1228 lines
222 KiB
Plaintext
1228 lines
222 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Начало лабораторной\n",
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"Выгрузка данных из csv файла в датафрейм"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Index(['Date', 'Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume'], dtype='object')\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"df = pd.read_csv(\".//static//csv//Stocks.csv\")\n",
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"print(df.columns)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### Диаграмма числа продаж акций за год за весь период времени\n",
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"Данная диаграмма отображает зависимость обьема продаж от окончательных цен акций за каждый период что позволяет сделать вывод о том, что при низкой цене акций на них растет спрос. Однако если объемы растут, а цены - нет, то, возможно, это может свидетельствовать о нежелании инвесторов поддерживать высокую стоимость акций."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Читаем данные из CSV файла\n",
|
||
"df = pd.read_csv(\".//static//csv//Stocks.csv\")\n",
|
||
"\n",
|
||
"# 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 объемы и цены закрытия\n",
|
||
"annual_data = df.groupby('Year').agg({'Volume': 'sum', 'Close': 'mean'}).reset_index()\n",
|
||
"\n",
|
||
"# Создаем график\n",
|
||
"fig, ax1 = plt.subplots(figsize=(12, 5))\n",
|
||
"\n",
|
||
"# Строим гистограмму объемов\n",
|
||
"ax1.bar(annual_data['Year'], annual_data['Volume'], color='b', alpha=0.6, label='Объемы продаж')\n",
|
||
"ax1.set_ylabel('Объем продаж', color='b')\n",
|
||
"ax1.tick_params(axis='y', labelcolor='b')\n",
|
||
"\n",
|
||
"# Создаем 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 объемов и цена закрытия акций Yamana Gold Inc. 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": [
|
||
"#### График визуализаций цен акций Yamana Gold Inc. \n",
|
||
"Данный график отображает годовые цены акций, т.е. стоимость открытия, стоимость закрытия, максимум и минимум, что позволяет сделать вывод о тенденциях - если свеча красная - то цена открытия больше цены закрытия(т.е. стоимость акции в тот год преимущественно падала), иначе - если зеленая - то цена закрытия больше цены открытия(т.е. стоимотсь акции в тот год преимущественно росла)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.plotly.v1+json": {
|
||
"config": {
|
||
"plotlyServerURL": "https://plot.ly"
|
||
},
|
||
"data": [
|
||
{
|
||
"close": [
|
||
1.714286,
|
||
2.571429,
|
||
2.42,
|
||
3.02,
|
||
6.61,
|
||
13.18,
|
||
12.94,
|
||
7.72,
|
||
11.38,
|
||
12.8,
|
||
14.69,
|
||
17.209999,
|
||
8.62,
|
||
4.02,
|
||
1.86,
|
||
2.81,
|
||
3.12,
|
||
2.36,
|
||
3.95,
|
||
5.71,
|
||
4.22,
|
||
5.44
|
||
],
|
||
"decreasing": {
|
||
"line": {
|
||
"color": "red"
|
||
}
|
||
},
|
||
"high": [
|
||
3.714286,
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"zerolinewidth": 2
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}
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},
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"title": {
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"text": "Свечной график акций Yamana Gold Inc. за каждый год",
|
||
"x": 0.5
|
||
},
|
||
"xaxis": {
|
||
"gridcolor": "LightGray",
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"visible": false
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}
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},
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"yaxis": {
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"text": "Цена ($)"
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||
}
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}
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}
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||
}
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||
},
|
||
"metadata": {},
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"output_type": "display_data"
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}
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],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import plotly.graph_objects as go\n",
|
||
"\n",
|
||
"# Считываем данные\n",
|
||
"df = pd.read_csv(\".//static//csv//Stocks.csv\")\n",
|
||
"\n",
|
||
"# Преобразуем 'Date' в datetime формат\n",
|
||
"df['Date'] = pd.to_datetime(df['Date'])\n",
|
||
"\n",
|
||
"# Устанавливаем 'Date' как индекс\n",
|
||
"df.set_index('Date', inplace=True)\n",
|
||
"\n",
|
||
"# Ресемплируем данные по году\n",
|
||
"df_yearly = df.resample('YE').agg({\n",
|
||
" 'Open': 'first',\n",
|
||
" 'High': 'max',\n",
|
||
" 'Low': 'min',\n",
|
||
" 'Close': 'last'\n",
|
||
"})\n",
|
||
"\n",
|
||
"# Создаем список дат для каждой свечи\n",
|
||
"df_yearly['Date'] = df_yearly.index\n",
|
||
"\n",
|
||
"# Создаем свечной график\n",
|
||
"fig = go.Figure(data=[go.Candlestick(\n",
|
||
" x=df_yearly['Date'],\n",
|
||
" open=df_yearly['Open'],\n",
|
||
" high=df_yearly['High'],\n",
|
||
" low=df_yearly['Low'],\n",
|
||
" close=df_yearly['Close'],\n",
|
||
" name='Candlestick',\n",
|
||
" increasing_line_color='green', # Увеличивающиеся свечи зелёные\n",
|
||
" decreasing_line_color='red' # Уменьшающиеся свечи красные\n",
|
||
")])\n",
|
||
"\n",
|
||
"# Обновляем метки и заголовок\n",
|
||
"fig.update_layout(\n",
|
||
" title='Свечной график акций Yamana Gold Inc. за каждый год',\n",
|
||
" title_x=0.5, # Центруем заголовок\n",
|
||
" xaxis_title='Год',\n",
|
||
" yaxis_title='Цена ($)',\n",
|
||
" xaxis_rangeslider_visible=False,\n",
|
||
" plot_bgcolor='rgba(240, 240, 240, 0.95)', # Цвет фона графика\n",
|
||
" xaxis=dict(showgrid=True, gridcolor='LightGray'), # Сетка по оси X\n",
|
||
" yaxis=dict(showgrid=True, gridcolor='LightGray') # Сетка по оси Y\n",
|
||
")\n",
|
||
"\n",
|
||
"\n",
|
||
"# Показываем график\n",
|
||
"fig.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### График динамики объемов торгов акций Yamana Gold Inc. \n",
|
||
"Данный график отображает динамику объемов торгов на акции компании, что позволяет сделать вывод о том, что на момент 2022 года объем продаж рос, следовательно у компании сейчас успешные времена, т.к. их акции пользуются популярностью"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x700 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Считываем данные\n",
|
||
"df = pd.read_csv(\".//static//csv//Stocks.csv\")\n",
|
||
"\n",
|
||
"# 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 12-месячную скользящую среднюю для объемов продаж\n",
|
||
"df['Volume_SMA'] = df['Volume'].rolling(window=60).mean()\n",
|
||
"\n",
|
||
"# Создаем график объемов продаж\n",
|
||
"plt.figure(figsize=(14, 7))\n",
|
||
"plt.plot(df.index, df['Volume'], label='Объем продаж', color='orange', alpha=0.5)\n",
|
||
"plt.plot(df.index, df['Volume_SMA'], label='5-летняя скользящая средняя', color='blue', linewidth=2)\n",
|
||
"\n",
|
||
"# Настройки графика\n",
|
||
"plt.title('Динамика объемов продаж акций Yamana Gold Inc. с 5-летней скользящей средней')\n",
|
||
"plt.xlabel('Дата')\n",
|
||
"plt.ylabel('Объем продаж')\n",
|
||
"plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.xticks(rotation=45) # Поворачиваем метки по оси X для удобства\n",
|
||
"plt.tight_layout() # Подгоняем график\n",
|
||
"\n",
|
||
"# Показать график\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"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
|
||
}
|