{ "metadata": { "name": "Figure4" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import nibabel as ni\n", "\n", "import osmosis as oz\n", "import osmosis.model.analysis as oza\n", "import osmosis.model.dti as dti\n", "import osmosis.viz.mpl as mpl\n", "\n", "import osmosis.io as oio\n", "oio.data_path = '/biac4/wandell/biac2/wandell6/data/arokem/osmosis'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "subject = 'FP'\n", "data_1k_1, data_1k_2 = oio.get_dwi_data(1000, subject)\n", "data_2k_1, data_2k_2 = oio.get_dwi_data(2000, subject)\n", "data_4k_1, data_4k_2 = oio.get_dwi_data(4000, subject)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "wm_mask = np.zeros(ni.load(data_1k_1[0]).shape[:3])\n", "wm_nifti = ni.load(oio.data_path + '/%s/%s_wm_mask.nii.gz'%(subject, subject)).get_data()\n", "wm_mask[np.where(wm_nifti==1)] = 1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "TM_1k_1 = dti.TensorModel(*data_1k_1, mask=wm_mask, params_file='temp')\n", "TM_1k_2 = dti.TensorModel(*data_1k_2, mask=wm_mask, params_file='temp')\n", "TM_2k_1 = dti.TensorModel(*data_2k_1, mask=wm_mask, params_file='temp')\n", "TM_2k_2 = dti.TensorModel(*data_2k_2, mask=wm_mask, params_file='temp')\n", "TM_4k_1 = dti.TensorModel(*data_4k_1, mask=wm_mask, params_file='temp')\n", "TM_4k_2 = dti.TensorModel(*data_4k_2, mask=wm_mask, params_file='temp')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0009_01_DWI_2mm150dir_2x_b1000_aligned_trilin.bvals\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0009_01_DWI_2mm150dir_2x_b1000_aligned_trilin.bvecs\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0011_01_DWI_2mm150dir_2x_b1000_aligned_trilin.bvals\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0011_01_DWI_2mm150dir_2x_b1000_aligned_trilin.bvecs\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0005_01_DTI_2mm_150dir_2x_b2000_aligned_trilin.bvals\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0005_01_DTI_2mm_150dir_2x_b2000_aligned_trilin.bvecs\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0007_01_DTI_2mm_150dir_2x_b2000_aligned_trilin.bvals\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0007_01_DTI_2mm_150dir_2x_b2000_aligned_trilin.bvecs\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0005_01_DWI_2mm150dir_2x_b4000_aligned_trilin.bvals\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0005_01_DWI_2mm150dir_2x_b4000_aligned_trilin.bvecs\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0007_01_DWI_2mm150dir_2x_b4000_aligned_trilin.bvals\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0007_01_DWI_2mm150dir_2x_b4000_aligned_trilin.bvecs\n" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = mpl.probability_hist(TM_1k_1.mode[np.isfinite(TM_1k_1.mode)])\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "idx = np.isfinite(TM_1k_1.mode)\n", "fig = mpl.scatter_density(TM_1k_1.mode[idx], TM_1k_1.fractional_anisotropy[idx])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/home/arokem/usr/lib/python2.7/site-packages/osmosis/viz/mpl.py:353: RuntimeWarning: divide by zero encountered in log10\n", " imax = ax.matshow(np.log10(np.flipud(data_arr.T)), cmap=cmap, **kwargs)\n" ] }, { "output_type": "display_data", "png": 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SmUCHA1NR6eOQuZ90GnBeXEv6CplgxUfqjHqon3l5ebj11lsxZcoUz+1r167F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\n2LjeioOwVaYUD1neH26T98BW4Tg/aeDfYakp/a1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yNCcIbMzb/crv82xXslzJchzHyT/MFtZfABOBNyFLofZXilBOdwdbyTbxzw7C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\nrhkwz9WN59ACfy5WgIDIOmx5NqmZ5wR2BMZtIip+/r0i5G0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AV6BxJhg1CHK1hQNbsXDi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SAAAg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QFsrov3v/oGuIbBVocrgSonAVfibbLip8LUH+ADYPAGz/y1qogHzS+RVgkuXIikPJ7lKgm8\nAMuehp+AeuGr7euYZhNpmqXn9iS8gepeNqNTMB/vP7gF39FZeGqrduhnOx7U9I9dWcg6PAjqjgcR\nO6HLfBhUCA8ugf0zIU/x0ONV8NZwXvzc3YgHIVuAmjCrEzwMn3wJNUYDt5+AB6rrfDse+9wDsPXA\n6IBlZlTP6u+Hyw0Whl4z1Pg+OMACOAnoAFOHULq5B0fD3wMa1MUzNCuAi/HjcBIeaO4FdsOXVeFG\naPmVdwcsDBQ/CRb8BvVOwmO3Z/BzagqMewJuLQFsfwcP3soDBaBXPib3hRbBrxydsXRHSWRQ08Fg\neH1gIbz6B9wzBT+3JuHn5lRYcyZUDKC7wbOnwtAf0rL8T5pnpSadCl/+kJbFijTKooKyVK8a3LOc\ndAvq5DjeRXKXnUbRg87XKwgNSpXjSLK3s82MB7Lw9V5CQZZI1ppgcD9esekQNTFjZhD4vDlxGgWl\nzdgaTMfHLfw5a8woCRSqD7w/kLhdoI65/wAXe/fLCsCtwNdTYGhzzyLl2wZTS4UKCx7q8V0B9IJ+\nM7n+cZjxB2A/4o3Qy+HLf8N5l8L1Szw18PL3cOA076m0fT7egJ2BdyEqB3tKefe/as/AmY/C5uKw\nd4cPL/oKmt7nodbQVXgb5m1gUSE8qCuckKN0aM4lMpOxxoyKp8KuH0hrcL1g0HUgk6wbLUeC9ym6\nDc8khbd1LGkZqdL48Vgcum8vbBrmjf+JwAwIVvnROg2o/RFQqwXeBfElCAbBp3iSahUe0/2Ax2xt\n7oYvR8DfgGlr8Y54E2L2aTip1fuy1HA8+1QLgK1mlE79W/Uha6wOFR8CWsMnF/vb/khQEd/RM9hu\nJ1ILeA7v9dvm4tBTP5kNzGGUDeJE4Na6wGNAoxOg4B/M3et1LgEWFQDmAiug0r3+8Zh5o79m6Zui\nx4H6hYnfKGQnsifb/03tjp8fB+ttxpPvAQ3G4FnnZvgxDVcDhYvM+DQ4ldTeAuAVKR+O3u+7zHg9\n2x+Lo2C2QaPjcL8lrmRvZyvIUpAlmdljUCinnwelSesatArvnpaBNsayiVA9uB9vwMaMB9hpUKwf\n3gKNZx+HduW6CjAP2pSCCTnkGHc3ePZWKDcONk7Hg4dy8GU+D2xuP5T96Ai0Iy0D0xa/Mt4BNhSE\n24GFs6FzIx+i1eME+OAPqFscH19TIPRzgKhs4lvGytZe+LAc3mNu/SXAkrfg11ZwFrA9tH0jDO7O\nymPenshxVVeZHZQlbmfGqBuBvxDKgJyOBzfn4kUwquDZrq3QaQicCnv6QqHgVryRG54L7jNgMWyY\n7EHUpUCpt/BG8V48c/gZHPjWI7DRsHSWH7OSFwOfXEoXW8Kg54He0G0vDKyPd8GNsNqMKsfsb8QC\n0saERQSw15hHlM8BxS+CXJ/C789A/0ehRwvgATwwfZb9Nog8wa3APNj2LZS6F0ghsPnchOdrLsSD\n9HNGA7c3BB7hEbuSAd8AZV6mv3XyLm2Z+g8eKJdPxM4fOwcMcq/Fs5/18LmtcgO1fC6/fncDPULZ\n5vSPS0Mz5qp9Ice5ZG9nmxmdsvD1Xib7BVmqLiiAl5cuZwadYyqPxc7tmSPtjfj9EMZFTAhCeYOy\nDLRPfcLSSMU+IuPJbg+xG+GoL/jVSvkQr5yiKkBL2LgIqMkEOw/o4xm/299Lm9g1Pc8ZnDkMGIqn\nldrimZqHgHlw1vmwcDOw0IuBNIeO9gfUfQwPxNYBU2GTwayY8oCtHqNqa5gTPMzwf8D6r4Ald0D+\nVpCvMlGdw7M0wILYwhXxuuGOehOYNh/6nE2L4D187FFjvGF+PX7u9oKhQ/z06zOGQsH/YMw4YCwM\nrg9768OAB2HbZDjrcWi2GUp9D/tbMdhOZIAVYaX9k/72LfVOhI7Noe0sOB1P+HILsGkJg4KB0PUZ\n+Clg4BZgyMF7VCWonLjDc9haRvw+Nu3X94E7YUUJ2GWfkv8PgMIwCCbbZAZbHfy43kaeYDN0G0c/\n+xZKXY0HYJ2x5z1O+wtQu7wPzQruAMbNBYYz4CmgTEXgZno8c6jbezFsq0COm+g5Vu4WeDgevmhV\nHviv/9pvNj6OrwC0ejj9dXxgzP3mKG6jiEg2oUyWxLEAKAezzoLGSXIODDB4JGJflhl7LoZCwXLg\nDVg9yNtqz94LfEZgS7CywMbNwAx6WicWAotOBXa9ikef3UkbaxTWDu+69SyeOTgFn0w2vj1mFLoZ\nGJ/Nj3MHg+GR1ehWUNwuZMcpwO4A3+epcOkwWPI/fLxPbjzjtBvPOm0N/T4L2Af9JkLP2P3eCzxA\ncRvNjjeBJfDCK94NYON8oF7E8k+aT9xM5F1G7+AtPEVzPaxoldaV8QXzILHhsTjWw/EujkPxwKlZ\n2kM7DYrdCPv/7knX78/Huwm2xAPQvPg4wJF4xcHvMn21jWaUOxn4eQysvp22f4Gxkd/nNY2Z//Z3\n81Z8+Nv3eK7lRqBR7Hd/YGDZ+RydAdfcAO+Gs54n46VAegHD4ccH2XgqlLsZGAc8jQ8pehs4/1W8\n2+MCvAviXuh5GrwM6//rGdEOTwC9n8ALrOwDFkPbe2Dse6QVzphDdJGSwaFtyIEes1BX0oj3fIx5\nL9vesedBnIqPLY0X3oau4fNolEG7F/HjcQ3+3VkvdVm+hyrzyXhCZ5Ekk+ztbGWyFGTJcaM7dH4O\nBvs5PdCMp4Fdcc7xTWZ8hw/1ORVo+ANMPhValMXbUru74EFDAyLHZU0yYwXwdF+g53igMcwsAk0y\n+BwNMbj/LejQCoZn58/bFjyQahu6vQ7aVoCxkds8GK+42BVPz63H+/vNw49VuJvmvtD/vYjtihnZ\njW6CGW0uAxYd7nEJd82riZdCj2gAVjX2r4I8x/S7bTc+gfIBPMxpjAdSy2hhjZgcXAo0gDF9Q13U\n7gOuorfl40ag2iFt+16gAS3s3/TCMzMlo55XAp7b4T0HO0OHqT4+adQJ8OMfUCRHfPcvxYOiKrDn\nCyi0Ge+KOgsPZnfj59p6PPuyFFbPhSqvApOg6nxmr4JG7wENprPfbiDPqbDjBygebA6tZy8+Euu/\nEa+bAiyDmbdAk1fx74DV0OtKHwu3NnTsahh8khOOY4yh5oUrfrWIKQVC/m3w14j7fjXIN55402Is\nNqN21HkUGuMJPhFzVDW9U4g+xiLJL9nb2WbGvVn4esNQkCXZXsw4lySy0YxyJwC/+3k9woy7D/Ec\nH2pGx2AKBM3BKuJBwz7YOxoKTAGGM9Pm0qQY8H19vOF8OMUsphKZ3Ti2413iuN5CJdjDSsD1OyLu\nmwNMYrGNpnawmbSS2Fvxc2od8BXcO8Tbv9YaLp0ISzLax6J4bmX94W3rAYPc4fWehM+LlOZ9M644\n1sc2MLDv8Uxfdzza2UfaOKN1RI/fmcUuu5YewPBD2vY3ge0+GexCIOUZ4JGIx+cBA/DM2M1AO6jw\nYChAyM859gvrU18nejxZ9nIu5FkDJ+OHrNhF+DjKyDGRV+Cf1wJ4oL8PWMU19ihLgN1/A/pdBNM/\n9WM1KPBpBxp/gle2G0l0gY/dwEJYfAPUDqCqwcqfgFM4x/7wCYqDl/ELCHFKlucoc6BmI/g4dC5s\nMygV+v2AQe5FeKAb52/GVINmEedqP4uTuRY5fiV7O1tBlsZkSaSSRlU7Me5Dy8wYa4Z3Y8qZygUB\nfJl2++538IbAIegYPE49aw6PQD9bgzfkHoACs6FXc7rYXJrUB3aAN2a3ZrS6OJpF3XriMJ991EUE\nWPXMYOeOmKCrCtCA2o9C2hi4YnjpwRJ4l6ru3PIqYKdDm4ls/Aj6xY53i1yj/cBhB1jgU0Kl+u2g\nh495gAVeJIRVwAooOASqXQLP1U97fH2FmCc0puhHMPysdNY3xDw7kKoZ8A0MvxdSHsczkE9FPL4K\n77pVCX+POqdlYLiY6G+B3aGf7OirUG+9AIoFeGCzLmaZzngGJdx1dQXQjHeDE9hdF+h3L3CB90l9\nJfSUxgGelV2HF9aIVAA4xasxAqwMYHJBoD/rg4A2QQCUhxGjDx7jmuNsD43DDCkV8dnZDD5NdW7o\nH2c/m30fdXP/49EPV83gsy8iyeH3LPzJjpTJEjfO4NbQ+/2YwdPh9z4/fqX7XLJnmfEj0RW/kn94\nOphxEdDhNnwinUH41e/jyptEdRGKnL8I8MZsH961QVyT+j0S7t4V0slY84rXaNwPzEjU901Riy7Z\n/5ZlWOkse/gPPo7v7fQXucJ8yqxah7gvsw0aTQHK4hmZjhyckUqBBedFj3UDppnRtDwRgRd4sJz5\neLBjbbtZTNfILXj1xVkw+VpoMQbPNI8kNbs31+ASfHhR77tJPU7PGbSB2WdEjlM7FxgOA+pHj/Pk\nNnyg1/EoBZaexzmXEJEBjXU5nioUEUj+draZ0T4LX+81lMmS7Kp1xO/3wiIzmGlQ7he8MZJsARZk\nHGDNS/eR4X+BDidDjTfwhMGgF+MvuCmZr9TGjMFYGPPFtqcIy2wQ15SNvLNW9DIvB1QMAr7HK27z\nY0bHazde/CFsZPqL/hRzO9sHWOBd2Dpmvgj4OJh0XBqZHSgJfsz2AUthx4g4z1gNSw6+9wSAtefH\n3Jv9AyyAkv+Kd+9SoDG0CGDN7XiWNSIgahhAgSBU1CGiAunDAZQO+APonHpsvwJ+jnPp9HgNsAAq\nQa2A9cGUdJdYbB9k4faISHbwRxb+ZEcKssTljmiI1oU6W4AmP8HGymTfRGxi7TGjjplPYEz+gx6v\nZUYLMyatgoa/hDoRfRKurBdHmcr41f/jUHUvNcDGzAOcZ4CK9YEiefCMTrSOZnjmLMWzrNMNr7yX\nzjSHObKt+xuZzqH0FjANyHdquotUwissAnS6ELy75W/AKCge772Y4T0HY9xQALxLbA50Wuwd24kK\n8CsG+BjCXumsYMVB97wDnB11T+NDmwrvuHO9V/GMo3Y2u8IsInK0qbugxFXajK3H+/v/nLG0O9SK\ncxwqmZESdX86XWHyGOxvDUw4WluZPX1pPndWqln4HDoHD5DfZUbR8LFsavz6d8gXeWxzapW2I5LO\npNnNDaY0Af4R/2kFDUbg0Va1F/EOFP3xTGDb+M8hJfSEZLMPZuXzoWgHFVhpCtTkHHuU9fcBL68k\n6ngvNi9qEaOlGZOO9+/FDDxixnBgt46RSKaSvZ1tZtyRha83GnUXlBziuA+wAB4eSK3ycEucAdop\nQQCXRt6/kJfjLDftf3DcBVjA0oPmqQ3PlXWwopHn2s2QK3aBT4KYog7Jb6xVjf9Ay9R/4msKNIeU\nC8Gra6zGS4ynF2CBB1hPZfB4DlUhnxew2AwHZad6/R14hPUPwCevQFpfzJDaAY/F+TyffdA9EmlA\nECjAEhEJUZAlkq6HoD2MD15lWrxKWEsCGkbc3ylOleumx2mD4+BZc87Fy9RnollAnpfi3D/6+DqO\nbeOcN7XMvIZFTCXKsGvMYOwGmOJTYnPLxOgFlhppJfEi5cLLjySZcNGOzQF0uTDqoaF9Q78MrkiN\nl8DnFYj2dBBAHSOyWuHTdY/KloqIJKXjfUyWuguKHJayeBW4B8gphQCOlXfNuCa4g9S5gjYZlNF3\nyp+2wKDeeN63W7gEeBQYfNB39Bb62Zn0DB7H598qkOWbmTNcx3SbyQ1XAlfjyb5zdG6KSNZJ9na2\nmWXYhyLRxpL9ugsqyBIRyUE6mjH0eVjxkPeEa6Lv6SNQGr9ocnDuVUTkaEr2draCLAVZIiIiIiJZ\nKtnb2WbGLVn4euPJfkGWxmSJiIiIiIgk0MH1lEVERERERI7A8THLavqUyRIREREREUkgZbJERERE\nRCShsmtp9ayiTJaIiIiIiEgCKZMlIiIiIiIJpTFZIiIiIiIikjDKZImIiIiISEIpkyUiIiIiIiIJ\no0yWiIiIiIgklKoLioiIiIiISMIoyBIREREREUkgdRcUEREREZGEUuELERERERERSRhlskRERERE\nJKFU+EJEREREREQSRpksERERERFJKI3JEhERERERkYRRJktERERERBJKmSwRERERERFJGGWyRERE\nREQkoVRdUERERERERBJGQZaIiIiIiEgCqbugiIiIiIgklApfiIiIiIiISMIokyUiIiIiIgmlTJaI\niIiIiIgkjDJZIiIiIiKSUCrhLiIiIiIiIgmjTJaIiIiIiCSUxmSJiIiIiIhIwiiTJSIiIiIiCaUx\nWSIiIiIiIpIwymSJiIiIiEhCaUyWiIiIiIiIJIyCLBERERERkQRSd0EREREREUkodRcUERERERGR\nhFEmS0REREREEkol3EVERERERCRhlMkSEREREZGE0pgsERERERERSRhlskREREREJKGUyRIRERER\nEZGEUSZLREREREQSStUFRUREREREJGEUZImIiIiIiCSQuguKiIiIiEhCqfCFiIiIiIiIJIwyWSIi\nIiIiklAqfCEiIiIiIiIJo0yWiIiIiIgklMZkiYiIiIiISMIokyUiIiIiIgmlTJaIiIiIiIgkjDJZ\nIiIiIiKSUKouKCIiIiIiIgmjTJaIiIiIiCSUxmSJiIiIiIhIwijIEhERERERSSB1FxQRERERkYRS\nd0ERERERERFJGGWyREREREQkoVTCXURERERERBJGQZaIiIiIiCTU71n4k5mUlBQuueQS8ubNy/PP\nP5/uchs2bKBmzZpUqFCBVq1a8b///S/1sQceeIAKFSpwwQUXsHz58kxfU0GWiIiIiIgkraJFizJk\nyBC6deuW4XKPPPIIDz30EGvXrqVIkSKMHDkSgHfffZd169axdu1aXnvtNe69995MX1NBloiIiIiI\nJNQfWfiTmdNOO42LL76YE088Md1lgiBg/vz5NG/eHIC2bdsyffp0AGbMmEHbtm0BqFmzJrt37+a7\n777L8DUzLHxhZoew2SIiIiIiIml+zsLXKlCgwBGvY9euXRQuXJgTTvAcVOnSpdm6dSsA3377LWee\neWbqsmeccQZbtmyhRIkS6a4v3SArCIIj3lgRERERETm+JGMcEbtPmSWj1F1QRERERESSytChQ7nw\nwgu58MIL2b59e/xYNz8AAAEJSURBVKbLFy1alN27d/PHH94BccuWLZQuXRrwrNbmzZtTl418LD0K\nskREREREJKl07NiR5cuXs3z5ckqWLAlknGEzM+rXr8/kyZMBGDt2LDfccAMA1113HW+88QYAS5cu\npXDhwhl2FQSwIBnzeSIiIiIiIsD27dupUaMGe/bs4YQTTqBgwYJ88cUXFChQgMaNGzNy5EhKlizJ\nhg0baNWqFT/88AMXXXQR48ePTy2W0alTJ2bPnk3+/PkZPXo0F110UYavqSBLREREREQkgdRdUERE\nREREJIEUZImIiIiIiCSQgiwREREREZEEUpAlIiIiIiKSQAqyREREREREEkhBloiIiIiISAL9P/au\n2gP40aJXAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "pdd_rel_1k = oza.pdd_reliability(TM_1k_1, TM_1k_2)\n", "pdd_rel_2k = oza.pdd_reliability(TM_2k_1, TM_2k_2)\n", "pdd_rel_4k = oza.pdd_reliability(TM_4k_1, TM_4k_2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0009_01_DWI_2mm150dir_2x_b1000_aligned_trilin.nii.gz\n", "Fitting TensorModel params using dipy" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0011_01_DWI_2mm150dir_2x_b1000_aligned_trilin.nii.gz" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Fitting TensorModel params using dipy" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0005_01_DTI_2mm_150dir_2x_b2000_aligned_trilin.nii.gz" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Fitting TensorModel params using dipy" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0007_01_DTI_2mm_150dir_2x_b2000_aligned_trilin.nii.gz" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Fitting TensorModel params using dipy" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0005_01_DWI_2mm150dir_2x_b4000_aligned_trilin.nii.gz" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Fitting TensorModel params using dipy" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Loading from file: /biac4/wandell/biac2/wandell6/data/arokem/osmosis/FP/0007_01_DWI_2mm150dir_2x_b4000_aligned_trilin.nii.gz" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Fitting TensorModel params using dipy" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "For b=1000, the median PDD reliability is 3.62\n", "For b=2000, the median PDD reliability is 3.80\n", "For b=4000, the median PDD reliability is 5.01" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] }, { "output_type": "display_data", "png": 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LFy7s0nmcdunExMRgNpsdy2azGZPJ5HSfsrIyYmJi2LFjB1dccQXh4eEYDAZu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\np55SSim1cuVKtXLlSsc+v/7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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# For comparison with Jones 2003, Figure 3:\n", "fig = mpl.scatter_density(np.hstack([0,1, TM_1k_1.linearity[np.isfinite(pdd_rel_1k)]]), np.hstack([0,1, pdd_rel_1k[np.isfinite(pdd_rel_1k)]]))\n", "fig = mpl.scatter_density(np.hstack([0,1, TM_2k_1.linearity[np.isfinite(pdd_rel_2k)]]), np.hstack([0,1, pdd_rel_2k[np.isfinite(pdd_rel_2k)]]))\n", "fig = mpl.scatter_density(np.hstack([0,1, TM_4k_1.linearity[np.isfinite(pdd_rel_4k)]]), np.hstack([0,1, pdd_rel_4k[np.isfinite(pdd_rel_4k)]]))\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/home/arokem/usr/lib/python2.7/site-packages/osmosis/viz/mpl.py:350: RuntimeWarning: divide by zero encountered in log10\n", " imax = ax.matshow(np.log10(np.flipud(data_arr.T)), cmap=cmap)\n" ] }, { "output_type": "display_data", "png": 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sscfQ0NCAhoYGPProoxg5ciSmT5+OvXv3QqfTITQ0FCtWrAAAVFZWIjMzEwUF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\nxXKSkK0gZXuhJ7Ahs0kuXZ0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34eOPP4bJZMIzzzyDZ555xuG9x48fx7p163Dw4EEEBARgwoQJmDx5MqKjo/Hs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\nqHC+DnG2OuxM5bECZG43erl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sbZ/uol0t2nyp7yeNTE/R2swmTQqOLEN525wthcgwzG3DWWQYhmnW8N5hN0Db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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "fit_rel_1k = oza.fit_reliability(TM_1k_1, TM_1k_2)\n", "fit_rel_2k = oza.fit_reliability(TM_2k_1, TM_2k_2)\n", "fit_rel_4k = oza.fit_reliability(TM_4k_1, TM_4k_2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Predicting signal from TensorModel\n", "Predicting signal from TensorModel" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Predicting signal from TensorModel" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Predicting signal from TensorModel" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Predicting signal from TensorModel" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Predicting signal from TensorModel" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = mpl.probability_hist(fit_rel_1k[np.isfinite(fit_rel_1k)], label='b=%s'%str(1000))\n", "fig = mpl.probability_hist(fit_rel_2k[np.isfinite(fit_rel_2k)], fig=fig, label='b=%s'%str(2000))\n", "fig = mpl.probability_hist(fit_rel_4k[np.isfinite(fit_rel_4k)], fig=fig, label='b=%s'%str(4000))\n", "ax = fig.axes[0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }