\n",
+ "\n",
+ "# Non-invasive estimation of the MAP using PPG\n",
+ "\n",
+ " Thomas Moreau (Inria) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "
\n",
+ "\n",
+ "
\n",
+ "\n",
+ "\n",
+ "## Introduction\n",
+ "\n",
+ "The continuous monitoring of blood pressure is a major challenge in the general anesthesia field. Indeed, the monitoring of blood pressure is essential to ensure that the patient is stable during the operation. However, the current methods to measure blood pressure are either non-invasive, but non-continuous, or invasive, which can lead to complications, and expensive, making them inadapted in many situations.\n",
+ "\n",
+ "\n",
+ "
\n",
+ "\n",
+ "
\n",
+ "\n",
+ "A potential solution to this problem is to use non-invasive monitoring signals which are routinely collected, like the electrocardiogram (ECG) photoplethysmogram (PPG) signal, to estimate the mean arterial pressure (MAP) using AI. The PPG signal is a non-invasive signal that can be easily acquired using a pulse oximeter. The MAP is a measure of the average blood pressure in an individual's arteries during one cardiac cycle.\n",
+ "\n",
+ "
\n",
+ "\n",
+ "\n",
+ "
\n",
+ "\n",
+ "The goal of this challenge is to estimate the MAP from the non-invasive signals. The dataset consists of window of 10 seconds of PPG and ECG signals, with the related patient information (age, gender, weight, height, etc.) and the MAP measured with an invasive method.\n",
+ "\n",
+ "A particular aspect of this challenge is the fact that we would like to have a\n",
+ "method that can generalize well to new patients in other hospitals. This is a\n",
+ "major issue in the medical field, where the data distribution can change and\n",
+ "it is very costly to collect new data.\n",
+ "\n",
+ "For this reason, the challenge is a domain adaptation challenge. For training,\n",
+ "you have access to a dataset composed of data from 2 different domains:\n",
+ "\n",
+ "- The \"source\" domain `'v'`, which corresponds to data collected in a first hospital.\n",
+ " For this data, you have access to all the data and the labels (i.e. the MAP).\n",
+ "- The \"target\" domain `'m'`, composed of data collected in a second hospital.\n",
+ " For this data, you have access to the data, but not the labels. In order to make it possible to test that everything is working properly, we give you the labels for 100 segments of the target domain in the test set.\n",
+ "\n",
+ "The goal is therefore to generalize from the source domain to the target domain.\n",
+ "\n",
+ "#### Extra resources\n",
+ "\n",
+ "For this challenge, you can take a look at the following resources:\n",
+ "\n",
+ "- [`skada`](https://scikit-adaptation.github.io/): a library for domain adaptation (DA) with a scikit-learn and PyTorch/skorch compatible API. This library implement many existing DA methods and can be used to implement your own methods."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Exploratory data analysis\n",
