{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Agnew and McGarry replication with npgamma\n", "\n", "The tests given here are replicated using npgamma from the method given within the following paper:\n", "\n", " > C. Agnew, C. McGarry, *A tool to include gamma analysis software into a quality assurance program*. Radiotherapy and Oncology (2016), http://dx.doi.org/10.1016/j.radonc.2015.11.034" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "%matplotlib inline\n", "\n", "import dicom\n", "from glob import glob\n", "import re\n", "\n", "from npgamma import calc_gamma" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['GeometricSquare_Evaluated_0_25mmPx_DD_Test',\n", " 'GeometricSquare_Reference_1mmPx',\n", " 'ProstateIMRT_Reference_0_25mmPx',\n", " 'GeometricSquare_Evaluated_0_25mmPx_DTA_Test',\n", " 'ProstateIMRT_Evaluated_1mmPx',\n", " 'GeometricSquare_Evaluated_1mmPx_DD_Test',\n", " 'H&N_VMAT_Reference_1mmPx',\n", " 'ProstateIMRT_Evaluated_0_25mmPx',\n", " 'H&N_VMAT_Evaluated_0_25mmPx',\n", " 'ProstateIMRT_Reference_1mmPx',\n", " 'H&N_VMAT_Evaluated_1mmPx',\n", " 'GeometricSquare_Evaluated_1mmPx_DTA_Test',\n", " 'H&N_VMAT_Reference_0_25mmPx',\n", " 'GeometricSquare_Reference_0_25mmPx']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "file_list = glob(\"agnew_mcgarry_images/*.dcm\")\n", "dcm = dict()\n", "file_names = [\n", " re.search('^agnew_mcgarry_images/(.*).dcm$', item).group(1)\n", " for item in file_list]\n", "for key in file_names:\n", " dcm[key] = dicom.read_file(\"agnew_mcgarry_images/{}.dcm\".format(key))\n", "\n", "file_names " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def load_dose_from_dicom(dcm):\n", " pixels = dcm.pixel_array\n", " dose = pixels * dcm.DoseGridScaling\n", "\n", " return dose\n", "\n", "\n", "def load_yx_from_dicom(dcm):\n", " resolution = np.array(\n", " dcm.PixelSpacing).astype(float)\n", " dx = resolution[0]\n", " x = (\n", " dcm.ImagePositionPatient[0] +\n", " np.arange(0, dcm.Columns * dx, dx))\n", "\n", " dy = resolution[1]\n", " y = (\n", " dcm.ImagePositionPatient[1] +\n", " np.arange(0, dcm.Rows * dy, dy))\n", "\n", " return y, x\n", "\n", "\n", "dose = dict()\n", "coords = dict()\n", "for key in file_names:\n", " dose[key] = load_dose_from_dicom(dcm[key])\n", " coords[key] = load_yx_from_dicom(dcm[key])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Display all files checking for axis definition consistency" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def display_file(key):\n", " x = coords[key][1]\n", " y = coords[key][0]\n", " pixel_value = dose[key]\n", " \n", " dx = x[1] - x[0]\n", " x_pcolor = np.arange(x[0]-dx/2, x[-1] + dx, dx)\n", "\n", " dy = y[1] - y[0]\n", " y_pcolor = np.arange(y[0]-dy/2, y[-1] + dy, dy)\n", " \n", " plt.figure()\n", " plt.pcolormesh(\n", " x_pcolor, y_pcolor, pixel_value)\n", " plt.colorbar()\n", " plt.gca().invert_yaxis()\n", " plt.axis('equal')\n", " plt.title(key)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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LM7OaiRDrwy1vM7Pa2eCWt5lZvaQDloOdHgf7d4GZWQUaByy7GbolaZykX0m6tMm0gyQ9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\nbzOzZpy8zcxqyMn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HDGLJ6TqF/X/2jQ+xWncYNgUbdUWnbAlRGNST+xODQ31kbb2C9QKc0ru/wOUJ98bxCgD1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\nSes4YBT63lEkyNggOSJVlZ+sx0Khiil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nelKDg1I1WjqXdEk6f8EOSR+aZ7/zJVUkvb5eml7y7hFWOfZ3VnNVyQUGovuv\n+3pYICMXVCiEpabSKcchh6M+dk8Os7/Yz64DwwSP5wnKkwSFAlYqY5Xmxk1xi9Sir4+kEPg08EqS\nUVRvk7TVzO6psd+fA99pJF0P3j1C5RoXSXMF5ywzAdy1RSCjL6hQCJoL3hPkKJYz7B5fwZMHhgh2\nDDDwJATlmGBwgPjwuAfvDlHrJmO4ANhhZg8BSLqOZF6De2bt9wHgqySjsNblwbtHBJPz1HDNCtIx\n0UwAd22RUcyqzAQnZg82lc6T5ZWMV/rYtXs1/TtyPOUbM+OZ2NpVBEA8MdFkbl2brZG0rer5Nelw\n1tNqzWHwguoEJJ0KvJZkMD8P3s45t2iNl332mtmmJo/2l8AfmFmsOetDj+bB2znnZmttJ51G5jDY\nBFyXBu41wGskVczsG3Ml6q1NlqJa9eOuqz3zzN0AHDx39THbgkLheGfHQStnj78N2CDpTEk5kgnY\ntx51KLMzzWy9ma0HvgK8f77ADV7yXpqyXT7ttTvGvTtPoR9Yeff+Y7Z5nXeHtKjkbWYVSVcANwIh\n8Hkz2y7pven2zy4mXQ/eznW5oFDwAH6ciZa2NsHMbgBumLWuZtA2s3c0kmbbrq8l/bGkXZLuSJfX\nVG27Mm2sfr+ki9uVB+eWAg/cHdDiTjrt0O6S9yfM7OPVKySdTVLncw7JHJY3SdroU6E557pKl7e0\n7cSdrc3AdWZWNLOdwA6SRuzOOdc9WnfDsi3aHbw/IOkuSZ+XtCpdV6vB+qm1XizpMknbJG0bGRlp\nc1adc25Gt1ebNBW8Jd0k6e4ay2bgr4GzgOcAvwD+YqHpm9k1ZrbJzDatXbu2mawuL+UAyo019C+W\n/Z71YoxMDPL41Kr6OzZgTd9hnnnmbiafVjq2qWCh4E0FO6XLS95NfXPN7KJG9pP0v4BvpU8babDu\nmmD5CGVjwjpNBsNsRD63PMbNyGUqZBQTBq1pQrAmP8GZhfpXg1NxlrKFHIwKlC0ksoB95QHGynl2\nT6xgvNTH/sMFop0DrNgtVuw4hOVzR16vYoVgoEAw4AH8uLLWtjZph7YVuySdbGa/SJ++Frg7fbwV\nuFbS1SQ3LDcAt7YrH8vC9K9/WthW1sj2V+jPzz9okmRkwi7/hLbIytwUg9kSQ9mplqQ3lJlqaFCq\nsTjP3vIQPz+8lkPlPoqVDI/vG6ayP8/QjhBi6K9A7rCRmYwpr+g76vVBIYvWrYC4y++eLUVd/pa3\n85r5o5IQacoQAAAUU0lEQVSeQ/IWPAz8NkDaOP16khG1KsDl3tKkRQwQKIgJw5h8ttLpHHWNfKbC\nUHaK1dnxlqRXCEtkVf9jW4yzHKrkGZkc4FAxT7GcoTLST/+TAavvPfaqJ8ofXZMZNVqz2eWBphd1\n+4jKbQveZvbWebZtAba069jOOde05Rq8nXOuZ3X4ZmQjPHg759wsvTARlQdv55yrwYO3c871Ig/e\nzjnXgzx4O+dcj+lw1/dGePB2zrlaPHg751zvWbbd451zrpd5tYlriezY/KMEmgCBhVCeyDAViyia\n6VqtwMiEEWFgqE2fSsmQaNngT610uJwM9lSOwwW/ti+osDo3Tj4oMxgmY5oMBEWGwwnymn98k4CY\nQlAiNnGw3E8pznBXKUMx6mdyzczXTzEoNoJy+n8EWPp/ZAQVIyxGqNx97+2S5J10XKsMPF5jZVU8\njzNgGajkQZUMcS5D1DczOl2cjSkNRgTZ9g0jE4QxQWhdOVLh3okBDqiwqB+WNf3jrM2NsS57iKfm\nnmRD9gABkJPqjjxSzh1gysRLBu5jyjJEFvDNgefzgxVncWB03ZH9whIEJZEdh6AMmSkjKCeDVYVl\nIzNRIfPEKIwdXnD+3SJ58Hat0Hdo/qAT5USUS6K5BRCXwYoz0T3KB1QylgxO19hQ3wtmsTCLiTKd\nmKBpflFp8XnKZ8oEMgaCIieFY6zPDDWVl5HoAUZWDfL9VWuOWp8bDVAMQQYUASYsEJYNUCWCg2NU\n9u1r6tiuMd7D0jnXkHBq7l/UoORVJZ2gLh+G14O3c87N5nXezjnXm7zaxDnnepEHb+ec6z3dXvJu\ne7MASb8rySStqVp3paQdku6XdHG78+Cccwu2lGePr0fS6cCrgEer1p0NXAqcQzIB8U2SNvo8lm45\ni/I2Z4uTONd9TS+XvB6YPb7dn4pPAL/P0b9Pm4HrzKxoZjuBHcAFbc6Hc13Nmwp2l+l23o0sndK2\n4C1pM7DLzO6ctelU4LGq54+n62qlcZmkbZK2jYyMtCmnzjlXg1ljS4c0VW0i6SbgpBqbrgL+kKTK\nZNHM7BrgGoBNmzZ1+e0D59xS0u03LJsK3mZ2Ua31kp4FnAncKQngNOAnki4AdgGnV+1+WrrONSGI\ngFLa992SsU6ifDJQVZxNd7L00rxNXeQtFnElYGoqW3/neQSBEYQxmbBz1QWFXInBviKnDRxkODvJ\n6sz4otLZFY3xcHmAH0xs5DtPPJM9Y0NMPDpE9mDAqqrrz6CSDD6VnTAUGWHZUMUISnEyIFVksHKI\nTNV4NdVs7DBWLBKX5h8oyzVouXbSMbOfAUdG3ZH0MLDJzPZK2gpcK+lqkhuWG4Bb25GPZcWMIBKU\nDMvMBHAAasXSdgRwmwngTQnTb00Hg3cuE7EiV2R9YR/5oEwhKC4qndE45LHKCWwbXc/On59Ebk+G\nVY8mA0/lD8zco1dkybgmlRhiUBSjOAnkimIww/pyKKw9KqKKJaxSWVQeXW3dfsPyuLfzNrPtkq4H\n7gEqwOXe0qR5yQfNCONkUCoQcQbi6QBtNSJ1ywN48qNhUXOJxsSgNo2e1aBcWGFFdoqn5Z9sKp3R\nKM8jpRO4b2Qdgw9mWPFIzNCOQ4tKy/IZbI6vbDCeQ17qbqluD97HpQ2Sma03s71Vz7eY2VPN7Olm\n9u3jkYflJOi+EVmXlD3R4oZlHT+jy6OBm2Es7RuWrjvFzVU5uzrWhYOLet3AowHgAbxXLOkbls45\nt2R58HbOud7ikzE451wvMuv6yRh80ATnnKulhQNTSbokHYhvh6QP1dj+Fkl3SfqZpH+TdF69NL3k\n7ZxzNbSq2kRSCHwaeCXJcCC3SdpqZvdU7bYTeImZHZD0apKe5S+YL10veS9B3lSweXvG5p5kuCub\nCg4U2pf2cmRAbI0t9V0A7DCzh8ysBFxHMkDfzOHM/s3MDqRPbyHpeT4vD95LkDcVbN66obG5tzXV\nVLBNxifal/Zy1Xi1yZrpAfTS5bJZKTU8GF/qPwB1+794tclSY6Ao6aAYltNLP4EqACHxVAAyLAAL\nDeuLUWbh14cKYoKMkc21vkt2GMZkwohCbuYSIpAhGZk2dHvLhhGZIKaQmTne2r4xTuk7yEmZ0aP2\nHQoWdr7D4RSnZffzjLV7uHtwJVFOyTglUYRKLexY7N3jW24B1SZ7zWxTS44pvYwkeL+o3r4evJeg\nIAIwKIqgknTzDYpJdUqcExamXef7jChjsIjgPR24Txha3IBN8wmDmGwQkQ9nglEmiMkEMfnw2Dqh\noMkGuf1hmYFMkXW5mW7rq8NxVmcOc1J4dAm8sMBu+8NBxPrsXjYNP8wdhacR5ZgJ3C0sLVupBJGP\nMtFKLWxt0tBgfJKeDXwOeLWZ7auXqAfvJSgoW1LvPXXshy/KiTgL5YIoD4rJXIDl4gWPcTIduH95\n3UOtyXQdhbBEIShxYvZgy9M+KTPKSeEYz8r119haa13jTg2HODWEX87v4G/W/Qrlx/qOBO7K7l80\nlbZro9aOKngbsEHSmSRB+1LgzdU7SDoD+BrwVjN7oJFEPXg759wsSSed1kRvM6tIugK4EQiBz6cD\n9L033f5Z4L8CJwCfSYfRrtSrivHg7ZxztbTw9oqZ3QDcMGvdZ6sevxt490LS9NYmy0xYtvT/5Hlm\nbHEfganDfQA8MnFCS/JVz0SUTEIwHve1PO0nKsPA4psANuq1z74DgHgwOYdwaO7miK7zZNbQ0ike\nvJeZKKv0/+R5ZWhxxYv8YDI5wVMKde+rtEQhTMaqHljkpAjzmW5RstgmgI36+l3PASA4nJxDNDZ3\nc0TXYY02E+xgD3qvNnHOuWMs47FNJP2PtK/+HZK+I+mUqm1Xpn3875d0cbvy4Jxzi9blkzG0s9rk\nY2b2bDN7DvAtkrupSDqbpKnMOcAlJHdXa0/M55xznWBJ/4hGlk5pW/A2s+qJ+gaYqR3aDFxnZkUz\n2wnsIOn775xz3aPLS95trfOWtAV4G3AQeFm6+lSSgVemzdnPPx0j4DKAM844o30Zdc652bq7yru5\nkrekmyTdXWPZDGBmV5nZ6cCXgSsWmr6ZXWNmm8xs09q1a5vJqnPOLYjiuKGlU5oqeZvZRQ3u+mWS\nBuofpsF+/u5o+X2NDzpUKQTEGRFn5+/zrgjCiYBoAR8D64shY8SxmCxnj2rnnQkiMorpT5v1zZZV\nTCaIyGrhY3BEFlC28Kh23jlVyCpiKJis+/qsIkLFhDV6XqwOJxY84NRiWCUgLAKTU1Cs/R65LmF0\n/VzRbas2kbTBzB5Mn24G7ksfbwWulXQ1cAqwAbi1XflYKvLbH29438r6EymtzFFaOf994LAEffvA\nRhu4AEt/B6bWiLgQUymFHIz6uat48pFd+nIV+rNl1hWO7uwSpMOz5cMya3LjZMOFB++yhcSRKNvM\nOa3KjLM6PMxJmfrjnZwQTNEnI19jYKm8QrLKLThPC6XJkL5DMfG+/T6IVJcTne2A04h21nl/RNLT\nSX6/HgGm+/Fvl3Q9cA9QAS43M/8k11H5xRMN7xuuXUUwUH9Qb0WQqV9oPUp5SMQ5EUcBRDBZmgmm\nlXxIORdSyCalyqDGmJplCxY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3tDOaqUUKj7f11N2sgmDlWnVJqmWWAu/N4k6VoNnid8EaNMThFtV4MKttomrN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\n60xwx5HppC4i4Fico+YtIq8F3oa96r5DVd+6sP3PAv8W+MvAD6nqT5y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9LC8Rj/bYuHaJ4bFkqItFCvmG5OsdplJGj9eni5aXEDo5F3f2DZfIODQeSGHx\no4rrZQRRnM/GyvxF990W53RcTd67SFkEBnVJ004S/TiXwtpDFNaioy49q3WHB9dXaFpP3RR4H2lD\nGmSnbBnUZTJ/A80DS6jk/NxrDvUp16bEtDhSxXc/hOrRSf6W3sMR0LGxUb3gWh2Hyhdr2dg4bYRs\nJ/fADVtkUEMEaUMyME4z2g4xGRJVH9tm9LlVZTJcAhxdSeNxDrxA0MnnExTJYx0jAk2YnAOw0kPL\nfI9V4cQxVBVpI1K3MGzQc+fSccvjvSOm8zb2Fj8/69kiQTqLtLlYTAv4bds8sDS3jSyQbGuTMNyG\nacF9yWCCeyHUhLdhGMbhwwyWhmEYhwxV03kbhmEcQoRg3iaGYRiHD9N5G7vOKCx+hPYqpAn4oVKt\nRdQJbTd5UYyMkbEv4+yBI28TUSA7VcQyhdCrg9CbqhSvjIrHo0FSMQaAmOLrY3DQCnRSR75Ir0vd\nmhiFNjhElKVujXfpWIiO0oWxTrHM+6ui5dhKCtdu1dFvSiKCl4iq8NEHrkaGjvLctJsM+HpU7T5t\nu5A8TgDKNahWI64FiUp1rsXV6R6N718hSDZMujpsMmS6XAhBvUdCSBkEI+AFxSP1VLV275OXiXeT\nJY0ivdRNbpO9T1RBQI/00Cr9FEOvIJZ+U6GI0VjLc8Op8yS9ulRZnqhQNxMtreoknL5pIEa0btB+\nn9gka654j7aXac7gOexy9fg9wYS3YRjGLJr+/w4yJrwvcVxzsFwBDeOwcNC9TQ62Rt7Yma2CP86X\nBb4BsshlhvM7WsQA9GjdndumOTo/mnG3cuSH5Wp3OpqD1PMd05ujnbltFsGVNmebh2aD5SLLfmGf\n4mFmN4J04vw2Ov8yY533Tox03jtxrJqfonSTznsbZJei1f16Pb/RItQ765ZHOu+dGOu8L5CRztvY\nGVObGIaRQuHnCHDjYGHeJsauoyHAsEbyzFvObYB3lOcqoCJWgsTkcTLynBjl/FCX8n3EIs2o49ST\nuMuTTImpDQKhI2PvlND1qVhDgNiZmpZExjk16r6HbqDpF4hTNAqDXJihrNKMb7k3ZNimr95Vy+sE\nTd4nS8WkGEPPNzza9PjIo1eyPqxS2HwjqFPa5alcIwNJ+UvOQpnrOKQCE6lNLCV5dLhUbCGUjtDd\n5lEiKGUcFVhQ3LCFnDdEmonuSKsCGamsuh0YzWSH+QbWTTqvU032QdqXPUSAVCShKglHuuPPSSWF\n7aufeAdyswRHAAAgAElEQVSVa23KtZKngtJG1Auxl4txiGzOaZLfi8Sc04QePPQIUhTIkSNjTZmG\nQFxb3/peXOao7q7wFpEXAT9N8t16vaq+Zpt2XwD8GXCTqv7WTn2a8DYMw9iC3XIVFBEPvBZ4IXAv\ncIeI3KqqH9yi3Y8A/32Rfs1gaRiGsQWqiy0L8BzgLlW9R1Vr4I3AjVu0+27gzcCDi3RqM2/DMIwZ\nFCEu7klyQkTunNq+RVVvmdq+FvjE1Pa9wBdOdyAi15IKtT8f+IJFLmrC2zAMYwvOw9nkIVU9dYGX\n+0/A96lqFFlMXbNnwltEfgz4GqAG7gb+saqeFZHrgQ8BH85N362qL9+rcRxWXPVY/2JZSnms28++\nnvp4ReikmYE6aLtCfVRoUk5/YgG5yPqmCvFa5ArxMYXJ+5H3mU6MmRKgWUltYznxmZaQgn7y1vja\nWiixjON+qB2KQwF1iusENEIjyah2LvQoioCIcv/ZY8QoFEWgKgOfdKm6+aBO/otN4wnBEVsHK+lN\nhCZdS4YOCS6NRcA1I2Pj5J5Vq5HOIwEtBFdHykeGaOGS0a9Ib8w1gVh5JERkmE52wya1my54kI2K\nbmMIw2EKhS+mjJ8iKSS+7KYK8VGhLNFsWNRemT8DhxZ+/DkAyOg9kXKIjwyYrt+CF1y/QdazG+Ww\nnoSP5NB5gXTNXI1e2xQyr9mwqtNFIrxpS+eyuwbL+4CnTG0/Oe+b5hTwxiy4TwBfJSKtqr51u073\n8lN8B/DZqvq5wN8C3z917G5VfVZeTHBvQax39i+uztb44c7OzH6+y/SmCjvbMc9nWlrB9+d/lWKz\nc5u68QsFPUi585xoEb/0kQDf8TptnHhxbEc7P4JJ+gv4Z7udBUXslejynACmwicPlp3wLglwYz66\n4DKfO4AbRORpIlIBNwG3brqU6tNU9XpVvR74LeC7dhLcsIczb1Wdtpi+G/j6vbrWpchWM+9ppmfe\n2xG686Mj/ZC5X8B50YpaKKE3XyC4cuc2VRkWCuTRZmdBt0hE6PTMe9vrTM28t6WY/0+hvc541r0t\nc6rbbJp5b8fUzHtbbOa9MLs181bVVkReAdxOchV8g6p+QEReno+/7vH0e7F03t8O/MbU9tNE5K+B\nR4EfUNV3bXWSiNwM3Axw3XXX7fkgDWOvkH4zX4AbBwYFYtw9P29VvQ24bWbflkJbVb9tkT4vSHiL\nyDuBJ25x6FWq+rbc5lVAC/xqPnY/cJ2qPiwinw+8VUSeqarnZjvJFttbAE6dOnXAg1UNw7hkUMZF\ntQ8qFyS8VfUFOx0XkW8Dvhr4MtXkEamqQ2CY198jIncDzwDu3K4fwzCMi81lm9skh4N+L/Clqrox\ntf8kcEZVg4g8HbgBuGevxnGYcL0e0ukgV11Be/UxAOpjJc2KJxYwPO5ou8nIGHrgp8LBYydtxzIZ\nGF0L2kz01eonIfJpR/YsiYwLMkD2UMnh5BLy5CN/idXlMPNK0ZHRMD9aSsizlADSd+AVTU4gqYhD\nFEIu5NA6aMo4KeygQg1sBEFH3hdRoJFxIQhawfcF18gmQ6xEKNZTQYZyPRU3KPqT6AlXK34QkKhI\nE5EYQQVpAjIKN69bfM7qN87uNxhuSgg6Xp81UE4b/zoVupxD3XMIvHoZ318tHOtP6YGmwhASwYX0\nStgsKSSmcWuVbkBY6eCyjl7qahz+TtPCevp56bCeGD5DJK6Pf3YTbxM1Y+XCXK7CG/gZoAO8I7u/\njFwCvwT4IRFpSF/rl6vqmT0chzEPxyYBbhiGXL6JqVT107fZ/2ZSCKhhGMbB5TKeeRsHgFEmQcMw\nzgMF3UVvk73AhPclzkKC21QmhrEFJrwN47JnXkCQcQAxtYkxD1dVuBNXEa++AnWO4RVd6mPpo2m7\nwvC4bJ5BjzxAxln1R14g0CwnT5NYQix1U2j7xNNEQFNBBfVTniMAMXmOiELsphPUZ6+MxqVyZ0OH\nq/OYrhyiwYFM9eEVbd3YE0WVx87u1wpcLbgWiDKVMyWPNXvDECf5VEZeNCOKfvIsKddT59Vqzuvh\nhGKtyecoMkj5QRBJQjRMvEwm7zsigwaaJkU7ztYHnd7udiZeJp2pSNgQkfVB+niqEsmeKdqrUoaf\nGFn5SERLRywd6t34Mwzl5APWUpAaQq8gAK6OFBvNJt81UYVhAzGkkPjBECkLdFStJwRkqlallAWE\nMPE6gU3rxhaY8DYMwzhkXOpBOoZhGJcql22QjnF4kEY2q04Mwxir/Q4qJrwNwzC2QA74fMaE9wHA\nPfUpkzSdMVI9MsDlYgQ4oXu2wNXJQBYrh6sj6gTJaURdE2lWCqRV2iWH5hDp+qgQR1XJC4gecBBy\n1xKFWOTZhUsh9KGTVH2xo7hhCs2Oub2eSHmpy6NDnCjLvSFtSOM+1ksx6yd76xQSWWsq6ujp+pa1\npkqV4Tv98Xu+stzgTLPEsq9ZDxUP9ldogkfyL2bQpos+srZEq0JoPO1GgduYpGBVyUbMxqWc4kOP\ntOACyXpLMnq6dlJ0QsLEfdJlw6U6oegrEhXXbp2/XILiG0VdCrlP543u4+g19SFToe6jogqj60Qv\nFIOAesH3U8EG1wSqwSR/uwzbZDgFqBu0n+6tDtObiE2bjI0W6r53LJ6re98w4X2J44KOBbixN0xX\nxDEuFcQMlsb+spDgNhfkC2IRwa1zKuUYBxCbeRuGIVFNgB82DvjTlAlvwzCMWczP2zAM43Bi3ibG\nXMI9HwVAOpNS7qMPRrxnXPmwLBDvU6L/40fH+TK0U048HHwJJK8IedQRs/92KHPRhBxKrwLNcgpP\nH1w1NZgcdu9qoV1WYhVhJYWRd5YamkFBaB2uDDxpJVWuq6PneDWpkFBHz0pZU7gUfn1lJxUFcFk5\nXMdi7GnSDyV1KDheDVgq6nGbUiLroYJjDxNVaKPndH+Z0gfaXGG+cJF+W3Ku36VuCpq6ILaCOEWm\n9PjtRr6bUXDdFslFIHwuiCxOCY3H+UjTLyh7LTEKRRlom+xx07pURMEpsXUU3UlofcweN85Hqqol\nRMdwPYfNT8/eYr7Bw/SJuo2KcjWlBhgJCj8AV0MxANco1ZriWsXVET9I4y02muT9cvpsCtPvD1DN\nhRmmiBu5SIOFwT8+DrjwNlOVQffh/R6BYRjni828DcMwtsDUJoZhGIcN5cCHx5va5BAj7XxfptlU\nq8b5UZTz9cXOH3CfMuPxoQsu+8S+CW8ReZGIfFhE7hKRV+7XOA4ziyT4j+XcJpsNlsYmRgbLnRgZ\nLHdutAuDMS4qoost+8W+qE1ExAOvBV4I3AvcISK3quoH92M8+83IG0Czd8A0rpok+xeAkbfJYDgu\n0iT9Gncu5Q0pHu0QqwKtPOplnFujf7IilkK9LOCY5AAJsPSpPA4HbRfaFSBC1QrgiWeSAGt7FXEp\n4o7XNI3nww8+4THjDW0SZN1uw5FuysXhXaTflPjsSbLSGdJET69oKFzEobTqeGiwROXTvZj2KKmD\nH+c6Wa0743wqMTpCFLzTNAGS5GUSG4+2k0deCYIsJy+TspM8MtrGE0ePxVHQCG3rEae0Q48GRzhX\nQZO9dEZtG6FoAe2gTnGNUGYnD/XQ5Hs7+tREocgfa7EB5CITxSB5kRSDmPKzDEeeJC0SleLcMBWL\naAMM0n3UtfXJjW5btNj889V2s7eJVFXyThrhPcSYXkfn5HwpxhbsomAWkRcBPw144PWq+pqZ4zcC\n/470N98C/0JV/2SnPvdr5v0c4C5VvUdVa+CNwI37NBbDMIzHsktqk6nJ6lcCnwV8k4h81kyz3wc+\nT1WfBXw78Pp5/e6X8L4W+MTU9r153yZE5GYRuVNE7jx9+vRFG5xhGJc3i6pMFlSbzJ2squqa6rj8\nwzIL/C0caIOlqt6iqqdU9dTJkyf3eziGYVxORFlsgROjSWZebp7padHJ6teJyN8Av0uafe/IfrkK\n3gc8ZWr7yXmfsQ9IZHOBY8MwzscY+ZCqnrrQ66nqW4C3iMiXkPTfL9ip/X4J7zuAG0TkaSShfRPw\nkn0ay4HBHz8+XpdeN+/06LFltCqgbgm9Dn61j7rHSltdSmYyaQJaOqRV6uOTkHuJSpGj2NWnGn0q\nyRAXltP+YpANmaTiDZrto+l8odjw6Jkeoae0DuKVNeIUV+SK7C4SW0d/vWLQrxCXDHG+iGMDax08\ng7rE52MhOqoiIKJ0s/XPu8i5fne87nJIuxMdGzXxgY26IkShWzX4bs3aRgffa3jS8UcBqHyg35Rs\nNBWq6dqrq70U7t5Ox9BLMk6qIBF8nV5Hvr6uTYUcJJLC5GO6HzLlSagFEHM7BT+przDuQ11qpx7a\nQohlvl6VrhMrmUox20Faxa8lY60s9/JYA7RtMjy27biSvSwvJYPkiLpJRT5CnBT7SDd8MmaMbdm9\nm3Nek1VV/WMRebqInFDVh7Zrty/zLVVtgVcAtwMfAt6kqh/Yj7EYhmE8ht3VeY8nqyJSkSart043\nEJFPF0kzKRF5NtABdkxcsW8Rlqp6G3Dbfl3/cqHz0JDhic78hpcjRdw8+94Kpwc+0s7YI3Zp5q2q\nrYiMJqseeIOqfkBEXp6Pvw74R8DLRKQB+sA3Thkwt8TC4y9xFhHc7fJFGMhBZJ7ghl0T3BbpevjY\nzdJ2W01Ws9Aerf8I8CPn06eZqQzjIrBIpKthnA828zYMw9iKA27NNeF9APArK1AUEw+TaUJAzpyD\njT7SqfAhosPhpgT74j0aAm5pCYoU+uw6FThP8UjyQAnHkqeCOkELhzqhXUoh9M2KGx8LFcRCKAZK\nvZIKBYQ8rJA9UWIBiNAuQdvvbHYzdIoD2iVN+mKA5ZbgFM0qiAEdxEXK3sSzxGXPk0GTvpIhOkJw\nVGWLqtC0Du8iEWEQJm3axhNqj68CzinXn3yYYSjYaNL7PjdwnHl0BV8GNAqhdWgUtHFjlYjUggTB\nNYIbTrxL/JBxTpKRt8n4bYbJMZ9VItFP9ksEF3TTo7drFNdM9kvMRSEGcbzu6uyds5pcVSTGlICs\nbqCfXYVG7j/tyC0onTMd6i5FMfE0gUlI/GxhBivUsDX7nLdkEUx4G4ZhbMUBF96m8zYo1yzlnWE8\nhgOeEtZm3oZhGDMIu+ttsheY8DYMw5jFdN7GVviVlc07cl5mzQap6RzMGnIoNBBX15CiQGNMBqkp\npCiI/T7uCSfRXgcKNw6hj72S/jXJ6hiLHA5fCeoZP/bF3J1E8EMdr2sOkYfs7uaSYS5WaVsUQjUx\nzGmp4xDzkUFQ1wu00E2F1KVf0DxSgUAbYaiCeiX2sgEt9zEYndQJk0rsuXKNeMV5xRUxtZfIxx66\nkraeun8xVZOvz3ShE2GYDJXFWq74XiejLCkyHtH82ubL+VTNXQVEkuEScj70BlybDY059F00Gybb\nfC/riO8/dgrnBy0SFDdsU97ukO95O2NArHOMfdNOQt/rBg0B3djYsTL86Jh4jxQleJe+W1PfL5nK\nF2/MYMLb2E9ib76DcbxMvwWunh+A4+q5TcYC3bjEMOFtGIZx+DC1iWEYxmHEhLdhGMYhQ83bxDAM\n43BiM29jlrC2dl7tXaebQp1FJpXmQ0DKnKR/JaUFlE5FPLaElp7+NUuog5irx4fOyMsk9Vn2leCE\nMC4C8NhqOm0Oix97knhoO7mgwHRR8mHyFEnjkk2hX1oouOytMTWTUcc43aoWyVtFS0WG+eReRBFc\nt8EVivORXrfm+FKfmL1OComUPtAEz3JZs9p0KF3gkf7SuMJ8f1ARg8OtNKAQVwt8X/CDyTglF1Bw\nbfIigWyElBwiP7oHcepeuORpIlP7Nr0qoEoohbZbjO/f+J4NPAgUGxHXxvHn5IIiYeQCpOAkvU4h\nMbUpPvYghIA2DdLL6Q/OrTKLhpBC51uIFg6/MKbzNgzDOIyY8DaMS5tYmLvgJcc+h74vguU2OcRo\nMz/DvwsH/Bu4RxR+AWvTAk2CFSG6LBF2tQzanmAz70PMSOe9EyNd6o5tLsEgu5HOe0cWaOKH89ss\nMuue1ncbh4ODrvPe05m3iDxFRP5ARD4oIh8QkX+e979aRO4Tkb/Oy1ft5TgMY78RsxMePi7zrIIt\n8K9U9S9F5AjwHhF5Rz72U6r643t8/UuCOBxsuX+UA0Wy+sRdczXt0S7qhPJczodS5vwifvI6ym+C\ngq91fAzIHip5pqhCLCcpRVwDNJN26qc9SGS8H8fYi2V6xjnyZomlTsbkks54dA3tjtw5QIpIHBRE\nQMpI0y9YW+0i2bNlqVfTBodzSru8wZFqyCP9JSof8HlgR68Y8OhGj9WzvTTEIy3hCISBg5CLMbS5\nGMNQ8HUasx8kgdvk+p6iKVTeDybFF5plwTcg/c2/YFVJHiHZV9htJMk9yoMCpLwmbUyeJVEpm6nC\nCiIp34lzECNaFaCK25jE6qtL3kd0KuLDj8C55MGkrRXL3DUO+Mx7T4W3qt4P3J/XV0XkQ8C1e3lN\nwzCMC+YQZBW8aAZLEbke+PvAn+dd3y0i7xWRN4jIFducc7OI3Ckid54+ffoijdQwDIMDrza5KMJb\nRFaANwP/QlXPAT8HPB14Fmlm/hNbnaeqt6jqKVU9dfLkyYsx1MsSuUw9UgxjJ0YBWPOW/WLPvU1E\npCQJ7l9V1d8GUNVPTR3/eeC/7fU4DMMwzoeDrjbZU+EtIgL8F+BDqvqTU/uvyfpwgK8D3r+X47hU\nGYXK+2uvAe9QLxRnk3FzlMe7PDdxc9AiV4kXoT1SphBxPzE0qsuh8oWgU6HhbXeqTTZAjoyPj9mW\nVKSh2Mlu5oTQnfSnLoXXqxO0HIXr5+IETiEbMV2xeZqz0a/wRaTXGbI27LBRV3SKljY4mpgGNuwX\niCjHr1oHoFc2LJU1TfR0fDLqttExaEu8i/Sbkqb1DIYlzun4qbjulyn0PxeYoO+RkAydANKAryUZ\nOiOA4PvJjbBcz/fdZUNmTPtjAcVAkQB+OHlv6gXXTMLk/SAXnzia8hW4JqJekOM9JER8L+cxCHFT\nwQaaJhk8p0Li46PnNt3DnYo5XNZYkA7/B/BS4B/MuAX+qIi8T0TeCzwf+L/3eByXLbG89ByMNcz3\nXS/dfKE0DPPnLvOvZFyy7KLOW0ReJCIfFpG7ROSVWxz/5mwDfJ+I/KmIfN68Pvfa2+RP2Pr7f9te\nXteY4Jr5Qmw2IdVBZ+QquBOjmfdOjGbeO7HIb1MW8M4bPdUYh4NRhOWu9CXigdcCLwTuBe4QkVtV\n9YNTzT4CfKmqPiIiXwncAnzhTv1ahKVhXAQkqgnwQ4bEXdObPAe4S1XvARCRNwI3AmPhrap/OtX+\n3cCT53V6yOZchmEYF4FFVSZJvp8YuTTn5eaZ3q4FPjG1fS87x7t8B/D2eUO0mbdhGMYWnIfa5CFV\nPbUr1xR5Pkl4f9G8tia8DzGj8Hh9+AxSlklPVxRQlrhBiRYOGSa9ri6l9HhaOHBCsd6iXjY9ymsh\nSEjh8s2yxwUheqHoJw8GdUKspr1TpsaSnRyih7Yn2YskL7I5lD4WOdQ+t48loJLGP9isWggdRQcu\nhe0vC1IFwnr62vaODyiLwMag4vhyH4Bu0fCEI+s82E9x7YVLF62yAbNwkahCHeOkqIOLdLN7TPCO\nygdOrqwxDAUh5qIOnZJu0bI6SPdx0K3Q0fvJ/YTGoVFw6x5XC3rVVGEGcsGHIEiAYj1XpneCq0Hy\ndYq+4ptJKH3R13GKg2mfYpkKta/85IMoTudiDN0OaPbYgfG6F7fJw0Q3NjC2Yfe8Te4DnjK1/eS8\nbxMi8rnA64GvVNWH53VqahPDMIwt2MWUsHcAN4jI00SkAm4Cbt10LZHrgN8GXqqqf7tIpzbzNgzD\n2IpdmnmraisirwBuBzzwBlX9gIi8PB9/HfD/AlcBP5vCY2jnqWJMeF/iaKcYq06MvUFEUTVPkkuK\nXa4er6q3MeMinYX2aP07ge88nz5NbXKIOWzRcYv4ky/SxnXmv+8n9Nbn97PAM693+5i84nHQnjwy\nt83IVmJsj1XSMfaURX6EB2nWvchMZpE2cTj/fY8Mljv2s8BseWSw3IlFZt2yQFTobjA2WO7AYfvT\n3zf0YMfHm/A+xIx+hOHMI7heD7e0BJ0KYoAhyBDopBwno4ILzZFU80xU8f2AtJH62KQOWnss5UgZ\n5RwJJUjc7GESSwGZ3p4qpuAAmdR+jGXajlMV29I5Cg7UKVoqWsZ0nTJL75Gsc0rRaVEVnFOcjwyb\niUAd1gW9bs3qoEO3aoh1h4/UHZbKVLggquBEiQjnhl1CdPSbgqWqYdhOvv6doqXflKiCd8rZ9V4a\na35jUYUNKkLj0ZjyrMTWU0w9BQSn+CLS+JIAuDKk9m3qw/U9QZMgHxXEkJhyyEj+jw2d7AEzECTC\n4IrkpVJu6KZiDpvwWxfalFxJQmJE2pwfpV9vCnnWj29d6MO4zBNTGYZhHEoOQWIqE96GYRhbsJ+5\nuhfBhLdhGMYWHHThbd4mBtWj9fxGhnE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RuFWiN40gMvUIafOpu3ZdHJihWb20aQyA5HViv7GYht1LUGK5jR8He3kkiVuC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for key in file_names:\n", " display_file(key)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tests prep" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def display_gamma_result(coords, gamma):\n", " valid_gamma = gamma[~np.isnan(gamma)]\n", " valid_gamma[valid_gamma > 2] = 2\n", " \n", " x_evaluation = coords[1]\n", " y_evaluation = coords[0]\n", "\n", " dx = x_evaluation[1] - x_evaluation[0]\n", " x_pcolor = np.arange(x_evaluation[0]-dx/2, x_evaluation[-1] + dx, dx)\n", "\n", " dy = y_evaluation[1] - y_evaluation[0]\n", " y_pcolor = np.arange(y_evaluation[0]-dy/2, y_evaluation[-1] + dy, dy)\n", "\n", " cut_off_gamma = np.ma.array (gamma, mask=np.isnan(gamma))\n", " cmap = cm.bwr\n", " cmap.set_bad('white',1.)\n", " \n", " plt.figure()\n", " plt.pcolormesh(\n", " x_pcolor, y_pcolor, cut_off_gamma, cmap=cmap, vmin=0, vmax=2)\n", "\n", " plt.gca().invert_yaxis()\n", " plt.axis('equal')\n", " plt.colorbar()\n", " \n", " plt.figure()\n", " plt.hist(valid_gamma, 30);\n", " plt.xlim([0,2])\n", " \n", " gamma_pass = np.sum(valid_gamma <= 1) / len(valid_gamma)\n", " print('Gamma pass rate = {}%'.format(gamma_pass*100))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def run_tests(ref_keys, eval_keys, thresholds):\n", " for i in range(len(ref_keys)):\n", " ref_key = ref_keys[i]\n", " print(\"Reference = {}\".format(ref_key))\n", " display_file(ref_key)\n", " plt.show()\n", " \n", " eval_key = eval_keys[i]\n", " print(\"Evaluation = {}\".format(eval_key))\n", " display_file(eval_key)\n", " plt.show()\n", " \n", " max_dose = np.max(dose[ref_key])\n", " print(\"Max Dose = {}\".format(max_dose))\n", " \n", " distance_threshold = thresholds\n", " distance_step_size = 0.025\n", " dose_threshold = thresholds * 0.01 * max_dose\n", " lower_dose_cutoff = max_dose * 0.1\n", " maximum_test_distance = thresholds * 2\n", "\n", " gamma = calc_gamma(\n", " coords[ref_key], \n", " dose[ref_key],\n", " coords[eval_key], \n", " dose[eval_key],\n", " distance_threshold, dose_threshold,\n", " lower_dose_cutoff=lower_dose_cutoff, \n", " distance_step_size=distance_step_size,\n", " maximum_test_distance=maximum_test_distance, num_threads=4)\n", "\n", " display_gamma_result(\n", " coords[eval_key],\n", " gamma)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Geometric DTA test" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reference = GeometricSquare_Reference_0_25mmPx\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = GeometricSquare_Evaluated_0_25mmPx_DTA_Test\n" ] }, { "data": { "image/png": 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LM7OaiRDrwy1vM7Pa2eCWt5lZvaQDloOdHgf7d4GZWQUaByy7GbolaZykX0m6tMm0gyQ9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\nDTl5m5nVkJO3mVkNOXmbmdXQ/wdhztnC/Xn4kwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 4.999992825\n", "Gamma pass rate = 92.19041276286231%\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Reference = GeometricSquare_Reference_1mmPx\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = GeometricSquare_Evaluated_1mmPx_DTA_Test\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 4.999992825\n", "Gamma pass rate = 92.0%\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ref_keys = [\n", " 'GeometricSquare_Reference_0_25mmPx',\n", " 'GeometricSquare_Reference_1mmPx',]\n", "\n", "eval_keys = [\n", " 'GeometricSquare_Evaluated_0_25mmPx_DTA_Test',\n", " 'GeometricSquare_Evaluated_1mmPx_DTA_Test'] \n", " \n", "run_tests(ref_keys, eval_keys, thresholds=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Geometric DD test" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reference = GeometricSquare_Reference_0_25mmPx\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = GeometricSquare_Evaluated_0_25mmPx_DD_Test\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 4.999992825\n", "Gamma pass rate = 96.2527502266076%\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Reference = GeometricSquare_Reference_1mmPx\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = GeometricSquare_Evaluated_1mmPx_DD_Test\n" ] }, { "data": { "image/png": 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sYHxErJF0DHAjMHGwF7nmbWa2kXR5fC/DcLcUsSoi1qTxW4BRkkYP9jrXvM3M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\nZg30/wHuxUaNo46EQwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 4.999992825\n", "Gamma pass rate = 96.3136%\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ref_keys = [\n", " 'GeometricSquare_Reference_0_25mmPx',\n", " 'GeometricSquare_Reference_1mmPx',]\n", " \n", "eval_keys = [\n", " 'GeometricSquare_Evaluated_0_25mmPx_DD_Test',\n", " 'GeometricSquare_Evaluated_1mmPx_DD_Test'] \n", " \n", "run_tests(ref_keys, eval_keys, thresholds=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simple prostate IMRT 3% and 3mm" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reference = ProstateIMRT_Reference_0_25mmPx\n" ] }, { "data": { "image/png": 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/UGoqncgCxuI+9o6vZnRskGBkgIEnISjHBIMDxOMTHrw7RK2bjOFSYMTMHgaQ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\nO+dcD/Lg7ZxzPej/ALL7et1slUlIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = ProstateIMRT_Evaluated_0_25mmPx\n" ] }, { "data": { "image/png": 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nelKDg1I1WjqXdEk6f8EOSR+aZ7/zJVUkvb5eml7y7hFWOfZ3VnNVyQUGovuv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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 0.907332075\n", "Gamma pass rate = 100.0%\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Reference = ProstateIMRT_Reference_1mmPx\n" ] }, { "data": { "image/png": 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eZmYtK3nw9qyC1hVWvfBsp7NgVVPyft4eHm9dwc0m1pQKtHm75j1ONfuAs6r+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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = ProstateIMRT_Evaluated_1mmPx\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 0.907332075\n", "Gamma pass rate = 100.0%\n" ] }, { "data": { "image/png": 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7wK9V1cv966qqgBpin7uSzCaZPf/KS6O2KEkawkgBkeRN9MLhs1X1+a78QpI13fo1wOmu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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ref_keys = [\n", " 'ProstateIMRT_Reference_0_25mmPx',\n", " 'ProstateIMRT_Reference_1mmPx',]\n", " \n", "eval_keys = [\n", " 'ProstateIMRT_Evaluated_0_25mmPx',\n", " 'ProstateIMRT_Evaluated_1mmPx'] \n", " \n", "run_tests(ref_keys, eval_keys, thresholds=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simple prostate IMRT 1% and 1mm" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reference = ProstateIMRT_Reference_0_25mmPx\n" ] }, { "data": { "image/png": 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/UGoqncgCxuI+9o6vZnRskGBkgIEnISjHBIMDxOMTHrw7RK2bjOFSYMTMHgaQ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\nO+dcD/Lg7ZxzPej/ALL7et1slUlIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = ProstateIMRT_Evaluated_0_25mmPx\n" ] }, { "data": { "image/png": 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nelKDg1I1WjqXdEk6f8EOSR+aZ7/zJVUkvb5eml7y7hFWOfZ3VnNVyQUGovuv\n+3pYICMXVCiEpabSKcchh6M+dk8Os7/Yz64DwwSP5wnKkwSFAlYqY5Xmxk1xi9Sir4+kEPg08EqS\nUVRvk7TVzO6psd+fA99pJF0P3j1C5RoXSXMF5ywzAdy1RSCjL6hQCJoL3hPkKJYz7B5fwZMHhgh2\nDDDwJATlmGBwgPjwuAfvDlHrJmO4ANhhZg8BSLqOZF6De2bt9wHgqySjsNblwbtHBJPz1HDNCtIx\n0UwAd22RUcyqzAQnZg82lc6T5ZWMV/rYtXs1/TtyPOUbM+OZ2NpVBEA8MdFkbl2brZG0rer5Nelw\n1tNqzWHwguoEJJ0KvJZkMD8P3s45t2iNl332mtmmJo/2l8AfmFmsOetDj+bB2znnZmttJ51G5jDY\nBFyXBu41wGskVczsG3Ml6q1NlqJa9eOuqz3zzN0AHDx39THbgkLheGfHQStnj78N2CDpTEk5kgnY\ntx51KLMzzWy9ma0HvgK8f77ADV7yXpqyXT7ttTvGvTtPoR9Yeff+Y7Z5nXeHtKjkbWYVSVcANwIh\n8Hkz2y7pven2zy4mXQ/eznW5oFDwAH6ciZa2NsHMbgBumLWuZtA2s3c0kmbbrq8l/bGkXZLuSJfX\nVG27Mm2sfr+ki9uVB+eWAg/cHdDiTjrt0O6S9yfM7OPVKySdTVLncw7JHJY3SdroU6E557pKl7e0\n7cSdrc3AdWZWNLOdwA6SRuzOOdc9WnfDsi3aHbw/IOkuSZ+XtCpdV6vB+qm1XizpMknbJG0bGRlp\nc1adc25Gt1ebNBW8Jd0k6e4ay2bgr4GzgOcAvwD+YqHpm9k1ZrbJzDatXbu2mawuL+UAyo019C+W\n/Z71YoxMDPL41Kr6OzZgTd9hnnnmbiafVjq2qWCh4E0FO6XLS95NfXPN7KJG9pP0v4BvpU8babDu\nmmD5CGVjwjpNBsNsRD63PMbNyGUqZBQTBq1pQrAmP8GZhfpXg1NxlrKFHIwKlC0ksoB95QHGynl2\nT6xgvNTH/sMFop0DrNgtVuw4hOVzR16vYoVgoEAw4AH8uLLWtjZph7YVuySdbGa/SJ++Frg7fbwV\nuFbS1SQ3LDcAt7YrH8vC9K9/WthW1sj2V+jPzz9okmRkwi7/hLbIytwUg9kSQ9mplqQ3lJlqaFCq\nsTjP3vIQPz+8lkPlPoqVDI/vG6ayP8/QjhBi6K9A7rCRmYwpr+g76vVBIYvWrYC4y++eLUVd/pa3\n85r5o5IQacoQAAAUU0lEQVSeQ/IWPAz8NkDaOP16khG1KsDl3tKkRQwQKIgJw5h8ttLpHHWNfKbC\nUHaK1dnxlqRXCEtkVf9jW4yzHKrkGZkc4FAxT7GcoTLST/+TAavvPfaqJ8ofXZMZNVqz2eWBphd1\n+4jKbQveZvbWebZtAba069jOOde05Rq8nXOuZ3X4ZmQjPHg759wsvTARlQdv55yrwYO3c871Ig/e\nzjnXgzx4O+dcj+lw1/dGePB2zrlaPHg751zvWbbd451zrpd5tYlriezY/KMEmgCBhVCeyDAViyia\n6VqtwMiEEWFgqE2fSsmQaNngT610uJwM9lSOwwW/ti+osDo3Tj4oMxgmY5oMBEWGwwnymn98k4CY\nQlAiNnGw3E8pznBXKUMx6mdyzczXTzEoNoJy+n8EWPp/ZAQVIyxGqNx97+2S5J10XKsMPF5jZVU8\njzNgGajkQZUMcS5D1DczOl2cjSkNRgTZ9g0jE4QxQWhdOVLh3okBDqiwqB+WNf3jrM2NsS57iKfm\nnmRD9gABkJPqjjxSzh1gysRLBu5jyjJEFvDNgefzgxVncWB03ZH9whIEJZEdh6AMmSkjKCeDVYVl\nIzNRIfPEKIwdXnD+3SJ58Hat0Hdo/qAT5USUS6K5BRCXwYoz0T3KB1QylgxO19hQ3wtmsTCLiTKd\nmKBpflFp8XnKZ8oEMgaCIieFY6zPDDWVl5HoAUZWDfL9VWuOWp8bDVAMQQYUASYsEJYNUCWCg2NU\n9u1r6tiuMd7D0jnXkHBq7l/UoORVJZ2gLh+G14O3c87N5nXezjnXm7zaxDnnepEHb+ec6z3dXvJu\ne7MASb8rySStqVp3paQdku6XdHG78+Cccwu2lGePr0fS6cCrgEer1p0NXAqcQzIB8U2SNvo8lm45\ni/I2Z4uTONd9TS+XvB6YPb7dn4pPAL/P0b9Pm4HrzKxoZjuBHcAFbc6Hc13Nmwp2l+l23o0sndK2\n4C1pM7DLzO6ctelU4LGq54+n62qlcZmkbZK2jYyMtCmnzjlXg1ljS4c0VW0i6SbgpBqbrgL+kKTK\nZNHM7BrgGoBNmzZ1+e0D59xS0u03LJsK3mZ2Ua31kp4FnAncKQngNOAnki4AdgGnV+1+WrrONSGI\ngFLa992SsU6ifDJQVZxNd7L00rxNXeQtFnElYGoqW3/neQSBEYQxmbBz1QWFXInBviKnDRxkODvJ\n6sz4otLZFY3xcHmAH0xs5DtPPJM9Y0NMPDpE9mDAqqrrz6CSDD6VnTAUGWHZUMUISnEyIFVksHKI\nTNV4NdVs7DBWLBKX5h8oyzVouXbSMbOfAUdG3ZH0MLDJzPZK2gpcK+lqkhuWG4Bb25GPZcWMIBKU\nDMvMBHAAasXSdgRwmwngTQnTb00Hg3cuE7EiV2R9YR/5oEwhKC4qndE45LHKCWwbXc/On59Ebk+G\nVY8mA0/lD8zco1dkybgmlRhiUBSjOAnkimIww/pyKKw9KqKKJaxSWVQeXW3dfsPyuLfzNrPtkq4H\n7gEqwOXe0qR5yQfNCONkUCoQcQbi6QBtNSJ1ywN48qNhUXOJxsSgNo2e1aBcWGFFdoqn5Z9sKp3R\nKM8jpRO4b2Qdgw9mWPFIzNCOQ4tKy/IZbI6vbDCeQ17qbqluD97HpQ2Sma03s71Vz7eY2VPN7Olm\n9u3jkYflJOi+EVmXlD3R4oZlHT+jy6OBm2Es7RuWrjvFzVU5uzrWhYOLet3AowHgAbxXLOkbls45\nt2R58HbOud7ikzE451wvMuv6yRh80ATnnKulhQNTSbokHYhvh6QP1dj+Fkl3SfqZpH+TdF69NL3k\n7ZxzNbSq2kRSCHwaeCXJcCC3SdpqZvdU7bYTeImZHZD0apKe5S+YL10veS9B3lSweXvG5p5kuCub\nCg4U2pf2cmRAbI0t9V0A7DCzh8ysBFxHMkDfzOHM/s3MDqRPbyHpeT4vD95LkDcVbN66obG5tzXV\nVLBNxifal/Zy1Xi1yZrpAfTS5bJZKTU8GF/qPwB1+794tclSY6Ao6aAYltNLP4EqACHxVAAyLAAL\nDeuLUWbh14cKYoKMkc21vkt2GMZkwohCbuYSIpAhGZk2dHvLhhGZIKaQmTne2r4xTuk7yEmZ0aP2\nHQoWdr7D4RSnZffzjLV7uHtwJVFOyTglUYRKLexY7N3jW24B1SZ7zWxTS44pvYwkeL+o3r4evJeg\nIAIwKIqgknTzDYpJdUqcExamXef7jChjsIjgPR24Txha3IBN8wmDmGwQkQ9nglEmiMkEMfnw2Dqh\noMkGuf1hmYFMkXW5mW7rq8NxVmcOc1J4dAm8sMBu+8NBxPrsXjYNP8wdhacR5ZgJ3C0sLVupBJGP\nMtFKLWxt0tBgfJKeDXwOeLWZ7auXqAfvJSgoW1LvPXXshy/KiTgL5YIoD4rJXIDl4gWPcTIduH95\n3UOtyXQdhbBEIShxYvZgy9M+KTPKSeEYz8r119haa13jTg2HODWEX87v4G/W/Qrlx/qOBO7K7l80\nlbZro9aOKngbsEHSmSRB+1LgzdU7SDoD+BrwVjN7oJFEPXg759wsSSed1kRvM6tIugK4EQiBz6cD\n9L033f5Z4L8CJwCfSYfRrtSrivHg7ZxztbTw9oqZ3QDcMGvdZ6sevxt490LS9NYmy0xYtvT/5Hlm\nbHEfganDfQA8MnFCS/JVz0SUTEIwHve1PO0nKsPA4psANuq1z74DgHgwOYdwaO7miK7zZNbQ0ike\nvJeZKKv0/+R5ZWhxxYv8YDI5wVMKde+rtEQhTMaqHljkpAjzmW5RstgmgI36+l3PASA4nJxDNDZ3\nc0TXYY02E+xgD3qvNnHOuWMs47FNJP2PtK/+HZK+I+mUqm1Xpn3875d0cbvy4Jxzi9blkzG0s9rk\nY2b2bDN7DvAtkrupSDqbpKnMOcAlJHdXa0/M55xznWBJ/4hGlk5pW/A2s+qJ+gaYqR3aDFxnZkUz\n2wnsIOn775xz3aPLS95trfOWtAV4G3AQeFm6+lSSgVemzdnPPx0j4DKAM844o30Zdc652bq7yru5\nkrekmyTdXWPZDGBmV5nZ6cCXgSsWmr6ZXWNmm8xs09q1a5vJqnPOLYjiuKGlU5oqeZvZRQ3u+mWS\nBuofpsF+/u5o+X2NDzpUKQTEGRFn5+/zrgjCiYBoAR8D64shY8SxmCxnj2rnnQkiMorpT5v1zZZV\nTCaIyGrhY3BEFlC28Kh23jlVyCpiKJis+/qsIkLFhDV6XqwOJxY84NRiWCUgLAKTU1Cs/R65LmF0\n/VzRbas2kbTBzB5Mn24G7ksfbwWulXQ1cAqwAbi1XflYKvLbH29438r6EymtzFFaOf994LAEffvA\nRhu4AEt/B6bWiLgQUymFHIz6uat48pFd+nIV+rNl1hWO7uwSpMOz5cMya3LjZMOFB++yhcSRKNvM\nOa3KjLM6PMxJmfrjnZwQTNEnI19jYKm8QrLKLThPC6XJkL5DMfG+/T6IVJcTne2A04h21nl/RNLT\nSX6/HgGm+/Fvl3Q9cA9QAS43M/8k11H5xRMN7xuuXUUwUH9Qb0WQqV9oPUp5SMQ5EUcBRDBZmgmm\nlXxIORdSyCalyqDGmJplCxY11FNsIiakHM0cbzCcAmAoqF+KXR2KgrL0q/U9NBsVVEQ4FRNPLvBN\nd52xXIO3mb1unm1bgC3tOrZzzjVtuQZv55zrWcu5zts553pZJ1uSNMKDt3POHaOzHXAa4cHbOedm\nMzx4O+dcT+ruWhMP3s45V8tybuftnHO9y4O3c871GDOIurvexIO3c87V4iVv100UpwNSzdGj3AKw\nEExgmfT/6aFPBFG/Yf0RufyxAzllsxX6shUCGZkgppApk1FMkI5Ynw/LrMhMHZmPshFZRQSKCWuM\nzzkcTjAQFIlt/gG4AKYsAipENb6QWYUEiKwW93V4sHyYPVGBkWhmQuFHSms5GPVzsDIzGEB+RITF\n+KiJh61SwUolzMc66T4evF03UWyEZRFEtT+YURaivLAsVPohzkJcNWZTPFwmP1RkzdD4Ma8Ng5hQ\nMZkgZkW2yOmFA6zKzOyXVZQujY/gtzKcIB+Ua048nCUip4iI+sF7NA4JMUKOPXYhKFNQyKpFBu+v\nHHoetx5Yz4N71wBgJoqPDJE7IPpGZ/Zbs7NCbrSETlp3ZJ0mp4j37cd8vJPuYkCXz2HpwXuZSQrB\nxlyjsprEdFyPM0ngjvIzH+IwX2EgX2JF39S8x8kFFU7IjnFi5tC8+9UzHE6wIpiiMM/gU1EDw9JH\nNvc+gZXINtEu7IHxE3lw7xomH5spUa++Rww8UaF/1+Fj9o8HZwbHCgBl/GvYfQzM67ydc663GH7D\n0jnnepLXeTvnXA/y4O2cc73GB6ZyzrneY0CXDwnb1Ozx85H0MUn3SbpL0tclDVdtu1LSDkn3S7q4\nXXlwzrlFM2ts6ZC2BW/gu8C5ZvZs4AHgSgBJZwOXAucAlwCfkTT/TLluQTRyoNNZaJmJuHNzTrrl\nLO0e38jSIW0L3mb2HTOb7hFxC3Ba+ngzcJ2ZFc1sJ7ADuKBd+ViObO2qTmehZQo1Ouc413YGZnFD\nS6e0s+Rd7V3At9PHpwKPVW17PF13DEmXSdomadvIyEibs+icc1Via2zpkKZuWEq6CTipxqarzOyb\n6T5XARXgywtN38yuAa4B2LRpU3ff+nXOLS1LubWJmV0033ZJ7wB+FXiF2ZF3YhdwetVup6XrXIto\n5AD5iSJ9exqvLx49d5jRpwkLk/FMLDSivGGhQWbmQxzEYnwqx+54xZF1g30lcmGFfGZm3JCJKMfO\nibXsyczsl1VEISyRnatvfg1jcZ6sInILGA9lofpUJqeIoXBmfJHxuI+JuI+RyhCHozxPFFcwXunj\ntl1nUHp84KjXDzwSUDhorD4wcwld2H2Y8OAkHDq2e/xRiiWs6FVDXces61ubtK2poKRLgN8HXmJm\nE1WbtgLXSroaOAXYANzarnwsRzZ2GJXKaDzb+Gs0TPGE5MNqoUEAljEIDAVVJRCDqBIwaTOjVeXC\niDA4+oNeiQMOlvuZjGby0BdWKFtIX3B0IA7nGVekbCEBRqj2fZGmRy3sC8pH1h2sFDgU9bNrciWj\npX5+MbaCyWIW7h7ilDuP/vHp2z9FOFkmmJgZf0Wjh6FYxKbmD8xWqfiIgt1qKZe86/gU0Ad8VxLA\nLWb2XjPbLul64B6S6pTLzcw/vS0UHT4Mh+uU+GbTmbA6CT7TY/Qd+V9Hf4jjSkBcFX9LfSG5+Og/\nYSkOKcUhyUcgUcgkwTEOF1DS7NAnY39pgNFSP7vGVnJ4oo/Svn6CyYBT7ojo/8aPj9nf6FhWXVtY\n1/+oti14m9nT5tm2BdjSrmO7xck9lKd01vyjBdYyWcwx2Nf4GN29YHVunNFSf81t4TkbibY/cJxz\n5I4rHxLW9ZLFBG6A/iUWuCEpec/FA/cy0eVDwh6vpoJuCZss5urv5FwPMcBia2hphKRL0h7lOyR9\nqMZ2SfqrdPtdkp5XL00P3q5pS7Hk7ZY5SydjaGSpI+1B/mng1cDZwJvSnubVXk3SeGMDcBnw1/XS\n9eDtnHM1WBQ1tDTgAmCHmT1kZiXgOpKe5tU2A1+0xC3AsKST50u0Z+q8b7/99r2SHulgFtYAezt4\n/FY69ly+9BX4Umcy06Tj+nfZ2d7kW3IuaeuuTuv09+Upzbx4jAM33mRfWdPg7nlJ26qeX5N2MJxW\nq1f5C2alMVfP81/MddCeCd5mtraTx5e0zcw2dTIPreLn0p38XLqHmV3S6TzU49UmzjnXXo30Kl9w\nz3MP3s451163ARsknSkpRzIk9tZZ+2wF3pa2OrkQOGhmc1aZQA9Vm3SBa+rv0jP8XLqTn8sSZGYV\nSVcANwIh8Pm0p/l70+2fBW4AXkMyRPYE8M566cq6vP++c865Y3m1iXPO9SAP3s4514M8eM8i6Q2S\ntkuKJW2qWv9KSbdL+ln6/8urtj0/Xb8j7eLaFQ1t5zqXdFvNSaC79VyqSXqOpFsk3ZHOtHRB1bae\nm9xa0gfSybq3S/po1fqeOxcASb8rySStqVrXk+fS1czMl6oFeCbwdOBmYFPV+ucCp6SPzwV2VW27\nFbiQZBTVbwOv7vR51DmXs4E7ScZrPRP4ORB287nMOq/vTOeL5CbPzfXOq1sX4GXATUBf+nxdr55L\nmu/TSW7MPQKs6eVz6fbFS96zmNm9ZnZ/jfU/NbPd6dPtQL+kvrQL6wozu8WST+oXgV8/jlme01zn\nwhyTQHfzucxiwPQUPSuB6b9LL05u/T7gI2ZWBDCzPen6XjwXgE+QTMJS3RKiV8+lq3nwXpzXAT9J\nv3CnknRlnTbnhMpdZK6uuL1yLr8DfEzSY8DHgSvT9Q1Pbt1FNgIvlvRjSd+TdH66vufORdJmkivS\nO2dt6rlz6QXLsp13IxMnz/Pac4A/B17VjrwtVDPn0s3mOy/gFcB/MrOvSnoj8LfAvPOpdlKdc8kA\nq0mqqs4Hrpd01nHM3oLUOZc/pEu+F8vBsgzeVmfi5LlIOg34OvA2M/t5unoXSVfWacd1QuVFnstc\nXXE7ei7V5jsvSV8EPpg+/Ufgc+njrpzcus65vA/4WlpNdaukmGRQp546F0nPIqnPvjO9x30a8JP0\nZnJXnkuv82qTBkkaBv4Z+JCZ/XB6vSVdWA9JujBtmfE2oNtLvFuBS9M6+zNJJ4HuoXPZDbwkffxy\n4MH0cc3z6kD+FuIbJDctkbQRyJGMxtdT52JmPzOzdWa23szWk1SNPM/MnqDHzqVndPqOabctwGtJ\nPnhF4EngxnT9HwHjwB1Vy3TLgE3A3SR30T9F2nO108tc55JuuyrN7/1UtSjp1nOZdV4vAm4nacHw\nY+D59c6rWxeSYP336Xv+E+DlvXous87rYdLWJr1+Lt26ePd455zrQV5t4pxzPciDt3PO9SAP3s45\n14M8eDvnXA/y4O2ccz3Ig7dzzvUgD97OOdeD/j84bsQ8noMzkQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 0.907332075\n", "Gamma pass rate = 99.66774146030083%\n" ] }, { "data": { "image/png": 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GtYfuGR5251wZ0vByt62M4hwehhdeCHv+jVi5Mhwt6tteutRp7uRyoTAYuEFN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\nQ0PzY+X5/Hxdkx07Qqcedca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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Reference = ProstateIMRT_Reference_1mmPx\n" ] }, { "data": { "image/png": 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eZmYtK3nw9qyC1hVWvfBsp7NgVVPyft4eHm9dwc0m1pQKtHm75j1ONfuAs6r+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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = ProstateIMRT_Evaluated_1mmPx\n" ] }, { "data": { "image/png": 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eWLt26j7X537+jN/bfcTnbgWPZ1IhQUs76RShyDrvz0s6hOwluB/o7wq6VtIS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\nKsjB28ysghy8zcwq6L8B/CUt7TxDwVcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 0.907332075\n", "Gamma pass rate = 99.24518479958355%\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ref_keys = [\n", " 'ProstateIMRT_Reference_0_25mmPx',\n", " 'ProstateIMRT_Reference_1mmPx',]\n", " \n", "eval_keys = [\n", " 'ProstateIMRT_Evaluated_0_25mmPx',\n", " 'ProstateIMRT_Evaluated_1mmPx'] \n", " \n", "run_tests(ref_keys, eval_keys, thresholds=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Complex head and neck VMAT arc 3% and 3mm" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reference = H&N_VMAT_Reference_0_25mmPx\n" ] }, { "data": { "image/png": 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RuFWiN40gMvUIafOpu3ZdHJihWb20aQyA5HViv7GYht1LUGK5jR8He3kkiVuC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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = H&N_VMAT_Evaluated_0_25mmPx\n" ] }, { "data": { "image/png": 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3tDOaqUUKj7f11N2sgmDlWnVJqmWWAu/N4k6VoNnid8EaNMThFtV4MKttomrN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 0.639775767\n", "Gamma pass rate = 100.0%\n" ] }, { "data": { "image/png": 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TM/nea0GH59RU1IzGcaemgP37dV6uD8CP1JmdBb7/feC552wKgTfe0Fwx3/8+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\nInLe+dxud/bFnu8g0uzS7kFARM5WvndHGZctIuMi8g0R+Yf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Reference = H&N_VMAT_Reference_1mmPx\n" ] }, { "data": { "image/png": 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HDGLJ6TqF/X/2jQ+xWncYNgUbdUWnbAlRGNST+xODQ31kbb2C9QKc0ru/wOUJ98bxCgD1\nHVx7hFBCMbgx3fPsHFOdi4iCqxXRdC87p1MHnU88lj8ggaiwmorOt6dOXehHbMzhAmfe87gTeFbO\n8/QgqVDNN29p8w7gdSJSABXwhcBrt+vUhLdhGMYWFDlvfpwL7ku1FZFXAneQXAXfqKofEpFX5P2v\nV9WPiMi7gQ+QHF3eoKof3K5fE96GYRgz2EG1Car6TlLZx+ltr9+y/hPATyzapwlvwzCMLShCvYin\n0R5iwtswDGMLKUhnf3tSm/C+AimefD04B73Noe1a5ULBRQGFo14uiZUnFunv48a1k8elWUnbhlel\n9ZC7qo9EQNFeMk5KESm6Lb6IHO8Nxsf3qoarOikM/druKgDHq1U62XLXqOcp1Wka9ThRbigfZz12\nuKF4nEfaI2k8scMjYYVGPVGFoI4GzyFXsyT1uJ+gjq40XFecpVZPJYFDbsD9TSqSXErL6bDCteVZ\nBlpyyA045PtsxA70YDV0+dyV+9mIHQaxHBs1N0JJHdM96YeS+85dTbdouF+vQpbT+QdLJZr/fmvt\nQAVphOKcpxikavcSUig9QOgIEtI2BVyr1EcKEKg/P1UjjF5Qn4yc6sDXz0SiIhGK9XT/JCjFY+tI\njNAG6Kd7rxt9tJ5UH4obG4s8MlckO2iw3BVMeBvGNqyG7tw2/TC7ss80Wu/vWZyxGc2Tgf2MCW/D\nuARIFU2AHzCizbwNwzAOFslgub/F4/4enWEYxh5wRRssReQtwGfm1aPAGVW9WURuBD4CfCzve5+q\nvmK3xmEYhvHpEHbQz3s32DXhrarfOHovIj8FnJ3afY+q3rxb5zaeSPGszxi/j4d7OcR96uN3Mi6k\n0D+eDHBtTxhczbiie+jB6HkOveTdELq54nuZiysUKT2q5HVfBTqdSWGEESGmTgsX6YeSjm/ZiNU4\ni1/Ejd8f9Rt0pWZAybnYZckNx22COh5tD3NPvJZhLDkberipCiheIo16BrHkXNvlbNMDoA6Ta19r\nK9ro2GgqVgcdnFNiFPqDitDk4hKtG2cP9KdKfF9STs6ppM8ue4mUQ5InSYDlLZcuAdSn12KodM5u\nSTmroF6IPnmexEIo1yOI4Np0XR5FJX0ursn3O6b10Jn4JuuTVnDDgLQRObqMiuBPnplocr0n3nvf\nEz4bY2cjLHeLXVebiIgALwG+YrfPZRiGsVPEfe5tcilG9w+AT6nq305tu0lE/lpE/khE/sH5DhSR\nW0c5ck+ePHm+ZoZhGDtKSkzlFlr2iouaeYvIe4HrZux6laq+I7//JuDXp/Y9DDxNVU+JyPOAt4vI\nc1X13NZOVPU24DaAEydOWLkS45LjyzhWnRhXDoosVohjD7ko4a2qL9xuf05v+I9JScZHxwyBYX7/\nfhG5h1RF4q6LGYtxEbj9bZjZS0xwX5mocsUH6bwQ+KiqPjDaICLHgdOqGkTkGcCzgHt3eRyGYRgX\ngFzxQTovZbPKBOBLgR8WkYZkq3+Fqp7e5XFckfijR8fvtZM/aueIOYfJ1hn3+vUlsRSGKXUIsYRY\nJe8IgNAB9Ul7FTv5tbulxnYUJAhkrxNUGPQrEKWu0xi8T8ec63epypYnr5zDibLquwyyF8hj/WU+\n1LmOQVtQuMjhakiV85482l+ZnE6FOhSULnlttOroFQ1rdSetB0dE6A9LRCCENJtqW4fGycxKI8Q6\n53aJgrSCX/UUw8k9kgB+MMlD4msoNsDXE42eevBDHRdgqFYDvp/G7VpNRRQAV7fJg+TsBjTblEcL\nEToViKQcJYCudNFO9ghaLokdjzrB1xHJHinqhOLcABnkXCeqaFWgK72UuwbQ0tu06TwoV/jMW1W/\nbca23wR+czfPaxiGcbFc8a6ChmEYBw1FdrQYw25gwtswDGMLCjSW28QwDOOgIZbP29g75MihyUob\nUS8QAn4thZevPX1i0Gx6QruUiwY4wEG7AqEzZYwrssFSQUtFGkG8glfEJSOkOKXoBLybGDKPLvdp\ng+NwNxUECNFxVbdPlY2M13TWKCXQqKeNyWh4dWedw8WA9ZAMj4UE+qFio62o/CSkvHKBNiaD35lh\nCn3faCoefXxy7c6la2j6Bf6xCpVUyMCFyfW6mKrY+76kIgceOqcZGx5dO0kNUAx1HJaOCBIm98g1\nSnUujc/VAT9IhkkAaaeMu6pIEwhXp+r0032oH43LJUOjd8TKjbdHL8ScyiAWgii0XQE8fpgNoq0S\nyyWKjTb3lcLrpQ64YbooGUa2BOcbGWX/R1ia8DauWNRr8ozZhlhOBPj5+9kswI3LA5t5G/uepre/\nH9LdYp7ghvmCO/UzX3BvmnUb+x5VsZm3YRighTMBfoBIBsvLODzeMAzj8sRqWBqGYRw4ksFyf6sT\nTXhfZvhDyctClnpQVePtcTl5bYReweBYJ4XBH04ziyY5PNDm11HB9NDR5GGSvTW0G6ER8EAnoD1w\nZcAXEcltnKRCBiOcU0J0VEVgo0njCdGxWnfoFskT4oG1I0QVQnQ40dxGUvh8EajKFtUU4u7cJMwe\nUgIhgLIM4yIKAGEwSgeghPUCaQW8EnoRHMRI2kbSfXcfFYqBUK6lwyRqKqiQw9klF1XwdUQiSKv4\nYUTCRBVSrKW4eXeuD3UNRQFtOw5rJwTwHtoWrRukKvFFAc6lfSM6nXxROYy9UyDdyWeplUe94OpA\nrDzSRmLliaXDDyf9+I2ksFcvSBNw/QaaNoXcA0TzNdmOnYywFJFbgJ8mfXveoKqv2bL/y4F3AJ/I\nm35LVX94uz5NeBuU6xMBbhjGzkZYiogHfhZ4EfAAcKeI3K6qH97S9E9U9WsX7Xd/K3UMwzD2iIhb\naFmA5wN3q+q9qloDbwZefLHjM+FtGIaxBVVooltoAY6NKn7l5dYt3d0A3D+1/kDetpUvFpEPiMi7\nROS588ZoahPjsqR3eED/XHfbNlroWO993jZOxnpv48ohqU0Wnts+pqonLvKUf0WqMLYmIl8DvJ1U\n6+C82MzbuCz13fMENzBXcAM7J7iDGQcPGiHnN5m3LMCDwFOn1p+St41R1XOqupbfvxMoReTYdp3a\nzPsyQ3pZaJUl4eplQicFGoTu6NURSyFUwui58/UT+4kFeAT6INlwE8tRPg1F+w6JoK4kxkneD7xC\nFOqlLKxUWPMKTnGdiQDTKCkPShWQ7KFSVe0oDQh1XeB8ZFgXDOuClaUhzimFD2wMkzeGBofvBMLQ\nJy+Ue5eTJ0gQDuV61bGcujcBXMgFFIZKTq1C9NA9M8pHknO0RCg2WlwupCAhIEGRfr5ZcSrgZjh1\nA2Oc8ioJyZOkt+WHJESkalPbYQ3dTmoHqfBCm11bokvbVXGDGkaRnOsgbQDv8CNPFp+Pb9rJefoD\nqBsoPNo0UJZo0yDiNh9jPIEddhW8E3iWiNxEEtovBb55uoGIXEcq1K4i8nzSxPrUdp2a8DYMw3gC\nOxcer6qtiLwSuIPkKvhGVf2QiLwi73898A3A/yYiLdAHXqqq2/7tM+FtGIYxg52sYZlVIe/csu31\nU+9fB7zuQvo04W0YhrGF5G2yv3Ob7JrSS0ReLSIPishf5+Vrpvb9kIjcLSIfE5Gv2q0xGIvh2vlt\nDONKYhSks8iyV+z2zPu1qvqT0xtE5Dkkhf1zgScD7xWRZ6uqmeN3ghBhZYnmqdfQv7bLSG1XH5o8\nZM1yDiGvUnX48aE5Knu0TV1ypxvvX4rgFKoUYi4uUvZaQuMh2++qbktUwYnifWSpqil8pA5+XESh\nDp7+sCRGR1W2HOoOWRtWeKf0yhTSHbqOXlkzaEtCdJQ+0AZH5QPHrlkFYNCUiCh9X6EqhKWI7ztA\naVZyQQOffpwkpOsr+skY65rxkPENtD3B1Yp2HL5RXB1QL2gxVWHegxQOLRzqJttH2QIlGzGljeM2\nblBvziYYYjZC5qrwy0vJcDgKWR+F1YeQDJdVhQxyXtqRYbTXRQsPhUM7JVK3SN2kcPr+YNyGskjL\nYJg/2AhNi/o0o9zfmTv2np1Um+wGe2FufjHwZlUdquongLtJEUiGcSCZFvDG5cHI22Q/z7x3+6n7\n3hwx9EYRuSpvWzTayNgB5ApNId2uzPfPXsSZIHb3t97T2D2iuoWWveKiziwi7xWRD85YXgz8PPAM\n4GbgYeCnPo3+bx2FnJ48efJihnrFss9TEu8axdoiATjz+3GD+do8K7Jw+aEqtOoWWvaKi9J5q+oL\nF2knIr8I/E5enRttNNX/bcBtACdOnLAYZcMwLhn7PZ/3bnqbXD+1+vXAB/P724GXikgnRxw9C/jL\n3RqHYRjGhXIQdN676W3y4yJyM+k+3Af8c4AcWfRW4MNAC3yPeZpcOOI9kostuKuOJg+GomDwzOPE\nUlCfvS3yz3MsJuvqcji7PLHA7vhfoCRvlE0EGS9aKoqjAVyhxDYdOFjrIG5SnKG/XiEOfBnoVtmT\nJDpUhaVuzaAuEFGuXtrgcDVkqZiEmhcS6fkGJzEVeVDhus451nK1iI40lC5wx0OfzeNrS7SHGuSa\n9CgNBjkuXhTW02MujRDWHMOroXN685du6dF0j8q1SCwEXcq67kPp2FAKEsE3uejEMKZw+RChmsyB\nXKu4Yfa9dKCdEsg3OSjiJIXNS/YwGYXC16M2IXuk5M/rzDmkKFCNkzara+DdpmeATgWDelzAgbZF\n19aRQytQFEhRQK+LHD40ueimmROAfWWz32feuya8VfVl2+z7UeBHd+vchmEYF8NOFmPYLSzC0jAM\nYwb73c/bhLdhGMYWVKGN+9tVy4S3YRjGDExtYuwK/tg1+Y2H5SXCkSXCcsn69clQF4sU8j2imbJT\njQ2RjnGMeKwgdFNlmdjJFdPj5vB47cRUwEBAyhwK7pRQjyyg4KrN1eS9i+OK7007CXhJVeWFGB1n\nN3pUZctaztM9bFPbwkdCTFXlO2XLoC6T+RtoHl5CXc7PveaIBRSBNLYAFTl/dwOdx9O1+KHSOZfH\nnXNj52L146ILxVrI+ye+266d3AM3bJHpkPd2hq29bSd5tVVnF2LwPi1F/gquTCpiaKdIubtHE7+g\nCIyN0GmAAk3qdxyqX/pJGxE4diTdrqC49QG0AT13Lt/ANp3fmInpvI3dZYe+fHGrV8keMmznP5LN\nw0tz28gC/kuyQOTAtOC+bGgsE9kiqAlvwzCMg4cZLA3DMA4YqqbzNgzDOIAkW8t+xoS3YRjGDEzn\nbew62qtwdYurW6qrS9QJbVdwQcfh7q6V8fvQyQa9aW+TEmKZHtZ2WYhF9jRRQbNdVGqBkfdJzBXl\nWw9DB53UkfPJ02SpWxOj0AZH4QPlUsC71CZER+kCTfR0Ow3doqXwgUIi162kQgutOtroGIYCL5Gg\njvs/eQSAcnVqRhSTx4lrwA/Sdfl6Us2+XIdyPeJz1H3nTIOrI+omX0wtBGlHHjaa/jNnXK4Wr96n\nCvJthAhaFdBGhDAJcfc+hbB7NwlTT6NIL3WT2oSQltxGDy8Rq9zeQbtcjb1fpinO5UILImlRBeeQ\nuoWo0IZxQQhU0/lG1exjROsG7feJZrCcyw5Xj98VTHgbhmFsZfNv+L7EhPdljsQrN6f3JaMoJrNv\n47Jhv3ub2Nf6IDMr+ONCWeAJWMRnmuH8jhYxAK3WnbltmsPzix8s4sO9CGH50jjBu3q+8G8Pdxfo\naP49dqXN2eah2WC5yLJX2Kd4kFkgSGfurDsmffe2fSwSC9SZL1BHOu/tOFQN57Ypz83/wuyUutKv\n1/MbLTLrrpttd4913tsw1nlv29H8e2w678UwtYlhGFCVcwW4sb8wbxNjV9BhjeSZt5zbSB4OzlFs\nRGIlSBRCJYROegAlPrFmY+iAlpPZ+agwQ7GRPDfUC7FM7QBC16MuqVFG+U8ApBVCL3Xe9j1EaA4V\niFM0CsMyggpllWZ83U4zDoMP0XG02wegVzYcrdL7wgXa6Ln33DWc2lgmRkFzvpR2aZJ7RRrBD6FY\nh7KfxxMmuUpiIYjma1QIpSOcr6hwUMr1FkSQkIsq5HsmcaI70qpInicxQuEnU7RhnqXXDfS6aUY+\nlSMF58YeIqPiGVQl7eFO8h4B1KVCGqNFglJstCnXymgsGlMOE++JVYETQcv8LIzynYggbTvO4cKp\nx5GqRKqgg1JNAAAgAElEQVRyrCnTEAinH599L65wVHdWeIvILcBPAx54g6q+5jztvgD4c+Clqvob\n2/VpwtswDGMGO+UqKCIe+FngRcADwJ0icruqfnhGux8Dfm+Rfs1gaRiGMQPVxZYFeD5wt6req6o1\n8GbgxTPafS/wm8Cji3RqM2/D3AkNYwtKSle8IMdE5K6p9dtU9bap9RuA+6fWHwC+cLoDEbmBVKj9\nBcAXLHJSE96GYRgzuABnk8dU9cRFnu4/AT+gqlFkMXXNrglvEfkJ4B8BNXAP8O2qekZEbgQ+Anws\nN32fqr5it8ZxUHHVE/2LZSnlsZZOxfoX3EjopJmBOmi7yTg5yDUaQmfiAugHUzNrlwo1SExt/Mgz\nT0EL8P1k8GtW0nosQaY8y1wzMnxmA1uhqJ96zDWdQ/tFevjLSAQ0ChrT4xajUBQhv3c8cvYwzkWq\nMvDw6mGAXIwh0B9UhOBSdfrlkKraN7mgwtBRBIdEAbfZUDkyvvqh0nk8oIXg6kj5+BAt3KaQeNcE\nYuWREJFhGIfBa+FSUYQRudCBW92YGCOLKeOnSDIcS5nC1Z0H54lHcqGFIn9eXnAbNc3VS7hW0/3M\nLn4uxnTjSb7qrt+CF1y/Qdazq+CwRkIA5/A+9Tn6uuva+mQ9KppjAXQnYgKuJHbWYPkg8NSp9afk\nbdOcAN6cBfcx4GtEpFXVt5+v0938s/we4HNU9XOBjwM/NLXvHlW9OS8muGcQ6+39i5fvvA8/3N6n\n1y3gmRbmx8SMZMl5kQiu3v5BF6dJAG9D3SzgUK4g5fw50TzfdWkVLeaMuY1jgX1eZlXS2YI7uz63\nDW7788ReiS7PD9KRqYo8xkWiCy7zuRN4lojcJCIV8FLg9k2nUr1JVW9U1RuB3wC+ezvBDbs481bV\naYvp+4Bv2K1zXY7MmnlPMz3zPh+xTLPu7fBD5j6AMiemQx3EavtONAqu2P7HpioXKX8D2syfEc37\n4ZqeeZ+/zZaZ9yyK+T848cjyeNZ9/kbbn2fTzHsbRjNv4+LZqZm3qrYi8krgDpKr4BtV9UMi8oq8\n//WfTr+XSuf9HcBbptZvEpG/Bs4C/1ZV/2TWQSJyK3ArwNOe9rRdH6Rh7BptnC/AjX2DktR7O9af\n6juBd27ZNlNoq+q3LdLnRQlvEXkvcN2MXa9S1XfkNq8CWuBNed/DwNNU9ZSIPA94u4g8V1XPbe0k\nW2xvAzhx4sQ+D1Y1DOOyQdm5HAu7xEUJb1V94Xb7ReTbgK8FvlI1eUSq6hAY5vfvF5F7gGcDd52v\nH8MwjEvNFZvbJIeD/mvgy1R1Y2r7ceC0qgYReQbwLODe3RrHQcL1eking1xzFe2TDo+3rz2thzoY\nHnW02WZVH00h4SNildZjmQyIPoeKj5JKxQJc1l2PsgT64eaQeWkgdBm7LoxCynVk/NO0r11StNRx\nQQaYyuLXCBIEnBI9UDu0jBCFmMPbh66kLiO4VOyBIOCVjSDoKAS8dRBIGkLADVy6roFs0uOPrrUY\nQOdMRAso+joOC5dW8YOAREWamELaVXCrzViNIXWLr9tUXGGU2GkwnJ0QdKuBMsQU5g7QKdDlbgpd\ndxPPknHou3dsXN/NKQaWcsoCxQWQZvJBqBMkKr6OaJVuQFjp4HI/0qsgaBrrYJgWSB4rI925KnF9\nY9LnyNtEt7c7GFNcqcIbeB3QAd6T3V9GLoFfCvywiDSkbA2vUNXTuzgOwzCMC0Su3MRUqvrM82z/\nTVIIqGEYxv7lCp55G8aVQdtOVCfG5YEm99b9jD1xhnGxmOC+TDHhbRhXPOrNx/vAYWoTYx6uqlJJ\ns8+6CXWO4VVd6iPpo1EH/WMueY3kh0liej+dryRFOUKznLxK4mGIpW7yJhlXyFIBTQUV1GfPkYy0\naZ8oxEKhmHqCo6RyZ0OHNIII6DVDNLiJu4kKFBGtN0ce6tbgybUCV0vygImCC4yLDUDqzg+TB8zo\nGiSmaxut+2HyLCnX04ZqdRIK6jfafIwig5QfBJFx1KTECPXkhFK3yZOkaZLHxtZcIFvXy+yC05mK\nhA0RWR8ggFYlkj1TtJfbxMjKoCF2ilzowo8TVMRR3pSghNKlwhEdT+h4XB0pNppJqH4AqZvk6aKa\nxjDyOBn5t4WATNWqlLKAEDblOLF8J3Mw4W0YhnHAuNyDdAzDMC5XrtggHePgII1sUp0YhsGmILT9\niAlvwzCMGcg+n8+Y8N4HuKc/FbxL9roYqR4f4OpsEHNCuVHg6pjsjKVDmog6wYVRMYFIs1IgrdIu\njQo0CPVhGRvCxnm7HYTctQQhljLerj6F0cdchMFBCmHPhOuTUaw8PMSJ0u2kvKuqcFUvxeNf1e0T\nVdhoSyoXKFzk8WGP5bLmhqWzAAxDwdGyz5mmN+77gfUj6RzZCtsET4iOcxspH0DTeNrVCjdwm4o/\nSCu4xkGEcr0DkRRu3nbyvUmGzVFqANcocUseb9EcUh91kkIg2zJHRuFiEMfl4lytm/ZNDKqpDwk6\nrvyuW/KBh9JRDAJERULE9SOuCcgg5W+XYR5Ak3Pa1g3UDRoC2k95AeLI8Gih7rvH4rm69wwT3pc5\nLuhYgBsXziL1PdVtzhFjXA6IGSyNvWUhwW0uyOdlkcLMJrgvU2zmbRiGcQDZ5z/KJrwNwzC2Yn7e\nhmEYBxPzNjHmEu69DwDpTEq5jz4Y8Z5xIfSyQLwH59Crj47baq8cFx/Ap9bqFDnr0Owt0nZzIn+d\nGNiGhwVRqI/kfkb6XQFfQ3NIiVVEc3Hh7lJDMygIrcOVgbrxfMY1p6h8oMiK3zp6ogpXd/oULoVf\nH62SJ0o/TEq6n26WqFzLWpO8SY51N1gpNxfYrWMBV0EdClp1nBl2qXygjWmghYusNxVnN3q0wdG2\nnnbokWlvFKeEQYE2+eKc4nvJo6PIBY9VhdA4xCth6Cl7LSKKOKXNFe1jm0LWxSmx8RS9SYVjzeMR\nFylykeXhRjnePiYCKAzTfXAbjnJVxh4uAMUGuDoVl/BDpdxQXKsUG2FcMLnYaJCg+JNnUoh8fzAJ\ndZ8KeY8bM4oxGIuzz4W3maoMqrN7PQLDMC4Um3kbhmHMwNQmhmEYBw1l34fHm9rkMsd8kC+OkV58\nO8TZTb4s0QWXPWLPhLeI3CIiHxORu0XkB/dqHJc7iwSZjAyWxhMZGSy34wmGyVmYfD9wiC627BV7\nojYREQ/8LPAi4AHgThG5XVU/vBfj2WtGngA65R0wwlU5kX9RpKJM3kOMyEZ/3EaaFncurRdnO8Sq\nQCuPehnn1ugfq4iVUC8LOJA25QBxIXmWQC7oUGZhHqE6K4Af/wC0Z1eIXcVdPaRpPGjBxx59EhoF\nyV4toU2Nu92GQ92UC8W7SN1OhOBKZ8igLTnaTWN2KK06HhssUfl0L6Y9StroGLTJQ2O97tCvJ14r\nIQreKVGF0CaPkVh7qEc5XhSJgltqcV6JQSg7LaF1xKm/xRplfB1NP/c/dMgwX7wCAjIUilZAKtDN\nxSFUIBTp3pYOJKTF54+qyM40oyISrlWKQcS1ijQjT5IWiYpfr5G6TblOBsPNHiVMhrSJtt3URqoq\neSeNyM/O9Ho4c2ZrL8aIHRTMInIL8NOAB96gqq/Zsv/FwH8k/cy3wPep6p9u1+dezbyfD9ytqveq\nag28GXjxHo3FMAzjieyQ2mRqsvrVwHOAbxKR52xp9vvA56nqzcB3AG+Y1+9eCe8bgPun1h/I2zYh\nIreKyF0ictfJkycv2eAMw7iyWVRlsqDaZO5kVVXXVMflH5ZZ4GdhXxssVfU2VT2hqieOHz++18Mx\nDONKIspiCxwbTTLzcuuWnhadrH69iHwU+F3S7Htb9spV8EHgqVPrT8nbjD1gkbSnhnGlcQHGyMdU\n9cTFnk9V3wa8TUS+lKT/fuF27fdKeN8JPEtEbiIJ7ZcC37xHY9k3+KOTkHfpdcfv9fhVyfBYt4Re\nB7/aR91E2kqMaOHQooDCIU1IRRtaHSfX0SIVCyimItCjgkraH/PpXDOJuIw+FWgYuxuqUGwInO7R\nLqcnuz5WI15xUyHpGmFjtcOgX43d6JxTXDZqDpqSEIWzudCCqlD4iIhS+NS+U7Tj/TG6ceEHJ0q3\nnISmr/a7xAgrvSFt1dAfVJRLNYNBMjo++/pHOTfs0gSPd5GNumR1tUccFONaBlJoMnA2kxzO05Xt\nIRsmQ7oXEkb3ffIepoozBPBTVe9HuDa10Xxfg0/FMCSmUHiAWKX1CpBOCYfAr1dw1aFU4R5SSHzT\nJANkCKnq/dSzMKZuwDsIEQ0Bqcp0rLEYO2ewvKDJqqr+sYg8Q0SOqepj52u3J/MtVW2BVwJ3AB8B\n3qqqH9qLsRiGYTyBndV5jyerIlKRJqu3TzcQkWeKpJmUiPw9oAOc2q7TPYuwVNV3Au/cq/NfKcwq\nxWUkxC1QSczpvo+0M3aJHZp5q2orIqPJqgfeqKofEpFX5P2vB/4J8HIRaYA+8I1TBsyZWHj8Zc4i\ngjt05za5LFmoBOQOCW7XzG9j7C92Mjp51mQ1C+3R+x8DfuxC+jQzlWFcAmI5v41hXAg28zYMw5iF\nZRU05uFXVlL4e2+2/kJOPg4bfaRT4UNEh8PNodI5BNp1OlB48B5XeHA+rQOHmvQfUF0KmY+lJ3Qd\nsRRClf6AxUqIHkJHKAZKvSKb/jqOQupjkULnYwlNv0OcfoqcIkB7KBIgfQGWW8QpmlUQAwRxEV+l\nayjLgMteKcOmGL+OvExCUJo2eYtEhI0mpQxQoBkWxKGnbR3OKzcdP0UbHauddC8fW1/m9LllnFNi\nDoGPo8IMozJX6w7XCtIKbpiLVkQo1qcuq5lc+zgkPt8bn1Ui0Wf1yDj9gG66f65J68VAQTUZvFrF\n15NGEhRXR9x6nccRkSZAf5C8RwBGnkYjL5ORh0k9pZvxLi0jVLN3inmbLMQe5y1ZBBPehmEYs9jn\nwtt03sammZ9hGJl9nhLWZt6GYRhbEPZ/LnwT3oZhGFsxnbcxC7+ysnlDkT4G7afY9ekczBoCtCks\nOq6uIUWBxogUT/zotK6RY9em0PnCbQqh33hyL/VRJINcqAT1jP/2xSL5hLtG8UNNFeY1hXGP3dwc\nRAdEaPIlqActpkLjXWonzVSu7PUih4VPVXUfFIScIzu2Qr/M35ZScz+KtI5RNL/mquxSxnHucHGK\nOPDdQGwdzgU+eepqhhvluIK8BkGjIwwdlBEahzqlOJPun+9PjLLj8HZNBkfNH8M4rF0n/tou50Af\nhbWP2ojm8Pg6Gyc3wlgtpSKpTQQ/aJNxctAkg2TI19RuqdxT5xM17SbDpNY1Ohzma5xd7We0ffQ8\nSdOk99M5vo3zY8Lb2O/EK/Qp8P35ATiund/PIm1GOWSMA4QJb8MwRNUE+AHD1CaGYRgHERPehmEY\nBww1bxPDMIyDic28ja2EtbULau863RTqLDKpNB8CUiY3EFlZHreNSxVaevrXL6EueZXAtJdJalf2\nleBksr9K4d10J3rZ0EmvoxlIqLLniUw8MSSCa2TsSaKOTcpCLRSyp4mE3HfMnicOpBZiFZGYvV+y\nl4oUoGXEVQFxStEJeBc5fniNmMPaS5fvhQoiiqowaEv6VUOdw+zb1hODokXAFZH2ZI9iKJuMlS4X\nThiFvEtMofAw8SoZrUubilrEQlLV9zi5XGnTvXGtItl7JHQczUq6WanwQtruBz5ViR9WuDYSc/ZH\nFybHEhWcpNcpJKY2xScfhRDQpkF6yZtIz60yi7ixgQ6HxPN4phhPxHTehmEYBxET3oZxeRP9ZGZu\nXCbscej7IlhukwOMNvMz/Pt6nz+Bu0RVLuB8vQCx2pFujAOGsKNl0HYFm3kfYEY67+0Y6bS343IU\nUCOd98Uy0nlv22aBWXcszcf7oLHfdd67OvMWkaeKyB+IyIdF5EMi8i/z9leLyIMi8td5+ZrdHIdh\n7DWu2eeSwHgiV3hWwRb4flX9KxE5BLxfRN6T971WVX9yl89/WRCHg5nbp3NWAEi3Q3v4OtQJ5bnN\naoPQnfxOh86oGEFSq0zXuVSXahTEEiSmggujnB+umeT20Cekx5Dx8ThJXi0y6RMmOVI05yZRz3j6\noG7kmTLytBDEKXGQHtHYeDQID9aTR7YoA06Uelhy9Mg6V/c2GIYC73SsNrnm0Dqn15bor3VoByUs\nt4RDEDb8+IsnreBqQYLgh+n6fQ1uCE125EleNeAH4BtJ+V2WU/tRypEi54RJ/7mTZ4kolKtpau7a\nyTe92GhRL8mzJCpFm3O3hJCOrTd/flp63Mbkb4C65H1Ep0IfP4OupcoRsV7gr4KxGPv893ZXhbeq\nPgw8nN+vishHgBt285yGYRgXzQHIKnjJDJYiciPw+cBf5E3fKyIfEJE3ishV5znmVhG5S0TuOnny\n5CUaqWEYBvtebXJJhLeIrAC/CXyfqp4Dfh54BnAzaWb+U7OOU9XbVPWEqp44fvz4pRjqFck4KMQw\njDGjwK15y16x694mIlKSBPebVPW3AFT1U1P7fxH4nd0eh2EYxoWw39Umuyq8RUSAXwI+oqr/z9T2\n67M+HODrgQ/u5jguV0ah8v6G68E71AvFmWTcjL1kHXRNrtB+DrRIf7RUhNArkuHSTwyN6tL7tisU\nffAp1//Y0BhKGRsqR0bIreuxSO+LbVzQ1Quxk8/pAYRYKjrw6LgYA2iRjJZ00/TGVQGNQtlJxry2\n8fgi4stAiI5H11ZYqhoqH9gIadCPry8hAkeu2kh9iHK4M0BEKXLF+jY6Bm1J6QODpkQVTp9dwflI\nUaT719+o0NpDEdFhumjXd0jM4fwN+FrwA8bbfD8ZPov+5j+4EsG1JbFIleSTIXgyhRsVxRj9I/KD\nCA7cSspXICEZmeWqJaQN+F43f0ARN11Jfkaxhnj23ObPwsLlZ2NBOvzPwMuAr9jiFvjjIvI3IvIB\n4AXAv9rlcVyxxPLyq5rSDOfPOZaq+QFMbZz/+Lft5Xf/jAXZQZ23iNwiIh8TkbtF5Adn7P+WbAP8\nGxH5MxH5vHl97ra3yZ8ydhjbxDt387zGhNHMezv0gMXZjmbe27FRzw9gGs28t21TzL9/Mv93wjhg\njCIsd6QvEQ/8LPAi4AHgThG5XVU/PNXsE8CXqerjIvLVwG3AF27Xr0VYGoZhzEDijulNng/crar3\nAojIm4EXA2Phrap/NtX+fcBT5nV6wOZchmEYl4BFVSZJvh8buTTn5dYtvd0A3D+1/gDbx7t8J/Cu\neUO0mbdhGMYMLkBt8piqntiRc4q8gCS8v2ReWxPeB5hReLyeOo2UZdLTeQ+Fxw26aOGQfgqXjkeX\nkTYmjxMn+GHAtXHsYQLZuyMo5ZrQLHtcEKIXiv7IA0SIU4mupqvOj/xdo4fQmYTVj8Lt1U+1kVzU\nANAiHSOtpPEPNofqJy8Ul/pZDiCB4alUeKB7TZ+yCLTBUbqAd8pSWbNUNJxkBYAj3T4AdfBUPtD1\nLYWLbLTluKgDQOnDptdnXHeSYShoQrrHGzncPkZH3XpicLRdn8L58//X4VoJTvFrHmkEvSZfcz6N\nNJIKPygU6znVgAquBdemTop+KvDgG0VCyomSijgAvYnxVMah9iVl5ceeKcXJXIyh2wFN2yQNHAB/\n9OgmD5Nw5gzGedg5b5MHgadOrT8lb9uEiHwu8Abgq1X11LxOTW1iGIYxgx1MCXsn8CwRuUlEKuCl\nwO2bziXyNOC3gJep6scX6dRm3oZhGLPYoZm3qrYi8krgDsADb1TVD4nIK/L+1wP/DrgG+LkUHkM7\nTxVjwvsyR3vVWHVi7A4aQew/7OXFDlePV9V3ssVFOgvt0fvvAr7rQvq0R+4Ac9Ci4xbxJ1+kjSzN\n9/M+vjS/yLNb4D/vSAd+UGiPH5rbZmQrMc6PVdIxdpVFvoT7ada9yExmkTa6Mf+xPbmxMrfNtMHy\nfIwMltuxyKxbmktTSWdssNyGg/ajv2fo/o6PN+F9gBl9CePZc0iRc5lceyztHDbIEChGBRsCsVfS\nHE41z1wdcU1E2kh9JNdB80IohZhzmEQvm3KewMgDJOdD8aP15FEy2o9ASGk40r5i84x65EUCECsF\nr7AUYOjGhRrEa5r+OKXotGg+QVEGBoN0TVGFYV1Qb5RUZUtBZHXYZXXYZblKeT2cKG10FC6yVnd4\nrF0mREflAyH36UXxLtJv0j1sWs/puJTGmtuMBH1oHbFxuCKNr6jCuI1UgbLX0vjUj+8EQu3RLLhl\n4HFt7q8UJMtQP5z8aLWD5FkireCbdK8kJC+U6WIOm2Z8fvYPg+RKEhLT5wzpx3xTa/M2OS9XdGIq\nwzCMA8kBSExlwtswDGMGe5mrexFMeBuGYcxgvwtv8zYxqM7uH6OmYewLlGSwXGTZI2zmfYBwS0tI\nOSPVqXcTz5OmBecg5GnDqLK8CL4J+HMD4lKFFo7QLRjFbvthTOHxrTDseEIOgw+lbKr+HqpJcYbY\nSes4YBT63lEkyNggOSJVlZ+sx0Khiil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3u95P38rJy1x56WX7p6NDHl6X9GrP+jNm9kzP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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = H&N_VMAT_Evaluated_1mmPx\n" ] }, { "data": { "image/png": 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9LC8Rj/bYuHaJ4bFkqItFCvmG5OsdplJGj9eni5aXEDo5F3f2DZfIODQeSGHx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\nuhfBhLdhGMYWHHThbd4mBtWj9fxGhnE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 0.639775767\n", "Gamma pass rate = 100.0%\n" ] }, { "data": { "image/png": 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gjeD9CSJ6BcBaAKlWSxnAxYvR9f4S80ZJjDA+Hr9NjZD791e+bxSnTsnrxYti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\ntLY6z5di0fUVDgHsvydCLBY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xDpZrozFb4ti6VQR00nFOnRIBWM4QqUI/jo0bxU2ynBtj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\nRPz/15pyV7aAWKIAAAAASUVORK5CYII=\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ref_keys = [\n", " 'H&N_VMAT_Reference_0_25mmPx',\n", " 'H&N_VMAT_Reference_1mmPx',]\n", " \n", "eval_keys = [\n", " 'H&N_VMAT_Evaluated_0_25mmPx',\n", " 'H&N_VMAT_Evaluated_1mmPx'] \n", " \n", "run_tests(ref_keys, eval_keys, thresholds=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Complex head and neck VMAT arc 1% and 1mm" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reference = H&N_VMAT_Reference_0_25mmPx\n" ] }, { "data": { "image/png": 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RuFWiN40gMvUIafOpu3ZdHJihWb20aQyA5HViv7GYht1LUGK5jR8He3kkiVuC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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = H&N_VMAT_Evaluated_0_25mmPx\n" ] }, { "data": { "image/png": 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3tDOaqUUKj7f11N2sgmDlWnVJqmWWAu/N4k6VoNnid8EaNMThFtV4MKttomrN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\nQfx/6Xm/egr/n8QAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 0.639775767\n", "Gamma pass rate = 99.42721329391858%\n" ] }, { "data": { "image/png": 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11ov8nKeU+iaARAnh/B4pHKYmZs2iE/XIEf9tWlpMeLyDQ14oYpoArfUXshx/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\naOD+7m62iUZ5fR0d5l60tRlB7U3AJVRGKYAhn2Mxsoq2beM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Reference = H&N_VMAT_Reference_1mmPx\n" ] }, { "data": { "image/png": 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HDGLJ6TqF/X/2jQ+xWncYNgUbdUWnbAlRGNST+xODQ31kbb2C9QKc0ru/wOUJ98bxCgD1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\nSes4YBT63lEkyNggOSJVlZ+sx0Khiil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3u95P38rJy1x56WX7p6NDHl6X9GrP+jNm9kzP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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluation = H&N_VMAT_Evaluated_1mmPx\n" ] }, { "data": { "image/png": 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9LC8Rj/bYuHaJ4bFkqItFCvmG5OsdplJGj9eni5aXEDo5F3f2DZfIODQeSGHx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\nxhhTQf8PfBZnCYr3bgQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Max Dose = 0.639775767\n", "Gamma pass rate = 98.85542486418059%\n" ] }, { "data": { "image/png": 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3sk8knkCHDjnXTX0Qe69VUwOcPy+vDx6UVbLe60aj7mHbr1/+MZQSnfZ+GTiQD3/sY+Gu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\n7k+GkY1oVOKYBMVAqaoSz5DGRvGKUX2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IvbO+fJ5DQd5B3qQmRmEo5EydiKYR0atEdCqV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\nhLphGEYZ8f8DVWoGIKdWQBoAAAAASUVORK5CYII=\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ref_keys = [\n", " 'H&N_VMAT_Reference_0_25mmPx',\n", " 'H&N_VMAT_Reference_1mmPx',]\n", " \n", "eval_keys = [\n", " 'H&N_VMAT_Evaluated_0_25mmPx',\n", " 'H&N_VMAT_Evaluated_1mmPx'] \n", " \n", "run_tests(ref_keys, eval_keys, thresholds=1)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }