{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from npgamma import calc_gamma" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ -1.80000000e+00 -1.70000000e+00 -1.60000000e+00 -1.50000000e+00\n", " -1.40000000e+00 -1.30000000e+00 -1.20000000e+00 -1.10000000e+00\n", " -1.00000000e+00 -9.00000000e-01 -8.00000000e-01 -7.00000000e-01\n", " -6.00000000e-01 -5.00000000e-01 -4.00000000e-01 -3.00000000e-01\n", " -2.00000000e-01 -1.00000000e-01 1.55431223e-15 1.00000000e-01\n", " 2.00000000e-01 3.00000000e-01 4.00000000e-01 5.00000000e-01\n", " 6.00000000e-01 7.00000000e-01 8.00000000e-01 9.00000000e-01\n", " 1.00000000e+00 1.10000000e+00 1.20000000e+00 1.30000000e+00\n", " 1.40000000e+00 1.50000000e+00 1.60000000e+00 1.70000000e+00\n", " 1.80000000e+00]\n", "[ -1.50000000e+00 -1.40000000e+00 -1.30000000e+00 -1.20000000e+00\n", " -1.10000000e+00 -1.00000000e+00 -9.00000000e-01 -8.00000000e-01\n", " -7.00000000e-01 -6.00000000e-01 -5.00000000e-01 -4.00000000e-01\n", " -3.00000000e-01 -2.00000000e-01 -1.00000000e-01 1.33226763e-15\n", " 1.00000000e-01 2.00000000e-01 3.00000000e-01 4.00000000e-01\n", " 5.00000000e-01 6.00000000e-01 7.00000000e-01 8.00000000e-01\n", " 9.00000000e-01 1.00000000e+00 1.10000000e+00 1.20000000e+00\n", " 1.30000000e+00 1.40000000e+00 1.50000000e+00]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAEWCAYAAACQdqdGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\na7D/D+N2ZJ20VgRjAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAEWCAYAAACQdqdGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaMAAAEWCAYAAADLkvgyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEWCAYAAABsY4yMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Passing rate with no reference noise = 0.63\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEWCAYAAABFSLFOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1tJKn9oAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEWCAYAAABsY4yMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Passing rate with reference noise of 0.01 = 0.95\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ0AAAEWCAYAAAC9qEq5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_comparisons(grid, scale_factor, noise):\n", " x = np.arange(-1.8, 1.8 + 0.001, grid)\n", " print(x)\n", " y = np.arange(-1.5, 1.5 + 0.001, grid)\n", " print(y)\n", " coords = (y, x)\n", "\n", " xx, yy = np.meshgrid(x, y)\n", "\n", " dose_ref = np.exp(-(xx**10 + yy**10))\n", "\n", " plt.figure()\n", " plt.title('Reference dose | Grid = {} cm'.format(grid))\n", " plt.xlabel('x (cm)')\n", " plt.ylabel('y (cm)')\n", "\n", " plt.imshow(\n", " dose_ref, clim=(0, 1.04), extent=[-1.8-grid/2, 1.8+grid/2, -1.5-grid/2, 1.5+grid/2])\n", " plt.colorbar()\n", "\n", " # ===\n", "\n", " dose_eval = dose_ref * scale_factor\n", "\n", " plt.figure()\n", " plt.title('Evaluation dose | Grid = {} cm | {} x larger than ref'.format(grid, scale_factor))\n", " plt.xlabel('x (cm)')\n", " plt.ylabel('y (cm)')\n", "\n", " plt.imshow(\n", " dose_eval, clim=(0, 1.04), extent=[-1.8-grid/2, 1.8+grid/2, -1.5-grid/2, 1.5+grid/2])\n", " plt.colorbar()\n", "\n", "\n", " # ===\n", "\n", " dose_ref_noise = (\n", " np.random.normal(loc=0, scale=noise, size=np.shape(dose_ref)) +\n", " dose_ref)\n", "\n", " plt.figure()\n", " plt.title('Reference dose with standard normal noise of {} | Grid = {} cm'.format(noise, grid))\n", " plt.xlabel('x (cm)')\n", " plt.ylabel('y (cm)')\n", "\n", " plt.imshow(\n", " dose_ref_noise, clim=(0, 1.04), extent=[-1.8-grid/2, 1.8+grid/2, -1.5-grid/2, 1.5+grid/2])\n", " plt.colorbar()\n", " \n", " \n", " # ===\n", " \n", " gamma_no_noise = calc_gamma(\n", " coords, dose_ref,\n", " coords, dose_eval,\n", " 0.3, 0.03, lower_dose_cutoff=0.1, maximum_test_distance=0.6)\n", "\n", " plt.figure()\n", " plt.title('Gamma with no reference noise | Grid = {} cm'.format(grid))\n", " plt.xlabel('x (cm)')\n", " plt.ylabel('y (cm)')\n", "\n", " plt.imshow(\n", " gamma_no_noise, clim=(0, 2), extent=[-1.8-grid/2, 1.8+grid/2, -1.5-grid/2, 1.5+grid/2],\n", " cmap='coolwarm')\n", " plt.colorbar()\n", " \n", " plt.show()\n", " valid_gamma_no_noise = gamma_no_noise[~np.isnan(gamma_no_noise)]\n", " no_noise_passing = np.sum(valid_gamma_no_noise <= 1) / len(valid_gamma_no_noise)\n", " print(\"Passing rate with no reference noise = {0:.2f}\".format(no_noise_passing))\n", " \n", " plt.figure()\n", " plt.title('Histogram of gamma with no reference noise | Grid = {} cm'.format(grid))\n", " plt.xlabel('Gamma')\n", " plt.ylabel('Number of pixels')\n", " \n", " plt.hist(valid_gamma_no_noise, 20)\n", "\n", " \n", " # ===\n", " \n", " gamma_with_noise = calc_gamma(\n", " coords, dose_ref_noise,\n", " coords, dose_eval,\n", " 0.3, 0.03, lower_dose_cutoff=0.2, maximum_test_distance=0.6)\n", "\n", " plt.figure()\n", " plt.title('Gamma with reference noise of {} | Grid = {} cm'.format(noise, grid))\n", " plt.xlabel('x (cm)')\n", " plt.ylabel('y (cm)')\n", "\n", " plt.imshow(\n", " gamma_with_noise, clim=(0, 2), extent=[-1.8-grid/2, 1.8+grid/2, -1.5-grid/2, 1.5+grid/2],\n", " cmap='coolwarm')\n", " plt.colorbar()\n", " \n", " plt.show()\n", " valid_gamma_with_noise = gamma_with_noise[~np.isnan(gamma_with_noise)]\n", " with_noise_passing = np.sum(valid_gamma_with_noise <= 1) / len(valid_gamma_with_noise)\n", " print(\"Passing rate with reference noise of {0} = {1:.2f}\".format(noise, with_noise_passing))\n", "\n", " plt.figure()\n", " plt.title('Histogram of gamma with reference noise of {} | Grid = {} cm'.format(noise, grid))\n", " plt.xlabel('Gamma')\n", " plt.ylabel('Number of pixels')\n", " valid_gamma_with_noise = gamma_with_noise[~np.isnan(gamma_with_noise)]\n", " plt.hist(valid_gamma_with_noise, 20)\n", " \n", "\n", "\n", "grid = 0.1\n", "scale_factor = 1.035\n", "noise = 0.01\n", "\n", "plot_comparisons(grid, scale_factor, noise)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ -1.80000000e+00 -1.60000000e+00 -1.40000000e+00 -1.20000000e+00\n", " -1.00000000e+00 -8.00000000e-01 -6.00000000e-01 -4.00000000e-01\n", " -2.00000000e-01 -4.44089210e-16 2.00000000e-01 4.00000000e-01\n", " 6.00000000e-01 8.00000000e-01 1.00000000e+00 1.20000000e+00\n", " 1.40000000e+00 1.60000000e+00 1.80000000e+00]\n", "[-1.5 -1.3 -1.1 -0.9 -0.7 -0.5 -0.3 -0.1 0.1 0.3 0.5 0.7 0.9 1.1 1.3\n", " 1.5]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEWCAYAAAB/tMx4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEWCAYAAAB/tMx4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaMAAAEWCAYAAADLkvgyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xu8HVV99/HPNycJgRAuIcgloKCiFltRDKAUH1FBIdUH\n9fGC+gjiJcWKtb6sFatVWq2K9akWETG1FCkUtAqYSpAKCmgtAiogEcGAIAnXhHANITnn/J4/1jow\n2ezrnH327LP3931e8zp77muuv5k1a9YoIjAzM6vSjKoTYGZm5mBkZmaVczAyM7PKORiZmVnlHIzM\nzKxyDkZmZlY5ByMzM6vclAcjSe+VdLekhyXtMNXz6wVJp0v6dNXpqCXpryV9vUn/d0j6SS/TVEa3\n0ynpYEmrujW9XpJ0q6RDpmC6F0o6utvTbTI/SfpXSeskXdmr+bZD0gmSTpiC6TZcx5L2kBSSZnZ7\nvtNVy2CUD4ZHczC5K5+It25n4pJmAf8IvDIito6ItZNNsDUWEZ+JiHfD1O7s+eA9s9vTtd6JiMMj\n4hs9nOVBwKHAbhGxf70BJL1V0m2SHpF0vqT5jSaW9+8fSVov6TfFgC1pF0nLJN2Rj4E9JpPwHEiP\nk3Rdnt9dki6VdGSz8SpYx03XS51hPyzpekkPSfqdpA/3Mq212r0zek1EbA08H3gB8NE2x9sJmAOs\nKJE2JI2UGc+GV5VXmr7KbeppwK0R8Ui9npKeC3wNeDvpvLEeOKXJ9M4GfgnsAHwM+LakHXO/ceD7\nwP/pTtI5CfgL4EN5fguBjwOH1Rs4B6+qHoE0Wy+1BBwFbE9aluNaBdgpFRFNG+BW4JBC++eBCwrt\nWwBfAH4P3A2cCmwJPAt4BAjgYeCHefjnAD8A7gNuBN5UmNbpwFeB5XncQxpNPw9/MLCKtJPcA9wJ\nHFOY3pbA/wNuAx4AflIY90XAT4H7gWuBg5usgxcAvwAeAr4JnAN8utD/PcDKvEzLgF1zdwFfzGl7\nEPgV8IfN1luD+d8GvDD/fltep8/N7e8Czs+/TwDOzL9/X1j3DwMvBt6R18EXgHXA74DDmyz3R4DV\neblvBF5B2mk3ApvydK/Nwx4D3JCHvQX408J0Wm2nHfJ6exC4EvgU8JNC/38Cbs/9fw68pNDvBODb\nwJm5/7vzdj89L+OvgQ8Dq5osZwDHAr/N+8NXAOV+M0gnntty2s8Ats399sjjviuv78sL3Y7JaV6X\np70fcF2e/smFeT8D+CGwFlgDnAVs1+j4q0n36TmtF+T1/jPgGYX+BwJXkfb9q4ADC/0uBd6dfz8T\nuCwPtwb4ZmG4hsdrnfTsmrfjfaTj4T2FfXQDMJb3mb+tM+5ngH+vWS8bgXl1hn0W8FixX173x9YM\nNzNviz1anONOAE5o0O9ZOd2LWkzjUuDvgf8GHs3rtLiOR0jH3RrS8fG+nLaZrc7B7Tbtrpcm458E\nfLlJ/4N44px5O/COwn54CnBh3r7/DewMfCnv/78BXtBy/m0k8PGDAdiNdEL9p0L/L+YdcD4wD/hP\n4LM1B+vM3D43L8QxeUd5Qd44excW6gHgj0kngTktpn8wMAr8HTALWEy6oto+9/9K3iEW5p3hQFIQ\nWEg6+Bfn+Rya23ess/yzSSeiD+Z5vIF0Iv507v/yvAz75ml/Gbg893sV6eS5HSkw/QGwS6v1VicN\nZwAfyr+XAjcD7y30+2DhoDqz3rrP3d6R0/6evD7eC9xBPvHWzPPZeVvtWpjeM2rnUxj+T0gnEAEv\nzdth3za30znAt0j7xx+SAmAxGP1fUsCaSQpodwFzCmnZBLw2b8stgc8BP87rdnfgeloHo+/l7fRU\n4F7gsNzvnaQT69OBrYFzgX+rWcdn5LRvWeh2Kmn/fSXpRHw+8BTSvncP8NI8jWeS9r8tgB1JJ48v\n1Tv+6qT7dNJ+u39eN2cB5+R+80kngrfnfm/J7TsUTp4TJ8qzSVfRE8fcQe0cr3XScznppDSHlIty\nL/Dywr73kybb4LvAR2q6PUS+CKvp/jrghppuX6bmREp3gtGxpDu6VufJS0kXJM/N851Vs46PJZ2U\nd8/b5kc0CUak/fH+Bs33GozT1nppMK5Id1R1AxfpzvahvB/NIh2Pzy/sh2uAF+Zt/0PShe5RpPPM\np4EftUxDG4m8lRTtHsor7xLylVtegEfY/GrsxcDvag7WiWD0ZuDHNdP/GvDJwkKdUbOCmk3/YNJV\nSPGEew/prmdG7rdPnWX6CPmEUuh2EXB0nWH/FzUnbNLVwUQw+hfg84V+W5NOjnuQAtVNE+lpd7nq\npOFdwLL8+wbS1f/ESec2njjpn0DrYLSy0L5VHmbnOvN8Zl6XhwCz6hy8Z9ZLa2GY84EPtLGdRvL6\nek6h32dofuJaN7Fdc1our+l/CzmY5PYltA5GBxXavwUcn39fAvxZod+zc3pnFtbx0wv9J7otLHRb\nC7y50P4d4C8apOW1wC9rjr9mwejrhfbFwG/y77cDV9YM/z88cTV7KU+cKM8gXeTsVjN80+O1pvvu\npDuI4lX5Z4HTC/tes216CU++s1lNnRyLvGxX1HT7+4l5Fbp1Ixh9vM68VpGCwgbgaYX1+Xc1wxXX\n8Q+Ly0e6SGkYjMo07a6XBuP+LSmHaIsG/T8KnNdkP/znQvv7KQRF4I+A+1ulod18zddGxDzSSeU5\nwILcfUfSCe3nku6XdD8pr7ZRHuXTgAMmhs3Dv410Szfh9sLvdqa/NiJGC+3rSQFhASlK39wgHW+s\nScdBwC51ht0VWB15rWa31fR/vD0iHiadfBZGxA+Bk0l3aPdIWippmzaXq+gy4CWSdiGdvL8F/HF+\nMLstcE2D8eq5q5DW9fnnkwqkRMRKUj75CTnt50jatdFEJR0u6QpJ9+XlWcwT+wk03k47kk4axe1e\nXL9I+ktJN0h6IE9725ppF8eFtE0aTq+Buwq/J9I2Ma3i+Lfl9O7UZP6Qsl4nPFqnfWsASTvldbta\n0oOk7MbisnUr3RNpX1hnGn9FukC6UtIKSe/M3ds5XifsCtwXEQ+1Mb96Hga2qem2LekieDLDTtZa\nas4LEbEbaRttQVpvE+rtBxPK7JOdKrVeJB1Huov5k4h4rMFgu1P/XDqhrf29mY4eskXEZaQo+IXc\naU2e0XMjYrvcbBupsEM9twOXFYbdLlIpu/cWZ1P43en0i9aQrlye0SAd/1aTjrkR8bk6w94JLJRU\n3OmeWvh9B+mgBUDSXNIt7GqAiDgpIl4I7E3K0/1wp8uVA8N60hXH5RHxIOkktIR0tTleb7R60+pE\nRPx7RByUly+AE+tNW9IWpKv9LwA7RcR2pOd+xXXWyL2kLLzdC90eX7+SXkI6Wb6JlK23HSkrtzjt\n2mW9s9H0Sths++ZpjbL5wTaZdf2ZPP4fRcQ2pCzJdtZbK7XphpT21bUDRsRdEfGeiNgV+FPgFEnP\npL3jtTi/+ZLmtZpfAyuAfSZaJD2DlEV+U4Nhn14zr30oWVCqhR8Cu0la1MawzfaDjvbJXCz84QbN\nhQ1G63i95AuP44FXRESz1x9up/65tGvKlPj4EnCopH3ySfCfgS9KegqApIWSXtVg3O8Bz5L0dkmz\ncrOfpD+oN3CJ6deOexrwj5J2lTQi6cX5xHkm8BpJr8rd5yi9i7JbnUn9D+nk8+c5va8n5dFPOBs4\nRtLz87Q/A/wsIm7Ny3aAUhH3R0jBcbzkcl0GHJf/Q8oCKLbXupdUqujpTVdUA5KeLenleZk2kILn\nRNC7G9ijUGJoNukq8V5gVNLhpGyIliJijPQc5gRJW0naGzi6MMg80vq/F5gp6RM8+eqv1reAj0ra\nPm/T97eTlgbOBj4oaU+lVxo+Q3rAP9pivHbNI13RPiBpIelipRuWk461t0qaKenNpAui79UOKOmN\nhX1/HemkOk4Hx2tE3E7Kvv5sPp6eR8pebvcVgLNIx+RL8gXdp4Bza+60JuZ1Eyk34JN5Xq8nZQV9\np7BMc0j7JMAWub1jEXEjKWvyHEmHStpSqZTvgR1O6lukc8hukrYnBYBm8z08B/56zeENxmm5Xook\nvY20Px8aEbe0SP9ZwCGS3pT3px0kPb/FOB3pOBhFxL2kPOZP5E4fIT3gvSJnM1xMylevN+5DpJPU\nkaQrqbtIV9tb1Bu+0+nX8ZekAhdXkUr4nEh6dnM7cATw16ST3O2kk8CT1kdEbAReT8rzvo+Uj35u\nof/FwN+QNvidpKuHieKR25CCzjrSbfla4B9KLtdlpBPX5Q3aa9O9nly6J2exvKjJtOvZglQQYA1p\nOz2FJ4r0/0f+v1bSL/J2/XPSAbcOeCupcEa7jiPdxt9FuvP+10K/i0hZmDeR1uEGmmeHQMr/vo30\nEPW/gH/rIC21TsvjX56nt4HJBbdaf0sq/PIAqVTcuc0Hb0+kd/peTSrwsZZ0d/nqiFhTZ/D9gJ9J\nepi03T4QEbeUOF7fQnpmdgdwHunZ0sVtpncF6SH/WaTniXOBP5voL+lUSacWRjkSWETa3z4LvCGf\nmyY8SgrykAoOPNpOOhp4H6mk2T+SzgGrSMHyzaRCC+34Z9K+fC2pZG5XtnMdDddLDvQPF4b9NCkX\n56rCXdepT5oiEBG/J2W9f4i0Dq6hcCfbDRPFV83MhpJy7QsRcUK1KRlurpvOzMwq5zfGzWzYXVp1\nAszZdGZm1gd8Z9QFs7VFzGFu1clorhuFhdtV9vqmTBp9LWV9YgOPsDEem9SR9qqXzY219421HO7n\n1z12UUTUrRtvunIw6oI5zOUAvaLzEVVivy15J6uZvdvUMdb6YKpHI53XixujJUtYl1n3UHr9D6wZ\nJeoyHi+3f/S7n8Ulk57G2vvGuPKi1q/Fjezy205ejJ4WHIzMzPpEesGr3jvsg8/ByMysTwTBphjM\nO8dWhqpot6TTJN0j6foG/Q/O9Z9dk5tP1BvOzGyqjLfxN4iG7c7odFLFpWc0GebHEfHq3iTHzOwJ\nQTA2pM8lh+rOKCIuJ1VlYWbWl8aJlk072sgJkqSTJK1U+qT6vl1dkA4NVTBq04F5w1yo9CnkuiQt\nkXS1pKs30ajWdTOz9gUwRrRs2nQ6DT6Nnh0O7JWbJaSvbFfGwWhzvwCeGhHPI30h8fxGA0bE0ohY\nFBGLZjWt59XMrH3dujNqIyfoCNLHTCMirgC2U/pmWiUcjAoi4sH8cTwiYjkwS9LAlec3s/4UwKaI\nlg2wYCJnJjdLSsxuIZvXgL+K9j+G2HXDVoChKUk7A3dHREjanxSs11acLDMbEtF+NtyaiGjng3/T\nxlAFI0lnkz6dvkDSKuCTwCyAiDgVeAPwXkmjpO+fHBmuvM/MeiVgrHdnnNVs/vXZ3Wj/y7xdN1TB\nKCLe0qL/yaSi32ZmPTfxid0eWQYcJ+kc4ADggYi4s3ez39xQBSMzs/4mxrpUq3EbOUHLSV9vXQms\nB47pyoxLcjDqBglt0XmJunisd0XCS1coWsKMOXNKjTe+YUOXU9JYmUpZAWK88zwUzSp5mJWYF0CM\nbup4HM2cVW5emzaWGq+nplFlrqkAQ3eCURs5QUH6pHpfcDAyM+sT6T2jXn7vpX84GJmZ9ZHxLt0Z\nTTcORmZmfcJ3RmZmVrlAjA1pXQQORmZmfcTZdGZmVqlAbIxyJT2nOwcjM7M+kV56dTadmZlVzAUY\nzMysUhFiLHxnZGZmFRv3nZGZmVUpFWAYztPycC61mVkfcgEGm5wIYmPnFUb2e+WqAJrZ+S6iLbcs\nNa+ZO8zveJzY2HmloAAaKXnAq/MslBgtV+mm5pT8nH2ZSnFnlFsf4w8+1Pk4j6wvNa/SlZdWVOlp\nWWN+z8jMzKrkGhjMzKwvjLs0nZmZVSlVlOpgZGZmFQrEJlcHZGZmVYrAL72amVnV5JdezcysWoHv\njMzMrA+4AIOZmVUqkD+uZ2Zm1Qpg05DWTTdU94OSTpN0j6TrG/SXpJMkrZR0naR9e51GMxtmYqyN\nZhANVTACTgcOa9L/cGCv3CwBvtqDNJmZAbmi1JjRshlEg7lUDUTE5cB9TQY5AjgjkiuA7STt0pvU\nmZkxtHdGw5k52dhC4PZC+6rc7c7aASUtId09MYet0ttqHep1DdxlPHpY5zmVd76t3HI9ZfvOa4B+\nbHTrUvOaOVKuJuc5MzuvEXvjWLk36kfU+T4FMB6zOx5nzYNzS81rx3N273icrc6/utS8hkGEBvbO\npxUHo5IiYimwFGAbzS931jAzK0gFGFwdkMFqoHipt1vuZmbWAxral16Hc6kbWwYclUvVvQh4ICKe\nlEVnZjYVUgEGtWwG0VDdGUk6GzgYWCBpFfBJYBZARJwKLAcWAyuB9cAx1aTUzIaVa2AYAhHxlhb9\nA3hfj5JjZraZYa6BYThDsJlZnxpnRsumHZIOk3Rjfon/+Dr9t5X0n5KulbRCUqU5QUN1Z2Rm1s8i\nYNP45O8RJI0AXwEOJb2icpWkZRHx68Jg7wN+HRGvkbQjcKOksyJi46QTUIKDkZlZn0jZdF3JsNof\nWBkRtwBIOof0Un8xGAUwT5KArUkVAnT+Il2XOBiZmfWRLtWwUO8F/gNqhjmZVIL4DmAe8OaIGO/G\nzMvwMyMzsz7RQdHuBZKuLjRLSszuVcA1wK7A84GTJW3TvaXpjO+MzMz6RtvZdGsiYlGT/u28wH8M\n8LlcinilpN8BzwGu7CDBXeM7IzOzPjKOWjZtuArYS9KekmYDR5Ky5Ip+D7wCQNJOwLOBW7q4KB3x\nnVE3CDSz81UZYyUq61Rvrx8e3rXzerL+7HmXlZrXa7au+5mppsrmr4+VfJejzRPBZnYcKZcNf1fJ\nClY3lXgA/tP1e5Wa1+kLFnc8zlbj5Sqp7SmV2D+6UENlKk03+brpImJU0nHARcAIcFpErJB0bO5/\nKvAp4HRJvwIEfCQi1kx65iU5GJmZ9YluvvQaEctJtcoUu51a+H0H8MquzKwLHIzMzPpImbvvQeBg\nZGbWJyZK0w0jByMzsz7ij+uZmVmlIsSog5GZmVXN2XRmZlYpPzMyM7O+4GBkZmaVGuaP6zkYmZn1\nEb9nZGZmlYqA0S58XG86cjAyM+sjzqYzM7NK+ZmRTYo0A82e3fmIG3v3qfkYLfc14dEtOz8w9phd\nruLfWSWOwXklj9tHxsvVpD13RuczHIty1TnPn1Fum80pUeP0b2c+WGpeMfkKpqdeqRq4u1AFd0nh\nYGRmZlVzAQYzM6tUhJ8ZmZlZ5cTYkJamG6qllnSYpBslrZR0fJ3+B0t6QNI1uflEFek0s+EVoZbN\nIBqaOyNJI8BXgEOBVcBVkpZFxK9rBv1xRLy65wk0s6E3zHXTDdOd0f7Ayoi4JSI2AucAR1ScJjOz\nJ0R6btSqGUTDFIwWArcX2lflbrUOlHSdpAslPbfRxCQtkXS1pKs3xoZup9XMhtQ4atkMoqHJpmvT\nL4CnRsTDkhYD5wN71RswIpYCSwG2HVkwoNcqZtZL4QIMQ2E1sHuhfbfc7XER8WBEPJx/LwdmSVrQ\nuySa2bBzNt3guwrYS9KekmYDRwLLigNI2llKr2tL2p+0ftb2PKVmNrRcmm7ARcSopOOAi4AR4LSI\nWCHp2Nz/VOANwHsljQKPAkdGDOp1iJn1m3TnM5jBppWhCUbweNbb8ppupxZ+nwyc3Ot0mZlNGNai\n3UMVjMzM+t2w5sU4GHVBjI8zvn591cmYEmUqjn5wbE6peY2VOAg3UO7I3W5Gucel95eo7Xv+SLmq\nrTdFuZrF7ys3WikxUuIqvkwt2lD+LF1iPM0scWosV8n6ZgIxPqSl6RyMzMz6yJDeGDkYmZn1DRdg\nMDOzvjCkt0YORmZmfcR3RmZmVqkAxscdjMzMrEoBDOmd0XCWITQz61Pdqpuu1cdE8zAH5w+JrpB0\nWTeXo1O+MzIz6yddKMDQzsdEJW0HnAIcFhG/l/SUyc+5PN8ZmZn1jdaVpLZZwKGdj4m+FTg3In4P\nEBH3dHVROuRgZGbWT6KNBhZMfNwzN0tqptLOx0SfBWwv6VJJP5d0VNeXpQPOpjMz6xcB0V5pujUR\nsWiSc5sJvBB4BbAl8D+SroiImyY53dKJMTOzvtGV0nQtPyZKultaGxGPAI9IuhzYB3AwKpI0F9gQ\nEWNVp2UgzChXWWeUGG1TlNut5s7o/CAsm8/8SMlKSOeVSOMD473dhbcqcS6boZK1q5YZrdfVUpfY\n92O0RK2n3Vqs7kzn8Y+JkoLQkaRnREXfBU6WNBOYDRwAfLErcy+hb4KRpBmkFfY2YD/gMWALSWuA\nC4CvRcTKCpNoZjb1uhCM2vmYaETcIOn7wHWky4qvR8T1k597OX0TjIAfARcDHwWuj0iXrpLmAy8D\nTpR0XkScWWEazcymThdfem31MdHc/g/AP3RlhpPUT8HokIjYVNsxIu4DvgN8R9Ks3ifLzKx3/HG9\nihUDkaTtSQ/fZhb6/6JesDIzGyium64/SPoU8A7gZp7IPQ3g5VWlycysV+Q7o77xJuAZ+a1hM7Ph\n8cRLrUOnH2tguB7YrupEmJn1nlIBhlbNAOrHO6PPAr+UdD2peDcAEfG/q0uSmVmPDOmdUT8Go28A\nJwK/otwrdWZm09eQnvX6MRitj4iTqk6EmVnP+eN6feXHkj4r6cWS9p1oujHhVh+bUnJS7n9dt+Zr\nZtYuRetmEPXjndEL8v8XFbpNumh3Ox+bAg4H9srNAcBX838zs94Y0GDTSt8Fo4h42RRN+vGPTQFI\nmvjYVDEYHQGcEREBXCFpO0m7RMSdU5QmMzOjD4ORpM8An4+I+3P79sCHIuLjk5x0vY9N1d71NPog\n1ZOCUf6Y1RKAOWyFZs3uOEGxqYevUpWspXrksc4v0+aNPFpqXveOdZ5rvOtIucvIx0rWuTJS4rK1\nbB1WIyr37GCsxLJtGO9hTVsla5CnbO3nZcYrs+67dEczqNlwrfTjM6PDJwIRQESsAxZXmJ66ImJp\nRCyKiEWzNKfq5JjZIAhSdUCtmgHUj8FoRNIWEy2StgS2aDJ8u9r52FQ7w5iZTZ32Pjs+cPoxGJ0F\nXCLpXZLeBfyA9O7RZD3+sSlJs0nfTlpWM8wy4Khcqu5FwAN+XmRmveTSdH0iIk6UdC1wSO70qYi4\nqAvTbfmxKdK3PxYDK4H1wDGTna+ZWUcGNNi00jfBSJJyKTYi4vvA95sNU0arj03lab+v7PTNzCZt\nSINRP2XT/UjS+yU9tdhR0mxJL5f0DeDoitJmZjbl2smiczbd1DsMeCdwtqQ9gfuBLUkB87+AL0XE\nLytMn5nZ1BvQ0nKt9E0wiogNwCnAKfnz4guAR4vFvM3MBt2g3vm00jfBqCh/Xtyl2Mxs+DgYmZlZ\npQb4mVArDkZmZv1kSINRP5WmAyCXqNu+6nSYmVVB462bQdR3wQjYifR5h2/l7w8NZ9ESM7Mh0nfZ\ndBHxcUl/A7ySVAPCyZK+BfxLRNxcbeoaiOhZDdyaWW6TxVi5Go/LfHRytsrNa9sZnY+31Yxy1RZu\niMdKjbepxDhjJbNd5pW8DJtR4vptpOSDiihRAbdmlFuwkhXPl6MKr9OdTdc/ck0Id+VmFNge+Lak\nz1eaMDOzqeSXXvuHpA8ARwFrgK8DH46ITZJmAL8F/qrK9JmZTakBDTat9F0wAuYDr4+I24odI2Jc\n0qsrSpOZWW84GPWHiPhkk3439DItZma9JAa3tFwrfReMzMyG1gA/E2rFwcjMrJ84GJmZWeWGNBj1\nZdFuM7Nh1a2i3bnSgBslrZR0fJPh9pM0KukN3VqGMhyMzMz6SbTRtCBpBPgKcDiwN/AWSXs3GO5E\n0jfjKuVgZGbWL6JrddPtD6yMiFsiYiNwDnBEneHeD3wHuKdry1CSg5GZWT9p785ogaSrC82Smqks\nBG4vtK/K3R4naSHwOuCrU7AUHXMBBjOzPtLmM6E1EbFokrP6EvCRXKHAJCc1eQ5G3TKjRI2RJcTo\naE/m8/j8Zna+k45FuRvuuSUqp7x7rFyFp7NKjVXO3JIVgz40Xq5Y1awSs5ulcvvVyMbO01i20t6e\nGq8wjd0pTbca2L3QvlvuVrQIOCcHogXAYkmjEXF+V1LQIQcjM7N+0WYBhTZcBewlaU9SEDoSeOtm\ns4rYc+K3pNOB71UViMDByMysb4ju1MAQEaOSjgMuAkaA0yJihaRjc/9TJz+X7nIwMjPrI92qDigi\nlgPLa7rVDUIR8Y7uzLW8oQhGkuYD3wT2AG4F3hQR6+oMdyvwEDAGjHbhAaGZWWdcA8NAOx64JCL2\nAi7J7Y28LCKe70BkZpXowkuv09GwBKMjgG/k398AXlthWszM6hviL70OSzDaKSLuzL/vAnZqMFwA\nF0v6eZ2XyDYjacnEC2ebKFe82MzsSYb0zmhgnhlJuhjYuU6vjxVbIiKkhtcWB0XEaklPAX4g6TcR\ncXm9ASNiKbAUYBvNH9Ddw8x6zR/Xm+Yi4pBG/STdLWmXiLhT0i40qIcpIlbn//dIOo9Uv1PdYGRm\nNhUGNRuulWHJplsGHJ1/Hw18t3YASXMlzZv4DbwSuL5nKTQzayeLbkCD1bAEo88Bh0r6LXBIbkfS\nrpImyuHvBPxE0rXAlcAFEfH9SlJrZsNrSIPRwGTTNRMRa4FX1Ol+B7A4/74F2KfHSTMze1y3amCY\njoYiGJmZTRcqWUHudOdgVKUqawZuk8Y6PzBu3zS/1Lzu3eLO1gPVKFtX+kNRbsyt1Pk2K1lpN5so\nN+L68c5z3+8d3abUvMpU0K6Rcus+yp6kp8Fx9rgBzoZrxcHIzKyPOJvOzMyq52BkZmZV852RmZlV\nz8HIzMwqFa4OyMzMKub3jMzMrD/EcEYjByMzsz7iOyMzM6uWX3o1M7N+4AIMZmZWOQcjMzOrVuAC\nDDZJZSpjnFGiwsiylT6qXKWbW9/Z+fxOue6lpeb1ze1e2PE4M0o+7R0rUZkowJazNnU8zqaxstW5\n9s66R7YsNd78u3p4GT+dKjydBBdgMDOz6jkYmZlZlfzSq5mZVS/CH9czM7M+MJyxyMHIzKyfOJvO\nzMyqFYCz6czMrHLDGYscjMzM+omz6czMrHLDWpqu3GvoZmbWfdFm0wZJh0m6UdJKScfX6f82SddJ\n+pWkn0qk4iWiAAAJs0lEQVTap0tLUcpQBCNJb5S0QtK4pEVNhmu68czMplJ66TVaNi2nI40AXwEO\nB/YG3iJp75rBfge8NCL+CPgUsLS7S9OZoQhGwPXA64HLGw3Q5sYzM5ta4200re0PrIyIWyJiI3AO\ncERxgIj4aUSsy61XALt1I/llDcUzo4i4AUDNKwt9fOPlYSc23q+nPIFmZlk7dz7AAklXF9qXRkTx\nzmYhcHuhfRVwQJPpvQu4sO1EToGhCEZt6mjjSVoCLAGYw1blasXuZS3EJaul3+rCazseZ68rtis1\nrxjrvAZozSxZI/bsWeXG29h5rd2lPwkwUnLZxjtfj9uyvtys1t3c+Tijo6XmNWPu3FLjRYn5xWOP\nlZrXpLX/TGhNRDR85NAJSS8jBaODujG9sgYmGEm6GNi5Tq+PRcR3uz2/fBWyFGAbzR/O4i9m1mVd\nq5tuNbB7oX233G0zkp4HfB04PCLWdmPGZQ1MMIqIQyY5ibY2npnZlOrOx/WuAvaStCfpPHYk8Nbi\nAJKeCpwLvD0iburGTCdjYIJRF7TceGZmUyq689nxiBiVdBxwETACnBYRKyQdm/ufCnwC2AE4JT9P\nH+1W1l8ZQxGMJL0O+DKwI3CBpGsi4lWSdgW+HhGLG228CpNtZsOoS58dj4jlwPKabqcWfr8beHdX\nZtYFQxGMIuI84Lw63e8AFhfan7TxzMx6akifQA9FMDIzmy5UojTkIHAwMjPrF0G7L7UOHAcjM7M+\nIdqr7mcQORiZmfUTByMzM6ucg5GZmVXKz4zMzKwfuDSdmZlVLJxNZ5M0oDtQmdqLR+9ZU25mvazF\nfEbJGrHL6OVylVWm1nno6X4//uiGciPGNLrTCAb2XNKKg5GZWT+ZRrGzmxyMzMz6iN8zMjOz6jkY\nmZlZpSKgxBePB4GDkZlZP/GdkZmZVc7ByMzMKhXAuIORmZlVKqbXe1Fd5GBkZtYvAhdgMDOzPuBn\nRmZmVjkHIzMzq5YrSrXJKlPRZC93ul5WhDkdKjwd5MpLy5gOJ8CyD/anw7JNCMCfkDAzs8pNp+DZ\nRQ5GZmZ9w9UBmZlZ1QJiSN8zmlF1AnpB0hslrZA0LmlRk+FulfQrSddIurqXaTQzA1INDK2aATQs\nd0bXA68HvtbGsC+LiJKfKjUzmyQ/MxpcEXEDgHpZOsnMrFMRQ1uabiiy6ToQwMWSfi5pSbMBJS2R\ndLWkqzfxWI+SZ2YDL6J1M4AG5s5I0sXAznV6fSwivtvmZA6KiNWSngL8QNJvIuLyegNGxFJgKcA2\nmj+Ye4eZ9VgQY9PgHbgpMDDBKCIO6cI0Vuf/90g6D9gfqBuMzMy6bog/IeFsukzSXEnzJn4DryQV\nfDAz650Yb90MoKEIRpJeJ2kV8GLgAkkX5e67SlqeB9sJ+Imka4ErgQsi4vvVpNjMhlEAMR4tm3ZI\nOkzSjZJWSjq+Tn9JOin3v07Svt1enk4MTDZdMxFxHnBene53AIvz71uAfXqcNDOzJ0R3Pq4naQT4\nCnAosAq4StKyiPh1YbDDgb1ycwDw1fy/EkNxZ2RmNl3E2FjLpg37Aysj4paI2AicAxxRM8wRwBmR\nXAFsJ2mX7i5N+4bizmiqPcS6NReP/8dtPZrdAqDzl3K7/0y0XDq6baxP0jEV66PcNvP6mOp0NPa0\nyU7gIdZddHF8e0Ebg86pqSVmaS7hO2EhcHuhfRVPvuupN8xC4M4Oktw1DkZdEBE79mpekq6OiIZV\nGjkdTofT0X/paFdEHFZ1GqribDozs8GzGti90L5b7tbpMD3jYGRmNniuAvaStKek2cCRwLKaYZYB\nR+VSdS8CHoiISrLowNl009HS1oP0hNOxOadjc05HhSJiVNJxwEXACHBaRKyQdGzufyqwnFSaeCWw\nHjimqvQCKAa0niMzM5s+nE1nZmaVczAyM7PKORj1uX75Sm0H6WhaBUkX0jFf0g8k/Tb/377BcF1f\nH/1SvUob6ThY0gN52a+R9IkpSsdpku6RVLcOxx6uj1bp6Mn6sEmKCDd93AB/ADwbuBRY1GS4W4EF\nVaaD9KD0ZuDpwGzgWmDvLqfj88Dx+ffxwIm9WB/tLBvpYfCFgIAXAT+bgu3QTjoOBr7Xg33zfwH7\nAtc36D/l66PNdPRkfbiZXOM7oz4XETdExI3TJB3tVEEyWUcA38i/vwG8tsvTb6RfqlfpxTpuS6Rv\nfd3XZJCeVDfTRjpsGnAwGhxtf6V2CjWqXqSbdoon3oW4i1Tbej3dXh/tLFsvlr/deRyYs8YulPTc\nLqehXb1YH+3qh/VhTfg9oz7Q66/UTnE6Jq1ZOootERGSGr2bMOn1MY39AnhqRDwsaTFwPqlm5mHl\n9TENOBj1geiTr9R2IR1dqV6kWTok3S1pl4i4M2f53NNgGt3+am+/VK/Sch4R8WDh93JJp0haEBG9\nrkC1L6qb6aP1YU04m24AqH++UttOFSSTtQw4Ov8+GnjSHdsUrY9+qV6lZTok7SxJ+ff+pON8bZfT\n0Y6+qG6mj9aHNVN1CQo3zRvgdaS89seAu4GLcvddgeX599NJpaquBVaQstV6no7cvhi4iVTiayrS\nsQNwCfBb4GJgfq/WR71lA44Fjs2/Rfqg2c3Ar2hS+nGK03FcXu5rgSuAA6coHWeTPjewKe8b76po\nfbRKR0/Wh5vJNa4OyMzMKudsOjMzq5yDkZmZVc7ByMzMKudgZGZmlXMwMjOzyjkYmXVA0paSLpM0\nMsnpzJZ0uSS/eG6Gg5FZp94JnBsRY5OZSKRKTi8B3tyVVJlNcw5GZoCk/XJFmnNyDQ4rJP1hnUHf\nRqHWB0kfyd9NulbS53K3SyV9UdLVkm7I0z5X6RtMny5M6/w8PbOh5ywCMyAirpK0DPg0sCVwZkRs\nVoVQrn7n6RFxa24/nPSZhAMiYr2k+YXBN0bEIkkfIAWvF5I+c3CzpC9GxFpSFUX7TfWymU0HDkZm\nT/g7Ut1vG4A/r9N/AXB/of0Q4F8jYj1ARBS/qTNRX9yvgBWR62STdAup8tC1ETEmaaOkeRHxUHcX\nxWx6cTad2RN2ALYG5gFz6vR/tEH3eh7L/8cLvyfaixeBW5CCn9lQczAye8LXgL8BzgJOrO0ZEeuA\nEUkTAekHwDGStgKoyaZrSdIOwJqI2DSpVJsNAAcjM0DSUcCmiPh34HPAfpJeXmfQ/wIOAoiI75Oy\n466WdA3wlx3O9mXABeVTbTY4XGu3WQck7Qt8MCLe3oVpnQscHxE3TT5lZtOb74zMOhARvwB+1I2X\nXoHzHYjMEt8ZmZlZ5XxnZGZmlXMwMjOzyjkYmZlZ5RyMzMyscg5GZmZWuf8PkfhC9dY/PMkAAAAA\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEWCAYAAAByqrw/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Passing rate with no reference noise = 0.62\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEWCAYAAABIVsEJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3/937IEfWwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEWCAYAAAByqrw/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Passing rate with reference noise of 0.01 = 0.81\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ0AAAEWCAYAAAC9qEq5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nK8ZJx8xFRNJjAAAACElEQVTMivlf65uVnRVJqgYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid = 0.2\n", "scale_factor = 1.035\n", "noise = 0.01\n", "\n", "plot_comparisons(grid, scale_factor, noise)" ] } ], "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 }