From 865ca63fb276390784832bbf2be3f8fd907897ca Mon Sep 17 00:00:00 2001 From: urlilpolly Date: Sat, 28 Sep 2024 00:56:37 +0400 Subject: [PATCH] lab 1 is done --- .gitignore | 2 +- Lab_1/lab_1.ipynb | 254 ++++++++++++++++++++++++++++++++++++++++++++++ Lab_1/scrin.png | Bin 0 -> 115470 bytes README.md | 5 +- 4 files changed, 259 insertions(+), 2 deletions(-) create mode 100644 Lab_1/lab_1.ipynb create mode 100644 Lab_1/scrin.png diff --git a/.gitignore b/.gitignore index 8c2b884..04d230c 100644 --- a/.gitignore +++ b/.gitignore @@ -11,4 +11,4 @@ # Built Visual Studio Code Extensions *.vsix - +/data diff --git a/Lab_1/lab_1.ipynb b/Lab_1/lab_1.ipynb new file mode 100644 index 0000000..c6d1222 --- /dev/null +++ b/Lab_1/lab_1.ipynb @@ -0,0 +1,254 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Работа с данными - чтение и запись CSV" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df = pd.read_csv(\"data/Economic.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 369 entries, 0 to 368\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 stock index 369 non-null object \n", + " 1 country 369 non-null object \n", + " 2 year 369 non-null float64\n", + " 3 index price 317 non-null float64\n", + " 4 log_indexprice 369 non-null float64\n", + " 5 inflationrate 326 non-null float64\n", + " 6 oil prices 369 non-null float64\n", + " 7 exchange_rate 367 non-null float64\n", + " 8 gdppercent 350 non-null float64\n", + " 9 percapitaincome 368 non-null float64\n", + " 10 unemploymentrate 348 non-null float64\n", + " 11 manufacturingoutput 278 non-null float64\n", + " 12 tradebalance 365 non-null float64\n", + " 13 USTreasury 369 non-null float64\n", + "dtypes: float64(12), object(2)\n", + "memory usage: 40.5+ KB\n", + " count mean std min 25% \\\n", + "year 369.0 2000.000000 11.848225 1980.00 1990.00 \n", + "index price 317.0 7898.648297 7811.336862 168.61 2407.10 \n", + "log_indexprice 369.0 3.610542 0.482481 2.23 3.32 \n", + "inflationrate 326.0 0.041748 0.039579 -0.04 0.02 \n", + "oil prices 369.0 39.743171 25.452654 11.35 19.41 \n", + "exchange_rate 367.0 27.897548 49.620521 0.90 1.33 \n", + "gdppercent 350.0 0.037114 0.037850 -0.11 0.02 \n", + "percapitaincome 368.0 20719.964674 17435.037783 27.00 2090.25 \n", + "unemploymentrate 348.0 0.068908 0.043207 0.02 0.04 \n", + "manufacturingoutput 278.0 328.084820 622.395923 0.59 80.38 \n", + "tradebalance 365.0 -15.996384 154.557170 -770.93 -25.37 \n", + "USTreasury 369.0 0.059024 0.033086 0.01 0.03 \n", + "\n", + " 50% 75% max \n", + "year 2000.00 2010.0000 2020.00 \n", + "index price 5160.10 10279.5000 47751.33 \n", + "log_indexprice 3.60 3.9800 4.68 \n", + "inflationrate 0.03 0.0575 0.24 \n", + "oil prices 28.52 57.8800 98.56 \n", + "exchange_rate 5.44 15.0550 249.05 \n", + "gdppercent 0.03 0.0600 0.15 \n", + "percapitaincome 19969.50 36384.0000 65280.00 \n", + "unemploymentrate 0.06 0.0900 0.26 \n", + "manufacturingoutput 188.16 271.9775 3868.46 \n", + "tradebalance -0.14 19.0800 366.14 \n", + "USTreasury 0.05 0.0800 0.14 \n" + ] + } + ], + "source": [ + "df.info()\n", + "print(df.describe().transpose())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данный график представляет собой гистограмму со средней инфляцией каждой страны за 40 лет." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['United States of America' 'United Kingdom' 'India' 'Japan' 'Hong Kong'\n", + " 'China' 'Germany' 'France' 'Spain']\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s_values = df[\"country\"].unique()\n", + "print(s_values)\n", + "\n", + "average_inflation = df.groupby('country')['inflationrate'].mean()\n", + "\n", + "# Создание гистограммы\n", + "plt.figure(figsize=(10, 6))\n", + "average_inflation.plot(kind='bar', color='skyblue')\n", + "plt.title('Средняя инфляция по странам (1980-2020)')\n", + "plt.xlabel('Страны')\n", + "plt.ylabel('Средняя инфляция (%)')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(axis='y')\n", + "\n", + "# Показываем график\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данный график представляет собой точечную диаграмма, на которой указаны соотношение цен на бензин и дохода на душу населения только Китая за 40 лет." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "china_data = df[df['country'] == 'China']\n", + "\n", + "\n", + "# Создание диаграммы разброса\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(china_data['percapitaincome'], china_data['oil prices'], color='red', alpha=0.8)\n", + "\n", + "# Добавляем подписи и заголовок\n", + "plt.title('Соотношение цен на бензин и дохода населения (Китай)')\n", + "plt.xlabel('Доход населения (в условных единицах)')\n", + "plt.ylabel('Цена на бензин (в условных единицах)')\n", + "\n", + "# Настраиваем сетку\n", + "plt.grid(True)\n", + "\n", + "# Добавляем аннотацию для Китая\n", + "for i in range(len(china_data)):\n", + " plt.annotate(china_data['year'].iloc[i], (china_data['percapitaincome'].iloc[i], china_data['oil prices'].iloc[i]), fontsize=12, color='blue')\n", + "\n", + "# Показываем график\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данный график представляет собой график с маркерами курса валюты Индии к USD за 40 лет" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "india_data = df[df['country'] == 'India']\n", + "\n", + "\n", + "# Создание диаграммы временных рядов\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(india_data['year'], india_data['exchange_rate'], marker='o', color='green', linestyle='-')\n", + "\n", + "# Добавляем подписи и заголовок\n", + "plt.title('Курс валюты Индии (INR) к USD (1980-2020)')\n", + "plt.xlabel('Год')\n", + "plt.ylabel('Курс (INR к USD)')\n", + "\n", + "# Настраиваем сетку\n", + "plt.grid(True)\n", + "\n", + "# Показываем график\n", + "plt.xticks(india_data['year'], rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimvenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + 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