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     "input": [
      "subject = 'FP'\n",
      "if subject == 'HT':\n",
      "    dt6 = '/biac2/wandell2/data/diffusion/takemura/20120725_3030/150dirs_b2000_2iso_2/dt6.mat'\n",
      "elif subject == 'FP':\n",
      "    dt6 = '/biac2/wandell2/data/diffusion/pestilli/20110922_1125/150dirs_b2000_2/dt6.mat'"
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      "%%matlab -o cc_coords -i dt6\n",
      "dt6 = dtiLoadDt6(dt6); \n",
      "cc_coords = dtiFindCallosum(dt6.dt6, dt6.b0, dt6.xformToAcpc); "
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DvkMqDkO4cOGCLMsob1NJgG6z2RYWFnCz22y2rSoapxqwHwNzloloeHjYZrN5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\ngDk4ODg4TCT+Pz0UL84v4AiQAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cc_coords_mat = cc_coords.read() - 1  # Transform to 0-based indexing\n",
      "cc_coords_mat.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "(3, 2265)"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import nibabel as ni\n",
      "import osmosis.volume as ozv\n",
      "import osmosis.utils as ozu"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "if subject == 'HT':\n",
      "    dwi_ni = ni.load('/home/arokem/data/osmosis/HT/0012_01_DTI_2mm_b2000_150dir_aligned_trilin.nii.gz')\n",
      "    t1_ni = ni.load('/home/arokem/anatomy/takemura/t1.nii.gz')\n",
      "if subject == 'FP':\n",
      "    dwi_ni = ni.load('/home/arokem/data/osmosis/FP/0005_01_DTI_2mm_150dir_2x_b2000_aligned_trilin.nii.gz')\n",
      "    t1_ni = ni.load('/home/arokem/anatomy/pestilli//t1.nii.gz')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "vol = ozu.nans(dwi_ni.shape[:3])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cc_coords_xform = ozu.xform(cc_coords_mat, np.matrix(dwi_ni.get_affine()).getI())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "vol[cc_coords_xform[0,:].astype(int), cc_coords_xform[1,:].astype(int), cc_coords_xform[2,:].astype(int)] = 1"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "new_ni = ni.Nifti1Image(vol, dwi_ni.get_affine())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "new_ni.to_filename('/home/arokem/data/osmosis/%s/%s_cc.nii.gz'%(subject, subject))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 15
    }
   ],
   "metadata": {}
  }
 ]
}