diff --git a/docs/source/api/xdesign.metrics.rst b/docs/source/api/xdesign.metrics.rst index 1b284ac..d8e7888 100644 --- a/docs/source/api/xdesign.metrics.rst +++ b/docs/source/api/xdesign.metrics.rst @@ -51,7 +51,6 @@ Standards-based metrics .. autosummary:: - compute_mtf compute_mtf_ffst compute_mtf_lwkj compute_nps_ffst diff --git a/docs/source/demos/NoReferenceMetrics.ipynb b/docs/source/demos/NoReferenceMetrics.ipynb index aac9d32..c55e982 100644 --- a/docs/source/demos/NoReferenceMetrics.ipynb +++ b/docs/source/demos/NoReferenceMetrics.ipynb @@ -46,7 +46,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -93,16 +93,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/algorithms.py:54: RuntimeWarning: halfspacecirc was out of bounds, -1.1249850495609337e-09\n", - " RuntimeWarning)\n", - "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/algorithms.py:54: RuntimeWarning: halfspacecirc was out of bounds, -1.597134646758036e-10\n", - " RuntimeWarning)\n", - "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/algorithms.py:54: RuntimeWarning: halfspacecirc was out of bounds, -7.460398965264403e-11\n", - " RuntimeWarning)\n", - "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/algorithms.py:54: RuntimeWarning: halfspacecirc was out of bounds, -8.34076696598629e-11\n", - " RuntimeWarning)\n", - "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/algorithms.py:54: RuntimeWarning: halfspacecirc was out of bounds, -1.9854995425561128e-10\n", - " RuntimeWarning)\n" + "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/intersect.py:57: RuntimeWarning: halfspacecirc was out of bounds, -1.1249850495609337e-09\n", + " \"halfspacecirc was out of bounds, {}\".format(f), RuntimeWarning\n", + "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/intersect.py:57: RuntimeWarning: halfspacecirc was out of bounds, -1.597134646758036e-10\n", + " \"halfspacecirc was out of bounds, {}\".format(f), RuntimeWarning\n", + "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/intersect.py:57: RuntimeWarning: halfspacecirc was out of bounds, -7.460398965264403e-11\n", + " \"halfspacecirc was out of bounds, {}\".format(f), RuntimeWarning\n", + "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/intersect.py:57: RuntimeWarning: halfspacecirc was out of bounds, -8.34076696598629e-11\n", + " \"halfspacecirc was out of bounds, {}\".format(f), RuntimeWarning\n", + "/home/beams0/DCHING/Documents/xdesign/src/xdesign/geometry/intersect.py:57: RuntimeWarning: halfspacecirc was out of bounds, -1.9854995425561128e-10\n", + " \"halfspacecirc was out of bounds, {}\".format(f), RuntimeWarning\n" ] } ], @@ -146,7 +146,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -197,10 +197,6 @@ "source": [ "plt.imshow(recA[0], cmap='inferno', interpolation=\"none\")\n", "plt.colorbar()\n", - "plt.savefig('UnitCircle_noise0.png', dpi=600,\n", - " orientation='landscape', papertype=None, format=None,\n", - " transparent=True, bbox_inches='tight', pad_inches=0.0,\n", - " frameon=False)\n", "plt.show()" ] }, @@ -211,7 +207,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -261,7 +257,7 @@ "outputs": [ { "data": { - "image/png": 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xuODj0QA/Tz/8PP3wtf/1UQbMYiOmanX2etQi5EoSAWkXr2ZizYRjf0DiQe23iwf4dYb2j0LA3ZVQKx2dkpEzEF2es5hMJhMffPABd9xxB9nZ2YwdO5agoCCmTJlCeHg4AwYMYNy4cYwaNYpmzZpRs2ZNoqOjy6tKOjcgFbYndUXRtl1bmffrXE5ePkn8lZPEXz7JycsnOZd2DrHvN2QQoWZWBhdcXBHALDZePbqZAFUl7yymy2fg+Fo4vgbi1kCHx6D9BLh4ApaM0XoXjbpBg45gdtXS6DOkdCqIgwcPEhhYuGlJR6c4FPQsKaW2i0h4SfK56XoQBmUgsFYrAmu1ynM+05rBqSunOGlXGJtObyTxsraBUpYy8lH7+xkTPJ4QsWFQ9vWBnvUheIh2wFUTVepZSL8Aq18GBIwumpLo/6E+Q0pHR+eW4aZTEM6oYnKlSfWmNKneFIDw+uH83/oXsNgsKKVIuJLAS3++QB23OvTw60VP/174eFzTHc+xpTZoDxN2QnoynFiv9TLi1oCbPhino6Nz6/C3URDXElAzkFdvf529iXsJqR1CY68mbDm9mT9O/M7Cw9/y7eFoAmu2opd/b25rcDvuZvf8mbjVgJZ3aUdxELmqZHR0dHRucv62CgI0JRFQ86odrotvV7r4diUpPZHVJ1ex8uQffLDrfT7Z+zER3hH09O9NaJ3QvDOjSkKOcrh8RjNf6ejo6NzE/K0VhDNqudVmUIv7uLf5YI5cPMwfJ35nbfwa1sSvprZbbbr79aSnXy98PX1LnnnaBXi3EXi3gTZjIWgouFYr9zro6OjoVDQ3nYJIvJzJ8l2n8KlRlQY13KjlUQWDIb9ZpziOzJRStKjRkhY1WjIu+CG2nNnMyhO/8/3hhSw8/C0BNQPo6deb2xt0wcPFQ0vkXs/5LCYAgwl6vQY7PoMfH4afn4Sg+6DrS1CrWXlfDh0dHZ0K46Zz9514OZNXFu9jwudbuOvtNfR47XeGfbCef87bwdvLDxK9MY53V8Tw+tL9nLmUgXDVkdmK3QlO83UxunB7gy5MiZjG55FfMSZoLGmWdGbt/oDRK+5n5tY32H52G9nPnIKXJf+RM8XVtRp0/idM3A/jN0HYKIhZAvYpuCQehksF+8rR0alsxo4dS926dQkODi4wfPXq1Xh5edG6dWtat27NK6+8AsChQ4cc51q3bk21atV49913Abhw4QJ9+vShefPm9OnTh+TkZABmzpzpiB8cHIzRaOTChQsAvPfeewQHBxMUFOTIJ4f//ve/tGzZkqCgICZPngxojgZz8goLC2Px4sUAnDx5kh49ehAYGEhQUBDvvfdekXnNmzcvT10MBgO7du0C4JtvviE0NDRP/NwsXLgQpRTbtm0DtH3GR48eTUhICIGBgUyfPt0Rt6R1BNizZw8REREEBQUREhJS8fuXi8hNdbRt206OJ16RjUfOy8LNx+X9FTHy3IIdMmrWn9Ljtd+k45QVjuORKb9I7Msr5ZEpv0jHKSvk7rdXS0mw2WxyJPmwfLRrloz4aajctThKRv88Sr7c97msPrlKvj30jRxMOlB0RpaMq/9HDxJ52SAyJ1Jk37d5w3RuaQ4cKMazlMOb9USmkv94s16ZZFizZo1s375dgoKCCgxftWqV9O/fv9A8rFar1KtXT+Li4kRE5Nlnn5Xp06eLiMj06dNl8uTJ+dIsXbpUevToISIie/fulaCgIElNTRWLxSK9evWSw4cPi4jIypUrpVevXpKRob03Z8+eFRFxxBURSUhIkDp16ojFYpGEhATZvn27iIikpKRI8+bNZf/+/YXmlZs9e/ZI48aNRUQkMTFR/Pz85Ny5cyIi8sADD8jvv//uiJuSkiJdunSRjh07ytatW0VEZN68eTJ06FCHjA0bNpTY2NhS1dFisUhISIjs2rXLIY/Vai3wHhT0LAHbpITt7U1nYlIK/Gu54+dmhkY1UaarnSARISXdwh1vrKI1ihkGM65K+/u8zcKuSxm8+3MMXQLqEOZfA5Ox8A6UUopm1ZvTrHpzxgaPZ+vZLZoJ6sgix6I8s8HMa7dPzzMYng9Tlav/93kT6rSCXV/Cd0O0qbMRT0PXF/VFeDrFp4LW43Tt2rXMmwD98ccfNG3alIYNGwKai/DVq1cDMHr0aLp3784bb7yRJ82CBQsYPnw4oC3y6tSpE1WrVgWgW7duLF68mMmTJzN79myef/55qlTR3qm6desCOOKCtrd3jvsPb29vvL29AfD09CQwMJBTp07RqlUrp3k5k+vYsWO0aNGCOnXqANC7d28WLVpEr169AHjppZeYPHkyb731liO9UorU1FSsVivp6em4uLhQrVo1tm7dWuI6/vrrr4SGhhIWFgZArVq1in1PSstNZ2LKwbIkhszX15LxzgYyv9hB1uIDZG+Kx6uqCz3dqziUA+BQEh2MRr7fdpKJX24jauYqpi7aw+/7zpCaYS2yPLPRTGef2/i/TlMZ1Py+q3LYLMza9QEJV04VT/CaTaDnK/BULIz6FZr2BexjKPoiPJ3cfNE9/7FlVvHSpibmT1tObNy4kbCwMPr168f+/fvzhUdHRzsaVYCzZ886Gmlvb2/OnTuXJ35aWhorVqxg0KBBAAQHB7N27VqSkpJIS0tj+fLlDieChw8fZt26dXTs2JFu3bqxdetWRz6bN292mF4++ugjTKa8379xcXHs3LmTjh07FplXDt98842jLs2aNSMmJoa4uDisVis//PCDQ66dO3dy8uRJ7rzzzjzpBw8ejLu7O97e3vj7+/PMM89Qs2bNUtXx8OHDKKW44447aNu2LW+++Wah96k8uOl6EDkY2/pg8KmGXMzQjpMpZKdkoup78KJFYbxm3FpTEiYYEsyW7GzWxpzjz8Pn+WXPaUxGRbtGNenSsi5dAupQz8ut0LI7eHfgyK5tPHyiNx/5/0qM4RSP/jGBPg37MqzlcGq5FcM3vsEITftoh47OTULbtm05fvw4Hh4eLF++nHvuuYcjR444wrOysli6dGkeW3tR/Pjjj9x2220Or7CBgYE899xz9OnTBw8PD8LCwhyNvdVqJTk5mU2bNrF161aGDBnCsWPHUErRsWNH9u/fz8GDBxk9ejT9+vXD1VVzkXPlyhUGDRrEu+++S7Vq1YrMCzSFU7VqVcd4TI0aNZg9ezZDhw7FYDDQuXNnjh07hs1mY9KkSXz55Zf56rZlyxaMRiMJCQkkJyfTpUsXevfuXao6Wq1W1q9fz9atW6latSq9evWiXbt2jh5MRXDzKoiWtaFl3oZYRMh8fxPG7IL9SxlswM9H6PZEJyJ+j4XaXlx0NXEo08qGc6nM+esgby0/SAtvT7q2rEuXgLq0qO+Zz1tl80v1+dfxQRis8OLx+7AMaso3mctYEfszq06spH+TOxnU4j6quejTW3XKwJjVpU/rXrts6Z2Q07gCREVF8eijj5KYmOjYMOjnn3+mbdu21KtXzxGvXr16nD59Gm9vb06fPp3PlHNtjwNg3LhxjBs3DoAXXngBX19tyrmvry/33nsvSik6dOiAwWAgMTHRYfYBTcG4u7uzb98+wsPDsVgsDBo0iJEjR3Lvvfc64hWVV0Fy3XXXXdx1l7Zw9pNPPsFoNHL58mX27dtH9+7dAThz5gwDBgxg6dKlzJ8/n8jISMxmM3Xr1uW2225j27ZtNGnSpMR19PX1pVu3bo5rHRUVxY4dOypUQdy0JqaCUEphHhAAZifVMhm0cJtgaFoT5WLE61wqHeIv81Sajc/aNWRinxZUMxpovPY4Gz7ewrtvrmHuN7vYtv8MFquN7NhkMubvwWC3ShmsYFp4jHGeQ5nV+2Nua9CFH44u5uFfx/HNoWjSrenlV8FVL8PyJ+DkppK5NtfRKSfOnDnj2DRoy5Yt2Gy2PLbw3Db7HHJchAN89dVX3H33VY/Jly5dYs2aNXnOAQ4z1IkTJ/j+++8ded5zzz2sXLkS0EwuWVlZ1K5dm9jYWKxW7aU8fvw4hw4dolGjRogI48aNIzAwkKeffjpPGc7yArDZbHz33XcMGzasQLmSk5OZNWsW48ePx8vLi8TEROLi4oiLi6NTp04sXbqU8PBw/P39WblyJSJCamoqmzZtIiAgoFR1vOOOO9izZw9paWlYrVbWrFmTZzvYiuCm7UE4w9i4BgwLwRK9F3L5ysdswDwsRAsHzFEtHEGSaUWS0qjpamZUTTdGBtcnY/5eOl1Ix5gpcOgiHLrIQrWfKDFS5doys4WM+XuoMyKUSe2eZlDzQcw9OId5B+fw07EfGdJiKJGN+mE2mstWudSzsPML2PJfqN4YQoZDyEioW7EPic4NSFHrcUrJ8OHDWb16teOLddq0aVgsFgAmTJjAwoULmT17NiaTCTc3N6Kjox097LS0NH777Tc+/vjjPHk+//zzDBkyhM8++wx/f3++++47R9jixYvp27cv7u55Xd0MGjSIpKQkzGYzH374ITVqaO/t2LFjGTt2LMHBwbi4uPDVV1+hlGL9+vXMmDEDs9mMwWBg1qxZ1K5dm/Xr1zNnzhxCQkJo3bo1AK+//jpRUVFO8wJYu3Ytvr6+jv25c3jyySfZvXs3AFOmTKFFixYUxsSJExkzZgzBwcGICGPGjCE0NLRUdaxRowZPP/007du3RylFVFQU/fv3L+adLR03nbvv8PBwyZljXBjZsclXlcQ1yqG4iE2QSxlknbnCySOJ1Nh3Dg9rIdfL0wXXSZ0dP2MuxDDnwFfsTdxDXbe6DA8cSXe/Hs5deRRnFlPGJYj5AfbOh2O/Q+sxcPenWo8i5RR4lWL1t84Nge7uW6e8KC93339bBQF2JbE0BvOAgBIrB2f5Xf56l2N2VG5EBHVXS1zb+pB98Dy2o0koPy8Mfl7stsYw5+BXHL14FD9Pf+4PHEUn74iy78R15ay2+VF1fzi1Df7XHvxvh5AR0Oo+zQ6tc9OgKwid8kJXEJXEC2+uZnK65FESGSK8ZLNw2M3EPeG+DDOacNuaADnTZ93NGPy92NbpInMOzeHUlXha1GjBqFYPElYnLF8ZpVJsl8/Azs9h7zw4f0Bz+dGkD9z5kaZA9DUWNzy6gtApL27ZDYMqm653tGDK0gO8YjPiqhQZIkwxZNPqtkZUTUxlzvpY5ipF94A6jAyoTwurDdvJFEjNorPf7XRsEEHC3NUkxZ1lz8FlbPf5na4d+9OsnjZwlds0ZoneC8U1jXnWh64vQJd/wdm9mgnqyDJwt8/u0NdY6OjolBBdQZSQHId/b/5ymIfThU/cFFF3tHKcT0hOZ9GWEyzdEc8fB87RwtuTIR0b0idYc/9tNBip79eEOunVaHnOG3VOYduVwLYGu/GNaE31JWevDq6XVEmAttS8fqh29JlR7vXX0dG5ddBNTBVEepaVFbtP8+3m48SeT6WGuwv3tPNlYHs/6lbTFu9IppX04+c5tGcbsYlH6HU+hCpSwEynUg6y5+HlQsY7Xr65noG/K7qJSae8KC8T099qHcSNhJuLiYHt/Zg/8Tb+OzqcYF8vvlx3jIHvrOWl73az9+RFcDFStYU3bQbfRb+MjgUrB9B6Ej8crDhhU07B8sfh7L6KK0NHR+emQ1cQFYxSivZNajFzRFsWPtGF+zr6s+FIIg99upmxn2zi590JZFltuNzdyvkCP8DUrREAciUTsWSXr5Dxm2H7/2B2CHx2G+z6CizluMBP56YgIyODDh06EBYWRlBQEFOnTs0XZ+3atbRt2xaTycTChQvzhaekpNCgQQMee+wxx7kXX3wRPz8/PDw88sT98ssvqVOnjsOt9qeffuoIe+655wgODiY4OJhvvvnGcX7kyJG0bNmS4OBgxo4d61ijAZor8tatWxMUFES3bt0c5xs1auRYBxEefvUD+qWXXiI0NJTWrVvTt29fEhISHPkU5NIc4J133iEoKIjg4GCGDx/ucLe9cuVK2rZtS3BwMKNHj3Ys2iuNS3NnclUKJXX/WpIDiAQOAUeB5wsI9wdWATuBPUBUUXm2a9euQPe2NxOpGRb5bvNxGfL+Ouk4ZYX0e3OlfLLyiFzYf1Yu/3uVpE+7elx85Vf55bcFkmnNFBGRzO/3S/ob6yTr58OSfe5K8Qstyj10aqLIn2+LvN9mQUvNAAAgAElEQVRCO/9GbZHMEuSvU2ZK5O67ArDZbHL58mUREcnKypIOHTrIxo0b88SJjY2V3bt3y6hRo+S7777Ll8cTTzwhw4cPl4kTJzrObdy4URISEsTd3T1P3C+++CJPvBx++ukn6d27t1gsFrly5Yq0a9dOLl26JCIiy5YtE5vNJjabTYYNGyazZs0SEZHk5GQJDAyU48ePi0he190NGzaU8+fP5ysnJ08Rkffee08eeeQREXHu0jw+Pl4aNWokaWlpIiJy3333yRdffCHZ2dni6+srhw4dEhGRl156ST799NN86Yvr0tyZXCXhhnf3rZQyAh8CfYB4YKtSaqmIHMgV7f+Ab0VktlKqFbAcaFRRMt0oVK1iYnAHf+4N92PrsSS+3XyCz1b/xecK2qB43WDCFQMZ2Hi11nYOX1nHktWreaLNUzRv64PVBtnbEsjecgrl54UpwhdjQJ3CCy1qKmvVWtD5aYiYBHGr4fQOcLGvbv11MtQPg8BBYHYtl2ugUz7EXDjI3sS9hNQOKdzlfDFQSjm+8i0WCxaLJd9anUaNGgFgMOTv7W7fvp2zZ88SGRlJ7nHCTp06lUiOAwcO0K1bN0wmEyaTibCwMFasWMGQIUOIiopyxOvQoQPx8drmW/Pnz+fee+/F398fKNh197Xk9iuVmpparHVJOW67zWYzaWlp+Pj4kJSURJUqVRyrqvv06cP06dMdfpZyKK5L89LIVVFU5CymDsBRETkGoJSKBu4GcisIAXKuhhdQiX2p64/BoOjYrDYdm9XmRFIqD360kR1Z2TyfbeV5g5kZNiu7zrahnqpPutsqnlv7LPc0H8iIe+6nSmQzsnefIXvHaWwnUzAG1NG0/oV0DLWqFl24M5SCxj20AyArTVu5vWEmuD0JrUdDu4ehdsvyuQg6BfK/PZ8Qe+lYoXHSLKnEpsQiCApF42qNqWp2dxq/sVcTHgp9uNA8s7OzadeuHUePHmXixIkO19hFYbPZ+Oc//8mcOXP4448/ipUGYNGiRaxdu5YWLVrwzjvv4OfnR1hYGNOmTePpp58mLS2NVatW5fM5ZLFYmDNnjmOHuMOHD2OxWOjevTuXL1/mySef5IEHHgA0xde3b1+UUjzyyCM8/PDVa/Diiy/y9ddf4+XlxapVqxznc1ya+/j48NZbbxEUFESDBg145pln8Pf3x83Njb59+9K3b19EBIvFwrZt2wgPD2fhwoUO19055Lg0/+CDDwDNpfmLL75IUlISbm5uLF++PI/5y5lc15uKHINoAOS+SvH2c7l5GbhfKRWP1nt4vKCMlFIPK6W2KaW2nT9/viJkrXT8a7mTnqWNLexCGGbLYpd9U6JzZ7z5b89Z9G7Yh++PLOKpVY9zKPMvTJ39cZnYAVP3RgDY/rpA1odbyPpqF9n7ziJWW75ysmOTyXhvI9mxycUTzKUqPBYDD/wOjXvC5vfhgwDYu+BqnJn1tVlS1x4z65fpmugUTqo11bFxlSCkWlPLnKfRaGTXrl3Ex8ezZcsW9u0r3sSFWbNmERUVhZ+fX7HLuuuuu4iLi2PPnj307t2b0aNHA9C3b1+ioqLo3Lkzw4cPJyIiIt/eDo8++ihdu3alS5cugPZlv337dpYtW8Yvv/zCv//9bw4fPgzAn3/+yY4dO/j555/58MMPWbt2rSOf1157jZMnTzJy5EhH453j0nz37t08/vjj3HPPPYDmoG/JkiXExsaSkJBAamoqc+fORSlFdHQ0kyZNokOHDnh6euaTtzCX5pGRkXncfTuTqzKoyB5EQf2ia+dTDge+FJG3lVIRwBylVLCI5GnZROQT4BPQprlWiLQ3APW8XDlzqeA9Zr/ZcIbxERO5rcHtfLDzfZ5b+yx3N7uHkYGjqGLW3AcavD0x9WxM9o7TWL4/CFWPYgyrj6lbQ5SLqfSL8AwGaNJLO67YHQY2se9jcWCRvgivAijqSx8089L/rX8Bq82KyWDin+HPltnMlEP16tXp3r07K1ascLo/dW42btzIunXrmDVrFleuXCErKwsPDw9mzHC+Fie3F9iHHnqI5557zvH7xRdf5MUXXwRgxIgRNG/e3BE2bdo0zp8/n8cpoK+vL7Vr18bd3R13d3e6du3K7t27adGiBT4+2hqlunXrMnDgQLZs2ULXrl3zyDJixAj69+/PtGnTnLo0X7VqFY0bN3a4A7/33nvZsGED999/PxEREaxbtw7Qdn7LUU45lMSluTO5KoOK7EHEA7k/J3zJb0IaB3wLICIbAVfglnUgNKFXc1yvmcnkYjIQ4OPJJyuPMuS/6zlzuj7vdf+QOxpF8sPRxTy16nEOJGlWO+Xugun2hrg83hHziFAM/l7YDp4Hk0FTDgv25luEV+yeRA4e9aDL81f9PJ3ZXdZq65SSgJqBvHr764xsNYpXb3+9zMrh/PnzXLx4EYD09HR+//13h2vqopg3bx4nTpwgLi6Ot956iwceeKBQ5QBw+vRpx/9Lly51zNvPzs4mKSkJgD179rBnzx769u0LwKeffsovv/zCggUL8oyD3H333axbtw6r1UpaWhqbN28mMDCQ1NRULl++DGj2/F9//dWh8HJvdLR06VJHXZ25NPf392fTpk2kpaUhIvzxxx8OmXNcd2dmZvLGG28wYcIER94ldWnuTK7KoCJ7EFuB5kqpxsApYBgw4po4J4BewJdKqUA0BfH3tCEVg5zV2B/9cYSzlzKo5+XKhF7NiQzzYWfcBd775RDTvt9LoE81nowcSWef2/hg5/v8a91kBjS9m/sDR1HF5IpSCmOzmhib1USsNmzHL2nK4VqTU2lWal9Lz1dg7b/LWHOd0hJQM7Dceg2nT59m9OjRZGdnY7PZGDJkCHfeeSdTpkwhPDycAQMGsHXrVgYOHEhycjI//vgjU6dOLXDb0dxMnjyZ+fPnk5aWhq+vL+PHj+fll1/m/fffZ+nSpZhMJmrWrOnYkc1isThMR9WqVWPu3LkO88uECRNo2LAhERERgPYVP2XKFAIDA4mMjCQ0NBSDwcD48eMJDg7m2LFjDBw4ENDMUCNGjCAyMhLQ3JAfOnQIg8FAw4YN+eijjwCcujTv2LEjgwcPdkzzbdOmjWM8Y+bMmfz000/YbDb+8Y9/0LNnT0f9S+rS3JlclUGFrqRWSkUB7wJG4HMReU0p9QradKul9plL/wM80MxPk0Xk18LyvFlWUlcENpvwy97TzPr9MOdTMunRqh7jevjx++lvWB67DG93H55o8yRBtfOaBDLe2wiXMp1n7FUF1ycjSi9YYau0u02B8Ang6V36/G8R9JXUOuWF7s31FiYjK5v5G+L4en0sVpuNIR0b0iEolc8OfMC5tHPc2WQAo1o9gKtJm5KaZ2+MazEqzRxVzwOMClWlFJ3KwhQECoxmbWOjzv+EukElz/8WQVcQOuWF7mrjFsbVxcjY7k357onb6Rfqw4KNcUyZe5HuHs8R2ag/Px5bwhOrHmNfojYDxdi4BuZhIflXapsMmEdo5iXruuNkvrMRy8+HsZ0v4WwYZ7uYudeDxw9D2/GwLxpmBcPcftrUWR0dnRsevQfxN+Dw6RTe/+UQ22Iv0LC2OwNus7Em8SvOpJ2hf+M7eSDoQdxMboXusmdLSMG65RS2/ecgWzA0qo6xoy/GluU0ZyAtCbbOhrN7YMi32rkTG8AnHEwu5VPGTY7eg9ApL3QTk04eRIT1h8/zwa+HOZ6YStvGHjRquYP1Z1dQr2o9Hm/zJKF1worcjEhSs8jeeRrr9gQMjarjcrf2kEm6BeVWxj21c3PlLLzjD1XrQMcntMV3btXLL/+bEF1B6JQXuoLQKRBrto3F207yv1V/cTnDQtfWmSS5LeFc+hmiGvcnwqczh5MPF+maQWw2yMxGuZmxJVwm64sdGFrVxdS+AaqBZ9mX/4vA0RWw4W2I/QNcPDRT1G2Tb9kBbV1B6JQX+o5yOgViMhq4r2ND7gj14cu1x/h283HMpsG0brOP5bHLWH5sGQIoMXFvg2d4sGOXAvNRBgO4aWMWqqoZYzsfsnedIWvvWZSPJ8ZwH4zB9VCmq+MaJdoqVSlo3k87Tu+Ejf/RTFAd7F5ALelgdiuPS6Kjo1NK9EHqvynV3Mw8cUdLoh+7nU5Nvdm4KZT088GaclAgysr8nWtZsbto91equivmyOZUmRSBqV9zyMrG+stRsGmzosRquzq+cSmz5AvwvNvAvXPgmdNQs6l27rsh8EU3mFFDd+NRCCV2nVKcPLOzadOmDXfeeWe+sEmTJjncV7do0YLq1a+aBSMjI6levXq+dM5cdC9ZssTh1jo8PJz169c70kyePJmgoCACAwN54oknHAvXFixYQEhICKGhoURGRpKYmAjA7t27iYiIICQkhLvuuouUlBRAW1MxevRoQkJCCAwMZPr06Y4yVqxYQcuWLWnWrFmeRX3jxo0jLCyM0NBQBg8ezJUrVwBtQVuPHj1o06YNoaGhLF++PE89T5w4gYeHB2+99Zbj3MWLFxk8eDABAQEEBgaycePGQuW90dAVxN8c35pVmT60NTXdXUi/EAhiRERTEqrqcWavLP4mQaqKCVP7Brj8oz0uD7VDuZgQETJnbcEyd3fZV2m72XsdItC4F1yMg4yLBcfV3XiUTSkXwnvvvefU1PXOO++wa9cudu3axeOPP869997rCHv22WeZM2dOvjQjR44kJiaGvXv3kp6e7tj3oVevXuzevZtdu3bx+eefM378eAA2bNjAn3/+yZ49e9i3bx9bt25lzZo1WK1WnnzySVatWsWePXsIDQ11+CkaP348M2bMYO/evQwcOJCZM2cC8N1335GZmcnevXvZvn07H3/8MXFxcWRnZzNx4kR+/vlnDhw4wIIFCzhw4ICjjrt372bPnj34+/s7ynj11VcZMmQIO3fuJDo6mkcffTRPPSdNmkS/fv3ynHvyySeJjIwkJiaG3bt3O66rM3lvNHQFcYuQnJqFNc2b5CP3kno6grTzIbh4JmDx/pqTl0+UKC+lFIaamsdY21/JkJKZ38tWaZWEVgBEPAVPHC152luEfGtbynK9cxEfH8+yZcscjXVh5HZfDVqD7+npmS9eVFQUSimUUnlcdHt4eDjGsnK7tVZKkZGRQVZWFpmZmVgsFurVq+fYoyA1NRURISUlxeFn6dChQw7/Sn369GHRokWOvFJTUx1uul1cXKhWrRpbtmyhWbNmNGnSBBcXF4YNG8aSJUuAq27ARYT09PQ8cuV86V+6dMlRNsAPP/xAkyZNCAq6us4nJSWFtWvXOvwtubi4OHpczuS90dAVxC1CPS9t0Zw1zZu0s+25Et+Di0fvwWDK4J+rJ/HnqfVF5FAwlmWHwOZkooPFhmVpTGlF1hbYFUbi4cLDb3Iyv9qZ77BuPZXfr1YOFhuW+XvIjk1G0rLypS0OTz31FG+++WaB+z3k5vjx48TGxuZxKVEUOS66c1xdgOaGIiAggP79+/P5558DEBERQY8ePfD29sbb25s77riDwMBAzGYzs2fPJiQkBB8fHw4cOOBofIODg1m6dCmg9Rpy3G0PHjwYd3d3vL298ff355lnnqFmzZqcOnUqj+dZX19fTp065fg9ZswY6tevT0xMDI8/rjmZfvnll5k7dy6+vr5ERUXx3//+F9CU2xtvvJFvB75jx45Rp04dxowZQ5s2bRg/fjypqamFynujoSuIW4SCHAFKmj/JMcPISK3BG1un88W+z8m2lWw7U/OAAOdbpZoNGMPqk/3XBSpkttwHAbDgHji+XjNL3SJYlsbk96uVQ7aUWin/9NNP1K1bl3bt2hUZNzo6msGDB2M0Goud/7UuugEGDhxITEwMP/zwAy+99BIAR48e5eDBg8THx3Pq1ClWrlzJ2rVrsVgszJ49m507d5KQkEBoaKhjTOHzzz/nww8/pF27dly+fBkXF21tzZYtWzAajSQkJBAbG8vbb7/NsWPHCnwec8/M++KLL0hISCAwMNCx5emCBQt48MEHiY+PZ/ny5YwaNQqbzcbUqVOZNGlSvi1VrVYrO3bs4B//+Ac7d+7E3d3dMdbhTN4bDX0W0y2CM0eADWu7M2VRLS66/cJiFnE4+TCT2z9HDdfiOe8zNq4Bw0Lyu/IwGzAPC8b6RyzZa4+j/L0w92iMoWE5rnXo+n+w9UM4tASCh8Pg+eWX9w1AldFtCjyvald17jrFbMA8IABV1cVpemf8+eefLF26lOXLl5ORkUFKSgr3338/c+fOzRc3OjqaDz/8sNh5F+SiOzddu3blr7/+IjExkcWLF9OpUydHg9uvXz82bdqEm5s2q61pU20iw5AhQxwNbkBAAL/+qrlxO3z4MMuWLQO0neYiIyMxm83UrVuX2267jW3btuHn55fnqz0+Pj6PyQi0vTGGDh3KzJkzGTNmDJ999hkrVqwAtF5ORkYGiYmJbN68mYULFzJ58mQuXryIwWDA1dWVwYMH4+vr69h0afDgwUXKe6Oh9yBuISLDfPjh6W5snHYHPzzdjcgwHwIbePH1hC708X6AlON92J94kCdWPkHMheJ/heZz5eFYpV0TlwfbYOrXHLmQTtZXu8iasxvbmSvFF7owNx49X4FJJyDqQwjQNnUhK02bLptV9s1zblScuk65ZnV8SZk+fTrx8fHExcURHR1Nz549C1QOhw4dIjk52eFRtSicueg+evSo40t+x44dZGVlOdxq5wxKWywW1qxZQ2BgIA0aNODAgQPkbBr222+/5XO3bbPZePXVVx3utv39/Vm5cqVj7GLTpk0EBATQvn17jhw5QmxsLFlZWURHRzNgwABEhKNHtbEvEeHHH390uNv29/d37JZ38OBBMjIyqFOnDuvWrSMuLo64uDieeuopXnjhBR577DHq16+Pn58fhw4dAuCPP/5w7IznTN4bjpJuYl3ZR7t27QrepVunzKyLOSuR70ZL1DfD5O7Fd8mPR38Um81W7PTWYxck/d0NYj12IV+YLcsqlg0nJH3mekd4SfIuNnu/EZmKyPQaIr+/IJKSUP5lVBAFbTRfGNZjFyT99TWSPm2VpL++psDrXlpWrVol/fv3FxGRl156SZYsWeIImzp1qjz33HP50tx+++1Su3ZtcXV1lQYNGsiKFStERMRoNEqTJk0kLCxMwsLCZNq0aSIiMmPGDGnVqpWEhYVJp06dZN26dVq9rFZ5+OGHJSAgQAIDA2XSpEmOMmbPni0BAQESEhIid955pyQmJoqIyLvvvivNmzeX5s2by3PPPed4ti5fviyDBw+WVq1aSWBgoLz55puOvJYtWybNmzeXJk2ayKuvvioiItnZ2dK5c2cJDg6WoKAgGTFihFy6dElERPbv3y+dO3eW0NBQCQsLk19++SXfNZg6darMnDnT8Xvnzp3Srl07CQkJkbvvvlsuXLhQqLzlRUHPEpoX7RK1t/pKap08JF3J5N9LtnHQOp8qXnF0rt+dSeGPU8XuGbasiCUbZdbs1pZfjiKXMjB1b4ShrkcRKUvAiQ2w8W04uPiqJ9n+s8BcPnWoKEqzkrpEixN1bhl0b646FUItjyq8M6IzjwROJuNsJ/48vZpHf3uK06mni05cDHKUA4ByN2M7lkzWR9vI+v4AtqRy8vLq3xmGLrJ7kn0ILp24qhySjvytBrSNjWvg+mSErhx0KgS9B6HjlOOJqfzrx+9J8VyM2WTg6XbP0MWvU7mWIWkWrBtPkr0lHqw2TFEtMLXzKTphiQqxrwxMPa85CKzTCjo/AysmFbzgzr0ePHumfGUoBrovJp3yQu9B6FQ4DWu789WokfT0epbMNHdmbv8372z+lGwp2VTYwlBVzZh7NaHKE50wdvTF0NALANvFdORShiNemVxK5ExfdPGEfu+DJQ0WjXC+GrsSV2nfbB9sOjce5fkM6QpCp1DMJgNP94lgWsSbcDmYVacX8/Cy50hOv1Su5Sh3F8x9m2Gore3ba/39GJkfbMay4gjZB86Vj0sJsyu0ewge3Q/DfyxH6csHV1dXkpKSdCWhU2pEhKSkJFxdy2e8TTcx6RSby+lZvPDz18SxBKNUY3L4v+jcMLjohKVALmZgXXec7J0FjH2UcTqng8K2Sp1qu9rzuE5YLBbi4+PJyMgoOrKOjhNcXV3x9fXFbM7riUDfD0LnujB32waiY99DGdPpWvt+nulyX9n3hygAh0uJglYNl4eSKExB1AmCjo9D6P3g4l76MnR0bhD0/SB0rgv3h3cmomFTnl/9b9Zd+Iq9iw5wl/8o5q2Pz7NKO2f1dmkp1KWE3c+T8cniLdYqMUYX+GmCtvNd9ykVU4aOzg2OPgahUyqa1qnH/IHvEuDWh4umrXx+5DUuyH7c6m0l0RLLjB/3F2uvicIo1M+TAnPfZmXKv9BV2o9sh7HrIfwR7VzMUlhwN/z1+99qmqyOTmHoJiadMtN/1seoestQBvvsJjGRfGQgtc2N+eHpbmXKO59bawCj0hppdxdcBgVh8PcqUxnFYtdX8OuzkHZemybb4TEIHQVVynGBn45OBaJPc9WpFC6cbUR6YghgH9dVVlw8NXNTWSnQz9OIUFzGtUOZDGR9vQvrxpMVP/On9WjN79M9X4LJFZY9Cl92r9gydXQqGV1B6JSZel6uZF5snme3OmOVZGp5lI8LY4eS8KriGJg2eHvi8lA4hha1yD5w3vmeFOWJ2VVTFA9vg7F/Qs9/a+ct6bBwBPz1m25+0vlboQ9S65SZCb2aM+PHLJKP3IuL50nMVc/hViuGLGM2qw42p0egb5nLMDaukW9AWrmaMN8XBJnZKKMBSbMgKRkY6uff1axcUUpz55FDYgzE/gH7FkDtAOjwOKyZBqnn8qetpFXaOjqlQe9B6JSZyDAfnr8riNrmxqSf7YDrhUG09RyIi9cR3twxlU/W7K4wE5BSCuWqfedYf/+LrM92YN2RcH0Xm3m30cxPA78GFw9YPrFg5QD6Xto6NxX6ILVOhbHmxDr+s/1trFluBBnH8crdPXA1F38HspIiqVlYFh/EdiwZQ2g9zFEtUC4VV17BQgjEb4bPCpl++/LN9c7p/D3QB6l1bii6+XfhzW4zqOoqHGAW4+d8y7lyGLh2hnJ3wTwiFFO3Rtj2nCXrs+3YLpSTh9hiC6GgnB0a6uhUFrqC0KlQWtYM4IPe71Gnai0u1ZjP2AX/Y9/JixVWnjIoTN0aYR4ZCgaFcrkBh9kuxVe2BDo6xUJXEDoVTj33evy39zu0rB6Eof4KJi1/j592VmwjaWxaE5eHw1EeLojNhnXTScTZquzrzUdhkF5xSlJHp7zQFYTOdcHDxYMZ3V6lW4PeuNXbwvs73+Y/P+/Fml1xjXaOfyjbX8lYf/2LrC93YruYXmHl5cHZKu2qtaHPm+BWXfudkXJ95NHRKQX6ILXOdUVE+O7wd8w9+BVZV7xpziheH9QZTzdz0YnLQHbMeSxLYkApzPcEYGxRu0LLKxbHVsK3gyDyXQh74Lp7j9W5tSjXQWqllH/ZRdLRyYtSiiEthzC5/fO4eZznmPljxnyxjOOJqRVarjGgDi4PhaOqu2KJ3od100lHWJk2IyoLXv5QNxh+eBDm3wUpZfNdpaNT3hRmYvoh5x+l1KLSZK6UilRKHVJKHVVKPe8kzhCl1AGl1H6l1PzSlKNz83F7gy5M7zqDau5CZr05PDTvOzYcOV+hZRpquuEytg3GcB8M/pqJx+HrqaybEZWGWs3gwTVwxzsQuxJmBcHe6OtXvo5OERSmIHL3d5uUNGOllBH4EOgHtAKGK6VaXROnOfAv4DYRCQKeKmk5OjcvATUDeafHf/D2rIWr/yJeXD6PeX/GVugiN2UyYo5qgcHHU1MO8/ZcdQRosV1/JWEwQMRT8I/d2h4UaYnXr2wdnSIoTEGIk/+LSwfgqIgcE5EsIBq4+5o4DwEfikgygIg4WX6q83elvrs3/+n+NkG1g/Bs+Buf7/maaYv3kmkpv32vC8KxGdG1PpwqQ0kA1GoOY9ZA+0e13/u/gz3zdN9OOpVKYQoiTCmVopS6DITa/09RSl1WShVn6kUD4GSu3/H2c7lpAbRQSv2plNqklIosKCOl1MNKqW1KqW3nz1esGULn+uPh4skrt/2bnn69cffewoaLXzLhi42cT6m4RXXF2YzoumMwaj0KgF1fwvf3wzf3apsW6ehUAoUpCFcRqSYiniJisv+f87taMfIuaErGtZ9DJqA50B0YDnyqlKqeL5HIJyISLiLhderUKUbROjcbZoOZJ9s+xf2BD+Ba8xBn3b9mzKer2B9fMesFCt2MyGTQwiuT4Uuhz0w48jN8aB+b0HsTOteZwpaZbgbaliHveMAv129f4NppGvHAJhGxALFKqUNoCmNrGcrVuUnRZjgNpb57fd7d/g5Wl3lMnHeZqFZBbDiSWK7bmRob14BhIfk3IzIpzMNDMDSqjnVHAsaQeqgK9B/lFIMRbnsGWvSHH8bAouFQvZHuxkPnuuJ0HYRSaqeItCl1xkqZgMNAL+AUWqM/QkT254oTCQwXkdFKqdrATqC1iCQ5y1dfB3FrcCDpAK9ueoUrGRaS/+qPJfWqddLVbOD5u4LKrCTgmh3rzAbHfhO2uItkfb0LVd0V0x3NMLSo5Vh4d93JtsKR5RAwQPv9Rh1IL2AwW3clrlMIpVkHUZiCiAf+4yyhiDgNy5VHFPAuYAQ+F5HXlFKvANtEZKnS3ri3gUggG3hNRAqd56criFuHhCsJTFg+GTFdIvVsOIiRrMu+WNO8qe/lWubtTHPIjk3GsjQG84AArWeR67x1xRHkfBqGZjU1RVGrarmUWWoSD8EHhZi/dE+xOk4ojYIozMRkBDwoeCyhWIjIcmD5Neem5PpfgKfth45OHnw8fEiMuQ+vpt/j4b1F24a6vrbf9dlL3uVWTkGbEeWcNzwcTvbWU1jXxGGJ3ovLox0qrycBUKNp5ZWtc8tRmII4LSKvXDdJdOWpeSsAACAASURBVHQKoK5HdVIuNcNUNRGlQLDiUi0Od2Oj61K+MhowdfLDGFwXuZSJUgqxZGP76wKGlrWvv7Iw3oDeaXX+thR3oZyOTqUwoVdzVLo/iMkxicet9j4splOcTKpY9xy5UR5VMDTQJu9l7zqD5dv9WObsxnbu+smgo3O9KUxB9FVK1XR2XDcJdW5pIsN8eLZ3Hwynh5J6OgJ1PhLPKm6YG0YzYdFHxCRcuu4yGdv5YIpqju3MFbI+3orll6NIhvW6y1Egp3dWtgQ6fyMKG6S2oU1DzXnyc/coRERK7H6jPNAHqXUuZ11m+sY32Ze8A+ullrx0+z+JaHrtGsyKR9KysK6MJXvHaQwta+EyNOT6FDyzfsF7WxtMYDDD3Z9ByPDrI4vOTUN5z2J6D20B25/AAmC93AC+wXUFoQNgExtf743m+7/mk51ZnbEBTzOodVmW7ZRBloQUMBkw1PVArmQhlzMxeHsCzmdIVQhXzsK3g+HEeoj4J/SeoY9Z6DgoVwVhz1BxdZVzB+BXYLaIxJZBzjKhKwid3GyK38GMLTPIlkx61B3F010GV6o8lp+PkL3tFMZ2Phia1sDy/cF8aywqFGsW/DIJts6CJr1h6GKo4lGxZercFJTrfhCg2ZFEZBUwGfgI+P/27js+qip9/PjnmZJCAkkgEEJvoSZ0kGIFVCxg7659/blf2+paUNe1rG3XtlhWVl13VcTeKIrSEUR6h0AgoYSSUEIICUmmnN8fd0JCmBTYTGaSPO/XK68wc8/ceeaGmWfOPfc851Zg1KmHqFTNGtKmP/8c9RaRpjVzD/yHP05/gWJPcdDicZzTAfug1niW7cb1+frarxTrCIOL3oax70NEHDiDPG9D1WmVLRgUJSLXi8j3WHMZooH+xpj3ai06paqhVZMWfDR2PM09Z5JeuJBbp97L3iN7ghKLRDixdYsHh5+3Vm1Wiu1/O1z1uVX879AO2HBKS7qoBq6yHkQ2Vs/hV6zZzunAIBG5XEQur43glKquiDAn7132CL3st5DryuYPM+5h0a7fghJLlZViP1uLZ3025qgrsIGUzNH45QVrbGLmY+ANbBl1Vb9UNkj9XypeB8IYY24LVFCV0TEIVRljDG/MXsz0rAk4G+3jks5XcEuvm7Hbaq/g3nH1ncoTrCqyxV4QkDYxhF3dC4kKC1xA7iL48T5Y/i50GQ1XTILIAI+FqJBT44PUoUgThKqOzxdv5f217xIZv44ecb0Yd9o44iJqb/qO3yThG6i2tY/F7DqMZ8tBTOZhnDf2RkRwzc2AI8XYujTF1jEOCa/hK5CW/Qt+uBdi28ON06Gplu1oSDRBKFXGjHV7eHH2F0S3nU1MeDSPDh5HcnwtzVWg4kqxFXFNT8Ozai8Ue8Am2NrHYEtJwNHXf92pU7qEdsdCmPs0XPMNhDc+hVel6ipNEEqVs3jLfh7/biZR7achzhxu6nkzlyVdgU0qvYCvxpzsh7jxePHuzMWbdhDvlgPY2sTgHNMNYwzuWenY2sdi6xCLN/PwSSUfv4oLYOUH1jKntto5Hip4NEEo5ce6zEM8OOk3whJ/xtZ4E4NbDuaP/R8kOiz0v0Ebjxex2/AeOkrxP5dag982sVaXK/vWPZUksfx9mPJ76HoxXD4RImJqPH4VOmp6JnWlVyoZY745mSeqKZog1KnI2HeE+z9aRnHUMiIT59MsMp5xgx+jS2xSsEOrNuP24F68C8+cDPD6ed+ebJIwxppQN/2PVhnxa7+D5kFealUFTE1PlBtTyc/FpxqkUsHQsXk0795+GjGuIeSmXcnRYhePzH+I6Rk/Uld60eKw41m2y39yAOsS2q83VP/1iMDgu+GmWXD0ILw3GNJn1VzAqs7TU0yqQcnJL+bBictJ25dNn4EL2Vm4nv4tBtCtaXf6tehH96Y9gh1ipSq9hNZH4hthH9rWWk/b34Q9f3J3wuQ7YM8KKNDlTOujgI1BiMhFQC8gouS+YC0mpAlC/a/yi9w8+tlKlqUfoEfvRRywLcMAYuxc3vphbjntjGCHWKkKL6G9OhkKXLh/3YHJysfWO4GwS08y4T1dyTIwupxpnVbjtZh8O50AXAPcizXN5yqg/SlFqFQIiAp38NoNA+jZKobtWU4rOQgY8fDZumlMX7072CFWyt4xDue1KdaEOygde+jcFHtKAmF3DsR5Q28cQ9oA4D1YgGvGVszhoiBGreqi6vQ/hxljbgJyjDHPAEOBtoENS6nACnPYOJBfTHFeG99qddY3Z2fcet75bXKQo6vasSQRE37CwLSIYO/cFFtL6yot7/ZcPL/tpOiN33B9n6qr4Klqq85UzaO+3wUi0go4AHQMXEhK1Y7s3EIMieSkXUZY40xcBc2JarmMsIQpfJrahGu7XVf7a06fBHvHOOz3D62ynaNfIrYOsXgWZ+JZsQfP6r3YesTjvLLXyb0+rwdqsWSJCr7q9CCmikgs8DKwAtgGfBbIoJSqDQkx1pCauyCRgqxBuPI6cGjLpXC4F5+mfsKry18OaunwmmSLi8Q5OonwPw7FcXYHJC7yWHLwpOdgyl0Z5aEvhfIpHvqW2Yndmlz388OQF5xquap2VZkgjDF/NcYcMsZ8jTX20N0Y82TgQ1MqsO4amUSEs9xbwDhw7z2fSztcz/zMefx54WMcKjoUnAADQBo5cZzZAecoqw6Td9dhXBNXU/zPJbiX78Y0aoOHvrjkRZCWuORFK0lEJVg72LkQfhsP4zvDzMfhaP05NupElU2UG2GMmV3RhDmdKKfqg+mrdzNhVhpZuYUkxERwUd9WfLlkJ3abcNuFbj7PeIfY8FieHPIX2jfpEOxwa5zxGryp+3D/uhOzOw8i7Fal2bI9ivIT8A6mw5wnYe0ka1Gi08fBsD/p6acQV9MzqZ8xxjwlIv/xs1nLfat6a9u+I/xx4nJyC1zcM6Yxk3e9SaGnkEcGjWNAwkm9v+oMYwzuxZl4Zmz1X+Tf3yztPatg1uNQnAe3zvddCmZK16FQIUVrMSlVQ/bnFfHgxOVszT7CfRcl8uvhf7H98HZ+3/v/cVGn+llIoHD8Isit5FLYmHAi/A2KF+dDWJQ1LjHpYjjjcehxuSaKEHMqCaLCq5hE5MHKHmiMee1knkipuiS+cTjv3DqYcZ+v4vUpu7ljxN3Et/yCf615h8y8ndyRcmetLkJUG5xju1c6S9sxvILpT2FR1u8je8FdaK1e12oQjHoJOo0IULSqNlQ2SN3Y9zMQ+APQ2vdzF9Az8KEpFVxREQ5eu6E/5/dO5P3ZOwjbdwWXdL6MaRlTeW7xsxS4CoIdYo06YQLesQ0CEXbcP2zG9cNmTHEFy5Ym9oM/rIFLPrCSxUcjYeIF4HEHPngVEFWeYhKRn4ErjDF5vtuNgS+NMaNrIb4T6CkmVdu8XsM7s9L4eEEGZ3VvwRmD9/DvdRNoHd2GJ4c8RULJFT71hL+FjmyJjXHPzcC7I5ew2/sj9iougHQVWpVic7fDBeOt+45kwzu9IT/rxPZa6yngAjIGISKpQB9jTJHvdjiw2hgTlLrAmiBUsHzx23Zen55KcptYbj3fzptr/o7D5uSJ0/4c8kX+TlZFCx2VrE9hCt24vk/FcVb7YzO2K7VnlVUt1uuquI3WegqogNRiAj4GlojI0yLyFLAY+OhUAlSqLrt6SHuev7oPm/YcZvx3hTzc9wUiHZE8seAx5mXODXZ4NcreMY6I+4eesLZESc/B7M/HuzOX4veW45qehims4jRS40QYcGegwlUBUt1qrgOA03035xtjVgY0qkpoD0IF26rtOTw8aQVhDhvPXZPE59vfYMOB9VzX/YaQL89Rk8xRF+45GXiW7YYoJ85zO2NLSaj89Wu12KAJVA8CY8xy4FPgW+CAiLQ7hfiUqhf6to/jX7efhsNu408TUxnb8kFGtB1Z78pzVEUinTgv7ErYHQOQmAg867KDHZKqYdUp9z1WRNKADGCe7/ePgQ5MqVDWqUU0791xGomxkTw8aQ3dHNdwU8+b62V5jqrYWjUm7Pb+OC/rgYjgzTlqlRcvOsmrl6Y/AIW5gQlSnZLq9CD+CgwBNhtjOgKjgIUBjUqpOqBFkwj+ddtg+rSL5Zlv1nE0exCPDnqM9NwMHpr3INsPbwt2iLVGRJBIJwDerQfxLNpJ0T+X4FmfffwSqBVd8eWItGo8vdkNVk+0ZmSroKvOVUzLjDEDRWQ10M8Y4xWRJcaYwVXuXGQ0MB6wA+8bY16qoN2VwJfAIGNMpQMMOgahQk2x28uz365l5rq9XHVaOy4eYueFxc9S6Cnkuu434PK6SIlPqXdXOlXGm3kY14+bMXuOYOsQi+OCJGzNo45t93uV1K5l8MPdsGsJ9Loarvo8SNHXT4G6zHUmcCnwIhAPZGN9kA+r4nF2YDNwLpAJLAWuM8ZsKNeuMTANCAPu0QSh6iKv1/Dmz5v4dNF2RvRM4O4LWvLs4ifZk78bQXDanDx3+gsNKkkYr8GzfDfuORnYk1vgvLAr4H+exbEk4fXCqv9YRQB7Xg4el1XKIzI2iK+kfgjUIPUlQAHwADAd2AqMqcbjBgNbjDHpxphirDUkLvHT7q/A34HCakWsVAiy2YT7R3fnvvO7MXtDFn/9agdDW1prWxsMLq+LtfvXBjnK2iU2wTGoNeF3D8YxwlpjzL10F65Ja0rLebi8uD5biycjx7pts0H/263kALD4DXirG6z60EoeqlZVZz2IfGOM1xjjNsZ8CLwNVGcWdWtgZ5nbmb77jhGRfkBbY8zUynYkIneKyDIRWbZv375qPLVSwXH9sA789crerM88xFfz7BivA2OsJLF6565ghxcUEhWGRDjxZOTgnp4GnnJnLconibI6nANxneC7W+A/Z1gT7lStqTBBiEgTEXlMRN4SkfPEcg+QDlxdjX37u+D52P8MEbEBrwN/qmpHxph3jTEDjTEDmzdvXo2nVip4zk1J5PphHdi/L56ctMvI3zOEorzWrMmbySu/TAp2eEHjmpzqv5Q4WElicuqJ97fqD7cttOo7HUiDdwfAr68GNE5VqrIexMdAN2AtcAfwM3AVcIkxxt+povIygbZlbrcBdpe53RhIBuaKyDasK6Umi0j9LLivGpSf1lhLclrLmQ4md+ulFOV2YP6BT/h5209Bji44nGO7n1gI8NhGm7XdH5sN+t0K926CQf8HrU+z7ncd1dNOAVZhuW+gkzEmBUBE3gf2A+1KivZVw1IgSUQ6AruAa4HrSzYaY3KxBr3xPcdc4KGqBqmVqguycssNqRk7uRkXEttpGm+vehO7zc7IdqOCE1yQ2DvGwbUpJ5YUd1gD1dI47FitJ78i4+DCN0tv//ww7FkOF75t9TRUjassQRyrqmWM8YhIxkkkB4wxbt8pqZ+wLnP9wBizXkSeBZYZYyafctRKhbiEmAj2npAkHORmXET/IXN5Y8U/sIuds9ueE5wAg+SEJFFSLbZ1Y4reWoJEh+Ec0w1bYjUKALYZAhu+hHcHwsC7YMPXUOBnNrdWij1llS056gHyS24CkVhXMwnWkqNNaiXCcvQyV1UXTF+9m5emrKewzDflMIeN+OhwduceplPvn8i3beOhgQ9zRpszgxhpcPibB+FJ3YfrhzTIL8Y+vB2OM9sjjioWZTp6COY+BUveAlPJ6Sat86RLjioVSqav3s2EWWlk5RaSEBPBXSOTGJXcko8WZPDv+ak07TIZW+RuHh08jmGthgc73JBgjrpw/7wVz+q9SHwjwm7ui0SFVf3AvWtgQp+Kt2uC0AShVF2xac9hnvl2GQebTCI8OosH+4/jrHaaJEp4thzEm7oPx0VdERGMMVVXydVKsZUKWDVXpVTN6pbYhP/eeTbnN7+H4vzmvLr8JT5fMzvYYYUMe5emOC/udqz4X/G/lvmfJ6ECShOEUkES5rDxwPl9+cuQZ6G4ORO3/IO/TPueIlcFaz43VIVucHtxfbwa19RNVS9O5M/uFTUfVwOgCUKpIBvauQ3vX/gq0bYWrCz6N7/776ek7tay1yVsiY0J+38DsQ9ti2flHoreWYJn8/4TG1ZUKVZs8LmvrpM6KToGoVSIOFyUywOzHyH76F4Op1/C7wacyS1ndsJR0byABsi76zCuKZuwtYs5VvyvSvn7IXc7tBoAHjcU51lzKhoYHYNQqg5rEh7DqyP+RuvGLYnrPIUPl/7C799fTEb2kWCHFjJsrZsQ9vsBOEZ1BqyEUX7NCU9GDoXjF5WOWUTFW8kBYP5f4Z0+sOPX2g69TtIEoVQIiQ2P5YUzXiSxcXMSuk9lT+FWbv7XIib9ug2vt2719gNF7DYkzJof4V66C9fXG3B9sR6TV1RaSjy3yH8BwK4Xg80B/zkTfnlRS3VUQU8xKRWCDhzdz2MLxpFbmEuL/JtYujGMfu3jePKyZFrFNQp2eCHDeL14fsvEPXebNYXXa46vFlt+vQmwljWdcies/wI6nweXfQTRFYxf1CM6D0KpemRfQTaPLRhHvusI58c/wEez8sHA/aO7E+4QJszactwkvNF9WgU75KBxr96Lu6Jqsf6ShDGw/D2Y8TDcNBNaD6q1WINFE4RS9UxWfhaPL3iUQnchf+zzFP+deYTlGQexifVluUSE08a4Mb0abJIoHL8IcosqbhATTsT9Q0+8/+ih0tXqNk+DzueDvbISdXWXDlIrVc8kRCXw3OkvEmYPY/yaZ3n40uY0jnBQfjii0OVlwqy04AQZAiotJe6opJR4SXLYvRwmXQwfjoDczMAEWQdpglAqxCVGJfL86S/isDn4y6InOGr8VCzFT4nxBsTeMQ7ntSn+k0SkAwmvolfQagBcPhH2roQJfa3ehNIEoVRd0Cq6Nc8NfwEDNO36LfbwQye0aRLppK6dMq5JJyQJpw37eZ1BhOIPVuBeuKPy49P7BrhzOcS0tXoTs5+sncBDmCYIpeqINo3b8vzwF4gIE+KSvsEeVpokRCD3qIuHJq0k+7D2JIgJx3ltCs4hbQn/fwOxdW2Gd2c1ZqfHd4XbF8Hge6Bpl8AHHOJ0kFqpOiYjN51H5o2jqNiQf6A70e4e3HX6WeQWuHhnVhoOm437z+/GmP6tq66A2kAYY8DtRZx2vDlHMdn52LvFV/1AgNUfww/3QpGfBFOHFiPSQWqlGoCOMZ24q8/vwVFAVMIKHG2/oGPbw1w7tAMT/zCMromNeWHyeu77aDm7c44GO9yQICKI05pc51m4A9fn63BN24ypqjCiMbDqv/6TA0B+Vs0GGmI0QShVBx0sykGwegcur4vJW78HoG2zKN6+eRAPX9SD9ZmHuPGfC/lqyQ6dhV2G44Ikq/Df8t0Uv7cc795KVlIWgRun115wIUYThFJ1UEp8Ck6bExs2BGHBrl94b827uL1ubDbhisHt+OTu4SS3jeWVaRu5+8Ol7DyQX/WOGwCx23Ce2xnnjb0xhW6K/70Cz9aDFT/A7qy94EKMjkEoVUelHtzI2v1r6dm0J7/uXsiU9Mn0bNaLRweNIy6iKWCde5+6chfjf9qEy+PlrhFJXD2kPXabjk0AmIJi3PO24RjZCQlzVLxyXWWr1f1xO8S2C1yQNURnUivVgM3bOZe3Vr1BlDOKRwY9Rs9mPY9tyz5cyN+mbGDh5n2ktI3liUt60aF5dBCjDT3G5aF40hocw9phT2p2/MbKEoQ9DAb9H5zxOEQ1D2yQ/wMdpFaqATur7dm8fOZrhNnDeWLBOKZsnXzsuv8WTSJ45fp+PH1FCtv353PThEV89Es6bo9WMz2mwAWFblyfrsU1PQ3jLjOAXdFiRI2aQ+/fweI3YHwnmPMUFFUyplHHaA9CqXrmSPER/rHiVZbsXcJZbc7m7r73EuGIOLb9wJEiXpm2kTkbsujeqgl/vjSZLgmNgxhx6DBuD+5ZGXgWZyItonBe3gNbi2r0tPalwpwnrRnY96VBk9aBD/Yk6SkmpRQAXuPlq81f8MnGibRr0p7HBj9Bq+jjC/nNXr+Xl6dtJK/QxS1ndOLmMzrhdOhJBQDPlgO4vk9FmjUi7Oa+x8YlPBk5uCan4hzb/fjqsCXy9kDjROvy2G9vgvZnQd9bQqIAoCYIpdRxVmQt59VlL+M1Xh4Y8CcGJ5523PZD+cW89mMqP6/dQ5eEaP58aTLdW8UEKdrQYo4UY9webLGRmKMuvNsO4fpuI7i8/kuIl1WYCx+fD7sWQ7OuMOI56HEF2IKXgDVBKKVOkJWfxYtLnic9dytXd72W63pcj13sx7WZn5rN36duICe/mGFJzdi89wjZutbEMUUfrcJsK1f/qqokYQxsmgyznoB96yGxP1z5GTRLCnzAfuggtVLqBAlRCfztzJcZ2e5cvtj8GX9d9Ax5xccPpJ7ZvQWT7h5OStsYftm0n6zcQgywN7eQl6asZ/rq3cEJPgR4MnIwmYdP3ODy+l/WtIQIdL8E/rDaWrXOHgbRida2wmrUhQoB2oNQqoEwxvDT9um8u2YCTSOa8djgx+kce3xBuktfm8deP2XDW8ZE8N2DZ9VWqCHllBcjqojHBW/3gvjuMPJ5+Ohc/yU7arjOk/YglFIVEhFGd7iAl874O17j4dH5DzNr+4zj2lS0poS/pNFQVLoYkbOSxYgqYrzWwPX2+fBOn4rrOYVAnSdNEEo1MF3juvH62W/QvWkPxq/8B/9c9TYujwuAhJiICh837rOGWUq8wsWIqhqDqIgjHM58HO5Ph+GP1FygAaAJQqkGKCY8hmeG/ZXLk65g+rYfeGzBo+w/up+7RiYRUe6DMNxpY1SvBBal7efatxY0yOJ//hYjcl6bDO7/YaJho6Zw7ks1E2CAaIJQqoGy2+zc0us2xg16nJ15O3hgzn0kttrHuDG9aBkTgWCNPTw2phfPXd2XT+4eTq/WVvG/O/+9mC1Z9WfGcHWUX4zIHCrC9elaPKvrxnoQp0IHqZVSZObt5MUlz7Mrbxc39bqFy7pc7rdonTGG6Wv2MH56KnmFbm4c3oFbz+pMhNPuZ6/1m/F6cX28Bu+uw4Td2g9b4inORq+sztPTNff5rPMglFKnrMBVwBsr/8GvuxeSEp9Cr2Yp9E/oT/emPU5oeyi/mDd+3sQPq3bTpmkkj47pxaBOzfzstX4z+cUUvbsMsdsI+/0AJPIUSoO/3DJkr2IKaIIQkdHAeMAOvG+Meanc9geBOwA3sA+4zRizvbJ9aoJQKnCMMby7ZgLTMqYC4LA5eH74i/QoUxm2rKXpB/jblA1kHizgwj6tuO/8bsRGhdVmyEHnzTxM8YcrsXVqSth1KcEOp0IhdZmriNiBt4ELgJ7AdSJS/n/ZSmCgMaY38BXw90DFo5SqmojQNLLZsdXq3F43ry5/mXX71/ltP6hTMyb+3zBuObMTP63dwzVvLeCHVbuoa2cm/he2Nk1wjumGY3jbYIdS4wI5SD0Y2GKMSTfGFAOfAZeUbWCMmWOMKfDd/A1oE8B4lFLVUHa1Ors4OOou5PEFj/LUr0+SlrP5hPYRTjt3jUzio7uG0q5ZFM9+u457P1rWoFaws/duia1dLGCddqovAnaKSUSuBEYbY+7w3f4dcJox5p4K2r8F7DXGPOdn253AnQDt2rUbsH17pWehlFL/o5LV6lLiU+gY04kf0qfxVdqX5BUfZkjiUG7ocSPtm3Q44XFer+G75Zm8PWMzbo+XW8/qzA3DOjSYKrHu5btxz9xK2O0DsMU3CnY4xwmpMQgRuQo4v1yCGGyMuddP2xuBe4CzjDGVzGnXMQilgqXAVcDkrd/z3ZZvOOo+ypltzuK67jecUEYcYN/hQl7/MZXZG7Lo3CKacWN7kdI2NghR1y6TW0jRe8uRRk7Cbu+PhAe/zHeJUEsQQ4GnjTHn+24/BmCMebFcu1HAm1jJIbuq/WqCUCq48orz+Cbta6amT8bldTGq3blc0+1amjdqcULb+anZvDJtI/vyCrlsYFv+b1QSCzbtY8KsNLLqabVYT0YOromrsXWLx3lVL/9rXAdBqCUIB7AZGAnsApYC1xtj1pdp0w9rcHq0MSatOvvVBKFUaMgpPMhXm7/kx20/AHBBhwu5suvVxEUcX3oiv8jNu7PT+GLxDqLC7BS5vbg8pZ87EU4b48b0qldJwr1oJ+4ZW3GM7IRjeLtghwOEWIIAEJELgX9gXeb6gTHmeRF5FlhmjJksIjOBFGCP7yE7jDFjK9unJgilQsu+gmw+3/QZM3fMwGlzcnGnsVyedAWNw46fOLZhVy53vr8Yt58yHfWtWqwxBtf3qdjaxeDoHxqJL+QSRCBoglAqNO0+sotPUycxP3MekY5ILu1yOWM7X0IjZ+lg7dCnfsLfJ44Ai545v9ZirW3GmKCfagqpeRBKqYalVXRr/jTwYcaf8xa9m/dhUupE7pxxO9+mfUORx7r2pKJqsQ67MGdDFp56WATQsyGb4g9XYVyeYIdy0rQHoZQKiLSczUzc+DErs1fQNKIZV3e7BpObwstTN1HoKq2C6rAL0eEODhW4aNesEdcP68AFfVoRXk/qO3k278f12TpsfRJwju0etJ6EnmJSSoWcdfvX8vGGj9h4cAMJjRLo1ehCZq8u4ohk0Nh04g+nn82o5JbM3ZjNxwsy2LTnME2jw7jmtPZcPqgtjU+lvlGIcc3NwDN/O44Lk3AMbB2UGDRBKKVCkjGGFdnLmbjhI7bmbj1WysNpc/Lc6S8cKwhojGFZxkEmLshg8dYDNAqzc+nAtlw7pD0tKlnMKNQZY3B9uhZveg5hN/fF1jam1mPQBKGUCmnGGF5b9grzds09dl9yfAoPDniI+Mj449pu3nOYiQu3MWu9VdH0/N6J3Di8I51aRNdmyDXGHHVR/P5ybCkJOM/uWOvPrwlCKRXyUg9u5M8LHsfldSEIXrzYxc6wVsMZ03ks3eKOP0+/O+cony7axuQVmRS5vAzv2pzfnd6RPu1ig35l0MkyhS4kIjinzDRBKKXqnwZ7wAAAEURJREFUhLK1nmLD45iWPpWZ238m351PUmxXxnQey/DWp+O0lX6YHsov5uulO/hy8Q4OFbhIbhPDjad35MxuLbDZ6lai8O7Jw7vlII4z2tfac2qCUErVWUfdR5m9YxZT0yez68gumkY0ZXSHCxnd8QJiw0vrOBUWe5i6cheTFm1jd85R2jVrxA3DOzK6dyJzNmTViTIerhlb8SzaifPS7th7t6yV59QEoZSq87zGy8rsFUzZOpkV2ctx2Byc1eZsxnQaS6fYzsfauT1e5mzM4uMFGWzek0dUuJ0il/e4mdqhWsbDeLwUT1yN2ZVH2G39sLU8xeVKT4ImCKVUvZKZt5Op6VOYtWMmRZ4iejVLZkznsZzWcgh2mzVPwhjD0vSDPDRpBcVu7wn7CNUyHuZIMUXvlS5X6t17BNfkVJxju2PvGFf1Dk6SJgilVL10pPgIM7b/zLSMqWQXZNEisgUXdrqY89qfR7Sv5lNdLONxbLnSHs3xbtoPLi84bTivTanxJKEJQilVr3mMhyV7FjNl62TWHVhLuD2cc9qOZEznMdz7XgZ7cwtPeIwAd5zTmWuGtCc6SFcQVca9JBP3zHQo2/sJQJLQBKGUajDSD21lSvoU5mfOxeV10TayJ5s2JlFY5CSs8S6K89pgK25Nx+ZRbNqTR5NIB9cP68hVp7UjKkQW8vFk5OD6bK3VcyivhpOEJgilVIOTW5TL9G0/8mPGNA4WHgQDBhBsnNviDu4ZNpZNew7z3pytLNy8j5hGTm4Y1oErB7ejUZATReH4RZBbySKaMeFE3D+0Rp5LE4RSqsFyeV28vvxVFuz65bj7o53RJMV1JSm2KxHe1sxdZWdZWiFxUWHcOLwjVwxqS0RYcAoDag+ihmmCUEpVpGSWttvrxm6zM7bzpeQVHyYtZzPb87bjNdYHcWxYM4rzE8jKbkqktzXX9R/MVYOTiAhCBVm/SULHIE6NJgilVGXKztIuKQIIUOguJD13K5tzNpOWs5nNOZvIKsgCwBiB4mYkxXZlRJe+9GzWnfZNOhy7lDbQjksSehXTqdMEoZSqKblFuaTlbGZexmp+27mWo7ZMbA7rSqgwWxhd4pJIiu1K17iuJMV1JafwIOsOrDsh+dQET0aOzoP4X2mCUEoFgjXh7gDvzFtK+uE0YuL206J5DofcmRR7i49raxc79/S9l7PbjcAudWNhI00QSin1PzLGsGTrAd6ds4X1mbkkxoVxydAIVuROYVv+aihTFzDKEUWPZj1Jjk8hOT6ZzjFdau201Mk6lQQRGhcDK6VUiBARTusSz+DOzViUtp/35mxhwg+HcTbqSmzSesADxkbRvoH07BLOnvx0lmUtBSDSEUn3pj2shNEsmS5xScdVpK1rtAehlFKVMMZwwd/ncKjAhaPRHsIaZ1Kc1wZ3QSIJMRF8/+BZ5BQeZP2B9azbv5Z1+9exI287AGH2cHo07U6vZikkx6fQNa4rYfawoLwO7UEopVQNExFyC1wAuAsScRckHtuWlVvIK9M2MCo5kWFtT+f01mcA1uD3+gPrWL9/Hev2r+XT1E8wGJw2J13jupEcn0xyfArd47oT7gjdpVS1B6GUUlW49LV5fus8hTtsABS5vTRvEs7IXi0ZldySXq1jjlvt7khxnq+HsY71B9aSfigdL14c4qBLXBLJ8SnEhDUh311A/xb9a/wKKdBBaqWUCojpq3fz0pT1FJaZzFay1sQZ3VuwYFM2M9ftZdGW/bg9hsTYSEYlt+Tc5JYktWx8wtKo+a58Nh7YwLoD1imptJzNGF8t2jBbGM+d/kKNJwlNEEopFSDTV++ucrW6vKMu5qVayWJp+gE8XkO7Zo04NzmRUckt6dgi2u++J6V+wuepn2Iw2LBxQ8/fcVXXq2s0fh2DUEqpABndp1WVK9M1jnRycb/WXNyvNYfyi5m7MYsZ6/bywfyt/HveVjq3iGZUsnUaqm2zqGOPK85th/HaMeLBa2zk5yRW8iy1R3sQSikVYPvzipi9fi8z1