From d12add210bcccaacdd0e43577c6a25883f00050d Mon Sep 17 00:00:00 2001 From: bolade Date: Mon, 29 Sep 2025 09:54:05 +0100 Subject: [PATCH] Refactor code structure for improved readability and maintainability --- analysis.ipynb | 6 +- context_generator.py | 5 + extracted_table.csv | 12 + graphs/body_composition_chart.png | Bin 264351 -> 271729 bytes graphs/spirometry_chart.png | Bin 0 -> 110085 bytes notebook.ipynb | 374 ++++++++++++++++++++++++++++-- 6 files changed, 378 insertions(+), 19 deletions(-) create mode 100644 context_generator.py create mode 100644 extracted_table.csv create mode 100644 graphs/spirometry_chart.png diff --git a/analysis.ipynb b/analysis.ipynb index 44146ef..c3984d0 100644 --- a/analysis.ipynb +++ b/analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "id": "b18c1027", "metadata": {}, "outputs": [ @@ -10,7 +10,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'id': 'gen-1758708788-9UUhU8KfktBmyteT4BUC', 'provider': 'Google', 'model': 'google/gemini-2.5-flash-lite', 'object': 'chat.completion', 'created': 1758708788, 'choices': [{'logprobs': None, 'finish_reason': 'stop', 'native_finish_reason': 'STOP', 'index': 0, 'message': {'role': 'assistant', 'content': 'Parameters,Best,LLN,Pred.,%Pred.,ZScore,PRE#1,PRE#2,PRE#3\\nFVC,4.24,3.03,3.79,112.0,0.95,4.24,4.17,4.15\\nFEV1,3.26,2.53,3.16,103.3,0.28,3.26,3.21,3.14\\nFEV1/FVC%,76.89,72.47,83.78,91.8,-1.05,76.9,77.0,75.7\\nPEF,684,222,384,178.7,-,444,438,684\\nFEF2575,2.74,2.15,3.42,80.2,-0.84,2.74,2.68,2.48\\nFEF25,6.08,,,0.0,-,6.08,6.0,5.53\\nFEF50,3.06,,,0.0,-,3.06,3.1,2.77\\nFEF75,1.06,0.71,1.41,75.1,-0.72,1.06,1.12,0.94\\nPEFTime,79,,,49,-,79,40,39\\nEVol,78.0,,,77.0,-,78.0,77.0,197.0\\nFEV6,4.22,3.03,3.79,111.4,-,4.22,4.17,4.13', 'refusal': None, 'reasoning': None}}], 'usage': {'prompt_tokens': 1348, 'completion_tokens': 434, 'total_tokens': 1782, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 0, 'image_tokens': 0}}}\n", + "{'id': 'gen-1759135172-DIhs7TMuaaVY0h3T2ibV', 'provider': 'Google', 'model': 'google/gemini-2.5-flash-lite', 'object': 'chat.completion', 'created': 1759135172, 'choices': [{'logprobs': None, 'finish_reason': 'stop', 'native_finish_reason': 'STOP', 'index': 0, 'message': {'role': 'assistant', 'content': 'Parameters,Best,LLN,Pred.,%Pred.,ZScore,PRE#1,PRE#2,PRE#3\\nFVC,L,4.24,3.03,3.79,112.0,0.95,4.24,4.17,4.15\\nFEV1,L,3.26,2.53,3.16,103.3,0.28,3.26,3.21,3.14\\nFEV1/FVC%,76.89,72.47,83.78,91.8,-1.05,76.9,77.0,75.7\\nPEF,L/m,684,222,384,178.7,-,444,438,684\\nFEF2575,L/s,2.74,2.15,3.42,80.2,-0.84,2.74,2.68,2.48\\nFEF25,L/s,6.08,-,-,-,6.08,6.0,5.53\\nFEF50,L/s,3.06,-,-,-,3.06,3.1,2.77\\nFEF75,L/s,1.06,0.71,1.41,75.1,-0.72,1.06,1.12,0.94\\nPEFTime,ms,-,-,79,-,79,49,39\\nEvol,mL,-,-,78.0,-,78.0,77.0,197.0\\nFEV6,L,4.22,3.03,3.79,111.4,-,4.22,4.17,4.13', 'refusal': None, 'reasoning': None}}], 'usage': {'prompt_tokens': 1350, 'completion_tokens': 454, 'total_tokens': 1804, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 0, 'image_tokens': 0}}}\n", "Content saved to extracted_table.csv\n" ] } @@ -44,7 +44,7 @@ " \"content\": [\n", " {\n", " \"type\": \"text\",\n", - " \"text\": \"Please extract the table from the pdf and return the values in csv format, \"\n", + " \"text\": \"Please extract the Spirometry table from the pdf and return the values in csv format, \"\n", " \"note that it is the unit of parameter that is beside it and it should not be a column. \"\n", " \"The '-' Should be treated as empty values.