From d862577ecfbf69754a86ebb98ebac1fbb10e3871 Mon Sep 17 00:00:00 2001 From: bolade Date: Tue, 21 Oct 2025 12:50:48 +0100 Subject: [PATCH] Refactor code structure for improved readability and maintainability --- graphs/tsi_second_vs_time.png | Bin 0 -> 141243 bytes graphs/tsi_vs_time.png | Bin 0 -> 123067 bytes notebook.ipynb | 262 +++++++++++++++++++++++++++++++++- 3 files changed, 261 insertions(+), 1 deletion(-) create mode 100644 graphs/tsi_second_vs_time.png create mode 100644 graphs/tsi_vs_time.png diff --git a/graphs/tsi_second_vs_time.png b/graphs/tsi_second_vs_time.png new file mode 100644 index 0000000000000000000000000000000000000000..00f99e6051fb0d96aebe29ad8059d8f988d4eced GIT binary patch literal 141243 zcmeFZg;$nY`!`t0=9zg^?)$o~z4v(@bzTpy%1LbBLbrvAifX%*Gh*&FsZEv)S=O!ba98rs^KT3d0m zbDm-6JAK5&-u|YYAP0x#fBy!%wXHEnO6t9L_>|2zCDrYysMwE_f7Ut2i8@lPqoR_! zd_mbcVyw%_UYRmKKP}H{dj90m^FuqmXILfoU;X{EvUj78cjNC{|GJ&{H&13B$KOZ9 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" \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
TimeTSITSI-secondHbDiff-secondHbDiffMuscleState-secondMuscleState
01078.7875.52-3.809-0.0802267
12077.9075.55-3.872-0.2788151
23077.5275.64-3.664-0.13493
34077.3175.84-3.664-0.42815139
45077.7976.30-3.401-0.0271753
56078.1675.93-3.448-0.006114
67077.8075.83-3.496-0.1415669
78077.4776.08-3.298-0.1471749
89078.1076.68-2.6520.2513417
910078.8176.49-2.6090.5413040
\n", + "" + ], + "text/plain": [ + " Time TSI TSI-second HbDiff-second HbDiff MuscleState-second \\\n", + "0 10 78.78 75.52 -3.809 -0.080 226 \n", + "1 20 77.90 75.55 -3.872 -0.278 8 \n", + "2 30 77.52 75.64 -3.664 -0.134 9 \n", + "3 40 77.31 75.84 -3.664 -0.428 15 \n", + "4 50 77.79 76.30 -3.401 -0.027 17 \n", + "5 60 78.16 75.93 -3.448 -0.006 1 \n", + "6 70 77.80 75.83 -3.496 -0.141 56 \n", + "7 80 77.47 76.08 -3.298 -0.147 17 \n", + "8 90 78.10 76.68 -2.652 0.251 34 \n", + "9 100 78.81 76.49 -2.609 0.541 30 \n", + "\n", + " MuscleState \n", + "0 7 \n", + "1 151 \n", + "2 3 \n", + "3 139 \n", + "4 53 \n", + "5 14 \n", + "6 69 \n", + "7 49 \n", + "8 17 \n", + "9 40 " + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Examine the oxygenation dataframe\n", + "print(\"Column names:\")\n", + "print(oxygenation.columns.tolist())\n", + "print(\"\\nFirst few rows:\")\n", + "oxygenation.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "8fbbf55d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Convert time from seconds to minutes\n", + "oxygenation['Time_minutes'] = oxygenation['Time'] / 60\n", + "\n", + "# Graph 1: TSI against Time\n", + "plt.figure(figsize=(14, 5))\n", + "plt.plot(oxygenation['Time_minutes'], oxygenation['TSI'], linewidth=2, color='purple', \n", + " marker='o', markersize=4, label='TSI')\n", + "plt.xlabel('Time (minutes)', fontsize=12)\n", + "plt.ylabel('TSI (%)', fontsize=12)\n", + "plt.title('Tissue Saturation Index (TSI) vs Time', fontsize=14, fontweight='bold')\n", + "plt.ylim(0, 100)\n", + "plt.grid(True, alpha=0.3)\n", + "plt.legend(loc='upper right', fontsize=11)\n", + "plt.tight_layout()\n", + "plt.savefig('graphs/tsi_vs_time.png', dpi=300, bbox_inches='tight')\n", + "plt.show()\n", + "\n", + "# Graph 2: TSI-second against Time\n", + "plt.figure(figsize=(14, 5))\n", + "plt.plot(oxygenation['Time_minutes'], oxygenation['TSI-second'], linewidth=2, color='purple', \n", + " marker='o', markersize=4, label='TSI-second')\n", + "plt.xlabel('Time (minutes)', fontsize=12)\n", + "plt.ylabel('TSI-second (%)', fontsize=12)\n", + "plt.title('Tissue Saturation Index Second Sensor (TSI-second) vs Time', fontsize=14, fontweight='bold')\n", + "plt.ylim(0, 100)\n", + "plt.grid(True, alpha=0.3)\n", + "plt.legend(loc='upper right', fontsize=11)\n", + "plt.tight_layout()\n", + "plt.savefig('graphs/tsi_second_vs_time.png', dpi=300, bbox_inches='tight')\n", + "plt.show()" + ] } ], "metadata": {