721 lines
208 KiB
Plaintext
721 lines
208 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "135f3d22-550b-413f-8955-93a0ebf6e562",
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"metadata": {},
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"source": [
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"## Самостоятельное задание: анализ свободного датасета\n",
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"\n",
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"Для самостоятельного анализа выбран открытый датасет penguins.csv.\n",
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"Он содержит сведения о пингвинах: виде, острове обитания, длине и глубине клюва, длине ласт, массе тела и поле.\n",
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"Данные были загружены в pandas с помощью функции pd.read_csv(), после чего выполнен базовый анализ и построены графики."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "6ec4844e-a8c1-4203-b4d9-6814ef719e41",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import matplotlib.pyplot as plt\n",
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"from tqdm import tqdm\n",
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"import time\n",
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"\n",
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"pd.options.display.float_format = \"{:.2f}\".format"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "7ee1c419-82b5-47a1-9f5a-d05e4cd143b6",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Первые 5 строк датасета:\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
|
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Вид</th>\n",
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" <th>Остров</th>\n",
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" <th>Длина клюва, см</th>\n",
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" <th>Глубина клюва, см</th>\n",
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" <th>Длина ласт, см</th>\n",
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" <th>Масса тела, кг</th>\n",
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" <th>Пол</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Адели</td>\n",
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" <td>Торгерсен</td>\n",
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" <td>3.91</td>\n",
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" <td>1.87</td>\n",
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" <td>18.10</td>\n",
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" <td>3.75</td>\n",
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" <td>Самец</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Адели</td>\n",
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" <td>Торгерсен</td>\n",
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" <td>3.95</td>\n",
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" <td>1.74</td>\n",
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" <td>18.60</td>\n",
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" <td>3.80</td>\n",
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" <td>Самка</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Адели</td>\n",
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" <td>Торгерсен</td>\n",
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" <td>4.03</td>\n",
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" <td>1.80</td>\n",
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" <td>19.50</td>\n",
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" <td>3.25</td>\n",
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" <td>Самка</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>Адели</td>\n",
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" <td>Торгерсен</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Адели</td>\n",
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" <td>Торгерсен</td>\n",
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" <td>3.67</td>\n",
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" <td>1.93</td>\n",
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" <td>19.30</td>\n",
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" <td>3.45</td>\n",
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" <td>Самка</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Вид Остров Длина клюва, см Глубина клюва, см Длина ласт, см \\\n",
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"0 Адели Торгерсен 3.91 1.87 18.10 \n",
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"1 Адели Торгерсен 3.95 1.74 18.60 \n",
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"2 Адели Торгерсен 4.03 1.80 19.50 \n",
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"3 Адели Торгерсен NaN NaN NaN \n",
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"4 Адели Торгерсен 3.67 1.93 19.30 \n",
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"\n",
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" Масса тела, кг Пол \n",
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"0 3.75 Самец \n",
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"1 3.80 Самка \n",
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"2 3.25 Самка \n",
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"3 NaN NaN \n",
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"4 3.45 Самка "
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"# Загрузка открытого датасета\n",
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"url = \"https://raw.githubusercontent.com/mwaskom/seaborn-data/master/penguins.csv\"\n",
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"penguins = pd.read_csv(url)\n",
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"\n",
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"# Перевод категориальных значений на русский язык\n",
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"penguins[\"species\"] = penguins[\"species\"].replace({\n",