+ "\n",
+ "This notebook provides a simple exploratory data analysis of the dataset."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "pd.set_option('display.max_columns', None)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load the data\n",
+ "\n",
+ "The data is composed of 10 seconds windows of PPG and ECG signals, and the goal is to predict the MAP from these signals.\n",
+ "\n",
+ "For this challenge, the data is large (>20Gb) so it cannot be loaded directly\n",
+ "when not enough RAM is available.\n",
+ "In this case, the data can be loaded in chunks (using `start/stop` arguments of `get_train_data`) or without all the high frequency waveforms (`load_waveform=False`).\n",
+ "\n",
+ "In this notebook, we first load all the data without the waveforms to\n",
+ "illustrate the data distribution."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "> \u001b[0;32m/home/tom/Work/ramp/map_estimation/problem.py\u001b[0m(46)\u001b[0;36m_load_data\u001b[0;34m()\u001b[0m\n",
+ "\u001b[0;32m 45 \u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mipdb\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mipdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_trace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0m\u001b[0;32m---> 46 \u001b[0;31m \u001b[0mX_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_hdf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"data\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0m\u001b[0;32m 47 \u001b[0;31m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "import problem\n",
+ "X_df, y = problem.get_train_data(load_waveform=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " \n",
+ "Let's first look at the data available."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "There are 564000 segment in this dataset.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
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+ ],
+ "text/plain": [
+ " n_seg subject age gender domain height weight bmi id\n",
+ "0 688 p000750 78.0 M v 162.0 50.6 19.3 1.0\n",
+ "1 688 p000750 78.0 M v 162.0 50.6 19.3 1.0\n",
+ "2 688 p000750 78.0 M v 162.0 50.6 19.3 1.0\n",
+ "3 688 p000750 78.0 M v 162.0 50.6 19.3 1.0\n",
+ "4 688 p000750 78.0 M v 162.0 50.6 19.3 1.0"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "print(f\"There are {X_df.shape[0]} segment in this dataset.\")\n",
+ "X_df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The data has two types of features:\n",
+ "- Some patient information like the subject identifier, the age, the gender and the number of segment for this patient.\n",
+ "- The PPG and ECG signals in the segment.\n",
+ "\n",
+ "We first start by looking at the statistics of the data:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "There are 2254 unique subjects in the train set.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "print(\n",
