diff --git a/notebooks/cosmos_tutorial.ipynb b/notebooks/cosmos_tutorial.ipynb index 26c86b665..aadff50be 100644 --- a/notebooks/cosmos_tutorial.ipynb +++ b/notebooks/cosmos_tutorial.ipynb @@ -2,7 +2,6 @@ "cells": [ { "cell_type": "markdown", - "id": "owned-clearing", "metadata": {}, "source": [ "# COSMOS image generation tutorial\n", @@ -13,7 +12,6 @@ { "cell_type": "code", "execution_count": 1, - "id": "wireless-jacket", "metadata": {}, "outputs": [], "source": [ @@ -41,7 +39,6 @@ }, { "cell_type": "markdown", - "id": "unlimited-cross", "metadata": {}, "source": [ "## Drawing blends\n", @@ -52,7 +49,6 @@ { "cell_type": "code", "execution_count": 2, - "id": "martial-invalid", "metadata": {}, "outputs": [], "source": [ @@ -65,16 +61,16 @@ }, { "cell_type": "markdown", - "id": "clinical-dialogue", "metadata": {}, "source": [ - "We can now create the corresponding instance of DrawBlendsGenerator. There is an important caveat here : as in the other tutorial, we use the Rubin survey. However, the COSMOS catalog only contains images from the f814w band ; when using other bands, the image is only rescaled to get the right flux. Moreover, at the time the flux will not be accurate as we do not have the SED for COSMOS galaxies, meaning that we cannot recover the correct magnitude in other bands than f814w ; the flux is thus computed using the magnitude in that band and the survey parameters provided. We are currently working on getting a more realistic flux." + "We can now create the corresponding instance of DrawBlendsGenerator. There is an important caveat here : as in the other tutorial, we use the Rubin survey. However, the COSMOS catalog only contains images from the f814w band ; thus, when simulating images, the same magnitude is used to compute the galaxy fluxes across all bands.\n", + "\n", + "There is one way to circumvent this limitation in BTK: by providing a custom COSMOS catalog containing multiband magnitude information, one can compute more realistic source fluxes in each band. Such COSMOS catalogs containing multiband magnitudes for the HSC survey are available in the repository at \"../data/cosmos\" as \"real_galaxy_catalog_26_extension_example.fits\" and \"real_galaxy_catalog_26_extension_example_fits.fits\". Feel free to check the documentation for more information about COSMOS catalogs." ] }, { "cell_type": "code", "execution_count": 3, - "id": "functioning-gazette", "metadata": {}, "outputs": [], "source": [ @@ -93,12 +89,11 @@ { "cell_type": "code", "execution_count": 4, - "id": "international-recipe", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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58/rNr81zce9r/DXvp3/wU2nbpvNj/oOPcqDkx7sP2Lb9RZ7L88/YpmpuyKr8Z3e+m7UgSZry+JRBvpP5bLxFiK7WYv2bENxqPVlFkLUL9I6+COJ1bhO4u89jE2Y9V23LQOTbhDKbz+byfHfjUF2fTFsXGixJcuHhe9+Hu4r7iYz7Ce4nnuF+4uqtuJ9I+EYNAAAAAADAieBBDQAAAAAAwIngQQ0AAAAAAMCJ4EENAAAAAADAieBBDQAAAAAAwIm4scTAsLmWjj3lFOO+98nTh8hJ5Nu9T4OehpzAvRTVF8Yhv99cVHVY55yyfuh9Evk430/bhiLRvTPVHs5M8vpxx3nT5vzVtO3+az4R/ie98uVp29d+2U+2bf+Gr/ppadtP+7lfa9t+6atfmbZdzj5NfW0fT9t+5Id9282Yk7IPzR/bZILtl9WPYzfn1PL9+oZtu5qSIEVNB6nltTMXrbeRO7wrEtJ7U71gUzwT3V/m7dtiv4fR9K0oLLGMef2Onatw48+JXcvnRL8Ub9bn7U2v2aax5vdrna/2MB3y2hl6n2CvJa+dtvXVE8LE6C+mEoAkLc1c9zblirqbrlW1aRe5EoA6v55tJacxVzA6voe5HruLiKRmqrjEub+2tDnvI+TPCVsNqqhwY4+tqATQhvzZOL+aKxdMD/219OKL8usf/2TbVK/+1NfTtn/0q/+Mbfuzz38gbfvU4qtj/MHhZ6Ztn/ix99m24T7eq4JYVcWkF3Xprxdh1mS7NGtXshWPympfpmpZOxTryfQhNv73JFfFKDb+XGmzuR4Xa697kK/zGsznRFVh7Syv07YrxtxVqbpNlauqkob5nayqcmWvDdU5vDXjW827u464Cnh3GPcTGfcT3E88w/3Esx9wP/FOfKMGAAAAAADgRPCgBgAAAAAA4ETwoAYAAAAAAOBE8KAGAAAAAADgRNyY5NauBch1pmnIh9mNJiRoKcLdFhfQU4REHpSD67rmg4PWlkOGNqsPK+tlQgR7f2zdJvdtGV6xbR9sc38fnuVAo9fu+YDG9z/IfXjtQ++3bb/4y784bfvq93/Ytt2+8sG0bXrDH+9y+UNp29PdE9v2jUc5KGl66ufncp+37w5v2LYXJhyqizy2V63zpiIs0IV/tcH3d7c3QVSzbxtDHsvLg1///b08Zoe1OC27vI81iuBGE6oXF/m99uackqRNe5pfryKgccz7GPe+Xy50sZlQP0kaz3MI4Lwz4ZeSNmN+v9j5AL/VhRZufZDodjJBorblHXYtgDE6MzpVAKcJeq1CQO057N5LUkTeh1t3UhH6W10v3Not+hsmtLS9+tC2Xe/lUL7VhMruXysCNB/m/k4f8Nemr3z1c2nbz733/bbtT9/k8/r7p/x6SfrkZf4MbBe+v0PO21W/94F6g7lmDZ/z52q40NAzH+januTrm4ogUbm5LAJKXfCwnviAxbh3L2+cirbmOFzAsOSDjuNeEVDq7E2YoxkDSQrza4M9pyR7XrnwZakIa672a1QBzi6Aue2Ltq4PRaDxbcLD7yruJ7Kf6PcT/W/7HRr+tr9d+qZver7x+75Pw8f+tC7/qX86ted+4qpv3E9wP/Fsv7bl2/GNGgAAAADAC1m//mdI3/zN0vd933HD932f9M3frPnrv/7z2i/gC8ktaiMCAAAAAO6y9vP+VukjHzk+rPkn/gnpd/5O6SMf0fQ3/y8/310DvmDwjRoAAAAAwIv7pm86PqT5jb/x+P+v/zMoAO8ZD2oAAAAAAC/u+77v+E2a7/zO4/9/9s+gAPy44EENAAAAAOCFxMf+zPGfPX3kI9L3fM9b/wxq/NMf+3x3DfiCcXPVp+l5InLrcrryfvGJ/XKJ7EuRrH/Iz4q6Iv1dJsk/zvyzprHLbfvOVFmQ1JTTtofBJzxvxryP7T3fh/smrfvBKzl5+v6D1+zrP/Dq+9K2h6NPqY4u9/dHX39k2z68zInUP/IjH7dtf+iTfzVt+7GP/6ht++nXP5G2febiU7bt4yc56f3pU19ZQiZxf31cZGVv8lwc1mK/Zntrfr9nfV7/c5Gmvsqs9bV4JrqaqiRjUWFjzvvoL/x+V1P5Zr/J1RP6g3+vZi4NxdBoGfN+x9lXRelMMv6u89VL+i6v9aLQj41OD/P64xvmsekXPw57cykb+6Liyx11vfpMmMo5rrqTJKkza7eo0GE/U8Kv/Waq1sS2qP5zyNf+smrNmK/ntjKMZCvUtKKq0HI/t53vmfP3Fb/4D6aYVJz5z68vOX+ctv2l3ZfZth+fc9s//ubPtG3/x0/lKiHnH/fHe//H8vlz9rqveDE8MmunWiOmyk5VGelW3H7NupH82nGVhiSp7Yrzwu3XrP9qv+4iWZ2DtpqUqaQR576ahxtfdw2QZM/h8vxx71VVZzIVrcqxaXntRV9cR+zvm/46Ytdk+WF1N3E/kf1Ev5949T//8+p/12/V9HVfIX3y+6Wv+wqNv+u36umf/E/0qQ+/mtpzP3HE/QT3E8+8yP0EYcIAAAAAgBfy5rf+I3p4/vbbyOkbfo4+9ZO/8vPUI+ALD//0CQAAAAAA4ETwoAYAAAAAAOBE8KAGAAAAAADgRNyYUdMNz8MEm3JIXr/xwWpxyGE+3eDD6FbTdi2C4FYXfDf5kK7FhAxtVAQdmbfrB5P6I6lv+TjGIqjy3BxHt8mvv989sK+/bPnYnkYOeJSkH/2rOQz48Wef+v1ucjjVJ3/UB3r98A98f9r2Q9//Y7btZz7xubRt/9iHGF7uTKhfEdC4ysxx+MDPZcn7HYZi3te836Kpdsr77Tu/RtY5bx+K0Cp7bJMPw1qnHALd3ytOYRd4Zs6JdeuDOaPPr4/mj1e7/Lx3lW972Jj+7v3gNNO3rrhkdXM+Bw9F5mi3zev/UEy8CwULn2MISc2cf2WwpwvxdMGRktpFDpqMM/+Z4gJKbxPcas8dyZ/EJmhWktqYA06Xh0Wg8ZjHYTGhlmt1ETGb2+T/BvNnfvSr0rb/4f6HbNsu8jj84Mc/aNtufjDPxYOP+3E8/7QJ23xShPOaEMGo5sesvXIunSqk2KhCcG24bhVA6z7v1hcPKndht5XyHDTj4wKRq/BkNTO+1TnsgrtvESbswl8lqT3Jv+eUx2sCyF14siQbdl6GSBeBxHiO+wmznfsJ7ieucD9xhfuJ/B7v3gQAAAAAAAAvAw9qAAAAAAAATgQPagAAAAAAAE4ED2oAAAAAAABOBA9qAAAAAAAATsTNVZ+W5z9euxxNHPsiWd9UAlhcGrWkdczbu/BtO7PfGH0KeLfk5PMYfLJ3N+fnVcOQq3ZIkglZ14PBj8Pmlbz9XrwvbTvIxz5fLLlfP/yjn7ZtP/fJJ2nb9vye3+/T3PbTn/wrtu3HP5urrXzmx173fbjICfKXj/2xzSaBfn/mK170+5zAPXQ+grtT3j6vvkKAprx29qtP3F/t0vH9DZNQHkMeR0mSqVwTb/rU8nWbOxGTbzt3uW9dbw6iSDLv17zfdaqqHJgqIYuf9zDXgU1R6GSe8jjOUaTKu1ILW5/63/W5D2sx7y7Jf+6LubyjrldYsZVoqooortqKqcoiyVfDacXCcdVloiiTMJqPwKKtrVCzrarL5H20jT+26X7e73xm+lAcgru0bD7hP+suXn8tbXu8fbXYb37Dh5/wnTj/bJ6L+5/w59/4er7udk+Lqlxu3otKW7YCUcVViHJrQUW1omK3YfbhKkFJUpjqSM1UGjo2dqW9/PG6qk3lmLkKM+68XIvrrnuvonqWOwfbvhgbs183tpJ8lanqeE3bsmKTm5+q+tVtqovdUdxPZNxPcD9xbatty/0E9xN8owYAAAAAAOBE8KAGAAAAAADgRPCgBgAAAAAA4ETwoAYAAAAAAOBE3Bwm3J7/+DDm0J1RRRjQnIODwoQJSVIzAY3L4anvz8aEWRWhPZ0J7Yki723