AIM-PIbd-32-Petrushin-E-A/lab_1/lab1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Выгрузка в датафрейм\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['ID', 'Price', 'Levy', 'Manufacturer', 'Model', 'Prod. year',\n",
      "       'Category', 'Leather interior', 'Fuel type', 'Engine volume', 'Mileage',\n",
      "       'Cylinders', 'Gear box type', 'Drive wheels', 'Doors', 'Wheel', 'Color',\n",
      "       'Airbags'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "import pandas as pn\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import matplotlib.ticker as ticker\n",
    "df = pn.read_csv(\".//static//csv//car_price_prediction.csv\").head(15000)\n",
    "print(df.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "По диаграмме видно, что большинство авто были выпущены последние 20 лет"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Диаграмма рассеяния: Цена vs Год выпуска\n",
    "plt.figure(figsize=(10, 6))\n",
    "df.plot.scatter(x='Prod. year', y='Price', alpha=0.5)\n",
    "plt.title('Зависимость цены автомобиля от года выпуска')\n",
    "plt.xlabel('Год выпуска')\n",
    "plt.ylabel('Цена')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Большая чать машин дешевле 50000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "df['Price'].plot.hist(bins=100, edgecolor='black')\n",
    "plt.title('Распределение цен на автомобили')\n",
    "plt.xlabel('Цена')\n",
    "plt.ylabel('Количество автомобилей')\n",
    "plt.grid(True)\n",
    "\n",
    "\n",
    "# Увеличение количества делений на оси X\n",
    "plt.xticks(rotation=20)  \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "На данном срезе авто марки \"Хёндай\" в среднем самые дорогие."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Срез данных: с 1-й по 30-ю строку\n",
    "df_slice = df.iloc[:30]\n",
    "\n",
    "# Группировка по производителю и расчет средней цены\n",
    "avg_price_by_manufacturer = df_slice.groupby('Manufacturer')['Price'].mean().sort_values(ascending=False)\n",
    "\n",
    "# Столбчатая диаграмма: Средняя цена по производителям\n",
    "plt.figure(figsize=(12, 8))\n",
    "avg_price_by_manufacturer.plot(kind='bar', color='salmon')\n",
    "plt.title('Средняя цена автомобилей по производителям (с 1-й по 30-ю строку)')\n",
    "plt.xlabel('Производитель')\n",
    "plt.ylabel('Средняя цена')\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
}