AIM-PIbd-31-Belianin-N-N/laboratory_1/lab1.ipynb
nikbel2004@outlook.com 8b8d73218b LaboratoryWork_01
2024-09-19 22:38:52 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Начинаем работу...\n",
"\n",
"Выгрузка данных будет проводиться с помощью Pandas из cvs файла (Данные по продажам домов). Выгрузим-ка данные из cvs файла в датафрейм:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['id', 'date', 'price', 'bedrooms', 'bathrooms', 'sqft_living',\n",
" 'sqft_lot', 'floors', 'waterfront', 'view', 'condition', 'grade',\n",
" 'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated', 'zipcode',\n",
" 'lat', 'long', 'sqft_living15', 'sqft_lot15'],\n",
" dtype='object')\n"
]
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Загрузка данных\n",
"df = pd.read_csv(\".//static//csv//kc_house_data.csv\")\n",
"\n",
"# Вывод столбцов\n",
"print(df.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Ураа мы справились с выводом данных**\n",
"\n",
"Помимо вывода, подсоединили дополнительные библиотеки, которые помогут построить графики :)\n",
"\n",
"Приступим к построению диаграмм..."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<function matplotlib.pyplot.show(close=None, block=None)>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 1. Диаграмма распределения цен (гистограмма)\n",
"plt.figure(figsize=(10,6))\n",
"sns.histplot(df['price'], bins=50, kde=True)\n",
"plt.title('Распределение цен на недвижимость')\n",
"plt.xlabel('Цена')\n",
"plt.ylabel('Частота')\n",
"plt.show"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Диаграмма №1 (Гистограмма)\n",
"\n",
"Данная круговая диаграмма отображает распределение цен на недвижимость. Bins позволяет установить интервальность исследования, так на графике заданы 50 интервалов, для более детального отображения распределения цен. Это позволяет сделать вывод о том, что большинство объектов недвижимости находится в более низком ценовом сегменте и дорогая недвижимость встречается реже."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2. Связь между площадью жилья и ценой\n",
"plt.figure(figsize=(10, 6))\n",
"plt.scatter(x='sqft_living', y='price', data=df)\n",
"plt.title('Связь между площадью жилья и ценой')\n",
"plt.xlabel('Площадь жилья (кв. футы)')\n",
"plt.ylabel('Цена')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Диаграмма №2 (Точечная диаграмма)\n",
"\n",
"Данная точечная диаграмма отображает связь между площадью жилья и ценой. Массовое скопление точек в нижней части графика сообщает о том, что большинство объектов недвижимости находятся в доступном ценовом сегменте с умеренной жилой площадью. Площадь влияет на цену недвижимости (с увеличением жилой площади возрастает и цена). Таким образом, наблюдается прямолинейная, положительная корреляция между ценой и площадью жилья."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 3. Круговая диаграмма, показыващая состояние домов\n",
"plt.figure(figsize=(8, 8))\n",
"df['condition'].value_counts().plot.pie(autopct='%1.1f%%', startangle=90, cmap='Accent', wedgeprops={'edgecolor' : 'black'})\n",
"plt.title('Доля домов по их техническому состоянию')\n",
"plt.ylabel('')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Диаграмма №3 (Круговая диаграмма)\n",
"\n",
"Данная круговая диаграмма позволяет отслеживать в каких состояниях объекты недвижимости находятся. Значения варьируются от 1 до 5, где 1-2 - это плохое и ужасное состояния, 3 - среднее, а 4-5 хорошее и отличное. Преобладающее большинство недвижимости находится в удовлетворительном состоянии (где потребовался бы небольшой ремонт). В плохом и ужасном состоянии доля недвижимости состовляет < 1%, что является очень хорошим показателем. \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"# Урааа, всё вроде получилось, теперь будем пушиться :)\n",
"P.S. Markdown и правда прикольная и нужная вещь. Однако, почему по началу работы проект не видел, две установленные библиотечки, а после того как пересоздали полностью весь проект, всё прошло без особых проблем..."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "mai",
"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
}