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" \"Adelie\": \"Адели\",\n",
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" \"Chinstrap\": \"Антарктический\",\n",
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" \"Gentoo\": \"Папуанский\"\n",
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"})\n",
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"\n",
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"penguins[\"island\"] = penguins[\"island\"].replace({\n",
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" \"Biscoe\": \"Биско\",\n",
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" \"Dream\": \"Дрим\",\n",
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" \"Torgersen\": \"Торгерсен\"\n",
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"})\n",
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"\n",
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"penguins[\"sex\"] = penguins[\"sex\"].str.lower()\n",
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"penguins[\"sex\"] = penguins[\"sex\"].replace({\n",
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" \"male\": \"Самец\",\n",
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" \"female\": \"Самка\"\n",
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"})\n",
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"\n",
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"# Перевод единиц измерения:\n",
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"# миллиметры -> сантиметры\n",
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"# граммы -> килограммы\n",
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"penguins[\"bill_length_mm\"] = penguins[\"bill_length_mm\"] / 10\n",
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"penguins[\"bill_depth_mm\"] = penguins[\"bill_depth_mm\"] / 10\n",
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"penguins[\"flipper_length_mm\"] = penguins[\"flipper_length_mm\"] / 10\n",
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"penguins[\"body_mass_g\"] = penguins[\"body_mass_g\"] / 1000\n",
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"\n",
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"# Переименование столбцов на русский язык\n",
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"penguins.columns = [\n",
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" \"Вид\",\n",
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" \"Остров\",\n",
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" \"Длина клюва, см\",\n",
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" \"Глубина клюва, см\",\n",
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" \"Длина ласт, см\",\n",
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" \"Масса тела, кг\",\n",
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" \"Пол\"\n",
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"]\n",
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"\n",
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"print(\"Первые 5 строк датасета:\")\n",
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"display(penguins.head())"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 16,
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||
"id": "04206d19-cbca-4337-89ee-3a4a37b13db8",
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||
"metadata": {},
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||
"outputs": [
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||
{
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||
"name": "stdout",
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"output_type": "stream",
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"text": [
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"Информация о датасете:\n",
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"<class 'pandas.DataFrame'>\n",
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"RangeIndex: 344 entries, 0 to 343\n",
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"Data columns (total 7 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 Вид 344 non-null str \n",
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" 1 Остров 344 non-null str \n",
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" 2 Длина клюва, см 342 non-null float64\n",
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" 3 Глубина клюва, см 342 non-null float64\n",
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" 4 Длина ласт, см 342 non-null float64\n",
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" 5 Масса тела, кг 342 non-null float64\n",
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" 6 Пол 333 non-null str \n",
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"dtypes: float64(4), str(3)\n",
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"memory usage: 18.9 KB\n",
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"Статистическое описание:\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Длина клюва, см</th>\n",
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" <th>Глубина клюва, см</th>\n",
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" <th>Длина ласт, см</th>\n",
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" <th>Масса тела, кг</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
|
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" <th>count</th>\n",
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" <td>342.00</td>\n",
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" <td>342.00</td>\n",
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" <td>342.00</td>\n",
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" <td>342.00</td>\n",
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" </tr>\n",
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||
" <tr>\n",
|
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" <th>mean</th>\n",
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" <td>4.39</td>\n",
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" <td>1.72</td>\n",
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" <td>20.09</td>\n",
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" <td>4.20</td>\n",
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" </tr>\n",
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||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>0.55</td>\n",
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" <td>0.20</td>\n",
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" <td>1.41</td>\n",
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" <td>0.80</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>min</th>\n",
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" <td>3.21</td>\n",
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" <td>1.31</td>\n",
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" <td>17.20</td>\n",
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" <td>2.70</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>25%</th>\n",
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" <td>3.92</td>\n",
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" <td>1.56</td>\n",
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" <td>19.00</td>\n",
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" <td>3.55</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>50%</th>\n",
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" <td>4.44</td>\n",
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" <td>1.73</td>\n",
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" <td>19.70</td>\n",
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" <td>4.05</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>75%</th>\n",
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" <td>4.85</td>\n",
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" <td>1.87</td>\n",
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" <td>21.30</td>\n",
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" <td>4.75</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>max</th>\n",
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" <td>5.96</td>\n",
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" <td>2.15</td>\n",
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" <td>23.10</td>\n",
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" <td>6.30</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Длина клюва, см Глубина клюва, см Длина ласт, см Масса тела, кг\n",
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||
"count 342.00 342.00 342.00 342.00\n",
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"mean 4.39 1.72 20.09 4.20\n",
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"std 0.55 0.20 1.41 0.80\n",
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"min 3.21 1.31 17.20 2.70\n",
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"25% 3.92 1.56 19.00 3.55\n",
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||
"50% 4.44 1.73 19.70 4.05\n",
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"75% 4.85 1.87 21.30 4.75\n",
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"max 5.96 2.15 23.10 6.30"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
|
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"Пропущенные значения:\n"
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]
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||
},
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{
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"data": {
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||
"text/plain": [
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||
"Вид 0\n",
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"Остров 0\n",
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"Длина клюва, см 2\n",
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"Глубина клюва, см 2\n",
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"Длина ласт, см 2\n",
|
||
"Масса тела, кг 2\n",
|
||
"Пол 11\n",
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||
"dtype: int64"
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||
]
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||
},
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"metadata": {},
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||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Базовый анализ данных\n",
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"print(\"Информация о датасете:\")\n",
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"penguins.info()\n",
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||
"\n",
|
||
"print(\"Статистическое описание:\")\n",
|
||
"display(penguins.describe().round(2))\n",
|
||
"\n",
|
||
"print(\"Пропущенные значения:\")\n",
|
||
"display(penguins.isnull().sum())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
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"id": "6a704337-339e-415c-b867-0bf0dbef4b2b",
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"metadata": {},
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"outputs": [
|
||
{
|
||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
|
||
"Датасет с новым столбцом:\n"
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]
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||
},
|
||
{
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"data": {
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|
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" <th></th>\n",
|
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" <th>Вид</th>\n",
|
||
" <th>Остров</th>\n",
|
||
" <th>Длина клюва, см</th>\n",
|
||
" <th>Глубина клюва, см</th>\n",
|
||
" <th>Длина ласт, см</th>\n",
|
||
" <th>Масса тела, кг</th>\n",
|
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|
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" <th>Условный размер</th>\n",
