{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sympy import *\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.integrate import odeint\n",
    "import matplotlib\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "u_val = lambda t,sd: max((3+np.random.normal(scale=sd) if 1<t<5 else 1+np.random.normal(scale=sd)),0.01)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "T = np.linspace(0,10,1000)\n",
    "u_arr = [u_val(t,0.01) for t in T]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plt.plot(T,u_arr)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# solve steady state in short time scales\n",
    "\n",
    "u=Symbol('u')\n",
    "b1=Symbol('b1')\n",
    "b2=Symbol('b2')\n",
    "b3=Symbol('b3')\n",
    "a1=Symbol('a1')\n",
    "a2=Symbol('a2')\n",
    "a3=Symbol('a3')\n",
    "x1=Symbol('x1')\n",
    "x2=Symbol('x2')\n",
    "x3=Symbol('x3')\n",
    "h=Symbol('h')\n",
    "P=Symbol('P')\n",
    "A=Symbol('A')\n",
    "\n",
    "s=Symbol('s')\n",
    "D=Symbol('D')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- 0.898320198059082 seconds ---\n"
     ]
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "\n",
    "#simplified equation\n",
    "stst=solve([u/(h*x3)-x1,x1*P/x3-x2,x2*A-x3],[x1,x2,x3])\n",
    "\n",
    "print(\"--- %s seconds ---\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\sqrt[3]{\\frac{A P u}{h}}$"
      ],
      "text/plain": [
       "(A*P*u/h)**(1/3)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stst[0][2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "fast_ss = stst[0] \n",
    "[x1_ss,x2_ss,x3_ss] = fast_ss\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "def depEqsCC2(y,t,fast_ss,DD=1,uu=1,aa=1,bb=1,TT=1.5):\n",
    "    dy=np.empty(3)\n",
    "    [x1_ss,x2_ss,x3_ss] = [ss.subs({u:uu,D:DD,A:y[0],P:y[1],h:y[2]}) for ss in fast_ss]\n",
    "    dy[0]= y[0]*x2_ss-y[0] #Adrenal cells\n",
    "    dy[1]= y[1]*x1_ss-y[1] #Pituitary cells\n",
    "    dy[2]= 1*DD/(aa+bb*np.heaviside(float(x3_ss-TT),0))-y[2] #Hippocampal cells\n",
    "\n",
    "    return dy\n",
    "\n",
    "t=np.linspace(0,100,100)\n",
    "sol=odeint(lambda y,t:depEqsCC2(y,t,fast_ss),[0.3,0.3,3],t)\n",
    "\n",
    "plt.plot(sol)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n",
      "<ipython-input-12-e5e37f327327>:13: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,1)\n",
      "<ipython-input-12-e5e37f327327>:17: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,3)\n",
      "<ipython-input-12-e5e37f327327>:21: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,5)\n",
      "<ipython-input-12-e5e37f327327>:26: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,2)\n",
      "<ipython-input-12-e5e37f327327>:30: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,4)\n",
      "<ipython-input-12-e5e37f327327>:34: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  plt.subplot(3,2,6)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x864 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# take around 5 minutes.\n",
    "def plot_dat(t,sol,u=1,c=1):\n",
    "    plt.plot(t,sol[:,0],'r')\n",
    "    plt.plot(t,sol[:,1],'b')\n",
    "    plt.plot(t,sol[:,2],'g')\n",
    "    plt.legend(['Adrenal','pituitary','Hippocampus'])\n",
    "    \n",
    "t=np.linspace(0,30,100)\n",
    "fig=plt.figure(figsize=(10,12))\n",
    "\n",
    "for i in range(20):\n",
    "    sol=odeint(lambda y,t:depEqsCC2(y,t,fast_ss),[5*np.random.rand(),5*np.random.rand(),5*np.random.rand()],t)\n",
    "    plt.subplot(3,2,1)\n",
    "    plot_dat(t,sol)\n",
    "    plt.title('Dynamics from random position')\n",
    "    sol=odeint(lambda y,t:depEqsCC2(y,t,fast_ss,uu=2),sol[-1,:],t)\n",
    "    plt.subplot(3,2,3)\n",
    "    plot_dat(t,sol)\n",
    "    plt.title('Dynamics after stress')\n",
    "    sol=odeint(lambda y,t:depEqsCC2(y,t,fast_ss,uu=1),sol[-1,:],t)\n",
    "    plt.subplot(3,2,5)\n",
    "    plot_dat(t,sol)\n",
    "    plt.title('Stress is over')\n",
    "    \n",
    "    sol=odeint(lambda y,t:depEqsCC2(y,t,fast_ss),[5*np.random.rand(),5*np.random.rand(),5*np.random.rand()],t)\n",
    "    plt.subplot(3,2,2)\n",
    "    plot_dat(t,sol)\n",
    "    plt.title('Dynamics from random position')\n",
    "    sol=odeint(lambda y,t:depEqsCC2(y,t,fast_ss,uu=1,DD=5),sol[-1,:],t)\n",
    "    plt.subplot(3,2,4)\n",
    "    plot_dat(t,sol)\n",
    "    plt.title('Dynamics after anti-depressants')\n",
    "    sol=odeint(lambda y,t:depEqsCC2(y,t,fast_ss, uu=1,DD=1),sol[-1,:],t)\n",
    "    plt.subplot(3,2,6)\n",
    "    plot_dat(t,sol)\n",
    "    plt.title('Anti-depressants are over')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# simplified 2-D slow dynamics. Here we asuume A=P.\n",
    "def depEqs(y,t,fast_ss,DD=1,uu=1,aa=1,bb=1,TT=1.5):\n",
    "    dy=np.empty(2)\n",
    "    [x1_ss,x2_ss,x3_ss] = [ss.subs({u:uu,D:DD,A:y[0],P:y[0],h:y[1]}) for ss in fast_ss]\n",
    "    dy[0]= y[0]*x2_ss-y[0] #Adrenal cells\n",
    "    dy[1]= 1*DD/(aa+bb*np.heaviside(float(x3_ss-TT),0))-y[1] #Hippocampal cells\n",
    "\n",
    "    return dy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2D\n",
    "# takes a few minutes\n",
    "\n",
    "from matplotlib.lines import Line2D\n",
    "\n",
    "def plot_dynamics(fast_ss,uu=1,DD=1,aa=1,bb=1,TT=1.5, rnge = [0.01,5], resolution = 0.05):\n",
    "    start = rnge[0]\n",
    "    end = rnge[1]\n",
    "    xA=np.arange(start,end,resolution)\n",
    "    xh=np.arange(start,end,resolution)\n",
    "    #xA=np.logspace(-1,1,100)\n",
    "    #xH=np.logspace(-1,1,100)\n",
    "    \n",
    "    nA=xA.shape[0]\n",
    "    nh=xh.shape[0]\n",
    "    \n",
    "    contA=np.zeros([nA,nh])\n",
    "    conth=np.zeros([nA,nh])\n",
    "    for iA in range(nA):\n",
    "        for ih in range(nh):\n",
    "            # here, we assume P=A. maybe analyze separately later.\n",
    "            [x1_ss,x2_ss,x3_ss] = [ss.subs({u:uu,D:DD,A:xA[iA],P:xA[iA],h:xh[ih]}) for ss in fast_ss]\n",
    "            #contA[iA,ih]=c_h+(1-xA[iA]/k_h)*xA[iA]*x2_ss-xA[iA]\n",
    "            #conth[iA,ih]=c_h+(1-xh[ih]/k_h)*xh[ih]*s_ss-xh[ih]\n",
    "            \n",
    "            contA[iA,ih]=xA[iA]*x2_ss-xA[iA]\n",
    "            conth[iA,ih]=1*DD/(aa+bb*np.heaviside(float(x3_ss-TT),0))-xh[ih]\n",
    "    \n",
    "    #plot A and h\n",
    "       \n",
    "    #'''\n",
    "    plt.figure()\n",
    "    csA = plt.contour(xA,xh,contA.T,levels=[0],colors='red',linewidths=3)\n",
    "    csh = plt.contour(xA,xh,conth.T,levels=[0],colors='blue',linewidths=3)\n",
    "    plt.xlabel('Adrenal volume')\n",
    "    plt.ylabel('Hippocampal volume')\n",
    "\n",
    "    legend_elements = [Line2D([0], [0], color='red', lw=3, label=\"A'=0\"),\n",
    "                       Line2D([0], [0], color='blue', lw=3, label=\"H'=0\")]\n",
    "    \n",
    "    #plot_stream plot\n",
    "    plt.streamplot(xA,xh,contA.T,conth.T,color='gray', density = 4)\n",
    "    plt.xlabel('Adrenal volume')\n",
    "    plt.ylabel('Hippocampal volume')\n",
    "    plt.title('Stress = '+str(uu)+', Antidep. = '+str(DD))\n",
    "    \n",
    "    #plot hysteresis trejectories\n",
    "    #plot_hysteresis()\n",
    "    \n",
    "    #show plot\n",
    "    plt.legend(handles=legend_elements,loc=1)\n",
    "    plt.xlim([0,4.5])\n",
    "    plt.ylim([0,3])\n",
    "    plt.show()\n",
    "    #return\n",
    "    '''\n",
    "    '''\n",
    "    \n",
    "    # grab nullclines and find zeros\n",
    "    #dAnull = csA.collections[0].get_paths()[0]\n",
    "    #dhnull = csh.collections[0].get_paths()[0]  \n",
    "    #coor_dAnull = dAnull.vertices\n",
    "    #coor_dhnull = dhnull.vertices\n",
    "    \n",
    "    #zeros = find_zeros(coor_dAnull,coor_dhnull,resolution=resolution)\n",
    "\n",
    "    #return zeros\n",
    "    return\n",
    "    #'''\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Show the two fixed points\n",
    "def plot_trajectories(uu=1,DD=1,y0=(1,1)):\n",
    "    plt.figure()\n",
    "    t=np.linspace(0,50,300)\n",
    "    sol=odeint(lambda y,t:depEqs(y,t,fast_ss,DD=DD,uu=uu),y0,t)\n",
    "    plt.plot(sol[:,0],sol[:,1])\n",
    "    plt.xlabel('Adrenal')\n",
    "    plt.ylabel('Hippocampus')\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Show the two fixed points\n",
    "def plot_hysteresis():\n",
    "    \n",
    "    # first dynamic - from healthy to depressed\n",
    "    t=np.linspace(0,50,300)\n",
    "    sol=odeint(lambda y,t:depEqs(y,t,fast_ss,DD=1,uu=2),(1,1),t)\n",
    "    first_ss = (sol[-1,0],sol[-1,1])\n",
    "    plt.plot(sol[:,0],sol[:,1], label = 'prolonged stress',linewidth=3)\n",
    "\n",
    "    # second dynamic - stress is removed\n",
    "    t=np.linspace(0,50,300)\n",
    "    sol=odeint(lambda y,t:depEqs(y,t,fast_ss,DD=1,uu=1),first_ss,t)\n",
    "    second_ss = (sol[-1,0],sol[-1,1])     \n",
    "    plt.plot(sol[:,0],sol[:,1], label = 'stress is removed',linewidth=3)\n",
    "    \n",
    "    # third dynamic - treatment\n",
    "    t=np.linspace(0,50,300)\n",
    "    sol=odeint(lambda y,t:depEqs(y,t,fast_ss,DD=2,uu=1),second_ss,t)\n",
    "    third_ss = (sol[-1,0],sol[-1,1])     \n",
    "    plt.plot(sol[:,0],sol[:,1], label = 'treatment',linewidth=3)\n",
    "    \n",
    "    # fourth dynamic - treatment\n",
    "    t=np.linspace(0,50,300)\n",
    "    sol=odeint(lambda y,t:depEqs(y,t,fast_ss,DD=1,uu=1),third_ss,t)\n",
    "    plt.plot(sol[:,0],sol[:,1], label = 'treatment is over',linewidth=3)\n",
    "    \n",
    "    #plt.xlabel('Adrenal')\n",
    "    #plt.ylabel('Hippocampus')\n",
    "    #plt.legend()\n",
    "    #plt.title('hysteresis')\n",
    "    return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_catastrophe_coor_uD(fast_ss, u_range, D_range):\n",
    "    catastrophe_coor = []\n",
