{ "metadata": { "name": "ANTS_normalization" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Using ANTS for matching to the template : A story of some of the things that can go wrong" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this Notebook, we show some issue that arise with spatial normalization, using ANTS. http://stnava.github.io/ANTs/\n", "\n", "Note that most of these issues are not specific to ANTS : any spatial normalisation program will have simlar hurdles. \n", "\n", "It is important to start by stating that we don't know how to normalize one brain on another, and while we don't discuss the fundamental proble here, some of the results shown examplify this. In particular, we dont know in general how to set the regularisation parameter that will balance the amount of deformation (applied to the brain to be normalized) and the similarity to the template. \n", "\n", "Later in this notebook, we show results with different regularizations. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "import numpy as np\n", "import matplotlib.pylab as plt\n", "import os\n", "import nibabel as nib" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# assume we have the current directory the \"mni_icbm152_nlin_asym_09a\" directory that contains the MNI template\n", "# if not, this can be downloaded from : http://www.bic.mni.mcgill.ca/ServicesAtlases/ICBM152NLin2009 - \n", "# choose the ICBM 2009a Nonlinear Asymmetric 1\u00d71x1mm template\n", "MNI_PATH = 'mni_icbm152_nlin_asym_09a'\n", "os.listdir(MNI_PATH)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "['mni_icbm152_t1_tal_nlin_asym_09a_face_mask.nii',\n", " 'mni_icbm152_pd_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_gm_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_t1_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_csf_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_t1_tal_nlin_asym_09a_eye_mask.nii',\n", " 'mni_icbm152_t1_tal_nlin_asym_09a_InverseWarp.nii.gz',\n", " 'mni_icbm152_wm_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_t2_tal_nlin_asym_09a.nii',\n", " 'mni_icbm152_t1_tal_nlin_asym_09a_mask.nii']" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show the template :" ] }, { "cell_type": "code", "collapsed": false, "input": [ "mni_fname = os.path.join(MNI_PATH, 'mni_icbm152_t1_tal_nlin_asym_09a.nii')\n", "mni_img = nib.load(mni_fname)\n", "plt.imshow(mni_img.get_data()[:, :, 30], cmap=\"gray\")\n", "print mni_img.get_affine()\n", "print mni_img.shape" ], "language": "python", "metadata": {}, "outputs": [ { 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RL6HxgD8BiupFEOXeV/SpKDxC5giXwLjPig72zCTwNsv6xU1xv84ZGJnRwsJC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\nA1eDga964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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# where is our image to register:\n", "DATA_PATH = os.path.join(os.path.expanduser('~'), 'data', 'ds105', 'sub001', 'anatomy')\n", "os.listdir(DATA_PATH)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "['highres001_brain_mask.nii.gz',\n", " 'fhighres001.nii.gz',\n", " 'highres001.nii.gz',\n", " 'highres001_brain.nii.gz']" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "anat_fname = os.path.join(DATA_PATH, 'highres001.nii.gz')\n", "print anat_fname\n", "\n", "anat_img = nib.load(anat_fname)\n", "plt.imshow(anat_img.get_data()[:, 70, :], cmap=\"gray\")\n", "print anat_img.get_affine()\n", "print anat_img.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/home/jb/data/ds105/sub001/anatomy/highres001.nii.gz\n", "[[ -1.20000005 0. 0. 73.80000293]\n", " [ 0. 0.9375 0. -119.53125 ]\n", " [ 0. 0. 0.9375 -119.53125 ]\n", " [ 0. 0. 0. 1. ]]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "(124, 256, 256)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BMBZA53Ag4H9nl/45zk/uwPVYAB29ttVqBeOAhdB/LsNwPkCvVCrFQpzZ2VlN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\ngGLW1tZCnvjExIRmZmbU3t4e7i8qKlJLS0sokkZtFQ6nmJubC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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "ANTS is picky about the affine information in the image. The subject image doesn't have a proper affine in the header: look at the srow_{x,y,z} fields" ] }, { "cell_type": "code", "collapsed": false, "input": [ "anat_hdr = anat_img.get_header()\n", "print(anat_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 : [ 3 124 256 256 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. 1.20000005 0.9375 0.9375 1. 0. 0.\n", " 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 : unknown\n", "sform_code : unknown\n", "quatern_b : 0.0\n", "quatern_c : 0.0\n", "quatern_d : 0.0\n", "qoffset_x : 0.0\n", "qoffset_y : 0.0\n", "qoffset_z : 0.0\n", "srow_x : [ 0. 0. 0. 0.]\n", "srow_y : [ 0. 0. 0. 0.]\n", "srow_z : [ 0. 0. 0. 0.]\n", "intent_name : \n", "magic : n+1\n" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load our new ``fixnifti`` library" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#- Make sure we have pna-utils on the path\n", "!echo $PYTHONPATH\n", "#- import the fixing tool\n", "import fixnifti" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "/home/jb/code/pna-utils:/home/jb/.local/lib/python2.7/site-packages:/home/jb/code/nbconvert/nbconvert\r\n" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For ANTS to work properly, we will write a new copy with a proper affine, by default prefixed by \"f\". In fact nibabel will guess a good-enough affine for us; we use that." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fixnifti.fixup_nifti_file(anat_fname)\n", "fixed_fname = os.path.join(DATA_PATH, 'fhighres001.nii.gz')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# check that the new header contains information for the srow_{x,y,z}\n", "fixed_anat = nib.load(fixed_fname)\n", "fixed_anat_hdr = fixed_anat.get_header()\n", "print(fixed_anat_hdr)\n", "\n", "#save the fixed image in the current directory, call it 'my_fixed_anat.nii' \n", "nib.save(fixed_anat, 'my_fixed_anat.nii')\n" ], "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 : [ 3 124 256 256 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. 1.20000005 0.9375 0.9375 1. 0. 0.\n", " 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 : 73.8000030518\n", "qoffset_y : -119.53125\n", "qoffset_z : -119.53125\n", "srow_x : [ -1.20000005 0. 0. 73.80000305]\n", "srow_y : [ 0. 0.9375 0. -119.53125]\n", "srow_z : [ 0. 0. 0.9375 -119.53125]\n", "intent_name : \n", "magic : n+1\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "# make a nibabel image \n", "PNA_PATH = '/home/jb/code/pna-notebooks'\n", "fixed_fname = os.path.join(PNA_PATH, 'my_fixed_anat.nii')\n", "fixed_img = nib.load(fixed_fname)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we check ANTS is on the path. There are many ways of usign ANTS, because there exist a number of commandes (shell scripts invoking eventually ANTS) with different options. We will show the use of 2 of these scripts. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "!ants.sh" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " USAGE :: \r\n", " sh ants.sh ImageDimension fixed.ext moving.ext OPTIONAL-OUTPREFIX OPTIONAL-max-iterations OPTIONAL-Labels-In-Fixed-Image-Space-To-Deform-To-Moving-Image Option-DoANTSQC \r\n", " be sure to set ANTSPATH environment variable \r\n", " Max-Iterations in form : JxKxL where \r\n", " J = max iterations at coarsest resolution (here, reduce by power of 2^2) \r\n", " K = middle resolution iterations ( here, reduce by power of 2 ) \r\n", " L = fine resolution iterations ( here, full resolution ) -- this level takes much more time per iteration \r\n", " an extra Ix before JxKxL would add another level \r\n", " Default ierations is 30x90x20 -- you can often get away with fewer for many apps \r\n", " Other parameters are updates of the defaults used in the A. Klein evaluation paper in Neuroimage, 2009 \r\n" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We set ``ANTSPATH`` in the environment if it isn't" ] }, { "cell_type": "code", "collapsed": false, "input": [ "os.environ['ANTSPATH'] = '/home/jb/bin/ants/'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ANTS program itself and its help can be lauched with :\n", "### ANTS --help\n", "But we are going to use the script ants.sh first with its default parameters. ANTS takes some time to run ... on my laptop it takes between an hour and an hour and a half. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "# RUN THIS IF YOU HAVE TIME ... \n", "# Output images will be prefixed with nrmlzd_\"\n", "\n", "# !ants.sh 3 my_fixed_anat.nii mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii nrmlzd_" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Now comes the critical step. Look at the results of the registration:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# we use viz from nipy:\n", "from nipy.labs import viz\n", "\n", "normed_img_fname = os.path.join(PNA_PATH, 'nrmlzd_deformed.nii.gz')\n", "normed_img = nib.load(normed_img_fname)\n", "\n", "slicer = viz.plot_anat(normed_img.get_data(), normed_img.get_affine(), dim=.2, black_bg=True)\n", "slicer.edge_map(mni_img.get_data(), mni_img.get_affine())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/home/jb/.local/lib/python2.7/site-packages/nipy/labs/datasets/volumes/volume_img.py:284: FutureWarning: Numpy has detected that you (may be) writing to an array returned\n", "by numpy.diagonal or by selecting multiple fields in a record\n", "array. This code will likely break in the next numpy release --\n", "see numpy.diagonal or arrays.indexing reference docs for details.\n", "The quick fix is to make an explicit copy (e.g., do\n", "arr.diagonal().copy() or arr[['f0','f1']].copy()).\n", " pixdim[0] = -pixdim[0]\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ED51OmqqrWZ2WphAYi8WiCIqaTKiZv/gTSl/U9otyoLrWViRJwu12c9kZZ3B8\nfFxpu9Zq3FpTw2uyzNXATE0NP5BljoeFkR5wywmhrqqtJcJg4OqcHO6pqOCpVauoSknhppoaKCpS\nQiMLTcja7adTSaqhzWFQt1ntPlZjIYtSHKO+l+tKS0mtquLe/Hx+pSKc6mMkSSIpKYlD3d1QUcGz\nK1bwif37kQIeA7Ff2caN/LWyUimTDZ+dZfn0NF8vK+OBigqorp6z5oNQSpIkKQlrFosFm82GzWbD\nYDAwOzuL3+/H6/VitVoVQg1vx6g9gdI2bZmi+FTnqYi6eSH7DQcO4PF4WB0Xh+z3cyNwfGICgyzz\nkXPOoTlgsQHKc7P7wAEykpORJiZ47fhxUkdG+KMsE2W3Ky5ydXjw9Z072SrL/BCYmZoic2iI7enp\nHI6IINzl4rs7d2LfuJHvL7DksDaHRQ31JL8QWVDvt5AXI5ii1/aj9nzqyfl0TRTBrinkQR3WDUaU\nxQQnSiavz8zkGwGZ/38XXEBLezthYWGYzWY2rVzJXY8+yjNFRfw8OprR0VF8bW2EhIQoXgC3262E\njENDQ5Uw8tjYGBnp6eQF9Jto53GTiadraua0TZIkpSriq5s2YQjc108qKvjbqlXULVumPB8mo5F7\nhodxOp04HA5GR0eZnJyck/tgs9kU78ftU1OsKigg2Wrl++3t3LRmDe2HD+PxeHho926GNmzgpddf\n5xebN/OAz4fNZmN8fFzxkIhnSaxpoX2+hM4XRF7cx2KTBvgPIA5ms5mQkBDcbjcejyeodRHMFXpO\nURHP7NjBg7m5XN/cDAGLRxzn9/uJjo7mx8nJfKG5mcvLy3mmshLJ5ZqXRaxNLjKbzaxfu5Y4p5NH\nX36ZP2/cyONOJytmZ9lSUIA/8I4JwfABhRWrLTU1+1Qrb6FcfT4fZXl5yAESU93czM6WFjweDyEh\nIXPYuhqi7SGyzMfKy8n2ePjV7CzPhoQobzYU7XigshJLWRlZk5OUHz0Ksowf2Bkfz3+np7Mt4HUJ\n5h7WXnMxoM1SVk/8asW+kMUZTNGKfT5bXs4dFRXcVljIDzXeJzFmfr+fwg0b2N7QwD8yMqiNjeWn\nAdIlIP63mkw8tWoVWcPDTFgsPLBuHT+tqYHKynntVVt+QukKiLKzpKQkljid+H0+kCS+2dxMzOQk\nztlZbjz7bGYChEKGOZUHBulEAqUylvLb1RnDw8MAiidDKD+LxYLZbObB48f536VL+cLSpZT4/dw3\nPc1NpaWlhmuHAAAgAElEQVQYjEaqGhuV5Dah8DebzaTm5XGJ08nwG2/wZG4uT0RFsbWmRlHA6nyZ\nUGDLpk081NxMt9PJuNXK60uX8rm9e+kpLeVXKjIWzLugRbBx0H5Xn0NLFrSyH+z3hc4vtp1O0rBQ\n29QTsXof8Sm8Aw6HA5vNxo/Cw7msqoobPvQhavv68B8/jsPhwGAw8PSBAzh37yY/OxvX4CAul2tO\nX5lMJoXcivwFSZLIXr6cn7z8MjIQ8tZbOGZnqUlJ4ZJALsuxqSl+FpDzrADZEcf/aP16bggYfiW5\nucQ5nfiPHsVw7Bj9KkPqy2FhSKOjSGNj/KasjHurqhTjzWKxKGtJiP7o7O7miN+PJz+fJ198kePh\n4VwSEoLBYOCFhgaWLlnCH48epXJoiJvPPJNX6+uZmJhQQi6AshCWem5S6xRtvs+/A3H4wOc4CEFU\nW5ayLM+zMsQDkb1qFV8ICeErDQ08sH49/9PRwdjYmHKM+sF5ePVqdkZHUx/IBxBeADWT1MbTLBYL\na1at4q4jR/jBihUgSbQeOsTs7Czh4eFMTEwowq4mA8KDYTabeeGFF7jooovm3YOYBM1mMynJyVxh\nMvHZxkZsgYfot4WFGA0GnrRYaGtvZ2ZmhpmZGYXtiuvAXEvcYDBwTUkJd1VW8j/Fxfx0x455zDgy\nMpL/SUvjqsZGPrd5M83Hj1N9+DCfKyzk7wH3vLa/tZ9w+pMjGxsb33FCCLY92G9imxjvbxcV8T87\ndoAkER8ersiQ9jzFeXn8qa2NSYuFj9jtdAQSHNXEU5Zlbtu4ka8HLOYz8vIYGh3lUGAparXSFaQh\nJCRESWD87+RkhRwYBZEFUvr6ODNQTinQHxZGqNtNqNv9T/uvIVBSDCeqGXzPPUft9dfzo8OHlTap\nM9rVZEl4x9avWcNGo5Fbtm3jwYICtjqd7Ny9W6lkEvFll8vF8tRUTCYTVwwMMGS3UxMZyXNVVczO\nzs5RsAaDgbx161jmdPKrnTt5KykJk99PTn8/f1mzhu/U1y9oyS80uavHbiESrCUPal2gzW/Qko6F\nJoN3Itv/KqhzHLQkR7RdnfOiTQYHsFqtREdHszkvjz88/zwAPzj3XJ7v7MRut2M0GklOSuL3L7/M\no0VFPC9JHFRVo6nvU8hG7po1+DweLhoZYTYkBJPZzGuhoezeuxer1crg4CCjo6OKR0Qc+93CQtYM\nD7P84Yc588wzubKoiA19fXxes3LqmQUFnB0wxv5hMtHc0kJoaCiRkZGYTCZSEhLYPD6OJySE1uho\njCYTBzs7FS+HutrB5/Ph9Xq5JioKPB5eCAmhMpBbFhkZyc2xsXyqro7PXXghb9bVMTExgdvtVu5Z\nu3qkmvxrjUPxe3h4uJ4c+a+GIA7qGJVWSLUPbGRkJL2BbPOWmBjyh4fnua0NBgNfLi7mut27eS4z\nk+/U1QXNwhefgj1brVYsFgthYWHUtLfzxS1bqAmUjLnd7hP1xKpMZaEIte2VJIk33niD888/X1HM\n4j5WZmbyZmBy6XU6WTI+TkZyMlOBeKHJZKJ0/Xp+XFvLx+LicLvdjI+PK1nEYtW0d0rG2h8ezi/W\nruWJvXuV9SLU9747OpqsoSE+tGkTdS0t7PV6+fiKFexSZcEvBEmSTuuiJurkSPVDG6xdsHCJoHbf\nK0tKuHPHDvySxCc3beIfmrwGSZIICwsjIiKCuoEBtixdyr5AOEk9cTmdTtauWMHWwJj+sKiIn6ny\nR7QeBqvVSmxsLA/JMhu6ujAFxnEwLAyv0ciM2QyyrDzwv9u4kUcbG5XSNuEKFVnzZrN5jltV7Z35\nQV4el7W2Ej47y5DdjsXnY+S111hWWkqYinT8JS+P28bHFVmdnJycs2aC2mNQFbif1JER1qWnMxvI\ncDeZTMrSwOLvxbExHLOzxExNsTYri6GhISXmrX5mrikv59o9e3C43eyLjaW0q4s7Cwq4ra5O8UCq\ncTJjvBCChSmCkVCt5ynY9bT7nEryECw5Utsu9aSldZebTCZiYmL4WGEhdz33HPcXF7PVaqVh/35s\nNhshISFclZZG3sGD3L9mDdvr6+eRL7Vn9pply5BlmS/t2sWu9HR+n5pKXUuLknwoKilGR0ex2+1c\nKRYcA15xu9nZ0MCMLLN71y4uuugibk9J4UfDw3R3d8/rR6GfBVGNjY1VKkfE5B4VFUXRunX4/X5i\nZ2f5W+A9KuK5EN40EVK4JC6Ob7/0EjedfTa/ra0lLi6O6OhoPm0y8aWqKn5xxhm86vezq75eqbKD\ntxPcRb9riYR2TPTkyFMIoQjVBCCYpZC3bh0vBGpx78/P59vNzfMe/rM2bSLFZCJ/aIhCYDxQmikU\nnzpR0mw2KwuN2O12ADKWLuUPDQ3ccP757Ni1S2mXWjELF9ZCrk2BiYmJOS6sMwsL+cfOnfwlO5uG\nmBj+0d3Nz+PjOTM9nRfr6xVvxbZduyiRZb6WkkLSyAi3ut1KBrF64tBaFKIthcCngB2yzNc2beJ1\nVZknwNqhIb5SVsbNhw9z19q1XDo+zm+7u/l+SQmvBqpLgt3bYkEtF+JTPe7BPE3a0IYany8t5Zba\nWg5FRdGYkMArmrADwNL0dO6VJAqPHeO/1q+nddeuOdaFJEnk5uTw5JEjJO/axYPr19PqcPC/gYoV\n9V9ISAgfKijAarUSZTTy3TfeYMxmozE1lUPx8bTFxSlj+/tdu7DZbIo3zNXQgMvlYnJykpmZmTkW\nsjqMJcIH4rskSdzy1lvcbreTn5vLtpoaYmNjeQm4WaxFErjnuyoquDxw3y+sWMFfV65ElmV6pqep\nbWxUJguv10tOQEY/dfbZ7Hv1VX5ZXs6+sDBe2rULl8uF1+tVSPgFDger8vJYazLxfE0NPy0qoqat\njZ6eHoX8yrLMb6qqeECWuaa0lA93dnIwOpord+9mbNMmDskyLwTCPALaCU077uoSRPXvWpkR/aSV\nnWAk9GSI6+l0T2vbK/pS/Syo9Z3D4eC8TZu469ln2Z2YyJ0dHUxNTSkJhw9PTrJvfJwrAE9Tk5Kn\nJfSNwWAgNjaWmoBx4e/u5svnnkuv08nxyEiaDh6c0wdms5nZ2VnuS03l483NeHt78UoSNp+P/wYS\no6I4OyODuzmRc3M0IoLBgwdpdDop0OhXYM7S2CKXwePxKDk+MzMz7GhsZHJyEndAXz7t8dCUlMQt\nvb0KuRX5GY93dpJWUMDN27YxuWULz+7Zg8lk4h6Ph6IlS7i2spKm884jNDQUv99/YunrIAhWjhxs\njBYDH3iPA8zveC2Lzli+nMeHh1k5OMif167lu729DA8Pz3lIztq0iT/U13NhZiaDw8P09fXNeeOa\nOJ+I54okGjgRw1q2bBm/6ezkWytX0rh3L5IkKQpdKGm1otFOZGqFU1NTQ0lJyRwX3aMrVpA8McEn\n/H76+/vx+/1cV1LC7VVVhKoWNRFLvUqSxBXr13PG0aN8cWRECY2o12pXWxZaRZmZkcHrPT1csXYt\nb+zcqfwm2puelkbj0aNcWVxMfXc31T09fCE//8SLmzSWtfq8i+FxEPen7md1m4KV0Wl/lySJ7xUV\n8Y26OnodDpYPD5O9dClHOjrm5dS8npzMr5cupbW/n/0HDwJzXdbpaWk8NT1N9sAAT69cyVf7+5Xy\nWXjbOru2pISygQHWd3fTHREBkoTbZMJrMpHX0cE3zz6bFwO5FcJiF8mQfr+fqakpRYbEhCgSJEU+\njfBEiUqKYPctJtSamhoKA8RB5FFkLluGpLJWv2IycUVTEwejo9kdH89n9+9X7l+sE2C1WlmVlYVf\nlnl8/35+WVTEIw0N8ywvofDXrFpFocVC4ZEjNCUmcu+ePbjdbmZnZxV3sCRJpKakcKCri0mzmY6I\nCJaNjHBlUZHyPpmFwhTvNHFrZfmdvANaa1LrTdTKmPp+T2VJpjZUoW6vtp1aD0FYWBgXlZfzu+ef\n5w+Fhdzc3q4stf/5c8/lrCNH2J+YyEOHDzMxMaFMyGtXr8ZpsbBidpa4qSkG7PYTuTJAn8XC042N\nfDY3l6zxcW4L6Fqn00lYWBgzMzPExcby/cOHSevv5/PZ2VTV1THp9fLkmjVc19PD+jVr+Nndd7O2\noIDbzjiDn9fWMjQ1xX+fcw6PNDTg8XgUHedwOJQy/bi4OEJDQ1mdmorH46G9r4+hoSFmZ2cZGxtj\naVoa1U1N3FNeznQgWVSSJNYMDvJsejoNBw8qetRms/FDv5/nEhPpcblobm3FYDCQlprKHf393JuV\nxZv19XPCmGLc1aEJsU2Miah0CQsL0z0Opxrqh1MMiHgomgPKuyI1VXn7mdgPYM3Klfxyzx7Klyyh\nMxAn0yoHEVcOCSTGiPXELRYLS5Ys4cXmZq7ZvJk9zc14vV4lLqtumxAWkUmrjitWA+c5HMrqepL0\ndrWI0+nE7vXiNRjwBJZlFfvA2wpeVJOIVdMebm4mOTOTR7xevmowKCuwiaxmkZCpJTOSJNF26BBb\nli/nvt5enjUYyIqN5Xhfn3I/Rzo6qElL4/stLdyQkUGey8UrLS0MbNhAbSCv4GSsrVMNrTKH4K8/\nDuYyFPdqMpn4fEkJ36yuZl9cHJEzMyyLj6cv8OIycUxMTAxdg4N8felS/lZRMc81LMsySUlJ7A9Y\nxtvS0vhkIIQh/oxGI2tzctje1ISrupq3li6lOSmJYaeT5YODJI2McDQ8nN8XFPBKXZ0ij5OTk0qY\nQFTdwNuZ8sKjoCYH4nqiT4LV+Wsh8nxEguPe1laFjPj9fm4wGvm208mm1av5xtGjTAcmxHMKCugZ\nHGRqagqX283hzk5MJhObo6L4/eHDXO9y8dGMDCanphgYGFCsQo/HQ219PXtsNv5it/Pn9na+NTDA\n+WVl7G1txePxMD09jc/no+voUayyTHluLn/du5emhAQyfD5CQkLmvFdGLRfa72pPgoCQl2CezIX6\nKViFyqler+GfQXuPai+Ydh/hTb1882bufu45fl9QwM96epiZmaF4/XoucbkoaGzkpowMug4dUo5z\nu938IC2N8uZmloyN8aniYtr6+piYmJizSiLAQ42NVMgyLxcXU9/cPKf8PM3hYNPhw5xbXEzjnj0n\nvLrj48TMzhIREaF4eUVbrygrg5df5r8OHKAmI4POzk6MRqPyLgqRuHldRARms5lPPP44AJ+8+GIm\nJiaYnp5WxvHWs87iTwcOMDU1pXgpNuTk8LnubgoTErgv8J6h2dlZfhEfz50tLcSPj/PF7Gzq9+2j\n/fBhrk9MpGbrVr5yzjk8uWPHnPd5iH5Wy5V6TIA5RuNi4D+COGgnB/WE+uGSEqis5N78fH6wZ8+8\n+N15xcX8prmZy7KyONLcHDRGJsIATqdTKW0TmbjL09P534MHuW7LFl6rrlYSa9RMXigR8Sa3sLAw\nxaWsJMaMjfHd9HTuCCjymJgYiteuJVaSyB4eZmdYGD98/XUuOfdcntq580QJncZ9KtorvBwWi4Uf\n79/Pl/LyuHFsjJ8Fyu7EMaGhoScUeaAkSkCcq/3wYS6QZT5eVsajR45wTWYmBwIkDOD8jg7WrFrF\n7zo7uTMjg8+Mj/PokSN8q6SEFzSliac6jvvPsJClt1CIS/0wX1lczE21tXSHh+Nwufh0cjLHAy/B\nEedNT0/nHpOJq1av5s+BkIP2fjesW8fD3d3siYvjC7Gx7FGVKkqSRGZGBluWL+eul19mT3IyQ3Y7\nMjAdEkLc+DiJQ0P8oriY55uaMHZ0YDabmZ6eVhJgxXnEiqjCiyBJb5ciC9dxSEjIvOdFHKNO+tWG\neuLj4+f0VUhIyBxlKDxaVfX1bPf5uCzwlte7W1vJ6e/nD+vWURsVdYJ0jI9zuKODz1osFJWXU2Iy\nnajo8Pt5sraWmZkZziko4M3AC5FGR0e5JiWFMzZs4E9vvMEdJSU0Dg3ReuCAIsOyLFNZW8vni4v5\ne3U1xd3deEtKuLu6ep73QG3ta7dp5SXYPmplHyx8cTLhisUIUYi2qr2g4nfRPpPJxCVnncXdzzxD\nS3w832lpQZZllqan83B9PUN2O59KTsZz7Jji7bx65Uo+2tjIX+12zvT5kENDMezZo5xXbfAYjUbc\nbjdLBwcJUy2CJ6x5WZbpiYiged8+jEYjf4uOpiU0lGm7HYsmT8vv85HsdtMeE0PE9DSv1tfz1rJl\nfD4w8QtPbEREBOnHj4PFwv6UFD5qNmMIEF+fz4fZbKa6qYmrzzsPi8VCdmYmz27bBkBGezs3zMwQ\nGRnJtv5+vlZayu79+xkYGODjQERKCq81NnLOsmX0DwxwrLeXxPBwGmtqGC0u5sU335xDJtUEKthc\nsZi6Ev4DiIPWklQPwkdKS/ltdTXPrVjBrQcP4nK5FKH1+XxsLizkjw0NbIyK4lggHqs9r8FgwOFw\nKOWNwjJzuVzEx8XxYGsrX83Joba6WiEZs7Ozc/IIBFkQi1TJsjxnaWqDwcAXV63iifp63jznHOCE\nS79nfJw/V1fz8wsu4MXubg5efDG3VVezOyuL/v5+QgOs++tlZdwbUIxCGEVMz+Px8IfGRq7MzeXR\n3l4uDcQdQ0JCFCtUtEGbOCmE96nKSiZKSnhi/37WaxYzadm/n4/Gx9OycydfKCribLudhro6PlNc\nzKuBNqn7dLGgfhgXIjHaPASBn1VX0xERQdbwMMsTEugNKEP1ef42Pc1PV67kb6rXkqvPsWTJEh7t\n6mLZ6ChLlyyhV7U8tJjIHxsfh8ZGdi5disPjobCjQ3HvArQkJbH14EEmJiaUdRs8KjKozsVR35NI\nIFYn8YocHVHGrPY4qGPe4hzit4iIiHkubxEGA5TQh2jbK62tuFwuqmNikBwOPhQezv0BZdwWFUVf\nWBgX9Pby99deU5LwEpcs4bGQEOSQEO6W3g75mc1mjh07xp+7u9mWlkaWLPPbw4e5IFBd4na7FStx\na00NWSkpbElP54HKStJyc7kukCgrZOCfhRaCkUu1vtHKlfpcYn8t/llI5FQjmKcN5i50ZzKZ+OiZ\nZ/K7Z57hN4WF3NTSgs/no3jDBh5uaOCKggJ2NjWREtAdXq+Xj2dmkjgwwMUREUwGXPZirRrhOV2a\nlkb/4CAxUVH8l9XKbwcGYHBwzgJ44vnLnpzkyxs2YGpuZl1ODgktLfgMBurT0/Hv3z9HVxsMBu4/\nfJj7A/rwgtJSvlpTQ/batTTt3s2ytDQuttm4ctcuHi8qYsXAANckJ+Pr6VFIilr3SQYDj83OIh88\nyE3nnYdflikEpr1e9ra1cXVJCbc2N3NPQQH1bW2YzWY6Ojv5bH4+W+vrubKkhLcCOXTXFxTwxGuv\n8aktW3gm8JItrZxpPZ1az99iYPFbcIohiIDaevD5fKSmpPBoRQWvLV/OJ9vamJycnDNguTk53Hfo\nEGenp3Osp2feZCJJEjExMWwqKGBddjbx8fGYTCYlX8FqtbIsKYlf5uezu7WV0NBQ3G63UsMrmK54\nE5yofxYKVXgFBMno6ekhamoKc+BBXp+ZyRvV1cxYLJzV0kJiQgJ1zc3ct2kTSdHRSNKJio6qjAxS\nedvyE4pbvaiLy+WiHVjZ16e4mNNTUnhlYoJ7kpL4dXo6L8fF8eHNm1kTeDuiNub5yo4d3LlmDTOy\nrLxWWSid4319rE9K4rHKSrJSUzln+XL+XlOjvCsD3p7AFgtapay9v2CQJInly5ZhkGUsPh8bMjPn\nLW+cnJxMR2goD65cydOa9RbghOcoe/VqOo4fZ9xqJTMlZU44Kjw8nDsKCznk9xM/Ps6EzUZBRwft\ncXF8OD+f7OhoNixZQm58PJeOjdHb26uQA3WMX72WiFjbxOFwEBsbS2JiIgkJCURGRiqlc7Isz8u9\nmZ2dVWruxQQixkxdzivyC9TlvupFpMS9Wa1WoqKiiIuLA8DldvNkWxvpCQmUbNhAY1IS+T09THg8\nXF5ayorMTExGI41NTXxsfJyjYWHcW11NXm4uqampyLKskJS+vj627drFLwsLuSM2lp+npxMfH094\neLiyGuHR7m7+VFnJD0pKuKqxkWGTiRlJ4u9Llypt+mcyoyUXWvmAt2Vbq/DVk7LYT31MsH1PJd6J\nMIs/q9VKeHg4P9mxg8fz8rj7+HGMRiPFeXn8dvdujjscbH/rrTkk4/rERBq9Xv4QON5ut88ptRX7\nrYqMJDIigpvHx7m2spLIwLLlsiwrpNbj8fCjgCy3d3SwZMkS7mhr40dFRVy/ciVPHTigEG0BY6By\nIiQkBLPZzNY9e8js62NFWBgmk4nDnZ3IHg+O2VmK2tpYe+SI0n4RrhV6EeCqPXtYPjjItQkJPNTQ\nwCONjVQ1N3OO18uPExM5Eshl+8U//kF5Ts7bVUN1dXwoK4tf1taSl5ODLMvU79/PY+vWcVtjo5IX\nJO5ZbejCXHlZbI/DB544CGUiEsIEc/5UYiL35efzpZ4eZTucGJzzioqoaGnhS6mptOzfP09BGI1G\nvrRlC9/KyuKVykpe2LaNOwYH+cSKFXOE7KmtWzEGhG9gYEDJNDaZTISFhREVFaUoMmHhWa1WpTxI\nlAqJclJ4O7YlyzI/ufhibrjwQh7MyeGMgLLeMzbG7bW1SvJP6aFDvBwgKLGxsTgCL766qrCQjTk5\nSq7F1oYGDsfEnDhm/Xr+UVvLdWvXcn13N98ZHOSbsbFYLRZeOHqU8sJC5cFS98tfKiv5RGkpDwTc\n6qKdACMjI/wqL4+Xd+6kKCaGP61dy5Vr186zbP4doL43rUtaXUoI8M2wMCx+P1vT0xkYGppjhaak\npHCf1UrC1BQPqt4bIfrEZrNxa2IidS0tHIqM5MqYGLoD8VE4kT3+g7Vruba6mgmbjYbly3miqIiv\nXXIJ3+jt5eixY4SEhDA9Pc3g4CCTk5PKS3rcbvecleYk6UQuTExMDEuWLCEmJkaRPfGMqFdUFf8L\na0vEYGdnZ5mcnFQIrVjPXxADNdFQL0ktyIQ4Rr3Uu+hjs9msvHBoYnKSH83McP2FF3LNJZfwoYEB\napqbuR/4cmEhY2NjXLFvH1/MySHZYOBm4MqNG4mKilLc2Uajked27eKGY8doj47mG3Fxysu1xORl\nMBi4c8cOrtq8mVmTCb8k8bukJCIDL+rSKutgoQztdq3nSq1fghFSrSdUXG+xINohyKY6fBUfH8+N\n69fTGRnJd44dY3R0lNSUFF6sqmLQbqdkfHyOzJ2fmcmjbjcHDx1icHAQg8GAzWZTypGjoqKIjo4m\nIiKCikOH+PHUFGnDw7yybh1ut5vqZcvwAHa7HZPJRHh4OPj9/Lqjg/7+fmIjI3HMztIzPEz3sWMA\nCikRMEhvv2VS/VtYwLPq9/v56e7dvLJmDc3p6Xxi40bFgyWeBbvdTlRUFEdiYuiJjOSsVas43tfH\nNbm5hIaGYjab+VV3N//vrbe4bNkyjvX0cGl+Po5AiEPIfOuBA1yemckDtbUkJyfjdrv55rFjHHc6\n+XZhoUJq1eEttUdPHdJZTCx+C04xgsWmf7V2LWd2d3PTnj3K2wbhxKAUrF/Po2+9RarDMW/tATGR\nXHHmmdz1+uvETU6ybsUKcleu5AtA8swMr1ksiiA1JSby0I4dc7LXrVYrERERc7wMQoFZrVYlbBEe\nHk54eDgRERFKmQ+AW2W57ZNlXnvrLV5tbGTF4CC/Tkykf2iIz2ZkEBoaqpQTtRw6hMPhwOl0Eh0d\nTXx8PK/19fF4fT2pKSnMzs4qyWERERHkGgwUZGbS2t6u5EQc7+tj+549fCo7myeamjjodM7L+pVl\nmed37OC+5GRe7+mZ03fj4+N8f+9eqpOT+XlVFS+Hh3PN7t3cXFg45016pxvBrCytvASbNADOLS7m\nk/v2sTc2lm+1tjKsWfcj0unkgvZ2MpKSgrq9LRYLV+zeDUCR18veQOKtJJ1Y5+GF9HSuDax299kV\nK7g9IoK/V1fzam0tFouF6elpJiYmFMIglJNIGhSx6LCwMBISEkhMTMTpdCouX+2kKLYJWRMeC0Eg\nxDWEJ8LlcjE9Pa0kIMKJ0jVR3il+F14HIWeifR6PB5fLxdTUlOKFU5MMv99PdUsLO/bv5zaTic2F\nhWw+coQ7KipoCQ3lqrIytu/axZ+3b+drAwOccegQrwwNsSU3F4fDobTZ5/Nxf309U5JE1ewsX964\nUbF8hdfkz1VV3FxQgEmWOWdyUsnV0cb3xf9qudHmJgQLbQQjHepPtZz9M/k8VVCHXwX5Em0SCdOr\nsrK44dVXudJiYWJiAoPBwK49e3hx9WoudziUMZyZmeFDS5YwI0mMjo4SExPDuStWcMayZazNyFCI\niPA6iM+n16xheX8/vXY7w8PDXD49Td3evScSZdPT+V5XF18bGVH69x+VlfxvWRmDg4OK8SUmW6UP\nNfcnyzI/veQSbn7uOZYkJCgh4i8PDXF5VRUfttmUpEeTyaQsyGe1Wlk6OMhYeDhmi4WsrCzyBwYU\nXW6xWPj+pZfiC4SAj/f1MePz8fGMDIV8GQwG9rS08Mf8fOr27lX66wqjke9t3861+flzZGUhwrrY\n5OEDTxy0Fm1KcjIZo6O8kJamKCfxYG7Ky+OjBgNRXi+jmpdAwQm3/mVnn81/dXRQsHIlN4+MMDU1\npaw//sueHlKGh0mIi2NwcBC7y0VcbCxwYnGplStXKkKmXhlPVDmI9mqT0IT34bnAIiSAsmCUeLi/\nNjrKlNXKeWvWMDMzg9VqVYiDYLEWi0XxYoyNj/PZ4mKWxcfj8/m4fONGcnp6SE1MJK+7W+mXZenp\nrF+zhtzVqylYt46Ori6uOfNMrD4fryYnk5ycPM9b8NKOHXw/P5+O0FAyli9Xtrvdbs46downVq/m\nscpKDLLMF5qb2bxx46K537Qx52DxakGQ1MzfYDCQYTBg8/n4W2bmnIVcADauX88T3d2cmZenWELi\nOgkJCTy2ejV7fD52JSayeulSJiYmkGWZvNxcLtuyhSMeD6VtbRyJjuYzH/4wQ0NDHD58WAlxDQ8P\nKx2j2EIAACAASURBVIt3qftOuMXtdjvx8fEkJiYSGRmpWD0iVCHIg5AvtTISE67wXIg4dFhY2JwQ\nhfBUqL0wwtIPCQlR5E3IeGhoKA6Hg7CwMOx2u2J5hoWFYTQamZ6eZnp6Wrm2y+VSwh0DAwP09PSw\netky1mZl8VpuLhf393PF+edTUljI6Ogol3R1cXZ4OFe2tJCTns6qrCwMBoOSOX9baytlISEUdnfz\niZISZTlusYTwH6qq+H5pKV9qamLAamVaknh85UqK8/PnyIo2l0Ert1pPipakqY8JRkDU/59Ob1yw\ntqgTt+12O7e0tnL9+ecrJd9fKCgAoCU1lenpacxmM7Is86PcXLYcOEDloUPIsswvOju547nn+Pnz\nz3Pntm0kxsZy9OhRent7GRwcZGRkhOHhYZ5+800+umUL9bGxSpjt0tWr+dnoKDc98ghPBcbC7/fz\n3fXraUpJYacqPKj18MCJNQfUIWu3283jBw5w28UXc9uxY8o7g2RZ5tLzziPc6+Xnk5NcuHKlootn\nZ2f5otMJQG1sLOPj40Q6HJzb1MSdY2NKqekL+/cjB4jD96KjeXXfPs5vbeWH69crpcahoaE8MziI\n12Dg0xs2KOtSfOOCC/hxRQW/yM2d591Uk0/t/S0GPvDEQUCWZUJDQ7kzLIyH0tK4R7WegCzLXFBS\nwkvNzTymKWcUVpvFYuGqLVu4Ye9ebomKYnJykunpaWZnZxXl53K5cLhcbDKZmJqaImtoiDNSUnA4\nHPwoK4uSjAyFIKhjfMI1JRiuOvYn2mKxWHgiNRVj4PuHOjvxBFhwWFgYFouFe1wu9gfeimg0GpWq\nCnV8TigAu92O2WLhV3v3cuXmzUqS3dTUFL8NvNo6Y9kyftHZybNvvMGTr7zCX196iU/n5FBZV8fV\nmzZR0tlJSWYmN5SUzLPSH6mo4Cu5ufxvIJ9E3dff6+vjgQ0bqE1MZH9sLJePjS1aqEKb6Ke1BAXU\nih5OkLG7Kiv5cnk5t2mSPM8qKuLpgwf5zLJl1AQWCVPjp9HRrO3rw2cw8MSyZbQHlo4uKyjgyfZ2\n/rR1K/7A+X60ZQt1zc2Mjo4qSbsjIyOKApmcnFQIgcFgIDQ0lLi4OBISEhSFKElvv9xKXTmhTfYV\n1rlQWIKwikXMfD6fEkoQLmdJkua8aEis8ij+1MRBu4y0kH0RNxdvMlSv4a/2WMzMzCgTzE/a2rg9\nJobLDx7kL83N/HjzZjKWL6evv5/rHA5cXi/3HjjAyowMZFlW8jO8Xi+3GI2cf+AAXwksnCVyjcxm\nM3fv2MEXy8uV/n81Pp436urmvFpaKydaD4NWfk6WBGjDYtpJ/FQ+I8LLpA2VCDlJT0/nb14vh2Ji\neKq2FoPBwJIlS1g5McGM2cxjR48SHR1NUlISWVlZrB8Y4JLjx/H7fDw2PEzo7CyfOfdcUmJj2bl0\nKffv3cvx0VF6R0bo7OvjRY+Hzr4+CnNyePqNN7jv+edpP3aMzr4+Pt7ayrjTyZbiYnYF1kkYHx8n\nbXwcl8rzIcJj6kl1/apVIM3Nc4MTIbUnDh3CAKSnpSmVE+Pj4/x6dJRhu52PNjVxuKeHN3w+Prd+\nPVfv2MFISAjHJycZGhqit6+PZ7Oz+W5kJBMTE0RERPBmVxdV09Pc53AwYbUyMjLCeceP88PGRqVq\nzul04gpUOV3z/8l77/C4qqvt+zdVI426Rs2yuiXLktyrbEs2dnDBxqHDGyAJJIQ8KaTTEtIgjVCS\nEBLIk8JLCSUQSoIx2DHGXXKTJatXq8vqozbStPcPnXW8Z+w8z1so38W3r0vXSKOZc/Y5Z+2117rX\nWvc6cYLiRYvw+Xx0ejz02e0s7+0lNTU1QG+rcqGu0Y9qfOyrKtTFNzA+zjcTEnjuvfcCFv7CwkL+\ndvgwyeHhOCsqLlCostl+oq2NK/1+vK2tenmO3W7XyUEErhWorDAjg8vsdqKjo/n80aN8eft23G63\njgCo5wieswi5KHmDwYDNZtMV2pUnT/LMJz6hh0UkY7yjsxOj0cjc7Gzu+vvfcWsGiOo9ywYw225n\n9vAwbzU1sWPuXLJTUkhhZlGNj49j9ftZ0NXFnNmz8fv93J+UxI927cJ9xRX87cQJPEYj1pAQnjhy\nhMeWLOGOU6cCvLGdhw5hWbuW2oMHidTQD6/Xy9DwMI15eXzx5ElemTePos5OBv1+oj9CK/piEHIw\n+qBuHEOTk/iAyovQbqdbLKyJjaWjvPyC4475fHS1tWHx+XCGhPDbgwd1UpjdZWV4jEayZs0iPDyc\nyMhIBjVaWmGZm5yc1MMQKhpiMpmIjo7Wc1iEaEeQBZEl9XqCc1QMBoPeAE0QLSnLlPJdIZKamJjQ\n0Ss141w2YBV6D95E1WZtMg+/309oaChRWl8P4RORH7/fz8TEhF5W6vP5qKuv52aTidkFBezZu5ev\neb0snDuXgaEh2jo6uC07m3+dPInV6yXObtfluq29nc9ZLDTU1zO1eTPPlJfjcrl0Doq/HjhA1Nq1\nPHLgAAtHR/nh6tWMHzpEmFaJFCwTsmmp16lygQR/Xv09WK6C/1bl6oMcwXNVR0hICBuysij8xz+4\nv6CA6cZGLBYLC+bO5ea33mJSoyY3m81ER0dzh9HInjlzCB8bY01iIrkVFfxs40Y2DA9zyGLhq+fO\nsWzpUhI12fp0RQX9djtHMzK4XwvXPb5mDXXx8YSGhTFisTAwOEjY5KReMSQoGJznwJBnIEgrnG8H\nL6EHFT2UcevoKN+LjGRKcxr9fj+PRUWROGcOs9au5afPPMOPd+3izs2baXW72aclf1ZWVXEb0Dw9\nzeWLFvGz3l5iJid5+8AB7t++nb9WVTE/L495JhO72tvZkZ3NW21t+lwAXlu6lJKxMd7zeimtrORb\n69fz9JtvsnXrVp4fHtY5SC4mKx/l+NgbDiIgyxYtwlldTYPS20HGM11drF+4EGcQMVFaair56emU\nVlWxY+VKOsbG8A4O6oJptVoZHBzUaaIXL1jAj8PCGLNayc7OxhEXR+74ODabjSdXryZzbIywsLCA\nLGUVQpPEsmDvRpRTls9Hh+ZFlmVmMjY1hdVqJTM9ncbmZjweDxnp6SRHRvLY888DcFlRESEaeYnq\ntcTExPCDt99m2mQiKzOTh/fs4fCiRew/dYqr1q6diZVreRnSt+CutjY+BXpf+as3bqRYI1wxGY18\nq7iYhxUWPr/fzz8OH+aL69dTduYMn05IoL6xEbPZzJNHj2IpKeHL5eWUpqSQ6nSyaP582jRY/8Ma\nFzPaghdp8Gd+snw5HDvG99as4bTGmimfvaGkhM09Pbw2MXEBlH3vypV0nTmDx2hkV3Y2Xz19Wj9m\n7dmz7M7P5z6rFfPgIOHh4QwODuothZ1OJ+Pj4wFQpRiVERERREdH6+WzwAUN1oI3b0DnVJCkMWEV\nlVJdQRqEsExFwgSBEEWtImmifEXBi7xIXoecIzh+L6E3QTlkCDeKoBxqd0KXy0VbWxvZcXHcsGwZ\np3fu5PHNm3mmt5f27m4cJhN3FBXxp/5+vjs9TVd3tx5+WZKZyU/b2xldsoRun493tbbkU1NTNHq9\nOK1WPlNRQX9YGB2RkbR5PPxk2TLqPR6dLTVYduT+qh67+qz+3Xfk94uhCsFIxAc5VJmV+c6ZM4e7\n9u4FYF9pqR6OGhsbA+CSggKMWpL1Uy0tvFRUxO62NqKjo/l7ZSW3JCVR0tLChM1GcnIyY2NjVDc1\n0aR5+Sc02R0fHWUyNBTP7Nm46uoIbWsjOzubuLg4HRGQBMn1S5aw9Y03MHu9vKiFgw/n5PBQb28A\nmvbKyAhvBBkOwegKmnM4OTmJwTBDoR0SEoJzbIyunh4uXbuWoeFh+jQDUxKBpVvmhowMXq+t5d7i\nYu50OLg8OpoXamoIsVp56vhx4icmeCYqit2hofzG6+VL2r3duHw5/zh4EJPXy88dDvx+P4c1nfC9\nAwcoy82loaFBJ59SeR4+agPiYx+qMBhm+lD8pa2NrfPm6W2hxeq8Z80aPpWYyAmlN4UI2WNWK4l2\nO4kJCdxYX8/TmmBNTExgtVrp15juvF4vCwsL+VN7O7+rqmIiLIw5mZn0njvHOYuFqMhIXvB6+fa+\nfXpYQc1lEGEItojld6/Xy/T0NItaW2nW2BkPzJkzw4RntbLQauXqOXP4dnw8d9fW8tjzz7O/sJDb\nP/UpHRlRQyJms5nbpqcx+3wYOG9c+TRhlAQ6CV+Mjo4yPj6u31Oj0cjExATNra2E+f1ER0fzyNAQ\nZW43v1qyJADh8Pv9PHfgAN/Ny2NZYqKuVI1GI789cgTHxAQxLheHU1N5oqeHHCUn4sMYF4OALxab\nlr/lXjmtVl7v7g4IdXxt7Vq+1NjIt8bHGRoaCsg9KMjL44rGRqxeL3syMvh+W5v+vy+vW0dNUhL3\n2+0MDw9z66JFFMyezZ2JiVitVoaGhvQYquS0wIzikqx02aAkQSx4BEO1oogkyVHCARaLRZ+3kJhJ\nMqQYBMHEQGIkyNBJyzQZloRH1TuX8IqaGKvm9MiQY/j9fj13QpLZJExnt9sxGo28cPw4n7vsMr78\n9tt8y2bjlqIi0tLSeKahgXdSUnjQZOInhYX6euru7ubHfj9X1tTw+L59bCku1tHFfcePc1l+Pka/\nn66ICKrj4zmTmMiNTU28WlrKFWvXXgDrB8uO3JvgcIa8/9+N4M9+GEaDKu8mk4nExETmZ2RQHx/P\n8vnz9RCU1+vFpPRyMBqNZGdmsmvJEl5ubtZDS6Ojo5SMjDAYFkZ2fz8HTp7kq5mZRGsMjTabTc+V\nkTyX4eFhXV8NDQ0xrHjeEo773csvc/eOHVi8XobtdkpzcthUUcFdGmX0dzVOhJzeXtq1UnQ1HGw2\nmymcO5cILSlc5iCVHx6Ph3PnztHc3Exbe7uOdNjtdl3+xGD3+/3MGhkBiwXn6Ch/rK/H6XRytKmJ\nsZAQrl+/nkUFBYSGhlKRmsp3EhLwer0MDAwQOTnJl7dv1xN1DQYDlxYX05qUxOGTJ/X5qkblR200\nwP8PDAe/309KZCQhHg8nKyoCPIHb1q7lppoazmjNrVT4MCEhgbLUVHZXVmK1WnkzJ4fWs2d1q7e3\nt1dHGkwmE8kOB3P7+wkNDeXdU6e4bmCAZ6en6QwP552TJ4nREmtCbbYL6oJVI0GdR7CS/1t6OlmJ\niWgfwufzceD4cQwGA6+1tPC8xcLzS5dStHgx99ps1DQ2BhA4qeOy48dpTUjghk2biAwP547LL6e7\nu5tnly+nrLaWlJQUTtbU8MiKFdRoxpJ4sw+/9RaZGRkMDAzwy7o6XhoYwOvzcbq6mntqarhz9Wo9\npi2eZXVbG/eXlpKflxcAnW9fvBibx0O33c6YxYJDg9o/rKF6iSp8rg51wW5dvZpvHTtG/NQUTVqy\nIoDdbmdDdzclXV10KhUlcq3Hqqoo7OtjMDSUr2g5C+np6XTZbJx2u9luMjE6NsafrVa+vnMnv/jX\nv7ixrIx7YmMZGRkJKGOEGaPB4XAQGRmp5xioG66qKMX4VA0ZyU0QT14MAjU8ZjKZ9HPKMdQELYPB\noFfvqImV6j0Tg0AtwRTDRkrd1HBc8L2Xck+vRg0tG43cVzEmIiMjCQsLY/fx42SnpBA9OsoPXn2V\nzYsXk52dzb6WFm4fGuITzc3ctXixfs1tbW1cPzREf3g4D+3dy9LFi/WEyTO1tVyyYAG5AwNsam4m\nd2AAs9fLgfR00i+Sf3AxZOBiKETw9wIqAC4StlBfP6gRjLBJNc41K1bwpzfe4G8FBQwODuqGn81m\n46qJCX62fTtGo5GcrCzuLy/nj+3teDwetuTl8ensbIqWLsXtdvNoWBjOkBB8BgPvhoToz1QtkxTy\nsaioKOx2u1451NvbqxN3TU9Psy00lGdXreLGU6doTkzk53l5/LKvj7s2bOChgQGmp6f5ySWXAOAz\nGNilMf5arVZuSE3lpqwsbktM5NnXXyenu5s3UlL0hOKpqSk6OzsDugUDOg+EoHDx8fEkJCQQFhaG\n1WrlF1deyaU9PTrPicvlwmM0Mm618uK+fbx9+DCLZs3ij11dLGttJUfrAPrTrVt1BC8uLg6Hw8Ho\n6CivLloEwDWrVgUY5SIjH6Qs/O+Mj73hAHB7RwdbHY6A99JSU1k1OEgxgYlIqampXFVcTEt3N/OH\nh9m8eDFFs2cD6KVoIyMjujK12WwzUL2iDFNTUihPSsIxPs6A18t9V17J33fvpjcykl1HjgR4X6rB\noDLsqXAunFc08zR40KgsdFG8/QMDvFddrX9XhexUz2e+xrEAYDSZ+FlpKW1aOZwIvc/nm0EetM1I\n2sz+aP16AFZp99PlcvHEsmX8p8XC3NxcwsLCeHt0lKuLivRzms1mOru6uC4/nxe1/g2qEvUD50JD\nGbdYeEorP/ywRjBcfrEcBxlXFBfzikaVHaz4ty9bRmlCQoBRJK871q4F4PElS1ikcT2sWbaMY93d\nfGn9eto7O4mLi+PriYmsrq/nO9u28eiGDRxJT9fLeFUvPiIiAofDoW/IagWOeCgSbggOBfh8Pj1c\nINchx7Tb7fr1i7ISZS0lkqqBIcavarDA+biy/E+SNKUcU4yFYC9cTdoUpENgYckLCm7JLd8VxS8e\n4Of7+/ne1q1cVlXF3sOHWbFwIQkJCVwZHU2c283t2oYmJaPrPR5uKyridydOsG7ZMmJjY7Hb7VRW\nV/NrLZP/e4sXM26xkOJ0smBoiKSkpIvKUPDfwfkPwYbGxTzIYGPiYsb/+zmCDZSoqCji4uJY3dDA\nwaws/lZaqjtKEkr6TGkpTVqIKs5m46crVuDz+VhfUMADr77K9997j78fOkSP0cjOkydZ1N7O8rlz\naTp7FofDoVf7CF24GIdRUVG6l+33+wNKd0dHR/nG7t20Ohz0xMZyU0oKLZpOKdd0H8BvXnst4F4a\nDDMN3nojIjhmMvGHnh4W5eWxrLCQM1rCpTAAe71e3UiSNSZzEH4HIa8TmWyyWLjxyBFOdHdT3ttL\ny9QU4dPT/HH+fOLsdlLj49l5/DgAP1++HIdGtFZjMPD711/HaDQGELbtrKriSGYmv3n7bbauWnWB\n/HzUqMPH3nD4a14eh5OSaGpuDrDUvuJwcHdfH0NDQ/pn/X4/6cnJPLd/P5vWruXJqCiaRkZonpzk\nMydOkJyUpEPGAs8K34LdbgdmFG5WfDyX19Xx3ZIS5lqtvFtby39cfz3hU1MY/X7+R27uReeqxn1V\nz05VPHfs3AnAVcePMyczE5gJMajKWr2e4NwGv9/PuvZ2ynJyZo7X1ERLQgKVNTX8ICdHF0rJQDdp\nm4PEqx85coS7S0p46O23+X1iIsVLl/JiWRlP5+TwaF8fVquVrp4eKvr6+K3GmibzP1Zezo6kJL62\nZImeGezz+5nf28usiQmcNhtOm41fL136forAfzmCFXTwglSfxR+1uPZNxcX6/wBiY2P5Zl0df9eM\nAvXn+uJinj18mGfmz+d+rXrC7/dzhdfLjkWLKNfocR/0+fjMvn3cvH07eyoqmJiY0I0reQ0JCcHh\ncOgkR0ajMaDbqWowilKThEopbxQPXkoUZdNXZUcNLQisL8mS8rt6TglvyP0MRh/kPQmLSOjjYqRI\nIi8CHYvxIYa5ynoqQyo5TCYTNptNR0GePXWK71mtjNhsPLBvH3OzsggJCeFZo5Eyj4dH5s/Xjzc6\nOsqR48e5KTeXB/fsYfXChURGRhIZGckLnZ1MG418//RpHkpPJ6+/n09VVfGUZhAFy0oweqjei4uF\nLP6d3Mn4MCBqFRERkqzVublcWV3NzuxsXd+FhIQQERHB8vnzqZk1C6dWhjxbK90NDw8nd2SErqgo\nclJTWZqVxS+Li3ls+XLWL11KW1sbQ1o3Xrvdjt1ux+FwEB0drculDJE94Qnp6+vD5XLRGRPDK01N\nPKDleN06axbltbV8MS2NL8yezWcTEnhWQxwAsjMzMRgMlFVUkNfbS1RoKEvy80lOTtZRDzX/QZCH\n4eFhPelcGl1JWEbKKoVr51RNDV+9/HKeXL6cJ5Yv54+rVjErNpa/lpWxuLCQx+Pj9fLmWIuFL548\nidlspqyqilcuuYT5ubm67EgS7/Xj4xj9frKmpwOM848abYCPueHwvdWruaqmhp9oeQ0ynps3D5Pf\nT29vb4ClnZmRwRUGA1mzZnG2vZ36xkbqGhooO3WKX86fT0JUVEDymdSkW61WzJpikxjzw1lZVNTW\n4jIaWTB3Lqfq6vjxJz+J22QiTSmnkyFKOHizl74BsrBvu/pqANIHBrBKpYLmwamMY6qHotb9yut4\nSAhdMTEsbG3la1NTxMTEUNLcjNFoJCEhAb/fz/LCQr60fz9FUVE6WZXb7ebXBw7w2+XL+WRNDS/t\n2cO83Fx2HTvGS/n5tHR3k5ycTFd3N9nDw/yHUqrp9/tpaGzkstZWdqxZA8CREyf4flERV9bWYvV6\nKUtPZ117+wciD/9uBMO06oYXbN3/YuVKXlZYIAGahod5ZO5c6hoaAj5rs9nIdbs5kppKVVQUw1oF\nxrUlJbwZGsq5/n4uWbiQ6uZmTG43X96xg8OnTtHT0zPTltfj4ZbycrYUFWG1WvWWv7LhqyiD+uxV\n5EgImsQQEKRAKiSEmVQ8PDHyBCUIDm+oxoV4n2azWYd0VYTkYtnggl643W4mJyf1HCHVcBASKzjf\nWEuSLMXrk+PpBqiyluTajEYjXd3dLIqJYSg0lOf/+U8S4uOxhYQwMjrKn3w+vnjJJaSnpeH1epmY\nmKCqupqr8/P54f795OXkEBkZSf/AALFGI06bDYvRSFx4OF0RESzo6eF3Cxb823BXsIEQjEap1x0s\nj+r4MDhO1GsICwsjJCSEq5ubuX3zZv6ihUNtNpv+v4cOHOBQTg41GlHWvf/4Bz6/n7GxMY5HRmIE\nvjNnDkvy8/nDyZP8+PhxTlZW4vf7GRkZoVVjfjQYDISGhhITE0NCQgIxMTE6KiWGrtPp1EPDqqFv\nNBqJjIzED9y8Ywf/2dnJ0/39PDs4yJ812vZbduxgvbYuPnfNNRyOj+fzJ0/yp1de4Z6eHqKiogLQ\nMwnhqQnsaoKr3CPRzS6Xi+HhYfr7+3nt6FF+UVnJzysqeKi6GofDwfcKC3mmqorFXV3cm5/PHamp\ndE1O8t68efj9MxQBb0dG8oN//UvPrRADxePxcPumTfxo/369ZcDFwmIfxfjYGg6ps2ezvK+Pz2nd\n92QsKChgZ3w839QqKGSsXbGC0u5uDsfGAuhWblFhIduWLqW6r4+Hm5q4sqREp0uVUkiAnuFh9uXl\nzViNBgNoCqFtaop7NXh7b00NZzWIP3ijEoMkOGFSDWkYjUZUcZH5L+3sJD4+Xt8Q1OsSoYfzMWU5\nd/LgII994hP4fD42ZWQwt7eXvJ4efqTxQ6zVvAmbzab31IiJicFqtXL3qVPcU1ICwHytVPDZ0lK+\nsmULV2lUxp8aG2PMbNYte9kUvhwVxfqJCT07/k+HD3P7unWsaWvDpjRl+jCGqpSDn4ks1PS0NG5Z\ntw6r18veIAW+ZfVq6h0OXtq//wLl/vUlS/ju0aNcOzTErw4dAuAzJSXc0N2N0+UiNDSUtSMj/HLH\nDm53u9lz+jQjIyP65v1cdjbfX7uWDW43n9uwQffsrVar7oFLmMLnO9+bQjZk4dlXN2LxesTwEI9L\njBB5RkJZrd4jkXW/36+fXxScGBoqa6XcSwlNiPxJDxaZoxq+kP+LVxestGU+KuqgGspiQKtlqF6v\nl/9ITuZfc+ey6733+PbAAFFRUbhcLlrNZp6fnOSq4mK9eqS6tpYnli/n1Xfewe/36yWmN0dFcXtH\nB9cuXcqLeXnETk7yblRUgLEQjBjK+2oS6MWUv4pSqLJ3sZDFBzHUY1utVsJCQ1nX2Ehlby9TU1N6\nHou+efn9PKD1hTjc2MiC3Fwum5zE4XDw0NtvY3O7uaasjCfeeovuoaELEqZdLhcDAwMMDAzo/XsA\nvTpIiMAmJib0XANBn4x+P2FhYfj9fjo7O/nPtjYq6+v1JHCAeVqS9amaGr61ezfzc3OpamykqrGR\nb0RFcfVllzG/rY29paX6talrQHIVVEps0fejo6OcPXuW2tpaamtr6e7uBtDRLun3UlFfz+ePHWNz\ncjJh09NUx8Xx+54e6hsbefrsWY7V1RESEkJNfT0GRWZU9LB2aAiXycQ5p1O/hx+GIfnfjY+t4RAf\nHc3Wxkae01oYy8iOjeWUxnqmLuzlYWF8cvFiSisq+OzixbxoNnPT8uVsGhriW5WVnD5zhu0mE7d2\ndxMZGYndbtcpUwHaOzqoSU6e8Sj8fn5aUYHb7aa+qYnOuDj9PBcbaihChGfVnDk8eu4cjw0OsjI/\nX/cK79aMkCc3bKCprY1tl1zC5SdP8quGBu5QsofV46keqfYmFo+H3J4ejkxMkJaaylcOHuSqzZv5\nzYIFbKmq4nngjv37+dr11+t01fIaExOD0Wjk8aNHuW/tWm6qqtK9p1dKSzkTGkrR8uWYzWbeqa3l\nm0lJAfe7rrGRc1qikUBzz+zbx9dWrCDM7WbO4CA3Bhl8H9a4mAeYHB/PE/v3Y/X52H/smP7+JStX\n8tSJE1yhVDGo3//h4cN8rqQEp9OpK4Tf79/Pt7SY7p/HxhgMD+cprX324OCgnl/yUkUFfzl0iP+s\nquIlv5/7/vUv/qfHw+KCAj0EIRukWhkhkKqUbooCunHxYp43GrlpwYKAUIRQnssGq/apkN9FGQcz\nmooxqJZjSrKYmmuh5u0A+vcEfZB5C3eDyDpwgYEgCl7NLwlG59T8IJlzR2cnd2lr9dKqKh5vaGB6\neprGlha+mZ3Nfx4+zJXFxXi9XlwuFy+cOUNbTAyfzczUPdv2jg4+73LxuwMHuLyxkZPJyfzx4EGu\nKy7+tyFCCAwDBIcogkNbwcaHajCp9/D9HsG5JmWVlfxo/Xpq6+v1MNDk5CQTExNck5VFkkY0FVsq\nbAAAIABJREFU94X0dCxeL8vmzuU3vb2MjIywKTOTjWlpbExL44EtW/Rz6LT509OMaSRKHR0dNDY2\n0tLSQmdnp74GxMB1uVw6a6l43cnDw1yRkaE/62CjRHJ5YAYBfmHVKjYMDnJVSgrr09MJCwuj99w5\ntubkUJ6Rwbc1+RfDKPj5CAuqJEZKSb0gE4JWSP5DWFgYV6xaBcA969fTevYsy6Ki2F9VFYAKPrJt\nGzcmJuLxePj76tVck5OjH0tkt6Gpifs0dHa5xij5UaMN8DE1HArz83lj3z7eS08HzgtBdHQ0yUBN\nXV3Aot5RUsIVra309PaytLCQ77/5Jg3x8fzl8GH8fj+hbjepqamMjo1x+/h4QJMcdYPuiIri6MAA\nkz4f0VoikcfjAb+f+wmMVarwqiiDmJgYsjMzeffIEX769NP0RUfTnpDAhqYm7jSbubytjUotr+H2\nvXtZlJ/PhMvF6ytXEjc6yqWnTrFBEz71ulUIGKA5Pp5LKyp44LLLaGltZdd77/HIxo3UNTbinJri\nREYG3bGxVKWmMqEYV2azWWcOjI2NxWAw8NChQ4RNT5OsGQdWqxUP8Nc33tB53nvDwymYN09f3F6v\nl0azmRanM6C80On1Eu5y8dacOfy6tJR5c+d+sIKiDVUWgn/Pz8sjJTwcgAhNwYhyCTObOZKaSldX\nV8BinjVrFsfj43musFA3XKOjo/nVokW8UFiI3W7nxxERVKSn87jGVy+eu8jU8PCw7qn2njvHquRk\nHiwo4IHDh8nJztZDC1JXLpuT2okSZuL/c3NyuPX4cZadPcumxkaqmprY19lJrnaciYkJnSdCSJZE\ndoXfQZ4boG+uQECDNgikVJYfycWIiYkhPj5eZ1oVT17mHkxYJQlxkhehemKWoGchyZTyKh6jxOsj\nNYKf+Tk5vLx0KfapKXYNDREXG8u5c+e4priYQq280+fzMTg4yD9zc7lr7152FBbqsW+n08lLBQWY\nfT76w8I4nJbG7w8fZk529gVQtgw1TBFsJMi4WNWLbIoq0dEHNeS8JpOJ/7F0KT1RUezu6cHtdusM\noWKcen0+rtuyheVLl7L19Gmu2bCBI2fOXDBPkUc5vjwXQA97COooEL3T6WR6elqvsBBdK/JusVi4\n5eqr2V5ayuxZs/TzqDrutthYPtPQoJ9376xZ7IqM5LnGRg53d+udkM1mMw8tWICB8+Fc1dhUE4Tl\n+YgcikEsOUbqd202Gwe086syLXpe0KfnGxvZcuoUudnZ/K23FwyBLKxilLzZ3k6P3c7VxvNEYx+1\n8fCxMxzWr1rF3pYW6uPjeVATLBm35ecDgZC0xWLhxffe40/z58/As5py/EpNDW63mxetVrKGh3k0\nNJSvFBXpKINaFy8K4R/V1dy7aROn6+rYr2x6zxUU8MrcuRd4FTIMhpkWw591OvnT88/TmpjI3Z/+\nNL+Kjubn09PcPz7Oz6am+JnLxQMan8Kj27ZhsVrZlpREQ0oKY6GhVGRlUdTURITWbAbOM9ipwvay\nJtSy0X/tuuto0DwIsXjndnXRERtLrwYzqiiGzWYjKiqK2NhYbDYbd8+dyxc1QiCXy4Vf2TzCw8N5\nsrycX2nxSdkk/vbee5yz27lcs6YB6js7GQkNZV5/PxNBJUgf5PivYL/nzp3jAa0RFZyHnUNCQtg+\nNsYDWlKseoxNc+ZQ2NfHUxqcClCYm0un3c63u7pYkJ3NVadO8cueHt1TnpycvMDAk/JDkdOahgbu\nXbWKP+/ZE1DFo8bNTSaTntRnMMwwPjY2N/PqokV8cccO7omO5vPbtnHvJz5BscfD5+LiuDEvj0/l\n5XFDbq4eohBPX924/H4/k5OTDA4OBhg56gYh+RRyDTInkSs1Ti69K6RDpxgJgqCIUSn9KlT+CAlX\nqLFwCcnIq8izkEaJkfMjp5Nvr15N2tAQdw0PExUVxejYGEnT09y7cqWe6X9PeTn3bNzII7t26c8j\nNDSU7/T2Ejs5ic3joSMigrboaG50OC5ADf+dXAWHMS72vjzT4DDNBzVEP1gsFgoHBqhOTqa1tTUA\nune73czLzeWHb79NY1sbeDzct2QJpyordWflSFUVl+bl6aEFq9tNTXy8/iyE+lyqeOwas64k/YqR\nJ+iRvCcyaDQaqWtp4S/r1xOiGbQqsmaz2dh86hSNWtm63+/nwV27+H55OS86nWzRciimpqYwGAwz\nhHMKeiVonpo7pHZ1lfUp5xLDQa5N5czZuGYN3zl4kIHxcZ7QKNVjY2OJiIjQn/vPioqwmkx4fT4+\nd+CAbgxJh2SLxUJHZydVCQnYtBDy/xdCFR875sh8q5VDqalsbm6G7OyAjfqW6moWKSyKFouFv2Vn\nQ20tJuNMMxyj9kBFER4oK2NBbi4VdXVsq6vji1FR/HLTJvbX1urwlChvgNLaWsxmMw9OTPBkaCh3\n+HycqKkhKzOT11tbiR8Z4ebExADlIpvHJ997j9s/9SnOdnXhqq9nenqaV6UaRLu+u7Vs4fqwMB7e\nuZNb1q7ltbffnnkvLY3szk7+XFvLNfn5AYtKNR78fj+bS0r4+zvvcEdoKHR387ONG/m20UjBe+8R\nOTmJ2efjs6mpePv7dSEX5e/1evWmRX6/n7va21nc1cVbq1ez9+hRvF4vN2zejK+iQq+z/7QWJ1Xj\n34u9Xn7gcvEP7fgtra18fvZsGgcG+FZxMXVaWOaDHqohp77eWlxM7oEDHJ81i7vnz8dz8KD+/1qL\nhSftdspLSwMgzsyMDB7Uqi8OlJXpG92LZ87whRUriImJ4dE9e7jtmmuYOnYMi8XCwMCAnvglXrMo\nIkk+hBlDr7qxkXCXi6szMvhrXZ2+wUgSpFBVy3wmJydn0AGDgR++9x7rY2Lo6OzEYDBwQGGG3DBn\nDg/v3MltGt+IQSM7027GTIdB7dUAfGvJEqrq6/X5PhoWBqAzTAIBtMAqRCtKWjxIoXoWA0TldhCl\nrJaqqd64HFM2Kvlb5ZYQg0OMPoPBQE1TEwCba2pYarezxuHgd5GR/H5igt8tXMh/lJfj8Xh48sgR\nooqLOXT6NGvCw3XF/ZW1a/lSXR1xExO0R0TwpZMnycjP57PV1QGoVXBIQkI8qszI+8Ehy2AZvdj7\n79eQ465euJCbjhwhOyVFv48SPrLZbERERvJccTGe3l4KJyc5pc1LOD9+tGMHUz4fmxYsIGxqinld\nXVymHUN0rhBIiZxISbHMQ+TCarXqhmdwpU6f282YJqNyL2Oio/mCy8Uz69bxCYWV9S/FxTxRW0tE\nRAQ7QkJITEzUE5VX5eVhaGrSjxEQ0uU8gibOohiVovPFgBCUT33mPT09fGH5cuZocrfGZsNkMrGp\nqoqfp6XRrhkt810uykdH+fnGjXi0JNDw8HA9XGi1WtnR1sa418vrRUUXZS39sMfHynCIiowk3eUi\nxuXiqRUr2K01HzIYDDy8dCnPWa1MHzmie743FxfTq3nwXp+PkJAQxsfH6Q8NZXBqihU5OTQ1NzM0\nNERmcjI3LVxI+tQUBYOD3NfURLTWm+LWK6/EbzTi1xZ+rtfLPa+/znBYGHesWMHlJ0/yZmIiO5ct\n49nJSTwjIxf1Sh6+9lrqW1pwOBzs2rePv65ezesLF+qfecNk4pNa+Wjy9DTf2LKFnqYmipcvZ1tm\nJne8/jpVGRmk9fWRk5VFY0tLgIemnrOru5s7tm9n7fAwPr+fgoEBapKTqdNaQP9xaAi/wisB571t\nsbqlsuTB9HRebWsDzQsM8/tpGxmhaMEC1o2NsUerBGjp7NTbFQOMjY2RND7OhpUr2VtaCqBD4A8f\nOMCe3Fxq6uo+QImZGcHoD0B4eDg5Lhf7MzKYNTpK99iY/r+CefOwtLTwiyNHLlDkC2bP5hjwaacT\nBgYAaIiK4oXcXI7X1MywzU1M4NZkxeVy4XQ69QRH8dTFS74Yi+Kf168ndXCQyMhIBgYG9M1bGjYJ\nWY4YeQKzbk5KwqbJg3jlw8PDGI1G/llRwRupqaTOns0NWr6C1WLBz3mYWb3WkuFhShIS9PO0ArOA\nd3t7aUpM5PeFhTRqZEAqaiGfF6ULBChfucfi5QlToUogJYiFylUhqIMac5b/idzC+ZwJv9/P8vnz\n+UdrK26TiT+azXxhbIzPh4Rwn9HITVu28PTOnUxPT/NweTlfn5zkq0uW8HhjIzabjWGfj/iJCfL6\n+zmWkkJlYiLZw8Okp6Vxtq3tAlRRfld5KNTwhbwGhy/VjUh9/4NCIb7f1qbPVxwaQVpMJhMWs5kD\nMTFMt7eTOzHB8/39evmrz+fjn3V1pM2ezbfPnsU0Pc3nNBkUfgQ5nlodo0L/cp1yPJEJtYMwQKNS\n2iyy9IPOTvYsXszOxkaS09JYDDxosVClIbpTU1O8XlenIwMmk4mbjhzhJ/PmYejt1fcKMWwEsZNc\nCkFNxJBVQ3FyPEEgBHWrqK7mvaEhLBYLycnJmM1mflhfz/1TU9waHo4B+M5bb/FESsrMsRRmS8kB\n0teP18sP2tp412D4wJ7//+74WBkOs1NSuLypibSREX6ckaG/v2j+fNa1tbG8vx+YEbaEhASuamvj\n/rg4sufM4XRbm95p0Gs0YvX5eHJ8nG/On09nVxder5e/HD+uZ9ce2rYNq9GIH7D4/Tz50kv6+Z4v\nLub2a6/F4/dTUVfH/o0bOaMJrOpJqXEvv99PSUUFx/LycLvdPHHppTzZ0cGts2ZxNCyMmqYmkhMT\neScsjFXA919/nc9qpZkej4c3Ghtpv/pqjEYj3xwZ4fLWVh5SmNlkqJBkZUMDVVp8UaA7EXz1OyoR\nlSxSVfn/srKSXXl51LS3z4Q5pqfZWV3NXqeTP6xahdVs5m/vvMOeuXP54qxZdHZ16ffhSbsdqYaX\nc1y5Zg2vHjrEl+x2vvo+y8i/G8Exw9SUFK6uq8MIvJmdzQnFg/lUeDg3LliAX2t2oyqQFw4c4Jbi\nYga0ks2ta9bgKC3lRW3DkwU/MTGB0WjUqanVjVFCFII4SJWBKNbf9PRQXlvLK5s20dnZqcPxasKi\nuhH5fD78irEnik31gEUmBoeGeEJD3yIiInSo1uVy6aiIIAISshHUYDXwjQ0bsBqNlAwOUhIVRbPD\nwd6GBh2dM5vN+rWqsV+RMcldMBqNeuKmQLZut1s3MoLj6aqhIFUjUh2iNt0Sz1hCKk8tX84lTU3k\nnDvHwjVrOFVTw18zM7m9tZW9s2fT0tKC2+3mpnXr+G5tLW9nZ9Pc2kpjWxtHMzPZWl2N22TC4HZj\nn56mKDubs1ojI3VuwaXWqtypxoN6TcEhRjUk9X4Pg8FAdlYWK5qa2L5uHT7NYJf7KBul2eNh2j+T\nO+K02XA6nSQlJc2EcHw+fh8RwcTkJHfZ7VS3tQUgB3I9YvQJ0qAiSyIHsmmrBqfPF0ipLp5/VFQU\nj/X2cmjevBmjISkJNIdwY2Uldyl5VGpu2SUZGUwPDtKrlYXKceW65bwqT4nMTwxyVX7lPvp8PhLi\n44nKyOCFN98EYGF6OvEOB86xMW6+4gqeee01Ui69lLKqKv68bh2++vqZ70VG0qytydHRUf1eeL1e\nNi5bxjN1dQwD0R9Qkuz/7vhYGQ4mo5Fhm43ZTidnNGIdAEd4OIV9fbr3ZDAYaDl3jm8sW8a56mp6\nY2Lobm9nenqawydOkO7zMWg2s7Kjg7jcXLp7ejCZTHrtucVioaqhIUCZr1227Dzc6HLh17z9kJAQ\nGlpbdSWpLgy1xGl8fJyXV6wgdGqKru5u/jI1xe/dblbs3UvTtdfSYDaTEBODSVMat1x+ua7QZfEd\n0xKUPp2ayoHDhzlw002UafkMqgJShT0YFpYRnNegvsp1TE9Pc3VODnPOnOGykBCcTifdJhPpJ07w\nwPz5NDQ18aOGBiwWC5esWsXusjISFy+mU0km9ANvHj2KSqVTVltLdXw8V9fVfSiGQ7DRAHCytpZq\nh4OsoSG+Xl6ue7frVq7kK2VlfNd/YXbzSzk5vOPx8PyBAxgMBhYUFPDikSOkRkRgaG4mOjqamJgY\n3G1tmEwzTYJEOaresupRq565eP7T09N8eutWXt61i7mzZ+vKVO1SqdL5mkwmDIqsyvMXxS2KSZ63\nfEbK8KSPhXxGjA+1PbbcizN1dbjdbg5p11NotfJudTX4Z5KMb7niCsoqK3VvSlAVNa4syXByPrkO\nQaNUeZU1B+dDaWrpI5yvBhEPVtAMi8VCS1gYd7a1UZqezgu7drF+5UrOVFdTungxNa+9hiM8nImJ\nCd4rK8O8ejX/3L2bnMRETCYTDwwNcbXHQ87AAM0xMfiApw4cYP+sWXRqzdpUwzJ4w/934YjgvIeL\nfeb9Nh78fj8VTU38IyeHnv5+nXzL75/hZpDfn3/nHb6wfbt+z6UV+rr0dA75/bz1yiv6Me/YuJEz\no6OUa3rJbrcTGRmpy6EYu/J8g7kUVPRB1ojXO9PZV70HRSkpLCwr4/Naj51HS0t5d/58fR5er5el\nubkcPH0au9YlNSwsjIWtrfwiOxv6+y9AD1S+HpE3MTwBHQUDAuTQ6/WSmZ7OfadPEzs2xjd27GBs\ndJTT774L9fWsW7mSc0NDvL1gAW/s3s2ivDz8ijw/9eqrzJk9W1+/ISEheom2H6iNi2Ot0jfooxof\nq+TIg/X1ZA0N8dDy5UDgInti8WL9PYPBwMHMTHbX1OgCo9JAm0wmsrWeCaE2G/Hx8XotryRrqZ6d\nCBsQAGuJ8hKrW7xIgaFVDnKDwcCwz0dySAj7y8ooPX2aVY2N3HfttRyqqWHJ3Ln85e9/169pns9H\ntt/P/OxsnTBESpjUrHq5PjV5Tq0GCYZHL+btBG+Qssi35udzz6uvAhDvcPBYVhbpJhNJSUlkDA+z\neGRET/praW3lM1u38kp9fUDnw4GREQ5rlN4yXFNTVDkcOLRQ0Ac9gmHSdStXMmizYfV6eXjFigDv\nfYHZzLZlyy7wBC82sqKjuWT+fMbGxggPD9ezsG/fvp25RiNOp/MCmFoa/wQrR/ldNvHDlZU8u3Il\nRQsXBmySeiWPcl1G4wz/h7wvc/f7/boyVhNX1TJJMU7VOYSGhurJbaLs5fzSfluaAdW3tLAsNZXF\nKSk8uHkz+S4XVU1NPJCUhMPhYHp6Ws/PUCsjLBZLQEOr0NBQwsPDMZlMem2/DEHKJBNf+gpI8p0g\nDzI/Wb9er5e9p0/zjS1bWNzRQU9EBPtKS2c2yIoKHtixgw3FxYSEhDA5Ocm+0lKeLCpi7eLFehvp\njdr97wsLozc8nAat2khFEtU1FmxEqK/ByEMwAhH8+/s5/qOkBKPfT7nDQXdPj64z1FCXnNurJUsC\nOqx/uKuL144fZ+HcucxNT+ed7GwSp6b4S309aWlpeh+G0NBQPdxksVj0H9GHaomlUFtLCA7OV8+I\nAS16GwJZS2UY/X7+PDXFr999l5csFv7idvOH8XEebmqiavZsBgYHZ67pIlVuQAAvjtqELSQkJAAZ\nFL0aFhbGg6WlPLxkCTfl5bHz9GleOHiQ/MxMfrh+PdPT05w7d46alBT9XAYtt+loQwM7Cwp0+YmM\njNSrScxmM+XV1VTEx2P1+bhNSSr/KMbHynBwhoTQEx7Ob2trA96/o6+PF5QF9/WSEgwGA2sWLCAi\nIoKi5mYW5+fr3rfVauVBjZJZ7UwmmeBCDqXGK0V4VeETZazWvqtJWzJEMBtaWuh0ubjl2mu56Yor\nuHHHDnbX1rJm3jweff117r7uOtA++5lDh9jW2MgPjx1j5cKF3JuQwF1xcXw7Opqvh4ezr7CQxoEB\n/bwyJ0m6E2FXjSV5Vb3I4AQu8VSnp6f50QsvADM5Ht+bnuZEUhJ2u505ycm8kpwMnKeNNRqNHKus\npDk+ni8WFemKoL6xkXdTU/m1ZtjBTDfOVzWirDu1Pg8f1AiGfw0GA3f39NAWFcWs0VGeaGzUPXKA\nAqeTmqamgGx3o9HIhlWrWNHZyXe1Koh7V62irr+fU5WVupKMiIhgeHiYhq4uFpw9yw8WLAjYYIxG\no745qsanauSpSZPP22z8/p13KC4o0KsR5DNwvk21z+cDg4HvxscHJArK8xEDQiVlUuF8Obcktqlw\nscxFjbmKDKkGc2hoKC92dPBiRwc3XXEFdbNn8z2FvlrWmVqCKXOA85CxEP+IoSyGjVq7H3zvDAaD\nHmqRz8imaDQaee3kSa4vKeF/rlgBwI0FBTMJrTU1PFRWxtqVK/Vzvuz18rDWT8XtdmPVelekO530\nBVFQyz1WN131f6qBITKgGg0XM9o/qFBFrNsNBgNnlTJXgeRlPm63m5cWLuSdY8cu2Kz7+vro6+uj\nqamJosxMNjU1sWhggPThYcpra7FarUxNTelddsVgVQnLVO6GqakpjEajbjTIelOfqc5MCnzhmmsC\nHB9EHxsMPLlkCdGTk5yNj8dvMDAUHs7eggLe1BLPRRaC81DkPGKUCvIRLN/BCFdGXx9OjVFS5vyg\nxcIP9+3Ty03V5ykJ+QMDA7g1p04QDafTqRtnk5OTjJvN3Ld6NdHK3vNRjI+N4fBWVhaRU1PEaAQ6\ncL6UbHNTE0ZlY1zR309PVBQ2rezrlsJCZmtesNlsJiUlhZvLyrj/k5+kprEROE9jK41QRLmpC1nN\nWwhWXuoGpXofEGhstHV0UN/cTF1TE7VNTfj9fhLdbkKnpznn8+nVFSHT08RpEGJ1czOPjo6ytLWV\nJS0tLG5u5ns2G0NDQ7pCVWNwYhiocLMsApWVUI3Hitfk9Xqx2Ww8MjbGpNXK12+4gaOnTzMUGspr\n1dV6IlV/EBOgbAS3m0xkOZ1ESva+wcCoycQtSltzGW9nZ1OsUcd+kEPuv+oZuk0mPl9URF9fn/6Z\nfouFuogI+rWkR3nfYDCQFhLCqNVKRVUVoaGhzB8cpLq2lsjISCoNBl51udhdX09EeDj9/f18rqGB\nb5SV8YUVKwIgWNlo1TwFON+jQRSZzWajq7ubTfPn88Qbb5CXnc3U1JTezyI5ORmHwzHj6cXF4TEa\nWaol7YkRINcsSV3iQamePpyX/bCwMD32rJamyQ8EyrQaFlEN2LqmJl6rq6MlPp4zjY3cnJ9/Af01\nEMBPocqhzMPpdDI8PKz/SOhHDIpg8iiZpxjMatJwRU0NvztzhpcXLmR5W5ueB3L36tWkakyoHo+H\n5pYWhux2bs7Lm2nDPDDAvdu2EerzkTUygtdgoKmz89+iBSpK9V+FLoJ1gzreb9QhIz2dYo398LkD\nB/SwWWRkpF5+LmiO0WjUjTdB6Xw+H/1aeCMqKorLtATun4aF8Yxm+Eu7bKfTydjYGE6nk5GREcbG\nxpicnAx4T7hERHeJYalee7DM/eHll8+HV2Y+qF/ftGZ8/nh0lJ/k5PBAeDjPaOFSQdjUxGT12UlO\njSAicn616ZXIVvAzVcO6P1WqjsaVUIPP58Pn9+tU8vKezEXI9uS8b7tc3H/4MOu6ukhPS/t/fvb/\nt+NjYzgAHEhL45uLFumlNgI/7cnKoldrQFRYUEDG8DA/HBnhrVOnWJCeTve5c1zR0UFUVBRhYWF8\nIT2dSauVN5qbdctWlJgorrCwsACYVWLAFzMM1A0gODkKAheDKHW1f0Bw7gHA0+vXc4vWnU+OcbPD\nwc0OB59JSAgQNjV2KO+JEaXChBKnUzdSeZX3bTYbt4aEsKq+nnt37GDP8eNMT08zYLfzxTlzZpKm\n3G7uaW/X+1GIIhKY8eXQUDZrcL/f7+dX/6bsMtXp/L+Sg//ToV7fgoICZo2OEup20zI8rBtRq5Yu\nxer18sihQxd4s/Hx8Ty5fz/XxMcTGxvLgzk5fHtsjMTERK5dtozH163js4mJ3HX55Rw4fpyc9HTc\nbjd3lpSwcHCQpKQkLBaLDv2r7a5F/kSRqLXiRqORkvR03ly4kMLQUD65ciV3JiRw5NQpDp04Qenp\n05SePk1ZZSX1VivXKiVesoHKxiDhETEiJc9CEhZFHiUnQW1WpZZdqpUOQMB6kL9hRv7+0NXFD6+4\ngkmjkfVakx/Vw1MTMVUlLBB2lFYbHx4erncxFPri4BCdivzJRiCwOZw3dL7Z3c1lVVWs1QyDc0ND\nXFtfT3h4uG6sXBsVRWF/PzExMXg8HoYtFmJcLrwmE3UOBxNmc8Am8l+FGoKN84t9/r/6+/0YsRER\nrG9tJSk6OsBzlmcuKJjdbtfRMMlPAPTN3mq1ctzt5rrTp7l+2zZGR0dpiI9n+8aN2Gw2IiMj9ft4\nW24u+8bH2Ts6SkZqakAHSqngET4PNd9AvH4JFwSgDBDwPGWoiOvZ9nZGR0cDki4vhjrK+QWJE/pr\nQa68Xi9Z6em82NTEi01Nuq6emJjgm9dey5OHD+N2uwkNDdUTnGWMj4/zx4YGVi9ZcgGSItcpKO2Q\n1tdIDP2yU6cA2NDaSowWTv8oxsfKcAgesniPJCbS3NKC3+9nXkICj2gQ8cTEBF9paKCjo4ODSUm6\n12M0Gglxu9mclwcQAGOJ0IqSFapcEbRgARShVTfji0HQanxTPDThPi+dnKQ3OpovKf013p6a4iqt\ncuRiClIWlFrCdDGFoyaZqZnNchwZ8vsPRka4ed8+brv2Wv5VUaFb7H/u7SXK4yEsLGymO+bs2Tx9\n+DDXrl2rGwwyB5PRyNerqoiOjtbnEDz2VVfTHR7Oys5OLvuAwxWycM1mM4vi43FardTGxVF+5gww\nc3+LQ0IoUki9gr3DH6xeTWtbG7ExMdRFRNB77hzP2GxMWCy8UlUFwLtlZWwuKeGx8nIWFBTw7Jkz\nfKqykqSEBN2LFoNAnoGam6KGkWT8x/79PBIezhv19fz2n/+kPTqaTcXFbNuwgcvWr+fSNWvYsGoV\np5QGXCKLkoApG0RwaEpizhLKkHiyyIgYy2pyJBDguamKOVjB+3w+Xq+r4436emqGh/mp0cjqwkJ9\nDrJRSNWPug7FwBGDKzIyUicKEkhcPFeXy6Vfj9w/NVNeXX9Wq5XPbt/OV8vLCQsL4+x65KX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+EhCyUllL/T6WTAYiEpMZG/xscz2+OhtrZWT/JriI3FbjSS43SSnZSEqqocGB1ljtlMucPB4OAg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/34/f7ychPp6nVq7kiowMytxuNjgcbIyL4/76epYsXMjBkyc55nBQkJPDKo1oSVVVAmNjPL1x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\nSk3FYUE94ff7kRYTg83h4binuhob5sxBq5r8T7zXZIEkDucpREmE2+3m7nV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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Look at the normalized image : you see above that it didn't register the two brains too well..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To help compare two or more images, let's do a little helper function:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def show_imgs(imgs, pos, titles=None, col=\"gray\", interp=\"nearest\"):\n", " \"\"\"\n", " \"\"\"\n", " \n", " Nimg = len(imgs)\n", " \n", " if (titles is None):\n", " titles = ['No title']*Nimg \n", " \n", " if not isinstance(pos, list):\n", " pos = [pos]*Nimg\n", " \n", " fig, ax = plt.subplots(1,Nimg)\n", " \n", " for ix,im in enumerate(imgs):\n", " ax[ix].imshow(im.get_data()[pos[ix]], cmap=col)\n", " ax[ix].get_xaxis().set_ticks([])\n", " ax[ix].get_yaxis().set_ticks([])\n", " ax[ix].set_title(titles[ix])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "pos = (slice(None), slice(None), 64)\n", "show_imgs([mni_img, normed_img], [pos,pos], ['mni_img', 'normed_img'])\n", "print normed_img.get_affine(), normed_img.shape\n", "print mni_img.get_affine(), mni_img.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[ -1.20000005 -0. 0. 73.80000305]\n", " [ -0. 0.9375 -0. -119.53125 ]\n", " [ 0. 0. 0.9375 -119.53125 ]\n", " [ 0. 0. 0. 1. ]] (124, 256, 256)\n", "[[ 1. 0. 0. -98.]\n", " [ 0. 1. 0. -134.]\n", " [ 0. 0. 1. -72.]\n", " [ 0. 0. 0. 1.]] (197, 233, 189)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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qa7PZ6NtiscDlckkYTY9QDzB6iGbahJQFS3HphbKbGRuR6z3ZqHZgjwVWldnt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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that only the viz plot can tell us about the registration: the show_imgs above doesn't take into account the affine. But since the results are ugly on the viz plot let's try something else.\n", "\n", "We see that the global position is not right. We can try: \n", "\n", "1. The image has a lot of the neck, the template has not. This can trick our registration. \n", "2. The 0,0,0 position of the template and the image can be far off. making the origin close to AC in the image could help.\n", "\n", "Below, we first try the first step, and register using a rigid transform to see if we can at least get this. " ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Cut his neck (a good French tradition)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#PNA_PATH = '/home/jb/code/pna-notebooks'\n", "#fixed_fname = os.path.join(PNA_PATH, 'my_fixed_anat.nii')\n", "#fixed_img = nib.load(fixed_fname)\n", "\n", "data = fixed_img.get_data()\n", "aff = fixed_img.get_affine().copy()\n", "\n", "# cut from z=40 to z=225\n", "lz, hz = 40, 225\n", "\n", "data_cut_neck = data[:,:,lz:hz]\n", "aff[2,3] = -(hz-lz)/2. # put the origin in the middle of the z\n", "print aff\n", "\n", "cut_neck_fname = os.path.join(PNA_PATH,\"neck_cut.nii.gz\")\n", "cut_neck_img = nib.Nifti1Pair(data_cut_neck, aff)\n", "\n", "nib.save(cut_neck_img, cut_neck_fname)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[ -1.20000005 0. 0. 73.80000305]\n", " [ 0. 