AIM-PIbd-32-Isaeva-A-I/Lab1.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Лабораторная 1\n",
"### Вариант 7. Экономика стран\n",
"Выгрузка из csv."
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['stock index', 'country', 'year', 'index price', 'log_indexprice',\n",
" 'inflationrate', 'oil prices', 'exchange_rate', 'gdppercent',\n",
" 'percapitaincome', 'unemploymentrate', 'manufacturingoutput',\n",
" 'tradebalance', 'USTreasury'],\n",
" dtype='object')\n"
]
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"df = pd.read_csv(\".//csv//EconomicData.csv\")\n",
"print(df.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Гистограмма уровня инфляции в США по годам.\n"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"srez = df.query('country == \"United States of America\"').sort_values(\"country\")\n",
"plt.figure(figsize=(16,3))\n",
"plt.bar(\n",
" srez[\"year\"],\n",
" srez[\"inflationrate\"]\n",
")\n",
"plt.title(\"График уровня инфляции в США с 1980 по 2020 год\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Вывод: В начале 1980-х США столкнулись с проблемой бюджетного дефицита, которая была решена ближе к 1985 году. С 1990 по 2008 года процент инфляции оставался стабильным. С 2010 года США настроили курс, который позволил им снизить инфляцию в стране."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Выпуск продукции обрабатывающей промышленности В 2020 году\n"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"srez = df.query('year == 2020 and (country == \"France\" or country == \"Spain\" or country == \"Germany\" or country ==\"United Kingdom\")').sort_values(\"unemploymentrate\")\n",
"plt.figure(figsize=(15, 3))\n",
"sns.boxenplot(x = srez[\"unemploymentrate\"])\n",
"plt.title(\"Выпуск продукции обрабатывающей промышленности в 2020 году\")\n",
"plt.xlabel('Доля выпуска продукции обрабатывающей промышленности')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Вывод: в странах Европы обрабатывающая промышленность занимает второстепенную роль в специализации страны."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Уровень безработицы в странах на 2010 год"
]
},
{
"cell_type": "code",
"execution_count": 211,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1100x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"srez = df.query('unemploymentrate >= 0 and year == 2010').sort_values(\"country\")\n",
"plt.figure(figsize=(11,7))\n",
"plt.pie(\n",
" srez[\"unemploymentrate\"],\n",
" labels=srez[\"country\"],\n",
" autopct=\"%1.1f%%\",\n",
")\n",
"plt.title(\"Уровень безработицы в странах на 2020 год\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Вывод: в 2010 году безработице больше всего были подвержены США и страны Европы."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "aim",
"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": "3.12.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}