{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Lab1 PIbd-31 MalafeevL.S.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Загружаем датасет по варианту*" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "df = pd.read_csv(\".//datasetlab1//marketing_campaign.csv\", sep=\"\\t\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Создаём первую диаграмму. Распеределяет по годам рождения клиентов*" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.hist(df['Year_Birth'], bins=20, color='lightblue', edgecolor='black')\n", "plt.title('Распределение по годам рождения клиентов')\n", "plt.xlabel('Год рождения')\n", "plt.ylabel('Количество клиентов')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Вторая диаграмма. Столбчатая диаграмма расходов на вина, фрукты и мясо*" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "categories = ['MntWines', 'MntFruits', 'MntMeatProducts']\n", "total_spent = df[categories].sum()\n", "plt.figure(figsize=(10, 6))\n", "total_spent.plot(kind='bar', color=['purple', 'green', 'red'], edgecolor='black')\n", "plt.title('Суммарные расходы на вина, фрукты и мясо')\n", "plt.xlabel('Категории продуктов')\n", "plt.ylabel('Суммарные расходы')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Третья диаграмма. Срез данных до 30 строки. Расходы также на вино, фрукты и мясо, но первые 30 строк*" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_slice = df.iloc[0:30]\n", "df_slice_expenses = df_slice[['MntWines', 'MntFruits', 'MntMeatProducts']]\n", "\n", "plt.figure(figsize=(10, 6))\n", "df_slice_expenses.plot(kind='line', marker='o')\n", "plt.title('Расходы на вина, фрукты и мясо (срез данных: первые 30 строк)')\n", "plt.xlabel('Клиенты (срез)')\n", "plt.ylabel('Расходы')\n", "plt.grid(True)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "miivenv", "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 }