{ "metadata": { "name": "", "signature": "sha256:6bda67fb0b8a3868cfc469fddd7bd9450253b3b9698a0de1152ca81dfdf96bb8" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": true, "input": [ "from __future__ import division, print_function\n", "\n", "import os\n", "\n", "from tools.plot import quicktitle\n", "from tools.radians import xy_to_rad_vec\n", "from tools.filters import quick_boxcar\n", "from tools.images import tiling_dims\n", "\n", "from trajectory import *" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "WARNING py.warnings: /Users/joe/anaconda/lib/python2.7/site-packages/jinja2/loaders.py:212: UserWarning: Module argparse was already imported from /Users/joe/anaconda/lib/python2.7/argparse.pyc, but /Users/joe/anaconda/lib/python2.7/site-packages is being added to sys.path\n", " from pkg_resources import DefaultProvider, ResourceManager, \\\n", "\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "WARNING:py.warnings:/Users/joe/anaconda/lib/python2.7/site-packages/jinja2/loaders.py:212: UserWarning: Module argparse was already imported from /Users/joe/anaconda/lib/python2.7/argparse.pyc, but /Users/joe/anaconda/lib/python2.7/site-packages is being added to sys.path\n", " from pkg_resources import DefaultProvider, ResourceManager, \\\n", "\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "importing IPython notebook from trajectory.ipynb\n" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Brian import" ] }, { "cell_type": "code", "collapsed": true, "input": [ "from brian2 import *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LVC neuron group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set up the LVC neuron equations and group:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "N_LVC = 16\n", "LVC_width_min = 15 * cm\n", "LVC_width_max = 30 * cm\n", "\n", "lvc_eqs = \"\"\"\n", " f = exp(-D**2 / (2 * width**2)) : 1\n", " D = sqrt((X - Xf)**2 + (Y - Yf)**2) : meter\n", " rpref : meter\n", " width : meter\n", " Xf : meter\n", " Yf : meter\n", " X : meter (linked)\n", " Y : meter (linked)\n", "\"\"\"\n", "\n", "LVC = NeuronGroup(N_LVC, model=lvc_eqs)\n", "\n", "LVC.X = linked_var(Trajectory, 'X')\n", "LVC.Y = linked_var(Trajectory, 'Y')\n", "\n", "LVC.Xf, LVC.Yf = arena_sample(N_LVC)\n", "LVC.width = permutation(linspace(LVC_width_min, LVC_width_max, N_LVC)) * meter" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show LVC parameter units and distributions:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_lvc_parameters():\n", " f, ax = subplots(1,2, figsize=(13,4))\n", " ax1, ax2 = ax\n", " f.suptitle('LVC neuron parameters')\n", "\n", " ax1.scatter(LVC.Xf / cm, LVC.Yf / cm, marker='.', s=49, color='r')\n", " draw_arena(ax1)\n", " ax1.axis('equal')\n", " ax1.axis([-70,70,-50,50])\n", " ax1.set_xlabel('Landmark locations')\n", " print('unit(Xf) =', get_unit(LVC.Xf))\n", "\n", " ax2.hist(LVC.width / cm)\n", " ax2.set_xlabel('Landmark width')\n", " print('unit(width) =', get_unit(LVC.width))\n", " return f\n", "\n", "f = plot_lvc_parameters()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "unit(Xf) = m\n", "unit(width) = m\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAwAAAAEhCAYAAADI7sc0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGlEBICIiIiKSRlQAiIiIiIikkf8PgzIGCZJXHkAAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "imagefn = 'LVC_parameters.pdf'\n", "posterdir = '/Users/joe/projects/poster'\n", "\n", "savepath = os.path.join(posterdir, imagefn)\n", "f.savefig(savepath)" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Landmark vector activity\n", "This function `lvc(d)` is a Gaussian of distance `d` from a landmark reference point, which will be used to emulate landmark-vector-cell activity. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "def lvc(D, rpref=20 * cm, width=10*cm):\n", " width = sqrt(width * rpref)\n", " return exp(-D**2 / (2 * width**2)) / sqrt(2 * pi * width)\n", "\n", "# Plot bvc(d) for different values of g_radius\n", "def plot_lvc_function():\n", " x = linspace(-R_arena, R_arena, 100)\n", " for r in np.linspace(LVC_width_min, LVC_width_max, 8):\n", " plt.plot(x / cm, lvc(x, rpref=r), label='%d cm' % (r / cm))\n", " plt.xlabel('distance (cm)')\n", " plt.ylabel('bvc(distance)')\n", " plt.legend(loc='upper right');\n", " return plt.gcf()\n", "f = plot_lvc_function()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEPCAYAAABCyrPIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4DiO4wDwPymbbX8qnJHeAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "imagefn = 'LVC_width_profile.pdf'\n", "posterdir = '/Users/joe/projects/poster'\n", "\n", "savepath = os.path.join(posterdir, imagefn)\n", "f.savefig(savepath)" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trajectory and neuron monitors\n", "Set up monitors for the trajectory signals and the neuron model variables." ] }, { "cell_type": "code", "collapsed": false, "input": [ "mon = StateMonitor(LVC, ('f', 'D'), record=True)\n", "posmon = StateMonitor(LVC, ('X', 'Y'), record=[0])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reset the clock and run the simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Update the default simulation clock to concur with the timing of the trajectory segment that we're using." ] }, { "cell_type": "code", "collapsed": false, "input": [ "defaultclock.dt = 10 * ms\n", "defaultclock.start = 0.0 * second\n", "\n", "run(300 * second)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "WARNING brian2.utils.timedarray: Group uses a dt of 10. ms while TimedArray uses dt of 33.375 ms\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(posmon.X[0] / cm, posmon.Y[0] / cm);\n", "draw_arena()\n", "axis('equal')\n", "axis([-70,70,-50,50])\n", "xlabel('X (cm)')\n", "ylabel('Y (cm)')\n", "f = plt.gcf()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhUIBJQwUCoVCAeD/AW4hhVXSaL76AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "imagefn = 'plain_trajectory.pdf'\n", "posterdir = '/Users/joe/projects/poster'\n", "\n", "savepath = os.path.join(posterdir, imagefn)\n", "f.savefig(savepath)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting distance and LVC firing rate" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f, ax = subplots(2, 1, sharex=True, figsize=(8,5))\n", "ax1, ax2 = ax\n", "\n", "# Plot distance from preferred location\n", "ax1.plot(mon.t, mon.D[0])\n", "ax1.set_ylabel('distance (cm)')\n", "ax1.set_ylim(bottom=0)\n", "\n", "# Plot firing rate\n", "ax2.plot(mon.t, mon.f[0], 'r-')\n", "ax2.set_ylabel('firing rate (au)');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAfcAAAE4CAYAAABGy7pGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nbcgAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Now, plot the firing rate profile of the LVC neurons in space." ] }, { "cell_type": "code", "collapsed": false, "input": [ "r, c = (2, 8) # tiling_dims(N_LVC)\n", "\n", "f, ax = subplots(r, c, sharey=True, sharex=True, figsize=(16,4))\n", "ax = ax.flatten()\n", "\n", "f.suptitle('Landmark Vector Cell Layer')\n", "\n", "# Phase-coded spatial trajectory plot\n", "def plot_phase_trajectory(i, ax):\n", " ax.plot(LVC.Xf[i] / cm, LVC.Yf[i] / cm, 'm+', ms=20, mew=3)\n", " ax.scatter(posmon.X / cm, posmon.Y / cm, c=mon.f[i], cmap='jet', linewidths=0)\n", " ax.axis('equal')\n", " ax.set_axis_off()\n", " draw_arena(ax)\n", "\n", "for i in xrange(N_LVC):\n", " plot_phase_trajectory(i, ax[i])\n", " quicktitle(ax[i], 'LVC %d' % i)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA6MAAAESCAYAAAAIbwPlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nC0uT/AAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save the poster figure" ] }, { "cell_type": "code", "collapsed": false, "input": [ "imagefn = 'LVC_examples.png'\n", "posterdir = '/Users/joe/projects/poster'\n", "\n", "savepath = os.path.join(posterdir, imagefn)\n", "f.savefig(savepath, dpi=600)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 } ], "metadata": {} } ] }