From fb64db132523f243f53c9abccfd0cc4829da25da Mon Sep 17 00:00:00 2001 From: Factorino73 Date: Mon, 16 Sep 2024 03:56:08 +0400 Subject: [PATCH] lab_1 is done --- lab_1/lab1.ipynb | 239 ++++++++++++++++++++++++++++++++++++ lab_1/requirements.txt | Bin 0 -> 1392 bytes lab_1/run_flask-service.png | Bin 0 -> 95921 bytes 3 files changed, 239 insertions(+) create mode 100644 lab_1/lab1.ipynb create mode 100644 lab_1/requirements.txt create mode 100644 lab_1/run_flask-service.png diff --git a/lab_1/lab1.ipynb b/lab_1/lab1.ipynb new file mode 100644 index 0000000..c250067 --- /dev/null +++ b/lab_1/lab1.ipynb @@ -0,0 +1,239 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабораторной работы.\n", + "Выгрузка данных их csv-файла в датафрейм:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import Any\n", + "\n", + "import pandas as pd\n", + "from pandas import DataFrame, Series\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "df: DataFrame = pd.read_csv('..//static//csv//TSLA.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Краткая информация о столбцах датафрейма:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 156 entries, 0 to 155\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Insider Trading 156 non-null object \n", + " 1 Relationship 156 non-null object \n", + " 2 Date 156 non-null object \n", + " 3 Transaction 156 non-null object \n", + " 4 Cost 156 non-null float64\n", + " 5 Shares 156 non-null object \n", + " 6 Value ($) 156 non-null object \n", + " 7 Shares Total 156 non-null object \n", + " 8 SEC Form 4 156 non-null object \n", + "dtypes: float64(1), object(8)\n", + "memory usage: 11.1+ KB\n", + " count mean std min 25% 50% 75% max\n", + "Cost 156.0 478.785641 448.922903 0.0 50.5225 240.225 934.1075 1171.04\n" + ] + } + ], + "source": [ + "df.info()\n", + "print(df.describe().transpose())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## График 1.\n", + "\n", + "### Круговая диаграмма.\n", + "\n", + "Данная круговая диаграмма отображает распределение количества сделок, совершенных инсайдерами. Это позволяет сделать вывод о том, какие инсайдеры были наиболее активны в торговле акциями, давая возможность быстро оценить лидеров по количеству транзакций, коим в данном случае является CEO компании — Илон Маск." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Подсчет количества сделок для каждого инсайдера\n", + "insider_count: Series[int] = df['Insider Trading'].value_counts()\n", + "\n", + "# Получение цветовой схемы\n", + "colors = plt.get_cmap('tab10')(range(len(insider_count)))\n", + "\n", + "# Визуализация в виде круговой диаграммы\n", + "plt.figure(figsize=(8, 8))\n", + "insider_count.plot(kind='pie', autopct='%1.1f%%', startangle=90, colors=colors, labels=['']*len(insider_count))\n", + "\n", + "# Добавление легенды\n", + "plt.legend(labels=insider_count.index, loc='upper right', bbox_to_anchor=(1.3, 1))\n", + "plt.title('Распределение количества сделок среди инсайдеров')\n", + "plt.ylabel('')\n", + "plt.axis('equal')\n", + "\n", + "# Отображение графика\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## График 2.\n", + "\n", + "### Столбчатая диаграмма.\n", + "\n", + "Диаграмма показывает сколько сделок каждого типа было совершено инсайдерами. Для каждого инсайдера отдельный столбец, где каждый цвет представляет один тип сделки. На основе полученного графика можно сделать вывод, что основную часть сделок составляют продажи акций, а не опционов." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Подсчет количества сделок каждого типа (Transaction) для каждого инсайдера\n", + "transaction_count: DataFrame | Series[Any] = df.groupby(['Insider Trading', 'Transaction']).size().unstack(fill_value=0)\n", + "\n", + "# Визуализация в виде столбчатой диаграммы\n", + "transaction_count[['Sale', 'Option Exercise']].plot(kind='bar', stacked=True, figsize=(10, 6), color=['skyblue', 'lightgreen'])\n", + "\n", + "# Добавление легенды\n", + "plt.title('Количество сделок каждого типа для инсайдеров')\n", + "plt.xlabel('Инсайдер')\n", + "plt.ylabel('Количество сделок')\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend(title='Тип сделки')\n", + "plt.grid(True)\n", + "\n", + "# Отображение графика\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## График 3.\n", + "\n", + "### Линейная диаграмма.\n", + "\n", + "Данная линейная диаграмма отображает количество сделок, совершённых инсайдерами, в разрезе по месяцам. Это помогает выявить периоды с наибольшей активностью инсайдеров или сезонные колебания на рынке. На графике видно, что продажи акций летом постепенно уменьшались и почти достигли своего минимума в конце сезона, после чего начался рост." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Преобразование колонки 'Date' в datetime формат\n", + "df['Date'] = pd.to_datetime(df['Date'])\n", + "\n", + "# Создание новой колонки с месяцами\n", + "df['Month'] = df['Date'].dt.to_period('M')\n", + "\n", + "# Подсчет количества сделок по месяцам\n", + "monthly_transactions: DataFrame | Series[int] = df.groupby('Month').size()\n", + "\n", + "# Визуализация в виде линейной диаграммы\n", + "plt.figure(figsize=(12, 6))\n", + "monthly_transactions.plot(kind='line', marker='o', color='darkorange')\n", + "\n", + "# Добавление легенды\n", + "plt.title('Количество сделок по месяцам')\n", + "plt.xlabel('Месяц')\n", + "plt.ylabel('Количество сделок')\n", + "plt.grid(True)\n", + "plt.xticks(rotation=45)\n", + "\n", + "# Отображение графика\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "language": "python", + "name": "python3" + }, 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