    "    for u in u_range:\n",
    "        print(u)\n",
    "        for D in D_range:\n",
    "            print(D)\n",
    "            zeros = plot_dynamics(fast_ss,uu=u, DD=D, resolution = 0.1)\n",
    "            print(zeros)\n",
    "            A_values = [zero[0] for zero in zeros]\n",
    "            for A in A_values:\n",
    "                catastrophe_coor += [[u,D,A]]\n",
    "    \n",
    "    return catastrophe_coor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_zeros(line1,line2,resolution = 0.05, delta = 0.2):\n",
    "    \n",
    "    epsilon = resolution/2\n",
    "    \n",
    "    def dist(x1,x2):\n",
    "        return ((x1[0]-x2[0])**2 + (x1[1]-x2[1])**2)**0.5\n",
    "\n",
    "    potential_zeros = []\n",
    "    for adot in line1:\n",
    "        for hdot in line2:\n",
    "            if dist(adot,hdot) < epsilon:\n",
    "                potential_zeros += [adot]\n",
    "    real_zeros = []\n",
    "    for i in range(len(potential_zeros)):\n",
    "        potential = potential_zeros[i]\n",
    "        is_new_zero = np.array([dist(potential,zero)>delta for zero in real_zeros]).all()\n",
    "        if is_new_zero:\n",
    "            real_zeros += [potential]\n",
    "            \n",
    "    return real_zeros\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plot_dynamics(fast_ss,uu=1,TT=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plot_dynamics(fast_ss,uu=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plot_dynamics(fast_ss,uu=1,TT=1.85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "start_time = time.time()\n",
    "\n",
    "gcc = get_catastrophe_coor_uD(fast_ss, np.arange(0.7,1.8,0.1),[1])\n",
    "\n",
    "print(\"--- %s seconds ---\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gcc = np.array(gcc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.scatter(gcc[:,0],gcc[:,2])\n",
    "plt.xlabel('stress input')\n",
    "plt.ylabel('Adrenal volume')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "def depModelSlow(y,t,uf=lambda t:1,cf=lambda t:1):\n",
    "    x2=x2_ss.subs({u:uf(t),A:y[0],P:y[0],c:cf(t),h:y[1]})\n",
    "    x3=x3_ss.subs({u:uf(t),A:y[0],P:y[0],c:cf(t),h:y[1]})\n",
    "    dy=np.empty(2)\n",
    "    dy[0]=y[0]*(x2-1)\n",
    "    dy[1] = 1/(1+1*np.heaviside(float(x3-1.5),0))-y[1]\n",
    "    return dy\n",
    "\n",
    "#t=np.linspace(0,50,300)\n",
    "#sol=odeint(lambda y,t:depModelSlow(y,t),[1,2],t)\n",
    "#plt.plot(sol)\n",
    "\n",
    "\n",
    "#Show the two fixed points\n",
    "def plot_random_trajectories():\n",
    "    plt.figure()\n",
    "    for i in range(10):\n",
    "        t=np.linspace(0,50,300)\n",
    "        sol=odeint(lambda y,t:depModelSlow(y,t),3*np.random.rand(2),t)\n",
    "        plt.plot(sol[:,0],sol[:,1])\n",
    "    plt.xlabel('Adrenal')\n",
    "    plt.ylabel('Hippocampus')\n",
    "\n",
    "plot_random_trajectories()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Effect of short stressor')"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x151cdb29b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x151c943630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Stressors change fixed point to depressed state\n",
    "def bump_func(t,st=30,en=60):\n",
    "    if t>st and t<en:\n",
    "        return 1.2\n",
    "    return 1\n",
    "\n",
    "t=np.linspace(0,30,30)\n",
    "sol=odeint(depModelSlow,[0.5,2],t)\n",
    "t=np.linspace(0,90,90)\n",
    "sol=odeint(lambda y,t:depModelSlow(y,t,uf=lambda t: bump_func(t,st=30,en=60)),sol[-1,:],t)\n",
    "plt.plot(2*t,[bump_func(t0) for t0 in t])\n",
    "plt.plot(2*t,sol)\n",
    "plt.xlabel('Time [day]')\n",
    "plt.legend(['Stress','Adrenal','Hippocampus'])\n",
    "plt.title('Effect of long stressor')\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "t=np.linspace(0,30,30)\n",
    "sol=odeint(depModelSlow,[0.5,2],t)\n",
    "t=np.linspace(0,90,90)\n",
    "sol=odeint(lambda y,t:depModelSlow(y,t,uf=lambda t: bump_func(t,st=30,en=35)),sol[-1,:],t)\n",
    "plt.plot(2*t,[bump_func(t0,st=30,en=35) for t0 in t])\n",
    "plt.plot(2*t,sol)\n",
    "plt.xlabel('Time [day]')\n",
    "plt.legend(['Stress','Adrenal','Hippocampus'])\n",
    "plt.title('Effect of short stressor')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 5.5)"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x151c933da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x151eec3748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#SSRI change fixed point to normal state\n",
    "def bump_func(t,st=30,en=60):\n",
    "    if t>st and t<en:\n",
    "        return 1.4\n",
    "    return 1\n",
    "\n",
    "t=np.linspace(0,30,30)\n",
    "sol=odeint(depModelSlow,[2,0.5],t)\n",
    "t=np.linspace(0,90,90)\n",
    "sol=odeint(lambda y,t:depModelSlow(y,t,cf=lambda t: bump_func(t,st=30,en=60)),sol[-1,:],t)\n",
    "plt.plot(2*t,[bump_func(t0) for t0 in t])\n",
    "plt.plot(2*t,sol)\n",
    "plt.xlabel('Time [day]')\n",
    "plt.legend(['SSRI','Adrenal','Hippocampus'])\n",
    "plt.title('Effect of long treatment')\n",
    "plt.ylim([0,5.5])\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "t=np.linspace(0,30,30)\n",
    "sol=odeint(depModelSlow,[2,0.5],t)\n",
    "t=np.linspace(0,90,90)\n",
    "sol=odeint(lambda y,t:depModelSlow(y,t,cf=lambda t: bump_func(t,st=30,en=35)),sol[-1,:],t)\n",
    "plt.plot(2*t,[bump_func(t0,st=30,en=35) for t0 in t])\n",
    "plt.plot(2*t,sol)\n",
    "plt.xlabel('Time [day]')\n",
    "plt.legend(['SSRI','Adrenal','Hippocampus'])\n",
    "plt.title('Effect of short treatment')\n",
    "plt.ylim([0,5.5])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Time [min]')"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x151eec3ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def depModelFast(t,y,uf=lambda t:1,cf=lambda t:1):\n",
    "    dy=np.empty(4)\n",
    "    x1,x2,x3,s=y\n",
    "    dy[0]=1/5*(uf(t)*s/x3-x1)\n",
    "    dy[1]=1/30*(x1/x3-x2)\n",
    "    dy[2]=1/90*(x2-x3)\n",
    "    dy[3]=1/60*(cf(t)/x3-s)#Don't know s timescale...\n",
    "    return dy\n",
    "\n",
    "def bump_func(t,st=30,en=60):\n",
    "    if t>st and t<en:\n",
    "        return 1.4\n",
    "    return 1\n",
    "\n",
    "t=np.linspace(0,500,500)\n",
    "sol=odeint(lambda y,t:depModelFast(t,y,cf=lambda t: bump_func(t,st=30,en=120)),[1,1,1,1],t)\n",
    "\n",
    "plt.plot(t,sol)\n",
    "plt.legend(['CRH','ACTH','Cortisol','Serotonin'])\n",
    "plt.xlabel('Time [min]')"
   ]
  },
  {
   "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
