From e6d2350174b8d1b17763c692ccdebdced4446984 Mon Sep 17 00:00:00 2001 From: bolade Date: Tue, 23 Sep 2025 17:18:10 +0100 Subject: [PATCH] Split the kcal by percentage --- notebook.ipynb | 40 ++++++++++++++++++++++++++++------------ 1 file changed, 28 insertions(+), 12 deletions(-) diff --git a/notebook.ipynb b/notebook.ipynb index 396c552..d41fb3f 100644 --- a/notebook.ipynb +++ b/notebook.ipynb @@ -401,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "id": "25f1a8ef", "metadata": {}, "outputs": [ @@ -450,7 +450,7 @@ }, { "data": { - "image/png": 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", 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" ] @@ -460,7 +460,6 @@ } ], "source": [ - "\n", "speed_groups = df.groupby('Speed').mean(numeric_only=True).round(1)\n", "# Plot Speed vs Heart Rate from the grouped data\n", "plt.figure(figsize=(12, 8))\n", @@ -468,8 +467,9 @@ "# Drop the first and last row from speed_groups\n", "speed_groups = speed_groups.iloc[1:-1]\n", "print(speed_groups)\n", + "\n", "# Create speed bins from 3.5 to 7.5 mph\n", - "speed_bins = np.arange(3.5, 8.0, 0.5) # Creates bins: 3.5, 4.0, 4.5, 5.0, 5.5, 6.0, 6.5, 7.0, 7.5\n", + "speed_bins = np.arange(3.5, 8.0, 0.5)\n", "stage_labels = [f'Stage {i}' for i in range(1, len(speed_bins) + 1)]\n", "\n", "# Filter data to only include speeds in the desired range\n", @@ -486,19 +486,27 @@ "for i, (speed, hr) in enumerate(zip(filtered_data.index, filtered_data['HR(bpm)'])):\n", " ax1.text(speed, hr + 2, f'{int(hr)}', ha='center', va='bottom', fontsize=9, fontweight='bold', color='red')\n", "\n", - "# Create secondary y-axis for EE bar chart\n", + "# Create secondary y-axis for stacked bar chart (Fat and Carbs)\n", "ax2 = ax1.twinx()\n", - "bars = ax2.bar(filtered_data.index, filtered_data['EE(kcal/min)'], alpha=0.6, width=0.2, color='blue', label='Energy Expenditure')\n", - "ax2.set_ylabel('Energy Expenditure (kcal/min)', fontsize=12, color='blue')\n", - "ax2.tick_params(axis='y', labelcolor='blue')\n", "\n", - "# Add EE values as text labels on the bars\n", - "for i, (speed, ee) in enumerate(zip(filtered_data.index, filtered_data['EE(kcal/min)'])):\n", - " ax2.text(speed, ee + 0.3, f'{ee:.1f}', ha='center', va='bottom', fontsize=9, fontweight='bold', color='blue')\n", + "# Calculate fat and carbs energy expenditure from percentages\n", + "fat_ee = filtered_data['EE(kcal/min)'] * filtered_data['FAT(%)'] / 100\n", + "carbs_ee = filtered_data['EE(kcal/min)'] * filtered_data['CARBS(%)'] / 100\n", + "\n", + "# Create stacked bar chart\n", + "bars_fat = ax2.bar(filtered_data.index, fat_ee, alpha=0.7, width=0.2, color='orange', label='Fat')\n", + "bars_carbs = ax2.bar(filtered_data.index, carbs_ee, bottom=fat_ee, alpha=0.7, width=0.2, color='blue', label='Carbs')\n", + "\n", + "ax2.set_ylabel('Energy Expenditure (kcal/min)', fontsize=12, color='black')\n", + "ax2.tick_params(axis='y', labelcolor='black')\n", + "\n", + "# Add total EE values as text labels on top of bars\n", + "for i, (speed, total_ee) in enumerate(zip(filtered_data.index, filtered_data['EE(kcal/min)'])):\n", + " ax2.text(speed, total_ee + 0.3, f'{total_ee:.1f}', ha='center', va='bottom', fontsize=9, fontweight='bold', color='black')\n", "\n", "# Update x-axis with stage labels\n", "plt.xticks(filtered_data.index, stage_labels)\n", - "plt.title('Heart Rate vs Speed with Energy Expenditure', fontsize=14, fontweight='bold')\n", + "plt.title('Heart Rate vs Speed with Fat/Carbs Energy Expenditure', fontsize=14, fontweight='bold')\n", "\n", "# Combine legends\n", "lines1, labels1 = ax1.get_legend_handles_labels()\n", @@ -509,6 +517,14 @@ "plt.tight_layout()\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8a1878a0", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {