{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "59718150",
   "metadata": {},
   "source": [
    "# Continuous nodule measurement regression\n",
    "\n",
    "## Goal\n",
    "Run an end-to-end OrcaImage `regression-v1` smoke baseline inspired by TCIA LIDC-IDRI. The bundled cohort is synthetic; it contains no patient data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56dfcd95",
   "metadata": {},
   "source": [
    "## Submission contract\n",
    "`predictions.csv: case_id,prediction`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "064ccf81",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import importlib.util,subprocess,sys\n",
    "missing=[p for p in ['numpy','nibabel','scipy'] if importlib.util.find_spec(p) is None]\n",
    "if missing: subprocess.check_call([sys.executable,'-m','pip','install','numpy','nibabel','scipy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67bea6bb",
   "metadata": {},
   "source": [
    "## Bundled smoke cohort\n",
    "This cell restores the small dataset carried inside the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d04d039",
   "metadata": {},
   "outputs": [],
   "source": [
    "import base64,io,zipfile\n",
    "payload='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'\n",
    "Path('data').mkdir(exist_ok=True)\n",
    "with zipfile.ZipFile(io.BytesIO(base64.b64decode(payload))) as z:z.extractall('data')\n",
    "[str(p) for p in Path('data').rglob('*') if p.is_file()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a744a82d",
   "metadata": {},
   "source": [
    "## Baseline\n",
    "Replace this transparent heuristic with your training and inference pipeline, while keeping the output contract unchanged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b77a90a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv, zipfile\n",
    "import nibabel as nib\n",
    "import numpy as np\n",
    "rows=[]\n",
    "for path in sorted(Path('data/images').glob('*.nii.gz')):\n",
    "    rows.append({'case_id':path.name.removesuffix('.nii.gz'),'prediction':float(np.asarray(nib.load(path).dataobj).mean()*10)})\n",
    "with open('predictions.csv','w',newline='') as f:\n",
    "    w=csv.DictWriter(f,fieldnames=rows[0]);w.writeheader();w.writerows(rows)\n",
    "with zipfile.ZipFile('submission.zip','w',zipfile.ZIP_DEFLATED) as z:z.write('predictions.csv')\n",
    "rows[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1122402c",
   "metadata": {},
   "source": [
    "## Checks\n",
    "Inspect the archive before upload. Hidden reference values are never included."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1747fea5",
   "metadata": {},
   "outputs": [],
   "source": [
    "with zipfile.ZipFile('submission.zip') as z: print(z.namelist())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "068f2d97",
   "metadata": {},
   "source": [
    "## Next steps\n",
    "Import the full TCIA LIDC-IDRI cohort only after reviewing its current license and citation requirements in `datasets/CATALOG.md`."
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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