{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Walkthrough\n", "\n", "This notebook follows an example trackpy project from start to finish. We take video of micron-sized particles diffusing in water, track them, and analyze the trajectories to obtain the viscosity of water.\n", "\n", "At the bottom of the notebook, we very briefly survey the more advanced features of trackpy. Browse the [rest of the documentation](https://soft-matter.github.io/trackpy/stable) to learn more." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scientific IPython Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need Python's plotting library, matplotlib. Your environment might load matplotlib automatically, but for this tutorial I'll load it explicitly using this convention. If you are unfamiliar with matplotlib, do the same as I do here, and everything that follows will work without modification." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from __future__ import division, unicode_literals, print_function # for compatibility with Python 2 and 3\n", "\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "# change the following to %matplotlib notebook for interactive plotting\n", "%matplotlib inline\n", "\n", "# Optionally, tweak styles.\n", "mpl.rc('figure', figsize=(10, 5))\n", "mpl.rc('image', cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also might want to use scientific Python libraries. Finally, we'll import ``trackpy`` itself and its sister project, `pims`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from pandas import DataFrame, Series # for convenience\n", "\n", "import pims\n", "import trackpy as tp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the alias ``tp`` for brevity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Read the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Opening images or video\n", "\n", "To get our data into Python, we use our sister project, [PIMS](https://github.com/soft-matter/pims) (Python Image Sequence). PIMS makes it easy and convenient to load and process video data from many formats with one consistent interface.\n", "\n", "Using PIMS, trackpy can read:\n", "* a directory or zipfile of sequential images\n", "* a multi-frame TIFF file\n", "* a video (AVI, MOV, etc.)\n", "* specialty formats used in microscopy and scientific video capture:\n", " * `Cine`, NorPix `seq`\n", " * `LSM`\n", " * Files supported by [Bioformats](https://www.openmicroscopy.org/site/support/bio-formats5.1/supported-formats.html)\n", " * `ND2` using [PIMS_ND2](https://github.com/soft-matter/pims_nd2)\n", "\n", "(Some of the formats require some extra dependencies. For a complete list, see the [README page](https://github.com/soft-matter/pims) for PIMS, or the installation instructions in the documentation.)\n", "\n", "For many formats, using `pims.open` just works. Since these images are in color, we also need to set up a *pipeline* to convert each image to grayscale when it is read." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "@pims.pipeline\n", "def gray(image):\n", " return image[:, :, 1] # Take just the green channel\n", "\n", "frames = gray(pims.open('../sample_data/bulk_water/*.png'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(ImageSequence,) processed through proc_func. Original repr:\n", " \n", " Source: /Users/nkeim/projects/trackpy/trackpy-examples/sample_data/bulk_water/*.png\n", " Length: 300 frames\n", " Frame Shape: (424, 640, 4)\n", " Pixel Datatype: uint8" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frames" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access any frame like `frames[frame_number]`. The image is represented as a numpy array of intensities. If you're using the [Anaconda distribution](https://www.anaconda.com/distribution/) of Python, these should be in the range [0, 255]. If you have a more custom environment they may be in the range [0, 1], in which case you'll have to experiment with the `minmass` parameters below." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[125 125 125 ... 120 120 121]\n", " [125 125 125 ... 120 121 121]\n", " [125 125 124 ... 121 123 124]\n", " ...\n", " [125 126 125 ... 108 98 97]\n", " [125 125 125 ... 116 109 106]\n", " [125 125 125 ... 124 119 117]]\n" ] } ], "source": [ "print(frames[0]) # the first frame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In an IPython notebook, the frame is represented directly by displaying the image." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "Frame([[125, 125, 125, ..., 120, 120, 121],\n", " [125, 125, 125, ..., 120, 121, 121],\n", " [125, 125, 124, ..., 121, 123, 124],\n", " ...,\n", " [125, 126, 125, ..., 108, 98, 97],\n", " [125, 125, 125, ..., 116, 109, 106],\n", " [125, 125, 125, ..., 124, 119, 117]], dtype=uint8)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frames[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, to make a proper plot with axes and control over scaling, use matplotlib's `imshow()` method." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(frames[0]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Frames behave like numpy arrays, but with a few extra properties." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "123" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frames[123].frame_no" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frames[123].metadata # Scientific formats can pass experiment meta data here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Locate Features\n", "\n", "Start with just the first frame. Estimate the size of the features (in pixels). The size must be an odd integer, and it is better to err on the large side, as we'll see below. We estimate 11 pixels." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "f = tp.locate(frames[0], 11, invert=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The algorithm looks for *bright* features; since the features in this set of images are dark, we set ``invert=True``.\n", "\n", "``locate`` returns a spreadsheet-like object called a DataFrame. It lists \n", "\n", "* each feature's position,\n", "* various characterizations of its appearance, which we will use to filter out spurious features,\n", "* the \"signal\" strength and an estimate of uncertainty, both derived from [this paper](https://doi.org/10.1529/biophysj.104.042457)\n", "\n", "More information about DataFrames may be found in the [pandas documentation](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html#pandas.DataFrame). DataFrames can easily be exported to formats like CSV, Excel, SQL, HDF5, etc." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yxmasssizeeccsignalraw_massepframe
04.750000103.668564192.8624852.1066150.06639010.80840510714.00.0736660
15.249231585.779487164.6593022.9626740.0789364.22203310702.00.0751160
25.785986294.792544244.6246152.2445420.21921715.87484610686.00.0771410
35.869369338.173423187.4582822.0462010.18533313.08830410554.00.0992010
46.746377310.584169151.4865583.1032940.0533424.47535510403.00.1474300
\n", "
" ], "text/plain": [ " y x mass size ecc signal raw_mass \\\n", "0 4.750000 103.668564 192.862485 2.106615 0.066390 10.808405 10714.0 \n", "1 5.249231 585.779487 164.659302 2.962674 0.078936 4.222033 10702.0 \n", "2 5.785986 294.792544 244.624615 2.244542 0.219217 15.874846 10686.0 \n", "3 5.869369 338.173423 187.458282 2.046201 0.185333 13.088304 10554.0 \n", "4 6.746377 310.584169 151.486558 3.103294 0.053342 4.475355 10403.0 \n", "\n", " ep frame \n", "0 0.073666 0 \n", "1 0.075116 0 \n", "2 0.077141 0 \n", "3 0.099201 0 \n", "4 0.147430 0 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.head() # shows the first few rows of data" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tp.annotate(f, frames[0]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine parameters to elminate spurious features\n", "Many of these circles are clearly wrong; they are fleeting peaks in brightness that aren't actually particles. Rejecting them often improves results and speeds up feature-finding. There are many ways to distinguish real particles from spurious ones. The most important way is to look at total brightness (\"mass\")." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.hist(f['mass'], bins=20)\n", "\n", "# Optionally, label the axes.\n", "ax.set(xlabel='mass', ylabel='count');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then specify the `minmass` parameter. If your image is especially noisy, you may also find the `threshold` parameter useful." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "f = tp.locate(frames[0], 11, invert=True, minmass=20)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tp.annotate(f, frames[0]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are more options for controling and optimizing feature-finding. You can review them in the [documentation](https://soft-matter.github.io/trackpy/stable/), where the most comprehensive description is in the API reference. Or, pull them up as you work by typing ``tp.locate?`` into IPython." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Check for subpixel accuracy\n", "As Eric Weeks points out in his related tutorial, a quick way to check for subpixel accuracy is to check that the decimal part of the x and/or y positions are evenly distributed. Trackpy provides a convenience plotting function for this called `subpx_bias`:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ]],\n", " dtype=object)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tp.subpx_bias(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we use a mask size that is too small, the histogram often shows a dip in the middle." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tp.subpx_bias(tp.locate(frames[0], 7, invert=True, minmass=20));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Locate features in all frames\n", "Or, to start, just explore a subset of the frames.\n", "\n", " selection | syntax example\n", " --------- | --------------\n", " all the frames | `frames[:]` or simply `frames`.\n", " the first 10 frames | `frames[:10]`\n", " the last 10 frames | `frames[-10:]`\n", " a range of frames | `frames[100:200]`\n", " every 10th frame | `frame[::10]`\n", " a list of specific frames | `frames[[100, 107, 113]]`\n", "\n", "We'll locate features in the first 300 frames from this video. We use ``tp.batch``, which calls ``tp.locate`` on each frame and collects the results." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 299: 624 features\n" ] } ], "source": [ "f = tp.batch(frames[:300], 11, minmass=20, invert=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As each frame is analyzed, `tp.batch` reports the frame number and how many features were found. If this number runs unexpectedly low or high, you may wish to interrupt it and try different parameters. \n", "\n", "If your images are small, you may find that printing this number actually slows down `batch` significantly! In that case you can run `tp.quiet()` to turn it off." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Link features into particle trajectories\n", "We have the locations of the particles in each frame. Next we'll track particles from frame to frame, giving each one a number for identification.\n", "\n", "First, we must must specify a maximum displacement, the farthest a particle can travel between frames. We should choose the smallest reasonable value because a large value slows computation time considerably. In this case, 5 pixels is reasonable.\n", "\n", "Second, we allow for the possibility that a particle might be missed for a few frames and then seen again. (Perhaps its \"mass\" slipped below our cutoff due to noise in the video.) Memory keeps track of disappeared particles and maintains their ID for up to some number of frames after their last appearance. Here we use 3 frames." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 299: 624 trajectories present.\n" ] } ], "source": [ "# tp.quiet() # Turn off progress reports for best performance\n", "t = tp.link(f, 5, memory=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is the features DataFrame `f` with an additional column, `particle`, identifying each feature with a label. We denote this new DataFrame `t`." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " y x mass size ecc signal \\\n", "0 4.750000 103.668564 192.862485 2.106615 0.066390 10.808405 \n", "365 284.118980 25.313881 149.037779 2.321961 0.031799 7.008575 \n", "364 282.753601 534.788476 222.754482 1.908443 0.103416 15.874846 \n", "363 280.010398 275.185353 186.782757 2.508665 0.183181 7.261897 \n", "362 279.134153 252.780324 151.064355 2.938060 0.253812 4.306474 \n", "\n", " raw_mass ep frame particle \n", "0 10714.0 0.073666 0 0 \n", "365 10770.0 0.067577 0 1 \n", "364 10415.0 0.141946 0 2 \n", "363 10438.0 0.132499 0 3 \n", "362 10359.0 0.171764 0 4 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Filter spurious trajectories" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have more filtering to do. Ephemeral trajectories — seen only for a few frames — are usually spurious and never useful. The convenience function `filter_stubs` keeps only trajectories that last for a given number of frames." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before: 13715\n", "After: 1505\n" ] } ], "source": [ "t1 = tp.filter_stubs(t, 25)\n", "# Compare the number of particles in the unfiltered and filtered data.\n", "print('Before:', t['particle'].nunique())\n", "print('After:', t1['particle'].nunique())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also filter trajectories by their particles' appearance. At this stage, with trajectories linked, we can look at a feature's \"average appearance\" throughout its trajectory, giving a more accurate picture." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "tp.mass_size(t1.groupby('particle').mean()); # convenience function -- just plots size vs. mass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The particles with especially low mass, or that are especially large or non-circular (eccentric), are probably out of focus or aggregated, respectively. It is best to experiment by trial and error, filtering out regions of mass-size space and looking at the results using `tp.annotate`. In the end, we need to separate the good particles from the spurious ones, and it doesn't matter how we get it done." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "t2 = t1[((t1['mass'] > 50) & (t1['size'] < 2.6) &\n", " (t1['ecc'] < 0.3))]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "tp.annotate(t2[t2['frame'] == 0], frames[0]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Trace the trajectories using `plot_traj()`:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "tp.plot_traj(t2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Remove overall drift\n", "\n", "Compute the overall drifting motion, which we will subtract away, adopting the reference frame of the particles' average position." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "d = tp.compute_drift(t2)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "tm = tp.subtract_drift(t2.copy(), d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the overall drifting motion subtracted out, we plot the trajectories again. We observe nice random walks." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = tp.plot_traj(tm)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4: Analyze trajectories\n", "\n", "Trackpy includes several functions to help with some common analyses for particle trajectories. (See the \"Static Analysis\" and \"Motion Analysis\" sections of the API reference.)\n", "\n", "Here, we can show that these data are consistent with colloidal particles undergoing Brownian motion in water.\n", "\n", "### Mean Squared Displacement of Individal Probes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the mean squared displacement (MSD) of each particle using the `imsd` function, and plot MSD vs. lag time." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "im = tp.imsd(tm, 100/285., 24) # microns per pixel = 100/285., frames per second = 24" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(im.index, im, 'k-', alpha=0.1) # black lines, semitransparent\n", "ax.set(ylabel=r'$\\langle \\Delta r^2 \\rangle$ [$\\mu$m$^2$]',\n", " xlabel='lag time $t$')\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we only analyzed 300 frames, the statistics are poor at large lag times. With more frames, we can study larger lag times.\n", "\n", "### Ensemble Mean Squared Displacement\n", "\n", "Now use the `emsd` function to compute the ensemble mean squared displacement (EMSD) of all particles:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "em = tp.emsd(tm, 100/285., 24) # microns per pixel = 100/285., frames per second = 24" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(em.index, em, 'o')\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')\n", "ax.set(ylabel=r'$\\langle \\Delta r^2 \\rangle$ [$\\mu$m$^2$]',\n", " xlabel='lag time $t$')\n", "ax.set(ylim=(1e-2, 10));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can easily fit this ensemble mean-squared displacement to a power law, $At^n$, using a convenience function, `fit_powerlaw`, which performs a linear regression in log space." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ], "text/plain": [ " n A\n", "msd 1.0787 1.595089" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.figure()\n", "plt.ylabel(r'$\\langle \\Delta r^2 \\rangle$ [$\\mu$m$^2$]')\n", "plt.xlabel('lag time $t$');\n", "tp.utils.fit_powerlaw(em) # performs linear best fit in log space, plots]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In water, a viscous material, the expected power-law exponent $n = 1$. The value of $A = 4D$, where $D$ is the particles' diffusivity. $D$ is related to viscosity $\\eta$, particle radius $r$, and temperature $T$ through the Stokes-Einstein equation:\n", "\n", "$$\n", "D = \\displaystyle\\frac{k_B T}{6\\pi\\eta r}\n", "$$\n", "\n", "where $k_B$ is the Boltzmann constant. For particles with a 1 $\\mu\\text{m}$ diameter in room-temperature water, $A \\approx 1.66$ $\\mu\\textrm{m}^2 / \\textrm{s}$. Our values of $n$ and $A$ above are not far off. (If you'd like to know more about this measurement and its uncertainty, [this paper](https://dx.doi.org/10.1119/1.4803529) is a thorough discussion at the advanced undergraduate level.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**This is the end of the walkthrough. Keep reading to review a few more advanced capabilities in trackpy.**\n", "\n", "# Preview of Some Advanced Features\n", "\n", "**Check out the other tutorials for in-depth explorations of these topics and more!**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parallelization\n", "Feature-finding can easily be parallelized: each frame is an independent task, and tasks can be divided among the multiple CPUs in a modern computer. Starting with trackpy v0.4.2, this capability is built into `batch`. See the [parallelization tutorial](http://nbviewer.ipython.org/github/soft-matter/trackpy-examples/blob/master/notebooks/parallel-locate.ipynb) for details." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 19: 576 features\n", "766 ms ± 9.36 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit tp.batch(frames[:20], 11, invert=True, minmass=20, processes='auto')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optional High Performance Component: Numba\n", "\n", "The core, time-consuming steps in particle location and linking are implemented in Python/numpy and also in pure Python optimized for numba. If numba is installed, trackpy will detect it and use it by default. You can switch it on and off to compare performance." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 19: 576 features\n", "1.08 s ± 16.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit tp.batch(frames[:20], 11, invert=True, minmass=20, engine='numba')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 19: 576 features\n", "3.42 s ± 41.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit tp.batch(frames[:20], 11, invert=True, minmass=20, engine='python')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The linking functions similarly use numba if it's available; you can control this manually using the `link_strategy` option." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Streaming\n", "\n", "The feature-finding and trajectory-linking functions `batch` and `link` keep all of their results in memory. This approach is simple, but it isn't necessary. We can prcoess an unlimited number of frames if we save the results as we go.\n", "\n", "Trackpy includes a class to manage storing an retrieving data framewise in the widely-used HDF5 format. The general idea is easily extensible to other formats." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 299: 328 features\n" ] } ], "source": [ "with tp.PandasHDFStore('data.h5') as s:\n", " tp.batch(frames, 11, invert=True, minmass=200, output=s)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 299: 328 trajectories present.\n" ] } ], "source": [ "with tp.PandasHDFStore('data.h5') as s:\n", " # As before, we require a minimum \"life\" of 5 frames and a memory of 3 frames\n", " for linked in tp.link_df_iter(s, 5, memory=3):\n", " s.put(linked)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get results by frame with `s.get(frame_number)` or, when you have sufficient memory, retrieve them all. The results are identifical to what you would obtain using the basic functions `batch` and `link`." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "with tp.PandasHDFStore('data.h5') as s:\n", " trajectories = pd.concat(iter(s))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "trackpy-examples", "language": "python", "name": "trackpy-examples" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }