{ "metadata": { "name": "", "signature": "sha256:d019fccac6723e339c17c30097b011b5a333852450e6c7e0daba0e33a7792c36" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "# - compatibility with Python 3\n", "from __future__ import print_function # print('me') instead of print 'me'\n", "from __future__ import division # 1/2 == 0.5, not 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "# - show figures inside the notebook\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# - import common modules\n", "import numpy as np # the Python array package\n", "import matplotlib.pyplot as plt # the Python plotting package" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# - set gray colormap and nearest neighbor interpolation by default\n", "plt.rcParams['image.cmap'] = 'gray'\n", "plt.rcParams['image.interpolation'] = 'nearest'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "import nibabel as nib\n", "img = nib.load('ds114_sub009_t2r1.nii')\n", "data = img.get_data()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.optimize import fmin_powell\n", "from scipy.ndimage import affine_transform" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "fixed_data = data[..., 1:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "run_mean = fixed_data.mean(axis=-1)\n", "run_mean.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "(64, 64, 30)" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(run_mean[..., 17])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "def cost_function(trans_rots):\n", " trans = trans_rots[:3]\n", " M = nib.eulerangles.euler2mat(*trans_rots[3:])\n", " out_vol = affine_transform(run_mean, M, trans, order=1)\n", " return mismatch(out_vol, single_vol)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "def mismatch(X, Y):\n", " return -np.corrcoef(X.ravel(), Y.ravel())[0, 1]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "def my_callback(params):\n", " print(\"Trying parameters \" + str(params))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "single_vol = fixed_data[..., 0]\n", "best_params = fmin_powell(cost_function, np.zeros(6), callback=my_callback)\n", "best_params" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Trying parameters [ 0. 0.00450497 0. 0. 0. 0. ]\n", "Optimization terminated successfully.\n", " Current function value: -0.999397\n", " Iterations: 1\n", " Function evaluations: 250\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 36, "text": [ "array([ 0. , 0.00450497, 0. , 0. , 0. , 0. ])" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "single_vol = fixed_data[..., -1]\n", "best_params = fmin_powell(cost_function, np.zeros(6), callback=my_callback)\n", "best_params" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Trying parameters [ 1.47981169e-02 1.12356064e-02 0.00000000e+00 5.27367624e-05\n", " 0.00000000e+00 0.00000000e+00]\n", "Optimization terminated successfully.\n", " Current function value: -0.999278\n", " Iterations: 1\n", " Function evaluations: 195\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 37, "text": [ "array([ 1.47981169e-02, 1.12356064e-02, 0.00000000e+00,\n", " 5.27367624e-05, 0.00000000e+00, 0.00000000e+00])" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "from nipy.algorithms.registration import HistogramRegistration" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "to_img = nib.Nifti1Image(run_mean, img.affine, img.header)\n", "from_img = nib.Nifti1Image(data[..., -1], img.affine, img.header)\n", "R = HistogramRegistration(from_img, to_img, similarity='cc', interp='tri')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "res = R.optimize('rigid', optimizer='powell')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Initial guess...\n", "translation : [ 0. 0. 0.]\n", "rotation : [ 0. 0. 0.]\n", "\n", "Optimizing using fmin_powell\n", "translation : [-0.04603319 -0.02067415 -0.29859494]\n", "rotation : [ 2.61482986e-04 -1.21159129e-03 -5.02499789e-05]\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "cc = 0.998871198277\n", "\n", "Optimization terminated successfully.\n", " Current function value: -0.998871\n", " Iterations: 1\n", " Function evaluations: 53\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "/Users/mb312/usr/local/lib/python2.7/site-packages/nipy/algorithms/registration/affine.py:210: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n", " if array == None:\n" ] } ], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "res" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "res.as_affine()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 43, "text": [ "array([[ 9.99999265e-01, 5.00915608e-05, -1.21159754e-03,\n", " -4.60331939e-02],\n", " [ -5.04083712e-05, 9.99999965e-01, -2.61452478e-04,\n", " -2.06741531e-02],\n", " [ 1.21158441e-03, 2.61513360e-04, 9.99999232e-01,\n", " -2.98594938e-01],\n", " [ 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n", " 1.00000000e+00]])" ] } ], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "import nipy" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "nipy.__version__" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 45, "text": [ "'0.4.0.dev'" ] } ], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "img = nib.load('ds107_sub012_t1r2.nii')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 63 }, { "cell_type": "code", "collapsed": false, "input": [ "from nipy.algorithms.registration import SpaceTimeRealign" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 64 }, { "cell_type": "code", "collapsed": false, "input": [ "R = SpaceTimeRealign(img, tr=2.5, slice_times='asc_alt_2', slice_info=2)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 65 }, { "cell_type": "code", "collapsed": false, "input": [ "R.estimate(refscan=None)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "corr_run = R.resample()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "from nipy.algorithms.utils.pca import pca_image" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "nipy_img = nipy.load_image('ds107_sub012_t1r2.nii')\n", "pca1 = pca_image(nipy_img, axis=-1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ "pca2 = pca_image(corr_run[0], axis=-1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(10, 1)\n", "for i, ax in enumerate(axes):\n", " ax.plot(pca1['basis_vectors'][:, i])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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bZ8ybZ6xda1RW1m+7khLj5ptH17t8fWUpL9e+CwuNggL9Fhzv+++NTz4x3nrL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"text": [ "" ] } ], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(10, 1)\n", "for i, ax in enumerate(axes):\n", " ax.plot(pca2['basis_vectors'][:, i])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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v2FH3k5ur0MhxcaKlc2f1nZ0teoYMUZjsWbOUv7gmHqfVweTJk2O2qywzU/e2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"text": [ "" ] } ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "!mcflirt -in ds107_sub012_t1r2.nii -refvol 1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 77 }, { "cell_type": "code", "collapsed": false, "input": [ "flirted_img = nipy.load_image('ds107_sub012_t1r2_mcf.nii.gz')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 78 }, { "cell_type": "code", "collapsed": false, "input": [ "pca3 = pca_image(flirted_img, axis=-1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 80 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(10, 1)\n", "for i, ax in enumerate(axes):\n", " ax.plot(pca2['basis_vectors'][:, i])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LwdaF7GwYNw4efLB2wfD738M998CFF8LPf65Ae9nZEioNmeVv2aKMdfWhqkrOUSUlajdo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\n/wHHwwwm2QmRgAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 81 }, { "cell_type": "code", "collapsed": false, "input": [ "SpaceTimeRealign?" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 82 }, { "cell_type": "code", "collapsed": false, "input": [ "from nipy.algorithms.registration.groupwise_registration import SpaceRealign" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 86 }, { "cell_type": "code", "collapsed": false, "input": [ "realigner = SpaceRealign(img)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 89 }, { "cell_type": "code", "collapsed": false, "input": [ "realigner.estimate()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 91 }, { "cell_type": "code", "collapsed": false, "input": [ "corr_run, = realigner.resample()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 93 }, { "cell_type": "code", "collapsed": false, "input": [ "pca4 = pca_image(corr_run, axis=-1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 94 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(10, 1)\n", "for i, ax in enumerate(axes):\n", " ax.plot(pca4['basis_vectors'][:, i])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EGkEichy3iSrt+TugKdALpd+ebmaDgYEoBXcKkIa0jVOBd0N9D0amqR4+u2r9Iy9PkaaR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"text": [ "" ] } ], "prompt_number": 95 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(10, 1)\n", "for i, ax in enumerate(axes):\n", " ax.plot(pca1['basis_vectors'][:, i])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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bZ8ybZ6xda1RW1m+7khLj5ptH17t8fWUpL9e+CwuNggL9Fhzv+++NTz4x3nrL\n+PBDY/JkY9Uqo7Q0XK4+12rxYmPRosa9f1F16e3OuYXOuXnOueN3VIEnykl7EPJ6PtA59zkyEx2I\noqgG9AMODZVdiRzceiBP6aDX8XhNOy8rU1jn+fMVyG2ffcLu5maK7V5crHj+kYnUU1KUIW3ffRVb\nfcYMJenp31/huzdsUP6B9esVlCvIt5yUVH2ZPFmJbYLvJSXKw9CqlUJCZGYqkNby5codkZWluPHL\nlyt5UHGxwvQWFytBSLduCidtpiU4j/p+rqyEb7+VA1qQarSgQL9XVipkRV3rFi2U8+CKKzQnfWep\nqNB169pV12vrVu07UdP0zHSMjRt1bOd0/NzccEa99u11bZ3TNdmwQfesqgqWLFGGsKqq8BJcD+fk\nKFVZqftVWanwy5mZutebNmlf7dsr1EFamuQJ4vwH6V5TU/UcrlwZzrddVSW5t26VLKtWabuKCn2e\nPFn+IW3ayH8kkCspSeFJevXSdhs3Vk8DGywVIRfRNm0UJqJDh3B+ZAvlCSgvVzj41FSVS0qqnv87\ncj1zppLhJCVpP+XlCjNdVqZn5tBD5cDVtq1k+uILpapt21bP9tSpet7T0rSkpqpcXp7uTYcO+l5Y\nqCB7vXrp96qq8L1NTtbn3FydY0qKEkDtuafuyf77K0BdRYWCYs6dK7k6dNB9WLJEiXxKSlQmeCeC\nz0FGxpQUHcs5LV266Jh9+iinSHBO69frnm7cqO1btdIzV1QETzwRvs5meu+DMOIXXqhkXf36Jead\nqAvn3FDgPOQekAV86pwbaGa1ZotPlGI4HYXbvhJNa/0T8K2ZzY3I1WAopEZhaNkb9SyC6avB4HW/\nIUPGbPOqLSvLZuXKbPr1g0GD9CAsX654LZ076+EMKtxWrfSSBzevoiIc92fUKN2oX/1K0SDz86Uc\nOndW3PUgrWZwkyMrkblzVQkG39PSpGy2btXDtG6dXr4ePZS0PjdXx+3dWxFLMzIkT3q6Xoq8PL1s\nEH4wd+ZzSorO7YILJEtQISQna0lK2n4d+bm4WDHp77svrBgef1xezpddpuuRlKTz+OEHvWilpXJo\nyshQ5fDNN7pOKSnaX6Awk5PhySe1Tk/Xizx4sF6q0lKdd/QatN9f/1rRWv/0p3BGvIoKVYhJSVIA\nqanhhCrduoWVdFDhgK5Jp056JpKTYdkyvdzRCj+ojIuKdF179dL5/Otf2ldlpSqjjh11jLw8VZbO\nVc8Mlp7W1FuLAAAgAElEQVSu39u00TNaVqYKNSlJ/3XsqGfh2GMlV2qqMpadc44U+pYt4WQvSUk6\n7pIlykfRpo3Ou0sX5fqITAUbKKmCAj3P+fmqTCMbNykperYrKsLHCXKAR69LSpRToKpKZVNS9Nyn\npekeT5igaKTl5bq2I0boPSgsVLnzzpNSLS/XNSgrk0Lt2lXKMmDrViXNWrEifO3bt9dxysv1uXt3\nvZt/+INyNyxZovN86ilFMU1J0bPy9NMwaZJkaNECfvYzVcbp6eHKP3IdNP4i2bxZOST69KkuZzQV\nFeEG3h//qFhNwXV2TjlEfvlL/f/663D00bXvKx7U4eB2GvC6yXqz1Dm3CNWvk2rbV6LGGJYCi83s\naOdcV+A74M9WPW3n00COmb0R+l4A/MzM3gp9PxuF07jiX/+ybRVGnz5yMY9sjW7apNbJ2rV6SPr0\nqV22igol4njvPbU0GhKiNycnp9l5X8cq0/r1MGCAKlRQNq0OHfSyrlyp69a9u1p2/fqp/KuvqkI+\n/HApki1bVIl17KgXo6oKPv44hwMOyKaqSi/yN98o4VJqql7ctLTwOlhALej771el16mTXvh27fTS\ntW9f9wub6GuVCLxM9SNaJjN47DHVAb/7XdPlAq/tWgUJfDIzG1+mIIObc+4xYJKZvRb6/W/Ah0Fd\nW+O28VYModlKa1CPYBJwFho/2Meq+zCcCFyHcjaUA/sBHc2sMPT/WcgH4opEKC9PdczU6lyxQhXw\n/vvDc8+pFVYb06fL8/nqqxPzQm7erGiuJ52U+MiUHs/uxg4Uw3gze7u2bRv8utXhFb0AVfRnITPS\nApSdbZsZycyeMbPxoQTV/VHI7d8GSiHEKjRO4WMlNQLOyW67dKl6ZD/8UD25Sk0ceKCWRJGZqWTv\nHo9nx9RhStpWl4boEfqtVhLRY5gHJANBpuD/oZDag6PK9QBeAtoC6Wa2d9T/Kchzuq/vMTQOp54K\nP/+5cjxHmpU8Hs+uR0SPYShyFxhOaPAZ6G91VKyJ6KB3BTYB3yMntx4ogF40j6NR8gwUb2+EmW0b\nDDGzCufcdcD4BMjoqYGgx5CVtePegsfj2TUwsznOuTdR+KEKFK+uztZ2gxTDDoLrtQReQD2G/ZFv\nwgOh7QKv6KdC/3UBFgOdgWecc7ea2UcRJ/Shc86bkhqJPn0026NbN68YPJ5djbrCbpvZfcB99d1X\nIkxJpcCBZjYr5Lw21cxaRJX5MwqXsQIpkrbAW2Z2aQ3725Fy88SJd99VYp5DDtHA74MP7ngbj8fT\nPAlMSQ3ZNhGezwacHepVTABSnHPtosq8AkwHNgAdgFSghXOuBZ4mIzAl/fBD0zjieDye5kGDFMMO\nUn6WAD8DhqExhlLgNudcd+fcB6FdpKDEPt1QUp8VyMHt/NhOxxMLgSmpPjOSPB7P7kuDxhis7pSf\neWhW0t5I8XwOnG5mtxHK7IZCYOQiJTIdpft8k1qmUPkxhsYhM1MOZt984xWDx7OrEc/UnokYY3gI\nRU1tFUr52Q64yszaR5X7HPgEuBUpkCXRU1ZD5fwYQyNywAGKubR1q7yTPR7PrkmTjDHUZk4CZgJp\noUHo+9F0U4syJQE8CPwOzVoyIMk514zTeoeJl1aOJ/GSac89FccnXkphd75W8cTLVD+ao0zQfOVq\nKA32Y9iBOeke4GLgXjTraK2Z5RI2JUE4Qc9+yIS0KPT/a9H7a26mpF0hhkxD2XNPxTyKF7vztYon\nXqb60RxlguYhVzxNSYmKQPMvwp7PJ7N92k/QTKQkFFepAliPQmNsR6Ri8CSWICS5x+PZtYhuNI8d\nO7bB+0qUYngADSYfAowAcp1zG9E01efM7CRgK1IKG5EpqQxYmCB5PPXk0u08STwez4+NWHI+1+b9\nfIeZjQsl2ikAzkGDzFOBC4IIq6HoqZcCl5rZ5tCg9aVmVm2fPrWnx+PxNIyGDj4nZIwhxHDUK1ht\nZuXOuTdQwogg9PYqoIWZbQ593wqk13Acb9jweDyeRiSRUe6zQuu3nHMVyF9hXcT/04ChzrlvUDC9\nUuDjBMrj8Xg8nnqQiJAYOOfOAJ5G4S5aAz+g8YZtU1bNrAK4JVSmLCTLVTXu0OPxeDyNRkJ6DGb2\njnOuI3C/mXUGcM59BLQys1ER5d5wzs0BJgLPmNl2GQD8GIPH4/E0jOYURC9gCwqM18c5lwYMQUHz\ntuGc6wW8HVo2RO/AOTcSYMECo6LCMGsey+jRo5tchsaQ6bXXjBNPNMrKjMceMx54wPjDH4yuXY39\n9jPatzeGDzfatjX22svIzDTS042BA41jjjEuvtjo1280WVlG797Gtdca//63UVRUfxnmzdN+Bgww\n/v73+DwHP5b752X6ccsVVZfe7pxb6Jyb55w7fkeVdyLHGPZBimcBUhITgI2R6T2BD4E9gd5AvnPu\nPDMbDhCa1fQ4wPHHKyfxtddqOmXXmuZCeeLO66/DBRfIC/q668K/33QTfP01HHYYpKfD+vWwahX0\n6AEdOlT3gxgzBkaPhjlz4IMP4I9/1D6POEJL797QqhUUFSlOU/v2Wior4eGH4ZNP4IYblFlu9Ggt\nxx6rlKK9emmbrVu1btNGMvTs6XNEezwBoQxu56Gx3CzgU+fcQDOrqm2bhLw+oUr9Z2jA+Vg0VXUV\nsCakEHDOnQgsM7O9nHPPAicESiHEcOQN3e+yy8aQmwv/+Af84Q/ZHHhgNmefrXzAPXpA0k72ezZu\nhPvug+uvV+Xi2Z4NG+B//9M1jyYjQ5VzQKdOWmrDOdhrLy233AKbNqnCnzIFZsxQxZ6RAaWl+m/j\nRigpUSPgqaegbVvt56c/hXnz4L//hVmzYPx4KC+Xciork8f2ypWwdi0MGiSls2YNVFTAkCFw0EGS\ne8sWmDxZyiclRYovNVWfi4th+nRYvhxat4bu3ZUDOz1d1wT0+6BBPpZUwNy5cM898Oyzuo+NzWef\nwcKFcMUVjX/s5kQdns+nAa+bWTmw1Dm3CNWvk2oqDInrMQxHaeT6Iw31T+BXwDERZU5FOZ9BkVZb\nOue6mNma0G9ZKBx3Nc/n0lL4z3/gX/+Cu+/Wy9qhA/zkJ3D44XDSSXqR6/Levf56hZZ+4QW47Ta1\nSHfmJa+P63teniqYlStVGSU6v0G83fHfegtOOEGt8FioSa527eDcc7XsDM6pgh8ypO5yW7dKcaxY\nod6lc6q8vvoK/vIXKCjI5vPP1csoL6++pKWpN9K3r56tmTPh/vuleDp21P43b5bC+elPpWz69YP8\nfCmgAQOUAS81FQoK9BxkZKgB06OHFMzcuVKIa9ZIEVZUwNq12bzxBgwbJqXTHLzP6/NMTZmiXOE9\ne8Kdd6qX15gyVVTAL3+pxkRBAdx4Y2KPX1+5AoIGS10Np3jKUIvnc3eqK4GVhGeN1kjco6sCOOd+\nBtwT+toeKAIWmdmhgSkJhcpoCRwd+l6FwmIMMLPCkAPcSOCKumSsrNQLNnUq5OTAuHG6GSefDIMH\n68HJyIA99lCL9dtv9QDPnAm5uTKRrFoFDzwAxx2niiFWXnsNfv1rKas99lDrOCsLzjlHS//+sR8j\n3qxeDQsWwFFH6full0J2Nlx+eZOK1WzJy4MJExSifOlSKY3kZLVc16yRkmndWoqpqEgNhJUrZRLN\nypJC6dZNSjItTZXHokVqTGzZome2qEgV7tChWnr3liIpLlYvql07hUovLoZlyyTLtGlSKh06SLkN\nGqQl6Blv3Qrr1kGLFnoO27VTjzspSfJHfm7Rou4GU16eQqg8/7zMivvsA2+8IRNhY/Hss/D//p8a\nednZcPbZMjc2Rc+lJu68U42R665TIzRoXDQGQXRV59xjwCQzey30+9+A8Wb2dq3bJkgxvAt0M7OD\nnXO3AocDS83s+ogy41Dk1UnAyyg8xi1m9k3o/xHAGOCE0aNHb9v3joLomalFNm6cXsSUFCgs1EP8\n/fdaT5yo9JVB+X/9C/76V203ahSccQYcfLBe4JISvUjdu1dXGuvWqZXSubNeLudg8WJ47DGlyBw3\nDvYOBRGvrITPP4d//hPeflsVwqmn6kHu31+t8jZt9EJu2CAZu3eXrT265VhVpYpnxQq1Prt0kSxr\n1ujl79Nn5+3reXlSCC1bSnECDB8OjzwSvk6e2DFTZd+6dd3lVq9Wzzg9Xfd59myN0SxfrmciI0PK\nY/NmKYqWLaU09t1X9y0lReM+ixbB/PlaVq7Us5Sermd261b9X1CgZ6qyUuvIz+XlCqoYmAH3208K\nrWdP7evCC/XMPfCA5H7/fbjqKlWE558fW68nPx8efRQef1zndfvtkqWiIryUleldffddybVmjca/\nvvxS2556asOPHw82bVJvctw4ePVV1QfXXpu440WbksaOHRsohtsAzOwB2DZDdLSZTa5tX4lSDEuB\nxWZ2tHOuK/Ad8GczezCizNNADlIM41BQvaMCU5JzLgWYD/SNp4zl5bW3glav1k18913lJFizRi9Z\np0560YJW18aNeiiD34uL1UKrrITzzoPf/U4Vdk1UVsp2//HHso0uX66Xs7BQx0pPl+LIzdXD37at\nFFJRkY5TUqLj9uql72vW6EXv0kWtxjVr1FLMytKx0tJUvlUrvajOSQEFn52Tae6MM2QG2LxZcmRm\nan/t29d8Hp7dn7Iy9SJnz9YyY4ZMR4MGwZln6nmZPbt66/zrr1X5Oadn6pRTdmzajWbCBPVYR45U\nRT91qir6ggL1ZFJSwsuxx4YVU8B//ysZ+vWToszIUI9rr730nrRsGZ/rsyPuvVfX76WXdlw2EUT0\nGIYC/0Am/izgU6C/1VGxJkoxbEJ5FvKQc9vRwN4WipMUKnMp8Fc0TbU3Cp3RJ2o/o1CXJ+4y1ofy\ncj18zqmFtXSpKtU2bVR5Bw97aakUROfODTdFVVWFW4mg1mVhoV6GsjI93K1a6f+6Btu3bpU5Y/Vq\nyV5aqh7F1q3aZ+RSVaV19+7qgg8aBO+9J2V04IHqSXg8kVRWwssvq9J75BGN6dVU5rPP1MgKTLv7\n7y+z6tq16lm3aSMzW7duqqjnzZNJNylJz93LL1ef4LCzlJbCiy+qgbVlS1i5rVunHtvAgXqnVq6U\nbPfeG/s4YGWlFBfoHA85RObtHY2JJYrIRD3OuTtQpswK4AYzqzPKRCKC6N2JIqu+hkxIHYFMM0uN\nnKoa6kk8jKKvdkVKZFSk8ggdx3bGlORpOGeeqamkHTpoYH83yz3iaQLM1GqeOzfcu+3bVz3gvDw1\nYIqLw+MgVVUyGXXokDh51q1T46m4WI2id9+VKfnaa9XbLyqCd97R/ykpkjklRcpr5cpwY2vZMpl+\nCwq0VFSobKtW2vbaazXe0VjUZkpqyL4S1WMoBQ40s1nOuX2BqWbWopayfZAp6QfgMTObEPV/XT0e\nTxz5/e+17tJF4zFPP9208ng8jcXq1ZruumiRKv2jj9Z7UF6uXk5ZmVr+PXuqh9Opk8Z1OnUKjxGm\npqrsxo1SdDs7jT7exJLaM1GKoQRNNQ123svMWkaVaQl8hjK59UPZ3LLMrDCqnFcMjcSbb2pWSVaW\nutX/939NLZHH03iYaQbh3nvrHdjViUUxNNiPYQempGgstE13Qol6zKzEObcMZXoLsrndEVqq0dxS\ne+6u7L235v9v2VKz7djj2Z1xTr47uyrxTO3ZpKYk51wq8G80Sn4ucJmZzYkq43sMjUR5uQaeW7fW\nfPjevZtaIo/H01Bi6THE3QrmnOuAeiITnXOfAGcSNilFlnPA39GMpfuBidFKwdO4pKbKczdwrPJ4\nPD9OEmFKWoCS7nwL7A8MQNnZqpmSgMOAi4BNQDLwK+fcejN7KHqHzc2UlJOT0+QyRBMvmfbaK+wB\nGw9252sVT7xM9aM5ygTNQ654mpLintrTOTcPBcy7OPTT/5BXM2aWCwTW66XAf4F7gZuAKSgsxnZE\nKobmQHN4CKKJl0yBt3a82J2vVTzxMtWP5igTNA+56oiVtNMkYkJVF+Ad4DKkELKAd2so9wQwFimD\nJOA4YEYC5PHsBFdfraBxHo/nx0uDegz1mJH0APA96g0kh75vMyUBTyHz0ltAu1CZR6N9GDyNT8eO\njRvoy+PxND/iPispZErKRmMLLYFxNfgw3AdcCWQAm5FyKLRQGtCosn5Kksfj8TSARvdjqIP30bTT\nB51zD6LsbdUwsztCs5cmolAYvwEGROVjCMo2g8j0Ho/H8+MhET2GDihW0mCgAzIT/R54hfCMJJxz\nHwOZKJZSF+QpfamZTY+rQB6Px+PZKRLl4JaMQmb/DI0nVAIXREVXnQ9MNrNLnXOdUBa3w8xsatS+\nvCnJ4/F4GkCzcXALEeRrXhn6/gbKOxpJHuopAISy+rI8soBzbiSAmTWrZfTo0U0uQ7xlWrDAeOCB\n5idXc7xWXiYv064gV1RdertzbqFzbp5z7vgdVeCJUgxZyNt5AjAQGMb2OUYfAg5xzpUDC4Fyixhf\nCPU6Hk+QfJ4ovvwSXnmlqaXweDzxJpSo5zxgKEqX/KRzrs66P1GKwQHHAK1Dn88GfuKcuyoi5/Mh\nKHjeSuQtvdk5F5l6Puh1eBqBxYuViMi84c7j2d04DXjdzMrNbCmqV4fXtUEiZiWBBpU3m1kX2JZj\n1MzsmYgypwNvmNnPQ2UmAIOAaaH/s9CAdLMLidHUx6+JWGVavFgxkjZsUIz5eLE7XqtE4GWqH81R\nJmgectUREqM7SqEcsJLtLTjVSNTg87nAi8Bq5NncCfjAzC6OKDMdpZlLBg4ECoHeZpYf+v8s1O25\nIhEyeqpz2GEwaRJMngw/+UlTS+PxeGIlIufzY8AkM3st9PvfUMrkt2vbNlGmJCMcUXXbqHiUKWkG\ncoIbjJRCBZq6GrAK8DE+G4nFi5XneenSppbE4/HEmei6tEfot1pJpCmp2Mz6wTZTUscoU9JCFDjv\nfeAgJPh+od9BJqUB0PxMSbsbxcVKR3jeeV4xeDy7KnWYkt4H/uGc+wsyIQ1AdW+tJNKU9DdgX+Sf\nsBD4X5Qp6UgUXK8z8AJwFDDKInIyOOdGoS5P3GX0hJkzB844A371KyVuf9zPBfN4dnkiE/U45+4A\nLkeWmRvM7OO6tk1Uj6ES+BKF3O6C8jPsGZiRQj2H65HWKgrJsSFaHjP7UPl8PIlk8WLo2xf69FHO\nW4/Hs3thZvcB99W3fKIUwyo0tlCK/BguAn4FfG5h7+cDUZC9PDS2kAb8E81MqoY3JSWWJUvCisGb\nkjyeXZNdIedzCkrE8wPKszAFObutM7MHaij/Akrac7+Z9Yj6z7wpKbHceCNkZcGVV2pdUKDE6B6P\nZ9elWeV8BjCzCmRGOhzNOFqNZiEdHzErCefco865hcgB4xxgfCLk8dRNYErKzIS0NPkyeDw7oqJC\n41IbNza1JJ54kxBTUiicRTaKsnopMBU5WcwOZiY5504E+pvZAOfctcCfqMXpwpuSEktgSoKwOSme\nTm4NZfp0+M1vYNw4aN26qaXxRPPKK/DkkzB0qBSEp2nZFUxJhwB/Qd7PI51ztyFFMdHMHgyVeRrl\nY5gLvI3GJA61qHwM3pSUWMygTRtYtUo9hjPPhAsvhFGjICkJ0tObRq6FC+HII2XaGjUK7r67aeTw\n1ExpKQwcCD//Obz/PnzzTVNL5IkmFlNSogafByG/hAOdc58Dr6PB5hsjyvQDDg2VXYmmUfVAeaLr\nRVkZfP01fP45zJunkA5HHw09esDcubB5MyQna716NZSXQ4sWqmhGjVLLOBhsdU5LixZqnSYlqatc\nWRleB5XookU5HH10Nmlpsse3agW9e2ubzZuhQ4cd2+irqtQF37BBS2lp9eN06ACdO6vlnp4OW7Zo\n38FSUCBZuneHjAyYNCmHAw7IprxcFXxyss551SrIzdV+27bVkpEBhYWwbp2mp6alaRtQj+HVV+HX\nv4aUFHjiCcnzz3/KAe6ss2R6+uILLZs2wS9+oetpprSg6ek6l+++g2nTcjjiiGzmzVPl8c03sGIF\ndOkiWUpLJUt+vpaNG7V9WRn85S9wwgkwbJjGP9q2hdmzde0qK7VOS9P9ysrStcrP1/5TUqBly+pL\nq1a6Rx9/nEOnTtlUVYWvSatW8udYswamTdM1PuQQ7XfjRh2rRQuVyc/Xc7Nqlbbt2LH6faqslEyt\nW2u/q1ZJ0bVrp/2lpYWft6QkrWfOzOHAA7Or/Ra9Bu07NVXPW3DPIjGDZcvg228la0WFluBalZXp\nHEtKdD5duuiet2ihe7Fsma5fRQWsXp3DyJHZ9Oql61dRoftdWQkTJ8K++8Lvfw8vvAAzZuj8Hn1U\n175VK12PYN2zJ+y9t46bm6tr07Yt5OXpOS0uVtkRI1Q2OJdNm3S+GRm6Bjk5OfTqlc2HH8L48XqG\nL75Yz+bKlTBrlnqaLVrovNq0kTwlJZI7Kwu6dg3LlZ6ue/3DDwokOWkSnHIK3Hmn7mlFhfYFqj/y\n8nSc4L0CHWP+/ByGDMnGTNfqoIN0bb/4QscdOVLv5K5ConoM7wLdgDHAy0Ar4FszOzRijOEsoAWw\nN1IMewOLzWxA1L7siitGU1amB+Okk7I544xsnn4axozRzT/6aD10aWnw6aewdi0MGaIXtqJCL1DX\nrrrBmzfDW29BTg4MGCATSlKSXpyqKr04hYV6KJOT9VAFa1CFPGfOGDIyxlBeroeiqEgPS2WlHrie\nPeHSS/U9N1f7KipSRbl8uY5RXKxtO3WSEkhPDx/HTJXRunWwfj1s3aqXKDNTS1CZbd6s/W/dClu2\njKFTpzGkpur3igopjWBJTVWltWWLzq91a12fPfeEQw+FE0/U+T37LNx7L7z8ctiG3KEDnH8+TJ0K\n//43DB6sEBqHH65r/tRTMGWK5N+4EXr1UuWTlQUbNoyhTZsxDBoEBxygpVcvndeWLWFF3LGjjtOu\nnc6nvFxygyqfl15SJTFkiM4lKUlLWZnuycqVusYtW6rSrKpSZRC9ZGbC5s1jGDp0DGlp4WsSVEyd\nOknGzExVFGvXSq6gcmnVSt9799b5FRbqXNav1z4CpVxUpP+KivTsDRig46xaFa6ozbRUVcGyZWPo\n0WNMtd+i1yA5SkulmFJT9fx37KjP69ZJabdooXNo21blU1L07pSX63OXLnreSkpU0S1dKplSU3Vv\nevXS548/HsMee4xhxQqVTU3V/UlKkkyPP677MWaM7v/MmaqkO3XStdi6VUtRkY4xe7auX/fu+m3T\nJujWTUtGhr5PmqT/2rTRfU1ODjeYOnaEoqIxtGw5hlGj9My2a6dn9YcfdD+GDFFIl/JyKbmiIn1O\nT9c1WLVK5xzItnWrjtW3LwwfLgXz4ovwzDM655SUsALJz1djLStLjc/u3bXPggKYMWMMw4aNAXTf\nJ01Sg+/gg7Wfdevgr3+F06KTD8SRaFPS2LFjG9xjSFQc8KXAf0OfuwJrgVujyjwNnB/xvQA4q4Z9\n2bBhZj/9qdnhh5t17GjWpo1ZdrbZrFnWJIwePXq738rLzSorzaqqzD77zOzaa81uvdXs0UfNHn/c\n7LnnzL7+2mzNGrPNm1W+vlRVNUymhlBRYVZW1vDtS0vNvvvObO3a+MlVXGz27rtmW7bUXa6oqO5r\nVV4uue68M3aZ4s3OXqeqKrP1682mTjX75BOzDz4wmzTJLC+vfs9LPGVaulTv5TvvxH7MqiqzggKz\n3Fy9JwHFxWYrVphdd91oq6yM/Tg7orxcslRVmW3caLZqVd3vbPS1qqqq/h5NmmQ2Y0ZiZK0NVe8N\nq8MTGRKjt3OuD/J87oDcsiN5H7gOeMM5dwbyY6jRG2/GjPBnM7WSA23dXEiJuJJHHqklXjTmeSYn\nx9blTUuDffaJnzyg1lp9WlqtWtX9f0qKWnwpiXrqGxHn1ILu2HHHZRNN797qWSXFYY6jc2EzXCTp\n6Wqld+wYn+PsiMhnpF07LTuDc+phBRx8cHzkaiwabEpyzv0H9QaiuRN4Cfgz8DtCQfTMLC3K8xnn\n3OMo/HYW8KKFQnBHHcePPHs8Hk8DsAaakhI1xjAPjR/8FIXHWAjsbxE5n0PlWqAeRR7wezN7K+7C\neDwej2enSFSnbBpQhkJqT0c5Gf4SWcApCNIsZELqCjzknDs6QfJ4PB6Pp54kSjF8itJ6vg/MA25C\nqT2PdM59ECpzGtAfhc0A9TBeTZA8Ho/H46kniRqGK0C9hhYmB7eLkTnpUDM7KVTmImCEmU12zr0I\nzEfKohp+jMHj8XgaRkPHGBLVY1gF9AIsNN7wMPJliAx5cSAwzjlXDlyGQsJ+EbkT59xIgKFDjWOP\nNR5+2CgsjP/02p1dRo8e3eQy7AoyNVe5vExeph+DXFF16e3OuYXOuXnOueN3VIEnqscwDTm49UMK\n4J8oIU/7oICZ9Q2FzpiDFIdDobl/A9viLT0O8MYbcmB54gl56j7xRIKk9ng8nt0M59xQ4DxgKGqc\nf+qcG2hmVbVtkxDFYGYVzrk3kJ/Ch8DzKEPbMOfcVRaarmpmX4cEB4Xlvtg519HMNgDDgUVAv7fe\nGgPIm/O557K54ops9t8/EZJ7PB7PrkkdQfROA143s3JgqXNuEapfJ9W2r0S6+nwF/BL1BC4HOgEf\nWETeZ+fcccAfgP2BvihPdBD0OQtYAdWjqw4YANddB//7X+M4utREc4zu2hxlguYpl5epfniZ6k9z\nkCs68vTYsWODj92prgRWUksk64BEKgYLLRBycgOIcnI7HJmYioFDgJFR2wPVFcORR2aTlpbN+ecr\npsmOvF0TQXN4CKJpjjJB85TLy1Q/vEz1pznItZNht+uc1JMQBzcA59wVKCNb59D3j1DsjlFR5fZF\n4befMbM7In4fgYLwnRAtY0kJ/PKXCpVx3nmw//4KkREkm9kRZhqz6N8/tnP0eDye5koQdjuU9gAL\nZc8M1cWjzWxybdsm0hizJ9DBObfEOXcHMASolhvMOfd3NFAN8mOIZBowgBpo2VLRNu+9VxErH3tM\ncZghayYAACAASURBVOEHDVJEzB3xzjsySf3mN4rc6PF4PLsx7wPnO+fSnHN7onp1Sl0bJCokRjKy\nY81Hs5P6oJzOi5C3M2j84Bk0jdWAtsBMMxsesZ9RwPjRo0dv23ddGdw+/hguuQRuuQXOPlshiaPZ\nulUZpx56CJ5/XmF5X35Z4afjRX4+XHNNOJzx4MGQnQ2XX958Y7Ln5Sm+/eWX63tpqcZwIgOBeTwB\nq1bJjNu+/Y7L7gxBePF4jB8GOSeaU7DNRFJX2O1Q4/xylPfmBjOrMWBpQKIUw/EorWcq8CUaiB7B\n9hncBqEpVAH7WowZ3GbNgj/9CT78UL0J55QfYb/94JhjZEL64QflZKisVIz0Bx9UTPkrr1R00FhY\nvx6OO07RVS+8UMefM0dKKCVFPZ1evWI7RiK47z646y71wk47TcsppyhZTkOprAzH7l+wQNehslL3\nY8SI+MneVFRV6Vlatky91R49VBklJYWTuwSUllbP61ETwWMez4qsokLy5efL1JqWpqRWa9cql0Xb\ntrDHHrovGzcqwdX8+frsnMy0rVsrIVZennrr33+v/ZWVSTFMm6aotQ1l82Y11N54Q3k12rZV4qeT\nT4bjj9dz8+67OnZmpnI/fP+9ruUZZ0B4jFUsWgR//KMSTjmnBmKQsKhTJ51PcbGuRc+eyscAcNJJ\nyvFQUKC8IyUliuo6cGD4nc3Nha++0vO8dm04j0VqqvaXmqr977MP/PSn4ZwiTUEsGdwSnainE/Jh\n2Bs4GDjSQoH0nHPjgPFotPwjYDNwgZlNj9rXTimGgCBRi5KgKHPYRx/B5Mnwn/9U7yHMmgU33aQH\naswYuOiihrXs166FY4/VA33vvdVf8MpKKaA//hFOPx3+7/+krJoLBx+s2V5jxyrByO23wwMPqOLb\nmVahmTLqPf+8XubCQr0sPXqEkylNm6YMV6NH66WrT6/ETC/666+r15eZqZ7YkCFa77VX/PJCL12q\nyrNrV8m7YYMUfpBtb+1aZUibPl1y9O6tynTtWimEIGFT166qMFevDmdFa9lSFXT//qqkkpOVvGnZ\nMi2lpaqo2rTR+ZSVqVcbJL4BhZ4+8URV2iUluj9Dh+r/hQtVaQXL0qWSo317JfEpL5cSC86toEBJ\nlVJSFFp60CBdzyDJ1fTpKnPIIapES0ok+3776fk+/XQ491y9MwFbtigR1qZN2v6996RUUlPDmfUO\nOkjLnDkwYYLemZtugn79lNTm3//WMnGi3tVzztHx8vPDCZ+Ki5XhLzdXiX4WLFDjZuJEuPpquP56\nneOyZVonJ+v+FRSofEmJ7kuQzOe553T/li5VEqqOHfX8LlggheWc7uehh+p677FHOCteeXl4vXmz\nznv2bD0Xzun5beyeS3NUDCuBHOA14DFkSppi1TO4nQw8i8xJXVCgvfXAADMrjNiX1deUFCuffaaU\nfvn5euB799aLumWLxiT694clS9SNDtIWBhm9MjOVverss6VcansINmxQlrQnntBLePLJqii2bNFD\n2qOHUibuu2/jTcfNzVWlvWaNXsoNG9TiufRSvQC33Va9/Lx5SgL/6KPVf586VQpv/Xq49lplfevU\nSS9Ly5bhclu3wv33q6JftUr/lZbqJWvTRi3G9HTJUlCg3ldFhV7O0aNVyQWt27lzVbnMn6/WWZBt\nbd06lUlO1m/77adMYaWleoHLylQ+MrNabq5e5txclQ9a1UHeg06dwut991W2rz32CJ9XZaWOF6Rt\nXbNG++jaVc9OcrKOtXixFG5+vq5Nr1561nr31rUoLNR5FxbqmmRkhFNROqfrMG6czjk9Xdd7zhyV\nGThQ5zRwoJZ+/cLX3kLZ4eL5XD31lLKVvfSSvo8fD1ddJeXSrZue8dNPlxzl5VoKCzUW+M03UuhH\nHVW7KTfIOlfb+3TCCerpn322Kuyjj9bz2pBGQmWlGo/77af3MBbM9F6/9144BWrnzlJWiSKeGdwS\npRgKgFIgH2VzOwIYE5iRQmVeAQ5A5qZeqMcQsykpVszUgvn6a7U0WrZUZTVvnl7mvn3VciotVYul\nqEgv+KpVyn18++31O05ZmcxZX3+tiiIzUykDV67UC7Npk8Ylgop17lzJNmyYKphly/SgDR6simHJ\nEsnUurVaVyNH1n984Jln1Mp/7bXqv3/3nfazZEnYNLJkiSrqTZvU+xoaMgQuXKhW1kMPSUHWt8cV\npDkNWl4FBVqKi3V+LVvCf/+rCvbqq7c30QSUl+v+bN6sz507SyFUVmrbmTN1nVq00JKaKkW8cGH4\n2mdlhVM87g7JfBqDH37Qfc/N1Xtz2WUaszvmmMY5/nPPKZ3vjTfKdLtwYfMZx7v5ZtUdd9whpT9h\nQvh9aQyapMewg0Q9bwJFKBzGhcA9wF4WkY/BOXcRcDVwCRqY7gYcYNvnbGhUxdBcWLxYtsyg1Tt4\nsBTDzJn6v3dvtUjnzVOrtW9ftR7XrFFLfNkyuPVWDSZnZNR9rFGjNKvr3HO3/++MM6SsrrtOSuH5\n59UiW7RIpofRo6UkRozQy3nVVdvvw7N706+fzIY33KDn6JJLGu/Y69erN3bkkVJGN9zQeMfeEV99\npffhrrvg6adl4mpMmqMpqRS4AbgRSAe6m1lKLRncTkampEnAPWY2IWpfjWZK2p2YNg3uvhs++USm\niu7d1VJu2bL6OiVFiiQY9IumslJmi7/9TaaJc86Rvfmrr+RLMmuWekqpqXr4PT8+rrlG5scpU9Ri\nb+yZbMceKzPmypXhgeTmQFWVeqFt2mjM8ZxzEnu8eJqSEhXVrwSF2V4QWkpqKNMSmIyC6JUiU1Lr\nGspZc2PixIlNLcJ21CZTaanZ99+bTZhgNn682dtvm73+utmLL5o9/bTZE0+Yffjhzh+vstIsK8vs\nhRfMunevnri9PnI1JV6m+lFfmd5+W6MXjz2WWHnMapbpvffM/vKXxB+7Lmq7VtdcY9atm1lZWePK\nY2YWqjsbVIc32JK6A1PSdvontE134DkzO8nMSpxzy9D4QypytrsjtFQjMiRGc+gx5OTkNLkM0dQm\nU1qaBpbjTVISnHWWegsvv1xzb6MuuZoSL1P9qK9MRx+tsajAB6axZTr11MQfd0fUdq1uukkTTBqj\nF7WTITHqpMGKwcyOq+2/UNrOM8xsVijkxdTQNrnASRFFLwL+jTK+nUstGdwiFYOn+fDzn2sM5MIL\nm1oST1OSmSm/Ic/29O/feKF36giit9Mkau6FATc65w5DvgzbTZBzznUCvgX2AI4FPjazOQmSx5MA\nhg1Tb8Hj8exeJGpW0stAGpCHcjr/FNgHjSM8Z2YnheIk/RwphxRgL+B2CwV6ijjOj29Kksfj8cQB\na+Dgc6JMSZuAxWZ2tHOuG6r8TwtV+oEpaTKw1cx+5Zzri4I6bRfSrqEn5vF4PJ6GkSjf2plAMHv+\nMqQEohNDvA3s55zLRYpjNTAjQfJ4PB6Pp54kSjG8A/RzzpUBvwPKQLOSnHMfhMr8HpmP2iGz02B2\nEArW4/F4PIknUYPPC5Fj20BgFbAM+EfUrKRBwEYUWG+lc+7z0G/TInfkxxg8Ho+nYTTUFJ+oHkMS\n4XSe0euAZGB5SCl0QTmfF0cWcM6NhMQ44cWyjB49usll2BVkaq5yeZniJ9PSpc1PpuZ6rRp7iapL\nb3fOLXTOzQulRdhhBZ4IugKzUaKeQmAdkOacuyoiuuoCoLdzrhjNXpplZvnBDkLJfh5PkHwejydG\nKisVHXXJkqaWxFMXzrmhwHko981I4EnnXJ11f6JMSQ6ZkQYhU9IioL2FYiSFqEQDzstQSIx9nXMD\nzGxh6P/hoe36NTfPZ4/Ho7DfRUVaxzMDoqdh1OH5fBrwupmVA0udc4tQ/Tqptn0lSjFkAmVmthTA\nOTcX6BhVZgXQH+UjPQiZlvZD4xOgWUwroPl5PjdHxdQcZYLmKZeXqX7sSKYZoTmECxcqJEZj0Byv\nEzQPuerwfO5OdSWwku1niVYjUaakLUAL59xlzrl5wDEogmokXwOHA1chjXY41f0Ymu2gc3N4CKKJ\nt0ylpcprECuxylVUFLsM0fwY7l88qI9i6NpVGc4ai+Z4naD5ylUHddavieoxVKI8z88BucC7QLZz\nbjSQFzIpXY9Se+6DTE85wG2hsiATVE9ofkH0fgzceKNCdd91V9PJsGiRkuasWdP4oZw9O2bGDGVO\na0zF4KmdOkxJ2+rSED1Cv9VKovIxjAAeBjaZ2Ujn3O3Akfz/9q47PKria78jRZrSO0oNIAoI0kWK\niICoiCBSLMgPK4qCSBEhICgIFlBRaSIqgooYKYJ0pGPoSA29hABJKKmb7J7vj/de793du5u2yUa/\n+z7PfZK9bc7MnTltZs4BNogW8kIpdQLGSqVSABIB3CQipbTrecHJ62rZQaMN/9Az1W3YEDwaJk5k\nRrzt2ykgbOQeiDDN6eLFTAF74kTaz9jIWeiJerTJ5x/AeYWKYNDSGuKHsWaXKykcnHhuoZQ6BloH\n62Dya4lINQBLQPdRCugDW2S6ngrg1Wyiz4YfnDjB9Jo7dzLFZrCwcCFXvWzcGDwabFjjzBkmemra\nlGk9k5ODTZENXxAGJ/0JzH2zHMAr/oQCkL3RVfWCzfsX7lRKvSgi05VSD4FSK0QptRVAB3gE5ROR\n5Uqpf5Ur6fRpZm36N+cMXrMGePBBDv7Nm4H2PqNiZR9OnmT5H3/M3NhvvpnzNNjwjd27gQYN6OKr\nXJm5n3Myn7ENb/jLxyAi7wN4P73vyi5XUnMAHwO4prmShgNoA2CdiHyg3fMVaEUcAi0FBaCFiER5\nvCst4ZZrsHIlk4YMHgy8n+5PkPvQsyfQoQNw6hTgcACjRjGn89ixzAGtIyEBuHyZjCHQ+PBDrnYZ\nNYoM6NIlQNnhFHMNQkOB1FSmrHzkEaB/f6BLl2BTZcOMrOR8zi69thY42XGPFupiPoB7wBzQOqoD\naKHdew50KVUCEIV0IC4OWLuWSUJuvZU5jqOjgccf55rqgwe5qiYkhPeIUJs/fhxo25YZyDzhcACH\nDhnHsWPU/hs2BEqX5kDYsIGTbXfcAdSrx0OE50ePBubPBwYM4PK9Vq2MdzudpCdvXsOaSE1lntzV\nq7n6pnBhrvIoVw7Ik4fvBYCrV0lPSgp9/9WqkRlHR7OeBw8CZ88yF3Pz5qxHXBzdQcWK8VzRogYt\nly/zmTNn6AoICTGYrsvFdp00iVr70KGkpWhR5niuXZvt++OPnJi+cQP44AMmPU8vYmOBpUuZp/fS\nJbZNsWJApUpMLO9wAF9/DUydynOFC3OtfO3a7u+5epXujIIFvcuIj2ebFSrESfRixXj+4kXg2jX2\nmbJl2Q/i49l/jh8nbSEhQKNGfM5c1sGD9KvXqGF8n7VraWFVrkyNuUEDoEgR63qLMC9xxYrW/S8t\nxMWxPvqzhw4BP/wAxMSQpvr1gXvucf/WAN08p06xbX1Zsk4n31OypDVtLhcXA4SHs9/88gugG/Ih\nIe4T0CJAUpL1dxFhvy1alNaGCPt1/vzW9x49CqxYwTGSNy9QvjxzPNeqBfz0E/ttZlazx8ay/c6e\nZd1KlOBRqhRQpQrfu3Il8NFHbL9ChTjmQ0I4PmvV4mHVVvHxnHs5coSKYoMG/z6lJrsshjAA5QGM\nAXMzFAKwV0RamHY+dwNwM4C7QMFwFxiqO8TjXVKnTigAdtwSJdqgRo022LiRDDspiYP2nnuYdPuX\nX/i7alV2tmPHjI5XpAjvad2aiesnTWKS+zp1+OH+/JODtk4dHjVqsOPs3s13ulxAy5a8dvgwsG8f\nsHcvn61fn0y0aVPg99/JRB97jJ1782bgwAGDmVSowA51/jyZXYcO7JTx8UBkJJmX/lmUIt21a5MJ\nnjzJOYCTJ9mJdVrLlwc2beK8QMGCRl0vXSIDLlaMZURGsj3uvJN0bN3KSebNm0nT3r1MWn70KAdE\nqVIsd+9e4I8/OBmclETGOX48r3fpQoZStSrpvXKF9zidPFwu/nU4eO3qVaaDbNOGzDlPHg7UM2fI\nnAsUYNsPH05m8PTT/GaPPQbMm8f2DQ/n+1JSWK/q1cmcXS6uYtqxgwI0OZntXLky2zQykjRfvUpG\nW6kSfeR16wI1a7KdIiKAbdsoUG+/HVi1it+kdm0ytYsXgTJlDIH22GN87/79/M6lSlHwmI/8+dm/\n4uP5XMuWrFOjRnxX/vzA9ets5zVr2A6XLvFdZcsCe/ZQoKemUlAmJwPFiwO9epHGiAj20z17qKx0\n7Mh+cOYMhXjBgoZ1d8st7B9FilBInjnDNihUiO13551kfrfeyt+RkWzvokWBxo3ZrqVKAS+9xHd9\n9RX73eTJtCB+/pltXrQokzl17sz2XraMwvXmm9kOxYrxfJ48QIsW7D/btrGPlCzJcm+9lYKgQwfe\nd/o0v/+hQ0wtGxZGJaJ1ayqFR44ATz3F8bFoEeuXPz/bpFYtfr+ICPaROnXY9/Pm5fmYGH5bpXjt\nyBFgwgSOrevXWebx46Tr0CG2Z/Xq7EMVK/J77NzJOrRowXeEhZHuJ5/kJH2IG3cLLDxdSWPHjs20\nxZBdguEUjHwM5QDsA/CR7kbS7vkKwHoRWaD9vgGgr4j84vEumTePNNaowQERGcmBZdbodOgMSNdW\nRPg7KYmdLD6eOVhPnOAgmTKFA8PhANq1Y4cPBFasoFBKTSWDadSIHTAlhcLG6WSnLFAgMOX5g8PB\nDh8TQyZTrpyhwYiQtnff5QAeOZJWwKef8vojj5CJD9Jsva1b2bnN7RQXR6GkC7RSpQzNNk8e42++\nfLxWrlzG6j19Oum5dAl46CEKonvvJUMVIRM6cYJMI08eDtB77zU055QUMlyA2luePAbduibtqd0m\nJJDBXblCxlS3rqEdxsWRKSQnk9mYtcHkZDLZGzd4XL/OIz6eSkOdOmRKf/7JY88eMiWHg/2zVi2W\nV6cO2+rKFfb3unXZ7qmpLL9AAR6emmhyMq3XNWvI1EuWpKCvXp3PnTljWJM3brCNbr+dzO3mm0nL\n33+zfteusc+WLEmBUKaM9fdZuxYYMoS01KvHvlK3Lr/Xtm0UCEWLsi81aEBhkpLCsooX5/9r1nBc\nNGvGcR0dTSu9nFUqMBOWLmV57duzD4weDSxYwLHdsyfflZhIoXnsGN9ZtSrbWe8HZohQ6du+nUtx\nfVl/AGk8cYL97/x5fqu77wbuu4/Kiv6+8HAK53vuoSDPKWTFlRRwwaCUKgG6gwRcadQNDH1RV0QO\nme57CFx1VB5clVQfQEkRifN4X8DnGBISaFn06vXvniQOFObOpQts7lwypF27jHmD1NTgt9G5c3Rb\nDR/u7U6yEXycO0clZ8gQWuE57TZ54gla79u3Gy5DG1kTDFmJ3LcKwH6L4xcACQA6gcHzYgEkaM+8\nCOBF0zs2AbgBbogb7KMcyW1Yt25dsEnwQlZoSkwUKVNG5OGHRQYODBxNIv+9tsou/JtpcrlENm/m\n3+yGFU3x8SLR0dlftj/kxu+n8c5M8feAp/bUQmCcB7Ox1QWwUWP8EFMQPaVUJTB43mEABUXkY19l\n5bblquvXrw86DZ7ICk0FCgDPP0+32uzZuYeu7IJNU/qQXpqUok89J2BFU6FCPIKJ3PD9/C1XzSiy\nw0lQFgyF8SyASeCmtk8t7vsEtCyiwaQ+PpHbguj9FzFkCP20vvzINmzYyN3wE0Qvw8iUYFBKrYKx\nGa0IOE+gwGWpADAR3Gn3PzBtZ2dtTiFJOyaB0VQ7g8tU8yilzgP4n4isyFxVbGQFxYpxZYcNGzZs\nZGnyWUumcwTAA6D76C8At4Ib1S4qpcqDUVTri8g1LSPbGABrATwNCpdYAIVBt9K9Ypqg1sr4d+xu\ns2HDho1cBgnSBrcmAK4CWAFaABEAroFupA+0vysBrFBKNQAwHkAlEXlbKbUEFBA3wP0M8WD4bTfB\nkNmK2bBhw4aNzCGrguE2ACHgUlM9U9t2AO2VUv8DcArAywCKA3gKDKb3m/ZsRXCZ6usAXgBdT02z\nSI8NGzZs2MgisioYqgO4Lkamtq0AbhcRrzUKSqkB4N6GYdop3UW0VUSWKqWesirAdiXZsGHDRuaQ\nWY9LIMJuF1BKHdbCa98Bj8xASqnaSqm9APoCOCAisdql8+DE9HmlVBKYpOecx7MdgfTttRg9mgFd\nd+7M3LrdjByhoaHZXsZ/gSYrumbPFjRuLFi0SBASIli4MPg05YbDpimwNJ08KShaVLBlS+6iKycP\nD146Qil1TOPVD6bF1LMqGE4AKAGgP+hOugNcfmpGAe2e3eDyVB27wHmJBwDUBFAHJqGiTWx/nl5C\nfv+dMWvGj894JWzkHMLCgNdfZ5TWb79lwMEoj7CJLhfDbWdHWk8b2Y+LF4F164JXvtPJuETlyzO2\n1v93aIl6ngR5bEcAXyil/PL+rLqSbgGXn64Bl6teA5BPD5Qn3ND2KpihrSKA+kqpAyJyFxht1QVm\nE1IAHABag0tZAU5sRwContYGt6goxkFZvZoxUDZtYiiHOnXc1+UnJQF9+zKoVtu2wHPPZbH2NjKE\nuDhg/XoKBIBxcV54gcHPVq5kcDgA+PJLhr84fZoRVnUcPcr4Rb16MZCbjdyJL74AZs5kXKZgpGSd\nMoWb7n77jXGLpkwJfliXnICfDW5dAMwXkRQAp5RSESB/3ebzZVk0VXqCu5pbghFUHQAWe9zzEJjb\neR2APwFs0873BnAdtCYKAzgKIMz0XHdwo5ykhblzRbp14/8ffyxSpIhIgwYideqIXL9u3Dd+vEin\nTiKzZ4uUKCFy+jTPx8SITJgg0r69SP/+Ihcv+i8vN25/z400ibjTtXAh29gMp1Okb1+ev35d5ORJ\nkZIlRbZsEalYUWT9euPe4cNFGjYUKV1a5P33A0NTbsF/iaa772aIlYULA0uPSNo0OZ3sN/v383ej\nRiIrVwaejozSFQxovBMAPgPQRwzeOgtAN/HH2/1dTOsAMAKMh3QE1O73AtgCU0wkAHMBXAEtiwRw\nJVJVcLWSE4yvdADAjwA+M727my4YQkND/zmsPsCTT5LZ69BjtrzwgkiXLuwsZ86Q4Zw8aVybOJH/\nDxgg8tBDImFhIkOGiJQqJfLOOyLnz3s39rFjIu++m9FP9N+CwyGyYUPGn3vqKZFp07zPp6SIPPec\nSOHCIsWLU0iLiCxZIlK9ukhqKn83bkxBcfo0BXtUVObrEEgEMkaQyyUyaJDIX38F7p05ibNn+W2+\n/VbkgQfcr6WnnUaNEhkxIvPlb9kicuedxu+PPhLp18/4nZgosmIF+9apU5kvxxeOHxdp0YLKZk5j\n3bp1brwyDcHwuOSAYDgM4JgmGDZ73LMEXIoaDeACuJy1IYBmMHZCJ2nCYZjpuWbg/gi/jZGSQmZi\nxcSTk0XathWpUEGkZk2R0FDj2vr1InXrily5IlKsmMiFC8a1o0cpLIoXFzHLIZdL5MEHRW66SeTw\nYf8f6d+AzDK0Tz8VyZNH5PJl63f+8IPIvHlsW/3crl1sz3PnfL83OVnk4EEKch316/MbxMSI3HKL\nSFISz7/6qsjgwf7pvHYtQ9XKFHbsoFZqpjkrmDFDJF8+kRdfdD+fmspAdZnBiRMin3zi/x6XS2Tj\nxrTrkdb1r74S6dOH36l0aY4lEZGEBFoS/hTr3bvZR8qVM5SB9GDDBpEff+T/gwe7j/OzZ/nOgwfJ\nKx59lN6ETp1EypcXOXIk/eWkB/36kd88+2xg35sZmATDcADDxeCtKwA0lWwUDE+mw5W0Hdz9PAbA\nVHAeoiG4IilFe/Z2cL5hqOm5vACOpyUYVq7kwPQFl4tSPCyM2oIOp1PktttEevaktmqFX34Ruesu\ndigRkV9/pXtq2DAKjvTC4RDZuTP99+cE1q6lub91a8aeu3KFA75xY5Hp072vdelCBtClCxl5yZIc\nKFWqiEyalHE6P/hA5PnnRRYtEunQwTh/4YJ/QRMWxoHvcGS8TE/88QfLtxKkDz0kkj+/yKpV/t/x\n/fdkmtu2+b7n4EFaq0uWiJQt684cV66kMM6oleRyibRrJ3LzzSLLl1vfk5hId97NN/OvFVOePZsM\n+6ab6G71xbg7dxaZP5//jxhBBpyQQIZdrJj3uHE6KZAiIkSaNBGZNYv9x+xC9Ifr1zmOixenELr9\ndsONpOObb9hnH3qIfSg52ahT5cr0JgQCx4+zv589K1K1qsjSpYF5b2ZhEgx1AOzReG5Vja8qyQ7B\noM0N/K0JhnhwhdJRAMs9XElntXucmitJADTWzBmHZi0kg8tXl3mU0SktV9Jzz9FczAyGDmULeHYk\nHfqg+uwzMtDKlUXWrKF1Ury4yNWr7vefPCny+OMi+/a5n583T6RgQZFLl7zLcDhEunYlM/CHc+d8\n05lRbN7MgTJ6NJn22bPpf/a110ReeYVC8/773a/16UOmoWv1qamsc0RE5q2TM2fomujfX2TyZPdr\nQ4aQFiu0bcu5prCwzJVrRv36ZDht27oz5h07RCpVEvnwQ5FevXw/f/UqheT//sd+Y2Vtulwi994r\n8sUXRpl//mlcf/ll9qHPPssY7XPmcF7m99/Zf2/cMK4lJpJp3nWXyBNPsG5t2tDlZ1aiUlNZ/3Xr\nWJf772d9dYVJR3w86xkby9/JySK9e7Mu5cuT2Veu7N4Xfv+d3/f22xn23eXi/FF6Fa833qAw++QT\nkWrVRGrVsu5rmzeLPP20e/1FRN57T6RVK3dL6OxZvmfv3vTRoOO55zimRKgoVK8eOEsyPfDlShLy\n0rc1d/9hAB0kLf6e1g0+H+Tqoe/BCeSJ2u/TAL433ZNHY/w7AeTTBMcNcEXSzwC2a/d5TT6b3uGz\nIRIT03ZP+MOxY2n7Mw8coCZVtSrNfB29erkzql9+obZ3//1kkGY8+ii1mnfe8X7/229T+y5d2r97\nqls30jF6tLcW7HAYcydmxMV5+zovXqQ2qmuPEyaI3Hef73LNiIkRufVWupASEqgB6hP1MTEi0/x3\n3gAAIABJREFURYsa7qNAolUrkbx56Y4y49IlMhXPuu/fT0Y0fTqZjRlr1hjuDTMSE0U+/5xMxszw\njhyhppyczIE/ZIhx7ZFHyKijo1l3X37lBQuoOYuIvPUWFRJPzJ9PTVnXxMeOJdMTIXMpV05kyhSR\nZs2sy7DC1au0CnVr9emnRV56if8nJ1NDb9+eSonOTOPjRbp3F6lXjxaMCIWrudyEBAqxL790L2/x\nYgoWM5xOkTFjaHW5XBQMZgWnXz9vN9exY94WkydSU6nxlynD/piaSt++2Y2UHqSmsi5TpxrnHn+c\nY6J2bW9BIsJ+OGkS+9eaNbQUnnmGPELvAy6XyD33iCxbljF6AglkIR9DVgTDUc1iiNcsAQe0CWTd\nYgDQHECiySqIBHBGEwwrNCsiSRMWi2CafDaV49NiWLTIuyNmB44e9e6kf//NThkWJvLzzxy44eHU\nlooXN7Tw2FhqUTt3UnCYV0mtXk2NPSqKneyOO9yv64iIoIl65AgtmP79eT4piRrZLbdQaJw4YTyz\ncSM7au3ahgYnQs1w2DDjd2oqGXxkZNrt8O23dBHp6NOHzFSEf3v0SPsdmcFXX7H+VtrXyJHuk4si\n9M+PGcNBXayYoThER1OQmF1SIhRmlSvTDdKqlaH1iXAl26uv8v9Tp/j8tWvUCG+/3dCsn3jC0PY9\n0bs36yAicugQ+4pZuCck8F3mCf0DB3hOT4Jz1118pnRp9of04IsvyOR1xMayP0ybxgnuLl2stWuX\ni/2xdGlaLe3bi3z3nfs9W7aQPt0tI8IFHWlZ7wMGGIs+HA5+V311oBkNGviej7hwge1x77202nQk\nJGTOdXjkCOn45huucAwJMdxrffu63xsbSyvxpZdoAbZsyfH++uveQuSbb0Q6dsw4PZmFP4sho0dW\nBEMSuAFtBRjmIgmcjDZPIHcH4yUNB1cfPQUgBszZsFcTJnvBqKybzM+a3uGzIZ54wtvPnZMID6dw\nKFtWZM8e4/zrrxta4dy5tBhEOJ/xwQf8PyGBjNvs9+3fn5aB52AdMMCwbK5do8n866+c4OralYxt\n8GCD4S9eTOazeDFpadeO7q/p02kiJyS4v/+xx+gDTwtdu7Kz6/j9d5rLJ05wIP/xR9rvyAzi432v\ngoqJ4aA+cIC/z51zF3TPP0/hIcK2+N//KATME7lvvUWmJkKmU66cUV69eu4unSef5Kq0qlVZfx3r\n15ORzp3L9v3zT1o0Dof34ogWLdxdXEOHsi+b4XKx7OHDycRHjeL5AQNExo1Ls8lEhC4kz28SEcH+\nWrly2lnPVq2iMlOmjOEeNKN9e5GZMw16K1RIezJ3+XIyU/39jRtb3/f++77dhE89JfLmm4FdDbZ8\nOcdByZK0AkRocVeo4G6pPvecb7o8kZjIPhEezm/2ww+Bozc9yDbBAN/pOx/VtP0K2kRGY+33HgB3\nmJ7vpgmOddpzoQAuateOaUKjCjgp7TQ/a3qHpcVw6BAHXHa4LjKCgwcNpqTjxAlqlj/9RO103jye\nP3SIHWXrVroK9L0XOpKSaN6PGUPGdu0aly0WL+6+amrzZpFCheh6iIvjuaNH+e7YWE70rl7N86mp\nLKdUKb57+3bvOnz2me8JeB3x8XQjmZmJy8VnS5ak9piT/lQzpk9nWyQlcYLRrPEfOSJSowZdOaVK\nkVnPmGEspdTni8zuyOXLWac336RLylyvHTs4ap56ypuOnTu50q1AATL1GjUoKDyZ3+zZFNYJCVw6\nWamS9fxTVBRdkwBX7Ijwb6lS7Fv+sHMnmb/VN9m3jxZverBjB5UQK2zaxL6WlMTyQkLSfl9iIvvR\n779T69atB0/4cif9+Sfby8rFkx2YOtWwkhcuZH0zUvaIEXSDPv20tQszkMgtFoMTwAYwvpE+qTxC\nu6a7kppp1xPBVUeRAKZq9ySCS111N5PLRzleDZCUREagm+e5EWFhIq1b081jdg8tWUJmU6KE9Trq\ns2dFmjenllaoEFdBWQ2esDDvuZUHHyTzf/zxjNF66BDnQFwu0mfVrr/+6j3ZrGPVqsBM8mYWLhcH\nb5Mm7Bdm94YImdF77xlWkcNBq+uJJyhIzPMGOiIi2J5Wc1Affmi9VFeEjCw+nv9PnswRNn68+z3x\n8fxGlSqR+flbwpmSQj+1WTveuZMMql07uu/WrvV+7pVXqHxkN7p3N8pKa/mwjtWrSX++fBQAvtCw\noVG3w4dFvv6a7tYFC7JOd3qRkECrYfJkKl4Z3V8SH2/tKssJBMtiSAXwu3bfcgApFs/nBVcb9dUE\nwD8WhSYYBmv/DwKQ7IOGfyo6bhy1306dOLByIvl4VmFlgs+YkT0usLAw77mG9EB3A/z1F90onj5w\nEbqtPv00YKQGHJcucdlyeleSREXRDfLss9lrdS5Y4Hv+Zvv2tDV/X4iJEfntN34TTw36119pBeUE\nQ7p6lZZR8eLWAsoX4uLSViYmTOBqrG3baMHpGyRzetxPmUIlbdOmnC03qwiWxeAAk/T881c7XwHa\nslMwX4M+lyAAlpieTzYdVwAc91GOhIaGyoABoVKwYKi8/fY6mTAhODsLdeTG7e/r1q0TlyvjQkHH\nM8/QanjhBfrAFy82rq1eTQvG7M7KCF25Df81mnr3pmUTG0v3TJUqnBzOKZr27qW1Fog9I2ZERFBL\nr1SJQjAjNAUSqalp73XIDX0qt7iSPC2GVIt7ygG4G9zElgSGzqitXdNdUHvBvQ5/+ShHRKgteJrk\nwUJoRtfE5QCyStO339J3feUKNemuXXl+3z4OzvRuOAo0XdmB/xpN589Toy5XjpPt5lVowaIpUGja\n1H3OKDfQZIXcSFdWBIPfmINKqVUac/fESDAiahGl1FEw1IXSnqkAYKaIdBbmff4EwP3grrvbAPQD\nMFSzFMK197vA0NuWePjhMVi7luGa16/3jq5qI+vo3Rto1QooWRLo0QMYMgT47DNg3Djg00+B1q2D\nTaENX6hQAfjhB367e+4JNjWBxYYNwM03B5uKfwf8RFfNMPwKBhFp7+uaUgoAemjMvzy0JDsicgFA\nZ9M7eimlqoCrkwoCeFe7VEJEqmvvqgKubrLE5ctjMH48MHhwmvWxkUnkyQNUrsz/b72VobBnzGA4\n7LvvDi5tNtLGg2mmXvl3whYK6YdnSoKxY8dm/mX+zAn4n3xOAvcvdARwCdT6rfYh9AG3YbsAHAJQ\nTzt/VXv2MLg6ycsVpd0n9mEf9mEf9pHxI7OuJKUx3wxDcyFdBJek7gJjJyUAGAgKiM7afasA3Ada\nJ7FgjujqSqlroAURAe6GbgvgbhE5lCmCbNiwYcNGQJCV1J5hoPWwD0A1MEtbJIAWJqGgwJAZMeBk\n9VQAunG4RPubCqAuOOfQJQv02LBhw4aNACArgmEiaAk0AN1Bet7mxkqpZdo994Jupxug6+gtUJAA\nTOl5Exiu+28AQ8D0nzZs2LBhI4jIdCZUEYlRSs0HMBhAGTDnwlUA5UWkhXbPJi0R9RwA1cFNbX20\nV9wA9ze4wBjh94NzDW5QSmXO12XDhg0b/88hIiozz2XFYtCfLwZOItcBE+4U8LgnGnQhpYBhtmO1\n85HavSlg6O6OoDvpHyilOgLI9F6L7DpCQ0ODTkNuomn3bkHfvoI33hB07SooXlxwxx2C1q0F1auH\nIjU1+O2TW9rKpunfTZPLJRg0SNCxo2DpUoHTmTvosjo8eOkIpdQxpdRhpVSaa9gybTGYcBOANaDm\nXwDafgYTCgL4SjvfWCnVQER2wxBKN4HzDrcCqKQ/pJTKA0ZvxZgxY/55meeSLBvBx4oVwMWLQN26\nQKNGwOefc219aioQEgIMGACULw+cP88lsDZsZBUigPLgNHPmsJ917Jh95b73HvdWvPoqMGwYl3NP\nnZp95WUEvvYxaF6bJ0HlvSKA1UqpmiLi8vWuQAgGXTTpn0mUUi8CgIhMBzADnEdIBhP3bARQBNzY\nlqjRkA/AQbjPMTQBVyxVNwuG/+9wuYCb0mnnORxASgpQuLD/9505A1Spkn4aoqKAsDDgxRf5++xZ\noFMnYOBA9/vy5gWeeAI4cgQoUoTPjBgBVK2a/rL8YcgQ4LbbuPHRxv8fbNkCvPQSsHevu3BYsoSb\n/LJLMHzzDTBrFrB1KwVQ165AixbAF1+k/eyNG0D+/Nm7L8PPPoYuAOaLSAqAU0qpCJC/bvP1rkAI\nhn8Egv5bEwg6ToEWRWvQbRSjlCoLCgOlPafAHA0RpucqgqEygmYxHD4M/PkncOEC8Pbb/LA6Ddev\nA9HRgWNy6UW/fkCdOsDQoe7nrdpkwgRg7lxqNTVqeL8rKgp45hnW8ehRMtkbN4D4eKCc1X53UOtv\n1w44dQp4/nkKqbNngQcesL7/oYfaYNIk/h8ZCaxZA/Tvb1yfNo0WR8mSwMiRtDDSg5gYDtIiRYCK\nFYHu3dP3HGDdVsHGv42m116jQLbqV9mJNm3aYMwY4OBBIDwcaNzYuHbyJHDc5zZZ/1ixAmjQAChb\n1vr6zz+TB6xdS6EAAMWKAUuXUji8+24bv++fMIEK2siRmaMvPfCz87kC3IXAOaS10CeLPqyR4HLT\n4yBTTwT3NJhzPu8CrYUk7XCBq5W6g0Ih0XR8aHp3NwAzSaI3HA7GhbHKeCbCRNzPPMPUmb6Cv12/\n7p5sxYxLlxg76LnnmPXKnJM5JYUhqOvUyVikxzlzmPXMKkZ+aiozhZkTungiMpJhvMuUcU+2ExfH\nEMyeiVfq12c2s/LlvePvx8Ya6UaHDmWUUb1eFStaBw2LjmYkzYkTSYNO6913py8c8ddfG1neXC7G\nwKlVi3Hun3+e3yu9mDqViY927eJ3GjrUmobdu41kMlnF33/7jsQaE5P5eFKBwqVLInfemf0h0I8c\nEQEY6dQfli4VWbkysGVv2cI8E2++6R4S3eVinof8+Y0cJenFt98yZ4KvnCQLFrC/+4rca87Z4AtP\nPhm8RD1gVs0+YvDWWQAeF3+83d9Fvw9yQ9sxjbn/CaA0uIFtt8d9UeBqo2gAS8F9De0BzNaExN8A\nDmgCZoHpuWZgGA3LRD1hYaR+wgTvBklJYeeZMIHMwzM7lo6ffmK4YKuokC+/LDJwIP//4gv3ZO+D\nBjFW/513Gglx0sLmzQxG16CBd1J7ESZvKVSI2d58CZtx4xj99OGH3XMm/Pwz28KcS/jUKZaXmsrQ\nzO3aub/r7beNlJjXrjEvQI8eTGAzcSLrZhY0TidTXw4axN9NmxphiEuWNHI/+8OZM0aKzmnTmNQm\nKorXLl9m3mSrrGIul3tgOJeLqR31MM8HDzJLW6lS3omI2rZlmZ7f+No173Z2OtknBgwwMu2Zy6xa\nlXk0JkzwFu4vvEDm8vHHabdDerF6tXXYdiskJzMt6ZNPkolZ5QD/+WeGqz90yPodDgeVl9693fNe\ne+Ktt6g8PPus73tmzuTYqlnTu61++cWo140bTGaUXgWrY0f2/e3bqbDpiI6m0tSkiXu2P4eDY8tX\n/uglSxh8cPNm9hPP/BATJ1KB8hfOPSGB7zBncfRE48YMH56d8BVdFcygOVwM3roCQFPJJsEwCYyq\nelk7YsE9CpthJOrJA2PV0TWN+bsAPAJgARgi44hmbRwAsNH0/ryaJWKZ0Obhh9lBy5Txzqi0YIGR\nPjA+nmF7rcIQjxjBFtBT+enYv59MVWdSOtO6cYOdulo1Xps+3Ujb6Q8XLjDfwbJlHLClS7szsBs3\neH3jRloh8+d7vyMlhfXYvZsdPyTE6Ow9ezL1Y4kSRvKeTz818tXqiWl0jTYykvea4/V/8QUHwKVL\nHKQjRpDO0FDWeeBAhuPWGWzPnswDHB/PHBDpzd5WqxbTTZYq5Z35rndv78TwImT6RYoYgmDzZlou\nnszk00/ds+Jt2MB6N27snkI1MZF19dTgFi1iqtLJk6lYrFhhXAsPZ5lHjpAhma8dOMC22rOH16ZM\nsa6708lkNqNGkQGvX+87vebp0xQ06dUyX39d5JFHWMaHH5JBmplhVBTHyltvse09U7kmJrLv3X8/\n81rMnm1dTnIy3/Pjj7zfCh98wNDfR4+K3HOPewj3zZs55mbNMu7Nm5eC1Rfz1rF/P8dJUhLrWbGi\nIeTCw5k177XXDMXL6WTmtLx5revjctGq1r0GY8a4C7vwcI45z4RYVvjwQ/f82lOnuvOGEiWss/Rl\nJ0yCoQ6YCyc/uDXgOOjyzxbBcFTT9p2g/+oogNMAvjfd01xzIznAXdLTNJfRPQB+A/c9HAXnICIA\nhHmU0QmAV47Vs2epjcTF0RqYNMm45nKREZjN6TlzyNQ8GUmnTrxXtwxE2JlatfJOStOpE7XBsmUN\nIRMXRy3j+HHjvshIMv0dO1iey8UsYe+8Y9wzbx47pD4QRo40UkVu28aB58k0581jHfQ6NmvG/MuJ\niRRaFy9y0D/3HK8/8AAZnY5vvhG57z4yomeeEXnjDff3u1zeuaCPHGF8/8ce4zNnzxrXRoxg7uMj\nR8h804sBA8iYzG2uY8MGMlbzd5o+nQx54UIy365dWV9z7mkdcXG8R0+heP/9dF9NmeI+4D/5hBqe\npxXVubPx3pUrKTyuXuXvYcMM18WUKe5ur4ceMgTavn1kJlZMbutWWh2hoWRY997Lb20WMjoGDaKQ\n0sOf+8P27ayPnqNEt6jMuap79WL/EGF5nulGp01jPUSooFSp4p0JT4RWR+vWVBAKFXJ35bpcbKc6\ndQxmOm+eSJs2xvWWLdlHa9Vi39UVovvvpytVR3S0kQlPx8svk3nrGDCAuaF1urp0obKiewjeeott\nvGED3amebudt29h3daXm6lX2zYgI/h4xgjm304O4OLbZU09RSFSsSAtGt3aLFMn5BEMwxUoC8LbG\nYw8D6CBp8fe0bvD5IOcLPgdDZ1/WLIEVYGA93WLoDk4+b9EExGnNciirWQsuTVAkaPdZBeGTAgVC\nZfBgw5U0bhwZlgi1iBIl2EFOnKCQCAlx12BTUzkQBg92P1+uHLX42283PtrUqUyt6Tmwv/tORCnv\njjJ8ODv+5csccKVKUeOqWpUa3Acf0H1kHmT6AJkxg2kxy5VzZ7rz5rEj79/P34sXk+GZrZ7wcDKV\nWbMoyETIGBo2JIO75RZ3SyolhUy3SBHS5Ss1ZXoxYwYH+OrVZBTpxW+/UZhaJVpyuehe0rXJZcvY\nNrp5v3evyOef+8+4NmoUGUSPHnRjOBxGXufERDKHsmUpuEuWNFwu58+LFCvm7p9+/nlaRi4XGcjO\nnTwfGcl7ExJoiVSv7v59Gze2nrsaOpRKgBl//slvPWOGcS46mvTu30+/ufk7ulysh46UFPav775z\nf+/YsbQiRJg6tFo1g9GmpLA/6QpNcjKFoNnV8eCD3ilenU7WTU+t2by5e1rSKVM432T+Pg4HBeXM\nmRTSd93FsdWoEa279u15X2yskXvb5eK7mzaly0+Ef4sXd5+DW7mSjF+E4/6NN6ioVK5Mi0a37EUo\nyD3H7nPPeafNHTaMQtnlYv/ZsUPSjRs3qADWqkU6ypen5bdrF62Z7EaOJeqB/+iqes5nh2YxOGFK\n3ak93w2cAdcnn0MBXNSuRWuupb/B6KxO87Omd8jgwSL9+7Py169TGuuDVIQaYvfuFBA9e1r78qKj\nqXE/8ww/uu5O0Qf97t30VZcsyY/qiRs3qOV6+nxTUjjgK1Ykw9H97snJnCArWNBg8Gbs3Mn7feX8\n/eEHkcKFjfdaddBhw2gmT51qnEtO5gB44QXv+2Nj0++zTgurVlEgzJljWDvpgctlzCtY4fBh1veD\nDyhkt27NGF1RUbSmPvrIYCoiFN6DB9O8792b51591dBAJ0ww+piO+Hgywl692EfMGl/79vSNV6vm\n7qYSIUPt1o3lt2pFa8flosJiNUF+7Bj73eHD/B0aargBO3Z0dy0OHUqmquPLLzmP4qmNHjhg5PHu\n3Nld8IhQ+9a17RkzRDp0cL++fTsZm3nuaOZMMmxduRo40LDW9UUAZutZx4oVVEbKlzcE5k8/kfuY\nJ6cHDmSfXraMVsfLL7O8w4dFPvvMe64wLo5jJDGR906dyvoWL86xHR5u3HvuHBWpzZv5OzaWlqdn\nXzx5ks9u306BlhUtv3171mXhQlrdOY1sEwx+H6S2/67m7okGJ6FHaNd0i6EZgO1gwDwXuNt5qnZP\nIrjH4YhmLbh8lCPDhoVKkSKh0q9fqDz++DqfqwfSQnw8teZ16ziY9eT2utlerJihrWYUK1ZYCxRP\nc9iM4cO9B6wZqanUOHwx0oQEdjh/K5myCxERtLTefdd9dUggsHUrNWWzKyyrWLqUK8I+/NCwlnbu\npHY5dy4tPKt5qAsXyCCGDXM/P2cOhb6+ysqMq1fJdFq0IGO/7TYKdp1RW+HTT6n96pOdOoOdPZsT\nxiJkjrVqkQHrlk7jxtYrf1wu3vvtt96r2EToXqlXj8zT7B414+23Sb/TScWqTBkKAB262+byZZY1\nb5513ayQmsq6mdvj+HEKyHr1yEydTmrglSqJ3HSTtQKlTzZ37GisHOzdm3Nmnli8mO8KD6egMi8o\nMaNLF9bHyt2ZEbzxBhWcSZOolGQ3covF4AIwTrtvvBVjhzGB3F2zGP6xKDTB8Kb2/yAAyT5oEBFq\nTVWq0LWQleTtU6aw47z/PjV6EQ6yOXN8L3214Q2Hg0sD+/a1HoRZhb9VMYGCy8U+oKeN9cW0IyO9\nFzhcvUqm5Esov/CCsTS5Z08y+9de802L00n3Yv367pOd0dH05RcuTEF84gTbfOpU9ttSpXy31dtv\n89lRo6zLq1CB2vGvv1o/73DQ+rrvPgoP3TWl4/BhjsdatbxdZJlFt250jZldvi6X75zLb77Jb1er\nlve8nBVGjBApUICWoi+lbfVqckbz6qbMYNYseiheeoku0JxGsCwGJ7gSyQGG1XZq5ysAWKb9fxuY\n09mhWRRLTM8na8JFn2c46aMcCQ0NldGjQ+Wuu0JlzJh1WWqs6Ghqc+3aea/MsJExVK5MP6x5j4cN\nwszYzpwhg04rX3xcnPv8gY6LF92X1/76K63dyZO93V9m7NrFFWORkdbXFyxwn6C2QmQkLYETJ6yX\n95YvH9gluhcvsqz04rff6LIpUCB9+xdcLuv5Lc97vvgi7VVSaWHbNs75Pfig7/1SgUQgLQa/iXrS\nyPm8CMBKEXlIKbUcwAMiks/j+XLa80XAMNunAXQRkcNKqV1gop/O4H6IW0TEa9+hUkr80ZgZ9OnD\nHLkHDgB33hnQV/+/Qtu2wPr1wJ49QP36waYmd+PiRd+7yTOK+Hjuvr3tNuCTT/yn9bx0CShTJjDl\nWiE1laFPgoXoaLZF8eLcyZ+bcOMGd1KXKwcsXw7UqpWz5SulINkRXVVE2otIXYtjMajpt1BKOcBl\nqaIRU8GUjyEfgD8ArAcD5VUF0E+7VhlAO9BaKA+guC86xowZ888RiGTXzz8PFCyY+Q8VqITbgUQw\naNLDgdx2m+977LYi0hIKGaGpcGGgTRsKm7Zt/d+bFaGQHppyWih40lSyJFCzZs6HpvGEVVvdcgvb\n/9QpI596dtNg5pVZQVbCbt8EYIuI5AdzMdwEACJyQbQMbuDmtg4AaoBWgQI3tgEMrDdCRAoAeMdf\nQebKBiKmTOvWwF9/Zb5T28yOqFqVTKq4T5Fut1V6kVGa+vdnhM98+dK+N7P4t7TTffflTsEA0CNR\nsSJQwDMZQTaAcaQCIxj8ssY0XEkKQBEt9/MF7TeUUhUAzBSRziJyUSn1CYA24N6FFAA9wfhJ+QAM\nUUo9C+AkGCrDEoEOoqeU7UIKBKpWpbXgGf7YRvbj0Ud52ABeeIFBFXMj7roLiIvLmbL8BNHLMPwK\nBhFp7+sa0zmjB4C7wSBNNymlhonIB+C8gY7l2u/LAIoC+EU7HwtmfisOTlL7lKl22O3ciWbNgB49\ngk2Fjf/vaNAg2BT4Rps2dFvnTFk+w25nGFmZfP4JwBgA/UFmPxDck9BLRA5pzysAy8BNbg21/zuI\nSDOl1OcAeoNupoUASoqI1xSmndrThg0bNjKHzE4++xUMfh+kCykeQE0Af4HLVL8GcAuAu0Wks1Kq\nJRh5NQ4MpBcD5oQurZQqAeC8dlwABYPt4LFhw4aNICMrawrCwNVEF8GgeHlBt9Jl0+TzZu2oDQqF\nW8AwGgBXKV0F03lWBndF27Bhw4aNICMrq5ImAqgP4EEwYl9NcNmqebnqvdoRCeZ+rgigrnZtEpjT\n4QS4x6G0UuqpLNBjw4YNGzYCgEy7kgBAKdUfwEcg488D7m04ISKdTPfUBvAjKBCmAOghIpWUUs0B\nrAWXsToBVAOwyWRt6M/bcww2bNiwkQlkywa3dCAO3NXcH7QeqoJLUs0oAFoGc8GJ5t+18/q9bQC0\nBDO9uT2rlOoIZC39aHYcoaGhQafh30BTbqXLpum/QdPhw4JPPw0+Tbm1rTx46Qil1DGl1GGllJ+9\n8kRW9y1WBXADTLSjwCirpZRSL2oMfTq4gqkcgL6gRbFHe7YoKFT0PRCHAZw1VSQPmO8h4PsYbNjI\nTRDhYSNj+Pln4Ntvgddecz8/dy7Qrh1QqVJw6AoWfO1jUErVAfAkmMmtIoDVSqmaIuLy9a6sCoab\nABQGEAKuLroEoIAmEHS8Ai5nnQNgs4g8oJ3fq/09DkZerQ4G1tPRBMw4VN3ex2DjvwqnE+jbF1i7\nFhg4kCEe/k146SXgww+BIkX42+EA8ufPmbI3bAAiIriBTC//1CmGvJk8GXj9deNepxPYvRto1Chn\naAsG/Oxj6AJgvoikADillIoA+es2X+8KRKSTm0CLwQW6jTx9WgUBfKWdb6yUaiAiu2G4sW4CVyjd\nCq5Q0lERmgURCIvhwgXGq7kpq84zjYbchtxIE5A76cotNLlcZKznzgH33dcGrVsDq1dnPdiewwG0\nagUsWABUqZL596TVTtHRwPTpwNNPA/feS8b77LPAvn2ZLzO9NDkcwLZtQPXqwP79QPPug7H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"text": [ "" ] } ], "prompt_number": 96 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(2, 5, figsize=(15, 10))\n", "for i, ax in enumerate(axes.ravel()):\n", " ax.imshow(pca1['basis_projections'][:, :, 17, i])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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5tpU4Sx9pNQR2iv/x3Te84Q2ba8w5c98eAFOYTGuX524W2QHQ3hXEpWbtlkxa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\n9kAWNrk+ufjii2d95aNszz6qjrP82Typ4mYyrfswahj+ni8xS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XV9Fw8ZchOQYbNDDjYZ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CCvtA3HuNom362CW4xShxeNNxEJ3hksyLfXgen8OG9/ygv2K3eb6LaWF36KN1xKeWbFFnbvAJ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\nmWcxLr43qI/CqUveS1PD91yv0B30wm0NmCWMFDvifQSz3Nv3r+CJ0EZsnWM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"text": [ "" ] } ], "prompt_number": 110 }, { "cell_type": "code", "collapsed": false, "input": [ "aff = realigner._transforms[0][-1].as_affine()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 115 }, { "cell_type": "code", "collapsed": false, "input": [ "import transforms3d" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ImportError", "evalue": "No module named transforms3d", "output_type": "pyerr", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mtransforms3d\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mImportError\u001b[0m: No module named transforms3d" ] } ], "prompt_number": 116 }, { "cell_type": "code", "collapsed": false, "input": [ "rzs, trans = nib.affines.to_matvec(aff)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 117 }, { "cell_type": "code", "collapsed": false, "input": [ "rzs" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 118, "text": [ "array([[ 9.99996110e-01, 9.96587701e-04, 2.60495795e-03],\n", " [ -9.28735877e-04, 9.99663592e-01, -2.59198720e-02],\n", " [ -2.62991304e-03, 2.59173519e-02, 9.99660630e-01]])" ] } ], "prompt_number": 118 }, { "cell_type": "code", "collapsed": false, "input": [ "nib.eulerangles.mat2euler(rzs)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 119, "text": [ "(-0.0009965912472167965, 0.002604960893285254, 0.02592286319244751)" ] } ], "prompt_number": 119 }, { "cell_type": "code", "collapsed": false, "input": [ "trans" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 120, "text": [ "array([ 0.0805639 , 0.2055159 , -0.38129098])" ] } ], "prompt_number": 120 }, { "cell_type": "code", "collapsed": false, "input": [ "best_params" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 121, "text": [ "array([ 1.47981169e-02, 1.12356064e-02, 0.00000000e+00,\n", " 5.27367624e-05, 0.00000000e+00, 0.00000000e+00])" ] } ], "prompt_number": 121 }, { "cell_type": "code", "collapsed": false, "input": [ "!mcflirt -in ds107_sub012_t1r2.nii -plots -refvol 0" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 125 }, { "cell_type": "code", "collapsed": false, "input": [ "params = np.loadtxt('ds107_sub012_t1r2_mcf.par')\n", "params[-1]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 129, "text": [ "array([ 0.0218999 , -0.00631685, -0.00120705, 0.0840234 , 0.24327 ,\n", " 0.901101 ])" ] } ], "prompt_number": 129 }, { "cell_type": "code", "collapsed": false, "input": [ "params[0]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 130, "text": [ "array([ 0., -0., 0., 0., 0., 0.])" ] } ], "prompt_number": 130 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }