From 2568e991e283327af93b5a8e07b67b31268df03e Mon Sep 17 00:00:00 2001 From: bolade Date: Tue, 21 Oct 2025 12:42:16 +0100 Subject: [PATCH] Implement code changes to enhance functionality and improve performance --- graphs/rmr_fuel_mix_charts.png | Bin 0 -> 100656 bytes notebook.ipynb | 158 +++++++++++++++++++++++++++++++++ 2 files changed, 158 insertions(+) create mode 100644 graphs/rmr_fuel_mix_charts.png diff --git a/graphs/rmr_fuel_mix_charts.png b/graphs/rmr_fuel_mix_charts.png new file mode 100644 index 0000000000000000000000000000000000000000..305749e0b82eaa9d74ae9706aa5333625661ef97 GIT binary patch literal 100656 zcmeFacTkmS_BBe6)9siW5hKBjh(e?yb6Y`_wod5Y9R8^FGhsYp=ETZs+3)GD{Y& zUC6@1vPAaCAte@;Mb0cNKePYq7kp=)uikR}C3;o*XJO&r zM1Ov=4wJHE`H6)^_Rs+p>wunSD{JqO38`=Xn{WQQ_l?rCH^;r6{A=5Gk%)OsQ42MU zW1c5>N7X&)El+7^FpP3_bwd-!HPF7>ZRrPE!JznN~G<-Hf}$3;JNy*Pblw6V=YtnY}%*gz3?|4jpy>t9pOzr8Oq`6c8*O|x~I zyIF%lc<)VTOJn6{$DBXCzQYrchfeagEvP_G|cFgen#`}+2hd%?lnr%s)^_uv7W#n&q5Licqtt}Ayw 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+ "carbs_percent = 67\n", + "\n", + "# For RMR, we need the resting metabolic rate\n", + "# Use the data where MET < 1.3 (resting phase)\n", + "rest_phase = df[df['MET'] < 1.3]\n", + "if len(rest_phase) > 0:\n", + " # The EE(kcal/day) column already contains the daily values\n", + " rmr_kcal = rest_phase['EE(kcal/day)'].mean()\n", + "else:\n", + " # Fallback: use first 50 points\n", + " rest_phase = df.head(50)\n", + " rmr_kcal = rest_phase['EE(kcal/day)'].mean()\n", + "\n", + "print(f\"\\nRMR calculation:\")\n", + "print(f\" Number of resting data points: {len(rest_phase)}\")\n", + "print(f\" Daily RMR: {rmr_kcal:.0f} kcal/day\")\n", + "print(f\" Fuel mix: {fat_percent}% Fat / {carbs_percent}% Carbs\")\n", + "\n", + "# Create the two charts matching the image\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 4.5), facecolor='white')\n", + "\n", + "# Chart 1: Slow vs Fast Metabolism\n", + "ax1.barh([0], [rmr_kcal], height=0.5, color='#90EE90', edgecolor='black', linewidth=1.5)\n", + "ax1.set_xlim(1000, 2500)\n", + "ax1.set_ylim(-0.6, 0.6)\n", + "ax1.set_yticks([])\n", + "ax1.set_xlabel('')\n", + "ax1.set_title('Slow vs Fast Metabolism', fontsize=13, fontweight='bold', pad=15)\n", + "\n", + "# Add tick marks with labels\n", + "ax1.set_xticks([1000, 1250, 1500, 1750, 2000, 2250, 2500])\n", + "# Draw small tick marks\n", + "for x in [1000, 1250, 1500, 1750, 2000, 2250, 2500]:\n", + " ax1.plot([x, x], [-0.35, -0.25], color='black', linewidth=1, clip_on=False)\n", + "\n", + "# Add value label on the bar\n", + "ax1.text(rmr_kcal, 0, f'{int(rmr_kcal)}kCals', \n", + " ha='center', va='center', fontsize=11, fontweight='bold', color='black')\n", + "\n", + "# Add labels below the bar\n", + "ax1.text(1125, -0.45, 'Very Slow', ha='center', va='top', fontsize=9, color='#666')\n", + "ax1.text(1450, -0.45, 