{ "cells": [ { "cell_type": "code", "execution_count": 34, "id": "63f43af5", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 35, "id": "b0ee2af1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Column names and data types after conversion:\n", "T(sec) float64\n", "PHASE object\n", "HR(bpm) float64\n", "VO2(ml/min) float64\n", "VCO2(ml/min) float64\n", "RER float64\n", "VE(l/min) float64\n", "FEO2 float64\n", "FECO2 float64\n", "FETO2 int64\n", "FETCO2 int64\n", "PETO2 (mmHg) int64\n", "PETCO2(mmHg) int64\n", "FIO2 float64\n", "FICO2 float64\n", "VT(l) float64\n", "BF(bpm) float64\n", "EE(kcal/day) float64\n", "EE(kcal/min) float64\n", "CARBS(kcal) float64\n", "CARBS(%) float64\n", "FAT(kcal) float64\n", "FAT(%) float64\n", "MET float64\n", "CUMULATIVE EE(kcal) float64\n", "BP(kPa) float64\n", "Watts float64\n", "Speed float64\n", "dtype: object\n", "\n", "First few rows:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3000/3236648660.py:3: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", " df = df.apply(pd.to_numeric, errors='ignore')\n" ] } ], "source": [ "df = pd.read_csv('data/Pnoe_20250729_1550-Moran_Keirstyn.csv', delimiter=';')\n", "# Convert all columns to numeric where possible, coercing errors to NaN\n", "df = df.apply(pd.to_numeric, errors='ignore')\n", "\n", "# Display column names and data types to verify conversion\n", "print(\"Column names and data types after conversion:\")\n", "print(df.dtypes)\n", "print(\"\\nFirst few rows:\")" ] }, { "cell_type": "code", "execution_count": 36, "id": "98da3827", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Phase transition times: [3.0, 54.0, 233.0, 1733.0]\n" ] } ], "source": [ "first_unique_phase = df.drop_duplicates(subset='PHASE')\n", "phase_times = first_unique_phase['T(sec)'].tolist()\n", "print(f\"Phase transition times: {phase_times}\")" ] }, { "cell_type": "code", "execution_count": 37, "id": "ef8bc7ac", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 5))\n", "ax1 = plt.subplot()\n", "\n", "# Plot VT with step-like appearance\n", "line1 = sns.lineplot(data=df, x='T(sec)', y='VT(l)', label='VT (L)')\n", "ax1.set_xlabel('Time (sec)')\n", "ax1.set_ylabel('VT (L)')\n", "ax1.set_title('Respiratory')\n", "ax1.grid(True, alpha=0.1)\n", "\n", "# Plot speed as step function on secondary y-axis\n", "ax2 = ax1.twinx()\n", "ax1.set_xticks(np.arange(0, df['T(sec)'].max() + 200, 200))\n", "line2 = sns.lineplot(data=df, x='T(sec)', y='Speed', color='green', ax=ax2, \n", " drawstyle='steps-post', linewidth=2, label='Speed')\n", "ax2.set_ylabel('Speed')\n", "\n", "# Remove default legends first\n", "ax1.get_legend().remove()\n", "ax2.get_legend().remove()\n", "\n", "# Combine legends from both axes in the top left\n", "lines1, labels1 = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left')\n", "\n", "# Add colored background regions if you have phase information\n", "ax1.axvspan(0, phase_times[1], alpha=0.2, color='lightblue')\n", "ax1.axvspan(phase_times[1], phase_times[2], alpha=0.2, color='purple')\n", "ax1.axvspan(phase_times[2], phase_times[3], alpha=0.2, color='lightgreen')\n", "ax1.axvspan(phase_times[3], df['T(sec)'].max(), alpha=0.2, color='blue')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "id": "033cee9a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data grouped by Speed (numeric columns only):\n" ] }, { "data": { "text/html": [ "
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T(sec)HR(bpm)VO2(ml/min)VCO2(ml/min)RERVE(l/min)FEO2FECO2FETO2FETCO2...EE(kcal/day)EE(kcal/min)CARBS(kcal)CARBS(%)FAT(kcal)FAT(%)METCUMULATIVE EE(kcal)BP(kPa)Watts
Speed
3.5142.496.11046.2854.90.828.30.20.00.00.0...7230.05.00.239.40.360.65.58.899.595.7
4.0320.8109.31423.61271.00.938.70.20.00.00.0...10008.17.00.464.10.235.97.527.399.5112.4
4.5501.8139.41991.21862.20.956.00.20.00.00.0...14132.49.80.678.00.222.010.552.399.5123.8
5.0685.6153.22216.62098.00.964.30.20.00.00.0...15771.411.00.780.70.219.311.785.199.5135.2
5.5862.6163.12303.32198.31.069.90.20.00.00.0...16579.311.50.786.30.113.712.2118.399.5151.9
\n", "

5 rows × 26 columns

\n", "
" ], "text/plain": [ " T(sec) HR(bpm) VO2(ml/min) VCO2(ml/min) RER VE(l/min) FEO2 \\\n", "Speed \n", "3.5 142.4 96.1 1046.2 854.9 0.8 28.3 0.2 \n", "4.0 320.8 109.3 1423.6 1271.0 0.9 38.7 0.2 \n", "4.5 501.8 139.4 1991.2 1862.2 0.9 56.0 0.2 \n", "5.0 685.6 153.2 2216.6 2098.0 0.9 64.3 0.2 \n", "5.5 862.6 163.1 2303.3 2198.3 1.0 69.9 0.2 \n", "\n", " FECO2 FETO2 FETCO2 ... EE(kcal/day) EE(kcal/min) CARBS(kcal) \\\n", "Speed ... \n", "3.5 0.0 0.0 0.0 ... 7230.0 5.0 0.2 \n", "4.0 0.0 0.0 0.0 ... 10008.1 7.0 0.4 \n", "4.5 0.0 0.0 0.0 ... 14132.4 9.8 0.6 \n", "5.0 0.0 0.0 0.0 ... 15771.4 11.0 0.7 \n", "5.5 0.0 0.0 0.0 ... 16579.3 11.5 0.7 \n", "\n", " CARBS(%) FAT(kcal) FAT(%) MET CUMULATIVE EE(kcal) BP(kPa) Watts \n", "Speed \n", "3.5 39.4 0.3 60.6 5.5 8.8 99.5 95.7 \n", "4.0 64.1 0.2 35.9 7.5 27.3 99.5 112.4 \n", "4.5 78.0 0.2 22.0 10.5 52.3 99.5 123.8 \n", "5.0 80.7 0.2 19.3 11.7 85.1 99.5 135.2 \n", "5.5 86.3 0.1 13.7 12.2 118.3 99.5 151.9 \n", "\n", "[5 rows x 26 columns]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Group by speed and calculate mean for numeric columns only\n", "speed_groups = df.groupby('Speed').mean(numeric_only=True).round(1)\n", "print(\"Data grouped by Speed (numeric columns only):\")\n", "\n", "speed_groups = speed_groups.iloc[1:-1]\n", "speed_groups.head()" ] }, { "cell_type": "code", "execution_count": 46, "id": "25f1a8ef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " T(sec) HR(bpm) VO2(ml/min) VCO2(ml/min) RER VE(l/min) FEO2 \\\n", "Speed \n", "3.5 142.4 96.1 1046.2 854.9 0.8 28.3 0.2 \n", "4.0 320.8 109.3 1423.6 1271.0 0.9 38.7 0.2 \n", "4.5 501.8 139.4 1991.2 1862.2 0.9 56.0 0.2 \n", "5.0 685.6 153.2 2216.6 2098.0 0.9 64.3 0.2 \n", "5.5 862.6 163.1 2303.3 2198.3 1.0 69.9 0.2 \n", "6.0 1042.3 170.8 2282.2 2229.4 1.0 72.0 0.2 \n", "6.5 1225.8 179.6 2381.8 2345.0 1.0 81.2 0.2 \n", "7.0 1412.0 187.2 2348.1 2409.4 1.1 88.5 0.2 \n", "7.5 1596.7 194.0 2519.0 2734.9 1.1 107.0 0.2 \n", "\n", " FECO2 FETO2 FETCO2 ... EE(kcal/day) EE(kcal/min) CARBS(kcal) \\\n", "Speed ... \n", "3.5 0.0 0.0 0.0 ... 7230.0 5.0 0.2 \n", "4.0 0.0 0.0 0.0 ... 10008.1 7.0 0.4 \n", "4.5 0.0 0.0 0.0 ... 14132.4 9.8 0.6 \n", "5.0 0.0 0.0 0.0 ... 15771.4 11.0 0.7 \n", "5.5 0.0 0.0 0.0 ... 16579.3 11.5 0.7 \n", "6.0 0.0 0.0 0.0 ... 16763.2 11.6 0.8 \n", "6.5 0.0 0.0 0.0 ... 17690.0 12.3 0.8 \n", "7.0 0.0 0.0 0.0 ... 17600.5 12.2 0.9 \n", "7.5 0.0 0.0 0.0 ... 18976.5 13.2 0.9 \n", "\n", " CARBS(%) FAT(kcal) FAT(%) MET CUMULATIVE EE(kcal) BP(kPa) Watts \n", "Speed \n", "3.5 39.4 0.3 60.6 5.5 8.8 99.5 95.7 \n", "4.0 64.1 0.2 35.9 7.5 27.3 99.5 112.4 \n", "4.5 78.0 0.2 22.0 10.5 52.3 99.5 123.8 \n", "5.0 80.7 0.2 19.3 11.7 85.1 99.5 135.2 \n", "5.5 86.3 0.1 13.7 12.2 118.3 99.5 151.9 \n", "6.0 93.9 0.1 6.1 12.1 152.8 99.5 163.3 \n", "6.5 93.8 0.1 6.2 12.6 189.8 99.5 180.0 \n", "7.0 97.3 0.0 2.7 12.4 227.9 99.5 191.4 \n", "7.5 99.7 0.0 0.3 13.3 267.2 99.5 208.1 \n", "\n", "[9 rows x 26 columns]\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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", "\n", "# 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)\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", "filtered_data = speed_groups[(speed_groups.index >= 3.5) & (speed_groups.index <= 7.5)]\n", "\n", "# Create the main axis for heart rate line plot\n", "ax1 = plt.gca()\n", "line = ax1.plot(filtered_data.index, filtered_data['HR(bpm)'], marker='o', linewidth=2, markersize=6, color='red', label='Heart Rate')\n", "ax1.set_xlabel('Speed (mph)', fontsize=12)\n", "ax1.set_ylabel('Heart Rate (bpm)', fontsize=12, color='red')\n", "ax1.tick_params(axis='y', labelcolor='red')\n", "\n", "# Add heart rate values as text labels on the points\n", "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 stacked bar chart (Fat and Carbs)\n", "ax2 = ax1.twinx()\n", "\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 Fat/Carbs Energy Expenditure', fontsize=14, fontweight='bold')\n", "\n", "# Combine legends\n", "lines1, labels1 = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left')\n", "\n", "plt.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "8a1878a0", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "report_generation", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }