diff --git a/lab_1/Lab1.ipynb b/lab_1/Lab1.ipynb new file mode 100644 index 0000000..4ae00b8 --- /dev/null +++ b/lab_1/Lab1.ipynb @@ -0,0 +1,177 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабораторной\n", + "\n", + "Выгрузка данных из csv файла в датафрейм" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['id', 'name', 'est_diameter_min', 'est_diameter_max',\n", + " 'relative_velocity', 'miss_distance', 'orbiting_body', 'sentry_object',\n", + " 'absolute_magnitude', 'hazardous'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df = pd.read_csv(\"..//..//static//csv//neo.csv\")\n", + "print(df.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Диаграмма №1 (Распределения)\n", + "Данная диаграмма распределения отображает отношение максимального диаметра астероида к скорости. Что позволяет нам сделать вывод о том, что размер астероида влияет на его скорость.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,6))\n", + "plt.scatter(df['est_diameter_max'], df['relative_velocity'], alpha=0.5)\n", + "plt.title('Соотношение диаметра и скорости астероидов')\n", + "plt.xlabel('Максимальный диаметр (км)')\n", + "plt.ylabel('Скорость (км/ч)')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Диаграмма №2 (Круговая)\n", + "Данная круговая диаграмма показывает процентное соотношение потенциально опасных астероидов к неопасным. Что позволяет нам сделать вывод о доле астероидов, которые считаются опасными" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Опасные и неопасные объекты')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hazardous_counts = df['hazardous'].value_counts()\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "\n", + "plt.subplot(1, 3, 1)\n", + "plt.pie(hazardous_counts, labels=['Не опасные', 'Опасные'], autopct='%1.1f%%', colors=['skyblue', 'lightcoral'], startangle=90)\n", + "plt.title('Опасные и неопасные объекты')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Диаграмма №3 (Столбчатая)\n", + "Данная столбчатая диаграмма показывает самые частовстречающиеся размеры. Что позволяет сделать вывод о том какого размера астероиды астероиды находятся рядом с нами" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filtered_data = df[['name', 'est_diameter_max']].dropna()\n", + "\n", + "filtered_data['name'] = filtered_data['name'].str[:20] # Сокращаем названия до 20 символов\n", + "\n", + "size_counts = filtered_data['est_diameter_max'].value_counts().nlargest(10)\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "size_counts.plot(kind='bar')\n", + "plt.title('Топ-10 объектов по максимальному размеру')\n", + "plt.xlabel('Размер')\n", + "plt.ylabel('Количество объектов')\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/launch.jpg b/lab_1/launch.jpg new file mode 100644 index 0000000..4c74467 Binary files /dev/null and b/lab_1/launch.jpg differ diff --git a/lab_1/requirements.txt b/lab_1/requirements.txt new file mode 100644 index 0000000..ea03739 Binary files /dev/null and b/lab_1/requirements.txt differ