diff --git a/map_converter.ipynb b/map_converter.ipynb index 0d47887..895f098 100644 --- a/map_converter.ipynb +++ b/map_converter.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -49,24 +49,30 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[0., 0., 0., ..., 0., 0., 0.],\n", - " [0., 0., 0., ..., 0., 0., 0.],\n", - " [0., 0., 0., ..., 0., 0., 0.],\n", - " ...,\n", - " [0., 0., 0., ..., 0., 0., 0.],\n", - " [0., 0., 0., ..., 0., 0., 0.],\n", - " [0., 0., 0., ..., 0., 0., 0.]])" + "" ] }, - "execution_count": 68, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ @@ -84,6 +90,39 @@ "raw_map_img = np.array(Image.open(map_img_path).transpose(Image.FLIP_TOP_BOTTOM))\n", "raw_map_img = raw_map_img.astype(np.float64)\n", "\n", + "plt.figure(figsize=(10, 10))\n", + "plt.imshow(raw_map_img, cmap='gray', origin='lower')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ "# grayscale -> binary. Converts grey to black\n", "map_img = raw_map_img.copy()\n", "map_img[map_img <= 210.] = 0\n", @@ -91,27 +130,29 @@ "\n", "map_height = map_img.shape[0]\n", "# map_width = map_img.shape[1]\n", - "map_img" + "map_img\n", + "plt.figure(figsize=(10, 10))\n", + "plt.imshow(map_img, cmap='gray', origin='lower')" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 69, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -124,27 +165,29 @@ ], "source": [ "plt.figure(figsize=(10, 10))\n", - "plt.imshow(map_img, cmap='gray', origin='lower')" + "# Calculate Euclidean Distance Transform (tells us distance to nearest wall)\n", + "dist_transform = scipy.ndimage.distance_transform_edt(map_img)\n", + "plt.imshow(dist_transform, cmap='gray', origin='lower')" ] }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 70, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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Fq64o4/frz+CraUfR481K3F9/hw1o1Io0Tub3O9kRCpBez+1lGyszCZXE9zhD/1dtYl1Ci6e7FEVaGpeb9IFbmt2t6G7jooc3nZe6fMmK857m6ZceY81rhxA64SiMR+8t5eCZjVt5v7Qw1mVERdJOjXeMteb1G1dE6uXu3pn7e4+PdRmO6+FNZ+GQl3n6pcdY/WpvQscfBS5NMCkNF9y8lZm7u8S6DGkm9LZPpIXxd8jkiKRdwIGXLGlOenjTWXTsf1gysJRR315Hm/+mkvn5CoKbN8e6NJEmsSZQQpv55bEuo8VTD5dIC7Ps4iTa1rE+HMDOUDkflvn4uMxLWah5LE5d6E3j++P+w0cPPcIpny1n++WDcaW1jNApjRQK8vGcQx07/O4uyXibYFmfHSEP3nXbHH8eqZt6uERaEE+3Ljx76nN1bnNt0WDmPnIErSetwLhc/G5oV/yXbuNXvd7n9NTt+Iy3iap1Rrormdtar+Ca+x7i97cMZkpxd3Z/0IH8casIrFsf6/IkziQVO/dncuvhpknmwvuitBc2zgf1twQKXCItyNqz8xiaXAUHeFc9r6qC1Tf0JHP61B9ucc94fSNmvId/tT2Wvw/txvqTQhQWruc/ha+TU09PWTxLdyWH5/iajf+wIM9d25kHJo6ix39LYM5irL959OxJZGwzuA40ceNhsKUo1mW0eApcIi2Eu01rLrh8Ml5z4EsYF826iryZC/drt4EAgY2bSH9jE4VvgPH5+OnoX3Do7XMZ0/Yr+vmo87jxzmvc1UsNXfIUM8+r4rktQ/lw6jFkLHPTbm4FSQvWEtq1S/N7tTQuN92OqX+tw5WlbbChg7xkZwyenk2ztmFVyB2DBbxkXwpcIi1E6eCe/Dx7IpBa6+N+GyTl3VYQqn/6RltZSfobU1n9VhJ/6HkB605rR/YZ67my81ecnV5U70SR8ayfL4l+eVPhnKn4bZAyW8WEkk58seMQPpt+JB0/h8zZmwisWtug10oSlystlUFt65+dfd63PekRmnJQxzZuN6d2+76xpR2UTV/k0YnVTfJccmAKXCItRHF/D9nu2sMWwJRKNzmfFh3U4rbWX0Vw0VI6LFoKj7p5vX1/njz5XDr/fClju32c0L1eUN3zlWlSuKzVFi5r9RV0/gr/2UG+rvByx6JzKZnRljbfBcmcuYHAmnUKYM1Ntzyuyv4A6pijPWhDJG8xB31oV0YGnX3Oh6Al/lI6v7cTzcIVewpcIi2AKzmZfqfuf6mwpvtWjsRsLG78k4SCBDZsJHPsRkrebcWAy2+i1cgN/K1gHAN8ptlMtOo1bk5MCTH96Dfg6Oqewc/Kk7lj/rmkv5JJ5ieLCW7fHusyJQq2HpVN63oGtW8NldPxfwc/ID3UtSMXtnqXusJcNPyuaCTMX+roc0jDNI/fgCJSJ1fbNtyc+8kBH/fbINvGdoraGKXgrl20f+wbUk5fwx+Gn0+/v97IifPPYlqlPyrHjyde4+bUVD9zB77KxAce5KT/rWHdXUPwdGgf69IkQrtHltR7F+Hru/rgmb+yUcd3m4PvGTsYldbPwtd66waQOKHAJSLMrgqR8+m66B84FCS4ZDntH/0G3/C1/G74hQy85+f0+HQMY3e3odI2rwCW7U7ljtbLmX3TY/xk8mKK7h6Cu31OrMuSRnBnZXJB4cx6tysLJWGrDj7QlHZNx+dwr+/vi/vR8ZWmGScm9VPgEmnB/DbIPZsO59p/3EJwwyZnnywUJLh4Gdn/nkLPS2Yzdmg/Trrtph/CV1moCr9tHmOgvMbNrdmrmHPjY3R6dzdmwGHgcG+GRFeoRz6XZU2rd7unp51AqBE9w1sPdZPpSmlMaQ32xqRjCW7VhKfxQmO4RFqAyp7t6eiuBPaetPTSVT9h12hDzpZvmnxQbXBTMRmvF5PxhmFsTj/+dXQXKlq7ybhyHWMLX0voOb728Bo3/8yfwsw3vuD8CTdzyF9XEdiwMdZlSQNsOC6Tbt66x1eVharoMt6Ajb8h6UEbImmHQn48UQ+XSAuw4krI9+z9x2NnqJxVTxUS3LI1RlWFWUtwUzG+D6aTOXYqnhGbOeeW2+j52Rhe2tW2WSwt1M+XxPfnPcEZkxew9ldD8OTnqccrzgVP2FnvNh+XtyZtdv3zdNXG6QlVS2wleV9q/cR4osAl0sy527XjtwMn7tf+183HkD1hQQwqqluoooLUN7+lxyVzeP2k/gy74+YfwldJqCLW5TWa17i5IWst313/OJd/+hVLnutHxZkDNbg+Drmzs7m0oP7LiU+sOYnglkZcsjOGDsc5MGayBr8NYQIhR59DDo4Cl0gzV3xWT85P33tZj6AN8dbbxxHa3TQzXTeKtQQ2bKTVq1N/CF+n3HUrwxaOYmZlFUGbmH9M3MbF+ek7WTn8WT5++glOnLSMoruH4Dr8EPV6xYs2WZye8V29m62amd+oOwBd6ekMbtu4Oxsb6o51w3HPr3/SVmk6ClwizZjxePCds2m/W9tLbCX5k8tiVFUjhMNX5stT8Zy6jt+ccTFH/+PGH8JXovIZL3e0Xs6Cm57k12+/wtp7Buuuxjiw5pxcenvrXqR9ZmUVPV9q3HxrJr8DV7X+plH7NkRJqIIFTx8a32+oWiANmhdpxkID+/Jy7yfYd3LFl3cVkrR840HNKh83QsEfZ7d/xM1vel1M0ent8Jy4FZ83wJ8K32ZYSuLd7Xhssou51z/GwxcW8sJrp9HlnW2E5umW/ljwHbel3lUSXtt+DKxs3PgtcLa345aiU2gzfj6J2QfcfNX7f26Med4YU2yMmV+jrbUx5hNjzNLwx+waj91tjFlmjFlsjDmtRns/Y8x34cceNUZ95yJOW3F2Sq13Wj340YjmcbdcOHzlPvgN7UYtptXpy3ngzHPo8dp13LPpcIqDBz8DeCx5jZs7Wi9n4fXVPV4b3+5N+eiBuNu0jnVpLYYrNZW+bev/2Xhn6WGESuPv+ytoQ8x54TD1bsWhhoTsfwPD92m7C5hsrS0AJoe/xhjTB7gA6Bve50ljfnib8BRwDVAQ/rfvMUUkitwF3Xlw9Ev7tc+rqqBgbEkMKmoawYVL6HnbVGYPzeTCK26mx+vX8eviwygOlibUPF/HJruYO/BVJjz+MAM+3cSqPw2mcsQA3NnZ9e8sjbZz1OE81umjerdLntr4JXlC6cl4HepyCGFJ25g43+ctSb2XFK21Xxpjuu7TPBo4Mfz5i8DnwC/D7a9ZayuBlcaYZcBAY8wqoJW1dgqAMeYl4Czgg4jPQET2Yzwevv9NFiNSS9j3fdU9q34Kc5fEprAmFNq9G8/kmfScDDMzsrio303s7uyjzZjV/LnrWxyW5E2I9R2z3an8vt0Cfn/lArZfXsazOw/jya+G0WaGm3bTd2AXLtfSLVHiSk4m5+cr652QtCxURavVjQ8164/P2G+almj5rDyZjLkJOlygmWvsGK721toNANbaDcaYPaM884CpNbYrCrf5w5/v214rY8w1VPeGkUxqI0sUabn8Q4/gkxMewW32/6W+YHkehf4NMagqdkK7d+P+fBZZQOjVJO7ufTlrT29NnzMX80jnCSQbF61cyXEfwPYsHXTHqOVUnulnhd/Pb9aOYs7UAvI/D5A2bwOBdRsgpB6OxggdWchfujwN9fzdmVKZQqspqxsXaozBfYJzs7/fPv9cctc0/zdUiSjag+Zr6yS1dbTXylr7DPAMQCvTOv6m8