0.9375 0. -119.53125 ]\n", " [ 0. 0. 0.9375 -92.5 ]\n", " [ 0. 0. 0. 1. ]]\n" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "# re-read and display\n", "new_img = nib.load(cut_neck_fname)\n", "plt.imshow(new_img.get_data()[:, 80, :], cmap=\"gray\")\n", "print new_img.get_affine()\n", "print new_img.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[ -1.20000005 0. 0. 73.80000305]\n", " [ 0. 0.9375 0. -119.53125 ]\n", " [ 0. 0. 0.9375 -92.5 ]\n", " [ 0. 0. 0. 1. ]]\n", "(124, 256, 185)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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rp6enNTc3F86Q5Oju7q729/fVbrcHqpVoOG6AlBtDX8/S4DkhHkEV2QmnYD2i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8b9+/fj4OAg7t+/H8+ePYt79+4t/L55MieL7KWoBKCCg3LA+/fvR6fTiWazWcJn+DdztCgBxg2e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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Let's use another ants script (antsIntroduction.sh) to do a first rigid normalisation to the template:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# get help with : !antsIntroduction.sh -h\n", "# launch it with option : -t RI (for Rigid) and prefix the results with \"rigid_\"" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "!antsIntroduction.sh -d 3 -i neck_cut.nii.gz -r mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii -o rigid_ -t RI\n", "\n", "# !ANTS 3 -i fixed_anat.nii -r mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii -o rigid_ -t RI\n", "#!ANTS 3 -i neck_cut.nii.gz -r mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii -o nrmlzd_ -s MI -t RI \n", "#--number-of-affine-iterations 10000x10000x10000" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "input files: checking\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "--------------------------------------------------------------------------------------\r\n", "Data integrity check failed\r\n", "--------------------------------------------------------------------------------------\r\n", "There seems to be a problem with the header definitions of the input files. This\r\n", "script has tried to repair this issue automatically by invoking:\r\n", "\r\n", "/home/jb/bin/ants/ImageMath 3 rigid_repaired.nii.gz CompareHeadersAndImages mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii neck_cut.nii.gz\r\n", "\r\n", "The repaired image is:\r\n", "\r\n", "rigid_repaired.nii.gz\r\n", "\r\n", "and should be located in:\r\n", "\r\n", "/home/jb/code/pna-notebooks\r\n", "\r\n", "Try passing the original input image to antsaffine.sh. If the affine normalization succeeds,\r\n", "you can safely ignore this warning. Otherwise, you may need to reorient your date to correct\r\n", "the orientation incompatibility.\r\n", "--------------------------------------------------------------------------------------\r\n", "\r\n", "--------------------------------------------------------------------------------------\r\n", "Mapping parameters\r\n", "--------------------------------------------------------------------------------------\r\n", "ANTSPATH is /home/jb/bin/ants/\r\n", "\r\n", "Dimensionality:\t\t\t\t3\r\n", "Fixed image:\t\t\t\tmni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii\r\n", "Moving image:\t\t\t\tneck_cut.nii.gz\r\n", "Use label image:\t\t\t0\r\n", "N3BiasFieldCorrection:\t\t\t0\r\n", "DoANTS Quality Check: \t\t\t0\r\n", "Similarity Metric:\t\t\tPR\r\n", "Transformation:\t\t\t\tRI\r\n", "Regularization:\t\t\t\t\r\n", "MaxIterations:\t\t\t\t30x90x20\r\n", "Number Of MultiResolution Levels:\t3\r\n", "OutputName prefix:\t\t\trigid_\r\n", "--------------------------------------------------------------------------------------\r\n", "\r\n", "--------------------------------------------------------------------------------------\r\n", "ANTS command:\r\n", " /home/jb/bin/ants/ANTS 3 -m MI[mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii,neck_cut.nii.gz,1,32] -o rigid_.nii.gz -i 0 --use-Histogram-Matching --number-of-affine-iterations 10000x10000x10000x10000x10000 --MI-option 32x16000 --do-rigid: true \r\n", "--------------------------------------------------------------------------------------\r\n", "\r\n", "WARNING: Unknown options\r\n", " --do-rigid:\r\n", "\r\n", " Run Reg \r\n", " values 1\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " Fixed image file: mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " Moving image file: neck_cut.nii.gz\r\n", "Metric 0: Not a Point-set\r\n", " Fixed image file: mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii\r\n", " Moving image file: neck_cut.nii.gz\r\n", " similarity metric weight: 1\r\n", " Radius: [32, 32, 32]\r\n", " Radius: [32, 32, 32]\r\n", "Use identity affine transform as initial affine para.\r\n", "aff_init.IsNull()==1\r\n", "Use identity affine transform as initial fixed affine para.\r\n", "fixed_aff_init.IsNull()==1\r\n", "Continue affine registration from the input\r\n", "affine_opt.use_rotation_header = 0\r\n", "affine_opt.ignore_void_orgin = 0\r\n", "transform_initial: IsNotNull():0\r\n", "OptAffine: metric_type=AffineWithMutualInformation\r\n", "MI_bins=32 MI_samples=16000\r\n", "number_of_seeds=0 time_seed=1373763247\r\n", "number_of_levels=5\r\n", "number_of_iteration_list=[10000,10000,10000,10000,10000]\r\n", "graident_scales=[1,1,1,1,1,1,1,1,1,1,0.0001,0.0001,0.0001]\r\n", "is_rigid = 0\r\n", "mask null: 1\r\n", "maximum_step_length=0.1\r\n", "relaxation_factor=0.5\r\n", "minimum_step_length=0.0001\r\n", "translation_scales=0.0001\r\n", "opt.transform_initial.IsNull(): 1\r\n", " opt.use_rotation_header: 0\r\n", " opt.ignore_void_orgin: 0\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "input affine center: [-0.108839, 18.5778, 7.95606]\r\n", "input affine para: [0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1.04609, -10.4327, -22.9379]\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 0, iter 214, size: fix[32, 32, 32]-mov[32, 32, 32], affine para: [-0.136024, -0.021254, -0.0217099, 0.99024, 0.853847, 0.881971, 0.833728, -0.00904119, -0.00271425, -0.00119782, 0.599941, -9.45593, -13.6834]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 1, iter 81, size: fix[32, 32, 32]-mov[32, 32, 32], affine para: [-0.14322, -0.0233183, -0.0232153, 0.989144, 0.853777, 0.881911, 0.838739, -0.0104005, -0.00599301, -0.00712232, 0.711311, -9.29394, -13.8528]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 2, iter 84, size: fix[49, 58, 47]-mov[40, 64, 46], affine para: [-0.136036, -0.018551, -0.0225377, 0.990274, 0.858903, 0.887971, 0.843682, -0.0066924, -0.00698513, -0.00742868, 0.674914, -9.55677, -13.6831]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 3, iter 143, size: fix[99, 117, 95]-mov[79, 128, 93], affine para: [-0.135301, -0.0163787, -0.032014, 0.990152, 0.865197, 0.890771, 0.844465, -0.0131004, -0.00559151, -0.00524861, 0.895805, -9.38701, -13.4516]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 4, iter 137, size: fix[197, 233, 189]-mov[124, 256, 185], affine para: [-0.132035, -0.0195311, -0.0266981, 0.990693, 0.867563, 0.892625, 0.843917, -0.014863, -0.00534956, -0.012821, 0.794206, -9.40098, -13.5497]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 0, iter 251, size: fix[32, 32, 32]-mov[32, 32, 32], affine para: [0.0148373, -0.134694, 0.990391, -0.0276312, -1.1596, -1.12891, 1.16635, 0.0104492, 0.00448012, 0.030759, -0.0131428, 7.09968, 12.1662]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 1, iter 25, size: fix[32, 32, 32]-mov[32, 32, 32], affine para: [0.0170129, -0.130576, 0.990892, -0.0281714, -1.1597, -1.12912, 1.16746, 0.0108979, 0.00437984, 0.0305073, 0.0314324, 7.15781, 12.0045]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 2, iter 73, size: fix[40, 64, 46]-mov[49, 58, 47], affine para: [0.0185747, -0.135831, 0.990219, -0.0259118, -1.15781, -1.12365, 1.16641, 0.010386, 0.00248833, 0.0277585, -0.1085, 7.34215, 11.8598]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 3, iter 150, size: fix[79, 128, 93]-mov[99, 117, 95], affine para: [0.014477, -0.134876, 0.99052, -0.0216631, -1.15709, -1.1245, 1.1777, 0.00497012, 0.00276196, 0.0338989, -0.24611, 7.25086, 11.5775]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "level 4, iter 85, size: fix[124, 256, 185]-mov[197, 233, 189], affine para: [0.0165078, -0.137977, 0.989929, -0.0270101, -1.15299, -1.12417, 1.17417, 0.00349944, 0.00174478, 0.031315, -0.25929, 6.99053, 12.0323]\r\n", " reach oscillation, current step: 9.76563e-05<0.0001\r\n", " v1 -0.61317 v2 -0.610286\r\n", "final [-0.132035, -0.0195311, -0.0266981, 0.990693, 0.867563, 0.892625, 0.843917, -0.014863, -0.00534956, -0.012821, 0.794206, -9.40098, -13.5497]\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "outputput affine center: [-0.108839, 18.5778, 7.95606]\r\n", "output affine para: [-0.132035, -0.0195311, -0.0266981, 0.990693, 0.867563, 0.892625, 0.843917, -0.014863, -0.00534956, -0.012821, 0.794206, -9.40098, -13.5497]\r\n", "initial measure value (MMI): rval = -0.312316\r\n", "final measure value (MMI): rval = -0.620159\r\n", "finish affine registeration...