From fdc83d0316cd269a7a63d92c6a48b1e6771bb6e1 Mon Sep 17 00:00:00 2001 From: "David W.H. Swenson" Date: Mon, 8 May 2023 19:51:26 -0500 Subject: [PATCH 1/2] Obvious additions after run-through --- rbfe_tutorial/python_tutorial.ipynb | 49 ++++++++++++++++++++--------- 1 file changed, 34 insertions(+), 15 deletions(-) diff --git a/rbfe_tutorial/python_tutorial.ipynb b/rbfe_tutorial/python_tutorial.ipynb index 19d955a..43fe3a3 100644 --- a/rbfe_tutorial/python_tutorial.ipynb +++ b/rbfe_tutorial/python_tutorial.ipynb @@ -5,7 +5,7 @@ "id": "35354229", "metadata": {}, "source": [ - "# Setting up a relative hydration free energy network\n", + "# Setting up a relative binding free energy network\n", "\n", "This tutorial gives a step-by-step process to set up a relative binding free energy (RBFE) simulation campaign using OpenFE. This tutorial is designed as an accompaniment to the CLI tutorial found in the same directory as this notebook.\n", "\n", @@ -117,7 +117,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -148,7 +148,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "" ] @@ -163,6 +163,25 @@ "mapping" ] }, + { + "cell_type": "markdown", + "id": "30b276b6", + "metadata": {}, + "source": [ + "You can output this to the same `graphml` format as we saw in the CLI tutorial with the following:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2263838f", + "metadata": {}, + "outputs": [], + "source": [ + "with open(\"ligand_network.graphml\", mode='w') as f:\n", + " f.write(ligand_network.to_graphml())" + ] + }, { "cell_type": "markdown", "id": "056924a3", @@ -193,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "9d2fbc22", "metadata": {}, "outputs": [], @@ -204,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "3f1706ee", "metadata": {}, "outputs": [], @@ -214,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "710285ca", "metadata": {}, "outputs": [], @@ -243,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "3f394a0d", "metadata": { "scrolled": true @@ -263,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "fb839094", "metadata": {}, "outputs": [ @@ -279,7 +298,7 @@ "298.15 " ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -291,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "e83630f0", "metadata": {}, "outputs": [], @@ -312,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "7adf42d6", "metadata": {}, "outputs": [], @@ -333,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "44ba94ca", "metadata": {}, "outputs": [], @@ -369,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "66666a80", "metadata": {}, "outputs": [], @@ -415,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "id": "d6cebd9a", "metadata": {}, "outputs": [], @@ -432,7 +451,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "id": "b96b57a9", "metadata": {}, "outputs": [ From 36426c274da1a7780bd7ab58030761ca9af06bfa Mon Sep 17 00:00:00 2001 From: "David W.H. Swenson" Date: Thu, 11 May 2023 15:44:26 -0400 Subject: [PATCH 2/2] Make notebook transformations identical to CLI --- rbfe_tutorial/python_tutorial.ipynb | 91 +++++++++++++++++------------ 1 file changed, 53 insertions(+), 38 deletions(-) diff --git a/rbfe_tutorial/python_tutorial.ipynb b/rbfe_tutorial/python_tutorial.ipynb index 43fe3a3..67f1f0a 100644 --- a/rbfe_tutorial/python_tutorial.ipynb +++ b/rbfe_tutorial/python_tutorial.ipynb @@ -44,9 +44,7 @@ "source": [ "from rdkit import Chem\n", "supp = Chem.SDMolSupplier(\"tyk2_ligands.sdf\", removeHs=False)\n", - "ligands = [openfe.SmallMoleculeComponent.from_rdkit(mol) for mol in supp]\n", - "\n", - "name_to_ligand = {ligand.name: ligand for ligand in ligands}" + "ligands = [openfe.SmallMoleculeComponent.from_rdkit(mol) for mol in supp]" ] }, { @@ -92,7 +90,22 @@ "execution_count": 4, "id": "f6e7bce5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "843b0dfc22cc4462b8ca943f6dd880b6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 18%|#7 | 8/45 [00:01<00:07, 5.20it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ligand_network = network_planner(\n", " ligands=ligands,\n", @@ -117,7 +130,7 @@ "outputs": [ { "data": { - "image/png": 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F+/aZ/zMlnk0BUEQKrbD3SG3cCHv2mC7Hxc6eNcHyaho2NOEvS8WKZsmLLL6+Zigr6z6qa3n3XfOP4tixV/+M3Q7nz5vQmRVK58833/vbb3Nu6L+a5cuXc+LEiWINRPnZMrPW/vBQPj4++Pn5XbL5+/vj5+dHjRo1Cnw+X1/TFR4yxEy6qFXL3APavfvVO2nFYcAA89/EW2+ZCSTlypkJSHnZuNF0xOHKWcP79pnOYpYZM0xXu379IitbXJQCoIgUWmHvkbLboUULmDfvyveuNdnk8iEqmy33fVn3UV3LqlWwdq0ZIrtYy5bQpw989JFZdw3MPY4X11eunBkizMszzzzD5s2b8/6gBXILTYXdskKXszcfn+u7vX316pzXl3eA69WDNWtyfk5IMH/mZxmWc+fMn1mTmCIizH8zF+vQ4cp9AwdeuQxLTMy1Z+/mJrdzX83HHxfs3OK+FABFpNAKe49U8+bmfr0KFczaZFaYOtXcd5jl8GHT0VuwwMz2hZzlOXbvNvcegnnM1h9/QH4aS82bNyc8PLxYw8/1hq7rDU3eYtEiE+Dq1DHd6hEjzO9DZOS1j0tJgX//23Sq69VzTq0i+aEAKCKFVth7pPr0MUNqPXrAiy+acJWUZP7hHD06J2wVp+rVL/05q1sTGZlz/bp1TY0jRpjFgENDzZBxvXr5uzF/+vTpRVu0OE1qqlke6OBB0/G9/XYz+QfMPaGTJ+d+XKtWsGMH/POfxfd7PG/e1buCNWrA9u3Fc11xbwqAIlJohb1HKjjYzOR95hm4/37zj22VKmbNM6s6glczZw488YRZS83HB/72N/j6a82Y9HT9+5stN8OGwQMP5P5eUJD5XS5O99yT06W+nH4v5WpsDkfedwakpKQQFhZGcnIyoa72t7GIFJjD4eDEiRPs2bOH3377jT179rBnzx58fHyYl9uNeNchIcGsC7hnT97DZPkxdqx5PNbF92GJiEiOguQ1dQBFPJTD4eDYsWPZ4e7ioLdnzx5SstaBuEizZs2u+3rXe49UXhwOs/zKypVQiPJEROQiCoAibszhcHDkyJGrhry0tLSrHmuz2ahevTq1a9fO3lq2bHndtVzvPVLt25unb1xNcrKZdduqVc76ftejMDWIiHgaDQGLuDi73c6RI0cuCXcXv05PT7/qsT4+PlSvXp06depkh7ys1zVr1iTQSYuYnTxpttw44x4pV6lBRKQ4aQhYxM3Y7XYOHTp0Rbj77bffSExM5MyZM1c91sfHh4iIiEvCXdbriIgIAi5f2M4C4eFm8/YaRERchQKgiJPY7XYOHjyYaxcvMTGRs2fPXvVYX19fataseUUXr3bt2kRERODvLs8gExERl6AAKFKELly4wMGDB3Mdrt27dy/nsh4JkIsSJUpQs2bNXIdra9SogZ/WcxARkSKiAChSQJmZmSQlJeU6XLt3717Onz9/1WP9/PyoVatWrsO11atXp0QJ/ScpIiLFT//aiOTi/PnzHDhwINeZtfv27btmyPP39ycyMjLX4drq1avj6+vrxG8iIiJyJQVA8Vrnz59n3759ud6Tt3//fjIzM696bEBAAJGRkbkO11atWlUhLxcOh4N27dpx5swZPvvsM2rWrGl1SSIiXksBUDxaRkYG+/bty/WevAMHDnDhwoWrHhsYGJjrUG3t2rWpUqUKPj4+Tvwm7s9ms5GWlsbWrVvZsWOHAqCIiIUUAMXtnT17NruTd3nQS0pKwm63X/XY4ODgXIdq69SpQ+XKlRXyilhkZCRbt25l7969VpciIuLVFADFLZw9e5bExMRch2uTkpK41nrmJUuWzLWLV7t2bSpXrozNZnPiN/Fukf97LlxiYqLFlYiIeDcFQHEZ6enpl4S8i4Pe77//fs2QFxISctXh2ooVKyrkuQgFQBER16AAKE51+vRpEhMTc70n79ChQ9c8NjQ0NDvUXR70ypcvr5DnBmrVqgUoAIqIWE0BUJymS5cuLFu27JqfKV269FWHa8uVK6eQ5+ayOoB79+7FbrfrHksREYsoAF6HDh2gaVN4+22IiICRI81WFGw2WLQI7r23aM7nSk6cOAFAeHj4VUNe2bJlLa5SilPWOojnzp3j8OHDVK1a1eqSRES8kgJgIW3YACVLFt35jhyBMmWK7nwFcfIkPP88LFsGBw9CuXImiL70EoSF5XzunntgyxY4ftzUevvt8M9/wg03XPv8c+fOpXLlyoSHhxfn1xAX5ufnR40aNdi7dy979+5VABQRsYjGXwqpfHkIDi6681WqBAEBRXe+gjh82GxvvAHbtsHs2fD11zB48KWf69gRFi6E3bvhs88gMRF69sz7/A0bNlT4E00EERFxAQqAhRQRYYaCs+zaBe3aQWAgNGgAK1aYYd3Fi/N3vos/u3+/+XnhQmjfHoKCoFUr+PVX03ls2RJKlYKuXeF/o6vZZs6Ehg1NmKxcGf7xj7yv3aiRCXTdu0NkJNx2G0yaBF98ARc/FOOJJ+Dmm6FGDbjlFhgzBtauhWs8HU0kmwKgiIj1NARchOx2M2RavTqsWwepqfDUU4U/7/PPm5BZvToMGgQPPgihofDOO6b7+MADMGECfPih+fyHH8KTT8Krr8Kdd0JyMiQkXN+1k5PNtUpc5Tfl5EmYN88EQT+/67uGeBfNBBYRsZ4CYBFatswMh65ebYZywXTQOncu3HlHjYIuXczrESNMAFy5Etq2NfsGDzbDtVleftkEzxEjcva1alXw6/75p7n/LybmyveeeQbeew/S00038D//Kfj5xTupAygiYj0NAReh3buhWrWc8AfQunXhz3vjjTmvK1Y0fzZufOm+48fN6+PHzX18nToV7popKXD33WYY+/nnr3x/9GjYvNmEXl9f6N8frrFOs0g2BUAREeupA1iEHA5zz15Ru3hoNev8l+/LetxtUFDhr5eaau4rLFXKLEmT29BuuXJmq1sX6tc3wXftWmjTpvDXF8+WNQR88uRJ/vrrL0qXLm1tQSIiXkgdwCJUrx4kJcGxYzn7Nmxwbg0hIWZiysqV13d8SgrccQf4+8OSJWYyS16yOn/nzl3fNcW7hISEUKFCBcAsCC0iIs6nAFiEOnc2s2cHDICtW83Ei2efNe858wEWL7wAb74JU6fCb7/Bpk3w7rt5H5eaasLf6dMwY4YJg0ePmu3CBfOZ9evNvX9btsCBA/Dtt/DQQ+Z7q/sn+aVhYBERaykAFiFfX7OES1qamXQxZAiMH2/ey08nragMGGBmDX/wgVkKpls3EwTzsnGjmb28bRvUrm2Wj8naDh40nwkKgn//29xjGBVlZiU3agTffWfd+oXifhQARUSspXsAr8Pq1Tmv9++/9L169WDNmpyfs5ZfqV077/NmDaGWKmX+jIi4cmJFhw5X7hs40GwXi4nJffbuteR27ss1bgyrVhXsvCKX01IwIiLWUgAsYosWmQBXpw7s2WOWYmnb1gyRXktKiums+fiYECniydQBFBGxlgJgEUtNhaefznmW7u23m/vxACZPNltuWrWCHTvMM3WL6/Go8+ZdvStYowZs31481xW5nAKgiIi1bA5H3qu3paSkEBYWRnJyMqGhoc6oyyOdPGm23AQFQZUqxXv91NRLZyhfzM/PhEARZzh69CiVK1fGZrNx9uxZ/P39rS5JRMTtFSSvqQPoROHhZrNKSIjZRKxWsWJFSpYsyenTp9m/fz9169a1uiQREa+iWcAi4nQ2m00TQURELKQAKCKWUAAUEbGOAqCIWEITQURErKMAKCKWUAAUEbGOAqCIWCIrAOp5wCIizqcAKCKWuDgA5mM1KhERKUIKgCJiiRo1auDj48OZM2c4cuSI1eWIiHgVBUARsYSfnx/Vq1cHdB+giIizKQCKiGU0EURExBoKgCJiGQVAERFrKACKiGU0E1hExBoKgCJiGXUARUSsoQAoIpZRABQRsYYCoIhYJut5wH/88QcpKSkWVyMi4j0UAEXEMqGhoZQrVw5QF1BExJkUAEXEUhoGFhFxPgVAEbGUZgKLiDifAqCIWEodQBER51MAFBFLKQCKiDifAqCIWEoBUETE+RQARcRSWUvBJCUlkZGRYXE1IiLeQQFQRCxVuXJlgoKCsNvtHDhwwOpyRES8ggKgiFjKZrNldwE1DCwi4hwKgCJiOS0FIyLiXAqAImI5TQQREXEuBUARsZwCoIiIcykAiojldA+giIhzKQCKiOUuvgfQ4XBYXI2IiOdTABQRy0VERODj40N6ejpHjx61uhwREY+nACgilvP396datWqAZgKLiDiDAqCIuARNBBERcR4FQBFxCQqAIiLOowAoIi5BAVBExHkUAEXEJWgpGBER51EAFBGXoA6giIjzKACKiEvICoAnTpwgNTXV4mpERDybAqCIuISwsDDKli0LaCkYEZHipgAoIi5Dw8AiIs6hACgiLkMBUETEORQARcRlaCawiIhzKACKiMtQB1BExDkUAEXEZWQFQE0CEREpXgqAIuIysgLggQMHOH/+vMXViIh4LgVAEXEZlStXJjAwkAsXLpCUlGR1OSIiHksBUERcho+PjyaCiIg4gQKgiLgUTQQRESl+CoAi4lLUARQRKX4KgCLiUjQTWESk+CkAiohL0RCwiEjxUwAUEZdycQB0OBwWVyMi4pkUAEXEpURERGCz2Th9+jTHjx+3uhwREY+kACgiLiUgIIBq1aoBGgYWESkuCoAi4nI0E1hEpHgpAIqIy9FMYBGR4qUAKCIuRzOBRUSKlwKgiLgcBUARkeKlACgiLkcBUESkeCkAiojLyQqAx44dIy0tzeJqREQ8jwKgiLic0qVLU6ZMGUATQUREioMCoIi4JA0Di4gUHwVAEXFJWgpGRKT4KACKiEtSB1BEpPgoAIqIS1IAFBEpGB+f/Mc6BUARcUkKgCIiBVOqVKl8f1YBUERcUlYAPHDgAJmZmRZXIyLiWRQARcQl3XDDDQQEBJCZmUlSUpLV5YiIeBQFQBFxST4+PtSsWRPQTGARkaKmACgiLkv3AYqIFA8FQBFxWQqAIiLFQwFQRFyWAqCIFEaHDjBypHkdEQFvv+28a7/wAjRt6rzrFZQCoIi4LAVAESkqGzZAdLTzrjdqFKxc6ZxrnTtnwqbNlv9jFABFxGXVqlULMAHQ4XBYXI2IuLPy5SE42HnXK1UKypZ1zrWefhpuuKFgxygAiojLqlmzJjabjbS0NP744w+ryxERN3b5EPCuXdCuHQQGQoMGsGKF6aAtXpy/8x06BL16QZkyJuj16AH79+e8f/kQ8MCBcO+9MHkyVKwIpUvDxImQmQmjR0N4OFStCjNnFux7LV0Ky5bBG28U7DgFQBFxWYGBgVSpUgXQMLCIFB273YSx4GBYtw7i4uDZZ/N/fHo6dOxounzffw9r1pjXXbtCRsbVj1u1Cg4fNsdMmWJCYrduJkSuWwfDhpnt4MH81XHsGAwdCnPnFry7qQAoIi5N9wGKSFFbtgwSE2HOHGjSxHQCJ03K//GffAI+PjB9OjRuDPXrw6xZkJQEq1df/bjwcJg6FaKiYNAg82d6OowbB3XqwNix4O8PCQl51+BwmK7isGHQsmX+a8+iACgiLk0BUESK2u7dUK0aVKqUs6916/wfv3Ej7NkDISGm81eqlAl3Z8+aYHk1DRua4JilYkUTILP4+prh5OPH867h3XchJcWExutR4voOExFxDgVAESlqDkfBZsxezm6HFi1g3rwr3ytf/urH+fld+rPNlvs+uz3vGlatgrVrISAg78/mRgFQRFzaxTOBRUSKQr16Zrj22DHThQOzTEx+NW8OCxZAhQoQGlo8NeZl6lR4+eWcnw8fhi5d8n+8hoBFxKVldQD1PGARKSqdO0NkJAwYAFu3mnvusiaB5Kcz2KcPlCtnZv7+8APs2wfffQcjRsDvvxdv7VmqV4dGjXK2unULdrwCoIi4tKwAeOTIEdLT0y2uRkQ8ga+vWe4lLQ1atYIhQ2D8ePNeYGDexwcHm5m81avD/febSSCDBsGZM9Z1BAvK5sjH6qopKSmEhYWRnJxMqLt8MxHxGGXKlOGvv/5i27ZtNGrUyOpyRMQDJSSY2cB79pjuYGGNHWu6g2vWFP5cBWGz2fKV19QBFBGXp4kgIlLUFi2C5cvN4s0rVpjHxLVtW/jw53CYmcArV5pZv65KAVBEXJ4CoIgUtdRUGD7cTAgZONAMBX/+uXlv8uSc5V0u3+6889rnTU42Txbx9zfr+12vwtSQH5oFLCIuTwFQRIpa//5my82wYfDAA7m/FxR07fOWLg3nzhWqtELXkB8KgCLi8rKWgtFMYBFxhvBws3lyDRoCFhGXpw6giEjRUgAUEZeXFQD379/PhQsXLK5GRMT9KQCKiMurUqUK/v7+nD9/noMHD1pdjoiI21MAFBGX5+vrS82aNQENA4uIFAUFQBFxC7oPUESk6CgAiohbyJoJrAAoIpK7tLS0fH9WAVBE3EJWB1BLwYg4T4cOMHKkeR0RAW+/7bxrv/ACNG3qvOt5Arvdnu/PKgCKiFvQELCItTZsMI9Lc5ZRo8zj1Jzh3DkTNm022LIlZ//PP8ODD0K1ambx5fr14Z13nFNTcdNC0CLiFi4OgA6HA5vNZnFFIt6lfHnnXi/rsWfO8PTTcMMNJvBdbONG873j400I/O9/TQj29YV//MM5tRUXdQBFxC1kzQJOSUnhzz//tLgaEe9z+RDwrl3Qrh0EBppn365YYTpoixfn73yHDkGvXlCmDJQtCz16wP79Oe9fPgQ8cCDce695Rm7FiuaRaxMnQmYmjB5tnppRtSrMnFmw77V0KSxbBm+8ceV7gwbB1Knwt79BrVrQty88/DD8+98Fu4YrUgAUEbcQFBRElSpVAA0Di1jNbjdhLDgY1q2DuDh49tn8H5+eDh07mg7f99/DmjXmddeukJFx9eNWrYLDh80xU6aYkNitmwmR69aZ5+cOGwb5XS702DEYOhTmzjXfJT+Sk61/TFxRUAAUEbehmcAirmHZMkhMhDlzoEkT0wmcNCn/x3/yCfj4wPTp0Lixubdu1ixISoLVq69+XHi46chFRZnuXFSUCZPjxkGdOjB2LPj7Q0JC3jU4HKarOGwYtGyZv7p//BEWLoSYmPx93pUpAIqI29BMYBHXsHu3uSeuUqWcfa1b5//4jRthzx4ICcm51y88HM6eNcHyaho2NMExS8WKJkBm8fU1w8nHj+ddw7vvQkqKCY35sX27GaaeMAE6d87fMa5Mk0BExG1oJrCIa3A4zP1+18tuhxYtYN68K9+71mQTP79Lf7bZct+Xn9VQVq2CtWshIODS/S1bQp8+8NFHOft27IDbbjPDxePH531ud6AAKCJuQwFQxDXUq2eGa48dM104MMvE5Ffz5rBgAVSoAKGhxVNjXqZOhZdfzvn58GHo0sXUddNNOfu3bzfhb8CAgg1zuzoNAYuI21AAFHENnTtDZKQJRVu3mnvusiaB5Kcz2KcPlCtnhlR/+AH27YPvvoMRI+D334u39izVq0OjRjlb3bpmf2SkmU0MJvx17Gi+75NPwtGjZjtxwjk1FicFQBFxG1kB8PDhw5w5c8biakS8l6+vWe4lLQ1atYIhQ3KGRgMD8z4+ONjM5K1eHe6/30wCGTQIzpyxriOYm08/NWFv3jyoXDlna9XK6soKz+ZwOBx5fSglJYWwsDCSk5MJdaX/ZUTEqzgcDsqUKUNycjK//PILDRs2tLokEfmfhAQzG3jPHtNFK6yxY013cM2awp/LWxQkr6kDKCJuw2azZS8Fo5nAItZatAiWLzeLN69YYZ6Q0bZt4cOfw2FmAq9caWb9SvFQABQRt6L7AEVcQ2oqDB9uJoQMHGiGRT//3Lw3eXLO8i6Xb3feee3zJiebJ4v4+5v1/a5XYWrwBpoFLCJuRQFQxDX072+23AwbBg88kPt7QUHXPm/p0nDuXKFKK3QN3kABUETcigKgiOsLD7f+cWmuUIMr0xCwiLgVBUARkcJTABQRt5IVAPft28eFCxcsrkbEPZ07d45PPvmE6Ohoq0sRiygAiohbqVq1Kn5+fpw/f55Dhw5ZXY6IW/ntt98YPXo0VatW5cEHH+Snn36yuiSxiO4BFBG34uvrS0REBL/99huJiYlUr17d6pJEXFpGRgaLFi0iNjaWb7/9Nnt/lSpViImJsbAysZICoIi4ncjIyOwA2LFjR6vLEXFJe/bsIS4ujtmzZ3Pif88us9ls3HXXXURHR3PXXXdRooRigLfS//Ii4nY0EUQkdxkZGSxevJi4uDhWrlyZvf+GG25g8ODBDBkyRF1zARQARcQNKQCKXCoxMZFp06Yxa9Ysjh8/DphuX9euXYmJieHuu+9Wt08uod8GEXE7CoAiptu3ZMkSYmNjWbFiRfb+ypUrM3jwYAYPHkxERIR1BYpLUwAUEbej5wGLN9u7d292t+/YsWOA6fZ16dKF6OhounXrhp+fn8VViqtTABQRt5MVAP/66y9OnjxJuJb7Fw93/vx5lixZQlxcHMuWLcveX6lSJQYNGsSQIUOoWbOmhRWKu1EAFBG3ExwcTOXKlTly5AiJiYkKgOKx9u3bx/Tp05k5cyZHjx7N3n/HHXcQExND9+7d1e2T66IAKCJuKTIyMjsAtmrVyupyRIrM+fPn+c9//kNsbCzLli3D4XAAULFixexuX1YXXOR6KQCKiFuKjIxkzZo1mggiHmP//v3Z3b4jR45k7+/cuTMxMTHcc8896vZJkVEAFBG3pJnA4gkyMzOzu33ffPNNdrevQoUK2d2+rN91kaKkACgibinrH0XNBBZ3dODAAWbMmMGMGTM4fPhw9v5OnToRExNDjx498Pf3t7BC8XQKgCLilrLugVIHUNxFZmYmX375JXFxcSxdujS721e+fHkefvhhhg4dSu3atS2uUryFAqCIuKWsDuChQ4c4e/YsgYGBFlckkrukpKTsbt+hQ4ey9992223ExMRw7733qtsnTqcAKCJuqVy5coSEhJCamsq+ffuoX7++1SWJZMvMzGTp0qXExsaydOlS7HY7YH5vs7p9derUsbhK8WYKgCLilmw2G5GRkWzZsoXExEQFQHEJv//+O9OnT2fGjBn8/vvv2fs7duxIdHQ09913HwEBARZWKGIoAIqI27o4AIpY5cKFCyxdupS4uDi+/PLL7G5f2bJlGThwINHR0dStW9fiKkUupQAoIm5LS8GIlX7//XdmzpzJ9OnTOXjwYPb+v/3tb8TExHDffffp3lRxWQqAIuK2smYCaykYcZYLFy7wzTffEBsby3/+85/sbl94eHh2ty8qKsriKkXypgAoIm5LHUBxlsOHDzNjxgymT59OUlJS9v5bb72V6Oho/v73v6vbJ25FAVBE3FZWANy3bx92ux0fHx+LKxJPcuHCBZYtW0ZcXBxffPEFFy5cAKBMmTIMGDCA6OhoTT4St6UAKCJuq1q1apQoUYJz585x6NAhqlWrZnVJ4gEOHz7MrFmzmDZtGgcOHMje3759e6Kjo+nZs6e6feL2FABFxG2VKFGCiIgI9uzZQ2JiogKgXDe73c7y5cuJjY1lyZIl2d2+0qVLZ3f7GjRoYHGVIkVHAVBE3FpkZGR2AOzQoYPV5YibOXr0KDNnzmTatGns378/e3/btm2JiYmhZ8+eBAUFWVegSDFRABQRt6aZwFJQdrudFStWZHf7MjMzAQgLC6N///5ER0fTqFEji6sUKV4KgCLi1jQTWPLr6NGj2ff27du3L3v/LbfcQnR0NP/3f/9HcHCwhRWKOI8CoIi4NQVAuRa73c7KlSuJi4tj8eLFl3T7+vXrR3R0NI0bN7a4ShHnUwAUEbemACi5OXbsGLNnz2batGmX/G7cfPPNxMTE8MADD6jbJ15NAVBE3FrWPYCnTp3i1KlTlClTxuKKxCp2u51vv/2W2NhYFi9ezPnz5wEIDQ3N7vbdeOONFlcp4hoUAEXErZUsWZJKlSpx9OhREhMTadmypdUliZMdP348u9u3Z8+e7P033XQT0dHR9OrVi5IlS1pYoYjrUQAUEbcXGRnJ0aNH2bt3rwKgl3A4HNndvkWLFmV3+0JCQujbty8xMTE0adLE4ipFXJcCoIi4vVq1apGQkKD7AL3AiRMn+Oijj4iLi+O3337L3t+qVStiYmLo3bu3un0i+aAAKCJuTxNBPJvD4eC7774jNjaWf//732RkZACm29enTx+io6Np1qyZxVWKuBcFQBFxewqAnumPP/7I7vb9+uuv2ftbtmxJdHQ0Dz74IKVKlbKwQhH3pQAoIm5PAdBzOBwOvv/+e2JjY/nss8+yu32lSpXK7vY1b97c4ipF3J8CoIi4vawA+Pvvv3Pu3DkCAgIsrkgK6s8//8zu9u3evTt7f/PmzYmJieHBBx8kJCTEwgpFPIsCoIi4vfLly1OqVCnS0tLYv38/UVFRVpck+eBwOFizZg2xsbH8v//3/zh37hxglvZ56KGHiImJoUWLFhZXKeKZFABFxO3ZbDZq1arF1q1bSUxMVAB0cSdPnmTOnDnExcWxc+fO7P3NmjXL7vaFhoZaWKGI51MAFBGPEBkZmR0AxfU4HA4SEhKIjY3l008/vaTb9+CDDxIdHU3Lli2x2WwWVyriHRQARcQjaCKIazp16lR2t2/Hjh3Z+5s0aUJMTAx9+vRRt0/EAgqAIuIRFABdh8Ph4L///S9xcXEsXLiQs2fPAhAcHEzv3r2JiYmhVatW6vaJWEgBUEQ8ggKg9f766y/mzp1LXFwcv/zyS/b+G2+8MbvbFxYWZmGFIpJFAVBEPEJWANy3bx92ux0fHx+LK/IODoeDtWvXEhsby8KFCzlz5gwAQUFB2d2+1q1bq9sn4mIUAEXEI1SvXh1fX1/Onj3LkSNHqFKlitUlebS//vqL+Ph44uLi2LZtW/b+xo0bZ3f7SpcubV2BInJNCoAi4hFKlChBjRo12Lt3L4mJiQqAxcDhcLBu3TpiY2NZsGBBdrcvMDCQXr16ERMTw80336xun4gbUAAUEY8RGRmZHQBvvfVWq8vxGMnJycybN4/Y2Fi2bt2avb9hw4bExMTQt29fypQpY2GFIlJQCoAi4jEiIyNZvny5JoIUAYfDwYYNG4iNjeWTTz4hPT0dMN2+Bx54gJiYGNq0aaNun4ibUgAUEY+hmcCFl5KSkt3t+/nnn7P3N2jQgJiYGPr166dun4gHUAAUEY+RFQD37t1rcSXuxeFw8NNPPxEbG8v8+fOzu30BAQE88MADREdH07ZtW3X7RDyIAqCIeAx1AAsmNTWVefPmERcXx+bNm7P316tXj5iYGPr37094eLiFFYpIcVEAFBGPUbNmTQD+/PNPkpOTtejwVfz000/ExcXx8ccfc/r0acB0+3r27ElMTAzt2rVTt0/EwykAiojHCAkJoUKFChw/fpzExESaN29udUkuIzU1lfnz5xMbG8umTZuy90dFRWV3+8qWLWthhSLiTAqAIuJRIiMjFQAvsmnTJmJjY/n4449JS0sDwN/fP7vb1759e3X7RLyQAqCIeJTIyEh+/PFHr74PMC0tjfnz5xMXF8dPP/2Uvb9u3bpER0czYMAAypUrZ2GFImI1BUAR8SjePBFk8+bNxMXFMW/ePFJTUwHw8/Pj73//OzExMfztb39Tt09EAAVAEfEw3rYUTFpaGp988glxcXFs2LAhe3+dOnWyu33ly5e3sEIRcUUKgCLiUWrVqgV4fgfw559/JjY2lvj4+Eu6fffffz8xMTF06NBB3T4RuSoFQBHxKFkdwIMHD5KRkYG/v7/FFRWd06dPs2DBAmJjY1m/fn32/tq1a2d3+ypUqGBhhSLiLhQARcSjVKxYkZIlS3L69Gn2799P3bp1rS6p0LZu3Zrd7UtJSQGgRIkS3HfffcTExNCxY0d8fHwsrlJE3IkCoIh4FJvNRq1atdi2bRuJiYluGwDT09NZsGABcXFxrF27Nnt/rVq1iI6OZuDAgVSsWNHCCkXEnSkAiojHiYyMzA6A7mbbtm3ExcUxd+5ckpOTAdPtu/fee4mJieG2225Tt09ECk0BUEQ8jrvNBD5z5gwLFy4kNjaWH3/8MXt/zZo1s7t9lSpVsrBCEfE0CoAi4nHcZS3A7du3Exsby9y5c/nrr78A0+3r0aMH0dHR3H777er2iUixUAAUEY/jykvBnDlzhk8//ZS4uDgSEhKy90dERDB06FAefvhhKleubGGFIuINFABFxOM0aNCAZs2aERgYiMPhcIn18Pbu3ctnn33Gf/7zn+x1+1q2bMnf/vY37r//fm6++WZ1+0TEaWwOh8OR14dSUlIICwsjOTmZ0NBQZ9QlIiIiIgVQkLym/7spIiIi4mUUAEVERES8jAKgiIiIiJdRABQRERHxMgqAIuLyOnSAkSPN64gIePtt5137hRegaVPnXU9ExBkUAEXErWzYANHRzrveqFGwcmXxXuOee6B6dQgMhMqVoV8/OHz40s+MGAEtWkBAgAKpiBSeAqCIuJXy5SE42HnXK1UKypYt3mt07AgLF8Lu3fDZZ5CYCD17XvoZhwMGDYJevYq3FhHxDgqAIuJWLh8C3rUL2rUz3bMGDWDFCrDZYPHi/J3v0CETqsqUMUGvRw/Yvz/n/cuHgAcOhHvvhcmToWJFKF0aJk6EzEwYPRrCw6FqVZg5M//f6Ykn4OaboUYNuOUWGDMG1q6F8+dzPjN1Kjz6KPzvISciIoWiACgibstuN2EsOBjWrYO4OHj22fwfn55uum+lSsH338OaNeZ1166QkXH141atMkO0338PU6aYkNitmwmR69bBsGFmO3iw4N/p5EmYN88EQT+/gh8vIpIfCoAi4raWLTPDpXPmQJMmphM4aVL+j//kE/DxgenToXFjqF8fZs2CpCRYvfrqx4WHm45cVJQZlo2KMmFy3DioUwfGjgV/f7joUb95euYZKFnSdCGTkuDzz/N/rIhIQSkAiojb2r0bqlWDSpVy9rVunf/jN26EPXsgJMR0/kqVMuHu7FkTLK+mYUMTHLNUrGgCZBZfXxPkjh/Pfy2jR8PmzSbU+vpC//7mvj8RkeJQwuoCRESul8Nh7ve7Xna7mVk7b96V75Uvf/XjLh+atdly32e357+WcuXMVreu6URWq2buA2zTJv/nEBHJLwVAEXFb9eqZ4dJjx0wXDswyMfnVvDksWAAVKkAez013qqzO37lz1tYhIp5LQ8Ai4rY6d4bISBgwALZuNffcZU0CyU9nsE8f03Xr0QN++AH27YPvvjNr7v3+e/HWnmX9enjvPdiyBQ4cgG+/hYceMt/r4u7fnj3mM0ePwpkz5vWWLdeerCIicjUKgCLitnx9zXIvaWnQqhUMGQLjx5v3AgPzPj442MzkrV4d7r/fDL0OGmQClrM6gkFB8O9/Q6dOOZNKGjUyQTQgIOdzQ4ZAs2YQGwu//mpeN2t25YLRIiL5YXM48r7NOCUlhbCwMJKTkwl1pXESEXErDoeDv/76i/3791+y+fj48NZbbxXJNRISzGzgPXtMF62wxo413cE1awp/LhGR4lSQvKZ7AEWkSGUFvH379l0R9Pbv309KSsoVxzRr1uy6r7dokZm9W6eOCX0jRkDbtoUPfw4H7N1rHgNXiPJERFySAqCIFEhuHbyLt+Tk5DzPUbFiRSIiIrK3li1bXnc9qanw9NNm0eVy5eD22+HNN817kyebLTft28PSpVc/b3KyebJIq1Zmfb/rVZgaRESKi4aAReQSRRHwKlSocEnAu3irUaMGwU56mO/Jk2bLTVAQVKniHTWIiHfQELCIXFVycvI1A95ff/2V5zlcJeDlJTzcbN5eg4jI5RQARTxMUQS88uXLXxLqatasmf26evXqlCxZsvi/iIiIFBsFQBE3k5KSckmgu3yyxfUEvMs7eAp4IiKeTQFQxMVcHvAu306dOpXnORTwRETkWhQARZysKAJeuXLlrhnwSpUq5YRvIiIi7koBUKSIpaamXjPgnbzalNCLKOCJiEhxUgAUKaCiCHhly5bNNdzVrFlTAS+f7HY7w4YN46effqJx48bMmDGDEiWK76+0H3/8kX/+858kJSUB0KpVK8aMGUPNmjWL7ZoiIsVF6wCKXCY1NZUDBw5cdaJFYQJeVgcvJCTECd/Es7355puMGjWKkiVL8vPPPxNZFM99y8O5c+d4/fXXmTRpEmfPnsXPz48nn3yS5557TvdViojlCpLXFADF66SlpV2zg/fnn3/meY7w8PArlkdRwHOerVu30qpVKzIyMpg2bRpDhgxx6vX37dvHiBEj+OKLLwCoVq0ab7/9Nvfddx82m82ptYiIZFEAFK+WlpbGgQMHrvos2oIEvKt18PTfgXXOnj1L69at2bZtG/fccw+LFy+2LHR98cUXPP744+zfvx+Arl278u6771K7dm1L6hER76YAKB4tK+BdrYP3xx9/5HkOBTz3NXr0aN544w3Kly/PL7/8QoUKFSytJz09nVdeeYXXXnuNjIwMAgICeOaZZxgzZgxBQUGW1iYi3kUBUNxaUQS8MmXKXHOShX6P3dPq1au57bbbcDgcLFmyhO7du1tdUrZff/2Vxx57jGXLlgFQq1Ytpk6dyt13321xZSLiLRQAxaWdPn0614CXNWRbmICX1cELCwtzwjcRZ0pOTqZx48YcPHiQoUOHEhcXZ3VJV3A4HHz22WeMHDmSQ4cOAdCjRw/eeecdatSoYXF1IuLpFADFUlcLeFnbiRMn8jxH6dKlL+naKeBJv379iI+PJzIyki1btrj0UjlpaWm8+OKLvPXWW2RmZhIUFMRzzz3HU089hb+/v9XliYiHUgCUYpWenn7NSRYFDXi5dfBKly5d/F9E3MbChQvp1asXPj4+rFmzhjZt2lhdUr5s376dRx99lO+++w6AqKgo3nvvPW6//XaLKxMRT6QAKIWSFfCu1sE7fvx4nucICwvLdYkUBTwpqEOHDtG4cWNOnTrFc889x4svvmh1SQXicDj4+OOPeeqppzh27BgADzzwAFOmTKFKlSoWVycinkQBUK6pKAJeaGjoVQNeRESEAp4UCbvdTteuXVm+fDktW7bkv//9L35+flaXdV2Sk5OZMGEC7733Hna7nVKlSjFx4kQee+wxt/1OIuJaFAAFgP/+979s3br1ioCX1YW4FgU8cQXvvvsujz/+OEFBQWzevJmoqCirSyq0zZs3M3z4cNauXQtAo0aN+OCDD2jfvr3FlYmIu/OYANihAzRtCm+/DRERMHKk2ZzhhRdg8WLYssU51ysOzZs3Z/Pmzbm+FxISckXAu/hnBTyx2o4dO2jRogVnz57lvffe49FHH7W6pCJjt9uZNWsWzzzzTPbC5P379+e1116jYsWKFlcnIu7KIwPgiRNQsiQEBzvn2mlpcO4clC1b/Nc6dw5uugl+/hk2bzbfGWD2bHj44dyPOXYM8lr/tlevXpw9e/aqHTw9skpcVUZGBjfffDObN2+ma9eufPXVVx75+/rnn38ybtw4pk2bhsPhICwsjEmTJjFs2DB8fX2tLk9E3IxHBkBPNmIE/PYbLF16aQA8cwaSky/97MCBcPYsrF7t5CJFnOjZZ59l8uTJhIeH88svv1C5cmWrSypW69ev55FHHmHTpk2A6d5/8MEH3HTTTRZXJiLupCB5zcdJNRVaRMSlQXDXLmjXDgIDoUEDWLECbDYzbJsfhw5Br15Qpozp8vXoAf97nCdghoCzghiY4HXvvTB5MlSsCKVLw8SJkJkJo0dDeDhUrQozZxbsey1dCsuWwRtvXPleUBBUqpSz+frCqlUweHDBriHiThISEnj11VcBiIuL8/jwB9C6dWvWr1/P+++/T+nSpdm0aRNt2rQhOjo6X8+uFhEpKLcJgBez200YCw6GdesgLg6efTb/x6enQ8eOUKoUfP89rFljXnftChkZVz9u1So4fNgcM2WKCYndupkQuW4dDBtmtoMH81fHsWMwdCjMnZu/oe05c8znevbM3/lF3E1qair9+vXDbrczYMAA/v73v1tdktP4+voyfPhwdu/ezYABA3A4HEybNo2oqCimT5+O3W63ukQR8SBuGQCXLYPERBOImjQxncBJk/J//CefgI8PTJ8OjRtD/fowaxYkJV17aDU8HKZOhagoGDTI/JmeDuPGQZ06MHYs+PtDQkLeNTgcpqs4bBi0bJm/umfOhIceMp1BEU80cuRI9u3bR40aNXjnnXesLscSFSpUYPbs2Xz//fc0btyYP//8k6FDh9K2bdurTuoSESkotwyAu3dDtWpmWDRL69b5P37jRtizB0JCTOevVCkT7s6eNcHyaho2NMExS8WKJkBm8fU1w8n5WEaPd9+FlBQTGvPjxx9hxw4N/4rnWrx4MTNnzsRmszF37lyvf9xf+/bt2bhxI1OmTKFUqVKsXbuWli1b8thjj/HXX39ZXZ6IuDm3DIAOh7nf73rZ7dCihVni5eLt119Nh+1qLl+r1WbLfV9+RmpWrYK1ayEgAEqUgNq1zf6WLWHAgCs/P326uSexRYu8zy3ibo4ePcrQoUMBePrpp7Um3v/4+fnxxBNPsHv3bnr37o3dbue9996jXr16xMfHk485fCIiuXLLAFivnhmuvXg94w0b8n988+Zm1m2FCiZ4Xbw5q+kwdapZ9iUrfH71ldm/YMGVw9lpabBwobp/4pkcDgeDBw/mjz/+oEmTJkycONHqklzODTfcwPz581mxYgVRUVEcO3aMfv360bFjR7Zv3251eSLihtwyAHbuDJGRplO2dau55y5rEkh+OoN9+kC5cmbm7w8/wL598N13ZjmW338v3tqzVK8OjRrlbHXrmv2RkWY28cUWLDCzjfv0cU5tIs4UFxfHV199RUBAAPHx8QQEBFhdksvq1KkTW7du5ZVXXiE4OJjvvvuOpk2bMmrUKFJTU60uT0TciFsGQF9fs9xLWhq0agVDhsD48ea9wMC8jw8ONjN5q1eH++83k0AGDTLr7rnik+5mzDB1liljdSUiRevXX3/lySefBOCVV16hUaNGFlfk+vz9/RkzZgw7d+7kvvvuIzMzkzfffJP69evz6aefalhYRPLFpReCLoiEBDMbeM8e00UrrLFjTXdwzZrCn0tErnT+/HnatWvH+vXr6dSpE8uWLcPHxy3/P6mlvvrqKx577DH27t0LQOfOnXnvvfeomzWsICJewyMXgr7cokWwfLlZvHnFCoiOhrZtCx/+HA4zE3jlSjPrV0SKx+TJk1m/fj2lS5dm9uzZCn/X6a677uKXX37h+eefJyAggOXLl9O4cWPGjx9Penq61eWJiIty279xU1Nh+HAzIWTgQDMU/Pnn5r3Jk3OWd7l8u/POa583Odk8WcTf36zvd70KU4OIp1u3bh0vvfQSAB988AFVL7/xVQokKCiIF154ge3bt3PnnXeSkZHBpEmTaNCgAUuWLLG6PBFxQR4zBHyxkyfNlpugIKhSxTtqEHFFp0+fplmzZvz22288+OCDfPzxx1aX5FEcDgeLFy9mxIgRHPzfY4m6devG1KlTqVmzpsXViUhxKkhe88gAKCKu65FHHuFf//oXVatWZevWrZTR7KZicfr0aV5++WXefPNNzp8/T2BgIOPGjWP06NEE5me2nIi4Ha+4B1BE3M+XX37Jv/71LwBmz56t8FeMSpYsySuvvMLWrVu57bbbOHv2LBMmTKBx48Z88803VpcnIhZTABQRpzhx4gSD/7ea+RNPPEGnTp0srsg71KtXjxUrVjB//nwqV67Mnj176Nq1Kz179sweIhYR76MAKCLFzuFwEB0dzbFjx2jYsCGTJ0+2uiSvYrPZ6N27N7t27eKJJ57A19eXzz77jPr16/Paa6+RkZFhdYki4mQKgCJS7GbPns3ixYvx8/MjPj5e96BZJDQ0lClTprBp0ybatWvH6dOneeaZZ2jatCmrV6+2ujwRcSIFQBEpVnv37uXxxx8H4KWXXqJp06bWFiTceOONfP/998yePZvy5cuzc+dOOnbsSJ8+fThy5IjV5YmIEygAikixuXDhAv379yctLY327dszatQoq0uS/7HZbAwYMIDdu3czfPhwbDYbH3/8MfXq1eOdd94hMzPT6hJFpBgpAIpIsXnttddISEggJCSEOXPm4Ovra3VJcpkyZcrw/vvvs2HDBlq3bk1KSgojR46kZcuW/Pe//7W6PBEpJgqAIlIsNm3axIQJEwB49913iYiIsLYguaYWLVrw448/EhsbS5kyZfj5559p27YtgwcP5sSJE1aXJyJFTAFQRIrcmTNn6Nu3L5mZmfz973+nf//+Vpck+eDj40N0dDS7d+9m0KBBAMycOZOoqChiY2O5cOGCxRWKSFFRABSRIjdmzBh27txJpUqV+Ne//oXNZrO6JCmA8uXLM2PGDBISEmjSpAmnTp1i2LBhtGnThp9++snq8kSkCCgAikiRWr58OVOnTgVg1qxZlCtXzuKK5Hrdcsst/PTTT7zzzjuEhoZm3yc4fPhwTp06ZXV5IlIICoAiUmROnjzJwIEDARg+fDhdu3a1tiAptBIlSvD444+za9cu+vTpg8Ph4MMPPyQqKorZs2djt9utLlFEroMCoIgUCYfDwSOPPMLhw4eJiori9ddft7okKUKVK1cmPj6eb7/9lgYNGnDixAkefvhhbr31VrZu3Wp1eSJSQAqAIlIkPv74YxYuXEiJEiWIj48nODjY6pKkGHTo0IEtW7bw2muvUbJkSRISEmjevDlPPPEEKSkpVpcnIvmkACgihZaUlMSjjz4KwIQJE2jZsqXFFUlx8vPzY/To0ezatYuePXty4cIF3n77berVq8f8+fNxOBxWlygieVAAFJFCsdvtDBgwgOTkZG6++WbGjh1rdUniJFWrVuXTTz/l66+/pk6dOhw5coSHHnqI22+/nZ07d1pdnohcgwKgiBTKW2+9xerVqylZsiRz586lRIkSVpckTtalSxe2bdvGSy+9RGBgIKtWraJJkyaMGTOG06dPW12eiORCAVBErtvWrVsZN24cYIJg7dq1La5IrBIQEMD48ePZsWMH3bt35/z58/zzn/+kQYMGLFq0SMPCIi5GAVBErsu5c+fo27cvGRkZdO/enSFDhlhdkriAmjVrsmTJEpYsWUJERARJSUncf//93H333ezZs8fq8kTkfxQAReS6jB8/nm3btlG+fHmmTZump33IJbp378727dsZP348/v7+LF26lEaNGvH8889z5swZq8sT8XoKgCJSYKtXr+bNN98EYPr06VSsWNHiisQVBQcH89JLL7Ft2zbuuOMOzp07x4svvkijRo346quvrC5PxKspAIpIgSQnJ9O/f38cDgdDhgzhnnvusbokcXF169bl66+/ZuHChVSpUoW9e/dy9913c99993HgwAGryxPxSgqAIlIg//jHPzh48CCRkZG89dZbVpcjbsJms/F///d/7Ny5k1GjRlGiRAkWL15M/fr1eeWVV8jIyLC6RBGvogAoIvm2cOFC4uPj8fHxYe7cuZQqVcrqksTNhISE8Prrr7NlyxZuvfVWzpw5w7hx47jxxhtZuXKl1eWJeA0FQBHJl0OHDjFs2DAAxo0bR5s2bSyuSNxZw4YNWb16NXPnzqVixYrs3r2b22+/nd69e3Po0CGryxPxeAqAIpInu93Oww8/zKlTp2jRogUTJkywuiTxADabjb59+7Jr1y4ee+wxfHx8WLBgAfXq1WPKlCmcP3/e6hJFPJYCoIjk6f3332f58uUEBQURHx+Pn5+f1SWJByldujRTp07lp59+4uabbyYtLY2nnnqK5s2b88MPP1hdnohHUgAUkWvasWMHTz/9NACvv/469erVs7gi8VTNmjUjISGB6dOnU7ZsWX755RduvfVWBgwYwLFjx6wuT8SjKACKyFVlZGTQr18/zp49S5cuXRg+fLjVJYmH8/HxYfDgwezevZvo6GhsNhtz5swhKiqK999/nwsXLlhdoohHUAAUkauaOHEimzZtIjw8nJkzZ+ppH+I0ZcuWJTY2lrVr19K8eXOSk5P5xz/+QevWrVm3bp3V5Ym4PQVAEclVQkICr776KgBxcXHccMMNFlck3qh169asX7+e999/n7CwMDZt2kSbNm2IiYnhzz//tLo8EbelACgiV0hNTaV///7Y7Xb69+/P3//+d6tLEi/m6+vL8OHD+fXXXxkwYAAOh4O4uDiioqKYPn06drvd6hJF3I4CoIhcYeTIkezdu5caNWowdepUq8sRAaBChQrMnj2b77//nsaNG/Pnn38ydOhQ2rZty5YtW6wuT8StKACKyCUWL16cfb/fnDlzCAsLs7okkUu0b9+ejRs3MmXKFEqVKsXatWtp0aIFjz/+OMnJyVaXJ+IWFABFJNvRo0cZOnQoAKNHj+bWW2+1uCKR3Pn5+fHEE0+wa9cuevXqhd1u59133yUqKor4+HgcDofVJYq4NAVAEQHA4XAwZMgQ/vjjD5o0acKLL75odUkieapSpQqffPIJK1asICoqimPHjtGvXz86duzI9u3brS5PxGUpAIoIYGb6fvnllwQEBBAfH09AQIDVJYnkW6dOndi6dSuTJ08mKCiI7777jqZNmzJ69GjS0tKsLk/E5SgAigi//vorTz75JACvvPIKjRo1srgikYLz9/dn7Nix7Ny5k3vvvZfMzEzeeOMN6tWrx6effqphYZGLKACKeLnMzEz69etHeno6t912GyNGjLC6JJFCqVGjBosWLeLLL7+kVq1aHDp0iAceeIAuXbrw66+/Wl2eiEtQABTxcpMmTWL9+vWULl2a2bNn4+OjvxbEM9x111388ssvPP/88wQEBLB8+XIaN27M+PHjSU9Pt7o8EUvpb3oRL7Z+/XpeeuklAD744AOqVatmcUUiRSsoKIgXXniBX375hTvvvJOMjAwmTZpEw4YNWbJkidXliVhGAVDES50+fZq+ffty4cIFevfuzYMPPmh1SSLFpnbt2nz55Zf8+9//plq1auzfv58ePXrQvXt39u3bZ3V5Ik6nACjipUaNGsVvv/1GlSpV+OCDD6wuR6TY2Ww27rvvPnbu3MmYMWPw8/PjP//5Dw0aNOCll17i3LlzVpco4jQKgCJe6KuvvuJf//oXAB999BFlypSxuCIR5ylZsiSvvPIKP//8M7fddhtnz55lwoQJNGrUiG+++cbq8kScQgFQxMucOHGCQYMGAeaZv506dbK4IhFr1K9fnxUrVjB//nwqV67Mnj176Nq1Kz179uTgwYNWlydSrBQARbyIw+EgOjqaY8eO0aBBA1555RWrSxKxlM1mo3fv3uzatYsnnngCX19fPvvsM+rXr8/rr7/O+fPnrS5RpFgoAIp4kdmzZ7N48WL8/PyYN28egYGBVpck4hJCQ0OZMmUKmzZtom3btpw+fZqnn36apk2bsnr1aqvLEylyCoAiXmLv3r08/vjjALz00ks0bdrU2oJEXNCNN97I999/z6xZsyhfvjw7duygY8eO9O3bl6NHj1pdnkiRUQAU8QIXLlygf//+pKWl0b59e0aNGmV1SSIuy8fHh4EDB7J7924eeeQRbDYb8+bNIyoqiqlTp5KZmWl1iSKFpgAo4gVee+01EhISCAkJYc6cOfj6+lpdkojLK1OmDB988AHr16+nVatWpKSkMGLECFq1asWPP/5odXkihaIAKOLhNm/ezIQJEwB49913iYiIsLYgETfTsmVLfvzxR/71r39RpkwZtmzZwi233MLgwYM5ceKE1eWJXBcFQBEPdubMGfr06UNmZib3338//fv3t7okEbfk6+tLTEwMu3fvzl5GaebMmURFRREbG4vdbre4QpGCUQAU8WBjxoxh586dVKpUidjYWGw2m9Ulibi18uXLM2PGDBISEmjSpAmnTp1i2LBh3HzzzWzcuNHq8kTyTQFQxEMtX76cqVOnAqZTUa5cOYsrEvEct9xyCz/99BPvvPMOoaGhbNiwgVatWjF8+HBOnTpldXkieVIAFPFAJ0+eZODAgQAMHz6cO++809qCRDxQiRIlePzxx9m1axd9+vTB4XDw4YcfEhUVxUcffYTD4bC6RJGrUgAU8TAOh4NHHnmEw4cPU7duXV5//XWrSxLxaJUrVyY+Pp5vv/2WBg0acOLECQYOHMitt97K1q1brS5PJFcKgCIe5uOPP2bhwoWUKFGC+Ph4goODrS5JxCt06NCBzZs389prr1GyZEnWrFlD8+bNeeKJJ0hJSbG6PJFLKACKeJCkpCQeffRRACZMmECrVq0srkjEu/j7+zN69Gh27txJz549uXDhAm+//Tb16tVj/vz5GhYWl6EAKOIh7HY7AwYMIDk5mZtvvpmxY8daXZKI16pWrRqffvopX3/9NbVr1+bIkSM89NBD3H777ezcudPq8kQUAEU8xVtvvcXq1aspWbIkc+fOpUSJElaXJOL1unTpwrZt23jxxRcJDAxk1apVNGnShLFjx3L69GmryxMvpgAo4gG2bdvGuHHjABMEa9eubXFFIpIlMDCQ5557jh07dtCtWzfOnz/Pq6++SoMGDVi0aJGGhcUSCoAibu7cuXP06dOHjIwMunXrxpAhQ6wuSURyUbNmTb744gs+//xzatSoQVJSEvfffz933303iYmJVpcnXkYBUMTNjR8/nm3btlG+fHmmT5+up32IuLh77rmHHTt28Oyzz+Lv78/SpUtp2LAhL7zwAmfOnLG6PPESCoAibmz16tW8+eabAEyfPp2KFStaXJGI5EdwcDAvv/wy27Zto3Pnzpw7d46JEyfSqFEjvvrqK6vLEy+gACjippKTkxkwYAAOh4MhQ4Zwzz33WF2SiBRQ3bp1+eabb1i4cCFVqlRh79693H333dx3330cOHDA6vLEgykAiripxx57jKSkJGrVqsWUKVOsLkdErpPNZuP//u//2LlzJ6NGjaJEiRIsXryY+vXr8/7773P+/HmrSxQPZHPkY/pRSkoKYWFhJCcnExoa6oy6ROQaPv30Ux544AF8fHxYs2YNbdq0sbokESki27dvZ/jw4ezbt4/du3cTFBRkdUniJgqS17RQmIibOXToEDExMQCMGzdO4U/EwzRs2JDVq1ezdOlShT8pNhoCFnEjdrudhx9+mFOnTtGiRQsmTJhgdUkiUgxsNht33XWX1WWIB1MAFHEj77//PsuXLycwMJD4+Hj8/PysLklERNyQAqCIm9i5cydPP/00AK+//jr16tWzuCIREXFXCoAibiAjI4O+ffty9uxZunTpwqOPPmp1SSJisQ4dYORI8zoiAt5+23nXfuEFaNrUedeToqcAKOIGJk6cyKZNmwgPD2fmzJl62oeIXGLDBoiOdt71Ro2ClSuL9xoREWCzXbqNGXPpZ5KSoHt3KFkSypWDxx+HjIzirctTaBawiItLSEjg1VdfBSA2NpYbbrjB4opExNWUL+/c65UqZbbi9uKLMHTopdfNcuEC3H23+e5r1sCff8KAAeBwwLvvFn9t7k4dQBEXlpqaSv/+/bHb7fTv35+ePXtaXZKIuKDLh4B37YJ27SAwEBo0gBUrTAdt8eL8ne/QIejVC8qUgbJloUcP2L8/5/3Lh4AHDoR774XJk6FiRShdGiZOhMxMGD0awsOhalWYObNg3yskBCpVytkuDoDLlsGOHRAfD82awe23w5tvwrRpkJJSsOt4IwVAERf2xBNPsHfvXmrUqMHUqVOtLkdE3IDdbsJYcDCsWwdxcfDss/k/Pj0dOnY0Yev77013rVQp6Nr12sOrq1bB4cPmmClTTEjs1s2EyHXrYNgwsx08mP9a/vlPE0CbNoVJky69/o8/QqNGcPGgSJcucO4cbNyY/2t4Kw0Bi7ioxYsXM2PGDGw2G3PmzCEsLMzqkkTEDSxbBomJsHq16ZqBCU+dO+fv+E8+AR8fmD7ddA0BZs0yXb3Vq+GOO3I/Ljwcpk41x0ZFwWuvmTA5bpx5f+xYePVVSEiA3r3zrmPECGje3ATI9evN8fv2mboAjh413caLlSkD/v7mPbk2BUARF3T06FGG/u/Gl9GjR3PrrbdaXJGIuIvdu6FatZzwB9C6df6P37gR9uwxw68XO3vWBMuradjQhL8sFSuaDl0WX1/TzTt+PH91PPFEzusbbzThrmfPnK4g5ATUizkcue+XSykAirgYh8PBkCFD+OOPP2jSpAkvvvii1SWJiBspbACy26FFC5g378r3rjXZ5PJ16W223PfZ7ddX1803mz/37DEBsFIlM7R8sVOn4Pz5KzuDciXdAyjiYuLi4vjyyy/x9/cnPj6egIAAq0sSETdSr55ZHuXYsZx9Gzbk//jmzeG336BCBahd+9LNyjtRNm82f1aubP5s0wZ++QWOHMn5zLJlEBBgAqxcmwKgiAv57bffePLJJwF45ZVXaHTx+ImISD507gyRkWZJlK1bzT13WZNA8tMZ7NPHrKnXowf88IO57+6778w9eb//Xry1Z/nxR3jrLdiyxVx/4UKIiYF77oHq1c1n7rjDzHDu18+Ew5UrzfqEQ4dCaKhz6nRnCoAiLiIzM5N+/fqRnp7ObbfdxsisJf5FRArA19cs95KWBq1awZAhMH68eS8wMO/jg4PNTN7q1eH++6F+fRg0CM6ccV6wCgiABQvM004aNIAJE0ywmz8/5zO+vvDll+Y7tW0LDzxgZj+/8YZzanR3NofD4cjrQykpKYSFhZGcnEyoYrVIsZg4cSIvvPACYWFhbNu2jWrVqlldkoh4iIQEsy7gnj2mO1hYY8ea7uCaNYU/lxSdguQ1TQIRcQHr16/npZdeAuCDDz5Q+BORQlm0yKzdV6eOCX0jRpguWWHDn8MBe/ea4dZmzYqmVrGGhoBFLHb69Gn69u3LhQsX6N27Nw899JDVJYmIm0tNheHDzYSQgQPNUPDnn5v3Jk/OeZTb5dudd177vMnJZkjW3z9nfb/rUZgapGhoCFjEYsOHD+fDDz+kSpUqbNu2jTJlylhdkoh4sJMnzZaboCCoUsU7avBEGgIWcRNfffUVH374IQAfffSRwp+IFLvwcLN5ew3eTkPAIhY5ceIEgwYNAmDkyJF06tTJ4opERMRbKACKWMDhcBAdHc2xY8do0KABkydPtrokERHxIgqAIhaYPXs2ixcvxs/Pj/j4eIKCgqwuSUREvIgCoIiT7du3j8cffxyAF198kWZaS0FERJxMAVDEiS5cuEC/fv1IS0ujXbt2jB492uqSRETECykAijjRa6+9RkJCAiEhIcyZMwdfX1+rSxIRES+kACjiJJs3b2bChAkATJ06lZo1a1pckYiIeCsFQBEnOHPmDH369CEzM5P777+fAQMGWF2SiIh4MQVAEScYO3YsO3fupFKlSsTGxmKz2awuSUREvJgCoEgxW758Oe+88w4AM2fOpFy5chZXJCIi3k4BUKQYnTx5koEDBwLwyCOPcKeeci4iIi5AAVCkmDgcDh555BEOHz5M3bp1eeONN6wuSUREBFAAFCk2H3/8MQsXLsTX15f4+HiCg4OtLklERARQABQpFklJSTz66KMATJgwgVatWllckYiISA4FQJEiZrfbGThwIMnJydx0002MGzfO6pJEREQuoQAoUsTeeustvv32W4KDg5k7dy4lSpSwuiQREZFLKACKFKFt27Zld/zeeust6tSpY3FFIiIiV1IAFCki586do0+fPmRkZNCtWzeGDh1qdUkiIiK5UgAUKSLPPfcc27Zto3z58kyfPl1P+xAREZelAChSBL777rvsdf6mTZtGxYoVLa5IRETk6hQARQopOTmZ/v3743A4GDx4MD169LC6JBERkWtSABQppMcee4ykpCRq1arFW2+9ZXU5IiIieVIAFCmETz/9lLlz5+Lj48PcuXMJCQmxuiQREZE8KQCKXKdDhw4RExMDwNixY7nlllssrkhERCR/FABFroPdbmfQoEGcOnWKFi1a8Pzzz1tdkoiISL4pAIpch/fff59ly5YRGBjI3Llz8fPzs7okERGRfFMAFCmgnTt38vTTTwPw+uuvU79+fYsrEhERKRgFQJECyMjIoG/fvpw9e5YuXbrw6KOPWl2SiIhIgSkAihTAtGnTcDgcdOjQgblz5+ppHyIi4pZsDofDkdeHUlJSCAsLIzk5mdDQUGfUJSIiIiIFUJC8pg6giIiIiJdRABQRERHxMgqAIiIiIl5GAVBERETEyygAioiIiHgZBUDxGB06wMiR5nVEBLz9tvOu/cIL0LSp864nIiJSGAqA4pE2bIDoaOddb9QoWLnSOdc6d86ETZsNtmy59L0NG6BTJyhdGsqUgTvuuPIzIiIiCoDikcqXh+Bg512vVCkoW9Y513r6abjhhiv3p6ZCly5QvTqsWwdr1kBoqNl3/rxzahMREfegACge6fIh4F27oF07CAyEBg1gxQrTQVu8OH/nO3QIevUyXbWyZaFHD9i/P+f9y4eABw6Ee++FyZOhYkXTkZs4ETIzYfRoCA+HqlVh5syCfa+lS2HZMnjjjSvf270bTp2CF1+EqCho2BCefx6OH4ekpIJdR0REPJsCoHg8u92EseBg0xmLi4Nnn83/8enp0LGj6fJ9/73prJUqBV27QkbG1Y9btQoOHzbHTJliQmK3biZErlsHw4aZ7eDB/NVx7BgMHQpz5+be3YyKgnLlYMYMU9eZM+Z1w4ZQo0b+v6+IiHg+BUDxeMuWQWIizJkDTZqYTuCkSfk//pNPwMcHpk+Hxo2hfn2YNct01Vavvvpx4eEwdaoJZoMGmT/T02HcOKhTB8aOBX9/SEjIuwaHw3QVhw2Dli1z/0xIiKknPh6CgkxI/eYb+OorKFEi/99XREQ8nwKgeLzdu6FaNahUKWdf69b5P37jRtizxwSsUqXMFh4OZ8+aYHk1DRua4JilYkUTILP4+prh5OPH867h3XchJcWExqs5c8YEzbZtYe1aEywbNoS77jLviYiIZFFfQDyew2Hu97tedju0aAHz5l35XvnyVz/Oz+/Sn2223PfZ7XnXsGqVCXUBAZfub9kS+vSBjz6Cjz829yX++GNO8Pz4YzPk/Pnn0Lt33tcRERHvoAAoHq9ePTNce+yY6cKBWS4lv5o3hwULoEIFM6vWClOnwssv5/x8+LCZ3btgAdx0k9mXnm6C38VhN+vn/IRMERHxHhoCFo/XuTNERsKAAbB1qxkazZoEkp/OYJ8+ZnJFjx7www+wbx989x2MGAG//168tWepXh0aNcrZ6tY1+yMjzWxiMN/z1Cl49FHYuRO2b4eHHzb3/3Xs6Jw6RUTEPSgAisfz9TXLvaSlQatWMGQIjB9v3gsMzPv44GAzk7d6dbj/fjMJZNAgc1+dVR3B3NSrB198YUJumzbQvr3pFH79NVSubHV1IiLiSmwOh8OR14dSUlIICwsjOTmZUFf6F0/kOiUkmNnAe/aYLlphjR1ruoNr1hT+XCIiItejIHlN9wCKV1i0yMzerVPHhL4RI8xs2cKGP4cD9u41j4Fr1qxoahURESluGgIWr5CaCsOHm2HSgQPNUPDnn5v3Jk/OWd7l8u3OO6993uRk82QRf3+zvt/1KkwNIiIiBaUhYPF6J0+aLTdBQVClinfUICIi7k1DwCIFEB5uNm+vQUREvIeGgEVERES8jAKgiIiIiJdRABQRERHxMgqAIiIiIl5GAVBERETEyygAioiIiHgZBUARERERL6MAKCIiIuJlFABFREREvIwCoIiIiIiXUQAUERER8TIKgCIiIiJeRgFQRERExMsoAIqIiIh4GQVAERERES+jACgiIiLiZRQARURERLyMAqCIiIiIlymRnw85HA4AUlJSirUYEREREbk+WTktK7ddS74CYGpqKgDVqlUrRFkiIiIiUtxSU1MJCwu75mdsjnzERLvdzuHDhwkJCcFmsxVZgSIiIiJSNBwOB6mpqdxwww34+Fz7Lr98BUARERER8RyaBCIiIiLiZRQARURERLyMAqCIiIiIl1EAFBEREfEyCoAiIiIiXkYBUERERMTLKACKiIiIeJn/Dw751HWuY9xHAAAAAElFTkSuQmCC", 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", 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" ] @@ -148,7 +161,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "" ] @@ -173,7 +186,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "2263838f", "metadata": {}, "outputs": [], @@ -212,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "9d2fbc22", "metadata": {}, "outputs": [], @@ -223,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "3f1706ee", "metadata": {}, "outputs": [], @@ -233,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "710285ca", "metadata": {}, "outputs": [], @@ -262,7 +275,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "3f394a0d", "metadata": { "scrolled": true @@ -282,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "fb839094", "metadata": {}, "outputs": [ @@ -298,7 +311,7 @@ "298.15 " ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -310,7 +323,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "e83630f0", "metadata": {}, "outputs": [], @@ -331,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "7adf42d6", "metadata": {}, "outputs": [], @@ -352,7 +365,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "44ba94ca", "metadata": {}, "outputs": [], @@ -388,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "66666a80", "metadata": {}, "outputs": [], @@ -410,12 +423,14 @@ " sysA = openfe.ChemicalSystem(sysA_dict, name=f\"{mapping.componentA.name}_{leg}\")\n", " sysB = openfe.ChemicalSystem(sysB_dict, name=f\"{mapping.componentB.name}_{leg}\")\n", " \n", + " prefix = \"easy_rbfe_\" # prefix is only to exactly reproduce CLI\n", + " \n", " transformation = openfe.Transformation(\n", " stateA=sysA,\n", " stateB=sysB,\n", " mapping={'ligand': mapping},\n", " protocol=protocol, # use protocol created above\n", - " name=f\"{sysA.name}_{sysB.name}\"\n", + " name=f\"{prefix}{sysA.name}_{sysB.name}\"\n", " )\n", " transformations.append(transformation)\n", "\n", @@ -434,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "d6cebd9a", "metadata": {}, "outputs": [], @@ -451,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "id": "b96b57a9", "metadata": {}, "outputs": [ @@ -459,24 +474,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "lig_ejm_31_complex_lig_ejm_42_complex.json\r\n", - "lig_ejm_31_complex_lig_ejm_46_complex.json\r\n", - "lig_ejm_31_complex_lig_ejm_47_complex.json\r\n", - "lig_ejm_31_complex_lig_ejm_48_complex.json\r\n", - "lig_ejm_31_complex_lig_ejm_50_complex.json\r\n", - "lig_ejm_31_solvent_lig_ejm_42_solvent.json\r\n", - "lig_ejm_31_solvent_lig_ejm_46_solvent.json\r\n", - "lig_ejm_31_solvent_lig_ejm_47_solvent.json\r\n", - "lig_ejm_31_solvent_lig_ejm_48_solvent.json\r\n", - "lig_ejm_31_solvent_lig_ejm_50_solvent.json\r\n", - "lig_ejm_42_complex_lig_ejm_43_complex.json\r\n", - "lig_ejm_42_solvent_lig_ejm_43_solvent.json\r\n", - "lig_ejm_46_complex_lig_jmc_23_complex.json\r\n", - "lig_ejm_46_complex_lig_jmc_27_complex.json\r\n", - "lig_ejm_46_complex_lig_jmc_28_complex.json\r\n", - "lig_ejm_46_solvent_lig_jmc_23_solvent.json\r\n", - "lig_ejm_46_solvent_lig_jmc_27_solvent.json\r\n", - "lig_ejm_46_solvent_lig_jmc_28_solvent.json\r\n" + "easy_rbfe_lig_ejm_31_complex_lig_ejm_42_complex.json\r\n", + "easy_rbfe_lig_ejm_31_complex_lig_ejm_46_complex.json\r\n", + "easy_rbfe_lig_ejm_31_complex_lig_ejm_47_complex.json\r\n", + "easy_rbfe_lig_ejm_31_complex_lig_ejm_48_complex.json\r\n", + "easy_rbfe_lig_ejm_31_complex_lig_ejm_50_complex.json\r\n", + "easy_rbfe_lig_ejm_31_solvent_lig_ejm_42_solvent.json\r\n", + "easy_rbfe_lig_ejm_31_solvent_lig_ejm_46_solvent.json\r\n", + "easy_rbfe_lig_ejm_31_solvent_lig_ejm_47_solvent.json\r\n", + "easy_rbfe_lig_ejm_31_solvent_lig_ejm_48_solvent.json\r\n", + "easy_rbfe_lig_ejm_31_solvent_lig_ejm_50_solvent.json\r\n", + "easy_rbfe_lig_ejm_42_complex_lig_ejm_43_complex.json\r\n", + "easy_rbfe_lig_ejm_42_solvent_lig_ejm_43_solvent.json\r\n", + "easy_rbfe_lig_ejm_46_complex_lig_jmc_23_complex.json\r\n", + "easy_rbfe_lig_ejm_46_complex_lig_jmc_27_complex.json\r\n", + "easy_rbfe_lig_ejm_46_complex_lig_jmc_28_complex.json\r\n", + "easy_rbfe_lig_ejm_46_solvent_lig_jmc_23_solvent.json\r\n", + "easy_rbfe_lig_ejm_46_solvent_lig_jmc_27_solvent.json\r\n", + "easy_rbfe_lig_ejm_46_solvent_lig_jmc_28_solvent.json\r\n" ] } ],