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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example plot for LFPy: Passive cell model adapted from Mainen and Sejnokwski (1996)\n",
    "This is an example scripts using LFPy with a passive cell model adapted from\n",
    "Mainen and Sejnowski, Nature 1996, for the original files, see\n",
    "http://senselab.med.yale.edu/modeldb/ShowModel.asp?model=2488\n",
    "\n",
    "Here, excitatory and inhibitory neurons are distributed on different parts of\n",
    "the morphology, with stochastic spike times produced by the\n",
    "NEURON's NetStim objects associated with each individual synapse.\n",
    "\n",
    "Otherwise similar to `LFPy-example-8.ipynb`\n",
    "\n",
    "    \n",
    "Copyright (C) 2017 Computational Neuroscience Group, NMBU.\n",
    "\n",
    "This program is free software: you can redistribute it and/or modify\n",
    "it under the terms of the GNU General Public License as published by\n",
    "the Free Software Foundation, either version 3 of the License, or\n",
    "(at your option) any later version.\n",
    "\n",
    "This program is distributed in the hope that it will be useful,\n",
    "but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
    "MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the\n",
    "GNU General Public License for more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing some modules, setting some matplotlib values for pl.plot.\n",
    "import LFPy\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams.update({'font.size' : 12,\n",
    "                     'figure.facecolor' : '1',\n",
    "                     'figure.subplot.wspace' : 0.5,\n",
    "                     'figure.subplot.hspace' : 0.5})\n",
    "\n",
    "#seed for random generation\n",
    "np.random.seed(1234)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Function declaration:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def insert_synapses(synparams, section, n, netstimParameters):\n",
    "    '''find n compartments to insert synapses onto'''\n",
    "    idx = cell.get_rand_idx_area_norm(section=section, nidx=n)\n",
    "\n",
    "    #Insert synapses in an iterative fashion\n",
    "    for i in idx:\n",
    "        synparams.update({'idx' : int(i)})\n",
    "\n",
    "        # Create synapse(s) and setting times using the Synapse class in LFPy\n",
    "        s = LFPy.Synapse(cell, **synparams)\n",
    "        s.set_spike_times_w_netstim(**netstimParameters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameters etc.:\n",
    "Define parameters, using dictionaries. It is possible to set a few more parameters for each class or functions, but\n",
    "we chose to show only the most important ones here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define cell parameters used as input to cell-class\n",
    "cellParameters = {\n",
    "    'morphology' : 'morphologies/L5_Mainen96_wAxon_LFPy.hoc',\n",
    "    'cm' : 1.0,                 # membrane capacitance\n",
    "    'Ra' : 150,                 # axial resistance\n",
    "    'v_init' : -65,             # initial crossmembrane potential\n",
    "    'passive' : True,           # switch on passive mechs\n",
    "    'passive_parameters' : {'g_pas' : 1./30000, 'e_pas' : -65}, # passive params    \n",
    "    'nsegs_method' : 'lambda_f',# method for setting number of segments,\n",
    "    'lambda_f' : 100,           # segments are isopotential at this frequency\n",
    "    'dt' : 2**-4,               # dt of LFP and NEURON simulation.\n",
    "    'tstart' : -100,          #start time, recorders start at t=0\n",
    "    'tstop' : 200,            #stop time of simulation\n",
    "    #'custom_code'  : ['active_declarations_example3.hoc'], # will run this file\n",
    "}\n",
    "\n",
    "# Synaptic parameters taken from Hendrickson et al 2011\n",
    "# Excitatory synapse parameters:\n",
    "synapseParameters_AMPA = {\n",
    "    'e' : 0,                    #reversal potential\n",
    "    'syntype' : 'Exp2Syn',      #conductance based exponential synapse\n",
    "    'tau1' : 1.,                #Time constant, rise\n",
    "    'tau2' : 3.,                #Time constant, decay\n",
    "    'weight' : 0.005,           #Synaptic weight\n",
    "    'record_current' : True,    #record synaptic currents\n",
    "}\n",
    "# Excitatory synapse parameters\n",
    "synapseParameters_NMDA = {         \n",
    "    'e' : 0,\n",
    "    'syntype' : 'Exp2Syn',\n",
    "    'tau1' : 10.,\n",
    "    'tau2' : 30.,\n",
    "    'weight' : 0.005,\n",
    "    'record_current' : True,\n",
    "}\n",
    "# Inhibitory synapse parameters\n",
    "synapseParameters_GABA_A = {         \n",
    "    'e' : -80,\n",
    "    'syntype' : 'Exp2Syn',\n",
    "    'tau1' : 1.,\n",
    "    'tau2' : 12.,\n",
    "    'weight' : 0.005,\n",
    "    'record_current' : True\n",
    "}\n",
    "# where to insert, how many, and which input statistics\n",
    "insert_synapses_AMPA_args = {\n",
    "    'section' : 'apic',\n",
    "    'n' : 100,\n",
    "    'netstimParameters': {\n",
    "        'number' : 1000,\n",
    "        'start' : 0,\n",
    "        'noise' : 1,\n",
    "        'interval' : 20,\n",
    "    }\n",
    "}\n",
    "insert_synapses_NMDA_args = {\n",
    "    'section' : ['dend', 'apic'],\n",
    "    'n' : 15,\n",
    "    'netstimParameters': {\n",
    "        'number' : 1000,\n",
    "        'start' : 0,\n",
    "        'noise' : 1,\n",
    "        'interval' : 90,\n",
    "    }\n",
    "}\n",
    "insert_synapses_GABA_A_args = {\n",
    "    'section' : 'dend',\n",
    "    'n' : 100,\n",
    "    'netstimParameters': {\n",
    "        'number' : 1000,\n",
    "        'start' : 0,\n",
    "        'noise' : 1,\n",
    "        'interval' : 20,\n",
    "    }\n",
    "}\n",
    "\n",
    "# Define electrode geometry corresponding to a laminar electrode, where contact\n",
    "# points have a radius r, surface normal vectors N, and LFP calculated as the\n",
    "# average LFP in n random points on each contact:\n",
    "N = np.empty((16, 3))\n",
    "for i in range(N.shape[0]): N[i,] = [1, 0, 0] #normal unit vec. to contacts\n",
    "# put parameters in dictionary\n",
    "electrodeParameters = {\n",
    "    'sigma' : 0.3,              # Extracellular potential\n",
    "    'x' : np.zeros(16) + 25,      # x,y,z-coordinates of electrode contacts\n",
    "    'y' : np.zeros(16),\n",
    "    'z' : np.linspace(-500, 1000, 16),\n",
    "    'n' : 20,\n",
    "    'r' : 10,\n",
    "    'N' : N,\n",
    "}\n",
    "\n",
    "# Parameters for the cell.simulate() call, recording membrane- and syn.-currents\n",
    "simulationParameters = {\n",
    "    'rec_imem' : True,  # Record Membrane currents during simulation\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Main simulation procedure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize cell instance, using the LFPy.Cell class\n",
    "cell = LFPy.Cell(**cellParameters)\n",
    "\n",
    "# Insert synapses using the function defined earlier\n",
    "insert_synapses(synapseParameters_AMPA, **insert_synapses_AMPA_args)\n",
    "insert_synapses(synapseParameters_NMDA, **insert_synapses_NMDA_args)\n",
    "insert_synapses(synapseParameters_GABA_A, **insert_synapses_GABA_A_args)\n",
    "\n",
    "# Perform NEURON simulation, results saved as attributes in the cell instance\n",
    "cell.simulate(**simulationParameters)\n",
    "\n",
    "# Initialize electrode geometry, then calculate the LFP, using the\n",
    "# LFPy.RecExtElectrode class. Note that now cell is given as input to electrode\n",
    "# and created after the NEURON simulations are finished\n",
    "electrode = LFPy.RecExtElectrode(cell, **electrodeParameters)\n",
    "electrode.calc_lfp()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting some variables and geometry, saving output to .pdf.\n",
    "from example_suppl import plot_ex3\n",
    "fig = plot_ex3(cell, electrode)\n",
    "#fig.savefig('LFPy-example-9.pdf', dpi=300)"
   ]
  },
  {
   "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}