{ "metadata": { "name": "basic-tracking-demo" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Preliminaries\n", "===\n", "\n", "Import the package and choose a movie directory to work with. \n", "\n", "If you don't have a movie, just give a directory for an example movie. We'll fill it with fake image files below." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from path import path # Used in examples\n", "import runtrackpy" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "movdir = path('bigtracks-demo-movie').abspath()\n", "print movdir\n", "movdir.makedirs_p()\n", "frames_extension = 'PNG'\n", "frames_pattern = '*.' + frames_extension" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/Users/nkeim/projects/runtrackpy/examples/bigtracks-demo-movie\n" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Making example data\n", "---\n", "\n", "If you have your own data and want to try it out, skip this part!\n", "\n", "`bigtracks` contains a function for making fake images with random particle motion. We'll save a series of them to the movie directory chosen above." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import runtrackpy.test\n", "import scipy.misc\n", "for framenumber in range(20):\n", " x, y, img = runtrackpy.test.fake_image(framenumber)\n", " scipy.misc.imsave(movdir / 'example_%.4i.%s' % (framenumber, frames_extension), img)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting parameters\n", "----\n", "\n", "What parameters are accepted? You can do this, or run\n", "\n", " runtrackpy.track?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print runtrackpy.track.__doc__" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Utilities to drive the Caswell Python tracking code (as modified by NCK).\n", "\n", "Functions of note:\n", " identify_frame() previews feature identification.\n", " track2disk() implements a complete tracking workflow.\n", "\n", "The 'params' dictionaries required below have the following options:\n", " For identification:\n", " 'identmod': Name of module in which to find identification function.\n", " Default: This one.\n", " 'identfunc': Name of identification function. \n", " Default: basic bandpass-supbixel algorithm.\n", " 'maxgray': Maximum grayscale value of images (default 0 -> best guess)\n", " 'bright': 0 -> dark particles on light background (default); 1 -> inverse\n", " [Depending on 'identfunc', the following parameters may be different.]\n", " 'featsize': Expected particle feature radius\n", " 'bphigh': Scale, in pixels, for smoothing images and making them more lumpy\n", " 'maxrg': Cutoff for particle radius of gyration --- how extended particle is\n", " 'threshold': Ignore pixels smaller than this value\n", " 'merge_cutoff': Merge features that are too close to each other.\n", " For tracking:\n", " 'maxdisp': Radius of region in which to look for a particle in the next frame.\n", " Set too high, and the algorithm will be overwhelmed with possible matches.\n", " 'memory': How many frames a particle can skip, and still be identified if it has\n", " not moved past 'maxdisp'.\n", "\n", "The 'window' dictionaires limit where and when to look for particles. \n", "Items 'xmin', 'xmax', 'ymin', and 'ymax' set the spatial limits. 'firstframe' \n", "and 'lastframe' set the range of frames to track, inclusive; the first frame \n", "is numbered 1. All values are optional. \n", "\n", "If you are using the bigtracks.run module, these can be stored in \"bigtracking.ini\" \n", "and \"window.ini\" in each movie directory.\n", "\n", "Simple example of a do-it-yourself tracking pipeline:\n", " params = dict(featsize=3, bphigh=0.7, maxrg=100, maxdisp=3)\n", " mytracks = list(link_dataframes(feature_iter(enumerate(allfiles), params), params))\n", " # 'mytracks' can then be combined into a single DataFrame with the append() method.\n", "See track2disk() for something much more user-friendly.\n", "\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, let's load a sample frame, set some basic parameters, and try them out." ] }, { "cell_type": "code", "collapsed": false, "input": [ "imgfiles = movdir.glob(frames_pattern)\n", "im = imread(imgfiles[0])\n", "def crop():\n", " pass\n", " # If you wish, set a restricted view here, so you can zoom in on details.