{ "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": "93fa27671a4047b3a3db450886cd7389", "version_major": 2, "version_minor": 0 }, "text/plain": [] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a27e4b6bd91b4cfd8adb112947a8c66f", "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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\n", "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.setup 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 hashing based on the molecule smiles so as to aid in tasks such as serialisation" ] }, { "cell_type": "code", "execution_count": 5, "id": "d0fa4698", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hash: MoleculeHash(smiles='[H]c1c([H])c([H])c([H])c([H])c1[H]', name='benzene')\n" ] } ], "source": [ "print(\"hash: \", ligand_mols[0]._hash)" ] }, { "cell_type": "markdown", "id": "b24a3ffa", "metadata": {}, "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:" ] }, { "cell_type": "code", "execution_count": 6, "id": "29b7c68a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "openff.toolkit.topology.molecule.Molecule" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(ligand_mols[0].to_openff())" ] }, { "cell_type": "markdown", "id": "de4592a7", "metadata": {}, "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 currently the only implemented Mapper in OpenFE,\n", "however in future work we will look to implement various other ones, such as\n", "the rjmc mapper from Perses. Long term, users will be able to pass serveral\n", "mappers and atom mapping scoring methods on network generation." ] }, { "cell_type": "code", "execution_count": 7, "id": "5b89da93", "metadata": {}, "outputs": [], "source": [ "# Create network from the two molecules\n", "from openfe.setup.ligand_network_planning import generate_radial_network\n", "from openfe.setup.lomap_mapper import LomapAtomMapper\n", "\n", "network = generate_radial_network(ligands=ligand_mols[1:],\n", " central_ligand=ligand_mols[0],\n", " mappers=[LomapAtomMapper(threed=True),])" ] }, { "cell_type": "code", "execution_count": 8, "id": "9f92262f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "edges = [edge for edge in network.edges]\n", "edge = edges[5]\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", "\n", "We can visualise this network using the openfe `atommapping_network_plotting` \n", "method as shown below.\n", "\n", "_Note: this visualisation can be used both in in a notebook or over a command line, however there are some performance issues when interacting within a notebook at the moment_" ] }, { "cell_type": "code", "execution_count": 9, "id": "1c983e93", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from openfe.utils.atommapping_network_plotting import plot_atommapping_network\n", "\n", "plot_atommapping_network(network)" ] }, { "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 molA to molB**" ] }, { "cell_type": "code", "execution_count": 10, "id": "ce9c2525", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "molecule A smiles: [H]c1c([H])c([H])c([H])c([H])c1[H]\n", "molecule B smiles: [H]Oc1c([H])c([H])c([H])c([H])c1[H]\n", "map between molecule A and B: {0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8, 9: 9, 10: 12, 11: 11}\n" ] } ], "source": [ "transform_edges = [edge for edge in network.edges]\n", "print(\"molecule A smiles: \", transform_edges[0].molA.smiles)\n", "print(\"molecule B smiles: \", transform_edges[0].molB.smiles)\n", "print(\"map between molecule A and B: \", transform_edges[0].molA_to_molB)" ] }, { "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": 11, "id": "0c0aee78", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get the edge with phenol\n", "edge = [edge for edge in network.edges if edge.molB.name == \"phenol\"][0]\n", "edge" ] }, { "cell_type": "code", "execution_count": 12, "id": "cdcfae45", "metadata": {}, "outputs": [ { "data": { "image/png": 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FHFXPrhPCwsK+fv3q7u7+v//9j+hYIA1q2rTprVu38H2iZWzYsOHWrVuGhoa+vr6GhoaRkZHdunVLS0vTfpC15+DgcPbs2ZycHDqdbmb2/UuqTCZLTk4mkUguLi7EhgcRDu4j1AwUzZzmpTyh/lmJ2Ccxl0Em3fawMdf5XozNcLyP6XJi7jrKZDI+n4//zGKxytQOzc/Pd3Fx4XK5169fHzx4MBEBQnVLQkKCp6dnQkKCqanpuXPnevfuTXRE1fP3339HRkampaVNmTJly5YtJBIJABAfH+/u7t60adOUlBSiA4QIBkeEmkEimS5dC34kmG769L6GegIFGpbz81Ab7rkT0qQEQqK7ePFi7969/fz8/Pz8ZDJZmUdXrlzJ5XJHjBgBsyCEc3V1ffbs2YABAwoLCwcMGLB7926iI6qGjIyMXbt2PX78+Nu3bx8+fLh8+TLeDlfK1A8oKop5WRSxM2/5/3IWzChYv5x3PkqWlaHeN4GJUFPorTsw+w1RXq62NaYiyPnCko9CyfcmVFEY8hchsWVnZ8+fP//s2bNnz56l/ljjinv37t2RI0eoVGpISAghsUF1k7Gx8fXr1wMCAuRy+YIFC/z8/KRSKdFBVQmFQpHL5SKRiEwmU6lU8o/6+HClTF2HYbxLp1MHdspd9Dvn0B7+3RvCpw94l88V7ticMW5g1u/jpF/j1PVWMBFqkMni1QhdF/+5CY3iY26AArAxo0h5M1r0+pngwW3tB5aTk/Po0aOFCxcqvx0r+fv7oyi6cOFCOHEClUEmk4OCgk6ePKmrqxsREdGvX7+8vDyig/o1KyurTZs2jR8/3svLq3fv3sOHD8fb4UqZugzlcbNnebO3b0A5bFTAB6WW2WNiESYWi9/HZM4Yra5jz+EcoWYV/b2dc/D7fSSBAh3wJStfpghrajbc6PsJ7zo2TezO30b+OyzTtNTUVA6HY2ho6OPjs27dugEDBuDtp06dmjRpkrm5+devXw0NDbUZElSPvHv3zsvLKz093dbW9tKlSx06dCA6ompLSEgYOHBgenr63bt3+/bt++snQFqECviZU0bKc7Iu5RVx5ei0H4ecK6VKZPeKRV306S2NDQ0nzzKes6SW7whHhJplNHMOxfL7iQ0MMsnfigUACMrkiNDv3z9kWencU0e0HFXTpk3btWvn5OQ0fPjwd+/e4Y0ikWjFihUAgM2bN8MsCFWibdu2b9686dWrV2ZmZs+ePY8fP050RFUlEonOnTs3YMAAd3f39PR0PT09f3//b9++ER0X9B/5K+fL87IxmfRQHm9rtorV9XFC6Zasold8MSoWFZ88JHhU9uyU6oKJULMQGt1k3jLl5VhT/ZZ6tFyZ/EAeV9nIObhbUZivzaiWLFly9OjRmzdvnjx5UrkiJjg4OC0trW3btjNmzNBmMFB9ZGZmdvPmzd9//x0/rnnhwoUKhYLooCqEYdiTJ09mzpxpbm4+bty4O3fuMJnMsWPHmpmZffr0qUuXLo8fPyY6Rug74bOHwphXmETy664AAAAwkajgr+VY7WasYSLUOOZgT3qb7/eOSACssTNGAIjI42ZJv9/1RoUC9r5QbYa0YsUKgUDw/v3706dP4+XTMjMz8dUxYWFh+OJyCKocjUY7cOBAeHi4jo7Orl27hg8fXlxc/OunaVdOTs7OnTtbt27ds2fPI0eO8Pn89u3bh4eHZ2dnnzt37uPHjyNGjMjLy+vbt29wcDDRwUIAAFC0NwQTCX/drxRMIuHfLLvcoVrgHKE2SGI/Zk4fpTyhfmFqwTWOYIQRY0fT73t76W06WO8/iejoEBXhxIkTT58+PWHChFOnThEVA1RPPXnyZOzYsXl5ec7OztHR0R4eHkRHBBQKxf379yMiIqKjo/ENQlZWVj4+PrNmzXJ2di7Tc9WqVXgW9PX13b17N1W7E/Ya9TCu6MD99Lux7AKuRIEBPRrZw5o5ubv19F62LD3CfttUQlFUmDasByb9PhwcEZedIpHFtrEv0+1fjmBBasEqW+MZP6YP6W062hw6W+P3hYlQS/LXLSu5ch7/OVcmHxCbJUKxnU3N2tvZsKb5MfoMAv/d1a5NMTEx3t7edDo9Li7O3r7s3zkI+qXMzMxRo0a9efNGX1//+PHjXl5eREUSFxd37NixI0eO5OfnAwCoVOrAgQN9fHxGjRpVyVlLp0+fnjVrllAo7N69+/nz5y0tLbUYskZ8zRFM3vs+PkcgkMjL/I7Xo5FICLJhrMvCwU2J+62jmuDR3fw1i1B+CX5Z9USI0HUdn36p8fvCRKgliqLCdK8+qOB7PZeNmUVRBSVl/4YSR0dHZ+7cufC4JajGxGKxr69vZGQkgiDLly/fsmULosXfsjweLzo6OjIy8s6dO3iLu7v7tGnTZsyYYW5uXpVXeP/+vZeXV1pamo2NzaVLlzp27KjJeDXrzufCUdtjhFIFWvEvGAaN3Ke5yYWF7aiUOjQVwj0XWbRjMyr5XtV2RFx2vEhqRS37DUaEYhy54j+JkKLj8OA9SVevZu8Lj6PUErKxqdHMOezdW/FLtqGJPJ9naGhYF44/LS4u5nK5pYsRQ1B10en0Y8eONW/efOXKlcHBwampqYcPH2YwGJp+35iYmIiIiBMnTggEAgCAoaHh+PHjp06d2qNHj2q9Tps2bd68eePt7f3gwYPffvtt//7906ZN00zImvUqudhre4xA8mPtUlEyyHgKeBlAIQN0FjBvCex7AjJVIFHci2WP3/3u0qL2hMb7XwoUA//J3iQE9DTQLdMrQyJ7VvLfxVkIUM491QAcEWoPJpNljBtI0mUkDRzVd+ZsOp3+5csXBwcHouMCGRkZbm5uIpHo4cOHPXv2JDocqH67fv36pEmTiouLW7VqFR0d3bRpU028S1ZWVlRU1IEDB5KTkwEAJBKpa9euPj4+kydPrk32lcvlS5Ys2bVrFwDA19d379699evweqFU4ej/IJ8rwQAAmAK83geSbgIEAYb2gEIHJdlAwgUMM9BzDTB2AgAw6ORdUz1m9rYjOvDv+Hf+LfgrEBVU/9aoDtXxeXyNJ5jq0KC4wUN0dKz3Rlofv7R8XziGYcuXL68LWRAAYGdnt3TpUgzDFi5ciNbiWxUEAQCGDBny6tUrd3f3jx8/duzY8d69e2p8cYlEcu7cuREjRjg4OAQGBiYnJ9vY2AQEBCQmJj558sTX17eWY1AKhbJz587w8HAqlRoRETF8+HAOp+6eElPe9mupJSL598HNu0Mg6Qaw6Qi8joGhe8DAEDA6CnTxB6JicH8VEBUBAARixeITcSJpXdn6QnNrDuRlqx9XhY5909oss4CJUKso1rZHjh1//fq1ra0tfuBfHREYGGhvb//u3bujR48SHQtU7zk7O798+dLT05PNZg8aNEgtOxNiY2MDAwPt7OzGjRt39epVMpns7e19+fLltLS0oKAgR0fH2r+Fkq+v77179ywsLG7evNmpU6fY2Fg1vrjmoBi243qqEM9q/FyQcBkY2oOeq4Cu8fceCAk4DgDtZwNJCfh8+vuzUHD2ZQ5BIZdFsbDGsGp/F0dodOawUbV5X5gItaqkpGTNmjUAgK1bt2ph+qTqdHV1N2/eDABYsWIFl8v9ZX8Iqpy+vv6lS5f+/PNPhUIRGBg4depUkUhUg9cpLi6OiIjo0KFDixYtgoODCwoKPDw8goKCMjMzz549O2LECGUR7arIysq6fbtK1X27d+/+5s2bjh07JiUldenS5dKlSzUIXstiUnkyxY8skv4YYBhwGQ5I5W7tOg0CVCZIewQABgAoEctPPKkr6wMKg9fWYGs8QkIMvcbX5n1hItSqjRs35uTkdO3adcKECUTHUtbEiRN79uyZn5+/ZcsWomOBGgIEQdatW3fq1Ck9Pb2oqKh+/frl5FR15IGi6J07d3x8fGxsbPz8/GJiYlgslq+vb0xMTGxsbEBAgKmpadUjkUqlV65cGTdunIODw8SJEyVVq1pia2v76NEjHx8fPp8/ZsyYwMDAujtxgKKil08f7jooF31fbwmKkgAAwExVSXESBZi4AGkJ4OfiDe/SeCq6aR33zHHepdPVfRZJV8/oj8Ukg1qtOoSJUHuSk5N37txJIpHCwsK0ubK8ihAEwcvK7Nix4+vXr0SHAzUQ48ePf/bsmYODw/Pnzzt06PDy5cvK+2dmZgYHBzdr1mzAgAGRkZFisbh///7Hjh3Lzs4ODw9v165dtd7948eP/v7+NjY2I0eOPHfuHJlM7tevX9Wn/fClsPi/i+DgYE9PTx6vTuQMJXlebvHR/elevbPnTEmPSxWDH9vkJVwAAKBXkB7wm6Xi7/d+ioU1mZZTL/H7N+wdG8s09jLUHcpScefMmkoZbsRwpOsgdLpu+y6sybNq+e71aUFUfbd48WKJRDJz5sxOnToRHYtq7dq1mzZt2pEjR5YvXx4dHU10OFAD0bp169evX48fP/7evXu9evX6+++/y9ezFYvFV65ciYiIuHv3Lr6U3c7ObtKkSX/88UcN1pRxudwzZ84cP3786dOneIuHh4ePj8/MmTPNzMyq+2oLFy50dXWdNGnS1atXe/ToER0drd4pyRrApBLBo7u8iydFr54B1Sv/Kx3k4PNwSF0ZCMlzsnKX/YH9OCS8UKaQYpg1lbLU2khl/zYMWlhTM0RXj9H1N/PNu2pfjQRun9CSe/fu9evXT19fPyEhwcrKqqJusbGxyvPSNOTq1avNmzev6NG8vDxXV1cul3vjxo1BgwZpNBKoUZHL5atXr1YWM9uzZ4+Ojg4AICYm5vjx4ydOnGCz2QAAOp0+YsQIX1/ffv36VffGCYqiz549i4yMrP22wvKSkpI8PT2/fPlibGx85syZ/v371/IFa0YS96nk6kX+9X8U3LLj2lOsHpvNx4gwAMhU8DQYpD0Cg3fh2yTKurcK5L4HnkcAwxwAYIwJs9e40txbaiH+8jCJOGvWOEncJwBAllRuQCbNTs5PFcsONjNvqUdT+RQSg4lQyCaL1+oPH62WGOCIUBsUCoW/vz8AYPXq1ZVkQQCARCLR9KEwlU+QWFhYrFixIjAwcPHixe/fv9chrvwp1MBQKJSgoCAnJ6d58+ZFRER8/vx50KBBZ8+eVa7J7NKly8yZM8ePH29gUPb8uV/CtxVGRESkpKQAAEgkUvfu3X18fKZMmaKnV8NqI2U0a9bsxYsXPj4+0dHRgwcP3rRpU0BAgFpeuSpQHpd/51/e+ShJgupCYlwFmp32UvLuKTD1AB3nABMXkPYIFMSqSIQKKWB/BXQWngUBAO7C9OzZf5qtC2H2H6LRT6EChuWvXy6J+5QplW/OLIrhS1roUd/wxeY6ZAudn+kJoVDIRiaYQkHS16e6tdDvN0Tvt/5qLM4MR4TasHv37gULFjg6On758oVGU/0dByeVSrOysjQajI2NTeVlhaVSaYsWLRITE3fv3j1v3jyNBgM1Qk+ePBkzZgyHw8HLYRsbG48dO3bOnDmtW7eu7ktJJJLLly8fP378+vXr+DlQtra2kydP9vPz09BGfgzDtm7dunLlShRFJ0+efODAAV3dsnVP1AlFRa+f8y6eFDy8rbxzWJoCAw95wgts/j2uSIb/MjewBcP3A2ER+GcGYFqAoXsB+b//3uOjwdsDwH00aDsLAMBAJevyzozivgQIYjRrrrHfIqDF82c4h/cW7Q0BAIhQDMUw3+T8l3wxjYSccrFs9WM4iJDJVvsidTt01VwYMBFqHIfDcXZ2ZrPZ0dHRnp6eRIdTJdHR0aNGjTIyMvr69Wu1ludBUFVcunRp9OjRpqamBw8eHDp0aA1uPMTGxkZGRh46dKiwsBAAQKPRRo4cOXXq1KFDh1ZrQ0XNnDt3bsaMGQKBoF27dpcuXWrSpIna30KWlsq7fI5/7aK8IE9lh1SJ7EqR4AKbjx/oRgKgq74uq2mPe25+IoouAAB8OA5izwDLtqDzQsAwAwAADAXJN8Gb/YBmAIbuAzR9AIC+QvQ8aQUd+55l9RhKbMUAACAASURBVLr3sdi8k8TUV/snKk/4/FHOgpkA/b6dP4Yvmfg1BwUgyN50rAlT2c00YL3hOB+NRgJvjWrcmjVr2Gx2375960sWBAB4eXkNGjTo5s2b69ev3717N9HhQA1NUVERAGDIkCH4P4r4+PjSlRzWr19f0Y2T4uLis2fPhoeHv337Fm/BV8H8/vvvJiYmGo/7B29vb1dXVy8vr7dv33bp0uXixYtdunRRyyv/chWMBMXucYWnC/nPSkT4w01pOiOMGWNNmNZUioiU1gfIxEAXAwC0mgoUEpDwD7g8Axg0ATq6gJcJpHygbwN6rcGzoJ6C3+HlXwpDCSB/HwUKn97P9PG0DI2gNm2mlk9UEVlaSt6K+cosmC2Vz0nJRwEYzGKUzoL6w8doOgsCOCLUtC9fvrRu3RrDsHfv3rVsScxcdM18+fKlTZs2KIrWu8ihum/p0qWhoaGbNm1auXIlAIDL5SYlJeE/zJ07NzY2tszp0CiK3rt37/jx4+fPn8c35hsZGXl7e//xxx9t27Yl5CMAANhs9vjx4+/evUuj0fbt2zdz5szavJok7hPv4in+jcuoUKCyw2eh9HRhyRWOQKBAAQB0EtLHUG+CKbObvm7pNUUfde0n2y0UkX58k+CmgfQngJsBFBKgawwsWgO7bvguezoqNX+5NT31uYsuda2t8fViQYkCHWrE6G+oR2IwzTfsYPTS1IIgVCjImjZKmpKIX4pRbNLX3I9CiRWVst7OpK/h97vN9FbtrMNPIZo/IRImQs0aPHjwzZs3582bVx/HVfPmzdu7d2/fvn3v3r1LdCxQgzJ8+PBr165dvHhx1Kj/VMbCKy7NnTtX2ZKRkXHy5Mn9+/fji8hIJFLfvn19fX09PT3rwgm6FS2FrToFu4B/6yrvn7PSxHiVHQpkimscwXk2P170veRKCz3qBFP9kcYMvQom8165D55NHi5CkUoKAOhh0i6CrwEpe+cn534VSakIssiaNcSIMTMp76CTRRMaBZDIJnOXsqb5qf+oVBTNWTxb+PhnEdpFqQVXOAIjCsmJTvXQpQ4zYrRn0sim5raR/1DMtXE2JEyEGlTfZ9rq4+wmVC84OTmlpKR8+fLF3f1n6ROZTNahQ4enT58ymczy2wqdnZ0nTZo0Y8aMOnh29IkTJ2bPni0SiXr27Hn+/PkqnYCIKkSvX/AunhQ8uIXJ5eUfV2DgBV90upB/u1iIH1xqrkMeYsQYZ8J01VX9DYBsas7sP9Rg1ARqM9fEXMHkvR/iskqEUhT97y95XSBDMHRJ/hUfzgMEYEIUXfat8GaxkIyAxdZGcULpeFP9rvp0vDNz0AjztcEIXZ0Lgti7txYf/Vt5GZ7H3ZbFYZBJM80NLHTIAABnOrWDsYHNwTO05tVeP1UzMBFqSsNYe1n19a4QVEVisZjJZJJIJD6fX3pUFxUVFRcXt2nTJgDA2rVrN2zYAABgMBje3t4zZ87s0aOH9usxCYXC6Ojo4uLiUaNGVb7x6fnz52PGjMnJybGzs7t06VL79hUe8if7lsy7cr7k8nlFUaHKDsli2UU2/0IRv1CmAACQEdCFqTvBlDmApUdR+SdAIut27GIwehKj90Dkv4dGPYovOnAv/e4Xdn6xRIEBJp3ibs2c1Mlk6P3d5IfXlN0wACLyuKFZHBQAJpl028PGTOfngiOaq4dlSDjF2raSj191gns3cpfPUU5/PuGJZiXnoRjY7Wg2uFQRGfO1wfqe49TyjlUBE6GmBAUFrVixwsPDo17vxlMoFG3btv306VNQUJA2d01BDdiHDx/atGnj5uYWFxdXur1r164XL17E801ycjJ+vvy4ceP09bWxglGlgQMHduzY0c3NbevWra9evap8p0R2dvbo0aNfvnzJYDCOHj06duzY0o+iAr7g/q2Sfy9WtAqGr0Bvc4XRbIFyFYwTXWe0CXOsCdOEonodLLVpM/3hY/RHepONq7lQCMOKj4Wz924rfZjtjWLBwtQCBQY89Kh/O5rblDoXnswysgjeW/sNDNKvcVkzx6IiIX6ZKpGNic/hKVB/K9Y8q5/V4FhTfjdZtKqW71UtMBFqRF5enouLC4/HawD1WapYEweCquj06dMTJ04cNWrUxYsXlY13796Nioo6cuQIgYGVwefzXV1d8X29fn5+gwcPLjOjWZ5EIpkzZ87hw4cRBFm+fPnmzZtJJJL483veuUj+neuYWPX5G/gqmMtFAiGKAgCYZFJ/Q71RJozu+qrzLompzxw80mCkdy3vHPLv/Fuwbhmelr5JZIFpbE8jxpECXopYZkwh725q1vnHDVIAAEImmyxebThheo3fTsHlZE31kmWl45cCBTo2ISdRLBvI0tvraK4c6up27m61+yhC1uqOhrpSa66BWbFiBY/H8/T0rDwLPn36tMyX4jqob9++I0eOLCkpWb16NdGxQA1BfHw8AKD07CAAoF+/fnUqCwIAmEymkZHRgwcPvnz5kpiYmJmZ+cun0Gi0Q4cOhYeHUyiU4ODgESNGcLlc0YsnJVcvls+C+TJFeB63X2yWV3z26cISIYq20KNubGLyvKVdiIOpyixIc29ptmqz/Y0XZis21n7+jNl/qM2RCzo2dgCA6Yl5XLniRrHQlEJ216MWyRXTk/LOFpYoO2MKReG29QWbVqrc1/9LmFyet3yuMguiACz6VpgoljnRdbbamyqzIMXa1mLzbi1nQQBHhJrw9u3bjh07UiiUT58+ubi4VNTt5s2b8+fP79OnT3h4uDbDq4Hk5OTmzZvLZLLnz5/X2YrhUH0xfvz4s2fPHj9+fOrUqUTH8gtJSUm7d++m0WiZmZnDhw+fNGlSFZ/46NEjb2/v/Px8FxeXC4cP6vrPUG6Yk2HYY57oUpHgVrFAgQEAgIUO2cuYOd5UvwlNdQKgmFsyh3oZjJqgY6v+hUIKLicvcL7o1dOfLRjYns0Jz+MCACaY6q+zMy49N0lv3cFy2z6ySfVqlxcGreWei1Rebs/m7Mvlsiiki67Wyk9N0tOzOXKR2sy1Vp+nRmAiVDMMw3r16vX48eOAgICgoKCKugmFwt69e/v7+z98+LDuJ0IAQEBAwNatW7t27fr06dM6eIYUVI+0bt3648ePr1+/7tChA9GxVIlCoejYseOFCxeqVbYtIyMD33FvYGCwq2eHHjkpSWLZJTb/HJtfJFcAAKgI0sNAd5QxYyBLj6zq3xRCpTJ+688cNlqvey+NDpIwhbxoX2jx0f2lGy8XCVamF4pRrAOTvqepmWmp5TMUc0vLkHBa81ZVfP2Sqxfy/1yqvLxVLJybkk9CwAEni98Mfgx8EcQiaA+z/9DafpgagYlQzU6cODFlyhQLC4uEhARDQ8OKui1cuLBdu3bW1tbnz5+vF4mwpKTE1dU1JyfnxIkTVf9eDEFloCiK744oLi6uQXFtLdu4cWNmZuaHDx/Gjx+P182vFj6fP23atIsXL5JJJGsdUobk+zYJDz3qWBPmSCMmi6J6corq6Kw/bLS+5ziykXGtPkC1or0enb9hBSYRK1u+CKV/pORnS+WWOpS/ncxKnwWBUGlmqzbpDx/zy5cVf3yb7TdRee58vEjqnZAjQrHVtsbTzX/+BTDyXWjsV+0/YXWBiVCdRCKRm5tbenr64cOHy5+4pvTq1avAwMC7d+/euXOnviRCAMDhw4dnzZplY2OTkJDAYKg4LROCfik5OblZs2a2trYZGRlEx/JrIpEoNTXV3t6+xn/hMQwLCgrauGEDKpVQARhqxJhgqt9CT/VGQJK+AXPAMIPRE4k6EUkS/zl3sa88L0fZUiRXzEspeMUX00jIpiYmXsbM0v0NJ0w3XbIakCos7qoozM+cMlJZLrVYjo5OyE6XyL2MmSEOP7dWM3oPsNy2X5vFvsuAi2XUKSgoKD09vW3bttOmTauk25UrV+Ry+cCBAwMDA69du3bjxg2tRVgb06dP79ixY1ZW1rZt24iOBaqv8NVhZVbK1Fm6uroeHh61+dqHIMiYMWOEIhGLwXjRym5jExMVWZBE0u3c3Xx9qMONF2arNhOVBQEANLcWNscu0Vv+rFpnTCEfdbbwNmFKUGzZt8JtWRxFqaET9/TRnAUzUR5X5athUknOYl9lFlRg2PzU/HSJvLkedWOTn/s9dByczNeHEpgFAUyEapSRkRESEoIgyM6dO0mV/k/dsGHDo0ePbt++HRQUNGzYsMGDB2styNogkUg7d+5EEGTr1q2aPjQRaqhULhlt2PDc36pNG2q5iUCKhSVr+h9Noh9Y74vSHz5avQVcaoZiZmEdcbr0ZnYqgmyxN93YxISMIOF53NnJeTzFz92HwuePMn08pclfy79UQdBaSewH5eWmTM7zErGZDjncyZxO+v5HQTIwtAo7pJ3DLioBT59Qm6VLlwqFwkmTJvXs2bOKT2nfvr2trXrqNWhH165dJ0yYcOrUqcDAwNOnTxMdDlT/4FnBzc2N6EC0B//Izdt3oOWz8HPYESqN8Vs/g9GTdDt1U38lz1pDqFTztcH0Fm0Kg9cqy79NMNV3ouvMSyl4xBONjs/Z72TejP69TogsIy1r+miz1VsAiSR69UyWlozJZKhIJE38uTfsUhH/eAGPgiC7mppZKk/cJZEtNobp2BFfMw/OEarHs2fPevToQafT4+Li6mAtRDXKzMx0c3MTCAQPHz787bffiA4Hqme6dev2/Pnz+/fv9+7dm+hYtGT69OnHjh0LDw8fz6KXXD6vP2wUc6gX2dCI6Lh+TfT2VV7AHEURW9mSI5X/LyX/s1DKIJNCHUz7G+r95wk6VCCXla+b814gmfQ1V4phm5uYjDP9OfgzWbSKNeV3TX6CqoK3RtUARdGFCxdiGBYYGNiwsyAAwNbWdtmyZQAAf39//ExwCKq6BnlrtLi4OCYmhs/nq3xUOS1q6D3VNuqy4cQZ9SILAgB023WyjbpCc2uhbLGiUs64WHkaMwUK9H/J+btyiv+T9GTS8lmwQKaYm5IvxbBp5gals6D+UK86kgUBTIRqcejQoTdv3tja2i5ZsoToWLRh+fLl9vb27969q2ulQKA6Li8vj8PhsFgsCwsLomNRp/v373fo0GH8+PEqH01ISAB47q97d0F/iWJhZX3gDKPfEGULjYSEOJguszFCANiVU7wwtUCEVnhbUYJif6Tk58kUHZn0QJuf6Z/m2txs1WbNhl4dMBHWVklJydq1awEAISEhjWRTga6uLl4rYNWqVVyu6gVjEFRe/VoyWnWVfK6srCwul2tiYlIfD2LDkfT0LIP3mswPUC7sRADwszA80MzCgEz6lyMYl5CTKVVxkhQAYF0G+4NAYkOl7HU00/nxPYBsbGq542BdWBmkBBNhba1fvz43N7dbt27jxmnv0BDCTZgw4bfffsvPz9+4cSPRsUD1RkNNhPj9XpUrgPCHPDw8tB2TeiEIa/ofVmEHSy/v7GWge9HNyomuEyeSesVnPy8Rl3nSkXzeOTafTkL2OpobU8gyDMMAQCgUi+C9FAttHLdbdTAR1kpycvKePXuU+wqIDkerwsLCyGTyrl27vn5VsXIagsqrJGHUa5Uk+Ia0Slavex+bw+dLL/J0oOlcdLXqZ6hXLEenJ+Xi5Ulxz0rEQVlFCADB9qbN9ahr09k+iXkj47Ife3TSbVfn6hXX6UQYERExe/bsoqKiMu2ZmZmzZ8+OiooiJKrS/P39JRLJzJkz60vVRDVq27bt9OnTpVLp0qVLf91bw6KiombPnl3+fICioqLZs2dHREQQEhVURoMcEWIYhn8XVJntGthHpjq52J64yvitn7KFQSbtdzJfYMVCMbAti7PkW6EExTKlcvxowzmWrGFGjJcl4kyp/JSLZaSL1Zroa9If5dbqjjqdCO/evXvw4MHya7HYbPbBgwefPHlCSFRKd+7cuXr1qr6+/l9//UVsJETZvHmzoaHhlStXCC+O8+TJk4MHD7LZ7DLtfD7/4MGDd+/eJSQqqIwGlhVwmZmZPB7P3NzcxETF6bgNb5UsicG0DA3X7fjzkF4EgAVWrLCmZrok5J8i/uTE3FlJeRy54jcD3QVWLADAe4EEL67NIiPWZCQlJYWw6CtQpxNhXSaXyxctWgQAWLt2baM9rtbc3HzVqlUAgMWLF8tqdEoZ1Hjw+fysrCw6ne7g4EB0LOpUeaprSLdGfyKRdRycyrQNM2KcdrGyplLeCyTJYpktlbKrqRkZAQAAAYrq/iglo4sqKtpnQiDCEqFUKr127dqdO3fkctXLjeq4PXv2fP782cnJaf78+XjLp0+fzp8/n5ycTGxgmpaenv7PP/8kJibilwsXLnRxcYmLi9u3bx+xgdVYfHz8xYsXP3/+THQgDVx8fDyGYS4uLmRyhTWa66NKUh2Px8vJydHT02vSpInW49IwVVsmmutRhxsxAAAkAPJlirtcId5uqUNRLivNkkjt7Oy0FmYVEZMIURTt16/f7du3r127Vh8XWxYVFeGrJcPCwmg0GgAgIiJi7dq1+fn5Y8aMefz4MdEBakpMTMzIkSNTU1OnTJmC3w6lUqkhISEAgPXr1xcWFhIdYLVt27ZtyZIlWVlZhN/dbfAa5tio0hHhly9fAACurq6VFx+uj3SsbBCKTpnGO1zhwTwuCYCBLIYUw5Z8K1ydzpZj2GAjvRscYQxfcrKwxIZGMdWpc6U9iQno06dPCoUiLCwMANCtW7fExERnZ+eKOkskEpFIVKZF+TOfz0dRtNyTNCswMJDNZvfr12/48OF4y9ixY2fNmkUmkzkczqtXr6pebrR+CQsL27Bhw4gRI3r16rVkyRK8XPiIESMGDx5848aNVatWaf9gChKJxGR+Pxqm8r8q5bHZ7EOHDn369ElHp+w/aUjtGt5sGa6SBN8g50RxtBatER0dTP5zQiRZLFv2rRAFIMDGaLaF4elC+vqMotOFJSli2R5Hs92OZtFFAgMyaWcTk8wpIyxDwwk8ZKM8YhKhnZ1dfn4+h8ORy+UymSwlJaWSROji4lLJS3l4eGj/YDMDAwN854CyxdjYOCkpKTw8/OPHjydPntRyPFoTHx/fqlUrAEDLli3xehm40NDQ27dvnz59WvvrM+3s7NLT0/GfO3fuXK3nfvnyxdDQcPr06YWFhTNnzqyoMgikFg11RFhJtmuo20UAADp2Dqj455dOrgL1S84vUaCDWYzfLQwBABNM9V10qXNT8l/xxWMTcvY7misry8jzcrJ9J5ivD2X0rSsH7xCTCI2NjUNDQ6dMmWJmZkYmk/X1KzuDY82aNSwWq3RLdnZ2aGgo/rO+vn7lT9cEFEVRFC0pKSndaGpqOmrUqPj4+Hv37nl7eysUChRFG8ZQQyaTkUgkMplMJpPx8TeKoqXv9pSUlOB/Jtr/f1H6HZcsWWJtbV360eLi4g0bNlT0XKFQSCKR9u7dSyaT27Vr169fv/pb/qPua5DDo+Li4ry8PAaDoXLeq0F+ZAAAJpfnrfZXlhVFAVjyreCbROauS93mYKrcT92OQYt2s56Tkv9BIBmbkLvNwXQQ63uRblQozF0+hzXNz2TuMmJPIvwOI5REInF2duZwOCofxacP09LSyrS/f/8eAODn56f5AFVbuXIlAKB9+/YKhQJvEQqF+A/nz5+fNWvW06dPW7ZsuWXLFqIiVK8tW7a0bNny6dOn06dPv3jxIoZhr169GjhwIP4oiqL4UGzVqlVERejn5wcAeP/+fZn2tLQ0AMC4ceNUPuvr16+dO3fGf+7cufOnT580G2UjJpVKdXR0SCSSQCAgOhZ1evr0Kf6rQOWj+I2uz58/azkqTcvfEJjUzkH5Hz4EZFFID1rYlm7H/4ttYz/GhAl+FGb7+t9Hs+fPUJTwiP5AGGGTlhs2bKDRaLdu3VqwYEGZAV/dt2LFiqNHj8bExJw4cWLq1KkAgPDw8NevX3fq1CkqKmrLli1isfjTp0+bNm3y8fEpM0apd/Ly8rZs2cLj8fh8/qJFi6ZOnRofH3/hwgV8jQwAIDIy8uXLl5aWlsuXLyc21Opydna2t7f/448/8LFs8+bNiY6owUpKSpLJZI6Ojnp6er/uXX9UMvEplUpTU1PJZHKzZs20HpcGcU8f4136eRbpP0WCg3lcCoLsczS3papIKDQSEmxv2pZB+zODHZ7H/SqWbncw0yd/HwUKn97P9PG02n6g/H4MbSJsTDphwoTmzZsfOnRo3rx5RMVQY0wmc8uWLQCA5cuX83g8AIC/v/+qVascHR2jo6P79+/ft29fLy8vPp+Pb7Or1wICAng83qhRowYOHNiqVatbt261bds2OjoaP0+Oz+evWLECALB161YDAwOCY62+kydP+vj4TJgw4fr1642tSJ42NcKVMl+/fpXL5Y6OjvjC8oZB/P4NO2yT8vKLULo6vRAA8KedcScmvZInTjDVP+RkYUgm3eeKxiTkpIh/rrKRpaVm+ngJHhFZ9YKwROjs7Dxs2LD6e3rf1KlTO3funJubu3XrVrzFw8NjxIgRNjY2+GVoaCidTj927NirV6+IC7O2YmJiIiMjqVRqcHAw3mJhYTF48GBbW1v8csuWLdnZ2e3bt588eTJxYdYcmUzu1q1b3759KZQ6t6S7IWmoK2UqSfANb4JQnpOVu9QP+1E6o1Cm8EvJF6HYWBPmRFNViwNIZAB+frnsYaB70c3Kma6TIpaN+5rzhPdzrQ0q4Ocu8Ss+ul/Dn6BCdWCWsn5CECQsLAxBkJCQkKSkpPIdHB0d/f39MQzDz+zVfoS1h2GYv78/iqJLlixRuaw3NTV1+/bt+B9Fw9spBalRIxwRNrBEiEnEucv+p+B8r/wsx7AFqQU5Unk7Bm1Dk5+15RCmPrWps46Do277zkbT/7AM3U91/Pmrw56mc8HNaiBLr1iOzkrOK12kG6AK9u7gvJULMPF/dkBpR53+Fjxu3DgPD4/yM4iWlpbr1q0jvM51ly5dpkyZEhkZGRgYeP78+fIdVq1adfz48RcvXpw8ebI+DphOnDjx5MkTCwuLwMBAlR2WLl0qFot9fHx69Oih5djKGDFihJWVlaVl2bNdWCzWunXrWrRoofJZkNY0yBGhWCz+9u0bhUJxclIxv9Wg9k5gWP765ZK4T8qGdRlFr/hicx3yHkfznwcNGhrZREbr2PynjI5up+75axYLHtzCL/VIpL2O5hF53NAszrYsTrxQutneVFmAjX/ziuxbsmVoBMXKRisf7Dukng5W6oisrCw3Nzc+n3/r1q0BAwaU73D06NEZM2bY2NgkJCTUr2N7hUKhu7t7enr60aNHp02bVr7D/fv3+/btq6enFx8fXwdrJkF1B4ZhhoaGJSUlhYWFKitT11MfP35s3bq1q6srnvPKaNu27fv371+8eFHd7a11EOfQnqJ9ocrLEwUlf2awaSTklItlK73vM6AIhWK197huh64qno9hxcfC2Xu2glLp5h5XuPhbIV+BeuhR9zuaW5daaENmGVls3afbvoumPk858HZWrdjY2OCjpUWLFqksmurj49OpU6esrCzlHFt9sWXLlvT09Hbt2uHLYstQKBR4zfFVq1bBLAhVLjMzs6SkpKLzGeqvSm5+oiiKn83k6uqq7bDUTfj8UdH+MOVlDF+yMbMIAPCXnYkyCwIATJauVZ0FwfdzfS2C9pB0f64Z7muod8bF0o5G+SKUesXnvOL/PNdXUczJ+d8U7umj6v4oFYKJsLaWLl3arFmz2NjYgwcPln+URCLhU4nbtm379u2b1qOroYyMDHzyb+fOnSon/yIiIj58+NC0adPFixdrPzyofmmoE4SV3PxMS0sTCoXW1tb1bm9YGbK0lLwV8wGqwC+zpfI5KfkyDPO1MMR3B+L0h48x9Fbxjbk0Zv+hNkcu6Nj8/N7sqku95GrdXV+3SK6Ylph3tvBniRJMoSjctr5g00pMK8fawERYWzQaDd9KsWrVqvLn4QEAunbtOmnSJLFYXI+22S1evFgoFE6ePFnl5B+Hw1m7di0AYNu2bXR6ZWumIQiomiCUyWSnTp3auHHjgwcPCAur1n5ZXK2+535UKMhd+gdawsMvxSg2N6WALVf0MNBdYm2k7EZv1c5s1eaqvCDV2c0m8h/dTt2VLSwK6XAzCz8LQxmGrUxn40W6lY/yLp7K9pukKNJ4NX+YCNVg7NixAwYMUB5JUV5wcDCDwTh37tzDhw+1HFsNPH369MKFC3p6eps2bVLZAT9ook+fPmPGjNFybFB9VD5hjBw5MikpqWPHjvX0FDbcL/dO1O+VMiiat3KBNOX7gWsYACvSCj8JJbZUSpjD94MGAQBkU3OL4L0IlVrFVyUbGlntOcqa/sfPFgQsszHa7mBGJyGnC0umJOYVyhTKR8Uf3mROGSGJ/aieD1UBmAjVY8eOHRQKZc+ePbGxseUftbGxCQgIAAD4+/srFIryHeoOFEXx/R4rVqxQeYhafHz8vn37yGTyjh07tB8eVB+VSRhPnz4lk8lr1qwZNGhQ//79CQ2t5lAUxU/lVDkL2ABGhOy924SP7ykvw3O5VzgCBpl0oJkFi/I9cSBUmtX2CIp52dXalUPIFJP5AeYbdiC0n/eTRhozzrhYWVMpb/hir/icT0IJAGBFWqFfcr48Lzfr93ElVy+q42OpBhOhejRv3nzWrFlyudzf319lh6VLlzo4OLx///7QoUNajq1aDhw4EBMTY2dnV9HkH34Y/ezZs1u3bq3l2KB6qszwKD4+ns1mDxs2rEuXLseOHQMAsNnsTp061a/bpN++fRMKhTY2NioLKtX3EaHg7vXiY+HKyyc80Y4cDgmAHQ6mzvSfBwmYBf5Fa17D3wP6Q72s958gm5orW5rrUaPdrDox6bky+YSvuavT2QYU0lexFACASSX5fy4p3LZeOVupXjARqs3mzZuNjY3v3Llz7dq18o/q6uriC0dXr15dXFys9eiqhMfjrVu3DgAQGhqqsibk0eUOogAAIABJREFU1atXr1+/zmKx/vrrL20HB9VP5c9nUCgULVu2vHbt2r1799auXSuTybZu3fr69etBgwYdOHCA2GirrvL98vV6RChJ+JL/51LlVodUiWxBaoECAwutWX0Nf/5aYE2Zre9Zq2PV6a3a2UZdprdoo2wxppCPOlt4mzAlKHa6sKTM5j7u6aM5C2ehPG7ZF6o1mAjVxtjYePXq1QAAf39/lefBjhs3rlevXgUFBZUcDESsdevW5ebmdu/efezYseUflUqlS5cuBQD8+eefZmZmWo8OqpcePXoEAHB2dlaWcnV3d8/NzQUAIAgiFosVCsXmzZsDAgKkUqmvr6+fn59UKiUy4qqpJNUVFBQUFhYaGBhYWVlpPa7aUnA5ecv+QEVC/FKgQOck5/MU6ECW3hzLnytgdTt3N16ghtV/FDML6wNn9Ed6K1uoCLLF3rSVHo2MIIfzeQUyBU/x8+h14bOHmT6e0sR48YeY4qgDBZtXFWxYwTm4W/j0ASYRq3qHqiHy6IsGRyaT4ScYhISEqOzw7t07Mpmso6MTHx+v5dh+KTExkUqlkkikN2/eqOyAnz7v5uYmlUq1HBtU78jl8tu3b3t7e5PJZAcHByaTee/ePeWjY8eO9fT07NChw+bNm5WNJ0+exO9DdO/ePTc3l4ioq2HWrFkAgL1795Z/CF8Tpzzhqx5BZbKs2ROS2jm8a93kcDOLK+7W+BDQTZf6qY298uykb8N7yDlF6n1r7oWTyZ2a4a8f5WzJopBGGjPwijNmOuQbHjY/3t0+qZ19Uvumyd3ckjs7f2/s4JTyW8vkbu4FIX/V7FAnmAjV7Pbt2wAAfX39nJwclR18fX0BAEOHDtVyYL80ZMgQUPEpj3l5eYaGhgCAf//9V8uBQfXLp0+f/P39lfcMaDQaXlufSqWGh4cru2VlZRUUFJR57tu3b/ElWra2tq9evdJu4NXTrVs3AEDp7K4UHh4OAJg+fbr2o6ql/M2rk9o53Glu05pBW2TNcqDpAABYFNK95j8PGkzp4SFJStDEuwtjXqb2a5fUzuF1K7toN+toN+sDTt/rtzHIpP1O5uUPOyzzX3JX19Q+bUTvVX+VrwRMhOo3dOhQAICvr6/KR/Pz8/E9tnUqo9y6dQsAYGBgUFH+nj17NgBg2LBhWg4Mqi+Ki4vDw8O7d/+5RczDwyMoKCgvL08ul+OrpvF/FxKJpJLXyc/P79WrFwAAP7xFa/FXF14lR+W/F3zFXFBQkPajqg3e5XN4OvnS1v55S7u9juYIAAgAkc6WP5NN+6Ylt69pLgZpxrd074HKt0ts5zDSmOFp/J9zfYPtTQ81syifBaPdrIPtTV+2skvp5i5887xa7wsTofolJibSaDQSifT69WuVHfAjbZs1a1b5bwStkUql+BLw0NBQlR3q8h1diFgKheLx48e+vr7KUrqGhoa+vr6PHz8u0/PUqVPKO58Vfd/CSSSS33//HX+1BQsWyOVyTX6CmsjLywMAsFgslY8OGjQIAPDPP/9oOaraEL1/k9zFRZlUrrhb40OxqWb6pZNNUXiYpiNRCAQ5y/5X+k0T2zksszEiATCApRff1h4A0IFJL58IZ1sYAgBOuVgmtXNI6dFCllvZ37Ey4GIZ9WvWrNncuXNRFMWPYSrfYcGCBa6urklJSXv37tV+eOXt3r07ISEBD1tlB3z7Ix62lmOD6iy8gq6Li0vPnj0jIiJEIlH37t3Dw8Ozs7PDw8PL1ySaMGHC06dP7e3tnz592qFDh9evX1f0ylQq9cCBA+Hh4To6Ort27Ro+fHhdW2jN4XDat29f0QE49W7JqLwgLy9gLvZjjVKxHMXrqDnTqWipbozeA4x+n6/pYEh6epbBe03mB4AfxR3xseDhZhahDqZVPDsbk4oLN1fnUHSN5fVGjcvl4kcCnTlzRmWHq1evgkpvRWqN8lbttWuq73icPn0aAGBubs7hcLQcG1QHicXis2fPDh8+XHmUMV4vIjk5uSpPLygo6N27NwCATqcfPXq08s6PHz+2sLAAAODlfNURvsYJBAISiUSlUmUyGdGxVAkqEWdMHakcVyW0te+iTwcAtGHQ3rdpYqFDxtvTx/RX8Eu0GRj//s2UHs3LDPsSqjYiTGrnkNzVTZqWWsX3giNCjTAwMFi/fj0AYOnSpUKhsHyHYcOGDRkyRLlvj0D4vsYBAwbgU5tliEQi/HiNjRs31vfywVAtxcbGBgYG2trajhs37urVq2Qy2dvb+/Lly2lpaUFBQY6OjlV5EVNT09u3b8+fP18sFk+fPn3hwoWV1Frq0aPHmzdvOnTokJSU1KVLl+joaPV9Gk2Jj49HUdTZ2Vn5RaGukWVlFEdG5MyfnuE9MGPsgLSRvUoXMNuYyXlRIqYiyGAWY2NG0VAjBgCAZMCy3HGQxGBW/Krqx+g90Dbqso6DirMeqwRFS25crmJfmAg15ffff2/fvn1GRkZoaKjKDtu3b9fR0cEruWg5NqUPHz4cOnSIQqFUVC8NPzSjTZs2M2fO1HJsUB1RXFwcERHRvn37Fi1aBAcHFxYW4qtgMjMzz549O2LECDKZXK0XpFAou3btCg8Pp1Kpu3btGjZsGIfDqaizra3t48ePp06dWlJSMnr06MDAQKxuH6Falw+ml+dk5S6YmeE9oGjfduGzh9KURGlqkqIgT9lBhGLvBRIqgoQ1NbOkkseYMFfaGgMS2WLjDh07e+0HrGPvaHvkvI5tTd4ak0lFLx5VuTekMU+ePEEQRFdXNy0tTWUHfHVZjx49UBTVcmw4/CbVokWLVD6amZmJr4B48OCBlgODCKdQKG7fvj116lRljSEWi+Xr6/v27Vt1vUXpO5+fP3+upCeKokFBQfiJYN7e3nw+X10xqB1eVWPNmjVEB1KW4Mn9lB4eSR2dKt+BENvG/qSLZekWTtRBYiPPCZhb5taoHonUXI9a5j9THTIodWs0qZ3DtyFdq/gWcESoQXiJFpFItHLlSpUd8BItT548uXDhgpZjAwCcO3fuwYMHyoI45S1fvlwgEOAFcbQcG0SgjIyM4ODgZs2aDRgwIDIyUiwW9+/f/9ixY/gqmLZt26rrjfA7nx07dkxKSurateulS5cq6okgSEBAwNWrV1ks1rlz57p165aamqquMNSrblYZFT5/lLvsfyUl/HXf8s+UOvZP6Z8iwboMdqFMQSMhnZg/a2HrDxvFmjxLi5GqIi97JCGVBGyolDL/McudnIopqny2iUYzOZSenq6np4cgyKNHj1R2+PvvvwEAdnZ2AoFAm4GJRCIHBwcAwP79+1V2ePbsGT6cTU1N1WZgUO1dvHgxJCRELBaXac/KygoJCXn48KHKZ4lEorNnz/bv319ZC83Ozi4gIEDTfwFEIpGPjw/4ke0UCkUlnb9+/erh4QEAMDExuXPnjkYDqxk8PDWOm2tPlpeDrzp53tIOADCApVd+IDjWhAkAuPmzgItDUjuHjEnDUbGI6PCxguB1Se2aVnexTFI7h3TvgVV8Czgi1Cw7O7slS5ZgGObv74+iaPkOvr6++FTi9u3btRkYPvnXunVr5Yat0pR7P5YtW4bnS6geOXDggMpVWikpKUuXLr1y5UqZ9piYmIULF+KrYO7cuUOj0by9vW/fvo2vgtH0XwB843xYWBiJRAoODvby8uLxeBV1dnZ2fvHihaenJ5vNHjx4MF7Ivu6Qy+XJyckkEsnFxYXoWH5ih/6FSlVUP64c2cTMcvuB0iclEYXesjXyY5dqNSAkesuq3r2AiVDj8IP93r59e/z48fKPkkgkfH99UFBQfn6+dkLKz8/Hf4OEhYWpXOlw7NixV69e2djYLF+uhrq6UN3E4XAiIiLatm3boUOHXbt2sdns9u3bh4WFZWVllRkaasHChQvxO59Xrlzp2bNnJXc+9fX1L1269OeffyoUisDAwP+3d+9hUZYJG8AfGA6OnEQQxUOriCBDynoARQo0xNLLXFDQQrEFFQi2BDSJLwyLTw5phYQUmKCJi6IlqNvGsS+QVRMwF5WDjatyDgclAhwYZr4/3paIAeM078Pw3r/LP/KdAe+8inve530OHh4e7e3trOV8ip9++mnv3r1isVhfX3/cOPr9wegSNbbm55HBH4BsuPtdtcmDO2hQQfi2DvKjo39IdTxfa2UfM+H7fvNgvzsMFp/Pj4iIIIS8/fbbfX7UXb58eUBAwPHjx42MjORfVQQjI6Pjx48HBAQwk2V6aWlpeeeddwghH3zwgdYQPojBqFdbW7t+/frJkyf7+Pj88MMPkydP3r179+3bt4uKinbu3Dlx4kQqqV566aVr164JBIJ///vf1tbWubm5/b1TRUVl3759p06d0tLSSklJcXR0rKurYzNqT1KpNCcnZ+PGjTNmzIiKitLS0hKJRGvWrHnKVFg2tX6Xo8Ib9M95FTWepLZKEXmGgDdBX+v5FwhvcMtRVLR1xy/pvatDf1CEbHB3d3/uuecaGhoiIyP7fMPHH3+8YcMGNiNt2LChvyUT+/fvr6urs7W1ffXVV9mMBKwxNDQsKCiQSqUrV65MS0urqqo6cODAaJjxb2pqeuXKFWdn54GMfG7cuLGwsHDWrFmXL19evHjx1atXWcvJqKioYBZWOjk5nTlzRiqVrlu3LjQ0dMqUKVlZWdbW1jdv3mQ5krwnJVelcnfMUrlfvcgkXe1Fl9lJOBAGQXtVNTQG/n5VPt8oNJLITZ/plwIfcUIPxcXFzH4TlZWVtLM8jVAoZDZKvXr1Ku0sMETMQSJNTb0PyikoKCCE7N69WyaT5eTkUN/VqD/MYglmYHbz5s1tbW1PefPDhw9feOEFQoimpmZSUhIL8dra2noNHZubm4eFhXWvkqqurra2tiaEaGtrf/nllyxEeopqL7fuySPMZJmn6DlZ5oHrQGeasOOXnK/v2s2tXDjTTofvaaQrP1km4hkDOx3+1xZT79oJGj98f1DffJTufTD2LFy4cOvWrceOHduzZ89TpolTFxQUJBaLPT09bWxsaGeBYZk/f77q7z8R9zwv2tHRkfVEA8VMHzUxMfH09Dx58mRZWdm5c+eY45nkGRgYZGZmhoaGRkdHe3l5XblyJS4uTl1dXRHBiouLExMTU1NTW1paCCF8Pn/t2rXe3t6Ojo49n6dOmzYtPz/f19f3+PHjrq6ue/bsiYiIUB343cnIknvOazpO3Xli7z1ivnncerNtVJ+HrOW4epK4/aeI0ONmU0hfmypsNNTZaKijwufrrHMzDOx7SVh/UITsiYqK+uqrr9LT07OyslatWkU7Th/y8vIyMjJ0dHT2799POwsMl6Ojo8bvR5MaGhrOnx/oplPUubm5mZubOzs7l5SU2Nrafvnll0uXLu3znWpqalFRUbNnz/7b3/6WmJi4dOlST0/PEUxSV1eXlpZ29OjR0tJS5sqiRYu8vb3d3d21tfvedYzZSXXZsmX+/v7R0dG3bt1KSUlhTvRkmfq0GU+u/25/81nj1H2n9E5yT9zZqwjVjKcqPNwgaa9Zr2Fq0bA3UFJbLW1vJ7LfjemqamkTDU2j0Eit5U6D/tYKuo2FPjHPCAUCwSjckFcikcybN48o4Tlq0MtAhkaVxcOHD5mbV01NzaNHjz79zZcuXdq+ffvTVyIOnEQiyc7OdnNz676/NDY2fvPNN0tLSwf+Tb755ht9fX1CiLm5OZVTzH5OP333OUHPodGBrCMU2po/+iLhj787JW3FV396b8/9l+3v2gmEyyzuvbS0Lsi7Jftr6VB/rqIIWSUWi+fMmUMIiYuLo52lt08++YQQYmJi0t5Ofwkt9KmioiIoKIj5QXznzh0/P78tW7ZkZmb2ettYKkKZTNbZ2dnzXN+Ojg5F/4llZWXBwcHM9m+EEB6Px8wqGtrn1zt37lhaWhJCJk6cmJWVNeJpn07SJBLamg+6CJfN7ah+wHJUijBrlFUaGhrMRLi9e/eKRCLacX7z6NEj5riMDz/8sHsJ1P379x88eEA1F/zm1q1bsbGxN2/eZNbYhYSEuLq6hoWF+fv719TU0E6nQMzI54kTJ/h8fmJi4sqVKxW04vbnn3/+4osvnJycLCwsoqOjGxoaLCwsoqKiamtrmVvDoR0owUyFdXFxaWpqWr16NcubAPD0J2o7rlYZ1ENTHo+/aKn6tD+YWTOWoAjZ5uLismrVqu7iGSXeffddZvads7MzIaSjo8PDw2PNmjXx8fG0o8GvLC0t4+LiujexPHPmzIoVK0xNTZ999lkufF7ZsmVLbm6usbFxfn7+4sWLR/bMluLiYh8fn6lTp7722ms5OTl6enre3t4FBQW3b98ODg4e/gJfZvoo89Dh7bffdnd3Z3MTAIPA0EFtEKOqqTkp5H8Vl2cUQhFS8PHHH6upqcXHx3c/e6errKwsISGBx+PFxMQwVzQ0ND799NOwsDC6weAPNTY2VlRUzJ8/n3YQNtja2hYVFS1ZsqSqqmr58uVnz54d5jesra2Njo6eM2fO4sWLExMT29vb7ezsEhISampqEhISnntuoMuxB4KZCpuRkaGrq5uammpnZ8faxxfeRIMpHx1R4fO1eCq+U/RemjBe/j3L9cb7TtHTV1NVGcefvD9WzXgaO9lGCcwapUAgELz22mtJSUlWVlZs7mLVH5lMRgjx8vJiJssw+psOB6PHL7/8smHDhgMHDvTaAMjBwUFXV1dDbgHypEmTNm3a9Oc//5nFjCNs6tSp33333euvv56cnLxx48ahrUwQi8VZWVknTpw4d+6cRCIhhEybNm3Lli07duyYPXuox8AOzNq1ay9duuTs7Hz9+vXFixefOXOGnaNd+IuWGB9Krg/c8Zampqyzj+3KXpowfrWhroqG5uSoT8bbrWAh0uhC+yElR3l7e4+GCuymoqLi7e3dK+Tp06eDg4Op/P1Af958883z58/LZLLy8nI7O7t//vOftBPRkZCQwEzmXLNmzePHjwf4Vbdu3QoODp40aRLznz2zvfj58+dHfBb39evXt23bxhzkKRaLQ0JCVq9eHRkZycxoFYlEK1euZAIcOXJkZP/op5CIGuv/503h0rnCZYKeM2WEyyzu2s6tC/LurK9lLcyooiIb3cc9j0llZWVWVlZSqbSoqKjnTRgtt2/fXrhwISGkpKSkZ560tLSSkpKoqCh60eA3Mpls1apVVVVVurq67u7uMTEx2traxsbGhJCgoCBmpiin5Ofnu7q6NjY2mpmZZWRkPOUIwObm5tOnT3/xxReFhYXMFYFAsHXr1m3bthkaGo54sKqqqsOHD1dXVzs6Onp6eoaGhkokkrCwMD8/Pxsbm9dff50Q0tXV9c477zATZ7y9vRW3CYC8rqaHrf+X3VZ0uaumishkPONp/EVLtBxWjZIttumg3cRc9OKLLxJC/P39aQf5jZ+fHyHE0dGx+8qJEyfc3d0dHBz+cPEWAC0//vjjs88+SwjR1dVlbpR76urqKigo8Pb2Hj/+16diEyZM8Pb2Li4uZiHbe++9x2z5ZmlpWVtbK5PJiouLnZycer4nJSWFz+cTQp5//vn6+noWUkGfUIRsy8jIIITo6+s3NjYyV9LT0/38/KKiolpaWmilEolEBgYGhJDunyZ5eXlpaWlpaWnyy9QARo+WlhZmw3oej9e9F0RVVVVUVNSsWbOY/lNVVV25cuXx48fZPP66uwiNjIyYEdGampr58+f3eltxcTGze9z06dOvXbvGWjzoCUXIKrFYzJzYGRsby1wpLCx0dnb+4YcfQkNDfX19KWY7dOgQIWT27NnyJ5sDjGZSqXTfvn3MQ3cHB4fly5d3T58xMTEJDw9/8IDC2vDuIjQzM2M2N7h58+aKFSvk31lTU8PsHjdu3LgTJ06wHRRQhCxjHglYWFjI745RWVlpZ2dHJRWjs7OTGWX64IMPKMYAGJqLFy9qa2sz28GMGzfOzc0tOztbKpXSytNdhP7+/vHx8TKZLDQ0NCIios83P3nyxMvLixCioqIyd+5c5g4yMjLSzc3Nzc0tJiaGzeQchCJkT0NDA7Prbp8z/Q4dOhQSEsJ+qp5ycnIIITo6OswjDQDlwpyg6ebmNvB5pAqyfv36RYsWLVmyJDw8XCQSubm52dvbe3p6Pn1s1svLi8fjEUJWr1796NEjGxub6urqpqYmNkd0uQlFyB7mE9+6devkX/r2229tbGyam5vZT9XLyy+/TAjZtm0b7SAAg7ZixYqeHzTb2tpW/ldhYSHdbAOUn5/PdOGcOXNMTU3/85//3L17l3aosQ/LJ1jCrJ9VU1MrLS1lHhN2S0pKOnXq1MmTJ7uXN1EkFAotLS07OzuvXLnCHC4KoCyMjY3r6+vv3bv3pz/9iRAiFAqDgoKY6WlK5JlnnjEyMiouLlZXV3d2dpZIJHp6esnJybRzjWXYYo0lAQEBUql0586dvVrw888/3759e0dHh7u7+/r162nF6zZ79uw33nhDKpUGBATgQxIokcePH9fX148fP37GjF93i66rq9PV1f3+++8VtEm3gqipqX333Xeurq6dnZ1nz56dN29ebm7u48ePaeca02jfknLC3//+d0KIkZER9UcXA/Hzzz8zy7RTU1NpZwEYqMuXLxNCFi5c2H2lrKzMx8cnOjp6wYIFZ8+epZhtUGbNmiWTyVpbW7dv385Mfx0/frxS/OhQXrgjVLj29vaQkBBCSEREBJUjqgdLR0fn/fffJ4S89dZbra2ttOMADEhZWRkhpOf+MnPnzv3ss8/27NkTFxd35MgRetEG6vLly05OTurq6k5OTt9//72qqqpAIFBTU2tra3NwcLh3715VVVV2dnZ9fb3813777bdXrlxhP/PYgCJUuOjo6Pv37y9YsMDT05N2loHy8vKytraurq4+ePAg7SwAA8IUoYWFRfeV4uLiyspKQkhJScnMmTNpBRs4W1vb7OzsioqK7Ozs5cuXJyQklJaW3rhxY86cOTdu3Lh8+XJ6evqqVavy8vLkv3bdunU7duxgP/PYgCJUrO4uiYmJGewe+RSpqqrGxMSoqKgwLU47DsAfKy8vJ78vQg0Njd27dzs6OhYXF0dERNCLNiwCgeDq1atHjx5lFoeAIuAYJsViRhdfeeUVe3t72lkGZ9myZRs3bjx9+nRISAjzjBNgNJMfGp03b9758+fpJRox+vr6zOIrUBCluUdRRv/6179Onz7N5/OV9ACHgwcPamlppaam5ufn084C8DRisfjevXtqamqmpqa0s4DyQREqSvcKhD179jCrmpTO9OnTd+/eTf679oN2HIB+VVZWSiQSExMTTU1N2llA+WBoVFGSk5OvXbs2ffr0t956i3aWoQsODj527Nj169ePHTuGwRkYteQfEI5hBw8eTE1N7XWxvb2dSpixAXeECtHS0rJ3715CyIEDB7S0tGjHGTo+nx8ZGUkICQkJaW5uph0HoG/yDwjHsJaWlkY5Mmx/MQy4I1SI8PDwuro6W1vbTZs20c4yXK+88sqnn35aUFAQERHBnJ4BMNrIr50Yw9577z13d/deF3V0dKiEGRtwRzjyhEJhbGysqqrqoUOHmDPSlJqKisqhQ4eYBRXMqiyA0YZTQ6Mw4lCEIy8wMFAsFnt6eo6ZTasXLFjw17/+taOjQ6mfd8JYJZVKmY9o5ubmtLOAUkIRjrDc3NwLFy7o6OiEh4fTzjKSIiMj9fT0zp8/n5mZSTsLwO/cv3+/ra1t6tSpSrGFIYxCKMKRJJFIAgMDCSGhoaHMvtVjhpGREbNjamBgYGdnJ+04AL/h1ANCUAQU4UiKj48vLS2dPXv2zp07aWcZeYGBgWZmZmVlZZ999hntLAC/4U4RGhgYCASCCRMmyL9kYWGBzQSGDAfzjpimpiYzMzORSJSRkbFu3TracRQiIyPD2dlZX1+/srLS0NCQdhwAQgjZsWPH559/HhcX5+/vTzsLKCXcEY6YvXv3ikQiR0fHsdqChJC//OUvL7744qNHj/bt20c7C8CvuHNHCAqCO8KRcfv2bSsrK5lMdv369Xnz5tGOo0BlZWVWVlZSqXTM/5uCsjA0NBSJRLW1tWPswTywBneEIyMwMFAikfj5+Y35brCwsPDx8enq6goICKCdBYA0NjaKRCJdXV20IAwZinAEnDt3LisrS19fPywsjHYWNrz//vuGhoZ5eXnp6em0swDXYVwUhg9FOFwdHR3BwcGEkPDwcAMDA9px2NBd+bt27Xry5AntOMBpKEIYPhThcBUVFdXW1lpaWvr4+NDOwh5fX19LS8uGhoaSkhLaWYDTsLkaDB823R6uZcuWVVRUPHz4UE2NQ3+ZampqJ0+eNDQ0nDZtGu0swGmcOncCFAR3hANy48aNqKio0tJS+ZdiY2MvXrxoZWXFfiq6rKysLl68GBsbK/9SaWlpVFTUjRs32E8FXIOhURg+LJ8YkCNHjnh7ex89elT+cNpJkybp6en9+OOPVILRZWpq2tzc3NjY2Ot6UlLStm3bEhMTd+zYQSUYcERra6uOjo66unprayunhmRgZOGOEACUVUVFhUwmMzMzQwvCcKAIAUBZ4QEhjAgUIQAoKzwghBGBIgQAZYW1EzAiMLA+CLt27QoNDe11sampicvHgTY1NU2dOrXXxfb2diphgGswNAojAkU4CAsXLpT/Xy4pKYlKmFFCQ0PDxcWl18Xy8vK8vDwqeYA7JBKJUChUVVU1MzOjnQWUG4pwEDZv3iy/fCItLY1KmFFCW1v78OHDvS4mJSWhCEHRhEKhWCyeOXOmlpYW7Syg3PCMEACUEmbKwEjBHSEAKKXnn3/+woULuB2E4UMRAoByEAqFEonE3Nyc+a2BgcHatWsJIc3NzTU1NcbGxvr6+lQDgrLC0CgAKIeXX355yZIl8tcvXLhgaWmZmprKfiQYG3BHOCBmZmYeHh6mpqbyL23atInP57MfaTRwcXHpc6WEqamph4cH5vIBgFJAEQ5+RKYUAAADS0lEQVSIg4ODg4NDny/FxcWxHGb0OHDgQJ/X7e3t7e3tWQ4DADA0GBoFAABOQxECAACnYWi0X6dOnUpOTiaEbN68eevWrbTjKJ/y8vItW7Yw/9zS0pKZmTlz5kyqiUDptbe3+/r69rp4584dKmFgzEAR9q2rqysgIODu3bs8Hs/ExMTNzY2zM2KGbO7cuUVFRYSQpqYmJyenZ555hnYiUHqdnZ3/+Mc/el1sa2ujEgbGDBRh33g8noGBwVdffWVtbT1jxgy04HDEx8f7+vqqqmIcHoZLV1e3qqqq18WUlBQPDw8qeWBswM+mfrm5uSUnJ9vb28tvKg0DJxaLz5w50z1GCgAw2qAI+1ZSUpKTk5Obm3v//v309PRLly7RTqSsUlJS1q9fj1tqABi1MDTaN01NzdbW1idPnvB4PFVVVQ0NDdqJlJJMJouPj//6669pBwEA6BeKsG+WlpZvvPHGhg0bNDQ0tm/fbmNjQzuRUiorK3NxcZk8eTLtIAAA/UIR9svLy0v+9EEYFIFAIBAIaKeAMUJXV7e1tVX+uoaGhp6enqamJvuRYGxQkclktDMAAABQg8kyAADAaShCAADgNBQhAABwGooQAAA4DUUIAEpAKBTu2rWrsLCQENLa2hoXF9ffcZgAg4UiBIDRrrq6+qOPPqqqqiovLyeE7N+/v6mpKScnh3YuGCNQhAAw2k2fPv3w4cPz589nfhsREfHqq6/SjQRjCYoQAAA4DUUIAACchiIEAABOw16jAKAEXF1dy8vL1dXVa2pqJk6cmJaW9uDBAycnp8zMTJz5DMOEvUYBAIDT8EkKAAA4DUUIAACchiIEAABOQxECAACnoQgBAIDTUIQAAMBpKEIAAOA0FCEAAHAaihAAADgNRQgAAJyGIgQAAE5DEQIAAKehCAEAgNNQhAAAwGkoQgAA4DQUIQAAcBqKEAAAOA1FCAAAnIYiBAAATkMRAgAAp6EIAQCA01CEAADAaShCAADgNBQhAABwGooQAAA4DUUIAACchiIEAABOQxECAACnoQgBAIDTUIQAAMBpKEIAAOA0FCEAAHAaihAAADgNRQgAAJyGIgQAAE5DEQIAAKehCAEAgNNQhAAAwGkoQgAA4LT/B1YYvE2XYRrpAAAAsnpUWHRyZGtpdFBLTCByZGtpdCAyMDIyLjAzLjEAAHice79v7T0GIOBlQAAeKG5gZHPQANLMLMTSjAwgmpGRWJqbgTGDiYE1gYGNgZEpgZGdgYk5g4mJA2hSAjMnAwtrBhMLFwMrN4MIIxsDKwszE6P4LJA+JIcesF+9apUKhOtg/9Bt2X4oez+CfWD/hP4pqkji9kjqYWwHoDlQNQeA4moHYHoRbIcDSGpA4g5I6sFsMQB3CzADgREDnAAAAR56VFh0TU9MIHJka2l0IDIwMjIuMDMuMQAAeJyNk81ugzAMx+88hV+AyE7CR44Fqm6aClLL9gCVOOzCaac+fe1W1GGtIpIgEvOL/44dLtN8neYpA2mn7uv3D57NdhnbMTFCCPDjEDE7gkyg2R8+e2jHXbNY2uG7H89AVgZKX7O7cTguFoIWyBQoDdDg/8nCWebQVHcQcjI2BHT1G9AxmG8ivZBbtIuVy4THMg4ywVXwAe5V74WrmXsGmFtThBqr8g0YGMw3kYSCbhEnWjlN+bRxnAlw33er4j+uQzP0nV4Hz4/Vqsuy1NoS90oL6JlwWibeCbUWw/MGrzknXgZNrewuNIF35ThN/FWVSYRZgKIzc2D8is8Wn0TWy0/B8+wGSWmlw3fX7w0AAACtelRYdFNNSUxFUyByZGtpdCAyMDIyLjAzLjEAAHicbY49CsMwDEav0jEBW0iOHdvqBTKV7iFDCR2LS8mYw9cxpbJLl096PPQzT8tKazdPS/8nKedp7zSBU9qAiwGDOmsEn5nAxIg286Ex16Fksa38jrauUZ8lZcfPgeZ8r25belxf6ckIR3tJ2x0Ck4BhIzDwIBDZClh2AoQ8Cjn2lSIOQshRYGSqniCm6gu/vwHc615hiLV5/AAAASt6VFh0cmRraXRQS0wxIHJka2l0IDIwMjIuMDMuMQAAeJx7v2/tPQYg4GVAAAEobmBkY1AA0iyMDBpAipGRA0wzM8H4MJrNASzOQiyNrh8Xzc3ACFQOdAADAxMDK1sGEytXAis3Axt7AhsPAztHBhM7LwMHZwIHHwMTpwInVwYTFz+DCCMbKxcnBzub+CmQGXA/Pdxt6XBTUd4OxLlgVOZwjXWlPYitHnbPXvJSD5j9pPOXfYJt434QO1ytycFN2AvM7s1ctt9HexeYPeWo7IG7VUxg9pUNfAf6D1SA9crqhuyXFzgIZhvprLFrdhEAs29KnLN9+S0LrJ5n8pH9jU+sD4DYitnlB9zetoLFFzlGHlD1+wpWL39LfP+rMHsHEFuTeZF9UOY7sBoxAEZfSKV2ImKrAAABunpUWHRNT0wxIHJka2l0IDIwMjIuMDMuMQAAeJx9VMtu20AMvPsr9gci8L3kMbaDtihiA63bew89BAjSQ/P/CCnDXQXddqUDSY243JmRfrw8/f71/HPXan05fn56bX8WHXdZh//cEdG+MwDsHlsFbf/w4dOpHS73+1vlcP52unxtaHVDXe+x95fz462C7dBoCSAIarCgqgBnAOsab1L72HhxMVdsuDCBBE5w3M75uHMHkAwQAI0mOMl+uIR2Zm53mM/D3CZATaAsYB0d2h0s3YO1T4CWJ8lGRU1YRaIiMmvZC0mLmKJL9dTafNbTr0iiUClWoqO5T4BRQFic3JHzYArOScDfQEx5ssxs1DUDNVbRGRBXYBJoxVDujT17zpClTZ5XkxfuNW8y5DRjPWdLaOpoGigr72L/GFSuUI5ElOSBJjIjCUuiYjEYO5WbPOmcTmqr6mTaCWt3N1KPCfLhdHxn06tx9+fTcRi3Lhr+rFSGDSvV4bZKeXhK0i59OKdSxOEPrJyGCyRrPrTGgvBGUklMbJTDzFE2Akm9tZUBq6AbsrFm3nIq1XgMVV/z2tq2HG0Zqfz2G8h49wYqz9NWIYp8HQAAATN6VFh0U01JTEVTMSByZGtpdCAyMDIyLjAzLjEAAHicTZC9bsMwDIRfpWMCyAJ/RIqkxy6Z2u5BhiLoWKQIMubhS7korIXQ0XfkR59PlyteD+fT5fhf31+3x1amPmZ9eR4WrqbiWBas0JTLulBtKmhlgSrgaj17WBlgMzVpTbaOsPRW0u4sRmWFigDKPIKO3XIWVlLpNHKmJD5MzEpdSg5XljEKa+decKRRy5rzgMDTgCINckoiNjVJCxM0HwmXPhYlcxJmp1XQ/sfcLXkGM1QjM+TMCQyacZAzJk/usLxsO5bIpeU276g2WlzZx5/ILagJeCyfj9v3x/32E1DH8+32+KpIgbvSoF1I8OTDaJOCkElJ6K48+i4obBcQPoUCJwwOnDBa4MRhgTNIfpxIeuBMws9fXV6SFknLzswAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get edge for anisole\n", "edge = [edge for edge in network.edges if edge.molB.name == \"anisole\"][0]\n", "edge" ] }, { "cell_type": "code", "execution_count": 13, "id": "66dd7d32", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 13, "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.molB.