AIM-PIbd-31-LOBASHOV-I-D/lab_1/lab_1.ipynb
2024-09-14 12:36:22 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Начало лабораторной работы"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Name Networth Age Country \\\n",
"Rank \n",
"1 Elon Musk 219.0 50 United States \n",
"2 Jeff Bezos 171.0 58 United States \n",
"3 Bernard Arnault & family 158.0 73 France \n",
"4 Bill Gates 129.0 66 United States \n",
"5 Warren Buffett 118.0 91 United States \n",
"... ... ... ... ... \n",
"2578 Jorge Gallardo Ballart 1.0 80 Spain \n",
"2578 Nari Genomal 1.0 82 Philippines \n",
"2578 Ramesh Genomal 1.0 71 Philippines \n",
"2578 Sunder Genomal 1.0 68 Philippines \n",
"2578 Horst-Otto Gerberding 1.0 69 Germany \n",
"\n",
" Source Industry \n",
"Rank \n",
"1 Tesla, SpaceX Automotive \n",
"2 Amazon Technology \n",
"3 LVMH Fashion & Retail \n",
"4 Microsoft Technology \n",
"5 Berkshire Hathaway Finance & Investments \n",
"... ... ... \n",
"2578 pharmaceuticals Healthcare \n",
"2578 apparel Fashion & Retail \n",
"2578 apparel Fashion & Retail \n",
"2578 garments Fashion & Retail \n",
"2578 flavors and fragrances Food & Beverage \n",
"\n",
"[2600 rows x 6 columns]\n"
]
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\"..\\\\static\\\\csv\\\\Forbes Billionaires.csv\", index_col=\"Rank \")\n",
"\n",
"print(df)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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",
"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, edgecolor='black')\n",
"plt.title('Распределение возраста')\n",
"plt.xlabel('Возраст')\n",
"plt.ylabel('Количество')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Данная диаграмма отображает распределение возраста среди участников датасета, что позволяет сделать вывод о том, что большинство участников находятся в возрастной группе 30-50 лет."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"subset_df = df.iloc[0:30]\n",
"country_counts = subset_df['Country'].value_counts()\n",
"plt.figure(figsize=(10, 6))\n",
"plt.pie(country_counts, labels=country_counts.index, autopct='%1.1f%%', startangle=140)\n",
"plt.title('Распределение по странам')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Данная диаграмма отображает распределение участников по странам (срез данных от 1 до 30 строки), что позволяет сделать вывод о том, что большинство участников происходят из США"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"industry_counts = df['Industry'].value_counts()\n",
"plt.figure(figsize=(10, 6))\n",
"plt.bar(industry_counts.index, industry_counts.values, color='skyblue')\n",
"plt.title('Распределение по отраслям')\n",
"plt.xlabel('Отрасль')\n",
"plt.ylabel('Количество')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Данная диаграмма отображает распределение участников по отраслям"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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,
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