158 lines
152 KiB
Plaintext
158 lines
152 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Начало лабораторной работы\n",
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"\n",
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"Выгрузка данных из csv файла в датафрейм"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Index(['stock index', 'country', 'year', 'index price', 'log_indexprice',\n",
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" 'inflationrate', 'oil prices', 'exchange_rate', 'gdppercent',\n",
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" 'percapitaincome', 'unemploymentrate', 'manufacturingoutput',\n",
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" 'tradebalance', 'USTreasury'],\n",
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" dtype='object')\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"df = pd.read_csv(\"..//static//csv//lab.csv\")\n",
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"print(df.columns)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Данная диаграмма отображает рост ВВП США по годам, из чего можно сделать вывод, что экономика США за период с 1980 по 2020 годы ухудшалась."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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EkJiYCCsrK1SpUkXzwoT0dBERZGRk4Nq1awCAChUqPNF4bJiIiOipdP/+fWRkZKBixYqwt7cv7XKoFJQpUwYAcO3aNbi7uz/R4Tm220RE9FTKzs4GANjY2JRyJVSacpvle/fuPdE4bJiIiOipxnt8/ruZavuzYSIiIiLSwIaJiIiISIPFnfS9aNEizJkzB0lJSWjYsCE+//xzNGvWLN/s0aNHMW3aNMTGxuLChQv49NNPMXr0aFVm5syZ2LhxI06cOIEyZcogICAAs2fPRu3atUtgbYiIqKTNik8p0deb4OtWIq/j5eWF0aNH5/k9R6ZhUXuY1q1bhzFjxiAiIgJxcXFo2LAhgoODla8MPiojIwM1atTArFmz4OnpmW/mt99+w6hRo7Bv3z5s374d9+7dQ/v27ZGenl6cq0JERERPYMWKFXBxcSmx17OoPUzz5s3DsGHDEBYWBgBYsmQJfvzxRyxbtgwTJkzIk2/atCmaNm0KAPnOB4DIyEjV8xUrVsDd3R2xsbFo3bp1vstkZmYiMzNTeZ6WlvZY60NERPS0ycrKeiq/mWgxe5iysrIQGxuLoKAgZZper0dQUBBiYmJM9jqpqakAgHLlyhWYmTlzJpydnZVHlSpVnug1Z8Wn5PsgIqJ/p1u3bqF///5wcHBAhQoV8Omnn6JNmzbK4bZr166hU6dOKFOmDKpXr47Vq1fnGUOn02Hx4sXo2LEjypQpgxo1amDDhg3K/PPnz0On02Ht2rUICAiAnZ0d6tWrh99++001zpEjR9CxY0c4OjrCw8MDr776KlJS/vc7qk2bNggPD8fo0aPh5uaG4OBgAA9Oi3n55Zfh5OSEsmXLolWrVjhz5oyy3Ndff406derAzs4OPj4++OKLL/LUtnHjRrzwwguwt7dHw4YNld/30dHRCAsLQ2pqKnQ6HXQ6Hd57770n/rkXxmIappSUFGRnZ8PDw0M13cPDA0lJSSZ5jZycHIwePRotW7ZEvXr1CsxNnDgRqampyuPSpUsmeX0iIiIAGDNmDPbs2YMtW7Zg+/bt+P333xEXF6fMHzRoEC5duoSdO3diw4YN+OKLL/I9PWXq1Kno3r07Dh8+jP79+6NPnz44fvy4KjNu3DiMHTsW8fHx8Pf3R6dOnfD3338DAG7evIkXX3wRvr6+OHToECIjI5GcnIxevXqpxli5ciVsbGywZ88eLFmyBFeuXEHr1q1ha2uLHTt2IDY2FoMHD8b9+/cBAKtXr8a0adMwY8YMHD9+HB999BGmTp2KlStXqsadPHky3nnnHSQkJMDb2xt9+/bF/fv3ERAQgPnz58PJyQmJiYlITEzEO++8Y5KffUEs6pBccRs1ahSOHDmC3bt3F5qztbWFra1tCVVFRET/Jrdu3cLKlSuxZs0atG3bFgCwfPlyVKxYEQBw6tQp/PTTTzhw4IBy2sl//vMf1KlTJ89YPXv2xNChQwEAH3zwAbZv347PP/9ctTcnPDwc3bt3BwAsXrwYkZGR+M9//oPx48dj4cKF8PX1xUcffaTkly1bhipVquDUqVPw9vYGANSqVQsff/yxkpk0aRKcnZ2xdu1aWFtbA4CSBYCIiAjMnTsXr7zyCgCgevXqOHbsGL788ksMHDhQyb3zzjsICQkBAEyfPh3PPfcc/vrrL/j4+MDZ2Rk6na7Ac5RNzWIaJjc3N1hZWSE5OVk1PTk52SQ/rPDwcPzwww/YtWsXKleu/MTjERERPY6zZ8/i3r17qm+AOzs7K9/ePn78OAwGA/z8/JT5Pj4++Z4A7e/vn+d5QkJCgRmDwYAmTZooe6EOHz6MnTt3wtHRMc/YZ86cUZqgh2sBgISEBLRq1Upplh6Wnp6OM2fOYMiQIRg2bJgy/f79+3B2dlZlGzRooPx/7r3grl27Bh8fnzzjFjeLaZhsbGzg5+eHqKgodO3aFcCDQ2hRUVEIDw9/7HFFBG+88QY2bdqE6OhoVK9e3UQVExERWbbbt2+jU6dOmD17dp55D9/M1sHBQTUv9x5uBY0JAF999RWaN2+umvfovd4ebrhyr9idk5NTxOpNy2LOYQIeHNP96quvsHLlShw/fhyvv/460tPTlW/NhYaGYuLEiUo+KysLCQkJSEhIQFZWFq5cuYKEhAT89ddfSmbUqFFYtWoV1qxZg7JlyyIpKQlJSUm4c+dOia8fERFRjRo1YG1tjYMHDyrTUlNTcerUKQAP9ibdv38fsbGxyvyTJ0/i5s2becbat29fnuePHrp7OJM7bm6mcePGOHr0KLy8vFCzZk3V49Em6WENGjTA77//nu/92zw8PFCxYkWcPXs2z5jG7LSwsbFR7hdYEiyqYerduzc++eQTTJs2DY0aNUJCQgIiIyOVE8EvXryIxMREJX/16lX4+vrC19cXiYmJ+OSTT+Dr66sczwUeHK9NTU1FmzZtUKFCBeWxbt26El8/IiKismXLYuDAgRg3bhx27tyJo0ePYsiQIdDr9dDpdKhduzY6dOiA1157Dfv370dsbCyGDh2a716d9evXY9myZTh16hQiIiJw4MCBPEdlFi1ahE2bNuHEiRMYNWoU/vnnHwwePBjAg50KN27cQN++fXHw4EGcOXMGP//8M8LCwgptVsLDw5GWloY+ffrg0KFDOH36NP773//i5MmTAB6cjzRz5kx89tlnOHXqFP78808sX74c8+bNK/LPycvLC7dv30ZUVBRSUlKQkZFR5GUfh8UckssVHh5e4CG46Oho1XMvLy+ISKHjac0nIqKnS0ldeftJzJs3DyNGjFC+lj9+/HhcunQJdnZ2AB6cBD506FAEBgbCw8MDH374IaZOnZpnnOnTp2Pt2rUYOXIkKlSogG+//RZ169ZVZWbNmoVZs2YhISEBNWvWxJYtW+Dm9uBnVLFiRezZswfvvvsu2rdvj8zMTFSrVg0dOnSAXl/wPhdXV1fs2LED48aNQ2BgIKysrNCoUSO0bNkSADB06FDY29tjzpw5GDduHBwcHFC/fn2jrlIeEBCAESNGoHfv3vj7778RERFRrJcW0Ak7hieWlpYGZ2dnpKamwsnJyejlC7rmkiV8qImIzNXdu3dx7tw5VK9eXWk0LFV6ejoqVaqEuXPnYsiQIUVaRqfTYdOmTcp5v486f/48qlevjvj4eDRq1Mh0xZqZwt4Hxvz+trg9TERERE+7+Ph4nDhxAs2aNUNqairef/99AECXLl1KubJ/LzZMREREZuiTTz7ByZMnlW+J//7778qhMip5bJiIiIjMjK+vr+pbcI9D64ybopznS/9jUd+SIyIiIioNbJiIiOipxr0o/26m2v5smIiI6KmUe9XorKysUq6ESlPu9Znyu02LMXgOExERPZUMBgPs7e1x/fp1WFtbF3rdIHr6iAgyMjJw7do1uLi45LntirHYMBER0VNJp9OhQoUKOHfuHC5cuFDa5VApcXFxgaen5xOPw4aJiIieWjY2NqhVqxYPy/1LWVtbP/GepVxsmIiI6Kmm1+st/krfVPp4QJeIiIhIAxsmIiIiIg1smIiIiIg0sGEiIiIi0sCTvimPWfEp+U6f4MubPhIR0b8T9zARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNEREREpIENExEREZEGNkxEREREGtgwEREREWlgw0RERESkgQ0TERERkQY2TEREREQa2DARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpsLiGadGiRfDy8oKdnR2aN2+OAwcOFJg9evQounfvDi8vL+h0OsyfP/+JxyQiIqJ/H4tqmNatW4cxY8YgIiICcXFxaNiwIYKDg3Ht2rV88xkZGahRowZmzZoFT09Pk4xJRERE/z4W1TDNmzcPw4YNQ1hYGOrWrYslS5bA3t4ey5YtyzfftGlTzJkzB3369IGtra1JxiQiIqJ/H4tpmLKyshAbG4ugoCBlml6vR1BQEGJiYkp0zMzMTKSlpakeRERE9PSymIYpJSUF2dnZ8PDwUE338PBAUlJSiY45c+ZMODs7K48qVao81usTERGRZbCYhsmcTJw4Eampqcrj0qVLpV0SERERFSNDaRdQVG5ubrCyskJycrJqenJycoEndBfXmLa2tgWeE0VERERPH4vZw2RjYwM/Pz9ERUUp03JychAVFQV/f3+zGZOIiIiePhazhwkAxowZg4EDB6JJkyZo1qwZ5s+fj/T0dISFhQEAQkNDUalSJcycORPAg5O6jx07pvz/lStXkJCQAEdHR9SsWbNIYxIRERFZVMPUu3dvXL9+HdOmTUNSUhIaNWqEyMhI5aTtixcvQq//306zq1evwtfXV3n+ySef4JNPPkFgYCCio6OLNCYRERGRTkSktIuwdGlpaXB2dkZqaiqcnJyMXn5WfEq+0yf4uj1paY/F3OohIiIqDsb8/raYc5iIiIiISgsbJiIiIiINbJiIiIiINLBhIiIiItLAhomIiIhIAxsmIiIiIg1smIiIiIg0sGEiIiIi0sCGiYiIiEgDGyYiIiIiDWyYiIiIiDSwYSIiIiLSwIaJiIiISAMbJiIiIiINbJiIiIiINBhKu4Cn0az4lHynT/B1K+FKHjC3eoiIiCwN9zARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNEREREpIENExEREZEGNkxEREREGtgwEREREWlgw0RERESkgQ0TERERkQY2TEREREQa2DARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNEREREpMHiGqZFixbBy8sLdnZ2aN68OQ4cOFBofv369fDx8YGdnR3q16+Pbdu2qebfvn0b4eHhqFy5MsqUKYO6detiyZIlxbkKREREZGEsqmFat24dxowZg4iICMTFxaFhw4YIDg7GtWvX8s3v3bsXffv2xZAhQxAfH4+uXbuia9euOHLkiJIZM2YMIiMjsWrVKhw/fhyjR49GeHg4tmzZUlKrRURERGbOohqmefPmYdiwYQgLC1P2BNnb22PZsmX55hcsWIAOHTpg3LhxqFOnDj744AM0btwYCxcuVDJ79+7FwIED0aZNG3h5eWH48OFo2LCh5p4rIiIi+vewmIYpKysLsbGxCAoKUqbp9XoEBQUhJiYm32ViYmJUeQAIDg5W5QMCArBlyxZcuXIFIoKdO3fi1KlTaN++fYG1ZGZmIi0tTfUgIiKip5ehtAsoqpSUFGRnZ8PDw0M13cPDAydOnMh3maSkpHzzSUlJyvPPP/8cw4cPR+XKlWEwGKDX6/HVV1+hdevWBdYyc+ZMTJ8+/QnWhorTrPiUfKdP8HUzSZ6IiP59LGYPU3H5/PPPsW/fPmzZsgWxsbGYO3cuRo0ahV9//bXAZSZOnIjU1FTlcenSpRKsmIiIiEqaxexhcnNzg5WVFZKTk1XTk5OT4enpme8ynp6ehebv3LmDSZMmYdOmTQgJCQEANGjQAAkJCfjkk0/yHM7LZWtrC1tb2yddJSIiIrIQFrOHycbGBn5+foiKilKm5eTkICoqCv7+/vku4+/vr8oDwPbt25X8vXv3cO/ePej16h+DlZUVcnJyTLwGREREZKksZg8T8OASAAMHDkSTJk3QrFkzzJ8/H+np6QgLCwMAhIaGolKlSpg5cyYA4K233kJgYCDmzp2LkJAQrF27FocOHcLSpUsBAE5OTggMDMS4ceNQpkwZVKtWDb/99hu++eYbzJs3r9TWk4iIiMyLRTVMvXv3xvXr1zFt2jQkJSWhUaNGiIyMVE7svnjxompvUUBAANasWYMpU6Zg0qRJqFWrFjZv3ox69eopmbVr12LixIno378/bty4gWrVqmHGjBkYMWJEia8fERERmSeLapgAIDw8HOHh4fnOi46OzjOtZ8+e6NmzZ4HjeXp6Yvny5aYqj4iIiJ5CFnMOExEREVFpYcNEREREpIENExEREZEGNkxEREREGtgwEREREWlgw0RERESkgQ0TERERkQY2TEREREQa2DARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNEREREpIENExEREZEGQ2kXQJZvVnxKvtMn+LqVcCVERETFg3uYiIiIiDSwYSIiIiLSwIaJiIiISAMbJiIiIiINbJiIiIiINLBhIiIiItLAhomIiIhIAxsmIiIiIg1smIiIiIg0sGEiIiIi0sCGiYiIiEgDGyYiIiIiDWyYiIiIiDSwYSIiIiLSwIaJiIiISAMbJiIiIiINbJiIiIiINLBhIiIiItJgcQ3TokWL4OXlBTs7OzRv3hwHDhwoNL9+/Xr4+PjAzs4O9evXx7Zt2/Jkjh8/js6dO8PZ2RkODg5o2rQpLl68WFyrQERERBbGohqmdevWYcyYMYiIiEBcXBwaNmyI4OBgXLt2Ld/83r170bdvXwwZMgTx8fHo2rUrunbtiiNHjiiZM2fO4Pnnn4ePjw+io6Pxxx9/YOrUqbCzsyup1SIiIiIzZ1EN07x58zBs2DCEhYWhbt26WLJkCezt7bFs2bJ88wsWLECHDh0wbtw41KlTBx988AEaN26MhQsXKpnJkyfjpZdewscffwxfX188++yz6Ny5M9zd3UtqtYiIiMjMWUzDlJWVhdjYWAQFBSnT9Ho9goKCEBMTk+8yMTExqjwABAcHK/mcnBz8+OOP8Pb2RnBwMNzd3dG8eXNs3ry50FoyMzORlpamehAREdHTy1DaBRRVSkoKsrOz4eHhoZru4eGBEydO5LtMUlJSvvmkpCQAwLVr13D79m3MmjULH374IWbPno3IyEi88sor2LlzJwIDA/Mdd+bMmZg+fboJ1urfaVZ8Sr7TJ/i6mSRPRERkahazh6k45OTkAAC6dOmCt99+G40aNcKECRPw8ssvY8mSJQUuN3HiRKSmpiqPS5culVTJREREVAosZg+Tm5sbrKyskJycrJqenJwMT0/PfJfx9PQsNO/m5gaDwYC6deuqMnXq1MHu3bsLrMXW1ha2traPsxpERERkgSxmD5ONjQ38/PwQFRWlTMvJyUFUVBT8/f3zXcbf31+VB4Dt27creRsbGzRt2hQnT55UZU6dOoVq1aqZeA2IiIjIUlnMHiYAGDNmDAYOHIgmTZqgWbNmmD9/PtLT0xEWFgYACA0NRaVKlTBz5kwAwFtvvYXAwEDMnTsXISEhWLt2LQ4dOoSlS5cqY44bNw69e/dG69at8cILLyAyMhJbt25FdHR0aawiERERmSGLaph69+6N69evY9q0aUhKSkKjRo0QGRmpnNh98eJF6PX/22kWEBCANWvWYMqUKZg0aRJq1aqFzZs3o169ekqmW7duWLJkCWbOnIk333wTtWvXxnfffYfnn3++xNePiIiIzJNFNUwAEB4ejvDw8Hzn5bdXqGfPnujZs2ehYw4ePBiDBw82RXlERET0FDKqYbp58yY2bdqE33//HRcuXEBGRgbKly8PX19fBAcHIyAgoLjqJCIiIio1RTrp++rVqxg6dCgqVKiADz/8EHfu3EGjRo3Qtm1bVK5cGTt37kS7du1Qt25drFu3rrhrJiIiIipRRdrD5Ovri4EDByI2NjbPV/Bz3blzB5s3b8b8+fNx6dIlvPPOOyYtlIiIiKi0FKlhOnbsGFxdXQvNlClTBn379kXfvn3x999/m6Q4IiIiInNQpENyWs3Sk+aJiIiIzNljX7jy1q1bGDduHJo2bYrGjRvjjTfeQEpK/vf8IiIiIrJkj90wDRs2DCkpKZg+fToiIiJw9uxZ9O/f35S1EREREZmFIl9W4NNPP8Xo0aOh0+kAAAcPHsSpU6dgZWUFAKhduzZatGhRPFUSERERlaIiN0xnzpxB8+bN8eWXX8LX1xft2rVDSEgIunbtinv37uG///0vgoODi7NWIiIiolJR5IZp4cKF2LdvHwYPHowXXngBM2fOxKpVq7B9+3ZkZ2ejZ8+eBV6Bm4iIiMiSGXWl7xYtWuDgwYOYPXs2/P39MWfOHHz33XfFVRsRERGRWTD6pG+DwYDJkydj69atmD9/Pnr06IGkpKTiqI2IiIjILBS5YTp8+DCaNm2KsmXLomXLlsjJyUFUVBRCQkIQEBCAxYsXF2edRERERKWmyA3T4MGD0apVKxw8eBA9e/bEiBEjAABhYWHYv38/9uzZA39//2IrlIiIiKi0FPkcplOnTmHdunWoWbMmatWqhfnz5yvzypcvj1WrVuGXX34pjhqJiIiISlWRG6Y2bdpg+PDh6NOnD3bs2IGWLVvmybRv396kxRER5WdWfP53FZjg62aSPBHRo4p8SO6bb75B48aN8f3336NGjRo8Z4mIiIj+NYq8h+mZZ57BJ598Upy1EBEREZmlIu1hunjxolGDXrly5bGKISIiIjJHRWqYmjZtitdeew0HDx4sMJOamoqvvvoK9erV48UsiYiI6KlSpENyx44dw4wZM9CuXTvY2dnBz88PFStWhJ2dHf755x8cO3YMR48eRePGjfHxxx/jpZdeKu66iYiIiEpMkfYwubq6Yt68eUhMTMTChQtRq1YtpKSk4PTp0wCA/v37IzY2FjExMWyWiIiI6Klj1L3kypQpgx49eqBHjx7FVQ8RERGR2TH6XnJERERE/zZsmIiIiIg0sGEiIiIi0sCGiYiIiEgDGyYiIiIiDUX+ltyWLVuKlOvcufNjF0NERERkjorcMHXt2lUzo9PpkJ2d/ST1EBEREZkdow7JJSUlIScnp8AHmyUiIiJ6GvEcJiIiIiINbJiIiIiINLBhIiIiItJQ5IZJp9NBp9MVZy1FsmjRInh5ecHOzg7NmzfHgQMHCs2vX78ePj4+sLOzQ/369bFt27YCsyNGjIBOp8P8+fNNXDURERFZsiI3TCICb29vlCtXrtBHcVq3bh3GjBmDiIgIxMXFoWHDhggODsa1a9fyze/duxd9+/bFkCFDEB8fj65du6Jr1644cuRInuymTZuwb98+VKxYsVjXgYiIiCxPkS8rsHz58uKso0jmzZuHYcOGISwsDACwZMkS/Pjjj1i2bBkmTJiQJ79gwQJ06NAB48aNAwB88MEH2L59OxYuXIglS5YouStXruCNN97Azz//jJCQEM06MjMzkZmZqTxPS0t70lUjIiIiM1bkhmngwIHFWYemrKwsxMbGYuLEico0vV6PoKAgxMTE5LtMTEwMxowZo5oWHByMzZs3K89zcnLw6quvYty4cXjuueeKVMvMmTMxffp041fCRGbFp+Q7fYKvWwlXQsWluLexuY1vju9pc6zJGE/DNiAyJ0980vfZs2dx9OhR5OTkmKKeAqWkpCA7OxseHh6q6R4eHkhKSsp3maSkJM387NmzYTAY8Oabbxa5lokTJyI1NVV5XLp0yYg1ISIiIktT5D1MWVlZmDFjBuLi4tCiRQtMmDABAwYMwP/93/8BAGrXro1t27bBy8uruGo1udjYWCxYsABxcXFGndBua2sLW1vbYqyMiIiIzEmR9zBNnDgRixcvhqenJ5YtW4ZXXnkF8fHxWLNmDdauXQuDwYDJkycXW6Fubm6wsrJCcnKyanpycjI8PT3zXcbT07PQ/O+//45r166hatWqMBgMMBgMuHDhAsaOHWtRjR8REREVryLvYdqwYQNWrFiBl156CadOnYKPjw9+/PFHdOzYEQDg7u6O/v37F1uhNjY28PPzQ1RUlHJfu5ycHERFRSE8PDzfZfz9/REVFYXRo0cr07Zv3w5/f38AwKuvvoqgoCDVMsHBwXj11VeVE8uJiIiIitwwXb16FQ0bNgQAeHt7w9bWFjVr1lTme3t7F3gukamMGTMGAwcORJMmTdCsWTPMnz8f6enpSnMTGhqKSpUqYebMmQCAt956C4GBgZg7dy5CQkKwdu1aHDp0CEuXLgUAuLq6wtXVVfUa1tbW8PT0RO3atYt1XYiIiMhyFLlhys7OhrW19f8WNBhgZWWlPNfr9RAR01b3iN69e+P69euYNm0akpKS0KhRI0RGRiondl+8eBF6/f+OMgYEBGDNmjWYMmUKJk2ahFq1amHz5s2oV69esdZJRERET5ciN0wA8PPPP8PZ2RnA/w6H5V4E8ubNmyYvLj/h4eEFHoKLjo7OM61nz57o2bNnkcc/f/78Y1ZGRERETyujGqZHr8X02muvqZ6bw61TiIiIiEytyA1TcV9niYiIiMhcPfGFK4mIiIiedkYdkgOAv//+W/lm2aVLl/DVV1/hzp076NSpE1q3bm3yAomIiIhKW5H3MP3555/w8vKCu7s7fHx8kJCQgKZNm+LTTz/F0qVL8eKLL6ru0UZERET0tChywzR+/HjUr18fu3btQps2bfDyyy8jJCQEqamp+Oeff/Daa69h1qxZxVkrERERUako8iG5gwcPYseOHWjQoAEaNmyIpUuXYuTIkcp1j9544w20aNGi2AolIiIiKi1F3sN048YN5R5sjo6OcHBwwDPPPKPMf+aZZ3Dr1i3TV0hERERUyoz6ltyj11nidZeIiIjo38Cob8kNGjQItra2AIC7d+9ixIgRcHBwAABkZmaavjoiIiIiM1DkhunRq3wPGDAgTyY0NPTJKyIiIiIyM0VumJYvX16cdRARERGZLV7pm4iIiEgDGyYiIiIiDWyYiIiIiDQYfS85IjI/s+JT8p0+wdfNIsYnbea2DcytHmMVVD9gOetgLHPbZuZWjxbuYSIiIiLSwIaJiIiISAMbJiIiIiINbJiIiIiINLBhIiIiItLAhomIiIhIAxsmIiIiIg1smIiIiIg0sGEiIiIi0sCGiYiIiEgDGyYiIiIiDWyYiIiIiDSwYSIiIiLSwIaJiIiISAMbJiIiIiINbJiIiIiINLBhIiIiItLAhomIiIhIg8U1TIsWLYKXlxfs7OzQvHlzHDhwoND8+vXr4ePjAzs7O9SvXx/btm1T5t27dw/vvvsu6tevDwcHB1SsWBGhoaG4evVqca8GERERWRCLapjWrVuHMWPGICIiAnFxcWjYsCGCg4Nx7dq1fPN79+5F3759MWTIEMTHx6Nr167o2rUrjhw5AgDIyMhAXFwcpk6diri4OGzcuBEnT55E586dS3K1iIiIyMxZVMM0b948DBs2DGFhYahbty6WLFkCe3t7LFu2LN/8ggUL0KFDB4wbNw516tTBBx98gMaNG2PhwoUAAGdnZ2zfvh29evVC7dq10aJFCyxcuBCxsbG4ePFigXVkZmYiLS1N9SAiIqKnl6G0CyiqrKwsxMbGYuLEico0vV6PoKAgxMTE5LtMTEwMxowZo5oWHByMzZs3F/g6qamp0Ol0cHFxKTAzc+ZMTJ8+3aj66ekyKz4l3+kTfN1KuBKyVP+299DTsL7GroO55Y1l6fWYmsXsYUpJSUF2djY8PDxU0z08PJCUlJTvMklJSUbl7969i3fffRd9+/aFk5NTgbVMnDgRqampyuPSpUtGrg0RERFZEovZw1Tc7t27h169ekFEsHjx4kKztra2sLW1LaHKiIiIqLRZTMPk5uYGKysrJCcnq6YnJyfD09Mz32U8PT2LlM9tli5cuIAdO3YUuneJiIiI/n0s5pCcjY0N/Pz8EBUVpUzLyclBVFQU/P39813G399flQeA7du3q/K5zdLp06fx66+/wtXVtXhWgIiIiCyWxexhAoAxY8Zg4MCBaNKkCZo1a4b58+cjPT0dYWFhAIDQ0FBUqlQJM2fOBAC89dZbCAwMxNy5cxESEoK1a9fi0KFDWLp0KYAHzVKPHj0QFxeHH374AdnZ2cr5TeXKlYONjU3prCgRERGZFYtqmHr37o3r169j2rRpSEpKQqNGjRAZGamc2H3x4kXo9f/baRYQEIA1a9ZgypQpmDRpEmrVqoXNmzejXr16AIArV65gy5YtAIBGjRqpXmvnzp1o06ZNiawXERERmTeLapgAIDw8HOHh4fnOi46OzjOtZ8+e6NmzZ755Ly8viIgpyyMiIqKnkMWcw0RERERUWtgwEREREWlgw0RERESkgQ0TERERkQY2TEREREQa2DARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNEREREpIENExEREZEGNkxEREREGtgwEREREWlgw0RERESkwVDaBRARPQ1mxafkO32Cr1sJV0JExYF7mIiIiIg0sGEiIiIi0sCGiYiIiEgDGyYiIiIiDWyYiIiIiDSwYSIiIiLSwIaJiIiISAMbJiIiIiINbJiIiIiINLBhIiIiItLAhomIiIhIAxsmIiIiIg1smIiIiIg0sGEiIiIi0sCGiYiIiEgDGyYiIiIiDWyYiIiIiDRYXMO0aNEieHl5wc7ODs2bN8eBAwcKza9fvx4+Pj6ws7ND/fr1sW3bNtV8EcG0adNQoUIFlClTBkFBQTh9+nRxrgIRERFZGItqmNatW4cxY8YgIiICcXFxaNiwIYKDg3Ht2rV883v37kXfvn0xZMgQxMfHo2vXrujatSuOHDmiZD7++GN89tlnWLJkCfbv3w8HBwcEBwfj7t27JbVaREREZOYsqmGaN28ehg0bhrCwMNStWxdLliyBvb09li1blm9+wYIF6NChA8aNG4c6derggw8+QOPGjbFw4UIAD/YuzZ8/H1OmTEGXLl3QoEEDfPPNN7h69So2b95cgmtGRERE5sxiGqasrCzExsYiKChImabX6xEUFISYmJh8l4mJiVHlASA4OFjJnzt3DklJSaqMs7MzmjdvXuCYAJCZmYm0tDTVg4iIiJ5eOhGR0i6iKK5evYpKlSph79698Pf3V6aPHz8ev/32G/bv359nGRsbG6xcuRJ9+/ZVpn3xxReYPn06kpOTsXfvXrRs2RJXr15FhQoVlEyvXr2g0+mwbt26fGt57733MH369DzTU1NT4eTk9CSrSUREj2FWfEq+0yf4upVwJWQuCnpPAP97X6SlpcHZ2blIv78tZg+TOZk4cSJSU1OVx6VLl0q7JCIiIipGFtMwubm5wcrKCsnJyarpycnJ8PT0zHcZT0/PQvO5/zVmTACwtbWFk5OT6kFERERPL4tpmGxsbODn54eoqChlWk5ODqKiolSH6B7m7++vygPA9u3blXz16tXh6empyqSlpWH//v0FjklERET/PobSLsAYY8aMwcCBA9GkSRM0a9YM8+fPR3p6OsLCwgAAoaGhqFSpEmbOnAkAeOuttxAYGIi5c+ciJCQEa9euxaFDh7B06VIAgE6nw+jRo/Hhhx+iVq1aqF69OqZOnYqKFSuia9eupbWaREREZGYsqmHq3bs3rl+/jmnTpiEpKQmNGjVCZGQkPDw8AAAXL16EXv+/nWYBAQFYs2YNpkyZgkmTJqFWrVrYvHkz6tWrp2TGjx+P9PR0DB8+HDdv3sTzzz+PyMhI2NnZlfj6ERERkXmymG/JmTNjzrInIiLT47fk6FH8lhwRERFRCWPDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNEREREpIENExEREZEGNkxEREREGtgwEREREWlgw0RERESkgQ0TERERkQY2TEREREQa2DARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNEREREpIENExEREZEGNkxEREREGtgwEREREWlgw0RERESkgQ0TERERkQY2TEREREQa2DARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNEREREpIENExEREZEGNkxEREREGtgwEREREWlgw0RERESkwWIaphs3bqB///5wcnKCi4sLhgwZgtu3bxe6zN27dzFq1Ci4urrC0dER3bt3R3JysjL/8OHD6Nu3L6pUqYIyZcqgTp06WLBgQXGvChEREVkYi2mY+vfvj6NHj2L79u344YcfsGvXLgwfPrzQZd5++21s3boV69evx2+//YarV6/ilVdeUebHxsbC3d0dq1atwtGjRzF58mRMnDgRCxcuLO7VISIiIguiExEp7SK0HD9+HHXr1sXBgwfRpEkTAEBkZCReeuklXL58GRUrVsyzTGpqKsqXL481a9agR48eAIATJ06gTp06iImJQYsWLfJ9rVGjRuH48ePYsWNHketLS0uDs7MzUlNT4eTk9BhrSERET2JWfEq+0yf4upVwJWQuCnpPAP97Xxjz+9si9jDFxMTAxcVFaZYAICgoCHq9Hvv37893mdjYWNy7dw9BQUHKNB8fH1StWhUxMTEFvlZqairKlStXaD2ZmZlIS0tTPYiIiOjpZRENU1JSEtzd3VXTDAYDypUrh6SkpAKXsbGxgYuLi2q6h4dHgcvs3bsX69at0zzUN3PmTDg7OyuPKlWqFH1liIiIyOKUasM0YcIE6HS6Qh8nTpwokVqOHDmCLl26ICIiAu3bty80O3HiRKSmpiqPS5culUiNREREVDoMpfniY8eOxaBBgwrN1KhRA56enrh27Zpq+v3793Hjxg14enrmu5ynpyeysrJw8+ZN1V6m5OTkPMscO3YMbdu2xfDhwzFlyhTNum1tbWFra6uZIyIioqdDqTZM5cuXR/ny5TVz/v7+uHnzJmJjY+Hn5wcA2LFjB3JyctC8efN8l/Hz84O1tTWioqLQvXt3AMDJkydx8eJF+Pv7K7mjR4/ixRdfxMCBAzFjxgwTrBURERE9bSziHKY6deqgQ4cOGDZsGA4cOIA9e/YgPDwcffr0Ub4hd+XKFfj4+ODAgQMAAGdnZwwZMgRjxozBzp07ERsbi7CwMPj7+yvfkDty5AheeOEFtG/fHmPGjEFSUhKSkpJw/fr1UltXIiIiMj+luofJGKtXr0Z4eDjatm0LvV6P7t2747PPPlPm37t3DydPnkRGRoYy7dNPP1WymZmZCA4OxhdffKHM37BhA65fv45Vq1Zh1apVyvRq1arh/PnzJbJeREREZP4s4jpM5o7XYSIiKl28DhM96l95HSYiIiKi0sSGiYiIiEgDGyYiIiIiDWyYiIiIiDSwYSIiIiLSwIaJiIiISAMbJiIiIiINbJiIiIiINLBhIiIiItLAhomIiIhIAxsmIiIiIg1smIiIiIg0sGEiIiIi0sCGiYiIiEgDGyYiIiIiDToRkdIuwtKlpaXB2dkZqampcHJyKu1yiIiIqAiM+f3NPUxEREREGtgwEREREWlgw0RERESkgQ0TERERkQY2TEREREQa2DARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNEREREpIENExEREZEGNkxEREREGtgwEREREWlgw0RERESkwVDaBTwNRAQAkJaWVsqVEBERUVHl/t7O/T1eGDZMJnDr1i0AQJUqVUq5EiIiIjLWrVu34OzsXGhGJ0Vpq6hQOTk5uHr1KsqWLQudTqdMT0tLQ5UqVXDp0iU4OTlpjsO8ZeXNsSbmTZs3x5qYN23eHGtivuTyIoJbt26hYsWK0OsLP0uJe5hMQK/Xo3LlygXOd3JyKvIHl3nLy5tjTcybNm+ONTFv2rw51sR8yeS19izl4knfRERERBrYMBERERFpYMNUjGxtbREREQFbW1vmn8K8OdbEvGnz5lgT86bNm2NNzJduviA86ZuIiIhIA/cwEREREWlgw0RERESkgQ0TERERkQY2TEREREQa2DARERERaWDDRERERKSBt0YhIspHamoqkpKSAACenp6F3j7h/v37OHr0qCpft25dWFtbm2R8c8sX9/oaO/7j1GPsMklJSdi/f78q37x5c3h6epbKOhR3vrjX19jxjc0Dxn8GtLBhMrEDBw4gJiZGtZH8/f3RrFmzPNmsrCxs3rw5Tz4gIABdunSBjY3NE43/OPnifo3iXmdjxze3eowd/3Hyxf0a5vYzNTb/9ddfY968eTh58qRqeu3atTF27FgMGTJEmZaTk4Np06Zh0aJFSE1NVeWdnZ0RHh6O6dOnq27qacz45pYv7vU1dvzHqcfYZdLT0/Haa69h7dq10Ol0KFeuHADgxo0bEBH07dsXX375Jezt7UtkHYo7X9zra+z4xuYB4z8DRSZkEsnJyfL888+LTqeTatWqSbNmzaRZs2ZSrVo10el08vzzz0tycrKSP336tNSoUUPs7OwkMDBQevXqJb169ZLAwECxs7OTmjVryunTpx97fGPzJfEaxb3Oxo5vbvVwG5f+Nv7444/F3t5eJkyYIDt37pRjx47JsWPHZOfOnTJx4kRxcHCQOXPmKPlx48ZJ+fLlZcmSJXLu3DnJyMiQjIwMOXfunHz55Zfi7u4u48ePf+zxzS1f3Otr7PjG5h9nmSFDhkitWrUkMjJS7t+/r0y/f/++/Pzzz+Lt7S1Dhw4tsXUo7nxxr6+x4xubN/Y9Zww2TCbSvXt38ff3lxMnTuSZd+LECQkICJAePXoo04KCgqRLly6SmpqaJ5+amipdunSR9u3bP/b4xuZL4jWKe52NHd/c6uE2Nv34xuarVq0q69aty5PNtXbtWqlSpYry3MPDQyIjIwvMR0ZGiru7+2OPb2754l5fY8c3Nv84y7i4uMiePXsKzO/evVtcXFxKbB2KO1/c62vs+MbmjX3PGYMNk4k4OjpKXFxcgfMPHTokjo6OyvMyZcrIn3/+WWD+jz/+kDJlyjz2+MbmS+I1inudjR3f3OrhNjb9+Mbm7ezs5NixYwXmjx49qsrb29vLH3/8UWD+8OHD4uDg8Njjm1u+uNfX2PGNzT/OMk5OTnLw4MEC8wcOHBAnJ6cSW4fizhf3+ho7vrF5Y99zxuC35EzE1tYWaWlpBc6/deuW6sZ/Li4uOH/+fIH58+fPw8XF5bHHNzZfEq9R3Ots7PjmVg+3senHNzbftGlTzJo1C/fv38+Tzc7OxuzZs9G0aVNlWps2bfDOO+8gJSUlTz4lJQXvvvsu2rRp89jjm1u+uNfX2PGNzT/OMi+//DKGDx+O+Pj4PPn4+Hi8/vrr6NSpU4mtQ3Hni3t9jR3f2Lyx7zmjPFabRXmMHDlSqlWrJhs3blTt/k9NTZWNGzeKl5eXhIeHK9OnTp0qzzzzjMybN08OHz4sSUlJkpSUJIcPH5Z58+ZJuXLlJCIi4rHHNzZfEq9R3Ots7PjmVg+3celv48OHD4unp6e4urpKt27dZMSIETJixAjp1q2buLq6SoUKFVR7rC5evCj16tUTg8Egvr6+0qFDB+nQoYP4+vqKwWCQBg0ayMWLFx97fHPLF/f6Gju+sfnHWebGjRvSoUMH0el0Uq5cOfHx8REfHx8pV66c6PV66dixo/zzzz8ltg7FnS/u9TV2fGPzxr7njKETEXm8VoselpmZidGjR2PZsmW4f/++8s2brKwsGAwGDBkyBJ9++qnqr+XZs2djwYIFSEpKgk6nAwCICDw9PTF69GiMHz/+scd/nHpK4jWKc52NHd/c6uE2Lv1tDDzYq7Vq1Srs27cvz7f2+vXrBycnJ1U+JycHP//8c7759u3bq76h9Tjjm1u+uNfX2PGNzT/uMidOnMj3m5w+Pj5PPL655Yt7fY0d39i8se+5omLDZGJpaWmIjY1VbSQ/P79CN9C5c+dU+erVq5ts/MeppyReozjX2djxza0ebuPS38ZERI9iw0RERPSYEhMTce/ePVStWrW0SykRxb2+xo5fkj9/nvRdQg4dOoRdu3YVOf/999/jm2++Kbbxjc2XxGsU9zobO7651cNtbPrxjc0HBQWhRo0aRc7XqVMHVlZWxTa+ueWLe32NHd/Y/OMs8+KLLxq1t7K416G488W9vsaOb2ze2PecymOd+URG8/HxEb1eX+R87dq1jcobO76x+ZJ4jeJeZ2PHN7d6uI1NP76x+YULF8p7771X5PymTZtkxYoVxTa+ueWLe32NHd/Y/OMsc+DAAYmOji628c0tX9zra+z4xuaNfc89jIfkSsjVq1dx7949VKtWzSzGf5x6SuI1jFHc4xvL3NaX25iIyHTYMBERFSAzMxMA8lzPytJER0ejefPmKFOmjMnHzszMxOXLl1G5cuVi+zklJycr32wsSHZ2NlJSUqDX61G+fPkijWvqm7OakoggJyenyIezVqxYgW7duhXLOpw+fRoXL15EtWrVULNmTZOMmZ2drVq3AwcOICcnB76+vgW+jy5evIjExETo9XrUqFEDrq6umq9j0s/wY+2XogIlJibK5s2bZcmSJbJkyRLZvHmzJCYmGj3O7du35bfffnvieh6+946IyL59++S3336TrKysIo8xaNAguXLlSpGyWVlZcurUKbl586Zm9p9//pGlS5fKlClT5KuvvsqzzKFDh4pcY67k5GSJiopSxkpKSpLZs2fLzJkzC7wa7ZkzZ2TlypUya9Ys+fjjj2XDhg353kojF7fx072Nf/nlF+nYsaO4uLiIXq8XvV4vLi4u0rFjR9m+fbtRtR47dkyqV6+umpaQkCAffPCBLFq0SK5fv66al5qaKmFhYappX331lYSGhsqyZctE5MGtHXx8fKR69eoybdq0ItVhbW2d79WPH73XYHx8vISGhkpAQIB0795ddu7cqZq/fPly2bt3r4iI3LlzRwYPHixWVlai1+vFYDDIa6+9Jnfv3lXy9erVk/fffz/PtZAK8vfff0v37t2lSpUqMmLECLl//74MGTJEdDqd6PV68ff3l6tXr6qW+eGHH6RVq1Zia2urbC9nZ2cZMGCAXLhwId/X+eqrr6ROnTpKPvdRp04d+frrr4tUa66EhIQ8h3V//PFHGTJkiIwbN06OHz+umnfjxg154YUXlOf37t2TyZMnS+vWrZXtmXs/NBsbGwkNDZXMzEzNOgraxvv371f9G7F161Zp3bq1VKxYUfz8/GTlypWq/EcffSS//vqrUmvbtm1Fp9Mp26BDhw6q6x45OjrK4MGDC719ycPOnz8vfn5+YmVlJR06dJDU1FQJCgpSXqNGjRpy8uRJ1TKLFi2SqlWr5tleLVu2zPffEFN+hh/GhslEbt++Lf379xcrKysxGAzi7u4u7u7uYjAYxMrKSgYMGCDp6elFHu/RD2FWVpaMGzdOnn32WWnatKn85z//UeWTkpJU+atXr0rLli3FyspKWrduLTdu3JCQkBDlTent7Z3nH57Dhw/n+7C2tpZNmzYpz3PNnj1bMjIyROTBL+2xY8eKjY2N8o9nWFiY6pd2t27dZP369SIicuTIEXFzc5Py5ctL8+bNxcPDQzw9PVUfeJ1OJ88++6zMmDGjSL/Md+7cKQ4ODqLT6cTT01MSEhKkcuXKUqtWLaldu7bY2trKzz//rORv374tPXr0UP1j4OnpKVZWVuLo6CgLFy5Ujc9t/PRv4xUrVojBYJA+ffrI8uXLZdu2bbJt2zZZvny59O3bV6ytreWbb77RrDPXo9v4559/FhsbG3nuueekatWq4urqKjt27FDmP7qNP/30U3FwcJBXXnlFKlSoIB9++KG4urrKhx9+KNOnTxcnJyf58ssvlbyvr2++D51OJ3Xq1FGe59Lr9UrTtGfPHrG2tpbAwEAZN26ctGvXTgwGg6qpr169uuzbt09ERN555x3x8vKSjRs3yvHjx2Xz5s3i7e0t48aNU/I6nU5cXV3FyspKgoODZcOGDXLv3r0Cf16DBw+WevXqyeeffy6BgYHSpUsXadCggezevVv27t0rTZs2ldDQUCX/zTffSNmyZWXs2LEyefJk8fT0lAkTJsjixYslMDBQ3Nzc5NSpU6rXMPXNWRMSEkSn0ynPV69eLVZWVhISEiLPP/+82NnZyapVq5T5j27jKVOmiIeHh4wZM0bq1q0rI0aMkCpVqsiqVatk5cqVUqlSJZk9e7aSf+aZZ/J96HQ6cXZ2Vp7nengbb9myRfR6vYSGhsqiRYtk6NChYjAYZOPGjUq+cuXKyu2Khg4dKr6+vhIXFyd37tyRhIQEadGihQwZMkTJ63Q6ee6550Sn04mPj4988skncu3atQJ/Xt27d5fAwEDZunWr9OrVS1q2bClt2rSRy5cvy9WrVyU4OFi6du2q5OfMmSMVK1aUzz//XGl033//ffnpp5/k1VdfFXt7e9WtU0z9GX4YGyYTMfaOyloe/Yc2IiJCPDw8ZM6cOTJ58mRxdnaW4cOHK/OTkpJUH9pXX31VAgICZMuWLdK7d28JCAiQVq1ayeXLl+XChQvSsmVLGTVqlOo1c3+h5P5yefiRO/3hmh7+IM6ZM0eeeeYZWbZsmRw9elRWrVol7u7ueT7ouX9tdezYUfr166f85ZSVlSVDhgxR3QhVp9PJsGHDlKYkJCRENm3alGePSq7nn39eRo0aJbdu3ZI5c+ZIpUqVVOv4zjvvSEBAgPJ8+PDh0rJlS/nzzz/l9OnT0qNHDxk/frykp6fLf/7zH7G3t5fVq1creW7jp38b16pVK08T9bBFixZJzZo1ledvv/12oY8BAwaofp7+/v4yadIkERHJycmR2bNni6Ojo/z0008ikveXqY+Pj1JfXFycGAwG1R6Qr7/+Wvz8/JTnBoNBOnToIO+9957yiIiIEL1eLyNHjlSmPfzzz92+7dq1k8GDB6vW96233pIXX3xReW5ra6vstfH29lbqzvXbb79J1apVVeNfuXJFNm3aJJ06dRKDwSDly5eXsWPH5rs3pEKFCsqeitz3+y+//KLM3717t1SqVEn181m7dq3y/ODBg1K5cmXJyckREZHevXtLt27dVK9h7M1Zu3XrVujjxRdfVG2zRo0ayYIFC5Tn69atEwcHB2W7PbqNa9SoIVu3bhURkdOnT4ter1et07p166RevXrKc0dHRwkJCZEVK1Yoj+XLl4uVlZXMmDFDmZbr4W38/PPPy4QJE1TrO2PGDGnRooXy3NbWVs6fPy8iIl5eXnn2gh86dEgqVKiQZ/yEhAQJDw+XcuXKiY2Njbzyyiuybds2ZVvkKl++vMTHx4uIyM2bN0Wn08nvv/+uzI+NjRUPDw/luZeXl2zbtk15fvLkSXF1dVUa7zfffFPatWunzDf2M2wMNkwmYuwdlQv6KyH34eTkpPpQ1axZU/lQiTz4YNWsWVMGDRokOTk5eT6EFSpUkJiYGBF5sJtbp9Mpu1lFRKKioqRGjRqqGhs2bCghISFy/PhxOX/+vJw/f17OnTsnBoNBtm/frkzL9fAH0dfXV/WXrojIqlWr5LnnnlOelylTRv766y+lvkdvunry5ElxdnbOM/69e/dkw4YN8tJLL4mVlZV4eHjI+PHj8+y2dXJyUsa/d++eGAwG5YMpInLq1CnV+G5ubqrduTdu3BA7OztlL9HChQulUaNGynxu46d/G9va2sqJEyekICdOnBA7OzvluV6vl8aNG0ubNm3yfTRp0kS1zR6uP9fq1avFwcFBtm7dmmcblylTRnVYydbWVo4cOaI8P336tOo9t3v3bnn22Wdl2rRpkp2drUw3GAxy9OjRPOvz8PZ9+P2UK3cvYa5q1aope8QqVaqU56aox44dU91o9eHxRR7sFf3oo4+kVq1ayiG2h/ek2tvbq95/1tbWqttYnD17VjV+mTJl5Ny5c6oaDAaDsrdy//79qp+PiPE3ZzUYDNKxY0cZNGhQvo/OnTurtpmDg4OcPXtWNeaOHTvE0dFRFi9enGcb29nZqQ5Z2tnZqQ7jnT17VsqWLas8P336tLKn7datW6o6tbaxu7t7nkNYJ06cUP2MvL295YcffhCRB3sUH/03Lz4+XnWz20e38d27d2XNmjXStm1b0ev1UrlyZZk6daoyv2zZssrPJzs7WwwGgyQkJKjW7+H1tbe3V23jnJwcMRgMyt7zhIQE1Q26jf0MG4MNk4k8zh2ex44dq/or4eHH9OnT8/zD+eg/DJcvXxZvb2/p37+/XLlypdAPoYODg5w+fVp5fuHChTx3bM7MzJS33npL6tatq/pFV9gHMXfXq6ura57785w9e1bs7e2V582bN5elS5eKyINfvps2bVLlf/nlF/H09FSN/+g5FpcvX5b3339fatSoIXq9Xlq1aqXMc3NzU36ZpKeni16vV/0COHz4sOoffxcXF9Xu+qysLDEYDMo6nTp1SvXB4jZ++rdx48aNVYeUHjV+/Hhp3Lix8tzb21v++9//FpiPj49XbbPy5cvne87Ft99+K/b29rJ48WJV3tXVVfXLvXLlyqqG4vTp06pfFiIP/mrv06ePNG/eXGnOCtu+f/31l6Smpkr16tXzNLh//fWXavtOmjRJ/P395Z9//pEJEyZIp06dlF/a6enp0qtXL9UexIf3UD5q586dMmDAAFUD1LBhQ2XvwLZt26Rs2bIyd+5cZf7ixYtVe1vq1KmjHAIWebB3wsbGRtlDefr0adX4IiKtWrWS0NDQfA8N3r9/X0JDQ6V169bKtPr16xd6XtOj2zi/xlNEJDo6WhwdHWXy5MmqvIeHh+rcu4CAALl8+bLy/Pjx46p/V0Qe/LEwfvx4efbZZ2X37t0iUvg23rlzpxw+fFiqVasmBw4cUM0/ceKE6j00Z84cqVOnjpw+fVrmzp0r/v7+yvvo7Nmz0qZNG+nRo4eSL2wbnzt3TqZMmaLaY9eiRQuZMmWKiIgsW7ZMPDw8VHu93n//fdVe00aNGin/pog8+EPQ3t5e2XN14sQJVYNl7GfYGGyYTKRfv37Ksd5HxcXFiZ+fn/Tv31+ZFhAQIPPnzy9wvEcP11SvXl219yDXlStXxNvbW9q1a6fKV61aVfbv3688f/fdd+Xvv/9Wjf/wL5aHbdu2TSpXriwfffSR8hdAQR/EGTNmyIIFC6RChQp5dt0ePnxYdSz9hx9+kHLlysny5ctl+fLl4uXlJV9//bXs2bNHli1bJlWqVFG90Qv7IIqI/Prrr9KvXz/leZcuXeTll1+W3bt3y/Dhw6VJkyYSEhIit2/flvT0dOnRo4d06NBBybdr1051OGfOnDmqXc1xcXGqnxG38dO/jXPPkapfv768/fbbMmvWLJk1a5a8/fbb0qBBA3F0dFT9DPr16yejR48usP5Hz29p165dgefHrFmzRqytrVXbuGXLlqrDM4/aunWrqoF42LJly8TT01O+/PJLsba2LnD75p4Uq9PpVL+YRES+//571eGLzMxM6dy5szzzzDPSrl07sbOzE3t7e6lVq5Y4ODhI1apVVXsF82uIH/XwyferVq0SKysrqVmzptja2sr69eulYsWK0qtXL+nTp4/Y2NioDrcsXLhQnJ2dZfz48TJt2jSpWLGi6vyaVatWqc7ZEjH+5qyDBg2SkSNHFlj/sWPHxMvLS3nepUuXAk/Gz31/PbyNX3jhhUKvU/R///d/qgbiYVFRUVK1alWZOHGi5jbOPfT+6aefquZ/++23UrduXdW0N954Q6ytrcXHx0fs7OxEr9cr5y42adJE9SWXomzjhw/LRUZGip2dndjY2IidnZ389ttv4u3tLc2aNZMWLVqIlZWV6pDpunXrxNraWnr16iWhoaHi6OioarCWLFki/v7+ynNjP8PGYMNkIsbeUXnGjBmFXjzr4sWLMmjQIOX5kCFD8pxfkOvy5ctSs2ZN1Yewc+fOhf6yXrhwoerchEclJSVJx44dpVWrVgX+Mq1WrZp4eXkpj0c/iPPnz1cdGxcR2bBhg1SuXDnPeTR2dnYyevRo1bkrRfkgPuzUqVNSq1Yt5QTXy5cvS+fOncVgMCjnTsTGxir52NhYKVeunHh6ekrVqlXFxsZGvv32W9XP6OETTLmNn/5tLPLgr+Lx48dL69atxdvbW7y9vaV169by7rvv5tkDmJiYqNrjo2Xjxo2FNlirV6+WNm3aKM93796tOuT4qEWLFsnnn39e4PxTp05J06ZNRafT5bt9o6OjVY9HD4HOnz9fPv744zzL/fTTTzJy5Ejp0KGDtG/fXgYOHChLly6V27dvq3KDBg2StLS0AuvLz+7du+WTTz5RDgUdPXpUXn31VenevXu+jcUXX3whAQEB4ufnJ5MmTZI7d+6o1v/Rb6mJiKSlpckXX3whoaGh0r59e2nfvr2EhobK4sWL83x78u7du0Z9mSM6Olo++uijAufv2LFD9bk/efJknkN4D1u9enWh51ylpKRIt27dxMXFJd9DUbmH2XMfKSkpqvkrV67M8005kQeN4McffywjRoyQ4cOHS0REhPzyyy95zkl67733jPr5iDz4jG3YsEH5PCUlJcnUqVNl7Nixqi9B5Nq2bZv069dPunfvnqepT0lJybNOxnyGjcHrMJnY8ePH871DckF3YC6qCxcu4MSJEwgODs53/tWrV7F9+3YMHDiwSOMdOHAA9vb2qFevXqG5zz77DDt37sTnn3+OypUrG1Xzvn37YGtrC19fX9X07OxsxMXF4ezZs8jJyUGFChXg5+eHsmXLqnK//fYbWrZsCYPBYNTr/v3336rrc0RFReHOnTvw9/fPc92OxMRE/PDDD8jMzMSLL76IunXrao7Pbfw/hW3j2NhYnDt3ziK38dMkJycHt27dgpOTE3Q6XWmXQ2Sx2DARET3i/v37OHr0qNIUV6hQAXXq1IG1tXWR8p6enqhbty7zZpovzL1795CYmFjkm7nev38fV69e/dfkLf3n8ySM+7OOCnX48GHExsaiTZs2qFGjBo4ePYpFixYhJycH3bp1y7PnwNzy5lhTSeVfeOEFVK9evUg/ox07dmD37t2qK8527twZtWrVypM1x3x+yzz77LPo1KmTxaxDceVzcnIwbdo0LFq0CKmpqap5zs7OCA8Px/Tp06HX65m3wHxRHDt2DI0bN0Z2dnaR8kePHv1X5S3h5/PFF19g48aNKFeuHF577TW0bdtWmZeSkoJmzZrh7NmzRRpf5bEP5pHKd999J1ZWVuLq6iqOjo6yfft2cXFxkaCgIAkODhYrKyvV9V7MLW+ONZlbPjk5WZo1a6ZctFGv14ufn59yIcRHv5lhbnlzrMnc8uPGjZPy5cvLkiVL5Ny5c5KRkSEZGRly7tw5+fLLL8Xd3V3Gjx/PvIXmiyK/K3czbzn5BQsWiL29vYwaNUoGDBggNjY2qnPKHr2sgzHYMJlI48aN5cMPPxSRB986cHFxkffff1+Z/8knn6iu92JueXOsydzyvXv3lq5du0pqaqrcvXtXwsPDlROGo6KixNXVVXUStrnlzbEmc8t7eHhIZGSkFCQyMlLc3d2Zt9C8SMFXQ899+Pj4qH6hMm9Z+bp166r+0N2zZ4+UL19euRbUkzRMPIfJRBwdHXHkyBF4eXlBRGBra4vY2FjUr18fAHD27Fk0bNgQt27dMsu8OdZkbnlnZ2fs3bsXzz33HAAgPT0dzzzzDFJSUuDk5IRVq1bhww8/xIkTJ8wyb441mVvewcEB+/btU94Dj/rjjz8QEBCA27dvM2+BeQCws7NDnz59UL169XyXSUxMxFdffaUc4mHesvL29vY4duwYvLy8lMyRI0cQFBSEsLAwjB49GhUrVizyIT+Vx2qzKA9PT0/lgnQ3btxQLhaW68CBA6oL9plb3hxrMrd8+fLlVV/NzsjIEL1er1z76MyZM2Jra2u2eXOsydzyL730krRv3z7PTXFFRK5fvy4dOnSQkJAQ5i00LyLi5+cnX3zxRZ58rkcvRMm8ZeWrVKkiu3btypM7evSoeHh4SGhoKA/JlbYBAwZI8+bNZdWqVdKpUycJDg6WFi1ayPHjx+XEiRMSGBioujqqueXNsSZzy3fr1k26d+8ut2/flqysLBk9erTqon779u1TNVjmljfHmswtf/HiRalXr54YDAbx9fWVDh06SIcOHcTX11cMBoM0aNBAdXV15i0rL/Lg3mNvvfWWFOSvv/5SXQuLecvK9+3bt8BrnR05ckTKly/Phqm0JSUlSbt27cTR0VGCg4Pl5s2bEh4erlxltVatWqp7SJlb3hxrMrf8mTNn5NlnnxWDwSDW1tbi4uIi27dvV+YvX75cdQVac8ubY03mlhd5cH+rbdu2ybRp02T48OEyfPhwmTZtmvz000+q+7Mxb5l5erodPnxYli1bVuD8P//8s9ALCheG5zAVs7NnzyIjIwM+Pj5FujifueXNsabSzGdkZGD37t3IyspCixYt4ObmVuhY5pY3x5rMLU9ElB82TEREjzhw4ABiYmJUF0IMCAhA06ZNmX8K8gUt4+/vj2bNmjH/L8wXBRsmE7pz5w6+/fbbPBfI69q1q+rCWeaaN8eamOc2Lsn8tWvX0L17d+zZswdVq1aFh4cHACA5ORkXL15Ey5Yt8d1338Hd3Z15C8ybY03Mmz7/yiuvYO/evUV+TxTZYx3IozxOnz4t1apVE3d3d6lSpYrodDoJCQmR5s2bi5WVlfTs2VPu3btntnlzrIl5buOSznfv3l38/f3zvYnpiRMnJCAgQPVFAOYtK2+ONTFfunljsGEykY4dO8prr72m3Ml51qxZ0rFjRxF5cMdsLy8viYiIMNu8OdbEPLdxSecdHR0lLi5OCnLo0CFxdHRk3kLz5lgT86WbNwYbJhOxt7eXU6dOKc8zMzPF2tpaUlJSRERk8+bN4uXlZbZ5c6yJeW7jks67urpKdHS0FGTnzp3i6urKvIXmzbEm5ks3bww2TCZSsWJFiY2NVZ7/888/otPpJC0tTUREzp49q7pAnrnlzbEm5rmNSzo/cuRIqVatmmzcuFFSU1OV6ampqbJx40bx8vKS8PBw5i00b441MV+6eWOwYTKRgQMHSmBgoBw/flzOnj0rvXv3Fl9fX2V+dHS0VKlSxWzz5lgT89zGJZ2/e/eujBgxQmxsbESv14udnZ3Y2dmJXq8XGxsbef311+Xu3bvMW2jeHGtivvTfE0XFb8mZyLVr19ClSxfs378fOp0OVapUwaZNm+Dr6wsA2LBhAxITE/HGG2+YZd4ca2Ke27g0fkYAkJaWhtjYWNVXkv38/ODk5IT8MG9ZeXOsifnSf09oYcNkYqdPn0ZmZmaRL5JobnlzrIl50+bNsSZzyxMR5fFY+6XIaBcvXpSwsDCLzZtjTcybNm+ONZVGPiMjQ37//XfVTXtz3blzR1auXMm8BefNsSbmSzdfVGyYSkhCQoJRN/wzt7w51sS8afPmWFNJ50+ePCnVqlVT7ifYunVruXLlijI/KSmJeQvOm2NNzJf+e6KouG/aRLZs2VLo/LNnz5p13hxrYt60eXOsydzy7777LurVq4dDhw7h5s2bGD16NJ5//nlER0ejatWqeZZn3rLy5lgT86X/niiyx2qzKI/cblan0xX4eLirNbe8OdbEPLdxSefd3d3ljz/+UJ7n5OTIiBEjpGrVqnLmzJk8f50yb1l5c6yJ+dJ/TxQVGyYTqVixomzevLnA+fHx8aqNZG55c6yJedPmzbEmc8uXLVtWjh07lic3atQoqVy5suzatYt5C86bY03Ml27eGPon2z9Fufz8/BAbG1vgfJ1OB3noC4nmljfHmpg3bd4cazK3vI+PDw4dOpQnt3DhQnTp0gWdO3dWTWfesvLmWBPzpZs3ymO1WZTHrl275Keffipw/u3bt1WXaze3vDnWxLxp8+ZYk7nlP/roI+Vec/l5/fXXRafTMW+heXOsifnSzRuD12EiIiIi0sBDckREREQa2DARERERaWDDRERERKSBDRMRERGRBjZMRERERBrYMBERERFpYMNERP86gwYNgk6ny/MYOnRoaZdGRGaKN98lon+lDh06YPny5app9vb2pVQNEZk77mEion8lW1tbeHp6qh5OTk4AgO+++w7PPfccbG1t4eXlhblz5+ZZfsWKFXn2UDVq1KiE14KISgobJiKih8TGxqJXr17o06cP/vzzT7z33nuYOnUqVqxYkSfr5OSExMREJCYmYuzYsSVfLBGVGB6SIyJ6yLx589C2bVtMnToVAODt7Y1jx45hzpw5GDRokJLLzMyEjY0NPD09AQCOjo6lUS4RlRDuYSIiesjx48fRsmVL1bSWLVvi9OnTyM7OVqb9/fffyiE8Inr6sWEiInoMZ8+eRfXq1Uu7DCIqIWyYiIgeUqdOHezZs0c1bc+ePfD29oaVlZUybdeuXWjVqlVJl0dEpYTnMBERPWTs2LFo2rQpPvjgA/Tu3RsxMTFYuHAhvvjiCwDAnTt38PXXX+PMmTPo2LEjkpKSAAC3b9/G/fv3cePGDZQrV640V4GIioFORKS0iyAiKkmDBg3CzZs3sXnz5nznf/fdd5g2bRpOnz6NChUq4I033sA777wD4MHlBMLCwgocOzAwENHR0cVQNRGVJjZMRERGWLFiBaKjo/O9zEBCQgJGjx7NhonoKcRzmIiIjFCmTBk4OzvnO8/a2pqH44ieUtzDRERERKSBe5iIiIiINLBhIiIiItLAhomIiIhIAxsmIiIiIg1smIiIiIg0sGEiIiIi0sCGiYiIiEgDGyYiIiIiDf8PFfXuM7kOjocAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"us_data = df.iloc[0:41]\n",
|
||
"us_data.plot(kind='bar', x='year', y='gdppercent', color='skyblue')\n",
|
||
"\n",
|
||
"plt.title('Рост ВВП США по годам')\n",
|
||
"plt.xlabel('Год')\n",
|
||
"plt.ylabel('ВВП (%)')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Данная диаграмма отображает инфляцию и цены на нефть, что позволяет сделать вывод о том, что при росте инфляции цены на нефть занижались для регулирования ситуации."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.plot(kind='scatter', x='inflationrate', y='oil prices', color='green')\n",
|
||
"\n",
|
||
"plt.title('Взаимосвязь инфляции и цены на нефть')\n",
|
||
"plt.xlabel('Инфляция (%)')\n",
|
||
"plt.ylabel('Цена на нефть')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Данная диаграмма отображает рост ВВП и уровня безработицы в США в период с 1980 по 2020 годы, из чего можно сделать вывод о том, что при росте безработицы ВВП в США падал."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"us_data.plot(kind='line', x='year', y=['gdppercent', 'unemploymentrate'], figsize=(10, 6))\n",
|
||
"\n",
|
||
"plt.title('Соотношение уровня безработицы и ВВП США по годам')\n",
|
||
"plt.xlabel('Год')\n",
|
||
"plt.ylabel('Проценты')\n",
|
||
"plt.legend(['Рост ВВП', 'Уровень безработицы'])\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "aimenv",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|