$hL zM#Oa3cqV_deRL&==2=(ox5E*J2WR`wIh)b_4~tN((@mdRa< zCH<0}bITjk-t`R!)z{6g(2hsyqk>Ax*?Gj}I+*U3)=s;#zn9v4v(_e#SZ#$JCBmvC z^fmF{YIn@*1%~7+#K*b?D4JYFqFe$w3+0^Pip=Hpzmvf#y>CWjZJjOn$XlR7g9SEa zt}?8aw}ullGBZQ}(vV`tj`HyQ_ZuCv70BwfJt`+@(%3Bb9@8hrZy67ghhEwbyJ(=e zm#>^0&$MU52--J5^8yqFm@k5Yg8q-47?@UjOCM%0l4SBPuTKM$L`HV94@u|5V6pwc zJ2(13w{^$yNT}v+vbb^`KcRjTa-y4ZTynW?^>nwQYO+Tb_Rs42DhKI2`sFh!V(~uJ z4Q}EB9~35!hi37>I5T5p`N}!xIW;#F0>?9lwHJr)w{0;9<|+H^F{iD|?TH6(hvYc18Z>o;`R94wn2p> z`RUVoo0C5>z8^Gm%2gh-%yjn#%qS!9gMe>!#$&eJHTu7di?<5QsOK9~&0{fUyIkk# z>v;b$e*S;F0L!Ta4@O48em*Io9Vb=mk*_;}EAlC4H|V&XPgw6K|!FJoH%qw<%Sg7?a}280JHtm@9;o zCjR(Lo)c6|{}YJl{Fh#?@x9Fx*nU7Tz7P(ltj^1R#H_gp-_}&v+2#2DDgFK4NFQOV z+0(Z7rj_}nor%)->e_Oj8z-14tJR(0jKxjv)MHH;iE=pF^ge5OOMVC1kMO}cTxEzU z22Z#IX>Qg8=ny#w8uz$A&Z6aEoJyn8fzQkPVLl)0ycDZE z!caZV*Dnl=PQ;=5V<=Ee@_I96jQ;sT(W?1>zl9NaX&Z z-)6V#!e6b}uBY5)s&RsO_csOVN7)YsZGCu>C(;C4o+p+E?sJ=T~R1y0AKr# z_SLJaR`3un>S$K0O)D(ndo(k*bE#MHDa_JdXZ+}PkbUCvW7*8r-4R9%3UBp2>ZnxM zKHldL`$%$kfJ?c;y6AXvlu7-Q2$VB0b9CY}yfRLtWD|Qe%lvsueWa9*-9jV0?pDT- zN&C`z`<6l%Mia9+&`x6#@x9puhi8uEolr@1uASLZ{wVZY{DD0z+h2W&Krk)RF0~mE z1bZeCllz0^TAG^aCr6Vf_`Bhc(g0hv~U z`E|cxJ;$yy2gzk>{e{E%v=Ge8*{%czpD;7V(y`bypMD8TpZ_i)WMm6xYzw}awclyD z!{o+LtV2Or(HdzKWvbwcomqcwP%gX#!+M}1=IW-ShHP7}n_zg|i^R*r)SJ#NetnX5 z;TXfAbNlss_UMlL?kOj-&u7EFw6jnac8D~6%zypbByyJX=(3gj<7(&4;JOs;sRzdd z*3lXWb$TI%Q1jsw@qw7gUaE&@hPILpDOaRWKm?VWCLSoSPj>dT?S;2KI@E#qYSy)j z(a1~YAG5-R=6n%cEvQRTLWO#o&)_+?#tnn5-$O=niSfO=Qge9@mW|n=(!Z~GGr=sI z;_gw~Xy61UQ|||&wHT;|&+ExGSU6>cG$Rntyk$9k<9WM!cB^@cn|8y(PiP@!bPyUW zr_O-dYc8kT(2q&ld@U&Ie-2^`eeBJ14`C-#nB#qV4*$FTzLN8nM#nZM$Immd{UWGB zu!v;$oI+HzdT^8f1j$KdVS@7ax0B{gMI@cvm6V^C=GNog4vYCj@fEcS0!mQ#%puk7 zp8Xq=tiP~x=e&*Ikw@DO4baRH^;O;bOebr#LFvKn&sn=Jc!o^Xg-37PjjH-JZ=X}p zg>9;jO{?}P(m1`p^I_8zM7%)JD|(5pyljzDT>+X!!IvK;9W1)+V`4_h%whw+c`8 z3xh&K@xQ{Qf&0RhlaEh@w9`LutJ*E>Sw=MSfQfhK;=%U|Zqn^L-mx53WeusE*nS*l z?W$Eb_xyL7Re*JxNyI)Jv^2{Y&fmLu5K#2N6Z>&32A3P*UAF7kId`xTv7ot=Y7|dHdJ*-VJ|$%biP$?Q!n*yY~ri z<&PZ=eh5A7r+q(o&H5pB;3}iwspCaS{mfnKXSr@*ASa~_i`{G=ASR`=aGlBJ3h}~E zHDRV)W}94{G19`BH7PsyJ!LzpJ?>qXvrynam>*3@vpLZtPE$-u7!0g(XIUGagBj-* z9^cqq`}BbG7Yu9T+GZ{$vMm~KY^=<5G|Fuss_)l3cu}vCOFAwm@<|=sxj^BgCPdgS zZswAbR?Z^)jcL?{F0FHQA#*ZDF}~6Ra`Bk`j?wlTY}xif3Djnx zg|xFB)4#_zJCZGz#T+)y+wM#naz-%4F|SH?#gBewS;TTn{H`sxIk}eY^SeZBX8jXl z{l`h~#~azyCM8^KoKKujR>*aZ;-}VM63eeBN&t_$+wPj2KO~G}BEnW(my=E37_gK? z9x<)?ZSapGa+;y}-2379(DXI9MtHEx8fCYoL%sDOb*fiX6(&qX+Ad=#IOFq&cFNqdLdqqvD+i^IZuT7w?k zkO3C#1%FQBT(-AaX)O`bnGd+N1~roBlEkN1Tg*x#sedzxqmm-y&^bY;LnnVa!yX(a zTL~Q;Hd2N5+SxA5T(tZ%t2*2pWu8Lwe}OJV!hC*0!_Pq6jw57Ie7U1$NC!j6(3O%L z%;129p<%)iQ<4SF!FSe5- zpB{xD+-TW-bNRCW&0~dIyjB$FO|4Tj1`3S|ZpW>*YRPg#^_}*!p68BG-hMlhek1A= znqiT=^ew-V>F`RiLFDp*18bWAgRySDy>EfJw_57!TxzaQvD}<;M`*<;H#w8ck{_{W zxs;iD6$A>765s}pF1uQxmR@mJpS6@`|qZ7=q7^iO4K8}w(@fD zpOfS|Y7s=;Lf4yyT;YyYotxiJO0`ZG#@)3Fd&as3`^vmG(NgN8z&Td1$D6c*4br?? zu<;2jyY=$;%+?K9--htRczoTyIYR$*^X^Ab9boeaf#>6_TM ztIWmpNiezZl4{pnq-VOmZ=8FQ@Z^YLbIR8YoQYCK?Z%tX=_;%5rzO0KwF;^jh$;$r$VeeaSJJJ*M@~a8QN=ZTj(2Mf z($b|Cs&ygEtA|%({)gH&2Hqe!wk7;k$CkpNHpJI+5{rIoaKzDpnf(5_-A-t$m#@&gRx4W*-*@8OiZN=SsKkam z*LeCh+P25e;>9b4z6qUngnsJ%eAw_sHA5zB9RhYq-4ywG^?c|v;}aLfb+I*l zoTp^GQ}NjnkG)@Z2xpEeXyT4-qD7juP?=hqW&{VF#0?)4%!>mJ?>WSslKit3tX31Q zh8(sCX{&DXPQ!9tPI#w!*Sp)8-O{L~yJ*YY>c;;{eajsgg#(aiCtzX2WqjvRh zy)4dnwr|QKy0H(#3^KX&%#h)0fEnhz_y5J-dq6drb&bM|j4}$yj12(+9Vtpxs&pMxq$3?d zK%{r+HGm>up=fB*K{_Esy40X3N((g!z1PqQA%sBqpWxuk>pORS>)!SK_kMTXFKe+# zp5!^tKKtym_ddH~?$}b;ec^Qcmyge+WLl5~_()y4`><>na#hd7Kv54J$0}v}7FtWx zBX!re*6f5!>l+nMmJ;03VPO^t1{A&dh1V2 za1p&5v`4yrd$}73(0}G9{^p8Pl?(wZnoiu~KSoy5%r#Wfy;no1>6G@Xp;IIXF2cU$ zfzbw7#)>P~HK3P(LJ9Vmx6*p(^TwN(VKqF78#UZ5Y$Vye$GUbenKG7qo;Ge33f zNY`njuOsf57GxFz##9k*bOU)zdM7J+X25`}H>fT%IzYy>d-nI6fE<(78u%#=;&#r; zJ_D((YZTgRrmnJ~7yjbG*H;&tQ((uAv7g+%6*TotaLu9@_7TL{r{O^}JmWH(nQA;H=dz_=M+e5gXLHFVqF-M5^7-Ksvf5LRe-k zHB{dwKc6vDKLH^9$nMQMHdzh2KIit6DdVw9ofq=aqIC9z4_7t2N}dTM=NKGW8QW6T zQ+ca%)*pg!<6*F?s4-Py4I*(HSd;#j+xtfDshh(O-2QS*7UMz)?tFtZ)o4>Xw$dp?( z)@@LHQ8DEC7WYbiZ<3Y~M;1K0O1=kPlG_}`7+59&<|w_hX6K;;9|^tY*q6JV8STL; z#=yB{<7QmgajjVaV-8(ce(@Xv4AxQ>H28-)r{J;dR1z+cyLH)CzWD0I zd3!`yr_;tw{V4Os9ZM=m487bgXrWYDXWY61cA-a=5iHvOwux8$GjFnV;O!mX zVvxl#Rq!c>RIeoHg0t1y?MUDLOJACxh$Bk+{lT|Z+6}~nf-0@&gkwu{ai1GVNz0F} zfCSUANhB9%?b)WXnMdvMDLH&j+J9I!B%@g#AUux!1iC-YJZ)J zMT85judH8NK%`7!a`z=H4FyZt&Mg-RbmdialAiF~^>1|{0pjqFs71bV`$Vo8`=+!7 z)|ei(XV#-$anhwTk1Xwb>5Y=&;tFR@?pIvh7q6%qQGNc*+|cU$Ic4jv96e*UI=Wmt z6{@G<_L<`ysfpZz8zYy?7TEwR(qwyOk#mE-6ROW~AOF!v-w(t02u((znH|=9$FLC1 z>8sUBb-9{sm#c>Oqp>gtC2(PTcf!sV*O3VX-pHPHFA<@4mh{u!@4llm64il6R!gED zw#LeaX|RiV;4=EerS66=bNlUujM>j~kLmBc0+kaRd3Poo^KclsTf8T$JuF=oJ98z# z!kI+%2Q@lndb`JCO3Sw>dp$_w&POHOgtfpw@F z3kPgCo^PNiw-u%Ugs0?9$ANMSy!6MUIazRWxa-`TEw9vc=uV_-6G}9jwjx%U^C&Uo zukTph0!?#5RxdaU&=MJ;NhEr>&sHVRvi}yl-oEK`X`gbH5Fw2d{wwTA!-CQ$Hd*zb z+(XO(GlT2%o>xI4as6#tR(d&;OY03y=UQ|ex>vk&bm#;d_CpyCswwmW1zW^yyDkFXwmd8WY7J0J{H5;wTTt@& z6ZGr}lQbRwGrf5UvK2xt???{JiKU-asdA3H*I|dxWwkKIgPRvu`oGrz>xS`>Uh%S$8}tV*A@-KhN_Z7G86)oKwt;RxRdJ z%>BjX4mFPpaOMLE!_<(w3ZM0dKtT>&s`ds1)o+f6FaZY@YSK0~<5mcejtE%V0L!g} z%jobx+m9a8V0zhIE(|gGVt}g}KoX;o#qvgtMhkcg8)b+O zZ4sL(ZMMyOSl%1kF5R*wb~+%R$;0S~>1n9#TMaa0kiUAgRg;`o?N$?Ca;X|$AMydYMrI&mRZ_IW49ZwA+EZlX2#4k+%%Y?ZTS+r zz(jNT6j0Zx3y2~H3a<%7fAK~Ft{Q$ISq-RbKou8&!<~<6W7YxkQGqB2;1orm>awB< zCx2xA%(50h%z{&Kf`#&h+&6u-mdY3SjB1tdMp*v5e`73R-c2=4XG7Y%1zf3XI){of zCIXYR`pV2x7%e9j*?zRjUmcvWkX8Bodd=d-_E0%_69)ZSmsx;&(}oWE6p8E30wtql zTqk3WRVZV^=p`j{|I^p_#X?i-dq%bd;e%Pr`}sm_m97ScIqEeBxq=U<^IR|t`}8) zdGrs1-;DidpX-%NjsM_8rn&#mrDoqgrTI6*EdcoKf386LKLorI$cOOQV*L?cz~^zc zmPgel);7Zb;C!Y*i31G7Mm8*m7V{4?r1=H#v;V`8|FgjTXJFOK5Ga8GgZ%SKu%W}N zjOktfxyG-=FN{tVXC{CD$5r{wUZ@CdQVUdsZMPNr_be(J8kEujhK`;6r^>(oH&DiZ z2J-)pko128{_k7w|6eBZUkBsQ;bn)6XMAbUv<}3b9=Fi=;j){)ev4R#C@bLM<@Qq7 z8k3iclenRGIgCkaN<998aSlXDq3?BTsx;W&Ft^S|*1DXfG+)(Gn6MZX6!GtK!q*mL>m_2m<8alq&uWJ-47 zV90&Lfq}SRhm^8}_paaid!2BU#W!AYD09Y-yxXex95m4l(4V^?XaAl@J>^%|ea7^C z4VhN6=*bt-U*h&w`rfy3E-qR9ZLNd7=AY3d{Kb;TFJM>zbqN@!sA3iVGJjQ4ypCHL z7y=vC8H62Z``fKFso%xP8e?U>k9XeFDx8xL9|o9};MP^CavU4mXkk^>t|u@b^bfZ- zVg?Q^`@hO@77v{^7(3P*$Yzs=ek&pN3$rpMXr{nwp=<*6K9 zkFVWa4A#=eKLO&*&v-BRbkyX`lxaxuC&NGLx!J}Q+A|%i04r3!R|aCVp*!asX8Wtv z=~(P;6bA#ljqaL@J`g$J5l8L_4{(>R96R58=jJ$^0D%Nfd@GTr+ZP;_yt?Rs1I&l608 zymlYPtZfZHVeh?