diff --git a/rbfe_tutorial/cli_tutorial.md b/rbfe_tutorial/cli_tutorial.md index 506adee..08e55c1 100644 --- a/rbfe_tutorial/cli_tutorial.md +++ b/rbfe_tutorial/cli_tutorial.md @@ -80,8 +80,14 @@ better view of the structure, and if you click on the edge, you will see the mapping for that edge. The files that describe each individual simulation we will run are located in the -`transformations` subdirectory. Each JSON file represents a single alchemical leg to run, -and contains all the necessary information to run that leg. +`transformations` subdirectory. Each JSON file represents a single alchemical +leg to run, and contains all the necessary information to run that leg. A +single RBFE between a pair of ligands requires running two legs of an alchemical cycle (JSON files): +one for the ligand in solvent, and one for the ligand complexed with the +protein. The results from these two simulations can then be combined to obtained a single $\Delta\Delta G$ relative binding free energy value. Filenames indicate ligand names as taken from the SDF; for example, +the file `easy_rbfe_lig_ejm_31_complex_lig_ejm_42_complex.json` is the leg +associated with the tranformation of the ligand `lig_ejm_31` into `lig_ejm_42` +while in complex with the protein. Note that this specific setup makes a number of choices for you. All of these choices can be customized in the Python API. Here are the specifics on @@ -100,7 +106,26 @@ how these simulation are set up: For this tutorial, we have precalculated data that you can load, since running the simulations can take a long time. However, you could, in principle, -run each simulation on your local machine with something like: +run each simulation on your local machine. + +You can run each leg individually by using the `openfe quickrun` command. It +takes a transformation JSON as input, and the flags `-o` to give the final +output JSON file and `-d` for the directory where simulation results should be +stored. For example, + +```bash +openfe quickrun path/to/transformation.json -o results.json -d working-directory +``` + +where `path/to/transformation.json` is the path to one of the files created above. + +When running a complete network of simulations, it is important to ensure that +the file name for the result JSON and name of the working directory are +different for each leg, otherwise you'll overwrite results. We recommend doing +that with something like the following, which uses the fact that the JSON files +in `network_setup/transformations/` have unique names, and creates directories +and result JSON files based on those names. To run all legs sequentially (not +recommended) you could do something like: ```bash # this will take a very long time! don't actually do it! @@ -130,6 +155,11 @@ for file in setup/transformations/*.json; do done ``` +Note that the exact structure of the results directory is not important, as +long as all result JSON files are contained within a single directory tree. The +approach listed here is what was used for the example results that we'll +download in the next section. + ## Gathering the results To get example data, use the following commands: diff --git a/rbfe_tutorial/python_tutorial.ipynb b/rbfe_tutorial/python_tutorial.ipynb index 900e818..7375d89 100644 --- a/rbfe_tutorial/python_tutorial.ipynb +++ b/rbfe_tutorial/python_tutorial.ipynb @@ -9,7 +9,7 @@ "\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", - "With the CLI, all the steps here were performed by the `openfe plan-rhfe-network` command. However, that command offers little room for customization. Using the Python interface gives us the ability to customize all aspects of how our simulation runs." + "With the CLI, all the steps here were performed by the `openfe plan-rbfe-network` command. However, that command offers little room for customization. Using the Python interface gives us the ability to customize all aspects of how our simulation runs. This tutorial provides a step-by-step Python guide to reproducing the setup done in the CLI tutorial, highlighting areas where the Python interface enables customization." ] }, { @@ -90,7 +90,22 @@ "execution_count": 4, "id": "f6e7bce5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "70feb1fa9a6643089188a56eabbc58a0", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 18%|#7 | 8/45 [00:01<00:07, 5.12it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ligand_network = network_planner(\n", " ligands=ligands,\n", @@ -115,7 +130,7 @@ "outputs": [ { "data": { - "image/png": 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", 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ya9WCevWMkcJNmyBfPrPTiSSP1WqlT58+nD59mmLFijFv3jwsKbmWQ0SeiMVqtVof96aIiAiyZctGeHg4WW3pJ6PIfUJCjNXAx48bo2gpNXKkMTq4a1fKjyUiMHPmTAYNGkSGDBnYvXs31R62/F1Eki05fU3XAIpdW7nSWL1bsqRR+gYPNlbLprT8Wa1w8qRxG7jKlVMnq4iz+/nnn3nzzTcB+OSTT1T+REykKWCxa5GR0L+/MU3as6cxFbx6tfHahAl3t3e5/9GixaOPGx5u3FkkY0Zjf78nlZIMIo4kIiKCjh07cvv2bdq2bcvrr79udiQRp6YpYHFYV68ajwfx8IACBZwjg4jZrFYrnTt3JjAwkMKFC3Pw4EFy5MhhdiwRh6MpYBGMTZ3N/hljCxlEzDZ//nwCAwNxdXUlMDBQ5U/EBmgKWERE0sxvv/3GoEGDAJgwYQK1atUyOZGIgAqgiIikkZs3b9KhQwdu3bpF8+bNGTZsmNmRROT/qQCKiEiaGDhwIH/++Sf58+dn0aJFuLjoR46IrdCfRhERSXWLFi1i4cKFuLi4sHTpUnI/6gbbIpLuVABF7hMVFcWAAQOoUqUKNWrUYMOGDWZHErErR44coX///gCMHTuW+vXrm5xIRO6nAihyH09PT6ZOnUqZMmXYv38/rVq14tNPPzU7lohdiI6OpmPHjty8eZOGDRsyKuEG3SJiU1QARR4gY8aMLF68mMGDBwMwZMgQ3n77bZKwbaaIUxs6dCiHDx8md+7cLFmyBFdXV7MjicgDqACKPISLiwtTp07lww8/BGDixIn07t2b2NhYk5OJ2Kbly5czZ84cLBYLixcvJl++fGZHEpGHUAEUeQSLxcLbb7/Nl19+iaurKwsXLqR9+/ZERUWZHU3Eppw4cYJXXnkFgJEjR9K0aVOTE4nIo6gAiiRBr169WLlyJZkyZWLdunU0adKEqw+7x5uIk4mJiaFjx45ERERQp04dxo0bZ3YkEXkMFUCRJHr++efZtm0b3t7e7N69m3r16nHu3DmzY4mY7u233+bAgQPkyJGDgIAA3Nx0l1ERW6cCKJIMderUYdeuXRQoUIA//viD2rVr8+eff5odS8Q0q1evTlwlv3DhQgoVKmRuIBFJEhVAkWQqX748u3fvpnTp0pw9e5a6deuyd+9es2OJpLvTp0/Ts2dPwFj9+/zzz5sbSESSTAVQ5AkULlyYXbt2UbNmTa5evYqvr682jBancufOHfz8/Lh+/TrVq1dPXC0vIvZBBVDkCeXKlYugoCBatGhBdHQ0bdq0YdGiRWbHEkkXo0ePZs+ePWTLlo1ly5aRMWNGsyOJSDKoAIqkQObMmVm9ejXdunUjLi6OHj168Mknn5gdSyRNbdq0iYkTJwLwxRdf8NRTT5mcSESSSwVQJIUyZMjAwoULGTZsGADDhw9n2LBhxMfHm5xMJPVduHCBbt26AdC/f39eeuklkxOJyJNQARRJBS4uLnzyySeJo3+TJ0+mR48e3Llzx+RkIqknLi6Ozp07888///DMM88wefJksyOJyBNSARRJRcOGDWPRokW4ubmxePFi2rRpw82bN82OJZIq3n//fb7//nu8vLxYvnw5mTJlMjuSiDwhFUCRVNatWzfWrFmDp6cnmzZtwtfXl3/++cfsWCIpEhwczHvvvQfA3LlzKVWqlMmJRCQlVABF0kCLFi0ICgoiR44c/Pjjj9StW5fTp0+bHUvkiYSFhdGlSxesVit9+vShc+fOZkcSkRRSARRJI88++yy7du2iUKFCHD16lDp16vDbb7+ZHUskWeLj4+nWrRuXLl2iXLlyTJ8+3exIIpIKVABF0lDZsmXZvXs35cqV4/z589SrV49du3aZHUskySZOnMiWLVvw8PBg+fLleHp6mh1JRFKBCqBIGitYsCA7d+6kdu3aXL9+nSZNmrB27VqzY4k81q5duxg9ejQAM2fOpHz58iYnEpHUogIokg5y5MjB1q1bad26Nbdu3aJ9+/Z8+eWXZscSeagrV67g5+dHXFwcXbp0oVevXmZHEpFUpAIokk48PT1ZuXIlvXr1Ii4ujj59+vDhhx9itVrNjiZyD6vVSs+ePTl37hwlS5Zk9uzZWCwWs2OJSCpSARRJR25ubsyfP5+3334bgHfeeYchQ4boriFiUz799FPWrVuHu7s7y5cvJ0uWLGZHEpFUpgIoks4sFgsffvghU6dOBWDatGl07dqV27dvm5xMBH788UdGjBgBwJQpU6hUqZK5gUQkTagAipjkjTfeYOnSpWTIkIGAgABat25NZGSk2bHEiV2/fp1OnTpx584dXnzxRV577TWzI4lIGlEBFDGRn58f69atI3PmzGzduhVfX1/CwsLMjiVOyGq18sorr3Dq1CmeeuopvvjiC133J+LAVABFTNa0aVO2b99Orly5+Omnn6hbty6nTp0yO5Y4mTlz5vDtt9+SIUMGli1bhre3t9mRRCQNqQCK2IDq1asTEhJCkSJFOHbsGLVr1+aXX34xO5Y4iUOHDjFkyBDA2Pi5evXqJicSkbSmAihiI0qVKsXu3bupWLEily5d4rnnnuP77783O5Y4uMjISDp06EBMTAytW7fmjTfeMDuSiKQDFUARG5I/f35++OEH6tWrR0REBM2aNWPlypVmxxIHZbVa8ff359ixYxQsWJCFCxfquj8RJ6ECKGJjvL292bx5M+3atSMmJoaXXnqJefPmmR1LHNCCBQtYunQprq6uBAQEkDNnTrMjiUg6UQEUsUEeHh588803vPLKK8THx9OvXz/ef/993TVEUs3vv//OwIEDAXj//fepW7euyYlEJD2pAIrYKDc3N+bOncvo0aMBGDNmDIMGDSIuLs7kZGLvoqKi6NChA9HR0TRp0iRx42cRcR4qgCI2zGKx8N577zFjxgwsFgufffYZfn5+xMTEmB1N7Njrr7/OH3/8Qd68efn6669xcdGPAkkbDRpAwrqiokXh00/T79zvvgu6kc3D6U+9iB0YOHAggYGBZMiQgW+++YaWLVsSERFhdiyxQ0uWLGH+/PlYLBaWLFmCj4+P2ZHESezfD6++mn7nGzYMgoLS51wxMUbZtFjg0KG7z1+5As2bQ/784O4OhQrBwIFgC399qwCK2IkOHTqwceNGvLy8CA4OpkGDBoSGhpodS+zIX3/9hb+/PwCjR4/G19fX5ETiTHLnBk/P9Duflxek17qm4cONknc/Fxdo2xbWrIG//oKFC2HbNvj/P4amUgEUsSONGjXi+++/J0+ePBw8eJA6depw4sQJs2OJHbh16xYdO3bkxo0b1K9fnzFjxpgdSZzM/VPAR45A3bqQKROUK2cUI4sFVq1K2vHOn4eOHSF7dqPotW0Lf/999/X7p4B79oR27WDCBPDxAW9vGDcOYmPhrbcgRw4oWBC+/DJ539fGjbBlC0ya9N/XsmeH116DatWgSBFo1Aj694edO5N3jrSgAihiZ6pUqUJISAjFihXjxIkT1KlTh4MHD5odS2zcsGHDOHToELly5Urc+kXELPHxRhnz9IR9+2DePBg1Kumfj4qChg2NUb4ffoBdu4yvmzeH27cf/rngYLhwwfjMlClGSWzd2ihq+/YZI3P+/nD2bNJyhIbCK6/A118nbXTzwgVYsQLq10/a8dOSCqCIHSpRogQhISFUqlSJ0NBQ6tevz/bt282OJTbqu+++47PPPgPg66+/Jv+D5qpE0tGWLXDiBCxaBM88Y4wEjh+f9M8HBhrTq198ARUrQtmysGABnDkDO3Y8/HM5csD06VC6NPTubfw3KgreeQdKloSRIyFjRggJeXwGq9UYVfT3N0b4HsXPzyiIBQpA1qxGbrOpAIrYqbx58/L999/TsGFDIiMjad68Od98843ZscTGnDx5kj59+gAwYsQImjdvbnIiETh61FgQkTfv3edq1Ej65w8cgOPHIUsWY+TPy8sod7duGcXyYcqXN4pjAh8fo0AmcHU1ppPDwh6fYcYMYzHHyJGPf+/UqfDzz8b09okTMHTo4z+T1tzMDiAiTy5r1qxs2LCBbt268e2339KxY0cuX75M//79zY4mNuD27dt06tSJ8PBwatWqxfvvv292JBHAGD1LyV0H4+OhalVYsuS/r+XO/fDPZchw768tlgc/Fx//+AzBwbB3r7G699+qVYMuXeCrr+4+lzev8ShTxiiY9erB6NGQL9/jz5NWNAIoYucyZcpEYGAgr732GlarlQEDBjBmzBjdNUQYOXIk+/fvJ3v27AQEBJDh/p90IiYpU8aYrv33Rgb79yf981WqwLFjkCcPlChx7yNbttTP+yDTp8Mvvxjbvhw6BBs2GM8vW/bo6eyEv5rN3s5VBVDEAbi6uvLZZ58xbtw4wLi1l7+/v+4a4sTWrl3LlClTAOOev0WKFDE5kchdTZpA8eLQowccPmxcc5ewCCQpI4NdukCuXMbK35074dQp+P57GDwYzp1L2+wJCheGChXuPkqVMp4vXtxYTQxGKVywAH77zVihvGGDsSq4Th1jVbSZVABFHITFYmHMmDHMmTMHFxcX5s2bx8svv8ytW7fMjibp7OzZs/Ts2ROAwYMH07ZtW3MDidzH1dW4Hu7GDaheHfr2hf/9z3gtU6bHf97T01jJW7gwvPCCsQikd2+IjjYWWdgKDw/4/HNjkUvZssZdUVq3hnXrzE4GFmsS5okiIiLIli0b4eHhZLWl/2VF5IFWrFiBn58ft2/f5rnnnmP16tV4e3ubHUvSQWxsLA0aNCAkJISqVasSEhKC+/0XKYnYoJAQoygdP26MoqXUyJHG6OCuXSk/lr1ITl/TCKCIA3rhhRfYvHkzWbNm5YcffqB+/fpcvHjR7FiSDsaOHUtISAhZsmRh2bJlKn9is1auhK1bjanRbduM28TVqZPy8me1Gittg4KMVb/yYCqAIg6qQYMG/PDDD+TNm5fDhw9Tu3Ztjh07ZnYsSUNbtmzhww8/BOCLL76geGoMo4ikkchI464YZcoY++lVrw6rVxuvTZhwd3uX+x8tWjz6uOHhxp1FMmY09vd7UinJYA80BSzi4E6ePEmzZs04fvw4uXPnZsOGDVR73K6lYncuXrxIpUqVCAsLo1+/fsyZM8fsSCJP7OpV4/EgHh7GhsrOkCG5ktPXVABFnEBYWBgtW7bkwIEDeHl5sWLFCpo0aWJ2LEklcXFxNG3alODgYJ5++mn27t2Lh4eH2bFEJJ3pGkARuUeePHnYvn07jRo14saNG7Rq1YrAwECzY0kqGT9+PMHBwWTOnJlly5ap/InIY6kAijiJLFmysH79ejp27MidO3fw8/Nj+vTpZseSFNqxY0fi/o+zZ8+mTJkyJicSEXugAijiRNzd3Vm6dCmDBg0CjD3iRo0apbuG2KnLly/TuXNn4uPj6dmzJ926dTM7kojYCRVAESfj4uLCtGnTmDBhAgATJkzglVdeITY21uRkkhzx8fF0796dixcvUqZMGWbOnGl2JBGxIyqAIk7IYrEwcuRIvvjiC1xcXJg/fz4vvvgi0dHRZkeTJJo0aRKbNm0iU6ZMLF++nMyZM5sdSYRDhw7xwgsvUKVKFapUqcLbb7/N1YctpRVTaRWwiJNbs2YNHTt25NatW9StW5c1a9aQPXt2s2PJI+zevZvnnnuOuLg45s2bxyuvvGJ2JHFy0dHRzJw5k8DAQKxWK7ly5WLkyJE0bNjQ7GhORdvAiEiy7Ny5kzZt2nD9+nXKly/P5s2bKWCLm1wJV69epXLlypw5c4ZOnTqxdOlSLBaL2bFExAZoGxgRSZZ69erxww8/kD9/fn7//Xdq167NkSNHzI4l97FarfTu3ZszZ85QvHhx5s6dq/InIk9EBVBEAKhYsSK7d++mdOnSnDlzhrp167Jv3z6zY8m/zJgxg9WrV5MxY0aWL1+uGRkReWIqgCKSqEiRIuzatYsaNWpw5coVfH192bRpk9mxBPjpp58YNmwYYCwAqVKlismJRMSeqQCKyD1y5cpFUFAQzZo1Iyoqiueff57FixebHcuphYeHJ27g3b59ewYOHGh2JBGxcyqAIvIfXl5erFmzhi5duhAbG0u3bt2YMmWK2bGcktVq5dVXX+XkyZMUKVKE+fPn67o/EUkxFUAReaCMGTOyaNEihgwZAsCbb77J8OHDddeQdDZv3jyWL1+Om5sbgYGB2qJHRFKFCqCIPJSLiwuTJ09m4sSJAHzyySf06tWLO3fumJzMORw+fJjBgwcD8OGHH/Lss8+anEhsQYMG8MYbxtdFi8Knn6bfud99FypVSr/zSdpRARSRR7JYLAwfPpyFCxfi6urKV199Rbt27bh586bZ0RzajRs36NChAzExMbRs2ZKhQ4eaHUls0P798Oqr6Xe+YcMgKCh9zhUTY5RNiwUOHbr7/C+/gJ8fFCoEHh5QtixMm5Y+mRyJCqCIJEmPHj1YvXo1Hh4ebNiwgcaNG3PlyhWzYzmsAQMGcPToUfLnz89XX32Fi4v+upb/yp0bPD3T73xeXpAzZ/qca/hwyJ//v88fOGB834sXw++/w6hRMHIk6HbYyaO/UUQkyVq1akVQUBDZs2dn79691KtXj7Nnz5ody+F89dVXLFq0CBcXFwICAsiVK5fZkcRG3T8FfOQI1K0LmTJBuXKwbZsxgrZqVdKOd/48dOwI2bMbRa9tW/j777uv3z8F3LMntGsHEyaAjw94e8O4cRAbC2+9BTlyQMGC8OWXyfu+Nm6ELVtg0qT/vta7N0yfDvXrQ7Fi0LUr9OoFK1Yk7xzOTgVQRJKlVq1a7Nq1i4IFC/Lnn39Su3Zt/vjjD7NjOYw///yT/v37AzBu3Diee+45kxOJvYiPN8qYpyfs2wfz5hmjY0kVFQUNGxqjfD/8ALt2GV83bw63bz/8c8HBcOGC8ZkpU4yS2Lq1USL37QN/f+OR1H8rhobCK6/A118nfXQzPNwom5J0KoAikmzlypVj9+7dlC1blnPnzlG3bl327Nljdiy7Fx0dTYcOHYiKiqJRo0aMHDnS7EhiR7ZsgRMnYNEieOYZYyRw/Pikfz4wEFxc4IsvoGJF49q6BQvgzBnYsePhn8uRwxiRK13aGJ0rXdook++8AyVLGtOzGTNCSMjjM1itxqiivz9Uq5a03Hv2wPLl0K9f0t4vBhVAEXkihQoVYteuXdSqVYtr167RqFEj1q9fb3Ysu/bGG2/w22+/kSdPHhYvXoyrq6vZkcSOHD1qLIzIm/fuczVqJP3zBw7A8eOQJYsx8uflZZS7W7eMYvkw5csbxTGBj49RIBO4uhrTyWFhj88wYwZERBilMSl+/92Yph4zBpo0SdpnxKACKCJPLEeOHGzbto1WrVoRHR1N27Zt+eqrr8yOZZcCAwOZN28eFouFJUuWkPffP8VFksBqNa73e1Lx8VC1qrHi9t+Pv/6Czp0f/rkMGe79tcXy4Ofi4x+fITgY9u4Fd3dwc4MSJYznq1WDHj3ufe8ff4CvrzFd/L//Pf7Yci8VQBFJEU9PT1auXEmPHj2Ii4ujZ8+efPzxx9owOhmOHz/Oq/+/l8eoUaNo3LixyYnEHpUpY0zXhobefW7//qR/vkoVOHYM8uQxite/H9mypX7eB5k+3djmJaF8bthgPL9s2b3T2b//blyv2KNH8qa55S4VQBFJsQwZMrBgwQKGDx8OwIgRI3jzzTeJT8o/+Z1cTEwMHTp0IDIyknr16jF27FizI4mdatIEihc3StHhw8Y1dwmLQJIyMtilC+TKZUyp7twJp07B99/D4MFw7lzaZk9QuDBUqHD3UaqU8Xzx4sZqYrhb/po0gaFD4dIl43H5cvpkdBQqgCKSKiwWCxMnTmTy5MkATJ06lW7dunH7UcsHhbfeeouDBw+SM2dOli5dipubm9mRxE65uhrbvdy4AdWrQ9++d6dGM2V6/Oc9PY2VvIULwwsvGItAeveG6GjImjVNoyfLN98YZW/JEsiX7+6jenWzk9kXizUJ8zQRERFky5aN8PBwstrS7wIRsUmLFy+mV69exMbG0qxZM7799lu8vLzMjmVzVq5cyQsvvADAunXraNWqlcmJxNGEhBirgY8fN0bRUmrkSGN0cNeulB9LUl9y+ppGAEUk1XXt2pW1a9fi6enJ5s2b8fX15bLmZ+7x999/07t3bwCGDRum8ifEx8fz66+/8u233z7xMVauhK1bjc2bt20zbhNXp07Ky5/VaqwEDgoyVv2K/VMBFJE00bx5c4KDg8mZMyf79++nbt26nD592uxYNuHOnTt06tSJ69evU7NmTcbrKnanFB0dzQ8//MCHH35Iq1atyJkzJ08//TQTJkx44mNGRkL//saCkJ49jWnR1auN1yZMuLu9y/2PFi0efdzwcOPOIhkzGvv7PamUZJDUpSlgEUlTR44coVmzZpw5c4b8+fOzadMmKv57kzAnNHz4cD755BOyZcvGoUOHKFq0qNmRJB38888/hISEsGvXLkJCQvjpp5+4c+fOPe/JnDkz3bp1Y/bs2al+/qtXjceDeHhAgQKpfkqbzODIktPXVABFJM2dP3+e5s2b89tvv5EtWzbWrl1LvXr1zI5lig0bNiRO93733XeJ1wCKY7FarZw4cYJdu3YlFr4jR47853358uWjbt261K1blzp16vDMM89oIZA8MRVAEbE5165do02bNuzatYtMmTIRGBhI27ZtzY6Vrs6dO0elSpW4cuUKAwcOZMaMGWZHklRy584dDh06lFj4du3aRdgDbn1Rrly5xMJXt25dihYtiiUluzeL/IsKoIjYpOjoaDp16sSaNWtwcXFh7ty59O3b1+xY6SI2NhZfX1927txJ5cqV2b17N5mSsjeH2KSIiAj27NmTOKW7b98+oqKi7nlPxowZqV69emLZq127Njly5DApsTiD5PQ1jTOLSLrx8PDgu+++w9/fn/nz5/PKK68QFhbGyJEjHX4UZNy4cezcuRMvLy+WLVum8mdnzp07d8907uHDh/+z0XmOHDmoU6cOderUoW7dulStWlX/P4vNUgEUkXTl5ubG559/Tt68eRk/fjyjRo3i0qVLfPrpp7i4OObGBNu2bUtc6fv5559TsmRJkxPJo8THx/P777/fU/getIK9WLFiidfu1a1blzJlyjjs72FxPCqAIpLuLBYLH3zwAT4+PgwePJgZM2YQFhbGV199hbu7u9nxUtWlS5fo2rUrVquVV155hU6dOpkdSe4THR3N/v37Ewvf7t27CQ8Pv+c9rq6uVKpU6Z4FG/ny5TMpsUjKqQCKiGkGDRpE7ty56d69O8uWLePKlSusWLGCLFmymB0tVcTFxdG1a1dCQ0OpUKECn376qdmRBLh8+TIhISGJ1+8dOHDgP9uxeHl58eyzzyYWvpo1a+puNuJQVABFxFSdOnUiV65ctG/fnm3bttGwYUM2bNhAnjx5zI6WYh999BFBQUF4enqybNkyPD09zY7kdKxWK8ePH0+cyt21axdHjx79z/vy5ctHvXr1Eqdzn376aW3HIg5Nq4BFxCb89NNPtGzZksuXL1OiRAk2b95MsWLFzI71xHbu3EmDBg2Ij49nwYIF9OzZ0+xITuHOnTscPHjwnuv3HrQdS/ny5e+5fk/bsYgj0DYwImKXjh07RtOmTfn777/JmzcvGzdupFKlSmbHSrZ//vmHSpUqcf78ebp168ZXX32lcpFGwsPD2bt3b2Lh27dvH9HR0fe8x93d/Z7tWGrVqqXtWMQhqQCKiN26ePEizZs35/Dhw2TNmpXVq1fToEEDs2MlWXx8PG3atGH9+vWUKlWKAwcO6NqxVHT27Nl7pnMPHz7M/T/GErZjSSh8VatWdbjFRSIPon0ARcRu5cuXjx9++IG2bdvy/fff06xZM5YuXcqLL75odrQkmTp1KuvXr8fd3Z3ly5er/KVAXFxc4nYsCYXvzJkz/3lf8eLF7yl8pUuX1nYsIo+hEUARsUm3bt2iS5curFixAovFwqxZs/D39zc71iPt27ePunXrEhsby+zZs20+r62Jioq6ZzuWPXv2PHA7lsqVKydev6ftWETu0gigiNi9TJkysXz5cgYMGMDcuXN57bXXCA0NZcyYMTZ5Pd21a9fo2LEjsbGxvPzyy/Tr18/sSDYvYTuWhML3888/P3A7llq1aiWO7tWoUUOjqiKpQAVQRGyWq6srs2fPJm/evIwbN453332X0NBQZsyYgaurq9nxElmtVvr06cPp06cpVqwYn3/+uU2WVDNZrVaOHTt2T+H766+//vO+/PnzJ5a9unXrUrFiRW3HIpIG9KdKRGyaxWLh3XffxcfHhwEDBjB79mzCwsJYvHixzdxn9bPPPmPlypVkyJCBZcuWkS1bNrMjme727duJ27EklL7Lly//530VKlS45/q9IkWKqDyLpAMVQBGxC6+99hq5c+emS5cufPfdd1y5coVVq1aZXrZ+/vln3nzzTQA++eQTqlWrZmoes4SHh7Nnz57Ewvew7Vhq1KiReP2etmMRMY8WgYiIXdm+fTtt27YlMjKSSpUqsXHjRvLmzWtKloiICKpWrcrx48dp06YNq1atcprRqzNnztwznfvrr7/+ZzuWnDlzJo7u1alTR9uxiKQx7QMoIg7t4MGDtGjRgtDQUIoVK8bmzZspUaJEumawWq107tyZwMBAChUqxKFDhxx2NCsuLo7ffvvtnsJ39uzZ/7yvePHi91y/V7p0aacpxCK2QKuARcShVa5cmZCQEJo1a8aJEyeoU6cOGzdupEqVKumWYf78+QQGBuLq6kpgYKBDlb+oqCh+/PHHxOnc3bt3ExERcc97XF1dqVKlyj0jfGaNxIpI8qkAiohdKl68OCEhIbRo0YKDBw9Sv359Vq1aRaNGjdL83L/99huDBg0CYPz48dSuXTvNz5mWwsLCEkf3QkJCOHDgALGxsfe8x8vLi9q1ayeWvZo1a5I5c2aTEotISmkKWETs2o0bNxg2bBg//vgjGTJk4P3336dp06Zpdr7o6Gi6du3KqVOnqF27NtOnT7eru05YrVbOnDnDoUOHOHjwIL/88gsHDhz4z5RugQIFEqdy69Spo+1YROyArgEUEZEki46Opk2bNpQoUSKx9BUuXFjX74nYGV0DKCIiSebh4cHWrVvNjiEi6ch+5i1EREREJFWoAIqIiIg4GRVAERERESejAigiIiLiZFQARcQhNGgAb7xhfF20KHz6afqd+913oVKl9DufiEhKqQCKiMPZvx9efTX9zjdsGAQFpe052rSBwoUhUybIlw+6dYMLF+59z+DBULUquLurkIrIo6kAiojDyZ0bPD3T73xeXpAzZ9qeo2FDWL4cjh6F776DEyfgpZfufY/VCr17Q8eOaZtFROyfCqCIOJz7p4CPHIG6dY3Rs3LlYNs2sFhg1aqkHe/8eaNUZc9uFL22beHvv+++fv8UcM+e0K4dTJgAPj7g7Q3jxkFsLLz1FuTIAQULwpdfJv17GjIEnn0WihSB2rXh7bdh7164c+fue6ZPhwEDoFixpB9XRJyTCqCIOLT4eKOMeXrCvn0wbx6MGpX0z0dFGaNvXl7www+wa5fxdfPmcPv2wz8XHGxM0f7wA0yZYpTE1q2NErlvH/j7G4/77sCWJFevwpIlRhHMkCH5nxcRUQEUEYe2ZYsxXbpoETzzjDESOH580j8fGAguLvDFF1CxIpQtCwsWwJkzsGPHwz+XI4cxIle6tDEtW7q0USbfeQdKloSRIyFjRggJSXqWESMgc2ZjFPLMGVi9OumfFRH5NxVAEXFoR49CoUKQN+/d52rUSPrnDxyA48chSxZj5M/Lyyh3t24ZxfJhypc3imMCHx+jQCZwdTWKXFhY0rO89RYcPGiUWldX6N7duO5PRCS5dC9gEXFoVqtxvd+Tio83VtYuWfLf13Lnfvjn7p+atVge/Fx8fNKz5MplPEqVMkYiCxUyrgOsVSvpxxARARVAEXFwZcoY06WhocYoHBjbxCRVlSqwbBnkyQNZs6ZNxieRMPIXE2NuDhGxT5oCFhGH1qQJFC8OPXrA4cPGNXcJi0CSMjLYpYsx6ta2LezcCadOwfffG3vunTuXttkT/PgjzJwJhw7B6dOwfTt07mx8X/8e/Tt+3HjPpUsQHW18fejQoxeriIhzUgEUEYfm6mps93LjBlSvDn37wv/+Z7yWKdPjP+/paazkLVwYXnjBmHrt3dsoWOk1IujhAStWQKNGdxeVVKhgFFF397vv69sXKleGuXPhr7+MrytX/u+G0SIiFqv18ZcQR0REkC1bNsLDw8lqS3MgIiJPICTEWA18/LgxipZSI0cao4O7dqX8WCIiTyo5fU3XAIqIw1u50li9W7KkUfoGD4Y6dVJe/qxWOHnSuA1c5cqpk1VEJD1oClhEHF5kJPTvbywI6dnTmApO2ENvwoS727vc/2jR4tHHDQ837iySMaOxv9+TSkkGEZEnoSlgEXFqV68ajwfx8IACBZwjg4jYP00Bi4gkUY4cxsPZM4iIc9EUsIiIiIiTUQEUERERcTIqgCIiIiJORgVQRERExMmoAIqIw7l27RovvfQSVapUoWXLllxIwq0wjh07RpUqVWjUqFE6JBQRMZdWAYuIQ7ly5Qq+vr4cPnyY/Pnz880335A/f/7Hfi5DhgwcPHiQTEm5P5yIiJ3TCKCIOIxr167RpEkTDh8+TN68eQkODqZ4Em/34eXlBcCtW7eIjY1Ny5giIqZTARQRhxAeHk6zZs04ePAguXPnJigoiNKlSyf581myZEn8+ubNm2kRUUTEZqgAiojdi4yMpHnz5uzfv5+cOXMSFBREuXLlknWMjBkz4ubmlng8ERFHpgIoInbt5s2btGzZkr1795I9e3a2bdtGxYoVk30ci8WSOAp448aN1I4pImJTVABFxG5FRUXRunVrdu3aRbZs2di6dSuVKlV64uMlXAeoEUARcXQqgCJil27dukXbtm3ZsWMHWbJkYfPmzVStWjVFx9QIoIg4CxVAEbE7MTExtG/fnm3btpE5c2Y2btxIzZo1U3xcjQCKiLNQARQRu3L79m1efvllNm3ahIeHB+vXr6dOnTqpcmyNAIqIs1ABFBG7cefOHTp16sTatWvJlCkTa9eupX79+ql2fI0AioizUAEUEbsQGxtL165dWblyJRkzZmTVqlWpftu2hAKoEUARcXQqgCJi8+Li4ujZsyfLly8nQ4YMrFixgmbNmqX6eRKmgDUCKCKOTgVQRGxafHw8ffv2ZcmSJbi5ufHNN9/QqlWrNDmXRgBFxFmoAIqIzYqPj6dfv34sXLgQV1dXAgICaNu2bZqdTyOAIuIsVABFxCZZrVYGDhzIF198gYuLC19//TUvvfRSmp5TI4Ai4ixUAEXE5litVoYMGcLs2bOxWCwsWLAAPz+/ND+vRgBFxFmoAIqITbFarQwfPpxp06YB8MUXX9C9e/d0ObdGAEXEWagAiojNsFqt/O9//2PSpEkAzJkzh969e6fb+TUCKCLOQgVQRGzGe++9x4QJEwCYMWMG/fr1S9fzawRQRJyFCqCI2IQJEybw7rvvAjBlyhQGDhyY7hl0KzgRcRYqgCJiuk8++YRRo0YB8NFHHzFkyBBTcuhWcCLiLFQARcRU06ZNY/jw4YAxBTxixAjTsvx7BNBqtZqWQ0QkrakAiohpZs2axRtvvAHA6NGjGT16tKl5EkYA4+LiuHXrlqlZRETSkgqgiJji888/Z8CAAQCMGDGCcePGmZwIMmfOnPi1rgMUEUemAigi6W7hwoWJK3yHDh3Khx9+iMViMTkVuLq64unpCeg6QBFxbCqAIpKuFi9eTO/evRNv9TZp0iSbKH8JtBJYRJyBCqCIpJtly5bRo0cPrFYr/fr1Y/r06TZV/kArgUXEOagAiki6WLFiBV26dCE+Pp7evXsza9Ysmyt/oBFAEXEOKoAikubWrl1Lx44diYuLo1u3bsybNw8XF9v860cjgCLiDGzzb2ARcRgbN27kpZdeIjY2Fj8/PxYsWICrq6vZsR5Kt4MTEWegAigiaWbr1q20b9+e27dv89JLL7Fo0SKbLn9wdwpYI4Ai4shUAEUkTWzfvp02bdoQExND27ZtWbp0KW5ubmbHeiyNAIqIM1ABFJFUt3PnTlq3bs2tW7do1aoVy5YtI0OGDGbHShKNAIqIM1ABFJFUtWfPHlq2bElUVBRNmzbl22+/xd3d3exYSaYRQBFxBiqAIpJqfvzxR5o3b86NGzfw9fVl1apVZMqUyexYyaIRQBFxBiqAIpIqfv75Z5o1a0ZERATPPfcca9aswcPDw+xYyaYRQBFxBiqAIpJiv/zyC02aNOH69evUqVOH9evXkzlzZrNjPRFtBC0izkAFUERS5Pfff6dx48ZcvXqVmjVrsmHDhsRRNHukjaBFxBmoAIrIEzty5AiNGjXin3/+oWrVqmzatImsWbOaHStFNAIoIs5ABVBEnsixY8fw9fUlNDSUZ555hi1btuDt7W12rBTTCKCIOAMVQBFJtpMnT+Lr68vFixepUKEC27ZtI0eOHGbHShUaARQRZ6ACKCLJcvr0aRo2bMi5c+coW7YsQUFB5MqVy+xYqUYjgCLiDFQARSTJzp07R8OGDTlz5gylSpUiKCiIPHnymB0rVSWMAEZHRxMXF2dyGhGRtKECKCJJcuHCBRo2bMipU6coXrw4wcHB5MuXz+xYqe7fK5g1DSwijkoFUEQeKzQ0FF9fX44fP07RokUJDg6mQIECZsdKE+7u7ri5uQEqgCLiuFQAReSRLl++TKNGjTh69CiFChUiODiYwoULmx0rzVgsFl0HKCIOTwVQRB7qypUrNG7cmN9//538+fMTHBzMU089ZXasNKfbwYmIo1MBFJEHunbtGk2aNOHw4cPkzZuX4OBgSpQoYXasdJGwEEQjgCLiqFQAReQ/wsPDadasGQcPHiR37twEBQVRunRps2OlG40AioijUwEUkXtERkbSokUL9u/fT86cOQkKCqJcuXJmx0pXGgEUEUenAigiiW7evEmrVq3Ys2cP3t7ebN26lYoVK5odK91pBFBEHJ0KoIgAEBUVxfPPP8/OnTvJmjUrW7dupXLlymbHMoVGAEXE0akAigi3bt2iXbt2bN++nSxZsrB582aqVatmdizTaARQRBydCqCIk4uJieGFF15g69atZM6cmQ0bNvDss8+aHctUGgEUEUenAijixG7fvs3LL7/Mxo0b8fDwYP369dStW9fsWKbTCKCIODoVQBEndefOHfz8/Fi7di2ZMmVi7dq11K9f3+xYNiFhBFAFUEQclQqgiBOKjY2lW7durFixgowZM7Jy5UoaNWpkdiyboVvBiYijs+kC2KABvPGG8XXRovDpp6l3bIsFVq1KveOJ2Iu4uDh69erFsmXLyJAhA9999x3Nmzc3O5ZN0QigiDg6my6A/7Z/P7z6auod7+JFaNEi9Y6XHFevwqBBULo0eHpC4cLw+usQHn7v+9q0MV7LlAny5YNu3eDCBXMyi2OIj4+nb9++LF68GDc3N5YvX07r1q3NjmVzNAIoIo7Obgpg7txGWUotefOCu3vqHS85LlwwHpMmwa+/wsKFsGkT9Olz7/saNoTly+HoUfjuOzhxAl56yZTI4gDi4+Px9/dn4cKFuLq6snTpUtq1a2d2LJukEUARcXR2UwDvnwI+cgTq1jVGx8qVg23bkjet++/3/v238evly6FePfDwgOrV4a+/jJHHatXAywuaN4fLl+89zpdfQvnyRpnMlw8GDnz8uStUMArd889D8eLg6wvjx8PatRAbe/d9Q4bAs89CkSJQuza8/Tbs3Qt37iTtexRJYLVaGTRoEJ9//jkuLi4sWrSIl19+2exYNksjgCLi6NzMDvAk4uOhXTtjenTfPoiMhDffTPlxx441SmbhwtC7N/j5QdasMG2aMfrYoQOMGQOzZxvvnz0bhg6Fjz4yppPDwyEk5MnOHR5unMvtIf+PXL0KS5YYRTBDhic7hzgnq9XKkCFDmDVrFhaLhQULFtC5c2ezY9k0jQCKiKOzywK4ZYsxHbpjhzGVC8YIWpMmKTvusGHQrJnx9eDBRgEMCoI6dYzn+vQxpmsTfPCBUTwHD777XPXqyT/vlSvw/vvQr99/XxsxAmbOhKgoYzRw3brkH1+cl9VqZcSIEUybNg2Azz//nO7du5ucyvb9ewTQarVisVhMTiQikrrsZgr4344ehUKF7pY/gBo1Un7cp5+++7WPj/HfihXvfS4szPg6LMy4ji+lO2dERECrVsY09tix/339rbfg4EGj9Lq6QvfuYLWm7JziHKxWK6NHj+aTTz4BYPbs2fS5/0JTeaCEAhgXF0dMTIzJaUREUp9djgBarcY1e6nt31OrCce//7n4eONrD4+Uny8y0riu0MsLVq588NRurlzGo1QpKFvWKL5790KtWik/vzi2999/n/HjxwMwffp0/P39TU5kPxIKIBijgJkyZTIxjYhI6rPLEcAyZeDMGQgNvfvc/v3pmyFLFmNhSlDQk30+IgKaNoWMGWHNGmMxy+MkjPxpQEIe58MPP2Ts/w8pT548mUGDBpmcyL64urri8f//ytN1gCLiiOxyBLBJE2P1bI8e8PHHxkjaqFHGa+l5qc6774K/P+TJYywCiYw0FoE87mdtZKRR/qKiYPFiowxGRBiv5c5tTPX++KPxqFsXsmeHkyeNBSjFi2v0Tx5t0qRJvPPOO4BRBIcOHWpyIvuUJUsWoqOjtRJYRBySXY4AuroaW7jcuGEsuujbF/73P+O19Jyp6dHDWDU8a5axFUzr1nDs2OM/d+CAsXr511+hRAlj+5iEx9mzxns8PGDFCuMaw9KljVXJFSrA99+bt3+h2L7p06fz1ltvAfDee+/x9ttvm5zIfiVMA2sEUEQckcVqffySgoiICLJly0Z4eDhZs2ZNj1zJFhJijJYdP26Mkj1KTIxRFLduhcaN0yefSFqbPXs2/fv3B+B///sf77//vsmJ7FulSpX45Zdf2LRpE80StgcQEbFhyelrdjkFDMaiCS8vKFnSKH2DBxvbtTyu/EVEGCNrLi7GtYQijuCLL75ILH/Dhw/nvffeMzmR/dMIoIg4MrstgJGRMHy4MWWaK5cxkjd5svHahAnG40GqV4c//oCJE6FgwbTJtmTJg/f0A+OuHr//njbnFef01Vdf8er/3yh7yJAhfPTRR9q3LhUkbAatawBFxBHZbQHs3t14PIi/v3HXjgfx8IACBdIuF0CbNlCz5oNf0108JDUtWbKEXr16YbVaGThwIJMnT1b5SyUaARQRR2a3BfBRcuQwHmbJksV4iKSlb775hu7du2O1WunXrx/Tp09X+UtFuh2ciDgyu1wFLOLsVq5ciZ+fH/Hx8fTu3TvxPr+Sev59OzgREUejAihiZ9auXUvHjh2Ji4ujW7duzJs3DxcX/VFObRoBFBFHpp8aInZk06ZNvPTSS9y5c4dOnTqxYMECXF1dzY7lkDQCKCKOTAVQxE5s27aNdu3acfv2bV588UW+/vprlb80pBFAEXFkDrkIxGw3btxgx44dbNq0iX379hEXFweAxWKhatWqNGvWjEaNGuHt7W1uULEbO3bsoE2bNsTExNC2bVsCAgJwc9Mf37SkEUARcWQaAUwDXl5etG7dmpkzZ7Jhwwb69u1L5syZ+fnnn/n888956aWXyJ07N88//zxLly7VCIM80s6dO2nVqhXR0dG0bNmSZcuWkUH7CaU5jQCKiCNTAUxjuXPnpn///uzcuZO///6biRMnUqlSJWJjY1m3bh1dunTBx8cHPz8/1qxZw+3bt82OLDZkz549tGzZkqioKJo2bcp3332Hu24GnS40AigijkwFMB0VKVKE4cOHc/DgQf744w9Gjx5NiRIliIqKIjAwkLZt2+Lj48Mrr7xCcHBw4tSxOKf9+/fTvHlzbty4ga+vL6tWrSJTpkxmx3IaGgEUEUdmsVqt1se9KTk3F5bksVqt/PTTTwQEBLBs2TIuXLiQ+Fq+fPno2LEjfn5+VK9eXfu8OZGDBw/i6+vL9evXee6559iwYQOZM2c2O5ZTOXz4MM888wx58uQhNDTU7DgiIo+VnL6mAmhD4uLi+OGHHwgICODbb7/l2rVria8VL14cPz8//Pz8KFeunIkpJa0dPnyYhg0bcvXqVWrXrs2mTZsSR6Mk/Zw8eZLixYvj6enJzZs3zY4jIvJYKoAO4Pbt22zevJmAgABWr15NVFRU4mtPP/00nTt3plOnThQpUsTElJLafv/9dxo0aMA///xDjRo12Lp1q/7MmeTy5cvkyZMHgNjYWG25IyI2TwXQwdy8eZM1a9YQEBDApk2buHPnTuJrtWvXpnPnzrz88suJP6zEPh09epT69esTGhpKlSpVCAoK0lZBJoqOjsbT0xNAf/eJiF1QAXRgV69e5bvvviMgIIAdO3aQ8H+fq6srjRo1onPnzrRv317/P9mZ48ePU79+fS5cuMAzzzxDcHAwOXLkMDuWU7NarWTIkIG4uDjOnTtHgQIFzI4kIvJIKoBO4vz58yxfvpyAgAD279+f+Ly7uzutW7fGz8+Pli1b4uHhYWJKeZxTp07x3HPPce7cOSpUqMD27dvJlSuX2bEE8Pb2Jjw8nCNHjlC6dGmz44iIPJIKoBM6fvw4AQEBBAQE8OeffyY+nyVLFtq3b0/nzp1p1KiR7h5hY06fPk39+vU5ffo0ZcqUYceOHfj4+JgdS/5foUKFOHfuHPv376datWpmxxEReaTk9DXtA+ggSpQowejRo/n99985dOgQw4cPp3DhwkRGRrJo0SKaN29O/vz5GTBgACEhIcTHx5sd2emdO3cOX19fTp8+TcmSJQkODlb5szEJm0FrL0ARcTQqgA7GYrHwzDPPMHHiRE6dOsWuXbvo378/uXPn5vLly8yaNYu6devy1FNPMWLECH755ReSMAgsqezixYv4+vpy8uRJihUrRnBwMPny5TM7ltxHm0GLiKNSAXRgLi4u1KlTh88++4wLFy6wadMmunfvTpYsWThz5gwff/wxlSpVonz58nzwwQecOHHC7MhOITQ0FF9fX44dO0aRIkUIDg6mYMGCZseSB9Dt4ETEUakAOgk3NzeaNWvGV199RWhoKN988w0vvPAC7u7u/Pnnn4m3patRowaffvrpPXckkdRz+fJlGjVqxJEjRyhYsCDbt2/XXo42TCOAIuKoVACdkIeHBy+99BLfffcdoaGhLFy4kKZNm+Li4sL+/fsZMmQIBQsWxNfXl88//5yrV6+aHdkhXL16lSZNmvD777+TL18+tm/fzlNPPWV2LHkEjQCKiKNSAXRy2bJlo0ePHmzevJkLFy4wY8YMateujdVqZfv27bz66qvkzZuXNm3aEBgYqFtiPaHr16/TpEkTfvnlF3x8fNi+fTslSpQwO5Y8hkYARcRRqQBKIh8fHwYOHEhISAinTp3iww8/5Omnn+bOnTusXbsWPz8/8uTJQ+fOnVm7di23b982O7JdCA8Pp1mzZvz888/kzp2b4OBg7SlnJzQCKCKOSgVQHqho0aK8/fbb/PLLL/z222+MGjWKYsWKERUVRUBAAG3atCFv3ry8+uqr7Nixg7i4OLMj26TIyEhatmzJjz/+SI4cOdi2bRvlypUzO5YkkUYARcRRqQDKYyWsEj5+/Dj79u1j8ODB5M2bl2vXrvH555/TsGFDChcuzNChQ/npp5+0rcz/u3nzJq1bt2b37t14e3uzbds2nn76abNjSTJoBFBEHJUKoCSZxWJJXCV87tw5goKC6NOnD97e3ly4cIGpU6dSvXp1SpUqxZgxY+65I4mziYqKok2bNvzwww9kzZqVLVu2ULlyZbNjSTJpBFBEHJUKoDwRV1dXfH19+eKLL7h06RKrV6+mY8eOeHh4cPz4cd5//33KlStH5cqV+fjjjzlz5ozZkdPNrVu3aN++PcHBwXh5ebF582aqV69udix5AhoBFBFHpQIoKebu7p64SjgsLIwlS5bQqlUr3NzcOHToECNGjKBIkSLUq1ePWbNmcfnyZbMjp5mYmBhefPFFtmzZgqenJxs3buTZZ581O5Y8Id0KTkQclQqgpCovLy86d+7MunXruHTpEnPnzqV+/fpYLBZ27drFgAEDyJcvHy1atGDRokVERESYHTnV3L59mw4dOrBhwwY8PDxYv349devWNTuWpEDCFLBGAEXE0agASprJmTNn4irhs2fPMnnyZKpWrUpcXBybNm2iR48e+Pj48PLLL7NixQpu3bplduQnFhsbS+fOnVmzZg3u7u6sWbOGBg0amB1LUkgjgCLiqCzWJCzZjIiIIFu2bISHh5M1a9b0yCUO7K+//iIwMJClS5dy9OjRxOezZs3KCy+8gJ+fH76+vri5uZmYMuliY2Pp1q0bgYGBZMyYkdWrV9O8eXOzY0kqOHLkCGXLlsXb25tr166ZHUdE5JGS09dUAMU0VquVQ4cOERAQQEBAAOfOnUt8LU+ePHTo0AE/Pz9q1aqFxWIxMenDxcXF0atXL77++msyZMjAihUraN26tdmxJJWcO3eOQoUK4ebmxu3bt23296GICKgAih2Kj48nJCSEgIAAli9fzpUrVxJfK1q0KJ06dcLPz4+KFSvazA/h+Ph4+vbty4IFC3B1deWbb76hffv2ZseSVBQeHo63tzcA0dHRZMqUydxAIiKPoAIodu3OnTts27aNgIAAVq5cec/1V+XLl8fPzw8/Pz+KFStmWkar1Yq/vz/z5s3DxcWFgIAAOnToYFoeSRuxsbFkyJABgMuXL5MrVy6TE4mIPJwKoDiMqKgo1q9fT0BAAOvXr7/n/sM1a9bEz8+PDh06kC9fvnTLZLVaef3115k5cyYWi4XFixfTuXPndDu/pC9PT0+io6M5efIkTz31lNlxREQeSgVQHNL169dZuXIlAQEBBAUFER8fD4CLiwsNGzbEz8+PF154gezZs6dZBqvVyptvvsnUqVOxWCwsWLCAHj16pNn5xHx58uTh8uXLHD58mIoVK5odR0TkoZLT17QNjNgNb29vevXqxZYtWzh//jzTp0/n2WefJT4+nqCgIPr27YuPjw/t2rVj2bJlREVFper5rVYrb7/9NlOnTgVg3rx5Kn9OQLeDExFHpAIodilv3rwMGjSIPXv2cPLkSSZMmECFChW4c+cOq1evplOnTuTJk4euXbuyfv167ty5k+Jzjhkzho8//hiAWbNm0bdv3xQfU2yfbgcnIo5IBVDs3lNPPcXIkSP59ddf+fXXX3nnnXd46qmnuHnzJkuWLKF169bkzZsXf39/vv/++8Sp4+R4//33+eCDDwCYNm0ar732Wmp/G2KjNAIoIo5IBVAcSoUKFRg/fjwnTpxgz549vP766/j4+HD16lXmzp1LgwYNKFy4MMOGDePAgQMk4RJYPvroI8aMGQPApEmTeP3119P62xAbohFAEXFEKoDikCwWC88++yzTpk3j3LlzbN26ld69e5MtWzbOnz/P5MmTqVatGqVLl2bs2LEcOXLkgceZPHkyI0eOBGDChAm8+eab6fltiA3QCKCIOCIVQHF4bm5uNG7cmPnz5xMaGsrKlSvp0KEDmTJl4tixY7z33nuULVuWKlWqMGnSJM6ePQvAjBkzGDZsGADjxo1LLILiXDQCKCKOyD5utiqSStzd3WnXrh3t2rUjMjKS1atXExAQwJYtWzh48CAHDx7krbfeokSJEhw/fhyAUaNGMXr0aJOTi1k0AigijkgjgOK0smTJkrhK+OLFi8yePZvnnnsOILH8ubi48PPPP7NkyRKNADkpjQCKiCNSARQBcuXKhb+/P7179058Lk+ePMTHx7Nx40a6deuGj48PHTp0YNWqVcTExJiYVtJTQgHUCKCIOBIVQJH/t3TpUnr16gXAgAEDuHTpEkeOHGHs2LGUKlWK6OhovvnmG9q3b4+Pjw+9e/dm69atxMbGmpxc0lLCFLBGAEXEkagAigDffPMN3bt3x2q18uqrrzJ9+nQsFgulS5fm3Xff5ciRIxw4cIA333yTAgUKEB4ezoIFC2jatCkFCxbk9ddfZ+/evUnaVkbsi0YARcQRqQCK01u1ahWdO3cmLi6OXr16MXv2bFxc7v2jYbFYElcJnzlzhh07dtCvXz9y5MhBaGgoM2bMoFatWhQvXpx33nmH3377zaTvRlKbRgBFxBGpAIpTW7duHR06dCA2NpauXbvy+eef/6f83c/FxYX69eszZ84cLl68yLp16+jSpQuZM2fm1KlTfPjhh1SsWJGKFSsyYcIETp06lU7fjaQFjQCKiCNSARSntWnTJl588UXu3LlDp06dWLBgAa6ursk6RsaMGWnVqhWLFy8mLCyMwMBA2rZtS8aMGfntt98YNWoUxYoVo1atWkyfPp1Lly6l0XcjaUUjgCLiiCzWJFy0FBERQbZs2QgPDydr1qzpkUskTW3bto3WrVsTExPDiy++SEBAABkyZEi141+7do0VK1YQEBDA9u3bE+8/7OLigq+vL35+frzwwgt4e3un2jklbfzyyy9UqlQJHx8fFXgRsWnJ6WsqgOJ0vv/+e1q0aEF0dDRt2rThm2++IWPGjGl2vosXL7J8+XICAgLYt29f4vMZM2akZcuW+Pn50bp1azw9PdMsgzy5kydPUrx4cTw9Pbl586bZcUREHkoFUOQhdu3aRfPmzbl58yYtW7ZkxYoVuLu7p9v5T5w4QWBgIAEBAfz++++Jz3t5edGuXTv8/Pxo0qRJqo5GSsqEhYXh4+MDQGxsbLIvExARSS8qgCIPsHfvXpo2bUpkZCRNmjRhzZo1ZMqUybQ8v/76K0uXLiUgIIDTp08nPp8zZ05efvll/Pz8qFu37mMXpUjaio6OThydjYiISLwmUETE1qgAitznp59+olGjRkRERNCwYUPWrVtnM1OuVquVvXv3snTpUpYvX05YWFjiawULFqRTp074+flRuXJlLBaLiUmdk9Vqxc3Njfj4eM6fP0/+/PnNjiQi8kAqgCL/cvDgQXx9fbl+/Tr16tVj48aNZM6c2exYDxQbG8v27dtZunQpK1asICIiIvG10qVL4+fnh5+fH6VKlTIxpfPx9vYmPDyco0eP6n97EbFZKoAi/+/XX3+lYcOGXLlyhVq1arF582a7mcK7desWGzduZOnSpaxbt45bt24lvla1alX8/Pzo2LEjBQsWNDGlcyhYsCDnz5/np59+omrVqmbHERF5oOT0NV1cJA7rjz/+oFGjRly5coUaNWqwceNGuyl/AJkyZaJ9+/Z88803hIaGsmjRIpo3b46rqysHDhxg2LBhFC5cmAYNGjB37lyuXLlidmSHlfD7RptBi4ijUAEUh3T06FF8fX25fPkyVapUYdOmTWTLls3sWE8sa9asdOvWjY0bN3Lx4kU+++wz6tati9Vq5fvvv8ff35+8efPSunVrlixZoqKSyhLuBqLNoEXEUagAisM5fvw4vr6+hIaG8swzz7BlyxayZ89udqxUkzt3bvr378/OnTs5ffo0H3/8MZUqVSI2Npb169fTtWtX8uTJQ6dOnVi9ejUxMTFmR7Z7GgEUEUejAigO5dSpU/j6+nLhwgXKly/P1q1byZkzp9mx0kzhwoV56623OHjwIH/++SdjxoyhRIkSREdHs2zZMtq1a0fevHnp27cvQUFBxMXFmR3ZLmkEUEQcjQqgOIwzZ87g6+vL2bNnKVOmDEFBQeTOndvsWOmmTJkyjBs3jr/++ov9+/czdOhQ8ufPz/Xr15k/fz6NGzemYMGCvPHGG+zbt48krP+S/6cRQBFxNCqA4hDOnz9Pw4YN+fvvvylZsiTBwcGJd29wNhaLhWrVqjF58mTOnDnD9u3befXVV8mePTuXLl1i2rRpPPvss5QoUYL//e9/99yRRB5MI4Ai4mhUAMXuXbx4EV9fX06ePEmxYsUIDg4mX758ZseyCa6uromrhC9dusTatWvx8/PD09OTkydPMn78eCpUqMDTTz/NRx99xN9//212ZJuUUAA1AigijkIFUOxaaGgojRo14q+//qJIkSIEBwdrX7yHyJgxI61bt2bp0qWEhYUREBDA888/T4YMGfj1118ZOXIkTz31FLVr12bmzJmEhoaaHdlmJEwBawRQRByFCqDYrX/++YfGjRvz559/UrBgQYKDgylSpIjZsexC5syZ6dSpE2vWrOHSpUt8/vnnNGzYEIvFwp49exg0aBD58+enadOmLFy4kPDwcLMjm0ojgCLiaFQAxS5dvXqVJk2a8Ntvv5EvXz6Cg4MpVqyY2bHsUo4cOejbty/BwcGcO3eOqVOnUqNGDeLj49m6dSu9evXCx8eHF198kW+//Zbo6GizI6c7jQCKiKNRARS7c/36dZo2bcqhQ4fw8fEhODiYkiVLmh3LIeTPnz9xlfCxY8d4//33KVu2LDExMaxYsYKXX34ZHx8funfvzqZNm7hz547ZkdOFRgBFxNGoAIpdiYiIoHnz5hw4cIBcuXIRFBREmTJlzI7lkP69SvjQoUOMGDGCwoULExkZyddff02LFi3Inz8//fv3Z9euXcTHx5sdOc1oBFBEHI0KoNiNGzdu0LJlS/bt20eOHDnYtm0b5cuXNzuWw7NYLDzzzDN89NFHnDp1il27djFgwABy587NP//8w+zZs6lXrx5FixZl+PDhHDp0yOH2GNQIoIg4Gos1CX9TR0REkC1bNsLDw8maNWt65BK5x82bN2nZsiU//PAD3t7eBAUFUaVKFbNjObXY2FiCgoIICAhgxYoV94yOlSlThs6dO+Pn50eJEiVMTJk69u/fT40aNShcuDCnT582O46IyAPduHGDLFmyJKmvqQCKzYuOjqZ169YEBweTNWtWtm3bRvXq1c2OJf8SHR3Nhg0bCAgIYN26dffcf7hatWr4+fnRsWNHChQoYGLKJ/fnn39Srlw5smfPztWrV82OIyLyUBaLRQVQ7N+tW7do27YtW7ZswcvLiy1btlCrVi2zY8kjhIeHs2rVKgICAti2bVvi/YctFgv169fHz8+Pl156iRw5cpicNOnOnTtHoUKFyJAhA7dv3zY7jojIQ6kAit2LiYnhxRdfZP369Xh6erJp0ybq1atndixJhrCwML755hsCAgIICQlJfD5Dhgw0a9YMPz8/2rRpk3iNna26fv062bNnB4x/lLi7u5ucSETkwVQAxa7duXOHl19+mdWrV+Ph4cGGDRto0KCB2bEkBU6fPk1gYCABAQH88ssvic97enrSpk0b/Pz8aN68ORkzZjQx5YPFxsaSIUMGwNiAPGfOnCYnEhF5MBVAsVuxsbH4+fnx7bff4u7uztq1a2nSpInZsSQV/fHHHwQEBBAQEMCJEycSn8+ePTsvvvginTt35rnnnsPV1dXElPeqVasWMTExrFu3jvz585sdR0TkgVQAxS7FxcXRrVs3AgICyJgxI6tWraJFixZmx5I0YrVa2b9/PwEBASxbtoyLFy8mvpYvXz46duyIn58f1atXx2KxmJhURMQ+JLUAah9AsRlxcXG8++67HDlyhOrVq7N161aVPwdnsVioUaMGU6dO5ezZswQFBdG3b1+8vb25ePEin376KTVr1qRkyZKMHj2aP/74w+zIImIHGjSAN94wvi5aFD79NPWObbHAqlWpdzyzaARQRGxOTEwMmzdvJiAggDVr1hAVFZX42jPPPIOfnx+dOnWiSJEiJqYUEVvVoAFUqmQUv8uXIXNm8PRMnWNfugTZs4MZa8GuXoWxY2HLFjh7FnLlgnbt4P33IVs24z0aARQRu+Xu7k6bNm0ICAggNDSUJUuW0Lp1a9zc3Pjll194++23KVq0KHXr1uWzzz4jLCzM7MgiYqNy50698geQN6855Q/gwgXjMWkS/PorLFwImzZBnz7JP5YKoIjYNC8vLzp37szatWu5dOkSc+fOpUGDBlgsFkJCQhg4cCD58+enefPmrF271uy4ImJj7p8CPnIE6taFTJmgXDnYti1507r/fu/ffxu/Xr4c6tUDDw+oXh3++gv274dq1cDLC5o3N0Yi/+3LL6F8eaNM5ssHAwc+/twVKsB338Hzz0Px4uDrC+PHw9q1EBubtPwJVABFxG7kzJmTV199le3bt3P27FkmT55MtWrViIuLY/PmzYwdO9bsiCJiw+LjjSlTT0/Ytw/mzYNRo1J+3LFj4X//g59/Bjc38POD4cNh2jTYuRNOnIAxY+6+f/ZsGDAAXn3VGMlbswae9K6Z4eGQNatx3uRQARQRu1SgQAGGDh3K/v37+euvvxg3bhxPPfXUIz+TlheGP8677xrXJImIebZsMcrYokXwzDPGSOD48Sk/7rBh0KwZlC0LgwcbRXD0aKhTBypXNqZot2+/+/4PPoA33zTeW6qUMWqY8HdTcly5Ylz/169f8j+rAigidq9kyZKMGTOGb7/9Nsmf2b/f+Nd3ehk2DIKC0udcMTFG2bRY4NCh/76+cCE8/bQxBZY3b9KmnkQcwdGjUKiQ8fs+QY0aKT/u00/f/drHx/hvxYr3PpdwqXJYmHEdX6NGKTtnRAS0amVMYz/J5IcKoDyQRkrEHiVnr8DUvjD8cby8IL1uIDJ8ODxsr+opU4wpr7ffht9/N0pps2bpk0vEbFar8Q+j1Pb/NwoC7h7//ufi442vPTxSfr7ISOO6Qi8vWLny3nMlVTJnjMUZ7d9vLKFPL8OGwaBBaXuOokXh9Ol7nxsxAj766O6vz5wxrtEIDjb+wHbubKy8ssE7lckTKFrU+EdOwj90jhyBvn3hp5+gWDGYPh2aNDH+cm3X7vHHO38ehg41pphcXIyppWnTjPOA8Q+bVavujsj17AnXrxujD9OmGaN2Q4YY5WzkSJg/3yio770HvXsn/fvauNHI8N13xtf/du2acZ3S2rX3jj6UL5/044vjs1qtxMfHc+fOHWJjY4mNjX3g1497PS3fW6hQIT59gpGJMmWMv9tDQ++O1O3fn7r/+z1OlizG3wtBQdCwYfI/HxFh/KPN3d24djBTpifLoQIoj5U7d/qez8vLeKS1996DV16597wJ4uKMofXcuWHXLuM6ix49jH89zpiR9tkkfSVcGF64sHFheGSkcX1OUkVFGX+R16sHP/xgXIz9wQfGv9APH374PxqCg6FgQeMzISHGdUJ79sBzzxk5li0Df3+jiBYq9PgcoaHG7+lVqx48url1q/G9nj9vXKsUGQm1a8PkyUk7vrOLj4+3qRKUFu9N+K+tq1y58hN9rkkTY/Vsjx7w8cfGn4GERSDpebOhd981/mznyQMtWhg5QkIeP/gRGQlNmxp/5yxebJTBiAjjtdy5ITl3z1QBlMdy1JGSLFnuvQ7k37ZsgT/+MDbaTJhKmzzZyDJ+vLHiShxHwoXhO3bc/T0xfrzx+zopAgON38tffHH3h8iCBeDtbRyzadMHfy5HDuPPj4sLlC5t/ECKioJ33jFeHznSGJUOCYFOnR6dwWo1fn/6+xtbT/z993/fc/KkUQAnTDD+LGXLZowINmny6KL66PNaE0uEPRSblLw3PmEOz0m5uLjg5uaGm5sbGTJkeOTXj3s9pe/1SRi+SyZXV+PnS9++xsKLYsXgk0+MbVWedCTtSfToAbduwdSpxqxXrlzw0kuP/9yBA8Y/DuG/q4ZPnbr7czQpVAAlWRxlpARg4kRj9VShQvDyy/DWW3fPv2ePsd/Sv6+jatbMKJ8HDjzZsL3YrpReGH7gABw/bvyj4t9u3TKK5cOUL2+UvwQ+PsbvuwSursZ1g0nZ53rGDGMkYOTIh78nPh7u3DFKZ0IpDQgwvu/t2x9/LWCjRo34+eef7ylHcXFxjw/n4NKjBKV1oUrK1y7//s1q43bsuPv1/f8YKlPGmNlJEBJi/Dcp27DExBj/TZgxKlrU+MfXvzVo8N/nevY0Hv/Wr1/yV+8+6NhPSgVQksURRkrAWHpfpYpxO58ffzQ+f+qUkQuMW/3c/w/M7NmNgnjpUtK+V7EfKb0wPD4eqlaFJUv++9qjLqG4/8Jti+XBzyVl4Ck4GPbu/e8dCqpVgy5d4KuvjM1mwVg1+O98uXIZ10U9zrVr17h+/frj3wi4urraTbFJyXtdXFyStfhIzLdypVHgSpY0/uE2eLCxXUvx4o/+XEQErFhh/BwqUyZ9sqYlFUBJFkcYKQFjCjnB008b5e6ll4xRwYSVmg/6Oz2tVpCJuVJ6YXiVKsYodJ485l0eMH26MZqe4MIFY0Rv2TKoWdN4rk4d479Hjxoj6mDcW/SffyApt1Vevnw5sbGxjy1Jrq6udjVaJM4lMtJYKZ9wL93GjY1LfMC4PGLChAd/rnp149KgiRPv/vlJbUuWPHxUsEgRY+V+alEBlGRxhJGSB3n2WeO/x48bBTBv3rvXWSS4ds2YPnvCS0/EhqX0wvAuXYzriNq2Na5FLVjQKJQrVhiXFqTVD4t/K1z43l8nTFEVL373/KVKGRkHDzbugJA1qzH6XaZM0i5rKPGktyoQsSHduxuPB/H3hw4dHvyahwcUKJB2uQDatLn7D7b7PclWL4+iAijJ4ggjJQ9y8KDx34Qpslq1jKntixfvPrdlizG9VrWqORkl7aT0wnBPT+P61BEj4IUXjAJZoICx1Yot/T4H4w4IQ4YYq9xdXKB+feNm8qn9w0XEHuXIYTzMkiXLf2fI0ooKoCSLI4yU7NljXCvVsKGxCnL/fuMHYps2d0dRmjY1rpPq1s3Ie/WqsVLrlVds7we6JF1aXRgOxqjxV189/PWYmHu3Glq48NH5HpYzqR50cToYv3/nzzceIuK8dJGGJEvCSMmNG8ZISd++xjYSkLyRksKFjZGSsmWNrVuio9OvWLm7G6OQDRoYJW/MGKPYBQTcfY+rK6xfb3xPdeoYUwLt2hkbQYtjWrnS2Cfv779h2zbjNnFJuTD8caxW4/rWoCBtuCwitsNitT5+QXFERATZsmUjPDycrBr+kPuEhBh7+R0/nvIflmBck7Rz572jMSJpbdEiY1ug+y8Mz5nz0ReG16v33ztu/Nv168blEtWrG9e+JmWxxYOkJIOIOA+LxZKkvqYCKMn2oCX02bOnvLBZrcZGtX5+ULkyzJ2bOnlFUurqVePxIOlxYbitZBAR25fUAqhrACXZnnQJ/eNGKcLDjSnZ6tXv7u/3JDRSIqnN7AvDbSWDiDgOjQBKqrKFUQpbyCAiIpLebty4QZYsWTQCKOnPFkYpbCGDiIhIekvO/aq1ClhERETEyagAioiIiDgZFUARkRSKjY2lU6dOVKlShTFjxpgdR0TksXQNoIhICrm5uTFkyBBq1arFwYMHadiwIQ2TcnNdERGTaARQRCQV1KxZE39/fwBee+01YmJiTE4kIvJwKoAiIqlkwoQJ5MmTh6NHj/LJJ5+YHUdE5KFUAEVEUom3tzdTp04F4IMPPuD48eMmJxIReTAVQBGRVOTn50fjxo2JiYlhwIABJGGvfRGRdKcCKCKSiiwWC7NmzcLd3Z0tW7awbNkysyOJiPyHCqCISCorWbIk7/z/Da2HDBnC9evXzQ0kInIfFUARkTQwYsQISpUqxaVLlxg1apTZcURE7qECKCKSBtzd3Zk9ezYAs2fP5scffzQ5kYjIXSqAIiJpxNfXl65du2K1WunXrx+xsbFmRxIRAVQARUTS1OTJk/H29ubQoUPMnDnT7DgiIoAKoIhImsqTJw8TJ04EYPTo0Zw7d87kRCIiKoAiImmub9++1KpVixs3bjB48GCz44iIqACKiKQ1FxcX5syZg6urKytWrGDdunVmRxIRJ6cCKCKSDp5++mmGDh0KwMCBA7l586bJiUTEmakAioikk7Fjx1K4cGFOnz7Ne++9Z3YcEXFiKoAiIukkc+bMiSuBp0yZwq+//mpyIhFxViqAIiLp6Pnnn6ddu3bExsbi7+9PfHy82ZFExAmpAIqIpLPp06eTOXNmdu/ezZdffml2HBFxQiqAIiLprFChQonXAA4fPpywsDCTE4mIs1EBFBExweuvv84zzzzDtWvXeOutt8yOIyJORgVQRMQEbm5uzJ07F4vFwqJFi9i+fbvZkUTEiagAioiYpGbNmvj7+wPw2muvERMTY3IiEXEWKoAiIiaaMGECPj4+HD16lI8//tjsOCLiJFQARURM5O3tzdSpUwEYP348x48fNzmRiDgDFUAREZN16tSJxo0bExMTQ//+/bFarWZHEhEHpwIoImIyi8XCrFmzcHd3Z+vWrSxbtszsSCLi4FQARURsQMmSJXnnnXcAeOONN7h+/bq5gUTEoakAiojYiBEjRlCqVClCQ0MZNWqU2XFExIGpAIqI2Ah3d3fmzJkDwOzZs/nxxx9NTiQijkoFUETEhjRs2JBu3bphtVrp168fsbGxZkcSEQekAigiYmMmTZpE9uzZOXToEDNmzDA7jog4IBVAEREbkydPHiZOnAjA6NGjOXv2rMmJRMTRqACKiNigPn36ULt2bW7evMngwYPNjiMiDkYFUETEBrm4uDBnzhxcXV1ZuXIla9euNTuSiDgQFUARERtVsWJFhg4dCsDAgQO5efOmyYlExFGoAIqI2LCxY8dSuHBhzpw5w3vvvWd2HBFxECqAIiI2LHPmzMycOROAKVOm8Ouvv5qcSEQcgQqgiIiNe/7552nfvj2xsbH4+/sTHx9vdiQRsXMqgCIidmDatGl4eXmxe/du5s+fb3YcEbFzKoAiInagUKFCidcAjhgxgrCwMJMTiYg9UwEUEbETgwYNolKlSly7do233nrL7DgiYsdUAEVE7ISbmxtz5szBYrGwaNEitm/fbnYkEbFTKoAiInakZs2a+Pv7A/Daa68RExNjciIRsUcqgCIidmbChAn4+Phw9OhRPv74Y7PjiIgdUgEUEbEz3t7eTJ06FYDx48dz/PhxkxOJiL1RARQRsUOdOnWicePGxMTE0L9/f6xWq9mRRMSOqACKiNghi8XCrFmzcHd3Z+vWrSxbtszsSCJiR1QARUTsVMmSJXnnnXcAeOONN7h+/bq5gUTEbqgAiojYsREjRlCqVClCQ0MZNWqU2XFExE6oAIqI2DF3d3fmzJkDwOzZs/nxxx9NTiQi9kAFUETEzjVs2JBu3bphtVrp168fsbGxZkcSERunAigi4gAmTZpE9uzZOXToEDNmzDA7jojYOBVAEREHkCdPHiZOnAjA6NGjOXv2rMmJRMSWqQCKiDiIPn36ULt2bW7evMngwYPNjiMiNkwFUETEQbi4uDBnzhxcXV1ZuXIla9euNTuSiNgoFUAREQdSsWJFhg4dCsDAgQO5efOmyYlExBapAIqIOJixY8dSuHBhzpw5w3vvvWd2HBGxQSqAIiIOJnPmzMycOROAKVOm8Ouvv5qcSERsjQqgiIgDev7552nfvj2xsbH4+/sTHx9vdiQRsSEqgCIiDmratGl4eXmxe/du5s+fb3YcEbEhKoAiIg6qUKFCidcAjhgxgrCwMJMTiYitUAEUEXFggwYNolKlSly7do1hw4aZHUdEbIQKoIiIA3Nzc2POnDlYLBa+/vprtm/fbnYkEbEBKoAiIg6uZs2a+Pv7A+Dv709MTIzJiUTEbCqAIiJOYMKECfj4+PDXX3/x8ccfmx1HREymAigi4gS8vb2ZOnUqAOPHj+fYsWMmJxIRM6kAiog4iU6dOtGkSRNiYmIYMGAAVqvV7EgiYhIVQBERJ2GxWJg1axbu7u5s3bqVwMBAsyOJiElUAEVEnEiJEiUYNWoUAEOGDOH69evmBhIRU6gAiog4meHDh1O6dGlCQ0N55513zI4jIiZQARQRcTLu7u7Mnj0bgDlz5rBv3z6TE4lIelMBFBFxQg0bNqRbt25YrVb8/f2JjY01O5KIpCMVQBERJzVp0iSyZ8/OoUOHmDFjhtlxRCQdqQCKiDipPHnyMHHiRABGjx7N2bNnTU4kIulFBVBExIn16dOH2rVrc/PmTQYPHmx2HBFJJyqAIiJOzMXFhTlz5uDm5sbKlStZu3at2ZFEJB2oAIqIOLmKFSsydOhQAAYOHMjNmzdNTiQiaU0FUEREGDNmDEWKFOHMmTOMGzfO7DgiksZUAEVEhMyZMzNz5kwApkyZwq+//mpyIhFJSyqAIiICQOvWrWnfvj1xcXH069eP+Ph4syOJSBpRARQRkUTTp0/Hy8uLPXv2MH/+fLPjiEgaUQEUEZFEBQsW5L333gNgxIgRhIWFmZxIRNKCCqCIiNxj0KBBVKpUiWvXrjFs2DCz44hIGlABFBGRe7i5uTF37lwsFgtff/0127dvNzuSiKQyFUAREfmPGjVq8NprrwHg7+9PTEyMyYlEJDWpAIqIyAONHz8eHx8f/vrrLz7++GOz44hIKlIBFBGRB/L29mbq1KmAUQaPHTtmciIRSS0qgCIi8lCdOnWiSZMmxMTEMGDAAKxWq9mRRCQVqACKiMhDWSwWZs2ahbu7O1u3biUwMNDsSCKSClQARUTkkUqUKMGoUaMAGDJkCNevXzc3kIikmAqgiIg81vDhwyldujShoaG88847ZscRkRRSARQRkcdyd3dn9uzZAMyZM4d9+/aZnEhEUkIFUEREkqRhw4Z069YNq9WKv78/sbGxZkcSkSekAigiIkk2adIksmfPzqFDh5gxY4bZcUTkCakAiohIkuXJk4eJEycCMHr0aM6ePWtyIhF5EiqAIiKSLH369KF27drcvHmTwYMHmx1HRJ6ACqCIiCSLi4sLc+bMwc3NjZUrV7J27VqzI4lIMqkAiohIslWsWJGhQ4cCMHDgQG7evGlyIhFJDhVAERF5ImPGjKFIkSKcOXOGcePGmR1HRJJBBVBERJ5I5syZmTlzJgBTpkzh119/NTmRiCSVCqCIiDyx1q1b0759e+Li4ujXrx/x8fFmRxKRJFABFBGRFJk+fTpeXl7s2bOH+fPnmx1HRJJABVBERFKkYMGCvPfeewCMGDGCsLAwkxOJyOOoAIqISIoNGjSISpUqce3aNYYNG2Z2HBF5DBVAERFJMTc3N+bOnYvFYuHrr78mODjY7Egi8ggqgCIikipq1KjBa6+9BsBrr71GTEyMyYlE5GFUAEVEJNWMHz+evHnz8tdffyXeM1hEbI8KoIiIpBpvb2+mTp0KwIQJEzh27JjJiUTkQVQARUQkVXXs2JEmTZoQExND//79sVqtZkcSkfuoAIqISKqyWCzMmjULd3d3tm3bRmBgoNmRROQ+KoAiIpLqSpQowahRowAYMmQI169fNzeQiNxDBVBERNLE8OHDKV26NKGhobzzzjtmxxGRf1EBFBGRNOHu7s7s2bMBmDNnDvv27TM5kYgkUAEUEZE007BhQ7p3747VaqVfv37ExsaaHUlEUAEUEZE09sknn5A9e3Z++eUXpk+fbnYcEUEFUERE0liePHn4+OOPARgzZgxnz541OZGIqACKiEia6927N3Xq1OHmzZu8/vrrZscRcXoqgCIikuZcXFyYPXs2bm5urFq1ijVr1pgdScSpqQCKiEi6qFixIkOHDgVg0KBB3Lx50+REIs5LBVBERNLNmDFjKFKkCGfOnGHcuHFmxxFxWiqAIiKSbjJnzszMmTMBmDJlCocPHzY5kYhzUgEUEZF01bp1a1544QXi4uLw9/cnPj7e7EgiTkcFUERE0t20adPw8vJiz549zJ8/3+w4Ik5HBVBERNJdwYIFef/99wEYMWIEYWFhJicScS4qgCIiYoqBAwdSqVIlrl27xrBhw8yOI+JUVABFRMQUbm5uzJ07F4vFwtdff01wcLDZkUSchgqgiIiYpkaNGrz22msAvPbaa8TExJicSMQ5qACKiIipxo8fT968efnrr7+YOHGi2XFEnIIKoIiImMrb25uFCxdSuXJlNmzYwJkzZ8yOJOLwLFar1fq4N0VERJAtWzbCw8PJmjVreuQSERERkWRITl/TCKCIiIiIk1EBFBEREXEyKoAiIiIiTkYFUERERMTJqACKiIiIOBkVQBERSTcNGsAbbxhfFy0Kn36aese2WGDVqtQ7nogjUwEUERFT7N8Pr76aese7eBFatEi94yXH1aswaBCULg2enlC4MLz+OoSH333Pjh1GSX3QY/9+c3KL83IzO4CIiDin3LlT93h586bu8ZLjwgXjMWkSlCsHp0+Dv7/x3LffGu+pXdsoqf82ejRs2wbVqqV/ZnFuGgEUERFT3D8FfOQI1K0LmTIZJWrbtuRN6/77vX//bfx6+XKoVw88PKB6dfjrL2O0rVo18PKC5s3h8uV7j/Pll1C+PLi7Q758MHDg489doQJ89x08/zwULw6+vjB+PKxdC7GxxnsyZjRKasIjZ05YswZ69zayiqQnjQCKiIjp4uOhXTtj6nTfPoiMhDffTPlxx441SmbhwkbR8vODrFlh2jRjqrZDBxgzBmbPNt4/ezYMHQoffWRMJ4eHQ0jIk507PNw4l9tDftKuWQP//AM9ez7Z8UVSQgVQRERMt2ULnDhhXCeXMJU7fjw0aZKy4w4bBs2aGV8PHmwUwKAgqFPHeK5PH1i48O77P/jAKJ6DB999rnr15J/3yhV4/33o1+/h75k/38hWqFDyjy+SUiqAIiJiuqNHjSL07+v4atRI+XGffvru1z4+xn8rVrz3ubAw4+uwMOOavUaNUnbOiAho1cqYxh479sHvOXcONm82pqhFzKBrAEVExHRWa9pcB5chw92vE45//3Px8cbXHh4pP19kpHFdoZcXrFx577n+bcEC4xrANm1Sfk6RJ6ECKCIipitTBs6cgdDQu8+l99YoWbIYC1OCgp7s8xER0LSpsdhjzRpjMcuDWK1GAeze/eEFUSStaQpYRERM16SJsXq2Rw/4+GNjJG3UKOO19Fwh++67xvYtefIYi0AiI41FIIMGPfpzkZFG+YuKgsWLjTIYEWG8ljs3uLrefW9wMJw6ZVx/KGIWFUARETGdq6uxhUvfvsaii2LF4JNPjG1VHjaSlhZ69IBbt2DqVGMBSa5c8NJLj//cgQPG6mWAEiXufe3UKWNkMcH8+caegGXLplpskWSzWK1W6+PeFBERQbZs2QgPDydr1qzpkUtERJxcSIixL+Dx48bo4KPExBhFcetWaNw4ffKJ2Jrk9DWNAIqIiE1YudJYPFGypFH6Bg82tmt5XPmLiIAVK8DFxbiWUEQeTwVQRERsQmQkDB8OZ88aU6+NG8PkycZrEyYYjwepXh3++AMmToSCBdMm25IlD9/Tr0gR+P33tDmvSFrRFLCIiNi8q1eNx4N4eECBAml7/sjIe1co/1uGDEYJFDGbpoBFRMSh5MhhPMySJYvxEHEU2gdQRERExMmoAIqIiIg4GRVAERERESejAigiIiLiZFQARURERJyMCqCIiIiIk1EBFBEREXEyKoAiIiIiTkYFUERERMTJqACKiIiIOBkVQBEREREnowIoIiIi4mRUAEVEREScjAqgiIiIiJNRARQRERFxMiqAIiIiIk5GBVBERETEyagAioiIiDgZFUARERERJ6MCKCIiIuJkVABFREREnIxbUt5ktVoBiIiISNMwIiIiIvJkEnpaQm97lCQVwMjISAAKFSqUglgiIiIiktYiIyPJli3bI99jsSahJsbHx3PhwgWyZMmCxWJJtYAiIiIikjqsViuRkZHkz58fF5dHX+WXpAIoIiIiIo5Di0BEREREnIwKoIiIiIiTUQEUERERcTIqgCIiIiJORgVQRERExMmoAIqIiIg4GRVAERERESfzf9TCrj1x6phSAAAAAElFTkSuQmCC", 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", + "image/png": 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", "text/plain": [ "" ] @@ -163,15 +178,45 @@ }, { "cell_type": "markdown", - "id": "30b276b6", + "id": "dd0c96d7", "metadata": {}, "source": [ - "You can output this to the same `graphml` format as we saw in the CLI tutorial with the following:" + "To get the score for this mapping, we inspect its `annotations` attribute. Arbitrary annotations can be added when a mapping is created, although our network generator only includes the score." ] }, { "cell_type": "code", "execution_count": 7, + "id": "6b7492d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'score': 0.09516258196404048}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# lower score is better\n", + "mapping.annotations" + ] + }, + { + "cell_type": "markdown", + "id": "30b276b6", + "metadata": {}, + "source": [ + "You can output the ligand network 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": [], @@ -208,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "9d2fbc22", "metadata": {}, "outputs": [], @@ -219,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "3f1706ee", "metadata": {}, "outputs": [], @@ -229,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "710285ca", "metadata": {}, "outputs": [], @@ -258,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "3f394a0d", "metadata": { "scrolled": true @@ -278,7 +323,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "fb839094", "metadata": {}, "outputs": [ @@ -294,7 +339,7 @@ "298.15 " ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -306,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "e83630f0", "metadata": {}, "outputs": [], @@ -327,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "7adf42d6", "metadata": {}, "outputs": [], @@ -348,7 +393,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "44ba94ca", "metadata": {}, "outputs": [], @@ -384,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "66666a80", "metadata": {}, "outputs": [], @@ -432,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "d6cebd9a", "metadata": {}, "outputs": [], @@ -449,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "b96b57a9", "metadata": {}, "outputs": [ @@ -487,7 +532,7 @@ "id": "c30e8ae2", "metadata": {}, "source": [ - "Each of these individual `.json` files contains a `Transformation`, which contains all the information to run the calculation. These could be farmed out as individual jobs on a HPC cluster." + "Each of these individual `.json` files contains a `Transformation`, which contains all the information to run the calculation. These could be farmed out as individual jobs on a HPC cluster. These files are identical to what were created in setup stage of the CLI tutorial; for details on running them, follow from the section on running simulations in the CLI tutorial" ] } ],