cmqCkIoBscClQzYTZyecqTV0O3poO/r3e+GwOL7q8/Ixt+5k1h5UdnvigpCe7N9K2RxcXtu2bT3PQ0ZPXfdvLp4/Stn0RkDVPLsSzCAo7uBAov9+15XHoV79fk62mvvPH5rK/DvKhYi6nsuuLoDyz1NcqzHTO679t/LH1Jgi0i7ye5o1fu9rnk2Ue/HrqzQF3nT+Gsc/7OKz+MjS6kMciQHMxwbKtuOZ0pu1QpIPO5hI5zjdeNu+ea8GdLiC1mrNm1k1U4W6bfP60fREw50JLi3BRO+1VqKwJWS1Dis/M+b4U4a8miLQ/5G2bx/71vctv3lXXENO2yEcdn+b3275ZhC7u81xuTHCkJHVvmoteFQTsLqaT77BbT6UqQNYIExjdLn3oaJybMMcqINusyXI9ubXngnwlG8gd9/znz/o4/z4SZ/l3Kndckuy8taVYUO54q/26cN7iM8UJE6opSetT//luuVDkKuzZhUgXa+Su4n4i436C+4lnuJ+4ei/uJ/J7vGsLAAAAAAAAvBQ8qAEAAAAAADgRPKgBAAAAAAA4ETyoAQAAAAAAOBE8qAEAAAAAADgRN8YNL9eSsDsT5D8NPuHZVe5Yi9TmiNyFYXyfb7vkFP0owq9X01+X3C5J82KSmP1uNbd8bLv1sW0bF/mYXSD7/rC3rx+Wz+V9Dv6Ad/ObaVs/+eN9tMtJ8YdLX6HjzdfzPtaNP97ZpG3Ps0/cD5Om3lVJ/i0nkS+jrywRO1NJpigGsvR5lrsieX1e8hxtmn/OOQ+5b8u+ONXM5rF4fNqamQsfnK5um/vQ9bmiwdnid7A3ie6bzau27bzP5+VcVERYzQ9Wc1ySNJvqJe3gJ7N1eY30xfVpnfK8R5HO3waTjL9UV4c76tq1vR3yuomiipKtcFNUZ7KvNxU+jp0w14DNi1etUVUlwW0v1pjbR7/3x9YuXuzvJUXhEHWvm3NqU1QoMNWkoqh8MDzNbzg89dfd7s18/sRcdNhVCjLVQI47Nsdh1pgkyVVBKtq2g6luUVUGMxXHqjXtS3QUn2vmWlhXcjKVzKqqZ6byRisqZfljy32oXu8qI3UP7tum6yP/e4Pl5qJcTmY93WLeu62v9OP2W1blcv11FfDuMO4nTFvuJ7ifuML9xBH3ExnfqAEAAAAAADgRPKgBAAAAAAA4ETyoAQAAAAAAOBE8qAEAAAAAADgRN4YJt+F5WFDfctM2+TC7zZrDcaatTwPauP3ufcDPujXBTpN/1hTbHCgUXREcpByoNc0+DOtyyWFAceHHoW95H7HLYUuXJrhIkqJ/8UC9g8kuas2HaU2HHMh12XKAkyR1XZ7LXZH7uDP7aIufn42JV5s734e5yyFO/eSPbRlySNe6+kCvwex3lj84F/fUivDJtsnHvF4Wc2zCCWc375KaCW6MItmsN0Fqs0me6wc/P9uzPDZTy2F0ktT15r1sS6lz66x/zbYdIs/lYgLmJKnvX8ltlxxyJ0ltzL1bzFqQpG7O49uKtnfWtTDOcAGaa5EEVwWnGi44uAw4lenDXKxIEzAns54lqZmg2DDnpCTJBL1WfxVxb9dNZt0NRYCmS9orAoK7velvEY7YPTHXwmK/4ea4CnR1QZPFGolt/mxuRZBoOcduvyZEt9SbmXOhwZUypNiE9hZjVgZnO9X55phjazt3jS6ueSZUuT31QYrqXJhjFVJsQsnPfOivXMipeS9J6h4+yBurdeOOuVp7ZszjrAgwv6O4n8i4n+B+4hnuJ464nzCve9cWAAAAAAAAeCl4UAMAAAAAAHAieFADAAAAAABwInhQAwAAAAAAcCJ4UAMAAAAAAHAibiwlEHqeLN2WnDId4bOYF1NRIeTT/acltx0Gn2itXU5IX7Y+rbvrcjJ3XPjUZg05QX7Z+KTs1YRMPyoed11O+f36JY/Z2PvqJ7NJ8C5qDuiw5ETrrijnsevysY2Xvu3FbMYsfH9HE8S/zOe27brJ62Fecnq8JI1mjZgQ8qMpz/tSJJGPZi5cwrrkq7BMQ1HNo+V9jMN9v985j8NaZJw3kxUfzY/ZatbUuJo57v15OV/kc00bX2lhWc353vvKH317NW1bV38Mc17Sar2v1rK6YjZFpZTRXF7a6JPX15Z33Km4Pt1V1yueVFWQHFdNp6jAUlaHcW1NZaKqao6tKmQqNkmyxaTa3ixSSWGq4Wgqzgk3Zubar6GoDuBe795fUlyYDzD3XlJZrchpT8w5XFUzcHNRVbwwc1lWRjJzKflrVjuY32eKqkJuPbiKTVXfqrZu3sKdE5KvNlRVPXNr2s2Pbqik9M7XV2Pu1k619tw6raoobfPnZbv0VVyauWZ098znl+SvL1WVLPd5WVxH7O/HxbXhruJ+IuN+QtxPPHsr7ickcT/h8I0aAAAAAACAE8GDGgAAAAAAgBPBgxoAAAAAAIATwYMaAAAAAACAE3FjmPASz8ONYjBBVEWWXddMONTOh0B1Yw6XWsIHwa33cxpQTD4MyAW5LZsiVClyiFN3KMICz/NBD0VQ32ICqg5j3u+uCAVcWw4kam5sJYUJdlp7H1Lkwql2LtVM0jDn95uL/R5McGO/9SFQ2ucQw64Vc9mbZToXwYJ9nstqnc5mt/3Oh6DNJnZtXYqgMBMYpSLY7GCCJrcHn2y2hFnTVUjqmudoNcFZYYK7JCkiz+V08OfP9izvY1pzCJskHXoTDho5EEySehMKFs0HNPYm6G4ai3C2yPM2rD78a1nNtaHzY3ZXtYviHH+m8+eJXeW9n4e2mJDWIgTXhrdWYbWLOd+bvwa0yxcPkQ5znW9zsR5dUKsbhyr01wTulsHDLii5mB8XptqqAFsTyBqj368Na65CdM3neDnvdswv/X7dmBVB2HY9VQG0xlr8ftCdm2ukuTZJ8n2r5s0E5pZByS8YfuyDmmXHcX3kQ1b7L/5gbvvGm7atC/+OKiB4l38XcAHDUrF2imuODQSvuPV0m9ffAdxPmLbcT3A/cYX7iSPuJzK+UQMAAAAAAHAieFADAAAAAABwInhQAwAAAAAAcCJ4UAMAAAAAAHAieFADAAAAAABwIm6Mpe+uJSq7IgexFGnFprpFP/jqCy1Mun9V1WE2z5VMGrUkuZD1cfaVGlaT0Bzy+50jJ1XP833bdhxyonRvqpcsRYWC2aSWt+Yjx/ttHvNh8sd7ueZx3Cw+/X2nfAxD8/OzmsoHVdq9+pyqbQK8r/ZrKlMMPoF7qwdp237w67QbHudtB5/WPY95HNzalaRuzQn0y8bvt1/yQR96n3DemfEdisofk0l6703a/WqS9SWpW/PrN1GMzcGs861Pu5dJb2/m9ZK0mjkOV/pA0mSqCQyD78Ni1l4nf326Z/q7u0XFl7ugrMbyjKmYIclWSmk73zZcZZaiWour8NSqij4msd9Wgqr60Pn12A4vXiGqmXPNVVyqKlfZcbj06znO3PlXlLEoql9ZbsxNNR7Jj2+YChKSpNFsLz4v29NcEaS5ajyS4r75zK6O1+3jFmNjqzvdkjuOqPZrK0QVFcPc2nHXt+KccPNuq2RJaq6CV3UM7tqwL9aTuWZUVa7s8VZzaX5Pqs7BuGeqEBXr9K7ifiLjfoL7iWe4nzjifiLjGzUAAAAAAAAnggc1AAAAAAAAJ4IHNQAAAAAAACeCBzUAAAAAAAAn4sYw4XV5/uPeBDAtnQ8DaiaQaL++attG/zTvt8jW6af8fkPRh9kF9BSBUeshhwEtJmRSkvpdDhnqi4zHgwnwc2FPXRGq5EIX1ypEbZdDioocK40mqHJ37sPOxou8k7X5ZdObwLS1CBVbmnm/4rHhRnkfUzFm4z7vd3vmQ6B2lyak7tyEAkoa5jyXrfkO70143Zn8IpmX3N9h9OM7D/n9ur3vQ5jwrTCBYEU+luYun+/91oeorZcmTOtpMTZnZr8m5E6ShjDHMPj1tA5mPU0+KKwz+3ABc5J0MEF361kRjntXXQsvbLcI0Axz7a6CiaM3ob9VqOxlXgtRnFM24LQIQ7Wvr0KKB/N+VbCt+bx0wbhleLLbb9GvJhPIWrSVGYdmrq+Snx+5MZAkc82rxkazaVuF75k5LiJ01S7y+FbBtuujJ2lb90oOmZSksCmp/lrYTOBz3C+CuSdzfarWqVsnVRD1i7rF66tzTSa0ugp7tvt1a0xSuLkofi+0wcHziwdDl+HUbjuh82/D/YTpA/cT3E9c4X7iiPsJ8x7v2gIAAAAAAAAvBQ9qAAAAAAAATgQPagAAAAAAAE4ED2oAAAAAAABOBA9qAAAAAAAATsSNVZ/G3fOE4mlrEqLDJ3t3i6me0PvKEsuS9zu4Sg+S1i5391CktF/v+1uvP/dJzJvOpLQXqdqt5ePYbX1q82bKid+LCY5el1xVQpJa5ET3digS0nuTfu2HUXszZv0Tn349Rx6Htvrne4NM2vamiLBfc+c2e5+Q3oZcqSRMErokNVPVYZ6KxP1NHstl9Wtk7fOxRbFGBrOe2mqquEgatrnKR5OPTh/n/H4uTV2Shjkf8zTm/fZF4ZBmqnys+yL2311G7vn5OTf7mDo/NhF5bJaDqVojaerzsY3hq7jEnCtDRPjzar+a9V+cK3fWtXPOnZdlZRdXgaVo26Z8vXBVLKSi6szoKwHYikdlW1NNqqrE5FRVTUyFp7iXr4XNVf6R1Ew1napCjqve4851SXIf79V+3VyEqbIgFVW1iuv5bbRLc20o9uvWSFnR6mybN1aVsly/iupk8eB+3litadeHqhJTUWHGNjWVuVx/q0pobWd+9ymql7i1E1t/jZapxlae7+YcbE/zNV6SZCrURFGZxc6beb3kz8Gq7V3F/UTG/QT3E2/1gfuJZ++WN93x+wm+UQMAAAAAAHAieFADAAAAAABwInhQAwAAAAAAcCJ4UAMAAAAAAHAibgwT1vmbb/3nZs6BN8vGhOFJcplIVaCRTPjXWmTrDCakbg4fKrb2JryoCADsTHDjuvPJWUPkY+6Xx0UfTChfM+F9gwkKlNQvJvyrCkdU3j6Z4C5JGkxg51yEYo6Rw6Wa3rBt53gltzXHIElDZ8LZ7heBXnOen266tG3XTQ7p6ot5jy63rcK/zpYc8HboiwDMZgKjmp/j2QSXNvkx62cT8NZ8H5Yuv1/n1mMRjCYTYBZDEYhnxmyYfCDrrjMhglXw6ZqDvtYi7G/b5fN1LeZyNnOxaX6/3ZiD+dbmQ+rurPXaejWho+GCNiXJhZae+cA2e91binRDdy0zQcBSEUS68wFzNuD3wl+H3FnZLoqQO3PNssG25popFWNmwlirfdjwZUnNXDfDBHBK8iHFvqUNsNXir9EuiDq2/triAm+r+bFrpAqrde9XBAS/7Vx49voy2Nm8XxUQvDWfHy6MW37tlH1w68Ecr50zFUHWtwmGrtapUe7Xfb5XId9uezGONnjYhTqrCLK+TdD4XcD9RO4D9xPcT1zhfuKI+wnzundtAQAAAAAAgJeCBzUAAAAAAAAnggc1AAAAAAAAJ4IHNQAAAAAAACeCBzUAAAAAAAAn4saqT/P0/uf/I3JKdbvICcaS1CKnGIdJrpak0aSLl0VCwnS3FY07834mwVuS1jmnQQ8bn6q97J6mbVUlDBeA3cWbaVsv/16TSWQf5NOklymnarfOp+jH9tN5v11OWJek2OX9ru2Bb9vluXDzK0n7Nc/F9sKnqS99Ht8x/Ji5tVPU51C/z2noh42vOrO0PO/b8M85W9zLry+qebR93semy+8lSeuS536OovpBl8/NWPI4xuRLIsSQ52fufTWCsc9zcdH8qPdmHIbFr5FLU9FgLCrfaDVjY5Lmj53I+zXFWo772Of1YIL177br1XbMCegq90iSW7pVxSU7QVNx7XdVkKrzz1UVqqoGuAo3VTUcV3mn+PyxVWfc8RYVGWzVm+I8sVV6HhbXc3d9qypPnbsqSsWYH8zYnPvrrqsYZivsyFevClctSX4cSq7CUzHvdv2X1aRMxRYzNpIkc16U69Qo++DWmZnjVlS5cuu/OoZwn63FtcHvwLd1fSsrRLljq6q4uIpwxbqx1wGqPr0N9xMZ9xPcTzzD/cQ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\n", 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" ] @@ -203,7 +198,6 @@ { "cell_type": "code", "execution_count": null, - "id": "democratic-sunset", "metadata": {}, "outputs": [], "source": [] @@ -211,9 +205,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "btk", "language": "python", - "name": "python3" + "name": "btk" }, "language_info": { "codemirror_mode": { @@ -225,7 +219,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.10" + "version": "3.8.10" } }, "nbformat": 4,