LabNo2/week2_analysis.ipynb
looking for 83c08911fd izm2
2026-04-29 21:42:56 +03:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "155d7f4d-9efd-49dd-8493-9fc8291f51e2",
"metadata": {},
"source": [
"# Лабораторная работа №2\n",
"# Анализ данных с pandas и визуализация"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7c0b5d59-92b6-41c6-980a-4e01fdc84246",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from tqdm import tqdm\n",
"import time"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4a32fe4b-7e2b-4b59-8919-e606cfa90427",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Имя Возраст Баллы\n",
"0 Анна 21 89\n",
"1 Борис 22 76\n",
"2 Виктор 23 95\n",
"3 Галина 24 82\n",
"4 Дмитрий 20 91\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 5 entries, 0 to 4\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 Имя 5 non-null str \n",
" 1 Возраст 5 non-null int64\n",
" 2 Баллы 5 non-null int64\n",
"dtypes: int64(2), str(1)\n",
"memory usage: 252.0 bytes\n",
"None\n",
" Возраст Баллы\n",
"count 5.000000 5.000000\n",
"mean 22.000000 86.600000\n",
"std 1.581139 7.569676\n",
"min 20.000000 76.000000\n",
"25% 21.000000 82.000000\n",
"50% 22.000000 89.000000\n",
"75% 23.000000 91.000000\n",
"max 24.000000 95.000000\n",
"Имя 0\n",
"Возраст 0\n",
"Баллы 0\n",
"dtype: int64\n"
]
}
],
"source": [
"data = {\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\"],\n",
" \"Возраст\": [21, 22, 23, 24, 20],\n",
" \"Баллы\": [89, 76, 95, 82, 91]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"print(df.head())\n",
"print(df.info())\n",
"print(df.describe())\n",
"print(df.isnull().sum())"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7c3d1811-a970-43f8-9ec9-c2c0a408f0ff",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" vertical-align: middle;\n",
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"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Анна</td>\n",
" <td>21</td>\n",
" <td>89</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Борис</td>\n",
" <td>22</td>\n",
" <td>76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Галина</td>\n",
" <td>24</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Дмитрий</td>\n",
" <td>20</td>\n",
" <td>91</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы\n",
"0 Анна 21 89\n",
"1 Борис 22 76\n",
"2 Виктор 23 95\n",
"3 Галина 24 82\n",
"4 Дмитрий 20 91"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "43e5c086-084f-4acd-9524-0988a75a6c73",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" <th>Бонусные баллы</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Анна</td>\n",
" <td>21</td>\n",
" <td>89</td>\n",
" <td>97.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Борис</td>\n",
" <td>22</td>\n",
" <td>76</td>\n",
" <td>83.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" <td>104.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Галина</td>\n",
" <td>24</td>\n",
" <td>82</td>\n",
" <td>90.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Дмитрий</td>\n",
" <td>20</td>\n",
" <td>91</td>\n",
" <td>100.1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы Бонусные баллы\n",
"0 Анна 21 89 97.9\n",
"1 Борис 22 76 83.6\n",
"2 Виктор 23 95 104.5\n",
"3 Галина 24 82 90.2\n",
"4 Дмитрий 20 91 100.1"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Бонусные баллы\"] = df[\"Баллы\"] * 1.1\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "6e2ac8eb-0acb-420c-af6e-3643b356ca4d",
"metadata": {
"ExecuteTime": {
"end_time": "2026-04-29T17:44:27.776327Z",
"start_time": "2026-04-29T17:44:27.390909Z"
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'df' is not defined",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mNameError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[1]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m df[\u001b[33m\"Группа\"\u001b[39m] = [\u001b[33m\"А\"\u001b[39m, \u001b[33m\"А\"\u001b[39m, \u001b[33m\"Б\"\u001b[39m, \u001b[33m\"Б\"\u001b[39m, \u001b[33m\"А\"\u001b[39m]\n\u001b[32m 2\u001b[39m \n\u001b[32m 3\u001b[39m grouped = df.groupby(\"Группа\").agg({\n\u001b[32m 4\u001b[39m \u001b[33m\"Баллы\"\u001b[39m: [\u001b[33m\"mean\"\u001b[39m, \u001b[33m\"min\"\u001b[39m, \u001b[33m\"max\"\u001b[39m],\n",