'Slow', ha='center', va='top', fontsize=9, color='#666')\n", + "ax1.text(1750, -0.45, 'Average', ha='center', va='top', fontsize=9, color='#666')\n", + "ax1.text(2050, -0.45, 'Fast', ha='center', va='top', fontsize=9, color='#666')\n", + "ax1.text(2375, -0.45, 'Very Fast', ha='center', va='top', fontsize=9, color='#666')\n", + "\n", + "# Remove spines\n", + "ax1.spines['top'].set_visible(False)\n", + "ax1.spines['right'].set_visible(False)\n", + "ax1.spines['left'].set_visible(False)\n", + "ax1.spines['bottom'].set_visible(True)\n", + "ax1.spines['bottom'].set_linewidth(1)\n", + "\n", + "# Chart 2: Fuel Source\n", + "# Create stacked horizontal bar\n", + "fat_color = '#F4D35E' # Yellow/tan for fats\n", + "carbs_color = '#9AD0F5' # Light blue for carbs\n", + "\n", + "ax2.barh([0], [fat_percent], height=0.5, color=fat_color, edgecolor='black', linewidth=1.5, label='Fats')\n", + "ax2.barh([0], [carbs_percent], left=[fat_percent], height=0.5, color=carbs_color, \n", + " edgecolor='black', linewidth=1.5, label='Carbs')\n", + "\n", + "ax2.set_xlim(0, 100)\n", + "ax2.set_ylim(-0.6, 0.6)\n", + "ax2.set_yticks([])\n", + "ax2.set_xlabel('')\n", + "ax2.set_title('Fuel Source', fontsize=13, fontweight='bold', pad=15)\n", + "\n", + "# Add percentage labels on the bars\n", + "ax2.text(fat_percent/2, 0, f'{fat_percent}%', \n", + " ha='center', va='center', fontsize=11, fontweight='bold', color='black')\n", + "ax2.text(fat_percent + carbs_percent/2, 0, f'{carbs_percent}%', \n", + " ha='center', va='center', fontsize=11, fontweight='bold', color='black')\n", + "\n", + "# Add labels below the bar\n", + "ax2.text(2, -0.45, 'Fats', ha='left', va='top', fontsize=10, fontweight='bold', color='black')\n", + "ax2.text(98, -0.45, 'Carbs', ha='right', va='top', fontsize=10, fontweight='bold', color='black')\n", + "\n", + "# Add tick marks\n", + "ax2.set_xticks([0, 25, 50, 75, 100])\n", + "# Draw small tick marks\n", + "for x in [0, 25, 50, 75, 100]:\n", + " ax2.plot([x, x], [-0.35, -0.25], color='black', linewidth=1, clip_on=False)\n", + "\n", + "# Add \"Optimal\" label and line around 70%\n", + "ax2.axvline(70, ymin=0.2, ymax=0.8, color='black', linestyle='--', linewidth=1.5, alpha=0.7)\n", + "ax2.text(70, -0.45, 'Optimal', ha='center', va='top', fontsize=9, color='#666')\n", + "\n", + "# Remove spines\n", + "ax2.spines['top'].set_visible(False)\n", + "ax2.spines['right'].set_visible(False)\n", + "ax2.spines['left'].set_visible(False)\n", + "ax2.spines['bottom'].set_visible(True)\n", + "ax2.spines['bottom'].set_linewidth(1)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('graphs/rmr_fuel_mix_charts.png', dpi=300, bbox_inches='tight', facecolor='white')\n", + "plt.show()\n", + "\n", + "print(f\"\\nāœ… Charts saved to 'graphs/rmr_fuel_mix_charts.png'\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "3862aaf2", + "metadata": {}, + "source": [] + }, { "cell_type": "code", "execution_count": 43,