From 5ded0f482b2a6143d38d192dbe96ab94d381525f Mon Sep 17 00:00:00 2001 From: Timourka Date: Sat, 21 Sep 2024 01:14:16 +0400 Subject: [PATCH] lab 1 is done --- lab_1/laba1.ipynb | 331 ++++++++++++++++++++++++++++++++++++++++------ 1 file changed, 287 insertions(+), 44 deletions(-) diff --git a/lab_1/laba1.ipynb b/lab_1/laba1.ipynb index efdfec2..07f8a20 100644 --- a/lab_1/laba1.ipynb +++ b/lab_1/laba1.ipynb @@ -4,60 +4,60 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## просто вывод датасета" + "просто устанавливаем матплот потому что иначе он не хотел устанавливаться" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 141, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: matplotlib in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (3.9.2)\n", + "Requirement already satisfied: contourpy>=1.0.1 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from matplotlib) (1.3.0)\n", + "Requirement already satisfied: cycler>=0.10 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from matplotlib) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from matplotlib) (4.53.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from matplotlib) (1.4.7)\n", + "Requirement already satisfied: numpy>=1.23 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from matplotlib) (2.1.1)\n", + "Requirement already satisfied: packaging>=20.0 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from matplotlib) (24.1)\n", + "Requirement already satisfied: pillow>=8 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from matplotlib) (10.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from matplotlib) (3.1.4)\n", + "Requirement already satisfied: python-dateutil>=2.7 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from matplotlib) (2.9.0.post0)\n", + "Requirement already satisfied: six>=1.5 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install matplotlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## просто вывод колонок датасета" + ] + }, + { + "cell_type": "code", + "execution_count": 142, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Index(['ID', 'Price', 'Levy', 'Manufacturer', 'Model', 'Prod. year',\n", + " 'Category', 'Leather interior', 'Fuel type', 'Engine volume', 'Mileage',\n", + " 'Cylinders', 'Gear box type', 'Drive wheels', 'Doors', 'Wheel', 'Color',\n", + " 'Airbags'],\n", + " dtype='object')" ] }, - "execution_count": 3, + "execution_count": 142, "metadata": {}, "output_type": "execute_result" } @@ -65,7 +65,250 @@ "source": [ "import pandas as pd\n", "df = pd.read_csv(\"..//static//csv//car_price_prediction.csv\", sep=\",\")\n", - "df.items" + "df.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## преобразуем пробег в число" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [], + "source": [ + "df['Mileage'] = df['Mileage'].str.replace(r'\\D+', '', regex=True).astype(float)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## отрисовываю круговую диаграмму по которой можно сделать вывод о распределении типов двигателей" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Fuel type\n", + "Petrol 10150\n", + "Diesel 4036\n", + "Hybrid 3578\n", + "LPG 892\n", + "CNG 494\n", + "Plug-in Hybrid 86\n", + "Hydrogen 1\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "df['Fuel type'].value_counts().plot(kind='pie', autopct='%1.1f%%', legend=False, y='', title='распределение типов двигателей', \n", + " pctdistance=0.85, # Расположение процентов внутри круга\n", + " labeldistance=1.25) # Расположение меток снаружи круга\n", + "df['Fuel type'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "вывод: бензиновых двигателей больше чем всех остальных вместе взятых, а дизель и гибрид делят остальную половину почти пополам \n", + "З.Ы. \n", + "    CNG(Природный газ) \n", + "    LPG (Сжиженный нефтяной газ)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## график Распределения цен, так как среди записей есть машина за 1$ и 20'000'000$, то пришлось деласть фильтрацию для отсеивания ненормальных значений, а то на графике вообще ничего видно не было." + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "минимальная цена:1\n", + "максимальная цена:26307500\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('минимальная цена:' + str(df['Price'].min()))\n", + "print('максимальная цена:' + str(df['Price'].max()))\n", + "mean_price = df['Price'].median()\n", + "std_price = df['Price'].std()\n", + "\n", + "# Фильтрация данных: оставляем только значения в пределах одного стандартного отклонения\n", + "df_filtered = df[(df['Price'] >= mean_price - std_price) & (df['Price'] <= mean_price + std_price)]\n", + "\n", + "# Построение гистограммы для отфильтрованных значений\n", + "df_filtered['Price'].plot(kind='hist', bins=100, figsize=(10, 5), title='Распределение цен (в пределах нормы)', xlabel='Цена', ylabel = 'Количество')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "вывод: большинство машин было проданно менее 25000$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## график зависимости цены от пробега для первых 100 элементов" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df[0:100].plot.scatter(x=\"Mileage\", y=\"Price\", title ='Зависимость цены от пробега', xlabel = 'Пробег', ylabel = 'Цена', figsize=(15, 5),)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "вывод: \n", + "1. даже уже в первых 100 есть аномалии, где пробег почти 1М \n", + "2. чем больше пробег тем сложнее продать машину за дорого" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## повторим этот график только отфильтруем все значения вне нормы, и не только первые 100" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "минимальный пробег:0.0\n", + "максимальный пробег:2147483647.0\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('минимальный пробег:' + str(df['Mileage'].min()))\n", + "print('максимальный пробег:' + str(df['Mileage'].max()))\n", + "mean_mileage = df_filtered['Mileage'].median()\n", + "std_mileage = df_filtered['Mileage'].std()/100\n", + "\n", + "# Фильтрация данных: оставляем только значения в пределах одного стандартного отклонения\n", + "df_double_filtered = df_filtered[(df_filtered['Mileage'] >= mean_mileage - std_mileage) & (df_filtered['Mileage'] <= mean_mileage + std_mileage)]\n", + "\n", + "df_double_filtered.plot.scatter(x=\"Mileage\", y=\"Price\", title ='Зависимость цены от пробега(в пределах нормы)', xlabel = 'Пробег', ylabel = 'Цена', figsize=(15, 5),)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "так то приятнее глазу. И нагляднее, что при пробеге за 300к машину выше 25к сложно продать" ] } ],