diff --git a/.binder/environment.yml b/.binder/environment.yml index cc640a2..ea012d5 100644 --- a/.binder/environment.yml +++ b/.binder/environment.yml @@ -16,7 +16,7 @@ dependencies: - notebook - openff-forcefields - openmm - - openmmtools + - openmmtools>=0.23.0 - pip - plugcli - pymbar @@ -24,9 +24,9 @@ dependencies: - pytest-cov - pytest-xdist - pydantic - - python==3.9.* + - python==3.10.* - rdkit - typing_extensions - gufe>=0.7.1 - - openfe>=0.7.1 - - py3dmol \ No newline at end of file + - openfe>=0.10.1 + - py3dmol diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml index 94e0ee7..613d1a0 100644 --- a/.github/workflows/CI.yml +++ b/.github/workflows/CI.yml @@ -32,7 +32,7 @@ jobs: fail-fast: false matrix: os: [ubuntu-latest, macos-latest] - python-version: ["3.9",] + python-version: ["3.10",] steps: - uses: actions/checkout@v2.4.0 diff --git a/README.md b/README.md index 1917b90..d945e5c 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ [![Logo](https://img.shields.io/badge/OSMF-OpenFreeEnergy-%23002f4a)](https://openfree.energy/) [![full_tests](https://github.com/OpenFreeEnergy/ExampleNotebooks/actions/workflows/CI.yml/badge.svg)](https://github.com/OpenFreeEnergy/ExampleNotebooks/actions/workflows/CI.yml) [![pre-commit.ci status](https://results.pre-commit.ci/badge/github/OpenFreeEnergy/ExampleNotebooks/master.svg)](https://results.pre-commit.ci/latest/github/OpenFreeEnergy/ExampleNotebooks/main) -[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/OpenFreeEnergy/ExampleNotebooks/HEAD) +[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OpenFreeEnergy/ExampleNotebooks/blob/main/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb) # OpenFE Notebooks @@ -10,8 +10,9 @@ These can be ran in the browser via the Binder links. | Binder link | Description | | --- | --- | -| [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/OpenFreeEnergy/ExampleNotebooks/HEAD?labpath=openmm-rbfe%2FOpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb) | Start here. This notebook demonstrates how a free energy calculation can be defined, executed and analyzed using the `openfe` package. | -| [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/OpenFreeEnergy/ExampleNotebooks/HEAD?labpath=openmm-rbfe%2FApplyingProtocolToNetworkQuickrunDemo.ipynb) | Demonstrating how to plan a free energy network and apply a protocol | +| [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OpenFreeEnergy/ExampleNotebooks/blob/main/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb) + | Start here. This notebook demonstrates how a free energy calculation can be defined, executed and analyzed using the `openfe` package. | +| [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/OpenFreeEnergy/ExampleNotebooks/HEAD?labpath=openmm-rbfe%2FApplyingProtocolToNetworkQuickrunDemo.ipynb) | Demonstrating how to plan a free energy network and apply a protocol Note: This notebook might not load if Binder is experiencing heavy usage. | ## Running these notebooks locally diff --git a/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb b/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb index 52a9456..bd85829 100644 --- a/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb +++ b/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb @@ -1,1584 +1,3813 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "0363d675", - "metadata": {}, - "source": [ - "# OpenFE Showcase : Relative Binding Free Energy calculation of T4 lysozyme ligand using OpenMM\n", - "\n", - "This notebook demonstrates the current capabilities of the OpenFE toolkit. Here\n", - "we specifically look at how relative binding free energy calculations can be\n", - "carried out using the OpenMM MD engine in combination with the OpenFE toolset.\n", - "This notebook will be continually updated as OpenFE introduces new features." - ] - }, - { - "cell_type": "markdown", - "id": "0eaea8f6", - "metadata": {}, - "source": [ - "## 1. Overview\n", - "\n", - "### Relative binding free energies of small ligands complexed to T4-lysozyme L99A mutant\n", - "\n", - "In this example we look how one could set up a network of transformations using\n", - "the OpenFE toolkit for small chemical modifications of an initial known\n", - "binder, benzene, to T4-lysozyme L99A.\n", - "\n", - "Crystallographic and affinity data (dG of -5.2 kcal/mol) are available for\n", - "benzene and demonstrate the ligand to bind within the lipophylic cavity of\n", - "T4-lysozyme L99A." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "863cf2de", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "de08168b6dea481a83d549420cf1777f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cdc5ba5194fa47209b20fc733f8c4151", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "NGLWidget()" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Let's visualise the known protein-ligand complex\n", - "# We use MDAnalysis to fetch the 181L complex and nglview to visualise it\n", - "import MDAnalysis as mda\n", - "import nglview as nv\n", - "\n", - "u = mda.fetch_mmtf('181L')\n", - "view = nv.show_mdanalysis(u)\n", - "view.display()\n", - "view" - ] - }, - { - "cell_type": "markdown", - "id": "ab0b30ab", - "metadata": {}, - "source": [ - "For convenience, a prepared (capped and protonated) PDB structure of the\n", - "T4-lysozyme L994A protein is provided under `inputs/181L_mod_capped_protonated.pdb`." - ] - }, - { - "cell_type": "markdown", - "id": "e9a7f137", - "metadata": {}, - "source": [ - "### Alchemical transformations of benzene\n", - "\n", - "Chemical modifications benzene binding to T4 lysozyme are relatively well\n", - "studied, examples can be seen in the works of [Mobley et al.](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2104542/) and [Gapsys et al.](https://www.nature.com/articles/s42004-021-00498-y#Fig1). Here we explore how OpenFE can be used\n", - "to build a simple star map network for planned alchemical substitutions of the\n", - "core benzene ring.\n", - "\n", - "Five pre-aligned compounds (phenol, toluene, anisole, styrene, benzonitrile,\n", - "and benzaldehyde) and the benzene core are available under\n", - "`inputs/ligands.sdf`. These are shown in the cell below." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "3d89a17c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Let's have a look at our ligands\n", - "\n", - "from rdkit import Chem\n", - "from rdkit.Chem import AllChem\n", - "\n", - "# Extract the contents of the sdf file and visualise it\n", - "ligands_rdmol = [mol for mol in\n", - " Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)]\n", - "\n", - "for ligand in ligands_rdmol:\n", - " AllChem.Compute2DCoords(ligand)\n", - "\n", - "Chem.Draw.MolsToGridImage(ligands_rdmol)" - ] - }, - { - "cell_type": "markdown", - "id": "7bde6b8e", - "metadata": {}, - "source": [ - "Ultimately we will limit the RBFEs done in this notebook to the transformation\n", - "of benzene to phenol, as similarly done in the [AMBER free energy tutorial](https://ambermd.org/tutorials/advanced/tutorial9/index.html#home). Previous work has\n", - "shown that phenol does not bind to T4-Lysozyme L99A, so we expect that the RBFE\n", - "will capture the positive change in the free energy." - ] - }, - { - "cell_type": "markdown", - "id": "0870f84e", - "metadata": {}, - "source": [ - "### The plan\n", - "\n", - "Here is what we will achieve in this notebook and what software toolchains are\n", - "used along the way.\n", - "\n", - "| **Actions** | **Software** |\n", - "|:------------------------------:|:-----------------------------------------------------------:|\n", - "| Create OpenFE Molecules | OpenFE tk, RDKit |\n", - "| Create Radial Network | OpenFE tk, Lomap, Networkx |\n", - "| Visualise Netwwork | OpenFE tk, NetworkX, RDKit, Matplotlib | \n", - "| Create ligand topologies | OpenFE tk interface - OpenFF tk |\n", - "| Create hybrid OpenMM topology | OpenFE tk interface - OpenMMTools (eventually - ex Perses) |\n", - "| Create Lambda Protocol | OpenFE tk interface - OpenMMTools (eventually - ex Perses) |\n", - "| Setup and run RBFE calculation | OpenFE tk interface - OpenMM + OpenMMTools |\n", - "| Analysis RBFE calculation | OpenFE tk interface - PyMBAR + OpenMMTools |\n", - "\n", - "\n", - "A complete overview of the setup and simulation process starting from initial SDF and PDB files can be found [in this diagram](./assets/RBFE_workflow.drawio.pdf)." - ] - }, - { - "cell_type": "markdown", - "id": "14ade1f0", - "metadata": {}, - "source": [ - "## 2. Creating a transformation network" - ] - }, - { - "cell_type": "markdown", - "id": "f734578f", - "metadata": {}, - "source": [ - "### Creating OpenFE SmallMoleculeComponents\n", - "\n", - "In order to keep track of the various inputs being passed through the OpenFE\n", - "toolkit, OpenFE implements a set of Components which define the proteins,\n", - "small molecules and solvent components which a system may contain. Here we\n", - "use the [SmallMoleculeComponent](https://github.com/OpenFreeEnergy/gufe/blob/main/gufe/smallmoleculecomponent.py)\n", - "which takes in either [RDKit molecules](https://www.rdkit.org/docs/source/rdkit.Chem.rdmolfiles.html)\n", - "or [OpenFF molecules](https://open-forcefield-toolkit.readthedocs.io/en/0.9.2/api/generated/openff.toolkit.topology.Molecule.html).\n", - "\n", - "In the backend, OpenFE treats the RDKit molecules as the central representation\n", - "of the ligands, and uses the OpenFF toolkit to convert between objects from\n", - "various toolchains (for example OpenEye's OEMol).\n", - "\n", - "Here we demonstrate how to load the ligands from `inputs/ligands.sdf` into a\n", - "list of OpenFE SmallMoleculeComponents for further processing." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "4096ce97", - "metadata": {}, - "outputs": [], - "source": [ - "from openfe import SmallMoleculeComponent\n", - "\n", - "# Create and SDF supplier\n", - "# Extract the contents of the sdf file and visualise it\n", - "ligands_sdf = Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)\n", - "\n", - "# Now pass these to form a list of Molecules\n", - "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in ligands_sdf]" - ] - }, - { - "cell_type": "markdown", - "id": "3a8d5433", - "metadata": {}, - "source": [ - "OpenFE SmallMoleculeComponents have some useful built in attributes and methods.\n", - "\n", - "For example the molecule's name (as defined by the SDF file) can be accessed" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "faacbebb", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "name: benzene\n" - ] - } - ], - "source": [ - "print(\"name: \", ligand_mols[0].name)" - ] - }, - { - "cell_type": "markdown", - "id": "55d258eb", - "metadata": {}, - "source": [ - "SmallMoleculeComponents also have a means of serialising through their `to_dict()` method." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "d0fa4698", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'atoms': [(6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {})],\n", - " 'bonds': [(0, 1, 12, 0, {}),\n", - " (0, 5, 12, 0, {}),\n", - " (0, 6, 1, 0, {}),\n", - " (1, 2, 12, 0, {}),\n", - " (1, 7, 1, 0, {}),\n", - " (2, 3, 12, 0, {}),\n", - " (2, 8, 1, 0, {}),\n", - " (3, 4, 12, 0, {}),\n", - " (3, 9, 1, 0, {}),\n", - " (4, 5, 12, 0, {}),\n", - " (4, 10, 1, 0, {}),\n", - " (5, 11, 1, 0, {})],\n", - " 'conformer': (\"\\x93NUMPY\\x01\\x00v\\x00{'descr': '" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "edges = [edge for edge in network.edges]\n", - "edge = edges[0]\n", - "edge" - ] - }, - { - "cell_type": "markdown", - "id": "3098268e", - "metadata": {}, - "source": [ - "This network contains a set of 6 edges centered around the benzene molecule\n", - "which define the various atom mappings between the the transformation pairs.\n" - ] - }, - { - "cell_type": "markdown", - "id": "c0154dad", - "metadata": {}, - "source": [ - "Edges along the network can be accessed to recover the invidual molecules\n", - "involved in that given alchemical tranformation, and the atom mapping between\n", - "the two ligands.\n", - "\n", - "**Note: as can be seen in the example below, transformations are defined within OpenFE as going from componentA to componentB**" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "ce9c2525", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "molecule A smiles: c1ccccc1\n", - "molecule B smiles: Cc1ccccc1\n", - "map between molecule A and B: {0: 4, 1: 5, 2: 6, 3: 7, 4: 8, 5: 9, 6: 10, 7: 11, 8: 12, 9: 13, 11: 14}\n" - ] - } - ], - "source": [ - "transform_edges = [edge for edge in network.edges]\n", - "print(\"molecule A smiles: \", transform_edges[0].componentA.smiles)\n", - "print(\"molecule B smiles: \", transform_edges[0].componentB.smiles)\n", - "print(\"map between molecule A and B: \", transform_edges[0].componentA_to_componentB)" - ] - }, - { - "cell_type": "markdown", - "id": "ee0b19b7", - "metadata": {}, - "source": [ - "We can also visualise the atom mappings by invoking the individual OpenFE\n", - "AtomMapping objects directly.\n", - "\n", - "Here we show how to draw two mappings for benzene -> phenol and benzene -> anisole.\n", - "\n", - "Unique atoms between each mapping are shown in red, and atoms which are mapped\n", - "but undergo element changes are shown in blue. Bonds which either involve atoms that are unique or undergo element changes are highlighted in red." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "0c0aee78", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Get the edge with phenol\n", - "edge = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", - "edge" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "cdcfae45", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Get edge for anisole\n", - "edge = [edge for edge in network.edges if edge.componentB.name == \"anisole\"][0]\n", - "edge" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "66dd7d32", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from IPython.display import Image\n", - "\n", - "# mappings can also be saved to file if required\n", - "edge = [edge for edge in network.edges if edge.componentB.name == \"anisole\"][0]\n", - "edge.draw_to_file('benzene-to-anisole.png')\n", - "\n", - "# load it back for visualisation\n", - "Image(\"benzene-to-anisole.png\")" - ] - }, - { - "cell_type": "markdown", - "id": "15e50ad6", - "metadata": {}, - "source": [ - "### JNK1 ligand network\n", - "\n", - "This is a rather simple atom mapping case. To show off the ability of the atom\n", - "mapping, here is a network for the Schrodinger JNK1 dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "d8d1617d", - "metadata": {}, - "outputs": [], - "source": [ - "# Load the jnk1 ligands\n", - "jnk1_sdf = Chem.SDMolSupplier('inputs/Jnk1_ligands.sdf', removeHs=False)\n", - "\n", - "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in jnk1_sdf]\n", - "\n", - "# Create a network - reference molecule is ligand 0\n", - "jnk1_network = generate_radial_network(ligands=ligand_mols[1:],\n", - " central_ligand=ligand_mols[0],\n", - " mappers=[LomapAtomMapper(threed=True),])" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "9d3c492d", - "metadata": {}, - "outputs": [ + "cells": [ { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "AUgaKFN7eCt5", + "metadata": { + "id": "AUgaKFN7eCt5" + }, + "source": [ + "## 0. Setup\n", + "### Google Colab\n", + "\n", + "If you are running this example in Google Colab, run the following cells to setup the environment. If you are running this notebook locally, skip down to `1. Overview`" ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "code", + "execution_count": 1, + "id": "-jX9udRGehD3", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-jX9udRGehD3", + "outputId": "78a0d40d-a6d2-4a93-a041-406a8cb551b9", + "tags": [] + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "⏬ Downloading https://github.com/OpenFreeEnergy/ExampleNotebooks/releases/download/april-2023/OpenFEforge-June-2023-Linux-x86_64.sh...\n", + "📦 Installing...\n", + "📌 Adjusting configuration...\n", + "🩹 Patching environment...\n", + "⏲ Done in 0:01:32\n", + "🔁 Restarting kernel...\n" + ] + } + ], + "source": [ + "# NBVAL_SKIP\n", + "# Only run this cell if on google colab\n", + "import os\n", + "if \"COLAB_RELEASE_TAG\" in os.environ:\n", + " !pip install -q condacolab\n", + " import condacolab\n", + " condacolab.install_from_url(\"https://github.com/OpenFreeEnergy/ExampleNotebooks/releases/download/april-2023/OpenFEforge-June-2023-Linux-x86_64.sh\")" ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "code", + "execution_count": 1, + "id": "dlCARZ2_fAI4", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dlCARZ2_fAI4", + "outputId": "d528f4dc-5105-4288-ea08-9b2e75d442ff", + "tags": [] + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/181L_mod_capped_protonated.pdb\n", + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/Jnk1_ligands.sdf\n", + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/benzene.sdf\n", + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/ligands.sdf\n", + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/styrene.sdf\n", + "✨🍰✨ Everything looks OK!\n" + ] + } + ], + "source": [ + "# NBVAL_SKIP\n", + "# Only run this cell if on google colab\n", + "import os\n", + "if \"COLAB_RELEASE_TAG\" in os.environ:\n", + " import condacolab\n", + " import locale\n", + " locale.getpreferredencoding = lambda: \"UTF-8\"\n", + " !mkdir inputs && cd inputs && openfe fetch rbfe-showcase\n", + " for _ in range(3):\n", + " # Sometimes we have to re-run the check\n", + " try:\n", + " condacolab.check()\n", + " except:\n", + " pass\n", + " else:\n", + " break" ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "0eaea8f6", + "metadata": { + "id": "0eaea8f6" + }, + "source": [ + "## 1. Overview\n", + "\n", + "### Relative binding free energies of small ligands complexed to T4-lysozyme L99A mutant\n", + "\n", + "In this example we look how one could set up a network of transformations using\n", + "the OpenFE toolkit for small chemical modifications of an initial known\n", + "binder, benzene, to T4-lysozyme L99A.\n", + "\n", + "Crystallographic and affinity data (dG of -5.2 kcal/mol) are available for\n", + "benzene and demonstrate the ligand to bind within the lipophylic cavity of\n", + "T4-lysozyme L99A.\n", + "\n", + "![image.png](data:image/png;base64,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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "0363d675", + "metadata": { + "id": "0363d675" + }, + "source": [ + "# OpenFE Showcase : Relative Binding Free Energy calculation of T4 lysozyme ligand using OpenMM\n", + "\n", + "This notebook demonstrates the current capabilities of the OpenFE toolkit. Here\n", + "we specifically look at how relative binding free energy calculations can be\n", + "carried out using the OpenMM MD engine in combination with the OpenFE toolset.\n", + "This notebook will be continually updated as OpenFE introduces new features." ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "ab0b30ab", + "metadata": { + "id": "ab0b30ab" + }, + "source": [ + "For convenience, a prepared (capped and protonated) PDB structure of the\n", + "T4-lysozyme L994A protein is provided under `inputs/181L_mod_capped_protonated.pdb`." ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "e9a7f137", + "metadata": { + "id": "e9a7f137" + }, + "source": [ + "### Alchemical transformations of benzene\n", + "\n", + "Chemical modifications benzene binding to T4 lysozyme are relatively well\n", + "studied, examples can be seen in the works of [Mobley et al.](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2104542/) and [Gapsys et al.](https://www.nature.com/articles/s42004-021-00498-y#Fig1). Here we explore how OpenFE can be used\n", + "to build a simple star map network for planned alchemical substitutions of the\n", + "core benzene ring.\n", + "\n", + "Five pre-aligned compounds (phenol, toluene, anisole, styrene, benzonitrile,\n", + "and benzaldehyde) and the benzene core are available under\n", + "`inputs/ligands.sdf`. These are shown in the cell below." ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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w4UM9Pb3g4GDst43BSABzc/PTp0+HhoZu2bJF2mNpd/B4vD179lhbW2dlZQ0bNozNZjdFCNkxzwt3rBNWVxEEAMEk67hq0+dqrNxEyMrW5eVw4lic16zaiFB+4XsAKOMLXlRzUbRDOhud+X0AAJBRAC0j0BkEGfehugCMHUDTEABkmIKBh44oDR1eb+cnMdqWECYkJJiZmSFHlbi4ONGDuvj4+I4dOwJAXl6enp4eLd2RJLl06VIvLy91dfWAgIDu3bvT0iwGg2kcc3NzgiDCw8N5PJ5c64xamOZy7ty5uXPnFhcXp6amysjI1NTUTJw4sfEfqX32qGDLyhvvPthrqqKztOgqjuaV832DA4DB5BfkAUCNQPiqlvu8khNRxU6u5Qk//awigzBSkjNRUfDus6xYbxQwZAEAaoshzR8K40HTUEGOMbVH7fWUvFnGJsGenrW1tZMnT0b2P4nRtoSwV69eMTEx69evZzKZsbGxoqF7np6eKKvTy5cv9fT0Nm/enJ2dPXr06NGjRxsbG8vItOSLbNy48cKFC0pKSv7+/oMHD6bta2AwmEbR1tY2MjJKSkqKiYkxMzOT/ADQehq5HZSXlzOZTFVVVQCIjY0tKyuztLT08fFRU1OztLSU/NjEjY6ODovFEgqFOjo6hoaGWVlZjd8vrK0t/HMNyWEfyy+31/xoDn1YUWtcJ9Bl5MfVfEb8FBhEfyW5YcoKo9UUhqsoyBEEEMQU3fczZZhsEkgSQHvgRyHsP7ODoty2mUMF3Jrg4OAZM2YcPXoU7XkkSdsSQkVFxe+//x69rvd47N27F60RnJycSJL08fFJS0u7ffs2ACgrKw8ePNjExGTMmDEWFhaamppN6auwsPD69etycnI+Pj5jxoyh+6tgMJjGMDc3T0pKCg0NlYoQjhkzJjExEdmcnJ2dtbW1kTuCjIxMbGysoaFhTk7OihUrvvTj8fHxUVFRjo6Ovr6+5eXl8+bNQ5r6n2D69OlcLpfNZisqKqanp3+1+lVN6EMAYcPrfCBHxueyhR/dLeUZxBBl+ZEqCqaqCsbK8ijbi6z+d4ojzRRHjlEcNqpnh47Psipmubx6W1zL1zEGgoDiFBDWTRna1bB396NHjy5YsKCyslJdXR35EkuStiWETcfb2zsiIuL58+eRkZFpaWkREREREREnTpwgCMLQ0HD06NFmZmajRo0STeN08eLF4ODgmzdvEgTx8uVLHx+fsLCw5OTkr5oFMBgM7Zibm588eTI0NBSV+W0jqKur5+TkyMrK6uvrr1279sSJE5+9rV+/fsHBwWVlZcHBwXPmzPkPqSBCXl5eXl4eAAYMGPDVm3kpCcKaGgAggdyd+7HYJKuaY6wkP1hZvkogNFNVHK2mMExZQZ7xf/FTMB6mOHy0jE5n0aZMuqunHx235fY/B+5lgvp3UJ4NJWnP0zvu3LlTW1u7tLQ0Li5u+vTp9H/hr/HfEEIrKyv0ZwOAPn36kCTZv3///v37Ozo6AkBRUdHzT7BYrOTk5OTkZJThXlNTc9SoUaNHjx47duz79++fPn16+fLlhQsXVlVVZWVl9erVq+npyTEYDI1YWFgwGIznz59zuVzq6ZYkYWFhKArr7du3yNpEkuSjR4+UlZVLSkqKi4tF08LVA51rVlZW6ujoREdHd+3atUuXLhIbOS2kpqb27dsXSXhhYaGsrKyow7yHhwePx+vcuXN+fr7sP5kjCAJIkgBihsZHt5pyvgAArvX+qHOy+t8pDDZRGDxcycz8q+ld5o7RP3AvE7QHQXk2FMYn5/V/dHKbjro8APTu3VscX/ar/DeE0NnZmXr9008/1ftUS0vrp59+Qtf5fP7r16/Dw8Nfvnz57Nmz7Ozse/fu3bt3b8iQIb/88svq1asPHTqE8uJjMBgpoqGh0b9//4SEhBcvXowdO1byAwgNDUUmuKysrBEjRgAAQRALFiwQCoUyMjK9evVqxPMgMTExKyururpaWVmZx+Pp6OhIbtw0MWnSpJSUFCT2J0+e1NXVXb58Ofro7du3JEkWFhbKyMjk5eXpandmKCkLa6oBwEjpo2dTp0+JXWT0uuifc5fp3AwHRiN9FR11+UKdQZB2DwoTyAGzn6WWzhgpTY/9/4YQNh0ZGRkTExMTExP0NisrKyIiIjIy8rvvvkOpK9atW7dx40YHB4d6PxgREaGvr29gYCDpEbc/0tLSgoKClixZcvbsWU1NTdHM5ph2hbm5eUJCQmhoqFSEcPv27eiMcNeuXdRFBoPBYDAAoHH/uwEDBri6ugJA//79xTtKaXD9+nUtLa2UlBQul/vrr7+ecnW1UFBEQlgPQlFJc8OuZqkgABAEjDPs5FE08OMxoYAXmiJlIfzGC/N279597ty5J0+e3LRpE7qyaNGi1NTUFy9eiN6WnJycmJh47tw5aYyxfUGSpK+vL5/PDwoKMjc3z8nJQamCMO0Qc3NzAAgNDZVkp3V1dV+/qX0QGBjo5+fn5+eXlpYmev3PP/9cunTpzJkzJ06c6OvrO2ny5M7HzjGUlA4baFH32GmomGp1UJ08Vfn7ljjWmhtqgJwqqBuAgAclaU+SS1r7ZVrHt7Yj/CoMBsPV1XXChAmTJk2iLqqpqSUmJkrloKK94ePjU1pampGRoaOjQxDEf87LAEMj5ubm6JiQw+HQmzTxS2RnZ1tbWx8+fHjatGmUa6KxsbGaWkviuAUCwaVLl2JjYzU0NObNmyet860Wk5aWhn4JJSWf0aEJEyYAwLBhHxN46l/1nbRvCzcpnpCTB1Jo1KFjpxXr1abZt6xrc8NOAAA6g6A8CwrjU/MHFJRzO3eQ2gzc7oQQAIYMGTJnzpzi4mLqSm5ubvfu3XNzc0mSxFOzWJk2bdq0adP8/f0tLCzOnj3btWtXycyAmDZIp06dBg4c+Pr16+jo6HHjxom7u7S0NEtLy3fv3h09ejQkJIR60m1tbVvW4MyZM3v27Pnbb7+hTFh37twRq6W0sLDQx8dHKBQOGDAgPj5eT09v2rRprWlw9erV6IywqqrqqzfLde+lf8FTWFlel5fLUFaV7doNWjFVGuqr6HVUyNcZCP/4wod4krR/mlo601Rq1tF2JISUl3ZdXZ2NjY2oi9SoUaP69eunoqKCVVAy2NjYRGWUZ3acGPSuJsAl7qdhOr+M0JVl4l9+u8Pc3Pz169ehoaFICEtKSjQ0NMTRUWpqqqWlZX5+/tixY+/evdv6Jx35y3h5eQHAgAEDKioqjhw5cvHiRToG+3l0dHT69+//7NkzFotlYWFx4cKFVgphC2CodZBX60BLU9/363S7cAAQBBSlgoAXmlwiRSH8xs8IP4urq+vEiROPHj0qerFjx46Sj+Jsn/D4QrsTcVb7X5wOyQ5OKL4d9X7J+cR+65+++VAr7aFhJI3oMeG5c+cePnx48uRJ2ntJTk62sLDIz88fN25cYGAgSiLTSlJTU42Njam3Q4cOTU5Obn2zjcDhcEaNGsVms1euXMnhcFrpqjp//nxqxhs5cuTAgQPpGGMzMDfsBHKq0KE7COug+B/pHhO2RyFE4RMBAQE8Hk/aY2mPLHSLD4j7UBO0+VNKCqhmXXubzBqzO7KKw2/0RzHfGubm5kwmMzIyks1mMxiM6urqzMxMeruIjY0dN25cQUHB5MmTg4KCmlpp4WuoqKjU1v5/6VZdXd2yg8amU1NTc+nSJTMzs7dv3yYkJCxatKg1re3Zs0dWVrampmbdunWnTp2SfHYtcyMNAACdQQAAH+L/eV+TXyY1v7n2KIQ9e/Y0MjKqqKgICwuTygBIkkxJSaHe5ubmVldXA0BeXp6Li8vJkycjIyPPnTvn7u7+pRYuXrzo7+8PAM+fPz9w4IAExkwXr3Mq774srOUJoExkvqsuEHKry2v5RwK+kvYQ843RoUOHQYMGcbncqKioGTNmmJub0xvCxGKxJkyYUFxcbGNj4+3tjfIV08KwYcOio6MrKyvRWx8fH3Efc2poaCxZsmTy5Mm9e/d2dHTU19dvfZtKSkpXr14NDAz8asZR2umrq6zfUQG0BwEAFCYAwNOUUgmPgaI9CiF8isr39fWVSu91dXVWVlbU202bNkVFRQGAvr7+ypUri4uLa2tr37x5Qz1jDbG1tf3w4QOaPv5bFl2v6AIe//O1oNk8wfWIfAmPByN1UEnC/fv3s1ist2/f/v7773S1HB4ebmlpWVpaamdn5+3tTa9blqam5u7du83Nzbdt22Zvb//y5ctVq1bR2L5kIAgCpXd+8uSJ5HsfZ9gJdAYAwYDiFOBzQ7EQShhKCEny85OytLh69erPP//MYrE2bNjw9u3bxm/28/NTUlKKj4/ncrkSGR0NZBTW8gVCAIC6Wgje8PFfPgt9+qECxxR+kby8vIULFwoEAi8vr/3796enp6Prrq6ulDnRx8cnPz8fAG7evJmUlCS1sTaZoqKiR48eaWlphYSEWFpaOjg4LFiwwNPTs7y8vJUtP336dPLkyZWVlbNmzbpx44Y41ovz5s0LCQmZNGnS9u3bb9++HRgY6O3tTXsvALBhw4aHDx+i1y9evFiyZAmNjUslmvNj10YaIKsMHbuDkA8lqY+Ti7/+M+KhnQrhiBEj9PX1c3JyXr9+LZUBcDgc30/k5eWhiykpKVVVVTk5Oba2th4eHqKRjvUIDg4uKCiwtbVdtmzZ3Llz/0MRkHodFRjIYU9WCSY4ffyn9zFWSV3pv7S7lTD6+vrIO2PixIm5ubnUWdf+/fuXL1+OlnTXrl3Lzc2trKxcsGDBgAEDOnfuPG/ePFp0RRwUFBRYWFikpaUpKSnNnDlTV1e3sLDw2rVrdnZ22tra5ubmBw8ebMoTmp2dfeHChQcPHlBX7t+/P3ny5Orq6sWLF9+4caNlZdqaQkREhLu7u7q6emxs7MyZM//++29x9FJWVsZms9FrLpf72bC/FoOEUCo7wk/RhMZAEFCRk1FQa7Th2aMkKXjNtFMhJAjCxsYGpGcd5fP5aZ+gTKCGhoYrVqyYMmVKnz59li1bRlWkaoidnd3WrVvR443iXiVDZWUln88HgOLiYoFA0IIWbIZoKcl//n+dnAwx1eS/l7NR8nA4nAULFsTFxaG38vLyBgYG169fp26oqqqaM2dO586dRXXFwsLi0KFD8fHxUhp1fQoKCiwtLZOSkgwNDSMjI2/fvp2fn5+Zmens7GxlZUUQxNOnTzdv3jx48GAdHR07O7urV6+WlZV9tqnMzEwul5uamoreBgQE2NrastnspUuXnj17FqVMExNnzpw5depUaGjo6NGj5eXl4+LixLTm4PP5PB6Px+OhB5BGBgwYoK2t/e7dO9rdlL6KkAQGQYDhNLC9Afojgc9Nya+eeoR14sFbCY+knQohSPuYUEVFZcMnDA0NpTKG5lJTU+Pr67t+/fqkpKTHjx/v27evBY1YGGkM7KomJ8MApkhdcoYMEAwZJmPbTz1pG+43R2lpKZPJfPz4cWJiYnJy8vjx46mP9u3bt2/fPkonOnfufOnSpffv3ycmJh44cADpSmho6KZNm4yNjb+qKxIgJydn7NixycnJQ4YMefbsma6ubllZ2ZEjR9hs9qpVq4KDg0tLS/38/BwdHb/77rsPHz54enrOnz9fS0tr2LBhmzdvDg8PFwr/XyHv3bt3AwcORCkyPD09bW1tORzOb7/9dvr0abGqIIjYFZWUlIYPHy4QCMLDw8XR0e7du62tra2trdevX09vy9I6JhSSpI0TiwQSilLh8RZ4fRUeb4UXLrUc3hb3f+LeftFDQiyQ7RUOh4PCid68eSPhrrlcrp6eHvV29uzZwcHBLWintLR0yZIlo0aNGjNmzJ49e+rq6ugb4+eJjY1du3YtSZLl5eUHDx5sWSPFVdwBm54pL7oP9gFgHwA/X4YRK2G2/9xTcbQOtr1gYGBAkqSrq+tvv/1ma2sbFRXVo0cPMzOzAwcOoELkJElWV1cjXenatSv17DOZTBMTk02bNoWFhaHbJENWVlb37rdWlV4AACAASURBVN0BwMTEpLi4GF1ERbYBQEdHx8HBwcPDo7y8HH1EbRNFjwC0tLRmzJhx5cqVkpKSmJgYFxeXGzdu3Lp1C5lJNm7cKJnvEhMTAwC9evUiSXL79u0AsG7dOtp7Wbx48d27d9HrZ8+e2dra0ts+SiA+Z84cepttnMBXH1QXP4BpN0ClM0y/DfYBYO8PBuYwYiVjTuDPR1mSHEz7FUKSJFEFyBMnTkisx5qams2bN1dWVm7bto26ePny5dTU1Ba0NnXq1FOnTpEkWVdXN3/+/P3799M20M9RXl7++vXrNWvW5Obmrl+/vjULCB5feCbkrf7vj8A+AJR1AAAmHjHa8JTG0bYfkBDy+fyRI0caGhp6eXkxmUxKMLp167Z06VIfH5/Kykp0/1d1RayjTU1NRX7/ZmZmFRUV1PWoqKgFCxZ07vz/Oq6ysrIWFhbomBDdU1lZ6ePjg7aJonI+evTovXv37tu3D33xTZs2ifUriIJq2gBAdnb2o0ePkLrT3ou4hTAxMREAdHV16W22cdbfSGHMCYCx26DHhI9rYvsAGL8PupqBfUAnx4eSHEy7FsJr164BgKWlpWS64/F4P/74IwDY2dm1vrWSkpJu3bpRC/l379717du39c02TlhYWHp6elZWVnBwcHR0dCtbe5VdAfYB0HcqAIDRDLAP+Ce/mpZxtiuQEJIkGRMTw2AwoqKiSkpKPDw86oWaof3fzp07qW1iRUWFt7d3vW3ixIkTxTfU5ORkPT09APj+++8pYa4HZc5FxW8R2traSKfLysrQbZmZmW5ubjY2NpSco6SJBw4cEN/4PwvyNrh27RqbzVZQUGAymaWlpfR2sWXLFspoFBMTg3yjaEQoFKI8NWlpafS23AgL3eLBPgBGroK+P/1fCCcdg86DwT5Acf79hISEzMxMkiRRdSCxDqZdC2FZWZmsrKysrCzt/3EbIhQKFyxYAACamprJycmtbzA+Pt7MzEy0fTU1tdY3K2G6r3oClvsBANS6gn2Ak3+m5MdQWFhYUFCAXtfV1VF/nfv377u4uERHRzs7O+/du1fcW6UWExAQQL0ODg7ev3+/v79/TU0NuvJZXaHMj5SuJCYmOjk5WVpaurq6immccXFxmpqaADBp0qTa2tqv3t+IOVdUzqurq319fZF1p2vXrmIafCMcPnwYABYvXkySJDpsQ3FZNPL27dsjR460zG7UROzs7ADAzc1NfF3UY6HbK7APAKuDoDv0/0JougZ6/wD2Ad1XBD169Gj16tWRkZHXr1/Py8sT62DatRCSJGlhYQEAN27cEHdHq1evBgA1NTUWix7bd1FRUffu3am379+/79OnDy0tN0QoFFITK0mSNTU1AoGAlpb/uJIEs/1AXhUAYMrZMbuf09Jss3BycqLOOz98+GBoaIheCwSC7du3x8TErF279saNG97e3pIfW3OpqqpCOyQZGRnqmBB91ERdERMsFgtl0/7hhx/YbHZzf/zVq1cHDhwYN26caDigrq7uwoUL79y5Q5Ikj8dTVlYmCIJa00iMly9fAkCPHj1Ikty5cycArFmzht4ujh8/DgD29vb0NivKqVOnAGD27Nni60IUv5eFcvODPp4LavSFkatghhdYO4NaF/jxtOKC+7u80jgczs6dO0+ePOnq6rp3716xjqe9C6GzszNlqywvL2exWLGxsbT38ueffwKAnJzcw4d0Gr6trKxu3bpFkqRQKFy1atWOHTtobFyU9PR0U1NT6q2Zmdk///xDS8uPEovBPgAMLAAAhixmzAksKOfQ0nLT+ZIQVldX5+bmurq65uTkODs7P38uBZFuLqWlpbt27Ro5cqToMaGBgcGyZct8fX2rqqpIkhQKha9evfr777/r6YqWlpaRkdGaNWtoN5CEh4ejPJxTpkzhcFr1962urg4ODv7jjz+oY0Jzc3P00cSJEwHAw8ODjiE3A4FA0LFjRwB4+/YtcrwcMmQIvV1MnjwZAK5evUpvs6KgjOGSOSa8HZkv6xAIk0/AuJ1gHwAzPKH/TNAbBj0nwuQTjLmBur+F5Lz/4ODg4Ovr+/TpU1dX1z///FOsQ2rvQoiyt6ioqHA4HCSEyCuSRpBHFpPJ9PLyorflvLw8W1tbMzOzESNGrFq1qgUL7SYiPiGs4ws1HINhzBYAAK3+YB9wMTSXlpabjpOTk4ODg5eXl5eX18WLFykhDA0NPXXqVF5enq+vL1pw/IcoLi5ueEwouk2k7Ir1dAX+7U3a+q3/s2fPkHv2zJkzeTweHV/uIwkJCYcOHXJ3d0dv9+/fDwC0n581BZTH/8qVK6jCMIPBoLxhWw+bzVZSUmIwGOLe7KLjW7EaYEmSvBGRJ+MQCJOOgZwKMGRh0jGwDyA+mUZVFj0wWPU4s7CGzWZnZmZmZmYKhcKCggIulyvWUbV3ISRJctCgQQBw//59kiRRgTEaG7927RqDwSAI4sKFCzQ2+1lWrlzZrVs3cZx3pqenDxo06PUnhgwZQpcQkiQ552Qc2HkBUw4IAqZd/+mIRN2mSZJ0cnKaMmXK0aNHjx49unfvXkoIvxmoY0LR/V/DY0J/f39bW9t+/frVO02cN2/erVu3WjazP3nyBGXAsbe3F3d4z/PnzwFAKn8+VNNt4cKFJEmiyEIfHx+6Gg8KCgKAYcOG0dXgl5g1axYAnD59WnxdnH2cw5gTCBOcQFYJAEB/JMy6a7Dq8fzTr8z3Rv3iHHs17B2PL7lIHgoshOSOHTuoheTRo0dpfFz9/PxQVNPhw4fparMeCQkJdnZ26EzC0tISea/R3kt6erqOjs5vn9DV1aVRCD2i8sE+4GOWtZGrFBfcr+Hy6Wq8KXzJNPrtUVJS4u7u3jBKASUzi4+PR7fV1NSgbWK3bt2o2xgMBtomBgcHN/EZCQwMRHmulyxZQtehciPU1dWhrae4HSsagrL8fPfddyRJ7tq1CwBWrVpFV+Mol/f27dvpavBLnDlzBm3cxdT+6ZBsYk4AWB0CWUUAgG7fwyzfwVvCiirFu9trClgIP551d+zY0cfHh0Yn3SdPnqBZQHxHdyRJooxZ2trafD7/xIkTADB9+nTaexGfaZQkySo2X2F+EIz4HQCgy0iwD/B9KVF/h/YjhKI09CYdP358w9uoKAXR0g2ampozZsxwc3NrRHLu3buH3HaWLVsmARVEWFtbA4Dk7dgCgQC5AmVlZT19+hQAjI2N6Wq8T58+ABAREUFXg18C5ajT1tYWh9uUk38m2AeA5QGQUQQAMDCH2X4m28KLq6SvgiQWQpIk79y5IycnRxXV1NXVnTFjhrOzM4vFavoD7Ovre+bMGcos+erVKxRmK4ETix49eqDnJDs7myAIFRUV2g8LxSqEJElOPvgCbK8BEMCUA7s7i9xe09h4Izx48OD69euPHz9+9OgRulJdXf33339Lpvc2QllZmaen5+LFi8+dO9fIbbW1tcHBwZs2bRLNCCi6TRQ9/3N3d0dm2PXr14v/G/wfVJtz6dKlkuwU8fPPPwPApUuXuFyukpISQRBFRUWtb/bNmzdomS6BvFEkSaITZVriu0Q54JcB9gFgvvtjYsVe1jDb32zX84paSXypptDehfDBgwdoRTx+/HgLC4t61avV1dWtra13794dEhLypfhfBJpHUIxBWloaik61t7eXwFoYBWagnFKDBw8GgMDAQHq7yM/PF53RNm7cSK/16UxINtgHgEYfAIDvt2svC+YLxH5OEBkZqayszGAwnj17Ju6+vjHQNnHGjBmiz4uGhgbaJrq6uqITAUlmeEGgup4SyCzREOR/Pn/+fJIkURpYFNfRSpCrnfjMlfWwtbVFViUaXWZ2eqWBfQCM2wkMWQCA3j+Avf/3eyIr2W1FBcl2LoRRUVHoSV65ciW6wufzExMT3dzcHBwcjIyMREWRyWQaGRk5ODi4ubk1tKBu2bIlOTnZ3d09NzcXnaxMmDBB3J5OCOSx3bt3b/JTGJM4VsQ3btzYtm0bdYxEL3mlbGJOABjPAwCUbyn8H/GmOEhISECJSBwcHCSZZrMN4u/vHxoamp+ff+rUqbCwsGb9LLVNNDExoZ4UZFwRd+DXZ6mrq0O9v3v3TqwdpaWl/frrryRJ7tixw83Nra6uDpWLQhH9e/bsEZ1VWgNKW3Pp0qXWN/VV3r59q6enR50fd+/e3dHR0cPDQzQTXnPZ5vEP2AfAmM3AkAEAMJwG9gHme6Oq2BL1A/gqzRZClF+jqqqKmuX5fD6VHpckSfQ6Jyfn+fPnklGCltFwKgwICDh58uSrV6/4/I9/pPz8fD8/v02bNpmZmdWr+de5c2cbG5sDBw6EhYWx2eygoCAXF5fMzExkODI1Na2ullC2MD6fjxJ2pKSkxMbGAoCOjg7tO1GUHO7mzZv0NksxYnsE/HgKAEBeFWbf23AzRUwdkSSZnZ2NgsqnTp0qGYtTW6aysvLo0aMlJSUCgaA159np6ekuLi4jR46UkZHp378/dV1iDwLihx9+AImkyEAecAcPHjx+/HhNTY1QKESP4Zs3b549ewYAAwcObHprQqHw3bt3lZWVLBbr5cuX6CKHw1FRUSEIQgLuP2lpaeihMDIymjlzppaWFjXXycvLW1lZHT58OCkpqekNCoXkqqtJYB8AZhuBYAIAGE0H+4DJB1+weRI6M246zRPCFy9erFq1qrq6etOmTVTgeWxsLEEQT548QW9RXQVUoFJWVtbExOSPP/7w8PAoLCykdeStIjMzU1dXt95UiKz8AKCiomJmZrZp0yY/Pz8qsVZNTc3Tp0/3799vY2ODDsYpFBUVx44du3r16n79+qEHQAI520SZN28efMqyiPL6R0VF0dg+9ZC/ffuWxmZF+etuBtgHgKoeAMCEQ73WPBFTR4WFhX379gUACwsL8UVe/ocQCARHjx4lSTIwMJB6iptFQkLCihUr+Hz+/v37PT09CYJQUlLicrmhoaFdunQRh/dWIxw6dAgAlixZIu6OkBB++PDBx8cnJiaGJMlp06YBwIULF9hsNkpz0/RJ79mzZ9u2bUNCuHr1anQRVaWnPTy/ISkpKeh0cMyYMdT+r/GoG9HNT0OEQnLFpUSwD4CRfwAqxD1wDtgH2DjFcNqeCpIt2BGiP/+jR49EhXDIkCEmJibotBwJ4cmTJ42MjAj0K/hEnz595s+f7+bmlpCQIDFHsoYUFhYiR6x6U+G1a9fmzp2LfE9ELaKDBg1avnz51atXMzIyqJszMzOvXLnyxx9/mJiYUDXPdHV19fT03r9/L+FvdOfOHQAYNWoUSZIrV64EgC1bttDYPso6IVo6inYSc6vAPgAMp1H2k5S8Ktp7KS8vHzJkCAAMHz688UPf9oOfn9/vv/8eHBy8fPnyFh9roWkhKSkpMDAQnSlERESkp6cDgJaWliSNzy9evKBOCsRHbm7u8ePHw8PDfX19PTw80BdEbtvdunWTl5dHc8LatWub/t8M/Q4LCgoou8vatWsBYOvWrWL6Fojk5GS0Kxg3bhzKPZSVlXX8+HHKIY7K4d6lSxfRifFLyfn4AuGCM6/BPgCGr/iogsbzwD7A7kSsVGIEm0LzhLC8vHzr1q0VFRXXr19HEegkScbGxtra2m7evBn5oItOl5WVlcHBwTt37rSxsUFelBSqqqrUrosK6ZUATZkK379/7+fnt3PnTisrK1GvcbQgsrGx2blzZ3BwMCWiJSUl/v7+KA3ShAkTJPZdKKqrq1E+i/fv34eEhCD7Bo3tnz9/HgBmzJhBY5sN6bMuFKwOAQCo6IJ9wN++GV//meZQW1s7duxYNEtKPiPlt42oEK5YsQIA9u3bR5IkSliTkJAgsZFQdZFycyWdoighIQEaoKioaG1tffz48cYLO7x792716tWlpaXHjh2jJhZ0ziJWZ67Y2Fhk7LG2tqYyoR87dgwNvuEx4Vdrg/AFQodTr8A+AIYsBiAACDBxBPuA2a5xdW1VBcnmCmF2dnZwcHBubm5wcDAV14KEsKqqql+/ftnZ2Xp6eunp6aNGjVq3bp23tze1PfqqH4qjo+OVK1fEWm5DdCpsotWCzWaHhYUdPHhw6tSponZzAFBQUDAzM9uwYQOqkFJQUMBgMBQVFSV8KIJAZ3jnzp3j8Xgo8yGNEQ6LFi0CgGPHjtHV4GdZdz0ZZt8DeXUAgB9Pm+6gM3CKx+Oh06MuXbqIz8DbPsnIyDh+/HhMTMzly5fd3Nw8PT0BwMrKiiRJBwcHAHBxcZHkeKi6SJLslPx0HsRgMA4fPvz48eMDBw6YmZlR5qLP6grFu3fvWCxWaWkptUTLyckBADU1NXrz0onCYrGQn8SPP/4oaht79OiRvb09EkiEvLz8hAkTjhw5QkVWoKibRYsWocRsCBkZmTFjx/acuBz6/gQAAAQMWw72AUvOxQvatksaDV6jSAhJkvTy8po5c6aent7FixdFBYOKzAsLC6P+qLm5ue7u7qtWrRo+fDhytqbYvHlz60fVEFqmwry8PA8Pj3oW0blz56JPR44cCbRmV2o6Z8+eBQAbGxuSJO3t7YHWdDbo7LP1BQgb52lKyf8TcOsN6znnZHnV14v1NAWBQIDSR2lqaqakiNENB0OSZHFxMYPBUFJS4nA4Fy5cAIBffvlFkgMQrYskMVBifSaTWS81dlFREbIrIvMjJRj1aoM0BOV5Ed8Ja1hYGPKwnTFjhqjWenp6Ojs7c7nckydPnjhxouExYefOnesdE1KlnqltoqySOhAMMF0L9gHLLiS0cRUk6RVCkiQnT57cqVOnysrKoKCgHTt2WFlZoaRHFGpqahMnTty1a9fDhw+pZVFNTU1YWJizs/OMGTM0NTVv377d+lHVg5oKtbS06JoKy8rKAgMDt2/f7ufnh66gtL8LFiygpf1mgfaj8vLylZWV7u7uADB27FhaWi4uLiYIQlFRUdw+wHyBUHvpfWU9QyW1TtR8gZytrly50pptHEpSRWMNLEzjDBgwAADCwsIyMzMBQENDQ5I+AShXVM+ePSXTnVAoRLG8srKyjWQqFggELBaroa4YGBigbWI995OffvoJAM6fP9/c8SQnJ798+ZLD4bi7u7969eqz9zx9+hTNzLNmzarnOF1RUeHh4ZGQkLB06dK4uDh0sYk53CsqKu7cuTNp0iQAUO7cG+wD1l1PbvMiSJK0COGbN2+cnJzQ6/T09AULFgQEBFBxPMgieuXKFUdHx8Yj89CvUigUisOjXTJTYVJSEnrspeKUP2rUKADw9vZGRemYTOaHDx9a3+y9e/cA4Pvvv299U43D5/On/vQzWqzY29sPGDBA1KyEpjYHB4fTp0/Hx8c3fWLdtm0bACgqKoaGhop1/BgK5LG1Z88ekiRRWO3r1xLKFkT+uy6SuPsSCoW///47AMjJyTXdFPRVXeFwOEiocnJymjuk5OTkI0eOPH361Nvbe/fu3Q1vCAoKUlRUBIA5c+ZQoWKiYzt48KBQKCwpKdm8eXO95a9QKGSxWPv27TMzMxMt9dW1a9clS5agVB4lJSUMBkNeQcHZn878U2KF/oD60tJSNH/p6upSkXbUbzMvL8/Ly2vNmjWmpqaiyyK047a2tra1tT179mwri5bVY+vWrWgqfPr0KY3NfhbkjyqVZCUovxTKbYEWZbTE4W7ZsgXodkNtiFAoXLx4MQCoq6tT69CqqqqwsLADBw7Y2NigqY1CNMSlkWAVFxcXtOSiJc0HpokgN2aUvHT+/PkAcPz4cUkOgKqLRJKkt7f3mTNnXrx4QXsvfD5/4cKFaG558OBBC1oQCAQxMTF79+4dPXq0qK4gd4Ru3bq1LJj9yJEjSK4apur29/dHDoCOjo6fXU2uWrXq9u3bWVlZJ06ccHZ2bqSXqqoqVOqZ8iadNWsW+giV9JHAfEsX9AthRkaGtbW1urp6vWlr/Pjx27dvDwwMpHxEeTwei8VCFlFtbW3R+ymbWOsDECU8Fa5btw4A1q1bJ4G+qqqqOByOQCBA8bYpKSkA0KlTp7q6OlRv+ueff259L+PGjQMAyvwrJtavXw8ASkpKVHKTP//809PTkwolbq5pgZRsDSyMKGhPoKCgwGazL126BADU6YlkEK2LRJLkgwcPqNUVXfD5fBS/q6SkhNzlWkk9XUG+r41EKXyJsLAwR0fHwMDAQ4cO7dq1S/QjT09PtP1Yvnw5LTEtHz58ePbsmUAgiIuLW7VqFTVLIAtcvd7bMmJMsYYi7dC0VS+gsEePHg2nrdTU1K1btw4ZMkRTU7OeTax3797z5s1rQQDi1atX0VR48eJF8XzL+qCkEhI4n6iurt68eXNsbOzjx4/v3Llz+fJlkiRRqHhoaGheXh6Ka0bpT5tCdnb277//TpLk6dOnPTw8kC81j8dDGYRpsbJ+iX379gGArKwslSUVFUxGfMm04OnpuXr16pEjR9YzLejq6v7yyy+LFy9GTlhHjhwR38gxX8LY2BjtCbKzs9H6TJLHhKguUvfu3dHbQ4cONf1nhUKhs7MzCg+7d+8eylNRDx6PN336dLTEf/z4MS1jFh1Ar169AGDQoEGijoT6+vqLFy/29PRsWbzZrVu3UGsbNmyga6hPnjzx8fEJCgrKzs62s7NLT09H1318fADA3Nycro7EjYRyjRYUFFCRecg8TaGurm5lZYUi86hAliYGIDaewMXX11fyUyGfz0dmjWalI2oZjx8/RmkN/vzzT7SR2rBhAwCg8oTDhw8HAF9f36Y3iBxNd+/efe7cOeROHR0dDQD9+vUTyxcgSZIkT58+DQAMBkPUSer9+/e7du2aNGkSVRWEMi1YWlru2LEjKCiIci4QNS1QIS5MJlNeXl4CVdwwn0V0T2BgYAAAtO/JGrJr1y70RIjWRUpNTW2u3fLt27eenp7l5eWnT59u6H3N5XJRFqoOHTpERkbSNvpP5ObmEgShqqrK5XKrq6vRNhHlP6P+b6OiH2FhYU1cXty4cUNMmdDd3NyysrK2bdt27do1Kvjt4zGhvDw1pbdxpJB0m8PhREREHD582NbWVrRAKPqP1fDv2rIAxMePHyNT+M6dOyX33UiSJEl0bLB//35xd3Tjxo379+9HR0fHxcWhIL/w8HAAMDAw2Lx5M/rdNstzHT3zHA4nLCwMzR0otHbRokVi+gre3t5MJpMgCDc3N+piamrqqVOn/P39nzx5cuLECX9//+aaFi5duoSM7bTYrDAtQHRPgJ4IscahCoVCJL16enrICjJ06FAZGZnBgwcfOXKkuatSJITXrl07fvz49OnTRSclDoczZcoUAOjYsaM4zh3JT6FQDY3JVJSCaN5jLS0tFMxOJYP8bIPIxvZZ35nW4OTk5OTklJWV5eHhsXHjRtEFB8pb0rKkfZJH+tUnqMg8MzOzpqRleffuHQpAHDFiRD2bmJ6e3vTp048dO3bt2jW0j/ztt98k8BXqcffuXQAYOXKkuDtCaQ3KysrCwsKQn6pAIED6JyoYn91zN6SkpMTFxSU6OtrDw+PMmTPIX8nOzg4AGq9U15rxo0e6nvUJ2T937tyJVsSidq2CggJvb+9169aNHj26Xhp0HR2dn3/+2cnJCXksIw8pZOzFSB7RPcGVK1cA4KeffhJTX0KhEPmpUq6bKOOoaOxWw+i3Rrh27Rol26KObzU1NVZWVgCgra0tPj9YlLNUdGlYj5qamuDg4D/++AN55Da+TTx16hRBEARBoIyy9JKTk5OZmYk8empqakTjEdesWSOVfUjLkL4QitLQl7dxPmsTAwBkBJgzZ45UMprW1taiczXJJ3kiSXLgwIEAICsrO2rUqIZ7bjk5OVNT0zVr1nh5eeXn53+1NXRu39xCnUKhEIluRUXF5cuXP1sTh6qB9ccffzT89Pr163FxcXV1dUeOHPlSgdO6ujr013dwcECpvBAoAzIy6urr67fzKktShNoToCQpHTp0aO4D3hT4fD7KfCQvL4+cNZD7NEEQhw4dahil0AL3E0R1dbWFhQXSVPEljaurq0Oehk2M/UC1IW1sbETXhZqamqg2JArzJwhCwl67JEn6+vqCRMKuaKFNCCHSM5IkU1JSnj9/3rJGhEJhSkrKxYsXFy1apKysDAAocB6lApLwbIi8t8+cOSPJTslPEf2iXifkv/fcDf1KqKQ/DePlkcdKx44dm7ueKCkp2b9/f15e3l9//VVQUNAwqpKqgTVv3ryGf5rw8PADBw6EhIRcvnz57NmzVHr3L8HlcrOystLT08+dO+fo6IiWpUKhEKk4VdQGI2FE9wQolz3tf4uGrpuoJCeTyUTuYxSfTZJJ1VJoivvJzJkzAeC7776jXELEQWhoKACI1rFqImibuGnTJpQHCqGqqspgMFoQld96ysvLmUymnJxc0/31pEibEML4+PitW7dyOJytW7deuHChxTaH48eP79u3r7CwUDTHGLIeSHg2RJmlJk+eLMlOL1++TBAEg8G4devWl+4RjcxDUkShrKxcr/jUzZs3AeDHH39swWBu3ryZl5eHjm/rJZ2iamD99NNPtGQe8PPzc3NzCw4OdnJyEnUOWrZsGQC0psYepjWI7glQkCi9bmuU66aysjJy3UTJE5hMZiOJRhtxPxHdJubk5PTs2ZPyPDA1Nc3Kyho3blxWVhaNX6EhmzdvBoD169e3ppGUlJRjx44NGjSIwWBQezKhUIiKS0gMVK750aNHkuy0ZbQJISRJ8vDhw3l5eW5ubnFxcXfv3m1ZI2vXrnV3d799+7ZojjGpzIaFhYXIa1FitX58fHxQQG7jMbCi8Pn8169fnzp1qmHxKQaDMXDgQJQoC/mgNova2tpff/31ypUrx48fP378eEBAAPURVQNr/PjxNJYDvHnzZkJCQlpamqgQBgUFAYCxsTFdvWCaheie4Nq1awAwZcoUuhrncrm2trbwyXWTcpaRk5NrYsSwUCiMi4v7+++/x40bJxqloKuru2jRIlRMcdy4cUgXoK+dfQAAIABJREFUxVqDTBQUdhISEtL6puLj4wGga9euJEl6eXlpaWmtWLGi9c02HRRU/Z/w3G4TQpiRkTFv3ryUlJS1a9fu2LGjxUdr+fn5Fy9efPr0qWiOMWnNhmZmZgDg6ekpgb5CQkLQCUFrXFVFQ1yo4lNKSkrw7+JTzfWHFrV8lpeXDx48GOguB3jz5s1z586Vl5c/ffpU1K+Hw+Gg6Is3b97Q1RemWVB7gry8PABQV1en5ZiQw+Gg04eOHTtGR0cLhUJU+0leXr5Z8UIU1dXVyP2EOmwODw+3sLBYsmQJysYgGSHMz88nCEJZWZmW1FpCoRD5TmdkZCB/8hZYXFsDys44ZswYSXbaMtqEEHI4nNLSUjabzePxWmNQ9vf3v3nzJpp5ra2tAeDixYvSmg2R3xpVmEJ8UF4nK1eupKtNNpsdEhKCchHUKz4lLy8/evTodevW+fj4NKuqX01NzZgxYwCgT58+rcwWVI/ExEQWi1VYWBgfH1/vQHHGjBkg8fxeGAq0J/jzzz9JkkRB4siVqTXUc93k8/kLFixAi7aHDx+2fszx8fHnzp3LzMy0sLAoKirq06dPUVGRZIQQHalMnTqVrgaR6fj8+fM8Hk9ZWZkgCElW4qRMAlKpTNcs2oQQigMUpo08tqUyG6Ly3B06dEC+G4WFhZmZmbR7zVFeJw4ODvQ6BD169AgAhg0bRn6h+BRlR0LuNiwWqxGfGh6PhwoXd+3aNTs7m8ZxNs7169fhU9JLjMR4/fr1sWPHYmNjRfcEDx48YLFYrXwEKNdNHR2dhIQEPp8/d+5cdExI71kUEkKSJN3c3JYtWyYZIUQz1enTp+lq0NXVlVqOT5gwAQA8PDzoarwpoLQebT+c95sVQpRjTFFRsaamRlqzISowjZ7P3bt3BwcHN8s35PHjx/Hx8R8+fHBzc0tNTW14Q2ZmJqqKOXXqVNrrXezduxc+F9tQWVnZ3ETYAoEAedxpaWl99ouIj7KyMllZWRkZmeLiYkn22865cePGmTNn3r9/T++eoLy8HJVY6dq1a1paGpfLRSF36urqVJ1wuqCEUCAQmJmZKSoq0tt+Q/h8PlrUZmZm0tVmYmIiACAV/+uvv0D8odUFBQVXr14tLy9PTU1FIb8AsG3bNrF22nq+WSEkRXKMSWs2RA5gSEsuXrz4119/NStjZ2xs7KVLl96+fSsQCBoeOBcWFqLMohYWFjR6nVCgDVzjtSH5fH5cXJyrq+ucOXNQGi0KJpNpbGz822+/Xb16FTnxqqmpSSWSwdLSEqRRr7w9U1dXV1tbK2oRtbGx8fLyakow+5coLS0dMWIEAHTr1i0jI4PL5aKKfR06dIiKiqJv7B/JysqiXHtevnypoaFBexf1CAsLA7rTGQqFQh0dHQBIS0t7/vw5ABgaGtLYfkPi4+OLiooOHDiQkJBw9+7dI0eOAMDo0aPF2mnr+ZaFEKVyRunBJDkbUhbCyMhI9NwKhcLnz5+fP3/+S3UyP0txcTGqo/Tw4cN6Zp/y8nIUrUyv1wmFUChEi9NmlUN7//69n5/fpk2bzMzMKHcbNFXJy8tLpTQVSZInTpwAcVb6xjQkOjr61KlTT548OXr0KEEQVKBOi4PZSZJMTEzU1NTs3bt3Tk5OTU3NxIkTAaBTp06tP3RsnIqKCj8/P9ozazcE5UJqgZN246DkUG5ubnV1daqqqgRBvH//nt4u6uHt7f3ixYvKysqNGzfGxcWhTYjE/OdbxrcshAkJCehEnc/nS2w2rKioGDFiBBIwKuGZq6vrixcvvhoYXo+rV686Ojr6+PjMnz/f39+ful5bWzt27FgA6N27t5iOvpFFRV9fv8Ut1NbWPnv27MCBA8OGDQORhHNxcXHh4eE0DbNJZGdnEwShoqIijn0zphEOHjwIAARBbNmy5cCBA+bm5qL5HDp37rxw4UJ3d/fGU+eLEhcXl5+fX11djda1Ojo68fHxYv0KJEneuHEDAH744QdxdzR06FAAoMXfRxRUkW327NnkpzKljZt5WsmZM2cWLlwYFhZ2+/bt/fv3v3jxYuTIkQCAqnm0Wb5lISRJsnfv3gAQHh4umdmQkihDQ0Mul1tUVKStrU3lA/xshujmwuPxfvjhBwDo0qWL+Apwo7S/M2fObH1ToiGVKAurmZlZ65ttFihmQzTbDkbcoDxnTCZTtBgkFaXQlCSZXwIZ7fX19SVz3pyfnw8AqqqqtB/Di/L+/XtUN432CSo5ORk5tZEk+ffffwPAsmXL6O3iS6Df2KZNmwBg8+bNkum0ZXzjQoiSPKH6W+KeDXk83o8//oge0aysrMrKSnRIqa+vP2rUKFFTIXIbmTp1Kqqx16zIPOQGpq2t/c8//4jpi5AkifzR6fKzRVETHh4eVVVVCgoKDAZD3MaZeqC0W0uXLpVkp+2Z7du3I4VDNeI/S+NJMqlEuCkpKdbW1lS+2ZkzZz5//tzIyEisec7qgQ7jo6OjxdfF5cuXoaVZnL4KcqlLTU2NiooCgL59+4qjly+BIrlNTU0l2Wlz+caFECXu69WrFynm2VAoFCLx0NTUTE5O5nK56AyjZ8+e6JEWzRAtuhwGABkZGaqYVMMETtu3b6dO165cuZKQkLB+/Xpxe52g5C90nb44OTkBwJw5c0iSRNtZcSc/zM/PP336dEhISFZW1smTJ5HbsK6uLk7ALW6EQiFafcrKyjYxm0RVVdXdu3eXLVsm6m/FZDJNTU137dr14MEDbW3tBQsWoJuRA6SEk+kvXboUGtRIoZfZs2cDgIuLizganzVrFgCcPn26rq4OBVXn5eWJoyMKPp+/Zs2atLQ0kiSrqqrQMSEqUtE2+caFkM/na2pqAkBycnJsbKz4ZkP08KuqqsbExPD5fBTHqqen96Uo/qYnwu7bt6+xsTEymCxatEgCpvaioiIUeSJaVKU1iIZUurm5Aa2ptj5LeXm5QCDYsWPHjh07hELh9u3b0SQr1kU9pmE5pOZCbRORBYXJZD58+HDGjBmWlpahoaGkBFOdiXLr1i0AsLa2Fl8XFRUVd+7cEZM+nTlzhjrpQIblmzdviqMjRF1dHZJeIyMjFDZqYGAgJyc3atQoZ2dnsZqyWsw3LoQkSc6fPx8A/v77b/JTpWzaZ8MdO3agh//BgwdCoRDlF1ZXV29iSe6KiooHDx7s3Llz4sSJ9Qqy//XXX3379t21axcKn5CMEKJcyaikKl1QIZUFBQUMBkNRUVHcySYCAwOfPHmCfm87duz4/fffAWDr1q1i7bQ9IxAI6pVDag01NTX+/v5OTk5RUVF2dnaJiYmDBg3icrlSEcLCwkLkYUDX0pBizpw5lEP4gwcP5s+fT2/7iNTUVHSeIhQKkQeTo6OjODoiSbJecKdQKFy9ejX8uzZkjx49VqxYce/evbZTmOLbF0Jvb2/KQo2Wq/TOhujQjslkIkPQ+vXrAUBJSSksLKwFrVGJsB0cHHr06PHo0aO+ffuWl5cPGDAgNTVVMkKIDrfpjYEVDalEXmQt2zE0kfDw8OXLl3t6ekZHR7u6ut67dy84OBgknmux/cDn89GKkyqHRBdICEmS3LBhg5OTk1SEkPy0kouMjKS32VmzZlG/rqCgIPFlZEQVGZOTk1+8eAEAvXv3Fkcv9YI7RS0EV65cQbUhUeUZ6lTIzMzswIEDLQinoZdvXwhramqUlJQYDEZ+fn5ISAjasNPV+PXr11FCTnTohSIX5eTkaHTJ6du3L5vNfvjwoaWlpWSEEDm+igZstB7RkEpUNJE69ZEMPB4P5cFpm5aZ/zR1dXVz5swBkXJINEIJYVVV1cCBAzt37kxv+01k+fLl0Lqk9p9l1qxZt27dys3Nzc3NvXbtmviEECW1OHnyJJ/P79ChAwB8tlx2a6gX3PklC4FAIGCxWKg2ZL1wGlQbsjVZF1rMty+EJEna2NgAwNmzZ+mdDf38/FD1FlT4EGU3ZTAY7u7urW+cAgkhSZIzZswwMDAQtxDyeDwlJSWCIFBJQroQCARoJfjq1aukpCQA0NDQEKs/OgWV3FK0SiWGLqhySOrq6i2uqt0IlBCSJOnp6amtrU17F00BVXabOHEivc3OmjXLwsJi1qxZs2bNGjdunPiEEAVEzZgxgyRJ5Nx+/fp1GtuvF9zZRAtBcXEx2iaiDeuXtomPHj0SNVCJwwG1XQjhuXPn4JNrMl2zYUREhLKyMnzKrH/nzh0mk0kQhJubGw0jFoESwtzcXBUVFXELIXKwFkcepiVLlgDA7t27yU9eqRLINePj42NsbIx8ENBcZmhoyGKxJKPB3zz1yiFJezhiBB0TKikpcblcGpuVmGk0LS0NALS0tIRCIfLi/vXXX+lqvKqqytzcHO3qEhMTW2AhQNvEvXv3mpmZobqqiK5duy5ZsuTWrVuLFy+mbtbS0qJr5BTtQggLCwsZDAaK6fby8vr+++9bmYL99evXyLyAQlODg4NRLJQ4HKwTExMpZ3E/P7+ysjLauxAF5Qak8SGh8Pf3B4ChQ4eSn05S161bR3svolB/F+SVfvbsWWVlZTk5ObRQNTMz++OPPzw8PKgYNUyzqKmpQQUNUDkkaQ9H7PTv3x8A6M3uLTEhJEkSlVpENcsAoGfPnrQ0W1ZWZmpqCgDfffddenp66y0EVVVVfn5+jo6OXbp0QeJ99+5dLISt4vz583v27KmurkZJ65tYurpx0tPTUR7badOm8fl8qhxgw0IN9IKO7mg/rq8HCvwQzQZCFxwOB3mOZWVlofzCdD2KnyU6Ohr9XX7//XdSxI5tamqK9qMUBEEYGRn9+uuvly5dknBxjLYMm81uPPnZkydPZGVldXV1k5OTJTOkyspKHx8feo32TQfV/t23bx+Nbe7YsYOK1o2KikL2klby6NGjM2fOVFRUODk5iQbsonpVLi4u1DFh6wuilZaWorQhBgYGmZmZ9FoIhEJhbGysn5+fr6+vjo6O2ScUFBRa2XJDvnEhzMvLW7ZsGYfDQQmffv7559bbxFBTkydP5nK5VDnAefPmidvrCflfbdmyRay9IGO9mPTgl19+QY+iQCBAi4nExERxdJSYmKihoQEAc+fO/R97Zx4XRf3/8ffsfS/3jQcIKihyKSigoJAXiGlmappWplnqt0uttFDzTFMzzUzT8EotFURBRVkBFURQBAXkvlnOXfY+5/fH6MbPPGHZ5Zjngz9mZ2c+n/cAM6/5fD7vQ6PR3Lhxg8FgAICuiIdAILhy5cr3338fGhpKp9Pb6iKHwwkNDf3++++vXLnyVNKf9PT0tkHiWMainsr27du3bNnSdk92dvbnn38+d+7cXbt2YYEE586dw4KmDcO6detqa2v1Ur29HZw+fRoAQkNDjdL7a7Ft27abN2+eOXNm+fLluifegQMHAGD69OkoisbFxT148KCDvfD5/KFDhwKAq6trZWVl580QxMTEPG9EuGfPnk2bNv3zzz/btm3rSOLZHi6EIpHowIEDxcXFf/75J5vNJpFITCZTVzOv3VWZoqOjJRJJcXEx5gASGRlpgDUnvbu8/he5XP7+++/7+/t3kqhHR0frHiULFiwAgA0bNui9l4qKCmwWCCvTeO/ePez99+OPP37m8SqVKjc397fffntp0p8jR460LQ7QGVM0XQQej5eUlNR2KT0zM9PNzY3H4xUXF69evbqzUyI8k/fff3/79u3x8fGG7xpF0cbGRgKBwGAwjKXErw72h0tISFi8eDF2LytUmi9/S8Kc1PSSl6e2thabKx40aFB1dbVYLB47diw8KZjc8fbb8jwhzM7OjouL27Zt24ULFw4cOJCUlNTuLnqyEGq12hMnThw8ePD27dtYoLqlpWXbxxyBQHB3d1+4cOHhw4df149ULpdjGb3HjRtnmBtDpVJ1XgDAoUOHdPk/792710kZWZuamkgkEplMbm5uxhJwjxgxQr9d1NfXY5khg4ODZTKZbh571qxZr3j/Py/pD4vFOnz4cC8RwtjYWOzNQLdnzpw5bUfD3t7een/evZT169fv3r3biOXOly5dunPnTn3lgjh48GBhYSGPx/v555/1GMxw48aNb775pqio6LfffsNeGhQqTeT2OzD7ApnBJRAI77zzztmzZztSF6m8vBwrM+np6VlfX/9UwWR9XYiOS5cuff7557qPumjgw4cPY/+lWGWu77//vt1d9GQhxHj06FHbR+EL5sS4XO7z5sRQFC0qKtLFRYjF4rNnz549ezYoKMiQdbYwX6wff/xR7y2PGzdOVysxOjpa70XRdGDeZcePH5dKpVicRmVlpb4a15VpHDZsWEtLS1VVFZZLKCwsrH0vK62trVeuXImKiho/fvybb7555MiRvn37vvGEtsVa+Xw+tvFatZe7OG3LmwwfPjwvL0/3cf78+X///bfhTTJiLpIrV64cPnwY29ZoNG3fEtpBenp6VFRUSkrK6tWrlUrlunXr9GHjM5Ao1G9sSofZF2DwNAAg01jY467dtSHLysqcnJwwx7fGxsanCiZ30lW8gOzs7IqKij///LMji8c9XAgrKyuxya5nPgpfKxH2X3/9RSQSL126hDWLDWUMnA3h1KlTABAYGKj3lg0mhDt27IAnaQ+xdfV9+/bppeWnyjQ2NDRg2UD8/f319Qp/5MiRpUuXip+gGxFmZmbGxcVt2LBh06ZNsbGxv//+u16661KEhoa2TcI+ffp0I47MjMLBgwdXrFiBbavVamtr6460Nm3atFWrVu3fv3/NmjUajSYqKkofNj6NSKYOXp8Gs+NgYCQAAIEEXh8Mi/g0MDAQ8x3DcHBw+PDDD//555+X5sUuLCzEnDlHjRolEAjq6+uHDRsGAP37939eXuVuQU8Wwtd9FBYXF0dHR3/88cceHh5tY1kAwNnZ+dixY++8846Hh4dMJtMJoYHRlTHSez3ecePGTZo0afbs2bNnzx45cmTnCWFpaSkAsNlsuVx+8OBBAJg4cWLHm32qTGNraytWEHjo0KGvXvf1pbxgjfDIkSMHDhzYs2fPsmXL9F5btSuwceNGnXNQQ0NDv379OjuSp6uhXyFEUTQvLy8nJ+fcuXO7du1qO9rWF/+qoGvEYxUcvQZmX4j65xGKomKxGItScHR01D3oXjpMFAgEvr6+2ExYXV0d5iwzcOBAveepMTA9VgiFQmFHHoUikSglJWXz5s3h4eFmZmaenp5//fXXihUr1q5du2bNGmMJIYqiEyZMAIA//vhDv82OGzcuPj6+rKysrKxsx44dnSeEKIpiN8+lS5fa1uxFUTQjI6O1tfXq1aunTp16reeCRqPBst0/rwaWvnieEObm5hYVFa1Zs+bbb78tLi7WeyKuroBEIgkPD4+MjFy2bJmHh4deIpG6FwcPHrS3t9c58XdcCDuVFonS/7sbMOs8OIUBAJCoELIeZl9Yf/YZdRyLi4t37twZGhqKRdliWFlZzZgx488//3zq+dnU1CSRSGpqatzc3ABg8ODBcXFxe/fu3bt3b2xs7MaNG7vjVEHPFEKFQoE58jo7O3e8Bqxara6pqcGEUCaTubu7JyUlGUsIsURukZGR+m3WYFOj6JOqrUuWLEFRdNq0aR9++GFNTY1AINi0aVNBQUFra+ulS5ewmjuvCJbensPh3Llz51VqYLUbgUDQdiyu81qSSqVJSUlCobCpqenq1auvVWm5e1FWVnbnzp2mpiajJIQ0LnofEXYezWLl8NWpMOs89B8LAECiwdgNyJwLO+JfckeIxeIrV64sW7YM87tuO0xcuXJlSkoK5nFWXl7u7OwMAF5eXlg+CixsEUXRO3fuxMTEGOAa9UsPFEK1Wo3Fq+n3UYgJIYqi8fHxI0aMMJYQVldXY8UC9es1YEghxBJb2NnZPTX3Ehsbi0nL1q1bX721b7/9FgBoNBqPx9PVwDIxMdFdDo5+2b17N51O76Q1ra5MdxFCvlAxdGUyvBMDjgEAACQ6jNuMzLmw+1LZy09uw/3797du3RoSEtJ2mGhtbT1t2jQbGxsA8PPzw6bH+Xz+9u3bZTJZdna23ierDAMBehYoii5atOiff/4xMTG5ePFi//799d7FhAkTsOVio2BnZ+fr6yuTybCwQn2xY8cOzB8aAMaPH49V7+skvL29HR0da2pq4uPjdTuxsPe0tLTy8vJX/6v98ssvGzZsIBKJR48eHTNmzFdffXXw4EEGgxEXF4et4ePoHQcHB5lMxuPxjG0IzjOoEyjGbkjLKW+B1M1QeQMoTBj7A9HW4+BCj0/f6Pvy89swdOjQr7766tq1ay0tLdgwsW/fvnw+/8yZMxqNxtPT8/Lly1iEbnFxMYvFSkpKKisrU6lUmZmZnXNxnYmxlVjPfPHFFwDAYDBSU1P123JRUVFaWhq2XV1d3anl9F4MVuzp/fffN5YBHUSj0bi5uWEvE7a2tuHh4Zs3b05OTq6trRUKhQqF4hUD/o4cOYLVwMISwq1btw4AKBSKsQKuewlNTU1Y5t4ePAP8TJRKJZb+HsOQcVOvSHmjdMBnSTDzLNh6AwBQWDB+B/Hdi9EpevNkefDgwejRo6HH1bjuUULYSx6FOTk5AGBlZaUrMNRBdIElhskMgJV2o9PpXC637TsZk8kMDg7+9ttv4+LiXhoSpEtosHPnThRF9+7dCwBEIlG/NbBwnomnpycAdCSRB47eKWuQOv0vCd4+AzaeAAA0E5i0hzz34t/pHXWSeIqYmBgAGD16tH6bNS49Rwh1j8IOVpZ4RZ56PTQwmAboZdRbVVV16NCh7777Li0t7dixY7/88kvH23wB33zzDaaCmDsMlv3uo48+cnNzQxCkrS46OTnNnTt3586dz/Pkrq6u3rNnD9qmBtb+/fs71XgcjM8++wwAOpLIo1tz48YNPp+vUCiSk5NfGnhnGApqxA6fXoW3/wZrDwAAmilM3kuZF382Q89xViiKCgQCIpFIoVCMmNxA7/QQITx+/Dg2S2awR+H27ds7I8PLK/Lbb7/t3r1bl82kg1y9enX9+vVYsydOnNBLm89k9+7d2MvKM53vhULhqyTCfur209VaeipDNE7n0SPHBK9IdXV1Tk7OihUr9u3bd+fOHb3Ui+ggedUiu0+uwlunwGIQAADTEiJ+p89PuHS/s+qLeXt7A8DVq1c7qX3DQ4Luj0aj+fHHH7Va7datW7Hqr50Nj8fz9/e/deuWAfp6JhcvXjx58iQmAPv377e0tMRqgLWDmpoad3f3y5cvFxQUvPXWW7t27dKrpf9y5MiR5cuXIwjy+++/T5s27b8HYGoXGhoKAGq1uqCg4MaNG6mpqSkpKWVlZYmJiZh/EIlEcnV1DQwMDAgIYLFY8+bNUygUK1euXLFiRSdZjvMUY8aMIRKJaWlpWJ48Y5tjUOzs7PLy8thstqOj499//902Gt1gKNXas3f4iTkNUiVqZ0aNTq6qb2yGpDXQ9AiYVjBuE8PMPuYLn9AhFp1kQEhISFZWFo/HwxJt9wC6gRCWlJQgCPKUJ6FKpSoqKrKysjI3NycSiYmJiadOnVq8eLFhTKqpqRGLxQ8ePDBMd/8lKytLq9Vi25WVlbrtdmBpaXnx4sWFCxeampomJSUtX75cTzb+P2JjY99//32tVrt9+3as7sSLIZFI7u7u7u7uH330EQDU1NRgopiZmZmRkfHw4cOHDx/u37+fTqfLZDKPkLfGz/uyM8zGeSZcLnfYsGFZWVlpaWk95lH4ipSXlwuFQrFYXFRUFBAQkJWV1andicViLNt+c3MzhUJhsVi5VaIJWzJaZWqRTAWAIICggAI/G5oLgW0P4zayzKxjv/ANcTPvPKuCg4O3b9+elJTUeV0YGARFUWPb8CJUKtXly5evXr26detWXXK8mJiY1atX+/n5lZeXc7ncI0eOPDWTZhjKy8ufylBqMPr06VNQUIBd9Zo1a+zt7Q32EtAOkpKSJk2aJJfLv//++6ioqA62JhKJ0tPTT8Vdu3glqebRXVSrgel/fRDmemDhUH0Yi/NKfPnll9u3b1+zZg3modar4PP5pqamFAqlurra2tq6bdJO/aLVaqOjo+/du/fpp58ePXpULBYvW/H9sNVpQokKbXgIZTxQy8HSDZzfAIQA5dfB2sPEzCp+5XD/ASadZBKGUCjERiDNzc1MJrNT+zIMXT2OkEwmT5w4kcFg6P7bWlpa/ve//127du3AgQNXrlyxs7P7+eefjWKbsVQQIzQ0NCgoKCgo6M8//zSiGS/l3r1706ZNk8vlS5Ys6bgKAgCbzQ4NDfWOWFztuQbl9gWtGvjZ57P4Gm2XfqXrYWBVRDo+JigpKcnNzcW2NRrNhQsXsO3MzMwDBw5UVFQAwJEjRx49etTBjvSItbU1FmNub2/feSoIAAQCYf78+SYmJnl5eZMmTfLw8Pjf/hSJQoPWZkHmfnAKhaFzQFAGt3cDAPQdY2JudWlVp6sgAHC5XC8vL6VSacTlIf3S1YVQJpMtX7589OjRSqUS23Pnzh1fX19dZcF3331Xv6Hl3YXExMSUlJSUlJT33nvP2LY8l8LCwgkTJggEgtmzZ2OeMvpiircVggA4+AMAVKXVtyrTigR6bB/nxQQFBRGJxNu3b0skko60c/ny5ZMnT2LbSqUSC60BACcnJ0dHx8zMzJycnOLi4tra2o5a3A3RaDSbNm0aOXKki4vLrVu38gsKLj3SqNRaePg3+HwE5q7Asgafj6AuG+QCBEE2zBg4wrnTVRAjJCQEAHpMXoWuLoQkEumzzz4bMGAAgfDY1NbWVhaLpTuAw+G0trYayTqcF1FVVRUWFsbn88PDww8fPqz7C+oFO1PacCeTx0JYnQaoNiaTr8f2cV4Ml8v19vbuvDGBqampXC5XqVSbN2+m0WglJSWd0UsXR6VSDR8+nEgkOjo6hoaGTp81HyWSAQBENcB9Mh2FEIDjAKIaMglRd8BX4HXR15RAF6GrO8uQyWSsCKQOFxeXtl6rNc0iAAAgAElEQVQqOTk5WEXyXgWZTNZF3RGJxKeKRnUFGhoawsLCysvLR44c+ddff7Ut9d4+du/e7eLiwmQy8/PzmUzm7NmzI32sbxf3BbYdiGqgMe9sBmvrrEF6MR7nVQgODs7IyODxeJijbzvAnLxu3bq1detWAFCr1bqvLl26VFFR4eXldezYsby8PJlMphebuxc0Gk33u3V3dxfLNWpNEQAAhQFqKVCeLM6pZUBhkgkIg2K450BQUBCJRMrIyJBIJD1gmbCrjwj/i4eHh7m5+ZYtW/h8fnp6+tq1a7HiA72K4uJiGo2GbUdFRRkmaOTVaW1tnThxYn5+voeHx4ULF/Ryn0ydOrW1tVWpVBYWFkqlUgCI9LEGALD3AwCoSiviS/NrxB3vCOcVad+YQCKRJCYmRkVFhYWFzZgxAwAsLCwGDx48ePDgtm+048ePX7p0aWBgIAAMHjwYC1zr5bBoREczOgCAtSeUpzzeK64FuQDY9ijAKFdTgxnDZrO9vb1VKtWNGzcM1mnn0f2EEACwPJ9Lliw5dOhQdHQ0fpN0KWQy2ZQpUzIzMwcMGHDp0iVTU33enBkZGatXr8aq+7o7sFxsmLplQgDAZ0cNSVBQEJlMvn37tkgkevGRYrE4ISFh1apV/v7+JiYmYWFha9euTUxMTE5ORlHUxcUlIiIiIiICK62M8wK+mzaASSXBkFlQkwGpmyFjLyT/ACOWkYhE735cN3vWy5vQHz1pmbBbCiGNRlu1atU///wzderUPXv2VFZWGtsi46DRaE6ePHn9+vWmpqYTJ04Y25zHvPvuu9evX3dwcEhMTMTKteiF5OTk6urqGTNm/PXXX7onZoS3FVi6AZUDohporYzJrNdXdzgvBRsTqNXqZy4TSqXS1NTULVu2hIWFWVhYTJw4ccuWLenp6SiKYsXtYmNji4qKnsqrh/Ni5gU5TPa0ZHJMYdwm8FwAAyZC6GaymZMpKP5a6mlgY3rUMqFxE9t0ECxBSWenx+yyiESiurq6VatW1dXVGasqektLS3V1te5jbm5uXFyco6PjgwcPDND79bwmmH0BnEIBADznE+ZcrGkxRN5wHIyVK1cCwNdff419lEqlKSkpmzdvDg0NxdIeYWCVXZctW3bq1KmnKvrm5OToirqo1epDhw4Z+BK6HVotujO+1PT9i4x3zlLc3wKEOHRoeMYob63c0KmPRSIRmUwmkUhdsBDH69K9hRALoQsLCzO2IUbj7t27q1evRlF027ZtRjHgxIkTn376qe6jhYUFaqgqFiiKqjVay8VXYPRqAACLQTD7wv5rFYbpGgdFUayipJub23fffRcUFNS2giuRSBwxYsSKFSsuXrzYAx6UXQ2NXMELCvjUyQkAwk2ZRd79pHduGd4Mf39/AOgB1X66utfoiwkPDyeRSDweTyAQYCUiexWNjY03b94kEoklJSX37t3LyMgYPny4sY0CAGg7GuhUiARksqfV4WZvIFGhqQBkzTGZ/IUhHUr/qG7gS1OuqSrLiaZmdL9A6kA3fVnbY1Cr1dnZ2YmJiZcuXUIQJD8/H8svQyQS3dzcAgMDsZyx+l0exmkLgUpxGdxnSlPZLwC3RHIUQHYnje7jb2AzQkJC0tLSeDzehAkTDNy1funeQmhmZhYQEHD9+vWEhIR33nnH2OYYGgsLiyVLlmDbR44cMZYZJSUl586dw7Y7kvW0fUT6WB9OrgJrT6hOh+rbibkWIrmaTWvXPzaKNu/fKfxzPxAQrUyGkMjw206a1wibzbsJLHZGRoatrS2Xy01PT+/bty9WCav3oFAobt++nZSUxOPxbt26JZfLdV+hKPrmm28uWLBg9OjRT9WYxOk86L7+TnduWZOJfJWmRK5i3LkFiwztPx8cHLxp06YesEzYLZ1l2hIZGQkAWF0YnE5FLpcLhUJsu6amRrdfKBQWPQE1eOraNzwsGBSizndUodJeyWlsX1NNv/woiP79u6JqrUwGAKhadbyq/l7K9eqF7wiamxAE2blzZ2ZmplqtNjfvxIzGXQe1Wp2Zmblly5aIiAgrK6vRo0d///33SUlJcrncyclpypQpa9aswYKXXF1dIyIicBU0JHTfkQDgx6YBQJpILs+5i8oNHW0ZEBAQFhbW7tI3XYduL4TY3yA+Pl6Xgw2nkzh//vy2bdsqKyvz8/Nnz56t2+/l5fXlEwwf2s+gEMcNMQf7EYAQoO4eqGTtC6JQVZULTxzSymXxLVLdzkyxok4qU1WWEZIuaTQaEonk6OhYV1fXxfO7vpStW7cWFBRg27dv3963b5/uK41GoxM/c3NzX1/fVatWxcXFtba2Ojk5ffTRR6dOnWpsbCwqKtq0aROVSh0zZgz0GNfBbgV1iCdCo/uxaACQLpajKpU8566BbYiLi1u3bt2qVasAoLKy8qeffjKwAfqie0+NAkC/fv2GDBmSm5t7/fr1sLCwTupFoVAQiUSVSiWXy8lkctscb72H4ODghIQEDocTHR09ZcoUY5vzL5E+1uez6sF8IDTmQV1W3F2OWoMmxF8oLCycNGnSP//8w2AwXpx1AZXLmn/bgaqe/S6FyqRlx/6omLVILpdLJBIOh8Pnd++AxZs3b2Kx6gBQXV2dlZWVmZl55coVHo+XmpqqSx+KIMiQIUNCQkKCg4NHjx5tYfH/6tthv4eFCxdSKJSsrKzW1lYOh2PoK+nFIGQyzcPbT8gDgHTdMuHwUYa0IS0tTaVSYS4zTU1N8fHxn3/+uSEN0BfdXggBYOrUqbm5uTExMR0UQqVSefr06Tlz5mAf4+Pjvb29ra2t+Xx+TExMUVHRu+++m5eXl52dvXHjRn0Y3s3Iz8/38/PLysricDgpKSl5eXmDBw92dXVtm4DfKDluIrytiYRcjYM/NOZBVVqzY0Dqo+bw8PDt27dXVFTY2dldu3btmSdqWpqlN3jixAuy9FRUqZRpURoBEWq07zyqww4olasizJgAwGluCA4ODg8Pp9PpVlZWPWAu6CmioqLi4uKwbScnp9DQ0ICAgHHjxtnb2z/zeBRF4+PjaTQakUgcPnw4Vi0Sj4g3MHQf/363b9hRSDVKdZFcNfROR/O+okqlsuQRqpBT+g8gcHqR+2FPEMLIyMgffvjh3Llzu3fv7kh8rlQqXbt2rU4I9+3bt2rVKmtra2tr6w8++GDdunUeHh5lZWVz587Vk+HdDDs7OxaL5eXlFRISEhkZ2adPHwDw9vZum9nHKK8IVhyK/wCTG8JRcO8QVGcAqom5ww8ebA4AYWFhpaWlT6VsVlVXSJOviq9clOdkgVbbrNZcb5XFt0hTW2WX3O25RMJfro/zAHxZ9mS5kUbTFTzRY5YAA6DRaLD5at0GxpIlS9hsNgA0NTUFBga+/fbbjo6OwcHBY8aMsba2fmmzCIJ8+OGHKIoSCITg4OAbN27weDxcCA0M3dcfAIazaDHN4jSRzPVBtlYmJdAZ7WgKVSqb924Xno5GSGRAEFQup/n6W63ZTLK2ffGJmzZtOnToEACIxeLuOyXQE4TQx8fHwcGhqqoqKyvLx8dH7+1LJJKffvoJ07+CgoIuNStoSJydnXXbmAp2HSJ9rG88agGOA7RWQf2D6FTaACgkk8nFxcU8Hm/evHmg1SoKHkiSr4ovx6nKigHgkUx5VSi7IpDmSBWYhw8RgRyJ4hmtEwkMw8446YvW1ta//vqrpKRk7ty5mZmZDQ0NX3zxBfbV3r17R40aBQBnz56Nj4+fO3fu677hIQiCvXcGBwdv2LABXyY0PFT3YQQ6w59Ni2kWp4vkc1Uqxf27dL+A120HVaurF72Tey+bolL0pZIBQKZFUxITxzyYZH/kHNmh78WLF01NTQkEQnp6+ptvvuno+G+E0ooVK2bNmgUA9+/f//rrr/V4dYak2zvLAACCIBEREaAP39HGxsavnvDw4UNsZ3Nz86BBg3Jzc1Uq1fTp0ztqLk4n8OZwG4B/yxM2i1UrkmjRDT5kuvk7Tg6co7+VhflWvTul8bdddx/m/VwrGP+welJezfaalvtSBZWABLDpqx3MUoY4TjR9Rn5wApli+uFSw16QfuBwOEOHDtVqte7u7mQymU6nd0Yvo0aNolKpd+/eFQjwkpAGBSGTqR7emL9MmliuBZBlprWjHcGfvyoL8+P5zSmtj6NimtSanyqbtJLWuhVL6urq8vLyCgoKXFxc5syZc/bs2bbnEolECoVCoVA6tUZxZ9MThBA6EESBoiiWx9nf318ul7NYrGlPsLV9PCfg6Og4Y8aMqVOn/rcmFE4XoZgvISAADiMBAKpuAYBUoblX2uL7+aX8lV80xJy+Ul69uqIpMLdyan7Nz7WCYrnKhESYasba3d8yfajjny7WC/pY9wsYQ6QzYof+O9hd7Wg+0sLEcs0Wct9u+XdvaWlxcnIiEAhlZWURERFtg170CIPBGD58uEajSU1N7Yz2cV4A3de/D5VkTyEJ1NpCmVL2+suEquoKwaFf0WcVukI1WnVlWdQXn3M4nJKSElNT06NHj86cOVMfhncturGGt2Xs2LEmJib3798vLS3t37//S4/XaDS3bt06ffr0mTNnqqqqsJ3Xr1+n0WgjR47EPuJ5MboLKg06d2+2FgUwHwg0U5DUg6AUTPpr5OKW6vQ3q7RN/Erpk0h/BwppnAljLJfuz6IREYTINWUEBjNGhzJGBRMYDI2ghb1vh/hyrEYoRChUW19/809XdN/kMlwu9+zZszNnzjQzM4uJifnoo4+w/dHR0QzG45WkyZMnd9zdOiQkJDU1lcfjhYeHd7ApnNcCyyYzgkU72yxOE8kH5d7TSiUExksKn6mqK2TpN+T3MmR3bqn5dQCgQQEAUlplYo0WAISax/cLisKPb09FQyZcv359586dEomkrKxMt4r87bff6tJIubm5HT58uDOu0QD0ECEkk8lvvPHGqVOnYmNjly9f/rzDJBLJtWvXTp8+HRsbq4sNt7KyGj9+/IwZM/z8/AxlL47+0GqvXEiXS+UABEAQsB8BxZfg7kFQyaEpX42ilQAEAE8mNZTLCDNhONPIAEC278MIGsscHUrz9UOI/94FRBNTi1XrLFatM9716BMCgaCbzNd5gQFAW6cGbF6rgx0FBwevX78eXyY0AFKp9MCBA42Nje+999727dv37P6ZwGD6scVnm8XpYvl7Go344lnOW+/+90RVdYX87h159h3pDZ6aXwsAEo32nlRxs1V+QyRzZ1CtyUQbCnEgnQIAjWpNuujxNCmKohwOB1t+eoq2ETUUCuV5PsZdnx4ihAAQGRl56tSpmJiY/wphRUVFQkLC+fPnL1++rIu7d3Nzi4iICA8PDwgIwNb8VSrVzp07dWd99dVXrq6uBrMf57VAlQpZ+g3J9SuS64kZqLvScioIKqA6HWqzgECC2rsAAEQKWLqR7Xz+0dx0I8qAQKAN8WSOCWMGh5H7Ob+sB5zXYNSoUTQa7d69ey0tLfhUSqfCYDCWLVsWFRXl7Ozs7OyMEElUVzd/gRAAbovlWoDGH9cJ/z5hs+UXct/+/4rfzevquhoAEKi1GWJ5mlieLpIXyJS6RFAKLTrRlOlCo4Rw6QBQpVSfaBABACBAdX35jEhDQwOBQDA3NxcIBHK5vHt5VkNPEsLJkydTKJTk5OTGxkbsPeXBgwdxcXHnz5+/efMmlvqLSCQGBARERERMnTq1bTlsDDKZ3Nb/WxdxjNN10LYKpLdvSpMTJbwrWolYrkVvimQXpC3KlhiQ6zw1EACAEUuh3xgg0QHVuHK1FqODmKGTSJYvDwzAaQc0Gm3EiBHJyckpKSm91q3aYJw8eVKX5FpdU6XIy3GgEB0opCqlukCmHEwHZVFe5czxBI6JpqkBAKRa7V3J45HfQ6lSlw6YRkDcGRRfJm0UhzacRdtXJ3y6JwQhWdlS3Ya+2B6NRrN9+/ZBgwbNnz9/3759ZDJZ55zcXeg5QsjlckePHp2YmLhr1y6VSnX27NlHjx5hXzEYjLFjx0ZERERGRr5KjBSOUVA8uK/Iy0G1GupAd5qHN7QJCVXXVEnTUiTJibJbyahaLVBrb4lkV4WyK0KpRKMFqAcAYFqBrTfYj4Diy1CVBqgGSHQAcLBkDtz1h7EuqvcQEhKSnJzM4/E6KIRVVVUsFgsrJiOTyWpqarC4ndLS0hs3boSHh+fn5xcXF8+aNYtA6CG+fq8Fn88XCAQEAsHR0ZHL5V5btnCASgmA+LFpVU3iNJF8MJ0CKCpRKO6WVdxsld+RyLMlSvWTJMBEBIbQKQFs+igOzZdJoxIQACDbO2pFohCllqrVYIeZEgkf2ZoQ6EybrXtfatKhQ4dmz56dlZX1999/T5w4MTExsfMuv5PoIUIoEoni4+Mx7+0ffvgB22lra4uJ39ixY2k0mlENxHkRqoqyuq8Wq2qqQKsBFBAikWBuYbv1VyASxYkXpSnXFPm5gKJVSnWiQJoklKWL5bobewCNPI7LSHeZ88BxvAohAQAoxFCVBlVp4DKZSib88PYgY15bryE4OHjt2rUdXybcsmVLYGAg5pr44MGDNWvWYFUPtVqtl5dXbGysn58fk8nMysry9fXVg93dDWtr60WLFgGAprH+bQt2Q0UhqtUCgB+L9k+T+EKLhK/SpIvkD2UKzZN5TwqCDGfRRrJpfiyaJ5P6RPz60P0CaMN86cNHkaxttFIpY2uU+FIsQqECAiylMnLIMOsfdrzKIoKpqenVq1fr6uqCg4PT09MfPHjQidffOXRvIaypqYmNjY2JiUlKSlIoFACAvSR+8cUX06dPHz58eO98Z+xeqGurq+dNvVBVN4BKGkAjA0ClUn27ij9t9mRAUQAolKviWyTXhNJc6eP1XSICPizqRBPmeBOGLYUEAFKbyqkMtFaNyFQoOIwAhAj8+6CUONpYzg6wM+LV9R5GjhxJo9Hu37/f1NTUGdU5nJ2dt27d6unpOWDAgNOnT48fP17vXXR91Pw62Z1bsju35JlpqupKAJBp0SyJPFOsuCmSIQD3JIp7EgVgIz/G45GfD5NGw8SvnzPd15/u40/39Sea/b/MsQQGwypqq8Xn3yryclGlguzkQrZ/1bqe06dPV6vVQqEQ+7tjwWzdi24phCUlJefPnz99+rRu8Y9AIHh5eU2aNOnMmTN5eXnBwcG4C2h3oX7DNxqpOFkoJXHpmBDWKdVXBFIHCimuWXJVKOWrHk/XsImEMRx6mAljNIfOJhIQMpnu488MeYMRFEqytslRan44V7w7oUwMbLB0g/ocqM1sMBmrVGspJPx9qNOhUqn+/v48Hi8lJWXq1Kkdaer27dtkMhkAiouLdTsTEhLodLpCoVi0aNGIESOam5u7r49iW7StAvHVBEVeLoFGpXmNYASNQ/5/ZLqmqUF2N0OWniq/d0dZUggAMi16RyxPF8vTRPIc6b8jP2wtYYY5K9yM6c2k0Z+M/GiePjTP4YxRY0g2L3kpJHC47UhMAwAkEkn39tMdl5+6jRBqtdq7d++eP3/+5MmT+fn52E46nR4QEBAeHj5t2rSjR496e3uTyeSoqKiYmBg87WG3QNsqlGemgUbz36/ONolPN4kBwJxEDOLQJ5kygjh0MoIQ6Ayarz8rdDIzOIzAYuuOZ1CIG992/XJSf+sliWoHf6jPgapbwr6jk/ObQ4dY/Ld9HL0THBzM4/F4PN5rCaFWq71//z6Px0tKSsKKOjU0NJSVlQFAbW2t7rAJEyZgHiLP9OPvpogunGnctBpFEFQqBQQI504iTI7dz38QzS1kWbfldzPk2ZnYuoBMiz6QKjIliput8gyxXNl2zY9BCWDTfVjUiy3Sc81iFzolgE0HAIREcjh9hdKnnzGvsJvQJYQwPT3d2dkZc/Wsq6urrq7WpQyVyWSJiYlxcXGxsbF1dY9rApibm0+aNCkiImLChAlY4mAAiIiIqK6ujoyMxITw119/xedFuz7KilKEQkWVSgDYXyc81yQBAIFGwyYS3jRnWVNIoVyGO4OCAJBs7BijxjCCxjFGjkbI5Oc1aMYiB7iaXm8dCVm/Q00maNUxmXxcCA1DSEhIVFQUj8d7lYNLSkoSExMTExOvXbvW1NSE7WxtbR0yZMjkyZOxNcI7d+6sWbOm8ww2LpLEiw0bV28trllgxbEgEwGF67WNQk19+OzJoNUCgFyL5j5f/HxYNF8mNYBD5xAfP+haNdpzzeI0kfx9Kw6QKezIGbgKviJdQgi3b9++ZMmS4OBgAMjMzDx9+vS2bdsuXrwYFxcXHx8vFouxw/r37x8REREREREcHPzfvHa1tbX19fXjx4/v379/aWlpRkYGPjvaNYmLi1OpVG+++WZsbKyyqsLnye39jgU7iEMHgPtSxd9N4hEs2ggWjWxrzxwfwQwaRxvmA69WWiTSx/p6XjOY9AVBOdTnnM1g/TzPvQNVSXBeFX9/fwaDcf/+fV0I01PoxC8pKamxsVG339bWNjAwMDQ0NCwsrPsWd30tUJWqYcM3qFyWJpa/Y/H4bb5CoW5Qa263Sm+J5GkiebZE0Vb8PBhUPzbNj0UbzqIyiQQAINk50L2Gy+9mqJsbUbncn00DgAyxXIMChc22+Hy1sa6u29ElhPC/zJw5E6shRyAQ/P39IyMjIyMjBw8e/IJTrK2tsUI54eHhu3fvjomJwYWwC6LVaocMGfL777/b29s3NDRMeXO66Nhj/2wOiWBJJgIA98kbLkImO5y4SGC/Xm2XN31tPj+aB/b+ICiHqrRqG6+75ULvflz9XgjOf6FQKP7+/teuXUtOTp42bRq2ExO/1NTUa9euVVdX6w7WiV9oaGjbFL7BwcG6j9bW1h1cbuyyyLNuo1rtM7/aXNVyX/rY4WUAjezLogWwaaM4dOy+IFpY0T196X6BtGE+FGdXAECVypaDuwXRv9sA9KGSKhTqPJnSx8oWoeKu8q9KVxHCU6dOZWZmAkBeXh4AzJgxg0ajRUZGTpky5RWTFHh4eGAbkZGRmBD2zvK5XRxsvlqj0ZSVlWk0mg1btqyZvUB4/BlxfgiVyp4w9XVVEAD6WdKHOrJzmvzhwUmougW+i2My63EhNAzBwcHXrl2LiYlpbGxMTU1NSkrS5fIFABsbm6CgIKzqr7u7+zNbaFvgxdHREQsV6DGIxWIWi6VWq1XVFaBWYzuXlTZQCAAADSrNFDPWm+ZMHxZ1JJvmy6Jh055Ec0u61/C24tcWhEIx+/gL5uiwqnmR/mx6hUKUJpINeZSnFbW24/bpnRhaCHNzc8lk8sCBA/Pz8+VyuaenJ7bfzs4OC5sVCASVlZWLFy9evHhx+7oYPXq0qanpw4cPHz16hOdI62qo1er4+HgEQUaOHHnw4EFbW1uzRZ8p7mUukas5mifZ7xiUVU625L5O5l99175eIn2scypdgGEB0kZoLom5w1073UV/F4HzDAoKCng83vXr1wEgOjo6Ojoa229vbx8SEhIcHBwcHNy2pGUv5OrVq9HR0Zs3b/7yyy93vDMNniS5/bm/pSOVBADHGkQNas1cSw4AEE3M6b5+NE9fmqcvddCQl64LUAe7E9gcP5bkVKMoXSz/UKuR37vDCBrb2RfVMzCoECoUivr6+vPnz8+fPz8rK0uXJQgAAgMDsTVCMplcWVnZkV6wTGnHjh2LjY398ssvO2gzjn4hkUgff/wxth0VFYVt2O47Sj96QBj9OyqVoASETabYz5xn+sGnCIXavl4ifax/OFcE9iOg8CJU3co2cy5tkPa3bE/lbpwXUFJSkpqaeuPGjYSEhIqKiv/3nWOA96iQv9bPc3HBX0EAAKRSaW5uroeHBzYnTPf0FauUzzuYZG3b98KNV1wUfwyBSPP0Hdl8BQBuixUaFJXdScOF8BUxqF8llUoNCgpis9nZ2dktLS179748eU/7aHd5QhyjgBBJpu8t7nc1s8/Fm31jk/vxss0+/qLdKggAPv25Dma0x3V6q9MA4HxWvb6s7eXU1NScPn160aJF/fr1c3Z2fu+99/bv319RUWFlZTXMPxiGzgZzVwCAvqPLuWOcBwwwtr1dhYKCAqxUXGNjo1QqldMYrPERz1zGQ+h0i6++fz0VBAAAuq+/FZnYj0qWaLQP2lWbsNdi0BFha2vr0qVLp06d6uDgkJycrH4yRT5//vwBT24YrJR2BzuaOHEijUa7efMmn8/veHQnX6iIu1tf2iCz4lBCh1i42bM62CDO8yCamumlHQSBCG+rXxuHAZkBLaUg5sdkmi8b308vjfdItm3btnTpUqy23LVr12g02qhRo3Tf1tTU3LhxIzEx8fLly1iEH4alpaWfnx/m8+Lq6no5KXXGyt9QB39oegT1OU19Ah9UiYc6sv/bXS/Ey8vLy8tr5MiRVCq1T58+jx49GvX1emV58REUaMrHBY9mWLBQKt1k9gfMkPbkzaH7jgQAfzatTKFKE8k9Hj3UtgoJHHx1/OUgKIq+/Cg9oVAoMLexvn37trS0cLncjmve85g4cWJCQsIff/yxYMGCdjeCorD+XOHm2BIiAmKFhkomEAlI2BCLo0s8WTTi3bt3LSwsbG1tMzMz3d3dWSxcILsQl+43TNiSAamboSIFfD4iuU2t/zXUlNlZ/2/dnQEDBmRmZnK5XABYv349l8udMWNGampqYmLilStXSktLdUdaWFj4+/tj4uft7Y20GbgoFIo+4z6uZ7rD5S+B2xcm7/15nttS/P3jBWg1rWf+Ep44pKquREgkyuChZouWY3rWrta0peO8Y8prPittGMOhHxxgbfPT78wxoXq1uGdi0BEhlUrVOUY/M8xIj0RGRiYkJMTExHRECL899ejnhGJZ2u/g/SEAKFRaKEpIaB4yTqCIWzZQLBYfPXr0gw8+4HA4W7ZsWb9+vf7Mx+koY90tTBhkgYM/VKRAVZp6YOTFew1z8Lyjr4yvr29NTQ22zWaz/fz8sFAHLy+vZ6aqaG5u/t///s6kqKkAABpLSURBVDfcd8QFfh8g00FYAXIBL68ZF8IXQSBy3prDeWvOy498pdYIdK/hfk2XACBDrFCjqDwzDRfCV6HH5l6ZMmUKgiCXL1+WSqXta6GIL92VUCKRq6D8+r9763MUooaHVaLzuTIvLy9zc3M3N7ecnJyekfawJ0EmIm94WID9cCCQoD4XFKKYTL6xjerSLFiwYObMmTNnzjx16hQAYMG7O3fuvHfvnkAguHLlysqVK318fJ6XsIlOp0dFRU0OHg4EIlgMBkChPoeX16Q14JwTDs3H34pMdKKRpVrtA6lSdifN2BZ1D3qsENrZ2fn6+mIZ2tpxukyp+f7vR3LVs+9hsULzc8zdxYsXe3t7Z2dnc7nc+nrcF6PLEeljDWQmWA0BVAu1d87eqd1+sUQgVRnbLmPS2Ni4b9++HTt2ZGdnr1y5su1XGzdu/Omnn3766aeJEycCwN69e8+dO7d8+fJhw4a9SrZCOp3u5OQ0M9SbgBDAaigAAD+nWazKqRR1zqXgPIPHy4QsGgDcEskVhXkaYYuxjeoG9FghhHb5jjaJldEp1W//fNfq48TjN2u0agUAgKIVrn79+KfuHnZkRSuybt26gQMHenh4DB48+JtvvumEK8DpEJM9rYhEBFzCwesDsBqi1sC3px71W56UmNv48pN7KBYWFkOGDBEIBMOGDbOysmr7la2trb29vb29vS5/bzswY5GHOrLB2gMAgJ8NALyHzR0zGec1oLoMInJN/dg0AEgXy0Grld/NMLZR3YCeL4RxcXGaZxU3aEtJvXRXQlnYpts2S66+ty/7dHKBOO8ypG6CM7NB2gRUDoSsf/xjPQw7hcFgODk59e/fH0GQPn36/Df3KY7R+SejFlAUau9An0BgWAKAovSW8N65qT9l3q/opcMUqVQ6YsQI7XOSe+mFYDczMHcBMh1aq0DWzMtr6ry+cJ6GQKB5Dfdn0xCATLFCjaL47Oir0JMf30OGDHFxcSksLExLSwsIeLrIlhZF75a1ns+qj7tbn1kqBABorYKqNKi6BU0FWElYQBBoKgAAIDz5RSEIABAJyDh3vKBBl0au0n52JE+jBWithCc5a0AhBGmDVKn55HBuynft9c3rzqjV6uPHjwcFBT169Agrbebl5QUAp0+f1rk9L1iwoCMvdsGDzXcllIGFG9RmQn0u76G1RosSCXjWcwNB9/U35112opGL5aocqdIvExfCl9OThRAAwsPDd+zYERMToxNCuUqbmNsYk8k/n1XPFyoARaGlGKrToSIVhE9SYxApYOkG9iPAMRBoXMj6/almqWTCN5G9OllU1ye1oPl5EckoCreLBSK5mk3r4f///4XD4Xz44YfY9ldffaXbj8khhoODQ0e6CHYzIxIQjbUH1GYC/76g7+j7FSKvfnjSSwOhiyYslqvSRHKvwnw1v5ZkbWtsu7o0PfxBEBkZuWPHjrNnz676bsPVB43ns+pjMvmtMjVolNDw8LH+yZ6sYVDYYDMM7EeAw0ggM2hkgldfbnZFq3LiNvWTBhHvhXQWe/8HQwbaMo10TTivRFWz/N8Z8Zs/ApEKACBvAcdRAEAlE2tbFGzbHv7/bxRMGGSPPuy7Ddgy4X0A4OU14UJoMCgDBhI53JFsySWBFAEAFK2IHMN5613zZSs7kq2pZ9PDHwSBgYEWFhZFRUVWcw5pWA6gFEFdNlSnQ9UtUMkeH8S0BlsvsB8Btj5AIJmzKJO9LCN9rMd7WDKpxDqB4tvTj06n1chVWgRBgnyct84ehJcy6PqYsyhE4pMh4aivgOMAAFB8GUTVAKBUac3ZeHB9ZxHiZn631BnIDBBVg7SJ97D5s4n9jW1Ub0FZVqyRSIiAJLk70AkIABSKpNpjfw7NvWd/4BSCezM8ix7+SyESiZMnT/7zzz81dw6AWgYNDwHF3AQQMHMBB39w8AeTfgDQz5L+xlDLcC+rCcMsycR/59RsTKgHFw49uHCoRKFhUonGuQyc12f0IDOl+rkuIf0t6eYsiiHt6Trk5OTcvHnT0tKSw+EUFBSMGjWq7byoXggebP7TxVKwdIeaDKjPuZ6PLxMaChSt+2oxaNQ/1wo8mFQ6gQgAKa0yuVY6sChfEL3f9P0lxjaxK9KThfDBgwenT59OTU0lkcjqmgwAAIQAlm7QJxAcA4BhAQBu9qwZfrYR3lbe/bgvTnKLq2D3gssgfTax/66EUgmB/G/+YoQIBBKDQtz13rOL4fUG3N3dhw4dunbtWgD45JNPtm3bpnchHD3oyTJhTQbU5wj7Bd8rb/Xpj8+jdDqKh/fV/LpnfoXKZMJjB3AhfCY9TQgVCkVSUtK5c+fOnz+vSxCFIAgAAiM+BbkASFSCSd+Rni4z/Gynj7BxMMOLOPdY1r3lUlIviUM2i+WPVwsJzuNoFOKmmQPfGNp7nX4RBDlw4MDMmTPNzMyuX7+O5RfVL1wGybMvJ7MRC6vHlgmbcSE0AIq8XHgSG3OQL2QRCQBwV6IYwaIBgFYq0QhbiFxTY5rYJekhQtjS0pKYmHj+/PnY2FihUIjt7NOnz4QJE8LDw/ft23fx4kUqmdCXS/1m9ff5l3/f9H1vdJ3vbRAJyIlPveKzG3bEl+ZWishEQtAg05URzr28HsLVq1erq6sLCgocHBxqa2s7koz3BYS4mWeWOAOFCaIakDTwHlp9MQlfJjQMj/NheTKpJiQiADSpXxJIjdO9hbCioiIhIeH8+fOXL19WKp/UN3dzi4iICA8PDwgIwFLj8/n8ixcvjuMWeXgMHecEQitzo1qNY1AmDrOcOMxSq9WeOnXKygpV1mv2x2eam5tPnz7d2KYZByx3tlYsEl+O69NYjv66rXWoF2t8BIGtT8fO4MFm2y4QwHIIVKdDQ+71PFu1BiUR8WXCzoUyyB0hEDEl9GHRrMlEACiQKeVaFAAIdCY+HHwmXTezzJkzZwoKCrDtsrKyEydO6L568ODBli1bAgMD+/Xrt2jRIix3TEBAwObNmwsKCh48eLB58+bAwEBdgZgpU6YQCISrVxPnzZuXnJysq5CO03uQyWQhISGJiYk+Pj6zZs1qbu7Veb+kN5LKJ41q+umH1vN/i+L+ady5oXzyKAnvih67GD3YjEREwHooECkgbRLJ1RaLE3+7VvHyM3E6AM19GNHK5plFfREagzunU0b/PYCuOyKMi4ujUCgDBw4EgPLy8jNnzjg4OJw6dSo2Nrai4vHtxGazJ0yYEBkZOWnSJFPT577pWFlZ+fn53bp1Ky8vb/bs2Qa6AJyuBJPJLC4uxt6NTpw48fbbbxvbIqMhz86sW/HJ/vI6PzbNg0EFgIfNQp5QtuTb5ba7D9O9R+ill9oWBYoCOE+A/mNBzAdxnRCsvzian1kq3P/BUL10gfMMEMRm697q+dOX25lyiI/HOYEcupZEoTi7mMxbbFzruixdd0T4X37//fdffvmloqLC0tJy7ty5sbGxDQ0Np06dmjNnzgtUEKMdCbhxehLNzc0pKSlkMhlFUQKBYGJiYmyLjEb9uhWoXFYgU7U8CS9pUWvzZUpULqtf+9WLz31FUBSm7sjUogC1mXD1Gyjjwd0/4Npqibj1+I1avB5Wp0JxdnU4Gjs5cBSDTiOw2AQW25XLGjF7nv2Bk0inFULv7hi0Qv1r8f7775eUlNjZ2QFAfX29qanp4sWLr169OnXq1OHDhyMvjnX4D4WFha6urmZmZnw+H0+QjdNrUddUVcx4A5XLvixrjDBjjuHQAeCmSH6yUbSrvyVCpzseu0Du21GvltSClklbM0StQohfChN2AZUNAHD/KAAKHnO9+nGyNgR2/FpwXoy6vk5VXoKQKZSBbgQ6w9jmdGmMLwlarfbkyZMWFhZhYWEtLS1Xr1596623sK/mz58/btw4AEhPTz958uS4ceOwj+3AxcVl4MCBBQUFqampwcHB+jIeB6d7oaqtQkhkFGQAsKmqeS+JAAAiDepCIwMAgURW1VZ1XAhvFrbIVRpoKQEzp8cqCAB9AuHOXgDIrRSj6DOXsXD0CcnKhmRl8+WXX4aFhWk0mvz8/JEjR44ciTvMPwPjT41KJJLQ0NDk5GQA2L9//6NHj3RfWVhYODo6Ojo6WlpadrwjfHYUB4fI5j5JrgRfO5iddLU96Wq72sEM24MqlUS2HqL9JHK1WgOgkT9O8YpBooJKDgAarVajRWUy2c2bNzveF84LOH36dGBgoEqlCg0NLSsre+kSUq/F+ELIZrNlMpmtrS2Px5PJZBUVFTKZ7OWnvT6YEJ47d64zGsfB6RZQBrgC8ty7XquQK0qKOt5Lv9YKhlYObHsQlOrC2qClBLiOAGDOopKISGlp6eXLlzveF84LyM/Pz8nJycvLa2ho+N///nfr1i1jW9RFMb4QlpWVffLJJyQSydPTc968eXZ2dmQyGQC+/vprXe0kLy+v9evXd7Ajf39/GxubsrKynJycjhqNg9NNIRBNl3yO0On//aZVo30oVTasWyFOiO1ID+LEi14HPtcCAmw74PaFu4dAVAP8bLh/DAZPo1EI84LsAcDNzY3N7tWZDQzAmjVrli5dOnPmzNraWh6P15udpV9M13WW6Qw+/PDDgwcPrl+/fvXq1ca2BQfHSKBow8ZvWy6eReRy7EVYCyBQaxYU8SsV6mgXmyEsuvXGXaywye1oW3zpfP2az3JFst/QPkleK2QIGYoSoCkfqFzoH0o062fJpuRvG8NlkIqKirA70cXFRb/Xh4PzuvQuITx//vyUKVN8fX0zMjKMbQsOjjGR3rwuOLxPUfAQAAUUVGLRl2UN51skHCLhiIvNEC7T5sd9jKCxr9WmOP4c/7svs0XSBUV8kUY7zXP8hcEfo0BQIEQEgEUj2prSE1b69rfEPRhxuha9SwhlMpmlpaVUKi0vL3d0dDS2OTg4XQKtWFSz5F1p7v3PyhoutkjMSMRjrjaubIbN9v2MgOBXbKT1zImGTavvtEo/LK4Xa7QTTJg7+1sInL2vz4jKaUK5dNIbHhaTPa3wYkw4XZDeJYQAMG3atLNnz+7Zs2fJErwcCQ7OY7Si1prFc8R5OZ+UNFwTSs1JxOOuNgNMOLY//0H38X/p6a1/H23Y/F2GSPZhcb1Eow03ZW7vZ8EYNMR27xGiCe6piNPVMb6zjIHBgyhwcP4Lgc2x/eVP5oCBe5wsx3DoTWrNe4X8CqGobvkHsqzbLz5XEL2/YdOaFKF0QRFfotFGmjG397NguHnY7TuKqyBOt6DXjQibmppsbGwQBKmvr+/NebZwcP6Lprmp5qN3hMWFHxbz00VyOwrpuKtNH1MTu1+PUd09nnmK4PC+pt1beELZJ6X1Ci36jgV7XR9zhqev7c+HCEyWge3HwWkfvW5EaG5uPmrUKJVKdenSJWPbgoPTtSCamdvuOcJx7HvA2Xo4i1ajVL9XyK8TCGs+mavIe0bQUfO+HU27t1wTSpeU1Cu06BxL9vo+5kzvEba7D+MqiNON6HUjQgA4efJkaWnprFmz+vbta2xbcHC6HOq6muqFMwWVFfMK+feliv5U8jFXG1tLC7v9f1GcXR8fhKJNOzYIjh280CL5vKxBg8JCa+5Ke1PGyNE2239DqDSjXgEOzuvRG4Xw448//vbbbx0cHAAgNjaWz+cvXLjQ2Ebh4HQhVJXlNQtnNtfVziusy5UqnWnkYy42VlYWJnMWIgiCMBiKnGzRxTOxzZKvyhs0KCyy5n5lb8oICLHZ9itCob68AxycroTxk24bnvv37+uyuNXV1emqG+Lg4GCQHfva/XYC/eidQyg6p5D/SKZcUMQ/giDaPT8CAEIgoBrNyUbRmoomLcByW5OltibM0eOst+xFKBRj246D89r0ujVCHBycV4Hct7/d3iMWFhZHXKwH0Mh5MuW8ojqhWgMoimo0xxtFqyuaUIBvHMyW2pqwJkRab9uHqyBON6U3To0GBAQolUoajQYAdXV1M2fO/OGHH4xtFA5OV0T5KK9q4Tt1LS2zHtVWKNReTOrhAdYnGkWbq1sQgNUOZu9ZcVgTIq3WbUOIvXF6Cadn0Ev/d48fP45lONy/fz8+NYqD8zworoPZk6agp44ec7GZ9ajurkQxKa+mWqlGAKIczedYsokmZtbrf7qTlXXz5s3+/ftHREQY22QcnNcGnxrFwcF5EdrGJgCwpZCiXWyYBKRJrUEANvY1n2PJBgBUqwECISYmZtmyZXgKX5xuSm8UQiKRiDwpj00gEAiE3vhLwMF5RRD64xzZxxtFEi2q0KIowGWBVIWiAICQKQCAIIhWqzWmlTg4HaA3rhHi4OC8IlqZtHrem4qSRxuqmg/Xt5IR5Gt70718YaNKE2bC2N3fkso16RNzvbJFEBcXN2LEiOHDhxvbZByc1wYXQhwcnGejFYtqly2QZWeurWw62iCiIMjPTpahXEa+TPluYZ1ArZ1gwtzV34I5zMd2TzSBwTS2vTg47YQYFRVlbBuMg1qtPnHiRFNTE41GO3r0KIqi9vb2xjYKB6eroG0V1nwyV3r/3tcVjScbxXQC8puzVTCXAQAWZGIgm36xRfJApqxWaoIVQuX9TFbYZIRENrbVODjtofeOCAUCgVar3bFjR0BAAIFACA4OpuBRUDg4AICp4KfzpLn3V5Y3nmvGVNB6FIeGkMiAAqrVIqjmrljxXhFfotG+Zc7a2NeC6Rdgu/MgnlYGpzvSe/1ETExMWlpa+vTp4+Pjw2QyN27caGyLcHC6BJrmxuqFM8W52ctL6881i9lEwp8uNqM4dIsVa53SHvVLuut8u9Ayarsnm/6HszWDQPi7Sby6okmafqPus4WoUmls83FwXpveK4SFhYWff/45kUisrq7OycnBE3Dj4ACApqmhZvEcSWH+stKGBIGUQyQcHmDtzWZYfb+V+/Y8ACAwmIAg7PBpVms2+3DovzpbUgnIqUbRxqpmaVoK/+ulqFpt7IvAwXk9eu/UKA4OzlOo62pqFs9uLS/7uKQ+tVXGJRIOuVh7sBhWUT+yJ7/53+Nbz51s+OHrVKH0o+J6JYp+YM352t6MOW6i9aaf8UQzON2I3ussg4OD0xZ1TVXNotmtFeWLivk3RHILMvGoi80QLstm827W+Gfni6EOGkJksS2ybrrSKZcE0kyxggDg1VClrqlijgmDJ9G6ODhdHFwIcXBwQFVeWrPondbqyoXF9WkiuSWZeMTFZiCHab15DzNk/AtOpA31IjCZtvfSBtAplwSSWyI5BUE8akvVdTXM0aG4FuJ0C3AhxMHp7ajKimsWz26urZ1fxM8UK+wopOOuNs4mHJsdvzMDQ156Os3DB7Rah4d3nWnky0LpDZGcTkCGVJdoGvjM0eNwLcTp+uDz+Dg4vQ6tRCw4/ofk0nlNSwuByVA3NQokkgWF/PtShQOFdMTFpq8Jx+an/fQRAa/YoNnHn4NGM+nQXpkW/bq8cWt1C4NAmHPuJCAERmCIViwi9+1Pcx8GeDpDnC4J7iyDg9O7UJWX1CycqZGIUblct/OXWsHOWoETjRztYm3H5djsPEj38X/dlpt2bRJE7z/WIIqqbEIA/hhgHcihI2QKQiEDAIHBtFq/gz58lD4vBgdHH+BTozg4vQhUIa+aE1FSU7eooOYtcxa2c/ajukW2XA6RuNbR3NbMzHZPNN2zPSlDGX6B2pZm17J8DpHAJBJGcWjlCrU9CUFVKo1K9Wd5rfOta9TBQ8iO/fR5STg4HQafqcDB6UWIYv/WikUoqlW3mQrSAIoAfGZnYsVh2/12nDbUq52tI4jFyrWcabPmW3F29bd8KFUmt8qwb7Qouq9OiMpl9d8uRxXyFzeDg2NgcCHEwelFiK8laGVSAFChaJ1Kjf2onhRQojoNoA5071AHCGL59XqETn+ehwyq0UhTkzrUBQ6OvsGdZXBwejLV1dW5ubnjxo0r/b/27ick0jIO4Pjzjjr/3N1cw9BdQc3NEsEOQRRNB3cvLXTr0Elkob2GXaLbBh28RZ06hccuQZ0W1AELIij1GmyUIq1tmKu41kwzyrwdRohd9hSvuPh8PszhneGF33P7Ms8777wbG5ubmy/s3T/+vHk0d3evffxb8/i/YFr1TL6rJaHRCCENIXy7X987aoX2m/aI2t/NX+50X7uexSDIhhDCWba9vZ0kydLS0vLy8tTU1PdHHS+FEEIYLnR9OtLXPuftn++1DzovD2YwMknSJBdCK4TwYnfhxjMXQghHafrNfi2EEJJc6OjIYApkx9YonGXj4+PVarW/v7+np2dycvLP4StJufzYM3Pl7vNvvpXByCTJj1xpH/Z05kaLXe3X8ZRS6f9fg4STIYRwli0sLAwODu7s7BwcHMzPz1+9cTP/7FgpX3i+9N9Dx8aK+VI+3zU8eu7qG5kMvXjz3VzpcbnNJbmei+6g4EnjPkI4y9I0rdfr5XI5TdNms1koFFoHD/54753GnZ9a9XpIWyGX5Iql/HPjA598nrvwVFZztz98/9fbX9dqteFCVwghDeHHWvPVvqcvz3+ZHx3LagpkQgghRvUfvvurevvo97udlwa7r10vv/J6xgPS9MFXX+x+9nFar4WOzrTxT+nl1/o++KjzUhaXISFTQgicoKN7W7Xd+6Whka5z5xuNRqHgEfY8cYQQOEGbm5vVanVjY2NiYuLw8HB3d3d2dva0FwUP8WMZ4AQNDQ1NT08XCoXe3t7V1dVisXjaK4JHCSFwgvb39+fm5mZmZlZWVm7durW1tXXaK4JH2RoFTtD6+vra2lq5XK5UKouLi5VKZWBg4LQXBQ8RQgCiZmsUgKgJIQBRE0IAoiaEAERNCAGImhACEDUhBCBqQghA1IQQgKgJIQBRE0IAoiaEAERNCAGImhACEDUhBCBqQghA1IQQgKgJIQBRE0IAoiaEAERNCAGImhACEDUhBCBqQghA1IQQgKgJIQBRE0IAoiaEAERNCAGImhACEDUhBCBqQghA1IQQgKgJIQBRE0IAoiaEAERNCAGImhACEDUhBCBq/wKBhOrr/a9HCgAAAo56VFh0cmRraXRQS0wgcmRraXQgMjAyMi4wOS4xAAB4nHu/b+09BiDgZYAARiDWBGItIG5gZGNQANIsUIqDQQNIMTOxOYBpFnYIzQzjo9PsDGjyYD4TVJyJGS4PoRHmQ23FYSwBaUawKYyMg4XmBoWpOAODBAODJAMjEwOjFAOjNND3CsycGUzMLAksrBlMrGwJrDwKbOwZTGwyDOwcCuycCRyyDBxyDJxcClzcGsw8vAo88gy8fBpMvPwM/AIM/AoM/IoMAmIJAoIZTIJCCYJKDELCDEIiGUzCygzCKgzCqgwiogkiagyiYhlMouoMYhoMIkxszCysbOycbIJCIqJiAuLfGCGxDQaaxm97DqhqNx8AcaZKzj4gPU8LzP7muvLA9dNz94PY75d0HOi/wr4PxOZZb3xgQ9o7MPvPzSf7jfKV7EHsQ0f5DvwJZnEAsack5BzoXCwJZq+JaTmwM7oUzA68OO3AudJlYPW75h098ELkIpitnPPlANOW32B20sRl+/4kzrIDsTv2G9ofydwMFv+yo8FOKNcUbM4WLi6HVac6wOJtS9Md5MNtwGzV/40O8zuNwG7uO7PB4dXjZoj7f+xzUF0lC/Fj7kWHrVf7bEFsY8fDDrtjD4D1niqe4nD1zysw20zJ7kD730yweu+Tuw60h08Esxc11h6wZd8IZq/5euLA/W9uYPbPqqgDEa58YHY6++z98/d4gd3pWe5+QO/RXDBbVGvzgcWhrWD260sfbB9enwB2m2OUvIM6gxJY3K/spf3z1SfBYWu9x8lBVOwZWA371TcOiYGMYPNvyEx0eMFkBWYHqp51CEmqBLPrZRkc/xxrA+u1evTYoWG6GtjMDPc2h1lmgWC2GAB32sM6cR0lKAAAA5h6VFh0TU9MIHJka2l0IDIwMjIuMDkuMQAAeJx9VstuJDcMvPsr9AMj8CVKOvqxWC8Cj4HEyT/knv/HFtW2uhdLZOxDi1NNFosPDQ+XeeOHEp8/X/7497+yP/LyADv9z/+cs/yjRPTwVuKhPH37/uNenj8en74sz+9/3z/+KsbFBO9Q4V+xjx/vb18WLs/lZtVIZ2vxhADEvVCl9Sk7jhzIYT66lptU9zYD8BtSy3u5tSpj9knlxlVU+tAEaYdP6cRq5UaVVdyy6K3cI+ag3toMpHlzyZAePrn2geBIv7pao5kAewAF5GgI0qvk3cUT4AigVp8KkQA0IqcMOIOkIQlXlqJ1qHbJ8mY6Eu+s1LhwRUGtZ1ryKpBX7i3IMdKJfDKkRPQOANLBsU53U86QGkiqKk1lAKDETTKJOAoECacpvmdkzqh6BmyoOVVpbGCMOqn1IRkwyiOVm09SeCQfPlKPUR6IzhOe8H3X1skyYJQHfesS1bkF226cxp5AttrEZl99SYq2z+ojtJDT+xgjmsRcG2eqS9THazP77MaIntEUWUDGcFFI2UiGpx515eM6YyYYUrZhWRnFymtwQzJDx+rQ5hjfDNoC2uCrU5fovGY8NdMdTfYavqYzaY+X0CTBJIH2gDrGd84x4yWmMXhk0HF4NVY08ho7kZl2CBrtdS0NZnZFC7B3DGa2Z+hwytGUDs0woLmmGIOVf5uoZwcSb+TdpAIk9hDm7dhdrNxGlpIqkOiMAZ+Gh4aZb5n4GnVCHdGfqG3M3dQxU5pRJq1k0nWuJTZ7s9RnVKnHPGJxhJwk1GYqUhQJ9cZAdl7tQm7p4tSokaNENKiFrgMbJEdGiQbMXYgjI3EVzZBGiyejg9whkpPMmQJ50eTpgslXeByzZbJ/u7/8coEdV9rT+/3lvNLiT857ax3tvJ3WuZ130Dr7edPgVPS8TuIo/bw11nmclwPD5fY+4Q8er5s+DDsatiNOZUfDojLE2O456CHmjs/xei87Hge/jim5bFQGi/OM/g5W1wXJ4KXXPbgM+2eBLNGC3GWtaXDlU8alI4w7VdHDoifGQm2kv9OVYBuWnXBcYovzTln6YdGds4xPyxkrdEVmsjFH5fDqVkZD2kh2S6GL88BcXYaWI3+5Tqcty85dVwfEjF2m7bBszto/LWf0AT+QTbYaGjKHkJuPBWcIeWZhq/fQA+cgBGdIa5tPdPy1v+P89XMPzw8/AZ/b54lcqAOrAAACiHpUWHRTTUlMRVMgcmRraXQgMjAyMi4wOS4xAAB4nGWSvW5bMQyFX6VAFwe4EfgnUpTRKUsmp3vQoQg6timKjHn4HslFzaLLtUiTh58O9fz45YVfTs+PX+5eTg/7d38eTp+e7i7XvPx4OT3989/f45++jxd8L7eMXPP/qe4E4/vh/RSNhTUOaU56nL0xcfDBrZMMP87WXJMViaF92EpwusihTXwkKrQ5p42DWmgPQok07p5oIR8+Vmwjx8CMrixogZhoynFPTVNHHmdqnqaymozYY2WkszGja6gFZFa1dJU1Som77D7m6Hncc2NlHM44xYhEjat1WhkoUHRf48y7C9TvrUkQ7oUcq7itXG8yMraYqOyR1ob5iAMa7lve0ZiJIoVVYwhS2gwW+ioSkbz2GWn2AwfKJNkUGQQHUQ4I3vOGBsUq6sapWyqd4SH+w01Zt1SwUoczSrQ5sSRcZ+3EFXdEJnACCqPb7arjqZowz4j2MOxNXRl7G6pxxWZ298MaSteu11DsKZHBH7GZRQnCglWG63ZXGG2QwZZiPxByseWjZxjLehBkErZsjIwOPuiKZawMKXxZmfTAJEww1w7AWItfMQkto+EJ1r6dT9qXcthMg5eBeHi+M93Qjl3TGq4YNRpR7JclroKHfXd8fXv9/vnX689JbR0vr2/f8Owm3yLhKSWSqbfIaNotYp+9RH160ZQZJdI5SqXOLJFNLjAskwuN8uSC0ydXnMkFRycXHMgUHKgUHPHJhUdicgGiKYVHdEp1x6ZUe/qUApRTqj9QqgbB2IIUUwrSmFKJIFSIlKYWJJ9aicbUQsQxtRCpTa1IKK5IObUurU+tW8OgAqVQLlCCt1Af0Xj/DUrecoOWayupAAAC93pUWHRyZGtpdFBLTDEgcmRraXQgMjAyMi4wOS4xAAB4nNWSaUhUURTHz9xx3ixPR2d0Ni171ThOZm5lZOLMlTIyK9Kob8WQiWNlBKn4obQkSsUWIrVFSY2EXBONsFxu2AJlZWX5IVLToBJSsw1snTljBn7xcxcO/98597z/Pfe9N9ZR3w+O5QGuJXJEhCOWOuKQiAPBoW4yFDKVTRfNDhETjqK6SV0q/pvPVCnM2MecTNWJeHrfpf/8p06dYTfL9iztIkxFov9FeeeHmQMwF8AfRMTxuoDMAyI4bgbi+SBeAG4SQcLbiYSzcVI7kcpsUqUgk9uJbCHIFYKctymMoAgA3l1w9zCLlZ6C0gSeXmbiqQKVGlSBoDKD2mBTe9uJt4/grbX5aECzCDRBoFkMWp2daINBp7fploDeYCd6X8EQAr5+4BcKfmHgFw4+hJNwUpmc57y1Or1BrdtBXH8TrgiP0Fo2mfuUOZNrbflst7oJ+XzWGXbzaB5yTlgF030NRE4eqWV724s7ncxnF7CSKOhw8sXS5WzPbxnWX6cMd/LpxOrkVpOcxaV8Rw7PTWFvRnXUyZMTB9hqLhN5PLyYFQXWYE/w9i7mVdGPnFr4kcUXybHn3rOaDuPggxgn95ktVkvGaVdPM7PkJJqwp36Ip5nforEeEG2nr9yrLU4ebcil+bWncDbr/ZV0KIzHu8gsSTR2rR25WdxAeeMd7FFk9VDL9Z94r4C223TgcCZ6jpwsofujGpEPhrylJdGA557NeEm/JG1DzrlVwBInPqNnWVk3u+RxFXln5UNW8OET8jrSxSroCeTe5wms/lw6ckjbIzaYZkUuj09mG/O8kDVH8jvZcYr+CcoVrGn8AnLr5Tq2qvIY8o/NXEz7vnqcf8zfRLds5bHet37YmrYrEuuJG0asirZc9GypKaXZvZuQnzSl0Z7GKuTS9laacsU1w5qqX7S6OxWflbwopIaWZehpBElsx90M5Pfv6mjwQBxyy43HNCiyHFn7B4cy6QYWvRevAAAEQXpUWHRNT0wxIHJka2l0IDIwMjIuMDkuMQAAeJx9V0lu5EYQvOsV9YEmKrdajiNpYBnGSIA99h989//hiGKr2IITbvWBzA5WZkbkQsloMW/yVPj5/fW3v/8p+6OvT7DX//nOOctfVmt9+lF4UZ6///Lre3n5+e350/Ly8ef7zz9K1BKCZ2qRr9hvPz9+fFqkvJRbHObTp5VbO6IPUS31qOtTth8tH+Xmh3ar1vhMGJ4aCdJ4ph/NpvfBq9oHLhOkn95rjam13PRo6jYjQQa9I86u1qTc5JA2h1uCbKd3nTGrl1s9RENx+n+RvbzT5wjQuZBhIWmcg2fK0XuL9XtU5NMS4CRQD3GdYxY5ZvOqGUdSibQjRowxiiIzJJ4dKcIw7ZihRnKPoSNqFqXonfim5g3eTadZpqUsidohNdQDSDjXlnEkTu/9CB8CJFObMlLvQWQ9zKydJM4ZPjMkJapHdx1IDlK6S0/D7FAdJ/ZmbcJ3zNHVMyAFQmwjujCLbs68EiAFMpTZaAtoqDfJstG6gEgBFK16s6qWHamCIPUAKzF9id8dlxlS15mUjx3EMKZLxrpSnzjc+oxV7eFVWtqVbCF0LTisk/T7jLDUeywkCnw2Zsz+kKyBlPL40WtUAFFFDd0rGZDy9EPVXVkaFWlZSuZYrqHOHAYGPIaMrCt0ljdWsFUfvbLu0HAxMorwfWMJY8gIFOQ8AkUtqw6TE4ooF504VbV71mzolgVFf1cEg1Dcw0bGpxmhhqJz9A6vOiZNzUrE/B5Aq96FNTJnHSlVKLF1aoSAd0IVrEWmE2rojbVRWwukaABgs2RFAk9va9L1QANB29FNLJPUBpGYs5w2mM+HGqZsmhOlgtkU4TEMi0ABZEOeSrF5oxknnfSOas2A1IlTFjtIWcudCWXOXRdysE58DceJQZql7lTJOd8wZ4lUNF3Las8pEnqSK2CsrTRspj3n1CiOUbGr7FQTsqYZUaKOVsPSXN05a3jLCs/7itNsNBQTpMIIn6lzKjQOQ62hrLgNvFnWID5XlF7Nz+qYktd8UB8U55SAAo5JhubITvz+/vrl3eF8m3j+eH+93ib4p9crw7qd14sB7+1h/a/7/XoSRBe7Njl+LH6ta97aPn2c9xuOfYsT42HD8t7289w1NFwIxhelPWxFp9PtAZrS0B9WnCOM8bDIHGHs/IQhIqzLwwAAcT3uH4HBtk9dpDG4h33iy3LRuHhEsjsQtbtlh6KLSwA3HRjJxpRkE6AkFDnI5b2fFtspYFQr85LLF0OmZfs6hUael7ByWvxxkJ6WnZeRXeSv27v53fI4/YSU6PUUKaZl52WMGSTp5sdYCSDJL8u8W/ZTXu+WzQZrnUTqZWHMsPjWzxkzqNXLQp5h8Z2Fsyi4/y4LeaZlc+grZqRyWVbMHXw/9KuQft+WqHfL5jnktMSXnnzsQN5//i+A66d/Ad9sS8c5cyjsAAAC9HpUWHRTTUlMRVMxIHJka2l0IDIwMjIuMDkuMQAAeJxtkz1vVTEMhv8KEksrnRvFX3GcK6YunVr2igFVjFCEOvbH8zoHqQaxnBs7b+zHH/fp/sszPd883X+5fb55vNuH/Tk9xXF38+nx9uFU8o+/xeX4nxgfH/B9ePfw6d9f+kf/4e3GW5gLHZfeopuOcVxHM1LdLg0zieNqTcXDjgs1004jPbMrri7cItTpuAoO1reGpLMcV1zRtK0h1zlSw9O6HhdpgwM5rtSmdJ3pwfNpx1WbS+QriCHyfDVABI21PiV2nMFz0NGbsAp55kIqT4+Lslp6LGzokcmdNFO5m8+sy/scBg1OypPoADNK9vSIDxlx5PPpfFwhF5GhjtgdjLsQHIU9NLJcyVCXDJ9Be7OOjkCEuqdJ5jNBAYh+0ca7tt6IjTO6ISHL2G0bMXW7erfg7NtgTc9oOjoC7G73LZJmRrJdbDmbDD4ksk/aus/tGkDWLulS3aPEQ5oakv11QJxQLjkVA6jYCaW7OOyCT+Ityjkhn2MaanMHRzpc5jssxThB2XJRoGL2P1SDERV94hDZIurG6cGkOZ851mrSnpUGnZRYhpljEN8jzwUxxntpE0tEZ3vdgKT4FZKTO0XwsMzduYzIEcgVIxuRc+pjWMbpuQV74bp1T8AxQ9MhMocg92T0If8RmF7kAmB4PTN5Y0yGIekdu5ESrF9MREVvsoLZBN09cRXB8j/URXfeoOwMehVkCtggdj1uj6+vL98//3r5uXrL48PL6zeEW/RusSwuFi8pSl36blEsK8q+RrFoeXlHaxaLVxRLFhUYmosKDfmigiOxqPL0RRUIhRQiGosKEumiwiRIVKCQp0CNxYXJFhckXVyJFhcggVmABNraosWFR2hx5cFt4cFl4elLCg/PJXVisaQSQVyQiJbUHmGgtUeypDAhUkEiRCpIMpYUJvGlBWouLUxiS+sawaxzG0sLE2OtaptwW1cJeeouwazLhLx1m+LtNwXOxYbpLOPzAAAAAElFTkSuQmCC", - "text/plain": [ - "" + "cell_type": "code", + "execution_count": 4, + "id": "3d89a17c", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "3d89a17c", + "outputId": "9a28b006-f506-4fcd-c0cb-759bdd775f35" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" + }, + "metadata": {}, + "execution_count": 4 + } + ], + "source": [ + "from rdkit import Chem\n", + "from rdkit.Chem import AllChem\n", + "from rdkit.Chem import Draw\n", + "\n", + "# Extract the contents of the sdf file and visualise it\n", + "ligands_rdmol = [mol for mol in\n", + " Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)]\n", + "\n", + "for ligand in ligands_rdmol:\n", + " AllChem.Compute2DCoords(ligand)\n", + "\n", + "Chem.Draw.MolsToGridImage(ligands_rdmol)" ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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9tNiyKisrS0pKatu2rbKyMnpFRUXlW084Hz16NGfOnM6dOyspKdnY2OTk5EhAU5CRkenbt29BQUG7du3IEohvZcaMGQwG48OHD0OGDNm2bRvOlxEdAiPAy5cvAUBdXZ3D4UjuLu/evdPR0dHU1MzIyBBHjrGxMWpwTBDEgQMHjh8/ToV2wsTGxl66dOn169dHjx4NCwsTRxSLxZKXl6fT6e/fv6dKPcz3T8s89+rqanNz8zZt2kRHR4sjZ/LkyU+ePEHX169fX716NRXaCZOcnOzu7v7u3burV68GBQWJKQ3NoYuPj6dEt+bA4/PP3387eGtMx6UReuuj9tzMrGFzW+zulIMNoTAojBEZGSkh+RUVFUZGRgAwePDgqqoqcUT16tWLvA4ODl61apXY2kmc8ePHA8C5c+da8qaFhYWNr/38/M6fP//q1auTJ08mJia2pD5SiKSfe0NDAzqA7dq1a15enjiiDAwMampq0HV6evr48eOpUFCyrFq1CgA2bdrUMrerb+AN2xWvZH8F7IPRfwozLmuvvve+vP7OnTuurq5ZWVm+vr6XLl1qGX3EBx+NCiPRbO/a2lobG5ukpKQ+ffoEBQWJmZIjIyNDHqoUFRV17NiRCh3/T319PVmkWFdXR0mv5FZpXDB69OjG10OGDMnIyIiJiRk0aFCrJ/f/9Ej0ufP5/Dlz5ty+fbtDhw4RERFkHplodOjQgSxFkMSyamhoIAsz2Gw2JSNZWnhZbfB59SSnsiZ0K/A+fifUhW4uKKufdvSZmZlZdnZ2x44dLSws2rdv3zL6iA82hMKgP6kbN24AQHZ2tp+fn2D7fHHgcDhTp06NiYnp2rVrRESE+Ats0qRJTk5OfD6/pKTk9OnTM2bMoERPEldXVy8vL3R98OBBSpaZra0tnU6/c+dOTU2N+NLEgcFgqKiozJ49GwDatWvXusr89Ag+96KiIj8/v8jISEokEwSxbNmyq1evtm3bNjQ0VPzE1FmzZu3evZvD4dTU1Dg5Oc2ZM4cSPUnCwsJ2796Nrv39/V1cXMSXOXz4cDU1tZcvX2ZkZIgv7cvUc/hn772ta+AJvc7hEc/yKp9kFFpYWOTn5wcEBPxAqbDYEApjbm6uoaGRm5ubmpqqpaVlYmJCyd8Wn8+fO3cuclrDw8PFdFoRDg4OsrKyEydO/Ouvv5ydnbt3756fny++WInSqVOnwYMH19XVtWRqblVV1dZPEJ/K+TMzMy0tLcvLy/Py8vBcU0kj+NzV1dVHjhyZlpZGieR///33zJkzCgoKt27dMjY2Fl/g/Pnzzc3Np0+fPm/evEWLFv3yyy95eXnii5UoTCYTHT4HBgZK+l6v3lXLyNA+/uP5ZUj2gGQPYFcBAI1Gi03JZTAY/fr1GzNmDIPBkLQyVIHrCIWh0+njx4+/cOFCQEDAli1b7t+/jwqSxOTvv/++cuUKclqpGnDBZDI3bNiwdOnS8vLy/Pz8jh07Dhw48N69e5QIRwQFBaF5xVFRUbq6upTItLW1TUhICAgImDhxIiUCv4qioiK5Xb558ya6GD58OLqYNm1ay6gh5Qg+9+joaHIstjgcO3bMyclJRkbGz8+PfKDis3DhwlmzZr19+1ZOTk5TU1NWVjY3N5dGo339k80jLi7O0dERAFJSUgYOHEiJTFtbW29v74CAgH/++YcSgZ+DQafxeZ+aQ3UbCnQmAMCbaACg0UC7t97vll0A4KtVm98VeEfYBIKnox07dhStFEmQf//999ixYxQ6rSQ3b97s0KHDunXrBgwYUFtbGxUVRW0zT319/bFjx44dOxbNlqME9Ou9deuWyFnj3wqTydT/RMvcEdMYsgE3l8tlMpnkhEKR8fDwWLNmDY1GO3PmzIQJE6jQ8SPPnj1r3779tGnTunbtymQy37x5I3KpX5P07NkTLStDQ0OqZI4bN05eXj4uLk7S3ZLbyDNrGj7Vaah0A1VtUNUGugwAcHmEee8fo0erENgQNoGpqamsrGxWVlbnzp09PT2PHj0aExPT/FSRoqKi4OBg8gju+PHj+/btYzAYXl5eFDqtiMGDB3M4nLCwMDk5ueHDh/N4vNu3b1Mov3v37oMGDRo0aNAX2tx8K3p6en369Pnw4UNcXBxVMj8HqocRbNmKR5i2Fr169UKdrLt06XLmzJmdO3feuXOnvr6+mR+vqqoKDAwk3x8QELBw4UKCIJydnf/44w9qVdXT02MwGMnJybm5uWiSIrV5KBoaGmhZobIHSlBWVh45ciSfzw8JCaFKZmM+VDdMOPiYqCoAggc0OpC7ZBpNToY+Rr99z44fqzajo6N9fX3j4+PPnDmTmZkpOZUoAX8pCFNbWzt16tSGhgY2m11YWOjn57dmzZphw4a1a9fOyspqx44doaGhlZWVX5Bw/PhxPT09dJDi6em5evVqGo129uzZyZMnU66tpqamkZFRdXX1vXv3WiUhUzRaphHzgwcPjI2NV65cKdiXPCUlRaI3xTQJipFXVFRwOJySkpKgoCAHBwdra2s1NbWhQ4du2LAhICCgyYkQJMeOHevTpw/qq3n//n07Ozsul7tr1641a9ZQrq2cnBxq4Xvr1q0faFlJWtXaBt7vhxNfvHwF4f9A9B6w2o82ggCgPPm0Qde2Hss/bnBra2szMzPLyspiYmIWL17cApFLcWnd6o3vjYaGBhRz1tLSys3Nzc7Odnd3X7JkCWnYSHr27Dlnzhw3N7fU1FQ+ny8oZOnSpXv37i0uLg4ICEANkND8Mwmxc+dOAFiyZEleXh6NRlNWVq6rq6NEMo/Hu3jxYkpKCp/P5/F4Qj+mOERHRwOAjo4OVQIbk5SUhPYfy5Ytk9xdMM0EFbq1bds2MTGxoKDA19d31apVJiYmQhv0zp07T5s2zcXF5cmTJzweT1DCmjVrzp07l5iY+OjRI1R3tGLFCskpjPKlR40aVV9f37ZtWwDIycmhRDKfz/f19X306BGXy0UrixKxBEEUFBTQaDQFBYXq6mqqZJKwObwxTo9gojsodQQA0BgIdgH9Nz4w2RIz/sCjy7EFPIHvh7CwMBcXl6VLlx44cKCoqMjV1ZVyfQiCYGe+qo6MqE9NInji1vJLyhCip/vlZ5yampqbmyshBUSAx+PZ2dkBQIcOHV6+fEkQxK1bt65evZqfn08QRGFhYWBg4I4dO6ysrISihioqKmizGBERUVtbe+nSpWPHjoWHh6O37dy5U6Jqo+hFp06deDweCryjg1nxQclyqqqqFK5VBI/H69SpEwCkpqZSKxmRmZmJ5M+cOZNy5VuR5iyr7Ozsly9fUui1iA/qNKugoPDgwQOCIGJiYtzd3TMzMwmCqKqqio6OdnJysrGxERoBqKysbGlpuXHjxsDAwLKyshs3bhw9ejQhIQHVHc2aNUuiT7a8vFxGRobJZJaWlqJ0qqNHj1IimcPhKCsr02i04uJiSgQKYmpqCgA3b96kViyXx5929ClM8YG2XQEA2veD6f7LL35l8WZlZVVUVPi7X6rJzeFzqezVVZ+Wkms7Imdo/9fD9XOGD3g90qj67m30v0pLSzkcTnV1dUNDQ/MFSsQQpqenb9q0qaSkZMmSJeSLgwYNOnDgALo2MjIiCAJVmXTu3NnGxsbJySk6Orq+vl4S+jST1atXI6eVbLA0bNgw0lEllWSz2fX19TExMQcPHpw4cSL6wiWRlZU1NzefNWuWkpISAPz1118toDmKNDx8+JDcHVIi1sfHBwAk1Flj/vz5ALBnzx7KJefn52trawOAtbV16/5FUcu7d+9WrFhRV1e3evVq8jvUzs7uzz//RNdoWa1cuRL9GZPOGdknpVU4duwYADAYDH9/f/QKevTIe7OxsSE9SA6Hk5iYeOzYsZkzZwrVFzEYDCMjo7lz5yIr+Ntvv0m0CSIC9V7w8vIid4eUiH38+DEA9OnThxJpQuzZswcA5s+fT6FMPp9YdDYFpvmBei8AAFVtmHp11slnvK85W6ywW6/HmGWb98u21M220C05vJvPpmA91r9Ky7HU3dq1XfrA7lnG2lnG2ps11bMtdFlht1gslr29fVZW1s6dO9FmpplIakeI9sKCO+LBgwdbWVmhLSBasbNmzRIqZFZQUBg+fPimTZsCAwNLSkokpFuTbNmyBSkg2FztwIEDY8eOVVFREXJUR44cuXXr1pCQkPLycoIgmjzqUVVV/e2331pmO4LOnTZv3iy4OxRf7F9//QUAjo6O4otqDCpjMDU1pVZsSUkJKvMYMmSIJA6IWhe0oK5duyZoCC0tLePi4ohPy2rTpk1CmU0yMjKmpqZr1qzx9fVFxxsthoeHB41Go9FoFy5cIF+8ePGira2tUEMJOTk5CwuLdevW3bhxA7XBe/fuXWBg4MaNGy0tLVFoEP1tDxgwoGVMOzLh06ZNE9wdii/26NGjAPDHH3+IL6oxqampAIAaeVMlc/3ll2AXABoDAQCUO8NkL5uDjxu4X7GCZRdPJZj2vtqnM7JVMfpaNwy0386x5YvtwbyZMS7LpIe+olyq0UdD2FteJstYO2fYgH2Ojm5ubikpKZGRka1vCN+8ebN48eJXr14tXrw4OTkZvTh48OCEhARbW1uCIIyMjFgsFuq0ieJwTQYMUByuyYABtRw/flzIaRWi+cHCysrK0NBQdETp4OAgOZ0FuXv3LgDo6uoSlLbfNTExAYB79+6JL6oxtbW1SkpKNBrt7du3VMmsqqoaNGgQAOjr65eVlVEl9juhrKxs8eLFL168+Oeff27f/ngQZGdnFxkZaWFhweFwjIyM2Gw2+rImnTNLS0uhqSZCxxuSU/irMfLmBwtramoePHjw66+/AsCsWbMkp7MggkF3tDv09PQUXywqaT1z5oz4opqkT58+ABAVFUWJtD03s2DmLehqCQCgoA6/XzDfEVdd/xUr25D3Otui39U+nWe2b4Ns1flenRZ1Usmx1C33PCuOPpziwmzzvlnG2k0YwuH6Tzwvurm5PX369NChQz4+Ps0X23LJMoMHDyYIYsmSJYGBgUZGRm5ubgwGQ09PT9CKlJaW3rp1a/PmzcOHDxcanqKurj5hwgRHR8fs7GxqFfP09KTT6TQa7fz58815f1FR0c2bN9evX29paSkULOzQocOaNWsIgkCJW+hHbgE4HI6amhoApKenU9V+t7q6mslkMplMFotFiZKNQUluVAXS2Ww2+qLU0dF59+4dJTK/f+zs7LKysg4cOODs7GxkZIRcIiEPsqqqKiIiwsHBocnjjVGjRm3btu3Zs2fUKnbv3r1vipFXVFTcvn17+/bto0ePJocoIdq2bTtlyhSCIFAzmnbt2rXAuSgC9ccPCQlBu8OpU6eKL7Nr164gseg4QRDr1q0DgHXr1okv6vSdPLAPAp1fAQDk2sAEV4NNUWXVX4+9lZ48lG3aq7EhzDLWzvt9uDgq1acm5wzXR4ZwlIriaBXF0SqKKgx6lrF2jqVe5Y0rooltaUNYWlpqYWFhYGDg4OAgIyMj5ANOmTLF2dk5Pj6ezWZzOJzU1FQ3N7c5c+YIVtuEhoZSqBXptB4+fFiEj3M4nCdPnri4uMyZM6d79+7wKUdREtudL4Pa3xw8eFBwdygOqEONiYkJJeo1yc6dO+l0Opr6RgaKRBPF5XKnTp0KAF26dKEqu++HABnChoYGS0tLbW3tS5cuNelB7tmzJzIyEp0oNnm8ceLECQq1IhM7ly9fLsLHuVxuamoqqSQAWFtbo/9F7Xbnq+zYsQMA/vzzT6pSslETREkkoJH4+/vTaDRFRUXBVCMR5Fx//J4xOwR0JwMAMOXg10O9/r7/vrxZQb53fy/OMta+2qezlizTSkXRSkVxoJIcMoTZZmIFRznFhdmmvT63I6yJuS+a2JY2hARBnDt3rn///jwer6GhAVmRadOmdejQQXD1ysjImJiYrFq1ytfXt6ioiCCIvLy8y5cv//XXXygsRwmk07pjxw5KBGZnZ5MbVmq3O1/F19cXAIYOHSq4OxRHIGoBJblkn7WzIA0AACAASURBVIyMjA4dOgidM5OBouvXrzd/dh2fz1+4cCH6fklKSpKQwt8nyBASBBEVFSUvL8/j8T7nQQIAOoNZsmSJu7s7+kMtLCy8cePGP//8800BlS+TkZFBbWJnQUFBWloauqZwu9Mcnj59inx0Pp9P7g7FEXjlyhUAGDduHFUaCkHGyIWe+8CBA1euXOnt7d3MRP2I5yVy826DwWwAADoTRu7WXHH3dXFz/dRix3+zBvVockeYbSmWj15540qWcY+mDeGwAfx6Ed2UljOEZJSez+cnJye3adNGyGF5+fLlhQsXFi5c2DgO16dPnz/++OPo0aMBAQFUnYqQdWaiOa1fBc1hHzt2rCSEN4acfVpYWEjuDsURiOopv+mcvfmQiZ1WVlavX7/+aqAoOjr6C8nQqLmioqJiTEyMJLT9nikqKiJ/M7m5uR07diQ9SJRQk5eX5+3tvXLlSmNjY3T4QdK1a1c7O7sjR454eXlRVXv69u1bdDRiY2PzTfnrzSQqKgokXIEqBPpDTUhIIHeH4khDkYvdu3dTpZ4ggjHyFy9eNE41IpfVlxP1H2aWKy8IhcHLAQBodBi6uf2fEWn53xAiqYl7kD1U72ofDSFDmGbUPX2g9oeTh0T7Aavvh2UP1lnVWfVGv85btNTJrNGNmmrZFrqs0EDRxBKtNZhXqAkQg8EwNDRcvny5p6cnOtdCUY0dO3bY2NgIRTWYTCbKCw8MDBR5d5iRkYHKHuzt7SV0RlFaWspkMuXk5CorKyUhvzGoHOXChQvk7lBkUXw+X11dHQDEnHHaJKWlpei8y8zMDAUgfX190f6VxWKRVWVoX0siVFVGSkMTbWRlZcn8EaklPT1d0IOk0Wj9+vWbP3/+uXPn0tLS+Hx+dXU1+esVStim0+mWlpbIgoqcsF1cXIwaypubm0soZVfSFaiNQeUo//77r+DuUGRpyFDdvXuXQg0RjWPkt27dSklJQalG0dHR6OxNaEag4Nkb8pyev61SXxIOlhuARgOggelfbRaEPc6u+FZ9ChbZhRn22NFVHdmqm/267OnWbqSKgrWqYppR9+K9W4hv/OKtfRSbPaTPP13UAECVSU827JZl0iNnmH7OsAGvRxpWR4hVPN1qnWXev39POixCKScaGhpk0Kiuro7D4Tx+/Pjo0aNmZmYKCgpCRtHY2Pivv/66fPly87+ySafV2tpaollzqAzx6tWrEpJ/9uzZBw8eREZGHj58+M2bN66urgBga2sruDtsjpx79+7duXMnKSnp8uXL6CMoK0FTU5NynWtqaiwsLABgwIABHz58IAiiqKgIPU2hvgRcLvfZs2cnTpyYNWsW8sobe06oIo3BYEjul/xjUVlZiTxIKysroWBhmzZtBD1IHo+HTlCtra2FBkTTaDQ9Pb1FixZdvHjx1atXzb81SjM2MDCQaMqu5CpQEeHh4e7u7k+ePDl79uzDhw/RvLD+/fsTArvD5sh58uTJjRs3CgoKzp07h46vq6urURkG5QlojWPkPB4PuZJCHiSfz3/x4sX58+cXLFigq6srdPbWr1+/4eNn0HQnfeydZjRfft7tu6miFI3wamre/70ox1I326JftmmvbJMet/U02zLoADC0rcJzo+7v1/3Jb/bXb31qUs5QvV3d2gEAHeBojw45Iwyqw4Or796uS3kqfrX+d9Fi7QvBQiaT2ThYKPKWnyCIkpISSTutJIcOHQIAe3t7CcnPzs4OCwurr6//+++/S0pKyAZLNTU15O6wmaJcXV29vb09PT1R8v2ZM2cAYMaMGdQqzGazUQvHnj17komdWVlZkyZN0tDQEHyUqC/B2rVr/f390Tub9JxUVVXR8AFq9fw5aGawEG2tSktLSQsq5G4K1uZ/LpuptrYWNZTv1atX84O7oiGhClRBUGjf0dExJSWloaEBWZSMjAxyd9h8OfHx8S4uLsg4SSgBjYyRq6iokNm/5eXl9vb2yOMX8iBXrFjh5eWFVCI9J8GzNwaDCTQ66E1lzA7xSxDrabKz0iuuupd7nmEF38izHR6i26WjDAMADBTlHht0LVg6i9eMklB2VvrrkQNP9ezIoAENwLFbu2wL3bqkx+IoJsR3YQiFePXq1cWLFxctWiQULOzYsaPQO79py0+0oNOKyMrKQn+dEtp3RkREnD17Nj4+/vz584mJiQRBDB48GABsbGyQP2FmZtbMYy5XV9eqqqqKigr0FYCcbhcXFwq15XK5qFVVx44dyUSed+/enTt3Ljw8HHVh9vb2RqVvjTOKBYOFaODU7t27ZWRk6HS69BRLiAOZbmZiYiIYLKTT6UIhhsa50IKOKWlBX79+jd7P5XJRQ3lNTU3yRclRW1urqKgouZTs7OzszZs3P336NDQ01M/PjyCImTNnAsCvv/6KfhtaWlrN7Evg6urKYrF4PN7+/fsJiSWgkTHy6Oho9ArqEuzu7p6cnHzs2LHP7RzQ2RvaOdTV1TU0NDx69MjFxQUZfiWbQ+fuv6FQT25p8Ru7cZEDtLrJMQGgl7xMjL7W2zm23IovfRVzCt/ljjN3791JlkYDgH+6qGWb9a6Je0ChYsT3aQgFKSsrCw4O3rp168iRI79cSMvn89PS0s6dOzd//vx+/foJBUt0dXXnzZs3YMAAAOjdu3czzwzFBwXD7ty5Iwnh+fn5eXl5tbW1b958/HtFK02ILzQyRjx69MjT0/Ply5eenp7o0KZv374A8OjRI6pU5fP5ixYtEnJaEVwu98iRIwRBeHh4kM8F9SXYsWNH44O7Nm3aWFtb379/nyCI3377DQDc3Nyo0lNKQONKdu/ePX78+K/GknNycjw9PZcvX25oaCg0c1xbW3vWrFnorLt9+/YvXrxoGf3R9JLTp09LQnhRUVF2djaHwyEzwFGqZ+Nl9eW+BGlpaZ6enunp6e7u7miXjIYmXr58mUJt0ZJvMkZ+6NAh4r/tvWprax88eLBv377ffvtNaOcgLy8/dOhQFGL4+++/AWD5qrUU6ongVVXmz58ap9+1n4IsAGjJMu/013wz7VdOUdP7Tm7Zh7xJo/z7dlak0wFgXse2WYN0WOKFA5vkezeEItNksKRr167q6uot4LSSoHbDLdNxlCCIbdu2IR/fxsZm06ZNI0aMEAoUqampjR8/fvfu3ffv3//cyXBJSQk6Ym3+RrahoeHEiROlpaUxMTHe3t6Nze369euFnFZEfX29q6traWnpo0ePAgICmhQuVFWGXBzkW5w7dw4k1g0V0xjBbCaUToWWlZycXGxsbIupcf78eZBkEYIQN2/eRPnMv/7666ZNmxr3JVBSUkJtF4ODgz+XwSdaApq3t/fLly+fP3/u4eGBWnEJgtIC6HR64xi5v78/8ji/UMHVuKsX8i0iIyMBoFevXs3Xs/nw62rfrZyXaNjNWEkOANrLMG7pdsn7bVjDG+G6Dh6r6u3MCSG6XVSZdACYpK6cadKj8rpE8th/AENYUlKCXBsfHx93d3cRJOTl5fn7+y9btgw+9boNDQ2dM2cOOk6UKA8fPgSAbt26tcA0gMuXL6MWOYIxM2RFmhkoQqC2OL/88ss33T0kJCQ3N3fp0qVXr14VMoSoEbCMjEzjGqy8vDxfX9+YmJjQ0FBfX1+UPtMkDQ0N3t7ecXFx4eHhjo6OaOdaVFTEYDDk5OQaf0dgvkxtbe3hw4dZLFZQUNCZM2dEKHUoKSm5fv36nj17aDSakpJSXV1dQkLC0qVLAwNFz2JvJi353OPi4lAD/c2bNwu+/q0z2lACWpcuXb7p7hkZGXfu3Pnnn3+8vLyEArT+/v4MBoNGozU+Eamrq/P19b1+/XpGRoZgbKgxtbW1Hh4eiYmJMTExa9euRSNBuFwu2i9KaIvPb2go3LjiuVH3YW0VAKAtg36lj8Zr68Hs9P/fjl9fl79w2v3+WiimaKWimD6we7m7pM5+fgBDSBDE6dOna2pqTpw44e3tXVBQ8K0f37Vr1549e8rLy8lK828NeosMn8/X1NQEAMpbWAkRHh6OAgAoGvE5CgoKyIDB51pQzp49W4RfDjKEe/bsCQwMFEw1PH36NHJar1wRsfsRor6+vqam5uDBgzU1NYJOrqWlJQCgWA7mm7h27VpJScmBAwcSEhLQgKRvYt++fWfPnk1PTzc0NASA27dvu7i4AMD06dMloa0QLfPcU1JS0JfGvHnzvuDLVlRUfDXVaO3atSL8cpAh3LNnT1paWlBQEPl6REQEWu9OTk6i/3gEUVNTU19ff/Dgwf379xcVFV26dAm9Pm/ePADYt2+fOMK/BI9bvOfflwO7j1NTAgAFOu18r045IwzLvc+XnT9Rdv7k27mTEgy69pCTAQDzNvJpRt1Lj33pm01MfhhDyGazDx065ObmJkKSi4eHx/Lly9+/f29vbw8Ahw4dEkyJljRLliwBCU8ljI+PR07rN7UYRVVlTaYaAYCuru43VZW5ubkFBQU9fvz42rVr5IvXr1//nNMqAiEhIShzXdAQHjhwAABmz54tvnxpAxnCffv2hYWFPX369Fs/fuPGjZ07d0ZHR2/fvh0Ali5dmpubCwDKysotMP2qBZ57VlYWSmaeNGlS84c5fCHViEajaWhoCKUafRlfX19PT8+MjAxPT09y1/7w4UPUjnXVqlWi/WiCXL9+PSUlZf/+/SUlJWSe+fXr1wFgyJAh4sv/AuUXXdMHas9o3wYAZGg0lx4dsky0s0x6ZJn0eGbYTVdBFgAMFOWSDbsVbV9HSPJQ7QcwhNXV1Z6enikpKXFxcShF4lsJCQlBX51Xr14FgGHDhpEp0WL2IWsOwcHBADBw4EAJyW+m0/plUKrR2bNn586di85XBVevrq7uggULLly48E0TX0mnlRK/srCw0MXFJTw8/NmzZydPniSPiTIzMwFAVVVVEn1Mfm68vb1jYmJSUlJu3bolwseRF8VmsxMTE9GhH5/PJ3eHlGsrhKSfe0FBAQoljB49Why7np2d7enpuWzZMjk5OaET1B49esyaNevEiRPPnj1rvqFNSUlBsca5c+eKH3DJzc09fvx4ZGTks2fPLly4QBY41tTUKCoqtkBKdrnHmUyTHn92UgEAGsAWLfUsY+3nRt0HKcsDQA85mQSDroUblos/g/7L/ACGkEJYLJacnByDwSguLiZ3h5K+aX19Pcp7lEQz6KysrM6dOwPAxIkTKWk+h4Kaffv2bU5V2RfGwpFOawskCqHCUAmNi8I0B1Rp/ujRI3J32AI3RU01JdGlpXHzI/EFogS0e/fuCaUaIZSUlMiy9y9Eysn1bmtrK+kRHDY2NiDJcVEkVUHXswf13KqljtyExZ1URrRVAIDOssyoAVp5U6yaX3cvMtJlCAmCQAXdFy9eJHeHLXBT1PTh2LFjBEE4ODg0f+kWFBQkJSVVVFRcvny5cTYa6bSOGjWKqsMoZ2dnAFi4cCH5imBdtlCHF8GqMkEz//z5cwqd1q+yceNGAFi9erWkb4T5HCtWrACALVu2CO4OJX3TTZs2kceDhw8f/lzWcWPKy8vj4uLYbPbVq1cbFyM2bn4kPoGBgQAwYsQI8pUmc6FJmky3KSoqQsM3Ro0aRVVv2C9w9uxZAJgwYYKkb0QQRO448yxj7T3d2jE+/RraMRl3+mtmGWvnL7ZrAQWkzhCeOnUK7Z8Ed4eSvqmnpyc6YyEI4vz588giNoecnBxXV9e8vLyqqiqhT5WXl6NjKFNTUwo7NqGa9y+MZszNzUVNnAcOHChUVdatW7eZM2fu2LEDdYNsAacVERcXBwDdu3dvgXthmiQ8PBxZDj6fj+btUViE+jni4+PRc+fz+VevXj148GAzj0nfvHlz/PjxoqIiFosllFwm2PxIhLy8z4HKqITyTgV5//799evX161bZ25uLpTF1qlTp4kTJ+7evRvtgKld71+gqKiITqe3TGru6zFmqCXpKBVF1D7mFxVF1FP77cyWsMRSZwhRHzJFRcWamhpydyihe/F4PGRly8vLZWRkZGRkPnz4EBAQsHXr1uYLQZU9Hh4eguVHNTU1KGuuf//+VDmtCC0tLQBo5lCezzVxRuc8LZAxgeDxeCipITk5uWXuiBFCsA8ZuTuU3O1Q4wUej4fOCZOSkm7fvu3g4NB8C4GWVUhIyJMnT8gXm2x+RAmo/1wzY7Fkus20adPQQCuEmpqajo4OaoLYMpibmwOAv7+/pG/0ZvqYLGPtpRoqACBLo8nTaQBgpaKYZtQ97/fh4rcS/Sr/mXojDXTp0mXQoEG1tbV37txBIwNR2ZwkWLt27eDBgzMzM1VVVY2MjDgczowZM96/f29nZ9dMCehcNCwsrKysrKKiAr3Y0NAwZcqU2NjYrl273r59WyjYIA65ubn5+flqamqos8xXUVJSGjp06MaNG2/dulVcXPz8+XM3N7eePXvW1NRMmDCBTqf7+/uj8yuJQqfTUYsZ1IUS0/LIyMig9ra3bt2S9LI6duyYrq5ubGwsnU4fMWIEAMyfPz8zM3Ps2LFC7SM+R1ZWVkVFRWxs7LNnz9hsNnqRIIhly5b5+fmpqKiEhoaiQ0hKQIaNRqMNGTKkOe9HDZZXr16NGixnZGS4u7ubmJiUl5dbWlq2a9cuLCxs1apVDQ0NVGn4OST9KBF1iQ85uTkeJVWnCyuZNNrJnh0v99FQYzLuVNbOzyoqz8stWr+MaGBLVAep2xESn5oSLViwQHB3SPld/v33XwBQUFCIiopC8xcF+4kLTVpovlgulzt9+nQA6NChQ/MnAzQTb29vALCxsRFHCOpHNXz4cMFdAlUafo6goCAAMDY2lvSNMJ9D8LmjSZ+SeO7nz5+n0Wh0Oh2VFGtqaqJ7IT43q6s5oOZHaMFSq3NCQgIA9OvXTxwhT548gU/BVwMDAwAIDQ2lSsPPkZGRAQDq6uqSi3HUv0jJGTbgkHZ7GgANwKl7e3RGGqanqSHDBIABirKPmt2eW2Sk0RA+f/4cADp27MjlctF4MMp7YRw7dgwAGAyGv78/meg1cuTI/fv3T5w4EYXQSNCkhS+MZa+qqiKzq0tKSqZOnSqhUeyoz4CYA26qqqpQ8LWkpAR1Kz58+DBVGja+F0EQXC63rKysTZs2NBqNbLuKaWEqKytlZWXRc0dnHs7OztTe4ubNm6hduLOzc3l5ORoZb2hoePDgwZkzZ3br1k1wWX11LHt1dTXZRLCiomLt2rUSmmp55MgR5HmLI4QMvj5+/Bh1Uly2bBlVGgrR0NDA4/G4XG5tbS06HBKtbu3rN8p7/dpq0GmdjihHZouWepZJj2yzPtlmfbJMe0cO0NKWkwEAHXmZ6AFab2f/xi2X1KQEaTSEBEH07t0bAGJiYtBYV8EkSfHx8PCg0Wg0Gu3ChQufS/QqKCho/lh2U1NTss/LwIEDuVwu5XtBUjgAREZGiikHDQi9dOkSuUugRD0hXrx44efnd/78+d27d+/du3f8+PEAcOLECUncC9McyOfu4+MD/02SFJ979+6h8Vu7du0SjJELxszevXvXnEkLKHptb29P9nlBZb5paWkUKkyC4o7nzp0TU87y5csBYOvWrYK7Q0o0FITNZm/YsCEvL8/R0XHbtm2rVq0CgDVr1lB+I07h+9wJll69NeToNABY3Vk127RXVdQddkkxr7KcXVlZsHTWQ/2uqKy+iywzXE/zzRQrTqFE6hql1BCi9urr169PSUkhd4eUSA4ICCCd1oqKCuS0mpqafiHzqqKi4vbt29u3b7eyshKatNC2bVsHBwdTU1MbGxu0SiVXmF9dXc1kMmVkZMQ/KD558iQATJo0SXCXQImSQqBZOQcPHkxMTETBSGtra0ncCNMcyOdeUVFB7XN/9OgRWhorVqxgs9koHtm1a9cvNLCuqal58ODB3r17hTK50PnnggUL7O3tf/31V7QFlNyyIj4loInftzMsLAwA9PX1BXeHlGgoRHBwcF5enqur65YtWzw8PABAW1ub2ltwy8veTLG63q+zEoMOALM7tMka1JMVGujt7b158+aUlBRvb29/X9/36/58atgNFderMun+fTvnTrBsyKW+IFtKDaFge3Vydyi+WNJp3blzZ01NzdChQxs7rV9GqLoIAA4dOmRqapqamjp69Gg+ny+5FXvnzh0AGDx4sPiiBIOv5C5BfLFCREdHz5gxIyYm5tChQ7t3787MzESG/HPt/zGSJj8/XxLPPT09HSVPzpo1i8PhiBYjF5q0sHTpUnt7+/j4+MGDB9fW1kpuWaG2c2pqak1OQPsmBIOv5O6QEiWFWLt2rZeX171793bt2lVXV4dSslNSUqiSz6tmvZ31W0R/zXZMBgDYqitlGGtXXL5AEASXyz1w4ABBECdPnoyMjCR43KKd658bdUcl9op0unvvTq+tBtW/Sv3aTb4NKTWEZHv1ly9fkrtDMWWSTuvy5csbGhrGjRv3Vaf1qxQUFJSUlJiamvL5/PXr13t4eEhuxe7atQuoK0sng6/kLoESsV8G5RD6+EhkUAumOaDB17du3aLqub958wYF/3777beGhgbUuVdFRUWE5qgkHz58yM/Pt7e3z8jIcHNz27Fjh+SW1eXLl4G6snQy+EruDikR+2UWLlwIALt376ZEGr+hoWDZ7OgBWl1kmQAwSkUxfWD3snPHCYJoaGiYN2/ehQsXkpOTvby8Ps6W4vNLnR3TB3af0k4ZAGRptJM9O+YM1697SmWhqpQaQoIg5s6dCwBOTk6UDN/KyMhAKTDIaZ0xY4YITuvnQIaQxWINGTLEwMBAfIFNgo6bGg82Ew0y+Cq4S6BEcmPItFvUFsds1O+j9zzcfi3jdlJxRU1LVPRjSJA7tWjRIkqee3FxMeqfZ2FhUVNTs2HDBqAusRMZQh6P98svv2hpaYkvsEkoSUAjIYOv5O6QnB5MOfX19WgXi9ri9O1vZLkzbv3llzefFBZVitrzjMd9v37ZI4OuOvIyAGCsJPfcqHvJ/u2N3yjUG6H8omumsfb8jm0BgEGDfd3bZw/pU32PsrxZ6TWE/v7+AGBubi64OxRN1Nu3b1GbeRsbGzabjZzWtm3bUjXvEBlCgiD8/Pz09PQokSkEn89HpQ6NO06JhmDwldwlUCJZiKqqqkGDBq1atYrP579+/RoAGDJyMGgZjD8JM4PAPrjnmvtzTiW53c1LfcuSfNsvaSc5OZmq515ZWWlsbAwABgYG5eXlR48eBQAZGRnBaUTigAwhQRCJiYkKCgqUyGwM+hGoyroUDL4ib/vIkSOUSBaCy+VOnTp14sSJdXV1tbW1ioqKQKOBvj2McQa7ALAP7rz8zrSjT11uv36SU8Fr5rri84scNiQZduuvKAsA/RRknxp2K9q6hmjeoXHFVfesQT3Xa6oBAA1gs6Z61qCebyaPem01KO/3ESWHHbllorcWkVJDyGKxBNur7927F43jEkEU6bSam5tXV1ejlA0FBQURBrx9DjLRJjExUbTRxF8FlZR069aNQpk9e/YEgNjYWHKXQKFwRF1d3ahRowBAR0enrKzM09OTwWDQZZU+JkUwFaCDHuhNhRHbYeoVsA/utOyOzcHHO65lRDwvqWX/Jz2qls11jcgbd+DR8F3xG3xe5RRLsGjpZwU1diGf+/nz57dv3y7alqW2thZ1Y+nVq1dhYaG7uzvKxKYw2FxdXY12POnp6SdPnqRKrNAtmEwmk8mksCmatbU1ALi7u6ND128doN0c+Hw+mkeorq6emZl57949GRkZWeVPjTvoTFDvBX1/h6GbYcplsA9WXhBquTNuo8+rwMSisur/7OTqG3gnw3OHOcTrrn9gu9L7iuXoCWpK8GmsxPu/F31T1xjW7ZvZpr22aKnTABTotNt6XV4N7I7qDhMH6WSNMGRningCJ42GMCEh4ezZs1FRUeK3V6+pqUEe38CBAysqKih3WgXJyclB0RG2BHqxu7m5AYCdHZX9bdesWQMAGzZsoDw1F4GcVgDo0qVLTk4Oma8LXS1AeyQo/adYE2h0UOsBvSeAxT/w+3mwD2bOCTHZErPKPc09Kj/y5QfNFXeV5oeCfTDYB8vMCVH8I/RSFDWbYynhxYsX169fd3d3J5+7yKL4fD5qFYRC7Ddu3EBPVhK7n7q6OiUlJRqNRtVZiCB3794FgEGDBlEo88SJEwAwefJkylNzSdatWwcAioqKMTExZOoDU9MYdH6Ftl0B/tMfHNpqQU9rMFsNE1zBPogxO0Rv/QN0BhP1sqz32kilBR+XFc0+SMHuht2IhRZt5KMGaBUsmclnf3MXxpqou9nm/Q50b3+xVydbdeVbul2QIRytonh/gFbuGDO+SGO5pNEQEgTh4OCQmpqK/qS0tLRcXFwePXok2mAzJyenXr16vX//nnRaJde8VF9fHwDCwsIol/zHH3/Ap/kYVHH//n0A6N27NyGwS6BKOJ/PRzF8FRWVZ8+e3b9/H+XrLvt70y+7H340aZO9YMR20JsKHfSA8Z9GxiCvCpqmoG8Po/bAjBtgH0wbewT62KAVC6P3gd40xT9C4zNxAuo3cPHixdu3b6Nvf3V1dScnp6ioqG9qnETi4eGhoaHx4sWLu3fvoopAqpI1GjNp0iQAkMSmEEXKKRmfS4KCr0pKSnV1deTukEL5SGfUW4BMfZgyzW6s00PVReFgHwzT/GDUHtC3B01TkFH6z7KSUQANI9C3hxHbYarvx9VkuRE0BoKWGWgNAdsLinbXnX+Z9nb2b7xqEXfJtU8eZpn0yDLWFjaE/bVyhg2ovhMigkxpNITx8fEnT568e/fuyJEj0bcnQlFR0dLS8pvGsiNYLJZgzwvJab5161YAWL58OYUyUbFBZWVlaGio+KVOgpDB11evXom/SxDin3/+QY8sOjo6KSkJJQ6Qvxkuj5/6luV2N2/OqSS99Q/APhhm3ACrA2A0H7TMQE7lP6uXIQsd9GDoZtD59ePSHeUI/SbSZgWPdHxIlcI/Pamp6umZ5gAAIABJREFUqR4eHj4+PosWLWIymWSbCMFZXc0cy45gsVgJCQloquXKlSslpjhx6dIlAPj1118plImWVW1tbVRU1MOHFP8VoVOooKAgcndIlWQ0nIfBYKABVWTqA7lJyC6qcY/KX3Luud76B7RZwWAXAGOOgMkS6DYMFNv/9wyGAR37w29noEN/sLsJ9sEw5gh0MgT7YM2ZPtwPou9i+ez6rEE6yBBOb99muYbKcg2VHnIy9/trZRlrf3ARZQy4NBpCgiB4PB4KNbdr187R0XH+/Pkozvf/h/hpLPv58+dfvHjRuINDfX096erW1NRcvHiRyWQ6ODhIVO3Hjx8DgKamJlUdJfh8/oABA9B1ZWWlhYUFJWJJyNRcwd2h+KBusTIyMiEhIaTTam9v/7lSrXfl9YGJRRt9XlnujJObdxvsg2GSJwzdDH1/B/VeQKMBjQaj9kAnfbD4Byz+Ab2p0G8i2Acrzpd4O8efDDQbUkFBYcuWLcuXLzc0NBSa1aWtrf2FsewNDQ1kOK2uri4sLExZWVnSUy1LS0spr0Dt378/eU0uMapwcHAAgMWLFwvuDsUX6+/vz2AwaDTamTNnhFIfmnx/RQ0n4nnJjmsZVnsTFP4I/bisyDMYOhM66YPpSjBe/NG/tA8G1R4w44bs3BChUOI3wWezswbrZBl3t1VXPtGzQ7Bul2DdLkPayN/vr5Vl0vPDiQMiyJRSQ4j6BgkldlZWVpJj2YXa2JNj2QMDAysqKgiCcHFx6dOnD+rVtGDBgsTERAoLTj8Hn89HXSoEZ8eIKVCihrBxaq749SSurq4AQKfTr1y5Qjqt1tbWzQyd1rC50a/KXG6/nnb0afs/I8A+GKZeBav98Oth6GQIQzfD0M0wwA4ZQrm5t9zd3c+fPx8SEuLp6UnVr/1npckYOYvFImd1fXUse1BQkLq6Okpb27Nnz9WrV1+8eNECUy1RYs6VK1eoEihRQ0im5vJ4PHJ3KKbMiIgIdAS9f//+yspKlPFrYGDQzN7lHC7/SU6Fy+3Xc04ldV91D+yDYbo//H4BTJbA4OX/N4TqvWGan+L80HflYs1oy5s8usmj0eyh/Wti7osgUBoNIRqS+eXEzoaGhocPHx45cmTq1KldunT5zzG4jIy5ubmzs7OVldWuXbuIT4awZZRHHSW2bdtGiTQ+n9+pU6fdu3fv3r1769atlBvC6upqeXl5Op3+/v37OXPmoGUmjsDr168jp9XNza2kpASNKh0yZMjnnNavkl1UM+dUEnNOCPx6WOhoFOyDjTZHJycn79mzx9PTc/369dgQfoHmxMi5XG5ycvKpU6fmzJmjo6MjuKzodLq+vr6Hh4eVldW8efOIT4awZZQ/fPgwAMycOZMqgX379t39iZ49e1IllqRHjx4AEBcXR+4OxZEWHx+vpKQEABs3bqytrUWNKVDqg2gCC8rqNvq8kp1zG6wOQPcRH5fVFB9Q6wn2wW0Whom5w6++H55tqTtJwBBaqypGGnTLmzy6mcUYQkjdPMLjx4/v27dPRkbGz88PuYFNIiMjY2ZmtmbNGj8/v4KCgoKCArKZL41Gq6+vp9Ppc+fOvXPnTlZWVkvqjyaEUTh4T1lZecyYMWPGjBk9ejRVMkmUlJRQZ7igoCDB2WaVlZWZmZmpqal+fn5paWnNlHbnzp2ZM2fyeLx9+/bZ2dmNHTv25cuX+vr6ISEhaBmLQM+Oisfm6SnJMRr/LyU5xmab7nw+n8vlFhYWLly4EDU7xjQmICAAda53dnZGiVdNwmAwDAwMli1b5uHhkZWVVVhYGBgYiM5gZGVl8/LyVFVVLS0tGxoaUJuLFmPixIkAEBISQtWQPwaDMeYTQhPnKeH3338HgICAALSsAgMD+Xx+fX19ampqbm6un58fmv3UHJ4/fz5hwoSampp58+Y5OjrOnj37wYMHmpqaERERqLmaCHRRk981tbeqEhM69gcZRYh3hhd+EO0IAxcoyNL/HNWVRvu6kC+g9Iu12h9LD/Xrqqf4McnDrb92D62uXU56AF0koyaWXf7REJwLIbIQFouVnp7u4uKCzspsbGxackdIbUcJSR+NEgRx5swZALCxsWGxWCNGjDh48CBBEM+fPz9x4kRtbe2jR4+amQT78OFDlDexatUqNpuN8uV0dHREdloFuZdWqjQvkDn18kfXdfp1Rfurf11KIwji2bNn7969q62tjY+Pb4Ezuh+Ru3fvknMhRBZSV1eXmpoaFBS0Y8eOgoICMzMzBweHFtsREgQxYMAAAAgPD6dEmkSPRgmCuHfvHnyacThhwoTt27fX1NSkp6c7Ozuz2ey8vLxmFlySQ+ImTpzY0NCwYMECAGjXrh0lgziiX5UpzQ+lzwqB3y/Ar4dgmp/CH7cNNkULlfCKTP2r1OJdG9/O/q3gT/uKq+78etEDpVJkCAXnQogvDRlCgiCWL1/es2fPFjOEBEFQ2FGiBQxhYWEhnU6Xk5MTmr/h6upKEMSpU6eakwfx/PlzFF6aO3cuh8OZMmUKfCofpEpPdEaqsfyO6uJwy51xQU9F6a4ghQjOhRBfGjKEBEE4Ozv37NmzJQ3hli1bqPopCMkbQi6Xi0ZqCAXd0bK6ePFic4IFBQUF6Ih11KhR9fX1a9euBQBFRUUKy5yev60a6RgvM+e27NzbbReG/eP9giorSJKVlXX58uWoqKjLly8fO3ZMtObm0mIIybkQVCV2koawsrKyc+fOLWkIqe0oIbjLkdCOB8XzZ82a9eDBA9R58tmzZw4ODpWVlc2Zg5qdnY2cVltbW8qdVow4kHMhZs+eLf50BULAEHI4HENDw5Y0hI8ePQLqUrJbYFmhMYdWVlahoaEogy8zM9PBwaG4uLg5k8YFh8SxWKydO3cCgKysrCQG3zdw+bdCIy5cuFBeXn7x4sWEhARq5fv5+fn7++/YscPJySk9PV0ECVJhCAXnQlAls76+nkxTrK6uprZnypeRXEcJSZCfn9+xY0dkyeC/VWXN2c8VFxejYvzRo0fX19eTPS8odFoxoiE4F4Kq7/qGhgayKqm2tlYSTZQ+B+Up2RKlsrKyb9++KBMb0bNnzzlz5ri5uaWmpn7VltfX1w8ZMgQ+DYlDo0IYDIavr6+EFGaxWB4eHrm5uVwu99ChQxRKfv/+fW1t7YEDBwoLC3fs2CFaDczPbwgzMjLIYWaUOK3fA5R0lMjPz/fx8cnKygoLC7t+/TpVuglCJnYi42dkZCRUVdatW7eZM2ceO3YsMTGxyS9TLpe7ePHiwYMHV1VVoQQ5CTmtmG+iuLi4b9++6GSCkiK274Fly5aB2CnZb9688fHxQU6ehFqYkjFyLS2tP//809zcXCgfp1OnThMnTjx48GBMTAwq8WqMk5MT6mDn7e1Np9NpNJqDg0NYWBiLxbpy5Qrlxy3Z2dkeHh4EQXh5eWVmZlIouaqqytfXt7S09P79+8nJyaIJ+ckNoWBzBMllOlRVVe3bJ0o7A5E5ceJEjx49xOzlxmKxIiMj/f3937x5g86jqAXNhQAAfX19shqpurqarCoTmhuOqspQZx/BUcZoBBXZ80JyTiummZBzIQwNDSU3BpnL5VJVJtRMQkNDO3Xq5OjoKI4QFot17969GzduhIeHr1mzhirdSLhcbuMYOYfDefLkiYuLy7Rp05DfT8JkMk1MTFatWuXu7i40G7Wqqio8PBwZ0QMHDtTW1rq6uj5+/PjkyZOUT9I+deqUm5tbfHz8wYMHQ0JE6YImUX5yQ2hlZQUAw4cPF63hYTM5efIktV06v8q9e/fIoVHh4eGi5Yyw2ew3b96cPHmSxWLt3r2bWkeBzWajGeU6Ojrv3r373NvQ3PAlS5bo6enR/ptSLXjUQzqt4nRIx1DFn3/+CQB9+/YtLi6W3F3c3d0l11+0SZKSkmJiYtD1kydPRAv8o6RNV1fXjRs3LlmyJDc3l0IN+Xw+ipGrqqomJSV97m0FBQW+vr6rVq0yMTGh/7ecoHPnztOmTXNxcXny5ElMTAyqO/r333/RB11dXa9duxYbG3v48GEK1f7++bENIY/HQ1FiIcjTgDdv3syYMaPJ91BFWVnZvn37Fi9eLNG7CLF9+/Zr166h6zVr1oiW852VleXp6ZmZmXnz5k1qt1lCcyGa+amioqKbN2+uX7/e0tJSsAcsACgoKADA9KVbKFQS8wWa3OeRy6qiosLOzk5oe0EtPB7P0dERdRGT3F2E8PDwcHJyQtcnTpw4deqUCEIyMjJQlSRBEJR3GRWcC9HMj1RUVNy+fXv79u2jR49GBUgk6J9LlixBMcW0tLSTJ0++evXKx8fn0SMq579///zYhjA8PHzv3r2CnXydnJxGjx49ZcqUMWPGUJhb/1WobVf9VSgxhBKCnAvxZaf1y5BHPeMn2SmqtKfLKYFKV+ackA8s0VsUYppJbGzsmTNnIiMjyVe8vLxGjBgxZcqUkSNHtmQuSQsvK0oMoeQQP0bO5XJTU1PRGUzv3r1VVVXbt2/fkol+3y0/tiEkCOLEiROVlZXoOioqavLkyci7iYuLGz9+fKuqJkG2b99uampqa2tra2uro6PzXRlCEZzWL3AoOAcmewONBgxZmO7vGd1y+wNpxtfXl8xoyM3NNTc3RwmceXl5RkZGEm2B3Yp4eHjo6emhZWVgYPBdGULKY+QcDkdNTQ0ARKs3+Mn4sVus7d69++3btywWC/0zMjJy8uTJKNRkbm6OTidaVUEJsmHDhps3b968eRONMP1OcHR0PHz4sKysrL+/v6WlpfgCJ5p0AnlVUO8DvAYofBaQWCS+TMyXcXd3v3v3LofDQf+Mi4sj+4R169ZNRUXl/fv3raqgBJk7dy5aVkuWLGltXf6Pj4/PypUraTSaq6srKh8UHyaTOX78eAAIDAykROAPzY9tCLdt2+bk5KSpqYn+yefzBRMuaDTaT2wIv0NcXV23bdvGYDA8PT3Hjh0rspyKigoA+PDhA4/H0+mk2F9LGbSGAADkPwxNKann8KlSGNMk8+bNO336NKp7AQAejye4rJhMJo/HayXVpJGIiIj58+fz+fz9+/cvXryYQsmC7X+lnB/bEAoxZMiQO3fuoOtXr15pamrSRWvA+t1jbGysra2Nrs3MzEhXoBURdFqnT58uspxXr14dOXIkPz/fw8Pj0KFDAGBr0umjISxIqK5ruP/iA1U6Y5qDqakpihcCQHl5eXFx8ffw9yYJevXqZWBggK51dXVJV6AVefjw4aRJk9hs9ubNm9evX0+t8HHjxsnLy8fFxRUVSf1BSysfzVLNsmXLJk+e/Pfff5ubm4tcXIn5VsLDw8lhZuJLO3369Nu3bzds2IByuBOyyv/X3p3HRXXe+wP/zgrMsIOALAYBURAQBFcWAQVUBsalaG6jjWmz1Nimzb2JadPbxNzE/hLTpLZmsWoS89N4q4PKACp7FFAQJCyyKMimLLIzwMyZfX5/PHZ+ZjFRhBlmzvf9yh/P6zCc+U70+JnznGeBn58DGw8AgDX7Xvjs+uO/BXok7733XkJCwiuvvLJy5cr8/Hxjl0MXdXV15DHe008/PU3PZUnPzeNsQmAezO2G6ZNPPjly5MjOnTtPnDhB/mk2bzKZTKvVAoBcLjdWDfovra+99tru3bsf82wdHR319fUtLS1z584lz6WW+Nh7OlqC5zIAgO7yjGt9WuzxNqzdu3efPn362WefTU9Pv39ZL3NFURTp/iW99EbR2tqamJg4MjKyYcOGzz77jPGYGxc9APaO3mPsJJ4WX331FYPB2Lx5s7ELmV4qlerUqVN79uyprKzUD/s2vJMnT3I4nGeffXb6BhO+8Nl1WLMPAMB6Nvz8XHnLdK1mgn5EWVkZi8UKDQ01diHTS61Wi0SiN95448qVK59//rmx7oBLSkrs7OwSExOndcHV7u5uBoNhZWU16a2tzYO53RESUVFRAJCbm2vE+yQDYLPZ8+fP53A4ERERdnZ2Bnvfffv2ZWdnk/Ybb7zh4uJy5cqVgwcPTtOXViCPCWcFgqU9TPSCpBPHjhpFWFgYn8+vqalpb283di3TiMViBQQEsFisFStW2Nvbk5W4DSA9Pf3AgQOk/cUXX7S0tJSWlp45c2Y69vXVc3d3X7JkCUVR+tEV9GSeQThnzpzQ0NCJiQmyfaW5UiqV1dXVTCazqqqqtLR0eHjYMO9LtgUg7YmJCaVSGRER8Z3VtKdWfKCTLY8D7ksAALrKHycINcND41npo0cPjp/P0I5JpqxEGrCwsEhKSgKArKwsY9cyjchiDiwW66uvvrpw4YLBhsjK5XKZTEbaFEVRFBUUFESWQJtW2DsKAGxjFzBdhEJhdXW1WCwmc2XMEpfLffrpp0n7+PHjhnxrsnYUALS0tDzOTImHZMFhJoXMErUsh7Z86Cpv7N7a3Cv1n/3I/0aMHjs88unfgMXUyimGpdWgVuv0yhu2G59sbm6mKMrPz6+srCwgIMBcR0U+PqFQKBKJxGLxSy+9ZOxapguHw9FfVk899ZQh37q+vj49PR0Aqqurw8LCDPOmQqHwT3/6U2ZmpkajmdavszOZed4Rwn1fc8hYEjQ5Wq22vLxcKpUCQENDg1KpJMeVSqVcLpfL5Qb7viwMd4XZi4FtAUMtIBvMqu5/1DNITh0b+ef+P7V0aWVS0Gp1MumfmruGPvifidwslUp1+vTp2tpaqVTq6Og4HfWbh+TkZA6HU1xcPDIyYuxaTFtTU1N3d3d/f39BQYH+f6ZKpSKXlVqtNlglCxcunDdv3tDQUFlZmcHedKYx2yAMDQ2dO3duX19fZWWlsWsxYT09PY6OjgcPHuzt7d23b5++9zUmJmbbtm3btm1bsGCBYSpJDpvF4VqAWyiADnoqxdf6AICiKNI329bW9uO/rlPIh//xrpaSXZv4/4+Nr03ItRQ1+N4bTg72Wq3Wz8/P0dHxyJEj0/tJTJm9vX10dLRarT5//ryxazFhWq2WoqhDhw7l5OR4e3uTbcMBICwsjFxWS5YsMWQ9ZHUqOveOmm0QAoBAIIBp+NPV6XRisbihoaGkpOTkyZOdnZ1Te/4ZxdPTs6OjY/bs2e+//76Pj48R19ay53GiFziCx70lZq60jAyMKcVicUFBwccff3z16tVLly798G9qtYqm6wN7X9cq5ACgBehSqsl/5Oc6tfriaZGTk9Po6Ghra+uiRYsM9JFM0/Q9UsrJyamqqhocHDx79qx+3USzxGQybWxsOBxOTEzM9evXjf7MlfyZZmRkGLcMIzLnIHz8K7ahoWHPnj2kffXq1ffffx8AKIpauXJldnZ2dHQ0k8k0wNNsI2pvb+/v77exsXnzzTcjIiLc3NwAYOfOnWSDbAB49dVXV65caZhihOGu4LEUGEy4W6tRyM7V9MfGxgLA/PnzR0dHv/ONRKdUUFcvD77/Vse6FV3bUivST37UPdyjVFNa3dH+MfLfvU5zJlO4fOnLL7/s7++/Y8eOmJgYw3wcEyUUChkMxoULFyY9JHtsbIzsTwIAPT095HGjSqUKCQkpKCg4c+aMtbV1cXHxlFU886jV6vLycicnp8HBwYGBgfnz5wOAQCAgew0CwNatW7du3WqweiIjI2fNmnXr1q3GxkaDvemMYraDZQAgJibGwcGhsbGxubnZ399/EmeQSqW3b98m7fHx8e7ubgDg8Xh1dXXh4eEAMDw8bN7zi+fOnTt37lzSTk5OJg1XV1f9C2bPnm2wYoThrr+3stc5L4CBRuitEl19wknSe+PGjXXr1jU3N2/cuBEAtGOjsoorsuIC6dd5Kqm0Wir/WkLlS2RtchUA2LCYfCbjvz3vPQVc19gNADqlkuP5hME+hal74oknFi1aVFNT8/XXX69bt24SZ1Cr1S0tLaSt79bmcDgDAwOBgYFDQ0Pj4+PTNxVnJmCz2du3byftiIgI0rC3t9e/wMnJyZD1sFis5OTko0ePisXiwMBAQ771DGHOd4QcDufxl1cfGBgoLy8vLy9vamoiR/r6+nJycrRabXt7e1xc3NTUih7CE85WIV62+gW4z9f0/ybf2jdux6JFi3Zt3mhZkNXz3Nb21RHtr+4UfXX85cbOZddvP9l89599kja5ypnD2upsE8L/3mJDTCbX1589G4eJPoLH72sZHx8nl1V1dTU5IpFI0tPTGQyGn5+fQqHw9fWdmlrRwxEKhRwO5+7du8YuxDjMfH8GkUi0ZcuWqKiokpKSh/+t4eHhc+fOlZWV7dixY9euXZs3bwaAW7duWVtb79+/f9qKRT9Bq9P5/2dxa2sLZD0HXD5sOgFMNo+l3aW6+kLz8RG15uIYVSShLkpklPbe32ovC3a8HS/ezmq5tSWbZw0qee7QRKKdFflpvkSe5OHieUzMmeNttE9lgqqrqxcvXjx79myyLslD/pZUKs3JyTl37tzbb78dFRX1wgsvAMDIyEhDQ4N+fQZkLDdv3hwZGVm+fDkANDc3A8DketFMlDl3jcK3l1e/v0PvB3V2dubm5mZlZeXm5pLN2KKjo4ODg//whz8AQEFBAV6uxnX0UnePRA427mDrBWN3YKABXBfJJP37u3rPtQzdGB8nz/yYAEE8brwdb70D38+Sw3J04q2I4a9J5q2IUXV1pu59XVFfzeBY6JTK1KToWa/v5Xh4GfmDmZqwsDBvb++Ojo7KysqlS5f++IsHBwfPnz+fnZ194cKFiYkJAIiPj/fy8iKXVUdHx29+8xtDFI1+VGVlZVdXFwlCssoMBqH5sLa2jo2NzcnJOX/+/DPPPPP9F+h0uqqqKrFYnJmZWVdXRw5yOJw1a9YIhULzfv5nWrRjkr+JaikFAwDAcxk03oHqz0BFwXiPCqARwJLJWGljlWDPi7ezcmKzuD7zeDGr+dGrLReFw7/vWrhz/TyOnNLKpJqRIZajM9OKZ8yPZMoEAsFHH30kFosfFIQ3btwQi8Visfjq1atkLi+TyVyxYgXZ/N2wxSL0E8w8CAFAKBTm5OSIxeL7g1Cj0ZSVlYlEorNnz965c4cc5PF48fHxaWlpqamp5MG1RCIh4yQBICwsDBccMTx1b7f0UoH0Ur68qrzD+x0YaoPuq9BxEZhsGG4FAODagNsiP+c5pzWl1lyO5eJl/FVr+KsS2O4PXCKSyeMzeeY81tcAhEIhCcK9e/fqD2q12urq6qysLJFIpB9/aGlpGRUVJRAI0tLS3N3dAUClUu3bt4/81NXVVT8wGxnXsWPHysvLAaC9vZ10XNOHmT8jBICenh5PT09LS8vBwUGdTldUVCQSiTIzMyWSe+tMuri4JCUlpaWlJSYm0mHnJpOgbG2WlRRJiwvldVXDKnWhhCoclRVOqHWae0vbAIMFOg0s+z34rAYGU2hx5/8KbPmxCSxHvIk3BJVK5erqOjIy0tzc7OXlVVpaSvJPP9PU0dFx9erVAoFgw4YNtra2xq0W/aTjx493dXWR/upPPvkEAF588UVjF2U45n9H6O7uHhISUltbGxkZ2dDQQB7+AUBISEhqaqpQKAwPDzfvsdozjU6lGs9Kn8jL1k6Mcef62aZttwxZDACg1cjrqqUlhdKiHNXtji6lumBU9rWEKp+gNP/+tsaw89LNiQaPZXDrAtzKAWoQGEwbS/a2F4S2S92M+KHohsPhxMXFnTlzZtOmTW1tbfrVon18fIRCoVAojIqKou3ClcjkmHMQktFoWVlZdXV1dnZ2NTU1LBYrMjIyJSVlw4YNZBIrMjDN0ED3r9LUgwM6SgYAihsNE0W5VuHLmTY2sssXteNjLXLVhRFpkURWL7t388diQLi1xTp7/jInl6cC3hlnWukAwHM53MqBrjLOwjRfB4uNET8xEgpNlfb29szMzOzs7K+//prP59fX1wNAYGBgWlpaSkrK4sWL8WulKXJzc9N/cTHYzlMzh7l1jarV6uLiYjL4paOjgxy0srKiKMrW1ralpcXFxcWoBdJd9/bU3ob6XS29J/zdAOCOQv121/CBubOuSeVFEipnRNqnureKtx2LudLWKt7Oao0dz4bDsVy0mL8qoTNgVeqx7hEJJZUrtGeeAhUVkvhmxs9mz32OXo80DEyn01VWVmZkZGRmZjY0NJCDXC6XrA1dU1MTHBxs1AIReixmckcok8kKCwuzs7PFYnFf373N6pydndetW8fn85955plt27a1tLQ0NzdjEBqRvPaasqMNNN9dWf9XrX3l4/fW6/Lkslfb89bY8ZZaW7AtrSxDw/nRq60TklnOLgBgD9AaNi+vquvim/8ny8H1Rn/HxqYD3MurAINwGpCVwEQi0enTp8mySgDA5/Pj4uLmz5+/YsWKw4cP5+bmVlVVYRAik2YCQUj2+iFLespkMgaDYWV1b0L0wMDAhQsXRCJRfn6+fqtYHx8fgUCQkpISGxvLZrObmpoGBgZSUlI+/PBDsVhMNq9HRiGv/UanUgJAv0pzYnAcAEbUGgCItrUaVGlW2/Hi7KzCrS3Zdg68qFhezBreylXfH97JZjHWL/UK85W63ph4BaBglNreUKsZ7CdJiR6SSqUi3SQAoFQqFQqFfg+EkZGRgoKCrKwssVg8NjZGDs6ZM2ft2rUCgSApKYnL5apUqmPHjgmFwtzcXLFYvGPHDmN9EDSF1Gr1iRMnBgcHAwIC+vr6kpKSDLmGohGZQBCeOnXq7t27u3fvBoDPP/+czWYnJiaSIWplZWX6KUrh4eECgWDLli3fWStPKpXKZDKhUPjhhx9mZGSQhbORwdy6dau7u3vVqlWlpaWMzttuWh0AWDAZHlw2AHAZDADl8652L7jacdw8eLEJ/Jg1lhHLGKyf+JvJj02ILbnIYsDVCblEpZaWFNlufNIQn8dcVFZWHj169NChQwBQVFRUUFDw29/+liwokZeXp994MjAwMCUlRSAQREZG3v/wj1xWmzZt2rVrV15enkwm4/FwUqbJY7PZoaGhWVlZZWVl3t7ePT2OjkYWAAAQpklEQVQ9GIQzFEVRAQEB5EK1srJKSEhITU1NSUl5UJ8n2UIvMjLS2dn51q1bTU1NAQEBBq2Y9iorKxkMRnNzc8rKaFm+GBQKOxZzla0VANxRqPNGZQwAprXNnHOlD39O3qoE+3ffiLC2vDouLx6jZl/MxyB8TJGRkaT/k8PhrF69WigUpqamPvHEDy9H3tjY6Obm5u7uHh4efu3atcLCQrKnHTJpSqWyo6NDrVZ7eHhYWVl1d3eT3QXMnmkEYX5+PhmfXVFRkZqaunnzZktLy9TU1MTExJ/8HpqYmEgaycnJX375pVgsxiA0JFdXV6VS2d7ebmdn90XFNz93mgXjY995DcPKyuH53z3SadmzXC0Cgtb0Sa6OywtGZakVpVqZFKfJP5Kqqioymf3WrVtubm5PPfVUe3u7UChcv369g4PDj/+ufu8toVB47do1sViMQWgGuFxudHQ06f0eGRlxdHQ0dkUGMuOCMCsry9nZOTg4WCwWx8XFkaUoFi5cSBa8J1ugnThxYhJnFgqFJAjJpFFkGMXFxTY2NgkJCenp6YtCQ2dv+7n6mc2fcrhkyIw7l/3+Ai9+VJz9f/zAAng/jr8qMaGmem/X8MUxSqFQUOUl/Pi10/AJzEFpaenY2Jivr29dXZ2XlxdZUtLb25tcVleuXGlvb3/vvfcmcWahUPjnP/85KytLo9HgxEEzoP8ORJ8UhJkWhCqVavny5UePHi0pKVmyZMmsWbPIcXd397CwMAC4fPnypE+elJTE4/EqKip6e3tp0vE9E+h3MST7rwKA99mi0WOHJwrOa6Xjll5zPX7+zOQCjB+b4PnpBwusuDco5dVxudOlfAzCB/Hx8Tlx4sTatWu5XC7ZWwAAnJycyGXV19fX3t4+uTMHBwf7+Pi0tbVdvXrVYFs0IzS1ZtZ+hBwOp7OzMzg4WCaTubu7Hz16dApPTpYS1Wq1uImEcTFtbB1f/K85Zwq9cys8jpycdHpx/eZzPOassecBQIFEJi0u0n1vYgYi1Gq1i4sLk8m8cOFCQkLC1J48NTUVHm97QoSMa2ZNqB8fHz9w4EBISIi3t3dxcXFycvKDntVPzpEjR5577rnk5GTMQvMw+MHbl48c3HCjx4XDuhzs5XHof63Clxu7qJnovffe8/HxSUlJqaioiImJIQd1Op1+IOj97Ud18eLFuLi4efPm6e81ETItMysIp1t/f7+7uzubzR4YGNDPmnpU1dXVpEPp/rZYLK6vr9++fTt5JEYevaDpRlWVdz//HzH1Xb1K9dkFs6Oe3en8X382dlG0o9Fo3NzcBgcHm5qaFixYMLmTNDY2+vr6klXvr1+/HhgYyGKxMjIyGhoadu/eXVlZWVtbu3PnziktHKF7ZlbX6HRzcXFZtmyZQqHIy8ub9Em2b9+ub//iF78gDaFQ6ODg4OTk5OTkNDo6+riFoodjFbaEbe8Qb2cFAAWjlPTi5P9Y0aSxWKz169fD4/WOvvLKK/o1oV588cXx8XEAIDtXyGSyhoYGJpNe/1ghQ6Ld3y1yrzblzzNEIpGdnd3g4KC/v7/+ekbTjsniRcUl2N17TKju6Rr5/BOtTGrssmhnmi6rkydPOjs7t7W1WVhY1NTUTO3JEdKjV9coALS0tPj7+zs6Ovb19bHZjzZoVi6XMxiM0NBQ/STTS5cukX19S0pKFArFsmXLrl+/HhQUhBuwGcxEbmbXH196pWMw2tZqs5M1k8NlcC1c3z3AW7nK2KXRiFQqdXZ2ViqV3d3d+r2sH5JGo6EoasuWLZaWlmRacF5eXnNzs729PbmsVq5cyePxuru7cWdsNE1m1vQJA5g3b978+fNv3rxZWloaGxv7ML8yPDxcWFhIll789NNPWSzWwYMHyY/IfCwAiI6OJg0cQW5g41npQ2qNB5f9MydrAGgdl54b6X9p906Pz0QW8xcauzq64PP5q1evPnfuXHZ29rPPPvswv0JRVEFBAVkon+wB+5e//IVsAJSUlEReo7+sAABTEE0f2nWNwkN347S1te3fvz8uLs7FxWXLli3Hjh0bHx+vra0FAOt/w63XjEvRUCuvqVJodW3ye/stU1pdp0KtkysG//q2cWujm4e8rO7evXv48GGBQODo6Jiamnro0KG+vr66ujoA4PF45LLCx4HIwGh3RwgAQqFw3759GRkZf/vb377/04aGBpFIlJ2d/c0335B+Y7Kdb1pa2qZNm7y8vMhFS3h5eRmubvQ9sisXtQoFAIxrtU2UEgDaFSoAAJ1WXlcFWg0wca0TA0lNTf31r3+dn58/Pj7+/SHZbW1tD1ooPyUlJTw8/Fe/+pX+UYW7uzsuUoMMiXbPCAFAq9V6eHjcvXu3rq6O7KOm0WjKyspEItGZM2e6urrIy8gE/LS0tNTUVHt7e6OWjH7Y4F/fkvzv0U6F6rnWfoEDHwD6VRq5VvdXb2dgsX2K6xiWVsaukUZWrFhRXl5+5syZjRs3AoBWq62urib519jYSF5jaWkZFRUlEAjS0tLIAooIGR0d7wiZTGZycvJnn30mEok6OjpEIlFmZqZEIiE/dXFxSUpKSktLS0xMJLOa0IzF9VvAtOKBQuJjwXlptj0ANMiUX/SPAQCLb40paGBCoZAEoY2NDcm/3t5e8iNHR8fVq1cLBIKNGzdOegovQtOEjkF4+/Zt0gnzzjvv6G+IQ0JCUlNThUJheHg4PvkzFdbxa4c++J/vH2dYWtlu2Wb4euhsYGCA9Hl+9dVXx48fJwd9fX3Jdk5RUVHY24lmLBp1jTY0NGRnZ2dlZV25ckW/oFRERMSCBQv8/f3/+Mc/4oVqiqRf57b/8Xc3JeOhPC4AjGm0d3SsxUGBHl+cZnDxhn7atbe3Z2ZmZmdnX7p0SaVSAQCLxfLy8oqJifH09HzttddwKhGa+cw8CNVqdXFxsVgszszM7OjoIAetra2TkpI6Ojqqqqo+/vjjiYmJiIgIW1vbiIgIoxaLJkle983g+28pbjYymAyGhaXtz55yfOH3mILTR6vVVlZWisVisVisf/hnYWERGxur1Wrz8/NffvllNze3J598sqysbOvWrcatFqGfZJ5dozKZrLCwMDs7OyMjo7+/nxx0dnZet25dSkrK+vXr+Xz+l19+uWPHDrFYHBsbOzIyguM/TZdlyGLPY2KdUllbVTUolfr6+haJM93c3O6fhYYen0KhKCkpycrKOn36NNnLHgAcHBzWrFkjEAiEQqGdnd3ly5fz8/PPnj37/PPPj4yM4O0gMg06E6TVag8cOEDacrn80KFDpN3f3//ll18KBIL7B7n4+Pi89NJLJSUlGo3m/pMMDg6y2WwOh1NSUpKXl2foz4CmQVtb2969e+Vy+dDQUHp6urHLMT3/+Mc/9G39JTY8PHzq1Knt27ffn2pz5sx5/vnnMzMzFQrF/WcgC3ADwIULF86cOfOdiw6hmckkg1Cj0QQHB5P26OhoZGTk4cOHly5dqh/kwmKxoqKi9u3b19zc/CPnIfvR/Otf/zJI1WjajY6O7t27d3R09J///CdFUcYux/QsXLhQ3w4KChKLxfHx8fevRBgWFrZnzx4yxfZBfvnLX8K/R6IhZBLMZAWHmzdvVlRUWFhYrFmzZv/+/Xfu3CkpKXn11VfnzZv3I781TSsFI2MpLi62t7fn8Xje3t6WlpbGLsfk9fT0FBUV6XS6yMjId999t7m5+ZtvvnnzzTf125D9ILyskMkxycEyWq3WwcGBrBSqVqslEsmRI0du3ryZkJBAFu19SK2trX5+fnZ2dv39/Vwud7rKRchE+Pv7BwQEkHZNTU1FRUVhYeH69esfaUEJiqJmzZolk8lu375N1g5FaIYzgSA8e/bs9evXX3/99ZKSkrq6ut/97ndarTY0NJQsdSaRSJKTk0tLSyd38uDg4Pr6+ry8vISEhCmtGqEZrby8vLKyctWqVdnZ2ZGRkatWrQKAoKCg+vp68oLg4ODr169P7uQbN27MyMj45JNPcCtdZBJMoGt048aNtra2Uqm0vb19yvu7sBsH0dPy5cvDw8PHxsb4fP7t27en9uR4WSHTYgJBePTo0Tlz5nR2dlpYWJDNHxgMhn5ykoWFxaZNmyZ9cnLFZmRkzPw7Y4SmUEVFRXl5+cKFC8PDw1tbW8nBJ598Uv+C+9uPKiUlhc1mFxUVjY6OPm6hCE0/E+gara2tVavVQUFBFhYWAwMDs2bNmsKT63S6OXPmdHV1VVVVLV68eArPjNBM1tHRMTQ05OXlNTExYW9v7+joOLXnj4mJKSkpOXny5JYtW6b2zAhNORO4I1y0aFF4eDiZGji1KQgADAZDIBAAduMgmvH29g4PD3dxcfHx8ZnyFATsHUUmxQSCcLrhFYvQlNuwYQMAnDt3TqlUGrsWhH4CBiHEx8fb2trW1ta2t7cbuxaEzISvr+/ChQslEklxcbGxa0HoJ2AQApfLXbt2LQBkZmYauxaEzAf2tSBTgUEIgFcsQtOAXFaZmZkzf0QeojkTGDVqAKOjoy4uLl5eXk1NTbjEDEJTQqfTeXp6qlSqqqoq3N0FzWR4RwgAwOfzjx8/3trayuVyKYqqrKw0dkUImTwGg/HBBx/09vaSFMSHhWjGwiAEAJiYmPjoo49Iu7+//6233jJuPQiZh71797JYLNLetWuXcYtB6EEwCBFCCNGaee5QPwmNjY1k5hNFURwOx9jlIGQORkZGyGUFABqNxrjFIPQgGIT3BAYGZmRkAEBnZyf24SA0JRwcHMhlBQDBwcHGLQahB8GuUYQQQrSGQQgAwGaz/f39SdvCwsLPz8+49SBkHgIDA3+wjdCMgvMIEUII0RreESKEEKI11p49e4xdwwySnZ194sSJefPm/f3vf3dycnJxcTF2RQiZvKKiopMnT7q7ux85ckSlUnl7exu7IoS+Be8Iv0UgELi6ulIU5eTkhJtRIDQl4uPjfXx8bt68OTo62tnZaexyEPouDMJv+eKLLzgcDovFCgoKam5uNnY5CJkDsVjc3d3t6+vL5/O7urqMXQ5C34WDZb7lzp07KpXKw8Oju7vby8sLZ9Yj9Ph6e3spinJ1dR0bG7O1teXz+cauCKFvwSBECCFEa9g1ihBCiNYwCBFCCNEaBiFCCCFawyBECCFEaxiECCGEaA2DECGEEK1hECKEEKI1DEKEEEK0hkGIEEKI1jAIEUII0RoGIUIIIVrDIEQIIURrGIQIIYRoDYMQIYQQrWEQIoQQojUMQoQQQrSGQYgQQojWMAgRQgjRGgYhQgghWsMgRAghRGsYhAghhGgNgxAhhBCtYRAihBCiNQxChBBCtIZBiBBCiNYwCBFCCNEaBiFCCCFawyBECCFEaxiECCGEaA2DECGEEK1hECKEEKI1DEKEEEK0hkGIEEKI1jAIEUII0RoGIUIIIVrDIEQIIURrGIQIIYRoDYMQIYQQrWEQIoQQojUMQoQQQrSGQYgQQojWMAgRQgjRGgYhQgghWsMgRAghRGsYhAghhGgNgxAhhBCtYRAihBCiNQxChBBCtIZBiBBCiNYwCBFCCNEaBiFCCCFawyBECCFEaxiECCGEaA2DECGEEK1hECKEEKI1DEKEEEK0hkGIEEKI1jAIEUII0RoGIUIIIVrDIEQIIURrGIQIIYRoDYMQIYQQrWEQIoQQojUMQoQQQrSGQYgQQojWMAgRQgjRGgYhQgghWvt/ikR8TKhWjtQAAAKOelRYdHJka2l0UEtMIHJka2l0IDIwMjIuMDkuMQAAeJx7v2/tPQYg4GWAAEYg1gRiLSBuYGRjUADSLFCKg0EDSDEzsTmAaRZ2CM0M46PT7Axo8mA+E1SciRkuD6ER5kNtxWEsAWlGsCmMjIOF5gaFqTgDgwQDgyQDIxMDoxQDozTQ9wrMnBlMzCwJLKwZTKxsCaw8CmzsGUxsMgzsHArsnAkcsgwccgycXApc3BrMPLwKPPIMvHwaTLz8DPwCDPwKDPyKDAJiCQKCGUyCQgmCSgxCwgxCIhlMwsoMwioMwqoMIqIJImoMomIZTKLqDGIaDCJMbMwsrGzsnGyCQiKiYgLi3xghsQ0GmsZvew6oajcfAHGmSs4+ID1PC8z+5rrywPXTc/eD2O+XdBzov8K+D8TmWW98YEPaOzD7z80n+43ylexB7ENH+Q78CWZxALGnJOQc6FwsCWaviWk5sDO6FMwOvDjtwLnSZWD1u+YdPfBC5CKYrZzz5QDTlt9gdtLEZfv+JM6yA7E79hvaH8ncDBb/sqPBTijXFGzOFi4uh1WnOsDibUvTHeTDbcBs1f+NDvM7jcBu7juzweHV42aI+3/sc1BdJQvxY+5Fh61X+2xBbGPHww67Yw+A9Z4qnuJw9c8rMNtMye5A+99MsHrvk7sOtIdPBLMXNdYesGXfCGav+XriwP1vbmD2z6qoAxGufGB2Ovvs/fP3eIHd6VnufkDv0VwwW1Rr84HFoa1g9utLH2wfXp8AdptjlLyDOoMSWNyv7KX989UnwWFrvcfJQVTsGVgN+9U3DomBjGDzb8hMdHjBZAVmB6qedQhJqgSz62UZHP8cawPrtXr02KFhuhrYzAz3NodZZoFgthgAd9rDOnEdJSgAAAOYelRYdE1PTCByZGtpdCAyMDIyLjA5LjEAAHicfVbLbiQ3DLz7K/QDI/AlSjr6sVgvAo+BxMk/5J7/xxbVtroXS2TsQ4tTTRaLDw0Pl3njhxKfP1/++Pe/sj/y8gA7/c//nLP8o0T08FbioTx9+/7jXp4/Hp++LM/vf98//irGxQTvUOFfsY8f729fFi7P5WbVSGdr8YQAxL1QpfUpO44cyGE+upabVPc2A/AbUst7ubUqY/ZJ5cZVVPrQBGmHT+nEauVGlVXcsuit3CPmoN7aDKR5c8mQHj659oHgSL+6WqOZAHsABeRoCNKr5N3FE+AIoFafCpEANCKnDDiDpCEJV5aidah2yfJmOhLvrNS4cEVBrWda8iqQV+4tyDHSiXwypET0DgDSwbFOd1POkBpIqipNZQCgxE0yiTgKBAmnKb5nZM6oegZsqDlVaWxgjDqp9SEZMMojlZtPUngkHz5Sj1EeiM4TnvB919bJMmCUB33rEtW5BdtunMaeQLbaxGZffUmKts/qI7SQ0/sYI5rEXBtnqkvUx2sz++zGiJ7RFFlAxnBRSNlIhqcedeXjOmMmGFK2YVkZxcprcEMyQ8fq0OYY3wzaAtrgq1OX6LxmPDXTHU32Gr6mM2mPl9AkwSSB9oA6xnfOMeMlpjF4ZNBxeDVWNPIaO5GZdgga7XUtDWZ2RQuwdwxmtmfocMrRlA7NMKC5phiDlX+bqGcHEm/k3aQCJPYQ5u3YXazcRpaSKpDojAGfhoeGmW+Z+Bp1Qh3Rn6htzN3UMVOaUSatZNJ1riU2e7PUZ1SpxzxicYScJNRmKlIUCfXGQHZe7UJu6eLUqJGjRDSoha4DGyRHRokGzF2IIyNxFc2QRosno4PcIZKTzJkCedHk6YLJV3gcs2Wyf7u//HKBHVfa0/v95bzS4k/Oe2sd7byd1rmdd9A6+3nT4FT0vE7iKP28NdZ5nJcDw+X2PuEPHq+bPgw7GrYjTmVHw6IyxNjuOegh5o7P8XovOx4Hv44puWxUBovzjP4OVtcFyeCl1z24DPtngSzRgtxlrWlw5VPGpSOMO1XRw6InxkJtpL/TlWAblp1wXGKL805Z+mHRnbOMT8sZK3RFZrIxR+Xw6lZGQ9pIdkuhi/PAXF2GliN/uU6nLcvOXVcHxIxdpu2wbM7aPy1n9AE/kE22Ghoyh5CbjwVnCHlmYav30APnIARnSGubT3T8tb/j/PVzD88PPwGf2+eJXKgDqwAAAoh6VFh0U01JTEVTIHJka2l0IDIwMjIuMDkuMQAAeJxlkr1uWzEMhV+lQBcHuBH4J1KU0SlLJqd70KEIOrYpiox5+B7JRc2iy7VIk4efDvX8+OWFX07Pj1/uXk4P+3d/Hk6fnu4u17z8eDk9/fPf3+Ofvo8XfC+3jFzz/6nuBOP74f0UjYU1DmlOepy9MXHwwa2TDD/O1lyTFYmhfdhKcLrIoU18JCq0OaeNg1poD0KJNO6eaCEfPlZsI8fAjK4saIGYaMpxT01TRx5nap6mspqM2GNlpLMxo2uoBWRWtXSVNUqJu+w+5uh53HNjZRzOOMWIRI2rdVoZKFB0X+PMuwvU761JEO6FHKu4rVxvMjK2mKjskdaG+YgDGu5b3tGYiSKFVWMIUtoMFvoqEpG89hlp9gMHyiTZFBkEB1EOCN7zhgbFKurGqVsqneEh/sNNWbdUsFKHM0q0ObEkXGftxBV3RCZwAgqj2+2q46maMM+I9jDsTV0ZexuqccVmdvfDGkrXrtdQ7CmRwR+xmUUJwoJVhut2VxhtkMGWYj8QcrHlo2cYy3oQZBK2bIyMDj7oimWsDCl8WZn0wCRMMNcOwFiLXzEJLaPhCda+nU/al3LYTIOXgXh4vjPd0I5d0xquGDUaUeyXJa6Ch313fH17/f751+vPSW0dL69v3/DsJt8i4Sklkqm3yGjaLWKfvUR9etGUGSXSOUqlziyRTS4wLJMLjfLkgtMnV5zJBUcnFxzIFByoFBzxyYVHYnIBoimFR3RKdcemVHv6lAKUU6o/UKoGwdiCFFMK0phSiSBUiJSmFiSfWonG1ELEMbUQqU2tSCiuSDm1Lq1PrVvDoAKlUC5QgrdQH9F4/w1K3nKDlmsrqQAAAp56VFh0cmRraXRQS0wxIHJka2l0IDIwMjIuMDkuMQAAeJx7v2/tPQYg4GWAAEYg1gJibSBuYGRjUADSLFCKg0EDSDEzsTmAaRZ2CM0M46PT7Axo8mA+E1SciRkuD6ER5kNtxWEsLhpNOyOYy8g4WGhuUNhKMDBIMjBIMTAyMTBKMzDKAENBgZkzg4mZJYGFNYOJlS2BlUeBjT2DiU2WgZ1DgZ0zgUOOgUOegZNLgYtbg5mHV4FHgYGXT4OJl5+BX4CBX5GBX4lBQDRBQDCDSVAoQVCZQUg4g0lIhUFYJEFYTEFENINJRJVBVI1BTJxBXJ1BXINBXJNBhImNmYWVjZ2TTVBIWERUQJyJCRLxYKBl/LbngKp28wEQZ6rk7APS87TA7G+uKw9cPz13P4j9fknHgf4r7PtAbJ71xgc2pL0Ds//cfLLfKF/JHsQ+dJTvwJ9gFgcQe0pCzoHOxZJg9pqYlgM7o0vB7MCL0w6cK10GVr9r3tEDL0QugtnKOV8OMG35DWYnTVy270/iLDsQu2O/of2RzM1g8S87GuyEck3B5mzh4nJYdaoDLN62NN1BPtwGzFb93+gwv9MI7Oa+MxscXj1uBrOn5l502Hq1zxbENnY87LA79gBY/aniKQ5X/7wCs+tlGRz/HGsD+4spT8CR1z4MLG6mZHeg/W8mOEy8T+460B4+Ecxe1Fh7wJZ9I5i95uuJA/e/uYHZP6uiDkS48oHZ6eyz98/f4wV2s2e5+wG9R3PBbFGtzQcWh7aC2a8vfbB9eH0C2J2OUfIO6gxKYHG/spf2z1efBLvHeo+Tg6jYM0hc/NjnoLpKFmy+1aPHDg3T1cDqM9zbHGaZBYLZ2hxKjptUrMF6tyz/67B48VtIWO1TcDzz4TuYLQYAlqPF82Q7atEAAAOtelRYdE1PTDEgcmRraXQgMjAyMi4wOS4xAAB4nH1Wy24kNwy8+yv0AyOIT0lHPxbrReAxkDj5h9zz/9ii2lb3YomMfWhxqvmoIqmh4SI3eijx+fPlj3//K/vDLw+wt//5n3OWf6S19vBW4qE8ffv+416ePx6fvizP73/fP/4qykUF77RCv2IfP97fvixUnstNqzaZZvGEAI16abWtT9lx+EAO9dGl3Li62wzAb0gp7+Vmlcfss5UbVRbuQxKkHj65NxItt1ZJ2DWLbuUeMUfrZjOQ6uacIT18Uu0DwRnfu6i1mQB7ABnJtcEorzbvzp4ARwCl+hSQBKC25i0DzkhSUYQLcZE6RDpndVM7Cu8kzahQhaDaMy5pCeSVukVyhHKingzJEb0DgHJwrNNdhTKkBLJVYRMeAEgj44wiCoFA4VTB94TKCapnQIPmrbKRImPoJNoHZ8CQhyuZzybw2Hz4SD2GPCCdJjzh+y7Wm2bAkAd96xzq3CLbrpTGnkBaNdbZV182Qdtn+nDo49VUP3ssfGbBmRaQMDItCLLGwzN1mFeWLjM6nUCQDc3E4ZieAXPnRlEOu7CkAxnizNoYBAZDQzyfR7byGp2OqoeM1crmmPMM6gE1+OpIIFrUlKZkAoGY1/A1nRryw0vopigugY6AOuZ8zjHjJWpj0Mig8/CqJOj4NZ/MM20l/L+u7UJELugV8o4JzpB0OKXoXocMmORcJuGjfptjjA4k3sjbTgRILCwM5rHkSMhGVhIoeY2tMeBT8WBYDpaRL6ETWgONjC6IAZ0yZppmyCS1KXeZa9vNbpr6DJUMInUUFHSqi1HqM0TqlaChO9L0xnNmfSchEZiZzhhSQYOOaVnhGgIROGKf81jvg7tlPpVW8MneOfbhMDfLVqzy4bNh/2PpYMuhUyVDfru//HLTHXff0/v95bz74o/PC24d7bzG1tnPy2qd+3kl4VTkvHfiyOO8XtZ5nrcIwaWed4WGx+uVEIYdHWsUp7KjY6MpYuzoFOkh5o5P8XovO36wg7NcVy8hi50QxNPI6rpJCXnJ/rmAhbkMJ0WLtEjusgAlcqUTs3iEcZfKclhk54rVxZEw7XI5sg3LLjhuu5XzLpn7YZHT8/i0nH6CV1TGO59DOby6mZGgNordVMjKeWCuLuOtUT9fx5jCIjsfzKsGJbzZkNUEUfFl/jRIuuQTOQdtZz5BM2iTnY8Gz6CNd6W6eg8SXyfhsOzoKp+WHStm4Nrxcf76pYjnh58ozfKJomoCNwAAAph6VFh0U01JTEVTMSByZGtpdCAyMDIyLjA5LjEAAHicZZK9bh05DIVfZYFtroGxwD+RIi+2cpPK2T5IERgpNw6ClHn4PZILM0gxwogijz4e6tOHzy/8cvv4dPv04fPDWfb3cutrO3y6/fPx4fktLt9+L/xD4+nvZ6zP7xE5K2P969dtjvRYeT3KMNfJ132OKZZxPfIgJc3r7mMaDi8a5Bmm87qvQRRyPdIQV9G47jlIfDmSljqKmAZL7AxeEhMZMVIcRTzW9OknhcwnAqlBti9i4mAEJgm0UMLCUJfhpNfdhmuybgWdy3aA00UuBcZKFOhwTlugCJ1HUwZP8KAZ0K29t5VrQXIqy6YYSzRPL5oKK+40PE1lFxmxx47IZGNG1VILyOxsmSr7KiWecuqYY+Z2jpXxc8dfrEjkuNqkHYECBbqHAHp3WHR/tCFB6GubpeK2Y3PIyjhionKutLHMV+xZuR95R2EmkhTOrSUI6TA45jtJRPKtzjDHeeGHMkkORQbBQaQDgs99C0OInTSNU49UOsNDnKFT1iMVrLRHpkSHEzNDO3smrugRkcDf2mNOd3vT8VQ8JFhPdC7D3NSVMbelGm/YzO5+Gd6C7tHvSzGnRAQHcZhFCcKCUYbrcVcYZZDBlNAz3gO52PZxP1SW/SDIJGzbGBlzXg/Xl5+v//374/V70di/z68/vw714vcdr5K2y9L3nUhZ22nNppLl7zujirbjWq2OKltdFDcY4eJGo6u44wC18fAsbkCqxZ3IihsS47QxMU4bFEtxp5KSRjVLGpSVNCYt6RaVNCIuaUASJQ1I4HQDopJuEi5pPDJLu0te2oAwpG4SlXaTuLQhRWlDWqWNSFHZiBSVDQl3dqIsa0QcZX1u89f/GSV6vTfobFsAAAAASUVORK5CYII=", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "7bde6b8e", + "metadata": { + "id": "7bde6b8e" + }, + "source": [ + "Ultimately we will limit the RBFEs done in this notebook to the transformation\n", + "of benzene to phenol, as similarly done in the [AMBER free energy tutorial](https://ambermd.org/tutorials/advanced/tutorial9/index.html#home). Previous work has\n", + "shown that phenol does not bind to T4-Lysozyme L99A, so we expect that the RBFE\n", + "will capture the positive change in the free energy." ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "0870f84e", + "metadata": { + "id": "0870f84e" + }, + "source": [ + "### The plan\n", + "\n", + "Here is what we will achieve in this notebook and what software toolchains are\n", + "used along the way.\n", + "\n", + "| **Actions** | **Software** |\n", + "|:------------------------------:|:-----------------------------------------------------------:|\n", + "| Create OpenFE Molecules | OpenFE tk, RDKit |\n", + "| Create Radial Network | OpenFE tk, Lomap, Networkx |\n", + "| Visualise Netwwork | OpenFE tk, NetworkX, RDKit, Matplotlib |\n", + "| Create ligand topologies | OpenFE tk interface - OpenFF tk |\n", + "| Create hybrid OpenMM topology | OpenFE tk interface - OpenMMTools (eventually - ex Perses) |\n", + "| Create Lambda Protocol | OpenFE tk interface - OpenMMTools (eventually - ex Perses) |\n", + "| Setup and run RBFE calculation | OpenFE tk interface - OpenMM + OpenMMTools |\n", + "| Analysis RBFE calculation | OpenFE tk interface - PyMBAR + OpenMMTools |\n", + "\n", + "\n", + "A complete overview of the setup and simulation process starting from initial SDF and PDB files can be found [in this diagram](./assets/RBFE_workflow.drawio.pdf)." ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "14ade1f0", + "metadata": { + "id": "14ade1f0" + }, + "source": [ + "## 2. Creating a transformation network" ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "f734578f", + "metadata": { + "id": "f734578f" + }, + "source": [ + "### Creating OpenFE SmallMoleculeComponents\n", + "\n", + "In order to keep track of the various inputs being passed through the OpenFE\n", + "toolkit, OpenFE implements a set of Components which define the proteins,\n", + "small molecules and solvent components which a system may contain. Here we\n", + "use the [SmallMoleculeComponent](https://github.com/OpenFreeEnergy/gufe/blob/main/gufe/smallmoleculecomponent.py)\n", + "which takes in either [RDKit molecules](https://www.rdkit.org/docs/source/rdkit.Chem.rdmolfiles.html)\n", + "or [OpenFF molecules](https://open-forcefield-toolkit.readthedocs.io/en/0.9.2/api/generated/openff.toolkit.topology.Molecule.html).\n", + "\n", + "In the backend, OpenFE treats the RDKit molecules as the central representation\n", + "of the ligands, and uses the OpenFF toolkit to convert between objects from\n", + "various toolchains (for example OpenEye's OEMol).\n", + "\n", + "Here we demonstrate how to load the ligands from `inputs/ligands.sdf` into a\n", + "list of OpenFE SmallMoleculeComponents for further processing." ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "code", + "execution_count": 5, + "id": "4096ce97", + "metadata": { + "id": "4096ce97" + }, + "outputs": [], + "source": [ + "from openfe import SmallMoleculeComponent\n", + "\n", + "# Create and SDF supplier\n", + "# Extract the contents of the sdf file and visualise it\n", + "ligands_sdf = Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)\n", + "\n", + "# Now pass these to form a list of Molecules\n", + "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in ligands_sdf]" ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "3a8d5433", + "metadata": { + "id": "3a8d5433" + }, + "source": [ + "OpenFE SmallMoleculeComponents have some useful built in attributes and methods.\n", + "\n", + "For example the molecule's name (as defined by the SDF file) can be accessed" ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "code", + "execution_count": 6, + "id": "faacbebb", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "faacbebb", + "outputId": "bc0ad1d9-72ad-49d0-e322-61b2a87d5301" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "name: benzene\n" + ] + } + ], + "source": [ + "print(\"name: \", ligand_mols[0].name)" ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "55d258eb", + "metadata": { + "id": "55d258eb" + }, + "source": [ + "SmallMoleculeComponents also have a means of serialising through their `to_dict()` method." ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "code", + "execution_count": 7, + "id": "d0fa4698", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "d0fa4698", + "outputId": "e4dd51f0-7a48-48b9-e722-26af397079fb" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'atoms': [(6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {})],\n", + " 'bonds': [(0, 1, 12, 0, {}),\n", + " (0, 5, 12, 0, {}),\n", + " (0, 6, 1, 0, {}),\n", + " (1, 2, 12, 0, {}),\n", + " (1, 7, 1, 0, {}),\n", + " (2, 3, 12, 0, {}),\n", + " (2, 8, 1, 0, {}),\n", + " (3, 4, 12, 0, {}),\n", + " (3, 9, 1, 0, {}),\n", + " (4, 5, 12, 0, {}),\n", + " (4, 10, 1, 0, {}),\n", + " (5, 11, 1, 0, {})],\n", + " 'conformer': (\"\\x93NUMPY\\x01\\x00v\\x00{'descr': '" + "cell_type": "markdown", + "id": "b24a3ffa", + "metadata": { + "id": "b24a3ffa" + }, + "source": [ + "As previously stated SmallMoleculeComponents also use the OpenFF backend to allow conversion between different object types. For example it's possible to obtain an openff Molecule:" ] - }, - "metadata": {}, - "output_type": "display_data" }, { - "data": { - "image/png": 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", - "text/plain": [ - "" + "cell_type": "markdown", + "id": "de4592a7", + "metadata": { + "id": "de4592a7" + }, + "source": [ + "### Creating a network\n", + "\n", + "From these SmallMoleculeComponents we can quickly create a star map network which centers\n", + "around the first ligand in our sdf file (benzene) using\n", + "`openfe.setup.ligand_network_planning.generate_radial_network`.\n", + "\n", + "Here we use Lomap (via the OpenFE interface LomapAtomMapper) to define the atom mappings between the various ligands and the central benzene structure. Whilst\n", + "we use the defaults here, please note that the various supported arguments of\n", + "Lomap can be passed to LomapAtomMapper.\n", + "\n", + "Note: LomapAtomMapper is one of two currently implemented Mappers in OpenFE,\n", + "the other being the rjmc mapper from Perses. In future work we will look to\n", + "implement various other ones. Long term, users will be able to pass serveral\n", + "mappers and atom mapping scoring methods on network generation." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "5b89da93", + "metadata": { + "id": "5b89da93" + }, + "outputs": [], + "source": [ + "# Create network from the two molecules\n", + "from openfe.setup.ligand_network_planning import generate_radial_network\n", + "from openfe.setup import LomapAtomMapper\n", + "\n", + "network = generate_radial_network(ligands=ligand_mols[1:],\n", + " central_ligand=ligand_mols[0],\n", + " mappers=[LomapAtomMapper(threed=True, element_change=False),])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9f92262f", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "9f92262f", + "outputId": "d8dc47c7-c487-4f78-9e19-c388ef6a7c51" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "edges = [edge for edge in network.edges]\n", + "edge = edges[0]\n", + "edge" + ] + }, + { + "cell_type": "markdown", + "id": "3098268e", + "metadata": { + "id": "3098268e" + }, + "source": [ + "This network contains a set of 6 edges centered around the benzene molecule\n", + "which define the various atom mappings between the the transformation pairs.\n" + ] + }, + { + "cell_type": "markdown", + "id": "c0154dad", + "metadata": { + "id": "c0154dad" + }, + "source": [ + "Edges along the network can be accessed to recover the invidual molecules\n", + "involved in that given alchemical tranformation, and the atom mapping between\n", + "the two ligands.\n", + "\n", + "**Note: as can be seen in the example below, transformations are defined within OpenFE as going from componentA to componentB**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "ce9c2525", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ce9c2525", + "outputId": "191c98a6-d97e-4de0-9537-ccddf41b1e4c" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "molecule A smiles: c1ccccc1\n", + "molecule B smiles: O=Cc1ccccc1\n", + "map between molecule A and B: {0: 3, 1: 4, 2: 5, 3: 6, 4: 7, 5: 8, 6: 9, 7: 10, 8: 11, 9: 12, 11: 13}\n" + ] + } + ], + "source": [ + "transform_edges = [edge for edge in network.edges]\n", + "print(\"molecule A smiles: \", transform_edges[0].componentA.smiles)\n", + "print(\"molecule B smiles: \", transform_edges[0].componentB.smiles)\n", + "print(\"map between molecule A and B: \", transform_edges[0].componentA_to_componentB)" + ] + }, + { + "cell_type": "markdown", + "id": "ee0b19b7", + "metadata": { + "id": "ee0b19b7" + }, + "source": [ + "We can also visualise the atom mappings by invoking the individual OpenFE\n", + "AtomMapping objects directly.\n", + "\n", + "Here we show how to draw two mappings for benzene -> phenol and benzene -> anisole.\n", + "\n", + "Unique atoms between each mapping are shown in red, and atoms which are mapped\n", + "but undergo element changes are shown in blue. Bonds which either involve atoms that are unique or undergo element changes are highlighted in red." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "0c0aee78", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "0c0aee78", + "outputId": "6e2f6497-8d17-4054-e319-4886b3383533" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "# Get the edge with phenol\n", + "edge = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", + "edge" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "cdcfae45", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "cdcfae45", + "outputId": "c9037679-60ff-4085-80ec-acbe28a68077" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "# Get edge for anisole\n", + "edge = [edge for edge in network.edges if edge.componentB.name == \"anisole\"][0]\n", + "edge" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "66dd7d32", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "66dd7d32", + "outputId": "13a421f2-ce17-49c6-aac0-e3c157d59a91" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ], + "source": [ + "from IPython.display import Image\n", + "\n", + "# mappings can also be saved to file if required\n", + "edge = [edge for edge in network.edges if edge.componentB.name == \"anisole\"][0]\n", + "edge.draw_to_file('benzene-to-anisole.png')\n", + "\n", + "# load it back for visualisation\n", + "Image(\"benzene-to-anisole.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "15e50ad6", + "metadata": { + "id": "15e50ad6" + }, + "source": [ + "### JNK1 ligand network\n", + "\n", + "This is a rather simple atom mapping case. To show off the ability of the atom\n", + "mapping, here is a network for the Schrodinger JNK1 dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d8d1617d", + "metadata": { + "id": "d8d1617d" + }, + "outputs": [], + "source": [ + "# Load the jnk1 ligands\n", + "jnk1_sdf = Chem.SDMolSupplier('inputs/Jnk1_ligands.sdf', removeHs=False)\n", + "\n", + "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in jnk1_sdf]\n", + "\n", + "# Create a network - reference molecule is ligand 0\n", + "jnk1_network = generate_radial_network(ligands=ligand_mols[1:],\n", + " central_ligand=ligand_mols[0],\n", + " mappers=[LomapAtomMapper(threed=True),])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9d3c492d", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "9d3c492d", + "outputId": "1850c69f-0a40-4152-fb23-6b0d51fb9387" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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AYUF+XVQkLzGmLvaFqKRITEA2XxjH5kXW8p7X1rFEEjTIcC1VJo22s/P7jNVXXAEA0FRUlLt2BwBtbW0AkJEKgsIKIUlGRkZKSoqXl5eJiUlL2/Kds/pKyhW/eC67BnS7AgAIaq/eex2SUhm/zxxr4XeMoaGhlZUVAKirq1+9erWyspL8UVVVlZmZWVZWVr1yGZhvi+S3tdPV5nM7FkP8DWFZmpCuAnXi3y8nv759b23GNTGrSkwQyVxBNJsXzebFsvlssYT83U5MJTMt1aGaqiO11VxLauqNTAOapvUUObwFRb8B2dranj9/3svLa+fOnS1tCwAAl8v19PQcPnw4nU5PSEiYOHGipqbmxy97+/ZtWVmZiYlJVVXVy5cvx4wZI3dLG0dwSsXV8HfcghRg5bwXwtoiwev77wz6bLyZdmFp/5Y2ECMrunfvjrYejh49euvWrTNnzpA/2rp1a21tLXrYx3y7zD2VwJUwCK2OoKYHdZVQ8w60O3NFkjO5YlZmRW51eSybVyMlfm2UGaaaquZaqiO11ToxlQCAoWcgqa6yN9AiXzNDT1NdXUN32Vqldh3k8BYUXQjHjh2rra398uXLnJwcOe8L/vHHH/Pnz+/fvz8AnD59unv37pMmTaqpqZk9e/aRI0doNJqpqWlUVBRZ8lEaPp8fGRlpYmJy9epVgiC+fiE85pvD4Ys/Ps8Tiq8/LTi9qC9TSaHjthSBjIyMuLi40NBQcv1Ho9GwCn7DSMT8N6mJTxNzC3UJYAAAGBhD/lNIcAWxAMrT+CK+64fXdldVHqKpaqapOlRLta0yA+h0plF31YGD1YaOVBs8nKHbihsZsspxEyEQgkQMDMZCdXW9dX/q2C2Qz1tRdCFUUVGZOHGih4eHt7f3b7/9Js+p8/PzORwOOi4uLkaBlO3atQsKCrKwsEhKSioqKvpc2aoePXrQaLTw8HAOh1NUVEQQxFeem5z09oPToyAauBUAAPwaUFYDAGU6Lbes7of2Gi1nHUYeWFhYODs7h4WFbd26taVtwTQRQiTip7ysi4/ixUfzEmMkXG60ej9QGQYVWVCcAKWvQEkFCqLfv1qzXVv9rpsgY6imagemEtAZKr2N1UyGqpoOUxs4mK79r2Yj6uZjjZ5E85ISROWlDC0d1YGmNBX5VaBVdCEEAFtbWw8PDy8vLzkLIQCUlZUVFBSAVFH/5OTkkJAQa2trAwOD2tpasidcPeLi4goKCubOndu/f/8HDx585SoIAEyyklbbAdB3NgBAVTZkBwKAmABVJl4Ofv8gv0VERIRIJJJFcRAMycWLF42MjKytrY8cOWJhYSEdDPg5OKFPWDcvCXOzaaqq6sNHt/p5NemTJMQiQXpaXVRkXWIMLyFGwq6tkxBxbF40mxfN5idy8kXEo/ej0GggEoGSKgzfAG36gYrOoNrEudovVH80VR00RN3MvJ741YfOUB04+EsvkBn44whTpkxhMpnh4eEVFRVklX35cOHCBSR18fHxyF/Uv39/5Cz9MqampqampuiY7BjwNWPdv3VeKFcEAEqqoNoKAID5fj9AncnorIdb8Hz/tG/fvmfPnhkZGQkJCQ25NWOaxsuXL9XU1KqqqsLDw1u3bl1TUz8CpT4SSclf68rDg5h8HnogLb9/u9r3QZvf/5Sw2dzop7zEOILPq5MQ8RxeHJsfx+bHsHmCDyXJ6DSg6XQmDPpCu0HQdgD4rAIeC3S7goqOpjLM+31eJ8u/ZPuGqQALIejo6IwaNSooKMjPz2/BAjm5pBHbtm0bNmwYAGzfvl2e8zYWHo93/fr1ioqKMWPGJCQktGvXbsaMGY0aYcvUbtefFog+Os9Uou+Z/cNXv6DFUIOFhUVGRkZYWJichTA0NJTcRw8JCRk7diwApKSkJCYmTps2TUtL6/Lly9/EA2VDiIyMrKur43K57969q62traur+2ScAUnVlXPcp8G/puRt76TXTVUZAPbmlVrqqFvs/5srkSRw+M9qeLEcXhJHIPwgfgwa9FNnmmqqDtZQGa6ldqX9tEt64+poTACANv0g/ymUJtO0OrRi8mtePz7+kmdgYCCRSAwMDKSTZ74qsBACANja2gYFBXl5eclZCJtJXV3dzp07ExISGAzGggUL7O3tZTSRqqrq4MGDHzx4MGzYMD09vcTExMaO0NVA/daaQfNOSXgCczEAEBIQ8qD3DG1VpRWWhjIwGfM1YmFh4eLiEhYWtmnTJrlNShDE0qVLs7Ky0LdLly5FzTRat27NYDDS0tIKCgri4uI+KYQEQTg7Ow8bNmzgwIGenp7a2trjx4+Xm+VN49dff62rqysqKurWrRuLxSIDET4JIRKxLp+T1NXVO18jkkx7XfiaKyBjPZVoNBMNFTMt1SGaqoM1VDQYdJqKqkrvfqqDBh8YYl4br+EZW8rhi94LYUky0WPCvT8sB3RSO3HihFAoTE5OnjlzpmzeMQVgIQQAsLW1/e233x4/fszj8eTQI/TixYvdu3efOHEiGQszYsSIdu3aNXacdevWGRsb+/v7czicGTNm6OrqyqiHBofDEQqFIpEoKSnpwYMH0l1bG85UkzZJBy32e2VeDi8Qp3pD/EUwGlve+ofcsjojA+waVQjIbUKxWNziDZjatGkjkUiqq6tv3LjBZDKzsrKkK0whaDSahYVFQUFBXl4eh8Nhs9ktYmpjUVNT69atGwDo6up+uUS1MDeLbHUUXlP3uk4AAPl80VgdeqFARKNBPzWmuZaaqabKEE1VLQadpqqm0quv6qDB6mYjVQcNpjHfdya4MgyWvqlccj4pi9UfAKA0GQhIySm553Jl4cKFd+/eXb169cOHD6Vbl3xVYCEEADA0NPzxxx8TExNDQkJkvXh3d3dfuXIlk8l88+YN2Si4CQJGEIS/v7+zszMAaGho/PHHH5cuXZKREGpoaDCZzDVr1giFwilTptR99PzYQLq1Ub/4ywAJAa7VZhB/EQqjQSLySSxdbf3tdfLENIFOnTp17do1JycnKSlp0KBBcpu3vLx8zZo16LiiogIdBAcHV1ZWjhgx4u7duw8ePPhYBaV59OiRlpZWvQL9XzMVFRW6urroaaO6ulpNTQ0VfQUAiUTy559/Hjx48M6dO5Kid2a096FqdRKCIyEAQEQQNAC3nu0MVZRV6TS6mrrKgEGqPw5WGzhEddAQ2odx6jGql972GT2WOHNARRu45cAuCU/VnGdpyWKx1q9fn5CQ8Ouvv8rlrTcFLITvsbW1TUxM9PLykqkQBgYGLl68WCKR7Ny5k1TBplFbW6uhoUF2QG3fvr1M6xcPHDgQHTTTbACwHdzWNawD6BhCdT6UpXjFtZOnEObn57PZbGNjYwCoqKjIzs4eMmQIQRDXrl3LycmxsrKKjY3V19f/tpzk3xAWFhY5OTlhYWHyFEJdXd3ff/8dHZNF9q2srFDJGwAgO9J8TEZGBp/PX716tUAgePPmjaxNpYqffvrpypUrXbp0AYANGzYsWLAA7YwCgJubG4PBKCkpCQgImG07jeC/byQ5QVcd7RG+4vIB4Ac1FZXexvqbd6j0/ZGmrNyQSS366AHQwKAvvHsOpUnR73pcWvv+L/yVt13DYevvsbW1BYAHDx6gDpCy4MWLF9OnT+fz+Vu3bt2yZUszR9PW1uZyuWQ31IyMDBkVBJDunkNJJx3rfvoaKgzoNAwA4N2L0NSKKo6w+cM2kPDwcHd3d3T85s0bJycn+OABq66urqys1NDQSEhIkJs9ioaFhQUAhIWFyXNSJSWlHh9obObGtGnT7OzsAIDJZDYkovsrRyAQJCYmlpSU5OTkDB48OO5ViurocZ/UObqqqsG2/aoDBzdQBQGgq4G6YWs1aNMPAKA0OaWgtrxWQKHxsgML4XsGDRrUtWvXkpKS2NhYAHBxcTl9+jSLxaJq/OTk5MmTJ3M4nEWLFu3fv5+SMZcsWbJx48aysrLU1NTdu3fLyPMwb968Tx43GTUmw7q//gchfC4USx6/LGv+sM1BIpGUl5erq6tbWlqOGjXqc3UMMM0HCWF4eLjsnjhJRCLRkSNHyIfF5iMUyu+Jrfncvn370qVLly5dSk9PJ08ymcwjR44sW7Zs2LBhampqPXv2bLttL6O1werO+u2Y73dt57TW6ttKR2fBLyrGjRb+0X30oO0AAICSVwQBEW8q/+s3vgqwEP4fGxsbAPDy8gKAZcuWwYeS580nKytrwoQJVVVV06dPd3FxoSr/3dHR0czMbMOGDadOnTp37pyxsXFSUhIlI8saW9O20PoHUG8NnDKoyvGKk2tTuocPHy5dunTp0qXkEwmdTmcymYsWLRKLxaWlpaQbDUM5Xbt2NTQ0rKysTElJkelEAoFg3rx5mzdvXrZsmbQnIzo6+gu/9UnEYvH69evHjBkzffr0SZMm5efnU2rpvxCJRFVVVQBQU1PD5/ObM5SmpqaWlpaWlpbyR0u64cOHA4CDg8PMmTMZOq063/Id89NsDVVVmpo6TUWlfxfDvruP6K1a34RJLXrrgW5XYGoBpwQ4pWFp34YQ4j3C/2Nra3vq1KkHDx7s3bu3qqpKV1eX3IFrDoWFhdbW1kVFRZaWlu7u7hTW1KDRaIsWLZo6dWplZaW6urqBgYGKikpxcTG18XiVlZVkTSzp1gHNYapJGyUGXdRhCGQ+hncv/F7+IBBJ5FZudMyYMSh8Py4u7s6dO+jkgAED0MHo0aPlY4bCMnr06Bs3boSFhcnO08jn8+fOnfvgwQNdXd01a9bo6+uTP5I+biCurq58Pj80NBQA/P39V65c6evrS6G10oSEhMTFxU2ZMuXWrVs0Gm3v3r1NHmrKlCloj9Df3//Lr6Rr67TZccRg235RaTFdRYWh36bJk1r00QMaDQyMoSAKSl+FpfVo8lDyBK8I/8/o0aNbtWqVmpqanp4eExNDSdYLi8WaPHlyTk6OmZmZl5eXiopK88eU5uHDh23btl2/fn2HDh3at29fXl4eGRlJ7RSamprzPvDJVhhNoLUmc3iPVuQ2YU2dKFSOT45aWlodO3bs2LFjE+6JmOYjvU0YHBy8b9++Z8+eUTg+l8udOnXqgwcP9PT0njx5glY/zcHf33/RokXoeMKECWlpaSLRx8UhqGHYsGGFhYWtWrWqqqqSsyeWpqys3LFzc1QQAHq20+jYSpXcJkzKr61kfwP+ZCyE/0dZWblHjx6amprDhg07derUqVOnnj592qgNBolEEhERQS6buFyujY3Ny5cv+/bt6+vrS5WKSGNmZiaRSAICAmpra1G8D3LtUgiTyRz4AeZnIqebgO3gttBuICirQVUWcErk4B2VSCQyDazFNBBSCAmCsLS01NTUbL5WkbDZbBsbm4CAgLZt24aGhlJSwobNZmto/L8oPJPJpHDfsR4RERGGhoZpaWkoPJv4UMylsRw8eLBt27bo2MHB4ccff6TMxP9idB89aIuyCV9JCCIyvUpuUzcdAvOBixcv0mi0egn1ampqo0aN2rp1q5eXV2lp6ZdHOHbsWGpqam1tLUEQfD5/4sSJANC5c+f8/HzZmY1uInfv3n369CkAdOvWjdrxu3bt+snjZpJZzAF7H+hsDgAweGXH1UESCVVjf5p169a1b98+Pj6ex+OhMyKRiMvlynZWzKdArcZTUlJKS0vd3d2pGraqqgrVLDQ0NExPT6dq2PXr16N+ZwRBlJWV9erVi6qRP0YoFFZXVxMEweVy+Xx+M0fLzc1t27atkZERFaY1lPOBeTDvIShrAABMv7bxRqo8Z28aWAjfc//+fbR7d/z48aysrKtXr65bt87U1LTeNmH79u3t7OxOnDgRGxsrFovrDbJ582ZXV9fbt2+LRKLZs2cDgIGBwevXr2Vq+YEDBwBg4cKFYrEYladJTk6mcPzIyMg3b96g47y8PApHNt4cBsM3AgC0Gwj2PrHZLAoHr8dff/2FHmvCw8NlN4tMEYvFoaGhBEEkJSX95zPZVw6q/DBx4kRvb28Oh0PJmCUlJWjdY6AbLCcAACAASURBVGRklJWVRcmYiPz8/IEDB165cuXRo0dWVlZubm4UDi5TxGJxq1atACA3N1duk6YV1IK9D3QYDABgvsV021O5Td1k5CqEdXV18pyu4QQFBaHduz179hAEUVtbGxsbKxQKCYKoqakJCAhwdHS0sbHR0flXDxEtLS0rKytHR0dvb++qqiqCINzc3JycnPz9/X/55RcA0NHRiY+Pl7XxaWlpAKCnpycUCn/++WfyXVAF6k61f/9+CsdE/HX7NfzkDjQG0JXgp9t/33lD+RQIlCyorKz86NEjGU0hB4qKirZv3y6RSK5fv478igRBuLi4TJ48GT2Tubi43Lp1iyAIW1tbBweHW7duVVRUtKTFnyE2NlZHR4dsMaanp2dnZ+fs7FxQUNDkMYuKivr16wcAvXr1evfuHYXWIsrKylxcXJycnF6+fFlSUhIcHEz5FMeOHSOPjx49StWwU6dOBYBr165RNeB/IpEQbVcFwsAlAAA9JjEW+FZxBHKbvWlQIIQsFmvr1q3V1dW3b9/29vZGJ1+/fj1lyhQWi4WODxw4QBCEmZnZl1dULUJUVBTavVuzZg068+jRIwDQ0NAwNzdft26dh4dHWVkZQRBCoTAmJubkyZNz5szp1KmTtCgqKSmZmpquXbvWzc0N5fPJc/HRq1cvAAgNDUUbhKhUClUMHjwYAIKCgigcExGVWQX2Pu+zjkZsHvCHTP5c165do9FoNBrN1dVVFuPLk1OnThEE8fLlS1IIjxw50qtXr3PnzqFjZ2fniooKMmyYwWCMHDly3759CQkJElm7nhtGREQEykoaOXLkmjVrfvjhB/IiotPpQ4cO3blzZ0xMzJdvDtHR0S4uLiUlJejbvLy8Hj16AICxsXFhYaEszC4vL3dzc/Py8qqurqbT6aqqqpQ/1ktvalC4B3HkyBEAWLp0KVUDNgS7k/Ew/igAgHYnsPc58ij76/j0fRZqVoTXr1+vrKysqam5fPkyOhMdHd25c+fVq1cTBBEVFeXg4CAQCNAinURHR2fixIk7d+4MDAxE+2ry59WrV6gH4YIFC8hrz9PTU/r6BAAajWZsbLxs2bLLly+Trs6CggJvb++tW7eam5tLh4Pq6uoqKSn5+PjI7V1s3rwZANavX8/lcjU0NGg02tu3bykZmcvlKisrMxgMWfyDJBKi05ogMF0OAGA4Cux9skup8ZKReHl5IY+39OP2N0p5efmKFSuePXt24sSJgwcPopNHjhw5ffr0wIEDi4uLkRASBJGVleXs7GxjYyP9sWzTpo2Dg4OHhwd6PG0RQkNDtbS0AGDOnDkCwftVArLWzs5OOppMX1/fzs7u6tWrlZWVH4+zdu3ay5cvIzdMdnY2qqlkampaXl4uI8sfPnyIxJsgCOSARW5qCpGREMbExABAjx49qBqwIRx8mAlzvUC/D/SyhXkPmQt9e28KSy9iy9OGRiFDIVy8ePH48eOjo6OREBIEIRKJXr165ezs7ODggIo9kjAYDGNj4+XLl1+9evXVq1eUWPWf5Ofno9CsadOmIUeoNCwWCzlFrays1NT+1R5BW1sbOUUDAgLQDgebzQ4JCdmzZ4+ZmRmNRhswYIB83gIChcmgLXEUO4qWCM0nJCQEAExMTCgZ7WNWXEoG28sAAEpqMPfBcb9sCgcPDg5GoU87d+6kcNiviiNHjly6dOn+/fsLFixAQnj8+HFnZ2cUn8XhcAICAtatW9e5c2fpa83c3PzAgQOxsbHyNNXX1xddRwsWLECX2/379ydPnnz69Ons7GyCILhcLrIWZb+R1pqamjo6OsbGxpKL2l27dhUVFV2+fDktLQ3F3YwcORLFmMgIFovFYDCYTCaHw1m3bp0sPlRqamrjP6Curk7VsCKRCO3pyMJj/El4ArHRbyFg7wNTzsKABdB3Dlgfos/31Vv+pKiKJx8bGgsFQsjn852dnR8/fuzt7Y0eSAmCiI6OXrJkSWpq6rBhw549e+bg4HDp0qUlS5ZcunQpNTUVfaALCws/uaICgHbt2tnY2Bw4cCAiIkJGO4ulpaXIozhmzJj/nILP5z9//vzYsWOzZs2qV39LWVl56NChv//+u4eHh0gkYrFYTCaTwWAgb6p8IMNkkpKSXF1dAWDixImUjIzyeUmnMeX4JpaCvQ/odgUAGLt7zO4XVI0cHR2NFh+//vorVWN+hSAhJAjCxsZm1qxZ586dI5Mju3Xrtm7duoCAABR8mJWVdeLECSsrK+k6I0ZGRsuXL/fw8KipqZGpnd7e3ugaX7lyJel6IZPzkLXLly/39vZGMb2ktdIZO23btkWL2qioKGdn56dPn6KNRgsLC1nbTxAEqhIeHBx89+5dALC0tKR2fBmtCAmCQI0E5Bbjc9QnS2PJYxh/FFr/AFYHYMJxaG8CIzYxF/otOJMgHxsai6yCZZAQEgTxxx9/LFu2zMHBARUwq7ei8vb2Ro4aDocTFha2b98+Gxsb5KskUVNTo1xUWCyWiYkJAPz444/IwdIoCgoKPDw81q1bZ25uTl6o+vr6SOCtra0BgIy3lg9Lly4FgN27d5eXlzMYDBUVFUoekKdMmSLTS4gnEGv97A/95gAA6PfuOPtkVTUFPtj09PQ2bdoAwPz587+SrWgZQQphVlaWmpramTNnLl68OHPmTPQQgNDV1bWzs7t8+XJxcTFBEJWVle7u7g4ODuhPRF5la9eulZGRt27dQg7qTZs2SW9VlpWVeXh4ODg4SG+aqKurW1lZnThxAi1qq6urPT09f/75Z+kHUBUVleHDh6P3iPqCychyaVDhPUdHx/LycjqdrqamRubhUILshBAFlq9YsYLCMb9A781h7zOjrA6CvQ/Y+8DMG6DbBex91BY/Fn+Vu4UyF0I2m921a1cHB4f4+Pjjx4/b2dkhVwaJkpLSkCFD1q1b5+7uTu5sSScwdO/enVrbuFzuqFGjAKBnz57o1tAcUFjpzp07HR0d0ZnTp08DwMyZM5traGNAzWUGDx5MEATqfunh4dHMMSUSiZ6eHsg49vqn47FaPUepamiTnwfSSY48Zo3l7du3yLdmY2NDbkR9r4SHh8fExKDj27dvX7hwAe0siESiiIiIrVu3mpqaSl9uxsbGW7duDQgIEAqFYrE4Njb2wIED5ubmdDp969atsrDw4sWLKAfpC+OLRKLY2FhHR0dTU1PpSrzkohb9H1+9enXgwAFyUdumTZtRo0ZRq0Zf4P79+wAwZswYgiD69u0LAE+fUpkYYGFhQR6PHj2awpGfP38OAL1796ZwzC+g+fNjsPeBVl1hltt7IbT3AfXWYO+juuhxaXVzkyNlgayEMCcn58qVK+g4MDDw6NGjV65cIdPRpMNM6hUrad++PekURR9xalOeBQIBWuV06tRJRvf3d+/e0Wg0DQ0NeaaLSIfJHD58GC2GmjlmamoqAHTo0IESCz/HmrXrAEBDQ8POzm7gwIH1CqUaGhra29ufOnUqLi7u433cjyktLe3duzcADB8+nM3+ejfnZQTyc5AuROQVyMnJQdEo0svE1q1bo6SFoqIigiBKSkrQAbWcO3cOqeCuXbsa+CvFxcVXr161s7OTzlaql2JRXl6O3H1///035TZ/joqKCjJeFEWG7927l8Lxz5075+7uLouoNKFQiP71MgqprYfuMn+w94F2A8HG+b0KzvUCjbZg76Ps4HvO+eKOHTuSkpKcnZ337dsnB3sagpzyCF1cXNAHWjrMBClcbW1tUFDQrl27Jk2apKurK30T1NDQ6Nmzp5WV1dmzZz8ZPNZYJBLJ4sWLAUBfXz81VYb1DtD9SM5Za6i56NmzZzMzMwFAR0enmZUpLl68CACzZ8+mysKPcXR0BAAmk/n48WN0hs1mR0REHDhw4GMnOUpo2bp1q7e39yfjA6urq9ECaMCAAZR8YL4tRCLRkiVLyMJaAKCqqjphwoSTJ09mZGQQBMHlcn19fdesWdOtWzfyNQwGY+jQoRMmTHBzc6M2xeLgwYMAQKPRjh8/3oRf5/F4T548Wb9+fb0Uix07dhD/Xp/JDVQlPCws7Pbt2wAwfvx4qkYWiUTo005hQRxp0H5N871E/4n780L6fF+w94Ehv0LPyWD/COx9wOQX6DUN7H1+/COCIIh9+/ZJJJLo6Ojnz5/L2p4GIich9Pf3nzFjBgroIGEymcOGDduwYcPdu3fJRxXkFF2+fLmxsXG9dkXdunVzcHBwdnZ+9epV065Y5OXX1taWdbzczp07AeCXX36R6SxpaWnl5eUlJSVPnjwRCoWXL18GgAkTJhAEgYJyAwMDmzM+Ss9v2l2sIZw5cwbdiMnrc/r06Rs3brx37x65Omn454HL5aIilj169JDF4uYbgnQhSrc6IaNRkKPicykWKGmhCRvn9UD7UnQ63cXFpfnvKDs7m0yxuH37NvHv9Vnzx28ga9euRavbkpIS5PWhyveOAr8p3wYi2bNnDwCgfDbZceNpgZKDL1jugTn3Yd5D6G8PbX+E9ibQczLM9lRf/DgguezOnTvImX/ixAmZGtMo5F1iTTrMpF6XLDLXPiIiAn28SktL//7772HDhpmZmdUrAaqvrz916tT9+/eHh4c30He6fft2pL5PnjyR8bskEhMTAaBt27ayi9QQi8Wurq7h4eGpqan+/v5BQUHl5eVKSkrKyspVVVV//vknADQ8/CE0NHTv3r2owS+ZvoKiaqOjo2Vh/82bN+l0Oo1Gu3jxIjqTl5f35c9DSUnJ/fv3N23aZG5uXu/zYGBggDJhZOfx/hYpLy/38PBYvny59DOompoaikZBf6ja2tojR44MGjRI2hWprKxsaWl5+PDhlJSUJsyLrjUGg0Huj1AFh8MhlQ+tz+RZM8/T0xMAxo0bRxAE8sBTtabZtm0bAPz++++UjPYxERERANC3b18ZjU8QxPnAPPp8Xxj6G9Bo0HEozHtIbhDSF/ioL3l8zCebz+d7eHh4eHjweDzkpfhKaMlao9XV1f7+/o6OjtbW1tK7FwCgpaVlbW3t6OhI3oWFQiGZgyidZgT/Dq/Iycn55FwogIXBYHh6esrn3aEkX5mu/RMSEsLDw0Ui0d69e1EtN9RLz93dHTVjMjQ0bPjS2cnJKTMz8+LFi2h9Vl5eTqPR1NTUml/592OePHmC9oYPHz5Mnqyrq/Pz8/vnn3/GjRtX7/Ogra09fvz4HTt2PHnyBO17CYXC2NjYEydOkJ+Htm3bamlpyS0J9dtCJBI9ffr0r7/+GjRokPTCul+/flu2bCHr1HwyaaFRKRYSiQTV5GMymbK+1tasWQMAu3fvluks0pSWltJoNHV1dT6fv2LFCgBANbOaD8rN8Pf3p2S0j+Hz+erq6jQajSzHQy2nn+TS5vvAkNWAPl0DFoC9j8lfT3tvCu25IWT+mYSEXBlmeTafr6XoNsq1/9gJRoZi1uPLK0sy3AbdxK9fv44WHyjQXD6g28Eff/whuykuXLhw5syZgICAEydOICE8evQoAHTu3JnJZKK/4ebNm8m/wxfIz8/fvHlzSkpKZGQkqlqCwlClI9mo4tmzZ6ipzV9//UWeLCwsvHDhwuHDhwMDAw8ePBgRESH9eZD+/6LaC/Wc5BkZGSgZIC4ujnKDvzNKS0tR0gK5JW9qalrvNWw229vbe/ny5R06dCD/8qqqqlZWVgcOHPjc/rpIJELudBUVlQcPHsj6jaCmylZWVrKeSBr0aYyMjHRzcwOASZMmNX/MwsJCOYTXWVpaAsDdu3cpH/mAdybY+8CgnwEAgAYmv9Dm+xzxobI4hqz5WoSwHoWFhXfv3t2wYUNDVlQ1NTVPnjzZsWPHhAkTUBlDEk1NTRMTExSIKLu9rk8SHBwMcgxZRqAwmY/R1NQcN27cP//84+fn98kKW/n5+bGxsRwOJzU1Ffkh//jjDwD4888/qbXw5cuXKGns46wmNpuNCqH5+fnV88cWFBTcuXNn/fr1w4YNq/fc065du8jISIIgVq5cCQD//PMPtQZ/xwgEguDg4E2bNp09e/YLL/vyjqN0T6uFCxcCgLq6uhx2H4h/r8/kMB1i1apVALBv377CwkIA0NLSakgw85dBsYTTpk2jxMLPgQIX1q1bR+2w/3img73P+xLbQIPBq2jzfU745VA7i6z5SoWwOXwcXmFgYLB48WI5m0GGgcm6DZM09+/fR9Hqe/bsSU5Obk7YEfKyPnz4sFEGnD9/Pjw8/Pnz5xcuXPh4ry4jIwNtVs2YMUMkEkn/qLi4+I8//sjKyvL39z99+vQX6mEKBALkFLWzs0OrQBRp5efnBwA//vhjowzGNJySkpKrV6/OnTtXOv9dU1Nz+vTpZ86cQZ2VNDU1ZdGZ4XOQ6zO5zeju7g4fQtJQpW8yj7PJzJo1C6gri/g5QkNDqb1AJBLi92spYO8D/eYCANDoMGwDY4HvpVBqCh3Lk69UCAMCAq5cuZKTk3PixImm9e3k8/m3bt1KSkqaOXMm+Ry0e/duY2NjmbbJlWbBggUAcOjQIflMFxgYiCIAP05vKi4u9vb2RnVT64WZ6Ojo1EtoIQhCIBCgHYXG1vTJzs5++PDhhg0bXF1d6z0BvHv3zsjICPmyPk6CrqioiI2NTUtLS09Pj42N/fJORnx8vLOzc2JiopubGxlxyuPxkD+gaWn4CkhQUNDNmzcLCgpOnjzZKI/ZJ/PfNTU1dXV1ZRRa9TnI9Znspnj48GFYWFhqauq1a9dSUlKKiorQmxUIBKic05EjR5ozvkAgQGFKsg7yQsF0ampqkyZNambTK4IgJBJizZVXYP8IetkCANCVYOSfjAW+V8PlVNGUWr5SISQIwsnJ6eTJkzU1NU37lF+8ePHt27f79u1DVRW6dOkikUiQKJ4+fZpyaz8J2sMwNzeXw1xkM6n/jBTl8XhPnz49fPjw9OnTpXPOAEBFRWXEiBEbN25EGWBN8OsiIdy/f39ZWZm0L7q8vBw9vA8dOrT5KcNCoZDL5R4/frysrEy6/JudnR0AnDx5spnjKw5OTk5nzpyprKxscm44yozu2bMnSJV1ffPmTfMdhg1Ben0mI+rq6s6dO1dXV+fv748eF1Be44sXL65duwYAU6dObc74aA+lX79+FNn7aaqrq1HBKdK/TafThwwZ4ujoGBUV1djgdpFYsujcS5j3ELqPBwCgK8Pov5kL/e5Gf6tpS1+1ELq5uaWnpze8JoU0+fn5Fy9eXLt2rVgsRlUKExMTr169CgDW1taUW/tJamtrVVVV6XS6rNPakpOTUS00BweHxmZYkmFHpqamyK2KUFJSUldXr5fA8J/cuXPn6tWr5eXlN2/eJAu7cDicESNGoKudklaxdXV1J0+eZLFY9YTwxo0bIINqyN8xTk5ON2/ezMjIaFozZ3d395s3b545cwY986G8AuRUl0+utPT6TEZTCASCc+fOiUSizMxM9Ay9fPlyADh48ODbt2+RT6Wen/9zxMTEHDt2jMvlop6L6OSmTZsAYMuWLTKynyCIqqqqYcOGAYChoWFwcHBjm17Vgy8U/3QiDuY9hK7jAACUVMByj8oiP6+45parbEG+UiEMDQ11dnauqqry8PD4XEbElykqKnJxcQkJCSE+fHB37NhRUVFBZtpRa/DnQIWgZBqtmpeXh5rsfLKZVKNgsVgogaHeShH+ncDQqEr/fD5/woQJaGOSqgpP/v7+V69ejY+P9/f3J9MQCYKoqqpSVlZWUlKSXV+674mwsDAnJyf01NK0QksBAQEuLi5btmyRjlshdYJygz8JuT6T0fhhYWHHjh2LjY11dXVNSkoiCOLmzZsA0KNHj65du6IFVsObjzo5ORUXF+/fv9/Pzw+dQZ4SyrsbkpSUlKAGikZGRllZWQRBoA141PRq69atKCES8cmmV9LwBOLpx2Jhrhd0HgEAoKQG4/ZrLHkckCy/Zjuy4CsVQmrx8fEBgEGDBhEEgYqP3Lp1Sz5Tnz9/HmQZD1ZSUoLS3seOHUth7HWnTp0AwNvbu+EJDJ9EJBIhd2WbNm3ISrMyZdy4cQBw/fp1OcyFKSgouH//Pmq0QsatIJ2YPHmyfGyQs+4SBIHiRetRr+nV53BycmKxWCwWC7UzREUktLW1ZbSiLSoq6tevHwD06tWL7EfYr1+/j5teNaSTM4cvst4fBXMfQKehAABMDRh/VGeZf+Sbb76coUIIIY/HQwnaOTk5x44dA4C5c+fKZ+ri4mLUsYXNZldVVTk6OjYq0S0uLk4ikWRmZn7S0cRisVAe7pAhQyjsx5abmwsArVq1kt45KCoqIuuk1wu3Qc0jUbiNtBhLJJJly5Yh31FCgpz6kDk5OQHATz/9JJ/pFByRSFRaWoqO6+UVaGtrN9Bh2EzkrLvEh7xkAJgzZ86ZM2ekMzIBQENDw8bGxtnZmeylQ5KWlubh4ZGXl3f79m0UGoOqDNrZ2cnCzry8PBTXamxsTDpjKisr0TYKQlNT09bW9sudnJWUlFAn55n/3IbZd6HdQAAAVV2YdLr18oDY7M8GeH9DKIQQEh8ClE+dOpWTkwNUFKRuOEOHDgWA+/fvFxQUHDt2zMvLq4G/WF5evn79eqFQGBUVdfjw4XoBnNQ2k5IG3VlsbGw+9wIulxseHn7gwIFp06aRbWARqqqqI0eO3LJly4MHD1avXg0A6urqERERFJr3ZfLy8mg0mqampjxLUGII2eQVNAQ56y7ZT0O6Q/3n2kiRTa8+t+BDXVpdXV0ptzM7OxsVtzI1NSV3CgQCQUBAQHl5+dOnT+fPn1+vzJD0olYikSQkJOzdu9fc3Fy6IQxDRQMAQE0PbM63WRnwMk/m/ZDlg6IIIYrvQkUoUIlC2VUzQpDLqX379gHA4sWLS0tL8/LyUO38BnL27FmhUCgUCvfu3Su9PhMIBChtSxalNVHlqoaHEX4u3EZbW1tZWZncC5EbAwcOBABfX185z6vgUJ5X0HC6d+8OALKupE8QxKFDh2g0Go1GQ5UfPklRURFqIyVd3INseiW9TV5XV4eSlBqbyZCRkVFXV8fhcEJCQj5ZaTktLQ21fR05cqR0g+6MjIzs7Ox9+/bt2rUrKytLIBCg3NB6Ta/IRS3yplZUVKCKte3bt9drrU9nqsM0l/a/Br56S33HqJZCUYSQDJOprKxEFYHJUG9ZUF5ePmjQIBRsnZKSAgBaWlo+Pj737t1reK0/Npu9ZMmSwMBABweHY8eOkY91YrF47ty5AGBgYJCWlka58aiHVNN27ysrK318fLZv396/f38Un00QhFAoDA4Ols8eIfGhtZPc+nFjSFDcSlRUFCV5BQ0H1XU7evSoTGdB/TRoNNqpU6ca8vq6ujoUjSK9xU6n001NTbdu3RoREeHr6wufqm/3ZTgcjqOjY25u7q5duzIzMz9eayYkJBgYGACAhYXFxzsmz5498/f3//XXX0+dOiVdr7whnZxFIhEa2ey321klnEaZ/ZWjKEJIEMSYMWMAwM3NLSYmBgA6duxIbfc1ktraWuQOHTRokEgkCgkJUVVVRS7EemEmTRsfVTGVUTMpNputpKSkpKTUzK62JSUldDpdRUWlpqYGtcJYv349VUZ+mfj4eABo3769jP6/mM/xyy+/AMChQ4fy8/OhMXkFzQSlRaGQtNu3bzs7O5M7l1Tx999/o+v38uXLTfj19PT048ePW1tbS0ejqKurA8BPP/30hTpKn8TLyys3N3flypWHDx+OioqS/lFsbCwqaDVp0qSPF4thYWEODg5PnjxxdnY+ePDg5x6jP9nJOTMzk/iQqnvhwoVGGfz1o0BCePz4cQCYM2eORCJBUZGyEBLpbIGCgoLY2FjkITExMTEzM/u4PvisWbOOHTv2/PnzBu5ZpqWlqampqampySjeOjAwEADQSq6ZoNxBT09P1GvNyMio+WM2EFTCpt49AiNrUB7nlClTiA//AvkESSHd1dXVFYlEly5dcnV1bXhFJLFYjNJ809LSPrmvLJFIUB9TZWXlO3fuNNNUlLSwbt061DVMTU0NGpC0UI9t27bdvXv39OnTBw4ckHa0REREoLvN1KlTPy7e1Fjq6uqKiop8fHwWLlw4duxYdBK18Zk/f34zB//aUCAhRMGQmpqaPB4PRbj9/fff1E5RL1sgPT0dJeTZ29ujHT7pOpnIyUCirKxsamq6bt06Dw8PafdpYmLijBkz0MNdYmLiiRMnwsPDG1sCtOHs2rULAH777bfmD4XK0zg4OIjFYlRiNDk5ufnDfpL4+HgXF5fQ0ND79++fOnUK+cqku1tg5ABKMEdxK4sWLQIAmTZf5fP5ZJIxqbvl5eUZGRk3b95s4CBPnz49dOhQVlZWeHj4x0WsxGIx2u9UUVG5f/8+hca/fv0aLQpHjx4tXc28S5cuK1eu9Pb2bqxLJiQkBOXIz507l5KyPu7u7ps3b87IyNi7dy9ZLjE5ORkAOnXq1PzxvyoUSAgJghgwYAAAPH78+PHjxwAwYMAACgeXSCTINaSjoxMfH//27VvUJ8/a2vqTqz2JRJKWlubq6rp06dKP62L36tVr8eLFFy5c8PHx6dChw7Zt2wiCCA4OXrlyJYU2f8zEiRMBADUBbybp6ekAoKenJxQKkTI1rXxJA6mrqzt+/PiePXvKysrQI7xM25BiPgkZt+Lq6goAM2bMkNFEPB4P1QhE9+h58+ahlUpQUJCbm1ujYsLRnt/H8knKuSz6aaA8rgULFhBSTa9QhAuCTFpoSG9kHx8flNS0bNkyCpuB79mzp7Cw8NKlS+fPn0dnJBIJqnSPPKXfDYolhMjRv2rVKoFAgFJ/KCzQvHnzZuTrCA8PLysr69OnDwAMHz68gU92NTU1AQEBjo6ONjY2ZAQXjUbz9vb+9ddfzc3NU1NTZS2EEokENRb4OAWqaaBk/5CQEC8vL6o8rp+EzWajyrS7du1KT0+/efMmeiNyi9DBIMi4laysLPQYROF9mYTNZltZWQGAms7tnAAAIABJREFUgYFBQkJCRUVFr169yNaJKL4jIiKiIVMnJCT8/PPPYWFh8+fPJxsUEwTB5/NRzpWmpmZQUBDlb8Ha2hoAPl65frnp1Sedt15eXmjrceXKlRT+tdevX3/16tX09HRPT0/p/sOoYrM8e7vKAcUSwtjYWADo0KGDRCKZM2cOUNekcP/+/ci96ePjU11djSKv+vfv35DafR8jFApjYmJOnjy5YcOGkJCQNWvWREVFWVpayloIkd/D0NCQqgG3bNkCAL///juXy9XQ0KDRaFRJbD0iIiLOnDkTGhqanJx848YNgUBgb28PcozgxyCk41bQNhgqS0YhtbW1Y8eOBYC2bdsmJSUVFhaisMxOnTpZWlqiXTdEmzZtFi5c6O7u3tjLkMfj2draon1HWRRNZbPZKioqDAbjC7UAy8vLUdIC2lZAqKmpWVlZnThxgkyacnNzQ5JJebXSysrKyspKkUhUUVEhvXN58uRJAFi4cCG10zUQCZ/HS0vmvnhaFx8tKqcsJEqxhFAikaCKCTExMajB9JgxY5o/7JUrV2g0Gp1Ov3XrFp/PR8963bt3p6TWNhJCgiBWrFixatUqmQqhs7MzUFp2JzIyEj6EyUyfPh0AvtwDlkJu374NACNHjnr8srSaK49OCBjiQ9wKKkuE2pA1MNmggUjXj05PT8/Ly0ONL/r06YOy8ZpWQlMaDoeDCvWh5SaFxpM8ePAAAEaMGNGQF4tEosjIyG3bttXLf+/Xr9/EiRNR5m6jspObSWJiIgB07txZbjMieClJBb8uzBraM3t0/+zR/bMtBmQN65VrM7La86ZE1NwLXLGEkCCIX3/9FQC2b9/OYrGYTCaDwWhsy7163L9/H1VeOHHihEgkQu6UDh06UOV0JYWwoqKiffv2MhVCtCPi5ORE1YBkmExSUtLly5dBxh1zCIKIiYlB7tDa2loVFRU6gwGz3MDep9vvIQ5nE52D8l69rcVZFTIFbY0nJiZevHgRKC13V69+dE5OTrdu3QDAxMTkk1dxA0toslisQ4cOIa8ji8W6devW3Llz27VrJ7vYLlQftQlb5qWlpR4eHmRRNw0NDSaTuXv3blkY+TnEYjHK0JB1A0VpKi+ezBrR5+WgLue7tzlmZBDar1OmiRH6yjI3zp87ScRqVr1ThRNCf39/5LQkCAJtM9y7d6/Jo0n3wpVIJGiDpHXr1g3Z324gr169It3xd+/elWkGD3q4pjarBAXd7d69G/UFZTKZ0qUuqCUlJaV169Zt2rTJyMggCMLY2FiZqQpqetDVEkyXw8STMO8R2Pu0XRVoczjG0TM9ILmMy/+PRLcqjqz6+3yvLFy4EABOnjyJoqUMDAwoSeiUrh/99u1bsnjKkCFD/rO3V01Nzd27d5ctW0buIwIAk8m0srI6evRodHS0urq6o6MjQRDZ2dkTJ07k8/l5eXnNt/lzIKdxfHx8k0cQCARBQUEoWSIzM7Ouri4wMLA5t7JGMW3aNABAxdblQI23Z9aIPs/6d+6rztzWSe9QF31TTZUL3dtkmBgd7KJ/sIt+gmn3dwumEs34mCmQECYkJNy9e5fH46GHqfT09ISEhObEPtXrhbtx40YAUFdXj4yMpM7q/xMdHb1o0SLZuRbLyspoNJqGhga1LVW9vb0BYPDgwQRBoOKolISkfkx+fj66v0ydOlUoFJ4/f55Goykx/79jBACgogUdzeDHRWB1EGbfA3sfJQdf021P111NuRr+Lrfs/wnIWSUc26OxKot8VRb5qS1+bH86oaASFy9tEJcuXQKAmTNnEgSBhKdpPZ6kqVc/OiUlBTUZHT16dGPLzZPRKGRSr5eX1+TJk83Nzd+8eYOEsJnWfpmXL18CRQUfyLiVuLg4FFNDiYX/ydGjRwHg559/lsdkEkmO5aBME6MlbbQPddFHq8DI/p1/UGNmmhg969/5Wf/ObwZ1yR7Vl/M8/L9H+wwKJITZ2dlnz57Nz89H9cm+UC2wIXA4HOT0W7x4sUQi2blzJ3rGfPz4MVUG18PT07Ph+wpNAO1bkJmzVEGGyeTn5x85cgQA7O3tqZ2CIIjS0lK0JzRixAgOh3Pv3j0Gg0Gj0VqN+Q2mnAWztdDVEjT+3WSRxgAdQ+gxEYZvgGmuYO8D9j7tfw20Oxm/4Uaa+iJf+uRT6CTY+yhNdmr1y5O0gu+nuKLsyMzMRH4RsVg8b948Go3W8Ky+T1LPBUoWT5k4ceInK202kIqKilu3bq1YsSIrK8vGxub58+fW1tZyEEIUWLd06dLmD0XGrYhEIvR8L9OFLIk8dVdYXJg9ok+midEILVV/446kR9RQRSllYBfy20zTrhXnmn5LVyAhrK2tPXjwYE5OzvHjx1GDAhsbmwMHDkRERDStCoOfn9/8+fOFQuHZs2fRhryHhwflZpOw2WyZ9rt3cnJSVlaWRRL6jBkzAODMmTPoFkl564/q6mpUH3XAgAFVVVUBAQHv/dX79p18nDP3VELntUHvJW3GdRj5J/SaBgbGQFf6ly6q6UFHMxi4BKwPwVwvmH0PdLuQQgia7ejzfXtuDMX7i1/Aw8Nj3759PB4PLc2Tk5Nzc3ObuQdPukDNzc1ZLBZZPMXGxoaqBiM5OTmo18qyZcsOHTokayFEfhFPT8/mDyUdt4IaWcinE6c8dVdUVZk19IdME6NxOupevTuQyteRqfRmkFGmidFRI/3tnfSeDep6ZunCJq9DFEgI7927d+TIkaSkJCMjo3rZ6+rq6ubm5qiqS2OvW3d3dzqdTqPRXFxcZGQ5yZQpUwBAuic7JTx9+hQdcLlcWTSLuHLlCgCMHz+e+NC+NTAwkKrBuVzu6NGjAaBHjx7FxcUvXrxA/up169ZJv6ywiucdV7L11mvzHc9UFvmBvQ/YeYLlXhiwANqbgrLGv0RRSQ1Gba8nhGDvo/Wzf1jaf2xHKTLFxcUrVqwQiUTz588HKnJXXr16hVygqH50aGgoqn45Z84cCjvZkkJYXl7erVs3mQohi8VSVlZWVlZubH3RTyIdt3L48GEAWLZsWfOHbQjoXnTjxg1ZT8TPeJ1p1iPTxGh7J70VbXWQCrr90G60tho6fjPI6K9OeinDege4XScT/xuLAgkhQRBVVVUo6szMzCw5OZlsv15PF7t16/aF9uv5+flkL5X8/PyoqKiOHTseOnRIDvZfuHABvtgpsAmIRKIePXqQ38rC3YHCZJSVlauqqv766y9yV7X5CAQCdEF27NgxJycnOTkZNR1duHDhFzZgOHxRxOvKE345difj9VcEvJe6aZdg+AboMRF0DAFoMPk0qOhA3znvv1R1wd5HZaHfcT/KKjB8f2RlZZ07d664uPinn37S19dHnRYaXkKzHgkJCagqwuTJk7lcrq+vL8oRXLBgAbXb2G/fviX14/Lly4sXL6Zw8Hqgro2WlpZUDUjGrURHRwNAz549qRr5yxw6dAgAfvnlF5nOwktLzrEcFNK305tBRqmDukzX07TQVrNppWGmqRrc933g6L3e7c/17vxuzzYOh9Pw5nH1UCAh5HA45ubmANC3b996YWYsFgtVdbGyspJOyAUAbW1tKysr1H6dw+EQBLF27do+ffog596aNWuePHnyn0FrVIH63aOWDlSNKQchJAgCLdrc3d2joqIAwNDQsPmRAhKJZPHixQCgr6+fmpqalZWFVg+2traNulFmlXCuhr9bdzXFdNtT+nxfsPeBmTdh9l3QbA8TT7z/0jAAex/VRX7rj9+9cOHCkydP9u3bt2PHjmb26PjOePHiRUBAwI4dOwCATqdLN3Tt0qXLqlWrvL290UXUEFgslqmpKaof7e3tLYviKfV48+aNk5NTYmKijMYnPmQoHT58mKoBybgVoVCInMaN7W7YNNCF/MMPP8huCt6rl9ljBj7o3UFXiT6ztWa6iVGmidGrgV1iBxiSDtIMs56bDA2OzZ2ZlZl5+fLlFy9eNG0uRRFCPp+PqmgaGhrm5+d/+ZXPnz8/duzYrFmz0I2VRFlZefbs2WvXrp0xYwbKAUJCKK83QRAEgbKJKYyTRu7+9R9o1aoVVSNLgy7XefPmka0/mhM7jli/fj0AaGlpxcTElJSUoGZ4lpaWzdk6quYKd9/LUFno9/EeIdj7aP7s/zyjateuXdHR0Rs2bFi+fDmFDrrvA+l2RZ8soamqqmplZdXAEpqVlZVCofDWrVuoeMrmzZtl2lprw4YNIINa/CRisRhV4acwvQpVy+revTvxoVDwrVu3qBr8CwiFQuSmlpHucuOiskf2df+hnSaDDgDjddVfD+qSbzfhncP07JHGmSZGmWY98qaOKju8U5BPQTqjQgihSCSaPXs2ALRp04Yso95AyPbr5ubmTCZz8eLFa9euffLkyeDBgzMzM+UvhCjkbNGiRVQNKBKJDA0NX31ARgUjpMNkVqxYAQAobauwsDA7Ozs+Pt7Dw+Ply5cNH/Cff/4BACaT6e/vz2KxUFf6IUOGNH+tLBRJuqwLps2pL4SMBb4D/wxPSkpKSko6f/78n3/+6eLikp6e3szpvhu+3K6o4SU0xWJxVtb/2rvz+JjO9QHgz5l9MpN9t2QjCBFiIoskEhJiSUQR/bWlLaVaSrlKF9xSrVbbW6pF9Ra1VsWSFZGQXfZVIvu+78vMZGYyy/n9cZi6ikYyi2Te7+f+MSaT9zxzyzxz3uV5KuSPq6qqiP3AxF8YpSIq4s6ePVtJ4xOzlwosYYj/774V4sNB2XX55ZSXd/nJcRVuky5OMGORSQCwWJ9V7GjZtPUdmUI32T1u5CfCJ5pCDGWo3t7ehoaGzZs33717Ny4uzt/fX/WJ8MGDBwBgaGioqGUS1UyN4jhOnIa+ffv27du3FyxYQNzUpqSkHD9+nM/n5+TkDLzNDdEUjUwmBwcH8/l8Dw8PYpbm8fZVQ1FYz9VfH0Vd9rs8EdKXnTZ7P6amvY/YuCiRSOrq6pQ6hza8DLxd0fNLaNbU1PT09MCjatTd3d3Ozs61tbWqqczX2dlJLD0M5VTGcxCTxhs3blTssPJ9K/fu3QMAOzs7xY7/LETefXfDeyLxi01Wi8XiCxcuZGZmVlRUnDx58okKG/yEOxWuE0+ON2WQMAAINGCXOFo2f7p56HXUnmPkJ0Ki7jPRFEIhAxKJEMfx1atXT548WcWJEH/U0kFRjXlVlgh37doFAJs2bXr8SbFYfPz4cRzHf/zxxwF2Mz9//rx8m25/f//ChQsBYOzYsYrdyd3cLdzw232jDdGU1TdM34/edu4BKjHzLINrVySRSJKSkj777LMnSmiePXt2+vTpHA6nq6uLSIRKDf4JxGY6JXW9JjKWwpuJyvetENOVGIY1Nzcr9hKP+/PPP1tbW3EcJ/LuGGtbrbdv+R5IO3yzqrZ9QKsS3d3d3d3d+/fvr6mpqaurO336tPxH3KjwCufxv44zoWEYALxupF06w6p1/ye40haGCSM8EX7zzTfwqCmEosaUJ8Lm5mY9PT3VJ0Ki39O2bdsUNaB8E+wTjxWLmBcyNDR8/OBmXFzc9u3beTzepUuXBjJIWFgYMbf23XffSaVSooWIsbFxUVGRksJGnk8h7YpaWlrOnDkTFBSkp6dXXFw8a9asCxcuvP/++6pPhFu2bAGAffv2KXDMhoYG4rCETCaLi4t7/h6FQXh83wpR8V95B5qPHDmCYZijo6NIJOrv7yeaIILdMvD7gahfaLM1dsuZwuj7bf2S563mpqSk3LhxQyaTHT16VD6R0xt5vWLmuMPWxmQMAGC9qW7ZDKvWA7uVnQXxkZ0IH28KocBha2tr5QtRFRUVyquc+SxJSUnwqKXDMHLnzh0mk0lsiKdQKBwOZ8uWLWfOnBl46d7k5GQWiwUAu3fvlslkxFqjjo5OVlaWUiNHnkXh7YrEYnFPT8+sWbNkMtncuXNjYmJUnAivXr0KCj3egOP49u3br169Sjw+evSowluDPb5v5csvv/z7vIuiHDx4EAAwDDt06JBMJtu8eTMAkGhaD+/l6dpg4QHOm2HZeXg90uDd20E/Zp+4U/P32oRVVVU7d+68devW2bNnf/75Z6ICX0/w+XInmwMWhiQAACCODLb/+LUy3sjfjdhEeP36deLW4fDhw+qORcHkLR2GXh2fy+XeuHGDy+WWlJTIj9UrQ3p6OvFvddq0afb29kTvGLlx48atXr362LFjeXl5z5kgvXbtGp1Of//993Ec/+STT4gZ78ebqSKqxOfzifsPExMTBbYrIhIhjuOFhYVOTk4qToTt7e0kEonJZA6u2tRTKTsR4jju5+cHAJcuXUpMTAQAe3t7hV+CmF3DMOznn3+WyWSbNm0CACqVBvb/BxMCgP3Xii9gJDCeDNPehIVH4PUI0hs3OLuSPv6jOLG4U/q/m36F/dKI7JZPLxWv2B78yuLPF9nPIabId4zWL59h1X7km2cFo3AjMxHeuXOHOHU0iEYnL0plFd8fR7S5OHHixBDHKS0traqqOnLkyP3797/77rvBtREeyFVMTEwA4I033iAOgXG53MTExG+++cbf35+4R5Rjs9nu7u4ff/xxWFjY3+PJzc2VSqVHjhwhZrwjIiKUETDyj7q7u4lTuQpvVyRPhDiO79y5U8WJEH+0qysxMVFRA27fvv2NN944cODAgQMHAgMDlZEIDxw4AADvv/++SCTS0tLCMExRG8cIu3fvJran/f77748vCR/5/ar3/lTq6hsPS1I4b4bRzkCi/vXvmaEH1nPB41MIukw0fnnreN6fKY2dvP6fo6p110XpvnOb9Majir6vnCPpjNGb/sYFz/ld55TYZufvRmAizMjIIIpsbd26VdnXun79ugqu8ndJSUnyjftNTU1DmZ49c+bMtWvX2tradu7cqYxEWFtbSzSo8/f3f+pOV4lEUlBQIK/y83hSJJPJkydPfqLKz9mzZzEMwzDs8TV2RJU6OztdXFzgUXdcxQ4uFovT09OJx3w+Py0tTbHj/yPiXkeB36G3b9/+xRdfxMbGxsbGbt26VRmJkOiAPXnyZBzH58yZA4o7aiyTyT788EMAoNFowcHBIpFoxYoVAMBiseRLwt18cXBa09oTeeYbY+D1SFh5DeZ+BROXgJbxk7eJ09fAgh+J20SSy2aY8urDjdnOm2H+f+D1SPDcDa+cY66OPB1fp5D4B2gEJsKOjg5XV9dVq1YprwIFobu7e/Xq1WvXrlXeBpNnWbFihbxr4M6dO/9+bGuAMjMzT506FRoaevny5f379ys8EcqbQri5uQ2wCEtDQ0NwcPC2bdtcXV3ljXII5ubm7u7uRL2Sg9+PtBnv4eKJ7rjqDkfxLl++DADz5s1T1IAqmBrt7+8nerw0NzcThzQ+/PDDoQ8rkUiIySc6nR4SEjKQJeGCOu43YeW+B9Ie3iYu/Bmmvw0mUwD7q8wQsExh0itgtxxYxuDzDbweCXbLYfa/we8QWM2BqW9A4Gmtt29Vtg60CNHQ/W8B/uHg+vXr5eXlGzduJPZNAEBPT8+hQ4fKyspsbGy2bt1qaGh4+/ZtJpP5xEKUwrHZ7B9//DEkJMTIyEipF1IeDofD4XCUNHhvb++CBQuKi4sdHBwiIyPl/72eb9SoUStWrCC+dYrF4vz8/KSkpOTk5Li4uKampqamJgZbj2HtlUP3UlLYGq65ubmqqsrNze1ZLygqKiopKbGzs4uJiXm8z62SZGdnP3G+Qtm8vLwwDEtOTu7v76fRaCq77sB1dXWx2eyWlpb+/n4zMzMtLS0qlerm5hYTE5OYmOjl5QUA8fHxQ7yKVCpdu3bt2bNntbS0QkJC3N3dAwICoqOjDQwMbt26NXPmTOJlnZ2dTCaTyWT29vbq6OhMGcOeMob9ccC4Dl7/3cKOmAKL8OxJTd1BIBFCSx40pENDOvBboKcW9Kxgyv9BzkmY//3DSxpOADNHMLEHlolEip9JaNi73HaI72KgVJZyFUUmk12+fJloQY7juEQicXZ2Jo62XLt2bfr06Ypt8fNyWrFixZYtWw4ePHjw4EFvb+9B3xEqzxNNIYY+IFcgYS0/CaYOAAAOq3TXRb3oMV5kIFJSUs6cOfP4sl9BQcHKlSv9/PzefvttYut/TEwMcZJM2QoKCgIDAwd4wFSBiGkMheyDxXG8vr6+q6uLeNza2jrE1TuBQPDZZ5+VlJQUFBQcPHhQ3lp8//79APDBBx8IBAJjY+NnrUQMkEgkIrr+stnsu3fvcrlcYsbV1NQ0Pz9f/rLe3t4///xz165dmZmZu3fvfupQEqnsXmnn7sslnF1J2BuR8FoE+B0Cvx/Abjl474Xpb8O0Nx/eEb4eCa9HyKtYrDqquoIVyr1nUobi4mKhUEi0qwaAhIQEa2vrlStXGhsbv/LKKzNmzLh9+7Z6I1QNOzs74n6OqF74UpFKpatWrUpISBg9enR0dLRCImQzyI4OdmC3DACgPqWnTxJf1Dn0YZEnuLq6trW1WVtbE3/s6upauXLlF198cevWrfXr1y9evFgsFvv4+BgbGz9/nKGTyWRnz57lcDhcLlfZ13qCom6qCKNHjyaqoAGAsbExsXFs0BgMBvEVc8qUKQwGY9y4ccTzzm6eABAfH89gMFpaWsLDwx+vZvdCRCJRUFDQtWvX9PT0oqOjHR0d582bFxsba2FhkZiYOHXqVPkrtbW1Fy1apK+vz+FwnvW+yCTMzVZ/f9CEzC/dW475Xv5whqmNPRhOfPjjSa9A3T3oa3/08oe3/kwqabql9uDiH4ThlwjT09OJ/9LEH2tra4nu1YTx48fX1NSoKTSVmjlzpo+Pj4+PD7EV5eWB4/j69euvXbtmZGR0+/ZtKysrRY0cyDEFs+lAZUJnBfBbQrNaFDUyIrdjxw6BQNDR0UH8MSIiYsmSJUQxo1mzZtnZ2aWmpqomEhzHV65cKZVK+/v7VXNFuQULFixatEieYwaNy+Vev369p6enuLhYgV/Qk5OTMzIysrKy5Osa2dU9qy8LaHRGQUFBYmLiUGaS+Xy+v79/WFiYiYlJXFycjY2Nt7d3amqqlZVVbGysre3/zFW2trZ+8MEHjo6ONTU1JSUl7e3tzxqWYKxDC3Ixv7DJUYv+aMmQRAHHtVCb+MQrqRTSW7PHDPpdvKjht0ZI7NyVMzMzi4uLk/+xoaGB+EeLqMv27dtPnz6tra198+bNJ3aBvhAul3vy5MlNmzbFx8c3NTWtXLlyqZPZjovFYDYD6pKhIT0k0/Knt6aocPFIIxD9XeWam5sfLwpqbm7e3NysmkjIZLJS17Cfo7Cw8MqVK0RHthMnTixcuNDCwmIQ47S2tjo5OZ07d667u3vChAkFBQXE2Ywh+uKLLx7/Y0Zlz4KD6Z21pSAFIxPz2bNnm5qazp8/PyAgwM/Pj+jNNEA9PT2LFi26d++emZlZdHS0kZGRj49PQUHBpEmTYmJiHu8iQjAwMDh06BBRoHX//v3Edv1/5DPFcPfScfuq7URMEwAA02kw7S1g6EBfO2gZkUkYk0YK2+5kpK26Bdrhd0f4BC8vr/T09Pv37wNAcXHx3bt358+fr+6glO7rr7+2s7MjHm/evNnHx0e98cjt3bv30KFDNBrtypUrTk5OQxmKyWSyWCyJRJKYmNje3t7V1TXeVMtuNBvGuAIA1Kc2dAmzq3sUEzfyDJaWlpWVlfI/VlRUvGwzEMpw9epVkUhEPI6Ojv7HG51nGTduXHJysrm5+cSJE3Nzc7u7uxUX40MJxZ0+X6V1VuXCnU9BIuwQYPpGJi0tLefOnVu5cqWJicn8+fMPHz5cVlb2j0N1dXX5+fndu3ePmALV0dHx9PQsKCiYPHny3bt3/54FAYBCoejr6+vq6jIYDH19/Se2eT/Hp0vG3/x56wR9Fq0hhcVvpLJMIPpjau5JOpW0YJpx3teeXnYGL/Z/xNAMvzvCJzAYjJCQkD179nR1deno6Fy9enWA30qGNfkSKQAQ7f1eBseOHdu3bx+ZTL5w4cLQv45QKBRihofBYOjo6DQ2NpqZmQVyTIuqZgJGhtYC6OeFZrVwrHUVETvydAEBAV9++eWdO3fc3NzCw8O7urrk2wWRf5SVlSUUClksFp1ONzAwIA5fKtDNvLblh7MF9bkQvw/EArCcjbttD/Cy3OlJiYiIiImJiY+Pj46Ojo6O3rZtm42Nja+vr6+v78KFC5/6IXn9+vW0tLTx48ffuXNHKpV6e3tXVVVxOJyoqChDQ0PFRg4AcyYbOjaeKo2PD7B1NDCy+S8u1WrLqfh5riFbHTt1VbYtR9n6+/vDw8MVWy335RcZGZmfn9/d3a2o3hqD9ueffxJNIU6dOqWQAQUCwaFDh5KSki5evPjLL78Q++5Syrrg9UgwnQoA4L7T4RM1v2tN0NjY+K9//Wvp0qV79uxRfWVdtXB0dPTx8fHz8/Pz8zM1NX05i9mGZ7cw3roJ3vuATAMAsJoDr4W99nOO+LFq1/KmV4/3GJc3vfp7md+jR482NjYWFRUR93+zZs06duxYSEhIXV3diRMnFN537Jcf/gMAC/VZZTOsjKhkACgpKVHsJQZo5CRCoVBItCBReHH3l5ZAIKipqdmzZ09FRcV3332n4qvX1dXJ6zE2NzcXFhZOmDBB2WFIZTLzjTEwYz0AgOVseD1SladuNVl+fv6OHTvOnj2r7kBUwdHRUX7gYfny5S9hIryU0khdfQO8/v2wnpntIngtYv1/858o5iknlUozMzO/+eYbd3f3x7fS2NjYbNmyJTo6Wn7qLCcnh9gS7OXl1dnZKRQKv/rqqwMHDkil0q+++kqx76KkpAQADCnkshlWC/VZAPDLfxRfbWAghv0aoRydTvf19cVxPDw8XN2xqAiDwejp6aHRaDY2NkRtVVX64IMPiL/HAHDw4MHS0tLs7OyPPvpIqRclYVjADFMY6wYA0JgBMnFYVqtSr4gQioqKvvvuu/Pnz6s7EATOJzWsOpYrrownWfR3AAAgAElEQVSHhK9AJga75TBz0/vzLE+8M5X0jM1jJBKJw+F8/PHHSUlJDQ0NJ0+eXLFiha6ubmVl5ZEjR+bNm2diYhIUFPT555/7+Pi0tbUtXLjw5s2b+vr6ycnJ8uoKCi9rMGHCBDNtdodEWikUu7AZABAbGaHYSwzQyEmEAECU/wkNDVV3ICrC5/NTU1P19PTKysoaGhoaGhrUG88Aa8cMUSDHFFimoGcNYgG03B/SIQocF6QltX+3t2XXh52//iiuqVJcmCONt7c3hmH37t0Ti8XqjkXp7O3t5YfwbG1tVfMXe4B+uVP71i/5kpKbcO9bwKUweQU4rv04YNyxNfYDzFPm5uZr164NDg7u6OjIzMz8/PPPORxOb2/vlStXvvrqq+7u7uXLl4eEhDCZzObm5rS0NB6Pt2rVqv/+97+LFi1S+Ntxd5wOAOk8oTObDgCJWdkKv8RAYDiOq+XCytDR0WFmZoZhWGtrq/wEK6IkS5cuHT9+PLH2EBYWtm3btqVLl6rguiKxzPi9GG7671DwB9guJrtsajnuM4gFdllvT+OHa8XlxTKhAGQ4RqUCmaz3xjqDjdvz8/PLy8uXLl165cqVUaNGeXh4KOONDDuTJk0qKSlJTU1V+KYPZIC+i6j8+FIxXhoJmccBx8FhFdi/9nHAuG/+b6hnxmpqam7evLljxw4ej1dQUDBlyhSFBPyPjh48+MEnnwTos36wNnbOr+uSSCsqKh4/Gq4aI+qO0NDQ0N3dXSwW37p1S92xjChlZWUJCQkAIJPJYmNj5c/b2tpOnTp16tSpqqy2SqeS5jsYPTpEkSKVyW7ktr3wKDjeuGVNZW725yX1IMMBQNLf//6D2p6Lp7ovnNLW1m5vb6+srCwqKhrKUcgRRrH1VpAXdTC8YucfxXjhFcg4BjjAjPXY1Ne+f8Nu6FkQACwtLd97773FixcDANH6WzXmBAQAQBpPiAHMZNMBIPZGpMquLjeiEiFo3uyoavT39+fk5LS2tv7xxx/R0dHy593c3ObPnz9//nwVny0L5JiCwTjQMgZBJ3SWE7OjfD6/p6dHIpEQDa+fP0LfvThxRamwX1wrejjRJwMoF4plgr6u498b62j39vYCwCuvvPL9998/dyQNommJMCIi4ujRo9XV1cHBwUQLTDX695XSTy6VwIMrkHsaMAxctmB2Sw+vnrx9kbUCr6L6/8R2dnbGLK1WsbRaJHYmlgnD1fDpPTIT4c2bN5VRlqmvr+/PP/9samq6cuXKr7/+Wltbq/BLvJyIeiItLS2FhYVSqVQgEKg3nsXTTShkEox2BgCoT43KbxOKZdevX4+Kijp27FhjY+OpU6ee9bu4UMBPuNPxw1eyPj4AiHG8TSxtE0vbxVLiBRiZcvPUbyQSiUwmp6amTpgwQSXvaRggyi4nJSVJpVJ1x6IKHh4ejY2NbDY7ICBAjaeTcRy2nXuw/3oZ5JyE3NOAkcBlG9nW77f1Dlv8rBR7LSIRPl6rS9kwDHOf7gAA6VyhizYDABIyslR2dbmRlghtbGzs7e17enqG+KVm48aN8nKLX375JVG5pq2tbdGiRcSGK21tbS0tLQVEPBzExsay2Wx9ff1169aZmZk97Ah48KD8XP+HH35I/BNSDQM21WOCgbzEDE8ovVvYMW/ePAAYN25cY2NjfX39E78i7e7iRlxr+XhTta9T87Z1hcXFF9u5AFAhFH/b0PVtQ9f3jQ+rfuA4vtBhyr/+9S9ra+t333337bffVtn7esmZm5uPHz++t7c3JydH3bGoAo1Gmz59OtEgk/iGrTIJxZ1zvkrVXXdb550o8013Dt+qhswTUHQNSBTw+JQ83vf0Boe1XoqvpGFnZ2diYtLU1FReXq7wwZ/Fe8EiAEjjiSYyaXoUUl1Xt+rrRY+0RAgKmh3Nz8+X11gqLS0lJsosLS3T09Nnz56N43h7e/vwbUP4opYvX75r164xY8bY2Nhs27aNaNI2ceJE+VcBS0tLfX19VYYU6GQCpg5AY0F3NXAbQ7NaiErE1tbWPB5v7ty5xMvEDbU9f5xuWBtUPc+p+fPtqWEhhysb/R40LHzQ8O/ajsZ+ySQm7Tsro++sjL6xfFg7AwegmD+lmhQCGjY7mpSUxOfz7ezsbGxslFFahdDQ0HDmzBkAuHbtWkREBAB8G1658NuMuAedvXwht0/U0iMCANC3ATINPD6lWXtc3uK42kMpf0UxDPP0fNjFQhnjP9XcwKUAkMYVkgBmsBgAEHfzhsquThixiTAkJGSIG2L5fD6Xy+VyuRKJhHgmPT399u3bFAolNzeXuP9A1GUpxwxIFDDnAAA0pP83tvZUxdhVm/dMnjx5w/p1M9mMjsMHal+ZU7vEq+7bfeHxCZ9Utbrk1y0tbjzS1F0hFBtQyCsMnz7ZRaYzGfbTVPpmhg+FJMKUlBT5t8zc3Nyuri4AEAqFFy9ezMnJKSoqunDhQk+P+qvIzp8//+2336bRaO7u7sq7ip6eXm9vr1QqTU5Ovn//fmJJ575rZX28Xkj6GuK/gIQvIeELEHFh3HwI+K+WjXvYds6ymWb/PO5gqf67jr29vYEWs1ksqe+XuKhpmXDY1xr9OycnpzFjxtTX1+fk5MyYMeOFfrevr+/27dtEw61t27YxGAwAyMjI2LRpEwA4Ozs7OzsrI2bkRY02YLAZZN4YN6hJgPpUfNLSG3ltsQVth0dXzMs6L21v7ZbIYnv77vYI4nsEfTIZ8VtjaBQfPa25ukwXNoOCYR1S2Vzdhze1JMACDVgYg2ny5Q9AIj/7yhrN29sbABISEqRSKTFDPgg7d+78888/ie72P/zww7vvvuvh4SESidzc3K5cufLmm28yGIz8/Hzi1mTEIw4pdnd3W1hYtLS07PqjUCCWQsElMLGHCQEAAOW3IP8szNxEYhmHfeTkM0VZ96YEIhE+vjlc2TAMmzXVPiItI40rdNFmkAAac7KFBbkM++kqi2EEJkIMw/z9/X/55ZfQ0NABJsKOjo7IyMiIiIibN2/yeLw9e/YAwK+//kr8W33zzTeVGzHy4vYEl4rEMhjFARIF2gpB1IvTdfoksKWA9k5Jc25nWypPIH00IzCeQV2kz5qrq2WvRcNodObMWSzveSyPOXrB51ZdOEWiUnAZTiKRtujrm3x5mOmCTg0+09ixY62srKqrq+/fvz99uiI/p3R1dZuamigUiomJiUwmk98yjngNDQ08Hq+lpYVEIllZWf2Y0ofjAE054Pv1w1dYz4WiqwCAYTBnstJ7MhCnoerr66uqquT9mZVtjqdn1f08GgmzY9IyplnoksmNG17XWfaa0fY9qglgBCZCAAgMDCQS4b59+57zstLS0tDQ0NDQ0JSUFJlMBgAkEsnFxWXcuHF3795VVbDIC+uXyH6KqhRLcaCywGQqNOdAWQTgODSkCzvLjwIAAA3DXLUZc3SZC/VZplQySUdXy9ldy9OHNWc+ifVwUtRw0w791esFmanS3h7qGAvG9JnYYJt6aw4vL6/q6ur4+PhBJMKWlhaiU8/u3buJBeb09PR3330XABobG4kGQHFxcW1tbY6OjgqP/OU0evToTz/9FACIE6ubkm4CAEhFQH5UNJFEBenDQz5SmdJnKzAM8/DwCAkJiY+PV00ixMXi5cXpgZNGRXf3ra9owQFMqOQdo/Sx65coYyz0Xn3rn4cYspH5z37OnDk6Ojp5eXl//1Ijk8lycnLCw8MjIiKysh7u02UwGB4eHv7+/itWrCDKrjc2Nsp3ghCNLlX8FpCn6q8o5cXcyE7MJUmXAE6CljyQigAA8i88fAVNW9tsyteUitk6TC0SiWI+Wstttpanj9Ysr6cmOZKOHmvuAhW+g2HPy8vrzJkz8fHxH3744UBe39LSkpCQkJSUlJycnJ2d/Z///AcA1q1bZ2JiAgDyuoCjRo1au3Yt8Zg4p6GZxhowq9r6QNcSOsrAZAoAQFc56I4FACNtGpWsij7UXl5eRCJUzZZpXlSYrKuzoK//15ae0+NN2WRSbI/gw+q2C7bkrqPf6y5/QwVfT0dmIqTT6QsWLLh8+XJ4ePiWLVsAQCgUJiUlhYeHX7lypbGxkXiZvr6+r6+vv7//0qVLn+jjTHxHI6xbt06VwSNPwPtFgox7/LhofsIdYvEvRsQUiqqhIQPEfQAARI1FW38Y6wYm9qbi9kD6dZb3PNZsX9oEO/UGP/LIN1PIZDIS6em77erq6uLi4hISEuLj4x9vCctisYhdMFZWVsS6g7a2tkqiHjY2zrPYe7WMP/U1SDsCk5YCRoLiEOBs0KKR3p07VjUxqHi/DO/OLZmg72YXf5WxNptMAoA5usxDTV3tYqkJhvWXPKBPcVB2DCMzEQJAYGDg5cuXr1y5Ym5uHh4eHhoaShyBAABLS0s/Pz9/f38/Pz/iJACiLrhQICzMl/G4NOvxVAurx38k6+3pS0/uS4jhx0XL+Lz6fklSr+BujyChVyDBcYASAABdCxjtDPUp0NsAozhgOo0MuKfn5DFb1qjl7WgCGxsbCwuL2trawsJCYlsZobGxMTk5OSYmJikp6cGDB/LnWSyWm5ubu7u7h4eHp6cnnU6/c+eOOgIfHrb4WV1IbiyW2Qq9PoembMDF4PkZjak/mol/umScamKYNm2anp5eVVVVbW2thYWFsi8n62wHgE6JVJ/CkD9pQCF3SqQmGCbt6VJ2ADBSE2FlZWV1dTWGYUlJSYmJiQCAYRiHwwkMDFyyZMm0aWhz/EtAJuv87afuMycwCgUwDMRiioWV6YEjJAazLyWBnxAjSEnAJZIyofhmF/9uT19hXz+x94WMAYdNh7Ee9ye81s8yBwCgMCD/PNSnwqiZNBpl+zIV1QvWWLNnzz5//nx8fDyLxSLmPKOjo6uq/urdwWazXV1dfX193d3dnZ2dn/i6GRoaKq+J/9NPP2lOYYqBoFFICf92ffe3+9fTZXTLWcKs/4rzz7rMeue0gw6TtlA1MZBIJA8Pj4iIiISEhFWrVin7clQLK2Fh3lg6tUoonq3DBAAZQJ1IMppGAamEYjZK2QHACEuEhYWFwcHBERER2dnZxCFCEolka2u7cePGZcuWjR2rookFZCBav/i4JDKkuKuXOMDAlcrupGYuDfIDXCbFIYcvvNndd7u7r6n/4SFOJglz02Yu1Nfy0dXSIZPEZuIgQ50KCQgkAKNdHybCmR8sm2k2ZYzaqmFpgqKiIuLBzp07N2/eLH/e0NDQ09PTy8vLy8vLwcHhOYcrDAz+2vqoq6urvFCHKW0G5Y8PHBtK9G6u33K0Kz9X0BVQ/jvNkKPKGLy8vCIiIuLj41WQCNmLl/HjooMMJW+Vt0xk0izplAvtXE8dBotMIuno06zHKzsAGAGJsL+/Py4uLiQkJCwsTL7wrqur6+3tra+v//vvvzs4OAxwVR9RGUF2Oj/6Rl0PL7q7j0iEvVJZcAdXl0wK6eQl9Aq40ocn/8yoFB895jxdLRdtBhXDaBPsWLN9Wd7z6JPsMyX4gbDyQzequfrWwDYFXgt0lPCESjxrrLEqKyuJOc+4uLi6ujoAoNFoAoHA2NjYxcXFw8PD19fX0dHxWUuGyCCMnmg9T7uzmtmfC5DOEy6rKJV2d5H1VFS/SZXLhFqunnSHGSY5Gb+OM7nUzg3tlM5gM5YbsjEG0+Tzg6DobsBPNVwTIZ/Pv3v3bnBwcFhYmLwIhYmJiZ+fX1BQ0NixYy9durRx48YzZ87cunVLKBQSR+ORlwT36gWZ6CmVu5O4fZFdfAAYS6fM1dVaqKfFYTMwEpkx1ZE124c1Zz7V8q9GZXQqtm/5hH8ttDF5P6Z/tCuUhEJ9yu37U/giKYuOTsQPiUwmu3//fnx8fHx8fEJCQnt7u/xH5ubmnp6eUVFRxHdQ1KZKeRiOzs6V1QCQxhMCjgtzM1je81VzaUdHRx0dnbKyssbGRmJbk1KZ/+dEy+5tFqkJO1hMXCwhabEAw032fs90VmJNn8e9pInw1KlT8r3UV69e9fX1JaZQamtrb926FR4efvv2bXl/icmTJwcEBPj7+7u7u2OPvj4kJiZaWFhMmzYtNzc3NjZ24UIVTa8jA9FfWQ44DgAJvYK3y1sAQCTDSRi8YqA9hkb11dUaS6dgDCZzphtx/0c2eGZZV10tipedQXQDkQhTBdPXxBS0B3LQcZenu337tpWVFdFSIz09HcdxeZddqVRaXFxMbHi5e/euvOg8AJiZmXl6erq7u8+aNevWrVtz584lkUiXLl1KSEhAiVB5mByXSTdCdMikOpGksV+im5WmskRIoVAWLFjA5XK7u7tVkAgxBtPs+1/6y0v6UhNk3F6q5TiWl6/8vK8KvKSJ8KuvvlqzZg2R1X755RczM7M7d+6EhoZmZ2cTL6BQKHPmzFmyZElgYODfT33W1NTk5uZWVlYGBgbm5uaGhoaiRKhebW1tN27cMDMzs7CwSElJmU6mEktDs3WYX1saAUBDv2RnTbu9Fs2eRddyn6MdsFzL3ZvEHNA2ikCOaXS+PdC1obceeutDs8agRPgsN2/enDNnDpEIU1NTpVIphmHEbV9iYuLjFT4tLS29Hhk37q/9imQyWSAQeHl5Xbp0KT4+/r333lPD29AMTI4rGQMnNuNuT18GT2idlaayS3d0dPj7+69evRoAZDLZzz//TJxDUyra+IkVYllycjKltfttFvujjz5aunSph4cqKj29pInwCR0dHZ9//jkAMJlMHx+fgICAwMDA5xxyt7S0PHnyJAAEBgbu27cvJCTk2LFjaAFDjQwNDe3s7DIyMmJiYuzt7Y3m+kmqy4Ar/PsrSSxtsx9OYOQX+Ju51Ml085lC3NwJqmOhIS0sy0Yqw8kkVSwtjABLlixpaWkhHpubmxMLfu7u7lOmPH3zbV5enkQi0ag2FOpCtbCiGJs6t/Tc7elL44kCy4pk3F6Sts4//+aQdXR0XLhwQcWJEADs7OzMzMz++OOPK1euuLm5icViFVwUXuZEuGDBw3ofOTk5kydP3r59+5w5c3x8fF5otc/R0dHa2rqqqiozMxPVy1YjiUQyceLE27dvs9nsZcuW/f7bb0vYbFpHtzb54bcTCobpk8kYU8vgw09eKAsCwGh9hqOlbnaNK1THQn1qh93ylLJuj4kqbQv1cuLxeGw2WygUAoD8H87evXuPHj0KALW1tRs2bHj99dd5PN7s2bO9vb3HjPnnFnc+Pj4Yho0ZM8bU1LSpqam0tBT1LlYexgxn55paAEjnCkEmE+RksGb7DG4oGbdXmJsp7e6kWlgxpjq+nJXl6+rqjh8/vmnTplu3btXV1ZmZmammzJD6E+G1a9daWlrWr19/4cIFCwsL+du+desWMTU6b948DMO+//77wY3v7+//008/hYaGokSoRj09PREREV5eXgYGBufOnfu/Vav0lr8y873XOIa9MkEfAJgxaEcnW+j+39u6y14bxPiBHJPscg6QadBeBMKu0KwWlAhjY2MLCwunT59eWVmZl5dH1DYDgL179y5ZsgQAjhw5IpPJfvjhhxcaVn7Cevbs2cHBwfHx8SgRKg9zhsuUW2FsMqlaJG4VS/Wy0gaTCGWyzl8OdZ//DaNSQSYDEoYxtEwPHGFyXJ7zS5mZmX5+fgAwxH52L0Qqlc6dO7ejo+Odd97h8XgquyNU/2zhwoULSSTSrVu3qqqqHj9gpCjy9oQKHxkZOGNj4zVr1nh6ek6ZMmXjxo3GxsZUCyuLkDjDf+3Wcp/DmM7RWbFqzO/XDD/YMbjxlzqZAYUJpg6A49CQEZLZrNj4hyNPT8/a2lpzc/NVq1bJD7ArEJodVQEGx4WMYTNYdABI5wkF2amDGKTt692lv58IbmyX8biyPr6Iyz1RWNa0ZY0wJwMATpw4kZGRERISQrQFlnNycoqKioqKirpxQ3Vtcq2srHx9fR0cHACAzWarrN23+hNhXV0dk8mkUqm+vr6RkZHEk9ra2vL9nywWa9CdzwBg9uzZ+vr6Dx48KC0tVUC4iOJgNLrOstfMj5waffKK0c69NNtJgx7KwULb2lgLxrgCADSklrf0FTXwFBbo8HTv3j0HB4fi4uJNmzZNmjSJ6K+ip6fHZDKJF2hraw+l1CdKhCpAsxpHNjByZjMAIJ0rFBU/kPG4LzSC6MF97o2QDh4/pruPeEaM49c7+bhQ0LJ7a0Z6OolE6ujoWLx4cX19veLfwDCh/kR48eJFoVDo4OCQn58/c+ZM4snc3Fz5C0JCQqysrAY9PpVKJbaMhoeHDy1S5KW2hGMCY9wAw6ApByTC0KwWdUekZm5ubj4+Pn5+fjt27OBwOMQ3y88//3zevHnEC9asWfPOO+8MevwpU6aYmJjU19dXVlYqJmLk7zCMOWOmizYDiNOEMqkwL2uAvypuqOVGXGvd+xEufMqZXQCQ9vZE/flHS0tLSUnJEz+iUqny3YgYhhE9eUYwTJXzv+py+fLlV1991dPTMyEhYdCDiMXisrIy+amp3Nxcoh9beHj4/fv3V61adfv2bZFIRPSyR1Qv9kHH3K/SIGobdJTC7D2u3gtS9s1Sd1Aj3LJly65fv37y5En5qV9k6MRicWho6LJlyzIyMurr630l/JaD/3bMqxPIZClTx45fv8lw88fP/N2GWkFasjA3Q5CZKmlpkuLwQCB60Nc/jUV/q6zFTosGADIc75DIIu1GkdjaJp9/2+/o0t3dXVRUVFFRsXHjxqFMvw1f6t8sowKLFi2i0+n37t1ra2szNjYe3CCtra3vvfeePJUuX768oqICAAICAgCgp6fH1dX1jz/+UFTMyIuaPcnAkE3rGOMKHaVQn5pe4dbULTLXo//zbyKD5eXldf369fj4eJQIFUggEJSXl0ul0rt3706cOLFaz4iNYTPY9KReQQZPaHT+JADov/MBSYtFvJ5IfoK0JEFWqrSrU4pDkaA/kyfM4ovu9Qp6pDIAOGtr5sii/zLOBAD6ZLKgkoeL6CRdPX19fX19fZU1o385aUQiZLPZ3t7eUVFRkZGRCm81mZWVJRAIJkyY0NPTQ6ejj121IZOwhdONzze4Qd5ZaEiVySRfXi/79nU7VG5Neby9vQEgNjZW3YGMKDo6OsTmpilTpiQkJIx2d2VjmDObkdQrSOMJF+qLey6e5oZf1Vu1TlSYJ8hIkfZ0iXE8n9+fzhOm8YTZPFGfTCYfzZJOdWbTJU+d+ZNKGVMdnx9MU1NTZGSkn59ffHz8xIkT5atXI4xGJEIACAwMjIqKCg0NHUoirKmpIc71A4BUKpU/2d3dXV9fX1hYKD/7iKhFIMf0fJIFmDqAriVIRL/erTub1PDjm5PXeqHGI0oxdepUQ0PDurq6mpoaS0vLwQ1SVlbW29vL4XAAoKWlpaioiMivISEh7e3tr7766vnz5ydPnkzszdEEAoGgtbU1MzOTQqFYW1qanvhOiuPObGLjqAgA8H6RtKOt9fCBIoE4mSvI4onSeUKe9K/kN5ZO4bAYTmy6pw5zNI0CgFWJxKNoDz/tSYBZ0ikkppb+xo8w2j98dz937hydTjcyMpo4ceLj2zhGGA1KhJs2bbp9+3ZfX9/A+59JpdKUlJSIiIioqKjLly8bGBjIS7WdO3eOeLBs2TLiweNlqBC1yKnpBZkETB3A/jUAkMhwXtrpLfgamQzWzUG5UPFIJJK7u3tYWFh8fPybb745uEFSU1PLy8uJRFheXn7q1CkiEfr6+v7+++9RUVGurq7Xr1/XnETIZDL//e9/AwAukXT/fryrpxsAprHoTBJWJuiP7ekrFYrv9Qqz+EKh7K/7vLF0irs2k8Omu7IZ5jQKkMg0KxvGdCemiwfNdhLt081762tkfD4AMGjU43YWuq+t0Xv9H/pXp6WliUQiYiuNiYlJd3e3Et+2WmlKIhw1apSTkxNR4os4TfwcPB6PuH2MjIzs7OwknkxOTtbW1nZ1dSX+iKmkOQgycPWdwkM3qkAmgdpEIhECANTE86e9ufXcgyAXc10tTfnbrkpeXl5DTITP0tLSwmazly5deu3atRH8EfwEXCrpLy0SpCULcjOEORkyHlcgw7N4wnSekIJhAPj6ilbilSSASUyaizZjJpvhzKYbUMhAItMnTmZM4zAcZ2o5u5N0/ur1OPZ8OD8pti8hWtLZQR8/SXvRUqrVP39xd3FxcXFxiY2Nrauru3fv3qxZI3b3mQZ9NAQGBmZkZISGhj4rEba3t9+4cSMiIuLGjRt8Pp940sbGxt/fPyAgwNbW9tSpUyqMF3kx1zOeeYieTMKi8ttWupqrMh4NMZTThM3NzUR3w8uXL9+/fx8AOjs75ZVr/vjjj4kTJ7a2tvb19Sk8y6qYuKaKHxslrq+hjBrN8ppPG/c/tXhwkVBYkCvITBVmpQkLcnGRUCDDs/nCLJ4oiyfK4An7H63wkQAMKOQlBiwXbYYTi6FHIWFUKn3yNCbHhTHDmTHNifSs6S4SiTXbZ3Dl2YhqXyO7fpBGHJ8gFBQUTJ061cTEpLGx8fEtwpWVleHh4cHBwSkpKcShYxKJ5Ojo6O/vv3LlSvl5CYlEUl9fLz/RWFZWZmtrq/I3gTzT1rNFP0ZVgUQI11aBsd3DZzvKYMUlKpl04NUJHy22ee4AyGBIpVIjI6Pu7u6ampqCgoLGxsY333yTRqM96/XNzc2JiYlJSUnJycnZ2dnW1tZ79+4tLi7etWsXAKSmpv7+++9nz55V4TtQMpms/fsvekP+BKkUl4gxKhXIFO35AYYf7e4vKxHmZvalJwlzMvF+UZ9MlsMX3esVZvKF+fx+8aNPZjIG1nSqE5thQiUfaeq2Y9LC7UYBAEalGv1rj/aSFRiDqdZ3OBJo0B2hvb29ra1tWVlZamqqm5tbTk4Okf8ePHhAvIDBYHh4ePj7+wcFBf29BReFQnn8XD/Kgi8bMz0qjYz1SwDYJjBn/8Nnw94BADqVZKT9zI9mZOHr2TwAAA7rSURBVCjIZLK7u3tkZGRiYmJ1dfXChQtjY2OJGpVytbW18Y+Ul5fLn2ez2ePHj+/v76dQKMTK/cjbd91x5Btu2OUPi+sOWxsDAC4Wby9r+k4U3BsRDDKcL5Xl9j1Mfnn8fsljyc9ei8ZhM5xY9Fk6TF0yCQBEMvxES0+JoL9bItOnkalW43VWrlbnextBNCgRAsCCBQvKysref//9lpaW1taHU+1GRkaLFy8ODAycP38+i8VSb4TIoPnPMN1/vaL/aT+SSvH5U5/Z2hcZIi8vr8jIyPj4eEtLSxzHieXzxsZGosdvUlKS/LsmALBYLDc3N3d3dw8PD09PTzqdfuHCBXmLNAzDRlK7NElrc+/lczKRMK9PJH/yfp+opE8U3M5L4wnLBP3yvZ40DHNiM1zYjJlsOofNYJIwElOL7jCDOnosN/IaiMV0kDlo0TN4wiy+0JehY/afX9TypkYkjUiEHR0dkZGRERERkZGRDAaDWI2wsLCYO3fuG2+84eXlRaVS1R0jMlT2Y7SXOpleT6sT6D12NFjfhkUnb/CxGKX/At27kBciXyb89NNPjx8/jmHYe++9V1VVJX8Bm812dXUl2hw6Ozs/MXH6xhtvyB/PmjVrJO3I6LsXDyQMAHAcBI92eOI4tIolZ9t6gbjzY9LctZmzdBgcFoPxMPk5MqY5MafPZDjOxGg0ANBb/W7HD/v5SXddtBkZPGEaV+hrpEcxMlHjWxthRnIiLC8vDwkJCQsLu3fvHnHsD8MwYnUwLCwsNTV1zJgxY8aMQVlwxDj1roNYit+gfCIUy6QynEomUX3+vdpj9HevD76cN/J8RUVFmZmZVCq1tLR0zZq/tuMbGhp6enp6e3t7eXk5ODiMpPu85+vr68vLy3NxcQkPD59YVUET9QNAj1S2vbqNeEGLWOrIYmw113PRZkxj0WkYRtLSok911HL2YEx3ok+Zhv3tE4lqYWV2+GTTlrXOt24CQDpPiIv7hQV5z++jhAzcCEyEhYWFwcHBERERWVkPq9NSKBR3d/egoKDly5fv2rXr7NmzDx48YLPZXl5epaWlkyahT8kRgk4lXd7imFXVcy2juaZdON5UK8jFfMoYtrrjGmkqKyuJOc+4uDhi2ycA0Gg0BoMxe/Zsose9o6Oj5iS/x506dYrP51dWVs6YMeNc8KV1TDrO79OjkI7ZPLyBm/+ggUnCPjDXp1pZ6wQEMaY70e2nY5R//ihmclwcE+9SMaxI0N8rlRlkp6FEqCgjJBGKRKLExMTw8PCrV682NDQQT+rr6/v6+vr7+wcGBurqPjxSExgYePbs2dDQ0IULF165cmXdunXqixpRCo61LsdaNzExsagoTdjCCU6pzM7O3r9/P2UAnzXIU8lksvz8fGK3S2JiYnt7u/xH5ubmXl5eAoEgNDT0nXfeOXbsmBrjVLucnJympqbe3l4ymWxlZaU1zhaq8p76ShKdPur4BYqJ2cAHZ3BcmCRsqhYtmy/K5olMs9L01ysobgQfJvLy8jZs2EA87urqWrhwIY7jnZ2dly9fXr16tY6OjvwdWVhYvPvuu2FhYSKR6O/j8Pl8LS0tEonU2Ngok8lU+h4Q1dq1a1d+fj6O40ePHlV3LC+ppqamn376iXgsFov37t0r/5FEIikoKDhx4kRQUJChoeHjHxpmZmZBQUGHDx/OzMwk/hElJycDwOTJk9XzNl4aPT09FRUVP/zwQ1FR0eHDhy9evNh1/mSl++R1prrlM6yI/20w1S2bNbnjxKEXHVwmEVd6THnPTBcA3jXVrXCbJHvaRxwyCMMmEWZkZAQFBRGPOzo6nJycPvvss8e/4zs6Ou7duzc7O/sfh/L39weAX3/9VckhI+rU0NBQW1t7+vTpqKiowsJCdYfzknrw4MGiRYuIx0Kh0M7OrrCw8Ntvv128ePHjXy4BwMrK6s033zx16lR5efnfx+nv72exWBiGNTc3q/YdDANdF09VzrKr9JxS4Tqh0tO+wm1S56lBfjNr3PTm6fGmADCNRS+fYSXIzVBsqBprOE0W9fT05OXlAUBvby8AWFlZ4Tju7u4eEBCwbNmygR/sCwwMjIiICA0NXb8ezSyMWHw+PyMjY+XKlZWVlfKqCMg/unLliryyvLm5ObHg5+vra2PzvHIEVCrVzc0tJiYmMTFxxYoVKol02NB7bY2O//K+1ERJUwPFxIzp5knW1R/cUAyOCyc5joJhBX0ivlQmyEpjTHNSbLSa6SVNhMQEJoZhIpGIRCIRGztramouXLgAAEKhEABee+21oKAgol/JC1myZMmGDRtiYmK4XK62trbCg0deBra2tsR3I3t7e3XH8lLAcby8vNza2loqlVZVVcn3iKWnpxPn33EcB4BFixbV19d7eXl5e3u/UF9yLy+vmJiY+Ph4lAj/jqStw563eOjjMGe4aJFIU7RoeXxRNl9knJUGa1EncAV4GRNhWVlZVlZWU1PT1q1bP/74Yz8/P6Lng4ODw7fffgsAnZ2dfn5+bPYgdwOamJi4uLikpKRER0fLe0cgyMhWWVnZ2dkZHBwMABwO5/79+0FBQQDg7OwcGRkJACKRyNHR0cnJyclpMDcZQyk6igwQfco0ElPLhc3I44vSeEKv/CxcIhnIjlPk+V7G/c22trZeXl5sNvvixYvEep7CBQYGAkBoaKgyBkeQl9C4ceOamprMzc1JJNL8+fMrKioUO76zszOTySwoKHh8TymiWBiFQp/q6MxmAEA6Vyjr6xMVF6g7qJHgZUyEJSUlBw8e9Pb21tPTKyoqqq6uBoDRo0e/+uqrxAu0tLTee++9oVyCSIQRERESiWTI8SLIMFBaWtrb28vn83V1dX/66SeigAuTyZw4cSLxAhKJ5ODgMOjx6XS6i4sLjuNJSUmKiRh5GibHxYlNJ2OQ39cvkOHCrDR1RzQSvIzdJ3p6ejo6OrS0tMzMzMRisVgsHngr3YGbNGlSSUlJXFyc5jT8RDScRCIhNlrLZDJlnHbfu3fvvn37tm7deujQIYUPjhAE2emN619dWtxY0Nd/1tbMd8FC8yOoPdxQvYx3hLq6ujY2NmZmZgBApVKVkQUBzY4imkd+3EhJNV/QMqEKMOynY3TGw9lRnlCYmw4yqbqDGvZexkSoGkQivH79uroDQZARws3NjcFg5OXlaU5DedXDaDTGFAdXbQYA1IkkMj6/NnBOX9Jddcc1vGluInR1dTUzM6uuriaaUSAIMkQMBsPJyUkmk6FlQuXBhYL+mioTKiV2ypj/WBkB4BVVVUXb3+86fVzdoQ1jmpsISSTS4sWLAc2OIojioNlRZev46aCM23O8uZsnI1oZYhfbuWnt3V2//SQqQt/pB0lzEyGgZUIEUTSUCJUKF4t7r/+J9z+l/zQuEnaf+031IY0MGn0S09fXl8ViZWVlNTY2jho1St3hIMiw5+7uTqPRcnJyent7n6hWigyduL4GyA8/tE+39hpQyACQzhU6suiA46LCp3e6QP6RRt8RMpnM3377LTc3l8iCL+FJEgQZXrS0tDgcjkQiIfpRIIqFkcgYPPyYmqPDXGrAWmrAGs981MiXjKktsmFOoxMhAHz22WfyQ8Tjx49HuRBBhoiYHUWJUBmoYy3gUbKzYlAnMWmTmDTivhAjk5kcV3UGN5xpeiJEEESxVqxYkZWVtW/fPgDo7OyUStEpN8UhkfXe2oAxmX//CUal6a3eoPqIRgaNXiMEAIFAQFQcBoC+vj71BoMgI8DKlSvLy8sxDAOAV1999Zdffhk3bpy6gxo59NdsFOXnfCmWssUi4pn3R+nT6XTjPd9QLazUGtowpumJUCwWy6sPi8Vi9QaDIAjyD0hks8MnWRHXus/9Jm6oIVGpoxxnGry/nTbBTt2RDWOangh1dHS2bNlCPP7xxx/VGwyCjAynT58mHjQ2Nqo3kpEJw7QDlmsHLAeAjIyMiRMnFlVVdcXFeXt7qzuy4QqtESIIomDsR8hksrpjGckaGxtPnTpVV1dHIpGysrK4XK66IxquND0REp1+5Y+JhQ0EQYYiKCho5cqVK1euNDU1VXcsI9nXX39tbW3d2Ng4fvx4qVSqra2t7oiGK01PhCtWrJA/Xr58uRojQRAEeSEfffTR+PHjDQ0NN2zYoKWlhWqdD9rL2I9Q9YRCYVFR0fTp08vLywUCwVDakyKIhouPj5f3+ExPT7e3t1dSJzUEURSUCAEA0tLSuFxue3t7Q0NDUFCQhYWFuiNCEARBVETTp0YJLi4u3d3dDg4Otra2P//8s1AoVHdECDK88fn86upqAGhubkZn6pGXHEqEAAC//fZbdHS0SCTq6uqiUChK6t+NIJojOzs7PDw8MzPz4MGDnZ2d6g4HQZ4HTY0iCKJ4fD5/z549O3bsiI+P9/HxMTY2VndECPJM6NYHQRDFi42NNTY2bmtrS0tLy8jIUHc4CPI86I4QQRClkEgkFIqm165ChgWUCBEEQRCNhqZGEQRBEI2GEiGCIAii0VAiRBAEQTQaSoQIgiCIRkOJEEEQBNFoKBEiCIIgGg0lQgRBEESjoUSIIAiCaDSUCBEEQRCNhhIhgiAIotFQIkQQBEE0GkqECIIgiEZDiRBBEATRaCgRIgiCIBoNJUIEQRBEo6FEiCAIgmg0lAgRBEEQjYYSIYIgCKLRUCJEEARBNBpKhAiCIIhGQ4kQQRAE0WgoESIIgiAaDSVCBEEQRKOhRIggCIJoNJQIEQRBEI2GEiGCIAii0VAiRBAEQTQaSoQIgiCIRkOJEEEQBNFoKBEiCIIgGg0lQgRBEESjoUSIIAiCaDSUCBEEQRCNhhIhgiAIotFQIkQQBEE0GkqECIIgiEZDiRBBEATRaCgRIgiCIBoNJUIEQRBEo6FEiCAIgmg0lAgRBEEQjYYSIYIgCKLRUCJEEARBNBpKhAiCIIhGQ4kQQRAE0WgoESIIgiAaDSVCBEEQRKOhRIggCIJoNJQIEQRBEI2GEiGCIAii0VAiRBAEQTQaSoQIgiCIRkOJEEEQBNFoKBEiCIIgGg0lQgRBEESjoUSIIAiCaDSUCBEEQRCNhhIhgiAIotFQIkQQBEE0GkqECIIgiEZDiRBBEATRaP8ParqX590KtJcAAAKOelRYdHJka2l0UEtMIHJka2l0IDIwMjIuMDkuMQAAeJx7v2/tPQYg4GWAAEYg1gRiLSBuYGRjUADSLFCKg0EDSDEzsTmAaRZ2CM0M46PT7Axo8mA+E1SciRkuD6ER5kNtxWEsAWlGsCmMjIOF5gaFqTgDgwQDgyQDIxMDoxQDozTQ9wrMnBlMzCwJLKwZTKxsCaw8CmzsGUxsMgzsHArsnAkcsgwccgycXApc3BrMPLwKPPIMvHwaTLz8DPwCDPwKDPyKDAJiCQKCGUyCQgmCSgxCwgxCIhlMwsoMwioMwqoMIqIJImoMomIZTKLqDGIaDCJMbMwsrGzsnGyCQiKiYgLi3xghsQ0GmsZvew6oajcfAHGmSs4+ID1PC8z+5rrywPXTc/eD2O+XdBzov8K+D8TmWW98YEPaOzD7z80n+43ylexB7ENH+Q78CWZxALGnJOQc6FwsCWaviWk5sDO6FMwOvDjtwLnSZWD1u+YdPfBC5CKYrZzz5QDTlt9gdtLEZfv+JM6yA7E79hvaH8ncDBb/sqPBTijXFGzOFi4uh1WnOsDibUvTHeTDbcBs1f+NDvM7jcBu7juzweHV42aI+3/sc1BdJQvxY+5Fh61X+2xBbGPHww67Yw+A9Z4qnuJw9c8rMNtMye5A+99MsHrvk7sOtIdPBLMXNdYesGXfCGav+XriwP1vbmD2z6qoAxGufGB2Ovvs/fP3eIHd6VnufkDv0VwwW1Rr84HFoa1g9utLH2wfXp8AdptjlLyDOoMSWNyv7KX989UnwWFrvcfJQVTsGVgN+9U3DomBjGDzb8hMdHjBZAVmB6qedQhJqgSz62UZHP8cawPrtXr02KFhuhrYzAz3NodZZoFgthgAd9rDOnEdJSgAAAOYelRYdE1PTCByZGtpdCAyMDIyLjA5LjEAAHicfVbLbiQ3DLz7K/QDI/AlSjr6sVgvAo+BxMk/5J7/xxbVtroXS2TsQ4tTTRaLDw0Pl3njhxKfP1/++Pe/sj/y8gA7/c//nLP8o0T08FbioTx9+/7jXp4/Hp++LM/vf98//irGxQTvUOFfsY8f729fFi7P5WbVSGdr8YQAxL1QpfUpO44cyGE+upabVPc2A/AbUst7ubUqY/ZJ5cZVVPrQBGmHT+nEauVGlVXcsuit3CPmoN7aDKR5c8mQHj659oHgSL+6WqOZAHsABeRoCNKr5N3FE+AIoFafCpEANCKnDDiDpCEJV5aidah2yfJmOhLvrNS4cEVBrWda8iqQV+4tyDHSiXwypET0DgDSwbFOd1POkBpIqipNZQCgxE0yiTgKBAmnKb5nZM6oegZsqDlVaWxgjDqp9SEZMMojlZtPUngkHz5Sj1EeiM4TnvB919bJMmCUB33rEtW5BdtunMaeQLbaxGZffUmKts/qI7SQ0/sYI5rEXBtnqkvUx2sz++zGiJ7RFFlAxnBRSNlIhqcedeXjOmMmGFK2YVkZxcprcEMyQ8fq0OYY3wzaAtrgq1OX6LxmPDXTHU32Gr6mM2mPl9AkwSSB9oA6xnfOMeMlpjF4ZNBxeDVWNPIaO5GZdgga7XUtDWZ2RQuwdwxmtmfocMrRlA7NMKC5phiDlX+bqGcHEm/k3aQCJPYQ5u3YXazcRpaSKpDojAGfhoeGmW+Z+Bp1Qh3Rn6htzN3UMVOaUSatZNJ1riU2e7PUZ1SpxzxicYScJNRmKlIUCfXGQHZe7UJu6eLUqJGjRDSoha4DGyRHRokGzF2IIyNxFc2QRosno4PcIZKTzJkCedHk6YLJV3gcs2Wyf7u//HKBHVfa0/v95bzS4k/Oe2sd7byd1rmdd9A6+3nT4FT0vE7iKP28NdZ5nJcDw+X2PuEPHq+bPgw7GrYjTmVHw6IyxNjuOegh5o7P8XovOx4Hv44puWxUBovzjP4OVtcFyeCl1z24DPtngSzRgtxlrWlw5VPGpSOMO1XRw6InxkJtpL/TlWAblp1wXGKL805Z+mHRnbOMT8sZK3RFZrIxR+Xw6lZGQ9pIdkuhi/PAXF2GliN/uU6nLcvOXVcHxIxdpu2wbM7aPy1n9AE/kE22Ghoyh5CbjwVnCHlmYav30APnIARnSGubT3T8tb/j/PVzD88PPwGf2+eJXKgDqwAAAoh6VFh0U01JTEVTIHJka2l0IDIwMjIuMDkuMQAAeJxlkr1uWzEMhV+lQBcHuBH4J1KU0SlLJqd70KEIOrYpiox5+B7JRc2iy7VIk4efDvX8+OWFX07Pj1/uXk4P+3d/Hk6fnu4u17z8eDk9/fPf3+Ofvo8XfC+3jFzz/6nuBOP74f0UjYU1DmlOepy9MXHwwa2TDD/O1lyTFYmhfdhKcLrIoU18JCq0OaeNg1poD0KJNO6eaCEfPlZsI8fAjK4saIGYaMpxT01TRx5nap6mspqM2GNlpLMxo2uoBWRWtXSVNUqJu+w+5uh53HNjZRzOOMWIRI2rdVoZKFB0X+PMuwvU761JEO6FHKu4rVxvMjK2mKjskdaG+YgDGu5b3tGYiSKFVWMIUtoMFvoqEpG89hlp9gMHyiTZFBkEB1EOCN7zhgbFKurGqVsqneEh/sNNWbdUsFKHM0q0ObEkXGftxBV3RCZwAgqj2+2q46maMM+I9jDsTV0ZexuqccVmdvfDGkrXrtdQ7CmRwR+xmUUJwoJVhut2VxhtkMGWYj8QcrHlo2cYy3oQZBK2bIyMDj7oimWsDCl8WZn0wCRMMNcOwFiLXzEJLaPhCda+nU/al3LYTIOXgXh4vjPd0I5d0xquGDUaUeyXJa6Ch313fH17/f751+vPSW0dL69v3/DsJt8i4Sklkqm3yGjaLWKfvUR9etGUGSXSOUqlziyRTS4wLJMLjfLkgtMnV5zJBUcnFxzIFByoFBzxyYVHYnIBoimFR3RKdcemVHv6lAKUU6o/UKoGwdiCFFMK0phSiSBUiJSmFiSfWonG1ELEMbUQqU2tSCiuSDm1Lq1PrVvDoAKlUC5QgrdQH9F4/w1K3nKDlmsrqQAAAu56VFh0cmRraXRQS0wxIHJka2l0IDIwMjIuMDkuMQAAeJzNkm1IU1EYx8+9d7t3c5vb3IvuJb1mW3OVZtYQU3cG2QepKP0QpcSoEUs0fClT/OALFJr0qlliUBZUTAcGEQQ1jy+kHwwFiZKwZCmWX8ovBem03WdWMIi+duDh/3ue85zn/O/Ll4D/PQovBYosKhzbw5ERjkaKRXxYResiQbawMDSLQUVcRJlfebRyKGofcnq9TjO/9yP6Z/76rVHj/rHNIbvgX+gTYI2hov3+ZRAFKUX9byoTPsYGhBIRSkIUjSgeUcnh18YzUi/NiNwisZcWs26xnGc5L81uRJyE56RuSQqSbELSGD5GZmPkCl5uQYpYG61QIqUKKa1IuRmpjG6V2kur43i11h2nQRob0qQijR1pdV5auwXp9LzO4NbH8/oEG20wemmDiTduRSYzMm9D5jRkTkdammVEYpaTsmqtzmBUxRfQkZ8H1vbllBvEPtVEhORpz13yrcIKXJHURzLOXR8QmGtuJYmONy8EHn3lIN1PxFBftHwcYIpEToFLL0tITscKcP+Ih3SEErDAFlJPlnbUAA+udZAj3/ugZ844TPKPBYEljiVyKyiDnup5X+Bw6niuwFdqnU7Py2vQU6cbzbuaYIWeUq0cLwWyoP64wIszg915cNfeBpxW1Q7eimTZeDVbDs8yxh7CJRWngB0BPzZOj0HPneJJ3OnjgIdqVvHp2ipg/UWVq7nuOXjI+yFy1U0Z4Oz8zAietZfDvYNDnbhkpRf4QP0CdnYtA7eH3uEQVQw+u+L2kw++MjjrCwyTuYOXgF0PWsnb8n5gT84EKS3LBY6N9ZCms0rg9IcXBsTjGOYUnXeQsqO3gR3LvWRndQuw6cREjuWRHzzPjloxczIG6p8Hg85UYxbUX99bcH7a1QgzNYk38cKZQuBc2otnCu8Df939DC/2uIC5/DbclpkJc5L3iV2VoUrg+eN+3MLuAZ5umMR+U8SP/icurNocFBniTgAABCd6VFh0TU9MMSByZGtpdCAyMDIyLjA5LjEAAHicfVZLblxHDNzrFH2BafDXHy6ysCTDYwQeAYmSO2Sf+yPFflK/Z4PI2ItpqrpJVvEzPLv6jZ9KfP54/f2ff8v+yOsT7PQ//929/K1E9PSjxJfy/PXb90d5ef/y/Gl5efvr8f5nsVnMcYcK/4z98v7249PC5aXcrPZO3SS+URsko1Cl9SnbjwSyVWIfRuUmtRPutASp5S2QOubUUW5c2Uy6JEg7vIsPFninytRoWoJs5RE+Z+vKFMgmIjOLs8ebXMew5hFd4z49cz4CKJVVO/7O1YfKyHzPAGpteJFakapONjLXHkFqdbxIUrRO67N5AkQKB+2ti+BYtbH4zJBLoF7JB6kCOfAkZemwhPdRG3i3CJMnpMz0YQ0kVVVA11PufabeQyCqw4Yv56xz9ixzbtAcL05I3uEb1IulmYc8Edsc1uNp4d4z0jnk0drF26JQyaxTBpwL6Iis9VVtjV1ShhxBSnXqbrykd2birNZpvSloC/WQtNuwqRky9GnVxK17eG/dWTLWJRqooxyZUeGrgt0t7bTQZ1RHHj4CCRi3a+7l5f7tt93VYsjLK+oDbbTkFBL/FX478SHWrIrk0SHgwUibZoxJXzFzE1q95tJN0+RCLauDOVoI9WyKIZcBJ3yPKqqTVtNBNM70RwLhGmUyyKCFCdjo2bShcg+JhDBkaInlwyVzrhxQ5MOYcRYNaNxZMveg4x4AJW7oJoyzxmqUvqrHqzb6mmKosIYZmfGpdsSKKaZtBlQM72dFAJrvUU+EKsCwUQxesZY+2gMZszG6CiqgE0izdsY0vh+T2eAWSMhJPStrXL+HWZryaiptHV2TIR3IWAbN0fDoqS4gIpv1oVPMZSSsUdUD7ZfOCOOFnITiGGsnUW8z630LlVB2IiiPVQSYPzMrUAuRYpxAxhEcMCjqKTI0ahXLq2HU4U2QgKWUIdvyrk14xNCb+Ktk48RCITQcVtfsiGJMdF5Gpo3l23iqxAKhLtNTikKfGCYNizskH1i1WYxfH68/7fvjF8Dz2+P1/AUQ/+Rc83HUyzJf5z087DhvfIvLRc/tu477PI6znbsUl8s+Ot7Di9fFGIZ2WX84lX5ZcgYf47LKOHxufxzXR5mXxcQ46/liRDiLX/aMRVTXfcKIS0+ffhi2U1mkRXCXLaARK580Lh5h3KmKHhbdsWHwSATMOziJaMOynUuEGzGf3sdh0Z2CzMNi1+FpkZnsW4dyuLq96xIeV/c7GuTCIjsvXTGjra8TjIMAOzHtw7Jz1/5h2apokAyS5MREzLDY5keDZtAm+5ZFzGHZbNgqVQVzlwkgy7I5RKdb0HbmbitmWHbutmJGUOetFTNy32zYKl0QeXqfH5bzZf+w7Jej367dFefP3+b4/vQfQIU3nu9C9hQAAALmelRYdFNNSUxFUzEgcmRraXQgMjAyMi4wOS4xAAB4nG2TO29cOQyF/8oC24yxY4FviTJSpUk1Tm+4CAZbZr0IXObH5/COgyEWW4xGovj4eMT78uX1ytfT5fTy5fWhftfT5z8vWJ8/H6Zjadv6/XPly4f903O/rEzP/3G+nj7Wy1+v5f7y/Pj68D9ujPWPn6dHHuSc66yDWMzPT48yWDXyzCOnyoRFh09cydAkW4ch4YKYZbHiiFnOK8821goyWHzoNBNYJIzKx0Z4iCCvOisMMSgnKQwzVlWew3WuKsTLJx8xkpPl/EiDyWn9zrywAzqjQhwm4pwwyQiisCO5zahIGel1d7QRhQ2TGLvfmKL8sSEvlvISqqzYRM68gTJPkvIyrqQVqMSOQB9oxvhDg1AuVheRVcqhNSiXZ5g4VlYkDVU0ILBRZizsnrAVV/ZVTakH1IdtGsqXPKyrsiFyrYUGZHi6gL+EWtORagpH9V0C4LIkDKm3KoIDFD6cbMiMxiQ9EKVkFmVIPFscimIYpNIkRR6CIojLRaIetlSxeUu8KCsI0lEA/clAIXjykhCcH5WcD5WYtCbFh0narFIeWWPgA6/ps6IggqNWQCzmdRMyy/tp4hGPKcCJ0fgaykxZfEbqSJODICsfqgpJ1cKzuVCJn5hB9UojqqsmG6N4VFoQGXNsmMtKqpVUQVT/BctLpb4NKHYDqzhM+Vx665gZnwgezbTkx1i4AB2zQISJeTh/e3/7/vXH27+bRm0vb+9/w3nz/RRb7oe59X5Y21qQb2+n2HE/5Z73A9Ne7cQ7W9jmxiGbGwdvbiCKy4aiiGwwtLnBSG5uNIrbxqNI3IDQewPyLQ2IZUsj0rmlIbFuaUhsWxoSI1UXaG3pTLmlawTRu0go1KB4be1UubVRGW1tVMZbG5XJ1kYlcG5UplsblSC2UQliG5XY1kYluq0/nm9rVDK3NSrB7HQqODcqi22dCrGdCreNyuznL6+ZsgLLnFI9AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "# Display all the atom mappings\n", + "jnk1_edges = [edge for edge in jnk1_network.edges]\n", + "for edge in jnk1_edges:\n", + " display(edge)" + ] + }, + { + "cell_type": "markdown", + "id": "8e119e3e", + "metadata": { + "id": "8e119e3e" + }, + "source": [ + "### Storing the network\n", + "\n", + "Created networks can easily be converted to (and also loaded from) as a GraphML representation.\n", + "\n", + "This can allow users of OpenFE to store the network to disk for later use." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "0be4c1f4", + "metadata": { + "id": "0be4c1f4" + }, + "outputs": [], + "source": [ + "# Convert to graphml\n", + "with open(\"network_store.graphml\", \"w\") as writer:\n", + " writer.write(network.to_graphml())" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5ebec1d5", + "metadata": { + "id": "5ebec1d5" + }, + "outputs": [], + "source": [ + "from openfe.setup import LigandNetwork\n", + "\n", + "# load a new network from this graphml representation\n", + "with open('network_store.graphml', 'r') as file:\n", + " network_data = file.read()\n", + "\n", + "new_network = LigandNetwork.from_graphml(network_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "05b277f8", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "05b277f8", + "outputId": "2bd39d43-c089-45a3-bb5f-adea9efe2a02" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "edge 0 molecule 1: benzene\n", + "edge 0 molecule 2: benzaldehyde\n", + "edge 0 mapping: {0: 3, 1: 4, 2: 5, 3: 6, 4: 7, 5: 8, 6: 9, 7: 10, 8: 11, 9: 12, 11: 13}\n" + ] + } + ], + "source": [ + "edges = [edge for edge in new_network.edges]\n", + "print(f\"edge 0 molecule 1: {edges[0].componentA.name}\")\n", + "print(f\"edge 0 molecule 2: {edges[0].componentB.name}\")\n", + "print(f\"edge 0 mapping: {edges[0].componentA_to_componentB}\")" + ] + }, + { + "cell_type": "markdown", + "id": "ac41ea4d", + "metadata": { + "id": "ac41ea4d" + }, + "source": [ + "### The OpenFE CLI\n", + "\n", + "The OpenFE toolkit also has a command line interface which we plan to add several convenience methods to.\n", + "\n", + "For now functionality is limited to atom mapping, but it will be expanded upon as the project grows." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "eecd0fea", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eecd0fea", + "outputId": "c64ee46e-aada-49f0-f8e7-05c3aaa48b9d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Usage: openfe [OPTIONS] COMMAND [ARGS]...\n", + "\n", + " This is the command line tool to provide easy\n", + " access to functionality from the OpenFE Python\n", + " library.\n", + "\n", + "Options:\n", + " --version Show the version and exit.\n", + " --log PATH logging configuration file\n", + " -h, --help Show this message and exit.\n", + "\n", + "Network Planning Commands:\n", + " plan-rbfe-network Plan a relative binding\n", + " free energy network, saved\n", + " as JSON files for the\n", + " quickrun command.\n", + " plan-rhfe-network Plan a relative hydration\n", + " free energy network, saved\n", + " as JSON files for the\n", + " quickrun command.\n", + " view-ligand-network Visualize a ligand network\n", + "\n", + "Quickrun Executor Commands:\n", + " quickrun Run a given transformation, saved as a\n", + " JSON file\n", + " gather Gather result jsons for network of RFE\n", + " results into a TSV file\n", + "\n", + "Miscellaneous Commands:\n", + " fetch Fetch tutorial or other resource.\n", + " test Run the OpenFE test suite\n" + ] + } + ], + "source": [ + "# Call help on the OpenFE CLI\n", + "!openfe --help" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "363f9691", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "363f9691", + "outputId": "b20a66f8-c14f-490e-d761-3b5c01677c13" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "{0: 5, 1: 6, 2: 7, 3: 8, 4: 9, 5: 10, 6: 11, 7: 12, 8: 13, 9: 14, 10: 4, 11: 15}\n" + ] + } + ], + "source": [ + "# Get an atom mapping using the CLI\n", + "\n", + "!openfe atommapping --mapper LomapAtomMapper --mol inputs/benzene.sdf --mol inputs/styrene.sdf" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "3b0dc398", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "3b0dc398", + "outputId": "cec53cce-2f7a-4e0c-98af-fb31cc57c62d" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 22 + } + ], + "source": [ + "# We can also directly visualise the mapping\n", + "!openfe atommapping --mapper LomapAtomMapper --mol inputs/benzene.sdf --mol inputs/styrene.sdf --output test.png\n", + "\n", + "Image('test.png')" + ] + }, + { + "cell_type": "markdown", + "id": "5d609a0a", + "metadata": { + "id": "5d609a0a" + }, + "source": [ + "## 3. Running a Relative Ligand Binding Free Energy Calculation" + ] + }, + { + "cell_type": "markdown", + "id": "d795f993", + "metadata": { + "id": "d795f993" + }, + "source": [ + "Now that we have a set of atom mappings defined, we know which atoms should\n", + "undergo alchemical transformations to capture the free energy cost of\n", + "transforming from one ligand to another.\n", + "\n", + "To simulate this transformation we use the equilibrium RBFE protocol\n", + "implemented in OpenFE. This uses OpenMM to run a Perses-like relative\n", + "ligand binding free energy calculation using a single topology approach.\n", + "\n", + "To achieve this simulation, the following steps need to happen:\n", + "\n", + "1. Create OpenMM systems of both end states\n", + "\n", + "\n", + "2. Create a hybrid topology based on these defined endstates\n", + "\n", + "\n", + "3. Set an appropriate Lambda schedule\n", + "\n", + "\n", + "4. Set a MultiState reporter to write out appropriate coordinates and energies\n", + "\n", + "\n", + "5. Create an OpenMM sampler (in this case we will be using a replica exchange sampler)\n", + "\n", + "\n", + "6. Carry out the necessary simulation steps (minimization, equilibration, and production)\n", + "\n", + "\n", + "The `RelativeHybridTopologyProtocol` class in `openfe.protocols.openmm_rfe`\n", + "implements a means to achieve all the above with minimal intervention.\n", + "\n", + "Here we work through its usage for the benzene -> phenol binding free energy\n", + "test case. As this involves both a relative binding free energy in solvent\n", + "and complex phases, the `RelativeHybridTopologyProtocol` Protocol will\n", + "be used to build two separate `ProtocolDAG` (directed-acyclic-graph) classes, one for each phase.\n", + "These `DAG`s (which contain the necessary individual simulations), are then executed to yield\n", + "the desired free energy results.\n", + "\n", + "**Note: the underlying components used for the creation of OpenMM hybrid\n", + "topologies and samplers is still in flux, originating mostly from Perses.\n", + "Please consider these to be in beta.**" + ] + }, + { + "cell_type": "markdown", + "id": "cc80f3fb", + "metadata": { + "id": "cc80f3fb" + }, + "source": [ + "### Defining the ChemicalSystems\n", + "\n", + "`ChemicalSystems` are OpenFE containers which define the various components\n", + "which exist in a system of interest. You can consider these to be the nodes\n", + "along an alchemical network which are connected by edges which carry out\n", + "calculations along Alchemical states to get free energies.\n", + "\n", + "`ChemicalSystems` take in three different things:\n", + "\n", + "1. A dictionary of the chemical components (e.g. `SmallMoleculeComponent`,\n", + " `ProteinComponent`, `SolventComponent`) defining the system.\n", + "\n", + "\n", + "2. Box vectors (optional), defining the shape and size of the unit cell of the\n", + " system.\n", + "\n", + "\n", + "3. An identifier name (optional), for the `ChemicalSystem`. This is used as part\n", + " of the hash identifier of the `ChemicalSystem`, and can help distinguish between\n", + " otherwise comparable systems." + ] + }, + { + "cell_type": "markdown", + "id": "f5506f1a", + "metadata": { + "id": "f5506f1a" + }, + "source": [ + "In the case of a relative ligand binding free energy calculation for benzene -> phenol,\n", + "four `ChemicalSystems` must be defined:\n", + "\n", + "1. Benzene in complex with T4 lysozyme in a box of water\n", + "\n", + "\n", + "2. Phenol in complex with T4 lysozyme in a box of water\n", + "\n", + "\n", + "3. Benzene in a box of water\n", + "\n", + "\n", + "4. Phenol in a box of water\n", + "\n", + "\n", + "Here we will be passing the previously defined `SmallMoleculeComponents` for benzene\n", + "and phenol. We will also pass a `ProteinComponent` generated from the PDB file\n", + "present under `inputs/181L_mod_capped_protonated.pdb`. Finally, instead of passing\n", + "in a specific box of water, we will define a `SolventComponent` which will contain\n", + "the necessary information for OpenMM's `Modeller` class to add water and 0.15 M NaCl\n", + "around the solute when creating the OpenMM simulation objects." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "0b6c9ec3", + "metadata": { + "id": "0b6c9ec3" + }, + "outputs": [], + "source": [ + "# First let's define the Protein and Solvent Components which we will be using\n", + "from openfe import SolventComponent, ProteinComponent\n", + "from openff.units import unit\n", + "\n", + "protein = ProteinComponent.from_pdb_file('inputs/181L_mod_capped_protonated.pdb')\n", + "\n", + "# Note: the distance from the solute to add water is not defined here but in the\n", + "# the relevant RBFE solver method\n", + "solvent = SolventComponent(positive_ion='Na', negative_ion='Cl',\n", + " neutralize=True, ion_concentration=0.15*unit.molar)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "8c6d6504", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "8c6d6504", + "outputId": "47026705-938a-4e62-f1af-66e9c50334aa" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ], + "source": [ + "# Extract the relevant edge for the benzene -> phenol transform in the radial graph\n", + "benz_to_phenol = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", + "\n", + "benz_to_phenol" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "23b778d6", + "metadata": { + "id": "23b778d6" + }, + "outputs": [], + "source": [ + "# Let's create the four ChemicalSystems\n", + "from openfe import ChemicalSystem\n", + "\n", + "benzene_complex = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", + " 'solvent': solvent,\n", + " 'protein': protein,})\n", + "benzene_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", + " 'solvent': solvent,})\n", + "\n", + "phenol_complex = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", + " 'solvent': solvent,\n", + " 'protein': protein,})\n", + "phenol_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", + " 'solvent': solvent,})" + ] + }, + { + "cell_type": "markdown", + "id": "fdfc694f", + "metadata": { + "id": "fdfc694f" + }, + "source": [ + "### Defining the RBFE simulation settings\n", + "\n", + "There are various different parameters which can be set to determine\n", + "how the RBFE simulation will take place. To allow for maximum\n", + "user flexibility, these are defined within\n", + "`openfe.setup.methods.openmm.equil_rbfe_methods` as a series of\n", + "settings objects which control the following:\n", + "\n", + "1. `SystemSettings`: parameters defining the simulation system, including; nonbonded_method, cutoff, constraints, water constraints, and hydrogen mass.\n", + "\n", + "\n", + "2. `TopologySettings`: parameters defining the creation of the system topologies, including; force field, and solvent model.\n", + "\n", + "\n", + "3. `AlchemicalSettings`: parameters controlling the creation of the hybrid topology system, and the lambda schedule. This includes various parameters ranging from softcore parameters, through to the number of lambda windows to sample.\n", + "\n", + "\n", + "4. `OpenMMEngineSettings`: parameters determining how the OpenMM engine will execute the simulation. This mostly controls the compute platform which will be used to carry out the simulation.\n", + "\n", + "\n", + "5. `SamplerSettings`: parameters determining which equilibrium sampler and their various controls parameters. For now only a replica exchange sampler is available, but one using self-adjusted mixture sampling will be added soon.\n", + "\n", + "\n", + "6. `BarostatSettings`: parameters controling the creation of an OpenMM Monte Carlo barostat. Note: for now OpenFE only calculates RBFEs in NPT conditions. Support for NVT conditions may be added in the future.\n", + "\n", + "\n", + "7. `IntegratorSettings`: parameters controlling the `LangevinSplittingDynamicsMove` integrator used for simulation.\n", + "\n", + "\n", + "8. `SimulationSettings`: parameters controling the simulation plan, including the number of minimization steps, the length of the equilibration and production steps, the trajectory filename, write frequency, and which parts of the system to write coordinates for.\n", + "\n", + "\n", + "These various settings are combined together to create a `RelativeLigandTransformSettings` class. By default these settings use the values which are considered appropriate for RBFE calculations, however these are very system dependent and may not always be suitable for every case. A judicious choice of settings is always advised." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "7d9fe95a", + "metadata": { + "id": "7d9fe95a" + }, + "outputs": [], + "source": [ + "# Settings can be accessed from the various classes\n", + "\n", + "from openfe.protocols.openmm_rfe.equil_rfe_settings import (\n", + " SystemSettings, SolvationSettings, AlchemicalSettings,\n", + " OpenMMEngineSettings, AlchemicalSamplerSettings,\n", + " IntegratorSettings, SimulationSettings\n", + ")\n", + "\n", + "# The documentation on each class can be accessed to know\n", + "# what parameters can be set\n", + "?SystemSettings" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "2cf07be4", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2cf07be4", + "outputId": "207f285d-d255-4632-876a-65eb8ee8a680" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "nonbonded_method='PME' nonbonded_cutoff=\n" + ] + } + ], + "source": [ + "# Classes created without any arguments will use the default options\n", + "system = SystemSettings()\n", + "print(system)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "43d9a59a", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "43d9a59a", + "outputId": "6adde21f-7d8c-4f8b-a24f-fa916462e04d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "nonbonded_method='PME' nonbonded_cutoff=\n" + ] + } + ], + "source": [ + "# Or specific arguments can be passed to override the defaults\n", + "# Here we set the nonbonded_cutoff to 1.2 nm\n", + "system = SystemSettings(nonbonded_cutoff=1.2 * unit.nanometer)\n", + "print(system)" + ] + }, + { + "cell_type": "markdown", + "id": "a93d4daf", + "metadata": { + "id": "a93d4daf" + }, + "source": [ + "The `RelativeHybridTopologyProtocol` class can directly populate the above set of default\n", + "settings through its `default_settings` method." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "2da2945b", + "metadata": { + "id": "2da2945b" + }, + "outputs": [], + "source": [ + "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n", + "\n", + "rbfe_settings = RelativeHybridTopologyProtocol.default_settings()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "85b38150", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "85b38150", + "outputId": "ebda0606-2d74-406c-e430-911c057d05fb" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "SimulationSettings(equilibration_length=, production_length=, forcefield_cache='db.json', minimization_steps=5000, output_filename='simulation.nc', output_indices='not water', checkpoint_interval=, checkpoint_storage='checkpoint.nc')\n" + ] + } + ], + "source": [ + "from pprint import pp\n", + "\n", + "# Parameters can also be overriden after creation\n", + "# In this case, we'll reduce the equilibration length to 0.01 * nanosecond\n", + "# and the production to 0.05 * nanosecond in order to reduce the costs of\n", + "# running this notebook (in practice values of 2 and 5 nanoseconds\n", + "# respectively would be most appropriate)\n", + "\n", + "rbfe_settings.simulation_settings.equilibration_length = 10 * unit.picosecond\n", + "rbfe_settings.simulation_settings.production_length = 50 * unit.picosecond\n", + "\n", + "pp(rbfe_settings.simulation_settings)" + ] + }, + { + "cell_type": "markdown", + "id": "ab0eaea9", + "metadata": { + "id": "ab0eaea9" + }, + "source": [ + "### Creating the RelativeLigandTransform Protocol\n", + "\n", + "With the Settings inspected and adjusted, we can provide these to the Protocol.\n", + "This Protocol defines the procedure to estimate a free energy difference between two chemical systems,\n", + "with the details of the two end states yet to be defined." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "d1829ab6", + "metadata": { + "id": "d1829ab6" + }, + "outputs": [], + "source": [ + "# Create RBFE Protocol class\n", + "rbfe_transform = RelativeHybridTopologyProtocol(\n", + " settings=rbfe_settings\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "76514e28", + "metadata": { + "id": "76514e28" + }, + "source": [ + "### Creating the Protocol DAGs\n", + "\n", + "With the **method** we will be applying (the `Protocol`) defined, we can move onto applying to the alchemical transformation of interest.\n", + "\n", + "The `Protocol.create()` method requires as input:\n", + "- the two `ChemicalSystem` objects defining either end of the alchemical transformation\n", + "- a mapping between the two systems, as a dict\n", + "\n", + "This creates a directed-acyclic-graph (DAG) of computational tasks necessary for creating an estimate of the free energy difference between the two chemical systems.\n", + "\n", + "As previously detailed, we create two sets of simulations, defining\n", + "both the complex and solvent transformations." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "b3237be8", + "metadata": { + "id": "b3237be8" + }, + "outputs": [], + "source": [ + "complex_dag = rbfe_transform.create(\n", + " stateA=benzene_complex, stateB=phenol_complex,\n", + " mapping={'ligand': benz_to_phenol},\n", + ")\n", + "\n", + "solvent_dag = rbfe_transform.create(\n", + " stateA=benzene_solvent, stateB=phenol_solvent,\n", + " mapping={'ligand': benz_to_phenol},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "ddf51710", + "metadata": { + "id": "ddf51710" + }, + "source": [ + "The individual pieces of computational work are called `Unit`s. In this particular Protocol, the Units defined are three independent repeats of the alchemical transformation.\n", + "\n", + "For other Protocols, for example non-equilibrium sampling routines, there might be dependencies between the tasks." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "dd35cb04", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dd35cb04", + "outputId": "aa3008b0-6286-46c0-aba2-868bd6422939" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 2 generation 0),\n", + " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 1 generation 0),\n", + " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 0 generation 0)]" + ] + }, + "metadata": {}, + "execution_count": 33 + } + ], + "source": [ + "list(complex_dag.protocol_units)" + ] + }, + { + "cell_type": "markdown", + "id": "7f5c142d", + "metadata": { + "id": "7f5c142d" + }, + "source": [ + "### Simulating the RelativeLigandTransforms\n", + "\n", + "Individual Units can then be executed by calling the `.execute()` method.\n", + "\n", + "In the first instance we do a dry-run (which does everything but\n", + "starting the simulation) to make sure that the\n", + "hybrid openmm system can be constructed without any issues.\n", + "Note: A successful call to `.run()` will return an empty Dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "981cde0c", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "981cde0c", + "outputId": "812389bc-3730-416b-8154-79e0e1fb4346" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'debug': {'sampler': }}" + ] + }, + "metadata": {}, + "execution_count": 34 + } + ], + "source": [ + "# complex dry-run\n", + "complex_unit = list(complex_dag.protocol_units)[0]\n", + "\n", + "complex_unit.run(dry=True, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "77accb06", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "77accb06", + "outputId": "e0b977c0-7e72-4a49-d3ea-eb0cdb85ed5d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'debug': {'sampler': }}" + ] + }, + "metadata": {}, + "execution_count": 35 + } + ], + "source": [ + "# solvent dry-run\n", + "solvent_unit = list(solvent_dag.protocol_units)[0]\n", + "\n", + "solvent_unit.run(dry=True, verbose=True)" + ] + }, + { + "cell_type": "markdown", + "id": "be9629de", + "metadata": { + "id": "be9629de" + }, + "source": [ + "### Executing the simulations.\n", + "\n", + "The complex and solvent DAGs each contain many invdividual jobs. For convenience we can execute them sequentially in this notebook using the `gufe.protocols.execute` function.\n", + "\n", + "In a more realistic (expansive) situation we would farm off the individual jobs to a HPC cluster or cloud compute service so they could be executed in parallel.\n", + "\n", + "**Note: we use the `shared_basedir` and `scratch_basedir` argument of `execute_DAG` in order to set the directory where the simulation files are written to**" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "9abc4787", + "metadata": { + "id": "9abc4787" + }, + "outputs": [], + "source": [ + "from gufe.protocols import execute_DAG\n", + "import pathlib" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "106ec948", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "106ec948", + "outputId": "45b4589f-2553-40d8-e132-d9460fbd9ea3", + "tags": [ + "nbval-skip" + ] + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tminimizing systems\n", + "INFO:\tequilibrating systems\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 6.826s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:01:01.478413, at Mon Jun 19 21:13:54 2023 (consuming total wall clock time 0:01:08.309348).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 4.048s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:43.563226, at Mon Jun 19 21:13:40 2023 (consuming total wall clock time 0:00:54.454032).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 4.112s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:35.025087, at Mon Jun 19 21:13:35 2023 (consuming total wall clock time 0:00:50.035838).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 4.084s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:28.655503, at Mon Jun 19 21:13:33 2023 (consuming total wall clock time 0:00:47.759172).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 4.079s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:23.190352, at Mon Jun 19 21:13:32 2023 (consuming total wall clock time 0:00:46.380704).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 4.084s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:18.187013, at Mon Jun 19 21:13:31 2023 (consuming total wall clock time 0:00:45.467533).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 4.137s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:13.466825, at Mon Jun 19 21:13:30 2023 (consuming total wall clock time 0:00:44.889416).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 4.190s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.905241, at Mon Jun 19 21:13:30 2023 (consuming total wall clock time 0:00:44.526207).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 4.200s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.425106, at Mon Jun 19 21:13:29 2023 (consuming total wall clock time 0:00:44.251061).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 4.144s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:13:29 2023 (consuming total wall clock time 0:00:43.976222).\n", + "INFO:\trunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.547s.\n", + "INFO:\tEstimated completion in 0:03:43.214373, at 2023-Jun-19-21:17:17 (consuming total wall clock time 0:03:47.769768).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 2/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.253s.\n", + "INFO:\tEstimated completion in 0:03:31.763134, at 2023-Jun-19-21:17:10 (consuming total wall clock time 0:03:40.586598).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 3/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.274s.\n", + "INFO:\tEstimated completion in 0:03:25.423981, at 2023-Jun-19-21:17:08 (consuming total wall clock time 0:03:38.536150).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 4/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.286s.\n", + "INFO:\tEstimated completion in 0:03:20.201092, at 2023-Jun-19-21:17:07 (consuming total wall clock time 0:03:37.609882).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.218s.\n", + "INFO:\tEstimated completion in 0:03:14.723289, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.359210).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.220s.\n", + "INFO:\tEstimated completion in 0:03:09.705014, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.573879).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 7/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.307s.\n", + "INFO:\tEstimated completion in 0:03:05.416579, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.600673).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 8/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.334s.\n", + "INFO:\tEstimated completion in 0:03:01.273375, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.801637).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 9/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.326s.\n", + "INFO:\tEstimated completion in 0:02:57.054411, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.920014).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.252s.\n", + "INFO:\tEstimated completion in 0:02:52.539093, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.673866).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.231s.\n", + "INFO:\tEstimated completion in 0:02:47.976624, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.354646).\n", + 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"INFO:\tIteration took 4.340s.\n", + "INFO:\tEstimated completion in 0:02:35.253005, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.629174).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.283s.\n", + "INFO:\tEstimated completion in 0:02:30.902101, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.574430).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.245s.\n", + "INFO:\tEstimated completion in 0:02:26.481989, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.414690).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 17/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.290s.\n", + "INFO:\tEstimated completion in 0:02:22.172619, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.413059).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 18/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.354s.\n", + "INFO:\tEstimated completion in 0:02:17.964616, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.569712).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 19/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.359s.\n", + "INFO:\tEstimated completion in 0:02:13.760557, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.742835).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.299s.\n", + "INFO:\tEstimated completion in 0:02:09.436430, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.727384).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.278s.\n", + "INFO:\tEstimated completion in 0:02:05.089399, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.671378).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 22/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.271s.\n", + "INFO:\tEstimated completion in 0:02:00.743299, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.613034).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 23/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.356s.\n", + "INFO:\tEstimated completion in 0:01:56.494092, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.729800).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 24/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.381s.\n", + "INFO:\tEstimated completion in 0:01:52.262488, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.889399).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.304s.\n", + "INFO:\tEstimated completion in 0:01:47.941227, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.882454).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.270s.\n", + "INFO:\tEstimated completion in 0:01:43.591109, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.814810).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 27/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.282s.\n", + "INFO:\tEstimated completion in 0:01:39.257477, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.777123).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 28/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.364s.\n", + "INFO:\tEstimated completion in 0:01:34.986859, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.879224).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 29/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.366s.\n", + "INFO:\tEstimated completion in 0:01:30.716331, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.991263).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.331s.\n", + "INFO:\tEstimated completion in 0:01:26.413271, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:36.033177).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.292s.\n", + "INFO:\tEstimated completion in 0:01:22.081032, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:36.002715).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 32/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.273s.\n", + "INFO:\tEstimated completion in 0:01:17.739165, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.942126).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 33/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.358s.\n", + "INFO:\tEstimated completion in 0:01:13.444760, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:36.014001).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 34/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.376s.\n", + "INFO:\tEstimated completion in 0:01:09.158245, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.119515).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.368s.\n", + "INFO:\tEstimated completion in 0:01:04.862829, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.209430).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.310s.\n", + "INFO:\tEstimated completion in 0:01:00.537426, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.205091).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 37/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.290s.\n", + "INFO:\tEstimated completion in 0:00:56.205732, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.175894).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 38/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.371s.\n", + "INFO:\tEstimated completion in 0:00:51.899878, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.249492).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 39/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.390s.\n", + "INFO:\tEstimated completion in 0:00:47.597621, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.352821).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.382s.\n", + "INFO:\tEstimated completion in 0:00:43.287896, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.439482).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.298s.\n", + "INFO:\tEstimated completion in 0:00:38.955170, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.417609).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 42/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.293s.\n", + "INFO:\tEstimated completion in 0:00:34.622349, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.389679).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 43/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.341s.\n", + "INFO:\tEstimated completion in 0:00:30.299191, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.422796).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 44/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.387s.\n", + "INFO:\tEstimated completion in 0:00:25.980833, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.506942).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.377s.\n", + "INFO:\tEstimated completion in 0:00:21.657292, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.572921).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.303s.\n", + "INFO:\tEstimated completion in 0:00:17.324839, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.560482).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.292s.\n", + "INFO:\tEstimated completion in 0:00:12.991969, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.532823).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.347s.\n", + "INFO:\tEstimated completion in 0:00:08.662371, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.559275).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.406s.\n", + "INFO:\tEstimated completion in 0:00:04.333043, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.652126).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.394s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.725795).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tminimizing systems\n", + "INFO:\tequilibrating systems\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 5.225s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:47.062479, at Mon Jun 19 21:20:18 2023 (consuming total wall clock time 0:00:52.291644).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 4.188s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:37.698911, at Mon Jun 19 21:20:12 2023 (consuming total wall clock time 0:00:47.123638).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 4.204s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:31.827871, at Mon Jun 19 21:20:11 2023 (consuming total wall clock time 0:00:45.468387).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 4.201s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:26.776417, at Mon Jun 19 21:20:10 2023 (consuming total wall clock time 0:00:44.627361).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 4.159s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:22.018026, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:44.036053).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 4.135s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:17.441939, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.604847).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 4.187s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:13.010224, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.367413).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 4.254s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.656646, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.283229).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 4.225s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.317968, at Mon Jun 19 21:20:08 2023 (consuming total wall clock time 0:00:43.179683).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 4.168s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:20:08 2023 (consuming total wall clock time 0:00:43.035206).\n", + "INFO:\trunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.521s.\n", + "INFO:\tEstimated completion in 0:03:41.882403, at 2023-Jun-19-21:23:55 (consuming total wall clock time 0:03:46.410615).\n", + 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"INFO:\tIteration took 4.310s.\n", + "INFO:\tEstimated completion in 0:03:20.273311, at 2023-Jun-19-21:23:46 (consuming total wall clock time 0:03:37.688382).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.231s.\n", + "INFO:\tEstimated completion in 0:03:14.944897, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.605442).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.210s.\n", + "INFO:\tEstimated completion in 0:03:09.782337, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.661746).\n", + 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"INFO:\tIteration took 4.333s.\n", + "INFO:\tEstimated completion in 0:02:56.970268, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.817400).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.302s.\n", + "INFO:\tEstimated completion in 0:02:52.636252, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.795316).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.229s.\n", + "INFO:\tEstimated completion in 0:02:48.046179, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.443819).\n", + 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"INFO:\tIteration took 4.352s.\n", + "INFO:\tEstimated completion in 0:02:35.261218, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.640581).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.288s.\n", + "INFO:\tEstimated completion in 0:02:30.923376, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.604823).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.244s.\n", + "INFO:\tEstimated completion in 0:02:26.485332, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.419606).\n", + 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"INFO:\tIteration took 4.389s.\n", + "INFO:\tEstimated completion in 0:02:13.709207, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.660011).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.294s.\n", + "INFO:\tEstimated completion in 0:02:09.385334, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.642224).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.238s.\n", + "INFO:\tEstimated completion in 0:02:04.988956, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.498199).\n", + 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"INFO:\tIteration took 4.352s.\n", + "INFO:\tEstimated completion in 0:01:52.102295, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.581336).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.354s.\n", + "INFO:\tEstimated completion in 0:01:47.847647, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.695294).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.256s.\n", + "INFO:\tEstimated completion in 0:01:43.493435, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.611323).\n", + 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"INFO:\tIteration took 4.347s.\n", + "INFO:\tEstimated completion in 0:01:30.603191, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.721884).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.365s.\n", + "INFO:\tEstimated completion in 0:01:26.332463, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.831157).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.287s.\n", + "INFO:\tEstimated completion in 0:01:22.005429, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.803760).\n", + 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"INFO:\tIteration took 4.360s.\n", + "INFO:\tEstimated completion in 0:01:09.090451, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.907660).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.363s.\n", + "INFO:\tEstimated completion in 0:01:04.796431, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:35.988102).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.308s.\n", + "INFO:\tEstimated completion in 0:01:00.476074, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:35.985979).\n", + 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"INFO:\tIteration took 4.381s.\n", + "INFO:\tEstimated completion in 0:00:47.533535, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.061521).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.383s.\n", + "INFO:\tEstimated completion in 0:00:43.231821, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.159106).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.326s.\n", + "INFO:\tEstimated completion in 0:00:38.911438, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.174658).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 42/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.300s.\n", + "INFO:\tEstimated completion in 0:00:34.585345, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.158404).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 43/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.350s.\n", + "INFO:\tEstimated completion in 0:00:30.268124, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.200888).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 44/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.384s.\n", + "INFO:\tEstimated completion in 0:00:25.954521, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.287679).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.394s.\n", + "INFO:\tEstimated completion in 0:00:21.637650, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.376497).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.338s.\n", + "INFO:\tEstimated completion in 0:00:17.312523, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.406536).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.296s.\n", + "INFO:\tEstimated completion in 0:00:12.983311, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.388517).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.413s.\n", + "INFO:\tEstimated completion in 0:00:08.659783, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.494575).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.391s.\n", + "INFO:\tEstimated completion in 0:00:04.331318, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.565900).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.402s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.649609).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tminimizing systems\n", + "INFO:\tequilibrating systems\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 5.207s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:46.900143, at Mon Jun 19 21:26:57 2023 (consuming total wall clock time 0:00:52.111270).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 4.155s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:37.491912, at Mon Jun 19 21:26:52 2023 (consuming total wall clock time 0:00:46.864890).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 4.187s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:31.652925, at Mon Jun 19 21:26:50 2023 (consuming total wall clock time 0:00:45.218464).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 4.184s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:26.639013, at Mon Jun 19 21:26:50 2023 (consuming total wall clock time 0:00:44.398354).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 4.123s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:21.893006, at Mon Jun 19 21:26:49 2023 (consuming total wall clock time 0:00:43.786012).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 4.137s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:17.357732, at Mon Jun 19 21:26:49 2023 (consuming total wall clock time 0:00:43.394331).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 4.167s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:12.949481, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:43.164937).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 4.220s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.610423, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:43.052114).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 4.226s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.296974, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:42.969742).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 4.183s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:42.862653).\n", + "INFO:\trunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.540s.\n", + "INFO:\tEstimated completion in 0:03:42.796162, at 2023-Jun-19-21:30:36 (consuming total wall clock time 0:03:47.343023).\n", + 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"INFO:\tIteration took 4.331s.\n", + "INFO:\tEstimated completion in 0:03:20.677830, at 2023-Jun-19-21:30:26 (consuming total wall clock time 0:03:38.128076).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.244s.\n", + "INFO:\tEstimated completion in 0:03:15.351128, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:37.056808).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.224s.\n", + "INFO:\tEstimated completion in 0:03:10.240063, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.181890).\n", + 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"INFO:\tIteration took 4.338s.\n", + "INFO:\tEstimated completion in 0:02:57.315944, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.238956).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.276s.\n", + "INFO:\tEstimated completion in 0:02:52.854775, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.068469).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.245s.\n", + "INFO:\tEstimated completion in 0:02:48.328009, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.805139).\n", + 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"INFO:\tIteration took 4.377s.\n", + "INFO:\tEstimated completion in 0:02:35.493107, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.962649).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.318s.\n", + "INFO:\tEstimated completion in 0:02:31.194326, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.991894).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.249s.\n", + "INFO:\tEstimated completion in 0:02:26.753809, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.814424).\n", + 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"INFO:\tIteration took 4.364s.\n", + "INFO:\tEstimated completion in 0:02:13.927217, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.011641).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.357s.\n", + "INFO:\tEstimated completion in 0:02:09.678932, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.131554).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.274s.\n", + "INFO:\tEstimated completion in 0:02:05.307815, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.047957).\n", + 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"INFO:\tIteration took 4.362s.\n", + "INFO:\tEstimated completion in 0:01:52.406777, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.166878).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.360s.\n", + "INFO:\tEstimated completion in 0:01:48.134471, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.268941).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.266s.\n", + "INFO:\tEstimated completion in 0:01:43.765696, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.178533).\n", + 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"INFO:\tIteration took 4.340s.\n", + "INFO:\tEstimated completion in 0:01:30.799067, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.188255).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.366s.\n", + "INFO:\tEstimated completion in 0:01:26.511497, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.278743).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.284s.\n", + "INFO:\tEstimated completion in 0:01:22.165926, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.226121).\n", + 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"INFO:\tIteration took 4.390s.\n", + "INFO:\tEstimated completion in 0:01:09.224974, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.328043).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.386s.\n", + "INFO:\tEstimated completion in 0:01:04.928237, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.427456).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.331s.\n", + "INFO:\tEstimated completion in 0:01:00.606105, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.450374).\n", + 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"INFO:\tIteration took 4.382s.\n", + "INFO:\tEstimated completion in 0:00:47.635475, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.524888).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.375s.\n", + "INFO:\tEstimated completion in 0:00:43.319420, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.597102).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.333s.\n", + "INFO:\tEstimated completion in 0:00:38.990649, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.614717).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 42/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.301s.\n", + "INFO:\tEstimated completion in 0:00:34.653873, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.586704).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 43/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.340s.\n", + "INFO:\tEstimated completion in 0:00:30.325738, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.612417).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 44/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.405s.\n", + "INFO:\tEstimated completion in 0:00:26.005191, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.709925).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.391s.\n", + "INFO:\tEstimated completion in 0:00:21.678473, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.784734).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.376s.\n", + "INFO:\tEstimated completion in 0:00:17.347449, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.843113).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.320s.\n", + "INFO:\tEstimated completion in 0:00:13.010397, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.839952).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.352s.\n", + "INFO:\tEstimated completion in 0:00:08.674748, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.868691).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.409s.\n", + "INFO:\tEstimated completion in 0:00:04.339159, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.957964).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.415s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:37.051086).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + } + ], + "source": [ + "# Finally we can run the simulations\n", + "complex_path = pathlib.Path('./complex')\n", + "complex_path.mkdir()\n", + "\n", + "# First the complex transformation\n", + "complex_dag_results = execute_DAG(complex_dag, scratch_basedir=complex_path, shared_basedir=complex_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "820aaf86", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "820aaf86", + "outputId": "244b6ea9-17b3-4f81-d03b-b424015a40dd", + "tags": [ + "nbval-skip" + ] + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tminimizing systems\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tequilibrating systems\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 1.585s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:14.289953, at Mon Jun 19 21:31:05 2023 (consuming total wall clock time 0:00:15.877726).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 0.620s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.854433, at Mon Jun 19 21:31:01 2023 (consuming total wall clock time 0:00:11.068041).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 0.619s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:06.622818, at Mon Jun 19 21:30:59 2023 (consuming total wall clock time 0:00:09.461168).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 0.620s.\n", + "INFO:\tEstimated completion (of equilibration only) in 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"INFO:\tIteration took 0.701s.\n", + "INFO:\tEstimated completion in 0:00:00.680658, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.032893).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.692s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.057417).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tminimizing systems\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tequilibrating systems\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 0.978s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.815932, at Mon Jun 19 21:31:58 2023 (consuming total wall clock time 0:00:09.795480).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 0.672s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:06.630092, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:08.287615).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 0.662s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:05.427368, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.753383).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 0.673s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.510628, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.517713).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 0.679s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:03.693438, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.386876).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 0.668s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.914076, at Mon Jun 19 21:31:55 2023 (consuming total wall clock time 0:00:07.285191).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 0.666s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.161904, at Mon Jun 19 21:31:55 2023 (consuming total wall clock time 0:00:07.206348).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 0.663s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.428631, at Mon Jun 19 21:31:55 2023 (consuming 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"INFO:\tIteration took 0.632s.\n", + "INFO:\tEstimated completion in 0:00:27.255959, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.238974).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.628s.\n", + "INFO:\tEstimated completion in 0:00:26.500947, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.126184).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.630s.\n", + "INFO:\tEstimated completion in 0:00:25.762794, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:33.029224).\n", + 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"INFO:\tIteration took 0.630s.\n", + "INFO:\tEstimated completion in 0:00:23.648233, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.844768).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.630s.\n", + "INFO:\tEstimated completion in 0:00:22.962388, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.803411).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.629s.\n", + "INFO:\tEstimated completion in 0:00:22.281917, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.767525).\n", + 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"INFO:\tIteration took 0.670s.\n", + "INFO:\tEstimated completion in 0:00:20.334488, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.797562).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.684s.\n", + "INFO:\tEstimated completion in 0:00:19.735747, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.892912).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.672s.\n", + "INFO:\tEstimated completion in 0:00:19.111996, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.951717).\n", + 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"INFO:\tIteration took 0.695s.\n", + "INFO:\tEstimated completion in 0:00:17.294235, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.258144).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.685s.\n", + "INFO:\tEstimated completion in 0:00:16.658333, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.316667).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.686s.\n", + "INFO:\tEstimated completion in 0:00:16.025147, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.385722).\n", + 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"INFO:\tIteration took 0.687s.\n", + "INFO:\tEstimated completion in 0:00:14.091660, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.551572).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.685s.\n", + "INFO:\tEstimated completion in 0:00:13.436244, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.590611).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.699s.\n", + "INFO:\tEstimated completion in 0:00:12.787881, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.652319).\n", + 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"INFO:\tIteration took 0.680s.\n", + "INFO:\tEstimated completion in 0:00:10.797898, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.743433).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.685s.\n", + "INFO:\tEstimated completion in 0:00:10.131987, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.773291).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.684s.\n", + "INFO:\tEstimated completion in 0:00:09.464515, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.801838).\n", + 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"INFO:\tIteration took 0.633s.\n", + "INFO:\tEstimated completion in 0:00:07.412655, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.693886).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.630s.\n", + "INFO:\tEstimated completion in 0:00:06.730475, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.652375).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.632s.\n", + "INFO:\tEstimated completion in 0:00:06.050597, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.614426).\n", + 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"INFO:\tIteration took 0.634s.\n", + "INFO:\tEstimated completion in 0:00:04.022158, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.517981).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.629s.\n", + "INFO:\tEstimated completion in 0:00:03.348218, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.482183).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.633s.\n", + "INFO:\tEstimated completion in 0:00:02.676619, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.457739).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.634s.\n", + "INFO:\tEstimated completion in 0:00:02.005958, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.432633).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.629s.\n", + "INFO:\tEstimated completion in 0:00:01.336105, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.402624).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.631s.\n", + "INFO:\tEstimated completion in 0:00:00.667531, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.376532).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.637s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.363456).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tminimizing systems\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "INFO:\tequilibrating systems\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 0.879s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:07.936918, at Mon Jun 19 21:32:56 2023 (consuming total wall clock time 0:00:08.818798).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 0.611s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:05.992730, at Mon Jun 19 21:32:55 2023 (consuming total wall clock time 0:00:07.490913).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 0.619s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.959390, at Mon Jun 19 21:32:55 2023 (consuming total wall clock time 0:00:07.084843).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 0.623s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.133254, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.888757).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 0.626s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:03.390757, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.781513).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 0.623s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.679125, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.697813).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 0.622s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.992479, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.641597).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 0.661s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.328947, at Mon Jun 19 21:32:54 2023 (consuming 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"INFO:\tIteration took 0.711s.\n", + "INFO:\tEstimated completion in 0:00:25.644808, at 2023-Jun-19-21:33:30 (consuming total wall clock time 0:00:35.617788).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.654s.\n", + "INFO:\tEstimated completion in 0:00:24.828502, at 2023-Jun-19-21:33:30 (consuming total wall clock time 0:00:35.469289).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.633s.\n", + "INFO:\tEstimated completion in 0:00:23.982507, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:35.268392).\n", + 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"INFO:\tIteration took 0.637s.\n", + "INFO:\tEstimated completion in 0:00:21.582055, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.809766).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.635s.\n", + "INFO:\tEstimated completion in 0:00:20.806256, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.677093).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.636s.\n", + "INFO:\tEstimated completion in 0:00:20.052668, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.573565).\n", + 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"INFO:\tIteration took 0.631s.\n", + "INFO:\tEstimated completion in 0:00:17.825707, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.280206).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.632s.\n", + "INFO:\tEstimated completion in 0:00:17.102039, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.204077).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.636s.\n", + "INFO:\tEstimated completion in 0:00:16.383893, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.133111).\n", + 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"INFO:\tIteration took 0.633s.\n", + "INFO:\tEstimated completion in 0:00:14.256236, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:33.943419).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.666s.\n", + "INFO:\tEstimated completion in 0:00:13.580158, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:33.950394).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.687s.\n", + "INFO:\tEstimated completion in 0:00:12.915132, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:33.987189).\n", + 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"INFO:\tIteration took 0.691s.\n", + "INFO:\tEstimated completion in 0:00:10.907978, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.087430).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.690s.\n", + "INFO:\tEstimated completion in 0:00:10.235181, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.117270).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.689s.\n", + "INFO:\tEstimated completion in 0:00:09.559187, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.139953).\n", + 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"INFO:\tIteration took 0.697s.\n", + "INFO:\tEstimated completion in 0:00:07.530735, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.230612).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.697s.\n", + "INFO:\tEstimated completion in 0:00:06.852917, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.264584).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.702s.\n", + "INFO:\tEstimated completion in 0:00:06.174742, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.304123).\n", + 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"INFO:\tIteration took 0.694s.\n", + "INFO:\tEstimated completion in 0:00:04.122803, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.356691).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.684s.\n", + "INFO:\tEstimated completion in 0:00:03.436735, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.367352).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.700s.\n", + "INFO:\tEstimated completion in 0:00:02.751464, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.393304).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.717s.\n", + "INFO:\tEstimated completion in 0:00:02.066107, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.435114).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.640s.\n", + "INFO:\tEstimated completion in 0:00:01.375984, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.399595).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.629s.\n", + "INFO:\tEstimated completion in 0:00:00.687077, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.353854).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.634s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.309411).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + } + ], + "source": [ + "# Next the solvent state transformation\n", + "solvent_path = pathlib.Path('./solvent')\n", + "solvent_path.mkdir()\n", + "\n", + "solvent_dag_results = execute_DAG(solvent_dag, scratch_basedir=solvent_path, shared_basedir=solvent_path)" + ] + }, + { + "cell_type": "markdown", + "id": "e07d1e29", + "metadata": { + "id": "e07d1e29" + }, + "source": [ + "## 5. Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "2accbbd1", + "metadata": { + "id": "2accbbd1" + }, + "source": [ + "Finally now that we've run our simulations, let's go ahead and gather the free\n", + "energies for both phases.\n", + "\n", + "This can be achieved by passing the results of executing the DAGs calling the `gather()` methods of `RelativeLigandTransform`.\n", + "This takes a **list** of completed DAG results, catering for when simulations have been extended." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "fd1332db", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fd1332db", + "outputId": "5b7d8379-d10d-4bf7-eb32-527998843e91", + "tags": [ + "nbval-skip" + ] + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Complex dG: 3.8428725693840384 kilocalorie / mole, err 0.21918456914295942 kilocalorie / mole\n", + "Solvent dG: 1.206767244454323 kilocalorie / mole, err 0.32073333466272824 kilocalorie / mole\n" + ] + } + ], + "source": [ + "# Get the complex and solvent results\n", + "complex_results = rbfe_transform.gather([complex_dag_results])\n", + "solvent_results = rbfe_transform.gather([solvent_dag_results])\n", + "\n", + "print(f\"Complex dG: {complex_results.get_estimate()}, err {complex_results.get_uncertainty()}\")\n", + "print(f\"Solvent dG: {solvent_results.get_estimate()}, err {solvent_results.get_uncertainty()}\")" ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Display all the atom mappings\n", - "jnk1_edges = [edge for edge in jnk1_network.edges]\n", - "for edge in jnk1_edges:\n", - " display(edge)" - ] - }, - { - "cell_type": "markdown", - "id": "8e119e3e", - "metadata": {}, - "source": [ - "### Storing the network\n", - "\n", - "Created networks can easily be converted to (and also loaded from) as a GraphML representation.\n", - "\n", - "This can allow users of OpenFE to store the network to disk for later use." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "0be4c1f4", - "metadata": {}, - "outputs": [], - "source": [ - "# Convert to graphml\n", - "with open(\"network_store.graphml\", \"w\") as writer:\n", - " writer.write(network.to_graphml())" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "5ebec1d5", - "metadata": {}, - "outputs": [], - "source": [ - "from openfe.setup import LigandNetwork\n", - "\n", - "# load a new network from this graphml representation\n", - "with open('network_store.graphml', 'r') as file:\n", - " network_data = file.read()\n", - " \n", - "new_network = LigandNetwork.from_graphml(network_data)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "05b277f8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "edge 0 molecule 1: benzene\n", - "edge 0 molecule 2: toluene\n", - "edge 0 mapping: {0: 4, 1: 5, 2: 6, 3: 7, 4: 8, 5: 9, 6: 10, 7: 11, 8: 12, 9: 13, 11: 14}\n" - ] - } - ], - "source": [ - "edges = [edge for edge in new_network.edges]\n", - "print(f\"edge 0 molecule 1: {edges[0].componentA.name}\")\n", - "print(f\"edge 0 molecule 2: {edges[0].componentB.name}\")\n", - "print(f\"edge 0 mapping: {edges[0].componentA_to_componentB}\")" - ] - }, - { - "cell_type": "markdown", - "id": "ac41ea4d", - "metadata": {}, - "source": [ - "### The OpenFE CLI\n", - "\n", - "The OpenFE toolkit also has a command line interface which we plan to add several convenience methods to.\n", - "\n", - "For now functionality is limited to atom mapping, but it will be expanded upon as the project grows." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "eecd0fea", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Usage: openfe [OPTIONS] COMMAND [ARGS]...\r\n", - "\r\n", - " This is the command line tool to provide easy access to functionality from\r\n", - " the OpenFE Python library.\r\n", - "\r\n", - "Options:\r\n", - " --version Show the version and exit.\r\n", - " --log PATH logging configuration file\r\n", - " -h, --help Show this message and exit.\r\n", - "\r\n", - "Setup Commands:\r\n", - " atommapping Check the atom mapping of a given pair of ligands\r\n", - " plan-rhfe-network Plan a relative hydration free energy network, saved in a\r\n", - " dir with multiple JSON files\r\n", - " plan-rbfe-network Plan a relative binding free energy network, saved in a\r\n", - " dir with multiple JSON files.\r\n", - "\r\n", - "Simulation Commands:\r\n", - " gather Gather DAG result jsons for network of RFE results into single TSV\r\n", - " file\r\n", - " quickrun Run a given transformation, saved as a JSON file\r\n" - ] - } - ], - "source": [ - "# Call help on the OpenFE CLI\n", - "!openfe --help" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "363f9691", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{0: 5, 1: 6, 2: 7, 3: 8, 4: 9, 5: 10, 6: 11, 7: 12, 8: 13, 9: 14, 10: 4, 11: 15}\r\n" - ] - } - ], - "source": [ - "# Get an atom mapping using the CLI\n", - "\n", - "!openfe atommapping --mapper LomapAtomMapper --mol inputs/benzene.sdf --mol inputs/styrene.sdf" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "3b0dc398", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# We can also directly visualise the mapping\n", - "!openfe atommapping --mapper LomapAtomMapper --mol inputs/benzene.sdf --mol inputs/styrene.sdf --output test.png\n", - "\n", - "Image('test.png')" - ] - }, - { - "cell_type": "markdown", - "id": "5d609a0a", - "metadata": {}, - "source": [ - "## 3. Running a Relative Ligand Binding Free Energy Calculation" - ] - }, - { - "cell_type": "markdown", - "id": "d795f993", - "metadata": {}, - "source": [ - "Now that we have a set of atom mappings defined, we know which atoms should\n", - "undergo alchemical transformations to capture the free energy cost of\n", - "transforming from one ligand to another.\n", - "\n", - "To simulate this transformation we use the equilibrium RBFE protocol\n", - "implemented in OpenFE. This uses OpenMM to run a Perses-like relative\n", - "ligand binding free energy calculation using a single topology approach.\n", - "\n", - "To achieve this simulation, the following steps need to happen:\n", - "\n", - "1. Create OpenMM systems of both end states\n", - "\n", - "\n", - "2. Create a hybrid topology based on these defined endstates\n", - "\n", - "\n", - "3. Set an appropriate Lambda schedule\n", - "\n", - "\n", - "4. Set a MultiState reporter to write out appropriate coordinates and energies\n", - "\n", - "\n", - "5. Create an OpenMM sampler (in this case we will be using a replica exchange sampler)\n", - "\n", - "\n", - "6. Carry out the necessary simulation steps (minimization, equilibration, and production)\n", - "\n", - "\n", - "The `RelativeHybridTopologyProtocol` class in `openfe.protocols.openmm_rfe`\n", - "implements a means to achieve all the above with minimal intervention.\n", - "\n", - "Here we work through its usage for the benzene -> phenol binding free energy\n", - "test case. As this involves both a relative binding free energy in solvent\n", - "and complex phases, the `RelativeHybridTopologyProtocol` Protocol will\n", - "be used to build two separate `ProtocolDAG` (directed-acyclic-graph) classes, one for each phase.\n", - "These `DAG`s (which contain the necessary individual simulations), are then executed to yield\n", - "the desired free energy results.\n", - "\n", - "**Note: the underlying components used for the creation of OpenMM hybrid\n", - "topologies and samplers is still in flux, originating mostly from Perses.\n", - "Please consider these to be in beta.**" - ] - }, - { - "cell_type": "markdown", - "id": "cc80f3fb", - "metadata": {}, - "source": [ - "### Defining the ChemicalSystems\n", - "\n", - "`ChemicalSystems` are OpenFE containers which define the various components\n", - "which exist in a system of interest. You can consider these to be the nodes\n", - "along an alchemical network which are connected by edges which carry out\n", - "calculations along Alchemical states to get free energies.\n", - "\n", - "`ChemicalSystems` take in three different things:\n", - "\n", - "1. A dictionary of the chemical components (e.g. `SmallMoleculeComponent`,\n", - " `ProteinComponent`, `SolventComponent`) defining the system.\n", - "\n", - "\n", - "2. Box vectors (optional), defining the shape and size of the unit cell of the\n", - " system.\n", - "\n", - "\n", - "3. An identifier name (optional), for the `ChemicalSystem`. This is used as part\n", - " of the hash identifier of the `ChemicalSystem`, and can help distinguish between\n", - " otherwise comparable systems." - ] - }, - { - "cell_type": "markdown", - "id": "f5506f1a", - "metadata": {}, - "source": [ - "In the case of a relative ligand binding free energy calculation for benzene -> phenol,\n", - "four `ChemicalSystems` must be defined:\n", - "\n", - "1. Benzene in complex with T4 lysozyme in a box of water\n", - "\n", - "\n", - "2. Phenol in complex with T4 lysozyme in a box of water\n", - "\n", - "\n", - "3. Benzene in a box of water\n", - "\n", - "\n", - "4. Phenol in a box of water\n", - "\n", - "\n", - "Here we will be passing the previously defined `SmallMoleculeComponents` for benzene\n", - "and phenol. We will also pass a `ProteinComponent` generated from the PDB file\n", - "present under `inputs/181L_mod_capped_protonated.pdb`. Finally, instead of passing\n", - "in a specific box of water, we will define a `SolventComponent` which will contain\n", - "the necessary information for OpenMM's `Modeller` class to add water and 0.15 M NaCl\n", - "around the solute when creating the OpenMM simulation objects." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "0b6c9ec3", - "metadata": {}, - "outputs": [], - "source": [ - "# First let's define the Protein and Solvent Components which we will be using\n", - "from openfe import SolventComponent, ProteinComponent\n", - "from openff.units import unit\n", - "\n", - "protein = ProteinComponent.from_pdb_file('inputs/181L_mod_capped_protonated.pdb')\n", - "\n", - "# Note: the distance from the solute to add water is not defined here but in the\n", - "# the relevant RBFE solver method\n", - "solvent = SolventComponent(positive_ion='Na', negative_ion='Cl',\n", - " neutralize=True, ion_concentration=0.15*unit.molar)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "8c6d6504", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Extract the relevant edge for the benzene -> phenol transform in the radial graph\n", - "benz_to_phenol = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", - "\n", - "benz_to_phenol" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "23b778d6", - "metadata": {}, - "outputs": [], - "source": [ - "# Let's create the four ChemicalSystems\n", - "from openfe import ChemicalSystem\n", - "\n", - "benzene_complex = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", - " 'solvent': solvent,\n", - " 'protein': protein,})\n", - "benzene_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", - " 'solvent': solvent,})\n", - "\n", - "phenol_complex = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", - " 'solvent': solvent,\n", - " 'protein': protein,})\n", - "phenol_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", - " 'solvent': solvent,})" - ] - }, - { - "cell_type": "markdown", - "id": "fdfc694f", - "metadata": {}, - "source": [ - "### Defining the RBFE simulation settings\n", - "\n", - "There are various different parameters which can be set to determine\n", - "how the RBFE simulation will take place. To allow for maximum\n", - "user flexibility, these are defined within\n", - "`openfe.setup.methods.openmm.equil_rbfe_methods` as a series of\n", - "settings objects which control the following:\n", - "\n", - "1. `SystemSettings`: parameters defining the simulation system, including; nonbonded_method, cutoff, constraints, water constraints, and hydrogen mass.\n", - "\n", - "\n", - "2. `TopologySettings`: parameters defining the creation of the system topologies, including; force field, and solvent model.\n", - "\n", - "\n", - "3. `AlchemicalSettings`: parameters controlling the creation of the hybrid topology system, and the lambda schedule. This includes various parameters ranging from softcore parameters, through to the number of lambda windows to sample.\n", - "\n", - "\n", - "4. `OpenMMEngineSettings`: parameters determining how the OpenMM engine will execute the simulation. This mostly controls the compute platform which will be used to carry out the simulation.\n", - "\n", - "\n", - "5. `SamplerSettings`: parameters determining which equilibrium sampler and their various controls parameters. For now only a replica exchange sampler is available, but one using self-adjusted mixture sampling will be added soon.\n", - "\n", - "\n", - "6. `BarostatSettings`: parameters controling the creation of an OpenMM Monte Carlo barostat. Note: for now OpenFE only calculates RBFEs in NPT conditions. Support for NVT conditions may be added in the future.\n", - "\n", - "\n", - "7. `IntegratorSettings`: parameters controlling the `LangevinSplittingDynamicsMove` integrator used for simulation.\n", - "\n", - "\n", - "8. `SimulationSettings`: parameters controling the simulation plan, including the number of minimization steps, the length of the equilibration and production steps, the trajectory filename, write frequency, and which parts of the system to write coordinates for.\n", - "\n", - "\n", - "These various settings are combined together to create a `RelativeLigandTransformSettings` class. By default these settings use the values which are considered appropriate for RBFE calculations, however these are very system dependent and may not always be suitable for every case. A judicious choice of settings is always advised." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "7d9fe95a", - "metadata": {}, - "outputs": [], - "source": [ - "# Settings can be accessed from the various classes\n", - "\n", - "from openfe.protocols.openmm_rfe.equil_rfe_settings import (\n", - " SystemSettings, SolvationSettings, AlchemicalSettings,\n", - " OpenMMEngineSettings, AlchemicalSamplerSettings,\n", - " IntegratorSettings, SimulationSettings\n", - ")\n", - "\n", - "# The documentation on each class can be accessed to know\n", - "# what parameters can be set\n", - "?SystemSettings" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "2cf07be4", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nonbonded_method='PME' nonbonded_cutoff=\n" - ] - } - ], - "source": [ - "# Classes created without any arguments will use the default options\n", - "system = SystemSettings()\n", - "print(system)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "43d9a59a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nonbonded_method='PME' nonbonded_cutoff=\n" - ] - } - ], - "source": [ - "# Or specific arguments can be passed to override the defaults\n", - "# Here we set the nonbonded_cutoff to 1.2 nm\n", - "system = SystemSettings(nonbonded_cutoff=1.2 * unit.nanometer)\n", - "print(system)" - ] - }, - { - "cell_type": "markdown", - "id": "a93d4daf", - "metadata": {}, - "source": [ - "The `RelativeHybridTopologyProtocol` class can directly populate the above set of default\n", - "settings through its `default_settings` method." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "2da2945b", - "metadata": {}, - "outputs": [], - "source": [ - "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n", - "\n", - "rbfe_settings = RelativeHybridTopologyProtocol.default_settings()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "85b38150", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SimulationSettings(equilibration_length=, production_length=, forcefield_cache=None, minimization_steps=5000, output_filename='simulation.nc', output_indices='all', checkpoint_interval=, checkpoint_storage='checkpoint.nc')\n" - ] - } - ], - "source": [ - "from pprint import pp\n", - "\n", - "# Parameters can also be overriden after creation\n", - "# In this case, we'll reduce the equilibration length to 0.01 * nanosecond\n", - "# and the production to 0.05 * nanosecond in order to reduce the costs of\n", - "# running this notebook (in practice values of 2 and 5 nanoseconds\n", - "# respectively would be most appropriate)\n", - "\n", - "rbfe_settings.simulation_settings.equilibration_length = 10 * unit.picosecond\n", - "rbfe_settings.simulation_settings.production_length = 50 * unit.picosecond\n", - "\n", - "pp(rbfe_settings.simulation_settings)" - ] - }, - { - "cell_type": "markdown", - "id": "ab0eaea9", - "metadata": {}, - "source": [ - "### Creating the RelativeLigandTransform Protocol\n", - "\n", - "With the Settings inspected and adjusted, we can provide these to the Protocol.\n", - "This Protocol defines the procedure to estimate a free energy difference between two chemical systems,\n", - "with the details of the two end states yet to be defined." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "d1829ab6", - "metadata": {}, - "outputs": [], - "source": [ - "# Create RBFE Protocol class\n", - "rbfe_transform = RelativeHybridTopologyProtocol(\n", - " settings=rbfe_settings\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "76514e28", - "metadata": {}, - "source": [ - "### Creating the Protocol DAGs\n", - "\n", - "With the **method** we will be applying (the `Protocol`) defined, we can move onto applying to the alchemical transformation of interest.\n", - "\n", - "The `Protocol.create()` method requires as input:\n", - "- the two `ChemicalSystem` objects defining either end of the alchemical transformation\n", - "- a mapping between the two systems, as a dict\n", - "\n", - "This creates a directed-acyclic-graph (DAG) of computational tasks necessary for creating an estimate of the free energy difference between the two chemical systems.\n", - "\n", - "As previously detailed, we create two sets of simulations, defining\n", - "both the complex and solvent transformations." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "b3237be8", - "metadata": {}, - "outputs": [], - "source": [ - "complex_dag = rbfe_transform.create(\n", - " stateA=benzene_complex, stateB=phenol_complex,\n", - " mapping={'ligand': benz_to_phenol},\n", - ")\n", - "\n", - "solvent_dag = rbfe_transform.create(\n", - " stateA=benzene_solvent, stateB=phenol_solvent,\n", - " mapping={'ligand': benz_to_phenol},\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "ddf51710", - "metadata": {}, - "source": [ - "The individual pieces of computational work are called `Unit`s. In this particular Protocol, the Units defined are three independent repeats of the alchemical transformation.\n", - "\n", - "For other Protocols, for example non-equilibrium sampling routines, there might be dependencies between the tasks." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "dd35cb04", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[RelativeHybridTopologyProtocolUnit(benzene phenol repeat 2 generation 0),\n", - " RelativeHybridTopologyProtocolUnit(benzene phenol repeat 1 generation 0),\n", - " RelativeHybridTopologyProtocolUnit(benzene phenol repeat 0 generation 0)]" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(complex_dag.protocol_units)" - ] - }, - { - "cell_type": "markdown", - "id": "7f5c142d", - "metadata": {}, - "source": [ - "### Simulating the RelativeLigandTransforms\n", - "\n", - "Individual Units can then be executed by calling the `.execute()` method.\n", - "\n", - "In the first instance we do a dry-run (which does everything but\n", - "starting the simulation) to make sure that the\n", - "hybrid openmm system can be constructed without any issues. \n", - "Note: A successful call to `.run()` will return an empty Dictionary." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "981cde0c", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/richard/code/openfe/openfe/protocols/openmm_rfe/_rfe_utils/compute.py:47: UserWarning: Non-GPU platform selected: CPU, this may significantly impact simulation performance\n", - " warnings.warn(wmsg)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "data": { - "text/plain": [ - "{'debug': {'sampler': }}" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" } - ], - "source": [ - "# complex dry-run\n", - "complex_unit = list(complex_dag.protocol_units)[0]\n", - "\n", - "complex_unit.run(dry=True, verbose=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "77accb06", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "data": { - "text/plain": [ - "{'debug': {'sampler': }}" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" } - ], - "source": [ - "# solvent dry-run\n", - "solvent_unit = list(solvent_dag.protocol_units)[0]\n", - "\n", - "solvent_unit.run(dry=True, verbose=True)" - ] - }, - { - "cell_type": "markdown", - "id": "be9629de", - "metadata": {}, - "source": [ - "### Executing the simulations.\n", - "\n", - "The complex and solvent DAGs each contain many invdividual jobs. For convenience we can execute them sequentially in this notebook using the `gufe.protocols.execute` function.\n", - "\n", - "In a more realistic (expansive) situation we would farm off the individual jobs to a HPC cluster or cloud compute service so they could be executed in parallel.\n", - "\n", - "**Note: we use the `shared_basedir` and `scratch_basedir` argument of `execute_DAG` in order to set the directory where the simulation files are written to**" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "9abc4787", - "metadata": {}, - "outputs": [], - "source": [ - "from gufe.protocols import execute_DAG\n", - "import pathlib" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "106ec948", - "metadata": { - "tags": [ - "nbval-skip" - ] - }, - "outputs": [], - "source": [ - "# Finally we can run the simulations\n", - "complex_path = pathlib.Path('./complex')\n", - "complex_path.mkdir()\n", - "\n", - "# First the complex transformation\n", - "complex_dag_results = execute_DAG(complex_dag, scratch_basedir=complex_path, shared_basedir=complex_path)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "820aaf86", - "metadata": { - "tags": [ - "nbval-skip" - ] - }, - "outputs": [], - "source": [ - "# Next the solvent state transformation\n", - "solvent_path = pathlib.Path('./solvent')\n", - "solvent_path.mkdir()\n", - "\n", - "solvent_dag_results = execute_DAG(solvent_dag, scratch_basedir=solvent_path, shared_basedir=solvent_path)" - ] - }, - { - "cell_type": "markdown", - "id": "e07d1e29", - "metadata": {}, - "source": [ - "## 5. Analysis" - ] - }, - { - "cell_type": "markdown", - "id": "2accbbd1", - "metadata": {}, - "source": [ - "Finally now that we've run our simulations, let's go ahead and gather the free\n", - "energies for both phases.\n", - "\n", - "This can be achieved by passing the results of executing the DAGs calling the `gather()` methods of `RelativeLigandTransform`.\n", - "This takes a **list** of completed DAG results, catering for when simulations have been extended." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fd1332db", - "metadata": { - "tags": [ - "nbval-skip" - ] - }, - "outputs": [], - "source": [ - "# Get the complex and solvent results\n", - "complex_results = rbfe_transform.gather([complex_dag_results])\n", - "solvent_results = rbfe_transform.gather([solvent_dag_results])\n", - "\n", - "print(f\"Complex dG: {complex_results.get_estimate()}, err {complex_results.get_uncertainty()}\")\n", - "print(f\"Solvent dG: {solvent_results.get_estimate()}, err {solvent_results.get_uncertainty()}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6d60f1f3", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file