Compare_learning_structure_algorithms.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import random as rd\n",
    "import pyAgrum as gum\n",
    "import pyAgrum.lib.notebook as gnb\n",
    "from h2pc import H2PC\n",
    "from hpc import hpc\n",
    "import pandas as pd\n",
    "\n",
    "%matplotlib inline\n",
    "from pylab import *\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from independances import indepandance, plot_independance_tests, plot_indep_time_computation\n",
    "from sklearn import preprocessing\n",
    "from hpc import hpc\n",
    "from utils import format_test\n",
    "from comparaison_python import plot_ratio_algorithms, plot_score_algorithms\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute data and use an already known structure\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "asia_bn=gum.loadBN(os.path.join(\"true_graphes_structures\",\"asia.bif\"))\n",
    "sizes=[2000,5000,10000]   \n",
    "lindep=[(\"asia\",\"smoke\",['lung']), (\"asia\",\"smoke\",[]),\n",
    "                                   (\"dysp\",\"smoke\",[]),\n",
    "                                    (\"dysp\",\"smoke\",[\"lung\",\"bronc\"]),\n",
    "                                    (\"tub\",\"bronc\",[]),\n",
    "                                    (\"tub\",\"bronc\",[\"dysp\"])]\n",
    "#generate database of asia and collect the corresponding dataframe\n",
    "#we keep the labels to avoid misconfusing with id nodes\n",
    "gum.generateCSV(asia_bn,os.path.join(\"databases\",\"sample_asia.csv\"),20000,visible=False,with_labels=True)\n",
    "df_asia=pd.read_csv(os.path.join(\"databases\",\"sample_asia.csv\"))\n",
    "learner=gum.BNLearner(os.path.join(\"databases\",\"sample_asia.csv\"))\n",
    "  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test independance tests (R, PyAgrum and personnal version) on Asia network\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Several possibilities are offered among all possible independance tests, we can combine *30* possible combinations in total:\n",
    "\n",
    "* main criterias are the stat computed :\"pearson\",\"log-likelihood\",\"freeman-tukey\",\"mod-log-likelihood\",\"cressie-read\"\n",
    "* and the way to adjust degrees of freedom to the observed simulation: \"classic\",\"adjusted\",\"permut\",\"permut_adjusted\",\"semi_parametric\"\n",
    "\n",
    "Besides, it's also possible to choose among R, Pyagrum (only for person and log method, with classic dof) and own library to perform the tests. As you will see, Pyagrum is the fastest way.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "asia indep smoke given ['lung'] ? with p-value of 0.10985459006771792\n",
      "asia indep smoke ? with p-value of 0.6803771363735471\n",
      "dysp indep smoke ? with p-value of 0.0\n",
      "dysp indep smoke given ['lung', 'bronc'] ? with p-value of 0.22572815670032897\n",
      "tub indep bronc ? with p-value of 0.16914258514458547\n",
      "tub indep bronc given ['dysp'] ? with p-value of 0.0\n"
     ]
    }
   ],
   "source": [
    "for test in lindep:\n",
    "    print(\"{} with p-value of {}\".format(format_test(test),indepandance(df_asia,*test).realize_test()[1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Measure independance for several algorithms on each conditionnal test of lindep\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 460.8x288 with 2 Axes>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 460.8x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#to assert each value measured, we repeat 20 times the test\n",
    "indep_criterion=[{\"usePyAgrum\":True},{\"usePyAgrum\":True,\"calculation_method\":\"log-likelihood\"}]\n",
    "plot_independance_tests(df_asia,asia_bn,sizes,lindep,nb_test=10,list_args_independance=indep_criterion)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Something strange we can point out from the observed graphics is in opposition to what we could expect,\n",
    "confidence intervals stay approximately the same, even by increasing the size of the dataset.\n",
    "Problem coming from the method gum.generateCSV?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison of time computation\n",
    "We can plot differences of time computation according to our 3 methods to perform the same computation : \n",
    "* using R libraries\n",
    "* using PyAgrum library \n",
    "* using our library.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-6-445e62eef137>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mntimes\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mplot_indep_time_computation\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0masia_bn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlindep\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mntimes\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msizes\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlist_args_independance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m\"calculation_method\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m\"pearson\"\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m\"usePyAgrum\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"calculation_method\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m\"pearson\"\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m\"R_test\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"calculation_method\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m\"pearson\"\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\independances.py\u001b[0m in \u001b[0;36mplot_indep_time_computation\u001b[1;34m(bn, lindep, ntimes, sizes, list_args_independance)\u001b[0m\n\u001b[0;32m    461\u001b[0m                 \u001b[0mmodified_function\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcompute_time\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindepandance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mindep_relation_ship\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mtest\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrealize_test\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    462\u001b[0m                 \u001b[0mtemps_execution\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 463\u001b[1;33m                 \u001b[1;32mfor\u001b[0m \u001b[0miteration\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mntimes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    464\u001b[0m                     \u001b[0mtemps_execution\u001b[0m\u001b[1;33m+=\u001b[0m\u001b[0mmodified_function\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    465\u001b[0m                 \u001b[0mstore_time\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtemps_execution\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\utils.py\u001b[0m in \u001b[0;36mfonction_modifiee\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     14\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     15\u001b[0m         \u001b[0mtps_avant\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# Avant d'exécuter la fonction\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m         \u001b[0mfonction_a_executer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# On exécute la fonction\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     17\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mtps_avant\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     18\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mfonction_modifiee\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\independances.py\u001b[0m in \u001b[0;36mrealize_test\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    302\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    303\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 304\u001b[1;33m             \u001b[0mretour\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrealize_R_test\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdico_conversion_type\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mpython_test\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    305\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mverbosity\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    306\u001b[0m                 \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Computed values are, in that order, stat computed: {}, and pvalue: {}.\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mretour\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\independances.py\u001b[0m in \u001b[0;36mrealize_R_test\u001b[1;34m(self, type_test)\u001b[0m\n\u001b[0;32m    255\u001b[0m       \u001b[1;32mfrom\u001b[0m \u001b[0mrpy2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrobjects\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpandas2ri\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mStrVector\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    256\u001b[0m       \u001b[0mpandas2ri\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mactivate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 257\u001b[1;33m       \u001b[0mr_dataframe\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpandas2ri\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpy2ri\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    258\u001b[0m       \u001b[0mconverted_ind_z\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mStrVector\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mind_z\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    259\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\functools.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kw)\u001b[0m\n\u001b[0;32m    825\u001b[0m                             '1 positional argument')\n\u001b[0;32m    826\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 827\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mdispatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    828\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    829\u001b[0m     \u001b[0mfuncname\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'__name__'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'singledispatch function'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\rpy2\\robjects\\pandas2ri.py\u001b[0m in \u001b[0;36mpy2ri_pandasdataframe\u001b[1;34m(obj)\u001b[0m\n\u001b[0;32m     60\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miteritems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     61\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 62\u001b[1;33m             \u001b[0mod\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconversion\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpy2ri\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     63\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     64\u001b[0m             warnings.warn('Error while trying to convert '\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\functools.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kw)\u001b[0m\n\u001b[0;32m    825\u001b[0m                             '1 positional argument')\n\u001b[0;32m    826\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 827\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mdispatch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    828\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    829\u001b[0m     \u001b[0mfuncname\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'__name__'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'singledispatch function'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\rpy2\\robjects\\pandas2ri.py\u001b[0m in \u001b[0;36mpy2ri_pandasseries\u001b[1;34m(obj)\u001b[0m\n\u001b[0;32m    129\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    130\u001b[0m         res.do_slot_assign('names',\n\u001b[1;32m--> 131\u001b[1;33m                            StrVector(tuple(str(x) for x in obj.index)))\n\u001b[0m\u001b[0;32m    132\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    133\u001b[0m         res.do_slot_assign('dimnames',\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\rpy2\\robjects\\pandas2ri.py\u001b[0m in \u001b[0;36m<genexpr>\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m    129\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    130\u001b[0m         res.do_slot_assign('names',\n\u001b[1;32m--> 131\u001b[1;33m                            StrVector(tuple(str(x) for x in obj.index)))\n\u001b[0m\u001b[0;32m    132\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    133\u001b[0m         res.do_slot_assign('dimnames',\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 460.8x864 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ntimes=20\n",
    "plot_indep_time_computation(asia_bn,lindep, ntimes,sizes,list_args_independance=[{\"calculation_method\":\"pearson\"},{\"usePyAgrum\":True,\"calculation_method\":\"pearson\"},{\"R_test\":True,\"calculation_method\":\"pearson\"}])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that PyAgrum is clearly the fastest way to compute independance tests, but only present for the moment two possibilities to compute indepandance tests.\n",
    "\n",
    "\n",
    "Our library comes in second, but takes between 10 and 100 times more to compute the tests. Howvever, it's richer to perform \n",
    "some more complex, elaborate indepandance tests.\n",
    "\n",
    "\n",
    "Eventually, R library is cleary the slowiest one. Nonenetheless, most of the time used to compute with R libraries\n",
    "comes from converting Python types, such as dataframes, to R types, in order to execute on them the indepandance tests of library bnlearn."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use HPC to compute the local set of parents and children\n",
    "Let's see if we can find for several variables their neighbourhood using HPC algorithm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<g class=\"graph\" id=\"graph0\" transform=\"scale(1 1) rotate(0) translate(4 256)\">\n",
       "<title>G</title>\n",
       "<!-- asia -->\n",
       "<g class=\"node\" id=\"node1\"><title>asia</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) asia\">\n",
       "<ellipse cx=\"27\" cy=\"-234\" fill=\"#444444\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- tub -->\n",
       "<g class=\"node\" id=\"node2\"><title>tub</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) tub\">\n",
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       "</g>\n",
       "</g>\n",
       "<!-- asia&#45;&gt;tub -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>asia-&gt;tub</title>\n",
       "<g id=\"a_edge1\"><a xlink:title=\"(0, 1) : \">\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either -->\n",
       "<g class=\"node\" id=\"node6\"><title>either</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) either\">\n",
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       "<g class=\"edge\" id=\"edge5\"><title>tub-&gt;either</title>\n",
       "<g id=\"a_edge5\"><a xlink:title=\"(1, 5) : \">\n",
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       "</g>\n",
       "<!-- smoke -->\n",
       "<g class=\"node\" id=\"node3\"><title>smoke</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) smoke\">\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung -->\n",
       "<g class=\"node\" id=\"node4\"><title>lung</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) lung\">\n",
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       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"99\" y=\"-158.3\">lung</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;lung -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>smoke-&gt;lung</title>\n",
       "<g id=\"a_edge6\"><a xlink:title=\"(2, 3) : \">\n",
       "<path d=\"M122.653,-216.411C118.986,-208.129 114.467,-197.925 110.365,-188.662\" fill=\"none\" stroke=\"#000000\"/>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- bronc -->\n",
       "<g class=\"node\" id=\"node5\"><title>bronc</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) bronc\">\n",
       "<ellipse cx=\"154\" cy=\"-90\" fill=\"#444444\" rx=\"32.4942\" ry=\"18\" stroke=\"black\"/>\n",
       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"154\" y=\"-86.3\">bronc</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;bronc -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>smoke-&gt;bronc</title>\n",
       "<g id=\"a_edge7\"><a xlink:title=\"(2, 4) : \">\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>lung-&gt;either</title>\n",
       "<g id=\"a_edge8\"><a xlink:title=\"(3, 5) : \">\n",
       "<path d=\"M92.8384,-144.411C89.8388,-136.335 86.1602,-126.431 82.7889,-117.355\" fill=\"none\" stroke=\"#000000\"/>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- dysp -->\n",
       "<g class=\"node\" id=\"node8\"><title>dysp</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) dysp\">\n",
       "<ellipse cx=\"150\" cy=\"-18\" fill=\"#444444\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"150\" y=\"-14.3\">dysp</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- bronc&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>bronc-&gt;dysp</title>\n",
       "<g id=\"a_edge2\"><a xlink:title=\"(4, 7) : \">\n",
       "<path d=\"M153.011,-71.6966C152.57,-63.9827 152.041,-54.7125 151.549,-46.1124\" fill=\"none\" stroke=\"#000000\"/>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- xray -->\n",
       "<g class=\"node\" id=\"node7\"><title>xray</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) xray\">\n",
       "<ellipse cx=\"73\" cy=\"-18\" fill=\"#444444\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"73\" y=\"-14.3\">xray</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;xray -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>either-&gt;xray</title>\n",
       "<g id=\"a_edge3\"><a xlink:title=\"(5, 6) : \">\n",
       "<path d=\"M73,-71.6966C73,-63.9827 73,-54.7125 73,-46.1124\" fill=\"none\" stroke=\"#000000\"/>\n",
       "<polygon fill=\"#000000\" points=\"76.5001,-46.1043 73,-36.1043 69.5001,-46.1044 76.5001,-46.1043\" stroke=\"#000000\"/>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>either-&gt;dysp</title>\n",
       "<g id=\"a_edge4\"><a xlink:title=\"(5, 7) : \">\n",
       "<path d=\"M88.9544,-74.496C99.8672,-64.5752 114.511,-51.2624 126.721,-40.1626\" fill=\"none\" stroke=\"#000000\"/>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot asia bn\n",
    "gnb.showBN(asia_bn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Blanket markov found is {'lung', 'xray', 'tub', 'dysp'} .\n",
      "True neighbours are {'lung', 'xray', 'tub', 'dysp'}\n",
      "Blanket markov found is {'smoke', 'dysp'} .\n",
      "True neighbours are {'smoke', 'dysp'}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "couverture_markov_either=hpc('either',df_asia,learner=learner,usePyAgrum=True).couverture_markov()\n",
    "print(\"Blanket markov found is {} .\".format(couverture_markov_either))\n",
    "id_either=asia_bn.idFromName('either')\n",
    "neighbours_either={asia_bn.names()[node] for node in asia_bn.children(id_either).union(asia_bn.parents(id_either))}\n",
    "print(\"True neighbours are {}\".format(neighbours_either ))\n",
    "\n",
    "couverture_markov_bronc=hpc('bronc',df_asia,learner=learner,usePyAgrum=True).couverture_markov()\n",
    "print(\"Blanket markov found is {} .\".format(couverture_markov_bronc))\n",
    "id_bronc=asia_bn.idFromName('bronc')\n",
    "neighbours_bronc={asia_bn.names()[node] for node in asia_bn.children(id_bronc).union(asia_bn.parents(id_bronc))}\n",
    "print(\"True neighbours are {}\".format(neighbours_bronc ))\n",
    "neighbours_bronc==couverture_markov_bronc\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use H2PC to compute bayesian network from the data\n",
    "\n",
    "We can play on several parameters to modify the bayesian network:\n",
    "* we can of course set up the several criterias of indepandance used to compute the Blanket Markov of each variable\n",
    "* we can modify the scoring function used in the second phase for learning the structure (tabu search and greedy search), and add its potential parameters\n",
    "* Filtering: to accept or not assymetries in the blanket markovs (with and, we force the program to erase a variable 1 if it's present in one of the MB of a target variable, and not the other one)\n",
    "* optimized: instead of starting from scratches for each variable, we use the pre-information processed to speed up the process\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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      "image/svg+xml": [
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       "<g class=\"graph\" id=\"graph0\" transform=\"scale(1 1) rotate(0) translate(4 256)\">\n",
       "<title>G</title>\n",
       "<!-- smoke -->\n",
       "<g class=\"node\" id=\"node1\"><title>smoke</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) smoke\">\n",
       "<ellipse cx=\"137\" cy=\"-234\" fill=\"#444444\" rx=\"34.394\" ry=\"18\" stroke=\"black\"/>\n",
       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"137\" y=\"-230.3\">smoke</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung -->\n",
       "<g class=\"node\" id=\"node2\"><title>lung</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) lung\">\n",
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       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"103\" y=\"-158.3\">lung</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;lung -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>smoke-&gt;lung</title>\n",
       "<g id=\"a_edge1\"><a xlink:title=\"(0, 1) : \">\n",
       "<path d=\"M128.942,-216.411C124.92,-208.129 119.964,-197.925 115.464,-188.662\" fill=\"none\" stroke=\"#000000\"/>\n",
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       "</a>\n",
       "</g>\n",
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       "<!-- bronc -->\n",
       "<g class=\"node\" id=\"node5\"><title>bronc</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) bronc\">\n",
       "<ellipse cx=\"178\" cy=\"-90\" fill=\"#444444\" rx=\"32.4942\" ry=\"18\" stroke=\"black\"/>\n",
       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"178\" y=\"-86.3\">bronc</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;bronc -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>smoke-&gt;bronc</title>\n",
       "<g id=\"a_edge6\"><a xlink:title=\"(0, 4) : \">\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either -->\n",
       "<g class=\"node\" id=\"node3\"><title>either</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) either\">\n",
       "<ellipse cx=\"97\" cy=\"-90\" fill=\"#444444\" rx=\"30.5947\" ry=\"18\" stroke=\"black\"/>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>lung-&gt;either</title>\n",
       "<g id=\"a_edge2\"><a xlink:title=\"(1, 2) : \">\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- xray -->\n",
       "<g class=\"node\" id=\"node4\"><title>xray</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) xray\">\n",
       "<ellipse cx=\"27\" cy=\"-18\" fill=\"#444444\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"27\" y=\"-14.3\">xray</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;xray -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>either-&gt;xray</title>\n",
       "<g id=\"a_edge5\"><a xlink:title=\"(2, 3) : \">\n",
       "<path d=\"M82.1548,-74.1548C72.3725,-64.3725 59.4037,-51.4037 48.4996,-40.4996\" fill=\"none\" stroke=\"#000000\"/>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- tub -->\n",
       "<g class=\"node\" id=\"node6\"><title>tub</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) tub\">\n",