{b27rd^efObc_LITt#}%#pv+Qmyu(b0CsS8Kz_22*%DGt7J->b8YOUiS%JhqSf{?)6*duD<(#yU?AV*!q{Ztbiz zJknDUyt*IOuhC?3Hbr7dYJ0495nvvma_=TE~fJzh0=lQ;=V~-jJD(=W=R$>Zn-&ssza;ZR%M$;!9cOlLCk+b&LC9sK) z;)>Aj-g8&{XE`^+#qSJibNo6AbYxw23LBrHATdbVLq z4WJd1qkf1k^zQmeE#IX_P2!|B@+!I>X#^9#eC5sA0$RH0+kFV@F~7YXQoUPckBbSD zS>w`IEae>rMCWlEdaB03LyE*?m zfd7)X z5P!f=@SE6d2A!g8<2h-kJ^NHX9M?eDLeEbfss4#!*5@3otxK$OwwC}KP z#2A%|T8!LsX>}I{0B?~ZT9iMN=vlib; zU)F6Mzo%&ScMcVqMA{Gi2JxH-wnlJ}95casX3I9t%h_IP937TeKGQ__aO)J=XT-DV zoFHRitEVCVDF6K}h#k9_3+R2h)q* zLNtH>xFEP(U$S1z2!cYr?fj{U&^UP3FQY7>+inZCw!HU2y&%TJptHib=IT4w`q80l ziY!LQms4z@=ZaD@%`-bV68QMH9KMWEipGis^lVECgz*3oOf$#IUEKUssl1ewp@TZf zH^*J@wp3r`q)sSoww&*GL)9DLhyDeHl?`EIr&8VI3MrMhJr@ScT_6?kW3)V1KJx%% zt?=GZlunZ4g?f!T*5Uam6YGSsAiqx!ajr`*X@FQ7W)B7_@;Lyk*if|ru&ih@p92WMd(NH;oM^<7mf!)*pLfG{5e=6TMgt_uHiNOiH^c7h}iN$Cc z-81KJE~Ir)w0e}oN68o8x5%3px$#&_u;9mKLI)S^R&U#6_`xtUwIM@GQ-q-$WG@(d z6sQJvwIM;M+Bxi8-KKEsFYI}aIio{oXDTL#OJFzoTSJn=)a&jmybsikDL%S-R^qr} z>U9_x?9Zgzyoc0TnVPb4=`ly1czH5?T?|6rl%2YM#OcNaz4KPxjW+BfRWm|tc45q5 z7ph`&iS>eu|9-acT5KPY^TSV-0P7UGdLQbsn=Sm*6SB_``aFgN&XreO+;31C7!$;_ zw+CPMhWAlwX0b!>qS7cQz>0|bP%bq4@#0DD7G_!cH2ls=f-+PCD{vggvJ?2XBU_^+ z=XWG+VxKZpjr!#E?eDxhQN^zBW&cJ+s8$}G)QG*T#5WZ}Xm$8f6c>7w?-%>$-Re__ z*AQE#kv>R;sT|9rdCSKVD?7}LtfNuSQJ)H?q|Xm}k~oEEFLt^@s#hR;%gaZcu1XaN!}ct^S94Ug zdp+&JN88yZrR<6dx6&so5z5I*QH4BL67G#)1)q1P${k1@5xWPn;niaTjeeqRx zF?OVwE*_5MY<)6BkCYWyXfG7cVbnmUb*g|?`-{FQLbx|CW`)s(RVU}aqL~Y9HsW>& zDg11H>?CQ0w-ry_?KUd-WLV!#0ZiP0_>ghAr@SzpYXNBPaYvv-FI@;a-ACzcfY$|| zFvdpghBtF_^A(Uylr>e1-$GDiw8GW)H=Z&T!r43VF6YNcQY%{%>yl}W-{b^>_!5I;50zfkjgph#DkV_xBRAUfMUeSN!NsW@H4{1Wv#IIv5 zqtGBUS>>bt(Lqr8DD#u`HZ{((xiy+xQLweW$#EY4FrJ8VRh8a;wo`xX7}#}u;a*NE zXo};+l$?V-9`Ky0O70u)iQf~{mEF*_n=|9o*&1;t47dL7RKUchtW7w+EO@o2=Z<@v zJ2}K}C3VlqUg!IU!P=rBPcxT z=kmTK5F*s2B0#_DQ!(rHfP4KGcJ+BzE=j!49V4@aJ2bi4#57PD)Z54g94PW^Nz$=* zmHJD%a4yg4yI5?M6UnRh`r?U-i7b{uRxc|}d!rAn8TKH8Is6?USZhm{@n=&)^vJIgXrZ1`AGpL)*j-HD9jkDhl=@oF{yxKy} zL;|tv@m4z#?Y9TNa=_M#H#;TgWfF1tyN^QiLR{dzC~}XOKo3rp{gTkF%=;p#CUBA_ zu_q;6qbFl!LbFWM=N`#{^M&KdPIGwBj)9+j({l{D=A=UhUIE)6oZf>c=G-~+MtWz9 zbMu}NkUkYFN0N@jI1k`yLwxm&@%NvvuqI*JpK%XvYuvk8K#r`D%Gz6phq!d0_vl|V zg&j-I7ecEl1Q~uw^S#9sVZX6(8=?SWFI`)0m17x}aGbmnbW`LO)mP^?W^=`t4cnu zPg+iTd#B?l3oQGR@_*-nq2VXKC7YxOPtq;6X7I^{ z4xVB?b3?c2<3=!c>osf2V8g;mXMrwMM*OQ28j7MGI<_}j^)iSjz|yc9vx1VWB#9uZ zwu8K^M5OF8wfg7XrsE$%7S|*0o|mv6$DkzBy7`lh3;xhk2pk9u1*a-_SarU?FLlWu zat*2Fp9~YJglReaaYO}DDk7F&|DgtqSXjT;1Y*>fkIXvDy>Yl$pp%ReFo~6X-Qn{mF z4;*1VtdKIDJ>O1`**kwX@iSjJ)RH8jVm`WvV5~EopYJ&CzERzs(8r8Z#XT8b9TjGw zE~`w=r8c%7zc%{av}5&GwDshss(Y;R5og4elOD}+flqC{0hu|25DK#U{4>LW38fAD zm*sY*9gKAh3oTv?ZNSie>ycgW?lX;u;qB^6{6aUd#afiov4yGuTE#+cy@kkqlYxM* zd`B2F`5ls)twWaxEy%@X>yK{!3PQgWM(}XY=dMZ^z+vL#IAS`CV090+x1sE}GLzFl z+~3lkL8WG!XU@DeStQJ1LlE7lVNHO==)>E*>8f(9`7CZWF0Nembc%U$pG+8S-ph<+ zpL{TyzByN#yPVi`%&Y%G43EZq?627Q`%U6@lTV-RMAhz=xHvvrYz_3bAD)T!-1>Xf zwVS+unrs_=r=gjbL;et?QxH0N0uxY;@6DjFG-+EUfWeCVRu$F;kM(2eBnMo+_I=$R zue>$ZqMQCo2TWqC$f=3Mr(PnXMK{~q#X@Jplk(*=1w&zk;h5+Jx)}G(5G6{H_?>W& ztkvoef3oiHZ4@-UpO}m~Gg{N9`=(WUfOh9t&*kmu7s$nWr`HWH&sz=em2Zr0g}=cR zYpv`>X2Nbsj^&!)+DoQyi?f}QxfEBZ?b7=x^L6p%+pYjmq2)Phm?uX?#oU5}Xp6iE zEpIaCg5(=oY}RIEKE!=QjRuApRA=7wz2w9qY4g0i25iMA98Ru6~1bS$o-ay)U)&wFngDG!{ z)ya{k9xA2_%;i1pm#>jnmi(9cY3~~cr2i}xdGS=e$9+j4Cw!O2l~DZmHCZI=jsE=>$pPxT{S zl*$iiE~2;RHv5i*Z{5`ex4|twAN5;VKe8vaEFp*AOl8Gz&FjC7BwaGkUy;Pk9-kNm zJqa6etrZzHzMyrq16~*T+3(_$R;8^)>qV@T;M1;S5j~&!u;pb%B`tBt`=CH*aYW+- zuxlpfX#l2)C(8a5aONG2%)~wsql8y&^M!=Ii*D2PB0h9dW-l(u3R_HqA-cx&lkOI)BE>8NjwqD=xiHo_f%ZL+h%`tXsf|u7PxAmSR!-+gX4|CRJx{KZ+-7l z(`?q)-23}AKwL$hm%lyq(i=8iCc=Kh=QgU9FEQ8m?i6cS=BMK0xS_nfo@06TpVlrd zbMV87XL1N>Z=s5?^40lpY3*vAJO`$>SYiamN87Af@l$Ppzd%n})8_ud#a`RR(kwjcl5PdogJTN67?_|HE%sW$=4;v}O9BbHdU zQ+2})ALTGs{L0}Lt+$@Ld|%Y%!xxW!yI7m}K%p`##T2pGboe3|;xzI)nTHqr?XBaQd-GRz!qX z&`BkaaagXy@@b*9GtbK^(3P>G|w4JR9P^6QDYq41kt z%}ezjy^!en$Dm`!bOrw&lh#N=^&Fc2oJ8kw5#wQu>Gp^`6&cC6pT(mu#9^XN7z!;L znq4u_0!5S}Me9g9Vb=4xE18j>cWm+N5}l*nOSC<)o^!NGW#hh>840N(?3`<>;$@7Ghs=11?u)1s)1Q%S0EnP059s5FY~bvo$0@N3(Mdn|E8x12jAIW8iB+n z%=q%I0cFN@KitXx>C_S2?@uMwFCJ5Sar@n^55I_~soZ<0<3+sq+_;Pjt~}izNf+~m zFH#TGG$5c3&&07_KG*&H37y>uuHOu9JySV*<+r;>9=?m8aN2*vvfV*{jTV37a-jTN zyA*yHN%kJW;$=~sekknX0xwa_a5#pp!SxP@t$Be}baDIEIx~B3cJ?10Mfb1`wC)o& zbh95jd1}+DdB?Wfls5jTFCUzh-FsQ6w&Kswxx#+`^+fuG)E9a2aZi`@=UVb$ZWGgK zzP_Z%otQ4ZyEc=&HFdq}m70j+uUQBQlYr}0l$NvA6?Z~MTkBQz=jfZFezh-}dpo?o z9n|^iTZoW%oiz1BNcW`3&s+8$Gpw4L6uLy+bN6 z^6`0+;Mf)j2=<`2&|A-{ZHKvRHWBSh{i~e1Q$0ma$R*xyzAok($rk?;`=XGBdbFuBh6BD5Rpc|7h;a~2#(&!ANF1)x zZFfwOl7no|-^Rt_m10L%8v~|yHAr80iLpiS_7S|k&2~i- zt9sR-&nkh0n`%+I%h35OnxU=hgH0~c4y@gM9qzF9-o&-}GAY?W6*anbw_eajog<;l zcw)E=#g;J2)E9&hmR-B2um0xs1Y^i!2j;mvgoI(+vxpmcE6Nq0@kOXYB~FJkTo?Ax zoYSDGT1nW);?`slQss_0633fhgRZzNip!4QJY3O6|JTQ<2bneJzUk=#=`4}##6*~) zgw5yEj7@4_kqIVaE!(wxHQPQNy_KN1zP<0F&_+R<17c}PTX#9$h|8IgDO0}Yy`X|o z@A()U9ASy3t(q-_1-?1UsB|UO%ayX$ltX`(C2-;M0`|dBa}Y(NxZcTC!WqF|b6Hp+ zz<~m!mbGjF_pQH8pT?{X$Jzyn2udncPi?!DzLu8?ntVN~p00MGcjH&Hm@sgxuvp4; zg}ZA5X$DkgyBw8dQ;U!u!pcLDyUmve`X4xa4xJL&7*}9+T9X|Ml+aYD&-*a>E<&ox zcLL6};I}d#;apxLpt-vX=kYp}NH-xoR2zR|ZBHWudt7$u^XM?h6XY7vDzGK=(n{u zhE7MgvY@LfG;oQ>4Zulcq_#qeUcIN4^ImJ~uwOPppP?PwaHEuB3HRRi)!%pX<#0aV z$97#h%db4+Ui1Wu=dq zp)pil8Jdvp!zC7vUr;z7G`m+6nDjM%Z3Ig-A<{OFBI3BRSab793bHhul(kqPNW@n?tFgugGz)dTg& zCjmDY^Z;dFK6tf>j%a6;2@$sTodGePtF`>d$>8X#6QX4GM^)HMmzhy+7|0ZMr^fPY z!fJbcnQ%wGvmpI3y-n6c#K?8Yu^o@jCKsIaHM93q{-jw_2mNzTb{{+ER7siB@?CHB zjq_FSYFrq(tBg@&M?r0)q=i1}r0rySe3rkNpeztAn(Siakvq=gbB>e=QSQEHi zR!#WuvUGico3xMxh_=s)ot4x_$yhw#(Wnz+P7AWG;aCPEX*=Dq!U;LuyYSz#L~({` zntu`CSyg>2^7Kn%S;ApBSTHf_B;c;58>~70Cq*9o3*MRq`f1AVrX|iiXDa z$-hPe-MsZfz`%(gVr;a2J@kZsdqVJ&AHsLeeA6(#KR@H*4{=#Xe+cQh^6Wncgq!|4 z6@pc}wxG%iPfjK3`{8Qw#iZIpjP9Jm)-x zJE4&kMDXh9cc4eXt%C=fA)_y5NOAgoZ$ z8||`&?sFd~F_tY+Q6w*?{ekWD4q2u{s5ABsC?R;uQr$Ct6PBN7OW0{BQpj~6W)^@rf0CwL> z45ySeW++2ca!ou{R&{Vy==~HSaXEslU<`S=v(>ZKIM7AWpIz2sh>gtFr{=U@F_%j6 zml9MC)3#>bG`5n5yycY>awMIS=Ow-E-?QEozPk8^GT^;d>TISHFEEh8t$Gqn z++Qx9CdQ=nl<=HKYoRNL-S$_CgpK$ZH3;OrV!`(>rNN?GFa1UKQ5}g5T*|GYcwlj3 z!M;vPP#vaa+2y{{>BuR$e?y9wg+W>nH;YszPo2l$Y63SRHeh$B!S5#+!DUHmn_MZm zl@OpEUtmy&^pZAsF7CpDnr-CT)uJj`;Qrx)(C|i;RytEZJI{qLp)i|EeS+Ca{gszkg zco%dCSn%nW2g*~IX;Xsp7auP6FRjsJJ&lBpL)uAS+zuaS+`X~ zk~rTL4#tC4#u8evo6=%}42P2*2hUTv_6n;Nyo(yod=r|aY|^_rmYULg=dXJF7Y~%G z!+U6G#99tikna}&L(ey>(BYN;ZT$G~fiyJ#$3((^gYd6G&i}m-REqd_EX)8&1ulym ze~}CDPUGH8s*Jbu4_60MftnAT-jSvH^M^|G!Ck>T|5enWzb5hT^ZehWiTyVSKWw|~ zIyf5@DXfD@q1g7Xg2H{KClk}sN2M;w4VLqMM^{wnHz|j544Ox{x6z;8@P5hJ+Jj7b zRd-Et3}Wj5s`?&3)p-5dffaNx5i7AP-GadPA#!czmGW#BCKtHVG3hAJ(F*T5{{(_` zdD`(r=$-1-(EX(2v=qUY((Fm26|>}o8C80o>D6QOx7-ToDf86w0 zM`_rNVqp<=cE)hoo&VUXq>y%1S;A4^xDF%9Qhu~{7R$l8Z;5JqD@%ZJA$PFD36`xS zo2vI3sZ{WWD}4WGsM^jPv;!Z)Pjf-t7bHpjBo@&ni~Nb3YoIk!WE_x&r0lm{A`r2#$aMmuq3 zY)hkqw?j=y+o7B)EAJ&0SfPritD-Vd+}`rBs!(9*7fD$%fxvtMoP`W!>vR8NOW}Hd z8U=HxV+*ytaX4q?zp!D%sTQ4*O3%Y>w1zN>;X)=QUkAPfBc%f>z99=ywi^nd$ zatiR&SYUqMb2|w()2dVFxRp`0TPr4e-Irq*<$h1U02K%_|3m1?02V4OCq#CpI5z>v zo)c;lRE9Fm>~Lz{i=L{{JY1V#V%SMKAThrSqkeel;D5O!&^l}uID-Ahr`138^o$0e z5qKZ@C)^@X5mYLkMS zhCH!a0X2S$wijr1Sn2%z@O%>1^wU1S3ox85Gf->Y3WH z)~-t-PrnBdU-<+ySN0tiSEH7N4E7oas)Y>zEdznpfD~PW)s{TU+7mT$Z)YB;YQF~q zzg1i2K9`(GBob$BG-cy}O4JIHkj3PyKuZ*$Ipko?_f#p{?4oZB#Qum0aK86lA&D#h zUUyWf3qBOoQm(KU0G+O$!)DjiNQbo_ilr{oKgm%`@-eK&PZRo!%ZK}Ydy!N)fc61L zzr$=>^$kg>{Xhp;P!-Lp3dQT+5O_`Qm#ApurNirk{QqlKfHk2?iw}`33a<9ng89-P ziwk8X@XfN76&_CNf!AD3F&r+mAbwGYhsw)gSh~)nq;*mLvaAWBK}Xy6a~&qi?gPCJ zw-Jaq#mP(=mFd}GWBLk60ugOnw|=A(uYq2zVFT!t{RpI@Vi@UtfDtP)yEgE*}#($)+Kc@ zAiuS+tfx^ziO`q+;w7W`7}Z44<+aQrc6#Ub*jh6_qk?u%^`q@7MfDE$S%FM8U!JhJ zk9^#5$RT=71TWl?+&r~chh<~-A*z{&mxBqvr1|tr5V9Ldl>H&rH zC*s1YOj}dzbVMCKAY-2f@wtPSE%Oy)>iAT7WYA1HXtXfn38#TgZMT-M49=5&zylqQ zXoeiKwA9(7)bTKQk~;7@r1{<9KxOsxHhtY3a(1#d@Hs?**m3@qWq>o%&$gF1Y6))@ z0Hga>3X6PjIb5_N?xVZ9@_zo-Csj(Fjr7HU#MxF0(Y)E3(3Y>aXit)T7x06n3pq`r zL-#w!YNV2(mR;q;#Q9xaRI)yP_grz&@oc!U5uPHHsD}@5=1AxAU7K?_>D9MZUmgmi z5L*IWDZcDV9Zosr$^p@h|NL%aWl@DkzCKo}>Vj`l-^5}&f8vtI^i}3cuG z6x%~S1T^%DC(lM`5{n8F-&HufS6T)LrMdfy;A`5ABrl52jl{n6=T7vn7jgCCXx|>D z%$FzG86~q~3X(_l5_4d=R%>gPYiPWVuV+hQMaIDK9BdvMG>Efh!b~<_@brVu@ z?&~SZ_JK|!5729-&<_TktuypCb064pIZk{6i|`vTx}Zo?cr;6!$jpjwqKK>MGB2$N zerJ6l&C+Sv192DQgo@`HVQWZ`5V3B5<2d~OI#38r6FLplF1QCB2HIjK%0v8`BUoap z-RCN;ULLOUTGT;0W$@|7uk`ZJ6=f)KX7iTv$1)Us)~CcEeN#>?2a{;57x%?E zF(Hl$+HBrNH>ujCIoNWfZn!c7H$R6+N?1I{Q*Eiw$C;Yms$?^>!NoLsP1qr3b44a& zK^QAfw(w{AoKNpc?Xn9rmpnImXmA>rQ$9GP->{w0>9kgYX7fdl=p;@*%FHcvG&GYY z!6rQ2FG$tJ=~{i(5$0w|zpj+RgBHyrYC?f6tXEdLHK&BDcUBoFE$TP+Lj|W$9$QNW z{fw|_GUv&F4{z=OJGNvYuBi{g%~r`XLQYFO*qrw92JrR}0{bl($ZmJ*r%~Orbf)K?0p~}4y#Gv)3Sw&a4*Po#E_`Jc4vrqataTyvSqm) zZLPO@-NsVZS$3bVw|s1s^=axGOd|M?m5ev5Rg-fPc)-mix$ekfh9 z-s`qw3Fwn405}w)EydIGR(U3iyYj~P$76&T6Uy^UWw%fG+Gy6)*WSq3IC>kK-H%XV zECK5PY-uYF$2DK|WpTkkrq!oFi+MR}FI7<0cYW09C`xvZdiCQMUxrXz>w`*bwM1K71I zFd{?q+?Lc7$jKf(4x5|XQpF+AKaVB31|rrIm2b(s+6i=af^(|)z~ zK2Z~LhigD{XA$UE|CrWk!7R#L`$rTuLBo{KUxG|@re1~LoZP>x-;`_)n|7M84_ot>@UcVCKtTK~bxpGLL zG~=Hv{)}<`^Zx&lqhR?apt=Bl5a~ExWv`WhGQpw8UWgT!>=l>X6_@YHxPxp5a@dv^ zXgDb1)78k;QintuJflBpF^7^AU0q#Ohca-8U9+;Hoc^9Bv~2JvcztS2e8R$=*~)rM;Y*B0PBM+mYiU z=5QTu{8Vu_7*=<7hkC*I7WhgIQ1d`)Av>lNXmYJRbQu^^&B(|IXygzJOz=&^QFWky&p&9wslTawr}P`Hu@wjV`*1WG8eYEt zHNEby5&n&+{*$~re?8&ymZY1ov2;`1&dQWdX&F_ zVY@&R&qk0rs>{k5hYT!7Phg`T6*aGr9l5DX=q6x2=rSM%Ui;1;~iM{9neu zso3*fC>-4LUv`lj_ia{9n_vQ~0qa3AuXLXpTb?;{M<6RBzpUbhUQwJ=%Nea-tuI`F zhkt0r*e`t046Ta-9$bA|6CEZg|8!w)+<<2cQ4o&XoDV-)YPHgBfo5M~`Xh z54Obe(?9G=uOFPUT^a}4^#21u#AvV|n0DUz*Ik?GF4iPtqz*h8*X#b0gplRI=CWYNcfyCOe;|D!NmcJE6*|K-B{QS{Ol7oGtMaNASdcj{M zEGU0ssW-8DK5n^qbGq}K=GY+dd#>9~Vv<>{_Uk0>B zC?s-6lHfu>G+kh59`~Lbj<;4!!`}<2q=h>vVBob&N_5)?Fn>)Bzp^uDvYC(*X(8O1 z1T5fcW$OV_q;ES+z>obw4aBpTv=R8s%VK(qA#z;uGCpB-#XKP2o|gHxBN zK|l|x{v03EEC88bXwFiU_ic@D)Q4X1RY6IYPCU?=74&Ubo}mmWxtU+HL= zO|&^kHZ0nIgI2qD4FhyQ1TngZ&jUS$ff_n*Za<^Oc=vmzO4k7YX~x0EwZAioFFYgQ zA{Iq0n=A8>(%yDy>{wx1mCEaxHdW>AF5JqkUYU2PzYdmb1p3soiamYb+SaB6w1o$H zl;vus%dg(50KRQ(xJyTcykE7xX7{yhtthju95j@_uu_iF1CRlF(W{vHH84tts&IX| z4uDC}7D!p>h#05Atb5>HZ*`_90Ro1eqaiWgCUDhf~gnx`pKPtX8qBEH5T zm^xmqsH5sB9`XCgu#lb$5X)$99RcdVH^W(FeGVw89_B#aT!;zh4D^vSIM964zlC~^ z&Q~jmKp;)G5=?fGtF3pwRLK+2ECzEQ3kc>2GkNG)MEa;~HhO+x*maNCySMYwT^mt4 zO_&p1tX!Qd37aU@aeIgyA^lE$+`(%La=?w>G5eXfT=uP)$XMD8nC^G#l$-9;v~2A2 z-*ALZF9;adTvxnXF{%v1?F)VtPY|;8bZjKe&1R!&wZslbY9wp9DjjI6OW8?tWdYr} z%}u46Y0#gzo!VC+Dk%F?YsTwcF9atLxqc9?rv1`#G**y&#%s?Jc-kSZICZ#tk$sOzFrYbr zv^DI#*ma>t|K4{$aGa&?3Cb8Y6y zzpeuBjJpf6s9T#R2?m2XYzZHHxyl6eVeFt#AGF2zjZnk$fv*GlFc=B>1IhAW%s^K+ z_U+rZXPB8K<(a2}X9q*R)p%O^iS?tgxVX6QT&lOWj!sNcQWEvPr~?!6yH&ei?5IVV zv$MH?HoXe~p8;CjBt=rc^cVg{g0x~!s|pJXOB+OtO1$>#Hor{jVm&;p4nV78Rsp)) z@4uDE+Z;_X9VrC*FUAAyJipyYN1Z$AG&Mk}>oE?8(*}W(fq{zr>m~LZ3RO|_2C-9q z=$xV$&TsbWI!@hsodg>UvsDY;lN5eha%OGiGu006>RNIjxI8kxp-uWAgp?zrvQh$= z7!|6NZp0N{_Sam27Z1+6Yk~JMc5U8G{1`7(Cg+a3y@P{}iOFzx4wa+Ue%&7d=6910 zK(Q(q47Rto-{|3d>24z2QF_2}M-fqrdI>#Jpz#DXFtK0hN6qa}U(tG3kIb%_AE=QnYq+8(PMO3-UE#ml>ROKz zu?&u~red^lREc;ni1#;EXZoPK%+uG+3A+7wFRHL`pw#9-Zc%?qb5rT+$~=|If|vcR z>uGvwtyT}NQ?EpEeN#{#7qX^SjSBjIH-33=9W2h_4*~zg|BM=Wlb^$^<_0gjx2|cR zZ-<5%d85rigd&GtV2h}V2gf|+SdOq2|t(uHo`7$kAetLRtYr~Pc-a4&dfuGC#+BOyn< z6Fp(Uao2R=HZfo`Vapm|4lMuGgI@Kty+Z zQXD864$p3@=R z#q51KZ6q6H%0Y=X&^D@|eVpp)E;3PAt0RT0RI4sBTXe@Y-R37px0Nd^_BwqjRMw93 zjHX=a{&k!HV?P*#&b1=^Sn$~n|YQxfaeJtdy{CuF;=(YishC$GwCPoo$9XRhL14u zo2;!SZRw%vg)ErUOJdTmQrBtA9YCar!|2-xR(Z>CMHBTVkfuETqrWco+jqSDf0CBm z*X~rerfR_^kg|4cOs8Onm6GHIY;JL+70!N9$zdoduCGFFcpW47wLV%uZ?oN83eNr! zBr_K$Q0HP-*e0J=rcgQcxu{_d7lE|0x88NLkXY_ItLJOqyjSqmoJG!qZ2}I~P8^dL z<5k7f#o@dRAvR8a_JP*B8*z?>1EF^$guYg-1juJOJ99k2NlenSjO~*I{2xvUVH0Ij z(}xooq=|hOOs|V87*(*vtMxd2a;k=G;}drqduwfOQ6~z~QhdgL)nn3+G$THg!hg_z zu>6~nlVR#ABvW~X%&j~FBJDJ@>O5{CG%hObJ{_ha`^zRA~?yvf@&rt&B}u zFwsxRiFRz?t@{7id(W_@nyzgaD=G*!M5IfTt{@;?Ma591OGoKlO6U+#0i_d~^xmsL z=nw_z1f+K&HI&e6fRJw|;Pqbjd%W%W@%?)^AV-+JXYH9aYi6xE&zU{PoS@CGrR3cU zdQBs>^?WzI4oslw=nqmV<-`!t?`}WO0hOzI*U4_})I3TtA>nGcdN@la=i#JeQV2TG zce7C#wrv?&6E!otSl=Un(%lTpPuOmfD;(~+U@I1tB%zhi%g_4?GbQSkv{wqWvym~* z4l}NDM@{kA|WQ4`zUT1MBBwYP56 z09;%A+G6UwFjAvmvLC5BzyE9qIE0x0!1qGX%sF116Kn9R+j{OQCM<1N4e!>xSMzX| zW9_v3Hd0nI*34DATdFN#%Pj&Cs40AFHPC-h=PF@XB>&bncA(_k#0;QZqES$Xf)2j_ zd7x)L#UWfh7N_GK)K9>v;z;p*jdXky?DhA&SX7HmUs~ym*N!NhATOZLZcm@HMMZ@$ zlb8%JCv?Q>sKzTykjoEQb7`s$itE-;CPqizqDYKzlpk8v9YqPC6>PZ>ovv}vo4jpQ z@}K0WDQBY&ishf0lSv-*2Of7CvrAUX-u=W`#auz^{%~&+CPrb)I&qP-Bf6-HnTO@T=wX|G!Vfu4R z6=5L(--;3o3)XzPX!BCPOl|CP%=(W$cKGJLY8Tdob+7IrKO1e5FOGFpORcgH7^UP3 zIRhv7_Qql!zthRoJ$~2BBVj08Twu%{etUKnBvk<)!kf-YGQc$)netfPp1wgKK}MCw zPogRJFXy0LAVGLyzS-?w4%v~>T#q?vHSR7p5a{?|yw?NPG*gm>Y^)w@^G%WrWdV*` zn8GBz8nY{1%0Hawl{-$_%SttODDki1--we{*)Rb^msBN0*>2j#hF@LF{00u0W8=*0 zbLhW7>w{?fs)pS^K37roIXzwzaKYf3c&!_Ss*u_JbcX z&)FJb3X%}NAUH5%Z6veWK#q-d5Nj@S{M%gVF$*%b!j6r^yu4lgu;ySD(*8?RQRuQQ ztc;x#emo)r&^6H~$(q_;4pS?1w;NMYq=}9RdYcQFXLZwl z?P2MA!`|Ot(Y-fGw!C2bn851dscJfQ_tniW$6gq^qGH9UOx^HHSzbN-nW4B11tC=+-EvCLiMEK7P1_erL z%khhX^|Es=LgoTHYfIYP0#;jnkUC+JmO`1=NMplfsYN2x$`-y27!dDPR9AC=?DsE2 zq8~=bhxG-EaAn9hS}fDGZLJ)9QxP&Eqx00lPpSwSr%*c?cJa)(DXtUb*yP=ZYdh+m2?=FaQI|*c~CrIce)-K=j8=i zbuWF?SakF};0XvC8|1nqjqKh|5{G3_tK~_=KQ-NzjfOH4(z#HORN-wMBlC)6q;wp#m=-_V&11W+8ZM(2@Zka#l?$r>$Y|jA0gp<-V%Vf- zxc8@u>$k>C42utf)r7ju>URmTDD=o;=6A%J@{Z3=-`>Y(*Q^H6a)pF=mGg7Ex;$cm zS_@t>?VY1J!u(ooW8xv=tY;8o)4})4gt3e*!x?AP@58S(kylXjUf?`V85e8YuKP&~ zj%R27)b(GRzKe_LfIcUz)i&$XJIYf9F8r|Bsfo?clTlWOmP%;SkGf4OVvgW-@!hyF z?UCP0FPawnvA-RycZX{lwapjafqxVqA#!xf?-o>U1;p&HQ7npjX_<5-hEXA_SkuU? z-J9eoLX1ZOK)nLG&U|lRQ>aqBmzvbfdbIm=ER~Cmlr}2Sm4#gL_?>4~;mlSJ+%nCw zS5Osa@0AIUi5EHOq|xhrSDao?Jhntxn!@T6I?(w7Bi|=(7pnDZK=nV6|y$JI%6YKKQ!~@l=V`mXf7;52lkK&-|4w{TEL%6j~ z82w~)OsT1rtDHrh;Q)1!t%U<*wBOK7!r2wxSv^(FWp(!#Fh@09^Qhk_#wDj{x}wmk zkI+BHm-!CjbAnn5M)!@P)JPHL+~;J)721=JyG=)Kj>&nggtk{9xg4cLD;C{%-VNHw z0dCqwe{5o^t5j`7tW~>tNAq><1)nRi-7}*(NC9@dQXg}($?aPVM8{&H2UslMio1oX$ za2SG{p+X_=0!=aq`MC!^&z`IJr?QdtprW~%yEkt48U9RAV-Q+ z*ct22kuwu7$D?BCbwjnaYEcLg(}c%7eLQd;!)_`SNUDCbVgaPcJwD5-X1j3-M{&ZaBxR)zDU*|}M!@=V~AF~n&-z}x`ROmaT zK~`#16w#_w7TV=YywN}+tkA-iK-gp#eiMSnnRjS+am$-)f^+krJj8TKo3cD@t~hLCfn(2TxqL`> zcWrJjDd4kH(p2-vI?YWz#lqp$k0=(QB!0jyvxSLwb*VKD?4Q=ZA ziXdQ%`GP!!#WPs@$pOmQAM_JtEcyMWX3e-p70hUUR_W?Wuj8`AvzO8I@sUXV&@8Qf z(S4GnZdP^sX03!t+>qN#8w$G|@%derO`*`|M)AyZhLX)8Q=T zW_P!T08;x{h9j>Wu4cXT@X<|Ea%%?}ysMi3qRy*;NvC4BwJXO(^7A_6E zr77{K%$g|-2Focd?8=mn+eEZfqheEDXd|i&f4XDfYcN;SKHplbzI-=W9<@qu)$5wa zp;m-@IM!KHc4Ip?&rLjT@}MZfaV4h9xT&UQK@e7+RghaLI#ZMozNA!P+-{7WoSV2S z@?5|%(k;59Uo43VH&Z>XA;719IK@)ncy3I0vUM{~A`YTEBB_B}Zzi?LI72{r*C(qD zpX%1XKUfA%Qn)J%T9|dIf-F0hTS5JxnrziVNJ1*IqRXdqmDrmM>)5p>- zG!0~D=et)sA)9(f)zlK*%)AEY_I0q%YrrPML&DgMV-(&YVH$f_8)-CQh-qtI+NJ?} z{}0~3>>L5g`M?a)RH!__namH+>PkOd%t`7F97(dpQPWEBRdmyh9PbfOEucgn_D;6? zewfIWZf8Tha+Qw$dx;2r-CvYICII)H{Cx0?{9lroAL^cHf|R7Ai-$^_|K9sV`o6h&o7-p;DdOyeY| z?N8lnEhzrc_y=q+MMXqL5@@v_bOtBL{0U!303$Utq5+t)cB@M?CnpCaFE0;(ozyLa zN)PYdqM%>_N)Vu;tPGsH0CimIX9tSS&cR_pgP#G2G_PKI4<5Y=2EG&3WKR*VUxmoS z%FD|i_7kwpAN56y`Dy@iy01eBVE%!h&Gz4V0MIEQncx(GsMGZBS?!Pb1p>vkCmTA& z1L=SNV*_Z>|5xk6m*nK<{}+l}1nh`c%@YSO7<>Y$6aB%aWM^lOz=7l+^-l>)@OG~O zmxDrpMruY83WGib7FH+&5c~A>bTjHBf!(q_q4va|NWIC+%w%1w-BJLcWIV)<&u2%- zw<~^?u>i;u0h|^MKOP$~YR!P;MY^<7s7#yLIAmL=xJT&b&F-+}5-ecuUK z4eVFG&%GK!?z|Y;SADhh?IC@9Nl6JH?gSo|NY2j9ZBJSUT-FCNRlpR0M*}pA@rpLJ zJ(82eVV?1vLxZ=cin`8d&m6%f*6Ffy3%XQn^SjcD3OjxLBD0)_694ZYJHBMXTcO@m z`;=JGYGy*^CZ&v&Ql#w7g~)Wa1STXS2{IggTq8OL-7A*41A(y{lC6MkU{wPui19l^hQR= zT>2SEWb{yNZQoFR?fhIId^&d=vWBxhMcq#qoS;9p3s;zI3j`=veL_`~yj8NHva`Hx zGmP*lsAfx(9uN0d_vNVP7fh2b^C*+LiZ6_N)uc2HaO#eL$1eq+N7MKjceW%#k`46xtIOONdJxJF+Uo zB2o)@ZGmFw&L1zaX~r`PvunhAxCL{JsH+u>*GQ?&<>0U*avs~+I-cF1NhRLzAye#s zu3*p=dat^B^xIcvg5}Mr9rB{(+p=u5qrCNxULIG~js;I7=khJ97j#Zz0yfukcXIMY zIA-7w&vy56J47`mW<7>J!+v`whHo`{5M}iyLYt?CjWeX`ao_44C~ZC~NNrI3z#tR1 zzenZLI6yV7PP^v4B+$W!^>Zkhn$6qFC?#7Rem7}pD&N|f7i=w-AMaq)-&H_Wwp@cn;_!ifTW&z z0bor4{u)~n7V#HY?;`*#lUYj^6#~8D^x|_3f##3V?r&LPqyR~eIuq0Hs0THARcI|- zF}oi47-P#{IaLp~R*w|)Ls|lu#0kv489zuiRgh3BL9(VBwN&yHi0wt`Of^0CH299^ z-T7v|4wabu6=t`q;Etbg^m3;8Su@qbWRD||$Btf6`6Cf0IQs!2wbSLDr{I92BMWWO zSnIOGp(d}<=DBXLBc25ya*qI3GL&EybO`H#pIAB)ocvxD0;2Pcms?*C;%HI7-?q8U zy8=B&4%%D_)p38nr#>Il8f2REO{!O%jmBNsL~PG!$`L8m%LJO#isYp1p5QB*{X^sM zs$_paA0;Y@bDcac%G`4krRbgvv#tHce3-HIl)hDv+Oe)hy*nwvf4iLm_n;Wj^`<6u z?Dyp=+XVneHv!>sbcmag!Z3$?g|#Q~)wUl()w8v-#~hYyo-E;zngo)`H;E@edbd0t zNT)A191y4S^yEAC7l;v?^I>kwwstDwaIA<`gYfof^XSO0B|KW$ z9!#CTodA#39ePl{lo*(>`3y?Qw;Q|AfcL15l~DS)hxu@ZDx8fU(5V|| z9QkTum#$)`JiTr#C=Zed!7PreW;{9sBPA3319}%f(aQ{x3)X2U`S0Og1Cl4}W@$H@ zOFBIky4${@P=T3GGp`2NcNp&(8P9y}rSaNsqw*YRVwZHoJ@Qqv_p+fXXWcvgqmkpn zzvwg`>VX;Ea(ISa#`h1;CmDJHuVoz~H6=Wi1ZRgmmOAx(RN^#D+8<&SqyMf2@IkiM zlD2d2>3(PFhq)SO24d9bX#w!226eP8zB(=^#skvp7^QU?$%AY@i896MJkEb%R*=c3 zI04bfX zc&Qh^DavZJ@@0&=QCkzN$eLgOxNrXUM|BD$RorEAvFJ@;2!hSms8bZ?0eTK!zG7I> z83R}wZ&w-Tpb>idDWOOHpi9GJ=oA_PBz7n7$Fu%R2?q~UjV;DFwgW_F7HUBOl&g;@ zg)3f+27{nhg~#3KJ?~UjjmUJgqGd_B2xv)p=>5R}<#IQRIN7ldYr*lo4p)xN7|)e{TjNW9t9Y{t}6;%<)*rM242rfD#qN#`D$MueVf?P7=-C=K*el zN30!Q?y46(xBsZ4z|^ju;mJt)l5&tV%wL}iSeaE-Pd)UL9d3paeJ|i_#gkCOa!aGi z2~nPv=wfFgc(DMm*8%QkdN&3Vq5dJTw3PJsq0PJ|UZegOSBEGp^s4rSa>knotIbAb z0rnBptZ%1Ar+@H`FnKH1B`jbdLa4zbh;K`NGp6T4{P8tXSLzwu@|P`_&^@BZtWIZO z4poY}TdD=)(TO36_O8`MRs1S?*6Dep9kF z+C~o=8FIuLX?oS10J#@BPFPIBa=ATwYc_W1;sI#am^eoY=9QM_bT(>g%h$SP4y<9CwL9ZfX*UoaDZ(uFLNNP^isF~cUYdV zE`BfT2XRd){D9~KH)B2_`ZFp|7F3D6Y4cii`|VdQwuE2Gu-$M_8_Rr19~~DWp40Y1 z%HBGuu}>I?P?8`;lA`;=9sG+C-E-yMxH_-8BvTAMl81EAm{$qewDf@y6ZiDcRzU0F z9B0ga8Zu)IRi6;!kY(JwClRewH>zjXXB%xgvc$XyEfl57A6*9;r2ANSE#I4c!lDeo z;;EsDnn`~2+A7GLWx!*O3yQE1CT6@)GEyiw9Qp#f5TS zTuEv-oj0AXh%#1zqBXQGP15r70ZzB8GhWoXVYloRc^n_ zLA%TP4R9zWOPYdZH8HQz$ju^(#KPF5Hn=#)CyCM2WsPold$QqZqQ-*R;DhqH-s7yR zAUgawcq^FGtH;T-B8meg$L{!2w89+W^IKEOC0{;oi1L}nPEp;{Cg)}o$MCwvk;CkC z+akw~pTe%|N-^NI)aGJ!{54?OLU_ychq{LAp24kXj00hk_m`9$F7JJTiH7;j$JLR` zpw20Dr>iK~KAa+VJ&F!cE`cy^Y;6tcAwtg`l=1DYn z2ZKuP=3pk^sA9ldb1?(+GC;U%Y{*~L7SkwA*74&U)VB*H-zem|up8)g9~A2-Hd@Qa zzowhCEi7qDQxP;qBgB;?V&_#a;VzRo+s!UsDwZW+{!LvNHHeS&^1wmWu#~Ny1Fl+U z&D@TQbLbG*4cog9?xSeS?(boDrK{fchiDbetVp7Qm|Zi2gh9~Wh^Sk;2BQOp{M;aW z)n*9pAYyMk3~Oz?c2`{@nadbt-x=z$RQUpP!0)h`5rBFWSDN9jR(G)HvJ*(n@763h zZ#DG2%5n9x(ep<4H^s&fYSOkT%Ob?Wb?xR3ch-^Lj$MEwGki7}Tq&5ARrW3VlZsbQ zs9b&hu>>&FSuy2q|Lj|+&88P`t}!0_J(^+?>1_%G)8*}6*{*d633re^@JdI?`O$;! z4#15rH&MBGN;wxBI*e+zeO_)cnV<;g+ZYevUoUazbNVIT_K*^_%Ng9>-n6U|W7vnw z1yMl|QA4_wij2&I*0VcRo-4x*;2^^t#+nea_8;tfM(8g)h-Jb|9O%Bo9Vg4TtnY(H zV$G{IC2qV${wwvwzirsc2IuE9-x(+%!l?f0d=r2K}Z=90TgU!ehK zz6^EhS@V%$t?FAc>d$k!qsqC8TXW|cWGw?S-f@}DJp=VH_coVhQ-OFmcFEy9eQl^G7$>C=k60HZ#x0=fa8Mz!KFu3EZleoPkWpxV13?xR!;n4A*NPqIq zYig$pTkuWRz33zQ+~D+339DPKNs`gDKHVxk`IBFTy64E9hY)YWJzMzULCObLO^zb< z=c$K|;oza;%d9-d8vAYGx2!ResoXe26xQ(#RoKefw>op~Qqjjt zQ0hUxLthhWV!fZK@*0jd`QLGJ8<`M=(c-A-^rYUbBhDrjsNf?>jf8yaLFMu0`j<%t zy`Gja5oN~8$_er6#kMX}#1yp4UuMoyOb`*1uY zVcPKA_Q68S!eNiX;P1Hx)uSWV+L zQ-2|_^Ywq{ULw0#c_K_9NAba8Jxp$CmG58Dq0Bp%ey;L7`FEbv?_H{Yv;N2ZIRST0 ztNSSQuH5444F&D4gn!?WzH0PA7B3^c@5i@ers|r{eNhf<|E^Px=+4sWSwbG=mih<# z?}#|aRv2jl932F*{Q3>97#@U}eG~n64$wdKSYkZu{iNm)4&-Wlby`x#sD%ao(?&VC z^NduHTCOQYd_wo{BXZ(YX+|5@%YJ@-mg3tTa*}Zoahg&5$%8x0x31WM z4({t6^^rN%YM8U}oIX$_;IrX%Af+t;GWwHcF%6J@{?oDBNn@LSeDatk*!i?E6IR}R zztdwD@&0kAH~dK7OJ$4I-4e-oLv(N=(n`Lkz;KK^7#dHv<}{pUq`b@-y4 z_4dUQDxKpV?@y#rr1IL2(1IeM9sM6eIDvsTT!Yt^{;DMbv(%{d)1Y{&9yk#bpV&ou zYE4UwOYp#umYMUPo&u*q5=1~9qjJctsKyEZEq1;;H6OZW-UUJh{t8{}ypBG#o4-jX zMP8IMKFM<;?w`-#q*Js@Sk?B9KSCuGgm7BoxayUz0q-=Swpt+lvVnBKkl@?z!t_woIDUJw78nCYkW?~iS3ZyI#0 zKGvtxmYx5=07wK(Lh3{!IE_gByQx{H5vL^E9RMHA%nAOy@k7#E9UbCmjWv zUi!kKsJYv>Vr{K4IRxwThU?{nJLuJ3fnWM<1_^q2aS_y_VEflx&rEMT{{ANL)uRm!^?&r4)vtHvo)S!Tsr*( zv;A$Riw#Pmwh8x93a7;*+@S1yY5@OE1itJ3IvpWRN8;mwExAaA^v@|GN<0i z!HuNqb&p9ecch)=iALkdx3sLKbDgf7M56sb@E0=b@zW8Uj zwVXawQXpwf975CdnOtc{OL#eIq9GsB&StyxOwc*PGsi9Jg34CR;lgTpNDlb}8fS)k zasvS&4mhE;xeU6{pI^~q?bXH=?;)C|{)?S%+2kpX?-FZtI^34eaVK1ULfbuR)xjQz zOdG?rIbUHP({OKqd1N=hRBbS4IuggnHomXaPLf6O7%R2$z|f4m{a7;g_`uZ>PUk*L~j&{^)X8Q=_jYtXO-8ajv9Irx#um zApBz z_m6wzN>oxTP^)BTgIDS%b943)XAGDfAeF(>y=P0R^H&oYK7ly>?|V&)%863m8{^0k z=}B?AU6O3YyhRe%r8!v3B9|7AbOa5XJt`$3Y30#Io@uK8BvKwdVA_37V+r+YjFN zHB>wBu!K}Qs7IIPCl}ix`iIUImxk6h&4EP$J6&IGwzS-=Jn$T_sxMu|=){vdQ#^FH zGUZ9m0SuhWEUn%gpMcI04#8_ZfoDldr_a8~Kx>sE|7au4W4HIKe6XwWvaDR4J@juQ zJtIG+V8^!+bUUS*;m4m_3?32F@@Edn?x}Rexfy`)0pFE#@S>Hd*H-+6Z(k)0clIT#m9R`dUD6%o8!~F zSK-Coa#8Y=9XBn@m0a)iO3Tmhikbi~+5eShA;_Iia;YD5Y>bU+DlS+MCgY1OI-Uvr zm6FWY6a#cJR90)^kb(AeI4Mt#he&ZKX5FdUW$>qsu&>y<*ByH}&B8QLwA3}Q%W z#9T-nP|eqEilyWnaj2{h(I|Z_wSA4k67r*Qt|nXL3Om;K!6K*7R#2W_c&|)>s5L3;1D&$?q)#IMDZ0R;yL`d-btl*)QacEe9?+3a(=mh zA5a<>mR<3dt!yo;_biGidAGnmasQ{A;94F_Z;YFEHe`Y|NE>&zKs$t3W3DuL)82%1 zw8>Y4?4jc*qVtPH*PftSxQG)S`2<*a5qu`yyn-hMH&4u-o1G#k5QOISini^(Gtvx` zz9j8ELxxr>g^(L5qAO*!5t%+*!zw>Udue)?2YXB8$-gfwogLJxh}PtlU+{1t`9SJx z@-t6u;DO+$Sb6di`(HQwH3Boe3T%cSMZN%*Np506Q}=U6YEwfyYy96limDdY>z-e9 z=4Usgw7k7$?DbX&IL_FV(Ur3uv+YmQJJJ;UF}-Dli@7K{G$rGLoYwcxSe58<`dkie z89mFVRpU_(qb2pvI7Hp)@O?t$6SH6CyuM@>=t~E1EIU5QLb3R73?%+sa^W0}D}A}p zW%CSZwPdGr5~b5!`=>~#geAT?ut-PYP|5F-nyt0*ob#Yc z%y@kMrrmAv%EkQ8jaor_mi={MTVefMF=3{8DUsR}x`ifmH->LuBjmmuL!U=bS zl~4U1)ksVuy(8p)g(+BQ|GlFq{J`~UU_x7D8q}HQ-54C%nwq6&OX~lb>A4m)6KM9m zz?jVHoS*SPi{`6vC9Tf2#1?o{DpVIVRWNTcvhgE`i(_Qq8jnAX#FLRFACI;3mgbh? z{q-)qxRP!2@>(@1Yu&oA_m)iPIms)KA0M-JS%XF0K0t}RWSV*ggRLc;zrMcYXNgJ1 zc>9qlUkGfqx~sluhK&-hjDXn=vL-gB5#M)TXcM$F&xx`o_Xvp8hBj)mWlgxH!BlIv z`9fbJC9Fw*&+c4=scB=96m4uBf`EOqoQaSq#K84S8l^TE&s%D2dNpH$^>P$XR-EYS zkM#!C9!U%d9F~`Citeo|2N*{x;Jkk%TG#3gyu5B*Ke?o8jT(?iUK1`jAAh5$?Sf@F zt4~F&uHg$t5*yxhEB%Qr9sRYHir4*0Z1poR)P=!1W%LyvS62L!W%*c(6$bf{NKv%u@mid9h*#yIhESa6#km{e&N=TU%Qh{ z8gt$U-a$zlwCcQR7BekMltB*{Vf(luGDj@2gdB+@5R9t>S;f^;*ByTrNlOWPC^ zh^Qc9gJC(=N95{8v&GquvNllbHvaIcP}th4G0r`7AT$lc=-v#s8g(P0$&Y&PH#GOjHuLy$@o4HGBpZcVan8zbpkPJ>y3Afckr+UowH(} zypR)ZKVW)T@lb2bLf;UmM($cc`<=6=X5^QzXzE=&m#=E#NPH6mPO^$s{M4wHlbEgo1-ntV=Ff^Ex@TAXvOPS2B?-bme50Mhk_OaU;5WmX%UH-a zFu0@JTSK(>4y)H3Xvz7UcWjOw?=KejPj$X2`F!-ScqUPkYs~3`B$mo-5X`+*QuJU^ zBk#VZU;uP}Vn-z6=kM#q_KOCzT#;yy4B}1S-~B-%l;ZFFiMV&7y(#u+nW)!f%h^s zZ;cp{!#P&(^ljY>NaPdJP@Bi7%67g^I3iM!|p47i3PiNsp{|_zQ|6nMqBL zjF~_rXRv%!B9|U}oNc0U^S;UgOPBlBl5WCC%*VsDR?;%O@s3?PmxnES2(u$`=dm@P zp&LEQHMIuQ6s!9HtyOp+SNfneWpCu%`bfvksRF_N`kk}XgEq4n?G_eVE6)aEL_`vi z`BcvQxb;tB-&f4(D!0t(7<{&s!mF^sF@eIA`&&;r&g_bJd@Pc5|LF6`!d;wZT5;{H zM=+$8D=m@-B%dL7{|`0zXEhMre~a)4CY!hU^E>Q^-tji-+>x>NU8ak)e};-^4LsWQ z7y<&*8%A~E;1c+w@UJmM=G!a8wPQ~=B;L15SUnPKyE+(4 zu~A@dAaD*2VlMh)f6@0t$kk+5kMAm$Tcy!_tlU1Iuphi`?r$^f>-Mh3O41S~Z^mSF zx@6vDp~ZX<)V~PKL_|_d6j_M9^V$2ffmI^tIb0qQ5H$|$oM|~W^0as)=J4TFS)^Zl zM7JHt>8>YIp179^M^5E2TTwvc)Fijr!hHJ`a+fc&2YyZB>#B|BjDx|3o1mgC?|$Th zm5}vIWmFzBTfdJbs{HvMs|Qa6;)WvGd?;^Db!lk3>wtx++o2yV2IjaphoO#7Jc-J^ zkjjIByziXm-?zs8ei^!CBtl=#%CzXod7bZQDpL`NPEf8z0TV$WwQvi`I9KCQ&GDr?GU> zM!&>ICJQMA{b#p9^5?xv>VIKF3eqaevNr}_wtSOX8!A^aJzQoKpfKQd&s{29f+>5! zDt5w-k8S-b=r)&rjc1sW5#M{xp^qAZQSv*_XQ!bz-oUPv){a7Hh#Kz1=9 zoAM~G=AWk=duVjU-!uec{_ zcSkkm$Z3~FP4~_$)~lIXo#}9JE-gt8oi%X*AR0lZs(YUl6=^_i)tkPU0-Z?3$%Hw! z+mr8r7&KaH6(+xAy|7tcS{B*m(dJZ&OQ;qRWCaW5^O%nG`&bor8yb@`hKG^Tk_OVY zl(j!g9EtI;lCX5L_g{G@A8vPZs-m-V#`7J)usR(kT^sLXn@mo@<{YV0Oc8YXCsD{z zi&B(VwUDR8-Py#&rv^_Z3KS3zy4qQ9ljHqzIynbG8J=+$uSI>d6+x3h&e}kErGQKod3O zCmw8*Rf({YgxYn>|{79-7`I2&je65^SHH`MuEGdB7QP zCI7%2)*0Mg*_U-3Y=oCN=uKBC>22$RnP4<$T}l%SiC*O_UsOemj%{g@Jn=-ubamQt zI%r7R!&Q~fl(23MD0OfAh*NYJ8%naVmopTK7Xf!~Bqn(V)F#2iGO;@kVmCB0RJJ>9 z=;|4h{Kl%5oWLfl7s*-T?7eo3zQuOfFj#gzW#xiEuTELqIr{1wtgLPW5V?xupmTkwbjG~EJt@&BdJ!Y_i#p@1Y zdLqr6caXIXdeTJ|ZZVYnUi&j>vz1usxy_)rb7Hl&oEoy(iZ>Yu!bMY3CxE?p2FVUdnvs^lE-kW9B zs&6sX-@Ddyb&Z!wE;g*Oy$M{DG|s}+&29Sg*n%OgP6j+(x`z;{o_riIFjdxLJWJvrMn)Cw@kZ~DkK9z87J8Wj%)rFFf+(xMk9C@x) z!o8XISm`#M|dRf$4A-zfA+|Xk|(*e`4@x_?EIV)ANSV zLCB+UldjoVh*jD-73#kMCcpg+THqYkB-z5+h{!#w4Co`1*|Nc$ymPh^iU2DeE1vMM z0DOrgh#6PtS_@HRG*-K=d=NAnt6h|V3zwyCBx$t&hMT*x$~*F6pyyVvUl5~hFWc~j znJ@)nDZyn+{%9((TG*;&&1JqqNe0ds*qzWORBx{|0W*DI*E3N(Z|7eQ0Ig|pG(}t+4AyCqI;}`!p=-2bk;lTgMg9p`G#JO zK?k1!F%Q+bg<2>MrP)&t=nXH0#YTl&$9F!m9WR*_Jidk{@6z0Q%reF?;_$e4I<%~#zOnr`$Dmksq%|H5Y5tPm5#zZf z*X$@_7~WjDY;(_fgrhz8UiuEb{G@#J=FeU=+VgMRzX0=-=-XxPuL$TKtb~cl??r}i zfn;`_=Sm{{%e3HbhEP#jS$2Y*h=y$3kUG5R(~5ks@XxKk9424}Hvksp@#Mq{LXx9k z06=-%yAEuPa9y7}Gah!+%&yaOj(#43G^EJ`UgH91wOy7?IzunNR7=5nbnIT%YS?ed zvOqx&S6m^6u=G1Kcq)I&s$Ot{2?CqrJmN9V60%046JlbfvzHSK>OU!2>beF?ISReN zm4t$)*vE0hoj1{${ZxL#<=ZdoE0_Yb>9revIo&;*09I&o+rO63wzJB`Y-=YRQ-yqs z0aJzz8W;Jgq#s;Zg}%<*T$XWEXEt7&>C|{671E;Gg zP$!&{T%zL|bg236I>o=7I{m6?E}v%%tK{(KdhWqjA-;A(ii-{Fw_oq@b)&yLcs~mB zt%zOFTuw1Gb*XE7`G9O#-HDgKo#C+B?~UWm*G#6GUY0)SW7_7fG)eb{PCe#(j?UBo{fmU(geFD-cagKG2m0sMYFtY-PuD=O!k zFEWI{*spw9#kGzyLrJKzzS2RdmacWTL;bED+1x+G-QQPUr^|ARvMBep-gV|i#tT<3 z?#_7B1?{)rn5TCOWhwhxxln$Qg9B2BMo%`3L{;xDp!bN2%?^T|uvbpiUV;Mn5OA7xGSOCd2 zIl&TN9{-<|{zQ(3GbIBdlZaDOHqkXykn`EkX&0d)Oaiz5H2mDCt_uGj>IRk*tiJtA z4BxwECTZpfX-W@^qwi`|yMT&(E`* zpEBH7<&plYD*1+%>GaPGcSuKlPDJs4KFv|B$#9JUSPF2(XMeWEuy!L@zm;$YGpKiD z2`IhC=FG!qDX$w*Ed*JM+a`ZY3`o0i#i!C`;d(hbcZJ-=f?vuo!paXNDp>l@-XzmMk8z zq^&OM=5~6?Q6CB!{OFzD=Y2Zr_sfL}t4JNm%WRfEhL5=fW>I^Q*>!9)SiiUte2l#B zZ2fhk>N2|y=4*MkDz@bk5^2X_vC8q5gYH{XDrITq&UY3$G-Rp!^;Sp5cx4IHyRW`u zQ#cJ|j>4}5SRZgNhk9;V)O)^Q3%E?5x&*;RMJIC3Xy6Ws1g63|d28c9D|4XSMB|@V zLsa-zZ0HjCOLh!%J2cf_w+82*9V~2RtaBJ3dYh}~0llh7&*0wU{B0OPmDO5bVCCY$ zL@bHbwdq*N{^m5;*t2ppE9w*BQ&Tdka$iSwE{eX`>NP8;DXHYor%Me6z??+yp@{id z(Cmu-vyIxG6^Xma_G%I&W~kx$WlMk(3fM{sXDlRZk<=vMKMniAdMdP|P5gPzNiU}! z5gM|K4wWDj2rWUyM7h7nlG16LDnPw6#$SeDcf%Fh3md!6&hT9OM3;xp+Kt1j(n%V$TTn!CL)I)%H+Bur@~tK` zX0f1CU;R~&t`3B27R+x(-bUJyJsm4k|W4K!~&;(hOB8iPWG-heTInR0a*=L{MF3;X;3;9LCF|YAEu8C4UeV`OY>0Q6J z_u)OO;SW`APeSi7<$21Q{Oc8ckk6UqglQN3*PCsMU@aURkA` z`iT4QHWt=;OG=U3Oy5%xAju2DK|$LE@20wZMBxgMm=G|ZdWnOA1<0VHX@?-B32E|N z1Gev#`q@t5;p$732ZA+P zB4ihSLpmff@=!?L!;N}++s=Am&Sf)3O=TD_e6r(@baZ0g6Ra4-JfxRky&S_Oh3vfdH*0$EXQLnGa3Zu3;b_jM;y0yr- zw1bh&^aXkHCufI_m9bdx*X{Fx3#m#k1Fd8U_@=$r>;~^zOy-B}ebLK#o;v;LMw$C< z0xD-hOdnpj)G>CgG9&W&nINe8`?U>&qA(t(v;%9Yj+*)Kt$o75)PVK;f%50p1wraV z=%=ayB!b!7-!!K`CQffkYA7%Dzbf>G_RtF7y6x5B3@fsS2PaKH&uSIgr;5eq*u?=u z88wZm#3IGh%WVeVEz?_h*$DZtuPbWyPoYSQhKmuEZe1h9oRUR}xeQ#o=J5Li zU8I4?mM&2J;WgB0XTI(rNzHrs^JA^dI>060r;7JIDK>c3&srYv3ErPLY(am!`Gm8> zshAov>D0`hDz8#HgGO4ex|Vt_Iv{SAMYlCP*Y!|B6Hh0cCP|C;N~Zm^Ju^Y=$!*&& z;6u(Tj-2KrkB#-w^m#lr>zSc7ZNU%WnYk z1YZ^n=-et>Ph1i)TbPIiEah8H?znVVHRsYJq=C?;D>LwO3>WbG@V-mgQSs+b3eCB? zoYR%P*L2v>ZED{mON)1bdq56_&bYBPT?YfF9(*-JSlh1dX@1u8E}zW_b^gl4_n~J_ z6!la&Ek{ojnGBomSXQ|M(z*MlV)?ft@^tgM%4zAQ?Xw-jy_Axgv;&cW@5T}@Y)cPR zR(>5zuQl$?j!AF65M+Q0ev@Ln)%tB-L`9B9Homi2;GnLyuG7od*t~P(=UemFN(Vl!d$hE@aiu>wuS7ff z$CsP4eK^1ZjY&0-Zz49PG(wUcZ@#!GqqViw*6!+L??z{eoKgPi(?q@DCFCc~errJ7 zH&{D_s#^!JT#F9!L=|9ad6j=_>$uitAJyYS?Vmp$eWE;z=-x9K7J6w%nIXKsC&!n! zIdsjXJ=Q4D%j5IStZwU(;#EA({r9g*HG;wwzvi7DmxXtS56hkJwY9ZgO<%q)tu9j#mUc`sFcQ+I%H(X;B+ri9(=?Ql zF4W7W<`9fh&4|EvMn9aqQf{5Mx}H>h-c_%~8k#w&mNJkNeXbxSzqV81)pNH%X{u|d ztjAo(vWLb1-dL)D`nGUpqchwqE6X*osI3+?#@-MW<4J$Zj~lWhXzT(vJw{mYWktF< zAbTT#xf}ze#DNk1F$1yE4T4a~tB;z0ng*L}`RR|xUIVr7NeMsQnXcGP3KET7xXaqm zD-y8wgzDPfwBeMe^sdXQL-4qU*Ij8%84cAZ)~C+*)m6hev~!jh_91qcy0JykobD@K z9*%CE+nMI2KB9YiE%v|sX~v3ZywKYd@Y6{jbehhjDAIW|7@V?6_p(uC(p>y`RL%SJ zO1QnrLE(P$nyu!FlleG?k5f6Sw{G!}%h+!J61H9U^RBvm18^Gcl#oV?+G4sJGa5dC*!UI=#pI3T|C<7uE+7uH4+| z^ySa?1Ml5*(1djr$cVu&MO|8H)oWE~+0g^}Nrw z7zsEusV>&XTD|G_mO+XO7J-&sWOvV>8iUR`n5TDBPyWH^_h8WOiMd3J4gP*vsV)VJ z!}}SeDMS8nvkB#+k!Yye< zhaUT|sV5{wm>QNMeB}tV$Jra>B<+OVxE^-u3-S)JOm1bZOy=g5tU&yQyuUjaYl^{O zriMbRNfxbo=B(y8_ef+c8|CK%%%9M;)eaz~L-*tOn6UcCy2htc4E=9^sPeBngQ}~x z1S#!L+1TwW8PIyw|EO5bNk{pp!aqNO&FrxcOS4bi3eaee`U*+<9t*GqRlZ)Io>N$8 zv?U*i7xMAzTIU-@g#td*G(NC1x2gZU^SREu=m=t~3LIpy>4JWJoAj6tf1-N2{|Vn< zq*~SFFEgsQeuJhCo6zR>F54Hb8Bfv2yKLr)?4VnpBJ!O-u`2+xEZ~>Zda3q?vlAri zIMrJ#1f7ATeaMf*D7c8a+kqz=w?jW4%u$kdQ`(?WU*a%ei${WhoxH2X^0J5HL3yi?UpcQ7HL}30iQ%E0Js9B9Ji&?>{5EXWWRaa{5@t-*NfX^XxOHV*mmss zy)QnLA85rn*~^@I?==kfd$y7lMiYUdp&LXvvUD__gwYGy|aBQhXM-~yf&u- zhp&wEeB8AqBft_kcznn*D5lB=+#F!mEHEJ6eT~)f*`I^y_xy%|16sae;1fsokH&G& zv~`&>b8-5SKrHp?)12#%Na?!PvzZ9zq|oq-6| zx<7YzMjG8;eWmvEMIbuj*oo|}6hfg~iFF-W|Vz2vpd?NT`vDvWR7_e^uSQn^JsC(`=xRxb@^jCwzDUO z`pQ#Y?M?0q{Dk^L>k%ZY_)kc|=0{3J+2YFmGSV8bi3gIBM{2Y;&C{)ApH9@3u&Q9p z#HWRg^oe%bn{4?B{~LP)jUx(gK6jUm&o+#Dr7mttC@pGznXEy2q3aE9Yg}EK5t#sq z49978zkEVh=&-gQ)Kb+BhAP(n-l}D+7NKhA5RtoJf}~ z^K2kgE*=YFIy7UO=B~uMtsO{^L|(a+>9sv6+&eT$+CWqD_;zO~#JV~rIX2(OCH`6U zDG9yFu`o(9YjMDI81L0_e?Uj`LT5&gu}mpz7KaQTU{)h$x-#=EoE%^}t?$A9t~jjshCmMmM~Bq1y~en5r2UTA z)Wn?jppAtOjVm?K-Uvi{u7bOsdAjWoPDHCrv-0-2Tpe{;L&#RV*UhfUsu(vUVOj22 zKDc#4s*?I}25D*z9%uIy-u%3G`rsGw`?F~U5(vJi-pH~L_+ zD>dHQYdK9<*3iu{qdnJz7U*pk|7?GTa+zkCGn zCF+?of-g}iZORj?>8p!X>Pn5n zJNTy&Ol$SM1J=s*JauB)b$nn3q{n@r(xQ=$=Gl_mk2$^fOWn zl-;J{F=vo)1sf=c-PmAlR@gFepw~+*Cp6$Lc5QyZI=DS+;CX(>8)}gSUR;}=(BpNr z$$tGyTAyvy+mHQ57(Ww-S{DOLPxq^hW=`PN3i#ACO}>B6HBpQ7N?4h$V-f76?Z}&! zx2N-52D5`)C}=BJXly91c50SAmBdh;3-tEs3xYq%ifKA#FGy z$iqr6QQl_>N_mT^l6DMROJdVgirkMgw5#(tz7gAkDU4ee1L{^1pM(X?=vY_O9f2~lUt0_82aeDp;`u*0ABNbb3%6S)1pXwe(|65it_SoB=SUbbadr7se!&aTS{me zu3Ic(lOTp8o?%ix>`d~zOb!1PiJ+O98%7JgL>F|8VU)w44n>Vt-79Mn=KDj9VhZK- zK3`%Mpj9co537}#TSc;wQ&Ynsjs4IXTm7gvBUR#*2UF2V4vSn?80=TKmYxg^f(`m; zmAZbovD#cQ?oSDtA`Lqn^sV)xbcP4}8{`t+DrL#QPN1>jKKWM}9L=*RF0dQ)ye`y5 z#$x$-3%BJDS)ry#7eS5p0I%5Z0+i@u=|u5M?VJ^vJYcSR@O+LjEO;&et?1tnlU8km09bTq5-bf2e z`;krZ>|;T)Q%Qr9;K2&+u>kyzKryeA(hli^lUDHc%UO!pqIN|E4s?eGq*5YAS1%(C zBelBLU|p7l%uW>hE%C+y^@Xmm&?#i3{jdDl1G0wQHsz<&8;v*^XMpZ??Yag3VC&s~ zKY8_Qkn4`X0}x-nRA?8j{$8gj0v)&bK~O#9TOUHBzJfe?-~Si7c9fqd$#?S`xfk05 ze~pp@@lqM`+cs%_`p7fC)R6l7J}8VmccFYg74bpE`7OV+4rA_5i?;aksTp{ix#!+1 z2OqVaw;lm|f>?w61bMt0w(St~bLBdPPCAX(l@IO`GVGIfFu(u z@9YCgz0%l%9F#jm1k?X~I#{``qCyqun4gnHNXSQ7?4JAwd7z&&HG=er=bA*9_=Dj6 zii-VTWvw5#2ub}zahz|w_g}i;!lr88{jaJ4!g<5^?>Nu6W@*_+F$E5f&I?Kl3O@!; zV`F)A#PJ#I4Er04056=LvDF_qSU)C6SGnV7vD-ycQ&TmoQ>pIW-X>r$*v7_2Kwcr= zm6^@%iEwz{wd2{>jytzJKLShw0m~zOl!AcGH{ZRFe$x1dgU1zdB3u7|$OU^WtgVyJ zX9~s`b+7b~cheYt_Q`WSgM%r+Xm>wt^bDzxBEm{flAg)8Lt?y)Cx7$#R^Ukt;LFZ# z#Y7i?GufRp(Fb&Dw1Kxep{Tg;D?o^dbLC(XmV*$a%ssQY91!>bTgCdUXQe5l;ObD^yCVL3dV5pF!icY{3RI>*G8sbZ*R>zQcd|p-@4_$p%5j z$wNPfFB*aRyi9)g=@+^FE(D(&v^Dnp-sl^$+_uQ^7> z)E)*aCL`P};LZ&{As22{=oHkQ(&^3(*9MnhWN@lf?z8P84jJwid9<~ak8LV*-12Hq z$K+Io-}?5axo(56^L99^LUP7FkcAy+35J6i3u}d%H@UOG1o^gThIc#$suZ;Do4fId z+_+EOg$-Gk!vrtI*=ahtKF;TnY{#B&%Wm|R1wuA=?_%B_``C&pV)%+HmCUYsjteW- zKDPF9EE?v6jV`cV%mklY91B{8=1~+?CNuiPAEg-Pyj*symZOKODd5B1!m&DQ^~B6E z$GsEz4@7}I7Y-)x$;*A6@y-}jhlnLE-jTK|JL6b$E243CkaIhieM3AX_)<7q51pHN zMhy%fPBVZ)>G96(8!D+5L3x=12r|;lduLbq)51pYF6JEi)&pv@W~Nz;PzMy4cd& zUzY69uQkyMm`Zwxnp_G1(7nY!E35Go56DDX9d}))QnK6oW^#%sNSU^zK!+WHtOhY| zp>+z9iU6&F*iv&MlDz@Qco@;p^{dP?1J09-Y}dt&$mFndvsP?LnY2^6M3Cl3Ti_3A zGGd+RW0nILgVqXnr6#riSROA*(X3cn=svW zYKhLHNXfjZ#mNdJYpTQOjS)(_(oaMzW^G7hsB9f>oA9hNk?UnWyGiHf4Uc0=0KV;k zG7XU-Ze8WB7f^HL>!u2=0kTbiGC~EZd1Ki<&Mx7r6YG6dvORZKXLP2BZzY*DCR;e; zOO{9<1`JT*&<@S>cC84lZ(03nzwncW-myZ+u7j;(uEamYg99i9l;$YX8b%_;DV{xJ z@L*z~*Z?k2PV$d z=vt?q>ccVu(#ke$)CxyLh4;Mxbkol4FB>qpp$}&n4WGccD>ugE9Bxp;Ub)a+%Vy^7h&}rDX(i!qt|q#ZT^(9d1}HbW zkT|Qd3Q{V4BiW2_EW3v%!I`*9remKQCnh($^bhoJ7U;uQ;-6$)cK#S*HIV?XRd3j$ zv*CzjLp_N>+I zB)6tFdHyuTz=@R0Qh709ti!@8NIa3gJ@$Tw{Mx7OO@KU~(d3D{9=)@bz^Kpu#r^-!?g*oFB zYBB@l`Vod_xI(fo6|w6QZ(AcHcm|IGQ?s@ z&)}jH1{MbqA&2REwVzuta$f$Wr)n^#8BY3XahNo_#N85|u@a!ULxU?%qsor9eri|5 zwn9YZLdF-^E13@`mXcTJPuQEzwWM%a`5mnFU0!2Fk|)%1kZ6snJE2~Xz8;tq*Q=3H zE0;YaS6xH{2XQY<_3HIX)%038^@UUNI|_WZ`c(9ms><$l%zzCy+pG~pI-{+*Ex3g1 zF4J*Pqt9M?lF_!}om_ftGs~{Q0Z*;Wa2-%Y<()7NDPCs`FO4!(q};<6qe46_;+ue_ zB!h`}A!~g!H+Jt|y0bTYCP}+=$VsIAOS5E%w=tr>OMfSn8Wm_Oj&l-?-^R&u*kBT^ z$GW<{zE)lK+Az3aNV(WCo~(%VeFN~;C0I55rn6NHn9KZnh=-YO(P|T=svNYMxD=MBKjT~rI@8x#1RhWT(lh|;A@b{vRDXAmQYB27zYmp{z!*y2>?hUA!-J06YmWr!O!Won zOucMu6D0N5%`UZdbp?8Ud_L^|hjrHh+?`GgXTEb7&%G#SAy$>5?z$|3mUeQTN<(}| z+}WFqt_j8C8>5k|rDf|X%BttOy;5j+K(tIoN^J{3aQHd|qArnlY#}oYkn| zdQr))qXL=Q?NXO9 zj5rXaji^XP%V?;=6-zoN#l(O&vYpz%Frnd4Kgmq@Dl#*U{c1^ zNUw40%co#+w6ZdFI(q^Cba5axJf%X<9{#YkH@zb8?s;+r*)l4e(NJvSvFCu=*e(qc zZq0%CWf#eLB!EPENusv8=><6=AV~S+DxR?*yqVPvk15zO*eZs51PrIN+#le+7^pmE zr7-dm9wb?!?PqGaJHbyPIYZPHk&>_C%K2EJM3WIMTeBJhd!tDO9o&G091V&Ua{_B> zj7zuIx*5>(86SQH?(Ly}2!247Mv3~Otg;2Rt5RFwOSphs=DN|x)H6b zQo$gfel^}{t-A4Dv)g$~H#(zOFCo+;6}I%Ob`BNr9Mr!UrbJC!$MY;c3=5ozonqa4 z!4^CX=c_}Xr(FVkFH*e&yXmjwX=OFp$l!LLhxG+7NG-qs?CKElBX63URWyamBx9`jFnqRuJo2M+`8( zYfabFlw}e^?_W{+T4SU|)3RojO92R`JHIr&ae&l^UN6Kv#JqSo9t4a zju5lD2V<=0cJX2JY}CA^#K8=XJJo)zLA&%e z<8nBad#q8NQJdoDW+|gSoNz;eqPWuASDWv8*-JqW$}HmqwjMmK>lR}h-yB|{lTfvh zIr#I7*z}>jH?_m<7WRiW^UQ!(vySn%CCSHp>GHYc!ip7= zw<~R!9hmYwA&r!qXn^&K53cpnz{_Zdj$UG@PRUZJS;)g}5{a1v-5r#9OU-0T;+`;s zT}vJG!Qv8k6?DyaY)EEC>vzAD)VD-!ENbEe0Cr~=q^(0Wc^ozCa6wGV!D}uHyUuKQ zdqO>rx}H<%?tkN8U${&GVulpQD#e5F)lZHM&Zf?*tGmsJcvR~!sf5OZWvKOgp21F@ z#cWrvS-|Qr8>CkrWKqD=VeSm1xDZ*Z)Z4Fv#Ni3D37$5Hs@~d-r7`W(dWP|;NXT1G z7(J#CHn$+zdRl+Z>&_ff8-1b`gmY{BNV`kkX0-*U6J~0Ou}n@0F|r zU{Asv+p2z@6o2BFCdrZ2QpH$Bv~ixQyMC-3hp@%m$@}{Ph83+QMg!J9@pPww_2KOz zBMEEQNrevQeF5Hhi!nKK+bD^9C-L9zNNw$lMcn1fduwQq4y`s%R!(M30^wk=a!|0c z-jxtI!tOy0H|s$ShGfTeG^}GQ3fDZq+P-%06rmH<0lf!vScbOO?!?q`Q?8^j661b( zmX+@Av=^I#cwis%4B_u5eJJtn-4E9Ns+I5lIG0;=C4P2zaAz(6S$gD$Ql2FzgH2|} z)$;7pVl&py)-meEDwU&=XJ{YOdUL?n8Y1ze(ne88QNdJG3|7~+%wr(SJzraEAM`C8 zbs;Y;!EmHfsa1$+zrt}15NMPVl zclh+FwP$G|T?FePvT{ZWI8OpT=we&;m4S0^q*P;uK*JPPe#!yD0HN~YvtsrMrYrnkA)^w|d zF|QHNMyFb&Rw=`s2YY7hV`4gor7F^i1-C7{u|=tQq*A2eAkK=^H%U42NhB@d*QfA_ zQewc=W$N#ErEKzdU!d&&^92rN=}@A6I>-UU(wG(v8$=7y2BDd32bmir=!vacpZep` z5}hex#s)4oOvHo26)>)@CZfLj1^Gs4&;V&-`Egm4O3v&w5XL-PMqm5$5@hpDaY>Vm z#Hz`%H8CY`6R+8+CI3Gz229D9P+{voJ(~fo`++?y@Hp*+P*L;{o^Oo7zO&b(Q3i{7 z-sS*{LChH*_z2P%C_?P4?$ml!!8h^(8w~oI^}Cy%Vsl4%Q%>P|M}TTt?w+0GvfM`MQ)QJoov> z&rbf%F01zxsvK*J+)IF^Tt;KD6#bR&}Mp=)<==PoQa`Ry{Bp51D9wr{pSv9N-U_dNxl+y4&m2&b{ zXY=;DEF17_hW28~3~#-1+A;}ne(Mp^45|YbHH~T+*F8!cpSz^yLug?<9PcYMTvw`! z51Z}<%0=b8etmRu(uV@d2hP+hXa!M+X&U@mFG8WmanJM34%qY(U$$M}A(8mg(%0GR zmKxd@qG)dJQa3u*By`f`HB|BI%XJUYJJNC;_0k})RHK@yufIP;$9t}ZP#uR}IC&`S z8JTreWH!7^P(Iz7vd6LY*`8K`nUIw-BAWv!sXZIh3CNQsy2XaUvVeo}^2CH*$yGI= z044xgKOUmq%Z>4MWx>Z|XnD%KvQoTOuOKkP8^pJz1yZu>ehYx=I)$ycM-nma-+$(MkNCg;=vpT9%-`P&+Z`j z>DN`ef)1{Ewg$Zi%r4yu9f^3$AQ8+rCJ|c7EW9a)+7Y-D7{GjBUsqRrZf>rMn%Y!M zh6s*S&>koXW?kim5hZGi_$74eKg==`iz=rsl;i@%-uCR-12{V*=6D6LM!i4+-!E+7 zhf$yRS}z{)ku2{|emnbE;LJMms`Q##zto}9Lb30sPQ4V=A^2?`;bbdZeg8tz-~0pJ z&p+@zsr_YJO->kgr2u|J!*|w)-4CDK>JkF@KPZ2>3{IU9^mEwEvJduo8t{+$e>h=q z^tp;}AFq<3&>0oVjH(mx$LMD>-F_bb{M8N>f4diOVI?gtE&@)&uc?5~eh2@ONWl3C zI=RIlB&1S-?>u}dsG4@p61W+hK7c2Z}{%%hz3Xfn*}vBHFPk)EYKP4Z@$de~YPbqxB=dYT3hjiP7`JP7JgZM3?;U6nH3Rvs=`Tvyn{@(@vk5GIb_$G_~ zTlt~oo1B_1ez%}k8bU^?sIYa5ihhU?pL>9u*e1%5(O7?PhRk2f`k=s5|Ib9UJ!yPR z`~{Gm5s??2#$nE!ZcOWArx;xIhz1ZAar>73N@Tx|W2rT-XgpPRW8W+0 z?SlL^N-^NO?#^T{17+-5Q9Z;{dLp&jSETroig(Fp1AZ*fj@v`xg&+~1Xk1$3)3V@& zKYN}T#d{%39PzXYL07=<7bD+z;*8K`#Pc|Vc(cmsW8)T>JNBi^IiBq+&t?zxl-c4} zI;?^6(2!(rLV8)*9WU0tT~p2riQ_EY3^Qb<-#LYY1M8FRA};IOmj{v-lELG@BC9iX zhpI+O=wUR~yBS)oEh%#E7hc=rzEIX2sQl2sw;5_)gD+COt4_pfFJ7@MvPnGc)U++o z02oyLk;1>W{kZ|5K-Kt#pP3XhwDpA0_ zwb$rCqO+}d)$QZ=~2!`b5!qye{#PM|)sl6zOS=U}<}+jicFcbI*1z2D+K!}$B{WzHE@ z1e&=LKYtnUuyq(5)MXs=N-yS3aZ_XE8*q}nd_`ci!DVsvlh)O;`zxqcln-y=WMx<& zlzDzI@@AH%$g?)#5qvnB2|b*Zgm<$oY1X8rX*}JB#`Wsw6`9F6U+;6VZRY6rIiEw5 zfB^tecIr9}wj>0^JAQ&U#A+gkYLucfBTwVwheP6mx`quOTAl`yQxf513p7xY4*OJ* z38wr+_ji~L%!tznbjF>o6(hfu7a@EeIai1V0`8vG9M4Frl0DkDR}xh1`lV`wKYv2~ zWpy8IdGoeEonMoP^Lhh6)T^W3saD0ArNh;W(nxrs~o5ryQco52)MdZR%ZA&CT=_ zg_*&3+~U6`q;Ka)=-7jOfm?k7rZ@W;r>Gdn@P>4&WQGr*q6*D481GRylzfSy+lG9F zb8isieFW|`H@AX-AXHFw6?n9$pb7R$r@R8CAW}he8j7S3RlDl+K=6e>4WcTbALCS$ z)pQL|laCz(GW^hx=!}F$@E|C3wGoPq;jeTbQ~L&6!z8&G)tcVh9WPH?S9sirpXQT! zZjTs`9HYOf)#XZO_4T>g_PKnS8z7hlZpy5B2C3AgyWxWlsGL+)9Z%SH>XT}?jmPC; zLr(jUIjmvsZn`^LpHaf`c<_0m;6vM^^>aV3N4q8F{d78`G1MtYTiAb zvH&b%?0Rlq6R!17r2Wxb$3TI-?8TDBPwfUuy5P`|5i^T@fQFW#O9PL2AS0l*W$q4U!p`YtTBw~XTp;$5+;>9pg7=V;9CqrA$cf3@Qm`E2pyz_myJ zK=I#x;w{-9?d*}xbNv0`(9(ni_s|k=Rt3#YaHXA+`Z_!BTrB@!z0hhDuQKed_chAX zKQ=)AsfUUGvj_bw5F&!!g(A-X!c&|6Y7aK^7SUgA%TC{a^MwEUoBm%Pz&BFAK-bo$ z1M#VzUS8Wnck|vjBJ;DSnzE8o{N=3E(`LK_hS*I!a_#pY8X6kt@BdAp7}>o7;G?If zr!xcs`JBbO6Q0H=`@>;CYkQ^7J0i5-rY@3)=S=vl5pl$gzL$6Stj6CD^NtAG|31h3 zU#H{$=>c2;3zSWt{E8mO5o4w`7j(l_tH>yA`OUKCRxn{n3DNg8EWco%`eX@xQP~o$ zhDu%G;oG0o919xroxgSBX`xXOqaqOk(frq?^e|~#X$`5@y zQw?-UX;`p~@3HnkcSAKFWhx{uYdX@JZ4LZ&@Crwb3gBJqrC1xHVF4k~@i;%ylGlNq zv>JbbxRs|+?bK^0KC8Xyy*p%xOz2@&udZmPzJJ)IfsU8bM|AJ4@KzI+~iU(3IjiIZ{Ld2xdqdk|d^uMM^@CV;H`@tje`{Z^If}V?sm=GRkD@Rit9ab z9@#yp#SN^Wv&tMoqa54mHD`X;iO#EduZ*v?9j|60cI#7g7XwM3R|D!GDbGxBd1d{B zzZRLhpt=q6RO2d|9ci0xC}vc`>}y|8yDh@71^7jObnl&fMaDWpE44;5J)L4(K&TD& zVy;5Lj3i85eK0i#u!A}S(bNJP6K}XszAQegVTyqq*jeE~olIFVB)_oDHYr)V!(_L{ zTGUQeWT}rB1q6_qITXvh(|v7u2^yk?tE#g>(o5HN=`gYr%HR3%aZ zz-X4*Yvb^gzMJt&ixaSR&#~VHVf?@o>(B8Q@#wb8V2TLoz1Li14Ux;bCvU#*wzdR& zU8Tf+2fid)e1*dSwI_3HD5BMuaiLaAZiuNU<0}h6$zEzmI=;_4)34&+;0muy~ofUuV3=U8?E#XLdionStv4NDg(8PxQ=3vpEEKR%@TW-O^)|b z9hRc@Kl(D0icEr==fSCVTEeh9yW{?qtZw>@97-vCqG}bd ze=(tGxVjgH54J&zWYB@}7Ie3I2F&*^*fP7^)89f1xPyv29{TJm8n_;%SYzX|{*rsS zmtry%`xK*4Z{-M;8u>BX7sAn%m8%)&M0mhpE_g8(Hr15Dy_@N_&Zgt`g^Jez-(Fl5 z*A06qEF!*5u(Pfh*D^;S`$8Qa)1Cl#MbK9#;f~?U2RgUDm3{(RMcUKEo9i0At|A8>A~jEjr=h9Xau zhY9m6!f67mdZGBsor$(Y+4Vg)dDM>B+T*DPo@`50IT(E|me-e^|2mHM@e2?helWU* zMXin$=g%GQ>d_)6z7ER!o8QhJ`EPlZ@7)Or{R`rwZ^Gl+2!j!*rmkKFd>Fzs4f2+mI$H&dd=>os@u#oRP6be=P?p+*(Lis*Ne6sKN zPfbmY6z4CdTX$A>@Q~-3#{!6&*2&i`g(g@2e)tEWU;R7HVUQ~aI`e2)eA@vi?2 zSAA0+YODc(H9_^KCDLMvRq)lBFNJ|a*7*t7%Vx@@~Y3y-^BXv&GG@%f1U%As;pVEdMpWE$;;2G-DUa%D7x}raZj+@sG0#V*Dk2 z?UM&OJx9|(HPr<46$ntrTfZddqM0lMJf>-I{K2q2Rm!QTBYaWPupN?TnM^77|B5uN zb|;oNu7}%Y2L_Kw0%G1Kp`(yhn-3nD5*7# zh`?^$-4}8kuCm%SL71swH$q*otih~YMYT1wQyu`?JDO~(Ny8Kj?IrIxYbz4(2sMVn zPDGj1UE@6f0Bao`MhHEa!#vOS$#3=61AMJH4d*?4x86^*z`b#dn*gP(KJBKC9>fV_^p?7SEt>kk#;RbrFffD8S9>SUPYB?y?q9WCP1XVWf1q&~Qn;ra(H8`%6!R^72=z(kXrnp*al@15fj zLg4_P4I=0o-Ke56a_!0tTb(;Lc&~BqB(&r($$^EhK!bAO@1e0H~7HJZ! z(vpfE7$F+X7_aEPE8;nJu(Lw%kUGtD^__1`MIMZv#Qzk5KU14%-#HReIfSR58if4p*x&z6U{*-L2^oGV5J!!31N) zfTTfv*x?w&X78IUD5?AX zFK{QdTn(5gxZ6T`7NJ|s2{5)Y&k(d#hfd0X)qSQblvVKcU9B5$RgD0j_u~9m1E8MW z5|}0GZD#=7RsETMHOz`9TnV%UoXxH}H@d=R_sb5GB8fRdYZe(1Bl&w@7bF)i;k z`K|t~Ktww??f}8X|XAZkiJm9$_ly78+$eh&TA*xZy zZ(H-RW5@oJt=TT?OG~1x6Khxnhx*QdHr7S2-@m^`Z%)Xb%v+bKXsJi|%b z#rR%tEyHCpuF#vG&=jMK;be!YJV#v!mt!>y+X=|x()aIqD)7YGGI?L%539TH>5&71 zqyd=0HIa}-Pf{}(kNw?8tbCu3)cEQsQ+T9hT?;>ATAH-h9tjvEmy&3?1bZFo=mn-@ z8t^rHVPT=OtE)6FLl5)0?7O}k;fUie|Isi6VDKT-+Tp}```(3;UY8L|cbA zULSxgyF5`9*blWZMLG^wm;;%3JXx+Ipc}Aoa^58L-P71H0*j*#1If;LIIyGRneh)7 zfp2R+AEIrG@=!~!TbZ@f4`V!G6{JEJdTqj2P;kiunB~=We2HbHHHCc>hFMEtDUPIT z1t|dmn!A2@JnYU3CXxicV|ybWZu@4_!kiV-wcFiz_kr=XipX6xFfZ*B+?iOHzuog~ z$4%>|?*j>kb7vZFeJ#@Aq@usAY+wp~H3Y&M>kL?Zln|0L^04$!D06aIlh~uBXDN|5 zu(GWA5AcD#`fc`w>K9T328UN~LQhcE-m5ot+oYKWEYIo3m=KLBYF=p8-X#srFfi7g zxvC*`W;jEESm50chi~VT$W1NIGB06ZcC=s|P0i_E^FsSTmwTYW!&G!k^ydRVG zFQ|im+Y!!&@EmEw!yQ1Np}?{sw0}#dt1^Iz{)Te+s1n$c0smZd^mYO2uHQH~IM~+I zbQy(43+wP8=sawWpm)cPglHZsId=OI+;;5b<57OxURWx{VL zKR0L5YE<0O;Y#a|cO!=<&*!IpOuKq!>&V&q{i;f$j?V&>+e!`l_g}n-dU?QoNfDJ6 zq7%c`PP{vn#;hT|X&W^S_c_B?rVjZ5;2}$33ayX(2J9~JmzM9Rgtkl=#KBt zKJ(g$uN%f>CkBE|YZ4_34DsDHH}aJK)Ts?GaCZdda)L)cj|ZkGZkhjnPekTvf%PRV z;f8m4{)l3F54t#yGtnz!oA|jBru8(S6!LR#-|iwAN?16zLERP8@D4KA#~|j`bz_YR z;%3ae`7V84ek(ql-Hq?d`181}Ws4q({Yyu8!OI_!ul^r;|Gw zG0a+)kEK$Zt%C#h4!)%-egV40^IMr64GWV;)g$!J4>$y!4I zE-6&7$5B}6k^5l7Cg4**Dvi+7owfm*2BmdLc?R((mED3Iwc}=8L8dQyDq#?}nqHz$ zS$eHj_>F+QL37pEuSG*z7s`9A=k%IK6N5H=Es{j;gK@;XlCefUH*GkbB{~K&%SE-Y zvfdoBJC&|3`VdG=B&VoITAXYTSzB_CgM1sKP<`rI0Vo-`D&A)hlyY6R$P%c)o?9gW zMWbX)+MJKkYw1&=@4n1-Sqa~_NbiABEHC#aQdNuk!VV@FAj;{zF;v3TGC`*qF&RbJ=Utn%UKih6B0+(|Su5j6WKo8U!tfRH z)e5Ih(S6cgmD~`;-%_tSWilQ19ZcrYgwkBH_DQ%pblIcWzFPW+&up}17vFDuK`s4q zL82wVE&$i2cG@{=ofYxxecaEEuq3Uq0W}m5x{b;PjLIr?(r0G| z+a-;)0_vcjx7SIFuHFSH;VYNaU4D4QZ6DkWu+AP5mc0NW~33bEv%f`rszi7X*v2w_Wt3q%xx zk_3oAf`FzFLfFC*vdnvl#F079oOWjZX?cIZdGFo(c>M0Y-}n1|-}kPI5YwAazR(S+$t0|7fDX*Bs5Nf`-y|r~Msg`w~HOy(fYWH~ntb!)j&$put z>CTiObtSrE!clIyYxac;7Xs)>c1Q`oJ=Y5U17Ck>?1IcSB2@r}@$?63*><8e%M7|-+Rr&P9nJsKMGP$NRDs)$Dm`w>Xd7|In zK9`?WOHc8&4NNq)Ke|}C=oJ?w>-KanQkpE9e;|9A_STC^eTFfR$w_9b!Y~vI~~JG%mOaA8QVguG;Co7})H|iLlkR0M zJ((wMayfSA$dW;s#d51jHe|Q~HZv*l1~LunW8o{_(bYQIDYd@3#J$nitYi^i}5F0q_20`&H!>ouGYw+mdvNnpp!`l_)%rJJ{0F5;J)JU6p|*UAcLascA>LzBvRCdq#;M?g(2|4ER|7s#B*1%$;t(xe1`1_uy!M3bdT9%#r-69VkeJv*oRdPXVM z+fT;47=}{3EyWuz!D*YVp~FFZUaq%mHrH{!hAbS)K_r$QwwbFa~(=hVH|SZ+C-xZ5&m;aQ76c`*E2?1?Cl-{*)S#E7m1^G znq14b;XUYME(Z3wqD6^MJ=d)FQA1Es)F0rMk}mVGiUa&X=+rG_5;B-FRNxAbH(|?# zbQ<0-HWw!SveJ?`i^!|<9h%U8u%>`kmR%p@K8Fr$BS+Aje0@gi=dMs^8|Lbe&W~ov zk`zTWKr!JbPHcWjRW4F@E}#RSzWa}&SDch(;95GFP4?7=D$Xr zXG0VB){Y{4J8gS$(b8K21Wv>%7+o893|mlR=H}G?G!cS+{C=fzO?Q7mDkV10H#JIe}qkxf)M|F5m1bnWq z!eG;pxxov`@zyv`3wN=jBqYa>=<5$HcXNy)@cJC~h@PLF`b9KuL9jsA8^drFF;%Ju zg0Z~2K7oDqh{3{X9);|8)9}G29i8{5T=(tq-kH;aC(J2|WRHTAY&Nt9jx+=Hp0ikM zGi->B9$hSdD7}Z2j&cJU;@h`sCEPy;t65j{IXL`qu?Nmx&lH-Ckp1OJo9|cEHkoCq z>0a<`W4j(_ue#(yD?)sUM~b5jMO2VRc9KT)fFpZHU>-ASigo+LR zTg}ep<$cBF7rYZ!iANBJ%aa>@+Kaj2#gxak^0Q@n9uky0{IoEHz*1NyPIdvIaewRa zSndf#4Vz8DvCET>Y}YST#Fr<`Dh4FD3N*Bgc2?Je|0=CGQKMOqq!3vEW1y^Ik`uB8 zKV$AjBo$wua4Vh^Msc_cvv-~e{cw&sQA#gi#-ifq@Q>Gvct4bvWt4ivcO=YjAF7RK z9_=-oddBPziHsYW=7?zbL~-;U{nE^*yZ0dpxE$p(=J8_1R@agkWnsF)^0Qxnfv-bK zfo_H{6#^?{ZtrK|sJkFAnl= zSCiCPmN^LQ=v|#Xu|%okvOX>%s?i+g$ZkDW&)LXUo#PRghZ3clh!r z;o<#%@xV(giw*eB^$0ptod1 zfC&G9+KOl|`~iIKZ~JP)=*-a2(3?a+V_0$$=a?Eq+uND~yGG5&A6d0kRaN=6XYQ(2 ztLq4YFSRh4v4i*1e*}0`;&z}*lOc=I2WBIwO+7tFK$Z9qVrhkdC3b47qaB|&5NhrH z-yx;d)TTA=$uf4h0+dC(L??A4s3=#RV(wQH{NPJ!J$7PEf=U4^A}a-jd`)%3md>Lp zNux?>x~$y-d&Fx2BT*KpP9;JHOwsIM~f2GW}xRb)r6k;ei}%=eiklF3mFNz zug8W>&KEaE)2uY%rFQsk>Al|S4?EmiL{<=3L0|=e6$Dlg`2Qd4nKP^*CHY`hj?ps!Xu+m+Ne zv{@j9){0{)5oR=Olbd2h8=J_IkO zF53{|<7HCBrDX{dP1XzSsXqRt`|Y;2=j?+^x7EMpE*7tE-LS86Kg0anIu<7jyzly@ L$G*xhg1`L-5oHg4 literal 0 HcmV?d00001