{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating for bodyWeight/0:(925, 16) [300.42769002826583]\n",
      "Calculating for brainBloodPC/33:(925, 16) [0.08617769624105241]\n",
      "Calculating for brainPC/12:(925, 16) [0.7755992661694717]\n",
      "Calculating for fatPC/29:(925, 16) [0.001938998165423679]\n",
      "Calculating for gutPC/37:(925, 16) [0.3987761199573678]\n",
      "Calculating for hairPCBlood/10:(925, 16) [24664.976951005923]\n",
      "Calculating for kidneyPC/23:(925, 16) [1.3788431398568386]\n",
      "Calculating for liverPC/36:(925, 16) [2.1544424060263103]\n",
      "Calculating for rbcPC/4:(925, 16) [12.409588258711548]\n",
      "Calculating for richlyPerfusedPC/28:(925, 16) [0.08617769624105241]\n",
      "Calculating for slowlyPerfusedPC/8:(925, 16) [0.34471078496420965]\n",
      "Calculating for cardiacOutputScaled/24:(925, 16) [0.005367027600000001]\n",
      "Calculating for kidneyFlowFraction/25:(925, 16) [0.00275625]\n",
      "Calculating for richlyPerfusedFlowFraction/26:(925, 16) [0.0030140099999999997]\n",
      "Calculating for fatFlowFraction/30:(925, 16) [0.00024335999999999995]\n",
      "Calculating for slowlyPerfusedFlowFraction/32:(925, 16) [0.00558009]\n",
      "Calculating for brainBloodFlowFraction/34:(925, 16) [0.00116964]\n",
      "Calculating for liverInFlowFraction/39:(925, 16) [0.0002166784]\n",
      "Calculating for liverOutFlowFraction/35:(925, 16) [0.00463761]\n",
      "Calculating for gutFlowFraction/38:(925, 16) [0.0035676729]\n",
      "Calculating for plasmaVolumeFraction/2:(925, 16) [1.1289600000000003e-05]\n",
      "Calculating for redBloodCellsVolumeFraction/3:(925, 16) [3.6e-05]\n",
      "Calculating for kidneyVolumeFraction/5:(925, 16) [1.44e-06]\n",
      "Calculating for richlyPerfusedVolumeFraction/27:(925, 16) [0.0009]\n",
      "Calculating for fatVolumeFraction/31:(925, 16) [0.004292870400000001]\n",
      "Calculating for hairVolumeFraction/9:(925, 16) [1e-06]\n",
      "Calculating for slowlyPerfusedVolumeFraction/7:(925, 16) [0.0031359999999999995]\n",
      "Calculating for brainBloodVolumeFraction/13:(925, 16) [4.41e-06]\n",
      "Calculating for brainVolumeFraction/14:(925, 16) [3.6e-05]\n",
      "Calculating for liverVolumeFraction/15:(925, 16) [4.225e-05]\n",
      "Calculating for gutVolumeFraction/20:(925, 16) [6.502500000000001e-06]\n",
      "Calculating for intestineVolumeFraction/17:(925, 16) [0.0017640000000000002]\n",
      "Calculating for kBScaled/16:(925, 16) [2.403409770466711e-13]\n",
      "Calculating for kBRScaled/11:(925, 16) [2.4034097704667107e-09]\n",
      "Calculating for kDScaled/21:(925, 16) [2.403409770466711e-13]\n",
      "Calculating for kFScaled/22:(925, 16) [1.3513331382768287e-12]\n",
      "Calculating for kHScaled/6:(925, 16) [8.298904480451765e-16]\n",
      "Calculating for kIScaled/18:(925, 16) [2.4034097704667105e-11]\n",
      "Calculating for kRBCScaled/1:(925, 16) [5.386106015065777e-05]\n",
      "Calculating for kRScaled/19:(925, 16) [5.979775546700763e-10]\n",
      "Done simultaneous LSODA SE\n",
      "Time: 13.714 s\n"
     ]
    }
   ],
   "source": [
    "import scipy.integrate\n",
    "import numpy\n",
    "import matplotlib.pyplot\n",
    "import os\n",
    "import json\n",
    "import scipy.interpolate\n",
    "#for partial specialization\n",
    "import cModel\n",
    "import importlib\n",
    "importlib.reload(cModel)\n",
    "import time\n",
    "import ivp\n",
    "importlib.reload(ivp)\n",
    "import runSolver\n",
    "importlib.reload(runSolver)\n",
    "\n",
    "#run solver\n",
    "fh=os.path.expanduser('~')\n",
    "setupFile=os.path.join(fh,'software','src','PBPK','setup','setupFast.json')\n",
    "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n",
    "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n",
    "runSolver.main([setupFile,modelFile,parameterFile],os.path.join(os.path.expanduser('~'),'temp'))\n",
    "#setup=runSolver.parseSetup(setupFile)\n",
    "#t0,y0,S1,lut,lutSE=runSolver.getStartPoint(setup)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating for bodyWeight/0:(925, 16) [300.42769002826583]\n",
      "Calculating for brainBloodPC/33:(925, 16) [0.08617769624105241]\n",
      "Calculating for brainPC/12:(925, 16) [0.7755992661694717]\n",
      "Calculating for fatPC/29:(925, 16) [0.001938998165423679]\n",
      "Calculating for gutPC/37:(925, 16) [0.3987761199573678]\n",
      "Calculating for hairPCBlood/10:(925, 16) [24664.976951005923]\n",
      "Calculating for kidneyPC/23:(925, 16) [1.3788431398568386]\n",
      "Calculating for liverPC/36:(925, 16) [2.1544424060263103]\n",
      "Calculating for rbcPC/4:(925, 16) [12.409588258711548]\n",
      "Calculating for richlyPerfusedPC/28:(925, 16) [0.08617769624105241]\n",
      "Calculating for slowlyPerfusedPC/8:(925, 16) [0.34471078496420965]\n",
      "Calculating for cardiacOutputScaled/24:(925, 16) [0.005367027600000001]\n",
      "Calculating for kidneyFlowFraction/25:(925, 16) [0.00275625]\n",
      "Calculating for richlyPerfusedFlowFraction/26:(925, 16) [0.0030140099999999997]\n",
      "Calculating for fatFlowFraction/30:(925, 16) [0.00024335999999999995]\n",
      "Calculating for slowlyPerfusedFlowFraction/32:(925, 16) [0.00558009]\n",
      "Calculating for brainBloodFlowFraction/34:(925, 16) [0.00116964]\n",
      "Calculating for liverInFlowFraction/39:(925, 16) [0.0002166784]\n",
      "Calculating for liverOutFlowFraction/35:(925, 16) [0.00463761]\n",
      "Calculating for gutFlowFraction/38:(925, 16) [0.0035676729]\n",
      "Calculating for plasmaVolumeFraction/2:(925, 16) [1.1289600000000003e-05]\n",
      "Calculating for redBloodCellsVolumeFraction/3:(925, 16) [3.6e-05]\n",
      "Calculating for kidneyVolumeFraction/5:(925, 16) [1.44e-06]\n",
      "Calculating for richlyPerfusedVolumeFraction/27:(925, 16) [0.0009]\n",
      "Calculating for fatVolumeFraction/31:(925, 16) [0.004292870400000001]\n",
      "Calculating for hairVolumeFraction/9:(925, 16) [1e-06]\n",
      "Calculating for slowlyPerfusedVolumeFraction/7:(925, 16) [0.0031359999999999995]\n",
      "Calculating for brainBloodVolumeFraction/13:(925, 16) [4.41e-06]\n",
      "Calculating for brainVolumeFraction/14:(925, 16) [3.6e-05]\n",
      "Calculating for liverVolumeFraction/15:(925, 16) [4.225e-05]\n",
      "Calculating for gutVolumeFraction/20:(925, 16) [6.502500000000001e-06]\n",
      "Calculating for intestineVolumeFraction/17:(925, 16) [0.0017640000000000002]\n",
      "Calculating for kBScaled/16:(925, 16) [2.403409770466711e-13]\n",
      "Calculating for kBRScaled/11:(925, 16) [2.4034097704667107e-09]\n",
