AIM-PIbd-32-Kozlova-A-A/lab_1/Untitled-1.ipynb
2024-09-20 21:22:59 +04:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['Unnamed: 0', 'carat', 'cut', 'color', 'clarity', 'depth', 'table',\n",
" 'price', 'x', 'y', 'z'],\n",
" dtype='object')\n",
"Unnamed: 0 6\n",
"carat 0.24\n",
"cut Very Good\n",
"color J\n",
"clarity VVS2\n",
"depth 62.8\n",
"table 57.0\n",
"price 336\n",
"x 3.94\n",
"y 3.96\n",
"z 2.48\n",
"Name: 5, dtype: object\n",
"Группировка по огранке (cut):\n",
"cut\n",
"Fair 1610\n",
"Good 4906\n",
"Ideal 21551\n",
"Premium 13793\n",
"Very Good 12083\n",
"dtype: int64\n"
]
}
],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\".//static//csv//Diamonds Prices2022.csv\")\n",
"print(df.columns)\n",
"print(df.iloc[5])\n",
"\n",
"grouped_by_cut = df.groupby('cut').size()\n",
"print(\"Группировка по огранке (cut):\")\n",
"print(grouped_by_cut)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"линейная диаграмма\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"df_subset = df.head(30)\n",
"\n",
"plt.figure(figsize=(8, 5))\n",
"\n",
"plt.plot(df_subset['price'], df_subset['carat'], marker='o', linestyle='-', color='blue')\n",
"\n",
"plt.title('Зависимость цены от веса бриллианта (первые 30 строк)')\n",
"plt.xlabel('Цена')\n",
"plt.ylabel('Вес')\n",
"\n",
"plt.grid(True)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Вывод: На данной диаграмме отображается зависимость цены бриллиантов от их веса для первых 30 записей из набора данных. Судя по диаграмме, можно увидеть, что с цена не зависит от веса."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" круговая диаграмма"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"color_counts = df['color'].value_counts() \n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plt.pie(color_counts, labels=color_counts.index, autopct='%1.1f%%', colors=plt.cm.Paired(range(len(color_counts))))\n",
"plt.title('Распределение бриллиантов по цветам')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Вывод: Из данной диаграммы можем сделать вывод о том, что бриллиантов цвета G самое большое колличество, а с цветом J - самое маленькое."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"стобчатая диаграмма"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Z4Y033sCsWbOQn5+PatWqYdeuXUhNTS1T+xXh7OyMiIgITJs2DcHBwXjrrbeQnJyMJUuWoGXLlho9y3fu3MEvv/wCALh37x5++OEHmJmZaSTjLyueZ33zzTfYtWsXOnTogGHDhqFevXq4ffs21q9fjwMHDsDBwQGBgYHw8vJCWFgYwsPDYWpqihUrVsDZ2VljCZnmzZtj6dKlmD59Onx9feHi4lLmJJ9IUokzgYmMXtFSCiUtwyCEEL169RJWVlbiypUrUtnatWtF06ZNhUKhEE5OTmLgwIHixo0b0v6ZM2eKli1bipUrV5Z6vGeXXpHJZOLEiRNqdUtaxqIkzy69IoQQ2dnZIiIiQvj6+gq5XC6qVq0q2rRpI+bMmSPy8vKkegUFBWL27Nmibt26Qi6XC2dnZ9G1a1eNWEqLvUjR0itFm5mZmfD29hZjx44VDx48UKt78uRJERQUJGxsbISVlZV48803xaFDh154nkI8Xfrkq6++Ej4+PsLc3Fx4enqKyZMnayxL4u3tLbp37y527twpGjVqJBQKhahbt65Yv359iefUpEkTteVmUlNT1ZYp0eaatmrVSrz99tvi4sWLGnVLW3rlRccXQogbN26I3r17CwcHB2Fvby/efvttcevWLY0lU3S99EqR77//XtStW1eYm5sLV1dXMXLkSI1r26FDB7WfAwcHB9G2bVuxffv2Utst/t6yLL2iTTyl+fvvv8WgQYOEs7OzUCgUombNmmL06NEiNzdXqnPixAnRunVrIZfLhZeXl5g3b16J34G0tDTRvXt3YWtrKwBwGRYqF5kQOrqfQkT0D1GjRg00aNAAW7durexQiIheiGP2iIiIiIwYkz0iIiIiI8Zkj4iIiMiIccweERERkRFjzx4RERGREWOyR0RERGTEuKiyjqhUKty6dQu2trZ8vA0RERHpnRAC2dnZ8PDwgIlJ6f13TPZ05NatW8997iYRERGRPly/fh3Vq1cvdT+TPR2xtbUF8PQDf97zN4mIiIh0QalUwtPTU8pBSsNkT0eKbt3a2dkx2SMiIqKX5kXDxzhBg4iIiMiIMdkjIiIiMmJM9oiIiIiMGJM9IiIiIiPGZI+IiIjIiDHZIyIiIjJiTPaIiIiIjBiTPSIiIiIjxkWVicio8VHVuiNEZUdAROXBnj0iIiIiI8Zkj4iIiMiIMdkjIiIiMmJM9oiIiIiMGJM9IiIiIiPGZI+IiIjIiDHZIyIiIjJiTPaIiIiIjBiTPSIiIiIjxmSPiIiIyIgx2SMiIiIyYpWa7EVFRaFly5awtbWFi4sLQkJCkJycrFbnyZMnGD16NKpUqQIbGxv07dsXd+7cUatz7do1dO/eHVZWVnBxcUF4eDgKCgrU6uzZswfNmjWDQqGAr68vYmJiNOJZvHgxatSoAQsLC7Ru3RpHjx7V+TkTERERvUw6SfYKCwvL9b69e/di9OjROHz4MGJjY5Gfn4/AwEA8fPhQqjNhwgT8/vvvWL9+Pfbu3Ytbt26hT58+asfu3r078vLycOjQIfz000+IiYnBlClTpDqpqano3r073nzzTZw6dQrjx4/H0KFDsXPnTqnO2rVrMXHiRERGRuLkyZNo3LgxgoKCkJ6eXq5zIyIiIjIIQktXrlwR77zzjhgxYoTIyMgQPXv2FKampqJ27dri9OnT2janJj09XQAQe/fuFUIIkZmZKczNzcX69eulOklJSQKASEhIEEIIsX37dmFiYiLS0tKkOkuXLhV2dnYiNzdXCCHE5MmThZ+fn9qx+vfvL4KCgqTXrVq1EqNHj5ZeFxYWCg8PDxEVFVWm2LOysgQAkZWVpeVZE5E+Adx0tRGRYSlr7qF1z97w4cORlJSEc+fOoVOnTsjLy8OWLVtQv359jB8/vkKJZ1ZWFgDAyckJAHDixAnk5+cjICBAqlO3bl14eXkhISEBAJCQkICGDRvC1dVVqhMUFASlUonz589LdYq3UVSnqI28vDycOHFCrY6JiQkCAgKkOs/Kzc2FUqlU24iIiIgMjZm2bzhy5Aj2798Pb29vODk54dixY2jWrBl8fX3RunXrcgeiUqkwfvx4tG3bFg0aNAAApKWlQS6Xw8HBQa2uq6sr0tLSpDrFE72i/UX7nldHqVTi8ePHePDgAQoLC0usc/HixRLjjYqKwrRp08p3skREREQvidY9e9nZ2XB3d4e9vT2srKykRMzBwQHZ2dnlDmT06NE4d+4c1qxZU+42XqaIiAhkZWVJ2/Xr1ys7JCIiIiINWvfsAcCOHTtgb28PlUqFuLg4nDt3DpmZmeUOYsyYMdi6dSv27duH6tWrS+Vubm7Iy8tDZmamWu/enTt34ObmJtV5dtZs0Wzd4nWencF7584d2NnZwdLSEqampjA1NS2xTlEbz1IoFFAoFOU7YSIiIqKXpFyzcUNDQxESEoLHjx9j+PDhCAkJweDBg7VuRwiBMWPGYNOmTYiPj4ePj4/a/ubNm8Pc3BxxcXFSWXJyMq5duwZ/f38AgL+/P86ePas2azY2NhZ2dnaoX7++VKd4G0V1itqQy+Vo3ry5Wp2iRLaoDhEREdEr6eXMFynZyJEjhb29vdizZ4+4ffu2tD169EiqM2LECOHl5SXi4+PF8ePHhb+/v/D395f2FxQUiAYNGojAwEBx6tQpsWPHDuHs7CwiIiKkOleuXBFWVlYiPDxcJCUlicWLFwtTU1OxY8cOqc6aNWuEQqEQMTEx4sKFC2LYsGHCwcFBbZbv83A2LpFhquwZrMa0EZFhKWvuUalfXwAlbtHR0VKdx48fi1GjRglHR0dhZWUlevfuLW7fvq3WztWrV0XXrl2FpaWlqFq1qpg0aZLIz89Xq7N7927RpEkTIZfLRc2aNdWOUWTRokXCy8tLyOVy0apVK3H48OEynwuTPSLDVNkJkjFtRGRYypp7yIQQQtvewL1792LOnDlISkoCANSvXx/h4eFo3769jvobXz1KpRL29vbIysqCnZ1dZYdDRP9PJqvsCIyH9n8tiEifypp7aD1m75dffkFAQACsrKwwduxYjB07FpaWlujcuTNWrVpVoaCJiIiISLe07tmrV68ehg0bhgkTJqiVz5s3Dz/++KPU2/dPw549IsPEnj3dYc8ekWHRW8/elStX0LNnT43yt956C6mpqdo2R0RERER6pHWy5+npqbGMCQD8+eef8PT01ElQRERERKQbWi+qPGnSJIwdOxanTp1CmzZtAAAHDx5ETEwMFixYoPMAiYiIiKj8tE72Ro4cCTc3N8ydOxfr1q0D8HQc39q1a9GrVy+dB0hERERE5VeupVdIEydoEBkmTtDQHf61IDIsepugUbNmTdy/f79CwRERERHRy6F1snf16lUUFhbqIxYiIiIi0jGtkz0AkPG+CBEREdErQesJGgDQokULmJqalrjvypUrFQqIiIiIiHSnXMnepEmTYG9vr+tYiIiIiEjHtE72ZDIZ3nnnHbi4uOgjHiIiIiLSIa3H7HGlFiIiIqJXh9bJXnR0NG/hEhEREb0itL6NGxoaqo84iIiIiEgPtE72HB0dn7v0SkZGRoUCIiIiIiLd0TrZ++677yCTySCEwMiRI/HVV19xsgYRERGRgarQs3FtbW1x+vRp1KxZU5cxvZL4bFwiw8Q14HWH8/OIDIveno1LRERERK+OCid7fHQaERERkeHSesxenz59pH8/efIEI0aMgLW1tVS2ceNG3URGRERERBWmdbJXfI299957T6fBEBEREZFuaZ3sRUdH6yMOIiIiItIDTtAgIiIiMmJa9+wBwIYNG7Bu3Tpcu3YNeXl5avtOnjypk8CIiIiIqOK07tlbuHAhhgwZAldXVyQmJqJVq1aoUqUKrly5gq5du+ojRiIiIiIqJ62TvSVLlmD58uVYtGgR5HI5Jk+ejNjYWIwdOxZZWVn6iJGIiIiIyknrZO/atWto06YNAMDS0hLZ2dkAgPfffx+rV6/WbXREREREVCFaJ3tubm7IyMgAAHh5eeHw4cMAgNTUVFTgyWtEREREpAdaJ3udOnXCb7/9BgAYMmQIJkyYgC5duqB///7o3bu3zgMkIiIiovKTCS2741QqFVQqFczMnk7kXbNmDQ4dOoTXXnsNw4cPh1wu10ughq6sDyMmopeLT3TUHd68ITIsZc09tE72qGRM9ogME5M93eFfCyLDUtbcQ+t19s6cOfPc/Y0aNdK2SSIiIiLSE62TvSZNmkD2//9VfrZTUCaTobCwUDeREREREVGFaZ3stWvXDqdOncKnn36Kd999V0r8iIiIiMjwaD0bd9++fYiJiUFMTAz69euHGzduwNvbW9qIiIiIyHBonewBQJ8+fXDhwgW8++676NWrF/r06YNLly7pOjYiIiIiqqByJXsAYGZmhvHjx+PSpUvw8fFBs2bNMH78eB2GRkREREQVpfXSK46OjiWO03v48CEKCgr+sRM0uPQKkWHisGLd4dIrRIalrLmH1j173333XYnb8uXLsWLFCq3a2rdvH3r27AkPDw/IZDJs3rxZbf/gwYMhk8nUtuDgYLU6GRkZGDhwIOzs7ODg4ICwsDDk5OSo1Tlz5gzat28PCwsLeHp6YtasWRqxrF+/HnXr1oWFhQUaNmyI7du3a3UuRERERIZI69m4gwcP1tnBHz58iMaNG+ODDz5Anz59SqwTHByM6Oho6bVCoVDbP3DgQNy+fRuxsbHIz8/HkCFDMGzYMKxatQrA06w3MDAQAQEBWLZsGc6ePYsPPvgADg4OGDZsGADg0KFDGDBgAKKiotCjRw+sWrUKISEhOHnyJBo0aKCz8yUiIiJ62bS+jauvRZVlMhk2bdqEkJAQqWzw4MHIzMzU6PErkpSUhPr16+PYsWNo0aIFAGDHjh3o1q0bbty4AQ8PDyxduhSff/450tLSpEe5ffrpp9i8eTMuXrwIAOjfvz8ePnyIrVu3Sm2//vrraNKkCZYtW1am+Hkbl8gw8Tau7vA2LpFh0dsTNIoWVS4pR9THosp79uyBi4sLHB0d0alTJ0yfPh1VqlQBACQkJMDBwUFK9AAgICAAJiYmOHLkCHr37o2EhAS88cYbas/sDQoKwsyZM/HgwQM4OjoiISEBEydOVDtuUFBQqUkmAOTm5iI3N1d6rVQqdXTGRERERLqjdbIHAEeOHIGzs7OuY9EQHByMPn36wMfHB5cvX8Znn32Grl27IiEhAaampkhLS4OLi4vae8zMzODk5IS0tDQAQFpaGnx8fNTquLq6SvscHR2RlpYmlRWvU9RGSaKiojBt2jRdnCYRERGR3pQr2fPy8tJIsvThnXfekf7dsGFDNGrUCLVq1cKePXvQuXNnvR//eSIiItR6A5VKJTw9PSsxIiIiIiJN5Ur2du7ciapVq8La2hoeHh6oVavWS3lsWs2aNVG1alVcunQJnTt3hpubG9LT09XqFBQUICMjA25ubgAANzc33LlzR61O0esX1SnaXxKFQqExWYSIiIjI0JRrUeXQ0FB0794dHTt2RJ06deDo6Ihx48YhPz9f1/GpuXHjBu7fvw93d3cAgL+/PzIzM3HixAmpTnx8PFQqFVq3bi3V2bdvn1pssbGxUtxFdeLi4tSOFRsbC39/f72eDxEREZG+aZ3sqVQqqFQq5Obm4u7duzh16hTmzp2LtWvXYsqUKVq1lZOTg1OnTuHUqVMAgNTUVJw6dQrXrl1DTk4OwsPDcfjwYVy9ehVxcXHo1asXfH19ERQUBACoV68egoOD8eGHH+Lo0aM4ePAgxowZg3feeQceHh4AgHfffRdyuRxhYWE4f/481q5diwULFqjdgh03bhx27NiBuXPn4uLFi5g6dSqOHz+OMWPGaPvxEBERERkWoSNbtmwR1atX1+o9u3fvFgA0ttDQUPHo0SMRGBgonJ2dhbm5ufD29hYffvihSEtLU2vj/v37YsCAAcLGxkbY2dmJIUOGiOzsbLU6p0+fFu3atRMKhUJUq1ZNfPvttxqxrFu3TtSuXVvI5XLh5+cntm3bptW5ZGVlCQAiKytLq/cRkX49XTCEmy42IjIsZc09tF5n7zlJIx48eAAnJyddNPfK4Tp7RIaJ6+zpDtfZIzIseltn70WLKv9Tkz0iIiIiQ6STRZWLXutjUWUiIiIiKj+DXlSZiIiIiCrGoBdVJiIiIqKKeaUWVSYiIiIi7ZQr2QsNDZX+LZPJYGtri9DQUMyZMwfm5uY6C46IiIwX+wh0g7Ok6UW0TvZUKhUAID8/H0qlErdu3cLRo0fx+eefw8rKClFRUToPkoiIiIjKR2fr7P32228YPXo0rl+/rovmXjlcZ4/IMLH3SHd03YPEa6Mb7Nn75ypr7lGuZ+OWpGfPnjh9+rSumiMiIiIiHdD6Nq5SqSy9MbNyDQEkIiIiIj3ROjtzdHQssZyLKhMREREZHq2TPR8fH6Snp+PTTz9F27Zt9RETEREREemI1sleUlISFi1ahBkzZiAxMRGzZs2Cj4+PPmIjIiIiogrSeoKGubk5Jk6ciJSUFFSrVg2NGjXCpEmTkJmZqYfwiIiIiKgiyj0b18nJCfPnz0diYiKuXr0KX19fzJ8/X4ehEREREVFFab3OXtOmTTUejSaEwKVLl/Do0aN/7AQNrrNHZJi4lpvucJ09w8R19v65ypp7aD1mLyQkpCJxEREREdFLpLMnaPzTsWePyDCx90h32LNnmPhX/J9Lbz17RY4fP46kpCQAQP369dG8efPyNkVEREREeqJ1snfjxg0MGDAABw8ehIODAwAgMzMTbdq0wZo1a1C9enVdx0hERERE5aT1bNyhQ4ciPz8fSUlJyMjIQEZGBpKSkqBSqTB06FB9xEhERERE5aT1mD1LS0scOnQITZs2VSs/ceIE2rdvj0ePHuk0wFcFx+wRGSaOC9MdjtkzTByz98+ltzF7np6eyM/P1ygvLCyEh4eHts0RERGRgWEirhuGkohrfRt39uzZ+Oijj3D8+HGp7Pjx4xg3bhzmzJmj0+CIiIiIqGK0vo3r6OiIR48eoaCgAGZmTzsGi/5tbW2tVjcjI0N3kRo43sYlMkzsodAd3sY1TProPeK10Q199+zp7TYuH4lGRERE9OrQOtkLDQ3VRxxEREREpAflWlQ5NzcXK1euxIULFyCTyeDn54cBAwZAoVDoOj4iIiIiqoAXTtAoKChA9erVcffuXQDAhQsX8Nprr+Hjjz/GiRMncPz4cUycOBG1a9fGxYsX9R4wEREREZXdC5M9MzMz5OTkIDs7GwAwbtw4tGjRAteuXcPu3buxe/du/P3332jWrBnGjRun94CJiIiIqOzKdBu3atWq0mLJhw4dwtGjR2FjYyPtt7W1xVdffQV/f3/9RElERERE5VKmdfaaNm2KP/74AwDg4OCAzMxMjTpZWVmQy+U6DY6IiIiIKqZMyd7o0aMxffp0xMfHIyQkBMOHD8eRI0cghIAQAocPH8aIESPQvXt3fcdLRERERFoo023cjh07YsmSJfjXv/4FS0tL3L59G23atFFbVDk4OBgLFizQa7BEREREpB2tnqDx8OFD7N+/H3fv3oVKpQLw9IkadevWRe3atfUW5KuAT9AgMkx8EoDu8AkaholP0DBcr+QTNKytrREcHFzh4IiIiIjo5SjTmD0iIiIiejUx2SMiIiIyYkz2iIiIiIwYkz0iIiIiI1auZK+wsBC//vorpk+fjunTp2PTpk0oLCzUup19+/ahZ8+e8PDwgEwmw+bNm9X2CyEwZcoUuLu7w9LSEgEBAUhJSVGrk5GRgYEDB8LOzg4ODg4ICwtDTk6OWp0zZ86gffv2sLCwgKenJ2bNmqURy/r161G3bl1YWFigYcOG2L59u9bnQ0RERGRotE72Ll26hPr162PQoEHYuHEjNm7ciPfeew9+fn64fPmyVm09fPgQjRs3xuLFi0vcP2vWLCxcuBDLli3DkSNHYG1tjaCgIDx58kSqM3DgQJw/fx6xsbHYunUr9u3bh2HDhkn7lUolAgMD4e3tjRMnTmD27NmYOnUqli9fLtU5dOgQBgwYgLCwMCQmJiIkJAQhISE4d+6clp8OERERkYERWuratasIDg4W9+/fl8ru3bsngoODRbdu3bRtTgJAbNq0SXqtUqmEm5ubmD17tlSWmZkpFAqFWL16tRBCiAsXLggA4tixY1KdP/74Q8hkMnHz5k0hhBBLliwRjo6OIjc3V6rzySefiDp16kiv+/XrJ7p3764WT+vWrcXw4cPLHH9WVpYAILKyssr8HiLSv6crXXHTxcZrY5ibPlT2ORnLpm9lzT207tnbu3cvZs2aBScnJ6msSpUq+Pbbb7F3716dJaGpqalIS0tDQECAVGZvb4/WrVsjISEBAJCQkAAHBwe0aNFCqhMQEAATExMcOXJEqvPGG2+oPbc3KCgIycnJePDggVSn+HGK6hQdpyS5ublQKpVqGxEREZGh0TrZUygUyM7O1ijPyclRS6gqKi0tDQDg6uqqVu7q6irtS0tLg4uLi9p+MzMzODk5qdUpqY3ixyitTtH+kkRFRcHe3l7aPD09tT1FIiIiIr3TOtnr0aMHhg0bhiNHjkAIASEEDh8+jBEjRuCtt97SR4wGKSIiAllZWdJ2/fr1yg6JiIiISIPWyd7ChQtRq1Yt+Pv7w8LCAhYWFmjbti18fX2xYMECnQXm5uYGALhz545a+Z07d6R9bm5uSE9PV9tfUFCAjIwMtToltVH8GKXVKdpfEoVCATs7O7WNiIiIyNBonew5ODhgy5YtSE5OxoYNG7BhwwYkJydj06ZNsLe311lgPj4+cHNzQ1xcnFSmVCpx5MgR+Pv7AwD8/f2RmZmJEydOSHXi4+OhUqnQunVrqc6+ffuQn58v1YmNjUWdOnXg6Ogo1Sl+nKI6RcchIiIiemXpYjZIQUFBud6XnZ0tEhMTRWJiogAg5s2bJxITE8Xff/8thBDi22+/FQ4ODmLLli3izJkzolevXsLHx0c8fvxYaiM4OFg0bdpUHDlyRBw4cEC89tprYsCAAdL+zMxM4erqKt5//31x7tw5sWbNGmFlZSV++OEHqc7BgweFmZmZmDNnjkhKShKRkZHC3NxcnD17tsznwtm4RIapsmfjGdPGa2OYmz5U9jkZy6ZvZc09tA7lypUr4p133hEjRowQGRkZomfPnsLU1FTUrl1bnD59Wqu2du/eLQBobKGhoUKIp8uvfPnll8LV1VUoFArRuXNnkZycrNbG/fv3xYABA4SNjY2ws7MTQ4YMEdnZ2Wp1Tp8+Ldq1aycUCoWoVq2a+PbbbzViWbdunahdu7aQy+XCz89PbNu2TatzYbJHZJgq+5e9MW28Noa56UNln5OxbPpW1txD9vSill1gYCDS09Nha2uLnJwcuLq64qOPPsK///1vZGVlIT4+Xrddj68IpVIJe3t7ZGVlcfwekQGRySo7AuOh3V+LF+O10Q1dXxeA10ZX9HFtiitr7mGmbcNHjhzB/v374e3tDScnJxw7dgzNmjWDr6+vNE6OiIiIiAyD1hM0srOz4e7uDnt7e1hZWcHBwQHA04kbJa2/R0RERESVR+uePQDYsWMH7O3toVKpEBcXh3PnziEzM1PHoRERERFRRWk9Zs/EpPTOQJlMhsLCwgoH9SrimD0iw8SxR7rDMXuGiWP2DNcrO2ZPpVJVKDAiIiIienm0HrP33//+F7m5ufqIhYiIiIh0TOtkb8iQIcjKytJHLERERESkY1one1oO8SMiIiKiSlSu2bjr1q0rdSDgoEGDKhQQEREREelOuWbjVq9eHaamppqNyWS4cuWKzoJ7lXA2LpFh4qxC3eFsXMPE2biG65WdjQsAx48fh4uLS7mDIyIiIqKXQ+sxe0RERET06tA62fP29i7xFi4RERERGR6tb+OmpqbqIw4iIiIi0gOte/bGjh2LhQsXapR///33GD9+vC5iIiIiIiId0TrZ+/XXX9G2bVuN8jZt2mDDhg06CYqIiIiIdEPrZO/+/fuwt7fXKLezs8O9e/d0EhQRERER6YbWyZ6vry927NihUf7HH3+gZs2aOgmKiIiIiHRD6wkaEydOxJgxY3D37l106tQJABAXF4e5c+di/vz5uo6PiIiIiCpA62Tvgw8+QG5uLmbMmIGvv/4aAFCjRg0sXbqUj0ojIiIiMjBaPy6tuLt378LS0hI2Nja6jOmVxMelERkmPvZJd/i4NMPEx6UZLkN5XFq5nqBRUFCAP//8Exs3bkRRrnjr1i3k5OSUL1oiIiIi0gutb+P+/fffCA4OxrVr15Cbm4suXbrA1tYWM2fORG5uLpYtW6aPOImIiIioHLTu2Rs3bhxatGiBBw8ewNLSUirv3bs34uLidBocEREREVWM1j17+/fvx6FDhyCXy9XKa9SogZs3b+osMCIiIiKqOK179lQqFQoLCzXKb9y4AVtbW50ERURERES6oXWyFxgYqLaenkwmQ05ODiIjI9GtWzddxkZEREREFaT10is3btxAUFAQhBBISUlBixYtkJKSgqpVq2Lfvn1wcXHRV6wGjUuvEBkmLiGhO1x6xTBx6RXDZShLr2g9Zq969eo4ffo01qxZgzNnziAnJwdhYWEYOHCg2oQNIiIiIqp8Wid7AGBmZob33ntP17EQERERkY5pnez99ttvz93/1ltvlTsYIiIiItItrZO9kJAQtdcymUx6ioZMJitxpi4RERERVY5yLb1SfLOyssKlS5dKXZKFiIiIiCpPuZ6NW5yMU3aIiIiIDFaFkr2rV6/i4cOHXEyZiIiIyEBpPWavT58+AIDHjx/j8OHD6Ny5M5ydnXUeGBERERFVnNbJnr29PQDAzc0NPXv2xAcffKDzoIiIiIhIN7RO9qKjo/URBxERERHpgdbJnlKpfO5+PiqMiIiIyHBonew5ODiUOANXCMF19oiIiIgMjNazcWvWrAlra2t8/fXXiI+Pl7bdu3cjPj5e5wFOnToVMplMbatbt660/8mTJxg9ejSqVKkCGxsb9O3bF3fu3FFr49q1a+jevTusrKzg4uKC8PBwFBQUqNXZs2cPmjVrBoVCAV9fX8TExOj8XIiIiIheNq179pKSkrBo0SLMmDEDiYmJmDVrFnx8fPQRm8TPzw9//vmn9NrM7H9hT5gwAdu2bcP69ethb2+PMWPGoE+fPjh48CAAoLCwEN27d4ebmxsOHTqE27dvY9CgQTA3N8c333wDAEhNTUX37t0xYsQIrFy5EnFxcRg6dCjc3d0RFBSk13MjIiIi0itRTvfv3xfjxo0TNjY2YuLEieLBgwflbeq5IiMjRePGjUvcl5mZKczNzcX69eulsqSkJAFAJCQkCCGE2L59uzAxMRFpaWlSnaVLlwo7OzuRm5srhBBi8uTJws/PT63t/v37i6CgoDLHmZWVJQCIrKysMr+HiPQP4KarjdfGMDd9qOxzMpZN38qae5R7UWUnJyfMnz8fiYmJuHr1Knx9fTF//nxd5aBqUlJS4OHhgZo1a2LgwIG4du0aAODEiRPIz89HQECAVLdu3brw8vJCQkICACAhIQENGzaEq6urVCcoKAhKpRLnz5+X6hRvo6hOURslyc3NhVKpVNuIiIiIDI3Wt3GbNm2qMUFDCIHc3FxMmjQJ48eP11VsAIDWrVsjJiYGderUwe3btzFt2jS0b98e586dQ1paGuRyORwcHNTe4+rqirS0NABAWlqaWqJXtL9o3/PqKJVKPH78GJaWlhpxRUVFYdq0abo6TSIiIiK90DrZCwkJ0UMYpevatav070aNGqF169bw9vbGunXrSkzCXpaIiAhMnDhReq1UKuHp6Vlp8VDl42OidUOIyo6AiMi4aJ3sRUZG6iOOMnNwcEDt2rVx6dIldOnSBXl5ecjMzFTr3btz5w7c3NwAPH3Sx9GjR9XaKJqtW7zOszN479y5Azs7u1ITSoVCAYVCoavTIiIiItILrcfsPTtO7WWPW8vJycHly5fh7u6O5s2bw9zcHHFxcdL+5ORkXLt2Df7+/gAAf39/nD17Funp6VKd2NhY2NnZoX79+lKd4m0U1Slqg4iIiOiVpe3MD5lMJkxMTDS2onJdmzRpktizZ49ITU0VBw8eFAEBAaJq1aoiPT1dCCHEiBEjhJeXl4iPjxfHjx8X/v7+wt/fX3p/QUGBaNCggQgMDBSnTp0SO3bsEM7OziIiIkKqc+XKFWFlZSXCw8NFUlKSWLx4sTA1NRU7duwoc5ycjUuVPevLWDZeF8PdeG0Mc9OHyj4nY9n0ray5h9a3cQFgw4YNcHJy0m3WWYobN25gwIABuH//PpydndGuXTscPnwYzs7OAIDvvvsOJiYm6Nu3L3JzcxEUFIQlS5ZI7zc1NcXWrVsxcuRI+Pv7w9raGqGhofjqq6+kOj4+Pti2bRsmTJiABQsWoHr16vj3v//NNfaIiIjolSd7msGXnYmJCdLS0uDi4qKvmF5JSqUS9vb2yMrK4vOB/6E4QUM3tPuN9GK8LrrDa2OYdH1dAF4bXdHHtSmurLlHuXr2Lly4gPv378Pa2hpubm6Qy+XlDpSIiIiI9Kdciyp37twZfn5+8PHxgbW1NRo2bIjvvvtO17ERERERUQVp3bOXmpoKIQTy8/OhVCpx69YtHD16FF9++SUKCgoQHh6ujziJiIiIqBy0HrNXmp9//hlfffUVUlJSdNHcK4dj9ohjXHSD48IMF6+NYeKYPcP1So/ZK8k777wDPz8/XTVHRERERDpQ7mTvxIkTSEpKAgDUr18fzZo1Q7NmzXQWGBERERFVnNbJXnp6Ot555x3s2bNHekRZZmYm3nzzTaxZs0Za/46IiIiIKp/Ws3E/+ugjZGdn4/z588jIyEBGRgbOnTsHpVKJsWPH6iNGIiIiIionrSdo2Nvb488//0TLli3Vyo8ePYrAwEBkZmbqMr5XBidoEAc06wYnARguXhvDxAkahstQJmho3bOnUqlgbm6uUW5ubg6VSqVtc0RERESkR1one506dcK4ceNw69YtqezmzZuYMGECOnfurNPgiIiIiKhitE72vv/+eyiVStSoUQO1atVCrVq14OPjA6VSiUWLFukjRiIiIiIqJ61n43p6euLkyZP4888/cfHiRQBAvXr1EBAQoPPgiIiIiKhiyjxBIzs7G7a2ts+tc+zYMY2JG/8UnKBBHNCsG5wEYLh4bQwTJ2gYrldugkZgYCBycnJK3FdQUIAvvvgCbdu21T5SIiIiItKbMid72dnZCAgIgFKpVCs/d+4cWrZsiZiYGGzevFnX8RERERFRBZQ52du9ezcePnyILl26QKlUQgiBmTNnokWLFqhXrx7Onj2Lbt266TNWIiIiItJSmSdoODs7Iz4+HgEBAejUqRMUCgVSUlLwyy+/4F//+pc+YyQiIiKictJqNq6zszPi4uIQEBCAc+fO4dSpU6hbt66+YiMiIiKiCtJ6nb2qVasiPj4e9evXx7vvvosHDx7oIy4iIiIi0oEy9+z16dNH7bWdnR327duHVq1aoWHDhlL5xo0bdRcdEREREVVImZM9e3t7jdc+Pj46D4iIiIiIdKfMyV50dLQ+4yAiIiIiPdB6zB4RERERvTqY7BEREREZMSZ7REREREaMyR4RERGREdNqUWWqfDJZZUdgHISo7AiIiIheDvbsERERERkxJntERERERozJHhEREZERY7JHREREZMSY7BEREREZMSZ7REREREaMyR4RERGREWOyR0RERGTEmOwRERERGTEme0RERERGjMkeERERkRFjskdERERkxJjsPWPx4sWoUaMGLCws0Lp1axw9erSyQyIiIiIqNyZ7xaxduxYTJ05EZGQkTp48icaNGyMoKAjp6emVHRoRERFRuTDZK2bevHn48MMPMWTIENSvXx/Lli2DlZUVVqxYUdmhEREREZWLWWUHYCjy8vJw4sQJRERESGUmJiYICAhAQkKCRv3c3Fzk5uZKr7OysgAASqVS/8FShfEyGS5eG8PFa2OYeF0Ml76vTVHOIYR4bj0me//v3r17KCwshKurq1q5q6srLl68qFE/KioK06ZN0yj39PTUW4ykO/b2lR0BlYbXxnDx2hgmXhfD9bKuTXZ2NuyfczAme+UUERGBiRMnSq9VKhUyMjJQpUoVyGSySoyscimVSnh6euL69euws7Or7HCoGF4bw8TrYrh4bQwXr81TQghkZ2fDw8PjufWY7P2/qlWrwtTUFHfu3FErv3PnDtzc3DTqKxQKKBQKtTIHBwd9hvhKsbOz+0d/AQ0Zr41h4nUxXLw2hovXBs/t0SvCCRr/Ty6Xo3nz5oiLi5PKVCoV4uLi4O/vX4mREREREZUfe/aKmThxIkJDQ9GiRQu0atUK8+fPx8OHDzFkyJDKDo2IiIioXJjsFdO/f3/cvXsXU6ZMQVpaGpo0aYIdO3ZoTNqg0ikUCkRGRmrc4qbKx2tjmHhdDBevjeHitdGOTLxovi4RERERvbI4Zo+IiIjIiDHZIyIiIjJiTPaIiIiIjBiTPdKrmJgYrj9oJGQyGTZv3lzZYbyyOnbsiPHjxxt8m/RiV69ehUwmw6lTpyo7FKpkr8p3kMkelcngwYMhk8k0tkuXLj33ff3798dff/31kqI0fmlpaRg3bhx8fX1hYWEBV1dXtG3bFkuXLsWjR48qO7x/tMGDByMkJKSywzBqxX8PyeVy+Pr64quvvkJBQcFLjcPT0xO3b99GgwYNXupxK1vPnj0RHBxc4r79+/dDJpPhzJkzLzWmvLw8zJ49G82aNYO1tTXs7e3RuHFjfPHFF7h169ZLjcWQcekVKrPg4GBER0erlTk7Oz/3PZaWlrC0tCx1f15eHuRyuU7iM3ZXrlxB27Zt4eDggG+++QYNGzaEQqHA2bNnsXz5clSrVg1vvfVWZYdJpFdFv4dyc3Oxfft2jB49Gubm5oiIiFCrp8/fLaampiU+WcnYhYWFoW/fvrhx4waqV6+uti86OhotWrRAo0aNtG63vNcqNzcXgYGBOHPmDKZNm4a2bdvC2dkZqampWL16NRYtWoSoqCit2zVG7NmjMlMoFHBzc1PbFixYgIYNG8La2hqenp4YNWoUcnJypPc8ext36tSpaNKkCf7973/Dx8cHFhYWlXAmr6ZRo0bBzMwMx48fR79+/VCvXj3UrFkTvXr1wrZt29CzZ08AwLVr19CrVy/Y2NjAzs4O/fr103gM4NKlS1GrVi3I5XLUqVMHP//8s9r+lJQUvPHGG7CwsED9+vURGxv70s7TGDx8+BCDBg2CjY0N3N3dMXfuXI06ubm5+Pjjj1GtWjVYW1ujdevW2LNnj7T//v37GDBgAKpVqwYrKys0bNgQq1evfolnYZiKfg95e3tj5MiRCAgIwG+//Sb1rM6YMQMeHh6oU6cOAOD69evo168fHBwc4OTkhF69euHq1atSe0Xv++abb+Dq6goHBweptzA8PBxOTk6oXr262n90n72NW9Jwlc2bN6s9J73od9+KFSvg5eUFGxsbjBo1CoWFhZg1axbc3Nzg4uKCGTNm6O2zq6gePXrA2dkZMTExauU5OTlYv349wsLCAAAHDhxA+/btYWlpCU9PT4wdOxYPHz6U6teoUQNff/01Bg0aBDs7OwwbNgydOnXCmDFj1Nq9e/cu5HK52pOtivvuu+9w4MABxMfHY+zYsWjevDm8vLzQoUMHLFu2DN98841UNzc3F2PHjoWLiwssLCzQrl07HDt2TK29vXv3olWrVlAoFHB3d8enn36q1mtclu+1oWKyRxViYmKChQsX4vz58/jpp58QHx+PyZMnP/c9ly5dwq+//oqNGzdyzEsZ3b9/H7t27cLo0aNhbW1dYh2ZTAaVSoVevXohIyMDe/fuRWxsLK5cuYL+/ftL9TZt2oRx48Zh0qRJOHfuHIYPH44hQ4Zg9+7dAJ4+JrBPnz6Qy+U4cuQIli1bhk8++eSlnKexCA8Px969e7Flyxbs2rULe/bswcmTJ9XqjBkzBgkJCVizZg3OnDmDt99+G8HBwUhJSQEAPHnyBM2bN8e2bdtw7tw5DBs2DO+//z6OHj1aGadksCwtLZGXlwcAiIuLQ3JyMmJjY7F161bk5+cjKCgItra22L9/Pw4ePAgbGxsEBwdL7wGA+Ph43Lp1C/v27cO8efMQGRmJHj16wNHREUeOHMGIESMwfPhw3Lhxo0KxXr58GX/88Qd27NiB1atX4z//+Q+6d++OGzduYO/evZg5cya++OILHDlypELH0RczMzMMGjQIMTExKL5E7/r161FYWIgBAwbg8uXLCA4ORt++fXHmzBmsXbsWBw4c0Ejk5syZg8aNGyMxMRFffvklhg4dilWrViE3N1eq88svv6BatWro1KlTifGsXr0aXbp0QdOmTUvcXzzZnjx5Mn799Vf89NNPOHnyJHx9fREUFISMjAwAwM2bN9GtWze0bNkSp0+fxtKlS/Gf//wH06dPl9ooy/faYAmiMggNDRWmpqbC2tpa2v71r39p1Fu/fr2oUqWK9Do6OlrY29tLryMjI4W5ublIT09/GWEbjcOHDwsAYuPGjWrlVapUka7H5MmTxa5du4Spqam4du2aVOf8+fMCgDh69KgQQog2bdqIDz/8UK2dt99+W3Tr1k0IIcTOnTuFmZmZuHnzprT/jz/+EADEpk2b9HSGr77Q0FDRq1cvkZ2dLeRyuVi3bp207/79+8LS0lKMGzdOCCHE33//LUxNTdU+YyGE6Ny5s4iIiCj1GN27dxeTJk2SXnfo0EFq85+g6DMWQgiVSiViY2OFQqEQH3/8sQgNDRWurq4iNzdXqv/zzz+LOnXqCJVKJZXl5uYKS0tLsXPnTqlNb29vUVhYKNWpU6eOaN++vfS6oKBAWFtbi9WrVwshhEhNTRUARGJiohBC8/ecEEJs2rRJFP8TGxkZKaysrIRSqZTKgoKCRI0aNTSOHRUVVc5PSP+SkpIEALF7926prH379uK9994TQggRFhYmhg0bpvae/fv3CxMTE/H48WMhhBDe3t4iJCRErc7jx4+Fo6OjWLt2rVTWqFEjMXXq1FJjsbCwEGPHjlUrCwkJkX4n+vv7CyGEyMnJEebm5mLlypVSvby8POHh4SFmzZolhBDis88+0/hZWbx4sbCxsRGFhYVl+l4bMo7ZozJ78803sXTpUum1tbU1/vzzT0RFReHixYtQKpUoKCjAkydP8OjRI1hZWZXYjre39wvH+lHZHD16FCqVCgMHDkRubi6SkpLg6ekJT09PqU79+vXh4OCApKQktGzZEklJSRg2bJhaO23btsWCBQsAQGrDw8ND2u/v7/9yTsgIXL58GXl5eWjdurVU5uTkJN1WBICzZ8+isLAQtWvXVntvbm4uqlSpAgAoLCzEN998g3Xr1uHmzZvIy8tDbm5uqd+rf4qtW7fCxsYG+fn5UKlUePfddzF16lSMHj0aDRs2VBv7dfr0aVy6dAm2trZqbTx58gSXL1+WXvv5+cHE5H83ulxdXdUmX5iamqJKlSpIT0+vUOw1atRQi8XV1RWmpqYax67ocfSpbt26aNOmDVasWIGOHTvi0qVL2L9/P7766isATz/zM2fOYOXKldJ7hBBQqVRITU1FvXr1AAAtWrRQa9fCwgLvv/8+VqxYgX79+uHkyZM4d+4cfvvtN63iW7JkCR4+fIiFCxdi3759AJ5+J/Pz89G2bVupnrm5OVq1aoWkpCQAT3/v+fv7q/UGtm3bFjk5Obhx4wYePHjwwu+1IWOyR2VmbW0NX19f6fXVq1fRo0cPjBw5EjNmzICTkxMOHDiAsLAw5OXllfpHqbTbkFQ6X19fyGQyJCcnq5XXrFkTAJ47CYYMT05ODkxNTXHixAmYmpqq7bOxsQEAzJ49GwsWLMD8+fOlcbHjx49Xu/34T1T0n065XA4PDw+Ymf3vz9izv1tycnLQvHlztcSjSPH/cJqbm6vtk8lkJZapVKoSYzIxMVG7rQkA+fn5GvUqehxDERYWho8++giLFy9GdHQ0atWqhQ4dOgB4+pkPHz4cY8eO1Xifl5eX9O+S/g4MHToUTZo0wY0bNxAdHY1OnTrB29u71Dhee+01jd+J7u7uAJ4mYvQ/HLNH5XbixAmoVCrMnTsXr7/+OmrXrs2p7npSpUoVdOnSBd9//73aQOdn1atXD9evX8f169elsgsXLiAzMxP169eX6hw8eFDtfQcPHlTbf/36ddy+fVvaf/jwYV2ejlGrVasWzM3N1cZdPXjwQG0JoqZNm6KwsBDp6enw9fVV24pmeR48eBC9evXCe++9h8aNG6NmzZpcxgj/+0+nl5eXWqJXkmbNmiElJQUuLi4an7O9vb3OYnJ2dkZ2drbad9OYxyP369cPJiYmWLVqFf773//igw8+kHrEmjVrhgsXLmh83r6+vi+ccduwYUO0aNECP/74I1atWoUPPvjgufUHDBiA2NhYJCYmPrde0WS04r/38vPzcezYMbXfewkJCWpJ+8GDB2Fra4vq1auX6XttyJjsUbn5+voiPz8fixYtwpUrV/Dzzz9j2bJllR2W0VqyZAkKCgrQokULrF27FklJSUhOTsYvv/yCixcvwtTUFAEBAWjYsCEGDhyIkydP4ujRoxg0aBA6dOgg3TYJDw9HTEwMli5dipSUFMybNw8bN27Exx9/DAAICAhA7dq1ERoaitOnT2P//v34/PPPK/PUXyk2NjYICwtDeHg44uPjce7cOQwePFjtVl3t2rUxcOBADBo0CBs3bkRqaiqOHj2KqKgobNu2DcDTXovY2FgcOnQISUlJGD58uMasanq+gQMHomrVqujVqxf279+P1NRU7NmzB2PHjq3wZIviWrduDSsrK3z22We4fPkyVq1apTFj1ZjY2Nigf//+iIiIwO3btzF48GBp3yeffIJDhw5hzJgxOHXqFFJSUrBlyxaNCRqlGTp0KL799lsIIdC7d+/n1p0wYQL8/f3RuXNnLFiwACdPnkRqaip27tyJP/74Q+o1t7a2xsiRIxEeHo4dO3bgwoUL+PDDD/Ho0SNpBvGoUaNw/fp1fPTRR7h48SK2bNmCyMhITJw4ESYmJmX6XhuyVyNKMkiNGzfGvHnzMHPmTDRo0AArV67kmkZ6VKtWLSQmJiIgIAARERFo3LgxWrRogUWLFuHjjz/G119/DZlMhi1btsDR0RFvvPEGAgICULNmTaxdu1ZqJyQkBAsWLMCcOXPg5+eHH374AdHR0ejYsSOAp7ekNm3ahMePH6NVq1YYOnSoQS8HYYhmz56N9u3bo2fPnggICEC7du3QvHlztTrR0dEYNGgQJk2ahDp16iAkJATHjh2TbnV98cUXaNasGYKCgtCxY0e4ublx0WYtWVlZYd++ffDy8kKfPn1Qr149hIWF4cmTJ7Czs9PZcZycnPDLL79g+/bt0hI5U6dO1Vn7higsLAwPHjxAUFCQ2vjeRo0aYe/evfjrr7/Qvn17NG3aFFOmTFGr8zwDBgyAmZkZBgwY8MKluSwsLBAXF4dPPvkE0dHRaNeuHerVq4fx48ejbdu2ak/8+fbbb9G3b1+8//77aNasGS5duoSdO3fC0dERAFCtWjVs374dR48eRePGjTFixAiEhYXhiy++kNooy/faUMnEswMNiIiIiCrB1atXUatWLRw7dgzNmjWr7HCMBpM9IiIiqlT5+fm4f/8+Pv74Y6SmpmqMK6aK4W1cIiIiqlQHDx6Eu7s7jh07xrHfesCePSIiIiIjxp49IiIiIiPGZI+IiIjIiDHZIyIiIjJiTPaIiIiIjBiTPSIiIiIjxmSPiIiIyIgx2SMiMlAxMTFwcHCo7DCI6BXHZI+IiIjIiDHZIyLSI5VKhVmzZsHX1xcKhQJeXl6YMWMG9uzZA5lMhszMTKnuqVOnIJPJcPXqVezZswdDhgxBVlYWZDIZZDIZpk6dWmnnQUSvLrPKDoCIyJhFRETgxx9/xHfffYd27drh9u3buHjx4gvf16ZNG8yfPx9TpkxBcnIyAMDGxkbf4RKREWKyR0SkJ9nZ2ViwYAG+//57hIaGAgBq1aqFdu3aYc+ePc99r1wuh729PWQyGdzc3F5CtERkrHgbl4hIT5KSkpCbm4vOnTtXdihE9A/GZI+ISE8sLS1L3Wdi8vTXrxBCKsvPz9d7TET0z8Nkj4hIT1577TVYWloiLi5OY5+zszMA4Pbt21LZqVOn1OrI5XIUFhbqNUYiMn4cs0dEpCcWFhb45JNPMHnyZMjlcrRt2xZ3797F+fPnMWjQIHh6emLq1KmYMWMG/vrrL8ydO1ft/TVq1EBOTg7i4uLQuHFjWFlZwcrKqpLOhoheVezZIyLSoy+//BKTJk3ClClTUK9ePfTv3x/p6ekwNzfH6tWrcfHiRTRq1AgzZ87E9OnT1d7bpk0bjBgxAv3794ezszNmzZpVSWdBRK8ymSg+YISIiIiIjAp79oiIiIiMGJM9IiIiIiPGZI+IiIjIiDHZIyIiIjJiTPaIiIiIjBiTPSIiIiIjxmSPiIiIyIgx2SMiIiIyYkz2iIiIiIwYkz0iIiIiI8Zkj4iIiMiI/R+1G0crIVsDFgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 700x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grouped_by_cut = df.groupby('cut').size()\n",
"\n",
"plt.figure(figsize=(7, 3))\n",
"plt.bar(grouped_by_cut.index, grouped_by_cut.values, color='blue')\n",
"\n",
"plt.title('Количество бриллиантов по cut')\n",
"plt.xlabel('cut')\n",
"plt.ylabel('Количество бриллиантов')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Вывод: На данной диаграмме видно, что бриллиантов с огранкой \"Ideal cut\" больше всего, а бриллиантов с огранкой \"Fair\" - меньше всего."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "aimenv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
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