jupyter/week2_task.ipynb
2025-03-21 10:05:19 +03:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 14,
"id": "9d2a1553-0d4a-4bce-8dca-0e095874ef04",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 16930 entries, 0 to 16929\n",
"Data columns (total 4 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Country Name 16930 non-null object \n",
" 1 Country Code 16930 non-null object \n",
" 2 Year 16930 non-null int64 \n",
" 3 Value 16930 non-null float64\n",
"dtypes: float64(1), int64(1), object(2)\n",
"memory usage: 529.2+ KB\n",
"None\n",
" Year Value\n",
"count 16930.000000 1.693000e+04\n",
"mean 1991.530124 2.166063e+08\n",
"std 18.472387 7.115083e+08\n",
"min 1960.000000 2.715000e+03\n",
"25% 1976.000000 1.009540e+06\n",
"50% 1992.000000 6.748606e+06\n",
"75% 2008.000000 4.678519e+07\n",
"max 2023.000000 8.061876e+09\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка стран: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 153.32it/s]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from tqdm import tqdm\n",
"import time\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# Загрузка данных с прогресс-баром\n",
"df = pd.read_csv(\"population.csv\")\n",
"# Базовый анализ данных\n",
"print(df.info())\n",
"print(df.describe())\n",
"\n",
"# Определение регионов на основе существующих данных (например, по колонке \"Country Name\")\n",
"\n",
"region_mapping = {\n",
"\"Северная Америка\": [\"United States\", \"Canada\", \"Mexico\", \"Belize\", \"Costa Rica\", \"Cuba\", \"Dominican Republic\", \n",
" \"El Salvador\", \"Guatemala\", \"Honduras\", \"Jamaica\", \"Nicaragua\", \"Panama\", \"Puerto Rico\", \n",
" \"Trinidad and Tobago\", \"Bermuda\", \"Greenland\", \"Saint Pierre and Miquelon\", \"Bahamas\"],\n",
"\"Eвропа\": [\"Germany\", \"France\", \"United Kingdom\", \"Italy\", \"Spain\", \"Netherlands\", \"Belgium\", \"Sweden\", \n",
" \"Switzerland\", \"Poland\", \"Austria\", \"Norway\", \"Denmark\", \"Finland\", \"Ireland\", \"Portugal\", \n",
" \"Greece\", \"Czech Republic\", \"Hungary\", \"Slovakia\", \"Ukraine\", \"Romania\", \"Bulgaria\", \"Serbia\", \n",
" \"Croatia\", \"Slovenia\", \"Lithuania\", \"Latvia\", \"Estonia\", \"Luxembourg\", \"Iceland\", \"Malta\", \n",
" \"Andorra\", \"Belarus\", \"Monaco\", \"Liechtenstein\", \"Kosovo\", \"Faroe Islands\", \"Isle of Man\", \n",
" \"Gibraltar\", \"Channel Islands\"],\n",
"\"Азия\": [\"China\", \"India\", \"Japan\", \"South Korea\", \"Indonesia\", \"Vietnam\", \"Turkey\", \"Iran\", \"Thailand\", \n",
" \"Saudi Arabia\", \"Pakistan\", \"Malaysia\", \"Philippines\", \"United Arab Emirates\", \"Bangladesh\", \"Iraq\", \n",
" \"Kuwait\", \"Kazakhstan\", \"Uzbekistan\", \"Qatar\", \"Sri Lanka\", \"Oman\", \"Azerbaijan\", \"Lebanon\", \n",
" \"Jordan\", \"Myanmar\", \"Turkmenistan\", \"Bahrain\", \"Yemen\", \"Armenia\", \"Georgia\", \"Kyrgyzstan\", \n",
" \"Tajikistan\", \"Mongolia\", \"Nepal\", \"Bhutan\", \"Lao PDR\", \"Korea, Dem. People's Rep.\"],\n",
"\"Африка\": [\"Nigeria\", \"South Africa\", \"Egypt\", \"Kenya\", \"Ethiopia\", \"Algeria\", \"Morocco\", \"Angola\", \"Ghana\", \n",
" \"Sudan\", \"Tunisia\", \"Cameroon\", \"Zimbabwe\", \"Senegal\", \"Zambia\", \"Uganda\", \"Mozambique\", \n",
" \"Botswana\", \"Namibia\", \"Madagascar\", \"Mali\", \"Niger\", \"Chad\", \"Burkina Faso\", \"Malawi\", \n",
" \"Cabo Verde\", \"Sao Tome and Principe\", \"Gambia\", \"Liberia\", \"Eritrea\", \"Djibouti\", \"Comoros\", \n",
" \"Equatorial Guinea\", \"Central African Republic\", \"Benin\", \"Guinea\", \"Togo\", \"Mauritania\", \n",
" \"Sierra Leone\", \"Seychelles\", \"Somalia\", \"Congo, Dem. Rep.\", \"Congo, Rep.\", \"Gabon\"],\n",
"\"Южная Америка\": [\"Brazil\", \"Argentina\", \"Colombia\", \"Chile\", \"Peru\", \"Venezuela\", \"Ecuador\", \"Bolivia\", \n",
" \"Paraguay\", \"Uruguay\", \"Guyana\", \"Suriname\"],\n",
"\"Океания\": [\"Australia\", \"New Zealand\", \"Fiji\", \"Papua New Guinea\", \"Solomon Islands\", \"Vanuatu\", \"Samoa\", \n",
" \"Tonga\", \"French Polynesia\", \"New Caledonia\", \"Micronesia, Fed. Sts.\", \"Cook Islands\", \"Niue\", \n",
" \"Tokelau\", \"Pacific island small states\"]\n",
"}\n",
"\n",
"def get_region(country):\n",
" for region, countries in region_mapping.items():\n",
" if country in countries:\n",
" return region\n",
"\n",
"df[\"Region\"] = df[\"Country Name\"].apply(get_region)\n",
"\n",
"# График популяции по регионам\n",
"region_population = df[df[\"Year\"] == 2023].groupby(\"Region\")[\"Value\"].sum().reset_index()\n",
"plt.figure(figsize=(12, 6))\n",
"plt.bar(region_population[\"Region\"], region_population[\"Value\"], color='skyblue')\n",
"plt.xlabel(\"Регион\")\n",
"plt.ylabel(\"Численность населения\")\n",
"plt.title(\"Популяция по регионам (2023)\")\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n",
"\n",
"top_countries = df[df[\"Year\"] == 2023].nlargest(5, \"Value\")[\"Country Name\"].tolist()\n",
"df_top = df[df[\"Country Name\"].isin(top_countries)]\n",
"\n",
"# График изменения населения во времени\n",
"plt.figure(figsize=(12, 6))\n",
"for country in tqdm(top_countries, desc=\"Обработка стран\"):\n",
" country_data = df_top[df_top[\"Country Name\"] == country]\n",
" plt.plot(country_data[\"Year\"], country_data[\"Value\"], label=country)\n",
"\n",
"plt.xlabel(\"Год\")\n",
"plt.ylabel(\"Население\")\n",
"plt.title(\"Изменение населения топ-5 стран за 1960-2023\")\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"# График средней численности населения по регионам за весь период\n",
"region_avg_population = df.groupby(\"Region\")[\"Value\"].mean().reset_index()\n",
"plt.figure(figsize=(12, 6))\n",
"plt.bar(region_avg_population[\"Region\"], region_avg_population[\"Value\"], color='lightcoral')\n",
"plt.xlabel(\"Регион\")\n",
"plt.ylabel(\"Средняя численность населения\")\n",
"plt.title(\"Средняя численность населения по регионам\")\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n",
"\n",
"# График распределения роста населения по регионам\n",
"region_population_growth = df.groupby(\"Region\")[\"Value\"].pct_change().groupby(df[\"Region\"]).mean().reset_index()\n",
"plt.figure(figsize=(12, 6))\n",
"plt.bar(region_population_growth[\"Region\"], region_population_growth[\"Value\"] * 100, color='green')\n",
"plt.xlabel(\"Регион\")\n",
"plt.ylabel(\"Средний рост населения (%)\")\n",
"plt.title(\"Средний процентный рост населения по регионам\")\n",
"plt.xticks(rotation=45)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8cf05a84-cab4-423c-9fa1-e92b482a6d18",
"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": "3.13.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}