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" </thead>\n",
|
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" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Адели</td>\n",
|
||
" <td>Торгерсен</td>\n",
|
||
" <td>3.91</td>\n",
|
||
" <td>1.87</td>\n",
|
||
" <td>18.10</td>\n",
|
||
" <td>3.75</td>\n",
|
||
" <td>Самец</td>\n",
|
||
" <td>21.85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Адели</td>\n",
|
||
" <td>Торгерсен</td>\n",
|
||
" <td>3.95</td>\n",
|
||
" <td>1.74</td>\n",
|
||
" <td>18.60</td>\n",
|
||
" <td>3.80</td>\n",
|
||
" <td>Самка</td>\n",
|
||
" <td>22.40</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Адели</td>\n",
|
||
" <td>Торгерсен</td>\n",
|
||
" <td>4.03</td>\n",
|
||
" <td>1.80</td>\n",
|
||
" <td>19.50</td>\n",
|
||
" <td>3.25</td>\n",
|
||
" <td>Самка</td>\n",
|
||
" <td>22.75</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Адели</td>\n",
|
||
" <td>Торгерсен</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Адели</td>\n",
|
||
" <td>Торгерсен</td>\n",
|
||
" <td>3.67</td>\n",
|
||
" <td>1.93</td>\n",
|
||
" <td>19.30</td>\n",
|
||
" <td>3.45</td>\n",
|
||
" <td>Самка</td>\n",
|
||
" <td>22.75</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Вид Остров Длина клюва, см Глубина клюва, см Длина ласт, см \\\n",
|
||
"0 Адели Торгерсен 3.91 1.87 18.10 \n",
|
||
"1 Адели Торгерсен 3.95 1.74 18.60 \n",
|
||
"2 Адели Торгерсен 4.03 1.80 19.50 \n",
|
||
"3 Адели Торгерсен NaN NaN NaN \n",
|
||
"4 Адели Торгерсен 3.67 1.93 19.30 \n",
|
||
"\n",
|
||
" Масса тела, кг Пол Условный размер \n",
|
||
"0 3.75 Самец 21.85 \n",
|
||
"1 3.80 Самка 22.40 \n",
|
||
"2 3.25 Самка 22.75 \n",
|
||
"3 NaN NaN NaN \n",
|
||
"4 3.45 Самка 22.75 "
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Добавление нового столбца для отличия от примеров задания\n",
|
||
"penguins[\"Условный размер\"] = penguins[\"Длина ласт, см\"] + penguins[\"Масса тела, кг\"]\n",
|
||
"\n",
|
||
"print(\"Датасет с новым столбцом:\")\n",
|
||
"display(penguins.head())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "8487df09-48c8-465e-b4cd-1212da89952a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(8, 5))\n",
|
||
"sns.histplot(penguins[\"Масса тела, кг\"].dropna(), bins=15, kde=True, color=\"darkcyan\")\n",
|
||
"plt.title(\"Распределение массы тела пингвинов\")\n",
|
||
"plt.xlabel(\"Масса тела, кг\")\n",
|
||
"plt.ylabel(\"Количество\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "a2f8209d-8268-456f-97e1-51fffba47040",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(8, 5))\n",
|
||
"sns.scatterplot(\n",
|
||
" data=penguins,\n",
|
||
" x=\"Длина клюва, см\",\n",
|
||
" y=\"Масса тела, кг\",\n",
|
||
" hue=\"Вид\",\n",
|
||
" style=\"Пол\",\n",
|
||
" s=90\n",
|
||
")\n",
|
||
"plt.title(\"Связь длины клюва и массы тела\")\n",
|
||
"plt.xlabel(\"Длина клюва, см\")\n",
|
||
"plt.ylabel(\"Масса тела, кг\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "768bd539-4769-4aa5-839d-e98dcd6b68dd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(8, 5))\n",
|
||
"sns.boxplot(data=penguins, x=\"Остров\", y=\"Длина ласт, см\", hue=\"Остров\", legend=False)\n",
|
||
"plt.title(\"Распределение длины ласт по островам\")\n",
|
||
"plt.xlabel(\"Остров\")\n",
|
||
"plt.ylabel(\"Длина ласт, см\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "18cf8956-f195-4435-ac1f-452fc7c6f351",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Средняя масса тела по видам:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Вид\n",
|
||
"Адели 3.70\n",
|
||
"Антарктический 3.73\n",
|
||
"Папуанский 5.08\n",
|
||
"Name: Масса тела, кг, dtype: float64"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Средняя длина клюва по полу:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Пол\n",
|
||
"Самец 4.59\n",
|
||
"Самка 4.21\n",
|
||
"Name: Длина клюва, см, dtype: float64"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Средняя длина ласт по островам:\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Остров\n",
|
||
"Биско 20.97\n",
|
||
"Дрим 19.31\n",
|
||
"Торгерсен 19.12\n",
|
||
"Name: Длина ласт, см, dtype: float64"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"Средняя масса тела по видам:\")\n",
|
||
"display(penguins.groupby(\"Вид\")[\"Масса тела, кг\"].mean().round(2))\n",
|
||
"\n",
|
||
"print(\"Средняя длина клюва по полу:\")\n",
|
||
"display(penguins.groupby(\"Пол\")[\"Длина клюва, см\"].mean().round(2))\n",
|
||
"\n",
|
||
"print(\"Средняя длина ласт по островам:\")\n",
|
||
"display(penguins.groupby(\"Остров\")[\"Длина ласт, см\"].mean().round(2))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "d47424eb-aed6-404f-9d45-86d408e2a762",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработка данных о пингвинах: 100%|█████████████████████████████████████████████████| 344/344 [00:00<00:00, 670.71it/s]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Использование tqdm\n",
|
||
"for i in tqdm(range(len(penguins)), desc=\"Обработка данных о пингвинах\"):\n",
|
||
" time.sleep(0.001)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f962b6d8-8c44-4578-8a96-c4adf3cd7d98",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Вывод\n",
|
||
"\n",
|
||
"В ходе работы был проанализирован открытый датасет penguins.csv. \n",
|
||
"Данные были загружены в pandas с помощью функции pd.read_csv(), переведены на русский язык и приведены к сантиметрам и килограммам. \n",
|
||
"С помощью методов info() и describe() были изучены основные характеристики набора данных, а графики histplot, scatterplot и boxplot позволили наглядно показать распределение и взаимосвязи между признаками. \n",
|
||
"Дополнительно был создан новый столбец \"Условный размер\", что показывает изменение параметров по сравнению с примерами из задания."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "69dda023-e5b1-45da-861b-a8d67cfff90c",
|
||
"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": "3.14.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|