       "<ellipse cx=\"99\" cy=\"-18\" fill=\"#444444\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"99\" y=\"-14.3\">tub</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;tub -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>either-&gt;tub</title>\n",
       "<g id=\"a_edge7\"><a xlink:title=\"(2, 5) : \">\n",
       "<path d=\"M97.4944,-71.6966C97.7148,-63.9827 97.9796,-54.7125 98.2254,-46.1124\" fill=\"none\" stroke=\"#000000\"/>\n",
       "<polygon fill=\"#000000\" points=\"101.724,-46.2002 98.5113,-36.1043 94.727,-46.0003 101.724,-46.2002\" stroke=\"#000000\"/>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- dysp -->\n",
       "<g class=\"node\" id=\"node7\"><title>dysp</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) dysp\">\n",
       "<ellipse cx=\"175\" cy=\"-18\" fill=\"#444444\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"175\" y=\"-14.3\">dysp</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>either-&gt;dysp</title>\n",
       "<g id=\"a_edge3\"><a xlink:title=\"(2, 6) : \">\n",
       "<path d=\"M113.162,-74.496C124.216,-64.5752 139.05,-51.2624 151.419,-40.1626\" fill=\"none\" stroke=\"#000000\"/>\n",
       "<polygon fill=\"#000000\" points=\"154.021,-42.5299 159.126,-33.246 149.346,-37.3202 154.021,-42.5299\" stroke=\"#000000\"/>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- bronc&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>bronc-&gt;dysp</title>\n",
       "<g id=\"a_edge4\"><a xlink:title=\"(4, 6) : \">\n",
       "<path d=\"M177.258,-71.6966C176.928,-63.9827 176.531,-54.7125 176.162,-46.1124\" fill=\"none\" stroke=\"#000000\"/>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- asia -->\n",
       "<g class=\"node\" id=\"node8\"><title>asia</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) asia\">\n",
       "<ellipse cx=\"216\" cy=\"-234\" fill=\"#444444\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text fill=\"#ffffff\" font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"216\" y=\"-230.3\">asia</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "bn_H2PC_asia=H2PC(learner,df_asia,score_algorithm=\"tabu_search\",optimized=False,filtering=\"AND\",usePyAgrum=True).learnBN()\n",
    "gnb.showBN(bn_H2PC_asia)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compare Learning algorithms\n",
    "Here, we are going to compare the H2PC hybrid-bases algorithm, with some scoring algorithms already implemented in PyAgrum. First, we do that by comparing graphically the networks, then by using scoring functions. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Studies on Asia BN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<g class=\"graph\" id=\"graph0\" transform=\"scale(1 1) rotate(0) translate(4 256)\">\n",
       "<title>G</title>\n",
       "<!-- smoke -->\n",
       "<g class=\"node\" id=\"node1\"><title>smoke</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) smoke\">\n",
       "<ellipse cx=\"56.4971\" cy=\"-234\" fill=\"lightgrey\" rx=\"34.394\" ry=\"18\" stroke=\"black\"/>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung -->\n",
       "<g class=\"node\" id=\"node2\"><title>lung</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) lung\">\n",
       "<ellipse cx=\"87.4971\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"87.4971\" y=\"-158.3\">lung</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;lung -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>smoke-&gt;lung</title>\n",
       "<path d=\"M63.8437,-216.411C67.5113,-208.129 72.0304,-197.925 76.1325,-188.662\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"79.3542,-190.031 80.2033,-179.47 72.9537,-187.196 79.3542,-190.031\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- bronc -->\n",
       "<g class=\"node\" id=\"node5\"><title>bronc</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) bronc\">\n",
       "<ellipse cx=\"32.4971\" cy=\"-90\" fill=\"lightgrey\" rx=\"32.4942\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"32.4971\" y=\"-86.3\">bronc</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;bronc -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>smoke-&gt;bronc</title>\n",
       "<path d=\"M53.6022,-215.871C49.5118,-191.67 41.9975,-147.211 37.1269,-118.393\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"40.52,-117.466 35.4023,-108.189 33.6179,-118.633 40.52,-117.466\" stroke=\"red\"/>\n",
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       "<!-- either -->\n",
       "<g class=\"node\" id=\"node3\"><title>either</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) either\">\n",
       "<ellipse cx=\"113.497\" cy=\"-90\" fill=\"lightgrey\" rx=\"30.5947\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-86.3\">either</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>lung-&gt;either</title>\n",
       "<path d=\"M93.6588,-144.411C96.6583,-136.335 100.337,-126.431 103.708,-117.355\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"106.998,-118.549 107.199,-107.956 100.436,-116.112 106.998,-118.549\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- xray -->\n",
       "<g class=\"node\" id=\"node4\"><title>xray</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) xray\">\n",
       "<ellipse cx=\"113.497\" cy=\"-18\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-14.3\">xray</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;xray -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>either-&gt;xray</title>\n",
       "<path d=\"M113.497,-71.6966C113.497,-63.9827 113.497,-54.7125 113.497,-46.1124\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"116.997,-46.1043 113.497,-36.1043 109.997,-46.1044 116.997,-46.1043\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- dysp -->\n",
       "<g class=\"node\" id=\"node7\"><title>dysp</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) dysp\">\n",
       "<ellipse cx=\"36.4971\" cy=\"-18\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"36.4971\" y=\"-14.3\">dysp</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>either-&gt;dysp</title>\n",
       "<path d=\"M97.5427,-74.496C86.6299,-64.5752 71.9857,-51.2624 59.776,-40.1626\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"61.9215,-37.3829 52.1677,-33.246 57.2127,-42.5625 61.9215,-37.3829\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- bronc&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>bronc-&gt;dysp</title>\n",
       "<path d=\"M33.4859,-71.6966C33.9267,-63.9827 34.4564,-54.7125 34.9478,-46.1124\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"38.4434,-46.2878 35.5197,-36.1043 31.4548,-45.8883 38.4434,-46.2878\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- tub -->\n",
       "<g class=\"node\" id=\"node6\"><title>tub</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) tub\">\n",
       "<ellipse cx=\"159.497\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-158.3\">tub</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- tub&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>tub-&gt;either</title>\n",
       "<path d=\"M149.059,-145.116C143.376,-136.469 136.218,-125.575 129.816,-115.833\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"132.63,-113.742 124.213,-107.307 126.78,-117.586 132.63,-113.742\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- asia -->\n",
       "<g class=\"node\" id=\"node8\"><title>asia</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) asia\">\n",
       "<ellipse cx=\"159.497\" cy=\"-234\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-230.3\">asia</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- asia&#45;&gt;tub -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>asia-&gt;tub</title>\n",
       "<path d=\"M159.497,-215.697C159.497,-207.983 159.497,-198.712 159.497,-190.112\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
       "<polygon fill=\"black\" points=\"162.997,-190.104 159.497,-180.104 155.997,-190.104 162.997,-190.104\" stroke=\"black\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\" style=\"\"><svg height=\"260pt\" viewBox=\"0.00 0.00 194.50 260.00\" width=\"194pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g class=\"graph\" id=\"graph0\" transform=\"scale(1 1) rotate(0) translate(4 256)\">\n",
       "<title>G</title>\n",
       "<!-- smoke -->\n",
       "<g class=\"node\" id=\"node1\"><title>smoke</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) smoke\">\n",
       "<ellipse cx=\"56.4971\" cy=\"-234\" fill=\"lightgrey\" rx=\"34.394\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"56.4971\" y=\"-230.3\">smoke</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung -->\n",
       "<g class=\"node\" id=\"node2\"><title>lung</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) lung\">\n",
       "<ellipse cx=\"87.4971\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"87.4971\" y=\"-158.3\">lung</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;lung -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>smoke-&gt;lung</title>\n",
       "<path d=\"M63.8437,-216.411C67.5113,-208.129 72.0304,-197.925 76.1325,-188.662\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"79.3542,-190.031 80.2033,-179.47 72.9537,-187.196 79.3542,-190.031\" stroke=\"red\"/>\n",
       "</g>\n",
       "<!-- bronc -->\n",
       "<g class=\"node\" id=\"node5\"><title>bronc</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) bronc\">\n",
       "<ellipse cx=\"32.4971\" cy=\"-90\" fill=\"lightgrey\" rx=\"32.4942\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"32.4971\" y=\"-86.3\">bronc</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;bronc -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>smoke-&gt;bronc</title>\n",
       "<path d=\"M53.6022,-215.871C49.5118,-191.67 41.9975,-147.211 37.1269,-118.393\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"40.52,-117.466 35.4023,-108.189 33.6179,-118.633 40.52,-117.466\" stroke=\"red\"/>\n",
       "</g>\n",
       "<!-- either -->\n",
       "<g class=\"node\" id=\"node3\"><title>either</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) either\">\n",
       "<ellipse cx=\"113.497\" cy=\"-90\" fill=\"lightgrey\" rx=\"30.5947\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-86.3\">either</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>lung-&gt;either</title>\n",
       "<path d=\"M93.6588,-144.411C96.6583,-136.335 100.337,-126.431 103.708,-117.355\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"106.998,-118.549 107.199,-107.956 100.436,-116.112 106.998,-118.549\" stroke=\"red\"/>\n",
       "</g>\n",
       "<!-- xray -->\n",
       "<g class=\"node\" id=\"node4\"><title>xray</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) xray\">\n",
       "<ellipse cx=\"113.497\" cy=\"-18\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-14.3\">xray</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;xray -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>either-&gt;xray</title>\n",
       "<path d=\"M113.497,-71.6966C113.497,-63.9827 113.497,-54.7125 113.497,-46.1124\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"116.997,-46.1043 113.497,-36.1043 109.997,-46.1044 116.997,-46.1043\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- dysp -->\n",
       "<g class=\"node\" id=\"node7\"><title>dysp</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) dysp\">\n",
       "<ellipse cx=\"36.4971\" cy=\"-18\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"36.4971\" y=\"-14.3\">dysp</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>either-&gt;dysp</title>\n",
       "<path d=\"M97.5427,-74.496C86.6299,-64.5752 71.9857,-51.2624 59.776,-40.1626\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"61.9215,-37.3829 52.1677,-33.246 57.2127,-42.5625 61.9215,-37.3829\" stroke=\"red\"/>\n",
       "</g>\n",
       "<!-- bronc&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>bronc-&gt;dysp</title>\n",
       "<path d=\"M33.4859,-71.6966C33.9267,-63.9827 34.4564,-54.7125 34.9478,-46.1124\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"38.4434,-46.2878 35.5197,-36.1043 31.4548,-45.8883 38.4434,-46.2878\" stroke=\"red\"/>\n",
       "</g>\n",
       "<!-- tub -->\n",
       "<g class=\"node\" id=\"node6\"><title>tub</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) tub\">\n",
       "<ellipse cx=\"159.497\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-158.3\">tub</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- tub&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>tub-&gt;either</title>\n",
       "<path d=\"M149.059,-145.116C143.376,-136.469 136.218,-125.575 129.816,-115.833\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"132.63,-113.742 124.213,-107.307 126.78,-117.586 132.63,-113.742\" stroke=\"red\"/>\n",
       "</g>\n",
       "<!-- asia -->\n",
       "<g class=\"node\" id=\"node8\"><title>asia</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) asia\">\n",
       "<ellipse cx=\"159.497\" cy=\"-234\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-230.3\">asia</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- asia&#45;&gt;tub -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>asia-&gt;tub</title>\n",
       "<path d=\"M159.497,-215.697C159.497,-207.983 159.497,-198.712 159.497,-190.112\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
       "<polygon fill=\"black\" points=\"162.997,-190.104 159.497,-180.104 155.997,-190.104 162.997,-190.104\" stroke=\"black\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\" style=\"\"><svg height=\"260pt\" viewBox=\"0.00 0.00 194.50 260.00\" width=\"194pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g class=\"graph\" id=\"graph0\" transform=\"scale(1 1) rotate(0) translate(4 256)\">\n",
       "<title>G</title>\n",
       "<!-- smoke -->\n",
       "<g class=\"node\" id=\"node1\"><title>smoke</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) smoke\">\n",
       "<ellipse cx=\"56.4971\" cy=\"-234\" fill=\"lightgrey\" rx=\"34.394\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"56.4971\" y=\"-230.3\">smoke</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung -->\n",
       "<g class=\"node\" id=\"node2\"><title>lung</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) lung\">\n",
       "<ellipse cx=\"87.4971\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"87.4971\" y=\"-158.3\">lung</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;lung -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>smoke-&gt;lung</title>\n",
       "<path d=\"M63.8437,-216.411C67.5113,-208.129 72.0304,-197.925 76.1325,-188.662\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"79.3542,-190.031 80.2033,-179.47 72.9537,-187.196 79.3542,-190.031\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- bronc -->\n",
       "<g class=\"node\" id=\"node5\"><title>bronc</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) bronc\">\n",
       "<ellipse cx=\"32.4971\" cy=\"-90\" fill=\"lightgrey\" rx=\"32.4942\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"32.4971\" y=\"-86.3\">bronc</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;bronc -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>smoke-&gt;bronc</title>\n",
       "<path d=\"M53.6022,-215.871C49.5118,-191.67 41.9975,-147.211 37.1269,-118.393\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"40.52,-117.466 35.4023,-108.189 33.6179,-118.633 40.52,-117.466\" stroke=\"red\"/>\n",
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       "<!-- either -->\n",
       "<g class=\"node\" id=\"node3\"><title>either</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) either\">\n",
       "<ellipse cx=\"113.497\" cy=\"-90\" fill=\"lightgrey\" rx=\"30.5947\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-86.3\">either</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>lung-&gt;either</title>\n",
       "<path d=\"M93.6588,-144.411C96.6583,-136.335 100.337,-126.431 103.708,-117.355\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"106.998,-118.549 107.199,-107.956 100.436,-116.112 106.998,-118.549\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- xray -->\n",
       "<g class=\"node\" id=\"node4\"><title>xray</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) xray\">\n",
       "<ellipse cx=\"113.497\" cy=\"-18\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-14.3\">xray</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;xray -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>either-&gt;xray</title>\n",
       "<path d=\"M113.497,-71.6966C113.497,-63.9827 113.497,-54.7125 113.497,-46.1124\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"116.997,-46.1043 113.497,-36.1043 109.997,-46.1044 116.997,-46.1043\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- dysp -->\n",
       "<g class=\"node\" id=\"node7\"><title>dysp</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) dysp\">\n",
       "<ellipse cx=\"36.4971\" cy=\"-18\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"36.4971\" y=\"-14.3\">dysp</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>either-&gt;dysp</title>\n",
       "<path d=\"M97.5427,-74.496C86.6299,-64.5752 71.9857,-51.2624 59.776,-40.1626\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"61.9215,-37.3829 52.1677,-33.246 57.2127,-42.5625 61.9215,-37.3829\" stroke=\"black\"/>\n",
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       "<!-- bronc&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>bronc-&gt;dysp</title>\n",
       "<path d=\"M33.4859,-71.6966C33.9267,-63.9827 34.4564,-54.7125 34.9478,-46.1124\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"38.4434,-46.2878 35.5197,-36.1043 31.4548,-45.8883 38.4434,-46.2878\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- tub -->\n",
       "<g class=\"node\" id=\"node6\"><title>tub</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) tub\">\n",
       "<ellipse cx=\"159.497\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-158.3\">tub</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- tub&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>tub-&gt;either</title>\n",
       "<path d=\"M149.059,-145.116C143.376,-136.469 136.218,-125.575 129.816,-115.833\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"132.63,-113.742 124.213,-107.307 126.78,-117.586 132.63,-113.742\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- asia -->\n",
       "<g class=\"node\" id=\"node8\"><title>asia</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) asia\">\n",
       "<ellipse cx=\"159.497\" cy=\"-234\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-230.3\">asia</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- asia&#45;&gt;tub -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>asia-&gt;tub</title>\n",
       "<path d=\"M159.497,-215.697C159.497,-207.983 159.497,-198.712 159.497,-190.112\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
       "<polygon fill=\"black\" points=\"162.997,-190.104 159.497,-180.104 155.997,-190.104 162.997,-190.104\" stroke=\"black\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\" style=\"\"><svg height=\"260pt\" viewBox=\"0.00 0.00 194.50 260.00\" width=\"194pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g class=\"graph\" id=\"graph0\" transform=\"scale(1 1) rotate(0) translate(4 256)\">\n",
       "<title>G</title>\n",
       "<!-- smoke -->\n",
       "<g class=\"node\" id=\"node1\"><title>smoke</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) smoke\">\n",
       "<ellipse cx=\"56.4971\" cy=\"-234\" fill=\"lightgrey\" rx=\"34.394\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"56.4971\" y=\"-230.3\">smoke</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung -->\n",
       "<g class=\"node\" id=\"node2\"><title>lung</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) lung\">\n",
       "<ellipse cx=\"87.4971\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"87.4971\" y=\"-158.3\">lung</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;lung -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>smoke-&gt;lung</title>\n",
       "<path d=\"M63.8437,-216.411C67.5113,-208.129 72.0304,-197.925 76.1325,-188.662\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"79.3542,-190.031 80.2033,-179.47 72.9537,-187.196 79.3542,-190.031\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- bronc -->\n",
       "<g class=\"node\" id=\"node5\"><title>bronc</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) bronc\">\n",
       "<ellipse cx=\"32.4971\" cy=\"-90\" fill=\"lightgrey\" rx=\"32.4942\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"32.4971\" y=\"-86.3\">bronc</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;bronc -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>smoke-&gt;bronc</title>\n",
       "<path d=\"M53.6022,-215.871C49.5118,-191.67 41.9975,-147.211 37.1269,-118.393\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"40.52,-117.466 35.4023,-108.189 33.6179,-118.633 40.52,-117.466\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- either -->\n",
       "<g class=\"node\" id=\"node3\"><title>either</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) either\">\n",
       "<ellipse cx=\"113.497\" cy=\"-90\" fill=\"lightgrey\" rx=\"30.5947\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-86.3\">either</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>lung-&gt;either</title>\n",
       "<path d=\"M93.6588,-144.411C96.6583,-136.335 100.337,-126.431 103.708,-117.355\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"106.998,-118.549 107.199,-107.956 100.436,-116.112 106.998,-118.549\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- xray -->\n",
       "<g class=\"node\" id=\"node4\"><title>xray</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) xray\">\n",
       "<ellipse cx=\"113.497\" cy=\"-18\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-14.3\">xray</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;xray -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>either-&gt;xray</title>\n",
       "<path d=\"M113.497,-71.6966C113.497,-63.9827 113.497,-54.7125 113.497,-46.1124\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"116.997,-46.1043 113.497,-36.1043 109.997,-46.1044 116.997,-46.1043\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- dysp -->\n",
       "<g class=\"node\" id=\"node7\"><title>dysp</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) dysp\">\n",
       "<ellipse cx=\"36.4971\" cy=\"-18\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"36.4971\" y=\"-14.3\">dysp</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>either-&gt;dysp</title>\n",
       "<path d=\"M97.5427,-74.496C86.6299,-64.5752 71.9857,-51.2624 59.776,-40.1626\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"61.9215,-37.3829 52.1677,-33.246 57.2127,-42.5625 61.9215,-37.3829\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- bronc&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>bronc-&gt;dysp</title>\n",
       "<path d=\"M33.4859,-71.6966C33.9267,-63.9827 34.4564,-54.7125 34.9478,-46.1124\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"38.4434,-46.2878 35.5197,-36.1043 31.4548,-45.8883 38.4434,-46.2878\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- tub -->\n",
       "<g class=\"node\" id=\"node6\"><title>tub</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) tub\">\n",
       "<ellipse cx=\"159.497\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-158.3\">tub</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- tub&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>tub-&gt;either</title>\n",
       "<path d=\"M149.059,-145.116C143.376,-136.469 136.218,-125.575 129.816,-115.833\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"132.63,-113.742 124.213,-107.307 126.78,-117.586 132.63,-113.742\" stroke=\"red\"/>\n",
       "</g>\n",
       "<!-- asia -->\n",
       "<g class=\"node\" id=\"node8\"><title>asia</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) asia\">\n",
       "<ellipse cx=\"159.497\" cy=\"-234\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-230.3\">asia</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- asia&#45;&gt;tub -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>asia-&gt;tub</title>\n",
       "<path d=\"M159.497,-215.697C159.497,-207.983 159.497,-198.712 159.497,-190.112\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
       "<polygon fill=\"black\" points=\"162.997,-190.104 159.497,-180.104 155.997,-190.104 162.997,-190.104\" stroke=\"black\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\" style=\"\"><svg height=\"260pt\" viewBox=\"0.00 0.00 194.50 260.00\" width=\"194pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g class=\"graph\" id=\"graph0\" transform=\"scale(1 1) rotate(0) translate(4 256)\">\n",
       "<title>G</title>\n",
       "<!-- smoke -->\n",
       "<g class=\"node\" id=\"node1\"><title>smoke</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) smoke\">\n",
       "<ellipse cx=\"56.4971\" cy=\"-234\" fill=\"lightgrey\" rx=\"34.394\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"56.4971\" y=\"-230.3\">smoke</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung -->\n",
       "<g class=\"node\" id=\"node2\"><title>lung</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) lung\">\n",
       "<ellipse cx=\"87.4971\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"87.4971\" y=\"-158.3\">lung</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;lung -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>smoke-&gt;lung</title>\n",
       "<path d=\"M63.8437,-216.411C67.5113,-208.129 72.0304,-197.925 76.1325,-188.662\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"79.3542,-190.031 80.2033,-179.47 72.9537,-187.196 79.3542,-190.031\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- bronc -->\n",
       "<g class=\"node\" id=\"node5\"><title>bronc</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) bronc\">\n",
       "<ellipse cx=\"32.4971\" cy=\"-90\" fill=\"lightgrey\" rx=\"32.4942\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"32.4971\" y=\"-86.3\">bronc</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- smoke&#45;&gt;bronc -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>smoke-&gt;bronc</title>\n",
       "<path d=\"M53.6022,-215.871C49.5118,-191.67 41.9975,-147.211 37.1269,-118.393\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"40.52,-117.466 35.4023,-108.189 33.6179,-118.633 40.52,-117.466\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- either -->\n",
       "<g class=\"node\" id=\"node3\"><title>either</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) either\">\n",
       "<ellipse cx=\"113.497\" cy=\"-90\" fill=\"lightgrey\" rx=\"30.5947\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-86.3\">either</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- lung&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>lung-&gt;either</title>\n",
       "<path d=\"M93.6588,-144.411C96.6583,-136.335 100.337,-126.431 103.708,-117.355\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"106.998,-118.549 107.199,-107.956 100.436,-116.112 106.998,-118.549\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- xray -->\n",
       "<g class=\"node\" id=\"node4\"><title>xray</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) xray\">\n",
       "<ellipse cx=\"113.497\" cy=\"-18\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"113.497\" y=\"-14.3\">xray</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;xray -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>either-&gt;xray</title>\n",
       "<path d=\"M113.497,-71.6966C113.497,-63.9827 113.497,-54.7125 113.497,-46.1124\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"116.997,-46.1043 113.497,-36.1043 109.997,-46.1044 116.997,-46.1043\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- dysp -->\n",
       "<g class=\"node\" id=\"node7\"><title>dysp</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) dysp\">\n",
       "<ellipse cx=\"36.4971\" cy=\"-18\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"36.4971\" y=\"-14.3\">dysp</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- either&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>either-&gt;dysp</title>\n",
       "<path d=\"M97.5427,-74.496C86.6299,-64.5752 71.9857,-51.2624 59.776,-40.1626\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"61.9215,-37.3829 52.1677,-33.246 57.2127,-42.5625 61.9215,-37.3829\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- bronc&#45;&gt;dysp -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>bronc-&gt;dysp</title>\n",
       "<path d=\"M33.4859,-71.6966C33.9267,-63.9827 34.4564,-54.7125 34.9478,-46.1124\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"38.4434,-46.2878 35.5197,-36.1043 31.4548,-45.8883 38.4434,-46.2878\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- tub -->\n",
       "<g class=\"node\" id=\"node6\"><title>tub</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) tub\">\n",
       "<ellipse cx=\"159.497\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-158.3\">tub</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- tub&#45;&gt;either -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>tub-&gt;either</title>\n",
       "<path d=\"M149.059,-145.116C143.376,-136.469 136.218,-125.575 129.816,-115.833\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"132.63,-113.742 124.213,-107.307 126.78,-117.586 132.63,-113.742\" stroke=\"red\"/>\n",
       "</g>\n",
       "<!-- asia -->\n",
       "<g class=\"node\" id=\"node8\"><title>asia</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) asia\">\n",
       "<ellipse cx=\"159.497\" cy=\"-234\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"159.497\" y=\"-230.3\">asia</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- asia&#45;&gt;tub -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>asia-&gt;tub</title>\n",
       "<path d=\"M159.497,-215.697C159.497,-207.983 159.497,-198.712 159.497,-190.112\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
       "<polygon fill=\"black\" points=\"162.997,-190.104 159.497,-180.104 155.997,-190.104 162.997,-190.104\" stroke=\"black\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg></div></td></tr><tr><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN  from miic</small></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN from greedy</small></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN  from 3off2</small></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN from TabuList</small></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN from H2PC</small></div></td></tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#for asia bn\n",
    "learner.useMIIC()\n",
    "bn_miic=learner.learnBN()\n",
    "\n",
    "learner.useGreedyHillClimbing()\n",
    "bn_greedy=learner.learnBN()\n",
    "\n",
    "learner.use3off2()\n",
    "bn_3off2=learner.learnBN()\n",
    "\n",
    "learner.useLocalSearchWithTabuList()\n",
    "bn_tabulist=learner.learnBN()\n",
    "\n",
    "gnb.sideBySide(gnb.getBNDiff(bn_miic,asia_bn),gnb.getBNDiff(bn_greedy,asia_bn),gnb.getBNDiff(bn_3off2,asia_bn),gnb.getBNDiff(bn_tabulist,asia_bn),gnb.getBNDiff(bn_H2PC_asia,asia_bn),\n",
    "               captions=[\"BN  from miic\",\"BN from greedy\", \"BN  from 3off2\",\n",
    "                        \"BN from TabuList\",\n",
    "                        \"BN from H2PC\"])\n",
    "\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Key parameters for plotting score measures using several algorithms are:\n",
    "* the bayesian network to enter (in our case, I add an input function to choose within the prevalent algorithms).Without it, you must enter the path to access to the corresponding file.\n",
    "* the several sizes for which we try to infer the structure\n",
    "* a list of the scores measures we want\n",
    "* a list of algorithms, with as a key the name of the algo, and as value a tuple of args and kwargs corresponding to algo parameters\n",
    "* the number of repetitions for each score measure, for each size to assert the computation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nous en sommes a l'algo  ('miic', ([], {})) pour al taille suivante de database  2000\n",
      "nous en sommes a l'algo  ('H2PC', ([], {'optimized': False, 'filtering': 'AND', 'usePyAgrum': True})) pour al taille suivante de database  2000\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
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      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\comparaison_python.py\u001b[0m in \u001b[0;36mplot_score_algorithms\u001b[1;34m(bn_name, sample_size, score_measured, algorithms, nsamples, with_boxplot)\u001b[0m\n\u001b[0;32m    127\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    128\u001b[0m     \u001b[0mbn\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mgum\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloadBN\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"true_graphes_structures\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbn_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 129\u001b[1;33m     \u001b[0mmatrix_score\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlearn_scores\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msample_size\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mscore_measured\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0malgorithms\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnsamples\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    130\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    131\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\comparaison_python.py\u001b[0m in \u001b[0;36mlearn_scores\u001b[1;34m(bn, sample_size, score_measured, algorithms, nsamples)\u001b[0m\n\u001b[0;32m    115\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mcolumn_index\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malgorithm\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malgorithms\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    116\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"nous en sommes a l'algo \"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malgorithm\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"pour al taille suivante de database \"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msize\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 117\u001b[1;33m             \u001b[0mmatrix_scores\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mrow_index\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolumn_index\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mEllipsis\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcompute_average_distance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnsamples\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msize\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0malgorithm\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mscore_measured\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    118\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mmatrix_scores\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    119\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\comparaison_python.py\u001b[0m in \u001b[0;36mcompute_average_distance\u001b[1;34m(bn, nsamples, size, algorithm, score_measured)\u001b[0m\n\u001b[0;32m     78\u001b[0m             \u001b[0mdf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"databases\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"temp_base.csv\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     79\u001b[0m             \u001b[0mstart_time\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 80\u001b[1;33m             \u001b[0mcreated_bn\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mH2PC\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlearner\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlearnBN\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     81\u001b[0m             \u001b[0mend_time\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mstart_time\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     82\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\h2pc.py\u001b[0m in \u001b[0;36mlearnBN\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    233\u001b[0m             \u001b[0mdico_couverture_markov\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_HPC_optimized\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    234\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 235\u001b[1;33m             \u001b[0mdico_couverture_markov\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_HPC_global\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    236\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconsistent_neighbourhood\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcheck_consistency\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdico_couverture_markov\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    237\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\h2pc.py\u001b[0m in \u001b[0;36m_HPC_global\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    197\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mtarget\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvariables\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    198\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 199\u001b[1;33m             \u001b[0mdico_couverture_markov\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mtarget\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mhpc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtarget\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthreshold_pvalue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mverbosity\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mwhitelisted\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwhitelisted\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mblacklisted\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mblacklisted\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindependance_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcouverture_markov\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    200\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    201\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mverbosity\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\hpc.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, target, df, threshold_pvalue, reset_compteur, verbosity, whitelisted, blacklisted, known_good, known_bad, **independance_args)\u001b[0m\n\u001b[0;32m     77\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindependance_args\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'threshold_pvalue'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthreshold_pvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     78\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindependance_args\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'verbosity'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mverbosity\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 79\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindependance_args\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'levels'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mindependance_args\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'levels'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnunique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     80\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     81\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mnunique\u001b[1;34m(self, axis, dropna)\u001b[0m\n\u001b[0;32m   7524\u001b[0m         \u001b[0mdtype\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mint64\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7525\u001b[0m         \"\"\"\n\u001b[1;32m-> 7526\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnunique\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdropna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdropna\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   7527\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7528\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0midxmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, axis, broadcast, raw, reduce, result_type, args, **kwds)\u001b[0m\n\u001b[0;32m   6485\u001b[0m                          \u001b[0margs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6486\u001b[0m                          kwds=kwds)\n\u001b[1;32m-> 6487\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   6488\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6489\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mapplymap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\apply.py\u001b[0m in \u001b[0;36mget_result\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    149\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_raw\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    150\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 151\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_standard\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    152\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    153\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mapply_empty_result\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\apply.py\u001b[0m in \u001b[0;36mapply_standard\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    249\u001b[0m                                           \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    250\u001b[0m                                           \u001b[0mdummy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdummy\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m                                           labels=labels)\n\u001b[0m\u001b[0;32m    252\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_constructor_sliced\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    253\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas/_libs/reduction.pyx\u001b[0m in \u001b[0;36mpandas._libs.reduction.reduce\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas/_libs/reduction.pyx\u001b[0m in \u001b[0;36mpandas._libs.reduction.Reducer.get_result\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\apply.py\u001b[0m in \u001b[0;36mf\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m     76\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     77\u001b[0m             \u001b[1;32mdef\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 78\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     79\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     80\u001b[0m             \u001b[0mf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\base.py\u001b[0m in \u001b[0;36mnunique\u001b[1;34m(self, dropna)\u001b[0m\n\u001b[0;32m   1331\u001b[0m         \u001b[0mnunique\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1332\u001b[0m         \"\"\"\n\u001b[1;32m-> 1333\u001b[1;33m         \u001b[0muniqs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1334\u001b[0m         \u001b[0mn\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muniqs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1335\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mdropna\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0muniqs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0many\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36munique\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1665\u001b[0m         \u001b[0mCategories\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0ma\u001b[0m \u001b[1;33m<\u001b[0m \u001b[0mb\u001b[0m \u001b[1;33m<\u001b[0m \u001b[0mc\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1666\u001b[0m         \"\"\"\n\u001b[1;32m-> 1667\u001b[1;33m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1668\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1669\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\base.py\u001b[0m in \u001b[0;36munique\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1312\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1313\u001b[0m             \u001b[1;32mfrom\u001b[0m \u001b[0mpandas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0malgorithms\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0munique1d\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1314\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0munique1d\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1315\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1316\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\algorithms.py\u001b[0m in \u001b[0;36munique\u001b[1;34m(values)\u001b[0m\n\u001b[0;32m    357\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    358\u001b[0m     \u001b[0moriginal\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 359\u001b[1;33m     \u001b[0mhtable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0m_\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mndtype\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_get_hashtable_algo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    360\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    361\u001b[0m     \u001b[0mtable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mhtable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\algorithms.py\u001b[0m in \u001b[0;36m_get_hashtable_algo\u001b[1;34m(values)\u001b[0m\n\u001b[0;32m    199\u001b[0m            ndtype)\n\u001b[0;32m    200\u001b[0m     \"\"\"\n\u001b[1;32m--> 201\u001b[1;33m     \u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mndtype\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_ensure_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    202\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    203\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mndtype\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'object'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\algorithms.py\u001b[0m in \u001b[0;36m_ensure_data\u001b[1;34m(values, dtype)\u001b[0m\n\u001b[0;32m     70\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'uint64'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'bool'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'uint64'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     71\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0mis_signed_integer_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mis_signed_integer_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 72\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mensure_int64\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'int64'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'int64'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     73\u001b[0m         elif (is_unsigned_integer_dtype(values) or\n\u001b[0;32m     74\u001b[0m               is_unsigned_integer_dtype(dtype)):\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "sample_size=[200,500,1000]\n",
    "#storing of true graph structures\n",
    "bn_path=\"asia.bif\"\n",
    "fig=plot_score_algorithms(bn_path,sizes,['recall','fscore','dist2opt','specificity'],algorithms={'miic':([],{}),'H2PC':([],{'optimized':False,'filtering':\"AND\",'usePyAgrum':True})},nsamples=30)\n",
    "plt.savefig(os.path.join(\"figures\",\"asia_scores\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Studies on alarm BN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
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       "<g class=\"edge\" id=\"edge15\"><title>MINVOL-&gt;INTUBATION</title>\n",
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       "<g class=\"edge\" id=\"edge38\"><title>INTUBATION-&gt;PRESS</title>\n",
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       "<!-- INTUBATION&#45;&gt;VENTALV -->\n",
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       "<!-- SHUNT -->\n",
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       "<!-- CVP -->\n",
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       "<!-- LVEDVOLUME -->\n",
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       "<!-- LVEDVOLUME&#45;&gt;CVP -->\n",
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       "<!-- PCWP -->\n",
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       "<!-- LVEDVOLUME&#45;&gt;PCWP -->\n",
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       "<!-- PULMEMBOLUS -->\n",
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       "<!-- PAP -->\n",
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       "<!-- PULMEMBOLUS&#45;&gt;SHUNT -->\n",
       "<g class=\"edge\" id=\"edge39\"><title>PULMEMBOLUS-&gt;SHUNT</title>\n",
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       "<!-- FIO2 -->\n",
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       "<!-- FIO2&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge43\"><title>FIO2-&gt;PVSAT</title>\n",
       "<g id=\"a_edge43\"><a xlink:title=\"(11, 20) : \">\n",
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       "<!-- INSUFFANESTH -->\n",
       "<g class=\"node\" id=\"node13\"><title>INSUFFANESTH</title>\n",
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       "<!-- HRSAT -->\n",
       "<g class=\"node\" id=\"node14\"><title>HRSAT</title>\n",
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       "<!-- SAO2 -->\n",
       "<g class=\"node\" id=\"node15\"><title>SAO2</title>\n",
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       "</g>\n",
       "<!-- SAO2&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>SAO2-&gt;CATECHOL</title>\n",
       "<g id=\"a_edge1\"><a xlink:title=\"(14, 17) : \">\n",
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       "<!-- DISCONNECT -->\n",
       "<g class=\"node\" id=\"node16\"><title>DISCONNECT</title>\n",
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       "<!-- VENTTUBE -->\n",
       "<g class=\"node\" id=\"node25\"><title>VENTTUBE</title>\n",
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       "<!-- DISCONNECT&#45;&gt;VENTTUBE -->\n",
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       "<!-- TPR -->\n",
       "<g class=\"node\" id=\"node17\"><title>TPR</title>\n",
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       "<!-- TPR&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>TPR-&gt;CATECHOL</title>\n",
       "<g id=\"a_edge8\"><a xlink:title=\"(16, 17) : \">\n",
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       "<!-- BP -->\n",
       "<g class=\"node\" id=\"node29\"><title>BP</title>\n",
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       "<!-- TPR&#45;&gt;BP -->\n",
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       "<!-- HR -->\n",
       "<g class=\"node\" id=\"node32\"><title>HR</title>\n",
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       "<!-- CATECHOL&#45;&gt;HR -->\n",
       "<g class=\"edge\" id=\"edge24\"><title>CATECHOL-&gt;HR</title>\n",
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       "<!-- LVFAILURE -->\n",
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       "<!-- LVFAILURE&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>LVFAILURE-&gt;LVEDVOLUME</title>\n",
       "<g id=\"a_edge6\"><a xlink:title=\"(18, 8) : \">\n",
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       "<!-- STROKEVOLUME -->\n",
       "<g class=\"node\" id=\"node22\"><title>STROKEVOLUME</title>\n",
       "<g id=\"a_node22\"><a xlink:title=\"(21) STROKEVOLUME\">\n",
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       "<!-- LVFAILURE&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge30\"><title>LVFAILURE-&gt;STROKEVOLUME</title>\n",
       "<g id=\"a_edge30\"><a xlink:title=\"(18, 21) : \">\n",
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       "<!-- HISTORY -->\n",
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       "<!-- CO -->\n",
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       "<g id=\"a_edge22\"><a xlink:title=\"(26, 21) : \">\n",
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       "<g class=\"edge\" id=\"edge16\"><title>ERRLOWOUTPUT-&gt;HRBP</title>\n",
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       "<!-- VENTMACH&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge44\"><title>VENTMACH-&gt;VENTTUBE</title>\n",
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       "</g>\n",
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       "<g class=\"edge\" id=\"edge20\"><title>SHUNT-&gt;SAO2</title>\n",
       "<g id=\"a_edge20\"><a xlink:title=\"(35, 14) : \">\n",
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       "<g class=\"edge\" id=\"edge35\"><title>CO-&gt;BP</title>\n",
       "<g id=\"a_edge35\"><a xlink:title=\"(36, 28) : \">\n",
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      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alarm_bn=gum.loadBN(os.path.join(\"true_graphes_structures\",\"alarm.bif\"))\n",
    "sizes=[2000,5000,10000,20000]   \n",
    "gum.generateCSV(alarm_bn,os.path.join(\"databases\",\"sample_alarm.csv\"),20000,visible=False,with_labels=True)\n",
    "df_alarm=pd.read_csv(os.path.join(\"databases\",\"sample_alarm.csv\"))\n",
    "learner=gum.BNLearner(os.path.join(\"databases\",\"sample_alarm.csv\"))\n",
    "\n",
    "bn_H2PC_alarm=H2PC(learner,df_alarm,score_algorithm=\"tabu_search\",optimized=False,filtering=\"AND\",usePyAgrum=True).learnBN()\n",
    "gnb.showBN(bn_H2PC_alarm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<!-- BP -->\n",
       "<g class=\"node\" id=\"node29\"><title>BP</title>\n",
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       "<!-- ARTCO2&#45;&gt;BP -->\n",
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       "<!-- MINVOL -->\n",
       "<g class=\"node\" id=\"node4\"><title>MINVOL</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) MINVOL\">\n",
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       "<!-- VENTALV&#45;&gt;ARTCO2 -->\n",
       "<g class=\"edge\" id=\"edge43\"><title>VENTALV-&gt;ARTCO2</title>\n",
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       "<!-- PVSAT -->\n",
       "<g class=\"node\" id=\"node21\"><title>PVSAT</title>\n",
       "<g id=\"a_node21\"><a xlink:title=\"(20) PVSAT\">\n",
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       "<!-- VENTALV&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge42\"><title>VENTALV-&gt;PVSAT</title>\n",
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       "<g class=\"node\" id=\"node6\"><title>HRBP</title>\n",
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       "<!-- INTUBATION -->\n",
       "<g class=\"node\" id=\"node7\"><title>INTUBATION</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) INTUBATION\">\n",
       "<ellipse cx=\"471.044\" cy=\"-594\" fill=\"lightgrey\" rx=\"66.0889\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"471.044\" y=\"-590.3\">INTUBATION</text>\n",
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       "<!-- INTUBATION&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge29\"><title>INTUBATION-&gt;PRESS</title>\n",
       "<path d=\"M451.612,-576.411C440.529,-566.95 426.508,-554.981 414.549,-544.772\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- INTUBATION&#45;&gt;MINVOL -->\n",
       "<g class=\"edge\" id=\"edge27\"><title>INTUBATION-&gt;MINVOL</title>\n",
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       "<!-- INTUBATION&#45;&gt;VENTALV -->\n",
       "<g class=\"edge\" id=\"edge31\"><title>INTUBATION-&gt;VENTALV</title>\n",
       "<path d=\"M473.698,-575.871C477.448,-551.67 484.336,-507.211 488.8,-478.393\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- VENTLUNG -->\n",
       "<g class=\"node\" id=\"node23\"><title>VENTLUNG</title>\n",
       "<g id=\"a_node23\"><a xlink:title=\"(22) VENTLUNG\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"273.044\" y=\"-518.3\">VENTLUNG</text>\n",
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       "<!-- INTUBATION&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge30\"><title>INTUBATION-&gt;VENTLUNG</title>\n",
       "<path d=\"M432.398,-579.337C400.235,-567.966 354.328,-551.737 320.042,-539.615\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- SHUNT -->\n",
       "<g class=\"node\" id=\"node36\"><title>SHUNT</title>\n",
       "<g id=\"a_node36\"><a xlink:title=\"(35) SHUNT\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"635.044\" y=\"-518.3\">SHUNT</text>\n",
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       "<!-- INTUBATION&#45;&gt;SHUNT -->\n",
       "<g class=\"edge\" id=\"edge28\"><title>INTUBATION-&gt;SHUNT</title>\n",
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       "<!-- CVP -->\n",
       "<g class=\"node\" id=\"node8\"><title>CVP</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) CVP\">\n",
       "<ellipse cx=\"1287.04\" cy=\"-18\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"1287.04\" y=\"-14.3\">CVP</text>\n",
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       "</g>\n",
       "<!-- LVEDVOLUME -->\n",
       "<g class=\"node\" id=\"node9\"><title>LVEDVOLUME</title>\n",
       "<g id=\"a_node9\"><a xlink:title=\"(8) LVEDVOLUME\">\n",
       "<ellipse cx=\"1329.04\" cy=\"-90\" fill=\"lightgrey\" rx=\"72.2875\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"1329.04\" y=\"-86.3\">LVEDVOLUME</text>\n",
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       "</g>\n",
       "<!-- LVEDVOLUME&#45;&gt;CVP -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>LVEDVOLUME-&gt;CVP</title>\n",
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       "<!-- PCWP -->\n",
       "<g class=\"node\" id=\"node31\"><title>PCWP</title>\n",
       "<g id=\"a_node31\"><a xlink:title=\"(30) PCWP\">\n",
       "<ellipse cx=\"1370.04\" cy=\"-18\" fill=\"lightgrey\" rx=\"36.2938\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"1370.04\" y=\"-14.3\">PCWP</text>\n",
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       "<!-- LVEDVOLUME&#45;&gt;PCWP -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>LVEDVOLUME-&gt;PCWP</title>\n",
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       "<!-- PULMEMBOLUS -->\n",
       "<g class=\"node\" id=\"node10\"><title>PULMEMBOLUS</title>\n",
       "<g id=\"a_node10\"><a xlink:title=\"(9) PULMEMBOLUS\">\n",
       "<ellipse cx=\"672.044\" cy=\"-594\" fill=\"lightgrey\" rx=\"78.7863\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"672.044\" y=\"-590.3\">PULMEMBOLUS</text>\n",
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       "</g>\n",
       "<!-- PAP -->\n",
       "<g class=\"node\" id=\"node34\"><title>PAP</title>\n",
       "<g id=\"a_node34\"><a xlink:title=\"(33) PAP\">\n",
       "<ellipse cx=\"722.044\" cy=\"-522\" fill=\"lightgrey\" rx=\"27.8951\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"722.044\" y=\"-518.3\">PAP</text>\n",
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       "<!-- PULMEMBOLUS&#45;&gt;PAP -->\n",
       "<g class=\"edge\" id=\"edge24\"><title>PULMEMBOLUS-&gt;PAP</title>\n",
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       "<!-- PULMEMBOLUS&#45;&gt;SHUNT -->\n",
       "<g class=\"edge\" id=\"edge25\"><title>PULMEMBOLUS-&gt;SHUNT</title>\n",
       "<path d=\"M663.088,-576.055C658.77,-567.887 653.498,-557.912 648.694,-548.824\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- EXPCO2&#45;&gt;INTUBATION -->\n",
       "<g class=\"edge\" id=\"edge18\"><title>EXPCO2-&gt;INTUBATION</title>\n",
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       "<!-- FIO2 -->\n",
       "<g class=\"node\" id=\"node12\"><title>FIO2</title>\n",
       "<g id=\"a_node12\"><a xlink:title=\"(11) FIO2\">\n",
       "<ellipse cx=\"597.044\" cy=\"-450\" fill=\"lightgrey\" rx=\"30.5947\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"597.044\" y=\"-446.3\">FIO2</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- FIO2&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge22\"><title>FIO2-&gt;PVSAT</title>\n",
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       "<!-- INSUFFANESTH -->\n",
       "<g class=\"node\" id=\"node13\"><title>INSUFFANESTH</title>\n",
       "<g id=\"a_node13\"><a xlink:title=\"(12) INSUFFANESTH\">\n",
       "<ellipse cx=\"551.044\" cy=\"-306\" fill=\"lightgrey\" rx=\"77.9862\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"551.044\" y=\"-302.3\">INSUFFANESTH</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- INSUFFANESTH&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge14\"><title>INSUFFANESTH-&gt;CATECHOL</title>\n",
       "<path d=\"M583.743,-289.638C606.204,-279.086 636.16,-265.013 660.045,-253.792\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- SAO2 -->\n",
       "<g class=\"node\" id=\"node15\"><title>SAO2</title>\n",
       "<g id=\"a_node15\"><a xlink:title=\"(14) SAO2\">\n",
       "<ellipse cx=\"681.044\" cy=\"-306\" fill=\"lightgrey\" rx=\"33.5952\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"681.044\" y=\"-302.3\">SAO2</text>\n",
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       "</g>\n",
       "<!-- SAO2&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge46\"><title>SAO2-&gt;CATECHOL</title>\n",
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       "<!-- DISCONNECT -->\n",
       "<g class=\"node\" id=\"node16\"><title>DISCONNECT</title>\n",
       "<g id=\"a_node16\"><a xlink:title=\"(15) DISCONNECT\">\n",
       "<ellipse cx=\"212.044\" cy=\"-666\" fill=\"lightgrey\" rx=\"68.7879\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"212.044\" y=\"-662.3\">DISCONNECT</text>\n",
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       "<!-- VENTTUBE -->\n",
       "<g class=\"node\" id=\"node25\"><title>VENTTUBE</title>\n",
       "<g id=\"a_node25\"><a xlink:title=\"(24) VENTTUBE\">\n",
       "<ellipse cx=\"137.044\" cy=\"-594\" fill=\"lightgrey\" rx=\"57.6901\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"137.044\" y=\"-590.3\">VENTTUBE</text>\n",
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       "<!-- DISCONNECT&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge33\"><title>DISCONNECT-&gt;VENTTUBE</title>\n",
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       "<!-- TPR -->\n",
       "<g class=\"node\" id=\"node17\"><title>TPR</title>\n",
       "<g id=\"a_node17\"><a xlink:title=\"(16) TPR\">\n",
       "<ellipse cx=\"881.044\" cy=\"-306\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"881.044\" y=\"-302.3\">TPR</text>\n",
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       "<!-- TPR&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge16\"><title>TPR-&gt;CATECHOL</title>\n",
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       "<!-- TPR&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge17\"><title>TPR-&gt;BP</title>\n",
       "<path d=\"M887.187,-288.027C895.877,-263.994 912.24,-218.665 926.044,-180 942.957,-132.628 962.485,-77.3409 973.735,-45.4309\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HR -->\n",
       "<g class=\"node\" id=\"node32\"><title>HR</title>\n",
       "<g id=\"a_node32\"><a xlink:title=\"(31) HR\">\n",
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       "<!-- CATECHOL&#45;&gt;HR -->\n",
       "<g class=\"edge\" id=\"edge47\"><title>CATECHOL-&gt;HR</title>\n",
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       "<!-- LVFAILURE -->\n",
       "<g class=\"node\" id=\"node19\"><title>LVFAILURE</title>\n",
       "<g id=\"a_node19\"><a xlink:title=\"(18) LVFAILURE\">\n",
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       "<!-- LVFAILURE&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>LVFAILURE-&gt;LVEDVOLUME</title>\n",
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       "<!-- STROKEVOLUME -->\n",
       "<g class=\"node\" id=\"node22\"><title>STROKEVOLUME</title>\n",
       "<g id=\"a_node22\"><a xlink:title=\"(21) STROKEVOLUME\">\n",
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       "<!-- LVFAILURE&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>LVFAILURE-&gt;STROKEVOLUME</title>\n",
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       "<!-- HISTORY -->\n",
       "<g class=\"node\" id=\"node33\"><title>HISTORY</title>\n",
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       "<!-- LVFAILURE&#45;&gt;HISTORY -->\n",
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       "<!-- ANAPHYLAXIS&#45;&gt;TPR -->\n",
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       "<g class=\"edge\" id=\"edge41\"><title>VENTLUNG-&gt;VENTALV</title>\n",
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       "<!-- MINVOLSET -->\n",
       "<g class=\"node\" id=\"node24\"><title>MINVOLSET</title>\n",
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       "<!-- VENTMACH -->\n",
       "<g class=\"node\" id=\"node35\"><title>VENTMACH</title>\n",
       "<g id=\"a_node35\"><a xlink:title=\"(34) VENTMACH\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"63.0444\" y=\"-662.3\">VENTMACH</text>\n",
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       "<!-- MINVOLSET&#45;&gt;VENTMACH -->\n",
       "<g class=\"edge\" id=\"edge34\"><title>MINVOLSET-&gt;VENTMACH</title>\n",
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       "<g class=\"edge\" id=\"edge37\"><title>VENTTUBE-&gt;PRESS</title>\n",
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       "<g class=\"edge\" id=\"edge38\"><title>VENTTUBE-&gt;VENTLUNG</title>\n",
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       "<g class=\"node\" id=\"node26\"><title>ERRCAUTER</title>\n",
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       "<!-- ERRCAUTER&#45;&gt;HREKG -->\n",
       "<g class=\"edge\" id=\"edge12\"><title>ERRCAUTER-&gt;HREKG</title>\n",
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       "<g class=\"edge\" id=\"edge13\"><title>ERRCAUTER-&gt;HRSAT</title>\n",
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       "<!-- HYPOVOLEMIA -->\n",
       "<g class=\"node\" id=\"node27\"><title>HYPOVOLEMIA</title>\n",
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       "<!-- HYPOVOLEMIA&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>HYPOVOLEMIA-&gt;LVEDVOLUME</title>\n",
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       "<g class=\"edge\" id=\"edge3\"><title>HYPOVOLEMIA-&gt;STROKEVOLUME</title>\n",
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       "<!-- ERRLOWOUTPUT&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge10\"><title>ERRLOWOUTPUT-&gt;HRBP</title>\n",
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       "<!-- KINKEDTUBE&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge20\"><title>KINKEDTUBE-&gt;PRESS</title>\n",
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       "<!-- KINKEDTUBE&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge21\"><title>KINKEDTUBE-&gt;VENTLUNG</title>\n",
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       "<g class=\"edge\" id=\"edge49\"><title>HR-&gt;HREKG</title>\n",
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       "<!-- HR&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge48\"><title>HR-&gt;HRBP</title>\n",
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       "<g class=\"edge\" id=\"edge50\"><title>HR-&gt;HRSAT</title>\n",
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       "<g class=\"edge\" id=\"edge51\"><title>HR-&gt;CO</title>\n",
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       "<g class=\"edge\" id=\"edge52\"><title>CO-&gt;BP</title>\n",
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       "<g class=\"node\" id=\"node1\"><title>HREKG</title>\n",
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       "<!-- ARTCO2 -->\n",
       "<g class=\"node\" id=\"node3\"><title>ARTCO2</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) ARTCO2\">\n",
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       "<!-- EXPCO2 -->\n",
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       "<g class=\"edge\" id=\"edge39\"><title>ARTCO2-&gt;EXPCO2</title>\n",
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       "<!-- VENTALV -->\n",
       "<g class=\"node\" id=\"node5\"><title>VENTALV</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) VENTALV\">\n",
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       "<!-- VENTALV&#45;&gt;ARTCO2 -->\n",
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       "<!-- PVSAT -->\n",
       "<g class=\"node\" id=\"node21\"><title>PVSAT</title>\n",
       "<g id=\"a_node21\"><a xlink:title=\"(20) PVSAT\">\n",
       "<ellipse cx=\"174.643\" cy=\"-378\" fill=\"lightgrey\" rx=\"40.0939\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"174.643\" y=\"-374.3\">PVSAT</text>\n",
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       "</g>\n",
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       "<!-- VENTALV&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge36\"><title>VENTALV-&gt;PVSAT</title>\n",
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       "<!-- HRBP -->\n",
       "<g class=\"node\" id=\"node6\"><title>HRBP</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) HRBP\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"409.643\" y=\"-86.3\">HRBP</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- INTUBATION -->\n",
       "<g class=\"node\" id=\"node7\"><title>INTUBATION</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) INTUBATION\">\n",
       "<ellipse cx=\"262.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"66.0889\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"262.643\" y=\"-590.3\">INTUBATION</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- INTUBATION&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge25\"><title>INTUBATION-&gt;PRESS</title>\n",
       "<path d=\"M309.844,-581.323C349.532,-571.23 407.635,-555.811 457.643,-540 460.397,-539.129 463.228,-538.198 466.072,-537.236\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- INTUBATION&#45;&gt;MINVOL -->\n",
       "<g class=\"edge\" id=\"edge23\"><title>INTUBATION-&gt;MINVOL</title>\n",
       "<path d=\"M271.525,-575.852C281.701,-557.092 299.58,-526.673 319.643,-504 329.875,-492.437 342.737,-481.279 354.242,-472.208\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- INTUBATION&#45;&gt;VENTALV -->\n",
       "<g class=\"edge\" id=\"edge27\"><title>INTUBATION-&gt;VENTALV</title>\n",
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       "<!-- VENTLUNG -->\n",
       "<g class=\"node\" id=\"node23\"><title>VENTLUNG</title>\n",
       "<g id=\"a_node23\"><a xlink:title=\"(22) VENTLUNG\">\n",
       "<ellipse cx=\"388.643\" cy=\"-522\" fill=\"lightgrey\" rx=\"59.5901\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"388.643\" y=\"-518.3\">VENTLUNG</text>\n",
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       "</g>\n",
       "<!-- INTUBATION&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge26\"><title>INTUBATION-&gt;VENTLUNG</title>\n",
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       "<!-- SHUNT -->\n",
       "<g class=\"node\" id=\"node36\"><title>SHUNT</title>\n",
       "<g id=\"a_node36\"><a xlink:title=\"(35) SHUNT\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"123.643\" y=\"-518.3\">SHUNT</text>\n",
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       "<!-- INTUBATION&#45;&gt;SHUNT -->\n",
       "<g class=\"edge\" id=\"edge24\"><title>INTUBATION-&gt;SHUNT</title>\n",
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       "<!-- CVP -->\n",
       "<g class=\"node\" id=\"node8\"><title>CVP</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) CVP\">\n",
       "<ellipse cx=\"883.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"883.643\" y=\"-86.3\">CVP</text>\n",
       "</a>\n",
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       "</g>\n",
       "<!-- LVEDVOLUME -->\n",
       "<g class=\"node\" id=\"node9\"><title>LVEDVOLUME</title>\n",
       "<g id=\"a_node9\"><a xlink:title=\"(8) LVEDVOLUME\">\n",
       "<ellipse cx=\"842.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"72.2875\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"842.643\" y=\"-158.3\">LVEDVOLUME</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- LVEDVOLUME&#45;&gt;CVP -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>LVEDVOLUME-&gt;CVP</title>\n",
       "<path d=\"M852.568,-144.055C857.474,-135.679 863.492,-125.404 868.922,-116.134\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- PCWP -->\n",
       "<g class=\"node\" id=\"node31\"><title>PCWP</title>\n",
       "<g id=\"a_node31\"><a xlink:title=\"(30) PCWP\">\n",
       "<ellipse cx=\"800.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"36.2938\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"800.643\" y=\"-86.3\">PCWP</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- LVEDVOLUME&#45;&gt;PCWP -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>LVEDVOLUME-&gt;PCWP</title>\n",
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       "<!-- PULMEMBOLUS -->\n",
       "<g class=\"node\" id=\"node10\"><title>PULMEMBOLUS</title>\n",
       "<g id=\"a_node10\"><a xlink:title=\"(9) PULMEMBOLUS\">\n",
       "<ellipse cx=\"78.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"78.7863\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"78.643\" y=\"-590.3\">PULMEMBOLUS</text>\n",
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       "</g>\n",
       "<!-- PAP -->\n",
       "<g class=\"node\" id=\"node34\"><title>PAP</title>\n",
       "<g id=\"a_node34\"><a xlink:title=\"(33) PAP\">\n",
       "<ellipse cx=\"36.643\" cy=\"-522\" fill=\"lightgrey\" rx=\"27.8951\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"36.643\" y=\"-518.3\">PAP</text>\n",
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       "</g>\n",
       "<!-- PULMEMBOLUS&#45;&gt;PAP -->\n",
       "<g class=\"edge\" id=\"edge20\"><title>PULMEMBOLUS-&gt;PAP</title>\n",
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       "<!-- PULMEMBOLUS&#45;&gt;SHUNT -->\n",
       "<g class=\"edge\" id=\"edge21\"><title>PULMEMBOLUS-&gt;SHUNT</title>\n",
       "<path d=\"M89.5363,-576.055C94.8979,-567.715 101.47,-557.491 107.41,-548.252\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- FIO2 -->\n",
       "<g class=\"node\" id=\"node12\"><title>FIO2</title>\n",
       "<g id=\"a_node12\"><a xlink:title=\"(11) FIO2\">\n",
       "<ellipse cx=\"165.643\" cy=\"-450\" fill=\"lightgrey\" rx=\"30.5947\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"165.643\" y=\"-446.3\">FIO2</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- FIO2&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge17\"><title>FIO2-&gt;PVSAT</title>\n",
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       "<!-- INSUFFANESTH -->\n",
       "<g class=\"node\" id=\"node13\"><title>INSUFFANESTH</title>\n",
       "<g id=\"a_node13\"><a xlink:title=\"(12) INSUFFANESTH\">\n",
       "<ellipse cx=\"277.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"77.9862\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"277.643\" y=\"-302.3\">INSUFFANESTH</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- INSUFFANESTH&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge12\"><title>INSUFFANESTH-&gt;CATECHOL</title>\n",
       "<path d=\"M285.389,-288.055C289.03,-280.091 293.455,-270.411 297.524,-261.51\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- HRSAT -->\n",
       "<g class=\"node\" id=\"node14\"><title>HRSAT</title>\n",
       "<g id=\"a_node14\"><a xlink:title=\"(13) HRSAT\">\n",
       "<ellipse cx=\"304.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"40.8928\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"304.643\" y=\"-86.3\">HRSAT</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- SAO2 -->\n",
       "<g class=\"node\" id=\"node15\"><title>SAO2</title>\n",
       "<g id=\"a_node15\"><a xlink:title=\"(14) SAO2\">\n",
       "<ellipse cx=\"147.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"33.5952\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"147.643\" y=\"-302.3\">SAO2</text>\n",
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       "</g>\n",
       "<!-- SAO2&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge19\"><title>SAO2-&gt;CATECHOL</title>\n",
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       "<!-- DISCONNECT -->\n",
       "<g class=\"node\" id=\"node16\"><title>DISCONNECT</title>\n",
       "<g id=\"a_node16\"><a xlink:title=\"(15) DISCONNECT\">\n",
       "<ellipse cx=\"483.643\" cy=\"-666\" fill=\"lightgrey\" rx=\"68.7879\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"483.643\" y=\"-662.3\">DISCONNECT</text>\n",
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       "<!-- VENTTUBE -->\n",
       "<g class=\"node\" id=\"node25\"><title>VENTTUBE</title>\n",
       "<g id=\"a_node25\"><a xlink:title=\"(24) VENTTUBE\">\n",
       "<ellipse cx=\"557.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"57.6901\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"557.643\" y=\"-590.3\">VENTTUBE</text>\n",
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       "<!-- DISCONNECT&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge30\"><title>DISCONNECT-&gt;VENTTUBE</title>\n",
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       "<!-- TPR -->\n",
       "<g class=\"node\" id=\"node17\"><title>TPR</title>\n",
       "<g id=\"a_node17\"><a xlink:title=\"(16) TPR\">\n",
       "<ellipse cx=\"554.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"554.643\" y=\"-302.3\">TPR</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- TPR&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge14\"><title>TPR-&gt;CATECHOL</title>\n",
       "<path d=\"M531.62,-295.31C525.209,-292.773 518.204,-290.149 511.643,-288 462.942,-272.048 406.44,-257.554 365.598,-247.771\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- BP -->\n",
       "<g class=\"node\" id=\"node29\"><title>BP</title>\n",
       "<g id=\"a_node29\"><a xlink:title=\"(28) BP\">\n",
       "<ellipse cx=\"526.643\" cy=\"-18\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"526.643\" y=\"-14.3\">BP</text>\n",
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       "</g>\n",
       "<!-- TPR&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge15\"><title>TPR-&gt;BP</title>\n",
       "<path d=\"M553.764,-287.992C551.66,-249.448 545.746,-152.54 535.643,-72 534.581,-63.5353 533.13,-54.3584 531.703,-46.0571\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HR -->\n",
       "<g class=\"node\" id=\"node32\"><title>HR</title>\n",
       "<g id=\"a_node32\"><a xlink:title=\"(31) HR\">\n",
       "<ellipse cx=\"309.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"309.643\" y=\"-158.3\">HR</text>\n",
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       "<!-- CATECHOL&#45;&gt;HR -->\n",
       "<g class=\"edge\" id=\"edge41\"><title>CATECHOL-&gt;HR</title>\n",
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       "<!-- LVFAILURE -->\n",
       "<g class=\"node\" id=\"node19\"><title>LVFAILURE</title>\n",
       "<g id=\"a_node19\"><a xlink:title=\"(18) LVFAILURE\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"842.643\" y=\"-230.3\">LVFAILURE</text>\n",
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       "<!-- LVFAILURE&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>LVFAILURE-&gt;LVEDVOLUME</title>\n",
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       "<!-- STROKEVOLUME -->\n",
       "<g class=\"node\" id=\"node22\"><title>STROKEVOLUME</title>\n",
       "<g id=\"a_node22\"><a xlink:title=\"(21) STROKEVOLUME\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"667.643\" y=\"-158.3\">STROKEVOLUME</text>\n",
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       "<!-- LVFAILURE&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>LVFAILURE-&gt;STROKEVOLUME</title>\n",
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       "<!-- HISTORY -->\n",
       "<g class=\"node\" id=\"node33\"><title>HISTORY</title>\n",
       "<g id=\"a_node33\"><a xlink:title=\"(32) HISTORY\">\n",
       "<ellipse cx=\"983.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"50.8918\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"983.643\" y=\"-158.3\">HISTORY</text>\n",
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       "<!-- LVFAILURE&#45;&gt;HISTORY -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>LVFAILURE-&gt;HISTORY</title>\n",
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       "<!-- ANAPHYLAXIS -->\n",
       "<g class=\"node\" id=\"node20\"><title>ANAPHYLAXIS</title>\n",
       "<g id=\"a_node20\"><a xlink:title=\"(19) ANAPHYLAXIS\">\n",
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       "</g>\n",
       "<!-- ANAPHYLAXIS&#45;&gt;TPR -->\n",
       "<g class=\"edge\" id=\"edge13\"><title>ANAPHYLAXIS-&gt;TPR</title>\n",
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       "<!-- PVSAT&#45;&gt;SAO2 -->\n",
       "<g class=\"edge\" id=\"edge18\"><title>PVSAT-&gt;SAO2</title>\n",
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       "<!-- CO -->\n",
       "<g class=\"node\" id=\"node37\"><title>CO</title>\n",
       "<g id=\"a_node37\"><a xlink:title=\"(36) CO\">\n",
       "<ellipse cx=\"499.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"499.643\" y=\"-86.3\">CO</text>\n",
       "</a>\n",
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       "</g>\n",
       "<!-- STROKEVOLUME&#45;&gt;CO -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>STROKEVOLUME-&gt;CO</title>\n",
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       "<!-- VENTLUNG&#45;&gt;MINVOL -->\n",
       "<g class=\"edge\" id=\"edge34\"><title>VENTLUNG-&gt;MINVOL</title>\n",
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       "<!-- VENTLUNG&#45;&gt;VENTALV -->\n",
       "<g class=\"edge\" id=\"edge37\"><title>VENTLUNG-&gt;VENTALV</title>\n",
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       "<!-- VENTLUNG&#45;&gt;EXPCO2 -->\n",
       "<g class=\"edge\" id=\"edge32\"><title>VENTLUNG-&gt;EXPCO2</title>\n",
       "<path d=\"M409.012,-505.051C419.681,-495.507 431.899,-482.442 438.643,-468 458.864,-424.697 460.619,-368.005 459.509,-334.738\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- MINVOLSET -->\n",
       "<g class=\"node\" id=\"node24\"><title>MINVOLSET</title>\n",
       "<g id=\"a_node24\"><a xlink:title=\"(23) MINVOLSET\">\n",
       "<ellipse cx=\"632.643\" cy=\"-738\" fill=\"lightgrey\" rx=\"63.0888\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"632.643\" y=\"-734.3\">MINVOLSET</text>\n",
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       "</g>\n",
       "<!-- VENTMACH -->\n",
       "<g class=\"node\" id=\"node35\"><title>VENTMACH</title>\n",
       "<g id=\"a_node35\"><a xlink:title=\"(34) VENTMACH\">\n",
       "<ellipse cx=\"632.643\" cy=\"-666\" fill=\"lightgrey\" rx=\"61.99\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"632.643\" y=\"-662.3\">VENTMACH</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- MINVOLSET&#45;&gt;VENTMACH -->\n",
       "<g class=\"edge\" id=\"edge28\"><title>MINVOLSET-&gt;VENTMACH</title>\n",
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       "<!-- VENTTUBE&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge29\"><title>VENTTUBE-&gt;PRESS</title>\n",
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       "<!-- VENTTUBE&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge35\"><title>VENTTUBE-&gt;VENTLUNG</title>\n",
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       "<!-- ERRCAUTER -->\n",
       "<g class=\"node\" id=\"node26\"><title>ERRCAUTER</title>\n",
       "<g id=\"a_node26\"><a xlink:title=\"(25) ERRCAUTER\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"198.643\" y=\"-158.3\">ERRCAUTER</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- ERRCAUTER&#45;&gt;HREKG -->\n",
       "<g class=\"edge\" id=\"edge10\"><title>ERRCAUTER-&gt;HREKG</title>\n",
       "<path d=\"M199.385,-143.697C199.715,-135.983 200.112,-126.712 200.481,-118.112\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"203.978,-118.245 200.91,-108.104 196.985,-117.945 203.978,-118.245\" stroke=\"black\"/>\n",
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       "<!-- ERRCAUTER&#45;&gt;HRSAT -->\n",
       "<g class=\"edge\" id=\"edge11\"><title>ERRCAUTER-&gt;HRSAT</title>\n",
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       "<!-- HYPOVOLEMIA -->\n",
       "<g class=\"node\" id=\"node27\"><title>HYPOVOLEMIA</title>\n",
       "<g id=\"a_node27\"><a xlink:title=\"(26) HYPOVOLEMIA\">\n",
       "<ellipse cx=\"677.643\" cy=\"-234\" fill=\"lightgrey\" rx=\"76.8869\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"677.643\" y=\"-230.3\">HYPOVOLEMIA</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- HYPOVOLEMIA&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>HYPOVOLEMIA-&gt;LVEDVOLUME</title>\n",
       "<path d=\"M713.04,-217.983C737.919,-207.429 771.392,-193.228 798.088,-181.902\" fill=\"none\" stroke=\"red\"/>\n",
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       "<!-- HYPOVOLEMIA&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>HYPOVOLEMIA-&gt;STROKEVOLUME</title>\n",
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       "<!-- ERRLOWOUTPUT -->\n",
       "<g class=\"node\" id=\"node28\"><title>ERRLOWOUTPUT</title>\n",
       "<g id=\"a_node28\"><a xlink:title=\"(27) ERRLOWOUTPUT\">\n",
       "<ellipse cx=\"440.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"86.3847\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"440.643\" y=\"-158.3\">ERRLOWOUTPUT</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- ERRLOWOUTPUT&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge9\"><title>ERRLOWOUTPUT-&gt;HRBP</title>\n",
       "<path d=\"M433.139,-144.055C429.559,-135.973 425.197,-126.121 421.207,-117.112\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"424.328,-115.515 417.078,-107.789 417.927,-118.35 424.328,-115.515\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- KINKEDTUBE -->\n",
       "<g class=\"node\" id=\"node30\"><title>KINKEDTUBE</title>\n",
       "<g id=\"a_node30\"><a xlink:title=\"(29) KINKEDTUBE\">\n",
       "<ellipse cx=\"414.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"67.6881\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"414.643\" y=\"-590.3\">KINKEDTUBE</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- KINKEDTUBE&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge16\"><title>KINKEDTUBE-&gt;PRESS</title>\n",
       "<path d=\"M435.517,-576.765C448.074,-566.998 464.189,-554.464 477.7,-543.956\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"479.976,-546.619 485.721,-537.717 475.679,-541.094 479.976,-546.619\" stroke=\"black\"/>\n",
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       "<!-- KINKEDTUBE&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge33\"><title>KINKEDTUBE-&gt;VENTLUNG</title>\n",
       "<path d=\"M408.349,-576.055C405.423,-568.176 401.872,-558.617 398.595,-549.794\" fill=\"none\" stroke=\"red\"/>\n",
       "<polygon fill=\"red\" points=\"401.822,-548.431 395.06,-540.275 395.261,-550.868 401.822,-548.431\" stroke=\"red\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;HREKG -->\n",
       "<g class=\"edge\" id=\"edge43\"><title>HR-&gt;HREKG</title>\n",
       "<path d=\"M290.831,-148.807C274.762,-138.392 251.329,-123.204 232.515,-111.01\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"234.267,-107.974 223.972,-105.472 230.459,-113.848 234.267,-107.974\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge42\"><title>HR-&gt;HRBP</title>\n",
       "<path d=\"M327.521,-148.485C342.447,-138.037 363.996,-122.953 381.275,-110.858\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"383.679,-113.447 389.864,-104.845 379.664,-107.713 383.679,-113.447\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;HRSAT -->\n",
       "<g class=\"edge\" id=\"edge44\"><title>HR-&gt;HRSAT</title>\n",
       "<path d=\"M308.407,-143.697C307.856,-135.983 307.194,-126.712 306.58,-118.112\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"310.068,-117.83 305.865,-108.104 303.086,-118.328 310.068,-117.83\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;CO -->\n",
       "<g class=\"edge\" id=\"edge45\"><title>HR-&gt;CO</title>\n",
       "<path d=\"M330.781,-150.516C335.618,-148.258 340.77,-145.962 345.643,-144 392.185,-125.256 405.271,-124.534 452.643,-108 457.215,-106.404 462.028,-104.696 466.759,-103.001\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- VENTMACH&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge31\"><title>VENTMACH-&gt;VENTTUBE</title>\n",
       "<path d=\"M614.869,-648.411C605.179,-639.367 593.032,-628.03 582.425,-618.13\" fill=\"none\" stroke=\"red\"/>\n",
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       "<!-- SHUNT&#45;&gt;SAO2 -->\n",
       "<g class=\"edge\" id=\"edge22\"><title>SHUNT-&gt;SAO2</title>\n",
       "<path d=\"M121.749,-503.851C118.938,-474.174 115.051,-411.474 125.643,-360 127.519,-350.882 130.957,-341.36 134.566,-332.943\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- CO&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge46\"><title>CO-&gt;BP</title>\n",
       "<path d=\"M506.042,-72.411C509.157,-64.3352 512.977,-54.4312 516.478,-45.3547\" fill=\"none\" stroke=\"black\"/>\n",
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       "<g class=\"graph\" id=\"graph0\" transform=\"scale(0.277366 0.277366) rotate(0) translate(4 832)\">\n",
       "<title>G</title>\n",
       "<!-- HREKG -->\n",
       "<g class=\"node\" id=\"node1\"><title>HREKG</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) HREKG\">\n",
       "<ellipse cx=\"220.643\" cy=\"-18\" fill=\"lightgrey\" rx=\"42.4939\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"220.643\" y=\"-14.3\">HREKG</text>\n",
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       "<!-- PRESS -->\n",
       "<g class=\"node\" id=\"node2\"><title>PRESS</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) PRESS\">\n",
       "<ellipse cx=\"398.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"38.1938\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"398.643\" y=\"-590.3\">PRESS</text>\n",
       "</a>\n",
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       "</g>\n",
       "<!-- VENTALV -->\n",
       "<g class=\"node\" id=\"node5\"><title>VENTALV</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) VENTALV\">\n",
       "<ellipse cx=\"380.643\" cy=\"-450\" fill=\"lightgrey\" rx=\"52.7911\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"380.643\" y=\"-446.3\">VENTALV</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- PRESS&#45;&gt;VENTALV -->\n",
       "<g class=\"edge\" id=\"edge34\"><title>PRESS-&gt;VENTALV</title>\n",
       "<path d=\"M396.472,-575.871C393.404,-551.67 387.768,-507.211 384.115,-478.393\" fill=\"none\" stroke=\"red\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- ARTCO2 -->\n",
       "<g class=\"node\" id=\"node3\"><title>ARTCO2</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) ARTCO2\">\n",
       "<ellipse cx=\"509.643\" cy=\"-378\" fill=\"lightgrey\" rx=\"46.5926\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"509.643\" y=\"-374.3\">ARTCO2</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- EXPCO2 -->\n",
       "<g class=\"node\" id=\"node11\"><title>EXPCO2</title>\n",
       "<g id=\"a_node11\"><a xlink:title=\"(10) EXPCO2\">\n",
       "<ellipse cx=\"416.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"45.4919\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"416.643\" y=\"-302.3\">EXPCO2</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- ARTCO2&#45;&gt;EXPCO2 -->\n",
       "<g class=\"edge\" id=\"edge45\"><title>ARTCO2-&gt;EXPCO2</title>\n",
       "<path d=\"M489.003,-361.465C476.031,-351.7 459.121,-338.972 444.91,-328.276\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- CATECHOL -->\n",
       "<g class=\"node\" id=\"node18\"><title>CATECHOL</title>\n",
       "<g id=\"a_node18\"><a xlink:title=\"(17) CATECHOL\">\n",
       "<ellipse cx=\"282.643\" cy=\"-234\" fill=\"lightgrey\" rx=\"59.5901\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"282.643\" y=\"-230.3\">CATECHOL</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- ARTCO2&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge46\"><title>ARTCO2-&gt;CATECHOL</title>\n",
       "<path d=\"M506.72,-359.991C502.374,-339.899 492.274,-306.83 470.643,-288 437.655,-259.283 390.187,-246.049 351.204,-239.986\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- BP -->\n",
       "<g class=\"node\" id=\"node29\"><title>BP</title>\n",
       "<g id=\"a_node29\"><a xlink:title=\"(28) BP\">\n",
       "<ellipse cx=\"527.643\" cy=\"-18\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"527.643\" y=\"-14.3\">BP</text>\n",
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       "<!-- ARTCO2&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge47\"><title>ARTCO2-&gt;BP</title>\n",
       "<path d=\"M513.199,-360.039C518.445,-333.498 527.643,-280.476 527.643,-235 527.643,-235 527.643,-235 527.643,-161 527.643,-120.996 527.643,-74.6528 527.643,-46.0798\" fill=\"none\" stroke=\"red\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- MINVOL -->\n",
       "<g class=\"node\" id=\"node4\"><title>MINVOL</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) MINVOL\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"330.643\" y=\"-518.3\">MINVOL</text>\n",
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       "<!-- MINVOL&#45;&gt;VENTALV -->\n",
       "<g class=\"edge\" id=\"edge21\"><title>MINVOL-&gt;VENTALV</title>\n",
       "<path d=\"M342.492,-504.411C348.506,-495.992 355.939,-485.585 362.643,-476.201\" fill=\"none\" stroke=\"red\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- VENTALV&#45;&gt;ARTCO2 -->\n",
       "<g class=\"edge\" id=\"edge44\"><title>VENTALV-&gt;ARTCO2</title>\n",
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       "<!-- PVSAT -->\n",
       "<g class=\"node\" id=\"node21\"><title>PVSAT</title>\n",
       "<g id=\"a_node21\"><a xlink:title=\"(20) PVSAT\">\n",
       "<ellipse cx=\"217.643\" cy=\"-378\" fill=\"lightgrey\" rx=\"40.0939\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"217.643\" y=\"-374.3\">PVSAT</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- VENTALV&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge42\"><title>VENTALV-&gt;PVSAT</title>\n",
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       "<!-- HRBP -->\n",
       "<g class=\"node\" id=\"node6\"><title>HRBP</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) HRBP\">\n",
       "<ellipse cx=\"372.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"34.394\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"372.643\" y=\"-86.3\">HRBP</text>\n",
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       "<!-- INTUBATION -->\n",
       "<g class=\"node\" id=\"node7\"><title>INTUBATION</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) INTUBATION\">\n",
       "<ellipse cx=\"256.643\" cy=\"-666\" fill=\"lightgrey\" rx=\"66.0889\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"256.643\" y=\"-662.3\">INTUBATION</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- INTUBATION&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge31\"><title>INTUBATION-&gt;PRESS</title>\n",
       "<path d=\"M287.106,-649.983C309.596,-638.897 340.247,-623.787 363.727,-612.212\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- INTUBATION&#45;&gt;MINVOL -->\n",
       "<g class=\"edge\" id=\"edge29\"><title>INTUBATION-&gt;MINVOL</title>\n",
       "<path d=\"M265.422,-648.153C278.218,-623.6 302.099,-577.773 317.142,-548.908\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- INTUBATION&#45;&gt;VENTALV -->\n",
       "<g class=\"edge\" id=\"edge33\"><title>INTUBATION-&gt;VENTALV</title>\n",
       "<path d=\"M253.77,-647.9C249.443,-616.346 244.748,-548.165 275.643,-504 288.627,-485.439 310.075,-473.012 330.213,-464.888\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- INTUBATION&#45;&gt;EXPCO2 -->\n",
       "<g class=\"edge\" id=\"edge28\"><title>INTUBATION-&gt;EXPCO2</title>\n",
       "<path d=\"M252.198,-647.667C245.298,-617.173 234.839,-552.56 255.643,-504 286.854,-431.15 353.406,-363.643 390.425,-329.777\" fill=\"none\" stroke=\"red\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- VENTLUNG -->\n",
       "<g class=\"node\" id=\"node23\"><title>VENTLUNG</title>\n",
       "<g id=\"a_node23\"><a xlink:title=\"(22) VENTLUNG\">\n",
       "<ellipse cx=\"514.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"59.5901\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"514.643\" y=\"-590.3\">VENTLUNG</text>\n",
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       "</g>\n",
       "<!-- INTUBATION&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge32\"><title>INTUBATION-&gt;VENTLUNG</title>\n",
       "<path d=\"M301.878,-652.727C346.537,-640.61 414.793,-622.091 461.894,-609.312\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- SHUNT -->\n",
       "<g class=\"node\" id=\"node36\"><title>SHUNT</title>\n",
       "<g id=\"a_node36\"><a xlink:title=\"(35) SHUNT\">\n",
       "<ellipse cx=\"149.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"40.8928\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"149.643\" y=\"-590.3\">SHUNT</text>\n",
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       "<!-- INTUBATION&#45;&gt;SHUNT -->\n",
       "<g class=\"edge\" id=\"edge30\"><title>INTUBATION-&gt;SHUNT</title>\n",
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       "<!-- CVP -->\n",
       "<g class=\"node\" id=\"node8\"><title>CVP</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) CVP\">\n",
       "<ellipse cx=\"922.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"922.643\" y=\"-158.3\">CVP</text>\n",
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       "<!-- LVEDVOLUME -->\n",
       "<g class=\"node\" id=\"node9\"><title>LVEDVOLUME</title>\n",
       "<g id=\"a_node9\"><a xlink:title=\"(8) LVEDVOLUME\">\n",
       "<ellipse cx=\"838.643\" cy=\"-234\" fill=\"lightgrey\" rx=\"72.2875\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"838.643\" y=\"-230.3\">LVEDVOLUME</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- LVEDVOLUME&#45;&gt;CVP -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>LVEDVOLUME-&gt;CVP</title>\n",
       "<path d=\"M858.55,-216.411C870.41,-206.528 885.555,-193.907 898.145,-183.415\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- STROKEVOLUME -->\n",
       "<g class=\"node\" id=\"node22\"><title>STROKEVOLUME</title>\n",
       "<g id=\"a_node22\"><a xlink:title=\"(21) STROKEVOLUME\">\n",
       "<ellipse cx=\"699.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"85.2851\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"699.643\" y=\"-158.3\">STROKEVOLUME</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- LVEDVOLUME&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>LVEDVOLUME-&gt;STROKEVOLUME</title>\n",
       "<path d=\"M808.139,-217.638C788.14,-207.567 761.772,-194.288 740.038,-183.343\" fill=\"none\" stroke=\"red\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- PCWP -->\n",
       "<g class=\"node\" id=\"node31\"><title>PCWP</title>\n",
       "<g id=\"a_node31\"><a xlink:title=\"(30) PCWP\">\n",
       "<ellipse cx=\"839.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"36.2938\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"839.643\" y=\"-158.3\">PCWP</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- LVEDVOLUME&#45;&gt;PCWP -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>LVEDVOLUME-&gt;PCWP</title>\n",
       "<path d=\"M838.89,-215.697C839,-207.983 839.133,-198.712 839.256,-190.112\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- PULMEMBOLUS -->\n",
       "<g class=\"node\" id=\"node10\"><title>PULMEMBOLUS</title>\n",
       "<g id=\"a_node10\"><a xlink:title=\"(9) PULMEMBOLUS\">\n",
       "<ellipse cx=\"78.643\" cy=\"-666\" fill=\"lightgrey\" rx=\"78.7863\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"78.643\" y=\"-662.3\">PULMEMBOLUS</text>\n",
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       "</g>\n",
       "<!-- PAP -->\n",
       "<g class=\"node\" id=\"node34\"><title>PAP</title>\n",
       "<g id=\"a_node34\"><a xlink:title=\"(33) PAP\">\n",
       "<ellipse cx=\"62.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"27.8951\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"62.643\" y=\"-590.3\">PAP</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- PULMEMBOLUS&#45;&gt;PAP -->\n",
       "<g class=\"edge\" id=\"edge25\"><title>PULMEMBOLUS-&gt;PAP</title>\n",
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       "<!-- PULMEMBOLUS&#45;&gt;SHUNT -->\n",
       "<g class=\"edge\" id=\"edge26\"><title>PULMEMBOLUS-&gt;SHUNT</title>\n",
       "<path d=\"M95.469,-648.411C104.619,-639.39 116.082,-628.088 126.105,-618.207\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- FIO2 -->\n",
       "<g class=\"node\" id=\"node12\"><title>FIO2</title>\n",
       "<g id=\"a_node12\"><a xlink:title=\"(11) FIO2\">\n",
       "<ellipse cx=\"217.643\" cy=\"-450\" fill=\"lightgrey\" rx=\"30.5947\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"217.643\" y=\"-446.3\">FIO2</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- FIO2&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge22\"><title>FIO2-&gt;PVSAT</title>\n",
       "<path d=\"M217.643,-431.697C217.643,-423.983 217.643,-414.712 217.643,-406.112\" fill=\"none\" stroke=\"black\"/>\n",
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       "</g>\n",
       "<!-- INSUFFANESTH -->\n",
       "<g class=\"node\" id=\"node13\"><title>INSUFFANESTH</title>\n",
       "<g id=\"a_node13\"><a xlink:title=\"(12) INSUFFANESTH\">\n",
       "<ellipse cx=\"109.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"77.9862\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"109.643\" y=\"-302.3\">INSUFFANESTH</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- INSUFFANESTH&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge14\"><title>INSUFFANESTH-&gt;CATECHOL</title>\n",
       "<path d=\"M146.756,-289.983C173.873,-279.011 210.728,-264.099 239.214,-252.572\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- HRSAT -->\n",
       "<g class=\"node\" id=\"node14\"><title>HRSAT</title>\n",
       "<g id=\"a_node14\"><a xlink:title=\"(13) HRSAT\">\n",
       "<ellipse cx=\"220.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"40.8928\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"220.643\" y=\"-86.3\">HRSAT</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- HRSAT&#45;&gt;HREKG -->\n",
       "<g class=\"edge\" id=\"edge13\"><title>HRSAT-&gt;HREKG</title>\n",
       "<path d=\"M220.643,-71.6966C220.643,-63.9827 220.643,-54.7125 220.643,-46.1124\" fill=\"none\" stroke=\"red\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- SAO2 -->\n",
       "<g class=\"node\" id=\"node15\"><title>SAO2</title>\n",
       "<g id=\"a_node15\"><a xlink:title=\"(14) SAO2\">\n",
       "<ellipse cx=\"239.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"33.5952\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"239.643\" y=\"-302.3\">SAO2</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- SAO2&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge24\"><title>SAO2-&gt;CATECHOL</title>\n",
       "<path d=\"M249.616,-288.765C254.73,-280.44 261.079,-270.104 266.84,-260.725\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- DISCONNECT -->\n",
       "<g class=\"node\" id=\"node16\"><title>DISCONNECT</title>\n",
       "<g id=\"a_node16\"><a xlink:title=\"(15) DISCONNECT\">\n",
       "<ellipse cx=\"323.643\" cy=\"-738\" fill=\"lightgrey\" rx=\"68.7879\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"323.643\" y=\"-734.3\">DISCONNECT</text>\n",
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       "<!-- VENTTUBE -->\n",
       "<g class=\"node\" id=\"node25\"><title>VENTTUBE</title>\n",
       "<g id=\"a_node25\"><a xlink:title=\"(24) VENTTUBE\">\n",
       "<ellipse cx=\"398.643\" cy=\"-666\" fill=\"lightgrey\" rx=\"57.6901\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"398.643\" y=\"-662.3\">VENTTUBE</text>\n",
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       "<!-- DISCONNECT&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge35\"><title>DISCONNECT-&gt;VENTTUBE</title>\n",
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       "<!-- TPR -->\n",
       "<g class=\"node\" id=\"node17\"><title>TPR</title>\n",
       "<g id=\"a_node17\"><a xlink:title=\"(16) TPR\">\n",
       "<ellipse cx=\"584.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"584.643\" y=\"-302.3\">TPR</text>\n",
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       "</g>\n",
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       "<!-- TPR&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge16\"><title>TPR-&gt;CATECHOL</title>\n",
       "<path d=\"M558.107,-298.849C509.196,-287.512 403.865,-263.098 338.553,-247.959\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- TPR&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge17\"><title>TPR-&gt;BP</title>\n",
       "<path d=\"M581.952,-287.954C575.756,-249.334 559.627,-152.279 541.643,-72 539.741,-63.5113 537.413,-54.3275 535.205,-46.0273\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HR -->\n",
       "<g class=\"node\" id=\"node32\"><title>HR</title>\n",
       "<g id=\"a_node32\"><a xlink:title=\"(31) HR\">\n",
       "<ellipse cx=\"282.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"27\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"282.643\" y=\"-158.3\">HR</text>\n",
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       "<!-- CATECHOL&#45;&gt;HR -->\n",
       "<g class=\"edge\" id=\"edge48\"><title>CATECHOL-&gt;HR</title>\n",
       "<path d=\"M282.643,-215.697C282.643,-207.983 282.643,-198.712 282.643,-190.112\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- LVFAILURE -->\n",
       "<g class=\"node\" id=\"node19\"><title>LVFAILURE</title>\n",
       "<g id=\"a_node19\"><a xlink:title=\"(18) LVFAILURE\">\n",
       "<ellipse cx=\"862.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"60.3893\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"862.643\" y=\"-302.3\">LVFAILURE</text>\n",
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       "</g>\n",
       "<!-- LVFAILURE&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>LVFAILURE-&gt;LVEDVOLUME</title>\n",
       "<path d=\"M856.833,-288.055C854.132,-280.176 850.854,-270.617 847.83,-261.794\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- LVFAILURE&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>LVFAILURE-&gt;STROKEVOLUME</title>\n",
       "<path d=\"M825.246,-291.785C803.774,-282.894 777.266,-269.573 757.643,-252 737.898,-234.317 722.042,-208.438 711.933,-189.139\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HISTORY -->\n",
       "<g class=\"node\" id=\"node33\"><title>HISTORY</title>\n",
       "<g id=\"a_node33\"><a xlink:title=\"(32) HISTORY\">\n",
       "<ellipse cx=\"979.643\" cy=\"-234\" fill=\"lightgrey\" rx=\"50.8918\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"979.643\" y=\"-230.3\">HISTORY</text>\n",
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       "<!-- LVFAILURE&#45;&gt;HISTORY -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>LVFAILURE-&gt;HISTORY</title>\n",
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       "<!-- ANAPHYLAXIS -->\n",
       "<g class=\"node\" id=\"node20\"><title>ANAPHYLAXIS</title>\n",
       "<g id=\"a_node20\"><a xlink:title=\"(19) ANAPHYLAXIS\">\n",
       "<ellipse cx=\"648.643\" cy=\"-378\" fill=\"lightgrey\" rx=\"74.187\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"648.643\" y=\"-374.3\">ANAPHYLAXIS</text>\n",
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       "</g>\n",
       "<!-- ANAPHYLAXIS&#45;&gt;TPR -->\n",
       "<g class=\"edge\" id=\"edge15\"><title>ANAPHYLAXIS-&gt;TPR</title>\n",
       "<path d=\"M633.15,-360.055C624.743,-350.86 614.243,-339.375 605.164,-329.445\" fill=\"none\" stroke=\"black\"/>\n",
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       "</g>\n",
       "<!-- PVSAT&#45;&gt;SAO2 -->\n",
       "<g class=\"edge\" id=\"edge23\"><title>PVSAT-&gt;SAO2</title>\n",
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       "<!-- CO -->\n",
       "<g class=\"node\" id=\"node37\"><title>CO</title>\n",
       "<g id=\"a_node37\"><a xlink:title=\"(36) CO\">\n",
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       "<!-- STROKEVOLUME&#45;&gt;CO -->\n",
       "<g class=\"edge\" id=\"edge9\"><title>STROKEVOLUME-&gt;CO</title>\n",
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       "<!-- VENTLUNG&#45;&gt;MINVOL -->\n",
       "<g class=\"edge\" id=\"edge20\"><title>VENTLUNG-&gt;MINVOL</title>\n",
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       "<!-- VENTLUNG&#45;&gt;VENTALV -->\n",
       "<g class=\"edge\" id=\"edge43\"><title>VENTLUNG-&gt;VENTALV</title>\n",
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       "<!-- VENTLUNG&#45;&gt;EXPCO2 -->\n",
       "<g class=\"edge\" id=\"edge41\"><title>VENTLUNG-&gt;EXPCO2</title>\n",
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       "<!-- MINVOLSET -->\n",
       "<g class=\"node\" id=\"node24\"><title>MINVOLSET</title>\n",
       "<g id=\"a_node24\"><a xlink:title=\"(23) MINVOLSET\">\n",
       "<ellipse cx=\"472.643\" cy=\"-810\" fill=\"lightgrey\" rx=\"63.0888\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"472.643\" y=\"-806.3\">MINVOLSET</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- VENTMACH -->\n",
       "<g class=\"node\" id=\"node35\"><title>VENTMACH</title>\n",
       "<g id=\"a_node35\"><a xlink:title=\"(34) VENTMACH\">\n",
       "<ellipse cx=\"472.643\" cy=\"-738\" fill=\"lightgrey\" rx=\"61.99\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"472.643\" y=\"-734.3\">VENTMACH</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- MINVOLSET&#45;&gt;VENTMACH -->\n",
       "<g class=\"edge\" id=\"edge36\"><title>MINVOLSET-&gt;VENTMACH</title>\n",
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       "<!-- VENTTUBE&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge39\"><title>VENTTUBE-&gt;PRESS</title>\n",
       "<path d=\"M398.643,-647.697C398.643,-639.983 398.643,-630.712 398.643,-622.112\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- VENTTUBE&#45;&gt;MINVOL -->\n",
       "<g class=\"edge\" id=\"edge38\"><title>VENTTUBE-&gt;MINVOL</title>\n",
       "<path d=\"M380.113,-648.52C370.276,-638.809 358.779,-625.755 351.643,-612 341.62,-592.681 336.309,-568.53 333.539,-550.262\" fill=\"none\" stroke=\"red\" stroke-dasharray=\"5,2\"/>\n",
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       "<!-- VENTTUBE&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge40\"><title>VENTTUBE-&gt;VENTLUNG</title>\n",
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       "<!-- ERRCAUTER -->\n",
       "<g class=\"node\" id=\"node26\"><title>ERRCAUTER</title>\n",
       "<g id=\"a_node26\"><a xlink:title=\"(25) ERRCAUTER\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"158.643\" y=\"-158.3\">ERRCAUTER</text>\n",
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       "</g>\n",
       "<!-- ERRCAUTER&#45;&gt;HREKG -->\n",
       "<g class=\"edge\" id=\"edge11\"><title>ERRCAUTER-&gt;HREKG</title>\n",
       "<path d=\"M157.913,-143.72C157.805,-125.113 159.633,-95.0777 170.643,-72 176.175,-60.4046 185.187,-49.6678 194.048,-40.9334\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- ERRCAUTER&#45;&gt;HRSAT -->\n",
       "<g class=\"edge\" id=\"edge12\"><title>ERRCAUTER-&gt;HRSAT</title>\n",
       "<path d=\"M173.336,-144.411C181.248,-135.479 191.14,-124.31 199.831,-114.498\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HYPOVOLEMIA -->\n",
       "<g class=\"node\" id=\"node27\"><title>HYPOVOLEMIA</title>\n",
       "<g id=\"a_node27\"><a xlink:title=\"(26) HYPOVOLEMIA\">\n",
       "<ellipse cx=\"707.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"76.8869\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"707.643\" y=\"-302.3\">HYPOVOLEMIA</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- HYPOVOLEMIA&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>HYPOVOLEMIA-&gt;LVEDVOLUME</title>\n",
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       "<!-- HYPOVOLEMIA&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>HYPOVOLEMIA-&gt;STROKEVOLUME</title>\n",
       "<path d=\"M706.678,-287.871C705.315,-263.67 702.81,-219.211 701.186,-190.393\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"704.668,-189.977 700.611,-180.189 697.68,-190.37 704.668,-189.977\" stroke=\"black\"/>\n",
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       "<!-- ERRLOWOUTPUT -->\n",
       "<g class=\"node\" id=\"node28\"><title>ERRLOWOUTPUT</title>\n",
       "<g id=\"a_node28\"><a xlink:title=\"(27) ERRLOWOUTPUT\">\n",
       "<ellipse cx=\"413.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"86.3847\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"413.643\" y=\"-158.3\">ERRLOWOUTPUT</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- ERRLOWOUTPUT&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge10\"><title>ERRLOWOUTPUT-&gt;HRBP</title>\n",
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       "<polygon fill=\"black\" points=\"390.268,-114.167 382.194,-107.307 384.228,-117.705 390.268,-114.167\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- KINKEDTUBE -->\n",
       "<g class=\"node\" id=\"node30\"><title>KINKEDTUBE</title>\n",
       "<g id=\"a_node30\"><a xlink:title=\"(29) KINKEDTUBE\">\n",
       "<ellipse cx=\"541.643\" cy=\"-666\" fill=\"lightgrey\" rx=\"67.6881\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"541.643\" y=\"-662.3\">KINKEDTUBE</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- KINKEDTUBE&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge18\"><title>KINKEDTUBE-&gt;PRESS</title>\n",
       "<path d=\"M510.614,-649.811C487.944,-638.714 457.181,-623.655 433.636,-612.13\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"434.876,-608.84 424.356,-607.587 431.798,-615.127 434.876,-608.84\" stroke=\"black\"/>\n",
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       "<!-- KINKEDTUBE&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge19\"><title>KINKEDTUBE-&gt;VENTLUNG</title>\n",
       "<path d=\"M535.107,-648.055C532.068,-640.176 528.381,-630.617 524.978,-621.794\" fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\"/>\n",
       "<polygon fill=\"black\" points=\"528.171,-620.346 521.306,-612.275 521.64,-622.865 528.171,-620.346\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;HREKG -->\n",
       "<g class=\"edge\" id=\"edge50\"><title>HR-&gt;HREKG</title>\n",
       "<path d=\"M283.373,-143.72C283.481,-125.113 281.653,-95.0777 270.643,-72 265.111,-60.4046 256.099,-49.6678 247.238,-40.9334\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HR&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge49\"><title>HR-&gt;HRBP</title>\n",
       "<path d=\"M299.571,-147.834C312.718,-137.608 331.187,-123.243 346.268,-111.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"348.497,-114.214 354.242,-105.312 344.2,-108.689 348.497,-114.214\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;HRSAT -->\n",
       "<g class=\"edge\" id=\"edge51\"><title>HR-&gt;HRSAT</title>\n",
       "<path d=\"M269.494,-146.155C261.45,-137.072 250.973,-125.243 241.785,-114.87\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HR&#45;&gt;CO -->\n",
       "<g class=\"edge\" id=\"edge52\"><title>HR-&gt;CO</title>\n",
       "<path d=\"M303.792,-150.541C308.628,-148.282 313.777,-145.979 318.643,-144 359.411,-127.417 407.536,-111.406 439,-101.402\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- VENTMACH&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge37\"><title>VENTMACH-&gt;VENTTUBE</title>\n",
       "<path d=\"M455.106,-720.411C445.545,-711.367 433.56,-700.03 423.094,-690.13\" fill=\"none\" stroke=\"black\"/>\n",
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       "</g>\n",
       "<!-- SHUNT&#45;&gt;SAO2 -->\n",
       "<g class=\"edge\" id=\"edge27\"><title>SHUNT-&gt;SAO2</title>\n",
       "<path d=\"M146.524,-575.847C140.066,-535.332 128.946,-431.731 168.643,-360 177.074,-344.765 191.933,-332.64 205.885,-323.854\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- CO&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge53\"><title>CO-&gt;BP</title>\n",
       "<path d=\"M484.577,-73.811C491.857,-64.5464 501.306,-52.5203 509.497,-42.0944\" fill=\"none\" stroke=\"black\"/>\n",
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       "<g class=\"graph\" id=\"graph0\" transform=\"scale(0.276302 0.276302) rotate(0) translate(4 760)\">\n",
       "<title>G</title>\n",
       "<!-- HREKG -->\n",
       "<g class=\"node\" id=\"node1\"><title>HREKG</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) HREKG\">\n",
       "<ellipse cx=\"201.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"42.4939\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"201.643\" y=\"-86.3\">HREKG</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- PRESS -->\n",
       "<g class=\"node\" id=\"node2\"><title>PRESS</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) PRESS\">\n",
       "<ellipse cx=\"504.643\" cy=\"-522\" fill=\"lightgrey\" rx=\"38.1938\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"504.643\" y=\"-518.3\">PRESS</text>\n",
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       "<!-- ARTCO2 -->\n",
       "<g class=\"node\" id=\"node3\"><title>ARTCO2</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) ARTCO2\">\n",
       "<ellipse cx=\"382.643\" cy=\"-378\" fill=\"lightgrey\" rx=\"46.5926\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"382.643\" y=\"-374.3\">ARTCO2</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- EXPCO2 -->\n",
       "<g class=\"node\" id=\"node11\"><title>EXPCO2</title>\n",
       "<g id=\"a_node11\"><a xlink:title=\"(10) EXPCO2\">\n",
       "<ellipse cx=\"457.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"45.4919\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"457.643\" y=\"-302.3\">EXPCO2</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- ARTCO2&#45;&gt;EXPCO2 -->\n",
       "<g class=\"edge\" id=\"edge39\"><title>ARTCO2-&gt;EXPCO2</title>\n",
       "<path d=\"M399.662,-361.116C409.539,-351.897 422.15,-340.127 433.087,-329.919\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- CATECHOL -->\n",
       "<g class=\"node\" id=\"node18\"><title>CATECHOL</title>\n",
       "<g id=\"a_node18\"><a xlink:title=\"(17) CATECHOL\">\n",
       "<ellipse cx=\"309.643\" cy=\"-234\" fill=\"lightgrey\" rx=\"59.5901\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"309.643\" y=\"-230.3\">CATECHOL</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- ARTCO2&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge40\"><title>ARTCO2-&gt;CATECHOL</title>\n",
       "<path d=\"M382.179,-359.902C381.014,-341.185 377.153,-310.805 364.643,-288 358.365,-276.556 348.783,-266.076 339.366,-257.511\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- MINVOL -->\n",
       "<g class=\"node\" id=\"node4\"><title>MINVOL</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) MINVOL\">\n",
       "<ellipse cx=\"383.643\" cy=\"-450\" fill=\"lightgrey\" rx=\"46.2923\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"383.643\" y=\"-446.3\">MINVOL</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- VENTALV -->\n",
       "<g class=\"node\" id=\"node5\"><title>VENTALV</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) VENTALV\">\n",
       "<ellipse cx=\"266.643\" cy=\"-450\" fill=\"lightgrey\" rx=\"52.7911\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"266.643\" y=\"-446.3\">VENTALV</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- VENTALV&#45;&gt;ARTCO2 -->\n",
       "<g class=\"edge\" id=\"edge38\"><title>VENTALV-&gt;ARTCO2</title>\n",
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       "<!-- PVSAT -->\n",
       "<g class=\"node\" id=\"node21\"><title>PVSAT</title>\n",
       "<g id=\"a_node21\"><a xlink:title=\"(20) PVSAT\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"174.643\" y=\"-374.3\">PVSAT</text>\n",
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       "<!-- VENTALV&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge37\"><title>VENTALV-&gt;PVSAT</title>\n",
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       "<!-- HRBP -->\n",
       "<g class=\"node\" id=\"node6\"><title>HRBP</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) HRBP\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"409.643\" y=\"-86.3\">HRBP</text>\n",
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       "<!-- INTUBATION -->\n",
       "<g class=\"node\" id=\"node7\"><title>INTUBATION</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) INTUBATION\">\n",
       "<ellipse cx=\"262.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"66.0889\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"262.643\" y=\"-590.3\">INTUBATION</text>\n",
       "</a>\n",
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       "</g>\n",
       "<!-- INTUBATION&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge26\"><title>INTUBATION-&gt;PRESS</title>\n",
       "<path d=\"M309.844,-581.323C349.532,-571.23 407.635,-555.811 457.643,-540 460.397,-539.129 463.228,-538.198 466.072,-537.236\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- INTUBATION&#45;&gt;MINVOL -->\n",
       "<g class=\"edge\" id=\"edge18\"><title>INTUBATION-&gt;MINVOL</title>\n",
       "<path d=\"M271.525,-575.852C281.701,-557.092 299.58,-526.673 319.643,-504 329.875,-492.437 342.737,-481.279 354.242,-472.208\" fill=\"none\" stroke=\"red\"/>\n",
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       "<!-- CVP -->\n",
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       "<!-- LVEDVOLUME -->\n",
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       "<!-- LVEDVOLUME&#45;&gt;PCWP -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>LVEDVOLUME-&gt;PCWP</title>\n",
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       "<!-- PULMEMBOLUS -->\n",
       "<g class=\"node\" id=\"node10\"><title>PULMEMBOLUS</title>\n",
       "<g id=\"a_node10\"><a xlink:title=\"(9) PULMEMBOLUS\">\n",
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       "<!-- PAP -->\n",
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       "<!-- PULMEMBOLUS&#45;&gt;PAP -->\n",
       "<g class=\"edge\" id=\"edge22\"><title>PULMEMBOLUS-&gt;PAP</title>\n",
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       "<g class=\"edge\" id=\"edge23\"><title>PULMEMBOLUS-&gt;SHUNT</title>\n",
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       "<g class=\"node\" id=\"node12\"><title>FIO2</title>\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"165.643\" y=\"-446.3\">FIO2</text>\n",
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       "<!-- FIO2&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge19\"><title>FIO2-&gt;PVSAT</title>\n",
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       "<!-- INSUFFANESTH -->\n",
       "<g class=\"node\" id=\"node13\"><title>INSUFFANESTH</title>\n",
       "<g id=\"a_node13\"><a xlink:title=\"(12) INSUFFANESTH\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"277.643\" y=\"-302.3\">INSUFFANESTH</text>\n",
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       "<!-- INSUFFANESTH&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge12\"><title>INSUFFANESTH-&gt;CATECHOL</title>\n",
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       "<!-- HRSAT -->\n",
       "<g class=\"node\" id=\"node14\"><title>HRSAT</title>\n",
       "<g id=\"a_node14\"><a xlink:title=\"(13) HRSAT\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"304.643\" y=\"-86.3\">HRSAT</text>\n",
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       "<!-- SAO2 -->\n",
       "<g class=\"node\" id=\"node15\"><title>SAO2</title>\n",
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       "<!-- SAO2&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge21\"><title>SAO2-&gt;CATECHOL</title>\n",
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       "<!-- DISCONNECT -->\n",
       "<g class=\"node\" id=\"node16\"><title>DISCONNECT</title>\n",
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       "<!-- VENTTUBE -->\n",
       "<g class=\"node\" id=\"node25\"><title>VENTTUBE</title>\n",
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       "<!-- DISCONNECT&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge28\"><title>DISCONNECT-&gt;VENTTUBE</title>\n",
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       "<!-- TPR -->\n",
       "<g class=\"node\" id=\"node17\"><title>TPR</title>\n",
       "<g id=\"a_node17\"><a xlink:title=\"(16) TPR\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"554.643\" y=\"-302.3\">TPR</text>\n",
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       "<!-- TPR&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge14\"><title>TPR-&gt;CATECHOL</title>\n",
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       "<!-- BP -->\n",
       "<g class=\"node\" id=\"node29\"><title>BP</title>\n",
       "<g id=\"a_node29\"><a xlink:title=\"(28) BP\">\n",
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       "<!-- TPR&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge15\"><title>TPR-&gt;BP</title>\n",
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       "<!-- HR -->\n",
       "<g class=\"node\" id=\"node32\"><title>HR</title>\n",
       "<g id=\"a_node32\"><a xlink:title=\"(31) HR\">\n",
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       "<!-- CATECHOL&#45;&gt;HR -->\n",
       "<g class=\"edge\" id=\"edge41\"><title>CATECHOL-&gt;HR</title>\n",
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       "<!-- LVFAILURE -->\n",
       "<g class=\"node\" id=\"node19\"><title>LVFAILURE</title>\n",
       "<g id=\"a_node19\"><a xlink:title=\"(18) LVFAILURE\">\n",
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       "<!-- LVFAILURE&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>LVFAILURE-&gt;LVEDVOLUME</title>\n",
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       "<!-- STROKEVOLUME -->\n",
       "<g class=\"node\" id=\"node22\"><title>STROKEVOLUME</title>\n",
       "<g id=\"a_node22\"><a xlink:title=\"(21) STROKEVOLUME\">\n",
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       "<!-- LVFAILURE&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>LVFAILURE-&gt;STROKEVOLUME</title>\n",
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       "<!-- HISTORY -->\n",
       "<g class=\"node\" id=\"node33\"><title>HISTORY</title>\n",
       "<g id=\"a_node33\"><a xlink:title=\"(32) HISTORY\">\n",
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       "<g class=\"edge\" id=\"edge5\"><title>LVFAILURE-&gt;HISTORY</title>\n",
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       "<g id=\"a_node20\"><a xlink:title=\"(19) ANAPHYLAXIS\">\n",
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       "<!-- ANAPHYLAXIS&#45;&gt;TPR -->\n",
       "<g class=\"edge\" id=\"edge13\"><title>ANAPHYLAXIS-&gt;TPR</title>\n",
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       "<g class=\"edge\" id=\"edge20\"><title>PVSAT-&gt;SAO2</title>\n",
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       "<!-- CO -->\n",
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       "<g class=\"edge\" id=\"edge8\"><title>STROKEVOLUME-&gt;CO</title>\n",
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       "<g class=\"edge\" id=\"edge34\"><title>VENTLUNG-&gt;MINVOL</title>\n",
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       "<!-- VENTLUNG&#45;&gt;VENTALV -->\n",
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       "<!-- VENTLUNG&#45;&gt;EXPCO2 -->\n",
       "<g class=\"edge\" id=\"edge33\"><title>VENTLUNG-&gt;EXPCO2</title>\n",
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       "<!-- VENTMACH -->\n",
       "<g class=\"node\" id=\"node35\"><title>VENTMACH</title>\n",
       "<g id=\"a_node35\"><a xlink:title=\"(34) VENTMACH\">\n",
       "<ellipse cx=\"632.643\" cy=\"-666\" fill=\"lightgrey\" rx=\"61.99\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"632.643\" y=\"-662.3\">VENTMACH</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- MINVOLSET&#45;&gt;VENTMACH -->\n",
       "<g class=\"edge\" id=\"edge29\"><title>MINVOLSET-&gt;VENTMACH</title>\n",
       "<path d=\"M632.643,-719.697C632.643,-711.983 632.643,-702.712 632.643,-694.112\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"636.143,-694.104 632.643,-684.104 629.143,-694.104 636.143,-694.104\" stroke=\"black\"/>\n",
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       "<!-- VENTTUBE&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge31\"><title>VENTTUBE-&gt;PRESS</title>\n",
       "<path d=\"M545.083,-576.411C538.548,-567.781 530.433,-557.062 523.191,-547.497\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- VENTTUBE&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge32\"><title>VENTTUBE-&gt;VENTLUNG</title>\n",
       "<path d=\"M524.254,-579.17C497.722,-568.18 460.42,-552.73 431.652,-540.815\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- ERRCAUTER -->\n",
       "<g class=\"node\" id=\"node26\"><title>ERRCAUTER</title>\n",
       "<g id=\"a_node26\"><a xlink:title=\"(25) ERRCAUTER\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"198.643\" y=\"-158.3\">ERRCAUTER</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- ERRCAUTER&#45;&gt;HREKG -->\n",
       "<g class=\"edge\" id=\"edge10\"><title>ERRCAUTER-&gt;HREKG</title>\n",
       "<path d=\"M199.385,-143.697C199.715,-135.983 200.112,-126.712 200.481,-118.112\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"203.978,-118.245 200.91,-108.104 196.985,-117.945 203.978,-118.245\" stroke=\"black\"/>\n",
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       "<!-- ERRCAUTER&#45;&gt;HRSAT -->\n",
       "<g class=\"edge\" id=\"edge11\"><title>ERRCAUTER-&gt;HRSAT</title>\n",
       "<path d=\"M222.696,-145.116C237.952,-135.042 257.823,-121.919 274.176,-111.119\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HYPOVOLEMIA -->\n",
       "<g class=\"node\" id=\"node27\"><title>HYPOVOLEMIA</title>\n",
       "<g id=\"a_node27\"><a xlink:title=\"(26) HYPOVOLEMIA\">\n",
       "<ellipse cx=\"677.643\" cy=\"-234\" fill=\"lightgrey\" rx=\"76.8869\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"677.643\" y=\"-230.3\">HYPOVOLEMIA</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- HYPOVOLEMIA&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>HYPOVOLEMIA-&gt;LVEDVOLUME</title>\n",
       "<path d=\"M713.04,-217.983C737.919,-207.429 771.392,-193.228 798.088,-181.902\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HYPOVOLEMIA&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>HYPOVOLEMIA-&gt;STROKEVOLUME</title>\n",
       "<path d=\"M675.171,-215.697C674.069,-207.983 672.745,-198.712 671.516,-190.112\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"674.966,-189.509 670.086,-180.104 668.036,-190.499 674.966,-189.509\" stroke=\"black\"/>\n",
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       "<!-- ERRLOWOUTPUT -->\n",
       "<g class=\"node\" id=\"node28\"><title>ERRLOWOUTPUT</title>\n",
       "<g id=\"a_node28\"><a xlink:title=\"(27) ERRLOWOUTPUT\">\n",
       "<ellipse cx=\"440.643\" cy=\"-162\" fill=\"lightgrey\" rx=\"86.3847\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"440.643\" y=\"-158.3\">ERRLOWOUTPUT</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- ERRLOWOUTPUT&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge9\"><title>ERRLOWOUTPUT-&gt;HRBP</title>\n",
       "<path d=\"M433.139,-144.055C429.559,-135.973 425.197,-126.121 421.207,-117.112\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"424.328,-115.515 417.078,-107.789 417.927,-118.35 424.328,-115.515\" stroke=\"black\"/>\n",
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       "<!-- KINKEDTUBE -->\n",
       "<g class=\"node\" id=\"node30\"><title>KINKEDTUBE</title>\n",
       "<g id=\"a_node30\"><a xlink:title=\"(29) KINKEDTUBE\">\n",
       "<ellipse cx=\"414.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"67.6881\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"414.643\" y=\"-590.3\">KINKEDTUBE</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- KINKEDTUBE&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge16\"><title>KINKEDTUBE-&gt;PRESS</title>\n",
       "<path d=\"M435.517,-576.765C448.074,-566.998 464.189,-554.464 477.7,-543.956\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- KINKEDTUBE&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge17\"><title>KINKEDTUBE-&gt;VENTLUNG</title>\n",
       "<path d=\"M408.349,-576.055C405.423,-568.176 401.872,-558.617 398.595,-549.794\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"401.822,-548.431 395.06,-540.275 395.261,-550.868 401.822,-548.431\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;HREKG -->\n",
       "<g class=\"edge\" id=\"edge43\"><title>HR-&gt;HREKG</title>\n",
       "<path d=\"M290.831,-148.807C274.762,-138.392 251.329,-123.204 232.515,-111.01\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"234.267,-107.974 223.972,-105.472 230.459,-113.848 234.267,-107.974\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge42\"><title>HR-&gt;HRBP</title>\n",
       "<path d=\"M327.521,-148.485C342.447,-138.037 363.996,-122.953 381.275,-110.858\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"383.679,-113.447 389.864,-104.845 379.664,-107.713 383.679,-113.447\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;HRSAT -->\n",
       "<g class=\"edge\" id=\"edge44\"><title>HR-&gt;HRSAT</title>\n",
       "<path d=\"M308.407,-143.697C307.856,-135.983 307.194,-126.712 306.58,-118.112\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"310.068,-117.83 305.865,-108.104 303.086,-118.328 310.068,-117.83\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;CO -->\n",
       "<g class=\"edge\" id=\"edge45\"><title>HR-&gt;CO</title>\n",
       "<path d=\"M330.781,-150.516C335.618,-148.258 340.77,-145.962 345.643,-144 392.185,-125.256 405.271,-124.534 452.643,-108 457.215,-106.404 462.028,-104.696 466.759,-103.001\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- VENTMACH&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge30\"><title>VENTMACH-&gt;VENTTUBE</title>\n",
       "<path d=\"M614.869,-648.411C605.179,-639.367 593.032,-628.03 582.425,-618.13\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"584.729,-615.493 575.031,-611.228 579.953,-620.61 584.729,-615.493\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- SHUNT&#45;&gt;SAO2 -->\n",
       "<g class=\"edge\" id=\"edge24\"><title>SHUNT-&gt;SAO2</title>\n",
       "<path d=\"M121.749,-503.851C118.938,-474.174 115.051,-411.474 125.643,-360 127.519,-350.882 130.957,-341.36 134.566,-332.943\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- CO&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge46\"><title>CO-&gt;BP</title>\n",
       "<path d=\"M506.042,-72.411C509.157,-64.3352 512.977,-54.4312 516.478,-45.3547\" fill=\"none\" stroke=\"black\"/>\n",
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       "<g class=\"graph\" id=\"graph0\" transform=\"scale(0.276302 0.276302) rotate(0) translate(4 760)\">\n",
       "<title>G</title>\n",
       "<!-- HREKG -->\n",
       "<g class=\"node\" id=\"node1\"><title>HREKG</title>\n",
       "<g id=\"a_node1\"><a xlink:title=\"(0) HREKG\">\n",
       "<ellipse cx=\"201.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"42.4939\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"201.643\" y=\"-86.3\">HREKG</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- PRESS -->\n",
       "<g class=\"node\" id=\"node2\"><title>PRESS</title>\n",
       "<g id=\"a_node2\"><a xlink:title=\"(1) PRESS\">\n",
       "<ellipse cx=\"504.643\" cy=\"-522\" fill=\"lightgrey\" rx=\"38.1938\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"504.643\" y=\"-518.3\">PRESS</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- ARTCO2 -->\n",
       "<g class=\"node\" id=\"node3\"><title>ARTCO2</title>\n",
       "<g id=\"a_node3\"><a xlink:title=\"(2) ARTCO2\">\n",
       "<ellipse cx=\"382.643\" cy=\"-378\" fill=\"lightgrey\" rx=\"46.5926\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"382.643\" y=\"-374.3\">ARTCO2</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- EXPCO2 -->\n",
       "<g class=\"node\" id=\"node11\"><title>EXPCO2</title>\n",
       "<g id=\"a_node11\"><a xlink:title=\"(10) EXPCO2\">\n",
       "<ellipse cx=\"457.643\" cy=\"-306\" fill=\"lightgrey\" rx=\"45.4919\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"457.643\" y=\"-302.3\">EXPCO2</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- ARTCO2&#45;&gt;EXPCO2 -->\n",
       "<g class=\"edge\" id=\"edge39\"><title>ARTCO2-&gt;EXPCO2</title>\n",
       "<path d=\"M399.662,-361.116C409.539,-351.897 422.15,-340.127 433.087,-329.919\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- CATECHOL -->\n",
       "<g class=\"node\" id=\"node18\"><title>CATECHOL</title>\n",
       "<g id=\"a_node18\"><a xlink:title=\"(17) CATECHOL\">\n",
       "<ellipse cx=\"309.643\" cy=\"-234\" fill=\"lightgrey\" rx=\"59.5901\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"309.643\" y=\"-230.3\">CATECHOL</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- ARTCO2&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge40\"><title>ARTCO2-&gt;CATECHOL</title>\n",
       "<path d=\"M382.179,-359.902C381.014,-341.185 377.153,-310.805 364.643,-288 358.365,-276.556 348.783,-266.076 339.366,-257.511\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- MINVOL -->\n",
       "<g class=\"node\" id=\"node4\"><title>MINVOL</title>\n",
       "<g id=\"a_node4\"><a xlink:title=\"(3) MINVOL\">\n",
       "<ellipse cx=\"383.643\" cy=\"-450\" fill=\"lightgrey\" rx=\"46.2923\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"383.643\" y=\"-446.3\">MINVOL</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- VENTALV -->\n",
       "<g class=\"node\" id=\"node5\"><title>VENTALV</title>\n",
       "<g id=\"a_node5\"><a xlink:title=\"(4) VENTALV\">\n",
       "<ellipse cx=\"266.643\" cy=\"-450\" fill=\"lightgrey\" rx=\"52.7911\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"266.643\" y=\"-446.3\">VENTALV</text>\n",
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       "</g>\n",
       "</g>\n",
       "<!-- VENTALV&#45;&gt;ARTCO2 -->\n",
       "<g class=\"edge\" id=\"edge38\"><title>VENTALV-&gt;ARTCO2</title>\n",
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       "<!-- PVSAT -->\n",
       "<g class=\"node\" id=\"node21\"><title>PVSAT</title>\n",
       "<g id=\"a_node21\"><a xlink:title=\"(20) PVSAT\">\n",
       "<ellipse cx=\"174.643\" cy=\"-378\" fill=\"lightgrey\" rx=\"40.0939\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"174.643\" y=\"-374.3\">PVSAT</text>\n",
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       "</g>\n",
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       "<!-- VENTALV&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge37\"><title>VENTALV-&gt;PVSAT</title>\n",
       "<path d=\"M245.767,-433.116C232.947,-423.362 216.372,-410.75 202.448,-400.156\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HRBP -->\n",
       "<g class=\"node\" id=\"node6\"><title>HRBP</title>\n",
       "<g id=\"a_node6\"><a xlink:title=\"(5) HRBP\">\n",
       "<ellipse cx=\"409.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"34.394\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"409.643\" y=\"-86.3\">HRBP</text>\n",
       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- INTUBATION -->\n",
       "<g class=\"node\" id=\"node7\"><title>INTUBATION</title>\n",
       "<g id=\"a_node7\"><a xlink:title=\"(6) INTUBATION\">\n",
       "<ellipse cx=\"262.643\" cy=\"-594\" fill=\"lightgrey\" rx=\"66.0889\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"262.643\" y=\"-590.3\">INTUBATION</text>\n",
       "</a>\n",
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       "</g>\n",
       "<!-- INTUBATION&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge26\"><title>INTUBATION-&gt;PRESS</title>\n",
       "<path d=\"M309.844,-581.323C349.532,-571.23 407.635,-555.811 457.643,-540 460.397,-539.129 463.228,-538.198 466.072,-537.236\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- INTUBATION&#45;&gt;MINVOL -->\n",
       "<g class=\"edge\" id=\"edge18\"><title>INTUBATION-&gt;MINVOL</title>\n",
       "<path d=\"M271.525,-575.852C281.701,-557.092 299.58,-526.673 319.643,-504 329.875,-492.437 342.737,-481.279 354.242,-472.208\" fill=\"none\" stroke=\"red\"/>\n",
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       "<!-- INTUBATION&#45;&gt;VENTALV -->\n",
       "<g class=\"edge\" id=\"edge27\"><title>INTUBATION-&gt;VENTALV</title>\n",
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       "<!-- VENTLUNG -->\n",
       "<g class=\"node\" id=\"node23\"><title>VENTLUNG</title>\n",
       "<g id=\"a_node23\"><a xlink:title=\"(22) VENTLUNG\">\n",
       "<ellipse cx=\"388.643\" cy=\"-522\" fill=\"lightgrey\" rx=\"59.5901\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"388.643\" y=\"-518.3\">VENTLUNG</text>\n",
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       "</g>\n",
       "<!-- INTUBATION&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge35\"><title>INTUBATION-&gt;VENTLUNG</title>\n",
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       "<!-- SHUNT -->\n",
       "<g class=\"node\" id=\"node36\"><title>SHUNT</title>\n",
       "<g id=\"a_node36\"><a xlink:title=\"(35) SHUNT\">\n",
       "<ellipse cx=\"123.643\" cy=\"-522\" fill=\"lightgrey\" rx=\"40.8928\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"123.643\" y=\"-518.3\">SHUNT</text>\n",
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       "<!-- INTUBATION&#45;&gt;SHUNT -->\n",
       "<g class=\"edge\" id=\"edge25\"><title>INTUBATION-&gt;SHUNT</title>\n",
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       "<!-- CVP -->\n",
       "<g class=\"node\" id=\"node8\"><title>CVP</title>\n",
       "<g id=\"a_node8\"><a xlink:title=\"(7) CVP\">\n",
       "<ellipse cx=\"883.643\" cy=\"-90\" fill=\"lightgrey\" rx=\"28.6953\" ry=\"18\" stroke=\"black\"/>\n",
       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"883.643\" y=\"-86.3\">CVP</text>\n",
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       "<!-- LVEDVOLUME -->\n",
       "<g class=\"node\" id=\"node9\"><title>LVEDVOLUME</title>\n",
       "<g id=\"a_node9\"><a xlink:title=\"(8) LVEDVOLUME\">\n",
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       "<!-- LVEDVOLUME&#45;&gt;CVP -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>LVEDVOLUME-&gt;CVP</title>\n",
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       "<g class=\"node\" id=\"node31\"><title>PCWP</title>\n",
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       "<!-- LVEDVOLUME&#45;&gt;PCWP -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>LVEDVOLUME-&gt;PCWP</title>\n",
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       "<g class=\"node\" id=\"node10\"><title>PULMEMBOLUS</title>\n",
       "<g id=\"a_node10\"><a xlink:title=\"(9) PULMEMBOLUS\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"78.643\" y=\"-590.3\">PULMEMBOLUS</text>\n",
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       "<!-- PAP -->\n",
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       "<!-- PULMEMBOLUS&#45;&gt;PAP -->\n",
       "<g class=\"edge\" id=\"edge22\"><title>PULMEMBOLUS-&gt;PAP</title>\n",
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       "<g class=\"edge\" id=\"edge23\"><title>PULMEMBOLUS-&gt;SHUNT</title>\n",
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       "<!-- FIO2&#45;&gt;PVSAT -->\n",
       "<g class=\"edge\" id=\"edge19\"><title>FIO2-&gt;PVSAT</title>\n",
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       "<g class=\"node\" id=\"node13\"><title>INSUFFANESTH</title>\n",
       "<g id=\"a_node13\"><a xlink:title=\"(12) INSUFFANESTH\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"277.643\" y=\"-302.3\">INSUFFANESTH</text>\n",
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       "<!-- INSUFFANESTH&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge12\"><title>INSUFFANESTH-&gt;CATECHOL</title>\n",
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       "<!-- HRSAT -->\n",
       "<g class=\"node\" id=\"node14\"><title>HRSAT</title>\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"304.643\" y=\"-86.3\">HRSAT</text>\n",
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       "<!-- SAO2 -->\n",
       "<g class=\"node\" id=\"node15\"><title>SAO2</title>\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"147.643\" y=\"-302.3\">SAO2</text>\n",
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       "<!-- SAO2&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge21\"><title>SAO2-&gt;CATECHOL</title>\n",
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       "<!-- DISCONNECT -->\n",
       "<g class=\"node\" id=\"node16\"><title>DISCONNECT</title>\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"483.643\" y=\"-662.3\">DISCONNECT</text>\n",
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       "<!-- VENTTUBE -->\n",
       "<g class=\"node\" id=\"node25\"><title>VENTTUBE</title>\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"557.643\" y=\"-590.3\">VENTTUBE</text>\n",
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       "<!-- DISCONNECT&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge28\"><title>DISCONNECT-&gt;VENTTUBE</title>\n",
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       "<!-- TPR -->\n",
       "<g class=\"node\" id=\"node17\"><title>TPR</title>\n",
       "<g id=\"a_node17\"><a xlink:title=\"(16) TPR\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"554.643\" y=\"-302.3\">TPR</text>\n",
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       "<!-- TPR&#45;&gt;CATECHOL -->\n",
       "<g class=\"edge\" id=\"edge14\"><title>TPR-&gt;CATECHOL</title>\n",
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       "<!-- BP -->\n",
       "<g class=\"node\" id=\"node29\"><title>BP</title>\n",
       "<g id=\"a_node29\"><a xlink:title=\"(28) BP\">\n",
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       "<!-- TPR&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge15\"><title>TPR-&gt;BP</title>\n",
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       "<!-- HR -->\n",
       "<g class=\"node\" id=\"node32\"><title>HR</title>\n",
       "<g id=\"a_node32\"><a xlink:title=\"(31) HR\">\n",
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       "<!-- CATECHOL&#45;&gt;HR -->\n",
       "<g class=\"edge\" id=\"edge41\"><title>CATECHOL-&gt;HR</title>\n",
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       "<!-- LVFAILURE -->\n",
       "<g class=\"node\" id=\"node19\"><title>LVFAILURE</title>\n",
       "<g id=\"a_node19\"><a xlink:title=\"(18) LVFAILURE\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"842.643\" y=\"-230.3\">LVFAILURE</text>\n",
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       "<!-- LVFAILURE&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>LVFAILURE-&gt;LVEDVOLUME</title>\n",
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       "<!-- STROKEVOLUME -->\n",
       "<g class=\"node\" id=\"node22\"><title>STROKEVOLUME</title>\n",
       "<g id=\"a_node22\"><a xlink:title=\"(21) STROKEVOLUME\">\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"667.643\" y=\"-158.3\">STROKEVOLUME</text>\n",
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       "<!-- LVFAILURE&#45;&gt;STROKEVOLUME -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>LVFAILURE-&gt;STROKEVOLUME</title>\n",
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       "<!-- HISTORY -->\n",
       "<g class=\"node\" id=\"node33\"><title>HISTORY</title>\n",
       "<g id=\"a_node33\"><a xlink:title=\"(32) HISTORY\">\n",
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       "<g class=\"edge\" id=\"edge5\"><title>LVFAILURE-&gt;HISTORY</title>\n",
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       "<!-- ANAPHYLAXIS -->\n",
       "<g class=\"node\" id=\"node20\"><title>ANAPHYLAXIS</title>\n",
       "<g id=\"a_node20\"><a xlink:title=\"(19) ANAPHYLAXIS\">\n",
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       "<!-- ANAPHYLAXIS&#45;&gt;TPR -->\n",
       "<g class=\"edge\" id=\"edge13\"><title>ANAPHYLAXIS-&gt;TPR</title>\n",
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       "<g class=\"edge\" id=\"edge20\"><title>PVSAT-&gt;SAO2</title>\n",
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       "<!-- CO -->\n",
       "<g class=\"node\" id=\"node37\"><title>CO</title>\n",
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       "<!-- STROKEVOLUME&#45;&gt;CO -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>STROKEVOLUME-&gt;CO</title>\n",
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       "<!-- VENTLUNG&#45;&gt;MINVOL -->\n",
       "<g class=\"edge\" id=\"edge34\"><title>VENTLUNG-&gt;MINVOL</title>\n",
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       "<!-- VENTLUNG&#45;&gt;VENTALV -->\n",
       "<g class=\"edge\" id=\"edge36\"><title>VENTLUNG-&gt;VENTALV</title>\n",
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       "<!-- VENTLUNG&#45;&gt;EXPCO2 -->\n",
       "<g class=\"edge\" id=\"edge33\"><title>VENTLUNG-&gt;EXPCO2</title>\n",
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       "<!-- MINVOLSET -->\n",
       "<g class=\"node\" id=\"node24\"><title>MINVOLSET</title>\n",
       "<g id=\"a_node24\"><a xlink:title=\"(23) MINVOLSET\">\n",
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       "<!-- VENTMACH -->\n",
       "<g class=\"node\" id=\"node35\"><title>VENTMACH</title>\n",
       "<g id=\"a_node35\"><a xlink:title=\"(34) VENTMACH\">\n",
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       "<!-- MINVOLSET&#45;&gt;VENTMACH -->\n",
       "<g class=\"edge\" id=\"edge29\"><title>MINVOLSET-&gt;VENTMACH</title>\n",
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       "<!-- VENTTUBE&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge31\"><title>VENTTUBE-&gt;PRESS</title>\n",
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       "<!-- VENTTUBE&#45;&gt;VENTLUNG -->\n",
       "<g class=\"edge\" id=\"edge32\"><title>VENTTUBE-&gt;VENTLUNG</title>\n",
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       "<g class=\"node\" id=\"node26\"><title>ERRCAUTER</title>\n",
       "<g id=\"a_node26\"><a xlink:title=\"(25) ERRCAUTER\">\n",
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       "<!-- ERRCAUTER&#45;&gt;HREKG -->\n",
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       "<!-- ERRCAUTER&#45;&gt;HRSAT -->\n",
       "<g class=\"edge\" id=\"edge11\"><title>ERRCAUTER-&gt;HRSAT</title>\n",
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       "<!-- HYPOVOLEMIA -->\n",
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       "<!-- HYPOVOLEMIA&#45;&gt;LVEDVOLUME -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>HYPOVOLEMIA-&gt;LVEDVOLUME</title>\n",
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       "<!-- HYPOVOLEMIA&#45;&gt;STROKEVOLUME -->\n",
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       "</g>\n",
       "<!-- ERRLOWOUTPUT&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge9\"><title>ERRLOWOUTPUT-&gt;HRBP</title>\n",
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       "</a>\n",
       "</g>\n",
       "</g>\n",
       "<!-- KINKEDTUBE&#45;&gt;PRESS -->\n",
       "<g class=\"edge\" id=\"edge16\"><title>KINKEDTUBE-&gt;PRESS</title>\n",
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       "<g class=\"edge\" id=\"edge17\"><title>KINKEDTUBE-&gt;VENTLUNG</title>\n",
       "<path d=\"M408.349,-576.055C405.423,-568.176 401.872,-558.617 398.595,-549.794\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"401.822,-548.431 395.06,-540.275 395.261,-550.868 401.822,-548.431\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- HR&#45;&gt;HREKG -->\n",
       "<g class=\"edge\" id=\"edge43\"><title>HR-&gt;HREKG</title>\n",
       "<path d=\"M290.831,-148.807C274.762,-138.392 251.329,-123.204 232.515,-111.01\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HR&#45;&gt;HRBP -->\n",
       "<g class=\"edge\" id=\"edge42\"><title>HR-&gt;HRBP</title>\n",
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       "<!-- HR&#45;&gt;HRSAT -->\n",
       "<g class=\"edge\" id=\"edge44\"><title>HR-&gt;HRSAT</title>\n",
       "<path d=\"M308.407,-143.697C307.856,-135.983 307.194,-126.712 306.58,-118.112\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- HR&#45;&gt;CO -->\n",
       "<g class=\"edge\" id=\"edge45\"><title>HR-&gt;CO</title>\n",
       "<path d=\"M330.781,-150.516C335.618,-148.258 340.77,-145.962 345.643,-144 392.185,-125.256 405.271,-124.534 452.643,-108 457.215,-106.404 462.028,-104.696 466.759,-103.001\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- VENTMACH&#45;&gt;VENTTUBE -->\n",
       "<g class=\"edge\" id=\"edge30\"><title>VENTMACH-&gt;VENTTUBE</title>\n",
       "<path d=\"M614.869,-648.411C605.179,-639.367 593.032,-628.03 582.425,-618.13\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"584.729,-615.493 575.031,-611.228 579.953,-620.61 584.729,-615.493\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- SHUNT&#45;&gt;SAO2 -->\n",
       "<g class=\"edge\" id=\"edge24\"><title>SHUNT-&gt;SAO2</title>\n",
       "<path d=\"M121.749,-503.851C118.938,-474.174 115.051,-411.474 125.643,-360 127.519,-350.882 130.957,-341.36 134.566,-332.943\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"137.834,-334.211 138.798,-323.66 131.465,-331.307 137.834,-334.211\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- CO&#45;&gt;BP -->\n",
       "<g class=\"edge\" id=\"edge46\"><title>CO-&gt;BP</title>\n",
       "<path d=\"M506.042,-72.411C509.157,-64.3352 512.977,-54.4312 516.478,-45.3547\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"519.769,-46.5458 520.103,-35.9562 513.238,-44.0267 519.769,-46.5458\" stroke=\"black\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg></div></td></tr><tr><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN  from miic</small></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN from greedy</small></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN  from 3off2</small></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN from TabuList</small></div></td><td style=\"border-top:hidden;border-bottom:hidden;\"><div align=\"center\"><small>BN from H2PC</small></div></td></tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.useMIIC()\n",
    "bn_miic=learner.learnBN()\n",
    "\n",
    "learner.useGreedyHillClimbing()\n",
    "bn_greedy=learner.learnBN()\n",
    "\n",
    "learner.use3off2()\n",
    "bn_3off2=learner.learnBN()\n",
    "\n",
    "learner.useLocalSearchWithTabuList()\n",
    "bn_tabulist=learner.learnBN()\n",
    "\n",
    "gnb.sideBySide(gnb.getBNDiff(bn_miic,alarm_bn),gnb.getBNDiff(bn_greedy,alarm_bn),gnb.getBNDiff(bn_3off2,alarm_bn),gnb.getBNDiff(bn_tabulist,alarm_bn),gnb.getBNDiff(bn_H2PC_alarm,alarm_bn),\n",
    "               captions=[\"BN  from miic\",\"BN from greedy\", \"BN  from 3off2\",\n",
    "                        \"BN from TabuList\",\n",
    "                        \"BN from H2PC\"])\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nous en sommes a l'algo  ('miic', ([], {})) pour al taille suivante de database  2000\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-24-429055bc0006>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mbn_path\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"alarm.bif\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mplot_score_algorithms\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbn_path\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msizes\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'recall'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'fscore'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'dist2opt'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'specificity'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0malgorithms\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'miic'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'H2PC'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'optimized'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'filtering'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m\"AND\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'usePyAgrum'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnsamples\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m30\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"figures\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"alarm_scores\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\comparaison_python.py\u001b[0m in \u001b[0;36mplot_score_algorithms\u001b[1;34m(bn_name, sample_size, score_measured, algorithms, nsamples, with_boxplot)\u001b[0m\n\u001b[0;32m    127\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    128\u001b[0m     \u001b[0mbn\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mgum\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloadBN\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"true_graphes_structures\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbn_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 129\u001b[1;33m     \u001b[0mmatrix_score\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlearn_scores\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msample_size\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mscore_measured\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0malgorithms\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnsamples\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    130\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    131\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\comparaison_python.py\u001b[0m in \u001b[0;36mlearn_scores\u001b[1;34m(bn, sample_size, score_measured, algorithms, nsamples)\u001b[0m\n\u001b[0;32m    115\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mcolumn_index\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malgorithm\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malgorithms\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    116\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"nous en sommes a l'algo \"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malgorithm\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"pour al taille suivante de database \"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msize\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 117\u001b[1;33m             \u001b[0mmatrix_scores\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mrow_index\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolumn_index\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mEllipsis\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcompute_average_distance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnsamples\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msize\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0malgorithm\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mscore_measured\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    118\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mmatrix_scores\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    119\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\comparaison_python.py\u001b[0m in \u001b[0;36mcompute_average_distance\u001b[1;34m(bn, nsamples, size, algorithm, score_measured)\u001b[0m\n\u001b[0;32m     63\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     64\u001b[0m                     \u001b[0mlearner\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0museMIIC\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 65\u001b[1;33m                     \u001b[0mcreated_bn\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlearner\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlearnBN\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     66\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0mgum\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mInvalidDirectedCycle\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     67\u001b[0m                     \u001b[0mgum\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgenerateCSV\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"databases\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"temp_base.csv\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msize\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mwith_labels\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "bn_path=os.path.join(\"alarm.bif\")\n",
    "fig=plot_score_algorithms(bn_path,sizes,['recall','fscore','dist2opt','specificity'],algorithms={'miic':([],{}),'H2PC':([],{'optimized':False,'filtering':\"AND\",'usePyAgrum':True})},nsamples=30)\n",
    "plt.savefig(os.path.join(\"figures\",\"alarm_scores\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also have the choice to **plot ratios**, with **boxplot distribution** for each measure. In that case, we can compare only two algorithms in the same time (more will lead to blur graphics, and so our program yield an error). Usually, it's the ratio of second algo to first algo. Parameters are rather the same as for *plot_score_algorithms*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "ename": "Exception",
     "evalue": "extension true_graphes_structures\\alarm unknown. Please use among bif|dsl|net|bifxml|o3prm|uai",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mException\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-34-209d3e8e8f64>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mplot_ratio_algorithms\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbn_path\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msizes\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mscore_measured\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'dist2opt'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'recall'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0malgorithms\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'tabu_search'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m50\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'H2PC'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'optimized'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'filtering'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m\"AND\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'usePyAgrum'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnsamples\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"figures\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"alarm_ratios\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\stage_projet_bayesian_network-20190516T081042Z-001\\test_pyagrum\\algo_H2PC\\comparaison_python.py\u001b[0m in \u001b[0;36mplot_ratio_algorithms\u001b[1;34m(bn_name, sample_size, score_measured, algorithms, nsamples)\u001b[0m\n\u001b[0;32m    205\u001b[0m     \"\"\"\n\u001b[0;32m    206\u001b[0m     Subplot score algorithms from a matrix score ( size*algo*scores).    \"\"\"   \n\u001b[1;32m--> 207\u001b[1;33m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"nom bn est \"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbn_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    208\u001b[0m     \u001b[0mbn\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mgum\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloadBN\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"true_graphes_structures\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbn_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    209\u001b[0m     \u001b[0mmatrix_ratio\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlearn_ratio\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msample_size\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mscore_measured\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0malgorithms\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnsamples\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pyAgrum\\functions.py\u001b[0m in \u001b[0;36mloadBN\u001b[1;34m(filename, listeners, verbose, **opts)\u001b[0m\n\u001b[0;32m    107\u001b[0m         \u001b[0mwarns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloadUAI\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlisteners\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    108\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 109\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"extension \"\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'.'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m\" unknown. Please use among \"\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mavailableBNExts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    110\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    111\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mverbose\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mException\u001b[0m: extension true_graphes_structures\\alarm unknown. Please use among bif|dsl|net|bifxml|o3prm|uai"
     ]
    }
   ],
   "source": [
    "fig=plot_ratio_algorithms(bn_path,sizes,score_measured=['dist2opt','recall'],algorithms={'tabu_search':([20,50],{}),'H2PC':([],{'optimized':False,'filtering':\"AND\",'usePyAgrum':True})},nsamples=20)\n",
    "plt.savefig(os.path.join(\"figures\",\"alarm_ratios\"))"
   ]
  }
 ],
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