AIM-PIbd-31-Anisin-R-S/lab_1/lab1.ipynb
2024-09-28 01:09:41 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Начало лабораторной работы\n",
"Выгрузка данных из csv-файла в датафрейм"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['HeartDisease', 'BMI', 'Smoking', 'AlcoholDrinking', 'Stroke',\n",
" 'PhysicalHealth', 'MentalHealth', 'DiffWalking', 'Sex', 'AgeCategory',\n",
" 'Race', 'Diabetic', 'PhysicalActivity', 'GenHealth', 'SleepTime',\n",
" 'Asthma', 'KidneyDisease', 'SkinCancer'],\n",
" dtype='object')\n"
]
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"data = pd.read_csv(\".//static//csv//heart_2020_cleaned.csv\")\n",
"print(data.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Диаграмма №1 (Круговая)\n",
"Данная диаграмма отображает распределение сердечных заболеваний в выборке. Видно, что значительное большинство людей не имеют сердечных заболеваний, что позволяет сделать вывод о том, что сердечные заболевания встречаются реже в общей популяции."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6, 6))\n",
"heart_disease_counts = data['HeartDisease'].value_counts()\n",
"plt.pie(heart_disease_counts, labels=heart_disease_counts.index, autopct='%1.1f%%', colors=['lightcoral', 'skyblue'], startangle=140)\n",
"plt.title('Распределение сердечных заболеваний')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Диаграмма №2 (Столбчатая диаграмма)\n",
"Данная диаграмма показывает средние значения индекса массы тела (ИМТ) для людей с и без сердечного заболевания. Мы видим, что у людей с сердечным заболеванием средний ИМТ выше, что позволяет сделать вывод о том, что избыточный вес может способствовать риску возникновения сердечных приступов."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bmi_with_disease = data[data['HeartDisease'] == 'Yes']['BMI']\n",
"bmi_without_disease = data[data['HeartDisease'] == 'No']['BMI']\n",
"\n",
"mean_bmi_with_disease = bmi_with_disease.mean()\n",
"mean_bmi_without_disease = bmi_without_disease.mean()\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.bar(['С сердечным заболеванием', 'Без сердечного заболевания'], \n",
" [mean_bmi_with_disease, mean_bmi_without_disease], \n",
" color=['lightblue', 'brown'])\n",
"plt.title('Средний ИМТ в зависимости от наличия сердечного заболевания')\n",
"plt.ylabel('ИМТ')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Диаграмма №3 (Линейный график)\n",
"Данная диаграмма отображает процент курящих в зависимости от возраста и наличия сердечного заболевания, что позволяет сделать вывод о том, что у курящий людей выше риск развития сердечных заболеваний."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"age_categories = ['18-24', '25-29', '30-34', '35-39', '40-44', '45-49', '50-54', '55-59', '60-64', '65-69', '70-74', '75-79', '80+']\n",
"\n",
"data['AgeCategory'] = pd.Categorical(data['AgeCategory'], categories=age_categories, ordered=True)\n",
"\n",
"smoking_by_age_with_disease = data[data['HeartDisease'] == 'Yes'].groupby('AgeCategory', observed=False)['Smoking'].value_counts(normalize=True).unstack()['Yes'] * 100\n",
"smoking_by_age_without_disease = data[data['HeartDisease'] == 'No'].groupby('AgeCategory', observed=False)['Smoking'].value_counts(normalize=True).unstack()['Yes'] * 100\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(age_categories, smoking_by_age_with_disease, marker='o', label='С сердечным заболеванием', color='red')\n",
"plt.plot(age_categories, smoking_by_age_without_disease, marker='o', label='Без сердечного заболевания', color='blue')\n",
"\n",
"plt.title('Процент курящих в зависимости от возраста и наличия сердечного заболевания')\n",
"plt.xlabel('Возрастная группа')\n",
"plt.ylabel('Процент курящих (%)')\n",
"plt.xticks(rotation=45)\n",
"plt.legend()\n",
"plt.grid(True)\n",
"\n",
"plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{x:.0f}%'))\n",
"\n",
"plt.show()\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "aimvenv",
"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
}