+ " f\"There are {X_df['subject'].nunique()} unique subjects in the train set.\"\n",
+ ")\n",
+ "# Display the number of subject/segments for each domain\n",
+ "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
+ "X_df.groupby(\"domain\")['subject'].apply(lambda x: x.nunique()).plot.bar(\n",
+ " ax=axes[0], color=[\"C1\", \"C0\"], title=\"Number of patients per domain\"\n",
+ ")\n",
+ "X_df.groupby(\"domain\").size().plot.bar(\n",
+ " ax=axes[1], color=[\"C1\", \"C0\"], title=\"Number of segments per domain\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "We now look at the demographic information of the patients:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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JOfNdp8+Zyb8TPxk8xrSxYv71sWlj5eWZN5bZOv1zrBWYkbO6a6ICAAA0a0G4c69XZxjGea9h11D/htoladmyZdqyZYt27dqloKAgT/uECRM8/x41apQSEhI0ZMgQbdiwQQ6Ho8H9ZmZmej1WUVGhqKgopaSkqHfv3uc5wgtzu91yOp1KTk5u0YXmuxJy5ruukrP3fvOoKePU2vx0MniMgk++q24mzXi/f8ndpowjSfff8B3TxjJLV3mOmcnMnNWd0QUAAOBTcR4aGio/P796s+RlZWX1ZsfrhIeHN9jf39+/3ox3dna2li5dqtdee02XXXbZeWPp2bOnRo0apcOHDzfax263y26312sPCAgw7UuomWN1FeTMd509Z2YV0t8ez6wxDRNPkW/P/4ed/TnWGszIGTkHAAB1fFqtPTAwUHFxcfVO5XM6nUpMbPi01ISEhHr98/PzFR8f7/Wl5Omnn9Yvf/lL/elPf1J8fPwFY6mqqtKhQ4caPC0eAAAAAICOxOdLqTkcDv3617/WunXrdOjQIWVkZKi4uNhz3fLMzEyvFdZTU1N17NgxORwOHTp0SOvWrdPatWs1d+5cT59ly5bp0Ucf1bp16zRo0CCVlpaqtLRUX331lafP3LlztXv3bh05ckTvvvuuJk+erIqKCs2YMaMlxw8AAAAAgOV8/s35lClTdOLECS1evFgul0sjR45UXl6eBg4cKElyuVxe1zyPiYlRXl6eMjIytHLlSkVGRuq5557zXEZNknJzc1VdXa3Jkyd77evxxx/XwoULJUmfffaZpk6dqvLycvXr109jx47VO++849kvAAAAAAAdVbMWhEtLS1NaWlqDj61fv75e27hx47Rv375Gxzt69OgF97l169amhgcAAAAAQIfi82ntAAAAAADAXM2aOQcAAACADmdnltURoCluyLQ6Akswcw4AAAAAgMUozgEAAAAAsBjFOQAAAAAAFqM4BwAAAADAYhTnAAAAAABYjOIcAAAAAACLUZwDAAAAAGAxinMAAAAAACxGcQ4AAAAAgMX8rQ4AALqKZ50fmzZWRvIw08YCAACA9SjOAQAAAHQJBZ+esDoENEHCDVZHYA1OawcAAAAAwGLMnAPAeYwtXmPaWO9E/4dpYwEAAKBzYeYcAAAAAACLUZwDAAAAAGAxinMAAAAAACxGcQ4AAAAAgMUozgEAAAAAsBjFOQAAAAAAFqM4BwAAAADAYhTnAAAAAABYjOIcAAAAAACLUZwDAAAAAGAxinMAAAAAACxGcQ4AAAAAgMUozgEAAAAAsBjFOQAAaDW5ubmKiYlRUFCQ4uLitGfPniZt9/bbb8vf319XXHFF6wYIAEA7QXEOAABaxbZt25Senq4FCxaoqKhISUlJmjBhgoqLi8+73alTpzR9+nTdeOONbRQpAADWozgHAACtYvny5Zo5c6ZmzZql2NhY5eTkKCoqSqtWrTrvdvfdd5/uuOMOJSQktFGkAABYj+IcAACYrrq6WoWFhUpJSfFqT0lJ0d69exvd7sUXX9Tf//53Pf74403aT1VVlSoqKrxuAAB0RBTnAADAdOXl5aqpqVFYWJhXe1hYmEpLSxvc5vDhw5o/f75eeukl+fv7N2k/WVlZ6tOnj+cWFRXV4tgBALACxTkAAGg1NpvN675hGPXaJKmmpkZ33HGHFi1apGHDhjV5/MzMTJ06dcpzO378eItjBgDACk37szQAAIAPQkND5efnV2+WvKysrN5suiSdPn1aH3zwgYqKivTAAw9Ikmpra2UYhvz9/ZWfn6/vfe979baz2+2y2+2tcxAAALQhZs4BAIDpAgMDFRcXJ6fT6dXudDqVmJhYr3/v3r314Ycfav/+/Z5bamqqLr30Uu3fv19jxoxpq9ABALAEM+cAAKBVOBwOTZs2TfHx8UpISNCaNWtUXFys1NRUSWdPSS8pKdHGjRvVrVs3jRw50mv7/v37KygoqF47AACdEcU5AABoFVOmTNGJEye0ePFiuVwujRw5Unl5eRo4cKAkyeVyXfCa5wAAdBXNOq09NzdXMTExCgoKUlxcnPbs2XPe/rt371ZcXJyCgoI0ePBgrV692uvxF154QUlJSbr44ot18cUX66abbtJ7773X4v0CAABrpaWl6ejRo6qqqlJhYaGuu+46z2Pr16/Xrl27Gt124cKF2r9/f+sHCQBAO+DzzPm2bduUnp6u3NxcXXPNNXr++ec1YcIEHTx4UNHR0fX6HzlyRBMnTtTs2bO1adMmvf3220pLS1O/fv00adIkSdKuXbs0depUJSYmKigoSMuWLVNKSooOHDigAQMGNGu/AAAf7Fku2WpbPs4NmS0fAwAAoAvyeeZ8+fLlmjlzpmbNmqXY2Fjl5OQoKipKq1atarD/6tWrFR0drZycHMXGxmrWrFm69957lZ2d7enz0ksvKS0tTVdccYWGDx+uF154QbW1tXr99debvV8AAAAAADoKn4rz6upqFRYWKiUlxas9JSVFe/fubXCbgoKCev3Hjx+vDz74QG63u8FtKisr5Xa7FRwc3Oz9AgAAAADQUfh0Wnt5eblqamrqXZ80LCys3nVM65SWljbY/8yZMyovL1dERES9bebPn68BAwbopptuavZ+JamqqkpVVVWe+xUVFZIkt9vd6B8Gmqpu+5aO05WQM991lZzV2vxMHces8cxmM2pMG8us54TnOWaYdGXNTv5clcx9XXb21zYAAGi6Zq3WbrPZvO4bhlGv7UL9G2qXpGXLlmnLli3atWuXgoKCWrTfrKwsLVq0qF57fn6+evTo0eh2vjj3+q24MHLmu06fs5D61zxuiZPB7fN6yDH/+ti0sfLyzBtLkpxfDTNnoLw8c8bpAMx4XVZWVpoQCQAA6Ax8Ks5DQ0Pl5+dXb7a6rKys3qx2nfDw8Ab7+/v7KyQkxKs9OztbS5cu1WuvvabLLrusRfuVzl4/1eFweO5XVFQoKipKKSkp6t279/kP9gLcbrecTqeSk5MVEBDQorG6CnLmu66Ss/d+86gp49Ta/HQyeIyCT76rbibOUpvl/UvuNm2s+2/4jinjeJ5jvT5WgBkLwiU5LtyngzPzdVl3RhcAAIBPxXlgYKDi4uLkdDp16623etqdTqduueWWBrdJSEjQK6+84tWWn5+v+Ph4ry81Tz/9tJYsWaIdO3YoPj6+xfuVJLvdLrvdXq89ICDAtELHzLG6CnLmu/aYs2ed5s3cjjW5kO5m1LTL4tww8XR7s58PAbZac4rzdvY8bU1mvC7b2+saAABYx+fT2h0Oh6ZNm6b4+HglJCRozZo1Ki4uVmpqqqSzs9UlJSXauHGjJCk1NVUrVqyQw+HQ7NmzVVBQoLVr12rLli2eMZctW6bHHntMmzdv1qBBgzwz5L169VKvXr2atF8AAAAAADoqn4vzKVOm6MSJE1q8eLFcLpdGjhypvLw8DRw4UJLkcrlUXFzs6R8TE6O8vDxlZGRo5cqVioyM1HPPPee5xrkk5ebmqrq6WpMnT/ba1+OPP66FCxc2ab8AAAAAAHRUzVoQLi0tTWlpaQ0+tn79+npt48aN0759+xod7+jRoy3eLwAAAAAAHZVJ184BAAAAAADNRXEOAAAAAIDFKM4BAAAAALBYs35zDgBji9dYHUKHY27Osk0cCwAAAFZj5hwAAAAAAItRnAMAAAAAYDGKcwAAAAAALEZxDgAAAACAxSjOAQAAAACwGMU5AAAAAAAWozgHAAAAAMBiFOcAAAAAAFiM4hwAAAAAAItRnAMAAAAAYDGKcwAAAAAALEZxDgAAAACAxSjOAQAAAACwGMU5AAAAAAAWozgHAAAAAMBi/lYHAADw3bPOj00Zx2bUKMaUkQAAANASzJwDAAAAAGAxinMAAAAAACxGcQ4AAAAAgMUozgEAAAAAsBjFOQAAAAAAFqM4BwAAAADAYhTnAAAAAABYjOIcAAAAAACLUZwDAAAAAGAxinMAAAAAACxGcQ4AAAAAgMUozgEAAAAAsBjFOQAAaDW5ubmKiYlRUFCQ4uLitGfPnkb7vvXWW7rmmmsUEhKi7t27a/jw4Xr22WfbMFoAAKzjb3UAAACgc9q2bZvS09OVm5ura665Rs8//7wmTJiggwcPKjo6ul7/nj176oEHHtBll12mnj176q233tJ9992nnj176j/+4z8sOAIAANoOM+cAAKBVLF++XDNnztSsWbMUGxurnJwcRUVFadWqVQ32Hz16tKZOnaoRI0Zo0KBBuuuuuzR+/PjzzrYDANBZMHMOdCU7s6yOAEAXUV1drcLCQs2fP9+rPSUlRXv37m3SGEVFRdq7d6+WLFnSaJ+qqipVVVV57ldUVDQvYAAALMbMOQAAMF15eblqamoUFhbm1R4WFqbS0tLzbnvJJZfIbrcrPj5e999/v2bNmtVo36ysLPXp08dzi4qKMiV+AADaGsU5AABoNTabzeu+YRj12s61Z88effDBB1q9erVycnK0ZcuWRvtmZmbq1KlTntvx48dNiRsAgLbGae0AAMB0oaGh8vPzqzdLXlZWVm82/VwxMTGSpFGjRumLL77QwoULNXXq1Ab72u122e12c4IGAMBCzZo59+WyKJK0e/duxcXFKSgoSIMHD9bq1au9Hj9w4IAmTZqkQYMGyWazKScnp94YCxculM1m87qFh4c3J3wAANDKAgMDFRcXJ6fT6dXudDqVmJjY5HEMw/D6TTkAAJ2VzzPnvl4W5ciRI5o4caJmz56tTZs26e2331ZaWpr69eunSZMmSZIqKys1ePBg3XbbbcrIyGh03yNGjNBrr73mue/n5+dr+AAAoI04HA5NmzZN8fHxSkhI0Jo1a1RcXKzU1FRJZ09JLykp0caNGyVJK1euVHR0tIYPHy7p7HXPs7Oz9eCDD1p2DAAAtBWfi/NvXxZFknJycrRjxw6tWrVKWVn1V4JevXq1oqOjPbPhsbGx+uCDD5Sdne0pzq+66ipdddVVklRvVVevYP39mS0HAKCDmDJlik6cOKHFixfL5XJp5MiRysvL08CBAyVJLpdLxcXFnv61tbXKzMzUkSNH5O/vryFDhujJJ5/UfffdZ9UhAADQZnwqzptzWZSCggKlpKR4tY0fP15r166V2+1WQEBAk/d/+PBhRUZGym63a8yYMVq6dKkGDx7caP/GLq/idrvldrubvN+G1G3f0nG6EnLmO9NzZpi3BmStrf2duVIXU3uMzWw2o8bUcdxmPTe6wOvbzNdlV3g/TEtLU1paWoOPrV+/3uv+gw8+yCw5AKDL8qk4b85lUUpLSxvsf+bMGZWXlysiIqJJ+x4zZow2btyoYcOG6YsvvtCSJUuUmJioAwcOKCQkpMFtsrKytGjRonrt+fn56tGjR5P2eyHn/pYOF0bOfGdezoabNI6khl927cLJ4DFWh9DqYv71sanjOb8aZs5AeXnmjNMBmPG6rKysNCESAADQGTRrtXZfL4vSUP+G2s9nwoQJnn+PGjVKCQkJGjJkiDZs2CCHw9HgNpmZmV6PVVRUKCoqSikpKerdu3eT990Qt9stp9Op5ORkn2b/uzJy5jvTc7ZnecvH+D/vHT1p2lhmqbX56WTwGAWffFfdTJpZbq/ev+RuU8axGTUa9M3fldzrYwXYals+YFLD78ediZmvy7ozugAAAHwqzptzWZTw8PAG+/v7+zc6490UPXv21KhRo3T48OFG+zR2eZWAgADTikMzx+oqyJnvTMuZGcXX/2nPxW83o6Zdx2cGw+RT9wNsteYU513otW3G65L3QgAAUMenHxk257IoCQkJ9frn5+crPj6+RV9KqqqqdOjQoSafFg8AAAAAQHvl8wpADodDv/71r7Vu3TodOnRIGRkZ9S6LMn36dE//1NRUHTt2TA6HQ4cOHdK6deu0du1azZ0719Onurpa+/fv1/79+1VdXa2SkhLt379fn3zyiafP3LlztXv3bh05ckTvvvuuJk+erIqKCs2YMaMlxw8AAAAAgOV8/s25r5dFiYmJUV5enjIyMrRy5UpFRkbqueee81xGTZI+//xzjR492nM/Oztb2dnZGjdunHbt2iVJ+uyzzzR16lSVl5erX79+Gjt2rN555x3PfgEAAAAA6KiatSCcL5dFkaRx48Zp3759jY43aNAgzyJxjdm6datPMQIAAAAA0FGYd9FjAAAAAADQLBTnAAAAAABYjOIcAAAAAACLUZwDAAAAAGAxinMAAAAAACxGcQ4AAAAAgMUozgEAAAAAsBjFOQAAAAAAFqM4BwAAAADAYhTnAAAAAABYzN/qAAC0nYJPT1gdAkwytniNKePU2vxUHpJoyliSpJ1Z5o0lSTdkmjseAABAO8XMOQAAAAAAFqM4BwAAAADAYhTnAAAAAABYjOIcAAAAAACLUZwDAAAAAGAxinMAAAAAACxGcQ4AAAAAgMUozgEAAAAAsBjFOQAAAAAAFqM4BwAAAADAYhTnAAAAAABYjOIcAAAAAACLUZwDAAAAAGAxinMAAAAAACxGcQ4AAAAAgMUozgEAAAAAsBjFOQAAAAAAFvO3OgAAF7Zy5ycybH4tHmesCbEAAAAAMB/FOdABXPXZenUzaqwOAwAAAEAr4bR2AAAAAAAsRnEOAAAAAIDFKM4BAAAAALAYxTkAAAAAABajOAcAAK0mNzdXMTExCgoKUlxcnPbs2dNo35dfflnJycnq16+fevfurYSEBO3YsaMNowUAwDoU5wAAoFVs27ZN6enpWrBggYqKipSUlKQJEyaouLi4wf5vvvmmkpOTlZeXp8LCQt1www26+eabVVRU1MaRAwDQ9ijOAQBAq1i+fLlmzpypWbNmKTY2Vjk5OYqKitKqVasa7J+Tk6N58+bpqquu0tChQ7V06VINHTpUr7zyShtHDgBA26M4BwAApquurlZhYaFSUlK82lNSUrR3794mjVFbW6vTp08rODi40T5VVVWqqKjwugEA0BFRnAMAANOVl5erpqZGYWFhXu1hYWEqLS1t0hjPPPOMvv76a91+++2N9snKylKfPn08t6ioqBbFDQCAVZpVnPuyuIsk7d69W3FxcQoKCtLgwYO1evVqr8cPHDigSZMmadCgQbLZbMrJyTFlvwAAwFo2m83rvmEY9doasmXLFi1cuFDbtm1T//79G+2XmZmpU6dOeW7Hjx9vccwAAFjB5+Lc18Vdjhw5ookTJyopKUlFRUV65JFH9NBDD2n79u2ePpWVlRo8eLCefPJJhYeHm7JfAABgndDQUPn5+dWbJS8rK6s3m36ubdu2aebMmfqv//ov3XTTTefta7fb1bt3b68bAAAdkc/Fua+Lu6xevVrR0dHKyclRbGysZs2apXvvvVfZ2dmePldddZWefvpp/fSnP5XdbjdlvwAAwDqBgYGKi4uT0+n0anc6nUpMTGx0uy1btujuu+/W5s2b9YMf/KC1wwQAoN3w96Vz3eIu8+fP92o/3+IuBQUF9RaDGT9+vNauXSu3262AgIBW2a90dpGYqqoqz/26RWLcbrfcbvcF93s+ddu3dJyuhJz5ri5XtTY/iyPpGOryRL6ari5XbqOdLkHSDt8vzHwv6+zvhw6HQ9OmTVN8fLwSEhK0Zs0aFRcXKzU1VdLZU9JLSkq0ceNGSWcL8+nTp+tXv/qVxo4d65l17969u/r06WPZcQAA0BZ8Ks6bs7hLaWlpg/3PnDmj8vJyRUREtMp+pbOLxCxatKhee35+vnr06HHB/TbFuTMCuDBy5ruTwWOsDqFDIV++c341zOoQGpaXZ3UEjTLjvayystKESNqvKVOm6MSJE1q8eLFcLpdGjhypvLw8DRw4UJLkcrm8fp72/PPP68yZM7r//vt1//33e9pnzJih9evXt3X4AAC0KZ+K8zq+Lu7SUP+G2s3eb2ZmphwOh+d+RUWFoqKilJKS0uLfpLndbjmdTiUnJzdp9h/krDnqchZ88l11M2qsDqfdq7X56WTwGPLlg7qcJff6WAG2WqvDqS/JceE+bczM97KucNmvtLQ0paWlNfjYuQX3rl27Wj8gAADaKZ+K8+Ys7hIeHt5gf39/f4WEhLTafqWzi8Q09Bv2gIAA04pDM8fqKsiZ77oZNRSbPiBfvguw1bbP4rwdv1eY8V7GeyEAAKjj048Mm7O4S0JCQr3++fn5io+Pb/KXkuYuKgMAAAAAQEfg82ntvi7ukpqaqhUrVsjhcGj27NkqKCjQ2rVrtWXLFs+Y1dXVOnjwoOffJSUl2r9/v3r16qXvfOc7TdovAAAAAAAdlc/Fua+Lu8TExCgvL08ZGRlauXKlIiMj9dxzz2nSpEmePp9//rlGjx7tuZ+dna3s7GyNGzfO8/uzC+0XAAAAAICOqlkLwvmyuIskjRs3Tvv27Wt0vEGDBnkWiWvufgEAAAAA6Kja6YVtAQAAAADoOijOAQAAAACwGMU5AAAAAAAWozgHAAAAAMBiFOcAAAAAAFiM4hwAAAAAAItRnAMAAAAAYDGKcwAAAAAALEZxDgAAAACAxSjOAQAAAACwGMU5AAAAAAAWozgHAAAAAMBiFOcAAAAAAFiM4hwAAAAAAItRnAMAAAAAYDF/qwMAAFjvvaMn1c2oafE4CYNDTIgGAACg62HmHAAAAAAAi1GcAwAAAABgMYpzAAAAAAAsRnEOAAAAAIDFKM4BAAAAALAYxTkAAAAAABajOAcAAAAAwGIU5wAAAAAAWIziHAAAAAAAi1GcAwAAAABgMYpzAAAAAAAsRnEOAAAAAIDFKM4BAAAAALAYxTkAAAAAABajOAcAAAAAwGIU5wAAAAAAWMzf6gCAzuZZ58emjWUzahRj2mgAAAAA2itmzgEAAAAAsBjFOQAAAAAAFqM4BwAAAADAYhTnAACg1eTm5iomJkZBQUGKi4vTnj17Gu3rcrl0xx136NJLL1W3bt2Unp7edoECAGAxinMAANAqtm3bpvT0dC1YsEBFRUVKSkrShAkTVFxc3GD/qqoq9evXTwsWLNDll1/extECAGAtinMAANAqli9frpkzZ2rWrFmKjY1VTk6OoqKitGrVqgb7Dxo0SL/61a80ffp09enTp42jBQDAWs26lFpubq6efvppuVwujRgxQjk5OUpKSmq0/+7du+VwOHTgwAFFRkZq3rx5Sk1N9eqzfft2PfbYY/r73/+uIUOG6IknntCtt97qeXzhwoVatGiR1zZhYWEqLS1tziEAXsy8/BkAQKqurlZhYaHmz5/v1Z6SkqK9e/eatp+qqipVVVV57ldUVJg2NgAAbcnnmXNfT1E7cuSIJk6cqKSkJBUVFemRRx7RQw89pO3bt3v6FBQUaMqUKZo2bZr+/Oc/a9q0abr99tv17rvveo01YsQIuVwuz+3DDz/0NXwAANAGysvLVVNTo7CwMK92s/+wnpWVpT59+nhuUVFRpo0NAEBb8rk49/UUtdWrVys6Olo5OTmKjY3VrFmzdO+99yo7O9vTJycnR8nJycrMzNTw4cOVmZmpG2+8UTk5OV5j+fv7Kzw83HPr16+fr+EDAIA2ZLPZvO4bhlGvrSUyMzN16tQpz+348eOmjQ0AQFvy6bT25pyiVlBQoJSUFK+28ePHa+3atXK73QoICFBBQYEyMjLq9Tm3OD98+LAiIyNlt9s1ZswYLV26VIMHD2403sZOdXO73XK73Rc83vOp276l43Ql7TlnNqPG6hAaVBdXrc3P4kg6hro8ka+mMztnbsPkpUza4fuFme9l7fH90CyhoaHy8/OrN0teVlZWbza9Jex2u+x2u2njAQBgFZ+K8+acolZaWtpg/zNnzqi8vFwRERGN9vn2mGPGjNHGjRs1bNgwffHFF1qyZIkSExN14MABhYSENLjvrKyser9Tl6T8/Hz16NGjScd8IU6n05RxupL2mLMYqwO4gJPBY6wOoUMhX74zK2d5p00Z5lsD5pk8oHnMeC+rrKw0IZL2KTAwUHFxcXI6nV5ryDidTt1yyy0WRgYAQPvUrAXhfD1FraH+57ZfaMwJEyZ4/j1q1CglJCRoyJA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+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Now let's check the distribution of the target\n",
+ "plt.hist(y[y != -1], bins=40, density=True, alpha=0.5, label=\"v\")\n",
+ "plt.legend()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We see here that the distribution is skewed. Indeed, the international guidelines for anesthesiologist recommend a MAP between 70 and 105 mmHg, and to avoid having hypotension during the procedure.\n",
+ "As this data is observational, we see that we have very few data points with a MAP below 70 mmHg, which might be a problem for the model to learn the distribution of the MAP.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now, we turn to the high-frequency signals contained in the data.\n",
+ "To avoid loading the entire dataset, we will load only the first 1000 rows of\n",
+ "the dataset."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "> \u001b[0;32m/home/tom/Work/ramp/map_estimation/problem.py\u001b[0m(46)\u001b[0;36m_load_data\u001b[0;34m()\u001b[0m\n",
+ "\u001b[0;32m 45 \u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mipdb\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mipdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_trace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0m\u001b[0;32m---> 46 \u001b[0;31m \u001b[0mX_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_hdf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"data\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0m\u001b[0;32m 47 \u001b[0;31m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0m\n",
+ "> \u001b[0;32m/home/tom/Work/ramp/map_estimation/problem.py\u001b[0m(46)\u001b[0;36m_load_data\u001b[0;34m()\u001b[0m\n",
+ "\u001b[0;32m 45 \u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mipdb\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mipdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_trace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0m\u001b[0;32m---> 46 \u001b[0;31m \u001b[0mX_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_hdf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"data\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstop\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0m\u001b[0;32m 47 \u001b[0;31m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0m\n"
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3
\n",
+ "
688
\n",
+ "
p000750
\n",
+ "
78.0
\n",
+ "
M
\n",
+ "
v
\n",
+ "
162.0
\n",
+ "
50.6
\n",
+ "
19.3
\n",
+ "
1.0
\n",
+ "
[0.17744878960204316, 0.18312116528072353, 0.2...
\n",
+ "
[0.2668839934294831, 0.26939094339014175, 0.25...
\n",
+ "
\n",
+ "
\n",
+ "
4
\n",
+ "
688
\n",
+ "
p000750
\n",
+ "
78.0
\n",
+ "
M
\n",
+ "
v
\n",
+ "
162.0
\n",
+ "
50.6
\n",
+ "
19.3
\n",
+ "
1.0
\n",
+ "
[0.6703874816047055, 0.5075806829705767, 0.444...
\n",
+ "
[0.27162392568169147, 0.2647447495713346, 0.24...
\n",
+ "
\n",
+ "
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
\n",
+ "
\n",
+ "
563994
\n",
+ "
2582
\n",
+ "
p025225
\n",
+ "
32.0
\n",
+ "
F
\n",
+ "
m
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
2.0
\n",
+ "
[0.5277368679430535, 0.5429553264604811, 0.527...
\n",
+ "
[0.8159817351598173, 0.8589041095890412, 0.889...
\n",
+ "
\n",
+ "
\n",
+ "
563995
\n",
+ "
2582
\n",
+ "
p025225
\n",
+ "
32.0
\n",
+ "
F
\n",
+ "
m
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
2.0
\n",
+ "
[0.514367816091954, 0.5340038314176245, 0.5536...
\n",
+ "
[0.31778290993071595, 0.3196304849884527, 0.31...
\n",
+ "
\n",
+ "
\n",
+ "
563996
\n",
+ "
2582
\n",
+ "
p025225
\n",
+ "
32.0
\n",
+ "
F
\n",
+ "
m
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
2.0
\n",
+ "
[0.33526927138331575, 0.3405491024287223, 0.34...
\n",
+ "
[0.3029958285930982, 0.2684869169510808, 0.237...
\n",
+ "
\n",
+ "
\n",
+ "
563997
\n",
+ "
2582
\n",
+ "
p025225
\n",
+ "
32.0
\n",
+ "
F
\n",
+ "
m
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
2.0
\n",
+ "
[0.5840182648401827, 0.5981735159817352, 0.607...
\n",
+ "
[0.25532900834105654, 0.23076923076923078, 0.2...
\n",
+ "
\n",
+ "
\n",
+ "
563998
\n",
+ "
2582
\n",
+ "
p025225
\n",
+ "
32.0
\n",
+ "
F
\n",
+ "
m
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
NaN
\n",
+ "
2.0
\n",
+ "
[0.1767180925666199, 0.0, 0.06217858812529219,...
\n",
+ "
[0.8779527559055119, 0.8503937007874017, 0.825...
\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
200 rows × 11 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " n_seg subject age gender domain height weight bmi id \\\n",
+ "0 688 p000750 78.0 M v 162.0 50.6 19.3 1.0 \n",
+ "1 688 p000750 78.0 M v 162.0 50.6 19.3 1.0 \n",
+ "2 688 p000750 78.0 M v 162.0 50.6 19.3 1.0 \n",
+ "3 688 p000750 78.0 M v 162.0 50.6 19.3 1.0 \n",
+ "4 688 p000750 78.0 M v 162.0 50.6 19.3 1.0 \n",
+ "... ... ... ... ... ... ... ... ... ... \n",
+ "563994 2582 p025225 32.0 F m NaN NaN NaN 2.0 \n",
+ "563995 2582 p025225 32.0 F m NaN NaN NaN 2.0 \n",
+ "563996 2582 p025225 32.0 F m NaN NaN NaN 2.0 \n",
+ "563997 2582 p025225 32.0 F m NaN NaN NaN 2.0 \n",
+ "563998 2582 p025225 32.0 F m NaN NaN NaN 2.0 \n",
+ "\n",
+ " ecg \\\n",
+ "0 [0.3688673837817671, 0.3620627421921535, 0.365... \n",
+ "1 [0.25735809742643956, 0.23910011930527947, 0.2... \n",
+ "2 [0.13428866369506492, 0.14334834365416743, 0.1... \n",
+ "3 [0.17744878960204316, 0.18312116528072353, 0.2... \n",
+ "4 [0.6703874816047055, 0.5075806829705767, 0.444... \n",
+ "... ... \n",
+ "563994 [0.5277368679430535, 0.5429553264604811, 0.527... \n",
+ "563995 [0.514367816091954, 0.5340038314176245, 0.5536... \n",
+ "563996 [0.33526927138331575, 0.3405491024287223, 0.34... \n",
+ "563997 [0.5840182648401827, 0.5981735159817352, 0.607... \n",
+ "563998 [0.1767180925666199, 0.0, 0.06217858812529219,... \n",
+ "\n",
+ " ppg \n",
+ "0 [0.40960445864963035, 0.36931866813001185, 0.3... \n",
+ "1 [0.36706728559046503, 0.4034043141571599, 0.35... \n",
+ "2 [0.7494333513716098, 0.8147798178151058, 0.799... \n",
+ "3 [0.2668839934294831, 0.26939094339014175, 0.25... \n",
+ "4 [0.27162392568169147, 0.2647447495713346, 0.24... \n",
+ "... ... \n",
+ "563994 [0.8159817351598173, 0.8589041095890412, 0.889... \n",
+ "563995 [0.31778290993071595, 0.3196304849884527, 0.31... \n",
+ "563996 [0.3029958285930982, 0.2684869169510808, 0.237... \n",
+ "563997 [0.25532900834105654, 0.23076923076923078, 0.2... \n",
+ "563998 [0.8779527559055119, 0.8503937007874017, 0.825... \n",
+ "\n",
+ "[200 rows x 11 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X_v, y = problem.get_train_data(start=0, stop=100)\n",
+ "X_m, y_m = problem.get_train_data(start=-101, stop=-1)\n",
+ "X_df = pd.concat([X_v, X_m], axis=0)\n",
+ "y = np.concatenate([y, y_m])\n",
+ "\n",
+ "X_df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The waveforms are stored as specific columns containing numpy arrays. \n",
+ "They contain:\n",
+ "- **ECG:** the electrocardiogram signal, which is a measure of the electrical activity of the heart.\n",
+ "- **PPG:** the photoplethysmogram signal, which is a measure of the blood volume changes in the arteries.\n",
+ "\n",
+ "We can plot them to see what they look like, and display the MAP value for each segment. \n",
+ "Note that in this context, we do not have access to the MAP value for the target domain `m`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
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+ "