From 85e1cedb134927ab8f041f084f031817d7775d5c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=9C=D0=B0=D0=BA=D1=81=D0=B8=D0=BC=20=D0=95=D0=B3=D0=BE?= =?UTF-8?q?=D1=80=D0=BE=D0=B2?= Date: Fri, 15 Nov 2024 16:37:48 +0400 Subject: [PATCH 1/4] =?UTF-8?q?=D0=94=D0=BE=D0=B1=D0=B0=D0=B2=D0=B8=D1=82?= =?UTF-8?q?=D1=8C=20Lab=5F1?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Lab_1 | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 Lab_1 diff --git a/Lab_1 b/Lab_1 new file mode 100644 index 0000000..e69de29 From e1bb54449f6e620b0e51c7d8c4f4910d024ce527 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=9C=D0=B0=D0=BA=D1=81=D0=B8=D0=BC=20=D0=95=D0=B3=D0=BE?= =?UTF-8?q?=D1=80=D0=BE=D0=B2?= Date: Fri, 15 Nov 2024 16:38:23 +0400 Subject: [PATCH 2/4] =?UTF-8?q?=D0=A3=D0=B4=D0=B0=D0=BB=D0=B8=D1=82=D1=8C?= =?UTF-8?q?=20Lab=5F1?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Lab_1 | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 Lab_1 diff --git a/Lab_1 b/Lab_1 deleted file mode 100644 index e69de29..0000000 From 9e0a2046af54424a871ff0865c74b21566a94d92 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=9C=D0=B0=D0=BA=D1=81=D0=B8=D0=BC=20=D0=95=D0=B3=D0=BE?= =?UTF-8?q?=D1=80=D0=BE=D0=B2?= Date: Sat, 30 Nov 2024 00:04:49 +0400 Subject: [PATCH 3/4] Lab_1 --- Lab_1/Lab_1.ipynb | 203 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 203 insertions(+) create mode 100644 Lab_1/Lab_1.ipynb diff --git a/Lab_1/Lab_1.ipynb b/Lab_1/Lab_1.ipynb new file mode 100644 index 0000000..bc1017a --- /dev/null +++ b/Lab_1/Lab_1.ipynb @@ -0,0 +1,203 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабораторной\n", + "\n", + "Выгрузка данных из csv фйла в датафрейм" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Date', 'Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume'], dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "df = pd.read_csv(\".//static//csv//Yamana_Gold_Inc._AUY.csv\")\n", + "print(df.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Диаграмма №1 - Гистограмма с дополнительной осью\n", + "## Диаграмма числа продаж акций за год за весь период времени: Данная диаграмма отображает зависимость обьёма продаж от окончательных цен акций за каждый период" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Преобразуем колонку 'Date' в формат datetime\n", + "df['Date'] = pd.to_datetime(df['Date'])\n", + "\n", + "# Добавляем колонку с годом\n", + "df['Year'] = df['Date'].dt.year\n", + "\n", + "# Группируем данные по годам и суммируем объёмы и цены закрытия\n", + "annual_data = df.groupby('Year').agg({'Volume': 'sum', 'Close': 'mean'}).reset_index()\n", + "\n", + "# Создаём график\n", + "fig, ax1 = plt.subplots(figsize=(12, 5))\n", + "\n", + "# Строим гистограмму объёмов\n", + "ax1.bar(annual_data['Year'], annual_data['Volume'], color='b', alpha=0.6, label='Объёмы продаж')\n", + "ax1.set_ylabel('Объём продаж', color='b')\n", + "ax1.tick_params(axis='y', labelcolor='b')\n", + "\n", + "# Создаём вторую ось для отображения цены закрытия\n", + "ax2 = ax1.twinx()\n", + "ax2.plot(annual_data['Year'], annual_data['Close'], color='r', marker='o', label='Цена закрытия')\n", + "ax2.set_ylabel('Цена закрытия', color='r')\n", + "ax2.tick_params(axis='y', labelcolor='r')\n", + "\n", + "# Добавляем заголовок и легенды\n", + "plt.title('Гистограмма объёмов и цена закрытия акций Yamana Gold по годам')\n", + "ax1.legend(loc='upper left')\n", + "ax2.legend(loc='upper right')\n", + "\n", + "# Отображаем график\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Диаграмма №2 - Круговая диаграмма\n", + "## Диаграмма среднего объёма продаж акций за год за весь период времени: Данная диаграмма отображает соотношение между годами среднего объёма продаж" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Убедитесь, что столбец 'Date' распознаётся как дата\n", + "df['Date'] = pd.to_datetime(df['Date'])\n", + "\n", + "# Группировка данных по годам и расчёт среднего объёма\n", + "annual_data = df.groupby('Year')['Volume'].mean()\n", + "\n", + "# Построение круговой диаграммы\n", + "plt.figure(figsize=(12, 10))\n", + "plt.pie(annual_data, labels=annual_data.index, autopct='%1.1f%%', startangle=140)\n", + "plt.title('Средний объём продаж акций Yamana Gold по годам')\n", + "plt.axis('equal') # Чтобы круговая диаграмма была кругом\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Диаграмма №3 - Гистограмма с скользящей шкалой\n", + "\n", + "## График динамики объемов торгов акций Yamana Gold Inc: Данный график отображает динамику объёмов торгов на акции компании, что помогает сделать вывод о том, когда у компании успешные времена, а когда нет. Например по этой диаграмме можно понять, что у компании в 2022 году был хороший объём пролаж" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Преобразуем колонку 'Date' в формат datetime\n", + "df['Date'] = pd.to_datetime(df['Date'])\n", + "\n", + "# Устанавливаем дату в качестве индекса\n", + "df.set_index('Date', inplace=True)\n", + "\n", + "# Рассчитываем годовую скользящую среднюю для объёмов продаж\n", + "df['Volume_SMA'] = df['Volume'].rolling(window=60).mean()\n", + "\n", + "# Создаём график объёмов продаж\n", + "plt.figure(figsize=(10, 10))\n", + "plt.plot(df.index, df['Volume'], label='Объём продаж', color='black', alpha=0.7)\n", + "plt.plot(df.index, df['Volume_SMA'], label='Скользящая средняя шкала', color='blue', linewidth=2)\n", + "\n", + "# Настройки графика\n", + "plt.title('Динамика объёмов продаж акций Yamana Gold с скользящей средней шкалой')\n", + "plt.xlabel('Дата')\n", + "plt.ylabel('Объём продаж')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.xticks(rotation=45) # Поворачиваем метки по оси X\n", + "plt.tight_layout() # Подгоняем график\n", + "\n", + "# Показать график\n", + "plt.show()" + ] + } + ], + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 5cc71427b477b053191b8c724b735e388c7ef637 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=9C=D0=B0=D0=BA=D1=81=D0=B8=D0=BC=20=D0=95=D0=B3=D0=BE?= =?UTF-8?q?=D1=80=D0=BE=D0=B2?= Date: Sat, 30 Nov 2024 09:25:09 +0400 Subject: [PATCH 4/4] some changes --- Lab_1/Lab_1.ipynb | 2 +- Lab_1/Lab_1.png | Bin 0 -> 52583 bytes 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 Lab_1/Lab_1.png diff --git a/Lab_1/Lab_1.ipynb b/Lab_1/Lab_1.ipynb index bc1017a..2864cc1 100644 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