{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Бизнес-цель:\n", "\n", "Кластеризация сделок с акциями инсайдеров для выявления групп с схожими характеристиками торговых операций и взаимосвязями между различными признаками, такими как количество акций, стоимость сделки и цена акции." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Выгрузка данных из файла в DataFrame:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from pandas import DataFrame\n", "\n", "\n", "df: DataFrame = pd.read_csv(\"static/csv/TSLA.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Преобразование данных:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Выборка данных:\n" ] }, { "data": { "text/html": [ "
\n", " | Insider Trading | \n", "Relationship | \n", "Transaction | \n", "Cost | \n", "Shares | \n", "Value ($) | \n", "Shares Total | \n", "Year | \n", "Month | \n", "Day | \n", "
---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "Kirkhorn Zachary | \n", "Chief Financial Officer | \n", "Sale | \n", "196.72 | \n", "10455.0 | \n", "2056775.0 | \n", "203073.0 | \n", "2022 | \n", "3 | \n", "6 | \n", "
1 | \n", "Taneja Vaibhav | \n", "Chief Accounting Officer | \n", "Sale | \n", "195.79 | \n", "2466.0 | \n", "482718.0 | \n", "100458.0 | \n", "2022 | \n", "3 | \n", "6 | \n", "
2 | \n", "Baglino Andrew D | \n", "SVP Powertrain and Energy Eng. | \n", "Sale | \n", "195.79 | \n", "1298.0 | \n", "254232.0 | \n", "65547.0 | \n", "2022 | \n", "3 | \n", "6 | \n", "
3 | \n", "Taneja Vaibhav | \n", "Chief Accounting Officer | \n", "Option Exercise | \n", "0.00 | \n", "7138.0 | \n", "0.0 | \n", "102923.0 | \n", "2022 | \n", "3 | \n", "5 | \n", "
4 | \n", "Baglino Andrew D | \n", "SVP Powertrain and Energy Eng. | \n", "Option Exercise | \n", "0.00 | \n", "2586.0 | \n", "0.0 | \n", "66845.0 | \n", "2022 | \n", "3 | \n", "5 | \n", "
5 | \n", "Kirkhorn Zachary | \n", "Chief Financial Officer | \n", "Option Exercise | \n", "0.00 | \n", "16867.0 | \n", "0.0 | \n", "213528.0 | \n", "2022 | \n", "3 | \n", "5 | \n", "
6 | \n", "Baglino Andrew D | \n", "SVP Powertrain and Energy Eng. | \n", "Option Exercise | \n", "20.91 | \n", "10500.0 | \n", "219555.0 | \n", "74759.0 | \n", "2022 | \n", "2 | \n", "27 | \n", "
7 | \n", "Baglino Andrew D | \n", "SVP Powertrain and Energy Eng. | \n", "Sale | \n", "202.00 | \n", "10500.0 | \n", "2121000.0 | \n", "64259.0 | \n", "2022 | \n", "2 | \n", "27 | \n", "
8 | \n", "Kirkhorn Zachary | \n", "Chief Financial Officer | \n", "Sale | \n", "193.00 | \n", "3750.0 | \n", "723750.0 | \n", "196661.0 | \n", "2022 | \n", "2 | \n", "6 | \n", "
9 | \n", "Baglino Andrew D | \n", "SVP Powertrain and Energy Eng. | \n", "Option Exercise | \n", "20.91 | \n", "10500.0 | \n", "219555.0 | \n", "74759.0 | \n", "2022 | \n", "1 | \n", "27 | \n", "