{ "metadata": { "name": "loading_images" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Here we are going to have a look at the raw image data using the `nibabel` package.\n", "\n", "Windows installers for nibabel are here: https://pypi.python.org/pypi/nibabel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we need to set up inline plotting" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This command did lots of imports for us, but to be explicit, I'm going to import some useful namespaces again" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import os # Module with commands to interact with the operating system" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np # this is the Python package for handling arrays" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt # This is for making 2D plots like MATLAB" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we are going to load an image into memory and do some math on it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first load the anatomical image for the first subject" ] }, { "cell_type": "code", "collapsed": false, "input": [ "anat_fname = 'ds107_sub001_highres.nii.gz'\n", "anat_fname" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 5, "text": [ "'ds107_sub001_highres.nii.gz'" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is an image? We have already seen that it is an array, with some metadata. Nibabel does the work of reading the metadata into a nice format, and getting the image data as an array." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first import the `nibabel` package to allow us to load the image." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import nibabel as nib" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember you can check what's in the package by doing tab completion. Try doing tab complete on \"nib.\"" ] }, { "cell_type": "code", "collapsed": false, "input": [ "anat_img = nib.load(anat_fname)\n", "anat_img" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 7, "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Try tab completing on ``anat_img.`` (remember the dot at the end)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An image has a shape" ] }, { "cell_type": "code", "collapsed": false, "input": [ "anat_img.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 8, "text": [ "(256, 256, 192)" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we saw before, our image is 256 by 256 by 192. This means that the image consists of an array with dimensions (256, 256, 192), where the elements of the array are the voxel (3D pixel) intensity values." ] }, { "cell_type": "code", "collapsed": false, "input": [ "anat_arr = anat_img.get_data() # get the data array\n", "type(anat_arr)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 9, "text": [ "numpy.ndarray" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "An array has a `shape`. You can check the other attribute it has by tab completing on ``anat_arr.``. Remember the trailing dot." ] }, { "cell_type": "code", "collapsed": false, "input": [ "anat_arr.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "(256, 256, 192)" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can pick out a slice using slicing syntax rather similar to MATLAB. Remember the 0-based indexing though." ] }, { "cell_type": "code", "collapsed": false, "input": [ "middle_slice = anat_arr[:, :, 96]\n", "middle_slice.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "(256, 256)" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is just a 2D array of numbers, where the numbers are intensity values. We can look at it using `matplotlib` image display" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(middle_slice)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "output_type": "display_data", "png": 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YulkYg6NVWDqSPDDohp1FaFRD1ZJWr1oEGl2NArqi5sqRlWp+i2TNSk6EaBVq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\nbS1jtXn4XhwKFhaeLgTbnCcSq5CbSYPr0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CCKV0XcnCbRQjC5pb0yJiCQrmSiL5QITWnQ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\nLIr/H8EIi/+91+HuAAAAAElFTkSuQmCC\n" } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This gave us an axial slice. It looks like this image is stored with left to right changing over the first axis of the array, front to back changing over the second axis of the array, and bottom to top changing over the third axis. How would I get a coronal slice? A sagittal slice?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The slice, like the whole of the array, give the intensity values at each location in the image:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "middle_slice" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 13, "text": [ "array([[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ..., \n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]], dtype=int16)" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have lots of zeros at the outside, but in the centre... :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "middle_slice[122:133, 122:133]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 14, "text": [ "array([[185, 183, 186, 195, 187, 194, 180, 172, 180, 192, 186],\n", " [182, 189, 185, 192, 189, 185, 176, 181, 183, 177, 171],\n", " [179, 180, 173, 183, 187, 179, 182, 182, 170, 163, 147],\n", " [174, 166, 171, 176, 169, 173, 178, 170, 164, 154, 117],\n", " [178, 176, 170, 174, 170, 168, 162, 158, 157, 142, 107],\n", " [187, 189, 175, 177, 173, 171, 170, 171, 166, 150, 135],\n", " [175, 175, 175, 181, 179, 167, 159, 167, 172, 164, 161],\n", " [171, 173, 179, 182, 187, 187, 180, 178, 175, 170, 178],\n", " [171, 175, 182, 187, 183, 182, 182, 182, 185, 182, 187],\n", " [170, 177, 183, 196, 196, 188, 185, 179, 186, 186, 186],\n", " [179, 195, 192, 184, 186, 183, 182, 178, 177, 173, 170]], dtype=int16)" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "What data type does the image have?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have an array, we can do things like find the maximum, and minimum and mean value in the volume:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "anat_arr.max()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 15, "text": [ "794" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "anat_arr.min()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 16, "text": [ "0" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "anat_arr.mean()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 17, "text": [ "32.011690696080528" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also do useful things like looking at the histogram of values in the image. We first flatten the array to be a 1D vector, then take the histogram of that:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "anat_arr_1d = anat_arr.ravel() # as 1D vector\n", "tmp = plt.hist(anat_arr_1d, 100) # 100 histogram bins for nice detail" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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} ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like there are some outlier values. We can can knock of the top 5 percent and redo the histogram" ] }, { "cell_type": "code", "collapsed": false, "input": [ "percentile_95 = np.percentile(anat_arr_1d, 95)\n", "clipped_vector = anat_arr_1d[anat_arr_1d <= percentile_95]\n", "tmp = plt.hist(clipped_vector, 100)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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rpB7m0Y/zCgA7tmx5GxUVFV/GlIiINqyqqipUVVVpj9vb29fcc8Wrv+bn51FX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\nERHp5v8DKZvUCnSfKwAAAAAASUVORK5CYII=\n" } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "An image also has meta-data. This is a *NIfTI* image, and it has *NIfTI* metadata, in the form of a header:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "hdr = anat_img.get_header()\n", "print hdr" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " object, endian='<'\n", "sizeof_hdr : 348\n", "data_type : \n", "db_name : \n", "extents : 0\n", "session_error : 0\n", "regular : r\n", "dim_info : 0\n", "dim : [ 3 256 256 192 1 1 1 1]\n", "intent_p1 : 0.0\n", "intent_p2 : 0.0\n", "intent_p3 : 0.0\n", "intent_code : none\n", "datatype : int16\n", "bitpix : 16\n", "slice_start : 0\n", "pixdim : [-1. 1. 1. 1. 1. 0. 0. 0.]\n", "vox_offset : 352.0\n", "scl_slope : 1.0\n", "scl_inter : 0.0\n", "slice_end : 0\n", "slice_code : unknown\n", "xyzt_units : 10\n", "cal_max : 0.0\n", "cal_min : 0.0\n", "slice_duration : 0.0\n", "toffset : 0.0\n", "glmax : 0\n", "glmin : 0\n", "descrip : FSL4.0\n", "aux_file : \n", "qform_code : aligned\n", "sform_code : aligned\n", "quatern_b : 0.0\n", "quatern_c : 1.0\n", "quatern_d : 0.0\n", "qoffset_x : 125.0\n", "qoffset_y : -144.0\n", "qoffset_z : -99.0\n", "srow_x : [ -1. 0. 0. 125.]\n", "srow_y : [ 0. 1. 0. -144.]\n", "srow_z : [ 0. 0. 1. -99.]\n", "intent_name : \n", "magic : n+1\n" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "An image also has an *affine*. The affine is a 4 by 4 matrix that gives the relationship of the array data to real space (in millimeters, relative to the scanner)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "aff = anat_img.get_affine()\n", "aff" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 21, "text": [ "array([[ -1., 0., 0., 125.],\n", " [ 0., 1., 0., -144.],\n", " [ 0., 0., 1., -99.],\n", " [ 0., 0., 0., 1.]])" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case you can see that this affine came from the ``srow`` fields in the header." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Specifically the affine specifies the relationship between the array coordinates from our (256, 256, 192) array, and millimeters relative to the center of the scanner. Let's say we want to know the position in millimeter space corresponding to position [0, 0, 0] in array coordinates. To get the mm coordinate, we matrix multiply the affine with the array coordinate.\n", "\n", "But wait, the array coordinate has 3 values ([0, 0, 0]) and the affine has 4 columns - that won't work.\n", "\n", "This is because the 4 by 4 array operates in homogenous coordinates - see http://en.wikipedia.org/wiki/Homogeneous_coordinates. Homogenous coordinates are a trick to allow the affine matrix to contain translations as well as rotations and zooms and shears. In practice, before we multiply our array coordinate, we have to append a 1 at the end of the 3 coordinate values, to make it work with our 4 by 4 affine.\n", "\n", "So, we get the position like this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "array_coords = [0, 0, 0]\n", "homogenous_array_coords = [0, 0, 0, 1]\n", "mm_coordinates = aff.dot(homogenous_array_coords)\n", "mm_coordinates" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 22, "text": [ "array([ 125., -144., -99., 1.])" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That means that array position `[0, 0, 0]` corresponds to millimeter position 125 mm to the right of the scanner center, 144 mm behind the scanner center, and 99 mm below the scanner center." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another example - the mm location of center of the array:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "homogenous_array_coords = [127, 127, 46, 1] # note the extra 1 again for homogenous coordinates\n", "mm_coordinates = aff.dot(homogenous_array_coords)\n", "mm_coordinates" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 23, "text": [ "array([ -2., -17., -53., 1.])" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Images can also be four dimensional, where the fourth dimension is usually time. The EPI images are usually 4D images." ] }, { "cell_type": "code", "collapsed": false, "input": [ "bold_fname = 'ds107_sub001_run01.nii.gz'\n", "bold_fname" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 24, "text": [ "'ds107_sub001_run01.nii.gz'" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "bold_img = nib.load(bold_fname)\n", "bold_img" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 25, "text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "bold_img.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 26, "text": [ "(64, 64, 35, 164)" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This EPI run contains 164 volumes, each of size (64, 64, 35). We can look at individual volumes by slicing:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bold_arr = bold_img.get_data()\n", "bold_vol0_arr = bold_arr[:, :, :, 0]\n", "bold_vol0_arr.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 27, "text": [ "(64, 64, 35)" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "bold_middle_slice = bold_vol0_arr[:, :, 17]\n", "plt.imshow(bold_middle_slice)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 28, "text": [ "" ] }, { "output_type": "display_data", "png": 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gOk0BC5WD8zWkHtarYIKULpwfZvCggGUB1sI4h9E4+EO92w5t5WHtYN2Gs9Me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p47OGtGrtQtD8xreb91xU/ef49PvvY+nd7iP2zh43R2WSKrVM3JK7YExkun+rOPL2isVUbvy3Jd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\nPCeg79d+EflNa2tVzrIq3NXajI40aA1Dz2FunhW81eq5mHm6tJelEz1Oe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} ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 4D array allows us to do interesting things like making an image which is the mean across time:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "time_course_mean = bold_arr.mean(axis=3) # the last axis (0-based numbering)\n", "time_course_mean.shape\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 29, "text": [ "(64, 64, 35)" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(time_course_mean[:, :, 17])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 30, "text": [ "" ] }, { "output_type": "display_data", "png": 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YC6iUcwKaZautEvAe8J5zBpbaOv2qAmYuHdbEYMJJHgoRL6nDTDuJ5SBeEITz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MJIi6xwAT1Yqp2jKQcWumNZtizZTih2QlnTAj2kV6YNYMuKNcc4DFr5iT5ZMUyz4ZLBS9fYgkTn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\nrsv7BrC7xz1XjHm/gtktZyX53s10G7VZJ+kYNzZpSUcD83osG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} ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or - mabye of more interest - the standard deviation across time:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "time_course_std = bold_arr.std(axis=3) # the last axis (0-based numbering)\n", "middle_slice_std = time_course_std[:, :, 17]\n", "plt.imshow(middle_slice_std)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "output_type": "display_data", "png": 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J0UXeO3qJatlw5/qLPFlcYs4Gq40JzcUaFhXVTsvWzRMuvfCEF66/z961i5xc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\n1SmIfpdeiVykR0qbMNiue69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/8FM/9VPcvXuXmzdvAvl99Xfv3h156n+x738F+AxnJ8Ld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\n8rQ23I4AAAAASUVORK5CYII=\n" } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aha - there's lot's of variation at the edge of the brain and in the ventricles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What's the location of the voxel in this slice with the highest variance?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "max_index = np.argmax(middle_slice_std) # flattens the array first\n", "max_coord_2d = np.unravel_index(max_index, middle_slice_std.shape) # get 2D coordinate equivalent\n", "max_coord_2d" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 32, "text": [ "(50, 15)" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "max_coord_3d = max_coord_2d + (17,) # add the slice number as third coordinate\n", "max_coord_3d" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 33, "text": [ "(50, 15, 17)" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "time_course_std[max_coord_3d]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 34, "text": [ "137.59464537780846" ] } ], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "middle_slice_std.max()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 35, "text": [ "137.59464537780846" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot voxel time courses:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "max_std_over_time = bold_arr[max_coord_3d]\n", "plt.plot(max_std_over_time)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 36, "text": [ "[]" ] }, { "output_type": "display_data", "png": 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lsuvV4493aJOJyMcYBLqQH36QP9UgcPSolEw4dsz6HMcgMGiQlH+OjweeeELW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\nMAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you have ``nipy`` installed, you can try running the diagnostics. They use calculations that are almost identical to the ones we've already run here." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import nipy.algorithms.diagnostics as nads\n", "\n", "tdiff = nads.time_slice_diffs(bold_arr, time_axis=-1, slice_axis=-2)\n", "nads.plot_tsdiffs(tdiff)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 37, "text": [ "[,\n", " ,\n", " ,\n", " ]" ] }, { "output_type": "display_data", "png": 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/kSPURWXnTnoshHzJE7IIu++//x7Hjh3DjBkz0MZQ3YB/WbVqFS5duoTy8nLk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577MoIgcGlvj+VbN/B6vcQSqYd66C3LQjfaeL32syQIAh6P0GvZIYr2BNtRuyhOB5NjEyTHX0HT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QXNqgODdLcGqylFJ/Kc/8SoDdX/zFX/A7v/M7vPPOO7zxxhv88R//MX/4h3/IBx98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GqdMghZAMgdZQkP/Mwl5ukqPVZ3v0ToDzCIfVyCikFpMhyt4bRYePe7b1M4qZLvZLl4fha5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9e/dgpMFLlQpUgwcPHsSIESPg6OhYYuFTIBAIBAKAtSvR0VwgXUrXroCFBZsyDUleHnDt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