"\u001b[31mNameError\u001b[39m: name 'df' is not defined"
]
}
],
"source": [
"df[\"Группа\"] = [\"А\", \"А\", \"Б\", \"Б\", \"А\"]\n",
"\n",
"grouped = df.groupby(\"Группа\").agg({\n",
" \"Баллы\": [\"mean\", \"min\", \"max\"],\n",
" \"Возраст\": \"mean\"\n",
"})\n",
"grouped"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c9456a68-1f10-4eeb-b97f-0c55d1626155",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" <th>Бонусные баллы</th>\n",
" <th>Группа</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" <td>104.5</td>\n",
" <td>Б</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Галина</td>\n",
" <td>24</td>\n",
" <td>82</td>\n",
" <td>90.2</td>\n",
" <td>Б</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы Бонусные баллы Группа\n",
"2 Виктор 23 95 104.5 Б\n",
"3 Галина 24 82 90.2 Б"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df[\"Возраст\"] > 22]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d8eb3158-99f0-4f90-9248-d6e49f416daf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Сумма: 360\n",
"Среднее: 45.0\n",
"Медиана: 45.0\n",
"Стд отклонение: 22.9128784747792\n"
]
}
],
"source": [
"arr = np.array([10, 20, 30, 40, 50, 60, 70, 80])\n",
"print(\"Сумма:\", np.sum(arr))\n",
"print(\"Среднее:\", np.mean(arr))\n",
"print(\"Медиана:\", np.median(arr))\n",
"print(\"Стд отклонение:\", np.std(arr))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "4c417547-4795-45fa-8949-64a5a839aa7c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Матрица:\n",
" [[1 2 3]\n",
" [4 5 6]\n",
" [7 8 9]]\n",
"Транспонированная:\n",
" [[1 4 7]\n",
" [2 5 8]\n",
" [3 6 9]]\n",
"Скалярное произведение: -6.796561547476761\n"
]
}
],
"source": [
"matrix = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]])\n",
"print(\"Матрица:\\n\", matrix)\n",
"print(\"Транспонированная:\\n\", matrix.T)\n",
"\n",
"x = np.linspace(0, 5, 10)\n",
"y = np.random.randn(10)\n",
"print(\"Скалярное произведение:\", np.dot(x, y))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "cea27d49-5643-438f-9993-a975f368c879",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(0, 10, 200)\n",
"y1 = np.sin(x)\n",
"y2 = np.cos(x)\n",
"\n",
"plt.plot(x, y1, label='sin(x)', color='red', linestyle='--')\n",
"plt.plot(x, y2, label='cos(x)', color='blue', linestyle='-')\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Синус и косинус\")\n",
"plt.legend()\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "69f277e0-4eef-48aa-bbe7-952bcd48afaf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categories = ['A', 'B', 'C', 'D']\n",
"values = [23, 45, 12, 67]\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.bar(categories, values, color='green')\n",
"plt.title(\"Столбчатая диаграмма\")\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"x = np.random.randn(50)\n",
"y = np.random.randn(50)\n",
"plt.scatter(x, y, alpha=0.7, c='purple')\n",
"plt.title(\"Диаграмма рассеяния\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "b4a8da18-767a-4cde-b825-1477c3366172",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[\"Сложность\"] = [\"Легко\", \"Средне\", \"Сложно\", \"Средне\", \"Легко\"]\n",
"\n",
"sns.boxplot(x=\"Сложность\", y=\"Баллы\", data=df)\n",
"plt.title(\"Баллы по категориям сложности\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d4da5607-4ac6-41ba-96fa-f8d11a1e1fd0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 850.25x750 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_tips = sns.load_dataset('tips')\n",
"\n",
"sns.pairplot(df_tips, hue='sex')\n",
"plt.show()\n",
"\n",
"numeric_cols = df_tips.select_dtypes(include=[np.number])\n",
"sns.heatmap(numeric_cols.corr(), annot=True, cmap='coolwarm')\n",
"plt.title(\"Корреляция признаков\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "c78e4562-9a9e-4c35-a65c-b04e1be37f5b",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Загрузка: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 95.16it/s]\n"
]
}
],
"source": [
"for i in tqdm(range(100), desc='Загрузка'):\n",
" time.sleep(0.01)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "c28db71f-8345-4b99-83bd-9adb42b083ea",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 9.86it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Сумма баллов: 433\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"total = 0\n",
"for index, row in tqdm(df.iterrows(), total=df.shape[0], desc='Обработка'):\n",
" time.sleep(0.1)\n",
" total += row['Баллы']\n",
"print(f\"Сумма баллов: {total}\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "45b562b9-9b3a-4d87-ae7b-b438c6832ea4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 398 entries, 0 to 397\n",
"Data columns (total 9 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 mpg 398 non-null float64\n",
" 1 cylinders 398 non-null int64 \n",
" 2 displacement 398 non-null float64\n",
" 3 horsepower 392 non-null float64\n",
" 4 weight 398 non-null int64 \n",
" 5 acceleration 398 non-null float64\n",
" 6 model_year 398 non-null int64 \n",
" 7 origin 398 non-null str \n",
" 8 name 398 non-null str \n",
"dtypes: float64(4), int64(3), str(2)\n",
"memory usage: 28.1 KB\n",
"None\n",
" mpg cylinders displacement horsepower weight \\\n",
"count 398.000000 398.000000 398.000000 392.000000 398.000000 \n",
"mean 23.514573 5.454774 193.425879 104.469388 2970.424623 \n",
"std 7.815984 1.701004 104.269838 38.491160 846.841774 \n",
"min 9.000000 3.000000 68.000000 46.000000 1613.000000 \n",
"25% 17.500000 4.000000 104.250000 75.000000 2223.750000 \n",
"50% 23.000000 4.000000 148.500000 93.500000 2803.500000 \n",
"75% 29.000000 8.000000 262.000000 126.000000 3608.000000 \n",
"max 46.600000 8.000000 455.000000 230.000000 5140.000000 \n",
"\n",
" acceleration model_year \n",
"count 398.000000 398.000000 \n",
"mean 15.568090 76.010050 \n",
"std 2.757689 3.697627 \n",
"min 8.000000 70.000000 \n",
"25% 13.825000 73.000000 \n",
"50% 15.500000 76.000000 \n",
"75% 17.175000 79.000000 \n",
"max 24.800000 82.000000 \n",
"mpg 0\n",
"cylinders 0\n",
"displacement 0\n",
"horsepower 6\n",
"weight 0\n",
"acceleration 0\n",
"model_year 0\n",
"origin 0\n",
"name 0\n",
"dtype: int64\n"
]
}
],
"source": [
"df_auto = sns.load_dataset('mpg')\n",
"\n",
"print(df_auto.info())\n",
"print(df_auto.describe())\n",
"print(df_auto.isnull().sum())"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "ecc441d6-d2e8-4026-86b9-22cbb17e68ab",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data=df_auto, x='mpg', bins=20, kde=True)\n",
"plt.title(\"Распределение расхода топлива (mpg)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "60a1237e-1050-46be-bc6c-24555b7959f5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(data=df_auto, x='horsepower', y='mpg', hue='origin')\n",
"plt.title(\"Расход топлива от мощности\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "6e14fef8-f43e-4359-95d6-afd5b50695ba",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=df_auto, x='cylinders', y='mpg')\n",
"plt.title(\"Расход топлива по числу цилиндров\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f26d9bdf2aac2ede",
"metadata": {},
"source": [
"6. Задание"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "751f779eceabf491",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>gender</th>\n",
" <th>race/ethnicity</th>\n",
" <th>parental level of education</th>\n",
" <th>lunch</th>\n",
" <th>test preparation course</th>\n",
" <th>math score</th>\n",
" <th>reading score</th>\n",
" <th>writing score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>female</td>\n",
" <td>group B</td>\n",
" <td>bachelor's degree</td>\n",
" <td>standard</td>\n",
" <td>none</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>female</td>\n",
" <td>group C</td>\n",
" <td>some college</td>\n",
" <td>standard</td>\n",
" <td>completed</td>\n",
" <td>69</td>\n",
" <td>90</td>\n",
" <td>88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>female</td>\n",
" <td>group B</td>\n",
" <td>master's degree</td>\n",
" <td>standard</td>\n",
" <td>none</td>\n",
" <td>90</td>\n",
" <td>95</td>\n",
" <td>93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>male</td>\n",
" <td>group A</td>\n",
" <td>associate's degree</td>\n",
" <td>free/reduced</td>\n",
" <td>none</td>\n",
" <td>47</td>\n",
" <td>57</td>\n",
" <td>44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>male</td>\n",
" <td>group C</td>\n",
" <td>some college</td>\n",
" <td>standard</td>\n",
" <td>none</td>\n",
" <td>76</td>\n",
" <td>78</td>\n",
" <td>75</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" gender race/ethnicity parental level of education lunch \\\n",
"0 female group B bachelor's degree standard \n",
"1 female group C some college standard \n",
"2 female group B master's degree standard \n",
"3 male group A associate's degree free/reduced \n",
"4 male group C some college standard \n",
"\n",
" test preparation course math score reading score writing score \n",
"0 none 72 72 74 \n",
"1 completed 69 90 88 \n",
"2 none 90 95 93 \n",
"3 none 47 57 44 \n",
"4 none 76 78 75 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_exam = pd.read_csv(\"StudentsPerformance.csv\")\n",
"df_exam.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "24f2312c-3171-4819-ac49-266a94d8d86e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 1000 entries, 0 to 999\n",
"Data columns (total 8 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 gender 1000 non-null str \n",
" 1 race/ethnicity 1000 non-null str \n",
" 2 parental level of education 1000 non-null str \n",
" 3 lunch 1000 non-null str \n",
" 4 test preparation course 1000 non-null str \n",
" 5 math score 1000 non-null int64\n",
" 6 reading score 1000 non-null int64\n",
" 7 writing score 1000 non-null int64\n",
"dtypes: int64(3), str(5)\n",
"memory usage: 62.6 KB\n"
]
}
],
"source": [
"df_exam.info()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c061db31-a8c5-41cd-935b-3689e34e098d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>math score</th>\n",
" <th>reading score</th>\n",
" <th>writing score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1000.00000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>66.08900</td>\n",
" <td>69.169000</td>\n",
" <td>68.054000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>15.16308</td>\n",
" <td>14.600192</td>\n",
" <td>15.195657</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.00000</td>\n",
" <td>17.000000</td>\n",
" <td>10.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>57.00000</td>\n",
" <td>59.000000</td>\n",
" <td>57.750000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>66.00000</td>\n",
" <td>70.000000</td>\n",
" <td>69.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>77.00000</td>\n",
" <td>79.000000</td>\n",
" <td>79.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>100.00000</td>\n",
" <td>100.000000</td>\n",
" <td>100.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" math score reading score writing score\n",
"count 1000.00000 1000.000000 1000.000000\n",
"mean 66.08900 69.169000 68.054000\n",
"std 15.16308 14.600192 15.195657\n",
"min 0.00000 17.000000 10.000000\n",
"25% 57.00000 59.000000 57.750000\n",
"50% 66.00000 70.000000 69.000000\n",
"75% 77.00000 79.000000 79.000000\n",
"max 100.00000 100.000000 100.000000"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_exam.describe()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2ea7f526-9fba-4430-8ffe-e019f4bd1375",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data=df_exam, x='math score', bins=15)\n",
"plt.title(\"Распределение баллов по математике\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b1150262-598b-4642-b6c1-7d85a4715f65",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(data=df_exam, x='reading score', y='writing score', hue='gender')\n",
"plt.title(\"Чтение против письма\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "8527e101-8ae4-4298-9749-76fe993fee39",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=df_exam, x='race/ethnicity', y='math score')\n",
"plt.title(\"Баллы по математике по группам\")\n",
"plt.xticks(rotation=45)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "28baef67-4688-4464-8cc9-014ad1558a5e",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка данных: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:10<00:00, 91.86it/s]\n"
]
}
],
"source": [
"for index, row in tqdm(df_exam.iterrows(), total=df_exam.shape[0], desc=\"Обработка данных\"):\n",
" time.sleep(0.01)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bfda911b-8c24-403f-b933-1da15e92267e",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.12.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}