1201 lines
602 KiB
Plaintext
1201 lines
602 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "936583b5-8dcc-4a62-ad2d-27ed6b78dee7",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Первый взгляд на данные:\n",
|
||
" Имя Возраст Баллы\n",
|
||
"0 Анна 21 89\n",
|
||
"1 Борис 22 76\n",
|
||
"2 Виктор 23 95\n",
|
||
"3 Галина 24 82\n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 4 entries, 0 to 3\n",
|
||
"Data columns (total 3 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Имя 4 non-null object\n",
|
||
" 1 Возраст 4 non-null int64 \n",
|
||
" 2 Баллы 4 non-null int64 \n",
|
||
"dtypes: int64(2), object(1)\n",
|
||
"memory usage: 228.0+ bytes\n",
|
||
"None\n",
|
||
" Возраст Баллы\n",
|
||
"count 4.000000 4.000000\n",
|
||
"mean 22.500000 85.500000\n",
|
||
"std 1.290994 8.266398\n",
|
||
"min 21.000000 76.000000\n",
|
||
"25% 21.750000 80.500000\n",
|
||
"50% 22.500000 85.500000\n",
|
||
"75% 23.250000 90.500000\n",
|
||
"max 24.000000 95.000000\n",
|
||
"Имя 0\n",
|
||
"Возраст 0\n",
|
||
"Баллы 0\n",
|
||
"dtype: int64\n"
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||
]
|
||
}
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||
],
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"source": [
|
||
"import pandas as pd\n",
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"\n",
|
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"# Создадим DataFrame\n",
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||
"data = {\n",
|
||
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
|
||
" \"Возраст\": [21, 22, 23, 24],\n",
|
||
" \"Баллы\": [89, 76, 95, 82]\n",
|
||
"}\n",
|
||
"df = pd.DataFrame(data)\n",
|
||
"\n",
|
||
"print(\"Первый взгляд на данные:\")\n",
|
||
"print(df.head())\n",
|
||
"print(df.info())\n",
|
||
"print(df.describe())\n",
|
||
"print(df.isnull().sum())"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9c5f9478-dcae-46cb-aac6-83b13f2e2eb9",
|
||
"metadata": {},
|
||
"source": [
|
||
"Программа представленная в гайде (ничего не менял)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "743cce58-9383-4947-9b9b-8be50c8651ec",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Первый взгляд на данные:\n",
|
||
" Имя Возраст Баллы\n",
|
||
"0 Анна 21 89\n",
|
||
"1 Борис 22 76\n",
|
||
"2 Виктор 23 95\n",
|
||
"3 Галина 24 82\n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 4 entries, 0 to 3\n",
|
||
"Data columns (total 3 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Имя 4 non-null object\n",
|
||
" 1 Возраст 4 non-null int64 \n",
|
||
" 2 Баллы 4 non-null int64 \n",
|
||
"dtypes: int64(2), object(1)\n",
|
||
"memory usage: 228.0+ bytes\n",
|
||
"None\n",
|
||
" Возраст Баллы\n",
|
||
"count 4.000000 4.000000\n",
|
||
"mean 22.500000 85.500000\n",
|
||
"std 1.290994 8.266398\n",
|
||
"min 21.000000 76.000000\n",
|
||
"25% 21.750000 80.500000\n",
|
||
"50% 22.500000 85.500000\n",
|
||
"75% 23.250000 90.500000\n",
|
||
"max 24.000000 95.000000\n",
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||
"Имя 0\n",
|
||
"Возраст 0\n",
|
||
"Баллы 0\n",
|
||
"dtype: int64\n"
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||
]
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||
},
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||
{
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"data": {
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"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",
|
||
" </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",
|
||
" </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"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Создадим DataFrame\n",