      "Calculating for kDScaled/21:(925, 16) [2.403409770466711e-13]\n",
      "Calculating for kFScaled/22:(925, 16) [1.3513331382768287e-12]\n",
      "Calculating for kHScaled/6:(925, 16) [8.298904480451765e-16]\n",
      "Calculating for kIScaled/18:(925, 16) [2.4034097704667105e-11]\n",
      "Calculating for kRBCScaled/1:(925, 16) [5.386106015065777e-05]\n",
      "Calculating for kRScaled/19:(925, 16) [5.979775546700763e-10]\n",
      "Done simultaneous LSODA SE\n"
     ]
    }
   ],
   "source": [
    "jobDir=os.path.join(fh,'temp','current')\n",
    "model=cModel.model()\n",
    "#sys.parse(os.path.join(fh,'software','src','Integra','models','cDiazepam.json'))\n",
    "setupFile=os.path.join(fh,'software','src','PBPK','setup','setupFast.json')\n",
    "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n",
    "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n",
    "model.parse(modelFile,parameterFile)\n",
    "setup=runSolver.parseSetup(setupFile)\n",
    "scale=runSolver.getScale(setup)\n",
    "tmax=setup['tmax']*scale\n",
    "tOld,solOld,seOld,s1Old,qtOld=runSolver.loadSolutionFromRef(setup)\n",
    "t0,y0,S1,lut,lutSE=runSolver.getStartPoint(setup)\n",
    "#t0=tOld[-1]\n",
    "#y0=solOld[-1]\n",
    "#S1=s1Old[-1]\n",
    "t,sol,se,s1=ivp.solveSimultaneous(model,tmax,atol=setup['atol'],\\\n",
    "         rtol=setup['rtol'],method=setup['method'],t0=t0,y0=y0,Sin=S1)\n",
    "qt,sOut=runSolver.interpolate(setup,model,t,s1,t0,tmax)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "***********done************\n",
      "(16, 16)\n",
      "22\n",
      "Time: 0.714 s\n",
      "[ 0.          0.          0.          0.          0.          0.\n",
      "  0.          0.12434798 -0.00099998  0.          0.          0.\n",
      "  0.          0.          0.          0.        ]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd3hW9f3/8eebQBgBwkiYISTsFVAIIGrdA3EgohW3oqK2fttv+60McaBYRWxrbR0UV9VabSUREFFcOOpAQCULAiGMhJWwEiCEjPvz++O+9ZciSIA7udfrcV25clbu875PTl7XybnPeR9zziEiIqGvQaALEBER/1Cgi4iECQW6iEiYUKCLiIQJBbqISJhoGKgVx8XFuaSkpECtXkQkJC1fvny7cy7+UPMCFuhJSUksW7YsUKsXEQlJZrbhcPN0ykVEJEwo0EVEwoQCXUQkTCjQRUTCxBED3cxeMLMiM8s6zPxrzCzDzDLN7AszG+T/MkVE5Ehqc4T+d2DkT8xfB5zunEsBpgOz/VCXiIgcpSNetuic+9TMkn5i/hc1Rr8CEo6/LBEROVr+Pod+M/DO4Waa2QQzW2Zmy4qLi/28ahGR4FZZ7eHpj/NYUbC7Tl7fb4FuZmfiDfRJh1vGOTfbOZfqnEuNjz/kjU4iImEpa1MJlz71OTPfzeWdrK11sg6/3ClqZgOB54ALnHM7/PGaIiLhoLyymr9+tIZZn+TTulk0z1wzmAtSOtbJuo470M0sEUgHrnPOrT7+kkREwsOy9TuZmJZBfvE+rhiSwD0X9iO2WaM6W98RA93MXgPOAOLMrBC4H2gE4JybBdwHtAWeNjOAKudcal0VLCIS7PYeqOKxd1fx8lcb6BTblJfHD+O0XnV/mrk2V7lcdYT5twC3+K0iEZEQ9snqYu5Oz2RzyX5uGJHEXef3JqZx/fRBDFi3RRGRcLK7rILpC1aS9k0h3eNjeOO2EaQmtanXGhToIiLH6Z3MLdw7L5tdZRXceWYP7jyrB00aRdV7HQp0EZFjVFRazn3zsnk3eysDOrfkpfFD6d8pNmD1KNBFRI6Sc443lhfy0IIcyqs8TBrZh1t/lkzDqMD2O1Sgi4gchYKdZdz9ZiafrdnOsKQ2zBibQrf45oEuC1Cgi4jUSrXH8fKX63lsUS4GTB/dn2uGd6VBAwt0aT9QoIuIHEFe0R4mpWWyfMMuTu8Vz8OXpdC5VdNAl/UjCnQRkcOorPbwt0/W8pcP82jWOIrHrxzEpSd0xncTZdBRoIuIHEJmYQkT0zJYuaWUCwd25IFL+hPXvHGgy/pJCnQRkRrKK6v58wdrePazfNrGRPO364Zwfv8OgS6rVhToIiI+S/J3MDk9k3Xb93FlahfuvrAvsU3rrpmWvynQRSTi7SmvZOa7ubzy1Qa6tGnKq7cM55QecYEu66gp0EUkoi3OLWJqeiZbSssZf0oyvzu/F82iQzMaQ7NqEZHjtGtfBdMX5JD+7SZ6tmtO2h0nMzixdaDLOi4KdBGJKM453s7cwv3zsinZX8mvzu7JL8/sTuOG9d9My98U6CISMbaVlnPP3Czez9nGwIRY/nHLcPp2bBnosvxGgS4iYc85x7+XFfDQ2yupqPJw96g+jD8l8M20/E2BLiJhbeOOMianZ/DF2h0MT27Do2MHkhQXE+iy6oQCXUTCUrXH8fcv1vOHRblENTB+P2YAVw1NDKpmWv6mQBeRsLN62x4mzsngu4LdnNWnHb8fM4COscHXTMvfFOgiEjYqqjw88/Fanly8hhZNGvHEuBO4ZFCnoG2m5W8KdBEJCysKdjMpLYNVW/dwyaBO3H9xP9oGeTMtf1Ogi0hI219RzeMfrOa5z/Jp16IJz12fyjn92ge6rIBQoItIyPpy7Q6mpGewfkcZVw1LZMqoPrRsEjrNtPztiIFuZi8AFwFFzrkBh5hvwBPAKKAMuNE5942/CxUR+V5peSUz3lnFP5dspGvbZvzz1uGc3D30mmn5W22O0P8OPAm8fJj5FwA9fV/DgWd830VE/O7DlduY+mYWRXvKmXBaN35zTi+aRof+bfv+cMRAd859amZJP7HIaOBl55wDvjKzVmbW0Tm3xU81ioiwY+8BHngrh/krNtO7fQtmXTeEE7q0CnRZQcUf59A7AwU1xgt9034U6GY2AZgAkJiY6IdVi0i4c84xf8VmHngrhz3llfzmnF7ccUZ3ohuG1237/lCvH4o652YDswFSU1Ndfa5bRELPlpL93PNmFh+uKmJQl1bMHDuQ3h1aBLqsoOWPQN8EdKkxnuCbJiJyTDwex+tLC3hk4UoqPR7uubAvN52STFQY37bvD/4I9PnAnWb2Ot4PQ0t0/lxEjtX67fuYnJ7BV/k7Obl7Wx65LIWubcOzmZa/1eayxdeAM4A4MysE7gcaATjnZgEL8V6ymIf3ssWb6qpYEQlfVdUeXvh8HX98bzXRUQ2YcVkKVw7tEjG37ftDba5yueoI8x3wS79VJCIRZ9XWUibNyWBFYQnn9G3PQ5cOoENsk0CXFXJ0p6iIBMyBqmqeWryWpxfnEdu0EX+96kQuGthRR+XHSIEuIgHx7cZdTErLYPW2vYw5sTP3XtSPNjHRgS4rpCnQRaRelVVU8cf3VvPC5+vo0LIJL9yYyll9IrOZlr8p0EWk3nyRt53J6Zls3FnGtSclMmlkH1pEcDMtf1Ogi0idK9lfySMLV/L60gKS42L414STGN6tbaDLCjsKdBGpU+9lb+WeuVls33uA2073NtNq0kjNtOqCAl1E6sT2vQeYNj+bBRlb6NOhBc/dkMrABDXTqksKdBHxK+ccc7/bxANv5VB2oJr/O7cXt5/RnUZRaqZV1xToIuI3m3fvZ+qbmSzOLebERG8zrZ7t1UyrvijQReS4eTyOV7/eyIyFK/E4uP/iflw/IknNtOqZAl1Ejkt+8V4mp2Xy9fqdnNojjkcuS6FLm2aBLisiKdBF5JhUVXt47j/rePz91TRu2ICZlw/kiiEJum0/gBToInLUcjaXMjFtBVmbSjm/f3umjx5Au5ZqphVoCnQRqbUDVdU8+VEez3y8llbNGvH0NYO5YEAHHZUHCQW6iNTK8g07mZSWSV7RXsYOTuCeC/vSWs20gooCXUR+0r4DVTy2KJeXvlxPp9imvDR+GKf3ig90WXIICnQROazP1hQzJT2Twl37uWFEV+4a2YfmjRUbwUq/GRH5kZKySh56O4c3lhfSLT6GN24fwdCkNoEuS45AgS4i/+XdrK3cOy+Lnfsq+MUZ3fnV2T3VTCtEKNBFBICiPeVMm5/Nwsyt9OvYkhdvHMqAzrGBLkuOggJdJMI550j7ZhPTF+Swv7Kau87vzYTTuqmZVghSoItEsMJdZdz9Zhafri4mtWtrZowdSI92zQNdlhwjBbpIBPJ4HK98tYFH310FwAOX9Oe6k7rSQM20QpoCXSTCrC3ey6Q5GSzbsIvTesXz8JgBJLRWM61wUKtAN7ORwBNAFPCcc27GQfMTgZeAVr5lJjvnFvq5VhE5DpXVHmZ/ms8TH66haaMo/nDFIMYO7qzb9sPIEQPdzKKAp4BzgUJgqZnNd87l1FjsHuDfzrlnzKwfsBBIqoN6ReQYZG0qYeKcDHK2lDIqpQPTLulPuxZqphVuanOEPgzIc87lA5jZ68BooGagO6ClbzgW2OzPIkXk2JRXVvPEh2uY/Wk+bWKimXXtYEYO6BjosqSO1CbQOwMFNcYLgeEHLTMNeM/M/geIAc451AuZ2QRgAkBiYuLR1ioiR2Hp+p1MmpNB/vZ9XDEkgXsu7Edss0aBLkvqkL8uNL0K+LtzLgEYBbxiZj96befcbOdcqnMuNT5ezX1E6sLeA1XcNy+LK2Z9SUW1h1duHsZjVwxSmEeA2hyhbwK61BhP8E2r6WZgJIBz7kszawLEAUX+KFJEaueT1cXcnZ7J5pL93HhyEned35sYNdOKGLX5TS8FeppZMt4gHwdcfdAyG4Gzgb+bWV+gCVDsz0JF5PB2l1Xw4IIc0r/ZRPf4GObcPoIhXdVMK9IcMdCdc1VmdiewCO8liS8457LN7EFgmXNuPvB/wLNm9hu8H5De6JxzdVm4iHhv238nayv3zctid1kld57ZgzvP6qFmWhGqVv+L+a4pX3jQtPtqDOcAp/i3NBH5KUWl5dw7L4tF2dsY0LklL40fRv9OaqYVyXRyTSTEOOd4Y3khDy3I4UCVh8kX9OGWU5NpqGZaEU+BLhJCCnaWMSU9k//kbWdYUhtmjE2hW7yaaYmXAl0kBFR7HC9/uZ6Z7+bSwGD6pQO4ZliimmnJf1GgiwS5Ndv2MCktg2827uaM3vH8fkwKnVs1DXRZEoQU6CJBqrLaw6yP1/LXj/KIaRzF41cO4tIT1ExLDk+BLhKEMgtLuGvOClZt3cNFAzsy7ZL+xDVvHOiyJMgp0EWCSHllNY9/sJpnP80nrnljZl83hPP6dwh0WRIiFOgiQWJJ/g4mp2eybvs+xg3twpRRfYltqv4rUnsKdJEA21NeyaPvruIfX22kS5umvHrLcE7pERfosiQEKdBFAmjxqiLufjOTraXl3HxqMv93Xi+aRevPUo6N9hyRANi5r4IH38pm7neb6dmuOWl3nMzgxNaBLktCnAJdpB4551iQsYVp87Mp2V/Jr8/uyS/O7E7jhmqmJcdPgS5ST7aVljP1zSw+WLmNgQmxvHrrcPp0aHnkHxSpJQW6SB1zzvGvpQX8fuFKKqo8TB3Vl5tOSVIzLfE7BbpIHdqwYx9T0jP5Yu0Ohie34dGxA0mKiwl0WRKmFOgidaDa43jx83X84b1cGjZowMNjUhg3tIuaaUmdUqCL+Fnu1j1MTMtgRcFuzu7TjofGDKBjrJppSd1ToIv4SUWVh6c/zuOpxXm0aNKIJ8adwCWDOqmZltQbBbqIH6wo2M3EORnkbtvD6BM6cd9F/WirZlpSzxToIsdhf0U1f3o/l+f/s452LZrw3PWpnNOvfaDLkgilQBc5Rl+s3c6U9Ew27Cjj6uGJTL6gDy2bqJmWBI4CXeQolZZX8sjCVbz29Ua6tm3GP28dzsnd1UxLAk+BLnIUPsjZxtS5mRTvOcCE07rxm3N60TRat+1LcFCgi9TCjr0HeOCtHOav2EyfDi2YfV0qg7q0CnRZIv+lVoFuZiOBJ4Ao4Dnn3IxDLPNzYBrggBXOuav9WKdIQDjnmL9iM9PmZ7P3QBW/OacXd5zRneiGum1fgs8RA93MooCngHOBQmCpmc13zuXUWKYnMAU4xTm3y8za1VXBIvVlS8l+7nkziw9XFXFCl1bMvHwgvdq3CHRZIodVmyP0YUCecy4fwMxeB0YDOTWWuRV4yjm3C8A5V+TvQkXqi8fjeG3pRh5ZuIoqj4d7LuzLTackE6Xb9iXI1SbQOwMFNcYLgeEHLdMLwMw+x3taZppz7l2/VChSj9Zt38fktAyWrNvJyd3bMuOygSS2bRboskRqxV8fijYEegJnAAnAp2aW4pzbXXMhM5sATABITEz006pFjl9VtYcXPl/HH99bTXTDBjw6NoWfp3bRbfsSUmoT6JuALjXGE3zTaioEljjnKoF1ZrYab8AvrbmQc242MBsgNTXVHWvRIv60ckspk9IyyCgs4dx+7Xno0gG0b9kk0GWJHLXaBPpSoKeZJeMN8nHAwVewzAWuAl40szi8p2Dy/VmoiL8dqKrmqcVreXpxHrFNG/Hk1SdyYUpHHZVLyDpioDvnqszsTmAR3vPjLzjnss3sQWCZc26+b955ZpYDVAN3Oed21GXhIsfjm427mDQngzVFexlzYmfuu6gfrWOiA12WyHEx5wJz5iM1NdUtW7YsIOuWyFVWUcUfFq3mxS/W0aFlEx4ek8KZfXSVrYQOM1vunEs91DzdKSoR4/O87UxOz6Bg536uO6krE0f2poWaaUkYUaBL2CvZX8nDb6/kX8sKSI6L4V8TTmJ4t7aBLkvE7xToEtbey97KPXOz2LGvgttP787/ntOTJo3UTEvCkwJdwlLxngNMeyubtzO20LdjS56/YSgpCbGBLkukTinQJaw453jz2008uCCHsgPV/O68Xtx2encaRamZloQ/BbqEjU279zP1zUw+zi1mcKK3mVaPdmqmJZFDgS4hz+NxvLpkAzPeWYXHwf0X9+P6EUlqpiURR4EuIS2/eC+T0zL5ev1OftYzjofHpNCljZppSWRSoEtIqqr28Oxn63j8g9U0adiAxy4fyOVDEnTbvkQ0BbqEnOzNJUxKyyBrUynn92/P9NEDaKdmWiIKdAkd5ZXV/PWjNcz6JJ/WzaJ55prBXJDSMdBliQQNBbqEhOUbdjJxTgZri/cxdnAC917Ul1bN1ExLpCYFugS1fQeqeGxRLi99uZ5OsU15afwwTu8VH+iyRIKSAl2C1qeri5mSnsnmkv1cf1JX7hrZh+aNtcuKHI7+OiTolJRVMv3tHOYsL6RbfAz/vm0EQ5PaBLoskaCnQJeg8m7WFu6dl83OfRX84ozu/OpsNdMSqS0FugSFoj3l3D8vm3eyttKvY0tevHEoAzqrmZbI0VCgS0A555izvJCH3l7J/spqJo7sza0/66ZmWiLHQIEuAVOws4y738zkszXbGZrUmhljB9I9vnmgyxIJWQp0qXcej+PlL9czc1EuBjw4uj/XDu9KAzXTEjkuCnSpV3lFe5mclsGyDbs4rVc8D48ZQEJrNdMS8QcFutSLymoPsz/N54kP1tA0Ooo/XjGIywZ3VjMtET9SoEudy9pUwsQ5GeRsKWVUSgceuGQA8S0aB7oskbCjQJc6U15ZzRMfrmH2p/m0iYlm1rVDGDmgQ6DLEglbtbo2zMxGmlmumeWZ2eSfWG6smTkzS/VfiRKKlq7fyagnPuOZj9cydnBnPvjN6QpzkTp2xCN0M4sCngLOBQqBpWY23zmXc9ByLYBfA0vqolAJDXsPVDHz3VW8/OUGElo35R83D+fUnnGBLkskItTmlMswIM85lw9gZq8Do4Gcg5abDjwK3OXXCiVkLM4tYmp6JltKy7nplCR+d15vYtRMS6Te1OavrTNQUGO8EBhecwEzGwx0cc69bWYK9Aiza18F0xfkkP7tJnq0a86c209mSNfWgS5LJOIc9+GTmTUA/gTcWItlJwATABITE4931RJgzjkWZm7l/vlZ7C6r5H/O6sGdZ/WgcUM10xIJhNoE+iagS43xBN+077UABgAf+64p7gDMN7NLnHPLar6Qc242MBsgNTXVHUfdEmBFpeXcMzeL93K2kdI5lpfHD6dfp5aBLkskotUm0JcCPc0sGW+QjwOu/n6mc64E+OFTLzP7GPjdwWEu4cE5xxvLCpn+dg4VVR6mXNCHm09NpqGaaYkE3BED3TlXZWZ3AouAKOAF51y2mT0ILHPOza/rIiU4FOwsY0p6Jv/J286w5DbMuCyFbmqmJRI0anUO3Tm3EFh40LT7DrPsGcdflgSTao/jpS/W89iiXKIaGA9dOoCrhyWqmZZIkNE1ZfKT1mzbw8S0DL7duJszesfz8JgUOrVqGuiyROQQFOhySBVVHmZ9spYnP8ojpnEUf77yBEaf0EnNtESCmAJdfiSjcDcT52SwauseLh7Uifsv7kdcczXTEgl2CnT5QXllNY+/v5pnP8snvkVjnr0+lXP7tQ90WSJSSwp0AeCr/B1MTstg/Y4yrhrWhckX9CW2aaNAlyUiR0GBHuH2lFcy451VvLpkI4ltmvHPW4Zzcg810xIJRQr0CPbRqm1MfTOLbaXl3HJqMr89rxfNorVLiIQq/fVGoJ37KnjwrWzmfreZXu2b8/Q1J3NiopppiYQ6BXoEcc7xVsYWps3PZk95Jb8+uye/PLMH0Q11275IOFCgR4itJd5mWh+s3MaghFgevXw4fTqomZZIOFGghznnHK8vLeDht1dS6fEwdVRfxp+aTJRu2xcJOwr0MLZhxz4mp2XyZf4OTurWhhmXDSQpLibQZYlIHVGgh6Fqj+PFz9fxh/dyadSgAQ+PSWHc0C5qpiUS5hToYSZ3q7eZ1oqC3Zzdpx0PjRlAx1g10xKJBAr0MFFR5eHpj/N4anEeLZo04i9XncjFAzuqmZZIBFGgh4HvCnYzaU4Gudv2MPqETtx/cX/axEQHuiwRqWcK9BC2v6KaP76Xywufr6NdiyY8f0MqZ/dVMy2RSKVAD1FfrN3O5LRMNu4s4+rhiUy+oA8tm6iZlkgkU6CHmNLySh5ZuJLXvi6ga9tmvHbrSYzo3jbQZYlIEFCgh5APcrYxdW4mxXsOcNtp3fjfc3rRNDoq0GWJSJBQoIeAHXsPMO2tHN5asZk+HVrw7PWpDExoFeiyRCTIKNCDmHOOed9t5oG3stl7oIrfntuL20/vrmZaInJICvQgtXn3fu6Zm8VHq4o4oUsrZl4+kF7tWwS6LBEJYgr0IOPxOP759UZmvLOKao/j3ov6cePJSWqmJSJHpEAPIuu272NyWgZL1u3klB5teWTMQBLbNgt0WSISImoV6GY2EngCiAKec87NOGj+b4FbgCqgGBjvnNvg51rDVlW1h+f/s44/vb+a6IYNmDl2IFekJui2fRE5KkcMdDOLAp4CzgUKgaVmNt85l1NjsW+BVOdcmZndAcwErqyLgsNNzuZSJqVlkLmphHP7teehSwfQvmWTQJclIiGoNkfow4A851w+gJm9DowGfgh059ziGst/BVzrzyLD0YGqap78KI9nPl5Lq2aNeOrqwYxK6aCjchE5ZrUJ9M5AQY3xQmD4Tyx/M/DOoWaY2QRgAkBiYmItSww/yzfsYlJaBnlFe7nsxM7ce1E/WquZlogcJ79+KGpm1wKpwOmHmu+cmw3MBkhNTXX+XHcoKKuo4rFFufz9i/V0bNmEF28aypm92wW6LBEJE7UJ9E1AlxrjCb5p/8XMzgGmAqc75w74p7zw8Z8125mcnkHhrv1cd1JXJo7sTQs10xIRP6pNoC8FeppZMt4gHwdcXXMBMzsR+Bsw0jlX5PcqQ1jJ/kp+/3YO/15WSHJcDP++bQTDktsEuiwRCUNHDHTnXJWZ3QkswnvZ4gvOuWwzexBY5pybDzwGNAfe8H2ot9E5d0kd1h0SFmVv5d65WezYV8EdZ3Tn12f3pEkjNdMSkbpRq3PozrmFwMKDpt1XY/gcP9cV0or3HGDa/GzeztxC344tef6GoaQkxAa6LBEJc7pT1I+cc6R/s4kHF+Swv6Kau87vzYTTutEoSs20RKTuKdD9ZNPu/dydnsknq4sZnOhtptWjnZppiUj9UaAfJ4/H8Y8lG3j0nVU4YNrF/bhuhJppiUj9U6Afh7XFe5mclsHS9bv4Wc84Hh6TQpc2aqYlIoGhQD8GldUenv0snz9/sIYmDRvw2OUDuXyImmmJSGAp0I9S1qYSJqVlkL25lJH9O/Dgpf1p10LNtEQk8BTotVReWc1fP1rDrE/yad0smmeuGcwFKR0DXZaIyA8U6LWwbP1OJqZlkF+8j7GDE7j3or60aqZmWiISXBToP2HfAW8zrZe+XE+n2Ka8NH4Yp/eKD3RZIiKHpEA/jE9WF3N3eiabS/Zzw4gk7jq/NzGNtblEJHgpoQ6yu6yC6QtWkvZNId3iY3jjthGkJqmZlogEPwV6De9kbuHeednsKqvgl2d253/OUjMtEQkdCnSgqLSc++Zl8272Vvp3aslL44fSv5OaaYlIaInoQHfOMWd5IdMX5FBe5WHSyD7c8rNkNdMSkZAUsYFesLOMu9/M5LM12xma1JoZYwfSPb55oMsSETlmERfo1R7HK1+uZ+aiXAyYPro/1wzvSgM10xKREBdRgZ5XtIdJaZks37CL03vF8/sxA0horWZaIhIeIiLQK6s9/O2TtfzlwzyaNY7iTz8fxJgTO6uZloiElbAP9KxNJdw1J4OVW0q5MKUj0y7pT3yLxoEuS0TE78I20Msrq/nzB2t49rN82sREM+vaIYwc0CHQZYmI1JmwDPSv1+1kcloG+dv3cWVqF+4e1ZfYZo0CXZaISJ0Kq0DfU17JzHdzeeWrDSS0bso/bh7OqT3jAl2WiEi9CJtAX5xbxNT0TLaUljP+lGR+d34vmkWHzdsTETmikE+8XfsqmL4gh/RvN9GjXXPm3H4yQ7q2DnRZIiL1rlaBbmYjgSeAKOA559yMg+Y3Bl4GhgA7gCudc+v9W+p/c87xduYW7p+XTcn+Sn51Vg9+eVYPGjdUMy0RiUxHDHQziwKeAs4FCoGlZjbfOZdTY7GbgV3OuR5mNg54FLiyLgoG2FZazr1zs3gvZxspnWP5xy3D6duxZV2tTkQkJNTmCH0YkOecywcws9eB0UDNQB8NTPMNzwGeNDNzzjk/1grA4lVF/Or1b6mo8jDlgj7cfGoyDdVMS0SkVoHeGSioMV4IDD/cMs65KjMrAdoC22suZGYTgAkAiYmJx1RwclwMgxNbM+2S/iTHxRzTa4iIhKN6PbR1zs12zqU651Lj44/t2ZxJcTG8NH6YwlxE5CC1CfRNQJca4wm+aYdcxswaArF4PxwVEZF6UptAXwr0NLNkM4sGxgHzD1pmPnCDb/hy4KO6OH8uIiKHd8Rz6L5z4ncCi/BetviCcy7bzB4Eljnn5gPPA6+YWR6wE2/oi4hIParVdejOuYXAwoOm3VdjuBy4wr+liYjI0dD1fiIiYUKBLiISJhToIiJhQoEuIhImLFBXF5pZMbDhGH88joPuQhVA2+VQtE0OTdvlx0Jlm3R1zh3yzsyABfrxMLNlzrnUQNcRbLRdfkzb5NC0XX4sHLaJTrmIiIQJBbqISJgI1UCfHegCgpS2y49pmxyatsuPhfw2Cclz6CIi8mOheoQuIiIHUaCLiISJkAt0MxtpZrlmlmdmkwNdj7+ZWRczW2xmOWaWbWa/9k1vY2bvm9ka3/fWvulmZn/xbY8MMxtc47Vu8C2/xsxuqDF9iJll+n7mL2Zm9f9Oj56ZRZnZt2a2wDeebGZLfO/jX772zphZY994nm9+Uo3XmOKbnmtm59eYHpL7lZm1MrM5ZrbKzFaa2YhI31fM7De+v50sM3vNzJpEzL7inAuZL7zte9cC3YBoYAXQL9B1+fk9dgQG+4ZbAKuBfsBMYFwf3M4AAANnSURBVLJv+mTgUd/wKOAdwICTgCW+6W2AfN/31r7h1r55X/uWNd/PXhDo913LbfNb4J/AAt/4v4FxvuFZwB2+4V8As3zD44B/+Yb7+faZxkCyb1+KCuX9CngJuMU3HA20iuR9Be/jMNcBTWvsIzdGyr4SakfoPzyw2jlXAXz/wOqw4Zzb4pz7xje8B1iJdycdjfePF9/3S33Do4GXnddXQCsz6wicD7zvnNvpnNsFvA+M9M1r6Zz7ynn33JdrvFbQMrME4ELgOd+4AWfhfSg5/HibfL+t5gBn+5YfDbzunDvgnFsH5OHdp0JyvzKzWOA0vM8jwDlX4ZzbTYTvK3jbgjc179PTmgFbiJB9JdQC/VAPrO4coFrqnO/fvxOBJUB759wW36ytQHvf8OG2yU9NLzzE9GD3Z2Ai4PGNtwV2O+eqfOM138d/PbQc+P6h5Ue7rYJdMlAMvOg7FfWcmcUQwfuKc24T8AdgI94gLwGWEyH7SqgFesQws+ZAGvC/zrnSmvN8R0sRc72pmV0EFDnnlge6liDTEBgMPOOcOxHYh/cUyw8icF9pjfeIORnoBMQAIwNaVD0KtUCvzQOrQ56ZNcIb5q8659J9k7f5/gXG973IN/1w2+SnpiccYnowOwW4xMzW4/0X9yzgCbynDL5/6lbN93G4h5Yf7bYKdoVAoXNuiW98Dt6Aj+R95RxgnXOu2DlXCaTj3X8iYl8JtUCvzQOrQ5rv/N3zwErn3J9qzKr5IO4bgHk1pl/vu4LhJKDE9+/2IuA8M2vtO2o5D1jkm1dqZif51nV9jdcKSs65Kc65BOdcEt7f+UfOuWuAxXgfSg4/3iaHemj5fGCc78qGZKAn3g/9QnK/cs5tBQrMrLdv0tlADhG8r+A91XKSmTXz1fz9NomMfSXQn8oe7RfeT+pX4/2keWqg66mD93cq3n+RM4DvfF+j8J7X+xBYA3wAtPEtb8BTvu2RCaTWeK3xeD/MyQNuqjE9Fcjy/cyT+O4YDoUv4Az+/1Uu3fD+keUBbwCNfdOb+MbzfPO71fj5qb73nUuNKzZCdb8CTgCW+faXuXivUonofQV4AFjlq/sVvFeqRMS+olv/RUTCRKidchERkcNQoIuIhAkFuohImFCgi4iECQW6iEiYUKCLiIQJBbqISJj4f1L+a1ITdBfjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model=cModel.model()\n",
    "fh=os.path.expanduser('~')\n",
    "#sys.parse(os.path.join(fh,'software','src','Integra','models','cDiazepam.json'))\n",
    "setupFile=os.path.join(fh,'software','src','PBPK','setup','setupFast.json')\n",
    "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n",
    "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n",
    "sys.parse(modelFile,parameterFile)\n",
    "setup=runSolver.parseSetup(setupFile)\n",
    "tscale=runSolver.getScale(setup)\n",
    "\n",
    "#sys.inspect()    \n",
    "\n",
    "print(\"***********done************\")\n",
    "print(model.M(1).shape)\n",
    "#print(sys.fSS(2))\n",
    "print(model.m)\n",
    "\n",
    "nt=setup['nt']\n",
    "qtmax=24*60*365*10\n",
    "qt=numpy.linspace(0,qtmax,nt)\n",
    "#ft=[fw['derivatives']['fetusGrowthDuration'](x) for x in qt]\n",
    "try:\n",
    "    fw=model.get('fetusWeight')\n",
    "    ft=[fw['value'](x) for x in qt]\n",
    "    matplotlib.pyplot.plot(qt/tscale,ft)\n",
    "except (KeyError,TypeError):\n",
    "    pass\n",
    "\n",
    "try:\n",
    "    hw=model.get('hairVolume')\n",
    "    ht=[10*hw['value'](x) for x in qt]\n",
    "    matplotlib.pyplot.plot(qt/tscale,ht)\n",
    "except (KeyError,TypeError):\n",
    "    pass\n",
    "start_time=time.time()\n",
    "for i in range(100000):\n",
    "    model.M(1e7)\n",
    "end_time=time.time()\n",
    "print('Time: {:.3f} s'.format(end_time-start_time))\n",
    "print(sys.M(1000)[8,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfile=os.path.join(os.path.expanduser('~'),'temp','sOut.txt')\n",
    "sOut,lut,lutSE=runSolver.read3D(tfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1800 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# #copy output of Thompson et al1\n",
    "fig, axs = matplotlib.pyplot.subplots(5, 3,figsize=(15,25))\n",
    "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n",
    "      'splanchnic','stomach','testes','excrement']\n",
    "name=['plasma','gut','hair','kidney','liver','inorganicMercury','redBloodCells','slowlyPerfused']\n",
    "\n",
    "#diazepam\n",
    "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n",
    "#cotinine\n",
    "max=[9]*13\n",
    "max[12]=90\n",
    "max[2]=2\n",
    "\n",
    "tscale=scale\n",
    "max=[1000*x for x in max]\n",
    "for i in range(len(name)):\n",
    "    row=i//3\n",
    "    col=i%3\n",
    "    fy=sol[:,model.lut[name[i]]]\n",
    "    fe=se[:,model.lut[name[i]]]\n",
    "    fy1=solOld[:,model.lut[name[i]]]\n",
    "    fe1=seOld[:,model.lut[name[i]]]\n",
    "    ax=axs[row,col]\n",
    "    ax.plot(t/tscale,fy)\n",
    "    ax.plot(tOld/tscale,fy1,color='black')\n",
    "    ax.fill_between(t/tscale, fy-fe, fy + fe, color='red',alpha=0.1)\n",
    "    ax.plot(t/tscale,fy-fe,color='red',linewidth=1,alpha=0.2)\n",
    "    ax.plot(t/tscale,fy+fe,color='red',linewidth=1,alpha=0.2)\n",
    "    ax.fill_between(t/tscale, fy-fe, fy + fe, color='black',alpha=0.1)\n",
    "    ax.plot(t/tscale,fy-fe,color='black',linewidth=1,alpha=0.2)\n",
    "    ax.plot(t/tscale,fy+fe,color='black',linewidth=1,alpha=0.2)\n",
    "    axs[row,col].set_title(name[i])\n",
    "    #axs[row,col].set_ylim([0,max[i]])\n",
    "    axs[row,col].set_xlim([0,1.1*tmax/tscale])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1800 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# #copy output of Thompson et al1\n",
    "fig, axs = matplotlib.pyplot.subplots(5, 3,figsize=(15,25))\n",
    "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n",
    "      'splanchnic','stomach','testes','excrement']\n",
    "name=['plasma','gut','hair','kidney','liver','inorganicMercury','redBloodCells','slowlyPerfused']\n",
    "\n",
    "#diazepam\n",
    "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n",
    "#cotinine\n",
    "max=[9]*13\n",
    "max[12]=90\n",
    "max[2]=2\n",
    "\n",
    "tscale=scale\n",
    "max=[1000*x for x in max]\n",
    "for i in range(len(name)):\n",
    "    row=i//3\n",
    "    col=i%3\n",
    "    fe=se[:,model.lut[name[i]]]\n",
    "    fe1=seOld[:,model.lut[name[i]]]\n",
    "    ax=axs[row,col]\n",
    "    ax.plot(t/tscale,fe)\n",
    "    ax.plot(tOld/tscale,fe1,color='black')\n",
    "    axs[row,col].set_title(name[i])\n",
    "    #axs[row,col].set_ylim([0,max[i]])\n",
    "    axs[row,col].set_xlim([0,1.1*tmax/tscale])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1800 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# #copy output of Thompson et al1\n",
    "fig, axs = matplotlib.pyplot.subplots(5, 3,figsize=(15,25))\n",
    "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n",
    "      'splanchnic','stomach','testes','excrement']\n",
    "name=['plasma','gut','hair','kidney','liver','inorganicMercury','redBloodCells','slowlyPerfused']\n",
    "\n",
    "#diazepam\n",
    "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n",
    "#cotinine\n",
    "max=[9]*13\n",
    "max[12]=90\n",
    "max[2]=2\n",
    "\n",
    "tscale=scale\n",
    "ipar=2\n",
    "max=[1000*x for x in max]\n",
    "for i in range(len(name)):\n",
    "    row=i//3\n",
    "    col=i%3\n",
    "    fe=s1[:,model.lut[name[i]],ipar]\n",
    "    fe1=s1Old[:,model.lut[name[i]],ipar]\n",
    "    ax=axs[row,col]\n",
    "    ax.plot(t/tscale,fe)\n",
    "    ax.plot(qtOld/tscale,fe1,color='black')\n",
    "    axs[row,col].set_title(name[i])\n",
    "    #axs[row,col].set_ylim([0,max[i]])\n",
    "    axs[row,col].set_xlim([0,1.1*tmax/tscale])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "7440"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#gD=sys.get(\"hairGrowthDuration\")\n",
    "#print(gD['value']/60/24/365)\n",
    "print(model.lut['slowlyPerfused'])\n",
    "ft=[sys.fSS(x)[0,8,7] for x in qt]\n",
    "#matplotlib.pyplot.imshow(sys.fSS(3e6)[0])\n",
    "matplotlib.pyplot.plot(qt/tscale,ft)\n",
    "30*248"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}