From 8c75fa9205cb24305f3e6981ed0f7c9163ea4216 Mon Sep 17 00:00:00 2001 From: Christian <s224389@dtu.dk> Date: Wed, 15 Jan 2025 11:18:26 +0100 Subject: [PATCH] Added test notebook for extraction of center of ridge --- ridge_center_test.ipynb | 478 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 478 insertions(+) create mode 100644 ridge_center_test.ipynb diff --git a/ridge_center_test.ipynb b/ridge_center_test.ipynb new file mode 100644 index 0000000..fcbd8f1 --- /dev/null +++ b/ridge_center_test.ipynb @@ -0,0 +1,478 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "from live_wire import load_image\n", + "import matplotlib.pyplot as plt\n", + "import time\n", + "import cv2\n", + "import numpy as np\n", + "from skimage.filters import gaussian, sato\n", + "from skimage.feature import canny\n", + "from skimage.graph import route_through_array\n", + "from skimage.filters import frangi\n", + "from skimage.morphology import skeletonize" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "## NO LONGER INVERSE (NOT 1/...)\n", + "def compute_cost(image, sigma=1.0, epsilon=1e-1):\n", + " \"\"\"\n", + " Smooth the image, run Canny edge detection, then invert the edge map into a cost image.\n", + " \"\"\"\n", + "\n", + " smoothed_img = gaussian(image, sigma=sigma)\n", + " canny_img = sato(smoothed_img)\n", + "\n", + " canny_thresh = canny_img > 0.05\n", + "\n", + " skeleton = skeletonize(canny_thresh)\n", + "\n", + " cost_img = 1 /(skeleton + epsilon) # Invert edges: higher cost where edges are stronger\n", + " return cost_img, canny_img" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x600 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image = load_image('new_image.png', 'gray')\n", + "\n", + "cost_img, canny_img = compute_cost(image)\n", + "\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "plt.subplot(1, 2, 1)\n", + "plt.imshow(canny_img, cmap='gray')\n", + "plt.title('Canny edge detection')\n", + "plt.colorbar(label='Pixel Intensity')\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.imshow(cost_img, cmap='gray')\n", + "plt.title('Cost image')\n", + "plt.colorbar(label='Pixel Intensity')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x1e6299dbf10>" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "canny_thresh = canny_img > 0.08\n", + "\n", + "plt.imshow(canny_thresh, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.ndimage import binary_erosion\n", + "\n", + "eroded_canny_thresh = binary_erosion(canny_thresh, structure=np.ones((4,4)))\n", + "\n", + "plt.imshow(eroded_canny_thresh, cmap='gray')\n", + "plt.title('Eroded Canny Threshold')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from skimage.morphology import skeletonize\n", + "\n", + "skeleton = skeletonize(eroded_canny_thresh)\n", + "\n", + "plt.imshow(skeleton, cmap='gray')\n", + "plt.title('Skeletonized Image')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## DISK TEST" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x1e6298ce050>" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image = load_image('agamodon_slice.png', 'gray')\n", + "plt.imshow(image, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x1e629ed3ac0>" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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DVlZWuHPnDhYtWlTpbTkmTpyInTt3YuPGjejTp4+SstR+mEFRIbq6uujbty/27t2L8PBwDBs2TGKcgYEBeDweW4CMwWDUKGrXro13797B2tpaaoxIJIKtrS2ysrKQmpoKa2tr1K5dW41ZVpywsDA8ePAACxYsqLRJmTBhAnbt2gV9fX3o6ekpKUPthhkUFaCrqwsbGxv4+vrijz/+QEREBIYMGSI13t/fHy1bthQPjmUwGIyawps3b/DmzRvY2NhIjREKhbC3t0dWVhbu37+PO3fuwMbGpoy0le3btyMxMRHBwcGVNinjxo2Dr68vevbsqaTstBs2BkXJ6Orq4rvvvkN4eDgyMzNx9OhR+Pv7azotBoPB0EpsbW2RlpaG9PR02NnZIT09XWJcSUkJbG1tAXyYJfPplhpv3rxRea4VZevWrQgICMDSpUsRGBhY6WX8zc3Noa+vD4FAoKQMtRNmUJSErq4uateujWbNmmHz5s04duwY+vfvX+lyjYyMYGJiAqFQqIQsGQwGQ/uws7PD69evkZaWhjp16iAtLU1mfFFREezs7NSUnXLIy8vDiBEjwOfz8csvv1S4nKysLGzatAkZGRk4duyYEjPUPphBUQK6urro2rUroqKiEB0drdRNqSZOnIjJkydj4cKFSiuTwWAwtA17e3u8fv0aqampsLe3R2pqqqZTUipbtmyBqakpHB0dYWJiUuExh+PGjasyY3AqCxuDUgl4PB7s7e3RsWNHbN++HX///bdKRlhv2LABK1asUHq5DAaDoU3Y29vjv//+w82bN+Hg4KD1OxCXFz6fjxEjRmDWrFmaTqVKwFpQKgiPx4OXlxdOnDiBM2fOwMHBoULl1KpVi+0xw2AwGP8fJycncDgcJCcnw97eHs7OzgCAV69eVag8LperNUZn8+bNMDc3h62tbYVbUSwtLWFoaKiC7LQP1oJSAXg8Hjp37iw2J999912Fy+rfvz8WLlwoXoDI2NhYvNQ7g8Fg1ESICM7Oznj16hWuXbuGly9fwsnJqdy7pHO5XHz11Ve4ceMGXr9+raJsy0dubi5+/PFHBAQElOs8KysrODk5Yffu3fj6668rtfhbVYG1oFQAV1dXnDx5EufOnauUOSklPDwcs2fPBgD4+fmhQYMGVWKvHQaDwVAVpSaFy+Xi+fPnuHz5Muzt7dGgQQMA+GwWz6dwuVw0b94cN2/eRGxsLFq3bq2OtOWyceNGcLlcWFlZKbQ/kJWVFYyMjLBu3Tp06NAB+fn5GDZsGM6cOaOmjDUHMyjlhMfjwdHREQkJCfD29q5UWUZGRjAwMMC7d+/Er+3du1f8/6amptDR0ZG7uR6DwWBUV0QiEerWrQsej4cnT57g4sWLKCoqQrdu3cQxRITk5GRwOBxxl5CFhQX+/fdfxMbGolWrVppKXyIbNmzAtGnTMHz4cGzYsEFijJWVFYyNjTFnzhz4+PgAAH766SccP35cHGNjYwM+n//ZZrLVBpXt6KdCNLlZYKNGjaioqIiio6MrVY6RkRGNGTOGVq5cKTUmICCAli1bpvFNnZiYmJi0SXp6evT06VOx4uPjqX79+tSkSZMyr9+8eVPjuZZXVlZWVL9+ffrzzz/p7du31L9/f6mx27dvp44dO2o854qIbRaoZHg8Huzs7HDu3Dmxo60IRkZGGD16NDw9PaUuf89gMBgMyRQVFYm7eoAPz9S4uDjw+fwyr1c1rKyssHr1anz33XfIycnBxIkTcfjwYanxo0ePVmN26kfpg2RDQkLA4XDKqHQnSuDDLo8TJ04UN1/169dP6sqB2oaLiwu2bdtW6a6d7777Dr/++qvMlQ/NzMxqzFx3BoPBqAx5eXlwdXXFV199pelUKoyVlRXmzJmDdu3aYdq0aXB1dcWhQ4c0nZZGUcksHg8PD6Smpop1+fJl8bHp06fj+PHjCA8Px4ULF/D69Wt8//33qkhDqZSuefLixYtKlWNsbAxjY2Ns375d5ijukSNHYvz48WXGpzAYDAajehIYGIhXr16hYcOG2Ldvn8Ln2dvbw9XVtVpOPVZJF09pV8in5OTkYMeOHfjzzz/x7bffAviw2+MXX3yB69evo02bNqpIRyk4Ojpix44daNiwYaXK6datG3x8fDBw4EC5sTt27GALtDEYDEYNwcbGBubm5sjOzpYb6+DgAGNjYwQHB6NFixaYP38+7t27B+DDDKfqMHBWJS0oSUlJsLe3R/369TFkyBDxdLDY2FgUFxeja9eu4lg3Nzc4Ozvj2rVrUssTCATIzc0tI3Wiq6uLunXr4unTp5Uqx9jYGGZmZnIXHLKwsBBvisVgMBiM6s+bN28wfvx4hcYlOjg4YO/evThz5gw2bdoENzc3fPfddzh69Cju3LmDvn37wsDAQA1Zqxhlz7A5efIkHTp0iOLi4ujvv/+mtm3bkrOzM+Xm