BWJc0XDkuhRzyzZLZX1V2HnfU/ePNj9eBpj+vyckNfFqlGp/OOcFxmVlhh3b/qMl95JXsb1mAQ9JlF2YRWTyrO4a+7ZpE/MIGNNFUnfLCBUkbhzlzW1JZcl0zup/jf5f145As+mxs2j5cnryF/7jm/UvvXZGSon/bVMBe441djAtckYkxvu3coFisPtRUCnGtvlA+vD7fm1tIuIA2wd40M8m+u+3b0lCZWWwvTvMEC3b+DJcWdz++0u/nT0BEambt5vOo14lupKYlRaGaOGvExwcIitoXIuW3o+pU/kkz5xDrYR6/21JJ78PH590jv1bhe0IYqm5NE1tKZRz7O7Xx4DfDuprxetMb4ob0PW5OUobsWnxvafvwNcHv78cmBCjfYLjDE+Y0w3qgfHTwtfftxtjBkUvjvxshr7iEgTKQqU0PUD9XgciJ0xn24XzOPFk47l5LtupvDLy34YcJ9I3MZFjjuNDw95j7cffhD7fjvKzj4Gd1ZmrEuLWyuu7MIVrervB3itpB09ny2qd7sD8e3wU+rQpL2/WTCa4JYtjhxbIldvD5cx5lWqB8i3NcYUAfcC9wNvGGOuAtYA5wFYaxcYY94AFgIB4AZrf7gt6OdU3/GYQvVgeQ2YF3GCMQQ61j6I+vIlF+H9ZkGTL1SdaALr1pP58noyX4ZZrbI5/9hbKbtxBxMOe4FchwY7O6WtO42Pek9kyyOlPLfjSJ7+30nkTHXT9rO1BNY2Pjg0J578PP7fhW83aAzf7946n+6rpzT6uZLWbGNbyLPXJZ9ocX+UFZcLaUu1htyleOEBHhp2gO3vA+6rpX0GcOhBVSciB811+CH8Z+i/qK0De83MPLr7G3cppKUK7tqF74PpJE9K4pKht7Dypx7uP/U1RqdtwWcS5/JsW3cav2yzlF+etZTK0X4+KsvkybUnsWx2Jwpe2oldsBQbaJn3tq0c04WrWr1LfRd9FlSV0+2d+BzjN7UiSPspOzXZaRzTTPMizYjx+dj+Fz/HJu//h+PDMh8Fz2/W+I5Gsv4qPJNnUvCp4cUOg3nw5K5sG1nOn/q9nXDhy2e81eO9DnkPDoEF55Rz4ZwrafN0OqkLNhAoWtdieko8eR259aKG9W79cd0IzNT59W4XCxdOvo7CuTNiXYbUQYFLpBnZetHRfHb4Q0Dyfo/d8O4Yei6euv9OcnD2rOs4diOZryR++ALom5TCvIGvsr1fGV9U5HDP3LNIn5hBm1nbCc1f2qzveltxVVfGtHoXqHspH4CZX/Wie6jxlxMBygva0cEd3ddzub+EXs9UYFtISE5UClwizciWY4Kku/YPWx+W+ej19Bb1bkXbvuGr47E8eFJnto0s4w9HvcspqdVjpLJdKXE/xxdUz/N1VloJZw15mcrBfhb7g1ww42ekv5tBu0/XEtxY3LwmWR10OC9c8Vi96yYCFAdL6fp+5DecbOqXRI47LeLj1PT79WfAPM29Fe8UuESakZ4FtU9oqt6tJmDtj4Ptxxr+03EwL+S1wbpdrBydytPnPZNQi2r7jJfDk7wsHPIy/sFBPijL4Nn1Q/luSSfSl3jJ/2gbLF8bl+sJNoQrIwP3/ZsZlFx/2AJ4t6QHSYvXRzSDu/EmUTB8eQRHqN23k/rStTKynjdxngKXSDPhSk6mc/r+M1irdysGwuGLdesxQPcp8PspV/HzCysSco4vr3FXj/kq+BAKIHhGiDnXB3ht+zG8tego0makkPfhZkJLVybGwHtjWPyXPiwueJKGXEoEeGH1ENI2rYzoaStOPYKXuj8MRK+Hq9L6yVgdtcOJgxS4RJoJV4ccbsj5L+Dbq/2GierdigcpE6bRbQK8mHcsD5zchZ1nlnDfkRMYmbY14cZ8uY2Lfr4k+nWYzd87zIaTYNrNfu5efg5rZuTRYVqIVtOKCG3bTqgs/u7q2zZmEB+e+Q+8puHBZ+uUDqTZFY1+Tneb1vS6d37ULyd+UZ5K+0nrtHZiAjDxPsiulWltjzG1zkAhIjW4UlPp8UWQx/O+/aHtwzIfj444k+DiZTGsTA7Ek9eRrSd1ZseoUu4/6i1GpO5s0HiieFcSqmB+lZcXthzH1PVdcX+URe5HGwisXB3zux9Nv76c/fJnXJPZ8MVOigIlXHnhjZiv5zT6eVf+eTALLn886v+/R02/gJyzFsf8dZUfTbLjZlpr++/brh4ukWbCVlWxvjx7r7afT7qcwsXTYlSR1KfmBKv/yhvKX07uQsqlG7in+3uclFKRsOEr3ZXMoGQYlD8F8qfgHxDk69u9PFh0Kt9934k20zy0n7yOwOq1TRcUjKF81ACu/OvbXNGquP7ta/j3jv64Zy9p9BxXrrQ0zjhtetT/PyutH/fEbIWtBKHAJdJMBI47nL93eRSongl9TaCErm9pGsREEVi3nqz/rMe84eORnNP4zUmdKD7RT0brUv5y6FsMTylLiDsda+M1bk5MCXFieAxY5Ug/n92dzpPrTmLxl93I/SZA6pQlBHeVODYFReDko/nHw08w0Hfwl2+fn3UsBeWzGv/cRxVwe7vH2fOzGS2/LR5AzrjvNT4zQShwiTQDnvw8Un6/jh7eH3+h/3rdGfg+/07L+CQYW1lJYG0RWS8VkfUS4HLzZKefcOfFneg1fCl/7PwOh3h9CRu+oPoOyOGplQwPB7DtV5Tx7M7D+HprT4pe6k77SUXVU1BEYcFtV0YGW849lHNvm9SosFUWqqLjRE9EvUjFA1LJdUd3sepK6+fj54aQs/2bqB5XnKMxXCKJzuVm5dhDWXLCiz80+W2QY/50I+2e0q3izYnxJsGhBaw9PZPepy/hj53eodCbnNDha1+V1s8HZdl8vbuAie8MJv+zcrxzV2D9Pw4Lt5WVdd4NaXw+OLQnW45sxWFXz+ex/E9qnZ+uIe7d3JfpwzoQ3LK1UftjDCvGHsHSE//duP0P4LmdHRh/fN/G1yWO0RgukWaq/Mx+TBzyEDVvNV8TKCdn+m71bjUz1l8FsxeQPxtK/p7EbX1/xpozsn4IX72TotuLEgs+462efDVtNvdfPZPtV5UzoaQHfvvj+KcXVw9i26wc2k/b+2JaeWs3W4YEGNB7Bb/P/xc9vb7wuKnGhS2AVz4YSvctjX/j4kpP5+YjPmv0/geyLZiGLUnMOdBaKgUukQTmSkuj8y+XUOjd+1bzd0sOxSxcocDVjFl/FXbOQvLn/Bi+1g3LInVYMS/1fXG/74lE5DYu2rrTuCpz417t12WNhyPAf8XegcuFqdHbF3n4LAqU0PW9yGaX331qHy5s9SHRnHsLYPbOztigAlciaT790CItUPkJfXii8wf7tU/d0X2vSzDSvFl/FaE5C8l94BuyRq/h5rOuoftb1/J5efP+Fe817r3+RfvS6t+KT8Izc3HjD2AMG35aRdsoz70VtCFmf9S7eS2z1AI0759GkebM5Wb9ZZVkulL2e+jb73rql3ELZf1V2NkLKLjhW/549Rju2XQ4ldYf67IS0geT+kc0cavxePm/vjOjWFG13xQfSfcX1kT9uOIsBS6RBOVK8nL1oV/X/liZfrQFPJ/OZM4pbTnm/lv4dfFhCl4HYVqln4KX4m9Aelmoio8fP5bA2qJYlyIHSb+VRRKVq/YfX78NkveF5t+SasGt22j/2DfMGtaOk267iW7vXc0vNhzNzMoqBbA63L38HEJLGr+Uzx4uE92RlHduOJ6c/y6I6jGlaWjQvEiCqhrcm3MzPmbfyRRDhHBVabi87C24dRsZr08l43VYmJrKr7tfRnmXDIpO9HDIgFX8uetb9PUmNaspJiKxfnsmnQORX7YLWROFan708SdH022XpntJRApcIgnI07UzGb9bTTfv/jNXf1SWSdo8LWYrBxYqK4P53+ObDz3eg4A3iV/2voK1p7fm8FGLeKDTuyQbF9nuVEpCFZTZ6rsBU4270fNZJRrf/zJiXcJ+1gRK6PpeeazLkEZS4BJJQKsuymde98epbVTAjmAqdndJ0xclCcv6q7DzvidvHmx/PI0xh1xLZbtUNh7jpc2CIOmrqqcf2NUznbY/X8WL3d8kO8ozp8eTNYEScmY2frD8HsbtwueK3luf+zedgnvO0kav6SixpcAlkmCMx0Pv05cc8NLPUytPILN8bRNXJc1FqLQUZi4gCej8YXXbngvUGTPA/04qp1z6C166+0H6Ju1/h2xzcN/Gn0S0WPUetncPLsv6J9FaQ3HSJ0fRrVSXExOVLtaLJBhXj678vtO7tT62IVCC7/HWmhJCHBMqK6PtM1O54fqb6Tbxah7e3pWdoeZ1meuzSUdGNB3EHtbnJsMVnTFcupyY+NTDJZJgNg9pR09v7T+65y68jIyP52qGeXGWtfjen07h+/Bxm+68edypbOrvpv3AjfylYDyDfCTs4Pt4DTYr/K3wrt6ssZkJTIFLJMGUdDH4jHe/9uJgKd7H2mD9kd/KLtJQwa3bSJkwja4TAJeb+3qcy7Zjcig+xc+vjnmPCzPWkOpKinWZDXb/plOicjkx2v62ZjjBdetjXYZEQIFLJMF0Pr72W9WvWXE2yerdklgKBQkuXUHm0hVkvgzj2/blPwPPZP3xHk49ZRZ3tZ9Mvic645mc4LdBPn/naDqVfRPrUvYyp7KSkofzSbEKXIksMft8RVood5vWnNJ+0X7tldbPqvE9NHZL4kpwy1Z870+n291TWH6Cm0uu+390f/Nabl4/gOI4XHh5Q7CcLm9ti3UZ+znnq+tIeWd6rMuQCClwiSSS7ExGpn+3X/Pftx5Gx7Hfx6AgkYYJlZXhe386BTd+y9KhXs698f/R/eOr+Loifi7eVViDCQajdjzPhu18VdE+omPMqayk52MBsOq7TnQKXCIJZNeROXRw79/+/GcnEtwaf+/MRWoTKisjZcI0CsbM4k8/vZhu717N5+Uu/DZ6YedgfVkBZz91B6EV0VsUOrh+EzNKu0V0jPOmXAvT50epIokljeESSRCu5GTSry/ab8LJj8u8HPL0VmL3p0qkkawlNHcRhdcZ/tZjNGvOySX/tNWc1WEOI9MXN8l4L78NcuO641h9Q0/ypn8T1TGQrsJunNrq9YhqS5mRqt6tZkKBSyRB2MMKeKLHU+w7ieK/Nx1H8PtlsSlKJBqsJbhsJXl/XYn9K7zTrg9vFv6EjYNS8Z64het7fsmAlFUcnhT5skJrAiUs9Wdy/6ozWLa8A22neGj3/nLspv0v1Ufq+59nMTSCkudVBcn/cIveTDUTClwiCWL1GRn0qGXtxLkbO5Jvt8egIhFnBDdvxmzeTO7XwAMwvt1hjG83lC0D22BdUNbe4D7mx+95A1xT+BUFSRv3Os7j64axans2oZAL11eZ+HZYsheX411VjGt9EYW2ekUGJwKNu20bbj7po4iO8eLWYwktXRWdgiTmFLhEEoAntwPXn//efu0r/SW0f6plLCYsLVdw82bYvJnshdVft65lm/faFICn915toR3bya3cuN+2TTF5aKAwn//LmEBjl/UJ2hCTxw8g3x9fU1RI4ylwiSSA4tO7cX3W+9S8zyVoQwx7+3YKPtXt4iLxdtPImuGp5EYwBm1OVYDO726LuwlYpfF0l6JInHOlppJ3+Yr9lkr5pDyFQ57YDCGN8BCJN4UnrIxo/1e2DYJlq6JTjMQFBS6ROFc1uDcvdH9rv/Yb3h1DcKmW8RGJN+527Tit3YJG7x+0IT5+fRChioooViWxpsAlEuc2DPLtNxXElxXQ6+ktul1cJB5lt+InaY2fiHhOVYD89+PrEqlEToFLJM4l7a5+x1vTLd9dQGj5qtgUJCKOWlrVHlO0IdZlSJQpcInEubQNQUI1pmNcEygh+4l0bKAp7rUSkYNlk724I5hC9Z9rhhIqLY9iRRIPFLhE4pjxeNh10W685sf1fM6acxVJn86JXVEiUqeNx7Wmqye1/g0PoGhmRy1E3wwpcInEK5ebpX/rzwf9nvmhqShQQtbjGerdEoljIS/73VXcUO+VJVPwfHGUK5J4oMAlEqc8nfN46MyX9lpPbtScq0j6bF4MqxIRp7y2O5u7n7qS4JLlsS5FHKCJT0XiVGnf9pycsg2onkn+h94tXWoQaVaCNsRN64ew6vLO5C7UzPLNlXq4ROLUuuM9pLt+XLbnuhXnaeyWSDOzxF9K3+duYPVP2xBcuCTW5YiD1MMlEo9cbo44dukPX5aFqlj/WlfaBXSruEi8q2jb8DsUR3x9A91/N42AVoxo9tTDJRKH3NmZHNd62Q9f/2bTIDq8tjCGFYlIQ3UctL5B2y2qKqPb41bLc7UQClwicShQ2ImLWlUvDRK0IT4cN4jgjp0xrkpEounm5f+Ha/qiWJchTUSBSyQOrR+aRo47DYAPy1PpMm5jjCsSkYbaVeGrd5tFVWWY37bRTTAtiAKXSBwKJVV/DNoQt0y4QotUiyQQ39jW7AzVPVP86KnXYaZ810QVSTxQ4BKJM8bnI+/EtQB8Up5C4dOaBFEkkWS+M497Nx1/wMeX+Evp+phLY7daGAUukThjj+rFMz1fBeDuBT8luHx1jCsSkYMRKitj6qauB3x85JSfq3erBVLgEokzGwen081bPbv8rpVZehcskoB2fZ1Ta/vOUDntX0/Rz3ULpMAlEmes+fHzY49ZiPFoujyRRNN2QYDiYOl+7TesOZ30j+fHoCKJNQUukTiWn7wDGrkIrojETtqH8/hr8f7juL57vQ+h0v2DmDR/+k0uIiISZaEqP2vLs/dqWxMoof10ha2WSoFLREQk2kJBZn9VuFfTtqAX77ptMSpIYi2iwGWM+X/GmAXGmPnGmFeNMcnGmNbGmE+MMUvDH7NrbH+3MWaZMWaxMea0yMsXaX5KumowrUhz4PLHugKJJ40OXMaYPOBmoL+19lDADVwA3AVMttYWAJPDX2OM6RN+vC8wHHjSGOOOrHyR5qeg77ofPv9wbW9sUAFMpDkIYurfSJqtSC8peoAUY4wHSAXWA6OBF8OPvwicFf58NPCatbbSWrsSWAYMjPD5RZqtslAVaS9k6fZxkWbigfWnEVy/KdZlSIw0OnBZa9cB/wDWABuAndbaj4H21toN4W02AHsmI8kD1tY4RFG4bT/GmGuMMTOMMTP8VDa2RJGEFiKEb7uuSYg0F5vKM7R2YgsWySXFbKp7rboBHYE0Y8wlde1SS5utbUNr7TPW2v7W2v5e6l8EVKS5MD4f7VN3xboMEYkC693761XzO8amEIkLkVxSPAVYaa3dbK31A28CQ4BNxphcgPDHPQvBFQGdauyfT/UlSBEJs/4Am8paxboMEYmUy82hQ5bt1ZS+ShMDtGSR/O+vAQYZY1KNMQYYBiwC3gEuD29zOTAh/Pk7wAXGGJ8xphtQAEyL4PlFmp9QkKJJnQGYVN4W33ItXC2SqNr4ymJdgsSRRq8ZYq391hgzDpgFBIDZwDNAOvCGMeYqqkPZeeHtFxhj3gAWhre/wVqr0cAi+3CHhy0+u+54ghsVuEQSlcuEYl2CxJGIFmmz1t4L3LtPcyXVvV21bX8fcF8kzynSEgRtiFUfdiPPvyHWpYhII7i7d+bitm/FugyJI7qgLBJnrAsW+Kvo9MH2WJciIo1k01Po7inZpzE2tUh8UOASiSPG5yP7JxuYWt4dVhTFuhwRaaTVI7Jo70754eupFUE6frEjdgVJzClwicSR8lOPYFyfl3l4wcmESkrq30FE4o7riN784pI38dZYTOX+tWcQmrsohlVJrClwicQJd9s29P3tPLJdyXi+aQVW1x9EEo27V08GvjSPqzI3/tDmt0FWvNNDP9MtXESD5kUkSoxh7ZheTOj4GF9WJNHpjdUEYl2TiBwU4/Ox7PepvN9uwV7tX1d46fTWev1Mt3Dq4RKJNWPYeuUg3rjhH3iNmwfWnEZw0+ZYVyUiB8HToT1r7uzHN8c+td9jYz75GYEVq5q+KIkrClwisRQOWy/+5kF6J6VSaf2se7ur1lsTSSDbLx/MTyYvZu51j9HWnbbXY19XhDjkcS3XJbqkKBI7xrBtTHXY6ptUfTfT/VuOIO/l79GMwCKJYfsVg3n2dw9xeFIy4N7v8Uu/+hkFC2Y3fWESdxS4RGLAlZHBqtsO4/UxP4YtgLELB9Bt69wYViYiDeFKTWXV7Ufy6pg9YWt/ldZP7sQkDZYXQIFLpMm5exeQ/M8dzOnxCD6z9y/qtP+lHWAvEYkX7sIerPpzCjMHPUyqy3fA7YLWkrzV34SVSTxT4BJpQsbno+ThAO/3/ATw7vXYhkAJrRdXxqYwEWkQd2EPOr28nvfzpwBJdW47rTIZ35rtGiIggAbNizSpPROb1uaxrUNImrakiSsSkYZyF/ag69h1/DN/SoO2/66iE3b9JoerkkShwCXSVIxhyxWl5Lhrv2z430VHE9q9u4mLEpGG2BO2nsybGutSJEEpcIk0EU9eR/52xPgDPp4yI7UJqxGRhvKf2l9hSyKmMVwiTWTzsM6cmlJKbbeOi0j8cbdtw9LbC3nt/x6hn6/u8Vq1+efi48gr/96ByiQRKXCJNAVjKDlz916L2e4roBsUReKG/9T+tLl3OfO7PorPHHzY8tsgKe+2gpCGzEs1BS6RJuDJ68j9R7xZ5zbth65rompEpC6brxvM3+94hmEpQfa9m7ihntvZmZxP1mj9RPmBxnCJNIHNwzpzemrdA+KTXHonLBJr5WcN5OE7nwqHrcbZGSrniedHEyjSmyj5kQKXiNNcbnaPLKnzcqKIxF7liAHc+8BzDK194vgGG/7dJeQ/OScqNUnzocAl4jBPXi5/OfKterdbOj+/CaoRkdq40tLoeM+yiHq2gjbEMzs7kvmbFEJlZVGsTpoDBS4Rh205qRMjUnfWuU1ZqIp2M0wTVSQi+9ryf4fzVJf3IzrG+NJs3jpvKHbG/ChVJc2JApeIk1xudp1Z/+XEiWXtaPvp6iYqSkRqKjnvGB7+9RNkulLq37gO97x7IaH5mgZCaqfAJeIgT14ufzpiQr3b3fXhBQTWrW+CikSkJtOvL3+4/1mOTY78z6F3p/6kyoHpu0PEQZtP7sTItK11blN9OVE/iiJNzdOtCzmPr41o3FZNyf22ReU40jxpHi4RpxjD7pEl+Ezd8/i8U9qetp9qvh6RpmS8SSy6ty0rutTfA90Q24NlpLySFZVjSfOkt9UiDvHk5zXocuI9H52v+XpEmtj2C/sxddijUTvevZtOIPPdeVE7njQ/ClwiDtlyUidOT91S5zYloQq6vB9qoopEBMB1RG9+/9vnyXFHZz2tslAVk8cP0FQQUicFLhGH7BxZQqqr7jXYPirLIXXBhiaqSESMN4mtfw4wPLUyasf86eKz6fzInKgdT5onBS4RBxiPh+O7rKh3u1/OOJvAOgUukaay5bJ+TDjshagd78sK4O5s9W5JvTRoXsQBpm8Bt7V/Dkg94Dbbg2V0etEDIa2hKNIU3IU9+NPdz5PrSY/K8a4tGsyyu/vgmTYzKseT5k2BS8QBG07IpnfSgcMWwJsl3Un5dimKWyJNwBgWX9cuapcS793cl7WXdMSzRGFLGkaXFEUcsKtX/THqgQWnENxV0gTViIi7ZzceHfXvqByrLFTFxCeHElyyPCrHk5ZBgUvEAYW9i+p83G+DpL+bocuJIk1kyXU5jEitiMqxLlp+Ju1fXxiVY0nLocAlEmXu7GyG5dS9ntoHZRm0+3RtE1Uk0rK5C7rzyOh/R+VYl60eiv+KZII76l6QXmRfClwiUWayWnFa+oI6t7lr7tma7FSkiSy5NofhKZHfRTi1Isi6XxUQWKmF5uXgKXCJRNnuw9vTyX3gyUx/uJxobRNWJdIyuQu68+Dol3CbyP7cVVo/l796I55PNUheGkeBSyTKivu5yXYf+A7FKZVuXU4UaSJLrs1hRGrkN6dcunI4PR5cHIWKpKVS4BKJJpeb3MHr69ykIuTFVlU1UUEiLVe0eremVfrZem9Xglu3RakyaYkUuESiyNO+HXd3e7/ObTp5dhLKb9dEFYm0TMbjYcV9aYxKi2zs1s5QOZe9dAueT2dFqTJpqRS4RKJo16AuDEneXec2vZNSWXKLD3d2dhNVJdLyBI47nA+OeSri45wy53K6/WWWxlxKxBS4RKKoaHiIdFdyvdvNP/lpek/ayZrfDcEMOAzj0aIPItG0aoSPbt7IlvAZtnAUOdeWEKqIzvxd0rIpcIlEUdY8L0F74DsU90h1JfFA7izmX/04j457muI3e7Dmt+Hw5fM1QaUizZc7K5OfDpva6P0rrZ+TFowm+fIAgXV1j8kUaSgFLpEo6jh+OUdOu4SiQMPuinIbF4XeNGb1f53511aHr7afpbDm3iFUDR+AKy3N4YpFmp+NF/Th9znfNnr/3m/dSMr5uxS2JKqMjfPr0q1Ma3uMGRbrMkQazHiTqBx2BMVXl3FZ4TRubb0Qn/Ee9HG2B8u4ae0ZzPywD5nLQ6RsDZIycxXBLVs0nkTkANxZmRROLuXh3BmN2n/YwlEkX1JJYOOmKFcmLcUkO26mtbb/vu0KXCIOcrdpzbpLDuGSqz/ijtaRLXS7JVjKF+W53P7pBfT6ZymulUVaXkRkH5uvG8xXv36EVFfSQe97z6bDmXtGRwIbNjpQmbQUClwiMeTu2Y3FN7an71GreLb7eHLckV0qXOIv5aXtg3jr9ePp8vZmgouWRqlSkcTlzs6mcNLuRvVujS9pxRM3no/348b1jInsocAlEgeMz0fZ8CNw3VDMG73HRhy8AD4s83HDxDEUvLgb5i/F+jWpqrRAxrDyL4P47tJHD/oS/oZACefd9gvSxjV+3JfIHgpcInHE+HwEhvRl1cgkzj/5G25tOyUqvV6/LTqTeR8cQuf3dip8SYsSOLkfDz3/BIcn1T8tS01BG6Lne9fS6/rZ2EDAoeqkJVHgEolTrrQ0qo45hFUjvdw2/D3GtFreqPEnewRtiCX+Cu4tOpP5H/ai29h1BFYXQSgYxapF4ocrI4N2Hxte6vLlQe/75y29+Pr0HrojUaJGgUskAXhyO7D15K5sHVHBH/tN4Lz0rRGtAxe0IT4sT+Wu787GNzGT9pPXEVizTuFLmpWNtw7h69sfbNCkwzVtCJRw7i9+Qfp/dSlRokeBSySRGIMnryPLr+7Cc5c+ziAfES/A67dBJpencuf8s/G9k0XO5CICa9crfElC8+R15KJPv+XijK0HtV/Qhuj5/rUUXjtLPwMSVQpcIonIGNyFPVh3eg6Hnb+Q3+a9Rw9PStTC1x3fnUPyO5nkTFpLoGid5veShOPu24unP3iOzp6DW8bngpUns2u0Ibjl4IKaSH0OFLi0gJtIPLOW4OJldFi8jK3/SuPWLmNYd2pbBl44l6vafYnLhDgiiYO+K8tr3AxPrWT4Ma/gHxhk8q/C4evdTHI+WUtgbZFDJyQSXaFkz0EvmfL0jjy23dEJs2WuIzWJ1EY9XCIJyJWWhisrEzxu1p/ZifZnr+b+bm9yZITrMPptkI/L07jxk8toN9VNu08VviS+LX9gEMsufLpB2wZtiMFz/o8293gIzV3kcGXSUumSokgzZrxJmN7d2Xp0NmkXr+ehnm9wWJI3okuPldbPR2WZ3PrxpbSd7qLdZF12lPjiyevIlZ99xTnpu+rddnuwjOOnX03nazbqMqI4ypHAZYzJAp4FDgUscCWwGHgd6AqsAs631m4Pb383cBUQBG621n5U33MocIkcnD3hq2h4a/z9dzN2wHMcmeSJKHyVhar4uLw1v5o3msDCVriChk4flWK+na8BxxIzOy4dzGd/qX8Zn+JgKSc9eQedH5pFqKKiiaqTlsqpwPUi8D9r7bPGmCQgFbgH2Gatvd8YcxeQba39pTGmD/AqMBDoCEwCCq21df62VuASiYAxuA7rRdHw1nQ6fRV/7vpWxD1fe8yrquC8b6+h9dupZE2YR6isLAoFizSM8Sax+c2uzOz3Rp3bFQVKOO3pO8m//1u9OZAmEfXAZYxpBcwFutsaBzHGLAZOtNZuMMbkAp9ba3uFe7ew1v4lvN1HwO+stVPqeh4FLpHoMB4Ppk9P1p7emq6nr+TPXd+irzcp4vC1PVjG1atGMefbnvR8rQQ7a5H+sInjqk7rz3/+9TD5ddyd+EZJJo/98gJSJ8zQ96Q0GSfuUuwObAZeMMYcAcwEbgHaW2s3AIRDV054+zxgao39i8Jt+zHGXANcA5BMagQlisgeNhDAzvuevHkQeMDDLw+5guUXZXPu6V9zdetv6OxJbVT4ynanMq7HJOgxiTnnVPLTz68nb6KHzK9XEdi4yYEzkZbOeJMouWlXnWHrtd3Z/Ov6s0mdrElNJT5E8tbWAxwNPGWtPQooBe6qY3tTS1ut3WvW2mestf2ttf29RHbXlYjszwYChOZ/T7d7pjDnhCyuH30Nh4y9gbdLD24uo30d6fOx8rTn+OzRJxk2aSnLxx5F+VkDcbfPqX9nkQaqPPlw3jr8+QM+vsRfytO3notn8swmrEqkbpEEriKgyFq75+3DOKoD2KbwpUTCH4trbN+pxv75gBavEomx4K5dhOYspPudU3jmjFPpMXkMr+3OpizU+IWvvcbNba1XsOykF3jzsYe46n9TWTvuUCpHDMCdlRnF6qWlqa93qzhYylnP3IHvo1lNXJlI3SIdNP8/4GfW2sXGmN8BaeGHttYYNN/aWnunMaYv8Ao/DpqfDBRo0LxI/PF0aM+2k7pRfEYlFx42g9+0m4UHd8TjvYqDpTyxbSD/+eI4uk4Mkjx1CcFd9d/SL7LHjksHM/6+v9cauII2ROF/r6fnbdM1Zktixqm7FI+kelqIJGAFMIbqXrM3gM7AGuA8a+228Pa/onrqiABwq7X2g/qeQ4FLJLbcbVqze2gBIa9hw7Fw6Yn/46bW02jrTqt/5zoUB0t5atsAXvzieIUvaRB3dja9J+3kgdzae69+seFoFp3RluCm4lofF2kKmvhURKLC3aoVFYMKWTXSzZ2nTGRM5qqDXlpoX1uCpTyxbQAvfj6Uru/68X27hNDu3VGqWJqLLdcO5n+/qX3ered2duC1a07H9b/ZMahM5EcKXCISdZ68jmwZ1oUtR1uOOHo5f+z8Dod4fRFdetwSLOWxbQN5+bPj6TJR4UvCXG62TOhR67xbY3e34d/XjML1hcKWxJ4Cl4g4yniTMH16sOaMbIacNZeH8iaT7kqO6Jjq+ZI9jM/H4Gm7ubfdwr3a/TbI0Q/dRMd/fBOjykT2psAlIk3G3aoVW8/qy86RJdx35AROSNkQ8ZivfXu+kqct1ZivFsRd0J27PnqToftk+F8XH8as03I1bkvihgKXiMSEJz+Psr65bPxZJX858i2GJG8iJwoD7p/YNpD/Lj2KpC9akff2GmxFJcHNm6NUtcSb4huGMO2ex/Aa9w9tW4Kl/PSW20h9U5ObSvxQ4BKRmPPkdqDsiE6sHuniyqFfcF32zIh7viqtn9mVLpZUtecP751L1iJDzrvL1ePRnBjDzvd6MPXIcXs1n79iGLuGlWArK2NUmMj+FLhEJK64szIpH1TIqnPg8ZP+w6kppXv1XjRW0Ia4af0Qpj95FG3HzdeYr2bA3a4do75YyHVZ635o89sgRz9yEx3/prFbEl8OFLgim8VQRKSRgjt2kvThdAqvmcGTJw7j2HtupO+Ui3mnNJVK62/0cd3GxZN5U/nsjw9x1Jc7WfnnwXi6dgZX5GFOYsPfK4+zM5bs1TavKkjncVqsRBKHerhEJH643HjyctndryPrz6/izqM+5qKMFRHd7Ri0IcaXZvN80XGs+6ALuV+XggXPig267JgglvxrACtH/GuvtqHf/ZTUUet1OVHiji4pikhicblxt0pny+g+nHLr1/wxZ07ESwsFbYhdoQoAnt15GM+8fyo9x+4gNO97iPPfhS2Vp0N7zvx0/l6XEyutn2N/ezNtnpsSw8pEaqdLiiKSWEJBgjt2kv3iFOae2YkjH76RPt9cwryqikYvrO02LrLdqWS7U7mj9XKWXvIU9771MsvHHkH5WQNxpUU2gF+ib9WYHlyVuWavttWBKnL+p95JSSyeWBcgIlKfQNE6Ov59Hbjc3NXrUoqPbUv2hUVk+8o4slUR12TPavTdjoOS3Sw78d8UH1/KA1uOZfzkQXR9rwrPV/Ox/sYFO4kOT4f2XH3J+/vdTBG0Rj2SknB0SVFEEpMxALizsigb0pPVIw3XHfcZV2XNiXiqiQ2BEq5YegHLZ+fT9b0qvDOW6m7HJubKyGDp0z1ZdOKz+wWumZVV/HbY+QRWrIpNcSJ10BguEWn23NnZ1eHrTMP1x03mZ5nfke1OjeiYGwIl/KX4JD57YwDtp1cofDUFY1j6yEAWn/NkrVOFHDr1YvLO/R5CwRgUJ1K3AwUuXVIUkWYjuH07vvemU/gefJbdmbdPOYXsG9bwnx7jGx28cj3pPNpxOtw6naJACQ9tHso7kwfTbqYl+4uVBDZuivJZtGyu1FQ2/OxIPhn9N7wmfb/HgzaE+8tMhS1JOOrhEpFmzZWczK5RR7Lj/3bztyPGR22C1ZJQBeNKOvPH6SNoP9FXHb42FWtsUQTcrVqx+IkezDrpSTJdKbVuUxQo4Wejr8XOXtDE1Yk0jC4pikjL5nLj6dSR4pPzKRu5i6t6TSHdXcH/ZSw/4B/3hioJVfD67q7cN/0McicmkfWlwtfBch3Rm4wnihnb7eM6A/HY3W145eRjCKzTpKcSnxS4RET2cLlxJfswKcmUDu7JmjMttxz3CWMyF0UcvspCVbxRks8fpo0kd2ISmV+sIFi8WeGrDtuvGMzt97zC+ek769224PMr6H7xXL2eErcUuERE6uDOzqb02ALWjITRA2Zxfdsv6OJJwme8jT5mWaiKcSUd+cOskWR8nUruuGWa3b4Gd1Ymy+7sw7iLHuLwpPpXEwjaEEc9cCO5D2r9RIlfClwiIg1kfD5cPbuy8fjWZJ+7jmcLXqGbd/8B3Aej0vp5dXcef5k7nJSv0un4wQaCy1ZGqeLEEzi5H+3/uIIXun7c4FA7s7KK34y4hODCJfVvLBIjClwiIo1gfD7sEYWsHpHB4NO+47e5H0QcvgDeLk3n9rcvpc130GbKJoLLV7eIO+/chT1YfF073vjpo/TzJR3UvoVfXE63i+bpcqLENQUuEZEIuZKTCR1ZyOoz0hh86nx+nfsBPSIMX0EbYnql5bJvr6TV5FRyvthU3fMV57+bD5a7oDtLrsvhkdH/ZkRqxUHvvz1YxojbbyPj9akOVCcSPQpcIiJR5EpNJXhEAatHpPLzn37Amenzoxa+Lv7mZ2R+nUyHSYkfvtwF3VlybQ4Pjn6JUWlljTpGSaiCI1+7lZ6/mo2trIxyhSLRpcAlIuIQd1Ymgd5dWX1GKtn9NnNd9y85OXUFee5U3MbVqGP6bZBplYbbF59HxcT25H68MWEuOxqPB3NoIUsvacWDo19iRGpJo18HgJ8sOhPPqG2ESkujWKWIMxS4RESagPF4cKWmEji0G5sGpnH8xTP5VfvJ5Hoa3/vlt0GmVLq58/tzqXwvJ67Dl7tnNxb/LouJxz1BoTc5oqAFcPayn1B5WQqBVWuiVKGIsxS4RERiwJWcTNkph1N5/Tau7PYNY1qtjWime78N8nWFlzu/P4ekF1rTat4WQitWYwOBKFZ9cIzHg6tbZ5Zc054Hz3ox4h6tPc5e9hMqL00msHptFKoUaRoKXCIiseRy427Tmg3nF5A8chN/7TWewb5gROGr0vqZUuHjrsVnUzkxh9xPNhJaucb58OVy426VTrCwM5uPTseM2Mrf+oznxGR/VIIWKGxJ4lLgEhGJF8bg7tmNDad1IHXkRv5WOI5BPiIKK0Eb4utKF7cvOg87ri1tXp6J9VdFsWjw5HVk1eVd8Q3ayi96TWJA8hp6eFKiFrKgeoD8SXMuI+eGcoUtSUgKXCIi8ahG+HKdtoVbCj7l4oziiELMzlA5Q779GbmP+fBOXxzxYHNPXkdWjunKzRdN4OrMtVENWDWVhCo48vVb6XmP7kaUxKXAJSKSADxdOrH+zE4ET9nOr/u836D1BQ9kTaCEe9efzoxxh5G5KkjmrE3YXbsJbtl6wH2MNwl3fi4YQyCnFavPSOOmcydyXeZqx4IWVIetI/57KwV3KWxJYlPgEhFJMJ7uXVk3oiOVQ3fzy8M+4sKMdY1e23FnqJyiAHxeVsjzywdT+VVbTKj6sYqjyijIrV7jsW1yCbd1+ASvCZHhCtI5grsrG0phS5oTBS4RkQTmbp/DxrN7UDK0jF8f9R7npq8n1XVwS+PEoyX+Us4Y9wtdRpRmQ4FLRKQ5MAZ3Tjt2ntCdjWdWcu+AdxMyfG0PlnHT2jNY/Y9epL49Iy7nFBNpDAUuEZHmZp/w9ZsB73Fu+hrSXcmxruyAlvtLOH3K9eS9kETyV4s0e7w0OwpcIiLNmTF42uew/YRubBoZX+EraEOML83m17NG0258Cunj1aMlzZcCl4hIS7EnfJ1YHb7u7f8uP0ldFdHyQo2xIVDC7zb+hG/GHUXn/66rXp4nzv/miERKgUtEpIXydGhP5SF5bDnsx94u64bg0J38rNfX3JC1PKIZ7/f1dmk6d0w/l87PuUmatoTQ7t1RO7ZIvFPgEhGR/Xg6tGf1FT249OJPuCZrLtnu1IM+xoKqcjYG0/n76uEsn9GZgn9tIrh0hQPVisQ/BS4RETkgd3Y2ZYN7squzh91Dy/F4g9zY93O6Jm3mpORd+IyHElvJF+VtCOFifnk+/1k0EO/sdDp9sB3Xpm0Et26P+nJCIolGgUtERA6KOysTfD7K+nchmOTCUx4iZeYqCAWxVX5dKhSpxYEClycWxYiISPwL7qheVsj3XvGPbbEqRiTBObcwloiIiIgAClwiIiIijlPgEhEREXGYApeIiIiIwxS4RERERBymwCUiIiLiMAUuEREREYcpcImIiIg4TIFLRERExGEKXCIiIiIOU+ASERERcZgCl4iIiIjDFLhEREREHKbAJSIiIuIwBS4RERERh0UcuIwxbmPMbGPMxPDXrY0xnxhjloY/ZtfY9m5jzDJjzGJjzGmRPreIiIhIIohGD9ctwKIaX98FTLbWFgCTw19jjOkDXAD0BYYDTxpj3FF4fhEREZG4FlHgMsbkAyOAZ2s0jwZeDH/+InBWjfbXrLWV1tqVwDJgYCTPLyIiIpIIIu3hehi4EwjVaGtvrd0AEP6YE27PA9bW2K4o3LYfY8w1xpgZxpgZfiojLFFEREQkthoduIwxI4Fia+3Mhu5SS5utbUNr7TPW2v7W2v5efI0tUURERCQueCLY91hglDHmDCAZaGWMeRnYZIzJtdZuMMbkAsXh7YuATjX2zwfWR/D8IiIiIgmh0T1c1tq7rbX51tquVA+G/9RaewnwDnB5eLPLgQnhz98BLjDG+Iwx3YACYFqjKxcRERFJEJH0cB3I/cAbxpirgDXAeQDW2gXGmDeAhUAAuMFaG3Tg+UVERETiirG21mFUcaOVaW2PMcNiXYaIiIhIvSbZcTOttf33bddM8yIiIiIOU+ASERERcZgCl4iIiIjDFLhEREREHKbAJSIiIuIwBS4RERERhylwiYiIiDhMgUtERETEYQpcIiIiIg5T4BIRERFxmAKXiIiIiMMUuEREREQcpsAlIiIi4jAFLhERERGHKXCJiIiIOEyBS0RERMRhClwiIiIiDlPgEhEREXGYApeIiIiIwxS4RERERBymwCUiIiLiMAUuEREREYcpcImIiIg4TIFLRERExGEKXCIiIiIOU+ASERERcZgCl4iIiIjDFLhEREREHKbAJSIiIuIwBS4RERERhylwiYiIiDhMgUtERETEYQpcIiIiIg5T4BIRERFxmAKXiIiIiMMUuEREREQcpsAlIiIi4jAFLhERERGHKXCJiIiIOEyBS0RERMRhClwiIiIiDlPgEhEREXGYApeIiIiIwxS4RERERBymwCUiIiLiMAUuEREREYcpcImIiIg4TIFLRERExGEKXCIiIiIOU+ASERERcZgCl4iIiIjDFLhEREREHKbAJSIiIuIwBS4RERERhzU6cBljOhljPjPGLDLGLDDG3BJub22M+cQYszT8MbvGPncbY5YZYxYbY06LxgmIiIiIxLtIergCwC+stb2BQcANxpg+wF3AZGttATA5/DXhxy4A+gLDgSeNMe5IihcRERFJBI0OXNbaDdbaWeHPdwOLgDxgNPBieLMXgbPCn48GXrPWVlprVwLLgIGNfX4RERGRRBGVMVzGmK7AUcC3QHtr7QaoDmVATnizPGBtjd2Kwm0iIiIizVrEgcsYkw6MB2611u6qa9Na2uwBjnmNMWaGMWaGn8pISxQRERGJqYgClzHGS3XYGmutfTPcvMkYkxt+PBcoDrcXAZ1q7J4PrK/tuNbaZ6y1/a21/b34IilRREREJOYiuUvRAM8Bi6y1D9Z46B3g8vDnlwMTarRfYIzxGWO6AQXAtMY+v4iIiEii8ESw77HApcB3xpg54bZ7gPuBN4wxVwFrgPMArLULjDFvAAupvsPxBmttMILnFxEREUkIjQ5c1tqvqH1cFsCwA+xzH3BfY59TREREJBFppnkRERERhylwiYiIiDhMgUtERETEYQpcIiIiIg5T4BIRERFxmAKXiIiIiMMUuEREREQcpsAlIiIi4jAFLhERERGHKXCJiIiIOEyBS0RERMRhClwiIiIiDlPgEhEREXGYApeIiIiIwxS4RERERBymwCUiIiLiMAUuEREREYcpcImIiIg4TIFLRERExGEKXCIiIiIOU+ASERERcZgCl4iIiIjDFLhEREREHKbAJSIiIuIwBS4RERERhylwiYiIiDhMgUtERETEYQpcIiIiIg5T4BIRERFxmAKXiIiIiMMUuEREREQcpsAlIiIi4jAFLhERERGHKXCJiIiIOEyBS0RERMRhClwiIiIiDlPgEhEREXGYApeIiIiIwxS4RERERBymwCUiIiLiMAUuEREREYcpcImIiIg4TIFLRERExGEKXCIiIiIOU+ASERERcZgCl4iIiIjDFLhEREREHKbAJSIiIuIwBS4RERERhylwiYiIiDhMgUtERETEYQpcIiIiIg5T4BIRERFxmAKXiIiIiMMUuEREREQc1uSByxgz3Biz2BizzBhzV1M/v4iIiEhTa9LAZYxxA08ApwN9gAuNMX2asgYRERGRptbUPVwDgWXW2hXW2irgNWB0E9cgIiIi0qSaOnDlAWtrfF0UbhMRERFptjxN/Hymlja730bGXANcE/6ycpIdN9/RquJbW2BLrIuIoZZ8/i353EHnr/PX+ev8E1OX2hqbOnAVAZ1qfJ0PrN93I2vtM8AzAMaYGdba/k1TXvzR+bfc82/J5w46f52/zl/n37zOv6kvKU4HCowx3YwxScAFwDtNXIOIiIhIk2rSHi5rbcAYcyPwEeAGnrfWLmjKGkRERESaWlNfUsRa+z7w/kHs8oxTtSQInX/L1ZLPHXT+Ov+WTeffzBhr9xuzLiIiIiJRpKV9RERERBwWt4GrJSwBZIzpZIz5zBizyBizwBhzS7i9tTHmE2PM0vDH7Br73B1+TRYbY06LXfXRYYxxG2NmG2Mmhr9uMecOYIzJMsaMM8Z8H/4+GNxSXgNjzP8Lf9/PN8a8aoxJbs7nbox53hhTbIyZX6PtoM/XGNPPGPNd+LFHjTG1TbcTdw5w/n8Pf+/PM8a8ZYzJqvFYsz//Go/dboyxxpi2NdpaxPkbY24Kn+MCY8zfarQ3q/MHwFobd/+oHlC/HOgOJAFzgT6xrsuB88wFjg5/ngEsoXrJo78Bd4Xb7wL+Gv68T/i18AHdwq+RO9bnEeFrcBvwCjAx/HWLOffweb0I/Cz8eRKQ1RJeA6onPF4JpIS/fgO4ojmfOzAUOBqYX6PtoM8XmAYMpnpeww+A02N9bhGc/6mAJ/z5X1va+YfbO1F9I9lqoG1LOn/gJGAS4At/ndNcz99aG7c9XC1iCSBr7QZr7azw57uBRVT/IRpN9R9iwh/PCn8+GnjNWltprV0JLKP6tUpIxph8YATwbI3mFnHuAMaYVlT/EnoOwFpbZa3dQct5DTxAijHGA6RSPSdfsz13a+2XwLZ9mg/qfI0xuUAra+0UW/3X56Ua+8S12s7fWvuxtTYQ/nIq1XMzQgs5/7CHgDvZexLwlnL+Pwfut9ZWhrcpDrc3u/OH+L2k2OKWADLGdAWOAr4F2ltrN0B1KANywps1t9flYap/0YRqtLWUc4fqHtzNwAvhy6rPGmPSaAGvgbV2HfAPYA2wAdhprf2YFnDu+zjY880Lf75ve3NwJdU9FtBCzt8YMwpYZ62du89DLeL8gULgeGPMt8aYL4wxA8LtzfL84zVwNWgJoObCGJMOjAdutdbuqmvTWtoS8nUxxowEiq21Mxu6Sy1tCXnuNXio7mJ/ylp7FFBK9WWlA2k2r0F4rNJoqi8XdATSjDGX1LVLLW0Jee4NdKDzbZavgzHmV0AAGLunqZbNmtX5G2NSgV8Bv63t4VramtX5h3mAbGAQcAfwRnhMVrM8/3gNXA1aAqg5MMZ4qQ5bY621b4abN4W7Tgl/3NPN2pxel2OBUcaYVVRfMj7ZGPMyLePc9ygCiqy134a/Hkd1AGsJr8EpwEpr7WZrrR94ExhCyzj3mg72fIv48bJbzfaEZYy5HBgJXBy+TAQt4/x7UP2GY27492A+MMsY04GWcf5QfT5v2mrTqL7a0ZZmev7xGrhaxBJA4ST/HLDIWvtgjYfeAS4Pf345MKFG+wXGGJ8xphtQQPUAwoRjrb3bWptvre1K9f/vp9baS2gB576HtXYjsNYY0yvcNAxYSMt4DdYAg4wxqeGfg2FUj2FsCede00Gdb/iy425jzKDw63ZZjX0SjjFmOPBLYJS1tqzGQ83+/K2131lrc6y1XcO/B4uovolqIy3g/MPeBk4GMMYUUn3j0Baa6/nHetT+gf4BZ1B9195y4FexrsehczyO6u7QecCc8L8zgDbAZGBp+GPrGvv8KvyaLCaB7s6o53U4kR/vUmxp534kMCP8PfA21d3rLeI1AH4PfA/MB/5D9R1JzfbcgVepHq/mp/qP61WNOV+gf/g1Ww48TngC63j/d4DzX0b1WJ09v/+ebknnv8/jqwjfpdhSzp/qgPVy+HxmASc31/O31mqmeRERERGnxeslRREREZFmQ4FLRERExGEKXCIiIiIOU+ASERERcZgCl4iIiIjDFLhEREREHKbAJSIiIuIwBS4RERERh/1/WBiKrNNv7bcAAAAASUVORK5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+ "image/png": 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", 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" ] @@ -156,34 +199,32 @@ } ], "source": [ - "# Calculate Euclidean Distance Transform (tells us distance to nearest wall)\n", - "dist_transform = scipy.ndimage.distance_transform_edt(map_img)\n", "\n", "# Threshold the distance transform to create a binary image\n", "THRESHOLD = 0.17 # You should play around with this number. Is you say hairy lines generated, either clean the map so it is more curvy or increase this number\n", "centers = dist_transform > THRESHOLD*dist_transform.max()\n", "plt.figure(figsize=(10, 10))\n", - "plt.imshow(centers, origin='lower')" + "plt.imshow(centers, origin='lower', cmap='gray')" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 71, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -197,27 +238,27 @@ "source": [ "plt.figure(figsize=(10, 10))\n", "centerline = skeletonize(centers)\n", - "plt.imshow(centerline, origin='lower')" + "plt.imshow(centerline, origin='lower', cmap='gray')" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 72, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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NN9rPSvpu0/PmG22Vxu07249lZs+pPhoG4BQMDg5qdXU17DJ6XrVa1bvvvqubN28ql8tpampKH/rQh7S9va0bN26EcpUbWpPJZEI5nSjVr1Ds9g3m8TOnPWn+uHlZ7i7tx3LOvSjpRUkyM8ZSgRbEYjE551jKoI1qtZq2tra0tbUlz/OUy+X04Q9/+Gi7oZWVFdZD6xLZbFazs7OhHHtgYIAV5nvISQPXsplNNka3JiUdjnnOSzrX9LxpSQuN9ulj2gEEbGhoqC/2TuxUh+HrjTfeUCKR0MTEhJ588kmVSiVtbGxoeXmZOTodKplMan9/P7TT8b2+0Xy/uZ9J88d5RdKzjdvPSvpWU/szZhY3swuqT47/fuP0Y8HMPtG4OvE3m14DICCe5ykSiXAqq0Ps7e1pdnZWr732mubn55VIJPTkk0/qzJkz4sLtzhPmHyvRaFTOOeZe9pB7jnCZ2dck/bKkUTObl/Q/SvqSpJfN7POSbkn6nCQ5594ys5clvS2pKukLzrnD75bfUv2Kx6SkP238AxCgVCoV2vwT3F0+n1c+n9fc3Jymp6f11FNPqVQqaWFhQdvb24x6hczMlEgktLi4GMrxx8fH2RWix1in/0/NHC7g5IaHh7W7u8v6W10im81qampK2WxWpVJJKysr2traYv5dCHK5nFKpVGih54knntCNGze0vb0dyvHRktedc1fubGSleaCHJRIJ5m91kUKhoKtXr8rMlMlkND4+rocffliStL6+rqWlJfbVa5OhoaFQR5jCWvsLwSFwAT0qmUzyy7lLOedUKBSOtmLyfV/Dw8O6fPmyYrGYdnZ2tLGxoY2NDUa/AuB5nqLRaGhzH6PRqGq1GosV9xgCF9CjBgYGWHurR1SrVa2srGhlZUVmplwup6GhIZ07d07ValVLS0taXV1lqYlTEubaW1J9KsDhxunoHQQuoAflcjkVi0WucOpBzjltb29re3tbN2/eVCKR0JkzZ/Sxj31M6+vrWlhYYLHMFo2Pj+vmzZuhHT+RSHBlcQ8icAE9KJVKaXl5Oewy0AZ7e3u6efOmbt26pbGxMT322GOq1WpaXl7W9va29vb2wi6xq8RiMdVqtVBP1U5MTOjNN98M7fgIBoEL6EFmxtytPnMYspaXl48WWD1z5ox831ehUNDS0hKLaN6H8fHx0E/Fx2IxRrh6EIEL6DGxWIxRjT53uMDq7OysfN8/Wm7i537u57SxsaH5+Xkm2x/D930lEgndvn07tBpyuZx2dnb4g6kHEbiAHhOJRPhliiPValWbm5va3NyU7/saHR3VE088oY2NDd26dYvvlSYTExNaXV0NNeykUinWzetRBC6gxyQSCe3s7IRdBjrQ4RWNy8vLmpiY0BNPPKFqtaq5uTltbGz09ahKLBZTMpkMdXRLkqampjQzMxNqDQgGgQvoMdFolFEL3JVzTktLS1paWlI8Hte5c+d04cIFlUolra+va319ve/28RsbG9Pa2lrYZSiVSjEloEcRuIAe4vu+Dg4O+nqkAg+mXC5rZmZGZqZsNqvh4WE98cQTkqRKpaKNjQ2trq729CK68Xhc6XQ69NGtZDKpWq3Gsh49ir0UgR4yODiovb09/kLGqUgkEhoeHtbo6Kii0ejR9kK9FgouXryolZWV0E/FP/LII6pUKrp161aodaBl7KUI9LpUKqWtra2wy0CP2Nvb08LCghYWFmRmGhoa0sWLF+V5nuLxuMxMkpTP57Wzs3MUxrpJNpuVpNDDllSftP/aa6+FXQYCQuACekQ6nWazWwTGOXe0f2Mzz/OUy+WUyWT05JNPamVlRUtLS10zAjYxMaHFxcWwy9D4+Ljy+XzXfG54cAQuoEek02ltbm6GXQb6TK1W09bWlra2tjQ/P6/JyUl99KMflSQtLy9rZWWlY0NEMplUJBIJdd/EQw899JCuXr0adhkIEIEL6BGxWEyVSiXsMtDnFhcXtbi4qHg8rvHxcX30ox9VJBJRqVTS4uJixyw/4XmeHnnkEb3zzjthl3K04GqhUAi7FASIwAX0AMIWOk25XNbc3Jzm5uYUiUSUSqU0NTWlS5cuqVKpaGlpSSsrK6F833qep0uXLml2drYjlr44f/58qJtloz0IXEAPiMfj7L2GjnVwcKBCoXB0yiwej+vMmTP6+Z//eUUiEa2vr2thYUH7+/uq1WqBTrz3PE+PPfaYNjc3O2JEycw0MTGh73znO2GXgoARuIAekMlkQt9wF7hf5XL5aK/HSCSikZERXb58WbFYTFJ9Xtja2pqWlpZOdYkTM9NHPvIR3bp1q2Ou5k2n0yoWi113dSceHIEL6HJmJt/3WV0eXeng4EArKytaWVmRVP9+jkQiGh0d1aOPPqpEIqG9vT3t7OyoUCgon8/LOXffQexwQdepqSkNDw9rYWGhY8KWVN/KZ35+Puwy0AYELqDLZbPZjjg1ApwG59zRno9LS0syMyWTSWUyGeVyOU1PT8s5p0QiITPTwcGB8vn8e97DzBSNRjUwMCBJKhQKWlhY0PXr1ztqrqOZaXBwkL0T+wSBC+hikUhEmUymI9YRAoLgnFOpVFKpVDoaBWvmeZ4GBwePFmE9tL+/3/F/iKRSKZVKJU4n9gkCF9DFcrnc0SkWoB/VarX3LcbaLQYHBzvq9CaC5YVdAICTSyaTHbFoI4AHNzg4yGLFfYTABXQp3/dVq9UY3QK6FMu59BcCF9ClMplMR2y4C+DBHc454+ri/kHgAroUpxOB7mVmTJbvMwQuoAsd/nXM6USgO6VSKUao+wyBC+hCsVhM+/v7YZcB4ISSyeSprqKPzkfgAroQP6yB7nfn2mHobQQuoMtEIhHFYjHmbwFdjD+a+g+BC+gymUyGsAV0ucHBQW1vb4ddBtqIwAV0kcN95UqlUtilAGiB53lc9NJnCFxAF8lms9rZ2eEHNdDlfN/vqI20ETwCF9BFDje7BdC92EOxPxG4gC6RSCRULpdZLBHoYrlcTiMjI7p+/XrYpaDNCFxAl8hms0yyBbpYJBLR1NSUZmdnmRbQhwhcQJfwPI/RLaCLTU5Oamlpif0T+xSBC+gCTLAFuls0GlUikWDuVh8jcAFdIJlMand3N+wyAJwQF7yAwAV0uEgkong8TuACulgul2MOZp8jcAEdbmBggB/UQJdLJpPsENHnCFxABzMz5m8BXc73fSbKg8AFdLJ4PK5yuRx2GQBaYGZcYQwCF9DJOA0BdL9oNMoIFwhcQCeLRCL8oAa6XCaTUaFQCLsMhIzABXSoeDyu/f39sMsA0CLnHCvLg8AFdKpkMsm6PUAPiEQi/PEEAhfQqTzP43Qi0ANisRgXv4DABXQiM5OZhV0GgFPA6URIBC6gI8ViMU5BAD2COVyQCFxAR/I8jx/QQI9gDS5IBC4AAALFH0+QCFwAAACBI3ABABAgRrggtRi4zOxvmdlbZvZjM/uamSXMbNjMvm1m1xpfh5qe/4KZzZjZVTP7VOvlA73JzPghDQA95MSBy8zOSvqvJV1xzn1EUkTSM5Kel/Sqc+6SpFcb92VmjzUef1zSpyV92cwirZUP9KZEIqG9vb2wywAAnJJWTyn6kpJm5ktKSVqQ9LSklxqPvyTps43bT0v6unOu7Jy7IWlG0sdbPD7QsxjhArqfmXGVIiS1ELicc7cl/QNJtyQtStp2zv2ZpAnn3GLjOYuSxhsvOStprukt5htt72Nmz5nZa2b22knrAwAgbEwPwKFWTikOqT5qdUHSlKS0mf3G3V5yTNux34XOuRedc1ecc1dOWh8AAECnaOWU4l+RdMM5t+qcq0j6pqRPSlo2s0lJanxdaTx/XtK5ptdPq34KEgCAnsU2XZBaC1y3JH3CzFJW/276VUnvSHpF0rON5zwr6VuN269IesbM4mZ2QdIlSd9v4fhAz2IrEADoLf5JX+ic+56ZfUPSDyRVJf1Q0ouSMpJeNrPPqx7KPtd4/ltm9rKktxvP/4Jz7qDF+oGexLwPAOgt1uk/1M2sswsETpmZaXBwUJubm2GXAqBFyWRS0WhU+Xw+7FLQPq8fNwedleaBDuP7vvb398MuA8Ap8H1fBweczAGBC+g4nuexbg/QI+LxOIsYQxKBC+g4iURC5XI57DIAtMjM5HkeI1yQROACOkokUt/tihEuoPtlMhkVi8Wwy0CHIHABHYQ9FIHeEIlElEgkCFw4QuACOoTneYrFYpxOBHrA0NCQtre3wy4DHYTABXSIXC6nQqEQdhkAWhSLxSSJq43xHgQuoAPE43HVajVVq9WwSwHQomQyqd3d3bDLQIchcAEdIJ1Oq1QqhV0GgBb5vq9kMsncLbwPgQsIWTKZZHQL6BHDw8Pa2toKuwx0IAIXECIzUy6XY9sPoAd4nsdCp/hABC4gRAMDAyoWi6y7BfSAiYkJra+vh10GOhSBCwhROp1mrgfQA1KplDzPYy4mPhCBCwiJ59X/93POhVwJgFak02kNDw9rYWEh7FLQwQhcQEjS6TSXjgNdzvd9TU5O6vbt2/zxhLsicAEhicfjrCoPdLFIJKLp6WnNzc0RtnBPBC4gJKlUiquZgC4ViUR07tw5LS4u8ocT7guBCwiBmcn3fR0cHIRdCoATmJiYUD6fJ2zhvhG4gBAMDAyw9hbQxbLZLJtT44EQuIAQDAwM8MMa6FKTk5NaW1tjhBoPhMAFtNnh6cRKpRJ2KQAe0ODgoKLRqDY2NsIuBV2GwAW02eDgIHutAV1oaGhIg4ODXJWIEyFwAW3G6USg+yQSCZ09e1azs7OELZwIgQtoIzNTJBJRtVoNuxQA9ykWi+nixYu6du0aYQsnRuAC2oi9E4Huchi2rl+/zhIQaAmBC2ijkZERra+vh10GgPt0+fJlzc7OErbQMgIX0Ca+78vMuDoR6BIjIyPa3d1lz1OcCgIX0CaJRIKtfIAuEY/HNT09rXfffTfsUtAjCFxAm7AcBNAdfN/XpUuX9M477zBJHqeGwAW0gZkpFosxwgV0ODPT+fPndfv2be3v74ddDnoIgQtog3Q6rVKpFHYZAO5hYmJClUpFm5ubYZeCHkPgAtpgYGCA04lAh0skEpqYmNCtW7fCLgU9iMAFtEE8Hud0ItDBzEwXL17UzMwM87YQCAIXELBIJKKDg4OwywBwFw899JDW19dZmBiBIXABAPpaKpVSJpPR8vJy2KWghxG4gIClUikmzAMdyvM8Xbx4UVevXg27FPQ4AhcQsFgsxuXlQAcyM124cEG3bt1iQ3kEjsAFAOhLk5OTKhaLyufzYZeCPkDgAgKWSCRkZmGXAaBJMplUJpPRyspK2KWgTxC4gADlcjlJ9YVPAXSOCxcuaHZ2VrVaLexS0CcIXECACoWCbt++LeecYrFY2OUAkDQ2NqZ8Pq9yuRx2KegjBC4gQIcLKK6urmpsbEyJRCLkioD+Fo1GNTIyooWFhbBLQZ8hcAFtUKlUtLCwoFwup9HRUUWjUeZ1ASF4+OGHdevWLU4lou38sAsA+oVzTisrK0omkxoZGVEkElGhUFCxWGQleqANRkZGVCqVWBcPoSBwAW22u7ur3d1dmZkGBgZ05swZVatV5fN57e7uhl0e0JPMTGNjY/rpT38adinoUwQuICTOOW1tbWlra0vxePzodGOlUtH29jbhCzhFIyMj2t7e5lQiQkPgAjpAuVzW6uqqpPqk3sHBQY2NjalWq6lUKqlQKKhSqYRcJdCdIpGIRkZGdO3atbBLQR8jcAEdplKpHIUvz/OUSqU0NjYm55y2t7eZfwI8oKmpKS0tLTG6hVARuIAOVqvVtLOzo52dHcXjcQ0MDGh0dFSFQoHTI8B9yGazMjNtb2+HXQr6HIEL6BLlclkrKysyM2WzWZ09e1a1Wk0bGxva399XrVY7WvcLgOT7viYmJnT9+vWwSwFknf4D2sw6u0AgRJFIRENDQ4rFYopEItrf31c+n9fe3h7hC33N931NT09rYWFB+/v7YZeD/vK6c+7KnY2McAFd7ODgQGtra0f3E4mEcrnc0XpDTLZHP/I8j7CFjkPgAnrI3t6e9vb2ZGZKp9MaHR1VJBIhfKGvjI+Pa3Nzk7CFjkLgAnqQc+5osv3hlY6EL/SDsbExlUol5fP5sEsB3oPABfS45isdCV/oZdFoVPF4/GhZFaCTtLR5tZkNmtk3zOwnZvaOmf2imQ2b2bfN7Frj61DT818wsxkzu2pmn2q9fAAP4jB8LS4uHs1vGR0d1fT0tIaGhuR57GeP7jU4OMjyD+hYLV2laGYvSfp/nXNfMbOYpJSkvyNpwzn3JTN7XtKQc+53zewxSV+T9HFJU5L+jaTLzrm77trLVYpA8DzPUzqd1sDAgCRpZ2dH+Xyedb7QNQ6XgLh9+3bYpQDHXqV44sBlZjlJfynpomt6EzO7KumXnXOLZjYp6f92zn3IzF6QJOfc/9J43r+W9D85575zj+MQuIA2MjPlcjlls1nt7u4qn89zyhEdb2Jigg3g0SlOfVmIi5JWJf1TM/t5Sa9L+h1JE865RUlqhK7xxvPPSvpu0+vnG23vY2bPSXquhdoAnNDhFkLb29vKZDIaGxuT7/syMxWLRW1uburg4K4D00BbJZNJOecIW+horQQuX9KTkn7bOfc9M/vfJD1/l+fbMW3Hjl45516U9KLECBcQpsPJ9odSqZTOnDkj3/dVLBaVz+e59B6hGxoa0srKSthlAHfVSuCalzTvnPte4/43VA9cy2Y22XRKcaXp+eeaXj8taaGF4wNos1KpdLR5djqd1vDwsHzfV6lU0tbWFnO+0HYDAwMqFouqVqthlwLc1YkvSXLOLUmaM7MPNZp+VdLbkl6R9Gyj7VlJ32rcfkXSM2YWN7MLki5J+v5Jjw8gXMViUUtLS1pYWFClUtHU1JSmpqaUzWbl+6w4g+BFo1ElEgnW3EJXaPWn4m9L+mrjCsV3Jf0Xqoe4l83s85JuSfqcJDnn3jKzl1UPZVVJX7jXFYoAOl+tVlOhUFChUJDv+8pmsxobG5PneUfrfDH6gNNmZhoZGdHa2hr7hqIrsHk1gEBEIhGlUills1lJUqFQ0M7ODr8ccSqy2aw8z2PdLXQiNq8G0D4HBwfvG/k6e/bs0YhYsVhkzhdOxMyUzWa1uLgYdinAfWOEC0BbHYavdDpN+MKJDA8Pa3d3l2Ug0KkY4QIQvmq1qs3NTW1ubh6Fr6mpKcIX7ouZKR6Pa2NjI+xSgAdC4AIQmubwFY1G3xO+8vm8SqUS4QvvEYlEuAgDXYlTigA6zmH4SqVShC+8x8DAgKrVqorFYtilAB+EU4oAukOlUtHGxoY2NjaOwtfQ0JD29/e1sbHB3o59LB6Pv2f3A6BbELgAdLTm8BWPxzU2NqZIJKJisahyuaxSqcRSE33icEFd9vJENyJwAega5XJZCwsL8jxP6XRayWRSQ0NDkuor37PIam9LJpNHW0sB3YbABaDrNK9ub2ZHAWxiYkLOOeXzeRWLRUa+eoyZMY8PXYvABaCrOed0cHCgfD6vfD4v3/eVy+U0ODiocrmsfD6vcrkcdpk4BclkUmtra2GXAZwIgQtAT6lWq0dzvhKJhAYGBhSPx+Wc087OjvL5PKMkXYj5W+h2BC4APWtvb097e3uSJM/zlMlkdPbsWe3v72tzc1P7+/shV4j7lc1muToRXY3ABaAvHK7nlc/nlUwmNTo6Ks/zVCwWtbu7q3K5zJyvDpZMJtmoGl2NwAWg7xzuw3c42T6Xyykej6tcLmtnZ0e7u7uErw4Sj8dVrVY5FYyuRuAC0Lear3aUpEQioUwmo5GRkaNthw5PSSI8o6OjWl5eDrsMoCUELgBoaJ7zFY1GNTg4qNHRUTnnjtb5YtJ2e6XTae3v77O+GroegQsAjlGpVLS6uiqpvmFyOp3WmTNnZGba2dkhfLXJyMiIbt++HXYZQMvYvBoAHsDh1Y7ZbJbwFbDDU7tMlkeXOXbzagIXAJwQ4Ss4Y2NjqlQq2traCrsU4EERuAAgKM3hS9LR1Y6s9fXgxsbGji5aALoQgQsA2uFwzlcymVQ0GtX+/j7LTdwHz/N07tw55fN5wha6GYELANrNzBSLxZTJZJRKpbS7u6vNzU1OO94hHo9rYmJCy8vL7H2JbkfgAoCwJZNJDQ0NyfM87e7uamtrq+/D18DAgAYHB7W0tETYQi84NnCxLAQAtNHhKvdmpmQyebTURD+GL8/zNDExIUmam5tjJXn0NAIXAITAOadSqaRSqSQzUyqVOgpfe3t7yufzPT3hPplM6uzZs1pbW+NKRPQFAhcAhOxwJftisXg08jU8PKxoNKpSqaRCodAz4cvMNDo6qnQ6rRs3bvTViB76G4ELADrInSNfvRS+UqmUzp07p83NTd28eTPscoC2InABQIe6W/ja3d3titOOZqahoSGNj49rb29PMzMzjGqhL3GVIgB0mcPwlcvlOnrkK5vNamJiQqVSScvLywQt9AuuUgSAXvBBI1++72t7e1uFQiG02hKJhEZGRpTNZlUsFjU7O6tKpRJaPUCnYIQLAHqEmWlgYECZTEaVSkXFYlGlUinw5Ray2axGRkYUj8dVqVS0sbGh7e1tVtVHv2LhUwDoF7FYTKlUSqlU6midr8ONtZ1zLYchz/M0NDSkoaEhlctlra+va29vj7W0AAIXAPQnz/OUTCaVzWYViUTe85iZHX2tVqtHK73v7OwcG55yuZyGh4clSfl8XhsbG6pWqwH3AOgqBC4AQN1h0GoWi8UUj8dlZsrlckfhzPM8mZmccyoUCtra2mJeFvDBmDQPAKg77o/tcrl8NMK1vb3d7pKAnuaFXQAAAECvI3ABAAAEjMAFAAAQMAIXAABAwAhcAAAAASNwAQAABIzABQAAEDACFwAAQMAIXAAAAAEjcAEAAASMwAUAABAwAhcAAEDACFwAAAABI3ABAAAEjMAFAAAQMAIXAABAwAhcAAAAASNwAQAABIzABQAAEDACFwAAQMBaDlxmFjGzH5rZnzTuD5vZt83sWuPrUNNzXzCzGTO7amafavXYAAAA3eA0Rrh+R9I7Tfefl/Sqc+6SpFcb92Vmj0l6RtLjkj4t6ctmFjmF4wMAAHS0lgKXmU1L+muSvtLU/LSklxq3X5L02ab2rzvnys65G5JmJH28leMDAAB0g1ZHuP6RpL8tqdbUNuGcW5SkxtfxRvtZSXNNz5tvtL2PmT1nZq+Z2Wst1gcAABC6EwcuM/t1SSvOudfv9yXHtLnjnuice9E5d8U5d+Wk9QEAAHQKv4XX/pKkz5jZr0lKSMqZ2R9LWjazSefcoplNSlppPH9e0rmm109LWmjh+AAAAF3hxCNczrkXnHPTzrnzqk+G/7fOud+Q9IqkZxtPe1bStxq3X5H0jJnFzeyCpEuSvn/iygEAALpEKyNcH+RLkl42s89LuiXpc5LknHvLzF6W9LakqqQvOOcOAjg+AABARzHnjp1G1THMrLMLBAAA+JnXj5uDzkrzAAAAASNwAQAABIzABQAAEDACFwAAQMAIXAAAAAEjcAEAAASMwAUAABAwAhcAAEDACFwAAAABI3ABAAAEjMAFAAAQMAIXAABAwAhcAAAAASNwAQAABIzABQAAEDACFwAAQMAIXAAAAAEjcAEAAASMwAUAABAwAhcAAEDACFwAAAABI3ABAAAEjMAFAAAQMAIXAABAwAhcAAAAASNwAQAABIzABQAAEDACFwAAQMAIXAAAAAEjcAEAAASMwAUAABAwAhcAAEDACFwAAAABI3ABAAAEjMAFAAAQMAIXAABAwAhcAAAAASNwAQAABIzABQAAEDACFwAAQMAIXAAAAAEjcAEAAASMwAUAABAwAhcAAEDACFwAAAABI3ABAAAEjMAFAAAQMAIXAABAwAhcAAAAASNwAQAABIzABQAAEDACFwAAQMAIXAAAAAEjcAEAAATsxIHLzM6Z2b8zs3fM7C0z+51G+7CZfdvMrjW+DjW95gUzmzGzq2b2qdPoAAAAQKdrZYSrKum/dc59WNInJH3BzB6T9LykV51zlyS92rivxmPPSHpc0qclfdnMIq0UDwAA0A1OHLicc4vOuR80bhckvSPprKSnJb3UeNpLkj7buP20pK8758rOuRuSZiR9/KTHBwAA6BanMofLzM5L+pik70macM4tSvVQJmm88bSzkuaaXjbfaAMAAOhpfqtvYGYZSf9c0t90zuXN7AOfekyb+4D3fE7Sc63WBgAA0AlaGuEys6jqYeurzrlvNpqXzWyy8fikpJVG+7ykc00vn5a0cNz7OudedM5dcc5daaU+AACATtDKVYom6Q8kveOc+4dND70i6dnG7Wclfaup/Rkzi5vZBUmXJH3/pMcHAADoFq2cUvwlSf+ZpB+Z2RuNtr8j6UuSXjazz0u6JelzkuSce8vMXpb0tupXOH7BOXfQwvEBAAC6gjl37DSqjmFmnV0gAADAz7x+3JQoVpoHAAAIGIELAAAgYAQuAACAgBG4AAAAAkbgAgAACBiBCwAAIGAELgAAgIARuAAAAAJG4AIAAAgYgQsAACBgBC4AAICAEbgAAAACRuACAAAIGIELAAAgYAQuAACAgBG4AAAAAkbgAgAACBiBCwAAIGAELgAAgIARuAAAAAJG4AIAAAgYgQsAACBgBC4AAICAEbgAAAACRuACAAAIGIELAAAgYAQuAACAgBG4AAAAAkbgAgAACBiBCwAAIGAELgAAgIARuAAAAAJG4AIAAAgYgQsAACBgBC4AAICAEbgAAAACRuACAAAIGIELAAAgYAQuAACAgBG4AAAAAkbgAgAACBiBCwAAIGAELgAAgIARuAAAAAJG4AIAAAgYgQsAACBgBC4AAICAEbgAAAACRuACAAAIGIELAAAgYAQuAACAgBG4AAAAAkbgAgAACBiBCwAAIGAELgAAgIC1PXCZ2afN7KqZzZjZ8+0+PgAAQLu1NXCZWUTS/y7pr0p6TNJ/amaPtbMGAACAdmv3CNfHJc045951zu1L+rqkp9tcAwAAQFu1O3CdlTTXdH++0QYAANCz/DYfz45pc+97ktlzkp5r3C1L+nGQRXW4UUlrYRcRon7ufz/3XaL/9J/+0//u9PBxje0OXPOSzjXdn5a0cOeTnHMvSnpRkszsNefclfaU13nof//2v5/7LtF/+k//6X9v9b/dpxT/P0mXzOyCmcUkPSPplTbXAAAA0FZtHeFyzlXN7L+S9K8lRST9oXPurXbWAAAA0G7tPqUo59y/kvSvHuAlLwZVS5eg//2rn/su0X/639/of48x5943Zx0AAACniK19AAAAAtaxgasftgAys3Nm9u/M7B0ze8vMfqfRPmxm3zaza42vQ02veaHxmVw1s0+FV/3pMLOImf3QzP6kcb9v+i5JZjZoZt8ws580vg9+sV8+AzP7W43v+x+b2dfMLNHLfTezPzSzFTP7cVPbA/fXzJ4ysx81Hvs9MztuuZ2O8wH9//uN7/03zexfmNlg02M93/+mx/47M3NmNtrU1hf9N7PfbvTxLTP7e03tPdV/SZJzruP+qT6h/rqki5Jikv5S0mNh1xVAPyclPdm4nZX0U9W3PPp7kp5vtD8v6e82bj/W+Cziki40PqNI2P1o8TP4byT9n5L+pHG/b/re6NdLkv7Lxu2YpMF++AxUX/D4hqRk4/7Lkv7zXu67pP9I0pOSftzU9sD9lfR9Sb+o+rqGfyrpr4bdtxb6/59I8hu3/26/9b/Rfk71C8lmJY32U/8l/ceS/o2keOP+eK/23znXsSNcfbEFkHNu0Tn3g8btgqR3VP9F9LTqv4jV+PrZxu2nJX3dOVd2zt2QNKP6Z9WVzGxa0l+T9JWm5r7ouySZWU71H0J/IEnOuX3n3Jb65zPwJSXNzJeUUn1Nvp7tu3PuzyVt3NH8QP01s0lJOefcd1z9t88fNb2mox3Xf+fcnznnqo2731V9bUapT/rf8L9K+tt67yLg/dL/35L0JedcufGclUZ7z/Vf6txTin23BZCZnZf0MUnfkzThnFuU6qFM0njjab32ufwj1X/Q1Jra+qXvUn0Ed1XSP22cVv2KmaXVB5+Bc+62pH8g6ZakRUnbzrk/Ux/0/Q4P2t+zjdt3tveCv6H6iIXUJ/03s89Iuu2c+8s7HuqL/ku6LOk/NLPvmdn/Y2b/fqO9J/vfqYHrvrYA6hVmlpH0zyX9Tedc/m5PPaatKz8XM/t1SSvOudfv9yXHtHVl35v4qg+x/75z7mOSiqqfVvogPfMZNOYqPa366YIpSWkz+427veSYtq7s+336oP725OdgZl+UVJX01cOmY57WU/03s5SkL0r6H457+Ji2nup/gy9pSNInJP33kl5uzMnqyf53auC6ry2AeoGZRVUPW191zn2z0bzcGDpV4+vhMGsvfS6/JOkzZnZT9VPGv2Jmf6z+6PuheUnzzrnvNe5/Q/UA1g+fwV+RdMM5t+qcq0j6pqRPqj/63uxB+zuvn512a27vWmb2rKRfl/TXG6eJpP7o/yOq/8Hxl42fg9OSfmBmZ9Qf/Zfq/fmmq/u+6mc7RtWj/e/UwNUXWwA1kvwfSHrHOfcPmx56RdKzjdvPSvpWU/szZhY3swuSLqk+gbDrOOdecM5NO+fOq/7f9986535DfdD3Q865JUlzZvahRtOvSnpb/fEZ3JL0CTNLNf4/+FXV5zD2Q9+bPVB/G6cdC2b2icbn9ptNr+k6ZvZpSb8r6TPOuVLTQz3ff+fcj5xz4865842fg/OqX0S1pD7of8O/lPQrkmRml1W/cGhNvdr/sGftf9A/Sb+m+lV71yV9Mex6Aurjf6D6cOibkt5o/Ps1SSOSXpV0rfF1uOk1X2x8JlfVRVdn3ONz+GX97CrFfuv7E5Jea3wP/EvVh9f74jOQ9D9L+omkH0v6P1S/Iqln+y7pa6rPV6uo/sv18yfpr6Qrjc/suqR/rMYC1p3+7wP6P6P6XJ3Dn3//pJ/6f8fjN9W4SrFf+q96wPrjRn9+IOlXerX/zjlWmgcAAAhap55SBAAA6BkELgAAgIARuAAAAAJG4AIAAAgYgQsAACBgBC4AAICAEbgAAAACRuACAAAI2P8PDoliNB6b9eIAAAAASUVORK5CYII=", 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" ] @@ -232,12 +273,12 @@ "# The centerline has the track width encoded\n", "plt.figure(figsize=(10, 10))\n", "centerline_dist = np.where(centerline, dist_transform, 0)\n", - "plt.imshow(centerline_dist, origin='lower')" + "plt.imshow(centerline_dist, origin='lower', cmap='gray')" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -246,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -270,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -302,7 +343,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -362,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -1371,7 +1412,7 @@ " ...]" ] }, - "execution_count": 77, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1382,7 +1423,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1401,7 +1442,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1410,7 +1451,7 @@ "(2692, 4)" ] }, - "execution_count": 79, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1423,7 +1464,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1454,7 +1495,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1464,7 +1505,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ diff --git a/maps/e7_floor3_small.pgm b/maps/e7_floor3_small.pgm new file mode 100644 index 0000000..f9efdef --- /dev/null +++ b/maps/e7_floor3_small.pgm @@ -0,0 +1,5 @@ +P5 +2243 +1418 +255 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\ No newline at end of file diff --git a/sanity_check.ipynb b/sanity_check.ipynb index ef4a047..3f576d8 100644 --- a/sanity_check.ipynb +++ b/sanity_check.ipynb @@ -124,38 +124,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "# TODO: Add track width margin\n", - "plt.figure(figsize=(10, 10))\n", - "# plt.imshow(map_img, cmap=\"gray\", origin=\"lower\")\n", - "plt.imshow(map_img, cmap=\"gray\")\n", - "plt.plot(x,y)" + "# TODO: Add track width visualization, to make sure it's accurate" ] } ], diff --git a/visualize_raceline.ipynb b/visualize_raceline.ipynb index 6c3a395..b63a52e 100644 --- a/visualize_raceline.ipynb +++ b/visualize_raceline.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 83, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -42,7 +42,7 @@ " 'outputs/e7_floor5_large/traj_race_cl-2023-03-10 09:34:51.377088.csv']" ] }, - "execution_count": 85, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -173,7 +173,7 @@ "[141 rows x 3 columns]" ] }, - "execution_count": 86, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -185,16 +185,16 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 87, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, @@ -218,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -258,16 +258,16 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 89, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, @@ -292,10 +292,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ORIG_MAP = f\"{MAP_NAME}_RAW\"\n", + "orig_map_img = np.array(Image.open(f\"maps/{ORIG_MAP}.pgm\").transpose(Image.FLIP_TOP_BOTTOM))\n", + "orig_map_img = orig_map_img.astype(np.float64)\n", + "plt.figure(figsize=(12,12))\n", + "plt.imshow(orig_map_img, cmap='gray', origin='lower')\n", + "plt.plot(transformed_data.iloc[:, 0], transformed_data.iloc[:, 1], color='red')" + ] } ], "metadata": {