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": 14, "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": 15, "id": "9d3c492d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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do1jd7dR1DD378bq0rVdpZUIzQ46GkKIoyXABsVhMZ1fPmzevX79+KSkpaWlpnz59qqORN2/e4ME3t2ePvHv3TiAQvHz58smTJ3XfabNEQQ0hh8NB16KMY0cLCgqePHmiq6trYGBAX+zevTuLVfsKqW7WrVsXERGxdu3aX375Zdu2badOnWJupLVTXl6+aNGily9fxsbG6urqtm/fvnHtTLRoE7N92LBBfZRBrCHkQvBCuOt6JP2gbdo1ZgdM+FaQb7yMWCwu+I+qqir6+ocPH9LS0jgczqRJk/Lz8z8nP/L69ev9+/cDQFxc3J9//imjQTPHmzdv0tLSXFxcAODBgwdJSUnyHpGsUVBDCPJIoigrKxs/fvyIESN0dHQ2bNhAX4+JiWlEa6WlpadPnz569GiPHj0GDBhw4sSJHTt2MDfY2klKSvL19Z06dert27eLi4uzs7Mb3VTfjtp3Ng/Osiu7lu5mwSqlxKLsnNePbkaKK0jUqCLSr18/FosVHx9Pp9XKkry8vPn/ERsbS1/39PRUU1PT1dVNSEjo1avX5yasPXr06NSpU1VVVVRUlKRi6rdC9+7dS0tL9fX1e/fuXVpaKlkLXUFQ0GAZABgzZoyGhsbDhw9zcnIk12dSoqqqyt7e/uHDh6ampoyUWHv37p2pqamamhqedu3aNS8vTyAQKCsrN73xz2FhYWFhYQEA5ubmjDTYcvQPhu6bdTgsAPD5WLJNVenw1s3Ld//NSOOMcPny5cLCwokTJwYGBpqbm9czmonQUHR0dExMTN6/f5+UlGRmZibj3g0MDK5cuYLHktFnf//971dx0KBBdXy8uLg4KysrMTFRV1c3IiLi9evXPXr0kN5oGeft27fdu3d/8ODB+/fvu3XrJu/hyAHFXRFqaGiMGjVKLBaHhoZKuy+RSDRnzpzr16+3adPm2rVrjNhdTU1NLpdLnwqFQhaLhfmF3xCclvrh6i0XtNEGgA98oYWm6vtHD+QyEslwiT///PP06dN4PGjQoJycnBMnTtjb24eHh8tlbAqCXLyjOTnMKBnNmTOndevWS5YsOXDgwLdlBQGgc+fOeXl569atU1ZWnjRpkryHIwcU1xCCrLyjFEX99ttvQUFBOjo6169f/+677xhp1sTEpKysLDU1FU/DwsIsLS0bt9dYH1xdXZ8+/VcR7eXLlxs3bmSq5Tb9vy8WivWU2AKKOpFX2iYvE8RyEDrIz8+nj8vLy+kqzUpKSiKRaOzYsUFBQXWI3skYHo9HUZRAIODz+XW/82tTjagD2RtCT0/Prl27PnnyxNjYmL7Ytm3bFi1aNKgdXV3d/v37GxkZ4ccZHqX0UVJSGj58eMuWLY2MjDgcRUzkVWhDOGnSJA6HExkZWVZWVlFRERQUtHbtWskfREZwdnb28fHR0NAIDQ1FTUVGUFJSOnTo0OTJk7ds2bJmzZotW7bs3buXqcZrkpiYWFRUhMclJSUJCQlMtWznuHq8XosprbQAILGi6icNduWLp1/8lGygKOrSpUtCoZDD4SgrK0+ZMkXeIwIAyMnJ+fXXX0tKSjw8PGh/RmVlJT1TAYCEhAQUavDy8urZs6erq2tycrJ8hltvJA3hw4cPAwICXF1dpdSXUChcsmSJk5NTRUXFu3fvbt68Sb+0d+/e4cOHN7plST8N4ZuBUmxwW/j8+fN46u7uzmz7//vf/wBAWVn56tWrzLaMFBQU3LhxIyoqisvlpqenr1271tnZWRodTZs2LTIyEo+jo6MnTpzIYOPpU0Ze7m4IAG2UOckWJp/+3sFg4/VEQ0NjyH8YGhoeO3ZM9mOoP97e3iUlJe/evaO/uhi+HxAQgKedO3cuKyujKOqHH36gH/bBgwd7eHhkZ2fLbdx1kpWVBQB6enqYwHDmzJl3795Jo6OysjIMGldTUzt79ixTzR44cKB37942NjZ9+vT5559/mGpWNjx48GDChAn0qZWVVVJSkhzHI2MUekUI/9c7+ujRozpUzRrByZMnN23axGaz/f39x40bx2DLNGpqalVVVdbW1hoaGgKBYM+ePUeOHJGM/2YQR0dHS0tLS0vLpUuXMttyi2E2PTVUDFSUPgpECTw+984NZtuvD2pqarH/MXv2bNkPoP6IRCIej8flcsvKyiTXH/369fvrr7+Ki4sl33zt2rXo6OglS5Zoa2vHxcU5OTkZGRlZW1t7enoy7vxoIoaGhm3bti0qKvrw4QMAZGRkdOrUifFesrOzhw0bFhYW1qpVq8jIyBkzZjDSbFRU1KlTp+7fvx8REXH79u3t27cnJiYy0rJsoP5vMqVQKKQUqSCaohtCdHaFhoZWVlbyeLyhQ4cy1fKlS5cWLVoEAIcOHWLqYauJubm5ra0tepM6d+5sZmZWUlISHR0tjb68vLzQThw+fJjZlluM+JEFMFpHHQAiiysEmelV7752P54c4fF47du3T05OzsjIkFTmbNmy5dKlS6tt33I4HGtra29v77y8vJCQEAcHBzU1tZiYGCcnJwMDgx9++OHUqVONE0aQBp07dwaAvXv3ZmVlTZ06lfH24+PjBw8e/OzZs65du96/f59BhUV83nFzsWXLlnPmzJFBahZOiQCgtLS06WknAoGg8D++oa1lRlB0Q2hoaKinp6esrNyyZctNmzatWrUqKCio6cIKN2/enDVrlkgk2rFjx6+//srIUGvFxsYGJOJ95F5hqnGo9bHgtNS30dEAgIgSHgBw78pCKAfB/U4dHR36irq6uqqqqswG0FC0tLTs7e2HDRs2YcIEe3t7yZeWLl368OHDR48e4emZM2cKCwvxWE1NbeLEiadOncrOzvbz87O1tWWz2ZGRkfPmzWvTpg2+JN9q1ZcuXXry5ImhoeH+/fs7d+7s5OR06tSp8vJyptq/fv360KFDMzIyrKysYmNju3btylTLAPDx48c2bdrQp23bts3Ly2Ow/Vo5d+7czp077969e+nSpc2bNzextfj4+Ln/8c0Vd2sq8vbNyhM+nz9mzBj4vz+CAMBisczMzH755ZcTJ068efOmoc3GxcWhfOjKlSulMWxJUBTR3Nyc7hoAjI2NcZeFQaS6R0hRVN62P97066jNYQNAZM/2mXPtmG3/c/zzzz9sNvuvv/6STXfS482bN6NHj6YoKjY21tra2tTU9P79+wDA4XBsbGz8/PxKS0urfSQvL2///v1WVlZ0sLGent7ChQtzcnJkP/49e/aw2WwAGD169MiRI+nYRU1NzTlz5oSGhlZVVTWl/aNHj2Jy0bx58/h8PlPDpnF2dt63bx99umHDhr179zLeSzXy8/MXLFhQXFzM5/NdXFya0lRcXNzYsWPp00GDBr19+7ap4/t2kIohxF36rxyRSIQey9atW79586a4uDgiIsLFxcXGxqZaIRhtbW0bGxsXF5eIiAgul1t3sy9fvmzZsiUAODg4MG6NalJZWamtrQ0AGFYgFotR9uzZs2fMdlRUVBQVFVVRUUFRVFVVVWFhIbPtl9+JSLEwsdVrAQCbjFqm9O8kyJP6z/GVK1dQf2D37t3S7kva0IaQoqhFixax2eyoqKgxY8bQqaUaGhozZsy4fPlyZWVltc9mZGR4eHign1BDQ0PGz69QKFy+fDlOQOlf80+fPnl7e1cz0g4ODiEhIQKBoEHti8ViFA/D9qX0VCYmJnbr1i0zM5OiqKSkpE6dOmVlZUmjI0ni4+MvXLhw/fp1FxeXtLS0pjRFDCHzDBw40MDAwNbW1s3NLTo6WhrzryYiFouXLFmCRu7JkyfVXhUIBAkJCd7e3g4ODiYmJpJGUUlJyczMbMmSJX5+fu/fv6/2wdTUVENDQwCYNGlSQx/XRoPOMU9PTzzF+3J1dWW2F4xfaNu2LbPN0ogrK95ZmXl0ag0A32uqpViYlFwIkFJfSGxsLO7obNy4UaodyYasrKxt27bhcX5+/owZM3DWUlBQ4OfnZ2Njg+st9H+gRam5xnr16tW5c+dkOeyysjJbW1sAUFVVpUNeJUlPT6eNNGJoaOjo6BgdHV0fk1ZRUYHzXRUVlVOnTknhDv4/4eHhQ4cOHTJkyKhRo2JjY6XaF/Lo0aOQkJCUlJTAwMArV640pannz58vWLCAPp06dWrN37dmTH0NYWZm5rp16yoqKv7+++8HDx7Q1xcsWHDv3j089vT0jI+PFwgErVu3ljQeLVq0GDly5ObNm8PCwhhfSTSO9evXA4C6uvrdu3e/+OasrKzAwEBHR0crK6tqAmaS9j4zMxOT5UeOHIm/QbIBC/OOGjUKT8PCwgCgX79+zPZy5swZABg/fjyzzUqS8/viZ+bGyiwWhwWP+nTIXrngy59pLC9evNDT0wOA3377TXq9fFVILvuQli1bOjg4REREyMB1USvZ2dn9+/cHgFatWkVFRdX95sTERBcXF0k9io4dOzo6OtacyNLk5+fj/erp6d2+fZvh0ddJcnLyTz/9JGlavhXevn3r6+vbiC2hb5oGrAi9vLwqKipev34dEhJCX2zbtm3//v1xzTd79uyIiAi8npqa6ufnt2TJEjMzs2pyJ6ampg4ODt7e3pjzy+z91AdPT08AUFZWDg0NlbxeWFi4evXqoKCgOnwapaWlERERrq6uY8aMQZ8kDYZXDBw4sOZmjFQpKipSUVFRUlL69OkTRVGVlZVaWloAwOyEbuXKlQAg1b200uDAFAsTa211ANhtop86+DsRt1waHSUnJ7dr1w4ApkyZgmHizY/NmzfPnz8/PDy8pmfi/fv3bm5ukpJyHTp0wDWWLEcYHx+Pei5dunSp6YXz8PBwcnKKi4ur+cGEhARnZ2d0vSBmZmYuLi7JycmSb0tKSsJwmE6dOr169UqKd0JRFEWJRKLx48cbGxvjjyF6UFq1aiWNvhISEkQiER7n5eUxu6e7bNkyANizZw+DbX79NNUQdujQYfPmzTt27KD+ryGUJC8v7/Lly+vWrbOysqJFopHWrVtPmjTJzc1NZv5oPz8/FovFYrFOnDhR7SVJ0VEDAwN7e3sPD4+6XbuS9l5bW1tZWTk1NVW6N1Abo0ePBgB/f388nTZtGgB4eXkx2AXO3G/dusVgm9UQFhemDOjs2qEVAIzR1UixMCmLYF6FIDMzE93dNjY2NXfLmgcikYjWs23Tps3y5ctrdSQmJCS4uLhgxgLSo0cPFxcXGawGbty4gRFqlpaWHz9+rPkGeuVnbGzs6Oj4+PHjam8QiUTR0dGOjo6SsZpmZmZubm7Z2dn37t3T19cHgEGDBuXm5kr7dhCUq37+/DmeomMsIyOD8Y6MjY3p2fbevXuZnZ5i/eHZs2cz2ObXT30NYUFBwbp168LCwg4ePPjnn3/S1zt06FBeXt69e/fU1FQ0hJGRkXVYNYFA8PjxYw8PDwcHh44dO9Lf4NOnTzf1VurB5cuXMXbg77//rvlqUlKSq6vrjz/+WG2pp6mpOXr06K1bt167dq24uLjap27evHn06FEul4s5iGfOnJHBjVTDy8sLAKZNm4an/v7+AECHTjSd8vJyJSUlJSUlaYdRZC6cFtO7AwtAnc1K7Nsxb7MTs+1/+vQJKxsMGjTomwjpajRpaWlubm6S6s9GRka1LvtEIlFUVNSyZcskdzTmzJmzd+9eDP1gHB8fH9xisLe3/9wmAhppyYR6XPbVlDvh8/khISE///wzhmoDAIfDwcf8p59+QlFW2TBz5kwAoGfYqOkjuWxgCqkawsePH+P/NoNtfv00NVimQ4cOFEVdvHhx0qRJs2fPvnHjBk7EdHR06EjLOr6Lqamp/v7+y5YtS09Pb+JIvsitW7dwPSppyGtFKBQmJCTUx7UrEomcnJzu379PURRWbJk5c6a0b6Qm6enpLBZLU1OTjo9QUlJSVlZmakf21q1bANC/f39GWquDolNHUyxMemqoAIB357bvhvcR1y/myNfX948//nj48KGDg8PnvJ1cLhcV9Xr16lVQUMDowL9eai77TExMnJ2dX79+Xe2dQqGQ1qDBxQ2bzbaysq6VeLgAACAASURBVPLw8GBqUUUHcAKAo6Mj7d/7HHUs+2ruX1RUVKBigIqKStu2bW1tbb/YPrPs2rUL7wtP//jjDwCgI5gYxNjY+MKFC1evXr169erixYuZNYR8Pl9FRYXD4XwxQr45wYwhpChq/PjxJiYmwcHBU6ZMwQ0YGhUVlSFDhqxevfr8+fPy0jl8+PAh7pwtX768oZ/Nycm5ePHimjVrLC0tq+VZ+/j4LFq06PTp09HR0ViaQEdHRy5RsijnTSuajhw5ksF19vbt2yWfcOlRlf4+xcJkvF4LdQ5bVYkzuKeZ8x/rQkJC6mPRz5w58+rVq71799ZqCOmcUVNT069WbFOqPH782NHRUfLZxDVWTWd+RUXFhQsXpk2bRucRKSsrjx8/3t/fvyn735WVlbNmzQIAJSWlI0eONOizQqEwIiLCwcGB9tbQRpr2rF66dOnIkSN5eXlbt24FACcnht0JX+TGjRsAMHToUDzF+DI7O+YzYo2NjTdt2rRt27Zt27aNHTuW8Z37Pn36AECtG7TNFcYMYUpKipqaGr1HWHekZX223xjk7du3OKOcPXt2EyeJkq5dY2PjV69e7du376+//srLy6MoqlevXgBw48YNhgbeAHCi/euvv+Kph4cHAEyfPp2RxsePHw+y8vqeX71cRVm5Wi0YDodjbm6+bNkyf3//WoWYHzx4gDLHtRpCoVCISSZt2rRRqOyomgiFwuvXr8+fP58WkWCz2UOHDj106FBKSsqGDRsoivLx8dm7d29FRQWPxwsMDLS1tVVRUcE3q6mp2dra+vn5lZc3LI7p06dPuHegpaXVFAF6Ho937tw5Ozs7ekqqoqIyceLEqKiohQsXHjlypKSkBFUmhg8f3uheGgcqUmlra+OPDMqgd+zYkfGOpOoapShq3rx5AHD48GFmm/2aaaohjI+Pp4/fvn1bUlJS8z1lZWXR0dFubm62traYbE7TokULKysrZ2fnkJAQKXmrPnz4gMFpEydOlHZu36ZNmxq36Gw6WILHwMAAYyLS0tIAQFNTs+nxIGKxGP9qMnBf06I8jo6OOTk5ISEhzs7ONWOs2rVrZ2tri4539Ab/73//8/b2fvLkibu7+/Xr16uNH0VfdXR0GNcZ+HaprKxERyL+hxsbG4tEot27d3/8+HHfvn2xsbGSeWmFhYWoykZPUOpIRqxJSkoKBr+0b9+eqT9BcXExDgnn2YGBgc7Ozmlpab6+vqhtpq2tLfugdCxJiPGrIpEI/2/z8/OZ7UXahhCn0UuWLGG22XoS+jSv/6Z7Sg5XYXZY+xU3t19M5vGlHtrNcEL9unXrDh48+Pz588/t0wiFwhcvXhw8eHDOnDmmpqaSv25sNnvGjBm//vqrn59ftUjoRvPx40cME7e0tJSBy/vhw4f4tMslLQSDIeksT/RvhIeHN7FZFNFv3759kwf4BWhRnnHjxh08ePDIkSPHjx9fs2ZNRkZGVVUVLsTt7e2rZakqKyv379/f0dExMDAQ1+XVWLduHQBoaGjIOD3gW6G0tNTf39/Pz4+iqN27d+fl5Xl6esbFxdUa5ZGZmYnJiPTG+ReTEWNiYvBPZm5uLo3om7y8vAMHDnC53KtXr2JJDYqiMGhW9iHcEydORKuMp7gnffPmTWZ7WbFiBR1kFBYWdunSJWbbv3v3LgAMHDiQ2Wbrwyq/RI05l2D6Rfg5DH4Og1mh6rPOdltzt6CsSQJ7X4RJQ1hYWEirV2hqatZnqZebmxsSEoLCZmpqal26dKF/4HC7+4vhNnVQUlJiYWEBAH369CkqKmrCndUXsViMU8I6knyZQigU+vj4xMfH371719vbOysrC1P9aJ2ULVu2AMDSpUvr32ZhYWF6enpOTk5ERAQd9n306FEAmDFjBvP3IEFqair+eE2ePFkgEHC53J07d1IUderUqZqBgrTjvX///vRXDqEd748fPxaJRNKuB9mcyM3N/f333yMjIw8fPrxnz566H7p6RqUGBgbiat7Ozk6WwRfozKeLNcoM3J5EDzNFUSgdx3hO3uLFi//880/piZOUlJSw2Wws8SalLmrl9L2sFgvCoddMGLD0X0P40xnQMlSZe83mfw++/PkmwKQhLCkpwaVetSpiHA6nT58+S5cuPXXqVEpKyuc+XlFRce/ePXd398mTJ0sGiQGAqqqqpaXlmjVrLl68WM8ANh6PN2zYMADo0qWLzBKJKIrCWn1bt26VQV/Pnj3Decb58+dv3LgRGRkJEnHPGAZtaGhY/+Xp1atX9+zZc/jw4Tdv3tC+lwULFgCAh4eHVO6BoiiKysvLQ9fZqFGjKioqioqKdu/eXVpaGhUVtWrVquDg4FpTzZDCwsKwsLDNmzePHDkSJdNoNDU1WSwWm81msPgqoRp1RKV6eHjgNMXR0VHGwgW4SbFp0yZZdkpR1KVLlwCAFu308fEBpnPysrOzORyOmppazVQuBsE1ycuXL6XXRU06rLwJP4fVNITwc1iLBeEv0qUoVCKt6hO4wUMv9SR/niSXerjA9/Pzu3///osXL7y8vOhNx/rP+mv2XlVVhRWo27dvL2PFvPDwcFyDyqAvFDcQCoVnz569cuVKVVUVyoZhPEhVVVWHDh0A4MWLF/VsUCQS7dmzJy4uzsfHB31l1H9pwg8fPpTSXRQXF2PIKy3Kc/PmzUOHDoWFhXl4eNCbyl/8o1P/5b2gSCzmC7Zq1WrOnDlSGjmBRiwW37t3b/ny5dWmsBwOh1lhh3py/vx5kLIiYK3g3nybNm3w9MmTJ8B0Th6maU2dOpXBNmuCwWXSVmeVJLuoUn3+tX8NYc/pMG4/jNsPo93QEKrNu+Zx7b30epdFGaaKioro6Ohdu3ZNmjSp2gaPmpra3bt309PT/fz80KdX6yROMtwGf+slZ/20DxZ9BWKxGBcx+vr6MpBWqgafz5csByFVTpw4sWvXrosXL+7ZswcN1c8//wwALi4uGzZs6Nq1a8eOHadMmVJ/NbvXr187OTndvn07PDwcf7/y8/NZLJa6urqU4nu5XK61tTUAfPfddzV3+AQCwaZNm0aMGFFtqaerqztu3Lg///zz5s2bdeTFu7m5AQDjFaMIdUBn/mlqaqqpqaF/W/akpqbi5En2XePUDVN0pJGTN3DgQAAICgpiqsFawT2F1atXS7UXSV5nlWktDP/XELbpCV0nQNcJYPoDGkLW7Ksu56tvkTCIHOoRSi71OBzOx48fc3Nz/fz80ARu3ry57o8LhcJnz54dOHBg9uzZ1UpDYJA9Li+0tLQePXokkxuqzvTp06XtS/wcly9fnjRpEkYh1VxG//TTT3///ff9+/c/Z9WysrJSU1O5XG5ycjIaTqzxO2LECGmMtqqqaty4cQDQoUOHukNSay71JP/odD2QhIQEyU/l5uay2Wx1dfWGxvoTGodYLN6yZcumTZtKSkowUlcuy0EcCc6YZV9bcdSoUQAQFhaGp+bm5sBcTl5KSgqLxdLS0pK2Yg6moEjpwa+V/CdPlX8O+ZxrVHPhdb8oqegcIXIuzIvpFidPnly7dm1YWNj+/fsbmoRXM8heX19fQ0Oj6dGSjeb06dMAMHLkSNl3zePxMFura9euGRkZjY60pMEyHY0oVPT27dt169ZRFHX48GFfX9+ab6hWD7JBjWdkZJw9e9bR0XHAgAF0vT1kzJgxku8cPHgwAFy8eLGh4yc0gsrKytWrV+/Zswed2wBAl1/g8/lPnjyRLFwjbYYPHw4A165dk1mPyJo1a0BCnn7+/PnAXE4eSls4ODgw0lodYAqKrq6ubALgyyKupg7p3n/cn+ypp2o1hBrzw/NLpZh03nwq1GdnZ798+fLu3buo8SaDuM3PUVxcjP4QLAchM6qqqjBYzsjIqGaVTtQHb+ieKwYcVSvTUU/c3d3fvXu3fPlyOpqcpu56kA2Cy+VGR0ejvdfX11+5cqXkqzt37gSAefPmNaULQv3Jyclxc3NLSkq6f/8+APTt2xevo6I9XSxMBqxevRoA/ve//0m7Iz6fn5OTg04LgUCAZdF++uknfBVr3TCVk9ezZ0+QEJCSKhjF/e7du48fP/J4PKFQKA0BcYqiPvgcTB5gerNnewNVVXbLzjBwOQzb/K8htA8Ek5EtFoa7hUg3E6aZGEI+n+/s7Lxr167379//9ttvIBG3iXlRhw4dkuV4qpWDkAFisRj1IOqzM4rFpFxcXGxtbWmFEURLSwtFYkNCQj5+/KihocFisRqXEezu7v727dujR48ePXq02iPUoHqQ9UcsFlfzgr569QoAWrVqJbM6yQrO6dOnMROfy+VyOBwVFRWUdMjKygIAPT09maXYnjp1CgDs7e2l3dGVK1fc3Nzi4uLi4uK2b9+Oebempqb4alRUFAAMGDCg6R29ePECH3DZZDXgrNrb2/vMmTNr1qwJCQk5efIkw3WbRcKnzqs8OrWeqNdCnc0CAJMWmjp2xzVmXkJDqDL3mvr88C1BUleDaiaGUCQSrV+/fsOGDTdv3kTvtrm5Ob6EM9OOHTvKMsm9WjkIGeDk5IQLrJoFa+pGIBA8evTI09Nz5syZGGUquf0GAC1btgwICGiorMyHDx82btwYFRV1+PDhgwcPSi40P1cPUkpgYgazFpdQHzDL8OnTp3jatm1bAKjpq5ASL1++BIAuXbrIoC93d3eKog4dOnTmzBmhUIjTR4zdw5w8VVXVpluvDRs2gAxLSWMKyubNmysrK11cXCiKunnzZq2F9hqHiMvNXrUwxcJkcVsdDosFAN3VVU51bZc4atAhv6gZ+5/a7n60NehtSq4s0k+biSGkKCohIWHz5s35+fmVlZWScZt0bTZZymtVKwchbTZv3gwAampqd+7caWJTWVlZ9J6rkpKSZLimgYGBra2tm5tbdHR0o5Xb6qgHKSXWrl0LAL///rtsuiPQYAzz8ePH8RRFzxmXQfkcAoFAXV2dxWJJNd+OoqicnJz169fHxsa+ePECK9sMGjQIAOiHEXPyJNUoGwe2I7MpHaag/Pjjj1u3bv3w4UNkZOTRo0eZCtIRfMzN+Nk22cJkQRtt1Cjq3UL1Vi+jLb06V6W/Z6SLBtF8DGF8fDwd94FJMJ6enniK21Gurq6yHE+1chDSY//+/bh6Y1xHw87ODgCmTJkyYcKEaiKxGhoaw4cP37hx45UrV+q/FVp3PUgpER0dDQCdO3eWWY8EZPfu3QCwYsUKPEV/uGy0JhDMNIiKipJqL8nJyY8fPy4oKIiJicGJL+7O7Ny5MygoaOXKlTY2NnZ2dvVPTg8ICDh+/HhQUNDBgwfpbQ70bBkaGsqsthRuK2hqam7atCk8PPzBgwcRERF1KKLUH37ym7Txlq/7dbRrqQkAbBY4Gug+6tPBd7QlL0924ieSNB9DKAnuV9M782FhYQDQr18/WY5BshxERUWFt7d3NTFoRvD392ez2SwWi553M0j79u0BgC5cJxluU2uNxrqz3etfD5JZRCIROuWqJVcQpA1KHVlZWeHpuXPnQLZpnTgDpifEMuPixYvTp0/v1KkTPps4T7WxsfHz86tPHSuRSLR3714fH59jx44lJibiRUdHRwBYs2aNlMf+Lx8/fhwyZAiHw8HAOnV1dVtb28DAwKbnE3PvR70b2uuJufEgLTUA0GCzj3Zuk2Jhkrt+hZjf1AoBjaZ5GsKioiJlZWUlJSVcrFRWVmIxQlmqzGA5iLZt24pEoqSkpICAgAbFa4jFYi8vr9u3bwcHB7u7u9fqVwkJCcEF1t69e5kb+L9gecVWrVrVurdaUlKC4TY2NjYaGhqSRlFbW5sOt6G9Uk2pB9l0Fi5cCBIR7QTZgGWJNDU1cW6UlJQEAEZGRjIbwOHDhwFg/vz5MusRefHiBW63d+7c2d3dfezYsXSSj7q6+vTp0y9dulTH5gIaQh6Ph3mZeMXQ0BAAGhoB0DiSk5NxZ93AwOCPP/4YMmSIpMb64sWLb9261biFacmls6nfd7nTy6izmjIAtFHmXO5umNK/U8GRfZQ8ChXQNE9DSNWI2/zpp58AYP/+/bIcA2quxsXFFRUVXblypaGzubS0tMDAQLFYnJ6e7uPjU+3V27dv4wJLSr4mzIa0tbX94jurqqri4uL27dtnb2+PjyuNsrLywIEDHRwcdHV1AcDBwUEudTlQFkAuavoKDlZAQ80/sViMm/d1KMcyS1xcHEjEzcmG8PBwvM1Ro0bRWv8FBQV+fn42NjZ05lIddaxw7nvr1q2DBw/i3B3X1rJx79daLeTDhw9YdYR+tPX19ZcsWRIdHV3fJ1osLjiyL8XC5EI3A31lDgB0U1eJ6mWUOqhr6ZULUryf+tFsDWG1uE2MpbaxsZFqp9evX5fMT8dyEBs2bHj//v2RI0caukmJhrC0tNTNza2aRNPz58/RtDSouESDQOH8RqRhSYbb0AVd9fX1hw8fLq8cBh6P16JFCxaLJaVEKMLnmDx5MgDQoucopyezytU8Hk9JSUlZWRm37i5fvixtnY2jR4/i4m/evHm1ehEzMjIaWseKoqhffvlFNturX6wWkpiY6OLigutFxNjY2NHRse5sYDGfn7thZYqFySHTNpgmYa2t/szc+N0Ic96jWKndTQNotoawWtxmQUEBPhLSq10SGRmpqqrarVs3ehoYERGBNsDLy+vBgwcNNQO+vr5//vnn7t279+/fL6l5nZSUhJteP//8s/R2zvv16wcSkW+No6ysLDIyEieSq1atYmpsjQB/kRWq6PbXgKurKwA4OzvjKU4Nd+3aJbMBoCDfkydPRCLRrl27pBdBKhaLMSyAxWK5uLh8cZ30/v17Nzc3rJaKdOjQoWYdK4qi+Hw+hqrR+4VSokHVQrDqiGShITMzMxcXl5pF04TFhZkLp6VYmGw2aonLYftWmm/6dUyfOJT/jpm6s02n2RpCqkbc5ogRIwAgICBAGn3Vuge2cuVKZWVl2hnSokULKysrFDZrdNHqjIyMjh07AsAPP/wgJSFsiqLKy8tx3sCIWDDmFNOOHbFY/Pjx4+3bt8ss/o2iKF9fX5Coj0OQDeiU/vHHH/EU/wozZ86UXo9PnjyRfC5mz54NAD4+PlVVVadOnVqxYoU0vnUVFRWoF6iiotLQig0161h16tTJ2dmZ1h3E/0Nao0caCASCX3/9FQA4HE7N2KKKiopevXrVaqRpjXXJqiNmZmZubm4oO171IS19ysi3/UzmtNYCABaAo4FuioVJhsNkYUEjfwOlQXM2hJJxmxRF7du3D6RTYPbt27f4PZgzZw79mOFcWEVFxdHRcd68eZLOBJw2mpmZLVq06MSJEw1S2jx48CAAWFtbS7XMKe5JMLWpJhQKcdeBntJ27doVAO7du8dI+/Xh06dPHA5HVVUV5W0JsuHDhw/oFMHTZ8+eAUC3bt2k1F1QUJC6uvrMmTPpBdmePXtwelpSUnLq1KlVq1bV3xAKhcL9+/c/e/YM63R++PCh1rfl5+ejz0NPT+/27duNHvzjx48dHR3btWtXbY1la2sr1WV0aWnp2LFjcaYeHBxc8w0XL16kh9SrV6+//vorNbW64JlQKIyIiHBwcMD1AACw2WwrK6v/TZt8p5fRKB0NAFBhsfZ1ap1iYZKz9jdxhXRFwxtKczaEGLdpYGCATwWWCtPU1Gx0MnitfPjwASMCJk6cSDs/0VxxOBxJmc3i4mI60lJdXV3SLtKRlhEREdVSVgcOHEjvqTg5OSUmJp4+fZr2vkqJbdu2AYCTkxNTDaL0ML3jiDqQqMotJcRi8aFDh7Zs2ZKSkuLm5nb48GHcoKopfEqQKqj9i2EXfD5fVVWVzWbXUTyr0ezYsQM33hwdHWlrd/ToUQBo2bLlzp07nz9/3lB5l5cvX4aGhmI9FrpCpySJiYlYA6dTp06MFH0TCATh4eHz5s2jtQ/xpv76669Gu5HqIDMzE+tjGBgYfK5cD73swx0ZyWVfVlZWtTdzudyzZ8/a2dmpqqriO5XYbABoqcQJ6maQYmGS7+5KydAVVE+asyGkKAq/o7TmfZ8+fQCAwQ3zjx8/Yt1aS0tLeol2+vRpzB86duzY5z7I5/NjY2P37t07depUFL6hUVZWHjRokJOTU1BQUEFBga6ubt++fdE62traSq9AriQ4Q2RQVxArdw8aNAhP79y5AzKRv/Lx8dm+fXtmZqaLi8uuXbuA6XLhhC9iY2MDAChASv239xwTE8NgFwKBAHPYORyOm5sbff3atWtaWlqoFIgWxdLS0svLKze3vlnbr169Cg0NraysdHNzq5kCePPmTYxZGzRoUN1VXBpBRUXFhQsXBg0aRIfVcDgcKysrb29vprwaz58/x1zhnj171kf6TigURkdHL1myBMNi6WWfh4dHzdsvLi728/MbN26ctra2Kod9s6dRyoDOxWdrmUx8DTRzQ4ib83QVoS1btgBzkZYlJSUWFhYAYG5uTi/Rbty4gaGSKD9YT+gajVZWVsrKyrRRDAsLMzIy+uuvv7BMo2wMIV3LjcEYSx6PhwKM2KZQKMSFAp2tLw3i4+N9fX19fX2Tk5O3bNmCeWy6urrS21sl1GTdunUgoaKAOZ0HDhxgqv3S0lKsatmiRYvLly/T1318fPBRmjZtWlhYWE2vnYeHxxcTOby8vLZu3bp+/fq9e/fSoqnIyZMn8UmfOnWq9PYpJk6cCAALFy60tbWlY7DV1NRsbW39/PyaUmjz0qVLmAE8evTohsYQVVRUhISEODg40BKMkooBT58+PXDgwMGDB8+dO7d//34jIyMAiLIdXn43stGjlTbN3BDiXlfPnj3x9PHjxwBgaGjY9Gw2Ho+HJYq6dOlCTzBjY2Pxm7Fhw4ZGt1xaWnrjxg1XV9cxY8YUFBQYGRlVVFSYmZm9fv1aNoYQ1Yo7duzIbLOTJk0CgCNHjuDp3LlzAUBy/s4sVVVVLi4ugYGB79+/9/Lywp9IjCGMjPx6H8jmR0BAAABMmTIFT1ER8JdffmGk8czMTIyJa9euHe3ZowM4q7lJ6Z9vWgJCVVUVLUqDXLXYfk03LOMUFhaqqqpyOBz8hSksLPTz87O1taXT8zU0NOzt7WtNRqwbDw8PXCgvWLCgKWrgxcXFJ06cGDNmjOSQZs6cWVRUtG3bNoqi3N3d0ZYHMlu2gmmauSGsqqrCxQ2d0ouKD00sXl9VVTVhwgQAaN++Pa1WEx8fj33NmzePwbRxVOK4du3ajz/+KBtDeOTIEQCYNWsWs80eP34cAMaNG4enFy5cAIAhQ4Yw20vdoH5/tZqFBKny+vVrADAxMcHTV69e7dy5kxHX6PPnz3G1IenZq6ysnDVrFgAoKSnRs65qFBUVoUWhvS/1lxDj8/kODg64BmJwXVsrx44dA4Affvih2vXMzMzPJSN+0SoLhUL0k2GaB1NDpRUDWCyWqanpnj170Hi7u7tv3bq1iWsDGdDMDSH1nwT+nj178NTR0XHEiBFNeQ7FYjGGfkhW/ktJScFwrylTpnwxBadB0JJUU6dObdWqlQwMIdY19PLyYrbZvLw8jNvEvRYul6uhocFmszHMWjag1IixsbFcBG4UjaKiIj6fLxKJNDU1WSxWQUEBg43j/h969uiNiU+fPg0dOhQAtLS06lOb/tOnT97e3pIWRVdXFwVfJAPfaAf+tWvXjh8/zmKxtLS0ZKCnP2rUKADw9fX93BvS0tI8PDxw2xUxMjKqNc8BKS8vR8eMqqrqP//8I40xp6ene3l5eXh4XLx4MTQ0dNeuXahR9ZVnLjV/Q4hSv0OHDmWqwfT09Hbt2mlpadHLyqysLEwsHT16NLMhqZSEIfzw4YOmpqYMDCFWe2li4fhawSjzoKAgPMW48KNHjzLeEcLn82fNmiX5PyYWi3G+smnTpvj4eFkmMioa5eXl/v7+mFY7ZMgQALh16xZTjXt7e6Mvbv78+bRnj1bIbN++/fPnzxvU4Pv373fu3InBdIiBgcGqVatevnxpZGQ0dOhQ/KosXrw4ODjYy8tLBjXdcnJycOJYnxBxTEbEJxcxMTFxdnaW3IPPzs4eMGAALh9lWZ4Tw/XbtGkjsx4bQfM3hGVlZehnZ1DhMDk5mf4mffr0CXeeBg0aJI2gcHofu6ysLDAwUNoqZfn5+SwWq0WLFtLoyN3dHQDmzJmDp+j5mTBhAuMdURQlFAqnT58OAJ07d6bvJSkpSVtbGyPlAEBTU9PKysrZ2TkkJER6kkMKy9OnTx0dHSmKWrZsmaRXpon4+fmhZ2/79u30xVoVMhtBNQkxb2/vDh06rFixAjWJ0BAycA/1wMPDAwDs7Owa9KnPJSNeu3YNhThMTU0blLjMCKiMI0vfT0NptoZQLBYfPXrU2dm5tLQUK4JKoxIsl8u1tLQEgF69ejHr+amGWCzG7RBGcpXqAPMc6ApWzJKcnIzeJ5zF5+XlYfHu+tSmaRBisRhL8Ghra9NL2w8fPuAOcd++fX/++WdMraHhcDjm5ubLli3z9/fHks6EplBUVJSYmPj777+LRKJ58+apqanp6OjU4bWrPzweb8SIEbSePlUPhcxG8PDhw9WrV+fn53fo0KGgoKBr1665ubmyNIRY3bdxKUxCofDGjRsLFizA7A6MYQEAKysraSQjfhH08YaFhcm+63rSbA0hRVHp6enz588XCASHDh0CgOHDhzOrNMjn89HEmpqa1kwsZRzcutu5c6dUe8Fgd8zWkAY9evQAgJs3b+IpOs0uXGBYfh5rwKqrq9ML9/z8fOx6yJAhdNB5Tk4OrQ+Ov6Q07dq1s7W1RYkDlKul2blzJ13a8OXLl7JUzvy2iIyMjI+P37hxIwDQUYUA0KNHj23btmH8WuOQ3OJtkEJmI+jQoQNFUcePH587d67MDGFaWho6ZpqSICEUCisrKy9evDhmzBg1NbU2bdpU+ybLjDVr1sDXXQet2RpCsVicn5/v6+ubmpp69uxZLS0tjBDDErLe3t4JCQlN5hS70wAAIABJREFUiZgQCoX29vbo+27KI11/UOho8ODBUu0FVSEY3M6pBpoo9JhRFOXm5gYAc+fOZbALLDyirKwcGhqKV0pKSvr37w8AvXv3/pwLtKqq6vHjxx4eHvb29uhko1FWVu7fvz+KxObl5dnZ2dFa5Ldv3546dSqDg29OVFZWotSnkpLSoUOHPue1q6nXVU8kFTIZj+2iQUMoFoutrKwsLCxkYwh37NgBTRN/iI2NXbFiRXZ29tatW4ODg5WUlJSUlORlCLFS+k8//SSX3utDczaEQUFB//zzT0xMDOb2dezYkc5IRdq2bWtnZ7d79+579+41NMgFpUT19PRevHghpVuohlTDLKOjo2ntD4qi/vjjD8a7QO7fv49/C5yFYGx9y5YtmdqS9PPzY7FYLBaL9oTz+fwffvgBNwtzcnLq2Q4tcdC/f39aNh0AFi5cSAxhfSgoKMBEW01NTUmfGKqTODo6oqICSKS311/whaqHQiZToCGkKCo+Pl5JSUk2hrBXr14AQM/kGoe7u/vp06d37dp1+PDhnj17gkRd3/j4+GPHjjGuhvM5EhMTcREim+4aQbM1hMjLly9xnxZLwgoEAnrWLymXjpNWnPX7+fmlp6dXa0ckEnl7e9Pu9dDQ0JSUlFGjRjGrFPVFMDXV29ub8ZYPHz5M6+9QFKWnp8d4F4hIJEJJOTquDzXqmljvCbl8+TK64P7++2+8IhQKsSazoaFho3f+CgsLw8LCNm/ePHLkSH9/fzs7u549ew4ZMmTIkCE9e/akDaFIJHr37p1YLOZyuV9zXIAMSE1NxT+roaFhNUEWmsrKSkxv19TUpLdp6ykhVh+FTKY4ffo0fXzlypX6SJE1kVevXuEku4kSSO7u7tevX79169amTZvmzJkDALToI2rxXLx4kYnxfhmhUIjCUl9tSFpzNoSpqan4mzt58uRaFxyfm/XjA2Zvb+/h4fH48WORSMTn85WUlGgPno2NTXx8vGzvhqIoysfHBwDGjx/PeMsyM4QURS1evBgAUHiC+m9XcvXq1U1s9tatW7jPR7csFotR0KtVq1YM1nL73IowNjb21q1bO3fuXLVq1a5du2TjMP8KuX//Ps4y+/Tp87mKDZLweLzAwMA6JMQqKyuXLFlCK1e4u7t7enoCQK9evWrOWaVEeHh43759ZSPFsGnTJgBYsmRJUxp59uyZt7d3YmJiUFDQ8+fP9+7dCwDLli3DV3HjdsuWLUyMt15g7A8j811p0GwNYV5eHsZAjxw5sj6e8eLi4mvXrm3dunX06NH0FBXR1ta+ceOGqanpjz/+iGVW5GUIq+WkM8jhw4d79Ohh/x/a2trMti9JaGgoAFhYWODpvXv3NDU1m1jpotZ6kLhFr6GhwezCvQ7XqKenZ2Bg4IoVK+bNm/fp0ycGO/1WwEJIADBmzJiGakN/+vTpyJEjw4cPp2el2trac+fOffjwoYaGBp1mM3To0Ldv3/r6+kqvym5NUCaeVo2XKlikrCkVnWpy69YtkBByCgoKAgBbW1sGu6gbVEXft2+fzHpsEM3TEBYXF6MC4cCBAxthM4RCYUJCgre3t4ODA+YIpqammpqaJiQk9O7dm8/ny8sQUhSF2Rrnz59nttnDhw+vXLky4z+kuiKsrKxEo4VzfJFIRM9Unj59WlhYGBwcHBgYWP/JPl0Pcvbs2XSOPFaSUlFRYbDYCPI5Q/j06dPk5OStW7euXr06ODg4IiKC2X6/fugAzsWLFzdl07eahNjdu3e7d+8+ffp0/NqjIWRu1PWipKSExWKpq6tLO5H3wYMH6JFiNgK2qKiIxWJpaGhgsykpKQDQvn17BruoG29vb2A6LI5BmqEh5HK5WHnuu+++Y2Q3ODs7m8/n407v2rVr//e//8nREGItIQcHB2ablaVrlKIo3LerJtVYVla2b9++x48fFxUV+fr6pqSk1Kcpuh6kra0t/SOFCTPV6kEyRUZGBp2sxuVy6RodpaWlkZGR5eXlb9++lWXN4a8BgUCwdOlSYFrBMjk5ed++fWVlZd27d09PT//uu+9KS0vlYggpijI1NQWJ4tJSwsnJiZGdgppg4ixqzYjFYqx32KAApabw8OFDAOjdu7dsumsozc0QVlVV4T5whw4dGNw/oA1hWVlZjx49evfuLS9DiLWEGAyzRGRsCE+dOgW1qQnfunULA9t2795dn3Y+fvzYvXt3ALC0tKQzrgICAr5YD5LAIGVlZePHj8e9vbNnz0qj/e7du1MU5ebmtnbtWnkZQpy9SUmiExGJRCh7JA0lxSlTpgBAQEAAnmJM7/Xr1xnvCElNTfXy8tqzZ8/p06c9PT0vX76srKwsxxSOuvk/ESLfOmKx2MHB4dq1a61bt75x4wYuFJhFU1Nz27ZtWKhILnTt2rV79+6FhYXR0dEMNmtra7tgwQL6FEtDSI8JEyYoKSnduXMnKytL8vrdu3fv378fHR2NqqRfZPPmzW/evLGwsLh69SomyURERCxYsEAsFu/atWvRokVSGT1BgqysrGHDhl29elVfXz8yMnLGjBnS62v16tUREREfPnyQXhd1gNrWz549k14Xd+/ezcrK6ty5M4qCMku18ePp06dPGe8IMTU1XblyZWlp6atXrxwdHR8/ftytWzfcdZJSj01B6ctv+XZYvXr1uXPntLW1w8PDcaHAFEpKSpjiCgD29vb+/v60XqXsmTx58ps3b4KDg0eOHMlUm6jfRsNgy7XSokWL1q1bs1isjh07duvWzdra2srKqn///qtWrULRtWo6L59j3759HA7H1dUV/TxxcXFTpkzh8/nr16/HYFSCVImPj58wYUJmZqaZmVlYWFg11TrGUVFR8fLyGjFihFR7+RyMGEKshfn999+HhoYOHTq02mRdSUlpxIgRQ4cOpathMEithlB6dl0sFh87duznn3/28/MTiUQsFqtv374JCQnPnj2ThplvKvJekjIGlpqTVNVqrsTGxoIUCufKDKFQOHXqVADQ1taWVN4CACMjo+nTp3t4eDx8+LCh9UKlVA9SMSkoKDhw4EDdMVnZ2dkYXz1q1Kj6VEhoNEKhMDY2lj69d++e9CrC10F2djYA6OnpNfrbJRQKk5OTt2zZkpiYyOVyaSHDkydP0iUBXr161cQ8+s+RmZkJAK1atcLTFy9eAEDXrl2l0RdFUU+fPt29e7e/v39iYuKhQ4cyMzMxhWPp0qVS6rEpNBNDWFNVqxkjEolQp4opUZvTp09v2bIlJibm0KFDf/75JyNtfg6xWIweSx0dnWfPnnG53OjoaJQ4oKVGEA0NDSsrKxQ2+6JSMF0P0s7OThqCk4oGl8sVCATV8swSEhKWLFkyYcKEtWvX4g+3q6vrvHnzmpj3/Q2B37Gm5NSnpqauWLGioqLi7NmzdAEya2trWr02KCho8eLFDIy1Ntq2bQsAGDwhEAjU1NRYLFZDs1waDaZwSFsksnE0hz1Cf3//VatWsVgsb29vLBwvbZ48eYL1LeUCm81euXKli4sLiuY0nR9++CErK+u7777r2rWrQCBgpM3P4ezs7OPjo6GhERoa2rdvXw0NDWtr61WrVqG1S01N9fPzQ4mDioqKmJgYLy+v6dOnt27dunPnznPnzvX09Hzy5IlYLJZsMzs7+4cffsjNzR09evTZs2c5HI5Ub0ER0NDQiIuLQ4FWJCUlxc7ObtasWX5+fubm5kOHDq2srNy6deuJEyeqKRc2YzApq9HuRIFAcOPGDSUlpfv37/N4vJKSEkZH92VQjgfHr6Sk1LNnT4qi4uPjpdRdtR+Tfv36sVgsrAMqpR4bj7wtcVMpKipCe7B//37Z9CgQCNzc3OoZ1iglJNNxzp0718R1cFZW1u3bty9cuFBRUSEZO8o4uM+qrKxcn+reJSUlERERLi4uNjY2WESGRltb28bGxsXFJSQkJD09HR9vKdWDVEzi4+MXLlx48uRJ+sqqVaskH7E5c+ZIao/JjKysrNGjR8u+XwT3X7Zu3droFoRCIXosJJfR1tbWs2bNWrZs2bJly8aMGSO9FaGzszMA0Pkt6JuRkl55Tk7OwIEDq6VI4S6ytGvJNYKvPVgmPz+/ZcuWNef4XC4XowR1dXUjIyNv3bq1YsUK2QwpMTFRV1c3JiYmLy8PXQ2y58qVK/Tx69ev6apjjePVq1cZGRl2dnYBAQEYBy8NTp48uXnzZjab7e/vjykudYPWzsbGBgAEAsHTp0/v378fExNz+/btgoKCyMjIyMhIAGCz2WKx2Kyj8flN66pJAhEaTe/evY8fPy55JSUlZfLkyZJvwEweGXPy5EmUUJcLTQ8woX/Kqi2jp06dinmKN2/exLKd0kBm8TKJiYm2trZpaWmlpaWLFi1SVVUFgKqqKg6Ho6WlNW7cuKVLl86dOxclML8K5G2J6yIhIeHs2bPVauP5+/ubm5vb2Nj07t272nRDlsis6EStSOb5ubq6enh4yHEw9eHixYscDofFYh05cqQp7RQXF3t6et65c2fy5MkzptiZGRm1UFZiAZzvZpA5t2G1vAkN4ueff758+TJ9unHjRtl/69LS0rZs2TJt2jTZ11hH0EQZGRkx26zM9gjfvn0LAHQ9DQy769u3L7O93Lx5E6fmgwYNoiVNioqKsDyvpMa6jY3N8ePHvwYl7q/aEFIUVV5evmPHDvr05cuXZmZmGKJWVlbWv3//Zh8jWit6enqW/9GhQ4ev3BBGRkbilJCRqsKhoaGvXr3atm3byunTQnsYTtBrAQCbjFqm9O8kyKtvlSVCQ/Hx8aHL41VVVfXs2VNemhIPHjyQS7+UhCALHeTJCDIzhCKRCNUNMfqMy+VyOBwVFZWGFqGrA3rPeOrUqTweDy9mZGTQ1UJiY2Ox6gi936Gqqooa64xLKNefr9oQ5ubmuri4SIoA7dixQ9IuHjlypIlizd8oenp6ov9wcXH5mg1hXFwczgEZUe4XCATr168/fvz4qlWr9nvsO9nT2KNTawD4XlMtxcKk5Lwcdq0UBIFAMHPmzDFjxvzxxx8DBgxwc3OT94jkw9ChQwHgxo0bDLZ5/fp1WkA8PT09Li6OwcYluXHjRseOHQHAyckJowF69OgBAJ8rldUgxGKxi4sLZkA6OjrSqr8PHz7ELaRevXpJBtwWFRX5+fnZ2tpiyXQAUFdXt7W1DQwMlH0c8ldtCF+9ehUYGCgpmrxq1SpJ3axLly7NmjVLHkOTM9+Ka7RaPcimNygWiwsLC0tKSkQiEY/Hy/l98TNzY2UWi8OCR306ZK+c3/QuCHXw7t27qKio3NxcaWtPf7UcP358+/btycnJ8h5II0HV/nXr1mEh7uDg4OvXrzc9yozP52PJQw6Hc/DgQfr6pUuXcOVnY2PzuWohnz598vb2pjXWAUBXV9fBwSEkJERmX7Ov2hDWZM+ePZJhjXv37l2/fr0cxyMvvglD+MV6kE2nNDgwxcLEWlsdAHab6KcO/k7ELZdGRwSatWvXtmjRIigoSN4DkQMhISGSWqMzZsyQ42Aah729Pe4L0iu2plNYWDh8+HDc/5OMYKerkSxYsKA++hgfPnzAqiN0CEurVq2WLFkSHR2N0+ioqCi038gff/zB1C18Y4YwMzPT1NQ0KSmJoqiMjIzvvvsOxdQVDcm7/vjx41dY+q6h9SAbh7C4MGVAZ9cOrQBgjK5GioVJWcSXEzMITWHLli0AINU0m68WLy8vydwJaWvTM869e/ccV6wAAGNjY6baTE1NRT1LQ0PDJ0+e4EWhULhy5UpobDWSxMTELVu2dOnShbaInTp12rhxo6en56ZNm+i3Mfj//40l1Ldv397f3/+3334bPHjw7NmzDxw4wKym6LeC5F23bt26VatWchxMTUpKSsaOHZuUlDRw4MDg4OB6Coc2Ao6Onlqffj/oarD+X3v3GRfVnfYN/JrCMI0ySEeUIipFcEBBEBGlKAqMGstqEo0xG6PJxqxrsrl3E81Gk92NMXeM0RifjSUaNaLIABaKChZABAcQkN4FKUobpsCU58XRuVljLMAwDOf6vjpMOecaP8Jvzr8CXO2SylVqSXqylq6FCMOw9jTSEm8DeK/kJsPAoKGhQSwWD/6EN2/e9Pf3LykpmTJlSlZWlre3NwD09PQsXrx4z549hoaGx44d++yzz172tG5ubp9//nl5eXlhYeG2bdscHR2rq6tjY2OfWJFxCI30eYS/FRAQcOnSJQCoqqpKSUnRdTk6VlZWxmQy7e3ty8rKJk2apOtyAAAkEklkZKRIJHJxcUlMTCRGqWkPJzjcKi/Hjc0okvRmdMtCrl1WKxQUrf3CIG3vWjDCHTx4UE//7HQnnG7d8T+tUjkH1HQez9XV9dVXX33jjTcGfC8RGxv72muvSaXS8PDwmJgYY2NjAGhqaoqKisrNzTUzMzt79iyx2dOAubu7u7u7b9269dq1az09PTU1NbGxscQkEAAYyhVqhurWcpgplUpiU/I7d+7ouhadkcvlycnJxBYnmzdv1nU5j7S3twcEBIwfP16zY61W9dbXVHg7bLIxBYAV5kYV3g6SWxnPfxsaKJVKRQyAamoi3WQVfW0aVake7P/fCm+HuMm2lgY0AODQ/2+JEm9v7507d9bV1b3UKb/66iui/2/Dhg2aEQB37twhRqU6OztrY67n3r1733///YbHNP/+SqWyqKiot7e3qqoqJydnAINO9axpVINKpUZGRgKAUCjUdS06w2AwbGxsZDKZt7c3sRywTkRGRhYVFRHHCQkJW7duTUlJSUtLe2JrJy0xGDue4eQSasoGgEudEhVAT5pefmHXFxQKpf+SlWiEU/f2Nn/y5/YDu691SV8rv9/Sp/Q3Yqa72wlXLnr//ffNzc1v37794Ycfjhs3btq0abt3775///6LnJYYa7Nt27Z9+/YRLZapqamBgYG1tbUzZszIzMzUUgOVkZGR3WOaB/Py8rq7u3fs2HH8+HEAIBL6pehrEAIAseATmYNQKpXW1tZyudz6+vp79+694P/gIScWizVtFH19fRKJhM1ma3truv44s8NcWYyxDHpbn7KgR96TNgTdhOreXnnxHWlulqK1efBnG2Wwm1BfqLo6mt5bLb4oPNnW/VZls1ipemUM9+AEK3Nrm3nbduzevbuhoYGY3s7lcnNzcz/44IOxY8cGBgYeOHDg2WuCf/zxx9nZ2Zr+v4MHDy5YsKCzs3Pp0qWXL1+2sLAYjo/3mLe3d2lpqb29vbOzc2Ji4hPbfb+QIb53HUYSiYTD4VAolOFpghuZqqurGxsbW1pacnJydNVUNXv27JycHJlMJpPJfv3113Xr1g1zAdI7ogpvhzcsjQHgHWuTCm8HednAxxKr+vra9vy7MsC1KmhKdbBnpf+k+tcF8orSISxY3x09ehQAli5dqutChltHR8eDBw80P1ZWVuqwmOfqbaitXRJS7u3wvo0pAFAA3rcxLfd2qFsxv+9+4xMvlkgk8fHxy5Yt0yyCqlnwRSx+1pQkYh498Zb+8+i1ob6+vqKiQvPjlStXiAORSFRQUPDpp5+mpKT8+OOP2dnZL3tmPQ5CtVpN3BT+8MMPui6E1GbPnj19+vTg4ODg4GAPD4/hD0K1SlUzf8YxF2sAcGYaVHg7PPx/A1xQX6Xou/fWH5L5zkludhXeDhXeDmXe4/c7W1UFuskK84a2av1VWFgIAM7OzrouBP0uacHt6lCfoqnjF/A4AGBAoexyMK/wdmh8d7VS/Kzp8w8fPiQWfNEM0WSxWMuWLYuPj/9t35tMJlu1ahUA0Ol0Hf4dlsvlN27cEIvF9fX1A9vaQr+D8ODBgwAwf/58XRdCCg0NDT/88MO+ffvUavWhQ4dOnjxJPD579mzNEuRnzpzRQRCq1S07/qeU72BKpwJAsptd/atRAzvPwyM/Vs50+8iOt8WWRwRhMX+8hQGtwtuhOsxXRdblVJ6gUCjYbDaFQvm9tUJGPc3inC8yT3z4iVPPV/pPzpxi78k2BAATGvUXF+sKb4eW7R+rFC/6f/jevXvE9HbNgi88Ho9Y8IXYSerBgwfEoFAul3vu3DltfiCt0+M+QgCIjo6m0WhXrlzp6urSdS2jn52dnZubW0dHx507d1gsVktLi64r+j+c4DAaBWYbPxoyIy8pVDQ3DeA8nUf2q6WSpz6llkkk168MqsrRgkajeXh4qNXq/Px8XdeiA7m5uTExMbt27Tpy5Mj+/ft1Xc6TOk8cuv/xe2Wd3ctKmwokcntD+qlJNn7GLN7bmyw++SeF9qIzi2xtbTdt2nT9+vXy8vLt27e7u7u3t7cfPXo0OjrawcFh3bp1Pj4+V69eHTduXGZmpva2bxse+h2EY8aM8ff3l8vlSUlJgz9be3u75lgmk0mlUuL4xIkTX375ZU5OzoEDB4idOcmpt7c3ICCgq6vr119/ffDgQXFxMfG4mZmZZtlcJpNJLM8/zFjTZ1LZnDBTFgCkdkpAre5Jf+GxoyqV/O6dhz9+W7ckVNnx6P/A7R75kZauIy1dv7R2P3qVVCIvzNNC7XppqMbLfPXVV5rj1NRUzQmJLSfb29uJjScVCsUgLzSEfHx8AMDIyGjFihW6ruW/qZRt/9ra9vXnmZ2SFaVNDb0KL47h6Uk2E4y5Vl9+Z7b+g4Gd1dnZ+ZNPPiksLCSmt7u4uDQ0NBw8eLC1tdXd3f3GjRseHh5D+zmGn34HIQzp2FEvLy/Nagt79+795ptviOPly5f7+/t3d3evXbvW1tZ28BfSU21tbf/5z398fX137Njx9ttvL1++nHg8NjaWWMMeABYsWLBr167hr43CYLD8g4KMWYZUikgsb+1TPncShbpXLr15o+wff02eNbX+teir3+48l3/n26aOo61dAMChUsYY0MYY0Mzoj39H1Cq1olfbH0RfDFUQ/utf/9IcJyUlaebpFxUVMRiMuLg4Jyen1NTUAQyI156qqqpXXnmltrZW14X8F5VEErs8uvnXn/fd71xb0dylVM0zZf/iYm1pbm67/xg3PHLwl5BIJMRq3d9+++348eN7enq++OKL4ZklpW0j6L/XwCxevBgAEhMTe3u19Ueqvb09Ozt79uzZp06d6r9JN9nY2tq+8847xD84nU6fM2eOriv6L5zZYWwqdQaXqQK40K2syStSdnWp1eq+vr7+L1N2totTz7ds3VwT4tO48bWMY0diKms3VrWsKb+/sarl+6aOwy3dADCJxYjkcSJ5nAgeh3gjlc1hTHTXwQcbkbQ9gyIoKKixsZHP5xsZGU2ePHlEBaGJiUlMTMz69esvXrxoaGgokTy9LV17OiWK+x3y/o8oWpsLX190PTPjm8b2bxrbFWp1pBlnj5OlkYOj3aFYpte0wV/04cOHFy9ebG5uPnz4sIODw/Tp0wHg7t27gz/zSKD3K1E5Ozu7ubkVFxdfu3YtJCRkkGcrKSkhNg1pbm7WNPF999137u7udXV1XC533Lhxg60YaQdn1hw1nc615UNXxg6Z1RdNxsx3Lk7uvBjkav7Rls1j+uQ96ck9aSmy/NugUnYrVeld0tQOSVqXVKxUEWfg0qjRPE6YKfuu9Klfqiic4LDh/EQj2ZQpU+h0enFxsUwmG8Bass3NzSKRKDg4WC6Xb9y4kXgwMzNTs9zXgQMHGhsbfX19T548+eabbw5l6YM2ZsyY1atXA8Dw/zX45Ubj30+VNrXLaTRg0Kl/Ch//ySIXSk1Z06Y3Gfcbr3bJcsUyCsB0LnOzDY8zPcB65w9UI+MhubSZmZm7uzsAWFlZlZaWEjMFR81cUr0PQgAQCATFxcVCoXBgQdjW1nbu3LlFixYBwPfff08MGi4sLIyKiiJe8PnnnxMHwzlJHL0sFcfkj5M+vtlNhdJMVWsR8N/s6VPnVbZWNve53F4e3lkPAA8Uyqtd0gvtkutd0l61mnijGZ3myWbMMmY19in+x84MqFQOjaZSP0pHGlDetDSmsliWn+2ksjk6+3gjDIvFmjhxYnFxcVFREdFn9myNjY25jxUXF1dVVQFAdna2gYHBH//4R+I1PT09mtcvXLhQLpcTwxQ5HPxnBwDYeLDw5+v3euRKAAAlSHtV3ySWCdPLThZuk3U8WF/ZkiuWGVIoAcasQCNm17SZNnsOUx533g9eX19fQUEBlUrl8/np6elLliz54YcfMAhHEIFA8M9//lMoFO7evVsz0ve5ampqhEJhYmJienp6X1/fiRMnAOD7778ntlPftWuXTCbTYtFoqP0rvjIbrKVsCpi5wIMy6KwHClXptba7OnWvbHJ1c+HlTsltsZxIPxoFfLiGc03Y07lMYxp1AtOgxtTCOTTCat5ChqMTe9sWac5NoNJApTAwYLzD41n+42t24Fwdf8IRhs/nFxcXi0Si3wahQqG4e/eu6LG8vLwnlikxNTWdOnWqQqEg/rASDxKrBxP6L6CFAODXzKZHKdiQBffzgGYADnMl97LuGhp9yAkoLT1QKeuzMKDtcbScyjVkr3nH/k8fwQv/MXwRdDp906ZNNBpNqVT6+fnR6XQmk1lRUdHV1UUst63XRkMQ+vr62tnZ1dXV5efnT5069RmvVKvVOTk5cXFx8fHxxKRgAGAwGOHh4SNtJyP0UhRK9b8TKyVKCgDA2BnwoAzaq6DiArSVKB9WFvW0EGuhMqmUACPWXBNWiAnbwoAGAAwnF07oAk5QiLPrFM3ZbL473NdQK8vLVffKDcaOY3r74XYWv8Xn83/55RfinqC3t7e8vFxzzycSiZ7oOePxeG5ubj6Pubq6jqhuv5Hv419LeuRKKDoFzfng+TooZFB6FjjWCmnHhYJzanmfK4vxnwlW1mymxdavjBYsGvICKBQKj8fr/4i7u3tubm5BQUFgYOCQX26YjYZfbwqFsnDhwgMHDgiFwqcGoUKhyMrKiomJiY2NbWhoIB7kcDhz5sxZtmyZQCAgugOnTZtGoz1alN3Ozk4ul/+4qqVkAAAaDklEQVT2VGikUTTdk2Rezb2SDdJZQGGCQgp0QwCAByXQ9qgnn8I0nWY25o+s7gAjFpNKodBohh58btgCTkgE3fLpi5UbjB1vMHb8sH0KvfPw4UO1Wg0Ap06dunLlSllZWf89cSgUiouLC/+xqVOnWllZPfU8Bw4c0ByvWrVqFNxbaENju6y5Uw5qNdyNhcj9wDQFALCeCoUnwNCEamTjwmGdsDc05vGsv97P8pkxPFXx+XziSw8G4UghEAiIINSsegcAxCSkhISE+Ph4TcuMvb19REREZGTkvHnzNKvqEWJjYzXHf/jDH4ancjQwvZVlkmuXe65ekhXkglpdS7NT0JTQKILGHFAQbdpUYJnAuECw82NYuc5viQ9Viti+M9mzQjjBYVSudndJHH2ITj6iUzA3N/fu3btqtZpGo7W1tbW1tdHpdOKGz93d3c3NLSAg4AWbWJYuXao51rSRoifca5cz6FRpRwsw2I9SUINKp87eGt2RymNXWO8+yHCc8DvnGHqjae31URKEISEhRkZGIpGopqaGSqVevHgxISEhOTlZM6fCzc0tKioqMjKy/4pBSM+olLICUc+1Sz2XL/bV1QBAhawvtUOS2ikp6KlRwQ0AAAoFzF2BSoOWQnAIBv46AGBQFd5rVzksPzCEYwf01O3btxkMBjEDure3NzY29qnf+ZRKZXl5OdG9d/v2bZFI9ODBg/4v4HK5Xl5eBQUF3d3dZ86ciYyMfOJrJRpCJiy6UqUGuiE8bSYr3YBlbmtl9+1XNDPz4awKg3DEMTQ09PPzS01NnTVrlqbxk06nz507Nzo6WiAQ4IDPkU6tFicndhzZ31tdCQAMxwmmazdwwxYCgKpHLLmR1pOeIrmRpuruUgEUS3ovd0rOtfdUyh7NETSkUgzHTOweF6QeFwQsM2gpgtSPoD6TCEI6ixWxPIRigJ1SkJCQYGpqSgShRCL5+9//TgRhX19fWVmZppMvLy+v/xhOADA1NXV3dyd6+Ozt7Y8fP/7dd9+tWrUqLi5OLpdjCmrVBGs2lUIBhhEYsOFBGYyZ2P9ZCoMZsW0LzWy4Rzl4eXnRaLTi4mK5XG5oaDjMVx9a+h2ESqUyMzMzMTExNja2vLzc2Ni4oaGBzWbPnTs3KipKIBD8Xs8EGllUyvsfbmzPvEaTSWkUAABJSVH3ti1GP/9IG2OekpxSI5ZO5RgmtouLpH0V0t6WvkfdUaZ0qr8Ra64JK9yE3cwyXewQIaEy1ABg4QqGJiBugs46lonNT3/0McQU/B1xcXGfffZZcXHxEysPODg4EN17RD/fEwuI3L17V6VS8fn8uLg4kUi0cuXK4a2aXKgUyrvhDrsvVEmmb4SMnTBuFtANobsJuFYUCrjZG3s46WCsH5vNdnFxKSkpKS4u1vdmbb0Mwq6urosXLwqFwvPnz3d0dBAPWllZtba20un0yspKHW7Xjgbg4Q//K7l57f3i2nVWxtO5TAC4JZYdq275Xi7rUKiaJLLTD8Rf3nsoVz2a+TeWQQ8xZc81YflxmXQKhcrhsmcGO80Ou2I/bdEPJd09crGcorabDlWpjPrr/+yRRdp66/Tz6UZLSwudTjczM6urqzM2NjY1fdS3lJycTCxST0wQolAo+fn5NBrNyclJM7DTz8+v/2SG3zOaGsdGuE8XOcfl3K9Se8t5u+BhOaiUMCGCqpSyWYbH33vWUHmt4vP5JSUlIpEIg3D4tLa2XrhwISYmJiUlRTOk08nJad68eUql8tNPP129evWVK1cuX75MbJGF9IJKIuk4/pP6abM2t9U/ONnWrVQDAFAA7Bh0VxbjdQujmcYsAKDxzNgBszmhC9kzZlEYDACYDlCz2+ZcblPyjt3lJuxUgEmVsZF0K8nVVJOVa4f3Y+mYRCJJSUm5ceNGWFiYUqmcMmWKJgjt7e2nTZsGAD09PSdPngwODs7KyvL09GSxWC948vb2dolEkp6ejkE4bFgMWuZnAW/sz0+6AwamM1RqNQCMG8M6vYnvYq2zBQf4fP6JEyfy8vR+MXo9CMKqqqqEhISYmJiMjAxixDaVSvXx8YmMjFyxYoWrq6tKpbpw4UJXV5dAILhy5YpQKMQg1CPyOyKqgYFSJgOApl5ljbwPAJr7FABgx6ADwASmgTPT4A8WRlXSPhXArMkTjYJCuGELmV4+v50ybECjLPK19feQttbn+1IphT3S+30KVloK2YKQzWavWrWqqKjo1q1bTk5O2dnZkyZNIp5ydXWNiIgAAKI1xcTExM/P76VOzuPxtmzZQhxbWlq2tLTU19fb29sP6SdATzJh089u9qlplWaUt8v7VJ7jjHwcdbDTS3+j5puQjoOwpaXlgw8+OH78OPHjX//61+XLl/v4+Gg6/4RCYUlJCfEsi8UKCQmJioqKioqysbHRnIRKpRIDQRctWvTBBx+cP39+FHTekoeyq0P9uM3z7EPxtS4aALQqlFwqZaW50avmRhwaFag05hQ+JyiEMyfcYLzTc8/JmR0mTkoIMGJd6pRc6ZRa385WdrbTTHjPfeOoIZPJduzYERERkZWV5evre/bsWS1dyMvLKyUlRSQSYRAODwcLloPFi967axsRhHl5eSqVSq9XSNBxEPb29mpWeAGAioqKurq6PXv2JCYmaoZrW1paRkVFRUdHh4WFPbX1RqFQZGZmNjQ0vP32256engUFBWlpafPmzRumz4AGh25jp358vNHahOgjzOqWHWvtMqJRKXS66er1JivfeKmh4eyZwRQDg1BT9qVOSWqHZKW5keR6mtHCxVoof4SSy+XEktbvvvvuzZs3N2/eTDweHh6uWSObxWL97W9/G+SF+Hw+EYTR0dGDPBXSO2PGjLG3t6+vr6+srHRxcdF1OQM34ppGuVyuUCjs6OhwcnKKjIyMiooKDg6mP3OBKzqdvn37duJYIBAUFBQIhUIMQn3BdJtCNWAof+dZmrGp2YbN8JJfNqlcI6a339wb6TQKZHbLepSqnvQUUgWhiYlJaGgocdx/wyx/f3/NsaGh4bp16wZ5oVHTOIYGhs/n19fXi0QivQ5C3d/MVlZWBjyWlpZGp9MPHz5cXFxcWVm5e/fu0NDQZ6fgEzT79KrV6ue+GI0IVJrF33ZQWazxTDrnceBxadRxhgYUJsv8b1+8bAoSOMFhY+i0qRzDXrX6WrdUmpmu7sU184YeBiHJjY7/AMN3R3jz5s3c3FwPDw+xWNzQ0LBy5UojIyMAcHZ2zsjIIF7zyiuvwOMwGxhvb2/iVj0nJ4fYOhKNfJyQCLOO9r9/s12tVKn7egFgignH08x4zJatnDnhAzxncHjbV5+FmrBzxfKUDul8U4n0VgZ75sjaTHgUcHFx4XK5dXV1bW1t5ubDurIJGglGRxAO3x2hl5fXhg0bLl26FB8fb2FhoaU9xigUCtFXIRQKtXF+pCUmr6yyP3PJ9I13WNP8WdMDTNdutI+9bLx44Cu+0i2tDSd7hJuyAeBKp0ShVvekpQxdvegRKpXq6ekJAPn5+bquBelAYGBgTEzM/v37dV3IoAxfEBoaGh44cOC1116j0+k8Hi8pKUlLF9K0jmrp/EhL6Na2Zu/82fbH47b7fzFb/wHdyub573kmTnDYeEMDJ6ZBl1KV1iVtTLnYhzuKaMHouCdAA6BQKGbMmLF06VJiDcu//OUv2hufrFXDF4SnTp1qbGysrq728fG5deuWr68vANjZ2WnaRQHg6NGjQUFBg7xQcHCwqalpYWFheXn5IE+F9BpndlihpNeRaQAAJ9u6v7tbKUqI03VRoxAGIWmp1WpilSKCVCrV7HOgX4avj3DFihW/fZBCoRA7whPYbPbgL2RgYDB//vyTJ08mJib++c9/HvwJnyotLS0vL2/RokVpaWlUKnX16tVauhAaMIbLZL6Ls1vnnUsdknJpny+XOeF+na6LGoUwCElOs86XSqXSbSUDpvtRo9owhK2jCxYs0HR+nDt3bv369cTx1KlTlyxZkpSUFBoaWlRUhINUR6YWd++3rEw4VMq9XgWTSulJx27Coefh4cFgMMrKyp7YsOJlxcXFHTlyRPPj4sWPprsoFIojR47ExcWVlZX99NNPVVVVgyoXDan29vb5jyUkJOi6nAEanUEYERHBYDCuX7/e1tY2yFPJ5XLN1xylUqm58TcyMvr111+XLl1Kp9OpVKqeNgiMejah81M6euaacgCgQ6HqrSrvq63WdVGjDYPBcHV1VSqVd+7cGcx56uvr+4dceno6cSCXy6Ojo3NycoyMjIKCghITEwdVLhpSPB7vymODGfCvW6MzCE1MTIKDg5VK5blz5wZ/NolE0t3d3d3dLZVKNQ9++eWXSqWypKTk9OnTLBbLgPQ7vo5MdnPCXnG0j+ZxACBbLAOA+tejH+7bpZJIdF3aqKLV1lEOh9PV1WVra2tjY5Ofn29mZqaNqyAyG3ErywwVgUCQnJwsFArXrFkzgLerVKpbt26NHz8eAD788ENiymNra6uXlxfxgk8//ZQ4mDlz5hCVjLSASqPb2Ho/ePCTs1WgMRMA1D3i6sM/Wpw7a3v4DN0Ct6scGnw+//DhwyKRqL6+/sSJE+bm5m+++eaLvLGnp6egoEAkEhHzqQ4ePJiS8mTzdU1NzXvvvRcdHZ2amtra2srjkWjN2BGOQqFYWFhofjQ2NtYs4KdfKKO1c+vevXv29vYsFqu1tfXFx+DI5fJr164lJCScOXPm3r17O3fuvHDhwtdff0184Y2Pjz979uyhQ4e0WTgaStLsG02b3jzc0NapVL1v82gfIp/8uts+TgYTJtkfS/jt/hVoAK5duxYUFDRt2rSVK1e+8cYb33zzzY4dO576ys7Ozjt37uQ+VlpaqlQqAYDP569du7atre0f//gH8UozM7OHDx8O32dAJDZq7wjt7Oy8vb1zc3MvX74cGRn57Bc/fPjw/PnzQqHw4sWLYrGYeHD8+PG4hYW+e7D7n+qndd+qFQpFXbU0N4s1zf+3z6KX5eXlRaVS79y5s3r1aplMRun39aK2tjYvL0/0WH19ff83MhgMT09PPp/v6+uLHe1IV0ZtEAKAQCDIzc0VCoW/F4S1tbVJSUkJCQnJycmaX0I3N7eoqKjIyMiZM2dSKJSMjAwGg0E8xWKxxowZM0zVo0FT9/bKy0uJ4wcKZZn0v/7OqmQyadY1DMIhYWxs7OTkVFFRwefziUVGPvvss9zc3Ozs7JaWlv6v5HK5kyZNcnNz8/Hx8fHxmTZtmqYxbc+ePTooHQ2aSqW6du2aq6urpaVlXV0dnU63tbXVdVEvZ9Q2jQJAQUGBl5eXpaVlU1NT/72yioqKEhMTExISNDv90mi0GTNmREVFLVmyRK/XUEf9KTva6yL8Vb3yIy1dsQ/FHuxH9/cX23tyvcYBgPGiFRaf/kunNeo9mUxWWFgoEon+/e9/V1ZWMhiMJ27sLC0t+Xz+1KlTvb29+Xy+s7Pz721cJxaLVSqVsbEx8WNjY6Pe/T0lp+rq6r6+vp9++mn79u3btm2bOHHi2rV6tg/2aL4j9PT0dHR0rK6uvnnzpq+vb2ZmZkxMzNmzZzWNM2w2e+7cuVFRUYsWLbK0tNRttWjI0YxN1I+b6EJM2Jo+wovtPQBAYRi+yB6/6AldXV0FBQW5ubnFxcVFRUU5OTma+dRcLlcsFtvY2BB3e+7u7m5ubu7u7i945v5rawAApqC+cHR0vHDhgqmp6d69ewUCQV5enq4remmjOQgBICIiYt++fW+99VZjY2NHRwfxoK2tbXR0tEAgmDNnDvYCjmZUKjsotOfy76xqS6Vw5pJ908p33nlHs1zy6dOneTxeSEjIE69pamoS9VNdXd2/GYlOp3t4ePD5fBaLdeDAgZkzZ16/fn34PgAaAcrKyqhUamdnJ5/PLy4uvnfvnq4remmjs2m0paXl4sWLMTExSUlJNBpNJpMBgKOj44wZMzZs2BAYGEjBsYLkoGhuql827/y9+91K9bIxj2441lU0H/JwNFq03PzDbbotT+f6j8z85JNPbG1tN27c2NjYmNtPU1NT/7cYGBi4uLj4PObt7U2Mym5pabGysjI2Nu7o6MDfL7KpqamxtrZmMplKpVIikRDzzfTIqLojLCgoiI+PFwqFubm5ms4/4qnk5OSrV6+Gh4fn5+fPmjVLp2Wi4UO3srE9cDzy/bUqiUQllQAA0KiHPBy4CxeZ/+UTXVc3Ek2cOPGJ1ep5PB6fzyf6+fh8/uTJkzW/Vv1ZWlra2Ng0NTVVV1c7OWGbM7kQu08AAI1G07sUhFEQhEqlMjMzMzExMS4urrT00RBBFosVEhISFRUVHR390UcfHT16VCQSUanUWbNmpaam6rZgNMwMJ3uMS7gmTkrouZGuFncZurhyFy5muEzWdV3Dqqqq6saNG0uXLmWxWKdPn16yZAkxYkWpVIaHP9r6uKKiYsuWLc7OzmKxmOjeI+753NzcXvAOj8/nE+2oGIRIv+hrEEql0tTU1MTERKFQ2NzcTDxobm4eERERFRUVERGh6XgXCARHjx4VCoVz5869fv06DoohIYoh0yh6mVH0Ml0XojNisdjPz+/48eP29vZnzpwRCAREENJotNjYWOI127dvBwChUKiZL/Sy+Hz++fPnRSLRK6+8MlSVIzQMRmgQrlmzRrMO/bFjx6ytrUNDQwGgra3t/PnziYmJ58+f1yx17+TkFBkZGRUVFRwcTKc/+YnmzZvHZDKzsrJ++eWXtra2jRs3DucHQWgk8PT0PHjw4LRp044dOzZhwoSuri7NjFjNV0ZivdwBpyDgfkxIb43QIOy/nUdhYaFYLM7JyREKhdnZ2cReEFQqNSAgQCAQCASCSZMmPeNUXC43JCTk3Llzqampb731ltZLR2jk+eKLL2Qymbu7+7x582JjY/sH4RDCIER6aoQG4RNoNNqhQ4fKysqYTGZgYGBkZOSyZctefJqRQCA4d+6cUCjEIETk9Kc//UmpVDKZTBaLNWvWLM2sof5d5hs2bBjkJiqOjo48Hq+pqen+/fvW1taDqhihYTRCp09wudypU6cSx7W1tVu3bjU2NmYwGOHh4cQq9S+lubnZ1tbWwMCgtbVVH0c0IaQv5syZk5aWduHChfnz5+u6FoRelI73IywtLd23bx+xBfzx48fr6uqIxxkMxtXHXn31VQBYsWLF4sWLB5CCAGBlZeXr6yuXy3HIKEJaha2jSB/pOAh5PN7GjRtPnz5969atwsLCxsZGzVPUx4bkQsTWyUKhcEjOhhB6KgxCpI90HISWlpanTp2Kjo7euXMnk8msrKzU0oWIIExMTFQoFFq6BEIIgxDpIx33EZ48efLGjRsLFy708/Mjdqn28/MDgJKSksmTH015bm5uZjAYg9+WetKkSWVlZenp6UFBQYOtGyH0NAqFwtjYWCaTtbe3m5iY6LochF7ICB0sow0fffTRzp07N2/evGvXLl3XgtCo5evre+vWratXr+Jahkhf6LhpdDgRraNxcXG6LgSh0QxbR5HeIVEQ+vv7W1tbV1VVFRYW6roWhEYtDEKkd0gUhFQqdcGCBYBjRxHSJgxCpHdIFISAkygQ0j5PT086nV5cXEzsA4rQyEeiwTIAIJVKLSwsJBJJXV3d2LFjdV0OQqNTcHCwoaHh4cOHbWxsdF0LQs9HrjtCFosVFhamVqv7L+qNEBpCKSkpR44cSUpKsrGxaWlpiY+P13VFCD0HuYIQANasWbNly5bAwEBdF4LQ6PTzzz8XFRURx7W1tXv37tVtPQg9F+mCMD8/f926dVOmTAGA27dvf/XVV7quCCGEkC7pxzZMQyg7Ozs8PJw4bm1txbFtCA25o0ePZmRkAEBTU5Oua0Ho+UgXhAghbfPy8vL19QWA0tLShoYGXZeD0HOQMQjXr1/P5XIBoKOjw8vLS9flIDTaeHp6zp07FwCMjIxwLSc08pExCH/88Ud/f38ASEpKOnz4sK7LQQghpEtkDEKEkPasWbPGxcWFOB4/fvy7776r23oQei4MQoTQUAoNDdUcW1paRkdH67AYhF4EuVaWAYDGxkYzMzMmkwkAEomkq6vL2tpa10UhhBDSGdIFIUJoGBw/fry6uvr111//9ttvg4KCFi1apOuKEPpd5G0aLS8vF4vFLi4uWVlZY8eOnTx5sq4rQmj0WLVqVUZGRnZ2dl9fH4fD0XU5CD0L6VaWIahUqurq6vj4+CtXrshkMgsLC11XhNCo0tzcnJGRsXjx4u+++y4tLU3X5SD0LCQNQiqVGhYWplAoXFxcWlpacBIFQkNrz549XC43Kyvr+++/9/Dw0HU5CD0LSfsIe3t7N23aFBAQ4OLi0t3dnZGRsW3bNl0XhRBCSAdIGoQKhaKurg4AbG1t6+vrHR0d6XTydpcihBCZkTQIEUIIIQJJ+wgRQgghAgYhQgghUsMgRAghRGoYhAghhEgNgxAhhBCpYRAihBAiNQxChBBCpIZBiBBCiNQwCBFCCJEaBiFCCCFSwyBECCFEahiECCGESA2DECGEEKlhECKEECI1DEKEEEKkhkGIEEKI1DAIEUIIkRoGIUIIIVLDIEQIIURqGIQIIYRIDYMQIYQQqWEQIoQQIjUMQoQQQqSGQYgQQojUMAgRQgiRGgYhQgghUsMgRAghRGoYhAghhEgNgxAhhBCpYRAihBAiNQxChBBCpIZBiBBCiNQwCBFCCJEaBiFCCCFSwyBECCFEahiECCGESA2DECGEEKlhECKEECI1DEKEEEKkhkGIEEKI1DAIEUIIkRoGIUIIIVLDIEQIIURqGIQIIYRIDYMQIYQQqWEQIoQQIjUMQoQQQqSGQYgQQojUMAgRQgiRGgYhQgghUsMgRAghRGoYhAghhEgNgxAhhBCpYRAihBAiNQxChBBCpIZBiBBCiNQwCBFCCJHa/wdFZ+AbZou8QgAAAo16VFh0cmRraXRQS0wgcmRraXQgMjAyMi4wMy4xAAB4nHu/b+09BiDgZUAATSDWAuIGRjYGBSDNAqU4GDSAFDMTmwOYZmGH0MwwPjrNzoAmD+YzQcWZmOHyEBphPtRWHMYSkGYEm8LIOFhobgZGBgZxBgYJBgZJBkYmBkYpBkZpoO8VmDkzmJhZElhYM5hY2RJYeRTY2DOY2GQY2DkU2DkTOGQZOOQYOLkUuLg1mHl4FXjkGXj5NJh4+Rn4BRj4FRj4FRkExBIEBDOYBIUSBJUYhIQZhEQymISVGYRVGIRVGUREE0TUGETFMphE1RnENBhEmNiYWVjZ2DnZBIVERMUExL8BncUIj3Ljtz0HVLWbD4A4UyVnH5CepwVmf3NdeeD66bn7Qez3SzoO9F9h3wdi86w3PrAh7R2Y/efmk/1G+Ur2IPaho3wH/gSzOIDYUxJyDnQulgSz18S0HNgZXQpmB16cduBc6TKw+l3zjh54IXIRzFbO+XKAactvMDtp4rJ9fxJn2YHYHfsN7Y9kbgaLf9nRYCeUawo2ZwsXl8OqUx1g8bal6Q7y4TZgtur/Rof5nUZgN/ed2eDw6nEzxP0/9jmorpKF+DH3osPWq322ILax42GH3bEHwHpPFU9xuPrnFZhtpmR3oP1vJli998ldB9rDJ4LZixprD9iybwSz13w9ceD+Nzcw+2dV1IEIVz4wO5199v75e7zA7vQsdz+g92gumC2qtfnA4tBWMPv1pQ+2D69PALvNMUreQZ1BCSzuV/bS/vnqk+Cwtd7j5CAq9gyshv3qG4fEQEaw+TdkJjq8YLICswNVzzqEJFWC2fWyDI5/jrWB9Vo9euzQMF0NbGaGe5vDLLNAMFsMAHP1wzmMvCAvAAADmHpUWHRNT0wgcmRraXQgMjAyMi4wMy4xAAB4nH1Wy24kNwy8+yv0AyPwJUo6+rFYLwKPgcTJP+Se/8cW1ba6F0tk7EOLU00Wiw8ND5d544cSnz9f/vj3v7I/8vIAO/3P/5yz/KNE9PBW4qE8ffv+416ePx6fvizP73/fP/4qxsUE71DhX7GPH+9vXxYuz+Vm1Uhna/GEAMS9UKX1KTuOHMhhPrqWm1T3NgPwG1LLe7m1KmP2SeXGVVT60ARph0/pxGrlRpVV3LLordwj5qDe2gykeXPJkB4+ufaB4Ei/ulqjmQB7AAXkaAjSq+TdxRPgCKBWnwqRADQipww4g6QhCVeWonWodsnyZjoS76zUuHBFQa1nWvIqkFfuLcgx0ol8MqRE9A4A0sGxTndTzpAaSKoqTWUAoMRNMok4CgQJpym+Z2TOqHoGbKg5VWlsYIw6qfUhGTDKI5WbT1J4JB8+Uo9RHojOE57wfdfWyTJglAd96xLVuQXbbpzGnkC22sRmX31JirbP6iO0kNP7GCOaxFwbZ6pL1MdrM/vsxoie0RRZQMZwUUjZSIanHnXl4zpjJhhStmFZGcXKa3BDMkPH6tDmGN8M2gLa4KtTl+i8Zjw10x1N9hq+pjNpj5fQJMEkgfaAOsZ3zjHjJaYxeGTQcXg1VjTyGjuRmXYIGu11LQ1mdkULsHcMZrZn6HDK0ZQOzTCguaYYg5V/m6hnBxJv5N2kAiT2EObt2F2s3EaWkiqQ6IwBn4aHhplvmfgadUId0Z+obczd1DFTmlEmrWTSda4lNnuz1GdUqcc8YnGEnCTUZipSFAn1xkB2Xu1Cbuni1KiRo0Q0qIWuAxskR0aJBsxdiCMjcRXNkEaLJ6OD3CGSk8yZAnnR5OmCyVd4HLNlsn+7v/xygR1X2tP7/eW80uJPzntrHe28nda5nXfQOvt50+BU9LxO4ij9vDXWeZyXA8Pl9j7hDx6vmz4MOxq2I05lR8OiMsTY7jnoIeaOz/F6LzseB7+OKblsVAaL84z+DlbXBcngpdc9uAz7Z4Es0YLcZa1pcOVTxqUjjDtV0cOiJ8ZCbaS/05VgG5adcFxii/NOWfph0Z2zjE/LGSt0RWayMUfl8OpWRkPaSHZLoYvzwFxdhpYjf7lOpy3Lzl1XB8SMXabtsGzO2j8tZ/QBP5BNthoaMoeQm48FZwh5ZmGr99AD5yAEZ0hrm090/LW/4/z1cw/PDz8Bn9vniaEBg6wAAAKIelRYdFNNSUxFUyByZGtpdCAyMDIyLjAzLjEAAHicZZK9blsxDIVfpUAXB7gR+CdSlNEpSyane9ChCDq2KYqMefgeyUXNosu1SJOHnw71/PjlhV9Oz49f7l5OD/t3fx5On57uLte8/Hg5Pf3z39/jn76PF3wvt4xc8/+p7gTj++H9FI2FNQ5pTnqcvTFx8MGtkww/ztZckxWJoX3YSnC6yKFNfCQqtDmnjYNaaA9CiTTunmghHz5WbCPHwIyuLGiBmGjKcU9NU0ceZ2qeprKajNhjZaSzMaNrqAVkVrV0lTVKibvsPuboedxzY2UczjjFiESNq3VaGShQdF/jzLsL1O+tSRDuhRyruK1cbzIytpio7JHWhvmIAxruW97RmIkihVVjCFLaDBb6KhKRvPYZafYDB8ok2RQZBAdRDgje84YGxSrqxqlbKp3hIf7DTVm3VLBShzNKtDmxJFxn7cQVd0QmcAIKo9vtquOpmjDPiPYw7E1dGXsbqnHFZnb3wxpK167XUOwpkcEfsZlFCcKCVYbrdlcYbZDBlmI/EHKx5aNnGMt6EGQStmyMjA4+6IplrAwpfFmZ9MAkTDDXDsBYi18xCS2j4QnWvp1P2pdy2EyDl4F4eL4z3dCOXdMarhg1GlHslyWugod9d3x9e/3++dfrz0ltHS+vb9/w7CbfIuEpJZKpt8ho2i1in71EfXrRlBkl0jlKpc4skU0uMCyTC43y5ILTJ1ecyQVHJxccyBQcqBQc8cmFR2JyAaIphUd0SnXHplR7+pQClFOqP1CqBsHYghRTCtKYUokgVIiUphYkn1qJxtRCxDG1EKlNrUgorkg5tS6tT61bw6ACpVAuUIK3UB/ReP8NSt5yg+1y74oAAAJrelRYdHJka2l0UEtMMSByZGtpdCAyMDIyLjAzLjEAAHice79v7T0GIOBlQAA1IFYH4gZGNgYFIM0CpTgYNIAUMxObA5hmYYfQzDA+Os3OgCYP5jNBxZmY4fIQGmE+1FY04wTBwoy4bIPRjGBTGBnpTXMzMDIwiDMwSDAwSDIwMjEwSjEwSgN9qcDMmcHEzJLAwprBxMqWwMqjwMaewcQmw8DOocDOmcAhy8Ahx8DJpcDFrcHMw6vAI8/Ay6fBxMvPwC/AwK/AwK/IICCWICCYwSQoxCAonCAsksEkrMQgIpogoswgKpbBJKrCIKbKIMLExszCysbOySYoLCIqJiB+CegaRniMSjL1HOA5V34AxKnimHogqkUSzL7DN+/A/Fc5+0Fs+5riAyw/k2xBbKZzEgf4d93fB2ILRC7Yr2HLbQ9iTy86sv+PBKMDiN353OaA0hwFMNvni9+BK0/rwOzGI00HdFYfBqtfIL3hwJ4IiPp9RXcPPLoNUR8irWHHwBkMtivObZl9gmoLWP01nSb7pBiImpyLug4adlxg8av2LQ6/JZzB6s3ceh3mVG0Du/nzq0CHW8xSYL+Ezt3l8KLhK1hc6N09hwXP88HsDc+vOqjbc4LNmThhhcODpc1gdv0uywMeB1PBej+p7T6Q8bYFzN7+u+nAfe7VYHaw7pEDshO1wWzn494HppWzg9kT9p3Z13HfHuzOy0FsBwyuzQOzXS9OOVBr0g9mHy9+YifzeyvYDZNCfB36qn+B7XXz43M4W5UAFt+++LCDGlck2MwZSmyOMr8g/sq1+OWwRucQWL1B13yHRTKQMBEDADxJq/eMLycgAAADYXpUWHRNT0wxIHJka2l0IDIwMjIuMDMuMQAAeJx9VktuJTcM3PsUusBr8CuRy7E9GAfBPAOJkzsEyDL3R4rqsfoNIqT9Fi12iZ9iiTJHF7/xU6vnt9df//qnrUden2Cn//llZvtTiejpe6uX9vz12y/39vLx5fnT8vL+x/3j96bRNLGHGv+M/fLx/v3Twu2l3ezQ4eK93fSIwenc6KD5tBVHTmT3IeHtJodmDNINUtt7IVNT2dqNjhQ39w3SyidikplHfXc33rn0dp8hY/iYLk179r5B9nLJh7gMLpdumiQb4DiBrjZsNDmIBzttgFFAOcBKVwHQKV13wKwk9RDV3rnpkSFjxAbIdHJJ0S1GQxIStWWDnP1xxFQdFZyEybZIqegdXJN41eOsJlukAkkHd+M+JunssmOIqz2gMkGg4IVUNLceHR3Hd+6ZOhnyXtL7L7C6IweIThqzOUS89VjdsYNVRs7UbHTdAmMCjS1QLPpp0DGPHTLby9/oCjxmnwI2Av07WUr1x49QHtTLaXJt2iGrPyC9d0SdUtfBsuu5yET2MNeqyLWz7FQkOoNLH91KG4TjRlugtbcpTBKiKOV5ZG47KV5QVIR6yUp67Di+W6+9oNBmqsioTWrOuesmPr+V5FjJVSuVHjR0m0AUVA8OIx0FZe4dR3kDzYISxksG1Ib6kCjvKMVvEkAZQQ4VZNduuzZBOm/n8CJMotLLgOh3KkH2bzCbdc5+6omHbH0qkJAThcwznN5jqxGtPskhol6EEkZsj23pWm0Cn6wDr6ALx01si6wuBeahItMzzXTaklRNGkdwakSNGhzS2AKrReAwoOSYh5iH7YBf768/XSHnpfL8fn+9LpX6k+vmmEu77oe59usWmOt+DXusml4TvZYyrsE913HNZwzbtrwn/MHj47Atw4qGeYNVW9EwOA0xlnuu9BBzxefaPtqKx5UfJmw+TDVGFtd6YEM8plApJvT6MIumYV3MMkmr5B4mi1aufNE4eYRxlSp6WvTCWLGN8le5UtmWZRUslW7lvEqWcVp01Szxw3LFKl5RmSzM2TlsXczobDy2Liq0yC05PR4bq3JlVarVfyn1P5wDKwJk1aVTBKBkVaFFMih5yKdyhkVXXVo0gyRdGZZ2H5Va689/nfD+9C/49sbgKJFwygAAAmZ6VFh0U01JTEVTMSByZGtpdCAyMDIyLjAzLjEAAHicVZI9b9QxDMa/ChLLVcpFsR07dk5MXTpd2asO6MQGFKGO/fA8yR+oWaLY8cvPj/P08Hyj2+np4fnudrr/to5t7OP+9Onx7no88o/b6fG/t3/XP8kfrziv7x4+/PsknB/eTl7FpWs5U+0cSuViNczUyrnVkEHs5aLVhQatoCBfIUQypJylShD3cum1U3c+yqhxuUjlETHKmWtv1mPFkMBXWm19mBCCuA7SILi0t0a005pzFHRSixXBLCqLxof5QC+qHNEYIU1YYjkaWUThqk0NEa2SdbKxWikpKixf70ZhByKB/oIbKw/e7WWVvIBWfOhY/boYlIBPqjck72raSVZqhzghtFVi7arbZzqg1yoSPuCBUNIWPVfztntKJe+tLxeR2dh5MpRtyemDQjcGcBotl3rEIsMSumNRkFFRfue1gAIFT1ghHx5fWlNV9s2u0ERkQJvGhLaLKbihG9Qi6cfMWLzJ1i/0gGQR5EsN5+E7poU7FcxtYn+nhR7w9IH0LacK7qsXfsuKaRAiHAtGi/AlsFa2gXzsjDENPkX4+i+rNyEXf8u8AwI7EVt/ZFQnaL1m2lu+K19eX75//vXyc7a6rteX169VdNK7xW3yu0UxJUX22dPbmJosn5YsmyNZOj1V4RnJkkkJhmAmGuqTMg5Pyjw0KQFhjgSEzASEsgkIZRIQqiQgtskJiMfkBAR1Eg/L5MTDfXLiYZ2cgGJyVgiVskQ0OSGhaULyKZkIO0lE0qYkJJuSiZCaiXhKIpIxJSExTUlIYm+/AXK1V/qF9xfAAAAAAElFTkSuQmCC\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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6fjdTxuvByBFsCOUIU7OdilnPIf/tCAGA9yqu2aOVnTmWZTu62N217NTR0qP7cn//IXfxT19L43vFNYShoaGUBGIrQU1N7cqVK1OnTmUymQYGBhkZGZ97pZKSEgDs3buXz+c/ffpUdkukg3c5nE9Hldlwd8OnfyXJ6LHUfOyyViCsra2ZTOaTJ0/4fL6816KIqA0a2lddRYPF/MAXFgnFvJfPmzdOqdeB8lOe29NyCC4HAEihMCSn6PHDmJyFs0l+/R0QWxWKaAi/+eabnj17FhYWUm0OZU91dfXH/6DcpDExMa9fv66qqjIwMEhJSWmgUXBYWFhGRoaTk5Ozs/PMmTNltWp60FD971unZQRjt3361/5T91d1VZwso0Do6Oj069ePz+c/f97Mn+AWcuLEiaSkJHSMYhPo+NGjR8eOHbt3796ZM2cOHDjQVtU21AdZshgwiK0KAC84fN6rOJCI2jQS4cfM8vMniBru1dJq6sH4an4GhycuzC87503niqWDIhpCALC1tQW5ekejo6NX/weVtjNq1KitW7dOmjTp999/X758+dChQz/39unTpx89ehS1eZs/f76MFk0TUwZ0VFVGXzwGsFQ+/QMGACixGBP64exBxWLUqFEAEBMTI5fZw8PDc3Jy0HFeXt6tW7fQsaWl5dKlS6OiotLT0wcPHvw5aWKBQODu7v7y5UsA8PX1jYiIkM2y6UJt0FAAsNRUBYDnHB5RVSlIT2n824U5WVWhVwrWO5Gf2dATPF7l5Uu0LFWqtKLGvLLEzs7u4MGDV69e3bt3r1wWMHXq1MOHD6NjqgVx6ycmJiY5OVlTU7OkpOTDhw+bNm2impU3nr8mmRwJz6j3ulFhMZxn9Gj5OjFfEdbW1l5eXq0tTKisrOzl5bVgwYKPHz/evn17/Pjx9b5MRUVl4sSJhYWFSUlJPB4PdQ7/ilDq3EVJv7NlVQ1QYcKXz1R6fLbbOSkWCZLf817GVcU/Fb18VlVcJCRBnclI4AoGaahWi8k/0grRK5NqBAM1VACAKC4AgoDWrduloIZw1KhRHTp0SE1Nff/+fQMeyFYOSZLnz5+/d++eiorK7NmzJ06cKO0ZR40a9ebNGy0traVLl/r4+FRVVTXDEBrqql1YNvhHD2HNyNX/lUqQjD6z1LQNDw3m9tDH3ckVCypfhiRJBoMh+wW4uLgcOXIEAEpKSnR1ddGDFy9eLCoqSk1N5XA4BgYGY8eObXgQd3f3Pn36NJDp3WpRGzSkrLI9I/XGqxpxzx77u4SAk1r6iimmKkqfTBfB5QqS3/FextW8fMZ78Yyororn8FNqBIk1gvc1wioxkckX8ggyrK+hBpOx2+TTbb17bjk6IFmsVm4FQWENIYvFmj59uq+vb3BwsCwNYUlJSUZGho6OTufOnakH+/Tp07zrf+3atYWFhRs2bOBwOCtXrszLy5N2h8Xq6upFixbt2LHD0NBQR0enS5cuzRtnhkWn2O1jVvq9e/i+WFlUww37C2pKjg+1mtSlN8BseteMaeWYmpqiZhSJiYlyuStduXIlcs8+efLk1KlT6MG5c+c28u337t3j8XgnTpyoqKj46jLXSBLWkmMvdx1H6iZBaQpZkvxRf8DWK8n+D7JuTRIrv4/jvYjjv31JikQA8FEgel7Ne17Nj+PwU2oEVMEvE6C3ukqlmGAwQE/pU4xf7b/fNNXe/eTwwZqIghpCALCzs0OGcP16GakKVVVVTZs27d27dzdu3NiwYQP1ePOcQpWVlf7+/h8+fFBTUwOAM2fO2NraStsQJicnP3v2bPbs2aGhoR07dszNzTU0NGzeUINMtO5tGlEUePH9fvdVjMp4Qpyb9/7Z3ezpNVymOt4UKhbW1taXLl2KiYmRiyHU1dXV19dHB814+4oVK9CBtra2DLwyn4Oo4VZcOFMVdllcVMDU1GJbfav7219KhkYNv8s7MvNKHpvLJKCjOZSmQNFb0B/A5RPvsyt+OfL2cPaJdL7weTUvrpofV837KPhf1ZMSg6GrxByjpd6OxbTRZo9op1bv+Ex1db0/Vtb7VKtCcQ3h5MmT2Wz206dP8/LyJPdnUkIgEDg4ODx9+tTMzKxHDxrCYOnp6WZmZsgKAkDPnj0LCgqEQqFUZfstLCwsLCwAYODAgbQMqDdhouHeTdosBgCcLKzYpqrktWXTsn2tqC/atWvXSktLZ8yYERAQMHDgQLR1wNALMoSxsbG///67zCa9fv36oEGDZDadVBHl5+b8OkdcUUbyeABAcLmVoUHVt0P09xxjW49FryGFQnF5qbi4UFRUKC4uFOZkiYoKN6aP4pCqAAAdzSEpGIregYgPZamCovcRRW+GFHysEv3P+GmymAPZqpaaqmZqylwxMVabnVwjIDTbjf92jLK+YWVo0IkeBtSLf+mk1U6D3c5+LrWA1oziGkI2mz1+/PjQ0NDQ0FBpX35isXj+/Pm3b9/u1KnTzZs3abG7mpqaHA6HOhWJRAwGA9UXfkWw9DrcUtdb2IkTVVGTxRdZaKqeevZELivp06dPYmIiOnZ1de3evfu8efMAYPjw4adPnz5z5swvv/xy+PBhbAilgewTR8+cOfP777/37NnT19e3V69e6MEBAwbs3LmzeQO+evXq8uXL1dXVVlZWc+bMoW+ljYAQ5/7pWFWYP/F1dkz/T1vADWkFY7XZU1b/rmYxVFheUZSbo1tdUUOQFWKxgfKnX4lXDF1ux65QUw41pVD5EQAg/yUEOgApBgACoArARFXZUlN1iIaqpaaamZoycncqdzFWG2SpNmio5UBLFbOewGAAgPbchWpuW3gvnjKUlElCbKbfub3Tes0pX0dx11f2u0kvdnZ2oaGhwcHBUjWEJEkuWbIkMDBQW1v79u3b1FXXQkxNTauqqtLS0rp37w4AYWFhVlZW0ss12Lp168yZM9F28M2bNxcvXty1axctI3eyHFYQnKmrxCwTEWcKKjvVkECIgSnrasKioiLquLq6mqobU1JSEovFM2bMCAwM/BpTIb4KBgwYoK2tnZaWhpzt6enpAGBgYMBmS8VJ7unp6eTkRBCEnZ2dZBcabW1tVJLUVO7cubNmzZrdu3fr6ekdPnw4Ojr60KFD9K33C1RH3hYVFYC4nvo/UiTKfxR7raQ6ky8UkmQqT9SOxeQTZIFQlCcUc8QZAC/+3xsYLCDF0M4Q9Psz1dsv0uSt48cDAIPFUullrjbQUm3wUHWL4Sy9ehLdlU3MDL3OEzVccWkxU53N0usglU8rHRTaEM6cOXPJkiV37typqqpSUlIKDQ198uSJs7Nzx44daZzF2dn55MmTbDY7NDSURleMkpLSsWPH7Ozs7O3tuVxuREREQIAUe0y/fft29OjR6LiioiIhgTYhwVlOq7If3HjJFZwuqHhbIzhswOS9ilcb/NkaSllCkuTVq1dFIhGLxVJWVra3t5f3itomTCZzxIgRt2/ffvjw4Zw5cz58+BAZGeno6NinTx/a59qzZ8/69esZDMb+/ftXr15Ny5iurq7Hjh1D6a8WFhY9e/Zcv369DAIuCE7UbZLLAQACyGLhJ7UsAUkCgMWrrMr6DCSiHYtVrdmFZHcEdntgd4C8eChOhJ7TQV0XtLqqspg5FVG6S1aoDxqqNtCCodaoDpFMdTazizEdH0umKLQh7NSp0/Dhwx8+fBgeHv7dd985ODhkZGTQawV37969b98+ZWXloKAg2r1qkydPHjp06PPnz9XU1LZv315cXLx27VoWi+Xm5kbvRFJFpVsPZZNuM7mC0wUVcdU8EoBzL0L2hpDH41lZWaHjzMzMbdu2AQCDwVi8eDF6sF+/ryD57evF2tr69u3bsbGxc+bMmTBhQnx8PO1WkCTJtWvX7t+/n8Vi+fj4/Prrr3SN/O7dO+QsAQAVFZX+/fsnJibKzBCKiz+V7lWKic3ZJZ+WxBVM0tHoqMxiAGixmHpKLAYDNJhMNSZjpp6GiaqyiapSOxbT3tQ5Qc34U/6nensoTgRBFWgaALuD6OMDy++nfBWpLi1HoQ0hANjZ2T18+DA4OPi777579uzZiBEjaBz87NmzGzduZDKZfn5+U6dOpXFkCjU1NYFAYGNjw2AwhEKhu7u7tra2q6uriooK7XM5OTkhx1FVVVW3bt1oHFljjE2/zA+dVZTyBKIELt/iXnj7Vf/QOH5jUFNTe/jwITpet26djGdvEoWFhZ06dSoqKurQoUPDznB3d/du3bpNmjSpXbt2Mlte85AME8bHx1N2hS7EYvEff/xx6tQpFRUVf39/esN4qqqqAoFAXf3TnonH41HHMkC5i3HN8ycApA6L5WXWCT24IbMYAG6ad2EC5AlEKTyhdTv1ZJ5ARUW1j3FXVodOSh07sTp08lRTmRIHXJQQ09EcAKDwDajrKpe8Xf7bXH6hwvSsJxWb5ORkAEDdQe/du0fjyFeuXGGxWAwG4/jx4zQOWwuUgPr8+XN0am5uDgB37tyhfaI5c+ZQw0ZHR8+YMYPGwWtePEu1MJ3fsR0ALDPQSbUw5acl0zh+Y9DT06OO165de+LECRkvoJE8fvx4xYoV2dnZ8+bN4/F46MGXL1/u2LGDIAiSJGtqatzd3UmSrKqqUlVVBQAlJSVra2sPD4/MzEx5Lr1BuFyusrIyi8UKCgp69eoV+ix0wefzHRwcAIDNZt+6dYvGkRHffffdv//+i45LSkq6du1aWVlJ+yyfg/s4Ot3a/M0gYwNlpVQLU/TPob2mp1mn1CHdPzrOqrz2Lyf2Hj81SVxZUfftdxKKdRbdZs+/DnNDQVUbAFTGbFo3f9OrV69k+SnkS2sv+Jc2hoaGurq6ysrKenp6GzduXLFiRWBgYHFxcQuHvXv37k8//SQWi3fu3PnHH3/QstR6sbGxAQnRVLl3mGoeagMsWHodbLTZABBRwQUAzn3ZaTaieKdkloS6ujoyIa2Q4cOHGxkZGRkZDR8+nHrw3bt3O3fuPHPmDADw+fwTJ04AgFgsdnV1HTVqFEmSsbGxK1euNDExGTx48JYtW+Li4shW1gDZ19dXLBbr6OjMmTNnxIgRM2fO9PHxoUWxjMvl2tnZBQYG6ujohIeHT548ueVj1mLnzp2urq5bt249fPjw5MmTXV1dZbkFVx8+SrVvf6aKmrHq/zx8HZVZGiwmS7OdwaFT7ey+Z1t9q9K9F7NdPTpQE/q1zzoyfvdIpWlVLzrqGgKAc875P9KC+vft2/odCbQhb0ssT/h8ProqaqWKMRgMc3Pz33777cyZM4mJiU0d9vHjx5qamgCwfPlyaSxbkps3bwLAwIEDqakBwNjYmN4balLKO0KSJAu2rUscbKLFYgLAnX5dPv48i97xP8f58+eZTOaOHTtkM13LKS8v37BhQ2FhoYuLC7XDu3DhwqJFi/r06VNUVFReXt67d2/Jt5SUlAQEBDg6Okp+zzt27Ojo6BgQEFBVVSWPz/H/2L17N4PBYDAYkydPtrS0pPy9TCZz5MiRu3fvTkhIaN7IZWVlKIdFX1//xYsX9C5bkvLy8uvXr1+4cCEtLQ39wa9fvy696Wohrq7K/mV2+qh+1I4w3arvBxtLfvL7Ro4gKi1Jtey2rosuAMzr2C7VwpSX8FKqa25VSMUQtoZL64uIxeIffvgB/SIkJiaWl5dHRES4uLjY2NjU8u9raWnZ2Ni4uLhERERwOJyGh33z5o2enh4AODo60m6N6sLj8ZDaZ3p6OkmSBEEg2TPar/mysrIHDx7U1NSQJCkQCEpLS+kdv/peRKqFqa2uBgBsNNJLtewmLMijd4q6XL9+HekP7Nu3T9pz0UVmZmZERMT79+8jIiKo/+ULFy6sXbvW29t74cKFyBDW+90TCoXR0dHOzs49e/akvt7q6uo2NjYeHh45OTmy/SifcHFxQTbP29sbPVJYWOjr6+vg4IBuKBGmpqaLFy8OCQnh8/mNHLmgoADlaRsbGyclJUntE5AEQSQkJAQGBqLTsLAwABg9erT0Zqx3EdVR4flrFmfPm1eMSrUAACAASURBVJ6z+Kfyi2fF3C/8WNUi035cQO/OANBbXSXVwrTMr5VGB6SBVAzh0KFDO3fubGtr6+bmFh0d3fgvrswgCAJlA2ppaVEBNgqhUJiQkODt7e3o6GhqaippFJWUlMzNzRcvXuzr6/vhw4dab0xLS0OSYzNnzhQKhbL5LCj4cejQIXSKPtfWrVvpnSUrKwvdVtM7LAXBq0m3Nvfo1hEAhmmqpVqYVly+IKW5EA8fPtTQ0ACAf/75R6oTyQBkCMVi8fDhw2/evNm7d+8HDx6YmJggy0GFEiV58eKFq6vr0KFDJbdfI0aMQPc6soEgCKRPpqSkdPbs2bovQHVBTk5Okkp+Ghoatra23t7e+fn5DQyemZmJanZ79+6dlZUltQ9BkiTJ4XBUVFSUlJTQHqC8vJzFYqmqqsryj9lyCratezfYRJXJYADEDTDO+3uJvFckOxprCD9+/Lh27dqampoDBw48efKEenzhwoUxMTHo+NChQ69fvxYKhbUqEDQ0NMaNG7dp06awsDDadxLNA+mLqqur379//4svzsnJCQgIcHJysra2riVgJmnvP378iC68cePGyfICOH/+PACMHz8enaK70cGDB9M7y8WLFwFg2rRp9A4rSd7q318MNFZmMFgMeDaga+7yhdKb69WrV0hYcsmStnC1I0NIkmRcXFz//v179+69ZcsWSZfG999/7+fnV1JSUve9ktsvS0tLma1ZJBItWLAAAFRVVa9evdrwi8VicVxcnIuLi6TjlMViWVtbu7m5vXv3rtbrExMTjY2N0YVQUFAgtQ/xP1BhPhU+6N+/PwBQv41fBZXX/k21MB2qqQYAJ7vrf5hgQUrfp9VKaMKO8PDhwzU1Ne/fvw8JCaEe1NfXt7S0RHu+efPmRUREoMfT0tJ8fX0XL15sbm5eK8PbzMzM0dHR29s7ISFBBs7DuiDRB2Vl5dDQUMnHS0tLV61aFRgY2ICPqLKyMiIiYuvWrZMnT67VgQilVwwdOlTGqVZlZWXobrS4uJgkSR6Ph0LcdTesLWH58uUAINVYWmVwQKqF6SgtdQDYZ9ohbUQvMadaGhOlpKQYGBgAgL29vUgkksYUMoYyhCRJLlu2DMUIExIS6loOS0tLFxeXt2/f1h2Ew+FI1X8oCY/HQ+oEmpqa1I8Ghaur64IFC4KCguoNsnz48MHb29vW1layRsjMzMzJySkiIkIgECQkJKAd5LBhw+q1/dIA1eZTnpilS5cCwJ49e2gZ/N27d2lpaeiYz+ffvn2blmFrIchIT7UwXWKgDQBLDbRTLUwFGenSmKihNQgEkr+fZWVlYrEYHefk5JSVlREEkZKSQvtl21JD2LVr102bNu3cuZP8/4ZQkoKCgmvXrq1du9ba2poSiUZ07Nhx5syZbm5uMrsCfX19UVj+zJkztZ4KDQ2V3Oo5ODh4eHg07NqVtPdaWlrKysrU91WWTJgwAQD8/PzQKaqROnz4MI1TWFpaAkBkZCSNY9ZCVF6aOqT71q7tAWCyDjvVwrQq4gbts3z8+BG5u21sbOr1GX6NZGZmvnr1Ch2Xl5ffvHlT8tmMjAxkOSRTYSUth4xXW1VVhbKd9fT0Hj16VPcFVAiz4cKP8vLyS5cuzZ07V7JrhJ6eHhJmmzJlyhcj+jRy+fJlAJg4cSI6RX6amTNn0jL45s2bjxw5go6Li4t79OhBy7C1IYgPNpYnuusDwFBNtVQL08rgAKlM9HkiIyNnz55Nnfbv3z87O5skyZqamsuXL//5559HjhyJjIx0dXWld97GGsKSkpK1a9eGhYV5enpKLqJr167V1dV9+vRJS0tDhvDOnTsNWDWhUBgXF+fh4eHo6GhiYkJ9ff39/Vv6URrBtWvXkCz1gQMH6j6bnJy8devWSZMm1drqaWpqTpgwYcuWLTdv3iwvL6/1rrt37/r4+HA4HKRAdvHiRRl8kFqgZvdz5sxBp35+fgAwYcIEusavrq5WUlKiQiDS4+Ovc2L7d2UAqDMZbweZFGxaSe/4xcXFqNRy+PDhX0VKV/N48eJFvf4ADocTEhKyePFitCGmLIeDg4Ovr2/d77Y0KC0tRbIVnTt3fv36db2vSUtL8/DwsLGxkYxEmJubOzs7R0dH13UjiUQilASEujh17drV0tJSxnc5+fn56LcCJQdkZGSgvy21oWkJMjKEJJm35o/4gcZMABUG491gk0JXZylN9Dk+ZwhJknzx4sXSpUuDg4NXrlzp5eVF77wtTZbp2rUrSZJXrlyZOXPmvHnzwsPDO3ToAADa2tpUpiWXy/3c29PS0vz8/P78808ZlPpGRkai/egX7yZEIlFCQkJjXLtisXjlypXorvbAgQMA8OOPP0r7g9QlMzOTwWBoamqi2GRJSYmSkpKysjJdEdnIyEgAkEEAqeycT6qFaT+2CgB4d9dP/3YA0bico9OnT69bt+7p06eOjo6fc5twOBwkovbNN9/IzGMmF7799ltqzxcdHV33t1gkEt2/f//vv/+WlIBXUVGZOHHikSNH6HWqS5KXl4eCZ926dUtNTf3i6xtf+JGdne3p6ZmYmLh161YA+Omnn6T0ERoAbWSp5LuuXbsCQL1e6KayefPmH374wcvLy8vLy93dXXqGsMzPJ9XCtJe6CgAE9u6caT9eShN9jsjIyIkTJ779j169eiFDWFVVFRMTs2bNGhcXl8TExE2bNtE7Lz2GkCTJadOmmZqaBgcH29vbS95vogts5MiRq1atCgoKys3NbfGam8PTp09R5GzZsmVNfW9eXt6VK1fWrFljZWVVq8765MmTixYt8vf3j46ORq0JtLW15ZIli9LEb9z45EscN24cjfvs7du3A4CTkxMtozWAIPNDqoXpNF0NdRZTVYk1op+587q1ISEhjbHoFy9efPfu3f79++s1hFTNqJmZmby+hLKBIIi5c+dKejUMDAwWLVoUHBxcr6uw7vZr7NixDRjRZvPhwwckhGRubv7x48cmvZcq/JC03FThx8ePH7dt2xYbG8vj8ZA8gpGREV3LbjwLFy4EifztH3/8EQCompCWsHnzZkdHR19fX19fX09PT+kZwpo3L1ItTOd2aAcAzl10Uy27iUqKpTRXvURGRpqamv72H7q6utSOMD4+PjU1lcvlRkVFlZWV0TsvbYYwNTVVTU2NihE2nGnZmPAbjSQlJXXq1AkA5s2b18ILW9K1a2xs/O7du4MHD+7YsQNlpn3zzTcAEB4eTtPCmwAqxvrjjz/QqYeHBwB8//33tAw+bdo0mXl9g1YtU1FWZrH+XxsmFos1cODAP//808/PD1VM1uLJkyfnz58nSbJeQygSiVCRSadOnWQWjZYvlLewd+/e1J9RTU2Nshx131JcXOzn5+fg4DB06P8Uzxs2oo3n3bt3qMJ1yJAhRUVFLRkqISHBzc3N2tqayfwkjPXrr78uXbo0Pj7ezc2NIAhUyCvtkom6nDx5UvKiO3LkCAD8/PPPLR9ZZq5RQihMs+q737QDANhos1MtTKsj6Veka4AGXKNSpaWGUNLLn5SUVFFRj5ZdVVVVdHS0m5ubra0t+o5SaGhoWFtbOzs7h4SESMlblZWVhRKpZ8yYIe3avo0bNzZv09ly4uPj0U0GiqCgEIWmpmbLIyXUL4sM3NeUKI+Tk1NeXl5ISIizs3PdHCsDAwNbW1vkeEfe4F27dnl7ez9//nzv3r21cuoIgli0aBHarEtVW6TVgvZ8kpYDGhdya7wRbZi4uDgUMfn222/r/YloHrm5uT4+PjNmzLh+/fq///57+PBhdA9qa2sLABcuSLcOtS6osbOhoSE6ffHiBQB079695SPLzBCSJJnz+4/3vjECAF0lVoqFafGBndKbqxZCofBrNYS1WLt2raen58uXLz8XpxGJRK9evfL09Jw/f76ZmZnkrxuTyfzhhx/++OMPX1/flJQUWtZTWFiImrlYWVnJIIXs6dOnANClSxe5lIWgZEiqynPAgAEA0HKJ4bdv36IP1eIFfgFKlGfq1Kmenp7Hjx8/derUmjVrsrOzBQIB2og7ODjUqlJVVla2tLR0cnIKCAiot2Js7dq1AMBms6Ojo6X9EVo5eXl5J06csLOzk2x4a2JismzZsrS0tM2bN8fGxh47duzAgQNUPVxTjWhd7t27h/y0tra2DaQL0Mju3bvlcj9KEATyPCGnhVgsRqHNlkv2hIeHP3z4EB1zOBypCiGVHHNPtTDtrKIEALfNu3xcYC+9uSQ5fvz44MGDo6KiJAUuHB0dCwsLZTA7nYawtLSUulo0NTUbs9XLz88PCQlBwmZqamoohIDQ19en7vqbd/1UVFSgZi4DBgyg3adcLwRBGBkZgUTAXHqIRKKTJ0++fv36/v373t7eOTk5qNSP+hpt3rwZAJYuXdr4MUtLSzMzM/Py8iIiIqgbMR8fHwD44Ycf6P8MEqSlpaH+bXZ2dkKhkMPh7N69myTJc+fOJSfX7kRBOd4tLS0lf6BBwvEeFxcnFot37dqFjCUVPcWQJFlTU4MUW9DXlclk5ufnP378+P79+ygNYfPmzbXeUlRUhOruJYWYjY2NGxCvIUkyNDQUCRbOnTtXZnUa0dHRICHAK0tmzZoFAOfOnUOnU6ZMAYCAABqKELZu3erg4PD06dOWD9UwnNh71/saonyZWXoav3fWIWqkfvuyZ88eVNUmm/KButBpCCsqKtBWr1azOhaLNWDAgKVLl547d66BVLGampqYmJi9e/fa2dmhGysKVVVVKyurNWvWXLlypWFdJQoulztmzBgA6NGjRyPfQguokHbLli0ymOvFixfoPiMoKCg8PPzOnTvobh09GxcXhxw1jd+e3rhxw93d3cvLKzExkSprRSkAHh4eUvkMJEmSZEFBAUqCGD9+fE1NTVlZ2b59+yorKx88eLBixYrg4OAG7gpLS0vDwsI2bdo0btw4JJlGoampyWAwmEzmpUuXpLf4rxqCIJ4+fYqS0ZEhXL9+fXV1dQPKCbWMKILNZiPZs7y8/ynEXrhwAeUHLFmyhMakmy/C4/HU1NSYTKZsbn8l2bdvH0iE6lGW2YoVK1o+Mqo5iYqKavlQDSOurkod0n2iDhsA7NtrbjLS48bVU+tJI6iROIPBkOqPTMNIq/sECvBQWz3JnyfJrR4K8Pj6+j569OjVq1eHDx+mgo6Nv+uvO7tAIJg+fToAdOnSRXq54PVy69YttAeVwVxI3EAkEl26dOn69esCgQBVFqN8EIFAgBK4qVLrLyIWi93d3R8/fnzy5ElfX1/0IAoUSe9WtLy8HKW8UqI8d+/ePXbsWFhYmIeHBxVU/uJ/Ovlf3QsSiUX1gu3bt58/f76UVt7G8Pb2Pn36NPoDNsaEICO6efNm9N9H3fWOHj167969W7duRZets7Osa9FIkkQdJ2oJC8iAR48eAUC/fv3QKS11R3FxcSdOnEA3eW5ubjJIMMz+adrCTloA0FGZFdnPqPTEESlNRBDEypUr0demXrFZmSGLNkw1NTXR0dF79uyZOXNmrQCPmpra/fv3MzMzfX19kU9v48aNdUeQTLeRVJGA/++DRUn2BEGgTUyHDh3qihBKGz6fL9kOQqqcOXNmz549V65ccXd3R4Zq7ty5AODi4rJhw4aePXuamJjY29s3Xs3u/fv3K1eujIqKunXrFhKmKSoqYjAY6urqUrr8OBwOak3eq1evuhE+oVC4cePGsWPH1trq6ejoTJ061dXV9e7duw3UxaM7Tdo7RmHqkpmZWUu8RldXl8Fg7N27Vy7rcXZ2BgDaq82+iEAgYLPZDAYDxYO4XC6SP2yJ7CKXyw0ICEBbiK1bt8qgBPbx38uW6GuzmUwAeNi/a+5fC6Qxi0gk+uWXX5DD78qVK9KYovHIoR+h5FaPxWIVFhbm5+f7+voiE/jF765IJHrx4sXRo0fnzZtXqzUESrJH96ft2rV79uyZTD5Qbb7//ntp+xI/x7Vr12bOnImykOpuo7/77rsDBw48evToc1YtJycnLS2Nw+GkpKQgw4l6/I4dO1YaqxUIBFOnTgWArl27NpySWnerJ/mfTvUDqdW1Lj8/n8lkqqurV1dLRbMUU5eSkpLAwECk+SeXKB0iJCREet9bSYqKilxdXblc7sWLFz09PQUCAVIzoJoRov7J9WpPNh7kcR03bpybm1tGRgYdC2+IqpvBqRamo7XUAeCIWcf00d+QYpq1PXk83uzZs+EzYrOyR86NeVEu9dmzZ//++++wsLAjR440tQivbpJ9hw4d2Gx2y7Mlm42/vz/61sp+ai6Xi5TeevbsmZ2d3exMSwrUpqMZjYqSkpKQDLSXl9fp06frvqBWP8gmDZ6dnX3p0iUnJ6chQ4YgzTyKyZMnS74SRVbkfr+pIAQGBnp5eR08eBDpjWlpaclL0xwl7knPk0EhEAi8vb3Ly8vz8/PRdg3VUK1fvx69YM2aNchJ0+wp7t27h3JwbGxsduzYQWP9yecQ5uemWpiO1VJns5iaKso/jBr5r78/jZKE1dXVEydORG6DesVmZU/b6VCfm5v75s2b+/fvo4olGeRtfo7y8nIVFRUWi4XaQcgMgUCAKt+NjIzq3jYiffCmxlxRwlGtNh2NZO/evenp6cuWLaubNddwP8gmweFwoqOjkb3v0KHD8uXLJZ9FmfQLFixoyRSYRnLixAk/P7/FixeTJNm9e3cAiI+PR0+5u7uPGTNGlmoG/fr1AwAZ/M4iQ1hWVrZ79+7MzMwbN24AwKhRo9CzV65cQTasJVOgkEe9N5RS4p/5P6E7ZupXQkNDw97e/tSpUy1sa1VaWjpy5EgAMDAw+JzYrOxpI4aQz+c7Ozvv2bPnw4cPS5YsAYm8zYKCgkOHDh07dkyW66nVDkIGEASBurs1JjKKmkm5uLjY2tpKqjgilzISiQ0JCSksLEQBj+ZJgezduzcpKcnHx8fHx6dWVWyT+kE2HoIganlB3717BwDt27eXWZ9kRUYoFObn56NeNOjbSJWBo93/iROya3qO7rTc3d2lOkt5efnKlSuvXLni7e29ffv2ioqKiooK1JU3Ly8vKyvrwIEDGhoaLWxDgWqCZVA7QZIkQRBoF8tisU6ePEnp+Eg2cEbNvOLi4ppaMJ2Xl4c+i6mpKV3F4rTQRgyhWCxev379hg0b7t69e/PmTcn4BMrjMjExkWWRe612EDIAJV9paWnFxcU16Y1CofDZs2eHDh368ccfUZapZPgNAPT09C5cuNBUWZmsrKx//vnnwYMHXl5enp6ekhvNz/WDlBKoMINei4upl/T09LNnz6LEEFR+SmnQoyvil19+kdlifH19AcDeXkb14JIMGDCgY8eOffv2peLZ5ubmzbMcJEkKhUJVVVUmkymDULdIJEIyTCoqKoGBgZJPSTZwpn4iTE1NUSFpY1zQlNhs3759m6FPJFXaiCEkSTIhIWHTpk1FRUU8Hk8yb1MsFqNKbVnKa9VqByFtNm3aBABqamr37t1r4VA5OTlUzFVJSUkyXbNz5862trZubm7R0dHNVm5roB+klPj7778BYPXq1bKZDoNAe3FKkOj58+cAIFVtsFqkpaUhB4nsZZ5evXqFio66du06ceJEJClAWY7ly5eHh4c3PniJZMRl8Kfj8/lIkrfhHAsul4sKSVH3Y8pxigpJP1e0/e7dO1R4amlp2UKxWWnQdgzh69evKec1+u+kZOCRk4RqHi0barWDkB5I25fFYgUFBdE7MgrR29vbT58+vZZILJvN/vbbb//555/r1683PhTacD9IKYF0RmiRfMQ0HoIgUIoWKuQViUTICS/L1h/ol7epqVgtJC0tDaVtDx48GP0iUZYDyY5TV1BdCYJ6uXTpEgDMmjVLqsvmcDhIB0dHRycmJqYxbxGLxXFxcS4uLpaWlpTjlMViWVtbu7m5SQZo4uLi0JeBXrFZGmk7hlAS1B56/PhPzbTCwsLQ91KWa5BsB1FTU+Pt7V1LDJoW/Pz8mEwmg8E4deoU7YOj6/b9+/foVDLdpt4ejQ1Xuze+HyS9iMVifX19AKhVXIGRNnZ2diARKZ80aRIA0H671gCokOnkyZMymzEhIQHtk4YNG1ZvwV9CQkJdy4FCbp/rXIj8PXVF72ikrKwMSRDo6+tTnjMOh7Ns2bJG7t7S09MPHTpUq5dy3759161bd/ToURmLzTaDtmkIy8rKlJWVlZSU0GaFx+MhgURZqsygdhD6+vpisTg5OfnChQtNytcgCOLw4cNRUVHBwcF79+6tN70qJCQEbbD2799P38I/gdortm/fvl7PUkVFBUq3sbGxkVRwBgAtLS0q3YZqet6SfpAt59dffwWABmTDMNJg7969ALBkyRJ0um3bNgBYtWqVzBaAotELFy6UzXRPnjxp3749ugX/YrFBRkZGLQkC+K+XckREhKQuK7qf+Pfff6W07IKCAuS+MjY2ptJ6y8vLkdLFtGnTmjRadXV1SEjI4sWL0d0n8poCwLx582QmNtsM2qYhJOvkbX733XcgkcMmG5Dm6uPHj8vKyq5fv75mzZomvT0jIyMgIIAgiMzMzLp3tVFRUWiDJSVdU1QNaWtr+8VXCgSCx48fHzx40MHBQTJsAADKyspDhw51dHTU0dEBAEdHR7n05UCyAEOHDpX91IpMbGwsAPTv3x+d3r17V8b/C0hut1evXiRJCgQCd3f3sLAwKc0VGRmJbvXs7OyalBnA4XCQ5ZDsZ66np+fg4ODr61teXo4KUWjpdF+XzMxMFM7s3bs31cGxpKRk2LBhyDQ2xrGcmZn5ww8/CAQCZ2fndevWoaQeoVAYFRW1dOlSJpPJZrNbedp2mzWEtfI2z507By2u5vkit2/fliyyQe0gNmzY8OHDh+PHjzc1SIkMYWVlpZubW60eUi9fvkSmpUnNJZrEsmXLAGDXrl1NfaNkuo2Kigq6sDt06PDtt9/K62LgcrkaGhoMBkM2vc0wCD6fL6k3Vl1djfw0NJZmN4xIJELGKS8vLzs7283NTUo9fYKDg9FdqaOjY7O/5CKR6P79+3///bdkG0gVFRUGg6GkpNRAu4JmUzecSZJkbm4uajBuZmaWlpbWyKGQSv7q1au3bt36+PFjyaeQ/lfrKRmslzZrCGvlbZaUlCgpKSkrKyM9Umlw584dVVXV3r17U4LFERERyAYcPnz4yZMnTb1CTp8+7erqum/fviNHjkiWECUnJyO3w9y5c6Un6j948GAAaGEaalVV1Z07d1D4gRYN/maD/EuozQJGZtQSZBg6dCgA3L17V3oz1srLRwomly9f5vF4b968WblyZeOHEgqFPj4+b968uXv37oEDBz6XD+nn54ciFH/99Rdd1yNqA2ljY6OkpEQlnSLHaXR0NC2z1BvOTE9PRxvQfv36NamNImqRWFxc7O7uXuuN8+fPBwAZV3I3lTZrCMk6eZtjx44FqfWtrjcGtnz5cmVlZUrGRUNDw9raGgmbNTuBODs728TEBAAmTpwoPfmo6upqdN9ASzfjBw8egETeJkEQcXFx27dvl2VrntOnTwPAlClTZDYjhiTJf/75BzlF0OmqVasAYNu2bVKa7tmzZx06dJAMFmzduhUAVq9enZOTc+TIkSZF09EXNSwsrKSkJCkpieoyKMnRo0el2mQDtXXr06cPyjdBGBgYLFq0KDg4uNmXZ73hTMo0Dh06tEmqWIWFhYcOHYqIiPDz84uMjKz1rJeXF4oRNm+psqEtG0LJvE2SJA8ePAjSaTCblJSEGijOnz+f+nFHV6CKioqTk9OCBQtQWTcFg8EwNzdftGjRmTNnmpTe7enpCQCjRo2ixUR9DtTakK5wjkgkQsnTVJyjZ8+eANDILG1aKC4uRnofrTN7u62CErZHjx6NToOCggBg0qRJ0pjr7t27qNZ71qxZ1GV49OhRFouloaHh6OgYEBDQ1P/9hISEsLAwoVC4Z8+euq2pqEZ60shWQ6ArJTY2ViQSRUdHOzs7SzpO1dTUbGxsPDw8mlSfXm848+nTp8g0jhs3riW9MkiSFAqFp0+fpsQO37x5AwAmJiYtGVPatGVDiPI2O3fujBI0MjIyAEBTU7PZxeD1kpWVZWxsDAAzZsygnJ/IXLFYLEmZzfLycirTUrLGFiQyLSMiImplGA8dOpQSIl+5cuXbt2/9/f2l3XEUJfg1yY/UMKjfChVxRDsDpMotJQiCOHbs2ObNm1NTU93c3Ly8vFAWHC3twjGNpKysjMlkqqqqoosOiXFramrSHi2+fv06uqbmzp1LZSeiX3zJUh81NbXp06cfP368kZbj1KlT+/btc3Fx8fHxoeqIyP+vQyaNyiUEEiXo2LFjLe1y5Di1traWFA02Nzd3dnaOjo5uOB+t3nBmVFQUMo0zZ86kRQMEaZgkJyeTJEkQBKpCppJxWiFt2RCS/8Vpnzx5gk6RzB2NjSkKCwvRDZqVlRW1RfP390e1fQ0oK/L5/IcPH+7fv3/27NnoS0OhrKw8fPjwlStXBgYGlpSU6OjoDBo0CFlHW1tb2egNotJaGjO2r169CgDDhw9Hp/fu3QOZiGWcPHly+/btHz9+dHFx2bNnT+t30bQ9+vfvj/Y06BSJbFFi3LTg7++PyteWLl1K7QVDQ0Mp05iUlESF3JpqOeoiEol+++03qE+HjF7QjrMBXbqioiIke4bMGMLY2BjJntW94683nBkSEoJM4/z58+m6QUFZ+pR6FGqTLqWwFC20cUOI8japLkKbN28G+jItKyoqLCwsAGDgwIHUFi08PBylSjapJSnVo9Ha2lqyIjUsLMzIyGjHjh2oTaNsDCFBEKj7MY05llwuFyUQojFFIhFqEiJ5l007r1+/Pn369OnTp1NSUjZv3pycnAwAOjo6MujxjaFAUa49e/agU+QbQG2faeHYsWN1o3QXLlxA19GSJUskQ9HFxcXIckiG3Dp16oQcp40R8+Tz+XPmzAEADQ0NaUhkSIKy98PHMwAAIABJREFUzC5fvkySpFgsDg0NLSsru3fvXkBAQC2/UU1NDRKvQWI6iFriNfWGM8+fP49M47Jly2iM2R84cAAAFi1ahE537doFcqohbiRt3BCiWFe/fv3QKaorMjQ0bHk1G5fLRRlxPXr0oNLJHj58iKpHqeyAZlBZWRkeHr5169bJkyeXlJQYGRnV1NSYm5u/f/9eNoZQSj79mTNnAsDx48fR6c8//wwAbm5u9M5CIRAIXFxcAgICPnz4cPjw4WvXrpEkiUSQ79y5I6VJMXVBMk9U+4UTJ04AfaF6KkqHshYRXl5eX0xgoSyHpNA8ZTkkdeDCw8ODg4PRcWpq6uXLl4cMGaKrq/vw4UNaPsLnoKLaKGJXUVHh6emZmJi4b9++BjJZCIJ4+vTp5s2bUaoggsVioY04g8GQvAXx9PSUUqbP06dPAaBPnz7oFKXLDRo0iN5ZaKSNG0KBQIA2N0gxgSAI9L1vYfN6gUCANvtdunSh1Gpev36N5lqwYAGNZeNGRkYkSd68eXPSpEmyMYTHjx8HgJ9++oneYU+dOgUAU6dORaeXL18GgJEjR9I7S8Ns2LABAGr1LMRIFRSb19PTQxuO9+/f6+np/fbbby0cliCItWvXol95Hx8f6nE3Nzek6k7tQb84DhLMtLCwkOw0ZGVl5ebm9vbt22XLlmlpaaGeQaGhob/++mtRUdGbN29auP4vcvbsWcnrhSTJkJCQxMTEmJiYffv2NeYXLDMzkxKvUVNTa9eunWT5EKq0ZjAYBw8epH3xQqFQU1OTwWCg8kQej6empsZkMimpqdZGGzeE5H89Lam2ZE5OTmPHjqUiFs2AIAjk3pHs/JeamoqEIezt7entyo0MIUmSs2fPbt++vQwMIeokR6PzClFQUCB5h8vhcNhsNpPJlKUK8+PHj1EQRS4CNwoLuvtEFwtBEC3/44tEot9//x1F6SQj2ShRnMVieXt7N2PYgoIC5Dilmq58++23y5YtW7FiBcp0RYawhYtvJCjMRpXfCQSCZcuWHT169OzZs5s2bUJ5KA3A5XJ9fHwqKyvj4uI8PDxQ1npUVBT1gtTUVCMjI+kJsY4fPx4Arl69ik6Rm/fmzZtSmq6FtH1D+O+//4JEAnfLyczMNDAwaNeuHXVTlpOTg9TUJkyYQG9KKilhCLOysjQ1NWVgCJEXpYWN4+sFXQxUfoGtrS0ASN7O0wufz//pp58k/2IEQaD7lY0bN75+/VqWhYwKyMuXL4OCgkQi0Y8//kjjf7RQKER+dTabTVUJEwSxYsUKAFBSUvL19W3hFNXV1ZcvX164cKGPj8+yZcuuXbs2Z86cCxcuyMwQUvLIGRkZdZ9tzJ1EVVWVj4/Px48f169fn5SU5OTkBADbt2+XfI1UGxxu2bIFAP7++290um7dOgBAuQ6tkLZvCKuqqlRVVVksFo3qSikpKVSj1+LiYhR5Gj58uDS0oyhnQlVVVUBAgLRVyoqKihgMhoaGhjQmQirM8+fPR6coXDR9+nTaJyJJUiQSoeYD3bt3pz5LcnKylpYW1Q1HU1PT2tra2dk5JCREepJDCsvbt2///fffp0+fok5hCxYsoGXY6upqKysrbW3tBw8eoEeEQiFyY6iqqlJbELpAhjA7O7tnz56XLl2SjSFE3cVb2DDH398/Ozv7p59+8vHxQWXNshSUuH37tmTsA+n9jh07VmYLaBJt1hASBOHj4+Ps7FxZWTl58mSQyOWlEQ6HY2VlBQDffPNNvV1X6IIgCJQPJtnlSxqgOgeqgxW9pKSkoLxNVOlVUFCAisxaWMBbF4IgUBNKLS0tamublZWFfHSDBg2aO3cuKq2RTCgYOHDgn3/+6efnh1o6Y1pIWVnZ6tWr09PTX7x4AQCdO3dGkTZaRn716hU65vF49vb26LZGGmlQyBCSJLl3714LCwvZGMI///wTAFxcXJo9AofDWbp0qa+vr5ubm6urK8pe0dLSojdw0wBVVVWS6lQlJSVMJlNdXb115my3WUNIkmRmZuYvv/wiFAqPHTuG3P30hmr5fD4ysWZmZk3S5Wse6J539+7dUp0FJSBIz4PRt29fkFCbHDlyJPyXIE4j69evBwB1dXVq415UVISmHjlyJOURysvLo/TBUSkVhYGBga2tLZI4qFVivHv3bqq14Zs3bxqZlKGA+Pn5ubq6Pn/+/PDhw6qqqqiqr95OQ82mqqrKxsYGJePU0nqmC8oQCoXCAQMGyMYQIhnFuLg4GsdE+tovX76kccyGQdVllF4x8pw9fvz43Llz69evf/z48fr169evX98aIhRt1hASBFFUVHT69Om0tLRLly61a9cO1RWhFrLe3t4JCQktCdqLRCIHBwcA6NSpE9XES6pcuXIFAEaMGCHVWS5dujRr1qy6goF0gUyUk5MTOkXp7z///DONU6B0OGVlZUrruaKiwtLSEgD69+//OReoQCBAaQUODg5IEI5CWVnZ0tISicQWFBTMmjWLurajoqJmz55N4+LbEgRB8Hg8FCtiMBgjRoxACiOIDh06LFiwICgoqNn+gNLS0hEjRqC9pvSaG8TExFCBulevXrVQhr4xIEksWqq8JEGB1aNHj9I4ZsOgMu6dO3eiU+SkQXmLV69ePXjw4JMnT86ePSuNxhpNpS0bwsDAwPPnz8fGxqIcMBMTE6orEEJfX3/WrFn79u2LiYlpapIL8rnr6upSLhppI9U0y+jo6OvXr1On69ato30KxKNHj9D/BbrI379/j27n6QpJ+vr6oux5yhPO5/NRC4Lu3bujyuLGQEkcWFpaSgpZ/frrr9gQNhKCIFavXg0SOmQikQjVKqDNAUJJScna2trDwyMzM7Pxg+fl5SHNmm7dusnml/THH3/U0tKSQScvJHBIiSTThbe3N0ihLKoBLl26BBKtfX19fQHA3t7+8ePH/v7+jx8/vnr16t69e1tDeL7NGkLEmzdv0E0oagkrFAqpu34kky15NaK7fl9f37oXpFgs9vb2plpGhIaGpqamjh8/viVlGM1gxowZANC81PCG8fLyovR3SJLU1dWlfQqEWCxGknKUiwZp1NFyo33t2jUkk3HgwAH0iEgkQmnohoaGzY78lZaWhoWFbdq0ady4cX5+frNmzerXr9/IkSNHjhzZr18/yhCKxeL09HSCIDgcjixrQlonX9QhozoNSUopNVL2TCwWo4Lxb775RmZ/6mnTpgHApUuXpD3RkCFDQKJ3FV0kJCQAQJcuXegdtgFycnIAQFtbGwUmU1NTkSfA09PT29s7MTExICCAElKWL23ZEKalpaHfXDs7u3o3HJ+760fOFgcHBw8Pj7i4OLFYzOfzlZSUKA+ejY2NXPpMnjx5UvIOi0ZkZghJkkQVYFQvHhSVXLVqVQuHjYyMRHE+amSCIH799VcAaN++PY0Nvj+3I3z48GFkZOTu3btXrFixZ88e2TjMWydN0iErKSkJCAhwdHTU1tamLsCOHTsi2TOUiX3+/HkzMzO0dcjPzx8zZsz9+/fHjh0r1Qy1WuzcuROkr8aQk5PDYDDYbDbt7WUIgkD9JZq0824hqK6McpuhNk+t8NJos4awoKAA1ZCOGzeuMXrq5eXlN2/e3LJly4QJE1AzFwotLa3w8HAzM7NJkyahilR5GcJaNek04uXl1bdvX4f/0NLSond8SUJDQwHAwsICncbExGhqaraw00W9/SBRfwA2m03vxr0B1+ihQ4cCAgL++uuvBQsWNKmjW1uCw+GgJDIdHZ0m/eV5PN6tW7f+/PNP1M4FwWazZ82a5e3t3bt3b+QtzM3NlYtY1/3796HFJQ1fBOk6zZo1SxqDI5eSv7+/NAavF0dHRwDw9PREpyivQnr9OppN2zSE5eXlyHMydOjQZtgMkUiUkJDg7e3t6OiIghlpaWlmZmYJCQn9+/fn8/nyMoQkSaJqjaCgIHqH9fLyWr58efZ/SHVHSBULI3U6sVhM3anEx8eXlpYGBwcHBAQ0/r6V6gc5b948KgMNBVpUVFRobDaC+JwhjI+PT0lJ2bJly6pVq4KDgyMiIuid96ugrKwMySbo6+u3JEExISHBzc0NdRoaPHjwqVOnNm3aNHLkyIcPH8rLEPJ4PFSRLFWdMKTdKCVTgXLT/vzzT2kMXi9eXl4MBmP16tXo1MPDAwXaZbaARtIGDSGHw0Gd53r16oWU7lpIbm4un883MzMjSfLvv//etWuXHA0h6iXk6OhI77CydI2S/8lH1Upgq6qqOnjwYFxcXFlZ2enTpxuZAUH1g7S1taUc4KhgplY/SLrIzs6m3FYcDofKnqisrLxz5051dXVSUpIsew63HvLz89ENqImJyRc1wBpJTk7Os2fPTp06tWXLlmfPng0ePDgrK0te8s2o2keqTScSEhJ27dpF6fjTS0xMDAAMGDBAGoPXS3l5OZVaQf7X9qBXr14yW0Aj+X+BsTaAUCicM2dOTExM165dIyIiamXENA/JfoEuLi5+fn4FBQUtH7Z5oNrhsLAwkUgkrzW0HDs7OwBAYhMUmpqaAwcOBAAdHZ2SkpLu3bt/cZyioqJJkyZlZWVZWVldunQJZcpcvHjxr7/+YjAYx48fR64YejEyMmKz2eiYzWZTjW/atWs3YcIEDQ2NXr16oV2RQpGVlTVmzJiXL1/26dMnOjoatVZvOYaGhih5BACGDBkycuRIHx8fWkZuBugOOzY2lvaRx40bV11dDQD9+vUzMDAICgqifQoAGDJkiJqaWkJCQllZmTTGr4u2tjZquIYYNGiQpqZmcnJyWFgYQRCyWUNjaFOGkCAIR0fHmzdvduzYMTw8XDLSQBeamprbtm1DjYrkQs+ePfv06VNaWhodHU3jsLa2tgsXLqROUWsI6TF9+nQlJaV79+6hvDKK+/fvP3r0KDo6upGGZNOmTYmJiRYWFjdu3EBFMhEREQsXLiQIYs+ePYsWLZLK6jF1SEpKGjVqVHJysoWFxYMHDyR7G9HLjh07UF8nuYC+lmhfRS8ZGRlisRgdl5eXl5aW0j4FAKiqqg4ZMoQgCKQ+L3sePHggEokMDQ1tbW319fV//vnnwMDAyspKuSzm/yHvLSmdIGFZSVUtuhCLxRcvXqRO/fz8ZJmuVgtnZ2cAWLFihbwW0HJ4PF7nzp0NDQ1ZLJa5ufnixYt9fX0TEhJKS0vLy8sbk9yEQDpSlAP80aNHyByuX79eamvH1ObNmzfIazJ69Ggpxc/Onz+/a9cudHzu3LkxY8ZIY5YvgpR42Ww27Tphpqam1J/uwIEDrq6u9I5PgRQtNm7cKKXxGyAoKEhVVRUABg0ahGRuEGpqatOmTTt+/PjHjx9lvypE2zGEqNWcpKpWW+Xhw4cghca5MkMkEs2ePRvdsiBnJoWRkdH333/v4eHx9OnTpkpwSakfJKZhnjx5gkp1x48fLw3R+dZGnz59AODJkyf0Dmtqajps2DBUnGpqaio9Q3j9+nUA+Pbbb6U0/ufw8/NDF/tff/2FMtqoQlLJH4FGFpLSThsxhHVVtdowYrEY9RKiS9TG399/8+bNsbGxx44dk94ViCAIAnkstbW1X7x4weFwoqOjkcSBZCwBANhstrW1NRI2k4y31wvVD3LWrFkykxVu83xR7icrKwttwf+vvfuOa+peGwD+IwmRrSBDAQUsaBUVlSnDwVKQEMXV1nlvraPDqr1X295rtde24uhbtWoLfevA3ropCQFZgkIIlCGKEVQqyFIJGwIhQJL3j9+n502tWjTjEM7z/evkEM558IM8Ob/xPMuWLRucxZTVDv/2EhUb1EVrT4QtLS3aL3599OhRvFF7x44df/5qU1MT3khqZmZG/Pe3trZetWoVl8tVe2O7ZxoKiTAuLg5X1Tpx4oR27lhUVMRisbRzr2f68ssvd+3apa5qTyKRCPfdTk9P37lzp1qu+Tx4+7yRkVFOTs6fv/rgwYPTp0/jEgdEu3AMF4klShwof5dG+0FSVllZWUxMDFGdAJNKpVwu9/jx40SL1z179qxevVrT3cGeotyMV8tOnjyJEFq8eLF6L6u1RKhQKFxdXRFCeXl5mruFMrxnQ09P7+uvv37xOyUSSXp6+ubNm5XnmI2MjCIiImJiYnAJoZycnOXLlxPf4uPjo5YBVZ1PhK2trXhk5ttvv9XOHfv6+qKjow8cOKCd2z2TcpXq8+fPq/gcXF9fn5WVdfnyZYlEoryJQu1wbQ59fX2in+oLtLe3p6en79q1Kzg4mFiliZmZmQUHB+/atYvL5VZXV+O1phrqB0llvb29yolQLBZ7eXl99NFHcXFxb7311rJly/B5LY9ixcfHr127Vpt3VIZbidnY2Kj3suPGjWtvb8fH33zzzVMddNVrw4YNCKGn/oIJBIKkpKSBT88PhFwux0UtiGKzA/9GXJN2xowZxAdiOp3u5+d36dIl5WoDbm5uNTU1qoc62BOhSCR65kiXcm/lGzdu4Irm2nHz5s3vv/9+1apVGtrrMxDK+/x279596NAhVa6Wnp5+4sSJlpaWH3/8UXMb4E6ePKmnp0ej0V6hWmNvb29+fv4333yzZMkSXKWJgIdcNN0PkoI6OjoOHDigXBB5//79H330EfEyKChIozvqnqm5uRn37iHxQw9eGaSujZLaFxcXh/5UvAbvyzI0NMSPX6r3lfvLYrMD1NDQcPr06aVLlxobG48cOTIzM5PFYnX+bsqUKUM/EQqFwnPnzj3VG+/MmTNubm7BwcFTpkzRZkuRp2it6cQzqTcRakF8fDydTsd7+1S/Wn19PdFH0MTEhEajCQQC1S8LlN26dSsmJkZ5EHLZsmXKYw9ffPEF0WFHa5qbm9PT09evX09iWXNcDkITjb61o7KyEiFkaWmp/Ch/4MAB5fkIGo02c+ZM5dabL0UqleItvEZGRuoq7SQWi4uKiq5du2ZtbR3yO1NT06GfCBUKhVgsVv7Pdvv27UmTJrW2tioUis7OTnd39yG/RvSZzM3NfX83ZsyYQZ4IMzIy8LJpTXQVXr58uSYWL4A/W7x4cVJSEvFy7969ml5a9TzqHcF7WXw+n8fjqWujSHp6On6wbmpq0lpZPlwFory8/KnzIpEIP34p11t2dHRcv349l8sd4Pqarq6u+fPnI4RGjBih9hGma9euPXNotKmp6dixY/v27fvpp58OHz78sv+Sg3pDfUNDw4EDB/DzNcblclesWDFixAiEkImJyTvvvPPLL7+QFyCZcn6HGywMWr/++uvChQulUukHH3yA9zCp18KFC9GfitQATXBzc8PtJDGBQIALqmkfbjNCioqKiq+++mrBggW4V8bSpUtv3br1yleTyWQODg64H+oPP/xQWFiovkhfxMrKSl9fPyoqat++fWVlZcrnV69efeHCBZFIhNet2NraPnz4MDY2NjIy0sLCgsVixcbGvqC0VltbW2hoaEpKio2NTVZWltZKLI0cOXLatGkdHR0VFRXe3t6pqakv9e2DOhG2tLS4urrevHmTOCMSiZSrptnY2JBY7YxctN89tbpyUBEKheHh4WKxeNWqVYcPH9bELcLCwphMJp/Pb2pq0sT1AeH999+Pj48/cuRITk7OJ598IhaLcYVoSunv729rayNetre39/X1vfLV6HQ6nU5vbW1NS0uzt7fv7Owk6stoiEKh+Pjjj0tKSoYNG1ZeXv7xxx+7urpOnDhxx44dfD6fuLuhoWFwcPDhw4dra2vz8vI++eSTyZMnd3V18Xi8DRs22Nvbb9q06c8XF4lEc+fOzc3NHTt2bHZ2tiY+Jw0bNkx5n5WNjQ3ehiiRSLy8vORy+fbt2+VyuXJdzIEY1IkQNwbCLV2wMWPGVFVVES8rKysdHBzICA38tcrKytDQ0JaWFjabfeLECdUTdmJi4sWLF8vKyk6ePJmeno5PDh8+fPbs2TKZLDk5WeWQwYuYm5sLBAI6nc7j8SZOnJiWlvZUF0/qkP9Oxev09fWlpaUxGAwXF5eJEyfiIV+1RPhMCoVi69at+/btYzAYX3/9NZfLXb9+vY2Nzd27d/fv3x8QEGBtbb1s2bK4uLj29nb8LTQazcfH56uvvrp9+3ZVVVVMTExERASNRrOxsXnq4kSx2QkTJvD5fNwFT+18fHx++OEH4mVqairOeVKp9OTJkzNnzhQKhUKh8KXLK6pz+Fbz6urqxo0bh9dr1dbWjh8//s/D3FSg/FOLRKJB2PruZftBDoRMJtu/f//FixdPnz6tvFvm6NGjCCHlvoBAo3JyclasWHH8+HGyAyFBWVmZqamp3+9GjBhRWFioygX7+/u1UwKiv79/zZo1CKFhw4b98ssvyufxXgXccg5jMBh+fn7R0dHPbKLb1tb21N8c3KgOITR9+nS19PzRMh1LhAqFIjc3NzAw0Nvbe9asWWlpaWSHA56hra1t+vTp6FX7Qb7A/v37v/vuu5ycnN27dxMn6+rq9PT0jI2NyV1DQR0XLlxACM2fP5/sQEhQVlbm6+tLvAwJCVExEWpHT08P3iBhYmKSkZHxvLcRZc/09fWJpEiUPXuqkAVBKBTiTU1eXl46uovpD5UedYKvr+/Vq1cRQpWVlcT4GGXdv3/fwMBgzJgx9+/fnzBhAtnhIIRQd3d3RERESUmJi4sLj8fDPXjVIi8vr7293cXFpbS0VLnLj52d3fTp02/cuHH16lUKzlppX0BAAEJIIBDIZDI6nU52OOAviMXiRYsWZWRkWFhYJCcne3t7K3+1vLw8MzOTyWRaWVlVVVWFhoZ++OGHLS0tV69eTUxM5HK5ZWVlZWVl+/bts7Kymj9/PovFCgsLI5aVFhQUhIeHNzc3BwYGcjgc5eWmuoTsTPyKZDIZXjVz+/ZtsmMhjVQqTUtL27x5c1FREdEDmnStra2+vr4ODg7qqgA3ELgf/TvvvKO1O1IcHgcrKSkhOxBtu3fvnvKj8OLFiwf5P0JLS4uPjw9CaPTo0S9oJ/7ZZ591d3d/+umnd+7cUT7f39+fk5OzY8cO5Tk/vJTm0KFDFy5cwJ902Wy2To/H6GoiVCgUeNvAF198QXYgZLp9+/b69evlcvn+/fvJimHBggXErlsul/vBBx90dXVVVVVpMwa8tNjGxuZ5ozdAvVavXo0QIrGiBRiIx48fT5kyBSHk5OT022+/PfM9crk8Nja2rKxMKpWWlJT897//fd7Vbt68uWfPHk9PT2LhG86Cb7/9tq5XutfhRV/P7HJOKRKJpLq62sTEpLa2tr6+/smTJ6SEIRaLiVXXfX193d3dRkZGjo6O2ozBzc3NycmpoaGhoKBAm/elLLw/TBO92oG6PHz4MCAgABchycnJee211575tvz8/MbGxtLS0tTU1JycnMDAwOdd0M3N7d///ndBQUF9fX1sbGxAQIBUKnVwcPjhhx90fYRc9+YICSEhIcbGxkVFRXV1dbhQAtUYGhq6urrOmDGDwWCsWrWKxEj6+vqkUilCqL+/n6wYIiMjDx8+zOFw8EAQ0Ch/f3+EUHZ2NtmBkKakpKS7u9vd3T01NdXDw8POzo7siP6gvLw8JCSkvr7ew8PjypUrT/U4U4abIA7wsteuXbtz546ZmVlXV9f69esFAsGjR48kEslTZfF1jg4/EeJxaoVCwePxyI6FNI6OjqNHj7aysnJ3d8cN+UixadOm+fPnz58/f8+ePWTFgEcIEhISVL/U3bt3y8vL8bFcLidGHW7evHnixIkjR4589tlnsbGxHR0dqt9LR02cONHKyqq+vr66uprsWEigUCj6+/uzsrJKS0s9PT2PHTtGdkR/UFxcPGvWrPr6+tmzZ1+9evUFWfBlzZkzZ9WqVQ0NDUuXLqXT6VOnTu3r6ysqKlLX9cmiw4kQweiodtXX13///fffffcdQujUqVPnz58nvvS///u/WVlZWVlZeNEKKWbNmjVy5Mi7d+/eu3dPxUtxuVzil6qvr2/jxo34eNq0acbGxgwGw8rKqqurCz8EU5Oenh5+jODz+WTHQgI9Pb3Ro0fX1ta6urqKxWJnZ2eyI/p/169fDwwMbGpqioiIuHLlinK3W9U1NzfHxsa+++67+CUeGBgCvwO6nQgjIyPpdHpWVhaVP5trjZ2d3aRJk9ra2m7fvm1oaCgSiciO6A/odHpYWBhCiMvl4jN1dXXR0dEKheLHH388ffq06rd49OjR0qVL6+vrly5d6u3tnZ+fr/o1dReVpwnlcnlmZqaFhcW1a9f279+PW90OBklJSWFhYR0dHW+99VZ8fLyhoaF6r19YWGhnZ1daWlpSUtLT0+Pr64uGxO+ADs8RIoRGjhw5c+ZMPp+fmpqKu36oorW11dzcHB/jRuf41+js2bN4e82NGzeqqqr27t2raty6qbe319fX98qVK+fPn7e1tSVq9VpYWBDbbw0MDHAxYlKw2eyffvqJw+H885//RAiNHDmSwWDU1NTQaDSpVFpdXT3wgnwCgeDIkSMIIeXaj7i/6MqVK4VCYUNDwxtvvKGJn0JXqCsRNjc337p1i1ijkZqaOnPmTPwcEx8fr6enFxAQkJqaOn36dOXSJ+Si0WiLFy+Wy+UMBsPX13eQLBWpqKhYtGhRX1/fe++9d+TIEU0UwMNtJQiPHj1CCAkEArlcrtP19nQ7ESKE2Gw2n8/ncDiqJ0I3N7eysjK8IfTYsWM9PT3/+te/EELLli3Lzs7u7Oz829/+9v3336shaN3U1NTE5XK9vLwWLVqEdxfh8/Hx8cR7wsPDw8PDSQoQzZ8/38DAIC8v78mTJ6NGjcKfY8aOHaunpycQCEJDQ1/wvQqF4saNGxwOB+9PNTExwQfKy39sbGzeeecdhNDEiRM1+5PoAg8PDwMDA6FQ2NLSYmFh8crXqays3LdvH5EId+/eferUKTMzM6lU6unpeeLECZFI5OHhcfny5cGTCBFCxsbG+EDtT10DFxAQwOVy8cf3U6dONTU17dy5s6en58svv9ROALa2to6Ojg+Jn48hAAAebElEQVQfPrxz5w7ep6GjdDiHY7huEI/H6+3t1dAtWltbCwoKZs+efeHCBTwrSU22trYbN27E/+AMBmPu3LlkR/Q0ExOTuXPnyuVyXIBbJBI1NDQUFxfL5fIZM2Y8c0eHTCbj8/kffvihg4ODh4fHnj17cJeMqVOnvvHGG2+88YbqH7CGqmHDhnl6esrlcg0NEQ8bNszMzExfX9/GxiYnJ0fX1yVqQkNDAzFiIRaLOzo6du7cqbUsiA2NaUKdT4SvvfbapEmT2tvbiQcUVdy9exfXE1Lu7nTkyBFHR8eamhoTE5OxY8eqfhegOcrrp6ytrQ8cOODh4fH3v/998+bNym9rb28/d+7cm2++OXLkyICAgCNHjtTW1trZ2W3cuBFvEicnel2D/wiqMjqKexhVV1d//bvHjx/jL7W2tq5bt87Jyam5uZnJZKre6gFowtCYKtb5oVGEEJvNLisr43A4QUFBr/DtTU1NSUlJuL/r0aNHcXcroVDIYrHwG/7zn//gAy1vEgevYOHChe+++256enpXVxcxeEUQiUQpKSkXL15MT08n1nyOGzcuIiJi6dKlfn5+uGSGiYkJkQsZDMa2bdu0+SPoEPxH8GWfBp48eVJYWJibm8vn8x8+fBgfH29gYED85xo2bBg+MDc3v3jxolrj1WHNzc1VVVWOjo4FBQVz5swhno/Dw8Pxn6wnT56sXLlS+4ENjSdCHS6xRsAjM2PHjpXL5QP/rqqqKuU662fPnh0zZkxnZyf+6sGDBylevE13eXl5IYQSEhKIM0KhMDo6mshzCCE6nY67zFCzjZe6tLS00Gg0Q0NDqVT6grfJ5fI7d+7ExMSsXr0aFykl6OvrJyYmhoaGEm/28fG5e/eu5mPXMXv37v3qq69u3LhRVlZGVLZzcXFpbGzEx99+++3OnTu1H5hcLsczxDU1Ndq/u7oMhSdCLy8vOzu7mpqaW7duvbgnskKhKCoqSkhI4HK5QqEQn2QymaGhoSNHjtRKsEDj2Gx2QUFBQkLCyJEjeTxeQkICsbPQ0NAwKCiIxWJFRkaSWH9gyDA3N580aZJQKCwuLn6qOkl/f/+tW7f4fH5ubm5WVlZTUxPxJRMTEzc3N39/fz8/v1mzZt2/f1/rgeuYK1euuLm5FRYWTp8+fc+ePXjTwiCBd5QmJSXl5ubq7jrqoZAI9fT0FixYEBsby+FwnpkI+/v78/PzL168GB8fX1dXh08aGxvPnTt36dKlbDYbr/j38PAglkHb2dlRebu07hKLxXjUKC4u7tSpU/ikjY0Ni8Vis9lBQUEkrvEbkvz9/YVCIZ/PnzlzZmdn56+//oqTX25urkQiId42evRod3d3nPy8vb2V293Z29vjhrHY+vXr1VgJZWjADZIqKirS0tImTpz44MEDPA1kbGxMDHIwmUxiVFnL/Pz8dD0R6imGxLqA5OTkBQsW4KZ0xMnW1taMjAzcUqu9vR2fHDNmTFhYWERExLx585hMJknxAjVrampKTk7m8XjJycldXV0IIQaDYW1tvWTJEhaLNWfOHDyPAtTum2++2bZtm6Ojo7GxcVlZGfH3hEajubq6BgQE+Pr6BgQEwCoz1fX09Ojr6zc2Ng62wYycnJxZs2ZNmzatpKSE7Fhe0RBJhFKp1MrKqrOzs6qqikajpaSkJCYmpqWlEXsqJk2axGKxIiIilCeKgK4rKyvD5dAKCgrwqkIajebj48NgMLKzsz/66KODBw+SHeNQI5PJ7t69i5e65OTkPHz4UF9fHy/+1NfXnzp1qp+fn7+/f2BgIEw3UIRUKh0+fHh/f39zc7OK9TTOnj375ptv4uPCwkILCwuiacbVq1fHjh1bWVk5duxYtW/kHSKJECEUEhKSkZFhb29PDH4yGIxZs2ZFRkay2WxY8DlkyOXykpKSxMTECxcuEKWxDQwM/P398eJPW1tb/BH1tdde++2338iNdmjo6uoixjzz8vI6OzuJL1lZWYnFYolEcvbs2aioKBhloSY/Pz+BQJCSkjJv3jxVrmNhYdHS0oKPt23b5ubmhofNHz169N1333l5eVlaWlZXV6t9DFa3x4tkMlleXh6Px4uPj6+oqDAzM6urqzMyMgoMDMRzQjY2NmTHCAZKIpEwmUw8TSuTyXp7e5Xn8yQSSW5ubmJi4sWLF4mtZhYWFkFBQREREYsWLcI9QjFfX18rK6sHDx6UlZUNqnIkg0Rtbe2jR4+8vb3xy19++QWX7VV+D27uiJ/8ioqKlKfMR48e7e/vP2PGjKqqql27dm3btu38+fNisRiyIGX5+/sLBILc3FwVE+HzfP75515eXnV1ddOmTdNEwxOdTIQdHR0pKSkcDic5ObmtrQ2ftLGxaWxsZDAYDx48GGxj6GAg3nzzzW3bts2aNQshlJ2dfezYsUuXLjU3NyclJfF4vJSUFOJBxNHRMTIyksVizZ49W3nZBYFOpy9YsODUqVMcDgcS4Z8VFBSkpKQQifCDDz6YN2+ekZFRZWUlfuzj8/l4Ywl+A51OnzRpEl7qMmfOHGLCj8PhiMViPz+/8+fP5+bmrlu3jpyfB2hXeno6QsjT05PL5QYGBtrb27/ajlJlvb29TCazt7d3//79+ExRUZGbmxs+/vTTTysrKxsbG5OTk0tLS5ctW6be0qa6lAgbGxuvXLny593Q8+bNk8lkO3fuXL16dVZWVmZm5ltvvUVuqEAt3nvvvZiYGFxESk9Pz8vLi81mR0ZGTp48+S+/l81m40T4ySefaD5Sncfn81euXNnY2EicMTU1nTlzJp7w8/b2/nN1AsIQ2VINBqavr8/e3v7ChQtWVlaLFy/eu3fvF1984evrq6enl5+fj/PZAC/11DJjoVBIo9HGjx+Pv0q0QEAIOTg4DLxi/ivQgURYWVmJB8QEAgH+iEqj0dzd3SMiIpYvXz5x4kS5XH7lypWOjg42m52VlcXhcCAR6qi6urqKigqEUH19PULIwcFBT0/Pz89v6dKlixcvtre3H/ilQkNDjYyMCgoK6urqXuobKUIoFH7zzTf4WCwWOzk54eWIHh4e+MnPy8vrxX/Rent7S0pKWltbV61aNXz48N9+++3x48ejR4/WSviANPr6+k5OTgqFYtq0afn5+R4eHgghS0vL119/vby8/ObNm7iixfM8fPiQGHUoKysjKufRaLRbt24xGAxc5AshlJ2dremfhUByIhSJRFu2bPn555/xyx07dixbtszd3Z2Y/ONwOHfv3sVfJXZDs1gs5f9vNBoNLwRduHDhli1bkpOTpVIpWVtqgCri4uJSU1MRQk+ePDE1Nd2wYcOmTZuUJ/8GzsjIKDg4mMvlJiUlbdiwQd2R6owzZ85UVlaGhobevn27vLycSH7GxsbE5wM6nW5nZ/fw4cOX+tDNZDJ3796Nj729vdPS0gQCweLFi9UaPhh02tvb16xZs3jx4suXL/N4vLVr1+Lz/v7+5eXlfD7/qUSovMyYz+dXVVURX9LX158+fbryMuO3335bmz/L/yOvqI1CoVDU1tZOmTKFeBkVFRUfH79mzRrlhdfW1tZvv/02h8Pp7u5+5kX6+vr+/e9/x8TEKBSKqVOnIoRSUlK09AOAlyeVSo8ePbp9+/aCgoKDBw/iB32FQsFms69fv46PMzMzFy9erOKNfvzxR4RQWFiYitfRdenp6devX+/p6SFKc126dGndunXEG+zs7Lq6ulS5xeeff44Q2rp1q0qBAl2G61dERUUpFIqurq6cnJzo6OiIiAjlEU6EkJmZWXBw8K5du9LT0yUSyVMX+Z//+R/iOCMjo7S0VDvBD7qhURMTEw6H09bWhkshD2Q3NIPB2LNnDz5ms9mlpaUcDkdDi5eA6phMZlBQ0KFDhzgcjqOjY3d3t4ZuFBERQafTMzMzOzs7X+2xcgioq6u7ffv2li1b4uLioqKiNHQXmCYEr7/+OkIIL8K6ceOGciNPZ2dn/Njn5+f3+uuvv2An99atW4njV2ui8GrIT4QPHjwgSufdu3fv/fffP3Xq1Pjx419tyySbzd6zZw+Hwzl27BhsnB+c+vv7R40a5eDgIJVKV6xYER0djX/jnZ2diXRlZmZGbKR9ZdbW1j4+Prm5uampqUuWLFE1bt307bffjhs3rqKiwtzcnJhQmDRpkvLcwUcffaTizgcfHx8mk1lSUiIWi3Fra0AFTy0zRgjJZLKCgoLnLTMevLTz4KlQKPLz848dO3b9+vWkpKSYmJiOjg7Fs4ZGMzMzVbmLXC4fM2YMQqigoEDViIFm9PX1nTlz5sKFC83Nzd99951G+z/gpdgrV67U3C0A5unpiRDKyMggOxCgQb29vQKB4ODBg2w228rKSjmVmJqa4n3b//znP8ViMdmRvhztNeZ1c3PbtGnT1atXuVyulZXVC1Zjq0JPTy8yMhL93poVDEIMBmPlypVLly61sLDYuHEjHlHRkEWLFiGEeDwergEGNEf1Jr1A+yQSSWJiIvHy+vXrT548eeo9YrE4IyNj9+7dISEhw4cP9/X1/cc//sHhcPAy44iIiOjo6JycnKampo8//hgh1NLSoqE/75qjvUQ4bNiw2NjYlStXMhgMc3NzvDhQE5R7lAOKc3Z2njhxYltbW05ODtmxDHFDo1M51bS0tHz66afEy2+//basrAwh9OjRo4sXL3744YceHh7Dhw8PCQn5/PPPMzIyJBLJuHHjVq1aFRMTIxQKHz9+nJiYuGPHDn9/fyaTqbtTxdqbI7xw4cKjR4+qqqrc3d0LCwv//ve/I4Ts7OwEAgHxnjNnzqi+7WHOnDkjRowQCoUVFRUuLi4qXg3oOjabXV5ezuFwAgMDyY5lKMN/BAUCQX9/P/T60F2dnZ1jx46tra0lzhgYGBC7S319fXEb3meaNm2aiYnJ/fv3RSKRtbW1VuJVD+39vi5fvvzPJ/X09JSn1nEnORXp6+vPnz//3LlzPB5PeQ2Sel27du3mzZsLFy68du0ajUZbvXq1hm4EVMRms6OjozkczqFDh2D9lObY2Ni4uLhUVFSUlpbOmDGD7HDAQDU1NRFNWu7fv48XrJmamnp7e+Olnv7+/gYGBgO5FIPB8Pb2vnr1qkAgIPbF6wTtDY1qkxpHR8PDw2/duoWPlbdmT5s2LSoqKjU1NTg4+M6dO4qh0sRj6PHy8ho9enR1dXVpaSnZsQxx6hoZ27Jly+3bt/Fxfn4+USQvISFh7969fD6/vb09KCiop6dHxRtRze7duwsLC48ePRodHd3c3IxPMpnMcb/DjyX5+fnt7e3p6em7d+8ODg4eYBbEdHSqeGgmwrCwMCaTyefzm5qaVLyUVColigDhlgj42NTU9Pz580uWLGEwGDQajTgPBhsajRYREYFg2ljz1DVN+Ntvv4nFYnzc0dFB1CJZuHBhVFRUTU1NbGwsrpOg4o0oJTU11d7evqGhoaura9GiRcnJyfi8mZlZ1O9sbW0RQra2tq88dqJ69W1SDM1EOHz48Dlz5shksqSkJNWv1t3d3dnZ2dnZKZFIiJNfffUVLh106dIlQ0PDZ/ZAAIMEHiG4du0a2YEMcZr+I1hbW3vlypW5c+c+fvy4uLgYL+sAA3T+/PmHDx9WVFT09fVJJBLlHmdqNHPmTAaDUVxcrLlCGZowdBrzPuX48ePvvffeokWL4uPjX+Hb5XJ5YWGhg4PDihUrJBIJHjdvbGx0c3M7efKkuoMFmtXa2pqfnx8SEoIXcTQ1NVlaWpId1BCkUChGjRolEokqKyudnJxe9turq6tzcnKmTZv28ccf19TU4GG69vb2KVOmnDt3DiH0ww8/yOXyGTNmeHp65uXleXh4wAfQl1JTUyORSEpLSxsaGtatW2dgYNDZ2Xn27Nn169fjN1y+fNnDw0PFPg8eHh7FxcVZWVlz5sxRQ9DaQe42Rs2pq6vT09MzMjJ6qSKKPT096enpmzdvtrOzQwgdOHAgMDDwxo0b+KscDmft2rWaiRdo0OHDh3ft2kW8NDc3Jy+WIQ4vkYiLi/vvf/979OhRXAH4efr7+4VCYUxMzKpVq4jE+a9//WvBggVEBdrU1NTly5drJXagHps3b0YIffHFF2QH8hKG7CpnOzu7GTNmFBcXZ2Zm4imiF2hpaUlOTuZwOCkpKcTkhIODA7SwAOCl+Pn5JSQk5ObmWllZ7dmzZ9euXU+9obu7m2hBl5eX19HRQXzJ0tLS19d36tSpN2/e1G7UQJ38/PyOHDmiW+tlhmwiRAix2ezi4mIOh/O8RFhdXZ2ampqYmJiWlkasdpk0aRKLxYqIiPDz89PT0xMIBEQZRkNDQ+W2GECHiEQioVBIdhRDH7FwNCoqSiKR4KbKIpHo119/xRUpi4qKiK7aCKHRo0fjDWr+/v7Tp0/Hbcfj4uLIih+obtasWQih3NxcmUxGp9PJDmdAhuwcIUKotLTUzc3N2tr68ePH+D8YdufOHR6Pl5iYSHT6pdPpPj4+LBYrKioK9uAPPUeOHDl9+rS7uzt+eenSpZaWFnJDGqr6+vpGjBghkUiuXr165swZ3LwXl5PFb6DT6RMmTMDJb/bs2c+cjurp6WEymfj/rEwm6+/vh7EZ3fLaa69VVlbevHnTzc2N7FgGZCg/EU6dOtXJyamqqurXX3/18vLKy8u7ePHiL7/8QhRNMDIyCgwMZLFYCxcu1K06COBlsVgsoovspUuXSI1laOrr6ysuLs7NzTUyMuru7lau42Nqaurj44Mf+7y9vf+yPYXyxjU6na4rTxWA4O/vjxtTQCIcFMLCwo4fP75u3bpHjx61tbXhk7a2tpGRkWw2e+7cufBJE4BXJhaL8/Pz8YRfbm4usb+IyWTq6+vPnTsXP/l5eXmp2OYJ6BY/P7+4uLjc3Nz33nuP7FgGZGgmQpFIlJKScvHixdTUVAMDA7zfyMnJycfHZ9OmTf7+/lBqi1JsbW2Vn0J8fHxIDEbX1dbW5uTkCASCnJwcoVBIlJvQ09NzdXX18/MzMzM7ePCgl5eXclsDQCl4R2l2djbZgQzUkJojLC0t5XK5HA6nuLiYmPyj0Wh9fX1paWnZ2dmhoaG3bt16//33yY4UgMHlzTffPHz4MJ4g4HK51dXVH3zwAfHVysrKjIwM/ORXWVlJnGcwGG5ubnjMc+7cuXh3ZkdHh4WFBYPBaGtre6nqXGDIUCgUVlZWzc3N1dXVOtCVdwg8Ecpksry8PB6Pl5CQcO/ePXzS0NAwKCiIxWJFRkZu3779zJkzJSUlNBotICAgIyOD3IABGITu3LlDLJxubGysra3Nzc29du1abm6uQCBob28n3mlhYeHr64vHPD09Pf88uWBmZubq6lpaWlpcXIyfDADV6Onp+fr6JiYm8vn8t956i+xw/pquJkKJRJKRkcHj8TgcTkNDAz5paWkZFhbGYrHCwsKIoTA2m33mzBnchYfP58OiGCrLzMy8f/++u7t7SUlJdXX1Z599BpPEz/PZZ59lZmbi42ducngBf3//0tJSPp8PiZCy/Pz8nvoINZgN0qHRNWvWnD59Gh//9NNPo0aNCg4ORgg1NTUlJyfzeLzk5OSuri78hnHjxkVERLBYrDlz5vy5EZpYLLaysurt7X3w4EFTU5O7uztMEFJWV1cXl8sdOXJkaGjo/v37t2/fTnZE2qZQKIqLi52dnbu6up48eTJhwgT8kXHq1KlMJhMvaRGJRFFRUc7Oznfu3MHJD9diHriff/55xYoVLBaLy+Vq5McAg5tMJktJSQkPD8d/bG/evGljYzN69Giy43quQfpEqDzNLhQKxWJxUVERh8MpKCjAk/M0Gs3X15fNZrPZ7AkTJrzgUiYmJkFBQUlJSRkZGevWrdN46GAQMzQ0NDMza2lpKSoq8vb2JjscEty/f7+/vz86Otra2nrhwoXKtToTEhLs7e0RQj/++OO9e/eI+pOvAG+p5vP5crn8Lx8fwdDT09OzceNGYqPa0aNHw8PDo6KiyI3qBXTjd5ROp588eTI/P5/JZAYHBx86dAjPYWzfvv3FWRBTY3tCoNN4PN79+/ddXFzKyspmz55NdjgkmDBhgouLi6Wl5YQJE+Lj40tKSjRxF3t7+7Fjx7a2tpaXl2vi+gCo1yB9Iuzt7cW1mhBCeC7nP//5D5PJDA0NNTY2ftmrRUZGbty4MT09vbOzE/eRANQUGRmJD4gqM1Tz4MGDAwcObNq0qbm52dHR8fHjxxq6kZ+fX01NTW5urqurq4ZuAQazrq6u2NhYfHzv3r3w8HBy43kxkp8I7927d/z4cdwC/ueff66pqcHnmUxm9u9WrFiBEFq+fPmiRYteIQsihGxsbLy8vKRSKSwZBRRnYmLyzjvv0On06dOnT548edGiRfh8Xl4e7riCEFq9evWePXtUvJG6mvQCHaWnp8f83eAfHif5idDc3Pzdd9/duXNnb2+vUCgcN24cselEvf92bDY7Pz+fw+EQ//MBoCAbGxsbGxt8bG5uTpxX/oipliZ/RPVt1S8FdJGRkdHatWvx8eD/NSA5UVtbW1+4cCEyMvLAgQMGBgYPHjzQ0I3wNCGPx+vv79fQLQAAhClTpowYMaKysrKuro7sWAD4CyQnwnPnzuXk5DQ3N8fExPj7+zs7O+PzAoGAeM/WrVuXLFmi4o0mTpw4fvz45uZm5SsDADSERqPNnDkT/fH/MqAIJpO5adMm4uX8+fPHjx9PYjx/iU6U5CfF5MmTw8PDnZ2dDQ0NnZyc8OpthBCu1YSZmJgYGhqqfq/a2lqBQGBhYTFv3jzVrwYAeLGHDx9mZmba2tqGhYWRHQvQKjqdHhAQQLycNGnSIK9kMtjnMNUIj44mJCSQHQgAlADThEBXDNLKMpogl8vt7OyePHly+/btyZMnkx0OAEOcRCIZMWKETCZrbW2FbUvUpFAotm3btnXrVg6HI5PJtmzZQnZEz0ahJ0IajYb3ssDOegC0wNDQcMaMGTKZLD8/n+xYADnOnDljZWVFp9Pffffd1tZWssN5LgolQgQlZgDQLjw6CrsJqamzszMpKamqqqqsrKygoGDq1KlkR/Rc1EqEISEhxsbGRUVFsKQbAC3A2+phmpCaTE1Nz58/v3bt2jFjxiQmJsrl8r6+PrKDejaSV41qmb6+fmFh4d27d11cXDw9PckOB4AhztLSUiqVvvHGG6+//jrZsQByjB071tLSMigoyNXVlU6nkx3Osw3SWqOas2bNGmdnZ6KQKQBAc7788stt27Y5ODgghLKzs4uKirZt20Z2UAA8jVpDowihW7duvf3221OmTEEI3bhxY//+/WRHBMCQVVxcLBaL8bFIJLp79y658QDwTJRLhAUFBcTipcbGRg21oQEAAKArKDc0CgDQppUrV+LKUM3NzdTsAQkGPyomwg0bNpiYmCCE2tra3NzcyA4HgKHsp59+wi0JL126lJaWRnY4ADwDFRNhTEwMLgecmpp66tQpssMBAABAJsrNEQIAAADKqPhECADQjsuXLxPtfxcsWBAcHExuPAA8E4WKbmOPHj2ysLAwMDBACHV3d3d0dIwaNYrsoAAAAJCGcokQAKBl/f39VVVVzs7OPT09tbW1g7xHK6Ag6ibCiooKsVjs4uKSn59vb28PJaAA0JC0tDSpVFpfX19TUzNv3jx/f/9BW2oLUBNFF8vI5fKqqioul5uVldXT02NlZUV2RAAMWaGhodbW1sOGDROJRFevXu3o6CA7IgD+gKKJkEajhYSE9Pf3u7i4iEQi2EQBgOZcv349MzMzNDTU0tLS2tq6ubmZ7IgA+AOKrhrt7e398MMPfX1929raxowZU1tbS3ZEAAxZpqamnp6eYrF4/fr1YrHY2dmZ7IgA+AOKzhH29/fX1NQghGxtbWtra52cnBgMin4mAAAAiqNoIgQAAAAwis4RAgAAABgkQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUBokQgAAAJQGiRAAAAClQSIEAABAaZAIAQAAUNr/AfUzeRYWZRRtAAACjXpUWHRyZGtpdFBLTCByZGtpdCAyMDIyLjAzLjEAAHice79v7T0GIOBlQABNINYC4gZGNgYFIM0CpTgYNIAUMxObA5hmYYfQzDA+Os3OgCYP5jNBxZmY4fIQGmE+1FYcxhKQZgSbwsg4WGhuBkYGBnEGBgkGBkkGRiYGRikGRmmg7xWYOTOYmFkSWFgzmFjZElh5FNjYM5jYZBjYORTYORM4ZBk45Bg4uRS4uDWYeXgVeOQZePk0mHj5GfgFGPgVGPgVGQTEEgQEM5gEhRIElRiEhBmERDKYhJUZhFUYhFUZREQTRNQYRMUymETVGcQ0GESY2JhZWNnYOdkEhURExQTEvwGdxQiPcuO3PQdUtZsPgDhTJWcfkJ6nBWZ/c1154PrpuftB7PdLOg70X2HfB2LzrDc+sCHtHZj95+aT/Ub5SvYg9qGjfAf+BLM4gNhTEnIOdC6WBLPXxLQc2BldCmYHXpx24FzpMrD6XfOOHnghchHMVs75coBpy28wO2nisn1/EmfZgdgd+w3tj2RuBot/2dFgJ5RrCjZnCxeXw6pTHWDxtqXpDvLhNmC26v9Gh/mdRmA3953Z4PDqcTPE/T/2OaiukoX4Mfeiw9arfbYgtrHjYYfdsQfAek8VT3G4+ucVmG2mZHeg/W8mWL33yV0H2sMngtmLGmsP2LJvBLPXfD1x4P43NzD7Z1XUgQhXPjA7nX32/vl7vMDu9Cx3P6D3aC6YLaq1+cDi0FYw+/WlD7YPr08Au80xSt5BnUEJLO5X9tL++eqT4LC13uPkICr2DKyG/eobh8RARrD5N2QmOrxgsgKzA1XPOoQkVYLZ9bIMjn+OtYH1Wj167NAwXQ1sZoZ7m8Mss0AwWwwAc/XDOYy8IC8AAAOYelRYdE1PTCByZGtpdCAyMDIyLjAzLjEAAHicfVbLbiQ3DLz7K/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+eJoQGDrAAAAoh6VFh0U01JTEVTIHJka2l0IDIwMjIuMDMuMQAAeJxlkr1uWzEMhV+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/w1K3nKD7XLvigAAAq16VFh0cmRraXRQS0wxIHJka2l0IDIwMjIuMDMuMQAAeJzNkn9IU1EUx8+7b3tv0639ftOZ7dVsLivpJ1TQvGKW/cA/jAxB6oUQkzIIs1KJBoqCgsQIohwZZiFqCSv/KXWXEoJIadof1h8GlmBQKkkUgbPtuBKk/u/C5fs533vOuec+3uzggwmILT0sr02xvTm2/ZwAckxVCdGAJyY8ESiqSlxS/ne8UkVYcY4xSfiE/3O+pMv9E7eubPsP++/HHDbjuP9Vk4EDSAFIBXAAR4BLA2517KPIvNZHeJWiUvuIWlDUOlkQfURIB1Eji1pFswY0TtAmyUnJHl6nl3Uy6Fd5iN4ABiMY1oJhHRjtitHkIyYzmCyK2QXmDDCvB4vVRyxusNoUaybYJLDZfUTygLQBpCywbwQrEXiVWhC1gslitdmNdgeB+IiJX6J9SxvrvORn8WAxrYv1VLqQS8U+ZphrDsf5GAmwD4amgThPuQrYuQCgP55K2ONkISfOgTk7cy0sIJdEKtnDUQeNs/ZNPTtaeBk59CXIDheHMEeaeMnqo5+Qq0d+sBNjRsw5+DElLL3r2xvn141Rb6inBXO4Dqc3GsnAHH/Z95x5TTb6DYHjVJys8WLtSAst6m5H//NkHS2MZGN+z2A/3SYUo6/tekFPTTtxfv5eB83NG0NWrvXS/PQD+HZaXkG1ra3ot00p7EbKGfQvzAwzdVkzcn7+dVa7sxc58nacnT60G7mk/yL7GtQj64bvhh33Kc4g3M5jMz+DyGeHQmyXqQn5mblusPNmL941HdXQV945nLPgaTjHXZOLfvhOiIqd+zB/qGoPvXrFjeycPU+r3Q3Ij56/p1lFM1hbcesbLQ82Ym3LqJ8uzpfiPNsLJ2jz/q3IA7VPaNWRAPKOk5lUX2VAln4B98rKws/TWc4AAAPPelRYdE1PTDEgcmRraXQgMjAyMi4wMy4xAAB4nH1Wy24kNwy8+yv0AyOIb+m4theZINgxkDj5h73n/5GieqzuBYS0fWgR1SRVxcdQd7EbvZR8/nz/4+e/ZT38/gJ7+5//MUb5R1prLz9KvpTX77/9/ihvn99evyxvH38/Pv8qqkUN37RCv2K/fX78+LJQeSs3rSPUu+dbI/UWpdU2n7LicCKtCtmgKDeuZjLENkgpH4l0C9JeblTbEHbdIPWIbs7RrdwA8FCSDdLKo9ykEgcNSqQ1Ztn59PTJtQl3znsYi5NvgHEAJbRZL1RHV+59A+wJlNrbcOPCVZFCGxvgyCS1krXepeCLGNHbBkjtSXvThtyogkm2XWyaAnkVGY6vqHbube+TM3rUCOOmSJOdR6MdUhIJZkawTLI7Mt0pSSlQqzqC8lQJxaFboEHzhptbR32iNsKEdlVEKQ+4Fg5O9TxG552MlPJIFe9CSQyrtbarDEp5tKqzd4JrjtZtCxwTSExqhBwDpcy7y3CqY7Ujs8jC6eKoph0wxfHKMqx5MuoMfnbiME+XGVklW8Kt6dgiZSIVQyJ0ljwe30bXyVC0YTrSJ5O57+oSt7ynKwRvUApvHiKxawr2hHpVMUFBokYFmsquNNFd9wS4iJpnxytKL7bQfniNcBRIdl0fRr5NYBy5djOQmVBG07ddieD/Pu8dw1G+gtnVaJuq0OG0GToYYweNZy673oDO97yKddcIICXn4Y5+dM49NWfzBgDykKAeu6LHnLqj4MC+zUnTw8d2JEkKRdlvA7UO52EWsSsTSZ0yTbDDefXgsK3LmLEHiYIaro4BT1uPqRHKqWOwJkU0mMbWYyrkdQx2vOI2Tr3vGNLUJ1BrBl3mHrChvmNdUx/sHrZIKqUqpvbY+uQjuKIkZnWAyrFVUmUylD3cbG4ZyCO7waCHPE5G/ag4xeuukb4/3n/Znsc+ff14vJ/7NP/4XJrzaOdqnGc/F+A8x7nmcCpy7rI8cj9X1jyPczMRXOq5fzQ9XtdMGlZ0LBOcyoqOlaGIsaJTpoeYKz7l51FWfMr8Ao13GeeELFZCmNqaWV2nMyEvWT9BwOs0nBRN0jK5y1iVzJVOzOQRxnVVlsMiK1eMQ86EaV2XM9u0rAtzpps5rytzHBY5Pfen5fSTvOJmvDCHcvh0MSNTeHy6qJAkFxa+TgzK+8vKR/RpWfmIPS2nZ4cfTlYuLU1pkTNWTwyMi7HszLTotRsTAOYuXafTsu6lyTOo1RVL5WlZnlWfltPPrFqUyvKTfXLtijx//ULF+8t/qsIIjhpEsnkAAAKselRYdFNNSUxFUzEgcmRraXQgMjAyMi4wMy4xAAB4nF2SzYpcOQyFX2VgNhW4bax/W82sssmqM/uQRSiynHQIWebh58gdKJGCMva5svTpyJ8+fL7T/fZy+/Th87v632/v/37B+vH9kc7StvX/dqeX3/o/H/vHyvRH7P3W1z8/Eta/ft2eaHDsuGRMmqTX8xMPCZ1+0dhLeUORseZ2u3gobSIoOsjmWri1cHmdmGlufOnY2AgUG7ZcFxQh9XNpT52MxLKFS/Ehsp2gLF6z0sSIQBYe7Ke0DnNGgac5poeS0MnsFmQX2OfvTIYitvkCvZlsPckj3HZJaxvFWyNmbCUxcbwxhTqCFP2r0wky0kkXNh4i66RSMfGKErOl56KLoC1UVhC/WYCctIvVJrO8mTmFl1yQWJwKFdsdLKXBwti6j8jmE+agJwmCtc9z6A4SmEMgsxIIxfeGOxYmfD1jRMLByOSxF6MgD7BbDW+F7xOCLIcpzAItyxBfUndYbU5MSoc6+7rqJcxlJRCT1rwDriJJjRKG1SMJDq8ym0QVEQ7bqLLGQs8YNm0+NxaAFqos8VmsPvZm1yLz058PFsyl0JwVX54DbZSAsdquJ2PoBsMoxW2WUXB7uUQNh/Dzgp1sR1BYvE8hjXmGDAu2HJiirscEa+XQzm3nATGZRzXkZHQeC2v1/O768vP1v39/vH7POWr78vrz6+Cd9Dh58uMQKY/DSn0cZKa1E6U/TjvjcaCZq50od7uW1DmSGgclNRCOpIbCK6nBzKQGw5rUaNiSGg97UgNCbAOy5AZEnNyIBMeGRJLckEiTGxIhVTcIwY1JENw9gundpEhuULRSGpVYSqfylEYlGFmn2il9akjVnZopnQrB3SlKaVTMKY1KZ2qjUkptVMqpfXyS2qhUfv0PYjGOTpa7hjIAAAAASUVORK5CYII=\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", 