+9lzY5DAHRLbMK5yS1x2IUJs9JwO3cdu0LK4Wpd40ul6ikmpZQKcVm5R5m5LotZ6/ewYdfhCtvV9FKpeopJKaVCXEJMJDcM78ANwzuQebCAK8f/4rddlp+rpmqbLdgBKKVUQ9WmaSNaxvifB5FQwf21SROEUkoF0V0jk4hwHv9RHOG0cdfIpCBFVEpPMSmlVBCVDERXdQltMGiCUEqpIKvOJbTBoKeYlFJK+RXQBCEio0Vkk4hsEZFxfraHi8jnvu2LRaRDIONRSilVfQFLECJiB94GLgB6AteJSM9yzW4HcowxXYDXgb8FKh6llFInJ5A9iMHAFmNMujGmGPgMuKRcm0uAD33//goYKeWrWimllAqKQA5StwZ2lrmdCZxWURtjjFtEcoFmwP6yjUTkTuBO380iEVkXkIjrnnjKHasGTI9FKT0WpfRYlOp2sg8IZILw1xMoX9ejOm0wxrwLvAsgIstOdrp4faXHopQei1J6LErpsSglIiddoyiQp5gygbZlbrcBdlfURkQcQAxwMIAxKaWUqqZAJoilQJKIdBSRMOBaYHK5NpOBm33/vhKYbepa9UCllKqnAnaKyTemcA/wE2AHPjDGrBeRZ4FlxpjJwL+Bj0VkC1bP4dpq7PrdQMVcB+mxKKXHopQei1J6LEqd9LGoc+W+lVJK1Q6dSa2UUsovTRBKKaX8qlMJoqrSHfWZiHwgItll54CISFMRmSEiab7fccGMsTaISFsRmSMiG0VkvYjc77u/IR6LCBFZIiKrfcfiGd/9HX2la9J8pWzCgh1rbRERu4isFJGpvtsN8liIyDYRWSsiq0oubz2V90idSRDVLN1Rn/0XGF3uvnHALGNMEjDLd7u+cwN/Msb0AIYAd/v+HzTEY1EEjDDG9AH6AqNFZAhWyZrXfcciB6ukTUNxP7CxzO2GfCzOMcb0LTMP5KTfI3UmQVC90h31ljFmPifOESlbquRD4NJaDSoIjDF7jDErfP/Ow/owaE3DPBbGGHPEd9Pp+zHACKzSNdBAjgWAiLQBLgLe990WGuixqMBJv0fqUoLwV7qjdZBiCRUJxpg9YH1wAi2CHE+t8lX/7QcspoEeC98plVVANjAD2AocMsa4fU0a0vvkH8AjgNd3uxkN91gY4GcRWe4rVQSn8B6pSwsGVassh2oYRCQa+Br4ozHmcEOt8WiM8QB9RSQW+Bbo4a9Z7UZV+0TkYiDbGLNcRM4uudtP03p/LHyGG2N2i0gLYIaIpJ7KTupSD6I6pTsamiwRSQTw/c4Ocjy1QkScWMnhE2PMN767G+SxKGGMOQTMxRqXifWVroGG8z4ZDowVkW1Yp59HYPUoGuKxwBiz2/c7G+uLw2BO4T1SlxJEdUp3NDRlS5XcDHwfxFhqhe+88r+BjcaY18psaojHormv54CIRAKjsMZk5mCVroEGciyMMY8ZY9oYYzpgfTbMNsbcQAM8FiISJSKNS/4NnAes4xTeI3VqJrWIXIj1raCkdMfzQQ6p1ojIp8DZWOWLs4CngO+AL4B2wA7gKmNMvS52KCKnA78Aayk91/w41jhEQzsWvbEGG+1YX/a+MMY8KyKdsL5FNwVWAjcaY4qCF2nt8p1iesgYc3FDPBa+1/yt76YDmGSMeV5EmnGS75E6lSCUUkrVnrp0ikkppVQt0gShlFLKL00QSiml/NIEoZRSyi9NEEoppfzSBKFqjIicLSLDyty+S0RuquIxT4vIQ37ub+6rwrlSRM4IRLzBICIeX4XNVjW4zyNVt6rwsdeJyBMicouIvFVTMZXZ/y1lX6uvymi8n3bX+Ko0T63pGNSp0wShatLZwLEEYYyZYIz56BT3NRJINcb0M8b8UnaDr7JvXXXUV2EzVGb0jgamB3D/twBVJkNjzOfAHQGMQ50CTRCqZOblNN+6AutE5Brf/dtE5G++NQeWiEgX3/1jyny7nykiCb7CeXcBD/i+IZ9RtncgIr8XkaW+5/haRBpVEk9f4O/Ahb59RYrIERF5VkQWA0NFZICIzPMVI/upTAmBAb7nWCQiL4tv/Yzy35BFZGpJzR4ROc/XfoWIfOmr81Ty+p/x3b9WRLr77o8Wkf/47lsjIleIyO0i8nqZ/f9eRMrO9K7otY727X+1iMwSEZtY9fqb+7bbfN+s433H+Vtf29Vle2tl9vew7zivkdL1ISr6+wpWmfAV5fbR3Pc3Wur7Ge67/2mx1iWZKyLpInJfmcc8KSKpYq0z8KmIPCQiVwIDgU9K/o6+5veWP6YqNGmCUGB9i9xtjOljjEnm+G+Uh40xg4G3sGaxAywAhhhj+mHNUn3EGLMNmIBVe79v+W/9wDfGmEG+tQs2UkldfmPMKuAvwOe+fR0FooB1xpjTsGZNvwlcaYwZAHwAlMyq/w9wnzFmaHVeuO90x5+BUcaY/sAy4MEyTfb77n8HKDkV9iSQa4xJMcb0Bmb7jsNYsepEAdzqi6Wy524OvAdc4TsuVxljvMBE4AZfs1HAamPMfuANYJ6vbX9gfbn9nQckYdXd6QsMEJEzqfjv28+37/KzZcdj/R0HAVfgK5/t0x043/ccT4mIU0QG+tr1Ay7HSgoYY77yHc8byvwdKzqmKgTVpWquKnDWAq+IyN+AqeU+3D8t87vkG3Ib4HPft/YwIKMaz5EsIs8BsUA08NNJxujBKtAH0A1IxqpSCVapiT0iEgPEGmPm+dp9jLXAVGWGYC1AtdC3rzBgUZntJcUAl2N9+IH1oX1tSQNjTA6AiMwGLhaRjYDTGLO2Gs893xiT4dtPSdmDD7Dq5PwDuI3SRDMCuMnX1gPkltvfeb6flb7b0VgJ4xf8/31HAz/6iWsU0FNKK+Q2EV9tH2Car1RFkYhkAwnA6cD3JQlARKZU8br9HVMVgjRBKIwxm0VkAHAh8KKI/GyMebZkc9mmvt9vAq8ZYyb7TtM8XY2n+S9wqTFmtYjcgjVecTIKfR+KYJVxXl++lyBW4bqKase4Ob7HHFFmXzOMMddV8LiSuj0eSt8vUsHzvI9VFyqVKnoPle3HGLNTRLJEZARwGqW9iers70VjzL9O2OD/73se1jf/8mzA0DLf+Ev2AaXHA0qPycnWWvd3TFUI0lNMCrGuMikwxkwEXsE6fVHimjK/S75ZxwC7fP++uUzbPKAx/jXG+pbvpPofeBXZBDQXkaG++J0i0stX8jpXrIJ+lHuebVjrJthEpC3WKRKA34DhUjq+0khEulbx/D8D95TcEN/avsaYxVgl6a+ntOdVmUXAWSLS0befpmW2vY91qumLMolxFvAHX1u7iDQpt7+fgNvKjKG0FpEW/v6+vt6WwxhzoBqvr28Vr2MBMEasNbKjsVZ1K1HZ/wkV4jRBKIAUYIlYK5M9ATxXZlu4WAPD9wMP+O57GvhSRH4B9pdpOwW4zDcgWf7S1Cexxg5mYH3DPmW+JWevBP4mIquBVZRePXUr8LaILALKfgNeiHUqbC3Wh2TJsqX7sK60+VRE1mAljKoGTp8D4nwDvquBc8ps+wJYWHLaqYrXsQ+4E/jGt5/Py2yejHWKqGxP5H7gHBFZi3V6ple5/f0MTAIW+dp8hfXh7O/vey4ws4LQ7gMG+ga6N2BdfFDZ61jqi3c11umjZZSe/vovMKHcILWqI7Saq6qQWIuvDPQNkNY5Yl1ZNdU3MFtbzzkVa4B3VgXbjxhjoquxn4G+/QRkDoiIvA+8b4z5rYb2F22MOSLW1WnzgTtL1g4/iX2cja9Md03EpP532oNQqgaISKyIbMaa5+A3OfgcliomyonIOKwB+cdqOs4Sxpg7aio5+Lzr66GsAL4+heRwDfBPoMqel6o92oNQSinll/YglFJK+aUJQimllF+aIJRSSvmlCUIppZRfmiCUUkr59f8BsVNiUXIzpakAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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" ] @@ -305,8 +301,8 @@ } ], "source": [ - "s = SiemensStar(n_sectors=32, center=Point([0, 0]), radius=0.5)\n", - "d = sidebyside(s, 100)\n", + "s = SiemensStar(n_sectors=16, center=Point([0, 0]), radius=0.5)\n", + "d = sidebyside(s, 256)\n", "plt.show()" ] }, @@ -323,7 +319,7 @@ "metadata": {}, "outputs": [], "source": [ - "mtf_freq, mtf_value = compute_mtf_lwkj(s, d)" + "mtf_freq, mtf_value = compute_mtf_lwkj(d, s.n_sectors)" ] }, { @@ -333,7 +329,7 @@ "outputs": [ { "data": { - "image/png": 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K8qiqrmFor9I0RyYiTck8urYxw40cOdLnzJmT7jAkwtZd+7nm3tcobV3IgWqnvKJSTV9FMoyZzXX3kQ1ZR0VMctS6tGvF2GHdWbdtH5srKnEON33VzYVEspcShDSJmSu2HjFNTV9FspsShDQJNX0VaXmUIKRJqOmrSMujBCFNIlbT11a6b4RIVlMzV2kS0U1fHTi2a1suOrlHegMTkUZTgpAmE3nfiL+/tprfv7CcFxdvZuyw7mmOTEQaQ0VMkhJXndGPwT3b84tnllCx90C6wxGRRtAVhKREQX4e3710GNf+cSaX/eoVKg9Wq/OcSJZRgpCUeXfzbvLyjH0HqwHdN0Ik26iISVJm0vQVVEfdllSd50Syh64gJGXidZLbVFHJc2Xv86fpK9mscZtEMpauICRlEnWSu/PJd9ikcZtEMlpKE4SZjTOzZWa20sxujTG/r5nNMLN5ZrbAzC5JZTzSvGJ2nivMo3VRvm5ZKpIFUpYgzCwfuBe4GBgKXG1mQ6MW+x4w2d1PBa4C/pCqeKT5jRvek1vHD6N7aTEGdC8t5jvjh1F5oDrm8hq3SSSzpLIOYjSw0t1XAZjZI8ClwOKIZRxoHz4uBVTG0MJEdp6rNWn6CjbFSAYat0kks6SyiKkXsC7i+fpwWqQfAp8xs/XAs8BXYm3IzG4yszlmNmfLli2piFWaUayip+JCjdskkmlSmSAsxrTo29ddDfzV3XsDlwAPmtkRMbn7fe4+0t1Hdu3aNQWhSnOqLXrqXNIKgNLWhdw6fphaMYlkmFQmiPVAn4jnvTmyCOlGYDKAu88EioEuKYxJMsS44T15+ptn07mkiNEDOys5iGSgVCaI2cAgM+tvZkUEldBTopZ5DxgLYGZDCBKEypByhJkxemAXZq/6gJqa7Lo3ukguSFmCcPcq4GZgGrCEoLXSIjO708wmhIt9A/iCmZUBDwPXuUc3gJSWbPTAzuzYe5Dlm3alOxQRiZLSntTu/ixB5XPktB9EPF4MfDiVMUhmGz2gMwBvvbuVwT3b17O0iDQn9aSWtOrcrhXHdSvhrXc/SHcoIhJFCULS7vSBXSh7b3vcDnQikh5KEJJ2owd25mC1M2/ttnSHIiIRlCAk7Yb360hRQR5vqphJJKMoQUjaFRfmc0q/jqqHEMkwShCSEUYP6Myq8t1s2akB+0QyhRKEZITTjwubu67SVYRIplCCkIww8Jh2dGxbxJsrlSBEMoUShGSEvDxj9MDOGnZDJIMoQUjGOH1gZ7bvOcDKzRp2QyQTpHSoDZGG2LO/CoBrJ82ke2kxE8cO0iivImmkKwjJCFPLNnDvC8sPPd9UUcldTy1iapluMiiSLkoQkhEmTV9B5cGaOtMqD9YwafqKNEUkIkoQkhE2x7hHdaLpIpJ6ShCSEbqVFsec3q61qslE0kW/PskIE8cO4q6nFtUpZsoz2Lmviq89MJs1W/dSXlFJN1VeizQbJQjJCLUH/EnTV7A5TARfHHsc0xZsZFZE57nayuvIdUQkNZQgJGOMG97ziIP+n6avPGK52sprJQiR1FIdhGQ0VV6LpI8ShGS0eJXX8aaLSNNRgpCMNnHsIIoL635Ni/LzmDh2UJoiEskdqoOQjBZdeQ0wuGc71T+INAMlCMl4kZXXv3hmMf+eu54dew7QoW1RmiMTadlUxCRZ5fJRfTlY7Tw97/10hyLS4ilBSFYZcEwJp/TryJNz1um+ESIppgQhWefyUX14f/s+3nx3a7pDEWnRlCAk65wzpBsd2xbxxOx16Q5FpEVTgpCsU1SQx4TTevH68i1s2rEv3eGItFhKEJKVLh3RBwf+PXd9ukMRabHUzFWyUs+OrfnQoK5MeXs9N5w9kMKCuuc6U8s21Bn4TyPAijScriAka10+qg8f7D7Ay0vL60yfWraBu55axKaKShzdvlSksXQFIVlrzHFdaN+6gDueWMj3Hys7dKWQ6PaluooQSZ4ShGStFxZuZO/+aqrC/hCbKiq588mFxOseoRFgRRombhGTmfVtzkBEGmrS9BWHkkOtRH3njtEIsCINkqgO4l+1D8zsn43ZuJmNM7NlZrbSzG6Ns8ynzGyxmS0ys3805nUkNyW6IogeARagR4diqtX7WiRpiRKERTwe0NANm1k+cC9wMTAUuNrMhkYtMwj4DvBhdx8G/HdDX0dyV7x7QnQvLebW8cPoXlqMhc/PHnIM89fu4I4nFlBVXRNzPRGpK1EdhMd5nKzRwEp3XwVgZo8AlwKLI5b5AnCvu28HcPfyI7YiEsfEsYO466lFdSqkiwvzDjVpja6QfuDVVfzhPyt474M9bN9zkHI1gRVJKFGCGG5mOwmuJFqHjwmfu7u3r2fbvYDIsRDWA6dHLXM8gJm9DuQDP3T3qdEbMrObgJsA+vZV1YgEou8VUd/B/tozB7CqfDdTF2w8NK22CWzk9kQkkChBFLv7waPYtsWYFn0lUgAMAs4BegOvmtmJ7r6jzkru9wH3AYwcOVKFyHJIrCuFROav3X7ENDWBFYktUR3Em0e57fVAn4jnvYHonkrrgX+7+0F3Xw0sI0gYIikRr2JbTWBFjpRsJXVjzAYGmVl/MysCrgKmRC3zL+BcADPrQlDktOooX1ckrngV2/Gmi+SyREVMXc3slngz3f1XiTbs7lVmdjMwjaB+4S/uvsjM7gTmuPuUcN6FZrYYqAa+5e4fNPhdiCQpVsV2q4KgYltE6kqUIPKBEo7iSsLdnwWejZr2g4jHDtwS/omkXGTF9qawWGnssO6qfxCJIVGC2OjudzZbJCLNJLJi+9P3vs66bXvTHJFIZkplHYRIxrvo5B4sXLeD95UkRI6QKEFcaGad4v01W4QiKXTBST0AmLZwYz1LiuSeREVMmwmaoVaFzyOvKJxGDL8hkml6dGjNKf06Mm3BRq4/awBmunAWqZXoCuJ3wHZgKvA5YIC79w//lBykxbjopB6s3bqH5Zt2pTsUkYwSN0G4+9eAU4DHgM8C88zs52bWv7mCE2kO5w3rRkG+MW2BiplEIiW85agHZgDfBiYB1wPnN0dgIs2ltE0RY47rwgsLN2o4cJEIiW4Y1NbMrjGzfxP0ZSgBTnP3PzdbdCLN5KKTe7Bl137mrdmW7lBEMkaiSupyYAXwMLCSoGJ6lJmNAnD3J1IfnkjzOPP4Y2hTlM+0BRsZOaBzusMRyQiJEsRjBElhcPgXyQElCGkxiovyOWdIN15cvJlvfnQIrQrz0x2SSNrFTRDufl0zxiGSdhed3INnyzbwxoqtnDu0W7rDEUm7hJXUIrlkRP9OdCopYtqC6FHpRXKTEoRIqCA/jwtO7M7ry7ewa9/R3CtLpGVQghCJcOFJPThY7cxYvDndoYikXdw6CDO7PNGKasUkLdHQXqV0bFvIL55Zwk+nLKr3PtciLVmiVkzjE8xTKyZpkaYt2MjOfVWHOsxtqqjkrqcWAShJSM5J1Irp+uYMRCQTTJq+4oje1JUHa5g0fYUShOScRFcQh5jZR4FhwKEb9+pmQtISbQ7vMpfsdJGWrN5KajObBFwJfIVgyO9PAv1SHJdIWnQrLW7QdJGWLJlWTB9y92uB7e5+B3AG0Ce1YYmkx8SxgygurPuzyDP44tjj0hSRSPokkyD2hf/3mllP4CCgIb+lRRo3vCe3jh9G99JiDGhXXECNw5ad+9MdmkizS6YO4mkz6wDcDbxN0ILp/pRGJZJG44b3PFQh7e5877EFTJq+gmG9OzCiv+62K7mj3isId/+Ru+9w938S1D0Mdvfvpz40kfQzM267dBh9Orfl+4+XsXWXriQkdyS6H8R54f/La/+AjwJj6+tEJ9KStG1VwE+vPIW9+6v5/mNlVFXXpDskkWaRqIjpbOBFYneYU0c5ySkDjinh/40fyh1PLOT/PTyPd8t3s7miUj2tpUVL1FHu9vC/OsyJABcP78kz897n9RVbD01TT2tpyRKNxXRLohXd/VdNH45IZlu3be8R09TTWlqqREVM7cL/JwCjgCnh8/HAK6kMSiRTlaunteSQREVMdwCY2fPAae6+K3z+Q4LbkYrknG6lxWyKkQzU01paomQ6yvUFDkQ8PwAcm5JoRDJcrJ7WRQV5TBw7KE0RiaROMh3lHgTeMrMnCVovfRx4IKVRiWSo2nqGSdNXsLmiEjPo1LaQscO6pzkykaZn7l7/QmYjgI+ET19x93kpjSqBkSNH+pw5c9L18iJ1vLRkM7c+Mp8bzh7ATefpKkIyl5nNdfeRDVknqVuOuvtc4GHgSeADM+vbiPhEWpxzhnTjkuE9+durq1m0fke6wxFpUskM9z3BzFYAq4GXw//PpTowkWzx9YsH06VdK+588h0qD1SnOxyRJpPMFcSPgDHAcnfvD5wPvJ7SqESySLvWhXzvshNZu3UPf/jP8nSHI9JkkkkQB939AyDPzPLcfQZwSjIbN7NxZrbMzFaa2a0JlrvCzNzMGlQ+JpIpRg3ozBWj+zL5zfeYs+qDdIcj0iSSacW0w8xKCDrHPWRm5UBVfSuZWT5wL3ABsB6YbWZT3H1x1HLtgK8CbzY0eJFMcvMFx/PWu1u5bfJ8igvz2bJzv8ZqkqyWzBXEpcBe4OvAVOBdYg/gF200sNLdV7n7AeCRcFvRfgT8HFBXVMlqxUX5XHhSD3buq6J8536cw2M1TS3bkO7wRBosmftB7HH3Gnevcve/EVwVjEti272AdRHP14fTDjGzU4E+7v50og2Z2U1mNsfM5mzZsiWJlxZJj6fnvX/EtNqxmkSyTaL7QbQ3s++Y2e/N7EIL3AysAj6VxLYtxrRDnS7MLA+4B/hGfRty9/vcfaS7j+zatWsSLy2SHvHGZNJYTZKNEtVBPAhsB2YCnwe+BRQBl7r7/CS2vR7oE/G8NxB5nd0OOBF4ycwAugNTzGyCu6snnGQljdUkLUmiBDHA3U8CMLP7ga1A39pB+5IwGxhkZv2B94GrgGtqZ7p7BdCl9rmZvQR8U8lBstnEsYO466lFVB48fNe54kKN1STZKVEdxMHaB+5eDaxuQHLA3auAm4FpwBJgsrsvMrM7zWxCYwMWyWTjhvfk1vHD6B5xxXDzhSeoFZNkpURXEMPNbGf42IDW4XMD3N3b17dxd38WeDZq2g/iLHtOUhGLZLhxw3sybnhP1m7dw5W/e40dew7Uv5JIBop7BeHu+e7ePvxr5+4FEY/rTQ4iua5fl7acMagLT8xZx4GqmvpXEMkwSQ3WJyKNc+WYfmzbfYDpizalOxSRBlOCEEmh0wd2pl+Xtjw6ay3JDK0vkkmUIERSyMy4ckw/lm7YyYJ1Gg5csosShEiKXTy8B+2KC3h05tp0hyI5rKBNaaeGrqMEIZJirYsKmDCiNy8vLWfTjn3pDkdyVFFJp171L1WXEoRIM7hidF/cncffei/doUiO2bprP3/8z3Isv6CooesmM9y3iBylHh1ac/aQbkx5ez03njOQ1kWJf3pTyzYwafoKNldUashwaZR3N+/i4ZlrmbpgA9U1jldXNbhDjhKESDO5ckw/ZizezNSyjXx8VJ+4y00t21BnuI7aIcMBJQlJyN2Zs3obD72+hlkrt1JcmM9lI/pw1Rn96H/3tiOHGq6HEoRIMxnetwMn9GjPo2+u5bKRvQkHqTzCpOkr6ozlBIeHDFeCkFiqqmt44Z1NPPzGGpZv2kWnkiK+eN5xXD6qD6VtgpKlqr0V2xq6XSUIkWYSNHnty51PvsNb737A6cd1iblcrNFgQUOGy5FFj9efPYDdlVU8Ous9yndWcmzXttw2YRgXndyDVoX5R/16ShAizej8E3vw+xeW8+istUckiLL3tvPga6vjrqshw3NbrKLHn04J7uA8on8nbh0/lDHHdSEvL/aVaWMoQYg0o6KCPE7q04GXl5Rzxu3TOKa0mPOGdmPR+xUseG8HpW0KOWfIMcxcsZX9EeM3tSrQkOG5LlbRI0DnkiLuvW5USl5TCUKkGU0t28CsFVuB4PaKmysqeXjmWtq3LuCWiwcz/rRetC4qOFSUUFvcdNbgY1T/kOPiFT1u25260YKVIESa0aTpK+pcGdRqXVTAp8b0O/S8dshwgK/8bQ5vr9nG/oPVTVKuLNmlYu8BfvnskrjzU1n0qI5yIs0oXkVeB3wSAAAVPklEQVRzeYIK6GvP7M8Huw/wXNmGuMtIy/TK0nKuvvd1pi/azLlDjqFVYd1DdqrvVqgrCJFm1Jh7Vo/s34khPdvz99dXM/603uQ3YSWkZKaKvQe457mlTF2wkeO7t+M3nx3BoO7tm70DpRKESDNqzD2rzYxrzxzAdx6dz4zFmzn/xO7NEaqkyWvLyrnrqcVs33OAG88ZyHVnDqCwILhyiCx6bA5KECLNqPbH3dCzwLMHH0O/Lm154NVVjB3WLW4nO8leu/Yd5J6pS3l2/gYGdivhl58+jRN6pPfmnUoQIs2sMWeBeXnGZz58LD/59yLefPcDxsTpZCfZ6Y3lW/jplEVs23OAG84ewPVnDTx01ZBOShAiWWLcyT25b8ZKHnh1lRJEloquQ7jurAG8s76Cp+e9z4BjSrj7mlMZ3LM03WEeogQhkiUKC/K45oxj+c20Zbyzbgcn9umQ7pCkAWIPwhj0hP7cmQO48ZyBFGXAVUOkzIpGRBK6dERv2rcu5IEEQ3JIZkrUE/pL5w/KuOQAShAiWaVNqwI+eXpfXllazqry3ekORxogXh+YVPaEPlpKECJZ5pOj+1JcmM/fdRWRVTqWxL6hWyYPwqgEIZJlOrQt4tIRvZi2cCMbdY/rrPDs/PfZsecA0Y2TU90T+mgpQYhkoWs+dCwA/3hjTVrjkMSqa5zfP7+MO598h9OO7cS3PzaE7qXFGNC9tJhbxw/L6EEY1YpJJAt1K23NuJN78MTs93h5yWa27Nyve1dnmD37q7j9nwt4bdkWLh/Vh1suHkxBfh4fH9U33aElTQlCJEsd27Ut1TVQvnM/oHtXZ5IN2/fyrX/MY83WPXzzo0O4YnT2JIVIKmISyVL/fGvdEdNq710t6TNvzTZuuG8W5TsrueczI7I2OYCuIESyVrxmk7p3dfKaenTUKXPX8/NnFtOrYxvuvuZU+nZu24TRNj8lCJEsFW/o8I5tYzenlLpi92xuXBFdVXUNv39+OY/MWsvpAzvz408Op13rwiaPubkpQYhkqVhDhwNs23OA704u48sXHE/Pjq3TFF3mi9WzufJgDfdMXcrQ3qX07tiGvDj33oi88ujavhXtigt5t3w3nzq9L1+96AQK8ltG6b0ShEiWijV0+I3nDGBTxX7+/vpqXl1WzlVj+tGrU2v+7+VVSRWjNPcNadLF3ePe47li70E+9dvXaFOUz3Hd23F89/ac0KMdx/doz4CuJUxftKlOYi7fuZ/ynfsZf2pPbrlkSHO+jZRLaYIws3HAb4B84H53vytq/i3A54EqYAtwg7uvTWVMIi1JvKHDLz2tN5OmrzhizKZExShNWeSSybbu2s9P/v1O3PmdS4qYOHYQyzbuYvmmnTw7/30ef6sagIJ8A4eqGj9ivdmrtqUs5nQx9yPfaJNs2CwfWA5cAKwHZgNXu/viiGXOBd50971m9iXgHHe/MtF2R44c6XPmzElJzCItzUfvnsEHMcb6Kcgz+nVpS1WNU1VdQ1WNs2VnJTGOe3QvLeZft5zdDNGm3ozFm8MkWM3Yod15cfGmI+7uF915rabGWb9tL8s37WL5xp1xB0o0YOYdF6X6LTSamc1195ENWSeVVxCjgZXuvgrAzB4BLgUOJQh3nxGx/CzgMymMRyTnxBsIrqrG6d25DQV5eRTkGwV5xjPzN8RctiW0itpTWcUvn1vCs/M3MKRne26//CSO7VrC6IGd6y1Sy8sz+nZpS98ubTn/xO48v3Bjg+8rnq1SmSB6AZENtdcDpydY/kbguVgzzOwm4CaAvn2zt02xSHOL19Kpe2kxP7vq1DrT5q7e1iIPfPPXbueHTyygvKKSG84ewA1nDzxUidyYu/s15r7i2SqVVe2xqv9jlmeZ2WeAkcDdsea7+33uPtLdR3bt2rUJQxRp2SaOHURxYd2febyDWaxlWxVk74HvQFUN976wnC/931sU5Bl/uvF0bjpv0FG3MBo3vCe3jh+WVWMqNVYqryDWA30invcGjriGNbPzge8CZ7v7/hTGI5JzYrV0itcyKXpZB4b1Ls2aA19kC6zOJa3Iz4PNO/dz6YjefO2iE2jTqukOd4258shGqaykLiCopB4LvE9QSX2Nuy+KWOZU4HFgnLsnNT6AKqlFmscvnlnCk3PW8cjNH6ZPhvcIjm6BVeuqM/rx3+MGpymqzNKYSuqUFTG5exVwMzANWAJMdvdFZnanmU0IF7sbKAEeM7P5ZjYlVfGISMNcf9YACvKN+196N92h1Cve7TxfWrw5DdG0HCntB+HuzwLPRk37QcTj81P5+iLSeJ3bteKTo/vy0BtruPYj/RnYrV26QzrCvgNVPDt/Q9xOby2hBVY6tYz+4CKSEp/9SH/aFBVw34yV6Q6ljk079vG755cx4Zcvc/czS4IObDFkewusdNNQGyISV2mbIq75UD/+PONdFr9fwdBepc3yurGG/Ljo5B6UvbeDybPW8tKSoOjo3KHd+NSYfmzcvpe7nlqcE01Pm1PKKqlTRZXUIs1rT2UVl//mFQb3aM9vrm1QHWejxKpwLsw3Ope0YlNFJe1bFzDhtN5cMbov3Tu0rrNeLowj1ViZ1pNaRFqAtsUFXPuR/vzu+eXMW7ONU4/tlNLXi1XhfLDa2bJrP9/+2FAuHt6D1kVHHrpypelpc1IdhIjU6xOj+9KlXSsmTV9Bqksd4lUs19Q4l4/qEzM5SGooQYhIvYoL87n+rAGUvbeDWSu3pvS14lUsq8K5+SlBiEhSJpzWmx4dWjNp+sqUXkWM6H9kEZYqnNNDCUJEklJYkMfnzx3Iso07mbEkNR3Qyt7bztQFGxnUrYRuOTDWUaZTYZ6IJG3cyT154NXV3PfiSs4e3I38OLfkbIwtOyu57dH59OjQmj9cP7pF3NM52+kKQkSSlp9n3HTecazZsofnF25ssu0erKrhtsll7D1Qzc+uOkXJIUMoQYhIg5w7pBvHd2/H/TNWUlV95PhHjfGr55aycN0OvnfZiRk5pEeuUhGTiDRIXp4xcewgbnnobS65ewa79lUdVce0KXPX8+ScdXz2I/0ZO6x7CiKWxlKCEJEG27nvAGawc18VAJsqKrnrqWAk/4YkiUXrd3D3M4sZPbCzWillIBUxiUiDBU1d606rPFjDpOlJ3dYFgA927+fWR+fTpV0xP7ri5Cat8JamoQQhIg0Wr7dzvGG3o1VV1/C9yWXs3HeQn111CqVtipoyPGkiShAi0mCJejXf9uh8VpfvTrj+b6ctY97a7dw2YRjH92jf1OFJE1GCEJEGmzh2EMWFdQ8frQryOOuErsxauZVr/vA6P3h8Ae9t3XPEus+VbWDym+9x1Zh+XHSyOr9lMlVSi0iD1VZExxpee8eeAzz0xhoee/M9/vPORsYN78mgbu14dNbaQ0VQ/bq04eYLj0/nW5Ak6H4QIpIS23bv58HXVjN51lqqow4zrQry+M4EDZ/RnBpzPwgVMYlISnQqacXXxg2mU0mrI+btr2pYiydJDyUIEUmprbv2x5weryWUZA4lCBFJKd3fIXspQYhISsVq8aT7O2QHtWISkZRK1OJJMpsShIik3LjhPZUQspCKmEREJCYlCBERiUkJQkREYlKCEBGRmJQgREQkJiUIERGJSQlCRERiUoIQEZGYlCBERCQmJQgREYkppQnCzMaZ2TIzW2lmt8aY38rMHg3nv2lmx6YyHhERSV7KEoSZ5QP3AhcDQ4GrzWxo1GI3Atvd/TjgHuBnqYpHREQaJpVXEKOBle6+yt0PAI8Al0Ytcynwt/Dx48BYM7MUxiQiIklK5WiuvYB1Ec/XA6fHW8bdq8ysAugMbI1cyMxuAm4Kn+43s3dSEnH26ULUvsph2heHaV8cpn1x2AkNXSGVCSLWlYA3Yhnc/T7gPgAzm9PQG2+3VNoXh2lfHKZ9cZj2xWFmNqeh66SyiGk90CfieW9gQ7xlzKwAKAW2pTAmERFJUioTxGxgkJn1N7Mi4CpgStQyU4DPhY+vAF509yOuIEREpPmlrIgprFO4GZgG5AN/cfdFZnYnMMfdpwD/CzxoZisJrhyuSmLT96Uq5iykfXGY9sVh2heHaV8c1uB9YTphFxGRWNSTWkREYlKCEBGRmLIqQdQ3dEdLZmZ/MbPyyD4gZtbJzF4wsxXh/47pjLE5mFkfM5thZkvMbJGZfS2cnov7otjM3jKzsnBf3BFO7x8OXbMiHMqmKN2xNhczyzezeWb2dPg8J/eFma0xs4VmNr+2eWtjfiNZkyCSHLqjJfsrMC5q2q3AdHcfBEwPn7d0VcA33H0IMAb4cvg9yMV9sR84z92HA6cA48xsDMGQNfeE+2I7wZA2ueJrwJKI57m8L85191Mi+oE0+DeSNQmC5IbuaLHc/RWO7CMSOVTJ34DLmjWoNHD3je7+dvh4F8HBoBe5uS/c3XeHTwvDPwfOIxi6BnJkXwCYWW/go8D94XMjR/dFHA3+jWRTgog1dEevNMWSKbq5+0YIDpzAMWmOp1mFo/+eCrxJju6LsEhlPlAOvAC8C+xw96pwkVz6nfwa+DZQEz7vTO7uCweeN7O54VBF0IjfSCqH2mhqSQ3LIbnBzEqAfwL/7e47c3WMR3evBk4xsw7Ak8CQWIs1b1TNz8w+BpS7+1wzO6d2coxFW/y+CH3Y3TeY2THAC2a2tDEbyaYriGSG7sg1m82sB0D4vzzN8TQLMyskSA4PufsT4eSc3Be13H0H8BJBvUyHcOgayJ3fyYeBCWa2hqD4+TyCK4pc3Be4+4bwfznBicNoGvEbyaYEkczQHbkmcqiSzwH/TmMszSIsV/5fYIm7/ypiVi7ui67hlQNm1ho4n6BOZgbB0DWQI/vC3b/j7r3d/ViCY8OL7v5pcnBfmFlbM2tX+xi4EHiHRvxGsqontZldQnBWUDt0x0/SHFKzMbOHgXMIhi/eDNwO/AuYDPQF3gM+6e4terBDM/sI8CqwkMNlzbcR1EPk2r44maCyMZ/gZG+yu99pZgMIzqI7AfOAz7j7/vRF2rzCIqZvuvvHcnFfhO/5yfBpAfAPd/+JmXWmgb+RrEoQIiLSfLKpiElERJqREoSIiMSkBCEiIjEpQYiISExKECIiEpMShDQZMzvHzD4U8XyimV1bzzo/NLNvxpjeNRyFc56ZnZmKeNPBzKrDETZ7NuE2d9e/VNx1rzaz75rZdWb2+6aKKWL710W+13CU0S4xlrsyHKX56aaOQRpPCUKa0jnAoQTh7pPc/YFGbmsssNTdT3X3VyNnhCP7Zqt94QibmdKjdxwwNYXbvw6oNxm6+6PA51MYhzSCEoTU9rx8JryvwDtmdmU4fY2Z/Sy858BbZnZcOH18xNn9f8ysWzhw3kTg6+EZ8pmRVwdm9gUzmx2+xj/NrE2CeE4Bfg5cEm6rtZntNrM7zexN4AwzG2FmL4eDkU2LGEJgRPgaM83sbgvvnxF9hmxmT9eO2WNmF4bLv21mj4XjPNW+/zvC6QvNbHA4vcTM/i+ctsDMPmFmN5rZPRHb/4KZRfb0jvdex4XbLzOz6WaWZ8F4/V3D+XnhmXWXcD8/GS5bFnm1FrG9b4X7eYEdvj9EvM/XCIYJfztqG13Dz2h2+PfhcPoPLbgvyUtmtsrMvhqxzvfNbKkF9xl42My+aWZXACOBh2o/x3Dxr0TvU8lMShACwVnkBncf7u4nUveMcqe7jwZ+T9CLHeA1YIy7n0rQS/Xb7r4GmEQw9v4p0Wf9wBPuPiq8d8ESEozL7+7zgR8Aj4bb2ge0Bd5x99MJek3/DrjC3UcAfwFqe9X/H/BVdz8jmTceFnd8Dzjf3U8D5gC3RCyyNZz+R6C2KOz7QIW7n+TuJwMvhvthggXjRAFcH8aS6LW7An8GPhHul0+6ew3wd+DT4WLnA2XuvhX4LfByuOxpwKKo7V0IDCIYd+cUYISZnUX8z/fUcNvRvWV/Q/A5jgI+QTh8dmgwcFH4GrebWaGZjQyXOxW4nCAp4O6Ph/vz0xGfY7x9Khkom0ZzldRZCPzCzH4GPB11cH844n/tGXJv4NHwrL0IWJ3Ea5xoZj8GOgAlwLQGxlhNMEAfwAnAiQSjVEIw1MRGMysFOrj7y+FyDxLcYCqRMQQ3oHo93FYRMDNifu1ggHMJDn4QHLSvql3A3bcDmNmLwMfMbAlQ6O4Lk3jtV9x9dbid2mEP/kIwTs6vgRs4nGjOA64Nl60GKqK2d2H4Ny98XkKQMF4l9uc7DnguRlznA0Pt8Ai57S0c2wd4JhyqYr+ZlQPdgI8A/65NAGb2VD3vO9Y+lQykBCG4+3IzGwFcAvzUzJ539ztrZ0cuGv7/HfArd58SFtP8MImX+StwmbuXmdl1BPUVDVEZHhQhGMZ5UfRVggUD18UbO6aKulfMxRHbesHdr46zXu24PdUc/r1YnNe5n2BcqKXUc/WQaDvuvs7MNpvZecDpHL6aSGZ7P3X3Px0xI/bneyHBmX+0POCMiDP+2m3A4f0Bh/dJQ8daj7VPJQOpiEmwoJXJXnf/O/ALguKLWldG/K89sy4F3g8ffy5i2V1AO2JrR3CWX0jyB7x4lgFdzeyMMP5CMxsWDnldYcGAfkS9zhqC+ybkmVkfgiISgFnAh+1w/UobMzu+ntd/Hri59omF9/Z19zcJhqS/hsNXXonMBM42s/7hdjpFzLufoKhpckRinA58KVw238zaR21vGnBDRB1KLzM7JtbnG15tFbj7B0m8v1PqeR+vAeMtuEd2CcFd3Wol+k5IhlOCEICTgLcsuDPZd4EfR8xrZUHF8NeAr4fTfgg8ZmavAlsjln0K+HhYIRndNPX7BHUHLxCcYTdaeMvZK4CfmVkZMJ/DraeuB+41s5lA5Bnw6wRFYQsJDpK1ty3dQtDS5mEzW0CQMOqrOP0x0DGs8C0Dzo2YNxl4vbbYqZ73sQW4CXgi3M6jEbOnEBQRRV6JfA0418wWEhTPDIva3vPAP4CZ4TKPExycY32+FwD/iRPaV4GRYUX3YoLGB4nex+ww3jKC4qM5HC7++iswKaqSWrKERnOVuCy4+crIsII061jQsurpsGK2uV7zaYIK3ulx5u9295IktjMy3E5K+oCY2f3A/e4+q4m2V+Luuy1onfYKcFPtvcMbsI1zCIfpboqY5OjpCkKkCZhZBzNbTtDPIWZyCO20ejrKmdmtBBXy32nqOGu5++ebKjmE7guvUN4G/tmI5HAl8Aeg3isvaT66ghARkZh0BSEiIjEpQYiISExKECIiEpMShIiIxKQEISIiMf1/0J884YJoBiEAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -346,7 +342,6 @@ ], "source": [ "plot_mtf(mtf_freq, mtf_value, labels=None)\n", - "plt.gca().set_xlim([0,50]) # hide portion of MTF beyond Nyquist frequency\n", "plt.show()" ] }, @@ -375,7 +370,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -407,7 +402,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -449,7 +444,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -467,6 +462,13 @@ "plt.title('Noise Equivalent Quanta')\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -486,7 +488,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/src/xdesign/metrics/standards.py b/src/xdesign/metrics/standards.py index 14472ce..bbc717d 100644 --- a/src/xdesign/metrics/standards.py +++ b/src/xdesign/metrics/standards.py @@ -3,7 +3,7 @@ """Defines standards based image quality metrics. These methods require the reconstructed image to be of a specifically shaped -standard object such as a siemens star or a zone plate. +standard object such as a Siemens star or a zone plate. .. moduleauthor:: Daniel J Ching """ @@ -12,7 +12,6 @@ __copyright__ = "Copyright (c) 2016, UChicago Argonne, LLC." __docformat__ = 'restructuredtext en' __all__ = [ - 'compute_mtf', 'compute_mtf_ffst', 'compute_mtf_lwkj', 'compute_nps_ffst', @@ -22,78 +21,15 @@ import warnings import numpy as np -from scipy import optimize +import scipy.optimize +import scipy.signal from xdesign.geometry import Circle, Point, Line from xdesign.phantom import HyperbolicConcentric, UnitCircle -def compute_mtf(phantom, image): - """Approximate the modulation tranfer function using the - HyperbolicCocentric phantom. Calculate the MTF from the modulation depth - at each edge on the line from (0.5,0.5) to (0.5,1). MTF = (hi-lo)/(hi+lo) - - .. deprecated:: 0.3 - - This method rapidly becomes inaccurate at small wavelenths because the - measurement gets out of phase with the waves due to rounding error. Use - another one of the MTF functions instead. This method will be removed - in xdesign 0.6. - - .. seealso:: - - :meth:`compute_mtf_ffst` - :meth:`compute_mtf_lwkj` - - Parameters - ---------- - phantom : HyperbolicConcentric - Predefined phantom of cocentric rings whose widths decay parabolically. - image : ndarray - The reconstruction of the above phantom. - - Returns - ------- - wavelength : list - wavelenth in the scale of the original phantom - MTF : list - MTF values - """ - warnings.warn( - 'compute_mtf will be removed in xdesign 0.6, use compute_mtf_lwkj or ' - + 'compute_mtf_ffst instead', FutureWarning - ) - - if not isinstance(phantom, HyperbolicConcentric): - raise TypeError - - center = int(image.shape[0] / 2) # assume square shape - radii = np.array(phantom.radii) * image.shape[0] - widths = np.array(phantom.widths) * image.shape[0] - - MTF = [] - for i in range(1, len(widths) - 1): - # Locate the edge between rings in the discrete reconstruction. - mid = int(center + radii[i]) # middle of edge - rig = int(mid + widths[i + 1]) # right boundary - lef = int(mid - widths[i + 1]) # left boundary - # print(lef,mid,rig) - - # Stop when the waves are below the size of a pixel - if rig == mid or lef == mid: - break - - # Calculate MTF at the edge - hi = np.sum(image[center, lef:mid]) - lo = np.sum(image[center, mid:rig]) - MTF.append(abs(hi - lo) / (hi + lo)) - - wavelength = phantom.widths[1:-1] - return wavelength, MTF - - def compute_mtf_ffst(phantom, image, Ntheta=4): - '''Calculate the MTF using the method described in :cite:`Friedman:13`. + """Calculate the MTF using the method described in :cite:`Friedman:13`. .. seealso:: @@ -116,7 +52,11 @@ def compute_mtf_ffst(phantom, image, Ntheta=4): MTF values bin_centers : ndarray the center of the bins if Ntheta >= 1 - ''' + + .. seealso:: + :meth:`compute_mtf_lwkj` + + """ if not isinstance(phantom, UnitCircle): raise TypeError('MTF requires unit circle phantom.') if phantom.geometry.radius >= 0.5: @@ -202,9 +142,13 @@ def compute_mtf_ffst(phantom, image, Ntheta=4): return faxis, MTF, bin_centers -def compute_mtf_lwkj(phantom, image): - """Calculate the MTF using the modulated Siemens Star method in - :cite:`loebich2007digital`. +def compute_mtf_lwkj(image, n_sectors, n_radii=100): + """Calculate the MTF using the method in :cite:`loebich2007digital`. + + This method fits a sinusoidal function to the image of a Siemens star + at many radii. Then it uses the ratio of the amplitude of the sinusoidal + function to its mean value as the modulation transfer function (MTF) at + each radii. .. seealso:: @@ -212,67 +156,74 @@ def compute_mtf_lwkj(phantom, image): Parameters ---------- - phantom : :py:class:`.SiemensStar` image : ndarray - The reconstruciton of the SiemensStar + A centered image of a Siemens star. + n_sectors: int >= 2 + The number of spokes/blades on the star. i.e. the number of + light/dark pairs. Returns ------- frequency : array - The spatial frequency in cycles per unit length - M : array - The MTF values for each frequency - """ - # Determine which radii to sample. Do not sample linearly because the - # spatial frequency changes as 1/r - Nradii = 100 - Nangles = 256 - pradii = 1 / 1.05**np.arange(1, Nradii) # proportional radii of the star + The spatial frequency in cycles per pixel length. + mtf : array + The MTF values for each frequency. - line, theta = get_line_at_radius(image, pradii, Nangles) - M = fit_sinusoid(line, theta, phantom.n_sectors / 2) - - # convert from contrast as a function of radius to contrast as a function - # of spatial frequency - frequency = phantom.ratio / pradii.flatten() + .. seealso:: + :meth:`compute_mtf_ffst` - return frequency, M + """ + assert image.shape[0] == image.shape[1], "image should be square." + # Determine which radii to sample. Frequencies are limited by + # the radius of the image and the Nyqust fequency (1/2). + frequency = np.linspace( + 0.5, + n_sectors / (np.pi * image.shape[0]), + n_radii, + endpoint=False, + ) + # Convert frequency into fractional radii; assume square image + fradii = n_sectors / (np.pi * frequency * image.shape[0]) + line, theta = get_line_at_radius(image, fradii) + mtf = fit_sinusoid(line, theta, n_sectors) + return frequency, mtf -def get_line_at_radius(image, fradius, N): +def get_line_at_radius(image, fradius, N=None): """Return an Nx1 array of the values of the image at a radius. Parameters ---------- image : :py:class:`numpy.ndarray` - A centered image of the seimens star. - fradius : :py:class:`numpy.array_like` - The M radius fractions of the image at which to extract the line - given as a floats in the range (0, 1). - N : int - The number of points to sample around the circumference of each circle + A centered image of the Siemens star. + fradius : (M, ) :py:class:`numpy.array_like` + The fractional radii of the image at which to extract lines. + Given as a floats in the range (0, 1). + N : int >= PI * image_width + The number of points to sample along each line. Returns ------- - line : NxM :py:class:`numpy.ndarray` - the values from image at the radius - theta : Nx1 :py:class:`numpy.ndarray` - the angles that were sampled in radians + line : (N, M) :py:class:`numpy.ndarray` + The values from image at each radius. + theta : (N, 1) :py:class:`numpy.ndarray` + The angles that were sampled [radians]. Raises ------ ValueError - If `image` is not square. - If any value of `fradius` is not in the range (0, 1). - If `N` < 1. + If any value of `fradius` is not between 0 and 1. + """ fradius = np.asanyarray(fradius) - if image.shape[0] != image.shape[1]: - raise ValueError('image must be square.') - if np.any(0 >= fradius) or np.any(fradius >= 1): - raise ValueError('fradius must be in the range (0, 1)') - if N < 1: - raise ValueError('Sampling less than 1 point is not useful.') + if np.any(fradius <= 0) or np.any(1 <= fradius): + raise ValueError('fradius must be between 0 and 1.') + # set the number of sample to pi * d in order to get good sampling + image_width = np.min(image.shape) + if N is None: + N = int(np.pi * image_width) + else: + N = max(N, int(np.pi * image_width)) # add singleton dimension to enable matrix multiplication M = fradius.size fradius.shape = (1, M) @@ -283,7 +234,7 @@ def get_line_at_radius(image, fradius, N): x = fradius * np.cos(theta) y = fradius * np.sin(theta) # round to nearest integer location and shift to center - image_half = image.shape[0] / 2 + image_half = image_width / 2 x = np.round((x + 1) * image_half) y = np.round((y + 1) * image_half) # extract from image @@ -293,11 +244,15 @@ def get_line_at_radius(image, fradius, N): return line, theta -def fit_sinusoid(value, angle, f, p0=[0.5, 0.25, 0.25]): - """Fit a periodic function of known frequency, f, to the value and angle - data. value = Func(angle, f). NOTE: Because the fiting function is - sinusoidal instead of square, contrast values larger than unity are clipped - back to unity. +def fit_sinusoid(value, angle, f, p0=[0.5, 0.5, 0]): + """Fit a function of known frequency, f, to the value and angle data. + + We fit the function by minimizing the fitting_error between the square + function and the measured values: + + fitting_error = mean + A0 * square(f * angle - shift) - value + + The MTF is then calculated using the fitted amplitude / the fitted mean. Parameters ---------- @@ -307,71 +262,34 @@ def fit_sinusoid(value, angle, f, p0=[0.5, 0.25, 0.25]): The N angles at which the function was sampled f : scalar The expected angular frequency; the number of black/white pairs in - the siemens star. i.e. half the number of spokes + the Siemens star. p0 : list, optional - The initial guesses for the parameters. + The initial guesses for the mean, A0, and angular shift. Returns ------- MTFR: 1xM ndarray The modulation part of the MTF at each of the M radii - """ - M = value.shape[1] - # Distance to the target function + """ + # Function to minimize to get the amplitudes and mean values of the star def errorfunc(p, x, y): - return periodic_function(p, x) - y - - time = np.linspace(0, 2 * np.pi, 100) + return p[0] + p[1] * scipy.signal.square(x - p[2]) - y + M = value.shape[1] MTFR = np.ndarray((1, M)) - x = (f * angle).squeeze() + x = (f * angle).flatten() for radius in range(0, M): - p1, success = optimize.leastsq( + p1, success = scipy.optimize.leastsq( errorfunc, p0[:], args=(x, value[:, radius]) ) - - MTFR[:, radius] = np.sqrt(p1[1]**2 + p1[2]**2) / p1[0] - - # cap the MTF at unity - MTFR[MTFR > 1.] = 1. - assert (not np.any(MTFR < 0)), MTFR + MTFR[:, radius] = p1[1] / p1[0] assert (MTFR.shape == (1, M)), MTFR.shape return MTFR -def periodic_function(p, x): - """A periodic function for fitting to the spokes of the Siemens Star. - - Parameters - ---------- - p[0] : scalar - the mean of the function - p[1], p[2] : scalar - the amplitudes of the function - x : Nx1 ndarray - the angular frequency multiplied by the angles for the function. - w * theta - w : scalar - the angular frequency; the number of black/white pairs in the siemens - star. i.e. half the number of spokes - theta : Nx1 ndarray - input angles for the function - - Returns - ------- - value : Nx1 array - the values of the function at phi; cannot return NaNs. - """ - # x = w * theta - value = p[0] + p[1] * np.sin(x) + p[2] * np.cos(x) - assert (value.shape == x.shape), (value.shape, x.shape) - assert (not np.any(np.isnan(value))) - return value - - def compute_nps_ffst(phantom, A, B=None, plot_type='frequency'): - '''Calculate the noise power spectrum from a unit circle image using the + """Calculate the noise power spectrum from a unit circle image using the method from :cite:`Friedman:13`. Parameters @@ -398,7 +316,8 @@ def compute_nps_ffst(phantom, A, B=None, plot_type='frequency'): Frequencies for the 2D frequency plot NPS NPS : 2Darray the NPS for the 2D frequency plot - ''' + + """ if not isinstance(phantom, UnitCircle): raise TypeError('NPS requires unit circle phantom.') if not isinstance(A, np.ndarray): @@ -462,7 +381,7 @@ def compute_nps_ffst(phantom, A, B=None, plot_type='frequency'): def compute_neq_d(phantom, A, B): - '''Calculate the NEQ according to recommendations by :cite:`Dobbins:95`. + """Calculate the NEQ according to recommendations by :cite:`Dobbins:95`. Parameters ---------- @@ -481,7 +400,8 @@ def compute_neq_d(phantom, A, B): The spatial frequencies NEQ : the Noise Equivalent Quanta - ''' + + """ mu_a, NPS = compute_nps_ffst(phantom, A, B, plot_type='histogram') mu_b, MTF, bins = compute_mtf_ffst(phantom, A, Ntheta=1) diff --git a/src/xdesign/phantom/standards.py b/src/xdesign/phantom/standards.py index 4a7267a..76247e9 100644 --- a/src/xdesign/phantom/standards.py +++ b/src/xdesign/phantom/standards.py @@ -390,45 +390,63 @@ class SiemensStar(Phantom): Attributes ---------- + center: Point + The center of the Siemens Star. + n_sectors: int >= 2 + The number of spokes/blades on the star. + radius: scalar > 0 + The radius of the circle inscribing the Siemens Star. ratio : scalar The spatial frequency times the proportional radius. e.g to get the frequency, f, divide this ratio by some fraction of the maximum radius: - f = ratio/radius_fraction + f = ratio/radius_fraction. + .. deprecated:: 0.5 + Use :func:`SiemensStar.get_frequency` or + :func:`SiemensStar.get_radius` instead. + + .. versionchanged 0.6 + The `n_sectors` parameter was changed to count only the material as + spokes instead of both the material and the space between. This allows + evenly spaced odd numbers of spokes. + """ - def __init__(self, n_sectors=4, center=Point([0.0, 0.0]), radius=0.5): - """ - Parameters - ---------- - n_sectors: int >= 4 - The number of spokes/blades on the star. - center: Point - radius: scalar > 0 - """ + def __init__(self, n_sectors=2, center=Point([0.0, 0.0]), radius=0.5): + """See help(SiemensStar) for more info.""" super(SiemensStar, self).__init__() - if n_sectors < 4: - raise ValueError("Must have >= 4 sectors.") + if n_sectors < 2: + raise ValueError("A Siemens star must have > 1 sector.") if radius <= 0: raise ValueError("radius must be greater than zero.") if not isinstance(center, Point): - raise TypeError("center must be of type Point.!") - n_points = n_sectors - + raise TypeError("center must be of type Point!") + n_points = 2 * n_sectors + self.ratio = n_sectors / (2 * np.pi * radius) + self.n_sectors = n_sectors # generate an even number of points around the unit circle points = [] - for t in (np.arange(0, n_points) / n_points) * 2 * PI: + for t in np.linspace(0, 2 * np.pi, n_points, endpoint=False): x = radius * np.cos(t) + center.x y = radius * np.sin(t) + center.y points.append(Point([x, y])) - assert (len(points) == n_points) - # connect pairs of points to the center to make triangles - for i in range(0, n_sectors // 2): + for i in range(0, n_sectors): f = Phantom( geometry=Triangle(points[2 * i], points[2 * i + 1], center), material=SimpleMaterial(1) ) self.append(f) - self.ratio = n_points / (4 * PI * radius) - self.n_sectors = n_sectors + def get_frequency(self, radius): + """Return the spatial frequency at the given radius. + + .. versionadded:: 0.6 + """ + return self.n_sectors / (2 * np.pi * radius) + + def get_radius(self, frequency): + """Return the radius which provides the given frequency. + + .. versionadded:: 0.6 + """ + return self.n_sectors / (2 * np.pi * frequency)