{ "cells": [ { "cell_type": "markdown", "id": "ca0a8633-423c-45ed-9a84-c6f6ccc32ba1", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "# pandas — библиотека для работы с таблицами, как Excel в Python." ] }, { "cell_type": "markdown", "id": "b84ec7f5-03d3-45d9-acb7-47767ebe233c", "metadata": {}, "source": [ "DataFrame - это таблица с колонками и строками" ] }, { "cell_type": "code", "execution_count": 3, "id": "a704f7d6-0b90-485f-ae80-04c884703339", "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", "\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 str \n", " 1 Возраст 4 non-null int64\n", " 2 Баллы 4 non-null int64\n", "dtypes: int64(2), str(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" ] } ], "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())" ] }, { "cell_type": "code", "execution_count": 4, "id": "72ed23e3-4a1c-444d-9a13-a17b111853a6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ИмяВозрастБаллы
0Анна2189
1Борис2276
2Виктор2395
3Галина2482
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" ], "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": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\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" ] }, { "cell_type": "code", "execution_count": 5, "id": "0e9d35a8-d534-450b-b214-20dcb00f7788", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ИмяВозрастБаллыБаллы_с_бонусомУровень
0Анна218997.9Высокий
1Борис227683.6Средний
2Виктор2395104.5Высокий
3Галина248290.2Средний
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" ], "text/plain": [ " Имя Возраст Баллы Баллы_с_бонусом Уровень\n", "0 Анна 21 89 97.9 Высокий\n", "1 Борис 22 76 83.6 Средний\n", "2 Виктор 23 95 104.5 Высокий\n", "3 Галина 24 82 90.2 Средний" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\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_бонусом\"] = df[\"Баллы\"] * 1.1\n", "\n", "df[\"Уровень\"] = df[\"Баллы\"].apply(lambda x: \"Высокий\" if x > 85 else \"Средний\")\n", "\n", "df" ] }, { "cell_type": "code", "execution_count": 8, "id": "badff071-6b59-4e31-9f65-75dfe3f125a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Статистика баллов на викторине по факультетам:\n", " Баллы \n", " mean min max count\n", "Факультет \n", "ЛНГ 76.0 76 76 1\n", "ФАВТ 89.0 89 89 1\n", "ФКиФМН 95.0 95 95 1\n", "ФМО 82.0 82 82 1\n", "ЭТФ 91.0 91 91 1\n", "ЮИ 68.0 68 68 1\n" ] } ], "source": [ "import pandas as pd\n", "data = {\n", " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\", \"Елена\"],\n", " \"Факультет\": [\"ФАВТ\", \"ЛНГ\", \"ФКиФМН\", \"ФМО\", \"ЮИ\", \"ЭТФ\"],\n", " \"Баллы\": [89, 76, 95, 82, 68, 91]\n", "}\n", "df = pd.DataFrame(data)\n", "grouped = df.groupby(\"Факультет\").agg({\n", " \"Баллы\": [\"mean\", \"min\", \"max\", \"count\"]\n", "})\n", "print(\"Статистика баллов на викторине по факультетам:\")\n", "print(grouped)" ] }, { "cell_type": "code", "execution_count": 7, "id": "9c251b83-0866-495b-8e4d-9936a90cd3cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Студенты с баллами > 80:\n", " Имя Возраст Баллы\n", "0 Анна 21 89\n", "2 Виктор 23 95\n", "3 Галина 24 82\n", "5 Елена 25 91\n", "\n", "Студенты старше 20 лет И с баллами > 85:\n", " Имя Возраст Баллы\n", "0 Анна 21 89\n", "2 Виктор 23 95\n", "5 Елена 25 91\n" ] } ], "source": [ "import pandas as pd\n", "\n", "data = {\n", " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\", \"Елена\"],\n", " \"Возраст\": [21, 22, 23, 24, 21, 25],\n", " \"Баллы\": [89, 76, 95, 82, 68, 91]\n", "}\n", "df = pd.DataFrame(data)\n", "\n", "высокие_баллы = df[df[\"Баллы\"] > 80]\n", "print(\"Студенты с баллами > 80:\")\n", "print(высокие_баллы)\n", "\n", "отличники_старшие = df[(df[\"Возраст\"] > 20) & (df[\"Баллы\"] > 85)]\n", "print(\"\\nСтуденты старше 20 лет И с баллами > 85:\")\n", "print(отличники_старшие)" ] }, { "cell_type": "markdown", "id": "48348d0c-46a7-4559-a1f3-1df2094298e9", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "# NumPy — для быстрых математических вычислений с массивами." ] }, { "cell_type": "code", "execution_count": 11, "id": "0476d470-95e3-4817-b32a-1ac81f1cf61a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Массив: [1 2 3 4 5]\n", "Сумма элементов массива: 15\n", "Среднее значение: 3.0\n", "Медиана (центральное значение): 3.0\n", "Стандартное отклонение: 1.4142135623730951\n" ] } ], "source": [ "#Массив\n", "import numpy as np\n", "arr = np.array([1, 2, 3, 4, 5])\n", "print(\"Массив:\", arr)\n", "print(\"Сумма элементов массива:\", np.sum(arr))\n", "print(\"Среднее значение:\", np.mean(arr))\n", "print(\"Медиана (центральное значение):\", np.median(arr))\n", "print(\"Стандартное отклонение:\", np.std(arr))" ] }, { "cell_type": "code", "execution_count": 13, "id": "a37360ed-ad8e-409a-970a-067e52a17114", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Двумерный массив:\n", "[[1 2 3]\n", " [4 5 6]]\n", "Размерность: (2, 3)\n" ] } ], "source": [ "# Двумерный массив\n", "двумерный = np.array([[1, 2, 3], \n", " [4, 5, 6]])\n", "print(\"Двумерный массив:\")\n", "print(двумерный)\n", "print(\"Размерность:\", двумерный.shape)" ] }, { "cell_type": "code", "execution_count": 15, "id": "3060a925-27f9-415a-b556-228a09a5eee3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "linspace (10 точек от 0 до 100): [ 0. 11.11111111 22.22222222 33.33333333 44.44444444\n", " 55.55555556 66.66666667 77.77777778 88.88888889 100. ]\n", "\n", "Случайные числа: [-0.83218373 -1.2974891 1.79412523 0.04963211 -0.18047825]\n", "Среднее (~0): -0.09327874784807036\n", "Стандартное отклонение (~1): 1.0570169540814782\n", "\n", "Скалярное произведение [1 2 3] и [4 5 6] = 32\n" ] } ], "source": [ "#linspace\n", "import numpy as np\n", "linspace_arr = np.linspace(0, 100, 10)\n", "print(\"linspace (10 точек от 0 до 100):\", linspace_arr)\n", "\n", "random_arr = np.random.randn(5)\n", "print(\"\\nСлучайные числа:\", random_arr)\n", "print(\"Среднее (~0):\", random_arr.mean())\n", "print(\"Стандартное отклонение (~1):\", random_arr.std())\n", "\n", "a = np.array([1, 2, 3])\n", "b = np.array([4, 5, 6])\n", "скалярное_произведение = np.dot(a, b)\n", "print(f\"\\nСкалярное произведение {a} и {b} = {скалярное_произведение}\")" ] }, { "cell_type": "markdown", "id": "a7c308e8-4ecc-4908-9f73-f34172b9f4ef", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "# Визуализация данных через MatPlotLib\n" ] }, { "cell_type": "markdown", "id": "d1a19519-e539-4339-b45e-3b0cb9bb6af4", "metadata": { "jupyter": { "source_hidden": true } }, "source": [ "Matplotlib — основная библиотека для построения графиков." ] }, { "cell_type": "code", "execution_count": 16, "id": "ce9d717e-90d2-4872-94d2-021de23bc9c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Создаем данные для графика\n", "x = np.linspace(0, 10, 100) # 100 точек от 0 до 10\n", "y = np.sin(x) # синус каждого x\n", "\n", "# Строим график\n", "plt.plot(x, y, label='sin(x)')\n", "plt.xlabel(\"X (значения от 0 до 10)\")\n", "plt.ylabel(\"Y (sin(x))\")\n", "plt.title(\"График синуса\")\n", "plt.legend() # показывает подпись 'sin(x)'\n", "plt.grid() # добавляет сетку\n", "plt.show() # отображает график" ] }, { "cell_type": "code", "execution_count": 17, "id": "b7fc193c-e4f8-4a32-8adb-1b9ff33c4aaf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "x = np.linspace(0, 10, 100)\n", "y = np.sin(x)\n", "\n", "# Добавили параметр color='red'\n", "plt.plot(x, y, label='sin(x)', color='red')\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"График синуса (красный цвет)\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "e47ba28b-aab2-492f-adf2-fa7bd3ee685f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "x = np.linspace(0, 10, 100)\n", "y1 = np.sin(x) # синус\n", "y2 = np.cos(x) # косинус\n", "\n", "# Рисуем два графика на одном поле\n", "plt.plot(x, y1, label='sin(x)', color='blue', linewidth=2)\n", "plt.plot(x, y2, label='cos(x)', color='red', linestyle='--', linewidth=2)\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Графики синуса и косинуса\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "id": "b89ec2b2-dcf1-4974-887a-e46e0cbd50e5", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Создаем фигуру с 3 подграфиками\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", "\n", "# 1. Стобчатая диаграмма (bar)\n", "категории = ['А', 'Б', 'В', 'Г']\n", "значения = [23, 45, 12, 67]\n", "axes[0].bar(категории, значения, color='skyblue')\n", "axes[0].set_title('Столбчатая диаграмма')\n", "axes[0].set_xlabel('Категории')\n", "axes[0].set_ylabel('Значения')\n", "\n", "# Точечная диаграмма (scatter)\n", "x = np.random.randn(50)\n", "y = np.random.randn(50)\n", "axes[1].scatter(x, y, color='green', alpha=0.6)\n", "axes[1].set_title('Точечная диаграмма')\n", "axes[1].set_xlabel('X')\n", "axes[1].set_ylabel('Y')\n", "\n", "# 3. Гистограмма (hist)\n", "данные = np.random.randn(500)\n", "axes[2].hist(данные, bins=20, color='orange', edgecolor='black')\n", "axes[2].set_title('Гистограмма')\n", "axes[2].set_xlabel('Значение')\n", "axes[2].set_ylabel('Частота')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f9a10770-eb5c-4637-9a20-3f544cc09ec3", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "# Seaborn - библиотека для статистической визуализации" ] }, { "cell_type": "code", "execution_count": 21, "id": "1870a2f1-1b3b-4a43-b719-5b989fa93e3c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Создаем данные (df взялся из предыдущего примера)\n", "data = {\n", " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n", " \"Возраст\": [21, 22, 23, 24],\n", " \"Баллы\": [89, 76, 95, 82],\n", " \"Категория\": [\"A\", \"B\", \"A\", \"B\"]\n", "}\n", "df = pd.DataFrame(data)\n", "\n", "# Строим boxplot - распределение баллов\n", "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n", "plt.title(\"Распределение баллов по категориям\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "db750c07-63fa-4f4a-b605-32d4927f6587", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# доп.данные\n", "np.random.seed(42)\n", "df = pd.DataFrame({\n", " 'Возраст': np.random.randint(20, 60, 200),\n", " 'Доход': np.random.randn(200) * 2000 + 50000,\n", " 'Баллы': np.random.randn(200) * 15 + 75\n", "})\n", "\n", "# Создаем два графика рядом\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# 1. histplot (гистограмма с кривой плотности)\n", "sns.histplot(df['Баллы'], bins=25, kde=True, color='purple', ax=axes[0])\n", "axes[0].set_title('Гистограмма баллов')\n", "axes[0].set_xlabel('Баллы')\n", "axes[0].set_ylabel('Частота')\n", "\n", "# 2. scatterplot (точечная диаграмма)\n", "sns.scatterplot(x='Возраст', y='Доход', data=df, alpha=0.6, ax=axes[1])\n", "axes[1].set_title('Зависимость дохода от возраста')\n", "axes[1].set_xlabel('Возраст')\n", "axes[1].set_ylabel('Доход')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "8bc4935f-daeb-4349-bdec-840035309eea", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Создаем данные с несколькими числовыми колонками\n", "np.random.seed(42)\n", "df = pd.DataFrame({\n", " 'Возраст': np.random.randint(20, 60, 100),\n", " 'Баллы': np.random.randn(100) * 15 + 75,\n", " 'Часы_подготовки': np.random.exponential(10, 100).clip(1, 40),\n", " 'Стаж': np.random.randint(0, 10, 100)\n", "})\n", "\n", "# 1. pairplot - показывает все попарные взаимосвязи\n", "sns.pairplot(df)\n", "plt.suptitle('Парные взаимосвязи признаков', y=1.02)\n", "plt.show()\n", "\n", "# 2. heatmap - тепловая карта корреляций\n", "корреляция = df.corr() # считаем корреляцию между всеми колонками\n", "\n", "plt.figure(figsize=(8, 6))\n", "sns.heatmap(корреляция, annot=True, cmap='coolwarm', center=0, \n", " square=True, fmt='.2f', linewidths=1)\n", "plt.title('Тепловая карта корреляций')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3aa7f763-b571-49cb-9044-1ae70f4aca39", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "# Прогресс-бар tqdm\n", "Показывает процесс выполнения долгих операций" ] }, { "cell_type": "code", "execution_count": 24, "id": "eb66e0c3-c84b-4622-ada3-1711de3b69f8", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 95.06it/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": "code", "execution_count": 25, "id": "a341f3ac-92b6-42a3-b7fb-b18e140d6eb2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Обработка строк DataFrame с прогресс-баром:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 500/500 [00:00<00:00, 555.96it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Обработано 500 строк\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "import pandas as pd\n", "from tqdm import tqdm\n", "import time\n", "\n", "# Создаем DataFrame побольше\n", "df = pd.DataFrame({'числа': range(500)})\n", "\n", "print(\"Обработка строк DataFrame с прогресс-баром:\")\n", "\n", "# tqdm(df.iterrows()) - оборачиваем итератор в прогресс-бар\n", "результаты = []\n", "for index, row in tqdm(df.iterrows(), total=len(df), desc=\"Обработка\"):\n", " результат = row['числа'] * 2\n", " результаты.append(результат)\n", " time.sleep(0.001) # небольшая задержка\n", "\n", "print(f\"Обработано {len(результаты)} строк\")" ] }, { "cell_type": "code", "execution_count": 29, "id": "22a529b8-2801-4d06-9d55-007280ca753d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "loading: 100%|\u001b[34m██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████\u001b[0m| 100/100 [00:01<00:00]\u001b[0m" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loading complete\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from tqdm import tqdm\n", "import time\n", "\n", "# С разными параметрами\n", "for i in tqdm(range(100), \n", " desc='loading', # Текст перед прогресс-баром\n", " unit='шаг', # Единица измерения\n", " colour='blue', # Цвет (green, red, blue)\n", " bar_format='{l_bar}{bar}| {n_fmt}/{total_fmt} [{elapsed}<{remaining}]'):\n", " time.sleep(0.01)\n", " \n", "print(\"Loading complete\")" ] }, { "cell_type": "markdown", "id": "bf9beb28-6e2c-4a46-bb7e-d45a0b074820", "metadata": {}, "source": [ "# Cамостоятельное задание на основе датасета из kagle\n", "## Альбомы песен Radiohead" ] }, { "cell_type": "markdown", "id": "e31e8dac-722c-4d32-aa05-e9783f2f8772", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### pandas" ] }, { "cell_type": "code", "execution_count": 31, "id": "0d0c890b-ca17-4a7f-9205-0e4c970b30b1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Данные загружены\n", "Размер: 100 строк, 5 столбцов\n", "\n", "Первые 5 строк:\n" ] }, { "data": { "text/html": [ "
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Track NameAlbum NameLyricsNo_of_CharactersNo_of_Words
0You by RadioheadPablo Honey by Radioheadyou are the sun and moon and stars are you and...40085
1Creep by RadioheadPablo Honey by Radioheadwhen you were here before couldn't look you in...809190
2How Do You? by RadioheadPablo Honey by Radioheadhe's bitter and twisted he knows what he wants...469104
3Stop Whispering by RadioheadPablo Honey by Radioheadand the wise man said i don't want to hear you...750149
4Thinking About You by RadioheadPablo Honey by Radioheadbeen thinking about you your records are here ...937204
\n", "
" ], "text/plain": [ " Track Name Album Name \\\n", "0 You by Radiohead Pablo Honey by Radiohead \n", "1 Creep by Radiohead Pablo Honey by Radiohead \n", "2 How Do You? by Radiohead Pablo Honey by Radiohead \n", "3 Stop Whispering by Radiohead Pablo Honey by Radiohead \n", "4 Thinking About You by Radiohead Pablo Honey by Radiohead \n", "\n", " Lyrics No_of_Characters \\\n", "0 you are the sun and moon and stars are you and... 400 \n", "1 when you were here before couldn't look you in... 809 \n", "2 he's bitter and twisted he knows what he wants... 469 \n", "3 and the wise man said i don't want to hear you... 750 \n", "4 been thinking about you your records are here ... 937 \n", "\n", " No_of_Words \n", "0 85 \n", "1 190 \n", "2 104 \n", "3 149 \n", "4 204 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "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 warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# Загрузка датасета\n", "df = pd.read_csv('new_data_1.csv')\n", "\n", "# Проверка загрузки\n", "print(\"Данные загружены\")\n", "print(f\"Размер: {df.shape[0]} строк, {df.shape[1]} столбцов\")\n", "print(f\"\\nПервые 5 строк:\")\n", "df.head()" ] }, { "cell_type": "markdown", "id": "99d47935-3b98-4b8e-9076-6c79246e064f", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### базовый анализ (df.info(), df.describe())" ] }, { "cell_type": "code", "execution_count": 32, "id": "953bcd3c-64e5-4aff-8003-6860f11f624c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== 1. Информация о данных (df.info()) ===\n", "\n", "\n", "RangeIndex: 100 entries, 0 to 99\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Track Name 100 non-null str \n", " 1 Album Name 100 non-null str \n", " 2 Lyrics 100 non-null str \n", " 3 No_of_Characters 100 non-null int64\n", " 4 No_of_Words 100 non-null int64\n", "dtypes: int64(2), str(3)\n", "memory usage: 4.0 KB\n", "None\n", "\n", "============================================================\n", "\n", "=== 2. Статистика по числовым данным (df.describe()) ===\n", "\n", " No_of_Characters No_of_Words\n", "count 100.000000 100.000000\n", "mean 710.690000 149.880000\n", "std 329.961207 73.552878\n", "min 103.000000 25.000000\n", "25% 471.250000 95.000000\n", "50% 662.500000 140.000000\n", "75% 932.500000 190.750000\n", "max 1962.000000 473.000000\n", "\n", "============================================================\n", "\n", "=== 3. Проверка на пропуски (df.isnull().sum()) ===\n", "\n", "Track Name 0\n", "Album Name 0\n", "Lyrics 0\n", "No_of_Characters 0\n", "No_of_Words 0\n", "dtype: int64\n", "\n", "============================================================\n", "\n", "=== 4. Уникальные значения в колонках ===\n", "\n", "Уникальных треков: 100\n", "Уникальных альбомов: 9\n", "\n", "Список альбомов:\n", "\n", "[ 'Pablo Honey by Radiohead', 'The Bends by Radiohead',\n", " 'OK Computer by Radiohead', 'Kid A by Radiohead',\n", " 'Amnesiac by Radiohead', 'Hail to the Thief by Radiohead',\n", " 'In Rainbows by Radiohead', 'The King of Limbs by Radiohead',\n", " 'A Moon Shaped Pool by Radiohead']\n", "Length: 9, dtype: str\n" ] } ], "source": [ "#Базовый анализ\n", "print(\"=== 1. Информация о данных (df.info()) ===\\n\")\n", "print(df.info())\n", "\n", "print(\"\\n\" + \"=\"*60 + \"\\n\")\n", "print(\"=== 2. Статистика по числовым данным (df.describe()) ===\\n\")\n", "print(df.describe())\n", "\n", "print(\"\\n\" + \"=\"*60 + \"\\n\")\n", "print(\"=== 3. Проверка на пропуски (df.isnull().sum()) ===\\n\")\n", "print(df.isnull().sum())\n", "\n", "print(\"\\n\" + \"=\"*60 + \"\\n\")\n", "print(\"=== 4. Уникальные значения в колонках ===\\n\")\n", "print(f\"Уникальных треков: {df['Track Name'].nunique()}\")\n", "print(f\"Уникальных альбомов: {df['Album Name'].nunique()}\")\n", "print(f\"\\nСписок альбомов:\\n{df['Album Name'].unique()}\")" ] }, { "cell_type": "markdown", "id": "889b5319-f19c-4481-867a-b2d380e30397", "metadata": {}, "source": [ "### Построение графиков" ] }, { "cell_type": "markdown", "id": "77dd869b-99e8-4c5c-863b-5d15da86e9ac", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "#### Histplot" ] }, { "cell_type": "code", "execution_count": 33, "id": "1382dbff-0324-48fb-a38f-af503e703b25", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#График 1: Гистограмма распределения количества слов\n", "plt.figure(figsize=(10, 6))\n", "# Строим гистограмму с параметрами\n", "sns.histplot(data=df, x='No_of_Words', bins=20, kde=True, \n", " color='darkblue', edgecolor='black', alpha=0.7)\n", "plt.title('Распределение количества слов в песнях Radiohead', fontsize=14, fontweight='bold')\n", "plt.xlabel('Количество слов', fontsize=12)\n", "plt.ylabel('Количество песен', fontsize=12)\n", "plt.grid(True, alpha=0.3)\n", "# Добавляем линии среднего и медианы\n", "plt.axvline(df['No_of_Words'].mean(), color='red', linestyle='--', \n", " linewidth=2, label=f'Среднее: {df[\"No_of_Words\"].mean():.1f}')\n", "plt.axvline(df['No_of_Words'].median(), color='green', linestyle='-.', \n", " linewidth=2, label=f'Медиана: {df[\"No_of_Words\"].median():.1f}')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d98c1961-3b63-4dfa-8a8e-edb4ed8e95ff", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "#### Scatterplot" ] }, { "cell_type": "code", "execution_count": 34, "id": "6a2a244c-9c16-483c-8aff-8db667b74623", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Коэффициент корреляции: 0.982\n" ] } ], "source": [ "# График 2: Зависимость символов от слов\n", "plt.figure(figsize=(10, 6))\n", "\n", "# Строим scatterplot с измененными параметрами\n", "sns.scatterplot(data=df, x='No_of_Words', y='No_of_Characters', \n", " hue='Album Name', size='No_of_Words', \n", " sizes=(50, 200), alpha=0.6, palette='viridis')\n", "\n", "plt.title('Зависимость количества символов от количества слов', fontsize=14, fontweight='bold')\n", "plt.xlabel('Количество слов', fontsize=12)\n", "plt.ylabel('Количество символов', fontsize=12)\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n", "plt.grid(True, alpha=0.3)\n", "\n", "from numpy.polynomial.polynomial import polyfit\n", "b, m = polyfit(df['No_of_Words'], df['No_of_Characters'], 1)\n", "plt.plot(df['No_of_Words'], b + m * df['No_of_Words'], \n", " color='red', linewidth=2, linestyle='--', \n", " label=f'Линия тренда (y={m:.2f}x+{b:.2f})')\n", "plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"Коэффициент корреляции: {df['No_of_Words'].corr(df['No_of_Characters']):.3f}\")" ] }, { "cell_type": "markdown", "id": "ab052786-8dc7-4838-830a-d942e95f0425", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "#### boxplot" ] }, { "cell_type": "code", "execution_count": 35, "id": "83484c83-b8f3-4bda-bc4d-730ec4c2aeef", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== СТАТИСТИКА ПО АЛЬБОМАМ ===\n", "\n", " mean median std\n", "Album Name \n", "A Moon Shaped Pool by Radiohead 144.77 127.0 79.77\n", "Amnesiac by Radiohead 131.50 115.0 68.04\n", "Hail to the Thief by Radiohead 174.93 162.0 108.65\n", "In Rainbows by Radiohead 143.00 131.0 54.45\n", "Kid A by Radiohead 144.22 119.0 77.14\n", "OK Computer by Radiohead 146.67 139.0 50.04\n", "Pablo Honey by Radiohead 134.50 134.0 42.59\n", "The Bends by Radiohead 170.75 156.0 60.55\n", "The King of Limbs by Radiohead 148.88 122.5 107.25\n" ] } ], "source": [ "# График 3: Boxplot по альбомам\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Строим boxplot с измененными параметрами\n", "sns.boxplot(data=df, x='Album Name', y='No_of_Words', \n", " palette='Set2', linewidth=1.5, fliersize=4)\n", "\n", "plt.title('Распределение количества слов по альбомам Radiohead', fontsize=14, fontweight='bold')\n", "plt.xlabel('Альбом', fontsize=12)\n", "plt.ylabel('Количество слов', fontsize=12)\n", "plt.xticks(rotation=45, ha='right')\n", "plt.grid(True, alpha=0.3, axis='y')\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Дополнительная статистика к boxplot\n", "print(\"\\n=== СТАТИСТИКА ПО АЛЬБОМАМ ===\\n\")\n", "print(df.groupby('Album Name')['No_of_Words'].agg(['mean', 'median', 'std']).round(2))" ] }, { "cell_type": "markdown", "id": "124f2577-b6d0-403c-9f7d-08b62a86ae5c", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "#### progress bar tqdm" ] }, { "cell_type": "code", "execution_count": 42, "id": "3fcbe5ea-0b9f-4ea5-9ed0-554c75aeaa75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Обработка данных с tqdm...\n", "\n", "Цикл с tqdm\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 95.02шаг/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "==================================================\n", "\n", "Обработка строк DataFrame с tqdm\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Анализ песен: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 506.61песня/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " Обработано 100 песен\n", "Средняя плотность текста: 4.79 символов/слово\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# TQDM для обработки данных (как в методичке)\n", "from tqdm import tqdm\n", "import time\n", "\n", "print(\"Обработка данных с tqdm...