{ "metadata": { "name": "", "signature": "sha256:451a2eaea258616e1c51c8a83cd3a7776402d2545ed1596be1ce35f0ab2c151d" }, "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": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## BVC neuron group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set up the BVC neuron equations and group:" ] }, { "cell_type": "code", "collapsed": true, "input": [ "N_BVC = 16\n", "BVC_width = 10 * cm\n", "BVC_rpref_min = 10 * cm\n", "BVC_rpref_max = 25 * cm\n", "\n", "bvc_eqs = \"\"\"\n", " f = (D / D_arena) * exp(-(D - D_arena + rpref)**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", "BVC = NeuronGroup(N_BVC, model=bvc_eqs)\n", "\n", "BVC.X = linked_var(Trajectory, 'X')\n", "BVC.Y = linked_var(Trajectory, 'Y')\n", "\n", "BVC.Xf, BVC.Yf = rim_sample(N_BVC)\n", "BVC.rpref = permutation(linspace(BVC_rpref_min, BVC_rpref_max, N_BVC)) * meter\n", "BVC.width = sqrt(BVC_width * BVC.rpref)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show BVC parameter units and distributions:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_bvc_parameters():\n", " f, ax = subplots(1,2, figsize=(13,4))\n", " ax1, ax2 = ax\n", " f.suptitle('BVC neuron parameters')\n", "\n", " ax1.scatter(BVC.Xf / cm, BVC.Yf / cm, marker='o', s=49, color='r')\n", " draw_arena(ax1)\n", " ax1.axis('equal')\n", " ax1.axis([-70,70,-50,50])\n", " ax1.set_xlabel('Boundary reference locations')\n", " print('unit(Xf) =', get_unit(BVC.Xf))\n", "\n", " ax2.hist(BVC.rpref / cm)\n", " ax2.set_xlabel('Preferred distance (cm)')\n", " print('unit(width) =', get_unit(BVC.width))\n", " return f\n", "\n", "f = plot_bvc_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": 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eezRv3pzzzz+fww8/PHSsRGvWrBkDBw7k+OOP56677mL27NncfvvtlJSUcNppp4WOJyIi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\nIiKyp1QBkNyZMgVLV+N1h8m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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "imagefn = 'BVC_parameters.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": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boundary vector activity\n", "This function `bvc(d)` is a skewed Gaussian of distance `d` from a focal point, which will be used to emulate boundary-vector-cell activity. The focal point will act as a spatial phase or offset for a ring of activity about the same size as the environment. The preferred distance (`rpref`) and the focus point (`Xp,Yp`) are the parameters that vary between BVCs." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def bvc(D, rpref=20 * cm, width=10*cm):\n", " width = sqrt(width * rpref)\n", " return 1.2 * (D / D_arena) * exp(-(D - D_arena + rpref)**2 / (2 * width**2))\n", "\n", "# Plot bvc(d) for different values of g_radius\n", "def plot_bvc_function():\n", " x = linspace(0,100,100) * cm\n", " for r in np.linspace(BVC_rpref_min, BVC_rpref_max, 8):\n", " plt.plot(x / cm, bvc(x, rpref=r), label='%d cm' % (r / cm))\n", " plt.vlines([80], 0, 1.2, linestyles='--', zorder=-10)\n", " plt.xlabel('Reference Distance (cm)')\n", " plt.ylabel('Firing Rate')\n", " plt.legend(loc='upper left');\n", " return plt.gcf()\n", "f = plot_bvc_function()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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F9Q0SXDf14UNaXHxO5fnyVe2NcESkVCnJaYMT3Uu8R0REBw8SWVkR/fknUWYm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Mhi8poXw8kZtB/rIHkkSeJwguThJG372siKZlGwqIDo4iiFKwqZtDRK47xsjne1c7S9naPJJAcT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\n", "text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "imagefn = 'BVC_firing_rate_function.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": 23 }, { "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(BVC, ('f', 'D'), record=True)\n", "posmon = StateMonitor(BVC, ('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", "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])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "[-70, 70, -50, 50]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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SAmHevDlzzpzM/fsz79rFnCMHVgT9++NYZqyYChVi7tcPx9+/n3TjE6QczAl0YUP/iomN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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting distance and BVC 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": 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qJXHGGcbP0xoNPjVFyoxRg6/3v5/mdRw6FPpajXjzTTqH6g55bmNFuNczxr46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5ugM+D+29ycutOnG+yBYM/j6qp+KqYKfX36Jlc2iOKW53MyPW2XOJh00irDNsQXAyYrtQtU1vZX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\nP1wuFASb6o6urlJyL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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Now, plot the firing rate profile of the BVC neurons in space." ] }, { "cell_type": "code", "collapsed": false, "input": [ "r, c = (2, 8) # tiling_dims(N_BVC)\n", "\n", "f, ax = subplots(r, c, sharey=True, sharex=True, figsize=(16,4))\n", "ax = ax.flatten()\n", "\n", "f.suptitle('Boundary Vector Cell Layer')\n", "\n", "# Phase-coded spatial trajectory plot\n", "def plot_phase_trajectory(i, ax):\n", " ax.plot(BVC.Xf[i] / cm, BVC.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_BVC):\n", " plot_phase_trajectory(i, ax[i])\n", " quicktitle(ax[i], 'BVC %d' % i)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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s7p5F+2tTYUmgjG4jnLu7I3jfDXSh9PFP4CRangb605ieO636uoTIHy+E7u9C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\nfopOJcp7BGbaETFY58ikHAMW10iumiTbKpxdk+0tVCoW8bhPE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NqS89eu6x6r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GKEA/EblHrL+7S+Kfj1LyPFIE6aMVoG/BbEW2HiQ52wpdtS2QLCNzNcmgAg30voTQmgVEqD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\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a21Xtj0BdBCqV5yJJQCoXYkUt/oWx1JkTAhGmGo/fOeOMrq3AJbOVADPWLrw6YsdxKoEf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\n6rHX3Aq8s4QF8X+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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save the poster image" ] }, { "cell_type": "code", "collapsed": false, "input": [ "imagefn = 'BVC_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": [] } ], "metadata": {} } ] }