[d869a2]: / Notebooks / 13_normalize_test.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wearsed.dataset.Recording import Recording\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import torch\n",
    "import torchvision.transforms.functional as TF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "r1 = Recording(1)\n",
    "\n",
    "# Original Values\n",
    "spo2 = r1.psg['SpO2']\n",
    "\n",
    "# Normalization\n",
    "spo2_t = torch.Tensor(spo2)\n",
    "\n",
    "mask = ~spo2_t.isnan()\n",
    "mean = spo2_t[mask].mean()\n",
    "std = spo2_t[mask].std()\n",
    "\n",
    "spo2_t_norm = (spo2_t - mean) / std\n",
    "\n",
    "# Custom Normalization\n",
    "spo2_t_norm_custom = (spo2_t - 50) / 66"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(3, 1, figsize=(20, 3*3))\n",
    "spo2.plot(ax=axs[0])\n",
    "pd.Series(spo2_t_norm).plot(ax=axs[1])\n",
    "pd.Series(spo2_t_norm_custom).plot(ax=axs[2])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "master",
   "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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}