AIM-PIbd-31-Sagirov-M-M/Lab_1/lab1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lab 1 Sagirov M.M"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Загрузка датасета по варианту 5       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "df = pd.read_csv(\"..//datasets//Lab_1//Medical_insurance.csv\", sep=\",\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Первая диаграмма: Распределение по возрасту"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.hist(df['age'],bins=20, color='lightblue', edgecolor='black')\n",
    "plt.title('Распределение по годам рождения клиентов страхования')\n",
    "plt.xlabel('Возраст')\n",
    "plt.ylabel('Количество клиентов')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Из данной диаграммы видно, что в нашем датасете с перевесом преобладают данные о людях в возрасте до 20-ти лет "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Вторая диаграмма: Столбчатая диаграмма сумма расходов по регионам за первые 30 строк"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_slice = df.iloc[0:30]\n",
    "region_charges = df_slice.groupby('region')['charges'].sum()\n",
    "plt.figure(figsize=(10, 6))\n",
    "region_charges.plot(kind='bar', color=['red','green','lightblue','purple'], edgecolor='black')\n",
    "plt.title('Суммарные расходы по регионам')\n",
    "plt.xlabel('Регионы')\n",
    "plt.ylabel('Суммарные расходы')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данная диаграмма позволяет сделать вывод о том, что лидером по расходам является Юго-восток, а меньше всего тратят на Северо-западе"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Третья диаграмма: Круговая диаграмма курящих по полу"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "smokers_df = df[df['smoker'] == 'yes']\n",
    "smokers_by_sex = smokers_df['sex'].value_counts()\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.pie(smokers_by_sex, labels=smokers_by_sex.index, autopct='%1.1f%%', colors=['lightcoral', 'lightskyblue'])\n",
    "plt.title('Процент курящих по полу')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данная диаграмма позволяет сделать вывод о том, что среди мужчин процент курящих больше, чем среди женщин."
   ]
  }
 ],
 "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": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}