{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T17:41:58.854030Z",
     "start_time": "2020-06-09T17:41:57.444725Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/perryspratt/anaconda3/lib/python3.6/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
      "  import pandas.util.testing as tm\n"
     ]
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "\n",
    "plt.rcParams['axes.spines.right'] = False\n",
    "plt.rcParams['axes.spines.top'] = False\n",
    "plt.rcParams['font.sans-serif'] = \"Arial\"\n",
    "plt.rcParams['font.family'] = \"sans-serif\"\n",
    "plt.rcParams['pdf.fonttype'] = 42\n",
    "plt.rcParams['ps.fonttype'] = 42\n",
    "\n",
    "tick_major = 6\n",
    "tick_minor = 4\n",
    "plt.rcParams[\"xtick.major.size\"] = tick_major\n",
    "plt.rcParams[\"xtick.minor.size\"] = tick_minor\n",
    "plt.rcParams[\"ytick.major.size\"] = tick_major\n",
    "plt.rcParams[\"ytick.minor.size\"] = tick_minor\n",
    "\n",
    "font_small = 12\n",
    "font_medium = 13\n",
    "font_large = 14\n",
    "plt.rc('font', size=font_small)          # controls default text sizes\n",
    "plt.rc('axes', titlesize=font_medium)    # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=font_medium)    # fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=font_small)    # fontsize of the tick labels\n",
    "plt.rc('ytick', labelsize=font_small)    # fontsize of the tick labels\n",
    "plt.rc('legend', fontsize=font_small)    # legend fontsize\n",
    "plt.rc('figure', titlesize=font_large)   # fontsize of the figure title"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T17:42:03.278674Z",
     "start_time": "2020-06-09T17:42:02.115397Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t1 \n",
      "\t1 \n",
      "Setting temperature to 34.000000 C\n",
      "Setting simulation time step to 0.100000 ms\n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n",
      "**********************\n",
      "cADpyr232_L5_TTPC1_0fb1ca4724[0].soma[0]\n",
      "1 \n",
      "1 \n",
      "1 \n",
      "\t1 \n",
      "\t1 \n",
      "\t1 \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from neuron import h\n",
    "h.load_file(\"runModel.hoc\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setting up the stimulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T17:43:43.769624Z",
     "start_time": "2020-06-09T17:43:43.745212Z"
    }
   },
   "outputs": [],
   "source": [
    "def init_stim(delay = 100, len = 800, dur = 500, amp = 0.5, dt = 0.01, start_Vm = -80):\n",
    "    h(\"st.del = \" + str(delay))\n",
    "    h(\"st.dur = \" + str(dur))\n",
    "    h(\"st.amp = \" + str(amp))\n",
    "    h.tstop = len\n",
    "    h.dt = dt\n",
    "\n",
    "def init_settings():\n",
    "    h.dend_na12 =0.026145/2\n",
    "    h.dend_na16 =h.dend_na12\n",
    "    h.dend_k = 0.004226\n",
    "\n",
    "\n",
    "    h.soma_na12 = 0.983955/10\n",
    "    h.soma_na16 = h.soma_na12\n",
    "    h.soma_K = 0.303472\n",
    "\n",
    "    h.ais_na16=4\n",
    "    h.ais_na12=4\n",
    "    h.ais_ca = 0.000990\n",
    "    h.ais_KCa = 0.007104\n",
    "\n",
    "    h.node_na = 2\n",
    "\n",
    "    h.axon_KP =0.973538\n",
    "    h.axon_KT = 0.089259\n",
    "    h.axon_K = 1.021945\n",
    "\n",
    "    h.cell.axon[0].gCa_LVAstbar_Ca_LVAst = 0.001376286159287454\n",
    "    \n",
    "    #h.soma_na12 = h.soma_na12/2\n",
    "    h.naked_axon_na = h.soma_na16/5\n",
    "    h.navshift = -10\n",
    "    h.myelin_na = h.naked_axon_na\n",
    "    h.myelin_K = 0.303472\n",
    "    h.myelin_scale = 10\n",
    "    h.gpas_all = 3e-5\n",
    "    h.cm_all = 1\n",
    "    \n",
    "    h.working()\n",
    "    \n",
    "    org_NaV12 = [0.53689831, 1.51229944, 1.5, 0.5, 0.,0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]\n",
    "    org_NaV16 = [0.5, 1.5, 2.5, 3.5, 4., 4., 4., 4., 4., 4., 0.0196791, 0.0196791, 0.0196791, 0.0196791, 0.0196791, 0.0196791, 0.0196791, 0.0196791, 0.0196791]\n",
    "    \n",
    "    nseg = h.cell.axon[0].nseg\n",
    "    for i in range(nseg):\n",
    "        x = i/nseg\n",
    "        h.cell.axon[0](x).gbar_na12 = org_NaV12[i]\n",
    "        h.cell.axon[0](x).gbar_na12mut = org_NaV12[i]\n",
    "        h.cell.axon[0](x).gbar_na16 = org_NaV16[i]\n",
    "    \n",
    "def run_model(start_Vm = -72):\n",
    "\n",
    "    h.finitialize(start_Vm)\n",
    "    timesteps = int(h.tstop/h.dt)\n",
    "    volts = np.zeros(timesteps)\n",
    "    time = np.zeros(timesteps)\n",
    "    for i in range(timesteps):\n",
    "        curr_volt = h.cell.soma[0].v\n",
    "        time[i] = i*h.dt / 1000\n",
    "        volts[i] = curr_volt\n",
    "        h.fadvance()\n",
    "    return volts, time\n",
    "\n",
    "\n",
    "def plot_Soma_I_Na(start_Vm = -72):\n",
    "    h.finitialize(start_Vm)\n",
    "    timesteps = int(h.tstop/h.dt)\n",
    "    \n",
    "\n",
    "    current = np.zeros(timesteps)\n",
    "    time = np.zeros(timesteps)\n",
    "    for i in range(timesteps):\n",
    "        curr_I = h.cell.soma[0](0.5).ina\n",
    "        time[i] = i*h.dt / 1000\n",
    "        current[i] = curr_I\n",
    "        h.fadvance()\n",
    "    return current, time\n",
    "\n",
    "def get_currents(start_Vm = -72):\n",
    "    h.finitialize(start_Vm)\n",
    "    timesteps = int(h.tstop/h.dt)\n",
    "    \n",
    "    I = {}\n",
    "    I['Na'] = np.zeros(timesteps)\n",
    "    I['Ca'] = np.zeros(timesteps)\n",
    "    I['K'] = np.zeros(timesteps)\n",
    "    \n",
    "    time = np.zeros(timesteps)\n",
    "    for i in range(timesteps):\n",
    "\n",
    "        I['Na'][i] = h.cell.soma[0](0.5).ina\n",
    "        I['Ca'][i] = h.cell.soma[0](0.5).ica\n",
    "        I['K'][i] = h.cell.soma[0](0.5).ik\n",
    "        \n",
    "        time[i] = i*h.dt / 1000\n",
    "\n",
    "        h.fadvance()\n",
    "    return I, time\n",
    "\n",
    "\n",
    "def add_ttx():\n",
    "    \n",
    "    h.ais_na16= 0\n",
    "    h.ais_na12= 0\n",
    "    h.dend_na12 = 0\n",
    "    h.dend_na16 = 0\n",
    "    h.soma_na12 = 0\n",
    "    h.soma_na16 = 0\n",
    "    h.node_na = 0\n",
    "    h.naked_axon_na = 0\n",
    "    h.working()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-09T17:48:22.259782Z",
     "start_time": "2020-06-09T17:48:22.022029Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12a7ec860>"
      ]
     },
     "execution_count": 13,
     "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": [
    "# for i in range(h.cell.axon[0].nseg):\n",
    "#     print(i)\n",
    "\n",
    "def replace_AIS_nav12_with_nav16():\n",
    "   \n",
    "    for i in range(nseg):\n",
    "        x = i/ h.cell.axon[0].nseg\n",
    "        NaV12 = h.cell.axon[0](x).gbar_na12 + h.cell.axon[0](x).gbar_na12mut\n",
    "        h.cell.axon[0](x).gbar_na16 = h.cell.axon[0](x).gbar_na16 + NaV12\n",
    "        h.ais_na12= 0\n",
    "        h.working()\n",
    "\n",
    "\n",
    "init_settings()\n",
    "replace_AIS_nav12_with_nav16()\n",
    "# h.ais_na12= 0\n",
    "# h.dend_na12 = 0\n",
    "# h.soma_na12 = 0\n",
    "# h.working()\n",
    "\n",
    "NaV12 = []\n",
    "NaV16 = []\n",
    "distance = []\n",
    "nseg = h.cell.axon[0].nseg\n",
    "\n",
    "for i in range(nseg):\n",
    "    x = i/nseg\n",
    "    distance.append(x)\n",
    "    NaV12.append(h.cell.axon[0](x).gbar_na12 + h.cell.axon[0](x).gbar_na12mut)\n",
    "    NaV16.append(h.cell.axon[0](x).gbar_na16)\n",
    "  \n",
    "NaV12 = np.asarray(NaV12)\n",
    "NaV16 = np.asarray(NaV16)   \n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.gca()\n",
    "\n",
    "ax.plot(distance, NaV12, label = 'NaV12')\n",
    "ax.plot(distance, NaV16, label = 'NaV16')\n",
    "ax.plot(distance, NaV12 + NaV16, label = 'NaV12 + NaV16')\n",
    "\n",
    "ax.legend()\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "init_stim(dur = 300, len = 500, amp = .5, dt = 0.02)\n",
    "\n",
    "init_settings()\n",
    "# add_ttx()\n",
    "# h.cell.axon[0].gCa_LVAstbar_Ca_LVAst = h.cell.axon[0].gCa_LVAstbar_Ca_LVAst * 900 # to update T channels\n",
    "# h.ais_KCa = 0\n",
    "volts, time = run_model()\n",
    "dvdt = np.gradient(volts)/h.dt\n",
    "\n",
    "fig = plt.figure(figsize = (10, 5))\n",
    "ax1 = fig.add_subplot(121)\n",
    "ax1.set_xlabel('Time (sec)')\n",
    "ax1.set_ylabel('Vm (mV)')\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.set_xlabel('Vm (mV)')\n",
    "ax2.set_ylabel('dVdt (V/s)')\n",
    "\n",
    "ax1.plot(time,volts)\n",
    "ax2.plot(volts,dvdt)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "I, time = get_currents(start_Vm = -72)\n",
    "\n",
    "fig = plt.figure(figsize = (10, 5))\n",
    "ax1 = fig.add_subplot(111)\n",
    "ax1.set_xlabel('Time (sec)')\n",
    "# ax1.set_ylabel('I_Na')\n",
    "\n",
    "ax1.plot(time, I['Na'])\n",
    "ax1.plot(time, I['Ca'])\n",
    "ax1.plot(time, I['K'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (10, 5))\n",
    "ax1 = fig.add_subplot(111)\n",
    "ax1.set_xlabel('Time (sec)')\n",
    "# ax1.set_ylabel('I_Na')\n",
    "\n",
    "ax1.plot(time, I['Na'])\n",
    "ax1.plot(time, I['Ca'])\n",
    "ax1.plot(time, I['K'])\n",
    "ax1.set_xlim(0.115, 0.13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'dVdt (V/s)')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "init_stim(dur = 300, len = 400, amp = .2, dt = .02, delay = 50)\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize = (10, 5))\n",
    "ax1 = fig.add_subplot(121)\n",
    "ax1.set_xlabel('Time (sec)')\n",
    "ax1.set_ylabel('Vm (mV)')\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.set_xlabel('Vm (mV)')\n",
    "ax2.set_ylabel('dVdt (V/s)')\n",
    "\n",
    "init_settings()\n",
    "h.soma_na12 = h.soma_na12*1.3\n",
    "h.soma_na16 = h.soma_na16*.85\n",
    "h.working()\n",
    "\n",
    "volts, time = run_model()\n",
    "dvdt = np.gradient(volts)/h.dt\n",
    "ax1.plot(time,volts, color = 'black')\n",
    "ax2.plot(volts,dvdt, color = 'black')\n",
    "\n",
    "init_settings()\n",
    "h.ais_na12 = h.ais_na12/2\n",
    "h.soma_na12 = h.soma_na12/2\n",
    "# h.ais_na16 = h.ais_na16 * 1.3\n",
    "h.working()\n",
    "\n",
    "volts, time = run_model()\n",
    "dvdt = np.gradient(volts)/h.dt\n",
    "ax1.plot(time,volts, color = 'skyblue')\n",
    "ax2.plot(volts,dvdt, color = 'skyblue')\n",
    "\n",
    "init_settings()\n",
    "h.ais_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "# h.ais_na16 = h.ais_na16 * 1.5\n",
    "h.working()\n",
    "\n",
    "volts, time = run_model()\n",
    "volts, time = run_model()\n",
    "dvdt = np.gradient(volts)/h.dt\n",
    "ax1.plot(time,volts, color = 'red')\n",
    "ax2.plot(volts,dvdt, color = 'red')\n",
    "\n",
    "# ax2.set_xlim(-55, -45)\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12ad5dc50>"
      ]
     },
     "execution_count": 53,
     "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": [
    "from scipy.signal import find_peaks\n",
    "\n",
    "\n",
    "def FI_curve(stims, dur = 2000, len = 2100, dt = .1):\n",
    "    f = []\n",
    "    i = []\n",
    "    for stim in stims:\n",
    "        i.append(stim)\n",
    "        init_stim(dur = dur, len = len, amp = stim, dt = dt)\n",
    "        volts, time = run_model()\n",
    "        \n",
    "        peaks = find_peaks(volts)[0]\n",
    "        \n",
    "        num_spikes = 0\n",
    "        for peak in peaks:\n",
    "            if volts[peak] > -40:\n",
    "                num_spikes = num_spikes + 1\n",
    "        f.append(num_spikes)\n",
    "    \n",
    "    return f, i\n",
    "\n",
    "stims = np.arange(0, 1, .1)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.gca()\n",
    "ax.set_ylabel('Spikes per epoch (300 ms)')\n",
    "ax.set_xlabel('Current injection (nA)')\n",
    "\n",
    "init_settings()\n",
    "h.soma_na12 = h.soma_na12*1.3\n",
    "h.soma_na16 = h.soma_na16*.85\n",
    "\n",
    "h.working()\n",
    "f, i = FI_curve(stims)\n",
    "ax.plot(i, f, color = 'k', label = 'WT')\n",
    "\n",
    "h.ais_na12 = h.ais_na12/2\n",
    "h.soma_na12 = h.soma_na12/2\n",
    "h.working()\n",
    "f, i = FI_curve(stims)\n",
    "ax.plot(i, f, color = 'skyblue', label = '50% NaV1.2')\n",
    "\n",
    "h.ais_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "# h.ais_na16 = h.ais_na16 * 1.5\n",
    "h.working()\n",
    "f, i = FI_curve(stims)\n",
    "ax.plot(i, f, color = 'red', label = 'No NaV1.2')\n",
    "\n",
    "\n",
    "h.ais_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "h.ais_na16 = h.ais_na16 * 1.5\n",
    "h.working()\n",
    "f, i = FI_curve(stims)\n",
    "ax.plot(i, f, color = 'firebrick', label = 'No NaV1.2 + 1.5x NaV1.6')\n",
    "\n",
    "ax.legend(frameon=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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": [
    "fig = plt.figure()\n",
    "ax = plt.gca()\n",
    "\n",
    "init_settings()\n",
    "h.soma_na12 = h.soma_na12*1.3\n",
    "h.soma_na16 = h.soma_na16*.85\n",
    "h.ais_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "h.ais_na16 = h.ais_na16 * 1.5\n",
    "\n",
    "stims = np.arange(0, 1, .2)\n",
    "for i, stim in enumerate(stims):\n",
    "    init_stim(dur = 300, len = 450, amp = stim, dt = 0.1)\n",
    "    volts, time = run_model()\n",
    "    \n",
    "    ax.plot(time, volts + i*80, color = 'k')\n",
    "    \n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x130a947f0>"
      ]
     },
     "execution_count": 67,
     "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": [
    "fig = plt.figure()\n",
    "ax = plt.gca()\n",
    "ax.set_ylabel('Spikes per epoch (300 ms)')\n",
    "ax.set_xlabel('Current injection (nA)')\n",
    "\n",
    "ax.set_title('Hom AIS NaV1.6 compensation comparison')\n",
    "init_settings()\n",
    "h.soma_na12 = h.soma_na12*1.3\n",
    "h.soma_na16 = h.soma_na16*.85\n",
    "\n",
    "h.ais_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "h.soma_na12 = 0\n",
    "# h.ais_na16 = h.ais_na16 * 1.5\n",
    "h.working()\n",
    "f, i = FI_curve(stims)\n",
    "ax.plot(i, f, color = 'k', label = 'Hom')\n",
    "\n",
    "h.ais_na16 = h.ais_na16 * 1.5\n",
    "h.working()\n",
    "f, i = FI_curve(stims)\n",
    "ax.plot(i, f, color = 'red', label = 'Hom + 1.5x AIS NaV1.6')\n",
    "\n",
    "ax.legend(frameon=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "scrolled": false
   },
   "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": [
    "stims = np.arange(0,.6,0.1)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.gca()\n",
    "init_stim(dur = 300, len = 450, amp = 1)\n",
    "init_settings()\n",
    "\n",
    "\n",
    "\n",
    "for stim in stims:\n",
    "    init_stim(amp = stim)\n",
    "    volts, time = run_model()\n",
    "\n",
    "    ax.plot(time, volts)\n",
    "    plt.show()\n",
    "#     dvdt = np.gradient(volts)/h.dt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Make  a het"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h.ais_na12=h.ais_na12/2\n",
    "h.soma_na12 = h.soma_na12/2\n",
    "h.dend_na12 = h.dend_na12/2\n",
    "h.working()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Running simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid token (<ipython-input-12-87f472942b85>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-12-87f472942b85>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    NaV1_2_amount = nparange(0,1.1,.1_\u001b[0m\n\u001b[0m                                     ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid token\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n",
      "0.9\n",
      "0.8\n",
      "0.7000000000000001\n",
      "0.6000000000000001\n",
      "0.5000000000000001\n",
      "0.40000000000000013\n",
      "0.30000000000000016\n",
      "0.20000000000000018\n",
      "0.1000000000000002\n",
      "2.220446049250313e-16\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "init_stim(dur = 25, len = 125, amp = .5)\n",
    "\n",
    "\n",
    "NaV1_2_amount = np.arange(1,-0.1,-.1)\n",
    "\n",
    "fig = plt.figure(figsize = (10, 5))\n",
    "ax1 = fig.add_subplot(121)\n",
    "ax1.set_xlabel('Time (sec)')\n",
    "ax1.set_ylabel('Vm (mV)')\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.set_xlabel('Vm (mV)')\n",
    "ax2.set_ylabel('dVdt (V/s)')\n",
    "\n",
    "for val in NaV1_2_amount:\n",
    "    init_settings()\n",
    "    h.ais_na12=h.ais_na12*val\n",
    "    h.soma_na12 = h.soma_na12*1.5\n",
    "    h.soma_na12 = h.soma_na12*val\n",
    "    \n",
    "    h.dend_na12 = h.dend_na12*val\n",
    "    h.dend_na16 = 0\n",
    "    h.soma_na16 = h.soma_na16*.7\n",
    "    h.working()\n",
    "    print(val)\n",
    "    volts, time = run_model()\n",
    "    dvdt = np.gradient(volts)/h.dt\n",
    "\n",
    "    ax1.plot(time,volts)\n",
    "    ax2.plot(volts,dvdt)\n",
    "#     break\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "init_stim(dur = 25, len = 125, amp = .5)\n",
    "\n",
    "\n",
    "scale_factors = np.arange(0,1.5,.2)\n",
    "fig = plt.figure(figsize = (10, 5))\n",
    "ax1 = fig.add_subplot(121)\n",
    "ax1.set_xlabel('Time (sec)')\n",
    "ax1.set_ylabel('Vm (mV)')\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.set_xlabel('Vm (mV)')\n",
    "ax2.set_ylabel('dVdt (V/s)')\n",
    "\n",
    "for s in scale_factors:\n",
    "    init_settings()\n",
    "#     h.ais_na12=h.ais_na12*val\n",
    "#     h.soma_na12 = h.soma_na12*1.5\n",
    "#     h.soma_na12 = h.soma_na12*val\n",
    "    \n",
    "#     h.dend_na12 = h.dend_na12*val\n",
    "    h.dend_na16 = h.dend_na16 * s\n",
    "    h.dend_na12 = h.dend_na12 * s\n",
    "#     h.soma_na16 = h.soma_na16*.7\n",
    "    h.working()\n",
    "\n",
    "    volts, time = run_model()\n",
    "    dvdt = np.gradient(volts)/h.dt\n",
    "\n",
    "    ax1.plot(time,volts)\n",
    "    ax2.plot(volts,dvdt)\n",
    "#     break\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}