AIM-PIbd-31-Medvedkov-A-D/Lab_1/lab1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Импорт библиотек и загрузка датасета"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:4: SyntaxWarning: invalid escape sequence '\\j'\n",
      "<>:4: SyntaxWarning: invalid escape sequence '\\j'\n",
      "C:\\Users\\MaD\\AppData\\Local\\Temp\\ipykernel_9800\\3091210825.py:4: SyntaxWarning: invalid escape sequence '\\j'\n",
      "  df = pd.read_csv(\"data\\jio_mart_items.csv\")\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv(\"data\\jio_mart_items.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Изучение полученных данных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 162313 entries, 0 to 162312\n",
      "Data columns (total 5 columns):\n",
      " #   Column        Non-Null Count   Dtype  \n",
      "---  ------        --------------   -----  \n",
      " 0   category      162313 non-null  object \n",
      " 1   sub_category  162313 non-null  object \n",
      " 2   href          162313 non-null  object \n",
      " 3   items         162280 non-null  object \n",
      " 4   price         162282 non-null  float64\n",
      "dtypes: float64(1), object(4)\n",
      "memory usage: 6.2+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()\n",
    "\n",
    "# print(df.describe().transpose())\n",
    "\n",
    "# cleared_df = df.drop([\"Name\", \"Ticket\", \"Embarked\"], axis=1)\n",
    "# print(cleared_df.head())\n",
    "# print(cleared_df.tail())\n",
    "\n",
    "# sorted_df = cleared_df.sort_values(by=\"Age\")\n",
    "# print(sorted_df.head())\n",
    "# print(sorted_df.tail())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Захотел посмотреть кол-во подкатегорий."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "72\n"
     ]
    }
   ],
   "source": [
    "print(len(set(df[\"sub_category\"])))\n",
    "\n",
    "# print(df.sort_values(by=\"category\")[[\"category\", \"sub_category\"]])\n",
    "\n",
    "# print(df.loc[100])\n",
    "\n",
    "# print(df.loc[100, \"Name\"])\n",
    "\n",
    "# print(df.loc[100:200, [\"Age\", \"Name\"]])\n",
    "\n",
    "# print(df[0:3])\n",
    "\n",
    "# print(df.iloc[0])\n",
    "\n",
    "# print(df.iloc[3:5, 0:2])\n",
    "\n",
    "# print(df.iloc[[3, 4], [0, 1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "avg_price_by_category = df.groupby('category')['price'].mean()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "avg_price_by_category.plot(kind='bar', color='skyblue')\n",
    "plt.title('Средняя цена по категории')\n",
    "plt.xlabel('Категория')\n",
    "plt.ylabel('Средняя цена')\n",
    "plt.xticks(rotation=0)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данная диаграмма отображает среднюю цену по категории и иллюстрирует очевидный факт: электроника и ювелирные украшения стоят больше всего."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_counts = df['category'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie(category_counts, labels=category_counts.index, autopct='%1.1f%%', colors=plt.cm.Paired.colors)\n",
    "plt.title('Распространенность каждой категории')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данная диаграмма отображает распространённость каждой категории"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subcategories_by_category = df.groupby('category')['sub_category'].nunique()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "subcategories_by_category.plot(kind='bar', color='lightgreen')\n",
    "plt.title('Количество подкатегорий в каждой категории')\n",
    "plt.xlabel('Категория')\n",
    "plt.ylabel('Количество подкатегорий')\n",
    "plt.xticks(rotation=0)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данная диаграмма отображет количество подкатегорий в категории."
   ]
  }
 ],
 "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": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}