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\n", "text/plain": [ "" ] }, "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": 16, "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": 17, "id": "5ebec1d5", "metadata": {}, "outputs": [], "source": [ "from openfe.setup import Network\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 = Network.from_graphml(network_data)" ] }, { "cell_type": "code", "execution_count": 18, "id": "05b277f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "edge 0 molecule 1: benzene\n", "edge 0 molecule 2: phenol\n", "edge 0 mapping: {0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8, 9: 9, 10: 12, 11: 11}\n" ] } ], "source": [ "edges = [edge for edge in new_network.edges]\n", "print(f\"edge 0 molecule 1: {edges[0].molA.name}\")\n", "print(f\"edge 0 molecule 2: {edges[0].molB.name}\")\n", "print(f\"edge 0 mapping: {edges[0].molA_to_molB}\")" ] }, { "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": 19, "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", " -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", "\r\n", "Simulation Commands:\r\n", " echo This shows up in ``openfe --help``\r\n" ] } ], "source": [ "# Call help on the OpenFE CLI\n", "!openfe --help" ] }, { "cell_type": "code", "execution_count": 20, "id": "363f9691", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/biggin/b131/bioc1523/software/anaconda/python3.6/2019.7/envs/openfe/lib/python3.9/site-packages/numpy/core/getlimits.py:499: UserWarning: The value of the smallest subnormal for type is zero.\n", " setattr(self, word, getattr(machar, word).flat[0])\n", "/biggin/b131/bioc1523/software/anaconda/python3.6/2019.7/envs/openfe/lib/python3.9/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for type is zero.\n", " return self._float_to_str(self.smallest_subnormal)\n", "/biggin/b131/bioc1523/software/anaconda/python3.6/2019.7/envs/openfe/lib/python3.9/site-packages/numpy/core/getlimits.py:499: UserWarning: The value of the smallest subnormal for type is zero.\n", " setattr(self, word, getattr(machar, word).flat[0])\n", "/biggin/b131/bioc1523/software/anaconda/python3.6/2019.7/envs/openfe/lib/python3.9/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for type is zero.\n", " return self._float_to_str(self.smallest_subnormal)\n", "{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", "\u001b[0m" ] } ], "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": 21, "id": "3b0dc398", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/biggin/b131/bioc1523/software/anaconda/python3.6/2019.7/envs/openfe/lib/python3.9/site-packages/numpy/core/getlimits.py:499: UserWarning: The value of the smallest subnormal for type is zero.\n", " setattr(self, word, getattr(machar, word).flat[0])\n", "/biggin/b131/bioc1523/software/anaconda/python3.6/2019.7/envs/openfe/lib/python3.9/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for type is zero.\n", " return self._float_to_str(self.smallest_subnormal)\n", "/biggin/b131/bioc1523/software/anaconda/python3.6/2019.7/envs/openfe/lib/python3.9/site-packages/numpy/core/getlimits.py:499: UserWarning: The value of the smallest subnormal for type is zero.\n", " setattr(self, word, getattr(machar, word).flat[0])\n", "/biggin/b131/bioc1523/software/anaconda/python3.6/2019.7/envs/openfe/lib/python3.9/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for type is zero.\n", " return self._float_to_str(self.smallest_subnormal)\n", "\u001b[0m" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 21, "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 simulation 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 `RelativeLigandTransform` class in `openfe.setup.methods.openmm.equil_rbfe_methods`\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, two separate instances of `RelativeLigandTransform` will\n", "be built and run.\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 alpha with limited testing.**" ] }, { "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": 22, "id": "0b6c9ec3", "metadata": {}, "outputs": [], "source": [ "# First let's define the Protein and Solvent Components which we will be using\n", "from openfe.setup import SolventComponent, ProteinComponent\n", "from openff.units import unit\n", "\n", "protein = ProteinComponent.from_pdbfile('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": 23, "id": "8c6d6504", "metadata": {}, "outputs": [], "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.molB.name == \"phenol\"][0]" ] }, { "cell_type": "code", "execution_count": 24, "id": "23b778d6", "metadata": {}, "outputs": [], "source": [ "# Let's create the four ChemicalSystems\n", "from openfe.setup import ChemicalSystem\n", "\n", "benzene_complex = ChemicalSystem({'ligand': benz_to_phenol.molA,\n", " 'solvent': solvent,\n", " 'protein': protein,})\n", "benzene_solvent = ChemicalSystem({'ligand': benz_to_phenol.molA,\n", " 'solvent': solvent,})\n", "\n", "phenol_complex = ChemicalSystem({'ligand': benz_to_phenol.molB,\n", " 'solvent': solvent,\n", " 'protein': protein,})\n", "phenol_solvent = ChemicalSystem({'ligand': benz_to_phenol.molB,\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": 25, "id": "7d9fe95a", "metadata": {}, "outputs": [], "source": [ "# Settings can be accessed from the various classes\n", "\n", "from openfe.setup.methods.openmm.equil_rbfe_methods import (\n", " SystemSettings, TopologySettings, AlchemicalSettings,\n", " OpenMMEngineSettings, SamplerSettings, BarostatSettings,\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": 26, "id": "2cf07be4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "constraints='HBonds' hydrogen_mass=None nonbonded_method='PME' nonbonded_cutoff= rigid_water=True remove_com=True\n" ] } ], "source": [ "# Classes created without any arguments will use the default options\n", "system = SystemSettings()\n", "print(system)" ] }, { "cell_type": "code", "execution_count": 27, "id": "43d9a59a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "constraints='HBonds' hydrogen_mass=None nonbonded_method='PME' nonbonded_cutoff= rigid_water=True remove_com=True\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": "code", "execution_count": 28, "id": "511f57fd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SystemSettings(constraints='HBonds', hydrogen_mass=None, nonbonded_method='PME', nonbonded_cutoff=, rigid_water=True, remove_com=True)\n" ] } ], "source": [ "# A complete set of settings is created via the RelativeLigandTransformSettings class\n", "from openfe.setup.methods.openmm.equil_rbfe_methods import RelativeLigandTransformSettings\n", "from pprint import pp\n", "\n", "# There are non-optional settings which need to be set\n", "# we set them here\n", "settings = RelativeLigandTransformSettings(\n", " system_settings=SystemSettings(\n", " constraints='HBonds',\n", " ),\n", " topology_settings=TopologySettings(\n", " forcefield = {'protein': 'amber99sb.xml',\n", " 'ligand': 'openff-2.0.0.xml',\n", " 'solvent': 'tip3p.xml'},\n", " ),\n", " alchemical_settings=AlchemicalSettings(),\n", " sampler_settings=SamplerSettings(),\n", " barostat_settings=BarostatSettings(),\n", " integrator_settings=IntegratorSettings(),\n", " simulation_settings=SimulationSettings(\n", " equilibration_length=2.0 * unit.nanosecond,\n", " production_length=5.0 * unit.nanosecond,\n", " ),\n", ")\n", "\n", "# Individual settings can be inspected directly\n", "pp(settings.system_settings)" ] }, { "cell_type": "markdown", "id": "a93d4daf", "metadata": {}, "source": [ "The `RelativeLigandTransform` class can directly populate the above set of default\n", "settings through its `get_default_settings` class." ] }, { "cell_type": "code", "execution_count": 29, "id": "2da2945b", "metadata": {}, "outputs": [], "source": [ "from openfe.setup.methods.openmm.equil_rbfe_methods import RelativeLigandTransform\n", "\n", "complex_settings = RelativeLigandTransform.get_default_settings()" ] }, { "cell_type": "code", "execution_count": 30, "id": "85b38150", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SimulationSettings(equilibration_length=, production_length=, checkpoint_storage=None, minimization_steps=10000, output_filename='rbfe.nc', output_indices='all', checkpoint_interval=)\n" ] } ], "source": [ "# 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", "complex_settings.simulation_settings.equilibration_length = 10 * unit.picosecond\n", "complex_settings.simulation_settings.production_length = 50 * unit.picosecond\n", "\n", "pp(complex_settings.simulation_settings)" ] }, { "cell_type": "code", "execution_count": 31, "id": "5e7dc6f2", "metadata": {}, "outputs": [], "source": [ "# We will also create a copy of these settings and set the trajectory and checkpoint\n", "# filenames to reflect the simulation phases (and avoid an overlap in naming)\n", "\n", "import copy\n", "solvent_settings = copy.deepcopy(complex_settings)\n", "\n", "# Set the complex output file names\n", "complex_settings.simulation_settings.output_filename = 'complex_rbfe.nc'\n", "complex_settings.simulation_settings.checkpoint_storage = 'complex_rbfe_checkpoint.nc'\n", "\n", "# Set the solvent output file names\n", "solvent_settings.simulation_settings.output_filename = 'solvent_rbfe.nc'\n", "solvent_settings.simulation_settings.checkpoint_storage = 'solvent_rbfe_checkpoint.nc'" ] }, { "cell_type": "code", "execution_count": 32, "id": "28157843", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "equilibration_length= production_length= checkpoint_storage='complex_rbfe_checkpoint.nc' minimization_steps=10000 output_filename='complex_rbfe.nc' output_indices='all' checkpoint_interval=\n" ] } ], "source": [ "# Again we can look at the contents of the settings to check what values are set\n", "print(complex_settings.simulation_settings)" ] }, { "cell_type": "markdown", "id": "ab0eaea9", "metadata": {}, "source": [ "### Creating the RelativeLigandTransform protocols\n", "\n", "The RelativeLigandTransforms take the inputs ChemicalSystems for the two\n", "end states, their atom mappining and the relevant settings in order to\n", "setup and run the relative free energy calculation defining the ligand\n", "transformation.\n", "\n", "As previously detailed, we create two RelativeLigandTransforms defining\n", "both the complex and solvent transformations" ] }, { "cell_type": "code", "execution_count": 33, "id": "d1829ab6", "metadata": {}, "outputs": [], "source": [ "# complex transformation\n", "\n", "complex_transform = RelativeLigandTransform(\n", " stateA=benzene_complex, stateB=phenol_complex,\n", " ligandmapping=benz_to_phenol,\n", " settings=complex_settings\n", ")\n", "\n", "solvent_transform = RelativeLigandTransform(\n", " stateA=benzene_solvent, stateB=phenol_solvent,\n", " ligandmapping=benz_to_phenol,\n", " settings=solvent_settings\n", ")" ] }, { "cell_type": "markdown", "id": "7f5c142d", "metadata": {}, "source": [ "### Simulating the RelativeLigandTransforms\n", "\n", "Simulations can then be executed by calling the `.run()` 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 `True`." ] }, { "cell_type": "code", "execution_count": 34, "id": "981cde0c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "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.offxml\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.offxml\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", "/biggin/b192/bioc1523/work2/OpenFE/openfe/openfe/setup/_rbfe_utils/multistate.py:85: UserWarning: setting number of replicas to number of states: 11\n", " warnings.warn(msg)\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": [ "True" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# complex dry-run\n", "complex_transform.run(dry=True, verbose=True)" ] }, { "cell_type": "code", "execution_count": 35, "id": "77accb06", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "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.offxml\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.offxml\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", "/biggin/b192/bioc1523/work2/OpenFE/openfe/openfe/setup/_rbfe_utils/multistate.py:85: UserWarning: setting number of replicas to number of states: 11\n", " warnings.warn(msg)\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": [ "True" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# solvent dry-run\n", "solvent_transform.run(dry=True, verbose=True)" ] }, { "cell_type": "code", "execution_count": 36, "id": "35bd3244", "metadata": { "tags": [ "nbval-skip" ] }, "outputs": [], "source": [ "# Get rid of the created netcdf checkpoint files\n", "# Note: in a future version of OpenFE this will be feasible directly via `run()`\n", "!rm complex_rbfe_checkpoint.nc solvent_rbfe_checkpoint.nc" ] }, { "cell_type": "code", "execution_count": 37, "id": "106ec948", "metadata": { "tags": [ "nbval-skip" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "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.offxml\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.offxml\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", "/biggin/b192/bioc1523/work2/OpenFE/openfe/openfe/setup/_rbfe_utils/multistate.py:85: UserWarning: setting number of replicas to number of states: 11\n", " warnings.warn(msg)\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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:\tminimizing systems\n", "INFO:\tequilibrating systems\n", "INFO:\trunning production phase\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Finally we can run the simulations\n", "\n", "# First the complex transformation\n", "complex_transform.run(verbose=True)" ] }, { "cell_type": "code", "execution_count": 38, "id": "820aaf86", "metadata": { "tags": [ "nbval-skip" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "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.offxml\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.offxml\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", "/biggin/b192/bioc1523/work2/OpenFE/openfe/openfe/setup/_rbfe_utils/multistate.py:85: UserWarning: setting number of replicas to number of states: 11\n", " warnings.warn(msg)\n", "INFO:\tminimizing systems\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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:\tequilibrating systems\n", "INFO:\trunning production phase\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Next the ligand transformation\n", "solvent_transform.run(verbose=True)" ] }, { "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 calling the `get_results()` methods of `RelativeLigandTransform`." ] }, { "cell_type": "code", "execution_count": 39, "id": "fd1332db", "metadata": { "tags": [ "nbval-skip" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "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", "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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Complex dG: 3.4460134628403902 kcal/mol, err 0.3590162014684479 kcal/mol\n", "Solvent dG: 0.9926279094422851 kcal/mol, err 0.4746164070993469 kcal/mol\n" ] } ], "source": [ "# Get the complex and solvent results\n", "complex_results = complex_transform.get_results()\n", "solvent_results = solvent_transform.get_results()\n", "\n", "print(f\"Complex dG: {complex_results.dG()}, err {complex_results.dG_error()}\")\n", "print(f\"Solvent dG: {solvent_results.dG()}, err {solvent_results.dG_error()}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "9a7353b1", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }