{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Restriction Spectrum Sparse Fascicle Model\n", "\n", "This notebook demonstrates the fitting of the RS-SFM model to the data from one voxel." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by importing general python tools for analysis and visualization. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the [scikit-learn](http://scikit-learn.org) implementation of the Elastic Net algorithm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import sklearn.linear_model as lm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use functions from [dipy](http://dipy.org) to calculate model goodness-of-fit, and to represent the gradient table:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from dipy.reconst.cross_validation import coeff_of_determination\n", "from dipy.core import gradients as grad" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we import the local utility functions for this data set, as well as our implementation of the RS-SFM model (which extends the implementation that exists in dipy)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import utils\n", "from model import Model, BiExponentialIsotropicModel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A utility function reads the data from the files:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = utils.read_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next cell can be changed to choose data from another voxel (there are 6 voxels from each one of the ROIs). " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "vox_idx = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fornix ROI can be chosen by changing seen to seenX in the following cell" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "signal = data['seen']['signal'][:, vox_idx]\n", "bvals = data['seen']['bvals']\n", "bvecs = data['seen']['bvecs']\n", "delta = data['seen']['delta']\n", "Delta = data['seen']['Delta']\n", "te = data['seen']['TE']\n", "g = data['seen']['g']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the measurement gradient table (b-values and b-vectors)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "gtab = grad.gradient_table(bvals, \n", " bvecs, \n", " big_delta=Delta, \n", " small_delta=delta)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following sets up the model, specifying the measurement scheme (gtab), as well as the model of the isotropic signal (BiExponentialIsotropicModel) and the ElasticNet solver parameters:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "model = Model(gtab, \n", " isotropic=BiExponentialIsotropicModel, \n", " solver=lm.ElasticNet(l1_ratio=0.4, \n", " alpha=5e-7, \n", " positive=True, \n", " warm_start=True, \n", " fit_intercept=True, \n", " normalize=True))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We fit the model with the signal provided for this voxel, and with TE and G, used to fit T2 effects, and to weight the measurements" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/arokem/anaconda/lib/python3.5/site-packages/sklearn/linear_model/coordinate_descent.py:466: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations\n", " ConvergenceWarning)\n" ] } ], "source": [ "fit = model.fit(signal, te, g)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We predict back the signal using the derived model parameters" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "predict = fit.predict(gtab, te)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first visualization provides an overall sense of the goodness of fit, and calculates the coefficient of determination ($R^2$) of the fit" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R-squared = 98.7835216409\n" ] }, { "data": { "image/png": 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Grefrr/dRWjoIcJKRcSuw4YwAX1R0EBiM+X8xu4F3MRXrPwG+BGZjMmnLbx+5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\nglxERMTDFOQiIiIepiAXERHxsP8HztzFzyDXJ28AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1)\n", "plt.scatter(predict, signal)\n", "plt.plot([0, 500], [0, 500], 'k--')\n", "print('R-squared = %s'%coeff_of_determination(signal, predict))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next visualization examines the fit in different gradient strength settings. Each plot corresponds to a gradient strength range. Data is plotted so that the signal measured is on the left side of each plot, and the signal predicted is on the right side. The data are plotted as a function of the angle of the direction of the diffusion gradient for each data-point, relative to the sagittal direction ([1, 0, 0]). Different color points in each figure come from measurements with different diffusion weighting strength (b-value)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JpFCK/RMOQSmtg0DsgfHpo+DXxdem8yCEEHp8CGkRxtkJYQchhIGeLVa8bhw0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\nHqQ4EkIIIYTw8D/eR++q8hlGZQAAAABJRU5ErkJggg==\n", 