Files
pyplot-health-analysis/4_line_skenario.ipynb
2025-03-04 12:43:26 +07:00

117 lines
82 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import matplotlib.dates as mdates\n",
"from datetime import datetime\n",
"\n",
"# Data\n",
"years = [2025, 2027, 2029, 2031, 2033, 2035]\n",
"dates = [datetime(year, 2, 12) for year in years]\n",
"ages = [65, 67, 69, 71, 73, 75]\n",
"\n",
"# Current trend data (red line)\n",
"current_trend = [51.2, 52.2, 53.3, 54.4, 55.5, 56.7]\n",
"\n",
"# Improved trend data (green line)\n",
"improved_trend = [51.2, 38.6, 28.6, 21, 15.4, 11.3]\n",
"\n",
"# Create figure and axis\n",
"fig, ax = plt.subplots(figsize=(12, 6))\n",
"\n",
"# Plot lines\n",
"current_line, = ax.plot(dates, current_trend, 'o-', color='#FF7B7B', linewidth=2, markersize=8)\n",
"improved_line, = ax.plot(dates, improved_trend, 'o-', color='#9ABE64', linewidth=2, markersize=8)\n",
"\n",
"# Plot the initial data point with cyan marker\n",
"ax.plot([dates[0]], [current_trend[0]], 'o', color='#59D8E6', markersize=10)\n",
"\n",
"# Add values to the lines\n",
"for i, (x, y) in enumerate(zip(dates, current_trend)):\n",
" ax.text(x, y+1, f\"{y}\", ha='center', va='bottom', color='#FF7B7B')\n",
"\n",
"for i, (x, y) in enumerate(zip(dates, improved_trend)):\n",
" ax.text(x, y-1.5, f\"{y}\", ha='center', va='top', color='#9ABE64')\n",
"\n",
"# Set x-axis format\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m'))\n",
"plt.xticks(dates)\n",
"\n",
"# Add a second x-axis for ages\n",
"ax2 = ax.twiny()\n",
"ax2.set_xlim(ax.get_xlim())\n",
"ax2.set_xticks(ax.get_xticks())\n",
"ax2.set_xticklabels(ages)\n",
"\n",
"# Set y-axis limits\n",
"ax.set_ylim(0, 75)\n",
"ax.set_yticks(range(0, 71, 10))\n",
"\n",
"# Add grid\n",
"ax.grid(axis='y', linestyle='-', alpha=0.3)\n",
"\n",
"# Add title\n",
"plt.suptitle('Risiko saat ini dan trend peningkatannya\\nCurrent and Improved Risk Trends', \n",
" fontsize=12, fontweight='bold', y=0.98, x=0.07, ha='left')\n",
"\n",
"# Add y-axis label\n",
"ax.set_ylabel('Risiko(%)\\nRisk(%)', color='gray')\n",
"\n",
"# Add legend\n",
"legend_elements = [\n",
" plt.Line2D([0], [0], marker='o', color='#FF7B7B', label='Tren saat ini\\nCurrent trend', markersize=8, linewidth=2),\n",
" plt.Line2D([0], [0], marker='o', color='#9ABE64', label='Tren yang diinginkan\\nImproved trend', markersize=8, linewidth=2),\n",
" plt.Line2D([0], [0], marker='o', color='#59D8E6', label='Poin data Anda\\nYour data points', markersize=8, linewidth=0)\n",
"]\n",
"\n",
"legend = fig.legend(handles=legend_elements, loc='upper right', ncol=3, \n",
" bbox_to_anchor=(0.99, 0.99), frameon=True)\n",
"\n",
"# Adjust layout\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(top=0.85)\n",
"\n",
"plt.show()"
]
}
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