233 lines
186 KiB
Plaintext
233 lines
186 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "59192a17-c0ac-4199-9ff0-55ac29cf2d26",
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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 numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from tqdm import tqdm\n",
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"warnings.filterwarnings('ignore')\n",
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"\n",
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"# Загрузка данных\n",
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"df = pd.read_csv('https://datahub.io/core/population/_r/-/data/population.csv')"
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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": null,
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"id": "cadc1f43-af1a-4ceb-b1ae-a1f7464e7a7f",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Базовый анализ\n",
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"print(\"Первые 5 строк:\")\n",
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"print(df.head())\n",
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"\n",
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"print(\"\\nБазовая статистика:\")\n",
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"print(df.describe())\n",
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"\n",
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"print(\"\\nИнформация о данных:\")\n",
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"print(df.info())"
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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": 62,
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"id": "7c761f49-efa5-4c0a-a328-f57bc2e9be95",
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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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"Строим гистограмму...\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Подготовка гистограммы: 100%|██████████████████| 50/50 [00:00<00:00, 88.13it/s]\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 1. Histplot - распределение населения по годам\n",
|
||
"print(\"Строим гистограмму...\")\n",
|
||
"for i in tqdm(range(50), desc='Подготовка гистограммы'):\n",
|
||
" time.sleep(0.01)\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"sns.histplot(df[\"Value\"], kde=True)\n",
|
||
"plt.title(\"Распределение численности населения\")\n",
|
||
"plt.xlabel(\"Численность населения\")\n",
|
||
"plt.ylabel(\"Частота\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 61,
|
||
"id": "e8bf0153-8e6f-4dd6-9802-44f2aed96e39",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Строим точечный график...\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Подготовка scatterplot: 100%|██████████████████| 50/50 [00:00<00:00, 88.98it/s]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
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"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 2. Scatterplot - зависимость населения от года\n",
|
||
"print(\"\\nСтроим точечный график...\")\n",
|
||
"for i in tqdm(range(50), desc='Подготовка scatterplot'):\n",
|
||
" time.sleep(0.01)\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"sns.scatterplot(data=df, x=\"Year\", y=\"Value\")\n",
|
||
"plt.title(\"Зависимость численности населения от года\")\n",
|
||
"plt.xlabel(\"Год\")\n",
|
||
"plt.ylabel(\"Численность населения\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"id": "e9d1c743-28a1-4823-a2f2-0dd452ed988c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Строим boxplot...\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработка данных для boxplot: 100%|█████████| 100/100 [00:00<00:00, 158.52it/s]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 3. Boxplot - распределение населения по странам (ограничим количество стран для читаемости)\n",
|
||
"print(\"\\nСтроим boxplot...\")\n",
|
||
"for i in tqdm(range(100), desc='Обработка данных для boxplot'):\n",
|
||
" time.sleep(0.005)\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"\n",
|
||
"# Берем топ-10 стран по среднему населению для наглядности\n",
|
||
"top_countries = df.groupby('Country Name')['Value'].mean().nlargest(10).index\n",
|
||
"df_top = df[df['Country Name'].isin(top_countries)]\n",
|
||
"\n",
|
||
"sns.boxplot(data=df_top, x=\"Country Name\", y=\"Value\")\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.title(\"Распределение численности населения по странам (топ-10)\")\n",
|
||
"plt.xlabel(\"Категории стран\")\n",
|
||
"plt.ylabel(\"Численность населения\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "76c5c9ab-9beb-49de-86cf-f1e52d4f2788",
|
||
"metadata": {},
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "85a65351-ed6e-4393-98ae-a006a3d983c0",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "3560bf53-25b1-465c-acdc-2afe836dd928",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "e0bad9f0-3b62-4614-a10a-47c1e92a1ef9",
|
||
"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": "3.13.7"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|