{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quantifying wound healing/cell migration in 3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Timo Friedrich and Jan Kaslin showed me some 3D fluorescent labelled cells invading a wound that they would like to quantify. Initially, quantification along a single axis is acceptable. Let's load a sample dataset:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import os\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "\n", "datadir = '/Users/nuneziglesiasj/Data/zebrafish-lesion'\n", "os.chdir(datadir)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from gala import imio\n", "im = imio.read_image_stack('sci-quant.tif')\n", "im.shape, im.dtype, im.min(), im.max()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "WARNING:root: progressbar package not installed. Progress cannot be shown. See http://pypi.python.org/simple/progressbar or type \"sudo easy_install progressbar\" to fix.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "pylibtiff not available: http://www.lfd.uci.edu/~gohlke/pythonlibs/#pylibtiff\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "((512, 512, 1872), dtype('int64'), 0, 255)" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That took *way* too long. Additionally, the volume is the wrong shape! I'm going to save the image as an hdf5 file and comment out the above lines." ] }, { "cell_type": "code", "collapsed": false, "input": [ "im8 = np.ascontiguousarray(im.astype(np.uint8).transpose((2, 0, 1)).reshape(104, 18, 512, 512))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQcAAAEACAYAAAC+rrMfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(im8[0, 7, ...])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAQcAAAEACAYAAAC+rrMfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBhmE4v8DMRBXJhQ/ZVwAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "imio.write_h5_stack(im8, 'sci-quant.lzf.h5', compression='lzf')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The compression has worked really well (3x size reduction)! We start over with the right file format." ] } ], "metadata": {} } ] }