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w+J5NsWdw+oc87bHETVyjIE9WoMSG2aeRcaIAgICw7o0xY9VjVpelW/eC0jLE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AnDhxAl9fXy5fvkxoaCiKoqDX6zl9+jTe3t6sX7+ev/3tbwAkJibSunXrOvWn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crzex1s2Smxdq+Dn4Ruzfi6WuQ166C6BhwOqK4JrzPEOmUq9obd2A8eC19Hg7op8bgRtVE/W42m\nIwRvS/z7FGRPy+y1HLbJeCQ4bJNpnb22P31Xw/jTHdTPq6HDpg+Hdlhl3LNfiDsvwtUzq/jMBh4J\nPrPBV2dW6c7/z5IN1M+r4ZDhm0mHNfFHQKSxpFfxRlNfRpZv+wkvH32VjmAnHYFO1h97lWXb7ja9\nXnzbAAmwI0uVuqq5SJXcwYvOoGHhfNadPYfqAhsOWaa6wBY1aGuPybcy/ooSKelakP+IyNEIQDa0\nYpYllZriZt1tRf0RoCKbjz+c+ywEYmmgCruNuqJebpu/Ijr08e/H57Lp4Aru2vxjTUVaCRX9afFN\nx38DyubwQt3HpuOrgSd1P9PjL+Wu92NvhOWWxMMjXVLiMHlA1qf5/m3+zzg3uI6gJqrVLIVnuz1i\nX02FDx7ZG+tDdPPkY0mbQu6a/PfwJFeA8hA7C7X26/Qw6yAd2HMtV3T0f+/u9bJp7zUwd0/G19al\ntM44M+2UVk5TYW6TWWObNsbfJhgwNaUL4ewOvEABEInJatN3R2ZvgF1XUB5U6LCGhVCi8yDsjVow\n/3LalDbTirhIevDI7A3Ixusm2KcxhW2W0jabJ5hoxmCkT5Pb306NZOGNEg+VkhurHTxyyGSSXv/e\nTVoKpBPVGk7WPFjKoju66PCoUc+RYGQhxFEGRKrCvNIndIZa6PCV4vHVcbrlfih5IK1O0Vn9XMWC\nRVZ060r5RGCX6fEF9sNhv6OGJXNXMXfCpuj6whM2UWX/d7719nLApCJNPa6/gHFNLF2nXSeiRyqk\niF7T+2oM74q/Dd3Fkwf8UfFzUy3UFtQB4enxjxyEazR9iFBUrvmCO5pm27l3B0v834xWkbXZ9Cb0\ndlvmJmWzcvvx3foS+Vndx4xPe1oEb/4XeCNsEFcbthL09GB/+v+L3d/YiHLFJXC830cyrgp53auo\n9/9cnwr768vhL+MVrnDUqf4cWB8zllOfxNTtckXN4NkSq7ZzR/eQqo2A7pyS0nAqsMeT9vlaFLeb\n0G23oL77FvT0gCTB+AnIa9ePuHYGyYSQGVOsUzlUdSjlkOZMrlthL9d17TZrGGnsORa5DeJTbpdU\nTmZz2U4qgiqFqubDJ9AMBgN5KlKNSxluptTYaXh6XFaDswX5gRBHGaBtpFhmg7LCY8CnHO3bTpk9\n/MGlrfpKp1dQOnzmqWF6+QHd+u63FL59qo1qp8I4h8JEZyy6ZNZvqMJxOO62Yrv+tkZP7I3wtLIT\neL3lE93ayOo507AbHl8iuue+DDsuoVjtQ5UV3dT0/YUq2jO/fmAjl2jEzzkeCd/nw20C3LQx1VA4\nN9UvhdNsAFaVfadsZ6/yIRCuIpMd+oiWZM88/2/WQdqCBe3keDmuPWCavPOmfv22fq0svjwmjABa\nW8K+Ilel/rw+fQm/9c2NhOyRyFIdlpWJTd3StOmoH+3Q31Z/bkYPQ1tth/cIylnz8PenBxOJE/05\nGvdL5PyCQrBZwWqF+nOQ77kf9Wd36wWQzRb+r88HQY08VVU42oxSPx//M2vgtpszEm5jnT/O/z5z\n934PVwjcFvho+v1xx9x98o0ssfyZs73hP8rNhXYmzvgOEEu5RfgPZR8nJBgqrDWQpxMVaulrTboW\nCAaKEEeEI0KNge/QU7w3aeQnUQfoQmun6XHp9ApKh/1d1TpxtK+rmn3dH3PXO+FQbYktxJ31Pi6b\nPCvhIMemnknUFu7mxB1g7wV/EXxQqf9wdQdj71x2Q4rMuIbM5qWVlM+DLxylBzi5u5TfHSTaZ+j7\ntfCx5ti6Pn0p7wkBlb59P6d71mO4cLG/4Eg4YtTPEZvK05o0279PCLG2MTbn6uppKrcfi92/qjb5\nmI+001Ul50PHq5r1BWk9F8brEzDEm0KGri1m5fipSvTb3cgVLuRHH0trT5aVqwj5AzFfUv0CLKsz\nbHBptqemFL2WUj0OXx9ExPD6l1C2bdNHuFQVfL7wf4lQFLhmUfj/MCj9n5JFzbKJqOUDpzZ+n8n9\nbwnOIMiN34Mqve+o77PruKwn9txf1uvn3c+uhVN2x6XXXEmaEWkN5Mao0FfevRqrZNWJpVLJz8Oa\ndiA395YM+PEKBFqEOALcjlvwqi+CNRL5CVDlja/qMXaEjiBJ+g83n38ykF6voHS4//0QaolEdaFK\nU5/EA++HsCBFYxbdAQs/fruEZ8vLqC1ysvJUOeodAmjs28c97bvYcBBckS9YnTChcwsEfgGhHpDG\nU1Z0S/ScQ4HPwiZmhwJemUNHPovbl7F/0MpT70s4q0nbRLHHVsi10/ui901kku7YPQUBTjZk4Cx9\nB4Cw9+em2h2ohMWOv7CGAqWVK9vDz+2ZvXB5B9HIlDMAb+5RooGlM3uhRvLAKQmf7rjKrRCSqcjw\nnfwoNk3Jv396euX2wdu/D+vXRa+PzaYXSOP0Ztq48vzIbclSYRl6j+QKV8JKtrQx2yckF0CJzklE\ntn2bFEPuNsvrRFN3myMi8hysqx+Jj5ppxFey+3JBRHwd6WiH8oqciS+zlgPGyrZyX/zzGLntlMIq\nfuLsYqElXCInGwK2QWJVeF+dWRUd1Gv0Nh33tUT/HUmhPVrSzSJrrB2I3SJSV4LcIsQR4LW8m3Qd\nocv9QzpK36XY5sZuUUAFq0XFbgl/Jer0OXn/2Gk89tF3eHcBnFp+lBVf+BfK7N10+Uv417d+xf6e\nqRlXVnSf1MBdfpVwdbsKJzXwxeYreL3l9egxKiEaOrbT0LEdf8jP42f/MXrf4o4raKk8SrdhZuZC\nn5/yme/QsbMc1H2090rQ32xQqTvI0x0Bprphf0GIe+sOxu3r9h0/ZP24NeBQaPDK+Hf4ePy0R00f\ng7aJIkAhjrA9xsQ8emdNiIs0AgfCg14BHlR/SsuBzczqPhZOa9lnI/XtAxpj1za8CRub6P3/7d17\nXFR1/vjx1wwzw1VEQMwLopElmuJt9ZGmmeWquShGG5ba7fdt7aJWVioreSGJdF1MSbN2Wy21MFvx\nVpl5QctMXQtFDC9418AEAbk5wMzvj5FhzpkZBDRBeT8fDx8+zsw5n/nMGWbO+3xu784ZnlweFeL0\nTl49c8t8XDWTq+JxB1P+q0U90Fl94e4UqtjUJn2FKWyQcsxR0leY35mp7Apzc1eOObrJrMsIqAO2\nKgI1xdIDFWOOLv7udP9qBVMuLvatb1qt8jxXM3hUt/oQ0gG22LQWfvM15YaJVS++eZ0Lc16r5UkR\nfBUVOQy+atN65WjJAfVqZ7muvlB4zu6xZsB8zzz8jMobxyIsY500QKYG7r8HTrlo2d2o8px28NKw\n2i3b2p03Kt/ACtdSfDVmcswaBhW40N9DWW5/XSlOeuyEqBWZyg8UlZepth23//5UPpWmHr/joS9H\npzWjc1Fedc8XlPP3HV6cKrT8oLzY/SWae17EQ3+FOzwvsqD/REb8L91R0VVzL7fbXtRjLsNbDKWL\nT2f0qsUId+Uoc4NdcrHMRDqh+mXzK4cPisqtU9wLzPutz/0z9zIjL1laWiIvQXyu/Z3Zrju2QfNS\n8CmH5qXsumOr07eQYaoMMJqUQtIxA3m/hpBxoid3mpWtTXHndIrA6KxeS8HVVplWx9+m5+nfMM0x\nUfx6KaVvfYfrReXYKfWIoisa5TTagqgzlotJcXFlt48t9cytbAczuW4ks6rG2Rcpy8jA2CUEY1Az\nTCOGol3/LYYL+ZZ/hzLQtb0Tlznz0Ax/FLp0QzP8UXT7LVP4DSm/1km3TcUyAtrdKdVeksB26QHD\nwaMYDmUoj3d1Ay8v8PGBIUPRJn2FZshfLI9pNJagx9XVuo9myF/Qqcto0RK+WFurZRKsgcfVvxV2\nJNvtYz510j7Yst1WP+fpZf1sjV1CKDtxXPF5VzzmrA6mPn+i9PmnMVUEWepg6/w5xfGAZUC/bRlh\ng6753h0tOaB2x11f8aNPM3JcLIHMD94B3HGX5dxmG3fb7e9y9Z8Wy6KUx9Kh6/6WiqTAa9zP0roM\nvMzQugy2eRity4C0djGzqVG2InE0YLctxPWSliNgX6Y7fVsXWLf/l+lO+8b2+zXXnabtPjAUgL4U\nyvRwxQtOd4JyAwQ3KeadoV/zz+1FwABKuaA4wc08sjG4pgE1yx7tesWNKxTYbLvTuMDEoo8KMJ/K\nY6O+gNef1JNXsV6Q6lrrXWjikyPQLR6yzoDpMmi8wNASgl8B7i4Hn3KuaCt/ZNuqegDV2wAm9zLV\ntvNBBe4nfuOnkdAkF1xcwZ08LhT9jLbRz3gtKKBk4H+t+z74e2ty5h+mLAt0zcD71XZc0V+9wPz2\nK1mvg/lqVUszwFRmxH9y5Wud03uiodA65ij+rn68+7uftfvLXPCNsnLqi4u6u8r3xq4qrbmvD+Zv\nbC7OAQGQWdmspwlqU62umJqMKbqZdG3vvK5uo2seX43uP20TX/syalMn9d+GgxsnTVAbNB/+p7IF\nTNVyp2gda+ILZWX2ny0oHwsbhFGnsxxTrOrMKivFvDapclFPB61pdn8vF5QrZnMhC2OXqhMTV2dm\nW2PXO2nc6ag1t9k9Ns+dcIW7Ves+qu/GdcA61WQRnzLlD5h6tKOvSzkms/Jx5wuFCFE7EhwB037W\nEOULLfRwvhTifobRDsbWhv4vG+ZC0dWLttcTcOVzaPYbmAqh9A74691m3GO/B6DgookWfwPXrVgy\nI/rCv799GRhTo/qNOHwXc15NQZcFZc3gjZeCubzkcdw3W1qIBgNdj8J5HxfO+GnZMlGZK+njjGK6\njQNTNpVNz9lQfAruKIfdMyw/ZJOaVv45ZLp5cE9RnmJbfdkP/g0+eNIS8OT6wNhEy3t0ZPHISzSr\nWJqpuDJ+M2XD5fFb0ds0qJUsLqD06qzc0gzQHD2Nyw+WAcb5845bA6MKV1LN5PwTazDV6KU/8cPK\nozQ6ncPl1r6Mi50JLLi6t9nSCmF7wVEFNOqZW5rgdg67JdRT6Z2NTVJzeW8h5QZX6ywyzd+nWcqy\nmVVW1iVEeZDkSKsb6sAjoBmart2VA9fnxDsOxq5SB3vGoGbKHRx9tupgxoGKOmiTvsLUS5k+pFp/\nL9caLH+dPm3Tm0LT1zxwtdE52RN6FUOrUjCeh+wZlhs1bSMzZV8ftwZp6u68cpQXqmwd6NDQorQy\niLqg1/BHZS67WJrFXvP/Eej9M2DmTF5XemqX4KcP+INeUdQHGrNZ3aZ/a7iRa0c8vMeb1c+CPh9K\nvWH4J7CtR77dfoV/aYJ+z7XzP/8+HFr+K5+tkd7cr5qlTVMwpNmXXZUrA7zRHKzcNt8LnARNgeP9\n8x/uhf9nlX34ZSO8MVW1np8BtI3g2HtNaD/IMrbojZ9DmTXqBNrLYGoEUz9vyz+77FccdraTNwE2\nv+EXmkGrVMfv7XKQD67FTu7vNGDIqjzO2LcHHD6i3GX4o+j/tZTSO30wF6jKUY8nadoUfq8ct+LS\nzR/zqYtXf4jBLao3RfGnnI/huJRD+STlFPiyB/soW5NatLRMpT9os8ZLp84YtjhfhbomjF1C7F7P\n8AddxGqqIa3dUnbiuF2L0PV2WTr6bIGarzPl44PhyGmnZdr+vRg7BDsey+XubllN3YHqjFNyNkBd\n28SXS6YcXi0dZ03SG3YilJjIVPQ5ObZ5Z+3qey5/O/42C1W+EOTOolOVLcGP39OUj07H4DvyRTSX\nwdwIcr5YTPNOT9bs/FVDRmER28sjeThwu+LxtAsDGeL6XydHVbrR35WmTWVW3s1Sb4Ijs9nMjBkz\nOHz4MAaDgdjYWAIDnU+5vpF/cJc7eONqs0zGFX9odMhBcHSnN3onAYmt8rvA/cd8CoO90aur6QqG\nMzULjowBDnrUPQEnqYrKGoFHhk2w0dMbTl77dUz+4Hb1fRd29EH/e2XAUdpUi2eachbJlVbeaGwW\ntzYbwPWs4/dWEnoP2t9+c/gcgOGCTX1bN6tcs6dCl24YNiVjDPaDy6qp7zqdpauimjT+evSHajaO\nyBjUTNna5O5uaVX4gwKYP+KifKM0pODoj+DoswWUXW9GozKYadESQkOVi3oOGYLvGfIAABXKSURB\nVIrhk8+tZRLxF0zZ2Q7/XqyvqQ7AqvibrU6AXvr8M9bW0woVNzJ2gVNxsfMlF2yCNHVQljU3GtPr\nL+Oda+Kyjxbzl2tpPvw55fnxb4rhUIbjsp3IKCwiQpWfTT1Z5v/tXMwXLpMwXM1JV+4Cl/1gR9t2\n9Dbsu+ZrSHB066o33WqbN2/GaDSSmJjI/v37iYuLY9GiRTfltV3zq96uKZerCxjqHTWUOF9Eumbu\nBezHOwKgyuOKptAVM9deRkBr8x3W5ytjZvU2WFphzNnKbWd0a76p/PFXj6FwV41EcJCGSBPUxvJ/\n7/6Yv7WZLXRHMygqgfw8+4OcMF++duufHXX3iqOp9E7GJtXG9Y7bEfWX08/W5jFHAZTWx8fpop66\ntnfS9IzzFbIrXtNZYOZQNWbZmU+ddPpY+eSJmDducF6+LZuubfV4u2ajX7a2DHsWm+CvL9i3glU1\nw9GBMxdTCdzyEP+bUWIZg9kIomImMfevyrxwyzInkR0F5AFm0LiD4V4YNO4ohQ8cx+RRP25YxI1X\nb2ar7du3j759+wIQGhrKwYMHr3HEDaS+qDu5yJfeW7PyXNT76yF1Tg3qZXOcevviwhWY+4D2LtCo\n8qhqVa9rDrjLcbmqIMRkkxxR4+2m3FW1DdB4lh9aPyzdcn7gPcvPbp8KtrOSNIMGKsvu97ByZ/Wg\nZjd364XAZcG/lDO0tu9G00e1knNT1VgAg2o0gp9qzEc1OEoKqwlWnldNcM0X+BTCEcUsvquzD7VN\nfNH/aymGTcno/7W0Vnn0HJXrVFUz8K7SBNnnM6u4kXEUODmk1SqDNHUQdoPWqLIV8N0jMKEEUzZg\ntNzkxU23/Dib0rZS2sEHYytvCl4CcrF2AZqL4cpeyP4/MHzzsLPirbMPz3l62s0+FLeGehMcFRQU\n0KhRZVSi0+kwqb8UfxCP+L6Ki7x7fD+H+52f4o97b9C0whKwVPxTJj+nMMgSSLhPeQD33qAPBvfe\nYPoP/Kf/n2tcvytfLq4MkPSW7Ratw3BNykf3Yz6GJX0Ur6OPUubQ0tx1t7JAF9D2BK853or37fle\n5UBubdJGNE3dwVWDpqk72qSNdvUqGbKFpktb0nylO02XtuTKkC12+ziiDnBcFnykeN42ENG2aoV2\n+y7rhcDRBcLlvYWK8rQbNim22fCdKrD5xlG1quTooqKeSl9Veg4hbjWObgjUXObMsyyt4ONjXW6h\n4nvgKHByyNVVGaSpgzCt6jLVxBcCVDc46u1r0Mbk2c3qNV/tMSh7bATmiybLunLOBp2UwuVo5ylL\nCsP7WVq/iorg/DmKhvWtUf1E3as3Y47effddunTpwuDBgwHo378/ycnJTve/kf24mtIc/M9MojTv\nGOVubSi4Kx6z3v4uKe/KcTKPDcWnJIcMrYb3Ctryksdh7souw/8DMF3QUNLSDZcFG2l8R1c0pTkY\njo4js+QHjrvCsjZ9mO6+kCbaG9f9UlF/L5uVmtX1N13KofyNcWiP/ICuGbi/2YfibgsBqjyuPpDx\nLfWPfCb1U337XEyXro45spnZx2uTYPCDytYg1VgmddcfCxbDhBeqHKNV0zF5xkBv1CMNNP6gP5SP\nsZX31QV3r6GK8aN25ddirKkjMubo5qk3wdGmTZvYtm0bcXFxpKSksGjRIj766COn+5eVlaPT1TLR\npxBCiDphzMggu39/TDk5aH198UtOxhAcfFPrcKqlBt15mwc08NIGWPuImfNNNZgvKp8rA1zMypEI\nZS0g6Jzjy+d5f41iPKbGD1pcrBeXWlFN9SY4sp2tBhAXF0fbtm2d7n+j75Dq212XsJDPpf6Rz6R+\nks+l+n75zZt7hoI2B0y+kP41FHhtoJ9XPw5leNMuzNLNpvGGIxtgcAtX1uVe4Z5HbI75Cro1d9wa\nZEjypujvWJcP8XgHjCOk5ehWUm9mq2k0GmbOnFnX1RBCCHGbK2r8IanpY2mshTwTlF38kH4elrGm\nh5skcPnkeOtz588mcMbtaXZ6f253jDNf9Yom/JNZGErBqIc1raIZ6HRvUR/Vm5ajmpKWo4ZBPpf6\nRz6T+kk+l/pH1jm6ddWb2WpCCCGEEPWBBEdCCCGEEDYkOBJCCCGEsHHLjjkSQgghhPgjSMuREEII\nIYQNCY6EEEIIIWxIcCSEEEIIYUOCIyGEEEIIGxIcCSGEEELYkOBICCGEEMJGvcmtdjMZjUaioqI4\ne/YsXl5eTJ8+HYApU6ag1Wpp166d9TFxc2VnZxMREcGSJUsoKSlh7NixtGnTBoAnnniCIUOG1G0F\nGzDb5NAGg4HY2FgCAwPruloNlnxX6he5rtxeGmRwtGrVKjw9PVm5ciUnT55k5syZGAwGJk6cSI8e\nPZg+fTqbN2/m4YcfruuqNihlZWVMnz4dNzc3AA4ePMhzzz3HM888U7cVEwBs3rwZo9FIYmIi+/fv\nJy4ujkWLFtV1tRok+a7UP3Jdub00yG61Y8eO0a+fJQNzmzZtOH78OIcOHaJHjx4A9OvXj127dtVl\nFRuk2bNn88QTTxAQEABAWloaycnJjB49mqlTp1JUVFTHNWzY9u3bR9++fQEIDQ3l4MGDdVyjhku+\nK/WPXFduLw0yOAoJCSE5ORmAlJQUsrKyMJlM1uc9PT25fFmyW99Mq1evxs/Pjz59+mA2mzGbzYSG\nhjJp0iSWL19OYGAgCQkJdV3NBq2goIBGjSqzgut0OsX3Rtwc8l2pn+S6cntpkMFRREQEnp6ejBo1\nii1bttCxY0dcXFyszxcWFuLt7V2HNWx4Vq9ezc6dOxkzZgzp6elMmTKFfv360aFDBwAGDhxIenp6\nHdeyYfPy8qKwsNC6bTKZ0Gob5E9InZLvSv0k15XbS4P8ZUtNTeW+++5jxYoVDBo0iNatWxMSEsKe\nPXsA2LFjB927d6/jWjYsy5cvZ9myZSxbtoyQkBBmz57Niy++yIEDBwDYtWsXHTt2rONaNmzdunVj\n+/btgOXO+O67767jGjVM8l2pn+S6cntpkAOyg4KCmD9/PosXL8bb25vY2FgKCwt56623KC0tJTg4\nmMGDB9d1NRu8mTNnEhMTg16vp2nTpsTExNR1lRq0gQMHsnPnTkaOHAlAXFxcHddIVJDvSt2T68rt\nRWM2m811XQkhhBBCiPqiQXarCSGEEEI4I8GREEIIIYQNCY6EEEIIIWxIcCSEEEIIYUOCIyGEEEII\nGxIcCSGEEELYaJDrHIm6c+7cOQYNGkS7du0wm81cuXKFe+65h7feegs/P78qj33qqaf49NNPb1JN\nhbgxxowZQ1ZWFp6enphMJsxmMy+++CJDhgypdZnt27cnPT2dxMRENBoNkZGRDvc7cOAAmzZt4o03\n3mDr1q2kpaUxfvz4Wr+uEA2FBEfipmvWrBlJSUnW7fj4eCZMmMCKFSuqPK5ipVkhbjXvvPOONQFp\nRkYGjz32GL169cLX17dW5Wk0GgDrgpzOZGRkkJ2dDcCAAQMYMGBArV5PiIZGgiNR58aPH0+fPn04\ncuQIwcHBzJgxg6NHj5KdnU3btm1JSEjgH//4BwCRkZGsXLmS5cuXs27dOoqLi9FqtcybN48777yz\njt+JEI7ZrrUbHByMh4cH58+f57PPPiMlJYXMzExGjRpFnz59mDFjBrm5ubi7uxMdHU1ISAjnzp3j\nzTffpLi4mM6dO1vLe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8eZLQ0FAURSEqKqrE8zw9PUlMTCQ0NBSNRkN4eDgqlYpRo0YRERHB6NGj0Wg0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\nGsTvq8oER0FBQeTmu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g_tiers = [0, 85, 185, 265, 350]\n", "g_labels = []\n", "for g_group in range(len(g_tiers)-1):\n", " g_idx = np.where(np.logical_and(g > g_tiers[g_group], g < g_tiers[g_group+1]))\n", " this_predict = predict[g_idx]\n", " this_signal = signal[g_idx]\n", " this_bvec = bvecs[g_idx]\n", " this_bval = bvals[g_idx]\n", " x = []\n", " y1 = []\n", " y2 = []\n", " b = []\n", " for idx, bv in enumerate(this_bvec):\n", " if this_bval[idx]>0:\n", " x.append(np.abs(np.dot(bv, [1, 0, 0]))) \n", " b.append(this_bval[idx])\n", " y1.append(this_predict[idx])\n", " y2.append(this_signal[idx]) \n", " \n", " fig, ax = plt.subplots(1)\n", " pal = np.array(sns.color_palette('spectral', n_colors=len(np.unique(b))))\n", " for ii, bb in enumerate(np.unique(b)):\n", " bb_idx = np.where(b==bb)\n", " ax.scatter(np.array(x)[bb_idx], np.array(y1)[bb_idx], color=pal[np.mod(ii, len(pal))])\n", " ax.scatter(-np.array(x)[bb_idx], np.array(y2)[bb_idx], color=pal[np.mod(ii, len(pal))])\n", " # This one's just so we can get a nice legend:\n", " ax.plot(-1.2, 0, '.', color=pal[np.mod(ii, len(pal))], label='%s'%np.int(bb))\n", " \n", " ax.set_xlabel(' Data Prediction\\n Angle (relative to saggital)')\n", " ax.set_ylabel('MRI signal (a.u.)')\n", " ax.set_ylim([-10, None])\n", " ax.set_xlim([-1.1, 1.1])\n", " ax.set_xticklabels([0, 90, 45, 0, 45, 90])\n", " ax.set_title('Gradient strength (average) = %3.2f mT/m'%np.mean(g[g_idx]))\n", " plt.legend(loc=1,bbox_to_anchor=(1.2, 1), title='b-value')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }