diff --git a/cookbook/ligandnetwork_vis.ipynb b/cookbook/ligandnetwork_vis.ipynb index bc834e7..a085528 100644 --- a/cookbook/ligandnetwork_vis.ipynb +++ b/cookbook/ligandnetwork_vis.ipynb @@ -44,7 +44,16 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/site-packages/openmoltools/utils.py:9: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import resource_filename\n" + ] + } + ], "source": [ "%matplotlib inline\n", "\n", @@ -107,7 +116,16 @@ "execution_count": 3, "id": "7615197d-8b60-47de-8275-e67a1a454d91", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/components/smallmoleculecomponent.py:286: UserWarning: The atom hybridization data was not found and has been set to unspecified. This can be fixed by recreating the SmallMoleculeComponent from the rdkit molecule after running sanitization.\n", + " warnings.warn(\n" + ] + } + ], "source": [ "with open(\"assets/benzenes/ligand_network.graphml\") as f:\n", " graphml = f.read()\n", @@ -139,7 +157,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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R6dfxg6VpqXServX5u4z6pgon3Lx5c/Lkyfb29jo6OgCwY8cOe3v7yj+n8OmjnMCN4o+J1EOOfZv6y9dzHTuqIr/mkBfC3NxcMzOz1q1bM5nMr1+/GhgYREZGNmqEl8IBwIWwKh4m5G+/+unW22wmnc6k04AGIgnBZdEHt6l/7lmGjCC7NTd6vKFHHSwE27ZtW7VqVatWrd68ecNi4fujmDLxI65mrloMAPpjXEzX+9fkU0m+Juft2c6/fY16yGxgZjzXzWDcRKBr+b2h6Ojof/755/Tp0xs2bBg4cKD83Sq+IlSAC2FVyQjyc7Yws1DEoNMamXAbmXABYP6B2H13vgLA0QWOU3tp7q0CVcjMzLSzsyssLLxx4wa+946pQtrcScKXT4FOb3QonJpWIRTLMgvFXBbd1JBNr8J7T6K4KP/QH4UnDlD3GmksloHzFJNFy+k8XZWn1wAHDx5MSPh3FsrmzZsZ/9tn8cKFC82bN2/dWuNGuqKCC2GN5PElLZZF5vEllsbc+IC+etyf2s+zdpo1a9bBgwfHjh174cIF1Fkw7SRKeJc6dQwQMqKlY2D/TRdfZ+UUiblsBkGSEinZxkp/dr9G0/s00uVU9HdHEMXXLuTu8JPl5VANvN4D6v++nmVprdbvAasNGBs2bECdoRbTYTPYTPrNmJziUimDThvgUA91IjV5/fr1okWLWCzW+fPn69WrK981pmbM+g0Ead9kiXG0nMwLGdwXhBlBglhKSGQkQZLpBaL78Xk7biQ3rqfTxuo/0yeEL59m/j6/KOw4KRQAALtpc1PfYJM5SxkGiptIYBjg6RM1t2RIE4dGegAQcPXT5+w6sd8CSZJubm4EQbi7u9va2qKOg2mtD5mCoWndixg8AFieeV6HECmcUFIqKyiRzPkrduGBWKpvS5qZkbXOM23eZFHCOwCgGxjVX77O6swNtFs7YRoOXxHWFJ1Oa2Gue/ThNylBfssrrQsb8548eTI4ONjU1PTMmTN4miCmIpmFos7ej74KQAL03iXxekSpDOhPdSt44yWREe/T+YX5/I5PT2V6LRG9jwUAGpNpMG6ieeB+nc7dgabN7/jv3Lnj5OQklUq7dOmicGjv3r1z5sxp1qxZs2bNkGSrLbT590NtBrepP6JdAwAIe5YR+T4XdRzVEgqFq1evBgA/Pz9DQ9zRhKnKxF2v80skBAFHjPt/YpsBwJy8240kFfx90YDsk/1i9L7Z+ft3kKJSANDp2rPRiasN1mxBsoWFmhUUFLx58yYtLa38ofT09Ddv3uTn56s/Ve2CC6Fy7JjmwGHRAWDxoTipTJvHH23duvXLly/t27efMWMG6iyY1rrxJvvl50KJjAQACY2x1dQJALikZEWW4sis1qVfT30J3vXtr4biPABgWTcx27an4d5j7Ga40x6rKlwIlaO5GW/R4MYAEJfK/zsyBXUcVUlNTQ0MDASAHTt20LV9DhaG0OaLH/ilMvnDu3qt7+s5AMCI4lddBElUo6m00DfjRPgX/47CjwBQxNDZ2dApYe0JvUHltg7FsErh1zKlWe/UwtyIAwCrzyTk8X9+UxhNtnz58pKSksmTJ/fu3Rt1Fkxr8Utlzz4WKjRuMXWW0hgAsDYrjENKZuTfu/Vp46SCR3SSJGi0C4Zdhtis32U46OSLbBSRsdoNF0KlMdBhbnBqAQB5fInvhQ+o4yjf48ePz5w5o6Oj4+fnhzoLps3ephTpsBWnBn5kmx0z6gMArUpTH37w9s4M0yNKAeAZr8XYxquWW0zPYeiTJPk4sQBBYg1AEISkHIL42U3G6xhcCJVpzgCrjk0NAWDXreS4VD7qOMpEEISbmxtJkitXrqz6GscY9hPS8kUVLvRxxaCThMaQAuOmvmMxXSeDZfS7xbQp1m7vuf+/YGZ2seIUizpi27Zt7HK2bNmCOlftUGvWUK8V6DTajmn2vTdGSWWkx7F3t1YpjmauvQ4cOPDixYtGjRotX74cdRaszjEiSpZkX5ua/yCLaTjbamEip2G4Ybd3XKtSGl7h9l89evTo16+fQuODBw/wBrxVgQuhkvW0NR7fxeLs0/SItznXorOpaRW1XXFxMbXJdUBAgK5unVikEUOooTFHvjw0A2RT8/9ZmnPVUCYAgAbSIj5dBwBe6VS8/WcDfY7acmqUvn37bt68WaFx7dq1uBBWBe4aVb7AKa14bAYAuB2JE0m0oY9+48aN6enpPXr0mDBhAuosmPZrY2UgFMsAoEdJ/KXPW9dmnqWqYCzXempjtzTWd6cG0mi0HrZG3zuKYd+DC6HyWdXjeo5oCgAfMgV7Ir6gjlNTHz9+3LVrF51ODwkJwZsOYmqgx2WMNi/d9e2vIym77ERpAJDFNPQ2/9Wp8YoXOpWtkKLHZUzqXqUtdjGsLFwIVcJrbDPrejoA4BOelFFQu+/eu7u7i0SiWbNmde7cGXUWTPsRQkHevpCt91cML34NAFIa47BxvyE2604Z9SR+9D7MmMca1BovAY9VGy6EKsFjMzZPsAWAIqF0Q3gS6jg/7/bt21euXNHX19+4cSPqLJi2I8niK+Ffx/bL37+DJpEAwD391kNs1m4yc+HTf7ykLY/D2P9b66psUohhCnAhVJUpPS172RkDwJ93U15+VpwdXCtIpVIPDw8AWLdunYWF9i8mjiEkinvzbaZz1vplstxsAGA1aabjt39NK7dUTpWGm+lyGXMHWA9tqw1j06rLyMjI0dGxYcMK+oQtLCwcHR2NjbV/wdUawhvzqtCr5MLO3o8Jkuxpa/zPuu617q3qjh073N3dmzVrFhcXx+HU0cF4mKpJszLydvsXX7sAJAkAdAMjk7lLDSa40hjMD5mCPhuj8kqkIomsks/AYtB+62e1Z2brWvcnphQymUy+9Tz2c/AVoQp1aGLo2ssSAB4l5oc9S0cdp3ry8vI2bdoEAMHBwbgKYqpAikoLDoWmOA8svnoeSJLGYBg4TbYOv2M4eSaNwQSA5ma8OP8+ozs04LEZTHoFVY5OpwGAjIB5g6zrZhVMS0tr0aLF/v37UQep3XAhVK1tk+0MdJgAsOz4e4G4sne1msbb2zs3N3fgwIGjR49GnQXTQiUP7nwdPzh31zZCIAAAnS7/2zjJ2KTsaca6rLNLOzzd1GNWPytzIw6TTtPjMnkcBotB79DE0HN4UxoNCJL0OPoe0feB2KpVqz5//nzr1i3UQWo33DWqcn6XPq4+nQAAm1xsvcc1Rx3nX+Hh4c+ePQMAQ0NDLy8vhaNxcXHt2rUDgNevX7du3RpBPkx7ieJjcwI2lr5+Tj1kWTU2WbyiiltGCMWyzEIxl0U3NWRT42Km/fHm6MNvAHDOvYNTZ3PVxdZAT5486dGjB5vNjo2Nbd5cU15baiN8Rahyy0Y0bWGuCwB+Fz9+zRWijvOvY8eOtW/f3sXFZcyYMeWPenh4SKXSRYsW4SqIKZGsMD9nu0+q6ziqCtJ1eMZz3azO3Kr6xkk6bEaTBjrmRhz56FD/yS2pTpflx+NLtWL9iioiSdLd3Z0kyeXLl+MqWEO4EKocm0nfNtkOAARi2Zoziajj/CstLW3AgAEdO3Z0cHBQOBQeHh4REWFiYrJ27Vok2TDtQ0qlhScPfh3Tt/DUISBkQKPpj/zF+mKkyTx3Gptdk89sbsRZMcoGAD5nC4KufVZS3lrg6NGjT58+NTc3X7FiBeostR7uGlWToVuf3XqbQ6PBg7XdqWkVaPXu3dvCwiIlJaVz5847duyQLxkjFotbt26dlJS0Z8+ehQsXog2JaSZCIACZlK5vUMXzhU8f5QT4iD/9O6GW4+BY//f13DbtlZVHJCFar3zwIVOgx2UkBPRtaPzjSYe1HZ/Pt7OzS0tLO3LkiKurK+o4tR4uhGry7hvf0esfqYzs0MTwuW8PDZn2S5Jkz549/fz8+vbtS7Vs2bJlzZo19vb2b968YTLxmuzYv8hSYfH1i8WXzooS34NUCnQaSRBs66a6Q0YZOk1m1Kt4Ap/ky6ecQF/Bo3vUQ6apucmi3/VH/gLK/v0Pe5bhsuMVAEzrbXl4vqNyP7kGWrNmzZYtWzp27Pjs2TM6HXfs1RT+CaqJvaXe3AHWAPAquZC6t4+WUCgEABqNVq9ePepjAMjMzNy2bRsABAcH4yqIyRVfPZ88tFtu4KbSmFdkqZCUSkixGKRS8aekgoN7v47um7trGymRlH0KUVSYu2tbysRhVBWkcbhGM+ZbnbujP8pJ6VUQAMZ3MR/cpj4AHH347ekHLd+b9/Pnz0FBQTQaLSQkBFdBpcBXhOqTx5fYLrufyxebGXISA/tSd/iRKCwsHDBgQP/+/YuKihISEiIiIthsNgBMnz79yJEjTk5O586dQ5UN0yyELMtnZcmd64RQUMlZdK4O07qp5b7jdAMjIIjiaxdyQzbL8vOoo7zeAxqs8GE2bFTJZ6i5uFR+u9X/SGVkt+ZGjzf00Iw+F5VwdnYODw+fNm3a4cOHUWfRErgQqtXOm8luR94BgNeYZlsm2iFMUlJS8vLlSz09PUdHR2pZipcvX3bp0oXJZMbGxrZo0QJhNkxzZG1YwY+4+qGg0Ptrbh8DnQXmhgon3CkU/JVZ5NpAf6SpMcu6ST2P1bk7toqT4qmjnJat6y9fx22vpuXa5x+I3XfnKwAcWeBIrWWhfe7duzdgwAA9Pb2EhIQKl1XDfgK+rFarhYMat26kDwCB1z4nZZQgTKKrq9unT58OHTpQVZAaik0QxLJly3AVxCj8m5dLbl8lSwV8GfGcX/qxVFL+nCyJ7Dm/NEMiIyVi8eeP6YtnUFWQYVK/wdqtjY5eVFsVBIAtE+xM9FgAsOJkfJFQqravqzYymczd3R0AvLy8cBVUInwfSK2YDFrINPtBW56KpcTcvU+2jtRDnehf169ff/jwoZmZ2apVq1BnwTQCKRbnbFtXeY+oIkIGADQGw8DF1WSBJ11PX1XhvsNEj+U9rrnnsfcZBSL/K598XWzVHEDV9u/fHxMT07RpU09PT9RZtAouhOo20KHeYHuDB/EFkedCu206B6ApXdMcDmfVqlUGBlUdE49pt5I71xTGv1QJDXi9B9X/fb0KElXJkiFN/o5MiUvlB1z9NKNPo+ZmPFRJlC4/P3/dunUAsH37di5X+6eIqBMuhAgYJZ0UhZ00NWA16aIpW90mJydnZWVFR0ejDoJpiqKr5wlB9XvvSRA+f6yCOFXFZNBCXO0H+z0TSQivU/Fn3TogDKNcPj4+OTk5/fv3d3Z2Rp1F2+BCqG6vXr06dzSUzWQ+fKhBY1I+ffpkb29/9OjRhQsXdunSBXUcDD3Ru5ifeyIpk0oz05lmyDawHNS6/oh2Da5FZ4c9y4h4m0NNq6jt3r9/v3fvXgaDERwcjDqLFsKDZdSKJEk3NzeCIDw9PTWnCgKAjY0NNViGWr0QdRwMPbKoUKHf/nI+3yH6i8I/n5Q8hSfSmUxpdqYak1ZgxzQHDosOAB7H3kll2vD77OnpKZFI5s6d6+io/csFqB8uhGp1/PhxakxK+Q0fkFuzZo2FhUVUVNSJEydQZ8FQI0kSaAD/mYvXhMOaUE9f4V8nvfJ7VdKAQLz4dXMz3qLBjQEgLpX/d2QK2jA1d+XKlRs3bhgZGW3cuBF1Fu2EC6H6CASCNWvWAMDWrVs1cEyKvr7+5s2bAWDlypUlJSindmDo0Wh0XV2FtjY8znorE4V/I40VTyNk0u+tuKZO651amBtxAGD1mYQ8fvVH/WgMsVi8fPlyAFi/fn39+trQzauBcCFUHz8/v69fv3bo0GHatGmos1Rs+vTpXbp0+fbtG7XQGlaXsVu0+rkn0gBYFugnsxvoMH2cWwBAHl/ie+ED6jg/b+fOnQkJCS1btly0aBHqLFoLF0I1SUlJoZYH3LFjR/nlAa2srGhqZ2VlpRCDTqeHhITQaLTt27cnJyer6UeDaST94WNpOopXez9Go/F69gPNWADzt/5WHZsaAsCuW8lxqXzUcX5GVlaWr68vAAQFBZ0rbAYAACAASURBVLFYLNRxtJZG/L7WBcuWLRMIBL/++muvXr3KH0UyPqXCL9q9e/fJkyeXlpauXLlS/ZEwVEiSjIyMDA8Pz8rKolr0ho+lVf/lgcbhGk2bp+RwP4tOo+2YZk+jgVRGuh99hzrOz1izZk1hYeGoUaOGDx+OOos2w4VQHR49ehQWFqajo7Nly5YKT0hNTSXULjU1tcIw/v7+urq6Z86cuX//vip/KpgGmThx4pkzZz5+/Ni9e/cvX74AAJ2na7zod7pONSak09hsXvc+HIe2KotZbT1tjcd3sQCA27E516KzUcepnujo6IMHD7JYrICAANRZtBwuhCpHEISbmxtJkl5eXtbW1t87Tf1do99LYmlpSe157e7uLpPJVPJDwTTM1q1b9+7d+/vvv3fv3v3FixdUo9GEadz2nWkcLpsOjdjMeqwKXi70GPRGbKY+gw4MBt2onuk6jbu7HDilFY/NAAC3I3EiCeLhrNVC/QEuXbrUzg7lAv11Ad59QuX27ds3f/58Kyur+Ph4Hu8H76+lUun06dNNTU3RTpsVCoX29vbJycn79u2bO3cuwiSY2kRFRd2+ffvhw4dhYWH6+v8uE0qKRelus0Qx0URpZYuO0jgchlE9ywNnmeaauBL0urDETec/AEDglFaeI5qijvOvGzdu/PXXX/Xr11+5cmXTpoqpTp8+PWnSJFNT04SEBCMjIyQJ6w58RahaRUVFGzZsAIDAwMAfVkEACAgI0NHRkb8lR0VHR4caOOrt7V1QoOXbnGIUHo9namqan5+fnp4ub6SxOQ33HDGcOY/O0aGx2RU8jUGnc3V0+wy2OnNDM6sgAHiNaWZdTwcAfMKTMgpEqOMAAMTGxi5YsGDt2rVjx44dNWoU8d+Zl0KhkFr+3tfXF1dBNcCFULV8fHwyMjJ69uw5fvz4H56clJR0+vRpDVlXfsKECX379s3OzqYGrWFaz9HRcd68eaNGjQoLC/vPATrD5Lel1pcijab+xjRvSGOyaLp6dD19GpvDMDTUH+FseSjcbOsu9e81UXU6bMbmCbYAUCSUrj+XhDoOAMDz58+HDx/u6Og4fPhwExOTt2/flj3q7++fnJzcrl27WbNmoUpYt5CYyiQlJXE4HDqd/vz58x+eTBDEoEGD7t69++HDh169eqkh3g+9fv2awWCwWKz4+HjUWTAVIghiwoQJFy9ejIqK6tSp082bNys5WVZSIv78QfQhQZqfp7aENUcQZC+fx/DrVfqUay8+FaCOQ757987W1vb+/ftnz561tLQs+zNPTU3V1dUFgMjISIQJ6xR8RahCbm5uIpHot99+69Sp0w9P/uuvvwQCgUwme/ToUUFBQXx8vBoSVo56QyqRSJYtW4Y6C6ZCNBrN39//7du3YWFh/v7+Q4YMqeRkOo/HatKM3cyWYWSstoQ1R6PBjmn2dBqNIEm3I++QD41o1arVvn37Ll26lJOT07hxY1NTU/mhFStWlJSUUF0yCBPWKXiwjKpEREQMGTLEwMAgISHB3Nz8h+efOHEiJiYGAAoKCq5evbpr165x48apPuYPZGVl2dnZFRQUXLt2Dc9kwmq7GaExh/9JBYAzS9u7dEW2P0ZZ1K2TuLg4aovBqKionj17crncd+/eNWnSBHW6OgP1Jal2kkgkDg4OABAYGFjd52pO1yiFmsPUsmVLsViMOguG1UhGQanB7Jvw61WrJXdKRFKESUQi0fjx4xctWtSmTZuLFy9SjTKZjNoEbd26dQiz1UH4ilAlgoODPT09mzdvHhsby+GUX56/MgRBlJSUyMevIyeRSNq0aZOQkBAcHOzu7o46DoZVYOfOnbdu3eLxeGvWrKl8oyK/Sx9Xn04AgE0utt7jmqsrYAW+ffuWmZlpZ2en+7/1zQ8cODB79mxLS8uEhATdcoueY6qDC6Hy5eXltWjRIi8v78qVKyNHjkQdRwmuXLkyevRoIyOjxMTEBg3QbyyAYWXdv39/zZo1d+/effv2raur67t3la2mJpYSrVf+k5RRwmMz3gf0oaZVaILi4mI7O7v09PTjx4//+uuvqOPULXiHeuVbvXp1Xl7eoEGDtKMKAgC11OH169fXrVv3xx9/oI6DYf/B5XILCgr4fD6DwaDutFWCzaRvm2znFPxKUMKfumrPkiGN1RPyh06dOpWenk4t9os6S52DrwiVLC4url27dgAQHR1N3SbUDvHx8W3btiUI4uXLl3iPbEzTDB8+/O3btwRBnD9/vmvXrj88v+uqWwnx7wsvalBXPzXV6tKlS4MGDUKdpc7BV4RKtnjxYqlU6uHhoU1VEACo7dBCQkIWL1784MGDSpYqxTA1+/vvv+vXr//ly5fr1687OzvHxsZWvhoLQRDi+36Fzx62bt26ZcuWastZuSdPnqSmpp4/fx4XQvXDV4TKFBYW5uLiYmJikpSUZGJigjqOkhUUFNja2mZnZ4eFhTk7O6OOg2H/+v333xs1auTm5gYA9vb258+fr3yVas0ck/L+/XtHR0eCIF69etW2rQbt4FEX4EKoNKWlpfb29p8/fw4NDZ03T1O2ZFOu0NDQBQsWWFtbv3//vipLp2KYGiQmJjo7O/ft2zclJUVfX//YsWOVnKzJY1Lc3Nx27tzZv3//u3fvos5SxyCdvKFVNm3aBAAODg4SiQR1FlWRSqXUDUJfX1/UWTDs/0kkkri4uOzs7B+eSe043b17d4Ig1BCsWvLy8urXrw8A4eHhqLPULfiKUDm+ffvWsmVLPp9/69atwYMHo46jQvfu3RswYACPx3v//n0l2ytimAb69OmTvb29RCKJioqipq5rmj179ixevNjGxka+1gymBrgQKoerq+uxY8fGjx9/9uxZ1FlUbvz48efOnXN1dT1y5AjqLBhWDePGjbt48eLMmTMPHDigcCglJUX9L4YcDsfMzKxsi0wm69ChQ0xMzJYtW7y8vNScp87ChVAJnjx50qNHDzabHRsb27w5yrUq1OPz58/29vYikejBgwe9evVCHQfDquTu3bsDBw7U19dPSEiwsFBcaBTJQOguXbo8ffpUoZHKqaenl5CQ0LChhm7xqGXw9ImaIknS3d2dJMnly5fXhSoIAE2bNvX09NyyZYu7u/uzZ8/odLyHCabpZDIZtUDgmjVryldBALC2tlb/VUGFy/EPGDDgl19+OX/+/OrVqw8dOqTmSHUTviKsqcOHD8+YMcPS0jI+Pl5PTw91HDURCAQtW7ZMSUk5fPjwtGnTUMfBsB/YvXv3kiVLbGxs3r17V93lf9Xv06dPDg4OIpHoyZMnmnkvU8vg9/I1wufzV69eDQB+fn51pwoCAI/Ho3auX7FiRVFREeo4GFaZ/Px8Hx8fAAgMDNT8KggANjY2VD+Tm5sbvlZRA1wIa2TLli1paWndunWbOnUq6izq5urq2rNnz8zMzG3btpU/GhER0bNnz65duwYFBak/G4aVtW7dupycnAEDBmjCHp9VtGbNmoYNGz558uT48eOos9QBqOZtaIFPnz5xuVwajfbkyRPUWdB48eIFnU5ns9lJSUll2/l8vpWV1devX0tLSzt27BgVFYUqIYbFxcWxWCwGgxETE4M6S/UcPHgQACwtLYuLi1Fn0XL4ivDnLV++vLS01NXVtSqL/Gqljh07TpkyRSwWr1q1qmz7kydP2rdvb2VlxeFwJk2adOPGDVQJMczT01MikSxYsKBNmzaos1TP9OnTu3Tp8u3btwo7XTAl0rhC+PLly2PHjqWlpZU/dPv27WPHjgmFQvWnKu/evXvh4eF6enp+fn6os6Dk7+9vYGBw7ty5iIgIeWN2drZ820JTU9Ps7Gy15REKhceOHbt9+3b5Q2lpaceOHXv58qXawmDIXbx48ebNm8bGxuvXr0edpdpoNNqOHTtoNFpAQMDnz59Rx9FmGlcIjx8/7urq+vr16/KHtmzZ4urqmpeXp/5UCuRDsb28vOr4RB9zc/MVK1YAgIeHh1QqpRrr1auXn59PfSxfNUo98vLyXF1dt2zZUv7Q69evXV1d8R2XukMsFlO/nD4+Pur8JVSibt26TZkypbS0lPpGMBXRuEJYK+zbty8mJoaaToc6C3rUBMq4uLg///yTaunatevz589zcnJkMll4ePjAgQPRJsTqpuDg4MTExFatWs2fPx91lp+3detWXV3dsLCwyMhI1Fm0Fi6E1Zafn091swQEBODFAAGAw+Fs3boVALy9vXNzcwHAwMAgMDBw8ODB3bp16927d58+fVBnxOqczMxM6rZFcHAwi8VCHefnWVpaUguFu7u7y2Qy1HG0k/oKYUlJiYuLS5s2bXr27BkTE6O2r6t0Pj4+OTk5/fv3d3JyQp1FUzg7Ow8ePDgvL4+aXAgALi4ur1+/fv78+ebNm9Fmq7qCgoKpU6f26NGjbdu2nz59Qh0HqxEvL6/CwsKxY8cOHToUdZaa+v3335s0afLmzZu//voLdRbtpL5CuHPnTmNj47dv3wYGBtbenor379/v3buXwWAEBwejzqJZgoODmUzm7t27Y2NjUWf5SZ6enp07d378+PGbN29sbGxQx8F+3uvXrw8fPsxms/39/VFnUQIul0t9I6tXr9aEQRLaR31rjWZnZ3fu3BkAunXrlpSUJJFIKumv2L9//61btxQak5KSqA/evXtXfvF49bh06ZJEIpk/fz61LZ8CkiSRLN2rZhV+mw4ODr/99ltoaKiTk9OYMWOQBJs1a5ahoSEAJCUlUfuVl5WcnFz50y9cuLB+/frLly87OjriHaZqL5Ik3dzcCIJwd3e3tbVFHUc5XFxc+vXrFxkZ6evrixepUD61zVh89OhRixYtNm3aNGXKFA6Hk5eXV+FpHh4eAMBkMtnlUC++qampFy9eRPXjMjQ01NPTe/PmjULshISEkSNHhoaGqv4HiV5oaOjIkSMTEhIU2t+8eaOnp0eVIiQuXryYmpoKADQarfzvD5PJBAAPD48Kv6m8vDwOh+Pq6urv729vb19nF0nQAtTAYFNT04KCAtRZlCk6OprBYDCZzNjYWNRZtI36rgh79OgRGRkZHR09bdq069evGxsbV3LyhQsXRo4cqdA4YMCAe/fuAYCDg8P27dtVmPX7Tp8+/eLFi23btimMwo+Jibl69WpUVJSLi4uJiQmSbOpRUFDg7e2dk5Mzc+ZMhbfbW7du5fP5nTp1mjhxIpJsDg4O1Af9+vW7e/euwtGrV6+OGjXqe8/V1dU1MDCgdlg0NjY+depUnV0noVYTCoXy5X8RvidTBUdHx9mzZ+/fv9/Dw6N8hxlWI+qsulKplCTJgICAOXPmfO8c6orwypUr5Q/1798fAFJTU1UY8Ue+fv3K4/FoNNqDBw8UDg0aNAi+f8GhNagJlP369VNof/z4MY1G09HR+fz5M4pc/6KuCPv371/+0JUrVyr/D+rWrdvDhw9Jkpw1a9a2bdtUmBJTmXXr1gFA+/btZTIZ6izKl5WVZWRkBABXr15FnUWrqG+wzMePHzt27NirV6/Y2FhU13M/Rz5PHACsrKyWLVtGkqS7uztBEGVPCwkJYTKZu3btiouLU3tGNYmPj9+zZw+DwQgJCSnbTt2PIUmSGt6GKF1N7du3b9WqVW3atCktLV2yZAnqOFi1paamBgYGAsCOHTu0cpvMBg0arF27FgDc3NxEIhHqOFoEdSVWpFFXhKWlpdRyf23btg0JCaEaBQIBNZLiwIEDCufPmzcPAAYNGqS2hGo2fPhwAJg/f75C+99//w0AlpaWfD4fSTC5mlwRYrUd1Sc/efJk1EFUSCwW29nZAUBgYCDqLNoDF8LKpKSknDx5kiTJkpISAwMDgiCo9mPHjgGAmZmZwt343Nxc6gZhhflru8uXLwOAkZFRVlZW2faioiJqy+/jx4+jyiaHC2Gd9ejRI6pzPjk5GXUW1aJuEBoYGKSnp6POoiW0sPdAiRo1ajRp0qT8/PyLFy927dpVPmfg119/7d27t3zpCjkTExNvb28AcHd317KOC4lEsnz5cgBYv369fEFtiq+vb3p6evfu3SdPnowoHVbXEQRB7WG7cuXKxo0bo46jWoMHDx4+fHhRUdGGDRtQZ9EWqCuxosTExIiIiJycnPKHXr58GRERUVpaquZIc+fObdu27b59+xTCUFvxKcwikEgk1NhFLeu4CAgIAICWLVuKxeKy7R8+fOBwOHQ6/enTp6iylVVaWhoREfHy5cvyh3JyciIiIhITE9WfClM1ap3bRo0aIe+cV4+kpCQ2m02n01+8eIE6izbQuEKomcRisbW1dUZGRtnGmTNnAsDYsWMVTta+jovMzExqrNq1a9cUDlFz52fNmoUkGIaRZTrnT506hTqL+lB3kXr27Cm/ZYP9NFwIK/Ply5czZ86QJJmbm2tubq5wnZqRkWFgYAAAN27cUHjiiBEjAGDu3Lnqy6pKc+bMAYCRI0cqtN+5cwcA9PX109LSkATDMJIkqU77Hj161KmSUFhYaG5uDgDUaxRWE7gQVkYgECxatKh79+59+/Y9fPhw+ROoe4T29vYKHYZJSUlUh+Hz58/VlFVlXr9+zWAwWCxWfHx82XapVEpt+b1161ZU2TBM3jn/7Nkz1FnULTQ0FACsrKxKSkpQZ6ndcCGsEZFI1KJFCwDYtWuXwiFqq0It6Ljo27cvAFCzJ8vauXMnANjY2Kj/ri2GyVGrBf3222+ogyAgk8k6duwIAJs2barwhIKCAjs7u7Zt26o5WK2DC2FNnT9/HgCMjY2zs7PLtmtHx8Xp06cBoEGDBvn5+WXb8/Ly6tWrBwAXLlxAlQ3Dbt++Xcc75x8+fEij0Xg83pcvX8ofnTt3bkhICC6EP4QLoRJQG54tXrxYob22d1wIBAJqmRiFEbMkSS5atAgABgwYgCQYhpEkKZFIWrduDQDbt29HnQWl8ePHA8DUqVMV2iMjI4cOHZqZmYkL4Q/hQqgEcXFxTCaTwWDExMSUbZd3XGzcuBFVtprw8fEBgHbt2lGLxMrFxcWxWKzy3y+mHcLDw319fRXGSFP++OMPX19f9UeqELXOX7Nmzep457x8AeR//vlH3lhaWtquXbv4+Hj1F8K0tDRfX9+LFy+WP/Tq1StfX18N3NoFF0Ll+N4VEtVxoaOjU2HHhSZLTU3V1dUFgMjISIVD37sCxrTDhAkTAOD169flD1H7jag/Unm5ublU5/ylS5dQZ0GPWsejQ4cO8qXGfX197e3tV65cuWTJkgYNGqhzYsnTp08rvEIlSXLfvn0AEBAQoLYwVYRXllGOTZs21atX7+7duwp7Jfbs2dPZ2VkoFK5ZswZVtp+zcuXKkpISFxcXarCM3IULF27evGlsbLx+/XpU2TDM29s7Nzd34MCBo0ePRp0FPS8vL2tr61evXlH7iAHA1KlTjxw54uLiMnr0aCMjI7ynWOVwIVQOeWHw9PRUWFwtKCiIx+MdP3784cOHiNJVW1RU1IkTJ7hcrr+/f9l2sVi8YsUKANi4cWP9+vURpcN+BkEQMplM/lAgEBQWFiLMUxPv3r37888/mUymwi4odRaPx9u8eTMArFq1qqioCAAaN27csYxasSeMWCwu+1Cdv5+4ECrNwoUL27Rp8+nTJ4U/TisrK09PT5Ik3dzcFHZu0kyV7KkUFBSUlJRkb29P7bOB1QoSiWT37t2tWrWi1kICAC8vr0GDBo0bN87JyansLmO1hYeHh1QqXbhwITVYBgOAKVOm9OrVKzMzc+vWrWXbTUxMTp48iSpVFd25c2fYsGHyRYyzs7N79+7t4uLi4ODw+PFjNQTAhVBp5Lv0bd68OT09veyh8h0Xmuzw4cPPnj2ztLRcuXJl2Xb5IuNBQUEsFgtROqzaGAyGjY0NtfgtAEgkkpYtWz5+/PjevXvp6elv3rxBHbB6wsPDb926ZWJiQu3Bi1FoNFpISAidTg8MDExKSkIdp3o4HM6hQ4d4PB71MCgoaNiwYbdu3Tp8+PDixYvVEICphq9RdwwYMGDMmDGXLl3y9vamtuijUB0Xrq6uq1atcnJyohZm00x8Pp+6nblt2zZqsIycl5dXUVHR2LFjqcEyWG1Bp9NHjBhBTbkDABaLNX369MzMzOjo6JKSEmpFiPI8PDwMDQ0VGtPS0qgPbt26Ra1zrWYkSd67dw/+d1de4ahIJGKz2fJdYrRYhd9px44dXV1dDx8+PGjQoC5duiAJtm3bNuqD+/fvjxs3TuHoly9fKnxWr169yj589OjRrl27AKBTp05paWkCgUBeI1UF7Vgd7fO93RgIgqD+s728vFBlq4pVq1YBQLdu3RQWxPnebhtYbREREVF2IF9oaOiYMWOmTJkiEokUzqRGjVpbW7coh+oJIElyz549qn1h+j5TU1Mej1d+X9Lr1683a9bsyJEjqv5JaoJFixb16tUrNjZWoT0sLIyaSoHqf+fFixfUqFF9ff3yvz+mpqbw/VGj5ubm1Adt2rT5+PEj9XGLFi2+ffumup8kBV8RKlmzZs3c3Nz8/f3d3d2pnUKpdqrjokuXLoGBgTNnzvze23C0qBucNBptx44dZf+WSJJ0d3cnCMLDw4MaQI/VdvPmzZs3b97EiROvXLni5ORU/oSLFy+2a9dOodHOzi4xMREAhg4deubMGXUELSc4ODgqKmr9+vV//fVX2fasrKyPHz/+/vvvY8eO1eROl5p79+4dNQ9BYcwBQRB+fn4CgWDSpEkV/p+qQbNmzajfkLFjxx49elTh6P79+6syvMDc3Dw9Pd3GxkYmk+Xm5ipsgKoSqq60dVAlO7ZPnz4dAH755RckwX6I6sqYMWOGQvuxY8cAwMzMrKCgAEkwrObkV4RCoXDz5s1CoVAoFHbv3j0iIkLhTA2fR/i9VbYJgqAmCaxZswZVNvUYMmQIACxZskShXUOWsvrpeYTyK8I9e/ZMmTJFKpUePHhw3LhxKsz6P7gQqgR1g9DS0lJhm1D5zk03b95Ele17qD2V9PT0FDoiBAKBtbU1ABw4cABVNqyGfvvtN2oYfbdu3UiSPHDgQP/+/fv167dt27byJ2tUIczLy/tYBtVj/719l168eEGn0zkcTlJSkjpDqlN4eDgAGBsbK+wKpzmLG/9EITx27Jh8psfDhw+lUqm3t3ePHj1+/fXXrKwsNWTGhVAlZDIZdbN63bp1Coe2bNkCAPb29hKJBEm2Ckml0rZt2wKAn5+fwqG1a9fCfxetwLSbRhXCsLAwFxcXFxcXZ2dnHR0dar8zeafLyZMnFc53dXUFAGdnZ3WGVBv5dje7d+9WOKQ5+/TWxpVlcCFUlcePH1OLq33+/Llsu/xXec+ePYiiVWD37t0AYGNjIxQKy7bLlzF88OABqmyYmmlUIZS7cOFC2b2WqDGrjRo1Uuh0SU9Ppzpdbt26pfaMKve9t9FJSUlsNptOp7948QJVNrnaWAjxPEJV6d69+6RJk4RCITUOU47NZlMzXteuXZubm4so3X/k5+dv2LABAAICArhcbtlDy5cvFwgEkydP7t27N5pwGAYAAEFBQdRFD2XWrFmdO3dOTU0NCAgoe5q5uTm1+BE16V7dKVVJPlk+ODiYyfzPOMelS5eKxeI5c+ZQq/xj1Ya6EmuzlJSU761bTd3uXrp0KZJgCpYsWQKVrhienJyMJBiGRHp6emJiYvlpFSRJJicnJyYmqj/S8+fPR4wYodBIjcou//tZWlravHlzAPjjjz/UmFHlZsyYAQDlB49cvXoVAAwMDNLT05EEU1BaWpqYmFjh7iWFhYWJiYkKm5tqAlwIVYu60qpwJyMmk8lkMt++fYsqG+Xdu3fUnkpv3rwp2y6TyTp16gQAPj4+qLJhGGXixIl37typsB0AJk+erNAeFhYGACYmJgojSmov+URehTciYrHYzs4OAIKCglBl0wK4EKqWfG/b/fv3KxxasGABAAwcOBBJMLlhw4YBwMKFCxXaqd585EOxMSw5OblDhw4VjgGRd7rcv39f4dDgwYMBgFo1t7aTL8exatUqhUOBgYEA0Lx58zq+KWMN4UKocqdOnQIAU1NThUl4mrChGrVplLGxcXZ2dtn2oqIiaij26dOnUWXDMMq5c+euXLnyvaPUri/t27dXGNUcGxurIZ0uNSefyFtYWFi2PSsry8jICACuXr2KKpt2wIVQHfr06QMAy5cvV2hHu8W2SCSiBgHu2LFD4dCyZcugonlaGKZpBAJB48aNAeDvv/9WODR//nwAGDRoEJJgyiKfyHvw4EGFQ3PnzgWAwYMHo8ilVXAhVIdXr14xGAw2mx0fH1+2XSKRUPvI+Pv7qz8VtTxuq1atqLlZcklJSdTKHc+fP1d/KgyrruPHj1fe6VLJBaXm+95E3ujoaAaDwWQyy684ilUXLoRq8ttvvwHAqFGjFNpv3LgBADNnzlR/JGp3uhs3bii0jxw5EgDmzJmj/kgY9hMIgqCm96xYsULhUHBwcK2+hVbJRN5+/foBgIeHB5JgWgYXQjXJzMykNrW5du2awqEKZy6rR/kvHRERAQD6+voaMhQbw6ri1atXFe6OIpFIHBwcQCMncVeFi4sLAEyZMkWhnVrx3MTEJDc3F0kwLYMLofps374dAFq2bKnQFak5avurBlaXzZo1CwDGjBmj0F5739vJJ/J++fKlbLtQKKTGooeGhqLKpmVwIVQf+eCUkJAQ1FkqRvUjoRq8g2E1Ie900Y7efvlE3o0bNyoc2rhxIwA4OjoqzE7GfhouhGp16dKlCqcraAL5yILLly/LG3NycjRh9UIMqwpqBTLtGP/1vYm8qamp1NTJe/fuIYqmhXAhVDdqAvuCBQtQB1FUfqy5p6dnhw4dOnfujDAVhlWdvNNl586dCoc8PT1BMzZnqAr5nkrlJ/JOnToVAMaPH48kmLbChVDd5EuaRUdHo87y/yqcfZybm/v161dcCLFa5MKFCxV2ulRSWjTQ98p2VFQUjUbjXGa7DwAAHJ5JREFUcrmfPn1ClU0r0UiSrPZC3VjNLFmyZPfu3Xp6esbGxqiz/Cs/P5/P5y9evHjXrl1l21NSUpydnZ89e4YqGIZV17Bhw27evLlo0SJqczG5/fv3z5s3z8rKKj4+nsfjoYr3Qx8+fGjdurVEInn69Cl1m5BCkmS3bt2ePXvm7e29adMmhAm1EOpKXBf5+fkxGAzU//OKGAxG+V158RUhVuvIO11iYmLKtteWdeS/N7Tn4MGDAGBpaVlcXIwkmBbDV4TqlpeXZ2trm5ube+DAgYEDB6KO86/bt2/Pnj3b2Ng4MTGxfv368nZ8RYjVRlSny4ABA+7cuVO2/dGjR7179+ZyufHx8dS6ZZrm9u3bgwcP1tfXT0xMpPpyKXw+387OLi0t7ejRo9RtQkyZUFfiOkdDNp0or/w2FMnJyVevXrW3t3/x4gWeUIHVInl5edT7ufPnzysc+t4UdU1QyUReLy8vAOjWrVutGOxT6+ArQrWKi4tr164dALx+/ZpaZbSoqOjWrVs6OjpDhgxhsVgIs71//97R0ZEgiFevXrVt2xYAwsPD5deCK1asMDExQRgPw6pl9+7dS5YssbGxiYuL43K58vaUlJSWLVsKhcL79+9TC7NpjpCQEA8Pj+bNm8fGxnI4HHn7p0+fHBwcRCJRVFRU165dESbUWqgrcd1C7ZHm5uZGPUxPT2/VqtWGDRsWL17cv39/tNlIkly6dCkAaEISDKshqVTapk0bANi6davCoe8tY41WJUuE//LLLwAwffp0FLnqBFwI1efcuXPw312zxWLxhw8fqI+tra2zsrLQpSPJMh1K4eHhaJNgWM1RNwj19fXT0tLKtss3Njpw4ACqbOV9b9Mo6rvQ09P79u0bkmB1AS6EaiISiVq0aAEAe/fuLX+Uz+dbWFhIJBL1B1OwZ88eALCxsREKhaizYFhNjR07Fira3UW+1a3Czk2ofG8bYalUSt2n2LJlC6psdQEuhGqyefNmALC3ty9f7QiCmD59evmpC0jgPzxMm3z8+JFaXO3p06dl2+U7N61cuRJVtrKomybu7u4K7fiNqXrgQqgOGRkZBgYGAHDz5k2FQ2KxeMGCBUuWLNGcwWC4KwbTJitXrgSA7t27K/yJvXz5ktq5KTExEVU2SlhYmMJNEwq+VaE2uBCqw7Rp0wDAyclJoT0jI6NHjx5OTk4RERERERF5eXlI4pWHb85jWqOoqMjCwgIAjh8/rnBoxowZADBu3DgkwSilpaXNmzcHgD/++EPhEB68pjZ4+oTKvXz5skuXLkwmMzY2lrpNKBcTE3PixAn5w7lz59rY2Kg9YAXkw7WfPHnSpUsX1HEwrEYOHDgwe/ZsS0vLhIQEausGSmZmpq2tbVFR0Y0bN4YOHYok2+bNm729vR0cHKKjo5lMpry9/HQmTIVQV2ItRxBEr169AMDLywt1lupZtWoV4Am8mFaQyWTU+7l169YpHPLz8wMAe3t7JNtlp6enUzdNbt26pXCo/AIXmOrgQqhaR44cAQAzM7PCwkLUWaqnuLi4YcOGAHD06FHUWTCsph4/fkzt9v758+ey7fLh3Lt371Z/KldXVwBwdnZWaNfkjUu1Eh3RhWidIBAIvL29AWDbtm3U+75aRE9PjxrpumrVKj6fjzoOhtVI9+7dJ0+eLBQKqbEzcmw229/fn8fjSSQSNUciCILNZuvo6Pj7+5dtF4vFy5cvB4ANGzaUXfgXUyHUlVibrVmzBgA6duyoUQtYVB1BEFSHkre3N+osGFZT8r3dIyMjFQ5lZGQgiVThl6bqYqtWrZD01tZNeLCMqnz9+rVVq1ZCofDBgwfUbcLa6MmTJz169OBwOO/evWvatCnqOBhWIz4+Phs2bGjXrt2LFy80cCs0AMjKyrK1tS0sLLx+/Tp1mxBTA9w1qiqenp4CgWDq1Km1twoCQLdu3aZMmVJaWrpixQrUWTCsplasWNGkSZPo6OgDBw6gzlKx1atXFxYWjh49GldBdcJXhCrx8OHDPn366OjovH//XjO3Pau6b9++2dnZlZSU3Lt3r1+/fqjjYFiNnD59etKkSaampgkJCUZGRqjj/Mfr1687depELbRma2sLABEREZ8/fwYAExOT8ePHow6otfAVofIRBEEtleTl5VXbqyAAWFpaUuML3N3dZTIZ6jgYViMTJ07s27dvVlaWr68v6iyK3N3dCYJYunQpVQXhf1tnGBsb403QVApfESpfaGjoggULrKys4uPjeTwe6jhKUFpa2qpVq+Tk5NDQ0Hnz5qGOg2E1Eh0d3alTJwaDERMTY2dnhzrOv06dOjV58mRTU9PExERDQ0OqsVWrVtHR0WX3JsRUARdCJSsoKLC1tc3Ozj579qw2dWWcPXt2woQJJiYmSUlJ+M0pVttNnTr15MmTBEGgDvL/mEymVCrdv3//nDlz5I0WFhZ9+/bNzc11dXWlVmrEVAF3jSqZj49PdnZ2r169nJ2dUWdRJhcXl379+uXl5WlghxKG/YRacQ2QkJBw6tSpU6dOrV27lrpZiKkCviJUpvj4+LZt28pksmfPnnXs2BF1HCV78+ZNx44daTRadHS0g4MD6jgY9pPKj0nRBJWP4hkwYMCmTZt69uyJJJvWw1eEyuTp6SmRSObMmaN9VRAAHB0dZ8+eLZVKPTw8UGfBsJ9XfkyKJig/iic9Pb1v374HDx7cvHlzfn4+Xv5edfAVodJcvXp11KhRBgYGCQkJ5ubmqOOoRHZ2tq2tbUFBwdWrV0eMGIE6DoZVW/kxKTKZ7NKlS0lJSe3bt6c2yEWl/CiehISEu3fvmpiYjBo1quy+GZhyMTZs2IA6gzaQSCTjxo3Lzc318/ND+7ekUrq6umw2+9atW8+ePZs3b17ZXWMwTPMJhcJffvmlsLAwJCSkR48eVOPo0aMFAkG7du2Ki4vbtGmDMJ65uXlKSsrz58+Tk5N//fVXAKhfv37nzp1bt27NZrMRBtN+yBZ30y6BgYEA0Lx5c5FIhDqLaonFYuq9alBQEOosGFY969evB4D27dtLpVKq5d69e0OGDEGbqqzMzEzqOvXatWuos9Qh+B6hEmRnZ2/atAkAdu7cqfVv3FgsVlBQEABs2LAhIyMDdRwMq6rU1NSAgAAACAkJkS80+ubNGyaTOWrUqH79+h0/fhxpQAAAU1NTassaasAB6jh1BS6ESuDt7V1QUDB48ODhw4ejzqIOI0aMGD58eFFREe5Xx2qRFStWlJSUTJw4sU+fPvLGkpISPT29sLCwsLCwFStWFBUVIUxIWbp0qZ2dXXx8/N69e1FnqStwIayp6Ojov//+m8Vi7dq1C3UW9aGuff/888+XL1+izoJhPxYVFXXq1CkdHZ2tW7eWbW/SpImBgQGXy61fv76xsfG3b99QJZRjs9nUlauPj09OTg7qOHUCLoQ1Ra3AuWTJEs1Zq0kNmjdvvmjRIoIg3NzcSDzwGNNs8l9UaveJsofGjh378OHDkJCQZcuWGRgYtGzZElHG/xg1atSwYcPy8/PXrVuHOkudgKdP1MiZM2cmTpzYoEGDxMRETVvJXtWKiors7OwyMjLOnDnj4uKCOg6GfdeBAwdmz57dqFGj+Pj48pMQsrOzL1++zGQyx48frzmLA79//97R0ZEgiJcvXzo6OqKOo+0QD9apzcRiMfXuMjQ0FHUWNEJDQwGgSZMmeCttTGMVFRVZWFgAwIkTJ1BnqR43NzcA6N+/P+og2g9fEdbI/fv3//zzz8OHD2vmbteqJpPJpk+fPmfOnL59+6LOgmEVW7lypb+/f/fu3R89ekSj0VDHqYb8/HxbW9ucnJxz5845OTmhjqPNcCH8AZlMJpVKWSwWna54P1UqlcpkMjabXbv+upSLJEmxWMxgMMpPricIQiKRMJnMuvkuAdMEHz9+dHBwkEgkUVFRtXGJsj/++GPhwoVNmzZ99+4dl8tFHUdr4cEyP7Bz504ul7t///7yh2bPns3lcp8+far+VJrj6dOnXC539uzZ5Q/t37+fy+Xu3LlT/akwjOLp6SkSiWbMmFEbqyAAzJ07t23btp8/f6Ym72IqggshhmHa6e7du5cuXdLX16+9e4cxGIyQkBAA8PPzS0tLQx1Ha+FCiGGYFpLJZO7u7gDg7e1NDZappfr37+/k5MTn8728vFBn0Vq4EGIYpoX27t379u1bGxsbauxlrRYQEMDlco8ePVrHb8SoDi6EGIZpm/z8fB8fHwAICgricDio49RU06ZNPTw8SJKkVrFAHef/2rv3mKbuxg3g30K5WZCCIqBl3AoqDOUiUEW5SoXhUIcmThliwDGVbGocMuaUaBRjVNRFiG6JtzCdl0GIUxBEBTcUqBKxiDJhUXAVobTWFYuV8/5x8uvPF333oq9y2p7n81fP7cvTJoenPee0xwjhNjpDcu/evStXrgya2dXVxUgYPdTV1fXq63Pv3j1GwgB89913PT090dHRc+bMYTrLu5GTk3P48GGJRFJUVPTZZ58xHcfYoAiHZMeOHfSv/8FrlZWVlZWVMZ0CgBBCmpubDxw4oLvMxDhYW1tv3bo1NTU1Kytrzpw5I0eOZDqRUUERDsny5cvj4uIGzdyzZ09VVRUjefRNdHT0q2diysrKCgsLGckDbEbfwCgzM5PZu+y+cykpKYWFhdeuXdu+fbvhXgern1CEQzJp0qTExMRBM0+fPs1IGD0kEAhefX1wtTcMv5KSkvLycjs7O/oevMaEw+Hs3r172rRpO3bsSE1NFQqFTCcyHrhYBgCMRH9/f1ZWFiFk06ZNo0ePZjrOuycSiZKTkzUaTXZ2NtNZjAqKEACMRH5+fmtrq4+PT0ZGBtNZ3pe8vDxra+vTp09XVFQwncV4oAgBwBg8evQoLy+PELJr1y4zMzOm47wv48aNW7duHSFk9erVWq2W6ThGAkUIAMbgm2++USqVc+bMmTVrFtNZ3q+1a9e6u7tLpdIff/yR6SxGwjQ3N5fpDHpNrVZbWlrGxMS4uroOWqRUKh0dHePi4uzs7BjJpg+eP3/e19c3Y8YMf3//QYvUarW5uXl0dLSHhwcj2YA9rl+/vnLlSjMzs+Li4lGjRjEd5/3icrnjxo07efJkbW1tenq6/txM2HDhNkwAYNgoioqIiKipqVm3bt22bduYjjNMxGJxRUXFqlWr8vPzmc5i8FCEAGDYfvrpp8WLFzs6Ot65c8fW1pbpOMNEKpXSh2EaGxt9fX2ZjmPYcI4QAAxYX19fTk4OISQvL489LUgI8fX1TUtL02q19E024H+BT4SvcfDgwZKSEjMzs6+//jo0NJTpOIZNJpO9/NOIa9asiY+PZzAPGJmNGzdu2rQpICCgoaHBxIRd7+zlcrmXl5dcLj9z5kxCQgLTcQwYinCwpqamxYsXX716tbOzMyoq6sGDBxwOh+lQBmxgYECpVNKP4+Lijh496u3tzWwkMBoKhUIgEKjV6pqamrCwMKbjMCA/P3/NmjUBAQHXr19nOosBw0+sDWZhYaFSqVQqlbm5uZmZGVrwf2RiYkJfVVtfX+/s7IwWhHeIz+dXV1eXlZWxswUJIZmZmQ8fPjSCey4yC58IX2PRokVVVVWmpqYHDx4Ui8VMxzES8+fP//LLL8PDw5kOAgamu7u7t7d33Lhxr35PoLOzU61Wu7u7c7nsfU//999/P3z40N7e/tXvjcjl8p6eHmdnZ2tra0ayGQp2HVIfiuLiYpVK1dHRcejQobS0tM7OTqYTGYP29vaOjg60ILyFvLw8b2/v197pZcmSJd7e3n/99dfwp9IfZWVl3t7eO3fufHVRfn6+t7f32bNnhz+VYUERDtbS0hIYGMjlcmNjY11dXe/fv890ImOwa9cuXNsGAPqJvccT/pPk5OTZs2c/fvy4t7eXz+eHhIQwncjg9fb2VlZW7tq1i+kgAACvgSIczMXFRSKRtLa28vl8Z2dnpuMYAxsbm4aGBiP+HWQAMGgowtfgcrkTJ05kOoXx4HK5bL6WAQD0HP49AYABuHz5su4LqToymYyRMHpIKpUWFRUNmnnr1i1GwhgcFCEAGIAdO3YwHUGvlZaWlpaWMp3CUKEIAcAA7N27d8aMGYNmfvHFF9euXWMkj75JS0vLzMwcNLOgoOCHH35gJI9hQRECgAFwd3d/9Z6X+J64zpgxY159fRwdHRkJY3DwPUIAAGA1FCEAALAaihAAAFgNRQgAAKxmmpuby3QGAID/iMvlent7R0ZG2tvbv7ooMDAwIiLCwsKCkWz6wNTU1MnJKSoqys3NbdAiLpcrFAojIyMdHByYiGYwcBsmAABgNRwaBQAAVkMRAgAAq6EIAUBf3L17d/ny5cuWLaMnKyoqpk+fPnXq1G+//RYncd6CRqM5ePDgtGnTrl69SghRq9UFBQUhISEtLS1MR9MvKEIA0BcnTpwIDQ3V/Zs+derU8ePHa2pqampqKisrmc1miBoaGl68eDFmzBiFQkEI+e2336ytrXk83tOnT5mOpl9QhACgL9avXz99+nTd5P79+wUCAZfL9fHx6erqYjCYgQoLC0tPT7ezs6MnY2NjU1JSbGxsmE2lh1CEAKDX5HL5pUuXYmJimA4CRgtFCAD6S61Wf/LJJxs2bHBycmI6CxgtFCEA6Kk//vhj5syZK1euXLRoEdNZwJjhl2UAQF/k5uZu3LixpaXll19+iYuLCwwMVKlUTU1NBw4c6O/vDwkJYTqggZHJZJGRkXV1dZcuXert7XVycoqLi7tx40ZlZaVWqxWJREwH1Bf4ZRkAAGA1HBoFAABWQxECAACroQgBAIDVUIQAAMBqKEIAAGA1FCEAALAaihAAAFgNRQgAAKyGIgQAAFZDEQIAAKuhCAEAgNVQhAAAwGooQgAAYDUU4TDp6OiorKzs7+9nOggAvJmbN29WV1cznQLeIxThMCktLY2Nje3t7WU6CAC8mZ07d37++edMp4D3CEUIAGy0efPm3bt3M50C9AKKEADYqLa2trOzk+kUoBe4TAdgF41GU1JS0tbW5unpKRaLraysdIvu379/5swZlUrl5uY2b948c3NzQkhpaWlAQICVlVVJSYlSqQwMDIyKiqLXv3jxYnd398uDz5o1a+TIkYSQrq6u0tLSnp4eJyenpKQka2trQkhlZaWLi8vYsWNLSkpkMtnEiRMTEhI4HI5u8+rq6rq6OkJIREREcHDw+38xAJjR0tJSXV19+/ZtrVZ74MABQkhqaiq9x9XW1l65ckWj0fj7+8fHx5uamr68oUKhOHHiRExMjKenJz2noqJCoVAsWLCAnnzy5ElxcfGDBw/s7e3nzZvn7OxMCDl79uzo0aM//PDD06dPP3jwQCgUJiUl6UamKOrChQv19fUmJiYREREikWjYXgf4fxQMi3379hFCxo8fLxQKo6OjeTyeUCjs7OyklxYVFZmbmwuFwpiYmBEjRgQHB/f391MU5eDgMH/+fAcHh/DwcLqctmzZQm+Snp4e9H9sbW25XG5HRwdFUZWVlTY2NgKBIDY2ls/ne3p69vT0UBQVFBQUHx/v4uISGhoaHh7O4XAyMjLoobRabVJSkomJSVhYWFBQECFk+/btDLxGAMOiuLg4KCjIxMTE0dGR3oNUKtXAwEBqaiohJDg4OCoqysLCYurUqU+ePKEoKiUlZfz48RRFNTc3E0KOHTumG2r+/Pm+vr7041u3bjk7O48ePfqjjz4SCAS2trZSqZSiKLFYHBER4eHhERoaKhaLuVzuvHnz6E36+/tnz55tamoaGRkZEhKCXY8pKMJhQhfh8uXLX7x4QVFUc3OzlZVVcnIyRVEymczS0vLTTz/VarUURV2+fJkQcvjwYYqiHBwcBALB7du36UEWLlzI5/MHjSyVSq2srDZt2kRRVF9fn6OjY2RkZF9fH0VRd+7cMTc3pxcFBQWNHDny999/p7fKysoyMTFRKBS6bCUlJfSijIwMGxsbuVz+3l8UAObweLy1a9fqJo8dO0YIKSgooCdra2u5XO6aNWuoIRdhSEiIUCikdxylUjl27NiFCxdSFCUWi0eMGFFVVUWvtn37dkJIW1sbRVG7d+/mcDjnzp2jFy1btszGxobeK2E44RzhsMrOzjYxMSGETJw4ce7cuZcuXSKEXL58+dmzZ3FxcY2NjRKJhMfjjRo1qqqqit4kMTFxwoQJ9OPg4GCFQqFQKHQDajSaRYsWBQYG5uTkEEIaGxsfPXoUHx8vlUolEolKpfLy8rp48SK98owZM6ZOnaobamBg4P79+4SQ8vJyFxcXgUAgkUgkEom/v79KpaIPkwKwxPnz552cnDIyMuhJkUgUHx9/7ty5IW6uUCjq6upiY2Pb2tokEklra2tgYCC9gxNCJk+erDupMWXKFELIn3/+Sf9Rd3d3BwcHetebPHmySqWSSCTv9JnBf4dzhMPKwsJC99jNze3nn3/WarXt7e2EkFWrVr28plKpfHVzLpdLCHnx4oVuTnZ29r17927cuEGfcmhrayOEbN26ddu2bbp1Xj4TOWgorVZLCGlvb3/06FFsbKxuqZ2d3aATkADGrb293d3dnX6fShMKhRUVFUPfnBBy9OjR48eP62ZyOJznz58PWvPlvbi9vb2jo2PQrvf48eO3fRLwllCEjOnq6rKysuJyuba2toQQqVRKn1ofuoqKij179hw5ckQoFNJz+Hw+IaS8vDw0NHTo49ja2oaFhek+gwKwEJ/Pb21tfXmOUqm0s7Mb+uaEkL179y5duvSN/mh4ePjQ6xbeExwaZcbTp0/PnDkTERFBCPHz8yOElJeXv9EI3d3dS5YsSUpKSk5O1s309fXlcDhvOpSfn19DQ0NPT88bbQVg0CwsLDQajW7Sz8/vzp079BFLQsjz588vXLgwadKklzeh37Pqzk1QFCWTyejHH3zwga2tbVlZ2Rtl8PPzq6+vl8vlb/sk4N3AJ8JhderUKX9//66urm3btj158mTz5s2EkGnTpkVGRq5evfrZs2f+/v4ymay0tDQ7O9vb2/sfhkpPT+/p6RGLxSdPnqTniEQiV1fX5OTkvLw8S0vL8PDw7u7u8vLyBQsWhIeH/8NQX3311ZEjR2bPnr1+/Xo+ny+VSm/cuFFYWPgOnziAvgkICCguLo6OjpbL5UuXLs3IyNi3b9/HH3+cm5trY2Pz/fffd3R0HDp06OVNnJ2dPT099+3b5+XlNTAwUFhY2NjY6OrqSggxNTXNycnJzs52dnaeO3euWq2urq728fFJSUn5hwyrV68uKipKSEjIzs62s7O7efNmU1PT/v373+sTh9dg+modtmhubs7MzJwwYYKlpSWfz09ISJBIJLqlSqVyxYoVY8eONTc3d3d3X7FiRXt7O0VRU6ZM2bBhg261Q4cOeXh49Pb2UhTl5eXl8e9+/fVXiqI0Gk1OTo6rq6uZmZmLi0tKSkpTUxNFUYmJiWlpabqhzp8/7+HhQV/eTVFUfX19bGwsj8ezsbEJCgrauXMnfQkrgLG6e/fuzJkzHRwcQkJCuru7KYqSSqWJiYn29vY8Hi8sLOz8+fP0mllZWbNmzaIf19XViUQiS0tLNze3LVu2FBQU6BZRFFVQUODj48Pj8QQCQVJSUnV1NUVRKSkpSUlJunXq6uo8PDyuXLlCTzY0NIjFYltbW3t7e5FItHfvXvrCchhOHIqimO5iAAAAxuAcIQAAsBqKEAAAWA1FCAAArIYiBAAAVkMRAgAAq6EIAQCA1VCEAADAaihCAABgNRQhAACwGooQAABYDUUIAACshiIEAABWQxECAACroQgBAIDV/gXdlr9Torju2AAAALp6VFh0cmRraXRQS0wgcmRraXQgMjAyNS4wOS4xAAB4nHu/b+09BiAQAGImBgjggeIGRjYHDZAAC7E0IwOYZiSW5mZg9GBiYHVgYGNgZHJgZGdgYvZgYuJgYGZxYOZkYGH1YGLhYmDlZhBhBKpmY2BlYWZiFJ8F0smAcOsB+9WrtJZAuA72D92W7Yey9yPYB/YryGuqIonbI6mHsR1CQ0Ohag4AxdUOwPQi2A4HVq96pYok7oCkHswWAwAtzy0l9YJRPQAAARR6VFh0TU9MIHJka2l0IDIwMjUuMDkuMQAAeJyNk9tugzAMhu/zFH4BIjsHIJccqnaaAGlje4fd7/1Vu4g6qFVEEoQTPvtP7GBA2tf4+fcPz+ZGYwCwMFJK8OsR0UwgBvSX68cMw9r1+8qw/MzrN5CTgdKPbLcu075CMADZiNKgQoubpcYOOgbRNnEDybqU0LdvQM9gdYoMQj7FC9rxELIQsc43WeAauIF/1XvhWuY0O87G1GJTvwETg9UpklDQM+JEh6ClmC7fZwG8zOOh+tt96Jd51PsQ+HFadZnWWlvi3mgBAxNey8Se0GoxAjsEzTnxNGlqxTtqAh/KeZr4qyqTCLMAZWfmjfErP1t+EpnvfwXb5g7iqKMJqthcDgAAAK16VFh0U01JTEVTIHJka2l0IDIwMjUuMDkuMQAAeJxtjj0KwzAMRq/SMQFbSI4d2+oFMpXuIUMJHYtLyZjD1zGlskuXT3o89DNPy0prN09L/ycp52nvNIFT2oCLAYM6awSfmcDEiDbzoTHXoWSxrfyOtq5RnyVlx8+B5nyvblt6XF/pyQhHe0nbHQKTgGEjMPAgENkKWHYChDwKOfaVIg5CyFFgZKqeIKbqC7+/AdzrXmFKdWlAAAAA4HpUWHRyZGtpdFBLTDEgcmRraXQgMjAyNS4wOS4xAAB4nHu/b+09BiAQAGImBgjgh+IGRkYGDZAAnGaD0CxwvgOETyyNbh4umhvoFkYmBiZmBhZWDyYWTgcWLgZWNgdWbgY2dg8mNh4Gdg4Hdl4GJg4GDk4PJk4+BhFGoDY2Fk4OdjZW8X0gIxgQnhE4EJRV6QDifDnhu++hW5gDROrA/oduamB2obLxgcO9b+yh4iB6KYTtYP/Qbdl+KHs/gn0ARKsiidsjqYexHRjg4ABQXO0Akr1QtgOQVlBDUgPWIwYAJV0z8KvQymEAAAFKelRYdE1PTDEgcmRraXQgMjAyNS4wOS4xAAB4nI1TS26EMAzdcwpfYCI7H5IsBxi1VTUgtbR36L73V20QEyM6EUmQYufl2bEfDcj4GN5/fuEx7NA0AFhZOWf4dojY3EE20N1e3kbo52u3efrpa5w/gYIslLnHXufpvnkIXuFijQ3MiOBMypHIAxpcRrlqBYjGIubWMtD5hLH9B+ighwuZsLqtCfkJ0K+hY87oEpBJzxgDMz4IL+X8AGwZiCaub+Ec7Ep9BEbJ8RQy7V5TiZ13lBVGQp1lDSi9cceIR6D0phSoUnJyUvNz0KU9p8IHHb5CeRuHnfZWNXbTOBQ1ynRFc8SfK8riM/BFP56l0RaViElKDCQ2lZ579sXSWBKILf3zDEmqS8Q2OdUNz5eyKjoJiVe1lfSyKqBnVtJ1ooU36ILo54u9/ci8b/4AutnD4vCXYRwAAADXelRYdFNNSUxFUzEgcmRraXQgMjAyNS4wOS4xAAB4nF2OsQ7CMAxEf4WRSollO0mTuCNLJ8ReMaCKERWhjv142giIy3LJ+XzyG/rrSONx6K/NV0/lLaLGtOphORIEYxlCTphMhxBXS8A5ozfdFqLp3CYl2iW/lt1ndh8ycDAOUo5EZZcRc8vryPnvRixNgvSZfA7bctn+Udkdc2Nu8/S4vKanIGzf8zTfgUiouiBcjRen9lB8dVmCiry01SWJ1bCkalCyKgkpCiekKKKQwqA1VCCtkAIhXt49Qnl4CfhBGAAAAABJRU5ErkJggg==", "text/plain": [ "" ] @@ -218,7 +236,7 @@ "id": "0a351597-f88c-4879-90c9-bed39c6c049e", "metadata": {}, "source": [ - "An edge can also be visualized in 3D with the `view_mapping_3d` function: " + "An edge can also be visualized in 3D:" ] }, { @@ -229,10 +247,10 @@ "outputs": [ { "data": { - "application/3dmoljs_load.v0": "
\n

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", + "application/3dmoljs_load.v0": "
\n

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", "text/html": [ - "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", + "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", "
\n", "" ] @@ -312,7 +330,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -321,9 +339,7 @@ } ], "source": [ - "from openfe.utils.visualization_3D import view_mapping_3d\n", - "\n", - "view_mapping_3d(benzene_to_toluene)" + "benzene_to_toluene.view_3d()" ] }, { @@ -358,10 +374,10 @@ "outputs": [ { "data": { - "application/3dmoljs_load.v0": "
\n

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", + "application/3dmoljs_load.v0": "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", "text/html": [ - "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", + "
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3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", "
\n", "" ] @@ -420,7 +436,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -437,7 +453,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "openfe_env", "language": "python", "name": "python3" }, @@ -451,7 +467,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.0" + "version": "3.13.8" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/networks/creating_networks_from_external_files.ipynb b/networks/creating_networks_from_external_files.ipynb index f9214e4..f59ce42 100644 --- a/networks/creating_networks_from_external_files.ipynb +++ b/networks/creating_networks_from_external_files.ipynb @@ -29,7 +29,16 @@ "execution_count": 1, "id": "870831ef", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/site-packages/openmoltools/utils.py:9: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import resource_filename\n" + ] + } + ], "source": [ "from rdkit import Chem\n", "import openfe" @@ -73,7 +82,18 @@ "execution_count": 4, "id": "8c0cb597", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", + " warnings.warn(\n", + "/Users/atravitz/software/gufe/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", + " warnings.warn(\n" + ] + } + ], "source": [ "from openfe.setup.ligand_network_planning import load_fepplus_network\n", "\n", @@ -101,7 +121,16 @@ "execution_count": 5, "id": "d0eace14", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/components/explicitmoleculecomponent.py:74: UserWarning: RDKit does not preserve Mol properties when pickled by default, which may drop e.g. atom charges; consider setting `Chem.SetDefaultPickleProperties(Chem.PropertyPickleOptions.AllProps)`\n", + " warnings.warn(\n" + ] + } + ], "source": [ "from openfe.setup.ligand_network_planning import load_orion_network\n", "\n", @@ -132,7 +161,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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9NW3aNGXMmFGbNm1Sp06dVLx4cS1fvtzu8oAUgw4L4JnOnDmjPn36qGjRovrhhx/k7++vli1b2l3WPflcYEkQGhqqdevW6csvv1Tu3LkVGRmpevXqqXnz5jpy5Ijd5QE+jw4L4FmuX7+ujz76SE6nU+PHj1dsbKwaNmyoffv2aeDAgXaXd08+G1gkyeFwqF27doqMjFSfPn3k5+enb7/9ViEhIRo9erSuX79ud4mAz6LDAngGwzC0aNEiFS1aVK+++qrOnj2r4sWLa9myZVq8eLEKFy5sd4lJ4tOBJUGWLFn00UcfadeuXapataouX76sQYMGKTQ0lDER4CZ0WAD77dy5U0899ZSaNm2q6Oho5c6dW59//rl27dqlunXr2l3efUkRgSUBYyIg+XBaM2Cfo0ePqkOHDipbtqzWrl2rdOnSaciQIXK5XOrSpYv8//6mP14gRQUWiTERkFwYCQHJ79KlSxoxYoSCgoI0c+ZMGYah1q1bKzIyUiNHjlTmzJntLvEfLl68mKT9UlxgScCYCHAvRkJA8omPj9fMmTMVFBSk4cOH6/Lly6pcubK2bNmi2bNnq0CBAnaXeFfx8fFJ2i/FBpYEjIkA96DDAiSPtWvXqly5curQoYOOHTumggULav78+dqwYYMqVKhgd3mWSfGBRWJMBLgDHRbAvVwul5o1a6aaNWtq586dCggI0Hvvvafw8HA1b95cDofD7hItRWC5RcKYaOfOnYyJgIdEhwVwj7Nnz6pfv34qWrSoFi5cKD8/P3Xv3l0ul0sDBgxQunTp7C7RLQgsd1CiRAnGRMBDosMCWOvGjRsaP368AgMDNW7cON24cUPPPPOM9u7dq0mTJilXrlx2l+hWBJa7YEwEPBxOawasYRiGfvjhBxUrVkx9+vTRX3/9paJFi+rnn3/WkiVLVLRoUbtLTBYElntgTAQ8GEZCwMPbvXu3ateurcaNGysqKkq5cuXSlClTtHv3bj399NN2l5esCCxJxJgIuD+MhIAHd/z4cXXu3FmlS5fW6tWrlTZtWr3xxhtyuVzq2rVrivx/RWC5D4yJgKSjwwLcv8uXL+vtt9+W0+nUtGnTZBiGWrVqpYiICL377rsKCAiwu0TbEFgeAGMi4N7osABJFx8fr1mzZikoKEjDhg3TpUuXVLFiRW3atElff/21ChYsaHeJtiOwPATGRMDd0WEBkmb9+vWqUKGC2rdvr6NHj+rxxx/X3LlztWnTJlWqVMnu8jwGgeUh/duY6L333mNMhBTJMAw6LMA9/Prrr3r++edVvXp17dixQ5kzZ9a7776riIgItWzZ0ucu/PawCCwWudOY6I033mBMhBTp1vcGIbAAtzt37pz69++vwoULa8GCBfLz89PLL78sl8ulN954w2cv/PawCCwWu3VMlCtXLsZESJESuisSIyEgwY0bNzRx4kQFBgbqgw8+0I0bN1SvXj3t2bNHkydPVu7cue0u0aMRWNzg1jHRK6+8wpgIKU7C+hWJDgtgGIZ++uknhYaGqlevXjpz5owKFy6sJUuW6Oeff1axYsXsLtErEFjcKGvWrPr4448ZEyHFuTWw0GFBSrZ3717Vq1dPjRo1UkREhB555BFNmjRJe/fu1TPPPMM6lftAYEkGjImQ0tw6EqLDgpToxIkTeumll1SqVCmtWLFCadKk0YABAxQdHa3u3bvz/+IBEFiSCWMipCQJHRZ/f39eQSJFuXLlikaNGiWn06mpU6cqPj5eLVq0UEREhN577z1lyZLF7hK9FoElmTEmQkrAKc1IaeLj4zVnzhwFBwdr6NChunjxosqXL68NGzZo3rx5euKJJ+wu0esRWGzCmAi+jIvGISXZuHGjKlWqpDZt2ujIkSPKnz+/Zs+erc2bN6tKlSp2l+czCCw2YkwEX0WHBSnBb7/9phYtWqhq1aratm2bMmXKpFGjRikyMlKtW7eWnx+/Yq3Ed9MDMCaCr0nosBBY4ItiYmI0YMAAFS5cWN988438/Pz00ksvyeVyafDgwUqfPr3dJfokAosHYUwEX8FICL4oNjZWn376qQIDAzVmzBhdv35dtWvX1q5du/TZZ5/p0UcftbtEn0Zg8TCMieALGAnBlxiGoaVLlyo0NFQ9evTQ6dOnFRISosWLF2v58uUKDQ21u8QUgcDioW4dE1WpUoUxEbwKHRb4iv3796t+/fpq0KCBwsPDlSNHDn3yySfau3evGjZsyGn7yYjA4uFKlCih9evXa+bMmYyJ4DXosMDb/fnnn+rWrZtKlCihZcuWKXXq1HrttdcUHR2tnj17EsZtQGDxAg6HQ+3bt2dMBK9BhwXe6urVqxo9erScTqemTJmi+Ph4/ec//1F4eLjGjh2rrFmz2l1iikVg8SL/NiZasWKF3eUBN9FhgbcxDENz585VSEiIBg0apAsXLqhs2bJat26dvv32WxUqVMjuElM8AosXutOYqG7dumrRogVjIngETmuGN9m8ebMqV66sF154QYcPH9Zjjz2mWbNmaevWrapWrZrd5eH/EVi81J3GRN988w1jIngERkLwBr///rtatWqlypUra8uWLcqYMaPefvttRUZGqm3btlz4zcPwt+HlGBPBEzESgic7f/68Bg0apJCQEM2bN08Oh0OdO3eWy+XS0KFDlSFDBrtLxB0QWHwEYyJ4Ejos8ESxsbGaMmWKAgMDNXr0aF27dk1PPfWUdu7cqalTpypPnjx2l4h/QWDxIYyJ4CnosMDT/PLLLypZsqS6deumU6dOKSgoSD/88INWrlypkiVL2l0ekoDA4oMYE8FudFjgKQ4ePKgGDRqofv36OnDggLJnz67x48dr//79evbZZ7nwmxchsPgwxkSwCx0W2O3kyZPq0aOHQkNDtXTpUqVOnVqvvvqqoqOj1bt3b8K0FyKw+DjGRLADpzXDLlevXtX7778vp9OpTz/9VHFxcWratKkOHDigDz/8UNmyZbO7RDwgAksKwZgIySmhw8KrWCQXwzD0zTffqEiRIho4cKDOnz+v0qVLa82aNfruu+/kdDrtLhEPicCSwjAmQnKgw4LktHXrVlWtWlUtWrTQoUOHlDdvXs2cOVPbt29XjRo17C4PFiGwpECMieBuLLpFcvjjjz/Upk0bVaxYUZs2bVKGDBk0fPhwRUVFqX379lz4zcfwt5mCMSaCu7DoFu504cIFDRkyRMHBwZozZ44cDoc6dOigqKgovfnmm8qYMaPdJcINCCxgTATL0WGBO8TFxenzzz+X0+nUO++8o6tXr6pGjRrasWOHpk+frnz58tldItyIwAJJjIlgLTossNqKFStUqlQpde3aVX/++acCAwO1aNEirV69WqVLl7a7PCQDAgtuw5gIVqDDAquEh4erUaNGqlu3rvbt26ds2bLpo48+0oEDB9S4cWMu/JaCEFhwR4yJ8DDosOBhnT59Wr169VLx4sX1008/KVWqVOrTp4+io6PVp08fpUmTxu4SkcwILLgrxkR4UJzWjAd17do1jR07VoGBgZo4caLi4uLUuHFjHThwQB999JGyZ89ud4mwCYEF98SYCPeLkRDul2EYWrBggYoUKaLXX39dMTExKlmypFatWqVFixYpKCjI7hJhMwILkowxEZKKkRDux/bt21W9enU9//zz+u2335QnTx5NmzZNO3bs0FNPPWV3efAQBBbcF8ZESAo6LEiKI0eOqF27dipfvrw2bNig9OnTa9iwYYqKilLHjh3l7+9vd4nwIAQWPBDGRPg3dFjwby5evKhhw4YpODhYX331lSSpXbt2ioqK0ogRI5QpUyabK4QnIrDgoTAmwp3QYcGdxMXFadq0aXI6nXr77bd15coVVatWTdu3b9eXX36pxx57zO4S4cEILHhojInwd3RY8HerVq1SmTJl1LlzZ504cUKFChXSggULtHbtWpUtW9bu8uAFCCywDGMiJOC0ZiSIjIzUc889p9q1a2vPnj3KkiWLPvjgAx04cEDNmjXjwm9IMgILLMeYCIyEcObMGb3yyisqVqyYfvzxR/n7+6t3796Kjo5Wv379lDZtWrtLhJchsMAtGBOlbIyEUq7r169r3LhxCgwM1IQJExQbG6tnn31W+/fv1/jx4/XII4/YXSK8FIEFbsWYKGWiw5LyGIahhQsXqmjRourXr5/OnTun0NBQLV++XD/88INCQkLsLhFejsCCZPFvY6L//e9/dpcHi9FhSVnCwsJUs2ZNNWvWTNHR0cqdO7emTp2qnTt3qk6dOnaXBx9BYEGyYUyUctBhSRmOHj2qDh06qFy5clq3bp3SpUunoUOHyuVyqXPnzlz4DZYisCDZ/X1MdOnSJcZEPoYOi2+7dOmShg8fLqfTqZkzZ8owDLVp00ZRUVF6++23lTlzZrtLhA8isMA2jIl8F6c1+6b4+HjNmDFDTqdTI0aM0JUrV1SlShVt3bpVX331lfLnz293ifBhBBbYijGRb2Ik5HvWrFmjsmXLqmPHjjp+/LieeOIJffPNN1q/fr3Kly9vd3lIAQgs8AiMiXwLIyHf4XK51LRpUz311FPatWuXAgICNGbMGIWHh+v555/nwm9INgQWeBTGRL6BDov3++uvv/Tqq6+qSJEiWrRokfz9/dWjRw9FR0erf//+XPgNyY7AAo9z65iod+/ejIm8EB0W73X9+nV9/PHHCgwM1EcffaTY2Fg1aNBAe/fu1cSJE5UzZ067S0QKRWCBx8qaNavGjx+vsLAwxkRehg6L9zEMQ99//72KFSumvn376uzZsypWrJh++eUX/fTTTypSpIjdJSKFI7DA45UsWZIxkZehw+Jddu3apdq1a6tJkyZyuVzKlSuXPvvsM+3atUv16tWzuzxAEoEFXoIxkXehw+Idjh07pk6dOqlMmTJavXq10qZNq8GDB8vlcumll14icMKjEFjgVRgTeQc6LJ7t0qVLeuutt+R0OjV9+nQZhqEXXnhBkZGRGjVqlAICAuwuEfgHAgu8EmMiz8aF4zxTfHy8vvzySwUHB+vNN9/U5cuXValSJW3evFlz5szR448/bneJwF0RWOC1GBN5LkZCnmfdunUqX768XnzxRR09elQFCxbUvHnztHHjRlWsWNHu8oB7IrDA6zEm8iyGYdBh8SDR0dH6z3/+oxo1aigsLEyZM2fW6NGjFR4erhYtWnDhN3gNAgt8RsmSJbVu3TrNmDGDMZGN4uLibn5Oh8U+Z8+e1WuvvaYiRYrou+++k5+fn7p166bo6GgNHDhQ6dKls7tE4L4QWOBT/Pz89OKLLzImslHCgluJDosdbty4oQkTJigwMFAffvihbty4ofr162vv3r369NNPlStXLrtLBB4IgQU+iTGRfRLGQRIdluRkGIYWL16s4sWL65VXXtFff/2lIkWKaOnSpVq6dKmKFi1qd4nAQyGwwKcxJkp+dFiS3549e1S3bl09++yzioyMVM6cOfXpp59qz549ql+/vt3lAZYgsMDnMSZKXrd2WPz9/W2sxPcdP35cXbp0UalSpbRy5UqlSZNGAwcOlMvlUrdu3QiM8CkEFqQYjImSx61nCHEGintcuXJFI0eOlNPp1BdffCHDMNSyZUtFRERo9OjRypIli90lApYjsCDFYUzkXlzl1n3i4+M1e/ZsBQcH67///a8uXbqkChUqaOPGjZo7d66eeOIJu0sE3IbAghSJMZH7cNE499iwYYMqVqyotm3b6siRIypQoIC+/vprbd68WZUrV7a7PMDtCCxI0RgTWY8Oi7V+++03NW/eXNWqVdP27duVKVMmvfPOO4qIiFCrVq0YuyHFILAAYkxkJTos1jh37pwGDBigwoUL69tvv5Wfn5+6du2q6OhoDRo0SOnTp7e7RCBZEViA/8eYyBp0WB5ObGysJk2aJKfTqTFjxuj69euqW7eudu/erSlTpih37tx2lwjYgsAC/M2tY6LKlSszJrpPvI/QgzEMQ0uWLFFoaKh69uyp06dPKyQkRD/99JN++eUXFS9e3O4SAVsRWIC7KFmypNavX68ZM2YoZ86cjImSiJHQ/du3b5+efvppNWzYUOHh4XrkkUc0ceJE7d27Vw0aNGCdCiACC/CvEsZEUVFR/xgTvf/++4yJ7oCRUNKdOHFCXbt2VcmSJbV8+XKlSZNGr7/+ulwul3r06EHoA25BYAGS4E5jooEDB6pEiRKMif6GDsu9XblyRe+++66cTqc+//xzxcfH6/nnn9fBgwf1/vvvK2vWrHaXCHgcAgtwH/4+JoqIiGBM9Dd0WO7OMAx9/fXXCgkJ0eDBg3Xx4kWVK1dO69ev1zfffKNChQrZXSLgsQgswH1iTPTv6LDc2aZNm1SpUiW1bt1af/zxhx577DF99dVX2rJli6pWrWp3eYDHI7AAD4gx0Z3RYbnd77//rpYtW6pKlSraunWrMmbMqJEjRyoyMlJt2rSRnx8/hoGk4H8K8JAYE92O05pNMTExeuONNxQSEqL58+fL4XCoS5cucrlcGjJkiDJkyGB3iYBXIbAAFmBMlCihw5JSR0KxsbGaPHmynE6n3nvvPV27dk21atXSrl279PnnnytPnjx2lwh4JQILYCHGRCm7w/Lzzz+rRIkS6t69u06dOqXg4GD9+OOPWrFihUqUKGF3eYBXI7AAbpCSx0QpcdHtgQMH9Mwzz+iZZ57RwYMHlT17dk2YMEH79u1To0aNuPAbYAECC+AmKXVMlJIW3Z48eVLdu3dXaGiofv75Z6VOnVr9+vVTdHS0evXqlaJCG+BuBBbAzVLamCgldFiuXr2q9957T4GBgZo8ebLi4+PVrFkzHTx4UB988IGyZctmd4mAzyGwAMkkpYyJfLnDYhiG5s2bp5CQEL3xxhu6cOGCypQpo7Vr12rBggUKDAy0u0TAZxFYgGSUEsZEvtph2bp1q6pUqaJWrVrp8OHDypcvn7788ktt27ZN1atXt7s8wOcRWAAb+PKYyNc6LIcPH1br1q1VsWJFbd68WRkyZNCIESMUGRmpdu3aceE3IJnwPw2w0d3GRC1btvTaMZGvnNZ8/vx5DR48WMHBwfr666/lcDjUsWNHuVwuDRs2TBkzZrS7RCBFIbAANrvTmGj+/PleOyby9pFQXFycPvvsMzmdTr377ru6du2aatasqbCwME2bNk158+a1u0QgRSKwAB7CV8ZE3jwSWr58uUqVKqWXX35ZJ0+elNPp1Pfff69Vq1apVKlSdpcHpGgEFsDDePuYyBs7LAcPHlTDhg1Vr1497du3T9myZdPHH3+s/fv367nnnuPCb4AHILAAHujWMVGvXr28akzkTR2WU6dOqWfPngoNDdWSJUuUKlUq9e3bV9HR0XrllVeUJk0au0sE8P8ILIAHy5o1qyZMmOBVYyJv6LBcu3ZNY8eOldPp1KRJkxQXF6cmTZrowIEDGjdunLJnz253iQD+hsACeAFvGhN5cofFMAx9++23Kly4sF5//XXFxMSoVKlSWr16tRYuXKigoCC7SwRwFwQWwEt4y5jIU09r3rZtm6pVq6bmzZvr0KFDypMnj6ZPn64dO3aoZs2adpcH4B4ILICX8fQxkaeNhP744w+1bdtWFSpU0MaNG5U+fXq9+eabcrlc6tChAxd+A7wE/1MBL+WpYyJPGQlduHBBQ4cOVXBwsGbPni1JevHFF+VyuTR8+HAu/AZ4GQIL4MU8cUxkd4clLi5OX3zxhYKCgjRq1ChdvXpV1atX144dOzRjxgzly5fPlroAPBwCC+ADPGlMZGeHZeXKlSpdurS6dOmiEydOqFChQvruu++0Zs0alSlTJtnrAWAdAgvgQzxhTGRHhyUiIkLPPvus6tSpo7179ypr1qz68MMPdfDgQTVt2pQLvwE+gMAC+Bi7x0QFChRQqVKllCtXLrc+jySdO3dO7733ntq1a6ejR4+qXLlyev/993Xo0CG9+uqrXPgN8CEOwzCMe+10/vx5ZcmSRTExMQoICEiOugBYZPfu3erZs6c2bdokSQoJCdGECRNUp04dmysDgKRnDDosgI9LGBNNnz7do84mAoD7QWABUgA/Pz916NDBo84mAoD7QWABUpB/O5to5cqVdpcHAHdFYAFSoDuNierUqcOYCIDHIrAAKZS7x0Q1a0p9+1pSKgAQWICUjjERAG9AYAEgiTERAM9GYAFwk9VjothYqVcvKWtWKUcOaehQKeHKT9evSwMGSPnySRkzShUqSGvWJD52xgzzcb/8IhUuLGXKJNWvLx0/nriPw/HPj4IFE7cfPCg1aGA+NnduqV076fTpxO01a0qvvGLWkT279Oij0vDht38NMTFS165SrlxSQIBUq5a0Z899fRsAWIDAAuAfrBoTzZwppUolbd0qjR8vjRsnTZ1qbuvYUdq4UZo7V9q7V2re3AwkLlfi4y9flsaOlWbNktatk/74Q+rfP3H78eOJH9HRUmCgVL164rYaNaSSJaUdO6Sff5b+/FNq0eKfNWbMaNb4/vvSW29Jy5eb2wxDathQOnFCWrJECguTSpeWateW/vrr/r+vAB6CkQQxMTGGJCMmJiYpuwPwIXFxccb06dONnDlzGpIMSUaLFi2MEydO/OvjatQwjMKFDSM+PvG+gQPN+6KjDcPhMIyjR29/TO3ahjFokPn59OmGIZn7Jpg40TBy5/7nc8XHG0bTpoZRpoxhXL5s3vff/xpGvXq373fkiHnMyMjEGqtWvX2fcuXMOg3DMFauNIyAAMO4evX2fQoVMowpU/71yweQREnNGHRYAPyru42JmjVrds/HVqxojmkSVKpkdlB27DC7F0FB5rgm4WPtWunXXxP3z5BBKlQo8XaePNLJk/98nsGDpc2bpUWLpPTpzfvCwqTVq28/fkiIue3W5wgNvf1Ytz5HWJh08aI5zrr1OIcO3X4MAO6X/O//DsArJYyJOnfurJ49e+rKlSsPdTx/fzMQ+Pvffn+mTImf//0Nnx2OxDUwCb76yhw1rVkjPfZY4v3x8dKzz0rvvffP586T59+fIz4+8Rh58ty+tiZB1qx3+KIAuA2BBcB9STibaPHixffcd8uWf952OqVSpaS4OLOTUa3ag9eyebPUpYs0ZYrZzblV6dLSggXmItxUD/iTrnRpc/1KqlS3L+YFkPwYCQG4b35+fnruuefuud+RI1K/flJkpPT119KECVKfPuYoqE0bqX176bvvzBHL9u1mN2TJkqTVcOKE1LSp1KqV9PTT5u0TJ6RTp8ztPXuaC2NfeEHatk367Tdp2TKpUyczLCVFnTrmGKtJE/Nspd9/lzZtMs922rEjaccAYA06LADcpn176coVqXx5c/TTu7d5irAkTZ8ujRwpvfaadPSouU6kUiXzNOSkiIgwz/qZOdP8SPD442awyJvXPAtp4EAz0Fy7Zm6rX1/yS+JLNYfDDFBDhphB59Qp89Tn6tXN06QBJB+HYfx9IvxP58+fV5YsWRQTE6OAgIDkqAsAAKQASc0YjIQAAIDHI7AAuG+xsbGaP3++3WUASEEILADuy88//6wSJUpo9OjRdpcCIAUhsABIkoMHD+qZZ57RM888o4MHDyorFyIBkIwILAD+1alTp9SzZ0+Fhobq559/VurUqfXaa6/p+++/t7s0ACkIpzUDuKNr165pwoQJGjlypGJiYiRJTZs21fvvv6/AwECbqwOQ0hBYANzGMAwtXLhQAwYM0K///4Y5pUqV0ocffqiaNWvaWxyAFIvAAuCmsLAw9evXT+vWrZMk5cmTR++8847at28vv6RebQ0A3IDAAkDHjh3T4MGD9eWXX8owDKVPn179+/fXgAEDlOnWdyMEAJvwkglIwS5fvqy33npLTqdTM2fOlGEYatOmjSIjI/XWW2/dd1iJi4tT6dKlVbp06ZvrXu7Xpk2b9J///OfmcVq3bq1du3Y90LEA+A4uzQ+kQPHx8ZozZ44GDRqk//3vf5KkypUra9y4cSpfvvwDHzc2NlapU6eWJJ05c0bZs2d/oOPcuHFDEydO1PDhw28Gn1atWun9999X/vz5H7g+AJ6HS/MDuKONGzeqYsWKateunf73v//p8ccf17x587Rhw4aHCit/53A4HvixqVOnVt++feVyufTSSy/J4XBo7ty5CgkJ0dtvv60rV65YVicA70BgAVKIQ4cOqUWLFqpataq2b9+uzJkz691331VERIRatGjxUAHDXXLmzKnPPvtMYWFhqlq1qi5fvqxhw4apcOHC+vbbb5WEBjEAH0FgAXzc+fPn9cYbbygkJETffPON/Pz81LVrV7lcLr3xxhtKly6dZc/lrgBRqlQprVu3Tl9//bUee+wxHT58WM2bN1ft2rW1b98+tzwnAM9CYAF8VGxsrKZMmaLAwEC99957un79uurUqaNdu3ZpypQpyp07t1uf3+qOjcPhUKtWrRQREaFhw4YpXbp0Wr16tUqWLKmePXvqzJkzlj4fAM9CYAF80PLly1WqVCl169ZNp06dUnBwsH788UctW7ZMoaGhbnve5BjRZMyYUSNGjFB4eLief/55xcfHa9KkSXI6nZo4caJiY2PdXgOA5EdgAXxIRESEGjVqpHr16mn//v3Knj27xo8fr3379qlRo0bJuk7F3c9VsGBBffPNN1q1apWKFy+us2fPqlevXipVqpRWrVrl1ucGkPwILIAPOHPmjHr37q1ixYrpp59+UqpUqW6eZdO7d++bpxr7oqeeeko7d+7UpEmTlD17du3fv1+1a9fWf/7zHx06dMju8gBYhMACeLHr169r3LhxCgwM1CeffKK4uDg999xzOnDggMaNG/fA10F5UHadtZMqVSp1795dLpdLvXr1kr+/v7777jsVLlxY//3vf3Xp0iVb6gJgHQIL4IUMw9D333+vYsWKqV+/fjp37pxCQ0O1cuVKff/99woKCrK7RFtOk86ePbsmTJig3bt3q1atWrp27ZpGjhyp4OBgzZkzh9OgAS9GYAG8zO7du1W7dm01adJELpdLuXPn1tSpU7Vz507VqlXL1to8JRAUK1ZMK1as0HfffaeCBQvq6NGjatOmjapVq6adO3faXR6AB0BgAbzE8ePH1blzZ5UuXVqrV69W2rRpNXjwYLlcLnXu3Fn+/v52l3gbuy9E53A41LRpU4WHh2vkyJHKkCGDNm7cqLJly+qll17SyZMnba0PwP0hsAAe7sqVKxo1apScTqemTZsmwzDUqlUrRUZGatSoUcqcObPdJd7kKR2WW6VLl05DhgxRZGSkWrduLcMwNHXqVAUFBWncuHG6fv263SUCSAICC+ChDMPQ119/rZCQEA0dOlSXLl1ShQoVtGnTJn399dd6/PHH7S7xX9ndYfm7xx57TLNnz9aGDRtuvpt0v379FBoaqp9//tnu8gDcA4EF8ECbN29W5cqV1bp1a/3xxx/Knz+/5syZo82bN6tSpUp2l+fVqlSpom3btmnq1KnKmTOnIiMj9cwzz+jZZ5+Vy+WyuzwAd0FgATzI4cOH9cILL6hy5crasmWLMmbMqJEjRyoyMlIvvPCCx3Ut/s4TR0J34u/vr86dO8vlcqlfv35KlSqVFi9erKJFi2rAgAE6f/683SUC+BsCC+ABLly4oCFDhigkJERz586Vw+FQp06d5HK5NGTIEKVPn97uEu+bp4crScqSJYs++OAD7du3T/Xr19eNGzc0ZswYBQcHa8aMGYqPj7e7RAD/j8AC2CguLk5Tp06V0+nUO++8o6tXr6pmzZoKCwvTF198oTx58thd4n3xlg7L34WEhGjJkiVavHixnE6nTpw4oY4dO6pSpUraunWr3eUBEIEFsM2qVatUpkwZvfTSS/rzzz8VGBioRYsWadWqVSpVqpTd5T00b+iw3MrhcKhhw4bav3+/3n//fWXOnFnbtm1TxYoV1b59ex07dszuEoEUjcACJLOoqCg1btxYtWvX1p49e5Q1a1Z9+OGHOnDggBo3bux1v+h9TZo0afT6668rKipKHTp0kCTNmjVLwcHBGj16tK5du2ZvgUAKRWABkslff/2lV199VUWLFtUPP/wgf39/9erVS9HR0Xr11VeVJk0au0t8aN46ErqTRx99VNOnT7/ZZbl48aIGDRp08+/Pl75WwBsQWAA3u3HjhsaPHy+n06mPPvpIsbGxN0cPEyZMUI4cOewu0S18pVNUrlw5bdy4UV9++aXy5MmjX3/9VY0bN1b9+vUVHh5ud3lAikFgAdzEMAwtXrxYxYsXV58+ffTXX3+pWLFiWrZsmRYvXqyQkBC7S7Scr3Yd/Pz81K5dO0VGRmrQoEFKkyaNli1bpuLFi6tv3746d+6c3SUCPo/AArjBvn37VK9ePT377LOKjIxUzpw5NXnyZO3atUt169a1u7xk4SsdlltlzpxZ77zzjg4ePKjGjRsrLi5OH3/8sZxOpz777DPFxcXZXSLgswgsgIX+/PNPvfzyyypZsqRWrFihNGnSaODAgXK5XHr55ZeVKlUqu0uEBQoVKqRFixZp2bJlKly4sE6fPq2XX35Z5cqV0/r16+0uD/BJBBbAAlevXtXo0aNvvtKOj49X8+bNFRERodGjRytLlix2l5gsfHUkdDd169bVnj179NFHHylLlizatWuXqlevrhdeeEFHjhyxuzzApxBYgIdgGIbmz5+vwoULa9CgQbpw4YLKli2r9evXa/78+XriiSfsLtE2vjgSupPUqVOrT58+N7toDodDc+fOVXBwsN566y1duXLF7hIBn0BgAR7Qtm3bVK1aNbVs2VK///678uXLpy+//FJbt25V1apV7S7PFimtw3KrhHVKO3fuVLVq1XTlyhW9+eabKly4sL799tsU/b0BrEBgAe7TkSNH1LZtW1WoUEEbN25UhgwZNGLECEVFRaldu3by8+O/lZRyOix/V7JkSa1du1Zz585V/vz5dfjwYTVv3ly1atXS3r177S4P8Fr8ZAWS6OLFixo2bJiCg4M1e/ZsSdKLL76oqKgoDRs2TBkyZLC5QngKh8Ohli1bKiIiQsOGDVO6dOm0Zs0alSpVSj169NCZM2fsLhHwOgQW4B7i4+M1Y8YMBQUF6e2339aVK1dUrVo17dixQzNmzFC+fPnsLtFjMPa4XUL3LSIiQs2bN1d8fLw+/fRTOZ1OffLJJ4qNjbW7RMBrEFiAf7F27VqVK1dOHTt21PHjx/Xkk09qwYIFWrt2rcqUKWN3eR4tpY6E7uTxxx/X/PnztXr1aoWGhurs2bPq3bu3SpYsqZUrV9pdHuAVCCzAHfz6669q1qyZatasqZ07dyogIEBjxozRwYMH1axZM34Z3wUdln9Xs2ZNhYWFadKkScqePbsOHDigOnXqqFmzZjp06JDd5QEejcAC3OLcuXPq37+/ChcurIULF8rPz0/du3dXdHS0+vfvr7Rp09pdotcg1N1ZqlSp1L17d7lcLvXu3Vv+/v5auHChChcurKFDh+rSpUt2lwh4JAILICk2NlaTJk2S0+nUBx98oBs3bujpp5/W3r17NWnSJOXMmdPuEuFjsmfPrvHjx2v37t2qXbu2rl27plGjRt1c1E23CrgdgQUp3tKlSxUaGqqePXvq9OnTKlKkiJYuXaqff/5ZRYsWtbs8r8Iv2ftXrFgxLV++XAsXLtQTTzyho0ePqm3btqpatarCwsLsLg/wGAQWpFgHDhxQ/fr11aBBA4WHhytHjhyaOHGi9uzZo/r169tdntdjJJR0DodDTZo00cGDBzVq1ChlyJBBmzZtUrly5dSlSxedPHnS7hIB2xFYkOKcOnVKPXr0UIkSJfTLL78oderU6t+/v6Kjo9WjRw/eoPAh0GF5OOnSpdPgwYMVFRWlNm3ayDAMffHFF3I6nfrwww91/fp1u0sEbENgQYpx7do1jRkzRoGBgfr0008VFxenZs2aKTw8XGPGjFHWrFntLtGn0GF5cPny5dNXX32ljRs3qkyZMjp//rxee+01hYaGaunSpXaXB9iCwAKfZxiGFixYoCJFimjAgAE6f/68SpcurTVr1mjBggUqVKiQ3SUCd1S5cmVt27ZNX3zxhXLlyqXIyEg1aNBAjRo1ksvlsrs8IFkRWODTwsLCVLNmTT3//PP67bfflCdPHk2fPl3bt29XjRo17C7P5zASsp6fn586deqkqKgovfbaa0qVKpV++uknFS1a9GYAB1ICAgt80tGjR9WhQweVK1dO69atU/r06TVs2DBFRUWpQ4cOvEFhMmAkZK0sWbJo7Nix2r9/v5555hnduHFDY8aMUVBQkKZPn674+Hi7SwTcip/a8CmXL1/WiBEjFBQUpJkzZ8owDLVt21aRkZEaMWKEMmXKZHeJPo0Oi/sFBwdryZIl+umnn+R0OvXnn3+qU6dOqlixorZs2WJ3eYDbEFjgE+Lj4zVr1iwFBQVp+PDhunz5sqpUqaKtW7dq1qxZyp8/v90lpjh0WNyrQYMG2r9/v8aMGaPMmTNr+/btqlSpktq3b69jx47ZXR5gOQILvN6GDRtUoUIFtW/fXkePHlXBggU1b948rV+/XuXLl7e7PMBt0qRJo/79+ysqKkodO3aUpJvB/d1339XVq1dtrhCwDoEFXuvQoUNq0aKFqlWrph07dihz5swaPXq0wsPD1aJFC17h24CRkD0effRRTZs2Tdu2bVPFihV16dIlDR48WEWLFtX333/P3wt8AoEFXuf8+fMaOHCgQkJC9M0338jPz09du3aVy+XSwIEDlS5dOrtLBGxRrlw5bdy4UbNmzVLevHn122+/qUmTJnr66ad18OBBu8sDHgqBBV4jNjZWU6ZMUWBgoN5//31dv35dderU0e7duzVlyhTlzp3b7hJTPF7J28/Pz+/mQvNBgwYpTZo0Wr58uUJDQ9WnTx+dPXvW7hKBB0JggVdYtmyZSpUqpW7duunUqVMKDg7W4sWLtWzZMhUvXtzu8vA3jOPslylTJr3zzjs6ePCgmjRpori4OI0fP15BQUGaMmWK4uLi7C4RuC8EFni08PBwNWzYUE8//bT279+v7Nmza/z48dq3b58aNmzIL0bgHgoVKqSFCxdq+fLlKlKkiE6fPq1u3bqpbNmyWrdund3lAUlGYIFHOnPmjHr37q3ixYtryZIlSpUqlfr27avo6Gj17t1bqVOntrtE3AEjIc+VMD79+OOPlTVrVu3evVs1atRQy5Yt9ccff9hdHnBPBBZ4lOvXr2vcuHEKDAzUJ598ori4ODVu3FgHDhzQuHHjlC1bNrtLRBLQ+fJMqVOn1iuvvKKoqCh169ZNfn5+mj9/vkJCQjRixAhdvnzZ7hKBuyKwwCMYhqFFixapaNGi6tevn86dO6cSJUpo5cqVWrRokYKCguwuEUlAh8U75MyZU59++qnCwsJUvXp1XblyRcOHD1fhwoX1zTff8PcIj0Rgge12796t2rVrq2nTpoqOjlbu3Lk1depUhYWFqVatWnaXhwdAh8U7lCxZUmvWrNG8efOUP39+/fHHH2rRooWeeuop7d271+7ygNsQWGCb48ePq3PnzipdurRWr16ttGnTavDgwXK5XOrcubP8/f3tLhHweQ6HQy1atFBERITefPNNpUuXTmvXrlWpUqXUvXt3nT592u4SAUkEFtjgypUrGjVqlJxOp6ZNmybDMNSqVStFRkZq1KhRypw5s90l4gExSvBeGTJk0PDhwxUZGakWLVooPj5ekydPltPp1IQJExQbG2t3iUjhCCxINoZhaM6cOQoODtbQoUN16dIlVaxYUZs2bdLXX3+txx9/3O4SYRFGQt6rQIECmjdvntasWaMSJUro3LlzeuWVV1SyZEmtWLHC7vKQghFYkCw2b96sSpUqqU2bNjpy5Ijy58+vOXPmaNOmTapUqZLd5cEidFh8R40aNRQWFqZPP/1UOXLk0IEDB1S3bl01bdpUv/32m93lIQUisMCtDh8+rFatWqly5craunWrMmXKpFGjRikyMlIvvPACr8R9FH+vvsHf31/dunWTy+XSK6+8In9/fy1atEhFihTRkCFDdPHiRbtLRApCYIFbXLhwQYMHD1ZwcLDmzZsnh8Ohzp07y+VyafDgwUqfPr3dJQJIomzZsunjjz/Wnj17VKdOHV27dk3vvPOOgoODNXv2bDprSBYEFlgqLi5OU6dOldPp1Lvvvqtr167pqaee0s6dOzV16lQ9+uijdpcIN+IXl28rWrSoli1bpoULF+qJJ57QsWPH1LZtW1WpUkU7duywuzz4OAILLLNq1SqVKVNGL730kv78808FBgZq0aJFWrlypUqWLGl3eUhGjIR8l8PhUJMmTXTw4EGNGjVKGTNm1ObNm1W+fHl17txZf/75p90lwkcRWPDQoqKi9Nxzz6l27dras2ePsmbNqnHjxunAgQNq3Lgxv7xSEDosKUe6dOk0ePBgRUZGqm3btjIMQ9OmTZPT6dTYsWN1/fp1u0uEjyGw4IH99ddf6tu3r4oWLaoff/xR/v7+6t27t6Kjo9W3b1+lSZPG7hJhE0JqypEvXz7NmjVLmzZtUtmyZXXhwgW9/vrrN9+4FLAKgQX37caNGxo/frwCAwP18ccfKzY2Vg0bNtT+/fs1fvx45ciRw+4SASSzSpUqaevWrZo2bZpy586tqKgoNWzYUA0bNlRUVJTd5cEHEFiQZIZhaPHixSpevLj69Omjs2fPqlixYlq2bJkWL16skJAQu0uEzRgJpWx+fn7q2LGjoqKi1L9/f6VOnVpLlixRsWLF9Prrr+v8+fN2lwgvRmBBkuzdu1f16tXTs88+q8jISOXKlUtTpkzRrl27VLduXbvLg4dhJJSyBQQEaMyYMdq/f78aNGigGzduaOzYsTffjiM+Pt7uEuGFCCz4V3/++ae6du2qUqVKacWKFUqTJo0GDhwol8ulrl27KlWqVHaXCA9ChwW3CgoK0k8//aSffvpJQUFBOnnypDp37qwKFSpo8+bNdpcHL0NgwR1dvXpVo0ePltPp1Oeff674+Pib7+g6evRoBQQE2F0iPBgdFtyqQYMG2rdvn8aOHavMmTNrx44dqly5stq1a6djx47ZXR68BIEFtzEMQ/PmzVNISIgGDRqkCxcuqFy5ctqwYYPmzZunJ554wu4SAXihNGnS6LXXXpPL5VKnTp3kcDj01VdfKSgoSO+8846uXr1qd4nwcAQW3LRt2zZVrVpVrVq10uHDh/XYY49p1qxZ2rJli6pUqWJ3efACjIRwL7lz59YXX3yhbdu2qVKlSrp06ZKGDBmiokWLatGiRfwbwl0RWKAjR46obdu2qlChgjZt2qQMGTJoxIgRNy8I5efHPxPcH0ZCuJeyZctq48aN+uqrr5Q3b1799ttvatq0qerVq6eDBw/aXR48EL+JUrCLFy9q2LBhN9/AzOFwqEOHDoqKitKwYcOUIUMGu0uEl+HVMe6Hw+FQmzZtFBkZqcGDBytt2rRasWKFQkNDb146AUhAYEmB4uPjNX36dAUFBentt9/WlStXVL16de3YsUPTp09Xvnz57C4RXo4OC+5HpkyZNGrUKB08eFBNmjRRXFycxo8fL6fTqcmTJysuLs7uEuEBCCwpzNq1a1W2bFl16tRJx48f15NPPqkFCxZozZo1Kl26tN3lAUjBnnzySS1cuFDLly9X0aJFdebMGXXv3l1lypTRunXr7C4PNiOwpBDR0dFq1qyZatasqV27dt28sNPBgwfVrFkzXhHDEoyEYIU6depo9+7dGj9+vLJmzao9e/aoRo0aatmypQ4fPmx3ebAJgcXHnTt3Tv3791eRIkW0cOFC+fv7q0ePHoqOjlb//v2VNm1au0uEDyIA42GlSpVKvXv3lsvlUrdu3eTn56f58+crJCREw4cP1+XLl+0uEcmMwOKjYmNjNXHiRAUGBuqDDz7QjRs3VL9+fe3du1cTJ05Uzpw57S4RPogOC6z2yCOP6NNPP9XOnTtVo0YNXb16VSNGjFDhwoU1f/58/s2lIAQWH7R06VKFhoaqV69eOnPmjIoUKaKlS5dq6dKlKlKkiN3lIQWgwwKrlShRQqtXr9b8+fNVoEAB/fHHH2rZsqVq1qyp3bt3210ekgGBxYccOHBA9evXV4MGDRQeHq5HHnlEkyZN0p49e1S/fn27ywOAh+JwONS8eXOFh4dr+PDhSp8+vdatW6cyZcqoW7duOn36tN0lwo0ILD7g1KlT6t69u0JDQ/XLL78oderU6t+/v1wul7p3784bFCLZ0J5HcsiQIYPefPNNRUREqGXLloqPj9eUKVPkdDo1fvx43bhxw+4S4QYEFi927do1jRkzRoGBgZo8ebLi4+PVrFkzhYeHa8yYMcqaNavdJSKFYiSE5FCgQAHNnTtXa9euVYkSJXTu3Dn16dNHJUuW1IoVK+wuDxYjsHghwzC0YMECFSlSRAMGDND58+dVunRprV27VgsWLFChQoXsLhEpFB0W2KF69eoKCwvT5MmTlSNHDh08eFB169ZVkyZN9Ouvv9pdHixCYPEyYWFhqlGjhp5//nn99ttvyps3r2bMmKHt27erevXqdpcHSKLDguTn7++vl19+WS6XS3369JG/v7++//57FSlSRIMHD9bFixftLhEPicDiJY4ePaoXX3xRZcuW1fr165U+fXoNGzZMUVFRevHFF3mDQgCQlC1bNn300Ufau3ev6tatq+vXr+vdd99VcHCwvvrqK7qAXozfch7u0qVLGjFihIKCgvTll19Kktq2bauoqCiNGDFCGTNmtLlCIBG/DOApihQpol9++UWLFi3Sk08+qWPHjqldu3aqUqWKtm/fbnd5eAAEFg8VHx+vL7/8UsHBwTev6lilShVt27ZNs2bN0mOPPWZ3icBdMRKCJ3A4HGrcuLEOHjyod999VxkzZtTmzZtVvnx5derUSSdOnLC7RNwHAosH2rBhgypUqKAXX3xRR48eVcGCBTV//nytX79e5cqVs7s84K7osMATpU2bVm+88YaioqLUrl07Sbr5jvVjx47V9evXba4QSUFg8SC//fabmjdvrmrVqmnHjh3KnDmzRo8erfDwcDVv3pxXrfAa/FuFJ8qbN6++/PJLbdq0SeXKldOFCxf0+uuvq1ixYvrpp5/sLg/3QGDxADExMRo4cKAKFy6sb7/9Vn5+fnr55ZcVHR2tgQMHKl26dHaXCAA+o1KlStqyZYumTZum3Llzy+VyqVGjRmrQoIEiIyPtLg93QWCxUWxsrCZPniyn06n3339f169fV926dbV7925NnjxZuXLlsrtE4L4wEoK38PPzU8eOHRUVFaXXX39dqVOn1tKlS1WsWDH1799fMTExdpeIvyGw2GTZsmUqWbKkunfvrlOnTik4OFiLFy/WL7/8ouLFi9tdHvBQGAnBWwQEBOj999/X/v371bBhQ8XGxuqDDz5QUFCQvvjiC8XHx9tdIv4fgSWZhYeHq2HDhnr66ad14MABZc+eXePHj9e+ffvUsGFDftDDq9FhgbcKCgrS4sWLtWTJEgUFBenkyZPq0qWLypcvr02bNtldHkRgSTanT59Wr169VLx4cS1ZskSpUqXSq6++qujoaPXu3VupU6e2u0TAMgRveKtnnnlG+/bt0wcffKCAgACFhYWpSpUqatu2rY4ePWp3eSkagcXNrl+/rg8//FBOp1MTJ05UXFzczesCfPjhh8qWLZvdJQIAbpEmTRr169dPUVFR6ty5sxwOh2bPnq2goCCNGjVKV69etbvEFInA4iaGYWjRokUqWrSoXnvtNZ07d04lSpTQypUrtWjRIjmdTrtLBCzHSAi+JHfu3Jo6daq2b9+uypUr6/Llyxo6dKiKFCmihQsX8u89mRFY3GDXrl2qVauWmjZtqujo6Jv/6MPCwlSrVi27ywPcjpEQfEmZMmW0YcMGzZ49W/ny5dOhQ4fUrFkz1a1bVwcOHLC7vBSDwGKh48ePq1OnTipTpozWrFmjdOnSaciQIXK5XOrcubP8/f3tLhFwK15xwlc5HA61bt1aERERGjJkiNKmTauVK1eqRIkSeuWVV3T27Fm7S/R5BBYLXLlyRSNHjpTT6dT06dNlGIZeeOEFRUZGauTIkcqcObPdJQLJig4LfFWmTJk0cuRIHTx4UM2aNVNcXJwmTJggp9OpTz/9VHFxcXaX6LMILA/BMAzNmTNHwcHB+u9//6tLly6pYsWK2rx5s+bMmaMCBQrYXSIAwA2efPJJLViwQCtWrFDRokV15swZ9ejRQ6VLl9batWvtLs8nEVge0KZNm1SpUiW1adNGR44cUYECBfT1119r06ZNqlixot3lAbZgJISUpnbt2tq9e7cmTJigbNmyae/evapZs6ZatGihw4cP212eTyGw3KfDhw+rVatWqlKlirZu3apMmTJp1KhRioiIUKtWrWiFA2IkhJQlVapU6tWrl6KiotS9e3f5+fnpm2++UUhIiN58801dvnzZ7hJ9AoElic6fP6/BgwcrODhY8+bNk8PhUOfOneVyuTR48GClT5/e7hIB29FhQUr2yCOPaNKkSdq1a5dq1qypq1ev6q233lJISIjmzZvH/4+HRGC5h7i4OH3++edyOp169913de3aNdWqVUu7du3S1KlT9eijj9pdIuBx6LAgJQsNDdWqVav0zTff6PHHH9eRI0fUqlUr1ahRQ7t27bK7PK9FYPkXK1euVOnSpdW1a1edPHlSTqdT33//vVasWKESJUrYXR4AwEM5HA49//zzCg8P14gRI5Q+fXqtX79eZcqU0csvv6xTp07ZXaLXIbDcQVRUlJ577jnVqVNHe/fuVdasWTVu3Djt379fzz33HK8egbug5Q3cLn369Bo2bJgiIiLUsmVLGYahzz77TEFBQfr4449148YNu0v0GgSWW/z111/q27evihYtqh9//FH+/v7q3bu3oqOj1bdvX6VJk8buEgGvQKgHblegQAHNnTtX69atU8mSJXXu3Dn17dtXJUuW1PLly+0uzysQWCTduHFD48ePV2BgoD7++GPFxsaqUaNG2r9/v8aPH68cOXLYXSLgFeiwAP+uWrVq2rFjh6ZMmaJHHnlEBw8eVL169dS4cWP9+uuvdpfn0VJ0YDEMQz/++KOKFSumPn366OzZsypevLiWL1+uH3/8USEhIXaXCHglOizA3fn7+6tr166KiopSnz595O/vrx9++EFFihTRoEGDdOHCBbtL9EgpNrC4XC51795db775pjJmzKjatWvr22+/1a5du1SnTh27ywMA+Lhs2bLpo48+0t69e1WvXj1dv35do0ePVnBwsGbNmqX4+Hi7S/QoDiMJPdzz588rS5YsiomJUUBAQHLUBcAL7d69W6VKlVKePHl07Ngxu8sBvEZCx79fv343R0MVK1bU+PHjVa5cOZurc6+kZowU22EB4D6MhID743A49Nxzz+nAgQMaPXq0MmXKpC1btqh8+fLq2LGjTpw4YXeJtiOwALAMi26Bh5M2bVoNHDhQkZGRat++vSRpxowZCgoK0pgxY3T9+nWbK7Sen1/SogiBBYDl6LAADydv3ryaOXOmNm/erHLlyunChQsaMGCAihUrpp9++snu8iyVKVOmJO1HYAEAwENVrFhRW7Zs0fTp05U7d265XC41atRIDRo0UEREhN3lJSsCCwDLMBICrOfn56cOHTooKipKAwYMUOrUqbV06VIVL15cr732mmJiYuwuMVn4XGCZMUPKmtW64xUsKH30kXXHA1ICRkKA9QICAvTee+/pwIEDatSokWJjY/Xhhx8qKChIX3zxheLi4uwu0a18LrC0bClFRdldBZAy0WEB3M/pdOrHH3/U0qVLFRwcrJMnT6pLly4qX768Nm7caHd5buNzgSV9eilXLrurAFI2OiyA+9WvX1/79u3Thx9+qICAAO3cuVNVq1ZVmzZt9L///c/u8izncYHl55+lqlXNsU6OHFKjRlLC2yv8/rvkcEjffSc99ZSUIYNUooS0eXPi4/8+Etqzx9w3c2YpIEAqU0basSNx+4IFUtGiUtq05vjngw/+vb6YGKlrVzMUBQRItWqZzwEAQHJLnTq1Xn31VblcLnXp0kUOh0Nz5sxRcHCwRo0apatXr9pdomU8LrBcuiT16ydt3y6tXCn5+UlNm0q3XqF4yBCpf39p924pKEh64QUpNvbOx2vTRnrsMfN4YWHSG29IqVOb28LCpBYtpFatpH37pOHDpf/+1ww9d2IYUsOG0okT0pIl5uNLl5Zq15b++svCbwLgpRgJAfbIlSuXPv/8c23fvl1VqlTR5cuXNXToUBUuXFjfffedW/5vduggNWli+WHvzkiCmJgYQ5IRExOTlN0tdfKkYUiGsW+fYRw6ZH4+dWri9gMHzPvCw83b06cbRpYsidszZzaMGTPufOzWrQ2jbt3b73v9dcMoUiTx9uOPG8a4cebnK1caRkCAYVy9evtjChUyjClT7vtLA3zO9u3bDUlGgQIF7C4FSLHi4+ON2bNnG/ny5TMkGZKMWrVqGfv27bP0eV580TAaN37441y7ZiQpY3hch+XXX6XWraUnnzRHLk88Yd7/xx+J+4SGJn6eJ4/558mTdz5ev35Sly5SnTrS6NGJ4yVJCg+XqlS5ff8qVSSXS7rTYuuwMOniRXNUlSlT4sehQ7cfF0ipDDosgO0cDodat26tyMhIDR06VGnTptWqVatUokQJ9erVS3/d50jg22+l4sXNNaI5cpi/T19/XZo5U/r+e3OphsMhrVljLpPo1ev2x585Yy67WLXKvF2woDRypNmhyZJFeumlpNXhcYHl2WfNL+7zz6WtW80PSbr1asQJIx3J/CZJt4+MbjV8uHTggDnKWbVKKlJEWrjQ3GYYiY9P8G8/b+PjzYC0e/ftH5GR5l8eABOLbgH7ZcyYUW+//bbCw8PVrFkzxcfHa+LEiXI6nZo0aZJi77aW4hbHj5vLLjp1Ml/kr1kjNWsmvfmmuaSifn1zn+PHpcqVzQbBnDnStWuJx5g9W8qb11xPmmDMGKlYMbMR8N//Ju3r8ajAcuaM+Q0ZOtRcF1K4sHT27MMfNyhIevVVadky8xs9fbp5f5Ei0oYNt++7aZO5v7//P49TurS5fiVVKikw8PaPRx55+DoBALDaE088oQULFmjlypUqVqyY/vrrL/Xs2VNlypTRmjVr/vWxx4+ba0SbNTM7I8WLSz16mNOF9OnNzsmjj5ofadJI//mP2Qj4/vvEY0yfbnZTbn0dU6uWuRY14XdoUnhUYMmWzWw3ffaZFB1tdkT69Xvw4125Yram1qyRDh+WNm40F98WLmxuf+01c2Hv22+b126ZOVP65BPzm3gndepIlSqZi4x++cU8a2nTJjNg3XrmEZBSMRICPFetWrW0a9cuffLJJ8qWLZv27t2rp556SgMGDLjrY0qUMBsIxYtLzZub049/aySkTSu1bStNm2be3r3bPJO2Q4fb9ytb9v7r96jA4ucnzZ1rtoiKFTO7ImPGPPjx/P3Nrk379mbXpEUL6ZlnpBEjzO2lS0vz55vPWayYNGyY9NZb//zGJnA4zLODqlc322NBQeYZRr//LuXO/eB1Ar6GkRDgmVKlSqWePXvK5XKpR48e8vPz04oVK+66v7+/tHy5tHSpOZWYMEEKDjbXbt5Nly7mY/73PzO41K4tPf747ftkzHj/tTuMJLwkOn/+vLJkyaKYmBgFBATc/7MASBG2bt2qihUrqmDBgjr0bz/RAHiEvXv36pNPPtFnn32WpP3j4szw0a+fFBFhjox+/PGf+1WoYK5vmTjRDDkvvJC4rWBBqW9f8yOBw+G4Z8ZIlaQKAeA+0GEBvENoaKimTJly1+1bt5pLJ+rVMy+YunWrdOqUubTi6lVzeURkpLmcI0uWxJNiunQxl2RkyGBeS80KHjUSAgAAyevfXmAEBEjr1kkNGpjLIIYONa8I/8wz5unIwcHmepScOc11ogleeME8QaV1ayldOmvqpMMCwDIsugV8S+HC5lvm3EnOnObZt3dy9qzZgenc+Z/bfv/9wWohsACwHCMhIGW6ccNc1/LGG1LFiubJLVZhJATAMnRYgJRt40ZzUW5YmDR5srXHpsMCwHJ0WICUqWbNf79i/MOgwwIAADwegQWAZRgJAXAXAgsAyzESAmA1AgsAy9BhAeAuBBYAlqPDAsBqBBYAAGCbixcvJmk/AgsAyzASAnC/4uPjk7QfgQWA5RgJAbAagQWAZeiwAHAXAgsAy9FhAWA1AgsAAPB4BBYAlmEkBMBdCCwALMdICIDVCCwALEOHBYC7EFgAWI4OCwCrEVgAAIDHI7AAsAwjIQDuQmABYDlGQgCsRmABYBk6LADchcACwHJ0WABYjcACAAA8HoEFgGUYCQFwFwILAMsxEgJgNQILAMvQYQHgLgQWAJajwwLAagQWAADg8QgsACzDSAiAuxBYAFiOkRAAqxFYAFiGDgsAdyGwALAcHRYAViOwAAAAj0dgAWAZRkIA3IXAAsByjIQAWI3AAsAydFgAuAuBBYDl6LAAsBqBBQAAeDwCCwDLMBIC4C4EFgCWYyQEwGoEFgCWocMCwF0ILAAsR4cFgNUILAAAwOMRWABYhpEQAHchsACwHCMhAFYjsACwDB0WAO5CYAFgOTosAKxGYAEAAB6PwALAMoyEALgLgQWA5RgJAbAagQWAZeiwAHAXAgsAy9FhAWA1AgsAAPB4BBYAlmEkBMBdCCwALMdICIDVCCwALEOHBYC7EFgAWI4OCwCrEVgAAIDHI7AAsAwjIQDuQmABYDlGQgCsRmABYBk6LADchcACwHJ0WABYjcACAAA8HoEFgGUYCQFwFwILAMsxEgJgNQILAMvQYQHgLgQWAJajwwLAagQWAADg8QgsACzDSAiAuxBYAFiOkRAAqxFYAFiGDgsAdyGwALAcHRYAViOwAAAAj0dgAWAZRkIA3IXAAsByjIQAWI3AAsAydFgAuAuBBYDl6LAAsBqBBQAAeDwCCwDLMBIC4C4EFgCWYyQEwGoEFgCWocMCwF0ILAAsR4cFgNUILAAAwOMRWABYhpEQAHchsACwHCMhAFYjsACwDB0WAO5CYAFgOTosAKxGYAEAAB6PwALAMoyEALgLgQWA5RgJAbAagQWAZeiwAHAXAgsAy9FhAWA1AgsAAPB4BBYAlmEkBMBdCCwALMdICIDVCCwALEOHBYC7EFgAWI4OCwCrEVgAAIDHI7AAsAwjIQDuQmABYDlGQgCsRmABYBk6LADchcACwHJ0WABYjcACAAA8HoEFgGUYCQFwFwILAMsxEgJgNQILAMvQYQHgLgQWAJajwwLAagQWAADg8QgsACzDSAiAuxBYAFiOkRAAqxFYAFiGDgsAdyGwALAcHRYAViOwAAAAj0dgAWAZRkIA3IXAAsByjIQAWI3AAsAydFgAuAuBBYDl6LAAsBqBBQAAeDwCCwDLMBIC4C4EFgCWeeSRR1SqVCk9+eSTdpcCwMc4jCS8JDp//ryyZMmimJgYBQQEJEddAAAgBUhqxqDDAgAAPB6BBQAAeDwCCwAA8HgEFgAA4PEILAAAwOMRWAC4Rc2aUt++dlfx7zp0kJo0+fd97vfrmDFDypr1QStK/uMC3oLAAgAAPB6BBQAAeDwCCwC3iY2VevUyRxk5ckhDh0oJl6q8fl0aMEDKl0/KmFGqUEFasybxsQkjkF9+kQoXljJlkurXl44fT9zH4fjnR8GC5ra4OKlzZ+mJJ6T06aXgYOnjj/+93kuXpPbtzefKk0f64IN/7nOvuhPcre5166TUqaUTJ27f/7XXpOrVb//6CxSQMmSQmjaVzpz553P8+KNUpoyULp305JPSiBHm9xzwRQQWAG4zc6aUKpW0das0frw0bpw0daq5rWNHaeNGae5cae9eqXlz8xe7y5X4+MuXpbFjpVmzzF/0f/wh9e+fuP348cSP6GgpMDDxl358vPTYY9L8+dLBg9KwYdLgwebtu3n9dWn1amnhQmnZMjOIhIXdvs/D1l29uhkuZs1K3D82VvrqK/PYkvn96tRJ6tFD2r1beuopaeTI2+v45RepbVvplVfMr2/KFDPkjBp1j78UwFsZSRATE2NIMmJiYpKyOwAYNWoYRuHChhEfn3jfwIHmfdHRhuFwGMbRo7c/pnZtwxg0yPx8+nTDkMx9E0ycaBi5c//zueLjDaNpU8MoU8YwLl++e009ehjGf/6TePvFFw2jcWPz8wsXDCNNGsOYOzdx+5kzhpE+vWH06WPetqru994zvw8JFi0yjEyZDOPiRfP2Cy8YRv36tz9Hy5aGkSVL4u1q1QzjnXdu32fWLMPIk+euXz7gkZKaMVLZHZgA+K6KFc0xTYJKlcwxy44d5mgoKOj2/a9dM0dHCTJkkAoVSrydJ4908uQ/n2fwYGnzZmn7dnP8k2DyZLOjc/iwdOWKOc4pWfLOtf76q7m9UqXE+7JnN0dJCXbutKbuDh3M8diWLeb3aNo0qUULc8QkSeHh5hjoVpUqST//nHg7LMz8em/tqMTFSVevmh2eDBnu/HUC3orAAsAW/v7mL11//9vvz5Qp8fPUqW/f5nAkroFJ8NVX5qhpzRpzBJRg/nzp1VfNgFSpkpQ5szRmjDluuZN7vw2sOWayou5cuaRnn5WmTzfHQ0uW3L4OJqm1jBghNWv2z23p0t378YC3IbAAcJstW/552+mUSpUyuwEnT0rVqj348Tdvlrp0MddvVKx4+7b166XKlc11IAl+/fXuxwoMNIPGli3mYldJOntWioqSatQwb1tVt2TW3aqVGbIKFZKqVEncVqTInb93typdWoqMNOsGUgICCwC3OXJE6tdPevllc5wyYYLZ8QgKktq0Mc/I+eADMwicPi2tWiUVLy41aHDvY584YY5NWrWSnn468awbf38pZ07zF/mXX5qLU594wlzkun27+fmdZMpknlX0+uvmeCd3bmnIEMnvllMTrKg7wdNPS1mymItp33rr9m2vvGKGrfffNy9st2zZ7eMgyVxE3KiRlD+/ufDXz89cBLxv3z8X6AK+gLOEALhN+/bm2pHy5aWePaXevaWuXc1t06eb2197zVwn8txz5rgmf/6kHTsiQvrzT/NMpDx5Ej/KlTO3d+tmjktatjRPPT5z5vZuy52MGWOexfPcc1KdOlLVquZpw7d62LoT+PmZa1ni4szj3apiRXPtzYQJ5pqbZcvMNS+3evppafFiafly82uuWFH68EPp8cfvrw7AWzgM497T0vPnzytLliyKiYlRQEBActQFAD7vpZfM0PXDD3ZXAtgnqRmDkRAAJLOYGHM8NXu29P33dlcDeAcCCwAks8aNpW3bzLU9devaXQ3gHQgsAJDM7nQpfwD/jkW3AADA4xFYAACAxyOwAAAAj0dgAQAAHo/AAgAAPB6BBQAAeDwCCwAA8HgEFgAA4PEILAAAwOMRWAAAgMcjsAAAAI9HYAEAAB6PwAIAADwegQUAAHg8AgsAAPB4BBYAAODxCCwAAMDjEVgAAIDHI7AAAACPR2ABAAAej8ACAAA8HoEFAAB4PAILAADweKmSspNhGJKk8+fPu7UYAACQsiRki4SscTdJCiwXLlyQJOXPn/8hywIAAPinCxcuKEuWLHfd7jDuFWkkxcfH69ixY8qcObMcDoelBQIAgJTLMAxduHBBefPmlZ/f3VeqJCmwAAAA2IlFtwAAwOMRWAAAgMcjsAAAAI9HYAEAAB6PwAIAADwegQUAAHg8AgsAAPB4/wcD+5bKSLf6BgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -166,11 +195,10 @@ "source": [ "## Similarly we can visualize the invidual mappings\n", "\n", - "from openfe.utils.visualization_3D import view_mapping_3d\n", "from ipywidgets import interact, widgets\n", "\n", "def display_edge(index):\n", - " view = view_mapping_3d(edges[index], spheres=True, show_atomIDs=True)\n", + " view = edges[index].view_3d(spheres=True, show_atomIDs=True)\n", " view.show()" ] }, @@ -183,7 +211,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "81ebe199a10f4283bbe6b7384408d411", + "model_id": "9c024e52f4e84f9c81ebac14f4c864f2", "version_major": 2, "version_minor": 0 }, @@ -231,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "id": "979654b8", "metadata": {}, "outputs": [], @@ -259,7 +287,7 @@ " transformation = openfe.Transformation(\n", " stateA=sysA,\n", " stateB=sysB,\n", - " mapping={'ligand': mapping},\n", + " mapping=mapping,\n", " protocol=protocol, # use protocol created above\n", " name=f\"{prefix}{sysA.name}_{sysB.name}\"\n", " )\n", @@ -270,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "id": "af716407", "metadata": {}, "outputs": [], @@ -284,12 +312,12 @@ "\n", "# then we write out each transformation\n", "for transformation in network.edges:\n", - " transformation.dump(transformation_dir / f\"{transformation.name}.json\")" + " transformation.to_json(transformation_dir / f\"{transformation.name}.json\")" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "id": "328c2303", "metadata": {}, "outputs": [ @@ -297,23 +325,31 @@ "name": "stdout", "output_type": "stream", "text": [ - "rbfe_benzene_complex_anisole_complex.json\r\n", - "rbfe_benzene_complex_benzaldehyde_complex.json\r\n", - "rbfe_benzene_complex_benzonitrile_complex.json\r\n", - "rbfe_benzene_complex_phenol_complex.json\r\n", - "rbfe_benzene_complex_styrene_complex.json\r\n", - "rbfe_benzene_complex_toluene_complex.json\r\n", - "rbfe_benzene_solvent_anisole_solvent.json\r\n", - "rbfe_benzene_solvent_benzaldehyde_solvent.json\r\n", - "rbfe_benzene_solvent_benzonitrile_solvent.json\r\n", - "rbfe_benzene_solvent_phenol_solvent.json\r\n", - "rbfe_benzene_solvent_styrene_solvent.json\r\n", - "rbfe_benzene_solvent_toluene_solvent.json\r\n" + "rbfe_benzene_complex_anisole_complex.json\n", + "rbfe_benzene_complex_benzaldehyde_complex.json\n", + "rbfe_benzene_complex_benzonitrile_complex.json\n", + "rbfe_benzene_complex_phenol_complex.json\n", + "rbfe_benzene_complex_styrene_complex.json\n", + "rbfe_benzene_complex_toluene_complex.json\n", + "rbfe_benzene_solvent_anisole_solvent.json\n", + "rbfe_benzene_solvent_benzaldehyde_solvent.json\n", + "rbfe_benzene_solvent_benzonitrile_solvent.json\n", + "rbfe_benzene_solvent_phenol_solvent.json\n", + "rbfe_benzene_solvent_styrene_solvent.json\n", + "rbfe_benzene_solvent_toluene_solvent.json\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=21630) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + " pid, fd = os.forkpty()\n" ] } ], "source": [ - "!ls transformations/" + "!ls transformations" ] }, { @@ -327,7 +363,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "openfe_env", "language": "python", "name": "python3" }, @@ -341,7 +377,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.11" + "version": "3.13.8" } }, "nbformat": 4, diff --git a/openmm_rbfe/benchmark_demo.ipynb b/openmm_rbfe/benchmark_demo.ipynb index 8a4bf8f..8180716 100644 --- a/openmm_rbfe/benchmark_demo.ipynb +++ b/openmm_rbfe/benchmark_demo.ipynb @@ -23,7 +23,16 @@ "start_time": "2024-03-04T11:54:57.366081248Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/site-packages/openmoltools/utils.py:9: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import resource_filename\n" + ] + } + ], "source": [ "import openfe\n", "from rdkit import Chem\n", @@ -69,7 +78,9 @@ "outputs": [ { "data": { - "text/plain": "21" + "text/plain": [ + "21" + ] }, "execution_count": 3, "metadata": {}, @@ -162,8 +173,10 @@ "outputs": [ { "data": { - "image/png": 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", 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", + "text/plain": [ + "" + ] }, "metadata": {}, "output_type": "display_data" @@ -176,21 +189,6 @@ { "cell_type": "code", "execution_count": 7, - "id": "61ad110a", - "metadata": { - "ExecuteTime": { - "end_time": "2024-03-04T11:55:02.077105541Z", - "start_time": "2024-03-04T11:55:02.073991145Z" - } - }, - "outputs": [], - "source": [ - "from openfe.utils.visualization_3D import view_mapping_3d" - ] - }, - { - "cell_type": "code", - "execution_count": 8, "id": "a2bf6ba1", "metadata": { "ExecuteTime": { @@ -201,23 +199,124 @@ "outputs": [ { "data": { - "application/3dmoljs_load.v0": "
\n

You appear to be running in JupyterLab (or JavaScript failed to load for some other reason). You need to install the 3dmol extension:
\n jupyter labextension install jupyterlab_3dmol

\n
\n", - "text/html": "
\n

You appear to be running in JupyterLab (or JavaScript failed to load for some other reason). You need to install the 3dmol extension:
\n jupyter labextension install jupyterlab_3dmol

\n
\n" + "application/3dmoljs_load.v0": "
\n

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n
\n", + "text/html": [ + "
\n", + "

3Dmol.js failed to load for some reason. Please check your browser console for error messages.

\n", + "
\n", + "" + ] }, "metadata": {}, "output_type": "display_data" }, { "data": { - "text/plain": "" + "text/plain": [ + "" + ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "view_mapping_3d(mappings[0], show_atomIDs=True)" + "mappings[0].view_3d(show_atomIDs=True)" ] }, { @@ -230,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "d2b59d8a", "metadata": { "ExecuteTime": { @@ -245,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "6b667256", "metadata": { "ExecuteTime": { @@ -287,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "85f2ab07", "metadata": { "ExecuteTime": { @@ -295,7 +394,18 @@ "start_time": "2024-03-04T11:55:07.708864853Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/transformations/transformation.py:196: DeprecationWarning: mapping input as a dict is deprecated; instead use either a single Mapping or list\n", + " warnings.warn(\n", + "/Users/atravitz/software/gufe/gufe/transformations/transformation.py:196: DeprecationWarning: mapping input as a dict is deprecated; instead use either a single Mapping or list\n", + " warnings.warn(\n" + ] + } + ], "source": [ "# build both a solvent and complex network\n", "solvent_transforms = []\n", @@ -346,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "4c137a1f", "metadata": { "ExecuteTime": { @@ -354,14 +464,30 @@ "start_time": "2024-03-04T11:55:09.806667406Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rm: work_rootdir: No such file or directory\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/micromamba/envs/openfe_env/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=20652) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + " pid, fd = os.forkpty()\n" + ] + } + ], "source": [ "!rm -r work_rootdir" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "b1e76dd6", "metadata": { "ExecuteTime": { @@ -369,7 +495,18 @@ "start_time": "2024-03-04T11:55:10.532373171Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/atravitz/software/gufe/gufe/transformations/transformation.py:124: DeprecationWarning: use of this method is deprecated; instead use `to_json`\n", + " warnings.warn(\n", + "/Users/atravitz/software/gufe/gufe/transformations/transformation.py:124: DeprecationWarning: use of this method is deprecated; instead use `to_json`\n", + " warnings.warn(\n" + ] + } + ], "source": [ "import os\n", "\n", @@ -408,10 +545,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "5c929f53", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: './work_rootdir/18629-1_18634-1/solvent/results.json'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mFileNotFoundError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[13]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mgufe\u001b[39;00m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mjson\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m results = json.load(\u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m./work_rootdir/18629-1_18634-1/solvent/results.json\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mr\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m,\n\u001b[32m 6\u001b[39m \u001b[38;5;28mcls\u001b[39m=gufe.tokenization.JSON_HANDLER.decoder)\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/micromamba/envs/openfe_env/lib/python3.13/site-packages/IPython/core/interactiveshell.py:343\u001b[39m, in \u001b[36m_modified_open\u001b[39m\u001b[34m(file, *args, **kwargs)\u001b[39m\n\u001b[32m 336\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m {\u001b[32m0\u001b[39m, \u001b[32m1\u001b[39m, \u001b[32m2\u001b[39m}:\n\u001b[32m 337\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 338\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mIPython won\u001b[39m\u001b[33m'\u001b[39m\u001b[33mt let you open fd=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m by default \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 339\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mas it is likely to crash IPython. If you know what you are doing, \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 340\u001b[39m \u001b[33m\"\u001b[39m\u001b[33myou can use builtins\u001b[39m\u001b[33m'\u001b[39m\u001b[33m open.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 341\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m343\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mio_open\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[31mFileNotFoundError\u001b[39m: [Errno 2] No such file or directory: './work_rootdir/18629-1_18634-1/solvent/results.json'" + ] + } + ], "source": [ "# NBVAL_SKIP\n", "import gufe\n", @@ -425,17 +575,17 @@ { "cell_type": "code", "execution_count": null, - "outputs": [], - "source": [], + "id": "8e64bd30f5fe9270", "metadata": { "collapsed": false }, - "id": "8e64bd30f5fe9270" + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "openfe_env", "language": "python", "name": "python3" }, @@ -449,7 +599,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.13.8" } }, "nbformat": 4, diff --git a/openmm_septop/septop_analysis.ipynb b/openmm_septop/septop_analysis.ipynb index 40b9c2d..6cb63f5 100644 --- a/openmm_septop/septop_analysis.ipynb +++ b/openmm_septop/septop_analysis.ipynb @@ -35,27 +35,27 @@ "name": "stdout", "output_type": "stream", "text": [ - "--2025-09-01 13:22:08-- https://zenodo.org/records/17019064/files/septop_results.zip\n", - "Resolving zenodo.org (zenodo.org)... 188.185.43.25, 188.185.45.92, 188.185.48.194, ...\n", - "Connecting to zenodo.org (zenodo.org)|188.185.43.25|:443... connected.\n", + "--2025-10-14 20:00:18-- https://zenodo.org/records/17019064/files/septop_results.zip\n", + "Resolving zenodo.org (zenodo.org)... 188.185.45.92, 188.185.48.194, 188.185.43.25\n", + "Connecting to zenodo.org (zenodo.org)|188.185.45.92|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 5974197 (5.7M) [application/octet-stream]\n", "Saving to: ‘septop_results.zip’\n", "\n", - "septop_results.zip 100%[===================>] 5.70M 3.05MB/s in 1.9s \n", + "septop_results.zip 100%[===================>] 5.70M 559KB/s in 11s \n", "\n", - "2025-09-01 13:22:11 (3.05 MB/s) - ‘septop_results.zip’ saved [5974197/5974197]\n", + "2025-10-14 20:00:30 (529 KB/s) - ‘septop_results.zip’ saved [5974197/5974197]\n", "\n", "Archive: septop_results.zip\n", - " creating: septop_results/\n", - " creating: septop_results/results_2/\n", + " creating: septop_results\n", + " creating: septop_results/results_2\n", " inflating: septop_results/results_2/rbfe_7a_7b.json \n", " inflating: septop_results/results_2/rbfe_1_7b.json \n", " inflating: septop_results/results_2/rbfe_1_7a.json \n", - " creating: septop_results/results_1/\n", + " creating: septop_results/results_1\n", " inflating: septop_results/results_1/rbfe_7a_7b.json \n", " inflating: septop_results/results_1/rbfe_1_7a.json \n", - " creating: septop_results/results_0/\n", + " creating: septop_results/results_0\n", " inflating: septop_results/results_0/rbfe_7a_7b.json \n", " inflating: septop_results/results_0/rbfe_1_7b.json \n", " inflating: septop_results/results_0/rbfe_1_7a.json \n", @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "7fbf1482-25ca-427b-a881-af88a983461c", "metadata": {}, "outputs": [], @@ -1183,7 +1183,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.11" + "version": "3.13.8" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/openmm_septop/septop_tutorial.ipynb b/openmm_septop/septop_tutorial.ipynb index 67fb411..5fa0dbc 100644 --- a/openmm_septop/septop_tutorial.ipynb +++ b/openmm_septop/septop_tutorial.ipynb @@ -666,7 +666,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.10" + "version": "3.13.8" } }, "nbformat": 4, diff --git a/showcase/openfe_showcase.ipynb b/showcase/openfe_showcase.ipynb index 9ca40ec..600c3c5 100644 --- a/showcase/openfe_showcase.ipynb +++ b/showcase/openfe_showcase.ipynb @@ -487,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "bbcfd2e2-a50e-4398-85d1-f80b01597720", "metadata": {}, "outputs": [ @@ -619,9 +619,7 @@ ], "source": [ "# Visualize the mapping in 3D\n", - "from openfe.utils import visualization_3D\n", - "\n", - "visualization_3D.view_mapping_3d(lomap_mapping, show_atomIDs=True)" + "lomap_mapping.view_3d(show_atomIDs=True)" ] }, {