diff --git a/lab_1/lab1.ipynb b/lab_1/lab1.ipynb new file mode 100644 index 0000000..5bc01fa --- /dev/null +++ b/lab_1/lab1.ipynb @@ -0,0 +1,134 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## начало\n", + "\n", + "выгрузка данных из csv файла в датафрейм" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "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 matplotlib\n", + "import matplotlib.ticker as ticker\n", + "\n", + "df = pd.read_csv(\".//static//csv//kc_house_data.csv\")\n", + "print(df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.groupby('bedrooms')['price'].mean().plot(kind='bar')\n", + "plt.title('Средняя цена жилья по количеству спален')\n", + "plt.xlabel('Количество спален')\n", + "plt.ylabel('Средняя цена')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['long'], df['lat'], c=df['price'], cmap='viridis', alpha=0.5)\n", + "plt.colorbar(label='Цена')\n", + "plt.title('Распределение цен на жилье на карте')\n", + "plt.xlabel('Долгота')\n", + "plt.ylabel('Широта')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.groupby('yr_built')['price'].mean().plot(kind='line')\n", + "plt.title('Средняя цена жилья по годам постройки')\n", + "plt.xlabel('Год постройки')\n", + "plt.ylabel('Средняя цена')\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": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_1/requirements.txt b/lab_1/requirements.txt new file mode 100644 index 0000000..dd56241 Binary files /dev/null and b/lab_1/requirements.txt differ