spo2.ipynb 155 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "lines = open('spo2-data-96-97').readlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe0336e9be0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe033c24e48>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = [(-int(x[0]), -int(x[1])) for x in [y.strip().split(',') for y in lines]]\n",
    "data_red = [x[0] for x in data]\n",
    "data_ir = [x[1] for x in data]\n",
    "plt.plot(data_red)\n",
    "plt.plot(data_ir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's define a very simple offset removal function.\n",
    "def remove_bias(data, alpha = 0.995):\n",
    "    offset = 0\n",
    "    filtered = []\n",
    "\n",
    "    for sample in data:\n",
    "        offset = alpha * offset + sample * (1 - alpha)\n",
    "        filtered.append(sample - offset)\n",
    "    return filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe033ad0f98>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe033c24ac8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's try differnt filter coefficients on the RED data\n",
    "plt.plot(remove_bias(data_red, 0.995)[2000:3000])\n",
    "plt.plot(remove_bias(data_red, 0.9975)[2000:3000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe033a476a0>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe033b1f240>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A little bit further into the file. Looks like 0.995 does a good job an converges faster\n",
    "plt.plot(remove_bias(data_red, 0.995)[6000:8000])\n",
    "plt.plot(remove_bias(data_red, 0.9975)[6000:8000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe033a359b0>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe033a47d68>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now let's look at RED and INFRARED\n",
    "plt.plot(remove_bias(data_red)[6000:7000], color='red')\n",
    "plt.plot(remove_bias(data_ir)[6000:7000], color='darkred')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}