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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",
    "`LFPy.inputgenerators.stationary_gamma()` function.\n",
    "\n",
    "Same as `LFPy-example-7.ipynb`, just without the active conductances\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 scipy.stats\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 declarations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def insert_synapses(synparams, section, n, spTimesFun, args):\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",
    "        # Some input spike train using the function call\n",
    "        [spiketimes] = spTimesFun(**args)\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(spiketimes)"
   ]
  },
  {
   "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",
    "    'spTimesFun' : LFPy.inputgenerators.get_activation_times_from_distribution,\n",
    "    'args' : dict(n=1, tstart=0, tstop=cellParameters['tstop'],\n",
    "                  distribution=scipy.stats.gamma,\n",
    "                  rvs_args=dict(a=0.5, loc=0., scale=40)\n",
    "                  )\n",
    "}\n",
    "insert_synapses_NMDA_args = {\n",
    "    'section' : ['dend', 'apic'],\n",
    "    'n' : 15,\n",
    "    'spTimesFun' : LFPy.inputgenerators.get_activation_times_from_distribution,\n",
    "    'args' : dict(n=1, tstart=0, tstop=cellParameters['tstop'],\n",
    "                  distribution=scipy.stats.gamma,\n",
    "                  rvs_args=dict(a=2, loc=0, scale=50)\n",
    "                  )\n",
    "}\n",
    "insert_synapses_GABA_A_args = {\n",
    "    'section' : 'dend',\n",
    "    'n' : 100,\n",
    "    'spTimesFun' : LFPy.inputgenerators.get_activation_times_from_distribution,\n",
    "    'args' : dict(n=1, tstart=0, tstop=cellParameters['tstop'],\n",
    "                  distribution=scipy.stats.gamma,\n",
    "                  rvs_args=dict(a=0.5, loc=0., scale=40)\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": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simulating LFPs....\n",
      "done\n"
     ]
    }
   ],
   "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",
    "print('simulating LFPs....')\n",
    "electrode.calc_lfp()\n",
    "print('done')"
   ]
  },
  {
   "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": [
    "from example_suppl import plot_ex3\n",
    "fig = plot_ex3(cell, electrode)\n",
    "# fig.savefig('LFPy-example-8.pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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