223 lines
258 KiB
Plaintext
223 lines
258 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "64e62512-3707-4054-91b6-86439e33c7ca",
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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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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 11039 entries, 0 to 11038\n",
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"Data columns (total 4 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 Country 11039 non-null object \n",
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" 1 Country Code 11039 non-null object \n",
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" 2 Year 11039 non-null int64 \n",
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" 3 Inflation 11039 non-null float64\n",
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"dtypes: float64(1), int64(1), object(2)\n",
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"memory usage: 345.1+ KB\n",
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"None\n",
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" Year Inflation\n",
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"count 11039.000000 11039.000000\n",
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"mean 1997.128725 19.825504\n",
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"std 16.961565 288.054102\n",
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"min 1960.000000 -17.640424\n",
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"25% 1984.000000 2.409180\n",
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"50% 1999.000000 4.944324\n",
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"75% 2011.000000 9.702161\n",
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"max 2023.000000 23773.131774\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 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обработка стран: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 261.25it/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 matplotlib.pyplot as plt\n",
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"df = pd.read_csv(\"data.csv\")\n",
|
||
"print(df.info())\n",
|
||
"print(df.describe())\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\", \"Bahamas, The\"],\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\", \"Albania\", \"Armenia\", \"Azerbaijan\", \"Bosnia and Herzegovina\", \n",
|
||
" \"Cyprus\", \"Czechia\", \"Estonia\", \"Georgia\", \"Kazakhstan\", \"Kyrgyz Republic\", \"Moldova\", \n",
|
||
" \"Montenegro\", \"North Macedonia\", \"Russian Federation\", \"Serbia\", \"Tajikistan\", \"Turkmenistan\", \n",
|
||
" \"Ukraine\", \"Uzbekistan\"],\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.\", \"Brunei Darussalam\", \n",
|
||
" \"Cambodia\", \"Maldives\", \"Timor-Leste\", \"Afghanistan\"],\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\", \"Cote d'Ivoire\", \n",
|
||
" \"Burundi\", \"Rwanda\", \"Tanzania\", \"Lesotho\", \"Mauritius\", \"Swaziland\", \"Africa Eastern and Southern\", \n",
|
||
" \"Africa Western and Central\", \"Arab World\"],\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\", \"Antigua and Barbuda\", \"Aruba\", \"Barbados\", \"Dominica\", \n",
|
||
" \"Grenada\", \"Saint Lucia\", \"Saint Vincent and the Grenadines\", \"Curacao\"]\n",
|
||
"}\n",
|
||
"\n",
|
||
"def get_region(country):\n",
|
||
" for region, countries in region_mapping.items():\n",
|
||
" if country in countries:\n",
|
||
" return region\n",
|
||
" return \"Другие\"\n",
|
||
"\n",
|
||
"df[\"Region\"] = df[\"Country\"].apply(get_region)\n",
|
||
"\n",
|
||
"region_inflation = df.groupby(\"Region\")[\"Inflation\"].mean().reset_index()\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"plt.bar(region_inflation[\"Region\"], region_inflation[\"Inflation\"], color='skyblue')\n",
|
||
"plt.xlabel(\"Регион\")\n",
|
||
"plt.ylabel(\"Средний уровень инфляции (%)\")\n",
|
||
"plt.title(\"Средний уровень инфляции по регионам\")\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"top_countries = df[df[\"Year\"] == 2023].nlargest(5, \"Inflation\")[\"Country\"].tolist()\n",
|
||
"df_top = df[df[\"Country\"].isin(top_countries)]\n",
|
||
"\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"for country in tqdm(top_countries, desc=\"Обработка стран\"):\n",
|
||
" country_data = df_top[df_top[\"Country\"] == country]\n",
|
||
" plt.plot(country_data[\"Year\"], country_data[\"Inflation\"], label=country)\n",
|
||
"\n",
|
||
"plt.xlabel(\"Год\")\n",
|
||
"plt.ylabel(\"Уровень инфляции (%)\")\n",
|
||
"plt.title(\"Изменение инфляции в странах с самой высокой инфляцией (2023)\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"for region in df[\"Region\"].unique():\n",
|
||
" region_data = df[df[\"Region\"] == region]\n",
|
||
" plt.hist(region_data[\"Inflation\"], bins=30, alpha=0.5, label=region)\n",
|
||
"\n",
|
||
"plt.xlabel(\"Уровень инфляции (%)\")\n",
|
||
"plt.ylabel(\"Частота\")\n",
|
||
"plt.title(\"Распределение уровней инфляции по регионам\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"for region in df[\"Region\"].unique():\n",
|
||
" region_data = df[df[\"Region\"] == region]\n",
|
||
" yearly_avg = region_data.groupby(\"Year\")[\"Inflation\"].mean().reset_index()\n",
|
||
" plt.plot(yearly_avg[\"Year\"], yearly_avg[\"Inflation\"], label=region)\n",
|
||
"\n",
|
||
"plt.xlabel(\"Год\")\n",
|
||
"plt.ylabel(\"Средний уровень инфляции (%)\")\n",
|
||
"plt.title(\"Динамика средней инфляции по регионам\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "ce7d3279-527e-44e7-b0b7-5badf20707b2",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "bff1a08b-92e8-4d38-b474-6b5d123ee3df",
|
||
"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
|
||
}
|