AIM-PIbd-32-Safiulova-K-N/lab_1/lab_1.ipynb
2024-09-14 10:40:12 +04:00

158 lines
224 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Начало лабораторной\n",
"\n",
"Выгрузка данных их csv файла в датафрейм"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['Rank ', 'Name', 'Networth', 'Age', 'Country', 'Source', 'Industry'], dtype='object')\n"
]
}
],
"source": [
"import pandas as pd \n",
"df = pd.read_csv(\"..//static//csv//Forbes Billionaires.csv\")\n",
"print(df.columns)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1IAAAIjCAYAAAAJLyrXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABk+klEQVR4nO3de3zO9f/H8ed12Xlss2Ezh5nzFMuhGH1VDEkhSk5ZVPpq5NDRt+RUiU4K0ZH6iorSQUUjh8ocEossqTBnhpnDTnZ9fn/47vq5bNjHrst1jcf9dtvNrs/nfX0+r+u1zzXXc5+TxTAMQwAAAACAYrO6uwAAAAAAKG0IUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCoDTzZo1SxaLxf7l5+enunXravDgwTpw4IC7ywMAACgxL3cXAODKNW7cOEVHRys7O1s//fSTpk+frm+//VabN29WQECAu8sDAAC4ZAQpAC7TsWNHNWvWTJL0wAMPKCwsTK+++qq+/PJL9erVy83VAQAAXDoO7QNw2bRp00aStH37dknSkSNH9Nhjj6lhw4YqW7asgoKC1LFjR6WkpBR6bnZ2tsaMGaO6devKz89PlStXVrdu3fT3339Lknbs2OFwOOG5XzfffLN9WcuXL5fFYtEnn3yi//znP4qIiFBgYKA6d+6sXbt2FVr3mjVrdOuttyo4OFgBAQG66aab9PPPPxf5Gm+++eYi1z9mzJhCY2fPnq2mTZvK399foaGh6tmzZ5Hrv9BrO5vNZtPkyZN1zTXXyM/PT+Hh4XrooYd09OhRh3E1atTQ7bffXmg9gwcPLrTMomp/6aWXCvVUknJycjR69GjVrl1bvr6+qlatmp544gnl5OQU2auzndu3ChUqqFOnTtq8ebPDuNOnT2v8+PGqVauWfH19VaNGDf3nP/8ptI4uXbqoRo0a8vPzU6VKldS5c2dt2rSp0GsbPHiwPvroI9WrV09+fn5q2rSpVq5c6TBu586devjhh1WvXj35+/srLCxMd999t3bs2FHodWRkZGj48OGqUaOGfH19VbVqVfXr10/p6en27e5CXwW9NrPOc529vXzxxRcO87Kzs1W+fHlZLBa9/PLL9uljxowp9LM/ceKEIiIiZLFYtHz58vOu40Lb5NnLPvfrvvvuu6T1//jjj7r77rtVvXp1+3Y2fPhwZWVlOTz/vvvuU9myZfXPP/+oQ4cOCgwMVGRkpMaNGyfDMArVee4hyQVfNWrUKDT2jz/+0F133aXQ0FD5+fmpWbNm+uqrr4pc3sqVK/XQQw8pLCxMQUFB6tevX6H3pCS9+eabuuaaa+Tr66vIyEglJiYqIyPDYUxx3ycALg/2SAG4bApCT1hYmCTpn3/+0RdffKG7775b0dHROnDggN566y3ddNNN2rJliyIjIyVJ+fn5uv3227V06VL17NlTQ4cO1fHjx5WUlKTNmzerVq1a9nX06tVLt912m8N6R44cWWQ9zz//vCwWi5588kkdPHhQkydPVnx8vDZu3Ch/f39J0g8//KCOHTuqadOmGj16tKxWq2bOnKk2bdroxx9/1A033FBouVWrVtWECRMknfkwOGjQoCLXPWrUKPXo0UMPPPCADh06pClTpqh169basGGDQkJCCj1n4MCB+te//iVJ+vzzz7VgwQKH+Q899JBmzZql/v3765FHHtH27ds1depUbdiwQT///LO8vb2L7IMZGRkZ9td2NpvNps6dO+unn37SwIEDFRMTo02bNum1117Tn3/+WegDfVHq16+vp59+WoZh6O+//9arr76q2267TWlpafYxDzzwgD744APdddddevTRR7VmzRpNmDBBqamphfoxcOBARUREaO/evZo6dari4+O1fft2h8NKV6xYoU8++USPPPKIfH199eabb+rWW2/V2rVrde2110qS1q1bp1WrVqlnz56qWrWqduzYoenTp+vmm2/Wli1b7Ms7ceKE/vWvfyk1NVUDBgxQkyZNlJ6erq+++kq7d+9WTEyM/vvf/9rX/fbbbys1NVWvvfaafVqjRo1MrfNC/Pz8NHPmTHXt2tU+7fPPP1d2dvZFnytJr7zyykXPabzYNnm2s1/78OHDL3n98+bN06lTpzRo0CCFhYVp7dq1mjJlinbv3q158+Y5jM3Pz9ett96qFi1aaNKkSVq0aJFGjx6t06dPa9y4cUWut+CQ5IIazg09v//+u1q1aqUqVaroqaeeUmBgoD799FN17dpVn332me68806H8YMHD1ZISIjGjBmjrVu3avr06dq5c6c9WEtnguTYsWMVHx+vQYMG2cetW7eu0Hu3OO8TAJeJAQBONnPmTEOSsWTJEuPQoUPGrl27jI8//tgICwsz/P39jd27dxuGYRjZ2dlGfn6+w3O3b99u+Pr6GuPGjbNPe//99w1JxquvvlpoXTabzf48ScZLL71UaMw111xj3HTTTfbHy5YtMyQZVapUMTIzM+3TP/30U0OS8frrr9uXXadOHaNDhw729RiGYZw6dcqIjo422rVrV2hdLVu2NK699lr740OHDhmSjNGjR9un7dixwyhTpozx/PPPOzx306ZNhpeXV6Hp27ZtMyQZH3zwgX3a6NGjjbN/hf/444+GJOOjjz5yeO6iRYsKTY+KijI6depUqPbExETj3P8Wzq39iSeeMCpVqmQ0bdrUoaf//e9/DavVavz4448Oz58xY4Yhyfj5558Lre9sN910k8PyDMMw/vOf/xiSjIMHDxqGYRgbN240JBkPPPCAw7jHHnvMkGT88MMP511+wc/2l19+cXht507buXOn4efnZ9x55532aadOnSq0vOTkZEOS8eGHH9qnPfvss4Yk4/PPPy80/uztp0BCQoIRFRVVZL3FXWdRCt4LvXr1Mry8vIz9+/fb57Vt29bo3bt3offKudvTwYMHjXLlyhkdO3Y0JBnLli1zWEdxtskCTz/9tGGxWBymRUVFGQkJCZe0/qJ6M2HCBMNisRg7d+60T0tISDAkGUOGDLFPs9lsRqdOnQwfHx/j0KFDDst4++23C20PnTp1KvQzatu2rdGwYUMjOzvbYbktW7Y06tSpY59W8HuwadOmRm5urn36pEmTDEnGl19+aX+tPj4+Rvv27R1+H06dOtWQZLz//vv2acV5nwC4fDi0D4DLxMfHq2LFiqpWrZp69uypsmXLasGCBapSpYokydfXV1brmV9D+fn5Onz4sMqWLat69erp119/tS/ns88+U4UKFTRkyJBC6yjqUKLi6tevn8qVK2d/fNddd6ly5cr69ttvJUkbN27Utm3b1Lt3bx0+fFjp6elKT0/XyZMn1bZtW61cuVI2m81hmdnZ2fLz87vgej///HPZbDb16NHDvsz09HRFRESoTp06WrZsmcP43NxcSWf6dT7z5s1TcHCw2rVr57DMpk2bqmzZsoWWmZeX5zAuPT39onsq9uzZoylTpmjUqFEqW7ZsofXHxMSofv36DsssOJzz3PUXpaCmQ4cOKTk5WQsWLFCjRo1UoUIFSbL/XEaMGOHwvEcffVSS9M033zhMP3XqlNLT07Vx40a98847Cg8PV926dR3GxMXFqWnTpvbH1atXV5cuXbR48WLl5+dLkn3vZEGNhw8fVu3atRUSElJoO42NjS20R0Iyv50Wd50X0qRJE11zzTX2PUE7d+7UsmXLHA6pO5/x48crODhYjzzySJHzi7NNnj22OOOKu/6ze3Py5Emlp6erZcuWMgxDGzZsKDR+8ODB9u8LDufMzc3VkiVLHMYVbP8Xev8eOXJEP/zwg3r06KHjx4/bt/PDhw+rQ4cO2rZtm/bs2ePwnIEDBzrsURo0aJC8vLzs2/OSJUuUm5urYcOG2X8fStKDDz6ooKCgQtv1xd4nAC4fDu0D4DLTpk1T3bp15eXlpfDwcNWrV8/hg4LNZtPrr7+uN998U9u3b7d/cJX+//A/6cwhgfXq1ZOXl3N/ZdWpU8fhscViUe3ate3noWzbtk2SlJCQcN5lHDt2TOXLl7c/Tk9PL7Tcc23btk2GYZx33LmH4BWcJ3FueDl3mceOHVOlSpWKnH/w4EGHx99//70qVqx4wTrPNXr0aEVGRuqhhx7S/PnzC60/NTX1vMs8d/1FWbVqlcPz69Spoy+++MIeQnbu3Cmr1aratWs7PC8iIkIhISHauXOnw/Rx48Zp4sSJ9mUtX77cITgXTD9X3bp1derUKR06dEgRERHKysrShAkTNHPmTO3Zs8fh/Jpjx47Zv//777/VvXv3i77O4ijuOi+mf//+evvtt/XYY49p1qxZatmy5UW3z+3bt+utt97S9OnTzxsqirNNnj22OOOKu/60tDQ9++yz+uqrrwoddndub6xWq2rWrOkwrSBMn3u+WXp6uiQpODj4vLX99ddfMgxDo0aN0qhRo4occ/DgQfsfi6TC21jZsmVVuXJl+/oLttt69eo5jPPx8VHNmjULbdcXe58AuHwIUgBc5oYbbrBfta8oL7zwgkaNGqUBAwZo/PjxCg0NldVq1bBhwwrt6XGHghpeeuklXXfddUWOOfsDYm5urvbt26d27dpddLkWi0XfffedypQpc8FlStL+/fslnQkMF1pmpUqV9NFHHxU5/9yA07x5cz333HMO06ZOnaovv/yyyOenpqZq1qxZmj17dpHnWtlsNjVs2FCvvvpqkc+vVq3aeWsv0KhRI73yyiuSpEOHDumNN97QzTffrF9//dXhtRf3A+MDDzygtm3bavfu3XrttdfUvXt3rVq16oIflIsyZMgQzZw5U8OGDVNcXJyCg4NlsVjUs2dPl22nzlpn37599cQTT2j16tX64IMP9Mwzz1z0OU8//bTq1KmjhIQE/fjjj0WOKc42efbY4owrzvrz8/PVrl07HTlyRE8++aTq16+vwMBA7dmzR/fdd1+Jfh47duyQt7e3/dzMohQs/7HHHlOHDh2KHHNu0He24r5PALgeQQqA28yfP1+33HKL3nvvPYfpGRkZDoep1KpVS2vWrFFeXp5TLphQoGCPUwHDMPTXX3/ZT/gvuIhFUFCQ4uPjL7q8lJQU5eXlXTA8FizXMAxFR0cXOtSsKFu2bJHFYin0F+tzl7lkyRK1atXK4dCn86lQoUKh13ShC0KMHDlS1113ne65557zrj8lJUVt27a95L+Mly9f3qGmm2++WZGRkZo5c6ZGjhypqKgo2Ww2bdu2TTExMfZxBw4cUEZGhqKiohyWV7t2bfuH2vj4eFWvXl1z5sxxuPjHuduAJP35558KCAiwh8/58+crISHB/uFVOnMY2LlXVKtVq5bTrp5W3HVeTFhYmDp37qyHHnpIBw8etB9Oej4bNmzQxx9/rC+++KLIkF+gONvk2WObNGlSrHovtv5Nmzbpzz//1AcffKB+/frZpyclJRW5PJvNpn/++cfhffbnn39KUqGr8f3yyy9q0qSJw17zcxXs3fL29i7W7wTpzDZ2yy232B+fOHFC+/bts18Up2C73bp1q8Pes9zcXG3fvr3Qei72PgFw+XCOFAC3KVOmTKHLEM+bN6/QOQbdu3dXenq6pk6dWmgZ5z7fjA8//FDHjx+3P54/f7727dunjh07SpKaNm2qWrVq6eWXX9aJEycKPf/QoUOFai9TpkyRlxY/W7du3VSmTBmNHTu2UP2GYejw4cP2x6dPn9Znn32mG2644YKHR/Xo0UP5+fkaP358oXmnT582/QH8bMnJyfryyy/14osvnjck9ejRQ3v27NE777xTaF5WVpZOnjxper0Fl7MuuLR5wQfPyZMnO4wr2AvWqVOn8y6rIDyce5n05ORkh3OOdu3apS+//FLt27e3f5AvajudMmWKw6Go0pntNCUlpcgr15ndTou7zuIYMGCAfvvtN919990XPcTuqaeeUqtWrdS5c+fzjinuNimdCSd///23/Vy5i7nY+gt+Jmf3xjAMvf766+dd5tm/NwzD0NSpU+Xt7a22bdvap2/ZskVbtmxRly5dLlhfpUqVdPPNN+utt97Svn37Cs0/93eCdObqjHl5efbH06dP1+nTp+2/Z+Lj4+Xj46M33njD4XW99957Onbs2AW3a6nw+wTA5cMeKQBuc/vtt2vcuHHq37+/WrZsqU2bNumjjz4qdE5Dv3799OGHH2rEiBFau3at/vWvf+nkyZNasmSJHn744Yt++Dmf0NBQ3Xjjjerfv78OHDigyZMnq3bt2nrwwQclnTm/4t1331XHjh11zTXXqH///qpSpYr27NmjZcuWKSgoSF9//bVOnjypadOm6Y033lDdunUd7nlTEMB+++03JScnKy4uTrVq1dJzzz2nkSNHaseOHeratavKlSun7du3a8GCBRo4cKAee+wxLVmyRKNGjdJvv/2mr7/++oKv5aabbtJDDz2kCRMmaOPGjWrfvr28vb21bds2zZs3T6+//rruuuuuS+rT999/r3bt2l3wL/D33nuvPv30U/373//WsmXL1KpVK+Xn5+uPP/7Qp59+qsWLF190T92BAwc0e/ZsSWeCz1tvvSUvLy97MI2NjVVCQoLefvttZWRk6KabbtLatWv1wQcfqGvXrva/+n/77bd699131bJlS4WGhuqff/7RO++8o8DAwEIXgrj22mvVoUMHh8ufS9LYsWPtY26//Xb997//VXBwsBo0aKDk5GQtWbLE4Tw+SXr88cc1f/583X333RowYICaNm2qI0eO6KuvvtKMGTMUGxtbzI4Xf53Fceutt+rQoUPFOk/p+++/P+890iSZ2ibHjRun119/XTVr1nTYe1SS9devX1+1atXSY489pj179igoKEifffZZkfdlks5cOGLRokVKSEhQ8+bN9d133+mbb77Rf/7zH/sex8WLF+uxxx6TdOZCFgXboHTmAisnT57U7Nmz1bdvX0lnzv288cYb1bBhQz344IOqWbOmDhw4oOTkZO3evbvQffByc3PVtm1b9ejRQ1u3btWbb76pG2+80R4WK1asqJEjR2rs2LG69dZb1blzZ/u466+/3r7eAhd7nwC4jC73ZQIBXPkKLvu7bt26C47Lzs42Hn30UaNy5cqGv7+/0apVKyM5ObnIS/yeOnXKePrpp43o6GjD29vbiIiIMO666y7j77//Ngzj0i5/PnfuXGPkyJFGpUqVDH9/f6NTp04Ol08usGHDBqNbt25GWFiY4evra0RFRRk9evQwli5d6rDui32dfblnwzCMzz77zLjxxhuNwMBAIzAw0Khfv76RmJhobN261TAMwxgyZIjRunVrY9GiRYVqOt+lpt9++22jadOmhr+/v1GuXDmjYcOGxhNPPGHs3bvXPsbs5c8tFouxfv16h+lF/Yxyc3ONiRMnGtdcc43h6+trlC9f3mjatKkxduxY49ixY4XWd+7yzu5VSEiI0apVK+Pbb791GJeXl2eMHTvWvh1Uq1bNGDlypMOlqDdv3my0b9/eCAsLM3x8fIxq1aoZPXv2NH777bdCry0xMdGYPXu2UadOHcPX19do3LhxoUt9Hz161Ojfv79RoUIFo2zZskaHDh2MP/74o9AlvA3DMA4fPmwMHjzYqFKliuHj42NUrVrVSEhIMNLT0wu95gtd/tzMOs91offC+eYXbE9dunRxGFvwXinoiZltsmrVqsaAAQMctr0C57v8+cXWbxiGsWXLFiM+Pt4oW7asUaFCBePBBx80UlJSDEnGzJkz7eMSEhKMwMBA4++//zbat29vBAQEGOHh4cbo0aMdLjN+7rZ3vq+z/f3330a/fv2MiIgIw9vb26hSpYpx++23G/Pnz7ePKfg9uGLFCmPgwIFG+fLljbJlyxp9+vQxDh8+XKgnU6dONerXr294e3sb4eHhxqBBg4yjR486jCnu+wTA5WExjBIcFwMApdDy5ct1yy23aN68eZe8l+ZsO3bsUHR0tLZv317ovIsCY8aM0Y4dOzRr1qwSrw/OYbFYlJiYWOQhoyj97rvvPs2fP7/Iw3LPdvPNN+vmm2/WmDFjipxf8P42+3Gp4ObY69atu+jeWAClE+dIAQAAAIBJnCMFACVUtmxZ9enT54LnoDRq1OiCl1UG4B7t2rVzuArkuQre3wBwLoIUAJRQhQoVHE5QL0q3bt0uUzUAzHj66acvOL84728AVyfOkQIAAAAAkzhHCgAAAABMIkgBAAAAgEmcIyXJZrNp7969KleunCwWi7vLAQAAAOAmhmHo+PHjioyMlNV6/v1OBClJe/fuVbVq1dxdBgAAAAAPsWvXLlWtWvW88wlSksqVKyfpTLOCgoLcXM3F5eXl6fvvv1f79u3l7e3t7nKuKPTWdeit69Bb16G3rkFfXYfeug69dR1P621mZqaqVatmzwjnQ5CS7IfzBQUFlZogFRAQoKCgII/Y2K4k9NZ16K3r0FvXobeuQV9dh966Dr11HU/t7cVO+eFiEwAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAk9wepPbs2aO+ffsqLCxM/v7+atiwoX755Rf7fMMw9Oyzz6py5cry9/dXfHy8tm3b5rCMI0eOqE+fPgoKClJISIjuv/9+nThx4nK/FAAAAABXCbcGqaNHj6pVq1by9vbWd999py1btuiVV15R+fLl7WMmTZqkN954QzNmzNCaNWsUGBioDh06KDs72z6mT58++v3335WUlKSFCxdq5cqVGjhwoDteEgAAAICrgJc7Vz5x4kRVq1ZNM2fOtE+Ljo62f28YhiZPnqxnnnlGXbp0kSR9+OGHCg8P1xdffKGePXsqNTVVixYt0rp169SsWTNJ0pQpU3Tbbbfp5ZdfVmRk5OV9UQCAUistLU3p6en2xzabTZKUkpIiq9XtB3G4VYUKFVS9enV3lwEAHsOtQeqrr75Shw4ddPfdd2vFihWqUqWKHn74YT344IOSpO3bt2v//v2Kj4+3Pyc4OFjNmzdXcnKyevbsqeTkZIWEhNhDlCTFx8fLarVqzZo1uvPOOwutNycnRzk5OfbHmZmZkqS8vDzl5eW56uU6TUGNpaHW0obeug69dR166xy7d+/W9c2a6lTW/x/x4O/vr/fff18dOnRQVlaWG6tzvwB/P637Zb2qVq1a4mWxzboOvXUdeus6ntbb4tZhMQzDcHEt5+Xn5ydJGjFihO6++26tW7dOQ4cO1YwZM5SQkKBVq1apVatW2rt3rypXrmx/Xo8ePWSxWPTJJ5/ohRde0AcffKCtW7c6LLtSpUoaO3asBg0aVGi9Y8aM0dixYwtNnzNnjgICApz8KgEAAACUFqdOnVLv3r117NgxBQUFnXecW/dI2Ww2NWvWTC+88IIkqXHjxtq8ebM9SLnKyJEjNWLECPvjzMxMVatWTe3bt79gszxFXl6ekpKS1K5dO3l7e7u7nCsKvXUdeus69NY5UlJS1Lp1a60cJcVGnZmWJ38lBb6vdicHyFtX7x6plJ1S6/HSypUrFRsbW+Llsc26Dr11HXrrOp7W24Kj1S7GrUGqcuXKatCggcO0mJgYffbZZ5KkiIgISdKBAwcc9kgdOHBA1113nX3MwYMHHZZx+vRpHTlyxP78c/n6+srX17fQdG9vb4/44RVXaau3NKG3rkNvXYfelozValVWVpasNuncLnor66oOUlablJV1pkfO3MbYZl2H3roOvXUdT+ltcWtw65mzrVq1KnRI3p9//qmoqDN/CoyOjlZERISWLl1qn5+Zmak1a9YoLi5OkhQXF6eMjAytX7/ePuaHH36QzWZT8+bNL8OrAAAAAHC1ceseqeHDh6tly5Z64YUX1KNHD61du1Zvv/223n77bUmSxWLRsGHD9Nxzz6lOnTqKjo7WqFGjFBkZqa5du0o6swfr1ltv1YMPPqgZM2YoLy9PgwcPVs+ePbliHwAAAACXcGuQuv7667VgwQKNHDlS48aNU3R0tCZPnqw+ffrYxzzxxBM6efKkBg4cqIyMDN14441atGiR/UIVkvTRRx9p8ODBatu2raxWq7p376433njDHS8JAAAAwFXArUFKkm6//Xbdfvvt551vsVg0btw4jRs37rxjQkNDNWfOHFeUBwAAAACFXN13FwQAAACAS0CQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASV7uLgAAcPmlpaUpPT3d3WV4lNTUVHeXAAAoRQhSAHCVSUtLU0z9ejqVle3uUgAAKLUIUgBwlUlPT9eprGzNfliKiXR3NZ7j2xRp1Dx3VwEAKC0IUgBwlYqJlJpEu7sKz5G6190VAABKEy42AQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYJJbg9SYMWNksVgcvurXr2+fn52drcTERIWFhals2bLq3r27Dhw44LCMtLQ0derUSQEBAapUqZIef/xxnT59+nK/FAAAAABXES93F3DNNddoyZIl9sdeXv9f0vDhw/XNN99o3rx5Cg4O1uDBg9WtWzf9/PPPkqT8/Hx16tRJERERWrVqlfbt26d+/frJ29tbL7zwwmV/LQAAAACuDm4PUl5eXoqIiCg0/dixY3rvvfc0Z84ctWnTRpI0c+ZMxcTEaPXq1WrRooW+//57bdmyRUuWLFF4eLiuu+46jR8/Xk8++aTGjBkjHx+fy/1yAAAAAFwF3B6ktm3bpsjISPn5+SkuLk4TJkxQ9erVtX79euXl5Sk+Pt4+tn79+qpevbqSk5PVokULJScnq2HDhgoPD7eP6dChgwYNGqTff/9djRs3LnKdOTk5ysnJsT/OzMyUJOXl5SkvL89Fr9R5CmosDbWWNvTWdeit65jtrc1mk7+/v2xWiZ/GWcpI/v5y6Eue/B3+vVrZrP/rjc3mlPcwvw9ch966Dr11HU/rbXHrsBiGYbi4lvP67rvvdOLECdWrV0/79u3T2LFjtWfPHm3evFlff/21+vfv7xB4JOmGG27QLbfcookTJ2rgwIHauXOnFi9ebJ9/6tQpBQYG6ttvv1XHjh2LXO+YMWM0duzYQtPnzJmjgIAA575IAAAAAKXGqVOn1Lt3bx07dkxBQUHnHefWPVJnB51GjRqpefPmioqK0qeffip/f9f99W/kyJEaMWKE/XFmZqaqVaum9u3bX7BZniIvL09JSUlq166dvL293V3OFYXeug69dR2zvU1JSVHr1q21cpQUG3UZCiwlPl0tPfiuHPqSJ38lBb6vdicHyFtZ7i3QjVJ2Sq3HSytXrlRsbGyJl8fvA9eht65Db13H03pbcLTaxbj90L6zhYSEqG7duvrrr7/Url075ebmKiMjQyEhIfYxBw4csJ9TFRERobVr1zoso+CqfkWdd1XA19dXvr6+haZ7e3t7xA+vuEpbvaUJvXUdeus6xe2t1WpVVlaWrDaJn8RZ8qWsLBXZF29lXdVBymr7X2+sVqe+f/l94Dr01nXoret4Sm+LW4NH3UfqxIkT+vvvv1W5cmU1bdpU3t7eWrp0qX3+1q1blZaWpri4OElSXFycNm3apIMHD9rHJCUlKSgoSA0aNLjs9QMAAAC4Orh1j9Rjjz2mO+64Q1FRUdq7d69Gjx6tMmXKqFevXgoODtb999+vESNGKDQ0VEFBQRoyZIji4uLUokULSVL79u3VoEED3XvvvZo0aZL279+vZ555RomJiUXucQIAAAAAZ3BrkNq9e7d69eqlw4cPq2LFirrxxhu1evVqVaxYUZL02muvyWq1qnv37srJyVGHDh305ptv2p9fpkwZLVy4UIMGDVJcXJwCAwOVkJCgcePGueslAQAAALgKuDVIffzxxxec7+fnp2nTpmnatGnnHRMVFaVvv/3W2aUBAAAAwHl51DlSAAAAAFAaEKQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADDJrTfkBQAApUdqaqpTlmOz2SRJKSkpslpL9990K1SooOrVq7u7DABuQJACAAAXtC9Dslqkvn37OmV5/v7+mjt3rlq3bq2srCynLNNdAvz9lPrHVsIUcBUiSAEAgAvKOCXZDGn2w1JMZMmXZ7NKeyStHCVZbSVfnruk7pX6vpmt9PR0ghRwFSJIAQCAYomJlJpEl3w5eToTpGKjJO+SLw4A3KJ0H5gMAAAAAG5AkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYJLpIJWbm6u33npLn3zyiSTptddeU+vWrfXQQw8pIyPD2fUBAAAAgMfxMvuEhx9+WJ988ol8fX31zTff6KefflL37t319ddf65FHHtGHH37oijoBAAAAwGOYDlJff/21FixYoBo1aqhu3bpKSkpS27Ztddddd6lz586uqBEAAAAAPIrpIJWenq6GDRsqPDxcAQEBio6OliTVqFFD6enpTi8QAAAAADyN6SBlGIZOnDghPz8/Wa1WnThxQpmZmcrMzHRFfQAAAADgcUwHKUmqW7eupDOhqnHjxvbvLRaL8yoDAAAAAA9lOkgtW7bMFXUAAAAAQKlhOkjddNNNrqgDAAAAAEqNSzq0LyMjQ++9955SU1MlSddcc40GDBig4OBgpxYHAAAAAJ7I9A15f/nlF9WqVUuvvfaajhw5oiNHjujVV19VrVq19Ouvv7qiRgAAAADwKKb3SA0fPlydO3fWO++8Iy+vM08/ffq0HnjgAQ0bNkwrV650epEAAAAA4ElMB6lffvnFIURJkpeXl5544gk1a9bMqcUBAAAAgCcyfWhfUFCQ0tLSCk3ftWuXypUr55SiAAAAAMCTmQ5S99xzj+6//3598skn2rVrl3bt2qWPP/5YDzzwgHr16uWKGgEAAADAo5g+tO/ll1+WxWJRv379dPr0aUmSt7e3Bg0apBdffNHpBQIAAACApzEdpHx8fPT6669rwoQJ+vvvvyVJtWrVUkBAgNOLAwAAAABPdEn3kZKkgIAAhYSE2L8HAAAAgKuF6XOkTp8+rVGjRik4OFg1atRQjRo1FBwcrGeeeUZ5eXmuqBEAAAAAPIrpPVJDhgzR559/rkmTJikuLk6SlJycrDFjxujw4cOaPn2604sEAAAAAE9iOkjNmTNHH3/8sTp27Gif1qhRI1WrVk29evUiSAEAAAC44pk+tM/X11c1atQoND06Olo+Pj7OqAkAAAAAPJrpIDV48GCNHz9eOTk59mk5OTl6/vnnNXjwYKcWBwAAAACeyPShfRs2bNDSpUtVtWpVxcbGSpJSUlKUm5urtm3bqlu3bvaxn3/+ufMqBQAAAAAPYTpIhYSEqHv37g7TqlWr5rSCAAAAAMDTmQ5SM2fOdEUdAAAAAFBqmD5HSjpzL6klS5borbfe0vHjxyVJe/fu1YkTJ5xaHAAAAAB4ItN7pHbu3Klbb71VaWlpysnJUbt27VSuXDlNnDhROTk5mjFjhivqBAAAAACPYXqP1NChQ9WsWTMdPXpU/v7+9ul33nmnli5d6tTiAAAAAMATmd4j9eOPP2rVqlWF7hlVo0YN7dmzx2mFAQAAAICnMr1HymazKT8/v9D03bt3q1y5ck4pCgAAAAA8mekg1b59e02ePNn+2GKx6MSJExo9erRuu+02Z9YGAAAAAB7JdJB65ZVX9PPPP6tBgwbKzs5W79697Yf1TZw48ZILefHFF2WxWDRs2DD7tOzsbCUmJiosLExly5ZV9+7ddeDAAYfnpaWlqVOnTgoICFClSpX0+OOP6/Tp05dcBwAAAABcjOlzpKpWraqUlBR98sknSklJ0YkTJ3T//ferT58+DhefMGPdunV666231KhRI4fpw4cP1zfffKN58+YpODhYgwcPVrdu3fTzzz9LkvLz89WpUydFRERo1apV2rdvn/r16ydvb2+98MILl1QLAAAAAFyM6SAlSV5eXurTp4/69OlT4gJOnDihPn366J133tFzzz1nn37s2DG99957mjNnjtq0aSPpzM2AY2JitHr1arVo0ULff/+9tmzZoiVLlig8PFzXXXedxo8fryeffFJjxowpdEEMAAAAAHCGSwpSRTl8+LCuv/56SVLFihW1Zs2aYj0vMTFRnTp1Unx8vEOQWr9+vfLy8hQfH2+fVr9+fVWvXl3Jyclq0aKFkpOT1bBhQ4WHh9vHdOjQQYMGDdLvv/+uxo0bF7nOnJwc5eTk2B9nZmZKkvLy8pSXl1f8F+0mBTWWhlpLG3rrOvTWdcz21mazyd/fXzarxE/jLGUkf3859CVP/g7/XrWK6E1JXCl9tVn/1xebzWN+t/G71nXoret4Wm+LW4fpIBUaGlrkdMMwlJmZqSNHjshqLd6pVx9//LF+/fVXrVu3rtC8/fv3y8fHRyEhIQ7Tw8PDtX//fvuYs0NUwfyCeeczYcIEjR07ttD077//XgEBAcWq3RMkJSW5u4QrFr11HXrrOmZ6O3fuXO2RxE0r/l/ZttLctiqyL0mB77ujJI9xod6URKnvawNp7lxpz549HncLGH7Xug69dR1P6e2pU6eKNc50kMrIyNDkyZMVHBxcaPqIESMKTT+fXbt2aejQoUpKSpKfn5/ZMkpk5MiRGjFihP1xZmamqlWrpvbt2ysoKOiy1nIp8vLylJSUpHbt2snb29vd5VxR6K3r0FvXMdvblJQUtW7dWitHSbFRl6HAUuLT1dKD78qhL3nyV1Lg+2p3coC8leXeAt2oqN6UxJXS15SdUuvx0sqVKxUbG+vuciTxu9aV6K3reFpvC45Wu5hLOrSvZ8+eqlSpksO0AwcOOISTi1m/fr0OHjyoJk2a2Kfl5+dr5cqVmjp1qhYvXqzc3FxlZGQ47JU6cOCAIiIiJEkRERFau3ZtoToK5p2Pr6+vfH19C0339vb2iB9ecZW2eksTeus69NZ1ittbq9WqrKwsWW0SP4mz5EtZWSqyL97KKtUf+EvsAr0pidLeV6vtf32xWj3u9xq/a12H3rqOp/S2uDWYvvy5xWLR8ePHlZVVsl98bdu21aZNm7Rx40b7V7NmzdSnTx/7997e3lq6dKn9OVu3blVaWpri4uIkSXFxcdq0aZMOHjxoH5OUlKSgoCA1aNCgRPUBAAAAwPmY3iNlGIbq1q175sleXoqKilLr1q3VuXNnU8spV66crr32WodpgYGBCgsLs0+///77NWLECIWGhiooKEhDhgxRXFycWrRoIenMzYEbNGige++9V5MmTdL+/fv1zDPPKDExscg9TgAAAADgDKaD1LJlyySdufLd4cOH9c8//2jFihXq1q2b04t77bXXZLVa1b17d+Xk5KhDhw5688037fPLlCmjhQsXatCgQYqLi1NgYKASEhI0btw4p9cCAAAAAAVMB6mbbrqp0LSnn35an332me6++261adNGoaGhmj9/vulili9f7vDYz89P06ZN07Rp0877nKioKH377bem1wUAAAAAl8pp95Hq3LmzfW8VN8IFAAAAcCUrUZDatWuXJKlatWry9vYucm8VAAAAAFxpTF+17/Tp0xo1apSCg4NVo0YN1ahRQ8HBwXrmmWc85m7EAAAAAOBKpvdIDRkyRJ9//rkmTZpkvwx5cnKyxowZo8OHD2v69OlOLxIAAAAAPInpIDVnzhx9/PHH6tixo31ao0aNVK1aNfXq1YsgBQAAAOCKZ/rQPl9fX9WoUaPQ9OjoaC4yAQAAAOCqYDpIDR48WOPHj1dOTo59Wk5Ojp5//nkNHjzYqcUBAAAAgCcyfWjfhg0btHTpUlWtWlWxsbGSpJSUFOXm5qpt27YON+b9/PPPnVcpAAAAAHgI00EqJCRE3bt3d5hWrVo1pxUEAAAAAJ7OdJCaOXOmK+oAAAAAgFLD9DlSAAAAAHC1M71HSpLmz5+vTz/9VGlpacrNzXWY9+uvvzqlMAAAAADwVKb3SL3xxhvq37+/wsPDtWHDBt1www0KCwvTP//843BvKQAAAAC4UpkOUm+++abefvttTZkyRT4+PnriiSeUlJSkRx55RMeOHXNFjQAAAADgUUwHqbS0NLVs2VKS5O/vr+PHj0uS7r33Xs2dO9e51QEAAACABzIdpCIiInTkyBFJUvXq1bV69WpJ0vbt22UYhnOrAwAAAAAPZDpItWnTRl999ZUkqX///ho+fLjatWune+65R3feeafTCwQAAAAAT2P6qn1vv/22bDabJCkxMVFhYWFatWqVOnfurIceesjpBQIAAACApzEdpKxWq6zW/9+R1bNnT/Xs2dOpRQEAAACAJzMdpH777bcLzm/UqNElFwMAAAAApYHpIHXdddfJYrFIUqGLS1gsFuXn5zunMgAAAADwUKaD1I033qiNGzfqqaeeUu/eve2hCgAAAACuFqav2rdy5UrNmjVLs2bNUo8ePbR7925FRUXZvwAAAADgSmc6SElSt27dtGXLFvXu3VtdunRRt27d9Ndffzm7NgAAAADwSJcUpCTJy8tLw4YN019//aXo6Gg1adJEw4YNc2JpAAAAAOCZTJ8jVb58+SLPi8rJydGUKVM0efJkZ9QFAAAAAB7LdJB67bXXuMAEAAAAgKua6SB13333uaAMAAAAACg9uCEvAAAAAJh0yTfkPfdmvBI35AUAAABwdTAdpCRpzZo1qlixorNrAQAAAIBS4ZKCVPXq1VWpUiVn1wIAAAAApcIlBanFixerQoUKCgwMVGRkpGrVqsWV/AAAAABcNS4pSCUkJNi/t1gsKleunBISEvTyyy/L29vbacUBAAB4utTUVHeXYGez2SRJKSkpslqtbq2lQoUKql69ultrAFzJdJAqeIPm5eUpMzNTe/fu1dq1a/X0008rICBAEyZMcHqRAAAAnmZfhmS1SH379nV3KXb+/v6aO3euWrduraysLLfWEuDvp9Q/thKmcMW6pD1SkuTt7a2wsDCFhYWpYcOGqlixohITEwlSAADgqpBxSrIZ0uyHpZhId1dzhs0q7ZG0cpRktbmvjtS9Ut83s5Wenk6QwhXrkoPUue644w7deOONzlocAABAqRATKTWJdncVZ+TpTJCKjZI42QJwLaffkDc0NPSSiwEAAACA0sApN+QteMwNeQEAAABcDbghLwAAAACYxA15AQAAAMAkbsgLAAAAACZxQ14AAAAAMIkb8gIAAACASdyQFwAAAABMsjprQXfccYdSUlKctTgAAAAA8Fim90hlZmaef2Fel7yDCwAAAABKDdPJp3z58kVO54a8AAAAAK4WpoNUdHS0Dh48qKeeekqtWrVyRU0AAAAA4NFMB6nU1FRNmTJFzz//vDZs2KBJkyYpOjraFbUBAAAAgEcyfbEJb29vjRgxQtu2bVOVKlXUqFEjPfroo8rIyHBBeQAAAADgeS75qn2hoaGaPHmyNmzYoB07dqh27dqaPHmyE0sDAAAAAM9k+tC+xo0by2KxOEwzDEM5OTl69NFHNWzYMGfVBgAAAAAeyXSQ6tq1qwvKAAAAAIDSw3SQGj16tCvqAAAAAIBS45LPkQIAAACAq5XpPVJlypS54HxuyAsAAADgSmc6SHl5ealSpUq6//771bhxY1fUBAAAAAAezXSQ2rNnj2bOnKl3331X33zzjQYOHKjevXsrMDDQFfUBAAAAgMcxfY5UhQoV9Pjjj2vr1q2aNGmSli5dqho1amj+/PmuqA8AAAAAPE6JLzZRcE8pq5XrVgAAAAC4Opg+tO/QoUP2Q/tCQkI0cOBAvfvuuxzaBwAAAOCqYTpIVatWTZUqVdKAAQPUpEkTSdLSpUvt8zt37uy86gAAAADAA5k+Hi83N1e7d+/WuHHj1LVrV4evO++809Sypk+frkaNGikoKEhBQUGKi4vTd999Z5+fnZ2txMREhYWFqWzZsurevbsOHDjgsIy0tDR16tRJAQEBqlSpkh5//HGdPn3a7MsCAAAAgGIzHaRsNtt5v8zeQ6pq1ap68cUXtX79ev3yyy9q06aNunTpot9//12SNHz4cH399deaN2+eVqxYob1796pbt2725+fn56tTp07Kzc3VqlWr9MEHH2jWrFl69tlnzb4sAAAAACg204f2OdMdd9zh8Pj555/X9OnTtXr1alWtWlXvvfee5syZozZt2kiSZs6cqZiYGK1evVotWrTQ999/ry1btmjJkiUKDw/Xddddp/Hjx+vJJ5/UmDFj5OPjU+R6c3JylJOTY3+cmZkpScrLy1NeXp6LXq3zFNRYGmotbeit69Bb1zHbW5vNJn9/f9msEj+Ns5SR/P3l0Jc8+Tv8e9UqojclccX01cl9cQZP6a3N+r/e2GxXzO99/h9zHU/rbXHrsBiGYbi4lmLJz8/XvHnzlJCQoA0bNmj//v1q27atjh49qpCQEPu4qKgoDRs2TMOHD9ezzz6rr776Shs3brTP3759u2rWrKlff/31vDcMHjNmjMaOHVto+pw5cxQQEODslwYAAACglDh16pR69+6tY8eOKSgo6Lzj3LpHSpI2bdqkuLg4ZWdnq2zZslqwYIEaNGigjRs3ysfHxyFESVJ4eLj2798vSdq/f7/Cw8MLzS+Ydz4jR47UiBEj7I8zMzNVrVo1tW/f/oLN8hR5eXlKSkpSu3bt5O3t7e5yrij01nXoreuY7W1KSopat26tlaOk2KjLUGAp8elq6cF35dCXPPkrKfB9tTs5QN7Kcm+BblRUb0riSumrs/viDJ7S25SdUuvx0sqVKxUbG+u2OpyJ/8dcx9N6W3C02sW4PUjVq1dPGzdu1LFjxzR//nwlJCRoxYoVLl2nr6+vfH19C0339vb2iB9ecZW2eksTeus69NZ1ittbq9WqrKwsWW0SP4mz5EtZWSqyL97KKtUf+EvsAr0piVLfVxf1xRnc3Vur7X+9sVqvuN/5/D/mOp7S2+LW4PYg5ePjo9q1a0uSmjZtqnXr1un111/XPffco9zcXGVkZDjslTpw4IAiIiIkSREREVq7dq3D8gqu6lcwBgAAAACczfRV+6Qz5zN99tlneu655/Tcc89pwYIFpq/Ydz42m005OTlq2rSpvL29He5RtXXrVqWlpSkuLk6SFBcXp02bNungwYP2MUlJSQoKClKDBg2cUg8AAAAAnMv0Hqm//vpLnTp10u7du1WvXj1J0oQJE1StWjV98803qlWrVrGXNXLkSHXs2FHVq1fX8ePHNWfOHC1fvlyLFy9WcHCw7r//fo0YMUKhoaEKCgrSkCFDFBcXpxYtWkiS2rdvrwYNGujee+/VpEmTtH//fj3zzDNKTEws8tA9AAAAAHAG00HqkUceUc2aNZWcnKzQ0FBJ0uHDh9W3b1898sgj+uabb4q9rIMHD6pfv37at2+fgoOD1ahRIy1evFjt2rWTJL322muyWq3q3r27cnJy1KFDB7355pv255cpU0YLFy7UoEGDFBcXp8DAQCUkJGjcuHFmXxYAAAAAFJvpILVixQqtXr3aHqIkKSwsTC+++KJatWplalnvvffeBef7+flp2rRpmjZt2nnHREVF6dtvvzW1XgAAAAAoCdPnSPn6+ur48eOFpp84ceK8N8AFAAAAgCuJ6SB1++23a+DAgVqzZo0Mw5BhGFq9erX+/e9/q3Pnzq6oEQAAAAA8iukg9cYbb6hWrVqKi4uTn5+f/Pz81KpVK9WuXVuvv/66K2oEAAAAAI9i+hypkJAQffnll9q2bZv++OMPSVJMTIz9XlAAAAAAcKW75Bvy1qlTR3Xq1JEkp91DCgAAAABKA9OH9m3fvl29evXSoEGDdPToUXXu3Fm+vr6qV6+efvvtN1fUCAAAAAAexXSQeuihh5SamqrNmzerTZs2ys3N1ZdffqkGDRpo2LBhLigRAAAAADyL6UP71qxZox9//FFRUVEKDQ3VunXr1KRJE9WuXVvNmzd3RY0AAAAA4FFM75E6fvy4KleurODgYAUEBCgkJETSmYtQFHV/KQAAAAC40lzSxSYWLVqk4OBg2Ww2LV26VJs3b1ZGRoaTSwMAAAAAz3RJQSohIcH+/UMPPWT/3mKxlLwiAAAAAPBwpoOUzWZzRR0AAAAAUGqYPkfqww8/VE5OjitqAQAAAIBSwXSQ6t+/v44dO+aKWgAAAACgVDAdpAzDcEUdAAAAAFBqXNLFJj799FMFBQUVOa9fv34lKggAAAAAPN0lBalJkyapTJkyhaZbLBaCFAAAAIAr3iUFqV9++UWVKlVydi0AAAAAUCqYPkcKAAAAAK52poNUVFRUkYf1AQAAAMDVwvShfdu3b3dFHQAAAABQapjeI/XII4/ojTfeKDR96tSpGjZsmDNqAgAAAACPZjpIffbZZ2rVqlWh6S1bttT8+fOdUhQAAAAAeDLTQerw4cMKDg4uND0oKEjp6elOKQoAAAAAPJnpIFW7dm0tWrSo0PTvvvtONWvWdEpRAAAAAODJTF9sYsSIERo8eLAOHTqkNm3aSJKWLl2qV155RZMnT3Z2fQAAAADgcUwHqQEDBignJ0fPP/+8xo8fL0mqUaOGpk+frn79+jm9QAAAAADwNKaDlCQNGjRIgwYN0qFDh+Tv76+yZcs6uy4AKLG0tLSr4txNm80mSUpJSZHVevEjtlNTU11dEgAAV7xLClKnT5/W8uXL9ffff6t3796SpL179yooKIhQBcAjpKWlKaZ+PZ3KynZ3KS7n7++vuXPnqnXr1srKynJ3OQAAXBVMB6mdO3fq1ltvVVpamnJyctSuXTuVK1dOEydOVE5OjmbMmOGKOgHAlPT0dJ3Kytbsh6WYSHdX41o2q7RH0spRktV28fHfpkij5rm8LAAArmimg9TQoUPVrFkzpaSkKCwszD79zjvv1IMPPujU4gCgpGIipSbR7q7CtfJ0JkjFRknexRifutfFBQEAcBUwHaR+/PFHrVq1Sj4+Pg7Ta9SooT179jitMAAAAADwVKbvI2Wz2ZSfn19o+u7du1WuXDmnFAUAAAAAnsx0kGrfvr3D/aIsFotOnDih0aNH67bbbnNmbQAAAADgkUwf2vfKK6+oQ4cOatCggbKzs9W7d29t27ZNFSpU0Ny5c11RIwAAAAB4FNNBqmrVqkpJSdHHH3+s3377TSdOnND999+vPn36yN/f3xU1AgAAAIBHuaT7SHl5ealv377OrgUAAAAASgXTQeqrr7664PzOnTtfcjEAAAAAUBqYDlJdu3Z1eGyxWGQYhv37oq7oBwAAAABXkku6/PnZXwEBAfrrr7/Oe1l0AAAAALjSmA5S57JYLM6oAwAAAABKjRIFqR07dujkyZPciBcAAADAVcX0OVLdunWTJGVlZWn16tVq27atKlas6PTCAAAAAMBTmQ5SwcHBkqSIiAjdcccdGjBggNOLAgAAAABPZjpIzZw50xV1AAAAAECpYTpIZWZmXnB+UFDQJRcDAAAAAKWB6SAVEhJS5JX6DMPgPlIAAAAArgqmg1TNmjV18OBBPfXUU2rVqpUragIAAAAAj2Y6SKWmpmrKlCl6/vnntWHDBk2aNEnR0dGuqA0AAAAAPJLp+0h5e3trxIgR2rZtm6pUqaJGjRrp0UcfVUZGhgvKAwAAAADPc8k35A0NDdXkyZO1YcMG7dixQ7Vr19bkyZOdWBoAAAAAeCbTh/Y1bty40MUmDMNQTk6OHn30UQ0bNsxZtQEAAACARzIdpLp27eqCMgAAAACg9DAdpEaPHu2KOgAAAACg1OCGvAAAAABgEjfkBQAAAACTTAcpSZo/f75CQ0OdXQsAAAAAlAqXFKRatWqlSpUqObsWAAAAACgVLilIbdmyRYcPH1ZgYKAiIiLk4+Pj7LoAAAAAwGNd0g1527Ztq2uuuUbR0dEKDAxUw4YN9dprrzm7NgAAAADwSKb3SG3fvl2GYSgvL0+ZmZnau3ev1q5dq1GjRun06dN6/PHHXVEnAAAAAHgM00EqKirK4XHTpk11xx13qG7duho3bhxBCgAAAMAV75IO7StKz5499cknn5h6zoQJE3T99derXLlyqlSpkrp27aqtW7c6jMnOzlZiYqLCwsJUtmxZde/eXQcOHHAYk5aWpk6dOikgIECVKlXS448/rtOnT5f4NQEAAABAUS45SK1fv16zZ8/W7Nmz9euvv8rb21tNmjQxtYwVK1YoMTFRq1evVlJSkvLy8tS+fXudPHnSPmb48OH6+uuvNW/ePK1YsUJ79+5Vt27d7PPz8/PVqVMn5ebmatWqVfrggw80a9YsPfvss5f60gAAAADggkwf2nfw4EH17NlTy5cvV0hIiCQpIyNDt9xyiz7++GNVrFix2MtatGiRw+NZs2apUqVKWr9+vVq3bq1jx47pvffe05w5c9SmTRtJ0syZMxUTE6PVq1erRYsW+v7777VlyxYtWbJE4eHhuu666zR+/Hg9+eSTGjNmDFcUBAAAAOB0poPUkCFDdPz4cf3++++KiYmRdOZy6AkJCXrkkUc0d+7cSy7m2LFjkmS/2e/69euVl5en+Ph4+5j69eurevXqSk5OVosWLZScnKyGDRsqPDzcPqZDhw4aNGiQfv/9dzVu3LjQenJycpSTk2N/nJmZKUnKy8tTXl7eJdd/uRTUWBpqLW3oretc7t7abDb5+/vLZpWu9J9mnvwd/r2oMpK/v66K3phSRF9M9/ZK5eRt5orpqwe+lzyltzbr/3pjs10x/6fyGcF1PK23xa3DYhiGYWbBwcHBWrJkia6//nqH6WvXrlX79u2VkZFhZnF2NptNnTt3VkZGhn766SdJ0pw5c9S/f3+H0CNJN9xwg2655RZNnDhRAwcO1M6dO7V48WL7/FOnTikwMFDffvutOnbsWGhdY8aM0dixYwtNnzNnjgICAi6pfgAAAACl36lTp9S7d28dO3ZMQUFB5x1neo+UzWaTt7d3oene3t6y2WxmF2eXmJiozZs320OUK40cOVIjRoywP87MzFS1atXUvn37CzbLU+Tl5SkpKUnt2rUr8meBS0dvXedy9zYlJUWtW7fWylFSbNTFx5dmefJXUuD7andygLyVddHxn66WHnxXV0VvzCiqL2Z7e6Vy9jZzpfTVE99LntLblJ1S6/HSypUrFRsb67Y6nInPCK7jab0tOFrtYkwHqTZt2mjo0KGaO3euIiMjJUl79uzR8OHD1bZtW7OLkyQNHjxYCxcu1MqVK1W1alX79IiICOXm5iojI8N+PpYkHThwQBEREfYxa9eudVhewVX9Csacy9fXV76+voWme3t7e8QPr7hKW72lCb11ncvVW6vVqqysLFlt0tXyk/RWVvE+OOVLWVm6qnpTLBfoS7F7e6Vy0TZT6vvqwe8ld/fWavtfb6zWK+7/Uz4juI6n9La4NZi+at/UqVOVmZmpGjVqqFatWqpVq5aio6OVmZmpKVOmmFqWYRgaPHiwFixYoB9++EHR0dEO85s2bSpvb28tXbrUPm3r1q1KS0tTXFycJCkuLk6bNm3SwYMH7WOSkpIUFBSkBg0amH15AAAAAHBRpvdIVatWTb/++quWLFmiP/74Q5IUExPjcEGI4kpMTNScOXP05Zdfqly5ctq/f7+kM+dh+fv7Kzg4WPfff79GjBih0NBQBQUFaciQIYqLi1OLFi0kSe3bt1eDBg107733atKkSdq/f7+eeeYZJSYmFrnXCQAAAABKqthB6vjx4ypXrpwkyWKxqF27dmrXrp3DmHXr1hW6CMWFTJ8+XZJ08803O0yfOXOm7rvvPknSa6+9JqvVqu7duysnJ0cdOnTQm2++aR9bpkwZLVy4UIMGDVJcXJwCAwOVkJCgcePGFbsOAAAAADCj2EGqffv2SkpKUtmyZQvNO336tMaMGaNJkyYpNze32CsvzgUD/fz8NG3aNE2bNu28Y6KiovTtt98We70AAAAAUBLFPkfq+PHjio+PL3QVi82bN+v666/XrFmz9MUXXzi7PgAAAADwOMUOUsuWLdPJkyfVrl07ZWZmyjAMTZw4Uc2aNVNMTIw2bdqk2267zZW1AgAAAIBHKPahfRUrVtQPP/yg+Ph4tWnTRr6+vtq2bZtmz56tu+66y5U1AgAAAIBHMXXVvooVK2rp0qWKj4/X5s2btXHjRtWvX99VtQEAAACARzJ9H6kKFSrohx9+UIMGDdS7d28dPXrUFXUBAAAAgMcq9h6pbt26OTwOCgrSypUrdcMNN6hhw4b26Z9//rnzqgMAAAAAD1TsIBUcHFzocXR0tNMLAgAAAABPV+wgNXPmTFfWAQAAAAClhulzpAAAAADgakeQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACY5OXuAgAAAHBlSk1NdXcJTmOz2SRJKSkpslovfV9EhQoVVL16dWeVBTciSAEAAMCp9mVIVovUt29fd5fiNP7+/po7d65at26trKysS15OgL+fUv/YSpi6AhCkAAAA4FQZpySbIc1+WIqJdHc1zmGzSnskrRwlWW2XtozUvVLfN7OVnp5OkLoCEKQAAADgEjGRUpNod1fhHHk6E6RioyRvdxcDj8DFJgAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEle7i4AQMmlpaUpPT3d3WVckM1mkySlpKTIanX933BSU1Ndvg4AAHD1IkgBpVxaWppi6tfTqaxsd5dyQf7+/po7d65at26trKwsd5cDAABQIgQpoJRLT0/XqaxszX5Yiol0dzXnZ7NKeyStHCVZba5f37cp0qh5rl8PAAC4OhGkgCtETKTUJNrdVZxfns4EqdgoyfsyrC9172VYCQAAuGpxsQkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAExya5BauXKl7rjjDkVGRspiseiLL75wmG8Yhp599llVrlxZ/v7+io+P17Zt2xzGHDlyRH369FFQUJBCQkJ0//3368SJE5fxVQAAAAC42rg1SJ08eVKxsbGaNm1akfMnTZqkN954QzNmzNCaNWsUGBioDh06KDs72z6mT58++v3335WUlKSFCxdq5cqVGjhw4OV6CQAAAACuQl7uXHnHjh3VsWPHIucZhqHJkyfrmWeeUZcuXSRJH374ocLDw/XFF1+oZ8+eSk1N1aJFi7Ru3To1a9ZMkjRlyhTddtttevnllxUZGXnZXgsAAACAq4dbg9SFbN++Xfv371d8fLx9WnBwsJo3b67k5GT17NlTycnJCgkJsYcoSYqPj5fVatWaNWt05513FrnsnJwc5eTk2B9nZmZKkvLy8pSXl+eiV+Q8BTWWhlpLm9LYW5vNJn9/f9mskidXnSd/h39drozk7y+P74szmO7tVdQbU4roy2Xfbj2Vk7eZK6avHvhe8pjeemBvSsoZvbVZ/9cXm61UfdZwNU/7/FXcOiyGYRgurqVYLBaLFixYoK5du0qSVq1apVatWmnv3r2qXLmyfVyPHj1ksVj0ySef6IUXXtAHH3ygrVu3OiyrUqVKGjt2rAYNGlTkusaMGaOxY8cWmj5nzhwFBAQ470UBAAAAKFVOnTql3r1769ixYwoKCjrvOI/dI+VKI0eO1IgRI+yPMzMzVa1aNbVv3/6CzfIUeXl5SkpKUrt27eTt7e3ucq4opbG3KSkpat26tVaOkmKj3F3N+eXJX0mB76vdyQHyVpbL1/fpaunBd+XxfXEGs729mnpjRlF9udzbrady9jZzpfTVE99LntJbT+xNSTmjtyk7pdbjz1xwLTY21skVll6e9vmr4Gi1i/HYIBURESFJOnDggMMeqQMHDui6666zjzl48KDD806fPq0jR47Yn18UX19f+fr6Fpru7e3tET+84ipt9ZYmpam3VqtVWVlZstqk0lCxt7Iuz3/u+VJWlkpNX5yh2L29CntTLBfoy2Xbbj2Vi7aZUt9XD34vub23HtybkipJb622//XFai01nzMuJ0/5/FXcGjz2PlLR0dGKiIjQ0qVL7dMyMzO1Zs0axcXFSZLi4uKUkZGh9evX28f88MMPstlsat68+WWvGQAAAMDVwa17pE6cOKG//vrL/nj79u3auHGjQkNDVb16dQ0bNkzPPfec6tSpo+joaI0aNUqRkZH286hiYmJ066236sEHH9SMGTOUl5enwYMHq2fPnlyxDwAAAIDLuDVI/fLLL7rlllvsjwvOW0pISNCsWbP0xBNP6OTJkxo4cKAyMjJ04403atGiRfLz87M/56OPPtLgwYPVtm1bWa1Wde/eXW+88cZlfy0AAAAArh5uDVI333yzLnTRQIvFonHjxmncuHHnHRMaGqo5c+a4ojwAAAAAKJLHniMFAAAAAJ6KIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABMIkgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTvNxdAAAAAHA1SU1NdXcJHsVms7m7hEtCkAIAAAAug30ZktUi9e3b192leBR/f3/NnTtXu3fvVnR0tLvLKTaCFAAAAHAZZJySbIY0+2EpJtLd1XiO1ANn/j18+DBBCgAAAEDRYiKlJqUnL7iczSrtcXcRl4CLTQAAAACASQQpAAAAADCJIAUAAAAAJhGkAAAAAMAkghQAAAAAmESQAgAAAACTCFIAAAAAYBJBCgAAAABM4oa8KDXS0tKUnp7u0nXYbDZJUkpKiqzW0vF3htTUVHeXAAAAcNUhSKFUSEtLU0z9ejqVle3S9fj7+2vu3Llq3bq1srKyXLouAAAAlF4EKZQK6enpOpWVrdkPSzGRrluPzSrtkbRylGS1uW49zvRtijRqnrurAAAAuLoQpFCqxERKTaJdt/w8nQlSsVGSt+tW41Spe91dAQAAwNWndJwEAgAAAAAehCAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATCJIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgkpe7C0BhaWlpSk9PP+98m80mSUpJSZHVenVk4dTUVHeXAAAAANgRpDxMWlqaYurX06ms7POO8ff319y5c9W6dWtlZWVdxuoAAAAASAQpj5Oenq5TWdma/bAUE1n0GJtV2iNp5SjJarus5bnNtynSqHnurgIAAAA444oJUtOmTdNLL72k/fv3KzY2VlOmTNENN9zg7rIuWUyk1CS66Hl5OhOkYqMk78tZlBul7nV3BQAAAMD/uyJOsPnkk080YsQIjR49Wr/++qtiY2PVoUMHHTx40N2lAQAAALgCXRFB6tVXX9WDDz6o/v37q0GDBpoxY4YCAgL0/vvvu7s0AAAAAFegUn9oX25urtavX6+RI0fap1mtVsXHxys5ObnI5+Tk5CgnJ8f++NixY5KkI0eOKC8vz7UFX0RmZqb8/Py0fpeUmVv0GJvVT6fqntKP2/xktRmXt0A32XpQ8vPTBfviDKWxt5erNyV1uXtbWvriDGZ7ezX1xoyi+lIafye4grO3mSulr574XvKU3npib0rKGb29EvviDNsO+alsjVPKzMzU4cOH3V2Ojh8/LkkyjAv/nC3GxUZ4uL1796pKlSpatWqV4uLi7NOfeOIJrVixQmvWrCn0nDFjxmjs2LGXs0wAAAAApciuXbtUtWrV884v9XukLsXIkSM1YsQI+2ObzaYjR44oLCxMFovFjZUVT2ZmpqpVq6Zdu3YpKCjI3eVcUeit69Bb16G3rkNvXYO+ug69dR166zqe1lvDMHT8+HFFRp7nEtr/U+qDVIUKFVSmTBkdOHDAYfqBAwcUERFR5HN8fX3l6+vrMC0kJMRVJbpMUFCQR2xsVyJ66zr01nXorevQW9egr65Db12H3rqOJ/U2ODj4omNK/cUmfHx81LRpUy1dutQ+zWazaenSpQ6H+gEAAACAs5T6PVKSNGLECCUkJKhZs2a64YYbNHnyZJ08eVL9+/d3d2kAAAAArkBXRJC65557dOjQIT377LPav3+/rrvuOi1atEjh4eHuLs0lfH19NXr06EKHJ6Lk6K3r0FvXobeuQ29dg766Dr11HXrrOqW1t6X+qn0AAAAAcLmV+nOkAAAAAOByI0gBAAAAgEkEKQAAAAAwiSAFAAAAACYRpDzUhAkTdP3116tcuXKqVKmSunbtqq1btzqMyc7OVmJiosLCwlS2bFl179690I2JUdj06dPVqFEj+03f4uLi9N1339nn01fnePHFF2WxWDRs2DD7NHp76caMGSOLxeLwVb9+fft8elsye/bsUd++fRUWFiZ/f381bNhQv/zyi32+YRh69tlnVblyZfn7+ys+Pl7btm1zY8WlQ40aNQpttxaLRYmJiZLYbksiPz9fo0aNUnR0tPz9/VWrVi2NHz9eZ19DjO320h0/flzDhg1TVFSU/P391bJlS61bt84+n94Wz8qVK3XHHXcoMjJSFotFX3zxhcP84vTxyJEj6tOnj4KCghQSEqL7779fJ06cuIyv4vwIUh5qxYoVSkxM1OrVq5WUlKS8vDy1b99eJ0+etI8ZPny4vv76a82bN08rVqzQ3r171a1bNzdWXTpUrVpVL774otavX69ffvlFbdq0UZcuXfT7779Loq/OsG7dOr311ltq1KiRw3R6WzLXXHON9u3bZ//66aef7PPo7aU7evSoWrVqJW9vb3333XfasmWLXnnlFZUvX94+ZtKkSXrjjTc0Y8YMrVmzRoGBgerQoYOys7PdWLnnW7duncM2m5SUJEm6++67JbHdlsTEiRM1ffp0TZ06VampqZo4caImTZqkKVOm2Mew3V66Bx54QElJSfrvf/+rTZs2qX379oqPj9eePXsk0dviOnnypGJjYzVt2rQi5xenj3369NHvv/+upKQkLVy4UCtXrtTAgQMv10u4MAOlwsGDBw1JxooVKwzDMIyMjAzD29vbmDdvnn1MamqqIclITk52V5mlVvny5Y13332XvjrB8ePHjTp16hhJSUnGTTfdZAwdOtQwDLbZkho9erQRGxtb5Dx6WzJPPvmkceONN553vs1mMyIiIoyXXnrJPi0jI8Pw9fU15s6dezlKvGIMHTrUqFWrlmGz2dhuS6hTp07GgAEDHKZ169bN6NOnj2EYbLclcerUKaNMmTLGwoULHaY3adLEePrpp+ntJZJkLFiwwP64OH3csmWLIclYt26dfcx3331nWCwWY8+ePZet9vNhj1QpcezYMUlSaGioJGn9+vXKy8tTfHy8fUz9+vVVvXp1JScnu6XG0ig/P18ff/yxTp48qbi4OPrqBImJierUqZNDDyW2WWfYtm2bIiMjVbNmTfXp00dpaWmS6G1JffXVV2rWrJnuvvtuVapUSY0bN9Y777xjn799+3bt37/fob/BwcFq3rw5/TUhNzdXs2fP1oABA2SxWNhuS6hly5ZaunSp/vzzT0lSSkqKfvrpJ3Xs2FES221JnD59Wvn5+fLz83OY7u/vr59++oneOklx+picnKyQkBA1a9bMPiY+Pl5Wq1Vr1qy57DWfy8vdBeDibDabhg0bplatWunaa6+VJO3fv18+Pj4KCQlxGBseHq79+/e7ocrSZdOmTYqLi1N2drbKli2rBQsWqEGDBtq4cSN9LYGPP/5Yv/76q8Nx5AXYZkumefPmmjVrlurVq6d9+/Zp7Nix+te//qXNmzfT2xL6559/NH36dI0YMUL/+c9/tG7dOj3yyCPy8fFRQkKCvYfh4eEOz6O/5nzxxRfKyMjQfffdJ4nfCSX11FNPKTMzU/Xr11eZMmWUn5+v559/Xn369JEkttsSKFeunOLi4jR+/HjFxMQoPDxcc+fOVXJysmrXrk1vnaQ4fdy/f78qVarkMN/Ly0uhoaEe0WuCVCmQmJiozZs3O5wPgZKpV6+eNm7cqGPHjmn+/PlKSEjQihUr3F1WqbZr1y4NHTpUSUlJhf6Kh5Ir+CuzJDVq1EjNmzdXVFSUPv30U/n7+7uxstLPZrOpWbNmeuGFFyRJjRs31ubNmzVjxgwlJCS4uborx3vvvaeOHTsqMjLS3aVcET799FN99NFHmjNnjq655hpt3LhRw4YNU2RkJNutE/z3v//VgAEDVKVKFZUpU0ZNmjRRr169tH79eneXBg/CoX0ebvDgwVq4cKGWLVumqlWr2qdHREQoNzdXGRkZDuMPHDigiIiIy1xl6ePj46PatWuradOmmjBhgmJjY/X666/T1xJYv369Dh48qCZNmsjLy0teXl5asWKF3njjDXl5eSk8PJzeOlFISIjq1q2rv/76i+22hCpXrqwGDRo4TIuJibEfOlnQw3OvJkd/i2/nzp1asmSJHnjgAfs0ttuSefzxx/XUU0+pZ8+eatiwoe69914NHz5cEyZMkMR2W1K1atXSihUrdOLECe3atUtr165VXl6eatasSW+dpDh9jIiI0MGDBx3mnz59WkeOHPGIXhOkPJRhGBo8eLAWLFigH374QdHR0Q7zmzZtKm9vby1dutQ+bevWrUpLS1NcXNzlLrfUs9lsysnJoa8l0LZtW23atEkbN260fzVr1kx9+vSxf09vnefEiRP6+++/VblyZbbbEmrVqlWh20v8+eefioqKkiRFR0crIiLCob+ZmZlas2YN/S2mmTNnqlKlSurUqZN9GtttyZw6dUpWq+PHuDJlyshms0liu3WWwMBAVa5cWUePHtXixYvVpUsXeuskxeljXFycMjIyHPYE/vDDD7LZbGrevPllr7kQd1/tAkUbNGiQERwcbCxfvtzYt2+f/evUqVP2Mf/+97+N6tWrGz/88IPxyy+/GHFxcUZcXJwbqy4dnnrqKWPFihXG9u3bjd9++8146qmnDIvFYnz//feGYdBXZzr7qn2GQW9L4tFHHzWWL19ubN++3fj555+