|
||
"data = {\n",
|
||
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
|
||
" \"Возраст\": [21, 22, 23, 24],\n",
|
||
" \"Баллы\": [89, 76, 95, 82]\n",
|
||
"}\n",
|
||
"df = pd.DataFrame(data)\n",
|
||
"\n",
|
||
"print(\"Первый взгляд на данные:\")\n",
|
||
"print(df.head())\n",
|
||
"print(df.info())\n",
|
||
"print(df.describe())\n",
|
||
"print(df.isnull().sum())\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "579fb424-5053-45f0-972e-bd2e0315430e",
|
||
"metadata": {},
|
||
"source": [
|
||
"Поместил df в последнюю строку"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "dc8795f5-c92d-4fed-a558-b10d4156eadb",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Первый взгляд на данные:\n",
|
||
" Имя Возраст Баллы Баллы с надбавкой\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",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 4 entries, 0 to 3\n",
|
||
"Data columns (total 4 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Имя 4 non-null object \n",
|
||
" 1 Возраст 4 non-null int64 \n",
|
||
" 2 Баллы 4 non-null int64 \n",
|
||
" 3 Баллы с надбавкой 4 non-null float64\n",
|
||
"dtypes: float64(1), int64(2), object(1)\n",
|
||
"memory usage: 260.0+ bytes\n",
|
||
"None\n",
|
||
" Возраст Баллы Баллы с надбавкой\n",
|
||
"count 4.000000 4.000000 4.000000\n",
|
||
"mean 22.500000 85.500000 94.050000\n",
|
||
"std 1.290994 8.266398 9.093038\n",
|
||
"min 21.000000 76.000000 83.600000\n",
|
||
"25% 21.750000 80.500000 88.550000\n",
|
||
"50% 22.500000 85.500000 94.050000\n",
|
||
"75% 23.250000 90.500000 99.550000\n",
|
||
"max 24.000000 95.000000 104.500000\n",
|
||
"Имя 0\n",
|
||
"Возраст 0\n",
|
||
"Баллы 0\n",
|
||
"Баллы с надбавкой 0\n",
|
||
"dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Создадим DataFrame\n",
|
||
"data = {\n",
|
||
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
|
||
" \"Возраст\": [21, 22, 23, 24],\n",
|
||
" \"Баллы\": [89, 76, 95, 82]\n",
|
||
"}\n",
|
||
"df = pd.DataFrame(data) \n",
|
||
"\n",
|
||
"df[\"Баллы с надбавкой\"] = df[\"Баллы\"] * 1.1\n",
|
||
"\n",
|
||
"print(\"Первый взгляд на данные:\")\n",
|
||
"print(df.head())\n",
|
||
"print(df.info())\n",
|
||
"print(df.describe())\n",
|
||
"print(df.isnull().sum())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3d9bab7f-8dc6-4f26-a221-7fe94fa12cba",
|
||
"metadata": {},
|
||
"source": [
|
||
"Добавил новый столбец"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "f96a07e6-49af-4d3a-9ff3-8f18052cb904",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Первый взгляд на данные:\n",
|
||
" Имя Возраст Баллы Категория\n",
|
||
"0 Анна 21 89 A\n",
|
||
"1 Борис 22 76 B\n",
|
||
"2 Виктор 23 95 A\n",
|
||
"3 Галина 24 82 B\n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 4 entries, 0 to 3\n",
|
||
"Data columns (total 4 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Имя 4 non-null object\n",
|
||
" 1 Возраст 4 non-null int64 \n",
|
||
" 2 Баллы 4 non-null int64 \n",
|
||
" 3 Категория 4 non-null object\n",
|
||
"dtypes: int64(2), object(2)\n",
|
||
"memory usage: 260.0+ bytes\n",
|
||
"None\n",
|
||
" Возраст Баллы\n",
|
||
"count 4.000000 4.000000\n",
|
||
"mean 22.500000 85.500000\n",
|
||
"std 1.290994 8.266398\n",
|
||
"min 21.000000 76.000000\n",
|
||
"25% 21.750000 80.500000\n",
|
||
"50% 22.500000 85.500000\n",
|
||
"75% 23.250000 90.500000\n",
|
||
"max 24.000000 95.000000\n",
|
||
"Имя 0\n",
|
||
"Возраст 0\n",
|
||
"Баллы 0\n",
|
||
"Категория 0\n",
|
||
"dtype: int64\n",
|
||
" Возраст Баллы\n",
|
||
"Категория \n",
|
||
"A 22.0 95\n",
|
||
"B 23.0 82\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Создадим DataFrame\n",
|
||
"data = {\n",
|
||
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
|
||
" \"Возраст\": [21, 22, 23, 24],\n",
|
||
" \"Баллы\": [89, 76, 95, 82]\n",
|
||
"}\n",
|
||
"df = pd.DataFrame(data)\n",
|
||
"df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"]\n",
|
||
"print(\"Первый взгляд на данные:\")\n",
|
||
"print(df.head())\n",
|
||
"print(df.info())\n",
|
||
"print(df.describe())\n",
|
||
"print(df.isnull().sum())\n",
|
||
"grouped = df.groupby(\"Категория\").agg({\n",
|
||
" \"Возраст\": \"mean\",\n",
|
||
" \"Баллы\": \"max\"\n",
|
||
"})\n",
|
||
"print(grouped)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "efb63a3a-4c64-497c-b96a-8e27c5d745eb",
|
||
"metadata": {},
|
||
"source": [
|
||
"Применил .groupby() и .agg(), чтобы сгруппировать данные."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "0faf647f-eab3-4b66-88fb-57f67e06c054",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Первый взгляд на данные:\n",
|
||
" Имя Возраст Баллы\n",
|
||
"0 Анна 21 89\n",
|
||
"1 Борис 22 76\n",
|
||
"2 Виктор 23 95\n",
|
||
"3 Галина 24 82\n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 4 entries, 0 to 3\n",
|
||
"Data columns (total 3 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Имя 4 non-null object\n",
|
||
" 1 Возраст 4 non-null int64 \n",
|
||
" 2 Баллы 4 non-null int64 \n",
|
||
"dtypes: int64(2), object(1)\n",
|
||
"memory usage: 228.0+ bytes\n",
|
||
"None\n",
|
||
" Возраст Баллы\n",
|
||
"count 4.000000 4.000000\n",
|
||
"mean 22.500000 85.500000\n",
|
||
"std 1.290994 8.266398\n",
|
||
"min 21.000000 76.000000\n",
|
||
"25% 21.750000 80.500000\n",
|
||
"50% 22.500000 85.500000\n",
|
||
"75% 23.250000 90.500000\n",
|
||
"max 24.000000 95.000000\n",
|
||
"Имя 0\n",
|
||
"Возраст 0\n",
|
||
"Баллы 0\n",
|
||
"dtype: int64\n",
|
||
" Имя Возраст Баллы\n",
|
||
"1 Борис 22 76\n",
|
||
"2 Виктор 23 95\n",
|
||
"3 Галина 24 82\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Создадим DataFrame\n",
|
||
"data = {\n",
|
||
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
|
||
" \"Возраст\": [21, 22, 23, 24],\n",
|
||
" \"Баллы\": [89, 76, 95, 82]\n",
|
||
"}\n",
|
||
"df = pd.DataFrame(data)\n",
|
||
"\n",
|
||
"print(\"Первый взгляд на данные:\")\n",
|
||
"print(df.head())\n",
|
||
"print(df.info())\n",
|
||
"print(df.describe())\n",
|
||
"print(df.isnull().sum())\n",
|
||
"filtered_df = df[df[\"Возраст\"] > 21]\n",
|
||
"print(filtered_df)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d6c3b587-61f2-4c40-b83d-de9dd5b5d452",
|
||
"metadata": {},
|
||
"source": [
|
||
"Фильтр >21"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "1b622825-50c7-45e0-9069-9141ca5687de",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Сумма элементов массива: 15\n",
|
||
"Среднее значение: 3.0\n",
|
||
"Медиана: 3.0\n",
|
||
"Стандартное отклонение: 1.4142135623730951\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"arr = np.array([1, 2, 3, 4, 5])\n",
|
||
"print(\"Сумма элементов массива:\", np.sum(arr))\n",
|
||
"print(\"Среднее значение:\", np.mean(arr))\n",
|
||
"print(\"Медиана:\", np.median(arr))\n",
|
||
"print(\"Стандартное отклонение:\", np.std(arr))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "0384a269-40fb-470d-b483-e6b804ec68a2",
|
||
"metadata": {},
|
||
"source": [
|
||
"Массивы и вычисления (ничего не менял)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "da8e3f4c-cdce-431f-9887-5eac1266e390",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Сумма элементов массива: 15\n",
|
||
"Среднее значение: 3.0\n",
|
||
"Медиана: 3.0\n",
|
||
"Стандартное отклонение: 1.4142135623730951\n",
|
||
"[[1 2]\n",
|
||
" [3 4]]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"arr = np.array([1, 2, 3, 4, 5])\n",
|
||
"print(\"Сумма элементов массива:\", np.sum(arr))\n",
|
||
"print(\"Среднее значение:\", np.mean(arr))\n",
|
||
"print(\"Медиана:\", np.median(arr))\n",
|
||
"print(\"Стандартное отклонение:\", np.std(arr))\n",
|
||
"matrix = np.array([[1, 2], [3, 4]])\n",
|
||
"print(matrix)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "bad2d40d-3c22-4821-b9f2-892b75f964a5",
|
||
"metadata": {},
|
||
"source": [
|
||
"Создал двумерный массив"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "16085564-71a5-458c-be95-dc76e37827f1",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Сумма элементов массива: 15\n",
|
||
"Среднее значение: 3.0\n",
|
||
"Медиана: 3.0\n",
|
||
"Стандартное отклонение: 1.4142135623730951\n",
|
||
"np.linspace(0, 10, 5): [ 0. 2.5 5. 7.5 10. ]\n",
|
||
"\n",
|
||
"\n",
|
||
"np.random.randn(3): [ 0.78815004 1.09793647 -0.18451927]\n",
|
||
"\n",
|
||
"\n",
|
||
"Умножение матриц (np.dot):\n",
|
||
"[[19 22]\n",
|
||
" [43 50]]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"arr = np.array([1, 2, 3, 4, 5])\n",
|
||
"print(\"Сумма элементов массива:\", np.sum(arr))\n",
|
||
"print(\"Среднее значение:\", np.mean(arr))\n",
|
||
"print(\"Медиана:\", np.median(arr))\n",
|
||
"print(\"Стандартное отклонение:\", np.std(arr))\n",
|
||
"\n",
|
||
"linspace_arr = np.linspace(0, 10, 5) \n",
|
||
"print(\"np.linspace(0, 10, 5):\", linspace_arr)\n",
|
||
"print(\"\\n\")\n",
|
||
"\n",
|
||
"randn_arr = np.random.randn(3) \n",
|
||
"print(\"np.random.randn(3):\", randn_arr)\n",
|
||
"print(\"\\n\")\n",
|
||
"\n",
|
||
"matrix_a = np.array([[1, 2], [3, 4]])\n",
|
||
"matrix_b = np.array([[5, 6], [7, 8]])\n",
|
||
"dot_product = np.dot(matrix_a, matrix_b)\n",
|
||
"print(\"Умножение матриц (np.dot):\")\n",
|
||
"print(dot_product)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "13583890-8050-4a12-b310-3b7aa3b16d24",
|
||
"metadata": {},
|
||
"source": [
|
||
"Использовал np.linspace(), np.random.randn(), np.dot()."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "0f353c02-c022-4c6e-ad2f-9b17ab494121",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"x = np.linspace(0, 10, 100)\n",
|
||
"y = np.sin(x)\n",
|
||
"\n",
|
||
"plt.plot(x, y, label='sin(x)')\n",
|
||
"plt.xlabel(\"X\")\n",
|
||
"plt.ylabel(\"Y\")\n",
|
||
"plt.title(\"График синуса\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d94b51c6-7dc6-4b17-b86b-4b02b0455e4b",
|
||
"metadata": {},
|
||
"source": [
|
||
"построение графиков (ничего не менял)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "86ee3c7b-122d-428b-a1eb-a99ccfeb905e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"x = np.linspace(0, 10, 100)\n",
|
||
"y = np.sin(x)\n",
|
||
"\n",
|
||
"plt.plot(x, y, color='red', label='sin(x)')\n",
|
||
"plt.xlabel(\"X\")\n",
|
||
"plt.ylabel(\"Y\")\n",
|
||
"plt.title(\"График синуса\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "5c5a7d78-2bd9-4afa-be98-37bce7c9f50f",
|
||
"metadata": {},
|
||
"source": [
|
||
"Изменил цвет графика на красный"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "1008d663-c7f7-49a7-b1cf-bd5304f94192",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Создаем данные\n",
|
||
"x = np.linspace(0, 10, 100)\n",
|
||
"y_sin = np.sin(x)\n",
|
||
"y_cos = np.cos(x)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 5)) \n",
|
||
"\n",
|
||
"# График синуса (красный)\n",
|
||
"plt.plot(x, y_sin, color='red', linewidth=2, label='sin(x)')\n",
|
||
"\n",
|
||
"# График косинуса (синий)\n",
|
||
"plt.plot(x, y_cos, color='blue', linewidth=2, linestyle='--', label='cos(x)')\n",
|
||
"\n",
|
||
"# Настройки оформления\n",
|
||
"plt.xlabel(\"Ось X\", fontsize=12)\n",
|
||
"plt.ylabel(\"Ось Y\", fontsize=12)\n",
|
||
"plt.title(\"Графики функций sin(x) и cos(x)\", fontsize=14)\n",
|
||
"plt.legend(fontsize=10, loc='upper right')\n",
|
||
"plt.grid()\n",
|
||
"# Отображаем график\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "e3d05e11-68bf-4225-a21c-8deafebdf70a",
|
||
"metadata": {},
|
||
"source": [
|
||
"Добавил график cos"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"id": "60e52ec1-2d84-403e-9c1e-64b6265f2757",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Создаем фигуру с 3 подграфиками\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"\n",
|
||
"# 1. Столбчатая диаграмма (bar)\n",
|
||
"plt.subplot(2, 2, 1) # 2 строки, 2 колонки, 1-й график\n",
|
||
"categories = ['A', 'B', 'C', 'D']\n",
|
||
"values = [15, 24, 12, 30]\n",
|
||
"colors = ['red', 'green', 'blue', 'orange']\n",
|
||
"plt.bar(categories, values, color=colors)\n",
|
||
"plt.title('Столбчатая диаграмма')\n",
|
||
"plt.xlabel('Категории')\n",
|
||
"plt.ylabel('Значения')\n",
|
||
"plt.grid(axis='y', alpha=0.3)\n",
|
||
"\n",
|
||
"# 2. Точечный график (scatter)\n",
|
||
"plt.subplot(2, 2, 2) # 2 строки, 2 колонки, 2-й график\n",
|
||
"x = np.random.rand(50) * 100\n",
|
||
"y = np.random.rand(50) * 100\n",
|
||
"sizes = np.random.rand(50) * 200\n",
|
||
"plt.scatter(x, y, s=sizes, c='purple', alpha=0.6, edgecolors='black')\n",
|
||
"plt.title('Точечный график')\n",
|
||
"plt.xlabel('X значения')\n",
|
||
"plt.ylabel('Y значения')\n",
|
||
"plt.grid(alpha=0.3)\n",
|
||
"\n",
|
||
"# 3. Гистограмма (hist)\n",
|
||
"plt.subplot(2, 1, 2) # 2 строки, 1 колонка, занимает всю нижнюю часть\n",
|
||
"data = np.random.randn(1000)\n",
|
||
"plt.hist(data, bins=30, color='teal', edgecolor='black', alpha=0.7)\n",
|
||
"plt.title('Гистограмма распределения')\n",
|
||
"plt.xlabel('Значения')\n",
|
||
"plt.ylabel('Частота')\n",
|
||
"plt.grid(alpha=0.3)\n",
|
||
"\n",
|
||
"# Регулировка расстояний между графиками\n",
|
||
"plt.tight_layout()\n",
|
||
"\n",
|
||
"# Отображаем все графики\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "197cea61-5e43-4b14-9dbb-df313b4bc047",
|
||
"metadata": {},
|
||
"source": [
|
||
"Использовал bar, scatter, hist."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"id": "75d07e8c-24a3-4ed7-84cb-9ce122ba6ef6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"] # догадайтесь откуда df и её содержимое взялось\n",
|
||
"sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "5a4fd6d1-a23b-48b2-82d8-b5c57acdfd43",
|
||
"metadata": {},
|
||
"source": [
|
||
"seaborn работа с графиками данных(ничего не менял)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"id": "89fe0de5-7ddf-4abd-aba0-4081aa1e4df7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1200x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Создаем DataFrame\n",
|
||
"data = {\n",
|
||
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
|
||
" \"Возраст\": [21, 22, 23, 24],\n",
|
||
" \"Баллы\": [89, 76, 95, 82]\n",
|
||
"}\n",
|
||
"df = pd.DataFrame(data)\n",
|
||
"df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"] # Добавляем категории\n",
|
||
"\n",
|
||
"# 1. Histplot (гистограмма распределения баллов)\n",
|
||
"plt.figure(figsize=(12, 5))\n",
|
||
"plt.subplot(1, 2, 1)\n",
|
||
"sns.histplot(data=df, x=\"Баллы\", hue=\"Категория\", kde=True, palette=\"Set2\")\n",
|
||
"plt.title(\"Распределение баллов по категориям\")\n",
|
||
"\n",
|
||
"# 2. Scatterplot (зависимость баллов от возраста)\n",
|
||
"plt.subplot(1, 2, 2)\n",
|
||
"sns.scatterplot(data=df, x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", \n",
|
||
" palette=\"Set2\", s=100)\n",
|
||
"plt.title(\"Баллы в зависимости от возраста\")\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "1ec8095a-edca-41bd-acf1-79ad53d71cab",
|
||
"metadata": {},
|
||
"source": [
|
||
"Построил histplot, scatterplot."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"id": "9631abbf-d3f0-411a-bec0-8f00db274e32",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 588.236x500 with 6 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Создаем DataFrame\n",
|
||
"data = {\n",
|
||
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
|
||
" \"Возраст\": [21, 22, 23, 24],\n",
|
||
" \"Баллы\": [89, 76, 95, 82]\n",
|
||
"}\n",
|
||
"df = pd.DataFrame(data)\n",
|
||
"df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"] # Добавляем категории\n",
|
||
"\n",
|
||
"# 1. Pairplot\n",
|
||
"sns.pairplot(df, hue=\"Категория\", palette=\"Set2\", height=2.5)\n",
|
||
"plt.suptitle(\"Pairplot: Анализ взаимосвязей\", y=1.02)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 2. Heatmap\n",
|
||
"plt.figure(figsize=(6, 4))\n",
|
||
"numeric_df = df.select_dtypes(include=['int64', 'float64']) # Фильтруем числовые данные\n",
|
||
"sns.heatmap(numeric_df.corr(), annot=True, cmap=\"coolwarm\", vmin=-1, vmax=1, center=0)\n",
|
||
"plt.title(\"Heatmap: Корреляция числовых признаков\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "670efc12-34b1-4a94-b8f3-59d0faf7cae2",
|
||
"metadata": {},
|
||
"source": [
|
||
"Добавил sns.pairplot(df), sns.heatmap(df.corr(), annot=True)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "840036a1-7e57-4213-8e16-a7ecfddf8090",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 97.00it/s]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from tqdm import tqdm\n",
|
||
"import time\n",
|
||
"\n",
|
||
"for i in tqdm(range(100)):\n",
|
||
" time.sleep(0.01) # Симуляция долгого процесса"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "594d9f26-fc04-4a17-a6a8-f7b462427b2c",
|
||
"metadata": {},
|
||
"source": [
|
||
"Прогресс-бар с tqdm (ничего не менял)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"id": "d7d8e34d-0884-4db1-8990-977a173f5fc0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Повышаем зарплату:\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:01<00:00, 4.97it/s]"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Результат:\n",
|
||
" Имя Зарплата Новая зарплата\n",
|
||
"0 Анна 50000 55000.0\n",
|
||
"1 Борис 65000 71500.0\n",
|
||
"2 Виктор 80000 88000.0\n",
|
||
"3 Галина 75000 82500.0\n",
|
||
"4 Дмитрий 90000 99000.0\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from tqdm import tqdm\n",
|
||
"import pandas as pd\n",
|
||
"import time\n",
|
||
"\n",
|
||
"# DataFrame\n",
|
||
"data = {\n",
|
||
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\"],\n",
|
||
" \"Зарплата\": [50000, 65000, 80000, 75000, 90000]\n",
|
||
"}\n",
|
||
"df = pd.DataFrame(data)\n",
|
||
"\n",
|
||
"#обработка с прогресс-баром\n",
|
||
"print(\"Повышаем зарплату:\")\n",
|
||
"for index, row in tqdm(df.iterrows(), total=len(df)):\n",
|
||
" # Задержка для наглядности\n",
|
||
" time.sleep(0.2)\n",
|
||
" \n",
|
||
" #повышаем зарплату на 10%\n",
|
||
" df.at[index, 'Новая зарплата'] = row['Зарплата'] * 1.1\n",
|
||
"\n",
|
||
"# Результат\n",
|
||
"print(\"\\nРезультат:\")\n",
|
||
"print(df)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "208f4634-2f65-4625-b9a2-345264b9d67f",
|
||
"metadata": {},
|
||
"source": [
|
||
"Использовал tqdm для обработки данных (tqdm(df.iterrows()))."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"id": "b8e09623-6467-435a-a591-a48361707ecf",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Прогресс: 100%|\u001b[32m██████████████████████████████\u001b[0m| 100/100 [00:01<00:00, 97.16it/s]\u001b[0m"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"✅ Завершено!\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from tqdm import tqdm\n",
|
||
"import time\n",
|
||
"\n",
|
||
"# Кастомизированный прогресс-бар\n",
|
||
"for i in tqdm(\n",
|
||
" range(100),\n",
|
||
" desc=\"Прогресс\", \n",
|
||
" bar_format=\"{l_bar}{bar:30}{r_bar}\", # Широкая полоса\n",
|
||
" colour=\"GREEN\", # Зеленый цвет\n",
|
||
" ncols=80, # Ширина\n",
|
||
"):\n",
|
||
" time.sleep(0.01) # Имитация работы\n",
|
||
"\n",
|
||
"print(\"\\n✅ Завершено!\") # Сообщение после выполнения"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6d15317d-80ac-4fe4-adf3-a635dbb35ce3",
|
||
"metadata": {},
|
||
"source": [
|
||
"Добавил кастомные стилизации (tqdm(range(100), desc='Загрузка'))."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"id": "b3dfa9bf-50bf-428c-8471-f49f281de3e9",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Информация о данных:\n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 1000 entries, 0 to 999\n",
|
||
"Data columns (total 16 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 student_id 1000 non-null object \n",
|
||
" 1 age 1000 non-null int64 \n",
|
||
" 2 gender 1000 non-null object \n",
|
||
" 3 study_hours_per_day 1000 non-null float64\n",
|
||
" 4 social_media_hours 1000 non-null float64\n",
|
||
" 5 netflix_hours 1000 non-null float64\n",
|
||
" 6 part_time_job 1000 non-null object \n",
|
||
" 7 attendance_percentage 1000 non-null float64\n",
|
||
" 8 sleep_hours 1000 non-null float64\n",
|
||
" 9 diet_quality 1000 non-null object \n",
|
||
" 10 exercise_frequency 1000 non-null int64 \n",
|
||
" 11 parental_education_level 909 non-null object \n",
|
||
" 12 internet_quality 1000 non-null object \n",
|
||
" 13 mental_health_rating 1000 non-null int64 \n",
|
||
" 14 extracurricular_participation 1000 non-null object \n",
|
||
" 15 exam_score 1000 non-null float64\n",
|
||
"dtypes: float64(6), int64(3), object(7)\n",
|
||
"memory usage: 125.1+ KB\n",
|
||
"\n",
|
||
"Описательная статистика:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x500 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"from tqdm import tqdm\n",
|
||
"\n",
|
||
"# Загрузка данных\n",
|
||
"df = pd.read_csv('student_habits_performance.csv')\n",
|
||
"\n",
|
||
"# Базовый анализ\n",
|
||
"print(\"Информация о данных:\")\n",
|
||
"df.info()\n",
|
||
"\n",
|
||
"print(\"\\nОписательная статистика:\")\n",
|
||
"df.describe()\n",
|
||
"\n",
|
||
"# Визуализация данных\n",
|
||
"plt.figure(figsize=(15, 5))\n",
|
||
"\n",
|
||
"# Гистограмма распределения оценок\n",
|
||
"plt.subplot(1, 3, 1)\n",
|
||
"sns.histplot(data=df, x='exam_score', bins=20, kde=True)\n",
|
||
"plt.title('Распределение оценок')\n",
|
||
"\n",
|
||
"# Точечный график зависимости оценок от часов учебы\n",
|
||
"plt.subplot(1, 3, 2)\n",
|
||
"sns.scatterplot(data=df, x='study_hours_per_day', y='exam_score', hue='gender', alpha=0.6)\n",
|
||
"plt.title('Оценки vs Часы учебы')\n",
|
||
"\n",
|
||
"# Боксплот оценок по полу\n",
|
||
"plt.subplot(1, 3, 3)\n",
|
||
"sns.boxplot(data=df, x='gender', y='exam_score')\n",
|
||
"plt.title('Распределение оценок по полу')\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "16e53bf8-d198-4ee8-a600-2262ed96aff5",
|
||
"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": "3.12.3"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|