AIM-PIbd-31-Zhirnova-A-E/lab_1/lab1.ipynb
2024-09-19 22:12:39 +04:00

230 lines
230 KiB
Plaintext
Raw Blame History

This file contains ambiguous Unicode characters

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

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Начало лабораторной\n",
"\n",
"Выгрузка данных из csv файла в датафрейм"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['Date', 'Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume'], dtype='object')\n"
]
}
],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\".//static//csv//StarbucksDataset.csv\")\n",
"print(df.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Гистограмма числа продаж кофе за год за весь период времени\n",
"Эта гистограмма показывает изменение объемов продаж Starbucks по годам, а также динамику средней цены закрытия акций компании за те же годы. Сравнение объемов продаж и средней цены закрытия может дать понимание рыночной динамики. Например, если объемы продаж растут, а средняя цена закрытия акций также увеличивается, это свидетельствует о положительном восприятии инвесторов."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABBMAAAIjCAYAAABRbFPKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACkV0lEQVR4nOzdd3hU1dbH8d8kIQmQQqgJBEjovQlK70WadC6ICoqK0sEGNhBRBBUCiAi+XlCRogjYqdKkgwZQOoZOQm+BBDI57x/nZiAkgcwwyaR8P88zz5yzz5591oSgzJq917YYhmEIAAAAAAAgldxcHQAAAAAAAMhcSCYAAAAAAAC7kEwAAAAAAAB2IZkAAAAAAADsQjIBAAAAAADYhWQCAAAAAACwC8kEAAAAAABgF5IJAAAAAADALiQTACCbiI6O1vHjx3Xx4kVXhwIAAIBMjmQCAGRh3333nZo1ayZfX1/5+PioWLFimjBhgqvDQhZlsVg0cODAdL9vSEiI2rVrl+73BQAgOyOZAACZxD///KMnnnhCRYoUkZeXlwoXLqxevXrpn3/+Sbb/iBEj1L17d/n6+urzzz/XihUrtHLlSvXv3z+dI0dau3nzpiZPnqzq1avLz89PefLkUcWKFfX8889r3759tn4bN27U6NGjdenSJdcFCwAAsgQPVwcAALi/RYsWqWfPnsqbN6/69u2r0NBQHTlyRF988YUWLlyo+fPnq1OnTrb+a9eu1fjx4zVu3DiNGDHChZEjPXTp0kW//fabevbsqeeee063bt3Svn379PPPP6tu3boqV66cJDOZ8M4776hPnz7KkyePa4MGAACZGskEAMjgDh8+rCeffFIlSpTQunXrVKBAAdu1IUOGqEGDBnryySe1a9culShRQpL00UcfqW7duiQSsoFt27bp559/1nvvvafXX3890bVPPvkkzWchGIahmJgY5cyZM03vAwAAMhaWOQBABvfhhx/q+vXrmjlzZqJEgiTlz59fM2bMUHR0dKJaCJs3b1alSpXUo0cP5c2bVzlz5lStWrW0ZMkSW5/w8HBZLJZEj4ULF943npMnT+qZZ55RoUKF5OXlpYoVK+q///1voj5r1qyxjRkeHp7k9e7u7qm63+zZs5PEeOdj9OjRtr6jR4+WxWLRvn371L17d/n5+SlfvnwaMmSIYmJiEo0bFxend999VyVLlpSXl5dCQkL0+uuvKzY2NkkMR44cSfH+R44csfW7cOGCXn75ZVWuXFk+Pj7y8/NT69attXPnzkTj/frrr/Lw8NBHH32UqP3u93P27FmVKFFCjRo10s2bN1P8GR0+fFiSVK9evSTX3N3dlS9fPtvP55VXXpEkhYaGJnkPs2bNUtOmTVWwYEF5eXmpQoUKmj59epIxE+oTLFu2TDVr1lTOnDk1Y8aMRH2++eYblS1bVt7e3nrooYe0bt26RNf79OmjkJCQJGMn/Bnebc6cOXr44YeVK1cuBQQEqGHDhlq+fHmKPxNJ+vLLL+Xh4WF7z5I0f/58PfTQQ/L19ZWfn58qV66syZMn33Oce/35WywWNW7cOFH/M2fOqG/fvipUqJC8vb1VtWpVffnll/e8R4KQkJBk7/Hss8/a+kRHR+ull15S0aJF5eXlpbJly+qjjz6SYRhJxrvz7+HdjzsdPXpU/fv3V9myZZUzZ07ly5dP3bp1S/T7Ld3+++jp6amzZ88murZp0ybb2Nu3b0/V+wUAZG7MTACADO6nn35SSEiIGjRokOz1hg0bKiQkRL/88out7fz585o5c6Z8fHw0ePBgFShQQHPmzFHnzp31zTffqGfPnipevLi+/vprSdLevXv1/vvv3zeWqKgo1a5d21Zor0CBAvrtt9/Ut29fXblyRUOHDk3U39vbW7NmzUr0ge3LL7+Up6dnkg/49zJmzBiFhobazq9du6YXX3wx2b7du3dXSEiIxo0bp82bN2vKlCm6ePGivvrqK1ufZ599Vl9++aW6du2ql156SVu2bNG4ceO0d+9eLV68ONlxe/bsqTZt2kgyEwLz5s1LdP3ff//VkiVL1K1bN4WGhioqKkozZsxQo0aNtGfPHhUuXFiS1KZNG02cOFHDhg1TmTJl9NhjjyW5V2xsrDp27Ch3d3ctXrxYnp6eKf5sihcvLsn8AF+vXj15eCT/v/bOnTvrwIEDmjdvniZNmqT8+fNLki1BNX36dFWsWFGPPfaYPDw89NNPP6l///6Kj4/XgAEDEo21f/9+9ezZU/369dNzzz2nsmXL2q6tXbtWCxYs0ODBg+Xl5aVPP/1Ujz76qLZu3apKlSql+D5S8s4772j06NGqW7euxowZI09PT23ZskW///67WrZsmexrZs6cqRdeeEGvv/66xo4dK0lasWKFevbsqWbNmmn8+PGSzN/7DRs2aMiQIfeN484//wQjR45MdH7jxg01btxYhw4d0sCBAxUaGqrvvvtOffr00aVLl1J1n2rVqumll15K1FaqVClJ5iyQxx57TKtXr1bfvn1VrVo1LVu2TK+88opOnjypSZMmJTvm4MGDVatWLUnSV199pRUrViS6vm3bNm3cuFE9evRQcHCwjhw5ounTp6tx48bas2ePcuXKlai/u7u75syZo2HDhtnaZs2aJW9vb7v+XgMAMjkDAJBhXbp0yZBkdOjQ4Z79HnvsMUOSceXKFcMwDEOSIclYs2aNrc/169eN8uXLG4GBgcbNmzcTvX716tWGJOO7776753369u1rBAUFGefOnUvU3qNHD8Pf39+4fv16ovF69uxp5MuXz4iNjbX1LV26tPH444+n6n6zZs0yJBnbtm1L1H727FlDkjFq1Chb26hRowxJxmOPPZaob//+/Q1Jxs6dOw3DMIzw8HBDkvHss88m6vfyyy8bkozff/89UfuBAwcMScZHH31ka/vwww8NSUZERIStLSYmxrBarYleGxERYXh5eRljxoxJ8t769+9v+Pj4GOHh4YZhGIneT69evYy8efMa+/fvv8dPxxQfH280atTIkGQUKlTI6NmzpzFt2jTj6NGjSfomF3eChD+7O7Vq1cooUaJEorbixYsbkoylS5cm6Z/we7d9+3Zb29GjRw1vb2+jU6dOtrbevXsbxYsXT/L6hD/DBAcPHjTc3NyMTp06JfnZxsfHJ4qpbdu2hmEYxuTJkw2LxWK8++67ifoPGTLE8PPzM+Li4pLc914iIiIMScaHH36Y5FrFihWNRo0a2c7DwsIMScacOXNsbTdv3jTq1Klj+Pj42P5+puTO95GcJUuWGJKMsWPHJmrv2rWrYbFYjEOHDiVqX758uSHJWLhwoa1twIABxt3//Evuz37Tpk2GJOOrr76ytSX8fezZs6dRuXJlW3t0dLTh5+dn+3t9999XAEDWxDIHAMjArl69Kkny9fW9Z7+E61euXLG11apVS40aNbKd58yZU/3791dkZKT+/PPPFO937ty5ZNfZG4ah77//Xu3bt5dhGDp37pzt0apVK12+fDnJuO3bt5fFYtGPP/4oSVq/fr1OnDih//znP/d/8w66+1v0QYMGSTJnE9z5PHz48ET9Er4NvnOGhyTbN63e3t73vK+Xl5fc3Mz/rVqtVp0/f14+Pj4qW7Zssj/vKVOmqHbt2mrfvr0iIyNt7e+++67mzp2r77//XmXKlLn3m5W5PGLZsmUaO3asAgICNG/ePA0YMEDFixfXf/7zn1TXTLiz5sHly5d17tw5NWrUSP/++68uX76cqG9oaKhatWqV7Dh16tTRQw89ZDsvVqyYOnTooGXLlslqtaYqlgRLlixRfHy83n77bdvPNkFyyyEmTJigIUOGaPz48XrzzTcTXcuTJ4+io6OTfCvvTL/++qsCAwPVs2dPW1uOHDk0ePBgXbt2TWvXrn3g8d3d3TV48OBE7S+99JIMw9Bvv/2WqD21v7t3/tnfunVL58+fV6lSpZQnT55kf3effPJJ7du3z7ac4fvvv5e/v7+aNWvm0PsCAGROWSaZsG7dOrVv316FCxeWxWJJtC44tb799ltVq1ZNuXLlUvHixfXhhx86P1AAsENCkiAhqZCS5JIOCRX871S+fHlJSrIWOsEzzzyjAgUKKCAgQL6+vnr88ccVFRUlyVzDf+nSJVvthjsfTz/9tCRzvfidcuTIoSeeeMJWU+G///2vunTpIj8/v/u9dYeVLl060XnJkiXl5uZme89Hjx6Vm5ubbep4gsDAQOXJk0dHjx5N1H7u3DlJkr+//z3vGx8fr0mTJql06dLy8vJS/vz5VaBAAe3atSvJh3HJTM5ERUXp+PHjtqUOP//8s0aNGiXDMJKsSb8XLy8vvfHGG9q7d69OnTqlefPmqXbt2vr22281cODAVI2xYcMGNW/eXLlz51aePHlUoEABW0HH5JIJKbn75y9JZcqU0fXr1+16T5JZD8LNzU0VKlS4b9+1a9fqtdde02uvvZaoTkKC/v37q0yZMmrdurWCg4P1zDPPaOnSpXbFcz9Hjx5V6dKlkyQ+Ev7e3f275cj4hQsXTpJcTGn81P7u3rhxQ2+//batDkPC7+6lS5eS/d0tUKCA2rZtm+jvde/evZO8bwBA1pZl/qsfHR2tqlWratq0aQ69/rffflOvXr30wgsv6O+//9ann36qSZMm6ZNPPnFypACQev7+/goKCtKuXbvu2W/Xrl0qUqSI7UO6o5X13377ba1YsUK//vqrXnvtNX3//fe2REF8fLwk6YknntCKFSuSfSRXBPCZZ57R8uXLtX//fn333Xe28dJLct9g36v9bglJiOQKBt7p/fff1/Dhw9WwYUPNmTNHy5Yt04oVK1SxYkXbz+5OU6dO1d69e/Xjjz8qIiJCkrRjxw4NHz5cPXr00LBhw3Tt2rVUxXinoKAg9ejRQ+vWrVPp0qX17bffKi4u7p6vOXz4sJo1a6Zz585p4sSJ+uWXX7RixQrbmvi743/QnRtS+tnbO3PhThUrVlTZsmX19ddf236edypYsKDCw8P1448/2uoOtG7dWr1793b4nhldan93Bw0apPfee0/du3fXt99+q+XLl2vFihXKly9fsr+7kvn3et68edq7d6/WrVunPn36ODd4AECGl2UKMLZu3VqtW7dO8XpsbKzeeOMNzZs3T5cuXVKlSpU0fvx4WxXmr7/+Wh07dtQLL7wgSSpRooRGjhyp8ePHa8CAAan+RycAOFu7du30+eef648//lD9+vWTXF+/fr2OHDmifv362dpCQ0O1f//+JH337dsnKeUPF5UrV1bz5s0lmf9dPX78uGbPnq24uDgVKFBAvr6+slqttj6pUblyZVWvXl3du3dXgQIF1KRJkwee7n0vBw8eTPTN+aFDhxQfH297z8WLF1d8fLwOHjxo+0ZXMotLXrp0yVbQMMH27dvl4eGhatWq3fO+CxcuVJMmTfTFF18kar906ZKt2GGCU6dOadSoURo6dKjat2+vH374QfXq1VOrVq00YcIERUZGqly5cho9enSSXR9SK0eOHKpSpYoOHjyoc+fOKTAwMMX/l/3000+KjY3Vjz/+qGLFitnaV69ebfd9Dx48mKTtwIEDypUrl63YY0BAQLLLL+7+Zr1kyZKKj4/Xnj177vvzz58/vxYuXKj69eurWbNm+uOPP2xFLxN4enqqffv2at++veLj49W/f3/NmDFDb731VpKZKo4oXry4du3apfj4+ETf0if8vbv7d8uR8VeuXKmrV68mmp2Q0vjbt29XYGCggoOD7znuwoUL1bt3b3388ce2tpiYmHsukWndurW8vb3Vo0cP1a9fXyVLltT69esdeFcAgMwqy8xMuJ+BAwdq06ZNmj9/vnbt2qVu3brp0Ucftf2jJzY2Nsmawpw5c+rEiRMPPC0RAB7EK6+8opw5c6pfv346f/58omsXLlzQCy+8oFy5ciWa2t2mTRtt3bpVGzdutLXFxMRo+vTpCgwMTLSm/V5iYmLk5uYmi8Uid3d3denSRd9//73+/vvvJH3vNYX9mWee0a5du9SnT580T87ePUNt6tSpkmRLOCdU5A8LC0vUb+LEiZKktm3b2tpu3rypH3/8UU2bNpWPj8897+vu7p5ke77vvvtOJ0+eTNJ3+PDh8vf316hRoyRJdevWlSTVrl1bbm5uKly4sN555x1Nnjw52Z/1nQ4ePKhjx44lab906ZI2bdqkgIAA24f43Llz267dHbukRPFfvnxZs2bNuue9k7Np06ZE6+yPHz+uH374QS1btrTdp2TJkrp8+XKiGTenT59OspNGx44d5ebmpjFjxiT5hvzun7UkBQcHa+XKlbpx44ZatGiR6O/L3X933NzcVKVKFUlKdktQR7Rp00aRkZFasGCBrS0uLk5Tp06Vj49Pohomjo5vtVqTzJqcNGmSLBZLoi9Vzp8/r9WrVye7W8jdkvvdnTp16j1ninh4eOipp57Srl279Mwzz9j5TgAAWUGWmZlwL8eOHdOsWbN07Ngx27cUL7/8spYuXapZs2bp/fffV6tWrTRs2DD16dNHTZo00aFDh2wZ+tOnT993iiAApJXSpUvryy+/VK9evVS5cmX17dtXoaGhOnLkiL744gudO3dO8+bNU8mSJW2vefXVV/XNN9+odevWGjx4sPLnz685c+Zoz549+uabb1LcPnD9+vWKiYlRXFycduzYYdtOMuFD4AcffKDVq1frkUce0XPPPacKFSrowoUL+vPPP7Vy5UpduHAh2XGfe+45devW7b5rt50hIiJCjz32mB599FFt2rRJc+bM0eOPP66qVatKkqpWrarevXtr5syZunTpkho1aqStW7fqyy+/VMeOHdWkSRNJ5tKRd955RydOnFDbtm01Z84c2z0SPiwvWbJEPXv2VKFChdSuXTuNGTNGTz/9tOrWravdu3frm2++UYkSJRLFt2rVKi1YsEDffffdPRMUgwcP1uzZszVgwIB7zuTYuXOnHn/8cbVu3VoNGjRQ3rx5dfLkSX355Zc6deqUwsLCbH9+CUmkN954Qz169FCOHDnUvn17tWzZ0vatfb9+/XTt2jV9/vnnKliwoE6fPm3Xz79SpUpq1apVoq0hJXOLxwQ9evTQa6+9pk6dOmnw4MG6fv26pk+frjJlyiRKRJQqVUpvvPGG3n33XTVo0ECdO3eWl5eXtm3bpsKFC2vcuHFJ7l+qVCktX75cjRs3VqtWrfT777/Lz89Pzz77rC5cuKCmTZsqODhYR48e1dSpU1WtWrVEM1QexPPPP68ZM2aoT58+2rFjh0JCQrRw4UJt2LBBYWFh9y2kej/t27dXkyZN9MYbb+jIkSOqWrWqli9frh9++EFDhw61/Tdg06ZNGjFihG7cuGHbFjbBgQMHJElz5sxRp06dlDt3brVr105ff/21/P39VaFCBW3atEkrV65Uvnz57hnPu+++q1deeUUBAQEP9L4AAJmUy/aRSEOSjMWLF9vOf/75Z0OSkTt37kQPDw8Po3v37oZhmFtMvfrqq4a3t7fh7u5uBAQEGKNHjzYkGZs3b3bROwGA23bt2mX07NnTCAoKMnLkyGEEBgYaPXv2NHbv3p1s/8OHDxtdu3Y1/P39DW9vb6NWrVrGkiVLku2bsJVjwsPDw8MoXry4MXjwYOPixYuJ+kZFRRkDBgwwihYtaoujWbNmxsyZM5OMl9LWj6nditKRrSH37NljdO3a1fD19TUCAgKMgQMHGjdu3Ej0+lu3bhnvvPOOERoaauTIkcMoWrSoMXLkSCMmJibJePd7rF692jAMc2vIl156yQgKCjJy5sxp1KtXz9i0aZPRqFEj2/aBsbGxRtmyZY2WLVsmea93vx/DMIw//vjDsFgsxpdffpnizygqKsr44IMPjEaNGhlBQUGGh4eHERAQYDRt2jTRloAJ3n33XaNIkSKGm5tbom0if/zxR6NKlSqGt7e3ERISYowfP97473//m2QryXttXyjJGDBggDFnzhyjdOnShpeXl1G9enXbz+hOy5cvNypVqmR4enoaZcuWNebMmZNka8gE//3vf43q1asbXl5eRkBAgNGoUSNjxYoV94xpy5Ythq+vr9GwYUPj+vXrxsKFC42WLVsaBQsWNDw9PY1ixYoZ/fr1M06fPp3iz9Yw7Nsa0jDMP4+nn37ayJ8/v+Hp6WlUrlzZmDVr1j3vca/3cberV68aw4YNMwoXLmzkyJHDKF26tPHhhx8m2iqzd+/eqfrdTfhzvXjxoi1mHx8fo1WrVsa+ffuM4sWLG71797aNm9Lfx9ReBwBkLRbDSGaeYCZnsVi0ePFidezYUZK0YMEC9erVS//884/t25kEPj4+CgwMtJ1brVZFRkaqQIECWrVqldq0aaMzZ87YpogCADKm0aNH65133tHZs2eT1ChwdLw1a9ZozZo1KfYJCQnR7NmzbfV3gIwgoRji7NmzU+xjsVgUERHBzEsAgMOyxTKH6tWry2q16syZM2rQoME9+7q7u6tIkSKSpHnz5qlOnTokEgAAAAAAuEOWSSZcu3ZNhw4dsp1HREQoPDxcefPmVZkyZdSrVy899dRT+vjjj1W9enWdPXtWq1atUpUqVdS2bVudO3dOCxcuVOPGjRUTE6NZs2bpu+++S9OK4wCAjKtKlSrKkSPHPft06tRJhQoVSqeIgNRJKOh5L7169bpvUVEAAO4lyyxzWLNmja1o1p169+6t2bNn69atWxo7dqy++uornTx5Uvnz51ft2rX1zjvvqHLlyjp37pzat2+v3bt3yzAM1alTR++9954eeeQRF7wbAIC9nL3MAQAAACnLMskEAAAAAACQPtxcHQAAAAAAAMhcSCYAAAAAAAC7ZOoCjHFxcfrrr79UqFAhubmRFwEAAAAApK34+HhFRUWpevXq8vDI1B+pH0imfud//fWXHn74YVeHAQAAAADIZrZu3apatWq5OgyXydTJhITtuLZu3aqgoCAXRwMAAAAAyOpOnz6thx9+ONtvD52pkwkJSxuCgoIUHBzs4mgAAAAAANlFdl9qn73fPQAAAAAAsBvJBAAAAAAAYBeSCQAAAAAAwC6ZumYCAAAAgKzLMAzFxcXJarW6OhRkMzly5JC7u7urw8jQSCYAAAAAyHBu3ryp06dP6/r1664OBdmQxWJRcHCwfHx8XB1KhkUyAQAAAECGEh8fr4iICLm7u6tw4cLy9PSUxWJxdVjIJgzD0NmzZ3XixAmVLl2aGQopIJkAAAAAIEO5efOm4uPjVbRoUeXKlcvV4SAbKlCggI4cOaJbt26RTEgBBRgBAAAAZEhubnxcgWswE+b++NsJAAAAAADsQjIBAAAAAADYhZoJAAAAALImq1Vav146fVoKCpIaNJBY/w44BTMTAAAAAGQ9ixZJISFSkybS44+bzyEhZnsa6dOnjzp27Jikfc2aNbJYLLp06VKa3RtIbyQTAAAAAGQtixZJXbtKJ04kbj950mxPw4QCkF2QTAAAAACQ8RmGFB19/8eVK9LgwWb/5MaQpCFDzH6pGS/hNYYhXb0qnT9vPic3vh0uXbqkZ599VgUKFJCfn5+aNm2qnTt32q6PHj1a1apVS/Sau2c4nD9/Xj179lSRIkWUK1cuVa5cWfPmzbvnfb/99luVLFlS3t7eypcvn7p27aqzZ8/ark+cOFGVK1dW7ty5VbRoUfXv31/Xrl2zXZ89e7by5MljOz969KiKFi2qN99809YWEhKid999Vz179lTu3LlVpEgRTZs2LVEcFotFS5YsSTbGatWqafTo0baxLBZLso/Zs2cnO9YXX3whi8WioUOH2tpOnz6tzp07K1++fInGYLaI40gmAAAAAMj4rl+XfHzu//D3N2cgpMQwzBkL/v6pG+/6deniRWn3bmn/fikiwnzevdtsd1C3bt105swZ/fbbb9qxY4dq1KihZs2a6cKFC6keIyYmRg899JB++eUX/f3333r++ef15JNPauvWrSm+ply5cpo9e7b279+vZcuW6ciRI3rttdds193c3DRlyhT9888/+vLLL/X777/r1VdfTXasyMhINW/eXB06dNDYsWMTXfvwww9VtWpV/fXXXxoxYoSGDBmiFStWpPq9Jdi2bZtOnz6t06dPKzg4WGFhYbbz//znP0n6R0dH66233pKPj0+i9pdeekkHDhzQ0qVLdfr0aX3//fd2x4LEKMAIAAAAACm5eFGKjEzafvOmdPiwVLKkFBBg15B//PGHtm7dqjNnzsjLy0uS9NFHH2nJkiVauHChnn/++VSNU6RIEb388su280GDBmnZsmX69ttv9fDDDyf7mipVqtiOAwIClC9fPlmtVlvbnd/mh4SEaOzYsXrhhRf06aefJhrn4sWLatmypR555BFNnTo1yX3q1aunESNGSJLKlCmjDRs2aNKkSWrRokWq3luCAgUK2I7d3d3l7++vwMDAFPtPmDBBFSpUUFxcXKL28PBwPfHEE6pVq5YkKW/evHbFgaSYmQAAAAAg48uVS7p27f6PX39N3Xi//nr/sRKWNdzL8eN2L3nYuXOnrl27pnz58snHx8f2iIiI0OHDh239du/eneh669atE41jtVr17rvvqnLlysqbN698fHy0bNkyHTt27J73X79+vXx8fJQnTx7duHFDH3/8se3aypUr1axZMxUpUkS+vr568skndf78eV2/ft3WJy4uTm3atNHu3bvVsmVLWSyWJPeoU6dOkvO9e/cmauvZs6d8fHwUFBSktm3bas+ePff/4d3DqVOnNHHixETvJ0FoaKh+/fVXu2Z+4N5IJgAAAADI+CwWKXfu+z9atpSCg83+KY1TtKjZ735jGYZ069a947p500w82OHatWsKCgpSeHh4osf+/fv1yiuv2PqVLVs20fX/+7//SzTOhx9+qMmTJ+u1117T6tWrFR4erlatWunmzZv3vH/NmjX1119/afny5Tp//rw+//xzSdKRI0fUrl07ValSRd9//7127Nhhq3Vw55jR0dHKmTOnZsyYoaFDhyoyuZkbqTBp0iSFh4frp59+0q1bt9S9e3eHxknwxhtvqFu3bqpatWqy94qNjVX+/PmTTczAfixzAAAAAJB1uLtLkyebuzZYLIlnDSQkGMLCzH73c58P5Xb3+58aNWooMjJSHh4eCgkJSbGfp6enSpUqZTs/cdfuFBs2bFCHDh30xBNPSJLi4+N14MABVahQ4Z73z5kzp0qXLq3SpUvr+eef1+eff66RI0dqx44dio+P18cffyw3N/N752+//TbJ63PlyqUff/xRPj4++umnn9SvXz/98MMPifps3rw5yXn58uUTtQUGBtre35AhQ9S+fXvdul/yJgXh4eFauHCh9u/fn+z1MmXKqE+fPjp//rx++ukn27IHOI5kAgAAWUy/fs4fc8YM548JAGmmc2dp4UJz14Y7P4AHB5uJhM6dUzeOp6fd/S5fvqzw8PBElw8dOiTJXLZQvXp1NW/eXHXq1FHHjh01YcIElSlTRqdOndIvv/yiTp06qWbNmqm6benSpbVw4UJt3LhRAQEBmjhxoqKiou6ZTJg/f75KliypQoUK6eDBg/rss89s9ytVqpRu3bqlqVOnqn379tqwYYM+++yzJGPkyJHDVuBw5syZqlixoubMmZPow/mGDRs0YcIEdezYUStWrNB3332nX375JdE4t27dUkxMjC5duqQ5c+aoTJkyypEjR6re+90++ugjvfTSSypcuHCy1zdv3qzXX39dq1evVsWKFRPtYAHHkEwAAAAAkPV07ix16CCtXy+dPi0FBUkNGqRuRkICHx8zUXCvmQeenma//1mzZo2qV6+ebNeGDRtq9erVaty4sX799Ve98cYbevrpp3X27FkFBgaqYcOGKlSoUKrDe/PNN/Xvv/+qVatWypUrl55//nl17NhRly9fTvE1e/fu1auvvqqoqCjlz59frVu31kcffSRJqlq1qiZOnKjx48dr5MiRatiwocaNG6ennnoqxfGCgoI0efJkDRkyRM2bN7cVR3zppZe0fft2vfPOO/Lz89PEiRPVqlWrRK9NWNbg6+urGjVqaMGCBal+73fz9fVNcdeJs2fPqlu3bpo4caJq1Kjh8D2QmMUwHnCDVBc6ceKEihYtquPHjys4ONjV4QAAkCEwMwFAZhcTE6OIiAiFhobK29vbtcFcvGju2pASO3ZzCAkJ0ezZs9W4cWPnxJZBhYSEaOjQoYl2hshs7vU7yOdQEwUYAQAAACAlAQFmwuBuFovd20JWqFDBtjwAyOxY5gAAAAAA95I79+3jIkWkkyfNwo6+vnYN82tqt60EMgGSCQAAAABwLwlbP+bMadZeOH9eiomRrl61a2ZCdnHkyBFXh4B0wDIHAAAAALiXhGRCwkwEPz/z+coV18QDZAAkEwAAAABkSBmmVnxCMiGh3oG/v/l8+bK53AFZTob53cvASCYAAAAAyFBy5MghSbp+/bqLI5FktUoJcSQkE3x8zAKMN2+ayx2Q5dz833ag7vZsJZrNUDMBAAAAQIbi7u6uPHny6MyZM5KkXLlyyWKxuCaYhFkJOXJI8fG3kwe5cknR0Wb9hPz5XRMb0kR8fLzOnj2rXLlyycODj8wp4ScDAAAAIMMJDAyUJFtCwWUuXTKXM+TOLUVE3G6/ckW6eNFMNly96rLwkDbc3NxUrFgx1yWxMgGSCQAAAAAyHIvFoqCgIBUsWFC3bt1yXSBPPy1t2iSNHi3VqnW7/dAh6T//kby8pC1bJG9vl4UI5/P09JSbG1UB7oVkAgAAAIAMy93d3XXr1m/dkn76yVzOULNm4oRBxYrmsocDB6TNm6VHH3VNjICLkGoBAAAAgOSEh5uJhDx5pAoVEl+zWG4nEJYuTe/IAJcjmQAAAAAAyfnjD/O5Xj0puSnvrVqZz8uWpV9MQAZBMgEAAAAAkpOQTKhfP/nrzZpJ7u7Svn3SkSPpFhaQEZBMAAAAAIC7GcbtZEKDBsn3yZNHqlPHPGZ2ArIZkgkAAAAAcLdDh6QzZ8zdGmrWTLkfdROQTZFMAAAAAIC7JcxKqFXLTCikJKFuwqpV5u4PQDZBMgEAAAAA7na/egkJatSQ8ueXrl6VNm1K+7iADIJkAgAAAADcLbXJBDe327MTWOqAbIRkAgAAAADc6cwZ6cAB87hu3fv3p24CsiGSCQAAAABwpw0bzOdKlaSAgPv3b9nSfP7rLykyMu3iAjIQkgkAAAAAcKfULnFIULCgWTtBkpYvT5uYgAyGZAIAAAAA3MneZIJ0e6nDsmXOjwfIgEgmAAAAAECC6Gjpzz/NY0eTCVar8+MCMhiXJhNCQkJksViSPAYMGODKsAAAAABkV1u3SnFxUnCwVKxY6l9Xu7bk5yedP387GQFkYS5NJmzbtk2nT5+2PVasWCFJ6tatmyvDAgAAAJBdrV9vPtevL1ksqX9djhxS8+bmMbs6IBtwaTKhQIECCgwMtD1+/vlnlSxZUo0aNXJlWAAAAACyK0fqJSRo1cp8JpmAbMDD1QEkuHnzpubMmaPhw4fLkkIGMDY2VrGxsbbzq1evpld4AAAAALK6uDhp0ybz+EGSCZs3Sxcvpm5bSSCTyjAFGJcsWaJLly6pT58+KfYZN26c/P39bY8KFSqkX4AAAAAAsrZdu6Rr18zaB5Uq2f/64sWl8uWl+Hhp1SrnxwdkIBkmmfDFF1+odevWKly4cIp9Ro4cqcuXL9see/bsSccIAQAAAGRpCUsc6tWT3N0dGyNhVweWOiCLyxDJhKNHj2rlypV69tln79nPy8tLfn5+toevr286RQgAAAAgy3uQegkJ7kwmGMaDxwRkUBkimTBr1iwVLFhQbdu2dXUoAAAAALIjw3BOMqFBA8nbWzp5UmImNbIwlycT4uPjNWvWLPXu3VseHhmmHiQAAACA7CQiQjp92tzisVYtx8fJmVNq3Ng8ZqkDsjCXJxNWrlypY8eO6ZlnnnF1KAAAAACyq4RZCTVrmgmBB0HdBGQDLp8K0LJlSxmsJQIAAADgSs5Y4pAgIZmwbp0UHS3lzv3gYzqb1SqtX2/OxggKMpdnOFp0EtmSy2cmAAAAAIDLOTOZUKaMFBIi3bwprVnz4OM526JFZnxNmkiPP24+h4SY7UAqkUwAAAAAkL2dOyft3Wse16374ONZLFKrVubxsmUPPp4zLVokde0qnTiRuP3kSbOdhAJSiWQCAAAAgOxt40bzuXx5KX9+54yZEesmWK3SkCHJb1mZ0DZ0qNkPuA+SCQAAAACyN2cucUjQtKnk4SEdPCgdPuy8cR/E+vVJZyTcyTCk48fNfnCqdevWqX379ipcuLAsFouWLFmS6LphGHr77bcVFBSknDlzqnnz5jp48GCiPhcuXFCvXr3k5+enPHnyqG/fvrp27Vo6vovESCYAAAAAyN4SPjw7M5ng5yfVq2ceZ5SlDqdPO7cfUi06OlpVq1bVtGnTkr0+YcIETZkyRZ999pm2bNmi3Llzq1WrVoqJibH16dWrl/755x+tWLFCP//8s9atW6fnn38+vd5CEiQTAAAAAGRf169LO3aYx85MJkgZb6lDUJBz+yHVWrdurbFjx6pTp05JrhmGobCwML355pvq0KGDqlSpoq+++kqnTp2yzWDYu3evli5dqv/7v//TI488ovr162vq1KmaP3++Tp06lc7vxkQyAQAAAED2tW2bdOuW+QE6NNS5YycUYfz9d3NnB1dr0EAKDk75usUiFS1q9sN9Xb16VVeuXLE9YmNjHRonIiJCkZGRat68ua3N399fjzzyiDZt2iRJ2rRpk/LkyaOaNWva+jRv3lxubm7asmXLg70RB5FMAAAAAJB93VkvwWJx7thVq0qFCknR0dKGDc4d2xHu7tLrr9+7T1iY2Q/3VaFCBfn7+9se48aNc2icyMhISVKhQoUStRcqVMh2LTIyUgULFkx03cPDQ3nz5rX1SW8eLrkrAAAAAGQECcmEtPg23s3NnJ3w1VfmUocmTZx/D3slfIvt5SXd/U167dpS587pH1MmtWfPHhUpUsR27uXl5cJo0h8zEwAAAABkT1br7W0hnV0vIUFGqpuwd6/09dfm8erV5mPuXOmLL8xZGZs2SevWuTbGTMTX11d+fn62h6PJhMDAQElSVFRUovaoqCjbtcDAQJ05cybR9bi4OF24cMHWJ72RTAAAAACQPf39t3TliuTrK1WunDb3aNHC/KC+a5fkokJ5NqNGSfHxUocOUp06UuPGUs+e0jPPSP36mX2GDjWTLEg3oaGhCgwM1KpVq2xtV65c0ZYtW1SnTh1JUp06dXTp0iXtSCgWKun3339XfHy8HnnkkXSPWSKZAAAAACC7SljiUKeO5JFGK8Dz55cSiuYtX54290iNv/6SvvvOTGy8+27S62PGSP7+Zr/Zs9M9vKzu2rVrCg8PV3h4uCSz6GJ4eLiOHTsmi8WioUOHauzYsfrxxx+1e/duPfXUUypcuLA6duwoSSpfvrweffRRPffcc9q6das2bNiggQMHqkePHipcuLBL3hPJBAAAAADZ053FF9NSRljq8NZb5nOPHsnPwihQQHr7bfP4jTfMGRtwmu3bt6t69eqqXr26JGn48OGqXr263v7fz/zVV1/VoEGD9Pzzz6tWrVq6du2ali5dKm9vb9sY33zzjcqVK6dmzZqpTZs2ql+/vmbOnOmS9yNJFsMwDJfd/QGdOHFCRYsW1fHjxxV8ry1OAADIRhJmqjrTjBnOHxMAXMowzG0QT540t25My+KIGzdK9epJAQHS2bPpv1vCpk1S3brmfffulUqXTr7fzZtmouHAAem116QPPkjfODMJPoeamJkAAAAAIPs5dsxMJHh4SA8/nLb3evhhKU8e6eJFadu2tL1Xct54w3zu0yflRIIkeXpKH39sHk+aJB0+nOahIfMimQAAAAAg+0lY4lCjhpQ7d9rey8NDat7cPE7vpQ6rVpm7Nnh63l7GcC9t20otW5qzFF55Je3jQ6ZFMgEAAABA9pNe9RISJNRNWLYsfe4nmUs53nzTPO7XTypW7P6vsVikiRPNJRGLF5uJCCAZJBMAAAAAZD/pnUxo1cp83rpVOn8+fe75yy/S5s1SzpzS66+n/nUVK0ovvGAes1UkUkAyAQAAAED2cuGC9Pff5nG9eulzz+BgqVIlKT5eWrky7e8XH397VsLgwVJgoH2vf+cds2Dkrl3SF184Pz5keiQTAAAAAGQvGzeaz2XKSAULpt9903OLyIULpZ07JT8/6dVX7X99vnzS6NHm8ZtvSpcvOzU8ZH4kEwAAAABkL+m9xCFBwlKHZcvMegZpJS7udrHFl16S8uZ1bJwXX5TKlze3s3z3XefFhyyBZAIAAACA7MVVyYT69aVcuaTTp6Xdu9PuPnPmSPv3m7MLhg51fJwcOcxijJI0ZYp08KBTwkPWQDIBAAAAQPYREyNt22YeN2iQvvf29paaNDGP02qpw82bZr0DSRoxwlzm8CAefVRq3Vq6dcuc5QD8D8kEAAAAANnH9u3mB+5ChaSSJdP//mldN+H//k86ckQKCpIGDHDOmBMnSh4e0k8/SStWOGdMZHokEwAAAABkH3cucbBY0v/+CcmEP/6Qrl1z7tjXr0tjx5rHb75pbgnpDOXK3U5MDBtm1mRAtkcyAQAAAED24ap6CQlKlZJKlDCXDaxe7dyxP/3UrMcQEiI9+6xzxx41yizk+M8/0syZzh0bmRLJBAAAAADZQ3y8tGGDeeyqZIKUNksdrlyRPvjAPB41SvL0dN7YkhQQII0ZYx6//bZ08aJzx0emQzIBAAAAQPawZ4906ZKUO7dUrZrr4khIJvz2m/O2iAwLk86fl8qWlZ54wjlj3q1fP6liRfM+CUUekW2RTAAAAACQPSQscahd2ywo6CpNmpjbLkZESIcOPfh4Fy5IH39sHo8Zk3bvzcNDmjTJPJ42Tdq3L23ug0yBZAIAAACA7MHV9RIS+Pjc3pbSGUsdJkwwlzlUrSp17frg491LixZS+/ZmEUa2iszWSCYAAAAAyB4ySjJBklq1Mp+XLXuwcSIjpSlTzOOxYyW3dPiI9/HH5syKX39Nuy0ukeGRTAAAAACQ9R0/Lh09Krm7S4884upobtdNWL1aiolxfJz335du3DCXbrRt65zY7qd0aWnQIPN42DBzZwpkOyQTAAAAAGR9CbMSqlWTfH1dGookqXJlKShIun79dmz2OnZMmjHDPB47VrJYnBff/bz1lpQ/v1k3Yfr09LsvMgySCQAAAACyvoy0xEEyP/g/6BaRY8ZIN2+aBR2bNXNebKmRJ4+ZwJCk0aPNHR6QrZBMAAAAAJD1ZbRkgvRgyYSDB6XZs83j995zWkh2efZZqUoV6eJFM6GAbIVkAgAAAICs7dIlafdu87hePZeGkkjz5mbBxH/+kU6csO+1o0ZJVqtZJ6FOnbSJ737c3aWwMPN4+nTzfSDbcOHmqgAAZC/9+jl/zISlsgCAe9i0STIMqWRJs05BRpE3r/Tww9LmzeauDn37pu51u3dL8+ebxwlLDVylSROpY0dpyRJp+HBzlkV61m6AyzAzAQAAAEDWlrDEoUED18aRHEeWOrz1lpkc6dbNLCjpah99JHl6SsuXS7/84upokE5IJgAAAADI2jJivYQECcmEFSukuLj799+6VfrhB3N5xJgxaRtbapUsKQ0dah4PH24WhUSWRzIBAAAAQNYVG2t+AJcyZjKhZk1zucPly7fjvJc33zSfn3xSKlcubWOzxxtvSIUKmYUhp01zdTRIByQTAAAAAGRdf/4pxcRI+fNLZcq4Opqk3N2lFi3M4/stdVi71pzBkCOHWYAxI/Hzu72rxDvvSGfPujYepDkKMAIAAIc4u6AkxSQBpIk7lzhk1MKAjz4qLVhgJhNSWrpgGOa3/5K5JWNoaPrFl1p9+kiffCKFh0tvv23u8IAsi5kJAAAAALKujFwvIUGrVubz9u0pf6O/dKm0YYPk7X17qUNG4+4uTZ5sHs+cKe3a5dp4kKZIJgAAAADImuLjzQ/gUsZOJgQFSVWrmrMPVqxIet0wbicQBgyQChdO3/js0bCh1LWr+bMfNsyMHVkSyQQAAAAAWdP+/dL581LOnFL16q6O5t4SdnVYtizptUWLzNoPPj7SiBHpG5cjPvxQ8vKSfv9dWrxYWrNGmjfPfLZaXR0dnIRkAgAAAICsKWGJwyOPSJ6ero3lfhKWOixbZn6rn8Bqld56yzweNswsJJnRhYRIL71kHnfvLjVpIj3+uPkcEmImR5DpkUwAAAAAkDWtX28+Z+QlDgnq1ZNy55aioqSdO2+3z50r7d0rBQTc/oCeGVSoYD7fPRPh5ElzGQQJhUyPZAIAAACArCkzFF9M4OkpNWtmHidsEXnrljR6tHn86quSv79LQrOb1ZrycoyEGgpDh7LkIZNzeTLh5MmTeuKJJ5QvXz7lzJlTlStX1vbt210dFgAAAIDM7ORJKSJCcnOT6tRxdTSpk1A3ISGZMGuW9O+/UqFC0qBBrovLXuvXSydOpHzdMKTjx2/PHEGm5OHKm1+8eFH16tVTkyZN9Ntvv6lAgQI6ePCgAgICXBkWAAAAgMwuYReHKlUkPz/XxpJaCXUT/vhD+uyz27USXn/dXAKRWZw+7dx+yJBcmkwYP368ihYtqlmzZtnaQkNDU+wfGxur2NhY2/nVq1fTND4AAAAAmVRmWuKQIDxc8vCQ4uKkF18029zdzZkJmUlQkHP7IUNy6TKHH3/8UTVr1lS3bt1UsGBBVa9eXZ9//nmK/ceNGyd/f3/bo0JCUQ8AAAAAuFNCMqFBA9fGkVqLFpmFCePiErdbrVLPnpmrYGGDBlJwsGSxJH/dYpGKFs08fzZIlkuTCf/++6+mT5+u0qVLa9myZXrxxRc1ePBgffnll8n2HzlypC5fvmx77NmzJ50jBgAAAJDhXblye0eEevVcG0tqWK3SkCG3ixMmJzMVLHR3lyZPNo/vTigknIeFmf2Qabk0mRAfH68aNWro/fffV/Xq1fX888/rueee02effZZsfy8vL/n5+dkevr6+6RwxAAAAgAxv82YpPl4KDZWKFHF1NPeXFQsWdu4sLVyY9OcfHGy2d+7smrjgNC6tmRAUFJRkqUL58uX1/fffuygiAAAAAJleZquXkFULFnbuLHXoYCZBTp82ayQ0aMCMhCzCpcmEevXqaf/+/YnaDhw4oOLFi7soIgAAAACZXmZLJmTlgoXu7lLjxq6OAmnApcschg0bps2bN+v999/XoUOHNHfuXM2cOVMDBgxwZVgAAAAAMqtbt8xlDlLmSSZQsBCZkEuTCbVq1dLixYs1b948VapUSe+++67CwsLUq1cvV4YFAAAAILP66y/pxg0pb16pXDlXR5M6FCxEJuTSZQ6S1K5dO7Vr187VYQAAAADIChKWONSrJ7m59LtT+yQULBwyJHExxuBgM5FAwUJkMC5PJgAAAACA02S2egl3omAhMhGSCQAAAACyBsPI3MkEiYKFyDQy0bwfAAAAALiHAweks2clLy/poYdcHQ2QpZFMAAAAAJA1JMxKePhhM6EAIM2QTAAAAACQNWT2JQ5AJkIyAQAAAEDWQDIBSDckEwAAAABkfpGR0qFDksUi1a3r6miALI9kAgAAAIDMb8MG87lyZSlPHpeGAmQHJBMAAAAAZG5WqzRvnnkcGmqeA0hTJBMAAAAAZF6LFkkhIdL335vnP/xgni9a5MqogCyPZAIAAACAzGnRIqlrV+nEicTtJ0+a7SQUgDRDMgEAAABA5mO1SkOGSIaR9FpC29ChLHkA0oiHqwMAAAAAgFSJjpb+/FPatk36+eekMxLuZBjS8ePS+vVS48bpFiKQXZBMAAAAAJA2rFbzw/zp01JQkNSggeTunrrX3rwp7dplJg4SHnv2SPHx9sVw+rT9cQO4L5IJAAAAAJxv0SJzGcKdsweCg6XJk6XOnRP3tVql/ftvJw22bpV27jQTCncrUkSqVUvKl0/64ov7xxEU9GDvA0CySCYAAAAAcK6Ewoh31zNIKIw4bZqZDEhIHuzYIV27lnScvHnNxMGdj4TkgNUqLVtmjplc3QSLxUxeNGjg/PcHgGQCAAAAACdKTWHE/v2TXsudW6pRw0wYPPyw+RwaaiYFkuPubs5y6NrV7HPn/RJeExaW+mUVAOxCMgEAAACA86xff+/CiAnKlJGaNbs946B8efs/+HfuLC1cmPxyirCwpMspADgNyQQAAAAAzpPagoejR0s9ez74/Tp3ljp0cLzQIwCHkEwAAAAA4DypLXjozMKI7u5s/wikMzdXBwAAAAAgC2nQwFxmkFKtA4tFKlqUwojINqxWq9566y2FhoYqZ86cKlmypN59910Zd9T5MAxDb7/9toKCgpQzZ041b95cBw8edGHU90cyAQAAAIDzJBRGTGmHBYnCiMhWxo8fr+nTp+uTTz7R3r17NX78eE2YMEFTp0619ZkwYYKmTJmizz77TFu2bFHu3LnVqlUrxcTEuDDyeyOZAAAAAMC5OneWmjZN2h4cbBZMpDAisoCrV6/qypUrtkdsbGyy/TZu3KgOHTqobdu2CgkJUdeuXdWyZUtt3bpVkjkrISwsTG+++aY6dOigKlWq6KuvvtKpU6e0ZMmSdHxH9iGZAAAAAMC5DEPau9c8/vBDae5cafVqKSKCRAKyjAoVKsjf39/2GDduXLL96tatq1WrVunAgQOSpJ07d+qPP/5Q69atJUkRERGKjIxU8+bNba/x9/fXI488ok2bNqX9G3EQBRgBAAAAONfOnebOCrlySYMGSV5ero4IcLo9e/aoSJEitnOvFH7PR4wYoStXrqhcuXJyd3eX1WrVe++9p169ekmSIiMjJUmFChVK9LpChQrZrmVEJBMAAAAAONdvv5nPTZuSSECW5evrKz8/v/v2+/bbb/XNN99o7ty5qlixosLDwzV06FAVLlxYvXv3TodI0wbJBAAAAADOlZBM+N80biA7e+WVVzRixAj16NFDklS5cmUdPXpU48aNU+/evRUYGChJioqKUtAdW6ZGRUWpWrVqrgg5VUgmAHBIv37OH3PGDOePCQAA0tmlS9LGjeYxyQRA169fl5tb4nKF7u7uio+PlySFhoYqMDBQq1atsiUPrly5oi1btujFF190Sgyd71OrZNGiRXaPSQFGAAAAAM6zYoVktUrlykmhoa6OBnC59u3b67333tMvv/yiI0eOaPHixZo4caI6deokSbJYLBo6dKjGjh2rH3/8Ubt379ZTTz2lwoULq2PHjk6JYcmSJfL09LQVi/zll1/k5uZmO3cEMxMAAAAAOA9LHIBEpk6dqrfeekv9+/fXmTNnVLhwYfXr109vv/22rc+rr76q6OhoPf/887p06ZLq16+vpUuXytvb22lxTJkyRQULFpQkLVy4UBMmTFCJEiUcHo9kAjI0Z0+lZxo9AABAGjIMaelS85hkAiDJLNQYFhamsLCwFPtYLBaNGTNGY8aMSZMYvL29FRMTI0kyDEM3b97U5MmTNXHiRLm7uzs0JsscAAAAADjHnVtCNmzo6mgA/E+ZMmUUFhamyMhIhYWFydfXVzt27FCTJk0UFRXl0JgkEwAAAAA4R8ISh2bN2BISyEDGjh2rmTNnqkiRIhoxYoQmTJigNWvWqFq1aqpevbpDY7LMAQAAAIBz/Pqr+cwSByBDadeunU6ePKkDBw6oaNGitu0op0yZorp16zo0JskEAAAAAA/u0iVp0ybzmGQCkOH4+/urVq1aSdp79Ojh0HgkEwAAAAA8uDu3hAwJcXU0AO6wa9eue16vUqWK3WOSTAAAAADw4BLqJbRp49o4ACRRrVo1WSwWSeZuDpK5g4RhGLJYLLJarXaPSTIBAAAAwIOJj7+dTGCJA5Dh1K9fX+Hh4RoxYoQef/xxW2LhQZBMALKYfv2cP+aMGc4fEwAAZCE7d0qRkVLu3FKDBq6OBsBd1q1bp0WLFmnEiBFasmSJJk2apHr16j3QmGwNCQAAAODBJMxKaNqULSGBDKpz587as2ePHn/8cXXo0EGdO3fWoUOHHB6PZAIAAACAB0O9BCBT8PDw0NChQ3Xo0CGFhoaqRo0aGjp0qGNjOTc0AAAAANnKxYtsCQlkcAEBAcnWSYiNjdXUqVMVFhZm95gkEwAAAAA4LmFLyPLlpeLFXR0NgGRMmjTJKUUX70QyAQAAAIDj2MUByPD69Onj9DGpmQAAAADAMfHx0tKl5jH1EoAMy93dXWfOnHHqmCQTAAAAADjmzi0h69d3dTQAUmAYhtPHJJkAAAAAwDG//mo+N2vGlpBABpelaiaMHj1a77zzTqK2smXLat++fS6KCEBG06+fc8ebMcO54wEAkK1RLwHINAIDA1O8ZrVa7R7P5QUYK1asqJUrV9rOPTxcHhIAAACA+2FLSCBTWbhwofLmzeu08Vz+yd3Dw+OeGRIAAAAAGdCKFWYBxgoV2BISyOAsFovq1aunggULOm1Ml9dMOHjwoAoXLqwSJUqoV69eOnbsWIp9Y2NjdeXKFdvj6tWr6RgpAAAAABuWOACZRpYrwPjII49o9uzZWrp0qaZPn66IiAg1aNAgxSTBuHHj5O/vb3tUqFAhnSMGAAAAoPh4kglAJrJ69WqnLnGQXLzMofUd/+GpUqWKHnnkERUvXlzffvut+vbtm6T/yJEjNXz4cNv5yZMnSSgAAAAA6S08XIqKYktIIJMIDQ3VqVOnUrxerFgxu8d0ec2EO+XJk0dlypTRoUOHkr3u5eUlrzu2nLly5Up6hQYAAAAgQcKshObN2RISyARCQkKS3RrSMAxZLJbMuZvDna5du6bDhw/rySefdHUoAAAAAFLCEgcgU/nrr7+cPqZLkwkvv/yy2rdvr+LFi+vUqVMaNWqU3N3d1bNnT1eGBQAAACAlFy6wJSSQyVStWtV2bLVaNXnyZIWHh6ty5coaNmyYQ2O6tADjiRMn1LNnT5UtW1bdu3dXvnz5tHnzZhUoUMCVYQEAAABIyZ1bQjqwzhqAa40YMULvvvuuYmJiNGnSJIeTCS6dmTB//nxX3h4AAACAvRKWOLRp49o4ADjkhx9+0FdffaX27dtrx44deuyxxzR16lS7x3HpzAQAAAAAmUh8vLR0qXnMEgcgU4qKirLtilixYkVFRUU5NA7JBAAAAACpk7AlpI8PW0ICmZRhGHJzM1MBFotFhmE4NI7dyxysVqvc3d2TvbZixQq1aNHCoUAAAAAAZHC//mo+N2smeXq6NhYAqRYQEGDbGvLatWuqXr26LaHgKLuTCa1bt9bixYuVO3duW9v58+c1ZMgQ/fLLL7p48eIDBQQAAAAgg2JLSCBTCgsLc/qYdicTfHx8VL9+ff32228KDAzUl19+qZdeekkNGzbUP//84/QAAQAAAGQAFy5ImzebxyQTgEyld+/eTh/T7mTC999/r8GDB6t27doqUaKEDh48qM8//1ydOnVyenAAAAAAMoiELSErVmRLSCATslqtWrx4sfbu3StJqlChgjp06CAPD8c2ebT7VRaLRVOnTlXRokU1cuRI/fDDD2rXrp1DNwcyin79nDvejBnOHQ8AAMDlEuolMCsByHT++ecfPfbYY4qMjFTZsmUlSePHj1eBAgX0008/qVKlSnaPaXcyYcqUKZIkb29vNWjQQN26ddPIkSOVJ08eSdLgwYPtDgIAAABABsaWkECm9uyzz6pixYravn27AgICJEkXL15Unz599Pzzz2vjxo12j2l3MmHSpEm24+vXrys2NlbTpk1Trly5ZLFYSCYAAAAAWc1ff0lnzrAlJJBJhYeHJ0okSOYOD++9955q1arl0Jh27wURERGhiIgIrVu3TgUKFFCPHj10/PhxRURE6N9//3UoCAAAAAAZWMIuDs2bsyUkkAmVKVNGUVFRSdrPnDmjUqVKOTSmQxtL7tq1S7Vr19a+fftUqlQp236VAAAAALIgtoQEMrVx48Zp8ODBWrhwoU6cOKETJ05o4cKFGjp0qMaPH68rV67YHqll9zKHlStXqlu3bnrnnXdUv359Pffcc/ruu+80c+ZMNWjQwN7hAAAAAGRkbAkJZHoJmyZ0797dNhnAMAxJUvv27W3nFotFVqs1VWPanUzo0qWLZs2apc6dO0uStm3bpokTJ6pNmzbq2bOnZs6cae+QAAAAADKq5cvNAoyVKklFi7o6GgAOWL16tdPHtDuZ8Ntvv6lu3bq2czc3N7388svq2rWr+vfv79TgAAAAALgYSxyATK9Ro0ZOH9Pumgl3JhLuFBISol8T9p4FAAAAkPmxJSSQJYSHhyfbfvHiRT3xxBMOjWn3zIQE169f17Fjx3Tz5s1E7VWqVHF0SCBL69fP+WPOmOH8MQEAAGz+/PP2lpD16rk6GgAOatKkiX7++WfVu+Pv8Q8//KAXXnhBlStXdmhMu5MJZ8+e1dNPP63fEqY73SW1xRoAAAAAZHBsCQlkCR9++KHatGmjb7/9Vg8//LAGDBigX375RRMmTFA/B7/1tDuZMHToUF26dElbtmxR48aNtXjxYkVFRWns2LH6+OOPHQoCAFzN2TNHmDUCAMgSEpIJbdq4Ng4AD+TZZ5+Vn5+funTpIh8fH1WpUkW7d+9WsWLFHB7T7mTC77//rh9++EE1a9aUm5ubihcvrhYtWsjPz0/jxo1T27ZtHQ4GAAAAQAZx4YK0ZYt5TL0EINPr3r27fH191bVrV3Xt2vWBEgmSA8mE6OhoFSxYUJIUEBCgs2fPqkyZMqpcubL+/PPPBwoGAAAAQAZx55aQwcGujgbAAxg+fLjtuFq1anrxxRe1ceNG5c2bV5I0ceJEu8e0O5lQtmxZ7d+/XyEhIapatapmzJihkJAQffbZZwoKCrI7AAAAAAAZUMJObcxKADK9v/76y3bs6emphg0b6ujRozp69KgsFotDY9qdTBgyZIhOnz4tSRo1apQeffRRffPNN/L09NTs2bMdCgIAAABABnLnlpDUSwAyvdWrVzt9TLuTCXfuQfnQQw/p6NGj2rdvn4oVK6b8+fM7NTgAAAAALvDnn9LZs5KvL1tCAkiW3cmEu+XKlUs1atSQYRg6duyYJMnd3V1FihR54OAAAAAAuMCdW0LmyOHaWAA4xfbt2/Xtt9/q2LFjunnzZqJrixYtsns8u5MJu3btSrb9/Pnzat68uapWrar8+fNr+fLldgcDAAAAIAOgXgKQpcyfP19PPfWUWrVqpeXLl6tly5Y6cOCAoqKi1KlTJ4fGtDuZUK1aNVksFhmGkeSaxWJhRwcAAAAgMzt/ni0hgSzm/fff16RJkzRgwAD5+vpq8uTJCg0NVb9+/RzeSMHNkRdt2bJFERERiR5bEv6DAwAAACDzWr5cMgypcmW2hASyiMOHD6tt27aSzN0coqOjZbFYNGzYMM2cOdOhMR2qmVCsWDEVLFgwUZu3t7dDAQAAAADIQBLqJTArAcgyAgICdPXqVUlSkSJF9Pfff6ty5cq6dOmSrl+/7tCYDiUTli1bpvz588vPz0+hoaEqXLiwQzcHAAAAkIHcuSUkyQQgy2jYsKFWrFihypUrq1u3bhoyZIh+//13rVixQs2aNXNoTIeSCb1797YdWywWhYSEqFu3bg4FAAAAACCD2LGDLSGBLOiTTz5RTEyMJOmNN95Qjhw5tHHjRnXp0kVvvvmmQ2PanUyIj4+XJN28eVPnz5/Xv//+qzVr1ujTTz91KAAAAAAAGUTCEocWLdgSEshC8ubNazt2c3PTiBEjHnhMh2YmSGbRhqCgIAUFBalevXpq27atatSoIXd3dxUqVEinTp164OAAAAAApCPqJQBZ1h9//CGr1apGjRpp//79+uWXX1SjRg01btzYofEc2s0hOdWqVVN8fLysViuJBAAAACCzOXfu9paQjz7q2lgAONXHH3+spk2bqk2bNvrggw9Uv359zZkzRy1bttR///tfh8Z0eGbCjh07tHfvXklShQoVVKNGDUeHAgAAAOBqbAkJZFnTp0/X119/rbJly+rhhx9WWFiY+vfvrylTpigsLEzPPPOM3WPanUw4c+aMevTooTVr1ihPnjySpEuXLqlJkyaaP3++ChQoYHcQAAAAyenXz/ljzpjh/DGBLCFhiUObNq6NA4DTnThxQvXq1VNwcLA8PDzUtGlTSVL79u31+uuvOzSm3cscBg0apKtXr+qff/7RhQsXdOHCBf3999+6cuWKBg8e7FAQAAAAAFwoPl5atsw8pl4CkOX4+/vr0qVLkszdGfPnzy/J3FjBy8vLoTHtnpmwdOlSrVy5UuXLl7e1VahQQdOmTVPLli0dCgIAAACACyVsCennJ9Wt6+poADhZq1atdPz4cVWqVEnTp0+3tW/evFlVqlRxaEy7ZybEx8crRzLbxOTIkcO2bSQAAACATCRhiUPz5mwJCaSBkydP6oknnlC+fPmUM2dOVa5cWdu3b7ddNwxDb7/9toKCgpQzZ041b95cBw8edNr9v/rqK7VOZtZRx44dtXjxYofGtDuZ0LRpUw0ZMiTRjg0nT57UsGHD1KxZM4eCAAAAAOBCv/5qPlMvAXC6ixcvql69esqRI4d+++037dmzRx9//LECAgJsfSZMmKApU6bos88+05YtW5Q7d261atVKMTExaRqbv7+/rRaivexe5vDJJ5/oscceU0hIiIoWLSpJtukSc+bMcSgIAAAAAC5y7py0dat5zJaQgNONHz9eRYsW1axZs2xtoaGhtmPDMBQWFqY333xTHTp0kGTOJChUqJCWLFmiHj16pHvMqWF3MqFo0aL6888/tXLlSu3bt0+SVL58eTVv3tzpwQEAAABIYwlbQlapIhUp4upogEzj6tWrunLliu3cy8sr2WKGP/74o1q1aqVu3bpp7dq1KlKkiPr376/nnntOkhQREaHIyMhEn6n9/f31yCOPaNOmTVknmSBJFotFLVq0UIsWLZwdDwAAAID0lFAvgV0cALtUqFAh0fmoUaM0evToJP3+/fdfTZ8+XcOHD9frr7+ubdu2afDgwfL09FTv3r0VGRkpSSpUqFCi1xUqVMh2LSNyKJmwatUqTZo0SXv37pVkzkwYOnQosxMAAACAzCQ+Xlq61DwmmQDYZc+ePSpyx2yelLZYjI+PV82aNfX+++9LkqpXr66///5bn332mXr37p0usaYFu5MJn376qYYMGaKuXbtqyJAhksztJNq0aaNJkyZpwIABTg8SAAAAQBrYvt2smcCWkIDdfH195efnd99+QUFBSWYxlC9fXt9//70kKTAwUJIUFRWloKAgW5+oqChVq1bNeQHLTIAcO3ZMN2/eTNT+2GOP2T2W3cmE999/X5MmTdLAgQNtbYMHD1a9evX0/vvvk0wAAAAAMouEJQ4tWrAlJJBG6tWrp/379ydqO3DggIoXLy7JLMYYGBioVatW2ZIHV65c0ZYtW/Tiiy86JYZ///1XnTp10u7du2WxWGQYhiSzhIEkWa1Wu8e0e2vIS5cu6dFkqry2bNlSly9ftjsAAAAAAOnMapXWrJG+/to8b9XKpeEAWdmwYcO0efNmvf/++zp06JDmzp2rmTNn2r6It1gsGjp0qMaOHasff/xRu3fv1lNPPaXChQurY8eOTolhyJAhCg0N1ZkzZ5QrVy79888/WrdunWrWrKk1a9Y4NKbdyYTHHntMixcvTtL+ww8/qF27dg4FAQAAAEC3P+TPm2c+O/Bt4X0tWiSFhEhNmkiHD5tto0aZ7QCcrlatWlq8eLHmzZunSpUq6d1331VYWJh69epl6/Pqq69q0KBBev7551WrVi1du3ZNS5culbe3t1Ni2LRpk8aMGaP8+fPLzc1Nbm5uql+/vsaNG6fBgwc7NKbdyxwqVKig9957T2vWrFGdOnUkmTUTNmzYoJdeeklTpkyx9XU0KAAAACDbWbRIGjJEOnHidltwsDR5stS5s/Pu0bWruRXknSIjzfaFC513LwA27dq1u+eX7xaLRWPGjNGYMWPS5P5Wq1W+vr6SpPz58+vUqVMqW7asihcvnmQJRmrZnUz44osvFBAQoD179mjPnj229jx58uiLL76wnVssFruSCR988IFGjhypIUOGKCwszN6wAAAAgLRjtUrr10unT0tBQVKDBpK7u/PGT+lD/smTzvuQb7WayYq77yGZbRaLNHSo1KGDc98bAJerVKmSdu7cqdDQUD3yyCOaMGGCPD09NXPmTJUoUcKhMe1OJkRERDh0o3vZtm2bZsyYoSpVqjh9bAAAAOCBpPWMgft9yJekF14wj2/dkm7cuP2IiUn+OLnzCxekU6dSjsMwpOPHzaRJ48YP/r4AZBhvvvmmoqOjJUljxoxRu3bt1KBBA+XLl08LFixwaEy7kwnOdu3aNfXq1Uuff/65xo4de8++sbGxio2NtZ1fvXo1rcMDAKfp18/5Y86Y4fwxAQB3cNaMAcOQLl40P8yfPm0+Eo7DwxMnKpJz9qx5v/Rw+nT63AdAuml1R5HVUqVKad++fbpw4YICAgJsOzrYy+5kwvDhw+95feLEiXaNN2DAALVt21bNmze/bzJh3Lhxeuedd+waHwAAAHBIapcF1K0rnTmTOEFw5/GpU2ZNgju+FHNIqVJS0aKSt7eUM+ftx93nybV5e0t790qpWYZ8xz73ALKuvHnzPtDr7U4mhIWFqU6dOvL09Exyzd6Mxvz58/Xnn39q27Ztqeo/cuTIRMmMkydPqkKFCnbdEwAAAEiV9evvPWMgYVmAPR++8+Y1+wcFSYULm8/R0dInn9z/tZ9//mDLD5o0kSZMMGdVJJcgsVjM5RsNGjh+DwAZUuf7zKBa5MBuLg4tc1i8eLEKFizoyEttjh8/riFDhmjFihWp3u7Cy8tLXl5etvMrV648UAwAAABAiuyZ7p8//+3kwJ2JgjuPAwPNGQJ3s1qlJUvS/kO+u7tZ56FrV3PMO++V8KVgWBjFF4EsyN/f33Y8d+5ctW/f3ra7g6NcVjNhx44dOnPmjGrUqGFrs1qtWrdunT755BPFxsbKnf+QAQAAwBUSZh2kxvLlUosWjt8rPT/kd+5s1nlIrqBkWBjbQgJZ1KxZs2zHCxcu1IQJExzexSGBy5IJzZo10+7duxO1Pf300ypXrpxee+01EgkAAABIf4Yh/fSTNHasdL+luAkzBpo2ffD7pueH/M6dze0f03KrSwBZnkPJhGXLliWaJnGnxx57LFVj+Pr6qlKlSonacufOrXz58iVpBwAAANJUfLz0/ffSe+9JO3eabblySc2aST//bJ6n9bKA9PyQ7+7O9o8AHohDyYTevXsn226xWGS1Wh8oIAAAgKyKLWIzoLg4acECM4mwd6/Z5uMjDRwoDR8uFShgbg+ZXssC+JAPIA1MmTLFdhwXF6fZs2crf/78trbBqdnp5S52JxPi4+PtvklqrVmzJs3GBgAAAGxu3pTmzJHGjZMOHTLb8uQxkwaDB5u7LiRgWQCATG7SpEm248DAQH399de2c4vFkj7JBAAAACDTio2V/vtf6YMPpGPHzLb8+c1ZCP37Syks5WXGAIDMLCIiwuljkkwAAABA1nf9uvT559KECdKpU2ZboULSK69IL7wg5c7t2vgAIB3cvHlTERERKlmypDw8Hiwd4OakmAAAAADXsFqlNWukefPM5ztreF29aiYQQkOloUPNREJwsDR1qhQRIb30EokEAFne9evX1bdvX+XKlUsVK1bUsf/NzBo0aJA++OADh8YkmQAAAIDMa9EiKSREatJEevxx8zkkRPr6a+ndd83j116Tzpwxj2fMMGskDBwo5czp2tgBIJ2MHDlSO3fu1Jo1a+Tt7W1rb968uRYsWODQmCxzAAAAQOa0aJHUtWviLRslc9eFp566fV6mjPT662ayIUeO9I0RADKAJUuWaMGCBapdu7YsCVvbSqpYsaIOHz7s0Jh2JxMSpkOkpFixYg4FAgAA4Cps2ZgJWa3mzgt3JxLu5OEhffml9J//sPMCgGzt7NmzKliwYJL26OjoRMkFe9idTAgJCbHdzDCMJMfWO9eoAQAAAGlh/XpzBsK9xMVJhQuTSACQ7dWsWVO//PKLBg0aJEm2z/H/93//pzp16jg0pt3JhAIFCsjT01N9+/ZV+/btH7gCJAAAAGC306ed2w8AsrD3339frVu31p49exQXF6fJkydrz5492rhxo9auXevQmHYXYDx58qQmTpyoDRs2qEOHDvr222/l5+enqlWrqmrVqg4FAQAAANglKMi5/QAgC6tfv77Cw8MVFxenypUra/ny5SpYsKA2bdqkhx56yKEx7Z5W4OHhoW7duqlbt276999/NXPmTNWoUUMfffSR+vbt61AQAAAAgF0aNDC3eExpqYPFYl5v0CB94wKADKpkyZL6/PPPnTaew1tD3rhxQ2vXrtXatWuVL18+hYSEOC0oAAAA4J7c3aX330/+WkIxsbAw6iUAwD3ExcWpadOmatq0qR599FG7Xmv3zITw8HDNnDlTCxcuVOPGjfXuu++qefPm9g4DAAAAPJizZ81nDw+z2GKC4GAzkdC5s0vCAoCMpnr16snu2mAYhnbt2qU///xTbm72zTWwO5lQo0YNBQcH67nnnlOhQoW0Z88e7dmzx3Z98ODB9g4JAAAA2CcuTpoyxTz+5BOpbFmz2GJQkLm0gRkJAGDTsWPHZNtv3bqlXbt2OVT/0O5kQrFixWSxWDR37twk1ywWC8kEAAAApL0lS6SjR6X8+aWnnpJy5nR1RACQYY0aNSrZ9piYGI0bN86hMe1OJhw5csShGwEAAABOM2mS+fziiyQSAMBByS19SC27kwkJbt68qYiICJUsWVIeHg4PAwBwsn79nD/mjBnOHxMAHLZli7Rxo+TpKfXv7+poACBbsjsLcP36dQ0aNEhffvmlJOnAgQMqUaKEBg0apCJFimjEiBFODxIAAACwSZiV0LOnFBjo2lgAIBMYPnx4su1Wq9XhMe1OJowcOVI7d+7UmjVrEm0d0bx5c40ePZpkAgAAANLOsWPSwoXm8bBhro0FADKJv/76K8VrDRs2dGhMu5MJS5Ys0YIFC1S7du1E6ysqVqyow4cPOxQEMh+mUQMAAJf45BPJapWaNJEcqD4OANnR6tWrnT6mfRtJSjp79qwKFiyYpD06OvqBijcAAAAA93TtmjRzpnmcwpRdAED6sDuZULNmTf3yyy+284QEwv/93/+pTp06zosMAAAAuNOsWdLly1KZMlKbNq6OBgCyNbuXObz//vtq3bq19uzZo7i4OE2ePFl79uzRxo0btXbt2rSIEQAAANmd1SpNnmweDxkiudn9nRgAwInsTibUr19f4eHh+uCDD1S5cmUtX75cNWrU0KZNm1S5cuW0iBEAgDRFHRggE/j5Z+nwYSkgQOrd29XRAEC2Z3cyQZJKliypzz//3NmxAAAAAMlL2A6yXz8pd27XxgIAcCyZcKfVq1frr7/+UpUqVdS8eXNnxAQAAADc9uef0tq1koeHNHCgq6MBgExnypQp97w+ePBgu8d8oGTCp59+qsGDBys0NFRHjx7V+PHjNYz9fgEAAOBMCbMSuneXihRxbSwAkAkNHTpUwcHBcnd3lyQdP35cQUFB8vDwkMViSf9kwmeffaZPP/1Uzz//vObOnatRo0aRTAAAOJWz6xlQywDIZE6dkubPN4/5dyYAOGz79u0qWLCgJMnX11dr165ViRIlHB7vgcrgHj9+XI0bN5YkNWrUSMeOHXuQ4QAAAIDEpk2T4uKkBg2kmjVdHQ0AZEru7u6yWq22c6vVqk2bNj3QmA+UTIiLi1OOHDkkSR4eHoqLi3ugYAAAAACb69elzz4zj5mVAAAOCw4O1qpVqyRJGzduVHx8vIYPH67XX39dhmE4NKbdyxw6d+5sO46JidELL7yg3LlzKzY21qEAAAAAgGR99ZV04YJUooT02GOujgYAMq1+/fqpT58+Gjt2rI4cOaLnnntOr776qrp06aKtW7dq5cqVdo9pdzJhyZIl6t69u3LmzKknnngi0bWnnnrK7gAAAACAJOLjpbAw83jwYOl/RcMAAPYbMWKEatSooZ07dyo0NFRdunSRxWLR+vXrNWTIEIfGtDuZYLFYNGXKFFvhBgAAAMDpli6V9u+X/PykZ55xdTQAkOm1bNlSLVu2TNTm5eWlzxKWk9nJ7mSCo+spAAAAgFRL2A7yueckX1/XxgIAmdyVK1fued3Pz8/uMe1OJpw9e1b58uWz+0YAAABAquzaJa1cKbm5SYMGuToaAMj08uTJI4vFkqTdMAxZLJZEOz2kVqqSCVevXpXv/zLC+fLlU1RUlKZNm6Y9e/bIYrGoQoUK6t+/vwoVKmR3AAAAAEAiCbUSunSRihd3aSgAkFUsXLhQefPmlWEYatOmjf7v//5PRYoUcXi8+yYT4uLiFBgYqEOHDikoKEgbNmzQo48+qsKFC6tu3bqSpPnz52vSpElavny5ateu7XAwAAAAyOaioqRvvjGP2Q4SAJymXr16ttqH7u7uqlGjhsqVK+fweG736+Dh4SEvLy/duHFDkvTyyy/riSee0L59+zRr1izNmjVL+/bt0+OPP66XXnrJ4UAAAAAATZ8u3bwp1a4t1anj6mgAIEvImzevTpw4IUm6ePGirl+/rnbt2mnnzp0Oj3nfZIIkFShQQFevXpUkhYeHa+jQoYnWW1gsFg0dOlR//vmnw4EAAAAgm4uJkT791DxmVgIAOE3Dhg3Vp08fffDBB+rQoYMeeughDR8+XI0aNdLs2bMdGjNVyYQ6depowYIFkqRChQrpyJEjSfpEREQ4VAESAAAAkGQubzh7VipWTOrc2dXRAECW8emnn6pSpUr6+uuv5efnp2+++Ub9+/fX0qVL9fbbbzs0ZqoKMA4dOlQNGjRQ6dKl1bNnTz377LP66KOPbDUTNmzYoFdeeUXdu3d3KAgAAABkc4ZxezvIQYMkD7s3HQMApCAwMFBz585N0l67dm2HVxik6r/S1apV008//aTnn39eR48e1a1bt9SzZ0/bUgd3d3c999xzmjBhgkNBAAAAIJtbuVL65x/Jx0d69llXRwMA2Ub+/Pkdel2qU76NGzfWgQMHtG/fPp09e1bx8fGSpICAAJUsWVK5c+d2KAAAQObUr59zx5sxw7njAchkJk40n595RsqTx6WhAEBWM3z48Hten5jw32A72D1/rFy5cipXrpzOnTsnyfEsBgAAACBJ2rtXWrpUslikwYNdHQ0AZDl//fWX7fiPP/7QQw89pJw5c0pSos0V7GFXMuHSpUt64403tGDBAl28eFGSOTOhR48eGjt2rPKQRQYAAIC9wsLM5w4dpJIlXRoKAGRFq1evth37+vpq7ty5KlGixAONmepkwoULF1SnTh2dPHlSvXr1Uvny5SVJe/bs0ezZs7Vq1Spt3LhRAQEBDxQQAAAAspFz56SvvjKP2Q4SADKNVCcTxowZI09PTx0+fFiFChVKcq1ly5YaM2aMJiVU4QUAAADuZ8YMKSZGeughqUEDV0cDAEilVCcTlixZohkzZiRJJEjmNhMTJkzQCy+8QDIBAAAAqRMbK33yiXk8bJhZMwEA4HQ//vij7Tg+Pl6rVq3S33//bWt77LHH7B4z1cmE06dPq2LFiiler1SpkiIjI+26+fTp0zV9+nQdOXJEklSxYkW9/fbbat26tV3jAAAAIBNasECKjJQKF5a6dXN1NACQZXXs2DHReb87tuWyWCyyWq12j+mW2o758+e3fehPTkREhPLmzWvXzYODg/XBBx9ox44d2r59u5o2baoOHTron3/+sWscAAAAZDKGISXMaB04UPL0dG08AJCFxcfHp/hwJJEg2ZFMaNWqld544w3dvHkzybXY2Fi99dZbevTRR+26efv27dWmTRuVLl1aZcqU0XvvvScfHx9t3rzZrnEAAACQyaxdK4WHS7lySXd8QwYAyBzsKsBYs2ZNlS5dWgMGDFC5cuVkGIb27t2rTz/9VLGxsfr6668dDsRqteq7775TdHS06tSpk2yf2NhYxcbG2s6vXr3q8P0AAADgQhMnms+9e0t2zm4FANjnypUrybafOXNGZcuWlb+/vwoVKqS9e/emesxUJxOCg4O1adMm9e/fXyNHjpRhGJLM9RUtWrTQJ598oqJFi6b6xgl2796tOnXqKCYmRj4+Plq8eLEqVKiQbN9x48bpnXfesfseAAAAyEAOHpR+/tk8HjLEtbEAQDaQJ08eWZIpcmsYhiwWiy5cuGD3mKlOJkhSaGiofvvtN128eFEHDx6UJJUqVcruWgl3Klu2rMLDw3X58mUtXLhQvXv31tq1a5NNKIwcOVLDhw+3nZ88eTLFxAMAAAAyqMmTzZoJbdtKZcu6OhoAyBYWLlyY5LP7+fPn1c3BAriprplwp4CAAD388MN6+OGHHyiRIEmenp4qVaqUHnroIY0bN05Vq1bV5MmTk+3r5eUlPz8/28PX1/eB7g0AAIB0dvGiNGuWeXzHl0QAkF188MEHslgsGjp0qK0tJiZGAwYMUL58+eTj46MuXbooKirKqfetV6+eGjVqlOhRr149h8dzKJmQluLj4xPVRQAAAEAWMnOmdP26VKWK1KSJq6MBgHS1bds2zZgxQ1WqVEnUPmzYMP3000/67rvvtHbtWp06dUqdO3d26r337NmjvXv36uTJk7ayBQ/CrmUOzjZy5Ei1bt1axYoV09WrVzV37lytWbNGy5Ytc2VYAAAASAu3bklTp5rHw4ZJyazfBYCs6tq1a+rVq5c+//xzjR071tZ++fJlffHFF5o7d66aNm0qSZo1a5bKly+vzZs3q3bt2k65f7NmzWzHnp6eqlu37gMlLFyaTDhz5oyeeuopnT59Wv7+/qpSpYqWLVumFi1auDIsAAAApIWFC6WTJ6VChaSePV0dDQA8kKtXrybaJcHLy0teXl4p9h8wYIDatm2r5s2bJ0om7NixQ7du3VLz5s1tbeXKlVOxYsW0adMmpyQTIiIiJJk7JJ4/f17//vuv1q5dq9dee83hMV2aTPjiiy9ceXsAAACkF8O4vR1k//7SPf7BDQCZwd2bAYwaNUqjR49Otu/8+fP1559/atu2bUmuRUZGytPTU3ny5EnUXqhQIUVGRjol1uLFiyc6r1Onjnr16qUnnnhCjRs3VokSJVSgQAFt2bIl1WO6NJkAAACAbGLDBmn7djOJ8OKLro4GAB7Ynj17VKRIEdt5SrMSjh8/riFDhmjFihXy9vZOr/BSpX79+rZZC+7u7na9lmQCAAAA0t6kSebzk09KBQq4NhYAcAJfX1/5+fndt9+OHTt05swZ1ahRw9ZmtVq1bt06ffLJJ1q2bJlu3rypS5cuJZqdEBUVpcDAQKfFGxcXpzVr1ujw4cN6/PHH5evrq8jISNsOEvYimQAAAIC0YbVK69dLO3dKixebbXdshQYA2UGzZs20e/fuRG1PP/20ypUrp9dee01FixZVjhw5tGrVKnXp0kWStH//fh07dkx16tRxSgxHjx7Vo48+qmPHjik2NlYtWrSQr6+vxo8fr9jYWH322Wd2j0kyAQAAAM63aJE0ZIh04sTtNi8vaf9+qWJF18UFAOnM19dXlSpVStSWO3du5cuXz9bet29fDR8+XHnz5pWfn58GDRqkOnXqOG0nhyFDhqhmzZrauXOn8uXLZ2vv1KmTnnvuOYfGJJmQxfTr5/wxZ8xw/pgAACALW7RI6trVLLp4p9hYs33hQsnJ+6cjMWf/m5B/DwJpa9KkSXJzc1OXLl0UGxurVq1a6dNPP3Xa+OvXr9fGjRvl6emZqD0kJEQnT550aEySCQAAAHAeq9WckXB3IuFOQ4dKHTpIdhb7AoCsYs2aNYnOvb29NW3aNE2bNi1N7hcfHy+r1Zqk/cSJE/L19XVoTLcHDQoAAACwWb8+8dKGuxmGdPy42Q8AkC5atmypsLAw27nFYtG1a9c0atQotWnTxqExmZkAAAAA5zl92rn9AAAP7OOPP1arVq1UoUIFxcTE6PHHH9fBgweVP39+zZs3z6ExSSYAAADAOQxD+vff1PUNCkrbWAAANsHBwdq5c6fmz5+vXbt26dq1a+rbt6969eqlnDlzOjQmyQQAAAA8uAMHzFoJS5feu5/FIgUHSw0apE9cAABJkoeHh5544gmnjUfNBAAAADju2jVp5EipUiUzkeDpae7UYLGYjzslnIeFUXwRANLZ/v37NXDgQDVr1kzNmjXTwIEDtW/fPofHI5kAAAAA+xmGtGCBVK6c9MEH0q1bUuvW0t9/S99/b27/WKRI4tcEB7MtJAC4wPfff69KlSppx44dqlq1qqpWrao///xTlStX1vfff+/QmCxzAAAAgH3+/lsaNEhK2NosNFSaPFlq1+727IPOnc3tH9evN4stBgWZSxuYkQAA6e7VV1/VyJEjNWbMmETto0aN0quvvqouXbrYPSbJBAAAAKTOpUvS6NHSJ59IVqvk7S29/rr0yivm8d3c3aXGjdM5SADA3U6fPq2nnnoqSfsTTzyhDz/80KExWeYAAACAe4uPl2bNksqWNWcgWK3mzIO9e6W33ko+kQAAyDAaN26s9evXJ2n/448/1MDBgrjMTAAAAEDKtm+XBg6Utmwxz8uVk6ZMkVq0cG1cAIBUe+yxx/Taa69px44dql27tiRp8+bN+u677/TOO+/oxx9/TNQ3NUgmAAAAIKlz56Q33pA+/9wstujjI40aJQ0ebO7YAADINPr37y9J+vTTT/Xpp58me02SLBaLrFZrqsYkmQAAAIDbrFZpxgzpzTelixfNtl69pAkTpMKFXRsbAMAh8fHxTh+TZAIAAEB2Y7Umv8vChg3mkobwcLNflSpmsUUH19MCALIuCjACAABkJ4sWSSEhUpMm0uOPm89Fi5q7LtSvbyYS8uQxkwg7dpBIAIBM7Pfff1eFChV05cqVJNcuX76sihUrat26dQ6NTTIBAAAgu1i0SOraVTpxInH76dPS2rXm8bPPSgcOSAMGSB5MYgWAzCwsLEzPPfec/Pz8klzz9/dXv379NGnSJIfGJpkAAACQHVit0pAhZjHFlBQqJH32mVSgQPrFBQBIMzt37tSjjz6a4vWWLVtqx44dDo1NMgEAACA7WL8+