N+Ph4o0KFCsbBgwcNw6C3JbF27VrDy8vLeP75541t27YZH330kREQEGDMnj3bPubFF180QkJCjC+//NL47bffjC5duhjR0dFGVlaWGysvHfLz843q1asbTz75ZKF5bLeXLiEhwahSpYqxcOFCY/v27cbnn39uVKhQwXjiiSfsY9huL92iRYuM7777zvjnn3+M77//3oiNjTWaN29u5ObmGoZBb4vr+PHjxoYNG4wNGzYYkoxXX33V2LBhg7Fz507DMIrXx1tvvdVo3LixsWbNGuOnn34y6tSpY/Tq1ctdL8kBQcpDSSrya+bMmfYxWVlZxsMPP2yUL1/eCAgIMO68805j37597iu6lBgwYIARFRVl+Pj4GBUrVjTatm1rD1GGQV+d6dwgRW8v3T333GNUrlzZ8PHxMapUqWLcc889xl9//WWfT29L5uuvvzauvfZaw9fX16hfv77x9ttvO8y32WzGqFGjjPDwcMPX19do27atsXXrVjdVW7osXrzYkFRkv9huL11mZqYxdOhQo3r16oafn59Rs2ZN4+mnnzZycnLsY9huL90nn3xi1KxZ0/Dx8TEiIiKMxMREIyMjwz6f3hbPsmXLivw8m5CQYBhG8fp4+PBho1evXkbZsmWNoKAgo3///sbx48fd8GoKsxjGWbfABgAAAABcFOdIAQAAAIBJBCkAAAAAMIkgBQAAAAAmEaQAAAAAwCSCFAAAAACYRJACAAAAAJMIUgAAAABgEkEKAAAAAEwiSAEAAACASQQpAIDHuu+++2SxWOxfYWFhuvXWW/Xbb7+5uzQAwFWOIAUA8Gi33nqr9u3bp3379mnp0qXy8vLS7bff7u6yAABXOYIUAMCj+fr6KiIiQhEREbruuuv01FNPadeuXTp06JAkadOmTWrTpo38/f0VFhamgQMH6sSJE/bnP/XUU4qMjJSPj4+qVKmiJ598UjabTZK0fPlyWSwWffPNN2rUqJH8/PzUokULbd682f78w4cPq1evXqpSpYoCAgLUsGFDzZ0716FGm82mSZMmqXbt2vL19VX16tX1/PPPS5LDHrVzv5YvX+7i7gEAXIUgBQAoNU6cOKHZs2erdu3aCgsL08mTJ9WhQweVL19e69at07x587RkyRINHjzY/pz27dtr4cKF+uuvv/Tuu+/q7bff1uzZsx2W+/jjj+uVV17RunXrVLFiRd1xxx3Ky8uTJGVnZ6tp06b65ptvtHnzZg0cOFD33nuv1q5da3/+yJEj9eKLL2rUqFHasmWL5syZo/DwcEmy703bt2+fJOmzzz6zP27ZsqWrWwYAcBEvdxcAAMCFLFy4UGXLlpUknTx5UpUrV9bChQtltVo1Z84cZWdn68MPP1RgYKAkaerUqbrjjjs0ceJEhYeHq02bNvZl5efny9/fX/n5+Q7rGD16tNq1aydJ+uCDD1S1alUtWLBAPXr0UJUqVfTYY4/Zxw4ZMkSLFy/Wp59+qhtuuEHHjx/X66+/rqlTpyohIUGSVKtWLd14442SpIiICId1hYaGFpoGACh92CMFAPBot9xyizZu3KiNGzdq7dq16tChgzp27KidO3cqNTVVsbGx9hAlSa1atZLNZtPWrVvt01544QUFBASoZs2a6t69u/r16+ewjri4OPv3oaGhqlevnlJTUyWdCV/jx49Xw4YNFRoaqrJly2rx4sVKS0uTJKWmpionJ0dt27Z1ZRsAAB6GPVIAAI8WGBio2rVr2x+/++67Cg4O1jvvvFPsZfz73/9Wt27dtH79eg0bNkzdunXTLbfcUqznvvTSS3r99dc1efJkNWzYUIGBgRo2bJhyc3MlSf7+/uZeEADgisAeKQBAqWKxWGS1WpWVlaWYmBilpKTo5MmT9vk///yzrFar6tWrZ58WGhqq+vXrq0+fPrrxxhv12WefOSxz9erV9u+PHj2qP//8UzExMfbldenSRX379lVsbKxq1qypP//80z6+Tp068vf319KlS131kgEAHoggBQDwaDk5Odq/f7/279+v1NRUDRkyRCdOnNAdd9yhPn36yM/PTwkJCdq8ebOWLVumIUOG6N5777Vf7OHNN9/U77//rh07dmj27NlKSkpS48aNHdYxbtw4LV26VJs3b9Z9992nChUqqGvXrpLOBKWkpCStWrVKqampeuihh3TgwAH7c/38/PTkk0/qiSee0Icffqi///5bq1ev1nvvvXfZegQAuPw4tA8A4NEWLVqkypUrS5LKlSun+vXra968ebr55pslSYsXL9bQoUN1/fXXKyAgQN27d9err75qf/4333yj0aNH6/jx46pWrZr+85//aMCAAQ7rePHFFzV06FBt27ZN1113nb7++mv5+PhIkp555hn9888/6tChgwICAjRw4EB17dpVx44dsz9/1KhR8vLy0rPPPqu9e/eqcuXK+ve//+3izgAA3MliGIbh7iIAAHCH5cuX65ZbbtHRo0cVEhLi7nIAAKUIh/YBAAAAgEkEKQAAAAAwiUP7AAAAAMAk9kgBAAAAgEkEKQAAAAAwiSAFAAAAACYRpAAAAADAJIIUAAAAAJhEkAIAAAAAkwhSAAAAAGASQQoAAAAATPo/ohQjcSShLw8AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"plt.hist(df['Age'], bins=10, color='orange', edgecolor='black')\n",
"plt.title('Распределение возраста миллиардеров')\n",
"plt.xlabel('Возраст')\n",
"plt.ylabel('Количество миллиардеров')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Данная диаграмма показывает распределение возраста миллиардеров. Это помогает понять, в каком возрасте чаще всего становятся миллиардерами."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_top100 = df.head(100)\n",
"\n",
"# Группировка по стране и подсчет количества миллиардеров в каждой стране\n",
"country_counts = df_top100['Country'].value_counts()\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"country_counts.plot(kind='bar', color='skyblue')\n",
"plt.title('Количество миллиардеров по странам (первые 100 строк)')\n",
"plt.xlabel('Страна')\n",
"plt.ylabel('Количество миллиардеров')\n",
"plt.xticks(rotation=45)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Столбчатая диаграмма показывает количество миллиардеров в каждой стране для первых 100 строк датасета. Это позволяет наглядно увидеть, в каких странах больше всего миллиардеров в этом срезе данных.\n",
"Данная диаграмма отображает количество миллиардеров в каждой стране для первых 100 строк датасета, что позволяет наглядно увидеть, в каких странах больше всего миллиардеров в этом срезе данных.\""
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"industry_counts = df['Industry'].value_counts()\n",
"\n",
"plt.figure(figsize=(8, 8))\n",
"plt.pie(industry_counts, labels=industry_counts.index, autopct='%1.1f%%', startangle=140)\n",
"plt.title('Распределение миллиардеров по отраслям')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Данная диаграмма отображает процентное соотношение миллиардеров по отраслям."
]
}
],
"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
}