5tK+fftIT0/vs3O+/vprmjVrltQyg4ODNTrauG7duvTs2bNKlWFsbEwTJ06kI0eOyI2dPHkyZWRk0MyZMzU+0pqJiYmJST1as2YNTZ48WWaMg4MDnT59mpKTkyXO4NmzZw89fPiQ+vTpQ25ubmRgYKDx65IkRWbxKL0FxcfHBwMGDEDTpk3Ro0cPnDx5EtnZ2ZUa7BMYGIicnByxUlJSlJixbHR1dVG/fn0kJCRUqpxOnTphyZIlchcXsrS0RJ06dbBnzx7WvcNgMBiMMqxZswaNGzfG8OHDcfHixc+ODx8+HO7u7hg4cCBu374NX1/fKtuaovKl7s3NzdGoUSM8efIEdnZ2KCoq+qx/LT09XebW2fr6+jA1NS0jdVC6pH1YWFilphUbGxvDxcUFMTExmD59utQ4S0tLTJ8+HWPHjq12O3kyGAwGQz729vawtLSUGTN16lScP39eZsyQIUNw9OhR7Nq1C717966SJkXlBuX9+/d4+vQp6tSpg5YtW0JXVxdnz54VH09ISEBycjLatm2r6lTKja2tLU6cOIFHjx5VuAxjY2MMGzYMS5YskTsDaMCAAZgwYQJWrFiB5cuXV7hOBoPBYFQ9Xr9+jTFjxmDQoEFKKe+HH35AVFQU9uzZg169ekFfX18p5aqNSg04kUBAQACdP3+enj9/TleuXKGuXbtS7dq16c2bN0RENH78eHJ2dqZz587RrVu3qG3bttS2bdty1aGOlWR5PB51796dkpOTK1yGsbExjR8/nnJzc2n9+vUyYy0tLSk0NJQ2btyo8b5BJiYmJibNaP369TRhwgSpxw8dOkR+fn7lKvPAgQNUUFBA/fr1I319fY1fI6ChMSj//fcf/P390bhxYwwcOBBWVla4fv06rK2tAXzoP+vVqxf69euHjh07ws7ODhEREcpOo9JYW1vjr7/+Qnx8fIXL+Prrr7F8+XLs3r0bU6ZMkRpnZWWFadOmYfz48WodX8NgMBiMqsXz58/FGw0qyuDBgxEVFYU//vijarWkVKiZRMOougWFx+ORt7c3paSkVLgMY2NjGjJkCG3YsEFmnKWlJS1YsIDevn1LgYGBGne1TExMTEyak7wWFAB05MgR8vX1LXfZBw8epIKCAvLz89N4S4pGWlCqA7Vr18axY8fEi96UF2NjYwwZMgQ//fQTJk+eLDXO0tISkydPxv/+9z+sXbsWS5YsqWjKDAaDwagGJCcno1atWuJeB0k8efKk3K0oADBo0CAcP34cf/75J5ycnCqbqupRQ4OH0lFlCwqPx6Nu3brR8ePHK3S+sbExjRs3jnJzc2W2nlhZWVFQUBC9ffuW5s2bp3HXzsTExMSkHdq4cSONGzdOZkxUVBT17NmzQuUfPHiQevbsqdFWFEVaUJhB+Ug8Ho98fHwoNTW1wmW0a9eOcnNzZQ52tbS0pPnz59Pbt29p/vz5Gv8wMDExMTFpjzZu3EjLli0jGxsbqTHLly+nkSNHkrm5eYXqSEpK0uigWWZQyqnatWtTUVFRpVpP/P39adOmTTLjBgwYQO/evdP4CrlMTExMTNqngIAASktLo9GjR8uMO378OE2fPp3MzMzKXcehQ4eosLCQ/Pz8SE9PT+3XqIhBUclmgVURHo+HFi1a4NSpU+jdu3e5zzc2NsYPP/yAESNGoH379lLjrKysULt2bfz2229YsGBBZVKuFrRr1w4cDkfisStXrqg5GwaDwdA8q1atQsOGDeHq6gobGxu8efNGYtyjR48QFBQEIkJYWBhycnIUrmPgwIE4dOgQ9u/fj4YNG2rlDFJmUPDBnHh7eyMsLEzmwCRplJqTlStXYu/evVLjLC0tMWHCBDRt2lSh3YyrIx06dCjz719//RVcruSx2vPmzYNIJAIAXL58WeW5MRgMhraQlJSEGTNmgIiwZs0aiSZl1qxZ4HA4CA4ORlxcHGJiYspVx8CBA/HixQu0bt0a6enpKCoqUlb6ykHl/TEqQNldPBYWFlRcXExRUVHlPtfY2JjGjBlDubm5Mrt2LC0tKTAwkN6+fUshISEab0JUtzp06ECdOnWioqIiunjxIp0/f57Onz9PXC5X6jmlMefPn6dOnTpRp06dNH4dTExMTOrSzJkzKTU1lYYPHy4zbuXKlTRy5MgKdfUcOHCACgsLqX///mrt6mFjUBSQjo4O9e7dmzIyMsp9rpGREY0ZM4b4fD5t3rxZapylpSXNmTOH3r17RwsWLND4m16d6tChA3Xu3JkKCwvpwoULFBMTQzwer9zlxMTEEBFR586dNX5NTExMTOrSzp07acmSJWRraysz7uzZszRt2rQKmZSDBw9SYWEh1alTR23XxQyKHOno6JCvry8VFxdTRESEwufVqlWLunTpQv7+/nTmzBm5LSel5iQ0NFTjb3Z1qlOnTpSfn08xMTF05syZSrvzM2fOEBFRly5dNH5tTExMTOpQaSvK4sWLZZqUFStWUFZWFnXo0KFC9aSkpNDAgQPV1orCDIocmZqaVsicjBo1ivh8Pv3+++8yYy0sLGj27Nk10px07tyZ8vLy6Ny5c2RgYKC0ck+fPk1EpPHrY2JiYlKXZs2aRampqTR48GCZcZXp6vnzzz9JIBDQwIEDSVdXV+XXxAyKDOno6FDfvn0pOzu7XOc1atRIYXMya9YsevfuHS1atEjjb3B1ysvLi/h8Pp09e5YMDQ2VXv6pU6eoW7duGr9OJiYmJnVp7969cltRANDFixcr3NWzf/9+EggEMtdfUZbYNGMZGBoa4vDhw4iKilL4nFq1aqFFixbYv38/xo0bJzHG3NwcrVu3hqOjI7799lts3boVc+fOVVbaWo+XlxeOHTuGGzduwNfXFwUFBUqvo0ePHhCJRPD29sY///yj9PIZDIb66dGjh0JxIpEIp0+fVnE22kd8fDymT58OIsL69euRnp4uMe7mzZsIDg7G9evXcf369XLV4e/vj9TUVHh5eSEiIgLFxcXKSL3iqL69Q/lUtgVFR0eH+vTpQ+Hh4QqfY2hoSP7+/rR161apMebm5jRjxgzKzMykpUuXatxxq1tdu3al3Nxc+ueff8jIyEildZ08eZJEIpHGr5mJiany8vHxISKiEydOyFR0dDQVFxeTj48P9ejRQ+N5q1uzZ8+m1NRU8vPzkxl35cqVCi/gtnfvXhIIBFS7dm2VXgvr4pEgLpdL/fr1Iz6fr/A5hoaGNGrUKEpKSpIaY2ZmRgEBATXWnACgt2/f0qlTp8jY2Fjhc3x8fKhnz56fSZFzjx8/Tj4+Phq/biYmpoqrZ8+eREQKreCto6NDx48fp+PHj9PRo0epZ8+e5O3trfFrUKcOHTpEixYtktnVs3z5csrKyiJPT88K1ZGenk7+/v4qHYvCDIoEGRoaUklJCR08eFCheAMDAxo1ahTl5eVJHXdiZmZG06dPp6ysLFq2bJnG38CaUPfu3SknJ4csLS3lxvbs2ZN69+5NvXv3pqioKDp27FgZEZH4uKxyOBwOCYVCjV87ExNTxdS7d28iIjp27Fi5z9XV1aUTJ05QQUFBjfqhUtqK4uvrKzNuxYoVFR4wW9qKosjzvKJiBuUTcblcGjhwoMKtJwYGBjR69GjKz8+nLVu2SIwpbTmpyebE29ubsrOz6eTJk3JbT3r37i1eFC8yMlLiQm2RkZEUGRlJRER9+/alvn37SiyLGRQmpqotIqLIyMgKn6+np0fHjx+ngoKCCu/sWxU1e/Zsmjx5stwBszdv3qSAgIAKmZTdu3fToEGDVNaKwgzKJzIwMKCSkhL6888/FYqVZ05MTU1rfMsJAEpNTaUTJ06QqampzDhfX18qKiqio0ePko6OjtxyIyIiKCIigohIYp8rh8MhkUgk1cAwMTFpr/z8/Mq1xIM06evrU0REBB08eJB69eql8etSl6Kioig0NFSmSVm2bBllZWXR9OnT5T6fJSkjI4MsLCxUkj8zKB+Jy+XSgAEDFDIn+vr6CpuT7OxsWr58ucrfjG5ubuTn5/eZXF1dNfoh8fHxoaysLLnT0vr06UNFRUUUGRlZ7pVkjxw5QkRU5rqBDwblyJEjVFJSotG/ARMTU/lFpNz1jExNTSkvL09u13B10Zw5cyg1NZVCQ0NlPn+XL19O2dnZ1LRp03LXsWvXLpWNRWEG5f+Ly+WSv78/FRQUyI0tNScFBQVSzYmJiYnazEnjxo2pf//+FBQUROHh4WWUkJBAYWFhGjUpr1+/puPHj8t053379iWBQEAREREVWuYeAIWHh5d5D5S+zuFw6NChQ9SvXz+N/Q2YmJjKp/79+5drFqUiMjQ0pKNHjxKfz5c7PqO6KDAwkNLS0uSuC7V8+XIaPXp0hVpRMjMzK9RFJE/MoPx/6enpkVAopL1798qNtbGxoYKCAql766jbnOzbt48ePnxIAwcO/Oz40KFD6cCBAxQYGKgRk9K7d2/KzMwkOzs7mXF8Pp/Cw8Mr7cIPHDggfg98/DqXy6X9+/fTgAED1P43YGJiKr8+/QwrS7Vq1aKIiIgK7a1WVRUdHU2LFi2S24q9fPlyGjNmTLlNyo4dO2jo0KEV/nEpTcyg4MMv7GHDhlFhYaHcWH19fRo3bhylpqZKjWnUqBHl5OSo1Jy4urrS4MGDae/evfTw4UMaNGiQzPj169fTzp07qUGDBmr9YKSkpNDRo0dluuv+/ftTYWGh0laULeXT17lcLu3bt0+ikWNiYtIeDR48WKGu9sGDB38mRT7fRkZGtHv3brlrhVQXlc7qkdfVA4Di4+NpxowZZGJiUq46srOzK9T6IkvMoODDVDShUEi7du2SGaenp0fjxo2jwsJCqZv/GRsb05gxY1RuTnbv3k2PHz+mffv2yd17AQANHz6cEhMTady4cWr9YKSkpMjc/XLAgAFUUFBABw8eVNoGVKVIOsbj8aioqEitfwMmJqbySdrnt1T+/v40ZMgQIiLat29fGe3du1ehZ6KlpSW9fftW49eqLs2ZM4fS0tIoNDSUrK2tpcYtW7aMcnJyqHHjxuUqf9u2bTR8+HCltqIwg4IPBkUgECj0hi4sLKQNGzZIPG5sbEwzZsyghIQElbzBXF1dadiwYbRr1y56/PgxDRkypFznb9y4Ua0Gxc/PjzIzM2UalJycHNq/fz/p6+srrV4ioj179kg8xgwKE5N2a+jQoUQk3aAMGzZM/BnfvXv3Z8d1dHTEAzdl1WNsbEw7duyoUd2+ipqUpUuX0rhx48rdipKTk1OuRTgVKU8e1dqgcDgc+vHHH2nHjh0y4/T09GjChAkyHbeLiwvl5uaqZDqxq6sr7dixgxISEmj37t00dOjQcpehboOSnJxM4eHhZG5uTgBo4MCBZYzI4MGDKT8/X6lvaED2ry8ul0thYWEV+vsxMTGpXiKRSKLxAEAjRowgIpLb2s3j8SgsLEzuj7jatWtTenq6xq9ZnZozZw6lp6dTaGiozKXqHz9+TDNnzizX8zknJ4fGjh2rtFaUGm9QFP1FbWFhQYWFhbR+/XqJx42MjGjmzJkyl7qvqBo0aEDbt2+nxMREGjFiRIXKaN26NZ09e1ZtBqV///60ZcuWMvPj161bR2PGjCF9fX3y9/en/Px82rdvHxkYGCi17rCwMJl/J0VbzJiYmNSvT/fP+vHHH8X/JSIKCwtTqBx9fX0qKiqS+WPE2NiYtm7dKncMX3VTYGAgpaenU5s2baTGLFmyhHJzc8nFxUXhcjdt2kTFxcVK22etRhsUDodDI0eOlLm5H/Ch9WTSpEkyR33XrVuX+Hw+LVmyRKlvpPr164vNSekHVRG1bNmSRo4cKVZoaCjt3LmTOnXqpPI3f//+/WnTpk0Sl0Bet24dGRkZUWZmJu3du1fp5qRURNJbUZhBYWLSTo0cOfKz1uydO3cSIHtsmSTxeDzavXs35efny4yzsbGROemhuiowMJCmTp0qsxVlyZIlNGHChHK1ovD5fBo/frxCC23KU402KDo6OlRcXCw3zszMjAQCAa1Zs0bicSMjI5o4cSItXrxYqW+gipiTFi1a0OjRo+nkyZN048YN2rZtG23bto28vLzU9sZ/9uwZ1a1bV2aMqubNl4qIGRQmpqomkUhEHA5H4jEikvtj8lMZGBhQUVGRzOeniYkJbdq0Se6YFXWoSZMmNHr06Apv4FdeXbt2jRYtWiTTpCjyPP9YGzZsoOLiYqXMylTEoHD+/8O+SpGbmwszMzOpxzkcDsaNG4cNGzZAV1dXZllmZmZ4/vw5LC0tJR53cnLCpUuX4OLiUpmUP2Pw4MEIDQ3F4sWLERYWJjO2efPmaNWqFezt7VGnTh0AQEREBE6dOqXUnOQxaNAg/Pbbb/D09MTLly+lxmVmZqJevXrIyclRSR5EBA6HI/GYjo4ONm7ciH///Rc7duxQSf2fYmdnB19fX6WVd/v2bdy6dUtp5TEYmmbMmDHw9PTEuHHjJB6X9ZmWhq6uLrZs2YKBAwfCxMREapydnR1u374Ne3v7cpWvLDw8PNC+fXvY2trC0dERaWlpePXqFQDg5s2buHv3rkrqnT17NgICArBt2zasXr0aGRkZn8UsWrQIqampCAsLQ15enkLl8vl82NjYoKCgoFL55eTkwNTUVGZMtTQoOjo6KC4uxubNmzFx4kSpcbq6uhg9ejRcXV0REBDw2XEjIyP89NNPsLOzw9y5c5WSOwDUr18fAwcORHp6ukLmJCQkBE5OTggODsZff/0lNbZDhw549+4dHj9+rLRcPyYpKQk3b97E5MmTkZmZKTVOkwYFAPT09JCbmwsDAwOV1A8A1tbW+P777wEADRs2hL+/P44fP66UstPT0/H69WsAwL///ovbt28rpVwGQ1MIhULweDxI+7qpiEEBPjzD165di1u3bkl9ltrZ2eHx48eYNGkS/vjjj3LXUVHc3NzQqVMnWFtbw9HREadPn8aRI0fg7e2Nvn37wtPTE69fv0ZQUJDKTMqcOXMQEBCAbt26Sa3jxYsX+P3337F+/XqFTMq6devw+PFjbN26FUKhsMK5KWJQqmUXj46OjkL7s5iamlJ2drbU4w4ODpScnKzUZrfSrp39+/fLjW3evDkFBQXRhg0bFNoEa8uWLTR69GiVNRkmJSUpNKhK1V08GzZsoAkTJkg9rqenp9DCfBVR7dq1aeLEibR8+XJKS0ujDRs20IYNG2jq1KlKq6N79+60YcMGunnzJh0/fpwmTpxIzZs3V9nfk4lJ1RIKhVK7d4DKrSxrZGQkc4d6U1NTCgsLo5SUFLVe87hx4yg+Pl7qVGcfHx/asGEDBQUFqfQzfuvWLVqyZAlZWVlJPL5w4ULi8/nk4OCgcJn5+fmVHmNYI8egcDgcmjx5Mq1bt07mH0dXV5dmzJgh1aAYGRnRtGnTaOHChUp7o7i4uND27dspKSlJ7riTZs2aUVBQEPXp00fh8gcNGkRz584lNzc3lbzRtcWgAJ/PBvhYqjQozZs3pzdv3tCGDRsoICBApddY+gC7desWHT16lJkUpiorVRuUwsJCGjt2rNSYOnXqqNWguLu707x58xRa+bZ3794UGxtLkZGR1KxZM6XnMnPmTHr79q3MzQKTk5Np3rx5Cs/Qyc/Pp+nTp1dqsGyNNChcLleh1hNjY2MSCAS0dOlStbyhXVxcaOvWrfTkyRMaOXKkzNhmzZrR/PnzqW/fvuWuZ9u2bXLLr4iGDRtGK1eulOrCSzVmzBhas2aNymbwlEoTBsXKyopmzJhBM2bMUOm1fapevXrRrVu3KDIykpkUJqnq1asXTZkyRark7ZmlKk2aNInWrVunMoOip6dHmzdvlvm9YGpqSqtWrVLJs1GSRo8eLXWzWUny9fWl27dvU0REhEpMyqxZs2jGjBkSZ18CoJCQEOLz+TIX3vxYK1eupJKSkkotwlkjB8lyuVwUFRWBx+PJLMPY2BivXr2SWE6tWrUwbtw4mJmZISQkRBkpo2fPnli/fj1+/fVXmeNOmjZtiuDgYCQnJ2P69Onlrmfbtm24evWq3LEt5eXx48fo1asXnjx5IjMuIyMDrq6uyMrKUmr9nyISicDlciUeU9UYlKZNm2L37t346quvlFquIvTu3RshISFITk5GSEgI4uLi1J4DQ/vw8fFBo0aNAAC2traoVauWxLiBAwfi4MGDePHihfi1ffv24d27dyrPsaSkBHp6ehCJRFJjqIJjUEoxNjbG27dvMX36dGzZskVijIODA65duwZnZ+cK16MI7u7u+P7775GYmIhDhw4pfF6fPn3g5eWFjIwMREVF4d69e0rNKy4uDtHR0Vi+fLnEMYQpKSnYtm0bVq5cifz8fLnlFRQUwNzcHAKBoEL5KDIGRfa3eBVk6tSpWLNmjcwYXV1djB8/Hr/99pvE46amppg5c6bSRn27uLjAz88P9+/fV8ic1KtXD3v27FFK3QzlYGVlBR8fH43dl9IBuCEhIWIxk1Jz8fb2xhdffIHhw4fjv//+Q2JiInbu3IkHDx5IjH/y5Anq1atX5st51KhRKCoqwu7du2UOeq8KFBcXY/v27Vi6dKlUg6IuWrdujbp16+LXX38t13lRUVGIiopC37590adPHwBQqknZs2cPAgMDsWvXLon3e+vWrZg1axa2bt2qkEEBPnzfrly5Uqb5rBQq7YtREdKa8jgcDgmFQrlNS/IGVdnZ2dHr16+V1rzm7e1NT58+ldm82KRJEzp8+DDduXNH6riTdu3ayVwdEFBNF8/IkSNp6dKlcrt3JkyYQHl5eWVWmFWV1N3F4+HhQXFxcSq/Lnn6uClYVp8yU/WVt7c33bp1i06cOEErVqyo8Ptg+vTp9O7dO1qxYoVKP7MlJSXE5XJlxhBVvIunVPImPZiZmdHSpUtpzJgxKr0/I0eOpG3btikU2759e2rduvVnr/v5+dH8+fOpSZMmSs0tPj5e5v1+/fo1LViwgGrVqiW3rCVLllBJSUmFN4JVpIun2rWgVJZatWphxIgR2LRpk1LKc3FxQcuWLWV27TRp0gTBwcFwdXVFSEgIoqKiJMZ1794dJSUluH79utTjqampiI+PV0rupcycORN+fn4S59F/zMKFC7Fjxw4UFhYqtf7yIhQKsW7dOkyfPl1ua5oiWFlZwdfXF7t27ZIb6+LiggEDBlS4rps3b+LChQtSjx87dgwcDgchISEIDg7GggULlN4UzNBOunfvjmbNmomXKJg7d26lpqeWfjZKl1BYtGgRsrOzlZBp+Zg5cyZWrFih8npycnKwceNGXLp0Cdu2bVN5fYpgZGSE4uLiz16PjIwEAPj5+QEA7t+/r5T6du7ciblz52L79u0Su+E3bdqE2bNnY+PGjXJbUQIDAys0DKE8VKsxKBwOByUlJdDR0ZF6Lo/Hw9y5czFjxgyJi/vY2NggLi5OvCBaZahbty6CgoJgb28PHx8fqXEjR47E1KlTERISgqNHj0qMad++Pbp164YLFy4gJiZGYsyWLVtw69YtbN++vdK5f8zDhw/h5+eHhIQEmXFv375F48aN1dJcLGsMCgDo6+sjOzsbhoaGla7Lzc0N4eHh+PLLL8Wv1alTB926dcOePXvg5OSEIUOGAPiwJkrnzp3L1fdcSqtWrcDj8RAdHY3Lly/j8uXLUmN9fX2xYMECPHv2DMHBwUp7gDG0k+7duyM0NBQZGRmIi4vDwYMHlbZ2xvTp0zFv3jy0bt1a7hiziiBvDApVcvxJKaampkhPT0dgYCDWrl0rMUZVC29+zMiRI9GuXTuMGTMGANCyZUt069YNN27cQEFBATp37gwAcj/jwAeD8uWXXyIiIkJpn/GHDx8iOjoav/76q0STkpqaiu3bt2Px4sVyF2MLDQ1Ffn4+li1bVu5unhq3DkpgYCCFhobKbFYyNDSkoqIiCgoKknhcmXs3eHl50bNnz2RubtekSRM6cuSI3CbBefPmUUhIiMwYVa2D8vDhQ2rcuLHcuLdv30odJa5syeriAT5sJlZQUFDpeiwtLWnevHk0ZcqUMq87OjpSaGgoBQYG0tatW+nly5e0aNEiWrRoUYU3fezQoQMtWrSIYmJi6Ny5c9ShQweZ8X369KE7d+7QkSNHlN4UzKQ96t69O12/fp1OnjypsmXSHz9+TKtWrRLvTq5MyeviIap89w7w4TO/atUqyszMlBpjZmZGoaGhMtdRqqw+7eJp06YNLVq0iEJCQujvv/+mK1euiP8dGBhI7dq1k1nezp07KTw8nDw8PJSS39SpUykjI4NcXV0lHp8zZw7l5eXJXCL/YwkEAtLV1S13HiqZZnzhwgXq1auXeDpSZGRkmeMikYjmz59PdnZ2ZGBgQF26dKHExMQyMRkZGfTDDz+QiYkJmZmZ0U8//UR8Pl/hHCQZFA6HI/dLC/hgUKSNPzE0NKR58+bR7NmzK/0mqFu3LgUFBck1J4cPH6a7d+/KnFLcvn17OnPmjEyD4u3tTSEhIdSyZUulftjGjh1LCxcuVOjNWh0NSqNGjejhw4cSjzk5OVFoaCiFhoYqddxPx44d6fz58wqZlL59+9Ldu3fp8OHDzKRUQ3Xr1o2uXbtG0dHRKt3DZerUqZSZmVmu3W0VlboMCvDBgMgyKMCHZ/OzZ89U9rccOXIk3bp1i3x8fMq83r59ewoNDaVu3boR8OEH7KVLl+iff/6RObbQz8+P7t27R+Hh4eTu7q6UHB8/fkyrV6+WakjT09OrpkE5efIkzZ07lyIiIgj43KAsXbqUzMzM6OjRoxQXF0e+vr5Ur149KigoEMd4e3tTs2bN6Pr163Tp0iVydXUlf39/hXNQlUGpXbs2paenV/rmOzs7086dO+ns2bMy44YMGUJxcXFy1zsJDAykixcvytwUcOPGjTRu3Dilf9ji4+MVWvht+vTptGDBAqVsIqWIiIjmzZsn9bgyDIqFhQUFBQXR5MmT1XJNH6tTp0504cIFOnv2LLVv315mbN++fSkuLo4OHz6stF9ZTJpX165d6erVq/T3339Tq1atVFLH+PHjxV9Eii7EWF7VRINCRAqtg1JqUmbNmiUzzs/Pj+Lj42nw4MFKyXHKlCkyDemsWbMoKChIoed5cHAwzZ8/X+5A6E+l8oXagLIGRSQSkZ2dHa1YsUL8WnZ2Nunr69P+/fuJiMS/Rv/9919xTHR0NHE4HHr16pVC9VbUoPB4PHGzmqTjyjIoHTp0oOfPn9OwYcOkxjRp0oQiIiJo9+7dcsuT13Xl4+NDwcHBSm89ARQ3KOVx3MpQcHCwzPutDIPi6upKCQkJarumT1Vek3Lv3j06fPiw0n5lMWlO3bp1o6tXr1J0dLTKzMmECRPozZs34s93UlISrVu3TundPDXRoMTGxlLPnj0Vivfy8qKQkBC5XT179+5V6udbniEtT4t4UVER8Xi8ctWv9lk8z58/R1paGrp27Sp+zczMDK1bt8a1a9cwePBgXLt2Debm5vD09BTHdO3aFVwuFzdu3BCPWlYFPB4Ps2bNkrqYkTJwcnJCt27dEBwcjL1790qNa9KkCRo0aICgoCCZ5XXo0AH6+vo4e/as1BgfHx88evQIsbGxFc5bEhMmTICtra1Sy1QWCxcuRHBwsKbTUCkXLlwQz9RZsGABgoKCcPXqVYmxpYOrQ0NDsXDhQsybN09lm0YyVEvXrl0REhKC3NxchISE4ObNm3LPGTx4MNzd3ctVT0lJCTZs2CBerG3t2rUIDQ3F6tWrNTKbRxkUFhZizZo1mDNnDpYuXSoxJjs7G7t27cLUqVOxbt06leRx+/ZtnDhxQqHYmJgYcLlcdO/eHSKRSOoszSNHjij187127VqMHDkSa9askXq/AwMDMX/+fI3NzJQ+DaICpKWlAcBnX2q2trbiY2lpabCxsSlznMfjwdLSUhzzKQKBALm5uWWkbAwNDTF16lSpb2pFcXJygpeXl8wFvTw8PDBw4EDcu3dP6pTiUtq1awc9PT2cP39e4nEfHx+0adOmMilLZfz48Thw4IBaVpusqjg7O2P06NEqK//8+fMICQmBnp4eFixYIPNeHz16VLwzqr+/P0JDQ8WrjDKqDt9++y3ev3+PkJAQ3LhxQ2bswIEDxfe5qKioXNqyZQtCQ0PFn++NGzdi/vz5GDVqlMzd4rUZgUCA3377DTNnzpQak5OTgz179mDSpElqzEw2Z8+ehbGxMRYuXCj1M176+W7cuDG++OKLSte5ceNGDBs2TOq9Xrx4MSZOnKjwTMiFCxcqZTbWx1SJdVCWLFmCBQsWyIxZtGgRfvnllwrXYWhoiPHjx8Pa2rrCZTg5OWH8+PFy49zd3dGgQQPMmzdPZlyHDh3g4+ODa9euSY3p3r070tLS5D7IKsrvv/8u16AEBgbC2NhYJfVrO0KhEHZ2dhgzZozK1laIiYkBESE0NBS//vor5s2bJ/VXVmRkJCIjI+Hn54dFixahcePGmDdvHhITE1WSG0O5dOvWDQKBAMHBwVLvMQAMGDAALVq0QH5+PvLy8hAREaGUe7xx40ZMmDABs2bNwrJlyyr9YzA0NBTz588HVb3VLNTOiRMn0Lp1a3z99dcyP9/+/v4YOnQoHj16pNJW0jVr1sj9jipl3rx5WLJkCebPnw+hUKi8JBQa9CEFoOwYlKdPnxIAunPnTpm4jh070pQpU4iIaMeOHWRubl7meHFxMeno6FBERITEegoLCyknJ0csSZv4KTJA1sDAgPLz8yUes7S0pLdv31aqT69Nmzb04sUL8vf3lxrj4eFBR48epf3798stLyAggM6fP08dO3aUGrNmzRqVDeKMi4tTaNBlamoqhYaGqm2ALCB/zJE6x6B06NCBYmJiVH7NpQPqTp8+LXdFYeDDwLpHjx7RoUOHpE4pZNIede3ala5cuSJ1jFyp+vfvT/Hx8XTgwAGV7VyenJxMDg4OlS6npKRE7o63pd8lypKFhQVlZGTIjHFxcaGkpCSV/O3krSTbuXNn8UyeT7VmzRq5n+8+ffpQfHw8+fr6VjrXcePG0eLFi6XuPj9lyhRasmSJQpu/ln6PK1q3ImNQlNrFU69ePdjZ2ZUZL5Gbm4sbN26gbdu2AIC2bdsiOzu7zHiJc+fOQSQSoXXr1hLL1dfXh6mpaRlpK69evcL+/fulHm/UqBHq1auHP//8U6Hybty4gYsXLyorPYWZOnVquRar27Bhg9xFfRiVIyYmBkFBQTAwMEBoaKjUz0spkZGRmDdvHpo2bYrFixfD1dVVTZkyKkKHDh3w/v17qQsxAkD//v0RHByMBw8eYOHChVV+nNHy5csxa9YspZaZn5+P5cuXa+0YtcLCQrRr1w7dunX77NixY8fkfr6joqKQmJiIH3/8EW5ubpXK5ffff8cPP/wg9Tt1/fr1GDduHPT19StVT4UpR4MJERHx+Xy6c+cO3blzhwDQ6tWr6c6dO/Ty5Usi+jDN2NzcnKKioujevXvUp08fidOMv/rqK7px4wZdvnyZGjZsWOlpxppuQXFycqLFixfLbD1xd3enqKgoOnTokNzyOnToQAsWLJDZetKrVy8KCgqi5s2bK839l+rOnTu0atUqufvvzJ8/n2bNmqXQ3g3KlLwWFB0dHZo5cyYtXry4wnVoWwtKqby8vOjKlSv0zz//KDTDo1+/fpSQkECHDh2iBg0aqPU+MSmmrl27UkhIiMxfzv369aN79+7RwYMHVT5Ta+zYsbRs2TIyNTWtVDnyWlCIlNt6Uip5z3MXFxfKysqSO723ImrSpAnNnz+f+vXrJzVG1sKbpZ9vWctG+Pr60oMHDxSeKSRLL168ICcnJ6nHMzMzpbawfKzp06fTihUriMPhKFSvSqYZS3sQjxgxgoj+b6E2W1tb0tfXpy5dulBCQkKZMjIyMsjf35+MjY3J1NSURo4cWemF2jRtUDw9PenatWsyY3x9fenevXsKvammTZtGK1eulBmzcuVKmjZtWqXfoJJ0584dhTYhe/36NdnZ2akkB1lSZFq5rPutiLTVoAAfHmJXr16l06dPK2RS/Pz8KDExkcLDw6l+/fpqv19M0tWlSxe6evWqQitFHzx4UG1r3aSkpIgX5KyotNWgmJmZ0aJFi1S2jMDo0aNlroMib2XwjRs30pkzZyRuJFgqX19fWrx4caW7+UaNGkUrVqyQakImTJhAK1euJH19/Urf74+lki6ezp07gz4YmzIq3UiNw+Fg4cKFSEtLQ2FhIc6cOfPZTAJLS0v8+eef4PP5yMnJwc6dO1U+yJLH42HJkiUyR3dXFEdHRwQEBMiMcXd3R5s2bRAYGKjw9DNtJyQkBCtWrFDJrCqGbGJiYjB37lwYGxvj119/xdq1a9GyZUup8ZGRkZg9ezaaN2+OZcuWqXQvEkb5aNWqFfh8PqKjo6XG9O/fH+3atcPp06fx4MGDStc5Y8YM2NvbV7qcqkpOTo7UzVvVhbe3N7p37y7x2OHDh2FoaFhm/69POXbsGL788kssWbIEjRs3rnAeO3bswKBBg6R+B2/evBmjR4/WSDePUsegaDM6OjoYP348Nm7cqPSybW1t0a5dO6xevVpqTL169eDh4aGQOenYsSMsLS2lbhwIfNgs7ttvv61IunKZMWMG9u3bh1evXsmMGzVqFA4cOCB310tVQESYNm2a1E3BagIxMTH45Zdf8Ndff6Fdu3ZYvHgxWrRoITU+MjISs2bNwldffVWjv5y0iS5duqB37964efOm1Jl4/fr1Q1BQEB4+fChzRl95GDJkCGrXrq2Ushjl5++//0ZWVhZatWol8XhMTAzi4+Ph7+8vc6zZ1q1b0bhxYzg7O6sq1XKzdu1apU03rjEGRRa1atXC8uXLK1VGeno6wsPDJR5zd3fHN998gy1btihUVrNmzWBiYiJzp8v27dvjxYsXMgfUVZTBgwfjzJkzyMjIkBoTGhoKc3NzpdddHjZs2IDJkydrNAdNExMTg/Xr1yMwMBAWFhZYsmQJmjdvLjU+MjISM2fOhJ+fH2tF0QJatmwJPp+P48ePSzzer18/BAcH4+HDhwgNDVVK6wnwYemGESNGSB0IHxoaipUrVyInJ0cp9Wkrtra2Ck+lVSa3bt2SuzTE/v37YWBgIHMBvuPHj+Ply5fKTq/CTJ48GRMnTmQGRZno6+tj0KBBFer+cXR0xA8//IBly5ZJjXF2doaHh4fMJtyKcOXKFcTFxSm1TEUZMWIEFi9eXO0fYFWFs2fPIjAwEFZWVli2bJlck9KuXTusWrUKdevWVV+SjDJ06dIFRkZGCAoKkrpabIcOHfDo0SOlmhMAOHToELp27QpLS0uJx0eMGIHDhw9rpHVUGeTl5WHhwoUyn8tv3rzBmjVr8MMPPyi9/suXLyMlJQWDBg2qcBkXLlzA3Llz4erqKrMV5bfffkO3bt0q1c0zd+5czJo1S+YCfatXr5bbzbN582aIRKIK5/EpzKD8f4qKisTjaMpD7dq10alTJxw5ckTicTc3t3L9yu/UqRNsbGyktsZoE3v27KmyD7DqyNmzZzFnzhzUrl0by5YtQ9OmTaXGrlixAl999VWlFiZkVBwvLy+EhobCwMBAZtdOly5dcPnyZaWaE+DDF5Kjo6NSy/yUjRs3YtKkSUr9wlIUgUCA/fv348cff5Qak5ubK3NJiMrw+PFjvHv3Dh07dpQac/z4cfB4PHh7e0uNOX/+POrUqSPTfJw4cQLNmzevVLft3r178f3330vdBmb69OkYMmQIdHV1K1xHRagWBuX333/XSL0ODg6YP3++zBgnJyc4OzsrPPbF3d0dZmZmUvdcUTWBgYH4448/kJKSIjVm8eLFWL58eZXdr6M6c+bMGcyePRvW1tZYvnw5mjRpIjHu6NGjmD59On744Qet6r+uKTRr1gzv37+X+sPGz88PQUFBePToEc6dO6f0+vv374+NGzfi9evXSi+7lLFjx2Lbtm1avYpseno6tmzZopE1U2JjY6Gjo4OvvvpKZtzu3bvh5uYmdbwK8GHV1549e6psa4uwsDAUFRWppGxZVAuDMnbsWIwaNUrt9VpZWeHrr79GaGiozLj//vsPf//9t9Lq9fPzw/v373Hq1Cmllflx2ZcuXZI5/uSHH35AVFQU8vLylF4/o/KcOXMGM2fOhJ2dHVatWiXVpERFRaFDhw6sFUXNeHl5wcrKCvPmzZPatdOmTRskJCRg4cKFSm89KeXw4cPIysr67PVly5ZhyZIlEo9VN3JycvDPP/+gf//+Si/7woULeP36Nfz9/StdjoODAxo2bCg1Jjo6WmsGv48ZMwZbt25VyjiUamFQAGhsylhGRobUDf/c3Nzg7e2NNWvWKLXOr7/+GgKBAPfv31dqudWN4uJiTJkyBZs3b67Q+enp6eIdXqsaZ8+eRUBAAOzs7GQ25YeGhmLEiBGsFUVNeHl5YfHixTA2NpZqTvz8/ODj44MbN26oxJwEBQXJvN+DBg3CX3/9VeW7b/l8PoKCghR6/jo6Osrd7628PH78GJmZmeJV1CURGRkJAwMD+Pj4yC1v7NixMltRAGDWrFka3yA0LCwMI0eOVEpZ1cagqBsHBweMGTMGQUFBUmPq1KmDL7/8Ev/8848aM2OUIhQKsW/fPgwdOrRC5/P5fJw9exb9+vVTcmbq4ezZs0hOTsbPP/8MDw8PiTHHjx9Hu3bt8Ntvv6l8TALjw4+W9+/fY9++fRKP+/n5YcGCBXj8+LFSW10/xtfXF+vWrZPZjasOlPlFJgmBQIDIyEgMHjxYZlxqaipWrlyJvn37qiwXady+fRu6uroy1zsBgG3btkFPTw/169eXGrN8+XLUq1cPNjY2yk5TY9QIg8Lj8bBz506llmlubo6OHTtKnR7o5uZWqd2VtZVVq1Zh0aJFMruAGNrD6tWrYWtri3Xr1kmdrjh//nw0bdpU6owOhnLw8vKCo6MjAgMDcevWLYkxLVq0wOPHj7FgwQKVde0AHxb50nQXzo8//lihiQnKJicnR+aaU5Wle/fuGDJkSKXKuHz5Mp48eSIz5tSpU0hLS6twHdOmTcPChQtlzuRRNzXCoHC5XAwcOFBpbt3e3h5Lly6VGWNnZwd7e3ssWbJEKXWqg5CQEJkOHfjwC++ff/7RmuZfLpeLPXv2aDoNrSUmJgbTpk2Dra0tbG1tJcZER0djwoQJmDBhAmtFURGdO3fG0qVLYW5uLtWc+Pn5oW/fvrhz545KzYksVq9ejV9//ZX9AFESZ8+exc2bN+Hp6SkzbvDgwXK7ebZs2YKWLVvK7OZZtGgRBg4cWKGNQY8cOYKePXvC0NBQ4vExY8bgt99+U+uKsjXCoAAfmvsPHDjw2eu1atXCmjVrMHbsWIXLMjU1RfPmzTFnzhyZcWlpaSpZSE1V9OjRA+vWrcPz5881nYpCEBGGDh2qknUMqhMxMTFITU3FvHnzpO5+Gh0djXbt2uH333/XioF21YmOHTti2bJleP/+vcyxcs2aNcPjx4+ljmlTBgsXLsSOHTukLu7Vt29fnD59Wmt+gFSWnJwc/PLLL9iwYYPMuP/++w+bNm3C4sWLlVp/YmIi/v33X5kxBw8exKtXr2QuyAZ8WPfK0dFR5tpFZ86cQfPmzVXSzXPo0CH069cPPB5P6WVLo8YYFGno6urC19dX6nQ/aWRnZ0tdeM3NzQ39+vXDr7/+qowU1Up0dDQyMzM1nYbCqGodg+rG4sWLYWNjg40bN0o1KbNnz0bTpk2lbr3OqBgNGjRAXl4eZs+eLbP1pF+/foiLi8PDhw9Vlou3tzdu3ryp8u6dvXv3Yvjw4RpZA+VjBAIBoqOj5Y4jy8nJwbVr1xQarKpsynvPp0yZIrdFZsGCBRVqRdE2arxBKS916tTBjBkzMGPGDKkxtWvXRpMmTapU60l1paioCGPHjsXu3bs1nYpGOX/+PCZNmgQ7Ozupe7D8/fffGD16dI3fSE6ZdOzYERMmTMDTp0+lmpO+ffti4cKFePToEQ4fPqzmDFXDoEGDEB4ertVroFRF1q1bBx6PBycnJ6kxwcHBcHJyqhZ7LTGDUk5MTEzQrl07qWuQNG7cuEpOS62uCIVCHDt2DN9//72mU9E4Fy5cwJs3bxAaGip1ZcpTp06hXbt2MDExUXN21Y8OHTpg5cqVeP/+vcx9uL744gskJCQgJCQEjx8/VmOGDHUQHR2NN2/eYPjw4ZUu6/r163JnX8XExFSbMUTMoCgZKysr2NraamRlwpoKl8vFoUOHNJ1GlSA4OBi2trawsrKSGbd+/XrY2dmpKavqSd26dZGfn4+ZM2ciNjZWYkzfvn1haGgo3q24pnD48GGVLI5WWerVq1fpjWM/5cmTJygoKJC59UR5WLVqFTp16iSzm+eXX37ByJEjq3w3DzMo5cDOzk6hJevfvXuHixcvqiEj5bFkyRLs3LlT7lQ2bUMkEqFfv35yW0gMDAzw559/qikr7eXixYt49+4dli5dKnVBp4kTJ8Ld3R3GxsZqzq760KFDB7Ro0QI///yzVHPSp08fLFq0CDwer1qZk/DwcLkDKfv161fucX+VwcLCAtu3b5cZ8+LFCyxYsADffvutmrKqGDdu3ICTk5PMbtgLFy6gadOmGt9xvrIwg1IOjI2N4e7ujokTJ2o6FaXTsWNHxMfHy9xfZ8uWLZg/fz7evHmjvsQU4NixYzKPFxYWYujQoejZs2e5y3716hWWLl2K9evXVzQ9rSMwMBDW1tZS1z2JiYlBXl4etmzZInVqMkM67du3x9q1a2FjY4Pbt29LjXN1dcXjx4+r3TR5X19f9OvXD0KhUNOpAACysrIwYcIE9OjRQ2Zcbm5ulRk3uGTJEnTr1k3uYNlVq1ahQYMGaspK+TCDUk7ev38v9U3cuHFjjBw5Uu7048owZMgQFBQUqPXXRyldunTBlStXUFBQoPa6K4NQKMSJEycqdG5eXh5u3rwJLy8vJWelOa5cuYLMzEysWLFCahPwhAkT4O7uLnVNBIZk2rRpg3Xr1iE/Px+rVq2SGufr6wtzc3PMnTu3Wo47+euvv7RmgKxAIFDJvmWa5NatW3B2dpb5A2LmzJmoU6dOuVpRRowYgXXr1lV6sbY+ffooZbo8MygKYmtri61bt8qMsbCwgLu7u0p3InZzc0NJSQmePn2qsjqqGkKhEH5+fnI/ELVq1cLBgwfVlJV2M3PmTFhbW0t9eJW2ouzcubNaLZ2tSlq3bo3ffvsNBQUFmDJlCu7evSsxrnfv3liyZAkMDQ21ypxs3boVc+fOrVQLaWRkJHR1dWXGHD9+HL169apwHdWRsLAwWFpaok+fPuU6Lzg4GC1btpR47PLly+Xecf706dPo2LFjpRdj++uvv9CrV69KbxjIDIqCGBoaws3NTSO7JquaFStWyF0kSNs5efIkvvvuO6nHCwoKMHjwYLnNvBXhwYMH2LdvX5VaNfjq1avIysrC+vXrpbaijBo1Cl988QVrRVEQW1tbCAQCTJ48Wao56dWrF5YtW4bExERs27ZNvQnKwcvLC9euXatUC6mPjw/69OmDkpISqTG9evWqcItmdeXx48fQ19dHvXr1FD6ndHNDebuRr1+/Xu4K4dpKtTAo3t7eUhdNUyZ5eXm4fPmyxGONGjXCuHHj8PPPP6s8D2XTunVr8ToM0ti+fTvmzZuH9PR0NWamPIRCIU6fPq2SsrOysvDkyRO5O41qG9OmTYOVlZXU5tyLFy9Wue48TdGqVSt4e3tj4sSJUs2Jj48Pli9fjqSkJAQGBiIhIUG9SaqJU6dOaU33TnXm9u3bcp/HU6ZMgY2NTZVdfLFaGJRTp07J/GVcXFwMPz8/qRv7ycPW1hZ79+6VGWNqago3NzfcuHGjQnVomhs3biAnJ0fq8Q4dOiA2NlZrv7BEIhF69+4t95eZkZGRRsbvaCOl9/y3336TOpBu+PDhWLlypdxfaTUZT09PbNmyBQ4ODlLNCQA4OzvjyZMnmD17tlZ17SiL48ePw8/PD8XFxVJjVLVDc01m0aJFaNGihcRj169fl/lc13aqhUGRBxHh3Llz6Nq1a4XONzAwQIMGDTBs2DCJx11dXbFp06bKpKgxVq1aJXer76oAEeHMmTPo1q2b1Ji8vDz069evWg14rSz/+9//YGVlJXVhtsuXL+Prr7+GgYGBmjOrGrRs2RLbtm1DUVER5s+fLzXOx8cHrq6umDlzplaak7CwMDg4OFSqjK5du+LcuXMyW0+6d+8u8zOqKjIyMjB58uRqt9TAvHnzIBQK5a5r9Pvvv1fJbp4aYVDkYWJiInW7bRsbG+zfvx+FhYW4fv26xBgzMzOYmppi0qRJKsxSNbRo0QIhISEyd08NCwvD/Pnz8erVKzVmVn6EQiG+++47qSP2hUIhLly4oOastJtbt24hNzcXW7dulfoAGzx4MNavX18tls5WJs2bN8eOHTtQXFyMsWPH4t69exLjvL29sXr1apiYmGhNt86nX1ht27bF2LFjkZaWVqHyTp48CT09PYViz5w5U6E6KkNRURH+/fdfdOjQQe11q5K4uDi5q8aOHz8elpaWVXJdoxpvUN6/f4/vv/8e33zzjcTj+vr6qF+/vtwdc3Nzc6UuyKStrFq1Cs2bN0dsbKzMZsDWrVvj3r17Wtu9UwoR4cKFC+jcubPMOBMTE5XuGFvVGDduHCwsLKQ+wK5fv46WLVuqdZv1qoCFhQWKi4sxevRoqeake/fuWLNmDZ49e4bVq1erOcOylG4U+fvvvyMmJkY8fmHXrl1wdnbG9evXUVhYWKGyO3fuDB8fHxQVFUmNOXfuXKVndVRF/Pz8YGtri82bN2uk/lu3buH9+/caqbuy1HiDIhQKcfnyZZiamn72pVW7dm2Eh4fLbD1xdXVFQEAAxo4dq450lcbKlSvx008/ISQkBPHx8VLjwsLCEBQUhOTkZDVmVzl0dXWlDoh9//49/Pz8qt0vqcoQGxur0APs8OHDcpuSawrNmzfH2rVrkZWVJdWcAB9Wn37+/DmmT5+OxMRENWb4OS1atMDMmTMREBCAv/76C3l5eQA+DPAdO3Ys/vvvv0qVf/HiRZndO507d66R3auOjo4wMDBQ2dIQM2fOxODBg6WOQwGA0aNHY+7cuXBxcVFJDqpC9nrENQQ+nw8vLy8YGRnh0qVL4tf19fVRt25dmSuQGhsbo1GjRjIHx2kbK1euxKhRoxASEoJdu3ZJbT3ZtWsXBgwYgGXLlml960kpJSUl6NKli9RZXUKhEFeuXFFzVtrPyJEjMX/+fMycORMvXrz47Pj3339frmb86kzTpk2xZ88eFBUVyZy1161bN7Rs2RJTpkzR+BYSmzZtwvr163H8+HGJZvTff/+tcOvJP//8g549e8psPSmFdbEqn/v378PJyUnm4mqxsbFwc3ODkZGRGjNTAlQFycnJIQBlJBKJPnvtY3E4HOrUqROdPXtWagyPx6P27duXkaenp9T4Bg0a0KFDh6hZs2Yy6y6PJkyYQOvXr5d63NnZmUJDQ2nIkCEVKn/58uWUlZVF06ZNIzMzM5mxcXFxNGzYMDI0NFTa9alDenp6VFhYKPM+d+vWjY4fP65QeYaGhuTn50e7d++WGtO5c2eZ762qoLi4OPLw8JB6PCUlhW7evEmWlpYaz1VTatKkCcXHx9Pt27dl/q26dOlCCQkJMt8z6tLGjRvJ39+fTExMJB5/+PAhNW7cuMLl8/l8uc+IixcvUocOHTT6d3BwcCCBQECHDx+WGmNkZEQDBw6kbdu2Ka3eyZMn05o1a+TGrVy5kqZNm1ahOv755x+Kj4+n5s2bS42Ji4uj27dvk4uLi8yyUlNTycbGRuq9NjIykpuPIvc7JydH7nd9teni6dChQ5nWj08hIty4cQNt27aVGlNSUoIrV66U0a1btyTG1q9fH0eOHEHDhg0RFxdX6fwVJTk5GTo6OhUecf/FF19g4cKFCAsLkznuZNeuXXB1dcXt27erTOtJKcXFxejatavULQlKSkoQGxuLNm3aKFReQUEBEhMT0bx5cyVmqZ3s27dPajNw3759Ua9evRrbiuLh4YH9+/dDKBRi2LBhUgeWe3l5YfPmzXjx4gVCQ0PVnOXnfPnll3j58iX4fL7Gcmjfvr3GWy7fvn2LQYMGydy/Ji8vD0+fPkWzZs3UmFnlmTZtGgQCgcxl7YcPHw4zMzNERkbC2dlZpfko635XG4Ny7do1tG/fXm6cvr5+pTeEcnFxwdGjR2FkZCR16rGqGDt2LPLz8+Wuy/IpS5cuxfXr1xEREYGdO3fKNScDBgzA2LFj8ezZs8qmrHaICP/++69MA5Kbm4uBAwcqbYG/2NhY7Nq1q0pvKjhkyBCYmJhInVIcGxuL4uJinDhxAhYWFmrOTrO4u7vjwIEDEIlE+OGHH6Sak86dO2Pr1q148eIF/ve//2lF187mzZtljpNRNVevXkX79u01vnhbUVFRlZvIoCgPHz5ETk4ONm3aJPWHVFxcHPr06QNzc3O5q0NHR0d/ZnbOnj2LWrVqKSljxag2BkURBAIBOnXqJHcHSHkYGBjAyMgIfn5+uH//vpKyUwwnJycIhUKkpqYqfM7ixYsxduxYhIeHIyIiQu7CPU2aNMG4ceMQERFR5VpPPkZfXx8XL16UeKykpATx8fEyB5aVBz6fj//++w9ubm5KKU8T3L9/H/n5+Th06BDq1q0rMea7775D3bp15e63Up1wc3NDeHg4AGDQoEF4+PChxLgOHTpg27ZtePnyJSZMmKAV+2V98cUXSElJUdksjpiYGPj4+EAgEEiNadWqFW7evKmS+qsChw4dQlpaGqZMmaLSev73v/+hoKBA5nTi+/fvo3fv3li5ciUcHR2lxv3yyy+fvWc8PT3RpUsXtX4n1CiDQkS4cuUKvL29KzxYy9nZGcuXL4evr69KzMnhw4eRkpKC6dOnK6W8RYsWYfz48Vi6dCl27Ngh15zs2rULX3zxBe7fv1+lzUlRURG++eYbuWbU0tKSrW75EYMHD4axsbHUVpS7d++iS5cuOHDgQLl2Sa2qNGrUSLzy8IABA6Qusta+fXuEhYUhJSUF48aN0wpzog48PT1x584diEQiicevX78OHR0dNWclnfT0dIwbN07quleNGjXCnj17lF6nQCBQebdKQkICcnNzsW3bNjRt2lRq3P3799GwYUOcPHkS9vb2ZY6dPHkStWvXxp07dyTup3Tr1i2p91olqHg8q0qQNEiWw+HIHShbKiMjIxIKhXThwoVyDURydHSk+Ph4evjwoUoGcZVK2qCqsWPH0uvXrykwMFChckJDQykzM5Nmz55N5ubmcuPDwsIoLy+Phg4dWuUGxkqSgYEBiUQiunTpksTjpYNlU1NT5Zbl4eFBcXFxMmO8vLzon3/+0fh1V1YeHh50/PhxcnR0lBrTrFkzOn/+PN26dUvq4MuqLldXV3r48CE9evSI3NzcpMa1adOGkpKS6MKFC1S/fn2N5/2xYmJiZA5WPHjwIPXq1Yv09fXLXfaFCxdIKBTKHDRZUlIic6KBJlS3bl0SCAQUGRn52bHmzZsTEdHNmzeVWue0adNo5cqVMmMqM0i2VI0aNaLbt29Tu3btZMZ5eHhQy5Yt6e+//6Zbt26JVVRURN27dycejyfxfcTlchXKQygUEofDkRmjyCDZGmlQuFwuNW/enNq0aUO3b9+m8+fPy4yvU6cO3b59mx48eEAvX76U+bBShiQZlNGjR1NqaioRkUIGZeHChZSZmUlz5sypkeak9D3Rpk0b4vP5UmNsbGyouLhYrrEwMDCQe9+ri0EBQI8fP6YHDx6Qg4OD1JgmTZpQdnY23bt3j4yNjTWeszLVoEEDevToET1+/FjmDJc2bdrQkydP6NKlS1pnTgD5BiU+Pr7Cz7OcnBxq3769zC+tkpIS0tHR0fjf4WPp6elR8+bNqUePHnT79m06cuSI+FipQcnLy1PqDCx1GRTgg7E+dOgQNWnSRG6su7s7NW/evIw+NScAKDs7m0xNTRXOgRkUCRfcvHlzun37tsJ/RC6XS82aNaN27drR3bt36e7du3Tu3DnxcRsbG7p79y49fPiQUlJSqFmzZio3J4Bkg2Jra0ubN28mIvkGZcGCBZSZmUmBgYEKmZOdO3dSXl4eDRs2jGrVqqXy61OnDA0NSSgU0pUrVyQe5/F41KVLF3r9+nWl66pOBsXNzY2Sk5PlTkls0qQJ5eTkUHx8PN29e7davH9cXFzo8ePHlJiYSI0aNZIa16pVK3r69ClduXJF7t9JU1KVQbl06RIJhUKZxvTWrVvUokULjf8NpElPT498fX3LtIgbGhpSs2bNaMiQIZSXl0e7du1SSl3W1tY0Z84cmjp1qsTjU6dOpTlz5pC1tbVS6rty5QolJibKnApfHjGDUg6kGRQOh0NCobDcf3wdHR1q2rQpNW3alDp06EBxcXEUFxdHMTEx4tfVYUxK9alBGTVqFE2cOJFsbW3p999/p9TUVBo5cuRn582bN4/i4uJo0qRJ1LRpU4XMyfbt24nP59Pw4cOrxZeLpPeEvFYUOzs7hVpR5Kk6GRTgg0k5ffo02dvby4zz8PCgpk2bEp/Pp/j4eIqLi6tQl0Hp505eV5oqVbduXUpISKAnT57INCeenp709OlTunr1qtaaE0B1BiU7O5vatWsns/WkuLhY61pPPlWjRo2osLCQ4uLiKDw8XPy6oaEhDR06lPLy8igsLEwpdQUEBNCyZcskHlu2bBkFBAQo7boaNGhAcXFxlJSUVOnvrkuXLlGbNm0U7t65ffu2zPVYSsUMSgWko6NDTZo0oSZNmlRq8aLK6FODYm1tLV44x8bGhrZt20ZpaWkUHx9fRlOnTqUmTZooZEyA/zMnI0aMqJbm5OP3haenJ127dk3icR6PR15eXlRcXEynT5+ucD3VzaAAoGfPnlFCQgLZ2dnJjXVzcxN/dmJjYz97f+ro6NDdu3c/ex348EVZei4RlTmmLjk5OVFiYiI9ffqUXF1dZcZ27tyZrl+/rtXmBJBtUI4cOULe3t7lNpNXrlwhoVAo8xf1nTt3lLqAparUqFEjevr0KTVp0uSze/6xSdm5c2el6woICKC3b99KbEVRtkEBQPXr16f4+Hh68uRJpUxKZmam3EU9P1ZJSYlCZoYZlCqowYMHU2pqqsyVB21sbMjDw4PCwsJo6dKl5OHhQR4eHmRhYaFwPdu2bSM+n08//vhjtTYnpeJyuQqZlKKiogqZDE9PTzpw4ADVrVtX49eqTLm6utKrV68oMTGRbG1tFT7Pzc1N/L708PCg4uJievDgATVp0qTM66VN0O7u7uJzPz4WHx9PDx48ULlZcXR0pKSkJHrx4oVcc9KyZUt6/vx5lVg5WJZBkbdysDRlZmbK/EV9584dIiKJYxm0TY0aNSKBQEBHjx6VeNzQ0JCGDx9OeXl5tGPHjkrVFRAQQEREixcv/uyYKgwK8KG78sGDB/T06VOZLYLSdOXKFWrVqpXCrScAMyjV2qBMmDCB9u7dq9CXgY2NTbmXHd+8eTM9fPiQ+Hw+jRw5skaYk1KZmpqSUChUyKScOnVK4XJbtmxJhw4dImdnZ41foyrk6upKqamplJiYWOE+cjc3twr9inNzcyN3d3ciInr48KFKjIq9vT0lJSXRy5cvqUGDBjJjmzdvTi9evKCbN29WifutbINy9epV8vT0lPkFJBAIqGnTphq/dkWkp6dHvXr1kvm+qlWrFrm5udHAgQPp4cOH9Pvvv1eoLmkGZdq0aRQYGKiyLSRcXFzo0aNHCrUMfqxLly5RSUlJuX74Aho2KBcuXKBevXpRnTp1CABFRkaWOT5ixIjPEunRo0eZmIyMDPrhhx/IxMSEzMzM6KeffiI+n69wDtXdoMjai6cy2rhxI/H5fBozZgy5ubnVKHMC/F8rSmZmptQYHo9Hbm5u1KlTJ3r06BFFR0fLLdfQ0LBKfFlVRg0aNKC0tDRKSkqi2rVrq73+j42KMk1KnTp16MmTJ5SSkiJ3Fk6zZs3oxYsXdOvWrSpzv5VpUK5evSr3CysuLo5EIhHp6upq/NoVlZubm0LvqVq1atGoUaOIz+fTo0ePaOPGjeWqR5pBWbx4Mc2aNUul1+ji4kIJCQn07NkzuSYc+D9zUp6xJ6XSqEE5efIkzZ07lyIiIgiQbFC8vb0pNTVVrMzMzDIx3t7e1KxZM7p+/TpdunSJXF1dyd/fX+EcmEEpn9atW0cJCQnE5/Np7NixNc6YfCwul0stWrSgGzduyIzT1dWlRo0akZeXFyUkJIglrSm4Jqh+/fqUnp5OT58+1diGgY0aNSI3NzdKSEigBw8eVKosW1tbevbsGaWkpCg0Wyk5OZliY2PJyclJ4/dCUTk6OlJERITE2TTlMSil5kRec39hYaHSZo6oS25ubiQQCOjYsWNyY2vVqkWNGjWisWPHEp/Pp4SEBFq3bp3Mc4YNG0YJCQn05s0bItKMQQE+DABPTEyk58+fy3y/X7lyhUpKSqh169blNieAFnXxAJINSp8+faSeUzql699//xW/Fh0dTRwOh169eqVQvcygKKaVK1dSYmIi8fl8mjhxIrm6utZoc1IqCwsLEgqFck0K8MGouLq6itWjRw+xOa+JcnFxobdv39LTp08pMTFR4QHZypabmxsRESUmJlbIqNjY2NDVq1fJ1dVVrjnx8PCg5ORkunPnjszF67RVFy9elLhwV1xcnELdWoqak/j4+DJjiaqK9PT0yMfHp1yzx2rVqkWurq40ceJE4vP5lJiYSImJibR8+XJxzODBgykxMZHevHlDYWFh4meIlZVVmbLUZVAAkLOzM7m6utK5c+fEOX+qVq1akaura4XMCVAFDIqZmRlZW1tTo0aNaPz48fTu3Tvx8R07dpC5uXmZc0qno0VEREisp7CwkHJycsRKSUmReMHMoHzQ0qVLKSkpifh8Pk2bNo1cXV0V2iK7pqi0q+ft27flPldPT48cHR2padOmlJSURAcPHtT49ahbLi4u5OrqSpmZmfTs2bNyrY+gTLm6uoqNSlJSkkLN9FZWVpSUlEQ3btxQaAaOm5sbpaSkUFxcXJU0J4B0g1I6a+nly5dS/xaK/pouNSfy1r7QVunp6VG3bt0oKiqqXOcZGRmV+QEzbtw4SkpKoqSkJFq3bp34dWndotOmTaPMzEy1GZRSlRoVSars1HCtNij79++nqKgounfvHkVGRtIXX3xBX3/9NZWUlBAR0aJFi6hRo0aflWVtbU2bNm2SWE9wcLBCf5iqblD8/f1pzZo1nzlsRRUaGkpPnz4lPp9PAQEBVL9+fWZMpKh0NeGKLmmtr69Pfn5+UheAqwmqW7cu1a9fn+Li4ujp06f09OlTjbzf6tevT25ubiQSicR5SFNsbCzVr19foTEkpeYkPj5e7low2ixpBgX4v9lLKSkpZWagXbp0iZ4+fUqenp5Uv359ueZEJBKRgYGBxq+1MmratCkJBIJym5SPZWxsTPXr16f69esrNFYrNDSUiEjtBkWVUqZB4UHJDB48WPz/X375JZo2bYoGDRrg/Pnz6NKlS4XKDAwMxM8//yz+d25uLpycnD6LIyI0bNgQT548gaura4Xq0iSmpqYYNWoUsrOzsWDBApmxs2fPxrhx48q8tmbNGvHf+N27dyrbwbQ6IBKJ8N9//6Fly5Z49uwZ3rx5gzZt2ih8vkAgKNeO0tWRly9fAgB69+4NLpeL+Ph4PHjwoMxmYm5ubigqKpJ4/tOnT8HhcKSWX79+fYXyePbsmcLxIpEIycnJcuMaNWqE06dPIzc3Fz169MDr168VyqWq8d9//6Fz587Q1dXFH3/8AQcHBwCAv78/0tPTkZKSAqFQKPX8+Ph4eHh4wN3dXeaOxlWBR48e4fvvv0dERASOHj2Kvn37lruM9+/fl+u5u2rVKlhaWpa7npqC0g3Kp9SvXx+1a9fGkydP0KVLF9jZ2eHNmzdlYkpKSpCZmQk7OzuJZejr60NfX1+h+l68eAEXF5fKpq0R9u3bBxsbG8ycORMikQihoaFljk+bNg3Tpk0DAFhYWOC3337D1q1bxcczMjKYKSkHmZmZqF+/PqytrXH9+nVcu3YNbdu2VejcZs2aITIyUvzlWJMp/cL38PD4zHDcv38fenp6Es/r3LkzPjTEfg6Hw8GLFy8AfPjhUa9ePbl5lMZXBhcXF5w/fx7Pnz9Hhw4dUFRUVOWN6MCBA7Ft2zbMnz8fd+/e/ez4q1evAHz4ccnjffhK+O+//2Qak1JcXFzQpEkTJCQkSL2XVYXi4mKcPn0a/fr1w5EjRxAREYHvv/9epXVmZ2fL3WG+KvHkyRM0atRIeTsel6NH5zOAz7t4PiUlJYU4HA5FRUUR0f8Nkr1165Y45tSpU0oZJAt8aLovKSnReDNXRWVsbEzBwcGUm5tLc+fOJQA0ceJEevnyJWVnZ9PKlSvJ2dmZnJ2dq+0usupW6ZiUkpISunr1qkLneHp60u3bt8u1eFlNVOl7VZIUObdu3bpERPT8+XOV51q3bl169eoVJSUliZdRqC66cuUKtWnTRqllli6TX1XHnUhT6R49AoGgzEaCqpI6B8mqWuXZHFIlY1D4fD7duXOH7ty5QwBo9erVdOfOHXr58iXx+XyaMWMGXbt2jZ4/f05nzpyhFi1aUMOGDamwsFBchre3N3311Vd048YNunz5MjVs2FAp04yBqm9QgA8mxdHRkWbNmkUpKSmUnZ1N69atI0dHR40NSKzu4nK55OjoSJ6enpSSkkIpKSl06dKlz+I8PDwoJSWFTp06Jd5+gEm1cnJyIiKily9fqqwOZ2dnSk1NpWfPnim0rH9V05UrVyg9PV1py88/ePCgWpqTUpUOhvfx8aGUlBQ6dOiQyupiBkWJBiUmJkZiZSNGjKD8/Hzq3r07WVtbk66uLtWtW5fGjBlDaWlpZcrIyMggf39/MjY2JlNTUxo5cqRSFmoDqodBKZWxsTE5ODiQg4MDMyZqko6ODjk4OFC7du2opKREbFZKdfbsWXJwcGDmRM0qNSkpKSlKNSr29vaUkpJCqamp9Pz582rbImZtbU2xsbHk6elZqXLi4+MpJSWlWpuTj6Wnp0d+fn5UWFhIBw4cUEkdzKBIp9xjUGT1GwPAqVOn5JZhaWmJP//8s7xV1zjKO+CKUXmEQiFevXqFtLQ0ODs7g8PhlHm/FxcX4+3btxrMsGaSkpICR0dHcLlcJCcn4+XLl6hbt26lyrSzs8Pt27dRXFwMT09PlJSUID09XUkZaxdv376VOlhZUe7duwcPD49qM+ZEEYqKinDixAk0aNAAnp6eePXqFc6dO4dhw4ZpOrWaQTkaT7QGWS0oAMjBwUHqWilMTExVWw4ODkRE9Pr163K3ptSuXZtev35Nr1+/pvT0dHr16lWF9xeqarKysqLTp09XaJ+ce/fukVAorNJrnVRWenp6VKdOHerXrx+9fv2adu3apZRyTUxMaMmSJTR+/HiNX2NlpfEWlKpAWloa6tSpo+k0GAyGCnj16pX4883j8co1y4bL5YLD4aBp06YAPrSY1ZQWsYyMDJiZmeHcuXPo3Lkz7t+/r9B5pS0nX375JR49elQjWk4kUTqj6/jx47hy5Qo6deok/vfYsWMrXC6fzweXy4WRkZESs60eVEuDwmAwqjdpaWni/2/evHm5zhWJRDXGlHyKt7c3YmJicOHCBXzzzTd4+PCh1Ng7d+6gTp06+Pbbb5GRkYE3b97UWHPyMUVFRUhLS8PRo0dx/vx5dO/eXfx+DA8Px+TJkzWcYTVCtZ0xqkFeF4+Ojg4REb169UrjTV5M1Vuenp6VWnmSiUndsrCwoPj4eMrIyKD09HRq1KiR+NjNmzcpPT2d0tPTSSgUUtOmTSu8J0tNkb6+PtnY2NCECROooKCA1q5dW+4yli1bRgEBARq/lsqKdfEogFAoRJ06dZCSkqLpVBjVHD09PVhYWGg6DQZDYbKysvDNN9+IF2X766+/0KBBAwAfJjC0bNkS//33H4APixkqbdGtaopAIMCbN2+wc+dOhIeH4/vvv8fbt2+xe/duzJgxQ9PpVWmqpUEBUGObcBkMBkMe2dnZ4v/39vaGjo6O+N9ZWVnMlFQAgUAAgUCA3bt3o1atWli6dClEIhFmzZql6dSqLFxNJ8BgMBgMzZGdnY2MjAyxmDmpHAKBAJs3b0ZgYCCmTJmCjIyMz7Yt+Zh58+ZhypQpasywCqHq8SKqQN4YlFJZW1tTenq6xvvlmKqv2rVrRxcvXtR4HkxMTNolfX19srCwoNmzZ1NhYSEtXLjws5jAwEAqKCigkJAQ0tfX13jOlRUbg1IOsrKy2PgABoPBYKid0i6ftWvXgsvlIjg4GJMnT8bq1asRGhqK2bNng8fjoU6dOigoKKjyu0GrAtbFw2BUEE9PT4VWTmYwGDUXgUCAVatWwdbWFmvXrsXcuXORnZ2NBQsWgIiQnZ3NzIkUOERVb2J7bm4uzMzM5MbxeDzx0uQ2NjZqyIxRk2jTpg3Wrl2LLl26IC8vT9PpMBgMLUdPTw+GhobifxcWFlYrc1JSUgJ9fX0IhUK5sTk5OTA1NZUZU61bUEpKSmBlZaWQmWEwKoJQKGTmhMFgKERRURFycnLEkmVO1q5di+HDh6sxO+2jWhsU4MMywgwGg8FgVCVmz56Ndu3aYejQoZpORWNUe4PCYKiCli1b4ty5c5pOg8FgVFMEAgGmTp2KTp06wd/fX9PpaIRqb1CKi4tha2uLjIwMTafCqEZwOBzcv38fXbp00XQqDAajmiIQCKCjowNdXV1Np6IRqr1BAYD8/Hy2UyRD6QiFQhQWFmo6DQaDUcUJDQ2Vuljb+PHj4eXlhUGDBqk5K81TIwwKg8FgMBjaip6entRWkqKiInC5XPHeSTWJGmNQ9PX1kZmZqek0GAwGg8FgKECNMChFRUUwNzcvM/+cwWAwGAxtYenSpZg8ebLEY6NHj0aPHj0wYMAANWelOHw+H2ZmZgqtgaIoNabNiI0VYDAYDIY2MnfuXOjp6ZXZVfpjiouLweFwpB7XBgwMDJT+PVsjWlBKMTAwQFZWlqbTYDAYDAZDTElJCYRCIVauXIkJEyZIjBk5ciR69+6Nfv36qTk7zVFjWlAEAgHMzMyQlpam6VQYVZwWLVpg/fr1+OabbzSdCoPBqCbMnj0benp6UgfDlpSUgMvlgsutOe0KNedK8WEsCoNRWe7cuYOOHTuipKRE06kwGIxqglAoVGj8xv79+9G3b1/VJ6QF1CiDwmAoAyJi5oTBYCidgIAAuLq6Yvz48RKPDx06FEePHgWHw1FzZpqhRhmUwsJC2NraIjs7W9OpMBgMBoNRBpFIBA6HI9WACIVCDBo0CD/88AN69eql5uykk5eXB1NTU6XO4AFqmEEBPvTjafNIaAaDwWDUXKZNmwZ3d3eMGTNG4nGhUAgul4uoqCj4+PioOTvJ6Orqori4WOnl1jiDwmAwGAyGtiISieQOhh0wYABOnDhR7QfMVu+rYzAYDAajijFp0iR89dVXGDVqlMTjIpEIRIRjx46hR48eas5OfdQ4g1JQUAB7e3s2DoXBYDAYWgkRAQC2bduGH3/8UWJM37598ffffyM6OhrdunVTY3ZlKSgogImJiUomDtSYdVA+RiQSsXEoDJm4uLjg6dOnMmOuX7+O9u3bqykjBoNRk5gwYQJ4PJ7UAbNEhF69eiE6OlrNmZWFy+VCJBKppmyVlMpgVFGcnJwgEonw7NkzPH/+HDweT6oCAgIgEolk6vDhw5q+JAaDUQUhIowZMwbffPMNhg0bJjXGx8cHM2bMgJeXl5ozVD01sgUlLy8PDg4OyM7Ohrm5uabTYWgYW1tbpKamAgCSk5PLtK6VNrVK4vr16zJb4nx9fXH06FGV/bpQJi1atMDdu3c1nQaDwfiI0ufP7t27UVJSgv3790uM4XA4OHv2LLy8vHDhwgV1p6kyaqRBAf5vvjmjZmJpaYl3796J/52WlgYHBwcAsk3Jp8iKjYqKqjKj7GNjY9G8eXOllGViYoK8vDyllMVg1HR++ukn8Hg8/PnnnxCJRDh48OBnMd27d8fZs2fV/p1WUFAAU1NTlUwxBmqwQWHUDAwNDZGfny/x2Lt372Btba3S+stjdjRJixYtlFYWn8+HsbFxhc9X5CGro6OjttV8b926ha+//lotdTEYkhg+fDh0dHRw4MABiEQihIeHS4yLiYnBN998g8uXL6slLw6Ho9JnXI02KKampsjKyoKFhYWmU2FUAllfVvn5+aylTM2YmJhU6nxFHnglJSVqu68tW7ZU+kN47dq1mD59ulLLZFRvhgwZIrNFtkuXLoiJiVFjRqqnarQ/q4D379/DzMyMfXlVMYjoMwkEAvHy0J/KyMhI0ykzyom0e/mxdHV11ZZPbGysQjmVRy9fvpT4XpakyZMnq+1aGdrPoUOH4OfnJ/X4pUuX0K5dO5XnUVBQAH19fZXWUWMNCqNq8OnDWtLDXtr25AyGtrJ27VqFzUzDhg0VNjM9e/bU9KUxVIi/v7/U7h0A8PLywqVLl9SWj4GBAYqKilRWPjMoDK1BKBTKNSQMRk1jypQpCpuZ8ePHSzQu6vhFzVAfERER8PX11XQaKqfGGxQzMzNkZmZqOo0qQVJSktRfbjY2NjLPzc/Pl/vrT1dXlxkSBqMS9O7dW6JxWbZsmcKtMIrIzMxM05daYxk4cCAiIiKkHu/YsSOWLVuGNm3aqDEr1VCjDUpubi5bB0UCt27dkvhQ8vHxkfrLLT4+XuYDzcrKSu6vv6qwXgiDURX55ptvlDZ+JisrC9nZ2WU+34aGhp/VWVxcLPV5wKg8UVFRUrv0qsryBvKoHlfBqDRXrlwRPzxatmyJr7766rMH05MnT6Seb2trW2ZdEXNz8zLnFhQUqOMyGAyGirG0tCzz2X7//r24hbR00GRRUREMDQ0lGhwAzKhUkn79+uHYsWOaTkPlcKgKvktycnJYyweDwWAwGFWU7OxsuV2FVbIFhc/nazoFBoPBYDAYFUSR7/Eq2YIiEomQkJAAd3d3pKSkwNTUVNMp1Whyc3Ph5OTE7oUWwO6F9sDuhfbA7oX2QETg8/mwt7eXO1amSi4gweVyxfummJqasjeclsDuhfbA7oX2wO6F9sDuhXag6CywKtnFw2AwGAwGo3rDDAqDwWAwGAyto8oaFH19fQQHB6t8LwCGfNi90B7YvdAe2L3QHti9qJpUyUGyDAaDwWAwqjdVtgWFwWAwGAxG9YUZFAaDwWAwGFoHMygMBoPBYDC0DmZQGAwGg8FgaB1V0qBs3LgRLi4uMDAwQOvWrXHz5k1Np1TtuHjxInr37g17e3twOBwcPXq0zHEiQlBQEOrUqQNDQ0N07doVSUlJZWIyMzMxZMgQmJqawtzcHKNGjcL79+/VeBXVgyVLluDrr7+GiYkJbGxs0LdvXyQkJJSJKSwsxMSJE2FlZQVjY2P069cP6enpZWKSk5PRs2dP1KpVCzY2Npg5cyZKSkrUeSlVns2bN6Np06biBb/atm2L6Oho8XF2HzTH0qVLweFwMG3aNPFr7H5UbaqcQTl48CB+/vlnBAcH4/bt22jWrBl69OiBN2/eaDq1akVeXh6aNWuGjRs3Sjy+fPlyrF+/Hlu2bMGNGzdgZGSEHj16oLCwUBwzZMgQPHjwAKdPn8Zff/2FixcvYuzYseq6hGrDhQsXMHHiRFy/fh2nT59GcXExunfvjry8PHHM9OnTcfz4cYSHh+PChQt4/fo1vv/+e/FxoVCInj17oqioCFevXsXu3buxa9cuBAUFaeKSqiyOjo5YunQpYmNjcevWLXz77bfo06cPHjx4AIDdB03x77//4vfff0fTpk3LvM7uRxWHqhitWrWiiRMniv8tFArJ3t6elixZosGsqjcAKDIyUvxvkUhEdnZ2tGLFCvFr2dnZpK+vT/v37ycioocPHxIA+vfff8Ux0dHRxOFw6NWrV2rLvTry5s0bAkAXLlwgog9/e11dXQoPDxfHPHr0iADQtWvXiIjo5MmTxOVyKS0tTRyzefNmMjU1JYFAoN4LqGZYWFjQ9u3b2X3QEHw+nxo2bEinT5+mTp060dSpU4mIfS6qA1WqBaWoqAixsbHo2rWr+DUul4uuXbvi2rVrGsysZvH8+XOkpaWVuQ9mZmZo3bq1+D5cu3YN5ubm8PT0FMd07doVXC4XN27cUHvO1YmcnBwAgKWlJQAgNjYWxcXFZe6Hm5sbnJ2dy9yPL7/8Era2tuKYHj16IDc3V/zrn1E+hEIhDhw4gLy8PLRt25bdBw0xceJE9OzZs8zfHWCfi+pAldos8N27dxAKhWXeTABga2uLx48fayirmkdaWhoASLwPpcfS0tJgY2NT5jiPx4OlpaU4hlF+RCIRpk2bhvbt26NJkyYAPvyt9fT0YG5uXib20/sh6X6VHmMoTnx8PNq2bYvCwkIYGxsjMjIS7u7uuHv3LrsPaubAgQO4ffs2/v3338+Osc9F1adKGRQGo6YzceJE3L9/H5cvX9Z0KjWWxo0b4+7du8jJycHhw4cxYsQIXLhwQdNp1ThSUlIwdepUnD59GgYGBppOh6ECqlQXT+3ataGjo/PZKOz09HTY2dlpKKuaR+nfWtZ9sLOz+2zgcklJCTIzM9m9qiCTJk3CX3/9hZiYGDg6Oopft7OzQ1FREbKzs8vEf3o/JN2v0mMMxdHT04OrqytatmyJJUuWoFmzZli3bh27D2omNjYWb968QYsWLcDj8cDj8XDhwgWsX78ePB4Ptra27H5UcaqUQdHT00PLli1x9uxZ8WsikQhnz55F27ZtNZhZzaJevXqws7Mrcx9yc3Nx48YN8X1o27YtsrOzERsbK445d+4cRCIRWrdurfacqzJEhEmTJiEyMhLnzp1DvXr1yhxv2bIldHV1y9yPhIQEJCcnl7kf8fHxZUzj6dOnYWpqCnd3d/VcSDVFJBJBIBCw+6BmunTpgvj4eNy9e1csT09PDBkyRPz/7H5UcTQ9Sre8HDhwgPT19WnXrl308OFDGjt2LJmbm5cZhc2oPHw+n+7cuUN37twhALR69Wq6c+cOvXz5koiIli5dSubm5hQVFUX37t2jPn36UL169aigoEBchre3N3311Vd048YNunz5MjVs2JD8/f01dUlVlgkTJpCZmRmdP3+eUlNTxcrPzxfHjB8/npydnencuXN069Ytatu2LbVt21Z8vKSkhJo0aULdu3enu3fv0t9//03W1tYUGBioiUuqssyZM4cuXLhAz58/p3v37tGcOXOIw+HQP//8Q0TsPmiaj2fxELH7UdWpcgaFiGjDhg3k7OxMenp61KpVK7p+/bqmU6p2xMTEEIDPNGLECCL6MNV4/vz5ZGtrS/r6+tSlSxdKSEgoU0ZGRgb5+/uTsbExmZqa0siRI4nP52vgaqo2ku4DAAoLCxPHFBQU0P/+9z+ysLCgWrVqkZ+fH6WmppYp58WLF+Tj40OGhoZUu3ZtCggIoOLiYjVfTdXmp59+orp165Kenh5ZW1tTly5dxOaEiN0HTfOpQWH3o2rDISLSTNsNg8FgMBgMhmSq1BgUBoPBYDAYNQNmUBgMBoPBYGgdzKAwGAwGg8HQOphBYTAYDAaDoXUwg8JgMBgMBkPrYAaFwWAwGAyG1sEMCoPBYDAYDK2DGRQGg8FgMBhaBzMoDAaDwWAwtA5mUBgMBoPBYGgdzKAwGAwGg8HQOphBYTAYDAaDoXX8PwJ6JfUPoowuAAAAAElFTkSuQmCC", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "canny_img = canny(gaussian(image, sigma=3), sigma=1.0)\n", + "plt.imshow(canny_img, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x500 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from skimage import data\n", + "from scipy.signal import convolve2d\n", + "\n", + "# Load a sample image; replace this with your own\n", + "image = canny_img\n", + "\n", + "# Define kernel size (odd number preferred)\n", + "k_size = 21\n", + "\n", + "# Calculate the radius (half of k_size)\n", + "radius = (k_size - 1) / 2.0\n", + "\n", + "# Create a coordinate grid for the kernel\n", + "Y, X = np.ogrid[:k_size, :k_size]\n", + "\n", + "# Compute distance from the kernel's center for each point\n", + "dist_from_center = np.sqrt((X - radius)**2 + (Y - radius)**2)\n", + "\n", + "# Create disk-ish weights:\n", + "# At the center (distance = 0) -> 1,\n", + "# Decreasing linearly to 0 at the boundary of the disk\n", + "kernel = np.maximum(0, 1 - dist_from_center / radius)\n", + "\n", + "# Normalize so the kernel sums to 1\n", + "kernel /= kernel.sum()\n", + "\n", + "# Convolve the image with this disk-ish kernel\n", + "convolved_image = convolve2d(image, kernel, mode='same', boundary='symm')\n", + "\n", + "# Visualize the results\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 5))\n", + "\n", + "ax1.imshow(image, cmap='gray')\n", + "ax1.set_title('Original Image')\n", + "ax1.axis('off')\n", + "\n", + "ax2.imshow(convolved_image, cmap='gray')\n", + "ax2.set_title('Convolved with Disk-ish Kernel')\n", + "ax2.axis('off')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "def circle_edge_kernel(k_size=5, radius=None):\n", + " \"\"\"\n", + " Create a k_size x k_size array whose values increase linearly\n", + " from 0 at the center to 1 at the circle boundary (radius).\n", + "\n", + " Parameters\n", + " ----------\n", + " k_size : int\n", + " The size (width and height) of the kernel array.\n", + " radius : float, optional\n", + " The circle's radius. By default, set to (k_size-1)/2.\n", + "\n", + " Returns\n", + " -------\n", + " kernel : 2D numpy array of shape (k_size, k_size)\n", + " The circle-edge-weighted kernel.\n", + " \"\"\"\n", + " if radius is None:\n", + " # By default, let the radius be half the kernel size\n", + " radius = (k_size - 1) / 2\n", + "\n", + " # Create an empty kernel\n", + " kernel = np.zeros((k_size, k_size), dtype=float)\n", + "\n", + " # Coordinates of the center\n", + " center = radius # same as (k_size-1)/2 if radius is default\n", + "\n", + " # Fill the kernel\n", + " for y in range(k_size):\n", + " for x in range(k_size):\n", + " dist = np.sqrt((x - center)**2 + (y - center)**2)\n", + " if dist <= radius:\n", + " # Weight = distance / radius => 0 at center, 1 at boundary\n", + " kernel[y, x] = dist / radius\n", + "\n", + " return kernel\n" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1200x400 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.signal import convolve2d\n", + "\n", + "# 1) Create a simple binary image\n", + "binary_img = canny_img\n", + "\n", + "# 2) Create the edge-weighted circular kernel\n", + "k_size = 15\n", + "kernel = circle_edge_kernel(k_size=k_size)\n", + "\n", + "# 3) Convolve the binary image with the kernel\n", + "# mode='same' => output is the same size as the image\n", + "convolved = convolve2d(binary_img, kernel, mode='same', boundary='fill')\n", + "\n", + "# 4) Visualize\n", + "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", + "\n", + "axes[0].imshow(binary_img, cmap='gray')\n", + "axes[0].set_title(\"Binary Image\")\n", + "axes[0].axis('off')\n", + "\n", + "axes[1].imshow(kernel, cmap='viridis')\n", + "axes[1].set_title(\"Edge-Weighted Circular Kernel\\n(size={})\".format(k_size))\n", + "axes[1].axis('off')\n", + "\n", + "im = axes[2].imshow(convolved, cmap='hot')\n", + "axes[2].set_title(\"Convolved Result\")\n", + "axes[2].axis('off')\n", + "\n", + "plt.colorbar(im, ax=axes[2], fraction=0.046, pad=0.04)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x1e62e196bf0>" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(convolved, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x1e62dc0f1f0>" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cost_img = - convolved\n", + "\n", + "plt.imshow(cost_img, cmap='gray')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- GitLab