\n", " #xlim(0, 240)\n", " #ylim(0, 240)\n", "imshow(im)\n", "gray()\n", "colorbar()\n", "crop()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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zvFYAilATYp1jb+yt1eFq0lSaD4fDFufDerL+nmPmE75uPB6Xk1cdojmD6JIC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\n2EcLo5j2eJK0lBWC3aGmr2c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B3mjmXxmHI4o6A3yhbR/E0nhS9mxs8Q0yzgAhnCyIFwbv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\ntbW21l7W7f8Cl44ByJ+bsNgAAAAASUVORK5CYII=\n" } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "gcf().set_size_inches(10, 10)\n", "params = dict(bright=1, featsize=5, bphigh=2, threshold=0.5, maxdisp=3 * sqrt(8))\n", "\n", "features = runtrackpy.track.identify_frame(im, params)\n", "\n", "imshow(im)\n", "plot(features.x, features.y, 'r+', markersize=10)\n", "axis('image')\n", "crop()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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BA9sm56OOZ+O5qtfsd+m2ofVNn2KgbxUSy7TFG/pxi29sPMd+s8qZ5/c4aU7+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qWdeEyuHmm3rdn36X+5PnPlVSrm0wsRJkZWQMmrEzllTuCU7+mTBzYuLi7m7Oxs7/dI7QPUewMg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\n3rFRN/Y3x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iv88MwqwCogmgcHOK4q+CI3gyUDIwfN0O59GpZxxqUtOOlvBb8GOBvocxBZ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\n5GzB4Urf1dVh5YdgxhIr5fVt1JG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K+KA+6TexB59H1/zMFdrowBhBQuTFVMMZfheik3Nb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\nFIAD1faxnAYzgh0fdZE+eZeciR1tweObzPZvJ+skYq6uDGaxuc/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R1kzSbQ4knTyfVbyj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exGGNIn++acI1vbk8Uqla9S2L6uXBo/WkWx4SWJW8NF6p3jm8jk/BxrfTqmvMC3Ptlvsx/t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\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Jtk//IHhlFd+yMhBqcdU8WDa0hcvLy0MV6rPPPltffvnl+vrrr9ff/elP609/93frw4cP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\nPxYRkcePHyfG7/g7E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} ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check things like the quality of subpixel resolution (insufficient statistics in the example dataset)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "hist((features.x % 1, features.y % 1));" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Processing the movie\n", "\n", "In order to speed things up, we do only the first 2 frames.\n", "\n", "First, we need to clear any existing tracks file. `track2disk()` will refuse to overwrite an existing file." ] }, { "cell_type": "code", "collapsed": false, "input": [ "outputfile = movdir / 'bigtracks.h5'\n", "if outputfile.exists():\n", " outputfile.remove()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "runtrackpy.track.track2disk(imgfiles, outputfile, \n", " params, \n", " #selectframes=range(1, 3), # To speed things up, we could do just 2 frames\n", " progress=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "10 particles in frame 20 of 20: /Users/nkeim/projects/runtrackpy/examples/bigtracks-demo-movie/example_0019.PNG\n" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading\n", "\n", "So that the tracks-reading code can be released under a more flexible software license, it is in the `pantracks` module.\n", "\n", "All read-only access is with `BigTracks` objects:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pantracks\n", "bt = pantracks.BigTracks(movdir / 'bigtracks.h5')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basics\n", "\n", "Number of frames in the file" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bt.maxframe()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "20" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assuming the file is not too big, it may be easiest to just get the whole thing." ] }, { "cell_type": "code", "collapsed": false, "input": [ "bt.get_all()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 200 entries, 0 to 199\n",
        "Data columns (total 6 columns):\n",
        "frame        200  non-null values\n",
        "particle     200  non-null values\n",
        "x            200  non-null values\n",
        "y            200  non-null values\n",
        "intensity    200  non-null values\n",
        "rg2          200  non-null values\n",
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" ], "output_type": "pyout", "prompt_number": 12, "text": [ "\n", "Int64Index: 200 entries, 0 to 199\n", "Data columns (total 6 columns):\n", "frame 200 non-null values\n", "particle 200 non-null values\n", "x 200 non-null values\n", "y 200 non-null values\n", "intensity 200 non-null values\n", "rg2 200 non-null values\n", "dtypes: float32(6)" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the database is indexed by frame number and particle ID. This means that requesting data based on one (or both) of these quantities is very efficient, because the computer already knows where to look in the file, and does not have to read the whole thing. Therefore, for larger datasets it makes sense to load single frames as you need them:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ftr = bt.get_frame(1)\n", "print ftr.frame.values[0] # Which frame was this, again?\n", "ftr.head()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1.0\n" ] }, { "html": [ "
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" ], "output_type": "pyout", "prompt_number": 13, "text": [ " frame particle x y intensity rg2\n", "0 1 0 211.976166 32.355923 20.259562 40.956638\n", "1 1 1 52.189362 49.312527 20.071190 40.645416\n", "2 1 2 152.541245 70.267784 20.394745 42.023090\n", "3 1 3 70.209854 91.285034 20.431799 41.435551\n", "4 1 4 187.088959 109.638260 20.097969 40.736820" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, if you're in a hurry," ] }, { "cell_type": "code", "collapsed": false, "input": [ "ftr = bt[1]\n", "print ftr.frame.values[0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1.0\n" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can iterate over all frames in the file thusly:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "for fnum in bt.framerange():\n", " ftr = bt.get_frame(fnum)\n", " print fnum, len(ftr)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1.0 10\n", "2.0 10\n", "3.0 10\n", "4.0" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 10\n", "5.0 10\n", "6.0 10\n", "7.0" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 10\n", "8.0 10\n", "9.0 10\n", "10.0" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 10\n", "11.0 10\n", "12.0 10\n", "13.0 10\n", "14.0" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 10\n", "15.0 10\n", "16.0 10\n", "17.0" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 10\n", "18.0 10\n", "19.0 10\n", "20.0 10\n" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced\n", "\n", "You can make an arbitrary query to the underlying `pytables` database, which may be more efficient than loading all the data and filtering it yourself." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ftr = bt.query('(x < xmax) & (y < ymax)', {'xmax': 100, 'ymax': 100})\n", "ftr.x.max(), ftr.y.max(), ftr.frame.unique()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 16, "text": [ "(72.738312,\n", " 92.832596,\n", " array([ 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11.,\n", " 12., 13., 14., 15., 16., 17., 18., 19., 20.]))" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the `pytables` `Table` object is available if you are adventurous, enabling a ton of advanced capabilities. The following is equivalent to calling `query_tracks` in the previous example, only now we're asking for certain particles." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas\n", "with bt:\n", " ftr = pandas.DataFrame(bt.table.readWhere('(particle >= 2) & (particle <= 5)'))\n", "ftr.particle.min(), ftr.particle.max(), ftr.frame.unique()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 17, "text": [ "(2.0,\n", " 5.0,\n", " array([ 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11.,\n", " 12., 13., 14., 15., 16., 17., 18., 19., 20.]))" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the `BigTracks` object as a context, as already seen above, means that the file is opened just once, and so it should speed up \"batch\" operations:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%timeit\n", "for fnum in range(10):\n", " ftr = bt.get_frame(1)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "10 loops, best of 3: 150 ms per loop\n" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "%%timeit\n", "with bt:\n", " for i in range(10):\n", " ftr = bt.get_frame(1)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "10 loops, best of 3: 20.9 ms per loop\n" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In all cases, the file is never *left* open. This avoids the occurrence of Bad Things if its contents are subsequently changed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Evaluating tracks quality\n", "\n", "How many of the particles in the first frame make it to the nth frame? `bigtracks.read` makes this more convenient. For the example dataset it's pretty boring." ] }, { "cell_type": "code", "collapsed": false, "input": [ "btq = pantracks.bigtracks.compute_quality(bt, frame_interval=1)\n", "btq.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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NNconserved
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" ], "output_type": "pyout", "prompt_number": 20, "text": [ " N Nconserved\n", "1 10 10\n", "2 10 10\n", "3 10 10\n", "4 10 10\n", "5 10 10" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot shows fluctuations in the number of features identified in each frame, as well as the fraction of particles lost since the first frame." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pantracks.bigtracks.plot_quality(btq)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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w448/ori4GJ9//jlmzZqF7777zmvZi7VD7bds2bLu7kJA4efZefhZdh1ZxvPO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\nSUVORK5CYII=\n" } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 } ], "metadata": {} } ] }