{ "cells": [ { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Store_Area', 'Items_Available', 'Daily_Customer_Count', 'Store_Sales'], dtype='object') \n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd \n", "import matplotlib.pyplot as plt\n", "\n", "df = pd.read_csv(\"..//static//csv//Stores.csv\", index_col=\"Store ID \")\n", "\n", "print(df.columns, \"\\n\")\n", "\n", "df[\"Gr\"] = df[\"Store_Sales\"].apply(lambda x: \"Award\" if x > 70000 else \"Normal\")\n", "\n", "award_data = list(df[df[\"Gr\"] == \"Award\"][\"Store_Area\"])\n", "normal_data = list(df[df[\"Gr\"] == \"Normal\"][\"Store_Area\"])\n", "\n", "colors = ['red', 'blue']\n", "names = [\"Award\",\"Normal\"]\n", "\n", "plt.hist([award_data, normal_data], bins=15, edgecolor=\"black\", color=colors,label=names)\n", "plt.legend()\n", "plt.xlabel(\"Площадь\")\n", "plt.ylabel(\"Частота\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Гистограмма \"Распределение Store_Area\"

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Данная гистограмма позваляет оценить связь между площадью магазина и его продажами. Award - магазины с более высокой выручкой, Normal - все остальные. Если бы большинство магазинов из категории \"Award\" находилось в правой части графика, то это означала, что прибыль напрямую магазина зависит от его площади. Исходя из полученного графика, видно, что такой явной корреляции нет." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "# Диаграмма рассеяния между площадью магазина и продажами\n", "plt.scatter(df['Items_Available'], df['Store_Sales'])\n", "plt.xlabel('Товар')\n", "plt.ylabel('Продажи')\n", "plt.title('Продажи по кол-во товара')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Диаграмма рассеяния

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Данная диаграмма отображает зависимость между количеством товара в магазине и его продажами. На диаграмме точки не выстраиваются в ряд, что позволяет сделать вывод о том, что между количеством товара и продажами нет явной связи." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Построение графика областей для продаж по площади магазина\n", "plt.figure(figsize=(10, 6))\n", "\n", "df_sorted = df.sort_values('Daily_Customer_Count')\n", "\n", "df_filter = df_sorted.iloc[300:350]\n", "\n", "plt.fill_between(df_filter['Daily_Customer_Count'], df_filter['Store_Sales'], color='skyblue')\n", "plt.plot(df_filter['Daily_Customer_Count'], df_filter['Store_Sales'], marker='o', color='Slateblue')\n", "plt.xlabel('Кол-во клиетов')\n", "plt.ylabel('Продажи')\n", "plt.title('График областей: Продажи по количеству людей')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

График областей

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Данная диаграмма отображает зависимость между количеством клиентов и продажами. Для посторение данной диаграммы используется срез данных. Как итог, как и в прошлых диаграммах кол-во людей на прямую не влияет на продажи магазина." ] } ], "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 }