AIM-PIbd-31-Kozyrev-S-S/laba1.ipynb
2024-09-13 17:40:03 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Выгружаем данные при помощи Pandas из csv файла в количестве 10000 строк."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\"data/age.csv\", nrows=10000)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Смотрим количество и название столбцов таблицы"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 12359 entries, 0 to 9999\n",
"Data columns (total 10 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Id 12359 non-null object \n",
" 1 Name 12359 non-null object \n",
" 2 Short description 12354 non-null object \n",
" 3 Gender 12273 non-null object \n",
" 4 Country 12080 non-null object \n",
" 5 Occupation 12188 non-null object \n",
" 6 Birth year 12359 non-null int64 \n",
" 7 Death year 12358 non-null float64\n",
" 8 Manner of death 2486 non-null object \n",
" 9 Age of death 12358 non-null float64\n",
"dtypes: float64(2), int64(1), object(7)\n",
"memory usage: 1.0+ MB\n",
" count mean std min 25% 50% \\\n",
"Birth year 12359.0 1773.275993 298.845499 -2284.0 1787.0 1870.0 \n",
"Death year 12358.0 1840.944813 303.842150 -2200.0 1853.0 1938.0 \n",
"Age of death 12358.0 67.686519 17.137864 4.0 57.0 70.0 \n",
"\n",
" 75% max \n",
"Birth year 1905.0 1996.0 \n",
"Death year 1979.0 2021.0 \n",
"Age of death 80.0 107.0 \n"
]
}
],
"source": [
"print(df.describe().transpose())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Узнаем количество людей относящихся к той или иной стране"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['Country'] = df['Country'].str.split('; ')\n",
"df1 = df.explode('Country')\n",
"countrys = df1.groupby(\"Country\").size().reset_index(name=\"Count\") # type: ignore\n",
"country_counts_sorted = countrys.sort_values(by='Count', ascending=False)\n",
"top_countries = country_counts_sorted.head(50)\n",
"\n",
"top_countries.plot.bar(x='Country', y='Count', color=['green'])\n",
"plt.title('Top Countries by count of people')\n",
"plt.xlabel('Country')\n",
"plt.ylabel('Number of People')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Длительность жизни по полу"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dfgender = df[df['Gender'].isin(['Male', 'Female'])]\n",
"dfgender.boxplot(column='Age of death', by='Gender')\n",
"plt.title('Lifespan by Gender')\n",
"plt.suptitle('') # Убираем автоматический заголовок\n",
"plt.xlabel('Gender')\n",
"plt.ylabel('Lifespan')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Количество людей родившихся в тот или иной год"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: ylabel='Frequency'>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib.pyplot import xlim\n",
"\n",
"\n",
"df.plot.hist(column=[\"Birth year\"], xlim=(1900, 2000), bins=4000)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}