\"\n", " \"do not add 'csv' at the start or end of the response\"\n", diff --git a/context_generator.py b/context_generator.py new file mode 100644 index 0000000..a98d562 --- /dev/null +++ b/context_generator.py @@ -0,0 +1,5 @@ +import pandas as pd + +pnoe_df = pd.read_csv('data/pnoe_data.csv') +patient_df = pd.read_csv('data/patient_data.csv') +spirometry_df = pd.read_csv('data/spirometry_data.csv') \ No newline at end of file diff --git a/extracted_table.csv b/extracted_table.csv new file mode 100644 index 0000000..7482e84 --- /dev/null +++ b/extracted_table.csv @@ -0,0 +1,12 @@ +Parameters,Best,LLN,Pred.,%Pred.,ZScore,PRE#1,PRE#2,PRE#3 +FVC,L,4.24,3.03,3.79,112.0,0.95,4.24,4.17,4.15 +FEV1,L,3.26,2.53,3.16,103.3,0.28,3.26,3.21,3.14 +FEV1/FVC%,76.89,72.47,83.78,91.8,-1.05,76.9,77.0,75.7 +PEF,L/m,684,222,384,178.7,-,444,438,684 +FEF2575,L/s,2.74,2.15,3.42,80.2,-0.84,2.74,2.68,2.48 +FEF25,L/s,6.08,-,-,-,6.08,6.0,5.53 +FEF50,L/s,3.06,-,-,-,3.06,3.1,2.77 +FEF75,L/s,1.06,0.71,1.41,75.1,-0.72,1.06,1.12,0.94 +PEFTime,ms,-,-,79,-,79,49,39 +Evol,mL,-,-,78.0,-,78.0,77.0,197.0 +FEV6,L,4.22,3.03,3.79,111.4,-,4.22,4.17,4.13 \ No newline at end of file diff --git a/graphs/body_composition_chart.png b/graphs/body_composition_chart.png index 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ParametersBestLLNPred.%Pred.ZScorePRE#1PRE#2PRE#3
0FVC4.243.033.79112.00.954.244.174.15
1FEV13.262.533.16103.30.283.263.213.14
2FEV1/FVC%76.8972.4783.7891.8-1.0576.9077.0075.70
3PEF684.00222.00384.00178.7-444.00438.00684.00
4FEF25752.742.153.4280.2-0.842.742.682.48
5FEF256.08NaNNaN0.0-6.086.005.53
6FEF503.06NaNNaN0.0-3.063.102.77
7FEF751.060.711.4175.1-0.721.061.120.94
8PEFTime79.00NaNNaN49.0-79.0040.0039.00
9EVol78.00NaNNaN77.0-78.0077.00197.00
10FEV64.223.033.79111.4-4.224.174.13
\n", + "
" + ], + "text/plain": [ + " Parameters Best LLN Pred. %Pred. ZScore PRE#1 PRE#2 PRE#3\n", + "0 FVC 4.24 3.03 3.79 112.0 0.95 4.24 4.17 4.15\n", + "1 FEV1 3.26 2.53 3.16 103.3 0.28 3.26 3.21 3.14\n", + "2 FEV1/FVC% 76.89 72.47 83.78 91.8 -1.05 76.90 77.00 75.70\n", + "3 PEF 684.00 222.00 384.00 178.7 - 444.00 438.00 684.00\n", + "4 FEF2575 2.74 2.15 3.42 80.2 -0.84 2.74 2.68 2.48\n", + "5 FEF25 6.08 NaN NaN 0.0 - 6.08 6.00 5.53\n", + "6 FEF50 3.06 NaN NaN 0.0 - 3.06 3.10 2.77\n", + "7 FEF75 1.06 0.71 1.41 75.1 -0.72 1.06 1.12 0.94\n", + "8 PEFTime 79.00 NaN NaN 49.0 - 79.00 40.00 39.00\n", + "9 EVol 78.00 NaN NaN 77.0 - 78.00 77.00 197.00\n", + "10 FEV6 4.22 3.03 3.79 111.4 - 4.22 4.17 4.13" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spirometry_data = pd.read_csv('data/spirometry_data.csv')\n", + "spirometry_data" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5d7588d8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import os\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Ensure data is loaded\n", + "try:\n", + " spirometry_df = spirometry_data.copy()\n", + "except NameError:\n", + " spirometry_df = pd.read_csv('data/spirometry_data.csv')\n", + "\n", + "# Coerce numeric columns\n", + "for col in ['Best', 'LLN', 'Pred.', '%Pred.', 'ZScore']:\n", + " if col in spirometry_df.columns:\n", + " spirometry_df[col] = pd.to_numeric(spirometry_df[col], errors='coerce')\n", + "\n", + "# Select rows of interest and prepare display values\n", + "rows_map = {\n", + " 'Lung Volume': 'FVC',\n", + " 'Lung Power': 'FEV1',\n", + " 'Power/Volume': 'FEV1/FVC%'\n", + "}\n", + "\n", + "records = []\n", + "for label, param in rows_map.items():\n", + " row = spirometry_df.loc[spirometry_df['Parameters'].str.strip() == param]\n", + " if row.empty:\n", + " continue\n", + " row = row.iloc[0]\n", + " records.append({\n", + " 'label': label,\n", + " 'param': param,\n", + " 'best': row['Best'],\n", + " 'pct': row['%Pred.'],\n", + " 'z': row['ZScore']\n", + " })\n", + "\n", + "# Figure setup\n", + "os.makedirs('graphs', exist_ok=True)\n", + "fig, axes = plt.subplots(nrows=3, ncols=1, figsize=(11.5, 3.6), sharex=True,\n", + " gridspec_kw={'hspace': 0.65})\n", + "\n", + "x_min, x_max = -5, 3\n", + "# Segment colors: red -> orange -> yellow -> green\n", + "segments = [\n", + " (-5, -3, '#f4a7a7'), # red-ish\n", + " (-3, -2, '#f7c49a'), # orange-ish\n", + " (-2, -1, '#f6e3a3'), # yellow-ish\n", + " (-1, 3, '#c9f0cc'), # green-ish\n", + "]\n", + "\n", + "# Plot each row\n", + "for ax, rec in zip(axes, records):\n", + " # Background segments\n", + " for a, b, color in segments:\n", + " ax.barh(0, width=b-a, left=a, height=0.6, color=color, edgecolor='none')\n", + "\n", + " # LLN (-1) and Predicted (0) markers\n", + " ax.axvline(-1, color='black', lw=1)\n", + " ax.axvline(0, color='black', lw=1)\n", + "\n", + " # Z-score pointer (downward triangle)\n", + " if pd.notna(rec['z']):\n", + " ax.plot(float(rec['z']), 0, marker=(3, 0, 180), markersize=12, color='dimgray')\n", + "\n", + " # Labels and styling\n", + " ax.set_title(rec['label'], loc='left', fontsize=11, fontweight='bold', pad=2)\n", + " ax.set_xlim(x_min, x_max)\n", + " ax.set_yticks([])\n", + " ax.set_xlabel('')\n", + "\n", + "# Axis ticks only on bottom\n", + "axes[-1].set_xticks(np.arange(x_min, x_max + 1, 1))\n", + "axes[-1].set_xticklabels([str(i) for i in range(x_min, x_max + 1)])\n", + "for ax in axes[:-1]:\n", + " ax.set_xticks([])\n", + "\n", + "# Top annotations\n", + "axes[0].text(-1, 0.45, 'LLN', ha='center', va='bottom', fontsize=9)\n", + "axes[0].text(0, 0.45, 'Predicted', ha='center', va='bottom', fontsize=9)\n", + "\n", + "# Right-side summary boxes\n", + "fig.subplots_adjust(right=0.78)\n", + "box_ax = fig.add_axes([0.805, 0.06, 0.18, 0.90]) # [left, bottom, width, height]\n", + "box_ax.axis('off')\n", + "\n", + "# Helper to draw a pill-shaped text box\n", + "from matplotlib.patches import FancyBboxPatch\n", + "\n", + "def pill(ax, xy, text):\n", + " x, y = xy\n", + " # Draw rounded rectangle background\n", + " bbox = FancyBboxPatch((x-0.48, y-0.09), 0.96, 0.18,\n", + " boxstyle='round,pad=0.02,rounding_size=0.08',\n", + " ec='#dddddd', fc='#f3f3f3', linewidth=1.0)\n", + " ax.add_patch(bbox)\n", + " ax.text(x, y+0.025, text, ha='center', va='center', fontsize=11, fontweight='bold')\n", + " ax.text(x, y-0.055, 'of predicted', ha='center', va='center', fontsize=9, color='#555555')\n", + "\n", + "box_ax.set_xlim(0, 1)\n", + "box_ax.set_ylim(0, 1)\n", + "\n", + "# Prepare display strings and positions (top to bottom)\n", + "right_items = []\n", + "for rec in records:\n", + " name = 'FVC' if rec['param'] == 'FVC' else ('FEV1' if rec['param'] == 'FEV1' else 'FEV1/FVC')\n", + " unit = 'L' if rec['param'] in ('FVC', 'FEV1') else '%'\n", + " value_fmt = f\"{rec['best']:.2f}{unit}\"\n", + " pct_fmt = f\"{rec['pct']:.1f}%\"\n", + " right_items.append((name, value_fmt, pct_fmt))\n", + "\n", + "# Sort to match image order on the right (FVC, FEV1, FEV1/FVC)\n", + "order = ['FVC', 'FEV1', 'FEV1/FVC']\n", + "right_items_sorted = [next(item for item in right_items if item[0] == k) for k in order]\n", + "\n", + "ys = [0.78, 0.48, 0.18]\n", + "for (name, value_fmt, pct_fmt), y in zip(right_items_sorted, ys):\n", + " main_line = f\"{name}\\n{value_fmt} → {pct_fmt}\"\n", + " pill(box_ax, (0.5, y), main_line)\n", + "\n", + "plt.savefig('graphs/spirometry_chart.png', dpi=300)\n", + "plt.show()" + ] } ], "metadata": {