AIM-PIbd-31-Kryukov-A-I/lab_1/lab1.ipynb
2024-09-21 11:49:52 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Начало лабораторной работы\n",
"Тут я вывожу все заголовки из моих данных"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['Id', 'Name', 'Short description', 'Gender', 'Country', 'Occupation',\n",
" 'Birth year', 'Death year', 'Manner of death', 'Age of death'],\n",
" dtype='object')\n"
]
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\".//static//csv//csvLab1.csv\", sep =',')\n",
"print(df.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# В какой промежуток времени родилось больше всего выдающихся людей"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"birth_years = df['Birth year'].dropna()\n",
"\n",
"\n",
"bins = range(int(birth_years.min()), int(birth_years.max()) + 20, 20)\n",
"labels = [f'{i}-{i+19}' for i in bins[:-1]]\n",
"\n",
"\n",
"birth_year_groups = pd.cut(birth_years, bins=bins, labels=labels, right=False)\n",
"\n",
"\n",
"group_counts = birth_year_groups.value_counts().sort_index()\n",
"\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"group_counts.plot(kind='bar', edgecolor='black')\n",
"\n",
"\n",
"plt.title('Number of Famous People Born in different datas', fontsize=14)\n",
"plt.xlabel('Birth Year Interval', fontsize=12)\n",
"plt.ylabel('Number of People', fontsize=12)\n",
"plt.xticks(rotation=45)\n",
"\n",
"plt.xlim(left= 190)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"на данной гистограмме отображено столбцами сколько выдающихся людей родилось в тот или иной промежуток времени (интервал 20 лет)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Во сколько лет умирали люди"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"age_of_death = df['Age of death'].dropna()\n",
"\n",
"plt.figure(figsize=(20, 6))\n",
"plt.hist(age_of_death, bins=60, edgecolor='black')\n",
"\n",
"plt.title('Distribution of Age of Death', fontsize=14)\n",
"plt.xlabel('Age of Death', fontsize=12)\n",
"plt.ylabel('Number of People', fontsize=12)\n",
"plt.xticks(ticks=range(int(age_of_death.min()), int(age_of_death.max()) + 5, 5))\n",
"plt.xlim(0,120)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"на данной гистограмме отображены возраста, в которых люди чаще всег покидали наш мир и отправлялись в лучшее место"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Круговая диаграмма гендера\n",
"Круговая диаграмма гендера, которая по выборке из 1000 персон покажет сколько процентов мужчин и сколько женщин"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gender_counts = df['Gender'].value_counts()\n",
"\n",
"\n",
"df_subset = df.head(1000)\n",
"\n",
"# Подсчет количества записей по каждому гендеру\n",
"gender_counts = df_subset['Gender'].value_counts()\n",
"\n",
"# Построение круговой диаграммы\n",
"plt.figure(figsize=(8, 8))\n",
"plt.pie(gender_counts, labels=gender_counts.index, autopct='%1.1f%%', startangle=140, colors=['#66b3ff','#ff9999'])\n",
"plt.title('Распределение по гендеру (первые 1000 записей)')\n",
"plt.axis('equal') # Чтобы круговая диаграмма была кругом\n",
"\n",
"# Отображение диаграммы\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Данная круговая диаграмма показывает процент мужчин и женщин среди выдающихся людей по выборке из 1000 человек (там еще че-то написано , но мы такое осуждаем !!!!!!!!!!!)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "MIiLabs",
"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
}