{ "metadata": { "name": "", "signature": "sha256:526a0cf23c935a4344b92cc19782b28a70621d724a34b791ca9c707c7aa13e82" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import division, print_function" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 83 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading tracking data from Blair lab test data set\n", "\n", "We need to get some tracking data to run the toy model simulation on. We will use a short segment of the Blair test data set, but long enough to at least coarsely visit most locations in the environment. \n", "\n", "The data is stored in MATLAB files, so we need MATLAB loading functions." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.io as sio" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 84 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Directory structure\n", "\n", "The test data set for rat 10 day 8 is located under the root folder `~/theta-data/`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "root = '/Users/joe/data/blab/'\n", "dataset = os.path.join(root, 'OTheta10/OTheta10_Day8')\n", "assert os.path.isdir(dataset)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 85 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the tracking data\n", "Load the `trackdata.mat` file into the workspace." ] }, { "cell_type": "code", "collapsed": false, "input": [ "tracking_file = os.path.join(dataset, 'trackdata.mat')\n", "trackdata = sio.loadmat(tracking_file)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 86 }, { "cell_type": "code", "collapsed": false, "input": [ "print(*sorted(trackdata.keys()), sep=', ')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Position_AV, Position_HD, Position_MD, Position_Speed, Position_X, Position_Y, __globals__, __header__, __version__, avint_ccw, avint_cw, avint_straight, ds_0, ds_120, ds_150, ds_180, ds_210, ds_240, ds_270, ds_30, ds_300, ds_330, ds_60, ds_90, fastints, slowints, stillints\n" ] } ], "prompt_number": 87 }, { "cell_type": "code", "collapsed": false, "input": [ "start = 1000.0 # s\n", "duration = 1500.0 # s\n", "fs = 30.0 # s\n", "res = 5.25 # pixels/cm\n", "\n", "t0 = int(start * fs)\n", "N = int(duration * fs)\n", "t_slice = slice(t0, t0 + N)\n", "\n", "print('Starting at sample %d for a total of %d samples.' % (t0, N))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Starting at sample 30000 for a total of 45000 samples.\n" ] } ], "prompt_number": 88 }, { "cell_type": "code", "collapsed": false, "input": [ "x, t = trackdata['Position_X'][t_slice].T\n", "y = trackdata['Position_Y'][t_slice,0]\n", "print('Data starts at t = %f.' % t[0])\n", "\n", "# Convert from pixels to cm\n", "x /= res\n", "y /= res\n", "\n", "import numpy as np\n", "pos = np.c_[t, x, y].T\n", "print('New position shape = ', pos.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Data starts at t = 1101.453375.\n", "New position shape = (3, 45000)\n" ] } ], "prompt_number": 89 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot the tracking data segment\n", "\n", "Using matplotlib inline" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 90 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot(x, y, 'k-', alpha=0.7)\n", "plt.axis('equal')\n", "plt.xlabel('x')\n", "plt.ylabel('y')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 91, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEPCAYAAAC3NDh4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 91 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save the tracking segment\n", "\n", "Store the data as numpy array in modeling data subdirectory.\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "model_path = '/Users/joe/source/phase_model'\n", "data_path = os.path.join(model_path, 'data')\n", "assert os.path.isdir(data_path)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 92 }, { "cell_type": "code", "collapsed": false, "input": [ "save_file = os.path.join(data_path, 'pos.npy')\n", "np.save(save_file, pos)\n", "print('Saved:', save_file)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Saved: /Users/joe/source/phase_model/data/pos.npy\n" ] } ], "prompt_number": 93 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Position data file pos.npy is a row-wise matrix of time, x-position, and y-position." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Verify the saved tracking data\n", "\n", "Load the saved binary array data from the model directory to verify. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "pos_saved = np.load(save_file)\n", "plt.plot(pos_saved[1], pos_saved[2], 'b-', alpha=0.7)\n", "plt.axis('equal')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 94, "text": [ "(-40.0, 40.0, -40.0, 40.0)" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0ezVAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 94 } ], "metadata": {} } ] }