From 236d7e7a6070db8d834677c6f614b2ed33731a62 Mon Sep 17 00:00:00 2001 From: DyCTaTOR <125912249+DyCTaTOR@users.noreply.github.com> Date: Sat, 28 Sep 2024 09:51:42 +0400 Subject: [PATCH] lab_1 is done --- lab_1/lab1.ipynb | 203 +++++++++++++++++++++++++++++++++++++++++ lab_1/requirements.txt | Bin 0 -> 1142 bytes 2 files changed, 203 insertions(+) create mode 100644 lab_1/lab1.ipynb create mode 100644 lab_1/requirements.txt diff --git a/lab_1/lab1.ipynb b/lab_1/lab1.ipynb new file mode 100644 index 0000000..9df0836 --- /dev/null +++ b/lab_1/lab1.ipynb @@ -0,0 +1,203 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Старт\n", + "\n", + "Выгрузка данных из csv файла в датафрейм" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Insider Trading Relationship Date \\\n", + "0 Kirkhorn Zachary Chief Financial Officer 2022-03-06 \n", + "1 Taneja Vaibhav Chief Accounting Officer 2022-03-06 \n", + "2 Baglino Andrew D SVP Powertrain and Energy Eng. 2022-03-06 \n", + "3 Taneja Vaibhav Chief Accounting Officer 2022-03-05 \n", + "4 Baglino Andrew D SVP Powertrain and Energy Eng. 2022-03-05 \n", + ".. ... ... ... \n", + "151 Musk Elon CEO 2021-11-11 \n", + "152 Musk Elon CEO 2021-11-11 \n", + "153 Musk Elon CEO 2021-11-10 \n", + "154 Musk Elon CEO 2021-11-10 \n", + "155 Musk Elon CEO 2021-11-10 \n", + "\n", + " Transaction Cost Shares Value ($) Shares Total \\\n", + "0 Sale 196.72 10,455 2,056,775 203,073 \n", + "1 Sale 195.79 2,466 482,718 100,458 \n", + "2 Sale 195.79 1,298 254,232 65,547 \n", + "3 Option Exercise 0.00 7,138 0 102,923 \n", + "4 Option Exercise 0.00 2,586 0 66,845 \n", + ".. ... ... ... ... ... \n", + "151 Sale 1098.24 52,099 57,217,365 167,485,682 \n", + "152 Sale 1072.22 587,638 630,079,728 167,537,781 \n", + "153 Sale 1019.03 58,101 59,206,941 167,346,837 \n", + "154 Sale 1048.46 199,893 209,580,234 167,146,944 \n", + "155 Sale 1068.09 242,006 258,484,236 166,904,938 \n", + "\n", + " SEC Form 4 \n", + "0 Mar 07 07:58 PM \n", + "1 Mar 07 07:57 PM \n", + "2 Mar 07 08:01 PM \n", + "3 Mar 07 07:57 PM \n", + "4 Mar 07 08:01 PM \n", + ".. ... \n", + "151 Nov 12 06:03 AM \n", + "152 Nov 12 06:02 AM \n", + "153 Nov 10 09:46 PM \n", + "154 Nov 10 09:47 PM \n", + "155 Nov 10 09:49 PM \n", + "\n", + "[156 rows x 9 columns]\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv(\"static/csv/TSLA.csv\")\n", + "print(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Диаграмма рассеивания. Взаимосвязь между количеством акций и их стоимостью. По данной диаграмме видно, что чем больше кол-во акций, чем выше стоимость." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "df_reduced = df.iloc[::15]\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df_reduced['Shares'], df_reduced['Value ($)'], alpha=0.5)\n", + "plt.title('Взаимосвязь между количеством акций и их стоимостью')\n", + "plt.xlabel('Количество акций (Shares)')\n", + "plt.ylabel('Стоимость ($)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Объем продаж акций по датам. По этой диаграмме можно сказать, что каждые 2 месяца продажи растут." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df['Date'] = pd.to_datetime(df['Date']) # Преобразуем столбец Date в datetime\n", + "sales_by_date = df.groupby('Date')['Value ($)'].sum().iloc[::3]\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(sales_by_date.index, sales_by_date.values, marker='o')\n", + "plt.title('Объем продаж акций по датам')\n", + "plt.xlabel('Дата')\n", + "plt.ylabel('Объем продаж ($)')\n", + "plt.grid(True)\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Распределение количества транзакций по должностям. По данной диаграмме понятно, что должность CEO выполняет большее кол-во транзакций." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "transactions_by_position = df['Relationship'].value_counts()\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "transactions_by_position.plot(kind='bar')\n", + "plt.title('Распределение количества транзакций по должностям')\n", + "plt.xlabel('Должность')\n", + "plt.ylabel('Количество транзакций')\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_1/requirements.txt b/lab_1/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd071859c9791d1ef0349da20cde9eebe3c88791 GIT binary patch literal 1142 zcmZXT>rTQ@5QO))iI0Mz<)Z%Z9ee}AO+ca4a+J%%tKaN$S`yP7gWcKLnc36dpQ#-z z@$BuxmR9lK3r}eeHslm`Z+AAQy5%%BwH-%@{uME95j$$RqW;n=3s`6NWh<-g?Dc}$ z6KB-c#V>BDXdE-5E?mrC+6k69EXg)#TscNFgy}oa#`)!;0kK4{w2Y~j_RQay7N}%v zCRL7*lF}Yqo_Bf|Ovz3P?+zXBD3FWfQzj_df>dg$<%)?)?LS)XmX4G^&5VqcX@Xf9 zC+D15&z*{2ZaOvU6T9AOb3J+wXsS@Np@lkIjd zL`5Q+BJS91R<3G8CFbf*D9@oQlppzequQWAsR}C=@eerRzvlhkH71+TvFF*MYQt}# zg^c?a-fLLmE_7Q~J^a?xl=Fo1je@|aF6{%?_DW(aCdTeMXNBv}Jlb^Jl%6M`z2D9i zpYE2pYcy*gx4jovU-GVW$Jy=Kj-K{__u;S4zO+@{t_!+8ubpw5va