AIM-PIbd-32-Kuzin-P-S/lab_1/lab1.ipynb
2024-09-28 09:15:50 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Hello** \n",
"#Блок комментов \n",
"Толстый - ** **\n",
"Курсив - * *\n",
"Зачеркнутый - ~~ ~~ \n",
"Выводок колонок: print(df.columns)\n",
"\n",
"df.info() - информация о всех колонках в таблице (сколько записей в каждой колонке, какой тип данных в записи)\n",
"\n",
".transpose() - транспонировать матрицу\n",
"df.drop() - возвращает таблицу с убраннами столбцами () axis = ось (0 или index - значит строки/1 или coloumns - столбцы) "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='Date', ylabel='High'>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
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",
"text/plain": [
"<Figure size 3000x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Начало начал\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from datetime import date\n",
"\n",
"df = pd.read_csv(\".//static//csv//Starbucks Dataset.csv\")\n",
"\n",
"viborka = df.groupby(df.index // 500).head(1)\n",
"viborka.plot.scatter(x=\"Date\", y=\"High\", figsize=(30, 4))\n",
"# Диаграмма цен:"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_subset = df.groupby(df.index // 1000).head(1)\n",
"\n",
"value_counts = df_subset['Volume'].value_counts()\n",
"year = df_subset[\"Date\"]\n",
"\n",
"plt.figure(figsize=(15, 15))\n",
"plt.pie(\n",
" df_subset[\"Volume\"],\n",
" labels= df_subset[\"Date\"], # type: ignore\n",
" autopct=\"%1.1f%%\", rotatelabels=True\n",
")\n",
"plt.show()\n",
"#Сравнение объема продаж от общего числа:"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='Date'>"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sqlite3 import Date\n",
"\n",
"\n",
"\n",
"\n",
"# year_groups = pd.cut(dates, everyFiveYears, right=False) # type: ignore\n",
"\n",
"# group_counts = year_groups.value_counts().sort_index() # type: ignore\n",
"\n",
"\n",
"# plt.figure(figsize=(10, 6))\n",
"# plt.show()\n",
"\n",
"df.head(5).plot(x=\"Date\", y=[\"High\", \"Low\"])\n",
"#ВЫсоты и впадины в зависимости от времени"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "aisenv",
"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": "3.12.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}