From 75bc325e7d2636c712c588c6f43254570c1da44b Mon Sep 17 00:00:00 2001 From: Alisha-2005 Date: Tue, 13 Jan 2026 20:13:25 +0530 Subject: [PATCH] Fix: Catch expected error in Lightcurve tutorial --- Lightcurve/Lightcurve tutorial.ipynb | 362 +++++++++------------------ 1 file changed, 116 insertions(+), 246 deletions(-) diff --git a/Lightcurve/Lightcurve tutorial.ipynb b/Lightcurve/Lightcurve tutorial.ipynb index 205cf18..1c32b0c 100644 --- a/Lightcurve/Lightcurve tutorial.ipynb +++ b/Lightcurve/Lightcurve tutorial.ipynb @@ -114,7 +114,7 @@ { "data": { "text/plain": [ - "array([ 91, 98, 98, 98, 108, 86, 101, 114, 93, 95])" + "array([ 97, 121, 105, 91, 92, 109, 104, 109, 91, 115])" ] }, "execution_count": 4, @@ -138,17 +138,7 @@ "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:root:Checking if light curve is well behaved. This can take time, so if you are sure it is already sorted, specify skip_checks=True at light curve creation.\n", - "WARNING:root:Checking if light curve is sorted.\n", - "WARNING:root:Computing the bin time ``dt``. This can take time. If you know the bin time, please specify it at light curve creation\n" - ] - } - ], + "outputs": [], "source": [ "lc = Lightcurve(times, counts)" ] @@ -416,7 +406,7 @@ "output_type": "stream", "text": [ "100.0\n", - "[113 92 110 97 101 102 103 101 124 89]\n" + "[102 93 91 126 100 119 105 86 86 106]\n" ] } ], @@ -435,7 +425,7 @@ "output_type": "stream", "text": [ "10.0\n", - "[11.3 9.2 11. 9.7 10.1 10.2 10.3 10.1 12.4 8.9]\n" + "[10.2 9.3 9.1 12.6 10. 11.9 10.5 8.6 8.6 10.6]\n" ] } ], @@ -638,9 +628,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Counts in light curve 1: [103 99 102 109 104]\n", + "Counts in light curve 1: [108 99 82 115 103]\n", "Counts in light curve 2: [500 500 500 500 500]\n", - "Counts in summed light curve: [603 599 602 609 604]\n" + "Counts in summed light curve: [608 599 582 615 603]\n" ] } ], @@ -690,7 +680,7 @@ { "data": { "text/plain": [ - "True" + "np.True_" ] }, "execution_count": 32, @@ -724,7 +714,7 @@ { "data": { "text/plain": [ - "113" + "np.int64(106)" ] }, "execution_count": 33, @@ -904,7 +894,7 @@ { "data": { "text/plain": [ - "(500, 1499)" + "(np.int64(500), np.int64(1499))" ] }, "execution_count": 43, @@ -1004,7 +994,7 @@ { "data": { "text/plain": [ - "True" + "np.True_" ] }, "execution_count": 48, @@ -1031,7 +1021,7 @@ { "data": { "text/plain": [ - "True" + "np.True_" ] }, "execution_count": 49, @@ -1066,14 +1056,22 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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hy8o49QD9YosrKlhcUUHbAUySExGl13NvTg7Tw8LU99rsdl7s7OTf3d3qeyatlnuyssb4WpweDwNOp6q1DLvdXFdXx2927/5GY5oTFsbf8/KI0+v3+Tmr2801u3d/5f26yWLh9e5ulh+AAK6xWpm8cSNX19ZOuL3X6eSxtjbqvqG28H5fH693d9Ngs+3X55eZzTzb0bHHe0+3t3+jcXzbbLRYeKS1lfFi9OaGBi6prqZqL+bOTrud39fV7WEqO1wEBMo4NEIgy8r4ZMoUrB4PGWvXclZl5bdy7DN37iRjzRo++BZ8KLtGRtgxPHzIj7O/2D0e7m5q+tomkb9kZ5NnMqH7hiavUbebOxobCV6+nFN3eIs7JBoMrJ42jcuTk9XP6YSg3GymTpn4Lti1C8Py5USvWsVmRSOJ0evJNhoPWDiOp8Ph4Fe7d7PpKzSdjRYLj7S1seIrtOvJoaF8MnkyRx5AJFuaYnKJ0k2cuqYXggSDAf0+zv/++FBOiY3l3UmT9tu892BLC39paRnz3r3Nzfyypma/vn+guKXk3qYmLN9wkSml5OGWFtXEFabVEm8w4BknGC5MTCQ9KIjwCc67R0pO37mTv7a0sO078iwHBMo++KaT04Hy2cAAzXY7Px7nQ1lmNo8xtxwMjt22jWO3bfva33d6PJy1cyfvHKSQ7Wc7Ori5oYHSDRsQ5eU8PG6S+CouTEqiZs4cEgyGvX5mw9AQorycOxob9/qZrSMj3N7YiM3jYbGifQi8Ji6rn7DzSEmT3c6wYoqYGRZGvKJBpCqTr0YI6ubO5bq9+FA+7utjxsaNNH7Fatyo0XBBQgKFwcH7/FyW0cjtmZnkj/vcoMvFMrOZAcVcFabV0u90qiavz/r7EeXlPNLautd9R+r1yLIyHs7Lm3B7mFbLisHBfd6no263arYbcrn4xwT+Fg/ec72/TuhEg4HpoaFj3rs5PZ1/Fhd/5XfdUvJcRweuA1jErBoc5MaGBl76hmX4q6xWfltXxx/qvTFHWiFYOThIwzgN7yexsTTNm6eaUcePf9XQEFNDQ8mbYPvh4H9eoDzc0oIoL1cl/IjbjSgvZ86mTQRpNFgXLeK/35JP4+SYGGL1elZMnTrm/bKKCiZt2HBQj9Vit2P7mtrAMrOZXqeTbSMjdB+kcMbfpKQgy8q4LzsbYMIHaF9UWCws+woTjm8y29dklW00cndWFlenpJCsCIZep5OTduzgMT9/SavdTpXVSpDG+wiFaLXcnZ2NLCsjSfme2enknqamvWqCQRoNSQaDuo+9sW1khJe6uvgqo4ZLSpINBkY9njFRatuHhymrqGCjouEMulycs2sXTyumIt/Z6N3HtbS63WyyWPbqQzFqNDyVn88x0dF73YdpxQpCV6wA4JaGBs6vqlI1PB8f9vVxUXU1u/3eb7DZ2LqXc/hMQQHvTJpE8+ioqhmatFrOrqzkJ34LM6fHs8fqf83gIJdWV/PFAZj+poaG8kFpKad/A63TIyWJBgPd8+fzN0VATw0N5en8fHUx4mOLxcLf29pwTnDP+hJdU4OCvvIe+rb4boziINNmt9Oyn7bcLcqN6lM9fTpJgsGA3eOhzW7H/jXsk1fU1PDPrq4D/t55CQksjIwc817bvHl0z59/wPvaF0unTOH9fTgzB5xORHk5943LofBIyXHbtvFSZyfHRUfvUyPYGx/39fHsXmzcpyg+lJMP0I90RmUlZRUV+/QLLI6MxLJwIXdmZu71M3EGAzdmZLDUbOa1ri6K169n1qZNACT5/dZWu527s7KYoayOX+nq4rmODrocDvXh73U6uamhYUIfymXV1Ry5dSuTQ0O/ssTLkZGRPJmfT/BXlOPZaLFwWU0NpRs2MNev2oLPnevzL/nu+eOUyf/oqCisixZxu3Je/lhfjygvHzOJ1VitzNy0idN37pzw2LttNu5uaqJzXJRSh93O2sFBdV8hysR3Q3o6H0+evEduzZAi9FP8znXeunVM3bhxwuOuHBzkrqYmpm3cyAzlOl2pnO/3/UzHwStWqO/7SDAYODs+nkS/Y600mxHl5bzf2zvh8cK0Wo6JiiLua9z3PppHR4letYrXursxKtf0w74+7m5uHuOUH3S5OHfXLn69ezc7JtD8grVaUgwG3u/r20Oz8afRZuOFjg5VQz2U/CAFypxNm/a7fMlLRUXIsjJ+pDxcwVotsqyMd0tLqbJayVu/nmtraykfGODtAzDvfGE2U72fjkUfDaOjvN3bu8dxkoOCvtENPBHxX7Ey9tnCP+kfG7WtEYKS4GAidTr+1d1Nxdew3b7S1cUvamq416+8yYd9fYjy8j2EcMvoKPc1N9Pk98DY3G46xjnf/5aXx8ywMJ5sb5/QlOIbe6hOh34fv3vY5eLWhga2j4zQ73Kxy2qlzeFg44wZXKwknPY4HBy5dSs3NTSwRtEEioODWTM0ROLq1epqOsdkYk5YGCfFxOxxnJWKn+Oe5mbuaWrinqYmnB4PFpeLLeN8JWaXi8travaIYuu028fkfeQoWt1vU1N5q6REfT/fZOKm9HRmh3uLTkwLDWXplCmqSU8jBCatVs2XeVUJPjhu2zYuU8Kns5R9G/Zy7oK1WtKNxj0mlDd6epi3ZQsWtxtZVsbw4sW4pcQpJcdGR+9xLc6Jj+eTyZOJ97vf10yfzhdTpgBe34O/w/6R1lae6uigfOpUliuafYTibxhYuFD9nEtK3hz3XMXq9fw2NZVcP214k3Ltlu/FD7XLakW/fDkP7odJts/pnLBcTpRiGr2mtpbbGxoAr3BLDQoaoz2/1tXFLquVOL0e0wTnPVirJVPxNU2kXUasWMHN9fVssFi4uLqa6FWreOAATckHyg9SoPw6JYUrUlIm3CalZGg/HWppfiaPv7W3c7Ny8feH/5SU7DOEciJWDA7SODrKqeNWgZlr1nBERcUB7eur+PH27SzZsmWv20N1Op7Oz+e2zMwxpoJRt5tnCwo4LjqaOeHhzAufsDLOPjknIQFgzPmsVyaJ3+zejSgv5yHlxq+z2fhDfb26HeDE7dtJXrNmzD6Pjo5mw4wZ7LJa+aS/X3Xuu6VUo542WSyI8nL+UFc34bg2Wywcv307f2pqQgI/jY1l1bRpLJ86lcbRUXqUhzZCp+O1oiL0QqgP8uzwcCK0WjSgOpSFEKydMYPfpaerxxh2uXBLyc5Zs7gtI4Nkg4FuRZPJWbeOmxoauLG+fsxE5JSSCxISmDXuXCetWcOv/JzPGUYj92RlcWlS0phAAJ0QlEVGqrkMUXo9Q243axVh+K/ubkR5Oc8oWuPSKVNYOW0aX5rNPKOYxSJ0OmRZGR9OnjzhucswGlkxOLhHQECkTkeoVovd42HE7abf6eTPTU1krl2LKC9n+7gFiVYI6m02Vg8OqivqWeHhagDBk+3tZK9bxwZl7FohWBIRQWloKIsUzf7OzEz+VVw8xpH9dH4+zxYUjDnW8sFB5mzePKakzdWpqXiWLFFNr+NpVhY2+7JZNNhs3FBXR/Lq1Zy2Y8ce2yN0On6tBHjUKvd1SlAQKwcH1QWK/zHWTJ9OYUjIHvtxejysGhqiODiYSeO2Oz0ehhQzZXFIiGqi+91e7v2DxQ9SoNyUkcHNGRkTbltqNpO2Zg39ys16f3MzorxcXRV2ORyI8nJmbtxItF6Pa8kS3iwp4ZKkJK5OTd3vMdzf0sL5u3bR7XDwbm+verx9cVlSEiEaDZtmzBjzfpPdTvk3yLHosNs5bceOMSvchtHRMar+RPw8IYGyigr+7KdJ1I+OMm3TJt7t66POZttv4eyPbxKpmTNHfc+Xw/Gikv9RoDiWZ4SF8VFpKUV+juYb09O5KytrzD7XDA6yzGzmv5Mm8Wp3Nycq9vO/t7WRuXYtUkr1GuytkvNmi4WVg4P8IT2dK1JSSAsKYn5EhPeB3LmT3ynhmQaNhmyTCaeU/L6+nja7HYvbzQO5ubjLytTVdYfdzh2NjeqEJaUkbvVqHmltRQhBSUgIc8LDuSsri/SgIFrsdmaGhXmFk99kuMFi4aWuLgzjTGMnRkczOzyc9UNDxK9axWtdXYRqtbzS1UXW2rXq59YODXGMXy2wboeDn+zYwR3KdY1WjrVmaIjP+/vJMBpZEBHBiqlTqZg5EwCLy8WawcG9+lAAXios5NRxpspwrZbUoCDcUhK6YgUxq1Zxit9nxms8n/b386vduzli61ZVmF21ezczFZPXEZGR3JaRoS72/l1Swr9KSjinspLjlSCTEbebsyor+ZHfIuyc+HjVxOcjWblO4/0zQoi9JsjODQ/ns8mTuSQpaa/nocvh4IGWFjygLgIebGkhefVqXB4PLo+HWzMzGViwgBeU+z3HaOSlwkJK/QRDrhK1+Pe2tgkrQPiE0fSwMILHnUcBXJ6czNWpqfQ7nbzZ08PzBQUMLFiw13EfDH6QLYBvbWhgmdnMsmnT9tjWbrczpKyUovV6apSL4stu9j20mUYjQy4XrXY72UYjb/b08EFfH7/0Cx3dF7usVi5KTGSzxcJPduxgzbRpzP0KjSVCp+OchASmh4Wxc2SEzRYL58TH0z1//j7DMf3xSLmHTX7U4+E/vb002+1sUIRV+dSphPtNrKft2IFbSt5R/CrNo6NkKJNShl8IZ0pQEBFaLTVWK8dERe3hX9pksfDv7m6i9XpWDQ7y3wn8NKlBQTyYk0P2BKGhJ8XGjgktbRwd5fjt2/l3cTGnx8cDXm3k6HGTw1W1tarTGWCK8mB2OZ30uVxsGR7mR1FR2Bcv3msplLPj4zkjPp5wrZb89esZdLk4r6pKnXg+VCr+aoXgGiUfY05YGAYh+Fd3NyaNhqOjoojX6zFqtbTZ7dze2MjtjY3cmpHBHVlZCLwa7x/q6rivpQWDEFQMD9Nst3N6XBwXKGY1KaU6qf04JoYn8/P3WBW/r2gLb/f00ON08n5fH58ODOzxu2IVE0vF8DCzw8NZrWgRf1aE8o+ionAvWcJfmps5ets2rklN5eHWVgYXLlRX+TtGRpivaLRfTJmyR8jxhqEhbqyv5/Vx0VXTQkN5Kj9f1Y6SDQamhIZSPXs2FrdbXTj4aFQ0gNNiY+lS/DH+wRCFISHc7reYWDM0xBvd3fxTMdNN3rCB7Yq/weds90hJ2MqVXJuaygO5uep3s4xGzktIINdkQpSXc2ZcHJcnJ3Pk1q38d9KkCf14ETod8yMiJryHlmzZQqxezytFRfQuWECETqdewz6nkw6Hg36Xi06HgykbN/JSYaFat+/lri4eaGmhZd48dX8zwsJIDQrigdZWHmxtxTMu5DrRYCBer+eVri7vosTvedJpNPw9Px8pJTU2G0/m53NaXNyE4ccHkx+UhvKGorr/qalprzbQ0+Li6J4/X7UJP11QgCwrU6vLRinhkW9OmsRnAwOUbNjAX1pamBkWtt8aikdKuh0O4gwG5kVE8EZxMXYp9xm7LhUb75cDA7zR3U1ZRQXnV1XRarcTZzAQ+RVJbT7y163jF35lQ0bdblrtdk6IjubHMTFqAlSMTqeGvAL0OJ2qQxRQnYOzwsLUSQ68D9Sx0dHE6vV8MjCwR/z7zE2buK+lhVsaGnh3L/k0T7a3c21d3RiH/xcDA4jy8j0S0lxSsiQigjy/ieftnh7+WF8/ZtX2QkEBRyomj8uSkrhfmThuVTTVGZs28cXAAAaNZq83/QOtrUSuXMkdjY3U2mxsHxlh1OOhfnSUp/PzOSU2FqeUtNntqrno5wkJxBkMLIqI4NOBATLWrmWdxYKUkqmhoRyj3Fe+6J3hRYu4OztbPfcOKdELwaywMF4oKMAjJXGrVnF7Y6MaTuzweLi8poZbxplcf1ZZiX7ZMs6srCQ1KIjfKGbeXyQl8aGfIM8PDuaOzEzVPLk4MpJV06YxV3kthEAjBCfExPBmSYk6OZdVVPAzJQerKDhYTaycKJouUqcjz2TaI5Lqhc5Oliiagiwro23+fNYODvJkeztZfhPgFouFq3bv5oSYGJZOmUK44qMDWD51KluUhdBmi4Vra2tVYfNwayuvdXdTNXs2H5SWqsLEd67h/01HD48Li3ZJyS+Tk5kdHs788HCKgoPVgIW95fx0ORyErFjBH8ddi1qrlVqbjelhYdzb3EzUqlVcXlPDucr5mxMeTrbRiMXtVhcoF1RVcXN9PX1OJ9fV1dHucIwxdb7c2akK2NgJnv8ovZ7JSlBI7QT+2tTVq7mspoY1g4NcXlNDxMqV37hQ6VfxgxIoviiWq1JSeHwv8fLX1tVRVlGxXwX7fA/gbpuNN3t6eHcvkR/j0QjBf0tLyTEaaR4d5UwlAunLfZitPHjNUPWjo/x81y5eLSrigoQEInU6MtesoXQ/w4YXRUaqjjrwmssWV1Rgdrm4vbFRtfmfunMni/1MAh9PnjwmPDpKr+ep/Hx6nE6+8Fv19jmdXJeWxtnx8aQFBe3hcL4zM5Mb09M5Iy6O4/20iF0jIySuWkWb3a5OfH/zEx4+2/TVtbVjfCgtdjvLBgdx+U1Up+7cyV3NzWOyiieFhvLF1KmUhoTwdEeHWhLlY7+ggo+UfIvf7iXb26fV+ExBP09IYNOMGayaNo0tw8O809tLWUUFD7e2quU+XujspNfhYHZ4OCaNhmSDgXyTiZ/u2MHMTZv4ZMoUZFkZv0hOpsvhoHD9ev7d3c3j+flcl5rKjNBQToiJYYPFQtjKlfx0xw56nU52jIyQtW4dTaOjqvb8sl/Agt3j4fXublxSMikkhJZ58zgqKooHcnK4IiWF45Xr0jo6SuyqVQRrNOoEHq3XY/N4eEtxUv+9rQ1RXs5RW7dyaXU1a6ZNY9OMGWwZHuZ1ZVKP1OvpXrCAbTNnjmmv8F5vL/nr1pFpNLJpeHiPRUR+cDBhWi0tdjtDLheddjuPtbXxUGsrMatW8alyfaZv2sRjbW3YPB42K9rk2unTAe89PVWpXPBgSwsPtbaq3xt0ufhxTAwFwcEcFx1N/Zw5fDFlCm+WlBCiLIq0QvBWSckeuSnv9/WxcMsW7m1u5u1Jk7g9K4tr09KQZWXcMc6kanW7+ay/nw+V424YGuKDvj4+U15vHh6m3eHgp7GxzFcsEU93dPBadzd3NjZycmwsdXPnkmMyEWswcJXyDIx33L/tN8f4zJ47Zs2iewJT1W9ra/l8YIBck4kZfpUdwGuibHM4aB4d5cioKOYo22/bRw7WweAHZfL6bVoa2SYTw243R0dFkb12LfdmZ3NmfDyPtLZi93hICwqi3eGg024nMSiIe5uauLGhgQ3TpzMzPJxaJbILvAlSPvPL5/39Y6K23u3t5ee7dhGt09Hop6b6eLGzk/v9IipCtVpmhIaybmiIn1VW8mpR0RgT2Ed+D2J6UBBpQUG8WFQEeIUCE5QUubWhgWyjkQv97LnVViutdjs3Z2RQNTJCldXKAzk53NbYyO/S0ghVHrLdNhuz/W7Cp9rbWTE4yH8mTWLU7Wbhli2cER9P4+goD7S0qBrc5wMDnF1ZyTuTJtHjdOIYtyK9ZS8huRstFrqcTuptNn4SG8vdWVn8zm9iuigpiYuSkviwr48Tt2+nRJncj4mK4uPJk9WkwX6nE6NGw6+Tk/FfEnwxMIBOCP47aRLZ69bx6927ebu3V51UfhQVxVFRUTzY2qrml4yn2M9+/evkZLKNRqaHhdHndPJ3Rfi12u2809vLTxVzyObhYZ5Xosoez8vjYuVanBkfz7bhYW6ur2deeDhJQUFkBAWx22bj7d5ezoiPJ1fxw1ySmMj7fX3U2mycGBPDUVFRnKz8b9JoeF/Rtv39SG4pOS46mlNjY4nT64lYsYLLk5NJDgri3d5ejqyooHXePNWke319PSfGxFCk09EyOsqZO3eiEYLzExPVRMi0oCCyjUY0QlAcHMyqadNU/8qA08lzHR38taWFdyZNUkvOLB8cZLfNht3j4YWCAjXSzEe8Xk+W0YjD4yFi5UoAOufP5zVFUPkmzftzcojW6eiw27lOcRy/WFjIvPBwztu1C4vbzepp07g7O5vpYWGqyc0X/TVv82YyjUY67HZa7HbqR0eZExbGu6WlXFxVxQO5uWMWWgBlikZ7e2MjSwcGuD49nRMniMgDKDebOXH7ds6Jj+ezyZM5ets2lm3fToJeT82cOcwOC2Nw4UIE7FFZY+vwMNfs3s2nAwNUzp6N3ePh+rQ07snOxqjRqAJlbni4Oibf9dYCkzZs4Mb0dO4eFyjg07iOi44eY74GbyDGVSkpqla90WLhV8nJROl03kKeBzlqVD3uIdnrt4zd4+GR1lZOjI7mlHFRFb48ietqa3EDH5SWYna5aFYESqsyUQ8qJohQvwtzV3Oz+sB92N/PMx0d6ur6qt27sbjdE2ZBW91uVg0OcnZ8vGo+qJk9m6SgIIbcbuZHRIxxugKq4zter6fP5WLl4CArlX30L1ig+lB6HA5cUpIUFMQb3d3E6vWqQHFLyd1ZWZi0Wv7V3c3Zyo2dbTQy7Hbzs/h4dYJdNnXqmNpQT7W3qwJTKwSNo6NqFu9P/WzJiyMiKAoO5t/d3RwZGUmN1bqHPf262lo6HQ6qrVY+nzKFSL2e8xITOU8xnb3S2UmcXj9h+O4JMTFjfCgDLhfHbdvGk/n5/DI5mTVDQ4x6PMwICxvjK7q1oYHVfhEyRyhj8/l4BpxOFkREeMt/SKna2jvmzWPU4+GD/n62DQ9zaVISt2RksGjLFiRebSjfb5LsXbCAC6uqOL+qilCtlrLISE6IjuaymhqSDQYWR0SQFBTEzQ0NCBiTHyDLyiiLjMTidvPrmhpG3G7yg4MpVRzOFyUmcpniozt+2zZGPR5+nZLC2fHx6ITgaL/zHKzV8tHkybza1cWZlZU4peTzgQE2+5kgPcCRUVFUzJzJ1I0b+dJspigkhC/NZvpdLjX446ioKGRZGf/t7eWUHTt4S1klX52SwkOK6XDL8DDXK/fDR/39qkD5a04Ok0JC+F1dHW/29PDxuCiw1KAgHsnNJVcRWgUmEwkGA9tmziRCp1Pt/r7n6HpFmFydksLqwUFCNBq1UKhTStKNxjHVm9cODfF8Zydrh4ZUM6SPdRYLszZtotlu54P16/eYlDONRqaFhrJleJhlg4Ms276dTyZP5tht23i7pIRTlMioLoeDaJ0OAZyr+Dh93J+Tw+QNG2iy2/lRVBRbLBb6XC7+kp3N9enpbLJYCBKC//b1sctqZbPFgtXtZlFFBf8qLubM+HgidTruysri0dbWMQm9WUYj8QYDHQ4H9zQ37yFQOubNo2TDBh5va+OPGRljcsJMWi0P5ubilpJqq5WHcnMZdru5qaGBY6OjD5lA+UGYvAZcLq6preWYCUqJ+BLdXEodoaOjohhcuFBVER/Pz0eWlREkBBfu2oVWqeW1QDF3Faxfzxvd3WQbjWpC3BcDA16tAW8phvE4pcTscqmru0uTkqgYHqbX4UAvBK90de2R7PbplClEaLUMulyYXS4uq6nhspoa5m/ZQtbatYQq+4pfvVoNmX2qoEB94MEbenvE1q3U22xjIoLsHg8XJiYSrNViUwRntE6nClPw2pN/pji9+xRHNngngF/4BSIkKWaucJ2OdUNDVI4rWnfM1q08qNi1Nw0Pq6Yqu8fDmsFBOu12XlbyUB7y0+DKFR/KeBtvq93OkogIQrVanmlv55ioKB7MyWHt0NCYgnivFhVxrjL+y5OT+WLKFDodDjV0e9PwML+qqcHh8eCWUjXVGTQa7mpu5ordu3m6o4NnOzp4q6eHZrud/ygmoRqbjf+UlPDr5GTuaGzkn93d9DqdDLvdTAoJ4bbGRkK1Wt7q7SVv/Xp+sn07x0ZFcVdWlnqcR5Xr9OesLNrtdnaMjNBmt/PHhgaSlfIhf8zIYMjlImvtWj7u72dBeDijbjca4PKaGm6oH9sa6Fc1Nfx81y6cynnwTUZnxsWxbOpUNREySwkn9p2LH8fEsGH6dFULdEuJW0oKTCb+6Bcd+UhbGycrC7RpoaEsUr7/SlcXUkr+1NjIebt2cWFVFU91dDA5NHSP6gtPtLWpyZCyrIyqOXMoHxjg04GBMU7kaquVy6urOS46mrXTp5MSFMTTHR0crywwZFkZcQYDK81mLquupkfxoTzY2sqbPT1Uzpql7muq4lcYXrQIi9vNz5Uw9XsmuLfuz8lhZNEi5oSF8VxBgeoT9C/GmLh6NfO2bMFTVsaM0FBiVq3iwsREZFkZP09MZLGiVdTbbFyfnk6m0cjv6+u5oa6OmZs28YXZzE9jYykwmTC7XGrey1mVlfy+ro6m0VFubmig3+Xi/d5edQzPd3bSofzO/AkqRzSMjmJUFmUT+XymbdzI2ZWVLB8c5KraWm5S/D7/7uk54PYQ+8sPQqD4Hqhz4uMJEkK9gYA98iSO2baNM3bu3MOH0u5wsNRsVk04j+flqXHrXw4M8FJXF58rvoQUg4GfxcdzZlyc1yQxzrcSodPxZkkJ2SYTlyUl8WxHByds384FVVVqqZKl4/wpEq+W5FtRv11SwhUpKVyenMyg203S6tXqZ1ODghh0uVhhNhOi1fK3tjZqrFaO2roVgxBIvPkbGUFBvFJURJvDwbTQUArXr1dDJE/fuXOMAK6cPZvnlN8botVyX3Y2v0lOZsDlGiM0a6xWTlWiYfQaDReN6y65JDKSx/PyOC46ml8kJRGrrITe6e1l/pYtPNvRwadTpnBidDTb/ByoPufj75UsbV/iWI3NxorBQd7o7uaymhpe6eri2ro6HmtrGxOynGky8UpxMcXBwTzZ3s7znZ08VVDAlSkpaox+gsFA0PLlXFVby11KmZRovV69R5YoE+a1vlVyaio7Z81i7fTpWD0eXujsVCel1xRz5GOtrSwzm8k3mTBpNKQGBfGF2cxTHR38vr6ed0tLkWVlXJmayiaLhYVbtrB5eJgQrZZPp0zBvngxlycns3l4mJx164hYuZLG0VGuTU3lruZmVvjVd3qzp0ct694yOsqTihnu5vR0fpeWxtKBAR7Py+OG9HR1knustZWIlSt5pasLnRA0j45yf0sLO0ZG+JviZ/pLczO6ZcuYtmkTb3R30zR3rnpdfdnmUXo9y6dNo2f+fNZPn06l1cqtjY28ovh11k+fTpXVOsbPA94AAIm3vcCA00mjzcZH/f38rq6OrLVrebGjA4fHQ+H69TzV0YHV7eaT/n5i9Hq658/fIxz2qY4OnunoUH0ZjaOj6IQgSKl3dm92Nv8oLOS/kyahxbvYDNdq+Wdx8ZiWBACvd3dzlBKe/OXUqVyclMTv0tNpmTuXbqdTDW/31Qp7tLWVJGUxV2+z8UZ3NyvNZl4uKuLa1FS6nU7OT0hQs/99RSuvqa3lqt27eb24mCOjokgMCuK3SoCPBD5R5hWnlJy0YwdHKw3DfD6vDdOnU+0XYu9j/pYttDscZAQFMX/cPNflcLB9ZASrIlD9Kw883tamzmUHmx+EySter+e1KVM4KiqKxYqpQ4u3aU20Xo9HSrRKL+tbMjJ4rauLBpuNLJOJu5qa+GNDAx+VlqIXgrN27mSVojpflJiIZ8kShBAsM5vVXJVNw8OsGRoiTq9nvcXCu319e1RRfaunh1v9HGAFJhMf9verGdK+CclHpGJf/ndxMbPCw8kwGjklLk7NpPWVtPAdZ9fICLc0NnKLcowz4uKYEhrK+319/K2tjevS0jBqNARrNPwxI4PH29qYFx7OaTt3cldWFtU2G8f6mVDe6+vjr83NfDJlChE6HW/39pJnMtHtdHJvczPvKU7oR1tbeb27m8+mTMHqdu8RyurL//nNXhJLfb4YX8hrv9NJudnMcdHR3irP/f0ct20bU5SH+Oz4eKJ0OrYpDt+LlQi2ySEh6gq8w27nLy0tnBIbyzuTJpG/fj2XVldTFhnJkZGR7BgZQQNqUEXRuFDVn8XHk2QwEKvXs8xs5vXubmaGhVEUHExRcDBdDgdzN28eM7n5WrKOeDyMeDw80d7O/Tk5XJeWhsvj4e3eXsrNZn5XW8sx0dEYNRoSDAYuSEig2W4nIygIjRAYFFPW693dakfG55XEUd/xfWZT/0njM2VCeL2oiMLgYKYpZUdG3G4+6u9nxqZNNM6dq2ohO61WpmzYwP/H8Xn5bVqa6kSeERpKjslEt8PBVSkpJBoMXOhXHeDmhgbe6umhYuZMck0m1k2fzo319XxpNhOl0/FsQcEeuU2pQUHkmEz8tq5ODZBwLl7M79LSuK6ujuSgIDxSes2MERG02e2q4/ij0lJcUnJ3czMa4OHcXB7KyWFRRAQeKem029k8YwbhK1eSs24d4M3n8Jlq800mzoqL42/t7VQMD/O54m/x8fOEBG5qaOCa2lrWDA7yk9hYzklIYMDl4tmODhZERDDgcvH2pEm02+3MU8KmT4+L482eHpYPDhKh1dI0bx6XJSdzd3Y2Gy2WPSJMj4uO5mPlvu5asACr282VKSnck51NkEZDwqpVgNeHsnZoSF10+q7drM2b+XVyMhckJvJsRwd/zsoi3mAgRqejz+XinIQENQr0pvp6am02ni0o4Pq0NH4aG0uQEAy4XPwkJoY1yv6njiuoebD4QWgoOiHYYrGw3GzmuG3buKq2lpeUlVKETqeu6oqCgzk+Opq60dH/zz9RLp4QgnkREaowAW8Ej8+ks3RggN/W1SGlZLWyalxvsbA4IoLnx2XgdjscfNjfz3l+mlLVnDnclJ5OjsnEzxMSWODnkPcooaOZRiPHRUcz6vHwcV8fj7S28mxHBxckJDC6eDG/rqlBlJdTbbVSGBzMLMVs9/OEBK8tNySEFwoKeDA3F50QVNtsnLpzJ//o7GS3zcZlSUnEGwxcVF1NSXAwf8/PV8fw1+Zm1UTllpIaq5V/KOfQP1rr6tRUFkREcEN9PWWRkROudG6oq+MX1dVM2bBBXeWdFR+PLCtjXkQET7W387yStFZns3Hazp1qyYtjFcHiEzxuKTlx+3Y+GxjgR1FRnKOYtf6Sk6OWjnmyvZ2HW1spq6ggXwmoKA0JoXF0VO2V4cErlH3awqItWxDl5Yjyci6oquKE7duZvXkzZ8THs2nmTN7p7eWPDQ1oli1Te4BYPR7WKZFHV9bWohOCy/wCIt7t7WXnyAjrLBbOrKyk3GzmgdZWjt22jSUVFRQEB/NiUREXJCbyVEcHv6qp4baGBuZt2cIuq5ULExPpW7CACxMTmb9lCysGB0k1GrksOZkn8/N5vrBQ/c0tdjuRSp6DT5iAN+fIF9J69e7dHBkVRdXs2QB7ZFM3KKveJZGRyLIyXigs5OWuLmZt3sy0TZvodTpVh/16i4VnOjroVyZb8K7cP1Um6bz16zm7snKPcj5GjYb7srNV36RRo0Gn0RBnMPBsQQHBGg1GrZY7s7Kotdm4yC/k/d2+Plb4ZY/bpWSn1covkpK4uLqarHXr9qhe4d+PpcZmU0sDrR4aomj9eh5QSr13OxykGY1qIua/enr42a5dvN/by+SNG7G43ZRFRrKkooJHW1vVMO/JISH8xi8g5KWiIjLXrqVw/XpO8qs+cWtGBu4lS1g/fTpPK89Zt9PJp/39LDObyV63jg8V7e+OzEySDAYaR0fZMmMGa6ZNY9TtZpfVqprN/9beTpvdznt9fapmvmXmTCK0Wu5tblYjXMO0WqJ0OsJ1Ou7MzGRyaCjbR0a4MyuLKaGhdDudXJ+WRpbJNCZ682DxgxAoI24319fXq/Hu/vy5qQmTUp9rUkgIV9fWYl20SHVwPpCbi3PxYoaVdq6LIyIoCQ4mRrmQkzZs4JzKSu5oalJrOfmvvn3+CfDWmOpxOOh2ONhttaor4dPj4nizu5tOh4Mtw8O80tVFhlJ6YqXZjEYIGufOJVav50uzmcL16zl++3auqa3FA/yzuxu3lGqoZOH69QgheDwvj3Pj45kZFkbT6Ch3NzdzUXU1gy7XmEKCEvhJTAxBGg2XJiXxUWkp9+fkjMkQ3jYywm9TU4nR66m12dRQ1WSDgV/7/d48RShvsVi4u7l5j/j34vXr+UtLC892dLBN8RP4qvyuMJupsVp5rauLS6qruaOxkVa7HQ3e8FNRXs6N9fW4PB41x2SjxcKSiAgsbjdbLBbuzMzkvuxs3uvtVQsOphuN5JpM3KH4uH6TnMy2WbOI1OmYEhrKp4o2ZPV4aFAikk7zCzR4w6/GU+batTzR1ka308lOZTHxVk8P702axKVJSWNCx12KwzNSuVeWDw4yacMGFiqTir9/6bmCAm6qr8e4bBkXVlUB3vv2zqYmonU65oSF8avkZGweD1M2bqRxdJTSkBB6HQ6CNBour6nhOr9w59SgIMwulxp4AfDLpCTuampSc1+WDw4ipSQ9KIgHcnJ4obCQ9dOnk2M08khurpobY3O71UXXHX5Res90dLBoyxZe6+ri7MpKNTfpzqYmlg4MoF++HJ2i+YM316LH4aDKz5T515YWjty6lff7+micOxfrokW809Pj7WPS3MyiigrqbDaaR0f5teJXPDkmhuvT0vh7ezs/VnwoK6dP5/OBAcoqKshet45ds2ZxQ1qamvS42i+J2T8Tv9pmY05YGFE6HU12O2/29HDCtm280NnJrpERfpmczD8UU9hHpaXqNQdvS2fw5icdvW0bH5WWsm1khCO2buVEZVxzwsLUOlt9Tid/Uqoe3NnUxF+am5m9eTMvdXaqZrAXOjvVIINTd+7kipoaTFotHQ4HHinZMjxMmE7HA62tnF1ZqT6Hc8PDCdJouDAxkRyTiV6Hg3KzWa1svXJwEJfHw6jHwxUpKdRarZRVVDB5wwZmb97M7+rquFMJ/GkeHeX2xkZ+pJjWDiZiopT+7xuioEAmvfACp8XFoQFMGg33KfbL9yZNUjsgivJywJuF+6ZfzsUTbW1csXs3EVot16enY3W7OTUujiqrlYurqlS/SqLBQMf8+XQ7HNza0ECT3a6q8ZaFC/l0YIDTdu7khOhoPuzv54GcHPqdTu7ycwZmGY1jIn9+n5bGfTk5tNnt/KyykpszMuhzOonQ6Vg1OEi60cjlSr2m6tmzKVi/nmyjkaVTp/J8Rwf3t7Qw4vFwVUoKL3Z2MuR280ZxMRssFj7q7+dn8fHc1NCgRvoAuJYsYdrGjWwfGVFNaFJKPHgjvPqdTl7u7KTN4eCp9nbeKinhiMhIdBoN/+3tZXJICD/dsYOtIyPsnj2bHJMJl5T0u1w81tpKSUgIj7a1cVx0tNekmJHBrLAwTti+nYsSE7k3O5vf1dXhUKKYHmhp2SN/4baMDL4wmxn1eNhosXjNWeN8VV9MmcKkkBCG3W6GXC6mhoVRuG4d1TYbrxQVEa3TEazVMikkhFjFrADeIIlnFK1yxO3mPz09jHo8dDocY8yUlyYl8Yf0dAacTnZZrZyvCALw1rv6RU3NHgJ1ckjIGN/QO5Mm8ZPYWD7o6xvT5+bPWVncpNT4+lt7O1eMC9K4JSODPykTgM9k4rsHI3U6IrRa1ikT02O5uQy53dzX3MyDublMDglhl9VKqFbLbqUWWmFwMJ9Nnkynw8Hr3d3MDg+nYniYm9LTubmhQZ2YF0VE8GpREc90dKjHj9LpGHC5eHfSJI6KisLu8RDtdz4BVk6bxkVVVWrZ+b4FC4jW63m3t5efKI79j0pLvdWBxznHXy4sVM/tAsXcOzs8nAsTE3F6PETqdOg0GnocDuZs3kzD6CgP5uRwdny8GqDycmEhm4eHSTQYOD0ujmqrVS2/89fsbNKNRr4cGCDLZOKlzk6uSU2lymrlodZWioOD6XY62TFrFgkGA4MuFzfX1zM1NJRVQ0Pe0kkuF3/Ly1OF3pKICK5MTfX60JRozC0WCx9MnszFVVV7mL3mh4dzRGSk+tt/mZTEUx0dZAQFqQE+PvJNJt4sKeGymhrWDg2xdMoUyqKiuKWhgSfa2uhfuFCdy8A7p2yaMYOdIyMcu20blyUn75HEOZ4LEhI4Mz6eE2NjN0kpZ+7zwwfAIRcoQojngR8D3VLKScp70cC/gEygEThTSjmgbLsRuARv1e2rpJSffOUxCgrkGytWcEZ8PCvMZr5QIkji9HpOio2l025XnWl/SE/nrZ4eInQ6b/mQ6Og9qpD6OCMujtPi4ji7spI5YWGcEhvLdWlp3N/SwjMdHSyJjORFJQfh8ylT0AvBkooK8kymMf0cwNsz2uc/0QnBO5MmUTkyQrOS8OVzZm6eMYNpYWG4PB4qrVbO2LlTNc+B12Z+dkICK8zmMYmJPvv3Gz09TA8N5dq0NO5pauJPWVkkBwVRHBzMVbW16njBayr7h+LLsbrdzN28mSmhoVyalMSfm5owu1xqOZNbMjK4JSODoOXLuTUjgyG3m4daW6mbM4fb/JyzG2fMGJNklbFmDVekpJBkMHBeVRUfT57MI62tPJCTQ1FICC6Phzd7ethosXBybKyqZd6TlcWNDQ1E63TEGwx7tEAtDg5ml9XKxYmJCCF4tqODldOmEaLRqCageeHhnBgTo5qAioODqbRaebaggAsSEtBNELb8YkcHj7e1MSkkhFPj4jg5NpaW0VHSlTI00Tod/S4X5oULub2xccyD+6fMTP6YmYnV7ebzgQH+3dNDhFbLKbGxHK0EQNySkcHVqamEa7XoNRrsHg9rh4a4ub5eNbdenZLCL5OTWTc0NMYE5CMtKIg3iouZt2ULH5SW8uXAAA8o43g0N5dBl4tbGhvZNnMmPU4nR+1jJZpiMPBCYSHHbNvGEZGR5JlMnBIbS3JQEO/39XFWXBwhWi31o6P0O50siYwkXKfjta4u6mw2fhQVxeqhIY6KjGTA5aLWZqPT4eDq1FQMQlCj9IhvHB1lxC8CrHP+fO5sbGRueLgqTHbOmsV6v99cPnUqZcr9sDAignPj4zlf8SNcXVvLLRkZXJeWpvofPywt5e3eXrUGmD8xOh0/T0jgb+3tVM+ezc6RETRCqEJnckgIv0pO5vKUFHocDorWr+evOTlqUzOL2602pDsqMnJMD5X0oCCv7y44mI/6+jhjLx1e/1NSwl9bWigJCeHoqChmhoWpvh/w5sVstlgYcrtpV8LZs5XtP09I4Ob0dO5tbuaG9HTaHQ6Wmc3kmUyEabVqiPMVNTW83NXF5JAQIpUF1WcDA5hdLtVHA15zZ6bJhBDieydQFgPDwMt+AuUvQL+U8l4hxB+AKCnlDUKIYuB1YDaQDHwO5Espx/sSxzBz5kx5+ltvMSs8nHVDQ9zc0ECoVssXU6YwNTSUQZeL+NWrmRUWxj+KiihU7OzjmR8ePiaXIV/xd9za2MjJMTG829fH4MKFnFNZqUaZnBMfz+ywMM5JSMAjJT/evp0z4uL4V08Ps8LCeKajA5NGg3XxYm6sr+deZYVSGhLCAzk5YyKtjo2K4sXCQtYMDY2pOHxbRgYXJiaSpdxca6ZNY3Z4OMdt28ZnAwNckZLCJYmJvNzVxaKICNKCgrC43RypTCTlU6eyJDKSypERflZZydaREUI0GmrmzGGTxcIvqqu9/qPBQXqcThZFRLDLah1TEvu/kyZxYkwMW4eH+XJgQM1JuDk9nS/N5jFVUm9KT6fL4WDV0BBP5efjkpKzKiv5sLSUUY+HxRUV/Co5mb/l5+PweAhavlydjF/r6iJSp6MsMpJqq5Uck0lNiDs2KopovV7N3gbvhDhRgmWywYBJo8EpJc3KCnB6aCibZs7kloaGMQUvwVuuZX5EBLPDwsg1mUhYvZoBlwujRsNlSUk8qqzgfavpxRERPF9YyId9fVylmKKmh4byWF4eH/f3q6t7f1ZPm8a8iAhe7+riZ7t2cW1qKp0OB691d2MQgmtSU/ljRgarBgc5fvt2lk+dykOtrcwJDydKp2NGWBjpQUHeFbsQ7BwZoWF0VA3tBW8r5N8r1+asuDj+WVJC6+goaWvX7rHQ+W1qKqUhIVyk+IGklGj8TFg/i4/nVSW7/M3ubs6orOTtkhJ222xckJhIqFLyPmzFCpxSYhCC6tmzyTSZOGn7dtrtdh7JzcUpJS90dqo+uevT0vhLTg6f9vdzXV0dCXo916WlsW5oSK1SAP/v/Aavlhap01FltXJTejpnTjBp356ZycOtrZj9ov/8J1GAp/LzubupiSa7ndlhYbxfWkq8EkGZbzLxs4QEble0VFlWxpxNm+h0OHgiL4+Tduxgemgoj+flcdTWrdg8njEaabbRSL1iffhtaip3ZWXxpdnM/S0t/DY1lSfb2zk1NpZfKBaHqaGhqo8nTTFhvj1pEj/aupUUgwGNEHQ5HOq9vW76dM7YuZNXi4rUnkkX7NrFy11d1M+ZQ5bJxN/a2thgsfBCYSHDLhdOKdkxMsKKwUEsbjf3NjdzV1YW00NDWWo285fc3O+XQAEQQmQC7/sJlGqgTErZIYRIAsqllAWKdoKU8h7lc58At0sp1+xl1wDkTJ0q6x9+GPCu7h7xKybnb946c+dO1gwN0W6348G7mpN4TRvPdXRQMTxMpdWq3oA3p6ez1GxWhcwpsbG8VVKCxe1WV0UpBgP1c+di0GgwO52MeDws2rKFhtFRXios5IKqKv6UmclP4+L4dU3NHqrwWyUlnLZzJwKvkHk4N1cVBP50z5/PkooKNRLItmgRNTYbj7W1kWIwUBAczM927QKgYuZMHB4PJ+/YQafDwZlxcbxeXMxT7e04pWRySAg2jwezy8XF1dVqD4aHcnI4Njqad/v61EgZgddEVmW1kmgwEK3X835vL7c3NqITgvzgYAZcLoI1GtKNxjHVAeaEhalmGfDW23JJyZ1NTbTY7VyjTGiXjFuFL4mIoFyxiX/e36+u7ouDg3mzpIT/KA7z8TxXUMAl1dWcEx/PiTEx/KmxkaSgIH6dnKxOQB+WltIwOjph0ysfdXPmqCvHICHw4E2I/aCvD4vbrWbGzw8PZ1ZYGMdGR/NiZ+cYX8x4/llcjAZvNv4b3d3c2dTEDWlp3NfSQpxeT3FwMO8qkYb569fTardTPnUqGUFBpAYFoV++nCMjI/li6lSura3lodZWgoQYU5zzV8nJvK7kTPkSHF1LlmD3eHi+o4P5ERHE6PX8ePt2LkxM5NrUVIQQDDidtDscXFNbS4xOx78m+B1JBgOXJCUxKSSEsysrKQwO3kNrBG/ia5fDQbXNxtFRUQhQC1aunjaNOeHhvNDZicXl4oP+fj4fGGDnrFnE6vWkr1mDXamB9mxBAY+2tpJoMHBfTg4AP6qo4AuzmWSDgS+mTPEWRVQWaFtnzmSKYtK9NjWVBxWN7dKkJM6Ii+P6uroxpkgt3pyqdydNQi8EfS4XC5RF2hdmM1rgg8mTOc5vwfdUfr7aq/6IyEi+nDqVboeDzLVrsXk8JClJiD5kWRl/b2ujcXSUWzIyCFPmDN/iFLxBCrdnZqrPG3j9nRLGmIGPj47mhOhoXFJyYWIitzc2Uj86SrfDwTqLhWcLCojV6/l7Wxv/Kinh9J079xoafExUFC4pWTM0hG3Jkh+EQDFLKSP9tg9IKaOEEI8Da6WUryjvPwd8JKV8c4J9XgZcBkB+/oxL/vtfDBoNsXo9TilVTeCtkhK1N4S/3fHSpCQsLhcVw8PMDAvj1e5ujoiMZFFEBHohOCk2loygIH66c6daOr44OJhts2Zhdbu5vbGR9Uq5c/BOPOcmJPB8Z6dqH70qJQWPcqyLqqrYohzrjsxMVdU+LyGBiuFhFkZE0OFwcGN6uqoZXLF79xh/S67J5C1AFxrKC4WFvN7dzatdXbTY7ZQEB6sOxf8ok26dzcYRkZHc19yMdfFigpYvB7z+nrKKCjYpNvR0o5FfJicjpeSOxkbuaGri0dxcup1O7mtuZnJICJuGh7k1I4PSkBDmRUSo1WMBXB4PO0ZG1M5x8QYDy8xmni8ooGiCGmQ3p6czojjIL05K4vq6ujFmPfAWONxts9Fgs9HmcHC+cm79SQsK4vG8PF7t6uJXycksjowkfc0a2pSHOtto5IXCQoqCg5m6cSPtfg/7rlmzKAwJweZ282F/P+FaLZssFlKCgsg0GllcUcGJ0dE8npfHl2Yz3Q4HNypC7LaMDE6JjeWK3bvRazQcHx3Nvc3NPJmfv0fZDZ92uNxsZklFBWfExfGGX/Mrm9vNGz093NXUxOdTpqgVnv01DX9i9fq9tuqN1um4LzubyaGhDLhcdDkcPK6sWIuDg3lfEab/6enh+JgYrty9mySDYYxWDt4Ooa93d+/RO+OfxcWcGhuLQylF/1WURUZyU3q6qoU/k5/PsNvNb8ftN0Gvp8vpJEyrpSg4mGyTid8kJzM3PJwht5twRRMKX7lSjba6NjXVG3ar3NOeJUu4q6kJnRCcl5jICrOZc5QF1nuTJjHgcrF1eJhH2toI02oZULSY36Wl8VdFYD3Q0sJzHR3smDWLX9bUkB4URLXVSrXNxhZl0vaZ446MjOSq1FSeam/no/5+poWGEqPX81BODr/avVudF06NjeU/iu/vpJgY3lOExFUpKTza1jbmPX8+Ki3l8bY2PujvVysfn+5XxcCfFIOBM+PjeaytjRmhoUTr9Xw0rjHeRDTNnUuGyfSDFihPAGvGCZQPpZRv7Wv/GVOmyI0bNhBnMNA8OsoTioZybHQ0R0ZFUTkyQokysd2RmclLnZ3EKjkkeyPTaKRh7lzVfu6zv5+fkKD6O25KT+duPwejT+WdFx4+xgT0TH4+k0JC1Dj2CK2Wlnnz+KCvj3ubmykIDqZhdJQXCwspDglhx/Awf21pIUij2cMefE1qKg/l5qIrLx+TU6DBG7e+fWSEouBgfqdEwNyZmUlaUBBTQkO5u7l5j5W9f1n90g0bqFbCMpvtdj4fGBjTQe6N4mLOrKzkzZISNHidtWVRUWopdvCW/+9dsIAwnY5hl4upGzfyh/R0bB4PV9XW8ru0NMrNZp7Iy2O2UqdpxO0mNSiI0+LiVJu5j2idjtszM1Wzko9wrZYht5vfpaVRZbXyfl8fq6dNw+7xcISfhnd3VpaaITw9NFRduZ8dH88/CgsRQuyR5Gp1u7li925Oi4sjPSiIyX7tZx/NzeXM+HgSDAYuqarik/5+zC4XIx4PN6Wnc1d2Nmank7VDQzzW1kacXs9vUlLUDqJNc+eOyRBfsmULywcHOTIykuKQEDVf6LWiIj7q71edwOPRAo4lS7C43ZSsX68K0WcLCmhVyuY/mpu7x3nz4ZvE/ZkVFsYJ0dFkmUxMDglh+eAgx0ZFea+l282OkRGOjYpSo6XCtVp+EhtLudnMNbW1WNxuPp48ma3DwxwRGUmcXo9LSs6srFSr+PpomjuXFzo7aR4dVRcKvQsW8EFfHxdUVXFLRgbnxMdTvGED/ywu5pWuLt7v6+PqlBRi9Xpua2zk+rQ07srOJnfdOhpHR71dG83mMYEVc8PDmREayhPt7erzumH6dPpcLmqsVs6Mj2f6xo2EabVq6SHPkiWkrlnDtWlpHB0VRcPoKA6PR9VyZ4aFjWmVMC88nL9kZzMlNJQTt28f02TsiylTVB/Wv4qLebmzk2yTiWyjkZ/GxZHp17fGl1cC3grL+cHBJCrmuJNiYnimoEDNJXoiL48Bl4sIrRaTVssTbW18NjAwxsR3R2YmXw4MEKTR8KlSRNI/iOTLKVM4Mjr6oAqUw5XY2CWESPIzefmM4q2Af3GsVGDi5uN+xOn1vNbdTaLBwJSQEDVDdVFEBJdXV1MUEkKEVsu0sDAuT07mNkVd9CffZEIjhKrGN46OYnO7VRNVjslEpdWqZnQD3N3czHkJCUwLDWW3zcYHfX38KCqKEI2GkuBgWu12Bt1u7mlupm7uXO7IzOS2xkYG3W6CNBrOTkjgnF272Kqo4r56XW/29IzJOP67UnQwaPlyHm5tZaPFgk4ItfTInZmZzA0P562eHh7NzaXP5WLt0BAVw8OcvGMHH5aWMlUIrkxJ4Y3u7jGq/0OtrbyxZQvpQUGqdjfq8bBeqZnlQ4s3NHHbzJnUj46qNdN+nZysJtmBtxz7lbt3oxWCcrOZe7OzyTQaOWrrVt4vLaXAZOL+lhYebGnhnyUlfNDXx4DLxamxsSyKiOCdSZN4t7fXa3MvKuL0uDhqbTbmK9V8I3Q6/tPby5LISN7r6+P1ri51Mp3v14HSqNGQERSkFnUEb9OuL6dOJXLlSv7p10MDvFE3k5SGV3kmE+/39fFCZ+eY2m4AV6amckNdHS12Ow/m5HBjejpnV1ayaXiY9RYLJ2zbxkf9/YRptViU1bQvJ6pi5kzSjUbVH3F7ZqZ6fzWOjnJ0VBS2RYu4rbGRrHXrcC1Z4rWHd3ZyelwcrxUVYfV46HI4MLtcCLz5UW1+mpcGVB+Ary7Wx4rpJlMp0tjucNDldPLX7Gxi9HqOiY5WNU5/Lf4nMTHU2mz8JCaGDoeD86uqWDltmhoWPbBgAXqNhmsVYQJeoT0zLIwLq6p4v6+P/5SU8GhuLs91dqoBIQ/k5JBuNFIWGcn5u3ZxWmwsFyYmcmtDg1qB+ryEBPXz00NDWTowwKKICL40mzkiMhIPcF9LCy2KL6RxdJRVg4OqqcvH43l5akLy3c3NvFlSwkXV1eSaTLytmMJ9muu58fFohECzbBkRWi3XpaVx3q5d/Lu7m3eUz84ND+fp/HyWVFQw4HKRbDCwZmiIRRUVfDllilpV4pLERJ4tLKTaauUnMTHcmJHBzfX1XJSUxM8VzclfyBYpQSZ/zsrijw0NLK6oUNMRwJt4/HBrK1oh+Ftenmp1OXPnTv7d06OmOfhaYz+am8slSUlcmJhIldXKoogIep1OHmlr466sLNxSTljy/ptyuDSUvwJ9fk75aCnl74UQJcBr/L9T/gsgb3+c8r2PPUaT3c4NaWlclpzMTfX1vNPbi11KrkxJ4dG8PM7auZNP+vvVQpBPKk7hnyUkEKIkWJVu2MAOZcLtXbCAo7duHXPhz09I4JrUVEwajWrOGVm0iGCtlg67HaeUqtnCh2+1NXPTJqwej2p/bbPb2aQ04PJpRACJq1apq0ffjebTDvz5V3GxegNH6XSqQ/PoqCg+Gxgg0WCg0+HghOhoPpg8mfuamxF47dxml4sup1PNiQCvml0YHMxLXV3qpARgXriQM3fu5Iy4OC5NTmaLxaIKDZ+m56sL9uesLG5taMDDWHU/z2TimtRULG43D7e20ulwEKPTUaKshMezc9YsMo1GPhsY4LP+fsrNZuINBh7JzeXlri7ub2khUqcb44D12biPiIzk/IQEXuvupt/p5PLkZH5RU8MFCQlqjahep5M0pUvieLrnz1cdtT6ts3zqVD7q66PL6VQnupNiYojT6zk2OpqVg4PeAn1+JXL8+aC0lOOio9EIwcMtLfy2ro6HcnJU88+ssDDenTSJxKAgsteupWF0lHXTpxOs0dBst5NsMKi9Lx5ra+Oa2lr1+oI3WKDcbPZmdvf2qk2yzoqL45mCAl5Tsv/zTSaO3baNn8bGcn16OhUWCw+3tnJiTAyfDQxQGBysVvv1J8do5JTYWM6Mj2eOom2NJ99kYlC5r8BrkgzSaOhzOnksL49zExJwKzXAEg0GnunoYPPwMCunTWNySAhzNm9ml9WqFgJ9r7eX9/v6eCIvD51Gw4yNG9k8PEySwcC7kyaxcnCQRIOBs5UEYp8wfDAnh2vr6vh8yhTVt3fCtm3qQipWrydEo6EwOFj1zywzmzleKS475HbzXEEB/U4n5+zaRZbRyNTQUIqCg1WLxNzwcNZMn06vw0Gccs3vzc7m8uRkCtevV5Non2lvZ5PFwhP5+WrOztFRUVycmMg5u3aRbDBwfmKiaqIXwOvFxTzR1qZqOtelpqpRfOA1uVrcbhpHR7G43Xw2MMBVKSlssljodjqpmTOHX1RXqwmovjQGk0aDzeNRQ5UvSEjgpeLi75fJSwjxOlAGxAJdwG3AO8AbQDrQDJwhpexXPn8zcDHgAq6RUn70VceYOXOmTHrhBd7v6+O61FTuz80lePlyPFJil5K/5+VxeUrKmNXXQzk5VFqtPNPRgQb4mRJCe1N9PdE6HT+OiSEvOJhTduxQ6xkdGRnJl2YzOUYjVbNnc2tj45iCc2fFxbFpeJib09MZdLu5praWOL2ejydP5vmODp5Qihu+V1qKQaNh2saNGITA7vFwS2YmpymrjpVmM4NuN212u+oE9KcoOJipoaGEabWsGxpi68gI3fPnc1ZlJUvNZtU5eHRUFMXBwbzQ2cngokXq718/fTq/qK5m68gIP09I4Ky4ODVXZ9jlImzlSvJNJs5LSOCWxka1Iut92dmkBgVxfHQ0UX6Vin2RWgCNc+eyenCQp9rb+VdJiaqy55tMqp/kr9nZROn1PN/RsYf9fjxGjQaTktD10LjVZ4HJxD3Z2XzQ18e5CQnMCQ8nc+1atff79NBQHsrNpTA4mDqbjQVKBWFAvU+sbjcbLRZCtVqWms2kBwUxW9nP7LAw3iop4UuzmV1Wq/rQv1JUxIzQUC6vqcGD10H7enc3O2bNUs+Dj5XTprEgIoKP+/qI0OnUKr0+3u7p4dLqakwaDaunTyfdaOT93l7aHA41/wi85YW6nU5CtVrVj7AoIgKDELxeXMwbPT3c0tDAP4qK8EjJSbGx2JUaWY2joxQGB/N2SQnViib984QETt+5Uz1XPtrnzSMpKIh/d3ePWcDkmkzcnJ7O+YmJtNntahi1j8khITikHOOoPysujitSUlikmDE758/ns/5+zvNbxPjQC8HCiAgWR0SoHRltbjeDLhexej0bLRbVZAzeSfnTcaVUnmhrY8Tt5sLERHbbbKom1Tl/vhqYcEdTk7pIA28awT1KFV/f8zGyaBE31NfjVipYzI+I4K6mJn6flqaO/bjoaK5MSeG5jg7+09uLSaPhrPh4fpmUxNW1tao53T+f6CcxMfxXmUtkWRl/rK/HpNWqZugkg4FrUlP5vZKf5Ivgejwvb488JX/i9HquTk1V9zM+sm1vjCxaRIhO9/0yeUkpz9nLpqP28vm7gLsO9DhNiinqNiXT97G8PHKMRnqdTmwej3qz/EVJclo7NKT6Jzx4b+i/t7Xx15YWjo2KYtngIO+VlvJeaSnHbN3KpJAQdUKrGx2l2W7ngsREVaAcHRXFeouFhtFRqm02ZiiryR6nk4bRUa5NS+OJ9nY+HRggdtUqhhYt4tKkJO5pamJOeDi3NjRwjGKv9gCvdnWN6ZTo47KkJJ4qKCBixYoxHRZHlYz9pWazGmnS53RyfEwMlyvVgn0RZbP9Vphxer0qTJJXr1YFUa7JpNYJ2zI8TKhWi14Izt21ix2zZvFuXx+5JhMLIiLG+Hle6uzk1sxMzklIoN1upyg4mD9lZdE8Osq9zc38Li2Nf/X0cEdmJrkmE6uHhvhpbCyxej0nxcSMCYH1/a7bMjJUh7iPIKW0TKXVypqhIZ7r7GTD9OneVqdKyPVmpebaUVu3EqPUmvJFlP05Kwub202wVqsWUvQvSy7LyrAohTEv8JsAnysoUKstxxsM7BgZ4dmODtodDm6or0eWldFpt1NltXJDfT1PtrejF4Ljt2/nxOhotYaZj+vq6jg+Oppup5PnOzq4PSuLH8fG4pGSGJ1OzWnodjrRgipMtMDyadMYcDp5sLVVDYMecrnYMTLCyTt28JvkZNVEW2W1jgmQ2G2zjRG8m4eHuSEtjZ0jI6wcHOSoqCieLyhgQUSEqgluslgY9XhwSMnvld5DJ8fEsH1khBlhYaqWumFoiESDgdLQUKSUzAsP58qUFF5TCntGaLWsmzGDLwYGeKKtjUqlnfQzBQVjKkh/3N/PqTt3UjFzplpiZffs2Tzf2clfmpv5Q10d9+bkkL5mDS12O5tmzGB6WBhrBgc5oqJC9f9E6nQEaTRqr5a/5uQQJAQtdjsnxMQQu3IlP/brg6LBW6U83mDg9aIiYpVkR58wyTOZ+Li/X002PTMujkuSkpgeGsrPdu0a45v9UVSUKlDOio8nTOlseXdTExclJZHrl4dybkICv09P58uBAVKVgJOXu7pUYfJ2SYm3fH9tLZckJWHUaHBLSahWO6ZZnU+Y/DIpiUqrlZNiYripoYErUlLQCcH9LS28UFCgZvgfTH4QxSHBGzY47HYTptNRbbXym5oansjPp91up9JqVXsfXJOaypmVlXtkXf8oKopMo5HfpaWxY2SEemU1/XpXF3aPRy3LfVFiIiUhIYRptdzX3MzpcXH8KTOTGL2eGZs2EaH0Ev9DeroaR39/Swtrpk9Xk/V89ua54eG0ORyqWcigXOB3e3t5vbubiuFhso1G7s7O5vS4OHTLlvF0RwfLBweZGRamdoB8Ii+PNKOR8xMTidDpVP/G5uFhjtu2jTeKiylUEvVmhYWxwWIhPSiIeeHhjPoJ2xOio+no7+eCxETVFptsMNDucFAaEsJH/f1UzZ6NR8oxpjJ/ioODuaepiVqbjU/6+/lDejolwcGcW1nJ3/PzOT0ujt/X1/NoaysvFxVxfVoatzc28sXAAH/Ly6Nt3jwea2vj3uZm6ubMoXD9em5saCBBr6csMhKnlPynt5dfp6TwUGvrmCCDuZs3q4EK/y4u5vbGRjUcMykoiPMSEjhNuSamFSsI1WqxLFrE6Tt2YFIaoE0NDaUsKopRt5vwlSv3aFx0sRKx5/B4eCIvj1GPh6tra3m7t5cdIyPkr1vHbpuNUiVAYr3FoiZ93qQUznyvt5eTd+zg7qwsr+lPr8eo1LfyoRGC0+PjuWZoiIdbWzkiMpLPpkzB6fHQYrdjUUoF/be3d0xOjU4I1SzzgTLhVc2eTeH69aQFBZEeFMSqoSHKzWaeyc/HqNFwWlwcJuV3+mvxRcHBrBsa4lcpKawbGuKXNTW0zpvHy52d/KWlhe7589EJwWaLhRCtVq1Pl2k08lBLCyft2MEliYk8kpvLrPBw6mw2bm9s5In8fAqCg3FJyT3NzbxSVMQ58fGcvnMnu202tiul6BMMBgTe6gBHRkVRGBzME+3tLDebceP1oTikZGFEhLdg6cAAS81mFkZEUBgcrDbjAlg/NMTtjY2UT53qLYGj0fDF1KmAt3dIlF7PGXFx/Lunh88GBni9uJiSDRv4wmzmrPh44vV6joqM5NmCAhxSsmjLFrWI4xs9PbzR08ObJSU4lHnizLg4/lVSwmaLhTPi4rg7K4tf1NRwTnw8KwYH+XJgYEwE5/kJCfy7u5u/5uSoTvw3S0owCKHmoVQMD3NKXJwaUg9w8vbtY6LEfEmXX0yZovYp+m9vL7dlZPDHzEzsHg8DTueYpnwHkx+MQLF5POSsW8flyclcqXQqu3r3bkY8HgxCMLhwITfU1xO+ciXnJSTwo6goTlW6mV3l1yv+oqoqamw2IpQH7M9NTVRarfyjqIhMpZLp6Yoq77NrPldQQLhOR/O8eey2Wslfv54so5H1ykphcUQEO0dG1FW2r/d5nF7P0ilTOGLrVhYotXoAdYWzy2rl38XFnFFZyUelpWjwalNVioBsmDOHZzo6WD04qNbb+klsLJcnJ/Nke7sayfNEWxtnxMdza0MDJ8bE8GxBARE6Hc+0t3NPc7Nqi/9RVBQxej27Rka4q7mZbTNnUqokhhavX48H72Rhdrk4OiqKIyMjx2gOLxcWcnp8vDopXZyYyJVKlNGC8HB6nU7+pNSumhIaSrzBQLzBwNMFBQi85b7f6O7m0ylTOC8hgWyTiQ9LS9FrNByzdSsFwcGqlviQ0lDtA7/wyMeU0hhXp6Rweny86gswCEHF8DAPt7ayYnBQLTDpa2W7YnCQCJ2OV7q6ODMujrKoKDUoIjkoiCGrlaVTprDUbOb0HTtYZ7GgF4LLamrQCcEJ0dFkGo3e5mZKOO2gy8U/Cgv5RU0NTo+H8qlT1WKevrDfeCX5st3hYNTjGVP9GeD8Xbs4OiqKVdOmEaTR4JISrRBUW62ctGMH58THc0VKCkdGRnJBYiKfDQyo4apVs2dzfV0dIUoo/T8KCykKCaEkOJhzdu1iQXg4lyYnU2+zcd6uXSQHBeGSkleKiri3uZkdIyPsslrZZbXy07g4nu3o4NfJySTo9VyclESIVqv6mcAbBjvgdHJeVRV/SE9X/XnPdXZSbjZzV3Y2Z8XH07dgAWdVVhKi0TBV6bFSoATEZBiNY3rSz4+IwKOUBro5I0P1VxyjNAS7t6mJ6WFhHBMdzWvFxep995+SErYr4+9zOjlayd+oHx2lrKKCeeHhbLBY+FFFBQ/l5tKidFwdcDrZMjzMgMtFhtHISTExnF1ZSaxez7MdHTyal0e/y8WMTZuYHBJC14IFtNntpK5Zw1lxcSyMiOCkmBgy1q5VJ/ltw8PohSA3OJjNFgvlZjO/TEqibf58DMuWkRoURMu8ebzX26veH3/KzGSdxaL2kdkyYwbTNm3iDiUsOlqvJ8lg4KdxcTyam8t7fX2cGhtL/egoDimRZWVcX1fHubt20TJ3rhra3ON08kBODpNDQ7lq924e3Uub9G/CD0agfDEwQI/TSZ/TSaSSnBWr1zOiqOjPdnTwfGcnox4PMXo9TxcUcN6uXbzS1cXOkRGeUmo7nRQTQ47JpFbYnRIayrTQUNKNRnxr1ZbRUfRC8MeMDP7c1MQ5lZV8oJgyYvR6niso8PaesNvJM5k4Iy5Ora57XHQ0HymfvbCqCqdyA/jzWF4ebXY700ND1QiU4/3qQF2UmMiJMTE80NrKjpERys1mni4oIFjJpXhJcRr7Wsj6YtLvaW4mTKtlQXg4W4eH+U1KCj+OiVHDhh9rbWXV4CD/GB0lUqcjTYn8uaiqSh3HI62t/D49XbVf/0FZdYvyci6truY8ZUW6bmiIWzMz1ZBQh5RqXsXT+fljmnZFK/6YEK2WrSMjYxzbvlpnzxQUjDE9ARSFhPCMsmIM02oRwO/q6nikrY1T4+L4d0kJqwYHOSEmhmG3m4uqqtg+MsJ749oNdCn9uq1ut9qwaFFEBE/m53NcdDSbLBZe6+5m7dAQ2xV/VZzBwBEVFd4CkTYba4eGMGq1atLa+6WllIaG8nPFbPlGdzdbhoeZHR6utjsGuCQpidWDg1ypLH78+UdXl5pd/uOYGN7v60MvhNr/B7yT7hdTp/JUezvv9/XxWlERx0RHk2008s6kSWSvXUvsqlXkKfWh3lTKwRwVFcX0jRv5VXLymNyGv+Xnc25CAjVWKwVKRYljo6P5W1sbpSEh6DQaMoxG7h5XCWBBRAR3KOV6csa12q0bHeXsykqWRESwbWSE//T2kh8czClxcfwqOZm1Q0PMDA8f0yxuImINBnKMRrWV7x/8moGBtyVEq91OWWQk66dPV027sqyM+RERaoSaXggsbjdfmM10OhyUKt//QGnDPC88nBCtlhvS0ykMDvZqYcPDDLlcqh8nw2jki4EB9bm+OCmJBIOBz/v7SVIWaKK8nL9mZ/NadzevdXer98azHR08WVDA7UpIP3hba/taNvxRMdvf1tDAnU1NYyoq/729nXaHw1t9Iy6ODKNRDULwZ8TtptPhYPngoGpdebStjftzcni1q4v1FktAoOyLaaGhvFRYyAlKJM3zBQXkBwez22rloupqdaVcN2cOdo+H39fVqaaIpzs6eKqggI1DQzzY2kqcXs8/u7tZNm0arymlJ+D/+1+vs1gYcLm4MiWFPyurBh93NzV5QyyViWS3kph3TWoqD7W2qnZXgBNjYni4tZWm0VEy/B7CepuNV7q6OLKoCI0QhCuT5aDbzeDChYTrdFxSVbVHoh/AtbW16g3U4XBwe2am2oXPsnAhphUr1MzzeeHhROp0fKgIuLd7ezkiMpLHlPyLSL1+jAkE8BaUlJJHlXyJ2UqPDv/YfJ/GV2O1MjU0lPtzcthksXirQqel8UxHBwaNZg8f0Uxlheaf7PWXlhbuy8lRe8rPDw9nvcXC7LAw7m9pIS0oiLPj43m6vZ0TY2K4LzubK2tridbpmBQayif9/czbvJlBl4vH/Yr7WVwuJBDu14rZv0JzUUgIcXo9b/T0qFn1ekXT9X0nSAisbjcf9fWx02rlVzU1/Le0FH+sbjfbhoc5q7KSU2NjecuvKKmP+Uoy7Xu9veqk4rteszZvVvNs4P+byZk0Gl4rLqbBZuPJ9nY1VN4hJSNuN3U2G1+YzWrhwd02G1M2bkSAGpiwZXiYZWYz5oULOXXHDqaEhrJ2cJANFgtXpqYyuHChWmH4nuxsbyi5241Rq+XjyZOpttk4WSnHUxISwrTQUKweD1NCQ7HHxtLpcGD3ePhVTQ2/SE7mzqYm/t7ezpP5+fxCEajvKv17rvCzEuyLWiUS8v3eXt7s6eG5wkJCV6xg1OOhbd48koOC+LS/n2O3bVNbJ6vnU4kIPF9Z9GSbTGOu//SwMO7LziZar1e7WP4mJYUMoxGdEJxVWckFCQl8MjDAe3196j16U3o6s5V797G2tjFRof4tfU+PiyPdaOQvShDAaXFxFK5fz/lVVUwJCVFL4n/e30+8wcAdWVmsHhpSyzy9XlTE4shILq2uVs+fEEKt5u1DlJfzt7w8HszJIc9k8lbq2LmTs+Li0Gs0rJw2Te2kerD5wQiUVMWHAN5uZRdXV3N3VhYGjYYZoaG4pGRWeDhxej0PtbbyV78SIT6HXJrRyB8zMhh2u9U+BE+1t/NSZyerp0/nF8nJzAkPZ7nZTIhGg8Trv1jsF7ljl5IBl4uyyEg1Y/5vbW18MmUKH5aWqslTACXK6sc27ob40mzmP729nF9VxatFRTTMnatm997Z2MhjbW08U1BAjc3GysFBXi0qUifDP6Sns1zRZpaazSytqOC5ggIuNpkwarUcHx3NR/395BiNXJCYiEmjUYXG7ZmZJCgdDDsdDpwejxqd1TBnDlnr1nFkZCQuKbmmtlYtrTIpJIRPJk9Wm06Bty7U4i1buDQpicLgYI7eupW7s7K4MCmJi6qrKQ4J2UOgzAkLo2f+fMJ0OtxS0qWUbgdYFBnJv4qLmRkWhktK3u7tZfXQEMXBwdTabNzY0MAXZrNabmJSaCjv9vaqSW63ZGRweXIyP09I4NOBAcJXrlR9KBMx6nYTt3o1c/wc9b4+Ez5eLS7GLSV3Njay02qleYK2qqfu2KF25POVVX+xo4OLqqvV8FjwJqX6Vx8ACNXpOCsujjuampgaGsqWmTNxS0nj6CjDbjcjbjeVVqsqTHzn/dxdu7gtI0MNj+9fsIDoVatIMhgoUyLSPurvp3zqVLKMRiJ0OtWfcNL27byv1CeL0Go5NS6OG9PT+WxggGtqazk5NhajVsvciAgyjUaG3G6WDQ5i0mqZoywuRtxuVg8Okh8czOcDAzyUm0tpaChxSvXh2WFhaISgZXSUf3R28vBXaCY+PFJyxe7dnBgTw3qLhZe6uigJCeH46Gje7u0lRHkGso1Gbs3I4NKkJNL8FmrHREfjWrKEk7dv58n2djbMmDFm/+FaLeVmM3PCw5kbHs6SigruysripowMXiwsZMDl4rS4OLU7qi8I4e7mZuaEh3NybKy3f0xfH8dHR/Ph5MmsMJs5Nz6eB3NzOaeykhNjYlR/lX9ofpHio3wY1AXfWyUlnBIby/HR0VxXV8dum42zExLUBaAP/7yyy5KSeLqjgymhoWrjtFWDg1ydkqJqPnqNBj2Hhh+MQLG53QSvWMEdmZlcl5bGLRkZ/L29Xc0zmKX0LVg5OMhN6eneRls2Gx0OB79VbOkJBgOPtbXxu7Q0tfPg/S0tYxKA7mxsJD84GKNyU5wSGzumk1+sXs/jbW1ogCcLCni6o4PC4GC2Dw/zUlfXmH4ThcHBfFhaSuG4xkc+AfPvnh4uTkzk+O3beaukxGsDVXwI/+np4Z/FxQy5XBT5ff/4mBi1lpEvCODp9nYuVlY0H06ezG6rlSAlPh+8/cptHg/ROp3X9tzYyKNtbTTPnUv1nDl0ORxUjoywS8kN0Ws0bJs5k1Ctlux16wjTaul1OseYYoQQnBYXx13NzdzV3Kz6qy7ctYulStHO8eg0GrVlMECW3+rOpNEwPTSUnHXriNbpuDIlhVeLipgVHk6ETsfa6dPxSMnnAwNcq6x2r/Ur2ninEorqL/RuSPPPoR3LMsUXcXpcHKunT1f7fPsTo2hNOSaTWvDwpvp67mluZvvMmUxSalJtHRmhJDhY7V3hSxiNVb7f5XDQareTNK7bIcDtWVmcGheHw+PB4nKhE4IIrZbcdevIN5momj2bNYqP5d7mZnVyOTIqiskhIZwdH8+I282bJSVkKvkUd2RmEqnTjQkC8PF6UREVw8Msqqhg0O3mhc5Ofp2czFs9PVykBH0AamdNHza3mxqlxL8vZ8oXlHJ1SgoP5+VxZFQUrfPnj7mmx8fE7NFBc28IvCYfgTc5MkSrZUlkJNcrYbY+coODuUO53v5oFG1lUUQEbyjtlP0bgo16POy22Rh2uzEIQVlkJDc3NPCT2FjubW7mT8o+fVYJWVZGu93OdXV16gL0L9nZvNrVxTrFf9pstzPgchGvhPJfV1fHJouFV4uLebunh2SDgbb583m/t5cfKT60P2dlsX14WI1WfF2pCK4ujvzmEPBGw80KC+O2zEyOiIzkqYIC7mpqYsGWLYwuXuxtcayY9x73a6p3KPjBCJTtyoPUMDpKiNIBLkKnU+sRTQsN5bmODuL1eo6PiWFWeDj3t7TwRk8P6UYjp8XFIaXkosREtYc0eOsRzfJbpeo1GobdbrUBVMqaNZyu2OvBW4wy12RCr9yozxUUUBISwqtdXfyzu5spISGq7fd3dXVUWa3sUDrq+fBFiM0OD1dXvb6b66XCQhINBuYoE+n4Ve0mi0XNFh50uzk7Pp7N40rMVAwPI0EVKNbFiwG4sb6e3TabWjYmTpnwHmlt5Z7mZipmzlQFaalyjny+iNDlyxnxeMb4Jn6VnKyGM64eGlKj2X4cE6O2LN0bR1RUUG42qy2Y3+ntVc9Bv8vFqqEhlkRGqo2h5oSH02m3s0DpOwHwvtJ/4yS/hktZ69ah8Rv33igNCeH5ggJOiImhaXSUO5qaODkmhql+94KP+tFRNTx3fKJkqtFIqtHIs+3tzAgL81ZrSEnhcr+mZVq8TvzxFZPBW1/qd3V1atkQ/1pepSEhCCGYGxHBCrOZbSMjXJSYyCeTJzM9NJRQnY6zN22icXSUMK2W8qlTEXibpG0bHmbBli08U1DAEuV8gVcrWujr4NjRwTKzmZnh4eSYTEwJDVXL1JwzLsm2IDhYLXnkaziWbzLx6eTJzB3X79xHrMHAKbGx7LJa1eq5+0IIwYqpUylUFnQ3jBMk+0uIEok5nma7nVqbjVCtFiEEt2ZkMD88HKfHw3KzmUHFZLY4IoJuhwOb201yUBCv+5nFhRC8V1rKzE2bEOXlPJWfz4f9/Yjyck6KiWGXn/nyXsW8Bt6Wzr7umL7F7OyWFiJ0ujHdXd/s6dlDoLxUWMipO3diEEK1VPg60a4fGlIXAU+0twcEyv6SazLxelERi/xuzEuTkrB7PLzW1cXCiAie7uhQJ8Jeh0OtDpuvrISFEDw4Tv32NWLyURIczC2NjTygZNgCaktO8JpaJvkJpAGXi16nk2tSU5kSGqqG8oHX4b98cJBBl0u96OBdYeUqN9eI202sXs/v09K8vSqU5EeAD/v6OFEpc+773Vf6JUCdEB1NcUiIGsoI/2/S0AnBmUq0E3hNJTtHRjBqNHxUWkqIVotRq1XNYS8WFjJ5nCblT5bJpFYY8OGQkllhYfwtL4/7W1pICgpibng4R4yLZpoIX0FOoUxgPlv4CdHRXJKUhFUpz/9cQYGqfUXqdLxeXKwKwsKQkD20P/AmS/oeuOi9CLZEg4FjoqMJ1Wq5raGBd3p7WWE2q850fzYMDbHOYuH8Xbv4R1GR2mPGh8vj4Rc1NWMae/kTazBgdrmoslo5edw2X7azLxTYJ0AjtNoxTeKCNBo6lHBiq1JJOlSnU30gFrebGZs24VmyBICdIyPsttl4sbNzjEDxIaXk3IQE9fdenZLCeosFp8eDXqNh6dSp3iZWig8l12Ti6Kgo+l0uJoeG4lmyBMn/awV749WuLnaMjIwJ0tgXPsHzaX8/f29v58XCQrXy91ctEnwcFRXFrLCwPdoV55tMPJSTQ7ay0NIJwTnx8ZSEhPB4Xp56nkY8Hj4ZGCB4xQp1weNPlxLAIpR/Pk6NjWVqaKiaK1cWGcm0TZu4oKqKuUoIv++3Rep0XOunQVfMnEmnw8HCcYmxABuUBWO7w8F1tbU82NrK8wUFPJGXR57JxB8zMtg+MqIutA4lPxiBEq3XqyUYfLilJEavpygkhCMiI7kzM3OM8ABvrH3pBOYXH39pbubDvj419vvEmBjiDQa0QiDwFn6cMcGq1cfNDQ2cGRfHCTExnDNufNkmE1E6HeOrFbg8HvTLl/OTmBjeKClh+8yZROn1BGk0tNvtzN+8mb/m5Kh9Qfxrbt2Qnq7moSQYDFxTW8vMsDCuVsxAvvIk1/g5QX1Cw2fLjjcYVMftsqlTGXG7Od4v8cuH0+PBsHw5iyIi+HTy5D2cg6fs2MHP4uOZGR7OP/0q7O4Po4sXY/XbX1lkJO9MmsTMsDBSgoL4QFnlhfg50lcNDfGjrVtVAftCRwd3Nzezdvp01Tw1smgRqwcHiVm1imCNhhFFOxvPgMtF6po13JqRwa2ZmbQ7HFzlp1X4c1x0tBqoMRE6jYYn8/PVttO3NzRwR1MTn06ezNFKNOECxScxnl8kJfHFwAAXJiZyRnw8bilptdsJGjeJxer1XJiYSL/LxeU1NfyruJgzjUa2KK0MglesIE6vV+/70+LiWOMXMTUeX1+Uc+Pj+UtODh/393NjQwPnJSSgx7sY8gUQzPeb5Hx3lVCej31hdjpZajarQSMHwucDA7zT2+uNWJo+Xe15sz/8uamJjRYLNXPmjHk/1WjkGr9J/KzKSi5LSmJSaCiX+gm8E6KjCc7P9wqMCQTmidu3szAighXTpvFpfz8XJybyRF4eJ+/YwcKICFXLu8GvmnSSUhMMUBt5vVxYiN3j4dLkZO/53svv8S3k1g4NcW92NvEGAxckJqrCPDEoiN3jfushQ0r5vf83Y8YMOeBwSJYulXc1NkofP6+slCxdKpNWrZJ9DocczxtdXfKh5mbpcLv32OYjbfVqydKl6utzd+6Ul1dXq6/rrdYJ9+3j0ZYWucpsllstFnni1q1yu8Uy5rubhob2+I7b45EsXSpZulQuHxiQLF0qP+vrk1JK+X5vr2TpUnnGjh2y226XNSMje3z/xro6ydKl8oX2dsnSpXLK+vV7HZ+UUr7V3S3/1dWlvi5at27Mb94Xf25slNv8ftP4cfynu1t9vXxgQJ64datsHR3dr3374/J45NL+fsnSpfK1zk7ZbbfLN7q6ZJfdrn5m7eCgZOlS+Y+ODimllImrVkmWLpXt445XYbFI7bh7ZTxbLRbJ0qXyhtraAxrn9bW1kqVLZcVezomUUnbb7fK3u3fv877z4fJ4pMfj2e/jj7hc8qqaGjnkdEoppfR4PNLqcsn/9vRMeK/tDd+9w9KlssFqlSdv2yZP2rZNHcs7PT3ypG3bpEU5jpRSPtzSIlm6dL+vr9XlkpdVVcnP+/v3e1w+eux2+VBzs6ya4P7/Ku5saPjKZ0JKKR9obpZNNtse7/+mulrGrFix1+8lrVolU1ev3uP9BZs2SZYulb9T7qmQZctk3MqVUkrvc/1KZ6eUUsp7Ghvlr6qr1fMvpZTDLpdk6VJ5e0PDHvvNXbtWTlq/Xnb4nfcnWlvVayellK90dsoramr2+C6wUR7EufgHo6H4iuRt9XOeTlLMHa8VFU1o2ni1q4v/9vWRaTSOMSX5c2psrJoRC96sWn8TUva6dWNa6Y7nSkUTuK2hgQ/6+5kVHq6axO5ubuaDvj7a/RyV4DUTDC9ahJT/XxHUV2ZlcUQEq6ZNoyg4mCi9fg/H6iaLRS0HszAigh/HxND+Fau3U8f99t+npe2RE7E3bt7H6vLHMTHc0tBASUgI+YqN/YP+fpabzXtoa+M5qqKCL81m1YzxaX8/JyjRa7U2G+ckJHCGn8kOvKu8IyIjSVb8SmumTaPL6VSd4T6mhIbi+grzSJbRyD8KCyc0MeyLXyYn0263U7wPR3OcwbCHaXVv/L6ujqc7OsZEo4ny8jH5TP4Ea7U84pdfYFe0kxyjUQ25BW/C3bHbtvFSYSHHKFqSPxcqpT0+7u8n02Qiy2gkOShIXZFfWl1Nr9PJsNtNqGKu9XVXdO7nvWPSatX8rwMl1mAYo00cCHoh1BI2++Lavex/amgoVVYrLo9nwjbSH5SWThiWm6rch5cqZsSHcnNVs9un/f2qP9TnY50eGqpWz/D5b97q6VFNZj7+VVzMjE2b+GxggPOUyElfBFrj6CiZJpNa4fixQ5B74s8PRqCkG428VVIyxvz0y6Qk5oSFjYnt92F1u9VCbZP24Rt4eNwFiNLpeKytjecKCwFvJ7XjJnggx3NlSgqzwsLGOCijdTrVJj4enyknVKsl2WDAd9uG6XSqieHm+nrubm7GsnCh+lBfptSqapw7lwyjkVeKig445vxglWXwSDnG0fxQbi4/T0jYr0n65wkJY/xK00JDSTQYuDsrSw2/HU+CwcAzBQUkKkI202Qi0y9SzJ9Oux2NEMRPEOkE3vP88wlqqX0VOSYTr/g5ab8p7/f17TH5nRwTs8ciYG/4fE9140Katw0P0+lw8FZPz4QCBeDshATVjDz+OVg1bRrVVuuY8/efkhJ6nc4x/V4OFUsHBrinuZnnCwpIPcDjnRQbq+ZPfR26nE6+MJvZm9hstdvVe9CfY6KjmR4WRoGy2PD3G20dHlYrZ3/c14dJqx1jZkswGGiZO3dMUVYfvurX/lGWlyUlkW00qub8K1NSxvh6DxkHU905XP9mzJixhyonpVct3jU8POE2p9stw5Yvly+0t0+43cfNdXXyqC1b1Ncbh4ZUk8o35ZGWFjljw4YJt7F0qTxyyxZpd7tlo80mR1wuKaWUNSMjMnrFCvmf7m75UkeHjFmxQrr8TCJvdHXJvLVrZZui/l64a5f80wRq8rdB7tq18pdVVd/a8TYODUmWLpXv9vRIKaW8r6lpj/MjpdfkxdKl0rhs2bc2tq/LM21t8g91dd9oH063W46OM69ZXS65aWhon+baD3p75Rk7dqjms+8SV9bUSJYulS99jWfxl1VVMkExNX0daq1W+Vlf315NkSxdKqdO8FwfW1GhmrvGc8LWrXLmxo3q91m6VD7Z1iYfbWn5yvEcW1EhWbr0a90nHGST18EvN/kd4uaGBoo2bFDVRX90Gg0blcQm6z7U3xc6O/lCiTgCeLK9fUyv5/1l6/AwZVu2jAnhvSo1lY0z9145+kuzmZ0jI2SuXcunSrZskEZDv8uFQaPh/MREehcuHNNx8Iz4eGrmzFHNPq93dfGqXyOpb5OLEhM5yi+ia+3gIGVbtlA1LhrsYJFsMBAkhPrb7R4PfS7XHjd5iEZDsEbDbV/DGfxtc2lyslpe/esgpRwT5u7DpNUyPSxsr1Fu4H1+/j1Bf3nwlpIp27Jln8/OoeT6tDSeyMtTAx0OhN+np6ulkr4Oz3V0cML27RM65MFrep3ovOQHB6ulVsbzm5QU/qCEQd+Xnc1N6elcXlOz146b/ox4PMTodHsNGgF4ur2da/ZRAv9g8YMxeU2ET/WutdkmjMS6praWj5QyBydMEMUEcEFi4piqoMEaDXtvHLx3hpWM4v1VO0cXL0ZK6RUefpNkutG4z/DITRYL64eG+GVyMhohmBcRMaYk+LfJ9NBQ7mpuZr7Sg77P5WLZ4CDW/bSxHyhJQUGMKmGx4E0AGx+zD96w7L1Fd/0QiVq1Si1CeCDclpHBu319e3StBG/e17IJGqN9W6QZjWpB1AMley9m0P3lkqQkjtmHIPt4L8Kq3mZj+8jImGK0PnyhwqfFxan9UCbvI/rUn7dLSohbvZpXurr2SPL04eurNN50ebD5QQuUXyUnUxYZScFebqBbMzKI1+uZto8Ld/e41aHd42Gpn8ayvyyIiMC+eLHqZPsqfM66ZKU8yP5+78KqKnaMjHBmfDwxej3vTZrE4REn3uACgxBqUc0TY2IO6BwcSqqtVuL1+glt0j8kfKvo1gMIq/VxSlzcXoNV7szM5NaMDDWB93+JHJNJ7a0yEfU2mxqm7s8psbHY97K422W1qtrie0oC8Fnjgk72hi95+9h9+HL/mJFBwyFo+TueH7RA8TWfCZ5ghQUwNyJCrbS7v1ySlLTPC7cvDmQiFeXlzAwLY8OMGQf0vT+kp/NgS4uap3BtXR0ROh1/9UvE/La4traWkpAQEv3U/O+CMNlttar9QZoPcNX+fUSWle1h8vqmCCHQf0XS4v8qP925k1yTaY/cj3d6e9VIr/G4paRFsYT4msztb6KmU3oTiPel0fxpglI0h4IftED5c1MTj7a10Tl/Pgl7ieY5UP6hZPb+dD+jbL4JGy0Hblw7NyGBc/1CctcMDak1o75tfpmcvNcoqsNJsFZLiEaj9kP5odOjlDsP1f2gH/fvDAl6/R6N2cBrworby7N4fXq6Go3ZOS6N4Kt4JDd3wrI9h4PDdocJIQqAf/m9lQ3cCkQCvwB83sCbpJQffp1j+GoK9TqdB02gFAUHH5LWmeNxK6Urvilvl5SMKeH9bRKn1/NASwvHRUePCQE+3KQEBTH8P+RDiV+9mji9nm6l70uAQ8sXU6cykU1kudlMiFarFqP15+P+fnRCcGJMzAHPVbHfoUXbYXvKpZTVwFQAIYQWaAPeBi4CHpJS3v9Nj3F1aqq3YdZBjIv/1dd0BB4oX1UDaX/J3c9KrocCg0ZDpE532ARagP9n9BAFQgTYkxqrlVCtdo86cucnJmLYy7Ng93hw/wCek+/KsvEooE5K2bS3ULyvg1tKJIwJq/2+IMrLKQwOZte4SsTfJ+5tbiZGrx9TbyvAt8/+2uIDHBzO2LmTopAQto/ztV62jwKYfzvEVYC/LQ6/h9TL2cDrfq+vEEJsE0I8L4SYMD5PCHGZEGKjEGJjz15i5R9qbWX25s17lBT/vlBltR7uIXwjLk9O5vyvKLES4NDTbrdj9isfFODQ8s/i4v1uGvZDQxzs6I8DHoAQBqAdKJFSdgkhEoBevJ1K/wQkSSkv3tc+Zs6cKTdu3LjH+/U2Gw+1tvJwbu73Ukv5vvNkWxtPtrezeebMg2bCC3DgiPJywrVaBvfSnTLA/y5CiE1Syr1nVx8g3wUN5Xhgs5SyC0BK2SWldEspPcAzwNe2+WSbTDyWlxcQJocJk1ZLgsEQECbfAcK/Q0ERAX64fBfusnPwM3cJIZKklB3Ky58COw7LqAJ8Y17u7Nxr8csA3x4BH0qAb4vDKlCEEMHA0cAv/d7+ixBiKl6TV+O4bQG+R1yWnHzYyr4E+H8abTZCtNoJe8gHCHAwOawCRUppBWLGvXfeYRpOgINMnc3GO729/CzgmD+sZK1bh1GjwfY/lHsT4PDwXfChBPiBEqnT7bW6aoBvl+xvoUdJgADfBR9KgB8on/b3j6nUHODwEPChBPi2CAiUAIeMS5KS1NbFAQ4ftVYrIVrtHq2QAwQ42ARMXgEOGcvMZp5qbz/cw/ifJ2/9etLWrDncwwjwP0BAQwlwyMgPDt5r3+0A3y6zvkEP9QAB9peAQAlwyNhX7aIA3x4BH0qAb4sDNnkJIaKEEF+/IXOAAAECBPhBsl8CRQhRLoQIF0JEA1uBF4QQDx7aoQUIECBAgO8T+6uhREgph4BTgReklDOAHx26YQUIECBAgO8b+ytQdEKIJOBM4P1DOJ4AAQIECPA9ZX8Fyh3AJ0CtlHKDECIb2H3ohhUgQIAAAb5v7G+UV4eUUnXESynrAz6UAAECBAjgz/5qKI/t53sBAgQIEOB/lH1qKEKIecB8IE4Ica3fpnAg0Cg8QIAAAQKofJXJywCEKp8L83t/CDj9UA0qQIAAAQJ8/9inQJFSLgOWCSFelFI2fUtjChAgQIAA30P21ykfJIR4Gsj0/46U8shDMagAAQIECPD9Y38Fyr+BJ4FngUA98gABAgQIsAf7K1BcUsq/H+yDCyEaAQteIeWSUs5Uyrv8C6821AicKaUcONjHDhAgQIAAB5f9DRt+TwjxayFEkhAi2vfvII3hCCnlVCnlTOX1H4AvpJR5wBfK6wABAgQI8B1nfzWUC5T/r/d7TwLZB3c4APwEKFP+fgkoB244BMcJECBAgAAHkf0SKFLKrEN0fAl8KoSQwFNSyqeBBCllh3LcDiFE/ERfFEJcBlwGkJ6efoiGFyBAgAAB9pf9EihCiPMnel9K+fI3PP4CKWW7IjQ+E0JU7e8XFeHzNMDMmTPlNxxHgAABAgT4huyvyWuW399G4ChgM/CNBIqUsl35v1sI8TYwG+gSQiQp2kkS0P1NjhEgQIAAAb4d9tfkdaX/ayFEBPCPb3JgIUQIoJFSWpS/jwHuBN7F67O5V/n/v9/kOAECBAgQ4Nvh6/aUtwJ53/DYCcDbQgjfOF6TUn4shNgAvCGEuARoBs74hscJECBAgADfAvvrQ3kPrwMdvEUhi4A3vsmB/6+9+4+9q67vOP58rRXEXwFdN5FCWhRNCtv40RFBZ9wgGaKxwxiHmZPFbdVkJKJmG6z/sC37Q4ZKNjeWKixuMogBpoTxexKXJYIUrYWuoOXHRrFKh9vAzQCF9/44p36v9dtvv1/43J7v/d7nI7n5nvO599y+z5t+++Kce+7nVNWDwC/MMv443Sk1SdIEme8RysUjy7uBf6+qHWOoR5I0oeb1xcZ+ksj76GYcPgx4epxFSZImz7wCJcl7gK/RfZ7xHuDOJE5fL0n6kfme8toA/GJVPQaQZAVwG3D1uAqTJE2W+c7l9VN7wqT3+AK2lSRNgfkeodyU5Gbgyn7914EbxlOSJGkS7e+e8q+jm1vr95O8C3gzEOCrwBUHoD5J0oTY32mrS+juV0JVXVtVH62qj9AdnVwy3tIkSZNkf4Gyqqq27D1YVZvoboAlSRKw/0B58RzPHdKyEEnSZNtfoNyV5Hf3Huzn2bp7PCVJkibR/q7yOo9uAsffYCZA1gIHAWeNsS5J0oSZM1Cq6nvAqUl+GTiuH/6nqvry2CuTJE2U+d4P5Xbg9jHXIkmaYH7bXZLUhIEiSWrCQJEkNWGgSJKaGCxQkhyZ5PYk25JsTfLhfvzCJI8m2dw/zhyqRknS/M13tuFx2A18rKq+nuTlwN1Jbu2f+1RVXTzHtpKkRWawQKmqncDOfvnJJNuAI4aqR5L0wiyKz1CSrAJOAO7sh85NsiXJ5UkO28c265NsSrJp165dB6pUSdI+DB4oSV4GXAOcV1VPAJcCrwWOpzuC+cRs21XVxqpaW1VrV6xYcaDKlSTtw6CBkuRFdGFyRVVdC910L1X1bFU9B3wGOHnIGiVJ8zPkVV4BLgO2VdUnR8YPH3nZWcC9B7o2SdLCDXmV15uA3wTuSbK5H/sj4L1JjgcKeBj44BDFSZIWZsirvP6V7v70e7vhQNciSXrhBv9QXpK0NBgokqQmDBRJUhMGiiSpCQNFktSEgSJJasJAkSQ1YaBIkpowUCRJTRgokqQmDBRJUhMGiiSpCQNFktSEgSJJasJAkSQ1YaBIkpowUCRJTRgokqQmFm2gJDkjyf1Jtic5f+h6JElzW5SBkmQZ8FfA24A1wHuTrBm2KknSXBZloAAnA9ur6sGqehq4Clg3cE2SpDks1kA5AnhkZH1HP/YjSdYn2ZRk065duw5ocZKkn7RYAyWzjNWPrVRtrKq1VbV2xYoVB6gsSdK+LNZA2QEcObK+EvjOQLVIkuZhsQbKXcAxSVYnOQg4G7hu4JokSXNYPnQBs6mq3UnOBW4GlgGXV9XWgcuSJM1hUQYKQFXdANwwdB2SpPlZrKe8JEkTxkCRJDVhoEiSmjBQJElNGCiSpCYMFElSEwaKJKkJA0WS1ISBIklqwkCRJDVhoEiSmjBQJElNGCiSpCYMFElSEwaKJKkJA0WS1ISBIklqwkCRJDUxSKAk+fMk9yXZkuQfkxzaj69K8sMkm/vH3wxRnyRp4YY6QrkVOK6qfh74FnDByHMPVNXx/eNDw5QnSVqoQQKlqm6pqt396h3AyiHqkCS1sxg+Q/kAcOPI+uok30jylSS/NFRRkqSFWT6uN05yG/DqWZ7aUFVf6l+zAdgNXNE/txM4qqoeT3IS8MUkx1bVE7O8/3pgPcBRRx01jl2QJC3A2AKlqk6f6/kk5wDvAE6rquq3eQp4ql++O8kDwOuBTbO8/0ZgI8DatWurbfWSpIUa6iqvM4A/BN5ZVf83Mr4iybJ++WjgGODBIWqUJC3M2I5Q9uPTwMHArUkA7uiv6HoL8CdJdgPPAh+qqu8PVKMkaQEGCZSqet0+xq8BrjnA5UiSGlgMV3lJkpYAA0WS1ISBIklqwkCRJDVhoEiSmjBQJElNGCiSpCYMFElSEwaKJKkJA0WS1ISBIklqwkCRJDVhoEiSmjBQJElNGCiSpCYMFElSEwaKJKkJA0WS1ISBIklqYpBASXJhkkeTbO4fZ448d0GS7UnuT/KrQ9QnSVq45QP+2Z+qqotHB5KsAc4GjgVeA9yW5PVV9ewQBUqS5m+xnfJaB1xVVU9V1UPAduDkgWuSJM3DkEco5yZ5P7AJ+FhV/RdwBHDHyGt29GM/Icl6YH2/+lSSe8dZ7AT5aeA/hy5ikbAXM+zFDHsx4w0t32xsgZLkNuDVszy1AbgU+FOg+p+fAD4AZJbX12zvX1UbgY39n7WpqtY2KHvi2YsZ9mKGvZhhL2Yk2dTy/cYWKFV1+nxel+QzwPX96g7gyJGnVwLfaVyaJGkMhrrK6/CR1bOAPaerrgPOTnJwktXAMcDXDnR9kqSFG+ozlIuSHE93Outh4IMAVbU1yReAfwN2A783zyu8No6pzklkL2bYixn2Yoa9mNG0F6ma9SMKSZIWZLFdNixJmlAGiiSpiYkPlCRn9NO0bE9y/tD1jFOSI5PcnmRbkq1JPtyPvzLJrUm+3f88bGSbJT2VTZJlSb6R5Pp+fSp7keTQJFcnua//+3HKFPfiI/3vx71Jrkzy4mnqRZLLkzw2+t2857P/SU5Kck//3F8kme1rHT+uqib2ASwDHgCOBg4CvgmsGbquMe7v4cCJ/fLLgW8Ba4CLgPP78fOBj/fLa/qeHAys7nu1bOj9aNyTjwL/AFzfr09lL4DPAb/TLx8EHDqNvaD7IvRDwCH9+heA35qmXgBvAU4E7h0ZW/D+011hewrd9wNvBN62vz970o9QTga2V9WDVfU0cBXd9C1LUlXtrKqv98tPAtvofoHW0f2DQv/z1/rlJT2VTZKVwNuBz44MT10vkryC7h+RywCq6umq+m+msBe95cAhSZYDL6H7LtvU9KKq/gX4/l7DC9r//qsdr6iqr1aXLn83ss0+TXqgHAE8MrK+z6lalpokq4ATgDuBn62qndCFDvAz/cuWen8uAf4AeG5kbBp7cTSwC/jb/vTfZ5O8lCnsRVU9ClwM/AewE/ifqrqFKezFXha6/0f0y3uPz2nSA2XeU7UsJUleBlwDnFdVT8z10lnGlkR/krwDeKyq7p7vJrOMLYle0P0f+YnApVV1AvC/dKc19mXJ9qL/bGAd3emb1wAvTfK+uTaZZWxJ9GKe9rX/z6svkx4oUzdVS5IX0YXJFVV1bT/8vT2zD/Q/H+vHl3J/3gS8M8nDdKc6fyXJ55nOXuwAdlTVnf361XQBM429OB14qKp2VdUzwLXAqUxnL0YtdP939Mt7j89p0gPlLuCYJKuTHER3L5XrBq5pbPqrLC4DtlXVJ0eeug44p18+B/jSyPiSnMqmqi6oqpVVtYruv/uXq+p9TGcvvgs8kmTPzLGn0c02MXW9oDvV9cYkL+l/X06j+6xxGnsxakH7358WezLJG/s+vn9km30b+oqEBlc0nEl3tdMDwIah6xnzvr6Z7rBzC7C5f5wJvAr4Z+Db/c9Xjmyzoe/N/czjKo1JfABvZeYqr6nsBXA83a0gtgBfBA6b4l78MXAf3RyBf093BdPU9AK4ku7zo2fojjR++/nsP7C27+EDwKfpZ1aZ6+HUK5KkJib9lJckaZEwUCRJTRgokqQmDBRJUhMGiiSpCQNFWoAkr0qyuX98N8mj/fIPkvz10PVJQ/KyYel5SnIh8IOqunjoWqTFwCMUqYEkbx25J8uFST6X5JYkDyd5V5KL+ntL3NRPn7PnfhNfSXJ3kpv3TI0hTSoDRRqP19JNrb8O+Dxwe1X9HPBD4O19qPwl8O6qOgm4HPizoYqVWlg+dAHSEnVjVT2T5B66G8Hd1I/fA6wC3gAcB9za3whvGd10GdLEMlCk8XgKoKqeS/JMzXxY+Rzd712ArVV1ylAFSq15yksaxv3AiiSnQHdbgiTHDlyT9IIYKNIAqrtl9buBjyf5Jt3M0acOWpT0AnnZsCSpCY9QJElNGCiSpCYMFElSEwaKJKkJA0WS1ISBIklqwkCRJDXx/7jtGO2v5bZtAAAAAElFTkSuQmCC\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -1176,17 +1190,7 @@ "cell_type": "code", "execution_count": 54, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:root:Checking if light curve is well behaved. This can take time, so if you are sure it is already sorted, specify skip_checks=True at light curve creation.\n", - "WARNING:root:Checking if light curve is sorted.\n", - "WARNING:root:Computing the bin time ``dt``. This can take time. If you know the bin time, please specify it at light curve creation\n" - ] - } - ], + "outputs": [], "source": [ "lc = sampledata.sample_data()" ] @@ -1198,14 +1202,22 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -1276,7 +1288,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 91, "metadata": { "editable": true, "slideshow": { @@ -1286,24 +1298,14 @@ "raises-exception" ] }, - "outputs": [ - { - "ename": "TypeError", - "evalue": "Please check formatting of GTIs. They need to be provided as [[gti00, gti01], [gti10, gti11], ...]", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcheck_lightcurve\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/opt/miniconda3/envs/stingraydev/lib/python3.8/site-packages/stingray-0.3.dev267+gc5fd28c.d20210122-py3.8.egg/stingray/lightcurve.py\u001b[0m in \u001b[0;36mcheck_lightcurve\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 418\u001b[0m \u001b[0;31m# i.e. the bin sizes aren't equal throughout.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 419\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 420\u001b[0;31m \u001b[0mcheck_gtis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgti\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 421\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 422\u001b[0m \u001b[0midxs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearchsorted\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgti\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/miniconda3/envs/stingraydev/lib/python3.8/site-packages/stingray-0.3.dev267+gc5fd28c.d20210122-py3.8.egg/stingray/gti.py\u001b[0m in \u001b[0;36mcheck_gtis\u001b[0;34m(gti)\u001b[0m\n\u001b[1;32m 225\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgti\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mgti\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgti\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m2\u001b[0m \u001b[0;32mor\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 226\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgti\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mgti\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 227\u001b[0;31m raise TypeError(\"Please check formatting of GTIs. They need to be\"\n\u001b[0m\u001b[1;32m 228\u001b[0m \" provided as [[gti00, gti01], [gti10, gti11], ...]