AIM-PIbd-31-Medvedkov-A-D/Lab_1/lab1.ipynb
2024-10-25 16:37:49 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Импорт библиотек и загрузка датасета"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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_13404\\161500005.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": 3,
"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": 4,
"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": 5,
"metadata": {},
"outputs": [
{
"data": {
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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": 6,
"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": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categories = df['category'].unique()\n",
"data = [df[df['category'] == cat]['price'].dropna() for cat in categories]\n",
"\n",
"plt.figure(figsize=(12, 6))\n",
"plt.boxplot(data, vert=True, patch_artist=True, boxprops=dict(facecolor=\"lightblue\"))\n",
"\n",
"plt.title('Разброс цен по категориям')\n",
"plt.xlabel('Категория')\n",
"plt.ylabel('Цена')\n",
"\n",
"plt.ylim(0, 10000) \n",
"\n",
"plt.xticks(ticks=range(1, len(categories) + 1), labels=categories)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Данная диаграмма отображает разброс цен по категориям"
]
}
],
"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
}