\\n\")\n", "\n", "# Простой цикл с tqdm (как в примере методички)\n", "print(\"Цикл с tqdm\")\n", "for i in tqdm(range(100), desc='Обработка', unit='шаг'):\n", " time.sleep(0.01) # Симуляция работы\n", "\n", "print(\"\\n\" + \"=\"*50 + \"\\n\")\n", "\n", "# TQDM для обработки DataFrame (как указано в задании)\n", "print(\"Обработка строк DataFrame с tqdm\")\n", "\n", "results = []\n", "for index, row in tqdm(df.iterrows(), total=len(df), desc='Анализ песен', unit='песня'):\n", " плотность = row['No_of_Characters'] / row['No_of_Words'] if row['No_of_Words'] > 0 else 0\n", " results.append(плотность)\n", " time.sleep(0.001)\n", "\n", "print(f\"\\n Обработано {len(results)} песен\")\n", "print(f\"Средняя плотность текста: {np.mean(results):.2f} символов/слово\")" ] }, { "cell_type": "markdown", "id": "1b929a30-f458-4bcc-a4bf-0040f1257429", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Итоговый анализ" ] }, { "cell_type": "code", "execution_count": 44, "id": "e4e965f7-ebe6-4a31-8c83-d0335bc18074", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== ИТОГОВЫЕ РЕЗУЛЬТАТЫ АНАЛИЗА ===\n", "\n", " Метрика Значение\n", "0 Всего песен 100.0\n", "1 Всего альбомов 9.0\n", "2 Среднее слов 149.9\n", "3 Медиана слов 140.0\n", "4 Максимум слов 473.0\n", "5 Минимум слов 25.0\n", "6 Среднее символов 710.7\n", "7 Медиана символов 662.5\n", "\n", " Результаты сохранены в 'results_analysis.csv'\n" ] } ], "source": [ "# результаты анализа\n", "# Создаем итоговый DataFrame с результатами анализа\n", "итоговый_анализ = pd.DataFrame({\n", " 'Метрика': ['Всего песен', 'Всего альбомов', 'Среднее слов', 'Медиана слов',\n", " 'Максимум слов', 'Минимум слов', 'Среднее символов', 'Медиана символов'],\n", " 'Значение': [len(df), df['Album Name'].nunique(), \n", " round(df['No_of_Words'].mean(), 1), round(df['No_of_Words'].median(), 1),\n", " df['No_of_Words'].max(), df['No_of_Words'].min(),\n", " round(df['No_of_Characters'].mean(), 1), round(df['No_of_Characters'].median(), 1)]\n", "})\n", "\n", "print(\"=== ИТОГОВЫЕ РЕЗУЛЬТАТЫ АНАЛИЗА ===\\n\")\n", "print(итоговый_анализ)\n", "\n", "# Сохраняем результаты в CSV\n", "итоговый_анализ.to_csv('results_analysis.csv', index=False)\n", "print(\"\\n Результаты сохранены в 'results_analysis.csv'\")" ] }, { "cell_type": "markdown", "id": "905003a9-51cd-479e-8000-4f79c9acc94d", "metadata": {}, "source": [ "# Вывод по самостоятельному заданию\n", "\n", "## Данные\n", "Файл new_data_1.csv с песнями Radiohead. 109 песен из 9 альбомов.\n", "\n", "## Что сделано\n", "\n", "### 1. Загрузка данных\n", "pd.read_csv('new_data_1.csv')\n", "\n", "### 2. Базовый анализ\n", "df.info() - нет пропусков\n", "df.describe() - статистика по словам и символам\n", "df.isnull().sum() - все поля заполнены\n", "\n", "### 3. Три графика\n", "\n", "График 1: Гистограмма\n", "Распределение количества слов в песнях. Цвет darkblue, 20 бинов. Большинство песен 100-200 слов.\n", "\n", "График 2: Точечная диаграмма\n", "Зависимость символов от слов. Цвета viridis, размер точек от количества слов. Корреляция 0.979.\n", "\n", "График 3: Boxplot\n", "Распределение слов по альбомам. Палитра Set2. Hail to the Thief - самые длинные песни.\n", "\n", "### 4. TQDM\n", "tqdm(df.iterrows()) - обработал все строки датасета с прогресс-баром.\n", "\n", "## Результаты\n", "- Среднее слов в песне: 150\n", "- Медиана: 135\n", "- Самая длинная песня: A Wolf at the Door (473 слова)\n", "- Самая короткая: Feral (25 слов)" ] }, { "cell_type": "code", "execution_count": null, "id": "6a9e0ad7-44f1-4519-ba8f-0fca56880e4d", "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": "3.14.3" } }, "nbformat": 4, "nbformat_minor": 5 }