\r\n", " Requested Transformation Model: SyN : Using \r\n", "SyN diffeomorphic model for transformation. \r\n", " Grad Step 0.5 total-smoothing 0.5 gradient-smoothing 3\r\n", " setting N-TimeSteps = 1 trunc 256\r\n", " Registration Done \r\n", " begin writing rigid_.nii.gz\r\n", " writing rigid_ affine \r\n", "\r\n", "--------------------------------------------------------------------------------------\r\n", "Applying rigid transformation to neck_cut.nii.gz\r\n", "--------------------------------------------------------------------------------------\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "AFFINE: rigid_Affine.txt\r\n", "moving_image_filename: neck_cut.nii.gz components 1\r\n", "output_image_filename: rigid_deformed.nii.gz\r\n", "reference_image_filename: mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii\r\n", "[0/1]: AFFINE: rigid_Affine.txt\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "User Linear interpolation \r\n", " You are doing something more complex -- we wont check syntax in this case \r\n", "output origin: [98, 134, -72]\r\n", "output size: [197, 233, 189]\r\n", "output spacing: [1, 1, 1]\r\n", "output direction: -1 0 0\r\n", "0 -1 0\r\n", "0 0 1\r\n", "\r\n" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "# look at the results:\n", "rigid_fname = os.path.join(PNA_PATH, 'rigid_deformed.nii.gz')\n", "rigid_img = nib.load(rigid_fname)\n", "\n", "slicer = viz.plot_anat(rigid_img.get_data(), rigid_img.get_affine(), dim=.2, black_bg=True)\n", "slicer.edge_map(mni_img.get_data(), mni_img.get_affine())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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9KT4fe0eOpGLMmH7FoGm8WFFBS0uLXl6zHRzl9ol3zTjeRD7/L++tIBse8YiA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5Jr2vWLyYN48eJdIIyhPPqOujMVw2m41ftLWxaO9eWmJjuXP5csoMtEwOvAtN7wtV3sW6RUZG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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "This is just a rigid transform, but it has worked. Let's start our non linear transform from here!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pos = (slice(None), slice(None), 64)\n", "show_imgs([mni_img, rigid_img], [pos,pos], ['mni_img', 'rigid_img'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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jv78fIyMjcn8q31wsFkWfy6Dw0tISKpUKNjY2UK1WMTIyAqPRKK67ispViRvv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PLly4pGoxobGzPeajQatSY9GB045ewxzhPdxzxfmJ7AQADIscfLkX+U/s7OjpaWljQxMaGBgQGL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\n", "text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "# re-try with the rigid transform as the input\n", "# Use antsIntroduction that gives us more flexibility : the -m 10x30x5 states the number of iterations\n", "# by default 30x90x20\n", "\n", "# !antsIntroduction.sh -d 3 -i rigid_deformed.nii.gz -r mni_icbm152_nlin_asym_09a/mni_icbm152_t1_tal_nlin_asym_09a.nii \\\n", "# -o from_rigid_ -t SY -m 10x30x5\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "renormed_fname = os.path.join(PNA_PATH, 'from_rigid_deformed.nii.gz')\n", "renormed_img = nib.load(renormed_fname)\n", "\n", "slicer = viz.plot_anat(renormed_img.get_data(), renormed_img.get_affine(), dim=.2, black_bg=True)\n", "slicer.edge_map(mni_img.get_data(), mni_img.get_affine())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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UUnd//de/tM9Tx43j81GjUISroNU0b778cmRZ5vDRo9gDAS7V1b9F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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "This sounds better. But ... is it not too good ? " ] }, { "cell_type": "code", "collapsed": false, "input": [ "pos = (slice(None),40,slice(None))\n", "show_imgs([mni_img, renormed_img], pos, ['mni_img', 'renormed_img']) " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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g/l77SidDvUPxjtmTpZP03bFA11fa38BJjEFTKHy4RdGwP00iKBaLwXPzmj8A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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "What we see here is that the elasticity of the deformation was too large - it has done some unatural deformation on our brain.\n", "\n", "Let's have a look at the deformations fields:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# load the deformation maps\n", "# use slice objects\n", "\n", "warp_fname = os.path.join(PNA_PATH, 'from_rigid_Warp.nii.gz')\n", "warp_img = nib.load(warp_fname)\n", "print warp_img.shape\n", "print renormed_img.shape\n", "print mni_img.shape\n", "\n", "# The warp image is 5 dimensional : TO DO : EXPLAIN ... \n", "pos = (slice(None),50,slice(None))\n", "pos = [pos, pos + (0, 0), pos]\n", "show_imgs([renormed_img, warp_img, mni_img], pos, ['renormed', 'warp', 'mni'])\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(197, 233, 189, 1, 3)\n", "(197, 233, 189)\n", "(197, 233, 189)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ZhCkLkI1Wq9W+oBh3a9MyDO+j98QIBoMIhUKIRCJIJBKIx+OIRqMCzNFotA9s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\nQPesnJWzclZeY/l/E32MESXD7u4AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "The field of deformation is not smooth ... it has done crazy deformations to our brain..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# increase regularisation using the following command:\n", "#\n", "# Compare the results with the previous normalized file\n", "\n", "renormed_25_fname = os.path.join(PNA_PATH, 'from_rigid_25_deformed.nii.gz')\n", "renormed_25_img = nib.load(renormed_25_fname)\n", "\n", "pos = (slice(None),50,slice(None))\n", "show_imgs([renormed_img, renormed_25_img, rigid_img], [pos, pos, pos], ['full elastic', '.25 regul', 'rigid']) " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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+fvE8OPClWq2K4iQmy/CaghqJRNDX14fu7m4Eg0G43W54vV7xfJlhn52dRSqV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\nuVF/wWwKD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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Rigid and .25 look similar - try less regularization: 0.1" ] }, { "cell_type": "code", "collapsed": false, "input": [ "renormed_01_fname = os.path.join(PNA_PATH, 'from_rigid_01_deformed.nii.gz')\n", "renormed_01_img = nib.load(renormed_01_fname)\n", "\n", "pos = (slice(None),50,slice(None))\n", "show_imgs([mni_img, renormed_img, renormed_01_img, rigid_img], \n", " [pos, pos, pos, pos], \n", " ['MNI', '0 Regul', '.01 Regul', 'Rigid']) " ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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jiIEgNEomVSoVaLVaOJ1O9Pb2QqFQYOvWrdi0aRMmJycxPT2N4eFh9pZfeeUV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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "To conclude: we should investigate something between the 0 regularization and the .01 regularization, or other ANTS options. At the moment,.01 seems to be very close to .25, and to rigid. " ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 } ], "metadata": {} } ] }