From 8ae3bfa1ab9066c97f71dfa5b9e9e2a4d81abdad Mon Sep 17 00:00:00 2001 From: jonhood11 Date: Wed, 27 Jan 2021 23:07:14 -0500 Subject: [PATCH] Update 2D guassian code --- .../twoDGaussianTesting-checkpoint.ipynb | 144 +++++++++--------- .../twoDGaussianTesting.ipynb | 144 +++++++++--------- 2 files changed, 150 insertions(+), 138 deletions(-) diff --git a/custom_2dgaussianfit/.ipynb_checkpoints/twoDGaussianTesting-checkpoint.ipynb b/custom_2dgaussianfit/.ipynb_checkpoints/twoDGaussianTesting-checkpoint.ipynb index 3bc34b7..4f1c61e 100644 --- a/custom_2dgaussianfit/.ipynb_checkpoints/twoDGaussianTesting-checkpoint.ipynb +++ b/custom_2dgaussianfit/.ipynb_checkpoints/twoDGaussianTesting-checkpoint.ipynb @@ -2,14 +2,14 @@ "cells": [ { "cell_type": "code", - "execution_count": 37, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from IPython.core.debugger import set_trace\n", "import scipy.optimize as opt\n", "import numpy as np\n", - "import pylab as plt\n", + "import matplotlib.pyplot as plt\n", "\n", "def twoD_Gaussian(xy_tuple, amplitude, xo, yo, sigma_x, sigma_y, offset):\n", " theta = 0\n", @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 42, "metadata": { "scrolled": false }, @@ -56,16 +56,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 38, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -85,11 +85,11 @@ "x, y = np.meshgrid(x, y)\n", "print(x.shape)\n", "print(y.shape)\n", - "img = twoD_Gaussian((x, y), 1, xsize/2, ysize/2, 10, 20, 10) # amplitude, xo, yo, sigma_x, sigma_y, theta, offset\n", + "img = twoD_Gaussian((x, y), 1, 80, 50, 20, 20, 10) # amplitude, xo, yo, sigma_x, sigma_y, theta, offset\n", "img = img.reshape(x.shape) # undo the ravel \n", "\n", "print(img.shape)\n", - "plt.imshow(img)" + "plt.imshow(img, origin='lower')" ] }, { @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 44, "metadata": { "scrolled": false }, @@ -132,12 +132,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "[ 1. 75. 80. 10. 20. 10.]\n" + "[ 1. 80. 50. 20. 20. 10.]\n" ] } ], "source": [ - "initial_guess = (3, 80, 80, 10, 20, 10) # amplitude, xo, yo, sigma_x, sigma_y, offset\n", + "initial_guess = (3, 50,50, 20, 20, 10) # amplitude, xo, yo, sigma_x, sigma_y, offset\n", "optimum, cov = fit_twoD_Gaussian(img, initial_guess)\n", "print(optimum)" ] @@ -151,12 +151,14 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, + "execution_count": 45, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPQAAAD4CAYAAADb7cuFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd5gb1dXGf1fSSitt0zZvc+827rhhDMYGbHqH0AnwBQglECCBFEIIkACBAE7ooQRwKKHatGCaTTE2xjbuZt3WXm8v2tWudldtvj/ujDTSaosL8drc93nmkWbmzsyd0bw65Z57jtA0DQUFhYMDlv3dAQUFhX0HRWgFhYMIitAKCgcRFKEVFA4iKEIrKBxEsO3vDgAI4dLAvb+7oaBwgKC8RtO03ER7egShJZmv2N+dUFA4QHBHSUd7lMqtoHAQQRFaQeEggiK0gsJBBEVoBYWDCIrQCgoHERShFRQOIihCKygcRFCEVlA4iKAIraBwEEERWkHhIIIitILCQQRFaAWFgwiK0AoKBxEUoRUUDiIoQisoHERQhFZQOIigCK2gcBChh2QsUdj/SNrN9oEfpBcKewdF6B8ldpe83TmHInhPgFK5FRQOIigJ/aPCvpDM3Tm3ktb7C11KaCHEM0KIKiHE2gT7bhZCaEKIHH1dCCHmCiE2CyFWCyEm/BCdVthdJPHDkjnR9RT2B7qjcj8HHBe/UQjRBzgW2GHafDwwRF+uAB7b+y4qKCh0F10SWtO0xUBdgl0PAr8GzPVoTwWe1yS+BtxCiIJ90lOFPcDuSmZbN5bdvbaS1v9L7JFTTAhxCrBL07Tv4nYVATtN66X6tkTnuEIIsVwIsRx8e9INhQ7RXSLtCVn3hOSK1P8r7LZTTAjhAn4HzE60O8G2hBXlNU17EnhSnrNQVZ3fZ+iKPD+EH9Q4Z7CTNkkoZ9kPjz35dQcBA4DvhBAAvYEVQojJSIncx9S2N1C2t51UUFDoHnab0JqmrQF6GetCiO3ARE3TaoQQ84FrhRAvA1OABk3TyvdVZxW6QkfS+YdQixNJW/N1Eklr4xpKUv9Q6M6w1UvAEmCYEKJUCHF5J83fA7YCm4GngKv3SS8VukBnNnNnZN4bx1VXx3Z1XYUfAl3+dWuadl4X+/ubvmvANXvfLYXuozNyJPp590aKm2GWwB1J3s5sa2VT/xBQoZ8KCgcRVOjnAY3uStt9oRZ3JH0hKoE7Cv+0oWzq/w0UoQ86dEXm7pI9HonaGURMpFrHq9QdkVphX0IR+oDE7krm7pB4T2zoeIkcL7XjJXBHNrWyp/cVlA2toHAQQUnoAw7dka5JHezrTP3em6GkjqS12bbuSv1W9vS+gCL0AY/ukLk7BN8Xr0I8gc0qtrKp/xdQKreCwkEEJaEPGHRHJU7kBEtKsE4H7cBut9C/fwqFhU5SUqwEAhoej5+SEh+Vla272WezMyyRk6yje1Bq955CEfqAQFde7c5I2jW5R45M59xz+zNnTh7jxrmx2xMrbhUVrSxeXMOCBeW88UYJPl+og37Fe7w7sqmV13tfQ8hozf3cCVGoyQQnConRXWdWPMETrcvvQsBpp/Xl5puHMW1aFqGQxpIl9XzxRT3r1jVRWtpKU1MIm02QnZ3EoEEuJkxI55hjsikqctLYGOCZZ7bzt78Vs3OnVz+/QcIgsYRMtE4H20iwTyEWd3yradrERHuUhP4RYsqUbObOHc/kydls2dLMjTeu5YUXSqmp6c6fe4Dp07O44op+XHPNIK66aiAPPriJu+5aj8+nSLi/oSR0j0dXw1TxErpjNdvhcHDvveO57rpBlJe38tvfFvPii7sIh83n7MxWj5Woffokc9ddQ7n44iK2bWvmpz9dyuLF1Xq7zqR0dyR0omsqSHQsoZWX+4BDIjIbqYA6InMSAwe6Wbr0WK6/fjCPPFLC8OGf8/zzlYTDTsCpt3WazuWMW2ymdrLtzp1BLrlkPUce+TWBgMYnn8zk978fFXPd9uq+uY/x+5XCuLdQT7DHoqsYbPP2+LaxJJo2rYi3356EEIITT1zJe+81APYEx3YnCCXYbtvnn7dy6KHLeOyxYdx55yGMHJnBT3+6BL/ffLxZ0hrnTiSV48enlYNsd6Ak9EGO2bPzWbhwKrW1AaZOXcJ779X8INdpagpx0UWrueWWTZx3Xm8WLDgCl8v6g1xLoWMoCX1AoqNJF7Fq9zHH9Gb+/OmsX9/M7NnfUFMTJlbldcadc3cktHnYqSXS6r77dlBR0cYzz4xm/vxZnHjiYtra4vtvnCN+aEthb6EI3SOxOzHX8TapJPXkyVm89dZ0Nm5sZtasb/F4wkRtYDOhOxriioeTroei5Dmef76SUEjjxRfH8sor0znjjM91x1s8Eqnh8WPWxj5F+O5AEfqARDz5Ym3mvn3TWbDgCCoq/MyevRKPx5z/y0liQncloQN6+0QSGuLt4XnzqnC71/GPfxzCAw+M55e/XBF3vvgJHSque19gj2pbCSH+KoTYqNevelMI4Tbt+41e22qTEGLOD9VxhcRITrby1luHYbdbOPHE5VRV+bs+6AfCI4/s4KGHtnPDDUO45JL++60fPybsaW2rhcAoTdPGAN8DvwEQQowEzgUO0Y95VAihPCN7hURDPIn2yzYPPTSB8ePdXHDBajZtaqP98JMTSNcXl2lbWty+tLgl3dTOaOvSl/QOrmPj5ps388kntTz66KGMHJlNx/Z/9B6i+5UCubvYo9pWmqZ9qGmaoSN9jUyoD7K21cuaprVpmrYNmc538j7s748A3al8YR7PNT5tnHZaX668ciD33LON996rJ0oss7ptXgyiGoR0mdqKuCWJ2D8AM+njzxu9ViiUzPnnr8XrDfHSS9Ow283DZfHj591JOazQGfbFsNVlwPv6d1Xb6gdBV6l6k8jNTeXJJyfw7beN3HbbDmLzZpulrHkxk11EOWUDkuOWCN/MBI+X+GbpHr1+ZaXGpZeuZ8yYDO64wxx4sif3q9AZ9orQQojfIb0Z84xNCZp1WNtK07SJMoTNtTfdUAAefng86ek2Lr54LcHg/g/njcf779fwz3+W8KtfDWb8+Mz93Z2DFntMaCHEJcBJwAVaNCBc1bbaZ4hXQROpp1ICHn10Ieed14+7797K+vV+2qvAhq0br4KbpHKqvrg7WVJNS4fS2hl3reg1b775e6qq2nj88YkIYdYgEoWFmu9bobvY03KyxwG3AKdommbWl+cD5wohHEKIAcjC78v2vps/BuyJjWjDZhPMnTuOzZubue++HSSOwzbbzKZrmAkcT+ZUYkkcT2rz90j/O7KppYOsoQF+9atiJk/O4pJLBrBnji+ljneGLp+mXtvqKCBHCFEK3I70ajuAhXoFyq81TbtK07R1QohXgfVIVfwaTdM6mgWvsA9w5ZWDGDkyjVNPXUZbW8Lojd2CMxnGDIfBfSHDDf5WqKyBtcWwbdve93fevAquvrqIP/95NK+9tpWmJjX+vC+hpk/2GHSVdaR9koKUlDS2bj2RtWubOfroZcRKR4h1UkFExTakqu7wstng9JPgsrNg5iRw2BP3sKQc/vM+PPEqbN4EGBmJWoEmTLEhGuAFGvX1RmR4qAwRnTzZwtKl0/j979dw993r9e3xyRHip1iaif9jjxpTCQ56OHZf1Qa47rph9OqVzO9+t5744SIJ47uIHmZWk1Ph3NPgrqthUB/YXgH/mA+LV8PGMvA0Q5INirJh/AA4fiJcfzHc+FOY9x789gEorUCSGdNnUBAbKhpLymXLWnjrrXJuvnkYjzyyDY8nwO6RVIWCdgQloXsEEsVux0tsp6mtk5QUGyUlJ7FkSSMnn7xJ32ceQgIpmV3Rv22T7dsrG579M5wwDVYWw+0vw7urIGw3XdKMINAKeanwy1PhupMgGIIbHoJnX0aS2aO3jUhrw71iSGtDYrcwerSV1asP44471vPHP64hOsEjoH+Pl8gqRVEUKsHBQYf/+7+BZGc7uPPOrbt97KRRsOIVmHko/OLvMPEqWLCMDiZQxKLSA7f+C0ZdBss3wDO/g3/eAUm7qWSsWdPEm2/u4tprB5GSohTFfQVF6B6HjqZERtdtNsGNNw5l0aIali1roeNIMH183+SZnj0bPn0G2kIw9Zfw98UQzpL7yOnGonu7twXg2Nvhrpfg8jNg/jPgKiDq/QbaD5fFDpv99a9byc52cOml8R7vRJFjKhS0O1CEPmAQHdY688x+9O2bwv33l5B4mMoYPiJm7HjW0TD/71BcDofdAqvriQ5HdYfMccQOp8Nt8+HyuXDsYfD2M2DPJG44CxIPZdlYsqSJL7+s55e/HIaIhCSpYam9gSL0fkeiFzgp7nus1/vnPx/Eli3NvPuul1hpZkhDPeAjmYhkHjcV3poL35fBrPugCtqTNH831/XlmW/g0ofhmKnwwv0gDFIbYaMYTjJDYhtah5O5c8sYODCFOXP60N6THz89NP4ZKfLHQxH6AMPIkenMmJHDk0+W0F1/Zk4mvPUw1Hthzu1Q37zv+/XCp3DzI3DOLPjdbvg333yzhsrKNq66avC+79SPEMoo6THoKuRRrv/sZ4Npawvz9NNlSPGXYJjK5NUWmfDifdKrPf0WKA8jJSvE2rtuTBKVqNA3nMu6lzvS3hPXFnjgAxgzAu64Gr76Fj55x3Rs0JwcwfgeIBCAp58u5ZZbBlJYmEpZWfwQVnz2kvh1BTOUhD4gINVLm83OBRf0Zf78amprNaLqtlmVFVFipsK1l8GcqXDjU7CilsRqtq5K9+sPtx4KHx4Nu46HluPBcyKsPRaenQ6njIKkXDpWv91w1TzYWArP3wvuQqKqN4JY0yCqVj/zTDlWq+DCCwegVOm9gyJ0j4PZboy1n485Jo/cXAcvvlhl2mfOpe2KCR7pPwzuuRbeWwmPf0mHDrB+veGFw2HLNPhLf8h1avw3EGRuc5DnWoNsFSFOztF4eyxsngM/Gw2iA+93iwsufAzysuGBP0b7Im/D/McT7feWLUG+/trDeecZ0+ox3VP881DoDIrQBxDOP78fdXV+PvigruvGwMO3QFiDK//ZcZsre8Paw+H0THigFvqXaIwvhcs8QW5pDHJDQ5BT6gLkb4eTSqDUD08OhMWToV8Hs15Xbof7X4HLTofDxnbv3ubNK2PcuHRGjkzvurFCh1CE3m/oTOK0t58dDjunnVbE669X4fdbiUq5uHBPXSIeexycMhPueBVKw7STzLZceOpIePwQ+LIFRpQH+L1oxJNfSUbvSrLya8ktqiIrv5as/FpSelfyYWojh9cFuLgmyKh0+GYOTB9GQtX7zvmwsxLm/g5EGnHDWPH9tvHqq9WEQhrnnts/4f13/hwVDChC9wh0nXrnmGMKSUtL4rXXqoj+GcQFk+iZRkQa3HcrbC2HuV8QOy1SJ/PLR8D/FcDdTX5O9DXTXFBFXnYl2Y5ash215FkryaGGPGsleVa5PS+7kqzeVbybWcnUeh+1Gnw4BmYNJkbtxg0+J/z2eZg4An5yJnFZT+LnZSdRVeXn88/rOf30orj7293n9eOGIvQBgpNOysPrDfLZZ12r26fPgnHD4A8vgD+BQ/ifQ+HMXLihHP7QHEicUqYLFIc0jtgGm/0wfxQcmiAJybxPYfU2uP0KsHTjTZs/v5pRo9Lp15Eur9AlFKF7LGJDHU8+OZ8PP6zB7zdHhhlOo9hAkt9fAZt2wEvf0k463zQBLsmH22vgUXsjvfIq6ZVXSba1hl5UkqcvvaiKWeQ22S7bWkOvvEoachs53uelOgxvHQl5vYmR1FoK/OkNGD4AzjqLuEATc0CMlNbvvCNnd5x0UmHcc1DoLtTT6jGIjw4zYGP8+ByKipKZP7+KWKIbkWE6UuGYmTB+KFz2oAzNjNjOwJRBcM9geL0twF9EC9nZNeRQC4AbD2l4cRFgKNmMIBs3DtoIU0kTK6mljBAufVaUAz9kQwg4yyNYnJ7K8zPguG9BayUyR/qNTbBxJ/z6Snj1Vb2fTRATa04LYKO4OMDGjU2cfHJvHnlkg74voD8PQ9VQUyc7gyL0fkFXWTxjMXt2AQD//W89UsTFhUgaAR7J8IuLocID85Yhx4p1aem0wgvjoDQc5jeOUrIdGnlU4dbnPBZSz1kM4mgOIYMUAAIEsWLFos+nXstOXmE9G6jGSggrMhnNLjfc1JjEYzkOrh4BjzQRmU6pAQ+9D49fAdMOlwEnJAOt5iG5qL38/vu1XHVVb5KTrbS2mpPdGG0TBZUYz0MRXancBwBmzsxhzRovlZWdV8HoWwQnToOnPmpvO/9+OAxJhssb2vDGWc2jcfMgJ3MGk9lJJU8yn1uYy6/5K7/kfv7MM8znS4rI5E7mcBVTsMe9Ok+2BPmgAf5SBIXJMbt4YTE0NMFVF3R9rx99VIfTaWXq1JyuGyu0w56WwskSQiwUQhTrn5n6diGEmKuXwlkthJjwQ3b+4IaUWlarncMPz2LRokZi7U5T0gPdNr3sPLn6z6+JSezXvzfcNBReaAqzKqOOHGrJoZZsajibVB5kEhDkcZ7ldZ6gnC9xs40CysinDMEaVjKfB3iY/7KcWQzmUSYwmEaykWq7O8fD1U0Bkiwadx9KrMc7CV78BM4+Ady9iGoUMb4AuXzxRRPhsMaMGQV07ulWSIQ9LYVzK/CxpmlDgI/1dYDjkZk+hyBTkDy2b7p5MCOR1RPdNmFCJqmpNhYv9hI7C8n0suuEvvg0+Gg17AgRQ6g7h0pb9y5LvXRqUUs2tZxBBtcwnc3s5FkexMc3FFIWWfKoilnPYhdf8x9e5Xn6kM7fmEQ/vPJ81hqq3R4eC7RwcR6M7hvbh2cWQbIDzjkVE6Hj7yWJxkbBqlWNHHlkbjeekbIY47FHpXCQJW/+pX//F3CaafvzmsTXgFsIUbCvOvvjgNk+tjFjRj4AixY1ExvuqY/j6p7tKdNhQBG8aEhnfRlWAOe7Nf7RHMTnMqRzDTOxcRWHs5XveZPHyaCEAspivNqS1FGvt9xfST2f8h+eoYA0fst08nSJ707x8LS9HK+m8YdRsf1YUQUbtsN5x2OK7zaPpUdDPRct8nDYYTmmsjnmtgqdYU9t6DxN08oB9M9e+nZVCmcfY9q0LIqLfVRVdT7D6OzjwB+At+Oqtt7cB9qA+03pct0kcz2HU0Udr/EvQnswe2k7m5nH+wymD+cSje9sIMzfm0KckQND4qI4X/0UjhwrZ351hi++8OB0Whk7NmO3+/Vjx752iqlSOHuEjou1TZmSzddfe4i1m9ur22fMgYUrodFKRCrm9IIL8+Df4Rb8WR7cyOU6JuDCxps8TyY7dClcRR5V9KaeUYxmEj9nKncylV8zjrMYRGqkTZ4uwUv4gm9ZyumMYhqWyPn/5ajDr8EvJhCTkP+1ZTLA5LQTMKndxv1H7emvv24AYOpUs9ptID4lk4IZe0roSkOV1j+r9O2qFM4+gSRsXl4ahYXJLF/eHLfPRP5kGHUIDOgNby8nxhl26XBItsA8azVpDi9uPBxLKmMZyEd8gmB1xJ7uRSXDmME43mUQ95PJsThJJ5XB5PFzRvE6k7iTviTJABP9mBU8Qz0ermcM2TTgxkOro4FXW0Nc3A9SsomQem0FbKmAk2cSR+jYDCVlZWEqKlo59FA3StXePewpoecDl+jfLwHeNm2/WPd2TwUaDNVcAXb35Rw3zg3AqlXmRIAmaabHbh93pGz/3kZi7NbL+sBXoQDV+nhzNg1cyCRqKON7FpCjkzIfD2P5A0X8BRHcSLBpJpaqXGxlh2KrGoaozifUeiupTGI8zzOAkfSiUtrNlPE5r9CHLM4mMyKlXxSNpNvgrP6xfXp/DcycCPZ04mK7Y2tdrVrlZcyY3VW5FfG7M2z1ErAEGCaEKBVCXA7cAxwrhCgGjtXXAd4DtiLrQj8FXP2D9PpHgtGj5Qu9dm3nPoZZE2D9dthVH902MQuGJ8O/g62RbTPpRy6ZfM5bhJE5ewU2RnA/qZyMj9sINR+JFvoMMOX01WoIt91LA5MIsJNCniGTaZHdm/mOLZRyDiOw6a/UknCQ4la4MCu2rwvXQooTpozr/N7XrPEycmQqNlsiK06hI3THy32epmkFmqYlaZrWW9O0pzVNq9U07WhN04bon3V6W03TtGs0TRukadpoTdOW//C3cLDBFvkcNy6LHTtaqKsLEjv+HI3dtqXCEWPh09XEZCo5ZzD4NfjIUYsbD5l4OIehlFFKI4siqvYobiCTabSGr8JVdhdJ5ZBUDuxAujd3yCWpHNxl3+MPzSCsrWEE99KPzMh5vuIDcnFxIrm48ZCa4uXlJpiZBrlZ0b4t2ibzf886grjYbvP9wapVXhwOC8OHZ0aehxqm6hoqUmy/obMXVG4fMyaD1aubSDj2rDc7dAykOuHTdcSotmcUwcf+IGEaSMPLLFIoIINVvE82NWRTwxAOJYPzaAvfg3PXU9LboROYsrhF35ZeVoe17HjQPIzhNvKpJ5sa6viGnVRyAiNIw0saXt4QLVgFnNI/2q8GK6zcCjMmxz+C2HtcvVpqJVJL6YzIiuRmKEL3UFitgmHD0li3rqnTdofrqusX66PbhrlgkAsWtEVjoY9jAA00sQU5rpVEOgX8kZD2DW3aHbvXuXAVLeGfkcwQcrk2svlzVlJILsORevbqYJjtoTAnxUVxfrEepowGWydc3LSpmWAwzMiRaR03UmgHRegeg1jp27+/C7vdwsaNPmLVURMLkqUtur0KKluJqNuz9ZH/LxyNpOGlD61MIo/VfEsm1eRQy2hOw4oba/XlpFe2xkpjTxFk/gIG/h0K7wLryVBuiWmTUvkeLbxCDpdTiJVsatnC1/jxcwL5Ukq7vXxCK0dngS2NiIq9ZAu4nDBqHCZvd+w9BgIaW7e2MGxYPKGV46szKH2lh2LwYOkQ27zZmJCRIOm8DSaMgOXbiSbVT4VZmbDFD9UOL8No4kjysWJhG1+QRT3ZJJHPT9D8LyLK1shzVQKVNhj9F5j0C7DaobUBklxgTYLa7+HzS6Dya9neAbbUWyDtdAaIiyjjOVKoYivfMZVRuCnB6fCxBMFluDi0DyzVQ46Wl8rPQ8fBqo3GzcTfXxLFxa0MHqwk9O5ASej9jvaVMSCJAQPkFMatW40hKwO2iKRLyYLBvWGVkaI7GUQyHJmi8VkgiIsW0vAykf5UUUuQdbjxUMg5CJKwlN0lIwiqgGonHPMhTL0Zlj4Pvx4EP3PDlS545CwIW+GkReA6B8rlMUmVJYjG53BzNrkI3HjYxeek4mQqDly08B3S9T4jP9rHrV5oaoExozE5xszaR1Lk3gcMcNHefxBfWUPBgCJ0D0W/fk78/jDl5R1PmRypF5tYZwrdGZYKWRbBF34ZoJeMlUH0ZQPFgBymcnIxfj6AwObogTOegX4z4IVL4N8/g2q9qmUoCMtfh79OgtKvYebzkDc1elz9gwiS6cWJAOxiDUGCHIoM4a8lxKZAmMNMKYo0DdZth0O6KJZRUtKG251EeroibnehCN1D0bu3i7KyVjTNnJ9af7H1TYcMk6tra4hIusl5ctu3oo00vEwgHRs2drCWNLz0ZjQW8rA2Py6n3FQBGVfC4HPhrVthwfNRqW1ettfD30+HhlKY+SrUpcrjKzcSDn5FASeQhhcnNexgO4eSG/F2fxMOMiUz2keSYe0OGDWUBM7+aCTczp0B/Vk4UegeFKF7KAoLk9m1q820xTQGrX8dMRjaArC1iQhRJrihWQtT6mzChY9xZBIiSL1O6GzmQKgWW9V/oRbwuGHMn2HTx/DiX2NJXEbs+rY6eOYCyOgDA34jj68Fi2ceyQyjgGzS8FLOBvqQSR5+XPhYa22lwAF5JlJv2AV5OZCZpd+WMbZuYndZmV9/ForQ3YUidA9FQYGD8vI2EtqKOqEH94PNFdK8NcJAR6XAJuHH4fBhx89gelHDdpzUkoqPFO0Y8MyHhoCUsKNuBmcWPHujLnFNS6L1FUvhy3kw/nrw5cltFW8A0JuJpOKlnjVYEIzFhR0/m21y6G1MHpF0vt9Xy1sZMpAErll5zxUVYf1ZKEJ3F4rQPRSFhQ7Kylo7bTOwN2ytjN02Mhm+13NrCaAvedQg7eE0RiBEJng/kI2tyTDlaljzH9ixuvude/2PYE+BIXqZyWAFIW0VbqRtXcM2wmgMR3rqjf4MN4VmG/0ekHByrYQsXCe1FYXuQRG6xyBqTCYn28nISKKiwqxyt7eh+xXAjjoiamxqKhQkwQ5acOBnMBYc2GmgGCct5DJKHr/zUylZM04BZyZ89JhUnw0pXAeNVVBbKT8bq4hK61pg3WbYsBD6/1Su1wH+T0hnNOm0YqOeWmoZhgsXPhppoSEEQ00qd4ked96viAQ2tITPF6axMUh+vnl6rRpp7QyK0P8zdNdTayM31wFAVVUosi3ee+R0QmY6lJqmSg/QEwrswoedNoYiz9PG97jwkc5oCBRDfbXMyjngHKgvg+WLJCkbobZWLpVtUJWUTKVfUNkmt9FIhPAs/jdkDISUidAEVu9XWHDgZiAufFRTTn/ScOl92RLUGJga7WtTEBqboSiv/f2b77O62q8/j+7Gcv+4PeKK0D0Q2dl2AGpq/CR8iW2Qryd2Kmsk8q7311XaSnw48NNbT8cb1AmdzEjwfSOJ2WSHgXPgq7fBE4YGaKyFyhB4ho2k18KFDPd66VdaiutPf6IyLGisBRr05ZO3IRyCfifL83m+ASCNobjwUU8FeaTiJIADPyVaiH4pxJTEKauB/JzEt2g0qqkJRJ6HQtdQhO6ByMyUL3B9fcepgYw0PtXe6LY+uqlZifQO55FGM15CtGDFhY2+0KbbytmTwZEKK/4bc96k/v3pu3AhrrFj2fXQQzSvWEHRbbeRd//9sR1oqocdy2Dw0XI9uIMwDSRxCAAearBhIVuvUrczrEX6Z6CqHnolKKFjRn19gKwsRejuQhkk+wWdP3YjkKKxMUhHHu5sfcJDjY9IZcd8J4Q0jSbRhB3IxYmXOuz4SWOgbNS4EZqBQZPl+rdfyfVmaGyD/BdeQCQns+SII6hfv54kYMTDD9P/xhup+eQTWPmuPK4Z2LwEjvw5+KzQFCLM9zjoj4twsCsAACAASURBVB0/tXoSm3zs2GmjUguRbkvCZQefLqVrvTC4iFhtOu4/rKEhGIma6/p57n5utIMNSkL3QKSlyRe0qcmwodtPnXTr9rLHFEiW64A6NCyEsBEikxR81GGnjVT0/FyebdJ+Thst7edd1dAMvgZonTKFtOnT2fSHP1C2fr1hVrPspptoKSkh+aab8DXItjQDW74DuxOSBsv10BasWj/stOGnBoAsnNgI4bFJj3WuMQJlA48P3DFlZs33KuH1hkhNVXKnu1CE7oFwuawANDeHOmyTpgutRtPIVqYN6rVoppE0kmmhEQCHkZi1TZ8hkTUUyjfFnDPzkksI+Xzseu65mO1aMMiOJ54gdeZMRJ++0R3l+swK9xAAwlopQk/yalw3TZ9OZfTLbeJmow/SusgP6fOFcDqtnTdSiEARugfC6ZQ2Y0tLBz+PDVL1SUi+MBGVNT0JvIQjdadcOAjixYEfJxloWgCa62Ve37T+UKlL6yZoaYW0U06h/N138TY304gsIdeoL9v0SnPh2afQoheio3Sb7ERKf2gDa6ACIZJxYQd9UkY6SVgJ0WSRf05uk8O6uRVSDCdZB2htjf7BKXSNvSK0EOKXQoh1Qoi1QoiXhBDJQogBQoilepmcV4QQyqPRJWLtZIdD/ix+f7h9UyPZpxyRosVwhNsg1Qo+oWElRDJhkrARpBkrIWykgVYvzUy/AFcvqC6X5G4Df0Fv7EVFlH72GV6iZG7Rl4otW2jduRMxeSotIXkM1TVy8kZyPgTBEpL1GOykYCFIG36c2LASotUq7dsUU+78lgAk2cBqpcNRqba2MHZ7/Gv64x6a6gx7TGghRBHwC2CipmmjACtwLnAv8KBeJqceuHxfdPTHBCMxXiCgEV9Jw4Bd3xw0/YIOC7QiCW2YqmFasRLESjJC80pCW1LBaoPGOrkehGC/fgDUFRcTQJI4SJTQAaB582ZEv36yoGwQCGrQ5AG7G4IgQl69p1Iq+wmQZBBaT89uN3L+2SCg+7CSYohsnkKZRCCgYbEIhMoV2C3srcptA5xCCBsyW345MAt4Td9vLpOj0E1YLPLtDScQ0AasFgjGmdhJAoI6cWx6zYOwXvLVQhJougctSTdc26LZRK3Zchystaamw2v6a2qwZMWl8WzzyTBQiJzfoge0hAhjRarLkerOJmIG9fvrLBWR8QysVsXo7mCPCa1p2i7gfmT6uHJkuMG3gEfTNOP3K0WVwtltGNIoHE5YdARsIKwmwuvC2yzFjJrOGho2QliwgBaSVevCuk0a0NdDEEqSIj8QCBhCmwARAU4QCPn9CLtdRmaHjI1BwKqfR/55GBavRhir/gdj3InFUK+R86IBRCeE1vRGQonobmFvVO5MZHG6AUAhkIKsPhkPVQpnN2G86Iak7qiNJe7XCwPGIWH9sQv9J9YIEWFSWP+/tUaZpLVKd7k1ueOJEFank3Br3IQRWxKE9ELrwqByKHJtzdAYrOFIHw0YHNU6+N+SbfQ/ps4aKUSwNyr3McA2TdOqNU0LAG8A05AVJ403RZXC2QOEQvLljSesGcEQ2OKcvwENbJpuf+vUsegk1miT+YkA2vRMos7oIHCwSgaCuPLaBVdH4MjLI1RVFbsxORX8RmZSabmHkaS3YSWok9sakp01+/mSDEWhk3gQq97GeCYKnWNvCL0DmCqEcAn5N3o0sB74FDhLb2Muk6PQTQQC8q1v792Nwq8LRbuJ1K1hcOiqdptOaJtuz4ZpBos+1hXwQbAN0qP5dQNb5RTLzJEjE19QCFKHD8evtwOk/pySAS361Cn9/GHdhLKTREC3no1+tZp4adf/9jsjdFKShVBI61SKK0SxNzb0UqTzawWwRj/Xk8AtwI1CiM1ANvD0PujnjwrGcJXD0YHKHYQW3e3gTCJi5DYFIVUnTggNPwHsOAliJUAjCLf0ptkAbznkFkqD1wqW2lqaNmygz7HHRvzp5rJ4+RMmYM/Opm3xYul3twK5+VKNaCqT6zbpWPPThMCKnSSa9bhyo1/NhmEOOB0y40q447RpOByCtraOA2wUYrFXXm5N027XNG24pmmjNE27SNO0Nk3TtmqaNlnTtMGapp2taVpb12dSMMPnky+wjJDSRXHENSXRpBPaHBXZEII0LHpYiZVmWkkinRA2/NRLG9eVIxnq2Qb5AyOMdQK1b7xB4axZpOfnR0qwG0Veh55/PmG/n9A770jF2gYUGfHh28EGmi0fTfMSIIANGZvqo5UQVtJ0QjcYtxCE1GQZXBILo0EACOB0Wmlp6cTdrxADFSnWIxCIWTNCPl2uBD+P/r436mZrmoMI1+sCkGUitBcfybgJYaXVqPib2hccQP1G6DNCfneA0wr1zz6LEIKxv/gFTiAdSeaMjAyGXn459W++SXJjPU6rPIaBunreuFES2toHwqWEsOJASusGndDusPznqW2L3kO6ExoM8zv2/yqClBQLzc3xOwLtGyoAitA9El6vfIHT0zsez/HIUGkyTQME1QHIFJbIGHQDTaQg5ye2oWe3dw2Sn5XfQWomFPWPHN+2ZQs7X36Zob/6FX1PPhkAi93OMa+/jjUlhbJ7743txIAJchpl4w4AhGUwWniLvAzuSB8AcoV81WpMXMxMBY+59HUCpKXZTJNUFLqCmsbSA9Goz7jI6Kg8chCM+I8cJ+hmKmUt8tONk0raqKaZoQymDTt+ytG0ECJjpJSu1XoFjGnT4f3tOJPB2Qwbr7yS9MGDmTN/PhWLFpE+cCCuPn347uKLEStX4jRmMqYCww+HrUt1KW8By1BC2se0YSeZfAAqdQmdp9moDejOPF0aZ6dDbSOdznrMyLDg8XRiZCvEQEnoHoi6OvkCZ2UZ/7cB0yJRqRM6zzRVeKduV+fiIoiVCrw4cKHRizYEYVEM6WMlGVtWQ2MlzDgBUsCVAVlARlMTm2fPZsMNN+BMT8e7YgXfnnoqrS+8QBaynSsDGNgXeh8Cmz6U58seihBO2mzr8eMgjQL8BKmhlSBWCjQbO1qJkjcIeW6orIu/+9j7zMpKijwPha6hJHQPRG2tfIFl6p3E4ssgdEEGxsQmtukOpkIcrALK8QDgoj8NfEeQFVhTZupn0GD1Aph6DtgdyNkWEqGGBrY//DDFDz8ciSSPC/iEGfrI5JoFMhYwRSZMCLEScJBNPhV4IlFFAy0WNrbEnqIwByraEToWOTlJrF2rCN1dKAm9X9B5Zo3qakmuvLwEE9V0dTXQIqVbHzfQKpeSJghrGoWk4sfBNt1+dTIMP3ZaWAn2AsgbIOP61r0MKekw61RIgXQHpCGXrLglDbmfFH2ZcyHsXA6+zXI9czphGmiiBD92siliBx78OAjgoL/VwpZmvf+tkJ0sh612VhAbXxqHXr3skefR+fNU2UpAEbpHIhjUqKnxk5/fgYTW39/t5dA/O7re5oPtQeiDizbsVBCgmSZcjMCHiwa+lcf3nyVd2JWfQPV2OP06yID0bMizyiWe0HlWuZ8M4MjDYdB4WP20PE86kDoLH8vw4SREAelksoUGndwpOIWguAH55xOEftJnRklZ4luEIBkZGk6nlfLyzvOTK0ShCP0/Q3eHWuTbvWtXK0VFdtO29lJoaykMyo3dvb5NMAgnfhz4cLGDMtyMxIcLD6Vo4R1QdJK0ezM0WHgvDJsOc46HdMjOlkueQye3Qy7Z2UjiZgHX/xkaymH7vyTBew0D2yA8fIkPJy7GALCGJny46I+MIFvnifZzkB6ktqUk0f3L+ywslPdfVtZC96Xwj3tISxG6h6K8vI38fEenbYp3Qr9ccJjCP9e0wWAc2PWhqxJKcdMHu55JMBx4C7KOA6seBvrl01BVDFf+DRzdqFAx4ycw+kh45w4I6kZxr3PQtDCNfCxXGUGQEJt1436EnoZobWP0NMP0NMRbSju+VH6+tOCVhO4+FKF7DMwSKEhZWRtFRWaCmby/hjTeLCM5h6YRsaNXeCEJwUBS8eFiA+UAZDEBL2m02v4jS+AMOFMG5roD8O410Gc43PN4RMdO7wXZefIzvZfcxqThcMMTsGUZbHhKHp8NFF5AiC+ow4eXNHoxhhLK8JCMDxeH4GJzGzR4o/0cUQjby8DXRJzgjUpYQ0MpK2sy7Ve2cmdQhO6h2LmzhYICBzabMTPZBJ3Q676Xq4fkEHE2fa17vMcE0vBjZyMNtNFCHofSRBo11k3g3wC9rogayHUL4Z0/wHGXwN1zodAGefq+PH2ZNgYe+ACCrfDcWZAZlvsHHwnJw/CIV2kiDT99yKE/q9mFHzt+7IzXkllqIjNBGFUkK+ok1qTln1efPlL1KC1tiW+g0AEUoXsoSkpasVgEffrE29Fa5OumzXKm0uhcImQpbYQdoTCTw07dbk6hmO8ZwBi8ZNBEGqHQY5B8GPSbFiXsijvho7/BGdfBU1/DhZfDpCEwfRLccg88ukTO13z5eEjaKY/JBobdjBauoYpP8ZJGGjMRWPiaany4yCSTQmHli7poH21+GN4b1mwy3RaavkTZ3b9/MpWVbbS0qEix7kIRuodi61YZJTJoUMelVAMB2LATxveO3f55MMgRSVHDeiNrSSWNHGTsddj/NFq4CnrfEXvgazfBgz8BlxuufQKe+R4eXAan3wzL34a/TISKldH2KZMg82TC/ofQ9DnQfZhOPbVsRw4wT9InaSxuiB42skDmRPtuY+fPYNCgZLZtU9J5d6AI3UOxebNkwJAhxtBVexuaICzfCBP7EFVnm2ChT5BnsVBIDj5crKCUNvwUMZt63HgyLDRb7oeMY2DkCdCLqKTe8ircPRTunARPXAJzT4Vf9YOXzgdnZbRdLwED/wrBauqTn6YeN0H60ItxfMsGfLjwksah5FAR0lhfFe3jRN0h9u1qEqjc0djQIUOSKS72otB9KELvd5gmCEfWA+za1UpTU5Dhw13E2tDBKHlbYelayE2DQenRbR/WSu/w4WTiJY1akvmGYvpzGE0UUks2u3gLLbQORj0uw80KkImkCoGCMARWwtbnoXI+OHeZ9unLiKvANYOg/1ZqcODBTW/mYMHKIrbgJY02nBxOKh80iZg+H9YPahugeGN0WyyzA6SkWOnbN5mNG5toH/oa9wenEIEidI9FgHXrGjnkEGdkvd1LHIQvlsuvRwwkkjS/vAGWN8Ox4TS8pOIljQ/Ygp1ksjkdD27qcVFnvQ6SCmDw05AnYkmdaClASucB46Hoftr4iBrX63hw00AOY5jBFrawhRBeUhnnd5OFlXdqon2jCY4cCl+1k86x9zdypPQdrF/v2dcP9qCGInQPxurVDYwdm9Zpm/VboaoBZo2O3f66ByZb7OTrKYi2UkMJ2xnByQg9hD/ACmi8GZxnQv+/d69TyUNg+PsQrqaBqyObBzCdDNx8xReRbadaHfg0jQ9M48+F6TC0ED5d3vlljPtevbqh84YKMVCE7jFor0J+910DOTl2ioosJIwW09XVz9bAzJFEbGg88KoegXUURXhw48HNe3xDKrk4uYAasqklm8bUR2kLPwB518D0/0DfdCmN+wB99c8+yG3Dj4VRS8BioUmcSDUhasmmll6M5Bx2UskyKvHgpoU0ThUu3mkL0Vyn96sVZumlsT5bgkndJu7+gowdm0pjY5Bt2+InTCs1uzMoQu83dBbKKLcb0mn0aDsdqdwE4aNvoHcOjEgjotZurYYvW+A0cvCShpc0vsJDCdsYwmU00pdK8qi05rHD8hCt4V9B5ulwZDFM+BMMGAyFVuidJol82Gsw9ENClgq8HEG5tUEeTx65XICbPF5hJR7dbp9CHr0sgudrbDHq9uyBUO2BVWvjH0EgZhkzJpU1a7x6csDOgklUoIkZe1vbyi2EeE0IsVEIsUEIcZgQIksIsVCvbbVQz9+tsAf47jtpP44f33l95A++kZ8nxqnd//TAEOyMI/oT/JcFOEhjAufFtPVrD0PNJGhZAjm3wehimBKECY0w9ENwHQONt9EcnoZGNPOng1zGcTbFbOI7dka2X0w6uwLwgUnAWgQcPwr+u7yrXNxS5f7uu8aOGykkxN5K6IeBDzRNGw6MBTYAtwIf67WtPtbXFbqNaPhnY2MrxcXNTJyYSqxKqgdh6Crrzp2w8ns4fRxRtbsJXi6HOi3MqQyKqN1raGUlnzKc2SQxm0p6ycWaR13uBgLh0wg0DoTGn4H3DvDeDJ4TCTTlUZd+P5XWdCqteVTSi1pyGcKfEFiZx2eRa2SSz0xcPFENIUM6t8LhfSEnDeYvJsbrHQ0okcvgwclkZCSxfHljzPNQ0rhr7HGCAyFEOnAk8FMATdP8gF8IcSpwlN7sX8BnyNS+ChF1ufvVE5curWfWrFzTsUYpOSDoipDitY/g7quhyAq79NDn1np41Bvmt+lussjFgwcPmbzNlxQwkoncxCJK8FEJgB873gwv0ISLl/U0+fIV8ZFOE2nU67nCqshjIP9HL8byH95gCxY8+r5r6EuLpvHYZiG7q5P6rBnQ0gbvfUYkBFTCKIcn7++ww1L0e++4zlZiKPt6byT0QKAaeFYIsVII8U8hRAqQp2laOYD+2SvRwaq2VWeI2pJffFFLYaGDQYMcpn0maaUT+j/vydWzhwGe6DJ3p40WTePqUB4e3NSSTSUZPMaHgJXDuIcWBlGl28NV+lJGAeUUUkYBZRS025/PeRzKyXzLUj5iJ7Vk48FNKnmcqaXzVI2gpjraD0sznD0N3vtGlqiOOsMgflz5iCPSqavzs2GDl0TOQoWOsTeEtgETgMc0TRsPNLMb6rWqbdU9LFpUC8BRR6V22q64BJZ/DxdNid1eHYSnQj7OtiQz3PScq/Awj2dwkcEp/IF0+nWzR4IRXMg0LmIDa3mXt2L2XkcRAeCeuIo5xwyHgix4aVHXVzjqqEw+/7xWVcvYA+wNoUuBUr2CBsgqGhOASiFEAYD+WdXB8QoRxEldEzZurKeqys8RR6To+w31VJdaJlv0uXdhQl8Yb3i7den4xyobdWG4iQERKV1LNt/h43meAOzM4CEy+Rnl9KWMQl06y0/ju4/xTOGvjOB8VrGMJ/iAajIj0nkw+ZxANg94Q5TXRK9PE1w+RUaHLfiYuOEq4/5lJer8fMHgwS4WL64msWROMPtMIYI9tqE1TasQQuwUQgzTNG0T0dpW65E1re5B1bbaAwSQP0vUGbR4cR0zZriJEr8l2rY1CT11GC/Oh/uuhivHwVXFREjdUJ3Mb0LwVB8XMxnCl3reXyshVlHJNuZxEUcxnksZymls5xvK+RYf9Vix46Y3w5lEP8bTRhsLeJ0P2UIVsrBdDTk0ksPT4QJ2EuKeEluEyCBtrtMmwD9eBb+XiJMsSkwjIwkcdZTUIhYtMicbM7dV6Ax7m/XzOmCeEMIObAUuRUr9V4UQlyML2p29l9c4yBGk/c8QxOw4+/jjKs46K5/Bg5PYvNlsUwZkO13aNVTAS5/AhbPg1nngMdnST3vg/Nwwv3EUcbaop5Q2rDpZqoC/sZDJrOAwxjKCozmE2TE98tLIp3zJe2zEiw8PedTo1TFqyebn4QGMsNg4vjKIry56XYArJ8jZVY+/iInMRv+NT/n92GNzqa/3s2qVOeQzkXdbebwTYa8IrWnaKmBigl1H7815FWLx3/9Kq+WEE7KYO7fzsdmH34TLj4erZ8Gf10a3a8BPa0KsLrLyAIO4hPZzF79nC6WswY6dPvQiFRd+wniooRyPPoPK3e64Wbi5xpLGo94QH7TGGr7JNrj2aHh3KRRv7/w+hYDjj89i4cJqVT52D6HycvdYGNLLxrZtPtata+KUU7KYO7eOqHRqAVxRidcKa9bAeyvghmPh4WXQ7AH00Z8dqUlcmNLK25ku/sAwbicQGZYKYaUNOy5dnS+jBRtNBPXylCHy8OGkSU/4V0MOHtyMIIU/M4ilgRA3FltBs8rr6RL6Z0dAr3S49zli+hntPxiq9cSJKRQUOJg/v5JY6a3QXShC7xfoqnJCBBPsC7BgQSU33TSA9PQwjY1x0whb9fZ6UMmdL8CSB+HayXDvWsBwkNfAO8nJ3GJv5a8pqbRyCHexkTCS0D5c2PWE+w78WAkRQiZKkOV0HHh1Qntwk0cBj1BATQhO32qlrVq/jk5mpx9unQWffgeff0Ecoc3TRqXKfdJJ6YRCGu+/v6uD59LZ81QARegeBHPQieEYA0N6vfNONbfeOojjj8/glVeMl9uHrA+pE7oJSIWvl8O7S+DW4+CpFVBnxGcky9Peb0smORvuzEkjm0P4OVVUYseHE4fuMLMTW63Cj5027BFCTyGPR8J5eDSNmSUWykuJaAKGhL7hcCh0w09+RzSCLYIWovEH8h5PPTWLr76qp67OR/s54om+K8RDTc44QLBkST0VFW2cfXZut9rf8hikOeFPxyfef1ct/LyphSNw8jFFHEnn0zQNpGDhDxTxAvlsDoeZ0djMtgQcK8yA354Bby2DL1Z3fd4hQ5yMHZvKG29UdqsfComhJHSPhSGhpPQNhwO88sourryyHxkZJTQ0hJDSOQBGBalWEQmzXLcGHlkA154Mz66Cb3cRkdDGr/540Ml3BS08ne7gn7aBrKCAp6nhM7yRHGEGCkjjHLK4RMskA8FDvgC/LUmiRUuTEtlYADzw4Olgs8CNjxGdbRU5pUasyt3C+efnEA5rvPrqTmKhvNm7A0XoHoFEQ1cGDPXbxrx527n++oGccUYGzz5rOI5aaBfbrau2t/0dzpwOz54OE+8Bv4cYQgMsCToZL+DK3iF+keHgEWsfgppGMUFqRQiHZqEvVvKElbCm8W6Lxu0NQVZWJUWGpSJk1tdP7w/nTIbfPwHbNhIlc0zsdmz89vnn5/PZZ/WUlXUn3FORvCMolfsAwjff1FNc7OOii7qndjc2w88ehdFFcM9pHbdr02CuN8whniZO8dfxYKiZbbp/u5kwn2it3BRoYJCniVOqQ6zspBhkYRo8eQF8uwXufaF79zVlShpDh6bw739XdO8AhQ6hJPR+Q2czr+I93dGIqX/9q5S77hrKoEFJbNnSglS7jeEfl5SGRsGNZHj/E/j7ZPjlHFhSAv/ZSay/LeJ5TqItNYkFHo0FAMnmio9WaHVFVXqICRxBHxqze+C1i+XY8/l3QNDIHmSo3BEY0ln2+/LLC/D5Qrz66i5io8PM998RlJPMDCWhexzio6diX+ann95GIBDmqqvyiIaBGiTwyY+m2OWmf8CX6+DZC2BSOrE2r7FUGIuQS2kyVCTLz9JkfbupXdzxogGeOhMOGwCX3A/fb4jrRxDZP3wx/c7I0Dj//DzmzSvF6zXn4DbuqX00mULHUIQ+IBCdTllR0cRbb1Vy6aWFJCeHiBA5QpRo4gODTIEaOPPXUFkP7/0fjLTRnsgxpO5kMR9nIvQDs+Hi6XDbi/DGu8SSuV0SA6OvAS68MJOUFCuPP7455j4V9gyK0AcgHn10B9nZdi64oHu2NMji8MfeBoEQLLpGT86/D2AR8OhZ8Mvj4OH5cNcru3GsBa6/vpClSz2sWKHS9e4LKEL3GMTbjh2tB/nss0pWrPBw881FCGF4jE2L0dSYQmkkDtwI038FjT5J6vP7017idiWdTd8zffDOWfDzw+Ev/4Eb/mq6num68jba9/PUU90MGeLkgQfMVeu6sp+Vh7szKELvdyRSL+Mjo9pX1rjvvk0MH+7ilFPSiFVlW4jJOWaaF41HknraTbC8GOZdAi+cCjmtJFSjO1s/qRBW/xqOHgpXPgK/nRt7nYiqHVG3jciwqLp9yy292bLFx+uvlxCrasdXxujoGSnVPB6K0AcMYl/4114rYfPmZm6/vQ/tpZ9XX2jnIMMDldvh6Gvhjnnwk4mw5W646ygoCpHYYaYvllo4rhA+vQIWXAf1jTDtRnjyZWIlcjuvtrddH+fMSWfKFDf33VdMONxRmKfC7kJoPSDPixCFGlyxv7uxH2EeorLFbbPp343t0djtiy4awvPPT+Css4p5/fU6IA1I1xein8aMRzdyooaxngrDh8Gd58JZU+Wmz7fA4s2wqQbqW8BulWGc4wtgznAoyoRyD/zlDXj8TVnONkbFhtghLQAaTQuAl2XLRpCba2Po0I8JBHy0T3YQL60xrcOPm/h3fCtTd7WHInSPQPxYtI32JHea2srvFouNNWvmIISFMWNWEgwmE0voNMAV/S8wyJxqWtfHrAcMgvNmwhmHwdh+shS0GbVe+GQNvPY5vPk1BDxEx7BN0j+yHhmmAimho4Q+80wXr702gksvXc5zz5XQLguLKYNJdFu87awInWiPInSPQCJCm/eZCW4mt5OTT+7N/PlTuO66Yv7xD0NKG/sNcidFD00lIaFJJhLrbU+CfoWQ7gJ/QNbOqqwmLhCF9oQ2JHQQJOEMidyIYQo4HIL160fT1BRg/PiFhMMQE74akcjxklgROoqOCa0ixXoEOpsfnQjRfGMLFpSycOEg/vSn/rz0Ui21tebgjCRi1PWgiLVtgyQktB8ork9wyY4IbTjfIpwznGBGX6Kx2zfd1JuBA50cffQ3Jtt5dz3XP2Yyd469dooJIax6Xu539PUBQoileimcV/R8Ywo/IK6/fgOpqVbuv3/A/u5Kpxg4MJnf/a4Pr71WwSefVHd9gMJuY194ua9HlsAxcC/woF4Kpx64fB9c40eGRPZjIMF3ub5hQz333beZn/40jzlzHETFaQtS3TW83prcbB5aMtu/5qXG9FmTYH/8sUGIDJdFbGZDMgcRooWnnhpIMKhx/fVGcejY+4hVt+OHsRS6g70tVtcbOBH4p74ugFnIHN0gS+F0Ms9HIYo9GVeN2pl33rmOdeu8PP30EDIz/SQK5JBEM13DTOR4UscHh8QT2fw90n/jj6P9ta+7Lo9Zs7K48cYN+hRJo/9K3d6X+P/2zj82ijKN45+HtsoPRaSCRy1ngYjY6CFoTiInMZqcUDg89S7RIlqdxQAAC19JREFUEG2i0WiUUPA8uTMxGv85lcPjiNHzUhPvAqfXqDn7B6JRgxiQqKW1rT3kp1qpcKAHtWBpy3N/zOx1dpnZ3e7u7G6H55NMdubdmXmfvp3vPu/7zvO+b7Ye+k/Ab4GT7nE58F9Vjf2XOoEL/C60pXBSERQplujNnOPe3hPcfnsTEyaUUV9/IfGCigV0eMchuxMjeKPK/Dx1kFeO88h9PvkNHs+cWcJTT02jsfEb6uv34u+d/QejmHceGhkLWkQWAQdV9RNvss+pvt3othRO7tm+/QgrV+7kppsmsHx5ZaHNAeCcc0poaKjm0KET3Hlnc6HNiTzZ9HLPBRaLSA1O/+hYHI89TkRKXS9dCezP3szTnVSzhMYo5ZlndjB37jiefnoan332Axs39vL/qLFT2qaeCQYpdXrB/W4bh3pO8AaDJPZq91FS0sfLL0+nqmok1167hUOHYotF+3liL1atzpSMPbSq/k5VK1W1CrgVeFdVlwDvAb9yT7OlcIZMqofZr4PMO7Chj9raFlpbu2lomMGsWSM85/u1qWMBH7Gqsqc6Hrf1EV+V9na2Jd7Xyeu556qYP/9c7ruvnS1bDpxip/9+snIxoacijFjuh4EVIrILp01dH0IeRhJ6egZYuPBjDh/uY+PGS6muHpn6ohyzatUU7r67kiee2EN9fWfe8z9dsUixoiSdyDHveaM85w1+P23aebz//hzKykZwww1tbN9+wj331Ljw+Pv62ZD4CsnrMWOhmscRgTVrJrN0aQVr1uyjrq4D7wirwXt4A2AsMmxoBEeK2WirYUnQ9Dzx1dfdu48wb96HHDvWz6ZNl7FgwVn4v86KVbe9746PJmyxtMQe88Ft1KgBXnllGkuXVrBq1R7q6j71tSvVNEtG5pigi5JEb5RseGGyoIzj7N59hKuv3srOnT00Nlbz6KMTGTHCK8SYYLsTjhMFOxiPfWrgyHGmT4ctWy7jllvKefDBDh56qI34NrVf2z/x7zDvnC0m6NOA/ft7ueaabaxb18Xjj09h8+afUF2dm1eFJSWwfHkFTU1XUll5JgsXbmf16n05ubcxdEzQw5JkQRiJHtvxkMeO/UBtbQtLlrQyffooWlpmsXbtJCoqhME2bfqbSD+LFo2iuXkGq1dP5d13v2XmzA94880Dcfn6V7m99vp5ayNTTNBFS+JrmqDXOonvlr3XekXttJPXr9/LjBmb+MtfvuTee3/E3r2Xs359FTU1oygr+4FUQq6sPMmKFeW0t19KY2M1I0cKN9/cxOLFW9m//zsG29d+bWavfUHtZqtuZ4P1chc9fgElQb3RibObwKm94oNjq6uqxrJsWRV33FHB+PFn0N3dz0cfddPW1kNnZy89PQOUlgrl5WVMnTqKK64YwyWXOIOpt279jrVrv6Ch4Rv6+09wak+130wjfj3lJKQlYoI+FZvgYBgTnqBjn2eeOYLrrptITU05V101josvHs3YsYP3GBhQvv66l+bmbjZv/o7Gxv+wY8dRTx6JTQATdLjYBAfDmKFOfuAVQCn+gvAKqozeXtiw4Ss2bBhcW2rMmBJGjy6hr+8k338/QH+/eq5JzMvvHXKQmDP5O4x0MUEPS2ICigm2zJOeKOIgUSe/V09PHz09iecGedRkwvY7TnYvIxtM0MOCIC+dKOAyTxqe9MTjZKQrLj9BJvPKyX4Akt3bGArWy20YEcI89LDB64WTnRPz0pC6up0NqTxuKg8ehHnnbDBBD3u8VWxI3qb2ij1bkrWBUwnc7xojF1iV2zAihHnoYYdfB5m3ih07B4I7ycoSrsuEVBFdQ/XOVtXOBSboYUlQezqo+h0/TVG8eLIRdyqhplvNNjHnChN05EjWpo59HyNZp1nQBAdBeSZibeZCYG1ow4gQ2UzjO1lE3hORDhFpF5Flbvp4EXnbXQrnbRE5N3fmGvEEec3EkVl9ns3vvCAPG3Rd0LXJ8vEj6N5GpmTjofuBB1X1EmAOcL+IVAMrgXfcpXDecY+N0MikKpxK3Olsfvf0y9/azfkkm2l8u1S1yd3vxlnf6gLgRpwlcMCWwskTyTxdOlPjZiKuVNemytcIg5y0oUWkCpgFbAPOV9UucEQPTAy4xpbCMYwck3Uvt4icBbwK1KnqUWe9utSo6gvAC849Kgo/KDsSJBvEESPoX54Lr5mqJ9s8c9hku/pkGY6Y16nqa27yARGZ5H4/CTiYnYnG0EglmmQdYZmSzv1MzPkgm15uwVkVo0NVV3u+egNnCRywpXAKRLrt4mQdXelek851JuZ8ke1idbcDrSISW1bw98AfgH+KyF3Al8CvszPRMIx0yVjQqvoB/svHAlyf6X2NXJLOkEsvuayGm1cuBBYpdlqQ7wAOE3OhMEEbRoSwwRmnFUOtgmdyb6OQmKBPS/zEN1SRm4CLERO04WICjQLWhjaMCGGCNowIYYI2jAhhgjaMCGGCNowIYYI2jAhhgjaMCGGCNowIYYI2jAhhgjaMCGGCNowIYYI2jAhhgjaMCGGCNowIEZqgRWS+iOwQkV0iYsvhGEYeCEXQIlICPAssAKqB29x1rwzDCJGwPPRPgV2qukdVTwAv46x5ZRhGiIQ1Y8kFwFee407gKu8JInIPcI972AuPt4Vky1A4DzhUaCNcisUWsyOeYrDjwqAvwhK033zdcetXxa9tJR+r6pUh2ZI2xWIHFI8tZkdx2hFEWFXuTmCy57gS2B9SXoZhuIQl6I+Ai0RkioicAdyKs+aVYRghEkqVW1X7ReQBYCNQAryoqu1JLnkhDDsyoFjsgOKxxeyIp1js8EVUbWlmw4gKFilmGBHCBG0YEaLggi5UiKiITBaR90SkQ0TaRWSZm/6YiHwtIs3uVpMHW/aJSKub38du2ngReVtEdrqf54Zsw8Wev7lZRI6KSF2+ykNEXhSRgyLS5knzLQNx+LP7zHwqIrNDtuNpEfm3m9frIjLOTa8SkeOesnk+V3ZkjKoWbMPpMNsNTAXOAFqA6jzlPQmY7e6fDXyOE6b6GPCbPJfDPuC8hLSngJXu/krgyTz/X77BCWDIS3kA84DZQFuqMgBqgA048Q5zgG0h2/FzoNTdf9JjR5X3vGLYCu2hCxYiqqpdqtrk7ncDHTgRbsXCjcBL7v5LwC/zmPf1wG5V/SJfGarq+8C3CclBZXAj8Dd1+BAYJyKTwrJDVd9S1X738EOcuIqipNCC9gsRzbuoRKQKmAVsc5MecKtXL4Zd1XVR4C0R+cQNiQU4X1W7wPnxASbmwY4YtwL/8BznuzxiBJVBIZ+bO3FqBzGmiMh2EdkkItfkyYZACi3olCGioRsgchbwKlCnqkeB54BpwOVAF/DHPJgxV1Vn44xOu19E5uUhT1/cQKDFQIObVIjySEVBnhsReQToB9a5SV3Aj1V1FrACWC8iY8O2IxmFFnRBQ0RFpAxHzOtU9TUAVT2gqgOqehL4K06zIFRUdb/7eRB43c3zQKwa6X4eDNsOlwVAk6oecG3Ke3l4CCqDvD83IlILLAKWqNuAVtVeVT3s7n+C0x80PUw7UlFoQRcsRFREBKgHOlR1tSfd2xa7CQh1FJiIjBGRs2P7OB0wbTjlUOueVgv8K0w7PNyGp7qd7/JIIKgM3gDucHu75wBHYlXzMBCR+cDDwGJVPeZJn+CO/UdEpgIXAXvCsiMtCt0rh9Nj+TnOr9sjecz3ZzjVtE+BZnerAf4OtLrpbwCTQrZjKk7vfgvQHisDoBx4B9jpfo7PQ5mMBg4D53jS8lIeOD8iXTgrz3cCdwWVAU6V+1n3mWkFrgzZjl04bfbYc/K8e+4t7v+sBWgCfpGv5zdos9BPw4gQha5yG4aRQ0zQhhEhTNCGESFM0IYRIUzQhhEhTNCGESFM0IYRIf4H5oiVo2jnZ4YAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -178,7 +180,7 @@ "\n", "\n", "fig, ax = plt.subplots(1, 1)\n", - "ax.imshow(img, cmap=plt.cm.jet, extent=(x.min(), x.max(), y.min(), y.max())) #origin='bottom' didn't work\n", + "ax.imshow(img, cmap=plt.cm.jet, extent=(x.min(), x.max(), y.min(), y.max()), origin='lower') #origin='bottom' didn't work\n", "#plt.colorbar()\n", "ax.contour(x, y, img_fitted, 8, colors='w')\n", "plt.show()" @@ -186,21 +188,12 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 54, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(55, 55)\n", - "26336.0\n", - "63552.0\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -212,9 +205,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -223,18 +216,17 @@ "output_type": "display_data" }, { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "(55, 55)\n", + "24944.0\n", + "64320.0\n" + ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -246,44 +238,43 @@ } ], "source": [ - "img = np.load('27Jan2021173520_H17M35S47MS465_Detuning_-1.0_bcg.npy')\n", - "bcg = np.load('27Jan2021173520_H17M35S47MS465_Detuning_-1.0_img.npy')\n", + "img = np.load('testimage_img.npy') # img and bcg are reversed\n", + "bcg = np.load('testimage_bcg.npy')\n", + "plt.imshow(bcg, origin='lower')\n", + "plt.colorbar()\n", + "plt.show()\n", "\n", + "plt.imshow(img, origin='lower')\n", + "plt.colorbar()\n", + "plt.show()\n", "\n", "print(img.shape)\n", - "\n", "print(np.amin(img))\n", "print(np.amax(img))\n", "\n", - "plt.imshow(img)\n", - "plt.colorbar()\n", - "plt.show()\n", - "\n", - "\n", - "plt.imshow(bcg)\n", - "plt.show()\n", "\n", "ratio = (img+1)/(bcg+1)\n", - "plt.imshow(ratio) # set axis manually: vmin=0, vmax=2\n", - "plt.colorbar()" + "plt.imshow(ratio, cmap=plt.cm.jet, origin='lower') # set axis manually: vmin=0, vmax=2\n", + "plt.colorbar()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[-0.26753144 25.85723839 24.1294853 6.53995167 7.31242205 0.98708385]\n", - "[0.00572625 0.13998402 0.15652393 0.15100408 0.16866566 0.00116003]\n" + "[-0.22368031 24.56356777 24.5694857 8.58063247 10.80474537 0.99137914]\n", + "[0.00427531 0.16302866 0.20599005 0.20294417 0.25014993 0.00165347]\n" ] } ], "source": [ - "initial_guess = (-0.2, 30, 30, 8, 8, 1) # amplitude, xo, yo, sigma_x, sigma_y, offset\n", + "initial_guess = (-0.2, 30, 30, 10, 10, 1) # amplitude, xo, yo, sigma_x, sigma_y, offset\n", "optimum, cov = fit_twoD_Gaussian(ratio, initial_guess)\n", "print(optimum)\n", "print(np.sqrt(np.diag(cov)))" @@ -291,14 +282,23 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 106, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.22368031 24.56356777 24.5694857 8.58063247 10.80474537 0.99137914]\n", + "[1. 0.8824969 0.60653066 0.32465247 0.13533528]\n", + "[0.76769883 0.79398196 0.85571018 0.91876078 0.96110731]\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -318,19 +318,25 @@ "img_fitted = img_fitted.reshape(x.shape) # undo the ravel \n", "\n", "\n", - "fig, ax = plt.subplots(1, 1)\n", - "ax.imshow(img, cmap=plt.cm.jet, extent=(x.min(), x.max(), y.min(), y.max())) #origin='bottom' didn't work\n", - "#plt.colorbar()\n", - "ax.contour(x, y, img_fitted, 8, colors='w')\n", + "# Find height levels for contours at different standard deviations\n", + "print(optimum)\n", + "sigma = 1\n", + "xnorm = np.array([0, 0.5, 1, 1.5, 2]) # standard deviations for heights\n", + "heights = np.exp( - (xnorm)**2 / (2 * sigma**2) ) \n", + "print(heights)\n", + "\n", + "os = optimum[-1]\n", + "amp = optimum[0]\n", + "contour_levels = os + heights*amp \n", + "print(contour_levels)\n", + "\n", + "# Final plot\n", + "#fig, ax = plt.subplots(1, 1)\n", + "plt.imshow(img, origin='lower', cmap=plt.cm.jet, extent=(x.min(), x.max(), y.min(), y.max())) #origin='bottom' didn't work\n", + "plt.colorbar()\n", + "plt.contour(x, y, img_fitted, 3, colors='w', levels=contour_levels)\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -349,7 +355,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.5" } }, "nbformat": 4, diff --git a/custom_2dgaussianfit/twoDGaussianTesting.ipynb b/custom_2dgaussianfit/twoDGaussianTesting.ipynb index 3bc34b7..7d3ea91 100644 --- a/custom_2dgaussianfit/twoDGaussianTesting.ipynb +++ b/custom_2dgaussianfit/twoDGaussianTesting.ipynb @@ -2,14 +2,14 @@ "cells": [ { "cell_type": "code", - "execution_count": 37, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from IPython.core.debugger import set_trace\n", "import scipy.optimize as opt\n", "import numpy as np\n", - "import pylab as plt\n", + "import matplotlib.pyplot as plt\n", "\n", "def twoD_Gaussian(xy_tuple, amplitude, xo, yo, sigma_x, sigma_y, offset):\n", " theta = 0\n", @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 42, "metadata": { "scrolled": false }, @@ -56,16 +56,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 38, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -85,11 +85,11 @@ "x, y = np.meshgrid(x, y)\n", "print(x.shape)\n", "print(y.shape)\n", - "img = twoD_Gaussian((x, y), 1, xsize/2, ysize/2, 10, 20, 10) # amplitude, xo, yo, sigma_x, sigma_y, theta, offset\n", + "img = twoD_Gaussian((x, y), 1, 80, 50, 20, 20, 10) # amplitude, xo, yo, sigma_x, sigma_y, theta, offset\n", "img = img.reshape(x.shape) # undo the ravel \n", "\n", "print(img.shape)\n", - "plt.imshow(img)" + "plt.imshow(img, origin='lower')" ] }, { @@ -101,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -123,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 44, "metadata": { "scrolled": false }, @@ -132,12 +132,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "[ 1. 75. 80. 10. 20. 10.]\n" + "[ 1. 80. 50. 20. 20. 10.]\n" ] } ], "source": [ - "initial_guess = (3, 80, 80, 10, 20, 10) # amplitude, xo, yo, sigma_x, sigma_y, offset\n", + "initial_guess = (3, 50,50, 20, 20, 10) # amplitude, xo, yo, sigma_x, sigma_y, offset\n", "optimum, cov = fit_twoD_Gaussian(img, initial_guess)\n", "print(optimum)" ] @@ -151,12 +151,14 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, + "execution_count": 45, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -178,7 +180,7 @@ "\n", "\n", "fig, ax = plt.subplots(1, 1)\n", - "ax.imshow(img, cmap=plt.cm.jet, extent=(x.min(), x.max(), y.min(), y.max())) #origin='bottom' didn't work\n", + "ax.imshow(img, cmap=plt.cm.jet, extent=(x.min(), x.max(), y.min(), y.max()), origin='lower') #origin='bottom' didn't work\n", "#plt.colorbar()\n", "ax.contour(x, y, img_fitted, 8, colors='w')\n", "plt.show()" @@ -186,21 +188,12 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 54, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(55, 55)\n", - "26336.0\n", - "63552.0\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -212,9 +205,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -223,18 +216,17 @@ "output_type": "display_data" }, { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "(55, 55)\n", + "24944.0\n", + "64320.0\n" + ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -246,44 +238,43 @@ } ], "source": [ - "img = np.load('27Jan2021173520_H17M35S47MS465_Detuning_-1.0_bcg.npy')\n", - "bcg = np.load('27Jan2021173520_H17M35S47MS465_Detuning_-1.0_img.npy')\n", + "img = np.load('testimage_img.npy') # img and bcg are reversed\n", + "bcg = np.load('testimage_bcg.npy')\n", + "plt.imshow(bcg, origin='lower')\n", + "plt.colorbar()\n", + "plt.show()\n", "\n", + "plt.imshow(img, origin='lower')\n", + "plt.colorbar()\n", + "plt.show()\n", "\n", "print(img.shape)\n", - "\n", "print(np.amin(img))\n", "print(np.amax(img))\n", "\n", - "plt.imshow(img)\n", - "plt.colorbar()\n", - "plt.show()\n", - "\n", - "\n", - "plt.imshow(bcg)\n", - "plt.show()\n", "\n", "ratio = (img+1)/(bcg+1)\n", - "plt.imshow(ratio) # set axis manually: vmin=0, vmax=2\n", - "plt.colorbar()" + "plt.imshow(ratio, cmap=plt.cm.jet, origin='lower') # set axis manually: vmin=0, vmax=2\n", + "plt.colorbar()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[-0.26753144 25.85723839 24.1294853 6.53995167 7.31242205 0.98708385]\n", - "[0.00572625 0.13998402 0.15652393 0.15100408 0.16866566 0.00116003]\n" + "[-0.22368031 24.56356777 24.5694857 8.58063247 10.80474537 0.99137914]\n", + "[0.00427531 0.16302866 0.20599005 0.20294417 0.25014993 0.00165347]\n" ] } ], "source": [ - "initial_guess = (-0.2, 30, 30, 8, 8, 1) # amplitude, xo, yo, sigma_x, sigma_y, offset\n", + "initial_guess = (-0.2, 30, 30, 10, 10, 1) # amplitude, xo, yo, sigma_x, sigma_y, offset\n", "optimum, cov = fit_twoD_Gaussian(ratio, initial_guess)\n", "print(optimum)\n", "print(np.sqrt(np.diag(cov)))" @@ -291,14 +282,23 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 108, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.22368031 24.56356777 24.5694857 8.58063247 10.80474537 0.99137914]\n", + "[1. 0.8824969 0.60653066 0.32465247 0.13533528]\n", + "[0.76769883 0.79398196 0.85571018 0.91876078 0.96110731]\n" + ] + }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD4CAYAAAAq5pAIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3gUZdfGf7O76b0CoROqdAjSlSYgKoiCioKgUhVEkVdEVLBhQ30tWLAACqIgKBYEFQQpgoSO9BZKSCe9b+b7YzfsPGdDEhuvn5n7urjYs/PMZnZ2npnnnHOf+2i6rmPChIl/Pyz/6wMwYcLE5YE52U2YqCIwJ7sJE1UE5mQ3YaKKwJzsJkxUEdgu5x8LD9D0emEuuzhcvdfYCkoUu8DLQ7G98orUD9TEH8hSzeIIdYAtXWQe8sX+hcL2F7anauYddr328RZjQ4QdIOx0YfsJW35eqmoWJolDiyh//6xIX8UuEl8mpEQ9oEKLvDTUc+lVKH6LXDFcnCuswj6hmmli/1AvMT5K2PIxVSBsef6LVTPX13WCfAvUC+GCV5A6FvXcaajXUVR8Qvl/W72MybOpXy6TQMWulpWs2GkBwYodWiAuHsN3O3UeUtJ1OTOAyzzZ64VB7GMuO3m0ehIjTmYr9tH61RS70f6z6gfKo9+gmmnj1JMa+oWY3UfF/qeF3UnY9VVzbzfX61YNxdibhN1L2F8IO0bYTYW9SDXPvqbatW4R4xup5obJLRT7DLUVe0jOcsWO9wtXbLs42Y3OiN9il/j7dYQtb2a3q+aiWNUeLvd/UtjyZihuHsjzIW6WO9u4fsx2Rw8q25Y16q7Yu2ir2FZx53h65nPqhw9VTV3cqPaGql9uLX0Ue8q6txV7Ua/eij38qPpbkeZ6GTOKS8JcxpswUUVgTnYTJqoItMvJoGsW46N/FOta73Y4ul/Zvr2RutQ8wBWKPfK1pYqdOVF1hj63DlHsu88sUQ/gKXFAocJuI2y5zE8qx5Yuhfzs74UtltnSJ1393tWK3SNH9VG8R4j9hc+66NubFbsj2xR7I+pSNYp4xe7/mvr3tk5urdidGuxR/+A0cTxdhf2oauaLn8b7OjFeuExkCPshYZ8Udrywc1Qz+UlXQEYuy212u2IH7hPxCXEs+cIFO+NXS7EbHRUuj4wvbKV8CBeO94R9l+tlzG6IzS7bZzef7CZMVBGYk92EiSoCc7KbMFFFcFl99pg2mh5r8F2fiVQdr8eSXlbs7ZGqD99hmerjZ96k+uw/WXsqdhuRD6p7VM1fMl4c4GxhC7+SvsL+yvA6TWyTPqZMPQ0QtowPyGMTqTb9CdXWZDxCpvJE6m9I1MeKPQLVDhCkBbtIlLdht2JH7FfTpojjO7GiumJ/jhpf6cIWxQ7Udip2q/Xq57FZ2DKeIrKsuvhtNUOq7lBMXWVb06/i1MFfi89eK+wXhL1f2OLcH71a9elr56g+vbdIIbtdO/LzDfGemP9A7DHTZzdhokrDnOwmTFQRmJPdhIkqgstKl9UtkG/wP7qzUR0gcqNXBB1Q7KNDRf5yhurrDBqoJrNHd3xDsV9pMEWxA6NE/lT4xcmfqOT4iHXCLzXmbgX32s2Pk9vnCltwwVNFHj5M+MAyT18k6KIe4rssHK7yRz8/qSbqiwQvYFWQGqCozRnFXkM/xb4jSqVwasPUz2twSOWPhzRV+d021Nx2K5l73idssX298Kt7CM6EJiisTHS9bJopfPQZYqygTT94Qg0AvDpVJRFsnaNyEtrkqJyELFEo4S3jLXepZlxTtfDBdrV6rqyGc1f0rLhGjftdcosBmqadwlFmYgeKdV2P0TQtFPgMqAecAm7Rdf1CZT7PhAkTlx+/ZxnfU9f1Nrqul8Z5HwHW6rreCEd88pG//OhMmDDxl+HP+OyDgIXO1wuBG//84ZgwYeLvQmV9dh34XtM0HXhX1/V5QDVd188D6Lp+XtO0yLJ21DRtLDAWoE4UeBtcP3tTNXe7p43qiLZepSaf4weoBPKwZ1MUO3Smmlyd1PF1xQ7cJXz0gaqZM1C99+Xiow7wEv6Q8XBEnjehjVoTLf20RuMFX1r4uGEq5cAt16oJH9ZD5GaLJqv2AFapb6hpcjzUKk8GjlfjH4tDVa69rFvQUlWf/cOh6he6e7NKWpB5el9REH+0o4jP7BPnK0w1e2xSbUEbIO4d1e/NNvweKajlvDv2tVdsGVu6lc8UO/MFle/RaZ3qoz/ea7pitxIBiHZt1JOfr1YfU3eEqG//WK3vNZYrF7uJNLhQ2cneVdf1eOeE/kHTtEOV3A/njWEeQEwLzdStNmHif4RKLeN1XY93/p+EQ3bhSiBR07QaAM7/JYfJhAkT/yBUONk1TfPTNC2g9DUO0uh+HGTRkc5hI4GVf9dBmjBh4s+jQm68pmkNcIko2YBPdF1/VtO0MGApDgGi08BQXdclQ1xBTD1NN8pSrRvdWdneq8Mv6g4il7zpk3aK3e0rlT/t5jePVv3m6ssEYV1GGWSN+TJhS765oeY6IUrqlqn+fqrwC6M5ptih8cLXmir+1m2qma8qFeEt6rXjIlUfdbIgETTkuGLPOfq4+gHvqubKObIwQIWsCb/Krvq5r1vvV+wZaWpQIjZUrYNIFD9OEqpEWUvh93bYphLG93QU8Z91ovgg0fVy6zA1L14s6gDeQD32zw6NUuzVTVXtgfbsUOxUEWDYRkfFHrlI1Wlw48KL39ZNsizT9TJmAsQe/oMadLqunwBal/F+KtDbfQ8TJkz8E2HSZU2YqCIwJ7sJE1UEl7eePUrTY8cY3hBu4Lquqg8fY1f1hQNXiDx5M/EHhFuWMFj1oz2F+FfoZuEnLxCfJ7XLhS/19gsjL76WPqSsB2+9TD04mdPf5aWSuSUXvU6YmmvV5qvH4ubDyzy94FvfUFv1E6XP/eVRVet5SaNBii3rz+ueVI9vXP3/KvY0nlfsIzRR7EThk49MEn6s8FuX1b9esdNRtdUlxiwQQm6GkECR0MvzUE89CA5C2lCpY61CxmcaLRMcAfWyZE9fEV94X1zI8rdsK2zD8ce8ALGnzXp2EyaqNMzJbsJEFYE52U2YqCK4vD67yLOLkmg330TqrEl+9vAzog2O1H2TtqiBPvqQyr+uZk9U7MCDIkYgtcoN6dXVj6q51pPUU+wJGxYqttuxCRwdKLjh7wq/T9SfPzn0YcV+0P6qYm+zqrndeCFUL2MOw4VY+c18rthNOKLYXiIesoUuit2bHxW7PqcUu/khtSB/e9Py8+6rUIXm3zokfhyhU5+wQnWUjbnv5klCDEDUKYjwCUXbVdtDaMKd66r+ODVrCvqJ1NSXmvcPC1v67JLvYfiuMddC7B7TZzdhokrDnOwmTFQRmJPdhIkqgsuqQZcX7sWe0a52ta17iHziHNXURI1yz4E/qW/Int9Cw25F32vV4V1V7a7u/KzYgadVHz2zmVqnHNhV+PCyxbMBE0YIH32iGCBTtbI3mcDCcaqGnKwnvx+1dj/WKh07FSO/UPPYWwerjOhxghwfiRrPeJ/Rii015GRLaHm8Uqe+uKn8MVXso5ViyxjBiKbzFHvICjXGIMd/axDufyNJNKoTeXBZc+EhNerEZVxzlOqjLzqnxpruCBN6fUJXwY3v0UDYQl/vaJQrvlPgkcilYD7ZTZioIjAnuwkTVQTmZDdhoorgsvrsNooJJ9X1xigx4AthC5+4ZjORrxQ6auuGqtz6w4J/LdGEw4odukHVDw/MED66qHf/5glXE68UbZ26UfYDk7XxahqZtFGqEy993GrCZ+7HGsX2tasabr2+VbUB3h44UrGPDY5W7HRCFDsGtS7hI+5U7D7iC+6jpWKHGX9n3PP6I46rJ+SBaJU7L2vCP0bVuZe1Bw+g8gpkTEFy+d846fLTX2yhBlS2rFA5Al+2VesE3GoyZKm/yJsPf0r10RNShc7CU4J0IevZoyh3e70MFwfD084lYT7ZTZioIjAnuwkTVQTmZDdhoorg8nLjW2l67Lcu+0RttWd3g3fVfmBumnDCz+V9YYtc9dY31dyxrBGXueBOZ1S9b4mdtVVnrd0MQ6Fzqhgs+oPJ3m9xB1WNuLrvq/Xg50YLfnWsGq94MUb1M2WeW/r0sjfb60JXbSGqTy/PTUe2KfarPKjYA5Vm9e5a7F+KHiJXis87TkPFljrysYIQ/qDw0WWM45SoTZD18lGGi+XdQw8o2zY0vVKx84SeYP+aQqRflZmHbsIWWoebRqlaijL+IH/L5mNU7v6598S1sch1bcQ8AbEnTG68CRNVGuZkN2GiisCc7CZMVBFcVp+9RkyUflesK/8p89ySr+3mo8sacJFnR6rWV5CflEgbrOa6Q2cLjTpZh2zkREttbyF55tavXRzbnqZqgEL6zH1y1Dy+tzgXU6OeVmzZW+5JZpb7+ZKT8C7jFFvmqWOFo7ruuFpffm20Spp4hSmKvUsSvAWmC826NuxSbDfd+5Oq7v2o+m8pdhTnFdvIlfcR8QE5NkoEg3rdJPobiOvqxMdqLErGI2SfOxn/mP2++lu6xa7UFgDsXOGKJQ2POcmB2DzTZzdhoirDnOwmTFQRmJPdhIkqgsubZ2+q6bEfGN6Qfm4dYQtu/Lq+ojfcAuE7SR8+VtjSTZQxgNmqubq2qisnc8Ohiww+fQWfhdB5Z7OwVYk4cnqr9+GNXt0Vu/8GNde76Gq1ZlrW6ktNOMk5kD7wj/RR7KdQfeKkAjVv3cZLPfky7518XI0R7I5WYwRSU07Wn9cQfrOMOYSQrti5+FIegg3jRy5RY0VvD1M5BzGCp9/hdiE6JzXjpKacuM6fG67m9aevUzX23a4VtSyA3/qqBe7N33Xl4WNmQ2ycmWc3YaJKw5zsJkxUEZiT3YSJKoLLWs9OKqq+Vi9186a+ov96htp/vdd41Uc/947gCM8QifYV4u9LX0rIdeULLfYLon+Yb47Iuxv58MKNO3pO6L6PF7rvInd6dED5GvY9cgQfW8AuBPkkv1rqvG9D5X+P5CPFlrnlW/lMsc97qUSBYyKXfAUHFHuDt0oQb7NSPZ7zg9Rz/TU3KPbHop5eauJdhdoPPlj48JJ3MIBVF1/vHKbWPLhp/KsUBRLWi3r0BiJgI/oTCLk9plcTPvp4MV5y68UsbX5S6NwbKQgqZUCB+WQ3YaKKoNKTXdM0q6ZpuzRN+8Zp19c0bZumaUc1TftM0zTPv+8wTZgw8WdR6dSbpmlTcDSeCdR1/XpN05YCK3Rd/1TTtHeAPbquv13eZ8TU0PTYuw1vSCeitrBlekpI+rq1xRFSUOfuE8v8ZWKZL5b1OZPVe59faok6YKr4e8aVrJSClqm4UcJeIOyhwpZSRxJqFhBdzRIyN/QexZbU5KEFqizUOC9VOlqm6jbF9VDsunXVVJ2k4/6HlxQ7ebqaV232nOqiSUgpa+lWyOO7kS8VO5wUxfYXZaTnDT+elNBqtF+4XGr1rlurLym5dfe2JZSHQx3rKnaKoRUVQLfx5Z8bmaLWDW5Ah14Qu/tPpN40TasFXIezglzTNA2Hx10qzr0QRMGyiX80LEAEFupgpaFmpTqR1KQGkYQTRAD+2LBS5jVj4v8pKhug+y8O6kBplCMMSNd1vdhpnwVqlrWjpmljgbEAdQL/+IGa+GMIJJxw6hBNN/yojzcReBFBsmc4Vs04mSeUuX8y+Zwnj71hVk4U6+wq1NlWePmIWCb+OlQ42TVNux5I0nV9h6ZpPUrfLmNomVeAruvzgHngWMb/weM0UVloUeB5LdcygZo0xdtZkqVjJ4cz5JNINif5xH41iXoJeegUoHO1x/eUUIIHNrzwIp7G+GOjGt5Ux4du3hrDrNrFG8Q5otlFHhvI4QexRDbxz0RlnuxdgYGapg3A0bQoEMeTPljTNJvz6V6LChsYASHAYIMtZaWKhS3lmN8UdrawxbepOVH46JPFeJHN8lsrfHQJkfFQ0mdeYlt9YQsf2638VqT9tkapklpuklnGc+VVjX2hz1GHqwl29goKJYsdnOAUCZwliVTiKTLsFGb7iWC4mFysI1JX2U5Zp2Tnv1dtD+KJRlP8aIk/3SimM9W5nhrYqcZRXmI3R9nBYXLIJ/lB4Vg+oMpyH1yoplnHjlTrNqUfLKWhH+VZxZ7Jk4o9WOiSS3qwUWar5sviOhGxoZUvqAEUKZv92GYRPBJpWHlt5HZUqbzdVgkfXbaDEq3CEnurdjVjbEumlw2ocLLruj4dmA7gfLJP1XX9Dk3TlgFDgE+BkcDKij7LxF8IizfUGgJ1hkG1vrTCRgoH2ct8zhPLSlRdeC+3O+nvRyE6e8l2/nP0c69LGB2oT0fqcBu9uZmr2ctxTjWD7w+DvYL7p4nLhz9DqpkGfKpp2jM40vofVDDexF8BSxj43wvXTQTvSMiJgyMvs7rpKbIwRpGjL/kRfyXiSCWOVNbwEzUJpwst6UBTVo2F85nwxkZ4cyPmQv8fgN812XVdXw+sd74+AYKGZeLvgzUKAh4Fv7vA4gvx38CRlyF5A6CT1fT6//URco4UlvETK9jA2Q8fYGxnmH0dPNQDXi608GZWCVlm1OZ/hstLl7WBouj7lNgu8plurWp3CFu0yuUmYQuf/0QjVS6o/lOqdLUm2LBueX7ZwslIx5Udh4Xft2mOoAIvUP201QPV3G1pXljDg5oMh/BRYPWEA4tg+xy44iD4cDHnKn1cWQIqIaWR3NslqV9e0l+DuaDYbz4u6jw7wZcnoEMqPNEIZlezMtXbyqzN8NZO6P2w6vWlC2ryvOOq1PWEaFU6eo4gPfTje8WW388q3BirgU789kNqSauk3sp9H1uk+uirh6u/XZdOqoRX4KOijZjAogFqefLwM2q7qJW11ZjBoO3qd1VkqsqZ0Zd3spv4XQijJ/WYjA+1Ie4L2PAQZJQTgfkHYnsG3BAL7VNg9lXweh+4qyV8RCgH3EQDTfydMLnx/0B4EkwzXqEZcyihgP3cB1/d9P9uohuxIwH6LYWhX0K4D7xKd/5DO4IwWdaXC+Zk/4chgs50ZT4hdOIEL7OL20l3K6P6/4vPD0PT92EJR7iKKN6mJ21E9xgTfw8uryxVE02PnWd4Q+YjJSp6kIm2OrKUkGnClnn9J1QzX0hDeYuYQJHInXsYlZMWiM8WUkQJT6plkVKqeeaKN6H1KxA9Di7sIi1kLHYOXdwe0U+QCgSXfudotUxzJGqZ5v7NHcQBqWa7mzepn7dWrbP0jlGX3NWC1KCEbA+19DfVDw5tek6xx1nfpRqRDONWwgljIXF8yCnsTm6WVZToyjz5aPFjFooVQv+jgkQhfo9zbVzEhlUMULZJHv3gHDW+sM9P1TgPEzx82WpLlhvL79J/oDhWtbMXr/Udq9hS9vuVnIcuvu7aHXbsLJsbb/rs/wAEEQy9tkBQSzj0PPw2E/vNf+3y1t8Kbf2gvhfU84Z6NaG2L/hawdsCwbTDA408SsimmLOtIL0YTuTBoVw4ZbFytMReXrn070YiSczlHQZyHXfRjraE8Dj7SaXwL/wrJkphTvb/MWpTl1u5E3yLYeMASCxtyPjnJnsgVroSRFv8aYM/jTuC1Xm/L9EhPg/O5EF2MaTYITUkh2J0fLDij43a3tDaBsOrg0UDCKJE19lTYmd9cRG78WM7ueSWzZKuNIooYjlf8g1e/IcmvEcMU9jNGTMz/5fDnOz/Q7SmPTdwE+mk47euG2QdrnincmDBhyB6EMJ1/EQbPLGQg529ZPPMGdiWDUfy4EwBFKpNT2h3s/q3d/7qWMZ7W6ChD7RsmUVzq43uNhv3enrjRW0K0VlLNktJJx+Nkj8x8deQyElymENr3qE909nNXqE2Y+LP4bL67I1jAvTXY11tg/q/K3wV0V4pp5GoL58ouJeyLc5gYYs2ObIOOPlhf8WW+dTQDSLxLtn/jcrZJlo2b49U/bxmjMCfhylgPemMwiJqqgNyVB99pt8sxX4mw2BrdVgT+D29aYAPHqSQy8Ktviw9CDvOg13HzUfv9cY3ir1usyDlfK6aTHWdCx8Num7zZkA9uKMJRPrCuSxYeADm7ob4bKC/uvu1zVWNMClzdXuGU85Zq4vNbzVF1oa8xc/8yikAojmmjO/p4HZdEvVEwCdAFFIY/WrJdZcy3EeEj3wDXyu2lATbiCr7HS1kunu9r8qr6YIfoqndthGq2m7X1odNh118/VTMGk7FpppS0v8U1GIK/jxMLh9zgSHof/QJZmmD1edjbAHH6UdDfuEMM/iRMaxk6lr4Nd450f9i5Onw42mY8jPU+gAGfwO7kmBaBzh+D7zZG+p4/MEP1+MozunKSVK5n570pPFfeuxVGeYy/jKjJpOowV3kMI8st+4ClUMwgVh9PsPieQu6nkVJ4WuM94omlby/+GgrRlEJfHkcvjwM9QJhekcY0xLGWuDjdHgiCc793hocPY3ZrOZBenEPXSmkmATxZDfx+2E+2S8jajCWKMaSxOdkueUFK4YNK73ozkNMRPO4AXv+TIoza1OSP/V/MtElTmXCuB8g+gN4Kw2GBcGBhjA+pGwBhPJQhJ1XWcdBEhjPVTSjWcU7mSgXlzfPXl3TY4e77JVzBOd3v+D8ynZOUpdtrrDV1DXnooQG3VxBzxQ+flxUhGLXSUtWbK2c+vuER9U8umx/1IZehPIM2SwllUlueeFGC1Tds4WjblHsdTzN09SlDl6s4QJTC4o4gyuGkZWuSiWX9Bd9hA+pJnMgyBMCPcHPA/w08LJCegGk5EPaWig2pof9xf49hL1a2M/o1LfBvAjo46txlLMs5geSnJz6w2J5LttPzdvhEB/wt8APjaCdfwkTOcovZALuunG+Iil4gyi0kD7+KWe9PkAXu8plf8qqEjDmHFJbXyEUl3ZGqTciqZdXfaAqSHjuK/W6DMtRr0tvqa0o73OSf2KgCcTcCrG/mXn2/xnCuYpQniGHb0hlMpcQ9SkTGhZaM4QRNOI0BdzDUX4hy63wpTxYrRBzJXTvCk0bQ5PG0KQtRPiUs9MYSMuGA2dhbxzsSYDdp2HHqcrXqJ8shmvOw6gAnbmR4cxgBMvZwM/sqXhnJ7JL4Npj8EubfF6jIfdwmH1uTQJNVAbmZP+b4UtdruBxCthBChNAsKnKgw8hXMUkqtOcL0jlWc6QS+VmWkggDL0G+naGXh0cNkBCAhw+6qhIO5zueJLnFENOPhTYIcjLwV0PT4IaIdCyDgzvDvc6xVVSs+HbPfBlIXwf79i3IizIgmqRCxhOX26jN/WozpPEUVjJ75Juh3EcZjHNeJWG3MpvldrPhApzsv+NsOJLS2ZTQiHJ3I17DuXSqEYzruZBbHixkbnMoHPFOwEdbBbG+9q4dQ34eMPp87BiHXy/HNath5RSZuccsaOctCp7lnr1oEN9uL6149+d/pBXDItPwJzfoCKGQCa5vM2X9KcT19GZ16nFLGJJqGSsIY1iJnOMj2nGKzTkYZIo/pOEnqqGyzvZvVBy0y3Zq26XLZbl0S0QttRaFwguUFNaG+5TtTZkLlbmSzX5+TJvb6CHh2WofllukA/teAxf6rCVh6lPnPJ16r6rxgNWj3PVRFfjKq7hUfJIYBszyeY08QVqzXPGIbU2//o4mNkRYsIguxAW/ADvroI9pbp5s1A512qa3f3cq+XlnIp1/Fu2DKwW6DYYbmsHI2NgdGNYacnnpZdy2bzZWbt9o9rSeUd0e+efKWId+3kisyVv6L25eRqs3wFHtotCBFH7s9+/A/sBawAsjQrgQRox1xDUKRAxEMk/ly2oje2hAk+o9eZz9qs+epFoU/ZZkKg//0qtPz8wSB1f/T3VrnlGxI6kFoKa9ufEYPW3bnCLIE0YIfsVGGBG4/8m1OcmoujBIT4g1S3SeGnU4nraMIsMjrCZyWTLJvUC7X3gp2j4eiAEeMK9P0HUB3Dvm4aJ/hfDXgIbjsOEZVDnKXhyDXTt6smmTaF8800w0dHy6lWxhTRi7oT4FFj9Olwne5uVg2VZ8EIqXEcDekuWlIlyYU72vwOWZjRlDIn8wnHBFCsPdbiRFkwlmW1s5WGKnJHnshBpg49qQ2xjuMLLMclbLIK390LWZawjScmBWauhTp1kpk7Nont3D377LYynWoBPOXP+xDm4aizsPQbLX4Cr8b30YIFHU2AvyUygNZGUF2U0YYTps//lsGHz/ZhCctnj1p/q0qjNQK7gARLZxG6epKSc4FUPzZN3GkOwFZ5LhOeTIHPvJYdfRJgN2vhCa19oczM0DYcgb/D3hAAbeHvChWxISoekHEhIh50nYcsR2JkKBeWoK+Xlwcsv57J4cT4vveTP48N9GFEP7voV1su2XU5cyIR+k2DtW/B+kxqMIp7NlfDhS4BX2cFcevMA7ZkhAwwmysTlzbP7aHqssbPvCxXsECRsmV+UeXfJTxcXWVpfVYA79AHBfRe+GeuEfVA196xxBSBa73f6nJGzIHImW3mGeFz5W+lDtslwFfNrtpux+C1jL3G8wRrslLDwuNrHNyL6DDZgGkFMIpCD+Rq3xcH+0q8g+9A53bzaYTCkA4y5I41mBnH6c0WOfVOLHektS1gaBZQQjJUwbPgfCqB2GNR1Ug8KCnR27IDPP4fFiyEpSfTD7q/6sd0DYd5saFQPHnsZXlgAyqVmkLwL84F1w6BhAPRbB5vUcAYAt9yh1ucHkMVVNOdOerKI9QxP6qlsj4tUORPLGaLYU86U05ZQ+L1PtlCZjjOXvajYe4aqRRqtn1LjD7NEy+cpxSqXOHCNuIvK+InQjXeDwdOLWQqxSWae/e+Hd1uImAEXFhIfsqXi8YBm7YrVdzFHSeAtfsB+iSd6JBbmE0EHvPiILMYfCSDvEvdpiwVu6QT394XOzuvwKBYWcJBDXOAEGSw7cK2yT90w9c4Y93hTx98Ngs6NoQvQqxe88orGiy/qrFrVmQUL4vjqq/PYyyDgb/wVYgbCe8/Bcw9Dp/Yw/GHILqMgPjUP+qyFn6+Br66GK9fAsUpUuP7Mb7QjmqF0BUsdKCk/vlHVYfrsfyVqvAr2NDgvW89cAloNrL6fQ0kcr/EdhZdo5FDHBl9TjSvwYDQpTOVCmRPdZoVR/eDgB7DkPgj2helLoQYovgYAACAASURBVOFDMJENLOEIu0gm43eIQyRlwMrtMG0adOgAzZrpzJkD7duHsGJFZ/bu7cOgQWUTfHJy4fbJMGkWXHc1bFkCtWuU/XeSC6D/T44l+ufdwbv8GN9FfMQ6NDTwf7biwVUc5mT/qxAwCPyuhqSZUFJO/uMiPLD6LgPNn+LcweRcIgffyAM2RkEIVoaQxFeX0IoZ2BmOzIf5UyE7D256DZpPh+e/huOX8Jn/CA4dgunToW7d77j55l/QNPjyy85sfhm6NS97nzcXQv+xULs6bPgI6l6C/BeXA3dshpbB8GZM5Y4njWx+ZA94Dwdb2z/2paoILq/PHqHpsQbX7qzagpta88UOol79t66qkHxtu+oHB2Sovo8mfGy32pMBwh4tbJlXlzGDKaV/yJOs9qewU8y3PIROCXkiSix1wwZyDVfRkY9ZwR4OMDfjXmV7w6DjNMSH92iCBvTe7cEeI0vU6auH2OD1xjC8BuyOh0e/g+8O4d4HT9qPQLgVQq0QZIWgn8HXA5Jz4FwmJMyAQmUBIHqWUwtwUHFHjYInn4ea4fDBdzD5LcgZLobboH0w/NAdMoqg58dwynhPNMi4PdkXnrgGJpPKEic1NjVR7WG+qNodF1974MtA3iaT42zlPwD0LFivjM/yUmsHjLwID1ljIVL+yfPVwoCIM+Jkyn4H8uYqvYsRwm4hbNlPQS74RD+Fs4bregCwVzd99r8PkRMJoAZreRq9EhTQpkRzFR3ZxHb2iOYLpWiID/NpSgEljOEwe3Jauo3pGwoLroBwD3hiDTy3Doov8ectGnRp5PDhO0VDp8YQZYwTyYYcUyExEbZsgR9/hB9/tHHkiLubYbfDBx/AJwnw2B3wyK1wdSsYuh92izL9HenQeyP82B3WD4Ouix2iFxJP/gA9rsnneULYRSGHKL/JQhG5HOFjWjCRCDqQzPZyx1dVmJP9z8LiA9WnEc9uzleiwMMTD25mAAkk8TU/ljkmTNN4g0YUUsIoDnG2jCX+tLrwfEPYlw3X7oY9ZX8UdULh7i5wdydHZB7gaAKsy4Ed+ZBUDBl2yPgB8oogwg+iAiBqJzRoAD16wODBANU5c6aYDz/MZe7cbJJFxDyvAGZ8CKu3wyfTYUtvuHcnLBCroV3p0PtnWN8dvhsK3RZBpgghlOgwnhQ2UINXCeU6Eis8r3F8TQOG0Jg7zcl+CZiT/c8i/B7wiGQfb1RqeF+uIoQg3mAB9jKKYmzAIl9/IrCWOdE1YE49mFITFifA6IOQX8bTvGN9mHUd9HWWR67ZBw99AusOOIpZeETsECfsZ1wv69eHPn0uMGiQNzNnBjJtWgCLFsErr8BB4Spt3Aft7oUlb8L8K6FpADwiOAC7M+CmL2D1UFh8Awxc7l4HmEIJj3GBdwnnHgJ43v0rKtAp5hif0IopRHAlVCBbVRVxeX325poeaySUiZ7koqW2u68iyt1/+7Z8H17mL5+9Tt1/howRSB9d6MpvH6w6VydowvW8Qw6JRM5Vt71y3wTFPsAV1Cacx7iFTRxgvugn5uskkwylJz1py53b4WOjr2cDmwYftoURteG/x2HKfsMkcWrGVQuC52+FUd3hfDq8+zPM3wynJWdA9oH8VNiHZGM9B7e9cWN44AEYeTf4esEHG+A/S+CCkKW3VIc3WsC9deGNUzB5pZjQCXBvJ5g7CGb+CE9NV/f3WO1gD64M8KG7h42uJYmcNdwcm1jV0pu7mI8FK7fwEnlkErm/obLd7Vpa5HqpP6puej1U1WmffHKeOmCG+CzZVk/2HBT9DU7UV7nuUvvg+jHix1JL9920FI0xg5hzEFtQts9uRuP/BOpyFX6E85tbx8eyMZwe5JDPcn4pc3tHrqAnbfmRWHWiA54WWHGlY6I/egAe3K9OHk2DSX3hyEtwe2d4bhU0fgye/BpO/4Ut1Y4cgXvvhToPwIvfwshucPAFGFRXHVcC3LcfXj4Bk+rB25KwBLy1FRbuhJm9oG8n9+0Ak3IckcgXLJJh5Y4S7OxiJZFEg3//CsdXNZjL+D+BhvQjnTgSKlHo0o5ooqnOh/xILgXIUqdQAriFnhzhDF+yEVBzT++0hhuqw/g98O4p9bN9rLBoEtzUAVbvhUkfwbFysn9hQdDzCuhcCyJ8IdQHQgeBvy8kpMCpcxC3pzonThSwdm0WSUnugbnUbJj2KSzeAvPHwJd94L3D8MBWyDUMn3oQCktgektIzIWZoppt/BcQUxPemwHNb3Un3Zwu0ZmdW8BsPx864Mn2CjgCR9hEe27GL/ReyJbyOVUbFU52TdO8gZ9xFKjagM91XZ+paVp9HIu/UGAnMELX9SrTysOb+oTThJ18WOFYDY0b6ch50vjlEpXfw+iDhsZHrHHTX7+/IdxVB2Ydcp/okV7wVUfoEAQPLob/ll7fgmLZoCaMHQzXdIQ2jR0su9wiSMiGC3mQlgKJKVAjAgb2hGpDawJgt+ts2pTN8uWwYgWcU7s4sfc0dJoFsx6AR1pDixC4bg1KQ+dHD0NkATzR0aFTN9+QgMgvhnuWw5bx8Nx9MOkl93PzVn4hD/p68LAlgKElck2rQsfOUTbRJmAA2GpA8flyx1clVOiza5qmAX66rmdrmuaBQ9ZgMo4s8wpd1z/VNO0dYI+u6+UQjiGmmqbHDjO8IYlmkhMsIrlvPnyPYk+85QN1wEOqiaC+u9WlVBO2zHcKHfvRMa4g3BC6cA2teYnnySHHTXdsQqyByx02Aup/xJDUQpaXRtOyXbPxtgBYEgUP5eXwVqEjIGcvdtyHe3lY+SbAl3VaFvdy5uJt4MTy5jQLgFVdHRP+9iGwUm1J5vhKLeCRR+C22xxpsi1bYO1a+DEathulpkWJtE8SNK0Fg66EmztDC6ef+Mkn8PjjcEKlh8NUuLEvLHkdjsdBv5WOfH0prGnw3UTo3hC6zoH46Wr97bS4BjxQF7ptg83p8EK/Scr26oziTtozg9UcJsVNlutGQ8AnhAjG8ARvc5yPnZHHdTm9lfHehvDO1qatlW3ys2/a/Z36XWVsR+TN43qpvPy6T4nUhdSUk3l4GV8RPQjd+CGG9gsx/4XYM3/QZ9cdKGUReDj/6TjKRkpbCSwEbqzos/4tsGGlG1dwkAPkVKiHZoWoWewoLGFFGWHzIAv8NxJii4t5p1CNvNe2aCz29+GwvYSpnFOe9x1CYEsPB630qg3uE71WLceTeN8+GDgQXn4Z6taFnj3hmWdg67nyNeXzCmHXCZj1KbScDE2awPPPw403Olh0/20NQUIb/svvof9IByV28xioZxDAsJfAsA8gMROWj4VAcek9dhRO5cE7V7jaVBmxhiOkk8cttLr0QTtxgWR2cYHruQQ3t4qiUgE6TdOsmqbtxsEN+gE4DqTrul7qnZ0Fal5i37GapsVqmhab/L9XO/5L0Iq6+ONNbGXyucE3gFcDns4qW0RpcghUs8H9eTludJx3/Hzw0jSGZOVi3BqJjS87Q1oRdPzJQVYxondv2LUL+vSBmTMdk3zaNIf+3B/FkSMOmmx0tINEMzEaDvWFPiLSvGEbXH2bQ0jjh1EQaRC5Tc2BW96H2iHwqEjF5NhhyiFoEQB3lDFHC7DzDQdpTRR1pIxOGfiOBGrjSyM3Wdyqi0pNdl3X7bqut8HBkbwS94UIXEIyVdf1ebqux+i6HlOumun/I3SgEZnkcpJKSMFEjIeC03x9iaf6gyHwZRbsKlFz7iO8PLjG08b0nHyOl7hOrScab1GbQA8YtAVOGwJamuaYkGvWOCZ2TAw89RRcuECFCPCGWsFgq+CKSEiACROgwzpH8cp3XWF0PXXM7gMw4GMHOWfprQ4Zq1L8egpe/wlGEkgMXsp+XyTBzkx4IhosZVyaP3KMAorpL6jHZWEzKZSg093s/X4Rvysar+t6uqZp63F0mwrWNM3mfLrXwr2a3B1eQP1ytss8u3otMDFJ+OjCp3bjFAsd+Zxl6gW0zUt1hnqtEikxEWRvHxOLB960YQyH2Eg+rnVsuEiGvhIzgWAiuJt+bOZrBtRUAwhJRHIPdQmmHssDdpA/wdUDL8TXsWTenAVzD/ig40O8zfG4e9fHj7aeXtw0HPYblu4BIbBoIQy8ARYvgbHjITcX1y9sSG21ioabB0DfmhDlC5He4O0cV1Skc/w4HDqtcfAYfP4d7NwPCNWcXbsD6XoAPrse3msPjZbBI5tdd/xt78PYc7DoKZgdDdPaufZ9PA9uo4BXCeE29lGMzhf9HMlpX7oTzRv4MYy1hi4w43AUUqTgS296k84zFBpcqCSRzF6ecxV4b+BuLZzheb3xXoKKga6XncarzMcn31H7q990UvjsgjuP+Oy6fsJHl3l36XOLfgTnHhL9DuJF7lTWeBg3X1rcqOInu6ZpEZqmBTtf+wB9cMg4/AQXFQFGAmWEh/59qEcbPPDiGNsqHNuSbpRgZz/ute1+WLmNmvxMCkdElcrTAyHUBveeUpdLYz29uNPTi2fy8/jCcLa9veG7b+Da/jBxMgy/0znRDQjyh1l3w5FPYM8CmNHa0bppXTy8fgCmTrUzbpydl14q4cABnUb14KHRsONrx7877/TAQ/joWYVwwxfw1m54OAY+G6CuDBZ/B29/Dg/fCdcbgqE5dniOkzTElztQCSbpbCSbfQyhBdYy+sicZjlWfIimp9s2CXvxEiyWK9AsFfv5VQGVebLXABZqmmbFcXNYquv6N5qmHQA+1TTtGWAX8EF5H/JvQW1akUems/dYvXLHNqEdpzhAThmSn32JJBAPFopQbM1gGNMV5iXBXsOEraNZmO3ty+qiQmYX5IGhqu7t16FrFxhyKywXAjIA/fvBex9CVDis3QEvLYEva0KycbHxsnAz6lkICoDbB8GEO2DhQh+eecaL8ePzWbXKlUi363DfWjieCS9fBQk5cL8hOvzAK9ClFbzVGn5a65joAD+TzibSGUkUnwnu+znepwmv0Y6abBfVdtkcI4MD1KMbB90kclXYi5fj4fU2Fut1IJWMqyAqE43fq+t6W13XW+m63kLX9aec75/Qdf1KXdcb6ro+VNf1youi/z9GTZpyjoNU1NUlgloEEsbRSxBuBlODo2SzH7Xsa0pvR4XaC8IpesHHFx2YlJer/OV7x8GoETDrKfeJHhgI789zPPUzc6HTeOg7Bd77Wkz0SyAjC95eBK2uhf79c0hL0/n2W1+efdbLLWL+yi54ZSdMagO3GEqTC4tgwgtQ2wceF672+5wlFA9uEkvwC2ziAnn0JLrM40riZ8JoiC9hZW53IZkS+06sVqlfVjVxeRl0VhRduaP1aymb672t3sU9hP62m08+TNjCtYkbKPKdR1Vfqnuk6qNvGtCO8jDhnS0wPpSG382n4a6FrHjUJe30viiG77j3JkpawojlI0guGIGlj8u/bG+z0CTMh3tT7fya3cXxZgyEesHYq2HJSYgzxP6uCocbPTx5bB0c2+iMRI+GbtHw30nw9T54aj1gkGRu2whWPgNRYfD8JzDrc6dgZGkgWz4UbxRrdEE+W/O8HxuOwuv+8OijXnROhGFbIdF507D0yGE60KnQm/f7W9j9lMYRZ/u2X07BhxthSmdYMB8OnQffQbkcIZddXGAU1dlMHXQDgT2fnXSnE61JIJscrtlmEJX0ToLW47kp3QNyHZrty6JUsr93aR1F8+8dUj3p/lBocJeMaXfVRaejdNHaiHMlegRyi7AlX0Ry58X2NyNV/ojsU+fWs7C3uNCND4ZyyJwmN/73oK7TT4z7qcKhQ+vChkRHxFpijI+NnBKdxTnq0vneZuDvAS+IFecrreB0BrxsuDdVC4DP74YTKTD8I1XMsW0jWPeKI7fdZRJMf698ZdjKIt8OY2Phzm3QMQx29YUWhpt3MTAso4B84PMPwdPQt2HaMsgphBfFxPiIOCLxpo7wwXewGytW2paVV88/AkUHwEfOujKQ+D1YPKBOj8p+zX8tzMn+e1DjSshNhrQj5Q6LxIcrgmClFHfBccIHe9v4IlcnU3gCdzWC78/Bb4ZUWa8IaB8CM9c7qKWlmHmtI2p/0/uQaViSRwTDl09DRjZ0vx9+lWo98liDoFMTuP0qeHAg9GkNfhWomX58Cq780eHIfN4F/A3rw7MlOndnFNDyCrh/jOv9lCx4eTXc0AaaGGJy20jjBNnU5RrlbySRwlniaXmpVs0Fq8CzG24pG4m0zVBSBLW6lD+uCsCc7L8H1VpDYsUCFa1wuA9ry9Bc6OBhIdyi8U2e+lTvGAENAmHxMXX8fdGO1cGSfa736gfD6C7w/i9wwECUsVlh6UzHhL/xcThbhiQzQFggvHAnpC+CxAXwy/Ow+EF45S74YZbj/e2bYM7zDiZeWfgtA277BRr6wztCL25VoZ1vvofHpkCEIc09bwMUFsMEUQH3A4mE0wIf4YMf4DC1qYVfWQ0kCjeB5gWe7d23GVFSCJn7oXr5LlpVwGX12fPCvNgzylWM2/qoSFhK5qlcpclMvqigkr0C6k5Tr/a4F1QfXqI+pxT7K264+FrDQtfqLSgpnEvJfY73PA3CElsKXE+OEbYgkvPhN4NvVhLuoJJd2xDsIbAn4izVDay424obkG+HL7OBcMd3qRUEgwbDS+uhwPDgm9kAinV45iwX/UnvZ9J4yduXHl7e3JWbze6z/moxzDcHCAmx8NBDYdx/fyh+fhaWLi1m8+ZiTpzQORnoS3I6tGsC3VpD91YwcQKMGwMz58HrJ4Tk1Y2wEXgiGZ6tCz9t8eMDw885NQv294Hp82HKGqCWg3657BSMuhpmnO5OjnNlk2SDcTWhOa1I5CPAobPvy34s9GQEmeS0UZ9Lfge3OEqw8rtCwhaGzhZBCOOVXWMnesOB5M12vbXYcK2NEXnv/r03KHbyWqFBFyQ06ORNXXLdpQ8vakIm7haJLFmSLFdnA4W91vDak0vCfLJXEsFUR9O80e0VP9m7WTxZf6rseP2AcNiSDumGiW4BbqkJqxIh07BUH9vJoUzzjuGm1sQbhofD3INw3pCau8HmwUQvb94oyOfTIvfiw379/Dh5shEzZkSwalU2zZvnMGxYHm++WcSqVcUcPAUp6fD9NnhiHvQcD02GwE874OUHIPZuaFpG8Pu5FPg+G964Eq4wsFgPp8KivTCuvUqZnXsQgjzhDj/XpXe8GHL4jVDUGvRcDlFIAsFcjRuKkyHvIPiXsU3i7E608Ai0WjJSVrVgTvZKIriU/FFStkBkKSKwUFuzsvmM+zY/K7QNhLWiSrMZnkR5wxeiGnNoK1h7DOIMPvw9EY7c9osiiDfD24eDdjuP5rtLTTepBUuX1uLkySJatjzObbed49ChioUx487DwClw41So7gdbRkJrUSmoA8PPOoJ3s4WS84ubHYq1wwzVhL8kwcF0uNlXzd1dYB3+tMRKoPJ+Blvw5xJL9exN4CdLwspAvMMH0ppcwv+vIjAneyUR4ORY6yVST1pFM82xftxfhlZ76wBHDn2HoDR2dK63fzbcBOqFQNNI+NawhNOA28JgTYaaJ+9ZA1pbbbxWkOemvhToCytnQn6+zg03nGb//t9Ph1i5AToucIhSfHqjYwIbkWx39GgfVAfaG57+B1NgdwLcKvTkvzsLV3lr+BjmezY7AfBHLTfN4Tc8CEErq2Nr3l7wCAeP6u7bjEh15DEt9crjav/7cVl9dhvFKodc1u0KzbfkROErfaH6SvmCK7H+IXVJF81xxTb25AYIzlA/b02QGjlqgivqXodrwZ6Fh0HjaW2Qq+d3Qb7DWWrk6YgO749E4RQM6/chfWkGdKZOu085ZSCMXEUwp1PhtEHdqp8z47T6Gxw1hZscTLTa78Ijs1H41VMaOzq3LJjk70qxrXYUxiz+ChpUg96993H2rJHJZ4j4AWxV+5cjBDTjsmcxfDusnQ+vNYAxn6ujt89cRzbdmX19Ck+zn0QnUeZHIplKDZ645x3SnMRtL+rhzS3MrPMTe5wMuckM41tK2M5U3mMg61c5OQxB3tD1cXx3t4X4Uxf/3s7BzfAng8bA0dbX06i+IJgrl048FBbg2boBns75PsYYz5DcdZFmj5ipXicrn1QvvEGrhDjiItVM3q5ex6/yoGLfFamKITZ6UaRxZHectar55ChXL7r4NxdyKZhP9krCh1pQWHGV2xVWK6klJSSW8QCtRxgZ5HFBdHVpiz8bRRS+X3s4lQiHDb/7sL6Qmw8rDVqVjb3h+hCY+4N7Lv2JJ+D662HyZNi4sTJdasrH+l/huXkweggMbqpuy8POKuLpSTVCDFGi75w32La4djjOWQopppWhKrqAEo6QSUtZvpq1z5E6C3ZvEZPnrEjxqbAKTodzp6BW1X6ym5O9kvCmOhSVv4QHqG+xcrykbH+4BkGclasLbETiyXbx0R0aw8/i4durPayNhRyDLsDgEMf/88TdPjzcUcO+ZAm8Xa5+0O/DrLmw7wg8UUZcbBXxeGChoyGFdoZCDpNHY8MyvIhijpFMtCg/PUgG0cJnp6QAco5AgLi7AHYyKCIVr7KW+BKJZyCyTMmFKgNzslcSnoRCccXNCqppGuf1sid7KH6kifxiLScp5LghSxjgDbXC4YAhhePnA03qQKxIw/QIhN9yHb3UjRg+HHx84OmnKzzk34XiYnhjEbSpDp1EDv4E2WRQSGtClPd/I49agv8eTzpR4ikeTy5+2AhCBAXyz4B32Qn/IpLxqEzNenoqBEnt8qqFy+qze+TbqXmoHF1j0Ygz4kXhKz0sfKUzqq9U4Keyqb425MkBCgTb6q4g1VfaIRRdR18sNLbgQRA/hTZiXahL4Pxnul987eXtSHdVt1j4hUI6D1KT/p/uuJuF7WBjQkOWxDe8yAlo3hi4Fk4Ny8VyiyNZ18xmAXw41BxKH5Kt0x0ikTuDcGi+73foyHdtCx8dw01DbuikFHbtsnLwYOk5qqcOkI5qCzHB9ovxBnfik3kw51EY3xa2Ot2PTRscRID1zaGZb00a+roc32QgkNY0JZ0cZ+FPKFvwpxlDWE8BmcSwAz/6APN5U4q85Z+FGq0VjcBCp6tQSAo2qkkxXhKuVqWnq59Jg2phF3UIcw1f/5iQsW4ltAiXPKkWaRRK1p7gf7y9faRiT1ig+tG3jlJF+utlqD563MOipmO8YEeJrM3MJJcg4NdlNwIGzCd7pWAhFA0LOW7dEVV4AGGahUTdvdNLpA08NDgn/OoGzmvypEEQrpmzKPyg4c+1caa8dhkmdbtwh/zTevHj14qALl3CWbq0jPzfX4CcHPh4F9zaEkIFuW1jBjT2hRADo+e403WJNFSEZDrvHoG4nthFTnFID4QIfd4ZsFYD+cQHCknGk/LJUo4PTwWPUCijRr6qwJzslYDFGVbPd5OrVRHkPJ0XylDsDXeuoVLEnbe6L6QXgFGeL8riuCCNklP1ghzceGMjxGbOVfBOkbfv4HRvf/jhT4jOVYDP9oK3B1wpVte7nDeoWoZw+DnnTTLI4Mvn4Hha+Ri06IqdyxOrbKFSmAyaBazuy/BiMrAR5Pa++8BM0Kxg/Zdoo/0BmJO9UnA8UYrdstgqSmPQBWVw57ycZ1pQ4vGxOfTbjfDTHMQZo2xdgBdkigh/iPMPpon3qzld5vj4v0/h87QzRlBD7YRMmvMU+RuewrnO8+ZpWP4WO2+cNsN7Jc73NCl6X+K8yWruRS8lFKKV8cR3H+g8yVolxv5LcVl99nxvTw41dUmHNv1YdBMU+ttLmqq+UltRrLuyturDd+dnxW6Ims+qIZyrOc5e3qWoLUjNuc4CDC9nhLg6pyk25N734Wqj7OVVSE18gEgiPM6xLVFldnVynukCC46z3sNh+9SEPA/oUs0lXdWQxhQQxbWDvr74XsDem8gqwNWzbCuEREJJCWRsBGOMqpoz6JycbGSeiTtKU/Wi1xKhXSvYUcoGvm2UOv5TdfmQnOZ4Skd4oejzpzuP73zRFWwpcaW67J46m3Ou5YkcRz7/3WqOBmsFhJFKOGecS/xoiskmknBjDbmP8w/s876osdZplfNAO5yGLha4YAPddTOuniRSjZnO75/qAQXg+6ZrUyuVCu+mk9CPNYod+pW6wksbrd6cJrwvct0i09J6oKgJET0IfceJm7Rspy259kYNvHJCYuaTvRIofXLYK3iy25z+YHEZPdpLn+wF8smuuT/tvbGSLzq8Bng5NN+MCPGDjDy1lh0cZaspKXaKyz9cBc/OgNgf4a7bKzc+txCyCyBSKDVfcM6pYE31jbN0CLC43itytnGyiWBXCQVYZACsVATJUkbtrb10WzkVIAC688AsVffJbk723wGtguDOHwn9lLVPZT/nUuMsf+BA6jtT1eG/MztlvcQVVPH30i85zh3Ou5lW3uiqG3irLMzJXgmUOMNn1vLqB4F85xPdy43fCNnOB7WfOOMZJRAkhmdSRIDwQ5NzHU0YjTh7wfF09xWHdfQ8hIdbCQ2t/M874l5HKnvO3MqNrx4I/l5wLEV9v6bzoRxv4Bp4AsEWjUSD/r23M4CXb+AdaFix4Uex0OVDcwYGisT7AB7Okjq7ewGQgtJVgb0S4nv/UlxWn12jRKkBl3rZMlfasalKUk4XZI1BMwQnWbhpoU+UT2+dvUplnGwfpSZYCy9ObsdMrUciwQaV0i24athrcwY/fIAuNOYcTaqpfld0tUKgE+0b7OcCSdTGkRaLpANhNGRLouuzuvh6MDzAys/xAy7WfA9um0AkkTSb6YhbnMyoR6KHJ+BPw+fT2Xu/i6By2Fkl12RkFL+UknBWv6d++dvGKGbxatHCXJXUg2K1vrWFc44e3IJD9+w2h13LOS+P7AwmwxnEq+kF9IAU7FhtjnPZC4fP3ZQt1GINjW4/C34h8B40+Gi/oxVJKSzOD22SxUXvpjRg7+8Peg4kCV9G9mOL8YEOwMY8R/jCcK0tmn+zMnT4tuWKHTpNUYt4lgAAIABJREFUvUEkv6D6LhsNfAsAz9FqxPT6r0QRiLhsZZcqqWf44H3/VWxvGWMwdgwv555nPtkrgdInu4Xy0zaFziCYVxnR4VznVeojnvq5FOKLp/JDpDmfgMYHcxrFeGAh0LD/GSctt6am/oyHnHn3JpdQmfkr0NpZx7NbcPprOe+PZw3zI9L5XrLhyW51sufsRvqwn/OGlSPogKWTvaSMJzt+oJfPfwDAw/lkL64SIshlwpzslYDduayUtdYSRRRTRDG+MnUEZDlvBMHCFch0hrKrGxzteOekqGvQa453BrTqGYJXx5wto9rb1AXaqRRIy3IU0/xduL03HDgFaaJct62vQxs+3jCnGjtX2mcMNQM2Z6dUO4Za4BBnGiFT1AfbIqAkF/QyluCWMChJd39fwjsQCnLco5lVCOZkrwR08rCThYdbj2d3pJNFSBk3hXxKuEAhUeJGcM7pezSzuSb2Hqf+UxsP18+zy0lMaWsgqyTqOrvsxVxrU1cS9hL4aC3c1AUiK+6B+LtxXTto1xhe/LSMbcGwNtMhm1WKrsGQrevss7smuxfNKSGfQmO/vJpOcYlzogDAo8GlKw6tdaFE6kCVgYBIyKy4tuHfjMvqs3vFFdNgvFEhUQyQWltCg65QBshksZMIdOX7qba30Lg7MUoVPejw2n51gDFned8ZIgr8iNjkypFOG/b8xdeTnU5iAoX4EM5zDFc+qiV78eFbriGLltxBqjMx7iji6MftIbsJN5yACwynX3Ayu4MdyjjtiSWV2vQnmwTW8HOQw0+MpQ53U5u6b6aQaiDzzD0dwUQbPPYG3H8O6KP66EaNecD9t5APy2dcLx+vA6dK7KyclIa/s426j18eDbFRnyje8k7joX5vXRw/mHvQOcXWMBdnPOTsW+C5j0ZfOLkWtYEmzaAwB3xPw1LD3x7XAAKPozR+Lc0196oDyd8iUuEwW9hFkZCRdFHn8Nxo14e1lN1iBIFPXpfyOkwVQpm3F3yi2Plqa3i85TNDMCCnx6o+uuTepw1UHxihGYYVj/TnDTCf7JVF1jnwiapwWAq5hJelhgoUcxoPcYcqIoVistwqwI6SRWNUetoJztJAdBz4mTSsaFxjUy/AY4XwXiqMD4PGFagt/x709YWOPvByUa4b66CPM6ax1kD+9cSDGlQj16lEcxFhbSBVdDSodgUkHXRfaoc0AHsZT3aLF3jXgLw4920SQdXc3YMqBnOyVxYZp8GvYvGDRLIJwwdrGXrmRZzARh00cTPI40iZtd0N8Mff8Mg9ShwB+FGXKMO4bM6Tzz029+Dhk4mQZYev6kHYX0AJr2aFD6rD8UJYXKz6zxowDD/2UchZAyGoGQ2xYiGbXy++50U0+IRDsoEKpmlQsz0kiCL+4Hrg6Q/Fh90PyM/ZZyr3uPs2iZBacKHiRsP/ZpiTvbJIOw4+1cHmV+6wk1zAioXAMpo+5rMTDSteQmctk23UJxw/w/JwC8nYsNDFcBPYy2EKKKSTYX8dWMhZOlk96CHYYYnFMPAU1PWEr2908PD/KHw0WBYFoVa4Od6NfMtgfGmGJ2+JnsEdaMMFMsg2aD0FlTaEiDPIP1dvBX7hcFx02ylt7lAo2mkDBDojkBk73bcZYQmFgDBIlL2WqxYub6+3CGC8wW4ktgt/o8EytWora6i6rN0+Ts2LS425RvFqnXBylJofbRArqsLEKj1tsss38uQM/sDbQ58myVmd1dKg4/YOEwCwUBvYR1P8yMClRNvg/QTwWg0jIOrXhnhf6er5bWM5Fu6lB1Z+c2rX2zhOJs24CY1CfiLE+d2OEks72hHNd5TKS24jkbPF0TysBfJNiuOpOrG1q8Z5EY24O+pGvpuczn84QiE6hzMaK9+1fsdTin0rn118HUIY1zGB+vjzDHsIrpfAVFyT0oYHE5hGHEkUs5SBwJwej0NELfjsUfjoaUKiDE/mjt2gaBto8eC8d+443Iv2wIqH1pF7DoZ3dY5t3hlys2Ds/7V33uFRldkf/7wzmfSEkACBUEMNHSRUaQalKIKIoCgK9lVYdXVXXV1ddS1r3bX+rFjARUVBEFFEqSIgoXdDlR4gkITUKe/vj5mQ+55JSFSa5n6fJ0/m3Hvnzjsz9537nnO+53vWY7CQi4BxqdAsF576yYgpAGir3+1s5ufXNf/pRK+7um+UBmTqbheEcqHrLms26u42j7853RSdyxomfOpN5iooo6uZEz0mXLjVornc2Gzz/LKe/sVR1514nPl8GW18A7Dv7JWENyBeGV9B51Afu/FxlDBaB+8sOgLZGVDLVEvw8CNFFNHUIkKp0WxiI81oTojlN3kdiwklnF4W392Dj3/n+OgV7mBIRDBtdA0ZPMVO+lCdKbSjl9R5Owla045b+DM1COM+VjBXqmQAPehNPDF8xPdmvd/AsX7Fja/fK90WlgTVusDuz41zJKalkbNlC/l795onb9MDNi7zV/xINO0EW1dWnE5zBn7Y8qr2nd2e7JWEN1BBVzMoVBsMNysJp3PZOw9+D7X7Yi6qPGxlGy1JMfj3G1hPKKG0tTQ33M8ODrGH4bQ4UXgD8Eauj9XFmvdrOGlZRq3HFA5yKxtxoHiZFJZEx3KDK4xkh8OgALlQtCeK7vRiLH/iCq7hCIe5lSUs53DQeRvQiN70YzkZZFjDxpExMGw8/DgbDuws3V430LH0ZwtLzRVL7bQ09n0jqGXVa0HT9rBmEUEIDYem58FPy4P3STjb+gtm8isWDP0jo8LJrpSqr5Sap5TapJTaoJS6M7A9Xik1RymVEfhfvaJz/b6RyxEOUYeKaWlFzCOMFoRQhp75rukQHk+IyH2tZi2xxBp39x1sZz/76EkvrIUei/icJGIYZDnWAwzN9FDgg1m1QoghOLawjByGsYaH2UYkilcjo9gYE8ex2OrMpQ1TSWE57ZlMC/ozmBhimclU3uE1DhBcGx9LNUYwmqNk8QHC177+UYirCe/8o3SbIxwajIdDMyHXcpdtOIKQyEh2TJxonqP3ZeB0wsJpwZ9jSlcIDYO184P3SYR0gdzVpZVvVRSV8dk9wD1a65VKqRhghVJqDjAW+E5r/W+l1P3A/cB9JzuRN1KR07b0JWM94sM/+QqZ9uvNZViOuIWFFprnW55k+vTporNIq1Qzgdon60fDfo1xht2TQlrRmGX4a9W30vTEPq8lyR/LUQYAkfQhJ+D7HrqpJF7wAzXII5PxrLJ8/FH8jyIu5kIaUI2PTpzvZ/5HV/5KAt3ZEqilP0wmXVjPdTQlnDcp4jgxDf0sv1dI4CEu5hqu4xbWnSjOKYEHzQwOEeZ8nVrUIZEkqqnq5NGG6oTxGZmsJ5uDbOXYiQnemkf5p3Geb7mMK7iOEEJ5nw+oz+YT+2pRF33F33Drtyh8bQ3gIvZON/QcA6G14MNnoZXlZC3GgHsTgz6z3KUfAAYOh/0/gW9d0LWhH+sL2gt/+R40KJEHVCfcZKdfhnr5OyaH3HppyEYxsib8fE4Kt2hUmSnIV0c6mOXKzTJke1/TbtHYzDx8V82U8q2FmULMt2R3fCe5f1d4Z9da79darww8zsVPMagLDAVKqvTfBy6r6Fy/d2RwlFpEEltB9VsOP+NmP5Fl9SijgGK+pS7dsN6tfXjYw3yS6IHLwpLbzffkc4jeYiWwlA8JJYIeInq0gyO8wnxSiOZJWhBWzles0RxkH2tJZxFzeIqN3MsqXiODhWRaJnowQkngFq4jiTp8xFQyLct7heIirkRzhEL9UOmTlAPS7oZdy2GrRWQkoglU7wV575kvElUdWqVBejkBp5A+4F0FugI9/JDW4IiC7ctOflwVwC/y2ZVSjYCO+HtmJGqt94P/B4Fg3lHJc25RSqUrpdKPHPp985J/wl9O1rqiJQiQzzwi6YsqI99exDQiSCBRRF138g1OQkm2tHvReNnCNJJpRAtKI+hH2cNKptOUHrTGVOxZyW6eZRt9SGAyHelYAaf/lyCe8+nEhyRSiw/4iE0W5R6AXgymLskU6XsxaHh9xkOt5vDNU+YJG/7F31Y5X7RR6XYlOENguWg9AxAZByHng1u2FCoDYYEf3K0/nPy4KoBKT3alVDTwGXCX1jqnouNLoLV+U2udqrVOTaj5+xYY2EIW+bjpWAmO/HFm4SSGSHoH7SviCwo5RlOhR5TNdvbzI80ZToilwm4bX5FJJoO5GJclnLaK6exgOd25hvMEs24KB7iNdThRvE07HiCZqDLq7CsLF3E05R7a8gLFHOJl3mQzpluVwnl0oz+r+R63LqWMKhrCpU/ChlmwxuJ/h9eHejfD3gngFYSXtNtg50rYsSJ4MOddhlKhUPxJ8D6JsMHg3giHd/6Cd/vHhNKVqAJSSrmAmcBsrfULgW1bgL5a6/1KqTrAfK31SfvwtEqN0JPSS1loSYL0WztDLMlk3e8IYQsq+4E0oRX+jXm+B/o/ZNh/5VnD3i8S7dMEOX8Y06jP64TTnAzSaL26NLq7oEMX49gMWjKaV9jNaubzhuFXAXRkJL24gJd4hmMc5VbeACCE9tRgAbk8SR6lufLjDKYpkzjEu+zjKWIClXiKCOowFUUrXudd9gVSY7MCq4MIHIyjLtdSi+PkspplrGcl2aKpuOR7JwQI2wnUoz39aE43QnCxnIXM4wt6iEZ9PfdEQ9JXULQS9qSxt1mM5VyfEEZXsuiML+Cf1rzvOFz+OnQaC882g5oW2evEHnDpYjh2M+T7RQ/WJJWSMhrzDlG+JIoLSmMm4ULHjecARzR0OAKZ/2Vv7aeN3XV3WBzzyeZTxUKJt1LNOoebd5urkJwkM3a0z2leRxuNAEVwXj1X0KKvxuTW15xilvBmjDCDxDEWsY8BqcdZk+4p865aYYBOKaWAd4BNJRM9gBnAGODfgf/TKzrXHwHHWUQsFxFKQ6D8VI7Gyy5WkExnHGV8zCtYRk/6kko3vqWUYONhDYXMJIpx5PMGOlAVl8ePHGYSNbmebL6jpLufpoCDjKEaCxnLKN7iAw5ZKisK8PEcu/HyMX0ZRC8upDf92c/PbGMTB9lLPsfJpogiiqhGdWpQg/rEUJsm1KUFbopYy4+ks5AjBPPLq9EZkp4Hzy7YPxwrvy6CkYTTj1z+emKiAxDfGFJvgGVvwrHdGNLvLW8DXzYUmBc9gJPqRNMdr+fpoH1BiL3Ir013bCZlJUaqGioTjT8fP4donVKqpHLhAfyT/BOl1I3AzwTfd/+QOB6g+cUwAGS6SWA7y2hBH5LpzDrWGPtyyGYTG0ilG4sFdfA4T5HAIKJ5kFxKO3Tu51liOJ+G/Jf9DMITmDxeMpnAh9zCGP7MzXzGTGaJsexjN//jTWKIpRUdaUtHupFGSDkyzF48HOUAi/mUjSzicDkeX22uoDF/A/dm2NsPvKU/BiG0II5nKWIZhQilnGH/5xeSmCuob7FNofGVkP8a6GDZlXiGowjB65G34zJQ/QrwHIHjP0BltOX/4Khwsmutv6d8Nb9+5Wz/w8LNHvJZQRzD8Gcby8ce1nOM/bRhQNBkB5jPHFrShl6kAf85sd3DBvJ5k0hupYgZFAd6RfkoYAe30YxPqM0H7GUIOlDnfpBDvMQbjOIKrmY4TjJ5hp8pFhr2ueSwjAWkM5cIoogljkiiCaUaYYSTzTGOcBgnW/EZCrfmUtNBBMncRR2uIIvvid9zCfhyLPtrkMBENHlkcRMhlhRgONdD8/4w9U+QKxh5qU/4CTDHRSAPv8pvTcaQy2JcesNJP3scERA3FI58AEKpt6qiUj77qUKHVIeem14anY5PF8ojU8QTpOCL5NKLIrS955vSqHWXiYSpXPmNNc0BQ0wKZ1vRw7xToIi6Cf3pwu3M4l6yAkv50TNM3bJbh/hrkvvQjqu5gFXcRI7lfJ/i1z27moGk0oqZjCfPksJqww5SmIoihE1cRocMS4VYRD903a/Rnjl484cAHjJPNC0MIZYHieEOsslgA6+SxTrmc4Exvq6iCXkvTJaa9DPTdpQUoiiIvgbC/w0xdeHHp+H7ByDKks8Pi4ch8/x36dkXwqElpbns0IbQbh0ULIWdFuf4aaBJF3hkGUx9BNY8arw+NwGR10LCB3BoAHNqmnf9i1qavfWYehm0nAbr+0H2XLLOF3z1HZZr70Hzqcv/Z/IztlrIS0DQZxkphN8uw7yO+rxh8jek5pxbZGjXVTMT/+ftEAX1Uh/QcstOXQrp2brMm7NNl/0V+JnFeCmmcUmnh5NgKZvIo5B6svNAALNYDEA7rjS2+yhgJ/cRSm3q84D5pILv8BbchsM1CGfkp2Ck9zzk8Cg/8g/CiKcH/6Urz5AsovW/CmE9oc4SqDkR8vbB5B6w6H6wdq0NjYNLZkO15vDdEP9EPwEFjd/B3y9dXrHAVc/CsQPw1fNlv37MPVC8Dgpl5LYMJAwH92HIPomaQxWDPdl/BdzksYdlJNMLRwWth4pws4j11KAvkXIpgl/GagEraMIF1BRUrnzWcoA3SGAYVLvN2Kfdb+MtGIfDNRRn1HwcIh2YyRLmMpoN/B+xNGYcY/grt3IBPahPHSr31StiaUMTxkG9rZC0CELqw6Ex8GFX2CfKTqPrw9DvIb4dzBsO+0XT+LoPQ7V+sOtucAspqV5jIaU3TP0nFJYhIBk+BELbQ+5zFQ87KgYShkLW59hL+FKc2RLXPxC2MYeG9KIB3dhJGYUaFnzDCi6kBY0Zx3r+GrT/K36gG43ozm18yV/xUtr6ZT+vEUlLqtV8CdzbIL/0ruYrfg3t24czchI1mUMWo3FbJJZ8FLODT9nFFxTyZzrShkvwczuLuZLDbKSAIxRznEg6oMnHSW2cNOA8WhBJA0KJx4cb3HPg2FOQN7nMwBl1L4QL3vfX+88aAEfmm/trXg/1HoFD78KhdzCo+64GcO2LsHEezBeBPPCz7+KeAPcWyP/wpJ81AEOvBWcMHHij4mOrEM6oz54arXS6lTQmORGiblj6UpITMrdPd8NuInq7NXxP9LWWEnPPmX7cx2IpXUOIg8UYzQsU3fiEXI4yhf/iFHeQeWKJP5BU/kQzxrGctRzjcf5h7N/JjYzhFpazhFl8zl+LrHewaKLcCyG8EazpB8dXYPBZ4ttD/xkQXgNWPwIb/kPeVSYn/tWw2wGIJIaGNOfSTA9EdwdXDX931BLhC+0F7x7yQg5QzB7yWEQu82g5S+i0lZAIHdHQ4FlI/JNfUmryCMjcgEEOrDscun0Mu+bA9KHgLSbnrpIVkSLSMYsQTxf4ph3k7/RvtvYU6Dca7p0IfxkJXwcCOyL+sndIabymFj/gcmfD0dJ+exm1zNx0s1dL04CFY81zhYu6m+WjTR++8z7zQspIMs8t+627zEVZUB5fcu/fbzbSsFtgcuW7TRLBXkvfutT1kH7c9tlPMTTr+IH6NCeuEmWvU/iZTAq5LSjK6MdOtrGEhXSmO81IEXuPw/rB4M6CdnMg+jxzd9YamNkZ9n0Dqc/AkJU4VNnVG/nksokVsONmWNcGVtaG5aGwJxr21oY9YbC/ETu5mn3cSzZf4CuvL31smj/YVusWWPQsvNrRP9GtSOwP3f4H+5fAjOHgNRvWudSthKh+sOae0oluRYgLrn0UNq6E2WVQZwVC6YmLFlDwWoXHVjXYk/03YCNL8OKhUyUykMX4eIdttCGOwdQt85jv+JoD7GMYV6KU+FEo2gNrLgBvNrSf5182W1GYCXOHwXdDwVWNiNCFhIV8gUOZQhnlQueB7yAV+7gOSLwMWi6Elt/5ee0be8LX9wY3YEgaCufPgOwNMG0wePLFmVIJV8/g0bNhRxnLd4AR90KdxvDC3yul+R7DHXg5AoUfV3hsVYM92X8D8shhHYtpQw9iK1Ec8xX7WEkW42lOWBn8ei9ePuYDfPgID5kBot0VRbtg1flQuBMGzIKmo4POwe4Z8HlLij2P4nSkEhG6mAjXGjrRl4gyatwrjfAG0PDP0GcLdJoGYfVh119gXXs4LgJ1ygEtH4Ien8GxlbCgHxSZ1GVFfSIdU9Dsp8A3tuzXbNgarnkY5k2GxRVH4EPpRjj9OM5LGH2kbQBn2mfvoPRyC6VayX5cXYUtfKcDbwnu+xuCSy/qipc3M30t6dNXzzIviDviTUfwQSE+/gWXGnYtMgknngt5j0Xs5v8CaTSA2UUDjGPfCvPrtkeSyABeZguH+A8zTuy/lNJe7PG0pjtPs59tTOdlvHi487E3S08WFkvhfV8QTm/yeI9sHiJpluknbr64IQ6iiGEwcVxFBB3RuClmI4WsxMuPuFmNj8P4yKWU4hqCk1okZkeAMxlC+oLrQpQzsNIoWArHnofCaVhXAXlJJfeNWoS7JuJ0XAirJsL0P4E7H4ZYBheSAPUWQWwdeKk37F+HqKmBR53Q8gcIbQQbWsODpkrODkERTPC4iHR8i4NmHPel4HGK/tYCMRat9eJw8573n7C/GLbszy5rJp6cZPYMlFqKu96qadjVvaZW4uvOWw37EsF/bD3LpGUXirz87qjSmMHlqQdZl17867jxNk6OQrLYwUx6M4zPWcd+Tl4QmM9B1jCBToyjN61ZSDATLIsNfMtEBnIDA7mJr3jTPKAohyOMJJYHiGY8YfSCuGvgmEmU8ZFHNh+TzcdEkUw0lxHOecQwAgfXG8dqCtEU4igp0gj8rmqdA+75cORlKPgWigMEjzKuHIdKI8z1AYpqMPUGWPFuGQdFQYsvISwZ/q+/f6KXhTr3Q1QX2DYSPMFyWBJOehOielPguwsoICiaa8Oe7KcCGXxMPYZwDZ14rgK+PMB2viaCS7mSnmznAHtkSxBgC8sII4ILGMVgboOQ98DQaneTw6MUMofqvAbdF8POF2Hr4+A+GnQ+N5s5SkkHGwdRNMJFWxzEoYjBQQyKSHwcxssB4nK3gm8veNcDnqAOuQZCmhIW8hQhzivw+TZR4BlA5IoyJrEzBlrMgqhUeOdy2F5OyrJ9GiQ9Akcmw1FJqywDShHmeAKf3odbT6j4+CoKe7KfAhSTzWes5Ro60Y4k1sp+PWXgbb7lH4xkHJfwRFAO0o+1zMeHlzSuhmtmw0eXQpG5cijmBzLpRdLP90Hy3VD/Ztj1Ck6m4A3SVyqBDw+b8VikpCTi3OU91wJHTaj+MMTcipMiij2P4fY+S5l9g12J0HwGRHaErVfC+hnBxwDUbgx/nwKFm2HXLRWPAYgeM4YQ1ZUC3w3Yvnr5OKM+e8vUSP1ueqnaiqzjlVz02v8UtxPZb0j0c8ekxpPVx8yjF4ia8oMiSJYoarz/g+m7XcsHhh1mIb9czad8ThuK0VzBel7H7K0m3+tBEkmgCf35F4fYwit8hs9SLHKd5bViGEwSL+BlE8cZiY+fiZ9hXtS6J+BsA+EPQuhIlC6AY29A9gdQtIYJKSZdt5VF0x6g2xCRuxV1CRmflPiFDiLoTt2iQRB6BRAGRW+hdj8KXsvnZw1/JHeGB6eBioOjV0HRTHYlmX5swymHICQa0pb4Wzqt7AIFFl9Vsn1L4nWhsXDNT37C0YqeUFL4I66FOR1MWa+Ldli49IvNY+V19WKK+aMTVG9+l0hNyt+bP5nm9g5mvW3jF81ioAN3mrGphGxzHrhErDJrROmXlZZaxOp0n51nP51wo3me3TQlgpGVyLsDHGEbS3md2rTlEgaWe1wuMznOcBw0IpYluBhU9oHe9ZA3CrJbQe5nUP0OSF4NjbfSmatJpEWZtfUVIiqOSPqSwAM0Yin1+AhcQ6Hof5DdGvJvNye6FT3Hwt8XgS6Cw92haGbZx+GALhMhJgWWjjQn+snQ+Z8QURO2jAd+37Jnpxv2Mv4UYi7HWEI2f6YuW0miqBLL+R0spDqN6M4QjpLN90G3GT/cfEsOPYjmQ2KYCm1ego33gq8o+GDfFsgcA5n3QPRQiBlOq9CBtGUwPjwcYx9e1pDPVjwcw0sBnFcH3IUQHQ9xtaBGIsTXg2bdoEEb6gIaD3nM4zCPUvvYe/jbspSDiGow6gXodQNs+BbirwRdnmvggM7vQt3LYNUdkDm3QqVhABK7QLs7YONbcHxVJZ5QtWFP9lOMR9jJp7SmCY+zkZuAMjqZCKxiEh6SuZgBKGBRORPex3Zy6EskTxDe+A6okQbr74DD5QQFvYch+x3IfofJKTeSSAq1aEo8DUmkKzWtqcRH5Iv5IPcwbF8BP3zEnqsyKGQ1+oQ/fpKJHnstPPUsxNSALx6Hzx+Bf5VH1nGQwMvQaASsfwi2vlz+ea0IiYQLJ0LeXvjhXkQVqo0ycIbr2Z16Tnqp37yIXsZ+mQdv308kX3eIE4oS5ulJJuk4TFyQRULpdejNwvkRlaTTk83zybrli1aXDuCBDqX6dh1ox0iuYB5fsTggH7VP6NvlWwQlAd77/A5InQT1roRNj0L0I8b+BfVNjbtt3MEwLqE6cWwmg138lxxKK8lMHn9wPKTusixwVgv8RUOdGFDh4MsCXybba4dgzaM3vs/0K7XoEPBh/HDiaEAXbqYWLTnOGnbxBPmB5uadnxGFCd8DDifc9T70vYZcHieP0nqA2pNFvCbPNBnwGtS7FdLT4OiCEpWu0tM/bVKKe+42mz/uql8aM5A6750zxVhllazo/a7FaytRfh6UyWggbOn1yZ4Y6abpFoV/Lsu8SL0a0jeWzY237+ynAatZS2ua0If+7CCDfZZJWC60B5ZfDd48aPlPyI2BY/eUe/gWtvIcr9CDrqTRixa8xE6+Ywufk8vucp9nwJvt/4Pgtqy/RLQtpDu9+Rv16UwRx1nCa4TwOif1oUNc/oneexRMfIC8a38Bl73eIKh/G+x81j/RbVQK9mQ/TZjFZ9SlIcO5lgm8VMln+WDlTeA5Dk3uBkciHL0ZdNkNGzx4WcgPpLOKUTSnCZeQTH8yWcNePiOTxejTVs8dBq7BEH43ytWDRHJZzzQ28QXFHKfFySZ6VCI8/im06gnzWPFVAAAXwUlEQVTv3QdTn4FrK6kRF90I+n4AuWsh4x8VHm6jFPZkP00oopApvMcYxjOCsTzLdNxBucOyoGHtnZBwAOKe9As2HB550mfkU8Aa3mETU0jmIpowiI48RjE5HGQBh1mOYhe6AnZfhQiPhRYXQ5thUH0QSsWgvdvQeeOZGnUU78n8+BLU6QqXfQauOHh6JCyuBGmmBK5ofymvcsKa4aBPTom1YeLMcuNbKJ1uZX5KP0zyo0XHHqkNJnu3hYi7mOQwP8AThj2R6wz7jWvvMuynJpr2lXxk2I1Xl/qxL3Ywc7GHA+HklrTiakazl+9YZXH2vsOsWrsdcxmbwGFcXEgU76CIZinvsc2i1Z5raREF8BOlkv0KxT9ZRRjDCGUQDqqh8VDAWgrZQjHbqf3OD3AoAwqzwZ2PvqcAv48eBY541E/xEJoIUW0hpgOe2ufhpDmKEHwcxDFvGqyc5o+0ax/b3xW547qmj5/zswuXupFw9SKa3exSt1NkqdNOWb3LOP77DsLnXrwKUj6D+CGwcZC/Nt56/gGmYlBMtumXzI43CeWN2Hni8U4aGfsGZJmugRI+OdInv1jYcpEijxfX9d4nTFKAR1B9G94ldBnGmqY1bz809TDr0t22z342sImNfMPX9Gcgx/mZDCZV/KQA3HxLNl2JZgLduZ3atCWdCRSJ4JuERlPMLIqZBYQQQmc8DCGSbsQygBDi4UbzOQrQ2otSgQvNGg8s3I2XDRTxBcV8i4cfqfnBL1gl1G1AhON1XGoQHj2bfN91FDkjKn6eFY2ehYRhsP0uODan4uNtBMGe7GcAi1hISxy04Hrc5LLzF/TT0Bwgl8H8zNu0YwRJdGAVH7KaZehKkUg8eFhCJttObHESR8rLYZDQBMKiITQS3S8KVBhaZ4POQm074tdcz9sI7iPkpEWf5DXKgdMJN94Bf/sXIWgKfHfh1q/jT0dWfrLX43qoOx72vQz7ZamkjcrizC7jmyid/m/LBtkqVyyXVt4pJHUzxHpILIeWjm5v2LLlUr8NZnO/J1ubdFiZWpOljSkLzKXm5j4NTzwuEu2TZok+brnEcw0jaE0KnzMLhXnRvsbthv1nEdQbvGwuRLSCRq9CbF8Os5WlTOBIYBJ/K9yCC/nWsGVac5ul3TTAEcFiubvf/xm2pHxaKZoA8XNNjuiatHtozM3E0ILDLKbG4avBZ8lKiPQVpofG1Jv8LMGmDKMdN8OBSbBxDCd4CzLBIe3GwpbpLUvWNe8Jk0gaNcPkRiwTIZM2heL4I4JLIZvmiEyeFst+JbhXL7YxXcI7p4iqR+H+7hpbmka8NPUoa8tZxtt02TMELz4+ZAob2MxlXEwjBv/ykxRshE0XwNariSSBwTxJP+6nDm1P/YB/FRTUuAxS02nPc4QQy3oeYi1/Myd6JdGYS2jHzexhEWwaS2UISjbKh72MP4MomfCjGUl7/gxodvLlLz/Rkcl83jSUlgyiBf3pzz9oSRazWc8ytlMYnDQ/rVDUgvrDoc4NEN0G8jPYxBMc4OtfnfprxuW05Sb2sYTlPEM9bUtC/1bYk/0Mw4uPSUzhDi6kPXcQTgKbmfiLz+OmgLVMZT0zaEQPGnAVN9Gba+nBKnaRRxZ7WXMa8+zhuLiAMMbg4mJo5oKc5bDhGsj8mP0XdKn4FGVBOaDrC7TlJnazgHSeP43voWrhjE52T3VF1ohSyqqUhVKirPK8yaaP7ha+zrHRZtBot6iDHDHJrLDSbUxXpolwph7mMcO+WTQjXLTbpM9a5aNfY5yxT5bDSh/5VbwMwUVnrqGY9rTnKyMPL8txD3U136s17fgjeYyjEzs5j2oMJZVLCeE+8OVBwTdQuIjMhKyAprz/NY6Lktsxk82a+pxvzFRW7HVOqN8a2vaDthcRX9wTQsMhJxMW/ddfyOLZ5JfNqw5pzwtdOiGllPO8ef7QQjcQgSvsQ5whwyjyvUg1fR/9SpbuUnhGegWiz+OBTULCbLPgrFrakEaNEu6BCA11laXUC8TxSWK/pHUL6eiD8ebY3o43u+NY04JAcCpPkAYbtixNzYXKdLYF9p39LMGLl2lM5xCHGEh/xhHPBD4lJ4h8UHkUspJCVnKQf5FyIAUiL4GIiyBqGLXwt3f28DNedtKSPAo4iJcCPxmmfi2/UqwrGlxxhKoEFPE4VDOcpMDERuAIhHh2rYVvX4X1c2DjXPC6oeNv+zyUaogr7BOUIxV30R0Uhbz+205oIwj2ZD/L+J4fOEIWI7mCvzCWSXzBtspw6U8KDxR86f8DcNbmSIOBhNKJEJJx0oAkknFZiTmmtgPhgNZ5+NiGV6fj+PR92LMRNi2C7IOImqLfhBCGERrxOuDAXXQZPu8Xfu68jVMKe7KfA9jEZl5iImMYxu1czTyWcowf8VWKXlsJeA9QyAwKLWq262hLCFE4CcdBGH2+XAPOUHDngjubnKH5WKtjXJ+ejqBfBOHqWUIdt+DzLsNdNAqt5RrYxqlChZNdKTUBGAxkaq3bBLbFAx8DjYCdwEitdbDKoYDTqw0JXyU1CUWutbCDaYcLGvX8sX0Ne4DXzIsjZM7mjDZvXy9wt2H/CTO3/C43mCcQUtcfWPpVyRJWWTYpJa/GbBY+cjMXcA8e9Qz9HLdQwBPs5W6KAhzimgtM6aOXE8wa0wltTNmpFtVMToBsT5XAEbAKXUYHZKoCXBe3vHNLv1WUuOYliNzzJcKvFeXIsZ7zofWrENMKtj3NV03moiOTKenDLWMWzfuYLZDaJ5jc6kMPmzGN2lOEjy5/Q6zXnmywK4+Vojly1sgcvvyNNoV8qT3KHNvW0WYxvixHzusjPtta4rO1ynSLdvdWVCbP/h4EaSbdD3yntW6GnwpzfyXOY6NC5FOox5PvHYaLRBoznUT+joPYsz2wU4eo+pD2MXSbB84I+LE/bLkffapWMTbKRYWTXWu9EIJkSocC7wcevw9cdorHVaXh4Uu2MohsZpDADTRjHtT7C6jQip98rsIVDR3+ASM2Q4NL4aeHYWErOGzz3M8Ufi2DLlFrvR8g8L9yCos2Kg0vR9jH/WzjUgpZC01egM4bIHEsqN9RqEVFQPzdMHI7pP4Lds+CT1Ng67/AZ8s+n0mc9qtGKXULcAtAg5rgsrR/CpIHFiKDH0eZpOTVY00nfjhmV09/rrYUWmRvvCJZ+6TQoZJceCk1/UCzhwx7iCUo0FUS9QVk2eLXKeWXXAK0/qbEUdwOzIJGA6DeU5DyLiQ/wpKwufzEfLyBIFoPTN6/EvGN2k7TT6wt5IllnUKCrFuQUkwinhIlcs/b+rckhuHEM54QEjnOAg7zHwqTV0OyIkW04069eIVhb6SVYbefIuqfRel8cRux6pEJDVmmas19vy32yV6YUkZqqWkuSDMJRH3W/2jYy0Srqq6iTdlL3jsN+99O0yuOCzPbRfVuYJ6/yMIL0KbSm4FfO9kPKqXqaK33K6XqEEz9L31xrd8Ef/+i1KbK1vr9tciZDRtnQ7VBUOdBuoddTwcuZztL2M5iEJP97EBB9d5Q9waSGYGDCPJZyn5uJ48VFT/dxmnFr53sM4AxwL8D/ytfs2njtyH7K8j+ilmpj9GKAbQgjdYMpJibyGEmeSykgJUVn+eUIQxcadBiINS6FCKSwZ1NLp+SzScUsTpwnN177WyjMqm3yUBfoIZSag/wT/yT/BOl1I34F0wjyj+DjdOBA2ziAJtwEUFDOtOJViTwJ2owDi85cOHXsOcb2L8IsjM4ZQ0UlBOi2kFYD3D1AdcglIqGyHzImg9bH4KDU8m8sDLC7zbOJCqc7FprmYUsQb9f+mKFcaFsHlbnhJ0y2cwFT04dathjMsxctORvZzxcz7DHR5ma452iTA1er3i7ncTS8lOuMGwpx7xCJJut9e8HRYxStle6Lf19w56b2t2wtwrh8y39Wxj20H2m7HVJ/MFLMVtYTPfs2/BQDRXSF4frEqgzGBpf4S8sKc6B7JWQvQryd0LBbtiyB47vA08+eItgQqFfKz40HCJioGssRMVBYiOo0wQ6NobQ5hDRGRzRKIDc3bBpEmRMg/kLwFPqSDdzmS2k87qJWLDgWNR+VcQUkk1uva7gapPaBVwrEkjS0bTKDchwi+B7lO+k+iG1ACS/o6tZNsERwVEIH29yIAY4zdiRlCBbG9/MsJO9O0889jnKT2H+jsK6NipGNtozHa9nOo4pCuJaQs0uUKMT1OkEjW71N1eAIIIQf8E/2R3lJGg8h/z91LLfhfzF8OUP/sl+Yv/peD82TiXsyf6HhYZjG/1/Ge+VZjpC4yGiPhytB9FJEBIBzjDYHwYhoVCYBwW5kJsL+dmQuQv2b4fHhe7dyWXwbJyDsCd7VUNxlv9vm+jaKtJJlVGFtvH7whmd7OH5xaSkW/x0URYp89xBdbzCNWqUbfqFW6uZNeOX8oVh76OOYcv2UKmiz8462hl2KMXCLn3+HZjxgmarzbHJylXZ+kpy6+8QGnRvJY027Isxk7cumdmS7c/Hm+bMe81kr2wpPep5kWARrbGMlswAbwhbfFdR68w8/NIZpl7gDiHnPGqx+fpK5MJz7jGr4pqli89bNoqRP16vWB4ni32SGy9q8fM6mK6O/O6C6giENkmCrN59xfxs+vQz8+iTO5ixLKnb0H5GKQfBaabkDdgadDZsVBHYk92GjSoCe7LbsFFFcGYDdKGYPGOhp52ZYnLR44VOO4Lv7RI11/NbDjLs7eebLYmcIj8ka6b7Mt+wZX37dcL5svq5shXVtg4ib46ZN29iadoAcJno09t6s1lE3Xq2aetrMSG54MJH39vfbDH0kxjP3fvM91oodOLDhyA2CFtw5WUqbmaqGSMYvG+uYS9MMmMYbpHrlt917EQhpiFz46uFLT4PploeyzIuyY0X8ZbcMDO+0QKz1j5IF/6IacsYgMzjZ3UwP9xRc834xd4087vcMKxUJL/gCRG7sMC+s9uwUUVgT3YbNqoI7Mluw0YVwRnt9dY21aWnp9c4YTeeJgSzZL5TRhRka9zHhC2e7xZ+ZFo1k19+q0gO/52nDFvWqD/OPww7ZXxpTGHCK2YJwUKRR5c1y0edcYbdIMtsy6tewYSoUFjZzCw4T8JsGCZzsZ3XiwCJKGcPqveWTVqFX7vgXlHD/Z6ZGz4w9uS67RkpZl1DUpE5/qjZQmetuRiPLKKbXIGdKGyrbobgqiN9bOHDu4UOw7ZqDQ075UkRa5KoSMNO7pfvVdYYWT661EchfYe2e73ZsFGVYU92GzaqCOzJbsNGFcGZ7c/eQul0a6vpZuIAodW19CaTP91c5DPjRwrBwmGm+dYok09+pfdjw77b+YJhS71u6bN3W2wWjyw4v9Rv7bPD9FlfSb7RsGW9+zFMn/2lLNNx3BJv+oGrRCL7AsEJqD1DOOEid/v9TecZds+3hZqNrNk224/xfi1TD/CKIlP/b2uYySuoz27DLq6ghYzUB5zNAMOOwyR9X/78V+YJpE6c6Hk+6S7THm0twxDXnXzvUjdei+45Spb3ihz/lP5me255HbdfberrzRE1IxeJuoS1Qg+wnaUlYerjkL7T9tlt2KjSsCe7DRtVBPZkt2GjiuDM+ux1lU6/1bLBKw641DSnp5qNraUmnPSxa35j9kOb3N+sAw7yc9ebfu5bbUwf/0uR2P98x9WGvT25lHsv9eu6YvrwNzDBsB/kCcPeKvq3P7nvX4a9OUnkcpeJXG6UaU5qM9ywR2d+Zh4g67ul3yrz8FJSVNR8H0gTefVl4gRmq7sgTB1i1jVcvsP0yd0mHZxZ1cxrY+irJodC+uyy57q1Pt8tYkcu8VnkXW7eE9eFtTXsbm+bsRwZa5Lxi7qTTX28XaNqGnbDx0zOBaJOQdaIWL+L1EmQfsD22W3YqNKwJ7sNG1UE9mS3YaOK4MzWs7vAkOsSdcIZqYIvLRyvJmw17PjNIs8ucq1XZQkdM9EjXPamvZlJht2ljRAUF/nTuOTS3G9TUZ/e523TZ3/2pr8ZtvTj+vGtYf81yfTZn8s0+8wF+aBCBs3bxsxbv1XLjEfcvNl8r1L+L4h/nS5s2UvOI3x0OT7ZB1jwzy9faProWc+ZNd3xM8zvemhb00dfOs70k7v1E4KaIjcelJe3QujXRW02efoJj4rBC277YfHhdc0SYxHxkoYdhY/+vBiPrFsQ8QsWWx6LMn8r7Du7DRtVBPZkt2GjisCe7DZsVBGc1Xp2yXcO8sEl51jmF0UPLalpl5FmxgCazRD6XMJvc4t6+CAtduGb7WpTmh9tOEP4XaIGOquW6YNKTXpr3ziAnUJHXWrWD50h8soivJD3sPk7HvWdqA83QwYVasgF1XjvF7bUkRfv/9D/zH5lUg8wfrL47oXfPPN1U8NuQLapYYdJQ8D1qBjPAGFb/WDR+j2IYyA16b4UtuTSy9p5mfMXnIigz1rq54nrOui6t1AcUq+E9A12nt2GjSoNe7LbsFFFYE92GzaqCM5ont2BJpKCE3b8euGnSV9FthUWdcVBvpbQDm82zfTRpw4T/OsFZm73h2qmrhqmm8gP9DDsCy258YZfCJ9d+G3VQ8z3mhhvksWNHnhAi45mzXPsOpFANenZQVz1qInCR98sjpe6Zp8IW55f8rMlt174rYWm5B7bRP/5BBEEiLnY/K5cIi8/+Grho0vt9auELUIaQfEeq36h4P3L+Er85eZ3d2CGWQeQmGU6+eoe8VrSFpf9mlSTnB93sRnLarjPvLYOJJmvb+0beDRiEeXhN93ZlVIDlVJblFJblVL3/5Zz2bBh4/TiV092pZQTeBUYBLQCRimlWp2qgdmwYePU4rfc2bsAW7XW27XWxcBHwNAKnmPDho2zhF+dZ1dKXQEM1FrfFLCvBbpqrceL424BbgmYbQjOGp5LqAEcPtuDOAnO9fHBuT/GP/r4Gmqta5a147cE6MpK3Af9cmit3wTeBFBKpWutZav6cwb2+H47zvUxVuXx/ZZl/B4w2o7UI5grZMOGjXMEv2WyLweaKaWSlVKh+JMfM07NsGzYsHGq8auX8Vprj1JqPP5KaCcwQWu9oYKnvVnB/rMNe3y/Hef6GKvs+M5oIYwNGzbOHmy6rA0bVQT2ZLdho4rgjEz2c5FWq5SaoJTKVEqtt2yLV0rNUUplBP5XP4vjq6+UmqeU2qSU2qCUuvNcGqNSKlwp9aNSak1gfI8GticrpZYFxvdxIHh71qCUciqlVimlZp6j49uplFqnlFqtlEoPbDst3/Fpn+znMK32PWCg2HY/8J3Wuhl+eYOz+cPkAe7RWrfEL58wLvC5nStjLALStNbt8UtfDFRKdcMvY/GfwPiOAjee5BxnAndiyl+ea+MDuEBr3cGSXz8937HW+rT+Ad2B2Rb778DfT/frVnJsjYD1FnsLUCfwuA6w5WyP0TK26cBF5+IYgUhgJf46xcNASFnf/VkYV73AZEkDZuIngp0z4wuMYSdQQ2w7Ld/xmVjG18UUQdoT2HYuIlFrvR8g8L9WBcefESilGgEd8YtPnTNjDCyRV+Nv+DwH2AYc01qXCC2d7e/6v8C9QEm9bwLn1vjAzzr9Rim1IkAth9P0HZ+JevZK0WptlA2lVDTwGXCX1jpHqTLlxc4KtNZeoINSKg6YBrQs67AzOyo/lFKDgUyt9QqlVN+SzWUceravxfO11vuUUrWAOUopqTxwynAm7uy/J1rtQaVUHYDA/8yzORillAv/RP9Qaz01sPmcGiOA1voYMB9/bCFOKVVyEzmb3/X5wBCl1E78FZlp+O/058r4ANBa7wv8z8T/g9mF0/Qdn4nJ/nui1c4AxgQej8HvJ58VKP8t/B1gk9b6Bcuuc2KMSqmagTs6SqkI4EL8gbB5cKKl7Vkbn9b671rrelrrRvivubla62vOlfEBKKWilFIxJY+B/virQk/Pd3yGghAXAz/h9+kePJsBEcuYJuMXRHbjX33ciN+n+w6/4NV3QPxZHF9P/EvMtfgFu1YHPsdzYoxAO2BVYHzrgYcD2xsDPwJb8YtBhZ0D33VfYOa5Nr7AWNYE/jaUzI3T9R3bdFkbNqoIbAadDRtVBPZkt2GjisCe7DZsVBHYk92GjSoCe7LbsFFFYE92GzaqCOzJbsNGFcH/A6V1UkquiotxAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -318,19 +318,25 @@ "img_fitted = img_fitted.reshape(x.shape) # undo the ravel \n", "\n", "\n", - "fig, ax = plt.subplots(1, 1)\n", - "ax.imshow(img, cmap=plt.cm.jet, extent=(x.min(), x.max(), y.min(), y.max())) #origin='bottom' didn't work\n", - "#plt.colorbar()\n", - "ax.contour(x, y, img_fitted, 8, colors='w')\n", + "# Find height levels for contours at different standard deviations\n", + "print(optimum)\n", + "sigma = 1\n", + "xnorm = np.array([0, 0.5, 1, 1.5, 2]) # standard deviations for heights\n", + "heights = np.exp( - (xnorm)**2 / (2 * sigma**2) ) \n", + "print(heights)\n", + "\n", + "os = optimum[-1]\n", + "amp = optimum[0]\n", + "contour_levels = os + heights*amp \n", + "print(contour_levels)\n", + "\n", + "# Final plot\n", + "#fig, ax = plt.subplots(1, 1)\n", + "plt.imshow(img, origin='lower', cmap=plt.cm.jet, extent=(x.min(), x.max(), y.min(), y.max())) #origin='bottom' didn't work\n", + "plt.colorbar()\n", + "plt.contour(x, y, img_fitted, 5, colors='w', levels=contour_levels)\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -349,7 +355,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.5" } }, "nbformat": 4,