\")\n\u001b[1;32m 229\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: Please check formatting of GTIs. They need to be provided as [[gti00, gti01], [gti10, gti11], ...]" - ] - } - ], + "outputs": [], "source": [ "# This will fail\n", - "lc.check_lightcurve()" + "try:\n", + " lc.check_lightcurve()\n", + "except TypeError as e:\n", + " print(f\"Caught expected error: {e}\")\n", + " " ] }, { @@ -1460,15 +1462,7 @@ "cell_type": "code", "execution_count": 66, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:root:Computing the bin time ``dt``. This can take time. If you know the bin time, please specify it at light curve creation\n" - ] - } - ], + "outputs": [], "source": [ "# make a time array with a big gap and a small gap\n", "time = np.array([1, 2, 3, 10, 11, 12, 13, 14, 17, 18, 19, 20])\n", @@ -1709,7 +1703,18 @@ "cell_type": "code", "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "lc.apply_gtis()" ] @@ -1822,8 +1827,8 @@ { "data": { "text/plain": [ - "array([102. , 110. , 92. , 96.5, 99.5, 100. , 95. , 96.5, 100. ,\n", - " 108. ])" + "array([ 99.5, 94. , 104.5, 98.5, 100. , 101.5, 88.5, 102. , 101. ,\n", + " 99. ])" ] }, "execution_count": 84, @@ -1878,8 +1883,8 @@ { "data": { "text/plain": [ - "array([10090., 10830., 9370., 10120., 10180., 10190., 9910., 9610.,\n", - " 9880., 10600.])" + "array([ 9820., 9580., 10630., 9840., 9950., 10240., 9120., 10060.,\n", + " 9820., 10000.])" ] }, "execution_count": 87, @@ -1916,14 +1921,26 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'lightkurve'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[88]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mlightkurve\u001b[39;00m\n", + "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'lightkurve'" + ] + } + ], "source": [ "import lightkurve" ] }, { "cell_type": "code", - "execution_count": 89, + "execution_count": null, "metadata": { "editable": true, "slideshow": { @@ -1938,74 +1955,27 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "lightkurve.lightcurve.LightCurve" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "type(lc_new)" ] }, { "cell_type": "code", - "execution_count": 91, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", - " 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n", - " 26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n", - " 39., 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50., 51.,\n", - " 52., 53., 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64.,\n", - " 65., 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76., 77.,\n", - " 78., 79., 80., 81., 82., 83., 84., 85., 86., 87., 88., 89., 90.,\n", - " 91., 92., 93., 94., 95., 96., 97., 98., 99.])" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lc_new.time" ] }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([110, 82, 94, 126, 102, 80, 102, 105, 106, 102, 119, 98, 112,\n", - " 98, 119, 112, 119, 99, 99, 108, 91, 85, 93, 109, 97, 82,\n", - " 87, 89, 96, 108, 120, 88, 97, 88, 109, 120, 94, 106, 94,\n", - " 96, 120, 122, 92, 87, 113, 94, 100, 99, 105, 86, 107, 101,\n", - " 94, 102, 96, 112, 93, 117, 99, 98, 91, 101, 94, 120, 105,\n", - " 91, 91, 96, 85, 117, 104, 102, 91, 94, 100, 115, 98, 74,\n", - " 95, 88, 100, 107, 102, 109, 109, 94, 86, 84, 97, 100, 110,\n", - " 109, 117, 96, 108, 108, 110, 108, 97, 97])" - ] - }, - "execution_count": 92, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lc_new.flux" ] @@ -2019,75 +1989,27 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:root:Checking if light curve is well behaved. This can take time, so if you are sure it is already sorted, specify skip_checks=True at light curve creation.\n", - "WARNING:root:Checking if light curve is sorted.\n", - "WARNING:root:Computing the bin time ``dt``. This can take time. If you know the bin time, please specify it at light curve creation\n" - ] - } - ], + "outputs": [], "source": [ "lc_back = lc_new.to_stingray()" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", - " 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n", - " 26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n", - " 39., 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50., 51.,\n", - " 52., 53., 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64.,\n", - " 65., 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76., 77.,\n", - " 78., 79., 80., 81., 82., 83., 84., 85., 86., 87., 88., 89., 90.,\n", - " 91., 92., 93., 94., 95., 96., 97., 98., 99.])" - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lc_back.time" ] }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([110., 82., 94., 126., 102., 80., 102., 105., 106., 102., 119.,\n", - " 98., 112., 98., 119., 112., 119., 99., 99., 108., 91., 85.,\n", - " 93., 109., 97., 82., 87., 89., 96., 108., 120., 88., 97.,\n", - " 88., 109., 120., 94., 106., 94., 96., 120., 122., 92., 87.,\n", - " 113., 94., 100., 99., 105., 86., 107., 101., 94., 102., 96.,\n", - " 112., 93., 117., 99., 98., 91., 101., 94., 120., 105., 91.,\n", - " 91., 96., 85., 117., 104., 102., 91., 94., 100., 115., 98.,\n", - " 74., 95., 88., 100., 107., 102., 109., 109., 94., 86., 84.,\n", - " 97., 100., 110., 109., 117., 96., 108., 108., 110., 108., 97.,\n", - " 97.])" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lc_back.counts" ] @@ -2101,7 +2023,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2117,70 +2039,18 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "astropy.timeseries.sampled.TimeSeries" - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "type(ts)" ] }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "TimeSeries length=10\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
timecounts
objectint64
0.0100
1.1574074074074073e-0592
2.3148148148148147e-0598
3.472222222222222e-0585
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0.00010416666666666667117
" - ], - "text/plain": [ - "\n", - " time counts\n", - " object int64 \n", - "---------------------- ------\n", - " 0.0 100\n", - "1.1574074074074073e-05 92\n", - "2.3148148148148147e-05 98\n", - " 3.472222222222222e-05 85\n", - "4.6296296296296294e-05 113\n", - " 5.787037037037037e-05 94\n", - " 6.944444444444444e-05 99\n", - " 8.101851851851852e-05 108\n", - " 9.259259259259259e-05 101\n", - "0.00010416666666666667 117" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ts[:10]" ] @@ -2218,7 +2088,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.12.3" } }, "nbformat": 4,