Files
pyplot-health-analysis/3_pie_suggested_lifestyle.ipynb
2025-03-04 12:43:26 +07:00

138 lines
118 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib.patches import Rectangle\n",
"\n",
"# Data for the pie chart\n",
"labels = ['Tekanan Darah Sistolik', 'Berat Badan', 'Tekanan Darah Diastolik']\n",
"en_labels = ['Systolic Blood Pressure', 'Weight', 'Diastolic Blood Pressure']\n",
"values = [66.8, 18.9, 14.2]\n",
"colors = ['#F77F7F', '#FFB84C', '#5ECCC4'] # Red, Orange, Teal\n",
"\n",
"# Data for the table\n",
"current_readings = [132, 70, 88]\n",
"target_values = ['< 130', '41,6-51,5', '< 85']\n",
"units = ['mmHg', 'kg', 'mmHg']\n",
"\n",
"# Create figure with subplots\n",
"fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 10), \n",
" gridspec_kw={'height_ratios': [1, 0.8]})\n",
"plt.subplots_adjust(hspace=0.3)\n",
"\n",
"# Pie Chart\n",
"wedges, texts, autotexts = ax1.pie(values, colors=colors, autopct='', \n",
" startangle=90, wedgeprops={'edgecolor': 'white', 'linewidth': 1})\n",
"\n",
"# Title\n",
"ax1.set_title('Kontributor Risiko Relatif\\nRelative Risk Contributors', fontsize=16, fontweight='bold', pad=20)\n",
"\n",
"# Add custom labels outside the pie\n",
"for i, p in enumerate(wedges):\n",
" ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
" ang_rad = ang * np.pi / 180\n",
" x = 1.05 * np.cos(ang_rad)\n",
" y = 1.05 * np.sin(ang_rad)\n",
" \n",
" # Alignment based on angle\n",
" horizontalalignment = 'left' if x > 0 else 'right'\n",
" \n",
" # Create the label text with percentage and name\n",
" label = f\"{values[i]}% {labels[i]}\"\n",
" \n",
" # Add the label\n",
" ax1.annotate(label, xy=(x, y), xytext=(1*x, 1*y),\n",
" horizontalalignment=horizontalalignment, fontsize=12)\n",
"\n",
"# Equal aspect ratio ensures the pie chart is circular\n",
"ax1.set_aspect('equal')\n",
"ax1.axis('off')\n",
"\n",
"# Table\n",
"# Hide axes for the table subplot\n",
"ax2.axis('off')\n",
"\n",
"# Create table headers\n",
"col_labels = ['Kontributor Risiko\\nRisk Contributor', 'Bacaan saat ini\\nCurrent reading', \n",
" 'Nilai Target\\nTarget value', 'Satuan\\nUnits']\n",
"table_data = []\n",
"\n",
"# Prepare colored boxes for the legend\n",
"for i, (label, en_label, value, target, unit) in enumerate(zip(labels, en_labels, current_readings, target_values, units)):\n",
" color_box = f'\\n{label}\\n{en_label}'\n",
" table_data.append([color_box, value, target, unit])\n",
"\n",
"# Create table\n",
"table = ax2.table(cellText=table_data, colLabels=col_labels, loc='center',\n",
" cellLoc='center', colWidths=[0.4, 0.2, 0.2, 0.2])\n",
"\n",
"# Format table\n",
"table.auto_set_font_size(False)\n",
"table.set_fontsize(10)\n",
"table.scale(1, 2.15)\n",
"\n",
"# Add color boxes to the first column of each data row\n",
"for i in range(len(table_data)):\n",
" cell = table[i+1, 0] # +1 because header is row 0\n",
" cell.get_text().set_color('black')\n",
" cell.set_facecolor(colors[i])\n",
" cell.set_text_props(weight='bold')\n",
"\n",
"# Add horizontal lines\n",
"for i in range(len(table_data)+1):\n",
" for j in range(len(col_labels)):\n",
" table[i, j].set_edgecolor('black')\n",
"\n",
"# Add risk information at the bottom\n",
"risk_text = 'Risiko Hipertensi dalam 4 Tahun\\nHypertension Risk in 4 Years'\n",
"current_risk = '51,2 %'\n",
"target_risk = '8,3 %'\n",
"\n",
"ax2.text(0.00, 0.1, risk_text, transform=ax2.transAxes, \n",
" color='red', fontsize=12, fontweight='bold')\n",
"ax2.text(0.45, 0.15, current_risk, transform=ax2.transAxes, \n",
" color='red', fontsize=12, fontweight='bold')\n",
"ax2.text(0.68, 0.15, target_risk, transform=ax2.transAxes, \n",
" color='black', fontsize=12)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "ai-inacbg",
"language": "python",
"name": "ai-inacbg"
}
},
"nbformat": 4,
"nbformat_minor": 2
}