6YyEu0VFmf0AAFlCVFSUcuTIkeJ1Dw8PnT171qGxSSYAAABkB6dPO7cfACDDK1KkiP7+++8Ur+/atUtBQUEOjU0yAQAAIDtI7T8WHfxHJQAg42nTpo3eeustxcTEJLl248YNjRo1Su3atXNobKrqAAAAZAd160re3lIy/6CUJFksUnAwuzcAQBby5ptvatGiRSpTpowGDhyosmXLSpL27dunadOmyWq16o033nBobJIJAAAA2cGrr947kSBJYWGSu3u6hQSkRr9+zh9zxgznjwlkRIUKFdLGjRv14osvauTIkTL+V4TXYrGoVatWmjZtmgoVKuTQ2CQTAAAAsrrp06XJk83jl1+W5s9PXIwxONhMJHTu7JLwAABpp3jx4vr111918eJFHTp0SIZhqHTp0goICHigcUkmAAAAZGXLlkmDBpnH770nvf669MEH5q4Np0+bNRIaNHBoRoKzvzHm22IASDsBAQGqVauW08YjmQAAAJBV/fOP1L27ZLVKvXtLI0ea7e7uUuPGLg0NAJC5sZsDAABAVnTmjNSunXTlijnzYMaM27URAAB4QMxMAAAAyGIG9I3R8F86qmTUEZ3xK6kPQhcperCXw+Nlh+UHFPkDAPuQTAAAAMhKDEO91z6jklGbFO2ZR588+rOivfO7Oir8D0kLAFkFyxwAAACykjFj9PDhebJaPDSzxUJF5Snn6ogAAFkQyQQAAICsYt48afRoSdLc+p9qX5Fmro0HAJBlkUwAAADICjZtkp5+WpK0vMpL+qP8cy4OCACQlVEzAQAAILM7ckTq0EGKjZUee0yLCo53dUQAgCyOmQkAAACZ2eXL5haQZ89K1apJ33wjw83d1VEBALI4kgkAAACZlFt8nPSf/0j//CMVLiz99JPk4+PqsAAA2QDLHAAAADKp7huHSnuWSblyST/+KAUHuzokAEA2QTIBAAAgE2ry91Q12TNNslikOXOkhx5ydUgAUqFfP+eON2OGc8cDUotkAgAAQCZT6div6r5pqHnywQdSp04ujSctOfuDl8SHLwBwBmomAAAAZCKFL+zWs6t6yM2I1x9ln5FeecXVIQEAsiGSCQAAAJmE3/VIDVzaTjlvXdW+wk00t/50c5kDAADpjGQCAABAJpAj7oZeXN5R+a4dU6R/Gc1ovlBWd09XhwUAyKZIJgAAAGRwFiNefdb0UYkzW3TNK6+mPfqzrnvndXVYAIBsjGQCAABABtd++yjV/Pdbxbnl0GctFumMf2lXhwQAyOZIJgAAAGRgjxz4Wm3/GitJmtNgpg4WbuTiiAAAcHEyYdy4capVq5Z8fX1VsGBBdezYUfv373dlSAAAAC5jibeqzKk1qnVonsqcWqNSp9fqyXXPSpJ+qzZCm8r2cW2AAAD8j4crb7527VoNGDBAtWrVUlxcnF5//XW1bNlSe/bsUe7cuV0ZGgAAQLqqHrFI3TcOUd7oE7a2eLnJTfHaEdpFP9R6z4XRAQCQmEuTCUuXLk10Pnv2bBUsWFA7duxQw4YNXRQVAABA+qoesUj9VnSVZCRqd1O8DEl/hnaRYWF1KgAg43BpMuFuly9fliTlzZt8deLY2FjFxsbazq9evZoucQEAAKQVS7xV3TcOkWTIknwPddnymnaU6C7DzT19gwPuoV8/5485Y4bzxwSQNjJMijs+Pl5Dhw5VvXr1VKlSpWT7jBs3Tv7+/rZHhQoV0jlKAAAA5yoduV55o0+kkEiQLDKUN/q4SkeuT9e4AAC4lwyTTBgwYID+/vtvzZ8/P8U+I0eO1OXLl22PPXv2pGOEAAAAzud//bRT+wEAkB4yxDKHgQMH6ueff9a6desUHBycYj8vLy95eXnZzq9cuZIe4QEAAKSZy7mCnNoPAID04NKZCYZhaODAgVq8eLF+//13hYaGujIcAACAdPdvgUd00z1nitcNWXQhd1EdDGyQjlEBAHBvLp2ZMGDAAM2dO1c//PCDfH19FRkZKUny9/dXzpwp/08VAAAgK/Cwxur5Vf+Rp/WGbR+HO2snJJRk/LZuGMUXAQAZiktnJkyfPl2XL19W48aNFRQUZHssWLDAlWEBAACkOY+4GL2wvLOqHvtJN9299Uv1N3Uxd+LlnhdzB2tGi4X6K7Szi6IEACB5Lp2ZYBjG/TsBAABkMTnirqv/so6qcHKFbrrn1LRHf9K+Is3080OjVTpyvfyvn9blXEE6GNiAGQkAgAwpQxRgBAAAyC48b0VrwLL2KndqtWI8cuuTR3/RwcKNJEmGm7sOFG7s2gABAEgFkgkAAADpxOvmVQ1a2lalI9frRg5fTW39mw4H1nN1WAAA2I1kAgAAQHq4ckWDf2utUlEbdSOHnya3WaaIQrVdHRUAAA4hmQAAAJDWLl2SWrVSqaitivbMo8ltV+hogZqujgoAAIeRTEhH/fo5d7wZM5w7HgAASAMXLkgtW0o7duiaV16FtV2p4/mruzoqAAAeCMkEAACAtHLunNS8ubRzp5Q/vyY2WqWT+aq4OioAAB6Ym6sDAAAAyJLOnJGaNDETCYUKSWvWkEgAAGQZzEwAAABwMr/rp6XGzaS9e6WgIOn336Vy5VwdFgAATkMyAQAAwInyRJ/UsJ+bSpcPSMHBZiKhdGlXhwUAgFORTAAAAHCSgGvHNPznpip45bBUrJi0erVUooSrwwIAwOmomQAAAOAE+a4e0cs/NVLBK4d11jdUWreORAIAIMsimQAAAPCA8l85rJd+aqT8V48oyq+UPm6/Vipe3NVhAQCQZkgmAAAAPICClw7o5Z8aKd+1Y4r0L6uJ7dfook9RV4cFAMggxo0bp1q1asnX11cFCxZUx44dtX///kR9YmJiNGDAAOXLl08+Pj7q0qWLoqKiXBRx6pBMAAAAcFChS/v00s+NFRB9UqcCKujj9mt0KXcRV4cFAMhA1q5dqwEDBmjz5s1asWKFbt26pZYtWyo6OtrWZ9iwYfrpp5/03Xffae3atTp16pQ6d+7swqjvjwKMAAAAqWCJt6p05Hr5Xz+ty7mCFO0VoKG/tpTfjTM6kbeywtqu1NWcBV0dJgBIkvr1c+54M2Y4d7ys4OrVq7py5Yrt3MvLS15eXkn6LV26NNH57NmzVbBgQe3YsUMNGzbU5cuX9cUXX2ju3Llq2rSpJGnWrFkqX768Nm/erNq1a6ftG3EQyQQAAID7qB6xSN03DlHe6BO2tni5yU3xOpavmsLarlC0d34XRggASG8VKlRIdD5q1CiNHj36vq+7fPmyJClv3rySpB07dujWrVtq3ry5rU+5cuVUrFgxbdq0iWQCAABAZlQ9YpH6regqyUjU7qZ4GZJWVhpKIgEAsqE9e/aoSJHbS9uSm5Vwt/j4eA0dOlT16tVTpUqVJEmRkZHy9PRUnjx5EvUtVKiQIiMjnRqzM5FMAAAASIEl3qruG4dIMmRJvoc6bn9LW0s/IcPNPX2DAwC4lK+vr/z8/Ox6zYABA/T333/rjz/+SKOo0g8FGAEAAFJQOnK98kafSCGRIFlkKG/0cZWOXJ+ucQEAMp+BAwfq559/1urVqxUcHGxrDwwM1M2bN3Xp0qVE/aOiohQYGJjOUaYeyQQAAFLBEm9VmVNrVOvQPJU5tUaWeKurQ0I68L9+2qn9AADZj2EYGjhwoBYvXqzff/9doaGhia4/9NBDypEjh1atWmVr279/v44dO6Y6deqkd7ipxjIHAADuI7niexdyB+vbupP1V2jG3rYJD+ZyztR9I3Q5V1AaRwIgrTl79wOJHRBgGjBggObOnasffvhBvr6+tjoI/v7+ypkzp/z9/dW3b18NHz5cefPmlZ+fnwYNGqQ6depk2OKLEjMTAAC4p4TiewF3JBIkKSD6pPqt6KrqEYtcFBnSmkdcjBrsvfcnAUMWXchdVAcDG6RTVACAzGb69Om6fPmyGjdurKCgINtjwYIFtj6TJk1Su3bt1KVLFzVs2FCBgYFatChj/xuDmQkAAKTgXsX3LDJkyKLuG4cqvHgHiu9lMT43zurF5R1VKmqjrP/bAlKyyHLHjg4JvxXf1g3jzx8AkCLDMO7bx9vbW9OmTdO0adPSISLnYGYCAAApoPhe9hR4ca9GLHlEpaI2Ktozjya3XaEZLb7XxdxFEvW7mDtYM1osZKkLACBbYmYCAAApoPhe9lPu5Cr1W9FFuW5e1lnfEpra+hdF5SknSQov3kGlI9fL//ppXc4VpIOBDZiRAADItkgmAACQDA9rrMqdWJmqvrfcvNI4GqSHevu+UK/1L8jdiNOhQnU1veUSXctZwHbdcHPXgcKNXRcgAAAZCMscAAC4S9mTv+uthVVV/8B/JUn3W+nY9/de6rz5VfncOJv2wcH54uPVacsIPbXuWbkbcdpasqcmtV2VKJEAAAASI5kAAMD/+F6P0tO/P6nhvzRT4OX9upyzkFZWGiqzOkLiygnG/0rxRfqVlmd8jFrt+lDvzS+hDlvfUK6YC64IH464fl3q3l2P7hwvSfq5xtv6ouk3ivPwdnFgAABkbCxzAABkexYjXvX3fq5OW0co981LipdFayv01w+1xuqGVx4dCmqg7huHKO8d20NezB2sb+uG6a+QTqp0/Fc9tv1tFT/3p9qEv68m/3wilRguDR0q+fu77o3h3iIjpQ4dpK1bdcvNU183+kJbSj/h6qgAAMgUSCYAALK38HC9+sMLKnFmiyTpWL7qmtNgho4WrGXr8ldo53sW3/u7WFv9XbSNqh1ZovY7Rin4wm5p9Ghp8mTplVekQYMkHx9XvDuk5O+/pbZtpWPHpHz5FFZ3sQ4FNXB1VAAAZBoscwAAZE9Xr0rDh0sPPaQSZ7boRg5fza87WeM6bU2USEiQUHxvW6meOlC4cdIq/haLwkM7aWyXcM1stkAqV066eFF6/XUpNFT66CPliLueTm8O97RsmVS3rplIKF1a2ryZRAIAAHYimQAAyF4MQ/r+e6l8eWnSJCk+XttLdNeo7vu0utJgxbs92KQ9w+KmHSW7m998f/21VKqUdO6c9Morem9eSTX5e4o84mKc9GZgr4Z7ppszEq5elRo1kjZvNv+MAACAXUgmAACyjXxXIqR27aSuXaWTJ6USJaTfftPnzRfocu7Czr2Zu7v0xBPS3r3Sf/8rhYTI/0akemwcorELSqnhnulyt95M9BJLvFVlTq1RrUPzVObUGlnirc6NKRuzxFvVbdNw9fqjv2S1Sr17S8uXS3nzujo0AAAyJWomAACyPHfrTbXY9bHa/vmuZL0h5cghjRghjRwp5cwpLU7Dm3t4SE8/LfXqpTnNZqnNX2OVN/qEev3RX63Cx+vXGm9pU5mnVPXoT0mKPF7IHaxv607WX6Gd0zDArM/r1jU983svVTv6o9kwdqy5/MRiufcLAQBAikgmAACytNKn1urxP15U4Ut7zYYmTaRPPzVrGqQnT0+tr9BPm8r2Uf29n6t1+PvKf+2onlr3rDpse0N+N6KSvCQg+qT6reiqGS0WklBwUJ7okxqwtL2Knf9Lt9y9NLvxl3rujf+4OiwAADI9ljkAADK1lJYG+Nw4q95r+ujlnxur8KW9uuJdQP9t8rW0alX6JxLuEOfupTWVBurNHof1Xe2PdcUrv/xvRMki6e7vyS0yJEndNw5lyYMDgs+Fa8SSR1Ts/F+64l1AE9ut1vaSJBIAAHAGZiYAADKt6hGLkl0asKt4e9U6PF+5Yy8qXhatL99PSx5+X9e9AvRMBpnZfssjp1ZWGa7Tecpr8NI2KfazyFDe6OMqHbleBwo3Tr8AMxFLvDXJtp2Vjv+mZ1f1kHdctE7lKa9PHv1F5/1CXR0qAABZBskEAECmVD1ikfqt6Cr979v7BAHRJ9R4z3RJ0vF8VfVN/c8UUai2CyJMnVw3L6Wqn//102kbSCaVXELpumceed+8LDcZ2lukmWY0X6gbXnlcFyQAAFkQyQQAQKZjibeq+8YhkoxklgaY6YUbnnk0rsMWWT280j9AO1zOFeTUftlJSgmlhATNniLNNLX1b4p3y5H+wQEAkMVRMwEAkOmUjlyvvNEnkiQSElhkfqAseWZTeoblkIOBDXQhd3AyaRGTIemqd34dDGyQvoFlcPdKKEnmzy3w0gEZ/FMHAIA0wf9hAQCZh2Eo5MxWtdw5IVXdM8PSAMPNXd/WnWwe3/Wx2ND/EiMxF/RQxML0Dy4DS01CKaHWBAAAcD6WOQAAMjbDUPD5nar57wLVPLxABa5GpPqlmWVpwF+hnTWjxcIka/8v5g7WWd8SKhu5Tn1X9ZTnrWhtLPeMCyPNOFKbKMoMCSUAADIjkgkAgIxpzx5pwQK98+18BV4+YGuO8citXcXaqcLJlcode8G2feKdDFl0MXdwploa8FdoZ4UX75BkVwJZLOr5R3812jtDvdf1lVfcNa2uNNjV4brcFe8CqeqXWRJKAABkNiQTAAAZx6FD0oIF5mP3bklSoKSb7t76u2gbbSvVQ7uLtdUtj1y24nuGLIkSCglLBb6tGybDzd0V78Jhhpt7sts/zq0/XbE5fNRy18fqsXGIvG9d02/VX0//ADOIgGvH1WH7W/fskxkTSgAAZCYkEwAAacISb03yLXtyH+7zXj2qmv9+K9VcIO3YcftCjhxSq1b6IrqHdhZ/TLGevoled6+lAd/WDdNfoZ3T7L2lO4tF3z/yoWJz+Kr9jtHquO0Ned26qiW13pdSrBqQNVU8vlTP/P6EfGLPK9YjlzzjrktZKKEEAEBmQTIBAOB01SMWJfmQfyF3sL6tO1l/hXaW3/XTeujf71Tr8HyVjLpjxwV3d6lZM+k//5E6dZICArS1X8r3SWlpQJb8AGmx6OeHRikmh4+6bX5ZrcM/kPeta1L8ZMkt69dTtsRb1e7Pd9Tmz7Fyk6Gj+WtoZvPvVPR8ePZIKAEAkMGQTAAAOFXC8gPdVcsgIPqk+q3oolN5Kiro0h65/e96vCw6GNRIZd/+j9Sli1QgdWvhE6S0NCCrWlnlJcV6+OjxP15Uk38+kfpek/7v/8xETBblez1Kz/7+uMqd+l2StKbCi/qu9kTFeXjrnF+J7JNQAgAgAyGZAABwGku8Vd03DlHSTQ5lm4Ze5NI/kqTDhepoW8ke+jO0qy7nLqwZL6RvrJnZ+gr9dDNHbvVe00fus2dL0dHSnDmSp6erQ3O60qfX6dlVPZTn+mnFeOTWnIYzta3U44n6ZLeEEgAAGYFL50WuW7dO7du3V+HChWWxWLRkyRJXhgMAeEClI9crb/SJ+67in9l0niZ02KjVlQbrcu7C6RJbVrOl9BOa2fw7s7bEd99JnTtLN264OizniY+Xxo/XsJ+bKs/10zoVUEHjOm1LkkgAAACu4dJkQnR0tKpWrapp06a5MgwAgJP4Xz+dqn5uyWznCPuFh3aSfvxR8vaWfvlFattWunbN1WE9uAsXpA4dpBEj5G5Ytan0kxrXcasiA8q7OjIAAPA/Ll3m0Lp1a7Vu3TrV/WNjYxUbG2s7v3r1alqEBQBwgMWIV/Ez21LV93KuoDSOJht59FFp2TKpXTtp9WqpZUvlLPOrbnjlcXVkjtm2TerWTTp6VPLy0tcPT9Uf5Z6VLNlr1woAyAz63aNIsqNmzHD+mEgbmar887hx4+Tv7297VKhQwdUhAQAkFbx0QMN/bqIWf0+SdHfpxdsMWXQhd1EdDGyQfsFlBw0bSqtWSQEB0qZNGv5zE/ncOOvqqOxjGNInn0j16pmJhJIlpU2b9Ef550gkAMD/t3fn8VFWd9/HvzNZJgtkA5IACYsVELQsshkVhVvKIlXR+ojUKlAXqqJyB8XyVAHbx61UFivW7ca0+LQKRa1bsZFVIC5gIqsYWVQgCZCQBLJn5tx/hIyMM5AMmSUhn/frdb3IXHPmOud4ncTr/OYsQDPUooIJs2bNUklJifPYuXNnsIsEAK2a1VGj0TlPafaKvuqZt15VoVHa0HOK6pZbdO0A1r9edulCVtr3h8GDpbVrpcREdSnM0Yx3r1Rc2cFgl6pRbNXHdeeqm6X77pNqaurWf9iyRRowINhFAwAAp9GidnOw2Wyy2WzO16WlpUEsDQC0bqlHv9Bt625Xl8IcSdKOlFH6/8NeVGHbbtre9ee6adMDSig74Ex/LDpFyy5dqOzuNwSpxK1A377Sxx+r6OKr1Kl4lx58Z5gWjFulwpjuwS7ZaXUq2qapmTcqueRrKTRUmjdPeuABRiMAANDMtahgAgCgGaiokB57TLPe+pNCjF1ltngtS1ugT3rc5uwAZne/QTldr1OP/I8VW56nkqiOyk0exoiEQOjZU3+69mNNf3+kEkv36KF3h2nBuI9UEHdBsEvmJm13hn654R6F2ytUFJ2ihMxlUlpasIsFAAAagWACAKDx1q2T7rxTys1ViKTN592k1y99VsejktySGmuIvu40POBFhFTYtpv+dM16Tf/gZ+p0bKcefOcKLRqXqQPt+gW7aJKksNpyTdwwTZd9/aokaXvqGC0ZsVTz09oHuWQAAKCxghpMOHHihL755hvn63379iknJ0cJCQnq0qVLEEsGAHBRUiLNnCm99FLd606dtPiiv2hrt2uDWy6cVkl0J/3pmnV64IPR6nr0C6W/O1x/Hvtv7Uu6JGBlsDjsbqNTOpTu0dSPblRK0TY5LFa9M/D3WjlgloylRS3jBABAqxfUYMLmzZs1YsQI5+v09HRJ0qRJk5SRkRGkUgEATtV3/ztSn7ulQ4fqTkydKj39tLbOjA1uwdCgsoj2mv/z1brv31fr/IJNmv7+SC0e855yk4f5fQrKgH1vuq2bccLWTmG1ZbLZK1USmaT/+a+/a3fn//JpvgAAIDCCGkwYPny4jDndBmIAgGBqW16gmzfdr0F7l9WdOP986ZVXpCuvDG7B4JXK8Fgtuvo/uuc/16n3wVW6/4NRqgyLVduqo840RdEpWnbpIp8tjjlg35uamnmjfrxJaJuqQknSobg+WvDzj1Qa1dEn+QEAgMBjTCEAwJUxuuTrv+qx5b01aO8y2S0h0sMPS1u3EkhooarDovXc6Pe0v/0ghTlq1OaUQIIkxZcd1NTMGzVg35tNzstqr9GEjfdLbpuD1jGSImpKdTwiscl5AQCA4GEBRgBoZTzNY68f4t7u+H7d8vFUXXjgP5Kk79oN0N+ufEWPPHVxMIsMH7BbwxRbkScjuXXyLTIykn61/k7FlOcrzF6psNoKhdeWK7y2XGH2Cum28rqdPMrL646KCj2aW+6SLtxeoTB71RnLYZGUUHZAPfI/ZoFOAABaMIIJANCKeJrHXhSdomWXLFB8+UGN//z/ylZbruqQCL03cK4y+6bLYQ0LYonhKz3yP1Z82cHTvm+R1KaqSL/ceK/nBLvcT6U0oTyx5XlN+DQAAAg2ggkA0Eqcbh57fNlBTV31f5zfVu/ueKVeu+JlHY7tEfAywn8a23nf336QCuJ6qTo0UtWhUaoOjVJNSKSuvTlKioyUoqLqjshILXgxSjXOdHX/ph7N1r3/Gd9gPiWslwAAQItGMAEAWgGLw66bNj0gT/PYLSeDCw5Z9I/LFuvjPlPZpu8c1NjO+4pL5nmcfnDtg+5pv3rf/VxxVGcVRacovuygs22dysiiY9Epyk0e1qjyAACA5omnRQBoBXrkf6yEsgMeF8SrZ5VRfnxvAgnnqNzkYSqKTjnNsoh1nfyi6NQmd/KNNUTLLl3kvOaP85CkZZcu9PlWlAAAILAYmQAAzciZFkdsrPCaMiWVfK3k4q+cR/eCrEZ9lnns5676Tv7UzBtlZHEZNeDrTn529xv04s/+6bY+x7HoFC27dKHPtqAEAADBQzABAJqJ0y6OeOki986XMYqpKJDWfiV9dcqxa5f+/N13Z10G5rGf2wLZyc/ufoNyul7X5OAYAABonggmAEAj+GLEwJmccXHEzBv1Yb+ZKrfFO0caJBV/pejqYuk1z9c7HtFe+XEXOI+C2J66df1diqkoYB57KxfITr6xhrD9IwAA5yiCCQBaNH938iUvRwx4wxhF1BxX7ImDuuXj3+hMiyOO+fJpt487LFZZz+suXXCBy5H+8gUqi2jvlv4fly8OyBB3NH908gEAQFMRTADQYvmtk/+jPM40YuDFn/3TLa/Q2krp2wIpP7/uKKj7eeKGfMWW5yumIl8x5XU/h9srGl2WnZ2uUm6nK52jDQ7H9NDi/4lwS1e21PPnmccOAAAAXyGYAKBFOptOvrca2k7RSJq8dpIu3vOGYisOO4ME0dXF0hL36w0/TT7VIREKt1c2WJ5NF9yuz8+f6FUdfox57AAAAPAFggkAWpzGdPJvXXeHEo5/q1BHlcJqKxVur1BYbYV0V6VUUVF3VFY6//3d7gqF2SsUZq9UWG2FwmsrFFZbrlBTe/pySIqoOaEhe5e5vxkeLiUnuxzvbU5SaWSySqOSVXLy39LIJHU78rlmvDeiwXr7anFEhrgDAACgqQgmAPALf6xl0La8QClFW9V/35suw/Td8pYUXX1MN32S7v7mDs+f6dKEcmX1uFXbU69WadQPwYIFr8ZJFtdQx7tTPX8+N3mYiqJTFF92kMURAQAA0CIQTADgc01ey6CqStq1S9q6Vb/4ZKtSCreqc9FWxVYUeFWObxLTdDiul6pDI1UTEqmakAhd/YtIKTJSioio+/fkz8++HKnqkEjVhEbUpQ2NVOrRbN21akKD+Wzq9Wv3b/p/PGTiDIw1RMsuXcTiiAAAAGgxCCYA8Cmv1jIwRnHlh5RS+KU6F22VfrlV2rpV+uoryW6XJI065RoOWXQk9nwVR3ZUr/z1DZblX0OecOvkX/2I57Q7VrqfO9L2vICNGGBxRAAAALQkBBOAVsafWyk2ai2D9Xeox6E1Sinars5FW9WmquiHRJ+d8oG4OKlfP60+2lcH2vXVwYS+OhR/oarDomVx2PXEP7r5vZMf6BEDLI4IAACAloJgAtCK+HUrRWPU99t3G17LoOqYrtrxnPOc3RKigrheOpDQV0Nu7yv16yf17St17ixZLHrDwzoDgezkB3rEAIsjAgAAoCUgmAA0I/4cNdCkrRSNkYqKpO+/rzsOHND4z75XXNkBJZz4XvFl3yu+7IDC7FWNKsu21Ku1+Sc36WBCX+XF9VZtaIQkacisxtcnkJ18RgwAAAAArggmAM2EP0cNNDz9wKKJG+5RrTVU8WWHFF92QPGnBAm09EDdFoqnGNuE8vyn30M++fY9kJ18RgwAAAAAPyCYADSCP0cMSE0cNeChrFHVxYquLFR0VZGiqwp1ft6GBqYfGMVWFGjah9ed+eKJiVJKipSaqjXfpOpYdIqK2qSqODpFRdGpKolM1h+W9QzoFod08gEAAIDAI5gANMCv6wyo8aMGqkKjFFVVrDZVhYqqKlKbykLp1sK66QeFhc7j+WPFsnroyDfG0TZddaBdv7rgwClBggcXpUqdOtVtp3jS6x7WMpDEFocAAABAK0AwATgDn4wYMEY6cUIJx4tOjhQoOmXUQJE6F37ZqFEDD/zbw8SC7e6nrCf/rQhrq7KIdiqztZOR1O3oljOXU9Jfh2d4/pb/vAY/6sQWhwAAAMC5j2AC/MLf0wICkU9jtjn81fq7FFOep6iqYpdAgS4vqhsxUH/U1OjJJpanMDpVR2N+ojJbgsoi2ulERDuN/WWC1K5d3ZFQ9/ODT7ZTuS1e9pBwl7oEYivFeixYCAAAAJzbCCa0QoGY/+/PaQE+z8duV0z5YcWW57kcXY9sbnCbwzZVhfrlxmnub37nfqrGGu4cKVAWkVAXFLAlyFZzQoP3LmuwmBkj/uY2amDsQ+7pjke5nwvkVoqn5slaBgAAAMC5iWBCMxKIb/P93dH35UKCTc1nW+rVdYGBinxngECP5El5PzqOHNE8h+Osy7K//SAdaNfvZKCgLkBw6wMJzpECSqj7edr0SMny4zEOdff9JwWb/D5qgOkHAAAAAHyFYEIzEYhv8/3d0W/MQoI3bZqunK7XeQ6S2O112w9WVjr/7VxYoTB7hcJqKxVur1BYbYXCa8t188b7zpCPdFfmjZ4XIdzouewOi1WlkUkqieroPELtVUrLXdpgvVdcMs/tG/hbf+EhoXscQVJgRw0w/QAAAACALxBMaAb82cm3GIdC7ZWyVZ/QzRun6Uwd8Fs+niojyWocsjpqFWJqZXXUSq/USjU1Um2t8xiTXSurqVWIo0Yhjrp07Y/va3AhwYSy7/XYsl4yllCF2n8IEITZK6WXatw+M/ts6nwyL0mqCbH9ECCI7KiLx3WUOp48kpOdP9/zaAe3DrXFYVevQ2sCss5AIEcNMP0AAAAAQFMRTAiyxizyd9vaX6vL4c8V7qhydrzDaiuk6yrqvsE/5fh/3//wfri9QmH2qsaVQ1LbyqO6O9PDV+rr3E9d72U9T5VUuqfhROHhUmSkSqojVBMaqZqQCNWERKo6NFKRVcXqXLyzwUv8bdjL2njB7S5TC158znNaY/V0LrDrDDBqAAAAADh3LV68WPPmzVN+fr769eunP//5zxoyZEiwi3XWCCYEWY/8jxtc5C+qpkRXf/mU+5t73U91aGJ5CmJ6qDQqWXZrqOzWMDksofrpgFAp9OQRFiaFhmrDJ6GyW0PlsITKcTJtbNlBDd3zjwbz+OeQp7U/6RLVhESoOjRSNSF1wYKnn42UIiMlm00KqetAz5zq/vmeh9ZqxnsjGsznSOz5Htco8Eag1xlg1AAAAABw7nnjjTeUnp6uF154QUOHDtXChQs1evRo7d69W4mJicEu3lkhmBBkseV5jUq3I2W0DrTrp+qQSNWE1n1Df/Pkk53viIi6fyMj9fSzkS5pak7+3K3gU6V/MLLBfF674iW3zuyLL7qnW+qhk1+/gGRD0wI+6jvD87ft7RosniQpN3mYiqJT2OYQAAAAQNAcP35cpaWlztc2m002m81j2vnz5+vOO+/UlClTJEkvvPCC3n//fS1ZskS//e1vA1JeXyOYEGQlUR0blW5l/9+6dfJvvtM93d43PH/+607D/d4BD9S0ALY5BAAAABBsffr0cXk9Z84czZ071y1ddXW1tmzZolmzZjnPWa1WjRw5UllZWf4upt94mCmOQKr/lt19xYQ6RhYVRac2+Vv2+g54/TV/nIfkmw54/bSAY9GdXc4fi07x2baQgcwHAAAAADzZuXOnSkpKnMepwYJTHT16VHa7XUlJSS7nk5KSlJ+fH4ii+gUjE4Is0NsCBmL+f6CmBTD9AAAAAECwtG3bVjExMcEuRtAQTGgGArnIX6A64IGaFsD0AwAAAADNWfv27RUSEqKCggKX8wUFBUpOTg5SqZqOYEIzEchv2emAAwAAAEBghIeHa+DAgVq1apXGjx8vSXI4HFq1apWmTZsW3MI1AcGEZoROPgAAAACce9LT0zVp0iQNGjRIQ4YM0cKFC1VWVubc3aElIpgAAAAAAIAfTZgwQUeOHNHs2bOVn5+v/v37a+XKlW6LMrYkBBMAAAAAAPCzadOmtehpDT/G1pAAAAAAAMArBBMAAAAAAIBXCCYAAAAAAACvEEwAAAAAAABeIZgAAAAAAAC8QjABAAAAAAB4hWACAAAAAADwCsEEAAAAAADglWYRTFi8eLG6deumiIgIDR06VJ999lmwiwQAAAAAAE4j6MGEN954Q+np6ZozZ46++OIL9evXT6NHj9bhw4eDXTQAAAAAAOBB0IMJ8+fP15133qkpU6aoT58+euGFFxQVFaUlS5YEu2gAAAAAAMCD0GBmXl1drS1btmjWrFnOc1arVSNHjlRWVpZb+qqqKlVVVTlfl5SUSJLy8vL8X1gfOHHCt9c7cMD/eZxr+XjKI1D5tNT/ZudaPrSB5psP94Z8zqW6nGv58PtJPudSXc61fFrD72dzU9//dDgcQS5JcFmMMSZYmR86dEidO3fWpk2blJaW5jw/c+ZMrVu3Tp9++qlL+rlz5+qxxx4LdDEBAAAAAHDx2WefafDgwcEuRtAEdWSCt2bNmqX09HTn69raWm3evFmjR4/Wzp071bZt2yCWDsFy/Phx9enThzbQitEGQBsAbQC0AdAGWrdA3n+Hw6GCggINGDDAr/k0d0ENJrRv314hISEqKChwOV9QUKDk5GS39DabTTabzeXcJZdcIknq3LmzYmJi/FdYNFulpaWSaAOtGW0AtAHQBkAbAG2gdQv0/e/SpYvf82jugroAY3h4uAYOHKhVq1Y5zzkcDq1atcpl2gMAAAAAAGg+gj7NIT09XZMmTdKgQYM0ZMgQLVy4UGVlZZoyZUqwiwYAAAAAADwIejBhwoQJOnLkiGbPnq38/Hz1799fK1euVFJSUqM+b7PZNGfOHLfpD2g9aAOgDYA2ANoAaAOgDbRu3P/AC+puDgAAAAAAoOUJ6poJAAAAAACg5SGYAAAAAAAAvEIwAQAAAAAAeIVgAgAAAAAA8EqzCCasX79e11xzjTp16iSLxaK3337b5f2CggJNnjxZnTp1UlRUlMaMGaPc3FyXNHv27NH111+vDh06KCYmRjfddJMKCgpc0hQVFemWW25RTEyM4uLidPvtt+vEiRP+rh4aIVBtoFu3brJYLC7HU0895e/qoRGefPJJDR48WG3btlViYqLGjx+v3bt3u6SprKzUvffeq3bt2qlNmzb6xS9+4XaPv/vuO40bN05RUVFKTEzUQw89pNraWpc0a9eu1cUXXyybzabzzz9fGRkZ/q4eGhCo+7927Vq3vwEWi0X5+fkBqSdOz1dt4P7779fAgQNls9nUv39/j3lt3bpVw4YNU0REhFJTU/XHP/7RX9WCFwLVBvbv3+/x78Ann3ziz+qhEXzRBr788ktNnDhRqampioyMVO/evbVo0SK3vHgWaJ4C1QZ4HvCNZhFMKCsrU79+/bR48WK394wxGj9+vPbu3at//etfys7OVteuXTVy5EiVlZU5Pz9q1ChZLBatXr1aGzduVHV1ta655ho5HA7ntW655Rbt2LFDmZmZeu+997R+/XrdddddAasnTi9QbUCSfv/73ysvL8953HfffQGpI85s3bp1uvfee/XJJ58oMzNTNTU1GjVqlPMeS9J///d/691339Xy5cu1bt06HTp0SDfccIPzfbvdrnHjxqm6ulqbNm3SX//6V2VkZGj27NnONPv27dO4ceM0YsQI5eTkaPr06brjjjv04YcfBrS+cBWo+19v9+7dLn8HEhMTA1JPnJ4v2kC9X//615owYYLHfEpLSzVq1Ch17dpVW7Zs0bx58zR37ly99NJLfqsbGidQbaDeRx995PJ3YODAgT6vE7zjizawZcsWJSYm6rXXXtOOHTv0u9/9TrNmzdJzzz3nTMOzQPMVqDZQj+eBJjLNjCTz1ltvOV/v3r3bSDLbt293nrPb7aZDhw7m5ZdfNsYY8+GHHxqr1WpKSkqcaYqLi43FYjGZmZnGGGN27txpJJnPP//cmebf//63sVgs5uDBg36uFbzhrzZgjDFdu3Y1CxYs8Hsd0HSHDx82ksy6deuMMXX3MywszCxfvtyZZteuXUaSycrKMsYY88EHHxir1Wry8/Odaf7yl7+YmJgYU1VVZYwxZubMmebCCy90yWvChAlm9OjR/q4SvOCv+79mzRojyRw7dixwlcFZOZs2cKo5c+aYfv36uZ1//vnnTXx8vLNNGGPMww8/bHr16uX7SqBJ/NUG9u3bZySZ7OxsfxUdPtLUNlDvnnvuMSNGjHC+5lmg5fBXG+B5wDeaxciEM6mqqpIkRUREOM9ZrVbZbDZt2LDBmcZischmsznTREREyGq1OtNkZWUpLi5OgwYNcqYZOXKkrFarPv3000BUBWfJV22g3lNPPaV27dppwIABmjdvntsQeDQPJSUlkqSEhARJdVHmmpoajRw50pnmggsuUJcuXZSVlSWp7vf8pz/9qZKSkpxpRo8erdLSUu3YscOZ5tRr1KepvwaaB3/d/3r9+/dXx44d9bOf/UwbN270d3VwFs6mDTRGVlaWrrjiCoWHhzvPjR49Wrt379axY8d8VHr4gr/aQL1rr71WiYmJuvzyy/XOO+/4ptDwKV+1gZKSEuc1JJ4FWhJ/tYF6PA80TbMPJtQ3jlmzZunYsWOqrq7W008/rQMHDigvL0+SdMkllyg6OloPP/ywysvLVVZWpgcffFB2u92ZJj8/323YSmhoqBISEpgb08z5qg1IdfMoX3/9da1Zs0ZTp07VE088oZkzZwarajgNh8Oh6dOn67LLLtNFF10kqe53ODw8XHFxcS5pk5KSnL/D+fn5Lh3J+vfr3ztTmtLSUlVUVPijOvCSP+9/x44d9cILL2jFihVasWKFUlNTNXz4cH3xxRd+rhW8cbZtoDEa004QfP5sA23atNEzzzyj5cuX6/3339fll1+u8ePHE1BoZnzVBjZt2qQ33njDZWozzwItgz/bAM8DvhEa7AI0JCwsTG+++aZuv/12JSQkKCQkRCNHjtTYsWNljJEkdejQQcuXL9fdd9+tZ599VlarVRMnTtTFF18sq7XZx0vQAF+2gfT0dOfPffv2VXh4uKZOnaonn3zSZVQDguvee+/V9u3b3UaVoHXw5/3v1auXevXq5Xx96aWXas+ePVqwYIGWLl3q8/xwdvgbAH+2gfbt27s8DwwePFiHDh3SvHnzdO211/o8P5wdX7SB7du367rrrtOcOXM0atQoH5YOgeDPNsDzgG+0iJ72wIEDlZOTo+LiYuXl5WnlypUqLCzUeeed50wzatQo7dmzR4cPH9bRo0e1dOlSHTx40JkmOTlZhw8fdrlubW2tioqKlJycHND6wHu+aAOeDB06VLW1tdq/f38AaoHGmDZtmt577z2tWbNGKSkpzvPJycmqrq5WcXGxS/qCggLn73BycrLbqt71rxtKExMTo8jISF9XB17y9/33ZMiQIfrmm298VAM0VVPaQGOcbTtB4Pi7DXgydOhQ/g40I75oAzt37tRVV12lu+66S4888ojLezwLNH/+bgOe8DzgvRYRTKgXGxurDh06KDc3V5s3b9Z1113nlqZ9+/aKi4vT6tWrdfjwYWeEOS0tTcXFxdqyZYsz7erVq+VwODR06NCA1QFN05Q24ElOTo6sVisrtzYDxhhNmzZNb731llavXq3u3bu7vD9w4ECFhYVp1apVznO7d+/Wd999p7S0NEl1v+fbtm1zCRxmZmYqJiZGffr0caY59Rr1aeqvgeAI1P33JCcnRx07dvRxjeAtX7SBxkhLS9P69etVU1PjPJeZmalevXopPj6+6RXBWQtUG/CEvwPNg6/awI4dOzRixAhNmjRJjz/+uFs+PAs0X4FqA57wd+AsBG/txx8cP37cZGdnm+zsbCPJzJ8/32RnZ5tvv/3WGGPMsmXLzJo1a8yePXvM22+/bbp27WpuuOEGl2ssWbLEZGVlmW+++cYsXbrUJCQkmPT0dJc0Y8aMMQMGDDCffvqp2bBhg+nRo4eZOHFiwOqJ0wtEG9i0aZNZsGCBycnJMXv27DGvvfaa6dChg7ntttsCWld4dvfdd5vY2Fizdu1ak5eX5zzKy8udaX7zm9+YLl26mNWrV5vNmzebtLQ0k5aW5ny/trbWXHTRRWbUqFEmJyfHrFy50nTo0MHMmjXLmWbv3r0mKirKPPTQQ2bXrl1m8eLFJiQkxKxcuTKg9YWrQN3/BQsWmLffftvk5uaabdu2mQceeMBYrVbz0UcfBbS+cOeLNmCMMbm5uSY7O9tMnTrV9OzZ0/n/lvrdG4qLi01SUpK59dZbzfbt283rr79uoqKizIsvvhjQ+sJdoNpARkaG+fvf/2527dpldu3aZR5//HFjtVrNkiVLAlpfuPNFG9i2bZvp0KGD+dWvfuVyjcOHDzvT8CzQfAWqDfA84BvNIphQvzXHj49JkyYZY4xZtGiRSUlJMWFhYaZLly7mkUcecdnSyZi6bZ2SkpJMWFiY6dGjh3nmmWeMw+FwSVNYWGgmTpxo2rRpY2JiYsyUKVPM8ePHA1VNnEEg2sCWLVvM0KFDTWxsrImIiDC9e/c2TzzxhKmsrAxkVXEanu6/JPPqq68601RUVJh77rnHxMfHm6ioKHP99debvLw8l+vs37/fjB071kRGRpr27dubGTNmmJqaGpc0a9asMf379zfh4eHmvPPOc8kDwRGo+//000+bn/zkJyYiIsIkJCSY4cOHm9WrVweqmjgDX7WBK6+80uN19u3b50zz5Zdfmssvv9zYbDbTuXNn89RTTwWoljiTQLWBjIwM07t3bxMVFWViYmLMkCFDXLaZQ/D4og3MmTPH4zW6du3qkhfPAs1ToNoAzwO+YTHm5Ap2AAAAAAAAjdCi1kwAAAAAAADBRzABAAAAAAB4hWACAAAAAADwCsEEAAAAAADgFYIJAAAAAADAKwQTAAAAAACAVwgmAAAAAAAArxBMAAAAAAAAXiGYAAAAAAAAvEIwAQAAAAAAeIVgAgAA54jJkyfLYrG4HXfccUewiwYAAM4xocEuAAAA8J0xY8bo1VdfdTkXFRUVpNIAAIBzFSMTAAA4h9hsNiUnJ7scMTExkqQVK1bowgsvlM1mU7du3fTMM8+4fT4jI8NtZEP//v0DXAsAANDcEUwAAKAV2LJli2666SbdfPPN2rZtm+bOnatHH31UGRkZbmljYmKUl5envLw8zZgxI/CFBQAAzR7THAAAaAXmz5+vq666So8++qgkqWfPntq5c6fmzZunyZMnO9NVVVUpPDxcycnJkqQ2bdoEo7gAAKCZY2QCAACtwK5du3TZZZe5nLvsssuUm5sru93uPFdYWOicFgEAAHA6BBMAAIDT3r171b1792AXAwAANHMEEwAAaAV69+6tjRs3upzbuHGjevbsqZCQEOe59evXa9iwYYEuHgAAaGFYMwEAgFZgxowZGjx4sP7whz9owoQJysrK0nPPPafnn39eklRRUaFXXnlFe/bs0dixY5Wfny9JOnHihGpra1VUVKSEhIRgVgEAADQjFmOMCXYhAABA002ePFnFxcV6++23Pb6/YsUKzZ49W7m5uerYsaPuu+8+Pfjgg5LqtoScMmXKaa995ZVXau3atX4oNQAAaIkIJgAAAGVkZGjt2rUet4rMycnR9OnTCSYAAAAn1kwAAACKjIxUbGysx/fCwsKY4gAAAFwwMgEAAAAAAHiFkQkAAAAAAMArBBMAAAAAAIBXCCYAAAAAAACvEEwAAAAAAABeIZgAAAAAAAC8QjABAAAAAAB4hWACAAAAAADwCsEEAAAAAADglf8F7CZga5Z4ZhoAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1200x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Чтение данных из CSV файла\n",
"df = pd.read_csv(\".//static//csv//StarbucksDataset.csv\")\n",
"\n",
"# Преобразование столбца 'Date' в формат datetime\n",
"df['Date'] = pd.to_datetime(df['Date'])\n",
"\n",
"# Выделение года из даты\n",
"df['Year'] = df['Date'].dt.year\n",
"\n",
"# Группировка по годам: получение суммы объема и средней цены закрытия\n",
"yearly_data = df.groupby('Year').agg({'Volume': 'sum', 'Close': 'mean'}).reset_index()\n",
"\n",
"# Построение гистограммы\n",
"plt.figure(figsize=(12, 6))\n",
"\n",
"# Гистограмма объемов продаж\n",
"plt.bar(yearly_data['Year'], yearly_data['Volume'], alpha=0.6, color='b', label='Объем продаж')\n",
"plt.ylabel('Объем продаж')\n",
"plt.xlabel('Год')\n",
"plt.title('Объем продаж Starbucks по годам')\n",
"\n",
"# Вторая ось для отображения средней цены закрытия\n",
"ax2 = plt.gca().twinx()\n",
"ax2.plot(yearly_data['Year'], yearly_data['Close'], color='r', marker='o', label='Цена закрытия')\n",
"ax2.set_ylabel('Средняя цена закрытия')\n",
"\n",
"# Добавление легенды\n",
"plt.legend(loc='upper left')\n",
"ax2.legend(loc='upper right')\n",
"\n",
"# Отображение графика\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Динамика объемов продаж Starbucks по годам\n",
"\n",
"Данный график отображает динамику объемов продаж, что позволяет сделать вывод о том, что на момент 2008 года объем продаж рос наиболее максимально. Сейчас же объем продаж почти на нуле."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Загрузка данных\n",
"df = pd.read_csv(\".//static//csv//StarbucksDataset.csv\")\n",
"\n",
"# Преобразование даты в формат datetime\n",
"df['Date'] = pd.to_datetime(df['Date'])\n",
"\n",
"# Добавление колонки с годом\n",
"df['Year'] = df['Date'].dt.year\n",
"\n",
"# Группировка данных по годам и суммирование объемов\n",
"yearly_volume = df.groupby('Year')['Volume'].sum().reset_index()\n",
"\n",
"# Настройка стиля графика\n",
"sns.set(style=\"whitegrid\")\n",
"\n",
"# Построение графика\n",
"plt.figure(figsize=(12, 6))\n",
"sns.lineplot(data=yearly_volume, x='Year', y='Volume', marker='o')\n",
"plt.title('Динамика объемов продаж Starbucks по годам')\n",
"plt.xlabel('Год')\n",
"plt.ylabel('Объем продаж')\n",
"plt.xticks(yearly_volume['Year'], rotation=45)\n",
"plt.grid()\n",
"\n",
"# Показать график\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Круговая диаграмма среднего объема продаж за последние 10 лет.\n",
"\n",
"График показывает, что наибольший средний объем продаж был в 2018 году. "
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Загрузка датасета\n",
"df = pd.read_csv(\".//static//csv//StarbucksDataset.csv\")\n",
"\n",
"# Убедитесь, что столбец 'Date' распознается как дата\n",
"df['Date'] = pd.to_datetime(df['Date'])\n",
"\n",
"# Извлекаем год из даты\n",
"df['Year'] = df['Date'].dt.year\n",
"\n",
"# Фильтрация для последних 10 лет\n",
"current_year = df['Year'].max()\n",
"last_10_years = df[df['Year'] >= (current_year - 10)]\n",
"\n",
"# Группировка данных по годам и расчет среднего объема\n",
"average_volume_by_year = last_10_years.groupby('Year')['Volume'].mean()\n",
"\n",
"# Построение круговой диаграммы\n",
"plt.figure(figsize=(10, 6))\n",
"plt.pie(average_volume_by_year, labels=average_volume_by_year.index, autopct='%1.1f%%', startangle=140)\n",
"plt.title('Средний объем продаж Starbucks за последние 10 лет')\n",
"plt.axis('equal') # Чтобы круговая диаграмма была кругом\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": "3.12.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}