{ "cells": [ { "cell_type": "markdown", "id": "fc5835a1-9133-42ad-b48d-7c2e649e9ffb", "metadata": {}, "source": [ "# Мой код 🤗" ] }, { "cell_type": "code", "execution_count": 54, "id": "b767266f-eda7-4d7b-8637-62805080f599", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello\n" ] } ], "source": [ "print('Hello')\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "a92658ca-5441-4fcc-81b8-ccc5613537b8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6\n" ] } ], "source": [ "print('6')\n" ] }, { "cell_type": "markdown", "id": "7db41d78-f3d9-4d28-a430-30772b7e46d2", "metadata": {}, "source": [ "# 3. Работа с pandas и numpy" ] }, { "cell_type": "markdown", "id": "3228bb10-4685-4d13-ac4d-0f56c2e96a60", "metadata": {}, "source": [ "## 🐼pandas: работа с таблицами " ] }, { "cell_type": "code", "execution_count": 3, "id": "626bc833-786e-4dff-b6b2-ad3b4574a088", "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 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" ] } ], "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": "markdown", "id": "7c932254-630e-42fe-9a60-438b36072728", "metadata": {}, "source": [ "### ● Помещаем df в последнюю строчку блока" ] }, { "cell_type": "code", "execution_count": 7, "id": "d82031ff-7116-46f8-b3f0-7d78a9ff042a", "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 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" ] }, { "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": 7, "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": "23004b5e-efaf-445b-a50c-da94c227905c", "metadata": {}, "source": [ "### ● Добавляем новый столбец с вычисляемыми значениями\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "a3e6826f-3f9b-48c0-a3a4-b4c54a71d99f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ИмяВозрастБаллыНовый столбец
0Анна218997.9
1Борис227683.6
2Виктор2395104.5
3Галина248290.2
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" ], "text/plain": [ " Имя Возраст Баллы Новый столбец\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" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n", "df" ] }, { "cell_type": "markdown", "id": "3102eafe-f473-49a7-9abd-b49e38490531", "metadata": {}, "source": [ "### ● Применяем .groupby() и .agg() для группировки данных (сгруппируем по имени)" ] }, { "cell_type": "code", "execution_count": 10, "id": "e566398e-476e-4cc2-888c-47c266c1dcc8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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БаллыВозраст
Имя
Анна8921
Борис7622
Виктор9523
Галина8224
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" ], "text/plain": [ " Баллы Возраст\n", "Имя \n", "Анна 89 21\n", "Борис 76 22\n", "Виктор 95 23\n", "Галина 82 24" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped_by_name = df.groupby(\"Имя\").agg({\"Баллы\": \"sum\", \"Возраст\": \"max\"})\n", "grouped_by_name\n" ] }, { "cell_type": "markdown", "id": "24e42167-e57c-4157-a859-42629ca915cf", "metadata": {}, "source": [ "### ● Фильтровать записи по условиям (например, возраст > 21)" ] }, { "cell_type": "code", "execution_count": 11, "id": "96887c9f-830f-4998-ae23-ecb6eaded26d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ИмяВозрастБаллы
1Борис2276
2Виктор2395
3Галина2482
\n", "
" ], "text/plain": [ " Имя Возраст Баллы\n", "1 Борис 22 76\n", "2 Виктор 23 95\n", "3 Галина 24 82" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filtered_df = df[df[\"Возраст\"] > 21]\n", "filtered_df" ] }, { "cell_type": "markdown", "id": "cb3fca93-493f-4c75-aeb5-6d22296b5a77", "metadata": {}, "source": [ "## 🤚numpy: массивы и вычисления" ] }, { "cell_type": "code", "execution_count": 12, "id": "83ff0aa1-98a0-47f8-977e-99d73fea535d", "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": "193c7416-d91e-42a0-b403-2c29bc36cec0", "metadata": {}, "source": [ "### ● Создать двумерный массив" ] }, { "cell_type": "code", "execution_count": 13, "id": "387ec7d0-a5cc-4195-afdf-df8ffcb92275", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Двумерный массив:\n", " [[1 2]\n", " [3 4]]\n" ] } ], "source": [ "import numpy as np\n", "\n", "arr2d = np.array([[1, 2], [3, 4]])\n", "print(\"Двумерный массив:\\n\", arr2d)\n" ] }, { "cell_type": "markdown", "id": "55ebdcf2-738f-4c21-86af-4b4afea0c932", "metadata": {}, "source": [ "### ● Использовать np.linspace()" ] }, { "cell_type": "code", "execution_count": 14, "id": "9ffe878f-559d-4850-98f7-e7cb76549acc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Линейно распределённые значения:\n", " [0. 0.11111111 0.22222222 0.33333333 0.44444444 0.55555556\n", " 0.66666667 0.77777778 0.88888889 1. ]\n" ] } ], "source": [ "lin_arr = np.linspace(0, 1, 10)\n", "print(\"Линейно распределённые значения:\\n\", lin_arr)" ] }, { "cell_type": "markdown", "id": "aa9634f1-7a30-4683-8da8-99d6707b16ff", "metadata": {}, "source": [ "### ● Использовать np.random.randn()" ] }, { "cell_type": "markdown", "id": "176d4b43-20fe-4add-bd26-231d7971a890", "metadata": {}, "source": [ "Функция randn генерирует массив из нормального распределения (среднее = 0, std = 1)" ] }, { "cell_type": "code", "execution_count": 15, "id": "61032755-2040-4b55-9ff8-1da36fa3f003", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Случайные значения (randn):\n", " [[-0.1001388 -0.15812652 -0.05202379 -0.36893876]\n", " [ 0.86988956 -1.1794463 -0.25824962 0.12713086]\n", " [-0.15371139 -0.10140388 0.3195062 -0.06943605]]\n" ] } ], "source": [ "rand_arr = np.random.randn(3, 4) \n", "print(\"Случайные значения (randn):\\n\", rand_arr)" ] }, { "cell_type": "markdown", "id": "c484bde1-0b2a-4148-8937-c51046e8d9f6", "metadata": {}, "source": [ "### ● Использовать np.dot()" ] }, { "cell_type": "markdown", "id": "1678b0bf-6dc2-4cb2-8d45-dbab32ffa801", "metadata": {}, "source": [ "Функция dot выполняет матричное произведение (или скалярное, в случае 1D массивов):" ] }, { "cell_type": "code", "execution_count": 16, "id": "519bc6cc-aeba-4096-8c8c-123fd6bc3841", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Результат np.dot():\n", " [[19 22]\n", " [43 50]]\n" ] } ], "source": [ "a = np.array([[1, 2], [3, 4]])\n", "b = np.array([[5, 6], [7, 8]])\n", "\n", "dot_product = np.dot(a, b)\n", "print(\"Результат np.dot():\\n\", dot_product)" ] }, { "cell_type": "markdown", "id": "4a4d5f73-73a0-4bd4-85d7-06762f7a7df0", "metadata": {}, "source": [ "# 4. Визуализация данных " ] }, { "cell_type": "markdown", "id": "405ef30d-2ad8-42b9-870a-9b30f468637a", "metadata": {}, "source": [ "## 📈 matplotlib: построение графиков" ] }, { "cell_type": "code", "execution_count": 17, "id": "c30c934a-7aa4-4c94-9bc0-a970b747e1ee", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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": "3f9e603b-4f1b-45f7-a794-1015d09c0dd1", "metadata": {}, "source": [ "### ● Изменить цвет графика (color='red')" ] }, { "cell_type": "code", "execution_count": 18, "id": "d6cf39fb-148a-4d43-bbf0-c276f0f92dfc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y, color='red', label='sin(x)')\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Синус красным цветом\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ce7a9a86-51f1-4a6f-bfc1-9718b7004c15", "metadata": {}, "source": [ "### ● Добавить несколько графиков" ] }, { "cell_type": "code", "execution_count": 19, "id": "77a5a616-cae8-4cad-828e-4b5259439a08", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, np.sin(x), label='sin(x)')\n", "plt.plot(x, np.cos(x), label='cos(x)', color='green')\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": "markdown", "id": "e6a77c75-963c-44fe-9f49-347c2a25c782", "metadata": {}, "source": [ "### ● Построить столбчатую диаграмму (bar)" ] }, { "cell_type": "code", "execution_count": 20, "id": "123cd7b8-11c1-4892-a6be-0e82727c3be6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = ['A', 'B', 'C']\n", "values = [10, 15, 7]\n", "\n", "plt.bar(labels, values, color='purple')\n", "plt.title(\"Пример bar-графика\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2a78ca7a-21cd-4ade-b96d-adfc8783df9b", "metadata": {}, "source": [ "### ● Построить диаграмму рассеяния (scatter)" ] }, { "cell_type": "code", "execution_count": 21, "id": "055b1978-6423-417a-80db-4f46dd23d184", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(x, np.sin(x), color='orange', label='Точки sin(x)')\n", "plt.title(\"scatter plot\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e6622946-69d1-4735-a8d8-a02f368d666b", "metadata": {}, "source": [ "### ● Гистограмма (hist)" ] }, { "cell_type": "code", "execution_count": 22, "id": "66a796d2-3909-4f58-92af-09fa11da1f31", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.random.randn(1000)\n", "\n", "plt.hist(data, bins=30, color='skyblue', edgecolor='black')\n", "plt.title(\"Гистограмма случайных значений\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ed1be61d-17b5-4c22-ab96-d5e524c99294", "metadata": {}, "source": [ "## seaborn: работа с графиками данных 📉" ] }, { "cell_type": "code", "execution_count": 23, "id": "254c5dd5-9daa-4c7f-ad86-0f0bab76a74b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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": "cd694416-c0f7-4a93-8c30-5be0d5c420ca", "metadata": {}, "source": [ "### ● Построить histplot" ] }, { "cell_type": "code", "execution_count": 24, "id": "7dc470cf-88b6-46c1-92dd-f82630c3ac59", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(df[\"Баллы\"], bins=10, kde=True)\n", "plt.title(\"Распределение баллов\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "327b52e2-e8f3-440b-9516-4bd85f169c10", "metadata": {}, "source": [ "### ● Построить scatterplot" ] }, { "cell_type": "code", "execution_count": 25, "id": "a5bfe4b2-a272-43e6-af13-b5e05ca89e1e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df)\n", "plt.title(\"Возраст vs Баллы\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e1fad266-c04b-4755-a44a-7f57ccadef2f", "metadata": {}, "source": [ "### ● Построить pairplot" ] }, { "cell_type": "code", "execution_count": 26, "id": "82a4eff3-c59a-4fce-ab1e-c0ba22308cf7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df, hue=\"Категория\")\n", "plt.suptitle(\"Парные графики\", y=1.02)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5625d980-77e1-4bee-8ff0-e000b46b14a9", "metadata": {}, "source": [ "### ● Построить heatmap корреляций" ] }, { "cell_type": "code", "execution_count": 27, "id": "32f3c55b-bfc1-4fbe-89ae-5127dd636c70", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr = df.corr(numeric_only=True)\n", "\n", "sns.heatmap(corr, annot=True, cmap=\"coolwarm\")\n", "plt.title(\"Корреляционная матрица\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "dea90536-fa93-4bd2-acc3-6e7ff680aa53", "metadata": {}, "source": [ "# 5. Прогресс-бар с tqdm 📎" ] }, { "cell_type": "code", "execution_count": 28, "id": "1fc186f9-7628-4a4b-af2a-c23f717c47d4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 94.58it/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": "e5269c08-6123-4694-ab93-6624938431b9", "metadata": {}, "source": [ "### ● Обработка данных с tqdm(df.iterrows())" ] }, { "cell_type": "code", "execution_count": 32, "id": "135e3a45-e5c3-48be-98da-8377e5b5afe1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Обработка строк: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4/4 [00:00<00:00, 4.93it/s]\n" ] } ], "source": [ "from tqdm import tqdm\n", "import pandas as pd\n", "import time\n", "\n", "# Пример df\n", "df = pd.DataFrame({\n", " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n", " \"Возраст\": [21, 22, 23, 24],\n", " \"Баллы\": [89, 76, 95, 82]\n", "})\n", "\n", "# tqdm при обработке строк\n", "for index, row in tqdm(df.iterrows(), total=len(df), desc=\"Обработка строк\"):\n", " time.sleep(0.2) " ] }, { "cell_type": "markdown", "id": "7635f521-dc04-4ed6-aaec-c39aafc64de1", "metadata": {}, "source": [ "### ● Кастомизация tqdm" ] }, { "cell_type": "code", "execution_count": 33, "id": "5dfb69d9-14cf-4e70-b1c9-e595ad9b6a46", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "🔄 Загрузка данных: 100%|>>>>>>>>>>>>>>>>>>>>>| 100/100 [00:01<00:00, 94.56it/s]\n" ] } ], "source": [ "for i in tqdm(range(100), desc='🔄 Загрузка данных', ncols=80, ascii=' >'):\n", " time.sleep(0.01)" ] }, { "cell_type": "markdown", "id": "b3a01be4-d5be-4976-a706-b5db6558d244", "metadata": {}, "source": [ "# 6. Самостоятельное задание 📝" ] }, { "cell_type": "markdown", "id": "d478b18c-3f67-48ef-852d-bfad10d8c9bf", "metadata": {}, "source": [ "## 1 Загрузка данных" ] }, { "cell_type": "code", "execution_count": 38, "id": "3177766d-93ac-4a37-aa10-42d9a5638d64", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " age operation_year axillary_nodes survival_status\n", "0 age year nodes status\n", "1 30 64 1 1\n", "2 30 62 3 1\n", "3 30 65 0 1\n", "4 31 59 2 1\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Загрузим данные\n", "df = pd.read_csv(r\"C:\\Users\\Настя\\Desktop\\lab\\haberman.csv\", header=None)\n", "\n", "# Добавим имена столбцов\n", "df.columns = [\"age\", \"operation_year\", \"axillary_nodes\", \"survival_status\"]\n", "\n", "# Выведем первые строки для проверки\n", "print(df.head())" ] }, { "cell_type": "markdown", "id": "fae95e78-6e20-4d73-8177-d2cbb7721443", "metadata": {}, "source": [ "## 2 Базовый анализ данных" ] }, { "cell_type": "code", "execution_count": 41, "id": "db53f4e6-abcb-4457-bd90-77b5e790c9d1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 307 entries, 0 to 306\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 age 307 non-null object\n", " 1 operation_year 307 non-null object\n", " 2 axillary_nodes 307 non-null object\n", " 3 survival_status 307 non-null object\n", "dtypes: object(4)\n", "memory usage: 9.7+ KB\n", "None\n", " age operation_year axillary_nodes survival_status\n", "count 307 307 307 307\n", "unique 50 13 32 3\n", "top 52 58 0 1\n", "freq 14 36 136 225\n", "age 0\n", "operation_year 0\n", "axillary_nodes 0\n", "survival_status 0\n", "dtype: int64\n" ] } ], "source": [ "# Общая информация о данных\n", "print(df.info())\n", "\n", "# Описательная статистика\n", "print(df.describe())\n", "\n", "# Проверка на пропуски\n", "print(df.isnull().sum())" ] }, { "cell_type": "markdown", "id": "050e127d-49c3-4025-b433-0a9ce8ca15b6", "metadata": {}, "source": [ "## 3 Графики" ] }, { "cell_type": "markdown", "id": "26a75dff-f99c-4649-9bc3-c2b04a4c8641", "metadata": {}, "source": [ "### ● Гистограмма (histplot)" ] }, { "cell_type": "code", "execution_count": 50, "id": "ef6a3481-4ca5-483c-96ed-64f3523963f3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(df['age'], kde=True, bins=20)\n", "plt.title('Распределение возраста пациентов')\n", "plt.xlabel('Возраст')\n", "plt.ylabel('Количество')\n", "plt.xticks(rotation=90) # Поворачиваем подписи по оси X\n", "plt.tight_layout() # Автоматическая подгонка, чтобы всё влезло\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a129f1f7-8e60-448f-bc64-05b060322f4d", "metadata": {}, "source": [ "### ● Диаграмма рассеяния (scatterplot)" ] }, { "cell_type": "code", "execution_count": 52, "id": "ca3c2767-5208-46f1-8e1c-116923bb87f6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x='age', y='axillary_nodes', hue='survival_status', data=df)\n", "plt.title('Возраст vs Поражённые лимфоузлы')\n", "plt.xlabel('Возраст')\n", "plt.ylabel('Количество лимфоузлов')\n", "plt.legend(title='Статус выживания')\n", "plt.xticks(rotation=90) # Повернуть подписи по оси X на 90 градусов\n", "plt.tight_layout() # Чтобы всё красиво влезло\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5d84e87f-01f8-47fd-8860-f86d1a45e39d", "metadata": {}, "source": [ "### ● Boxplot: распределение узлов по статусу выживания" ] }, { "cell_type": "code", "execution_count": 53, "id": "57db577c-c90e-4a73-a24d-0a89fd2d09f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='survival_status', y='axillary_nodes', data=df)\n", "plt.title('Распределение лимфоузлов по статусу выживания')\n", "plt.xlabel('Статус выживания (1=выжил, 2=умер)')\n", "plt.ylabel('Количество лимфоузлов')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "1005cb02-6793-4057-8ba3-28c0111dcd08", "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": "3.13.3" } }, "nbformat": 4, "nbformat_minor": 5 }