From e68db55a98521a92b109fcdb3fa132c6bdddc41e Mon Sep 17 00:00:00 2001 From: Mike Henry <11765982+mikemhenry@users.noreply.github.com> Date: Fri, 1 Mar 2024 14:16:38 -0700 Subject: [PATCH 1/4] Duplicate openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb history in showcase/openfe_showcase.ipynb history. --- showcase/openfe_showcase.ipynb | 3811 ++++++++++++++++++++++++++++++++ 1 file changed, 3811 insertions(+) create mode 100644 showcase/openfe_showcase.ipynb diff --git a/showcase/openfe_showcase.ipynb b/showcase/openfe_showcase.ipynb new file mode 100644 index 0000000..636c670 --- /dev/null +++ b/showcase/openfe_showcase.ipynb @@ -0,0 +1,3811 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3bae4c80d0f2", + "metadata": { + "id": "3bae4c80d0f2" + }, + "source": [ + "# OpenFE Showcase: Relative Binding Free Energy of T4 Lysozyme\n" + ] + }, + { + "cell_type": "markdown", + "id": "AUgaKFN7eCt5", + "metadata": { + "id": "AUgaKFN7eCt5", + "nbsphinx": "hidden" + }, + "source": [ + "## 0. Setup for Google Colab\n", + "\n", + "If you are running this example in Google Colab, run the following cells to setup the environment. If you are running this notebook locally, skip down to `1. Overview`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "-jX9udRGehD3", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-jX9udRGehD3", + "nbsphinx": "hidden", + "outputId": "78a0d40d-a6d2-4a93-a041-406a8cb551b9", + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "⏬ Downloading https://github.com/OpenFreeEnergy/ExampleNotebooks/releases/download/april-2023/OpenFEforge-June-2023-Linux-x86_64.sh...\n", + "📦 Installing...\n", + "📌 Adjusting configuration...\n", + "🩹 Patching environment...\n", + "⏲ Done in 0:01:32\n", + "🔁 Restarting kernel...\n" + ] + } + ], + "source": [ + "# NBVAL_SKIP\n", + "# Only run this cell if on google colab\n", + "import os\n", + "if \"COLAB_RELEASE_TAG\" in os.environ:\n", + " !pip install -q condacolab\n", + " import condacolab\n", + " condacolab.install_from_url(\"https://github.com/OpenFreeEnergy/ExampleNotebooks/releases/download/april-2023/OpenFEforge-June-2023-Linux-x86_64.sh\")" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "dlCARZ2_fAI4", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dlCARZ2_fAI4", + "nbsphinx": "hidden", + "outputId": "d528f4dc-5105-4288-ea08-9b2e75d442ff", + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/181L_mod_capped_protonated.pdb\n", + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/Jnk1_ligands.sdf\n", + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/benzene.sdf\n", + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/ligands.sdf\n", + "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/styrene.sdf\n", + "✨🍰✨ Everything looks OK!\n" + ] + } + ], + "source": [ + "# NBVAL_SKIP\n", + "# Only run this cell if on google colab\n", + "import os\n", + "if \"COLAB_RELEASE_TAG\" in os.environ:\n", + " import condacolab\n", + " import locale\n", + " locale.getpreferredencoding = lambda: \"UTF-8\"\n", + " !mkdir inputs && cd inputs && openfe fetch rbfe-showcase\n", + " for _ in range(3):\n", + " # Sometimes we have to re-run the check\n", + " try:\n", + " condacolab.check()\n", + " except:\n", + " pass\n", + " else:\n", + " break" + ] + }, + { + "cell_type": "markdown", + "id": "0eaea8f6", + "metadata": { + "id": "0eaea8f6" + }, + "source": [ + "## 1. Overview\n", + "\n", + "In this example we look how one could set up a network of transformations using\n", + "the OpenFE toolkit for small chemical modifications of an initial known\n", + "binder, benzene, to T4-lysozyme L99A.\n", + "\n", + "Crystallographic and affinity data (dG of -5.2 kcal/mol) are available for\n", + "benzene and demonstrate the ligand to bind within the lipophylic cavity of\n", + "T4-lysozyme L99A.\n", + "\n", + "![image.png](data:image/png;base64,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)\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.\n", + "\n", + "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": { + "id": "e9a7f137" + }, + "source": [ + "### Alchemical transformations of benzene\n", + "\n", + "Chemical modifications benzene binding to T4 lysozyme are relatively well\n", + "studied, examples can be seen in the works of [Mobley et al.](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2104542/) and [Gapsys et al.](https://www.nature.com/articles/s42004-021-00498-y#Fig1). Here we explore how OpenFE can be used\n", + "to build a simple star map network for planned alchemical substitutions of the\n", + "core benzene ring.\n", + "\n", + "Five pre-aligned compounds (phenol, toluene, anisole, styrene, benzonitrile,\n", + "and benzaldehyde) and the benzene core are available under\n", + "`inputs/ligands.sdf`. These are shown in the cell below." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3d89a17c", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "3d89a17c", + "outputId": "9a28b006-f506-4fcd-c0cb-759bdd775f35" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from rdkit import Chem\n", + "from rdkit.Chem import AllChem\n", + "from rdkit.Chem import Draw\n", + "\n", + "# Extract the contents of the sdf file and visualise it\n", + "ligands_rdmol = [mol for mol in\n", + " Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)]\n", + "\n", + "for ligand in ligands_rdmol:\n", + " AllChem.Compute2DCoords(ligand)\n", + "\n", + "Chem.Draw.MolsToGridImage(ligands_rdmol)" + ] + }, + { + "cell_type": "markdown", + "id": "7bde6b8e", + "metadata": { + "id": "7bde6b8e" + }, + "source": [ + "Ultimately we will limit the RBFEs done in this notebook to the transformation\n", + "of benzene to phenol, as similarly done in the [AMBER free energy tutorial](https://ambermd.org/tutorials/advanced/tutorial9/index.html#home). Previous work has\n", + "shown that phenol does not bind to T4-Lysozyme L99A, so we expect that the RBFE\n", + "will capture the positive change in the free energy." + ] + }, + { + "cell_type": "markdown", + "id": "0870f84e", + "metadata": { + "id": "0870f84e" + }, + "source": [ + "### The plan\n", + "\n", + "Here is what we will achieve in this notebook and what software toolchains are\n", + "used along the way.\n", + "\n", + "| **Actions** | **Software** |\n", + "|:------------------------------:|:-----------------------------------------------------------:|\n", + "| Create OpenFE Molecules | OpenFE tk, RDKit |\n", + "| Create Radial Network | OpenFE tk, Lomap, Networkx |\n", + "| Visualise Network | 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": { + "id": "14ade1f0" + }, + "source": [ + "## 2. Creating a transformation network" + ] + }, + { + "cell_type": "markdown", + "id": "f734578f", + "metadata": { + "id": "f734578f" + }, + "source": [ + "### Creating OpenFE SmallMoleculeComponents\n", + "\n", + "In order to keep track of the various inputs being passed through the OpenFE\n", + "toolkit, OpenFE implements a set of Components which define the proteins,\n", + "small molecules and solvent components which a system may contain. Here we\n", + "use the [SmallMoleculeComponent](https://github.com/OpenFreeEnergy/gufe/blob/main/gufe/smallmoleculecomponent.py)\n", + "which takes in either [RDKit molecules](https://www.rdkit.org/docs/source/rdkit.Chem.rdmolfiles.html)\n", + "or [OpenFF molecules](https://open-forcefield-toolkit.readthedocs.io/en/0.9.2/api/generated/openff.toolkit.topology.Molecule.html).\n", + "\n", + "In the backend, OpenFE treats the RDKit molecules as the central representation\n", + "of the ligands, and uses the OpenFF toolkit to convert between objects from\n", + "various toolchains (for example OpenEye's OEMol).\n", + "\n", + "Here we demonstrate how to load the ligands from `inputs/ligands.sdf` into a\n", + "list of OpenFE SmallMoleculeComponents for further processing." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4096ce97", + "metadata": { + "id": "4096ce97" + }, + "outputs": [], + "source": [ + "from openfe import SmallMoleculeComponent\n", + "\n", + "# Create and SDF supplier\n", + "# Extract the contents of the sdf file and visualise it\n", + "ligands_sdf = Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)\n", + "\n", + "# Now pass these to form a list of Molecules\n", + "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in ligands_sdf]" + ] + }, + { + "cell_type": "markdown", + "id": "3a8d5433", + "metadata": { + "id": "3a8d5433" + }, + "source": [ + "OpenFE SmallMoleculeComponents have some useful built in attributes and methods.\n", + "\n", + "For example the molecule's name (as defined by the SDF file) can be accessed" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "faacbebb", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "faacbebb", + "outputId": "bc0ad1d9-72ad-49d0-e322-61b2a87d5301" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "name: benzene\n" + ] + } + ], + "source": [ + "print(\"name: \", ligand_mols[0].name)" + ] + }, + { + "cell_type": "markdown", + "id": "55d258eb", + "metadata": { + "id": "55d258eb" + }, + "source": [ + "SmallMoleculeComponents also have a means of serialising through their `to_dict()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d0fa4698", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "d0fa4698", + "outputId": "e4dd51f0-7a48-48b9-e722-26af397079fb" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'atoms': [(6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {})],\n", + " 'bonds': [(0, 1, 12, 0, {}),\n", + " (0, 5, 12, 0, {}),\n", + " (0, 6, 1, 0, {}),\n", + " (1, 2, 12, 0, {}),\n", + " (1, 7, 1, 0, {}),\n", + " (2, 3, 12, 0, {}),\n", + " (2, 8, 1, 0, {}),\n", + " (3, 4, 12, 0, {}),\n", + " (3, 9, 1, 0, {}),\n", + " (4, 5, 12, 0, {}),\n", + " (4, 10, 1, 0, {}),\n", + " (5, 11, 1, 0, {})],\n", + " 'conformer': (\"\\x93NUMPY\\x01\\x00v\\x00{'descr': '" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "edges = [edge for edge in network.edges]\n", + "edge = edges[0]\n", + "edge" + ] + }, + { + "cell_type": "markdown", + "id": "3098268e", + "metadata": { + "id": "3098268e" + }, + "source": [ + "This network contains a set of 6 edges centered around the benzene molecule\n", + "which define the various atom mappings between the the transformation pairs.\n" + ] + }, + { + "cell_type": "markdown", + "id": "c0154dad", + "metadata": { + "id": "c0154dad" + }, + "source": [ + "Edges along the network can be accessed to recover the invidual molecules\n", + "involved in that given alchemical tranformation, and the atom mapping between\n", + "the two ligands.\n", + "\n", + "**Note: as can be seen in the example below, transformations are defined within OpenFE as going from componentA to componentB**" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ce9c2525", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ce9c2525", + "outputId": "191c98a6-d97e-4de0-9537-ccddf41b1e4c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "molecule A smiles: c1ccccc1\n", + "molecule B smiles: O=Cc1ccccc1\n", + "map between molecule A and B: {0: 3, 1: 4, 2: 5, 3: 6, 4: 7, 5: 8, 6: 9, 7: 10, 8: 11, 9: 12, 11: 13}\n" + ] + } + ], + "source": [ + "transform_edges = [edge for edge in network.edges]\n", + "print(\"molecule A smiles: \", transform_edges[0].componentA.smiles)\n", + "print(\"molecule B smiles: \", transform_edges[0].componentB.smiles)\n", + "print(\"map between molecule A and B: \", transform_edges[0].componentA_to_componentB)" + ] + }, + { + "cell_type": "markdown", + "id": "ee0b19b7", + "metadata": { + "id": "ee0b19b7" + }, + "source": [ + "We can also visualise the atom mappings by invoking the individual OpenFE\n", + "AtomMapping objects directly.\n", + "\n", + "Here we show how to draw two mappings for benzene -> phenol and benzene -> anisole.\n", + "\n", + "Unique atoms between each mapping are shown in red, and atoms which are mapped\n", + "but undergo element changes are shown in blue. Bonds which either involve atoms that are unique or undergo element changes are highlighted in red." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0c0aee78", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "0c0aee78", + "outputId": "6e2f6497-8d17-4054-e319-4886b3383533" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get the edge with phenol\n", + "edge = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", + "edge" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "cdcfae45", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "cdcfae45", + "outputId": "c9037679-60ff-4085-80ec-acbe28a68077" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get edge for anisole\n", + "edge = [edge for edge in network.edges if edge.componentB.name == \"anisole\"][0]\n", + "edge" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "66dd7d32", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "66dd7d32", + "outputId": "13a421f2-ce17-49c6-aac0-e3c157d59a91" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "\n", + "# mappings can also be saved to file if required\n", + "edge = [edge for edge in network.edges if edge.componentB.name == \"anisole\"][0]\n", + "edge.draw_to_file('benzene-to-anisole.png')\n", + "\n", + "# load it back for visualisation\n", + "Image(\"benzene-to-anisole.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "15e50ad6", + "metadata": { + "id": "15e50ad6" + }, + "source": [ + "### JNK1 ligand network\n", + "\n", + "This is a rather simple atom mapping case. To show off the ability of the atom\n", + "mapping, here is a network for the Schrodinger JNK1 dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d8d1617d", + "metadata": { + "id": "d8d1617d" + }, + "outputs": [], + "source": [ + "# Load the jnk1 ligands\n", + "jnk1_sdf = Chem.SDMolSupplier('inputs/Jnk1_ligands.sdf', removeHs=False)\n", + "\n", + "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in jnk1_sdf]\n", + "\n", + "# Create a network - reference molecule is ligand 0\n", + "jnk1_network = generate_radial_network(ligands=ligand_mols[1:],\n", + " central_ligand=ligand_mols[0],\n", + " mappers=[LomapAtomMapper(threed=True),])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9d3c492d", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "9d3c492d", + "outputId": "1850c69f-0a40-4152-fb23-6b0d51fb9387" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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aSkhIPHz4UBg7xsbGNTU16Prs2bN//fUXFd7x8/Tp09DQ0Ldv3966dSs+Pl4YUw4ODgDwyy+/UOUb5kchPz+fRqPJy8vX19eL7im3b9+m0+mGhobCPCUoKGjt2rXomsPh9O3bl81mU+Tg/ygvL/f09CwoKHj58uXjx4+FtIZ2fVE2RfuQlF8z/XSM3LIg+mL/HpufOT3J5nC57fZ0ysErQn5EPXWtq6uzsbFJSEjo2bOnubm5MKbq6+vJkwx9fX0yJZFaxowZM3bsWBMTE9S4URhTs2bNAoCAgID2rFqQlJREFmOMi4tDs+bQ0NCzZ89+/Pjx3LlzZLI/RnRoaWkNHjyYyWSGhoaK6BEhISFLly7lcrmLFi0SJsglPz+/e/fu6JpOp2toaJSUlFDjIg8qKioLFy7U1NQcMWLExIkThbRmbW0N7Xim8yzp89A9z/xfvKljcbhcyCr8vN0ldPqpmPqGBnd3dw8Pj7CwMAcHh8TExPbxR3iwEPIzbdo0BoPx8uVLUdQFbmpqQidtOjo6wcHBXbp0EcaajIwMk8lE11lZWTo6OlT4+D9SU1PJVKqkpCThi9x3797d0NCwurq63aIHAWD37t1kCv/atWtROxEzM7Ps7Ozy8nI6nf7q1at2c0acEekU89WrV7NmzWpsbNy0aZOQm5laWlrknJIgiOLiYmrj0VgsVkpKCrpmMpmZmZnC22zP4AZmI2eO4ztmZSk31u2fW1U59e/vvvhYceVFsYGBQUlJyYgRI+Tk5H6gcrJYCPnp1KnTiBEj2Gw2Oti/d+/elStXKNl853K5dnZ2gYGBnTt3Dg4O1tXVFdLgmjVrNm/enJeXFxkZ6ebmZmtrK7yTvOzatSsvL498Vm1trfA2v5NwpLS0tIEDB6qpqY0YMeKLCSoYyiHzdLlcblpa2t27d1+8eEGJ5YSEhKlTp9bW1i5ZssTR0VFIa+PGjYuJifH39y8qKjpy5MiUKVOorWpdVFSEUokAIDk5+ejRo8LbHDlypIqKSlJSUmpqqvDWWuZhzCf2lz4PmY3s074fAaC+vr6iokJNTe0H6hiMhfAL8H5Yz507t6mpiU4X9hdFEMTatWvv3LmjpKQUFBREJjkJw7p162xsbE6dOhUUFPTw4cPa2trvPw6F/N0S7ZjAumHDhnnz5s2bN4/8mNDW1ra0tNTX12ez2Zs2bWo3T8QZY2PjHj16fPr06fXr17179x4yZEhTU5PwZjMyMiZNmlReXj5jxowrV64I/+HLYDACAwPj4+OPHj2qp6d34sSJ0NBQcuvl+4TBYEyZMgXapWpBQl51bT0HAOBzKoQfg/Bj8N4dfSmvmstgSK1du5ZOp5OB4j8GHXxG+V2SnZ1No9EUFBTq6+szMzODg4OFt7lr1y4AkJWVffHihfDWeHn79u3r168DAwMBwNLSkkLLs2bNmj59uq2tra2tbefOnSsrK4W3yeVytbW1ASAmJkZ4a4JgY2OTlpbW1NTU1NQ0fPjw2tra9nkupjmbN28GgF27dhEE4ezszBU6vOLTp08oKXDs2LHUhuFUV1d7eXk1NjaiAzyUR0EJ2dnZWlpaaFhNnjx5+fLllJi9c+cOAIwYMYISay1w1DuNvjgAbK6Athks9IWFvjDhFPSaDLb+MksDRf10EYFXhF9AT0/P2Ni4trbW3d09NzcXxSgLw/nz548fP85gMO7evTty5EhKnER4enqampr+8ccfVlZWMjIyUVFR1CYU2tvbu7q6urq6ovwH4aHRaDY2NtC+u6MSEhKSkpK4bVuHg1YJXl5elZWVBgYGQq7eqqqqJk2alJqaOmzYMB8fH2qrwIwdO3b+/PnPnj1Dw5/at6uRkREaVvv27aPK5tSpU6WlpSMjI0Vdzre4qpHLRds5NKBJAE0CaHQAoNNoI/upivTRogML4RcgCEJKSkpLS2vNmjU2NjYTJ048ePBgSEiIgNX8ysrKbty4QUaaubu7b968mUajXbp0adq0adS6OmnSJElJyadPn7LZ7DFjxnC5XGpzlmVkZOTk5OTk5ITfHCZBn4YPHz6kyuDXiIqKys/P19fXl5aWRnf69OmDmwN3IJqamgoKCpWVlSoqKsuWLVuyZMmlS5c+fPhACLZP/vLly6CgIHRdV1dnbW0dFxdnYGAQEBBAeSEYtNPo4+ODQp39/f0prGotISGBhhX5zhQeBQWF0aNHczgcf39/qmw2xy0s/8KTbMgNBzoDFLr+c1dSBuTUZaXop2z7oxscDufXX38tLy8/ceLEqVOnROcPZXT0kvR7ZMeOHQAgJSXFF9XJYDDMzMy2bNni5eWVn5//tZcfOXLE19e3sbGRIIiHDx+ihYiDg4OIvB0xYgQA3Llz5+LFiwBgY2NDleXNmzfn5OSgazs7OzJnUUhYLFanTp0AICMjgxKDX+Tdu3fKysqoeKzonoIRHDItoWvXrnwC0KVLlxkzZpw8eTI8PPxrO5xMJnPdunXv3r0jCILFYiGh0tHRId+i1IKqw2tqanK5XHSi/+zZM0osFxYWrl+/Hl0nJibu27ePErMEQfz9998AMHPmTKoM8uH9pljSLgD6TAcA6D8bbP1hkT/Y+iuseKy08nHQ+xLyO69everi4vLhwwcPD48rV66Ul5eLyCWqwELIz7Fjx5Dm+fv7EwRRUFDg5eWFSqJISUnxjl4NDQ1ra+vjx4+HhYUh2UMcOnQoOzvb3d396dOnaLvm0KFDonP49OnTAGBra1tcXEyn02VlZak6BktNTd2xYwclR6R8LFiwAADOnj1LuWVEWlpat27dAGDWrFmiyIbGtJaysjJUpdbMzKympqapqSkmJsbR0dHOzo4vfFpSUtLU1HTTpk1ubm7Z2dmkhYqKCgcHh2PHjnE4HPT+6dy588ePH0XkMJfLRflIr1+/RvkYW7Zsocr433//7ejoWFBQQJVBREFBAY1Gk5OTYzKZ1FomCCI0sUx6aSAY2gIA0CVhzJEuvwVvcf/wfx7JV5/nVdU18X7zjRs3fv/996ioqAMHDhw4cID6MchhMyOel18+X+HmUv/+rfD2RCWEHA4nMzOTIIj09HTy5vv371ksFkEQjY2N6L67u/ujR4/KyspE5EZruX79Oo1Go9Ppt27dIggiPT198eLFFy5ceP/+PZvNrq2tDQsLO378uLW1tarqf3bD5eXlLS0td+7c6evrGxUV5eLiEhISoqioCADk7E9EoDZvysrKjY2NqIynt7c3JZbRBHPRokWUWOPF09MTAEaPHk25ZYJn5TF+/PiGhgZRPKIDKS4urqmpqa2tLSoqQnc+f/5Mrq3z8vKqq6sLCwv/+uuvmJiYpqamr1tqP5hMpoWFBQAMHDjw8+fPBEGcOXNm+/btDx8+/PTpE8Ez3TQ1NeXbhNfQ0Jg3b56jo2NYWJinp6efn9/q1asBQElJ6e1bCj4BW2D9+vUAsHfv3sjISADQ09OjyjIK8Hnz5g1VBkmGDh0K/0ZlU8ir9AqFFUEwdB0AAI0OVru7/Bb8sbClCXdtbS2bzS5+HVnw0IsZ/ozDpCxIjZWVnm1tlTliYMaQnhnDemdYGuQvn8OuLCcIIicnJyMjIz8/n1d3BEFUQpicnHz8+PGCgoI9e/aQNzU1NY8dO0YQRG5u7syZM7lcLrn3qK+vb2dn5+joGBMTw+FwRORVy3h7e6NtTEdHR3TnypUr5IBUUFAgpe7z588cDic+Pv7ixYtLlizp1asX79Cl0+l9+/ZFhxZ2dnbCh8Z9E5S4Ghwc/OeffwLAsmXLKDGLKos6OTlRYo2XyspKKSkpCQmJ0tJSai3zrTyoNf494OrqGh4eHhUVdfHiRXTn1q1bKioqSBe3bt36/PlzDw8P3vnZpk2bvLy8Omq62djYOGnSJDTGCwsL0c2BAwc2lzo09isrK4OCgvbv3z9+/Hg0lSRRVFREEiIrK/vy5UtRe/7kyRMk3hwOB20wvH//XnizpaWlNBpNVlYWrQqoBWUlrlixgkKbiXk1aquDweJ3oNEAaGC2WXnV43dZVS2/qjE9JWfW2Awrg8wRAzJHGmVa9K9wvyS8M+zK8qyxgx17dLneq2u6Sfd0k+6HddW8B+rk/jKF08S6cOHCpUuXkpOTydEhICLcGkWu8Do0dOjQ8ePHZ2ZmIiGsr6/fvXv3yJEj5eTkeN/uqqqq06ZNs7e3f/78uSjW+F8kNDQUnVvY29uTN7OyspycnBYtWsTXxlNCQsLIyGjt2rXu7u5o6lFcXOzr63vgwIHx48fLysqi+aOBgUH7TMn37NkDABs2bPjw4QMAqKmpUfJcfX19AIiNjRXeVHMmTJgAAG5ubhTabL7y+PlISEgIDw8neEbWrVu35s+fjxbuSAjDwsKWLl3KF+hLp9MNDAx+/fXXa9euiW5HkQ82m42K93bp0iUlJYW8HxgYuG/fvjFjxsjLy/M6qaysPGXKlMOHD4eEhNTU1LDZ7MTERDc3t9WrVw8YMIBGozEYDCUlpZs3b7aD8+Rhdmpq6qpVqwDg8OHDwptFAagi2g5JSEhAv22qdiNzy+p1NobCqP1AlwQAGLxSdlnQy4/fGFys/NzMEYZH9dSjDHWQXO3WUk0c3q/cVdh6yGV/Hcsw77tDS+VMd3VkeVVX5Wu9umZaGZz/v01//fUXOnP9XoQwMzNzz549KSkpe/bsIUfdsGHDYmJipk+fjoQwISHh5cuXdXV1TU1NiYmJLi4udnZ2zSVnwIABq1evdnNzQ3utouDVq1doAbdhw4avfU9RUZGvr+/OnTstLS35ArW7du1qbW194MCB4ODg+vr6hoYGVF3ayMhIRA439x8AdHV1uVwumjILP19GaRgKCgoi0nInJycAmD17NlUGv7jy+Pm4cePG1atXo6Oj9+zZgzYbbt265eDgsGTJkuDgYCSEPj4+aWlpBEFUVlYGBwfzzs9IlJSUxo8fj960dXV1onCVy+Ui/VBWVv7adApJHRr7fK0uecd+YmIiQRCFhYVo6+/atWuicLg5v/zyCwA4ODigRHVTU1PhbaITx7179wpv6ougCRCaLQlJSVVj323PYeIZkJQBADBYwLAL8I8t+eYLi7asTB+qP1VF/vEALSRXZooyMUa6meb92GXffnkL5MwcnW7SfYeWyu+aKn79Nf36a85WU7jWq2u6SffiPZu4XG5ISEhUVNTx48dbZbZdg2WGDRtGEMS6deucnJxmzpyJ9volJSXJtztqIZ2Tk3Pz5s0NGzaYmJjw5X7p6Oj88ssvlGR2kyQmJqJGuIsXLxZwV7a+vj4sLOzEiRM2NjZ8dQhlZWVramrIuaToxJsXMkv93bt327ZtA4Bt27YJafP+/fsAMH78eEo8bA5qRyAnJ1dSItTAQHxt5SEOICEsLi42MzPbsGFDQEAAShHhnZ/V1dU1NjZGRkaeOXNm9uzZaKOPREpKavjw4ZcuUbBzxcv27dsBQE5OLiwsTMCX5Ofn37lzZ/PmzcOGDWMwGLxObtq0iRB9YCQft27dAoBRo0Y1NDQoKirSaLTc3FwhbaIwbz8/P0o8bM7//d//AcDKlSuFPGOqZDYN3hMGU51ASgEAoPdU+qKAW5ECBPhw2BnDe6ebdJ+qIv+ov2biIL3EQXpDFWRijHQzLA2qH94RxqusiUOREE7sJLdRo9NGjU4m8tJICAvX2bXZbAcIYXl5+YABA2bOnHns2DFjY2O+vK7u3bsvWrTIyckpNjaWLz4FyZWKigqFh4i5ubkoNszGxqbNSx/eo35yFTh//nzgOW4UNWvWrAGAAwcOvHz5EgB69uwppEEkqPv376fEveZUVVWpqalpamqiib+dnZ2Li0tiYmIbjlQFWXn8xCAhJAjCyclJXV39zp07M2bM4Mv8kZaWtrCw2LZtm7e3d3FxMfHfcGgkOZTs+5Gg42oGgxEQENA2CywWC0WWzps3r3PnzpcvXyZEHBjZHN7DbJRQeOHCBWEMslgsOTk5Go0muq37o0ePolm4oqIiWvT7+vpWVFS0ykhdI+jV4dEAACAASURBVHvEoSiY7goyKgAAOhaw8JFjYJYgr+XU1mSY/SOEY5Rlp6vIT1eRV5OUiDHSTR+iX3Ht77b8VP+SO3cCEkK+rdEMs96fz7duFchLuwrhrFmz0MWNGzdWrlwZHx/P4XBqamoECcVE8SkJCQltHlfNKSkpQRlCY8aMoao+E5lHcfPmTWSZErPfBOXRDxo0iM1mo0UqylNuM6hFVFBQEFUe8lJfXz969GgAUFVV5Zv4a2hozJ49+8yZM5GRkbxJKS2AShi3auXxM/Ho0aMrV64QBMFmsydMmHDv3j0UgiRIKCaKT6mqqnr8+HFrA+1agC/6Wni4XC4ZWiKiwMivQR5mX79+HQAmTpwojLWoqCgAGDBgAFXu8UGmbKFlA4mkpKSJicnGjRs9PT2/mXnJYnOnnnwNM91BvisAQLdB8MvDo95pgjrB5WZY9EdCyLc1mm7ao+xc2+WqLjo8fVjv1C8KoUU/Vm72t018hQ7LI0S1MXlDMcvLy9ls9vv37//++287O7uePXvy/iFRv81p06atX78+MjJSeAcqKysHDx4MAMbGxq2dLgloX0SBkV+koaFBSUkJADIzM5ctWwYAf/75pzDWpKWl6XQ6tbvQCDabPWfOHADQ1NTMzMzkm/jz/tEZDAZKKfPy8kJx9s2xt7cXcuXxk4FqYzYPxQwMDNy/f/+4ceP4irAoKSlNmjRp4sSJJ06cqKr6RiigIHh7e6NtHhF1txZFYGQLkIfZZWVlkpKSDAZDmI+LM2fOAMCqVaso9JAkNjYWrQXXrVtHEERBQQEZ1sBXwYA3B5ovxYjLJZY6v4c5t0BZFwBAvR/Mv7fhemKrPCk5tDNjeO/mQnivr0aGWe+aYP82/HT18e8yLQfs11Edoywb2F8r4t8wnMcDtN4M7VN5+3obbJJ0mBDevXtXT0+P928jISFhbGy8fv36GzduoKM13lDMFuJT2nDUX1dXh3bqe/fujXaKRMH48eMBwN3dXUT2a2pqampq6urq0BQPHZKdO3fO29sbAMzMzNpsOTw8HAAMDQ2pc/YfuFzuihUrAKBTp05xcXEEQTx48GD37t2+vr4ovl/wdQxBEM7OzmiSdPv2bcpd/UGxsbHhC8NWUVGZOnXqkSNHnj59irK7Wo5PEWabOiQkBH3mCjMPaxnKAyObg3JRcnNzmUwmeZjNZDJRoWBh3mxz584FALSCp5bU1NSuXbsCgK2tLRodGzZsINNJmUxmWFgYmm6qq6t/bbpZUlKy4XoizL8P6v0BADp1h7m3lzq/b+0bgVNVkT3Z7HJfjRgjXSRX53t03qetCgBruiqnD+lZdd+zVQYb0z5mjh50Qk+dBkAHuNyza7ppj/QhPdOH9sqdP5kZKWwngw6uLFNYWPi1OUu3bt14QzHr6+vDw8PnzJmjpaXFt+onzz8ePHhAZhm3AIvFmjp1KgBoa2vzlq6gnPPnzwPAnDlzRGTfzc0tKCjo9evX58+fT09Pv3HjBgCMHTuWyWSic4i8vDxB7Li6ukZERLi5uXl5eaENqJMnTwLAmjVrKPcZHT3KycmRUW2oSgiCL520vLzc39//a3H2Q4YModPpNBqttaHSPz28UodyYPikjjcUs6CgwNnZ2cLCQlNTs/k29Zw5cxwcHKKiogTZpo6OjkbLzY0bN4r0B6QwMLI5eXl5O3bsaGxsfPbsGTo3NTU1BYBHjx6h9dzChQsFsZObm4uO2Pft2/f69Wt0U0tLCwAoT1/Jy8tD6wpra2s0hIuKisi/I286aWlpKZfLTUpKunz58vLly/v168db+pxGo2nq9aKhIqIKGjDLw+Z0TBO7LZnQ7PLPRVtXZ5j1yRxllGHeN2NIjzPd1SVpNABY1Fkx1bTH54uCFpZi5WVnTRzm0rOLBA0AYI+2aoZF//q4N9zGBi5FMe3fUYm1urq6ly9fHjt2bPr06XxzFhkZGSsrqx07dpA9jFq1buCFw+GgkGh1dfWkpCSR/kQ5OTlkOydR2M/KygoKCmpsbPzjjz8KCgoqKioYDIakpGR5eTmq7i2gQqSlpYWEhDx8+NDJyQmd4c+cOROoTvIjCOLw4cMAICUlxXv0GBoa2kI66dGjR58/f/61dUznzp1F/Zn7E5Cbm3vr1q1NmzYNGTKELwxbS0tr/vz5jo6OaANfmG3qhIQEdMbfDkUkUGDk9u3bRWQfDZz379+fOnWK+Pd9u2rVqo8fP8K/VZwEtNPU1HT27Fl0Voqa0aupqVH7+yktLe3Xrx8AmJubk+UVKyoqXFxcmqeT0mi0AQMGrFq1ikwnraqqInNs0BjsoqFNk5IHm6tjjkbXs4SKTOTU1jR8/NBUkNeQGJc1ZvClnl1k6DQAsFGV/zhYr/TkQeJbv4qmkuKc6SNu9O4mTacBwCaNThlmvZkRz4XxqjnfkRDy8UWp27x5c/Pv5A23UVFR4f2r851BEgSxZcsWAFBSUmqffnjoGBKVLaWcu3fvnj17NjQ09OzZsyiqe+zYsUhCyI85Qfa4Hj9+fPXq1cjISGdnZzQ5QOH1KBeNKlDgu4SEhJeXF3nTz89v9+7dqampV65cuXTpkiDppKicWH5+Piq7LLp8rJ+Sr22RocwlPjIyMtzc3ASZbmZkZGhqaoJw0deC8/z5cwDo1auXKIyXlpZu27YtPj7++vXrLi4uBEG8f/8eAOTk5MhcTDs7u2+GYlZXV+/ZsycnJycoKAhtFKM9m+nTp1PobVVVFVqwGhkZkbWtGxsbr1y5cuLEiejo6LNnzwqeTspisZ4/fy4lJUWn00fuDqiup/JP2Ziekj15uGefbgoSdAAYoyybMEjv0/6tXPZXn8Kpqc5bOPVBPw15CToALOqsmD6kZ80T6jNPvl8h5IXcInv69GnL38lms2NjY1E5GFRwkvfDFCXbycjIUFVI/pscPHgQAFavXt0+j/tax5OW97jy8/Nzc3Pr6urQTD8tLQ0AunTpQqFjnp6eaBuzebLauXPn6uvri4uLr1//z3F3Tk6Op6fnxo0bm6eToo+S4OBgADAwMKDQT7GCy+V++PDh8uXLKEWvZT5//uzn57d3797Ro0fzbVOrqKiguRfl3XG/BpvNRiqenJzcDo8j/p0a8jVQRPXBN27ceOvWreb5hfX19RkZGVVVVYWFhSggZd26dQCAykxSQl1d3ahRo9CcgO9UqL6+HgUr8W0L8aaTamho8P44DAYDbdWgkyOUr0ItrPzcnBmjHvbTVJWUAABjeekYI92irb9yG79QE5hbX5e/Ym6IgZY6QwIAZqjKp5r2qHpATRwyHz+GELYZ3nIwKAxSWVmZLJ7ZDoM2NjYWALp27doOBVRZLBZaEWpqasbExLR5jwuFiZO5LoKQkZFx8OBBJpN54sSJiIgIvq8+efIEHQCfPHmS70snT550dnZOSEhYvXo1ip35IiidFP04ampqW7duRT8v2gBITU0V3FWM8DQ/g9TV1e3WrVt1dTVBEBwOR8CdQ2FYsmQJALS2gEjbiI6ORsF6a9asycrKakMoJmLQoEEAQJ7vCMLt27f9/f39/Pzc3Nz4mhmx2ezZs2cDgJaWFt+CvqqqatWqVU+fPk1LS9uyZUsL4YR86aRIzl1cXChfuf7P7bKS3F+mPB6gpSklCQB9ZKUiDXUKVi/kq8rNZbEKNywNN9TWkpIEgLHKch8H61VcF1U0wI8hhB8+fLC3t8/Ozj5+/Pjff7c6H7OiouLSpUtv375FvdHt7e1zc3OHDx8+cOBAUXjLB9rli46OFulTyLPPzp07N58mC77HRfybm99ctFrm4sWLYWFhR44c4asDGRUVhRYQu3btav6qysrK8vLyurq68vLylmtk+/n5/fnnn1lZWYcOHSIPQhYuXAgAZ86caZWrGJJz585FR0e7uro6ODi0IfH0xYsX165di4uLk5CQQHkF58+f79q1qygWE3ygykfm5uaifhB59rlkyRK+I4YWQjHl5OR441MIgqipqUHZF60qBVBSUnL//v2dO3devHiR96iCjL5WU1Nr/odjs9nl5eWVlZVoZLUwC09MTLxy5cqzZ88uX778559/ohkM5Q3d+OBUVeYvn/NyoLa+DAMAtKUknxpo5y2ezq74V+k5nOKd618b6fSUYQDAYHnphEF6ZX+JcNLzYwghQRAXL168e/duVlZWGz717ty5k5KScvjwYdQVfdiwYeRioh3KcW3cuBEAdu/eLdKnbN68GQTrTdPyHtfUqVNREHZISIjgT6+oqNizZ09cXNyJEydOnDhB3o+Pj0e/56VLlwofIODi4lJVVcW71XP79m0AGDlypJCWxRZUwvvUqVOVlZWurq6tffnx48d9fHxiYmLIvAKRLiZ4QaHRdDpdkEDxNpORkYH2D2fMmNHy2SfaZ3Z1dV22bBkq00FCo9H69++PjrSNjIxaNRDQId+5c+c8PDx4D3S2bt2K5Lb5BkxrKSgouHnz5qlTp0JDQ8lPD2obujWHU8cs3LA0xkjXWF4aALowJPz6a2ZNGJK7YErO9JHZk8zijHUHykkBQD9ZqbfGup/2b/tmWI0w/BhCmJ+fv2XLFvSeQHFcrYLFYj169Ojw4cN1dXVkXoGtrS0AnD59WhQO8xISEgKirCVB/Nt9QlZWtlW7LsRX4uwlJCRoNFrzOPsWYDKZGRkZNTU1ZWVlZAWQ9PR0dLIyc+ZM4QMo7t27d+PGjerq6qNHj5JBClVVVe1ZteDnw9PT8/Lly2fPnr148WIb2uOlpaXt27cvNTWVzCsQ9WKCF2trawBog34LyKdPn1AJ+zZUnuINxSTjU1DJC974lG+uDgsLC7OzszkcDu8pBoo84Iu+bhvoUKO0tPTQoUPnzp0jk6qpbej2RbgsVvGOdfGDdC0VZQFAWYJ+t68GSjpMHKQ3TEEGAPSkGVGGOsU71hIc0bbX/jGEsKGhoby8nMVi1dTUtOGw7fPnz+7u7uhvjHZHL168eOfOHQAYMWKECPz9D01NTSJdff71119Ive7fvy+kqdzc3F27dgGAgoLC1+LsX716JUgftYKCArQnPG7cOEq64yYmJsbExJSWlsbExPAuAlAhFb5AG4yAVFVVVVVVcblcdLzXWsLDw1HxaNF1h24BV1dXALC2thaF8crKSnSkN3To0Lb9ckhYLFZUVBTKcOALa2cwGMOGDdu8efOdO3fy8/MFsXbhwgVoFn3dZgoLC2NiYvLy8kpLS3k7BFDb0O2rcNglR3cnDdab1EkOAGTptOu9uqYM7o7+25Uh8XygdsEaW67oj5x/DCGkENRrd8qUKTU1NdLS0hISEpR0P2iZRYsWAQBay378+LFVu44t4+7uTqPRaDTa1atXKTG4f/9+APj9998FL0XR3EhFRYWxsTHahRZ1d1z0udCq0B6MKBBRd+gW+PTpE51Ol5aWrq6u5nK5wcHBVIVNMZlMKysrAOjTp8/Xavu1Cg6Ho6ysDAB5eXm88SlSUlK8I4s33OaLAUc3b95E0deiWweTUNXQ7RtwuaXH96cM7j5PTQEAGDTacEUZAOgkSQ8aoJU+RJ/TLu21xU4IP336JCEhgQYPal/XDr3NvLy8AMDKyoogiPPnzws+XN++fevu7p6amnrjxo3mdTR8fHzQug01H6CEcePGAcCDBw/47vOG2/AFkfOVg2EymZaWltBe3XF5K2CJ+lmYFhBRd+iWQaXh79+/X1ZW5ujoKGBpXA6Hc+bMmfz8fB8fnwsXLvCVamOxWOg8T0dH55v1qQUkPj4eAPT09PjuN++uQ8JbDgZVH3zy5AkSztYGsrUNqhq6fZNqvwcZw/ukmXRf1kUJACRpNGk67UE/jXST7hkW/ZsKBCqPJSRiJ4QEQaCP6bt377Zbb7OamhoZGRk6nV5cXJycnHzq1KmCAgHaehEE8W8aUG1trbOzM+99ssz8wYMHqfKTzWajY4yWAxBKS0t9fX137do1cuRIvvxcVVVVlKzZo0cPwX9GISErYLXP4zBfBHWH1tLSIrtDt/bEug0cP34cAJYsWdLQ0BAVFcUbqNUyT58+RUcVzs7OvFOolqOv2wwqimtra9vC96DuOhcvXlyyZAlfORg6nd6rVy+kgqIOuyOhqqHbN6kJfJhqMSDdpPtmjU4AQKcBDWCXlkq6SfcMsz5Nxe3RZFschRAV0ly8eLGoe5s1NDQ4OTmhQ83JkycDgLOzs5+fn5OTk4DHZvX19Q4ODiUlJSdOnOBdXb1+/VpRURH+LTNPFe/evWvtW7+pqYmvHIyGhoaSkhJZTVF0lZFJyApYon4QpgXI7tBv375FjbFQuqcoePnyJcpHSk5ORgdvqCCD4B1IHj16FBsb+/jx4/v37/O+RTdt2gSCRV+3CpT1eP78ecFf0rwcjK6u7qhRo9BX22FYcTgcFEAuZEO3b/ImMvHDkN6HdNQAQIIG89UUUILXmq7KaSbdKzxEvglMiKcQosopnTp1YrFYQ4YMAQBfX1/Kn0I2G0JlO3799VdFRUU6nS54KCZBEFlZWcHBwUlJSehfdJMsM79o0SJq8/RRxxk7u7Y3es7KykIHivHx8f7+/kZGRjt37qTQwy+C9p1E2o4AIwi//fYbAOzfvz8sLEx0i4nY2FhlZWUFBYWEhISGhgYVFRV1dXWyCa0goZgEQbx48eLt27dhYWG83797925oU/T1N+nVqxeaIrTt5Y2Njejwfvz48QRBrFixQlVVVaR5I4jly5cDgL29vegekZhXo7Y6eHn/IXQAGsCfumrpJt3P9uiMynPPVlNIGSzaDEKEOAohQRD9+/cHgNDQ0CNHjgDAypUrqbXP2zP93bt3aHMf5STw7nhoa2svWLDg3Llzb968EfBApbGxEeU5kGXmKQSllPDtwbaWlStXAgBq+gMA/fr1o8q9FkC/E+FzqjDCgJqMGhsbk4sJQWZ7rSItLQ3l5MyaNauxsRHNNdHuCAmDwTAzM9uyZYuXl5fg+/N3795Fr6V8j/3Tp0/ozE+YQ9PPnz+jfPzy8nKUN9K8WiHlkInXIrKfVVKntT4URh0AugQAbNXujNIn0k16uPbsKkunAcCETnIfBumVnjqE8wipByUJbNq0SUSLie3btwOAnJzcy5cvX716hXrTbNiwgbdU2DdLUZB4eXnFx8ej6+vXrwcGBk6ePLkNXRi/CarO+v79e2GM+Pr6AsCQIUPYbDY6/6e86Qz5oKioqE+fPrm5uaG1yI4dO0TxIIyA8HaHFsViIj8/H71Fx48fX19f/+uvv5JzzTaEYpaVlZ07dw6ltyckJERGRi5cuNDDw4NChxEPHjwAgHHjxglpZ/To0QDg6emJ8kamTZtGiXt8VFdXo4aL3t7eISEhrWro1ipKqhr7bnsOE8+ApAwA0AzmT5thH/vrivxls4q3r80ab3q/r0YnSToAmCvKvDfWLd67haqmS80RUyGMiooCAD09PS6XS3lvs2PHjsG/PdMTExORGCxevJhvG5PL5SYmJrZQimLlypVXr15NS0ubMmWKhYUFmk6amppS5ScfBQUF6HREyDlBXV2dvLw8GjyLFy8G0QS5sdnssrKyU6dOnTp1isVioXLGvXv3pvxBmFZBdoemfDFRVlaG2m+ZmZnV1NSguaasrGzz+P7q6urg4OBDhw5NmjQJCTOJgoLCuHHj/vjjj4CAgHfv3snLy6M8BDc3N0dHR6pc5QO5+scffwhp5+zZswCwYMEC3rwRSjzkpaamxsnJqaio6MaNG3/++SeZeE3tU6rqmkz2hMNUJ5BSAADoNYW2yN/h3isvL6/a2trHjx9HBfjnzBoT0F+zC0MCAIzkpN8Y6RRuXsFtEEmBaDEVQg6HgyonxcXFUdvb7Pr16zQajU6no4L0Ojo6IFhvmi+WogCAefPmTZky5cCBA6gIjuiEEG0NTZw4UXhTs2bNAoC///4b2bS0tBTeZnOio6MfP36MVPbkyZNohS2i1SdGQMju0LxVnIQ3y2QyLSws4N+cHHKuKUiDM5T5s3r16gEDBvBm/nh6ei5cuNDCwqKkpESkQog8DwwMFNJOdnY20vKGhgZk8969e5R4yAeSPV9f37Vr15KJ1xTar2tkjzwcBdNdQUYFAEDHHBY+OhuYWVhYmJGRce/evZSUlJMnT7I/l+YtnPZ8oLautCQA9JJhRBjqFKyaz6mhXv7FVAgJgkD7KocOHaKwt5m3tzc6BXR0dCwpKUHrvNGjR7e2PhMqReHg4DB37twrV65MmTKluLjYwsIiNzdXdEKIJgSUJGOg/hWTJk0i80YoP9hnMpkODg6+vr5ZWVmXL1/Oy8uzs7MDAMED6DGioLKyEhW9KysrmzFjBgh95EwQRGNjI0r51dfXLyws5J1rttZUcXGxt7f377//PnLkyPfv3y9dujQoKGjp0qWiE8KGhgYZGRkajcbXO6JtGBkZAUBQUNCJEydAuLi2r1FRUXHhwoXk5OTbt29HRkbyJl5TYp/F5k479QZmuoN8VwCAboPgl4dHvNMIgmCxWE5OTjU1NUVFRWhTnVNTnb9yXqShTj9ZKQDQlpIMMdDKs7Vmfy6jxBkS8RVCPz8/ADAxMaGqt1lISAhqy2Jvb19ZWYla8hobG7fcvVMQpkyZUlZWFhYWtnDhQtEJIaqM9eTJE+FNlZWVoYP9iooKlJt85coV4c22zL179wBguLlFREp5g3BttTHCgGoyeHh4XL16FQAmT54sjDU2m422W7t06ZKSkuLt7Y2KSAivW8nJyUuXLiUIYt68eevWrROREEZERKCFLCXW/vjjDwBYu3ZtamoqAKiqqrZD1QKUeO14ySOrRNi4BC6XWHbxPcy5Dcq6AABqfWH+vQ3X/4moevjw4bVr1z5+/Ojh4UGW6OM2NhZtW/PWWHewvDQAdGZIPOqvmTN9JCufmloHCPEVwoaGBhRslpWVJXxvMzIiZuPGjXV1dSNGjEBHVmQRW2FAQkgQxPLly0UUkl5XV4faUgtYm+ObkO0ILl68iDaHKTHbnJycnMePHxM8VQtg9g1JuwDTveGb3D64vczPKaM+qgjTAqj47dy5c8vKytBioqqqqm2m+KKveeeawvtJCmFeXp6KioqIhBD1yqaqNXdMTAwAaGpqcrlctOEkuh7jd+7cQX84lHitYzoZbP27rQuxPvXmuG962Me2TDe3uH+A+Q9AvT8AQCc9mHt78d9xnG+Fg3LZTZ8O/J4wSM9KSRYAlCTod/poZE0cVh8XU/cqnBn5QvgFovgKIUEQqK2lk5MT6m02f/78ttlJTExEHcvs7OwaGxunTZsGANra2tnZ2ZT4+ddff6Fa/iUlJXv27KHEJh+oioSxsTFVBtunHQHafyY7a/ft21dWXhEkZaDbIDC0hbH2sMAbbP011oXMO/fOMTArJrOyhVFXUtWY8YlZj1eTwpGTk0Oj0RQUFOrr662srKSlpZ8/f942U2T0dVhYGO9ckxI/i4qKyPKKt27dCg0NpcQsH+i8nKqi8FwuF4UdvHnzZseOHQCwZcsWSizzce3aNRqNNmTIEBaL9ezZMwkJCZqkDCjrQo+xMGwjTPsbbP0Y/043vaILS6q+Whe7pp79LqsqMa9mn9dH+MUHNEwAABS6wSyP6affNLEFS4rgcsvOHOErz51u2iPT0iBzpGGGed/iXRv5Wvu2CnEUQi6X6+3tHRwc7ObmBgATJkxgMpltrp6Qk5NDRsSwWKxly5YBgLq6Opn/ThWfP39etmwZKlhKOSj6gMI6Ne3QjqCqqgoVVzM0NCwvL0cpoRIMGd4oQaAzQL0/9J8NI/bB7Btg66+wIsjyYOTOWx99334qr/0nEfNZUlnf359LLw1UWP5Yekngogux5JcwgpOZmenp6Zmfn4/6NgQEBKSkpLR5OYiKd5PR1+RcU/jGlnw8fPhwxIgRIipjjbIeqaoGThDE+vXrAWDfvn1o07V79+5UWSYhixifOXOGjHUA2n8aeoOsKuhYgMkqmHgGfvH54nST2che5fpeZmmg0srH0ksDwdYfbK6CnDrIqoLNldFHols76ay45pwyuPsCdUUlCbqTfpdrvbqivMN7fTW8DHTzbKdx2W3cKBZTIUxNTUVFy9BRVmFh28vZrV69Gv7tWLZlyxYAUFJSiomJodBhBHmWKYrASBQkTW0SlUjbEdTV1Y0aNQpFORUVFaGysRISEp0m/QGzPMBqN/S1AdVe8N/64CCrCrpWYLoaJpyEX3wkFgcM2P5i9OFoqUW+MHI/2PqDrT/M9WJMsNfb9LSSKfLTl5+MmpoaHx+f0NDQAwcOAMDixYvbbKqoqEhJSYlOp9++fZt3rimKIzEUGDl16lTKLaPpoLq6OoXi/eTJEzT543A4SGXJJGNKIIsYHzhwgJxr6vTsB7M9YfI5MF0NulYgrfzf6aYkqPaCvjZgtRtm3wRbf8UVj8fZv9JcHyK1JABsrsLw/wOr3TDvHtj6w4xrMPVv411hFcy2zDUrPa+mmfZ4PlDbWb/LBo1OSAiP6qod0FHNsBxQ9aDV8VMIcRRCgiDKy8uPHj3a2NiooaGhoaHB24Q2KyurVaYaGxv/+OOP6urqffv2AYCUlBQl8SZfRHSBkVu3bu3Tp09GRgaFNkXXjoAsX6elpZWVleXp6Yl607i4XIpMLT/jnzn77Ntu60LA1h/mecGYwzBwIXQbBIz/1AcHhhxomIDhIhh7FGZehy6G/wihtQvoWsksDfrtSgIl3ooPDQ0NHz9+dHNzu3btmry8vISERNeuXa2trVHls9aWgHjz5s3Vq1c/ffqEViRt6I4rIJQHRpLEx8dPmjRJmAlBc1gsVqdOndAqEx2gHj58mCrjsbGxyPi6desaGxsnTJgAAD179kxKz73/umjrjSTzA5FSSwL/GSbD/w96TgJlXYD/TjcVtUB/HAzbCDOuwrhj0NUIRv4BwzaCWh+Y6wW2/j22PGthK/WbFCyfk27SvbkQppt0z1/axnZsKVBANwAAIABJREFU4iiEbDb7zp07AQEB8+fPRws4vspnenp6tra258+ff/funYDZ5agNvaSkpI+Pj+g8R4GRFhYWVBn89OnTjRs30HVGRsbDhw+pskx8qR0BJb3NuFzuihUrkLJ++PDhyZMnKICi+fygoLzeK7pwk9sHy4ORDLsAWPgIpv0N5luh1+R/gtZILLbxCSHY+ssvfyzKok4/IcnJyW5ubqGhoaj9LF/lM2lpaQsLi23btj148EDwdJqpU6cCwJAhQ0SRPE5CdqShyuDdu3dzc3PR9bVr1yjJnSBB/TEcHBwePXoEAFRFkpNFjG1tbVksFpprampq8jbsJQiiic2Nyax0DMyad+5dl9+CwdYf5t2DsfZgaAtaw0BK/n9/cpNfoasR2Fz9Z2SZrgGTVWAbsNVDqGOj/OVzkRDqyzAmdJKb0Emuv6wUEsLsaW1MWRZHISQIgsvloi1NVGa+pqaG7AqGjiJIUFewnTt3+vr6otBNRG1t7Z49e9AkNzk5OSgoaPfu3W5ubiJ1m/K0vA8fPixYsABdP3v2jKowBATZjuDdu3cU9jbbunUrAMjJyUVERERFRcnLywPArl27Wn5VTT077GP5cd9061NvVFc/AVv/f3ZQ+80E9X5g7QLSSqBtDtrm0G0QEkLppYHh0W/T09Pr6uqePn0qouXIT0Z6ejoqVTFz5sympiay8pmpqSmd/p9DJg0NjXnz5pFtLEkLQUFBZDtMV1fX5ORkGxsbvqKDlEN2pKHK4MqVK1+9eoWubWxs+LRESG7dugUAo0aNQqHvNBqNFN02k5eXp6enBwDW1taNjY28c82WX0hON033htMXBcBCX5h8DkzXgN5ImPIXKGr9o4K2/jDuGPSaArb+C/56J4yrn/74v3TTHl9eEa6Y1zabYiqEqNboF8vMczic+Ph4Z2dnOzu7nj17/mcnnE4fOHDgmjVr3NzckpKSlJWV9+3bRxCEn5+f8PWTBARNkC9fvkyJNZEKIUEQa9asAYADBw5Q1dvs0KFDACAlJRUUFBQfH49WHkuXLm3VGQybw03Mq3F7mb/6coLm+hCw9Ye5t5uvCKWWBMQnJB49evT69ethYWF37twR0vmfnoKCAtSKa+zYsc0bjVVWVgYGBu7fv3/cuHF8i0UlJaVJkyYdPHgwODh47969WlpaqCPu+PHj26G3M/HfjjSUGBSpEJJVC0pLS1FU6oULF4QxWFJS0q9fPwAwNzevra1F01Y012yVner6JnK6SV8UALb+oNoT5t/7Z2RZ7oSBC2m2/huvC1WKve51RIbVgOZCmGlpUO3bxlI74iiEKM+JwWD4+fl985uLi4t9fX1R5TN0hoy4ffv21KlTJ02alJyc3J5C6OLiAgDTp0+nxNqHDx+0tLRmzpw5c+ZMKysryoUwICAAAAYNGsRmszt37gzC9TYjI2K8vLz4Vh5ttllQXi+zNKi5EEosCph04nVGRsbhw4fv3r178eJFkW56/wRUVlaiYNFhw4bV1NS0/M1sNjsxMZGsfEYOq379+u3du/f48eOzZs0i2lEICYJASvD06VNKrK1cuXLUqFFoZHXr1o1aISQIAp3eubm5oSpOwlRGJCNijIyMysvLeeeawni4+nI8Y0kAmKyC/rNhoS/MuQ3q/cH6ouKKoCfxwq7vi3dueGLS80bvbkgIH/bT9DbsXrBiHtHWtnRiJ4Rubm40Go1Go5EpRILT0NAQHh5+6tSpmTNnpqWlTZs2LSEhYcKECe0phNSm5Yl6Rdi8HYGLi0tNTc2ePXsaGhq8vLwEb7dNRsS4urq2vPJoLXvufJS38wHjJf8I4SwP2pDfFFYEpRTWeHh4uLq6Pnv27M6dO2FhYUI+6CeGyWRaWVkBgIGBAe8JgoAUFBTcvXt3y5Yt9vb2e/fuDQ4OXrNmjY+PT3sK4c6dOwFg8+bNlFgT6YqQ+Ld16OzZs0tLSyUkJFRUVBoaGt6+fevq6pqSknLnzh0Bj2m+Fn3t5eUlpIcF5fVKqx7TFvnBkLWgYwl6o2D8CeklgRYHIyk4euewPzudyrDolznKMGuUUcbwviX2e7iNbf8oEC8hfPjwIcqPcXBwENJUaWkpaoOybdu2ZcuWtZsQEv/WQqMkLU/UQkjwtCNIT08nI3KvXbvW0NDA5XIFTN4iI2JOnjxZUVFhbGws4MpDELhc4uD9VNllgUornyiueKy08rHupqcxmdRU2BEHWCwWKqSno6ODtjSFAQnh58+fzczMRowY0W5CGBkZCQB6enqUWBO1EObn59NoNDk5OSaTGR4eTh5go3rZ/v7+gkSAs9lsVFSEL/qaqk6HbzIqu/wWrLjiMdj60xf/k8LbtqyJL8JtqK9PiE3ye1iSl9fQ0PDuXduPHsVICMn8mEOHDglvjRTC6upqXV3d9hRCCtPySkpKyKlfVlaWILX8WwtqRzBy5EjyDpfLPXnyZH5+vr+/vyDFd3gjYphMJgrwMzAwoPYj8nMN696rosvPcsM+ln+z5hOGhMPhLFiwAAA6d+5MSYYrEkKCIK5cuUKn09tNCMm0PCH7cSIePnyYn5+Prj09PYUvONwctJ/JG+laUVGBssL+/vvvb76cy+WiTRq+6Gtqm6bVszg3Iwp+v5m80yMuNLGEy+VSW2GKzWZHREQcPHjw3LlzISEhbV4eiIsQvn79Gp3Pr1+/nhKDtbW15Obq06dPUbnL9oHytDyRkpiYKCUlpaio2K1bN9Qf9cWLF5GRkVlZWSUlJd98OW9ETENDw+TJk9HKQ/gwOYzw8EVfU2IzKCgoLS0NGT9y5AiTyaTErCCQHWna7YnCMG3aNFVVVTqdTuZAP3/+PCYmhslkChJk27bo67ZRVlZ269YtBweHoKCgQ4cOUduLJjEx0d7ePiws7PLly21udSIWQpiSktKlSxcAWLRoEaetp6nfFSgtr3nIa2tBOypol5IKv/gpLS3t378/CtDljRKUkZGxsrLasWOHj49Py3KIPpvmzZvX2NiI8j6pWnlghKeF6OsfEbIjjZB2yI3KhoYGEc1WPTw86HQ6nU7ny4HW1taeP3++o6Pj69evW3h0bm6uioqKtLR0SEgI71wTBc02NrY92/1r5OXloZTlv/76i8LJTVNTk5ubm7Ozc3Jy8oULF9pcI+znF8Lc3FxdXV2UHyO6JVROTo4o3j1f4/fffweArVu3CmPk9evXFy9eDAsL8/LyOnbsGFW+kZDNVA0NDT9//tyGlDKCINhstoODQ0NDA1JE1IWAclcxbeDcuXOCR1+3DQ6HQ221o5apr69XUFAQMi2PyWR6eXk5ODhwOJyNGzeKIsbK19cXxTqcOnWKyWSGhYU5OjrOmzcPlWAkkZOTs7S03LRpk5eXV/M1Ynx8vK+vb3p6OtoQnjlz5r17927cuHH9+vWrV69GRkZS6HB2dvayZctevHhx4sSJ06dPtyGcStT85ELIlx8joqeUl5fb2dlR1WtCEOLj42/fvo1qbbBYrDYvcw8dOpSUlBQfH09JXxteyGaqPXv2bD5Nq66uDg4OPnDggLW1NSrpRKKoqDh+/PgDBw74+vqSJyuo0L6srCwltWkwwiNM9LXg3L59++jRo6Kz3xw3N7eYmBi0QdLmgOTo6OizZ8+6ubl5e3tT3tQiMjISbWOiJGY+MjIyyKQU2n8L7err69vZ2fFON8no63HjxjU0NNTU1Ny4ccPNzW3nzp3iNt2UhJ8aSUlJVVVVIyMjf39/9O4RBY6OjiYmJuXl5ag0Qzvw6NEjfX19dOq5fft2GxubsWPHttbIq1ev1NXVS0pKsrOz0QSTKjgczuLFix8/ftylS5eAgACU8McLUrvx48cDAJvNjouLi4yMjIqKioiIyMvLCwkJIUvWGRkZycvLh4WFMRiMO153UaNHTIfTqVMnaWnpP//8E7VbEQWFhYVJSUlsNpvL5fJtIYiO06dPx8fHAwBBEMOGDXv//n1rLdTU1Hz8+JFGow0cOLANL2+Z+Pj4adOmMZnM3377DbVb4UNfX19fXx81WC0rK4uKioqMjIyIiIiJicnMzMzMzPTw8AAANTW1oUOHJiYm5ufnDx8+3MfHR1paOigoKDw8fMiQIQYGBkVFRai1uLjQ0UosFBwOx93d/fbt27w3AwMDt2zZsnfvXtT6pKamRpCgDGHIzc29f/8+hZ1Wvom9vf2tW//UWd+8ebOIWqm1Dd5mqrGxsa19eUFBga+v786dOy0tLVEYm5S0jCRDWnn8Lt+3n0ThMKY5cXFxrq6uKGgFUV1dffLkyfXr17u4uKAjhtaWp28tTCYzIyPDxcVFRAfYX8TQ0BBdcLlcIyOjdnuuIKSlpaFtzNmzZwtYA5mkqakpMTHRxcXFzs6ue/fu6MO/e/fumpqa7RaX+z3zYwshQRAcDufMmTPkf93c3BYuXJiVlfXq1avBgwcLn9X0fWJvb29ra3vixIkTJ05YWVl9V0KIzi9RM1UhTaXklUlPPgly6gAAY4+uvERluxlMC3A4nOLi4ps3b6L/stlsKyurBw8eFBQUnD59GjV2/ynR19c/8S/flRDm5+cjARs/frzwRSSys7NRoFP//v0pce9Hp502HESHn5/fmDFjyP86OTk5OTl179592LBhmzdvRq13f0r69es3YsSIESNGaGlpdbQv/+PPP/88ffo0g8G4d+8eKjUiDH201bobDIMe4wAA8qMfvfvE4RIUeIn5FpWVld7e3qgYAgBERUX17Nlz1qxZmpqa27Zte//+fXV1dcd6KCKkpKRG/EtH+/I/ysrKJk6cmJ2dPXz4cG9vb7RTIgx6enqHDx9WUVFJTk5GdVbFnB9bCOvq6iorK3Nzc8k7VVVVZPsIXV3dwsLCDnJN5PTu3dvc3Nzc3BztlnwPuLi47N27l06ne3h4oFIjwmNj2hW0hwMA5EeVVDe+Sq+kxCymZdLS0lRUVFBfWQAoKipCjUQQOjo6RUVFHeSaaGEwGGhYDR8+vKN9+Ye6uroZM2YkJSUZGhr6+/srKChQYpbBYKCsXNTLScz5sYVQTk5uyZIlM2bMIO+oq6sXFxej64yMjHaLXsF4e3uvX7+eRqM5OzujUiNtgMvlnj17trCw0N/f38XFpa6uboZpV1DrDXLq/9/efQc0da+NA38ySAgzbAQERagyRJYDxaKiohISUNG+FbWibe17vdaf1o5r1aodvq27jlr19oqtrUWEEBBRoThQhowWUZCthC0zEMj8/XFsLlVLK0ICOc/nr5Nzcr55Ahyec74Tuh5Dcxk/p35gw0bPNXny5KVLlxJjQAHA3t6+vLxcdbSysrJ3XkSDRyKRLFy48NatW2PGjElOTn5qkbiXRPzn5PP5A1jmcKXputkBFh0dHRYWVlBQkJqa6uPjU1dXp+mIBoVcLlf1IOi9rSlXrlwhqmtefjziL7/8Ulxc/Nlnn23cuLGzs1OuUFj/71VwDgYAcP8f541pAxIweiEKhSIwMPD06dPFxcU7duxYt26dpiMaLL2HGmt85iaZTLZ48WJ43uq4A6K9vZ3JZNJotMHuTjj0De8nwmctXrx448aNZ8+ezczMjIuLIxZc1j7E3LjPbmtEZmZmWFhYT0/P+vXriRb4l9HZ2dnV1QUAAQEBZWVlVAplwQSL32tHM0rqOotqRC8fM3ohFApFIBB0dnaePHnS2dmZWMhMK/UeRzSwY4pelFKpfPvtt8+fP29sbJyYmEgM+BtYhoaGM2bMkMvliYmJA1748KJtiRAA/P39P//8c+IetqioSNPhDCKZTBYVFXX+/PmsrKzo6GiNxKBQKFavXi0SiSIjIw8cOPDyBcrl8ra2tmXLlunr648fPx4AeL5WYOUBDH1orQBRPdaOagSLxXrnnXfeeuutmJgYYq47LZaenn7ixIm6urqTJ09euHBBIzEkJyefOnVKX18/KSmJWOhxMGDtKEELEyGhuLj4wYMH2v0LptPpXl5eZWVlkyZNam5uVtvnHjhwQKFQqLbj4+PXr1//7bffDsiDKZfLDQgIcHBwCAwMJPbMcTfXZzHB2hsAQJjBz2l4+U9B/WNkZBQXFycQCLS11yhhypQpFRUVxIjYiooK9XxoRUVFXFwcsV1QUECn0/fv33/hwgU/P7/B+1Aej0ehUC5fvkxUw5CW1iZCMtzpSCQSc3NzmUym5s89c+aMXC4ntv/zn/84OjoePHjwqcl/BxCLQZvtbq6qHc0sba1r7el3aUq5TFZXoxCT+rLvN0tLSz8/v56enuTkZE3HMoiEQiGHwykqKvruu+9UY0gGGzGnErFdXFx869atDRs2zJ07d1A/1MbGxsfHp6urKyUlZVA/aIjT2kQYFBSkq6ubmZmp6kSqfRgMxt27dxctWlRYWGhqatrR0aHpiAYLz8cKbCcClQ4NdxXdbQl5/XkoVLS3NXzyXsV090fhcypneFavCO25XzDgoWo9MtxiKpXKx48fjx8/3sDAoLi4WNPhDC4y/EL/EkWp1NoRyhwOJzEx8cSJE8SMX2ig+Pj4jBw5kqgIzcrKEgqFg/2Jj0US6/9NkV35F9Tlg98mzsLXBO/5vlAJiva26v8JvlFRNYFJY1EpAJDWLg6wMrU9cOp2uzgjI2PlypXEwA+iYRL9mdLSUmdnZzab3dDQoKOjo+lwtMf169dXrVrl4eEBADU1NcHBwdu2bVPD5xYUFHh4eFhaWtbU1Axevc4Qp7VPhIB3OgMhKyvr2LFjxcXF5eXlxEJIhOjo6NjY2NjYWDMzMzWEYWbA8HMyUdWOXrnb1NH9YhXCTfs+kzU3nax53Cp7Uql7sKZV2tVV/8E/Jnl7NzQ0yOVye3t7rb/9f3lOTk4uLi6tra03btzQdCzDGJ/P37VrV35+/sGDBysrK4md8+fPJy6rzZs3qy2S8ePHOzo6NjQ0ZGZmqu1DhxptToRcLpdKpV65cmXA6wyVSqVYLJZIJC0tLZ2dnQNb+JAyadKk+vp6Op3O5/N9fV/sIWxg8XytwHYKAAVqc3u6u6/ebbp79+6RI0dKSkoOHTrU9+1ORV1HWxJfKXlOy6JSKk3/4bS9vX1jY6OVlZUanm61wODdYnZ1dRF1VD09/W8GHhamTZvW3Nyso6NjYmKitv44f4bL5QK5nxm0ORFaWVlNnjy5p6fnypUr/S7ku+++U3UMOXHiBLFx8eLFTz/9tLKyMisr6+jRowMQ61CVnZ3t4uJSWFhoaWmZm5vb1tYGAG+99ZaqCuWdd95RTyShPlagbwEmjiATQ/2v/DsN7u7udDq9traWyWQ+92a2sFr0SUyJ78fpfhsSHopl9VI5APzr4eN3yhveKW+o6pECAMhkPiZGkZGRPj4+AQEB69evV8/XGdZUibDfDSvV1dVJSUnEdnFx8fXr14mdAoHg2LFj+/fv37dvH/HHpq3y8vL09fUpFIq1tTUxa4+Dg8OCBQuIo66urgEBAWoLhviFxsbGqu0ThxxNjuYffLt37waAFStW9LuEiRMnisViYlu1RItSqdy7d69EIomNjX306NHLRjmESaVS1bK6bW1tmg3GdfM1GL8MAMBpntlbVx43t3766afNzc05OTmHDx8m3iOTK24UNa8/XWi3LgVeT4Tgo+C5imo+jgIQaWk0w5h1w92u1HtUqfeo8XrMe14O5dPdO5L4mv1ew45cLifWmMzPz+9fCTdv3ly7di2xfeHCha1btxLbJSUl0dHRn3/++YYNG1TLMmul9vb2lpYWhULx7LLV6ieTyYjV7e/fv6/pWDRDm58I4fc7nYSEhIEdY7Bp06aOjo6Ojo76+nrtnnSRTqerltU1MjLSbDC8/07AnfG4o4f7ZcYI16kKhYJGo73+xps/3qpZ+nWe6VtXpu+4eSgqvvrqIYiPhMT/hfzvFE1FDBpN/rwylTIZa/LLrpJBNlQqlcPhwEBXphUUFHzwwQdsNpvBYNja2qpzaKz6GRoastlsCoXy7LLV6kej0YiHUdJOwK3NvUYJ48aNKy4uTktLe6GqBrlcfvPmTQcHhyVLllhbWxMLZGdkZGjxYIyhLyarbvHBXIiPBFE9zN1LMXfRZVBnuJjSqJTLBU2Snm6oywNhFlRnQPfvi1QwjcDGF2wnu5ha/1xz5LuaxtfNDdl0KgD8n7Bl85gRZiveMn37/2nyWw1PiYmJHA7H29s7JyfnhU5sbGzMyMgwNTWNiIiYMGECANTW1gYFBe3cuXNwIkV/S0ZGRnNzc2BgIJPJFIvFTCaT+KdHEpqcTE89uFzuV199xefz/04iFIvFV69eTUhIiI+Pr6ur27p1KwD8/PPPurq6AED0bEYaIVco3/+pCADAdjIUx0N1htJ8nFgiT8oqg5psEGZBzR2QdT95t4E12E4C28lgNd7UUHeBpyXPx8pG7vvPj9cpZVKlVEqh0z901GWveMv0rQ0a/FLD1+zZsw0NDXNzcysrK1UrnvehoqIiPj4+ISEhLS1NqVTy+fx58+YdO3YMAGJjY/Py8gY9YtSnH3/8MTQ0lJg6PzIy8uOPP3Zzc9N0UOqj/YmQx+N99dVXsbGx+/bt+7P31NfXCwQCPp+fkpIiFouJnc7OzhYWFuoKE/2Fi/mNdS09AAB2U6A4Hh7eBJYJPLwJTfeBqNWgUMDUCWwngf10MLZ3MGcFeVhwvCyDPMwZdOLe1trkUqY4K136qIrGZrMm+dNM1TH2Qysxmcy5c+fGxMQkJCSsW7fuue9RKBRZWVl8Pj8+Pv7evXuqE2fOnKndM7ShYUf7EyGxdG1lZWVBQcFTY6XLy8sFAgFxl0o0IlKpVB8fHw6HExIS4uPjAwBSqVQ1CX1ERIT64ye5Lok85e7jhLyGH9KFXT0yaCmD+t+AQoXOesj5FgCAxgAL1yf5j2XqamsQ4m3F8bKc9orJs1OfUnR09KbNUPuX0E48Hi8mJobP5z+VCLu7u2/evCkQCGJiYlTDUUxMTGbPns3hcHg8nrGxcUVFheqycnJyImpckGZ9//336enpAFBYWKjpWNRN+9sIAWDNmjWnTp3atWvXxx9/rFAo8vLyBAJBdHS06i5VV1fX39+fw+EsXrzY1tZWs9EiAGhslyT92hidWXvlblNPdzfU5oEwA4RZ/238AwAzZ3BdAiO8ga47zdkkfMqIhROtR5rhv1Q1aW5utrKyolAo9fX1JiYmzc3NKSkpRM2K6oHPwcEhKCiIw+EEBQUxGAzNBoz68O6777q6uhJjhbds2bJ3716sGtU2PB7v1KlTp0+frqqqio+Pb2h4MlOlmZnZggULeDxeUFCQgYGBZoMkD6VU2nX7urS8hMJg6PpMYY51VR0qb+gS5DZEZ9beLmlVdLdDTRYIs6A2B6RP6qtB3wpGeAHDAO6dByoDRk4FAA97w5ufDOIM/ei5TE1N/f3909LS3n333erq6hs3bqj6Znt7e3O5XB6PN3jrB6EB98orrxDVYCYmJpqORd20PBESd6lxcXEUCqWysvLkyZPQ6y513rx5OFmimvXcL6jbsEYh7lKIuyg0GtDpLO8ppat38e+2x+XUl9V3gaj+ycNfw11Q/D7oxdge7P3BdjKYOgEAyMRQHA9N96C7lWFg+uX/jNPgNyKnwsLC6OjosrIyHR2dM2fOAACNRps2bVpISMjChQudnZ01HSB6MUNqrW/1086q0bKyMj6fz+fz09PTVfPCAEBISMinn36KnT81RVZf+2jx3B8e1rrrMcbrMQHgm7q22aZGDSbjVhjx4OFNEGZBc+mTd1NoYD4W7P1h5DTQM3e1NZjhahabXdfWJeuSyOGXbVCbA1M2jPUPLfpKfXNwkJlEIklLSyM6v1RXV6v26+jonDp1KiQkhM1mazA8hPpNq54IibvUhIQE1dgmGo02adKkcePGeXp6bty4USKRYBbUoOajexQ93VU9MjvGkz+8sm6ptahzd3EKSH9f346hDzYTwW4KjPCh6+pPH2vK9bHk+ViNttADgL3LXE5fr/7oXHGL3RSozYHqjPL6ua1dUrYePtkPls7OztTU1Ojo6Pj4eNW0Z5aWlp6ensHBwSdPniwoKLC0tMQsiIavYZ8IZTJZRkZGdHT0hQsXVHep+vr6M2fODA8P5/F4DAbjzJkzixYtev/991NTU1tbW/GK1ZTOm7+AXAYA1RJZsVgCAO1yhQ2D3iqTG+katNv5g+0kGOHD0mUGupmFeFvyfKysjJm9S9DVob4daN8tVWxomgLZR6E2V9ojvvxb05Ipmp+eQ8s8evQoKSlJIBBcvnxZIpEQOx0dHTkcTnh4+LRp01pbW/l8fmhoaEFBAZ/PDwoK0mzA6OURbb1WVlYSiaS1tXXJkiUkGVY/PBLh+++/v2LFCnd3dwBYs2bNrl27dHV1r169KhAIet+l2tvbz5s377ld1MzMzKZOnXr9+vXk5OSlS5dq4DuQVUtLi7GxMYVCEQqFit/HaN4RdRNTYAslMgMqNdnVJtvy1T2vRM6fYBHibbnA01Kf2de6aKG+Vv/ve1OlmTM8fgB1+fwcR0yE/dDe3r527dqzZ88CQGVl5Z49ew4fPlxYWJiQkCAQCG7dukW0m6ga/0JDQ8eOHas6XU9PDwB4PN6uXbv4fP6RI0fI1rCkfezs7Nhsdn19/S+//DJ16lSFQoGJcAhpaGhQLctSW1ublJT09ttvq7qoeXp6El3UvL29nz23sbFRLpeXlZXxeLzr16/z+XxMhGrT3t6enp5+7949PT09d3d3G6sRtIcVABBqajDdiAUAwh4ZANjoG8zl+W9eH0j9e/9JHcxZHiONfrWbAo8fQHVGYr6/RKb4fdQ8+rvkcrlqnJ9EIqmrq5s7d65qqRZ9ff158+Zxudzg4ODnrjqZnZ0tlUq9vb1Hjhz56NGjnJwczS7UhV5eXV3dlClTTp486eDgwGAwqqur/860QVpgeCRCALh58yYxz2djY6OXlxeFQiHuUsPCwl555ZU+TrSwsCCWCuK+sN11AAAaYUlEQVTxeJs2bbp48aJEIsEhTephZGRkZmZmaGhYWloqkUj0ZwWbn/s3QMtTb2PqUJ2XL/2bWZDA87X6tWAK/BoFwoy2Tsn1oubZ7uYDGjspNDc3JyYmAkBNTQ0AeHt75+XlzZ8/PyQkZMGCBfr6+n2c6+/v7+/vDwAhISFHjx7V+IqV6OWZmJhcvXo1MjKys7OTPFkQhuB6hEql8s6dOyKRqKur6/bt26o+n01NTbW1tbW1td3d3ebm5s3NzTdv3vzggw/6zoK9jRkzxs3Nra2tjVj8DKlBc3NzSUkJnU53d3dXKpUWwWG63pPCbczd9J7ciKyyNHIwNrTY+n8vOtsZz8cSjB3A0AZ6OqDpPj+nfhDC1yqtra15eXkdHR05OTkPHjwgdkokEuKyIgbXbtu2rb6+PioqKjw8vO8s2NvgrdOL1IzJZBIVAPb29lOnTtV0OOoz5J4I6+rqGAzG8ePHJRIJscQ8sT80NJQY7EmsHtm/8e88Hq+wsJDP58+ePXsAY0Z/xtTUdMWKFX/YdeAk64d/t545IW9rASV4+XqYb9qq6/nCTxLeo4xHWbAqbSdDUSxUZ8Tn+B5a4YZNVH0oKysrLCxUKpVsNpvP52/cuBEArK2t16xZAwAPHjzIy8sjmv1e1MyZM9lsdkFBQWlpqZOT0wDHjdDgG3JPhCNGjBCLxV5eXjU1NRcvXqyoqBjAwlULMWvl6MnhgUpjL39z1OWs0Wm/Ot66b3eG348sSAj2tFQtT/jwsTi/Cudx7ou3t3dLS4uLi0txcXFoaOgAlqyjozNv3jwg8Wp2aLgbcomwqKjo/PnzLBZrypQpDAaDaKXfuXOnq+uTibgOHz5sbW3dv8InTpxoZ2cnFArz8/MHLGLUL1SWHoX+UhUSPB8rsHAFpjF01EDbQ6wd7duhQ4dYLFZbW5tYLHZ0dAQAIyOjU6dOEUcdHBz27NnT78KxdhQNa9o5s0wf1q5de/z48e3bt3/yySf9K6G7u5tGoxFzs4nFYh0dHTqdnp+ff+fOnVmzZmVnZ9NotMWLFw9k0Oh5pHKl1TtXW1K+hPKrMGGl54I1eZ/jWvOa0dbWZmlpKZfL6+rqzM372Wupo6PD0NCw97ZUKj179qyRkVFYWBifz7exsZk4ceLARY3QE0PuiXCwvfyt6759+2JiYojtjz76iOh6M378+Pnz52dnZ0+cOPH+/fsDEirqmw6NMm+Chap2NL+qvaKxS9NBkZSxsXFAQIBcLr948WK/C5k2bRqxoVQqif6oOjo6ERERFRUVNTU19fX1qsEeCA0s0iXCWbNmGRkZ5efnD2zrY0tLi0AgCAsLMzIyotH6GgyOBhDPxwqsvYHGhMcPuHWXsn6KV3aL//o0NAgGqXb0woULQUFBqampFAqlqqpqYAtHiDDkeo0ONiaTGRQUFB0dLRAI1q9f/6KnEzXJMTExxcXFAJCZmcnlcgGgpKTE1NS0vLy8qqpqxowZAx01er75EywCpeV6JiwqsN5uTBz5Q0pl9KfmH+w0DF6o6dBIJzQ09J///GdycnJ3d3c/FtpVKpUikWjHjh29d7a2tnZ3d1dVVUVERIjF4vp6bAZGg4J0iRAAeDxedHQ0n8//+4nw4cOHly5dEggELBbL09PTx8eHmFlRNR7Lz8/Pz88PAMaNwyWB1EenMPvr6hNf05WbbEwAFCDt+rKqZfMXH1NodIN5XE1HRy62trZeXl65ubkpKSnBwcF/5xS5XH779u2EhIS4uLjjx4/r6uoSt5UAcOHCBQBgs9nLly8n9rBYLPKM70ZqRsZEGBwcrKOjc/369ZaWlr6XoMzPz4+Pj+fz+bm5ucQeQ0PD8ePHOzo6enl5AYCFhYU6IkZ/omHH+wx5zy9t4o02JsQYwl/axO+JxY1fbNWfveAle6WiF8Xj8XJzc/l8ft+JsLOz89KlS/Hx8YmJiY8fPyZ2Jicn0+l04rIiWw8+pHGkayMEADabPX36dJlM9tyGfblcfvPmzQ8//HDs2LFeXl7bt2/Pzc1lsVgcDuf48eMlJSU6OjqqYf40Go0kk9IOQVLhI0XLk3+j7XJFm1zRJlf8/h9U2XMXR8ioGzE8kc/nKxSKZ482NTVFRUUtWbLEyspq8eLFUVFRjx8/dnR0XL9+/ZUrV3bu3En//caFQqHQ8SYGqRFJ/9p4PF5qaiqfz1+2bBmxp6urKyUlhailIaabAgBzc/Nn51388MMPVeXs3btXzZEjFUVrM9B0AMQA8EV1M7FTJH/yL1je2qyxyMjKw8Nj9OjRFRUVmZmZREsBAJSXlwsEgoSEhLS0NGKifCqV6uPjw+FwQkJCiOmiCKp6FwBQLSmKkBqQNxFu2LAhKSmpurqaWHT0ypUrqgUuVIuuTZ06FR/4hiz6CDul5Mmv7AsHc6JqNPh+DQCAQq5jM1JjkZEYl8s9ePBgXFwcg8EQCATR0dH37t0jDunq6s6YMYO4smxsbDQbJ0K9kTQRikQia2vr2tpae3t71aJr/v7+XC43NDTU2dlZ0wGiv0YzNWO6ju/+LffpAxQK1dSc4Yy9ltRNLBYTreZ79+798ssviZ1mZmYcDofL5QYFBf39ibwRUicSzSyjUCjy8vIEAsG5c+eKiooAwMDAQCwW+/v729jYrFmzZtasWZqOEb0YaXVVdQQ3sbp+vjGL2HOxVcwZYWZz4iemy3jNxkYejx8/TkxMTEhIuHTpUkdHBwDQaDRra2svLy8nJ6cvvviiH6MpEFIn7U+EXV1dycnJ8fHxCQkJTU1NxE4LCws/P7/4+PgRI0Zs2bLljTfeOHbs2HvvvafZUFE/yGqqG3Z92J2XRaHrKGUyxlhXy627GU5j//pM9HJKS0vj4uLi4+Nv3bpFLJdGoVB8fX2lUml+fj7xREhMFkOqBX3QcKS1VaOqu9SkpCSRSETsHD16dEhISEhIyIwZM+h0+ujRoysrK2tqaqRSqdbfEGgruo2dzbHvFZ2i1upHOcUPJs+YyU9O1r3/ICQkRNOhaafCwsLo6OiEhARVfxY6nT5t2rTw8PBFixbZ2dmdP38+PDycz+dzudyenh7V9KEIDVnDNRGWlZU1NDQQPdMKCgrkcrmnpyc8r4saALi6uoaHhz/VRQ0AOBzO4cOHZTJZQkJCeHi4+r8FGihUfYMWOoNlapaRkTF79uzTp09rOqLhKjo6msvlMplMADhz5gwxnr2np+fGjRsCgSAmJkY14aeJicns2bM5HA6PxzM2NlaVMG/ePF1d3du3b2/durW1tRUnWkJD33CtGo2Li8vNzd25cycAfPvttyKRqKGhgc/nE41/AKCrqztr1iwejxcSEjJixIjnFnL16tU5c+a4ubndvXtXfaGjQRMVFWVvb29mZiYSiVTd99ELCQgIiIuLIyaa8PDwOHLkyKFDhy5duqSqVnFwcOByuTwe79VXXyXWYHlWcHDwxYsXT548uXr1avWFjlB/Ddcnwqfo6OhERUXV1taq7lJDQ0ONjIz6PisgIMDExKSwsLCkpAR7ig53OTk5MpnMwsKivLwc60UHyqNHj86fPw8Arq6uISEhHA5n2rRpFAql77N4PN7Fixf5fD4mQjQsDOMnwg8//NDFxQUAKisrV69ebWlpaWFhMX369Beak+L111//8ccf9+7du3HjxkELFqFhIyAgwNDQkHjUu3btWnl5+ZkzZ7hcroODw98vpL6+3sbGhslkNjY24pAJNPQNg0QolUqjoqIUCsWbb7556tQpJycnovamd9WoRCJZt25dPwo/d+7ca6+99uqrr167dm2gA0doSCsuLr5169bIkSNLS0vt7e0XLFgAz1SN/vbbb/0rfMqUKZmZmbGxscS8awgNZcNg2hQdHZ3IyMj29vZff/3VwMCgtbV1AAufP38+g8FIT09XjaxAiCTGjh0bHBwsFAqpVOqAr3k7SMsTIjQYhkEilEgkn3/++YwZMyorK9vb24nFOUeNGuXr60u8wcXFxc3NrX+FGxkZzZgxQy6XJyYmDljECA0HDx8+PHLkyPz58z09Pevq6iQSCQCEhIQQXUYBYNGiRf0unEiEAoFA1XkboSFrGFSNisXie/fuMZlMd3d3qVTa2dnJZrMHsPyjR4/+4x//CAsLI5ZAQ4gk6urqhEKhpaWlUqmkUql2dnYDW/7YsWMfPHhw/fr16dOnD2zJCA2sYZAIB5tQKBw5ciSLxWpsbNTT09N0OAhpiffee2/v3r2bNm3as2ePpmNBqC/DoGp0sNna2vr4+HR1daWmpmo6FoS0B1E7GhcXp+lAEPoLmAgBsGEfoUEwbdo0KyursrKywsJCTceCUF8wEQL8ngjj4+OJuYMRQi+PSqUSQzLwFhMNcZgIAQDGjx/v6OjY0NCQmZmp6VgQ0h5Y14KGBUyET3C5XD09vZKSEk0HgpD2mDNnDovFamlpEYvFmo4FoT+FifCJkJCQ4uLilStXAsCtW7eI9UURQi9DV1f31KlTDx48YLFYYrH4xo0bmo4IoefARPjE+fPnKysrie39+/fX1NRoNByEtIFUKt23bx+x3dTUtHv3bs3Gg9BzYSJECCFEalqyDNOA2LJli6mpKQBkZWVpOhaEtERpaWlYWBgAiMViGo2m6XAQeg5MhP/12Wef+fv7AwCuVo/QQHFycoqNjQWAR48erV27VtPhIPQcWDWKEEKI1DARPuHm5kbUiwKAl5eXgYGBZuNBSAtQqdSpU6cS2ywWS7ViDEJDCk66jRBCiNTwifBpeGeA0GAgriy8vtAQhJ1l/uDhw4epqakymaylpcXJyYno7YYQekkJCQnp6ekrV67k8/lz58718vLSdEQI/Rc+Ef6Bvb39rFmzDAwMXFxciouLu7q6NB0RQtqAw+FYW1vn5+fr6+vjYhRoqMFE+Af379/fsmXL6NGjAaC7u1smk2k6IoS0wc6dOyUSiaOjY0dHR3t7u6bDQegPsLPM8ymVSoVCgeN/ERpYMpmMTscWGTS0YCJECCFEalg1ihBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1TIQIIYRIDRMhQgghUsNEiBBCiNQwESKEECI1uqYDIJeUlJSMjIyVK1fa2dmpdnZ1df3www+FhYUMBsPX13fx4sVU6h9uUDIyMpKSkurq6mxtbUNCQry8vIj9IpHo3Llzv/32m56enp+fH5fLfeqsuLi49vZ2FxeXFStWGBsb/2V4MpksJiamqqpq3bp1enp6A/GNERpaCgsLY2Nj582b5+vrq9qpUCguXLiQnZ3d3d3t6uoaERGhr6/f+6zS0tILFy5UVlYaGxvPmDFjzpw5xEWqUCgSEhJu3LghlUrd3NyWLVvW+8L59ddfL1y40NTUZG9v//rrr48cOfIvw+vo6Dh9+rSenl5kZOTAfWn0V5Ro8PX09Pz888+TJk0ifuYXL15UHaqrqxs1apSpqWlERMSiRYsYDMbMmTMlEglxVCaTEdfD6NGjORyOr6+vn5+fQqFQKpX379+3t7c3NjYODg4mSg4NDZXL5cSJ27Zto1AoY8eO9ff3Z7FYDg4Ojx496iPC9vb2AwcOODg4EBEKhcJB+2EgpBk3btzgcDgUCgUAtm/frtovlUpnz57NYDAWLly4fPlyU1NTe3v7mpoa1RsOHjyoo6NjaWkZFBQUEBAwYsSI5uZmpVLZ2dk5Z84cPT29oKCgoKAgJpM5evTo+vp64qxdu3ZRqdTJkyfzeDxra2smk3n58uU+wqupqdm+fbuJiQkA2NvbD8qPAP0JTITqUFZW5uPjs2PHjhMnTjyVCP/1r39RKJTi4mLi5Y8//ggA0dHRxMuvvvoKAI4ePap6vypHrl692sPDo7GxkXi5bds2VclZWVkUCmX16tVEyrx7966BgcFrr73WR4R8Pn/mzJn79+/fsmULJkKkfaRS6dSpUzds2JCamvpUIoyPjweAM2fOEC9LS0upVOp7771HvExLS6NQKG+++abq0lNtnDt3zs7OrqqqiniZk5NDoVA++ugjpVIpFArZbDafzycOtbe3jxkzxsvLq48Id+zYsXDhwtOnT4eFhWEiVDNMhGp1+/btpxJhREQEi8WSyWTEy6KiIgDYt2+fUqmUyWQjRozw8/N7blEKhaKlpUX1srKyEgA+++wzpVK5fft2AKisrFQdXb16NZPJ7O7u/ssIv/nmG0yESLs9lQi//vprAMjNzVXtYbPZS5cuJbY5HI6JiUlbW9tzixKJRKpthUKhp6cXERHx7CGlUhkaGmpmZvZ3wlu1ahUmQjXDzjIaNnnyZLFYvG7duq6uLgD4+eefmUzm/PnzAeD+/fu1tbVhYWEAUFlZWVBQIJFIVCdSKBQ2m616KZfLiZ0AIBaLAaB3W4WHh0dPT49QKFTTt0Jo+CBaFjZt2lRbWwsAly9fbm1tDQ0NBQCFQpGWlhYYGGhkZNTY2Jifn9/R0dH73N5NiefOnevq6goKCnr2UEVFxbVr1+bNm6eGr4P6AROhhq1duzYiIuKbb76xsbHh8XgHDhxISEgYN24cAJSXlwNARUXFmDFjRo8e7eHhYW9vn5iY+NxyEhISAGD27NkA4OfnBwBENSwAtLS0pKWlAQAmQoSeNWnSpH379qWlpY0aNSokJGTJkiVff/31a6+9BgANDQ0ikUgmk/n7+1taWnp5eVlbW+/Zs6f36UKh8I033pg6deqqVasOHDgQERHR++jmzZsXLFjg5uYWHBxMVLegIQgToYZVVVXduXMnMDBw7dq1eXl5zc3Nhw8fbm9vh98f7C5evLhz586qqqrc3Fx7e/slS5Y8m8+EQuGuXbuWLFkyceJEAOByuQsXLtyyZYunp+fUqVPt7e1LS0tVb54wYcKIXhwdHdX4dREackQiUXJyspOT09atWx89etTW1nbixImSkhL4/RpMSUlZuHBhUVFRWVkZl8vdvHlzcnKy6nQajWZtbf3KK6/o6+v/9NNPNTU1vQs3MTEZNWrU6NGjiR7jACAUCkf80aJFi9T7jdEzNF03Sy7PthFOnDjR1dWVaL2Ty+XffvstjUZbs2aNUqkkWvVjY2NVb75x4wYAHDt2rHeZTU1Nnp6ezs7OdXV1qp1yuTw2Nnbz5s27d+++c+fOzp07AeDBgwdKpfKnn376rhdVHwECthEirQd/bCNct24di8V6+PAh8TIlJcXS0tLd3V2pVIpEIgAg+r8QRCKRjo5OZGTks8XW1taampqGh4c/e0gulwcGBlpYWIjFYpFI9N0fJSUl9X4zthGqH44j1KSOjo7s7OxNmzYxmUwAoFKpb7755tmzZ3/55RcAsLW1BYCKigrV+62srACAuDgJxcXFYWFh3d3d165dI44SqFRqaGgo0c4BANu2bTMzMxszZgwALF26VB3fDaFhIjU11dfXVzXIb9asWZGRkbt3725qajI3N2ez2URPNIK+vr6BgcFTLYUEa2vriRMnEo99T6FSqRwOJyUlpayszM3N7Y033hiUb4L6C6tGNcnAwIDNZt+/f1+1RyqVVlZWWlhYAICTk5ONjc2PP/6oUCiIo3FxcQDg7e1NvIyPj58yZYqFhcXt27f7GKubnZ2dlJS0cuXKp8bpI4QAwM7Orry8vLu7W7WnpKREV1fX0NAQAF599dXExMTW1lbi0LVr11paWnx8fACgsbHxzJkzqrOkUmlpaSlx8SoUim+++aZ3mffu3aNQKObm5ur5UuiF0D755BNNx0AKMTExAoHgxo0b2dnZDAaDGCbh4ODQ2NgYFRVVW1urp6dXUlKyefPmrKysgwcPuri4UCgUExOTY8eOZWZmdnV1nTt37rPPPgsMDNy6dSuFQvn444//8Y9/GBkZvf7667/99lt6enp6erpQKHR3dweATz75pKCgoLS09Pvvv9+wYcOYMWOioqJ0dXX7iPDYsWOpqanXrl0rKirS1dW9c+eOhYUFXrdIa9y+ffvs2bPp6elXr16l0+m1tbU1NTVubm4MBuM///nP7du3TUxM6urqDh069O9//3vTpk1EJ09nZ+cTJ07Ex8fLZLK0tLR3333Xysrq22+/ZbFYP/3006pVq0pLS+VyeUFBwfvvv3/nzp0vv/zSw8OjuLg4PDxcIBDo6OhUVlYeP378m2++WbZs2fLly/8sPJFItH///vT09LS0tNraWgqFkp6ePmHCBKK6CA0uTdfNksWaNWsc/2j//v1KpVIul588edLX19fY2FhfX3/69OkJCQm9Tzxz5oyvry+bzR4zZsyHH37Y1dVF7Pfz83N8xvLly5VKpVQqXbdu3ZgxY9hstqur60cffdTa2vqXEfr7+z9V2lNNFwgNa0eOHHnqL3zFihXEoeTk5MDAQCsrK11d3fHjx3/99deqSZqUSuXNmzcDAwPNzMxsbGxWrlzZuwU9Li5u+vTpBgYGenp6kydP/vnnn1WH7t27Fx4ebmFhoaOj4+TktGPHjr4H8tbX1z97Rfdu+EeDh6JUKjWdixFCCCGNwUYjhBBCpIaJECGEEKlhIkQIIURqmAgRQgiRGiZChBBCpIaJECGEEKlhIkQIIURqmAgRQgiRGiZChBBCpIaJECGEEKlhIkQIIURqmAgRQgiRGiZChBBCpIaJECGEEKn9f5pp/Y17uHl1AAACj3pUWHRyZGtpdFBLTCByZGtpdCAyMDIzLjA5LjUAAHice79v7T0GIOBnQABNINYC4gZGNgYFIM0CpTgYNIAUMxObA5hmYYfQzDA+Os3OgCYP5jNBxZmY4fIQGmE+1FYcxhKQZgSbwsg4WGhuBkYGBnEGBgkGBkkGRiYGRikGRmmg7xWYOTOYmFkSWFgzmFjZElh5FNjYM5jYZBjYORTYORM4ZBk45Bg4uRS4uDWYeXgVeOQZePk0mHj5GfgFGPgVGPgVGQTEEgQEM5gEhRIElRiEhBmERDKYhJUZhFUYhFUZREQTRNQYRMUymETVGcQ0GESYgK5hY2ZhZWPnZBMUEhEVExD/BnQZIzzWjd/2HFDVbj4A4kyVnH1Aep4WmP3NdeWB66fn7gex3y/pONB/hX0fiM2z3vjAhrR3YPafm0/2G+Ur2YPYh47yHfgTzOIAYk9JyDnQuVgSzF4T03JgZ3QpmB14cdqBc6XLwOp3zTt64IXIRTBbOefLAaYtv8HspInL9v1JnGUHYnfsN7Q/krkZLP5lR4OdUK4p2JwtXFwOq051gMXblqY7yIfbgNmq/xsd5ncagd3cd2aDw6vHzRD3/9jnoLpKFuLH3IsOW6/22YLYxo6HHXbHHgDrPVU8xeHqn1dgtpmS3YH2v5lg9d4ndx1oD58IZi9qrD1gy74RzF7z9cSB+9/cwOyfVVEHIlz5wOx09tn75+/xArvTs9z9gN6juWC2qNbmA4tDW8Hs15c+2D68PgHsNscoeQd1BiWwuF/ZS/vnq0+Cw9Z6j5ODqNgzsBr2q28cEgMZwebfkJno8ILJCswOVD3rEJJUCWbXyzI4/jnWBtZr9eixQ8N0NbCZGe5tDrPMAsFsMQDIl8M7xl2gLwAAA5h6VFh0TU9MIHJka2l0IDIwMjMuMDkuNQAAeJx9VstuJDcMvPsr9AMj8CVKOvqxWC8Cj4HEyT/knv/HFtW2uhdLZOxDi1NNFosPDQ+XeeOHEp8/X/7497+yP/LyADv9z/+cs/yjRPTwVuKhPH37/uNenj8en74sz+9/3z/+KsbFBO9Q4V+xjx/vb18WLs/lZtVIZ2vxhADEvVCl9Sk7jhzIYT66lptU9zYD8BtSy3u5tSpj9knlxlVU+tAEaYdP6cRq5UaVVdyy6K3cI+ag3toMpHlzyZAePrn2geBIv7pao5kAewAF5GgI0qvk3cUT4AigVp8KkQA0IqcMOIOkIQlXlqJ1qHbJ8mY6Eu+s1LhwRUGtZ1ryKpBX7i3IMdKJfDKkRPQOANLBsU53U86QGkiqKk1lAKDETTKJOAoECacpvmdkzqh6BmyoOVVpbGCMOqn1IRkwyiOVm09SeCQfPlKPUR6IzhOe8H3X1skyYJQHfesS1bkF226cxp5AttrEZl99SYq2z+ojtJDT+xgjmsRcG2eqS9THazP77MaIntEUWUDGcFFI2UiGpx515eM6YyYYUrZhWRnFymtwQzJDx+rQ5hjfDNoC2uCrU5fovGY8NdMdTfYavqYzaY+X0CTBJIH2gDrGd84x4yWmMXhk0HF4NVY08ho7kZl2CBrtdS0NZnZFC7B3DGa2Z+hwytGUDs0woLmmGIOVf5uoZwcSb+TdpAIk9hDm7dhdrNxGlpIqkOiMAZ+Gh4aZb5n4GnVCHdGfqG3M3dQxU5pRJq1k0nWuJTZ7s9RnVKnHPGJxhJwk1GYqUhQJ9cZAdl7tQm7p4tSokaNENKiFrgMbJEdGiQbMXYgjI3EVzZBGiyejg9whkpPMmQJ50eTpgslXeByzZbJ/u7/8coEdV9rT+/3lvNLiT857ax3tvJ3WuZ130Dr7edPgVPS8TuIo/bw11nmclwPD5fY+4Q8er5s+DDsatiNOZUfDojLE2O456CHmjs/xei87Hge/jim5bFQGi/OM/g5W1wXJ4KXXPbgM+2eBLNGC3GWtaXDlU8alI4w7VdHDoifGQm2kv9OVYBuWnXBcYovzTln6YdGds4xPyxkrdEVmsjFH5fDqVkZD2kh2S6GL88BcXYaWI3+5Tqcty85dVwfEjF2m7bBszto/LWf0AT+QTbYaGjKHkJuPBWcIeWZhq/fQA+cgBGdIa5tPdPy1v+P89XMPzw8/AZ/b54kfjMmNAAACiHpUWHRTTUlMRVMgcmRraXQgMjAyMy4wOS41AAB4nGWSvW5bMQyFX6VAFwe4EfgnUpTRKUsmp3vQoQg6timKjHn4HslFzaLLtUiTh58O9fz45YVfTs+PX+5eTg/7d38eTp+e7i7XvPx4OT3989/f45++jxd8L7eMXPP/qe4E4/vh/RSNhTUOaU56nL0xcfDBrZMMP87WXJMViaF92EpwusihTXwkKrQ5p42DWmgPQok07p5oIR8+Vmwjx8CMrixogZhoynFPTVNHHmdqnqaymozYY2WkszGja6gFZFa1dJU1Som77D7m6Hncc2NlHM44xYhEjat1WhkoUHRf48y7C9TvrUkQ7oUcq7itXG8yMraYqOyR1ob5iAMa7lve0ZiJIoVVYwhS2gwW+ioSkbz2GWn2AwfKJNkUGQQHUQ4I3vOGBsUq6sapWyqd4SH+w01Zt1SwUoczSrQ5sSRcZ+3EFXdEJnACCqPb7arjqZowz4j2MOxNXRl7G6pxxWZ298MaSteu11DsKZHBH7GZRQnCglWG63ZXGG2QwZZiPxByseWjZxjLehBkErZsjIwOPuiKZawMKXxZmfTAJEww1w7AWItfMQkto+EJ1r6dT9qXcthMg5eBeHi+M93Qjl3TGq4YNRpR7JclroKHfXd8fXv9/vnX689JbR0vr2/f8Owm3yLhKSWSqbfIaNotYp+9RH160ZQZJdI5SqXOLJFNLjAskwuN8uSC0ydXnMkFRycXHMgUHKgUHPHJhUdicgGiKYVHdEp1x6ZUe/qUApRTqj9QqgbB2IIUUwrSmFKJIFSIlKYWJJ9aicbUQsQxtRCpTa1IKK5IObUurU+tW8OgAqVQLlCCt1Af0Xj/DUrecoOzyCxaAAACn3pUWHRyZGtpdFBLTDEgcmRraXQgMjAyMy4wOS41AAB4nHu/b+09BiDgZ0AALSDWBuIGRjYGBSDNAqU4GDSAFDMTmwOYZmGH0MwwPjrNzoAmD+YzQcWZmOHyEBphPtRWHMbiotG0M4K5jIyDheZmYGRgkGBgkGRgkGJgZGJglGZglAGGggIzZwYTM0sCC2sGEytbAiuPAht7BhObLAM7hwI7ZwKHHAOHPAMnlwIXtwYzD68CjwIDL58GEy8/A78AA78iA78Sg4BogoBgBpOgUIKgMoOQcAaTkAqDsEiCsJiCiGgGk4gqg6gag5g4g7g6g7gGg7gmgwgT0EFszCysbOycbIJCwiKiAuJMQDFGeAIwfttzQFW7+QCIM1Vy9gHpeVpg9jfXlQeun567H8R+v6TjQP8V9n0gNs964wMb0t6B2X9uPtlvlK9kD2IfOsp34E8wiwOIPSUh50DnYkkwe01My4Gd0aVgduDFaQfOlS4Dq9817+iBFyIXwWzlnC8HmLb8BrOTJi7b9ydxlh2I3bHf0P5I5maw+JcdDXZCuaZgc7ZwcTmsOtUBFm9bmu4gH24DZqv+b3SY32kEdnPfmQ0Orx43g9lTcy86bL3aZwtiGzsedtgdewCs/lTxFIerf16B2fWyDI5/jrWB/cWUJ+DIax8GFjdTsjvQ/jcTHCbeJ3cdaA+fCGYvaqw9YMu+Ecxe8/XEgfvf3MDsn1VRByJc+cDsdPbZ++fv8QK72bPc/YDeo7lgtqjW5gOLQ1vB7NeXPtg+vD4B7E7HKHkHdQYlsLhf2Uv756tPgt1jvcfJQVTsGSQufuxzUF0lCzbf6tFjh4bpamD1Ge5tDrPMAsFsbQ4lx00q1mC9W5b/dVi8+C0krPYpOJ758B3MFgMA6UvF9M16sXoAAAOtelRYdE1PTDEgcmRraXQgMjAyMy4wOS41AAB4nH1Wy24kNwy8+yv0AyOIT0lHPxbrReAxkDj5h9zz/9ii2lb3YomMfWhxqvmoIqmh4SI3eijx+fPlj3//K/vDLw+wt//5n3OWf6S19vBW4qE8ffv+416ePx6fvizP73/fP/4qykUF77RCv2IfP97fvixUnstNqzaZZvGEAI16abWtT9lx+EAO9dGl3Li62wzAb0gp7+Vmlcfss5UbVRbuQxKkHj65NxItt1ZJ2DWLbuUeMUfrZjOQ6uacIT18Uu0DwRnfu6i1mQB7ABnJtcEorzbvzp4ARwCl+hSQBKC25i0DzkhSUYQLcZE6RDpndVM7Cu8kzahQhaDaMy5pCeSVukVyhHKingzJEb0DgHJwrNNdhTKkBLJVYRMeAEgj44wiCoFA4VTB94TKCapnQIPmrbKRImPoJNoHZ8CQhyuZzybw2Hz4SD2GPCCdJjzh+y7Wm2bAkAd96xzq3CLbrpTGnkBaNdbZV182Qdtn+nDo49VUP3ssfGbBmRaQMDItCLLGwzN1mFeWLjM6nUCQDc3E4ZieAXPnRlEOu7CkAxnizNoYBAZDQzyfR7byGp2OqoeM1crmmPMM6gE1+OpIIFrUlKZkAoGY1/A1nRryw0vopigugY6AOuZ8zjHjJWpj0Mig8/CqJOj4NZ/MM20l/L+u7UJELugV8o4JzpB0OKXoXocMmORcJuGjfptjjA4k3sjbTgRILCwM5rHkSMhGVhIoeY2tMeBT8WBYDpaRL6ETWgONjC6IAZ0yZppmyCS1KXeZa9vNbpr6DJUMInUUFHSqi1HqM0TqlaChO9L0xnNmfSchEZiZzhhSQYOOaVnhGgIROGKf81jvg7tlPpVW8MneOfbhMDfLVqzy4bNh/2PpYMuhUyVDfru//HLTHXff0/v95bz74o/PC24d7bzG1tnPy2qd+3kl4VTkvHfiyOO8XtZ5nrcIwaWed4WGx+uVEIYdHWsUp7KjY6MpYuzoFOkh5o5P8XovO36wg7NcVy8hi50QxNPI6rpJCXnJ/rmAhbkMJ0WLtEjusgAlcqUTs3iEcZfKclhk54rVxZEw7XI5sg3LLjhuu5XzLpn7YZHT8/i0nH6CV1TGO59DOby6mZGgNordVMjKeWCuLuOtUT9fx5jCIjsfzKsGJbzZkNUEUfFl/jRIuuQTOQdtZz5BM2iTnY8Gz6CNd6W6eg8SXyfhsOzoKp+WHStm4Nrxcf76pYjnh58ozfKJzouxowAAAph6VFh0U01JTEVTMSByZGtpdCAyMDIzLjA5LjUAAHicZZK9bh05DIVfZYFtroGxwD+RIi+2cpPK2T5IERgpNw6ClHn4PZILM0gxwogijz4e6tOHzy/8cvv4dPv04fPDWfb3cutrO3y6/fPx4fktLt9+L/xD4+nvZ6zP7xE5K2P969dtjvRYeT3KMNfJ132OKZZxPfIgJc3r7mMaDi8a5Bmm87qvQRRyPdIQV9G47jlIfDmSljqKmAZL7AxeEhMZMVIcRTzW9OknhcwnAqlBti9i4mAEJgm0UMLCUJfhpNfdhmuybgWdy3aA00UuBcZKFOhwTlugCJ1HUwZP8KAZ0K29t5VrQXIqy6YYSzRPL5oKK+40PE1lFxmxx47IZGNG1VILyOxsmSr7KiWecuqYY+Z2jpXxc8dfrEjkuNqkHYECBbqHAHp3WHR/tCFB6GubpeK2Y3PIyjhionKutLHMV+xZuR95R2EmkhTOrSUI6TA45jtJRPKtzjDHeeGHMkkORQbBQaQDgs99C0OInTSNU49UOsNDnKFT1iMVrLRHpkSHEzNDO3smrugRkcDf2mNOd3vT8VQ8JFhPdC7D3NSVMbelGm/YzO5+Gd6C7tHvSzGnRAQHcZhFCcKCUYbrcVcYZZDBlNAz3gO52PZxP1SW/SDIJGzbGBlzXg/Xl5+v//374/V70di/z68/vw714vcdr5K2y9L3nUhZ22nNppLl7zujirbjWq2OKltdFDcY4eJGo6u44wC18fAsbkCqxZ3IihsS47QxMU4bFEtxp5KSRjVLGpSVNCYt6RaVNCIuaUASJQ1I4HQDopJuEi5pPDJLu0te2oAwpG4SlXaTuLQhRWlDWqWNSFHZiBSVDQl3dqIsa0QcZX1u89f/GSV6vSXPKDEAAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", + "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": { + "id": "8e119e3e" + }, + "source": [ + "### Storing the network\n", + "\n", + "Created networks can easily be converted to (and also loaded from) as a GraphML representation.\n", + "\n", + "This can allow users of OpenFE to store the network to disk for later use." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "0be4c1f4", + "metadata": { + "id": "0be4c1f4" + }, + "outputs": [], + "source": [ + "# Convert to graphml\n", + "with open(\"network_store.graphml\", \"w\") as writer:\n", + " writer.write(network.to_graphml())" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5ebec1d5", + "metadata": { + "id": "5ebec1d5" + }, + "outputs": [], + "source": [ + "from openfe.setup import LigandNetwork\n", + "\n", + "# load a new network from this graphml representation\n", + "with open('network_store.graphml', 'r') as file:\n", + " network_data = file.read()\n", + "\n", + "new_network = LigandNetwork.from_graphml(network_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "05b277f8", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "05b277f8", + "outputId": "2bd39d43-c089-45a3-bb5f-adea9efe2a02" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "edge 0 molecule 1: benzene\n", + "edge 0 molecule 2: benzaldehyde\n", + "edge 0 mapping: {0: 3, 1: 4, 2: 5, 3: 6, 4: 7, 5: 8, 6: 9, 7: 10, 8: 11, 9: 12, 11: 13}\n" + ] + } + ], + "source": [ + "edges = [edge for edge in new_network.edges]\n", + "print(f\"edge 0 molecule 1: {edges[0].componentA.name}\")\n", + "print(f\"edge 0 molecule 2: {edges[0].componentB.name}\")\n", + "print(f\"edge 0 mapping: {edges[0].componentA_to_componentB}\")" + ] + }, + { + "cell_type": "markdown", + "id": "ac41ea4d", + "metadata": { + "id": "ac41ea4d" + }, + "source": [ + "### The OpenFE CLI\n", + "\n", + "The OpenFE toolkit also has a command line interface which we plan to add several convenience methods to.\n", + "\n", + "For now functionality is limited to atom mapping, but it will be expanded upon as the project grows." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "eecd0fea", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eecd0fea", + "outputId": "c64ee46e-aada-49f0-f8e7-05c3aaa48b9d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Usage: openfe [OPTIONS] COMMAND [ARGS]...\n", + "\n", + " This is the command line tool to provide easy access to functionality from\n", + " the OpenFE Python library.\n", + "\n", + "Options:\n", + " --version Show the version and exit.\n", + " --log PATH logging configuration file\n", + " -h, --help Show this message and exit.\n", + "\n", + "Network Planning Commands:\n", + " view-ligand-network Visualize a ligand network\n", + " plan-rhfe-network Plan a relative hydration free energy network, saved as\n", + " JSON files for the quickrun command.\n", + " plan-rbfe-network Plan a relative binding free energy network, saved as\n", + " JSON files for the quickrun command.\n", + "\n", + "Quickrun Executor Commands:\n", + " gather Gather result jsons for network of RFE results into a TSV file\n", + " quickrun Run a given transformation, saved as a JSON file\n", + "\n", + "Miscellaneous Commands:\n", + " test Run the OpenFE test suite\n", + " fetch Fetch tutorial or other resource.\n" + ] + } + ], + "source": [ + "# Call help on the OpenFE CLI\n", + "!openfe --help" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "363f9691", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "363f9691", + "outputId": "b20a66f8-c14f-490e-d761-3b5c01677c13" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{0: 5, 1: 6, 2: 7, 3: 8, 4: 9, 5: 10, 6: 11, 7: 12, 8: 13, 9: 14, 10: 4, 11: 15}\n" + ] + } + ], + "source": [ + "# Get an atom mapping using the CLI\n", + "\n", + "!openfe atommapping --mapper LomapAtomMapper --mol inputs/benzene.sdf --mol inputs/styrene.sdf" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "3b0dc398", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "3b0dc398", + "outputId": "cec53cce-2f7a-4e0c-98af-fb31cc57c62d" + }, + "outputs": [ + { + "data": { + "image/png": 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BYaV4Tdhkdwq5Nj7FAID9+/f36dNn6NChcrkcAF6/fu3n5xcXFxcXF8flcr/6doOECmE1OrlYdnaxon/n0z5jGplppE+zCRBEWd2lASRqxaQBJpnsa2cJANtzS/nyikfmmFRavDOQsHzf5kUm+9C97Mrjt9eh7D2Y1gfX4Yqx0b/ZdnezqubNtcOECRMePnxoaWmJH+bm5vbo0cPPz8/Pz8/ZuZY+NEWFsHr/zmtdh0kjkwHIVKDQFT0JP0OmKZ9iC6Q7rurB52X1olAoDAbDyMio6ikajcZgMGg09BhGP9CaOJmPmaI4HG5t2trEqFAi219Q+WiQH3OX//AeAeG+mc+/yTJFWygxF14dBwBoOxMoFR3UjGnk4PGuBKXTCWZmZsqHBQUFjx49Gj58+KpVq2rtkie0H2GN3uRxu258XM6XSmTf2mWGQaekbO/WuC5Do8EQREPkHHbW8B6y0oouay94otGp+XQy6aa7vQO94mKR1sSpYcQNxbWjTol8kj9mV0LlcdwBSL0I9VtBry2KsTXDnVF/bQCwt7fPzs4mk8k8Hi8vL69x48br1q0rLS3966+/iI5GAHRFWCNXO9PErV07uViYGlNrnDuT+wTurQO5FD8SiGWrIlK1lpBwYrF4wIABly9fJjoIoh5kM3OrOUsVh21MjIZYmYrk2NacUsWg5EMG+8w/RKT7CqFEvuLUm8pjdjakXwUSWXkDentLY7/BTgSE02EmJibNmjWj0+nDhg1LSaml28mhQvglDSyM7gV0vLCkXU93ayMq2ZxBpVOV/sYwGbw4CnnPIbVyt5pTj/IepLKq+bMMUXh4+PXr1/39/aVSKdFZEPUwHzGO7lLZbGWFvSWTTL5RxothV/aOYB0IV1w16o7tV959KFJqcBF3EORScO4Plk0VY9vGu5rU+gf5eXl5UVFRIpHozp07hYWFQUFB4eHhDx8+3Lx58/Dhw7/+fkOEbo1+K7FU/iaPl5rP9dr/qnKHpoIXcHc10Bgw6IBiTlrbJubPN3c2+EZrHz9+dHFxKS8vv379er9+/YiOg6iN8MXz3JljFLvy7i0oC80ra2ZMu+JmR/n0XW3af6j1Qn9qvXq60G6GI5S+zub0DnpauQd97lO4vwHopjD4IBiZ42MdnS1i13cy9J/Lr3v27Nm5c+fwr8ePH+/k5HT06NHs7OwuXboMHlylbUjtgArhd9t2OcP/tNL9z/sbIfcJOPWF3xYrxg57t/LqbuBLKWbMmHH48OEhQ4ZcvGgI27ciygpWzOPduY5/LZJjfyTn5oilmxpZj69bOc+CbGQsl8mMnFzMR4w3GzSCZKztR+OJ2ZzwG+8vxRWV8cUY3hwRJ5fCtfnAzoH23tB8KD5GIsHjDZ08nCy0HBLRC6gQfjexVN7S/0Gaom8FNx+uzAVMCn13gnXFQ/j6dYxSQ7rXYerihAK1SEhI6NChA5VKTUxMdHFBUw8MjbQgL2tkb0xYcafxeilv4fsiCyo5yt3Bgqr6PEVqxHgllFpMmWXcvqN24nGF0uAr7x7ngIRpJ6u6dWjKeUg4BOYOMGAvkCt+Bqd1czgyu5V24iF6BxXCH3ExrnDYzrjK44TDkHIO6rpC3xD41LHbb7DT1nHNq3+//uvWrduDBw9WrFixbds2orMgGsH6c0fpocpWMhPTC55whF425qsdVFfg5Yml3V4TsWdh4+7QeYXqoLAMLnuDhAe/bwC7DviYqTElNaS7naWxthMiegIVwh/Ub9uzm68+9baXCOCKNwhY0NkPGnfDx+hUcuLWri6G2Nv+1KlTEyZMsLGxSUtLq1OnDtFxEI3AhIKskb2lBXn4YYpAPOxNHgBccbNvZvzZ2tASqWz+uyIAADKZalOf2sBec6kkMizhQ7lYhgEGYNsWfhmv+oonuyDjJth7QPd1irEtY5v7D6ldk0Vv3bq1ZMmSOXPmLFy4UOXUrl279u/fHxYW1qdPH0Ky6SCDvXenaTsnubVZWVyx2xmNAa0mwZNdkHAI7D2AagwAYql8xak3/y1tT3BQdRMIBCtXrgSAoKAgVAUNGMmYYTV32cd1y/BDNwZ9jLXZqWLO5mzWsWb1lV9pTaWcdmlQcWBkTNq0BdxV9+RSlyn7XmIZ5VDT0t7Sd/DuNpCp0HaGYqx+HSOf/k2rf73hKi8vT05OLiwsrHqqsLAwOTm5vLxc+6l0FiqEP8jd3nR2r0Z7bn3a/9qxL7y9ASVpkHIOWk7Exy7GFd58VfRHK4Pa/3rbtm2ZmZlt27b18vIiOguiWSQKGcgUkFdMxVxiZ3G1lPeQI7hXLvi9Tg1TY0SC9JXL+zmu0V5KZXEHAJOD6zAwr5yqJpLIqbW1rSjyjdA6wh+3cZRLXbOKvk1AIkF7bwASJJ8F3kfFaz7bI1v/5eTkhISEAEBYWBiZjL55DFz8rpCTH8vulQvw72ArKmWBrQUAbMphiWt+pGInZbUWftBSRGWZ0fAxEYwtoIXSvokYJky7ufXvCwTkQfQH+l324yxNaOtGNKs8rusGjbuCTAwvjijGknO5++9kERBOM3x9fXk83vjx47t160Z0FkSzXj18MP3+MxoJzrG4O/IqOstMrWfWzJiWKZIcL+LU9Ea6XNqf/UJbMT+RieHFUQCAVpOBrvRg/u01YdLlQ4eP1PA2BAFAhfAnze3dqGVDpQ62bWcA1Rgyo+Hja8XY2rNpxRwxAeHULTY29syZMwwGY8uWLV9/NaLn9u7YMauhzWhrs+2N654r4YrkGABQSCR81uiu/LI8sVSCYVX/h2GytrxUkEu1+r/kM8ArBEtHcOpb+e8gYMHb6+A+xjB+AH+ARCLhVSGRSL7+zloGPSP8KRQyKWyye6+gJxXHzLrgNgIST0LcAegXDiQSAJTyJBvOp++e2oLIoD9NLpf7+PhgGObn59e4cWOi4yAal5qR0Z9BA8CMyaR6NEqBRNrYiAYAXcwZHqbG8TzRF5dMZMKjaK1FBQB8hhq0nw0kpQ/3z/6EVlOATBVJvrVvvoEJDg4ODg4mOoUeQIXwZ/VsYT20ff2LcZ9mZ7mPhndRUJoB724rPpzui8ry7vn5taO+OXz48LNnzxwcHHx9fYnOgmgDiURSPAbEMCBB5XwTKWBywCikzwZVSKvduUzT5ErXOpnRQKGBvQfkxxOQRDd069atZ8+eKoN37tx58OABIXl0FiqEarBzktuNV0UVnzopdGgzDR4Gw8tj0Kgz0EwAQCbHfP5NvrPqN4KD/igOh7N27VoA2L59u4mJAa6MRKpq5uiYnhzXyoQqkmPFUll9WkVhu1nGj+eKauoyg0tgNB3dWLsfmJLPwosj8Hw/DNhT0U0mPx4ELLi7GkQcubjs7Nmzo0aN0mokHdC1a9d169apDIrFYlQIVaBnhGrgaMP06ae0UKlxd7D5BYRl8DpCMXY3qaTyqlHfbNy4MT8/v1OnTmPHjiU6C6Il85YuO5j18XIpb1VW8XArUyMyCQAkGLY9txQAltha1lQFZUB5wmxW7SkNch0GZvbAzoa3FS1SoaMP9N4GPQNJbac1/sWzFlZB5NuhQqgeq4c52Voo7dLe3htIJEi9CJxcxdjS4yn6+KwiIyNj9+7dZDI5LCyMhFr31xptunQ90OO3Eomsv6XJcntLfPDvQvYHkcTZmDaurmlNbxSRqDfM2mor5idkKrSdDgDw6jiIPttm3cTGceb06drOg+gVVAjVw8yYunmMUmdRSydw7ANyKSQcUoy9+8gPv/lB+9l+0pIlS0QikZeX16+//kp0FkSrfvXxn9bAoncdJv7xp1gi219YDgABDlaUGj4SYUDKpNd9bdxIizE/cegItu1AzIXEE8rDdLN6K2YOIyAPoj/QM0K1mdbNfv+drKcZZRXHradC1kPIeQL5cWBb0Wht84W3k7vYf3btqNvu3Llz+fJlMzOzTZs2EZ0F0TY5lw3yynsYwXmlXJm8rwWzi3mNOy6RjIzcg3dmuPyioUjefyc+SC0VS2u4s9LeG64tgPRr4NwfLJrgYxQKSSSVM+nE75uI6CxUCNWGTCKFTXbrvOFRRc8NYwtoMQZeHIG4gzCgNf4AnyOUBpxJPeStH9vBSKVSHx8fAFizZo2trS3RcRCtkvN5rH07FYev+eL/Srg0EmnFp9ukVZEZTAvvxZZdPDSXKnJxu1b+DwrKRdJqGzaZNwTn/pB2GeIOQK8gfKyILQ6+/G79SK0/tiSUtbW1h4dHw4YNq55q2LChh4eHtbW19lPpLLT7hJpN3PviZGxFw36QS+HqPODkQvvZ0HwIPkYmkR5t8NSLDULDw8N9fHycnJySkpKMjPTmKhZRi5LQoLLjB/GvMYDxaQXPucI5Der42lVfCEnGDIup3lbePpoOlsMSdtv4uKBcJFDsR69MzIXLs0DEhm4B4NAR3xaNQaekbO/WuK62tw4mkEQiodFoX38dAgDoGaHaBU9wNTH6dBNG0QU/8YTiAb4cw3z+TdH9jx8sFgu/HRoaGoqqYG0jyc4sP3NMcXiRxX3OFdalUebUr2a/ERKTSbWq12D7Pi1UQQBwsDJ+tbXr+E52DDqFRqnyG4xuCi0nAADE/w2yimWFArHM/3SqFrLpiOzsbEdHxz179nz9pQgAoEKodvaWxssHOVYeO/wGtu1BzIVXxxVjj9JLTz/Kq+bNuiQgIKCkpKRXr16DBw8mOguibcUhGzFxRVsygRzbmVcGACvsLE2VCg+JQiUZGxu387BZFdjo2kNmp+5ai2dqTDk0q+WrrV0X9G3SyJpBJZMoyvtLNBsIFk2AWwCplxRjpx/lRb9haS0hsVasWJGTk/Pw4UOig+gNdGtU/QRimfuK6A9FgopjdjZcWwCYHPrvAouK5YYOVsZvQrpXXjtq3blz5549ewYAFhYW/v7+KmeTk5Nbt24NAAkJCb/8oqmJD4huEjx5mDdvkuIwNK9sb0FZCyb9gqudogyaj5povcifbFLjIgptksiw90X8X9fEsPmfbpYWvoQ7q4DGgEEHgGGFj7VtYv58c2eyoS8Bio2N7dKli7GxcUpKCuqG+I3QFaH6MeiUreNcK4/xB/iYHOIOKsZyWMLtV94REO6T48ePt2vXbvTo0dVe8C1ZskQqlc6bNw9VwdoGk0mLd2xUHOaLpYc/lpMA1jhYKX5ZkM0trOYt05EqCAA0CsmlgUnAUKXpMPVbg0NHkAjg5T+KsYQP7CP3v9Af1RAoegKvWLECVcFvhwqhRoztaNvdzaryuNUkMDKHwpeQ/UgxFnzlXeVVo9bl5ub26tWrffv2LVqodgM/f/78rVu3rKys8LZqSK3CjvhHnJGmOAzMKRXIsSFWph1MjRWD1vN9KXVqnDtKlMX9mrjYKvX/azcLyDR4HwUllf86qyJSy/lSAsJpi6In8PLly4nOok9QIdSUsMnulc8t6KYV29Yn/A2yT49exDL/028ISgckEmnevHmdOnXy9fVVvj0uFovxO6WbNm1CE6xrGzm7rPTvyhkWz7nCm2U8Bpm0zK5ykjPdycVsuC522qNTySET3CqPTRuA61DAMIjbD1DxHf6RLQ68+JaYfJqHegL/MFQINaVNY3Ov7g6Vx80GgEVT4BZA6kXFWMTjfKIe4D958iQiIiImJiY6Olr5ofqOHTvS09Pd3d29vb0JCYYQqGRviKy8Yg9eOcDmHBYGMKdBHTt65YLjusvWkCg6uv54cDubfq3rVR63GAcMKyh+Ax/uK8bCb3xIy+cREE7zNm3alJ+f7+npiXoCfy9UCDUocEzzOsxPvzJIZGg/CwDgdQQIKoufz7/JMjkB85VEIhEAkMlkGxsbHq/i90JhYeHWrVsBIDQ0lErV0V92iIaIM9I4F04rDiOKOa/5Yls6dbpN5ZIJk179Gb91ISLdt9o50Y1G+XQnhsaA1lMAAF4cBqkQHxNL5b4nUwhKp0EZGRm7du0ik8nh4eGoJ/D3QoVQg2zM6QHDnCuP67cGB0+QCuBl5QotQh7gl5WVeXp6+vv7z507t7y8vEVeWPkAACAASURBVEePHvi4n58fm80ePnx43759v/wnIIaneMcmTFYx65Irk+/KLwOAVfaWjE93+El0uvVCP8LyfRs3e9O5vZUmiTTtDdYuwC+B5LOKscvxH2+8LCIgnCahnsA/Ay2f0CyhWGrfdSpLygTX4QAA3AK4OhdkEvhjJ1i74K+xMaen7fi98tpRK7hc7pMnT0xNTTt06EChUAAgLi7Ow8ODSqW+fv26WbPa1Y8K4d25XrBinuIwMId15CO7vanRaRdbxcWF5YwFVvOWERLvu5TyJC7L7hdzKh7GQ/EbuOULFBoM+gtM6uNjbvamL7d0rbx21HN37tzp3bu3mZlZamoq6ob4A9AVoWYd/vtAM0YJ5D6rODZtAM2HAnz2AN/N3rSUJ6nxj9AMU1PTXr16/fbbb3gVxDDMx8dHLpcvW7YMVcHaBhOLS3ZvUxxmiiTHizhkgDUO1opCQbGuZzF1NiHxvpelCW2DcmfRuq7QpDvIxJBwRDGWksvdF5VJQDgNQD2Bfx56DqRBeXl5Bw4cOHjwYP/x80oUo7+Mhfd3oPgNvI6wce00v0/jAW1oJVnJJVkEJoVr167FxMTUr1+/6uJ6xOCV/XtAkl1ZFTZmsyQYNr6u2S9MumLQevFK3Vk4+FWzezXafzfrVRan4rjNdMh5DFkP4ONAsGmJj60/lz6hk11dM3qNf4qe+PPPP1+/fu3k5LRo0SKis+grdGtUg4YNGzZz5kxHR8fp3vPiHf0kin75qZcg4RDIdWs9E51O3759O/pZqm1krOKsYT3kPC5+GMMWTHtbaEoh33a3r0er6Hxk5NbS4Z//gKxPN5DuJpX0CnpSefz6FLw6DpaO0C8cSBX/IvP6NN47TXUdrX5hsVguLi4lJSUXL14cMmQI0XH0Fboi1JSIiAg2m+3u7v727VuyXDzds87+mDIAIJGgCb3wvVxat27dRo2I2L+0OllZWcXFxa9evSI6CKJtJeFbFFVQimEbc1gAsMjWQlEFgUSq67tWv6ogAPRsYT28Q4MLzwsqjt1GQsZtKH0HGbfAuR8+tv9O1uyejVo1MiMs5U9bs2YN3hMYVcGfga4INSUkJOTp06cAwGazExIS1m3asi6+UeO6jPntpbNG96JQKK9evWrevPlX/xztePv27S+//CKRSJ48edKhQwei4yBaIkpJzJkyTLH77uGP7KAcVmMj2nV3O/qnKfhmg0bYbNhBXMYf9+4jv8WKaKHk0y6+mdHwcBsYW8CgA0CvWG/es4X1nVW/ERbx5yh6AsfHx7ds2ZLoOHpMzz7l6RFfX98zZ86cOXNm586dv/zyyzzv6Q/XeT7d1Olo2FqZTLZo0SLdqYIA4OzsvGDBArlcvnjxYvTZqLbAsOLtGxVVkCWV7ckvA4A1DlaKKkhmMq0WrCAs4c9xtGH69G9aedy4G9i0BGEZJFUul7ybVFJ51ahvFD2BURX8SagQapyjo+O+ffsAwMXW5ExERHR0tI2NTUBAANG5VK1bt65BgwaxsbFnzpwhOguiDZyrF4QvnysOd+aVsWXyLuaM3+tUbmBr4TWPWq8+EenUY/VQZzvLyi6p0N4bSGRIvQTsysW7vifeVF416o8LFy6gnsDqggqhxhkbG7u4uACAQCDA52QGBgbWqVPNBqfEMjMz27hxIwD4+vry+Xyi4yCahQkFrD9DFIcpAnFkCYdCgtUOlc3iafYNLSbNJCKd2pgaUwLHuFQeWzqCU1+QSyH+b8XYu4/8sOvvCQj3E8RisZ+fH6CewGqCCqH2BAcHZ2ZmtmnTxsvLi+gs1ZsxY0aHDh1ycnJCQkK+/mpEn5Ue/lNamK843JzDkmEwpZ55M2OaYtB68UoS3YiIdOo0tauDh1Nl03BoNRloJpD3DPIqr4YDL77NKxUSEO5HoZ7A6oUmy2hJTk6Oq6srj8e7d+9e9+6qe3k7OjpmZWl7IWGjRo3evVPdE/Hhw4ddu3ZFu3oaNmlBXtbI3piwYhew66W8he+LLKjkKHcHC2rFh2NGB0+7/SeJy6hOj9+WdVofW/mrLuU8JBwCcwcYsBfIFTPnp3VzODK7FVEJv0thYaGLiwubzb558ybqhqgW6IpQS1asWMHj8caOHVu1CgKAVCqVaZ1UWs1Cxs6dO48ePVogEKxatUrzfysIMYp3blZUQZEc25ZbCgDL7CwVVRDIlLrL1hAVT+06OltM6GRXedx8CJg7ADsH0q4oxo49yHmaUUZAuO+HegKrHboi1IZHjx517tzZ2Ng4OTm5SZMmVV8gk8m0/x+CRCLh/dVUZGdnu7q6CgSC+/fvd+3aVcupEE0TPH+UN3uC4nBvQVloXlkzY9oVNzvKp8mi5qMm1lu5maCAGpFbKmy+7D5PJPt0/BTubwC6CQw+CEYVD+w7OlvEru+k4zs3oJ7AmoCuCDVOLpf7+PhgGLZ8+fJqqyAAUCgUqtZVWwUBoGHDhsuWLVN0H9XgXw2ifXJZ8Y5NiqNCiWx/ARsA1je0VlRBspm51ZylxMTTGHtLY7/BTkrHHmDXAcQ8eHVcMfb4bdnJ2DwCwn0z1BNYQ1Ah1LijR48+ffrU3t5+xQq9WY+1cuXKRo0axcfHHzt27OuvRnQeJhIKnj4sP300f4m3OK1yN77g3FK+XN7PwuQ3s8o1BlbeiymWVtX9Mfpt+SDHJvUqV4ZAu1lApsLbG1BaOWXU79SbyqtG3XPixAnUE1gT0K1RzeJwOM2bN8/Pzz9x4sSECRO+/gadceLEiUmTJtWvXz81NVUHF3sg30hakMfat4N7+xqJRsXEYkwsVpzKFEn6JOXSyKSb7vYOn/agpzVxahhxg2Sg2zKfeZw/dndC5XHcAUi9CPVbQa8tirE1w503jnKp5s1E4/P5bm5uWVlZR44cmTZtGtFxDAq6ItSszZs35+fne3p6jh8/nugs32fChAldu3YtLCzcsmXL11+N6KTy86eyR/bm3LiEiYRyLle5CgJAYyNaRHPbdQ5WiioIAHWXBhhqFQSAMR1tu7spXey2nABG5lD4CrIfKsa2X3n3oUhAQLiv2bJlS1ZWVrt27aZMmUJ0FkODrgg16N27d+7u7hKJ5NGjRx4eHkTH+W7x8fG//voreiyvp0p2bWOf+SennF0ukzsa0YzIqpNA3gklIgxzY1TuQ8Ts0tM2/JB2Y2rbi0x2h4CHMvmn33vpV+HZn2BaHwb+BZSKv4rRv9meWdSWsIjVUUxhi46O7tKlC9FxDA26ItSgpUuXikSiqVOn6mMVBAD8s6dYLNajp5sIjnMxovzMP3IBf1tu6eCUvAxhNTs/z874ODilcm4IiUqtu3S1FjMSo01j8+ndHSqPnfuDZVPgFsKbC4qxyCf591NYBISr2dKlS/l8/sSJE1EV1ARUCDXl7t27Fy9eNDMzCwwMJDrLj9u6dau5ufl///138+ZNorMg30paVFi8fSMm+PY+eRgAGHfwpDV21Fwq3bF5THML5qcGOiQytPMGAEiKAH6R4jU+/yZXXjUS7eHDh+fOnWMwGHr9y0SXoUKoETKZzMfHBwBWr15ta2tLdJwfV79+/ZUrVwLA0qVLJZJqrioQHVR6cBcm/a7/WCQAECe/xKrrsWB4bMzpAcOdK4/rt4KGnUAqgpf/KsZeZLIP3csmIFwVij1h8LncRMcxTKgQasSff/6ZmJjo6OiIl0O9tnTp0mbNmiUnJ+/fv5/oLMjXYVIp99p/2Pd/asFkcsGTB5qIpGt27dp1dtNEs+fbgfup22rbmUChw/u7UJSkeFlAZFoZn/gPfwcPHoyLi8NX9xKdxWChQqh+paWlGzZsAICdO3caGel9z2I6nR4cHAwAa9euLSkpIToO8hWilESg/MjPtZzP5z24q/Y8uuby5csnTpy4du2q/7KFEPNpRrRpfXAdDoBB3AHAMAAwppFn/t6Q9kN/k2rEZrPXr18PADt27GAymcSGMWAGO0+aQHjB6Nmz59ChQ4nOoh7Dhg3r27fvrVu3NmzYsGvXLqLjIF8ief8Wk6n2A7pVzk/ki1QGOSptgzC5OOW1RrPpgqSkpEGDBllaWq7yHhEUsJQnYAHDCgCgxWh4dxtYb+HZ7tbtO078za6eoCDy1CNi0545c6agoKBz586jRo0iNolhQ4VQzfBbiBQKJSwsjOgs6hQaGtq6des///xz1qxZaDtsXSbjsKHKoz586/mvknPYGkikW3r27Dl16tSWLVumpqaShaVUKVcKVgAAVAY49aW8vSJ7e/Pl25svI4gOCgAAdDqdyWSuX7+epOMtUPUcKoRqhk8qWbBggYFVC3d399mzZ+/du9fHx+fOnTtEx0FqRDZmAIUCnz/b2u9k46S00SBuWnphjvizkkkyMgZD5+HhcezYsfv377dv397Gpl7vfi33PywHACsTqokoKVvIbdOmTevWrYmOWSE6Ovr9+/enTp3q3bs30VkMGSqE6oQvM7C0tFy3bh3RWdRv06ZNp0+fxpeFGMxdX8NDc2hEplFln+8ya0ujNjFSLYS0KhcZNEdnqAU8PDw8PDyePHlibW29dZrHpaTowe3qtxDFLj6YaG9vHxMTY2JiQnTGChkZGS1atDh69OicOXN+/fVXouMYLDRZRm0UC883btxYt25douOon6LA440CiI6DVM+oZVu58Ef+65CYJkzPajbLNDClpaXdunUbMWLE3LlzDx48aMGkpe/8PWRM462b1wNAcHCw7lRBAHByclq0aJFiBQXRcQwWKoRqExoamp6e7ubmNnv2bKKzaMq8efNatmz57t278PBworMg1SMzTYx/9YQfeKQkl5l0N/z7b5aWllevXt23b198fHyrVq0AwMSIoss9gdesWWNra/vo0aOICN14bmmIUCFUD0Vz6tDQUBpN9R6UwaBQKKGhofCpmTjRcZDqWc9bRv7Op30kI2PzEePJZuYaiqRTzMzM6tevrzjEP9iRyeSwsDAdnJNiZma2adMmAFi+fDmPxyM6jmFCzwjVY+XKleXl5UOHDv3jjz+IzqJZvXr1GjJkyKVLlwICAg4dMvAGzXrKyK2l6cDhnGsXMMG37aJAIlPMza3m+mo4l47Cb/V7eXlV7Qn85s0b7d+QZDAYKjt4e3l57d+//9mzZ9u3b8eXFSLqhXafUAPFLg2JiYkuLrq4k5l64Q/w9XdXjdoAk0jyvMeLUpPuFZW+E0qGWplYUSkqr7nA4pZJ5V71LchMpv2Rc3Qnw//Wreru3bu9evUyMzNLTU2t2g2RTqdrv7MgPpFHZTA2NrZLly7GxsYpKSmNGzfWciSDhwrhz8IwrHv37g8ePPDz89u6dSvRcbTEz88vODjY09Pz4cOHOng3CQEATCwqXLlY8PSBnF9j922SsTHFzNx277+1swrKZLK2bdsmJiZu3brVz8+v6gtat24t/nwTRy1o3br16dOnq46PHz/+9OnT48aNO3XqlJYjGTxUCH/WyZMnJ06caGNjk5aWVnt2cudwOM2bN8/Pzz958qQOzi9AFLhR14t3bJTzOJhACHKZYpxsYoJJ5XVGT7Kc40Nm1NLeXXv27Fm4cKGjo2NycrLud0PMyclxdXXl8Xj379/v1q0b0XEMCiqEP0UgELi5uWVmZh46dGj69OlEx9GqQ4cOzZw508HB4c2bNzo14xxRhWGChGeCh/eESS/lnHISjU5r4sTs2JXZrReZWXv/w5WWlrq4uBQXF//333/6si52/fr1GzZsaNu27fPnz8lkNNVRfTDkJ6xduxYA2rZtK5PJiM6ibTKZDF/hu27duqpnr1+/3qlTJw8Pj127dmk9Wq1WVFQ0cuTIdu3a9ejRIykpieg4umvBggUA0LNnT6ICPH/+fMKECdOnT8cPc3NzBw4c6OHhMWXKFC6XW+1b+Hw+/oDw77//1mJSw4cK4Y/LyspiMpkkEik6OproLMSIjY0lkUgMBuP9+/fK42w2u2HDhjk5OXw+v1WrVvHx8QQFrI0uXbp08uRJDMMiIyMHDRpEdBwdlZSURKPRKBTKq1evCAkgl8uDg4P//fff3r174yMjR448duwYhmF+fn5r1qyp6Y0nT54EABsbm7KyMi1lrQVQIfxxY8aMAYAJEyYQHYRI+APCsWPHKg9ev3595MiR+NeBgYGBgYFERKvtXr161blzZ6JT6Ch8mdOCBQuIjZGYmKgohBYWFmKxGMOwlJSUDh06fOFd+APC5cuXayNi7aBzd5lfvnx5/PjxrKysqqfu3bt3/PhxLper/VRVxcbGRkZGMhiMoKAgorMQCW9JFRERER0drRgsKiqqV68e/rWNjc3Hjx+1lofL5R4/fvzevXtVT2VlZR0/fvzly5daC0Os/fv3jxgxgugUuujixYu61hOYx+MZGRnhvTi++iMTFhZGJpPDw8PT0tK0FdDA6VwhjIyMnDx5ctVlNAAQEhIyefLkgoIC7adSoWj95+fnV8vX9Dg4OPj6+gKAj4+PTFYxKdHa2rq0tBT/msViWVtbay1PQUHB5MmTQ0JCqp568uTJ5MmTIyMjtRaGQLt3787MzFy4cCHRQXSObvYEZjKZIpFILpcDQElJyZeDtW3bdtq0aWKxePny5doKaOB0rhDqhUOHDj1//lxRA2o5/NNAQkLCkSNH8BFPT89Hjx6xWCypVPrff/+hHWS0SSwWL1iwID4+/uzZswbc7e+HhYaGpqWl6VpPYBKJ1KlTp8uXLwPAuXPnevXq9eXXb9mypU6dOpcuXbpx44ZWAho4VAi/G4fDwSeLhoSEoGUDAMBgMPBOAqtXry4vLwcAS0vLrVu39u7d29PTE/9/ojPWImvXro2MjMzJyRk0aNCQIUOIjqNbdKon8ObNm+fMmZOent6nTx8OhxMeHr59+/ZOnTrFxMSsXLnyy++1sbFZtWoVfNoAVSt5DZrWnkYKBIIJEya0aNHit99+e/r0aU0vW716NQCcOXOm6qmBAwcCQHp6uiZjft2yZcsAoFOnTnK5nNgkOgV/gO/r60tsjPT0dAAYOHBg1VNnzpwBgNWrV9f03qKiojFjxnh6erZu3To3N1eTMRFieHl5AcDQoUOJDqIGIpEIb+gYHh5OdBa9p70rwoMHDwLA69ev9+/fP2vWLK39c9UrIyNjz549+JNq1FpMGf4Af9euXfr7AH/+/Pl9+vSJjY1NSEiws7MjOg6iZgkJCceOHaPT6cHBwURnUQM6nb59+3YAWL9+fXFxMdFx9Jv2dp8oKirC11+3bt2axWKx2Wxz8xr3fDl69GhMTIzKYFJSEv5Fenr6/v37NRf1C65cuSISiWbMmNGhQ4eqZzEMqw3Vsdp/zbZt23p5eR06dGjIkCGDBg0iJNjs2bPxYElJSYsXL1Y5+/bt2y+8VyqVRkVFBQcHX758uV27dvb29hoMimgdhmGLFy+Wy+U+Pj4G0xl/yJAhf/zxx82bN9evX79nzx6i4+gzrV17vnr1ytXVdePGjZMnT2YymdnZ2dW+DL81SqVS6VXgLYXS09Nv3bpF1F+Xqampqanps2fPVGKnpaUNHjx4z549mv+LJN6ePXsGDx6clpamMv7s2TP874eo/zq3bt3Cb42SyeSq3z9UKhVqvjWanZ3NZDK9vLy2bdvm5ub24sULzf9FItpz4sQJMMR16MnJyXhngJcvXxKdRY9p74qwZcuW9+7di4+P9/Lyunr1atUdT5SdPHly9OjRKoODBg26evUqALi4uOD3BLQvMjLy6dOnwcHB+AMnhaSkpMuXL8fExIwdO1Z35mRrQmlp6bp160pKSmbMmNGsWTPlU9u2beNyuR4eHlX/22mHi4sLPnGgf//+V65cUTkbGRmJ90ColpmZWd26dQ8fPgwAdDr97NmzrVu31mhaRGsEAgE+tQSfbEl0HHVyc3ObM2fO7t27lyxZcufOHaLj6C1tVl2pVIph2L59+77QjUXHJ8vk5OTgM0Xv3bunckpHelVo2vz586G6Do0xMTEkEonJZGZmZhISDPczk2VatmwZFxeHYdiYMWP27t2rwZSIdhl2T2AWi4V/+D5//jzRWfSV9ibL5OXldejQoUuXLjExMbt379baP/fnKc9Otre3x/ctU14/jtu5cyeVSt23b19iYqK2I2pLcnLygQMHKBRKWFiY8riiw8DKlSsbNWpEVLyfdOjQoQULFrRs2dLExGTmzJlEx0HUIycnJyQkhEQihYeHG+SODZaWlvi29b6+vkKhkOg4+onoSqxKp64IxWKxl5eXh4dHq1atQkJC8EE+n9+kSRMA2L9/v8rra7paMhg1XfX+9ddfANCwYUMej0dIMIWfuSJEDNLYsWMBYPz48UQH0SCpVNqyZUsA2LJlC9FZ9JIBfj5So+Li4t69ez958uTx48cbN27ELwEZDMa2bdsAICAgoKysTPn1mzZtsra2vnv37sWLF4lJrEn//fdftR0a2Ww2/oF0x44dTGYt3eIV0U2xsbFnzpxhMBj4OnpDpbhJExgYmJeXR3Qc/YMK4ZfY2tpOmDChrKzsypUr7du3p1Ao+PiYMWO6d+9eVFS0adMm5dcrisTSpUtFIhEBiTXmCx0a169fX1BQ0Llz51GjRhGUDkGqUat6Avfs2XPYsGFcLhe/qYZ8H6IvSVVlZGRERUUVFhZWPfXixYuoqCg+n6/lSPPmzWvTpo3K0oiEhAQKhUKj0d68eaM8rrhHsW3bNu3G1Cy8iZqbmxu+U4xCeno6vrLl+fPnRGVTxufzo6Kiql38UFhYGBUVlZGRof1UCCEOHDgAAA4ODjXtc2tgMjIyjI2NSSTSkydPiM6iZ3SuEOomqVTatGnTnJwc5UG8P07Vx1FRUVEAYGZmlpeXp8WMGlRQUIBPOr9x44bKqQEDBgCAt7c3IcEQpCZsNrtBgwYAcPr0aaKzaI+/vz8AdOzYETWA/C6oEH5JdnY2vtl3aWmpnZ1dQUGB8tnCwkILCwsAuHbtmsob8WbH06dP115WTaqpQyPe2cDc3Dw/P5+QYAhSE3xnmNrWE5jD4eBLtI8fP050Fn2CCuGXCIXCxYsXe3p6du/e/ciRI1VfgO975+rqqnLD8O3bt0ZGRmQy2QDuUcTFxeGNWlJTU5XHJRJJixYtAGDHjh1EZUOQail+AL/Q399Q4U0h7O3tq70hzOPxWCwWi8UysA47PwkVwp8iFoubN28OADt37lQ5hU8t8fT01OsPpHK5vGvXrgDg5+encmrHjh0A4OzsLBQKCcmGIDXBu93OnDmT6CAEkMlkHh4eALBmzZqqZ0eNGvXHH3+MHj16yZIl2s+ms1Ah/Fl4Ky9zc3OVG6dsNhu/R4HfXNVTNXVo/PjxI35b+OrVq0RlQ5Bq3b5928Ae0n+v2NhYEolkbGz8/v17lVOdOnVS+U2FYKgQqkX//v0BYM6cOSrjf//9t15PWuPz+fik80OHDqmcwnf37t27NyHBEKQmEonkl19+AYDt27cTnYVIEydOBIDRo0erjDs6Oh44cCAsLKxqjazNUCFUg5SUFBqNVnUJgUwmw3eeWrduHUHRfkpNHRpfvHhBoVCoVOrr16+JyoZo2blz5/z8/Kr97bl7924/Pz+RSKT1UNXA15U7OTnV8jv2NXVFPnny5K1bt44fP96oUaPi4mKt5Xn//r2fn9+5c+eqnoqNjfXz84uNjdVamKpQIVQPHx8fAOjSpYvKE0H8HgWDwdC7z19ZWVlMJpNEIkVHR6uc+v333wEAPWOoVWbMmAEAVb8ZMAxr164dAHA4HO2nUlFSUmJtbQ0Aly5dIjoL8TZs2AAAbdq0wXc7UDF48OCqq6E0Jzo6GgBmzJhR9dSuXbsAYPfu3VoLUxXqLKMe69atq1evXkxMzLlz55THPT09x40bJxAI8PU9esTX15fP548fPx6fLKMQGRl57949KyurgIAAorIhSLUCAgJKSkp69eo1ePBgorMQb/ny5U2aNHnx4sWhQ4fwkdLS0u3bt7PZ7Pfv3ycmJuKzvhFALdbUxcLCYuPGjQCwdOlSPp+vfCo4ONjExCQiIgL/TKQXYmNjIyMjGQxGUFCQ8rhQKMRnwwYFBVlZWRGUDlGb0tJSsVisMvL+/Xui8vyMpKSkgwcPUqlUla1Raq2qXZHNzc1pNNqIESOWLVv2999/Ozg4EJ3x68rKypS/RVkslvJ2QOqCCqHazJo1q3Xr1tnZ2aGhocrjDg4O+Nreqjs36aYvdGgMCQn58OFDixYt8BtliP7KzMycNm2ao6Oj8j0MsVjcr1+/Nm3aEBjshy1ZskQqlc6fPx+fLINAla7IFArFx8cnKirq/PnzvXr1IjrdV+Tk5MycOdPR0RGfu/727duJEyc2bdr0xo0bav9noUKoNhQKBS+BQUFBWVlZyqfwipKQkHDkyBGC0n2HQ4cOPX/+XFG/FXJzc/EPmKGhoVQqlaB0iHoYGxuvXbsW7xmksGXLllGjRuGTLPTL+fPnb9++bWVltWbNGqKz6JawsDAKhbJ79+7U1FSis3wfIyMjf3//OXPm4IdMJjMoKAjfVEvt0K8zderRo8fIkSPPnTsXEBDwzz//KMYZDMbWrVvHjx+/evXq0aNH4307dROHw8Eni4aEhKj8QvT39+dyuaNGjerTpw9B6RC1qV+/vsrImzdvrl69+vDhQ5VbGsp8fHyqfvfie0ACwJ07d4KDg9Wb8xs9e/YMPu2DpnKKz+fT6fTa8NGNy+UymUyVzYfbtGkzffr0gwcP/v77761atSIk2P79+/Evrl271rNnT5WzOTk51b6rXr169erVUxza2dlpKB6gQqh2O3fuvH79+vHjx729vbt06aIYHzdu3L59+6Kjozdv3rx9+3YCE37Zhg0bCgoKOnXqNGbMGOXxx48fnzhxwtjYmKjfdIhGyeVyb2/v8PBwGo32hZfxeDwSiaQyqLjhn5ubi7ef1T5ra2s6nd63b1+V8StXrsydO9fPz2/BggWEBNOmxYsXJyQkt42YpAAAIABJREFUHD58WOXmdo8ePf7999+CgoKCggJCgnE4HPwLiUTCZrNVzgqFQq0nUoUKoZo1atRoyZIlgYGBPj4+T58+Vf50FhYW1qFDh127ds2aNcvFxYXAkDXJyMjYs2cPmUwODw9X/n2HYRj+1NDX17dp06YEJkQ05NSpU69fvw4NDQ0NDS0tLV25cmW1O9kePHhQZRYxALRv3z4+Ph4AevfurYnnN98iLCzsxo0b/v7+Z8+eVR6XyWQ5OTlr164dN26cyj6aBiY+Pv7o0aNUKlVlc2ypVBoYGCgUCr29vUeMGEFItqZNmyYkJADA0KFD8TYjynbv3r1o0SIicikhcOmGoeLxeI0aNQKAY8eOqZzC55gMHjyYkGBfVVOHxqNHjwKAvb29LqwVQ9RCLpezWKy5c+cePHiQw+GUlZVlfGJjY6Oy4xim8+sIc3JyTE1NAeDWrVsqp/744w8AmD9/PiHBtOMLPYF37twJOtAT+MfWEbJYLB8fnz179nA4HJlMxmKxpkyZcvLkSbX36kKTZdSPyWRu3rwZAFasWKFyHyAoKKhOnTqXL18m6oPzF0RFRV25csXMzAxfB6LA5XJXrVoFAFu3bsV/1yAGQCQSzZ49u7i4+NatW3/99VedOnUcPxk2bJi9vT3RAb9CLBYnJiZmZmbih/b29vhSXXzuqPIrQ0NDaTTaX3/9lZiYSEBQrTh16tSDBw9sbGxWrlypPM5isfDfReHh4UZGRgSl+0EymWz27Nm5ubn379/ftWsXm82ePXu2QCC4cOGC+mcdqreuIji5XN65c2cAWLVqlcop/Blb1a3eifWFDo34jxba6rOW06krwuLi4jZt2vj4+AwYMMDf3x8fFAqFzs7OALBv3z6V1+MPCHv27Km1hNqkFz2BdbyzDCqEmvL8+XN8G7+0tDTlcZFIhD8gDA8PJypbVTV1aMzIyDA2NiaRSI8fPyYqG6ILdKoQXrlyZcSIERiGlZaW2tjYKMYjIyMBwMrKSqWLJovFwh8QXrhwQWshtUYvegLreCFEt0Y1pX379pMmTRKLxSrN1eh0Or6d7/r164uLiwlK9xkWi4Wvtw0LC1O5f+Lr6ysUCqdMmfLbb78RlA5BVHl4eLx8+TIoKGjHjh3z589XjONrexT3AxUsLS3XrVsHAMuWLdOFOYpqlJ2dHRISQiKRwsPDVRZO4B08Fi5ciFqpfR2BRdjgFRQUmJubQ3UP8Pv16wcA8+bNIySYirlz5wJAr169VMbv3r0LAKamprm5uYQEQ3QHm80uLCys9n4+i8UqLCzU5p3z3NzcXr16bdiwoVWrVipbu7x+/ZpKpVa9DJJKpS1btgSArVu3ai2nFuDLnCZMmKAyrrg4LikpISSYCrFYXFhYyGazq57i8/mFhYV8Pl/7qRRQIdSswMBAAGjRooVEIlEeT05OptFoFArl5cuXRGXDKX5xJCYmKo9LpVJ8+W1QUBBR2RCkWsuXLw8JCcEwTCKRODk5paamKp+t6cHYnTt3wLA27H348CG+uc2HDx+UxwUCAb7M6a+//iIqm35BhVCzFA/w//zzT5VT+NKZHj16EBJMAW8Tgy8TVLZ3714AaNq0qUAgICQYgtRk7969Y8eO5fP56enp9vb2Khc9JSUleEf4K1euqLxx6NChAODl5aXFsJoik8k6dOgAAOvXr1c5hT/pqPr5G6kJKoQah6/w/cID/PPnzxOVDW+4/IVs1W6kiSDEkkqlwcHBAwcOnDJlyoMHD6q+oKbFcxkZGUZGRmQy+cmTJ9oKqykHDhwAAAcHB5VFdV9YUonUBBVCbajpqmvPnj0A4OjoSMhVl0gkatasGQDs3btX5ZSOXK0iyI+RSCT4DBH8DqoyPz8/APD09NTr5UBsNrtBgwYAcPr0aZVTkyZNAoBRo0YREkxPoUKoDbr5HA5/funu7q6zzy8R5Ifdvn0bfyKYn5+vPM5ms21tbQHgxIkTRGX7ecuWLQOATp06qZTzR48ekUgkIyOj9PR0orLpI1QItQTfTKTqA/yoqCgAmD59uvYjTZ8+HQCioqJUxvEZrXPnztV+JARRowEDBgCAt7e3yvjhw4cBwN7eXu2durTj7du3+A3eZ8+eKY/L5XJ8mdPq1auJyqanUCHUkpKSEnyDmMuXL6ucUrlM1Kaq/+hLly4BgKWlZVFRESGREERd0tPTqy0YMpnMw8MDANauXUtUtp+BegKrHSqE2oNv81a1e4vuUHS9CQsLIzoLgqjB0qVLAaBz584qtxBjY2PxhQfv378nKNoPUtzyVVkEwuFw8B37/vnnH6Ky6S9UCLXnC/08dYRu9kFFkB9WXl6OTyqJiIhQOTVhwgQAGDNmDCHBfgzqCawhqBBqVU0P8HVBYWEhvvn49evXlQcNYKI5Upvh26M3bNiQx+Mpj+fk5JiYmADAvXv3iMr2vWrqCfzu3TvUE/hnoEKobQMHDgSAWbNmER1E1cyZMwFg0KBBipGFCxe2b9/e09OTwFQI8pNkMln79u0BYOPGjSqnNmzYAABt2rSRSqWEZPsuX5hngO+4O2XKFEKCGQBUCLWtpgf4xIqPj6dQKHQ6/c2bN4rBsrKy9+/fo0KI6LuYmBj8iWBmZqbyOJ/Pb9KkCQAcOHCAqGzfDvUE1hwShmE/0Kob+RlLly4NDQ01MTHBW3LrAjabzePxlixZgrfkUPjw4cOECRNiY2OJCoYgajFmzJjIyMiJEyceP35ceTwiImLcuHE2NjapqakWFhZExfuqpKSkNm3aAEBCQgL+mBAnk8natWv36tWrwMBAfANt5EcQXYlro61bt6psmKILyGRy1cb86IoQMQxZWVlMJpNEIlXdUrF79+4AsGzZMkKCfSPUE1ij0BWhtrFYLBcXl5KSkmPHjvXu3ZvoOBVu3749bdo0S0vLtLQ0vMsoDl0RIgZj7dq1mzZtateu3bNnz5Q/ib548aJDhw5kMjkxMbF58+YEJqzJ+fPnR44caWVllZaWhj8mxJWWlrq4uBQXF587dw5/TIj8IKIrca1T041+wlXdIjEpKen48ePu7u63b99GnzcRfcfn8xs1agQAR44cUTlVdaaY7lD0BNbZHWwMALoi1KqqN/rLyspu3LhhbGzcv39/ld3htSwlJaV169ZyuTw+Ph7vgHr27Nnnz5/jZ/39/XX5CQqCfIsTJ05MmjSpfv36aWlpyk/oP3786OLiUl5efu3atf79+xOYsKqgoKDVq1e7u7u/fPmSSqUqxqv+wCI/juhKXLuo3OjPz893dXXdvHnz0qVLu3TpQmw2DH3ARAydXC7v0qULAPj7+6uc2r59OwC4urrqVDeJgoICvGDfvHlT5RTqCaxGqBBqT9WNCaVSqaLDU9OmTQsKCggLh2EY2oYQqQXi4uLIZDKdTk9LS1MeF4lE+APC0NBQorJVNWXKFAAYMWKEyjjqCaxeqBBqyRe2qscwjMvl2tra6sJHUTQJDTF406ZNA4Bhw4apjF++fBkALCwsdKS6PH/+vKaajXoCqxcqhFqCb/7XokULlc3/MAyTy+WTJ0/etm0bIcFUELtFIoJogV7cb1TcxV25cqXKKfwuLuoJrEaoEGqD4gfv1q1bKqdEIpG3t7ePj4/utMpFjSoQg7dlyxb44q7UL168ICob7p9//gGA+vXrl5eXK49X2xMY+UmoEGpDTTf68/PzO3bsOHr06Nu3b9++fZvFYhESr6rhw4cDwNSpU4kOgiAaoViTsGfPHpVTixcvJnzKGI/Hw1d6HD16VOWULq/00F9o+YTGxcXFeXh4UKnU169f4z97Cm/evLl48aLicPz48fh3P+HevXvXokULkUj06NEjfM9rBDEwFy5cGDFihKWlZXp6erWr1M+ePTty5EhCsgUEBAQGBrZv3/7p06fKa/8TEhJ+/fVXCoXy6tUr3Vz7r6+IrsQGTi6Xd+7cGQBWrVpFdJbvg7Y3Qwxe3759AWDhwoUq43/++ScQN2VM0Q3uwYMHKqe6desGAL6+vtpPZdhQIdSsmm706z7Fhtf//vsv0VkQRCOSkpKoVCp+gaU8rpgyFhgYqP1Uo0aNAoBJkyapjJ8+fRoAbGxsysrKtJ/KsOlc62dDwufzAwICACA4OFh3Npr4RqampkFBQQDg7+/P5XKJjoMg6ufu7u7t7S2TyZYsWaI8TqFQQkNDLS0traystBxJLpc3btzY0tISn86jIBAI/P39ASAwMBCfLIOoE9GV2JCtXr0aANq3by+TyYjO8iPkcrmHhwcABAQEEJ0FQTRCsdvtxYsXVU4ReBen6j96/fr1oD97COsdNFlGU7Kystzc3AQCQXR0NL4eSB89fvy4U6dORkZGycnJTZs2JToOgqjfrl27Fi9e7OTklJSURGy/35rk5OS4urryeLx79+7hm0Yh6oVujWrK0qVL+Xz+pEmT9LcKAkDHjh0nTpwoFApXrFhBdBYE0Yh58+a1bNkyIyMjPDyc6CzVW7FiBY/HGzt2LKqCGoKuCDUiJiamW7duDAYjJSVFR1ZE/LDc3FxXV1cul/u///3v999/JzoOgqjfnTt3evfubWZmlpqaamtrS3Sczzx69Khz587G/2/v3qOaONM/gL8JlyQEIaARFJCLEWQRL1wEBBFEWEGsepCgwiqugFpZLroF6yLapVasLupSrcj2lFLrKuxalEvLga2XrnJZWPEoNwuiEJFbaBQhARLm98d082ODtbpG3iTzfP6CmcnwZc5JnrzzzjzDZDY0NFhZWSGECIIoLi6+e/eujY0Nn8+n0Wi4M6o9GBEqn0wmi42NJQhi37596l4FEUJmZmbJyckIodjYWKlUijsOAMrn5+e3evXqgYGB/fv3487yX8bGxhISEgiCeO+998gqiBCKiYn5+uuv582bNzQ0BFVQKWBEqHxnzpzZuXOnhYVFU1OTnp4e7jhKIJFI7O3tHz58eObMme3bt+OOA4Dytba2kq2AS0tLFy1ahDvOT86fPx8XF2dmZtbc3MxmsxFCLS0ta9euvXv3LpRAJYJCqGQikcjW1ra3tzc/P5+8H0gz5Ofn8/l8Y2PjH374YfKvKQdgEuzatSsrK0smk+EO8v90dHRGR0e/+OILsk0jQujrr78+duwYl8sVCoUbN25899138SbUDNq/vAl4HR988EFvb6+Xlxeu5kxvSWhoqI+Pz7Vr1z788MOMjAzccQBQPpFIJJPJWCwWi8XCneUnEolkdHRUKBTKlwwNDeno6Jw7d05LS2vx4sW+vr729vYYE2oIjLduaJ7GxkYdHR06nV5TU4M7i/LV1dVpaWmRTVNxZwFAyX7u4X94FRUVIYQMDAzkT+2+efPmihUryJ8DAwMnPkkK/A/gYhll2r179+joaHR0tLOzM+4syrdgwYJt27ZJpVKFNhwAqDuCIMhHoe3Zs0ehMz5eq1atCgwMfPbsGXlDPULIw8NjcHAwNTX1wIEDDx8+VOu7s1QHzBEqTXFxcXBwsIGBQXNzs6mpKe44b0Vvb6+tra1IJCouLg4KCsIdBwDl+PLLLzdv3mxiYnL//n0DA4Pq6upLly7J1yYnJxsZGeHK1tTUNH/+fJlMVl1dTX7DHhwcLCwsFIvF69at43A4uIJpEiiEyjE6Ouro6Njc3JyRkaHZA6aMjIw9e/bweLx79+6pZhsOAF7L0NCQvb19e3t7Tk7Oli1bEEKPHz9ubGxECEkkku3bt7e0tOCdNUxMTDxx4oSXl9eNGzfgYtG3AvOpWU1x7NgxhBCPxxseHsad5e0aGRkhH4T2pz/9CXcWAJTgJT2Bs7KyVKHR7o8//sjlchFC+fn5uLNoJhgRKoH8hGFJSUlgYCDuOG9dWVlZQECAZp8EBhTR0dExd+7cF/YEJgjCycmppKREFXrNaN7dySoFLpZRgpSUFJFIFBQURIUqiBDy9/dXmMAHQE2RPYHDw8MnXnVSVFTk5OSkClUQIRQdHb1gwYKOjo7jx4/jzqKBYET4purq6lxcXOh0+t27d8lzhlTQ0tLi4OAglUrlE/gAqJ2X9wT29fU9efIk+YReVXD16tXly5fr6elpQAdjVQMjwjeVkJAgk8l+97vfUacKIoR4PN6uXbvGxsbi4+PhuxRQR/I2nu+///7EulJbW8tkMlWnCiKEfH19Q0JC5I/7BkoEI8I3kpeXFxYWxuVy79+/T7XrmJ89e2ZnZ9fV1ZWXlxcaGoo7DgCv5+Wzbm1tbVpaWqo28NKMp5yqIBgR/u+kUunevXsRQmlpaVSrggghAwMDco4wOTkZnkoB1ItIJEpNTUUIZWRkvPDaE2tra1WrggihWbNmJSYmEv+5/R93HM0BI8I3Ul1dfebMmezsbC0tLdxZMJDJZNHR0Tt27Fi8eDHuLAC8ht27dx8/ftzT0/P7779XrzvzhoaG5s6d29HRMb4TN3hDUAh/wcjIiFgsZrFYurq6CqvEYvHIyIi+vj41qyBJJpM9f/5cV1d34h3HLzl0AGA0sVeLesnNzd2yZYu8Dw7uOJoATo3+grNnz3I4nKysrImrYmNjORxORUXF5KdSHRUVFRwOJzY2duKqrKwsDodz9uzZyU8FwEuoe0/g3/zmN56ent3d3UeOHMGdRUNAIQQAUEhxcfE333wjn+FWRzQa7eTJk3Q6/dixYz/88APuOJoACiEAgCpGR0f37NmDEDp48KBaN0VydnaOiIgYGRkhr9cDbwgKIQCAKjIzM5ubm8m7YHFneVMff/yxgYHBpUuXysrKcGdRe1AIAQCU0Nvbm5aWhhD685//rAEXcJmYmCQnJyOEEhMT4f6lN6SNO4B6aG5unvi1q7OzE0sYFdTZ2Tnx+DQ3N2MJA8ALkT2ByU65uLMox549ez7//PP6+vrs7OydO3fijqPGoBC+klOnTp06dQp3CtX17bfffvvtt7hTAPCz6urqPvvsMx0dnczMTNxZlIbBYKSnp69fvz4lJYXP50+dOhV3InUFhfCV7Nq1a82aNQoLMzIy4NOftHLlyt27dyssvHz5Mnx7ACqC7AkcHx+vYT2BQ0JC/P39y8rK0tLSTpw4gTuOuoJC+Ers7Oz8/f0VFl64cAFLGBU0c+bMicenqakJSxgAFOTn51+/fp3L5e7fvx93FuU7fvz4woULT506FRUVNW/ePNxx1BJcLAMA0GQSiSQpKQkh9OGHH2pkT2AHB4eoqCipVJqYmIg7i7qCQggA0GRHjx59+PDhggULtm3bhjvL23Lo0KGpU6eWl5cXFRXhzqKWoBACADTW48ePyT5kJ06c0OCewMbGxuRDChMSEoaHh3HHUT9QCAEAGis5OXlwcDA0NNTHxwd3lrcrNjZ23rx5ra2tmnRZ7KTRUt+Ge5NjZGTEwMBg+fLllpaWCqvEYrG5ubm/v7+RkRGWbKpAJpMhhJYtWzZxll5+6FTwuW6ACiorKxMSEphM5uXLlzVydnA8Op1ua2v75ZdfVlZWbt26VV9fH3cidQKPYQIAaCCCINzd3aurq1NSUsiGMlQQHBxcXFwcHR0NT315LVAIAQAaKCcnZ+vWrWZmZk1NTdQZHrW0tMybN290dLSqqsrFxQV3HLUBc4QAAE3z/PnzP/zhDwih9PR06lRBhBCPx4uNjR0bG4uPj4dBzquDQvgC2dnZK1eufOedd65du4Y7i9p79OiRyzjFxcW4EwHNd+jQoc7OTnd39/DwcNxZJtuBAwdMTU1v3bqVl5eHO4vagFOjihoaGvh8fk1NTV9fn4uLS2dnJ50OXxeUw9XVNS8vz9raGncQoMkGBgYsLS1FIlFFRYWbmxvuOBhkZ2fHxMS4uLj861//wp1FPUCLNUX6+voikai7u5tGo+np6dFoNNyJNMQ//vEPHo8HVRC8bVOmTLl9+3ZJSQk1qyBC6Le//e2PP/4YExODO4jagBHhC0RGRpaXlw8PD3/++efBwcG442iIoKCgAwcOUPazCShXe3t7e3u7vb39xEcuNDQ09Pf3u7i4MJlMLNlUgVAobGxsnDVr1sSblx49etTR0fHCQ0dZcNJPUUFBQV9fX3t7e2Fh4c6dO9va2nAn0gRNTU1isRiqIFCWs2fPLl269OrVqxNXvffee0uXLhUIBJOfSnV89913S5cufeFNFC85dJQFhVDRgwcPHBwc6HS6u7u7jY0Nxd9OynL06FHoCAwAUE0wR6goPDx89erVkZGRT58+nTZt2pIlS3AnUns9PT01NTXZ2dm4gwAAwAtAIVRkYmJSWVkpEAgMDAw0vi3T5DAyMrp16xZcfAsAUE1QCF+ATqdDe0wl0tHR0dHRwZ0CAABeDAohAEBdFRcXd3R0KCyEC9zkqqurjx8/PnEhljCqDAohAEBd5eTk4I6g0srKysrKynCnUAMwbQMAUFfZ2dmdE/j5+eHOpSri4+MnHp+4uDjcuVQOjAgBAOqKw+HMmDFDYSGDwcASRgXp6+tPPD6U6kL+imBECAAAgNKgEAIAAKA0KIQAAAAoDQohAAAAStM6ePAg7gwAAPB6DA0NFy9e7OXlNbH90/Tp05ctW+bm5kblq2bYbLajo6Ovr+/MmTMVVnE4nJ87dJQFj2ECAABAaXBqFAAAAKVBIQQAAEBpUAgBACqtsrKSz+evXLmS/LW4uHjx4sXu7u58Pl8sFuPNpo5aW1vj4uIsLS1lMhlC6M6dO0uWLHFzc1uxYsWTJ09wp8MDCiEAQKXV19fHxMT09vaSv967d6+8vLyyslJbW7ugoABvNnV07949Pp8vk8nIC0SqqqpOnz5dVVXl5+eXkZGBOx0e0GINAKDStm3bNn6kkpycjBDq6upqbW21tbXFl0tdrVmzBiEkfz5oTEwM+cOsWbPa29uxxcIKRoQAADWTk5Ozbt06IyMje3t73Fk0xOjoaFZWVlhYGO4geEAhBAComcjIyIqKCkdHx08//RR3Fk0glUqjoqJ8fX19fHxwZ8EDCiEAQJ2cP39+ZGQEISSVSqVSKe44aq+npycwMHDRokUffPAB7izYQCEEAKi09PT0oKCgzs5OFxeXjo4OiUSyfPlyLy+vR48e7dixA3c69VNYWOji4iKRSNzc3L755pvIyMjGxsZz5865uLhs3boVdzo8oLMMAAAASoMRIQAAAEqDQggAAIDSoBACAACgNCiEAAAAKA0KIQAAAEqDQggAAIDSoBACAACgNCiEAAAAKA0KIQAAAEqDQggAAIDSoBACAACgNCiEAADwk/r6eso+pZ3KoBACAMBPbt68+dlnn+FOASabNu4AVCEQCJqamry9vXV1dXFnAQCgrq6upqYmXV3dBQsWsNlsqVTa3t7e2Ng4MjLy4MEDhND06dNlMplQKJw1a5a29k8flSMjIwKBwNTUtK+vz9jYmEajVVZWTp8+3dHRkdzg3r17nZ2dxsbGixYt0tLSQgg9efKEwWAYGxs3NTV1dHTMnj3bxsZmfBKhUFhXV4cQcnJyMjIymtSjAEgEmBSnTp1CCHV1deEOAgAgMjIydHV1yW+lbDa7v79fIBAofDaeP3/+xo0bCKHLly/LX5ibm0un0wUCgbW1dUxMjJmZGUJoxYoVBEF0d3d7eXkhhLhcLp1Od3Jy6uvrIwgiICAgLCwsODiYxWKRtfPAgQPyHR4+fJjBYOjr67PZbDabnZ+fP+kHAxBQCCcJFEIAVMTTp0+1tLR27NgxOjo6ODh4/fp1+arQ0NBf/epX8l/HxsasrKw2bNggX7Jq1So/Pz+CIKytrXV1dS9evCgUCjs7O8lV06ZNu3PnDkEQd+7cYbFYSUlJBEEEBATQaLQjR45IJJKxsbF3331XS0uL/CgoLCxECKWmpspkMolEsmrVKhMTk6Ghock6EuAnMEcIAKAWsVg8NjaGEBobG9PT0/P29v65LWk0WlhY2JUrV54/f44QEolEZWVlGzduJNeGhITw+XxjY+MZM2aIRKKSkpK4uLj58+cjhObPnx8UFHTp0iVyS1dX16SkJAaDQaPR1q5dK5PJ7t+/jxD661//OnPmzIMHD9LpdAaDkZCQ0N3dffPmzbd9BIACmCOcVMPDwwUFBQ8ePJg9e3ZAQACLxZKvam9vLyoqGhgYsLKyWrduHXnS5sqVK4sWLWKxWAUFBU+fPnVycvL19SW3v3r1al9f3/id//rXvzYwMEAI9fT0XLlyRSgUmpqahoSE6OvrI4TKy8stLCxmzpxZUFDQ1dVlb2+/atUqGo0mf/mNGzeqq6sRQsuWLXN1dX37BwMAPExMTGJiYs6cOVNQULB58+bY2FgLC4uf23jTpk1HjhwpLCzcuHEjWdjWrVtHrtLR0ZFv1traShBEampqamqqfCGDwSAIAiFEThaSmEwmQmh4eBgh1NLS0tnZSaf/14Ckvb1dKf8meA24h6RUQZ4atbOz4/F4y5cvZ7PZPB7v8ePH5NqvvvpKV1eXx+P5+fnp6em5urqOjIwQBMHlctevX8/lcr29vcnidOjQIfIlUVFRzv9haGiora0tEAgIgigvL58yZYq5ubm/vz+Hw5k9e7ZQKCQIwtnZOTAw0MLCws3Nzdvbm0ajbd++ndyVVCoNCQmh0+menp7Ozs4IoY8//hjDMQJgElVVVcXFxXE4HBMTE/k7UeHUKMnR0XH16tUEQQQEBKxZs4ZcaG1tvXnzZvk25NUumZmZrf9tbGwsICDAw8NDviU571hWVkYQxJIlS9zd3RVeIhKJ3uo/DiaCQjhJyEK4c+dOmUxGEERDQwOLxYqIiCAIoquri8lkbty4USqVEgRx/fp1hNAXX3xBEASXyzU3N29sbCR3smHDBg6Ho7Dn+vp6Fov1xz/+kSAIsVhsYmLi4+MjFosJgmhubtbV1SVXOTs7GxgY3Lp1i3xVUlISnU4n33JktoKCAnLV9u3bp0yZ0t/f/9YPCgC4ff/99wihc+fOkb+GhYXZ2dkpbHP48GEdHZ2mpiZtbe0LFy6QCxUK4cDAgLa29u/sou9OAAAEu0lEQVR///uJf+IlhXDr1q3Tpk2DSUHsYI5wUu3du5c8DWJvb7927dpr164hhK5fvy6RSFauXFlXV1dbW8tms6dOnfrdd9+RL3nnnXfmzp1L/uzq6ioSiUQikXyHw8PDmzZtcnJy2rdvH0Korq6uu7s7MDCwvr6+trZ2YGBgzpw5V69eJTdeunSph4eHfFdjY2PkSZjS0lILCwtzc/Pa2tra2tqFCxcODAyQp0kB0DzPnj07evRoY2NjX18f+b1z9uzZ5Coej9fW1lZVVdXW1iZ/o5FfUiMjI5lMZnBw8Av3qa+vHxERcfr06YsXLw4ODvb09OTl5f3ibF90dHR/f390dLRAIBCLxTU1NadPn1bePwpeFcwRTioGgyH/2crK6uLFi1KptK2tDSGUkJAwfsunT59OfDl5M5NMJpMv2bt3b2tr6+3bt8lJCPL+p48++ig9PV2+zfiZSIVdSaVShFBbW1t3d7e/v798rZGRkcIEJAAao6Gh4cSJE0lJSQghBoOxf/9+d3d3clV8fHxJSYm7uzuNRrtw4QKfz0cIWVpaenp6/vOf/wwPD2ez2T+3208++UQmk4WHh5PvUGtr648++ujlSTw8PL766quEhARykpLJZK5fvz4mJkZ+2yKYHHC4senp6WGxWNra2oaGhgih+vr6GTNmvNYeysrKTp48mZuby+PxyCUcDgchVFpa6ubm9ur7MTQ09PT0lI9BAdBs7u7uHR0dT5486e/vt7KymjJlinwVl8v997///fjxYz09vfH3tufk5MyZM2fDhg3yJbdv31YoV2w2Ozc3NzMzUyAQTJ061dTUlFz+97//nSAI+WYeHh79/f3kJWwIoQ0bNoSGhj548IBGo1lYWIz/rgwmDZwaxeP58+dFRUXLli1DCJE9KUpLS19rD319fVu2bAkJCYmIiJAvdHBwoNFor7srR0fHmpoaoVD4Wq8CQH3R6XQzMzNHR8fxVVDOzMxMocNLcXExh8MJCAiQLzE0NHzh6NDQ0NDBwUFeBRFC+vr64/+Ktra2kZHR+CtOtbS05syZw+PxoAriAiPCSfW3v/1t4cKFPT096enpz549S0tLQwgtWbLEx8cnMTFRIpEsXLiwq6vrypUre/futbW1fcmuoqKihEJhQEBAfn4+ucTd3d3S0jIiIuLw4cNMJtPb27uvr6+0tDQ0NPQld0ohhOLj43Nzc4ODg1NSUjgcTn19/e3btz/99FMl/uMAqLWLFy/y+Xzoj6ipoBBOEl9f39jY2E8++eThw4dMJpOccnByckII0Wi0y5cvv//++2lpaX19fWZmZoGBgeRbztLSctq0afKdGBoa2tjYkNOBDQ0N5ubm4+cCMzMzLSws/vKXv1hYWJw+fTolJcXU1NTX19fY2BghZGZmxuVy5Ruz2WwbGxvyG6idnd21a9f27dsXFhZGp9NtbW03bdokk8nG3/wEAGV1dHRUVFT84oQfUF+08SevAQAAAKqBOUIAAACUBoUQAAAApUEhBAAAQGlQCAEAAFAaFEIAAACUBoUQAAAApUEhBAAAQGlQCAEAAFAaFEIAAACUBoUQAAAApUEhBAAAQGlQCAEAAFAaFEIAAACUBoUQAAAApf0fYhtitDUJthwAAAC0elRYdHJka2l0UEtMIHJka2l0IDIwMjMuMDkuNQAAeJx7v2/tPQYg4GdAAB4obmBkc9AA0swsxNKMDCCakZFYmpuBMYOJgTWBgY2BkSmBkZ2BiTmDiYkDaFICMycDC2sGEwsXAys3gwgjUDkbAysLMxOj+CyQViS3HrBfvWqVCoTrYP/Qbdl+KHs/gn1g/4T+KapI4vZI6mFsB6A5UDUHgOJqB2B6EWyHA0hqQOIOSOrBbDEAmRYwBUU4rmIAAAEeelRYdE1PTCByZGtpdCAyMDIzLjA5LjUAAHicjZPNboMwDMfvPIVfgMhOwkeOBapumgpSy/YAlTjswmmnPn3tVtRhrSKSIBLzi/+OHS7TfJ3mKQNpp+7r9w+ezXYZ2zExQgjw4xAxO4JMoNkfPntox12zWNrhux/PQFYGSl+zu3E4LhaCFsgUKA3Q4P/Jwlnm0FR3EHIyNgR09RvQMZhvIr2QW7SLlcuExzIOMsFV8AHuVe+Fq5l7BphbU4Qaq/INGBjMN5GEgm4RJ1o5Tfm0cZwJcN93q+I/rkMz9J1eB8+P1arLstTaEvdKC+iZcFom3gm1FsPzBq85J14GTa3sLjSBd+U4TfxVlUmEWYCiM3Ng/IrPFp9E1stPwfPsBklppcMXTVOaAAAArXpUWHRTTUlMRVMgcmRraXQgMjAyMy4wOS41AAB4nG2OPQrDMAxGr9IxAVtIjh3b6gUyle4hQwkdi0vJmMPXMaWyS5dPejz0M0/LSms3T0v/Jynnae80gVPagIsBgzprBJ+ZwMSINvOhMdehZLGt/I62rlGfJWXHz4HmfK9uW3pcX+nJCEd7SdsdApOAYSMw8CAQ2QpYdgKEPAo59pUiDkLIUWBkqp4gpuoLv78B3OteYZnm4pQAAADcelRYdHJka2l0UEtMMSByZGtpdCAyMDIzLjA5LjUAAHiclY+9DcIwEIXPjv8DhAJBmyZRtoirDMAEKSMqWjqmoWMF4pohkDIBK+AkNrYiUXCS9T3fPT/b78f9BbYyCLV164oYVJYJQRMRWtLPmf6Pv/KWTAEBYABS4YQAZR2mqqUpMN6yFXDRYb4GIVuxASJzqTqsMtjZM8CokoKzw3PMiT6mzdCUet6ezfF0+eqhudWz1n3omz74jZ2bwnlq6++9P2hjmZdRv478Xo95hc+0+Sa6y2k9sow80xv2HynVNfhChdbkAAABT3pUWHRNT0wxIHJka2l0IDIwMjMuMDkuNQAAeJyNVE1vgzAMvfMr/AdAdj6AHAtU2zQVpI3tH/TQyw5rL/33s6kgRlQZSZBi82I/5T243u6/559zBjI+uvfLDZZhuozzmFghBPi2iJidQDbQHF/eemjHQzNn2uGrHz+BSlkoc409jMNpzhC0kNsCpwGm8KHGik/NmeWogVcBVn5K26IOFZF7ArQrIBUmBLT1E6ATIO6o6IUjFf5fjiUDF1x8vcFVjFsa5wmKtXTehQwrjonehKuaiZJEmmYKKNrYbcstULRZSOaJm6RJnH1Q/xB8R/tSt0+UPPbdyqQP2zZD30XbyjTRnBLaaEFJ+Gg04sdHOzl2ShVNIyFRNAdJbKIHHOfqKDQJxCo9HWOCUo04JqfUcXJKq0CS8Oqyma1GCEVCRUq+5al0qe9I34jE80+A99kf3lPRv8KVDaIAAADTelRYdFNNSUxFUzEgcmRraXQgMjAyMy4wOS41AAB4nGWOvQ7CMAyEX4WxSEmUy0+TuGJi6YTYqw6oYkRFqGMfnoYixYHF9qezzzf047kZ+vF42tuEae//FVs9rI20KnhhVUwBEJ20wiifoo55zhKUSUm7DaE8E3V9p6vdmqrDDFp0NpfPmqz25M8HWf9n8tdIZqejuC3z4/qan6RVHi/zclcgFNBkChiyBRy5ApZ8gUQtc9MUGHmKhTwlJm1/WYqWwGLAEFiQQGBJYAksSySwMHDrG3Qif6AJlX9+AAAAAElFTkSuQmCC", + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "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": { + "id": "5d609a0a" + }, + "source": [ + "## 3. Running a Relative Ligand Binding Free Energy Calculation" + ] + }, + { + "cell_type": "markdown", + "id": "d795f993", + "metadata": { + "id": "d795f993" + }, + "source": [ + "Now that we have a set of atom mappings defined, we know which atoms should\n", + "undergo alchemical transformations to capture the free energy cost of\n", + "transforming from one ligand to another.\n", + "\n", + "To simulate this transformation we use the equilibrium RBFE protocol\n", + "implemented in OpenFE. This uses OpenMM to run a Perses-like relative\n", + "ligand binding free energy calculation using a single topology approach.\n", + "\n", + "To achieve this simulation, the following steps need to happen:\n", + "\n", + "1. Create OpenMM systems of both end states\n", + "\n", + "\n", + "2. Create a hybrid topology based on these defined endstates\n", + "\n", + "\n", + "3. Set an appropriate Lambda schedule\n", + "\n", + "\n", + "4. Set a MultiState reporter to write out appropriate coordinates and energies\n", + "\n", + "\n", + "5. Create an OpenMM sampler (in this case we will be using a replica exchange sampler)\n", + "\n", + "\n", + "6. Carry out the necessary simulation steps (minimization, equilibration, and production)\n", + "\n", + "\n", + "The `RelativeHybridTopologyProtocol` class in `openfe.protocols.openmm_rfe`\n", + "implements a means to achieve all the above with minimal intervention.\n", + "\n", + "Here we work through its usage for the benzene -> phenol binding free energy\n", + "test case. As this involves both a relative binding free energy in solvent\n", + "and complex phases, the `RelativeHybridTopologyProtocol` Protocol will\n", + "be used to build two separate `ProtocolDAG` (directed-acyclic-graph) classes, one for each phase.\n", + "These `DAG`s (which contain the necessary individual simulations), are then executed to yield\n", + "the desired free energy results.\n", + "\n", + "**Note: the underlying components used for the creation of OpenMM hybrid\n", + "topologies and samplers is still in flux, originating mostly from Perses.\n", + "Please consider these to be in beta.**" + ] + }, + { + "cell_type": "markdown", + "id": "cc80f3fb", + "metadata": { + "id": "cc80f3fb" + }, + "source": [ + "### Defining the ChemicalSystems\n", + "\n", + "`ChemicalSystems` are OpenFE containers which define the various components\n", + "which exist in a system of interest. You can consider these to be the nodes\n", + "along an alchemical network which are connected by edges which carry out\n", + "calculations along Alchemical states to get free energies.\n", + "\n", + "`ChemicalSystems` take in three different things:\n", + "\n", + "1. A dictionary of the chemical components (e.g. `SmallMoleculeComponent`,\n", + " `ProteinComponent`, `SolventComponent`) defining the system.\n", + "\n", + "\n", + "2. Box vectors (optional), defining the shape and size of the unit cell of the\n", + " system.\n", + "\n", + "\n", + "3. An identifier name (optional), for the `ChemicalSystem`. This is used as part\n", + " of the hash identifier of the `ChemicalSystem`, and can help distinguish between\n", + " otherwise comparable systems." + ] + }, + { + "cell_type": "markdown", + "id": "f5506f1a", + "metadata": { + "id": "f5506f1a" + }, + "source": [ + "In the case of a relative ligand binding free energy calculation for benzene -> phenol,\n", + "four `ChemicalSystems` must be defined:\n", + "\n", + "1. Benzene in complex with T4 lysozyme in a box of water\n", + "\n", + "\n", + "2. Phenol in complex with T4 lysozyme in a box of water\n", + "\n", + "\n", + "3. Benzene in a box of water\n", + "\n", + "\n", + "4. Phenol in a box of water\n", + "\n", + "\n", + "Here we will be passing the previously defined `SmallMoleculeComponents` for benzene\n", + "and phenol. We will also pass a `ProteinComponent` generated from the PDB file\n", + "present under `inputs/181L_mod_capped_protonated.pdb`. Finally, instead of passing\n", + "in a specific box of water, we will define a `SolventComponent` which will contain\n", + "the necessary information for OpenMM's `Modeller` class to add water and 0.15 M NaCl\n", + "around the solute when creating the OpenMM simulation objects." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "0b6c9ec3", + "metadata": { + "id": "0b6c9ec3" + }, + "outputs": [], + "source": [ + "# First let's define the Protein and Solvent Components which we will be using\n", + "from openfe import SolventComponent, ProteinComponent\n", + "from openff.units import unit\n", + "\n", + "protein = ProteinComponent.from_pdb_file('inputs/181L_mod_capped_protonated.pdb')\n", + "\n", + "# Note: the distance from the solute to add water is not defined here but in the\n", + "# the relevant RBFE solver method\n", + "solvent = SolventComponent(positive_ion='Na', negative_ion='Cl',\n", + " neutralize=True, ion_concentration=0.15*unit.molar)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "8c6d6504", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "8c6d6504", + "outputId": "47026705-938a-4e62-f1af-66e9c50334aa" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Extract the relevant edge for the benzene -> phenol transform in the radial graph\n", + "benz_to_phenol = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", + "\n", + "benz_to_phenol" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "23b778d6", + "metadata": { + "id": "23b778d6" + }, + "outputs": [], + "source": [ + "# Let's create the four ChemicalSystems\n", + "from openfe import ChemicalSystem\n", + "\n", + "benzene_complex = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", + " 'solvent': solvent,\n", + " 'protein': protein,})\n", + "benzene_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", + " 'solvent': solvent,})\n", + "\n", + "phenol_complex = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", + " 'solvent': solvent,\n", + " 'protein': protein,})\n", + "phenol_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", + " 'solvent': solvent,})" + ] + }, + { + "cell_type": "markdown", + "id": "fdfc694f", + "metadata": { + "id": "fdfc694f" + }, + "source": [ + "### Defining the RBFE simulation settings\n", + "\n", + "There are various different parameters which can be set to determine\n", + "how the RBFE simulation will take place. To allow for maximum\n", + "user flexibility, these are defined within\n", + "`openfe.setup.methods.openmm.equil_rbfe_methods` as a series of\n", + "settings objects which control the following:\n", + "\n", + "1. `SystemSettings`: parameters defining the simulation system, including; nonbonded_method, cutoff, constraints, water constraints, and hydrogen mass.\n", + "\n", + "\n", + "2. `TopologySettings`: parameters defining the creation of the system topologies, including; force field, and solvent model.\n", + "\n", + "\n", + "3. `AlchemicalSettings`: parameters controlling the creation of the hybrid topology system, and the lambda schedule. This includes various parameters ranging from softcore parameters, through to the number of lambda windows to sample.\n", + "\n", + "\n", + "4. `OpenMMEngineSettings`: parameters determining how the OpenMM engine will execute the simulation. This mostly controls the compute platform which will be used to carry out the simulation.\n", + "\n", + "\n", + "5. `SamplerSettings`: parameters determining which equilibrium sampler and their various controls parameters. For now only a replica exchange sampler is available, but one using self-adjusted mixture sampling will be added soon.\n", + "\n", + "\n", + "6. `BarostatSettings`: parameters controling the creation of an OpenMM Monte Carlo barostat. Note: for now OpenFE only calculates RBFEs in NPT conditions. Support for NVT conditions may be added in the future.\n", + "\n", + "\n", + "7. `IntegratorSettings`: parameters controlling the `LangevinSplittingDynamicsMove` integrator used for simulation.\n", + "\n", + "\n", + "8. `SimulationSettings`: parameters controling the simulation plan, including the number of minimization steps, the length of the equilibration and production steps, the trajectory filename, write frequency, and which parts of the system to write coordinates for.\n", + "\n", + "\n", + "These various settings are combined together to create a `RelativeLigandTransformSettings` class. By default these settings use the values which are considered appropriate for RBFE calculations, however these are very system dependent and may not always be suitable for every case. A judicious choice of settings is always advised." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "7d9fe95a", + "metadata": { + "id": "7d9fe95a" + }, + "outputs": [ + { + "ename": "ImportError", + "evalue": "cannot import name 'SystemSettings' from 'openfe.protocols.openmm_rfe.equil_rfe_settings' (/home/mmh/micromamba/envs/example-notebook-1.0.0rc0/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_settings.py)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[23], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Settings can be accessed from the various classes\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenfe\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mprotocols\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mopenmm_rfe\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mequil_rfe_settings\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[1;32m 4\u001b[0m SystemSettings, SolvationSettings, AlchemicalSettings,\n\u001b[1;32m 5\u001b[0m OpenMMEngineSettings, AlchemicalSamplerSettings,\n\u001b[1;32m 6\u001b[0m IntegratorSettings, SimulationSettings\n\u001b[1;32m 7\u001b[0m )\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# The documentation on each class can be accessed to know\u001b[39;00m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;66;03m# what parameters can be set\u001b[39;00m\n\u001b[1;32m 11\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpinfo\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSystemSettings\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[0;31mImportError\u001b[0m: cannot import name 'SystemSettings' from 'openfe.protocols.openmm_rfe.equil_rfe_settings' (/home/mmh/micromamba/envs/example-notebook-1.0.0rc0/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_settings.py)" + ] + } + ], + "source": [ + "# Settings can be accessed from the various classes\n", + "\n", + "from openfe.protocols.openmm_rfe.equil_rfe_settings import (\n", + " SystemSettings, SolvationSettings, AlchemicalSettings,\n", + " OpenMMEngineSettings, AlchemicalSamplerSettings,\n", + " IntegratorSettings, SimulationSettings\n", + ")\n", + "\n", + "# The documentation on each class can be accessed to know\n", + "# what parameters can be set\n", + "?SystemSettings" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "2cf07be4", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2cf07be4", + "outputId": "207f285d-d255-4632-876a-65eb8ee8a680" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "nonbonded_method='PME' nonbonded_cutoff=\n" + ] + } + ], + "source": [ + "# Classes created without any arguments will use the default options\n", + "system = SystemSettings()\n", + "print(system)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "43d9a59a", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "43d9a59a", + "outputId": "6adde21f-7d8c-4f8b-a24f-fa916462e04d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "nonbonded_method='PME' nonbonded_cutoff=\n" + ] + } + ], + "source": [ + "# Or specific arguments can be passed to override the defaults\n", + "# Here we set the nonbonded_cutoff to 1.2 nm\n", + "system = SystemSettings(nonbonded_cutoff=1.2 * unit.nanometer)\n", + "print(system)" + ] + }, + { + "cell_type": "markdown", + "id": "a93d4daf", + "metadata": { + "id": "a93d4daf" + }, + "source": [ + "The `RelativeHybridTopologyProtocol` class can directly populate the above set of default\n", + "settings through its `default_settings` method." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "2da2945b", + "metadata": { + "id": "2da2945b" + }, + "outputs": [], + "source": [ + "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n", + "\n", + "rbfe_settings = RelativeHybridTopologyProtocol.default_settings()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "85b38150", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "85b38150", + "outputId": "ebda0606-2d74-406c-e430-911c057d05fb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SimulationSettings(equilibration_length=, production_length=, forcefield_cache='db.json', minimization_steps=5000, output_filename='simulation.nc', output_indices='not water', checkpoint_interval=, checkpoint_storage='checkpoint.nc')\n" + ] + } + ], + "source": [ + "from pprint import pp\n", + "\n", + "# Parameters can also be overriden after creation\n", + "# In this case, we'll reduce the equilibration length to 0.01 * nanosecond\n", + "# and the production to 0.05 * nanosecond in order to reduce the costs of\n", + "# running this notebook (in practice values of 2 and 5 nanoseconds\n", + "# respectively would be most appropriate)\n", + "\n", + "rbfe_settings.simulation_settings.equilibration_length = 10 * unit.picosecond\n", + "rbfe_settings.simulation_settings.production_length = 50 * unit.picosecond\n", + "\n", + "pp(rbfe_settings.simulation_settings)" + ] + }, + { + "cell_type": "markdown", + "id": "ab0eaea9", + "metadata": { + "id": "ab0eaea9" + }, + "source": [ + "### Creating the RelativeLigandTransform Protocol\n", + "\n", + "With the Settings inspected and adjusted, we can provide these to the Protocol.\n", + "This Protocol defines the procedure to estimate a free energy difference between two chemical systems,\n", + "with the details of the two end states yet to be defined." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "d1829ab6", + "metadata": { + "id": "d1829ab6" + }, + "outputs": [], + "source": [ + "# Create RBFE Protocol class\n", + "rbfe_transform = RelativeHybridTopologyProtocol(\n", + " settings=rbfe_settings\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "76514e28", + "metadata": { + "id": "76514e28" + }, + "source": [ + "### Creating the Protocol DAGs\n", + "\n", + "With the **method** we will be applying (the `Protocol`) defined, we can move onto applying to the alchemical transformation of interest.\n", + "\n", + "The `Protocol.create()` method requires as input:\n", + "- the two `ChemicalSystem` objects defining either end of the alchemical transformation\n", + "- a mapping between the two systems, as a dict\n", + "\n", + "This creates a directed-acyclic-graph (DAG) of computational tasks necessary for creating an estimate of the free energy difference between the two chemical systems.\n", + "\n", + "As previously detailed, we create two sets of simulations, defining\n", + "both the complex and solvent transformations." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "b3237be8", + "metadata": { + "id": "b3237be8" + }, + "outputs": [], + "source": [ + "complex_dag = rbfe_transform.create(\n", + " stateA=benzene_complex, stateB=phenol_complex,\n", + " mapping={'ligand': benz_to_phenol},\n", + ")\n", + "\n", + "solvent_dag = rbfe_transform.create(\n", + " stateA=benzene_solvent, stateB=phenol_solvent,\n", + " mapping={'ligand': benz_to_phenol},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "ddf51710", + "metadata": { + "id": "ddf51710" + }, + "source": [ + "The individual pieces of computational work are called `Unit`s. In this particular Protocol, the Units defined are three independent repeats of the alchemical transformation.\n", + "\n", + "For other Protocols, for example non-equilibrium sampling routines, there might be dependencies between the tasks." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "dd35cb04", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dd35cb04", + "outputId": "aa3008b0-6286-46c0-aba2-868bd6422939" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 2 generation 0),\n", + " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 1 generation 0),\n", + " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 0 generation 0)]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(complex_dag.protocol_units)" + ] + }, + { + "cell_type": "markdown", + "id": "7f5c142d", + "metadata": { + "id": "7f5c142d" + }, + "source": [ + "### Simulating the RelativeLigandTransforms\n", + "\n", + "Individual Units can then be executed by calling the `.execute()` method.\n", + "\n", + "In the first instance we do a dry-run (which does everything but\n", + "starting the simulation) to make sure that the\n", + "hybrid openmm system can be constructed without any issues.\n", + "Note: A successful call to `.run()` will return an empty Dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "981cde0c", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "981cde0c", + "outputId": "812389bc-3730-416b-8154-79e0e1fb4346" + }, + "outputs": [ + { + "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\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "data": { + "text/plain": [ + "{'debug': {'sampler': }}" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# complex dry-run\n", + "complex_unit = list(complex_dag.protocol_units)[0]\n", + "\n", + "complex_unit.run(dry=True, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "77accb06", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "77accb06", + "outputId": "e0b977c0-7e72-4a49-d3ea-eb0cdb85ed5d" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "data": { + "text/plain": [ + "{'debug': {'sampler': }}" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# solvent dry-run\n", + "solvent_unit = list(solvent_dag.protocol_units)[0]\n", + "\n", + "solvent_unit.run(dry=True, verbose=True)" + ] + }, + { + "cell_type": "markdown", + "id": "be9629de", + "metadata": { + "id": "be9629de" + }, + "source": [ + "### Executing the simulations.\n", + "\n", + "The complex and solvent DAGs each contain many invdividual jobs. For convenience we can execute them sequentially in this notebook using the `gufe.protocols.execute` function.\n", + "\n", + "In a more realistic (expansive) situation we would farm off the individual jobs to a HPC cluster or cloud compute service so they could be executed in parallel.\n", + "\n", + "**Note: we use the `shared_basedir` and `scratch_basedir` argument of `execute_DAG` in order to set the directory where the simulation files are written to**" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "9abc4787", + "metadata": { + "id": "9abc4787" + }, + "outputs": [], + "source": [ + "from gufe.protocols import execute_DAG\n", + "import pathlib" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "106ec948", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "106ec948", + "outputId": "45b4589f-2553-40d8-e132-d9460fbd9ea3", + "tags": [ + "nbval-skip" + ] + }, + "outputs": [ + { + "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\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "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:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 6.826s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:01:01.478413, at Mon Jun 19 21:13:54 2023 (consuming total wall clock time 0:01:08.309348).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 4.048s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:43.563226, at Mon Jun 19 21:13:40 2023 (consuming total wall clock time 0:00:54.454032).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 4.112s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:35.025087, at Mon Jun 19 21:13:35 2023 (consuming total wall clock time 0:00:50.035838).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 4.084s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:28.655503, at Mon Jun 19 21:13:33 2023 (consuming total wall clock time 0:00:47.759172).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 4.079s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:23.190352, at Mon Jun 19 21:13:32 2023 (consuming total wall clock time 0:00:46.380704).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 4.084s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:18.187013, at Mon Jun 19 21:13:31 2023 (consuming total wall clock time 0:00:45.467533).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 4.137s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:13.466825, at Mon Jun 19 21:13:30 2023 (consuming total wall clock time 0:00:44.889416).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 4.190s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.905241, at Mon Jun 19 21:13:30 2023 (consuming total wall clock time 0:00:44.526207).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 4.200s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.425106, at Mon Jun 19 21:13:29 2023 (consuming total wall clock time 0:00:44.251061).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 4.144s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:13:29 2023 (consuming total wall clock time 0:00:43.976222).\n", + "INFO:\trunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.547s.\n", + "INFO:\tEstimated completion in 0:03:43.214373, at 2023-Jun-19-21:17:17 (consuming total wall clock time 0:03:47.769768).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 2/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.253s.\n", + "INFO:\tEstimated completion in 0:03:31.763134, at 2023-Jun-19-21:17:10 (consuming total wall clock time 0:03:40.586598).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 3/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.274s.\n", + "INFO:\tEstimated completion in 0:03:25.423981, at 2023-Jun-19-21:17:08 (consuming total wall clock time 0:03:38.536150).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 4/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.286s.\n", + "INFO:\tEstimated completion in 0:03:20.201092, at 2023-Jun-19-21:17:07 (consuming total wall clock time 0:03:37.609882).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.218s.\n", + "INFO:\tEstimated completion in 0:03:14.723289, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.359210).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.220s.\n", + "INFO:\tEstimated completion in 0:03:09.705014, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.573879).\n", + 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"INFO:\tIteration took 4.326s.\n", + "INFO:\tEstimated completion in 0:02:57.054411, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.920014).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.252s.\n", + "INFO:\tEstimated completion in 0:02:52.539093, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.673866).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.231s.\n", + "INFO:\tEstimated completion in 0:02:47.976624, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.354646).\n", + 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"INFO:\tIteration took 4.340s.\n", + "INFO:\tEstimated completion in 0:02:35.253005, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.629174).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.283s.\n", + "INFO:\tEstimated completion in 0:02:30.902101, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.574430).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.245s.\n", + "INFO:\tEstimated completion in 0:02:26.481989, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.414690).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 17/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.290s.\n", + "INFO:\tEstimated completion in 0:02:22.172619, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.413059).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 18/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.354s.\n", + "INFO:\tEstimated completion in 0:02:17.964616, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.569712).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 19/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.359s.\n", + "INFO:\tEstimated completion in 0:02:13.760557, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.742835).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.299s.\n", + "INFO:\tEstimated completion in 0:02:09.436430, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.727384).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.278s.\n", + "INFO:\tEstimated completion in 0:02:05.089399, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.671378).\n", + 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"INFO:\tIteration took 4.381s.\n", + "INFO:\tEstimated completion in 0:01:52.262488, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.889399).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.304s.\n", + "INFO:\tEstimated completion in 0:01:47.941227, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.882454).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.270s.\n", + "INFO:\tEstimated completion in 0:01:43.591109, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.814810).\n", + 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"INFO:\tIteration took 4.366s.\n", + "INFO:\tEstimated completion in 0:01:30.716331, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.991263).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.331s.\n", + "INFO:\tEstimated completion in 0:01:26.413271, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:36.033177).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.292s.\n", + "INFO:\tEstimated completion in 0:01:22.081032, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:36.002715).\n", + 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"INFO:\tIteration took 4.376s.\n", + "INFO:\tEstimated completion in 0:01:09.158245, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.119515).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.368s.\n", + "INFO:\tEstimated completion in 0:01:04.862829, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.209430).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.310s.\n", + "INFO:\tEstimated completion in 0:01:00.537426, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.205091).\n", + 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"INFO:\tIteration took 4.390s.\n", + "INFO:\tEstimated completion in 0:00:47.597621, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.352821).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.382s.\n", + "INFO:\tEstimated completion in 0:00:43.287896, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.439482).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.298s.\n", + "INFO:\tEstimated completion in 0:00:38.955170, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.417609).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 42/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.293s.\n", + "INFO:\tEstimated completion in 0:00:34.622349, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.389679).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 43/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.341s.\n", + "INFO:\tEstimated completion in 0:00:30.299191, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.422796).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 44/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.387s.\n", + "INFO:\tEstimated completion in 0:00:25.980833, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.506942).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.377s.\n", + "INFO:\tEstimated completion in 0:00:21.657292, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.572921).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.303s.\n", + "INFO:\tEstimated completion in 0:00:17.324839, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.560482).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.292s.\n", + "INFO:\tEstimated completion in 0:00:12.991969, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.532823).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.347s.\n", + "INFO:\tEstimated completion in 0:00:08.662371, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.559275).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.406s.\n", + "INFO:\tEstimated completion in 0:00:04.333043, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.652126).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.394s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.725795).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "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:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 5.225s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:47.062479, at Mon Jun 19 21:20:18 2023 (consuming total wall clock time 0:00:52.291644).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 4.188s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:37.698911, at Mon Jun 19 21:20:12 2023 (consuming total wall clock time 0:00:47.123638).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 4.204s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:31.827871, at Mon Jun 19 21:20:11 2023 (consuming total wall clock time 0:00:45.468387).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 4.201s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:26.776417, at Mon Jun 19 21:20:10 2023 (consuming total wall clock time 0:00:44.627361).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 4.159s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:22.018026, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:44.036053).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 4.135s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:17.441939, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.604847).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 4.187s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:13.010224, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.367413).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 4.254s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.656646, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.283229).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 4.225s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.317968, at Mon Jun 19 21:20:08 2023 (consuming total wall clock time 0:00:43.179683).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 4.168s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:20:08 2023 (consuming total wall clock time 0:00:43.035206).\n", + "INFO:\trunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.521s.\n", + "INFO:\tEstimated completion in 0:03:41.882403, at 2023-Jun-19-21:23:55 (consuming total wall clock time 0:03:46.410615).\n", + 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"INFO:\tIteration took 4.310s.\n", + "INFO:\tEstimated completion in 0:03:20.273311, at 2023-Jun-19-21:23:46 (consuming total wall clock time 0:03:37.688382).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.231s.\n", + "INFO:\tEstimated completion in 0:03:14.944897, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.605442).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.210s.\n", + "INFO:\tEstimated completion in 0:03:09.782337, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.661746).\n", + 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"INFO:\tIteration took 4.333s.\n", + "INFO:\tEstimated completion in 0:02:56.970268, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.817400).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.302s.\n", + "INFO:\tEstimated completion in 0:02:52.636252, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.795316).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.229s.\n", + "INFO:\tEstimated completion in 0:02:48.046179, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.443819).\n", + 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"INFO:\tIteration took 4.352s.\n", + "INFO:\tEstimated completion in 0:02:35.261218, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.640581).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.288s.\n", + "INFO:\tEstimated completion in 0:02:30.923376, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.604823).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.244s.\n", + "INFO:\tEstimated completion in 0:02:26.485332, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.419606).\n", + 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"INFO:\tIteration took 4.389s.\n", + "INFO:\tEstimated completion in 0:02:13.709207, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.660011).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.294s.\n", + "INFO:\tEstimated completion in 0:02:09.385334, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.642224).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.238s.\n", + "INFO:\tEstimated completion in 0:02:04.988956, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.498199).\n", + 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"INFO:\tIteration took 4.352s.\n", + "INFO:\tEstimated completion in 0:01:52.102295, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.581336).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.354s.\n", + "INFO:\tEstimated completion in 0:01:47.847647, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.695294).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.256s.\n", + "INFO:\tEstimated completion in 0:01:43.493435, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.611323).\n", + 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"INFO:\tIteration took 4.347s.\n", + "INFO:\tEstimated completion in 0:01:30.603191, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.721884).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.365s.\n", + "INFO:\tEstimated completion in 0:01:26.332463, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.831157).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.287s.\n", + "INFO:\tEstimated completion in 0:01:22.005429, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.803760).\n", + 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"INFO:\tIteration took 4.360s.\n", + "INFO:\tEstimated completion in 0:01:09.090451, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.907660).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.363s.\n", + "INFO:\tEstimated completion in 0:01:04.796431, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:35.988102).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.308s.\n", + "INFO:\tEstimated completion in 0:01:00.476074, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:35.985979).\n", + 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"INFO:\tIteration took 4.381s.\n", + "INFO:\tEstimated completion in 0:00:47.533535, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.061521).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.383s.\n", + "INFO:\tEstimated completion in 0:00:43.231821, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.159106).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.326s.\n", + "INFO:\tEstimated completion in 0:00:38.911438, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.174658).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 42/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.300s.\n", + "INFO:\tEstimated completion in 0:00:34.585345, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.158404).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 43/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.350s.\n", + "INFO:\tEstimated completion in 0:00:30.268124, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.200888).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 44/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.384s.\n", + "INFO:\tEstimated completion in 0:00:25.954521, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.287679).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.394s.\n", + "INFO:\tEstimated completion in 0:00:21.637650, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.376497).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.338s.\n", + "INFO:\tEstimated completion in 0:00:17.312523, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.406536).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.296s.\n", + "INFO:\tEstimated completion in 0:00:12.983311, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.388517).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.413s.\n", + "INFO:\tEstimated completion in 0:00:08.659783, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.494575).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.391s.\n", + "INFO:\tEstimated completion in 0:00:04.331318, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.565900).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.402s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.649609).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "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:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 5.207s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:46.900143, at Mon Jun 19 21:26:57 2023 (consuming total wall clock time 0:00:52.111270).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 4.155s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:37.491912, at Mon Jun 19 21:26:52 2023 (consuming total wall clock time 0:00:46.864890).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 4.187s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:31.652925, at Mon Jun 19 21:26:50 2023 (consuming total wall clock time 0:00:45.218464).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 4.184s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:26.639013, at Mon Jun 19 21:26:50 2023 (consuming total wall clock time 0:00:44.398354).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 4.123s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:21.893006, at Mon Jun 19 21:26:49 2023 (consuming total wall clock time 0:00:43.786012).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 4.137s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:17.357732, at Mon Jun 19 21:26:49 2023 (consuming total wall clock time 0:00:43.394331).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 4.167s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:12.949481, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:43.164937).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 4.220s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.610423, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:43.052114).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 4.226s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.296974, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:42.969742).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 4.183s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:42.862653).\n", + "INFO:\trunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.540s.\n", + "INFO:\tEstimated completion in 0:03:42.796162, at 2023-Jun-19-21:30:36 (consuming total wall clock time 0:03:47.343023).\n", + 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"INFO:\tIteration took 4.331s.\n", + "INFO:\tEstimated completion in 0:03:20.677830, at 2023-Jun-19-21:30:26 (consuming total wall clock time 0:03:38.128076).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.244s.\n", + "INFO:\tEstimated completion in 0:03:15.351128, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:37.056808).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.224s.\n", + "INFO:\tEstimated completion in 0:03:10.240063, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.181890).\n", + 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"INFO:\tIteration took 4.338s.\n", + "INFO:\tEstimated completion in 0:02:57.315944, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.238956).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.276s.\n", + "INFO:\tEstimated completion in 0:02:52.854775, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.068469).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.245s.\n", + "INFO:\tEstimated completion in 0:02:48.328009, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.805139).\n", + 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"INFO:\tIteration took 4.377s.\n", + "INFO:\tEstimated completion in 0:02:35.493107, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.962649).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.318s.\n", + "INFO:\tEstimated completion in 0:02:31.194326, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.991894).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.249s.\n", + "INFO:\tEstimated completion in 0:02:26.753809, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.814424).\n", + 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"INFO:\tIteration took 4.364s.\n", + "INFO:\tEstimated completion in 0:02:13.927217, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.011641).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.357s.\n", + "INFO:\tEstimated completion in 0:02:09.678932, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.131554).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.274s.\n", + "INFO:\tEstimated completion in 0:02:05.307815, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.047957).\n", + 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"INFO:\tIteration took 4.362s.\n", + "INFO:\tEstimated completion in 0:01:52.406777, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.166878).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.360s.\n", + "INFO:\tEstimated completion in 0:01:48.134471, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.268941).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.266s.\n", + "INFO:\tEstimated completion in 0:01:43.765696, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.178533).\n", + 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"INFO:\tIteration took 4.340s.\n", + "INFO:\tEstimated completion in 0:01:30.799067, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.188255).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.366s.\n", + "INFO:\tEstimated completion in 0:01:26.511497, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.278743).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.284s.\n", + "INFO:\tEstimated completion in 0:01:22.165926, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.226121).\n", + 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"INFO:\tIteration took 4.390s.\n", + "INFO:\tEstimated completion in 0:01:09.224974, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.328043).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.386s.\n", + "INFO:\tEstimated completion in 0:01:04.928237, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.427456).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.331s.\n", + "INFO:\tEstimated completion in 0:01:00.606105, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.450374).\n", + 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"INFO:\tIteration took 4.382s.\n", + "INFO:\tEstimated completion in 0:00:47.635475, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.524888).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.375s.\n", + "INFO:\tEstimated completion in 0:00:43.319420, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.597102).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.333s.\n", + "INFO:\tEstimated completion in 0:00:38.990649, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.614717).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 42/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.301s.\n", + "INFO:\tEstimated completion in 0:00:34.653873, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.586704).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 43/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.340s.\n", + "INFO:\tEstimated completion in 0:00:30.325738, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.612417).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 44/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.405s.\n", + "INFO:\tEstimated completion in 0:00:26.005191, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.709925).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.391s.\n", + "INFO:\tEstimated completion in 0:00:21.678473, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.784734).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.376s.\n", + "INFO:\tEstimated completion in 0:00:17.347449, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.843113).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.320s.\n", + "INFO:\tEstimated completion in 0:00:13.010397, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.839952).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.352s.\n", + "INFO:\tEstimated completion in 0:00:08.674748, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.868691).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.409s.\n", + "INFO:\tEstimated completion in 0:00:04.339159, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.957964).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 4.415s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:37.051086).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + } + ], + "source": [ + "# Finally we can run the simulations\n", + "complex_path = pathlib.Path('./complex')\n", + "complex_path.mkdir()\n", + "\n", + "# First the complex transformation\n", + "complex_dag_results = execute_DAG(complex_dag, scratch_basedir=complex_path, shared_basedir=complex_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "820aaf86", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "820aaf86", + "outputId": "244b6ea9-17b3-4f81-d03b-b424015a40dd", + "tags": [ + "nbval-skip" + ] + }, + "outputs": [ + { + "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\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tminimizing systems\n" + ] + }, + { + "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:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 1.585s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:14.289953, at Mon Jun 19 21:31:05 2023 (consuming total wall clock time 0:00:15.877726).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 0.620s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.854433, at Mon Jun 19 21:31:01 2023 (consuming total wall clock time 0:00:11.068041).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 0.619s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:06.622818, at Mon Jun 19 21:30:59 2023 (consuming total wall clock time 0:00:09.461168).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 0.620s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:05.195098, at Mon Jun 19 21:30:58 2023 (consuming total wall clock time 0:00:08.658497).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 0.623s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.094208, at Mon Jun 19 21:30:58 2023 (consuming total wall clock time 0:00:08.188416).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 0.623s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:03.147873, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.869683).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 0.620s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.292606, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.642020).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 0.620s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.493686, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.468429).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 0.623s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00.733940, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.339395).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 0.623s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.234573).\n", + "INFO:\trunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.648s.\n", + "INFO:\tEstimated completion in 0:00:32.170292, at 2023-Jun-19-21:31:30 (consuming total wall clock time 0:00:32.826829).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 2/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.637s.\n", + "INFO:\tEstimated completion in 0:00:31.292839, at 2023-Jun-19-21:31:29 (consuming total wall clock time 0:00:32.596707).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 3/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.640s.\n", + "INFO:\tEstimated completion in 0:00:30.610896, at 2023-Jun-19-21:31:29 (consuming total wall clock time 0:00:32.564783).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 4/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.640s.\n", + "INFO:\tEstimated completion in 0:00:29.962932, at 2023-Jun-19-21:31:29 (consuming total wall clock time 0:00:32.568404).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.635s.\n", + "INFO:\tEstimated completion in 0:00:29.259954, at 2023-Jun-19-21:31:29 (consuming total wall clock time 0:00:32.511060).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.635s.\n", + "INFO:\tEstimated completion in 0:00:28.598301, at 2023-Jun-19-21:31:29 (consuming total wall clock time 0:00:32.498070).\n", + 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"INFO:\tIteration took 0.681s.\n", + "INFO:\tEstimated completion in 0:00:27.240135, at 2023-Jun-19-21:31:30 (consuming total wall clock time 0:00:33.219677).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.688s.\n", + "INFO:\tEstimated completion in 0:00:26.732145, at 2023-Jun-19-21:31:30 (consuming total wall clock time 0:00:33.415182).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.707s.\n", + "INFO:\tEstimated completion in 0:00:26.262401, at 2023-Jun-19-21:31:30 (consuming total wall clock time 0:00:33.669745).\n", + 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"INFO:\tIteration took 0.695s.\n", + "INFO:\tEstimated completion in 0:00:24.533536, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.074356).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.694s.\n", + "INFO:\tEstimated completion in 0:00:23.902212, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.146016).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.691s.\n", + "INFO:\tEstimated completion in 0:00:23.258744, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.204035).\n", + 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"INFO:\tIteration took 0.692s.\n", + "INFO:\tEstimated completion in 0:00:21.307938, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.367642).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.688s.\n", + "INFO:\tEstimated completion in 0:00:20.643481, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.405801).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.694s.\n", + "INFO:\tEstimated completion in 0:00:19.987437, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.461099).\n", + 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"INFO:\tIteration took 0.652s.\n", + "INFO:\tEstimated completion in 0:00:17.947680, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.514769).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.641s.\n", + "INFO:\tEstimated completion in 0:00:17.217753, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.435506).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.638s.\n", + "INFO:\tEstimated completion in 0:00:16.493047, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.360514).\n", + 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"INFO:\tIteration took 0.639s.\n", + "INFO:\tEstimated completion in 0:00:14.351371, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.169930).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.637s.\n", + "INFO:\tEstimated completion in 0:00:13.647003, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.117508).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.640s.\n", + "INFO:\tEstimated completion in 0:00:12.947422, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.072163).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 32/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.637s.\n", + "INFO:\tEstimated completion in 0:00:12.248601, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.023891).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 33/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.635s.\n", + "INFO:\tEstimated completion in 0:00:11.553360, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.980471).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 34/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.631s.\n", + "INFO:\tEstimated completion in 0:00:10.857251, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.928909).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.636s.\n", + "INFO:\tEstimated completion in 0:00:10.164662, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.882205).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.635s.\n", + "INFO:\tEstimated completion in 0:00:09.476971, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.846324).\n", + 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"INFO:\tIteration took 0.661s.\n", + "INFO:\tEstimated completion in 0:00:07.426448, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.756581).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.665s.\n", + "INFO:\tEstimated completion in 0:00:06.751504, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.757521).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.692s.\n", + "INFO:\tEstimated completion in 0:00:06.083136, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.795203).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 42/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.693s.\n", + "INFO:\tEstimated completion in 0:00:05.413352, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.833449).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 43/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.686s.\n", + "INFO:\tEstimated completion in 0:00:04.740519, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.860852).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 44/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.688s.\n", + "INFO:\tEstimated completion in 0:00:04.067517, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.895974).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.699s.\n", + "INFO:\tEstimated completion in 0:00:03.393776, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.937759).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.685s.\n", + "INFO:\tEstimated completion in 0:00:02.716450, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.955625).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.685s.\n", + "INFO:\tEstimated completion in 0:00:02.038385, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.973082).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.691s.\n", + "INFO:\tEstimated completion in 0:00:01.359940, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.998497).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.701s.\n", + "INFO:\tEstimated completion in 0:00:00.680658, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.032893).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.692s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.057417).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tminimizing systems\n" + ] + }, + { + "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:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 0.978s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.815932, at Mon Jun 19 21:31:58 2023 (consuming total wall clock time 0:00:09.795480).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 0.672s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:06.630092, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:08.287615).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 0.662s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:05.427368, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.753383).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 0.673s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.510628, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.517713).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 0.679s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:03.693438, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.386876).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 0.668s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.914076, at Mon Jun 19 21:31:55 2023 (consuming total wall clock time 0:00:07.285191).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 0.666s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.161904, at Mon Jun 19 21:31:55 2023 (consuming total wall clock time 0:00:07.206348).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 0.663s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.428631, at Mon Jun 19 21:31:55 2023 (consuming total wall clock time 0:00:07.143156).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 0.669s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00.710090, at Mon Jun 19 21:31:55 2023 (consuming total wall clock time 0:00:07.100899).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 0.671s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:31:55 2023 (consuming total wall clock time 0:00:07.070671).\n", + "INFO:\trunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.710s.\n", + "INFO:\tEstimated completion in 0:00:35.168714, at 2023-Jun-19-21:32:31 (consuming total wall clock time 0:00:35.886443).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 2/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.690s.\n", + "INFO:\tEstimated completion in 0:00:34.011452, at 2023-Jun-19-21:32:31 (consuming total wall clock time 0:00:35.428596).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 3/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.663s.\n", + "INFO:\tEstimated completion in 0:00:32.731562, at 2023-Jun-19-21:32:30 (consuming total wall clock time 0:00:34.820811).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 4/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.645s.\n", + "INFO:\tEstimated completion in 0:00:31.605314, at 2023-Jun-19-21:32:30 (consuming total wall clock time 0:00:34.353602).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.634s.\n", + "INFO:\tEstimated completion in 0:00:30.568407, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.964896).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.638s.\n", + "INFO:\tEstimated completion in 0:00:29.647156, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.689950).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 7/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.645s.\n", + "INFO:\tEstimated completion in 0:00:28.847111, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.543152).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 8/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.629s.\n", + "INFO:\tEstimated completion in 0:00:28.020181, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.357358).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 9/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.632s.\n", + "INFO:\tEstimated completion in 0:00:27.255959, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.238974).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.628s.\n", + "INFO:\tEstimated completion in 0:00:26.500947, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.126184).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.630s.\n", + "INFO:\tEstimated completion in 0:00:25.762794, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:33.029224).\n", + 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"INFO:\tIteration took 0.630s.\n", + "INFO:\tEstimated completion in 0:00:23.648233, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.844768).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.630s.\n", + "INFO:\tEstimated completion in 0:00:22.962388, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.803411).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.629s.\n", + "INFO:\tEstimated completion in 0:00:22.281917, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.767525).\n", + 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"INFO:\tIteration took 0.670s.\n", + "INFO:\tEstimated completion in 0:00:20.334488, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.797562).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.684s.\n", + "INFO:\tEstimated completion in 0:00:19.735747, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.892912).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.672s.\n", + "INFO:\tEstimated completion in 0:00:19.111996, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.951717).\n", + 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"INFO:\tIteration took 0.695s.\n", + "INFO:\tEstimated completion in 0:00:17.294235, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.258144).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.685s.\n", + "INFO:\tEstimated completion in 0:00:16.658333, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.316667).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.686s.\n", + "INFO:\tEstimated completion in 0:00:16.025147, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.385722).\n", + 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"INFO:\tIteration took 0.687s.\n", + "INFO:\tEstimated completion in 0:00:14.091660, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.551572).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.685s.\n", + "INFO:\tEstimated completion in 0:00:13.436244, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.590611).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.699s.\n", + "INFO:\tEstimated completion in 0:00:12.787881, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.652319).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 32/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.681s.\n", + "INFO:\tEstimated completion in 0:00:12.126836, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.685654).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 33/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.685s.\n", + "INFO:\tEstimated completion in 0:00:11.464046, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.717784).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 34/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.680s.\n", + "INFO:\tEstimated completion in 0:00:10.797898, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.743433).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.685s.\n", + "INFO:\tEstimated completion in 0:00:10.131987, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.773291).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.684s.\n", + "INFO:\tEstimated completion in 0:00:09.464515, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.801838).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 37/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.634s.\n", + "INFO:\tEstimated completion in 0:00:08.778810, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.764655).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 38/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.641s.\n", + "INFO:\tEstimated completion in 0:00:08.095912, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.732966).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 39/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.633s.\n", + "INFO:\tEstimated completion in 0:00:07.412655, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.693886).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.630s.\n", + "INFO:\tEstimated completion in 0:00:06.730475, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.652375).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.632s.\n", + "INFO:\tEstimated completion in 0:00:06.050597, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.614426).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 42/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.634s.\n", + "INFO:\tEstimated completion in 0:00:05.372764, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.579778).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 43/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.632s.\n", + "INFO:\tEstimated completion in 0:00:04.696191, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.544222).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 44/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.634s.\n", + "INFO:\tEstimated completion in 0:00:04.022158, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.517981).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.629s.\n", + "INFO:\tEstimated completion in 0:00:03.348218, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.482183).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.633s.\n", + "INFO:\tEstimated completion in 0:00:02.676619, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.457739).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 47/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.634s.\n", + "INFO:\tEstimated completion in 0:00:02.005958, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.432633).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 48/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.629s.\n", + "INFO:\tEstimated completion in 0:00:01.336105, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.402624).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 49/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.631s.\n", + "INFO:\tEstimated completion in 0:00:00.667531, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.376532).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.637s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.363456).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tcreating hybrid system\n", + "INFO:\tsetting force field terms\n", + "INFO:\tadding forces\n", + "INFO:\tDONE\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tminimizing systems\n" + ] + }, + { + "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:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 0.879s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:07.936918, at Mon Jun 19 21:32:56 2023 (consuming total wall clock time 0:00:08.818798).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 0.611s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:05.992730, at Mon Jun 19 21:32:55 2023 (consuming total wall clock time 0:00:07.490913).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 0.619s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.959390, at Mon Jun 19 21:32:55 2023 (consuming total wall clock time 0:00:07.084843).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 0.623s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.133254, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.888757).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 0.626s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:03.390757, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.781513).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 0.623s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.679125, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.697813).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 0.622s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.992479, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.641597).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 0.661s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.328947, at Mon Jun 19 21:32:54 2023 (consuming 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"INFO:\tIteration took 0.697s.\n", + "INFO:\tEstimated completion in 0:00:07.530735, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.230612).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.697s.\n", + "INFO:\tEstimated completion in 0:00:06.852917, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.264584).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.702s.\n", + "INFO:\tEstimated completion in 0:00:06.174742, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.304123).\n", + 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"INFO:\tIteration took 0.694s.\n", + "INFO:\tEstimated completion in 0:00:04.122803, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.356691).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.684s.\n", + "INFO:\tEstimated completion in 0:00:03.436735, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.367352).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.700s.\n", + "INFO:\tEstimated completion in 0:00:02.751464, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.393304).\n", + 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"INFO:\tIteration took 0.629s.\n", + "INFO:\tEstimated completion in 0:00:00.687077, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.353854).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.634s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.309411).\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + } + ], + "source": [ + "# Next the solvent state transformation\n", + "solvent_path = pathlib.Path('./solvent')\n", + "solvent_path.mkdir()\n", + "\n", + "solvent_dag_results = execute_DAG(solvent_dag, scratch_basedir=solvent_path, shared_basedir=solvent_path)" + ] + }, + { + "cell_type": "markdown", + "id": "e07d1e29", + "metadata": { + "id": "e07d1e29" + }, + "source": [ + "## 4. Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "2accbbd1", + "metadata": { + "id": "2accbbd1" + }, + "source": [ + "Finally now that we've run our simulations, let's go ahead and gather the free\n", + "energies for both phases.\n", + "\n", + "This can be achieved by passing the results of executing the DAGs calling the `gather()` methods of `RelativeLigandTransform`.\n", + "This takes a **list** of completed DAG results, catering for when simulations have been extended." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "fd1332db", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fd1332db", + "outputId": "5b7d8379-d10d-4bf7-eb32-527998843e91", + "tags": [ + "nbval-skip" + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Complex dG: 3.8428725693840384 kilocalorie / mole, err 0.21918456914295942 kilocalorie / mole\n", + "Solvent dG: 1.206767244454323 kilocalorie / mole, err 0.32073333466272824 kilocalorie / mole\n" + ] + } + ], + "source": [ + "# Get the complex and solvent results\n", + "complex_results = rbfe_transform.gather([complex_dag_results])\n", + "solvent_results = rbfe_transform.gather([solvent_dag_results])\n", + "\n", + "print(f\"Complex dG: {complex_results.get_estimate()}, err {complex_results.get_uncertainty()}\")\n", + "print(f\"Solvent dG: {solvent_results.get_estimate()}, err {solvent_results.get_uncertainty()}\")" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From e65e2da0c11870198d63d5311f5a5db443f5d3c0 Mon Sep 17 00:00:00 2001 From: Mike Henry <11765982+mikemhenry@users.noreply.github.com> Date: Fri, 1 Mar 2024 15:28:36 -0700 Subject: [PATCH 2/4] shave and a haircut - 2 bits --- showcase/openfe_showcase.ipynb | 2932 +------------------------------- 1 file changed, 81 insertions(+), 2851 deletions(-) diff --git a/showcase/openfe_showcase.ipynb b/showcase/openfe_showcase.ipynb index 636c670..308280b 100644 --- a/showcase/openfe_showcase.ipynb +++ b/showcase/openfe_showcase.ipynb @@ -10,6 +10,17 @@ "# OpenFE Showcase: Relative Binding Free Energy of T4 Lysozyme\n" ] }, + { + "cell_type": "markdown", + "id": "8eea1a56-3241-4ccf-9d3a-88de6bbf0e0e", + "metadata": {}, + "source": [ + "# Intro\n", + "\n", + "* OpenFE lets you mix and match stuff -- in this notebook we focus on showing off everything you can do\n", + "* See [links] for tutorial style notebooks\n" + ] + }, { "cell_type": "markdown", "id": "AUgaKFN7eCt5", @@ -19,6 +30,7 @@ }, "source": [ "## 0. Setup for Google Colab\n", + "TODO: Clean this up and see if we can make it clean + hide it\n", "\n", "If you are running this example in Google Colab, run the following cells to setup the environment. If you are running this notebook locally, skip down to `1. Overview`" ] @@ -115,23 +127,7 @@ "source": [ "## 1. Overview\n", "\n", - "In this example we look how one could set up a network of transformations using\n", - "the OpenFE toolkit for small chemical modifications of an initial known\n", - "binder, benzene, to T4-lysozyme L99A.\n", - "\n", - "Crystallographic and affinity data (dG of -5.2 kcal/mol) are available for\n", - "benzene and demonstrate the ligand to bind within the lipophylic cavity of\n", - "T4-lysozyme L99A.\n", - "\n", - "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0AAAAHsCAYAAAD7Is3+AAAABHNCSVQICAgIfAhkiAAAABl0RVh0U29mdHdhcmUAZ25vbWUtc2NyZWVuc2hvdO8Dvz4AAAAtdEVYdENyZWF0aW9uIFRpbWUATW9uIDE5IEp1biAyMDIzIDEwOjQzOjQ3IEFNIE1TVET2Y9cAACAASURBVHic7J15sG1ZXd8/a6299xnvvW/s4QENgjYYKBJoMVWOCIYkqIAWQsWCIMRUJR2xYoLGCRotJxqtxEqoUlKkULTUUqtsDKISKmAQ2jQkAWRo6Yme3nDnM+9hrZU/1l7r7HPuee/d7tfy3m3W59Wpc945e5+9zj7DXd/1+/2+P/HJT37S3nLLLUQikUjk6lBVFUmSUJYlaZoymUxI05SyLOl2u1d7eIdiNpthrUUpRZIkSCnDY9ba8BqFEBhjqKoKIQRJklzyeYUQf9dDj3wVYzVorUkSBRIshuF06D6vWYJSyn2mRYJCIdxGc+LHMxI5cnzqU5/i0n95IpFIJPJ3TlmWJEmC1po0TYPoOQqT/9lsRrvdpt1uH3hsOBySZRmtVos0TcP9UkqyLAOcOIpErhZCAdZihQUs03LK9u420+kUlSk6nQ5KKdppmyzJUCgkijRNUUpd7eFHIpHHSRRAkUgkchUxxtDpdAAYj8cYYzDG0O/3r/LIDker1cJaS1mWFEWBUiq8nna7vTBJzPOcqqqCGMrz/Mi8zsiTF5VIDBqNZjgbMpwNmM6mqFIxzScAZEmLLMsQRoCBbqvLWm89fn4jkSNKFECRSCRyFWmmip08eXLhsaMQARJC1ClESYjqVFWFtXYh6lMUBcYYer1euC/LshgBilxVLAaDwWIZ52PG0xFWGJJMYeuUuKqq0LaiMiWmstjKhmhtnyiAIpGjSBRAkUgkchUpioI0TSmKglarxf7+foionD59+moP77L4FDiA6XQa6piSJGE2mwHuNXY6nRAZ2t/fp6oq1tbWFkRSJPKVxGIobYkUkoqKwWifwWgfIyxJK0XbikSlGOFEulAgERig1WnRXetiMa4uKBKJHCmiAIpEIpGriJQyGANcuHCBn/mZn+ELX/gCN910E//u3/07rnWTmna7jTGGO+64g3e9613MZjP+xb/4F7z61a9mbW0NgCRJgtnBRz/6Ud773vfywAMPcObMGX77t3/7ag4/8lWOtRYjDJqK0WTIaDQi67SQiUBXGiFKSl0gUWilUEKRZJKsk9FKW1d7+JFI5HESBVAkEolcRbwwaLfblGXJn/zJn7C1tcWnPvUpfuRHfmRhW2stxhhgLpyKogipZ1prgFB3453Xlp8D5ul1eZ7TarUWHr9Y6p0xZiFlbzwe0+l0kFLy4IMP8uEPfxiA5z//+bz+9a8P2zX3EULw3ve+FyklN910Uxi/T5vzt7XWtFottNbh9RRFgRBiIWpkjAljbh7HO81dLsJ0uTRDay3/9b/+V06dOkWe58GwwjvbXY7Tp0/z8pe/PJw7ay2TyYRer7fw2iJXByklGs39D9xPXs7Y2NhgVuYIIVAtRaUr+v0+prJOHImM6667jo2NDSwxfTMSOapEARSJRCLXMH6C3xQuzUmzFz/Agcn0KgG0POHPsoyyLBcsqX29jlIqCC0vvowxYbtut3vZGp7ZbIYxJjjbJUlCp9MJdUM7OzscP36cVqsVxtaMGF3stZZlyWg0YmNjI2yjtaaqKqSUpGn6hNQY3XPPPbzzne/knnvuCePxQvMwfO/3fi/f/u3fTq/XC++HTxmM9U9XH201lXWC23/XPEKIUOOmK/d96HV69Ho9EhIMBkUUsJHIUSQKoEgkErmGaUY1mpRlSVVVtFotiqII0YQkcb1LhBArramX8ZETH1kSQiwIjSbNyJIXYpebxDfHUBQFg8EApRTT6ZSzZ8/S7/fDNrPZjDRNkVIGUeYjLT7y46MvaZpy/Pjx8Ny+B5EfY57n5Hke0vAeLxsbGwcEjz9fJ0+eZHt7+5L7nzt3LkSKvADy5y1Gf64+pjIYYYLAby40SCOxxjp/OG2CeO+0XC0bltgHKBI5okQBFIlEItcw0+k0rET7Cb4XAz69a1noTKdTkiQhTdMFYbMq3UtrHSZ9RVFgrQ0RFM9yWpzvWXQYmlGoNE154QtfyM/+7M+itabdbh9omOrH2RRhzdvW2pC252unmvt5Wq3WRYXcY+GRRx4B3DmezWa86EUv4mUve1kQMZcTgM961rMWnO/AiVdjzELqYeTqIKUkIUHW/X2gjswZ4QwOhAAjEMKicCmMWhsyJeveQZFI5CgSBVAkEolcw3jnNI8xZmGi7wVSlmVBTHQ6nYXUuVXCxz9WluWCgGrWpfi6Fa11SFnzjx02euGPrbWmKAquu+46fuiHfoh2u421lqIowrZe3HmRY62l1WqFdLymONJah22bqXvT6RRw6Xlpml5xmtnp06dJ05Q8zwF40YtexFvf+laSJGEwGFy2D4yv+5lOp+G99ALzUvVWka8MqUrRaDLlas8kCmm9sAYpFUIJpBVYDZPRlKEcIjck7eTyEdZIJHJtEgVQJBKJXMOMRqPQjR7c5NnX6Egp6XQ6WOsKtH2fnSRJghjyoqE50W7W8/gIkb+/KRj8c/ianKIogrHAxVLzlmkKJX+s9fX1cJ+P0iybMyxHtXyT2G63G15f0wDCGyg0oz7LYvHxMhgMwvh8muHy67gUZVkG8eNtwsGl6R0mTTHyd4NABgNriUT5KJBxgqeybhFBIUEklLoiz3OGYkin1aHb70YL7EjkiBIFUCQSiVzDNCMMg8GAra0tRqMRSina7TbXX389/X4/1Lo0IyresWxZBBhjQtF3t9tlOBzy6KOPMp1O0VojpWR9fZ2TJ0+GqA04sVIURRA/ZVleNhLkx5NlWUgFm0wmTKdTTp48GYSFMSaIl9lsRlEUrK+vM5lM6Ha74Tw0ndeklOR5HgReU9CtSqV7PEynU4wxwe5ba83e3h7tdpt2u31ZJ7imSIOLmzpErh4Gc8BsBEBaAdpipHEpcfXCgS41torpb5HIUSYKoEgkErnGefjhh/nIRz7C+9//fv7yL/+S8+fPs7a2xqlTp3juc5/La17zGl71qlextrYWXMqa9UKr8JO9D33oQ3zgAx/gwx/+MFtbW0Gc3HDDDTznOc/hDW94Ay984Qt5znOec8CC+jBpcFmWLUSZPvnJT/LHf/zHfP7zn+dZz3oWv/RLv7SQWnf27Fn+4i/+go9//OMMh0OOHTvGK17xCl72spcF8wEvKpIkCcJJa81HP/pR7rjjDh588EFuvvlmvuEbvoHXvOY1V3Tue71eSIHzE+Bjx44Bc4F5Kbz7nbWW2WwWIkF7e3vheSJfASwgDFjprmsqXaCxaF0dcIGzsk6F0xphJVbUn3kp0FgMRA+4SOSIEgVQJBKJXAP4SIkXMEmS0O/3+fM//3Pe/va3c+eddy64tRljuP/++7n//vv5n//zf/K+972P3//93w/OaL5ux0cZvGjwBgK/+7u/y6/8yq/w+c9/nrIswzj8MR566CEeeughPvrRj3LmzBne/va38/rXvz5EXVqtVjBMgEV7bW+d7cfpn1NKSVVVvOMd70BrzdOf/nTe+ta3hrQ2gBtvvJGnPvWp/Nmf/RkPPvggSZLwB3/wB5w/f55HH32UM2fOhD5BSinSNGU2m3HPPffwwz/8w9x99920Wi2qquK222674hS4qqqoqoput8t4PA5GEV4M+pQ2H4m6WFRHCLFQzxXFz+G4XA3Xgfd3eXNhMFojEXO1YrQTNYlEKXjwkYcYjHdBSazRkEJpKtJW5iI9QlIWmqzdJh/PMGVBu9/DYJFEI7hI5CgSk1cjkUjkKuLd1JIkCelUPspyxx138G/+zb/hzjvvJEkSvumbvonXv/71vOlNb+If/sN/GOpHxuMxf/mXf8ltt93GaDQCYH9/nyzLwv/9xLzVanH77bfza7/2a3zmM58JdtNPe9rTePGLX8wb3/hG/tW/+ld867d+K51Oh6IoeOCBB/ilX/olfvVXfzU0KIXLNxE9DN4lzlrLhQsXAHjpS1/KL/zCL3DdddeFvj4/+IM/yJkzZ8JxlVKhFkprzQ//8A+HXj3/4B/8A97xjndc1qDgMKRpSrvdDuYKPpID7hx7pz3vOtcUk8Ph8IqPH7lCaiMDJFBp0O79EakCYdna22E6HaPRyESgEjctMmi0Ll2kR7iWp1bUgSQlQQrMRQ8aiUSudWIEKBKJRK4izXQ1H93xqVbvec97uO+++3jd617Hj/zIj/CCF7wAIQRlWVKWJePxmFtvvZUPfehDjEYjfuM3foNXvvKVvPSlLw3ixAsf75r2v/7X/+I//+f/zMMPPwzAs5/9bH7oh36I17/+9Vx//fWhxifPc7a3t/n3//7f84d/+Ifcfffd/PIv/zJPfepTee1rX0ue56RpesW9bHwEyVrLddddF9zSXve617G9vc2P/diPMR6Ped/73se3fuu38i//5b8MNULHjx9ne3ubt7zlLXz0ox9FSsna2hpvetObeN7znndF4/IMBgOqqgr1UseOHQvvk69pGo1GwRDBm0Rora+4B1HkceA1uV36P1Doup9UosAaJrMJFy5cYDwdh0bAzcilMQbLonmI75t1WBOQSCRybRIFUCQSiVxFlgvkvcDJsoz77ruPt7zlLbz2ta/lG77hGxa2a7fbrK2tcdttt3HPPffwN3/zNxRFwe/8zu/wLd/yLRw/fpzRaES/30drHWyc3/72t7O5uQnAM57xDH78x3+cF7/4xVx//fUAYSLoL7/2a7/GcDjkr/7qr9jZ2eHXf/3XecUrXhEm/1dqM91qtdjf32djYyPcd+HCBa677jpuvfVW7rzzTn7v936PtbU1fvRHf5SnP/3pvOxlLwvb/t7v/R7vfe97AVdvc+utt/L93//9lGUZeg1dCZ1OJ6SuTSYT/sf/+B/s7e2xvr7Ozs4OvV6Pvb09zpw5EyI+vkfQq1/9ar7jO77jio4fuQKEYTwa0asjgVmj71Ke58FQpKRCpRJRW5YbY4Jw8qLHWovVTvgqpRr+cZFI5CgSBVAkEolcZYqiCI1L/cpyq9VibW2Nn//5nw/1Njs7O5w4cQIhBNPpFCklf//v/32e97zncd999zGbzfjgBz/I9vY2Z86cWejB0+12ueuuu/jIRz7C2toaWmv+2T/7Z7zpTW8K48jzfCGiI6XkzJkz/MAP/ACf//znGY/H3HnnnXzxi1/klltuoaqqK44AeTHnzwMQXOfSNOXHfuzH+MQnPsG5c+fI85x//a//NXfddRcnTpzgE5/4BO985zs5duwYe3t7PPvZz+bNb34zx48fP+C+9ngpy3LBWe+zn/0sn/nMZ8K59QKw1WoxnU7Z2NgI6YcvetGLrvj4kcdJbXSQZhnUyWq2NjsAGIyG7O7vYbC1tbn7HPvGwEIKVxNUzhv++vc6VYmzxo5JcJHIkSUuYUQikchVpixL8jxfMA9I05RXvOIVoUZICMHGxkawe07TNAij7/iO72A2m2GMYXNzM9TS9Hq9hcamv/mbvwm4SMZTnvIUfuInfoLhcBiiQ77p6Hg8DmPQWvPP//k/D8X/RVHw4Q9/eKEW5krwrwXmPY8Adnd3AXjhC1/IT/7kT4bUsvvuu4+3ve1tfOELX+Dtb387X/7yl9nb2yNNU2677Tae8pSnhOd8ItKUut1uSFGEeSqhN5mQUrKxsRHeJy+6jDGXtciO/F1hwnWWJVhgPBnz6LlHefjRR3jokYe5sLXJcDJGKYGqXQiNMVTGYAWg5qmZ0rqAkLAuIe5KRX8kErn6xAhQJBKJXEV8j5mqqijLMqwyl2XJS17yErrdLsYY8jwPk2spZUi3Wltb45ZbblkwU7hw4UJwJ1NKkec5k8mE//7f/3swW7j55ptXNvL0zUTzPA82z0opvu7rvo69vT2qquILX/gCxhj6/f4Vp8D5KJKUkhMnTgDziJjnDW94A3fddRfvec97OHbsGO9617t44IEH+Iu/+AtarRZFUfAf/sN/4Hu+53uCvfd0Og1pelfCZDJhOBySJAmtVovv/M7v5Ad+4AdI05Qsy5hMJvT7fcbjMVpr1tfX2d7ept1u84//8T++4uNHDkfdTWrlY3ujfbY3N9kbDNz3RNR211JgBKiGmYcQAqkkiLn4Cceo0+GUdAlwsRNQJHJ0iQIoEolEriLNouqiKIIF9ng85mlPexrgBI+PjPgC/GbNjHdl825qPiLi08DG4zGDwSAU9Pv977jjjpD2Zq0NIqppbqCU4ty5c5w6dSpEPh5++OFw35WmmVVVRb/fD2P1k8y1tTWm02lIkXvb297GRz7yEe677z4APvCBDwShdvvtt/Nv/+2/Db11rLWX7c9zWLrdLtbaEKW74YYbePWrX41SitlsFmql/LhhbmzRTJ2L/F2zLH4MBufmNplNGc2maGsQCRgkSikypZjMxmANwkqMACHd99EKu9AXSFrAWoQVJCImz0QiR50ogCKRSOQq0rSSboqQVqu1soB/VVqXFzVaa6qqCpEdLwJOnDjB9vZ2SCsD+MM//EM+9KEPMR6PgxV1q9ViNpthrQ3pb74mohnt2d3dpdVqLTRFfbz4tDsvpKqqCoXoXvRtb29z00038Tu/8zu89KUvZTwes7a2xnA45B/9o3/ErbfeSlEUobfOeDwOaWlXmq40m81YW1tje3s7mFT452y+P8330T/+RNQgXetcaQTwco16/e1meqh/TEpZtyMFY51YsXK+j8Gyt7fLcDKm0AWVrUhlSpomaF0yzXOSLA3PK6VE1FEhfLSnTn8sbUk+m3Hdqes5fvw4FkPiugtFIpEjSBRAkUgk8iSnKAqGwyFZlpGmKePxmCRJ2N/fX9jO1/4AwflKKUVVVaGfELioiO/Pc6UTYG837IXdsqiqqoqTJ09irQ19ifx+ACdPnlxIddve3ubkyZOMx+MnJAUu8pXHCxz/2RJCHFgoaP7fWOP+L0AgsMCsnDKajtnZ22VWTKmMhkQiUoVQIIVCCAsWrBQYYRHC9fpZFjWi/ogL4aI/EuEiQlH9RCJHliiAIpFI5EmOt7ZWSgWR883f/M0897nPBVwkQwjBZDKhqiqyLAu9gLIsC5GlVquFEIIbb7wxONFdqc10M81oGa11qAc6f/48b3vb2+j3++zu7jIej+n3+3zuc5/jAx/4AN/1Xd8FEOqInqgUuMhXFh/98wKoGXHzj8M8cmSxWKvRgBJuu7yasbW1ydbujosoCgNSIBOBlRYjBBpb57UpEAJk/ZwrIlL+mM4tLgliPeqfSOToEv9CRCKRyJMYH8VZX18P6XXdbpfnP//5/Mf/+B+Bed8amE8sy7IE5hGZZjrZcDgMTT6fiAhQsxlq8zhaazqdDpPJhN/6rd/ijjvucI0s05SnP/3p3HPPPXz2s5/lJ37iJ1hbW+Pbvu3bEEKEKFDk6NGM/ixHemDx8wIGgUBJhcBV/eRlzv7+PruDfQajfbrdLlIpROLEjbGWoioRtra3lqKuwxNYIZzbmxAEeSPm0cZUOav6VCoXFYoKKBI5ssRKvkgkEnkS41PZut0up0+fBuD48ePcd999oaalKAoGg0EQPbBoTw0sFPS3Wi2qqnpCbJ69lTS4yW9VVRjjUpqyLEMIwZ133sk73vEOTp06hbWWV77ylbzzne8MNTb33nsv73jHO7j33nsxxoRePJGjxbIIv9Tj3pLdU5mS8XjE7u4ug8EAYyo6nQ5JlqKyho05uo4ISWSSOLtrJZ34qS9WrD5ukiRkyRNjrx6JRK4u8VsciUQiT2KMMSilOHXqFC95yUsAVydz11138elPfxopJVmW0el0wkTPW3LDfPLnJ31lWZJlWXA/eyLG52kWnXvuuecebr/9dnZ2dtja2uLrvu7reOtb38o//af/lF/4hV+g3W5TFAV/+qd/ys/93M8xnU7dRLVO3Ytc2yzX+nhHRCllEOieZvRHa81oNOL8hfPuct5dNjc32R8NsdbS7nYQwj2/NqZOe3PpoGkrI21lQfSEOiO5WG/kxRa4SGmapggE8iIiLRKJHA2iAIpEIpGvAqSU/OAP/mCwb97b2+M3f/M3uffeewFC3Q+4le7lVDhvtb23twe4iNBkMrnicTXT75r21cYYtra2+PVf/3X+/M//nBMnTqCU4vbbb+f5z38+Wmve8pa38KpXvSoInd/6rd/iz/7szyiKYsEwIXLtsiqFsimEm85vPjIITqSPx2MuXLjAuXPnuHDhAru7u6EhsN/H7+fvU0ohEwVShBQ7L3yQDVHTuG2tRVhI6xqgSCRy9IkCKBKJXBF26XKojQ610+MYyGO5/ipBSsl0OmU6nfKSl7yEm2++OUR7/tN/+k/8yZ/8CY888giwmOaWZVmIHjWbs25tbaG1Jssyut3uFY+vOaHUWocJ7mAw4OzZs7znPe8BnPD66Z/+aV71qldRVRXdbpc8z7ntttu44YYbggX2T/3UT3H33XcDXLFBQ+QSeGe0Ol8sOKUd6vtlwrXB2VVfbDdR99xpRgotUBnNNJ9RmoLclJSmwChL2k5pd1skmQIMVgp8N1MhajttC6ZyBhtCWHc/AiEPOs65CFAt1KRESgVIN14bp1CRyFElfnsjkcjjxgIau3AJExqf2mLDhlBZKAyUFiqoOxUeuFg9vyyLpeZjVht3n6nqjeuVX23AGDB2PlAOPte1IIZ881MhBPv7+xw7dixYTOd5fujnaLVaWGtZX19nNBqF5wDXy8b31Pn5n/95ut0uZVly6tQpfvRHf5Rf/uVf5ktf+lKwja6qKtQGAdx///38l//yX3jNa17Da1/72hD58dvB3Cyh1WqFBqYwjyBJKYOVtm94aowhSRIGg0F4Dh9h2tzc5HWve12Y+L7hDW/gzW9+M3meh/uklNx888384i/+YohQ/e3f/i2/8iu/snDsJo/HtKGZSnelpg/XGgaNQR8wHzjw/W189zAs3F9bB7hrIzCVBWPr+42zm64v2lZUpnTHFKauybGYWgyF82vBVNb5DFhCNEhbt2XWybj+qdejE41oW1RHoboKm1m0rNDSYKVFKFBKkmaKVEkEFoFFSUErS0mVRCrhxmfcxeoq/HZ4Y44kc/bxQggqXSGEwtjl5quRSOSoEGO5kUjkivFTwktmxct6CykOCo+lHS+VXr/YhF2CqRDWUs+1XC+QyxUpX0MOTmnqGjGWZUm3213oc+Mbml6OdrsdRMFkMmFjY2OhULvf71OWJWma8m3f9m3cfvvtvOtd7+L//J//Q7/f593vfjfve9/7uPnmm7nlllu46aabyPOcra0t/vf//t+cO3eORx99FGMMz3zmM5lMJqytrTGbzZzLlpRBJLhVdRFeQ7MZaK/XcxPI2jxBSslsNuP48eNorSnLkmPHjvHZz36Wn/zJn+Qzn/kMAN/4jd/I933f93Hq1ClgLkjSNMUYwxvf+Ea2t7d561vfymw240Mf+hA/9VM/xS/+4i8eKKy/WIH9xfD1UR4v7LyAu9JGq9c6ZVEt1MhIIebfHwu6NKBASekiJVic6FEgTOjLA7UBgdVoDBaNRGJwqxwSdx6VUOGrKRtpaMbgfjuEjwCVjKYTjLJY4d3i6t+BhokbMH+MEAxy99WvQ1owodbnUqJGYuteQe454hpyJHJUiQIoEolcIeYiWqIxOag7q4O/ltSzJawUWDvP2W9eA6Eg+qIoyXzSsmICs5ymIhqbXgMiyJsKWGtJ0zRELcqyXBnBWGZ/f5/pdBqEhlKKVqsV+uckSRKiM5PJhFOnTvGmN72JEydO8N/+23/jT//0T9HaRQAeeOAB7r777hCRATh9+jSbm5sAdDodnvWsZ4Vx9fv90CMoSRK63S69Xo9+vx8E2Ww2CzUdxhhms1kwLuh2u2xvb3P8+PHg+gbwB3/wB3zgAx+g1+tRVRVvfOMb+Sf/5J+EMfm0Pm+R3e/3ufXWW/nSl77Eu9/9bs6ePcsf/dEf8bznPY/v//7vXyiub7LKZnmZpqDTWoeUvWZx/FFGXCaNa37uVnQIBWQqnYKwFv9PSEBabP1ddIFdQ6lLrDaIBJSoa72ExViDsrW4ah5j6XhKKgzzz9VgtB/G6K8XDA2WXkfzurn9orscB+7zBGvua+GHIxKJXBFRAEUikceNwMmcVWumVpi6V4bLxXezIn9d792Y7wgkFnPJa4NG2HrV2NTpNdIi6+e0da6dqFeTTcNi+aJcZSHkrZ99Wtl3fdd3ce7cOdI0DSlpl2JjY4MbbriB7/zO72Rvby8IKW9qUBRFEBZeYKVpynd/93fzTd/0TXz84x/n/e9/Px/84AfZ2dlhbW2NG2+8MRScr6+v87Vf+7W8/OUv55ZbbuHrv/7reepTnwrA7u4ux48fZzab0e/3ecELXkC73ea6666jLEtardZC9KQoCtbX13nxi1/MYDDg+uuv5xnPeMZC75//9//+H+fPn+eFL3whN910Ey94wQt45StfSZIk5HkeGrp6IdLv99nc3OT06dO8+c1vZnt7m/F4TKvV4v3vfz/f933fd1HxcxgBpLXm27/923nWs55Fr9fjuc99LrPZLFh0P9lJ0ktEuIT7elsseVVQFAWl0Qhh6/dIMc1naK3Jq5KqcmKy3cno9nq0pHNpM8Z9c4XI8LLJR5qscccQwlcMwVRPGYyHLiVNCie6lsTPYQTQ4mOLFtthu7Bu434oXFqg3/bxn9dIJHJ1EZ/85CftLbfccrXHEYlEjijW1n01LoLWLipjpRNCQqi6WqB2GdOlmzChQILCrfK69Jj5tUBQ2QppJVZaEhIMhlnhoh9JYzuBL5zWKFn3srnUSvc1MJHxk66yLINT22FMBvx+PrLSxDcs9Wl1Xgj52h0flfEpbHt7e5w/f57JZEK32+XYsWOcOXOGPM9DjU3zmADj8fiAUPOiazqdhghCMxXOizDP/v4+nU4nbNMURM3nb47b0xRFqwTNbDZDSkmSJAsiyAugw/R0aTZWXXWejzKXi2J5QdC0q/b3A1hpmBUzBqMho9HQfdaEQdQubpPZlKoqKMsSbUpUkrC+vs6JEydY668hSNDaooSkLVsIZ0eANQIpQVcGldTfhDQ+6wAAIABJREFUZwzD6YDBeMhgMGA43Ue2FEYcXgAt3/YJd0b4c7EYjZZWUhUVCoUtBX/v2V+PsJK2mn8fIpHI0eJTn/pUjABFIpErwdR5/otlPfOENItQEkIdgKxXeOdbJ6oREcJSUrktLFhrSGUG9T5CuG7uAtB1JXaaZXXcx9TPrVGkCKDSGimVE0TLg7xGGAwGWGvp9XrkeR4m+91uNwiRSyGEIM/zhUn59vY2vV6PtbU1wEV+fJqbEK4PSlmW5HkeIkVKKXq9Hs985jMPTPCttUwmE7d6X9cbeRHS6/UW+rN4jDEh+lNVFbPZLKS9efHjxcTGxgZAeL1NMePT4Py4wQkof1trTavVYm9vDyEEGxsblGWJMYZWq3Wgl0zzvB0GrXUYHxBMG7wQeyKc8K51QqoYBqxwCx7GRXnH+ZjRdMT+eMBoPKIsS6zVCCURwrpUTqPrui1LKi25yZnpGZluYcocU1myrO0+i3WSm/uWu9CPT6Qb5yN2B3uMJkOKsmiIndXpb4dKg2vkxPoUOL/NsqCep8BFIpGjThRAkUjkCWCuLBarcdxUxqLJrVsFrozBClfHoYSkk2T1mq+qHZrqCJHzpK3FksEl27kaA02JNpbKlCAtiUwoipzhcIgUgrX+Bt2sjVF+z7pOSXDNWdd2Op0gCJIkCWKj0+kcusB+eaJ37NixhX29ePAiyNcFNaMwMG/06PF1Nu12O9T5+O2KosAYEwRRs19LkiQLosjXImVZFgwQ/P1bW1vB3MCPuaqqIAbLslyIQviIUlEUKKWCWPM22NZaiqIIwqlZs3O587YKP6a9vT16vR5pmh7anOIoM4/qNowIcO/ztJhSTAtyUzCcDZkVU2azGaXO0dLX8VUYa1zUVoFKFVJK9/lKYKZzmA6pphXCCHrG0M06SJQzl6sNFERd4zcrZuzv7zMajSh1CVKgVIoR1v001IsjCFGn082vA/62F0INJ8im4Fmo/1laNLHecCUSiRxpogCKRCJXjJ8jzMWPqeMzhk9+5i7yqmQ6mzHJJ26FWOAmMELSUS3aaUan02Ntrcfa2gZraz06nR6pUEEY+SMYDJNizGQyoyhm3P/wA6Rpgi4riqJkvdfnppueQSdro6Sqo0KiFkHXlviBuX30/v4+6+vrGGNCFKiZdnYpmullftLvTRA8Psrj8fa+XrAIIYKrmk9B63Q6DAYD1tfXw6TQR22a6XTN4/jokJQyHKOqKtrtdrjPb5ckCadOnQpGA/71esFkrQ3ueAA7OzuhIaqUMkxu8zwPdUE+muafZ5nD1P008el8GxsbYT+fWrgq8vVkoygLRCKQQmKsM7HYH+4z2BswyicUZuaittoglIuKWSnQWqN1SVmVJJkiVSkydemreZVTjSuXIllJhHXpcpoK6Rc6hAVc2mxFyWgyZDgZkZczVxOUKKQQK62oD+v4Zy8SFb6UCUIkEnlyEAVQJBJ5XLjJbYVKBBrtJjpJikSyP93nvi8/wIOPPAhSYIR1kw0lSFTqnN+EQVhJpTXj2ZjBeMSFbUu73aXf79Lvr9NuZyRJRlUVFEXFbDYhz0vKMqeqDNpWkEKlMiyGwpTsT4Zs7mzS6XRYy9axaNwSsTdhAGvcsbmGJq8+zepKbZX9pL8pilbRTClrsmwY4KMdXqgtp8ctP8eqyFNzGy9ymse42FiFEAspZidOnFh4bPk5l5/3Ys/5WPBja+7nUwuPgvjxbnyrUrmstSSqfm+8GUij9l9rjUwlsk5dHU1GbG1tsTvYpcorjLJUosJIi1Tud0BrjTU+UmLo9NogLVIKjKjTVA2UpkLagm7WZzYau+a8+MUTS0oSXOR2dnbY3NkCaWl12uRVjtElSZa42pwQ2Dn43vp0ylU1TM55MHVGJNZgzPzi0UbTbreZjWcolTKZTDixfrI+t9fUT0gkEnkMRAEUiUQeN0JJxvmEdqtFlrS4sH+B++6/n/Ob50BJuv0u49kUhEVIgRHapbXV8xSJIcs6mEpjigptKobTEeNizNberptUVQYhQQqFVAIplDOSEwKrBBUl1giSRKFaikprBtMRo+mIftavF3hdtxGFdHM8sdQoJBJ5kuEn+z6F0EfMli2jF/YxjdQ3CVJJ8jInL3MmkwmD8YDxeFynslZUpsImYKx1NXgNi3krXLpcqYtaKNTCuumObwXldB9bWfJ8yrSaIpI2CWndKUhTFSWTfEplSpe55l0ghQUlsUazzKWiNsvnwkoB+uA2q6I9MQIUiTx5iAIoEokciuVVVKUUEkm71WKsJ1y4cIGHHnmYc5sXyMsZaTuDSkDiUk18ir67PW+dWtoKJSFpJUjjXOO0Lil0gSkriqJCSkjTFmmqUCp1jU+RGKMxqfVN20lakmJmGE6HbA92WVtboy97eAcEbbSLBUlJFECRJxvN76e/1lqHCb03hFgQP0tzel/PJXH20pPJhMFowO7uLqPpyB1DGIw1FKbACuEalNb1QSL831FZV8tj6to/r69MfVvnMzCK0WTEhQvnWO+tc2rjNBKobMnW7jbj6ahONxRYU2GtqUWMPfASlmt/7PyBIH68AFJSut6pK2p9mud0+fw0njISiRxRogCKRCKHYlV6iQEqLA8/+gh33/MlBoM92t0OJ4+fQtuKaT4hbbdCR3cbJl8WpEBYiyk1SEEiEoRMSIxAo0BDZSuSQmNlbZOtnDOckRZhLFoYZKrIdYnVFpm0kYmzhN4b7LLd7dE72akze2TtLtdYgnZdD78yJzAS+QqwvFCxPOlfFfnxCAmJcKlnxhoKXbA32GMwHjAYD5gVU1dLljpXRSkllTVYYxG1FbUVroePEIm7T6r59712bKtHihQC1ZaYwjCaTphMJux39smyjGOd41RVxXA8oKhyFzlSTpQZUaeyNnTLqganC6+tcR7CRQhMpRf2X3Z/s0v9gRbT6K7gjYpEIleVKIAikcihCWkjdXF6YUs+9cX/y954n0kxxSpJaQ15VZKkknavW/cJcvtLCVbUK9LC2cm22i4H32pnYW2MdbU9RmDQaAzGaJduow1KJKhUkiaZW9FOJUVVoqsKlaUoJUBapvmMzZ1trj95PW1cjYiSChsyZgzGaqRIV73USORJga9happGeKy1iPrLaYyr4/H4lLft7W0KXdQ21qBthdYNUYVwTUtlU2jZ4N5m5XzRwwskcJMPiyVJEzQVVaGZTnN0qdkd7CKlZDgcUplyIX0uiBMp0Na43w45t8JuusF5hBAIKRcuiLobmTB1ap0XOYspcKsiQAaDugYNVSKRyOGJAigSiTxmqqpid3eX3fE+Dz/6CDqxyFTRbqUuTUW6VVohwRqLlXMXNyFdqbMQrmGpERZR1wxgXdd3ZV20RyGRUqO1oKoqjDYYCgyqnphIEjKQFm2g1AVSZgilKE3JcDxgd3+Hk+sn6Yi2a7AoDM5dKub0R558NBcp4OKmGsEcAQEajHVNipGWyWzC7u4u24Nt9vf3EYlbVJCJoDQWq32d0LyepnlbSuXq/kSCtrb2m5ZYO+8A1kzRQwqydm1koV3zW2EEg8HAjV/V4kc4dzgp3QKKMRVGOAv9Veegedu7IC5EwuziPsvP0Rynvx1MEqL+iUSONFEARSKRy7JsCTuZTDh37hwPnX8EmSZUosAIQZImtNsthIKqKpgVM5I09FrHSlM3HqyvBZRljhB1bYIUKKkWjqVqW2ZRSkRVUVUVldXoyk1EspYlSZzLW2UNVCWJlAgrKXXF2fPnSGVGa609r/qxtSVCtHCKPIloTvwvJe6b0Y2qcBFZg6EoCiazMfvDPfb29hhMB64myAhkLXCUqJvUqnlkBSsQViCM8GsLWONEkxICrK1r/5oLD7q+7a5VktBqtSimBePpBGsFeVXSSRP3i1GLDiEFiUqcSYLWLNfyLafChXqfWvwsRMJCqtv89+1y5285DS4SiRxNogCKRL5aOMzfbD8XWMpt93/0Zb2aPM0nbO/u8Mj5R+ic6qE6iiTNEBImszHWOvvcLMsw1vWaWVwxdavB876E89oE34dGax36rDSbYDZtbaVVmFzT6rRRSlEVJaaqsCrB1vtt7e9y/PgJTqydcB1GrEWK2g2Ox2Y5veoUxjKAyLWIn8h7E4RVNthQ91DKVLi9t7fHzs4Oo8mQ0pRkrayuuXENQNMkdSYI0gAGiwyPuYvF1AbWwgoSpRDSpcn5nxZrbaitkZlCF6UTNLYir3Iopes11XbHstS1f8agVOLMC4wJBvcWkNbVBEmL6zGGwMV6BUjp2ivX18ZvX58PEzSQi2w1+wMZ4SJPQtQ23r7Givjdj0SOMlEARSJHHf+H2rg0Fikk0vUPdPnsTeFhrYt+NHLkTVFvLzk4wxcwK3LXLyNNMBj2Bnt8+m8+zdbWDsdPHke3XKWOrsqQ+y+la15qtXaiSchgR+0jQMgEYUHWfUiaxdvNHjUXS0FxK9MWMzXofIZNFCKZ97DRVmOsE1OjcszAjOnJLolUJEKAlc7+Nln9uv0Mp/nQwZaLdRP6Q7xNX634pqr+ttaa4XBIWZasr6+TpmnoMbS87ZX2RPpqoKoq57DWWCDw581auzLK2RREnX6HypSkaUq726IyJTs7O8wmOVYY0lYaorMicwqjkhpZ1/aU2tS/J4BouLC5ETj7atw4ggmKdGlrEjBGIxJJaUqMMLT7bcAyyIcIIeh31+pRW0T9Y6a1xVpQIgHcb4usre1lXdujpETVTm9KJWRpikpcNEkbQ1WW9XnTWOvaNlthXIqscMcDSFPFbDYjlSlJK6UoivCbVBlNIuNnNBI5ikQBFIk8SXA1ws0mG25eoqvKPQ74KbzL2Zfz+1fM4KsKKlPSarWoqBhMRkxmY86ePcs0nyETgUolWvgVZp9OYhBChuiOtbZOd7NOdNT1AOAKosWy+Ghw+VQTQWIV0giEdqvKNjFu9VnJ0Ctkdzig19khO56Rila9Os1C0ffigRvX9SZmxcNR+FweP9Euy5LxeMyjjz7KvffeS1VV3HTTTTzlKU/h1KlTK5uyRi6PT/Py9tXLKWCX+w7JRKD0fBKfJAm9Xi+kuVlpmZQTtKlc01FVR28skPjljHkEyGIPjAHRED+Nx8J3Svp6HelqBv2YfW0gIPH7SrewY91rk4kMx1nl9ObtroWozRog9AJrnh/jU/KEb+JaD6EWlgaDtMqZsrDoHBeJRI4e8S9OJHLEsWYpyiMWr1WaMJ9q+A3diicAtQlaWbpUkySRCAkqBUHKtMi5sHWes2fPsrW3VTdCLFBKuSaL6WIOvV8FDgKIecpL02J2lcvSxZyXmjTT5ZyOqydhRruJmAUShazHIYVkf3+flkjZ6GzQbXexgLEVUl7iJ3BpbtM8xasiQZHV+AjEYDDgS1/6Eh/72Mf42Mc+RlVVPOc5z+GVr3wlQghOnz59cOIcuSxe/MwNCB57XVvzXLdaLY4fP87a2hppK2E4GVLulpSzAlXXzdm6caiSTowsP0/z+Zq9h/xjy99zN25/vw3pr83HBQfT+PzrD9usMDtYWftzEVb97qxyzmv2AopEIkeTKIAikSPO8t90lx6i68kAlLqar4w2tjXWZeontQhIWvMYkQXycsp0NuNzn/sco9mI3d1dhuMhUkq63TYqdWkrKdmBCc7lsCv67zyWwuK5ALKNGqFGk8La6lrV6XVlWTIYOEvf7vVd+kmXRDX7AV3iWMwDQf56ld6MXBxjDJubm/z1X/81H/zgB/nEJz6BMYb777+fr/mar2FtbY0TJ06EVLhYZH54liNAj5VmrZ1SilarxcbGBgBpKyFpJQymg7q2z9XPeeSSAGqOyV+SJFkpXBb76cyjMa42UISaH79g4gWMtYt9ela5vS2bHzQF0arP1qUWYQQN4WYaLnCRSORIEwVQJHLUacx5rHHyRdZuSQAySeqe7qDr4mS3n8tZyU1RR0rq2gtKNne2efjhh9ncvMD+/r7L+9cVMhGkaULWTkmSJBQDN1dq5+kri5EefGoJl48ALd9enuz4CZAQdaqbNkHEWGvBWozxrxjSNKXSmrMXzpOgeNqNT6MjW3UinlytYhZWtqn7hDSuI4eiKNzna3Nzk09/+tN84QtfYDqdopRic3OTu+++m2c/+9kLk8rDpG5F5jQFx2NlNpshpSRJkiAWOp2Oe14Ja2tr9Pt9RpMhBrMgPlyNkTrwXW2KEC9q/fYLVtJuh4V9WRI0TRMHUf9mzb//qx3gVgkwHylq1ho2zSCWb686v8DC2GOUMhI5ukQBFIk8GRDGOTvXtrPeYcnUckfX91QU5GVFXkwpyxKtS2ajgqqqKKrSNTctZozHY/b39xlPJ7TbrijZtTx0/X0KXWClRUjXGNEynxyEOUEQPoui5TBcbvI7n+iAqBWJlBJjXQGzsRZbrx5bXFoPFQyH+5wTkl6nyw0nrsdigw/cwZGtiBAtX6/eMdIgSRK01uzt7fHQQw+xvb0NuNSoyWTiGm0WxYHUrTi5fOw8lu/YpfYPYgFDqlL6/T7dUZdRPqKqKmTiBI6LHM3rh1aloTXNTIJ5yVL9TfP48zHMBZA3dfACyKe2SukMEJqCp5nutpz6djHxszyG5nUz9e6AeItEIkeWKIAikaOOMGC1s3ytxY/BkusZ49mEnb1dSl0wzXOmszHTWcFsNiGvnABay7oURcF0OiXPc7eqmyZkWcbaMVcMPZsV5GVe28EaKlOBBinnUSCPNbXzlJ9g+Imt8BMswj7NiUXYf0V9wKqUF3cbF5GRFmm9xW09uTHeatc1UU2swgoYjgc8eu4RlBKc3rjOJ7gc6Gt4YB65PFeycjEvLrISKSXT6ZThcMhkMqEoCoDgpuWjBD5SUFXVgbSpyOPjMFG0Vqt1QJCEaEe9oNDr9ej1ekEAZVmKlJJcFwixOI3w4qcZUVoWG8sRo2ZkyC+cBDfHOkVvvi0LIstgD4if5Tqg5nGbLpI+xW5VNGgZIUSIdi80kY1EIkeSKIAikSNN3YtDWBcFQmGAipLdwQ57g32+dO89zqbaGCpbuT/0os7fl5bNvU2SJCHrZLT6rhu7mxg4RydjDXmZk5c57XabTqc9X2FNEgpTLGoDP5EIK6gX52KrsIclTG6EcJ3o6xQ7P7ExxtmCF0UBSUqWpZRFyebOJv1+l1Mbp0IvEVc2JEONj0U3JjiHqxeKrGY0GjEajRBC0Gq1XO8Zpej1erTb7TrK6PAr/lEAPTaak/flVNFL0XTf09r17Fq2H2+1Wi6KCqFeSEqJLjRJsrhYsUqMXExcCCEWUlf974Z7jjrKVJqD+zAXQawQQM26n1Xn6VIRoMtxpb9ZkUjk2iAKoEjkCOFXLf0feoBpMSXLMpCCQT7kwtYWe4NdNre32NrdotPrOmMD5WxmBXVzPwAsnX4nTCo0Gu/YZixYq6mqCpUpWqqFxTIrZ/UKvaojTzpY3Eop55JBLDk+GT/TaTQbdEO4JKsKqBfOibCI2gTBR5ZcbY9CSYW1IkzCKlMiE4FQgvM759kb7vPc5/w9hJWuX4hMyUho9peXCIRthHmsAN+BPlFLFnyRVZw+fZpHHnmEc+fOUZYlSim01iRJQrfb5dixY6GfTfOxyOFZ1TPpsTrCLT+HFJLCFCQy4cSJE2ztbzEZjKmqina7HaJ2y1Ec38wYWIiyNG/Po0zziI+rAbJhf2stpjRBfPljOUMX99rSND1ggODHY4whUQm2dpZrXnwUxx/HLvnxN39rjDGkacokn9Lr9Ol0OpRVSZqkRCKRo0n8CxOJHAFcvY6m3W4vpIZUpiTJMkoqBuMBX37oAR56+FGm0zEyTeit9aisqbupS9fRHd9bQ+IakkIzic26qhouZfbcTGVrhniCMUHj+iuxVupWklcfqZkGUxmDrKNmVBYtNB/764+zsbbBdSdPcerUKVTWR4SOSnU8aFms1bUIkcujtaYoCmazWZhsenzPmXa7HWqFfG0JXHlNS+TKUVJhcALg5MmTFOSM61Q4kUqEsEHEAAvpZYvubouR2ccSSbELIslFB5WYR3uWI08XM4VYdcxLpb0d5vFIJHI0iQIoEjkCXMziNk1TKiou7F3gi1/8Iue3LqCtJUkUpJJKaOcGV0d8mhljWBcJWg7BCAPWGhfCaTwkbS0JTD3JqDWUDc+57MC06Oo070+0+P8rzqMXtdWDbTyPlQghF9OBaiuI0lQYW6IpKXVCUWqqkWVa5Wzt79DrdNnor7Oxdox+q4cI9UGiTs+RkAgwrs4p6qBLo7VmOp3W/aPKhUlolmUcP36cbrcLzCMQ/nEfEYpcXQyGVKQcP36ccTlicG4frTWdrOvETGNbL3C82G2mwK26yPC75r+nBx0lvWByaW2uPiyRdX+fZG6QsCx+RF0TuaoG6WJiyG/v/9+8bh4nEokcbaIAikSucbTWIQXEWuuajwpBmqZoKgbFgPsf/jIPbZ4FYG1jnSxLqKrKpXwpha1T3+YaysVBpBDIhnBwER2/antwLPMJAS7tDOFSwMTBGoAQCfKOUj7FpJFJBk5QPV6MqKt2miYJ1o3HF0svOkBpwKJFvSJtDWsnjqO1ZjQdsb2/jTRwbO0YN15/I6ePneK69ZOYujao6RqHwNlvyzhBvxRSSmazGZPJhKqqwv1CCNrtNhsbGwuf78dr5xz5u8HY+eJLMwXXW0xX1WontaZZQFNIHKwBWm057b+//rheAKVpBoAStcOcPGh97f8BaKsvKcDC+JY+cqsEU/M4kUjkaBMFUCRyjdNcBffOWb5ofH884K/+78cZVxPafZeTb4xmbzwmTZ19bZ7nIMyBQEW91u4iGg1ClpfzE0ChgljA4jLjhJ9gGESiQCxOQFyNUr2Ke7kI0GUmE4dKPfEOTQQt5ky7rajDXAaDm+QIKUGBwKAx7Ax2nQlEmpGpFkJDbiq2drYYj8esr6/jKoMkLpHQutces+AOhVKKPM8Zj13tSNPVr9Pp0Ov1wud7OeITJ5pXHykkBkNuc3Z2dtjf30cIQZZlF7XBXo7eNDng6ugjP9anzB50f/QCyDsGWuts+ZMkWQj8ChbFj0DMjV8uInyWby9HgJbFXLDWtvGzGYkcZaIAikSucZp9NLyLFsD29jaf/dvPMpiMKaWzDpbCgIJUZEgpKXWBUM00M3/tJyUypLYFoRFS1xbHEfLwrUQY5ySHEcEJ2vOYI0CXmUhcWgDVXePRCBI/eLC1TBHz57B1g1iUc+Z2Ex1BhUYIhVEWlSjQoLVhlDtb8PF0Qr8jnBAUAmMtqpFCKOM86LJMp1NGo9GCAFJK0e126fV6oaluTHm79hAINJr9/X22t7eZTCbIzL2HZVGSZXXT1CWzkmbdzvLjC/+38/83I4DNCK7/bATra2MQ1okzjVkQPE28mHqiI0BSSm8bGYlEjihRAEUi1zhCiOBalGUu/WNnZ4d77rmHR8+fo3O6g2VGVZToUrtJZadFVVVMJhMnmIRFWgAfCfJRH+MLgRBWOve3xkRA1pEfYQXSykaKnG+LqhuBHbF0qa22rzACdNhzdDGd1HzMWhe9MViMrdAG2mtrWCvIqxJbGYR2YiclAWEZjEe0Wi1S6SZcNnSwv+Jhf1VQlmWwwfYRTCA4wPX7/eAmtkwsPL/6FFXB+Z3znN88x3Q2dX19qE0OZG1wsLTPsrho1gf66yB2LnP8ZgTIiw9r5zb7sGjissxlIz4rIkAX29+PxzdHtT4aHIlEjhxRAEUi1xKr/o4Ll0aSpCkWw2Ay4nN/+zc8eu4sMhPs7O/QO9Gjs7HObDZhPB5SVQWtVot2u40N0Z7Vrm62nsRIabHGOcT5qAqIEKkxzqEW693fGu5ooc7GOyMI46IqbviN6M+SBfZFXvLyKbnsFMMeLEoWwtvtLqX4WYswFm0sldbo8QRwTVQTmZCkKQqB1e7xWTGlNBor3WszjfMZU7Quj2+yO51OqapqITKQZVmwU76Ya9eTn4u5LV680N5/Jw713VjecRXL0Y96XAYYTUacPX+Oze1ztNe6dLpdZsUUbQ2trE1V1Tb41oZrA+Ha99hSQmCEMxQxQqDq+h8hXYpqvbZSC5CDF2s1QniPSuPuq8+dDeO24eUsviRT1/+ZpdtV/ZtF3T7a/cCFz11jNcjXKirkirbJkUjkqBEFUCRylTGmQspk/rfegNEWqYRzWTPUhgeuZuWhCw/yyP5ZRnZIp9Whm2ToqmRWaYSEbrvlVkn1YsG571cTJgvWGQUoJbDGuokM+C6gGOnGpjFO9ADaGqgqUqVIEoFUqq6pMUglUIlAKrBCoJ1TwrxWSMzFlJWNmdhyasyS85KUAsy8SWLIx6/7CkmRhHolNyk0Ie1O1OdXuLIfrHXCxlhQZOE+wJlBGI3GjV+gUELx6LlzPPPM16KpMAgypSh0QabSeo7qp3mRVWRZxoULF5jNZpRlSavVQmvNeDzm+uuv5+TJk67XlFILqU7AV0EvIIPviwVcUtU0tYv7xMlLfvLCUxwQPfXx6u9XlRuStovAVboCKVxkB8NYT/m/n/80Rlpa631IhPudSTMSwJh5FEfW0kTWqacCgZICUQub5WuM672jtcEIM/8e4hZMhHJRZm01RhtKXTArpqStrE5fNaAtVmVAo99YfT5lEEfW/XLagkqXVLpCG42pKgyWSlgngkwd0bGE2kFhXSPWbtplvD+llWScOnGahIRCFyjxBKRrxjWUSOSq8GT/6xKJXPO4dBCN8P5iAmQy/6tYVYZESSzwyOYjPLp5lpKSrJdB6gSGtK6+ZTkdo1mMvBqJqX0CbL36Kqxo9AtyW5k6guPnZgtr1sI0rlWYlFkvfg48l1kcp1wcY0hXCyN02zh77oOvRazsqNp0n7IHt2/cJQ8swIfKASyWoirJmZKQkuLeBy/gXITpwJAiDXwPoLIsgcWi+FarFfq4fHVTf7Ns87/zOj2Ya6NlFre6HM0Pu6vzS1rz9MMkSdyCB4a9yT5hKLPFAAAgAElEQVSbu5suZiKMi3rUERxrhfsOWIE0JqSD1QEUgue+qb9Ldv6SmtduBcbUdzRTY22jNsj932IwVqN1baVuTL2Ldm6U4VW5HbV/AlM1+g6ZcKl/UKCOFIfwNt4ARiKtWwipCk2mUtZ666TSna9EpiFqFYlEjh5RAEUiV5mFYuDlP6YG0kyigd3xLl9+6AHOnT+PkZpOr41V81x8/1wXLTZu3G4W9F4LNMe17BLVzPVfeEwczM9f1bfjcngbcL0w+wTpBVBRMBgOWO9vkIkOIJEi/nQeltlsxnA4ZDabAfOeVu12m36/T5IkC7Uh18pn8iuCbdTieQmz/PIb6Z3+1Mh6s7qV8aURq7Zo1rHJ8F3yB8+rnM3NTR4+9/AKMwCcPlmqnVmVvnj599IirAyiqrGzs7MHFBZTR251qakKHey4VSqxosBb8Qsh6ghUI+rcaMxqbeM3w7pQtzWmdoy0tSZynb9krYmkTJhOZ6x3+pw8edLVq1lQUmA0cCVBoK+ij3okcq0R/4pHItcS1mJMnfYFGNwf9ULnXLhwgd3dXYqiQHWUs3W2LlUE5u5Jq7qgr/q/O9zlhcIBVzcazy8uti59ZTQjV8tRrOXH/OGvpF7Eu0CFiFFwkbNUZcnO9h69rI9oufOWxJS3Q5PnOcPhkKIoANfXSilFp9Oh3++TZdlCY8llMfykRtAQOLWcsbKOTqz4jNn5buC+fhcTQb6OZ7kWxlgTRIC1BikE2lahwaimYm+4z+7+HuPxmFavXR/MIn19jAVhmlHQg5Hmy0ef3SgFIoiROfPX7j8bxhiq0lCWZWiyqi1YoUBIp4GEQAnfDLUeV20gY+rruQCqnSGt/7xRh8HrkLhx0WIpFFZbep0+JzZORPvrSORJQhRAkchVxtSTAD+Xd5MRl2YhpMBgeOjsQzz48INMiylZJ8NKS1VVJMr9sTeCOsHeXXwGCtQTkfDwfHJp3YNXfRFyecIrWJr8LkV8wj6XiAAt3z7UOIx7AwyuUMFYA7UD397eHjeevgHRmm/v6x0il6aqquAA57HW9bJaW1uj1WqttEr+qhBAAbl4beWh1xUuLoJ8LQyNR21wCBAh5a6x0IBhnE/Z3t1hMhsjUxm+a/NFjydyycPHsea1f36YvkxQohBWYrRLB64KHQSQsooK7VJka4c4IwiNWoVwdX3m/7P35jGSXeXd/+cs996q6uru6e5ZPOOxxxsOmCQ/DCEkIeAEkGVIpCxIBFAkQgQEokTKghSIkDCLRf7BScSLAIEQCSRKTEIUgiFA9AYCmIQQMPgFg8fb7Guvtd7lnPP749xz61Z198zY42WI6xnV3K7tbnXvOc/3eb7P97G2lgkKWawSfNVODVagnKzAj3Be9bERxbTb7dE4bRjP3jxVLtOpTe1/kU0B0NSm9iSbMQatNCEAqSLt+e5A4QyHDj/Eg0ce5uTZU6hIErdjjCs8L19JUKJyxLeSmw3LxysDdC4J2kdi20WMz5cN2soeCfiZ/GxF6UFgLQih6HY6FEUQlfBUoZHC3DQbdC4LMthZlqGUwhjfQKXVajE7O0scx1v+jk8NBTi2L+65ENtGMGHk1dtKL2389bDtIFwgMWVjm0E6YKO7zjAfkjRjnACh/L0upKuCJvWGpVstJ//e7jObbfyEjMYqL4ddFKGmRyCUxTiLj1WUAAg3BoBkKdntrKlR4VwF/oRT/gwEoRXrgyHCSS+MYCzzsztoN9tVedIouLTd+Z/a1KZ2qdsUAE1tak+yjeg/lsIZlFBYLOuDDqfOnOLg/QfpDnsgHU56tyNKEhAWi/GgQNQ5/aWYQQlOqgLlGgiq+l0I4EmmdGyiPNUi/1tlfLYCSueqAzp/FkGWxdol8KlWVarkScVgMChV5yTGGpTUPB7Uv/+NlmUZvV6PPM+r30JKSavVYm5ublult6cMANruMMU277stPjNmduJjIZwCrpI4GD2XCAqboaRGIBhmA/ppH2MtSdmg1hcdeVqZj4TUhUy2Dq5sdd+dGwBNvlbPislKIdBaysCEv0aMyatuxK6krvq6SH8GIukbpzrjv+ds2WS13J7vb1bS3WzoMSTKWiBBUeTs2LGDZqPp6ckB9BgIInAXc6VO8dPUpvbk2BQATW1qT7JJ4QVbjTPkJkPomJzCg58H7uPU8hnaczO0mi0yk1G4gjhKkBL6aR/F9pHWH3ULgGjL17egwD1SC4XOjtES8DVApd+npWSY5zjnFbAK56pIMGKa/Tmf5XlOlmUYY8YAUJIkNJtNlNpcRf6UAT+M4g/iXEBoO9Cz6TYf9bTxz1z5v/8rJyOzBXmeVc2VtR767JzWxIlmaAYYV/iMkKLMePibQQhRctM278SjzQBVmoti/BzYclOVdH6QwA+frwVDXCnH7RUGS0DmvAiCLbO1W40VwpS1PlD1+RGh/q+k4dnC0Wq1AA/mG3EMAgoDWk3DIFOb2o+qTQHQ1Kb2BFigXQRqRr2zuZBQ2ALnDIlOGJLxw4M/4P6H7qfT26A138IqH/LUjQgpJcbkWCuIoghfLrS9FtTI1ygL/BmVC/md89QRlN9PW4R9kyilsMZWFDgppVdtkv6BFF4ie8IRG1FMzh/hnFR9C4p21fvBcSm3X8kolx9T2kd4Ta3IOdBhqq7xTNQ/hV5C1XOBta6qD3CuQFiBFQqbe6dnZmYGELjCgfLrNXmOjhKeylYURZXFCec/gBrnHGtraywvL+Ocr1uTUpJlvlHv4uIiSZJUv1H99wp9gf63gPntbDgsaDT0JiBUGIvWEwDbFj4g4G9Ggoqbsaa6b9a7G8y121gcnXQDFWn6aZ+N7jqdzgbDPENrSXOmRaPRoKUU/WzA2uk1NjrrpGkKUtCabSGUz4D68cYgpUQLXd6Hha/FkaP7qr4MFn7T+m9cfwzSAUIrlPItRqv6HCHKoIQjbkQY48hNgShSYh2hVIQpe0ZZDL7/Tzgvfp+steRh/HISIVT5OefHNWuJVIR0ktAw2QpPS7bOYoxl9+7dFW1Tx4rcGKJIoWP/26nIj52BHgx+n8O9oNU2GU4cwjnUNIjypFqYO6Ko7IVVjmfD4ZAkSS758SdNU5JkfA7qdDokSVI1mM7znOFwyOzs7KbPTb52qVme59VvE+aQ8Byo5pS6kM6kBerrJNtgCoCmNrXH2eoTfz0CDh4jDPIBcZQAkl7e54FDD3Do6CEGaR8RKz+5KnDSeaUjBShZcvEtj3UMcrtI7uM1D5yLzgbnBlDnm5zqEr3b0eQEqgJZI5lfX5wtrJfJ1UmMDMXa1W+okFKdow5jas45er0eg8GgKlwP90Gr1aLZbD7Zu/ikW31SNgZ00LjGX1ppliKEd5R1/c0qFzJujWaMLfvmdHobHD91EuMKcltQ2ByhJA0dUwhDIXKMLHDaQuRAgysczhUUVuDyoqrRqvdrGqvJO8/xhUBDCErU11FYg4w0Tliscz4LJPDgI/dcN1835rDGIJ3PljvnkGWj52E+REcRURR54F06SeF+1iKILMix8UJK6bPv1jcl8g1Qnd+WtVhjwVgazSZxHGOxKKl8c2r8fiZNvWXoyTeB9UGAotzPqi4pZMyoR6Gm9mRZNReXQbEQvGk0Gk/mbl2wBfDT6XRQSlW1lXWLyvsDoN/vUxQFc3Nzlzz4AcaAzXA4HPu9ut3u2DGE3zDMNc450jRlfn6++l6diTAFQFOb2uNsVaZnm8ku3JgDk3L/gw9w30M/pNvvoBqRb1KonY9qKuGLkWUIcoa+IQVuW/4M53fOQ0JlG+rK4x0BuxDAc74aoJFQQ41a8wjocb74WZRFz2WmTIRotC/YV0ohoBaxnUZu4dz0S2MMGxsb9Hq9sYxbkiTMzc1V1KKnsmnfwgbj8BlIVZ4/6Wt1ojjCUpCZgmFuyqxxUExURCKpRDsAYuUBUDfvcXZ1hbXu+ngQRRiGxmGGMLQpOkrIXYGVDrRAaIEpLJnJENYhI1lmfmR573kltQCKfEZlewuO/yT48c6K8aALn+FWWhNrH7U2hZegV0phirLwB5+RklqOgHTSrNabFym28OcoinwEPB/mBNlr34NKjQGRAICgFEdAABYpBU5IkpkEqbxCXoEt1TdjJJDmOVGsNgmzhH8AWtXHiVEWvnaGHtkFM7XH1PI8r7I+9cyCMYY8zy95INTtdmm32xUQCJmrtbU1tA7ZWlvRjetj7lbZo0vNlFIURUGe51XALGSFZmdnxzJAYUyq06rD79fv98nznNnZ2crnmgKgqU3tcbZ6BKOSb61FUyMVsdxd4eADBzl89BDdYQ/dikmaMWiBFRaU7w0klRo5FEjftkKOJttHYyOHtSaYMPF+XQXusSa9bwZAmx3qSRW4rQBR2M9Jvv8kxW58m3LstSCTWx03CoFkbnaWSJcd4LX2NCRTVkQ/xaO42wHkEInrdrtVE9QwGcdxXCnAPdUtuNyijHOAj0kM8yFCQWYKsiylN+jT73cpbE6r1WJxcQez8Q5Cw09b9vyxgKFgY2ONTm8DnegK/FgMBktmC4rcIZygmbXIi5xClDU/2tPFvHKawxgz5mCEMawCNfbcA8LkfQm14ISApOlrHp1zKK1RkfbXTpEyLFKyfoY1YIsygygESuoRAGp4GXWldLn0zo8xXi47VrHfnrETY4MAJ8bAEABKooTASQcookhDmWuXQKQ1IfsWx3582EQBxmGcp80pocZer8RWQiZ5Kqb/pNpkdqTRaJDnOUmSbFmfeKlZu91mOBwSx/EYYFtYWNj02fX1debn56vnlzr4AQ92gDG2QJqmDIfDqpF2sCzLNmWcQ+PtOvCrKK1PxAFMbWpT8xZuxjD5GWvopX0OHjzIwQcOkpPRmptBNaSfgCOf6akivqUcrXe6RUWjsBfhhAsz8TzsX1inGKfAbQ0kHr2N1f+UAGvLrMIWGaD69+qPuqNTf21y30VZ7IwVmwCQwp9XUWaAvBaVrxVwZV0B1sKPwCT5eNp2GaAAgPr9PmmaVk504GKHrNpT3myZeZFQduxikPY4ffYUg2zI8upZkI7cGgZpn8IZ5hd2oOcSmnEbhUJJQVE61yDIXE5vOMACeVHgrMMqgxOeZoYCLQVaSnoDn50rjM8kSy2xTvqUFI7CFkgjcCWlSwBSCOQWVNmtLDgbwer1P04L32vICUxhGOZDBsMevV6PtZVVNja6dLtdnPX3mrUWX3JY1gxJSaQ1M40mi4uLLC0tMdeeQwjBYJDS7/dZnF8s7/VxCpynxIEqa5RGdT8OVwQKjeD+Bw8Sx7HPKClNHMc0m82qf5V0AilkRZGtjrMEpQX52OtVGwHw4GlqT6ptbGwQxzGf/vSn+cd//EeUUjzjGc/gD/7gDwAueZpYv9/nHe94B4cOHcI5x3vf+15mZ2eZnZ2t6mKFEHS7Xf7P//k/fO9738M5xy233MKrX/3qSz7D1e/3K9DW7XZRStFutwE/tgyHQ6IoIo7j8wbU8txngwNomgKgqU3tcTZbFuoCmyKUa+tr3HvwBxw5eZS8KJhbnKPRbtLPe+QmI0qiMssgPfdculKR1gMFJ2qAZRs7H0gRI2SzZQZoFEV5fDJAkyBm0rESbptsjtgMnrYSOpikx9UB1GRd0AgASaQQCOeItaY9M4s1+Ah5tW8C5NSB3w4AhYLVyQwQMM0A1Wx0T3nFNqCs3TnBemeNQeH78agowio/bvTzHsudVaIoYne0C4V3wF1Z/ZNlGVmWoSOFFhIjLAiJ13YzHgQ5gUPTT4f+PrL+255iJ1GALTM+uRAopKfUlJFV8GDIBwq2P74w3tVpcOFhpOH4yWNYNbp/02HGxvo6Z8+epbveLTNRQe3NVvd0JCO01ign6KmYTqfD+vo6SwtLLCws0Gq1mZmZYdAdeGqM0ONjhHUYwNoCZzy1Lcsy8tz4nl/Gb+tUWXcgy6xTpDQ6jojKjFMzaZFoD4pmZmYqcKSF3gSKJs3vwRQEPZk2NzeHc4577rmHO+64A4AXv/jFvPnNb/6RqFEUQvC5z32Oe+65B4B3vetd7Ny5swoyZFlWAviI//7v/+Yzn/kMAHv37uW3f/u3n8xdvyCrZ6wC8FlZWeGBBx7g5MmTfPe73+XUqVM8/PDDrKys0G63+bEf+zFuvPFGrr76aq655hr279/vs+Tl2DGlwE1tak+QTfLDwYOikydPcujIYY6fOI5xhpmZGaI49g1OtUAKNWrRI33k1gnvIj2ebvdYNmbstcdH8HVTFodxwOImIsjnygDVrWp4uI3V6ya8AwiiKjWw/ncQkqWlJXYuLVXgUPiVe/AzFUCobCsxC2vtphogYFoDNGaeXBUoYb4WxZIVOf3hgOZsC51oZKBbGSgwnF1fZthPSXbF7Gov+e+V92iv16PT7WK1Q2oNyiGFxSFxFgpXUFiDKczo8nWhN5gF5XDOIoQb0Xadj8PoyGc+sA7jRgqR21mdPuecI8/zisIyNENO9U4TtyJarRZxHPvMtwShfHZIef6e38VaRDtSMbHSSCvBWAaDAf1+n9XlFXbt2s3+/Veya9euTQEQU/jMpMm9ih1lg9SiKEranAc+lJng1myr6j8khMDYgnSYldQ/yXK2QiR9ZqjRaDAzM1MJfMRxzNzcnA98CTVGtTMYsA4lo03nbGpPrAkhyLKsep5l2Y8E+AEYDAbV2BoaTddVOYOzr5Qiy7IqoPlYsDeeKAs0uMFgwH/913/xt3/7t3zxi1/k+PHjY8cRxpkvfvGL1Tn5uZ/7OX75l3+ZV77ylVx99dXAlAI3tak99hac4Yll5chjccKSuZxur8vhE4f4/oP3MrdjnkQnWAy9vEckNUk7JpIxw3xQNtsL7H6Jd84FsuzcPprc5dhnwtI5seXro+Vm8+sLsrLON/0raXi+6er2UUvJ1rhAlBmrem8PAClc1Y1eiJKqIl3JrfcNDEMDRudMdS5cSU9D+pIcJ9gEgiZrhKBsY0KpJuxGe+yswFnhgVBJUZFIdu/cTaISFBJjCmRZlKlj9fij0R8xm8yo1VXg6hbH8SWmAneu++P8S4dFPIoleCdFlYBCaf9e6JHUHDaRUpIXGaZwOGVwymcns2zIRpqz3Fz2dEI5yvBsDNbpDDbQDc0gG4AWqEgjlCizNqXEuBEg/TjiM0jliGDLrKsrqaGFb9KslQMtkUJ76WnrcHrUw2dzT2VHbvKqx05mfEZwdXWV1dVVusMuu67chY4bzMz4jGCWZaRpStxIPAjs9sosmRhReiQYabBE2DSj1WgSx752Y6O/Tv/4gM6wx6nl01x39XU+a+WEb4ZaFOTDIelgSFZ4eW9Ty8QIIZBKEkW6BDyeGucTvgoZKSInKwXJuBVh8oI0z+mudzm7voJSXoRBa8mOHYvEsS4zUk2azRkirZBohJQY8m1qODeR6i481rKVb7upTqmslZhmoCqZaPB05wCIzyevfCmYlJLZ2VmUUkRRxPr6egWAsixDCIHW/loOFDDw8tE/ChYyWA8++CDvete7+Ju/+RvyPEeXTZpbrVZFgVPKt8RI07QSPfjGN77BXXfdxcc+9jHe8pa38OpXv7qqfZoCoKlN7aItgAg5LvJTLqWU9Ic9kkaCEYa7v/9tHnjoflCS1u4WxBarvIMfSw1SktkCgeeqCl3PyPgosaOoaCfCCf8QsgJCXvTI07S0UIyAkCiXo/edKCPHsowAOwgITlo8J16AwVK4ApxFlH2DoliRC4cQ45BI4h0ii8MZV4GTkRJUrWYHX3DsG7qWYg+ydjw6wpicorBgRdUF3hofyVUyoc4i8k6ed3hAIJyPdllTRsPK2gFbKkOZzKOYbOgjyFJqfvwZN+Cs5ed/+uf9sZQUI6VicKCThBK1Ta1mQbFHCEGSJBUtIQDQvFT1staysLAwJkn65JlldA8/8qUHDTaEJh7REkAp7emshQAlyY0h1g066xve5XWe9oqSWOn7c/nz6bDC8tDpQ9jEsn9hPxbLsbUTnO6eQc9o4iTBKoNxvlmosT67JIXAhYyI8gDIlkX7OIlEoaUXajGxIhtk9IYDiswg25qoHZPEDSIMg2LoM9aAcV6q34O2gmE6YHHnEuvr65w4cYwTp0/R6awD3tGcXWzTaLRoN2dptGZQSjHMctI8JysKCuvHRucsVvgaJk9/dRjpSEWOSAq6LkVmXqyApsTgONM9yUpvhV7W5er917Bnx066vT5rZ1awqQHnyE2GnEl8tqk83vAILWV91Y6qXSn1jHTB0FlIgFigiUtqoSV3BblwdFaOerDhfJ2XFIoo1mgVoaRgaccCWiqiKKYZJyRJk0acEKkETURhMmIVE0JcOFGC5sDHrV2S4e/tgvsivG2x5RGG8e2paqGvTKfTIY5jBoNBVScSxAXq0suT41W9T81w6OmkIbATPh8AFVD15qm/PynBXbeg8gYj1TZjDIPBgHa7jRCC4XBYiX6EmiVr7Vh9T6fT4Y//+I+56aabWFxc5Gd/9mfHwFBdCCJk5geDQXUsYdshq79jx46q/iZkl+qU5gC2LpTmHLZVP95er8fMzAzf+973eOMb38jXv/71Knuzf/9+nv/85/Prv/7r3HDDDVx33XVorUnTlEOHDvGlL32JL3/5y9x5552sr69z33338Xu/93u85jWvqbY5BUBTm9pjYZMTTu15lmUkjQSH49TqSVY6q5jIoRQ4mWM0ZTPRUAPjqVmbMxqVXnW1CV+Ir2qfG0k0CwHO1SWb3TbL0Euovi1/AJ4GJhAibLs8MGGrQbs+d4ZeGmFQl+E4JlY//twinZf29TVSYhNtBlSZ0h5F3a0tyvooiyt7fJhz+NKitknnnAdoNvCCFUnSxBjH9dc+jcv3Xs5MOQkE52DLVT/ZvvslYptkgMvrsSgK0jStaFTgneMkSWg0Gpsa0z259uhBkP//kS/rMX5VyiVrqcilLOmYFmUlruYXhevYxykcORnL3RWMLuuH+h1yV1C4ApON9woSDp+mcYxq7cqU6GYl/fJ966Vlk8g7U8NhhhADWk1J1IiQShEl3qnr9rsMugNkJGg2m8y15zly/AjrnTXOLp+lM9zASIuONTZyZDan2+8gYolOvRpXYQuMsxhXkLmcRishtznGQFHkZCbHmqLMUBmW2m0kZaNmpQGFNZBlBUU6pLHRoL18BmkFpL63D873FFJKgXBY6dU2Zdlctl4HeT6AXm/MPKIxMpIHjxhl0pzDihKMCv/7P3jswXL/BVpGaCFRQiOlQqFYnFskVjHNZov52R3MtdrI0lEeczonwU8IxtUvmPIztrp2p5ZlGVprFhcXKxpcs9ncBCBC9jFkU4LAS6jrDUGfOtUzjuPqb631WP1v6GkjhKDRaFTvBTAT5sAABvI8H6O6tdvtTZn1razT6aC1Zvfu3fzSL/0SN998M6E/zsbGBvPz80RRNFY365xjdXWVxcXFSiI8SRJWV1dZWFhgx44dgAdzxphKkARgdXUVIQQ7duyg3+9fEACy1lZZmboy3czMDCdPnuRNb3oTX/3qV1FKEccxv/qrv8rb3/52LrvsMhYXF6vPh9/j+uuv5/rrr+cVr3gFb3jDG/j4xz/OJz7xier9YJfS7DO1qf3o2lYlMuVkk2UZzbhBbnMOHz7M2toaQoqxYjwf1RxXMqvocyOSflmHsvWkPFmz81hxfKWUY0pOk0IDdeGErShoF2pCeEdLa11NFmHbIXoWsgthv0IdTxVhnTiPUkpc4ft8VMpwBoQse/yE/SxV3RYWFviJn/gJGnFCImMMBvUUjo5eiIXfuB7BDNdfmqZ0u90xuoVSitnZWdrt9ljfjSfXLu43frTfriSUa9nEerTZORfaU1Xmr/na30JUdVb1CLIQoqLx1Nc3adVr1VtBIMT/VTiL0AotfQZvkA59A1MpUbFgaWmJtEjpD/sVHUdoHzFePb3KQ4cepDfs0e/3ccLRaDS8qINSGCzxTIxuSnQiUBq0kUQNRdRUxFbR7XS8ep3zuTalBFrHSARKOPK0KE9QgY4gigQShRICISOWl5exQ8eg02O+MUssIqQus+NSU0hf6yTK+quQnR6dq3MBoPHeRpP1iaHlQehEHz5XlxL394B3Oo0tMEYgXfm+E/68GWjETS7btQe3bx+zzTkfwhK2Er6gVKMbsylF97wWxqAwRoXgzOrqKktLS9XvVO8vE37XukLccDis5q5QUxTH8Zhz75yrgM/MzMzYfhRFgVJqDHSFbNRwOKTRaIwBlXpfrXPZ7OxsRQfrdDrMzc1VlLH6trXWLC8vs3PnTsCDwDB+hExMoJ0JIaqMkFJqLGs0OztbBbYutMYznM96X6KiKLDW8ld/9VccPHgQ8HPMm970Jl71qldxww03VJ8LYHFye3Nzc9x0001ce+21HDhwgPe9731jWbwpAJra1B5PE6Aif5udOnWKEydOkOUZqqEwzhJr7bMWgi0B0NiqthnsNosVMDYJX/QhTAKe2o5Za5FClWBt9B2//c10gXNtQ0qvMhUUa0ITt7oTB1Rd3v1roUZoBHyqTFoo9qztky8KdaNeAdZHW3NryLKMp11zLXON2QrQ5WlKnJzHSX+KZ4EmFfXC9VsUBb2ed3zrAgha6woAPfn0N3yBvbCPevloan/qNUBAmT3w91BuMozJSxGC2v1cB+zOlZ/3/P7QKDBESOuOWn05dtgTDvtWACh8ri5dbfGNIwfpEKccsqERkW84GCea3BSsddY4ceIEJ0+foNPv+GyXluhYkTRiVOwj5hLLxnCNXGYUzkfi8zxnmPexWJSWLO5cLFXaMvI8rx6FMeTGkhDhTIE1jgEFQvSRQqNUjBaaXrfPYKNPZ2OD/Xv2sWdxN41mgjDC09lCi4H62MsIwJz7GnVl8EWOfX4SBG21Pl/L5BAyUJsFSvoeTADSKaSTmNxQmIKsm1HYnNwW7Nmzh8W5BVSkKSgQIZPtJJGqjVd1PFSvu0ROs0ClBVDR6XRotW8twj4AACAASURBVFpenXVtrQI3Qgh6vR7Hjh2j2+2SpikAu3btYv/+/RVFrtFojNG3giNfv3663S5JklTg48yZM2xsbDAYDEjTtGod0Gg0OHDgAAsLC1UT02ABXIXMUdif7cwYUwGDRqNRgao0TdmxYwedTqfKogQKYFEUtNtt0jSl0WhU4HB2dpb19XXa7XYF7LMso9Vqsba2Vr0e9kkIcUEZoBDMDBYybXfeeSfvec97KkD1C7/wC7ztbW9jz5499Ho9r7aoddW0tp6dC0Hbfr/P/v37ectb3sLu3bsr8AZTADS1qT3u1kgarA/WePjIYbr9HkkrwQlHYQxCx4iywJaJybeasCYyQOF5NbC6cdpR/b3HUuklpMaFkLXo07nXPwmYtrMAWEIGKIAgpRR5nlc86vAITplzdbKKj+RSgR/Kbu5A2dQRIcBSOh2ALcGQsdi84KoDB8o1GTT63I3iLgHf/VKwSQcxPM/zvJLArgPSEDkNxcaXRC8gV9bv8SiWgBCyvA8f2bJuxuRoFZGmKWmRlZmXccegcqYnnofo9OR9P5m9HVtHcM5LtbPaViY+53DOYHAILYiExjlBVqQMOwOOnT3OFQeu8E5Jv8ORI0c4dPQQnd4Guc2xWKJEEzUiVOSpt5nLkEIiFOR5n2KQkxdpFWE21hDHmihSbKyteyl8A9JJIqFLsQgDwqEKiZQJFhhkvvg5y4vy+DWNuEmv12EwGBDHmrm5WZrtBLQXd0CpKiNfv5ZdQKTyPDe69RzfQH8bWzKiyPk6S6pzH66bwub4sUtB2fNNC1XR+rTW6FhTZAX9vMexU0cY5D3yy69g9/wu/znpZcGL3KvYKR02dO5dn9pIKU0pVdG8er0ecRzT6/X4wAc+wL//+7/z9a9/nY2NDcDfV3v27OGaa67ht37rt3jZy17Gnj17aLVaVTalTg9L0xTnXAWqVldX+ed//mc+//nPc/DgQR588EFWV1cBfy8vLCzwzGc+k5/8yZ/k93//93na054GjBqZJklywSIGoT6n2+3y9re/nW9/+9vMz8/zspe9jDe+8Y0VYDtz5gxRFPHa176Wb3/72179dOdO3ve+93HgwIFq22Feds4xGAxotVocPXqU3/zN3ySOY44cOcJP/dRP8f73v5+5ubkL2kchxFi9UaAAfvjDH2Z93dcMzs/P8453vIM9e/aQZdlYBi3sT7iv6tm6OI6rMXBS9nsKgKY2tcfDJiaeM2fOcObMGaDkzUrjiQuuBmq2yQBN9uWBrbM+9b+3ikBejNWBh5CjGh1X1gj5fZ101IKzdu5ZuE5Xq4MgrXVV6Ouc7ykTskGTlLxJtbeKXmgstkZ/E0ZgpS1p8coH8o0viN61cycL7QXAg7bc5kSlRO2UBLe9bQeAsiyj0+lUPPUQMawDoEvC3BZ/P5KleJTfq5vwcgrGFWQmoyhyLKbU/QqKbLZSUHTOlUkoUZ3TkCUNtQp1h6Cif06Aqa3Hh/EMUACuYHwvHK19pDrLyfIcqQTrG6v0B13WNlY5fuok3X7H00cjBc6hYkWUaKzw9RCFzX1PHaFotprV/Z1lmVegM77OT1iHzQyhBFEagbBlk1YjwQryfoZSGik1kYhpaIc1wzJTlNFqzCC0Ii8yNrrrLHeXSdoxzSTBOIeUjI+7jAeOzpeldLXPTY5D9XVNZpf8uGnRUUwAQEIIpANRAiDpBNkwJ0oiGkkDhpAOUs6un8UqRz/ts2/pMpqqicWiI4U1rrqmxoQRtrGnsgACjH5frTX9fh+ApaUljh49yu23385HP/pR+v0+QgharRa9Xo88zzl69ChnzpzhoYce4tSpU7zpTW+qetYE4BOWoT4I4Lvf/S4f+tCH+NSnPsXJkyfH9iWOY4QQnD17lv/4j//gG9/4Bvfffz9vfetbecELXrDJ6b8QEFQUBXEc0263uf/++/na174GwFVXXVWNG3meV9S1F73oRdxxxx0cO3aMKIp497vfzYc//GHm5+dJ07TKxuR5TqvV4vTp0/zu7/4u3/rWtyoWx8te9jJmZmbGZLjPZ3WWgHOO++67j3/913+tslw333wzL3jBCypmQVCMzPO8qiudPG7nHFHkg0p5njM/P1/R+WAKgKY2tcfetphw1tfXKaxBxRHG2TKqF5HmQ6IkHquh2VTLU1HJatmh2jJkgDbtxuMAfsJ6qwzQNkDskVjd+ahTbVRZBIzySlXn4jyPnad67VQ4n04irStrBcpeQ+C9POsLz59+/Y+V7qYlQuFkkMKe2qOxMFEFZaR6dK7VatFqtS4NCtyTbcJfc0L5v5G+sWiguW3OAI1Sw7Isrq8/6vUmW53fyeCI2zRgjQOgkB1xzpX9yKzXkldemHlhaRcnTh/n0KFDLK8tkyQRs/NttGowSAfoyGd18jzHln2FqnsU6G/0S0BX1syUQEALiXCCZz39RlzhSIdDhr0BvU63zCwOyLICjGY4NBTFAKEkURQxNzPn5XCLHCEcMzO+nqGf9zi9eoqkHbMzXkTHkR8/XRjKwrkZnavzXqJi5LgJMfpOlYVTo/dG6/IBIltm17zcf9nWoMwsynIppM8UaSHQDY1THvSu9dbo93sUg5R9uy5ntjWLxeKEAzHtUXahFihTwdEONLHbbruND37wgwA8+9nP5vnPfz67du1ibW2N+++/n7vvvpvDhw9z5MgRPvrRj7J3715e85rXVLRtGAV9Ag3sa1/7Gn/5l3/JJz/5ScDXqBRFwUtf+lJ+/ud/HmMMP/zhD/nhD3/ID37wA06fPs3nPvc5BoMBt956KzfddBMwEr+4kPGz3nw69NOBUS8cIURFg+v3+7zhDW/gK1/5Cn/3d39Hr9fj4x//OL/4i79YyUenacpgMKgyXHfccQf/8i//Ur335je/mVe96lUXDH4CSKzXPgkh+PznP19R1drtNi95yUsq1bmFhQWAii0SLAhFBAp9OFf1YFu/358CoKlN7XG1ETZhmGeV0gzCRzrjmZi4kdBb6xIl8dZgYpLqdr5NTgKnx4j+NqkOE9bv6wHGRRC2+u6F7PdW0dHwTyI3fWbcRn2JnBipW3kHQiGcRTqLsQJRRs79hhzC+e4nWmuuPXA1xuYo6YdFiSQrMhq6sWmLU9tsk79N4GVnWTY2GYZoaF1e9km1ik/GKJvzSJYXuW2L8eBd+ftIRgphwAlL4VxZ2B42VJ7DctvOOd9DCLYNUkxS4B7Vblb3nh8HDK7sleN7la131zlx+gQnTh0nSSJ2ZruY2zGP1AKhSxngNAdVCp1EUdkcVFKkKZGMaMRNL409M+ebiSZNIqUxmUE4iWhJxA6HLRwuNDJ1lv/3/e9zdmWZ9fUOxuS0221mZtto7ZFH4QparQbGRXQ6G6x01pjtzdJeaDMTxbjcVjLXj4Y6fL6xdqvATQVYcURal73Vqm+MQBClopgx5EWOUpqo5QFlNkwZDoakhwcooYn2R8QyHgHqIIgwmeEUYSuXwL13iViapiwtLQFezOA73/kO99xzD/Pz83zoQx/ixhtv5Prrr68+v7q6ygc/+EH+4i/+gk6nw8GDB/nMZz7DzTffzN69eyvnuy4Pffz4cT71qU9x5513ArC4uMiBAwf48z//c57xjGewtLREURQkSUKWZXzoQx/iXe96F0IIvvSlL/HhD3+Y5zznObTb7eqevlD6sLW2akAcAlBhHweDQaX2FkDIn/zJn/D3f//3zM7O0uv1eNvb3sYLX/hC9u/fT5IkDAYDtNZ885vf5NZbb62oa9dddx1vf/vbK1BzISAoiD8opSqxBykld911F1HklSG73S5Pe9rTxuaMjY0N5ubmqu/AqJ6rTsMOACkILNRV46Z3wNSmdpE20uEJ/ygjt56+5pzj+KmTDAYD7/g1Glhrq6LLunNfd1wqGtcFWD3yO5mxCe9vu//lZyc/U19XvYdBUM3Zqragvp563cckiJqMWAfaDowcBoslJ6/Wta1JUXU3nTwOIUITOIWUCq0ihJOkg4x0kOEKBwae91PPRSGJZVSpxgocid5CAEFMPJ7iVq83gdF1MRwOWV1drfpBGGOqAv1du3ZVBcdP1D4GByAAsmDWlT7i5O9aezjAGEteGKx1F/TbOwtFbnBBZX6b/RpkgyqAMDADjh49zD33fGdLQBMcBaWiTapUk9d+uK82BRbK5/VxYqv7xknn+3PFit6whxWWuBlTuAKhIGk1SPMhx04e4eAD93H85DGEFugkZnV9jVOnTtHtdoFSYcs6YhUhLPQ6fYb9FO00T7/6Bm649pnccO0zue6Kp7FvcR874nkS2yDKE8RQoTNFXEQkLqHpGugiQmQS23f8xA0/yU//9PN43k/9NPv3X4m1Xvo3OD+NRgPnHFor2vNtjCs4cuwwp5ZPETW8aAPKS/4bDDrROOnIbU7cjMltThFkxct/4XluDYW1GOeqhxNljyUpq8fka1JrVBSho4jCGgpXwmApQPkEjtSiWupYoRMNSpDbgszkEEnimYjWfJsf3HcvP7jvXhw+g5blWflDhuvMX4/OPrZ1oY+FTc4Hk486zSvMF+daz6OxOI5ZXV2tnGVfLxbzgQ98gN/4jd/giiuuqD6bZRkLCwv8zu/8DrfddluVpfjCF77A0aNHgZGiXP0evvfeeyspZoCXvvSlfPazn+W5z30uu3fvrupYQsboFa94BXfccUe1ri984Qt8+tOfrvbBOVfJdp/L6qyKZrNZyXeHsSOAl1B/VxQFP/7jP84nPvGJqt7n6NGjvPOd7xyj1xZFwZvf/GaWl5dxzvf7ue2222i321hr6Xa7F+S/BBEDGCnyWWs5dOgQzjn6/T67du1i37591efqynr1zBGM+wp1ldHw+TponAKgqU3tcTKHz02srK1WPNUKBAjKiZFzavFczKBeX8cj/cx24Gkyy/RYUJjC+uvL+sNgxgbeyc9ttb8hguqc8/0+hMTmBYPeEGct7WabWMV013s848eeztLCYjUY6lps9EIEHKY2bnUHe5Kj7h1RXSn8PREZoKCuFEXRmALTSEwDEGCsIytysrwgzTMKYymsqcCOiqQv4pfC96mxvljfOihMQZ4VZHnmAY8AIUHH3qkxzgMh6+x45kg4GnEDi2V9sM7R40dYWVsmK1Ks8HQmK3xm89HaVvfII7EQGZZSMsxSpFZEkWK9s8bhE0f477u/yVpvjdnFWWbnZ5FlAf4g7bO8vMzDDzyMsI5EJ2wsrzPoDbl6/9U865nP4qrLr6YVtWipNjFNIpsgCg25LB+w0F4kUU1s6hh0UtJBjnaadtJmrj3PysoaOMkVV1zB83/m53jRi17Ejf/fs2i351hfW8FkOXlRZiF1WYukBJ1+hzPLZ6u+Y+Ec1esIQwR7kp47eo2SonauDPW5bavvuiDKoGQV4HHK1y86YXEqUBEpa60kuckYmkGZRQziCmEbo+0556pr0bpzzT6XhtV7hZ0rKPhoz38Yk7rdbvX9hYUFXve613HLLbcA405zGNMWFxd59rOfXWWGsizj4YcfBsal7JMkYW1tjY985COcPn2aKIq47LLL+MM//EN27949Rs8KKmYAe/bs4VnPehavfe1rAVhZWeEjH/kIx48fZ35+HiEuTGHtfBay9JPH+eIXv5jbb7+9yh799V//NZ/85Ccruelbb72VL3/5y9Xxvuc97+FXfuVXWFtbI4qiSkXufBaAH1Cpt6VpypkzZ6qa31arNdY2QUr5mLRQmFLgpja1x8gqJ2XCzzh16hTDNCVpJjggNwVaJOVg4yMak7z8rSgTMF5g+2gcm+0Aw9jfbuvvXMwkfyH7tVVmCEaOdBgcLwQUOjdSn/NZKAdIokjjLKTDnFhHXLZ7N0+//noaccOzmpxBiNqE+5gf6f9+C5N/URRVU7+q3qSMFIbGf09EDVDInExada0JH/1XUqGEqiSCw7I/HICCWMWlAIjvxSXVKA2kpPSKbdiy9txgCt/MsxE3CVdjyAg7vHy8LXPHnXSDw0cPc+r0CV8zBUglq8yQcwbn5Nj16Oxkv5rzg53JbI9zbqxNjGC85xBAVqS02+0ygzZkZmYGY3KOnzzGAw/dz8raCu25GaI48oqNUjDbbhNr37Fea83J42fYsWMHz3zmT7B7525PCXaa3ZftJu+YMuQgcYWhsAXW65IgBBSFxTmB1hFSKrClIMowY1Ck7FhcpBCGNC8ALxncbO5jbm6Ovft28d177sEpS2It8UxCFEXk1tAfDjizfJYd+xcQSuIMGOt/EUr1yPD3ptrMUre8Gi8v9DIW40tR9g9wJcoOCpt1Vb96dt8ZBya0I/D1W3mWIbSk3++zurrKzM42Ekmapahk5FCH3Q/UuEsrD7S91eeDrcaLi1WRDNdonueV+pgQgpe//OVVrcl2oOuGG27gOc95Dj/4wQ8oioJ77713rDlt+P3uvvvuKnujteaVr3wlz3nOc6pC/XAMIWsb6nt27NjBr/3ar/He974XpRRf+cpXWF5eZt++fXS73UqS+mIsiiKGw2H1PMsylFIsLS3xmte8hn/7t3/jH/7hH3DO8frXv54kSeh2u9x22220Wi2yLOOP/uiPeP3rX19lkYKdU0W1ZvW5PmSEVlZWqnPYbDY39U16LIJnUwA0tak9zra2tkae5zRnmhUVyOJvbOu8izNedFs6NVsAoWBbgaTz2VaZlq3erz+vA5GtAFCoA3osrE6Hq/f+qff+mMwEBWBY318RCGxl9kcIgc0LlNAkcUy/06fX63L1lVdx44030ox9Ct0Er0t5R9VaW6nQTW17q9dN1P8OTVAnZcwbjQbNZvMJq/+pUzaDE1Vdx2UPFknZTBfI8FS54XBIURTsXtpdrskTXA0WiyWzHoybvJS91VF57ZVUzkgg0BTkY6874YMehgKHo1d0OHP2FGeXT7NeyuxGjRipPG3KOeN7B4XC+nC71UBlsAv5+1yvbfqMKPvVKIkrQGuJUoJTZ1d4+MjDrKwvs7hzHqfBGYPQgkYU+xoDGWHyAiEkNzzt6ezcuZuG9pmchZbn4a+eXqNILUrUHHXrSjUphVSa5dWzvm5IlhShogyEKOcpZBifkXPWtxSAUvWqhdAWawzDNCXLc5rCEDcSUIKssPSGg+q6ratLViqXtWzQduOtnJDJPtd5ncygI6y/+sSo2eZkG4D6mBjGQWnw4NlZnBBEiWaYpaxtrLJv5+VIJDKSIBzWulFO+0cwojNJEb8Qq98XFzrOBHpYUBS75pprxtYXLIgJRFFEo9Hguuuuq7Zz/PjxsYa3YS7/1re+Rb/fr+p7Xv7yl1fj4/z8fFUzE8cxzrmqp5dSiquvvpp9+/axvr5Or9fj5MmT3HDDDbTbbdrtdiUTfbGWpilRFCGE7+EWRRFFUXD77bfzta99jdXVVdbW1nj1q1/N4uIii4uLrKyscMstt/DOd74TGMl0h7HzQsFZnf4eAgB1MFQPYk36IxdjUwA0tak9BjYqw6+9NiFi4J+PQIWUssbR3joD5KPFI2UiVwGmCxc5OF+EuNp2CRrCcvL9ScpSvTD6Yq2iu5UTfVh3mAy2A0Dgo/fCjsKwdSAU1qmUIi8s3W4fCstlu/ZwzTXXsXvnrmr/JQIRaiqMxRQFKpkCoEdjgWe+sbExRoNwztFqtZiZmXlCsj/B8jyvim3r1InC5iAFBYZuv8va2horKyusrq7S6XSqfY+iiJmZGebn51lcXGRpaYn52XkUkkj5adRiPSWuvLeDhLrBlOXso+PNrb+eM5Nx6OiDdPtdhtkQGanRZC8EQoycKVyolwrF7a4CQXU7V4BjqwwQoVh+4j4OGe3QiwsscbPBMM84cuwwZ5ZPE8caI30IpNGIieMEZ6DX66GEppk0ObDvSvbt2cfMzCwbqx1OHz7DRuRVp1qzbXbu28Ug7bOyssKJEyc4fvx41SAyTzOuvPIKZAmgsyyrGjvu3r2bpaUlokbDgwYdYcvu8WEMSZKEmZkZsk7us5HS0rAGmSiQsqoJa0UGpQRF4YnLHoz4hx+Px2lko/PlkLVeTX7cGf8Nxq/z0XO/ECPRFiHRQpPohGbSpFEel3E+45Vmg7FAQlh/FMVI7aWM++mAoR3QkM2qIWoQqalffxUt0zkidfE0qsfTQg1hnR5WFwGoBzUm7ULmSKUUg8GAdrtdZWOuvPLKsWL5+rq11qRpWvX7CU5+AAz18SXs1/e+9z1keb0BfPWrX+XOO+/k2muvraheQJU5CpnzAIKCoibAAw88wLOf/Wzm5+fH6IEXY4GG5pwba7qapimzs7N87GMf46abbmJmZoZer8fx48cBT9P70z/9U4QY7+OTZRlzc3Nj2bBzWTi/daGcdrtNp9OpfIBA03ss540pAJra1C7Czje8OmDH0iLxCd+MS7hRFMPikOLCM0DbZX0eKRA6X5R48rWtMkD1yOhjZSHSGaQsw/ZD/59Ag9tUvE1w1rxDYoWsnBCBIs8zoigh7XXpd3rs3bOX5zz7OezfdwVFYdBKlDUbctP+TO3CrX7d5HlOv99nbW2NNE3HJrh2u83MzMwT2gA1NCasW1EUdPtdji2foJf22FhbZ3V9jX63R1bkXh1BCppJg0E+oL/c49TyKdRDEhVpIqVRSvHc5z6XdmuG2easp9GVWcNAbxMlWclgGGZDut0unU6HbrfLIO2z3lnzkXpGlBEnPHDC+b9lDdwzESyRAsw57uPtgiUXNm5YVKTJsiEy0kRKcPrsMmfOnME5y47Fnaz2V5CJ8hkHJSjyDCkley/by9X7r2bfrr2cOHaS7uqAPTv3sDizxNlTZzl95AyN2R5f+L9fIMcHPtJ0UDaCzb1iY+K4+967iWIPDLNsSJZlXgr31ALz8wtcecV1zLVnabfbxEojlSyzKA2knGVhYYHUZGQbuZfNlhnCSIwTKKvp9nvMNWer2rS64IQuex6F87jV+XNuvH/QVuBnU+antpRq5PTV6W9RFBGrGAvkKse6oqolra8vtwUUfkzs9XocOXaYxbmdNHWTVtIi1iUNqfZzCyFQQm2r3nkpWRRF1XhvjGE4HFYyzLOzs1WGoH5eHsm8JISoaHAwEjmYBD0B8ITn9TqfsEySZMtx7eTJk9V1lCQJb33rW6v1AJtqJSctrDOAtKBYd/bs2YuuhTkXSAm0sxe+8IW84hWv4Ktf/WrVg8cYw5/92Z/xghe8gG63WwHBXq9X7eeF1ijVz2uY53fv3s3Ro0cRQtDv9yup7vq9drE2BUBTm9pjZMFdnswEXXbZZfzwgQZpkaGcrCmjAWpzmf35MkD1qO+FDPQXSpGZjBDWB3bvaI0U6h7J9i/U6hmgMOEFsFN/fdOxifHMVQUeAw0OUVEWDhw4wPXXXc/+y69EIMmzATqJQQkwxk8GjWbV0M1H2bfZ33L5I8gqeVwtgNbBYECn08EYU/WMCMWx7Xb7CQVAdWGGXq/H+vo6Gxsb9LI+9x85SOZybO5VvbSQxM2YZpyg4giMpXA+yxiWVoDDq3996Uv/l127dnH55ZdXRc31mqfBYFA69ym9Xq96DAYD79BqAUogy9YtJlz7ogw6KLnp/pw831stt/p7kjJ3IeYj0Bm6jGCfPn2a4XDA3MIOZufbyLZARAKswBbO197s3MeByw+we2kPK6dW2bW0m7SX0V3t0W612bN0GfeeuJd//cLn6egeLnJIVRtPFERSIbREzEhUQxMlmkQk5Llvarhu1tlY7vHQkaPs33MFB664kt07F5mdaSOEIM/Tqp6iEcdeUluGYmtHlhUMnQek+Y6CpNlAWlOKDgiU1EQl3WmrYE84l2FIquiJ9Uf4bO0aDNGu8FqsklHW2kowAozAGrCKsjoKcNI/GAWjpBSY3GDzAq18BuLo0aN0233mZuaQRrK4Y8nTq7QXANElmBTIH5mxq9/vc+zYMU6ePMny8jIAV155Jddccw2tVqu6putjyiOZm2ZmZsZ65ATGAYwotAEoBYA6eb8FiltdOANGhf1h/5xzlUBAnepWV8QMVLSQzWw0GlVW6MyZM1W2ZefOnRdNgatnkYLvUW8iGs7HDTfcwB133EGr1WIw8NTR5z3veZ7eX2Z+iqKoQFMdFJ3PlFKVTHWgvl177bV861vfwjnH2toaZ8+eZe/evVWQqA5aH/WxX9S3pza1p7gFAthWLGPpwArBwsICsU7opwOci0vnSGBsgSIm0OI8I6IWKQzRXzdemBxeB8A6rLBV07ytyXjj34URVQPwxdQIpCs7vjsQTiCc30/nMt+HQwYqn49WO2FxEzUyTowDAls+n3y9/lwI5WlsLlDWHNYW/hyZHJBl5idMNhLnfGG0bxg43tBRhrpkN2oAt7K+wsLsAj9547PYt3MvBkOWpyStBkM7RCPpDToMBilzElpJEx1Fo3PpJs6pmAKfSas7BIGuFCgfdU53o9HYFCkNBMZHujzn/gCUWRgLpJlXFjpy9Cinz5yk1x1QkKNaCqQjasUktZ46g2KIzfqVMyKE8PeA8v2kjPNAJWrFdNMuBx++n/seug9rveRys9mi0UgYDlOs9fLZrpSIU0oSzyQ0VZM0zbDWjEB+qR8ppcRKgZYShAUra7e2xTqJqMm/1+9+C4gyO1p/3YRl+XnjfDPOYFv5jCNnG7r9PstrZ3Ea5hbn0EnMvtl5UJANMorCsG/X5Ry44iqkkTz84CGW5neR5QUqjmjNR5w8dpJ7772Xo0ePktoBUoITvk7FUYI/47DWIByoSDDIh3SzAqkESmtUIpAoMIKZuMHaYIWz/+8UzljmZ2e56soDXHXVVSwu7iA1GUVZx6SVz94Z5xDGgXSkw5zCWVASob3IAtTEM6wbZeHk5kxPnpvxzP0WVmUmXH3cE2BH9Q71QvDgNPusg9yytUHIGOlYUzhBM2lhC8fa8pp/X0kGvSGnV8+QRDGtls+8zszM0GjERJG/ByNRAw1bzR0XcrM9jnbo0CHuvfde/vM/qLn+6QAAIABJREFU/5O7776bY8eOMTs7y/Oe9zx+5md+hptvvvm85/1cFvrIhBqYQJcN2Yjw/mTAJgTVhPBqbFmWVSBJ1sYRGFHbGo0GvV6Pj3zkI5W6WmjUGbYX6H7W2qoxa57nJEnC8vIyt9xyC81ms+qDc7EWGrcOh8MKvISePAEAffrTn+bWW29l586dnD17FvCB3Ve+8pV89rOf5fLLL2d1dbUSjej3+7Tb7Qvax3DvhGOUUtJoNMakx3u9XsUmCAAoz/MpAJra1J5sk2yOZAeAIgBXGK4+cBVf+fpXWNy5xFpvFesMjVYDYxyR8q67LInmYynecsIMrRBDh/h6NFgIVxZIWyDUw1BN5GFScz5sXU7eVNvwHdg9lUM55cGOkxSFocgKXDGe+XECZARGWqwd4qT/vhCuAlglgQ0QaD2KWiJFSQ0q51TnSiDjFZBy6yisQUjn91eAzQu/LiuqPhbeGfBtUm3hj1I4gXQCYS3OCpx1YBz94ZAkSbj+huvZvXM3RekGykhzJl1maPrcd/AHKKewmeHyPfu5/sD1KBRYi5gcJifLnqZIaEvlo5WVFTbKov7Qt8IYw9zcHIuLi9Vk5t19NjnwF7IE71SawtcBSO1/jKzIscKilcIC/aLP/Q894Av311ZxzpDMztBM2hQuq/ahum+1wv/z5vyBjUXyBSCl/6ahwGARwkOOQuR0ig6d7jpFYcf2XAh/XZH7hpexaiEBJ4TvD+OTmiXg8kXso7Ifg7Ne/tgJB9YDHf8e1bUphD8vUoAztnpdCl/rJ6Tw70soZEpouilQCBHU+WTZX0sSN1vkJuU73/8uq/11dl65G6EE+w/sZ6E5z6kTp4kjw979e9m5dBkmM/S6A5K4zTDPUUqyur7CwYM/5IEHD9LpdFCxIGpptFP+uJzDlkEjVdFtPYRVSqGV8s1ipR8nnfDlS2kxQCqBTCQKybpZ5/tH7+XY+jEW5xexzuIagsh6VTqbe6W+KNJoGZEWOSppYCxEcQMlJM4Y2q0ZH2WONEifLwnKcNZaigBapICQrQYos/tiQrtciCDPUo7x5RgyHA5xclQE7ozFZZbC5ZUSXABFzhgv60/o/2QZmhQhBevDDUxuiGc1sqkZqAFuBgrrMG5AbzDgdP800VrEwsICe3fvpS1mGGKIUKWynRekCBe9sxOgOFC1a80btgRNF2CTNOqKaVCCh1OnTnHo0CG++c1v8k//9E8cPnyYQ4cOVYDh6NGj7Nmzh8OHD7Nv376xzEAAK/W/t7MAMIISnBCiAjP1vneTVqd3BeW04XA4Vicb/g6qbr1ej2azyU033cSVV15ZUfnqjnx9nwMQC5mgQLML66xnrS7GwvbDbzEYDCp57m9+85u8+93vBjzl7pprrmF5eZmTJ09y9uxZbr31Vt7//vdvCUYuBKCFjFPYXr/fZ25ujte97nXcfvvtFTD82Mc+xkte8hLA9/manZ0dW8/kbx3o8nXfRSlFr9ergN4UAE1tao+V1TnWtSxNpGLm5+dptdplPYRCKR/ldFhPvypNulF2ZMzHLp2byWzQuNmJ5cQEXK5TlmUEVRbIoydkoFc46R1/I6vJ1gu1yvKYvANmhSsdvvEJxoYtT1JGxAjEjWWJnM9AWeE8iAlgx41Ooiv30XuCfimqqF/pkFYAT+CcRVhw+Ems0Yppz89hsXQLT83KreH02ROkos+ZzjLtpIXNYb27ToFFoTAWdNhk/ST6DZbP5eSpfspZfdIPkct+v0+WZWONfeM4JkmSMQ599b1HsQxrULq2fRxKKyQCAxw7c4yzq2c5cfo4G2kXEYOOEoggl8WYvK4LUvNsrrfb6j3fi8VVW/avj5ZAeW2EegFRcx591rNwBdJpD96rS8khSqdaKMpKonDEDltbv0BUgYetlm6b18NylEFWOGHL4EqQYBakaYpONCvrawxSLyQgIljctcT84gKzsk2yt0EUJczN7iAb5qysriKEZOeuXaytrXH/gw9w8MEfsraxSiFS5AzkRUohMhKR+HtV2BKUlQOdBCcdogS1vueNwznjG446/3czSSiMz1Ir5elductYH26Q2oxIRl48obBooRFK+LGCMnOmla//UxIlS7U5IXyNl5CVo+ucq8BPbgowpspMjxXijwo6x66fcDVJ598TQmAFWFcQ2vFMUovDeuv04LE6yJA1Er6RqpH+YZXzASqC2I7wY2phSU3GWncdJyzt1gx7d+yrZN+N8zWYkYpRUo2G8C2yQCXcQ10AAJo8rnrGJoiTBKDX6/U4evQo3/jGN/jOd77DXXfdxf/8z/8AVIXwg8GA1dVVjhw5UjVX3sqeSKGVc9kVV1zBFVdcweHDhxkMBtx1113MzMxUtTyBNlyn1wkhKlAh5eg6LIqCbreLUmpTE9BHaysrK5XoQ8jkBKDwgQ98gLvvvpt2u43W+v9n701jLLuuuu/f3vsMd66xu92221OcOIntBNtJHGITkjgDKAQh3pc3QUJ8QQjxwQiECZMQghAlEh9Q4ANCSFGQHikBCVAeIHmEMuA4cUjwELszuN1zu7urq7qqq+rOZ9h7vx/22eeee6u63bHbweKp1bq61Xc495x99tlnrfX/r//ir//6rzl8+DCPPPIIURTxuc99jje96U08/PDDZYDnKXEeJXsx8xTAknqO67N0//33861vfYulpSUee+wxvve97/G6172uPG6/fT+ffC1VtZauatvb21NB2V4AtGd7dq2serOomBSwtLTE/Pw82/1tgrrLKmV5jhKT++SEVlE4/9dw7b5SDUH1M9X9mBVAqD5P/rY7/n4p+waU2RrL9A3ycp+f/L3zuDx6VlKOogCtMxJGnD9/lo2NDXIL271L6NChEypyKlKjNGGYjggjJ0O74+b/6rinvqpsNgAaDAZ0u13G43E5Z5RSZT8HT3Uov3+N9qOkImEZZ2M2e12OHDlCd9ClP+yRC+voP3GEEXZKbh12n+eXe885u4XjfqUi98r2d9ThGLDGUT6l78hK+dZVXbcv17xU/PTla/AdglzjZsPaxYv0R0MI3LEtLy9Tr9fJ+hnLy8u023PkmSHLerQ6befISTi7co7vP/8Djp84QhgHtOabrk+ScQ5PKtIS1aMQhaHSADQIAqy0E9qsKMJACxhJEAeQGIR1zRED4aRzdeaU/ZRQoHHIRuREB6SVqEARBM7h8oGTQ5oChFLEcVwqzvlzlptCpAVbBmFCmOmC+LLWh8lr1Wcmr1spppqRWnDIvbFOibKSvfYokDFO2tuWQjAOV5K2qCtlZi5ar+Cp0EKgs5zReEiWZXS7Xdq1Ds1aA4kkkAFaTmpRdmTiXqLNivlULUmSMvufpilHjhzh0Ucf5Ytf/CJPPfUU47ETvvC0WWNcr6frr7+em266iUajMeVkl/VU4vJNU3/U9sADD/BXf/VXgFsH//mf/5mPfOQjpWy0r2+t1ht5594nkTzKHgQB8/PzJYXuWtj8/Dzg6nY8ja3ZbPL5z3+ez372s4CjoX3qU5/i/e9/P/fddx9f+cpX+MIXvoBSij/5kz/hjjvu4P3vf/8UFe5qKGr+vu9revwY7Nu3jw9/+MN8//vfZ2Njg263y2c/+1n+7M/+rAzYPLPAS8bDdM2VlLKsRUqShLm5OYCy79GrY3bs2Z79DzQxYa7QiBssLi6WxYOhVGX2btZmA5GXa7sFNrsVTFc/P6GZ7Xx/1tmrOnzVx+xnr7R/L/a43LG4eqDCYZj5js+SpmnKcDjk/PnzHDn6PGfOnGF98xJJMiKIwlKZzGcSc6PLZpTWozxXsr2AaEcQMRqN6Ha7ZUbON0NtNBq02+0p+oh4Gc/eIU6zlHEyxqmpGbb6mxz+/vf4z299k63tS4ySIVYKoiggiEKU8vtrSgWp6sM7T1d6+Gy/d569Az37OU9x8Y62f1Q/L4QgNwatcydPjAYxoW/MXkfC7Lw2Lmez1+Vuj9nP+VoXlCWqu94kFy9eLBXYKNCW0XAIuOunFtRIszFhqNh33T5ym/P0M0/xne8+xcbWGlEzJmpGGDJSnaClQdUkeZCQhSl5mKLDHBvpySMwZCpFyxyjNCK0BJEiigKiekRc7Nvs+ZrULRXnSYEMxOQRusApqkfl+amqr/mHRyqr29yNslWdM7Nju9saVl2jhN35WrXvT5qmU20AfDPo2e3tdt6r5rPr/rg86nBu5SwblzZIbIL16GmhjJkm18bB9latdfL1Mr7A/8yZM3z1q1/l7//+7/mHf/gHvvWtb7GxsVE6+R79Ati/fz/33Xcf999/P81m85rJQb8SNhwO+Zmf+Rk++MEPln1t/vEf/5Enn3yydMj9+uDN0928+mkQBDQajal6Mb+2vFzztD3vm4A7T1/72tf4+Mc/XgoufOADH+Dhhx8uA4mPfexj7N+/n3q9zsbGBh/96Ec5e/ZsGfxsbm5e1f2/KmxUFTaQUvJTP/VT3H333QRBwMLCAh//+Md57LHHWFhYIE1Tms1mWYflzVMX/T3JCzE8++yzvOtd72I0GpUI0qt31uzZnv0PsUJNl6WFxTKzJ6yjQvib3/SN8keDAO0IJkooajoI8ujOjsDmRRCgq6UfVOkR1u4UZhX+M7sEbdb6uiNHDbLWlplRrOfqa0SesX5p3TnnSYoKA4SCSIWAu8GMx2OyLEVqQX/YY7mzj8xk1GSMEHKXTKjclRryf5tV56+fI+PxuFSAq57f3QIgKIbQTqbU1T5PeEWCIAgxQG/Q47nnnuPE6VMMkxGNtssQh0oWdLKCKiEdJa+kdbqjqczx6eOc/L/yGSSypIPuRIEAV1jvs9JFvYh/SCtQUmFy5+xkuUZaUMrRX2QwrbhoJ6PFNUnN4yivUxn6AmkR0l2LQRCwvrXN5uYmxhqatSZSCMaDIYkdc8ttt1AL60gk9Xqdvh1yYW2Fw9/9Lk8ffppuf5tGo06n1SHNR4zTIUa6fikmyNEix0oxFUQgJpQyKxyFS0rpipZ8cIHrnSNzkHLiBKU6JcszlHCNJQMZFi0IBEYUwhVSoEKn9ldrxGXj0UA66WvJdG+U6ppTDa4uh5JfLrHknif/90p/sxCz0Q4ZrM7BybQpPm+97EuOtJAX6E9V320qCHSYIkJJVFEDppBsbm6gMxdcLHQWaMbN8jdzkxGJl+dke2qTH6tZR7/f73P48GH+4z/+g29+85scPnyYlZUVwKEQw+EQcI7y8vIyd911F29961u5//77ueOOO6jVape99l4NZq2lVqvxx3/8x/z7v/97Gcj90i/9Ep/97Ge57bbb6HQ6JYJhrZ0aoyAI2NjY4Omnn2ZpaYnXvva1hGFY1gK9XPOBQp7ntNttkiRha2uLX/u1X+O5554D4ODBg/zFX/wF4FC6IAi49957+cM//EN+8zd/EyklJ06c4Hd+53dKxOhqrdoE1RgzRVt77Wtfy2c+8xkeeughXnjhBZrNJj/3cz/Hn//5n/PjP/7jvOENbyhRfJ848IG+MYbxeMza2hpf/epX+dM//VPOnTs3FTTuBUB7tmevoAlcthblaHDNWt3V8eQaJVx/7moQBNMOJex0xH5Y2y3Qqb42K39dDYCqTm15TLOBz0wG2Tsou9VR7DpGs4GVneaKXw4Bwk484OpxleiVe4MgCIjj2O2TFNRbdaRSGGudvG/sHJ0kSdyNR0gG6RCLQUpV8OO9070Hms/abgHQLAIE0wFQ2e9mNjC3P+Rz8acK3E1zlA05evx5jp86QW40B67bR3fYA6VQocQK6+hDaJQMCUJJrjUwMwfZ3ZHa8Z5wNXxyl+/7v2cd4+k5LJAywDmxhRiAsQUVTGOtKq8pW1FrK7/PVQCUL3INXg7BtQKstGQ6ZXVthdF4SNiIqNVqSKHobvdZ6MzTqjdJ0oQoglrY4MLwIk8/8wRHjh3FCkPcqCFjQWrGDJM+moxaI0YpSaZTCJ0EuJSglESKoNgHd07juD59DHbSJ80aQa0RY/IJbauU8JXOSbS2qLoyrm5FCokNLDKWRA3XKLXRaKCkRBU1g8JalFAYuTO4ER71KxItQuyO8GB3P1/WVs6ddUuKZXrNuxxyNPvs7y+2ug7OnNeyL1WpJFedp27+jpIha+urDIdDlheWWewsImFnjUkl6SCvkkBUXReqSPH29jYrKyt86Utf4vHHH+cb3/gG58+fn1ozhsMh1jrZ6EOHDvHggw/ysz/7s9xzzz10Oh3q9fquMs6vJvPNQ9/0pjfxy7/8y3z+859ndXWV5557jo985CM88sgj3H333dx+++3lsYRhSL/fZ3V1lSNHjvC5z32Oxx9/nI9+9KPcc8895bZHo9HL3r8oihiPx6WogLWWP/qjPyqDn3q9zic/+Ule//rXMxwOabfbJVr067/+6zz77LP83d/9Hb1ej3/7t3/jE5/4BL//+7/PwsLCVO+ky5mfEx7dgomAQRiGvPa1r+XTn/40v/iLv8j6+jp5nvPwww9z/fXX88lPfpK3ve1tzM/P0263y+Cm1+tx+vRpzpw5w8MPP8z6+nqJoAZBUI7bXgC0Z3v2Ms3fci637ColSHTK0sIiC/PzdIc9pzajJMboqRuJR4B+FDabpZzcuJkEEeUN5coI0G72w96IZp2M0hHw+7oLAnSlYzPG9VAKpCCOQ0Tg6G1R5FSdRonj8lsxyYA3Gg0wgsF4iCZHERQyyq5IWAizFwTN2BR6UMyb4XC4owZISkmj0aDZbBJF0Uxm+qWbdjOEVKc8f/wYp144g8HSbDeQoSwzisZqEK7fjJVOQtpTmBBFdrwy13dHNKffE8LVqthdvw9gMegp3p5HNAU4VCLXoCBAomTReNN6CmdOWIuZhRqn1omXuVx4uXhR/HNj4ZMYTn3q4vo6QsmSJmqNodftcvPBGxmNRwQ2IMkStrpdjp04ytmVc+TCMLc8R3/YY5QOGecjCC2RCjGFcmUQRxjhJKhD6ShogfSy46qgETuFMlledxKLCx4tFmEltiIfXAtrRGqiSJjnOUaYorGpKorHY5rtBq1Ok0a75Xo34VD5SIaAIcDVw8wiOlV67eVowrsnmvwaO72G6byYL6JyLYnd1+fZZx8CO+VOWwjDuM5BXuyGAvUyxZTxIhxuXYWoFmI1jNORq6nInST5YmfRXRsvE2icVThLkoQLFy7w5JNP8p3vfIcvfvGLnDhxouxnU6/XnWhFoeq1b98+7r33Xt7ylrfwwAMPcP/995eF7OPxuKTzVamQryZLkqREvj7xiU8QRRGf+cxnqNfrHDlyhF/91V/l4MGD3H777bTbbYRw9T/r6+usra2xtbVFv98HJmPZ7/dpNpvlWL1c84HDpUuX+M///E/+9m//lk6ngxCCj3zkI/zCL/wCGxsbpWhDvV4va2s+9rGPceLECb761a+SZRmf+MQnuPfee/nABz5wVb9dpbx5q/ZFunjxIu9973v5X//rf/F7v/d7rK+vc/bsWY4dO8aHP/xhDhw4wIEDB1heXi77CW1sbHDy5El6vR6NRqPs0fTwww+X+w97AdCe7dkrbgKXfYtUTKvVojfqY/KcUMXk2ss5i0qwUdzkXmEK3M73J3/P3mxfzHZzGK/WZgMrv5/lWFzhu94R9EJcxtpS/tu/r412Ut1Y0twFnkK4WoAgjMjzFCFV4ZAFpKOUbn+bbtajHbYQhEhkJQh6yYf6P9KqAZB3CmdV4Dw1wVM3ZnnbL91MIasuObd6geMnj9Mb9FhcXgAFqxcv0J6bwwiDQTt55WCiOJXmya4c8tnjutx7RljHypqZs7NjMvta+TkJea5RUiClQgYBWlt0npLrHJvrIgCamO9zJcW1WSeklVg542wLXJ8vYdBoRuMhcRyWikt5lpOPcur1JmmaMt9ZoJcOOHL0OZ47egQrDO25Fkk2RpOT6RQZShrNObTO6PW6mCBgobVAkqVlPVSoApQKUBR9fpB0N7sOdRFFPY4PMK0AYemP+4wTl5FuNBoumFGirKFxBwkylIRx6Bqj1mrUW3WabdcTJxYuyBTCEhBg0cW1PkFiZvvz+IcQ01S5F1s7Z983ZpJcqiZ/Zj/v/65+X8JOWc0ZmwRpskSv/PedjLdECosxgjzLGIwHDEYDmrUmtai+6zZF0bPph7Esy9ja2mJtbY1nnnmGf/3Xf+XLX/4y4/G4lMsPw7DMzrfbbW6++WbuuusuPvShD/HAAw9w6NChKUEAj1D5Y5nqLVYyKP57ESG/5mVZxuLiIp/61Ke4+eab+dSnPkWr1aLf77OyslLS/nazKIoKoRGH0vhmy9ci+IGJEMX6+jq//du/Ta1Wo9vtcuutt/Kxj32Mzc3NMvhZXV3lwIEDNBoNkiRh//79/MEf/AHr6+scPnyYIAj4y7/8S9785jeXynIvZj7YrZ4rHxDt27ePwWDABz7wAd74xjfyyCOP8NRTT3Hs2DG01pw/f561tbUy+PHf9fV74/GYD3zgA/zWb/0W73rXu0qpc9gLgPZsz34kVnRZ4M43vJEXzp2h2anT6/WY3zdPLnYWmjq+u7sxal1csNYX3E4v6Je70Vaz0P5z1RoZ/wik63+AX4SsmFJSeTHzC5XwikWVLKbbj3KHygxd1VH08UrpACCm9q8skqxk+fz2hZCko4RARVMBnHvfYGxOe24ObTKwrgjeSofpiCDAWneMWZpTr9eLbDEEYcBmd4v2UpuEBEVARITBiX5ro0tqybW03Sgc1SLRKznnrwbzNIZz587tWiPhqQq+6Z07XnhJKJC1hSS85OS5kxw9epTM5jQ6TQbJECEEnfn5gsqIQxRKGplBBoKIiOqve8QRdvqUVXqnf1bCYqzGladMjtdar7wlpxXCmD3HAhn47zmkSCmBIABjyYFut0sURUS1GDVDJ3FozE7a0ywqdyUTCJJRQliLCQLFKBmCFIS1EGMMm1tbnFs5T7PT5ODBg6ytrzK3sIAIXMBijGF7uMnq+kXWN9fRNqfWrEEA+TAlFAGNoIE2rsGkzXMacd0FIWHMXGOhCC4saIPI3JgFMiAQAbfdcTv1ep251hydVptaVHNBdW7JTUZ33GX90kVOnz3N2bNnObt+ljAOWVpaYm5+Dmsto9GINHO9WmqNmHqz5hCgdoNOp1OE0a7PTl3V0Fi2xlu0ai1ykU8JE3iKnRCuTitJsilUiBnH28//2fNQOmHV9bySiPImK0GYz72UCBMFxU1DnriAL1IR9aiOlI4i5evtfPsEL1+NACUEWZ4ShSEBilGWMRwPGAwGZK2MOCrqH/E/DGWV5i5L0G7rlx8bX8fyla98hccff5zjx4+XKLEXoPCJklarxVvf+lbe8573lIHP9ddfX9Z6eNTHj2P1Opsd3xezPHf1aPPz8zz00EN0u13uvvvuqX4xV7JOp8N73/teut0u9957b/n6rESzr0uRUvLII4/wjne8gy996Ut84QtfYHV1tRQZ8Ujm0tISBw4c4NChQ9x33328733v481vfjNAmVTyIipvf/vbybKMQ4cOUa/XS2TbozQAp06d4oEHHmB1dbWklvX7/TJpkKYpX/va11heXkYIwWte8xo+9KEPsW/fvqnjPXDgQLkPnsr8xje+kd/4jd/gn/7pn3j++ecRQvD444/z8z//81d1DnzgWj1nVeTQn4dDhw7x6U9/mieeeIIvfvGLfPvb3+b48eOl6ihAHMfs37+fgwcPsrCwwO/+7u9y6623cuONN5Y9hcrfe+KJJ+x99913VTu5Z3u2Zztth8M0628ISPMEFYRs9jb42jcfoz/cdvUonTomdH11SvheyakAyLhOnwhVOGiVbuSw09mRvqbI+m7UxWd9bx09CYAAlFAF9cFlB4V2vT90YkoerpAWoRQydEXfQlHsh0GqQrqz2F9b1hAUmU2fXZbF63KaTmesmLqJydkAyHPCZ5WvjMtqZuPU1Q3gMkk2LXplFDzihYWFooYCF73IIkgr9kdY56SEyhVA50WjxOuWDnDDwRtpqyYBAZKgLDAWVk4QtWuM1F3JXq2BD0zkTEejEX/zN3/D5z//eR577LESbVleXuaDH/wgv/Irv8L999/vFPfy1DlAgSAOox0OvsWJhlgBGNeHJZBF3xZAW8PJ1bOcOnua1dVVtHXOjMZRl4LYBbleqnoy9yiVzsysbDA7x/nydTKuVqcaAPlz6FGN8lgugw5obcvr1QujYAx5mqOzvHSkolqM9HQ+D4CISQ+g2f2eQpOvYFJKkiQhjENkKBmnI2zgqFGZyXn+xDGe+e4zdDqdMgCq1WocPHiQe3/sPtpRk7Onz/Dc8aNsbK5DKAjrEanNGY4HjLNxiQZGgSRUQbkOYQTJSNOIG3Ta8ywtLbFvaT/Li4u0221qYY3edt8hd8V6Jm2h/GglGo2sQ25zkjxx/WG2L3F25SwvvPACFzcuctNNNzG/OEcQu0RPrRFz3XXX0ZprYVPJ62+4kxvmbkIiyGxCUzSwaNJsTC2sMc7GZSPKNHdBXKZz8iKRlOfu2dct+PXVZ3aqCRxg0qi6PDdXvqariNAs0iSsJBDOqfPNO1utFq1WCykpG3z6ObPT3P4qp+SBHhlELmg12tx44Eb2LeyjbHQ6c6PzCFCaZGXGvTrn/GNzc5PDhw/z6KOP8u1vf5vnnnuOc+fOleiFV4ED5wjfd999PPDAA7zzne/kLW95CwsLC1OBiC969+PycilvviGzX7/AJR06nc5Ug+cr2XA4RGtd1iT5+eKvf//sKcEeEbp06RKdTofNzU263e4UpbLVarGwsEAYhiVly49tVS3N/36j0SiDtpWVFfbt27dr/Y0/L7OtC6piCD5QuBp1vcsl7a4lFdEnIKpzTGvNaDRiY2ODJHHXvg9mO51OOW9Go9FUfZNfT5966qk9BGjP9uxamG9ReLlbmV8M4jjm4IHreOa755mbn8fmGhmIHfnvKiUNpilms07UrKNTOlp2csfyWWu/WO3mFM0GUldLf5v5iwcAAAAgAElEQVTdv922V82s7/bd6uNq6GWT43OOkHXkdqyZoFfWWoSUyECUv2+ExZQnyh2jks4hMxQ6SdJicsvWYBt5URFdd7Ojw2DIcQ5YVMiJ5ZkmiF4ZJKgMUF+kk/mrwao3wSzL6PV6DAaDKRQxiiI6nQ5zc3NTxb5hGDpEjnKGY6xFCgEIpFKuAkaC0U69zWXBDdv9LkePP8+l7ibjdExYix3FzbpIwsmYF9UtwhaoIZWGn27DFj9HJ32EoErDnNRpuKlWUM+EQWCdIGDZGLeoRVDuMbEqncojRQKhAO0rzXxbYVMEaZNHtc7BzQ1VbFOX+zpLo72agFmhdqwhSilQEq0Nq6srNJt1Go0a43SE0dDd7vPmN12HtZZz587x7Pe+y8nTp6i16yx1lpGRxFhBpz6P6LnajkBKJIpQuia1US0mDiJuues1xIFrntisN4jjOnEQIozAjgXNqOX+1tPrmpICI0Nyk2Mt1JWk2WnSaXYIVVQiIpcuXcIKw/zSPK1Wi/nFORYWFojqEUSK8XiMntOExORCkJAQFE5/kiekaVo6YFkRAOVGlwGQtaJ0XEtkprJ+l+u0PyeV18r3r1BX6L/ttu//9sPgEP081WAE9UaDOIzAWLQFVdRbUcwpoGzQDbi6IVkotaEIIoU2mlEypD/ss9BZKGuyZs0HRrupkWmt2d7eptfr8c1vfpNHH32UL3/5y5w5c2aKtuUL8L3Detddd/HBD36Qn/iJn+CWW24p0QtvPsi7ls61p5INBoNSwhlcYHQ1AVCe52UfI///IAjK73mEC1ywl2UOMQzDsERT4jhmaWmpPC4fuFZ/29/XPPLoLcuy8vd9oHjw4MGpfUnTdGq/hBAlTbnZbDIej8tt+G37oLp6bLuZR0attWWNoD8OL6H9cs0nlzyl1ff9abVa1Ov18vr0gV1VBtsHP+DOaZWBshcA7dmevQyb9dV3zedZUAWNIA4jrr/uOr7zjMu65XmOskEZq/gbaDVIKQMDn/EVzDhClZ/a7cYr5EywNO0k+W0JOc15v1oHajY7vgMAm3m/WuwrCie3igi9mE0HeBXFJDOhofgsYRg5VMcKF+DIwnn16k7gXhSV9KiUklzmjNMRG1sbtJst9rWXqblWgW4foDwP19Kq43Ktt/1K2WxGMU1T+v3+DoWiMAzLJqjgaxM0Bk1uJ4IbSimnwDX7OzjKm0dstnpdTp9/ga1+j9RqgjgijAOkEhgjMHZyQyyVtqSdUie0clJzBrsjKLvZZC675IWYed1nxKt9fvxY+fk5oZlKh6baorjHFP+X09SeqaSEqIy7z8hX1oSrRX+g4MuLwAkylJK0LsBM84SNrQ0WFhaQgSrVn7IsY3Fhge7mFv/1xBOsrq6Qm4y4PkcQSgyWMFTUmg2MyYmDmCQco8c5OtO04iY3XHeQgwduZKGzj0BEZQ2A1cX4pC7YMLmr7YgC179GKCcbY4zB5MYFO5kmzTJkKInjGjffeDPLy8vcPbybr33ja3S3umitWV5eZt/SftcHSrsse3+zz2BuQFgLiuaSKVEQQNFDzDtWeZ6T6+K8GY2u1NZU10y/mO+2Nu8yk3B9UHev+fFz6koIkLYWneWo0KldRlHk9lm4ACO3ObubLVBEic5TR4kLFWSOEtnv9+mP+nSaHYSRhVw6O5IDu9nKygpPPvkkP/jBD/iXf/kXjh49yvq6a0MQRVEZBPmeRO94xzv4yZ/8Se655x7uvvtuDhw4gNaawWBQOrgeVZgVVXi5PYCiKMIYQ7PZLH/DiyxcjdS0EKJUvKyub/6c1Wq1MnDxzrm1TnXUWlvKePvABCYOPzjBA9+fajYgKpVLi88J4RQ4l5eXgUkwE0XRjkAujuNyX0uapDH0+/2S3nY1ybdqDyPfd8+fp2sR/CRJUgZWfn+qVNR6vV6Oz25WlcmenT97AdCe7dkrZZVoSAiBtgYl1ATSNxaNRr3IZbhbAHTFLO/l0J1dECCPuFQRGGN3Vza6Wqvurx+IqwmMygc7Ua7JoVVe9wgQhTNdofYZYwhCp1rlAjv3OS2d+yxFQQnxClhCge82LwUKiTaGJBtzYW2FQCoONA8gcOfQ27VowOd7LV2OdvVqt1m0ME1Ter3eVLZNCEGtVisdBGutu1EGAo1BBhJFhS6Guza8k+CdY6UUFkuSJ5y/cJ4Tp46jhUaFkkAqZKBKNEdJVVAeHXoH4FXYfJ+Zaj1DFcXc+TfFdef2rvIft51CJ93/tggUMgxQRePJMjlQONJkEpOmkyBaALkpESaHAFmQk8DSGIdmSRmUv22tnXJIdwuCXsym+wA5VTukW69GI6cMFsYBWZaTJAkCQS2OUShOnj3PyZPHnWPXiNBoMp1Ra9eJ4hgZShY6CwwHAwIbIAJBK6yzOL/EDfsPsm/5IIPeGCwYWwRfFqQViCBEqYBcZUWCRjjBC+NQD085C7Aoq2iETUQgUCgMmnYsqUd1fvxtP87JMycZjAYoJg1o8zxnsD1ADx3lqV6rudOQ564PkJ0UmZvK71XV32yxBlX/X0V6/DkqplgFxam+LrCmGrBOBzxSisp3ph8CgzYWgaMWhipASiek4ebQBFGfID/FmikKQQ1hMB4RdYOPtjmjdES/32e+Ne8CbmOcyIydVuzyNWphGDIejzlx4gSPPfYYX/rSl3j22Wd54YUXynGM47gsVG82m9xyyy287W1v46GHHuLtb387+/btK+h77hx5x3wW8fE0sGthSZKgtd6BdIxGozJAu5Ippeh0OlPX3Gg0KoMq/5nRaDQVLFSDq9lrtRoAzaJg1e9EUVRur9lslmuk34d6vT7FiFAFzdubR298/VUYhpf9vcvZYDAgjuNSdCAMwxI9mg04XortFoRWx9EHl1WrJgl8YLQbargXAO3Znr2SVgmCrDZlrcP1B65jdf0iQtnyplgGJjOZRCknAYWU0jVTrP5E5WbpnOnijcsFPOzMEFcdcL8dv08vZlUH8crvXwYBEldGgGbRkGmqiUEgy+JjCfjbopO7rTlEAIEobvJSWLR0rQKFlWCKG46YBH5CSlTxu1u9Lepxg1bcohO4zt3GFopwr7Di6mxwMY2cvTpMiAlyAJRNUD31w99ga7Ua8/PzzM/PlwGRxSBRGCxjk5ZKToEIEChq8U76hQHWNtY5v3qBze0t6vMtN0cETkgAh/SgvOBG4VQWz17m2ZsV0+P5YmM8NVeldTVvlSDEozbe2ajX6zsCoCrVJdO52z8pijonF4Rb6RXaKjd04+oF3Y7bSfDETgRo+pq/vJWOm3BXj9/XLEvpDXvIwB1TnicF6mKZm5tje3ubU6dOuc8rSNMx29uasB4wt2+BRrPGOE1ZWFhAWEloUxZb89y4/0aW2gsEIsAk0Gy2MLpwxnRKpnN3HrVBY2kUKJLJ06JnkxufIFRIQrKxRakAKSRGa9I0JTMZWuYIBbfd8hr279/PuQvn2OpusX1pm+sPXU8UGTZWtlBpxMbGBs1Gg07TOX9a63Jd8cGNR36qwY4t1qDJmlmlwF1+3HdQ4GbqHqvvV0UUdvuMzcUUtalsXj1zXe5mRhhUEWhbJo2vgyBwNLbeNjded6Ob6hUksjqnPFpy4cIFnnjiCb70pS/xjW98g2PHjtHtdku6UhX1WFhY4P777+f+++/ngx/8ILfffnvZN+bFzDv03uF+uVZtKuqpYo1G46rRC+/oV1GG3b7rX/P7fyVqXXWN8bSv6jn3a4ssWCR5njMcDllcXCyV8fyYV5GTLMvIsqxEpqvvzQZGXlXtxVAwH+R5dbWgSPpca/PBGkwEZvxxwvQ1dTl/YjZw3guA9mzPXmmb4cVZa7n++ut54fw5okY49frV0G5EJasOlNkdKG5S1me7XzygqGYIq79dzVT+MFYNaCZUo903tCMwKvfn8nVKVfOOA+AKjgtJV78dpdSOxVso6QJJUdRsWBBWOOfJZ3KLXjFSuN4jBsNWd5tGuE7tQIM67saijSFQr0wENFXHNIuQXSFY/O+w2eDZN0H1WVDvHFbpH14SN4gUz585Tn/YZzAYAM6hWl5eZmFhocxgBkFAI3TB0MWti5w6c5rN7S2iWs2d08CjRoVSopJT4htApebHzy1XueeDJ38stvJcPcai/KJ8zM7t6rmpBkC1Wm2qaNsrPfnzq61XFbMuOCtQKvf/SeA07fiWUc/kb3anwb2oGVv023EHpkvHy9UIBEGAlU6MRSnFuKgbWFtbK9T+REFNtFjjULvxeEytHhHHMY1Gg5AQtRCyf26J/XP7iERM1k8YZGPyLEOXSRuLChWBKMRQhCFNR1g0hryQ6/ZiK5rABtTCBsIGGOsCFGEFtbBG2AgI4oBxPmK+s0CSJ2xsbnDhwgVkKKk3aw6ZGGnWhmu0mk0aca2o9ckJhSqdTx8I+QBIW1evVaXA+fGn+nflvMz+PXmmDJp2C3CqaMCOzwBWW2q1OlEYY7QFcmSgkL6XyhSLyVbEEIqmk7ZAGU3h+IqicbQWDAYDt45XaaIIrIZMT2qjTpw4wde//nW+/OUv81//9V+cO3eudPI94gMwPz/Prbfeyn333ceDDz7I3XffzZ133jm1TnvHdjx24hO1Wq10fH0R/G6qby/V0jQtgwZPFfPXz9XUAFXf98GFt/F4jJRy6jP+fb8OVClzEwrqBJW9XDDh7xEepfLHUBUDEEKwsrJCp9Oh2Wzuui0vCuCDHq01/X6fubm5q6IA+n2f3bZvh/ByaXC+15OnFF/OLrfezTbjrt6v9gKgPduzV9oc96HIPLsFZnFxmTzPiYgLdaNJps77bcJKnMST62AvhcJKUJUAyGf8FAV1DTCioJHNZrUvG1T4YMjfdH0A5fa3Qo4pFad84z3vNtnK/sri/9I3LISJ4lZZfO627dw3n5FXxevT6NSOva1meoxvKGlLx9WpvDkUR4QBWucO3SlU69y4FXQiIRFohHS9hHKbYazFIhFB4OgeUcgoSdjqbbO0MCSOYhDajYXY5Qax226Ly33EFPUpEzqftprcTOoNoijCN6mUosg0VpySF3MDJj/9ygRrFlNkkA3aatJ0zGg0KhsAOmcFjHGqYBfWVhhnY86cOYOWFqss4zwpeqoIhtmA1UsXymzl3NwcjUaD5eVlGo0GFy5c4OQLJ0EbFg8skQmDUbZATzRKWqRyiYBM54QqYFZm290AffDvAiGJa/zp5rGXNTEIoSjpRGU2o+SqVbbnZr6T23ZUNSEEYRgjsEgC58SHoihIjtDWQKGCb4vdEaLYWykcuiCK98yEViWtQzqtta4+Q/jry9HHTGX/X/T8WU+JMhOpZOEcrDQdg5JuPySEUpa9kzY2N9nsbhLVQuJGRKPlGtzq3NLd2KYW1dm/NEdMjcX5ReZbczTCJjYzDPp9RC5o1GqMdIqToTAY4wLCPC/67VgnQS0UqMCtg1o7xypJEvJUE+SxQwwDhQwESrnrRI0lIhegQJMhjCVUARdX19je3GJ+cY659iJ2JOmNByx251leXiTPE7JxhlZBWWNRBqzGFOtsgfQAEu2ULI0tezRVlfmqdDj/fjFrEBZspcGrRGOtxNjcNXhFF/WJrgGzsE44wxbPbvsGWTiIWjtxhlgESCnItK6s4JN9qFouLEJJLBKjHcIYqgCbWkbDEYPxgEgFhGFcXCOCNE+dSECe8S+f/988++yzfP3rX+fo0aMl1csH+74+Y//+/dxzzz089NBDPPjgg2XjTx8geXEAb76Q3aMK1YDHIx/XIhDygcN4PC7/TtO0rKd6MasqnoWhk44fj8eEYVhuz28zz/OyZkUpF2DvpphWTSjNIsdVZblqQOCTTdWAI8uyKUEEjwj5oNoHUOCU5NrtNkop5uYc0+FqRAxmg0RfNxfH8TWpAaqOIVCORZXu51+vWhnkXIGCtxcA7dmevVImKBwpgEnmNgxrWDEgjppkqSm4/xYVKFzPhYm8p6e7SRkQhhEqUkUdhN+qJiiKWAtyCDKMsdqQpU61KI7DwpnQ6MKpBqcQJKVEGI3NNUYbBx4Jg7SGXGu0sShrEIFyLre1WCcvhIwkKgjIUo0VAhUEjjomHQc/N667hhITR9OVMdiiCWlYym1KX4xeKHVpbXAdzF3AZK3FarBWIEVQZPudcxRoMKlzwlOtGSZj4lqN5nwHIwUyjLDS01aKY/cBJAaURdiMXFrCyPUlslKiAakEkQrROmWQDFjbXKO2P6Ap6qhQkusxgapBJW4sT473O7y0V/H/JMvRaMLIH4cumkVmJElCr9djY2ODtbU1tre3aTQaRFFEo9Gg3W7TbrfLLuChCqgFcRHayKmf9X+psqZAFgHfxLz6k6jcgK3v2+NrTyoc6zLL5m/QwqAxjMyYmoqRUrB68YLrXYXviWLJNYjAcml7g28/+22CWoCKFDIOGJsUGxTnB0vmBzKCgIAxQ4aDPhd750uKTm1eEciITI5xMgpOFcx5d8bVBQmBUrLQVtstEHBF3Y7AZgvlOFM4paZMWghPm/OUUJ/k96iQCrClXJsLnqsPY4Xr5YJEEBRxl3vdaJ/xnqwP1johAIN1VMsgACMKcKjiGFlX72I1Jdrq1otCJcsKhJCVIzcl2lVFr/JMo0JFjlOkTJMUkUtqjZj+cEC9HrmgxGQEgSSsBWxsrrG2tk7cijChxcSW1GbYFJoqpBm3aMk2MgmQWnLjwRtZri2xNbhEbzQmjmNkLOj1eghhUdZdzxSUMoRGBSCEJKjV6Pb7nF9d4dyFFVYvrrG5ucFgNCzVsrIsIcucHPN8Z46DBw9y/Q0HmZ+f5/rrDmKMctvVhsF2l+3tbbob2+zbN6bdWqDb7SNfgIWFNp1GGxlK8jQnrjXI0hRrKdBgXFrHWrBOAdBo4+iDBZIj3AmaXI/W6aU5CmNVCt0FQNJ6ahkInxQSQZELEtjMFOPi+hS5r1uUdchbq9nAGOfsykAhpCDRuZNUVxLtaaHF+feNZIWVaAFDnaDiGrUoREaQj3J6yQCRQxgpVtZXuP666wgIsTiq5Cgf8+R3nuTrX/86//a//40XTp9hdXW1dEp9zU8URdTrdd7whjfwzne+k3e+85382I/9GDfccEM5jz3KMIsgVJ3bXes3rkH9ZdWqjvbVIh+wc9+klLsqp+0mRFA95lmH3r/mn1+MVrbbGFW/MztePrD0VlVL83Y1AczsMV1N0Phy7HJj8VJYEXsB0J7t2StlZfBTdUGcE+OK7pXL1BbOjbU+g2jLXhfCKoT0jVGl63cjnRuksaAl3e1NWo06rUaTLMvo94ueG2GNVqfN1taWU1MyhiiKaDYcz300GtEfDtD52HHejbspmsxl8uOo5qgQVjrlJekyylYB0jjqkbR0Oh2SNCVNEnRaZOWCAKEEEueAumaUruO4LVCrUTqCFBq+zmNqvK6+MeYElaKkJolAIZSCoEC+hHOOpQiQXnEMg7AChC7dVudz+L9cXVCqc2QkyXPNdm+LzVqD+lzkCpCtQVErEDe322IC5jhTkCaQm4x6MySIAhSSHENGyvnV82wPXW1Cd9BFpxorLaEMaSw0SUcpSZoyTEes9zZckbcwpeNUk45zXa/VaDQaNBtt2s0mtVqNQDk6R7PexCkyG5LMZ+jqkxuudYGPp1i612xZvyNmb64FjS2zGUEtQipBPxkw7g34wQ9+wKnTJ8jGCbUwINU5gXI3xiAWiFBglMEKgSQlI3VUL1kIfPjaKuucNUdDsq7njnJoJ1JglSjrY4Rw1UQCixEKgXHPwpaZ8gkisvNZWFMoi3mn1Y2VnZqXfm6WMw/v5Fpb9BYqFcG8NHJQOuZKTbKXWldqRqigMDN0IzsVwHiEp0JvMxbhOU5CFPPZFh90+zUFR+xiMnDIsg/w/LWeFIporqg5LeeOMYaNrUv0+10GyZAoqjFIhmgrqLUaBEFEOsrJhgm15iJ3vu6NhCpikA7IkpxAOkQt0xoRGEIVMBz2GSVjJ4YRRhitubS9xeb2JZ545mkynTJIUsbpiCTLMDYHobDKYAKNVjmEDj3aSrcZnR9y7uILjjaDYr4zR7vZwWSODqMQDLZ7jIdjbjgE4zQl1wm9YY8oDBHaSXWbLMOWcbwtUGJHGfRIj3v282nyWjm+5bOnWspirbeVd11yyRhb9jsTfm7oIiGhXRDu0xyuJ5mn9dgCKfTzx2BFVfzDFNilLffRr5eLy/vpj0Z0+wPILDUZUI8ihHLB18bmOgtzc9TbDXqjPs8/f5Snn36axx77Bk899RQrZ1fod3tl0s4nKTqdDktLS/zET/wE99xzT4n6VNXWXk1U3j37v8/2AqA927MfkVUX+1Ir3xYQuq1wgGXB4S+RoEnBYhAEyEAUn9UgBAsLC5hcMx47TnGtUSeuO970KBkiFNTjGipyiM9gMOLChQucOn3a8fjPnHA85SCmFsXEQUw9brA0t8z8/DyLCwtEBZwdxCFI6ahOjEHD9mYXpCKQiqgeEscRKFnK/Vrrek0gLapCZfC8+tmb4IvV/lxubN1mJh3aPW3C35hl4dhJWxQ2mxyrK79v2NVZzLKMehQDlm63yyVVY7EzR0PEoFxndSlkEXz5g6g8C5ABKOuknS2G9e46F9fXGaQDVlbPk9iEPHHIkLQSFSlE0SC20W446qARaDQ2L5ASTxnJM8bpiMGwB5dcFln6HbGSxcVFIhXRarVYXlxiaXGJoMigaZuTp46u4MTt3LzyVIkgUsV5mvSa8UhDGLv2sBmWlQsrnD1zjkG3x7lz58p9y3InxxsGirheJ6zFRU2Jow8Z4zPgsqD3QSAC57AZh9CNszEKh6IIGaBEgWRZAcbRnTzp0hF0lHP0rCwcPt/46TLPXgmQiTvqgw4HSDpKXOm8+oBougRoKpjxtRF5npd1AN7h80XLk2L6QuWrqMURxrLbFVB+VjqUyDfarNJk/KT7oRzLIrFhjBP2cAEK2NzV8zTaDYbjEUqFjEYjlFJsbGygi4bDEkiyjCgwRZbbUQ59JrwZNknM2AXi7RZaZwyHQ5LMiRr0hz0a7Sb7l+dJsjFnzp7nyNHnOHbiOKvrq06RzlV3uSRGoAhV5JIsAQxG3UItr9hvoxmPM4b9QbG2SjY3LjkZbSkx2qGa1lpEIrh4cRUVxozHYzY2NqhHdWJZI0A5il3RJ8zX6ZRjjj//laC5/L+tUM2EPyvF666+0pYNRifIkEOJinXR/1YxT6rUtWqtpUQgpAOhZs+7EVNT1NErLQjhqZWSPMmwGuIgJggENRERWoUxGcYakmTM2toaWxvbnDp+kkcffYyvfu1RDj/7PXpbW37KlbU6eZ7T6XR429vexv3338+73/1ubr/9dm666aZyP/z8v9Yozp7t2Q9je7Nvz/bslTZrK56xQ4C8g55mSeEwOUrL5Cu2pFPMFldX73HWWlrNDv3etuu7Il0BsJCSXGvGWUprro0QlmEy5sK5Cxx5/nmOHTvGhQsX6A8HhNKjTxKd52TjFJNbWvU2nU6Ht7zlbTTbDZaWlmiJJipSJV0r1Sn791+HUgIVSIww9M0Ak5vSgQ+CoMiSWoyZKGR5GHu2QLhaAHx1w2snAZClLLYPCkqekw8GpdzvSuucU2116USAO0VCFNneMrPvvBp/PrTN6fa3ubixzsHlA0QixJHALBLlgh13kssMa6YhCJ0jPRj3OX3uNOcvnKfb33a1LzIniBRxMyaOW2UhapqmZFnqmnaW514gA0kgFNTdbyT9cdH40DlOmKQI8Nz+d/vbrpg4qnPgwAFuueUWDuw/QIijXLpGvLZo9eqFIBxrz/pzUhyPFRTjYNBZTmozjp89xfkL51hdWcMkGYPBoOi9U+SfLaUaWr1edwW3UjvnTFgC4WtkiqDG4vr4GAMmBw22kINWUhU1cG6QLUWfH0HlPDoaWFnnw+R87vYsyvM9UXMrAyEf7Pg6DeECqyoq5Obf5O+yYL6gDo5Go6kAyAdG3gmcVRVzFDsXFInC8dXFa1AplGZmvdglkXC1gZCx04gUOHpklmSo+RCt+8Rx7FDkIGY0GlEL41LSPApiamFUXu9zrTkWFxdpt9sM8yGqKAQ3JifLDLnNXbAbB8Rxk0E64vTxFzhx4hhHjx9jZW2VNHeUu3qjSSDcGqKL489Nhk1SdKIdUsFEwcwj0EHNBctRVEOnGclozHA4xFpBKCcqWhtbm24/xwNW11fZv7QfGSmkEmQmLehiogyAfHh6tWvUlQRdPLUXJjUc1QDIvV8gQL7mrzKXRHEtCGGL9caNgSkCnDKIEu5eYoRAYtBFnagR0N/qEUQx9aDmUgepIUszlIUoiNne3uKZp57l9IlTfP/73+eZZw5z9OhRxqOEMIrIEqeCprWmVqtx4MAB3vrWt/LTP/3TvP3tb+fQoUM7KGXVZpt7QdCe/XfZ3szbsz17hW03R8QXMIrcoz0T51+wu9qXL1qUQpSOFtayfmmDQCrqjRa50SRpSmY0QkFjrsnq+hobl9Y5ceokx06c4PyFcwzGI5QSRK2IsECc0JAnOaNxyigZM8iG9PIep/7PP9JsNmjPtWi2G8jQ0dpSnWNMXjYqi+M6cRwz357j0KFD3PHa13PTDTcxGAxcYbmF3OboxKnNhKpAadSkkWD1WK82BpqMky3H2ivG6EIRr6ocVKJtvoZDFMhB4UjMpt+DIEBnOQFOyjnLNStrK4RKct3C9WhyBAG2zPS6DLApfkebDEFIYjKeO/EcJ0+fIDMZKpQYqWl1ms5hwTLOxoi8CHZDST2ulyo2VlScL0+TMRYZK/AF2BVHWhQ0yjzJCIIYkKxcXGFtfZWlpSVuu+02bth3Y9lbZ5SMQElqQYQBkmzMYDxioT1XEsZyDKPBgLWNddZX19jobrFRFMK3221Gts9md5uNjQ2MMYShIss0MnBj5xva2aLWy4JDc4QojsmU6kau6DxHSuXqeYQikEFRG2exRmDQSKmmu9vPXGtXCoXga4gAACAASURBVAKEnTiJVdEAgwuqpJ1+vbRSoITyPHj6JdZico3Gpdt1lk8FsP461nmOsdpRnrSrj7MWVCkjQrl9nySRlmKnLLZSLziLABUHflVOuilq9ZzzXTQFNn7+uJ5YgQwJZIiwshSnCALX5yhNU1qdjguQMkeB3bdvHweu2+8C3iBEoUi1q2/TWqNCV/u31e9y6uwpTp07yYkTJ9jc3ESGAfVOnYZqonVGmieuYa0QhZiJLcUINJo4jMiLRIU2GmNBGoGRhkBI0n5KICRhHBBFrkeOyZ1iXJ7naAthFNEfDp0ct0eI5bTUdXl9lfVanqZcnT/+OoTp4NshP8Z4eqR18Ce4mkomSM+snPbUfPVZmiL4kUogpHUP4QNxWwboXgjHerRSGHSRpPEVTY2wjrGCfJw7KmduILNkaYbODM985zDPPP0MTz/xJBfOrzIYjArhAokSAUHdocTtdpu77rqL97///bznPe/hda97Hc1ms6wJ8cXxvvEnXPs6nj3bsx/G9mbfnu3Zj9C8A7ubpOPl5I6NMaA1FI6wTz5ra5zjhSTTBmE0KgqpxQ1knrHd36a33edr3/g6K6vnOXPuDIPRkKgWUp+vA5Y0z+h2u3jVKqzFRq7AVigFdUksA7TK2c66bG9tIxSIwFGgZKiYv36esKCJjMdDzm326CbbXOpd4sSp49z5hrscrSSKENbV0hjtmu9Za0u61ktBf6pj553BCSJU6Ykxs/3qb3iJY1cHMZHu9my4UCpSk4AURFGNNE/p9nps1C4xv7CEIsI7O459Xzgf0mWmAxWSknH81FGeP3GU/rDH/NI8tWYNkj5a5hhhUQhH9LHOcYlkAKGkFkXYQqVO45xtV//lficSbuxNgSzoXJNnjrbm++rkInfzhIwk0+SXchKTcP7CCjdedxNzrQ7tesvR0gCNIQgjOqELhkbZmK1Lm1za2qS7tc12r0u/26OfDKm36046VsM4c+pQ2jdNLNAkr4jkHZ4qYmG1wRSF/7pQ/fIS0RZXkCyERamiPkUUiI9y9TDICdHNawi6+qLJ/3ev/HGOoShQIE9xq2yFacTI7EB/Zm12fs3Ox6qktTEGYzW+j0z5wJZ0OGML/b8KNW4yp2f6eb1EBMh9t+IsW9dYU6mQelTH5JZ6VCvjKt/1PkkSImEwEkKliALXOb5Zb7G0tESn03GKdK4LF9oYJ34SRYzSEcfPnOB7PzjM9089xzhzzSij9kQ5ajAeMRz2ies1pLST+iTrkAxjXHCWZglWCAIpCWQxvwqUKNMQqcD1/RI4kQjr9tlH4AJLmqf0hz3S8RipBNpk5HrS3V6AC1qYrOFXu05NkL1JIOvQzYLSaKbnircS0fQy7naC/pTqZ9LV/yiKIKjcu/LXy+SAlWZyzeFUBIWFWlQnTzJAUI8iglCw3tvg2HNHOHXiNN/82jc4cfQYK+fWgOlie6d2prjzzjt58MEHeeCBB3jLW97CbbfdVtKPvUrYK10cv2d79sPaXgC0Z3v2IzIhRFnkrJhIWHr61mzgM8kYF13IKZriFc6A7+TdaDQLTn1CJAVGKi51N/nec9/jyPHnOXLsCEk2JrEZtbk6cSMGKRgMevTHAw4eXCooOY7WpIUu5GgzdG5ZXJpH49TKcpu7/htKYQNLFFoudleJw5AwiFHKUVV64y7js2POnz9PqjOu23eAQ9fdxFx7nlgFDh2QYdkXpmoTR+Dq6xh88W3V4QTKHjIlYgZYO6EdufF3ClFeano22+9riAyQakdJI4DuqMfJs6eo15sEQUgc1ojCmuPSi6AQVgaD5uS5kxw/c4zEjGnMN5CxIDFjjLJkWeLqaaKYKFAlnc0WksBpmoN0XH//bEu6nmVrMHR1AMW8UYEkLvplAHS3emRJBkZQr9dpzTkRjEtbG7zwwllWV9a48fpD3HbzLbTaHdfLJc8IpSIMYl44e5pL21tcvLDKZncbm2tEoIjDkLnaHEHNnc9er8f29nbZgyIdZy5GEy6IiWoxUilya0hN7iMOdFoIFWiX0Xfn0wlZSOXUAn2G20rHxSspb0I5x11MHL8CHynqrbjis9whkABGXJ18NKV6lwtaqsHNLJrp5tk0muu+V1SFGUpJdw997k4NFciiBkhWPjv9W9MI0JUacgKFdLhCCVVQRAOUVNSiGq1Gm2Q0ptasMUqGKCTdbrd0ZoUQ1GsxXsFqcXGR/fv30261XLCrIdMZGZlD/RSsX1rn+MnjfPe73+X4mWMErYiwVkNqzXDYZ31tE4t29UPzLUajEcKjXIVIgKdqGqyrj1NOIEYV9ZKy6NWFgUajQZ5q8sTJEGMsUgbIUBZrMaQmZTDsk8gAFI4C5irPJuevGF/phS7KesFCg3EG+fFvW+2gPWOFQ/m0KdCeQs7a2LIqTRTnrTx3QkxLaouiYa5yojj+vuGCYd/QFjcHxGQN9VROPxNEEewLI9BJRmAkGMGoO2Ttwirfe/Z7/Nd/fotjR45y8vgJ8vGkeaREEYYR7Xab+fl5Xv/GO3j3u9/N+973Pm699dayIaufH7PNWKvXx14d0J79d9rezNuzPXuFzVPcquZpbrO2KwJkbZkl9D0xfI2FFYLeoOsaRUZNkjzh7AvnePYHh3n6mSc5dvo484tzRO06jbhNmif0R33GmWsu1lpo0k8GZFnm5KhREBjCVoySIWGkGKRDZChRoSQMAqxUCIVz3tHEtZBMa5JRHyEEsawRqgi0czi+/vhjvPY1rytunCGNWtM5KaGr1fGSqX6sflirSvrOZt8ndJJJBpdKAGQK6puVAib3eJdlLv72KIrVlnGaEFhFFMekOufc6jmMhiiq0ag36TRdw7lGrVnSvU6cOMGJU8e5tH2JzkKHRiumP+qTpTlRPaZWIBsu2Eld9l9JV7QdhZhATtfgFA6g1a62qdmpTwIIXTRq1LmT5zWWeqdBw9ii9sTQG3QBCKKApX1LjAcjnj92lPPnz3PLbbdy6823IAPFyVOnOXn6FINen0znmNxR2eJ6zSmHaUOWZ1xc3aDT6RAUwWy336PbHVD08cTiECDf18MjPD4AStMcYQpap3BjLZQiiiKnCqac6p2VtqDwOPU3v22UmUJ2hLWXRXx2IEDGUdkkFD1wPHWoOPdiggFVZkdlC0UQVbmUZ+ffbq9PnsUUcjNZKzxtylRqlMDTPKtWpcC9FFUtn2wJREAgAzKrXAAfCBq1Br1ej1arhS0ku9M0pd1ul3SmqFFHWEmkApYWFzmwb99UN/qGajgp89GYtYurHD58mO88+zRbvS71ToPN0bZT+jMCGUkW6vMYNFmastXbol6rOaTDFoX+Vri2YsZdF0YVinvGkuWJOx4RFKIxkv5ggNEeDQ2J685Bz7KMNE1p1FukwyHjdEQgQ6SEVDtxeilAoBFGlnjgD7tGzaKBkwcF0jcJ3quBQ1Xpr/raznPse1VNAh6Parv/zAbzBcXSi3/kBmkVve0uR44c4VuPf4snn3iCM6fOMOoNIAepBLVagyxJyTMXnN5555286U1v4v/9//4fbr75Zg4ePDiV1ANIkqScC35t8g06q2OzZ3v232F7AdCe7dkrbFIpcp0TKHe5jbIRKgy54447+D9fPsFCbQHYeYPztAmlFGmeTSgFiWvSZhF0u12UUiwszZOajGe//yz/8dijHD95DBlKbrzpBkbpmMy4ImAtDTIWxLG7KRksWE1Ui4iIyNOcLKWknBhw6l2RKorlXQGzkFCr16jVYpLRyEnlmpzBYMAgGVKL6rTqTeKwxo033sjhw4dJ+iMW5+ZLae1IRQzGA+IgLoMMgCzXhfSxJAiCqe7YZeBSeS1PXFPJ4dApTc3PzxMEAaPRiKhwdkyhcuVUoSbZUCklWZpBUe/g8vGFKpf1BfDi/2fvTd/kuLLzzt9dYsmtsgoorFxBEgSXJrvZVHdLdmubGXnGHzRe/sGZP8DzzCd7ZjSSrJFky2STzSbZAEiC2AoLUSjUnkts9975cG5EZhVAtmw/lpuP6jxPIVFRWZWRETciz3vO+76nA0o66qVqV3Xn1oeGqikpDwp293Yw2tLP+gyHQ3r9jC9uXCXoCFRUw6RsINHilhftxL3y3WwiQzQQCI6yER1D9MCK5CyZ5q6iLVQT6uiYRgQJ8r5UiMNdGyf0GxVQVmG1idPsG+ZNQZblMoy0mnP9y2vcuPGlOEQ5T+NFc2YSjTFyHKqmxDeRokVgMBD79TzJKeuK6XSKzQy+dCJzUKCMYWVtlcY7DicTVKYo5mXsJASSJEXZlhLqUVaJjXqiaUIdAbjYcXtEA+K8wytPb9inamqausETsNqI4x9SYa/KCpNYlDYQPFVV44LYL6epYX5QMuoNSIxhNptSliUmTciyBBvdDFsr6zx2O8pyTt00KCNrlBAI0fTAHElen65+Lz+271ejEfv1ANEAQkYPSbfH1w2ulgReI1b1WguVtllG7s+Idmig1s9Ooo3VeN/gfKAoCpkjU5aUTclrl17j3r17ZElONX/Mwd4+w16fvb09zp4/g3OO6cEhr732Gq72pDbh1KlT3fublTPOJ+e592SDj375MV/dvMFkeoA3gXzYY17NCVZoXsqLeL92lQBPY8j6eddtEcqiAAYXFo/ey/VgiHOQlHS1QvC4Rjq82mqMMhCUGCjErp1JNGVdELSA78bX/B//57/hf/j9/5HzL53n8YMtemkv2qQbmTcVj51BBt42ca6a0OmiQ18EN9IxMpHyhsxscnJraYtaeqnL03brjlihm2WaYzxWRqONQWsFeqEx0ybq4dTCAa5pQmc4IzPXIEmEtuvrBtXA7a9v8tFHH/Hxxx9z7ep1tjcfQ4A0S6lo8I1nNptireHCxfP88R//Mf/qX/xLfvCDH/D6G1eeWnPt+V+mvR0f3NluO4mT+O8VJwDoJE7iHyBa8AOQJzmzpmBra6sbmPasym0LgHys3utO2N9aOxuyXoq1mtpVbDy4x2dXP2dr+zGDlQEmMxzOJqhUrHsDPlr4RpJQfMm8nzGZTGjKhtSmAgrKBm08eZ5H4wBNcAFjEmwi9BGrE5TX9IyYH9h+Qj2sKecVTVlTzOccbO9Tzxpee+01qrLiz//9n/MHf/BHXHntighplaJsym7uUVvFNsYg0if3Gyk8vyk6XcVT3P1Y043gpxMKf9ffiR0B32rglSfJUgFXTQQZCoq6oN4r2d4DH4duKC1AJ0KVmKiozlbZRzpLp8XQarE9OrS137c/FxE2nSlA+y4DHvF7il0BI5PqRdytpJQeQkzSvMzT8QKgPKEzXPDRjtrHJN2rdpimiORBkjGlRJ90xOK54/Qskp/OyS46ARpjSNIEFeQ5aS8lzTK88mLtXU7oD/s4Gop6LutYKYxVmCxFGc2j3U2heJY1VVXgXMC5unvU2jIc9lldPUW/n6MzASw1Dh/mpANL4ebU8xoU9FZlPc/ncw72dun1BvjGHemytNSdXq9HWZZHTBj+a9Zpt86i65iYWyg6q+UlHdFTv/st3Z9Ws9H+eFnYLz9fVO2l+6aw2MU5wuBqh9UJ83lJUUhVv9VpvfD887i6oZ8PWFsZgw9MZ4e4yjEajfjw9i948PA+Dx495HB6QNUCDhzBCHDsOmUhNmJDnHMWBMzgiZQzFecbRWAQfLspcsgi8I2aOaVasK/jc1odT+yXxGtYGdGUhTqwd3jA/W8ecnq8TpLZWAjRz+y0fVsHY1nz05obyKajHTwd92H5/n/UzVDe13d194bDIZWrqZoa34hrXTA6AiCxXc+SjDRNqZWjKkpmZQHOo+rAZ5/8iqu/vMoHH3zAzTu3mU6mXTe8msfuvIH19TO8+vIlfvzjH/M//8k/4/3332cwGDxzn07iJL4PcQKATuIk/huHaxqMtdRNTYgi7u3tbe7fv9/xpZ/q/ED8lG5BkO+SrrYincTqs+kpbm/c5MOPPuLajavMiimj8QhlNb50cUzi05qGtuo4mUxI05R+1qecl9TzEoNhpTdi2F8heBHPGmNkiKVvmM9m7GztMJtNGPX6FEWB0QnPP/88P3zjh5w6dYonj7e4e/ceD+7dJ5wPFHXFk427nPnyGisrK6ysrJCnOfW8OSIEbhOxVvtk+PtVCZe1Fu2xbBMrr/yCCtJ1gFrHL0kwxYWMrpLb6SvU0UTHIUlXZzGrAz746Gym8SHQNCXFbC7H5VnTvVue/vK2Y885Lpw//pyFuD7un5aSr1rkkpL1mjahii5RcV2J5qTtdok+I0TJug8u6mTi5PkIiGSgrZHv4/u31nagp6oq5lXsEHVvBkxiZRCqtbi2eh2BtPceYw1eOyblIW6+L4Ngs4R8lEEqSXpqNE1wzIop29tbPHz0mN39HTbu36Vpauq6wbkmXjI+Om55kiSl3++xsjJmPF5hZWXM6uqYtbVTDPsDxumIPMvp6R5lWXFYTphWE5QyZP0Mm1qwoisBBOhGBp9rFtbV7Xs98ng8umt7Wd/TXpu6+1Fop28u0TiVEv2XaelN4Wly3rPWR2ua4L1o2Y4DpdotZjx576VTogLKaxIsvaxPNa9QylDOSpqqZjhYoa5r+v0cYwzlvOD5iy+IS2Jdi+6m9BRFwd/+h7/hYDJhd3+HWTkTUG6gCY4mzpzqrqUQ8CocvYZbEK8W/w/dT5B1LxftQgsWQVK7bondk/Y1pFgQ8FoKCDrSYF1o2DvY4+btrzmzus5LF1/CFY1cLyxoi0d0XS21VonuSEW3Ph+tzLtTGSmp7ffdCFQlk6vaaAs+bSGk/ZFnUSDpvrSiifReLwN+sDZBJ1bWZ1CkNqOpHL6ck6Y5K70RB3t73PjyBndu3OazDz5j4+Zdbt++TVU0kClsP6FxDdQBnVsunr/AO++8y3vv/pCf/s5P+MOf/z7jlTF1XbFMBz2Jk/g+xQkAOomT+AcKST4MRVNw584d9vf3yYbpU7N92miriK3tdTs/pK7rWNXXeGq2Hu/w4Scf8slnn1A3Df1Rzrye46tAPsipmjL+Rd/pSNqhel4BzjPIB+Ch2Bce/LlTZ0ltznwyF31QJfba2sBgMGBt/RSvXrzMaDSkl+bs7e1RVRUXLlzgnbff4fz58+zu7vDihXt8oD7gzp07jEYjzl44x627twkafvazn5GsSaVZK91ZH2vaDoHMTPn7xHJltXNIYsltawkAhSMAKPCs2+DxSu2Rc9I+RhxT1pUkUbFK3ERtQVmW1HUt9Kv2/Oo2uRHqC2rh2/QsA4w2vkvboZaRxtJDpwdoXaQIXSLciuUVSubsKAVahNk+OJwIFOIRcojo3hFQaB3io7y4sgrtxd2vKMtokUvXFVFWTBDyPBcqjpZuT6JEh5TYdriowpgMdCBYQAe8cuxOd9na2eLeN/d5/GSTg8kB03LKvCgo6op+P5cugdYoIwJ3YwxWGZQKzGYFZVmwvblLeOTQ2pLnKcPhCsO8xw8u/4Azq6c4fXodaxKcbWiaQJYYsjTHVQ4lbxaDxSTikuadZz6dYxJDO3/lN2kanmWOsNyRlGteunWhcwkjakWO0dfajoJvG3rLnU05NyEIOG8pcK0pgvydOJB4ae3BomggOF9z5tQZtve2qeu6o6pqrZkVc86dO8P0UAooz52/gDGWoigYj8fc37rPnTsb3Lx9WxzZfI0LjSTmzuOjqUpn6x21MDJqaQGCNDZev3EgLZHeFRQBjzmy/4GgIoTQ8nMVO2BBtYYGcU5OULTe4y4ajgQlg483Nzd59OgRF8+cJ9oeLEDad5zbRdc+XktL87h4xj1FBbBLrmpHzAOOgWkVtx91gpM5U8rQ2ZJjWic8WTNZklI2Na6SDunBtODrr77ir//6r/nVLz7mzhcbcg9od62Se5jKDaOzQ958421+8PabvP/+T3juwnnOrZ9Dp9KRdsGRfMvxOImT+G2PEwB0Eifx3ziMtcyLOb28hwNu3rzJgwcPOge04y5wUpBvuxGh+2Dy3nczYVrnnOl8xn/4T3/LF19d5XC6x3C8QpInlLMC7x2o5EhLQMT9qvsU18DptXXm0xnFtERjODU+TT/pU8xqZvtzzp46w3OvvMCbV67w4osvigA6BBmEWhdkVgYiWmspGxnCWexXjPIxP7gyJjEZf/Hv/5zD2QSAoppz++4tVtdXCK+8wdnhOUwwC7DiQzek0BjDb5A4fGv3ZNnt7dspcKGrtB8HPcchR8B1VeiOluI1eI/VCUbLTJSiKCjnBcFDmmSdGZM6Bnba/TGdHa+AIq1050h3PKnuhPMsEjGZB7OUWMXvu8G6beIbX9Mo1XWsJClWLQ9HksFGRruCVOPj0BApohtZnwKqFHqJmuW9F+1IBECyqMNiCOqgj81SvI/OfF5hrcZpR+1kmGKeZZjUsjvZ4/a9O9z/5j5P9rfYO9jj8e4Wh/MJykCaJ9gsRfUV9OJrIe/LhYY6CsOVCqSrmVhoK0MIjrp2zKuCw/0ZatuzP9llmA04t36O5557jgtnnmNlMAICZT3HO8CBdgYdDKlNO91aXdeydo51874LCD1thtCW+Dt/+zjjKxp3+CXggrid+SDn5yggf3aH0BgTz33seC65IYYgznpShJDnWSUOgkaL+cS59fM8efKE+WROYmIXL9LWRqMR08MZVmvSJKGX5YQm8GTzMb/85S/55JNPqESIg1cCemoc4vcnzmVJ1M00EXS31uSt02Gb9AulMt4nhCBHALI0QUWQp5QCbTgCJNzyNd12U+MvK41vHHjRHlmTkuYJs3LG5tYjtvd2WRueOnq+lmwqFqhBdy5+0vlRnfubXEoCVAkKTXutLVzcWnDTXTcs3nvXAWtDq6NfiObNRLfLqqiXhsJaGt+gHcymBRt37vDZx5/yy48+5tbNmxzs7hPEARuTRmd9B6ZveO31y7xy+RV+/k//gFdefZlLL14iOLHZn8wO6ecDVNQcqW9f7idxEr+1cQKATuIk/gGi/QCbFTM2NjaYTqesrI6pqY4AoDY6zrj3hOZpW+der8fBdMK9+xv83Qf/EZUHhqt9Ag1FNSXPU2rvmM+nmEQu8/Yz34QFa4MAoW4oZwWJyVgfn6aZN9y//YCVwSrvvP4D/uif/iF52iOxGVRwsHmI0po877HSG7O3s4shIVM5yhnRakSKkM4S3rryFtZa/vKv/pw7G7e5+PwFVArXv7oOXjF+cxWTmE6r4Jw7Mu38+GSLZ8UyeFkAoMX27wJATwGd+DvqyHNZgB+IHRLJP0wEaioofCMc+6qqMNpGxyMWVdyAVN5DEFG+ivtwjPLWJn3f9X4X6+XYOziWSC2D7PZdd9X+oEB5tJLhpMotLIY72pVdtms/NqQ3VrkdYt1d1zV10xwBfGmaCgDq9cQsoxYqllEIPc84sl6Kc457jza4cetrbt69yePdLWb1DBcaSBQ2Tzhzep2sl4tVsaso6wrb02BsPOf26L5rLcL+EIGlVuiepj/oi/MZir2tXQ4mezzefcydB7dZG5/iwvpFXnjuJS6eucBgMEQ1irrw+NLTNB6rxA7YGAFc37ZGn6UVOQ6AWkCi4npVS9Qp5QPeSSdouQPUgiwxvxDQ8G0doNYGvi0wuG7YbEMIgbKppWNmks4NTmvdzSpbGa7Q6/WYbc4AKb6UTnRAxhicc+zvHXL3zgajH6wQXODq1at8+umnbD7Zotfr4bXwzIIS4OO02PnroHB+oZXxREBmW9MPDRo6k3oZhoOJYBalhUb8HQCoqV3spuiuE6O8IjhQyknWrwN1VWG1Jc9ziknJzs4Om5ubrA7GsSjVFh6WO0HR9IDlYdYcOd7HBWKLfRObfKOPdnq767OtX6jFsGyl4gDUtkOsFMZalArdIF2lFNamJElCahIO9w+4v/GAa599zmcff8qvP/ucR/c2u8JSnimqKuAqyIaW8xcv8uY7b/L+T3/ClTfe4Pz58zLkVnmKcoYKGofD47HmhPp2Et/fOAFAJ3ES/wCRZznT2ZQvb3zF3t5e5+iWZinHnHCfTpCcw1iZd1LXNSa6oT169IiPPvqIw+kBg3xAmiQUVUVV1eQ67ygSXXWutT2FpenlMDmYkGcZK/kYjaEuC0aDFd6+/CY/+fHP6KdDMpuS2gytLMq2NsMWXWieW3se5xzVtEIpzai3gk0tczdjb2eP9bPrvP7662xtb3Lw4SFFMaOf9pkVDV/fusFrFy+jh5osy9Ba/6aGz7dGR0tbovP8JkoSQJCa7JID03GgJOG/ZbtSCpynaYSiGEJAKyNuYEsdmzZhOfK7QardXccnaFQQSmDbXVlOrhfJ12Kbj92jBc1GOjkqJsXdrJu4PbR6sLDoHAUluqbgxSjDx24XxwCQPLZvQ6hgTe0Ins7e2i1pSgKi/0nyBQWuaITCqZVGa1Edzcs5j7efcPX6r/n86mc82t4k7WWMT49J+iNKX1A0FfvzPVSpSfOEtJeRDlIOZ4eoRHVaq44KGY/h6PRAtElzmWDf0riSJCFVCfkoRzsITWD7YJv73zzgdnabK9vbFK++wYX1i4x6K/TSoehGSoerG5SysmraLlm7Ljr8qbptR8D08W3dgE0du77HO8ALcG+U6qiTLrROHM/uALVRVVX8fX8EALWDchsv5yt4+fuNF1dEa8UKWxnFqdU1nHMy/NQKjXE8HlMUBfPplMSkHc3VYLh69Sq7u7ukqQBb5z1ohTe+o4F6H41ZnFw/AqSdWF47g068uI3EuUdi0CD7hNEolaJUIKhGrjMl+qZW6+aJ39uFitAD3qnYbQ3RBl2Jjq0Wd0AMNL5h92Cfx1tbXHnl9UVRJIIRvbhLdNdXiMCVOORUAInqqLFHOz+qGwAdG6WL2Va09zCOrqdue/yK5iMhBBov5zdJEjJrCQGqecFBccj1z6/yq49/xYf/8e/YuLVBM6vBLbo2ZSGGLP2B5rUrl/nR77zPD9/7Ea9eeZ31c+sCIquKoppT+warDGVdSkccw4kG6CS+cXA6QwAAIABJREFUr3ECgE7iH318W4r87HTi2c8x3/qHPGVRkOUZO3s7fP31DYq6QFtNUcwY9Yc0xuOVwuiFE5mLlJe26yA0Fk9T1jin8JXjwTcb/PLzjxmfGTN3M/xcHMlo4HA6IbUJo/EKxWwe99QvabQD7TyTlXRVqp6HBU92trlw5jl+/vOf88arb5LpTMTfDdRVg46UJul4iEqk9JXoNkKgcQ1+LtXBJElYGaxwcHAASeCdd95lXs35m7/7GyrX8PyLL7D7ZJ+DgwP66YAky+RAxuPgcVL9j5mA1kjCFALERD0osb5tndk8PlabZS5IQBKa1vBA3rtaehTNS1cd/pZzHEDobgj46D7ufcDVAd8IPVGsik2XpHi1gFcLI4q2e+OPrLKnuiv8ZjqVHJiYICtNK6JQbtk4oX0dz5E/pTw6Jm1aSSLTdRaCVM210rTZYzvss+1ExI34UMvrekfwHu0U+GhbjhMnsUSjUo9PAq5uoqW2wxvF5zdkIOaNm1+ze7BLmqece+EiXnvmdSG21FnCcDxApytRG9TukWcwHqCt6mzSW60KyCHZ2duWDkdqyfsr0WBDHOt843BNQxPA5glrK6usNopiWnDj4S3ufvOAyy++xqXnX+HSxVfoJz2UFbG8UrE67xTKxXOlZF35Fvu0QLwFlPGYwbeD8xYU6aA6IT3eRxrfUQtrMQ149rKQ8x+YTqfx90K3j0DXRVgZDrrzGpyjrlwELQHfCEgejVcAKIqCYD15P2M4HDKfl9QucPHCWQ4PJ9y+fZfQOB48+Cbabxtxr0S6gSqCEqca8I7Gy1BQvBfXx9id0QQsaQculNNom5AoS6IS0XnpBIOjLA5lXlJ37RiCXnTVU2MWM70QwO3x+CDnRVGT2oTGCCCstad0Dbg5h7NDfHe9e5SXYkUgxNlEbRHhKA31mfrB9j7WmpGgBYQtgZ8A4u4IHQWwpdwKU7YdCCz3LBX1dKFpIIBVhoSEg/19Njbu8+jBI/7yz/+C+7c32Lhzj2ZaLxqEBrQFZWHt9Jgrb73Jz/7J7/HDH7/HuecvkPXyqJUKkGh6vYw0TSjnJbN5QeFLBnrICfg5ie9rnACgk/hHHbEu+syf6aX/BUJX2TZaRO0KhEbRftYdSUQCURkv4Gd/m1v3bjKtJzhqVlfWyPKUaVOQ5j2c9gRMp6/QailZRjGbT1hdX+PJwRNOn1rjr//DX/N//dm/Y7w+ZhZmKGMBTe0atFIkWYoiMJkd0styJpMZzjkGvb5UZetaAI1RjM0aD289YNDr86d//C947533SHRKNa3xBvq9HmUTBf0mkCUpiTU0Xub12L6l9jWYQNpLUEbRhJqyavA6kNiUmppeb8C7777HJ59+Bj4wPyiwOuFv/+4/8s//p/+F/mCAC460l3adlCY0nUjY+0aoF8INijNvLC6xuLqmSSTJKNwcGww2A+fq7sToNnmMmorgFSG4rhIbWmezcPSEamVighYpLW1yrSQBylSGp8E7OR5iUiGzN2y0IPcqxPkdRFc2L1Q45QXZKUCLO5bqvHFjwtMCkCVa3nJHIXRakEW3QCH0qfb32mGdWkNo4kwk50SHExIBAq6hDjXgManBaMCAty4megjgCwEaCF5BqDA2sL27w8gM2X38BFV6jLf0Tc5BVaOsZv25dQpbMNMTemcTJrMpX9z4glsbt/nw6oeoVKMTS7omQy8LXaGtIslkGKySkn3sjikSa+Iw4IAzNQ7pMoQgduNaCTXPh0Cv3++OS+McTZzXo5QShzcqlAVPzTQ4vNb4vibE9fPZ/Ws8PHjMo4PHXH7xMhfGZ7EYmqpEV5CTk+oM4oyioimpg1grkxha3ZZoxmLHJ8iQ0xDEtKEdXit3GwNonPMRpMk1l6WxQxrtp7WW7kjTNDInKQ4ELeMabBrp/KS9XMCPWQjnl0X2TahlfURNikkNOmiZs4Os+5WVIbPZDKUUO1s7nD5/SmiuQZH1cvamh4xGIzbu3+PL619hMKyOVpnNZmTW4FFUdUFRlJR1Gam/AZ9AOuzTaI9WMj/LKA0OrE7IkoxBPqIuG6ppwWxrzrSZk9mM0WhM1s/pK0uvn7B66hSra2Nc49nc2uT+Nw/Z3d9mXhbYTLQ9SZYJHTPPUMrgQgmZ4XCyz8pgSOMVj755Qj8fMhqtcv3W1/zsd36PUTbAOs1KbxTfQ8V47TTFdEYii0fkPr6lwLVlE+Q+1d5RlGo5qIQgPRSnQKm2k0I33ytOe8WFJlJpA7V3OEAbC0bhQiBBk6hE7lel53Cyy80vb/Gf/ubv+PTTz7nx5VcURQHORd9t+fJWtD4vX7nE2z96i9/9J7/H5cuXGa2OSRJDMA6UwjcBXzfQIMOV0SiVQLB4mYZ0BJSfxEl8X+IEAJ3ESQCL2fELHNPBougaZozpugdtqPZzLiCcalfJHzBAGp3I8NS+pnKVDJTUGTox8sEYq9nt7LzFDsSxl1qR6AyvA5PJhPVz63x29Vdc/eoqKjUcFgeY3KLaPkNQBH2UQz6ZTUmyhJ7O8E1gNpmglCJLc7I8Zef6Li+cfYk3Xr/Cq8+/im0swQdSnZIlOfs7+wyHQ1ZWV/DKU1YF5WxOnueMxkPmdYHONNbKMNTJ7JDKVQyGQ9bWVjmY71MXNUma0u8NufTyK2zc32A+K+nnfZxzfLP5iMFoKNScZkaSJGgUvV6Ppqy6ZF9rIYY1kW7V1I5E26gbMHIsdYS1IdD4WhIqwEsWjYmzf+QQLZNjjlbW26SVaEEeXKxWx6q0RkWjAd91gHAepdrkVJyltIpUFSWzeZbBz1HKy39+EuHb9afF9KGtsqvW1KBdpEFeMwT/1OsE11Ln2plCSo6hobMLDMovQFCInSYvr+ZczSBPKScF88MJoQlyVGOGvbu/Q9JPOHXhNJUq+PTqF1z78hobGxsczA+hp/ApmEQhDQLddQKV1ejEoGOlW1vTUbOMsnjjqDVRE7Kwi2+/FvqnpztpnfbOKgGiQdPEcx9MwDslYEUrHh1uMvnqkN39XS6/cIkXzlzk1OAUg2Efty/UR9fIc7XVJNrQ4Kkrh0laattRvVmr61ne71b71tIJq6pimA8XXde2S9AC9RYIIUMunXM0UdtjjAGj4wBUvaQdOUqxMlEz03Y4W3DtvQz/bOoC52RbXdfdz4rpnMNiyun1dXq9HlXZcHBwQPAKk8j8HQVsPnoEGinyqAanA8p4dCqDPJ1z9IYDjLJU84o87XFqvEaoAntbu6hcsb52lhfeeIvz6+cZD0YYnYADHxrWTvUJ1CR5Sr/fp6pr7t6/x8AOuZfcp9frMSmnHB4eMjuYUR9WZAOhZGqr6A9ymqxmMpmhbcL5ixcoZjXbe7v0bM7G/bu8/uJl8nRwhAZX17XM1PLHTEiOxbKWb/l679aBbz9/2i5i26mTbVXTYFJDmqYYROumjVyHvmk6e/aD/Qkbtze49tk1rn16jdtf32bnyS71vFpuPosL4yDhldcu8dJrL/KTn/+Uiy9d4KWXXmI0HoNqNYCO4IXuJ4OYxRJfulMK1aWPJx2gk/h+xgkAOomTgJiYHr2Rt981vjkCftTRX4TGgTFyNSVprLB5GldRuxoSxePdbSazKdoYkjxFW0lkkiSJvHVBQEc/IFVX3TfGcDDboz9e58OPfsEXX3zBqfXTzCZTrFLRNckvkrqlBKfTPNiM2lcEZbDGSHJTNQz7I956423ee/eH9LIedVGjMd0U73yQ43DMypl0BjKpvteuoZju0hv2mc4P8d7TH/ZYW1/D45jMJzx4dI/1C2eYN/K7GSlv/eAtNnc3KYqCUTJi8/5jrl+/zisvvcLa6hplUZAkCXvbO+CiQsYF8CIa1qQoHMpVhKZBpwYTP6IDYINB+ajN8KrTW0mEbhipVhaUXrL9XWhoQgAdE0wfXEz6YtIaOysehQqexjdUVUVVVZI0mmiKoFgAjlh1XQamz0qGnrXtN67d+DdVkE6lCqETUsv7jjbrxwFAfHTBdQlSCxZMdAQL4kkMELsECrySuU0RfTW+Icsy7t+8w8OHDynKGR6oXYMy8Pobl5kVU/78L/9fbn7zNfce36NytZgjjHJKXUOmsdbE7oQmRMCjDNhUAJC1FpsmWGtRVtzKvPEYpeO8onBEh9R2SqDV1DxtlKGQDgx4lDZRW6VxXqG1AqdxjUcnhto13H14h+3NR9w6dZa3X32T1154jWE+xBWOoq5ER+MMCpljhXcoZ+VYL3hYC61PXHe+7QwRIHhC3P+maej1egJcWpqmIoJbL3RHBT7O1KmbGu8bOYfxWIXgOr2I1ioOwpUxuQCqo2weBUBay0wr4w2Vr8XAomk6G+yiKNjf3WM0GtHPcg4ODtjZ2UFrMSYoy5J5UTCZTtGJFqCZhG4GVJIlso9Jhp97RisDxhefY3pwyOHjHV5+8VX++R/8M9bHp9AkGK+l497I2rOpAGXfVGR9GaA7mUy4d/8+tzfusn+wz2AwQGtNRoZSiryfUzcNZVOzv79PXZeMV/ucWl+jcYFpWTNayWiqwGGxx3DY48aNG1y68DI6190IAqUUVVVh1cJYYRlgL1+/i0G0z77em2XVo4r/LBVERv2BuH6G2NGOhZzgpfAyn8958vgJX13/io8+/Jhf/fJTHt55sHDPbKt0CmzPsnZ2jdffuMzv/OynXHn7DV589QV6oz69vjgblk3V7XcIgdAsGBJHClHfYdJyEifxfYgTAHQS/6hDPko0zybBSRzv/LhoU9u6TOnMtD+gdjVKa4zVKGNIjOLzrz7nwaMHHBweoqzGJDJRpaWq1UvVv2fFvJqT9WRe0BdffMHGxgazYs6a8vT7fbyOCW/k9Mc8pgNAvV4P3zgaX9NLc2ye4CpHXVY47/m9n/4uL7/8MoPeSLotDpI0RStDWZYMh0OKuqCoCwyatJeitaLxDUU9p55VDIdDkjxh//CAa59c5Zutx6RZwnh9lYfbD5mVM/qDAVVToRJFUc2ZFTOKeoXzF86yf3jItJiSzTPKsiTLhKLSzwWQOS8Oa1bFGS/aoq1GBSealGBwMTF3tYdGjkeqLFrpCCQVPgREFCTCagEpnShjIT5nsb0DSE91iCSDrWsBQG11vK3WByVdqNYNretEdP9vz9PTup+/b+jAEQ3IEfF0kC7V8c7HMhgIPhA18ML3Vz52rxbraeFSpmPHQoCQijm79x4Sw61bt7h37x5lVaKwFE1B0PBk9wmfXvsMd7vmoNmnvzbg9PoaIQRm9RwSg7Jauj2mdfISAKKtkq6pUSSJxWaS1JvESGdPB+oI/tsuSjsrqz13v0lDtUjklLjhIcNGvUf4iKkiy1NM0FSHcx7tbbK7u818PmV3b5ufvPO72CxDp2IPXdUVoQ4YZUmMAReiR4LQLh0QWkOSOAi0BcfL4A0UeZoJBTB0jejuuW2XwDViK+3D4j5ijHTKrNUC1OO6ENrgsQ5g/L47DsuJPDLDydWewWCA954kk6G2LR3vYHsXGzS7W0/Y29ll2BsCMmB5WkyxmQBWbRVYBYnGJAplErSy5MGytnoKhabem3LlxVf5yb/4HdZWTrPzeJtQCs9YY6Pznol+B5qgAgfFjEnpKB7Neby1xd3798SAIU8Yr62y+WQTZTRJngjN1jkOJge4qqZ2nof3HjAajVgbr9Hs7HKwd0gIisFgAMDm5ibO1YTgKKuaPBtgtSE0Dm80ynuedcUev67bbcuP7f+DVt1stu458XykaY6L95jgPElqUEpTVxXFpGDjzn2ufX6ND/7uQ258+TWzvamAbQNKWYITV8b+uM/Ll1/mRz/+IT96/0dcvnKZtbOnOpvtYjanampC8Jg0kePsheqqY+HDe4cOhkQnog886f6cxPc4TgDQSZwE330bXwY/7fwUZcT+GKCuy0jP0VgsHpi7kt2DXSazQ27euc2knBIMZL2EYLVQszAYk0gVWv760gfj0vRz76XinST85f/3V9S+ZnV1lfl8znBtxKyctTtKJ8TWIorXAdI0ZT4tIATSXobxmqZuWOmNOX36ND+48ra4IM1rfANGWZlFEqSSPJ1NSPOMrGdpQsO8mROcJ+ulrK2u4nHsTfZ4eOshX3z1JV999QVbezuMRgNOnTvNweRA+Pd5xmR2yIXnnmNr9wnOOUySoPqnmR7O2DvcY2V1ld6wR5plOOeYz+fkSY4KHhc0wQURnQeEfW4MrhHRvnIeX9c4o3BJQ6Iz0f1gCMpFwCMV/uAUXiv5gI/UL+HtK/QxINSuDh23iVuXaIGCDzS16+aiHEl6lrp67bddt+ZbANB/GZdey/63WqDYwVIhVnDbzDkALoh2w4F3srZadzvFYh9MBAJaaUJooiZEiyW7k0q8cx6CwSaWum64desWe7uTWFQQuTkKth/uYM8lnDq9ykqygh1YGisgxVmPTQwYxMigFfq3XTSrpOtoNDZNSPNUbI+tItEGrz0mSKeiNTZoE/lndX8WYHZx7AkBpQwE0cdIcyt05y8fZswPZ9TzikwnjM+son1ge/aEvS/26I1XWV87x7lT6yTGwsxTzwuZD2VyoQrKocAhNFUfWmBqCK7EGoPSirouqYuSEAK9rE9v0Osocd0+64CO9wUXAlVTi6Bdg9YGR6v1kfen27VmxIBAt85x6tuNP5YjSRKMrxiPxx1NL0mS6DiWoIJiNpmyv7PLZP9AOrABirpYXONagdXIYRZLEhc81sv5e/T1fc6ePc/Pf++fcOnSJcpZydb+Q8bDFbJEjqHykZLoAs476sbThIaVtRFf37nFrVu3xHDFaMbjMS40TCYToec1NU3ZiKbKe/BwavUUee8cDx7e5dH9TVbPnGY0WOHJ3j44GPT7uGmDd3UHqpu6ppdIR94HhasbtH56FOjf9zoOIHTPaIbQFkiMUhAMCihmZRyYmpBnModpPp/zaGOTh/ce8IsPPuKLazf48toX0MTXT4w4OroGlSpOn13nypuv8977P+Ld997lhVdeYDDq4wnYCIrb+5fMNALfajx1go73GLxQYYVBoE/gz0l8r+MEAJ3ESfw9o5uorvQSm8XjtMcpj0ZTB8fh4SEPHz3g7r07bO48ZjAYYFJLkllsKmQtGo3X4oT1rFj+AE3TFGMMewf7XL12jfHpEb1RzuPtxwwZHakGi4B+QYMLCppKXI56tgcO5rOCVKVcev4Sb731FrZJCXVAWU0vTXBRzG+MIc1z0S81JTUBnWnyLKFRjnk5ZWf2hM2tx1z74irXr19nMp8xGPVZOT2iKObcuPU1WZ4wYEA93Wd/so/XQSiASlE1Jfc271HPaz7/8nNm9ZRz6+eofS30plwE4trGtFpJh6fxHuXjfJTWz83JbA9XNDRJRR2Pi82UgEFlBFAGgBAFywGDJgSpuC/TWdrcUB3b7qJlr2+cAInGHekIHqe/LAOg9tyqSEv5rwc/iwS//X+nz+kGXoaYQNINml2miIUWeHf7KvthkKqvwUjHx7eaFS3XgpchjUmSsTfd4fHjx6IviCJ+pSBoT36+x3BtgEph7uaEEhJjybKMYX9A6RpMorCJQScaq6QbZG0iRQVr0YkmTzPSfkqa5NjUYLR0fpr2fUQAVFVV9x5aXUwLfo5rgdoOsJhqCABqTftakOKVR2eKVKckyqIIuNLhXU3QDR9c/4gXLl7iDfUqF06dI8kUiTfoEkJdddbmIbRANYIhRQe8lwFaS3nN85zBYHCkI7lsgCEW1o2Af0xHS9Lx2tca6aR194JFJ0iugEV38ruiBT1ra2vdcW21MEmSMBoMmB5OmE9nBOeZTCbiAKcVaS+VLqhVQmVMDCTS1bNpQq5S/IHjT/7wT7hy5QpNWfHkwWNGgyGj3oByOscp6eZppLOV6ARrNdZqauCTTz7h4eNHbG1tUbmms1sP0cFsMOp3nUwXPN55tFKsDMecOXua116+xJ/9xZ9xf+MBr155g9XRKpPJhHbuj9aa+XxO3asxSrp8BIW1CWUon6ktOx7f2gWKdFyUUDDb9ymlmEj/VcjaT1OCg8Pdfb766it+8cGHXL16nY079zjY3e/ADwFCHV0HE3jnR+/yxltXeP8nP+aVK6+wtr5Gkllx2XSOECwGg1WWYGIxxMiAWBXoBryqIIUThcxharVHJ3ES39c4AUAn8Y8+jn9cHU8H4ng+XBAKVjtWsw6OopqTZxlPDrbZ2Njgm82HzGYzgg5oa1g5vYpSijRPUMbQ+BoXAjZPhP/tfcfPb1+95eKjRWxqbULtGn59/Wp0QRPjBJNE97WljoOK+gD5NnY7gmfQH5CQUk9KcpPz8nOXuHzpCmfH5wibohGyyojLFpDaKOL3Df1+zv7sgGpekBnh2u9N9vjii2t8dfsLvrxxA2UUNrOMTg3EmYqa3ihjfH4V7xuyfsbhdMLpwSmCdvT7A4qiQKea0XhIMZ/zyVe/5Ndff8qZ02e5eO4iL158iTeGVyimJVmSkRtxwaq9X7IhNmI8EBDhudLgFVVR42oR8vaHA7QxKCvnRGsrFf7gEeMATwiq0/y0+vJuPkt0//NBCXiom5hYB4LztIZ91touufHex6r8Mv9/0dU72gk6Sn/7zwVCMmxRXLuISQqojsrkfegoVL4DQV7AW3BCtVl6fR0TL3xcR0FH3YrqwKDyoRPjO++ZTqdMJhOyfkozdaJViKYGXjU0via1KYPRgHSUQqKYz2fsTfcYr62irdCqbGqxWmyzrZVOj9Yamxp6eU7ez8jSXjQTkf1uHQNb+luSJJ1Opa5ryrI8Ai6OAyC8eFkFHal3UfQdR1LiGkc+yElNiq8apvsHzIspibEMBis82HnIxBVMywNeufgSL54+z1o6RBuFm1ckWrokwYdotaHwSrp0PgTpYNURRHtFnvZI03QxF8vFdagX57MJTtzU6hqTSLcHowmxw6MUca3L9e8VqPjqrR0zHWWu1f48I3FnMXx5fX2dLMs6G/FWJ1QVJU8eb9PUNcPBgKquqeuS3qCPsoaGgE0NtpehYxFIvlL6Kudf/+n/SrEzZbI35eyZ05w7c4HpdCr6p8GQvZ1trLWkxuKahp3JLo8ePeT+/fts7WyjewnBaJI8w4ZUZhOVBYNBj/F4zHQu7nW9tIeyJs6Caji1ssbFMxd45eUX2Np8zCdXP2dna4eVU2sMen2KWdWBzcPDfc6tnmGQ5zRVg/cwyPuUZX1EV3bk2LWFBGOe2tYBSSU210G1Nja0V58UdoImsxa8YvfxDhsb9/ny+hd8/vnn/Pqzqzy+tykNanHFxkbglyQJF56/yIsvv8Af/NHv8+KlF3np0kv0VvoCfCJaUlZTFVV0mZM1qpQ4KSbaoJOUunZdd7mla7ZmNP9lJZuTOInfjjgBQCdxEkvxLPAj2xcDIlVMkPane+wf7nH9y2vMqzllLZXnZBBpOkbE2R4wmXQyyqpEGU2Wi91rWRY8O99t68QeCJRlyZdffsna2hplU+IqT28w6DQmsESr0uFIwp0kGb00wxUeV3nWz57hrctvcf7UBQ62D7nQex5AOOX1lDzP6ff71K5i73CfoDxpaslHK3jd8PjJI65+dY2PPvmAL7/+ihcuvSjzeowX61Sg8Y6mUZSziqBg5uZMp1PW1teYzWYk/ZQm1Fhr2K92WT+3zvRgSnCwX+2z8au7fPzZR5xZPcuf/PGfMO6PYTgms1lM6Jo4L0QRKo/BEmJ12PsGX0l1XAbHZpgEksyIxkNQotDTQpyNo3iqktudia4jdFSjUdeO4DxWiR5F6YXGRyr1C3DTVtuX43gy9CzgE8LTv/fUc1oruDZB6fwegugKIliRpxylg/ngMYYImu1TAExMH6RboJf+tFdikRyUp25KpvMpZV2R5QnlYXRCdCFS28T4I+ulzE1N4UrpOiWK4coIk4jVdZIKrcpa3Qn4TaK7TkPWS8nynCyTKfctXa6uJJlrAVAn3o4JejecNlLJngJA7fGPACgg3oDtqEtjoCxLimJGog3pMEdnClc5Zs0c+oqtyRaHk13mswOSEBief5HEpAQt3ZkWMOognR/pvIkJg1ICsmQ+kiHLxao5SZLYfTHdOggh4AmdBX1RzRn1hkJvk6MgVKpoea2smDgszwCSpN4t1lfUAD0LAGmlaFxDkqSMx2P6/f5CJxZ/vr21w9ajTXRiGY/HHE4m1L6SeUnaobWBRKOM6IDamU2iNdP86tPPWM3HDPKMvcOD2AE0+LqhKGcURcFsNmMymVCWBRANMaxl7fw6dfBUTY2rG5nZYw2+CVRVxcHBAdZafPBCVwsB1Xh6eY9z6+d45aVXWOnn/Pz3fp/dwymffXEVnVjWTp2mKSq8DjRN1VmA9/Oc/fk+TY3oEdtCg1JHrtXlx+9ygROPtUb+Dp1HJRqDCmLNUxU104MpN298zS8++IiPP/6Y+3fvUc0qCGCMFQt1Dy40rIxWeOHlF/np7/6EH//Oe7z+5uskWYI3gel8gleeLBMjHld78jTDmCR2FAu899gQCFqKSVII0bEbJBrTVhV7AoJO4vscvzUAqKXdtNW7ZT799y3aCmtrWwp0760VeM9mM/I8p2mazm3rJP7bxvIHVFVVUlm2lnlZkGc5AE2QJMomwnBuEK1OTcNsPmP/8IC9vR0ODg7kA7kuCJlC5Zper0cr4A7K4bXvEsayKcXSupeilKJyNbpNVJSO1dl20CYs0i9wBA4m+zz45j7ZMAUUdV0zXl9ld3eb4XCFEFyk08UkWIdYpRO6wsHBhLPjszy5t8PP/+UfMM5Wme4VnB6v46aSQBqdYPMUpQVwoQOD0RBtAzU1WZbycGuTv/irv+D6jesE4zl78RxJz+CamgA0ShIrpx1pmtIfDpgVc4IODMdDGl+T9zMcjvGpMSbR1JTMmWJGmrqoqb1ndGEEdWBnts3//m/+N86dOs8PrrzNu2++w+m1M6giUM5LvLesrIypDmvqqsYYhTEZwQnVyyhLPaseJP0BAAAgAElEQVSodc18XmKsRWcJJkvFUcykeFdHG4wlDY33nT4oMSlVVVHMS8qyjLx/jTUJJk1RrYaoPXNL961n0WOOU46WE6TjHYrl31vWtrSJvI+cfKHkxb/XFvgbTx07PQYxkairSrpjzpFoGQ660DKHaKcdqYUBQIalNnWNigJ0j2NezrDW0h/1eXKwx40bN+gNBjzcfLTIiOIcIZslNF50KkmW4iilot/L0cbQ6/fl+9RiIghKkoQ0s9gkIcsy0DJXKcsy8l5GkmVdx02GA7uO7tb+vjFGBndGalyn/1g61t57sjxfdIdYmAI0Xv6eMYYsS3FWAK93jmDAm0DjPbWG4ekhYdZw484Nit0Dwtslr198hcwkVGXJIO+hsEymMkNGJSnaJjJXqW5oanHis1nKYDCi1+vRWi07J3N95vM5RVEIvcxoEmPpDWSuVzdrZsnqGkK3/62lsorrnA70LAHsCJDb09duHwwGPN7d4ty5c6ytrXH33h3Wzq52x3h7WwbNOu+ZzWakmZUuF54kS1DaojNDkifSuYvdvqzXo2/7HMwnzCbzOFg5oFpVWggEtbTW8fhEcoV5U+Mr2b6ysioAKHb/2s6ZAGKP9w2rq6sYpZnMpvTzAZcvX+bSpVcYZAOqaYHF8q//9F+x9eQJO1vb9HJZk6FR6DTl0eY3vPfGO8znU+q6ZtAfs7e7Sy/vSxf1GTTWZdplmxO01/sRqqwPJIl8LoRGzofVlqouOTyc8eknn3H96lU++9XnbH6zyWT/gGbein2WnNkyzRtvvMFPfven/PC9d3nptRdZO72GTlqH0LZLLZ0n5xxKabyD4IRmaJTGGC3dyuhKaJQmswlVIUYvvX5PdhuP/u1JIU/iJP6z47di9dZ1jbWWPM+7be2HVes289scbeWxrVQuW0SWZXnkuS3YaZ9zAn7+YaJzsoofOsvHPc/yRadHeZJEbHGLUDKZHPL4ySZVVTGdT5hOp8yreTcUFQtoj9dHBfCSRAUZmRKxTYji49a1K2hJE4gF/COh4nblsVZz//59yrJksNrHKk/hpPpr04UAVwWNU0c1RW3VeHVlzPRwxg/fepdUZXFQpSYUnTAF8HG+g+iJ2lQoTVPKouTmzZt8eu1X/PraVZ7sb3Hq9Borp0fMm7kAHpOiEzEdEF57oKwL4f8bmd2i1NIAxqahITAPM6w2pDZD9xSJTlFBUxzOmbkJha958OQ+T3Y2uf71Nd7/0fv86N33GI5GHDzaZfvA0VM90jyhLhvqogSvSGOVuKwbgg+ERoZlEhy6adCl2CsPslQ6FTEpaTs93kvnoKqqrosAy7oe1eGG5bW1+P9v7t78fWMZFB21dP7ue6OIp00HACShdkf2t6PjdR3Hox8L2lrK2YwQKkajEVmWUvpCroOi4t/+3/+We3fusnewu1jHS+Xh4XDIYDAiyTNUomi8Q5tFF6AtTOhEdEHtV5pZTPxcUIYFsEntEVpRnudHOnMtMGq1K+29GTgCgNpjqY1BxYS5vXZDTL6PUxN9fF8hRHqfCWRpFqmtFSHx7E33uXH3BgPb49ULLxO8VN6DNwRtyXsZPkDlaoLzpMZ2xhtGifaiqqqoN3McHOx1BcImWvZZJUYRyqol8LPQlkF7nfl2bBV097ij3z9z3aiFVqqlFTZNw5kzZ7j/8F63LXiheJk8F22jFqowJqBScbwkUSijQItDYpbn5HlOmqYkOgFv8N0yFoMIOTcgWj35v/fRdVC3RUbZPimnGG1IB6L1KWZz5vN5tzbWxquUcwHC66unePnll3nuuefoJxn1rGTQ68n1oeGlF17myeefokKgLEoGac48AnY5ZCHSQ1vjlKXhw88AQcc7QMszqtrnpjbFN+LmJ4UVw2wy596du9y9vcGnn3zCjS+/5tbXtwjF0v09AEbha8eZi2d4++23+dH77/H2O29x4cXz9Id9RL4X2Qst3ur81xVanNTFYIJ2VlhoxWkQNIlOqMuaal5htWE8XGHYH4nhTwTYJ3ES38f4rQBA7c11Pp93IMLGKtH3IVog47148rdVyPaDHBYfvLPZjMFgEOczBKbTKcPh8L/n7v+jiG+jN3kCRV2IABtNwDNr5uwf7rG1/YSdnSdMi6nY2zaVJMbKd/Qcay01dQQriy+/PMxOa4Jecng7ovdp55HEymz388hVUYp5WfDr61epXINJLIoKrQyzspBKsX+6y6CUuEIpAjooBvmAJ9vb/OT9n5GpHBtkcrgqFaRCqzGRIoNajAVtPzif7O7wwS8+5FdXP6Gh4cKFC9jEUDcNla9QKTShgSaglYAdHwLlrJDEVwU0UhwwLUiMiffZc+fwSLVdBY3VVmxWtTiBjVYDxmtmhzM2vtlgVkzZPdzmtVdf53TvNDqDxCYEF5iXBbWPYMxaESsrsR0PARoXcKEm1DW+TRybHGuEKmhMnGzu23lAirKsukGoGgVaEuz2fbTn87iofJGM/tfFt4GfzqjBI7yq9rXaDDe6wPnY1SzLmqZyKK+iRsbG/RRVW7t8NS09R2I2n3L2wlmmsxkPvrlPmuesnV7l1he3+X/+7N+xu7tFU9T0ej3KnmivpJWCTI+Ps3lCE/AGjEnI8lRmtFhLmovAu9frxcTYYjOhkWqryPM8uiwqMURoC0yxoJClWQcW2ntvC1JbGlmrBWqB7HKCr41o8XSn5ZDjpp1ezBKKNMBAqx1TeHScWxSo6gqjFfkgp9iv+PruTTKdMxgMeW7tAoWrqOuGRCtsdELQXoTqTdVIFxFoasd0MkPPCoIO3fsKIUj3BLkmdGK7DkwLclT8CrpVLy0XfXyn/Wm3e9XSro4B9yVNS9s96/V6FOWcl156iavXfy36Pa0p64qyqkisBRS1q2nwJFa6PUEH+r0MjMYmCXme0ev1Y2FTOkXBgtiCt/RE1T2ilHQoWrMIHwHq/8/em8RYlp31vr+11u5OH31E9lmZlVnptF3GNtgYuIWE5BFGTBCiGbwBkoWEkPDMyGYIAksgwZsAI3j2APTue/LzG5hn090qcO8qV5uVlX0TGZEZ7el3t9Z6g7X2jhOZaVwXc6EKcklRERUZceKcfdbe+/t/378xLoxXGMtkNEUK4QCVp1MmNMBYr1dy09Bms8nJ46c4c/osrVaLMsudkUkBsYwxaNaWj5JOvk46ddMO1Wg5/VCjUZ9/UkpnDFBlN1Wn2wztsgI+QoiallnrbB46h4vMZz7lbo+OB0Pu3l7n1Vdf5fqV67zxxhvko+lBrk+l+fHnxsraMu//kWf52E/+OBcuPsPy2jJJx1GYJ+kQhZoBPTPXB/ekQRts1a0wum6DSOubeMIxAkypme/1WFpYpNNs1aS9J+vJereudwQAAtdF6nQ6j3y/oo69k9dsgnd1oaxWRUGoOp3V56qj9AT8/Push6eINeVFOBtei2BqM7a3H7CxscHO3jbTfOpuHMo5KgUNRawiqsAG7UgZNVBAKCwahHJFhnSTECsP9CBArTmYeTaPPF/ru7cIw82bN7ly5YrL48BSGE0QKYo897/rudpithPsu49CEgURk8mExfkljq4eJd1OCWyA0RCJgEJkXozrnppBeGtW9xhau85klmVMp1Nacy06TWe/naUpMpEI6TuNxiJDR+moutapDzbV1tTNjaqbL2PlCmYpCGSEEpJAONFvKEOInQ1sabRLbkexvnmP9c0NNjY3+YkP/xSn5p9CBoGjxAQgI1ckWmOZTlNXaDsVFwLjLLW9mQQYpxPwACgIAkJZUVdlPQECd3irQEp3bP/96LmPAh/7aLE4s0Sl8TGGIi8ospwyd8V/GIQ1kNDoQxMg8ZCzk8HS6XXZ2dvGCMPSsWW2drb4f7/6JV5+7WV2dnZYWZhHNBqIXDLYGRxgMWcGx2Q8JRyEmKYhDwtMpNG6iSIkiKzTiOAnCT6/RiGIVEAYxyipkEqgpDp06igZHJoiVYB51nii2m/V3s3zvLYsr4+hEk4Lpg9MAWY79Fo785PqEJuqwYBAocnyDG1K4iAhUQ4ojCdjbm7eIVQRnR/rEcUxURhRpIYynSBlgJIBwghyndeZSxhzwBpQ7jUkiWuiVbRWKw+mZ0JYDNVerAD4DPiWVTn7g1dVnM+CQyEERhsacZPRZMjJkyfpdrsMpn3yPPc0YH9+KInGoCJFo5U4B0c0MpTEcUyj2XYmCsKFeorS5WQRVKS3A32WmAH99XReHxi2uwuOe65xMyafZIzHY6IootPs0Gq1yNOMbJoyFWOWFhY5deopThw9RigVxcRN2EIZkQ6nPmtKMhmNmY59wGu35YNPrdM++XNKKXXAADAGqWrS3sFkWMpDFPhqb8MB3d/ZamuUCTAGRoMxt2/f5s033+TyG5e4desWe7u7lOPc5XLFzvDFFhYRCU4eP8HJ06f44I9+iPMXzvHU2dNErZjclohi4ptXvkMy04exlTYQWU/WhDfEqP4rwF8focimCGPpdeZYW15jvjvvHOAsKPnvdw18sp6sf+v1jgBAZVkejJiBNE3rTt67YQpkjKmT4KWUh0DNcDgk8SP/qpM0Ho8Bx8etJkRP1v+6VQHUapWl408HQeBLYk1qx9y4cYObd26yt7cHElrdFr1ej8Go73QSFd1EWkpraoqUUsrVGdaJvvEUglrF8xDuOUStsa7gOtRzF7KeAgkheP3119nd3WXx6CJF4ehYSStB2cB1F4VyfPnZu5xy3WkpJHGcMNge8b5nn6XMtQsTNBJTlCSNBoVMD+pn4ScZHBTVxhhOnjzJxz7645Q2Z/3BBrvbOxQmJ+42yHWKsq7DmSQJse/YVwVnqQ1FoR2FpbSY0CJlQBwHhCokm2TEzYR2s00raWKMIZ1kpMUUKRVzCwsM+310UdJOOkRBxO7WLtev3mCyl/KxD/wUR5aOsjy/RNyOycDpQkpZT+ICBEZYbyvrjGalt04qtKPTFGlGKXJyX1gr4YpMU1Ycf3VogoWtEmd1fexqMCEqR74fvD+/33Ty4Z85DHyq33PhmvUkyG8jbQ50L+kkdcW9t+6NQpclgnG/499lR10U4vAgycJg1HcgPpDc393kGy9+nW9+55tkOuf4mSOkgwllUTCaDCmm/klIkGGIkU5DV+aa8WDKhBE5OePBhMkgdcVyp0EQB7Xtc6fToTvXdROqKg/IOpBfT2Gk71nLg6581XGvBPLV9Md4UDGZTA72ZEUJNBoZSEprsOXBtEcI4WlBvgkgnIVy9Txc+G7pZE5GOjBmIS8yVChJei2G6ZhXr16i2W7z9PHzHFlcw2jX5Q+FILCKvCgIVYBSYX2BENZdn6RyNDdjjHenq5anUfl3zjUIrZvozE6T5cHzd+YHhyc/9YToMROgh0FQEDgTl8X5RVZWVti9tkO/32c4HLrrqHD7JYpiolZM3G4gFBSmcEA0Dmk2YqIoAe2vwdaBXyHNoTiAysjj4Lzwe0oYhLQoa+uppRWCZqtFHMRMp1O3D0cjH+LpTsB2u8tTT53l6aeeJgpC8jwnkM5mXRiH1EMVU5gp9+6sI1GMRiOWlhdIpykKaLebuHaAJhARpdZgpG9wBodA9+xeFH4yVZYlk8mkDkyu6KimMCSqzf7OPjdu3OCNN97gzTff4O7tO2TjCRgIm7GbXObagY5mwNmzZ/mJj/44F9//Ps5ffJqF5QXiRsxgPCAvUzCx0/cpXOvH2joXTPpJmnOGFG6iOcPDthXgrAFQRq87x9G1o6wtrxELl9EmUXXo9pP1ZL0b1zsCAFXgp0pSn9UCvRtWdcOtnneWZXUns9fr1cVuNQ2qEqYrPv4TDu3/2vUwAJrtzBlgf7LH9TvXuHXrFtNsSrPdJG7GyECQFROCOEBbjTYFpS7dhEWBChSB77AKK/3UpprEVKGbMEsTqArjGgBxMLj5fuvu3dsgBXEc008HiEDWwEsbU9OXDv+Nwx9RFHHixAnScUqDBhhBLN1EpaK5Od2Ocs/bd5KttJRFTjNocuHCBRrdhNt3b3Pr7i3uba4zLAaUXmcRRY7W1Gg2ybKsvtGr4ID6MevIVe37tbXjTqeRWrK8wGqX9ROZCBWFpJMpoYjAuGlMohqsrRxhPBhy8+Ztxnt/x8VzF3n/e59lZW4JKyEvcgIC2s1W3a21PhdFCEsgHIvECuqEe1OUh6cDHM72keJwTs6/13rYue0wYDo8/al+ptb75MWBaUNlNe0Ltup98Ci8LoRni18rDLnOCaOIt25c5iv/8P9x4+4N5lfmWOzOMxj0EdoynkwY+cYOAmedZi1oCMPYaz3AGokQCkVALN10Rwk3CTGFE9FXlLV0khI3YpaXlwnioBa3A2hReGqdotFSNcWo2lMPW15nWUaz2WQ6nZJlWf2R65JSGJTW6MBRkUTpaGdoJwp3uhQc+NESqTXGSKRxYZPNMMaiyaY502lOJGOaSYvCFOzvjfjad79NnhlCFdKJOkRxiDSgyxyTF6i4WU9eAE9FPcjrcfRpP43yVNXKbAVw2UUVZbZ+A6py1mDF27u/PDwBmp1eVJMPpRQnT57k2u2r7O3tkaYpKggoSoMQmiCIUWFAaQqkkkRJ5K6n3rQiEGCFA4yIAAIohEaImemPp5VJnDZFS6+3kRK0AeEzptwIgvF4TKPRoht2GY1GpBN3/11YWKDX7XJ0+QhHjhwhiWJHaxMBzWYTYSyj4ZB23EJI2H2wx/aDLZe9ZA7CjQMh63t2dRxykyNw4FQa37OauVYcvG/ULnbj8dhPlA4mi7qw3H7rLa5dvsbLL7/K7ds3GQ6H6DytKW/F2E8EI8GxY8e4ePEizz77LOfOnWNxecFlLeHOUxVKgjBABg585jp354TAucoZr0n12h9sdf9x1zsHnWcAkJUkcYOlhWXWVlYICQ+OQ7WvHh1AP1lP1rtivSMAUJ7nNX/XcdWzGReXsr74vFNXmqY1+KnEqxWoqwoSrTVpmtLtdhkOh3WWwjv9tf1nWA/T36obVFmW7I/3+O5r32FvtOeKpE6bTqcF0jJJx6RFRrPd8BMRW/u0iUC6Dq2UiNJ3KB/p5HuNgTgoSIQAVUfdQdV4cwz4ah2mrGhraLebNW2i2+0wzqeI0N1wrbH1TcjdXH2Wg59gFEXBU089RavVQRUKqRW2tLQabfJpjoldh7my1BbC2xh4EBQEAbu7uzRaCefOnOPkyZNcHF7k1p2bXLt7ne3sAdv9rZrrrrVmPB6TpjlCKIIqZ6S+YUp0aSnSEmEUeqyZDKcURUG73Wau26PZbdKIXMf4m1//BpPJhOF+nzRNiT3QSpIWyUqbra09Xr1yiSzLuPD0BVa7y85q10hfaJR+DxxoHowHNI4Go7BCYqqQQ3PYYED651/vIlvlpsy+yzOgtgaevK3C4O1OgB6bY1NtI+soK9ZajPYAKNeU+UEuTqgi9174LCAhhHcI004fYqsJQPXobh/GjYiv/P3f8o0Xv05Bztxyj2E6ZC/do9NoEUcRpSkojHZ3FAMYg8mBEOIwIVQBVloiERIoRbvZodvuESUhJgIR2gOqcGn9/kmRgStwO50Oc3NzNNqN+tqphQGZE8ZB/bsVtU94QFdl1ReNorZ3d5bWqfsociZFSqFzF7BbllTBTlZajFAIa5BWO18S47vnBt9Fl0g/CZa+mNTGkNsCq1zeV38w4PL1t4hVzHvPXGAhmaMc5xhdkkQxINBGYK3GAlJ5mYdxltZhGDiw4406lHLgR3oAZGtHt8rkoAKws9eRAxH8I2YIM9vvcRMgpZSbmgRu4nzq1CmaLzbZ2tpCY5FItCkJQqfnEoHCmIJWq83K2grdbtc53eXeVU8ogjBEmoCSEiMNpgI5M39bWjw90WnysP61Ck9DNBKsJLOucSqVotls0uvMsby4yNryGr1ul2bo3Dn7/T7WWuIw8fofiykMpShJ85SXX3qFyWhKHMcUNmN7e5ul3jxo+4gGyGiclkvYmiJ8qLE2Y3YwHA5r/VkFIqfTKVtbW/S3+nznn1/izvW73Lh+C3Tu34iZ9yWAheUlzj1zjve///1cvHiBo0ePusmSKRiMBkyKCY1WQpSEyFBQGNdcNX6a78CO0wwKI/0+to4qW7/51jMJZmm1ltW1VZaWlgh8uWhxjoxvk1n5ZD1Z79j1jgBAVYG6s7PDl7/8ZZ5//nmazSY/+7M/y8c//vH/4Gf3g1eSJPzjP/4jX/rSl9ja2uIjH/kIP/dzP8fp06frAjSKnKh3c3OTv/iLv+DatWscOXKET3ziE3zkIx/5j34J/6lX3TX2kwCp3E2qP9xn/f46o9HA8bw7bYJAMhj1KXRJkkTMLy4wnAyRgSIIYkTgp3nWUJa5o5EFrivm3NPw0yBvT2ztoXvZ91s1e0lQF2AugsGQNGKarcS7zzmx+f64TyRDVBj6pCGcNkkKrKh0KiHSBpjccvb4GaQRtJO2K/SsIW4n9IeDuugVM51i42VA0kJ3bp7NBxtMxxOkhKxI6TV7fOSDH+X8e5/h0vobXLr+Bg82t5AiQBdQTDXKBvSabUajkTNkCDw1RDrNgrAaW2q2NrZQKFZWVvmRZz/A+95zkcX5hTrL48MXPsALL7zAt7/9bZSW6FKze3+XMI5ZWlri2Imj3Lu7zouv7iOwdJ9tsdhZxGSGUTYiDCICgadU4Sc5/v3C/Q3hs3xCFThnLVuZIFhXLFgHfqvJEDjhtvBTohnfgYN9MHMsq/83PvndSkMVffgvYSRXtzg9kvubpsbZTjPiCkSX01Pl3BisMdiiRBclLQ8aAuGMV7QHUkEQEChFiQZ70LmutAPaq9z+7vm/5/KNN8hMSrPbIGgopialLEq0dcVelhbYKVD4D2shFkSthgMoYUCuHCjTOJezPM0waEcJiwOSpjNDcJkjzsXNFoZbN26ysLSIsK4YTxJHi64CgU1h0Kp01uVWonCGJgFB/bmUJVEcUciCTGZk5EztlKlKnY5PQYl2OT2mRGvpqUz+KFTvr9eOWetoW9ZastTlfwUyRDV9E69IkUYRNkKSMGF3sMfNuzc5tnKM+ea8o94ZQWuuTaYtVluMcSGmSjlqkTCG0hSoMMBU1wQ02vj2iRUIaQmJ/fXnANQIj74Pg+uqzeIBvHU/7/Rxbk9i/Z6c0cxLKSmLglgGmKxkeXGJZtIiz9fdMQoCpC1JmjGdTgcZCEpbsrZ4hPNPnycJI3Z3d9nd3qMsSgIVEAcRxljyMidoevdKnzVTFd9VwDBSuiJe4qyZTTWJtWAVR1eOUOSaIstoxU2Orh7lxIkTdFpdrNbowjAZTtDaEocRujCMRi7TKQ5j9gd9+oMBL7/8MmVWogKFFQF7D3Y5vriCzou6oVk1iZzWs8qbchbm1VQVnF5JlyW6NIwHY4S1hEFApBwdbuvefV568WWuXb7K7bfWGQ2mUJSeEuBoaQiBiAPOPv0UZ8+d5QMf+ACnz5xifr5HnEQuL0vFTMuUwhZQOnBTmXdIKWnHCUVW+uPpP6zEGpBW1q52Fl1fiSozkOq1rC6tMpf03PXKuGsFfqpU5CVh/I4oI5+sJ+t/er0jdm5VoM7NzfF7v/d7XLp0CYBjx47x8Y9/3Dml+NFxZYgw67hSTZDA3YzTND3kIldNlH4YM4VqHD4rsp1d3/72t/njP/5jjDF89atf5Vd+5Vfq5xmGYW3msLOzw2c/+9k6C+i555479PyBWnRddTMft2b52dVjVy5Is8fi7ViIz9IdZr+utE137txhc3Ozdmp673vfW3cF3wkarZkeFjVTfua+X12k8zx3FrSujODlyy+zs7eNDSAIpBOaSksSJjSUu8nmeUEUNmp6m9HeslcKojDB8Xq0uwlai6441sLl7wglnP5CHdCnnDOXnw7ZGcqRMC5MUwk0xoUdljlZOXXBgmg67SZ7Ww9ohhFREJKVBSYEE4CVyr1wK4gJiEWDRLXI9if0onnm43n2NnfoNRdoz7e4199EdQJCeaBDm+WwVyLr3d1dOp0OQRCgrSFWLdCWfKhBKr794kuM9AgQlIVguDfgYx/6b8x1ehxZOcLdu3cZDPYJYoVQsDPcJjMZQsFknDLXW2Zhbpmtew947/kLNFSIyi35cMry3CJLR3p88H97lj8Z/e9879VX2OvvgVbs7+y7qdFci95CizLXvHXrTRqNkP/248/RmWuxcfs+EZpOs4MpNHle0mi0CFREURRIIYirG7iZ0dkYr7Cwfn8JD1IFiIr4bgWSA0G0EKIOQ0U49yQrHEXJChyVR1JPhpz3kkFrvDbpQFtUF1JYytLRZAMZoq0mL7UvcJwTHQZC6XQYRTZhMho7564gods7MJaxXm8WhsobXjhK1WScsnpkxWkoTME4m6AiRaYz/vv/839y884tjDSEDUlapJjCnQONsIkoBUVhSaIGQzkBfVC/UVikAi1Lkm4Tk1hkKlGBwKiS0XSfmIhBPkTFAXHqAFAcx7VuMgoDzp19ChWF6CLjzu2bAHQ6Hebn52k2m+g0Z5rmBFrSXerSFIlzNUTRpElJiaCBViV5WWKCEp1oJmZC3w4IuorddI9UTyhD5c7nzJDrDGsNhS0odE5hSgqTe+sT48CshTBI3LlvDNoUzmpdGEphMLYkEAoZB7x2+XWOLB/lqaNnEUFEIEOG0wyZRBC4vaREVXxqhILACgqTOettT71FCmwdXiswXoMmqhEzFQBy8ZrV+y6ryeXMzzj3Y5cfpoV0exZboXWUgek4o91IyAuNSTXCKp59zwe4eu0G1hRYq0maMRZDo9FgMpqQxA1+8kM/ybFjxxjuDzmzdI78RM767XXu3LnDaHdKErnMo5SJn45LAj+9M8ZQGEehDZQC5abSCom71PqMnRJ2N7ZZXVjlxNmzrK2t1ayKsjTo0tKMm0grKQvn3okQGKuZ6pLcGO7eWed/vPA865sPMMowHaQkzZDjK0cZ745ZmpsHDY1ei9HemKzMSZoho4Gj3kkVIv1kR0pJmZWkE0TkVd4AACAASURBVHcepmlOI4od1dhYBveHLk7gxZe4dOlNdrZ2yUY54M5LREBR5CAFS6vLHDlxhJ967qc4evwIp0+fpDvfxeAoorkRqFBRhlDoksk4I80zep05uo0OwkrKcY7MndmBtNI3dRTWCgd5LDTCGFPkjqrng2bb7TbLy8vMz8+z1FyiBs1S1V8jeAJ+nqx39XpX7N5Kw1DpCio7SaDWFBRFUY+hm81m/bvT6bQeXz/OAnWW019dVOEg6wMOHFxmtTqzQOEHrel0Wv/u6uoqCwsLteW3tba20K6yFR4GFbNOeEXhuO+V1StwCBQ+/Bxn6Xn/2vWrv/qrvPjii1hr+dCHPsSf//mf88EPfhAp5aHj+x+xKvDjQtl8L9MeBn1h5LZ5FEW+GBJcv32d4XjgEIjS3p7XOJ65tM6CVoJFoK2Z6cSLmaLCdeYDX4y4xGz394XCuR1J60P+DIrApagLBwSE77qXaV7vJyG8Y5yUSDRKBgfCVRm4QtcKV6znYHRJ4TMxnH5HOcqWVSirUKXk+MIxukGXxIS0ghbN0AVQhokLmjSpBmGwRqB9378Wt0rhM3ky8nxYBwHm2ol694odbly5RbIQM9eaI5YJ7cUOz5y+wEJngU6ry+nV0yBhmo0wylDKjDevvcmVm1fpdrtEYUiaTlhcXEQK4UTlVtEOGyQyJAwjFAEffvZDbN3fdvtu4x5R4MTB/cEepW44aouAm+u3iF/6Ju95+iIrx1cY7o6Ylhk6Kwhl7IBt5uya2+2msxme4b0/rIOorgmPo6ppPKVEOJMF4WN0HBCSWFmJuytjcT8Fst4i3UN26WtOvLGBALR1NC7hwyCNdh1wYQVSqtqkwVrpLK5Tp2vBWKIgJJDKdXirANUKgLvxlys6peDo8WNsbt7DCkPUSkhaCQ92N/nnb32Nq7euokLXobeeIiOswJuFe5LZwYTK2Ts7d2CLe2EGw7ScMknHjPMRoYx8ae4Adm++h4gkSeg0X0kYESYxjSgmiJ1hQ9Jo0IhiCqPRuaPbPdjYJNclq0uLLC4uYgrD7tY2ZbvHcnuJiJCpTemIjgOqGKKoxIgSjUGGktKUTJkSSkU+G0jrpzsa46hpwk98fKaKc300DmiZwIEPc3Bfcf9i0QiMsZTZlEanyfr9e1y/fZ1zJ86jJ+6ab725inJzDjdVRCGMRvupjREghRP9I613ovMhm/7oz04dZ1c1DfIn9MzXwjdgSqSQGG8UYm1FqXOfI+XyXiIRkpmUQAQM9ge4wYcgajjNz9z8vNfgpLQbbdZvr7PQWXS5Y1rRDFucOXGWEyunSNOU4f6QnfE2W2mOkcZR3qRwQalK0QicNmo6naKLksxrZqV0rnKdVptENTh78RxN1aTRaLh7oQdICoUKFHu7fXq9HnEjqO/FnXabwWDA3Xv3eO3NN9jd30MEymU62RJKyCcZpRS0j53y1F5LabQL9UVirUbbkum4JEpiB9rSgul4TJ5mBCKgHbvrUr8/5N6ddS5fepNXv/cqV69eZTKa+olmQpqmFIXbU525OY6dOMr5i+c5efokH/jgs8RNFwCsrXbAEI3weWU2xAXg4pqWk+EEm2oiEaEs6KzS80l8R8efy85Jb+P+Bs2kQafTYXF+hUbDfd3tdp1WirenIXuynqx323pXAKAsyw5l6lRr1vEHDsJTqxt+FaRarVlO8/+MkPn7GRW8XRBUAYSiKNja2mJ3d7d2uassT2cLr+pvVpzhhwX8cDA1q6Yws687yzKiKHoEtP1rV8VlttZy//59VldXAQ4d+3f6qvZQaQqEFFy9epXhcEjUitz0JHCVmwsWNEgvmLdeV1NpjI2oK1VX4AlDYTQW7ShIwrhOGxaFxkpL3Ijq7xvhqkONBuOKrGajdaA7kdblXAjjCmOt0blFlwKUQpgQpYWjOGmBKaDVdDkoqMADoIjYhsQ2IBKSM8dP0DAB5ShDpJrcpJTlhP54RJQ0KMfOxjfPCtLMi8SLtAbbo9GIaT5lNBoxHA9qB63hcMj99AEPJveZOzdHdDRBxgFHjhzj+OpJOo0OaCiKjFbThQ2qRJJ0Fnjz8mX2tvZZPXqEJIwYj6ecf+bcoeljGDnr7FgoClvwoz/6o1y9dQMtDbv9fVQZMCnGZJMpeZ7SbnZoJi02H9xnOpqCUbSbXfe+57ZuELhiJgcpiRsJo9FopiacMQOgEgJXGq+Da0h9vlqXl+EmeDz2elD9W/119adm+G8aWwPig8f3mgM/ZdLaax2EQklZBzLa0ukL05HLq0oCR7cNCA5dU0SlGRHWfe2pc+PpBKRgfnGR9Qfr3L13hys33+KFr/8TSTup3QSNMU7+VL8EN1WQQtWCavf4B6+9Mn0plZ/YhwHNZkK7mZCokKSVoCMBgSAIQ1QQIAIFwuW9GGuZZCky8rlqSYKNIkSWMcwyRuMxu7vbnDp1gqNYGlFca9F6zR6hCGuTEIVy51/orpNBpAhsRGhDguJAO1Q1wirt5uz175H31e/VynbcMqPR8im5MhQUOmd5bom7G3f5Xvwyp0+dIWgo7NSilNekUTVAnMbJCutKz1rfZ91x+YGE2u+/Zqc/B2t2MvRw+KtrsOXZ1DXScvf9zfv30V5Nr6VBBYrufJft+9tYZZGx5K1rb9HpdLhw9j2ebiWQiaTZbDIneiwsLLCcLXAkXWGUDRmNRrX2Ky2cZkZrzdzcnJucJq4RWk3/FufnaSVtVOlNNAz17yAgUIGP13D7sDSaIFBEUUyaply5coXvfve77O/skqZj4tjlTgWldDosbze+vLyMikIPftxkXgmBDVy+WFlq9MgwsW4CqrXxdGJJWRquXXmTe3fucvnSZS5fvszGnc36XFFKoa3TnakgYOXIGk+fO8eF913gmWfOs3Z0lWa7Qa5zsiLDlKbOxAKLNtZN6oQAIUFr8jzDTHNs2CSOIsIwxmpNkTvXQ6x2lG7lmgtHjhyh23bHtNvtkiTJOz565Ml6sv4t1ruieq2C4Cq612y2zizla9ZN7mFjBaXUY0/q6uYGh4GRtfbAPcpWtKfD+RCz//aDVp7nTCYTzpw5w+c//3kmkwlhGPL+97+f0Wj0CMB7ODdg9jnUHV1/ox0MBgRBUE++KspdEHja1w85ARqPx3W6+v6+ox3t7+9/3+ymd+KadYfa3Nyk3++TFzlRJ8YGFhNoLzLGT3+sT333zj74Hr61B3oPgeu2h6GTAlvQ/rNxjVqslBhd+iBOjZXCd7/B5V5AmWmMcboCK5wI2pUWEmMN0kYoHbtCrgihdFMklCAqYqKJvxl6YbghRwtLhkXYgnFrwJXRm9jMkg4nWKPoD8f0JyPCOKK/sU9elhRZxng6ZZqOmaYpRZ5TehpKYTRZlpIVuTMNU6ALP91own6wT1NvEyxK5s70SESETk3drTfGFecyEGxt7bK9vU8gQxZ6C+R5SZGVnDh+nEA4lzCtLVEgSdMUqyEvCo51jvHMM89wf/s+a0dWub+1RW4zjIjcdKl0ICJSIYPBiCtXrlBmmo988MeIggYigaIsSPOpm4AYBxweZ8M3WwRW3P5qGjRbCFsBGl8QWeHVFFXTwdQgx3oht/DUIvcj0uXPzDToLbMJ89U5fkDNk9Znb1goy4KyMGhtKXxYa2UEEASBo91o971qz3pnYA/e3R5/sPOAY8eOkBUZ333pO7z65mv0J32sMHS7baZl6ul/nqZX2UQLgTIKIR21pnKt8sNQCECGiqSVMAlSpFW0Gm3m53s04pDACuJGzJQC7aeoGovQGiMFIhdIa4hUwCRLXcMrjoiDkCCO6HS7yFixtTnl2o3rbO/u8NSpM6ysrLCzt01RFCz1ljCUhDgakqFEW4MWGi0NKOt0E28D/Bx636v/9xqoSh9We5vUE0RHr222mxBaUjvlzuZtbt67xtmTTzutk7IzepwKfNdRxG6iK9x+8uI1XNKYn9a8zV7ew+Cnvm9VwPUhoF41AoIgYDrRHqhBWqRsbN7DWnc+u+lPF21LZCxoNToIBXv9PS69dYlG3GRxbpFuq4stLf1RH4Vy319Y5mTvJHmZk00z8jKvZUoSR8kbD8cIgZt6Kultp/0U1LigYqgArgcV/kUV2uWHTfOsZpJsb2/z2muvcenSJXZ2tlFKETdjpwPTOUEoieOIZrNJkiSsra25Sbn1lE4BSlpU6OoNJQOmI9c4aiQJ7VYXXRRs3ttg8959/ul/PM/Gxiab9zbIpzlhoPy1xFHXrDW05jqcO3+W97znPZw9f461o2tO69OIGE6GNeVShdJRAqWo84SUcs8tQCKUcief9hRBC7osfAPFOQzGcUKr26HT6dGME46trhCq70+3f7KerP+s610BgKrCPk3TOpV6dhIyHo9RSvl06QM71EoT8zBgqfREFaAJgqD+uWrN0t9mu9JVZtHspObtTEGqThbAL//yLzOdTusJUAXUgNotpgJ1aZrS6XQYjUYYY+h0OoeeZ2WuMLsqWh3wb2IpLr3NcVUErq2tvavyi7I0J26441GWJdeuXXMZIWhHL1IWE+BNBPwUphYdgzYHGo/ZfAchhJsYFX7vWFAeLFUfroh1QmNhIZCBu9kEjp6ktUVk0om5jU90RxAIR71TVhGaCFkoymlJJguyLMcKV5jorKSYTrCmpChLCpxTLEYQaEVgJJMbe4SlQE9KylxTaEN/PGaUTgmikHy3RFsLRjuwYo0v5KvayCDUQyJ8hSt8lYES2IZho89yc5Hl7jKBDSlzR62Z67QYp2O6nTm0LLnx1htsPdih0WhhDEzHKQEB3XbHBaFKF/inYkWaFqALZzpByZkzZ3jx5RdZWVlhe3eXKAgw1jmcWe3Auo0byECxvbvDqD/m+OoxTh0/Q5Qk7O/so3NNI2kBlv39feIkYtbS6OGGxmzxO1sMV05xEjlDcKMujCvgMut0UNEZqcCQkG4+MdvZtwe5Pm4oaBDGOmm/cJTEsiwpU5cpU3pAkiSJy7/xeUXCWrc/heGRJdwrtgK6cx1ym/PVf/wK3/z2N5iWKSpRHD1+hGE6RASq1kMhqEM7hRBIIxAZtW20f/puKacRKE1BXmZopWk0GjTbDaSwlGmJMhoVh4jQFbhWOAKgwWVtSR+AawWkRY4wJWUYEcYRQgrCKOL02ae4fPkyV29cc/pJaVmcX6K0JXmZ0W33iOOCyFv4OraawSo3ebK5rgHP9/t4HAia3Ruz360pZ8qdh9qWNNox4+mYZq/BJB3xvbdeZu3EGo1WA5tppysTTmQv3YPUE0cHgBwqOARgfbPlBwGgx93XZr9XP/+aGn6wvzWuISQ8iJZSsj/qs7O37TKawoCwKenMt9ne3iaKIpq9Blma0mglPNh+wDe+9XXOP/0MF5+5yHx3vr7vFTqnHOUMBwN/XkhkKEnChCAMCGWIEYa4mSClMzFxdFDI85Q8L5magiSJ6uumEpXI37+fxpCXub+PSx48eMCLL77IK6+8Qllq1tbW2NvfQoWKosgwpiSOI6IoQAaCuBGxuLLsaPel8PvOuUaqOEJqhdQCHRh3zRUODG1ubPDKK6/w1ptv8ebrbzAdp9iiCt2SGGPRZYkVML86z/n3PMOPffQjnD//NHML8/V5m+qUIHLmLUJ5era1zrVQa6w1hDbElNpNy4MQqQKsKTEeIE2GKXEY0Wx06PV6zM8t+2nPHFIcJkVW58HDzdYn68n6z7jeFQCo3+/XolhwE57p1NlVhmFYix4rcFPpYyqDhFmAUhXyFUCogFQl6p+lz81qjaCyID1Mn6umRz9oVX9nNBrVE5pGw9lzzk56jDGHrLErYNRut11Wir9JVa+rstScBYK9Xq8+TrOP8a9dVYaD6zYpiqIgjuNax/ROz22apS0Nh0Pu379Pq9siiBSl1Z6uYB75eaB2nqpuCNXksfoshHLuSVBn6ggrXbCfcSGrjWaTvMwoc402JVZDlqbkaUGRa0QBRW5ra94qVDfNHRjevbfP7o6z6dbWMJ1OazqXSVNiXUJpyDTo6qlrHDApoB9sY1NQvsGrgUxTTx5i494/iyu+lAhco1k4bULupz5SSkpt6se3+vDeVzhQ1223EdI6o4gkdpx1UyCNZGewx/rGXdIip91sMBgMMJllaWGJwGuYlArBGPcZJ8qVUtI3Q+bmunQ6HR7sbmFKp50qS2cnrLWlSHMGmUY3cMWnsFy/dZPl5VVWFtcIkxhlJEmSoAtnMlGW+WPf+3oPzGgGZ4tg61GKUpE/XkAVOmgc3dFiXV6GsZ7C5IM0PdXO4mllnnokjCtGZydBWpsDilklts8LyixHFyUIiYoiGnHs9qo+eI5186aaAHmYZaz72lDSaMW8efUNvvbtrzMtpzR7LUbZEBE10bnxwvTqDHEuYdLT9ZRQaKuxpQfC+OPgJ5lhHPhpqkEGgqSVOEpPlpHb3HXqKxqgdYn1btLqjqOyhv5wUNNyqsZWZLT/uiCMYo6fPEaj1WRvb58XX/4ex48c5cSJU5RzmlyXtBttGnHigjf9W6ylRQSWYlLWFvMVvXMW9DxMgXt4L1hhMNYVpxWB0gqnSES6UN44jpkOJzS7TQpybm5cY337DiePnEKpyFHEhADrpjqyhlTC0XGFByB+4vivWY8DP6LauP58r+ZPDlc5PZLWmigO0LpABoLtnR2m0zHJfBeRKHoLbUQgGGVDJ5iXUNqSXneOwd6A3f4ud+/dIY5jTh47yUJvgV6vR57nZJOMXrMDxjovBuGc6MqsJC8KSlugS+sCUGWIVKBkSBBEhEHDXZ+0M++oBtJSSqSSSKUQNiBoOVBy88ZVXn/9ddbXN4iSmJYKmGYTCp1iVECpM6y0NBJHWa9o6q1Wy009A0kiW1gNoFAChJAEhETCmRrt7uxw69Yt3nj9EpfffJPN9XtM+hN/PjgTneq+vDA3z/KRZS5+6CJPnXuK8+fP01uYd+e8Ld1rCP30WbnrdWFKH+TtzJWq2kZb3IQZ97koS7AQqoCFuXlarRbL8yssLCzQ6cyj5IxW2Jh6uvsE9DxZ/5XWuwIA9Xo9rLWMRiP6/T7r6+vs7u6ysLDA6dOnUUoxPz9fT3RmhflVCvPsST07vRiPxyRJwubmJvfv3681OXEcs7q6ytraGvv7+/XjV6FwsxOit7P6/T4LCwu0222MMcRxXLvKVbS+ymUNYDgcOn1Is8n+/r7z4fcXuzzPa4pcBcAqCl1F2zPG0O/3WVpa+mEOPeBMHCraYbvdZjwe0263a53RO30lDfd+l2XJzs5O7W7X6bXppwPQEkToRaG+yz5TJITCA0gNtoDSGso6XRuaccsX4tp1NXNNVqSUuRPM5mnBNJswHadMswl5WjhB+HDi0sGHOVmaMx6PmUwmpGnKdDolTV1q+Hg8Zbi350Y7SoAXtRoJFJApoPTgR3AQWOMD79LsAPwEgURr44whgpBcF+hM19MHg/HHwQv/Pchxtbc5GG3NYsYmNI/GnDhxlLgRoiLhhObKUOAsccN2yObufa7cfIvcliwdWayNINrdBheefgYlnE2ssFB62qcxOKqSdc0DoZwD2MbGhtMoldrlKhkn6K7EymmaIq0kDuCt69c4fuwk3Y5zDVPGOZFZI2g0GpSmONgsh6Y7fgkqdHNQ4FpfbNhHc6YAjCn9NGPWmOSASocPexTexMC62tc9vnUar/q5GLfPhBEURUnprxdCC0IVgQpQYYiSoTdN0IeBmjqYUjim2oELoRGG+7ubfPeV75LqlNZCyxWVacn+uE+jm5Bl2WMF9kIKKH23vbSHKHBIkIFAJQFhIyRQAaZhabQSwiSmKHOkdM2ZVJdocdiJEkAZhTLK5XOVDkRUDaNq8i2EZTDep9NpsbSyCBg2Nx8wHo9Ii5wTJ04RByHtVpd2y7n/hVXekIHc5uRFVgOgCgRVtGP7uP0ws2rzEioE7CzeqdzUMNhIom1J1IrITIpRljwb8NLlFwnikBMLT4F3ApQCf/5ppLcdtFIgPD3NYh8B5D9oPW4CNPt1KJWn+0r/nN30UFkQVlEUJY0kIc0mqFCytbtFYTSdOEAkgjAJ2d3fodVp0uw0MWjCOKTQuQ+wVQzTIVeuvcXW1hbH1o5xdPUo7XYbFSmm+dTl/CCREoIgQiqXdyQRxFEDi0aX1odRa/KixDmZaQwFGu2dowWBVVhvCa+1ZTjOuXn9Fq+99hobGxtEUUJvocd0NGZnZ4swAkNBaUukUq4xVpZEQcjq8gqRCsjKnEC6fVfmGqtBKIXVoAvDcG/I7du3ufzmm1y+fJnbt+7S392rHV2d94AljAIaccLq6ioXLlzk9LlTnHj6OJ2lHp1uFys02mhkKFGBAmkpi9JdLwCLcfS/QBKEikBJTGEIEN6wxjd5S03cbDE3N8e50+ddSHXcJg4jPP+WsjS+Efv92Rxvl+L/ZD1Z78b1rgBAaZry13/913z+85/n1VdfZTgcArCwsMCRI0f4xV/8RX7mZ36GD3/4w07w/JAZwuyNdXbCs76+zo0bN/izP/szrl+/ztWrV9nf3wecJffTTz/NmTNn+PSnP41Sqqaw1XkyM2n2/9LSWrO8vAzA9evX+fSnP83W1hbLy8v81m/9Fj/xEz9RT2nKsuQrX/kKf/VXf8Xdu3dZXV3lE5/4BM899xwnTpyoH68CcbNff/GLX+QLX/gC+/v7tFotnnvuOX7zN3/zh7aqbjabNdCqUtqr1/92rbb/o1cFbAeDAVEUMR6PWViahwnOxUl7CoaVMxodt0zhu8BF+UihZLVh2J9QFrrWeY3HY2ccMHXhnv1+vwY1lZNhmqaMx2Oy6RRlJNo/tiu8qClQGBzoySvVrHWddum/ry26qt9nwU8VSFngqTWAgtwYSgu2Cnw0Bl3Rs3wN5+gmEpQrSGSg6olQGCmSZrM+zwbFPmlvylPnT3LmzCkGgwHEGhP6vBeTY4Sh2Whxff0q3/zet5hfmaM336U/6hPLiJNHTvDUqTNEylkDCw1l7iyrq2NSWpfVkmunadu8t4G2rkufRDGjyQitDXHcIIkdxWY4njAVOYPBiOunb7G6tMp8bx6kYDydYjzVNA7jR4rd2aL34QLgEYpcNaGp/t967SCANtjAHtAiraMtWSGRVnii4ezvOspcHQppDgCQKY3TZWVu8hUFMVEYQhTVFErppwjVKim9KUc18TEYXzgCGKHZG+1z9c5VbGTJbY61grmlLvvDfUKrMMpbevsplBSOolbTRa3TP1VDi8ou3PrsJ5TTuVivr9PSUlTvqQArnK38bGE/e5wrynFZluR5XrtlOsqfJIgVN+/cJg5CFhYWOBU32NjY4Nad24wmY1aWVul0xnTSDkkY1eJvARSU5L6rPjv5eZjq+DggdFgLZqon7UwmarMUSRKGlFlOu9umv7MPRhJEAZeuv8nRo8c5ufyU0/RZN1FwB1H6LCB7EGDqQaj0rMrq879mze5hN+EGIwQhUHoVmwCktuS6IIwajCcFQZLU7pkikASR0+Fub29z/vx5uu0e+TQniSL6e32SMKHQ7njmac5wOGQ4HDIYDziycoR2s8Xy3GJt8qGtJTeFawL44z1IB84GPnDUYRnKOvPKNQmcA1o9vbCWLMsYj6dMp1Neeell1tfXGY0mtHotJIKdvQeUZcni8gJZPgJlyErj3Df9R6fT4eSxk1gLprTIUBKqiNJmrkGhnKZmv9/n+tXrfOub3+SVV17h/sYDKHRNGQ3ikDIrsMY1b86dO8eFCxd45tx5lo6tEHUUoqG8A58miAIXEGwM0yyj2fQTeumn0cLUdPwizwmlY6oE0ul4NBqUpNVqsbKywtLCsr81KIw14ClugZQESfzIte77AeYn68n6z7beEQCoolQppdjb22N+fp69vT2Wlpa4cuUKv/7rv87f//3f02g0mE6nRFHE/Pw86+vrbG5u8p3vfIezZ8/y+7//+/zCL/wCQRAccivL87ymm21tbbG2tsY3vvENfvu3f5vnn3++ThavAJK1lu3tbba3t/nmN7/J3/zN3/CRj3yEL3zhC8zPz9f0p83NTdbW1n7g66tAUlmWxHHMl7/8ZUajEUEQ8MlPfpLxeFzT3qpsoL/927/l85//PHNzc3zxi1/kL//yLzl27Bha63oqNDc3V+f/vPbaa/zu7/4u3/nOdwB45pln+NM//dN/E3BSXRwrwFOBtapgmbXpnnXMq8DRw8XDLGisNFUP/72HwWq1Hik+vUWwreknj16wrXGTwHv37rG7u+tMJ5oxDx48YDQZYwaWrChqcFL4rzMPWMbDUQ1YptMphbcbdtalmjJ3lMTq96tiqnoso/VBUWr/hY9Hnrj/rFx3fX5pjr3t/epAQOH4QioArYGQA7fl0v9+oiDXKMB6bUgSKEwgsYHESMFc5ArCOI5pNBokzQZxHBLGEUoJB/yFpdPrMTc3R2k0J06cQErJ//Hf/5LWUzFrZ1Y4dvIYD156wJ29O6w9veYT4Q2FLvnqP32NG7dvcOTkCo1uk0k6QSWKbrPDj3/0o4QmwJSWrMxQKIIgYjQaYfE0Q6PZerDFypEVJpOJA2NBiDElZZ4TqhAlwJSusLbWi5StRImANy5d4pkz55mfXyCKEobDLVYWFhmPxwjhOuBCemNncXDOCCEOmaHM7lHwGEA9FDjpRTDWgwydF1gpalcpobyFtHCddl1pv6zL6xDGYLXBapfULvCan9y58ikZIoU4pEWUnh5nrK3pY1WSZO7NLBYWF9nt7zEtCpZWlhgOh+z2d/m/v/R/QQhJlGBkiRFQioJmr+lc04QLcXTmFC70UUlPBTZuImPKg9dvPECPktABpMBgrCZqRLS6LYSSCOWaR1mRoxUYezBVr4qwSn8jpSTLsvr71fUiTVOEsETGUeNKa9gb9IlURG9+jtFoxL3Ne4zHY+bn52m324QqIEmaTktpLMPphNy641Odr3me10DosAGNe37VflD+fXSTYHno4d2ubQAAIABJREFUlLV1FwMKXSDwZjJR5KY5FoQVvPCNf+LU0tOcXD5JEsWMRyPKLOf40WNcu3KV48ePMx6P62PrnoN7/2utVUV9egzFbXbVxhUzmTVSSshdkKuQYLzjX/X8hbRESYwMFKUpiRXsD/eQoXLTvGbAYLRPu9lhMprSCJr0ej32fEbXXGeObJpjtUP1Gk1/ss/k+phr165hrebM6ZP0ej0WlpbodruoMDhUkFtjGGdThvuOATIYDBiOR7UmuGJS1HSwwjCZ+Ol6mqFzV/DH7ZiS0k2NE4UoYFyMUaFlf3+PbrdLp9lhf3ef+e4S773wXo6uHUWnhlbURsmQMjOEylHYH2w8YGdjh1e/8Rqvfe91Lr3+OpQVEK7eMCjzgka3wVOnTnPx4kXe8573cPz4cXrtDjoU2KikFKWjT0sHprPC0fGjyB0Ll9dUTemr+3HgpubSucIZY+vzJYhj0izj1p3bHD92mtizGCaTCe2ma+RSWgjEI6DnyXqy/qusdwQAmi0ekiSh3+8D8MILL/DVr36V559/3tlpXrjA+973PrrdLuvr67z66qs8ePCAvb09NjY2+MxnPsOzzz7L+fPnWV1drXVCjUaDra2t2tHlH/7hH/jsZz/L5cuXAXdDW1hY4MMf/jAf+tCHkFLy6quv8tJLL/HgwQN2d3d58cUX+dznPscf/MEf1A5za2trNWD7YdashqnVaqGU4ud//uf51re+xT//8z8TxzG/9mu/xnPPPcfa2toh4NXvu4yD3/md3+G73/0uS0tLjEYjPvOZz9Dr9f5dbKqrv/EwHeNxmUqP+92KJjB7g54Fbg+73h3qyArjJwQlOnep8vmkrLU0Wmv29vYodM76+jqvXX6VzQebGGHQtmQ8npJlRQ1gKv1NBXDyPCeJ4kMAxxRl7cCjtStItdbY8qDr557o2zh4wg1yhAvWxljQ5UPHCIdn0sn44HH1wYN7SroDQBpIgFBBaTly7DiRFUQyoBE1aDabxO0mUbtJkMSoMKAdu6Ky0WjQarWc+1ErIY5jZCBotVoYY2g0YxrNJtPplMWVZYwxvPfWBV7feo1oLqaz2ka2FSM7JA8KlDLkecELX/8n+v0+7bkm7V6HwWjI7t42R44d44Mf+BGUkUhNTWGr7Jmtz1WZTqeEcUAcNeopgJRgjaO6qcBRhKQP9/O7pgYBGkteZuzu73DKnnJ6pDAgK52mzYjHF42Pc816RAQvQGj72H+b/Z60B8M5Ya2nwDm0qkvtHJ5QtZmGwE1aBIJ0kjqQX7pivNKLVDQ8Z7/MATXvIQCEdNeV/WEfpCBpxAwnAwbjAd97/SWM0milMQKscJ+N1yUZYUEJROj9r6VwuUfKTbKElpSlO88O7XcJMgwIIqeLM1Kjwsjtc+UmQXYm9JMKSDzmffiXaV4WqzXaagQKLbzeSDq75TAMGewP6o55o9FgMpmws7NFFCXEjYi0zNG2rPfWrP6n+vvu68dTz4yw3gbDF6fCPObcd8fPCuOmZcIirMZQsr5+h7X5VQ/aJVIm7PX36c71DihU1X56zBH4l1pcs3tw1rxlVscYxLEbNkvncCZwBixog0BjJeRl5oxbpGWSTTFoVKTcVLEwZJOM/aJPJ+kyFSlz3TmEdVO7JEncMS0MGOrJrTP5MLxx4xKNZkx7vUsYe6CN9npAwfrGJmWZM82cg2Oel37PHTTKlDiwMRfG/V1dOHCUhLG3GK/MQdz+E6Eg8BTDsOmMFAbjEYUu6XQ6rK2ssbZ8lNFgjBIBsXQh2uPhhDt37vLKS69w5dJbXHn1Kv2dARgDoXdFzIuaLnz+4nlWV1dqRsna2pqj/wUBQmlKdRA6LYSnsglBxTHWVKM+/z7CgWOgoKa31u+vv19qXHPl7r11VpaWacdt4iRhxt3m4PMT/PNk/Rdc7wgANFukB0Hgihql+Lu/+ztu377N0tISX/rSl/jYxz526Pfu3bvHL/3SL/HCCy+glOKtt97iS1/6Ep/61KfqLlfVSawsm7XW/NEf/RFf+9rX6r/3yU9+kk996lM8/fTT7O3toZSi2+2ysbHBn/zJn/CHf/iHPHjwgM997nOcPHmS3/iN32AymdBsNn9o8FOtynmlmo789E//NP8/e28ea8l1nff+9t41nPHe231vN3si2Zykbg4iRZGyZSe29ZL4ATYCBLHzR2DYieM4iRUZgRMncRJBCWIhTJwYRgbEdgAngGMYgQEHfgYDK3jOY2w9arJFUSSbFJtDkz0Pdz5Tnarae78/1t516l42KdmU/WSwN3F57j19hqrau6rWWt+3vu8nfuIneOaZZxrq1Cc+8Ql+4Rd+gSNHjjTIyfLyMj//8z/PU0891SBXH/vYx/hLf+kvfd0CDe92RHngWIlrPw8LI9h2xbqN8ESK3v6gI1aAgSY4mc1mTKfTBZ3MSu9MURXMxjOpEG6O2d3dZTKZUJYlW1tbzOZTNjc3ubZ5ldFkROUqrK+xlWM+qXH13u+Lzc/eCU3snUZtrLymfVOJgZz3mCRpzAqt98HaMAYuIk+qoigBENsJtAFjIM9TLJ7pqCLvK6z3pGlClmVY7ahUTaUtncGQGk/Wl0Rm0B3w0PtPc/TgYTJt6BjpE0u7PZJujs5SSAzLPRXmR2Myaaw1adJQY0CamrXWJFmKHTt85rB1TTLMSeYpZVYztmPqtMRmlmRo2Lixztmzr/L6hddZXV1leGBAVdbMJlMG3SEnj9/JXSdOone0VNBdUD9TkvxIwAnzqiTJ5Hwej8eNFLssGo9yRqgwKESlLjjcB1REKc+snHPp6hXuv78k1Ql5nlKWBXkuHhnQ9j+JMxsr/3EqfehT963plSp5+7k22td8JmHSffQPEjl1WfNWfscGtbXQ8xGMCmezGQDGB/lcpTHK4NGBzhjVA+Nnx76tQHND+guvr6/TGXbp9fps726xvrXOcy88hxqyaBKLrSzaxx2Q4CxZBI7aa2midh5Va6qqEhGEOBSQgMkNSTfFakmcdCKJlDGLa4AoH/pFP5na98Oi7yX2wAQ+ZjgWTjyy4h67mrn1QSAmIe1m0l83nTIvS1ZWVsjSlLIsSdMpQ7/ErCxwtFTfGircXuT6ZomY0y6YpLYb72Ro3yrcxCYq55p5isHr2dfOcu/t97C8fIBOntLNc9avXefokSOMRiOU2iu8ExOht67Xt0eB2s/Ha3EUleggaFKtNZV38mNrvKrwtafWirKck6bioxQpcGmeUJRzlnrLdHUHYwwnbjshfTZB2KEqa0hDcmsUSWIaVoC1ltrV1G5OMZ2wPtpgUkyYjGcU5Uwa+5Wn2x+CWlA3lTKoFEwnFRteJ0l0pHVqrdGpIukKUjYZz4LZsAErEuKynjRKe4piTNYRA/K6cKwsH+SOO05y8OAaymtynZP4hHJSceP6dV5/5XWee+45nnv2Wc6/fh6mtK79oRCWQH95yNraQb712z/C4cNrnDhxgoMHD5KmKd57akJyGxQ19yvzNR9a27fMYez3UUoJrS0gylprnNFCncRT2prX3zjHbDbj3jvvpZt2RETBeZIkxTmPNreyn1vjvTm+6RKgSDnQWnPp0iVOnDjBU089xZ133sn6+nrT1H/58mWOHTvGb/7mb/K93/u9PP/88yil+K3f+i1+5Ed+RKg8QZ3MGMPBgwcB+PjHP86TTz7ZKKV96lOf4od/+IebBvSY0MxmM5Ik4ZOf/CR5nvNv/s2/YTKZ8Au/8Av84A/+IL1e7xuC/sR9bicOo9GI4XDI93zP9/BDP/RD/OIv/iJHjx7ll37pl3j00Uf52Mc+xmQyYWlpiS9/+cv8i3/xLxpq2l133cVP/MRP0Ol0pB/jj2m05cb3U9263W6TjLVpc/P5vOkpmk6nTd9MRFsi5Wxra6t5ze7urlAgRiOm0ynzqmB3d5fSlpSzkAyNpRcnSoorpUR8oCwl62hK8eH3inbcQmxO19IMA1qH2PXmlWhtwOlWEBeC+NBPjHW1PKJQCWiVYExUW3P0OglppknzDnlHmruzjiQrJk1FAdBVfPbzn+PgwYOUVqqq3W6XWlkqVVMbR2dpCaug0+uyvLTCbWuHeOzRx7j98FESpzEuUApRTbXXauikTvowkGq2857aVvi6xCOUS5RUblFCnauocdoxODCkXC8ZzUfM3Ix0kLJb7HLp+iXeeP1NXnvtVY4evY2VlYPU85qdjS2GeY+H7n+IkydPUo5Keq4f4m2peko9fXGso1BI5SzFfMZotEsxnaGMJM8+JqjOL4Jm72Mkj8VTlHMuX7nCdDqmm2R08w6jYmdPf9vbBY9tH6Dms6F5zjv7lve0x57Xw8I4U74sxPMhKfIe5zyutpJTx4QpBj06JD8qeOb4NoMyym7HADsgpM4xnk5JMlFNM6km62bc2LjOZDZmcHAARqOUrANU7M2R55TSqBAkaQUK3YhNgDSau3YBIJxXOtWYTDxLVGJQmUGnSWP067A4EvHP8h4tqQHRpD5648S/cb4J/OK/o1RoSJck2jqRep/rOWmakqYpKysr3Lhxg9FoRF3XrCwvS+LrRRXSErYlFHFcSIQiArmYP/b8HYfTLggWyGvaK0GFJFaFf9Mq+kWJbLj3nqvXLvPmhfM8snoQD5hUFARdQwV+a0/GzdCgr0V9i6hPkkjxJNLOe0F+vFKKxDtUXUGtqLzFe4vWMJ2X5HlKVZUiRpJIP+C0cGxf32HY67OydoD773uA7Rs7uLlnkA/prnZZX19v6HZKK5ySfsliXlBUBdu7myhtARGL8F6hc/GrERW0gHgoeb/WIlEdqaBYJ+eKlQKasO0W55zpiay+sy7IYzt8EF3Aibx+nnaxYf7XDq9x54k7GHQHFKOClIzZ7oxL5y/ylS8/xzNfepbXX32V0fauQPO5hnlY/w5I4bbjR3jw/ge49333cN9994n8e6+H15ZpOcd7EUQwJl1QZvcl2hEFEpG2YJRspJdHJl8FRDGcowIbo9DSa2c9zjsmY2HUHF47Qmels/AdU/G7biVAt8Z7c3xTJEBxlIGLHHt9lpeX+eQnP9lUTdqKZseOHQNE/eynf/qn+TN/5s8A8MorrzCZTJoqS7wpWGt5+umn+fVf//Xmux577DF+4Ad+gH6/39DQosRwr9drAve/+lf/Kv/1v/5XLl++zCuvvMKv/uqv8jf/5t/kwIEDFEXxrmWg99+40lQaILvdLn/7b/9tXnvtNX77t3+b4XDIv/pX/4rTp0/z0Y9+lCtXrvCpT32Ky5cv45zjxIkT/Oqv/ip33303AEtLS4zHYwaDwbvavq9nRGU7YE9PUExcrl27xtWrV5vEZDwWlGY+n7O1tcVkMmF3d1d42wHpGY/HTdITE6U2Va2qRF7ZOQmlxLSCho8PQufI87xBDFQCiMgSUc1M1ZLnuAVtX26Ufh/yE1hArQ+XfffyOWQSvKQmI80TskQoZMvDFUyqyVOh3PQ6fTq9nDyVJu7bjqyRpoas0yXLEjF7zFPh3qea/nDAeDpmV0tT77SYkOSZKCYhakEljnwppcaTdlPSYUr/YI+Dxw4CHmWdBKUevBe+v1LSPDybV6A9iTZNb0YSaGFeB3PWJKgpGkOn222k5o8eP8bucxMOuIre0oCVtVXOX7qIMSnzyZxDq4c5dPAQ090Z480Ry+mQU3ffz0N3PyhJyOaYNAkar4Tm+nCMnVqYDhdF0aKGBL+KumJpaYlyVgZ6vPQLRKJICDuDfKxle3eHzZ1tVpYOoBMdAgckqoemlN6urse/95TZW0ifCnFUFEG4KY2rtbAEwTCN6p5XgW6lFXV4jXOBvRaavLOsIwGsSsJj2M6QIEnQswhjYh+cD8cuz3Ppgzm0yub2BpWzZJ2cy1evsnRgCRIvP7FxX8VkqPVZOmYdUhwQh0VHVNvyft8+a0lKTGrwiZwfOlFEjy3rhZqYhmNGY5ESEvHQ1xKpPs6FBClQCX0McrXC1R6jNEZHSWBBJ2sval3eQjfvUZeW8e6Eal6zsrJC3u1gbUGSp29JgORxb8LzTkw8FzIg5WK2Fg4CkrBpH/72CFIZKGA4TzGf88rrr/LwIx/Auhpra/qDHpPpCJPqBoFWmGZtyqMUmJRaED9v1sAeqWH7E6DoP5erRHrHtAdnqfHUraReilYWpRIm0wnT+ZSsk4fkU3xoEpuS+ZwTh27nyNpRrl27RukKvPdyjpYl02JCMSmYzuUeMK/m4r2jKrRWYnCaGoxOSPIEk2aY1DCbFXilF+IaSoRcrPXSM4OgSw0qa4W+Vwc1xbzTEUuC2gptrpb15YN6jMlS0IpiNidLOhw7doLjx2+nm/bZ3d3l+rUbXDx3kRe+/DwvPHeG8+feoJwGBDpXQZ0TMIql1RVO3nEH77///Tz84EOcuPMESZLgnCTVlbVgXECpJKGxvsa3aM+qdR2Sdaf20NYiGy7WjJQO183wpApGyS4kQCpLmMxmbG5tsbqyitaG1Og9CPWtcWu8F8c3RQIUe2qUUs1FeTabce+99/KDP/iD5HnOfD4nz/OGE51lGUUhFJZv+7Zv49ChQ9y4cYPt7W2+8IUv8H3f932N/HV8z6c//emGTlIUBX/9r/91Dhw4sAeB2W/w6b3n5MmT/K2/9bf4B//gHwDwK7/yK/zlv/yXWV5e/oZ44MSLUNzHTqdDVVVorXnooYf49//+3/NX/spf4Ytf/CKj0Yif+7mf4/Tp0/z8z/88//t//2+cc/R6PT75yU/yoQ99KNA7gjLMH0MP0P4RJb2ttbz22ms89dRTnD17lpdffpnt7W2p/gVVNGtt03cT+fcNPaLV4AqLYGRPBVZBkgbdNrUIUhQLvnu7x8h73yijxeH9oqVGp4Tqd2hyNpraO5IsJQ9eVHmek+QSQCSZIe9oknzRQzMYDBgMBvT7ffI8Z3V1FWMMaZo2ldfoYRUDkvhdSgl1wWuPTnQTOE6LGfc+ch9f/sozVNpBLjdUEyhFzlpqU4nMsa6wqqRWFeiKuvZop/FOqqlOKZGMRaqGWiegvTirh23ROlIt5FxJlKEsa9AqzI/4UHU7fZaWVnDAdD5vfKlcbenlXY6sHWG6O2N3Y0RP9/nA6Qc5dc9purqDm8Gh/hrVrArzKi41zY0/3NirylLXjrSTNn1ZWZYxnZUNZTGuj+Z31QIkhLdG5Swbm5vcc8fdzbmxP2F5OxTonfpQlNovvbG3n6X9TkF49ooqVLYUqlng7ydajA8XHmVBdASz53NaeX781kCBC8hFoIr1+l0m8zHDYZ/t8SbWVkyrGesb11k+sMKu2pYmaqXRIfFxKkgyE6T2tYeQqGktSZCvnUjCV3ZhNCQbAhqSxAhlUouPiShYQdUyFw07E9AcYluU9DeIBIas0ch8az0KmiLFCq81XnlBVROHdtGsVfokV1ZWGpuAWFBZOXiATieTZAe3SICan0hfW0BbN1sHjQJckDMXcTyN8oGm5HWTIIsSFyFxFLRPa7h89RJXrl3jyOHDzOuKTrfLaGfE0mCAreLnE1CyuKbfdkm+ZU23G93fIoaAoFRaC30yXicjRdERPMfwzbHrdDJBib1ndfkgFIrR5phqWnP63vvpZl2ub1znxsYN+sMeo+mIrZ1Ndie7VDYUXBJBcpaGK4BHKY3F4Z1QnouywitPvz8QFUKlm0eRGZdCTu2qgAxpjNKNgqKvPd46XF2jNKA8iTG4xKFtKAQ5xWQyI0kyuv0edx+/h4cf/iAHlg9y9c1rXHr1Es9+8VnOvfwaZ8+cZbw1BhdQfwsUXq7Rw5T77ruPBx+6n1OnTnHHHUJ3yzpZMDEXSwSfePIkFaNT6yjqag/9LR57FdBrpcTcNZ5XygfqXlhbaClWOAJd2+gG/bKhTzLv5JTFnM3tLbZH26wNDzU9g9qoWwDQrfGeHd8UCVC80ceq8nQ6BeDRRx9tEowYyMegBWioctPplNOnT7Ozs0NVVbz22mvNa51zZFmG1prPfOYzjMdjAO68884GNWpTXParphljmEwmfPd3fzf//J//c8bjMS+99BK7u7ukaSr0oHc5lFJMp9NG0S0Gy9HP6NSpU/zrf/2v+ehHP4pSiieffJIf+7Ef43/9r//FaDRCa81P/uRP8qM/+qMNfS4iP39cJqU3qyStr6/z+c9/nl//9V/n3LlzXLx4sTGb/YP0J7WD3JsNqUCzh8bmW0gCECRzE0o/p3Y1KlF0eiIj7MuaXt6h3+/T6ffEdDHPSPIMkyTk3Q5Zt0N/MKA76DdKad1ulzQ3mNyT5YZut9tQL3u9nggOBL8n2BegN1CTDn0vRvxZXI2tSyw1JSUoqRDr1HD81En+3xe+QJFWVKqmcHOG2RCHo6wLEgyYFJU4nKrx1DhfkXdy0lphahX6bBQ1PqAtnjTp4cON1nsv/VDNUbTkWZcsS/G1I9FSqLC2xqiE4XCZPOtia89kMsNZTS8fcOzICYrRnOnuFDeHO267g7uPneR9d76f5d4K88kcX3nyPMP5kdDuQqzpiKICsgV1XYMRJbBXX32Vc+fO4b1vPL6k71wFzMdLgucllfI68uUVSZayvb0tCaOvm/NN7aEY7X2M62v/vLXnMvanqLcEpPuTKNkn5RZUtUhjU1phlJg3arUw2QUahGrRZ7JIuHQI9hoECteIIHglUJLWmjQUjGJh5Nq1axRFwSDtSR9FooNSoMJq16BMTsmxRWkarxutMVphtSRKUfmwGRqMUdJPlmU4MwcjiJ5zFu88lasaLyLl/B6q2/5HozROSe+GV6p5FFBKyXGxhOQ5VkAEfcEJdchWjjTPJFmPtNvxBO8taSfDYZuAv6EQhiKK84sEZP/cE6loyqNwDZ2pfTCUVyGBW8yb8zaIYUiyNZ2NefGlFzhy+LsCou2bouCedcbXpr/tT+LbRaP9Et/xOd96XfyJPVHei+lmbeds726B9uS9HvOqQinFxvVtOi5nOp/y5qvneejhB1kZrnBj+zpffu7LnHn5Beb1XLzRfI1JDWmWCspjFNPxDK0l0U8yQ2oydKpBS8/RrCgFOdQiwiDXhyC/ri2Vr0F7TJSwblD8CGiKn5AIICiMU2BV2DdZz9Y5UIZuoMS++OKLfPGp3+PNs+c5+5Wvsr2+AzOhuRnAeIVOEkg9q3fcxsn33c2jjz7K6dOnOXz4MHlHGCiVq6l9TU2NVUJRsGFNRIXMVOUgZ+GicBdEG5RSpC3TUpnXYO9BWPNKFFCdlR3WUh2QOY2PCrZHu2zv7LA6FEuOurIk6Te/j9+tcWv8UY1vmgQoSibHyn+appw6dYrpdEqn02mSpHaCEk1D+/0+nU6HsiwZDAbcfvvt0pgbgqSiKCiKgitXrjTvG4/HfPKTn2yq8/EGHhOtSJmK1fmzZ88ynU5JkoTNzU1A/HG+URQzpVRD24uJTxQHqKqK7/iO7+CJJ57gE5/4BNZafuM3foOlpSUAvvu7v5sf/uEfpq5FvQZgMBi8pbfoj2O0K99bW1ucOXOGM2fOsLGx0aBaWZaJuWK4AUexivj+tnqc1tJkvV/BqFH8UUp40VqLlHMqKE2v02/c4weDAYOlPmmaCg2jKsg6Gb2hqEQNl4SfPVgaMhj0yTq5mLymKSZNyLoduTHnIhft4rYlBpN4LDUm8XuPtVa41FHpijRPQ8BLI627CEIUziq0Mnjlsd5RK1G1itLMokrU465776HT62KVKNDN5hX9vsP5mqqaU1UZSTBNVN7ibfDQUVVIfBKSoDSWhmq10zCPcuWExu1YkVQOMCHA1s3c6ES4+kppkkSzfuUGt6/czvLSKooUe/EqKAOVp9iecXTlOI994HHuues+qpllPqnodHpgHKOdbRbAhjjV+ECH89GYCDkPt7e3eemll/jq2ZdJU0OvJ0ipRzemoy5SoxSgXGB1OYzWZIlhOhujjMZ6h04TrHUh0RBZiv0JkG4iTdUExW3evCRaqvFkif+yeAVCeQsJmQT9Qk2J6k1pnqF0Sy2xobS45vyQ9VOHLTHNeaCUwtetghBiAqmCHroD5lVFlmVs7WyjcwWpYn1zHRJPreoIp8j3RaQgHAADQRY8JB2KxrNHDo6C0kHJQoLdgE9AZ5okM1RKYXzoQau9RKbW4RH1u3icVTDgFCRIoB7lhPMWvbniV8aEwodz0eJx1bw5/UQgQX7P85zd3d2GXn1g+SA7u1uMd6Xv8/DRNWyL5qZRQWlPNtXFf3gbBEje+LXL6JGaq7wL51MtyZn1GDSvv/46f/aj/wdewWw+Z7k3lPWtxJxYRaQJtUiFVaR6vv1oJ/BvRbmcKOarVgIUZNjjv+M9Kk2oijmTYo7SIqBQ1xblNf1Bl4O9VW7cuMHV61e4t7yHohKk9urVq2ysb6FST9JN6XcHpLkk4ZWrmM9LBv3hAnFCUVoH3go1DEuaiUKb13FdNhgxoMnzbuiFkSRUAQRkTctFDY34u3mv8NYLcuk8zjoOr60x256yfuUGr5avorY1l1+5yO/9zpfYubaLH9fgNJ1M4o15OcM5z9ragCN3HOex73iMO+67i/ff9z6WD6xgq5pZOcf7UMzMk6bnzVpJegwGpRWpTheJdbjeE5DgeBrqFotjTxENJPkJBUVRi3OgLJpE6IHOU1thQBRlwWxeiNk1iqKcM8jefQH31rg1/qSOb4oEqJ38xAQnGiB+vQhLRAnGY/EHaJuUZlnGxsZGY3IaK7//+T//53dMENoVsvg5sU+p1+tRlmXTO/RuR9u0NfbPtP2D0jTl+77v+/j0pz/NU089BYim/8GDB/l7f+/vcfLkyUbqNUkSxuMx1tpG7OGPeuw3nYXFHLbV3WCv2pugCXsRnnafh3OOJEmapv9IG0vTtEFb+v1+g8YtLS2Jn8Nw2Dx/6NAhhsNhk0z9/jO/x9ramiSJqae/OsBnEmQnqQ7fERq3lQ/UtFANV55EKZSy0ieB3KScV7jaNcmZ1gbnFVUdGzrk/R6F0wbDizaVAAAgAElEQVQXgynlUdbjqUNjrifBY7QgQt5BqlJ86bltuMYda7fz0tmXULViOVtClQbnLZqMTtJle2Ob/m09uoOc9SvXcLVFdww4Q10LzSRPOsxnJa5yInHdicGOx2NQdfDRCcpwSmtms4lQmnJD7UsqUzC3UwYrXQ52h/RUzs72GKs8y7cd5o3zFzier7GSLvNnP/xR8mzAdOwgMVQdT1GO0VWJ6lhq55kXlVBijGI+E88XnSTMZtMgAa25ceMGv/+lL3FwbRWnHNevX2V19ZDw8b0KSUVAQZQK9CmFr+b0BkM216/ybR9+nLIsMJ0O0/mUlaVlKluLlHFIUqKwAMFAVNAEHXpPJJhq1rMC66pGfjvEW1hayZPW0lPmbNOrpEyC0UJxdCl4LfiOBD3RE8cK5Uk3XxU+s26+y6MpqpJ+byiN/bUPBryy7pTSmEzjEWqY1RZUzbMvPcPRe45x7vJrdNayBY0LSYLb+GzTuK88BkWWGpQyzEsPdUVepaSFoZJ8GSy4jsb0MuauxNXSq6EKi59WJJmh2+kws04kyZ0JlLdwbGJxI85f6NfTOtbIBT1zyjeeRT6KNexHor0oYuWJ9FXaUoow/byPrg3TYsJkZ0pv0MUYQ1mVQWUxGFFOCymKefDSdCUIUVux0i6SXt38mw4TZEnTHFva5pyy1lNVNVhHmnRJU814Z8aW25K+Fm85cOAAOzs7+NrS7XTAt2mWdvHodVwZi13eh1K2i4bxHhGNoauqIu2Yhp4obEcniUSkkmlFMS+olWJ5bY1pUXMg7UmvlS/RCRR2QkXB1c3LbE+2ePnVl3nyf/wPHI7eUk/OIwO29jgvwjReg9I5U7tX5SxKQqMNSmnqSPvzvhFHkeKXl+KCkzDG4NB4FBajfcjr5ZosvmyglEGrFJ2mGG3RypF5g/MJ5Vzxxlde5eX/5yXKzZrZxhwKRUoPj6eT9JnbAq9g9cQad5+6mw99++M8+Mj9dJd6dIYZNhF1UbyVNFUrSfq1x6Nx3jW9OQsVVNMq7i0KfCJMoiiDL0JzzPagfeKhFVFZKapYKmfF2NvImgRLkhiuX7/G/fecAhJ6/R5VZUlvoUC3xnt0fFMkQH/UQ2vd0D+ARh1tMBg0lLh3Gp1Op5FhBkmgrl69Sq/Xa1Cadzti71Hb98F733hXbGxscOzYsSYhjAINaZry4IMPAsJ1P3DgQGOSGntovhFmqF9rtBOc+H2rq6ucOnWKU6dOcf78eS5fvoy1tkloYlJjrW2c3WP/zGAwaBKe+HtMamLSMxwO6Xa7HDx4sEmKYg9VngcUJ1TPoyfIbDbj9ttvZ2trSxTiOoodNaVOvcj0GoM3Cqc1wZJG6BbKhRuuCjezRYO+d7EZOVDIEEUvG2qzOja8h4DCEiSQvbxOB6RigSEgFcxQlR12B5RVhcPygfs/wGsvv0ZdSZ+Vm1uc9ngrfhxY8KXDVjVY6d8puzVpCCyLsqIuPKnJyNOUsiixHemjUF5jDMH0MgZVYirYW+qhEijqmRhbGsu586/z1bNncGWFm9VonaDyjNptYrXnxNETvP/QXfSTHsZ0cSah0uCMwhqPTjxYEc+YB7NOHb7TKUViIM0MZWmZFROeefZL6FQzKSYkaUpn0Keqa5yKvVNy+JRSKO8EufAeY7RQwRQkRqG0bwok0u8S8JaIRhAr9RHJiXLGLWQqoj7eS3N6Q2n0AU1QLVRBkB+HUMwAERKIYgJGBCqE2kPzY6SrR14T1khMsFpnHoeOHWJ7a8SNy9dxzrE0WGawJKj0vCqCxlmNSjXdfk5hZxS2pKsqVg6tUKXSh9AOnE1rn5rH1rnufY33Vta0dRjlqWDhR5V6fOYhDShtDdV0TrFTUOeKeSHeRgv0T+173Hd9UfHR7eUnipIAEDx2oJVMybxbSyNpHzBnNIYsSbBph/lEEu5OpyMIGh5bSYKTGAN+zwF/C5VVh/O+PS8xFwSYFjMSndJJxKsGJ/cQrywGhUlTvBUFzNFoRL/bWxhhDjr42sq1Zx/4JNcMh+edA9j981jXdeMB5JyjCv1Zcc6ryuKqGl8HM1gvmIHXpqFxpjpFeVlZO+Nt8gMZ+SDj8tVL/F9P/gbnL15ga2eLO+++i+lsjNchcW1kOEPK6KP0vZxTisgiiLT0sK+4Bp0DGjTMeaS/UUUhEN8kQTGNV+EUMkqHBChBeY1zCuY1u7sTZtd2WL+0xeT6FDcBU2RQykpZ6iyxU+wwmo4Yri1xz3338MGPPMLJ+27nnlP3YLKULEsghdpX1DgqLNo7+Q6jUYkhCX5hkdq2vyeruZ9o+WmG9gHRDPMYCyJKrg/a6T1rUiwAPN5HXzqFSQzeW+bljGk1Y5D28YFye2vcGu/V8Z5IgIDGWyiOI0eO8IlPfIKrV6/eNIlpV1nKssQYQ1EU9Ho9ptMpR44ceYtgwh927G/EjtsT0SDnHCsrK/zLf/kv+eIXvwjQiDl47/l3/+7fNVLYACsrwnO/WU/TH9V4S08EcOjQIT784Q8znU45d+4cb7zxBlVVCd2sJRSwurraIDoxsen3+00C1O12m8QmimRkWdb8fVPlrbcZxhjuvPNOrl27xu7uLoPVAXk/w6QRvSFI/Qr/pZFj9jEQJRg4BgZ2CID3HINA59BObuBND1A8PrGKHB4djV5ZiwriQ9VZqsb1dIq1lkcffoSnf/cznDv/pvRGWOmB8VYcx3ELifEUze7uLgeWDqAUZEkHV3vm5VySz6zLaDQSl3YgUq4kNldY6yhtSWfQYVYWaKVIuynrO+u89OqLXLj8JkVVNLTL2CuQ5zkr/RVOnjzJAyceoNytUSanNJq6pezWpjTGkSQJpa2xdU1VeayThPn6pet8+ctfJs9zZqMZ2hh6vR6z8QxNAiyCicY3BlCh2Vr2a4EKxybwZs1C49uyX12gQSub+dZhnlpqg2ovPardY9FGO9tVbmNMUxmOTTx7jgtCS5P3mCas93pBG3Motra3UVqzenhVvLacoqpKZqX0XXT7XSpfo1GU1nNj8wbrmzeoTUnWz/b0fbS3t01RhQVyu+ffNThTUSd1SHzCT0djOgaTGkhke+vaMZlMMKXIVTdJqJVzKoBjQbwBQU4jNTbQ70TZbrFWF8wz1eqDinS51vkYVN3wkCgvjeVJhleK7d0t6nHdKG/CggLdpkfv75FpjoUPYXnzfVFEIK4l3fSZFsWcugx+Y9ZRlQWphTTJ6GQ5yimRObdi7JvqhGq/GuWe8bWv72+3FuO1JQofGCX9tdZK4S2i99ZZjAnIBIpECUquvKOcFSwvL1PWFTs7O4zHYy5fu0IVpPobv6592xMfF9MckgMvKIjCylx7L31cAaHCB3W68JwKtFkQaiHBCFcpwcnkku1RymCUIVEpyiWUc4cdl9jdis1zm0yvTxhdn8BIlpazc/AGUOzWO9S65PZ77+DUw+/nsT/1IR549DRpz9Dp5eBMQxmUvqKAYoVpi+tcpSp44e0VM5F993GpNH/L7zTnQDPTTQIkf+hQOLMBGY1y+pEt6L1HG40rLbNyxsbGBr0jXUyL8ntr3BrvxfGeSYB6vR7Ly8tcunSJ5eVlTpw4wV/7a3+tUeGC/dDy4vcodR1V2tr+P7Ff592M+XzeuGXH5Cf618T+qC9+8Yt86lOfoigKsizj8ccf5+mnn2Zzc5MnnniCBx54gB/4gR9oJKgnk8me3qk/jhETkXjs0jTlfe97H8ePH2djY4OdnZ2Ghx+TlyzL6Pf7TSAcbxaxQrlXFUdGDMTic3YfhWL/iD4yaSoqYktLS80NvtPpsGunUv3XPkT/4FW40Son1XEdt8OJEo+JSRDsL80q5xs0QSg8C0lZTyuQCjcsvA+3sMV/8XjCQpq9qioOHz7Mgw88wMULF7DzkiwzTG3ZUFtgYRprspzt3S3uVLdTlBadpiSpEfUuacsVR3QivUjjXE1RLXrHrKrphkCmdAXXrm3x0qsv8tqF1+gMutx7+j7KaoozPlSqFYPBgGNHj3F47RAOR6fTwZFSK09s39atQL+qqgbNNFmKrgQNst5ROenle/GrLzKajlg6sCSytuH4WGvRJqFtwtQEU7q1Hq0jMSlZKpK4yol0squtzKdo78WF3JpWJdklukHwYvLq/WKe958H75QAxbUeEyCnZe0pp0O/Qlu1Szf7toj1Y1IgwV2SSMM4SlHWc4pC1kN/0GdteZVJOUbVHmssO9NtNnc3MB3xCvHKYW292PfWeRQT03a/XSysxOdd4lFdhcutMPM00IPOck7eTyFVJFlCSoqPqmcWtDIkOsGohDpS+tRiHyOC0haXs4EeiFKt510gxb0VpYnTuAcvCkFq3KfUGEmqqxnT0ViQoFSU4bQHjAnns5zX1rs9jx6RU292IKwfMecUtUXtEWpiVVDMShSQJiIjba1lZ3ube++4l+PHj3PgwAGyQPP12krhTr37Ila8jsY+vrquJTDWGhWOh9aBWmfB1nVAhUVJzRiF0sFA1SQkxkjvmffoxLB9Y5PxeEztHVmacGBtFe8926NtOuH+GPsgG2l17wFRZFucFwExV0HxzkkxxgU6KPGaqeUcloZ/QYeciqoHgiADwXxaYUhkvbmEauaYbY7Zur7FfGPO7mvb6KmGGQt2IYCxYGDl6Br3nr6Xhx9/iLtO3cXtdx+nu9KlKKdMqyn9ZIBtXX+NSSSmCP5Yzof1ZmKRxizYAq4GVEiAFtcGZVrKcO0ipl4Uepq51T6g0a6ZX621yHNrRVnV9NIcj9wbNjc3OXL4KEYnQtV916vr1rg1/mSO90QC5Jzjtttu48477+TFF19kOp1y8eJFvvrVr/LBD37wa75/vxLd0tJSk/hEWt27GfEz2qIFUboV4Pr16/zYj/0Y3ouow3d+53fyi7/4i/yzf/bP+OVf/mXSNOVjH/sYH/nIR7j77rspikVVPiZtf9SjXcWPnOskSej1RFXt4MGDiybvP+B4p/d4v6jwv9Nom7JGY9x4o6hnpUjeRt61uJRKUAqNj4vcpEIwa1tytNEMBkSVyi3CVqXkPmpbqIRXqgGUpMAZAwIIOIMkWyGAK4s5vV4PW1omuxM+9MiH+MJnv8CNGzfQutP0hlSVuKTHBKib5Wxvb6OTBFuLZ1KaJiTdjHk5F8qZkYQo7UjQVVQl1llxbc8NqTJMyjFpL+H8pet8/vc/y/Wt69x24jBLq8tsbG8wmYzRHaH3JFqS16hAOJ6OWescpnZivqR8wDJaayHOoUoUdV1SVXPxBckScPDSSy/x+8/8Hv2lPpUt6Q+6ImwSkFnwgfaxd80otViX3ns63U5DHbVWkLsolb8nDIiBcyugBYsPQhAxAbLY5rVCvwr/qb2JbIzAF9sUqtzBiykGQzoEurrhwcVkI26b2/N5cVOdtkzLKaDpZDmdlZyiKNiYrHN19zLXt9YxGczdnEvXL7KxtY7ONd44RtMRST/FW7cn0blZ0tNOiCD4leWe3mqX3a1dSu8gBw7A4FCfbKmDM1YatY0YuGpAezGzNE5D5Zs9U+1dU63kR7mg5kdDB2oPFahREflRLs5RoDJqQc9MaJS3tcOpYEqLY2k4pN6qmRcFRhck/YU0tK98aN7z4ZxVeCdS41K1cIt1EmSzlVNyTofX2dIKjawWkYrUGBKdioy0relmXR568EHuu+8+VpaXKWeFJMGhYGPMzUNUv2/Nv93Yf7xikAyh/9bXjYy4oCshuQjHNdFyLBKt6XU6dPIc5TxV8GK7fPkSyisGy0O8knvOfD4nD9eU5uA03y9NXcIo9nvRvkDfUi4ae/pwzVgkPkDoe1Q4r9HeYhVoXIMkxp42j0Y7Jdclm+ELR7ExZfvCOtcvXYfrwDp4m6BUgvc1UchD9TRZP+Xb/s9v4fE/9Tgn7jpB0jWYXDGudlCJCCNUs7LxjGoL9ERD3ZiJ76e8gZxLPgiQ6HiO6RYdrvXadvITl1yUgwfQUQ2VcF9Bo72itBU+sVjvUcYwGu9KspblWFuRJu8+hrk1bo0/ieM9kQBF1OH9738/v/Vbv0VVVdy4cYOnn36aD37wgwuTTKX2XJziY1mWxH6cJEnI8/wtqnHvZrTFDiICNBwOMcawubnJz/zMz/Dcc8+RpilLS0v8jb/xN7jrrrv4+Mc/zm//9m9z+fJlqqriH/2jf8R/+k//aY/wwR9EbvoPOxoqRbsy3BJkKIoiQP+qOY6xCrsfobpZsrOfxvdOtL79Vff4mVVQwjLGNOIVV69e5dKFy6QrudAoDBDcxpVXgakeejq8lxu0lxu20wu/DK0TYiQSBJsksICGyy0c7haKRQshUAs6yF5qzeLGmacZdZYz2t7lxJFjvO/ue9nd3KacFfhM6BeqqtFp0iRATsHWzja1q+gNe8ynJaPZiEFviFeKqrT0+x2qeYFSQTVJgzKarGskIXGWeVXw8svneP7lM9zYvsHy4WWGB5fYmY64/OYFyqLAIJXhbrfL1tYWZVGgUI2Urw6Jj9Yag8GQoHWN1RajE3zHU1nLtJhS1iV5L0cZmOyMeebZL3Hu/DnuOHkn4/G8KUg45zBZii9dOP7BzLFFh9OhV8fohEG/z9JgIE3+QcHKWen98rHHRtFykW8WVfPYToDihLtQ2b7Zumv/3k4s2gmG4Aix70jSAHmrqNPJ50iK4FVEPML3KUdtPGlfqIdaa25c3+DFl17g1VdfZWtnk7kt6fQ61Lpifes61ot/VFEVTMopHd1pEouFiIduzrObochRddF2PMPbBoxnEzYHW5BBb6XP8NCQdJBSUWFtjYulde8FUAsRXFVbVNKCflggQT6+LOah0SRIDlRra1r0t9Z5E+div4y5iI0svjLvihx+NSsp53Mqk2EyWaW2roMMuCQ23lv5GyePnvB5ITm2okQYTU6VsxhvmvWW6IS6cox3dsQSwGq+9aHHeeihhzhy6DCuqhv0P/YxevuNv4a3UXSFCKA0RsNe461rDFwTbSjqgsSldHNB7ovpjNHuDvOiaNB1kyYyZ/M503KKN13xf9K+mcvYy7MY0h+nlEcbFkUGLCqqDyLy03K9XaDpUlSS88F4sLEIoWh67STL1SiVgvUUoxlbVza5cf4GXCagPprY24RGTruBYnhoQP9gj5UTS5x431H6Kz1qJyIetkoCfdOh2KdKGpC9uqrk2Jhkz7prJ0lAoOwtJO+bBIrFdaNJeMLvzbUl0rFD8hWLenFuI6kh3m+yPBWz8arAZ93ARNiLkt4at8Z7ZbxnEqCyLPnTf/pP8+STT/Lqq6/iveczn/kMf+Ev/AWOHz/+jihDnudSQe50mE6nKKX29D38YVCN9oif0Q40YiL0y7/8y/yH//Af6Pf7FEXB93zP9/Dn//yfpyxLHnroIf7u3/27/NRP/RT9fp9f+7Vf45FHHuEnf/InGY1GLC0tvWt63te7/TFYiihWkiQNzWK/kt8fRDhi//FtJwjxJt5G4fYnrzEIaieqzjnuuusu6rrmjUtvYq0kNUoplHVCs0ECARca0H0IrANrPRQsQ8IXNs/eJAlSfv+NrIUqeN8kP1Y6QRpaXDuQS03CfD5HeUi1wdeWD3/oMa5eusxr518XJTEPzlV0At1PTGUrtkfbvPLGq7z/3vezsbvJ1QtXOHnHSQ6vHpaqaTdBO41TgW6ma5I0RacwKads7m5ybfM6z555lvXdTY7ecYTBgSHXNm9QlDOO3X6UzpHjnL9yAWstw36ffrdLWZbUtqabLDUus0qJp4UxGm8sylrEO0WTkmIjfSPVmFRzZf06X3n+WV554yzdpR6TYkLaSZmVMypXhf641lppnYZKt5IKJdz75cGQ5eESiZa+k0RrvLehl0aHR0Eo2sM168iGWMMvHn0IsFuUR3ncnwAR0J/4u4+zjfamoQUp1eBGi6EXWYD0RSwq3E5Dd6nDtY3rnH3jLFeuXuaNc29y4dIFqnpOp9+hrCvGkxFJZtCZwiQp/WGPylkGHU1Rzlroyd7+LBCkJ/HJAgHykChBS03qyQ8POKQc/bKPT4AMuge7qA64UsQHmmDPCrhq0Giv8Vih+3gfzo1WkUC9TWAWBS/CCAYJosDmW0F0TICCilaIjJteLie8NoppQWYybGaZV3OKaUFXdReBZKAk4kKC6gKNy4X408beMfA29IdZJyixF+W84P2JVY7JeMJ0NGZpaYnbb7+Tb3n8Wzh22zHqsmI+Lxq1UasdiU7FODR8/h9mvF0RrOnxCvLn3odHF5TsnOygNoZ6WmLTlE6akWrDeDxma2tLzvlAKZ7OZphE0e3lWIJ/VwvFC7+E77ZN8i/i116ut3iMcs25Gx1wHUCkJeObBNgDqVc45RZkUZlmXCh+CAIoczDembJ9bQt3w8M8vsHhlYXEoXspnYMdhod6DNcG5IOMczfO8WH3OB3VQSeKPO/iagWVoyxK+tkAzD7z2H1WDuK11CqcwJ4kaNHXI8WPoMIuv7cmfgFKC2UuCm80IjBRbMLLdUw5KUJ5Z6WXK+symxaiAtj/xhRwb41b40/qeM+sfu89H/3oR/lzf+7Pcf78ecqy5Nd+7de49957+af/9J8CexGg/bLOo9GIPM85d+4c99xzT4N4/GFpXe0R3x8Tg9hz9MILL/DEE0+IWaNSfOd3fic/93M/J6pZ8znGGH78x3+cZ599ll/5lV9hOBzyiU98gvvuu4/v//7vb5CXP64RezJiIrf/u2PCsqf61QqO4mfs/31Ps3orwfl6BB7anx3lxJ1zHDt2TLYvVbx2/rVQcZebiPD7A61Jg0k1xO3UIfiJNLZ4I24HxYT7vYnUGL9HynhPOOICVUrt3ff9+zAZjcmTlH6/z3g04v7Tp3nmS1/ijQtvUNpKDCa9x2VOjPfqGusds3nBV55/jgMHDnD50mWeP3MGn2gGB5ZRSlH4giRXoD2VFdM+bRIqLNvjbS5cvcjnv/R50l7G8TuO01vqsb6+zubuFsdOHOWRBx5itbPE+P/+dEO3XFqSJKOuKrzxDRJjgrqRBrxJUEkCtmZe1iLjmhoxR1Qarx0XLp3n//3c04ymY47ffpSLFy9y5Mgx1tfXwUEnz4MYSKDRhF6MNgpkUIHGY+jmPXp5D2oN1gsNzUe0T96jbzIF+9ekagIZLf4evm4SmDhf+xPx/ajP1xpxD7wCrXyjABWD/0gP89rz/Fef5ysvPc/ZV74q1Mdul86BnNwnKCNeI/N6jsk0/XQJayus9kwmE5IsJe/tLZLsX4dtQYC4L7Ew4RJPNkwZJgOGekCtLHNXknQSfOKwdS2UP6/BhWp/QEKMSoR+5aMiYgzeJPPRXmhZjSvq/hErDf7trwPee+pKaI56X/N5LHJMxjPyTkony8XUtayoUzHlpAX84iQZ8jGhcGFbnfSqhAY/VC3IkLKgvKGqHfPpnMRrnElxc083H3D6vgf4U9/y7dx31z3kacbuxhZOwfLyMvP5/Ou8fkdFtbcf7X60m/67XiBlSim8awXz3pF4Kapk1mJSue8Vs4Lx7qiRJNRJhvYWjJjWTqczUCLeU7mFEIKP3N9mDhbN/055jIJaeUyc1lA4gLAsVPNBexKARqI+FJwiJdYpQbSxUpwrZjMm45kgPx6hbHpA19BX9G/rc+jEGsMjfbJeitU1m5MNnHGoROFLqKYV9bimn/fp50NKu1BuXexXsFVIEkmGWwW5Bp0JMvjKuka4RZgCMflRTc9ogwLtL7iqKP0f/mwVERQKDKR5Sj2T+4FSirIqgqoo35D+slvj1viTOr4pEqDZbEa/399Do4oN61/PiEo9EXWI5qXxYhMreQcOHOAf/sN/yNbWFv/tv/03AP7jf/yPfO5zn+OHfuiH+P7v/34Gg0GTXBhjmn6hp556iieffJL/+T//J9vb25Rl2RiRgtDk8hCQxQb/9vNR/nl3d7dBLPI8J01Tqe4r1TjbdzodNjc3+ZEf+RFGoxEgktI/+7M/y+rqKjs7OywvL1NV4p3yMz/zM3zlK1/hzJkzAPz4j/84J0+e5LHHHvu6jt/+Jm1Y+EWAJGQx6ZpMJgwGA8qyDGZ49R7VundCd26WsOx/7t0mkzcbbW62955uV6D/Q4cOsXZ4lbybcW39Kls72+Kbk6Zi5mgkKK/mJWkuvi3O2xAARbqIWiA/e1AeFdStpOcjAB2wrxdIKY1W4OqaOlBdUpMI7986XG1Jk4RRNUZ7TV07ilmJ0QXf+vi3cu36dZ5/7QydTs7ueEQ9qlg9vEpd12xsbPDABx7EWsvTX/wc451duks9zl95k93xDh/4wCMMVoe4WU2Sa6ppQU3NoDdkPJ/w8utf5SsvPs/a4VXSXkZpSy5duEiSGR6+/yFO3X+K47cdodjYkb6zTIxie50uxa7Izis83lqSpEOiYO5KSluhVUUabua9Xo+t0YjKVvT7fUbFDs8+9xU+89nf5cqNSwwGA3ZG2wyXB4ynUoiwtaOqKvFVCX082hicl6ZicX2XdZzmKdvb2zzyyCOUxZxM5SivyEzGbDwjGqF6/5b0tFk/7UdpCQnyy57GHHfP+o1zTKvS2/ppn2vlrKTX66G0CF0orel0O1SuZHcypj8YYLJM/IacIKrW15w5c4anv/RZ3rz+Jk57lPEkvYRaV6Ckx8drQUiTXGiaVtWQCK1osNTHKQkM2wGUYu95aBKh8NRBbMQ6RxlMjY1KKFSB7mlsOBMSlWKxlHWNSsT1vpyV9Ds9bly+zl0n7mJ7fZv5ZMyB1RU8Cu9rfO3xBIGKVCh2aKH9WWXl3GuQ06hKFgQ1bJBQRiho0sBP06/jbVBbVMFfyGt8QIAUiPy1c5RFhatqkiQjJaH2ojLmVJAlVwQqnAgdKC/y3mmSk5iE2tbUZY13kvQp7xlv77J2YI3ZaMali5c4cfQE3/u938tjj36IXKfYyrGzuUMn6+IVTEdTMpMtqF7huN8cx4nr9u1Hc116mySoKGYNfbKqKhSC4JUp4skAACAASURBVHvvKeYFK6Fvbnl5mfXt61hreeONNzh+/Diz+RSvjYgURB8aX9Pt5ZIolSWeKAKwd1ucszg8NaG/yoi2TIKs1RoHUQhQy7xpRaAV36y3SEQ2fEBMJZ4wVLMS4zVpougNeiwt99ndCYpvCliFfK3PbSdu4+Bty+TDFJd6ajfHuRptNKPpiEP1IYxLMHXCgJRe3cPiqVyF1bbFSlBBdl22y1b1nnssBPquiXLYQFCBW6A9qtkzbUJ/Vnj/Yh37cEwW1y1hFKiAUEqxYV7OGQyXUH7KZDoiDcbA3AaWOqho3hq3xntvfFOs/GgmWtd1Iy5wM+rU243JZLIHEZjNZo1aWpuaNR6PufPOO/nZn/1ZptMpv/mbv8n29ja/+7u/y+c+9zn+8T/+x9xzzz2cPn2afr/P66+/zpkzZzh37lwDaXe7XbrdbnMh29jYYHV1lW6325jLXblyhd3d3caPxlrbJFX9fr9JEiaTSYMsteVCNzY2+Cf/5J/wzDPPUNc1q6urfPzjH+f+++8HFp5BaZpSVRVHjx7liSee4Ed/9Ee5cuUKV69e5e/8nb/Df//v/53hcPh1H8f9I96sYoJmgvRwu6fnG+WD9P/nePyDj3Hx6kXOnj3LxvaGBIRWKCDOOZIswVYOWzm5SRtDYDBRe4vBSKDWQn8aw7pWxQ/n9xrGh0DA1tIoG6tx3ntsWeFqaaK1tSA6nTRrkvskSTh8+DAPP/wwL772IrasObS6Rt7NKMoZaE+Sp1y4dF48oZxlff0GBw6sknZy1scbvPT6V1kfbfC+43fhnKcz7IL2XNu+xvMvnuHcm+foDbqUtqSeWSazGd47Tt5+D9/y6Ic5dPgws9GYPM3pdrtkrTVRm1oaqUMDt3MObxRGG3KtSUWEldJZqrrGOkHndKq4/OYVnnnuy1y5dpnlg8tCpYwIWSiPKin54i1oY1A4bAiQGzVBJSaY3sKhg2v0O12k1OxFDtyXeAsGg1MK7b1oTbkgcMDNKK57Axmg8SBpP7+//+edRq/fISrXmSyhqmtG012ybsba4VXmVcVosotONd1Bl/XROs+98AIvvvQC61sbmDwBHehBJgh1aGmq9gqsqW/yrar5v9K6aaS+2T60aadN30gM5LCUUX0rrGkXAtYo3G1L3/h0LQ2WOLx2G4eGa2zf2MIrx9XN6+jchMJRism00CGrmnpeSfCXarI8JHJa4ZwVA9vaBbngCNO0Cjn7trWtPuYDXU7EHzVUFm8h1wmlAjevqFVKkmick3A0kqycF58p5wR07Jgcb02Qt3YoZ9DOU81LbGnpmC7XLl2jl3b5rm//Lr718Q9z9933kuscX9Uobxo6bIT+mvX+DRhf63OilUBVieKi0ZJcGCNzsrG9xfLyMhcuXODpL3yG9fV1hsMhtbOUtiZL0gDaBSpaLAIphRIonbcmaqEwqaDTy3FYoQprj2dhAi0qnCJ0onwI+ZUOstwJKVAVpaRDJqIq8ih0ViBR4vxkFb3lLqvHVslNgpvUOKPoHl4iXcoZLvdJlgS5rF1F7Sw4qKalJKFOYZwmcxk4RaoytK+Zs1c8DlpUtq9nDkNy52ldK/TimtLu/3G89dojlZ69FGBa75WCjV28Hqhdjce1PLNujVvjvTe+KRKgOOLNSlybq7fIHb/d6Pf79Pv9plIWjTbjKIqiSbJAVNz+7b/9t3zkIx/hiSeeaOgGMXn47Gc/u4c3HQOqtbU1Tpw4wfnz5zl69ChZlrG6utokLxFlOnToEGtraw0XOCYOIIpybUPVpaUlJpNJs31JkvA7v/M7/Jf/8l/QWnPo0CH+4l/8i3z84x9vko1Op9PQ5CKq8V3f9V38/b//9/npn/5ptra2+OxnP8sv/dIv8VM/9VNf93F/u+eXl5e5evVqQ8Ubj8cMBgOcc4zH4z1I2J+0Eb1N7zhyguXekDcvnufNN99kY3sdnWoG3T514LPHm7tQgXTwyHBobRqKe0N1a92QFELvkKCs9XvojfH1QoErUnbqsgo3XY/V0qyvlJbvMgYHLB84yAc/+CGubF7jc7//WebzOd2+yLX7BJIsZV5JL4Hzjkk5pef6mJ4IU1y4fpHNyRadJOWue07SH/a5dPUyL7z4PF89+zKVk+RaGbhy5RpZkvLoBz/Eww8+RL/Tp96p6Gd96lxMhdM0RaPodbrMUtl+ncbmfpF31oRgJHCLlBPq3WA4xGvFpWsXeP6FFzj76suMZzscvG2N3bGcL4FlKHLRgemhFCSZpqoczopZraC3Co2ga/Nizn0n76Hf64WmZXDWUdmS1CRCZYIQddqmWTnIeuFic3iLphKpj0oF48K4nm6SAMX+smYxhJ9Ie0nytEF6l5aX6S31GM/GzKqCalZhsawdW0MZeOX1V3jm2Wd4/dw5RuMd5q4kSzNUEmSANSgdTBNDZbkt1a1bdDEVfk+SpKHU3XT7/z/23vRJsis97/ud5W651F7VKxpoDAY9M8AsFGaoGYrWyKREKzyiGQ6Hv9nf9FER+sMcjnCETGsJK4I0RXI2cBpDAIPGDvRaXWtWLnc7iz+cc29mFRoAqSU04tTb0ZG1ZGXevPdm3vO877N0epoVXY0Pd4pGaK43BRG9hS90dr+2aeO0RjEYjLi+e43nrt5kNpkynU5556N7lG1FWc0pz0o8liRNyQY5RV5QtVVYSLbBlCM0IQSpTBCZCAHAgPfBrawPHu5yTmJjITCIgvYnUNqCgYX2AlMbvBdkOsO1YSqnSMjHQ2rTxlfsCVbDQS/j4hAwUSlVY2jKKlCARTBQkDZQ6M6OJ2yub/L3vvltfvd3/yG3bj6PbVpsZSjSDFu3y3ODOAVYCcK8qApzFz6qv2wRe3H6cLGEkhH8dDk1MoBLF1zVtNZYPL944y5/9hd/Tu0Cq2GxWJAVGU5GCi9Ey2YRaagx0DQ+DpHy1k9ohQApODs7w6sw8UsSFf5rhU6TYMySaJwzWA/OmeWkx4X3cpEVwQVQeZzyWOlCdpK3GG9JZQLeQqrI1jK2n9thY3MN0QiMdKidFJs6lBYY0WJti/ERIET6nzEuNFtQgbqJQKJwvgNoyyiGvy1uDZ8hverpmW5vwHnwI/uTpf8+GEzESVJHNffLa7sXIJUAF6bnl/YHl/WbXr8WAGg2m6GUIk1T/uAP/oDHjx8znU65detWr9v4omqahm984xt9B+vatWtYa/tAyPX19X7RDqEb/cILL/Av/+W/5MaNG/zxH/8xH330Effv32c+n1NVVe8Utru7y3g85pVXXuGHP/wh3/jGN3j++ef7563rmvF4zAsvvMDv/M7v9EBpNpuR53nvgta5szRNw/e//33m8znj8ZidnZ1+otPth3v37vGd73yHzc1N8jznX/yLf0Ge58zn8z4EtG3bczk/RVHwz//5P+edd97hgw8+QAjBn/zJn/BP/sk/4Xvf+97f+pisaqFeeeUV1tfXqaqKK1euMB6P+23+bxn8hJIsZlOGowEba+uMvvYNMp3y/keS0+kJ8+mCJM/ChU4JtEyQ0R3KOYeMU4YO1HTTH6Cn6vRBqOcc4SJ3PlIV4uwnBIDWdQ+qV7ORVruJdV2Tpikb21v80R/9EU+PnvKz13+KSmQICDUli8WMwfoQLxyD9SH5aUGLwUqDzhOstUyrM97+8B2uPH8NX854/c1f8M67vyLPU7bHW7S2YTFdkCUpX/vKHX77299lZ3Ob/cdP8cazeWOPWhvWRmMQEmstRZ7TqHmYiOYB+CilolWxiVSpFhXfE1mWUQxH7B/vc/eNv+LNt34ZneuGVG3V6wxEzHgXXUCMiJbSkQIi4mKtp9KaznEqaL6SJAEbaGESBRaKQcGirnpTgVCd3XQ8Rp0spQM/q/bVUrC6BP2yCdCz9EHGGKSOzR/fYtoW6w1CgUwkaZZS24aHDx7w41/8hPfefx8nHPlGgXI69M6VCxQk0eWhhHwhf8EtLegkOkCw7DoL8fnbvkoBfJaexEkbXb4iACNYjAvvUT4cXy9DM8i1hrZpuHn9JskNzXQ65crVq5xMTnj85CGP9p8wnU6wjcGKBuk8qgNUCKSQqLi9UgS9SStCnpUnvtdWFvznGmgr2+2cA+fCVNZLTBOaO4lKaaWhrA2SitFguOLCFvUWPrimhceQNHWNcJJcpTgfJj91VYYpgdRc29rjH/zgd/nB3//7rI3WWZxMQwZZUoCMoDRS8Xoq5Qomvzg5vri+/rIpQ68hWbnf6jFurcHh0TohSdMwHW2b6LKo2Nze4vW7P+ev7v6CRVWyvrXOrJpSNjVbV7aZzEN+0lK35pbGEcJFdzcRwePyuaUMU6aNtY0AnCO9C+cxtcE24bh21tChsSGjZb4ikSErztYNLk7mfHThkwKiWg/nDI13eKfRqSLdSpHjDGEkjTDUeY0VFtNR2ITtm11CiD60tt9vIgAtJw0WE13cxDP39d+E0i2lXDYpLoCf7q97m/ju531DxS0nXSvVNdvA9S5wEJqxznpaU9P6Bi3+y0dkXNZl/bqW+PnPf+5fe+21/9rb0dfR0RFJkpAkyd/Kwezx48esra1R1zVbW1vPvE83NYEg7J3NZn2g6YMHD/jkk084OztDSkmapsHaUyleffXV3vUNwsWzo+p1oKabjnQ86m6i0wnDm6bpJzjHx8dkWcZ8Pmdvb6/fnsViwfr6OgcHB+zu7gL0miaAs7OzXivV6X+EEL0N6fHxMVrrPp9o9fX+bWt10bOq0+kof3VdI6X8z5KD9F+6vmiB0K8PvQ3jhHgleXLwhLfefZv3P3qfNAsUDZklZIMcpWInWgiSTGNtG0HNygJXrnbeznfhLi40lY+0N2t7UO29jx3RBJ2mMQ8k0Ii68y3LMpIsIR9m/H9//if88b/+vzk4PmS8M2bezJlVM9a3gmX11etX2H/6lLIs2dnZYWNji6IoWCwW2Nrz/e//Nt57/uLHf87Z2RnP3bqBUoqD/UNc3fKD7/4Or33r7zHOx/hWUOiMIi2wwuCLmj/+s3/NPIWrt2+yvb3N0adP+Pbey3zz2h10k5KkI1oUcxoa26CkocAjvUPIjIPZMT99/af8v3/673jv0w8QRdC0TKvZMgjQqaAJMBKMDPQnH/JKOqv6NE16TaBvLdIrtjd3+MN/+oc8f/V5hJEkQoFV+MYxHA45m01xonNoEyFTtO9Qd6Gqy+MoVJffEY0AOH88Pw9AfB4ocs4xGg0QSjKZTSjrBUmeMt4ckwxSTs5O+PHPfsLdt97A0JAXBY2paZ0hyYI2y2FBBMBjRZjIWGE4rxyJHWEfHO+El4QgT9ufu8/avtX3/yoA6gFRl7kiVswZID6PZJAWKCOh9syP59y+fps//B/+RzaG6ywWFVmW0JiWxWLG0ekJBwdP2T94wtOTA6bzM1CerEjJxwX5IEMnCuOD1XvTtkitMA58zF1xMYCyn1Z1DtxO9MAn3A+8dWgkdVnR0TfLsuTk5IQkSdje3u6ZBRcdKJ0LVthuERojiVLB4no6pa1axoMxO1u7/Pc//CFf/crL7G3vMZvMaZuGteEILTXT6RnFIFueK9B/loSdL5bPH392UQv0ZTL2rgGzen6eo1HJzuQiCc/dOhobrjv5IOP07Iz/8//6P/jpX71OPs5I84Sz6gwhJYPxgKqp4+fa6oS0a0qEBkUX0hmef0lTlVKDCIBGax2mwgAyTHJlouP7MFKPRfeeC057LoJt25//MdxZuzD9kx7TtOEcsB4ldNQAKjCSxrdUssbRBi2Yk+AE0kqkAdkKZodT/rf/9X/nzgt3yMgpZIGrLZnMAg3QN6Gp058b9Box7+Pzex80bj7EJnSf5UILnDIBNK4cn3O0t1UMtXIfFy9X4WU6lko+1zc6hJc0VUuqUpp5gxIppmzYXtvhtd/6LqN0RIK+nANd1m9cvf76678eE6DFYgHQ6126cs6xWCz6yc3nlXOO3d1dtNbngEfTNIzH455ilneJ9nG6s7m52Qv8b968yc2bN/vtEUL0AGwymTCdTntAtPo8cN7WuZvMdBOnblIyn8/7yU0H0IbDIYvFIojAT056MLS7u/uZTtLp6WkfjLo6zVqdkK0+NgSq3Orf/W1q9cN4MpkwGo1Cty4+Vl3X/9Hg6teuhACvwLSggjPPld2ryKizefPtt1k0C5oqaqFSjfcWlcQke2/CBX6FtiLckurWOfmEp1pOf4To8ksEGItrQ/cf51Fa9Y0Az8o5JgXFcBB0SlE3MJvN+MFv/32qquJf/Zt/xWQygSRQm6QWzGZnzMsRSZ7SOsPR6TEkivHGGFqBFIq3P3inp85t7m1R1TVlWeK95/vf/x1euvUV1gYjaBXUFukliUyRijCtyXOmZtFPpqQMi8qOvtO5PwkEWmkUoPEIYalpeeutt/jZz37G4fExSaZpXE0bMzdMt4AjiHqRgWIjVTCa6DqjUoq+WeCcQ0lJpjPu3LnDtWvXcNaR6RRTt2gXFpbVvMQZ27WMQSsECiUjnSva8HYASKpwvqwCIPyzwcNqV/iLTz9PY2qs8ehUsbu5R1Ik7B/u8+GvPuLte7/icHJEaRYkmcYph9QS5TROBpMMhMR5j5MWicUIkNGMoFtAyyiO7kwARJxcXdQvPHsbLyyaV3VB8ed9FGz3cxdMIhaLilwkZDJlkBfUi5KmNrgiGAvYypEnKaPNK+xt7nLr2g1OJiccHB8wLafcf/wJ1lssFlcZ2jaYKxQ6Z5ANKG0LNmhIAm06LrZ7oMa524uvy1nXO6Ct2hd3ja7unLoIfpxzCBPCMMuzirP5Iua+pFzfu8Z3vvkdXvn6N7hx9QYSxeJsgfKQJDm0LoDZJAsgSizp3q67FYBdAZzdvr/wGr6McfV5k5+uVAQZzvioY5Wk0aDH4fmzP/8P3HvvXVzU7ZzNpmSjnOHamP2DJxTDQXwPXtBcddRDEb5ebkdHWQwgpq4XJDpDZQoVmwsqUaQyJdEhu62bFslErZgHCKwElaa03uG8xZiKxpW0psRag/UNaRbMkZwVWO+oZQNeYqUIjoi+s0kPtE0lRJhYtQ7beFKdhWajAoehlRVWG7wK7y1v5Dl92d92ArR6nDpwd+7xujBnzn+2iG5C5Ffpd+fPBi8cQoV97wQk8bGqGGJL2h2PSze4y/rNq18LAHRRpN/Rf5Ik+VLwA+ED01rba4c6Wk23aOxCL3d2dkiShPl83k9mIHZpIqUpTdNz29M0zblg0YvbWZZl/zjGGLIsQyl1DqBorftJE4QFa+cA1xkZXHRDm06n5yY53XN0r3e1OordlStX8N73kyJr7X8U+LlY6+tBiL46jeqob9306b/lMmWFznPQKbiWtmlJ0pTdzW22NjdpjOHh4wccHD0N56ZaUiOapum51F2GSudC5MMVq38eL7uwve7iFshT3npMYzGtRRIoHipNAoCRitq05HkR0uSdQ6kElaQxTBacN4zHY1577TWenjzlJ3d/wqyeMRwMw0QSw/HxMWsbG+xe3eHx48ecnJ1y7dpVvIRkkPL44GmYnm5vUKQZT5/uk6uUr3/96/zgBz/AnDVU85rtwRA90NSzhqouGW0UOF8GIXU77wF5NwmFsHBxztFGW3GNRuKp2hmL6RmfPnnCBx98wNHJMRDe97WpcD4s7u1KUDEShAvagmCGIFAQaVKi/yyAYBayMd7g5ZdeYn085nj/lGI4wIQgepRSwZwkUX0AoZJhFCSFClQ3GXJQhAzUMhmDfIT0+LjA68wGPncC9CVhxFIo5lUJwGBUIJTk0f4TXv/FT7n71i95crTP9Vs3uHr9CtPFjFk9J80T0kEWJxpLNr8XIVcFui5ynGJ5iVj9J0S/yArfP3v7V2t1cXtuEhTtpYOFdexy+5ifA7jW0TpLGjNUrHUI79FCotKCuqxxtaO1LUoJhumI0dURN2/cwEnP/Uc3WVRzJrMzzmYTyqaMrmMSEomZnQHQWo/AIgimIq5DdrGFLny3fUErJPxSD6YI+Te2aRHOk+ngcFnNFwyHw/NTL+dw1gYKrFV44WmrFpzg+t51XnjhNi/dfpE7X/0at2/d5vDJIXW9QAnNICuw1nM2n6K1Zm19RN3WCOGXnf5uH3efEytTtdXblQPzhefXsyhwq8fTEpoFjjBRybOMPM+ZTCbcf3Sfu3fvUtY1g/EogADBORCilIpi/AAiVXd+dXbX8UAsr1uiB6jeWbYG6yRJhpIJnnAdd22LqR2+DrEKnflMkifoPO/NiFSacFjXKOVJJKSk5CahbhR1M6M2FqEcSIExDgM03uK8w8pIhzUiUNysisdUQwu+FbjWkqY5Kg3TGuMNSEurW2xi8C0olyCd7vdpR/MT4subH/05xfIY9TAxHlbF+fdkpzkUYvkODgYaNj5nN0US8bNSnAth7dY7ncvrZV3Wb2r9WgAgCFOXTgeUJAllWfZ0ny9zGnPO9Yvw1dyEznoa4OrVq0G0vgIKOhpRt3BaraZp+u3pvu5ssQeD0IHvAExXqwDBRaFhB1zKsuwfr9N0AP3f7+zs9LS6xWJxDmB0k5bOja0DaM65Pmug61yWZdkDtu7nf5O8nC+r1f3a7YO/K6WLvNPm4hxo3Z1vgqpueOVrr+C9YDqdU7cViVV4KXDG0JomOlPFC3qg8/cucOcsxrsE+k6DESdAtm2xLph+CBWDJ1MdnYwc3rZoPUA6KE2Dc8EMIVBMApVkf3+f3d1dfvSjf4ZXnp+/8Tq1qZkezxhtjjk5nDAajtla3+bp/iFnZ6dMF1OMMSidYL3BeROmIlWFbS27e3u89p3XKM8qxumA3OWU84pc5GxtbJGgmTVTRKHRIkVbhW4lBRmp00G0jAAlab2hMgYnJKlIMLRMzk54evCEX7z5Bmf1lGIt56T2NG1LkmUoNI2p48V/aSXtZRQ8O4EUHqIWoAedTqK9pkhHbI622F2/gvYpTWlQw2B/nKQpKEHTtKSJ7Kc6KBkpcB3fH4QOLlRSqp7v78/lf9nYAY9nTeDwLI/xF0yCnHA46dHDAHjn9YJf/NVd7r71Bk+ePsEpzwsv3ebo5JCTxTGbOxusb4yZLaaUZQC+1aKG4IMXmf6dZN8F4TPJynZFcB4zkMJ2xcVrzDXqbiUq0NtiJlYUrMQpnEc4GYBI7FpLAqXUCYF3cT96STrW1AtDY2sclkU146Q+JWsyEpIA1CNtzXmHM0EHopxAKXjlpW+CCIvPsl5wfHrEk8MnPH36lJPphNQHW3O8xzmJdzLodjpjkov7XbjoNubxNvi7ORGyiKyzYTGqFc4amrYht3m/nzoBvrVRiG8th9NDNAm3bz/PP/jB7/Jbr36bQTbg7HTK+++8z9b6FiBpW8PMVWQ6IR8UOGOZnE5J84Qu3ymcK1HE0n1e6Gj5HF+GIlJpPUuQ23/oPPs2hI2q+Efy3G1b1ag8RwlItWJQZCglw3vz7utMZ6cUWUIySBGJRGqobcV0ahiPhwjVneNLilr4Hx6/01dJOqMX2dMQhVUcHhwxLEaMx2OGwyHFqGA4HDIeDxkMBkgpKcuS09NTjo+OeTJ9RFVVoeEJjG9eQQ9zRqMhw1FGlhQkWpOLlDapmJVzPAYpHMLZoOESDusdSkS7de9xvfYv6rISj4xub6nSwS0yThe9j06RUiBlNMegM0PpFDt+edBWft59hjhAxskfq2Cpu25caEiI+DvRTZz7h+4iYPso2OWpHs+nDgR3S4FwvTEXtu+yLus3q35tANDFBXVHP/ub2Cx/3gL/YojcxfutBmxerNXnXf26285n/e0qLa6bQnW1qmf6vOft7rO6L1YB1urjdc9x8euL+/E/B/i5WJ+3fb+u9YU0hO46Fe8ikyR+HbrDw2yIx/ONF79GrnLefvtNJkcTBoMBRVqwqCrSRPcc8GCWoFACLCEIMkmSnn4j+048eAfOW6qqRGgfKHU6WLx2QmukYDDIaE0FONJMIITBOxOCRbEMBjmtq5nNZmxvbPNPf/9HDLIRf/nTv2RyNKURhu3NbSZPp7T1R9y4doP0WPPee+/x4ku3MW1DohW5HqK9oFnUjNMxN/dusjXcwjceYTqL6wLlFWVb47UnGw4QI0GerLOtHV/Zfgk9kYwYo1VGhWfhp6QiJ0tSDI4zGwXv9z/l4PiApjC0psYOWtRIwoxgjW1toJ35JSBFhsPlRLBgdk6AcTghsI1lbbTJQA948PF9itGIH/3eHzFONminnqubN2jLlkSmGGMBSZalyEwG22gJUgdK4Lnue1yAegGI4DHWTfnA40yDFB4VDRicc4HKGIXbZTmnKAp0mvXUxXA/aMyCwXpBaRY83L/P2++8xZtvv8nh6SH5IGN9fZ2z+QlJrsiSBGtbXGPI85DbYmMOV+gcy+BK6GUMtQ35OqFD3y2wHFYSu/MRzBkf1lreEwdrYU3dvT8C/gxvFLm8HyJOv+ICLtxdoGPwr7cO7y2NszjtQzCwM9iB49/+9N/w6ivf4ruv/BZaChYnC5y1jEfrpGmObUK202AwQJOidBKs5nPHC1e/hsfz6PEjPvz0Xd585w1mzRnNrMKVBqxDSYUiUETTPGGxWDCv5iBFMKfJdDDJsTXGO9I8OBg2TRMs6AV4JMZ6GhvE40oovHfYNtDwwqJS4RPJYDTkrJzy8ssv4VsDwtBMFuysbWKMQ8kU0nCMahsyiuL8EGNWwqBF1zhZ0XrUy0XtOQpU97NU0KeGPuPWW9OD+V5Zv3IrjKEY6mB337Yob9EIFmfHfPLBe1zZ26IxNbN6wWIeTEmKTOKlwLgWITRSR8c/H1wx0zToiYwxrK2thSl3bagWNeWspFrUmKZFOMn/9Ad/xHM3XuD5m8+Rpimz6TQ0A9OC0WgUm0SBoaEI9tfWWuqyYm5KPjp4zHsPPuL9n7/L2WzCaL1g9+o2w40BKkkYZpuUbQWuRipPkYbMqqqpadoapRUtgQpnpcPJNoTmOqD1bA03WR9sj1tROwAAIABJREFUoG1Cu2gYDIbUrsbVJpjc4PEyuAMG8zsfqYtBh6aUDMHUMdRIyjCVNcIirA/W9X5FA9RhEhunN2Y5QfOSc4HK3T6Ob0w6e/dwa/E+aLvqskJJ1Qcll/NwPTEYEj5/HXRZl/V3uX5tANBlXdZ/tXomPlpa5+I9g3zICzeex9WW9957j9PTU8gF6xtjqmoB2ofWrAPrTWBxS4nWqp/Oqa4Tb+Ni1IZFfM/njlMHJ4JzWuemFNf9oXMYVkj93wBU1YLxeIxzsJiVrA3X+Ic/+CHCS/79n/57GtNSTivIBFmSM8hyRsM1pvM5jx8/ZmdrF+csWVqQJBpXW5SQpDJFy+AyJqVEJxmZytBoEpmgpcKnHqcESZIyTAYMdMZIFcyzgqIYosnQQrNgwXFzzPHkmMnxhKPTI2ZnM0rX0MiWVrcYaUPiupIIG3U2fhkI6CN1xomYdaMV0gnSJGVWTthY28Ibz3sfvM/NK8/xw9/5R4zzMaa0sWMuQ3glgeYWKHVh2hECYUR0UJPLhahYoSCJMN1YitUVCBsmwqYKmgPbhp/LcPY459jY2IhWvo66rTDGkcmMYlCQJymfHHzMW++/zRtvvMH+wROSJGFzdwuhYFEv0EmgWQkR6UedZ6DvVtEuul0F+pvr6C5e4gmW7cKDx9J1ib0QWBFUQDK62kG4FSLQ8iDcho51Z20toqu06EcRLoY09ttE2CYRp6JZDHgWPjp9VTXHi2N++d4vOT455Psvvcbtay+yubbBYloyO5uR6ZQiGyCtItEpmR6GRoKAYKitETuSVGiev36L/YPHfPLJJzx4/ICTkxNmiynzckHZlAgF2ahgZ30bryVNU1GWFY0NIGa4NqSuW+bzeZiGKB2AcaKDPkZKnIXWNpimCQtO50NYapKg8wKZaNrScHp6SjrcQipBnmYM8gFnixInVo9ZnO50VCW/pE11U8zeBY7zMRCf0ZcJh2lsnMwtJ0NIcf77ODl41m2e5zRtRZrmIBweS5oXHBwfsLO3yWQxQyWCQucoC1bYAGZxJEKxqBq0DEyERCZxCuRp22DocnRwiBIKLVKkFWiRMioykoFGec2773zAyZMpJ09PeeG5W+zu7rI93sW2BlM3SKFJCOHQUgYLauMNqdJon/L7v32H737zNU7OTjmbTTieHfH48DEPH3/K/ulT8mHKcGvIcG1EbWtOnh5TmwX5cMDWeIPZtEIicDoci9ZZBAYlFIlOAgiXSdDceY+wweJcyAD0jY/HiY4WGvbN8qDFz5d4RIm/lV1+1hf051apps45JBK8iyYt8VPRiTj1XVq0LymbIjTl4oTbmxhA67pw1i+m517WZf1drksAdFmX9Tes0WjEnTt3EEJw7949FosFVVXRirbPBxJCYJ3Ftg6lNalKqUwTLj5xMdNRMb3xGNpIIQkiey9Eb79Kv/Be6fqKJQDq9CjOObIswxhHXdcMioLbt29Tm5q6rfgPP/kLTs6OscKQForR2pAiy9lcX+dsfsbxyWEw95CSRGmEjHbSmUJqCUlgY1gsjW8jOJAhoVx5tEzIB8FgJMkCVx5JoOAxZbaYcTY74/jwmOPTY+qyxvqg4SiGOdV82guRO5qGUiJobLxHum5hHTqlivi6NSgXjA6SzU1SmTE7nbKxscH3vvc9vvWdbyFMWKB754ILU1yUWx/ApBegI60ukL5Uv4+X1dEYV0AA3RQlUlJ86MBKKdBJoLN572mdpbEN3oUsI51pskHQ9X34yYc8OXzEj3/5l5zMT5hMJjgsSSqwLtLavMXKCDZkoLQJKXHC9tNdKYPexXqLdS3Wg496ACmJmqBlCaHOa4HkckG92lnuftY9z7OMEC6afIT7rT6X6PWZSmiyLEMX4fGm0ymfLD6laDJcAy/dfok0SRmsDQJQT4fRct6jlCBRCQZLAHyOYTJC7d3g6PAx+dWMa1vXqV+tmMymPHrykA8/+YgnTx/jhWNWzzk7OsMpQZomDNIhqTa01jCdz4AwKRqPhxTFEOE8BwcHHE+OGWQ5kkCzlCoA7kwnpGmMOWgMEolxAQBdW9tFCNEbmCz1MMumSni/h0nQ0qTh2Zl3q1P8iwCoM09wIsS0eiFQQuAcQcwfn9W5bsonogQx3s+DyjJm8ylJPkTJHKc006biYHLC3nPXUZNTalOxaCraytE2Jca2wQ1RSNJBHqndgVbuXCBjNqZd6mKFIpEZykm8CUheo9AkzGYzFtMFTw/3efTkIV+5/SK3btxiNBqhE0VZVj29UjgRmjNpymhjxEaW8uDJY5Ii4+rmNs9du4qVjtqWLJo5pS35i5/8Bx7s3+fjX72PSCV7V7cZ712lrBecHk0QOkFKRSLBuuAm6YxFOYlEsLW1tcImkct8Py1jfGt/pPgs7S00IoL1/LPBxtKJtDNVOX8e9DbsQuCcjwYdftmg8VFr10+AAqrqKNerxh7G2/4YxbPgmdt0WZf1m1CXAOiyLutLqgMtHa3xa1/7GkVRcO/ePR4+fkC2noH1JF4ilMBbRWMtQoQLjTc2LNZl19FzwabZeKywpImiExAvO7vLxuCSHiOWYn0VFmRCSpI8i8J/EcwvnOP4+JitjQ1+9KMf0WJ554Nf8eDxpxweHmK84eqNq2xsbKBSxdOnT4PLkRO0gxbto922qTk6O+b6znWUl2ivQoipCpOtNEnxGRgMOlWoTAaRtLRUTcnRySG1rTg6Ourtvbv9qKPzlMVRty0mUsM6YCelDIypGFbZVVgMxoWkFGipODs7Y3u8weGTI5SX/N4/+n2+8+p3mEwmKKcYFyNa42iNCdQjKRESEqkQqcBL1+9bYpZOn8excgw8wbVMIHqHP+nBmBYlJWmkygWAEjQlnV26iDk/VV1zsP+Qjz/+mHv37vHp40/5ZP9DNvc22NnZQaUJVbVgXs7RadBdhAkMeBHyQgw2TgTDftGEBbDF0GLBu2jrLemCKLnwOi4Cnb/p/67OucBd+B7OgyUZdWod4MryPJrFJAx0xsnslNfffJ2jyQnfevXbPH/9ObRPMLVDS4XSwd1PIhE+gCkrbZyiegbJiISExDWkIqXYHLG9tsPLt+9Q2ZInB/s8PnjMJw8+4fD4gNq0mCYAbu+CW2YySFkbBh1KlqTMZjMmswleWmQS3g+DrAjmNZ0rnA0dd1u7oEESjsn0jKzII21QUNVlzGeSOB/OL+ECUBaAcP4cAHqmTsy5c/v+PAhycYIZGyXen59SwrlbGbUlHaRSsenSOkET84aKwYC/fuctfJIw3t4h21zj+OyI6ugQbxXWhumh0MGVrUgKtJQY01Cbtjf1kfGzaVysBQDpBL6GpmowjccZqH3LsAia2nkz48NP3ufgYJ+PrnzIzRs32N7e5rnrz4XzQOiQI1U3zJt5CAE2Kbvb24FubC3ldBYm8NoxyDPGg4L/5Z/9z0wWpzx4dJ93PnyHjz79iIeHnzIYFWyvbzFrKoxwGBvzi7xAoQJtz1j2dvbQKsG55bXAOYcWqrdY746fWDmOkujo94wRTwfoltqfpQnC6m13/FffU93vlteKcDSdDw/qlydUANh2+VnlnAMbogO6RshlXdZval0CoMu6rC+p7oJjjOk7uy+99BLee6qmZGFmmBjCm+Rp7yjaTXqcc2gng0OX91gTunCiQzlySckScSHei1dX84RWwE83ZQjOSBlVVQFB9zafl5wtFuRFyo2rV/ijP/xDXvzVbX7y+l/y1+++ydHTI/JBxtXhdcaDMYu14N5WNmW08Q0fCw8ef4r3luxbCZnKGGQFo2yISFNIPA0N1rQcN6eclRMa32BEi5aKxtccTg44mR33uhcImjGpg3agqirKpqS2NY01YeESbVuFk4joctfxRHw/CQolhEJ4SZ7nGGMYjUZ89Ssv89r3/h7rgw2O909IkozGGOqmxDTBuESq0MlXWpMUCZUt8TIaWwjC4vRZnfi4KUKAlh2VzqNERqoVDk8T7WWFD3xI5wyj9TXqtubp4QG/unePX775Bp9++ilVW5HmCdefuwrSU1YzaCRSC/JBgkg1qJDt42KYoYzgSgoCFUaISH1xGG+ij1cAdL0znXBxERxOTEWgvnX/+nyjCD5Xb7tjdvH9cP4/dPbQq9TMMOkQFHlBnocpilLLAMssKximBdlmxmIy52B6yKOjR6ytr7M2WA90TO8Z5SOS4NNGIgRSa1praZuWtq5xpQMrcbWgbR21qREKBvmQtXyNra0dvvrVlzmenHDvg3u8+c5bPHn6GKUUw/GQF75+G6/DgrRrWBQ+59qNqxTDPNCfhEDRAR9LXde0TUvTtCBlyFR1joODA4QIhjhB5+X7TCkpZDyGPrhzEfQgvl9Fn89YWt3XX0SDs5FGu/r71e97zYhcnVD4nn7VWkmaDWmsC+YPSnD3rb9mfXcbkSVkSYpqZ4gsIXUFLpO0Nnzeaa2pqwandKDqaoUW9KZBEkFTNwgvUV5i27Ag9973wLjxDWmeUujgaljVJR8//Ij9o8fkec7zN59ne3OLq7tXWV9fJx12ph4KBMyn0/5zcZBl6GwIicN4i3EtZ0enZIOEvY0dHuohs6cT9g/22bu2x/b6LrXwWF+BDXtGiXgyeIszlr3tHZSU+NahhQxGGfGYBJ2iBC978NNdALwjarG6z6xupC/jzyUiavcCEOookctboAdenS/CckC9nMB2QbresQw/9oFm6VdAmI8gr4vzUJcA6LJ+g+sSAF3WZf0NSojQhS7LYPmslOLFF18kzRPeePsNTmfHVIsw4UiLoHtxUQTb0RK6zqFxFueDziZ0SlmGpV4APF11i1kpZaDWpWm/HUmeURRFb8s9HA7Jsoy6Ltl/csDe9h7ffPVVpuWEJwf7PNy/z2JWMj+bMRgW7O7uBjAyr2jKiqZxTN2E+8ZyeHjI0dER43zE9uYeO1vbrI/W0FLRtpbKVrjM8vTkaQAiwtDGf7Wr8TYI/m20wnXOYV0AhZWtKNuK2tTBljVOLjrQ13U7ewrQyqIu5L2Ei3uRZuw/3uflF7/Ky3de4tGjRzz1B2wMN5nWZ2yONrDeB4e9TAczAW8wNGExJsSSlySWFMPVY99/jesXtEL43tlKKI1wBqRAJyn5oAAcsqm4//A+73/4Hn/99l9z/+ED5tUcDxSjjCTT5KOE2lbBNtx7UpkhtMDLaKohw/EPaymBFA4rZKRVRe2PM126Sm9YsJofExZs51/PEvQoVgHQKgiCz5rJrGbhdJbXS/CzBEAdlbNpGrIsY1gMg8tnBEBJkpHqNJxbu7sIA/vHT3DO8bUXv87N9efISDEYjDWhVxAdFG3b0lQVTVVzenRGqjUqSSjSQYgOsCV1XVO2Fq+hcW3IqMoTrl2/wvr2mKIoSNdy8s0CkrA4LMuSar5Ai5ThxhCdhfDYtm2py4amaXDWYIXFa4cSCcqGUM3KOZ48eUTTNAgjGCQFoGmti5Yqgd7arWQDCApg4SKo7PZz9x5YBUGfsbV2DhuweB+OuXqb6QQXJ09Whe6/IwBhJwXeadI0p7UGLQQPHj7mk0/v8+pvfYtFW6OQNM4jlCTJC0wL9byhaht0a7BlzWgwYDAYkBV5P7Hw3mMbR+tKcB5jLRgBNoBxqQNIQoGhBW/RiSZLM4wxzMsZx2dHPHryiNFoxPbmNtsbm6yvr7O5ucnO1i5rwxGpSrG2pW4rqB2NbTibTTg6OeZ0esLTw31O5xNOz46p2gqdKG5cuYlpGt7563e4+sLNYFiCABE1m17ESXXC+ngjTnoNWmV4588BIKl0PDfDm807H+lnop8KwfJ4rH4f7KuXJiLPmgA965if+757nC6QOE4jwwdkNMNwHhvfp6lI0TEm5HICdFm/yXUJgC7rsr6kVi9GSZJgre07nLeeu0XVlnz06Yc8fPIQ11G5InixJnQEu0VMr//Bo6REpzpQsCTPAD/xYteDn85YQQcL9jzrv86THO8t0+kUp4CBZDLxHJ+e8HS/Zm1rnRtXb7CztcOinGGt4+TwBGsM64M1BnlBKhQLKTCNRUpNaxvaWcu99++RJylro022NzZZW1ujyHKEULQYkpGm8S35uMAIS11OOZmdMm8WaK0xVdlPgTKXkYs8TDKUB+VoTEtrm5BzhMeLkM/hXMzCiLQ1HRfmzob9EqZrnpPJjC7b4sMPP+Rk/wTlJTubV7CV4SvP38a2jsFgwJUrV8jzFDyhk+sAHaiEHQWuo8EJ2e3/SEESQBR4CxFpLAKsDaBWSkFa5CGsVDieHh7x8PEDXr/7Oh9+/AH3Hz1AasX27hb5cBDE+PWCk+mUfJAxWhuiEklrbQjXNQJ0R1WJJRxdjk1X1jTA0ryh+100el42+2NnWfgATmScqij9WQDU/YfzAKg7h8+9N9x5+iacp9g56/rJ6XA4ZFQMInjvJkuCYlQgrWB6POPw9IgH+w8Z5CN2sx3m9RwMiG5QYkPEQFs3GONY3xpTliVn5YTa1EgtEInEJxIrLB8/+JjJYsKsnOGVZfvaDs+NC4RSGBoO5scMioJiOGQwKqhGBZPTKcY0zEuLsx5jGhpT09o2nJCKQIHyimoeBPM6SVhUJSrRtHWFykeY5bgunDsArtOQueWUbmUw46NBQpfdsuRhLvdtVyFzR4WsGIh00SgsihQoZy24aN0O9PMAGU1BnMA3gTopU81Pf/wzyvmCgyf7yEygM029CIHBzjlsbXHGM8qGbKytMzk6Zn0ULKst4dh0mXzeW4qiwJlgh22NC/q1TlOVSFQCjTGUbY10so8B0CpBFDIAnNbw8PARHz/4CCEC1XdzfYO10TqJVbgmfI4453AE3V1VVdRtjfFhuuyEQOscvKOpWsqyYdGUzE6n6EFGMkiQXlDbGt86Ml0wytYYDAbhs8j4oG+M5z1exiy2kC3l6T6yu/u4SHUTEaFcdGTtpkMhy6s/ritaIFhqhPqjvvJ7L1hSXKXoJ0H4pc19AEohu8pai0wlWZrFye4lALqs39y6BECXdVlfUt572rbtaQNAT4dTSvDyi1+lrmsmkxDSqJDB0MCFdHKx8jhd17wDVcGi2NO5jkGcgHR/s3J98rDUx8RtSZKELMlQKBCCoiiYz0MXG+vYXN/i6fEBa6Mxu9t7bG5sMDnb4Hh6wuR4EjK0RsvgYCEENg06HUXoTK+treGMx3nLpD6D0iNSGA7GFFnB6fwYXSToQmFEy2Q+4eD0KafzUwaDQdBs2EjTcT4YriEpTUllKlrXhumPW3EvWnndF+lZApb70TmSPOPVb3yTpjR8/PHHbAzXscbz3vv3yJOcD95/n0wn3LhxEy8saR7F+FqjUoWxn9VddBTEZXXZHt2iwtNZYlvp0NKD1kgdHJkOj454/Rc/52d/9TNmiylCS269eAuZSKqq4mQSjCcG44LECcDRmBolEpJUB8G/cxjXPiOpQ/ZdfCGiO9SKE5sgWPN2OTJftMjpzsFngZ/V/d6dv7AMU7w4SVp+ff64ra2NybKs/z+I04LOzlhoFaYJXjLcGGHmLfefPMAZaJ5rWMvWCATAQD8zTZjmYB1eCs7qisY3+MwzGBc45Tk9O+HjTz7hwdMHJEVKMc7Yvr5FOgrTv2k5Z3Y6Y94s2NxdjwGbCdIHK3QPGNvQ+pbJ0QQvPSIVJDLBmaBDqpqKtnXYWjLQiiwPE9miyLCLBounNTVC6gigBdYH/Y93tndq6/bnKo1weQ5+sQkCQJYkK5Pm858xxPdK954JBgnhtptOiNbSmDYYbVjHL39xF5nAw/sP2NpdR+WaqlxgawPOoo1gK9/gueee4/bt27xx9y55HkwQqqqiMTW2MYFuFdb2fePHOBMW5tIjE4lOFWflGWkWLOm99zRtTVWXpCpFp5q6rQPgLBQizXCtYdHOWRzOeXTwGG0TtFc9mDTOYV2LMS3GWcbjIUgVJ+5hvygpSJXHaCjPKkaJJhU5FkHVlnjjSYqUteEaqUrxjcM7EEL2U8iwb7t3ZAQqnt7YYvUTpGtASMLkZ3UKZC9Mfz7vffrMn3dsNwiByJHy2v1QRrqridsqXLART1RKIr88YuSyLuvvcl0CoMu6rC+pbtqzWqtdcQF87at3uHPnDv/Pv/1jyraiNS0OQz4eYm2LFLJ3c4PzHXLidKHXoMTfI2WgzBDoJ1oH4ONlcC3TWpMlGQIbQvkiHStRmkbKZfDv2hqPHjzixtUbfOPON3j06BF72zvMygWtbXj/3Q+4efMm169fZ1iMOD09ZTabkWUZ4/EY4yPYSzQ6T3CJoPIt0lVkIqN2DRJFkiVM51Pe//B9TiYnSCU5m51hTMh00VpDE9zKIIBI6y11W9OYJmhY4vRHaBE77BLTWJRWJDoAstq0GNvi49Tl5q1bLBYLTO0oBgNaa8CELjEWBqOC0+MT3vzVW5xOTyibkjt3vspgMKAxNXkxpmna/jj3IciZDrkwWMbjMWmaUlUL6qYmSRRayd7aerA2ZDAa8uTpY+6+8Qvevvc2J5NjZKYYpuOQMYKltQ1Se8Yb49CZFR4tA3CSUmK9p23CfkBKpNbBoSoLodDSCcqyRiWS7e1tjo+Pw6RAixiOS5wwghLy3OvRerkQDxS0oCOzfnl8Ol3Z6qK7y0HrFtddgvx53c/ng6yOxpjnOWtra6yP10jTFGuDS55xLTpN8I2lrBZUVYOdtxzvn/DmG7/kH/93/5gru1epmgWnR6e9rXZZLhiOB8zsHJWHXJ+HDx/y0YOPKesZG7ubvPitFxAx98V4y8LOWNQLFqakoqIRLWfljPVUMdADBnnB0A+Cu1u9YD6fUowLmrLCmIbWG7y3IShWC7SXiERSVzVYhcwiLbMoqOsSnRQhJlcEbYaIUxkhZaBJCR+gXRwChSlwdD+UnwU7F0v4cLxX73Ex+22VNtV9JjRN04Mk4xXD8YAsy/nZX/yYo8f7zOopN1+8ycfvHzEcD9jZ2+VsdopSip3xFi88d4vvfve3cc7wlavP86//3b9h/3Cf7e1tEpFhhSPNMubzOdOzs7itEVynQRvU+hpT16g0RAe4mHcjlEApifOO1rUx3jdOqvB4HcNUCZqXFo/xSx2UF1E7qRK0SGiIej3vcW2YFFdtjWkaWmtoJy2zxZRvbr/K/tE+gpD/dnpwzO999/fBBVOEJA3vQfAkKqUsS7IsQ3Yop9f7dKgkWo07gWld+FsZJnY6Npecs9GlsdPzLG+7Yy+78LNnVDchDw0jf24CBTEUOeYn+fi+nxyf8O3f/RZVXZFmo889ty7rsv6u1yUAuqzL+k8uifCSRCp2d67w6eP7aCFpUb1TVHDLWhXwn++ar17wIE57+gv68m8u6mNC/kSgO7loN2xtEO8GfQZ4FEVaYJqW67vX2FrfYLKYkinLMC+YmzOmpxMOZMLOzhbX9q5g9/Y4OztjOp0yHo/DlEALnLI45XHKUtmaxazkbDElW8uZlzNmxwuOTg6ZNwtSpXECGlODkqTEv8UGrU80g9BpQmsN1od09r6Ti8MZQ1EMwvM7T1mWLBYVUko21tfZWNvA1d113xFckGLSvQhzg9l8Rj4oaNuWp4f7vPv+Pda3x9y6dQupFbYN3WpU6EoHy3KL9wqVKob5kPl8ymRqyPOUfJDhvQvAIdVcu3qDh08e89M3fsb9hw84nZ4iEsnGziaeMMVpbKRQtTW1CZMr611YwUmBFBolFVqIsOCTYbootArgzodO7ubGFmtDz2KxwFceaWBra5fZ7IzFbNGHh6pEU1UN87M5g8EgTCRX3KO68yfsf/1MAHRxAnFe57MC4P3Fc/rZon3gMzoXgKYJVLZ2UdPMa+p5SzNvsAuLbxxvvfs2jW1IZMLCLFCFIh9mGNUyac84mB3w8MMHPH36FCRsXdnmxt5LIezUG1rClLEyNWVdU9YLqnpB1TRYa0ltgnMB1EkdFudZnlIUBYPRkKpqaHW3T3yvRQvarzBBc3JpQ+2lwCsQSiJVoEj2wnhilpMPLn7SfzHAubj/PvtLQuef5cThM7ficxzhRHApUwaq2Zzp7JQ3fnGX/YcPMMKS5RqvQeL44OiYNM25c+cOX7n9EtevXGdIzmQ6IR8M+Nadb/PTyY85enLE7tU92qrlyf4Tdna3+s+xblwh4tdChCyd6Gp//jWFFx63M9KIVRTRrGAMXMzuWjEb6CbD4VZELWY8/5yPNvEK6xV4jW0asI7Tg1OUCIHDvvVsjjYYFYNoc99J60JumF/R7Vws7wPQhUhJ7CioK++VmCf8ebjm/GN9wfHvJ8Ge2GDzn/l9YESKiJYiZVLoPk/ss9S8y7qs34y6BECXdVn/qeXCBRokt27e4tOHnyKkRIqwwETGsEP8uUVoyHaJPO4V2hsrC8lOP9CBn16bIQPNyTqLkJFiYhxt09A0bQxrjAs159GJZr5YsLdzhetXb3D27q9IpCbPcq7vXWc2P+PpkwPK+YJr166xvrnB2nDUC7R1moAUwWGrVehM0jaWsl7Qest6DPs8fnTCdDGnbhpKW0ZevAcjsNqivcNoDUL0nHRrPK21OIIWSskoKpYWI0GnCmMMdRWS6tNUMywGrK0Ffv60WpxbUIcFgY9i5TBRIv6vypIHj+4zendIPgwOU6YO4MLb0J1PlKaxdVgcF2HaoNMEJTVJovGqc2RSoDw/u/szPrz/ER9++CHzcsF4PGQ8HmFRVHWYGDWmpq5r5tWcpgmmD65fDfme1tiVl6IHIlevXsUYw2QyYSFLvPeU8wV6rBhQMHl8ikwU43QdoWRIjncwTAdsDNdpnY26qviYekl7896TROrjKgDqft9R4DqwZIw5R7MC+uDVVfvdi7X6923bxucO50BdNtSLkvl0Tj1raOY17aKlWtTYyvCnf/Gn6FTx8ssvk8mM0i04Pjri4aNHPDq8z0l9TOMblFasb25QbGX4wlG6OfO2xOGp2opFNWe2WFA2C5qmCgDUCdI0paiLcEycQ+skUEs1cQ0mAAAgAElEQVSzYC6SJLOeAttpwQL4CVRElAQtEK2Ii3x3ft+5pctbTKRdBpQS1+70sp24+5aLZfeM/dmV9PRmKavBp6u3IVQ53pcg0O9uhYBMSlrbUM1L3n/3Hk1dIjPN5OSUwajADSxH+4e88vVXefHaba5vXGOkRpw9OmM+m6O2NNc3rvHc9k3uPvklR+4QlQqGOqeZ17ER0unGOvOQ8P7u9mdo8pxvCvUfh9H6vgM0540iBFY6YEn7c9aDcHgTA0d7q2qJt5GKZwOlDUKSqWsM+w+esHdzlwTNbDHnxo0X2VzfRHoRcr7civ5nhbbmO41Pp7uKL8i7MPXqXeN81Bl6GV6HjH8nZNhe3+l1LjYNPvfwx7MqUGiXfDvfnW10krDuG0mIDrg45b2sy/pNrEsAdFmX9Z9cnaBccm3vColMaHwdjBBs6G56fC9qXtWzXKyuQwv0WUBCBGqcImqA9HLx2loDSJwxtI2JeTtNv5gTXuKtoWlC7lCSaV547gXu3r1LkqXY1jIaD0LH0syYTmbU5SdsbJ2ys7PDeG2I8S7cFxuEzVG87ZyhbmucCEGs1jmm0ylN2wJQ1QFEJEnSb69boU3ZCICqqgkTGCnRadpT2JUK+Stt1VKWwcZ6MBiws75JURQ0jeHk5ATllxStsDhxIfw0LoqKomAyOQFgbXMN5xzvffAeg9GAvb09hskYhwxOdG1LmqYYKzCmIfEJZb0gH+aoRNHaJnRQteLo+Jj7jx/wZ3/5ZzSRJlisFSRFQouhasPUZ94saNuWqorBuW0Tc5vCMW7NMkykNxlYWfU8+OgBV/eu0DQN8+NZDOCUFOMCpQW+smQqJ9FJWOgvKhyWwXhEkSUkSRYpdR6Z6JDZFMGW9x4ZF0Md8OktjFeMEDoA052zqwDofBgkgWq06gRmbXz9FfP5HIWIAuxIIZwtKGcLZqdTynmFqQ22ainnDXVZcXJ4wq0XnmPryhZOwIMHn/Lw0X1OTk9ZtAt81rC5t8GVa3uMRiP+f/berEeSK8vz+93FFt9jy51bckmSVayuqi5Wd01jpkfSgwQ9CNLMy0APggBBn20kjUaAMBIwGvW0BmppCt3V7NrJ4pYkk2SusYevZnYXPZxr5h6RSbJb1XoR4xABT3pEeLibXXO/5/w3Fx1PTvclXNdoVvWSuq6ZzufMVzOqqsJ5j9IRo8TZcVksO4dH8njOut1a2znXiQ15SGGUAa2VBNXigbWbmzQt6+MS2k3+MzazF12/Lv7/punEU+8X7XtEXP/74i1ar2f9UaAMEyMYGRRYq9AUsDhlvpgyHA8xpRXULctQEXa39/jBd7/Pjb0bVGcVZmmoljX9YkB1UqGM4vUXXufk4JhfvvtLrj9/jdvP3+bjzz6k7BcEPJ71mgFBgoXqK02DSjQupdpBwHm0UkVDbA0HumsdcdFMzYcYAsjxj6mpaEJABUFAQggEJ00QXoZD2osd/OnhCXtXdmhCZDmbc233KlvjMdQb+VZtoKxaN0JiBLL+PqF9L5Jrob3WlRIrdN2+ntAp29bUt/hsF7ivK3GX2wha3eyuk24x+vY9RWOtXH9WG6Q9vqzL+nbWZQN0WZf1+1T6nDFpYpuZnGF/yOFZlTQdvqNmtxtbkWGskaCguk5njQ5plX5OIYPD1DSZdQiqj5HoHNFDcA11VVNVEvLonZMJZ3qMpqrJcktV1zx/6wUKm2GMZblcMa8kM+jq9hXqULNYLplPF4RwwHy5YHtvGxAtSJZlmMyAFurSqq7JS0lzXy6X7O/vU9eycWqbvM2J7Tl3sNYW3NVYa8kzsb+tlitcXUMQHUu1kmM5mfSZTCZsDSYAksXSNGidnUOANsXgLjjw4GMgz/NEhas5m59x78t77L2/y9tv/pieLVg2Hreq0VmO1YZlI41kWZbSuCwdtrDoGHjy6D7vvf87Pv7kI3wWKXprE4nGOapGaHr9YQ9lA75xFEUmVuFV3W2wg4JV1Qgtx2+YO/gAXo7P9tYu/8k//o+ZjMacnJwwPZ1xfHzI9GzO/Yf36Y/7rE4rbJ4xGA+4vnsDZWC6mHPw8IArN690dDqb52SFxVojeUtKiUxabQTQXmiAWtSno2fGeE4HtDlJ7jaiG7dN06yb8RhxlayPGGVjVi/Egn1xNme5qPCNJzTStNeuQeWadz98j7mbk/dKHu8/4vT0hMF4xM71MflQE0zgZH7C0i3Jy6JDLr2rOTs7o65rFosFi9VKXo+SxiYqCE2gqWTdLW0Gjeic6srhm7De3CpD67cmfYTBxfV59InIGtK/Qgg0vm1u1zS47lipIPduNEWq3VCrzfu+DgLQ3Yb8q0qZdROr1tCFfA9E46cjT44fs2yW6EKT9XLwmsFoSFTwyiuv8cYb3yVXBcdnJ/TKIb0+DIdjjk8OiD4wmVzlD177Pof7B0ynM5aDOdujbaLxNKoRjV8Q6qg0dQExkrfP3uxr6Mh9iQ4nX6Hr8MShMUIMKC9Hv72v/TnlhToXE/U0ugCpKVIhopF1MKvmNIualRZkcHd7j8KWxErs11XYfI9RhBa526TlRRIaJM5rgn6Dimu7+fZcxERbU22/0l5jG7ffVK2NtorI50jXBLUec/LhE0JAeyVB1sk85xIBuqxve102QJd1WX8vpcBFyOD69escTY8A+eDJYoYL7hwFbnO6frG6ye3F2ghC1VrjQyBGT+M80TsJhmxqvG+nxrqjdDXeSWjhcsX2ZIuXXrjNk4N9ZrMZOtedNW8v62FNjgsNLgRmZ3NCCBTDksF4QG/QJxCZzucslxKc+uqdV6jrmoODAxaLRbfhfRbKdZ6+IrdZWcjPeTqBdlVV6CCIV5HnjMdjtsYTrLU0y+QCBkwmY5ZnldBQgKACCk2MHp8arNnZTLQ7ZcGyXhGCozcomS2mvPM3f8OtyS1euPEC1hiaqoaQNvUhEoLDkBNVJC9K0JEPP/2Iv/6bd9jff0wx7NEbFAQTaajRSmMLQ2ZKrJLXX5RbsqFeVeKStVyJuYL3uAioAudj0m21LKog+jHnOTs44/r2Nd648ybNqhL0JkRWqxWP9h/iFXz6+We89/67fP7hPTyenWu73HzuJrdu3WL/5AnWZBRZSVFYbJGTFVlqhCyuWW+0LjrBbZ7DGGNnpNCaIbRT7XMbu4Twtee3tUX2SQi+tFlqUIR22Mwr3LKhTjk73oXuZ51zlP2CT7/8hIPpAdeeuyG00Z6CXmQZK4wu8aHBN46Ap0Gas9VqxWoldshtQxMaoSxpnfyxjCF6eY7L5VKuq9oRQ6Cuqu45BOfT9P88KhE2mlalYnfMxJYkoqIgtG3zI/k7F673b9jofj0SECWIM/2F8Izb9u9qpbr7o1Lrn7OCbP7u7gc4AioGRr2MMu9TDCUI9rXX7zAcjFlNa4bDLYb9MdXCsTxb0VN98p5hsVhyZWuXf/RH/4g/+4t/wwe/fZ/v/fgtpqszQWMRKqZYPrcBupKj0wodlWp1KmqtfbzoA96us3RcTELYE8cvaYpiyyzDJXu2mNAfmoAKgRhUouJpfNRk2rJYrDC54drV6+zu7hKc0MbOD1jUGgGSO+j+fIzo0Gp/4jnkVOm1oyIxtXYxijnGBqXu74IAJUblRm2e9fa9pB0IRYyS4UZuLFrZS/XPZX2r67IBuqzL+n2rlQAlTvkLL7zER5/dFZcj5xLdZ01lUUafy/zZdP85x/3eEC+fE6TrDZtt76mrCoLHJ1OBkHjyOk2mQVFkOa5uyLIM5xzf//73+bM//7dYZSl7JS46qmUNOkrQapGR24T0NBWr04o6ZfVoq6mdI8sNV7b3GI/H3Lt3j4ODg6dCM5um6V7/JjKzaf1rraWqpDnwdSPudkVBljbWo1KCXTObJf5+jQ+NpMvrdnPyDDphjPgQUFbQD48gK1orsszinONweshvf/tbdod7TCYjVqtlen5rquKyqihHPSrv+OCjD/nrX/w1Xzz4gsFoyGRvi6P5AWSaIssps4yyKOU4iP8vmZHnnRnJvrHKYtQqubpFlNJo73E0xETLCdETfcQ7uLF3k63BNspBvajpFQVWGya9Cb2bJSeLGVd+eJUf/eAPOT474fMv73H380+49+k9Tn7za55/+Tl6sUeeW0Khuw27tZa8V1Lk522uNxt0pdQ5NC+EwGq16hqh1WrFsl51azPGSEyatJges83GclGa25VqHwtoAmEVUA5842gah0sIjLgEBlzVUDU1fR3F7S6D3OQ443ly9ISlKxkO+wyHQ7TWzE5nzGYzWU8+Yk0maKOPqKCxIVFTvSboQK0aVquK3CyILlDbGoDVUsJUm9rjXEiWx20ALRKi2w4alOqc9qy1ojtTiYb61KCjRTDW63SzLm58v3EjnJqF9jK4eBuQ/iLEZ9/GDKrG8d7dD+htDVKm14Asz1k2Nc/dvMaLt1+m9gHnAqPBmKaB0ETqlWNQ5BTkVGFFaXq8ePMFfvDW99EfBJZnM6IJRO2JeCCidcSnvBoVUyMa9cb7YaJncv790LcvKqikZ5EGgujE+Y2AlaNLSC1XRyeOAe8juACpmTWt+CoEfGzIjAyIdgbbvHnnTa7tXaGqKsrQ6zJ1NmlvF2tzsBPT84wt+pIcPeX16MQKSJBR1ETW9uebWqC/TbWvUomoibChARIDBpWaIFBJB2iM2WgsL+uyvp112QBd1mX9vtVO75KRwdZ4SybrdUVwrThXnRMnb36wa4S+EBV4jWwQdJBcO6XShiug04ZAaDhCcHABGu8IIYUUplFkQD70ARrnKHolp6dnjLdGnJyc8MrtV/kz929FA7GoyHJDkRUSQBojrglkWqMzy/Zom9PFGbVrWNUrdBDb5t29PV588UW+/PJLPnz/I5bLJVevXiUvi26CWa8alN3IjQkS5kri5MckFl4ul0ync6zSbE8GbG9vMyh6KKXIlWE+XzKbzVAhktsCU2Ys5nOOTo4pdAlRVBg6bSY8USy1CUy2J8xmMxpfMZlMMJlmsZTw1MFgxEd3P+QPv/+H7FzdhqUhREfc2NQaJZv7ux9+xL/5s/+Ng9MD7rzxOsPJkPuP71NMJPy0zAXJqlyD955eUVL0euQmIybEpCgyqrKkWsypqobaO0I0NLVPlD5HcBFfN/igCC5yZfcqRVYSKk9sxChi2awwpkFby7AcUrsGS8aL1ya8ePNF3nz1Td7/6AM++fwT7j34jFBFsmCJHmzu8f0mNTmW0XBM51SYtCubDVCR52hjMFoTYhTrX62JUY7PqqnWIvag1rkmclEQoyd68MGho04uXDKRpomYWmGihSgb4RgcwfvURHkWixm2EKtmHypOTucMRn12JttgArbIWDWO1cERLgpq1jYrRiuapqEV0bdXXDuZx0OMDkPFHINzgdzKsakqMa5o9XT+3I50jQDpFHJpTJY2lxlee4iqcw4zUeO1uL9105LkKHYuBJNvbojOV3I8/H+5mZUmtmG+XPLg0UO2r25BsyIrhc559OSIV19+nZ2dHZqZIBl5r2S2mlMOCiY7YxZnp6x8xfbuDrNqxnRxzD/6kz/lpZdf4H/6V/+C4e4Ir4UCFlRAaYMW+ztAo4Pe0P2A6hAtLbEAUeiF4pympdmJG8fJtYfApCYrNfFymiR3iYhXHhUl8DWEpDsCnHc47zGlJdaRQT7i9nO32Rpuc7J/ChnyNzsKnLyvtnlAsVsDG10nQnEkPffE4pPrRG1kNKk1MfLvovs5XxsaMRWe8e3EPEh/zCix1teIevWyLuvbWpcN0GVd1u9T6fOqqetk59ygjWZnssVnX5ww7o9AGwgNTgv6k2UpUDWJdyUVHYKRUM0aL/kwRpOhscZijSY3llxlaAxEQx0iHsMiBnxwxOAJURAOtDgehRDoDQoW1ZKssMznc3pFSWgC//CP/4R/9+/+HVWzwNqMuvIEFSl6OVEFKucpS8vpbEo+KPHKcTY/Y7Qz5tqtGygL737wLl9+ch8VINOWJw8fJyctS1mW5HlOTKLjdqrfImFaa6JWuODpDfu89vINyduxglL5lRNHu9AQAmRZkXQxEFxAK8uwPyIsSfkqChdlM+N9Q1AeskgVFtieQilLFVYYZ7BlCl30K5SGn/7yp1x98TrOCJVwOByytbPNZ/fv8fyLL/K7D9/jZ3/zM85mJwwnPZyqmFceWyjKLEejUUFJ2OegIE80rxZNsUk0X2UGk2cUg5xqVbNaLqhXFZlVKAN+Eaijw5uAMwGvIS8LrMkwypClEMMYo2jAYiA0ARNTBtBMOsGtuMsfvfYT3n7txxycHPJ//+wveO8Xv2O0N+C5V26BUqzCnFhH5rOa0WSbfr+kl+csFjOC9wwHA1arJUWWkZcFuc0JRHpFnyIrUSrDEyn7PZb1kmbl8a4hJJcx5wKubqTpDTKF9tIJyRoICu0Nq2lDaTXee2bzOS4KuhjxzJZiXLC9N8GYCMoz6GV4t+L46ECyp5r6nNtZG0TZTeSJtAqdSEzIakwoKehgcXWkUqKnq0zTadOC81ShxsUGn9ZW9EEaH20prKKaNQyzAdOjU/7hD/6Es9mKerrgyvgKp8dn5FnaaoZISM8xKk0wSjbOrT30MxzQ2v+/qHFb3ybkmHaQ8vStTSYqKsRz95t0f0/1+dWHv2bYG3J0dMRr33kNZeDw8JAQAlvDEaHyDPI+y9WcVTPDDCJeVxwsTsh6huA9y8USYxTj8RjvPNe2rvPf/Jf/Lf/9v/zvsGVGVub43FOpGmcsygQwllArefNrX3t6vT4IjbXIcrGN916OY0JTvBeaqNIGlQYpaE00nhiF/otWuEYMaYKCOvjOpKWXG/Isx808W6MJ0/mczJR89/b3eOXGa5g6IzYaTNIrimuBGCzElnumwJlORwcQgjhbOufT78n5j3isVmgtQ6C1XfZXm1zI421Q2p61RlLTk+wfOiqePEVFs6rZGkw4fnKMx/Had15D+9QU6ZicRi/rsr59ddkAXdZl/b6VHLZQ6wme6CMMWluZZseQAhDlV9ZOTYmIENPkU7Vp3mlamDIyjFJCoYiy2fchEINw18VHV+MR/Uvy30qbPTg6OcFqTVEUlLnYHGfa8PzN5/nuG9/l//z1X6AbQ284wGSGgE8fioGzszPyXs7JyRFeBbZ2t7h58yZbWxMePXrE3bt36dGjPxgzGAzI85ymaZjP58xmM2Znc46OjsjzXJqKrS12dnbY2dlhPB5T9EqmqxkuSOZPXdc0lcPXvhPay5bNo+P6taUDD8RkQKEIwSV6l0esiKM4RCW6kRyPxLlHpWm0oomeJyf7vHf3PV564bbohqo5XsP27i6fff4p7/ziHT797C69cY/+pMfx2SG2Z7h69SohgFVWGtUucX6NoBhjMNYmBy4tCIz3KGNQOoCrqIMjhAZPQyAQtAIr+ozBYIA1pnOykldu0DoktzFBA7U3qKCJPgoSFiMeTz8M+K/+yX/NvSef8q/+93/Fb372G+587zVuvXKT6emSwW6PxUJc0Ib9kkGvpCj7ZMYQMzG+KPOCoiiJClwWCETK5Ypi2RMb6LSJ8klr0eawgIZEFVMBud+nBsWLe5bBEOqAS1ShDIPznrqpaVzFYNCj6BVk1pB2oMTg8e103xixhe/Oc2p6ElWpzdjqGiBC930fFSZZyDvjxJHMy1pqM7WEdulxMXRGJrIB1uKihu0CLweDESEEjM7EOltn6CB/26ATJS10+pWgFPpZ1nDtCt+kyT4DGWqbuLbaf2/eRmJnCtbeb9LkxqBoYuTs+AzvxWUxkKi0KqC06PJEF7dGpKMKRBuhEEMMbTVWiW6urho531FRUPKPf/If8Kv3f8mDoweMr03IyoIHh1+yDDWT7W1U0IBDYVAqoDCgA0pprAIXvKCyEbSJYiagZW0FhSBoUWMUeLz0A0qioVsnmEBA2Yy8lMbVe0/jPW65YDgacXp0TIyRO2/d4bt33qLQJfXKsz3ZoV5V8p7RBrGmBkNF1V2TEl7bauAE3ex+TilIhiOtY7asobX7Y1tfpQF61r9Va3rQUvJUortFL+BalLXVrROtUV5jtdmgHCo6nvVlXda3rC4boMu6rL+Ham2FtdbMlrNEu5H/b5qa+Awnp3Zye+4+SKndMtHWUYt1KgoT6EL5pGmKKB/IY44LCAfMb1jvpg/h7fE2LhkTzJYLnHOMRiN2r17j+3/4Iz48ucv+/mOmyzNUo1islvSGPXb2timi5+j0iNHOkOs3r7N9dQdjFA8/f8D9+/eZHk+5+sLVJLAvxF41uQyNRrIZfPPNN7HWSrBkv89gMOjQIW0NZVWyrFbMZrOOcuS9X1swP8MGOG4cuKgVaDHajcmVKypB2xQykZXDlTRI6XO/C2DRkSeHB/zi17/k2rVrjEYjTqZn0BjKfsEvf/NzPrr7IafTU25dGZKXGWenp7jGEHWbq6GxmcHm8mWsxtp1oKjN5N9ZsEKn8p6oAz406Mzi60o2ekE2L0onRAPY3d7BGCNN0wayobXFuYZNGXS3cUprxCjFiy+8wOnqlCvbV/ln//Sf8Te/fYe//MVPefDgAS+/dYcmHmL7JcZofLXCqC2InkarFKIakjbMoLFoE8h8g8kyTKYx2mKURYWV0M8S4icbQZnSE8T2N3o6tzsVI8FFjJJmofYOlTKW6rqmqitijEwmE8p+0lUh1DUfBK1EKyyiJ3pKQ7dhuJHu6L4U7XFUnU0xdZSBAuKMJuuwQYUoxgzey1rc2NySNpb4gFGanZ2dpPcyVKuGLMuJjZc95lObzPPIT6TVAz7jvhifeoD2XH+TlmNT2/Ws28Y3fPHoczyera0JHs+qXnaP36K22mqhTyHIptGGaETjleuMTGcE5/HKEXXEZhqTKX70w7dpcJz+/IzHDw8YXxly+7lXCTqyaJYsVkuhiUVpDuWwhHQdrOOjtZZgWZVs05RSmJB4wwA+Nbqe9F4gjbdcO2sUOkZxl9RGgYHZbEae59y8+Rx/8Ac/4NatW53WbTQa0VImLx7lTVe96EV55KP8HdG9CQJkjEmDLJXc3nynj4sxpqDXzSYnPWZcN5znAB+1eZuaskS/Fg2eWht2sNbm6UQ9zvP8wt+7rMv6dtZlA3RZl/X3UK3QORA4Ojlm1dRAAK1oRCgARpyA2s17QD7gldKi9yFNhNMHU4bFaEVmBFWQLwnt9OkRVIRMGXSwslELboP6Y4nBMZ8uUEpR9nJsllHXNSRBu7aKmy/e4NHxI8Czs7tHPFOE6Gh8Q+1rbr/yEuPtLbZ2JjS+4d6nn/Lll5+Dsdy6eZPRcEgMorWoqkp0I0XBYCDmBW0WUK/Xo9frre2im4boGk5OT6gacevyjZMGMFH4NpufZxFFWiQtJEpTJ35WG5bixHM0kouTdK01i3rOw8cP+OCTD3j77T/C5havHXe/+JIPP/0IlSsme2MqtySsPP1hj2jh8PiAvZ0rZDo7J4LPsow8zzHGiBNglnXWzCGIw5lSSqh6CGXP+0bWhkmoSXqeV65cIdOG0PhzSEBrStBucIIKsnbimk4Uo+b46ARPg+5p9iZX+JMf/wl7e3v89oPf8OnvPiHf7tHfHrF3ZZfoGoJvEnqmuH37tmQfGY22Gdp6Qog0ztF4R+Wa7ph67/GNw/sAHoKLTzc/IZkJhCAophcj5CY2hCgN3qpZMV9MUUrRG/QYDoeYQkwXol+HsOpA10wGxblzftFpcPPfm7c6Rnx0CZkK+KTZCGGN/ugI3jm8E6G5Sjqz5OQsDZgLlHnO7tY20QWMzanmFcWwpEkZUb5FD9LIXfJbNt5DvmZD+nXfu2ilfbE218vFJhHgdHHC/SdfQhYZbg2oworKVfjo0FpT17WsM9aoZth4zExngtokTR9odPQor4g6Mjud8Z03vstkb5t3fv0O7332Ow4ODxntjMlH8n7gEyrig5bmgfSeqI24/mEFAU/0tyj8YQRhBLw0RY72PTXBgek5WmuJmUa5QFXXkgOVbPaj87z9k5/wh3/4Njdu3DiHwMznc2yy2W+b3s3mV7Q1cl8IrQlNIET5UoA1qjO96U7TMxqqr6pNt9CLzWtUQnO7QJokaoQWGOkyq4wxBA+9Xm9NNQxrVsJlXda3rS4boMu6rN+zQvcRJB96R0dHHQLUOb+1H94btsJKJ9vcRNtRUdCfkMwONAobDZnKyJUh0xJeZ2UMihcBgzg6ASEG0QEBtKJhZShLy7JasaoqMBqPw1hLb9BnL7/CW8O3+PjLu+zv7+OVQ+UKFQyD8YCro2u8/vprPHjwgA9+9z5nszNWqxUaw+7WHtf2rlFVNVrZLvC03ZTOZjPm8zkxRsqyBCR7pW2AWkqItYKKOG3wxqTwWCVaHufIdLZxrNdi4nUjKWhAVFFu095IiYsEoNfUFcSGuJuey0EnKyxRBX71m1/y6puv0+v3ODk75q9+/pfMqhm9cUlhC5bNglW9pN8boIxitpixNd4WnY8S96+o5TF1prGZpXVcaxsVlTQxHo8LnqqpqV2DiwGtDTFqXJRG1qLZ3d7uNp1GZ8QgiEem5bi1lsabbniCAkW0UphoKMuSZbNg/8E+k70Jf/rH/5hbN57j3//8p7z/5fs8mZ1hYqTXL2iWGTY3VK5mOB5g84wqSLNjswIXIovFguli2tme+9rhGy+6jNT4RE8yGSBtFpHMFB9TMyQNkfPrpr1pGhaLBXVdMxgMmEzE+jwiVKzAOqC0XRC+kUEDLbKX1sVTlLFkXLDOwkn0MKW7xtTFkCb3fp3VlCh8ISA0xtg2YarLmPFNYDIYM+gN8SuPirrbDLcmKLFFMy7sfP92VKf1a3pKI8R5RPRihYQkhJYyuPFYAA+O7nM4P6AYFmR9y+npSmiYKqCN6ezuKVlne4V1I6qUJXhBkiCh4Uau32a1ouyXzKsZN65e5z//z/4LfvDoh/zVL3/GZ/fvsXSnZOMSbOhMNkJCSJQ2QlP0DpQSrY9WaFFPxHYAACAASURBVJOybKxYOccmoTuVR1ViHBK1FvqrjvgmYFITFHRC5qMizyS763tvf48//dM/5bVXXqWqKryPaG3JjGRgKVKzQ3JmS7k/shQUMfrU4Hv5Ch7UWpPWNjAJq+lMAElmLUrpZI5wDtpZ//srkDtI1uYX1nn3HsAaAXIxoKxBeQmGPreeLvlvl/UtrcsG6LIu6++lJNTQe8fx8RHOiTDbuTptslN+j0kCWL1umkCJzaoSTYHSCo0mU+lLi2bHtvkN1qKU7pgfoQl4q7BO2CASihfSRsfTG4+pp7WkjptItaxZzJfopaauV5ysppieIesX5IOC3riP1porV68ymUz44IMPePLkCcfHh2RZxmQ0otcvKYsevvHUlaN1v744rVRKsb293SFC/X6/a4Akld0zKHvdZqppGsnqCBGjNcrar9UIi7ZecB+vEQ1Hmg6rjWZAa72mOl34/aggHxTYMuOLR1/y4acf8MYbb3D387vcvfcxRb9g6RaiSehlONUwW8xQVpEXOat6CUgj1xoftNofrXVnGd0+l02kyBiF905yomS3QmyivH6l6fd6DAYD2cV6RWYNzgd88GQASesj8noJdGxdA1WUk7I92eLJwWOaWHN19xrKwKN7jxnYAf/0P/0n/PP/9Z/zV7/5GQbFeGvMaDJk9+o2y8bx8OFDRpMxy7pisVyirCFERVXVnE6nzBZz6uWSelUlRK9FfdpGJ03IE/WNhPqIk4VYE7taGg0fPKtGMnustfSHfaHgRUVINKyWSqqN6BjwIaEHMjBAr28JcW2K8Izb9vvSFgdBagnEpPXpKHQtVSkqYlAiXA9KXkuIRCeb791buxhlkkheobWlrhtUVASVdDjtOkjPQW88p836qqaorXON0FMb4Kcf6yI6FuO6gfn04SdUoWJrZ0wwgZVfktkMarmeT05OWCwW+L5/KtsrxohTHqOlYckLS2FlYFFVS3zlBJC0Rq6zsuD2Ky8Tc435dc77n7zP8ckhptBkNkebNSoRgsVmBh8CxmqUFpppkZf0+iW9sk9RFDSrBlc5VvOKmZrhncM1GmUCOhqU1TSLmsV0QbWs6dmCa89f4+WXXuH69eu89eZbbG1tSUZXXWNtLqiXixLY60PXLLbmB+0xbJHIFpns0ElU0v3EzoyBpMWKqj2nqgu47jKPntXkfA0CBDyjgTnfAGEUoQ5YY4nKU5YlrWndZV3Wt7kuG6DLuqzfsxL7moBYHc9ms3Mbep1J4KK1FmVa2kKrSk6cfx1BBZQWUb8WSbDcKhGu2nbqmRu00jgvQv+6AR+kuVEyVicon/IwPA8O7+OjY7w9Ju/nHK8OuXvvU+4/fMDBwT5TfUpeWF7/zuvsXRG9yWw242j/gE8++ZhHjx7R6/XY2tphPBylXB+Z8NfLWqaQidYF8uGc57k4ohUF0+mUpmme2RQYY1gtl2L7XDdE52VCqtahgWv7WanEPEpid9FrEMUeWpm0x4xr7ZA47EZiG5K+sWEUapLQQ1z0kMGv3v0lu9d2+Otf/oxYAAXUTYOKUGaSCbJcriBCXmas6pW8lkaDjjS+pvG5uIaFpmuMzr12g+hn8kwob0Yc8WJI+pbg6eV9JoMJuc2kMU5T7HpV45tATCLwb3oT33/8mMFw2D3X5XyBMZZCZcRl5A9ef4tf/vrnNIuaOVPm8ym9XoELnul0jo8Bu1yQ5bk8RzSNd8znC+bTGaHyuFWNrz3BrcXhYnwgOp+2YQhNJLrQ2VwTFE0tttMumWAYYxiMRl2ujw9J35VSPLV4PqQNZzIN0S3qlYhPMVGA0h1ClUwoUQLKumyXhCr51AjFeH7Dq1g3KLpF1iKJ6qcIjdiT72xtiyFAaraVNazqitwWHfrUrb/2OSiFmKi0zyWJ1tlocDb5be3aPYeCfX0D1ArClFbEBD8E7wXliYHPH98j5p7RzogqrKhdRW/Uk1wwA0dHR2IjP2lE62XSsdURMiXIRnquy7Dk+OyI09NjTk5OmC9n7B/t8+qdV+mNSz767V0+vvcxK1+lhihD5X1sz1IWfTHM9BCiQyuLsUoMPwxYk4tdf95jOOozGk4Y9vv4KoiN/slU1kTtaCpH0Ek0mY5lWZbsbu/xwo3neP21N3j19qtcuXIFFWXtzaYzAOygwDtPaByFzURfRqL3RVAhpgGL7vRgonVLCFBCfYwCkja01f2ILiektSiOcHqDFv3MBucCIPTUfUkr2OrEIm3zozqNmgsOYw1eBbI874ZK8i5y2Qld1rezLhugy7qs36tkO96iPz4GVs1KNCkq0IRAoSU3RRnZjCcPKhGXk3ItuolcImmpdcCiTdQ5o+T3jTZEQFuN0hCtSw5oDR6Hiw6vRBPilGdra8yD/Ud89OVH7B/t8/End3ly8Fh0KXnGzRs3uXHzGk3t+fyLz1guKjSB6XTOyckROzt79IqcoujJ1NNFrDUobfDRJ1qK6ZqadhI6n89ZLBaMRqPOHKFrai5MoZWSwE1BhaRxbNKGuLDFVx9+FWhwYiMOyE5YJvPtpPbrnLQgbV4UuLphvDXi7md3eev4u7z30e946wff5Wx+hu1lKCM0nyY6dC7NzqJaYYocmyy+UQqjtdglR3HrM1rL8TGGLM8pWYvblVGYTKOtgiYSAh31Ks9zRoMhRmmxXSaJt9sN17nXsp4Sx7QqtRK9yqA/IgbPYrYEHSmzPtpqvG9YnS144doLjMsheSGT70cPH4tea9wn62dMp3NMtcLYPGWaKEKIEoI6X2FbFCchV2LTLjQjH0S306JBXfPjxClLJbqkx1O7msY5ev2C4WhEXpZCf9JCGwz41N0YoUEmzZc2cj0FJTqVmHqKNSEwIS5tM5QOUrtRDEFc7Yg+NUHr46qjEhaSECeFWhmlKdNRC43PRUITGPQGhCaQq4zgwWhL7aQBajen3fNpuzIdzm12/7+oi9qfLoMmXacHp/voQlMMc+YnU1z0mEwyipRSzGYzocH5BmUVRmVC8bTS5JJpvIqsVkv2j5/w6d1P+OijD/j88885OTlivD3iX//7f03UkfHOmNHOGFvkFL2cne1tRnsjsn5GUch13jSNoInp2m11bu1QJMsyBoMBo/GAYW8IA8hnOaGR9xw9051jXUTW6ag35Nbt53n9lTu8/vIdtre3iS5ydnZGtazZ2tpiMBh0Q5wsy0DLwCLQXmvnz1PbHMt72fnrUTR0BmXVef0hXlqTltqmEH3QxrnavL14Hi9+L2pFaya3qV0STFgoj22j366BNl/pm9rmy7qs/7/XZQN0WZf1DdV+AG9Wi2hYq2lcg7Gi9fj444/xXhLv8zJDZxpjpWFxznXUCGMT9UGDjxXWGHrDHkfTU3Z3rnB0dMRgq89kNKbAkFtLbjO0hpqGABg0Rpc0oyn16ZJlNSeWCmMVy9WK49MjThdnfPTJXfYPn3B0coTOM/auXeU7L32XGGVzYILmF+/8gmrVYKzi9GQK0dPvDSXzxZZYpcWRLmpCAOfSMTG6owyJ9ff6w7YV/m9u1ttNzGYzolPToEiakMZ17k1FUQitKsZO9+NDwAVP7QQ1UrI3RWklfWMbstoiQS7KJiOqRGdS+BAxSZgsqIJGW0GBRpMhf/Z//BnPvXSL08UZOtdE7XGJaha1Qiux4lUofGhYVBHnJZi0yDJMlrGqlqA1mTFoaynzHJvnkgkkCwubZ9iyYHl0yGAwYP/JIVlWktmCk/0j/vitt1HJXlijWK1qlDL0ygF17ciygugaFEGsjdvjG1UX1NhS/4xJ9sFJu5KpDGX7oAM/ePP7/PaDd8mt5eaVG+w/fII+tgy3R0z2tlisVvg4S8dLgiudc+ADq0UtmT6ymEXT43yivClC3SS7YDkXMTkWtiLtpqlYLWpijAxGfXZ3d+n1+zTBsapWmCw1zUks573vRC9Rx+Qop7om6OKG/+K1e+7aVlEolKmhUhvUJgAfI6vpkp2tXTSaw5MjVKPZHk0IRM5OTqlOKr535w+4vnuNXGWUZUm1qKmWFUZnhJieD5sbZJWm9WmTr9aNUIcOp31uE5qvfP46gtl4fc8yfzBJywLSPHgfWC7n3Lhxgz//8z9n//gJezf2mC9n1LGm7BdMFzPR7VUwHA949913eeOVNzGZYbqa4kLDjavXefTFI371/q94crjPF198wf7BY5pVhbWaopexNRkx2dnm5uAmg9GIst9D5XKtWWtRVnE8PeL04JTlcilGKMkBsh2atOeyKAomkwk7OztcuXKFyWRCL+9Jg80hJycnWGuZTCbsbu8yyIf0bMnuZI8Xb77A3uQK1bKiWQhaqVLw7rA/wDeOoCTENjrf2iewWkkD671PAbuBNjSYIF/RRXG/iwFjFHl63kHJUMwYI80koJR8FqSEXDEp2Dj/mwhgt07ac5vui5utS0yNT4sMJaWRjvIe2P22VvgYuHHrZhqOaJx3ZPZyC3hZ3966XP2XdVnfUK2LzsWpuzFGPoyMJHmcnJ1yeHLIslqRFRZrNcumosz7id4mGy6tBe4JIKNqA412LM6OxYK66TPZHpMXGat6SVGORDNkQGeWDMMCxxlTVs0cbTx2rCmKkqPjA+5+9Ckf373Lo/3HrOqKopczGA+4c+s1bJFT1TWHxwecnZ2wWq04/fKEnZ0drm7tMp1OCatGpvzWb6Sct5us1u1OrzGH+NUbzM3a5M23x7M1TOjck9IxPvd9l8ToaZC66YDkickVKoJqc15UougIfS48Q2NxziI5rqehad+QopUi6EjQglB03+s22Rv0EzwuaExoqBow0dEoizZQYTBWUdeFWAPrLKFUEo7oo0vooEJbg9IaFSJFkTMoexIxFSRM8WKpzkZMsqC619nqgDAE5dNvJnc4BMUQ7ZnGBstrL93h+PCELx7eQ/dy+sWQebNkPl2wamp6wwG94QClFKvlCl83aC1NuXcIvS0EsSJOBgjRy/JWCQWS/5eMohA9TS2T/iZ4bG7I85xer0cE6qaSTJfNqXYykIiazua3zWCJPI2ktL/3LO3XuZ9DzqkM+RNdjxTUGhU7W7ucHZ7im8j2cAsTDGeHpzSVY1iMKPoFt597iRefe5HM5JwenRFcIMsku+ici7uE1HT/lvP1tMjtqzQgz3z+8dkaootUz/a6MsaQZRlVVfHw4UNMbiSENyEd3fqOoldsmobFas6Tg8e8+PxLjCZDVn7JO79+h3/5v/yPHFWnBCPH2OUNOteU/ZKdnS0mWyN29vYEwc6kKVjVFafTU05OT8UkhSC2443YwseghAqsM5SO5FmJsUooclrT7w0ZDAYM+iPIoeiJvvDatWvcvHadyWiLSX+CCZpQRSwZoRLjjoyMfn8IPtBU0px8ExQi1tnxK7VWUboYDEqMBpLhRHeudYs1Iihgynprr+jN5ver1sBXnnvpqp56bp1BTAs0pcdq0Sgx7rmsy/p212UDdFmX9beodhPSokEdlQsRq8+qKQ8f3efJkyc45+gNShG4VynPpg1K1arbPKPlw6+3NeDwbJ933/+As9mUvd2r/Pjtt7G9MdpHylEPHQJOBzyO9hPbYsmykiUn3P3yY3733gd8ef9zQXWsZe/WHsPhMIVuQlVV3L//mCdPnjBbzMnznMFgwNvfeZs7d+4w2Znw5MkTPvroIz77/B6Vq9geb6cNVoJfoiKkiWzryPZ3rc0pdWuEEFOqe/ThXPMTggRkbk5eY4y4KA5K7dPSSWPRitpjjIQYxRBAp6YorBuf1lVN9int40IbmxkAmyiLvkWf0uZwLTJO/H4lFMgYwLuIVh7lo3xfhW4jZ/RKkD9lE3oknn+NdyhrQGtMbjDRQIDRYMhka5SCHpMIP6puypsyHkUjgWyCWx2MoAsqIVbtZmetEaB9FVGjveHOi69xenzG4eEhtXf08j6NDzRVw2I5p6k9vgmdKJwmEHA0Ss5fG3IaXHJN8yRNRLKudqkxCoL6+NrTrBpWTY3KFWUpm1ibWyKBuvbE5JIYY+trKJCeCkL9aa+/GNrpeXpR6au97+s8AtrJfFKLyc+30pF0Wzc1RdbDKkNYeqKLZOQ4Fzg7O+XHb/6IV26/zM7WLqtFRbWsyLJCdGXtOdpgPJ2j5XXXz8a6SiK2r6NDbZYKovERmt0G+rNBE1SGdC01FFlBVlgWqzn3vviMopejrBZPsrb5QaXcHQO55uD4gAePH/DDH/6QLx59zk/f+Sk/+9Vf8eDwAXOW6J6mX/YoxhmDQZ/t7QlXrlxha3tMXdfM5jNOj6ZMF3PqSqitrekAXt4btUomMYkWHGItQ40GbGZQXjMzhkwdYrUGp6gmI0ajEctqyXR+xsGTQ6rZimEx5Mbeda5uX+Pa7nU6p4kGovMpOFXcBVUyTOmWTndSxEwlJGRbtfaSUSXbdHnPcNElY5McZTRCiU5UNyPht1ElX472xLR6LKB1gevOc4cEfjVt96k1kJqu1oChc7lsf0ArQoSqaTpqaHt9XDZCl/VtrcsG6LIu6xvKe98J2J+iwrkGYzUHBwfc++ILlqt5om0I8pDnudixtuL81Px0wXU6QhY4Xh7z8Rd3mc1m7B8f8J3vfYe9bA9tNU45MmvQSKL5kpopC6ZuxcLP+Ot3/pKTkwPm8znjnQnX+zfQ2lJV4sz18OFDptMp05NpF4L6B6++xYsvvsje3h7P2ecoByVKKa6NrjAuxpwdTrn3xWeYscHH2EIiXYhoCwqJ1fbXf4i2lLdNWhI8rUW4+EHfNittfo5zTyNFUSObpla6ETQSDCKOeijRmUQdCc/42zG2AYFJfK3XzyMoyfCIXlRbQa8n9R2fXkm+i7CzXNKq1AmZSZRAi9g1K49ya4c4labBdV0nbZisM+VlAzMYDBgPRx3SdlGHoEDcxqKsjKcQkE65v9YEySPocyJ77TWlLbnz0h2e7O/z3t33aSrPoBwxr+doa1lOl8zPFvSKku3xhF5eUtc1y6U00iG21tZh3fw4OhMEFSLBg69rmsbj6oYQxPY9LwvyIsfmtjMQaFGb1jpcznW7RY1rIEWdn6Kv7c2fzrt5ZsUWG0tNMCo1aUbWT4RqVTMqh+RZxmKxZDWdQdAU5JAV/OTHP2F3ssdqumRZ1RRFj7IsCQGWy/k52+Gn6zz6s9n0/G0boHYgchEta+8LIcg5CqHT1uiE7JydndHb7nVBzu0xb/+z1mLLnGbR8Mlnd3nvo3f5y5//Jf/Xz/6Cx0ePuP2d25j6DFNaJqMR2zsTtra2yHNLCI6Dk0MePHggtunTOatVDVHobVmWU5Y9obEqhTWCfhoR8HR+FdYYjLXkWYZ3gbPTU5qmYXo6pez1KEoxXFFRcrUODw+5u3+XXzW/pNAlP/r+27z20h1uXb2Jc47VqsZqQ2ZyWV/h6xHCzXPTDm289507XBu6bPMMZTQhCIUXpQR01Rql6PLJIGl3ugOuuobkWef7m87/s/qj89S5ZE3uUsBwqChUAdo8/YuXdVnforpsgC7rsr6hVqsVvV6va35ajjrIB42PnsePH3N4tI+1lsFwiI+O4APD4bDLhhE0Qrfjtw6dOJqfcDg7xBlHf7uPySyrWFHHiohl0SwZ5AUlBQ0NR80R9/bvc3//MSfzE07OjhgNB1y7cROA/cdPuHv3LvuP9qlXFaAY9PrcvvkyLzz3PM8//yJXdnbJ81I22rOC1ZnYHA/GA169eZvjN4+pVzVu5dG5TpQpkCYopk0n4jnwDQPKtnF8FpWnQ2SCNBFtDhKormGRJHffaatCWOs8rLVoo9AtfcdDUGL3CoHgxWhAhZB48GvhsmpbiyBC4pYG1WagqLjOh0GvkSON6TaI4g4V8JzXnmxy+V108lrDenOu4zoTqnINaEXtXfJwEPSq329toGNCgTZQLqXFglkFlNIJoUsbHy0eeZ024BmNpSxehIalDGfHM67u3eB73/0hH336KSfHB+zc2AGvyPOSOjRUixmLlacIBt0fYFHk0Qrq0x77pO+Jji7M1TmHQahgde1YzldEHyiKkrLMKQY9opFNZeO9CMW16gwKWocxob2tp92qpSO2L0y1jQPIwaC7Rv9W1UJICflp3ezG5YSzoxN0oxkWA5pgOD2e8cKN5/nRH/+Ql194mcV0xXw6w+Y5eV4QPTSNF7pjfPZFomOyUGkHChvIVQcZtU/r66pFw1oXsM1bhCaqrJHsqaam9q6j7iorGVHKCAKktdj1q5hWeBQ0xhaW9z96ny+ffMkXjz4nG1oGO32OpocUowFbu9vcvHmDnZ0tYowcHR/w+PFDTk5OmJ1NyfOSougxKEeClHrR4ikPWW7bhQm0on3VNUJFlncNUERyn6anM5azJSbT9Id9nKsxytIv+1y9fo3xYMzjzx+x/2Cfn/70pxw9PuaH3/kBz127Ra/Xo142NN5RZBmVW0cRpOSc7vzIU2rNW1Jz4xt84wSBNaCtwWRWTCE0oNr3+IgyYt8tw4j2nIYUPtp+hrTN6nohPmtQ9BUnf0256wwQVOcaKU1kQlKRBqiu6y6K4LIu69tclw3QZV3WN5SgOPJh1fLB24mpUooHDx9yeHxMjJFev0/Ry5ktZfqflZlQnNqATK3ArMX3USuiCjw5OaShpsj7BB15dPiYW9dvMBwOGNIn4jljytHihIcn+xydHrHwS6KJvPzKKzx5/Jh33/0djx48ZHo2xyrD3vYeuy/ucu3KVa5s7XHj2k22x1uoqKkWSxZHK5qmYZL1GdsRNjeoBkbDCT9664csFgv+6uc/o5cNaTUmLdDSoUB0+69vrE3UZVPnQztJ/YqNejtxPZezoTXGWBmyGtHSqCAojVIRj0FHhdYRyapUaM95Ln8U6pyObUCpIAk+ikUwPqLS78SUQbPeNGiMsP6lIVTrhvgiAtGiGRcd6XTyc/beYW1G4yqhGyqFCo5B2aOXF6jq4pHUHd1JkC4l9ufpvLQnJSKvR+4L+A5LCl0TBmCUZTWvmWxbnr/5PM/feomT+ZTlvKauG4z35CrD9iY09Yrp0YzqdMF4MKYc9li4WjRSCfkJTUz0N9HThCZl6zRBkB8nG+3CZhRlgbEaR6R20ihKzq/qzn1LD4rxQpOZ4EcheT197DeP99dW2LCoJkpYa0RE7lHhmpoMi3Oe08WUkoLXX77D9777Pd56/XsCOIaItRlFVuJ8ZLGYo0zGaDTqnMXkGmrRhg0t0IW6uH7+NhSo9vfO6aU21lpnOJKabu9FX1UUBb5QuBT+2poP4NK6Ss9jWS04OjnmZH5MsB6VW/p5j2xY8MKLtxltTRgO+8yncx48/JLHjx92luaF7ZHbnMIUKCzeh0SxSzbXKhCi6+yvY1ACTkRxc/MuopTHJ1tsMMToqCtHrANHJ0esmhUqKPp5j/FgjI3iKFmWJdPplHfeeYez/VP+w3/4H/Hyiy8T6kCzqtHF1zhMXjgf8tYRO5dGpbSEsuaWaBI6DhJ4rRSo1LybLpGnQ3s2KW/dtcuzUaCvO/9RBQLr957uPZMueih9XlkcvmuAfB7JkNV4uQm8rG9rXa79y7qsbyjJvZFqUQeA2WzG4/1HfPLFJ1RVxWAwIM9zYpQAPaXo0Io1wVwl9KfljUVUrnl0+JDpakqwijJX3Lt/jzuvvMq14R4NjtPqmIODJxxNjzl1c1aqgUx48++//yGHj59wtH+MtRmvv/w6N6/f4vreNbYGE/pln9IU5KognDlBhXxgnI8pxgV66jHKMrQD5vWCs8MptrA8f/0FPr9yn7PqjNiaH6i1UUA30PyG/dlFw4PNZrJFdr7OBKFaVd3Pip14ytJBbMCNaRPWFQRpgIiiGSKmxhPAqK4BCiFlcbQssagJXnRFHmmAWuF+qzNSUcvmTOuU0SSTXnF58t36kLPaqonAx/X3NpGhzh5XK6E6ejkPxhjQElhorYUqrrNH2mwbJfS32AbpbvzdjtuvYjddjh1HkO7n2m2XDoZ+MWI+XWB6hrff/iOq2PDBpx+go6WparLMYLUlKkvVrKiWNfNGCaWqNDhiCjZ9RgMUAr5xNKuG4CJ5XlBmOUUmU+i6rvE2dOhHjGuxtgwKVPesN0ulvNVOA5SQj81rrLvv69anS00PSDPVhZ0KKrmYLZn0x2QhUjUVz998gX/wx/+A28+9TKwD8/kSi4j8W8Sr1c+0DRx8NU108zlubnw7iuI3mCD44M79zkUaXIugtvpFa233/0opMpODrwkErM7QSJhr26s1TcN8Pqfo5RT9gt5WycF0n+2dLe688TqTrSusljUHjw94+PA+BwdPcL4Rq+rRQB4vUSFjo7Axx9qcMisxuaFyC0JsiEYRooOoUTp2WrkYlAw3mgBBXNOUUkQXaGLNlw8f0B+UTIYTTGaZz+csz1bMTxe4WcNksMXybMGHH35IoUvcsuH5Wy+IW9+yftYhTSUDirV5SzsMERqptZasyNC5wSmPDwHM2oIbkklO9/4fNvKoVNITsqE5Yr1Wz63Zr16/8ja8bpTb66fVcbXDnpjQ4NqJ8UhbF1i1l3VZ36q6bIAu67K+tgK1kzBLoR+JTqBxFfe++Ix3P3yP6WrKcDygHPeFxhMcNhOL19o12Nx06E9M7Aih7sgH+Xw+5+TwCG0tw8mQ0WSLs9WMo9URB0w4evyExXTGbHpKHT1OR6bLOfcPHnK4f8TJg0OubF/hJ9//Y56/9QLj/hiNprQFZd7DLSv8MrBq5hgMhc7R2hB8YDldMoo509MzeoM+o3LI2XKKznPeeOUOWzvb/A//878QR6xgISQKnEImoADq6zn0IaQJbxCXJ+0lq8d7yYTxXhze1l/nTRAWi0X3WNoasiw1CWhi9Inesf4k9zqirDRAKiiU8ZJ90WauqBT+p1oaXAqHxKNiCtxE0B/lZBodItKoaN3Ro0AQJGXMGlTqJrBrtEuptQaKREsJ7aYKsc4V7UBIkgFN1BJ6a3WGj1VystNrCk3U6BR2o5I9NF2zI88g1voBBAAAIABJREFUdLSrcOF2jQTFqHDO8f+w9yY/lmTZmd/vDmb2ZnePKWPKjMyIzKws5lRTq9SixAZECmiSUi9avRCkf6N2XHDHPf8BEtxQgARIAgSQFFXdULNBVpEssoo15BAZGZExuoeHe/j0BhvuoMW5Zu+5R0RmUoSA7ko/gMPH99zMrg3nO993vjOZTNjZe0Kmcr7x9nscHOxx59NPKfKceRXxpcMHDxj6+RCvaspZw9P9Qy68fBEVZa6PzPtJFtheQYiYoKkqR102GKXpDwYiKUXRuIYmNKieJre5rEMIBJ/YHr2UJCmtWQ54BJQwfCL4e5btecYFLjFeJ/M971JPEamnytP1k6moGWcjprszMnLefO1rfOu9b/Lq1etYk9PEGhqPthnBB+rGo41hMhrjQmR2dETR76d8drXfR66jqBL4JnYyUxUF2Kso5ilGWblfRP3MZ1nnz2+Ut9bSNA3OudR7k3VSUu89mdECpgNobVExoNJEJI9nb3qAzeV83Hy6xcvrlzl78Qwvv3aV3qBgb+8JO9t7bG1tUZcVa/0xw+FQttt51tY2ZNejxtocrS0hBMpFTVnNsUoR0mwhpbK0VAJEUQFTZHjvxcrbgTJpyLRrqF3Fa9eu8fTpDg/vPyB6xdpgwrg3ZtIfE3TElw1nzpzhcP+Iv/7bv8K5mv/u4jkunrnIowcP6RcDmfLUghPCyjVCV5DpPqeCii0sWWHBKlxI10cMGJWhrZZ7gncd69Oax7RsZQdyviTD9/zQK+eV4tg5luSxIQ3YBghBCkndCX9iX0/jNL5KcQqATuMrH8tBcul71VbRZcipsQaPE5mTCnz2+D43P/mI3Z09VKYYnBsSdKTSjVgZay1JuAKlFQtXMxwMcM7R+Jp+v48yupslNN+fsft4j8uvXUXnlseHT7hy7QofbN3kQE15ePsztIP1/oTRYMzB3h6f3blHHSKvnb3Ot777ryiQ2RPW5t1k79gEQt1gosYojbJtpTAkdU9Mwwwjw1Ff+lVcTVEUkhxVNWeGE371O/8Fj7Y3ebj9iHpe0hsP6Y8GRGBRz7EDTdCOGMOxh7v0QXm0VVRNgDmE2GBthXMNdZJDuUqcxFzwqcqqcC4wnc5ZLBbYXOSG0kcEUgbWGBMwaVghwXTyFKUCDtuxOMQgjc4GCpMRGknGg/MdMAlqKcPTIYqNQpPYHqXFkQyDNRq7Mp8kqOQS1Ro96Pb90rkUZRiqbLUYY+jkKaE6mUxgXi/IexnN1BG0yPkunH+JxaJK65mkdh2ZFTGIrbokN8clcGrlb0ETVyRVLTsg4FVzVE6xRrE2nlCFmtnOAd94831stPzt3/0tn93/jHpRUTU1Jpf5LSFoHBZrBjy4tcXZ9Q2UjnLuVCJ3Ayjni465G+bCaFmj8a4hao1WWphJFwkNMvRUSZdVbJPFlLxFHTvppUoVdCkseLE8T2uwrJ4vHeQyY1HaiONgCJ1jXgyKcrYgywoKW4iDlgvEOhCdzBeaT+e8fv0NvvnON7n2ymsMekO8EzlR2w0WaxmmahDTjHq+AK0Y5BkyLTU5jbUscNo+WQ+NislYPoJRcr5nOpP988j5jiEq+X8uOvDS39OahHT9arTngPyfuq5RSjGZTJhOp5RlibWW6XSaHCvHNIsg4CIqiqxPExyH5SGH+4dMJmscHh4y94GX37zChSvnGa4PMT1N5RY83n3E7du3yXWPl868hPaGtWyNjdEZjg6m7N3fgyiziKqmpPQ1JtMMh0N6w55sQz+n1++jlKJqasqmxOso8jEDPnia2BC1whg5bpVvaGLD0ZEjUzlnJ2epZxX1UcXevmOUjejnPcp5TaMahuMBJtPc3r7Nn/7ln/D+N7/JjWvXafYq6nnDaDQhNznTwylF0WfQH3C4f5BmJ3ka70AHsoHFGAU6UMeS4IWlNJkRtlIJgFMYrDUYI5LVVnIaUx8iMQ13tcufr35efv1FNuiRtpcPtexxJCQWWkVi9FL4MXJvCMGD+f9/CO9pnMZ/zHEKgE7jNEg5ycqzIAQnCZZSuOiwSlOx4KOPP+b2nVtUVUVW5ESrCCZ2yZlSdPa9bRKsrUyOjyokeVNKQDVoaznaO8Q3jVgNp4f6/uyQp/N9juopJgQ2RhOm8xl37tylnDkunr/Iy9euc250ln5jyINBB412y4dpCIoQ4jHL7jaiCt33rRRDekagM2uNUhH9r/75r7K795RP793mk1u3eLj9iPnBjMlkxMbGmEf7j1C59EplWYY1Nh3DIFKaXOQvta860NH1/6CpyxoVpAreNA11U1KWpUiJzEpPhE4PcHGMFvc3rTDapIf8ErhGZPBj0JLs+iDMnUGhgkHrRtz5FClJVtKTlRr3xbVcowOYIANrTZvurlTcFUmqo467j+l2DZT0tMjcDZGxxfZzJBlkSKXdKAFzVmswUnGPSerW+beptC5RVkwjx3g5m6gFOp/jIrbaBhU9g4EYbzjncLXIqbI85+r5y/Ded3j8YBOdK3Lr8NFRVw1VXRGA3Fp6qkA1YIwFIsZZXL0gBIgupD6rtsl82QPW9X0FLUydUqigiSYut1uFbtZRbC/UlklLxe+g5FiqEJcMKwnoK1BB0QRh9wgBvMKoVh6kGOYjmsYznc5RLpArS88WZCrHYPit3/qXnFk/y7mNC/SzAb72BJfkYy1jEnXqkBMTDdVusALdTl1ZnQEUVWIcZIqvIbkCxnROp3NBKQWWY2vbJtNBBUwUribGpcRttZ+ufU0reVv9eWt4UDalrHmW4xtHXTvKxQJXi5TvaHbIYNIX+dvGgI0LG5x5aYPt7W1++vOfEYPn2qsvM87HaGdRtWZxWHHzzie4hefKxSucO3eOi5cvMVobU4WS3YMdnuw9YTY7onGB/Z097h3dQ1vL2XMbTDbW0Zml8TX7R4foTAtYCp6yrmlCgzZaCjGLBkxAm3SsjMY3gXK2oJ7VjAdjDg8PiToyXptg+xlbu1v07n5ElhteO/MKDiXHUAXyXk7wjrKcH5M/k8xRpPVMp+dDYmyTwY1SLbuvEyg5LmlcdSn8MrEqZXzxH4Xjn1tONN2/dSvdiz6tOyt/J1K90ziNr2KcAqDT+MqHWvoMy8MmSZ3aurpVlnk95aNPPuKTW7eo6gWTtTWy3DKrSpQyXVVaJa31asU9s1mSToBJ/UMxijOTNrC7u4uKotXP85zCeYLzLKo5sazZ6E2Yuxlx5lEucun8Rd56/eu8dOGKNPBPK6xTzySWX7Z5egl8WvnUsu8F4O7du4wmY37la29x+fJl7ty9zZ27d9nb2+Px5jZnLmwQbes6pMClxv8YiCFIsqI1UXsczYltVPiQhs1GR1VXzBYLYcd06qXSKZnQBm0MxmqM1ShjMFpjjZX5lamvRiUA6ls5VXTiuKUUOkhFvZvNlGyXUeo4QOxkL8lwIAGKVUtvAbmRwi4B0HI+jURboW+3zcfjfU6e5NQWAlpZrJZE2GYZxYkG7bZX5Nk+kRO9MceA0LKH5EXnRZ7nx17b9rBsrK0xGo34wQ/+kq0nW0z3DlAGesMBeV+SyoOnexAj5cFM5vhYkTk1ZS1yxrT/4qinCGnmSyQSEkDRIQEWk1iS0MoF5RftwOCuV6IFEm0/VFBLl62QZvko0vcRorj/RR/acVxiahEEuJTTktFozLA/YHp4xHR/RrFW8PW3f4V3vvY2Vy5ewSiLRphJ30hjmLE2nbc+yRnTcT2R27ayp5NfPy9WHRNXP04mzct+OUUM/hh70DkrrgDgk+Dn2PYFhTbCLPnGMZ/PmU9nRBex1lLWJaPRiHMvnWO4LvLFsizZ399nb/cpRZax/vJ1/Nyz9egxZyfnuXzxCq+8/zLvv/NNetmgs3330VEFGXJrcoW2ip3txzx4eI8PP/qIO/fu8vTxU2bTkvUz6/THI1469xKLesF0MaeuK2LLlnlonEOuLpmxZnODikpcC8uKpnTkeY9FLU4ivUGDqgyNO+T+nQdQKi599yVyk+F9gKYhz3JqL2YBg8GAunbHTQs6OSt0zoP6xO9OxAuLESfPkxP9W1/0Gln0438j89KkONOteUhyVKUxJjtlfk7jNDgFQKdxGoAkRM45lBHAE8UHjEDgcLbPhzc/5LO7d0FHNs6cQWlp4s9ziztRfV8OOxVWwVqZyaONSvIhqdRprXGuZmtrS9yXkjuc1QYdoZ/l5DonNxnbD5/Qjzm/8sbbvHn96xSmz3xeEmvPwPbE7Sy5E52s8n4REPIrCgtJNo//fjwYoRCr6MlwxFtvfp2rl69wOD1iVs746cc/w9VN9/9bINcvRlirk4wtEylZmygqCDHQBAch4IKjcRVVJYYHIIDQWNvJO1SqWBsjn7W1WK0x2qAEt8r/1yQAFKS/CI0oiQK4mGRWaaArLC2Io7imhcQh6ejxQROcwxrp41Kpud0Yg7IGq6DIzDPgqAWUIUoSGRIY8zEcN37A0lBRrTT9xyDnSZH3BdAl++sTHS6smiq0wOjkzKVV1mA1TiZk3nvQil6vh0f6LZRXmEzzP/4P/xM/+Ye/569+8APuPrjL0WKfLDMMbMFwo0c9L6kXFZNixHQxRylFs/BUTQ06ihV8ArsxKmGGokcpI9JD0aN10lO5hnQytFBdv5ycO4hBQXcUlgmeUrFt84Eo8rcYI8ZafCMgWKf5UE3TpJ9ZMnJmO3MWcc7ZjbN8561v8cZrr3PlwmWG/QFh4RCvLTm2mbIorQhBiXFF6yL3OTlllzC/4Pv2Z6vguv1YzoxqJazx2Nd6JdH9vMLH6vt2s2xipJeL5LWqKxlOO19Q1zVWWbIs48zoDIPxgPUzawwnQw4OD3jw+D5VVXH16lXOjM+ivaEqa2689jrf/dY/57XL1zHBkpMzOyrRWnTGPjpcrHF4TKNQVvHKpWtceeky7771Hk92d7n34D6379/hwaP7PHq0yZWrV/E6kukM0xdjico1VHWNc7UAXrGQw5qMvJehoyXU4H3gye42/d4QrTX7e4fkeclkY8JiVnLn1h0+Of8Kb75ygzzPWcznUIAyK71jJ6LD4WkNhQHiudfd89b3RXHSwe8f4/53MnQkVRUApQh+1T3TYJW4eurPheOncRq/3HEKgE7jNFSSKBlhFlrmZ/9wn72DPT74+AMW1Zw8z8l7ogefzmZkWcZoNMb5UvJnHTvwIwyDvL0wBZ7MyHT4JjSdk9zBwQGPNx91vQPlfEHpS1x09Pt9ellOvagJlWc4GnD57GXOj89xtD/DzwNFVhB9IIT4XPDTVvQ/LwLLh3p7POQYiMZobW2NebVgMZsTiOR5zrm1s5zbOIeLjvffeZej+ZTd3V2ePHnCk90dDg72ODw4wDnH+vqEGCKVr5MDUejc8mpfETNN5UoWCfwoHUXnn6Q7WS5TZLWRD2WMsD9WpEy6SzjSnCaDNB6rgHYCgKKXSacxOJwSaHtMjqJEAgOJ/YmBEBQ6RoL3mDS3R/qspA9GZwKEikyG1LYOdZ10iTRM1dokyYq4EwDIR8fcwXxm0IiULzhPVgiI9C50vQNtdHbcShGVQmuV9vfFIGiVdWr3sUuclMI7YVvyXGRfoXE0dY1zMB4M+Na73+Ty+Ut8+PEH/OQnP+H27U9pGseg12d+KAMuJ70R+9tPmWxMUC7SM7lYBCdTgRCTeg3ApJNMUCtBeWEiWmYOYYNWzaJjJylKLEpqchITAZH7EDoBZ5cARi8GDVoaigjO0VRiytHHEis4NzjL5YuXePPGm9y49irrkzVoIuXRgn7e63o2dJoJI4DB0TQNPZPJ/2m388R5dZIB4iSDp44nsc9LpE8mz88yBKrbrpOxaoHd9a6l88EYQ7/oM5/PWSwqZrMZTSOMbZEXFEXBhQsXGIwHAhAWC3Z3dzk8PGQwGHDmzDnczOEaz9tvvc233/tnTPprqFoYmv2DA3pZj8zIsFJjRFJch5rG1YTgWOyXOFejteG1y9e48errvPP0XT746BfcvPMJP/3gF4w3xqyfXccWuYwi8DOUVeRZRtOU+CgW+IGI0RpTKPJhQYyR3dke2uZYa3GNJ4SaYl6R5z2UVty8+TFXX7rEaG3CYiH3oH7eR0VF2ZTCNpHklKysxQoD1DFBn8MAdc+FE+uyes9+no35F4WJImEL6b109Ol+08o86dhCo013DpzGaXzV4xQAncZXPhrv0BqM0tI4T+TJ0yfcu3ePxzuP2Tt4ynhthLWWebUgxsj6mTWUUkznR5heLnatye1La3FxkmwvSHKnVHIuE+lKlmU0TcPm5iaLxYL+uAAVcE2FCw2xgl5eEGvP3Vv3eePKdd55/VfYGE5Y7M8IZaCv+6igiKFeynBifGHS9KIIn9tjq3n04CFFv0e/38cYkYxV05LaO0JwMB5RkHN5/RIXJudw1xyVa2iaChc8W1ubNMEzn8+Zzo/QWtPrSfPz4eKIvXKP0pWUVUWMkSw3XRLgQ0OmBs/sUzdYVWu0bgGIvM5E+b3D47UnaAFAzkHw4VmAkBzhRL7WgiNPQORNSikwAmRslpJIK/NSrLVkVidpiUnMlDkGgowxaXCnkn6dEHDeE7ynwWFKxeHBFKuszCHyHp2q78EtAUvsHJva7RTWQxsFaskWrH60xzEkhnPVcrxdX2NMYiMloTfGYG0alBgim/ceMVkb8fq1G1y9eInrV1/lF7/4GY8eietXM6+ZTudce+UaO5tPaKYN0UR0ZlEBMYHQoG3AB4NRKg2FlWYkzwrIWfk6ACo5WUkh+zioWMFvycVLpZxUJw8zCecc0XlC1Bgdullew96Qs8NzXBhc5M1rb/HG9dfp5QWzg0Me39tiMpxwduMMoToOWKPW0owfNWgxIGgB0Iuuty/LAHVrvWJq0M4ca+OkzLUDhS9ImlfvCas9QkVRsL6+jq891bxiMZ1Rzqtufs5wMCTv54zWRgzHAypXsb2zTe0qrly5AlpxtH/EYn8OjYLXNVlWsLe7T6gCL59/hXNXzzI9WOCcY3p4JAUQHTG5Ie9l5L0+VmkWszmzxZz9ckreKxj1Jnzn/f+Md9/5BufOXmRrd5Ot7cdUT57SG/boD/vkNlLWC/J+n0pD086iAoKJkClMzzKaDJkdzVDKMB5OMCj29w9RUbN++TJPdnfYO9jjwsWXKAYFoRLDFINhkQwyOolwqmpFrdBK7LqV0d1SnmRWV9fj5DDo1YLVi0DQ/9eIqceQKD1APnhCSCya6Uz8pUfzFAudxlc0TgHQaXylI0LXAxoIHC2mbG1t8XDrEbt7O8zLGWvrayirKF1NHRsGgwGDyYC6rmnmDqOKpQRClAXLXo1UbVUqojMxQwghkOeWRTVnc/MhPjT08xEEmfdSZLlIgHzkaDaln/d57eqrvH7tDbKQUx7WZConU5rZYo7OQrsnx5Ko51WDnxdBff7fbWyc7ZIw7xq882QmY9gfkmUZB3t7YgRgDYUuyFVObhxVtLjg+cbb3yAoqKoFi6oUVip6tre38Zv3efR0k1q7NBRRmJ8QY2KC0uKoSCCxPTo5n6VjbEzb0J2q8z52sziMMwQdUU4Grrro0bUYE4jtLwQfjwlBTiaYmc06++C2J2np+iayEp0AkDBEtgMVXSJk5OuoFSoIExSdACCVQX93jyxk1LrCR9fJCH3jjyVCnpgYL4T5WVn39jXtR7sdbfJeVVU3CHF5fsjcGqMzMDpV1wUEZSYnEnjjxpscHR2wOJyDCrx57XVef/lVQhCyxtWRJ0+eMBwOeXT/ETtPnzJbzAkLh9eB0WRINLKG6Nbe2pD8qmgtHkTqCJ1rnV6V94Xl18kNPHZJZnt0TLqmY5I8JgAaNW4l0VTKMOiPuHzxItcvXedX3/4XhEWkKWums5pMGTZG61idMT+YYVnO0SEqQpJgWi1uYL5pOrXRl4mTbM8qA7QKfL5MIaPtC/u8OCbNTO+rtWY8HnPp0iV+vvNzFosF5bzCNQGtDZkt6A17jEYjsiJnVi44ONhjNpvRH/YYDoeUdcV8PuelCxd5/GCbH//4HxhkY777ze+yMTrD/uM9Prt1h4vnr5AZw6g/wk6kaBHxUgSoRW457k04s3aO2tdM5zPmR3OiEqD03/43v81Htz7k7//hJ9zbvI+rG5x2YDQmyKweYwzRiiFE8GlosQFdZPQnI8ra4comMcyW4ALVvORg/5BeYbl9/w5nzp/jzNoGLih8DFibdQOFV9d3dU1ifF5P3vO/PrmWJ9nY54Ggbo0/73xK530L+1uQJhuc3icoVAjiYqkzkZSSrNdPAdBpfEXjFACdxlc8xLHJA3VT8nDrEZ9++ilPdrdRBopBQe1rXOOwhWVtY0LTNDzYfERmLGfOrLNIOnSx51qhU1QArcRRLhkrSCLl0FYqx3sH+yzKkr4vqKoK43Pyfo9oNK5umB4c8V9/91/w8ksvY5ShWpQ0VUBnOZmyFFmOi3Xn5NbGKgD6IhYonvi1OvG81RHqRYn3XiRfeYHSkaZsmB/OGA/WUEFJUu+99M8oTVZkoGE2XVD0c4a9Mb3eIO33U3a3d7h58ya+F9B9yLKiA4wRsU42mVmCn/aYrijXI0gvjjZLANQaEkRFQLbHW2FEQttUnlg6pTUxeKnwxtT/o0KSAAZp1k6sj8k0yojcLCqZGxROHLw2uVwFQDHK8WjlcRgwIRC0EfmWEbMH6y1OeXSabSTMUSDGZEoRSaKwNucVF6oQYzc/yFpLURT0ej2Rsxkj7m7OLVm1BIhAkrCmaej3lkN8vRPbZBXB1w1Ppo9RgDU5WeqNaEphqqwxZFgyDCYoDp8ecLR/iLKa/niIzmXAa2v0oKK4I8paiqzNdOuaEkNAJ+aHFuyyCn6WsrJVJqg1P1CkHqwgZ0k7w4sosjprLcP+gIsXL3Ljxg2ODg7JYx+rLKlcjvM+9XpZeY22naQ1REX0UYoBxGNA9HmxKoF70e9XYxUEPc8AYZVdeNF7P08Ku3pPMMaIscG5cxz85ADnPb4KqXYjr8nznN6gAAO7uzscHOyT9zKUVRwcHFA7KQYdHk45s3GW6cGUn/3855ybnOPalQaN4Y2vfY2mbIghELyjaVRXKDC5EdazDtSLkqODfaIK2DxjbbBOE2VswNHeIddfucHVy1f5+JOP+Zu/+xEPHt2nGBScfWmDvdlu6g2TIandkGZrMERc7Rmvj1gclEynU3KTsTGaoDFsPnzEy69e4d6Du1y5coWNjQ2UVTjXYE2OzXNO1pECoOPKPJ/nrOHnMYEvkrj9U1mf1fdo7+EqKjHKiQ5W5HsaIwfptAfoNL7CcQqATuOXPsqypNfrAXSNv20PTlmVUuFsZty+9Sm3bn/CYrFgsj7G5BlVU2JSkztaZlQopRhOhugIZVMRzYkKrQoip1JLDXa/36dpKgKRtY11dnZ2yHPLo0cPGAwGYqs9GnQsw7yuqMsaay1rayK3896T5zm6B74JXS9R8A4fl5XEVmbRJr7HrVyffWi7Ew9dlRLRtvckeBnG2DrY+SaACuho6GV9lJO+itaBTQE+BnH1skqSpOkBWZEznAx5+PAhf/XDH3D/0X2yUYHueZx2+Pb17fDLtM9iHS4/j7SyjYDNJElrdfkYUMloQnmD1oFgPF4nK+Um0NQ1UUkCSJR5GMYo4kpvTowCSAajAcWgQBk5tlVV4YJDGYO2ihCsANo6MSZZhnUNukoyGb+cLXRSutcmpcFEdqd7FFmPvd09zq2dY1ZNsUnC5rWwbbFJbnbGCpuUjB5kO5Z2u20CZYwhtzkZGS5zNKbpZHCtFK79214v65rilVLCBgVp2tHaYjWoGIkuUDchuUlZtDHoqHC1Z2PtDIfTIxaLBXkmgyBD40AblEUYMmvAmI4900ahbIY2Mc17kb6uLmFP15JSrctbkhHSSuMkgXPJkjrq1izcQGLIolIsqgX9vGDYHzEoemTGQoxsbm6yeWeL19Zf59qFa7xy5Sq9QY/F4ZxysSDaiO0bYZS0RiUmqK4aGi/XVa+XU7lKQFjH+h5PgL33qX8kOfKdSH5XCxWtRK1lnJRSUhhp5ZXp3Fk9r1qzhxcBqaZpKIqC2WxGr9c7Nlz4/fff53/72/+dqqqZzxe40DBaGzMYDMiKnMo1hEVgNpvSeMeoL78ry5LoA0pZbJah0UzW1phXc/79f/j3vPrKq3z7ve9w9epVHt17yGQ4YdAbynY5v5Rl1g0ZGUXRwxhL7Ruc87jgQIupgWkaaBTDYsTbX3uHsxvn+fiTj/jwww/49MNPefPdG9x7+Bm9wZCiX/Boaxtrc9bXNtjb3Sfv55QhiIw1F6BeVRV5cpk8mh9x9uIZfvrhz3j1+mv0sj5aW6q6TgNpI1gpqDjnyEIyaMlMd808777afr0KYJVSXQ9Ou8Zt79bSefILGJ+T6+xbtnopfRNyN/XRhUAvL9g/2GdjsIFORZvpdMp4OP7c/3Uap/HLHKcA6DR+6aPX63Wyn9ZauB0O2Ct67Mye8mDrAQ8fP6TxNTYXowLXeBl0qUTrE1VcaUCHsGJ92lUD0+ygro9BBXGh8k3SiqeHaGbY3H5MWZYYK039XRKbHpKxAOMUf/79/5vvvv1tBq/1sT7DlYFePkRpxbxcoLOltfLJ6vCq5vxFoRLD0DE/XyCJUBHEbkvc1bQCpS1aB2lGxqe+Gnkgz6ZT1tbWqJqan/78Z9y8dYv96QH9wYAqlp2UqWUBlscyEpVKszdW/IoS2xXS+xtrMFoc40TfblDKE1F4LdVPm3lMbjGlSZbc4jSmlcJ5B0pJ707UGG2F6UFmN/kIOjTgI0458ArVKJQ1ZNrgXZKsGZuqzkuJS/SBg4ODZ49ht9bQmIDNMo6OjmSGyu6ckVmTeTMpcTNZRqba5Df1okRN9EuZXZvwei+yosY2YBCHvaZ5ZhZMd+7Glc6bIAA2JMYEZIZPTOsc0zqoZCPtYySEtD/pnFDdHJTjgECkby2TIwNPlY6dKx9T/Qq1AAAgAElEQVRKbMeFAYSIJMp5LxcGTQmgMe15kva3N+gTgsMFGTobo0vnilxv5y6cIzMZhc3EYdErXNPIMNGgePRkk53NHT7+5CMuX7zEtSuvsL4xwVee/YOnDHtDFMKuZSan3++TBQHLZVkux6ikBLT9rL7oQmpfdgK8nJRCrcrhVs+d7mfx89mDVvq22uuVZdILsr+/jysD3gk7l5mcwuZiPGKEods7OEQZkhGC7QoF7f0lqIAjgAIfHLNmyuO9x9y88zFlNeedr71NcJGyWWBQDPpDGZjbOBazEu2NWFCT+ri0FFNcaPDecXbjHDtPn/D08Q79UZ+XX7rC2mBC3xRk1vKzH/2U19+6AUpxcHjIhbMXmM8XPNl5zGS8zny6gDRDTKfZUSrKfCaFFpZpPqWqKj67f483X32zY0w0y8FSJ5m4L8PWnFzbk1K4563pP8YAYfV9V7dJQTcvrCxLhsW4s7t3zqGtZtAb8o/8N6dxGr9UcQqATuMrEW0vRButHXUA7j24z2cP77C7u0teFPT7fVx0+OixmSEalWRVsetBjzquWBAvq9TLB1s7lFEJo1POyE2O1lD7mn6/z+3btynLknyiiYhFcuUaos9EMpcZjILNB4/44d/9NdXRgm+/8x3Wzp3hYG9GXS0YDoe4Wqq5q021bRX9ZAP1c49NElZ1DsJJOkT3gE8T65953svPGx8k6U8PU49kyyHNe1FGM6tL7j+8x49/9hMePHpAf9xnMBiIQ5gS5mepsY9JHrWSbCB/F4GgbDf8MUYtPUBWpxk0MinVRItvPNanQahKEx24sqI0i9S8DEppmhgxSiG2zDk4lQio1t54BdC4uNwWr6i1Bid/Wyd2ox2U6r1HhdgNvu0+VpihqGDqFgwHY/BRejHKkrquKcuSvu3hXE1uC7ROleP2tXhcDOQ679a/BT9VJXNPGtN0CWtd18+wP+26xhC79Y4rtoAxSOWbzlVNEnwfIz4AXj4rtQKslAKjE6uTZIOpT4sEbJWSPizJ1AJBRQG5MSYXuMREKkVd13I+WykMiPlFusaiNMLTwm6tyawlK3LyvCdyt+EQjVilq5CGhiIfaM3BbB9Va3amOzw5eMzWk0e8fPEqV1+6zMbZDXAQPTRBHMS0tt2xaXzEpP1Ryeb9ecCnZavadWqBUtrR5Xm+An5a4PPMep0EQC+ITn6ZQE/LIjnn6PV6aK158OAB1aImEjBKYTLbySfbGUe7ezsMJ0MmkxHaGuqmwcckz7NyXFFKGENlIMDczXm484h5OefS1UucXz/H+fPn0CiaRkwpbGFZyyccPp0SQhSxqloObsbLNVdOF2TKsjacYLOcLFgmxZi3b7zD5fOXcM2C/e2n5P0eo/6Y2WJBkeX0L1xgf+8QbcBkIqcNRkwBFGkwMcKKTuczMpNx89bHvPXGWzS+EXOVNAcs6uVxb23yVQt4WYKP5wGYk0DpZHFqlQVaZQFPrveL3g+UzMiKpFlZcVl8iHFF9ZBjTCaOmIC1+rjryGmcxlcsTgHQaXwlon34tw8brTXz+Zz7Ww94uPmA6WwmDw2r0Jkm0xneI8xPOz0xAR/RsrSshXomIVEdSyQsgjKkimlEa9MN4vzsszu44LFBEz3UlUOXNfQyTC8jKvA6snZunUf3t6imJUU+5N233odcEqQ6VlLZZKnzh2eryJ8XSnazU4R/8fNwySoFBaFu8Ol4NIh0RWUyFd2lZOGDD3/OBzc/YO9wn2zcw+nA3JXYvsXp+tjxO6ZLV4GIPrZNq/vYgq1jEjMjPR9GaUKIgCYYR2yWlW+ltbyr0WjXiOmE0WSJ5Qt4Abkx9XjoFpgpIl56PxILkRwX8EoSKxfEcEGa5tM6rPR1xLAyDBWR4bTgPNMZtW5YTGdsb2/zyksvC9PiPXVokPk5YqgRVSTGFZe4lOyI1bicc6uSqtblLaz8/yhUy4p8ZsVOPc238bQW0kk2iMdHcCEKU5SSyaBIQ2tjAj2p4p6kidrIcdTJKESTGL6V/6m0RuslWGrnbQXZSbF0161Mrp3nFNBakVmDzcRuOe/3KIoCa3OZwRVlTkz0ARUCgSDbmIPuQzEqwMPhwSGPb21xb/MuX7/+NV6/9gbnN86SZT1M0FRVTbOYozBkmdjax9i0J+YXXjktoD4GgHg2qW2T4XbtVpPqVXMNrbU4QcbnJ8qrPSerFth5nlPXNXfv3oVG2Btt0yDmZKARY6RyFYu6Ymwn2FzAU8uei7RWQSaSTKvEFbEwBYNej16eEfPA7XufgA6cGa0zZkyT1cztjGpe4ZuAVyJ5q0O9lHNqkeDaYJkeHDIejxlOhjRNw/7BIVVVMe6PuXj9PIO+5X/9P/4Xtp48Yf2s9FkOioLeYMDOzg69vE+wwrrHzKThuI5OZgs0vqYoCh7vPEZnGlWlXiVjqRc1WunjICg9R0CAcFcEew4IOglm2vvUKgu0+jcnzWueB6a6v486MbTPmQUVgajo5TK4Fg+DwUDOA6CpXHKtPEVAp/HVjFMAdBq/9FHX9bFp9yCygHv37vHBJx8yCzPMwDLuj7sEMu/nKJNRNiW5spK0rDi8tVVqqWAnhiRVgtv+H5Wm08sDLYARnx5rDYvFnK3tx12i4QnEIMMjjSvokSXgFIUxmgzY2dnlT//dn/Lk6VP+y//811i7MGF36wmT3qhLxpeJ7ZdvbpVEFLpGhfbZmpigtv8inphHA4ILfQKJMuhThoZqq6hjZF4t+Oj2R/zs41/wcPsR47URg8mA2WLKIlYMs2FnXXuM+UkyKdrGXR0JSU6lo09VfJv22eFTArYKhqJSKB+lET9KgqcMMkjVarSnM6fQxnTrF4i4sExkQmreX4WGHdDVBu+Tn1kMnfypBTmrQKhL8sNynYKCQvWYTRfEOjIcCsuxv7/Pp59+yqQYc279LEYZQmJvsjR/CCV9SbEd7LqSOLXmBqv9Iqvzh5bnyEoynswEVZK/daAoSJJIBLxI3nyIbZuQ4HyjwGqi1SKJtAZMTHbBMfUskba1ZfQiRkHQWoBuYvi8F1CkjQIPWVEQouy7Cx7Ckn0wWnH+wnmxVjYGEksWFTS+oXbCgBGk8k+QtVHpGtaZwhWBqZsSnCfknmySMWtm/P2HP+YffvZTvvP+P+Pli1e4eOEKWS8nbYIYUyhSD9qzAORFsUxe07n0vN+txEkABMdBUHs+Po9pWO0Vat+/fe1sNmNzcxONEYt1LUOgW9a48TV1XVIUGToB0UVd4X2TZvoYGu/AKIL2wsIWmv6gx3g4ZlwMyW3BPMy59/gzaldx+cJlLvUuMlFj9geeg+1d8rwvYNtHkaNGsaAGKVxNJutEHzg6mBKDoqcE3AYXWDydc2ntIv/mt/81f/nXP+TW/dusT8Y0IfBk6zEba+vUdS2W8nlNsBBcBCdMoELjgqf2Nb1BQVmXMoZAH+/d66pEuu2xebZX5yT4eRGLs8ryPA8ktd+vsvnPu6e39xlxfZDBv7JdCYuLRhhjDLP9GT1TsDae0CvEiEakkKcp4Gl8deP07D+NX/rI87xLBlsp3N27d7l37x5NU9Hg6WV9sixjVs6ofZ1mfKRqnE4Aoe1V0MsH13EdNx3z0zEZWuFc3Ul3qqqi1yu4f/8+BwcH9Ic5wcgcoqhMxwpgRFvvlQejaKgpfUlZlnz82U3G62vcuP41JhsT6mlFHpYN0m2Fv40vSswMIqvS6bMonVaS4xe+XBNVQFsl2+/lIKhcEwwcHB6y+WSLv/ybH9Dg6I/7xEwxbxZ4A1oZ6tBgdOySyJMhwGgp0FvdrvZYtfu72gclCYisgVLSkN++pjUs8HiIEW2MMEFEfEzrnYRMUQvLoQM0IaLQBC2AQbbKo4zttrX93CXHRmNbSc8KAOq2X9FV1U0w3YyoOpZsbW2xubHJ+Y1zYtqhpIEhJpAXSD0veGiHIaZ1P9k30v2/kwA5yI60SVPswM8KAFLps/dibhGEFYroNPw3OepZhck0Piohi0wijRIIgrByLrbrCNqo1Fvku/4fvEd5OXddTIN8tbAOeW47lsdkmv6wICY7crQieKiSXbvzIc1DamV+CWgl9sjhcSZSNhWNq9FRk+cZCpjNFlSHJf/uP/xb3n3rPd57By6evUQ2yNEYvFO4pqJXyPvTMVdfDgytAqHnJc4nWdy27+b4vad9zYsZoNZIpGUZrZU+nr29Pfb29uSeQRSjkJUIIVB7x2A0RGtN2YiEUq38PoSAVxUxKqJ3KB8w3mAbg7EajzAvs3rG1tNHlOWcozMHnF8/Q9/2OXv+DAdP55BFdFQY0jyqVlaLJrcZVVPTVA6rDFkux79pKuZViasr3nnjbS5dvMyf/Nv/ix/8/d9gRjlnzp6lCrXstw2ELMNlFdQt0pcJVCE4kVEaCJX07A3zkYCE0Mgw4xXWZvV+o1R7nI8f85PgZhWIrs4DWr1eV9f8RffvZ1ieQGK5WQFAEUIgJtDvvfy/tbU1cblLKyium5zK4E7jKxunAOg0vhLRur7Vdc3Dhw+5d+8es9lM+lAw6WFfd43CbbLRMkdKydyE1YgpUbbtg251/g90MjnnHLYQTX1d1wxGA+7ev8disWA47gnoUHROXD7ZMbc9QfkgZ/fJgmAiZzfOUfmaH/zoBzzc2ebbb3+LCT3QBVmWPWN6cLJy/LxQCAgiCsxok2EfRT4WU2K0dHxeTWJb1iYQTGJQVGRRzrn36D4f3fqIw+kB/clA5G7Ky3DRTKONJtCglICPsML2tCxBCyTFOlma3wOSsIn7VThWjVVKLQ0OxNsarQwhVTwF0Iq8JbjQycTQUkF97vFZkaq0x7Td/XbI5+rxBlBadT0tVVUfY35YASLpH0hCHzOpVpPT74u98O3bt7l84RJn1s8y6g+IUfp+vPdJTqaPbxNfLKE5JnNLa93a+oocTRPT5HgBKQGX5GNN8KigCG0ip3RycQPlLViDjhFlIlpL31xcOWeOJfdBeitipLNxV0n2JmxOShSVgJisSP0pSd6W5xZtNfNmlkCblkRcKbRVYnhgU+KvdDqnxN47EnFpeHCtPKqnMSqjmVeU8zmm0RS9Hmf659j87BF3HnxGCJFLF57w8uVXeOn8RbKiwIcGk1lhzXTLPMZjx1u3s2TafV+5jGIUqP081uB5a7bq+KdXztnPk7qGECgKsdnvAHZd8/TpU8qyFMe+GOTDrZybCbQWRSY9kFGkhlrJ/TF6cMrLuRHBe0cTHI1zlOWc2fyIQlvmgzlnxusoAuV8weOtR4wGY85tnGNtvM78sCIzvc4iPnjZloiRIamLBVZnDHvSM+jLhiY4jNJMBiM8hq37j9E9Sz/rsflgk8HGgItXLzHfm2GMBis9ZGIt39DZric3yaqqRB4aYXdvj8nVDekjrDygT1z/Kn0cBzknv34GrKxcjy8ypznJ2K1ev+3Pj4GlKMBetUWJCCrdE4UBAu8CFy5c4MYrr3PmzNnUu6qx2XM34TRO4ysTpwDoNP7Tj+c99xWQZqbsHx6wNlkDAnfu3uLDmx/LPIg8B6UYjnsczI8IZaA/7Im0I/VR9Pt9alelerd0bau2yTSGYw+qto9GIQ+tENvhgzJDRStL3TQopdjeeULtGpyKNC6gXATj8Y2BKhBrj4oBX9VUjTjZWQxVKJnNSpzzHN6asv1kk9/61X9JyAIFIcnAIoGAjvrE9i0fumrl6zb5jKplNnQCeyIlWh7ftlS4dGGDSPQNMqun/fAcLg54tP2Qm3ducu7SWabVjFk5pxgWFEWfqCSZNkolX7GQPLuU9MsoGXoaU5VWt0m6EomWijJAU0UIShOwBDRETfKBQ4uHrbA8IRJcs+ytMIagHSEqNBk6anx0qOggaHQCpeL+ZSSBMilBDzJwUQVp8m+apjOROJngqyjJvAqSGGuS3TRL+2LnHMPhiIycw91DeioyyIYcHO5T3Su5du0ayhiKfk7UCl8LOM8ysbqO4Th7tppstZKn1e9fnGR335CWVpKuBIyb6CF4AUkd+6O6Xh+dAJmPPhlY+CRbTPOKklwspF6qgBfppgsEQ8fQ2jzDFhabS79WfzjEJAMEky0r52Vd4StP1s+ljyRGgndLFglAaXFgjFrO/5iu4CgOhiEEgvO0Ay3zPMcEjaNhNp0zbaacf/ki86rk559+yL1HDzkqp/TGPc6ePU+GBiPHqAX/Ku0zIbncYeR/IeejjtK/RZLRqaCXc550hCjlADjOMEMqSqwC2ARSnherEriWAYox0u/3qaqK6XQq56INqOhx0eO97iS7q2xFSIYvWZYRXcA3TowQrNwPopYtji6y8J6mrqiqikLnVFXDfD5nv9gn1xlWZ5iDXW7e/YRm4XjrzXcZ9oeMB2M5f3QgaIdJc5m00TS+EQOSgBxvowGPx5P1MzY3t/jLv/4hH336MYO8x3R/zi9+/AtefeMadSOAR6c+v2BUKtoIW5flObNyRtVI8WE+n1MUBdprqsp3LNtyLUSC29r/tS6aJMOT50dY+SyDsSHJQleGqQboDHY6NigGud+pFuAk0NOe5Enq1klXA+hkXhKDwoTIpZcu89rl6ygUde2wuWx7XTXkvVMkdBpfzfhSAOj73/8+f/zHf8za2hpPnz7lj/7oj5hOpxRFcWzGiHOue+B+Gfep58VqletkdXP1hn5Mn7vyO5Aqfzts7fd+7/d4+PAhOzs7/M7v/A7vvfcecHw2TAiBP//zP+fP/uzP2Nvb49133+V73/teVxUaDocvrKJ/mQr7F+3vl319CEEaetOQurZ63R6ndl6EtZbFYkGv1/snbdt/LPGiyiak5z8KXIS2mVNBk7TcRa9gPBmxtfeIW7dusvVkG4+jv5GDhsaXVGWUYZfKyNDSKLIzpWRehDbik6a6BF30TUqlB0+bhKwkWKw07mfkLKYVw4llOBwzLUs+uPkx/fGAeV3hdaCnCzJtwRlMqSjqDKUiwRe4ICYBDo83AZMbVIBZOOTe/oI//tP/mfe+/g2+9Y1vcvbMmHJWMjssscow6Y2pygobDSiNwWCUQaulXXMZpqnyLudRy1wckz91D9cTlWYV0Ercy7JBRn/Y497j+/zw737A7Yef0VvPKFmge1CYjKgl4ddakymLjoHMCphBBeiuZ0DJZPPRcMSiXgiTpiy5tWjjkvtURlkHvFIUGIzJMVFjnCLXUGQ5Tx7vsNjfx1c1mbHUeA7nC6ra0TN9bAXRi4zoxvXXOJrvc/Ozm4yGE6pQ4rxH0lcDXZU1JURRyTHVbXU/EqMieC/SlCAgIaReIIPCSiMSHpE1GZ3hZoEmLqRXIUYWborqW5rY8P0ffp///l/9G8bNGB3EpjsGA3VGjI5opUdHQMvJ6rHGh+PXjyhk0n02REw0Ahyc7JtJCXuMiGNUGmKJa9DRS+9NJgwPyCylXn9A46BxJUU/l9Q07VvVNERlZF6MTtJSPCFAaAK2EOe2Xr9Pfzgg6xWoXBrUowrongxPbVTAxWWTvDIGg6EJMVnKBQHuCYwL6yaOZ8FFYh0ITSA2GhtkGKRWCleFZBBRU9c13skamn6GGmiezvYZjyYU4x6H0wP+7uO/5dA95dvf/A5fu/4m9VEJQZ5/48GI+XxOOZuzvn6Gqqq7+4Bsd1tUSKBUK5yTe4gx4jrWukQEJYxc00rfQkAZAeqrs6TMc8iE1eek1sKitM+MlhH68Y9/LH8cGhQeayLGKIw5XjipqgqTZ8QoToI6CrtmlKLxHlgZvJn6CZ1z+CZSxhLnAvOqZJbNBWAmqW90nug1n/w//yeZyRn0+4zHwgydPXOejbUzDLMBvnEChvsZVom743R6xNH+AdPyiI9u/pw7d+6wvbVNdAodC1TVwEyx2CkZrw+ZR08/79PkDVM3wxqLzUaUvgLnGQwGHB0d8fJLr7C9vS29oFVFluXSM0Qy2sis2MHHiPcOpWxiW5Dzr7WEVyILBoTpDo4mNJigyFUuFuNJ1qgzS3QKpQJGa+nJihrnRL5nMiWPF9dejxHlAsEnVrZ0DIfSv3pwcIQCJqMxhMjB/iG/9qu/xtp4HREYaorc4nzEanUKfk7jKx1fCgD9xV/8BX/4h38IwGQyIcbIaDQCYDabMRzKgLNWZvSPjXZK+UmHlDZOfn0yqW81zu3NviiKrtp1584d/uAP/oAYI7/xG7/BK6+8wmg0OgbQmqbhRz/6Eb//+78PwK//+q/zve99j6IourkxL4p/KsD4Mq9vQU+WZfT7fQAZJvlXf8Xh4SGHh4f85m/+Jq+++mq3Bi34+acCtP8kItKBn+AamtCgrbjfBDy37t5i++kTHu894aiaoq3CEdEKAR/9glb+rtQyMeliVZ5jjg+yVApCrFnqoPQSlEXhUazJaVICHxWSbKqAsoa8l1GlXhEAXzfUswV1XmBzCw5cmuHiokvJncGpQNSeqAKHzRE//ugnPHy6xRvXb3Dj1Rusn1vDzT3bhzu8fPEKygGNwjeSBDrnu14Uemm2SydTWrFpDvHYtSJs0YqcIwJB0S8GBAJbm5vcvHmTBw8eMZvPyAYZ1tAOkUEbJaxPlMGSRgWCr1AaotYdi6CVTgMzI85FrMrp9QcURYGyBu8baZpuIuONSbIm1t09QPtIvSgpmylPNrcYj8fogeGzB5tsP3mKtjmDwQgTDOXunJcvXGayMebqq1d5/PQxd+5/xuxoih0YATwrMiWNgjSTRyuNVl5mRZEAENIDY5WwJNHLT3XUyTWtTX4iwclQUZUYmJjYMK/BBIdXkbpx/OLmz3n9+hsc7BywPtxAOQhBkWU9PA2w7H86Kcd55nL5vIKC6k53SbRCBC/zjFQM4val28bwVsYXUGHJSkmyCAGFMYpB0RepVPSEupYBl4WlN+iT55bhZISxkazI0XmGyqXy75W8h28NR5ITX/es6PZzxfQiGmGa4tI4wDkn/WmhZZksKkJTBWLT4KZVAoNBigNagdGoZKhg8xwfPHWIqL7Ce8fW3ia37n9CnmuubFxBa4PyCPOa7g+aCMGDl23SyiZmM90ftEnMie/O3Rjbq/AY9ZquvcS/JppZzjS6Qsbz1vnk/b9Nutu+s6ZpIFs5L4ITM4ggLnlaW8qyIjeaLLMJpCV2tX3/VU1fy4So1kEQprMZxhiqrJJeSGXp+lR8ZFaLQ9n2gSc+FGlapo0wRSYTBjJqlDJSfPKBqmpYzOaU9QLbU+zt7QmboQqIcn9xs4b97X16/UKAfXICRSu8FwZIaSv9axoUy/tc1+ejZN7WsjCzdG0L0eF8oGf63f6r9iLiWSncKgsUo099pStFXQAlhTZPO4MuolqAlRhZHYUJNFHYo2IwZjFfkJmcSxdeYn40Y297j7XRGu++9Q7n1s/Tzwt0W5QLaf8wUjc4jdP4isaXQiztzIC2R6GNrmchMRGrD93VoXtfBCLMyhDIF8Ux3fqJ71sWqtPzp/dcLBbs7Ox0lpXD4ZD19fVj71uWJVprxmOZcN3uXztH4+S2r7JRXzb+qSBkdRtaK9s/+ZM/4Xd/93fZ3Nzk4sWLXL58mRs3bnR/11HqaQDeL2tE1T1vAChdg82T9h/YL4/4xScfUzYlVVMSrYZMNOFoDcZThaaTJLTRtVG0jc06sT9BejtaBkCar+VPVbJclrfS3fYVmcVXjrou8Tj2jw7Y399nsZgR8xG6DxhHUOJIVLpA4QpU0cMWilC1koul+5NUIZOsR3umi30W94443N9h+/Emr127zrXL17h4+TxPnjxGY7DRYpQlU5q8l6dkT/qSgGREoLrehPZcb5rmmeuvDYXC15FJb8KsPOLR7Ud8+sEd5nszBsMhfdtHRZXmZihUsCnhl+QqEgi6RzC+S1CstVhrEths11jJMNDcJFc2+fu8KMRBKogEymUWsoyoFGXjWBxOyYoei3nN3t4Rh/uHmGjomT6hiswPZ6z1x7xy9RqXrlzg3KVz2NzQy/tsP93i/OQ8pavSOseux0PrBOaMBmMkoUl9AfjQyWtijLgospcYUlKeemyWJ9mJc/qEhE0pxUcffcS//m25T+Y2o27qTmr5/7L35rGWZudZ728N37CHM9Q5VV3VXd1dPVd327ETmySQXLcVW5c4lkiCdG8QAgUiFEXkD0ykNCQSyAEhMQmRKFjILRGUmD8CEtxEygVd4MYivhc8BGdwY6ftavfkHmo64977G9da9493rW9/53R1d+UGIhHXKp3a5+zh29+0hud9nvd5g4+wawR+TrPmb9WExeTEe8efcQRat2b2hbwykclIElA9BK4mkwlVsxLWKy7wvHIxPy6AUZjMUMxKphszJpOSsswHswQpI+MgyOcdgUyl72IAoEoFkRwqAaHxAAZg5IMX62ICvXNoJ4tio2ItJddHS+t6kLsOwTctphhKybg5KUuOj49xzpFnGd479vb2eOGF57FBcf6PnacocpxLQTip4ZWMMGQhDehe5G1R76ZYF3Q9nTOiVHStQ63ZrPhe7SPTsvbWeMv751b3gHOOpmmGulBZECZToXB9oOt6+t6jMyn+2roeEyyZFg5BvgR6J3biCSBIgeQASoIGOkm4nJiNNA467TBKxhupNxWYb0zpO1E3dE1DW7WsegdO8li0tuIUGaWK+IBzHt/19H2HW3TCKsfrlaSM3nuWyyXL5RJdKPIsG/IkhdWJOXRKrlnK/0znUK5bLOo7uj/CyGjGey9W6lGKK/0p9msVc7TifKB8ygOMsjfGtYTW0mkAExROJQm1BCCkLlKIToZyHgD6tqNeNQTryY2lqWp817Ozs8O7n3w3ljyVr0MTwZMWt8Y7Bgh32jdzuy0A1DQNWZahlGI2Ey/+5Gq1ubn5pvcrpX5fbNDbgYOx1O2dQEQCZGnBP2ZwhqjNyL8fGAq+NU3DarU68blUUPC0hXLar9vZ/9PvvVW7XXCUtjOZTGjbltdffx2AN954g7quByCYkr3zPP8jDX5SS8n5ffBk0wKForCs7KcAACAASURBVMfzjauvcOXFF9g7OgQDJjOSz2EUPi6sg9bYHJLmfbgWev27iVah/laXSQWUkai30rJATRauaQEFYKPzWG4y3rj6Or7tsFozLXMW3TGmlzodGknmdl0LLsdkOkbfNRka7TVaG4yXCddqi8ktk2mJwVBVC577vS9ztLePbzuKhy+zuTVFYzA+Ag8ni/TeOXzvoddr4MN48S2PRtk3gaKBrQ2KLvRkPqc96rn28h5HbxyS25KZnkGDFJJUXrJ8lIr5VIjrl4LOQDCZXBNrCEYTMoWOZgZKiwwohJre90NRx+3tbaa7JcEEdAZFZtDEiH/nWNUVi+WSrY1tXn7hVW5cvY4lo7AZ1XEF3rBdzLl8/2M8eO8DzLfmZMYyn26wPd/i6vU3MFiCr1AuyZciELAi21LWRPZZFmfee4JKbmZJghT7bhrHGNngBn3CFU4WukQJmvxeliWLvQXXrl1je7Y95K2U5YSua4ecgbfsH28RtEkSzuH39HJYfy4Fs5RS6GgfbowRtadabydoAazT+YyjakmmxMq6V466a7CloZgW5LOCvMywZU5RZhhrpXZUZD/wShacRhgSqcEUBnCerMp1iPegQOsIOAexGVrbCJQlN0JrkcuFLtA2Lc2ypqmkNlSqjxO0iiJHHY0mBPjZUT+W6+hxBI4Wx7z86jeo39OwNdukM2JgYjJL5jJhfUZzjY+sh4/hfBUEGClDnJfiI6nmzPo7lVDNg2mE9x6U3Ds+cUajAORpEH0aEKeCuAKgEcbGK3wf6BsJsmVFNrBZKTiR5lAXuU6X+rLQlyduoGH8SC6J8V5av00Yk7qtYoKYR1tLOdPg5Fh0NBzwfcD3DjFuDGKGEIOvq+ZYcpMUdKue0IVhv1vfslwuKXXBZFYOAMhFZ0Gto5Pl6BjHsvrTfSYBIKXWslYJeJyKxA39Tkn/jqxfOgcSrCUGTeQ1kLE2RNdLHQzKB+q+lRzCyJjhFLi1BXboPJuTGU3T8Oorr6KD5t57LvLYQ49gJUst5qZGRl/rO5jnTrvTuE0AlAACMCyoEyMEDBbDp4t7/X5aGhjSd5wGLIlNGue8vOlgUk2VCIJSrgwwVEJPuT993w/gJ4TAt3zLt/B93/d97Ozs8Nhjjw3HmCxDxzlJqaV9eieQcStnrvHjO52rlDMx3s7GxgbGGGaz2ZCPlY47JfH3ff//W5b4P0sLClzw9N6h40TbuIYrLz3P17/+PDcO9lEWjNWQSe5FwEvyu9IYHWjbGqXXFrPKSHFBrUUa1jcSIQ5JFqdPLjjatiVE4KOVwqQE4hBQOkhege/QZY5ScHBjD1e3knfkJC9Hxei0NhLRDq2nXTaiye8UptcoL6yN6hU+1n4wxpDpDO0URitmxQRtNd2q5su/8yVe/PIVvvtPfDeFzinzCWVWkikpBuid9JWJFzlrup9P14tpmubE8ycsp4PGVYGbdp+Xv/ESV770dfbfOKTcKOgWjuPlEcUkxys/MCSSmxH7N5qq62QBrVLSNWJLrfXgqNX3Pc53NPG+zgvLuXPn2Ln7DJfec4FypyBXBb7rOVquaJqG5fGC6mjFatmzWlUYlaN6TXW8wjeO++65h8cfe4K7z9zDmc0zeB3oVi3TbMa9d93LK9/4BvWygrjY9yZgDMIGpYK5mSXLigGwOOfwxke5o4sOZAAeFyI76CXBRo2T3SWdRnLIfBgCsyoErNLkWcaVr36Vp/7EB6mPG/pecluWN49loWr0CSZneEzbHT/PWHbzZrYgjb1p/E3jroypco28EvtrkXYZUBJBn8/n9G+8jlE62k178klBNrNMNqYU84KstCgrbm/ejIxEdJSxDY5dGmU0g8xOCR+iI/uaRkMfF5+DhBMjDFCUkVnlsVrAf9O2rI4XVMsavCHXUksoASAQ4kF7cMHFvMsaG2sO9W2HD468zPAmsH94wOHxERd2z2Nzg3cOYy3GOdlfq4UNAQFqgPNdJAnk/OXKEgh4HwgmguaghzxEDYN0MhW9BFBx4e39m9m/MegZOw6m+S4FyYwx4D1KWZTq8B66ztG1DuMygtbkxYQszzGZpe+FdUngfBgLR6w3LpqkhMSmpLFCQMdAkIzuubSf+Ohy5hBzjyh5S4BHXhc2KDFYSq/Zsb7vCf16Tu59Ly5ykxiciuuCdJ8bo3Ex/8paS5ZJMVdhOT3W2HQ4w36mvtD7NaBRSgqSqgiQ5IDcoFBI50fy3nqc0ngbx7yUO5rWTXEctF7TK/mM8h565Lz04tYXfEA5YYsyY2ldjXaKu86d5YnLT3Lh7AW869AmkwCDV5jElqZufwcJ3WnfxO22VsdbW1uDjWZZlgOoSAPr2Cp43Lquo+s6ptPpO37HOPdnPIEPiZ7GvMneNWmZgaEwW3o+hEDXdVRVNeQFzefzYV/Sd6TK6N/3fd/H937v96K15urVq4AwX5PJ5E05SamlyeT3204sUG6jWWuHY08yv+Tgc3R0NES1uq4bwGOWZW86X39UW1CSaKoI1K7hq1ee48vP/R7LaslsYwNHj7EWZcRiORDrlhiDzTSqPZmDpoKS6Gp0HWNYn+m1JM6I21jQKi5OZHErYAbZBrIkKCclne/JtKXvWpY3j7HOYLWhOaqZbU3RXmN7u16g1I7u8BiQgIDuQAUz3OPBxUCE1bSuhVBJkmsEYpVbsd/dxLeeV7/6CpNiyuZsg62NbTbKudwzkanSVU4IHuc8fd/Rth1d19J1Pd47lssV3jv63g3P932HSxIVZwgucO3GNb7x2is0fcPG1hyvAgdH++RlFl3TTi6qk0sRXYhnSkfqg3Uiig5SqX4dxoRowLS3cZ3JXRkr9xDb926yc3YXpdSQyJ6i2Uerm4Qm0CxaulXHVrnFw489wKMPXeaunbuwpoA+Lqh9YDab8OClh7jy9Su8tvc6xabUy9A+EIJDayPqyUxjc8M0z1HKDIsL56QIqWsld2u1qjFK04Ye1/URDCYgGCTB+RQDpGAIoSfGa29vbxjzkqGCvC28WQc17h9vJ4GLL3kFSqu1oxXrfRLpW8p9E2layl/QSvpKUMKUzjY3CDpg8gwbArbM2NzdhgJMBljoQi81X6JkyNp1AElpkZWihNshjPpmNEAQjkhJEdUE5kZIL+WliD2wwuoM5aFvHXVdix20c2RaY7MM73vGIaxBBqXXi/Esy0R61TSxGK0YetRtw/W96zzywCPoLLJORiS4IOOwc9EFb5C+RbAcI/Ip8KdUEPdBE8EKCoxIKXU8uhAZrXRFQwjilphYoltc+/F1BJm3xwyQD1ps27Wi9/0ggzOdQxkVQUGOtlbydpTB00t/0ZHB8COkHU4+hjQPDYG/k/dlXuYR9BkpUus0QXtcL31DKckFRFvwAe2gCyEWnPbUtdhkZyoXYyO9PkZgyHVK8+E60CLjuclz8iIb1jZJ3UIES0FLICIVhh7YIi+BpK7r43NJijl225QrmXL0pNB2BLCxdpuJSVg+OdXpMLDJqYBv8JH1cRAcAoB6eX1xfAxeUWY5D91/iYceeoT7LtwjUm3l49BpRNrJ+jJJUWOPzs0dIHSnfVO22wJAb7zxxsAAwXoRPmYXkkOZUmqQnWVZ9vuSYJ1mShJjM5vNBlAz/s7EdlRVdeJzYxCVBr6qqlgul0Ltj/Zr7GJXVRXT6ZTz588Da6lZnudrTXAcRMeM1zu1Llofn/75/bQExhLY2d7eHq7B2PUusT7W2kHb/ke9GaTw4eHhIa+8/govvfQS1dGCssyZZDltH+PpXiQoKHnQHnCBeTFbL7hjS8XlTsjeXJTNIcnOAQhKxbo9UaLiGCKWOBGnZFlG01S0fUPb1rzxwlVMY8iwNHsN7bKTopys+4DkekkEuszyOJlH8OXDMLmbzNJ21SCn6JqWpunQQTEpSmb5lK9efQ6rrCQVKwNocH5IdrZ+TgjRlcuL/l8ciALe92RZQQgO58KJ5+OqDpyWJN200NHQHNbxREIdGm6R0y1PeDmvJ8LCY136+DHhpPh3f7DgeAEvnfsqR+0O9XIljC2KzBZYZfE9BGdZHS/pVo7zG3fxxMOXufzAo2xPtuhasdttupbpxpTOdShnuPf8fdxz10Wu7V1D9RCMuPwlKZaJRT9tJixzZnLKbB2E6bqOrhG5XpnXdE1LVVV0TUPXCojpQoeLcqbBdW3Io4gH7gNZmdFVFRcuXBB3x7yg7hqqqqLIMskR8SM2OS2GTy1EUSdlUre8JHEbXjHYmiujh8g5yZ43BQW0TqkIkmc5n2MySzEtscGSz3PKaYGzDkzAKY+nx0kGBFYJe5vkbVKvR0f5YC8AxlqRvpHszaXPi9xU4fw6L1XAoEJ5MF6jvAQumralWq5oqhqFBMyssmgDAXviPCQwYdGEKHvsuobgxQnMaajbmkIVzCYzbu7v0dOTZ4WM9ZElDEFhM0tQbn2+Uz5IiLWuQhgYExeBccqdET9GxPZZqTXwSezLsL9vvoZvB3pP5wAl5nnIN3Lizuc6MUJw0XgiWZQLuIigy0thXIUeWFDJc0p819oPU6koL1PJYEURcCyXS2FVlZXjDUoW+sHH3CRh7YP3wv54LwV5lTBgxpjh/k/B2LZtSblAnWtPMNpjuZtXgcmkJJ8IACqKYgBAbgCOwpINpEk6FyGZaXQS/MgzlNKYeL680oTgGEJhPhDw9EAIPdZ7MGawRgg6RMv8GCjq0ziv1/lVro/5UAHfAy5IjaTpjAt3nefSpUucv+tubII9OpPvHnf2AbC+ec11p91p30zttgDQ7u7u8Ps4qb6qKkIIvPjiixwfH7NcLrHWsru7y/nz59nc3Lxl/szpNkQ+R8BgtVpxcHDA8fExL7/88gCstre32d3dZXt7Wxyh1DrfKA1yaf/yPB8MHPI8ZzqdnligFEUxSOxSlOjg4ID5fI5z7gTblSR0aeFprR2iRe/Uqqoaok5pITGm4m+npQltDGpCCEMC+2QywVpLXdfDPv1+Qdb/jE0FcL7naO8mV772Na688HWapmG+uYHJLIuDQ7LC4jtAeclLCNGFJ57T/bZFhTBMeEOCa1zsVe1JCVjvR1KwEFhUlbBAccLybYw+dsIY+FgYcNWs0Frxpf/2u1y9dpX51pTFakUxK2n7Dt+vpZvOefpONO9KS9SPECPkPkAnf5MxNhdaAwYPB90S3E3p5Z7BSejERAjQH4xN7IjFdkhFgGpXvxmYmBSZVfjYJzCGvMjkPDWdbMuM9m8MZkZqQjusp9fynrSoDkHe40fbSL9nmfxemoJcWUwgskmyr11wuNpDB33luGvzLO/7lm/jobsfhMax2j9mNtuQa9t5Mp0RXMDVPZvbc+7avYvN6Sa1r8DrGI0V5k9yYqRPZ9ZSZjllUQ5jkut72qbH9T1FVkpNlCwTi2QtdssqQI+SPJ5T93UI4vIEMJvNWB1VPPzww7Rty86ZM3RVx3K5ZDItaPp2OJ9jGdQJsPMOY8FafvNmb4bEAImhQUhm09jIiHoXncCMHpj4oijolWUyKajaRm4Fa6RoqFkXC3UuYOICHyMBHR0NMJSSKL/yspgeJH1pn0+xVcAaSEZXdbzIkvqmp1rU9E1HbnIJJAUp6JnGy7G083TezGq1IngvDEOAVVWhMsvZ+YSj1TGddxTxHAlrIwBPWyOBECUCPa8QM+IQhuBKW0mwwI+CMNpHB8Egrl9Df2HNBK3vFd72Wqf7Ib0uLES3BkA2hyBJ8UqlMVCCQMoHnO8lYKQtuVJ4K7lVrpdsptMI7LTEO7m86gjAVTrXDgIusixBnB+VgFcXHHip9GOCliBTZD6DWx+ntobMlDRVS9d2siutmBsB6OykqcFYCij3vIDhvMiG+fy0jNBEVj7xbmMpHCajca3IOXuHH6TqAY2SSldBD3k9CfC6YTsC9OMGCdHiXAJOjtAnqSzo4IWt86PAUQ+PPfgo91+8l7vPX1xf8/jovMOcBjkBCbDcwT532jd5uy0AlAYTExO5E8h46aWX+Mf/+B/zq7/6q4NsLM8lWv3+97+fj3/843zkIx8RvWxaJCGDUWJe0qRjreXq1aucP3+ew8NDfvZnf5Zf/uVf5uWXX8Z7PyT5G2M4e/YsP/VTP8WP/diPsVgs2NraGpid9HfadpKL1HVNXdcnBsDx4y//8i/z9/7e38N7z3d+53fyi7/4i4OkTGvNarXiox/9KFprrl+/znQ65VOf+hRPPvkkADdv3mR3d3dgjA4PD9na2qKua55++mm+8IUvDN/1z/7ZP+O9733vIG25HaCSahbleY5SiqqqTpzXo6Oj4X1psE/Sua7rhs+dzjsaA8bx9Rm/byyleyuZxfi18XvGnz8dlTw5ia+dA8eLEFhfxyTbSD8pz+nL/+1L3Lx5nevXr9N0Ylqxf/MGbduyqmuy3ND2MuG3rsXF7bV9R9926Kg7Tw576bv6uB9t3w3vT1HEdF6brqPp5L300SWxi7rweMsLSOswmWb/+j7z3RluHw4PVmBhdXUNMDwOlGMc4g0pwB3efA5RwGmS9USkDwFLo20MwNuLW1bQkclJ708R/vSotKwmU7XGkPbFnZAIEhxt404yNalAzQiYjfXnHuijAiN4+b70FcN71Mm/MfIz2cop755wZmuLWTknUwVt04vrVA5GZ4S2pzpe8ch9D/P4g49xcedubIj5gaUhM5YuMOT6TcsZdV9RmgkP3/8w//lz/xm8YmN7g1Vf0VQ1040zaJQEfDYsXesotBTKtVpyCFQG00JkdU0tYOUYi/IaQyPOeE1P20mgJY1PKVBTVRWud2xtbPDqK9/gQx/4EPhAmediz20tyq1zI9M9knII4h9yyp1c+PSSLPxGNu70w4Id5/HO0cWisS54yqIcbq0kg8NInZPAel44Wh5x76X7uXzjMi+++hJ2YjFmSh7d47RWAmydA50A0Tr3SxmDUnJMw35GN7eEpBMIkiC2IP7eOWxeooOmbmp8L25YKmh85zk4PKZvOrSHTEfG3yUzAjXk14R4zmxM9k/Oi957ppOC3jvarqGLTpNZYWldxxvX36D3HcGALgzoQB96JvkEFxzKrleaqcDuuBuXZSnjj2vlMY6XyXyhKAtCCPTeDcYOCZTKmL5mwOAkABkHzpJKYCzdzrKMEAJ1XWMKQ75REGxgtVrhMs/WZBNbGpbHq1iGoWDVrVBBrO8XxyLT1V6LFA8x5xb5VgRwyI0ihmhrJkyFyEwoF3OgokQt2jQntrXv+jcBepkr4vqhjznI1shYF49LzmkvddPinJkk+31kDZOqYjKZMJ/PqaqKzUubaK2p65r59oy+OTm/nT7HmbGEoOh7TwgtwYkRhrBAUXoYx9Kgpe/hg8hhe4cydmD4vD8ZiAsOrDaslitoxDLfdT3Gax689CBPXn6SjWI6BJBONi3g53R0ZQx8/ujHSO+0O+0t223bYM9mM5bL5bBg/pf/8l/yd//u3+V3fud3KMuSM2fOiBd/27K1tcUXvvAFPvaxj/Hn/tyf42/+zb85SLIS8FmtVnjvmc/ng8nB+fPn+af/9J/yMz/zM1y7dk0in9GZDWQQL8uSw8NDPvaxj/HpT3+af/7P//kAqLquG8BPKsqa6ua8XXNObE1ffPFF+r7ngQceOEGX13VNURT80A/9EB/72MfY3d1lsVjwj/7RP+KZZ57h6OiI3d1dlsvlQLun7/3VX/1VfuVXfoWu69jf3+djH/sYjz/+OF0ni6LTttz/I1qKaqU2nkyGnJJToGdMjY/fM7b/HAOV9PdpoJKc+cavpchjAqfp9RSVTK+n54+Pj9egJP4MEcyu4cpzv0ddrVitVnROoo1BKQFJTtiXxNo4UkXtuKDoA76VsLF3AlS8EyASgsIrT9v29PH5gJM6Fjj52zt0WYggzqvBuhUvicwqSpwCjqyw4KFbdWtWJDI78hPtVk9dv1SfQqX/QgIkGk+HUtFmd0jWlUdNnHAD0akOQlAEJ+yWmEAYen0LqeQQama9YT2aScc7mTMCT6PPq/jYjX6HNZMUgYzkn8TofQyip+0rDUWR08dcEJtbtBY3v42NDSbnSi7ce5Gj/pD6uGJ7axerLMdHFXW1JFcF3/6u97E92WZ7soUNUgDWKIVSRsazooCY2B2iLM/3gXk558H7HuDZrz5LW4lphfGaalGRh4yszEQmlI36DqBHbK8s2MXJz3WCiHOTCYsUk9dXqxUhrMsFHB8f47qeWTkbkrK3trbY3NzEN9JPJrYErelaJydsZOM+ZoHero1Z99SPXZBijrcKavjowJZusGRPXlU1NtNsbW3x+KOPEZRn68wmV/euUjU1+SyXoEPjcXR4A9rGTB6l6LoGnRlyVWK0Ap1FmZTYm6vMRPMDI3lAPtpiewgqjBbEPvY7xB3LBbq6p286XBf7JWIqccKdzfG2LeXoeO/pnMMDeWFRubjFKe+p25a5ZLJLbpQ1BC0uicqPGJFYDytEJiSEsDb9ISXFr48phEBV+XUNG6MH9jr4taPp6et1ejwfqyyAIdADcX5AoTL5XNd19N5h246+dVhj6OqOelGzOd1ke77N0f4Bq+VS8iRDwOMHILmWwMXvHtO5o30lSAAGFftdSI5y8fqFZJayBlNipJLYFCcs4NtfvlueB+CE8UEKPLTLho2NDbIsYzqdvmMfSnK40EtOVwJl2vkIdmJQQYHk4+ihVpSwP4rUpZT2cR/9kP8TXATg5VQMcoJma3uT8+cucPbMWcq8HMw/Uq7RO1I7Q8DqHU7cnXan/RFvtwWAuliIEURb+8lPfpJPfOITfOlLX+Lhhx/GGMP73/9+yrLkS1/6El/84hcBeP755/nkJz/Jk08+yZ/5M39mSB4FYTKSfCsBo5/8yZ/kmWeeOSFTe/e7381TTz3F/v4+VVXx7LPP8tprrxFC4F//63/N5z//eZ555hk+8pGPDINV20okrSzLE3WL3qoZY2jbdsglGpsJAINr3F/6S3+JK1eu8PM///MA/Nqv/RrPPPMMf/kv/2Xath2Kj6bj+9SnPsXf/tt/m2vXrgHwPd/zPTz99NOD9O4PA/yk40vtdH5U0zQcHBxQ1zVVVQ3nLiVb933P0dHRiefGLEli1xKAOQ1iUv7V+PWmaYbfvfcSbRwV5zsNgMZA6TRY6ruG0upY1kfTJ6Dl3XC8zklBvsQs6JhvH4KwKzoVIfQqRpVPzg1ay6SVmA2vnJgpxGxwv4r5cdHNJwEZyQxab2ldY6pdbzxJ2dKP8m+al8KAltITawCE9gSRiQ87nT7vgPUKoZcDl0qs8roGm2UCYMbgJaYJDRsb5HEi7VFjsxIdKGc5ne/wXZTKoLA2J7eyeA8ekYtZE3fBi949swSjoNDisKZsZAqkCKo8hpjXEx0OM2EJjJGaM5N5QRM6skzynUxvaKoGas/9uxd54OIDPHz/Q4ROiZlC5wnGQmIbQpBCrcrjfT8UpPV9z8Zsxrsvv4uvv/g8zXGLmVlsnlEvGjwSZe6qjs50tHS0tqEwVnJLMo1NMtdMo8uA8gJ+mqyW1yJjRAgsFotRkrtEpiflhGZVsXtmh7M7u2zONzhqjuhSzozWuKYR97FBC5bygEb9PaT4sFqDzwheAiEycRJ9FmnSepH4VjkCg3xHQTlZy5y3t7d51xNPcs89F7h5tM9xveArz32ZXjmCCnjV47XH4XC9o2975ltzCTj0koOG0Wgr5w8j1euT+5ksrDXBR9c0Jees7/u4WBYjkuCgXbXUy4qu7gg+GidogzH6BHAYiiCf6nhrvJ+c6lIgI2O2IUV5XSf3zdFqwZmwQ9CyEDaZjbW6wnpDQ5HTCCTjdTFazEu0ygaWZ/zTdY6syCU/RVt8kjh6oVWCfuvCtwn0JKl3AgFjABRwMu4EhXcdHoeyIr3qmhaTlUyykmbRcK17g43pDOsNfW/JC8uiXsnnI2jRA90cz/GQ5BLH1tH7hsLKkRYK6XUv2xMZo/QdH2Lx2yAMigoiMjs9w5/OtT0ta0znxBgj+XuxPlBZllRHq6HI+2w2o1nWGJVHhPJmoAlgTBaZqFbOZrxXjFER+MS+plUcHwMhMe94CG5ggNJ2vYfQR1DoYvBXlezu7PLA3Q9wZrYjeVcnLnbK9blNbZs69Xin3WnfZO22AFCiyCeTCSEEfuqnforZbMZP/MRP8MM//MN867d+6/Deuq75hV/4BT75yU/yu7/7u1y7do2///f/Pt/1Xd/FhQsXTkjexrk7n/jEJ/jUpz5FURTcuHGDS5cu8fGPf5yPfvSjg658Y2ODxWLBL/3SL/GpT32Kz372s6xWK/7BP/gHzGYzPvCBDwBiGLCxsQHAcrm8rROR6hydZo3SxLFcLtna2uLv/J2/w+c+9zk+//nPc/36df7W3/pbfPjDH+bixYsn8p2effZZPvGJT3DlyhUALl26xM/+7M9y8eLFYeFfFMUglfvDbovFghdeeIGXXnqJ//Jf/gvL5ZKjoyNWq9UAcuq6HsBIikiOWZgxGEnXNb3ntI1yOpdjtihNRrPZbE35jyYpWLNR44krTWp93xO8p2tOjuGnlgBgItiJWMAlWdYgxfLx9XCLzzOAouEzwa0ndRiBhfQ+P0xCa+mWR6V8sQQqMsTadMy0jCel9KNPPadDZFjiwsETs8LlUSsVI5vSbzKbR0YiG87nwFAYTWUWkQ1zeIIk9EZZnCcwKUpx2iNGt0ePQXuKwkQA5GOBQS2uTFmG0ZayLDFWHLd0JqyaeDFofAa9hd4GcTUzGmPUIO9JEh9xIUuLiCgRshprLPVxy5nJFsop9q/tk2F55NKjvOvRJ7l79x5C5+noaF1keZQnGIOPCe4OJ+dUpUWiBFGyIueB+x7isYef4MtXvsTycMF8V1wku6qhLwq8DizDgtD6uImAc0Ekq5kw0ypG+cuylHpQkZH1TgBGlpvB8CXLMmaTKbNyQlt3vH79dT701IeE/fF+HXEOAfo3y1fhRnh6MgAAIABJREFUrSPe6blxk3XnyKXKC9D3IaCULLCUiiU7lbgiDluIFshFUdB1DU3diEHL5iY7Ozs8pDwdjv/1Qx/m1Tde5crXv8aLL7/E/tEBLvTozKJtoKkrlFYYq9FGY43UBwo6yrtiLRhxyzP4ECJLEBlZo+l8j3KgvZwb1/RUixXL4xUmpEKtJ/Mu3ym6n1rqJyZ4bG6YTEvmW1EmddzgcRwtF2IYoRXOe5Q1sdAnkQkCpeI4pqOhgRKGKF0XrTWZUvQqLoi9i0V0pdhlUjpkmUFHe3Dv/VsuYMfX/vR9MD7+tq3kXHtxlCuKEjsVa/W2khqA22e2uHnzJq+88gq7Z86ws32GiZ6QGUutGpwKA4APw/Z9HKtPMUB+ZLMOKDsgpMgeifMenujkR2TVU/6PsGRCGsVo1qn8nDEAAk4AyhDv7ZTHOw52Jrl413XMiymLg2NMtp7XUw7Tmk2LARrvcE5UB2tEFscvI9WlwsnTsA5WxPpOJxiyKEmWoEnO4dER0/mM+y/ez5mJgJ+u7SjzYtiWPL4F+Elz160e77Q77Zu03RYASoCgqqrBGe3jH/84P/zDP8zOzs6Q93JwcMD29jY//uM/zsWLF/nzf/7PU9c1v/Vbv8Vzzz3HfffdB8jiItXsSdH9n/iJnxi+76mnnuKZZ57h8uXLJ/ZjuVwyn8/58R//cS5fvsyP/MiP8Prrr/PpT3+axx9/nA984AOsVqshXwa4LZOCNBgbY04s3FN9oxDCAFK01vzCL/wCP/IjP8IXvvAFrl69yo/+6I/yH/7DfxjOz2Kx4K/+1b/Ks88+y2w2w1rLT//0T/Oe97yHxWIxRJj29vbY2dm5nUvwB25j9zrvPd/4xjf49V//dT7zmc/wm7/5m4NLXrJGVVFClvKUxsBknEwKJxmm8YR7up2enFIU9q1A6hjsvO2xwVoypdYSsLQHPqkCxqBn9Bmn3uK19JPMBfSp52Oitoo6b6slR80qkWmlCbLzDm0VxSSndS0HVw9hAvnM0rle5j0NSq8X/8bouH1FWeZi1zq8ZjBGDd+vrUZnltxk8dFiC5Fh5nnOzpmzAlbjZF0UYu3e9z1t13HQXqPre/quo3fiWuQjYhSGxAxzZXp+mEODJ/TRmzVWKg+9jnIjOcFZYTDWkhU5ymq8EcDhjYrg1KF0XITrgNfREYwo78KjLaAlGTrEFYYD+r5jY2ODpnK0i4qJmXD5gcf41svv4cx0i+awpq/EhdFqJYnGyuNCj1MBjJL8DQ1eBYyW+9m1HmMCG9MNvv1b38/Va6/zwqsvEDYSe11TLyqstTTeonrJaUgWtb53qDIeAuIel1lLpoX1UUGSo4s85/DQs725RZ2LA1WmTbTPXtG3HU888QR5nrNYLFCIu59rJUG6LApa1yYscqIl++HT+JkkT5Izvu4w6X1p8Rj5ywR+xovM9LdSiroWmbLVwtwYJfRqF3Pmll3H7uZZLnzHef6X7/wAi2rF66+/yksvvcTVm2+w3zscTor1qsSKafrO4bxD2bSAjIt4JzYMKsR9s1HulxaY3tPWLdWypl41zMsJWkm/lAEh5r5F1kOmQc1o5Tq4safjBTBGMcknzDY3mM6nwsQ1HSazVM1KgA6K3vXk1oqJgGKYQ3SIzm9xYexDrF/jxNLcx/OaKYXTHu8V2nswka2v6mgoUJLrHIUSgPQWOG48Xqe/EwtdFAV5ntM0DQ6H9w4fHNbmzMuM2XzOqq04PjwSxULjyLxhXswpVUG/dLi2JcxzAasKtJasqsQgqnjN1tclMleiscTH4qcSNGEASyoEcArvncSSIvglMkIqskNSNPfNN/5pBmjMeqW5y4yMiIa6PrE2YJZlUntvMnJ6fQsGSKnoFohHXO4QJseHeD3TXJkkr0jR3vj3kAYVQPn4XWmOjfXC+r5ne/MM9164j+3JGRQa1ztOpH69A5AJQCKGx4932p32zdxuCwC1bct8PmexWFBVFX/2z/5ZfuzHfozJZIJzjsViwc7ODtvb26xWK4wx/Kk/9af4k3/yT/Jv/s2/AeBzn/scTz311ODMlhbaWZbx9NNPD7V6AP7Vv/pXnD9/nuvXr3Pu3DmOjo7Y3NxkOp0OIOvDH/4wTz/9NH/lr/wVAP7jf/yPHB8fD05vVVWRZdnABL1dG+eqJMYiLfzHACqxFe9617v463/9r/OjP/qjLJdLfuM3foN/+A//4QDifumXfonPfOYzg8TvJ3/yJ/mLf/Ev4pwbwA/whwZ+xvsPAmRfffVVfvM3f5N//+///SBHS5NjmhBSS8fxVu12ZIbj7z/d0jl+q2h1nucDME3Pr6U5Xux1Yy5NAKxFXMoQ8KMCGAPaZMOENlihWllsBx2kho8V+Za1kTExkNkCHZ9XVpHpbHifMQptAsYoCluQ5yWZXbsJKaXIykKcr3Rg/3ifz37hs6jcUExymq7GlFJrQiReyQlLoaJkLC/zwSJVW3XiMRgBX1mWkWclJrPkNqOYSN5ePinZ3NgeJC8ms+S5JF0fLxYsFgvKpsR0HU0DKtrb6jgJi/WuXBN3CwZPu4Du/TCBG69xnafvwEcb76qvyHROHgoB4FpYGK8CKohVa2IaFF7cn5JsJNZJscqItCmxgFYWED7AwVEHK8f5rbt47+Pv4fLFR5jpArdosb2iq3op5FjmhEzRaUevAz44qWPjA8ZKkn1ifJPJRmYyHrz0EA8/8DA3D/dwncdagw6Gtmohh0610bZOnzg/yiv6vqfI5LgzYyOztT6Ooig4OjrgnnvuGVjXerni2rVr1McVFy9e5MKFC2inaVYNhS4kcb31dD4yQKe637gPnWaDxv1K3rCmdIZ+P7gKqhPvHyRzp/pn6k9KRdewtsNF6CQ4PcO1jroWIFrYjEfve5THH3gcbODLz/8O1w6v8frrr3P94CaLxQIyjS1ytDUiMxvVThrslr2KalAvoCjlozg/yGzxHoMZag6J22ME7soTxAf7RDB8DH5AmL3edejMsrk5Z+PMNtm0xPQN2hsICheC3GMBqraT8gR9F6tbxYBP3G8dmSCd2AT35nNqEOMIyftZz1F0IhM+kWPm/S0D/+l8pULakm8lQb2NjQ3m8zl1XaPtWj4ccCgVsFZD52mrmr5qOOj3mEwmPPbAI0zyCQfX99lfHohcfMfgtdSbSQn/soCPY0S830/vVwjx/gtJ5BtEHubiveqiVXYgFkQNEQylMUryZU7HrtJ5TD+phmDbthGQKakbN5LHpYDQ7u4uk8kE38g+FkVxon/digEa94EQqUnpKwLewpAPtO5Dqb/gkfpbJz4ftx/v8cVyxZOPPcADd99PANq+lRxAA64DY3lLABRu8XsKaowDI3fanfbN2G4LAFVVNeTpdF3HD/7gDzKZTIbndnZ2ODg4YGtri+l0ytWrV5lMJtx9991MJhOqquKLX/ziiYVyYhWuX7/O5z//eay1VFXFn/7Tf5rz58/zta99jUcffRSAzc3NAZBsb29z48YNtra2+MAHPjAAp5deeokvfvGLfPCDHwQkYpbYqndqp53YUmLkuC0WC4qiiDVdGn7gB36Af/tv/y2/+Iu/iLWWv/E3/gaXL19ma2uLf/JP/gmz2Yy2bXnooYf4C3/hL4gz2f4+Ozs7XL9+nbNnz6KUOsEI/Y9sYzlAsvRO8ramaU5MUON6R6e3cavHBGZv9d5bfXa8L7d6flynIYHkJMtLTN0godQBO9Uiq4qTnTV5LEQoE0myCE+SMBXrJ2VZhs00NgsE7QZgk2UFWWZi8T/FpJxhCtmuyTQaASBZVmCtZjorMEaR2yImrWcRoAnbUE4mBA11W/HKG9/ghb0XcKHHFhmr1qDnhmD9AGystSirBQRFo4D0o0xAmQAmRg+Vonctyip03uIzD9rBBLJ5jplmHJkD+nzNAK70irquOeKIBQtavaTTHY1u6HU/yGpSgnlaPHuV7MHlX1qMTqzFejleD3gNTjs65fAKOteT+YJC9ViTQaZBO8n78ZoJFpvyp1J0nLiwCYreQxa1872XRbRRIi1rnafzlgvn7+VdDz/BYw88yoaaUt88RteBzXJO0C0ahZZcajkeDd5I8rZRYLIM7x2u93KdjcE7T+gDNjM8/ujj7B3u8dyLv0flWuxE8kz61tHqPtZGilb8rcN3ntCKzNVNxGo5ZKWA2wCZNqh8Qm4s586dY2dnh/39ffb29lCxzpNSisuXL2O1JtMZzgboPN7IvRJsYnbXTk8p2rzuz0nulfra+keYx4AfLeKMMagg7K8fBSTGjM9pBqgsS7yTwrh9rBGXWUueT9CZmN/ovFjnVznwvYceXN/zv/zx7+a1G6/x4osv8vLrr3Dz8Ii6rWiDow+Otq5irkhkMdKRBUXw0LVS50VjsApCLBKpgia3hbAFEpoXhjFq05SWPKq3MkFINtvGGJwXt75z5+9i++wuDkfTtZh5RqWk9MBkWuC6HrWKQQrdidlFBDhBabkOg+ZVKuRIcrswBwQGi2St0vnqyY2FGDjs+34w5kl1eU6D23EwKRkXJRYkyzI2NzeZz+fcuHGD3stz2lg63w9AIbcZZVHQVC1WZxRWwID1GY888AiLM8d87eUr1FWDzxxGi8OcVjE/LRkYxIRLHeGzD/K3CtFSfTBvkYBHym8SuVtkVEKIOUARDEXgFHhz0CyNV+l3cUN1tK1c6Iz8RL21uq6ZB5mvH77/IVmzdFIwV7/N/bHeZzFU0fQobQix3lEIYrqT+jID0BEZcIi0rbH+xD4Pcu94DmaTKTtbZzBkdK7HV47JRrm+tjaC+LdBMqdncwFBiSHWd0DQnfZN2W4LABVFQdM07OzssFwued/73rfu1Mggkiyfi6IYCommRbQxhhs3bpwAJIl+/6//9b/y3HPPDcU8n3rqKY6Ojgbwc3BwgNaazc3NYSDf2toiyzLOnTvHgw8+yPPPPw/Ac889xwc/+EGcc4Ns7/r16+94fGkATYNiktCNi69Op1O01hweHjKdTgdZ22//9m8Ppg9PP/00Dz74IF/5yldQSnH27Fn+xb/4FzzyyCMopdjZ2eHw8JBz584Nx/aHYYSwjlYxHGdZluzu7nLfffdx5cqVE3WJxpPH6YK3t9KRb25u3lJ2kH5SLaZkl5ucrdJ3luU0fo+A2bwsKMtcrLut4eBgb8g7AoaE1aIo0FZDFlC5kkKUeQQf+uT3Z1lGZgUABa1G+2LA9NGBR6Rn1mYS5TcWbRSu9yirI7CRhaPWCmszTGZo2iVaSzKsUeLUE0KgjzkKXd9DpjCtZlKX+EIqwzNV6N5CGcTdSQe8BWc82iaJmMPmRiK8WvIHet0PsgypAg9K3APQweOQpHgbKhRSu0YnwGhENlbrhsa09Lmjx9PjxX5Vh0FWouJCeqhBFKSwpCjY4n3iFKFVBK+lRkxc1DgVCBaCl/FBB4NXmUiCjEIZyfGwWtEtW0J0BEMzMHKQFoJgYwRYtZJfZbpYR2Tlef8T7+Xe8/dz19ZZ3Mqx7BZMbY43PdeuX2c+3ySEQO06fAdBawGYOhUpChiT0TthQq0RBq/rGzHpWB5z78WL3PvGvfze81+hamo2ijkmRra7usEbqfcSegE/KYjQ9h0+rO2Gs5BhlNjTh1jn5r777mM2m3FwcIDyga2Nbbamm9Q03H3+HppVx2xjk1AGqlZy9PIsx/tA0zcENF6Ncu1PyVBPByPSazrKbfASpR9MpIzIr5T2g4xOEjHUSQddryP7KitEay15DFokc5R+0cdAgY2V6RVGK4o8pyym5BPF4vCInWKLM098K08+9m6OFse8/PqrPP/CFV69+gamAa/izg3MbwQHyuB6YSe1NqBlQZrypbJcajt5HIpU0FKklVoprDZ0fTpxYxmcMERee7Iig05TTAq2d3bYPXuGum1p+45STzlY7FNkliLLcEGxUsIIKxXZD6JkK+b4hRCQ4l5yL1srsmTt9SlJm4DMvpec2YmRAGTVNhJUMCU2tzTByVgQJFdLh1HfDYKorLX44Gm7FpMZyknJrJyhvKLtepGnIoYxbSvFNotiwubGNovFgs2NDazJeemFl9nd2uWPfdv7KGzO1b3rrI5eE6OP3GAzHU1jHEHJfikVZbOJGYp5fCoWbQo+3qNeWCEpBJqYH4bxVAU1SHBPJrLEy6eEWSayUCEWJNVKWFLXx2ColecdHSZo6rrH9QFCx/bWFrm1NHiausYqi1GagMLraPQgnWq4X1wIqOjsJjmG6+unI4OtlEJ5AUHBKZRR0n/ifo+l1WOpJw7uu3Q/RZajgIkpUPNktgN5bta3yju01L1v8+132p32R77dFgACGaD29vY4c+YMDz300CATAYZ8nslkMoCevu958sknqapqkOjUdT2AixSJ+nf/7t8NVtdJdvKZz3xmyOVJBUmvXbvGzs4OWZaxt7fHuXPnePHFF5nNZoDkKX3xi18ctps0vWfPnn3HY0vAJ0XSEkgbJ8ym96RcoOPjYx555BF+7ud+jo985CMsl0teeuklXnvtteGc/NzP/Rzf8R3fgTFm2K+x4cHtSsf+oM37dfHaROs/8sgjfM/3fA/z+ZzPfvazLJfLIQE0GUKkgoYJvKSk0fSTZQI2JpPJ4KiTWLLE3iil2N7evuXnpSaFZVqKxfrO2TNM5xMW1YIzu9tkZc7XXvgaX/vacwQdsNZEZsiOtg/5PCMojybmqig1TEKJQQLWtqRjBkoHvEqyBSMynvgIevg7KI/CIGssi9JBFlQmYMtZLNgYJVBRA298wKGwmaKcFnRVTx1qqlBz/u4LvHb9dXbO71I7MYnQGsmhsCE6CMnEaJS4rzlSdF/FdWvAB83clGQ+w7qM3OTkeUZuc0xn6I46Nre2ZNINkhzetS191RKqDt2KPTFBY1VO0BZczBtIUpXoEZCsaHGp/oYDrygpRR7XO3A+FjR0hNANLAqZoj1uUb1mUxViRtc7irJgdkbMTaq2QhuNyTWd7wjBkRvLxmzO0d4hdIqd+Q5ZyKiPa2a25KG77ua7Hv52MjKUV7F6esdhuxLAtjlhpSNDqTTBRvu/PuYTKIO2hmbVoVFkusD1Pc53KBXwvmexOua+hy5x+ZGHee5rX+aF117E1T0eRx96tre36Otechm8wrlKXBWbhs3NTdro7DUpSra2tihsjvee2XTK2Z2zbGxs8No3XuXczi6+cRzuHbI9P8tku+Dbnng/pZ3gG/A95HkJQdH4Vpi2EDAKlNIxeh7zsGLUfAyCTHLvSwNDtEM3VpIChuBGAGuUyMMwdF2P8tGuOUiEP+U1yTqtwyuPCYp+xBLpzJJn0egGKWwpOWh5DGCUWKvZKCZ0XUvV1OimQoXA5bMP88juJZyG3/7d3+LmwT6vXX2d/f1DnO+w0bo4WIM3nj5o6BSt62mqhraNzpFKasEUJkdri7ZW9jOIhNA1DaFWlLkESdq+oWprOt9hJ4ZyWnLz8IBzF85x96WLzLdm2LxkZy4BOWrP5C7Lgxcv4tuG4KEscuq6Ag1VUw3j5ABM06JdQfA9/SCBS7Wa1jbSoLDaYrw4iKleUYRMAhKNog09Orey2I8AVQ0SQYnsh97hFBiT0zcVvQqE1nHpnod49re+gslLVsuefJIzLWa4NlAdN+yc3+X8uQnz2TE3b95EK8t9l+5ltaj4v/+fT/P9H/1+fuh/+9/59f/r17l69Sr1cUU+yXCqoybI4jyz1F0tJiZKQXQ0E8beYI3BrXqCW9tcJ9twFVnhoYZgDLgQz00goHSgbRrAM5+Kzf1if0HbdkyLKWWW07UShBBjFovShr7vWLZLeuMoywnHewsuXribJy4/wfHhEdVyxUY5J3Q9QRIEhXFUPpZJCJKXGZlo75yUSojAe6xsMMEMgCX5QfiwduVTLt0VY4EpaK9QQTPJSzazTRSatuuYZhOx6m8COl9LWN8O1IyrEpx89g4YutO+edttA6A/SEuRnzGTkAoP7u/vDxKnvu/5a3/tr2Gtpe97NjY2hrye1Wo1MBKJCZrNZkMB0CTTG7ex1ecftC2XSyaTyeAIt7Gxwc2bN3nve9/Lz//8z/PTP/3TXL16dfi+n/mZn+EHfuAHTlDtCQQmgPCHZYN9Wn+dZRn33HMP3/3d382lS5f40Ic+NFhZp+TYBIDGQGcsPUsMjlKK2Ww2gNzx86nVdX2CURrr15UyWK2pq15qa1jo6WlDy42DGwTr2dzdFHezmPdidTZsJyiJ6KbK8iKfOgmCHLIA9lGDnQDQIBfRPn42TV7pUSYknUqxqzAk0SutQYl2PVip1O2UyKyMipO4CiicRFldizIwmU+YzqeY0lLMS4KFIislgo9o+Y0WMwCtQ0yYlRY9ufDoWHNDJkjlNFpptNOoXuFbYWF0rsRaOjkqqRDr0Xh8K4+uSw54Ii1R0XFLMKFEMIP369oqIYhblBMXsxAkahycAmei3bBY1qacDK2jXasDuoB2wvw5r1C95vBgSa88pigxhRLDg6BJ9rDXb97gzHyHPBQs91awWnHvufv4lsffw8P3PoyqPTZogjLgO1SnBZwqTTDCEgQVGQIVUMHKpfQR6CYnqSjr0nEhFuhBSa7e1dde58zWNt/xx76dV3/tNY6Pjzl34TyHh/ssD49RRvJ5eqVRTgrEds5RNTVZWQy1RY4Wx2TGSg2jmZhU7O3dEGOFqmFrvoGrPWwqnnjkSc5s7NDVnTiMEQiJAQlB7tO0tIkSmFvlQoyT4EOIbnvyIiZwyzotJ/PxhP0Z/vaymlOpgG4MQnt1cjGVmOSUD5dY1xQAKYqM3FhMMNiQyb2rZbtGN3ROmLLvfM8f5/D4gGv7N7mxd52b+/vs7d9gb3+fw9UxtaowuWE+mZJlBWhF7VuauqLzPefOnaNpGplDjCgaTCbgzneezBhc3dKsVpApbGGx2tD4hr3jfebbG5TzGVlRDEyqsMc5Gk9faMq8oMylvEHoWrxeG8cQEMkTUhuM2IvlF5HvAtEQRN6TbEZUODmmiYkNsX8GQu9QuZXf0ZFV0WuWJASstmRGCphPinIYx8/t7gJQ5jORljpovQfj6bpeTCS6Je/9tm/jP/3Gp9nc2OZoscD3PZmzXN+/zqUL9/P93/v91Mc1n/l//xNf+O3PM9/d4K67d1m6irpfYVDUbTOUwZhOpyilaOqOpmrjmCxjiRgfyH1mgjoJCALC8MRxJbEl8+mMrLAc7B1SHa3Y2thhdzanXrY0TUORlag+jXGA83ShJziH6gOFn0bmdYtqsQQXsNoM/YE4lhNOOi56JUGlN/swrvvem9QXcb910PE4Yz86ueXYf6RswdHBIe1ux1Rb6btxt/QtmN23aurU4512p91pf4gAqO/7AQAl17gQAjdv3uT4+Hiwo0wa5wSCYM2UGGOYTCZSKDAmxW9vbw81eMqyPFFcNDEO/z1aAj9j6V+e5xK9fe21YR/n8zlHR0dsbGwM7FR6b3pMcr90vLeysv3v2cbbT8m01lruuece7rrrrgF8hhAGZgbGE+7JqNbpVlXVCXAz1jGHEN7Z5ttDUViZZxChzdHimK9//QqvvfYa0+lEAEEEQIN7D7KwdT5IfZ50vGk/48TSBz8wQ29igJQaXnurditZ38nX4u/I7wEwMelVxwVo6xryvOTMmV3ObO9QFAU722eg0ORFQa8cBHEnC74d9NmSpxCThPXJ79VBEqt9rAWSrMFTZQxtDVbFfA7A44b8r3EtpxRRlUXU7bVYAkkWd95L3QqpJkMfAr3v6Zyjj4serTV9J5bpwXu0MTjkfux9ICss2mhc19P2fVztiIxsc36G0AXqqiIj495L9/Ouh5/g/nseYJZNWa6W4hrrnSRyR0mg1gaM5InIhZEfpXV0EJeFpfUR1MKwSlKAVhofPLk2dG3L1s4Wjz/6OI8+9N/4nWd/l/q4wipLV1dkk4y+c7R9BVpJfaW+x9cVWSvmLm1bY4xh98wZ7pqeRWeao8Uhh/tH7J7ZEZZoMmNa9myc3+T93/Y+ptMpi24Rq8Svcz0GMJJUfENeSVrliYwwhBBd80bFTpM0KMhp8aNtngY/t5K8nnjPqW5zOh9jLKcd5/dZa8lsRoYVUwAb0DbHZC267070sbIsMdkO0/mM8+fPsVgs2DvY58aNGxwcH/Dazddp2pa2aTjeX7A8WlCvGpEulzMWN4/R1jAtpmRFhsoUnWupqiVt3bGzsSvyT49I/ZTkR7jQ41zHxvYGk1mJtgoXpChyrjKszrCZAeuizE+YPa0aYsfEaisM6HCC1NDXhqeMi0BJLMG87wdAoGGQcqXrqhB5lAuO3kEWkHtWxfwildiEyJSogDKKpm4kJ805XHCcPX8OFxyh8bhY56wPPSZTUcorc/WlS5dExmygaYXRCjrw4ssvcOme+9mab5J7yw9+/w/yLe97D7/yf/4ffPnZr3D+vruw04JyMidvhRV1wdG3kiemguS2SV6XGwKlawYojrUDPl8DyjVbGdi/sc/Zs2cpzYSQK6wyHB8v6Zue8+cuSI2tIGObCyHacgdCEOmoQZHnBZfue4CqapjYcgi0pnFiuOcRlnVga0L8+1Q/Gc8v4zIOp/vROEBxOlNHxa588/9j781jLMuucs/f3vtMd4gbYw5VWZmVmTWX7XLh8oBtwIhnBI0MLSzRUgPqFgKEjDAIhBBCjEaIUUiAhd9fDOYfBKJp0bzX4jXPI4NtyuXhFXa55qzKOWO685n23v3H3vvccyOjqtJ+xtR7ipUKRUbEnc45+5yzvvV961s7O0xuG5P1O95e3cm1X2ne6VEcxVG8fHxNABCwxMQEu0lYXDiCZO23fuu3OHPmDIPBgO3tbXq9XjOo1Frb2EqHmTVJkjQObvfff38DfsLr3uocoFf67AEUzOdzVlZWmM1mrKys8Pjjj/O7v/u77O7uAjAaOdvQP/3TP+Vtb3sbjzzySDNYFRY21AH4vNSgwX+rCO8UeLWwAAAgAElEQVQfLrphYOxhES7SB5m1g9Gem3RYVFV1E8BY/CwRtR/zYC0SSVmXXLlyhStXrlDXFaVWCCSyXrCJQogGAAmFn1mzSLrCHBugqbAdxv4c9v+DvwvH6DAgFG5pjYQ7SIyEu3FKoVCxY16ibsoGGxw/doxZXbCx0UHEFtVL0Bi0qaiqgrKS1HWJMbV3v2KpSuiSggVYMcYlQwRtvU8cEuMS7wCAtK0bM4ng+meMaYQXojnm/sjYBaPgGKqbwwp88iWxfp8t5kU5wJUliV93iyG6QZZojCGOE5SKMHVNUZZYWZOmCUIqqAVRHDHa26er+rzu/od46L7XM0gHlNOS7b09OjJFa7OQ7eGctsL5VVm9SKZ8VT2gVmm9FM6bLwgpEfgGZOkS0Ol4xnp/lWpeIpG87U1vZTKZ8MUvfpH+6gqxSoiEY8TKKnf25H7ukrUOtOzt7RDkoCdOnEAoGI5H7O/u0Uu6zCczlIgoC+fwdfbMWY4fP0k5zYmkopYG5KIY1KxBaRY9FIsFsnyMwvcWcFkqABwAVjczQIvnh+tGc5755K9ZQ4cUEtpFo7DmjDHeito9s+lr9+ym0YvHjvdHaFzfXCoTOhvHOLaxyV1nzlPXJVdvbLO9s8Olixd58YVLzGcz6lGFiB2YyJKMSMUIDPl0zryYg7T0Bj22No4xHU2JOzGpjJlVcybzCTWatBuzPlgjTt2A3rLKmU4XA1STKCbWMboMQ6Ft89Ukz54WE3YhaxNh8qr1bogY7xPg75EiMDhgjcT6Hp8gP3Sct7OPNlqjjBsCJrF+xpDvMfT9KsbWGFuTFzPSLKYo526u3mqfKJZMy8r1MEYRioWhTTj+o9GIBx54gCeeeILeSpdu1w2Bfe6F53jbI29je3+brZUtxvMJJ4/fxo/80I/w4X/4MB//1MfJVjokZUqcxgz6q643rKioygphBGmcUpjCv6dfd8Z4i3O/xq1oXZsWFyX3+SRbG8fYvb4H2rK1teUZnwlFXTIcDt2xQYMC5fvWkKASJ/G21rLSG3DuzjvJZx68IqlKZ2fuPlNY7wsAFADKYedLc3/wDHj73Dn42JcHQIbRZMR0OmWrD0o4Rzsl5aL4cQSEjuIovqL4mgGgw1zFpJScOXOGOI6bm90jjzzCt3zLtwCLuUMhQsU6JOwH6eX2ewVJ1lejz6b9HgHIdLtdtre3+c3f/M0GIPT7febzOUVR8JnPfIa/+Iu/4Ny5cwwGg+YCGEwFAgB6OebhqxXt/RQYlBCvBMCCLO6VHnNwO9oX+YOOeoeF+xgCDWzvXOfKlUvMityxaAqQ9iZzg8Y81TruYQn8hATCNzsDy+BHLn6HPTxxO8j0HNw+8PfiMJHe1GBBopbeK4ojJ6vJYkQiuePUGS5du0hn0CXqRZBBJTVaV+T5nOkM8txS13bBsPjeAMC7IDkWQ4bttwbbsrsN601rjdTOprc2VQOAGvBjvd3q0jG7tTVpGlWgJOwNo3VTJbdYEAbhnfcQhqquGwYY/NrR2s33sRolBCrOSOPYuaEJzc7lHY6vn+C197yOh+5+DWudDYpRiS2hn/aoyxoayR3IwBIK5YBQ+KxCOIMHn3G7tMolWx4C+X3rWACJxQqBkDG2FpR5jkojztx+ljc9/GbyccGl6xeJUuUrws7lCyncfigt2moqoynrgm63S9ZNscJwfec6RVFhioruRodr166xNlhnPs3pd/o8cO997jrh2RJhNJVc9Cm6/e94QgeOvQzOhPXvyAwA27CcrnchsElIN/T1MPBz2HnQflwbCIV1GIoA2NDLEk4WA0I4qarUmKrGRDVaVVQxRFKgrfGJvcWPeMHZimvSOKE2fvBy5SyvpYKUmDSKeeD0McarU+4YnObM+hVeXH2RF154gb29PYppQVWUmNIQZ4ooiukljmxRRlLM5tS2xhiN1ZpZlVPZEpVFdAZdBmsDhBKUumI6nzqmqS4o68oBoCpCjiNm85yycqDHmIX9vvWyUmGlkxta66CKtb4pPRzLhaQLjL+E2YUyE2fvbbGNVM4K4/ZLVbvmeoSzWbcOTIbkXFiL1XXzVVUFxijSNOb48S1euHzdr16BVAmVrhyDljgJ4pNPPsmb3vJG/uXTn3LuY9ISJYrhdTfQdmvrdm5cvEHWTel0usyqGd/x7e/iwde9jv/rb/6K/f19yqwi67r+0K7qoHHDRo02RCLy1/MKK/ysL39Nc+tK+etsOH8DEHL7LlMZiUjY3NokiiJeeO4C3W6f20/ext5wn7LMvdt7mM3jmPkgyayKitXugH53hWKSY7yLoGPzouacs/54Ll0rLU0BIXwdVjALPx9WVAiMfTukBWeD5wqWk8kEc6JG4aXd4Tx/+RF5R3EUR/Ey8TUBQEv9FtY2bIpSire85S380R/9USML+9SnPsW3fMu3NLN/gk1zYH6ChMc10LsLTVEUjcxmf3+/kcMBL8lufDmhlGI8HrOyskK3222AzJ/8yZ/wl3/5l822vfe97yWOY371V38VYwy///u/z/r6Oj/xEz/ROOAdZFza7NK/VbT7kIIWP0QURUt9ScH5rm1i8FJA8+Drt+OlHn+zvEZSFTVZJwYB+8N9nnnmGa5cuYKNQMbO6loId8GXUjbVesBpwpWTbLifWwmbFA0rY2mtQ7l8U2pcz16CAQqf9dAbGB6g+A5X6zNNBwrCZ45IOhG10PSyHvffey9FlRN1ErrrGVWq0VHth19OEJFByxqda4QGW3vHrgBMrHOWClVTIbxlszXNTT181rquQVhqYxoAVNd1c5wXx+GAfKl1HBsGwUve2mEE3hhChOHlDSCOosUaCudrOH/DWgyfU1caFQmSpOMq9eMCXdVIKzl76hwPPfAQ95y+F1EJ9m/sk4iUNOr4IYquj8IIPPOikC12NcgUl45pg/PkYn0HxtAn725YqWFldZULFy/QW+2z2huwO9rjvrvuI1YJ/89/+r/Zn+5TFyVSKeJuhhSCfF5SUbveNCVJspjBoE+WZQxHe0wmEyKpWB+sMxmNGe2MyJST2Z46dYozx85SUaO6ClM7xyprqwZ8LGSpYbvaLOfyQTw4XyQ0YLelrQfP8YPrPPwu/P4gA7RI3m8+9w9e/wNDGGztTSqpjXYOaCyfh1JGaO36lqRQTnppnIGGMY46jqOMuIhZi9bIjmUcz7Y4e+wMu/v75OWc5y8+x3g+ZjqZQAzZSoqKJbN8znhvSG+tz2SeU5YFIpH0Vnv0Bj2yrkv2a+ua9LWpECiq2klIIxmjCkk87TCdzinLkjiOGyZaIEFo991f61xCb4P2EMJ8IrG4xghfhAjrNKxNgwYWc8yscP1CpvI2ylI657Cwr/3+V1Jha0sapR6YSZSIUFLx2gdfw7WdIaPJiFJD1nWjAIJzWa/X48WLF3jrN76F2tQUdcG8mJP2OshIMi8Lro2vcf7MXcyLGXuTffprfWaTGd24x3vf8+N85GMf4fr2NS5eucz+/pA4SsmyjIgYbStqKxHCuL4baZ2zYOVQpDGuJ1AY705pWiymT/7HuxMSkaJsxO71PYp5xYP338mpU6f4zOc+6yztlW3GCoR7hJSSWCrSrMvWxjHyae7mOZvaDeV1Z4/b762eRodRPQB7BQboYNxqwbPNuCulGA73GE1GbPY3mz4wXzM8iqM4iq8wviYAKPSGhAiyNSkl3/iN38i9997Lv/7rv9LpdPi7v/s7fvAHf7Bxb4uiaEmCFdiI0AN0kKHodrtLfT9fLROEMPQ1SPU++clP8kd/9EcUhXPw+sEf/EF++qd/2t0wXnyRP/uzPyPPc97//vdz++23833f932N9XeIdiX1axEhEWonvwEQBVAU5kWEC/Vh+uXD4qX+fvBGcDAZAkGaxhgNMoLpbMz23g5Iy9raKjZyen0r/BwJ66p47u4usUYTRc4FLsjPRFNB9qAlaOiDRMRnuK4ybm9K6tufNXzOl6reOWmZdjdJP7QP4VvTpWoGikZRwmw2ZqXT44H7HmRnb495MSPtZtTdChO7taxSQWly5vWcsi796/pEKZgKWMdX+NYn127gQVg414IzY1VVGKuXAFCl6yUGKFRSfYnTad5f6jiL5S+sYyGsdf0DtXWGFDKSxMpZnteldiDJJ91BBpdIZ3OuVERuSjewVkrKvGI6ntFNM05sHOcb3/YOTqwdJ7Ixs+EcYYSbrVQLJpMhnU6nkUJKKVCRYwqN7yFa+AT449hI/jxoCE3jPqOQXtqCtVgJdVkRCUkkJVVRUhe16we6616uvOFNPPb4o+wMd6nqmlgbjBQURYFQkK10ibOUbr9D2skYTycUxZyyKkgi51w30zMSE7O/O+TMHXdy17m7SUgQSHTsXDBrETUJmNaVX4/OJcuENeqZFys9E+RZBYnwh3ZRObf+OLs0XS6t78OStIOFi4b1tV7eFcBU619I3iXeBcu79GlhqESNsBIdWyq7cACt6sVMJWEEwgim0ymRCtcpb+uOY7aUiKj3K2bDKdPp1I1MiAes3bHKuTtARIKHXvc6Lly+wBee+QIvXn2B4e6QuBuRdFI2NzcZlSOMMmQrKWk/o7fSI8lijDBUvqdMW+mTb4H2ElIM2Lmgk/cYTYbkZeGBidvcdmen21eOWRQt0O32tbOvx/eauJ6T1trEnWfWWP8SwqXnwrMBFR5sOQln44fuwyjH/kYyxhSayCrXe2Msr3/t63n24mWefPophpMhcUcRx6qxAM/SDns7uzz2mU+zurGKjASVqahMSdpNuXLtMve/5gGef/Z5sk6Hk7edZDgdUReG42vHkVLyzW//Zq5cv8IzzzzDhRdeYG9/l6pw93QpFJHQIKKG4XcFKueqRt0qWARW0/8f49ZCv9tD54bh9j6b6xt8x7f+L5y+8w4e/cxjPPfccxw/vtUcAyndPosiZ/CTJR3uPn0v95y9i+lwQiJd7qBU3Eh23U6W4O8/BBMKu7g3vhRreth94+DfQwYQZl2J5uHSfxbF7nCf7d0dNvobSAlGexD9b9s+fBRH8T91/LswQEK4idTBjvld73oXFy5cYDKZ8KlPfYqPf/zjvPvd72ZnZ6eZzByqhcE8oZ2wA8xmsyWpVWCJvhoMULDvnk6nzTDYX/zFX+SLX/winU6Hhx56iN/4jd9gY2MDgJ/7uZ/js5/9LJcvX+bSpUu8733v46GHHuLhhx9uLoaB+flqmTS8XBzG/ATgdZC9CdXZtnXry7E5cDPIOZhItWWIB5kVWi44tdHM53PG47EbhCkE+8M9+oOel4KIA2uJZqYEspWgyUXyZbAo6be7JZ9rs0J26fMcHjdVvsPv/XBQa42zYQaEMBghkMJijaTSTspQ5jlSDDizcoYTW09z9cZVEhWjEgGpm6FTU7sBh1GEUBIn/78ZQLqEl6XPZOxiqnk4rlprZ0xgnFymrmvqAIDsIU31B/7/SmEF1Kb2hgLay5wskYhIsoQ0ThkXk5s+UwAmYXtCQSRsUzfNOHfHWV73mtdxYusE1ayiLt18rySL0YVBa0tvsOLsZ8O+UAIb+UTHLFvLtsGP+4XfhpAwOsutMIKVML9kd3eXrRPHmc4nXLt2jcH6WgPk3vzmN3Nt7wqlqdjd33P7W7ht7HY6bG5u0l8dICPhKuR7ewhh6Xacxf/Vy1foiT6nj59mtD9m9f4BJzdOklOQkVHVNWmUIoxomLugexHGIvx0VyGW5WyBCWqfv4cda+AmF6qXWutfzvpoFw3aRZ6Dz5VGIzz7o8tqyZzDao3VhixJF6MaK4M2unGiwzpXQVEKbO7kYUpFSCMATVXUrA/W2dha5/7X3s/F7Rd58tkv8cwLT7M73CMf54iuZbC5wvrWJmknpdIleZV750C56GH084WMNOiqRmuDnlqqsmY09zbusXTyT2MwKCyaWERYX9E3NqxAu9y6YeXChAMPaIxjjRSC2lisccUpGcSbAiKhMB4ACSGwSjYmAuCvT5WmNu7cKYo5HnJR1RWnT53h4Te8nnE+Ir8wRUQCKy1FVTCejiiFMy74p0/+E3fdc57KVEgr0VTISHDxykWGdwy5/dQdlGXBtas3iNKItZU1KlORj3KQgrvvuIe777yHy5cv89/+9fM8+eST7O/vo6kRqSQCrJDO9AWJpURpZ2EulN8j2jGdMrhRWouwkp2ru3z9I2/h9OnT3HXPec6ePcuHP/ZhPvPop9na2qKq3CAzGQnAgeg4jukkHXqdPg/e8wB33XmeF56/QLLSxxhDoiKK2joXuShbLhQRCgIOa76UyP6lGNWbr+fgUJW/N4a/ueYxLJbpcMp4PHSDm0Pzj1i+dx/FURzFlxe3BIACKxDMCEK0pRNB1x+SHDfvwTEzbdMDKWUjWQMHVH78x3+cP/7jP27cWn7yJ3+SPM/53u/93sbZKjy/PUgVaOxNn332WR555JGG4WjPssmyjDzPm21pN2GHOUVtlim8R5ifE8cxZVnS6/WYzWb80A/9EJ/85Ccbmdiv//qvN4xVWZbcfffd/PRP/zQ/8zM/A8AzzzzDe97zHv7hH/6h+SxZljGbzeh2u6+4/w9WX8MFNLBbwRQiRFEUrmrsQdZhErX279rA6GCP0MsBg5f628Hfv5LLnRv0J1FC8aWnniDJUpI4oajcHBXrLWRdH4dLfIQQzu1NCIx1TmY2yGbEYqimk46ZlnxLNAySW780E9cPfu6m1+JlWDoj3LBII4yzNvXnRKU12rrEKSZmOBzSyXoU8xLZnfGGh76OJ556gs9/6XNsDTaZzacYLImIiWPX1A/Q6zkreMD1p5gDyatd9IWE9e6kdDPnAhfHrqpuXRXYua75RnT886BxOsITB4Gda1c4jZ//E6QnUjlD5Vk5o5jnrqgRpays9smSDra2VEVFlmXN+ZVlGUIIdG0RsXv9yWRE2u2QqIh8OqMoKlZ6fTqdLlVRs7e3RypTEpU4tz9rEYlESkuttZNKhmOOs1G31oMfaZvrlzaL7W1bsVcmVKMFQnib6IY1NKT9jFk+RaPpDrqU2rFAKonoRBHv/NZv5e8/8l+4/qlrFLOS4yePsXXyBN3VHoO1Add3tr0BRelsyG3NqHCmLspEFHXJ3s4+vazLmx55M8PRiOOD41jswnpequZaNC9dn6GtLVr7ZNgYtDWgIBKLpmtjnLGIe68FILHWOoBhZbMODq77g0lb2I+wYOCtsCSdxPfUtb/axKJtJEfg5DtVpdG6AClIsgxtTWOcUZfaDaY0gBVURcWg10cIwXw2wxroph3quma8N2N2Y47UkRuErPxce2cLiLXOcazWFWkWc+7cOVa2BvS3Vnj6+afYHt7gzgfOUlBQ6YpZNXf7x18KNAu5oK61s52WEqShLCuqSc18XiAigVCCeTHHauMdQ0uw1gE2/DBfFqyOJ6kRwp1HorW/HAPmiUmlSCKF8U6PtvZssZsN4Nz+NOi6cp+vKZKYRlYoI0ldapLEOZxhIBIRtta85uEHef7Ks1y4+jylzeklPUpbMpqO6Mc9Tp46iUzdUFldaqqioiM7rKytcPnqJWb5lEGyhgg251Hi0FkliEVCFCfMRzkGzdZgi//wTe/kTQ+/kedffIHLVy/xiUc/SW3cORtFEZ0oJZUxNRV5nhOh3JiG2t1LitzN27ntttu46+zdvPmhr2drY8u7BSqee+45PvnJT3LlyhWOnzrpr9PaWa93M29QITi2eZzXP/h6ztx2B9tXbtBJOtSF+xzzwhWtIhH6iL0M0bhCl5u55djvuljMDTyodgnnTruY0L6mWmtRkcR4iG/tYliuwSxMNJTg8tUrfN1rJLUuUeKV+2qP4iiO4uXjlgBQkG3FcdzYQcNyEt2WphVFQVEUTCaTpdeYz537TKj2gkve+/0+P/qjP8pv/MZvUNc1V65c4Ud/9EfZ2dnhve9975LTW0jQ67rm8ccf53Of+xy//Mu/zDd90zfx27/92xw/frx5j6IoGI1GDfgJgCHPXXO9EKIxWVhZWSHLMubzefOZw2dsmxV88IMf5EMf+hDz+Zw0TXnPe97DG9/4xqXtTJKEb/u2b+Of//mfef/73w/AF77wBd73vvfxK7/yK5RlyWw2axijV4pF8rD4TAEAhs92mNHAreqN/70jNNHXLOy4pZesGbSrgkkIjRsNC+RBjJAKIRcAyIGfdp8QTS9QMwuI1v6x/537SixXuBup1ZJkyAE9UdSUqgIBK1mfExvHuHHlBp0NJ7G8sbtNUZecOHaSaG+b5y9coNN1LKZAOKdc6aaiK+mSHHwCawmW1Gax3VKijZtWro1umJ82AFJyGWS3twXceeMAg5uBgnbSuqJwsz2kEsRpjIqVG8CaOC2/Ed7lSyxbIWOXE4Rut4uVolX5N8zncy5fvsx4OGK8O6GTdlnrDVhf3WJjZZ1Bb5Us6RBFEhk5S9hEJahIEKmkGViLMJRFjZSWyLifdW2pdUlZlU4aFKcgjBtki/aJaJjTYqDC9Q8kCuHntpS6oiprKlNxfe8627s3GE9HbB4/xp3nz7G6PuDq9g2efvppuit9b6nsTSK08dPuLcIY53w4L3jTw29iOpqy2lvzjdGCSPiEXiki6xqyaxskjDXWaqwRNyVZh0lP24zQopBysz3vS8XhDJJw61otEsCDTG1goMN1PwCpIKOb6mnT2B0+VxrHjcuWMrh9V9dUpUZaQW5LinlBPp1hLWSZa7Av6orpfIK2NVm/R39twPW9awy2VlGx4PmLz/NPj/0jF6++yMlTJ3nrN72NCzdecPbMtnYOdMGSWTiWVdeuJ8TtQ+U+pzGYyt2TelkXIkNF7hv2jZu901EkUeZAiZfQBZtna/FJtKUs66bjxDFNwXLZgduyrJul2AawGIswgiTuuF4z2WLuJBgjUH7/WyFcH4y0GOWKSEY4x7r+Zo/VE6tkqwm74xmRiFjbXOXEHSe4/fQJLl29hFBuRpPBYjzbXumKvMyZ5XOKbuVdF91+ktZ30cgYqT3Ysspdt6xk0F/lvvP3cucdp3nXu97F088+y2OPPcbjjz/Opecvk8+d1FVKSSQVWZLS7/TodrtsnT7GnXfeyfnz57n9xO0ok7C3vUd6ImU+n/PRj36cJ554gsFgrTFDKmvnmqeQRJErih5fP87ZU+ccg2gWc398Haj5v/9fIx0NfxQsrpvhnDr48xJjfwij6u5H+Ne8+TFC2IW8WzgjESW9ZHdBFR3FURzFVxC3BICCjCw0yweZglKK6XTaGBSEm1u366wyB4MBnU4HIQQbGxtN9bcdZVkyGAz4pV/6JYbDIb/3e7/XuJ780i/9Ej/7sz/L93zP97C2tsZgMKCqKl588UWefPJJLly44BxmypJv/uZvZn19HVjIy+I4ZnV1FSEEg8GAlZUVwPXzLJxdHM29u7vbzLMJc2vyPG+ketZaPvvZz/Knf/qnbG9vA/COd7yD7//+729eF1wyp7Vmc3OTH/7hH2Z7e5u//uu/ZjKZ8Id/+Id8x3d8B295y1uYTCYueZTypn1yWLSZn+l0uiSdC9LA8P+25fb/CCEkaKPZ3d8lrwqMqZ1eXUknLQuPE8IZIgS5h3BgQEYijNBwNxMPljxGalzgjJ/vIoTvYcFJKG5KFDlcOnRYBEGLPPQ5DrAZ480IjKWucTexRNHv9jl98g6uPnmDncu71BikkOjSMNwfMs1zNte3mBcz/9nce0rpmAlhLUK6pD28Z2BAjTGEcYpBAqet9jNATFNhtNaiwr20nQDYhR32QemkNobK6Maxyw3G9b1HMiaSEehWss2CARDC9514Ni7sr6oqwBiiWNLtdomjCGsMw+GQOHPV4OF8yDSfcvn6RddX4kVEK6t9pIQkSokiSRynKCWIZIyQ1iXNCmIZux4SGeHm2Lr5P5V2SYYSkX+cQrVYRGtdI3xRuWRvfzxifzRkOBkyL+bk5Zgoi3jLN3w9Mo4YTYZc27mKjCK2trbYH4+a42JD75X2SawGLQ0qjnj4dQ8xm0zZGGwym83Iko6Tv+Hc7OI4gHjjGZ+aBSlow6JeIgnDNcCGhEk62+/QRC9MK9trr+uXWfMHH1fXNUILlAIRuYYr0TIrUX7dBpc9q8GYcH5aVOLd84KNuQbdHsCLdE5/2jiWR0RUdUFdOYZDxJKZnriEOY7ornbQ0lLUFaO9ayS9hE8//mmevvgUsqO48/xZ7nn4Pnb2tvnSM0+heoLK6qV7gm4SXle4iJVL6LV1kjJjDLZ0x1GlMMmHXLp6gTx3wzeFEERSkaYdBv0VhHAN9+G+pJSbIRSJyDGTgEDhlpznZH1vWuJn5QT3PuPPLaud5X2ZV1hhMbL2x9xLg6VzGFs/toEVFo1jIafFlNlswnxeUJY5Tz39DLvzXc7cfyfnk/MkvQSUpTIFV7avIBPhmCRrHDBXoGI3CFprzTifUlQF3biLiOQCBElFpCKEcOeeRVOZiroosRK6WccNO9+fsDnY4p3f8E7e+Q3vJPLPN7VbW8WsoNvpoMuK4XCIsJK1tTU6aeaPjWJra4vxeMyHP/phPvKRj4CCzc1Nru5cZTAYNDmKKSz9fo/zZ85z7533c2ywhZkKP7h6GeQ7W//W9dyAtc42HhvOnZuNQQ4Wkw4WJ9q/DyefWTT+YAnud6Jh5t2105JXOf243/QvLsxcjuIojuLLjVsCQG3ZW3BBC8xJ6Mk5mMQXRcH29nbDqIzHY3Z2dtja2mqq1KFHZzgc0u12+bVf+zU2Njb4j//xP7K9vc3e3h6dToc///M/XzIPOBj9fp9+v8/29jZbW1vNhWY6nTYXozzP2dnZoaqqJbZEa02/32+GlrqKXEme53Q6nWY7t7e3+eVf/mU+8YlPAHDu3Dl+6qd+qunrGQ6HrK2toZRiMpnQ7/d56KGHeN/73sdjjz3Gk08+ye7uLr/wC7/ABz/4QU6ePNmAx1uJtgzw4FyNcBzC5w/bt1zpfXVHWdfcuHHDNe2zcKXGSZ8AACAASURBVLgKjf3gK2EtBsiBoGDnG3RZC3an3dtjWrvALv3fYHxT9UtJ4F4uQuO5Y6oktpni3rxK078mlMD6RCszCYmIWV3Z4NTW7Tx3+Xn2dncRsaC0JZPJhNJWZCsZ1gov/Tvw3r7JnYZZsUuVdavd3ywOtGi7mPsTmKr2di5u3kEOJxtZSu3tq9220EhLlXIATEpJ5KWEpl7MeBGRwGqLkAt5pdItkAnUukSbCoV7zZWVFeIoRfv37KU9t121odQ1VpeLZFXAeH/spGvCAxuhEN4hC2HoZj20rqgqjalKHEFmkDJCCMusrDDCSYocuyZRhOGThrws0aamrCqKuqLSNbXWGGkwaLKOIo1jrDLk5YyiKt3gWaOZTCbufA2sQY0Dh8YxAMbAvJ7zwJ33s766wXQ8oy5qinlJd6PniyQOAAkiZCwbAFQbt66cDa9cWFMvFsiBBXPgO4ASvql7uUp9WP/Cwb9Z6/pR6rp2vSdCLBjcVmHnpfocm3WnzaKabgx4qaWtHXMZq5ja1m6mloowtWY2zZnNcjdoNxFo43oo4lhSyYrJfMa1nevsDHe5tnuV/mafu19zD1EvZlZNuTG6QUXF+sl1dva2qa1eFAhEkASaxhBDWompLWVeYgrt5K7WsXMvXHoBqSxfeOK/MZlMFu52xqkmnCohJo0T0jQlTTtkWUYcx8QiZmNtA4kiagoE3j0RwEq6Web3je+fq8MsJcBY+nEP62ekiQi/jh21oNH84+c/jsFQG01e5cxmE8bTCdPp1MnRT0YIJehvOTMRo5y0sapK5kVOliUUukIYi7aGOIqI0sTtm0hQ6hKNRkQCReQYeWNRwrE3TkoukTJGWUFeGaq6JNc5ohB00g6JcsyU1hq0oSoryrxCVxX13JmrKBnRS1eIhCKVKba0lPMcEjek9mMf+xh/+7d/i0okm1ubjGfjxnlyvb+GEpI8L9lc3eKhB1/P2VNnyccVqYkJri5WBKMdGlOC5j5grHPZ8+DHHAA6t3qvXS6y2UVxovV3Z2PuzDCEBuWrCJPJhP56z6kdIPhqHMVRHMVXELcEgO666y6+8zu/s2E2AgPU6/UayVeIADCSJOHBBx/k3e9+N1pr3vCGNzQyubYEDmB1dZVr165x4sQJfv7nf57v/u7v5hOf+AR/8zd/wxe+8AWefvpp0jRlY2ODKIqaYaRvfetbefvb384jjzzC2bNnOXHixNLnVkrx+te/ntFoxObmJmfPnr1p25xWu+bOO+/k27/92wH4uq/7uqY3KPQ9Xb16lTiOecc73sH6+jpve9vbePOb39zI8rIsYzQa0ev16Pf7zevfc889fOADH+AP/uAPUEpx4cIFPvjBD/JjP/Zjtwx+YFFpjaLI22IOG206LIaRHkzatdb/5jbbX43QWrO9ve2bjLXr35E0wzWdpG3BArnEX7op8rYls/Kv1wY/wQ4b/NwNv4/CDDnZel47bq0K7iVvzePdkEJX7XZAxBkRQGTd5I/KVw5jKYik5Pzt5+gkHappxRPPfQkdaQbH15hXU154/hKrGysYYZEiABVnuuAc7Jb7q5YrkNYlwWJZcx4AEGF/6lYPSJB4WKdxByiratFjIgXKV7KTJCGKFLXOG0mikwUZjHbSLqUUNbV3ePKJsQm9EG4Ku5WSWCmUil0Tua2xWmCNxgrDrPbDjAWIWEAqGzDVWMJ6psBa1yCvbY3Rrj8sn+buyFuBc5Vw1VQhNEhLvJq5x9eW2tSY0lDrElNrrNUMh0MHmpVERgLViemkHaIkJook1rpK+nB/SFnXdLt9sl6PPM/Z3R/RSVLHynjJktEStFdOaldZPn/+PNPpnE6n60BT6Qob5bxCZgq81bjC9wT5rzAEV2CRBrQ2Cyt44UCWCGyLdOuUUHi2vh/F0hQWDpPqHGRFDwNEbuin67sxJkzo8s83CylQAEZtgDSfzZfkc7GMQCqESjxzZjGmpixK6npGnufM53OsEahUQSrJOk6lsLOzwwsXX2R79wZaQNxNOH3fGUjBJlDIkiqqMbFlWkwZj8ZoXXtGNBg2mKVrhFIxVhuqoqKYzDCFJVYJiYqJpGRzaw1izaQcUYmKbJC5okFlkJHi8s4lhFBYv93S93OFfVIXtZvB0+wD1exTkCQq8gzQsuuY9aq3alI1FR4VS5LUAWXXqwTHbz/eSBRtajGpobOaEdcOnOxV+6jIAYXRdORcD9OYKImIlcIIb0ltXdHFuUxKJ3NTiihRqEShYonGoIRsua3FWF03hidx5M9xE1Nq15NoS7CVxZTaDXYVko7qsNJfcQDG/x5tsMpZ35fTEl05yeKsnvHxf/wY/+k//2cqU3Ly5Gn2R3vsj/c5d9c58jynzCu6WYfTJ0/x2vtew5nb7iRTHSajKalMFoyPqwc0g7mX7gXWW29bN4tqYZsvlr4fPG9utbAWAFcw/GjcFAERKWpjGI73ObF+opHAWasRR1ZwR3EUX1GIRx991D7yyCOv+MDhcNhceIPULESbVTk412Zvb48kSajrupGWhbDWVcfzPGcwGLC/v4+UsgEQUkqef/55ZrMZV65cYTgcsrq6yunTpzl+/Dj9fn/JJttN43bJXHiNPM+bfqB+v780gT68R4idnR3W1pzDU3hcADij0chX79LGne6waA95DOxMaEzXWi+Bxfl8TlVVDAaDV9z/oQcqjuNGHviBD3yA+XxOHMd86EMf4hu+4RtuYrgO/vxqDAsMp0M++rGPsTfexcia3loPEQlqSlellqK5+S6SqMj1mViNlWaRVLXlVkI07I9h+YYWAJAiaSRs7b8f9v+bw3gXMdMwJ5bIg7GoqYpHUUQcRR6PhHUhkBLSfsZoPuHClRf5wjNf4JlLz7E/30dHBhtb9yWcpA3hXb+M0zpJI6B0s5S0detWxn5NS4GKIidVsa63IQxVhdYN1/fGtRkg97P7nheFT3oSD8CjltzDIKQDClb7foPauqGFVhCTkE9zIhlhKkExnyMqSZqm9Do9oiSisDOi1AGqIA9qkmRFY+mtjaG2YRsWVu5p1Gl6KNwhsS1mxFWJlVIkUdzI+dxQzZpS11zf312sDd+ngbVILxVcXV314MfZ9GprqXRNUVdYXVHMJwxWe66HsCiZjKdUxpImrtI/n+QeIDhWTtQ4O2itkRpu2zzB//G//5+s9FY4sXWMyWhOGsUc37yNuq7pdrsO8MXSuXdRkRc5s3zq2OrSu/sV5bLjYli7+pBKtv9ZWA/GWrRomxFsx0udE7WpD03ywldgJENBKRRxFiDI/z28hpVexume76RaJcXMfce69dPtdok6ir35NqP5Pjs7u1y7do290RAZSdY21llZH5CtdBCZpBQlu+Mdboy2Gc8n5FWONjWmqp2ZSMOI6kZWKqyTb9WlZj6aMh/NsJWgk2RkSQeUQVMgYhrpW3/VKQHK2vXFpJ2uH5Tsz6tGauUKIlEUeUC+2CfSe7U5ls0BIkUAkYvHKQOp6nhbcEUUuZlTcer2sZaW4WjP9+O5vj9jnJTN3Ss127s7dPod4jiirAtqoxHCUtQFeZ7T7/fRpbP515UhlhGb61tIK9m+tMf/9s7v5cyxs/SyDnWpSWVGJCPXnxTFdFI39DQvc2pbAIZa1I3pRTGpiWXqzn8PeuuidPfHoqYqCubT3DkrZh16WQfpmSUr4b/+w3/lb/7fv2F7Z4eTp04wL+fM6xkbWxt0Oh2XIxQlt5+4jbe86et5zf2vI4s7WG1JVQKFHyUgWAziRTsWqLWeZehR84A5sEBKqabndPn+tLgHHTwnws9GODfMwDgtgK9n8izY2hCRYArNqeOneONDb4LakEQddFWj4ld/gfMojuLVFp/+9Kdv3QShDV4CeAjgoJ1gN43MXooVwJIxppHQhERHCEGSJEuVkgAGArMUWJsHH3ywec9gBxtMDYQQjbY6REj8q6pqBpiG5wVavA2GpJQNqCmKgqDZj2Onvw4gDRY9Ebu7u2xsbDRDUsHJPQIICs2+YajreDxuJEXGGKbTaeMe90oRmCpwNPg///M/N8dha2uLY8eONfsnjuPm2PyP0AcUmvKDc5nxjkBCuoTPJSYGK2Uzx8d92eZYLlWYgxOPCsmEv4GJBfDB2kUXic8Z2xruELfGAi33zCyeFxpiF03fzp7ZgRir3c2zmJSY2nDq+ClWN9bprQ341Oc+yX4xYn1tnb3Jrku0hEGE3h/PIhktsZWmqmpM6LUJrnZKeuO7BQAK8g6gaZpWS+yPbXpIrO8FCms5ACCDaHqB3LR2jbG6cVcTkXAzkbSTrYV9G5KDg3u0tgYlLCpWREm05KYkI8lsNnPshZIQ+cGrsjXoVC+GewIozwqGinlvdc1J+PKCyWzMbOpmxhSzOYWu6W9sYP2Q3UgoYuGAkvJrajgeunMpdtbkjrgxVKbGmIK4FzOdT5jMxsg4IemkSGOoypJyVCKtcnIpjdsvftI8tUFruPvc3U1xZTweY7Qg7fUZDoekaUrtGTjrt9mwKN64c9xtu5VeMmOW2VAjfR9B+E34JlyfiQhl7wNr/rC1f9jflGg18LOc6AXmWgjRFHEaW2n/nJV+158fji2tK+3vFdrfT1xiaLQztsj6PVZWVtBaM5zs8/zV57i8+yLXr22jsWxsbLB1/BhZt4uRhkk1papKxsWUUT5irnNsBFVVMplN6MjUyY0amakvAthgLGKpy4qqqKlLTYRyYE0btKnJ1hKILSJ2+z1OpTPJsDVSKSb52LPQyp2TIiTJzrUvtxPH4AnZVP2dvMnto1i5e6S0LZOJ8E8IzHzo2AkUMhIkOkZVrp9NS0O3n6Gtpqwrirqgts78Q/szcf3kGlpXFMWcWTnDYEnTmE4vo9vvOLZNOiMDjLu+uHPFFS2yXkacLlKJKIrIkgyFIlYR/W6PqipQhSKvXL+f0aYpCm6sbmJqmmKoMQZhoZt0UKm7V5bdkvl06qTzMsIYuHLpKs9deJa///u/ZzqdsrGxQWUqxtMRa5trrK2tucJlnLB12+08eP9ruOvsXXTTHvXcMb4yU1hTu+G6wl8TjfXjFayXSy9MJ6y1SOv+JkLvli+6taXZB81AXkpWCizJ7dyJ7UGQNQjh5j1JIal0yWg0Qhu9ZHV+FEdxFF9Z3BIACidu6G3Z399nY2OjScpDlbuqqiVb5/l83jA0Aey0GZCyLBsAFdgdrd0smH6/39hFtyVzUsqlwaewYFrC52snsSsrK87L3xsZBHYqWF8HiVuWZc3znbTHPS5cuEJv0Xw+Z21tjTzPGxe3lRVnVRwqtW376bquGQwG3LhxowEpYXtC42bbROGwCK8XtnM4HPL5z3++6YtaW3MX+/DaYZ8ctLR+tUb4zHVdI1O5XI328jV7IG1e3ExMI/dp33yUUg0AAp+UiUXfSVgjEjAvMcjh5RLB1qNuek7bBU6IhX2w206BMhJjazfxXcFkNEVlEVa7+Tn333sfq8fW+JfHP8Wjn/80GyfWXUVahr4E21QkhTXo2rOfLQDkkiR7EwCCdj/USwO9NqAbDAZNz4EzUVg8PgBQaw0KJxGLbOzYIONYqeZ4hWpoW+8uLZGMlpwWAzOsrQNsMvbDHRUQeeMHadF+mCY4cBu2XwOIZnQh17avORfKyZT5fI7xstDeoMcgiRFZhnFDWprKbnBts9bSX+1TG5eMF3XVzPoxwg1uFcr6vieQGMq6Is8LrBHO0rzU7lgbidTC9fob43q0jOGOO86gtWa1v8Lly5dZ7a6RZRk3ru66QbJ17cB6DUR4ABRYlZulNof1IQRAdFOfgvV/k4c3ad9KAeAwG/k2AOp0Ok1BKQCgxkbbWkxZ+HPXnyfaNsDHsRSCNE1JfKU789Lhy5cv88VnH+fS/gV0XBJ3Etb6fVbWVpGJorYlla7J6woja/I6ZzQZsj8fY5VjbqMkwZTOTGAxmMc21wm3FjS2Ns31V3qmBiOobc14PENlbttlpKjqgnlZoLUl7iZOcir8AGcRegbDwFOLjMFIvIwXZLju+H5GFblzKKgbjF4k5AIQWjWsnkRQFnHjeqmlZpg7RsMVEfyIiiwjSp2MUkytA+exIO0nHkibpmBYVZUD8NLpkqWQqDgiVSmdTurHX4jFQN5IkCQxkYhJIleElFLS6/VIbURRzJGlG4dR15r5eI4iRkmFjKU3yXAGEzU188m82d/5rEBqN0fwqSee4v/7yH/hyvYVVjYHFOUcgeTcuXNM8ylXr17l9OnTzCZT7r33Xr7u9Q+TxV3GwzFZnJFGKdPplK5Km+NtjBc123At9yfJIes6AOTDAFD761bPpaXzRzgJXPv2EpQswUnwKI7iKP774pYAUAAtQVbWtm8OQCGO45ukVqEv5aUkWG0wFBgmpVTzPsF9rs1iHHZzD0l+eF4AWyECYGp/jjY4CO8Tnt+W8IX3C58hALyDA1YPOsGFCO8ZwM/B7VlZWVmSDQZmK3xmd5Nwf+90OvzLv/wL73//+xvwk2UZP/ADP9C8XrjIfi0GrH41wgKRiojilMFgwLSauh4JL3FwSYlPjhrHHAnCDQgEgVCuN0VIiVSLHonAgAXGLbCTIfEKyaAWCxe15nPdEvgBkE7yRbSQ8OBvXo2m2y6SfkOToGsEprT0shV0VWHnNb04ZSXqMuh22bp3wFtvf4SP/9NHmddzCl1A7IcBK0NRluRlgRCSyromZ6s0kZVYW2GtIJYK4feb8jNjFM7lLDIOdOyKaVOdB29w0MmaRu35fO705tL3WvmbP4DQgshmCCucvKYy5J7Bs8JiE/d9rgvnIJw6u/PKaJRNSOKUldibF+Aqn0o6Rhc/wLbSpesnshJROxc0EEgZgxSU0id3UmCsY5qn0ymTyYQ8zymKwiV9nZTe2rqXHAlfabbYqkJpGvmbtWIpycjHQSIoiKxA6dCL4RLZmdZY6eQqeu4a52O8jbM2KCPQuiJLOowmI3pZByst13dvcP/5+3nd3a8h0hH710asJKtgBLvbe0SpYjIfU1GjaoWq3DXLimB3bjFGQVGgDCTWj0hsDbgViMZu2SWofn2GxEwJzwS0gVHbwn1RoFg6b/3fI2PoltYBPwWlgkJJJyMSEmkFutAoC0pEKKmwSrnqNhJLxKW9Gf0oY1NmpHWNnFeOPcwidFcwliW2b1CJppgMefGJT7P9pWepr2xDktN/YIXdVY2NFXtpzn68g4kirIixAsq6pJwV6MkcU1o6JkXmGlFW5KZm1hVYZUi0ILaikVNqf+Z04ozt3R3KcUWiUqKkR26gVgIZd0hNAoW7BqElRS2JZZ9YWvTMsZVIB7CE8d+dwg1hJe3d206YVThW0oPdUPiwYcaTW6vzsvDyOVC1oq4tqlRIz2q6/jHVmL/IWNGP1zi2cpy1tTWSjutZmo6mXLx4kd3ru1hrybQrUnbzxLu7ZkzyCZ1+l0Fvnf39fWoD8+mIWdRhc32LZNCHqmJm9ljtrpJlMSkdwA2wrUtLLEBqi8ot8yLHYjGyco39UoACqzUlfihuWjMej5EC1EDxxAtP8LGPfYzPfe5zjMZjOhsZRTQnTtzw7nxWsNIdsJFuUWxXvOud/yunT59m1W5icgOl65myChKS5lwXuITICPxg1nA+OGBeaQ3G947KCOnnkiFtc/1xPzsw29yvWge4uZ+IRVFPGuXeI9iYN+mB66OK45Qyr4g6KVGS8uRzT3H/PQ+gMZSipvO1mWd/FEfxP10cnTmvgjgoUwugqaoqxuMxv/M7v8PTTz/Nc889x+7uLleuXGlc4c6fP893fdd3NQYQ4bmBrbqVQauvhmizdoeB3JeLdt9P6DGI47gBQaEHqx3h55cDOLcqf3uleNnX8WxHXdeuH6F2LU+hEKBiwbd927dx6colnnzuS7x49SJ7e3teaiYRSqKNJZ8U5MUMGStXle0ouv0u3U7GeDx2CX+oauMqvMb3IuU4e/tut0uapkvS0LYD5GHb1baPeKntdMfTLv+8VCUFKz2bEqqm0vN+Anq9XlMYqK1xiZ5agAElYTqfMxqNmE6nTcEgyzI2NjaYTCYtuZhsKulaa2e9jcKYhcQlVH9pgQD3ey+RbOySHQBayGO85TRufowv9QO4BEbGdJIUkMynUwaDAfff98Bim1tV4iCXDMA9JLxhSGf4/G3r5peLwyrQ7fPsMPaozWC2j+9BFskoB0hD8heOqfKrQ0hJjCSOlRurpJ3ELa9L6qri7InjVPOSfDZDC0tvPSVJOlSyorIF/U6Xazeu8OTzz3Dj2eeYPHcRe2OPfmHQKxG53CU53mHt2En6m6vIJGNeaIZ5wazIKcYz8rKgmOfoqiISkKiINFFEKsOa3NmS4+SNAfgah/qpqDD+GGg0sXa9J9biZLnBCMW4xFca21iMuw4nC3gLcOlZZ+F+Nq4isXSMFlJcGqDeXocNE+QBkK01VrWOW2il8kC+YflajLgxhqqqnMviYKUxNckSd/474wDXh4PGS8dpVBnWurlM8+mUD330I5w/eY7777+f82fPsbm2SSwjrHc4rFWNsjh7c11R2soZnUQQEdHvrzCZTRmPx5Rl2RSthHJW4oOBc2l96qmn+PhHPsqjjz7ayEM3T2xSUZLnBXE3ZnXFqTN2ru9wz/l7+fo3fz3HNo55J0i91CdcVRW6rMjSOKiBaUuEw34Mx6CZv3TI7enLvWd9uSGEY4PqunZzFstiafD8URzFUXz5cQSAXgURLmIHjRmqqmIymfCBD3xgaZhreNy73vUufuRHfoT77rsPWNwcw+MOJv2v5mhLYmA5ARViMUvmJlkBQcKzAD9JkjSJfEh62zOXQsLY3j9fLbDzlURzY/X/Rzsb2izLSLKEk70T9Ho9kk7G+vomO3vbjEYjRtMR8+mcbm8Vmwo6KkVGAhlLdF0x3psw3BvS63UX+8/SMEJhizudnjMl6PW8tbVq9Pi1dk3n7vOJpk+I1vGB5f3XTrYXYMfhASkdgxP6tIQQoARC4Vg8JVtDbBfSRivFov9LuqSyKgtKXTOvckq/3tugN0gPe73e0v5tfwnr+4csrv8pJJVB4uIlWUsASC8DoAbstJaQBSdR8gitqjS61KRxQp6XzKc5p0+fbnobD64HcAmjEALrk8KwlgMACtsQmIHDZIyHHo9WHARBB39+qd6FxXtZtBJoBFo6KZcQwZfKJftJHGOKijLPsbXre+ulKZvra6RxyvDGHpEyVKsxtqOYxJapnrK/v81svM+Nzz3P6IWLjJ99kWhnn/VSsGkUG3GGshEXLwwpt3Pibo3s7WK6KSKNUSqioyyiLJnYCmxNYQ2VNBRWMzbOsl0pgcSgceYDzZYZL2ksDXVZYyqDjQxGayeVUs7QAhV8IAW01g5YsF5WZX2fonVOhWFos2OuA8D0x8AsEl4LzuKbxawxqxfJuLaOuRUGjGrN7DIWo0TzOlJKpD+WJa7/VEpJVZTs7Tkwoaua4XDowE9ZUvue3TRKHXgoNbquyedzxvsj9nf3HWjZLpjuTtgb7bG9fZ27z9/D6dtPsdpdJZUd7wzn1m4dS0oMtnb9aijJjf0rlHUNStJb6zrXRGMYj6dMphMee+xRptM5X/rSl3js0U+zc3WXuBshIuXk7f2MXs+BOF1q+p0+D979Gh5+6GHuvete1xernBSvKiqUiNy8Ks9wKbkwQWifEwEABWnfgr05eM6wdH/6t4hwr6uqitlsxmw2YyVZQclXv8T9KI7i1RpHAOhVFDfp83FyvLW1NV544QXAmUF867d+K29/+9t5wxvewF133QXQ9E615X7/nkn9lxuhOhfsrMHtjyArCyAoRBsECbFosm8DoDRNm96SYCARpF7BOKF9Y2vru29dAvfK8bIsk9Bufo1wvU+aGmNqTIUDM0oy2p+SqIy777ybs6fvZDqdcvXGNS5evMj27g4vPn+Juqqw1kASoYQiSRQ1Bk2J1QHw+Ju0gjRaMGRbJ9ca04FwLMJajKKoYYFeav9Yc7ONePsYumPjwJcR3ighNHRHCukBkFISGTl5nmOAXIV8ms9RcUScuv4EU5VM87nr6SkLKluj4pgsy+j3+03vXVmWlGXZnAvt6jm4ZFGCs99tMUCm1QvkgHKowPuK+kGmKBBc9gDL4l2ihLVNA7mpLcW8JJYxp06e4tjGscbdy9y05ty+Myyq0CFpbm9LxM3szmHxSkDoYHGhffwOk4e69QtaCazwbIYA5TNHr/ICo0mTiH7WIZIOlBZVyWQ8ZFjkrGc9ZCdm1oHr1YSndy9z+fplJrs7RJM55sJloiu7bO5POG4ijqcZPW2RRUk9n3NfFjMbl0yLG4x1TR4JRDcjXulDL2EtVsQdSbcbUWQxc6mZ2ppJWVDpkpVOhnNhs2hhGgc2h3AldV5gCo2oDUKKxlZcYVEKrPbDWJp9JhEYz+i559jA8OGkf8JbklsDaOfM2OznAIT8bj4oobJLIN6dVFY6G3TjncTA9QNZKYhktLRebO36eoKDaJ6XpGmKlL4vp3RN9tYDfymle6yK3HyuyrB7Y5fpeMag7wyG9Lzmueee5fr1a1y48Dznz9/FmTtOu/7UFTe0NFUdNJqckqnJqXRBbQ1RL0EJ7/5Wai5uX+bihRd45qlnuHz5MpcvX2Vve4/xeEwkY247c9IXN9w5k/VSd37Umm6nz+te+1re+Mib2FrfYub7h2xt0bV2xgeRt6O3Bomirg2KljkMNPPk3BpvrX/p3Arb54oRN5NCX817b5MXCFfYnM/njplbg5uvvEdxFEdxq3EEgF4F0ZaatC+ccRyztrbGX/3VX5FlWZPQx3FMr9drjA+stUu9U+3nHwaqXo0RQAnR4cnZYRW2JQaoJYELTFAURUQicgIVZZesdw8DPwfjq3UTe6X9r3XlAYjTw2jt5vyYGjeEUQN+CGQWp/RWe6xkA06unWQ2m/Gl7lPs7u5z8dpF9oa7FJM5UTdCpq63QaJw4h3rQjNU2AAAIABJREFU940izjr0+33SNKW/OWikVpV3HAM/N+QV9o9o/e2gUUXY9sD+BAbIhmGj4XgogfBgT4TePOmGmEoBtakQkTO10FozL3ImsylFkVMbTdr5/9l702ZJrms979lDDjWcuSc02ABBAATB8YqkTOpKssKKUNj/xl/0d+wI/wE7woqQw98UClmyHeYgEiQ44WJsNBrdfU6foapy2IM/rL2zsqpPN3jJey8huzaiUKer6tTJ3Lkzc73rfde7KgKSHc2GKxnQVVU1uFJuy8XGQT4xC5nWwCa1jF1bZGcpXPov/5ssfQswsGQhFUhH6NuO2kqdlGsdKsBLt1/izdffFNvfDKgG18Ase9osps7BaPKVWIM6RvvBJtDZfu15srftx/gYXweC8ntBQSh0atwor+u03zpmVVyE4Oicx6UkhSkNM1vBRFNWmnN3wd+cPuJXjz7kNw8/5MmTR9TLnjut4tb5FceLFbdaz4nTzFQHrqcNHZWD/csS7Q2OksYHrjrH+VXP+cNTzrWjqyyT/Qp7OKE8nFDMDVWlmdmKzlpC7wlaEUwkauhR6Ag2KJSP+GVPbMTmXUUt9vPJotqIwoygY1rj2fQjX5+yvHHr3IiCFiMQc0H7MO1qLaNk3ReGBI4ICDgJuc4k/6L05lFJgjc42UUJ+JXKvY4geGFz2qZBUdCGTgCIc4R+bQGeX2uWKypTYW1B37ZcPr3Ee89LR3eIS4+ppFnyql3ywccf8PDxI/7zO7+gqir+6T/9Z+xNZ8zn++J62bZDE1bvey4uzuk6cTh7/PljHty/z6cfP+Dx509YLBbMJ3M8PVVVoLWVRsTBc7B3yPHxMYvlkqurK46PjvnB93/It7/5Tab1jNWiwWBwbS/1UMqgtZHzMPXZkmtcwLGWCia70HXygfXr+dqijLiNClEdeN4l/u86gZale7n1x27sxm786WMHgL4EQzplr61kh8xuqmX54Q9/OHx2O4hZrVaD2cT4+3KgP2SNv+QjM0DKpEJY8r6uHaZygH1dpvpF8oMcWF7HYOS/k5//FAboi+b3i97vg0cncJKBsAopox6Rfg++x/WevpUeHSUFB7NDDupDXv3nr3F6esoHn3zIRw8+5GxxxlV7ydnyKU/Pz9jX+wQd0UZAR1lVzOZz9vb3mU6n8t4WMMygYVuW+Oz8rN3FtpOR62MzBj9rALSWdSGZ9dwjxtoUYESiUtjK0qfM52KxYNVInY+2htqUUgs12sbnybzG51YYyYpIQO5Fx+9a0AQoZQgesSYfAk5QPslaY6RvHfW0xvVivVvaint37/H6V1/H6oLggFTbszEy7krn8LAdenMbwta2PW/7r9uPbeAzWItv/c7z5HURhJXT0pNmDHwkaR0whTByTnnpo2RkH4LyeNXx03d+zufLx7x/9YSHzTmL0FL2HbOrlvLxEvvhU44WirtUnBQWrwMXsWdZeGxp6BaBSdRUSmyXC6cpHNiux4aAvWhYXnUsz5bEmcXODXpeMT2YEKaWSxtpykBnFd4aghbZmXZgvcavekLnUZ7k3CdMjokaG6CLIevXiIzkopniUWvL6qS0RBkBzkoFQpRatwx0Qj42jI5RXg5h6zoWklVyHGMsneqPRJoXXEiNpbUYCWizZjtUQIfEkPsgFv2jdVMaO7jNOefom55muaJdNiwWC0ynmBYTJrZO8llhmxbtJYtWZHb/y7/5n6mr6aBOWK1WnF9d0iyW9K5lubxCqUj00LUt3aojuEhRW27MTlgtGg6PD9FoulUHIbXeCIoHDx5wfHDE97/zfb7z7W/z0ksviRNr61AYisISOo/WlkIX4h7ZB3rXyzpN0tucbMhNhOVnldbxJvhBj22uGdz7rpOK/l2MzDbnbRw3Ed6N3diNP33sANCXYGxnZ7ezrbnBXg5G67oeApV8U8mW4tf1xfkvYWQGyMRNO+TxeFGAlz8/ljqFEAgm4LzbcIAbF7S+UJ72D8QAWatTEz6PQiQrWm/a3upoKTApsyvARDlH6CN96JgXM17/yuvcvfMybVxy2V1x//En3P/8Ez55eB+jDLYqmcwn7B3sc3h4yN7BPnVd09OK3W3sxUHMRaKLhF5c3XRmOK4BkTlLnPfwOhZiLFMk38DjutcPBpRRaGtEAleIvj9bPIfoWCyXnJ+fs1gtidEPDF9IspDMjI7dFLO5xHhkE4RxYK9yzw9SkKkY/awSwZPrKXLQqSXADSp1hwfi6OewZpYMYu3brjqsEvajKmr2ZvvgU01HZAi+hnXD5rpeg6DN9aOvgW8b+zcGTy9Yly+SwQHPnDMDSzb05pJ6fjNwUjKXbXRQG3RZEIg8WV5w/6P7vP/++3z68D6tuqKJDY0Sg4tjNLNF4OBxy/HDBd9gzt3CcNNW6ELzIFzxkV/wgevpPbw+2WPagvY9ugclPu2U2nKiDZPes2oDy9Zzeb5kYT1hUmBmFaujEvXSHD+NdJXBx0inAyYqTG+xfSQkBsjHAIVIJPEBZUDnHkUqL5xU2zKoGKX5ba4BikHkoMIwxME0IiaEs3kPSFOoR6YIcqGQh6gxMVoPCzcS5HNay+/HkJhK6WckfdLUwFTFCF3X46MTZmsUXCvZfGIIoj6IsFgsmZYzXn71Lp98/Cmf3f+c4709lmVJXddMJhOxLJ/U1PVUXCTbhjZ0LJbNUMOyWC1ZLZZ0XUOzvMBYLXb4KHSlUi8xTR8dymg676hNycHBAaWdiJS5D8zqKd/+5nf44Q/+K1579VXOz885Pz9nNpGm56urFWVZi8w0koColrlX0ow66nVNVpa3Rb1uzJvNI5RSifVRwzGP4wZa+ZBvJdf+XLAiRhbS3mCsbtiN3diNP2/szqIvwbgOAOVs9XV9jwBpGqr1YMedWSSlFEVRbAR5/yVki65lZUYB4Zj9ySNnVLe/JwOcDAQzuNoGPtexQH8f44vmv5pOrrXnzttlkyW49xJ8E8FgMdqiK1g8vQLAREOlS8rKUM1qAj1RBT57/AhbaerZjPn+HgeH++zv7zOdzSjLkklRieFBchharVY0jQQrfxsm7Hn7nRmgzddG0q6RvDHXBUkfLfncxZU0Lr24usQ5R11LP7E+eNqmZTKpB2lIrlfKgVx2tBr/zbEZhorSw2c839uZ3CwF3AYGue4jxiANRUN2hEvzFaSoXicXwm7VoWstdUBtL7UWuqOMZZLgXb9mxsdgnKUe3ueL19gXHafnsWbbx2wwXkhzookYFCFly+WR5FYKvI70Cj598inv3/+YB48/Y9ks5XeVwh7VRAMTM0M7T3y6ID46Y/r5gjtPHV9ZlbyqZ9ShZ9k2XPSe9+2CD8ueB1MwVcHPHl5yWBlmeso0FkycQq88euGhc9igmUfNVGn2g6bpOlwTUFcdTxuHnk+4UgGlIh6Dt1LHU/aB2GtoI3Q+sRTZdEDAv7IBpRP9kgJrhfwsi17O2ajTejHrerJkG7cGJMrIWlJGGEE0OjEjqFS3EpIBQ0yvCy0kNVghoMVbe7j+qyimIdFHogq4kSIgRIcPgVm5Ry+NsMCwlsM6n5CTYlJOKFSBRvOVu/f4wfe+z3vH7/Ef/9N/YHl1RVdI7ZBcw9SQmFBGY4pK3N+cJCSCDpR1gSnmeF9xcmOfrm9wrSO4gA7SZFV5Q/SRg5NDTh+fEXvZ9sePH7NcLvn+X/2A/+5f/bfcOrpN17Q8/vwJxhj2p/sCtJp+YLGcczjvhHVODYVz8sX5Jh2DTfCTz7VBnTF2qSRf09RwnLfH38c9Jde5Ds6M1/zd3diN3fjjxg4AfQnGdQHIFzE32/bW232JxlKWL/uIkSHgPpgdcLm6QinLfD7nqr0UucNoN8YZbQn+1gyFTxa7uWlcLogf9wHKjRg37JCHbXk24B//fF1guP3+dhZ93JQ2B5HAkM3rQz+wF+ICB7kbuorSw8M5j4qKSTXBe89isUAFha0q5vN9lssrovNoo1k0Cz787CN+9/67fPLoPvXBjHJimUynzGazwe4698NZLgTwtKsW33s0ko0NSnp3eHeNW15cMxTX3fzHn+17hzUlzvXsTQ8INrC4XA5229PplIAXowS1tn4uCpmfs7Mzuq4bjC3KUgKAmHQ8uXbuWoZKbdbWPfN+Po4pHjXGSAPKKHbGAMGl300MkMlAIK0/o6z0AIpe6rfSdGVZ3mLRcHJyQtedUZeK/fken3z0Me+88yv++kd/jV/2166dvI0+ZiOJFIDpzc/peD07ty13e14/tbwu89/If2fcfHpsHrJhJKEMvYp432OBuigIruff/ft/h64Mn54/4r3PPuLCN1AXHJwccnC8x6SsmE9rDuYzom+wXU/32RNWH19hPvfcWpS8yh43C81+tDTFikfB8alxfLxnubx5B3N7jplPuPz0MRcXDeFpCxdL6t4zV5qDomAWYaYUReepvWIa4cjU9MuOr7/1Bv/pwe/4/P5jZtMTOmW5ch6Kgog4iqneszi7pDAWNSmJUZpwFtpIP57W440nWJnHEFPDYe2GZszaCKBRCgFGMdW7IU1xvVA1wkqk53ykYgZQeISkcQQvzIMKSgwVEhupdCR6Twgq9dSR9dm7zWbE2oyvT5qu6cUDLzKwVRqIWg825sF5Fk1HVdQsLxa8fPNlvnrnNf76hz/if/yf/gfOnj4RkPIkcHBwxHx/BkbTuZ5qMhGGtioH9kIpqa8xBHzfoYLCKEM9rZkUE1RQtIue1ULs7a+urugWDcWNgh//+Md851vf5u7tu9RlTXPZoKKApujlnC60pSiSDNV7YXNMkidmowglVX7WGtBxMKLI4CdLTbUcMkjGFvlqmK9/AkauZ2HH18Hnje0k37a0tbQlXdOzWjXcOLjBgwcP+NE//jEuOKzehXC7sRt/6tidPbvxFx9KMQTkGbQopYYO4hKobt5gBp09IndS6GeATM6C5qBt3AciP579zj92m68HlttgaByE5v3KAWcOBnTQw/Z679c1S+n3rLVJziWyrsIYJuWE1WqVGgQqKIRJuf/wU379h1/ywYMP6XXH/GBOSAYQZVlQVdKwOEslx4HtmCXbrpUZ79vGPj6nI/n4M0VRDMen73vwElSXZclkMqFpGpSBopD6gVIblDV0Xcvl5SV9ArTZHW5gd7QB+2wN1/OO13XvZYc1YnzuZ4ZgMQEBBqDC2uFrxFDm45dtjHPht7Ba6zWQ+56Y51QgjeVrG8HUM5t4PYOzzSY+sz8jYLTNjo1fy//elr/J0MxKQ4gW1Xtc1/Lur97h1+++Q6g0DxdnxMMJelZjDyaYgxozq5hMJxzM97gxnXGkT5guOuKyotuPFHs1+6FnXwdKEzm/uuSJ7rlvPZ/NDKc3ai5vTFjMS1wF+pUTVOtQy4C6aGlPlzQPL3n8sME2cEe3zHrYD4q6h6qqmUTNrI0ceMNsFehXAVNHYiFMqwaii7hVhDYQrdhMRyPnpTZD+1hhZ6JJtTI5mCXJPZG1JbyYfEaRGCO59kXFsIZUcpMQcCA1PJlNjDGI42IMOSJPhhPpWugVuXuqvK6laXDUxGzOkBZ91NkWPzOVWsw+omg4BwVfjFL7FBUKgwmWSlVYDJUpUcWMf/3f/2ve+5s/8JOf/pR3332Xz5885vzsgmpSUlQlzbId2hRkdtcUWpqJapgWE/oAK9dycX7JafeU6GQuTNAcH97k+9/7R3zj9bf46iuvsT8/wPtIs2q5eHrFwXQfYu6ZPapdYwT8SKBRQYjCuGWDnNxzbONc0yMp4uj0yVfDNQucbRL+/oZzbqiXjDEOyTKtXpwk3Y3d2I0Xjx0A2o0vxcjMxGK5oJoJm9V1HXayzu4PLlyjYFVk7hKKjOt/xn1/xkzPADJeIIF7nuzrGQkUa1nQi+SG4xvr4E43eri4Zqj6vhe/tpzFDwHnPcZafAi0fYvzGqMtRV0QVGC2N+PTh/f57Xu/428+fo8HTx6w6K4wU0uPNAU1laasLFVdSENKFfF9l+ajJ/SO6Dz48MwjMxkqzUl+3h7PY8/kn/GZzw7HSUlhtooQnCdakXN2TcOT01PatoU0d8JQrOWPpbG0rnvmu/O8vwjUqo1gKe8gQ0OQVPq0DmqD1A+M9k6edK7PkNeUihKsxmxtHVgsLplMKmxphl5HT548pusaJnptYrKxvXn7tN58L259Vq8NVLbZo+vYy23GeRsAjR/5/SwFNMY8Uwvko8dqQ1WXtCHwhz/8gdOzM/ThhFZHTKWoT/bYu3FANS2ZlxOO5nNuzObcoubGwnOw1Ni2wqs9dOnR5ZLONZzHlj+Yhoe247MpXBxWdDfndAc1XQENPbq2mNpQzC3F4R7xoMHNJ7jJBWp+yecLmBpP00VqB6UJzJWhiZ7CWOq2objqUDOD1grnAjp66CP9VUNsAwSPt5pglTQ7RZgAHSEaTRh69+RzQGqBhvyBztIzqQGKGQjptPaiwA69tjvYBCHJpl2KxUZrID1U6uQZfUJVOgOs7GaWAFhMlt3ZpEEOYFogkUByshitL+89RiXZaBeZFDUmWMpYYAqN8pFXX/4qh/Mj3n7jbd774H2p7/rsPk8fn3Ny8wTXOVbdks5LTZ6xCmtKjFVcPDqlLkuqcoK1lmkx5eDogBvHNzneO+LN19/kaP+Io4NjrC7oOkd0gfl0xux4xuXZpcybykmD9TMI2Es7tH7W4pQn+xqIJs2kSuzZYIowArUjoHSdJPvvazjnKG01JMKKohjkiIGAYQeEdmM3/pSxA0C78aUY0+mUw8NDzu6fMdkTeV/XdRTT6dDNfAyAcmAtwYP8kNmKocnl6OaUA+4vqv+5luW4Rva2/fOLxji4tNYmGVc5ZPJcdIN0Dxg6r+ffazrp71QqK1r5PjCZTCiLEl0pni6f8ruP/8BP3v0pp0+fUM4KDm4dEoynjx11XUmgYlP/GO9xIwDi4qZBxPYcfCE4zD+r6z/bdR1lUQ9GBYEwSBQxMNmTm7sm4rzHp9qjZrni8vwcpSK2KimsFTlR9LjgU9mFZLH9FjuxfZyuA6fDa3GTBWLrcxkI5Gx8jOsASw2NXcXdTIVASEYVIXoIit71BOc5Ojqh0Al8es/Z+VOapqGe1MMa/qI1NWaAxmDnOhnt9tiWZuafcz3BGPiMZXHW2o3kwvgZYNWtsEqlZpoNFxcXzPZn1Cf7WOu5LHqme1Nm+1MmhWWuDQcoJosOdbWg/fiM/ipQXHTUFw26cyy7lifdJQ/cgo/KjkdzzdPjmtVhTTiYECpLCB6CpnU9EDAKCmsoDipsVVDt7VO93KEeLghnK7qLjmV3xX4ZsUFx4VuKoqB2DXbRYfsKW1vpFYPIwZqrFcpBVDHJ1YSFcTA0pMWLg19MJghyUBIzkBzaBsI6Su8eZUS2FoLfYBvCGF7n45z6Scl1cFPaqNZfK2VHOUEREgiKSfYmOklisn1WgTX7kWvXRA8qLIeS46uifJe43hW4zlGXE2IfQCsKXdK1K+pqyvz2PrdPXuJrX32T0++ecnHxlKZr+ej+R3Rdx6ptWK1WdH5dp1dowxt//a+YT2fs7R3Idc0WTMoJ8+mc+WTO8mol13QXcdFhtUEXpay9VZvm4UVrfz2nQSVmTSsgJACq1qf8Fguk8nHJhE9OlvAPJy8f38tWqxXTYith8g+zGbuxG/+fGzsAtBtfilEVFbdv3+ajzz7aAjlr9mec+R4DID26KW3Ud2wBoOdlxMefue75eczP+OftwHL7tTzGzVrLskQrjcXilJPaHx3wuhcWQUcJUgy46CAGbGmwVvpBnV895fPTR/zk1z/j0dPPWYQrQh1ZsqLvWqrZhOl8gqkF/Hjf03UNECj0mllzSqXCagXjUnZlyMzaeo42nwHy7D8PVI7naczOzWYz9o/2eXrxBCgprMEanXrntCwvr7i6uGQ+n6JCHBqGxuScRpBAJgQJG7fZwe1jdx2jN14n+TuG9/K+JOCTXaGkRii5Sqlk650mJRpxCQsEQvTEEOl8R1UUzGaT4Rv7rmfZLLhYXHIwPdxoE7PN9OjnMFkDsFabsjVYJwHG+7e9NrdfH4OfcS1QrtXK2zZOJPgYsXWBdx3WWOlS3zaUdUW0Ag6riWT6C+8pgmcSPeXC4c4bFp89pXh4RbsC6wz0Eb9qedxd8pE75yOWPNy3XNyoWN6Y0s9KvIEQOmyAWhnKCA7wPuAApxW6AL1naS0czGaER1f4JyuePr7ioojUAS5CRzGtmayWlCtH4aBUhRiNaI2JkdWixwSNCalJcBSbaqMZ+jclXCLucOtFk+pnRDIZYjIlIPWOITEVemR/vXWMM3ERhka8eU0M0bis2aFjagLvKgGhoIbGqDGKMYVIVtUaAPgIPgG8GAgqJBYo/c0Qwcsajz7g+p55NZMkTedRSlOXM7zzeBcxuuDG3gk3D2+m9RNxcVNqG1VI60xhlOUi1VhZW2IQybLrRC57ebZAR+l9pVEUZSUS3ihNW5vVitIWwxw8j71fn9fp52ycp/PB2koM6PX58TzwkzHmnzuGbR4vHkYAOJ3/3ovpy9H8cPhdo8yfvwG7sRv/Px07ALQbX5px9+5dpr8XxkcFBgMDYIMByjexdTJ8E+hsB7vjm+J2YDx+f/uz43Ed+BnXUOR/Py+4HI8hyFQiS8lyi3FGfzzquqZplvR9jy0LbFVweXnOH/7mt/z6vd/y3md/Q288qoJqWtKHnqA9wXooFNpq0OCCo+ta8AFvTHLrUjitNhig7fHFDNlmJnL7M2VZYrSh8y1N0+A7T1lUvPzyy7z22qv8n//Pf5Q6Hy+gqCgKukXHarGkWSyZ1RXBeXzvpPA8iFTPhyDBJ3EIHq87vl/EAD2TPR59fuP7xqBvJIPRyYZYa01IQZ8nuxF6iqLg4OgIWxYy5yGyWq0IoeThw4d85cZXnrvt140MVjJQKfSzDX636+G21+aG3fHW6+OHUmpgiMbfN4CrGIkWKdIHPnv0OWhh7PooFu2aCf1qxdJ1WBSuVywXPeWTBeHhOYeNpl85VsHQRFh0DQ9XF3weVpxNPO1RTX9Y4PdLukqnOjKPjopSWfqmxWqxKA5W47SiIdD3DqU7zLSm2i8pPFwV0FjoPKz6jqPpHpOFxjaOwiN1Zd5JPBwU7XLFXrRS/5Js6APgQsAHuYFGn2pGIkOhvULqbpQzBO0HYBKiT+tFDQVAYWSlvHGupfq66IfOtxtrYHgOcSCeVPpYXgc6yaNUHAfYgI9SH8SaORdGSCRwIXXbFQZIzjntDKEPzKdzjLKEPuKVZ7lcpcSOoSwNutC41nHVLmiaJXt7s2F9FVqhlJWpCsK8HNWHeK/wvayhUhUUNlIRcMrRNB2VTnWLfeBqeYVSiklVc3R0xPJq8YKTZXNuBZQqlA4oTLp2bSWrtkxGGGRvz859TGD273MotXYyjTGyt7dHJOKj3wGg3diNP2PsANBu/MVHlofcOL7B3t4eZ5dPUUGK5/u+k54HUWoxNlmcNWB40S3oebK3bXDyp4AfuB4Ajf+9LR8a/p2zwlGCnMG+ewgnxZrXhR50xBSaPvQ8evCIDz54n/fee49Pzx6gp5betYToKGzJpJ6gi5hAT0epLAFPjFpcpKJOvVJkO/stALT92J6TZ5gynv/eeI7yjdw5x6Sacnx8zL1791gsv8UHH3/AkyePabU0s8zbk0GwahU9ClMWksmOpIewLeO/tsHijI7zdSzK9rFML2z8Mweief09Mx8KqSlAgsqoJIMeosNHz9HBMbdu3ZSO9NZSlAUsQVnFR598zA++9YMEIJ8j0dva1gxK8qMqyg0AlOvJxoHTdeBne/1fx2q+6P08By54+hgwWvPZw4eUVYUzHqcUVhma1ZK2EyvoMlqaqw5zusReOiYNlFHTtw1t7+i846LreOxXNDOLPZpg9idQGRzZxESa4ESliVGc2rRSUqOjNU5rnFW4WmSVT9uOw0Kh9yaoGowu0K3GJze3MoBqepQLGBTRB+lt5BVd06NtNbr2KHwMaMQswYVA1HaoAcqW1TGEwTQjogQMKQUqGWkMxhUKlYLYmC6EQ1PfFLsPOYn0bEbHRupbJBM01Kwl9d0aFKXrUUogDa/nNRyUXB/U+rqUmV8V5e+74NBBXCr39vaYlBN8I050t49v0TqxoO8aR99KE+9pOWVezxOgzH9LroFS9xiJ0VDZCnphlLz39EEksNmw5uLigv35HgcHB9hJSdd1wv408lwYu5bsqcSk5WQMIyn0QKkwYn6Q3kqjNU8+jxTD9Xm87vPrf1fjj2GA8vlc1zXHx8eoxJQZuwNAu7Ebf+rYAaDd+IsOBcONVymY1hPOzk/BG2xV0LctOmdVg9pwvsnAZ2CCQpTsXYrt83NMGn2CNG7Mr+tBCvL88axkTnq+oORZAhuxjNZooo7Ds4opQPEM2dZscOCRpq/rICMMICjGmAIS8EoynvW0oqhqzk8f8c77v+YXv/w5q9WKyeEUH1cSO0eIytH2AR0V9aSiricjQGBQpGArgIu5nsMQnCe4KCYEPgyPEFK3xTSfYbg5p++MoFKWOYYIKqABz9rKt+s6ClNidCE9Y4hoL75Ytan40fd/TGg9Zw9OaX1LpStoIwUFs2pOcOAJ9DiUkgyzSrIvohucswQMrYOT6wDEcFxVkCx9jASVA89n3xszPdeCnygmDvnvGCXF8fK98jydzdg/PODBp5+hrEGVlmg10WgePvoc0Ogott7iaKzWWXwlsdo4NMp9dowGo4VhG4OVbdA6ZoOuY31kiO+YgG6bnqVeSWoQ4vC+SCUTe4DHR5cIjcjZ+VOCCrR9xyo6etXj+h4XO6LRlGjMWYN/suC4MRyWexRaJGzOOa5Cx2e249FU096cou+cEIpA0FIbFnyWQgrTswqBvb0ZvnfEGGhdSxu11LoYg64MXdvhCkuhK8xEoyiIPtI1wi5bL+ZppYuUvaJwCp0C6s4BVoJk6zVFn9aH1vSpIW5Mcsg3IdTeAAAgAElEQVTMMAjkITEwJIZG9FIqRDEsiCrV6sRBwjusvyjrSsXUmydsJW/YDMDH7M96XcaByZTrjAdSUX/Mx1t+N9Cn3wnJyU7OBx0VKqgkN1Wp+apiWkmDU3qHCorHZ6eDoUvuWReCw/UejUvzkpI9aSc1Jm2bprlcoXWJURabeth579GI4cbNk1t477m8XKD0isJairKkKEtiMnHJazpcx9wqqRsUoJnZNEWQNkDrvlr5vrF1rmyfO7m0apC/DSzQHw+KpPGt3kjc6I03ZT3oKA1to/cUGMqyZn9+gEbReS/s/m7sxm78SWMHgHbjLz4UCh86CmP45ltvS6O7xZK9+RyvenCaelKCjrR9S3SOqqpQ1hCdWzsfIYF9bsSen1UWfOeAZK2dI/jUzf4a1kerKIArpAy6pAslICFgVIEyisZ1qNQKQmu5g2oj1rLoiLIClEIItH1DXERKXzCpplS2IPYK13a0fUdILEznHJ1v6HG4IhCnik+fPuD/+uX/zW/f+w1t2aImikftY4qiwOS/J5uBURYCdE1HWZb4GCWz6iO9MdJoMAfMaMlcByUNPWNEY9DyDiFka26/ccNWSqEx4CQo11oCrKgCWq0LtoOH0DuCkx5D07JieXHJnZNbhMazunT86O0fU7spH3/6MW3f8eT0KbSWmgld3wkg0YqucahegdboQqF1IR3sCWglMzAwIckBS+lRkXcKUvOhzPL/vCRilFoOFf1Q+2OLQkwqeslIW2UwxuK8NHasVIFSoI3GdZ7F1QWr1YqDgwNufeUue3sHnF6eUUwrXIxctkuqvSl98MSu5fHDU27Nb6ELAR6mLAhBAsfJrKbvO0whtWPC5AViCBgMlTUYo6TbfWq4GkIYeq00TUNVVRs1QeNGsCFI80uF1LJoIHiwKbCX/ICWoDgKKwlaOEqlkiQsoAuFW624vDil9x1mUtCvVphCoZuewmhWvpc5NeDajuNHPe3UcHj3RKzCz5c8aVc8eG2Ps7t7nE8MoVCoHkIw6AB1gDIEeh24qiKugGW7kl4taAlqUwLB+IiNUFaGUikunlywf+eIi4+fUjrFraNjMNJoeup69pzlydMlt47nOFvx0YPfU8wrvFfoAFUjgXuJxley742GQmmIAeXjwMporQku4F3A2BToaqkRUyGZEigBma6TAF6zbnKryAF3AiEJPGQpVk6nENXQaFWhMZGhJswogc4ioUs9sdK5m0FTILJ0VyKpVOk6mXtZRYOKCnflOTg4ZHnV8Pq91zk5OaF1LWdnT7l9+za68wQCXeik8WomM1XaTqVQ0SQmag3O06WUGBXBrVlKH9c927z3TKZTdO6hloCHT/uD0SlZkS/2cagJzPcDlU/4BJyHu05IsN9oYXUixOTKp7KWcHQ9GV/3Iulan/ZHk90uc18n+RuSzMrINnfDzWeRANzM8ABi9BJF5qkwFLZCAVdPn7A/3ecffeeveOn4JWKIFNid/8Fu7MafMXYAaDf+4iPiCb0DYyhtQWULrq4cbtVDBO8dnVJoq6SLt9VJD+5o2kaawsZ135zt+o0NaJNvTvnzZH38F48NhiCSrG0lAFVGo1OPGm3GMqMcbKqBBXKhR/Wg1ArvPc15g47QB0/nWhrf4mMvDBCB2f6M33/we37265/x/ifvs3QtppaAuK5rmSfWOzEEUFFvPMYGBz5lqQFp+OlJttdI08YsGQzrhqFxPG8jlkVHPUQ8AiQkRZr7cJRFIbU63tO7gHOBSTlhVk0xQVPbilk95417b3Lz6BZXyyv25wd88OGH/OLd/8zB0QGeUVASAhjJHsciDsXfubdJ3i4SAzOunQDwShiRoMOQIRdJ1VrnHxKjBIqu61BKUZZl2l+RmRljUEWBb3vapqFtetCKvb0ZxzeOONg7ZP/wgK7rEIPj/Dd0YgElMC2qkmo6QWtN0zRDMBSSW1yWA3nfC8NmDFVRia350By2GiyqMwjKc5HdBbdrjDKjicocU0jrQ1ieGJNsMrg8c2ktr23avfI4HIqAjo4QnAA7H6RWh4jqpL9OryNReyoUlkhwkdg7sZ0GSlNiyorlrOB0bjmtDGiYRU2RwKohYL0ErF4Feg3RKnSImJDcn2OQtRFjaosjsi9XRHQBvVUErXAp8VGYEt1E4lWDKSviyrGKPa7vhPPSEKNGB7ABordEH/DWEJXHxLxW0vkX1NqYAAguIUuho1FaJ7ZUoZTHsG6kmcPjoGBdv5Ikn3rz3BOGUD478HhqzSQMDGiS3EWVQnEV0nqX755MqoGBxpN6DWlMsJig2d/f5+GnnzOxU27fvANBUeiC/aM9LhdXAswHRiSBg7gdmqfr8YjdyHhaI/VbuXbNBZE6bsuUsxnB8LxVARrTRWqTAc6QT289r7dv/L3XAYrrWOTxK2sOJjzzrsrZldEICYSFnFwIuS4sEvqA1obKVMQe2kVDe9VxcnDCa698lRvHJ2J7rcFYQ/RCcO3GbuzG337sANBu/MWHQmoaNHBwcMDJyQmXS2kSGa3oySFJeWKUjHXQeC8uRlnysw1+tm9cz9SuDCJrvaHzhjVLAAgzkpN3UQRe4xuztRb0Zl3G2EkLGOoyclYz3+xbOmLvscrSu55lu8DrgK2lUDh2nt/85l1+8quf8ocP/oAqFXsHe7RBLGVVYqnGhfwxPUIKzEICASFGfGrkmW+4ADH0+ODwoSeMHJu2a4DiOODYqIGJeCXSmUhIUpKxZa/IaIwyxAh949i/s09d1/S9J/oWFTUHBwcc3zxmsVpwdHJIWZb8/J2f4vpepEZK6D0xp9PEmLqmJHnReJtEux8HWUyeFxi5a42Wx6BiyUTR8E7AaCnW1jEQYqBvxaEqhIiO0sDVLR1t32DKgr3ZjOnenKoQQwoMiR3LjIrCe2Fxgur55OEnVEXNbDajZUWhC8qyxCotbmYI8yP7JcDXFnroz1MUBYUtMBiCCc/06hn3vhrmZgii9YZscOMsSL+f6w+ue88rT4gek8Ca957eO2IvwCuGILJKBU570IHeS5a/j4G27+malkmhKW2BxWJ1yvYjLnN9IngDiOV5+vs6ROkhFTQ2pB6gIaKjkTo6JcctqEhnoDCKorJQauLSp4A/sF9PKRZn9KsG5QtC77hYLqDvoJjQ9bK2tRZW0ev1+pD5VbKmEuuhdI7E19LXHJgLOArpuiDr0xoj8jMYQEn+fwZCEfFZUIgrIGnfSKyOUnIdzZYe46M1MNy5qCjXqeXLnwdcJDrEAjyzOEHY0M73nD465XvfeoW333oLFRTNomU6nfH48gl2agcJ7lB7k8HLaJ5QKp2mI4fPsPkZ5xyd64cEQ+79JfOxaXWfz+vnxf/X3Qeuq+EcEgEMQgI2l3vY+mwcnod307GQZNGL+49tO8eFkNZDkMRKQECQ956maSiLitdee41vvPkWhVqHbEqD63usKdiN3diNv/3YAaDd+FKMAUxoy+2bt3h8dsrV8hLfOg5PDglJqe69IzS9FICagqqqngE0193kxu8/I3dLwf1G7ZAWqQoq1xllBCTZ8Zx1G4rKjR5u2OMePzkYdc4Nmfi+74empypqpsUE5ySA7vueYip6+ovLS+4//JR//3/8Bx6fP0Ipxf7+PljF+UVD0yypqgqjjUi7tuo78r6OA2GdC7NHQDEGtdEk9nkmCNdaTSiPz383AyCQDHdikEIf0FhKWxG8p3MdB/MDNAbfOwiR8/NLqqpgZucQ4MaNW7yyWlJXU7wLKJMy5iQmLjhUMEgqVJCLYpQx1jpJ26RwfbD1hY3oMAtzMguYeZD8bxXBpAaErndJ0rcG3dpolqslQUeqecVkMqGeTzGFoQ0tbrGgKKthO3LNV+8drvPQKZZ+ibcOMxU5DjrijcP1PX7pqetybVFtNaYwG0mBjTq1/J/atLXOx3CcLBh+YxR0jz+XDRWel0yQOqcgRz0GCMLuidGFonW9mIoFL81CCalfEwQjtVK9D/Rtx9zWxJwsSHJJXxi8UTizzrIHYKR2wiTgY6KwM9rL6zq5snkN3iqRqlUaUxdQWrz2wnS6wPFsj/lljep6SmVQPoqzWARTFjgvDJXSkagR5iixkaKCknkwGIIOQ93GGgwlVlQx1AYGgtQIjkDSOiGzDu7JYCn168HI9yWjeqLSQ81RXtrbkq18vAfyGz0Ye+T5VlGjgwB0HYRZ8C5AD4/OH3H75A4/+Ksf8PorX+Py6ZKriysqXVGYcnCpk3NLrWWoYX3FyA1e42h9CcOcGZK4kSRSShJKZVWtr2t5ezO4X5+tz+zr8/59HfBZS+Se/9nxvzef84EeJ98253t9Ld74uuFaoDCEXpJqpS0ILrJcLIge6qLm62+8xdde/SqFsmigaRqRPWvzjEPjbuzGbvzxYweAduMvPhQQnIfkaHN0dMTBwQFXy0uapmGxWKEMKKtRWuKA0Dp0abFVgfPdEERcd+PJY7N4fevWnAuZVRgxAGqdCkxicqVTU0KvpHg5pMJeFdFGYbXI+Oqqliy+tvS+xxknAYuXjHgIPtX79HRR0fc9bd+iC40uLFfLS37/3u/45W9+yZPTR6hSit2vVkvai4Yu9tR1zXQ6pVs1ZGm7BL5IwK8SJIkOYlKcRyDmrvDyO95rfAj03idraQlUt5uixm1ZS5KdSfcVEpQYOe4F0F5BUJLR7Dz9qsN3nr16jm8chSmYT2YsFtLssGkarq6u2Lf7TKuaqijofIfyiqhDmu/ECISASg7Dg+xOgTbJnjkBWIlR1yAoh9M66/fTnCT9ngCszAZFwAdC74g+pHorQ9vGxAIFzq5OB+ZyPp+jtbhl9X2P8Za26ROYjElCJ3JHAZvw+49/i7JwY3EDrTWH+/vs7+9T1gVFMWW1WOEJ2KiJXoJhay2ltZRl/Qw4HQOgHEhuy4k2D+OaM9gGzM8zlBiC2Ox+FwPRRXovGXyv9RokBgEFOpJ6zRiwBldoOh9wbYeqKzHIcJ7QdMS+gkkCQD4OYEcBPm2GGUmobITSCcOgI7gYiUbhNXQqElXE1mBnhjAp8KrFux7lAxNTsG8qTN9QBYX1kbhaybmhIl5BT0SlGrcsrdRRYYJO579KpE8O1pNLGySmLgzMgEbmRiOgMA42b5mRTTRkEnlJIb/Mf6p4SQ89rN+xEcLQDHVgM9IxzFmbGIVRTed2EdZA2XuP6wN90wlA7xW3T+7ww+/9Y77zje+ig6VUJZHI8mpFXVZ43wujlK8JstEDq67UyEgkbK6vGBU+OxYmhlVrSQTY0mALnVgRBqAUE+hmdG0aMziyVofNGeY1z/EawKQjpdQwV8N8rz8w+k2GY5qfN0YCQWg1MF6y/tfnT0zXmEFWHCNWa1arjqIoqOqaZbfi8vKS2WTO7du3+frXv85ESeNXn+RyQ7JP70wQdmM3/tSxA0C78aUYRVHgg8dow+HhEa9+5R4xRi6uznl8+gRdaMq6oJrWmGTb7DpPjJ5o4wYAys/XyRC2WSCRZEjgHmLKUCbddkhBiHxeanwk2wtaS9E4yQkKFTYAg1JSr2Sxg0bDe49NbELehhgjq3Ypko/SYEvDqm/54OOP+M1vfs3vfv97yllFYS2eQNc1RCKz2QxlpDO4VbmV4jr7uy0H3A5oN2plwiirOnqM52z7tTxUTAFJzobG9JoX9id6Q4HFBMPF+SWhi+xP9rhxfBPXOQ4OD9Bx3cvGKC3SLxTT6Zw7t27zwf0PUd4QrYAHyV5rcsFz7mqfg/4YtLhdyRameYhE5DiRg5MkoVMj8JNBT8xrA0Y9cVKQ2PUsFpc0jQDvl16+w43bN7l58ybGGJqmFXliDyEUUCjpWzRijmwoCZUnusA7773D46ePmM1mTOqamzdvcvPkJieHR5wc3eDG0Q2Z7CB1M31wGNdTxmqzn88oE24weO0HKeY2kBkDmjEAuu54bzOrG+/HIEkB54l9T9c6mk7c+oKX3wleIKcA0YhXGoylt47OB7quQ4eIMkaORy/W1jGmnjty5JK0K+JSUKt9HOUoNFpB4ddMLkbAkjMKFyK2VEymBb6yeKPou0D0Dus8M1NQOLA+ojsPrRcGqesJGMRnJQ5g20SpncusY95AlYpwVFifhwZDSAkHFWWbpW4uuXw5v7awzkEz4hynCEL6ZNdDvbaUHxgIzbpJ7wuSPukDQwBO0JIw8CY1G1W4lWO1aPGdp1AFlS35b/7Zv+R73/wudTnh7PEps3qf/UlNs1olY8BAdnkjsVFjgKB4tlF1CCI/jFHhXNgAa0VRYEtJNATWpgKyHp5lIwN+Q1Z2XeLreTK4kBJFL5LJvUhZkFmkcdJtmwEav769XeISqFJ/MAU+iuObKblxdINX771CpVJvNxeoi5qyTLWcz16Od2M3duNvMXYAaDe+FMMYQ0w2u4UpuHfvHvVsyqpd8qtf/YrF6oqud7i2HzqBeydyLaP0IDWB629UkLNua502SEZaRWFycil4JKaCegl65HfH7QpZ33x0volq6QuSivydCzgbUEYKy8VSePMh4Er6/mBBG1g0S9778D1+9s7P+fCTj1GFwkUn5gRaSTNNK0YQnZPGovPJdJQpVoOUS/ZvXQOk0oP8GOYrEPDJejsk9mj9UCnznuUrxBSAoYRdUrIXEpfqQfqmgpGbukNc0xrH0fyIb7z+Nm+/8TbaG0zQLBcrmQsrgXtmWebTGV9//Q0++Oh9glEoBwGRH4YEYsSlT7Ylu5IJ+6MHxi5nhKUeKgemawCckvob8xZZv6BicsOLgbbtWS6XrLoVk9mMo5ND3v7u21STGo1isVjgV37wmwjBM5nV+N7R9+tGswozGE1MpjWOjs8vr+ASPj//jPhbKHTB8eEJ/+RH/4SD+R6H+0dMqykaJWDY99i+wdqSIq6TANtjm/kZag7Snj7LCT3LBI3Pp4338AQd8X3AdR2rrqXpWowpUp8SS/BeQClS3+BVoDPQ6UgToWtbYXespdKWOgaqIMYGIYQkE3u2SF3F5KSljCQh8nEOURhRLQxOZ+R8rqPBVxZXKXojtuoxRowLHNiambO4aKhlQYOx0Ik5C1t/V4VImeSD0SpZV8h6VDHZmSfmQ6ROyZkwrFkdSbYki3GfHQtDkm8mhllJjWHuI5TPO5XcFmHw6BOARkrcjI93nrUgRHZMBhGEJMFbeXGoc5G+6VFOc7R3wCsv3ePOzTt8++vf4WB6wGrREDuIJqAKhVWW2If1uTdaI+O/n6+1w/U3SNIleshX1bzGiqqkqErZ5xjXyaKtRSrtC4TxC94/d+2nDRgSJPnfsH5ts65nvOnbYGuz9ie/l+d7SKqxmWDIjOHwO2FtKhODwvWOuqhQGJZXK7wLvHTrJb721de4e/tlSGyfNXa0PdmwZDd2Yzf+1LEDQLvxFx9dl6yak/tPVRaUuuTujZcIRJply/0Hn/DZ5w9pFj3UBm0VOupUiK5Tc8RUz5DVB0MUmzOTaiRFEe24QoEHnSReipQRzNIInW9eIjvJ95wcREhdB8IYhVz/IPU9WZ9tjX0ugwISBPkYaNuOzz5/wM9/+XN++oufElXk7qsvs+iuxJzAg8Ph+4bQQFFZDo4O6dsOMwoNr5M5yTY/j8nx8KIAYvS743+rKJa7A/ghyW88EAzaK5TXuJVHTTSlKnnpxl2+983v8cbX3uT+R/dFZhMi1haEVC/kkwRHF4ajoxOxZ/ZSf5GURhADURmRJGlhgySg0AMIWrM8XhSMet1TR3ru/HEp1L7vh7qtfGznB3PeeuMtvv6tb1BOLU3fcXp6ytPFOatuhVUWU2gp9u+79B2puStZnibro6oFLBAidV1TlxMuzy9ZNivM0vBv/rf/ldfuvca33/4Wr977KvuzOUaLKUSW0nnvUXYrM57kjNvStfEzpD4010xFDuJyI9Xr1kPIP7sknUrz5L2S6owgNszap2A7iBub05rWQKsCzkkm3BYFdVkywzFJxgZCs+qh74qOSQKnRAIXJI7Hq1Tvk5ZDSBgGrYaaIa+R/ktW41MtT66fmZYVc1/hdMFEwVRbtKlYth0mMzcpsLUx1RylJRaCXsvjSIAzFRPqqDfOG5XcIIcAOQFXIeHCIGxTCbwrpdFGrj5DgK7j0L9MAvh8hVv//eHoKmFMY2CYlBhBBalTUowZICh1zWRW8dorr/H9v/oBX3/jLdplx9PTcwpdsDfbp296un5FWdREPN4LwNRr1deGemwMXrZZZgEhwmZEJexW7inUdB1d12HLIl3TR4Aj76cSCeF2s9Lr1vH2yNI39QzQuf57rntvw0jlOaqD694fABHgOs98f0Z0kYvLc4qi4NaNm3zl7j0KDD54rLZoNM47eueHfku7sRu78aePHQDajb/4KMsaAKvBlOtsq0LqNN5+85sc3zih/O1vuf/ppzSLBluJ2YBF064aAr0AGBUxpqAoDEVRYYyibcWOV4iPtcWvpOglO6uNIfqI8yIbqibirNM5CehMaZJTT8AFD3iKAoxWQwDpvSc6yaSGPuBaJ99VVYP7m0JR2YroIr7zuBC4WF5y86UT3n33Xf7t//5veXz6hMPjQ1zoeXL2mMneVJzWkszEGpHVKa3x3lOWaxegZ+QbgIseFYTp0lH2b1wjEr0X+Y4hzVNI/WYkMOidZGHx+Qa+FreEGGjaFUVlsbqgb3t8EzBBAE+hLItFw6pZ8r1vfI//+p/+CymkPr2gMJbgItaWeN9L1tcHkcMhdVGvfOWe1E0RqKc1ptAsmgXaKuqioPcOYxMLpNfsz9CSUilcbpSYM+smgdtsn52Oi9JrpsQ5hwvS92cymbBsl5xfnVPXNW9+403e/Mab3Dy+STTw5OKUVbtk2SxAR7QV62zpZA+u70TuomVFC3AIKCnIYtmL5bkqFCu3pHMtymqqWcnKLbGF5Z3f/IJf/uodvvvt7/Iv//m/4OU7L9O5FoJi4RdMq6n0Kuo6JpMJFismDAmw5WaoGdCs10sk9ADPyiPzzyGswfGzAAphCREW99GjR+jaigFCWp/4QNe0qKmsuS54vFH42nJ1fkVZzTk7O+PVe1+luDR0T8+Y3Z5hOo+2KZiPChNFKuRNClx9xESFR5qi2mSsEIg4FenxuCAUn0Judhqoy5J6NsF0kcZ3hBgpy5KT6ojq5AafNZewcMRCMVGWShkiGuejJAqiR6kg7msGgk69xIiDyciYVciNnDeMI4b5C1STYrBwFxt9Watj6WKe5yhddzfkb33XD2Bg+HzuZ4PU9RS2xAdhMCtdMp/MaVYdp4/PsFT0ITCf7/Ptb32bH3z3+9x7+RVUUFyeXjIpJxhtRCraB6wWW/2+devESViz57JuxmyQgHE/MlnJQzBZh7aGqiwpCoPH4524WZSVFYMNYFi1cfiTECJVsqd/3hq1X2AUEILHj5w9B1Yo78NoqQ+1TKMXxzVEIi8UhJ6nJtft4CPeuVQTmY+tYjad0i5buqZnf37Am2++ydtvfAODpncdpS0HCWhhrDCTaT2kg/3C/duN3diN68cOAO3Gl2pk4mbt+qRp2xW3j25z88e3uf/ZJ/zud7/j008/pWkb6lmJMRpjqiGADSHQLR0r3xJCkKapo+BO5CUCGjSpSWEvLlYahe8cF20rrm6lEVveqAl9oPMS2CojN9hCJSmIDkNxai6Az1Kj/HOus8mOcF3X0Yee/cM93vvgPX7xq19w+vSU1nXEXsBgXdWE6OSGm+xrRf2R6wBGc/eCjOV4jDOi1wa0o+97Xh3V8J5XHOwdcXl5zmp1SV1OOJ4dYYJm8bTh7OyUt9/4Jq/cfZWvv/YmR/NDLp5eElzEGEOhs0teJOLBCJhxLqBTg8/jg2POLp6wuFxQTSo0GqOMNGENXqzQESArKyY7uSVJUdys/YkB1vXgkbqqBpZnXMdF+p6nT5+ireWll1/m6PiAO3fuUFYVi3ZJ2zdcrS5ZdS2LZkXTtfi+x3lHDGwEe9ccCcnQp14uOjEdMXoUERMjUWkWV+ccnxzjm8CHH3/Iz3/xc8q64taNm8nVYs305OPSxe6Z/j/bxzt/NniBDc8DQC8KLvMs5enVpsBHRwy574xCh1TfkOpjglL0OtIaTa+hDY4QZB0USlM7aFeOcmalQB/p8WM8RC2mBEFFbJJyhhSjunTREKP69HOAEiiiYtJHisYRVy2xd2IKYA29Vei6JHTw5MkTLpoFVVp7beOxURFUsuX2AR8iSkm/GqUjvfJ0elwrJjJNFZXUIa3W4DMDneH8SyweREyyeo9BeEoTE+UVIOggFtqkeh+9Pk7CNAuzLVIwkZkFBcRAWZb0bY8KlmkxYXm54uyz++xN53ztK69RLgOvv/463/zmN7l586aA6osFRhnmkzmu88KAhZis9bVIh4Ocbx6ZB0b7Na4p9N6vXe3SPAwtAowW+e/434wYxrROt+WP2YUPLSykHl3PtmvcXjSCSnJnNsHPH30tTWzkF34uyf+MMQM9FmMUx8HFEhwcHx/z1htvcvfuXQRihQH87MZu7Mbf/dgBoN34Eg251K9V1jLqcpLYIM29O69Q2or9+QH379/n7PyUqPvkHGQG6+lCGUolTImJhlz4KzdmyUYOGUJbDjdMIXkivncoC6QmfzEKg9OmbLqxCq0s2npwDEFP1Mh3O0eP22BagI1eQN4Hgg50zvGTn/2En/zsJ3S+Q5eWPvRopdDW0vUBP9SyJMmLFtmN9PMhybnG2vRxABBzShbyDVutNfDZyjgq6XOyDXlyQCGPVLgdkrQwBtrzBu0UtZqgOs3FxSWhCxzOjrn3tXt8/1vf/3/Ze+8fybLszu9z3TNh0lRlua6q9t3DcRxySQkQJEH8RdKfvFhAkAT9JIAY7c4Oh2Pb+6qsdOGeuUY/nPteRGZlV/eQ4A5nEKeRHVmRYZ658eKc8zWH9958l/snD1gvN2yWK8qyorSSmDlnxfZYJawVx7LUe4wyTKqa1x4+Yrm5YrFaYozG1c6XB8wAACAASURBVG5EMoZELMmGSvmTQKVA0lkdkYaSWl0vgvLh8SpbW4eEzzqS0ZI3BlabJSf37nH/4T3unBwznU3pQ8dyvWC5WbLxHW3f0jQtXdcRsl22wBFbvZmgjlKopSTUs5jk/VOCRBBx/ECpZKCZJbSz+K7l+ekzfvmbf6KeTfnrH/+Ex/cfE3pxzxvOt7V2LLAHB7hvK2TJSf3WReuPL4IMKne2U062N3g3zE0Snbwa6Gu5d95pmc3TW03T9UTthP6qLdOg2ax76uBokiAqNiaMh2RFFB+UzAjSaaC46pEap3UgRuFUFQHKAEWfmK47ivMNdtXgfMhIqmFlE75QrEPiq7NTTtsNzlgqVxDaNttNDwULo64nJZmrlchFbEZPZf3l4zeMARqTbNDGoPVOop25fSkPpY0MqFUiMVjVx5GSK1Q8WctKb90ax+0Y/q1AJc2m27BeNphouTM74d7BXSZ3J9w5useDew95+8Fjjo6OOD4+xmkj5h7j0NvB7ELWpHAOpdqNueEQo0cpQb/Ixcp4bNJ2jpTWGmUNJlPcrLUyQNpuaYHyE0dETVC1LcH3mtudQr4VBgrsDk1xe8toMHFbDFOTUn7BNL74DpXwVVS4G9uV8v92n7H7mdLywnLtCkGuET5y9+iE9955j7eevpWfpUkZOfrWdx+W/j72sY9/UewLoH38u4xdJEgrTR8Dm82Soip5dPKIu0d3OZof8cnnn7BYXhBCL4jKxtMjNK9BTO/7XR2ElsJieBNgvVxSVhXWOUKMlLakqipCCGzWDcoY6TzHSIohJyRietBntyplXuadDz9DYQaMeg2hRMmX9z//9p/45a9/wbMXzzi5fxdTSRc9qshmsyaZrFzJX/hJC10Lo8UpKm1Rhm9LYG/bttt+33nSlgICOYuQhHlANWISalHTtDhtcKYitoHNYsOsnPPDt37Ef/e3f89hfcTR5IB+3dOtGrG+nkyJMbJYr7l7fJQ7zGo0JQgxYpBZSgcHB1SuYpmWOG0wShN8JIReWvzRZv1FEs2Jki71aIU9iMbze6hxtpMUIev1Ws6FsxSA9z0hxfzjuXPvhKM7h0znE7QTelf0DW3bsu5b2r6l7TOi1/ekkDUeMQ+AxWSkBhiKyOHYAyoOnft8XxwSTlApMp1PuVxc0K87irpg0675+S9+TiRw5849JsnStkJ3GxoAA9VotwC6vYiJ2Wz51QXQy8+TW3HKS6IDSYm6ntAtz8AYUhRbExXzuRicxjQEpem1preKtvH4GOm9p3COA11wtfFMvWITFD6CRVEmRZ8T+zggIAlUTESVxhlBWknibIOsh6qPFKue8nLN5Kxhvo4c65LaWaJKvIgN6xC5pOcytGySJ1pBpKy1Wc+jSEaTTBrflySuhcll2tpwHgOEjEHFbJ2OTvkzu0WCjDJEFQlREF4jFgZiY48iaA0hFz5Kmg0klbGebOSxgzIKkhjBZIl8RmjquuLNJ29xcviAg+KQR3ce8vqjtzicHBH7wP27x1xdXbG4uCSEQFXUVFWNigrf9YK05v7J9TL6uk1+CEEMXYbrRw4nXGFxJLTm2ow0ZbRooFIY12xIO3PK8o8az+3OtWzUQZE/47ej2q9Gc+L4+jdZAt83bho0wPXaZKBFEhNKa3FCzPvqlOPhw4e8+/a7PH30ND83G5Nok3//jm3ZF0L72Me/KPYF0D7+9LGVlFyLXSTIaYObzkYnttIWvPv2e7z1xpu8OPuGptlweXnJxcUFV1dXbDYbunVHGyObzUaG6hUFZSnFTVmWFEWBMYb6yROO7tzJwtuWsiyZzie8uDjno08+5PzyEqVk9opJBj9w0kPCNx1FodE2o1e3fHmGrCuCLTVk+FL03vPz//L/8eL8FFsYjNPSUdUJtML7gB75/JIAjHSR4b1yvjx0LHdvdw8vSNEiyMPW/SvlZC0pJVSxHUXxzX1RWVCdsrJcARNdi3tR2HBy5x4/+elPef3RG7z5+C1eu/sIFaBdSnGgtaIqKwjQezGKEDTm+nEzWubG9F3ParGk67rxMdEHea7TYxIks1BysTNsftLoITHeMT2IeXbQMNMpJJm8roweJ9GHFHGlpS4nPHz4kLIusFVJj88aMNFkJZXybCWFkkk2kiynuD1OKhePcWdIZhwQx3z0o6Q5cXCIGoTdMaGdZrPZ4Puek+MTlNZ89ewrqt8WPH70lJ+9/bfXqJfe+7HgER1SvLXQlcQ5ZUzmOnXo+1KIhteLXor6yWSC9z7vZxSjgFxfpYx4JhRBKXqr8FYJKqSg6TsqIwVQ0XRMvWLZJzwKk8BF0dolDTGbGxil0D7KQNBcRIaUqW99pO4S042nOG+oTlfMFp57XnPPlsyjoY+RM7/mtFlzWYHXJamBECKrrqFy0wwgaqKBoMW3LAHKR5QKguKlOBY0xpotPU0PCEcaZwgFwohIJ5WIRlCPhKBWYrCiUFE+l845KeqVkvWeC7yhyLCFE22QzmYEWh5nlEYnxbya8eMf/5i/ef9vmLk5fpkoKahMibWWF8+eY63lcH4k57IPgoAnKVpUNnJQSgq4AQGT4gxBreJgupELYytmBhidC8CMAOV5Q0qLTi8OiE8USmFMO0WVEn3loLEZix99/Voh928bCGPPZuw5vNrgRRwR4/gZGLsPfD9acZJP/bdS1XZfQ4xyRAtVuYJ5Nef9d97n4b2H5LYcXdtSFIU0amIar3E7bzi82ivedR/72Md3xb4A2se/61BA7yPWDsMrc+GRIs4aClPy5OETAHzfs242rBZLrpYLVoslTdfy6MFDtJUBpUVVUhUlRVVSWEcisukbCieaoCG5AaHUPXv2jLZtpUuYp9n7JIVLHzyx93it0ZmKMdDdtjbDjM5wwGjrqrUk2+tmzSefforSmmpS0oaWmBKmsBgSpjBiFatAKTN2kGGnC39Lt/5VX9wv0aHUgASxxQJywiWFkpHOdIKQXe+2SIWmudpQ6oqTkxPee/N9fvTej3l08hCHY3OxpnQVvg847ShKRwqBy8tLlFVMp1OC91nXo4hekBPtLN57Lq4u+fLLr1ktlqSU6HsPvdgvO+cYBzru0F5SRgWSJutOton/blE90IrkdfIw2q7DB48tCmaHM2bzObYwYDQ+edk+JUL7rm1ZNxu02oqsVaYamkyrSTvUIRlEm0ZalMxLyotaqe2QyCjd/gE0ulwsME5MODbdhsIUaKs4vXzBP/78H3l6/JSHR49wzo1apt0C+zYd0i7daEiwbhY/N9fJbUjhULCJ3k1RTSd0wVNRSBJPnnafxHBEKH3gVXZtU0gxlITGN50dMNWOotlQ+IRad7jSohLYmPBGCk6PGB2YlMAnUIFkhC5IlBlBpg9UTaI+b5hf9EwXkcON4p523LElJkYufMe59ZwZS388J2wCIQWhZPrApLCQpGAb5gpFZO0rDYqIykl71HFENrTNA2h1yjbWLyfUo3FBISN5jRJ3t2ENDQW7c1bobAMaoneKU62yqUkCo1EGtN42STQa3SW+/OxzDt0hP3zjR8yqGevzhm7TMKmmdF6aC4UVZ7Hk4/iZEgrW9ppyTUM2rIUdpFiZfP1zFm0t2pod+u1Aj5MZQHkFZav668XPeAxy0ad3r2s7BZBSZBXnVju0u5bhu3R45Ar9u6+bt0VSW3D3ZuyWJyqm8bo5UAIPDg54fP8xjx48wrcBjCC4ZVnSdR0pfR+3t30RtI99/EtjXwDt499PfAsS5IwmhpxMavmCL5BBi12IOKvRGpwtOZyXHM6OeE0hSEHw8v2mM/9651acwzTOFZkGBKAJ9JxdnPHRJx/y7NkzqrqWwsMI4uBUGosaH3u60JBiJIZAyHQKzLYLnL/5Rt63yQMffd+zXC5ZrRe42owd/LKqQImTmJsUkjComyjJDs9dAeq689RNsooc120iknYOdMy/KhVHPsdNFOnaaUop07zE6ah2U37w5vv84L2/4t7RfebVDHrpovs24hAamFVGDA5yB3Qwjejadnyfvu8JSYYwtl3Pi+enNKv1iJpJQh9GVz6hJeb9TpliMi6gwfBC9mOwbGZM5DJF0Vr6rM2KCqrJhOl0ymRWY8uCddtQkGQgZowkIiElou/knCJzcEYDhVHHk5v0Qyc6Ck1q0Idk5k4uxNhW3xnpGNyvmqZlPp0Sgme5XlIVFcYY1u2aTz75iF/84hfYHzsePHhAjJH1eo1z7prxxnjebvwuyJEMih3uv4kAvcoFTiewSme6naOqqnF2z/Zx6tr7DYV2UILkRAV9DKw2aybTOaUyqM5jukBIDVbVkgCHRNQJH6EfXcUS2ot5hBcARRAFH9F9pGwT9nzNcWu5Fytm0TP3mjJEUhCzimZakE7mlA/usPp8wVVocfUUHT3BajHb0ppkBSVUWmGUxQaFJWBqkwsPPdJdld1q/4qiGBGcYXbPeGxVBGtG6t6Q9EvBk4+x2WqQ0NsC6NqaHu4zZJfDlEdRKeq64tmzZzTnLSzhZ+/9DfePT2ACySeqA0vTNCwWC1JKlM7hCiuumL7DaieoT2RcLymJBmtXn2ScHY8BuRBCZdfBcU2ZcT/G9RZ9vm5x7dikjHRppXf+NlyrttdDzXZd31bAf1dRo7Qar/+31TKver7KTxoKodseub0ubK3p66Lk3skJ77z+thifR6FC2uzw5owlRs1o4HJt476joNvHPvbxvWJfAO3j332EmDBGjVznoeNmDFitCTER/cvICGisdpJoq9zo09vbQfFq0Wx6EZE7W6DQnJ2dcX5+vtVQRKGWGK0x1uJKS0oFKQVOzxtgoDeEcRu0MjJ7JqNBwpSKKGPAQlA9G9+I+JuSPpsrTKdTmr5luRa7Z1VoUBq1M2tjoEdFFQmZXnctSYCR157SMCldsgfRoKixsxvNQDlJ+fjmL2sNOmz1KXmyZx6oKjQdHeCn7/+En7z/E958+ibJK/p1RwpC/3HWjJqUpm+hB+OgruuscdoQe09RFJCUFCFZgN17z9XVlWhzqjILpWNG/wqhrPWdHE+G5CoP/CHKNuqEGVz6yDSpITFCXLfarqHznqRgMplweDhnMpkQSDTdJh9TNSZxXciiblswtQVX50spfvuY51Kl0WtiC5YMlZAmqpS1M9u/jDTG/CNuW1IwOWPwnRckMkSiFZ1SSomq7vkv//QLHt57yMHdOV3oCH2kosIqPSJkL6F+eQjvKJ5PcXv8so9eyiL34VYsvK/fRgQpjUoTjMEUJSmCxpBSAGXwRAwaTcBGiEGjNHit6I2mVwqfNJtsHmEiVG3kzlXPIjUUvSWZhMagQmJeKLQNWA8qCGU0YdEoIgEbA7M2cbQO3F0mivOGR8x4SIk1li55FsqzLCJf68TZkYVHh9gHR1x98QGrvuPOsdDBvMrnVStwBuc0qtA465gog1NQTKxcV5D9GooYWTMRpQd6qRToQwNGKZmBE6I0OKRIkuGtw3qDRB/CVu+SlHz+1I4xQ8oZODJLSoWd4ilqtANXW5r1hl/+5r8S28Bf/+Bn3J3dpe0bUi9asdlslt9jcG4TGmaMMSMYihS2RZDUxYk++GxqYHCZViwzn7IJwtDs0EqsyLXeNqJQhEz1UzDON5LtEAD3Gqo9mEfoJJSx7DSIEuprzJqZ4XZYusP1/7ZbFC/pbF7+vGy3afh8DPOp5Fqz81wd82vnAjWbRpCRUBM1pS65M7+DoyCRKKsCgM16jbVWjqPW+L4XBHq8ULAtigZ3hz8OtNrHPvaRY18A7eNPH99xATeDwcC2CXrtueaGAcH1LzMlX9RK8uIEhADeRwqbO4tJURqH0QafPN98/RXPvv6GrhEutrbZfclCMoFxfKKSxOXBowc0TcNmtaFtOgpr0YXCuAKlRWTvSkfSkWgS0UVwns72eNPjI9D2zGdzcWxaN7hKhMJ1XecEL2tbMr1LGaEXBRTeKLrsama0JISx91ijqFyBQqaN65QpOgqIkZjF+mEmNtDBi3WzVU7mmwRIMbHaLCl1RW1rLLDabDAR3nzjDX709g/54Ws/xEVLf9XnjqwhhUAbAkormrCRpMVK0he0IoZOkhk5o+PMGGstm6zDUdbw7PS5dGeNpu87klXYyooWp11JgRN0PiZ5vWQUbkCYCLl7TQKzLUhjiHSpw+uAnTomk4lYpltNG7tc5EjC1YeOfpO7zklmh/Shy/Q2JU6DSsvA2ijDGVNGdGKUYmywLhfK4aABIYvsB586QUgMWhKnCDYYDBoTZSZK7KDvA1GBL2HRX/FPH/6Su09PePraY85fXND2a4rpAX0fMDrTFoMsoEjMyXdC62y/nWQukuRpeaHlrvzglCW/Ca6QP4kEBasQ2CiYT2qwDpM0qfHUkwnrxRWmKul1gmAotYEuoYl0StHXNcHAplMYq/niq2eY4HliJxw/a3ittFyeXbB2kaa06InGbzTNxOGdxltNazRt1xJC4k494cHkkKPYYT/+EvOHb/jr4g53u4gLLa2KnBWRZ1Xk+UzxYlah33hIW1u8v+Tk7UekowntqqOezWW+kvdS/FqdbxlnTimdCCqQtCB/u+gMSMNj1wVSwOhB0ydNnaDiNrEfEv7xkCe0UWPPf1BsDagyIIVrlELr2nVQKYHoDHjfUU5KVt0lv/z4P1McGH78g5/gnafqZxhj6LsOrTVVUdA1Lc26ETOYzmOUzTTGSPLy2dHaoqzB1gXorGtEoPqdfgvWDZb9CaInppALwrzPaRhMzUj1U0ZjjBRNw3wjbbf04qhipoxuGz7D8R1u4+DQl4/Z2IJQ27k9g7Zo2+Rhp8mUrxM7gEu+sozrX6WIGQqq3EBKKWX0VuisWik2TUNlJyivKFLJD9/8MW/cfZu26agqM3631dPJtXNod2a8vRx76ts+9vGviX0BtI+/gHj1QLghMfBBUBxtoUATAqwXKya1E/tl4Ozigi+//JLlcimORYV0jFE5WVVDN3fn3bPbVlVVknT7RN8FSB022ux65IhKaFatb2Wqd5QBmEVVyvyPJF3W6AOh0/RtT7vpcM5I0Zc0OhsGxJRJG0qSVovDFQanHRDodCvFUtBi2a0zNWioBgd+llJcra5wTswhTDLENuE3nuTFYvrJg6dcnl5ycXpFoQoe3X3I20/f4u033+G1u48wK4UNdqTNZfPpfCvvF5U4vEU1mBQkmUafj2FKSqg1VqG1BW3o+55VsxGrXC2C6pQEZZNEKCftQQZEirNaRrCsIF8qKqKJKCtFVkIE3pE0GmOYMmJLi3GioZAhsNlrK271XAOt5hqVLDvXpSideZAO+m7CRZL9VEksjjO+Imjb7jodUB+k8DRRje5RRumMqgzHSrrjPgZa3/HV2dd8+NkHHBzNmc4ndE1PSJ66ruibPMh27KTno75DedxConrn39/nVkwHkpVueF3XVMbhksIKP0sQDRI6KXQkIyCAUfQFnOGZaUdylpk21N5gfcdRE4mN58GkYu0jl0TOQ2LeBJZlYG0V69Kwmc+4f3TIbDLF9QGen8HXF5ysPK/NTzi49BwoB6VhEVue0/Kl01yezPEP77CZaDorM1liaZkdTLHOQQ8dHbbMCCtxPEwxieNaRAw0korjLBypa9J43YmaYSWglJg+yGclO9oNDoY7yNGIenyP9r7KeqQYVZbjq4ykJCByubykUI6iciSluVhd8ssPfombWN566x3U5ZZ2N7hUKiXaIvnMxHF9xjTY8Ru0yp95HQe7Trkeqe1nZdjnm7F7pZbdl+JJZ9RmXKIqI9U7KNBYrOiMtO54Y6uhgJdKJ9ORt1bS42ofj6/M4Hrl8R0emwsiPaJAEJUeXTiHAQKy34OZjML7xGw2o7nsSE3k3afv8ejkNVTSYggzXCy+b6j8/nvkZx/7+FfFvgDax19A3F743CQxKKPofMDZnNAYSFpcmAKBRbPkoy8+5Juzr4kqYJylDy3JqLEAEhFy/tLPERWYQmOtaDPadTsO1ez7XvQYWmgsKop+wCTNtJxxcicxnU65XF/QDxPDkS9dp40kBIHcd1SCbgRJdGKM6Gg4dlNCULCSTqmPCRMAk9Al2MqSlJbZKdETVJQZOZlSclCWJB+Iq0TwHXiNDgYbHTppFs8WGG95OLvPgzsPef+t93nrjbeZT+aoToT0OpPqJNHfIiWQk7gotyrlhCbtDN5kGIbqMdoIdStB3/QsLhZoFIWx9MHS+hafdnQBueOaNJKZaHIRk0DHnDApXE6SIkncppSgYeWkhEqNovUhcRuG2KJ2ZoHsUI7SDsoz6lpuaGxuLsDbTATGgmrn39u5QdvHS9InPzF6QugJJELoSabi7Pyc3/3udzy895AfvfdDNIZ+3TKbOHwrBhxJKyl48pTQ0Tb6drbPS9t9+x9BpYCLCt1HDuoptctztXzERFBBkJJEpmexRbyCgeemR6fIQsGBshwYxZTEBI1DkTY9E2To8ExFToyiNdAZuCoiXy/WVL7m6CDSL1esPjtDnV5SppJ5cYCrehYx0aSOZzawqgvCnRp99xBzMBnRAhUTzjnKg4K6CjSLhqZptkgiW12WLIldqtvLgzR3588MdDhIoPOEn4xU3iY8+TYjileeo+HxaWBICTShMKAVffAUpsY4y5fPvmH+0Yc8fPwaJXNM1uz44MehumMBpPW19R0zmq6MEtdKzYjSXCvebrm9WQxtDUyux02zCG78e/eYm7Slee7q1V6l3dke1+G1d15/vB0+h99x3IfHp0yNyw2RmGcmhRAxztKsLyl1yePHj5nNZoQ+YuwexdnHPv5UsS+A9vEXH23b40qhEqSU2DQtdSXuOtPphGV3ycXlGZ998SnPT09BJ4q6IkbPcr1iMpuSdHZo0omkoyQXYwgfXITAhrJypJRo25YYwmhdjUFcv0IEDKWpOKihLmtenJ/SI8WSQVMoB7aiVqXkTEn4/MlLxzfGXBh1CeMjftmy3KzZtGua0OFVj5s4yoOaw3vH2Nqga0vSGp+kwzsMV50px6Zv6dYtykOprXDT+0hoImEReef1t/nBm+/z8O4jjqZHTIoJYR1YL1dMy4londKOgiQN/85qoySdadEvCNlLEpQ4GlKkgJgEGA1Rsdm0XJ5foZLCaoczBX3f02UnPTFGUGDF7lfFBGZLNVLIvJUURacQVRALYiPOWq5y2NKCVSN9bhApDzG4qV2jNeVEK+YCKEZBUsYC6EbGNHbCyQLtnfs1Uo+o70iyhoQ4ItSrwYo9KqjqmhQj3zz/ho8+/Yg3nr7OpJrQNR0+BpQ1qOy6NezLzW37l4YGiqTEzKBtOKgrnBYDD2UUToFJma6U//NJNFBozQYo7s04azyLpqNqV8y6yBGGuzgOMdg+4FKiVpapNiQvGpM+JRaFpvSw3pxBOqXoeyZdTx0rDoKm8w3FpOJiueS5b1hMSuKTE+pHh6ynhkXoibYgJQ9JLOKdcygMqcznOVt8i4NdvJbQG+1GhGSIUZy/g/CJo9uAVNwoDP5VZ4Csvk8oHWVGUJ6LpJIgsEVVkULiarlmUsJ0MsP3ga9fPOe3H33A3949pihLtLOkvsdnRz8p/ASRjTESUyQghh3GyCBTMWjI2qYdqt+1NaKvJ/k3tZpq+F0N9+0cnwHpVWyLzOx8p3OBZtLW8RCur3Gl1K0mHttt+O7De1shOpqAMPYTxm0XAEiuaSpC5UpWyyXWWl5/8jr37t1jaGQYij2Ss499/IliXwDt488/dpp5t4bZ+dVpjBNKUh96rtYXfH36BV9+8wVn56doY5hMK7zq6VOLLjVBC8d/RBxudCSTstKRjx6txMaUpPFdoGtb3MxhMbkrGGX2TIyi4zGG49kRn4XPiF1EG43us9OUd8RN1vWkQEge7ztC39O2LV3XYTaGq+fn+IVnsVqx8ht6L7x/5sCh4q0fWSYncya2QpUJtLidBRXpoyc+W1IVBUflHKwhNAFaKGOJKwr++7//AW+99hZP7j1BB43fBFIPpamp6xIfOmAr/N/+qJHONRQ9DPQ3NRLEGIT6Q6KiURAiXdOyWa5IJmGs0PtU0uCTuGnplIcJbu1yjZD3hao4cOIS+NDh8/kvqkKKn8KSLFmknF214uCKJtuqyFbg1085IcjjGBCcmHbcntI1JGdcJzeQn5u/p6QzLJOuvU4kkJTJDmJREq6subCFoSgtpSvoNh2fffEZX379Fe+98z6T6ZTgQ9ZmCIVJtFaM+/d94lVFkkpgUsJpxaZtOJjUFMrQ9h5VWJwexntGQgrjsY4pgdHEBOWdmm7Twjrhlp6Jiix8z9J3HHq4aypmyTDFUCpLEWVAaAgJ2wZKO+Fss6JfNxTAQTWhdg50ZOM7nnVrzmzgbFbQ3z8gPTiiOZ6xUZ5NF9AhjPsTY6QPPTGIuUNd17SbZkywx3Wq2A5UzoJ8pbafgSHMNcqWFPzDOoqD2UGAm0XpH4X+5LlCg/ZGrM2352293lC6gp7IolljXEm0mvPVgl9/8HvesG9RTgqcs9KkyWjSUDzoXLiH/HrGyLwybUTXZ1QugtTwOblul613HN+GLb727+Em3T57aquJUiMyVRQFNg+6NkncIbXWomXMg6aH534b8nrt9b8DARqoeC+hvOQrX9o2OFJMUhVFQYKcKzg9O+X1R6/z0x//tYxfSAlXFN/r/O5jH/v4t4l9AbSPv/hw1uGzON0ZA2i61PHZp5/xyVcfseguWLULtNVU04KgIqvNCmUM88MZm64d6VUxdzuvf09nNCCANgZjHIXVONPQJC3OSTHT5EwNOsmQPwPBRB6fPOEPf/gQFRJFLPBdT9/KPJegetbrNSlEfNvRtq0YLmwStEAD5TkYMVgjGOQb3AEbYJNYP1pTTGo4UuiUK4OclMSUMElRupLKlKw2DevLFbWd8Mbrr/P203d45/G71GqC8Zq+8ehocNpSJiuIWLaxHSeYS0sXkC70qKnflSjvFkBxfCYghgaBSOgjfevBKQrjsYPneAAAIABJREFUcNphMIIUaQN+oAvmXUqDuDyB0qSQSMRscysJqy0E+SkqR9IQMpJzE+EZboeE91sRoJzojIXQDgJ0M+G6jdr2qojquhZiuC8RUQaKsqSeVmCgngr9crG64tMvPuXp06fcObjD8mqJitnoQKeXEKB/fYgroNOWle85nB9QlwVXi0CMHozQA6MKOYmO2ShACoZg4ItmidMwnRUczGsSitQnusaz2HjOvjlnFjSHOOYUTJSlUhZjIKIo+8C9aFC2lgGoXhDHjYr0zvDZ6opw7xAeHuPvTLioDVd+Q+M0pq7w682ovYoxEnpPigqLoByqqkZ0IfRhTHIHRzSDDEBVo8VkNinJ5hbbv8vnfotODGjRy0f1+1o4693HxsFKOo1OmUnBer2mOp5wMK9p255100CSRtDVesVHn35ENa24d+euFMte6J8xZapq2lIAldGCvFiLMirbcmc/t1sobrv7cJuGbndfdyvHmzS3oQAabMaLoqCsKpxz6KjG2Ve3fWa/bQ7Q9y0wx336LqpolCaDivI72fZ+vdxAVNy9e49ZJU57m3bNpJpyjSe5j33s479p7AugffzlxEtI0I5OJ2Z6BIo+9nz86Ud8/NEnvLh6BlXE1kaQG62EYmXFlconL513NXR51a1vNlAzAGIIpBBQSYspQQdBBQh5qrsWLUEXevrkqeOUcJHwXYeeWNbLFSkl+rYj9p7VcknyEDqgQyqdYWaMh9TJlgw65M7krRtoXd6L5hyFj56Eh6gxOqGV0ABTSqzXa3rfc3A448mDp/zo/R/yzuvvoTrwy46+jRS2pHYVycv2hq5HO+kAX0v8hyIojX7jW6XWOCEUEYQnlRPifPyiiMtDyI5qHaiyFO0UBh3NSDGJMRJ1rqcyBy+P5kQSQXGiM6WmmlYUdYkqwaswTq0niXOdHm20ctEWs/4nDTqgHeQkbi2Bx+77iPzcXvAw3n8z+dIv/U1+olDeNKBSFt0LomOVpqgLqmmFdhqcYloe0G86np+ecnp2xp3p3dF2ORKFNqnlRwZSZvet76iHXq0BSvgYqbN+6vj4mNlsxunlCwIpD7eEkERsHo1QmpQ1aGfBKVIPMRcaZjLBFRVGaXzb0zYdp2Xgsos87yJl21PFSBkjpbHUUVP3GyYRagxWi5C/CR1LE3mhE+u7Nf7BjPjokMXUce57FiFA0NTWCDo5DDON21J8sLQfEQG1Y4hhRf9ijBG634AY6kG0n0QrGBPKDms7jQYhSinM4M/86oP/6j8Dg0fcsBRzC2A8b2UhhY+dFhRVyXq5xmhNWZV4Ar//4Hfce3DC4eFczFjIlte76zrKZ1xrjXYG7QYL6DSi4ykbewxrZrgOKL1T+Oz+l6mQitspcjdjKGiGAqiqKnHpjGocV3Bz8O+AGN1salz7efUZuP247yJc4+dcrmsqDwXSQa5ToW35wbvv8/Txk2yAIvpD2c6IVvs0bB/7+FPE/pO3j7/oiEAgkkzCYknAF199zu/+8DuuLq6oDkr0FGxtiaFn3W4wxnA4O6SPPYvFgnJScI0iMQIYufhJCq2Ek64ixD7iOyl4ClPgTEH0ntBHumZN3/csVlcsFgs23YblsxVnn57RNA3z6VQGEvooCE+LfEpzsXPN8E7LLCRloMssmDCYvKn8mCInawaUzlCU71F2GOoKbS9ib6LiwZ17vP/WD3jr6dvcmRyz7peUlDS0GKMpihJioA89yYKrC3xoZHbPTqd4SG5S8nlQ6QCUJG6aVkQFehzkGiVxzqJ0kib4Tjry1kqhgsmaH0RXHmCYixFVyshQJCmhXumkcc5R1zWmMnjEZjuqhFVGqHo73etB93NTVD3EbvKkYtoxQng1svOq+7XIOLbHbefvov1BBkOqnLAZJfS3qsBVBcoo6om4EK42K84uXtC89pRAQGmTi8xvS7a3ReofG0mJE100Cm0Ns4M55aRGGUNUiT5rvyKJoOTxyhkoLKpwKKt4+uSJIJEatDP0zrIEtLeoznD02s+IyxXNi0suXyzwiwbV9rgUOfBwXylmbaCOito4yqqgRXMa13xFi33jdTYHNVdVZGUjvbGooFFe0zW90NTSMNBT7Jcj0qTo+x6j9OiOBoiVfGEoKodzDr/pt7qfXCkLaKHy3DElJiFKCtGxCMpI7O5p+WM1WVtDPzEnIOVjnER7F4HZZMaz0+c0TcdsOicm0SclBZvNhs+/vuL86pzOt+I0SBIHP4Cksz16LrK0ysNgdS7Ik9BOuU5fe0nn8y26s6iy/fstu30TARoK0N2Bs047zDBQOdt43zRiGOew7aBDw99SSoTvWPvfRkcc9UpJS+EDEA0qxnzcBA2aVjP+9mf/gVkxp4+BQhdoa4hBnCj3sY99/GliXwDt4y8j8ndRDGnUR8jdiUTAYolEfvXbX/HRxx/jk+fw+JBgOtrY0Hc9ThtcNkfYdC0pBaqqwmoLJovQc5tVkTDaYo2hbyKxF+tkKXhKtFZsujXLiwVXp1es12suzi85vzjj7OyMF+ennJ2dsVitWCwWdGeetPBc2UuwCpq8TwVCZdvdTwAP2gAWWgVUCOKT5xUxBXfHUhwWvP7OE9QEEh6rA6WGPnSEENAaOh3RpaJ0BbO7U8rDElVBZ3t0CITgKeYFNjl86AhtS6pk2GVUiXbTog0YJZPgyaLkmBGc0GfUQjuZdJ7/TpChpoaI99viYbPZiE4rJZbLJbP5hKZpcKVlOp0SUmSxuCQYz2w2o++9WIVrTUh5YKgPFNOCsiw5uHdINIEueFLbowxoMwyt1OigIMhcpLEIYov2DAnTwOQbk6iUbYFv1EjfRZm5mUx9lwubyh1srTXWaiKK6bzm6O4xrnKYyoLdJuT9qudycclqs2Q+OcJvOrQ1BN/Te09KirKsMaZjs9m8pIf4Nq3Et0UbPZu+o5jUPLs8590f/RW/++IjmnZNOa1IVjGdHzCdzzCVJRKIKmGcxTqHSgpnFNoYkoW1Fpe+pALJwQUteq5x9RHFkxNqn+iXLVdnl1yeLXjxzTlHDqbJUKlApQOxMKyriq6uCfdnLCvLotCsFdKdR+HQmAR+h2a4u7tj8pykUJhMJlwtr+Q8VIJC/I//w//EvaMTfv2rX/PFF1/w5ZdfsFwvmB/OcKUW04fGi/lGdii01qKMFC0hRoxxW0rlTsEwJPO368UG/QkYo0GDHv82zHQSZGZ1tWRSTUQj03qhhMbIcr0C4PU3nvB//j//Fz/72c+4vLzkZH4CXmGVFIgpa5Sclbk/ykAgEIeZRyKEGrd79/baGsr0UL2DCKkEoZMBrlndNtpKa6u3iGh+/i79dECKFeC9H+27i6K4ZrwwFEYhBHGazOYJMUa6rpE5QDvmJwMSvKXS5fWwg+hut0MG9BrywOwg+xP7gMZgteF/+1//d7lWpohRZih/xUCC7wRg97GPffwbxb4A2seff/gk7l9jsio6HYCAR2FY+zVffvklX33zJZtuQ1EURBXxMVJOSqLJDColiYkQuGXORegDJgrto7B2y2UPgdBFCu3YdGuuLteslxvWixUXZ5e8+PqU8/NLTp+dsl6vuby8ZLFYsFot2bQNbbOBHkxREtYteYO3FDdABbWllMFY6CEsC4kjYAJ2WomYeWKZHNbMjqdU8wpdgypBGy+C7NSjokcRUDHRG0EXmpT47PkXnJ6f8p9VQeqBPnFQHjBxE+bVjGk9Y1pMmZQTJtWU0hXUrsKgUKqXJCGpTIcRzcPkoML3kbZv6DeBlCRBKoxFG00XA6PwO9NCrHVU0wnzg6lYWhOIUXQs0gF2pBTo+x5SIgSkI51hIeccZVniCqGaBILMXAmCR0hilYczerM94NyexA1xE+kZu8C3PG4QRb8qvu35N8PHPtt3Q1E5JvMJk1lNPa2wVhI+ZTWTSUWjOi4vL/nm+XMO3zqSZC1trY0777NNu+e7hil+p04JzfzggFWzwnvP0Z1DTh4+pJ7MuFwt0SFy5+QOqhDKlOjayCJ6i3MF3aYhBgj0RAPBBpJBPtNaEQsHIdJH8MlSJoUqC9zEoY8PmL12n3ix5PT8Cr9Y4pRnMp9TPTimunvAMxdZFImNSXgVMUljABujoLnf2t2XGBLroUAZEIamaXj21df89bs/5ejvj2l/2vLZZ5/w29//hq+ff8Pl1RVNt+H4+BBbllgrDoxt25FSoCxL6qqi67otvTLHH2OCMBboGV0dEEkVhbabBl2KSqCCmE/sLLkmtSirOD07ZVrK5y35gMJK4a0EqRIXzDxpSEujSVR2etsw4OX9GLbtVn3Q8Bi1LTB2z8FuAZRiHIuYPhvBpJRwyo4F0NAoGFAiyAVnPn+DlksplRG9SB8HId/t631EjIY/7SLASYwuNiuxS69cRdc3LK9WPDh5wA/e+ys0NktIb0NhXz3Dbh/72Me/XewLoH38+YceW3RYZ67N6tCI49v5+TmffvYZF1dXQofKonEFBC9oSExkJzEZvKmz2UHtKkkiQyT5SO89q9WKxeUVq9WasxcXLK9WnD0/5+z0nKvzK85fXHB5es7iShJD7z191205/TsFTVi3W7RAI5Ml82OSTxmOAAqE9lRI97moK6g16cSgZpbJpKasC0ypcKXDVQZXadCRpAPRRHzqiNGTkkcjTmrLtqEsSyZVhTMGHwMhdbjCUpSOZb+k8x3r1Qq9OpXtywNAVdKsLtbUrmQ2PeDo6Ii7xyccHx9zMJtTFzWL9RJjLWVVUhmDSrkb2/X4EIXGorKlrTP0oaf1LVfLS84uzjk6kiR+SESttThn6Hyk6VoKZ4nBCxLjFK5yVFVJWZYyp8RH4gizSDIVhy7siObsdrBvutTtJi1qaGQzUMdGetBQEI23w33DM9W1pO56bN9viEGPobSYAsQYMYWhmlbMDqZMJhW2MJRlgTMWXRomsymFLbl8ccnnX37GG0/ekH0NIbvxCYrZdiIcK4tCOvDDe34Hje+2SNqANoTkUcby6NFjfvzTv2b++REXq0ucK0haYY1BWaFQRRUJbWDVrJjXMosnGZnn5G0i6ih28wroZYiqCmK4EaLGJUNdTjBuQjgK+OMJ6sEhpmnQEXzhWE5KfG1YpUhrIIg0Bx0SNsigVhXD4KXxrccgJaEqDfqSAUFo24ZPP/mc6h9qDo8PAbh3dMLrj1/n0y8+5Q8ffsBHn37E4vwKW1mqqsAUhlI7AobQR9b9Eu0kQdeZ8nVtO26eh100hSyFG5LoONAycxMiVzliQre9jqToZfVroc1t/AZXWj757FP+5ic/gwCd7zE7M8mUNrJt2QwmabLzm2KQxQ2zjRLbYmfQ+6AYGznDbqWU6YFaBhzfbBiMRcbw3JR1WT00TUNMSeas5QJocOkTpFQGUA8o2oD4DI9RSowTlEqkrkWptP1b2r73oAuDbQG0azwBEGMusqKiXbd0q56Jm/Lk4VPeffr26CopeiclRjr56Ojv0fzYxz728W8T+wJoH3/+ceM7ZNCSDGXQ6cVzPv/yM07PT4kEXFkJxSZJcmlNgblBPQFIOeHZhJ7VasXl5SVXV1csLi45PT3l+fPnXJ5f8cXnX9M0HZvlhma9oW89vu2Jbbwh5mCrzRlkF2n7N2U1KcStdsdpkorYWmybq0nJZFJRTSvq6YRqMkFNFN1hJE40hRGEJCEOXJ0K+BgpyoKYPDF4QvLEGEAltDYoDdPpXLrRRS2C+T5KgaM1xhpscjhEf6NSEo2T94QukAJM701IfeK8P+f5F8/4zae/JQXR3iil+fv/8HfURc1sMqeuBTVKCZIKRBJ934nBgTEUWpC5onIcHB1y9/5d+r4nIfbhBo0xiqIq6Veerm8xFlIKJK0otMOVjqK0aMM4qyep7NwV2eoKgKSUUIZekfDf1DHcJqTevZ90PYG++TrfuYBv2wYVUVZRVI7ptKaqa7RV+BSZOcN0OqFwDm0N9bRgdbHm/PKC58+f8+Dufdq+pfcRdtyxlFIYa8cC6I/VLoEs38XFgvnRHK0szabjcHrIP/zP/8CzF8/49W9/ze8//h0xeJq+xzlDWVeUZYFx0qHfLNei7yoNyilckIHFfWjxyTOpasm7QxLzDR+QgViWaAzL5NETx/RgQqUUJiSarmPTt6y6Nb4qstZE1oJJBlKUQmF3H8di9WX6lrWWzWZDCAFrxR2u7eHsxQs++/BzHp+8hlKJqi559+l7PDx5yJuP3+Kjzz/k5z//Ry5WVywWV6ATk/mEqpZhsW0fSSGS9Fbfsvu+r1pDgoxEUIpAEDF9zNVINgnRJKn8kEQ9EcS2W6vRNa7tG+qq4tMvPuXv/ubvxtlWYnpg0UlcRpTW4zVM5qINyPQWu3kVerobA8KlUy6mkh4bCey4xQ0DiaWwYmyEdF13rQAaKGw3dUJDETQ4xO1aZMt9YUSARhrcLcf85v4M26+UwveeeX1At+l4fnFKaQree+c93n3z3TzKNzAM/1UqF4Q5hrlp+zJoH/v4bx/7Amgff/4RthS4EATV0EYRUqDzLb/61a84uzojhMBkVmMKQx9lXoR1jnk9kwGbXUfTNrSbhvV6zXqxYrPZ8M1XX3N1dcWLZ8958eIFiysxMLi6umKzWtN3ObEOMNiFGQzWGtG7hJD57UP3FvnmU4AFbRWzyQQfI+tmAxaO7h8zOZjQ03Fw5whVgistujCYwqALQyoUqYTgeqJLtKjtrBGT0AaU1vShJ6SBIjIIvQ3GWtCaWZ21O1GRlMLaQooR63DGMilrSSIwQhOMka7r6Fsxdnjx/BwC115fFwarLEYl/uP//R+x2lGXEw4Pj3hwco9Hjx7z4N59jo4O0Y0aHd08nj71OOsoJyWzgymnp6eSjGV3Kq01rrDYzrDp83BTFbHO4Spxh9LO5pkuHmscKSk55hGhBSnpPqOlQz6mcGmr/dl1pQOuZylp+3Nbsjp0rOX34elqq2fg5eT2Os9xG23fAFCUBfVsKsVvXWIKK4hlYZkezLDJ0sceay3TgylxE/jwkw95cO/hmLD5uKUJAWPX+9p2f+v2vRw6zy4yyaJDL3N9KsdrJw+5f+cutSv48Q/+ihcXL/j62VecnZ2yaTf0XUOfX8NZK7TTzqMCYvCgE0Y50AYXtFAsAa3FFU9HhUmGkBRea0KCtm0xKaJjdtAzimBkALIO0tlXUaFjkEJfZw3XDRHXgNrt7v8wY0ZrMdRQSgam+sbzyQcf8/qd16nqElKiX3t843ny4An37t3jtXuP+PSrz/j9B7/j86++YLNYE9tAUZUURUETdzivbJPr3eL65vaN24nQTHeXzLCKdEYpTQSUHJdAzIWewGFGQUgBZZQMY/YdhjLP7pHrhBaXEimAtFj3o+W+RESptGPXfv02b/G12wHREUApD4hGKG4xxrHQuRUBI1uVh5Dncyn8zqC3oVgaCp0BvTNaVlC0N49zoOk7Yty6UG6P/fZxwxyg/IBr50AlzWq1YrMUA53Hrz3h7bfeZT45IPqIHY0OhlEBA/5D1gPtYx/7+FPEvgDax593DB3bhLiiWZ3/GVmtVpwtzrhcXKGUYn4wFVE2kWbd0PU9PgS+/PxLNquGq6srrs4vOD8/5+zFC168eMHqSqhu6/Wa5dWCZtNm1zG2hUzc3RYgSaIhD5GO8fDgZKGoS2YHNYfHR0wmFXfv3mV+MGOxXvDBpx+y3Cw5unfA7HhOS0sxL8EllNNEl+iMB92jbEuyipA68NL9THmAo7EapQxo8D7Qh5iLQ42zBu0KtLVZHBxl8KPWVFXFbDZjNpsxnUxwzo6D+2IUmkjftKj1mp4lfWi58+gY7yNt29JuGnzb0/WeNnWokHj49msy26gJnC6e8/X5N/zX3/4SrSwuaf7h7/8X5tWcw8ND5keHlJMSWwilqumb3N0WCk5UMizWaostCmxnSSmgnTiI2cKgrWh7YhLnLpNspqFoCElOVyDbFAvNakimri2tfN/QWd7tBN+G/oy3OxQ4ids1QrfFbYYIfd9T1AX1tGI6nVDXFbYoqCY1RWGpJiWutDgc/UaMJ6pJzbpd89lnn/Gj9y5x2qKtIeVBkSCJZNu2lOblgYzfuxBKicPZnH7T0Sw3HB7OUUFxeXlBVRU8ufcad+/dYbVecnbxgvPzF5yen3J2/oKz83NW6wWuLOmDp2k3dKEj6IguFLYsMM7iWxliq1FYZdHKEI1o4DyRGAcqmCIq0amIJX0S22EfsEihm0JARSVmiKjBwEuGV96CAA37PyTV1aSiqir6JIWmLjR+0zMpapIXlz5bWHQwmKihh/feeZ/Hjx/z5ptv8ocPf88f/vB7vvzmS5YXS5IJFAfVaAt9E20YtXG3nI+xAEqibwspoJMhJdBRYGYd8kyggKBeZFqh8eM8s6ACvfeoHi4uLrh3cB/tLKmXAcTicaDy54+sB4qCAAmsgRrBm++PAEEugPSWDjcgPeP+xUgIjAXXcL8guzF/PsNLhhFD0TIUQNLAEbsCPdjOF4kQ+mvbdVvRNb7ucH7i1oiBKNv94psXqKR5/533+eF7P2I+mUMEZ/W164DCkMcCv/L47GMf+/i3j30BtI8//7jFSfRqccVHH3/Ex198zHK5xMeeLnS0oaNpN1wtF1wtL+mang9+9xGb5UZMCnKxs1mt2FytxXp6p9sP21vnFNpY2vwlqjBjJ9TagroocVWZ7Yodk0nF9GjKwfEBd+/d4c7JXaYHE+4/usvR3UOenz+n+n8L/vmD36DqSJx4Ip4lLUkLRY4Cokkkq9BW9EpFUtlyOo5uSdEbQUD6XlzElAKtUcagbYVxJcpKUVFbNfLmi6LAKEsK4PsIeNFwIK5MhTU4Z9HOoKzGlo7zU0HXfIp43ROt2OPGLDL/+KtPcMZSmgpXWUoK6eL6hO8S/+n/+E8cz465f/8+jx6/xnw+5/XXnzKfT3n06CHn52fiCLWj1VBW4bIeyscOjMIYhdZCh4uIvkFbI93ifOLGtCypnMClTBvMr3tLAndzEKoc4tvMEL69ALqNGjdScQZtwe5TdqIsS6azKYeHh1SzCcZZjFXUdcn0YM5kMhFTCVdgdaJb9DI3KgTOLs7559/8mqcPH3N8eCIokPdjwhhjlA78tyTY3xUqZUpZABu0WM33gbDuScpQOMPXH32OLS13JnMeHh0T33qHzUbcD1fNmg8++YCm71iuFyyaJatuTRtb+qal6xKq0PgY8CGB6YWyaoxQOUOEkLLmo8q0Oo8PHX3fgQ8YFDrk8xIhJEFNghHtV4jX93O3+z/QpgZB/XQ6paoq1v8/e28aa1t21ff+5pyr2+3pb191q4oqV+MGGxvsOHaIQUjw8kTMe8hfIOSFhISARBQrCSFRIkVKotgJwu8hx5HyAQU9vkBQnkxEqxDAjh9O8XBXfZV9q7n9vaff7Vprzvk+jDnXXvvcc6vK4FDl6Iyro33uPufsvbo91/iP/3/8x8EEk2oykzE+nEClKOclSWbo9XtUZU1qMuzhITar6RY9vuXeB9ha3+DCufO88LUXePnll7m1d5O5LxuWsX2tHU3q78Y0Wi/yTuV1RIIif7Me5zWqFpbLe4t3tYAYa/Fag1HYpGZSTujogpu3b7HWXSczmUh4EVYFrfBGCgvN50CrOwb1tr9/NSvs+P8IgGKfzPI5kHNW17W8lwkSQUXDFMkvL3qVGnAU3jMClSzLGne4RCfCBrWc99qSu4UpxjID7OPv1rZhoXBA5cjznK2NUzz04IOcXt/COY+ta0yaRKrnJE7iJN5kcQKATuJ/nvByI52Vc25cu8nzzzzLE888TVIkHIwOuH37Jrd3ttkfiRvbrdu32dvdxfiU6XSGHc0XrxV7dCK7E3t3oJG6VZVHbNxAJwlFUZBnGZ1Oh9XBkLW1NbqDPisrK/SHPba2tljbXGVlTSyBu90CU6RMq0NOndtiuDPkmZefw1x5nrmfY1SCNTU2sZAqdCrb4RD7XFUpnNIkAXgpJUmC0WkzX9F6hwkNwARdvEk1KhUbVoByNifvFBRZTrffo9PpSHLd65HnuTRLtxyYZlXJdD7jcDxiPB5T+loGbeJwRpgiF3pycIrVrRVc7bGlZVJPcZUkGAbpMVo5u8p4f8wXn/0if/z0H9MtOrz73e/m3nvvRSdKZgwpsQ72XhzdktAzlGQpVTlHdFEeh6f2NYlP0UZjtKasK6ELtEJZLZbmTTJHANCixvfYpgrdtsR2LPoVmostPHrvm8ZoFX/UDHvVjUxGA2EKbvhT37z+0mWsEAME5bBKZJv9lT7dlS5JluKU9HKZRFF0MrrdLvPJVFzgspzZ4S7zcs7czZhUE55+4SmKomA4HBJ7HeJMJWvc6wI6rxaHh/usDddwrsBV4jS4MhzS6eTsHeyzOlzD+Ro7rxhPJlgvsqlhZ4Vhf4WLF+6jchXT+YyD0QHbBzvc3ttm72CX0XzKaD5mYuf4qsLVoDKDJgPnsFVNYVJUbamqknmw2FZhEGkS+tYWpywkxsrhUXgs2iu0E/MU7aUnTHlwXqoftatJSEBDp5tjckVlS9AirXrl2ivUqqK70sF7sXE/2Nuj0z3D5voWtauYTqbUrqLXGfD2R97Bffc8wKVLX+Wlqy/z//7x56hdtQA4Oti0e/k8N4D6yLCcxlTARgYFcA5ntTx6hWkc4RzWiuTPIa/vkL/xxuPKkl63y8HBHtZWJKagpBRQENgXp2iGPSulMM5DmN/lw2vJgKHFYzPnNYCloLyT5z2L19QOH4493jd/p5yn9g6lxbLc61Aw0C3BqLqzGNFm0qqqalzikiTBJsIYlWUpDnwsgyC8F/Y8ygqi+5/zArhr8NaHL7CzOfecvZeHvuUtnN44jQJSLZbudwc/qrHDPomTOIk3JhJYLBpaa6bTKZ1OB2Dp+zdzlGXZ6LLbspX2LIB21HVNkiR3rUz9Wcf+/j4rKyvNNseqY5IklGVJlmUyG8UYsixbei7LstccpjYC/y5TAAAgAElEQVSfz8nzHO+laTTLsqXnXyuOqzwerYi3LUaj5CA+f9z23e3Yx4pcrH6CXIft4Xfx98qypKqkEf/6tRvcuHWT/f09rl29ypNPPslzLzzL3t4e+wcHTGdScR6NRtJA2zTXeqydLG+cCYMC8WLHq4JuXSGMkAGVwXClT6ffo7+xwmBlyNbWFqc2t1hfX2d1OKTf71PkXYaDgbgWOUdRFPSKvLFm9c5jdM7ocIpJCt733vfzX/7gv1AMCzmmvsYkWhI/HJiFFXeToGuDddEByeOTStgdLY5Mo9GIvJPR7XVJ0zRIvuYob9BpglFaZnv4mrKeY2qNqSGpjDTftyq5ZVUxm5fM5iVlVeO9SOxwvhkWaX10bpJEflLOpNHXSPajjMiJrKtRLrgxFUqqpZVjVs34zP/3Wfx/t1LJTj21n+MqizGpOPc5MElGbzBgtHOI8g7rpZncmFTmblhPXVZkSYJ1Uq31wQ5a6dAvYMBpaQz3SkBh0/sTZCrGmMDSuFarhiNOsDcqVN19qBa70KvkpWNcB0cuTVtqFbI/oHY1vV4PrxyH40MqV5EVKbWW/5++7zQ61VhdYxJDp9Oh3++RZQlYJ/OrugMBp/MpMztlf3bA3u4uUzvl5Wdf4uGHH2I0H5EnOdPZmEFvyHQ0hcrj09f+rN81jCcrMsblGEywHvGAcoynEwGoNuqjUkySBsI2OpdBPQFFSpeUot9ja3AWzoNTkgjPq5KD0Yjt7W1u3LrJ7u4uh2MZKGypsEmN1dKHkhiZs2K9nPupteSpQacpKvHUlQAtay1JntFJulB5qOW+UIc+trjf2kBZTdAZnLmwic4Vk9khRU/W4bmdkCUZ1/evcvHiRaajKanJ2Dy9JWvUrEShSVROQg6lp6ocherx6ANv4+FveYy3P/I2nn3hWb70lS9x/fp1sk5GfzigsiV7+3v0Bn0qW+FwUrxQitLGNSyRQaAuDAb2UrmJLYZWO7z1Ahi0wddKehJrSLwMNFUmYTaZovrizrjSH1CPa4oiI8kSaic9P04rlPZoBUnoc/RKoVUYQNwCPD6wrZ4gNVXxdMvzzse+ISfzn7RGuwScxgazjrqWPh5xWAsSOa1Q7X4d7VFJkAH6xX3Je0tZzijLGUmSUFVz5vO0yRPi/apyllk5YzabkCQZWZEzGU1RzpInBXVVo51phq3OJjNm4ynKw7A3ZDhc4dv/wrfLjLMkIQnmMQqWGOt2qEaEt/j/SZzESfzZRwLLN7g0lbthrPZ+M0Q7oY+0dq/XAwhWl2KdG6UMo9GIwWDAaDRiZWXljdx0gGYb5nNhIDqdTpPox31rA9F4vvI8vyvIa0d8rTgkLoLE1wv8Xo+uu90c3I6j4Oe1qs1xf+L155xr9t1a25gPbG9vc+vWLQ4Px3z1hUvcuHGT69evs7u7w83rN7l85RV2dnawYSDnwm9H7FZ1mNTtkWMs7mgic8B6XOzzQR5N1zBcXWG4Kr0qqxurbGxs0F3pc/biebJezkp/EEBPLnNokhxjDAc7B5CCqgEtk8e9E2mOkARa+hi8J887nNo6ze3DW+SF2AXr0MCvrA4q8mDtigAUlEjutAkKGFtTe4sxCpVqiiwTgwCjgrWyFWtXE5KQAAQF7LRpr+VYGkAYvmyQubkjCXO0epWWCheOvpZqbXgvmdmjcAZhmbwHE4CKrRvXJJXoloWsNHFr78GIy1yWFnhjsQjAjwDcaB16oQIIaTEBysU0xAcmALSSPiGNHCeDxiJAralkBwbBKxeSTWEdowWxcwt3Me/lektUIu/gQyO/SmhnSAeHexweHoqldUcKErsHu/QGHe554IKwf4mGVGb9GKNJEtO4keE91rrAzs2ZVzNm1ZhpPWNmZ5A4nnz+SS7ecx+j6ZisEFt3W0khyHmp5P9JmSCvj79eluPoOrX4f/xzr8C0NiEe89H+lI3uBvc9fB/mMcP+4QGXL1/mxRdf5NrONXarbXyo4jstPR+JUSRGrovxZIKaixQ066Ssdrp4b5lO50zHY7qui7MCbk1wDKtdxXxeMi2npEVKkonk1GsZfumVD3bQnsqWjO2YWlX4RKzmNQrtEhJlxI7ay+96J8ynMCoOoxwP3/cw50+f5/5z9/NHf/w4Tzz1JFcvXaEYdBkOVrBVLWuAEYlb7Ws8iiwr6HQ6TA6mwlp43QDrKMGUT3OUWqrwfeiBcTKZ1Trp50mSZKnw5LVq+nyskhPlTXTCFgtn5QMzpFToi1ywNw2LY2KTj/RxCWPa/jzGXwz9RCr0csXtkDcI5gjCIGktK6GjlrEHr3LtzufzxSiCkA8065e1cl586PXzGq2SUIR0TSGjnNRMDyfMxzNSnXL21BkefvBhLpy7gK/DMNTACDbXb6uwfDROQM9JnMQbHw0DpJRqmBGgsZD8ZoiDgwOGw2HDZkQg4Zxb2ocIeFZXVwGCJOTNETHRryrpJ/HeN0Btf3+f4XBInF0Q9+m1mK4YEUyMx2NWV1cbCUycbRHP+dcT7WSprVtvD+Vrz184+jdH9z3uT9yW+Hfz+Zyvfe1rHBwccOPGDa5fv87169dlqOm1a+zu7rO3s98MGa2qObN5FeQrkGYZtq7F+hVJtGNzbYyylkGEOk3IslQqw52C3qBPp5OzeWqLwaDH+tYmGxtrrK6uMlwdMhwOyXodyLTM90jEctWH6mK84TY2rHqxv02fgVEoE4Z11jXdbpcHH3yQa//9OqkLkpXah+nrTkBTsL51YqMk10Ai7+G83NQr61AqIdWJyNjShZXsUaclbfSxgPiorKQtg4uSkthQf7doNzW/6rXklFTeW70zLgCdhq317Z4Ih1IGbQynTp2idDOxy/a+YfgiEGqzhkeZDa/EmILACInBRQBa0Mw6uRMAsejpiaDHS5U6Mjsq/FFVhx6xcAGYI0dk68yWDCZFZjWVkzloSPOMfr+PMhH4mGZdjl9JklBbS20d5XzObDZjOp0ynU6ZzWbMZjPA8ZWvfIkPfPufJ/EpK8Vqc/6yLJMZSq/SA/RGM+SnT59uepfm8zlKKc6fP8+5c+ewuuaZy8+wO9rl1q1b7OzsMJ1OcYjMSRsYdAdYK4Nk/cxiK2H3VA1GGeogdfMKlAGUDI4tbcm8mrG2toZONSoxQZ4oABjtUcbgKsdoNGqSXV/7pd6h2KwfO82WJJbKs7Ozy2C1zzvf+U7ue+Ai77r0bTzx9BM89cxTXL56mZW1VXG21EaGkqKwdUntauZ+3iTu0ufjpa+m9TlSjeSSANTDgQ2ntbQlyuhwTRmU9vJFWIe9F1c4LcBP0VYALF/Lx10r7bWlberQFNai7CyYIGgTwE5wR3DWNccKr6ldggZMlL4F17/mGAcgRXh9W9d463C1pdZV8/7ei2RWJWE2WSXnNNEysNZWNQZDr+hxc+8m09GUM5uneftb38Z95+5Ho6jqkjzL0cc1op7ESZzEmzoSEACxsrLC7u4uW1tbzcJdFAWTyYRut/tGb+erxnA45PDwsEl2IhCazWahWVbARZvtiTKyw8NDBoPBG7XpAM1E66IoGsZkPp83QKff7zc3i/jzeI6sta8JgCKLdLTCFwHKa0UEOEcjJkhtludo4yvwqu9hrSVNUyaTCbu7u+zu7rK3t8ft27e5efMm+/v7PPfcc+zu7nL9+nW2t7cZjaT3ZDweU5alMCHNjdjJjTOwC157TJ7gfI2PwzIVkILOZFhenmf0Bn3W19dZWV1ldW3I2sYGW6c2GA6HbGxuUnQyOr0enW4R5GseZaQvZW5LMJpEBfliqC7WlSSZyqk7EkzpF1HESe2xgj9cGfLwgw/zR1/6I2zlwlR26avRXuZ9xGOqlEJ5jzI62L6KEYFzDpOapSRZcm+/BDab12h9Hd3GeO4byUhVLWnq23M1jgLc15s4i76eMANWErcolbGIZE57I/NJwumzeFIl1f6il2BqFRztpIcngp+jlrhLWn8kmdWhscCHxA+lGoLCKUnFFgAoNKsrhIUK2+9CchmPr/bCHqlgJRz7gFov0cTVq1cpujnWWw7GB+jccPb8GTZPbaBzhcUtzTaJzI8xZunczOdzptOpmHhMp8zLKWVZ4q1le3uH5557jm997J1orZkFeZqA4T/dINT/0QDp8PCwuT7jGh+Pg0/gvafex+5oh5s3hQW+ces6u7u7HBzsM59NSbwRBlQnVLZmPplgQ3Gsk2ZU1uESL9Iw56iDRb4yiPtevyMSMiX9aA5hDVRYX5yr2dvbo7R1mA9UkiDPi+RUGDY5VuGYaWFBAfI0YzaeUU5LsjznrY++jXPnznHhwgWee+E5nnj6Kcr5HKqKrJc3MtZ5NWM0G5FnnYVszylcAEIRiPtmkGdM/GUb2p/xVCekWbK0JmglzLDWiFFGYHmUjv0r8b4g/O5xRgh3i6OObfHYRMBljJG1LwAg731TvIlspdIaj5y36CRy3HrWnq3UXv8gMFJhZllVVSjtSE1C7SyucnSLDqODEfdfuI+L772XzfUtMlJhv9AUSXHC5pzESXyTRgIiwarrmo9+9KM8/fTTAPz9v//3+YEf+IE3PfgBePzxx/noRz/KdDrl4Ycf5t//+39Pp9NZ2nbvPV/84hf58R//8YZZ+YVf+AUeffTRN3DLJfI8D5VaGsAZHWvaAGdvb69hr6LU5/WwN5FVio2faZoynU4piuJ1JS/tG9VxN7nIchwnd2v3AFlrqaqK+XzOeDyWOTrTaQNsLl++zOXLl7l+/To3b94MErdDyrJsErvIeMXkL0kSEm2wVUXtHcYoPAobpp/X1VwyZgO6l5AHm+fh2iobG2v0+33OXzhLr99nbW2NwWBAt1fQ7fcZDAZ0+p1wrKVHZeE0VIsUJdycFzK7O9kvGxKr9oTxcADl9WywprWQqITzZy9w7vQ5Xrl+GZWArZz0qrBotscAymGVIw1OZ2VZ4RSkqSHL8zBsMmm2KVo+K63QUSZ2l/6seO5iwhDPnfRdCQg6Ciza8fUkxSomZfF1wnGKjy7srjRSLyR6AkLhcDKWir5W5FnROD7FfZtOp0uJ/VHnJ2HnQt9ZkM7FhMojxRLf2F3RPC4SSfBOCtSq0f+EY+AV06l8tg1yzarmEdCeldVV6ZWaT8mKlJX1FTZPbVD0CmblVAwbjBaDizQJ/SxRpiM9V2U5ZzqfMJmOmM4mzOdzOUdOwGpRFHz5y1/m3e94D1U9Zz6fszboMxmNUcnivB/3+EZH/JynadokxnVdSz+fLSn6Bb20z7fcO+S+8/dzcLDH9evXuXzlZba3b3H9+nXs3KK1XPsd3Qk9Kw5fugB+hRWa1/PmfBedgm7RIylSvA/OX07mTnnlAmAWdnBnb1fW1mLBzltb45Vv2MTIULQfISotAogdzXF48qTDtz72Th59y6NoEq5ev8LVG9cY7Y7pdDqkRUon6eK0CwBBjlVDonpkphIyGy0WS5xzeBvZz9ZnwOilQpUxBqPkOsUodNhPr6NMVjWMTdy3uz22r6ejwMd73xgmqDCsWCNFy8jwLD6v8W9rFIraicuA+CZEWXeb/PFNMSTG4pJebJ+tannPqkQpi8lzqBSq1vSyPg9fvMDGyjqDbBjmUWnqqpR+RG3uypR+PTLzkziJk/izjwQW0pCnnnqKJ554AueE0v+TSKPeiOj3+3zlK19hNBo1bE9Zlg2wiAyI1povfOELjWxnHiQjRVG8kZu/FHFyNUjS+W/+zb/h4OCAPM9ZXV3lx3/8x1+X8UE7fuEXfoGXX36Z2WzGcDjkp37qpxpWqW3xerdos0Z32+ajEU0KyrLk4OCA0WjEzs4Ot27d4saNG1y9epXr16+zt7fHiy++yHg8Zn9/f8mkIAKHozKraObQ/J86bCeYVJNmBUmekOYZJktYXV+jN+iyur7O+uYaqxvrrK6vsba2Qq/Xoz8Qt7OiKEjSdNEPERJihfTiWFdJJddr6VlBelDmAbzWLXcvay22EtCg/XKFsJEEBkelNsi11jHoDXnkLY/x0uVXSIwRJsjLVPfYyWSDxMcpmsTMOYdOkyXmhwawSeWUIHc7ek6Pgp7G0CCAnDb7E8FPW1J2XLL89TBA2sdKtcL7uqn4eu+lMV17TBho6r2TnEktZKDKyGDKoijI83xJ9hb7AZekLy0QFFkjrRK0oQFEKvRY5WnRVPB9sLByyjd1X5lJwkISF5OxIIsZnj0rSXxwrjM6DY8CtNJuwvXbN5nMx+L21i+obMloIuDE6OQO9ieC66qqcM4xm5VMJhPGkwmjyYRZOcPaqtnXTq/Ly6+8wu7uLoOsj3UOk8TPv146F3c7n3eL1zrPf1ogtbq6SlVVzGazIBX0jWV7kXaZTscy/6owdNIO3Y2CtcEq95y9wGw24aWXLnHt+hVevnyZ0eEhaZqSZQneaab1hDpXWOWoqbCqhsSTJglZL6fbLXBOBsg6H9gfJWYbXtlQXFHs7u8wnQfTIO1RicJSL0m9UB4dZJft4aGTw4lY5Bc9XOaonLxP7eUz/pf/17/MM88/wxe+9MdcevklDseHlLOKvJCZRBM7gThk1zuRvAUmCOT61Kjm83SUAYosTtMT40XaZ5QJ4MjgQ/+gVhqFQ6lFr9uSpI9lFqZ9fRx3bS2Ay0LO7V1gbfxikKn3HuyigCHvubC/i2Ytx73va4WtPXmaCkNmxXad2qOdYrW/wsWte1EoDg/3SU3GsDuUNQEYj6cURba031/Pe5/ESZzEGxeNCYIxhtu3bwdbSKmafrPE1atX2d/fByQZj6xDlJWBsBQ7OztN4qyUWiSJb3DEKjTQyPe89xwcHPCpT32Kl156CWMM73nPe/jbf/tvAwvQ8Xp6gH7pl36Jz33uc9R1Tb/f50d/9EcbJung4IC1tbVX/fu7yd9iEpxlMtdlPB43/Qf7+/tsb29zcHDAU089xf7+vshTbtzg1q1bjV5/NBrR6XSavpJXS5aO6sijzCnTitXVIasb6+SdnCTNKHodhhsrDFb63PPAffQGXVbW1uitDMg6OWmekec5WZYwnY4biZHTMQkH7x21tyRF0lSAUbppmg9bQ7fblZ8FNigCoDr0IbnSNc5A8ZyJ7MuD0VhnUYlBYyhnFYlKeOyhR/mt3/otTJZiq1JKuxh5DSmYyr1fe5F6pkYS/zwTHX9IKBoZDH4hvwnfNI57Jl1iRJZMDqIsKJyfKH2LIC6ej/go3399N3/V6k1YaPNtSKo882oGaSFzQEwiQElDtF7LsgydLLMEsOh9y/N8KTlpAyBJDk0DgEyYiUQAQE45TG5aAEgAsFdu+Xy6FiUUjnEEQKP9ZQlX/IoSqumNCXNX0ul36PY7pJ2cai4Mb1ZkjRwrJv2xAOK9atmST5nOxkymI2bzaQNSrbcooyhnMzzw3AvP8vaH3kGW5lJYMMvJaPvxzRK3b99uep96vZ64G4ZzV89LVvprAtCnc+bTOSYzdPIuw60VTKK4eP4iV668wjNrT/PSy5fY29ulLGdy7Suo6hlzL8DK5IYi6zTH2CEMW+1rnKuxuPD5i6yRJzOa/dEhs3LeAIHYt+ZDgg5HWJFW78zKYIhzjsloSmVFNpd3c3Kjmddzzpxapdfps7G6wVPPPsOTTz/BlStXmB7OxMIbJa5qzcJA40oIiO16vFi9X3jEBapEJ/JYW2HALI7UaLSC2nqx0VcxwQcVVz69YDtjvJoETd7+zmssrpOa0C+ahP4lKyAoSWQts9jGrEL6kKysiy7I8Fr0T5tlc94ubVt8/8gqOevReYL2Gme9MGeVIzEZq70V5tWcftplY7Au7E/tsJUjTRN63U7sCvwTXNkncRIn8UZGk/3HRWo4HHJwcAC8vuT6zRBnz55lZWWF/f19qqpqkvpYKarruqkOr62tsbu72wCMNwsAiixVWZYNM7O2ttZI1qqqYnt7W/TfLenO6zk/s9msWfgjszcajej3+w0QerVo9wA1iUdgBJxzXL58mb29vUa2duvWLS5fvsxLL73EjRs32NvbYzQasbe318iR2hW/6XTaAJr4/FKfRqgCxq88z1lZWWFzc5OVlQHnTp3m/PmznDp7Gp0YRpMxFTW9YY/+Sp9i0CMtMvJuBwxUOEo/py4rZj4hSYKzUsjpE52gkoVz2LyaERuMAZFitdiEVEmS6oNtq2IhGauqisxkzfNxf4R18ChrcdaiM9AY6rnMUTl35h60NSRe+haam3eYrSPqKgXeMS/n9LJekMbkeG+pnKOuHUrpxnK7fZOW8xi2X7dkckfAwVFWKH5/N9lHjNdbCVUQ5uLEhmjEcQpheByeylkSX5MokQo1TnWht6Kq5mhvmnPSBsfGmMb5KX4t7adTaBuBCSirQGnprQr9QdKkrUR4F4+jV00PBwH83AkcZFsGg8GCbfIe5b30BzlF7StGkwkXHjjP1ulNHI7xfEKSZ+BgPJ3Q6eTNvkQWSGstFtJemNb5XGRtUaJY2lKsv700z+9NDtnsbfHiiy/ytgffjskN83r+muvHmwEMDYfD5rqrqqph/qQfKKMuJYHupl10akiSMBPK1szLCq0V99xzD5tb69x7z3mefPIJLr38NcaHI3zqKes5Uy/rbrcja0aaZ1TzslmvIpgE5PPPwhhDGZiVU7GmbqRxesFWLO2NIBMhEmVdPdw/oNcbMBgMmrXVVY66rKldzcuXXmZ1Y5W3PfoOVlfXwcLkcM7e3h7UGnQc3qmCbDRKSBeMdDyLR9mXNgNkXdVigLRc4z6sUwFbyHwqMSyQBfMYh7MjTMiyBO1OANTuI1xaLyKAMouRCndsezM9+NWv06OgrP0azklpSXmNck6YJguJFiDdSzuIN6QGD4nRJEY3b6liVeqYY3wSJ3ESb95oGKDRaESv12N7extg0Tzdopzbs12idKp9A4034sFggLWW6XRKv99vjAbac2eiCUE7YmLVXjDjojcaje5wbdvZ2WF9fZ2qqpYYoLbkLb5XXdc8+uijfOxjH2s08Zubm81rXb16lXPnznFwcEBRFE2z7Ww2a45DZF0ODw+XjAnaLmhHf/56JWbt7xt7WwgzDCSBi7N84uvGmUGvlWSmaUpd183vzedzzpw5c4cDXNPAfSQpasuh9vb2uHz5Mjdv3uTKlSuNQ9vNmze5fPkyt27dYjqdLvWLRFYxvvaij8Y1x64NfuK+dbvdZoDjcDjk1KlTnD17lrNnz3LhwgUuXLjA+voqF89fYDDooRLN7Z1tfut3fpPNs6cp+h22D3borwxkqCQ29MB4UpOIjAWHDUyKwoglKl4q504Ru/OlznrnDTwC7Ahw2sxY04hvQ0W4jtPDF7KPuq4xxlCWFV4p0iSlmlu0gx/5of+D/+tT/ydrW+s4a6nqkkSldDoZ87rkcLSPSTVrp1YxqfQBuflcmpaThcStrmuc9mizAD5aSrli+VvXzbk5OmcpXjd1XTef73heo015OzGJIQnYoojiQ4U6Njm3ExKtEqmo+wXAqp3FOekPQnuSPKHT76C9XL/WihQJA5nJSSIzkiRSsW8xvUmW3fEZEdmdRzmFqqV3pz18UZsFG2SdQ2mPARymkUj6+Afx86LuZMVCcwPOOmlODz1YzlqxWa4mvOVtj5B1E5IswWtPkRZM5xOU0nT6HZlZYzQ6MejgRFY7i60EEEwmEybTKdNyzryuqFsMnVNgqzlZllDbkksvX2I8G7MyWGV6OCEx2aKt6RjJUrtn47jfidfN0cS6/XgcA3D0+1eLeH02ybRevLfyrRTceVJt6BQ5SS5GJdbXzGZTMSvwOefvucC5C+c4HB/w5BNP8PgTjzM7vM3qlvT/OTx1VVNOq2ARL4yH0QZl4vokVtgg2zMZzegozdVr17j3nvuwrmyKDpYI3OGo+0U8hg3rb5E5SSbFYcm8x6mCXnfA9t422bTk4oWL9L+7j1aGz372s1y7dpXhWp9uv8N4LGBtOByyvbvL+PCQc+fOMZqPYqUB75wYeOiFFHY8H7ExXBcjlywRO3aTsnNjh63T55mXldhkHLnNxKKK0QletcwTWixnu1+zfd7j/WSh1rBSR4jDRhF2HC/DRpVRJMqgjcLWYc2J+YJXEGwJ2v9kk8XMQRglGllgc20CTims9VSVJdOG2WQC1nHh4nmGnR5J3PHIrr1GnMjfTuIkvjmiscHu9/uNVTIsnL1i8rPkDhPlQs41UrlOp9PIM+LfZVnWACKgYTJiFTMugpPJhNXV1aUbZbvBOk1T+v0+cVtnsxmdTof19fXXtOEFGjOEoij4yEc+csfsn+l0yrlz5xoQFLXmSZIs9QdJo3nZ7M98Pl9ybev1etR13fz8m2WQbDuOLt7RSvzSpUs88cQTPPHEEzzzzDONQcH29jaHh4dNBTqej1jJhIUs8dVsk40xdLtd+sGM4MyZM5w/f5719XUefPBBVlZW2NqSIaODwYBer9eYRXhXi6ZfwbSa0+n3xPa2TkkSkUJ6HaqXIREXRkdJpRi5USrlmlkz3vtW43scVCLXZ5j5F5Qtd9o8H600NszDkd8TGRwy60cbGRbqZL5PgmHQ6XNm4yyjyRidCwNRqgqtpzjtyU1OUpgltiy+bqP19+3el3jjV83j0e1psyNtC/N2z8/RxPXovrYbjJv9VOoOqUwMsZ+WRu52saAsa+Z1RRLNHLTHORVVfcSE8qi74d3Ow+uN414nsjmRR2sDA5E5uWOTI68cVeXI8oTMpEymUw7GYzyO4cqQM6un2Tqzjs4SklTmz1TTClUr6euyi4QtfoZiQSQCoHkLkDYSxSB18n6R7Fpr8Q7G4zF2o1r0bdwFiNx5Xpe/P/rccdfF/+hquEg4Q30+3D/ivafb6ZCSsNvbYVZOqVVJkXZRBipdkfZSskGHs8NzJL2UJMkaK3VNGIzq7JJ5iXOL/Ykyx5XVPswVpRUnvslkwkF2gFOhH3UqvYNy9YTVJrjAaQw6S8iSLEg545jYMNxTy/13c22T6TH+SvEAACAASURBVGzMrRu3SdOU933Hn0Nj+G//7TPcuH1N+ryyDvN6zt7OLt1OwaDTZXd3t1EN3C17XygJXHP/9nLh4L1t/V2Y+UNYs8JzDT44phgXn2t/tQsmSslnGlQkfJaum/a62b7uVKSk4Nhr7PV/7hdFt4Y9VgqT5fQ6HTpxUPgJqXMSJ/E/XSzNAYrStyjZKMsSrfVSX0qsAmut6fV6TYI/nU6Xemq01mRZ1rh+xaGdk8mkATPRgKDNBMUkum13Guf6RC1/dDPLsux1AaA20GqDrLqumU6nDWCJ21EURVPVH4/FdSe+b9zfWLlqMzVtlqX9/TdDtG9UMWIPxeXLl/m93/s9fud3foevfOUrvPjii805ORrxOLVvSrHvKkp4sixr5He9Xo/V1VXW19c5f/48Fy5c4OzZs5w6dYqNjQ0xKej36Xa7DAaDY+UU7eGdg8GA9fV1DqaH6KpavqEvVaYFACkXpUyq+dJhYGWs8PuoyWr0JW3tuz82f1SBYVFq4ZYUj4tzAdyHbfEElyUAC8YpjEtY66/z8Le8hT/8o8+Tm4w0TSjrivHhhLSbkHcLsjQjyvOck8ZkrVusZBiOKMP+YiJH2I+4G3f2/8TPVdvJLjI+baB0NOmJAOi4BObYY0QLUCqp3BpjhAEKlsPdbgeTiyzR176xrJZzaNFJLg59RosjFNLzoLRCRQvc1vs1xx45lVorUdOF33EKEi1DUVECjEHh4/deei6IM6WWZDvLVX4ZmCmMYl3VzOopTlu63S5bZ7bYPLvFysYQb8TaezqfYKoEH5JA64UhdN5TBwlYnCNfl3JOZrMZ83LKvJpR2ZKawAB5j8OhtLAmtXXo2nNwsLdYn8L+vNr5udv37cdXS36/UdFmpBav63B1TZJldLsd8m5GWqSYVFNRUlNRK5mvNNc1129f4+UrL3P12mV29nbQRcLaYJ1KC7AUlnhxnTjnSE3a/F9HwBjYVKMTZgczmCu5z3UKuQTCtZckmlK1WQffsBNGiYlKp+g0yoWGgY2fSa2YTCZkQcpZVVOKost9994vki2l+MPP/zeu37yGVY4iK9gb71EUml6nx61b26QmuFe2GU4VBpr6xbrs1aJY6L1IrF10WWvqF27xgZXfXOyXWshL29FmmyKLF41HvFfYymO9k9f24vrotULH1zJBYlojn8cwo8j5YOzg3B3XZwT+4ZlXva6ck5lPBLt55SDLMwa9vgytfZ3Mz0mcxEl8c0UDgGLkec50OmU8HjfJ4+HhIc8//zxf/epXOTg4oKoq8jzngQce4JFHHuH06dN0Oh3m83nTFB8jysauXbvGmTNn6Pf7TCYTOp0ORVHw2c9+FoDnn3+eK1eu0Ol0uOeee7h48SIPPPAAW1tbzXZFi+g8z5vtOyqjOy7aifcLL7zA3t4eu7u7vPWtb12S621ubvLVr36Vw8ND1tbWUErR7/fp9/vs7u4yHA6b4aFKqTtAzxNPPMH6+noDFB966KGm1+bNHMdV0NoyhS996Ut87nOf4/Of/zw3b95swE/jzsPiZhP/xhhDv99vGLTBYMDGxgabm5tsbm42Urb19XXOnTvXSNwi6Hk12WCboYjV+bqW4a55VrC1eZr9l8RNrlN0JVkN09uV97gAcGQ0jhXWBxv6SORmr9o3vfCo/eJYmXjcvKZJAlpJP0gCHpO1OAi1zazE+RxRiti4wXkFFnpFj7fc/zCf/8PHqeeOPM1JlGdqp+jakOikkYLIrCHVDHj1WgvGiY5JLQYoSuB8kOJptSxJXCQnC7lluweoDW7i8W8nPkfZqKNJ6xJeCD/TSoHWuNoxC2wGSpFmGZ1uV2Q0WuNcTbS/jg54SZKIW19k2o5s3/EgLf7HozQoF4CS8eg4CygkW3gVXOEErMpruKZnrDX8vbm2osWwUw6VwsHkMBSJDJtbm5w6e4q1tTXyjjgW1kp6yKyvqb1tBm1qgmFCGHg7ryqUVzgrAKiq58zmk0aW2Jwf5fB68bls2BGtORiPZLhlkHSZ1hDH12LRjmN/jvv/NzKWwLSXc7N0TpXD+ZrSztFOYdBYaZHCUpObgrE75NbBLV64+jVeuPQCO/s7dDo5G/dssXu4JxLFpudtcT0bnch6FwoJeI93i0TfuJqElLKes3ewS+1rdGpwrsZjmZZiay3rSRzo6dB60afW6eYkaUqeFku29ZHpjCDXGMPm2jqVs+zs7NDpdPjQd/5Fet2C3/uD3+PKK5fpDfr0uwPK6Yy9smLQ7eGdDcuUXzJfiCHmIXINdAd9BIp4TJosy1uVW2BlJZ8FdRdg0C6OxPWvLZmPrFPtFdh545QZ16kI4NuMcpTsugDO8AsXx2YT/wTXoVdQ2ejYJ5+zpMjpFTkC+IQdk0MX5a5f99ucxEmcxJsslgDQ6uoqt2/fxlrbsD6vvPIKH/vYx/j93/99nnjiCfmjwMycOXOGhx56iH/0j/4RH/rQhxrwFBe+8XhMtys0/NmzZ/HeN5O8X3rpJT7/+c/zT/7JP+HSpUvUdd3MvpnNZmit+d7v/V5+8Ad/kB/4gR9o+l/29/dZWVlprG1fT8Q+lD/8wz/k+7//+4lW2Z/+9Kf5wAc+0ACduq65dOlS835aaz74wQ/yq7/6q6ytrTUyr1gli7KTTqfDJz7xCf7dv/t3PP/886yvr/P3/t7f46d/+qff9ODn9cRsNuPg4IDd3d0l5uco+5ZlWcPora6ucuqUJHkPPPAAa2trnDt3jjNnzrC1tdWAoX6/vyQTbMsRjjOoaJzLliRPwggmSUKapJw6dZqXrl5mOh+RWYtW4u6mnIdoX2wJYCewBQHxKK0W7MgRBRw+qMujs5qXQZnK+6Ui+lGphvLBqjkkAVFFoyJwqqXfyJZWEmalqFxNmuecP3OezGRMxmPRwfcTDAYT5FhlVWFS2SbnlPSXOC9zaZQC12aefHDQigMFw360AExketrb3zY/iAnRkqTlCCPUMEBHJW9H/q+UknE71mNIQLd6j5wlzTLSIictcgzSr4UFlWi0FQaoDtbkSi33Gbxa0n4H4FcKH93QWsBHhfkw8WzJj2OVWgC1xzdN2m12zWLxeJy3Iouaj3A4BoMeG2c2OH32NEVRYH0dGuYtlS2Z1+WSHMcrhTo68NT6JQBUVRWVrQKzKOmrgGxpXndYYbmMItGGyWTSJKV1eWeP4nEMz3GP8fvjAG87vlEyuKNgOl5jJjNU1ZTZwZhJlTJUKwyKASkZCs212VWeffFZnnnhOfbG+3TWe9xzqo9F1hJLGJ6rU9JEQV0yL+fgPYlOMZlpAJDycuwXAEjR66+w7/Y5HI8YTcZkKiXxGhVYGxPY4ODeEMCPbqSbSWZkcHGWoMOaF4GKQmH7Hcp6ThpmBu0fysiALMs4c+YM3/au9zCdTvnt27vsbO+wublJjWF0cMjaxjqTySjUZnyzGQtJnJf3zjO89QyHfTxyHZkkytVe2yhDqcV5Pno9tAFsW0off26MofY1yoeeuyC7a2xjwtwiEpkTpLyWwo6RQpWr1aIDSJb4xlxF1t/2xi4/+rD2165CKVnHa1uiVPd4gyS1ePRHnjqJkziJb65IgKb63K6mbGxs8Lu/+7t84hOf4D//5//cLGJZljXN0S+99BJXr15le3ubf/2v/zXf/d3f3cjSkiSh2+1S1zXr6+uAGA2cP3+eF198kY985CM8/vjjxPeHhQNapMh//dd/nd/8zd/kySef5O/+3b/L+fPnm4GhsBgG+lqhlKLX63Hq1CmRE2QZu7u7FEXRvGeU1T3yyCN813d9F5/+9KcBGbL6H//jf+QHf/AHyfOc7e3tBgCNRiPW1tb4r//1v/JzP/dzvPzyywA88MADfPjDH26O5dczs+eNiOO0+vE8eO85c+YM586d49SpU82AxXhMkyRhdXW1ATxbW1tsbm5y5syZhuG5cOFCI3nr9/t3nWPUrhp67xt27WhF/6jUQmuNMgkejQM2Nk9RFNJIXlWWzOgFo+PCrVVFABToHh3umnFqOjR2q96HAZzhV7yLP1doBVY5kVgRE/0F60N4nVixBGnXbdtmW7sYmuqc2K9Wcxm0tzpY5cK5Czx36TnGh2OGxWBprpC1FuNM+FsBQjJQcAGAZBNE9uKdWwZ5YWePWl+3j3e7H+/oedBaB2lYa94Qxzsu3Y0BCiQSyi3cDdPEkHc7dDqdxXG0ToaBBkmYt27REK2WjVpejaFY2i5NA2iBFvCRL9U0d8e+MCQJY9npygZQ5LzIBG18xLI/2ifviHPhxtY6/WEPUpk3kqcFOtVQeWpvqWxNZUsqV1G32DbrPXiLr7zIkqyjmsvvHnXnk+1yYdvDsY8yJKU5PDwUMGk01tfAnSx6+/y1ZcN3Y4CORvt8/2kB0B2v1WaAlKOuS5SBNEtJiozaVdzev8WkmjGpxjz5wpMczMbM/IxipSDrFTgsewf77O/vkqQptq7DMOOFgyNOkSTSawWuVfiILmiyNoxGI7wSh780NfTyHikG7TTltESraAJCmDNFkE9HU4vw+Qkso8K0mBpFJ+/gho7Dw8OmwLi2toa1wgR1i4L3vOs9XL9ylc9+9rOU0zl5kVElOXVZyfrlvAx/5U41V7SPx7pGDt42J1jgH1lAnfLBPX0Bjo4C3/Za3sztOcIIee/RPpgleB1kui0pdsPwLbZVKSnyNNdCAFCaxXV5dO15rdCJoQ55gFMuSLadfC6JRT7dqoTpeCuJPzkBQSdxEt+E0ZQ4onwCZLDoF77wBT73uc/xB3/wB9x///088sgjPProo3S7XW7fvs2zzz7Lk08+yc2bN/nCF77Az/7sz9Lr9Xjf+963VCVOkoSyLJnNZpw/f55f//Vf54d/+IfZ3d1lc3OT27dvc9999/He976Xb/3Wb6UsS55++mmeeuopXgmD+372Z3+W2WzGP/2n/5RTp04tVaJfjw10BFixxym6ksU+pRjdbpc0TfnkJz/JK6+8wle+8hVeeeUVPv7xj7O+vs53fdd3sbGx0SzSRVGwv7/Ppz71qQb8vPOd7+SnfuqnePjhh//UJ+fPMuKNKn4PNO49999/P+9///tJ05RXXnmFvb09iqLg7NmzDIdDzp07x9raGqdPn2Zra4vV1VWGwyGDwaABi8fdkNouYtH57igwej19BB7QcZw9OvQM9WSQpFvI34IGTIYCOhUkRkokKk6LHErBwuwgWCA7qcT6mCi72DMSqpV6Ua9t72szLyM20Ef77AYg6EUl2RiU12KAoBOmdko9L0lNxp977/vZOdzh6vbVRZXVLrbTOYeOLFPoAVqwEYtkxPv2837xs5gYeX8HyxNf/+i1EhMY0eibpYTHh56nuP82ykSPYYDideZKse3WOqHXS9BpgslSSRB9BB+qAeY4R11X1NZR1bX0UxhJ+KMFMSoAP62XGqm9X/QACXJd7J9TvkmwVGSClFSKBQAHUIiwdUv9U941gKRyFmsrHI40T+kPe6xvrrGyvkLezVGGZmBm7aqmVzIWGJpeK+2kP8KFmSUorHe42goDFOyuxaY5zqGikQd5F9hSJ0BW+ZqDgz2staQmvSMxPZpAHk0mXy8A+kbHURC0KIxIn1SWpKhEM51PuLGzy62DXXbGe0yqMSUVq6fXOb12hrmbczA95HA6wuWQdFLqw4rJSGTfVVVRz+VcCADK2NvZx6DECjleg2F2lFIGX3kyk3F4eMjNmzc5MIcMih4bKxtL7KQMEFUYpUm09I+aNAkDVg3W22C3HPmPBd2QZBk6SaisRWsoCpGc7+/vo3zK5voGH/zzf4H5fM4zzzzT9OQuZqv5u2bpsZfVU8p6PZdjnBiDs8eJ5u4EUXeel8VzbUntcet5XCucjvPRIgBa9EFF0KmUCjO6fBgHoFBJgvLH5wG+LVtb2vL4KGypxZFojVJSxJAijMx/U6p1T4qVsddgxU7iJE7izR8NAFJKsbKy0syI+Q//4T9w7do1vu/7vo9/+S//Jffff3/jnua957nnnuOTn/wkP//zP09RFPzGb/wG3/Ed38H73vc+tNaNRbW1tunVeeGFF/jH//gfN+zL3t4en/zkJ/lLf+kvcfr0afI8b2b23Lhxg09+8pN87GMfw1rLL/3SL/G+972PH/7hH26A1euN2HcRJXmxijaZTAABRv1+v6HnL1y4wE/8xE/wYz/2YxRFweOPP86//bf/lkceeYRz586xvb3N5uYmnU6Hf/Wv/hW/8iu/QlEUzGYzPvzhD/NDP/RDjfFDVVVNH9Q3Qxy9QWmtuffee9Fa8+CDD7K9vc329jZFUXDPPfewvr7OcDik2+3S6/UaQNpmC+L/24l123I5Ruwfij8/zj71KAsBQQYRctiqtiRJSpYW5HmOCxU8qYKGBNj50FgbZFVKi+SjAS6tY9H6Xm7IUgl0aJSzzS/LOAq/lCBKi67GqTg/RPpyFAvGByf1RJldIsmNNtLL46wl0Snf/m3v5otPfJHtgx00KcrXOEsDeLwMzBEAFaQ62objY0PjsVd4Kw5HWC3grnUuVGCPCF+OWIB1YkcdPYFZHH+tRYpC0nKicz78vgpuex6LzNPxhCQGH8ClvD6ppqxL5qpEJ+IGmOY5Dk9pazlH3uHkBEpvlVLUSowBrKvQVodhsjqcE0n6/BHQBT6web7pifD6zgSf4NIliGrxswXwCdeFIkjdHJWvqJ2wOHVkZnBsbm6SdTLZvsSQdwqyTg4a5lVJWVVM5jOm0+kCAIUGI+0N3ophh3c2EJQWbz3W1cHZzUHtoXbh+LvwmQhSRq3RwRKaWprq67pGpwK47xZ3Y9GOAiLbTnhZTg2jJKn9c478HDTaL5tEe1gCpj6yrKFK36wrypHlihETDvYPuXLzKlduXuZwNiLp5nSGXfqrfXRHM7MzxtMRta3pZjlVOmdWQzkuOdw5ZGdnp2GdXS1baoxl0O2F692Q6MU8MrlfGFxVM59XXL75Mp/5739AOas4f+Yc7/7Wd9Pv9OnnvXAcFIlHLOqNRmuDUQZrRZ7qnMeZpssssMqK0tWBdTeh17YK7qua1eGQ2WyGtZZHH32Uqqq48splbn3ta6ytrZEmCdY6lFHgFp8hp6THyGpH7hJSEirvyJMcO19YyHvv0DhZD+IsLDGPxikFxCGs8qz1nkSpBiI4giOoc6ReWLL4fPsaMn5xHVoVnPea9WbZoKdZZ1sMpQpsXAQn4l4X38nA0hYtHkPHJMot1nqnkGIKegF+1NGL9wQEncRJfLNHk4Hmec7u7i5KKdI05dq1a/zVv/pX+fjHP87q6mozCycyBQ8//DD/4B/8AzqdDh//+MdJkoRf/uVf5id+4ic4depU0/uSJAnT6ZQsy/g7f+fv8MwzzwCyaP32b/82H/rQh5Zm5cQk+fTp0/z1v/7Xefe7382HP/xhnHP883/+z3nrW9/KY4891lSt7uZG1o6YlPf7/Qb8xG2DxaC99nM/+qM/CsDf+lt/i8FgwK/92q/xjne8g5/+6Z9mbW2Nqqr4jd/4DT7xiU8A0ifzYz/2Y/zkT/7k0n58o+RvWmustfziL/4ig8GgYZ+2trYaIHe3uHHjxhIwae9rG/DcjU2LoDD2ccXnIkA57u+OS55e61jExOJu8WrShiKTaQ2ZMXjgLd/yINdvXEUlGlt7fKKklzXYrfrG6UCF5F7hguOPats9e4/R6WL0SAPCfKN9UCEBaBLs8OhDIp5kC4DgnROpVJQ3OY8xntKN6fULvK2ZTyfkqQxPrcqSlIzv/1++n+e++jwH2wds3LOJyT3bu7t0hwW+WiQ0DU7RgNOoROOtQiUKowPwqRXK0LBuuqxQGrQTJGm9SM2UCba3yogjm/UQHOwiA6Y0pFmGdbX83AcJj3PUsxpb13TzLt56XG2lgm093nq0BYfi1vQ2aZZRDAW0isTN4mqPVgKoHLHXSpJEnWlSnaNNzWQ0YqWvMZ1cft87tFLokKTGpDayN811IJNNBfMFJkcbHaRJwWnNOfr9PmU1C71J1cLQIjA9dQDula2DjbJFpwndXpesyEjznKKT0+l2SfMOXhlq68FaPJb9/X3mdRkc3pQ0w4ehlAvjCdWAG/kKPW14fOlIwvBGi7iLWeVQ2mGdw+iEYtDjcHdEVyeMpxOc9UzGM7rZ8Tb9DTA+5jPXZom8UphwrQoTKde0dnKNaK2YT8twXzGNw+ZsNgOtKLIu9aQS8O19kCBqnHLYylP6ijRPqGyF9TXaKJLU4I2mrkum9ZTnnn2am/s3uLFzm3E5IesW9Fb7dPuGaTal6HUp1ZyEhG5ekJcV470RBy/e4sZLV7l1dQeNJtUJhZHeT5/G/VsUc7RWOCOgyyrQygMVOoesYzi1vsHV6RVAs319l6duPkumM77ve76XYT5krTukn/VxXmO9o5o5rK4hSXDW4WuHSx0mjf2NskaUpYBp5RTaawxGGCMrQ4JlbVXs7Nzm0Ycf4n//y/8bn/70/8NoNOLgYJ+1tVVG8zGVdahUYZ2jrmqSXsbq5grDwRa3r+zy7ne8E+8108mc7kqPelqSJhnOWYzXeIPIDwGrDXW4HhIla26cZxw8EwUYK1BhdlNlLVaFEReKwGpGNlsFBpxGTuz88v2qWZN1YJOVMPfe2wCYI0qJGuXAbCvXPO+PPKI8tqrp5AUJmtH+iEF/BRePMUnoL4qFlXCPUMEIhxP520mcxDdrLNlgg0jhsixja2uLv/E3/ganTp26448iYDl//jzvf//7m76gnZ0ddnZ2OHXq1FLlv9Pp8Cu/8it85jOfaQwOfvInf5JHH30UuLOiGOPixYsURcE73vEOvvzlL3NwcMB/+k//iXe9613N70SL5T9tRJYohtaa7/me7+FnfuZn+Bf/4l+wsrLCz/3cz/HBD36Q9773vRweHvIP/+E/bGR1f+Wv/BX+5t/8m6yurjb7HLcvGkr8acJayzPPPMNHP/pRmQDe2u7Xim632/R15Hm+xLzEfq1Xi7atdVt6eNzslTcq6sqR5rop2A+HQ1ZX1rm9dwvCnBCXqFAlB4yW6d/GSFLf2kdFWzYmAzMXdg/h7od7XfU/pULPRvwX3LwavXtolNdapq7jxfHLNBVNqMqSIi149zu/jc88/hn2d3YxXcPG5ga91S67422pYDrpI4gskCIU0RWSYGotSYcWZkFYGH3Hfngf3aJsYFBqLNEFzaNCwhFzDOl5CRVUJX0mXinSVBzmXCUzUETimIaK+Zyq9pSupOh3UZlGpQaXIH/jpKdGdHouzABCEmSncDrMA9JyTq2rwVk51zpY/qrQ9xC6okXG5mM6gwrApy1d1FqjE2EnvVIYYDw5xBhD3snIyShtTT2fU9pS3KOcyNIswbkrgodQ5ddao5JUGCAtVt11Lb0rtWvJ3aK80QtDhnPh0S8kbc2XE3mfJ1wrgQFE9lnhAoPlw3vUpHkKFQ3T1O32Q7/Jq48SOLo+L4EipYKxhgoOi35ZcOQ9K/0B03KOtcJcWGsp6ypIyUoSk8m59nUoDlgcMoOn8iVGaUyhSXWG1Y7pbMLNG7e4cu0qN/ausT2/xczPmbsSbzQuERCpeglZLyfriczZ2RpVearRnIPbexzc2OXw1gGmlkq/9hol/tbByjowfN415iHSfC/SWO/FkRDlcZoA3ADk3Ftlcdrxi7/6f/PQvQ/ybY+9iwcvPMBGsYoPDKzWRowPtMa5OHvIBwZjAQCiOYmwRcLKtg1hptMpvaJHXVruOX+Bxx55K7/7O7/N6toq49EYncpspJIa6x1JZugPe6ysreFmjvmkZGWwHmRlrSKUrQX8KIezWgaRKh1WgyDBVXId+rD2xkeHSIytd2gHVgWGOaCcRhLnVCg8qebrTp7obhdnGOza6Flf32NbqqfD5wXi/UyHoosKEmndSBMXFzayrr72Fp7ESZzEmzQSCDKGIFUD6ZG5ePEiH/jAB5Z+OQKlKOtSSvH2t7+dtbU1bty4wc7ODru7u6IfDkl1lLT9/u//PoeHh4As3B/5yEc4c+ZM8/+oFY59IWmaorVmY2OD7/zO7+RrX/saZVly6dIlptMpVVUxHA6/IS5rR2VfcYDpxYsX+Wt/7a/xa7/2a3z5y18mTVP+2T/7Z/zyL/8yP/MzP8OlS5cAOHfuHD/yIz/Ce97zniUHp7quvyHgJ5pCgFiSRxAyHA4bAPZqEV29YFmSdjf25rhoMz7w+nqv/izDWkvaSr16nR4bGxtcvXGZLM/xJs5zkL4IkVEk6Ejt2FaiF5LJRibVSHzCvh+5Xl6rR+IoSGwPGJX5P8G0ACWJkYlSO5GLZUnCuBrz2GOP8oWnv0ClZQaWRnP18hWK1RSLR2Olv8kL4Ki8RSkbeo80WtVN1d4ri9dOvlQFRqOUBW3Q2uCbJKdVeQ3ASPT3vpEMSgVXIFObNVApaJ1RUQapnjTvO+XAgEkh5f9n781jNcvO8t7fGvbe33SGGru6qrurerK7cRtMOwRzRS65ICSC82cQEiQhV5GRAJMoUiwjIQTKpEiO8kcUhViRSCQuIol0ZYgRiCvAMebeeMCxMXhqd7m7a65TdcZv2tNa6/7xrrW/7zt1ajB2TNw5b6v6O+c737CHtdd+n/U+7/MY8tFAqjqpQpO4/Qqh7iRan1Z4fKzGRZ8S5WmiP07btpg4b3ghziGVuEhGDIu+imjVgo5eLCooQlQDU2i0MrFSBC55kkXZ+7aqqedlpOdB2zZxRduLWl2kb2bGdpXqTJsu6XJNGyWtS+q26sbvspBB11d06LllsQqpIB5NxAmk8SvVoqSy6SpPMxfKlt3MaJ3HPCSLO2yCvQyAvLyApGiYqqPyc/SSAlmlj8c/ywzaKkL0ymnrBoencRUej8kstqfp2x79rOBgesB0MmE83mdvesDBwR7bu3e5u7vD/mwP13fYYSaCGXmGzRfHWuolCte0IphROQ729rh98xZbW1uMx2MKM+i22Tu3IHq6x4YYswAAIABJREFUCJoNUbJegdIi1oGXJD/R8Zb/pWtGRzqVVdzYuoGvHeOdA1589i1cfOwpslyU11ScA1yQbQxBFkPSQkw6323jRayhdQTnIzCWhYV5OeHE+il2d+7y+OOP8+3f/u389m//FptaUzU1vV4fkyuqpiEoTzEYMFxbozco2N2ZUM9rHjtzDu9YOnbC9tCs7pdcfgvK2DIKWB67sKrqeVQPUKqKr4L75Tn34SHX7IP/3m37EvBZrdivMgy895H4dxzHcRxv1ljpAVpO1lN1Znt7m/X1day1nTJMnudUVUWv16Pf77O2tsbt27ejUVuzMsFprdnb2+Pq1aud0VuWZVy4cIEQQvc5QPfZsJhIrbU89dRTTCYTAD7zmc+wtbXFiRMngIWgwdcTSaVm+ffkzXLhwgXe97738d73vpf9/X0+//nP87f/9t/md3/3d+UAWsvP/uzP8tJLLwFS8Un7kz7j640sy3DOceLECX7qp36Ktm25c+fOI4O/3/7t3+by5cvdNiWQuezL8KjxPxvwSSE3NrlPt16S/tMnTpJnhdzEHWhthcIRHARPwOECaOMJapGA+6WV+KNvxodU89RiGx60fcuxaha7SKJUAl9R2loFyHoZeqZ54oknePbS03zp9S+Sa4OvGqkSxGpJCA7vYxVMzG3QaVXVaHwQypr0D0v/U8DjdSNAQGs0Us2RhE9Wgl3sRwlRtS6J5gkDS2OX9l+upbg/WqEJ5L2MpnY0VU3TNgTn0FYMlvvW4DPTKZstJ/vdMdFEU8T4PbGxP2hiX1WgbluqpiHr9zBGd2BNK9X1+ISQOgpYJHVK5I9VHDzGGGwH9GU7RsN1WldTzuZMZlPm86ksKkQp47ZtYUk4QZuF50nqGQEBOcno2XtP3VZCzzN0QgYLL5pV0HP4cRkASRfZQpkqcHisWdpWSoFS8c06qvOsmmOyh1NTU09ekm5O4UKIFbvYF6cUIbRCf/KAD8yrEqUUNs/QNiWYjVQ8fCNVuAxsnkV/J0/lKqr5AeVByeUrr3IwOWB79y67B7tUTYlXMn9lfYvOtFAoiwG6MCgDGo1vWpqyYi/sgQfrNc2sZvvODlu37zAdz9DKCpiIVUdlomT8Yi1ExkpqxE9PEq9fLVRYFTlgAopkMSM+yVve+hyT3TEH4z1evfJlrJaFj6ceO8+wt473LirMha76GggkkZM0XzsXujECYCKwz3SGCla+Lpo2P/744zx16SJbd7fQmSis1W1D1VbYnmW4NsBkUjmqy4bM5Jw5eQoSE8L5eJ68LIhEOptcRwIGOyARljTr1EINctkbbtn/bGVxKABHjPWvJR4GgJZfdxQIUkZ36p9pXpZKXEuuH+4zeBzHcRzfmmFhIYGbKgXWWl5++WWapuHUqVPdpJUmrlT9SZPaYerYciil2N3d5fXXX+8kpy9dusRv/uZvdjLWZVkK/11rer0exhjquu4+/+rVqxRF0amQWWu75P8bQYFb3hdgxWOo1+vxIz/yI1y5coWf//mfx3vfgR+AH/qhH+Lv//2/3wkd9Hq9biLPsuyeFa8/TyTp77Nnz/JLv/RLX7Oowmc+8xlu3rzJbDbrgM+ftzdpdfXsf57IlpI45xxWW86ePcvFixf56utfFfpIkMqD0JNiM228dSYltBVaQ8qWu32OTx8CPA+rBh2OdANOx7KNXBsVExqlFqIELt6Mi0HB5qjPd3z7t/NnX/4zZpM5RT/nmaee5sbedbRTkZ4u/PcQE/oQV3SVGO7EnF8RlQlE0tlIsz5Bo4JHxwpZ8MLV72iWPgkdxGpAiI3PIM30So6pp4lAQJJHpRVYjw1COQwhJdMGYyx1XM12kf4U0ysBcQAadFhKWmLNw2mhvCkjPRV1G5PpWJFQ3gv4iav2clzkRCoV5XeR5nYTz4uxlixWEETW2uHbltmsZDzZZz6f03oxrDVhIdyhg0ZHiptRCqtW6aHOOep5SWgdykaAFaW121gRCm1a1Y8ULBcW/yLwDFHVML3Oh4BXGi+MuS4RTQ3qoLHa0tYeGlEyPH36NL1BH0ccW48AgNLiVJZlXSU4BDlnNsiig9NRQCAkK01pn1cgfVVaU7uaum2oXS2GosrLfBs3oWxK9vb3uX7rOtdvXmN7d5vd8bZURxBJZmME5ATlcdrTuIZ2Lr1Ymcsp+jkmz/Ctpy5r5tM5hc3IfMZkb8zW1h12d/dpG08vK2hnbSzuRLXAJSXATv2v88OUSUGpKJfu5Roj9qgBUVrdEYICbbh24won1zZ5/KnHyVXG3ckdwmuOJlRcPHeR9WIDYoWQgNDFnBfRC+9xriH1C+pE2oyvRSlCE+jlfcpZRZ7nHBwckPcK/o8f+H7+r1//NbJCU7Yl83ZOMLC+ts7a5hooz+7+DqrtceGxx1nvj2iqGqsMPlaXhIa7JHUdVJTTlw1NV2QndJGAUqIOxkWGgJwvf5hCSQRQ9/n3KJF6tR7wgm77SeBnmQKntYDQpe0SuuGyBPhxHMdxvNnCwmLVIwkKtG3LqVOnGI/HnDx5sgMGdV2vVGtAfIGO6kNJfUIJDOzs7ABQVRWvv/46P/VTP9W9P4RwXyCzvFqTti+Bpb29PTY3N7/ug9C5UrftPcpjIH0zP/3TP83v/d7v8ZGPfISTJ08ym824ePEi/+7f/Tv6/f4KzWw2mzEYDFBKdWpwX0/keU5RFF0Cko5t27bMZrNHqgQlCt1h6e+6rld+PyqOuhEtP/cXDYaCF+U05wPGKPIsxwOD3oAX3vpW9vf3KeuSaTnHuRZlJelVQUtVgwh6tOqSi6A8SVXgsI8FcM/vh+NBoGgZREqvSnQ37wBZ9MbRAjISOG/bmhdffJG/9I7vZPtgh5u3r3Ht9WtkI4PSCqOMqH8pH6ViVQfgfJCqS3ABr5XIZquACi1Oe/EWSjQ11QrwWfLAWPRDJRAhlYYQPC7EPoDDfjEqAh6CiAGsDUXtDhmPratpGxEswMlc0Xn8qIVSXAhCZxNFKt2BVq1FOc/m0hDeeieVh3geA1KNUV6QWqpewUIgwSiDjpLGnSiEjcl9XdO2ju2duyJT3YqJc24zAV1OJJMVC/qMUMTiuEzVmjbR20QkQWdCjdMmiZu0uCPob+n93Ti/T0IoI8fHc6bTk/K/EOXbnfjZWJtx8eLTDIdDqdabh2d4aZwbI0aciZ6cAJCJAKjVYvpZR6EMuZYCShmCDjS+oW4rHEH6kZTID7e2YW+8x63bt7l1+yZ37t5l52CHyWxM2ZRi9GuESmYyDdrjtQKkD8poSxsCZVPj58RqVU3lAxVz+b1Q1GXDndt3uHv7LuW0hBZq1xCcKEB2uXtqEEOqLF2/R0iQkkiTjS9znuTK6aNHVKoIehxNW+N0wPY0g36B8ZbGNtwZ38HheO7cc+RKFviM0iL73EZgV7fxHCzJSMeFmYBUi9u6oZ/3mE4nDId9ZrMZ/VHOd73rL/P7f/QRbm5dY15XNKplOBqxvrlG3isoq4r5fM6GGvG2t7zQGYwaDMERVSh1dy4X4EH23R9BZ7vf+IF7F4y6x6WKe3p8VPAT1J+/ArToY1u8Zrlq5ZyDbx0B1+M4juP4GqPjZx2u5IzHY0ajUVe+zrJMeOtLCf1RfSTLN+70fJZl3fuqqqIsy84D6MKFC2IkF1e6ExBKXPNUnVJKUZbliupZuol/oyKBoLSvCRAdHBywtbXFG2+8AcDu7i79fp/pdCqGm/N5l0AtbzvwDaHA1XVNXdfMZrNOEajf72OtXZGevl+k/gjgnhvW10JpO5zsf61Uhf9RIRWf6LpuIoUy0eDWT/KO7/gOtu5uce36dXYPdoXy4oxQwVgouMnC4IIaFSXQupVWkEehVCX1uPT0vYDn8PE6EgjJl3fVH/kZgo8qZQFsZnF1y3w+48TmBn/9h9/N5dde5Utf+RKf+8LnML0eRml0MNJbo0NchRZwiHYEp9BO4Y0ABOUVxkvDv9LSb6S1EcU4JWUwQ0pyluh6Piwl/KL+5FqpiASbVnfjvGDE4b7f75Pnll5P5PC9knlkPp9T1y268ngXMI2AeqelIkJLrHws9wAtKEJaQ1DS3F2WtVSQWBqTscdEJfDjBcAJPS9WobQlMzkGOXZKKVzjmM3nTKYHzOdzxtNxJ9uujRUtCefxbcC5gLY6gqkIz9JQ8aEz1dSxyd0YgwmBoN1i9tWrlDcZwKH7l0bN8mP6OdApl0cVw7D4Q1Do4Glrh1EZSjmKos9TTz1FL+8zHc8YFIM4SB58faUFr0SDM0qArSaQYWiCo1VQBkdwWQStMm833oHzVL7F64DNMzAwnszY2b/L7f1bbO/e5caNG2xtbzGfTzGZyIX3hz20VbShxbmWylcCMmwS1TBolWEJAvyRBbxqrmgq8cAZDgY0vmG6N+X2zS0O9sYC+BXMJnN6piDoKLG+NAekBQqpUCwd9EMRgur4ldKDl+ZGoR0+fuEcChiXY7Jcc/rkWdZHaxhtOajGXN+6zlo+YDRak3ldZXjd0gahYRll8N7FcyoiLsHHpv0gPWXD/oD9tqXxjrxX0ASH7We88NILvP77rxOywNpwxMmzpxisjWiamnk5wwdHoXPe9uJL1KWo8Rkl/j/egc7tCjBZrqDouLiyvKjTve7I47Q6Xx4GQA97/31DrVz1D3kt3bybvsdog1vaphAC3i0MoY/jOI7jzRmdClwIoQM2RVF00tU7OzudQWiq/sAigfPer1Q4llcLl8HReDzu1OL+yl/5K/ybf/NvOkpW0zTdd4iM7EJEIf1ta2uLs2fPUhRF57nT6/WYTqdf90FIFZtl4KK17qh+a2tr/KN/9I/46le/yubmJnt7e1RVxc7ODu9973v59//+36/Q0vr9fgegHlZdeZTo9/vM53PW1ta6z0s+S4dvPkdForB0vQcRRKVk5mHxKFWOv8hI25EUDLUW2mBRZGhjuXDmcdbW1ijnAr7rul6SYPVdI7xUFIgL52bhTRJi03N3w6ZLhkJYomo9ZPtWKj9pBTJSaQSI6cT+7xTVVKSQ9WyBp6FpKp555lm01rzwwgs8/fTT/Nc//KgYqAYryZHyAoCM5EtBOYKjA0BBCxiyzqJbgzZLPhtRMCFEE0KDUM68OjqBCQrqtsFaOjNCJcyfbnydPLmJMSpWPpT40eiAMpC3nulBLRLAWgB5q0RAJCTZ59io3FF/1NLY0xG4Vc1i8aVbtF8YtqbtCorONDUt+vR6PXTQtN7Tupr5fM7+3h53t7eZTA9YW1vDZItrpa7E5wfozG1XK0CLRSDjFEFLZcouSdE75wjOxWqIXQE/96MBHXmtB+mFCnHfQhyfOmihogWLq0uKzKKUopf3OXXilFSQq5re2gmaav7A8bvSc5TOffxPQJAo5hEraM60GKsgFlG1EznxkBTTlGc8nXD5q5f58uuvcPnaVwhaQLTKDKPBGkF52uCpmymudl0FSMuApEUobzgIzRxjMnQmx1cLoy2CIwutmPFO9iccbO/TzGrWhmuENjCuJhT9fOVYq3gM0aJimPyg4rLHouIQF0cElygRNPEhKjFGUKQ848k+vV6PwWCA7WeoXEFuyHo5vZBz89pV5v1NGlqCDYyKIVi6ffYuHXsRtAg+AXpp09dhUbmo65pimDMux+zt7XH+4nm8CWT9nI3Tm5w4fQqtFbv7e8ynspCYK8NTjz/J9t27ItaRRB/iIuYyEFis+SxNgktz4VFxeP47/LevdyHtUe5DD/uOlUWr8LVVoY7jOI7jWzM6FTilFNPptKvWJLBz8uRJYHUVMFV30qRR1/WKstVhSelk0vaZz3yG0WhEVVWdxHXqAUrfl4BDAh91XZNlGW95y1u67y/LsgMCw+HwntWn5UTiUSbHwWDQbUNd1x2gu3v3LmfOnOE3f/M3+df/+l8zGo3Y29vj0qVLXU/Nb/zGb/CDP/iD/MRP/AQgQG9tbe0eqtnXE6nClMChUor19XVgdSXtfpHemypqiWr0jRJp+IsOE2lVa6NhdzMeDoYQdXzmZcl6b8R3v/yXuXjxIp/73Oe4eu0KRlvWN9eZTSdkmenomGJgGWRF32rqtiXLDEaLn4Vzjag3xWb35R65o87HMo1pGWADIr6gTFTKCtLE7Il0NDE6FSqap+j3CMGxs7PDcDjEe89f+o7v4m1Pv8RkMmF7e5vbd25xd3eHg/mEqilpmpa8N8A3Ht94SbJAeqHyDJtpnG8wVvZfW4N30LpaAEyWMR6PUdaQ5dL/4VWsgHiPV056AhJFTosMdVEUDEcjBsNUqezTGw4wRvanrmsmkwnT6ZzhMKOuG5qywgWFCVYqS7ToFgiIDHcUNyBWmJQ1GAJ1KcIjaTEl0dCqqkKbBbUui4atuIV8sLWW4WCNtq6Z7e+zvb3N3Z0d5uUUpRSj0YiiKFBK0TYOHyI1JoAyohSn5AAQvCfZL2qgjZVXmw0WoCcdo/herTVNvSSyvlRBD0Ghle2u+xArESHS2tK0l/cKptMpbeulKqI1wTkUBptZghZPplA5Lj79FGdOnkEFAQiz2Yx4+dxTHU6mxInKnKpZxhhJ0KNKYE1NQcFkJvNU0cs4GO8h4h6In1TwGKupg+PKtTf40y/+KVeuXOGgnhCygLcBj0Mpj4uURang0YEQpwIuIo6QdKpRmEzodIlK7b3H6yjyohpU7Rn2hxzsHrC3vUc/G+AbGO9PIRoK65iIOyc9aMZadATJntBVZtOxWU7cjTWxoigy9D5y1EIQYQ+pVOkIaAwq1wQrIK4MNeefeUL8iF7b4vHHL/D0E5fITE4bampX089H1PMa1zSy0GGFBi1VipbRYMB4PJYFRF/T1g29tT7lvGK4OSIb5Dzx1AV6w143lnzr8a3MW3/93e/m9vVbbK5vyP23bjAorMmpqwW1uyuIq6aj+MnxkHtIqgynn1MFM4nKrIwxlWiqD4/DNNCVihSQ9B4Pj+Fl4LU8JS9+XuQvRZYzn5Ss9UZM9+dYZYUGF52AjuM4juPNF9+U7PfSpUtoren3+0wmE27fvk2/36csSwaDwQr4OQwc0s9JBW40Gq1Uoh7FB+dhkUALLHplqqrizJkzfOlLX+If/+N/3DVFft/3fR//8T/+R/7u3/27/M7v/A7T6ZR/+S//Jd///d/PhQsXus8Rek/NxsbG1719x/E1ROLrx181MOoNxKPFOzaGI779xbdz5vRpbt64zc7uXRGrcF4oIEZjjJWVZqRCZNC0ragwKRVi9UAoXoum74evRN7v7+I14eKGL5zak9+fgCWD9uLYYqJilFIK5TVrG2ucHpzisc1zPPfk89RtTRskCfTK0/pGJHlx0a/GoWNTu800V/ev43xDEymoVVVR1SVtNOq0/YymbSlnJeNqQuNqTJ4xWltjMBqyN99B60WPSJ5b+r0BowiA1tbWGA77DAY9WVFGEunM5GRmxszUZFlDY6SC0FSyHa3WtLpFERWk8PF6l8RHXO2lYu0bz7yqQCs26obecIC1lqLXoyrLDlRk2pD1C3KbUWQZRhl2t7cZH0zZ2b0rpqRVhTKGomfJrCjYiYgEURghquJ5j/FyDjpfpw6kxMWXSO2VcZL6UwRQKEMEuGElEVwAoKObwQ8v+Eyn046mbDDgPa7xuCoIPdFbytmcpx67yPPPPof20JQN/WIQ+6PuHZeHk/yunynKGi/ThVoXMLlUmLXW+CCAXcBu6GjE127e4Nrt67xx7So3t27hCfQ3C2a+IrrSSuVSCZDoevEQr5egDh2HCIKCbODSNREbdBJ90gXmBzPK8ZzgAiaT/r9c5+Q9ARPWCFVbGxOb9WOvj1ZRIp2kmx69nGLFRy1URCOzSvqJVOxXUwoTK4PiMRX7z6wAeBUMB7M9+us96tDw6huvcmvrJhcvXOTkxmlMZhhPDzDKkvdylIe2cri2xWY5/X7B/u4+m5sbTCpP0wYGayP2y12u3b5G6SrOX7xAb9QXv6CqRGNwtaOeNpw/f56N4Qb9rEA7FenBdHTQw+Otm8sS03KpMny4xyY99z8qHlQ9+lq/d3mxNFWBElh8pAaj4ziO4/iWi28KAAoh8Ff/6l/l8uXLlGXJa6+9xi/8wi/wT//pP+1Az3Q6xTnH2toaSol4QPIbSgpEyVwUBKA8KoXrYTEajbqJdLkatLu7y/vf/37+5E/+BGstp0+f5ld/9Vc5d+4c/+yf/TNu3LjBZz/7WT73uc/xN//m3+TXf/3X6fV6HTVtY2Njpbp1HN+k6NgZS71pTjw2Rr01Ruc2OH36NMNijSvGcufubVxcRcyyTPpGAjRNRdVWMu6CNNmrCEyUMtHThk7B6kEVx/v2CCUmV6QTBSWr3iHe3LUSgQcger5I8oZWaOfRTlGPG7TX9FSPohd7oBQ4YiUrt52ogUuVGqs6UY2nn38LC9NBeXS4aPRZ04aWyXTK/mzMrJlT1nN2xwfcvnOLO3t36G0UqJzu84qiYG1tjfW1NUajERsbGwwGffr9vqySR1AwyPv08zmTfEZZC/UsK0uasqauKupSqh/etOKdo6Q6HFw81kYqmtTSa2GUiqpukni2VS2Gn72+ULWMpshyiizHak3TNMyqGbeu3mY6njEej6nqGptpelmGQqp7dVXFXqIFCJLEdlWam7hvkssv9cDE6qt2ELTG26ie6QCtOuGC5YTO+yXws6zJnJp+4s8BqGpR/9JKExpHW4ussg0K3wZoAoXOeOszb+Hbnn8B1WrasmLUX2M+n0vifiiZPFwNWjbjPCxnXNY14Lu/tU7UPk1maco5la955fKrfOJTH+fW9pZIvGdCQ5zMJ6geXUa9kAFh5fsX1YK0jWpJ5yH2hAUlSnhaiSduPAsqeHZ3D9jb2RMqKAbtNVnWI7eG8WRPelqMwWQW8S9a0EIdrMicKyW9ZTpSD9OimYpVIh2vYW0s2ihMMtJMxkCI8aoyFhUUFTX9vsVUmv2be9y+c4tZNef5S89z9sRjtMqhlZYFCRcIQaSbU0VfW83+eI/h5oi2qbl26wr9E0N0Yfjof/1DTp45SVVVeO8pZxW9rIdvFcoZ3vaWlzi5tom1RiiLrfB+ZQ6MRqehXTnyhJAUuhecS5ZO2vLJU8AySDniNQ9UcDs0DtJxXvlZLoru58Vz8e8PXCRdVbDt2C1Bdeqrx3Ecx/HmjG8KANJa8+M//uN88IMfJITA2bNn+dCHPsTP/MzPsLa2FleIhyvvKYpipbco+RAlsPSNAj8gk2Tyx+n1euICHwL/8B/+Qz784Q93Kmy//Mu/zPnz5/He8/a3v533ve99/MzP/Ax7e3v84R/+If/gH/wD/u2//bddT1Haj+P4C4ilSlBase5F81CAwvZ45qmLnD19hi+/8kWm8wnjgyllNaOclWirsdYwKAadWWGmhf4VnKPxvqsGWbQYrcKRK5/3BT8xNGJOmnqLpO090TaUJBtBoY2KfjipAqJEfjlzKGcIOLyX/W3alsaJmMBgTVQCFRodWnE2d/G9XrN9Y4eiyOn1ekL1s0pMPLXCoNBZn/X1dc4X56l9w+54lzduXGHaTJi6CdnAYHPTXSdFUTAcDhmNRowGQ4b9AYP+gEHRW9CprCPDYsjJsoIyUk/n8zlVVjK3FqNrbF3T6ppGa1oliaYLCwqu1hoXWqy2GKVxTUNdiuCKjbSorvJjMzJj8W3L3mTK/v4+s8mM8c5E6GZaMxwMZHVeKdq6polVsLR6v0zhAaJ6XuhU5mQMpMp0TJZbBOj4EGm8iSqYQLDpvIpSHFUBWq4MLffkZEb23TeeelahnaLQOVZneO2YVzOeu/Qsb332OdYHa8wPZtHryWONIQTfJY4rl1AEesuVn7QqvkyBLqNlQV3XGKuo6zKCCMPB9IBP/vdP8vlXvsAb167QGs+pE6fpjXrM64r92T59BLTLESNWg9RSVUwDXqo5yktxR4kk8+Kak5RXVAo9yqio8KgJAfZ3dpkcjNFBwI/DY7WA9bqZo4yi9Q7vlfSraREHcURhjSDePR38Sj1XSoHWXc+bMQplFFqL9LeySsaHA5zHtSJa4FyQ3iat0Llmb7JP6UoGJ4bM64rXrr0utNBLjnNnL+ArEQ5RbSC3BZnJcTXMygnGKLLCcuPOdSgUayfX+din/4hPffaPOXH6BLNqzngyxqBl4dBbVAsn1jd5+e0v0zMF3ovIBC5gRQYvgnAv+4hUptOxVn4ZuKxSzpcXgh7aw8YSsLpPPLh3KAHxe+fVo+baIz69+3uiM2stNgSz2ey4AnQcx/Emjm8KANra2uI7v/M7+eAHP8iP//iPs7Ozw9bWFj/6oz/K7//+73Pnzh1OnDiBtbYzCkwAIk1In/zkJ/nEJz7BD/7gD/Lkk0+u0Oa+3limwB0cHLC+vs4HP/hBfuVXfoUTJ06wv7/P3/pbf4t3v/vdXL58mWeffZYQAj/8wz/Me97zHj7wgQ/w+OOP85//83/mB37gB/g7f+fvUNe1rHLH/TiOv4CIgML7mIzEG5lzwukf9Pr0e31Offf/xs7+Dtev3eTq9Svs7N6lqWqM6VPkBXt7O2S9jDzLUQra5MRu6HoHQhynj1IFWn5MjHkXQKsQlbejklS38C9UHx8Sb16LLLQSnk7Wy1HO45yK7vVKDDjjMm0sXERaj0EHjQkGGzJsyDi5ebKrzjRNTduUIqagAyp4GteirWY+m3Pl1jVeufIqt7dvE4xm/ew6dTvH5obeoKDf7zPoDWVhY7jO2mBIP+/TswNyWwgFDIXXHusseI3OLaYpO7GOLPXHKIXRUMcKBb7Ce5HwVkGogNorbJaTmZz5dMb4YCzbMBhQ9HsMjOn6gvCB+XTKdDxhvH8gfTNVg1I5hcnR+aKRvCwrWieJvcmlxKe9FY8hLeafieIUYq9DZC92og0qJMXAEM1o5TyYODZ9GgvxtWlMhBAk5U/Gmsl/KVHsvBflrCA9MdbEamQrprgqGIILNFWLnzUMiwGY8iGEAAAgAElEQVTveNt38Pjpx5juCZ2q0JZmVlL0e5SuWkpuV8frcvUnKW7eQ4FrW3zb0tYleBvtCgQQ3bx9i9/5f34HMs1ofYjqGRpXMz+Yo61htL5G66voLxOhf5AEXHVVnhClp8XvSMRJluhvKpZilqsKQUCLQmiAs4MZbdXSL3qAePcYK+evPxyIP5Fr0SpQmAxjxTTZ+5j4axXPVwI+dMmxtuIflQCQMQKWrdUYa1EobDBoJ2A4tNBWHptBo1uCr5hWU+ZVSe0rWt0yLae8dvUNxgdTvve7h/Rtn6zIaPGxEu3Q2mJzg9YwnY9ZP7XJ6ze/yu/99u+z34w5/dhprm/dBOWZlxWFLgheUc9qXOV58vxjnD91nvauw/k2AlsjqpBBvkfApJyPFTGRCD4IGq8W1cCjQNBR8+DKWHsIXe1+dLoEfFKBVCo/9/78IIDVqUISK0Ctx5iM4EKnTnscx3Ecb874pgCgs2fPMp1Oefe738073vEOPvvZzzIYDPijP/ojfuRHfoT3vOc9vPTSS1y6dEn4/BHU7O/vc+vWLT784Q/zG7/xG1y+fJkXX3yRF154ARCO7jeiCrS2ttb54ayvr3P16lU+8IEPACJ5/fLLL/NzP/dzNE3Ds88+21HzNjc3+emf/mk+9rGP8fGPfxxjDL/4i7/IO9/5Tt75zneS5znz+XyFuncc3+QIYpIqq/JyrzUm3azFcNBazenN02yMNjhz5gzXb1zl5u0b7OzvcnCwh82lT8A1DmUWal8mJjjONTxomfBhq5KpbwCUSE+n5DIx3zyI1KvuMjAVTQq9DrS6AedofEPrZHVZEsCYoLdi1Cn7rFBKEuigM6EPtdDWDbVvmVdzlHYUg0wU2zT0hz2u373OK298hdduv8HebF+8g6ylrir6uXjD9Pt9RqMRw/6I0Wgk4Kc3lH4bk5NHuWmNIpiAzQyeIMDOsJC7JiY9PiVL8XhE8QIXIuUocqBm4zn9rMeg18M5Ry8vyIxhPp0xmU157MxZXOuoqhmTgzHT8YS6rrFa0x+NUC6DoKm9SM3PZrPokRMrzw507PHR3JuIASuJ0ooIS1D4VAlaStRkyyNQOkSvWn5/AiDp98OVIRWCUB0bjwqKIsuhUTSTGld6rDNcevZpLl64SG4L9nZ3We+vYazGuXrRy3FEwrqczCZxmsPVHxmfPhpXtyglgAjtqWYNb7zxGt57UcDTgTa0NK7B6UCWaexyX88hECPnWKd6KCiNiReFQcXkGwEokpUvvU8uLBU05WxONStRAXpZLhUZpTEmw3voFQOCiz0fSuEIC2KUFi8rUR4EjPT/JJ6eIqrNRREE+VlJ9VRZtFJYnXXU1dCKLHlrW0pXo5Sj9TOwmjrUbO1sUU5r8mGBKz2Xr3yV9fWTPPfkszzx2JNYA5O9CU3tGPSkB+/O3etsntnkU5/5Y/7g//0Ivgf99R539u9ApqhLEbtp65ZMZ5TjOVnIuPDYE7jS4RtRmlNKoQsBnq0HF81BWRqP8UR1jyr6pXn15+sDelAfz+E4PEYXlZ+jnn+0PqCQzityHmvfkhnpU/xGKMwex3Ecx/+88U2VANvY2OCXf/mX+YVf+AX+4A/+gF6vx3/5L/+F3/qt3+K5557jmWeeYTAY4JyjLEu2tra4desWOzs7VJXw3E+cOAEsbrrL8tNfT+zt7XH27Fl2d3f5F//iX3D58mWefPJJrl+/zs///M/z7LPPUlUVWZZ1/UqnTp3i0qVLvO997+Nv/I2/gdaara0t/t7f+3t85CMfucdb6Tj+R0WqAt7nWEcWQ/ALh3eA4IjeU4GiV5DZjHOPnWPzxDqbJze4dvM6O3vbuOCpXZTP1qAzHYF3iP0dshq/kpgeBXTuc2NWKsS17ug7cphTn/YtxBt+UEi3C6Cc+Kq0EBov/1rxqPHegw9Yk0c+v4AJg3ioZLkhywzzMEc5+V5bWPqDPkU/42C+z/b+Ll/473/G9e2bXN+5Rmsco7PrrJ84QUMrcuODPoNBpLyNRgx6Q4qiQCuLAqyyaDQmRLnxuLqPUljdkKmGVon3Vu7lsXCuU6nyrUMHT3Ci0qcjsFNKRd+jqgOlg8GAxx57jAtPPsFkMuHm7ds0VUVVVcxmM+bTmcjTW0uR5WRZTltCOa+ZTqZMJhPKtkQpRaaiGIv34DTBpJ4cHasC8RjHPofUF6F8pGTp1ZVwnThaEPcDvFYE30pPiIqDNY3PLvFcAPaQqoNL/5L6nVGG3Ba0bU1T16wXGzx+6hx/6TveSaYtbSVqV23TYIImtzmuaboCyvJ3pnG6DMDS349aiRefMVlMEJU8z3g85vUrb7B58gTzdi5GxE0gHxYiPa1gOp+R55bu2g2hGx/Lhrc+0rK610UBBK3ARSQiV8di23SQf9NJBLw2x5qc4BSZMWQ2p3ENXi0o1633+CCCNyazaCvS7SlRlhaeeLXqQ8cqVf+6cxPHSoiGqFVDZWusqfFujjWOoBvqsE9QjoPZlEk5x7UeZU3sCQx86ZUvkmEZ5CNGxahTQ62qitn8AFtk/Idf/Q/cvHOTxy9dYNxOuHzjdYKF0eaI2WxGbgsmu2NG2QjfBobDIW997q1U85qB6uFVpH4hnkNN0+BV9P8LfgWo6NRfg+xvqratzFnLQ0SxAqQ69WwV+x55cBym1HXX/tKxTxvwtYCfw9+hTfIbk6pWGcVTjuM4juPNGd8UAFRVFcPhkP39fd71rnfxa7/2a7zvfe/jYx/7GNeuXaNpGl555RVeeeWV+37GmTNneOKJJxiNRp18c5IC/npjf3+fs2fP0jQNH/rQh/hX/+pfAXD16lXe+9738kM/9EMopTqZ7M3NTYCuEvTud7+bX/zFX+Sf/JN/gveeT3/607z//e/nAx/4wHEP0Dcj0r3uPveq4IlNyar7HcSrpmdywRQB2tajDQzyAc9efI6nLz5N6xv+2yc/wd7BLnvlrlCilMEaMSdtm4Z8mIFXaKWlrybcC8QEuywSgETbMDEBkL4GHcGQJmi/5KsTuyPkRZFmFV2DAkzrGSo2bgdF52dkkGTZNaKkpYPCKy2i2gqUcwSj8crRKlG488ZRqsD2wV2++OoX+dNX/pSDap98vWDz/CnqUDGuZozvzFg7scbJkycZ2j6j/pC14TqD/oAsAi7nHFXZUJheTKRlX8Sfx3ampcYYDKbr68syT5Nl2KzFeY/JpP/PtB7rpMG/q5YQ2Di5QWgDB7MpzjUMRkNefPFF+sMhBwcHfOhDH6Kua5qqAqDoi3FsAOrG0VaBclYyn1Y0VYNVliy3Qhd0iKeLFhpb0LGUqLVQ1JTCpgTdxxOpVDSbFRqhADmhdnlAOaFwqaDF64gA2q0kdstVoEStPFwZSv+sttSukkpaaGnLGtXC6bMneemtL/LCs8+zdX2LrGfZGG0w3j2g9S1row0mszGhMB2lLtEyu7X1JWDkHSjtUUi/GUGLSqC1HS0uBBUFEsSuYOfuNjt3t7F9S9EvaJWjrWpa36IzjTZ6xVerM+Javnb0Agwt+k5MXAuIEvTSuS8iCkFFWpwIktfzmlB7cpNjjaFxLcqAzhVtNP8s+tIP1LStVABdDSh6NkPbKKegwOA7CpwKyQw5yrNLOUq+tl1UsxrforVHB0Ola7Se4VuPtjVeOUo/Z298l2peYU2GMw3bu7sEB2v9de7e3ebq7esMhiPOnT7PxmgDoww7d3a4cfs6H/7dD/HUM+c5d/Ic125f46CakI8ynPeM9ye4Rq652cGMtY01bMjZGJzk2SffQlPVaCvXX5qTEuVRR5n24KLIRLfAlMqGHq2kbyZo6Sn0ePms9Kj86vPpdyUS/+ijJ+3DwggLEOSJFs0cXvBSavn5eF66349+1AGCart5dQGwAm3r7hmLx3Ecx/HmiQ4A3bp1i1/6pV/iU5/6FBsbG7z00ksrCmZp1QlkdSUBj83NTX7iJ36CO3fucPbsWUajUff3ZATati1FUXSS0GfPnuVXfuVX+JM/+RM+/vGP89GPfpSbN2+ytbUljbTGMBgMOH/+PBcuXOD7vu/7eOaZZ/i2b/u2rgIkK45CUbHW8s//+T/n8uXLvOtd72I6nXbbkSa05D30cz/3c5RlSb/f59SpUwAdRW13d5d+v8/P/uzPUtc13/M938Nf+2t/baWPZ1miO1WfiqLgJ3/yJzl37hyvvvoqzjkuXrzIzZs3efLJJ7+mE+KcJBRKKa5evcr73/9+3njjDQBeeumlzptIKbUitvCg+LEf+zG+93u/l4ODA1544YVO3cZau9L/9K0bSzfCtBi4dANVZvXVh38HyVkzu/gcHW/3Vhv+97/8vWzv7fLlL3+RV199lWpWMTo1YpgPOfAHGGewRksCFg1WdaxOpM0LioW0r/adsagDcpV8NDQhOBS6W+EGMIeTXx+rREbeI87wkkhqDcF5lNfQBBFwCELNQRta72iCAKo8V5hBxtzdot/roXLN3fE2l7/yGq/duMzdyQ5lKLEbBY2poK1QRnomer0eg36PnsrZHJ6kb3sUuid9RcpitQAIpaSRvKprfAiyomyMVExMQGtL8IjMrwVVaLTOUMZgjCWrC5QyTPWUtgGbQZ6L1HFdNtSqAqOYz+ecOn+G7e07TKop+bDgYLrPJz/9SfbGu4QQ6OUFZBrvxDunbVt2d3aodlqss2QhRxstqleNSFzbIGAyeI/zdefjogGlpZekZeEDhZLm+Y7e1gECAa+BINQir6W9XgV0Luf9fovNaa5L53/ZmDQERV3W5KaAFuYHM0yreerxC7ztubfw1LnzzMdT1gfrmKApxyWZ7aGCZjqtQFkydOefY4xBZaarwGilxYgTIviLtCfAKzEBblxAW0tTVcxmYrasgWo2p64q6ekCVOuxVqGN7VTVtNKL6qxKBqPxHpMqB7E3TsJ3/TeSJHuCr7DW0isKnAtU8xqbZ1jdo9qbsn1zm0ExIDc5oakxVtPqmnE7xvQ1WCkVBeXJCsup4Umy3OIRP6zh2qjrgWqDCIv4EPBOPKEskvyrpUWQ4KFxgYY2+otpfBsEjLVjajvHGEvQMGkOaB34SjGpS1zt8LHaOy4n2GHO5ZuXqWhQa4Z5VnL5K6/yhS98ibt7tzjx4gY33RbVrKLOW1rtpALspAKlqkA7rzm/eYGtq7e59PgzvP35tzMs1tnev0OV16DlnDbRAy3LMunvij5Ay30+aayrkECT7irgKlU942NHFVTqnr8naT+j9dL5XapCxnGmO4XAuEgTpdFTkUdEG+SfvFXHVS75cqMty8AnpEp6nGe11rhGGCVKBZxrOoP32WxGb/2Qius9xaVjlsdxHMe3Yqg//uM/Dm9729soiqKjnuV53iX6RyXZy6uRIKtEiTe/7HuTFIPSZznnmM/nndIaiNno6dOnGY/HlGXZ8alDCPT7fXq9HltbW0KtWdqO5K2xbM6atl1rHScztZjEeuJBsr29zWg0oixLNjY2uirO4c9Iq2C9Xu+h5fT0GVVVdcdxOp2yvr6+8vn3i8OS3stGsnfu3OHMmTMdaFkWf/DeP1IPVDIvVEp1UrZAd6yO48GRDCwPDg64du0aV65cYX9/X3j/PY2zLSpXYiIaKWwqU5JEWAjB43Skcxm5iQcFLvaUWFWs3EIP0y6OWvlffr6ua/AB7RQ0HlWrjg6HA2My5lVF3TaozFKMemT9gja01E3D6W/rcevObV55/VVevfpVbu7dpqKGvkb3Dd5IgmiMxmhNYTP6hTjb9/MeJwYnyPMe/aJP0S/ITIbJDJnJUEYx7A9RRnXPW20l9wgKpx0tNY1vOyXGuhVqXfLSmo5nlNMZ0/EMXzWS1vhAM2+EBpv32d7epm1bub6HQ55//nn298a8/vrr3XxSxOuwqR15nlNVFds3djBTS+Yy8DH56XxsDCZHUKWGYBHwYxVYUctDKWycgxINj+Rl01WpotGpjtUcnaS6YxJvo7oZC+x+v0cfouGq95J0eoXBinFu7aF2DG2fZ598mpdfeAfPX3qe3Vu7WJ2TqwJrCjKdoZTBR8CdF5oQy6Ktl/nBe4/OrMyFacE/ARIWAAXAe1HJayuREHdIk/6Va1f4T//3rzOeHkCmRfo6C3gT8EbEA4JNBqJyLJVSK8dJKpoq+gD5bjsgAjI8Klaf8qKH95q2bBkVIzJvmG2PeeMLr5JhKXQORuMthNygigydyXguioyiJ/e94XDIaH2dXj+P6n1tR6GclnOapuruDyEoQhvQSpT4lBGKJ1qBl/NbZLmoRWqR2bbaiN+Y0ngT2JvsiW9XI9Q7WVzUsZioGPSG7O7u4pxnY2ODYa9P27ZiD7FWcGtyjdKVNFWLq1tCGwiNgiqgao2fe3r0YK5oJi0n107zk//ne9gcnhC6YWjumWeOmoeOEnGB6Md1n9eknx9IBT50C+pU31XyVwvd7yvAOIZVDzYcP6q3beX72ibSbC3tvKZnB7jSYYPhe77rXZxaPxMtdw/fK9N+f+ubiR/HcfyvFp/+9Kflyk1O59ZaRqPRCq3sKPAD9zYvptfVdQ0sPEGWQ2tNr9dbqSadPn0aoJPDXo60HWfPnl15LoTQJfRAV6lK2xBCWPHeSc875zpn90RNS8AlrXj9eVTblitBINWyJOv9KD1KSf437VNKQHq9HmfOnAEWwKeqKrTWYtr3ENWxFAlUwqJiljw7juPhkcbryZMn2djYoCgKvvzlL7O3t4c3UZbKxcTMxGTSEaWTjyg3PSQeqXl36dozSnpSFF6qDwqU1ngDAY/ONBmWYAJOe5pQ4z2YKF39uS/8Gddu3uDyG5fZOriDywLZKBOKWF2TFXbRY6EW9DMTV+xr14KryXyGcmqlQqyUom5rCNEvxSEJuFVYZcVA1ISVeSWZhSbp+6IopK/GK7wVABRaR6ay+LoCawy9ooAQGI/HvPLKK0zGs85bzDnXydyiPK2rKasZ0+mYkd8QYImT6kLs4fEEUVVTcbXaA86L5HkIeKcgMd9i4u69jxU86RFJfRJy0qKggw8QPF5HCpBzDyHqLD2G2GPikQQ7eII2+MbhqhZft6g6cPfuXb7y+leZjqe8+Ny3EVpwdUvdSNKulcHaHK2hnDRdA7+1lqLI8EooofP5nDzReKNIQQIgidHpG4cyoUvchVaUqpWK4NVK05KA+KU+GVZ7pQ4ny3JuWOkdUbEHS8a/LOyIH8/CdDTUgfl0dsQ1Jb0uy+pfad/zXo/R+jpnz55l88Q6WZFT1yUH0wm7u7uwu8tk4ijrSlTSHGS2IIlcBCVVD5Fql/PmVaRSBU/bOlqlCK2k004JxU96yKLYRGiFZRmP7/XL1+n1emxsnCArMhye2jU05Qw/36U1Ld55aIBWo9s4TlughcLkVAcVfdVH+cD5xx7j4pNPcfvGbdaGI1xzb9/Zg+KwyMHDungOCyLcI5LwAAGZw5+z/Jh+fth8eZhWurwfh1+3/NrD/W/HcRzH8eYKC0s3mTghNE2Dc44sy1YS+PutCC1XiQ6/ppOghZUqR9M0nazqYDDovj+9NlUpkjlZWhlTSlbWlye9oigIIVCWJU3TMBgMuu+ZTqcd6ErJVBJUSApteZ6vgKlE31sGMg+K9NpUlUoTZ0oEH6VKo6MxYwKOiZKilOLg4IC1tbUV4JNiPp8/FLQpJaZu6Zzmed4ll/P5/JH28X/1SDdtYwxPP/00WZZx+fJlbt69gUH6XYKCLK1cRz8eWkQ5LmhQISaHktLqpc/m0E38qCTwyPBBelWUiqv64i0SVByLWlE2pShbFRpdWLCKys/Z350wnU/56J9+lLIWw8q83yNf70EBs7akqmbY3HRJionyCzp+Nz7gfEPrFY1vUB601xgfJbi9onY1wXvqoFEGamUxmcbqDGUgtB6HX6F2LQOhPM87AITNJVlsHa1usTbDuUBRFAwGg47umsb6+vr6PeAqXT+dspkKhKgs12X1ILQ0b6K5DPGf0JuU93H9VxGi35CKtDexbVIdYBQFM4/ysfdHhcXzfkHJTN98+JH4WfIdEaD5EOmWgbpu5FwE8Y6qmpLrN69x59YdcpXxiU98itMnTvPUExe5cP4JTm2eQmc5vvFUdU2/KGiahnouFL9+vx/VOKUiZ+M9QMX9RN+b0C4PzxBiv5QLi3k7xCTfe7ySPhnBoqEb/13/xfI1EFb7QYQSp7pGdYNGawFAvhV6ntZyQJumYTYrBewEoSymKtOiZ9+gM4vOLDb6WA0GA4ZrI0bra2RFgbEb9MYDoUp5jwvisVXXNXVbS3UunSMWFTsicGudSGrrtO3p++PfS1fhgsM5j29befQ+imloTpzaZNgf0ev14jkRNG6tpfUON/cEHwT4tMh10mipALdQmIKDyQGj9SHWGF5++WXm8ylaQ9NW0v/1NcaK6iGrY+FBrz36ww79fp+5cGFyuvr84Z+P+v0e0HafKtdypLzjOI7jON6csZKZpxWQw43795sk0iSznIAvvzetnhhjpCG6Eq52klEtiqJbXU9gYdljYrlSlPpiDm/XMmjq98VtPvG1tdYMh8OOWpciAZ6jPjPLshVa3aNEAjhHVXsetcqSPFBAjkWiDdZ1vUIrTJ+XJvRHqVgppVYqYsufdQx+Hh7pJpge8zznmWeewRhDQ83ubIe6blAR0JvcSMEgGiBacwQADhpY3FwPr4AfdUNfXpHsrsmgMQRMSNpMmqCcNOXHhvyyqXDaY6woX7V4bu7c4s++/Hlee+OrtGuS+Jo8AxOYVzMBIlZ1/XGa6JkRQPuAcgHVBoJytJk0kre+QUcA5F1cXfeKutV4XDQiioCtVSKWYABzSDI3JrjJkNg1okalMahMqF84T2ta8lxkv72T6282LaXHJ+uhaFbopCEmTyrJFmfS4O6dw8c+rBDpS6l9QaoYqScBEWBwCo9GmWQIGeeJIO/1yZU+qE4pLCgVTTwFlCoFeEfQCnNUU9ryUCEl1slzKlaAggKvaetahBuyjLzoYSIdrq1apvWMohyz89o2f/rFP8PanLOnz/DMc8/z/LPP8fjZc/jG0xsU4HPmVcl0PqFuK6zNyXvZUrIY+0BcGqsy5pZlsReLPwuZbjlfAWUXYMn7SHPzAUNU3zoM+rvxEHNitRgfIGBcLdGhQgSACunHqWuRNRcgunqMBbCYxbWkhcJq80zU32J13TmHzcQXqNfvR9+iJlakFNqYhVxyqlTFxwSEjNbd4zIAUkjFqPYuqrBZbKbJe+KXZbX00A2HQwxG6KDTKcFBnlu0FvEJ6oByilA7VCsLBapVhNoQGmhDjfGacjLnhWffyjOXnmZ/f196s1R46P29G4f3ed3hCtBhIPQwAJT6v5bfu1rtWZobjti2o6h5y39PC4kPqgDJeFCHxvFxBeg4juPNHF1mlmSlEzBYppitJCcxDk+OSRp6ufqyvNq6TJ1J35EigZ7D/hIpDoOItEqcPn8+n+Oc63qXktt8+qyU/O/t7bGxscF8PmdjY6P73CSnnSpSywDoUUrssPAkKssSrXXXC7QMvO4XSdUuxXJFLfUjVVW1AmTS9z0KwJrP5yuvPUwhPI4HRxLxMEaSkDS2zp8/T0PLFy5/nmq/Zj6fE0KgrwYoq1Ba1JVElSpE0BOiGpsn6SYvKXOvjLfDScHyz8uPKihUsBA8hkBLalIHpwO6MNL0r1qu3bnOV15/hdeuv8H+5IBWSfN9EZv7W+WoW+mDybMe/V5G1VaoEFfRQ6w+tA6nY5WpEYNK21pCG2GYitdgTG4dUgFxyKp9aMCqEozqFg5SxUfHhYl07TRVi7YWqxUmo6PAeeNpGqELeUf3nrSKX5YlZVl2xzFdz6mSmuc5RZHBDOi8RBRKg/eLxCuExOlSYkLqDUolYQCFd0YqPKn6Q/TKIW6XMOI6yeCFQaoXmeT4TSrEXqBDj+KzIqpZXgVwCh8i7TKIqpaCbiVf2URlK8ArxtMZWoMZWFCBu+O73PnsXT75mf+GDpa3P/c2Xnj+BZ555jk2BpsynzbtShV7FWQckvfu/ib7G6I6Wjqf3kcFQi/7ksQU8BEYxusjhOizFMGnRvqotFLoSC8TFl4CQSH6BIV4jcX7ixfgUteN0KMxIomtkprcAoAopWgjfS5VINu2ZVaVqGns6zuQSlhZyxzc7/e7+09VVeKphKgTOsRzK+hwz6PBrDzqIO9by7PVe6OS+6BRqU92WwyCtZFeVoQmPR7vM51MOLt+hta3uFaJ4ps3Unl2UkE72DlgLR9hMHz3d70LBeSZpS5rhhsDyqZcmX8eJY6qAB0VD6xeLz7g8JuO/pz7SF0fBXyOorPdbz+O2uO08HEMgI7jON68YYGu8f8ow875fN5VdbqE64gJajgcrtwU08Shte4S/GUFNZAkPoGP5T6VFN0KXKRrHabHpO/q9/v3lKvTe5IwAcCpU6fQWnfb4b1nb2+vo87ked6JBCRa26OCn9RHtHwME5Xw8H4fjmXwk/Y5bXc6dofPjYkO98u0wvtFeu9yRS59V9u23zAvpTdrLIPYLMu6MZllGU8++SSNrrFvKK7euN71ImitO2PPP08cBYSWn1+mC+mg0THxdGHRKO50wAWP17BXHnDzznU+f/kLvPLVL3NQTTl5ZpMzj5/j2v4tMYRUCpMZclPgtUMp8TmSDGGRnHofcC7Rx8BZMMZjGoM3sUcPjTc5KsgCR6oAedxKgp+OaQIvWZZhozhHuua11qKuhSFL/kfO440nzz2uDsy1CIlsjDbw8ZpRIWC1pmxKAk78TIieLrEJX2eJ4hYrT4iymsxFS9W2WIZRsQ8oERhV8BAFLlIPh0ZHr8208hzPXVDyiVoqIhKiKBYU+CCqcIcfXesIKpmqesFNwYs8cfDd8QshULcNTWhTlwsag+0JRbNphSLs29D51Rhv+ej/9zFu377N7bt3OHfuHBsbG6wPR2itqKoGqyIFruMe/f/svWmPJFeWpvfcxcx8i1bxfUMAACAASURBVCX3PZnJfauqnq5eRjOA5sPMh4EgSP+if4f+lSRgBtIIM91QqxtVLJLFNbklk5nJXGNzdzO79x59OPeaewQzmayhAA0LfoigR3qEu5vb4nHe+y6nzOLRO5LR/ZCCepkwgqsqqqrRIaPpie6D4gVKkmWHug0klQ/aQVp3/DPXZl9bMmn40TDANf9njMFYq6mCASKR0PXErsd4r8BHVmlhw9AmVlLIRdciRwpOI8LRkYYXdN1Sr6MCkCQQJIGz2Mox3Z4iJiGR1XmdmU6sPPPfA7Alsuw7fRcipJho8+sQ9NybTMa0bcvh4kij1zMjaZzh9M5pbCe41hAXBmk1nc4llWraCL43TEYjfvPub7h59QbSR+rpiGU4QmJ45uLKj9UPZGTIM4HOyftOLt6U+8pzPe91T37+yYn7yv0nv8r9ZYH15La/yAOEbADQpjb151weOCaP0oneabivgIsfqxJCsP6hVCQExRdTqnhbmqb5gccIjgOn9VXg0hCtA6UidWuaZmCDCotTvDIlYGA8Hg/PUZr+whiV4Ib11y1BAT+lSoACKBNWVl//lJS19ZS39TCI8uG9zkoVX9FPYZdgxTCtb0tpLDfg58VVzgURjYddD5GoreeVay+z7BY8ffqUo+UC/dtpkJgQ0SGPVjS+l2TBrVZ/X1Q/+KN8ssQMQKLEJ4kIqSTNmcTB0SEffP4+v//wdzw8eMR4e8SVSxeJNvHdw9vsXDlPCB0hZuDvNbwhSkff9lSjegA/RdaUTF5wsLrqLA5632FDBmh59dqKJdkVkFg3F5fvXesHyVtd19SZoVz30llj8NZTGfU7ERUcSEhEo0EQlfNDwuOynQ+s6TFZS2nAiCpPGxLGpEAaZWfiMwYuJkEysDWQI6G1sRYSkox6mqR4dbLkT+ywem2NUXZpkM3ZAbQ+r07GYJf9UvZh+fyrymdE1CY4JI0LlhCVhaos3lfDZ2AMAemFZjzi1jdf8vnXX3Lu9Bl+/etf8y9+85fs7JxCJCLOUQZ6lubVkcEMmdmyhhxMp7DLaLpaWfwZ9kke5GpKiMOJj0c7gMXM0EiRJynzU/ZUkiIMLPJMmwfv6iJAjGUf6T5eB076GoY8KSsfk0S/bIcFDGV9qxzmEAcAlF+dIHkfxkAfOw3QWLs+y9+j44sYq7S18hVR/5kYFCDl37XWYrI0tHhbjTEaUNFH5vO57lNnSAeQ5pHlYUvfBugFIw4vDiOWrWoHGx3/5l/9G2yEph4hfcCIqg1sBrg/Bfysn4cn//0sydz6fc9iD8viwnGw9GIg9FPvX18wet77eN47/jHmaFOb2tQvv35AHTyLrXhRE/8sfwnwA6kbvDgV7eRrrX+4nXyudd/Mjz3/OnuyzgCVWv/3j73ej1V5jnVPzZ+Ssva8fXjSj7UuK/yp9az3sUmA++lVJIPle1hj0XJLdnR0hHMVfb9PSJHdM6cGE3kyCePAeItd83kZWX2/frv+us/y/azfbxLUpqJdtkxmY2pTcff+fZJJjLcm9KHnH9/7Z2598ymP9h5SzSr8yLDX7uNrx/bpLRb9UgFAZcBBkojEiHFZDrsOIFIiUZLesi8ES4od9CgLYnSV3EY7NHPPe18maQxvAUAlBrsATZWSrSXDWZ8bFpNDAAzLo47d3VMsl0sFQZMpsQ9D0EmIClYTEZ8/M/oQCDGye2qbe98/wHhL7athoKzxRlmsvFBQIqBTOR5RzfdiC0uW5WLBgLWaAGdMjg8v58qKPIGSHie4F6RoWVlrxkQbdmcdxvljbHgoDbpRdqCAC+VXEqSkc4gkqpQuR3vvHeyzOz2Fw/Hdg3ss/7kjxsi77/6aM6fOUtmKo/05tVfvZDtfsDWbMR5Nefj4Eb6pSX2fwzEM8/kRvpqwtbXFqZ1T3Da3SSkS+7g6973VUIIyF2aNFUL086mqa5z3BNFAC+OgDbqAVlllUVReB86B8552GWjqhu6w4/u731M5r+/beihDaVDAI4UZcIm+T8qmidAmyR5S8vatJNpYlfeVa3UI77CyAllGGaSYfpqBvlzfIR/jwvCQdN/0eb+REt1yiUTBZ2lhChGXauZPD3j4/RMWe0uVdCYYjRtObZ9iGRf8T//j/8zUTzFi2Huyz3jcsLO1Qxd6uj4cUxKsszNFaVDqWQqQF4Gm50nWhp/b47K1Eh/P8FrHGacikTu5SFruK8qNdQa5ANt1Bcn6IkxKCVc7liFgrS4uzrvlsDC5qU1t6s+vNgH2m9rUz6xEolu2pBCpnc4aIQoxCXVldOJ5WfS3okNKnQzxxs+qH6ySrt1/smKM+Fr9SX0KTLYm4A2PD57w9Z2v+OjzP3K43EdqSzX22CbPaneJPrWIadABg5kFsYYS0GDsWvOd+5aIYEVlVFaUbTBWhpXzwv6WBuVZAGiQs4pgkj/WsMQ1hsNaS1MdXxwociexyiA459RfZHV4qjErr1v5/eFYlde0YJ3Beo/1agZPKeTtzV6R3IhHokquDHk87opJELGZCbGDLsuS7zdZ7pQZH2NMns944ti+YNG97M/1aPGy+KPbd3wOi4gQc9+o38es8suzg4gISf0qCKPpmEXfEfoek4SDowO+uv0Np8+dHWalWaeLS5VzEITFYkHfxQwwBGOcMhnlvE3KTK4zQHprsi9Mb01p+N2K7alsjqT2Fb6uqLOkroDKEEJmTvTcs0YlbVby88n68defFaldzhLn2PCZMujV6FwqWw6I0/tC7MCYIcTAWNFb9NoXp7fr+/8k8/FjVaLRjR4w/f0M7q2U8ykHK+RhukU+aJJhvnfI/tMjFo8z+OmBCMtFy/2n97l4/iL7j/Z5fP8xZ86eZndyinpUkSTQLjqm21vHklbL9pf7nrdY9lPZoh+rH3uOP/X5C/g5uVi1/nzPlL2VcJH8mVVk6FVVPXdhclOb2tQvvzYAaFOb+pnVLluOjhaEoNJOybG8fehXKVqS++S8iq9yteOj9V4kKznJAOm/E4nIqG7YPzqk7Zdsndql7Zd8/tXn/NN7/8Sd+3doZhXjrfEQdGCdwVbo7BqTo5kxuYkv/qLcZIl6PEQU0KTcQhtJ2CQ6CBJDNIZAbthyc35Sj/8sGZyVE419joMvgSbOeG1+xeJdNsavFFBUzhHFUVVC7dofBLgM21CYlNyuWu+pm0Rde4hCktL8ZsFVXpl22bszHB1Z/U4plWvpuETJLI1kaZwRbWYHfRcqAyt9pdgXNHom+4iMbp21yiS6LINNXYuxKnkcvCQiep8IkixRyvwgnc2TIhDJcuSavaMDUgiMmglH3ZzPv7rFaDRiOppy7cp1qqqi6zqiyQN+Q6TNEfy9JF2Vjwnjjq+uzyYTKDIjyWEFSW9NlsCllDDWDGC5RJ+Px2PqUYOvPa6qwCQWOdiiDX2eabQCkMcY07WVBZXeAWQwmkGQyvCMMkH5sEY05TDGNYlkChptjwG3GmBrRKWTprbIwL6ZY7d63r0AACUNRFm/Nsr5nS/xwYNGMsNXkREWvysL4DD/vs7yJSXhUXrMH/6fDwhHgRs3r3Pl6lXOXThLPW4YV2O6rhsY2MK6Fvn6i+bF/RTZ3EkPz8n7nvXvF9WzHl9YrHX57Iu25STo8d6TOn3vs8mU2Wz2J23Xpja1qV9ObQDQpjb1M+vw8JD5oaYgjusxWKGLQQdEijZHYuzQtJRmHEoymH7/PMbnB6bjdQAk+iy6Wp0QDyH1fHXna/75D7/jj599RD2pGW+Pqcc1XWxJ9IzqGl9XmY3QLsvk9ClDZIgczlsJNstTAEFN4JJwSRtaiRD6hDEBxOKrpJ4MKxo3XFLvjHplkgQdkikyrHCXfeBy41W8a854onUkL2CzjA2NozbJZs8JVM7jXIU3GYikVbOzwkuJmOOprQNTVTSThjRPhK4Ha3H5fSbAZ/lMIQ606c3/QEGjZeVzsuvACxDsseNW/CwnoG6+LT85fhtjwhiw1uGcHW6V6ZKhUTesemVEVn2zaFCAHc4bNIQhAQE6aTWkwhtc7ejbwOO9x3z6+aeYZDhz6iyjrVMs+wXd0ZLTO6d1TlBY5oALwTpPEt3npszFEmFrayuDsHLuSNkoZclSQlhFlTuz8g+Nx2Mmkwmz7Rm+rkhG55YdHB4yn885IJKyl6UwJ5LMCvjpVFvds6IeLk2by/skAyXr8uNjwmIyQZQyK6oyRZNMRqwp039GAz5MQkLS8AOcBl/gwMThtjCA5fxfvx3AWYooW5XT/kQDLkxOHrRiSUm3eQCPGeSol7YGd+xEH6rda/nkg0+4+80dLl6+yEsv3+TlV1/ildde5eLF88QmDuChgAERGYJeTnph1z+f1E/303wyL/LwDAsVRQpXFmIKwC2/e/L3WUnDCwAqPreTv7f+eicZ4pQS3jmNORdhZ2dnMyZiU5v6M64NANrUpn5mHRwc0nX6x9Z7r1KjGFZGdaMBCFbsGgukze16S/AsBuhZ/z4JihKRPnaY2tKYmscHT3jvj+/z+Zef00nP1tY2zbgBB7EP6iHJLEkfeqj0e8uK/RniiK024upnMatZOgZ6SUSBKjmMQdPFrLIPER1lb6yQJ4fmDqYAoDQAoGTk2Huyawb/EAKVq0nWIRGMS4j3iLHYZFXaFQHxGLNinV60HwsYcd4wnU5ZdAv6NkecZ19KWXwfGrS8h0pinJThnqKzj8QVD0dulo0cGzJZGCKMDJHMUoai2sQarXDsVlemLc47fKVmf0wixYRIxLh1MWV+nFUwIuj+zcReZmDAJathCQmNQbb6Ptt+iUQNmzk6OuKzW7e4fPF9fvvrv2Q22SIuNfFyVDc4Y7NUC3xt6VMiJZNBY0KMYXtrV+cWrfl7VgBIt1VyTPYQgGBWUeWj0Yjd3V2qpkasqGk/n7shdqQ+aAiHrGKsU2a2CnupeQ2r45DUDpWZ2LQKW8gyOdEN1mALo1JJtaLoQkBOA2FQ2IW8jzMY1dv8XqzR8/PZ2JaMtSjMoQzbsIpMVxCUz7ukzydZ/pYShLbXWUXbFbHtlQnKZywJnGuIy44n7VP29g648+09bt26xe2vv+OV117mxq9fGhr9MtAb1H9ahoyf/Pw5dl29AP88C3z82PfPu+/HHlvOmfK1LsF9lhR2/XFFaptSUiCfQ4bOnDlD4457cDe1qU39+dQGAG1qUz+z5nMdHOqr7GXJf3wtOYLVqTdBTf8++4A4ZkOAHzI/z6p19kflP0IQIfZzbFXRJeH2ndt8+uVnLNo5p86cJsRIm30crvLUjcuyGU1RdJNRZoLIE1Iys5AZhmL+lgyCNGlLdDaLGLygoIZEDBYkIOIQVxIgV+lZ5T2sG5DXpXEqsVu9V2sttW+OA6CUwHk8HsTQtT3ekKOd1V8CBUMYUgAxamSPCBCzlyIiYpnMpnRHAZnra6q8T1bH8YR3QBkrCpZh1byuyYHW/l0YsNJwFbmXMmqyGqT6nFtfZXlSvtWmzYCJpKgG9rS2TF5YulJlFd0Ym30ksmr+xRBjD94Su8jR8gibHLPRlHrUEFPPP/zDf+HUbJe//Ivfsru7y9H+kaZd2grnbE7qc/mYWmXswhLsGgO0zliKzc18ToFb60tNWgFhb+yQqNmMR4opjaEPYRg7oM2uBiGQVE4mVgZwbcqiQwFBkofXikBMGliRMstjdN8MWMfo9kZZDec2SQMuyuWbDIg3mSnSCHTNijfDbQFUxw6OFH5w7fLI+8ek/PO1xRKTRNcRxGAyS6QyPvWx7ezsUFHz1Oxx9PAI9nVAKskSUxamiiW1if3uKft7ezx5+Jhbt25x7c4Vrl27xptvvsm1a9fY3t4ertF1CdyzFmD07P/T5GvlnDz5/X8tA7T+9bzn/DEGqPicJK0+m6ajKWfOnPmT39emNrWpX05tANCmNvUzq23bHEPshz+gxYwbY8QaBmN9aQKPrUxijjUX67cn6wcgSZeC6UOP85Yn+4/59Nan3H9wTz0itSNJJEhPJUXjb3KEteTUxOz/GdifFQMka94Mk4FQLA2lyQvZIuo5EPXRmEQefLmKr19vOk5+JbPWTBWJmMgqAt54KuvofSD5mljXJF/h8XhT0S4D4j3GnACHuVJSiWB5/iTqYkqAiZHpeMyhz/qhAb9ITpmToSEroKKwQ6vjqc2zTVYZlvKpmoMQtMd3mrRnbX6kwVplRqJNKxD0jCoplsbkAbpkRsUK1vocCV0en1e114RJekztytyPgjsvTgfUZtCZsuwxpUTIM9XquubRg0d88MEHnN05w7Ur1/De0y1bsCj7Yo43xiV1yxjDZDzOwQR63h8/v1f7b/2cLkxO2fYVuLTHVvlPnk8FdOpCw3HAWv5fjqeIggObhBRSZiqNxpbn85zMAJkhk1svConqWVIGRxCXhwTn68GsXe+mXCg/WiUEYW1/ZHbRSmarst9noCXzl4hQ1w3eOUiO1MLITHDbFlqDLA17D58Q+6SBDTncg5B4eP8hT58+5eN7f+Tq1avcu3ePX/3qV9y4cYOdnZ0hFa4kq568rta2/gXv7/mA56c+5nnPsf79yc+V5wGfk88ZQmBUN4SwYp4nkwm727sKwl747ja1qU39EmsDgDa1qZ9ZIQSMs3hfI6KzR6wzGOtJUbC+NNQGnYVYksSyBEqOq0iGJqMMPByWQDVxTL0LZvAXOaNRwakPPHn0mNvffs3h4T71tGHZHjHbnZFcojir+6ir1U1TMZvOOEz92ovrtiVjCmbAGJe/yupsNrOXygMgUzIYn0jG5aHEFk0GW1ESZiAfcrNKJFoZmm+PxaQsjzMJh6ONHdF4TOXw3uIrT/C5aTWR0EU8HcY5kLgaklka+rzinkO8hjAAECRpgp7xiWTT0MwVedbK+5FBHQxgRTLwWWmafliSDMaXaN+yP80Q742JJJMB0DM8IpjEaDwmSSD0afBOYVSuY6xkyVJJHxMkyjBHR9BpNwOIyyvrktk9ZTI0Rc97Tz32tEbnKFXeMm5qprszbn3zObu7u8xmM2aTGSNGGLEs2g68WwMqZf+BTYa6mgyMjzIhVn03KTN1YhiGk2KJGGyWqEX02IUQ8WWVXlaBChKBPg7yNSuCS2Btwui0WDCywg0DuDXZj2cgmnzck/q1skTTUOZFJax1uv+szUyRJxN/WKNEksnzngwMt+tfP1Y2b1+RKWZXXJYE6jU0gO9khi+S+gqX3QIbLKGLOA9nz5/h4s5FzkzP0NDwT//wz+w92ePx40cKbE3CVBrQEdoAR/DNZ7d5ePcJX3z0JW+//RbvvPMON27cYPvUNs67TEjFIYNBpOCxyLPGWK3fZfJFZ58h+82/gdg86Dd7qdRTZVaLLPlBae3fepcdoveVvY3qlyrXqNXFmfLvZNLwcz1ndcaT9Q7aQMrMYV3XONzAdD/7GG5GSWxqU7/kcn/3d3/3v1y+fPn/7+3Y1Kb+m61nSS3WVxfHOzM+/vQTmlHDol0wm80IKZBECDGoD6CsyJtVwprNS8aSG/F1f8TQsUmed5NtNCRZfYWEjULqEtPxlKdPnvD++3/gP/4f/xE/suyc2cbVAjWIC+BEZxFVBls5MJY+BKLXXDRjLcZZEomQAs55xpMJ1jqqutIZRgLOWkZ1TeUsJgleLJVxOJcH/4olxUhM2pw7VwFm8DPYvHptk773WBnmccl8uWTRtoQ+qdytM6RlwnYO33pca+mfBLbsFlt2xl++8Vvu3b7P/OiQuqlpmoYQA/P5nKPFEct2ybJb5t2avR2Z7XLGUhmPt5627ZhMxrjKcnhwxHK+ZFSPGfkR3TJg8bkpNhijTJixRoeL2mzANjL825T0OytYqxIlAAqAEnSLDCQjBALGg3V28OJUtQ513d7dVjbEyNprakM5sB3WHmvQVBmpYQQuS81sBht6apnMPAkWiwsW6UH6CJKyByXiGk/VeJKJtF3LJ59+zJWrl5nOthmNRljn6foWX3n6rsO7CmsckgTva5zzeF/xj//4zyyWHb6qVDZoLL6qWHYddV1hnEdEZZUYi6kqfDPCWktIgvOerm1ZLpbMDw7Ze7LH/pMntPMFNsGTRw+ojKeyHmk7YtuxPZ0yG435/u59PeLOgnVEUcBXuRorXiWglSOYqHJJEQSbLz1TYPvwM/3SmT3lWFrUi+ai7utyayIQStR78RbJsS+bynOsH0H9PiWTL3XJ/jOX2StHEkNKuj3t0Zxzp04R+o7F0YJXXn6F/+Hf/3v+4i9+zcULF7l85QLj6YggS6L0JBuJQYNOGAFzCwuhP+g4fDLn4XcP+O6rOzy8+z1PHz5hOp7graceNYgR+hRJHgVRVj+frHPYymOcU1zmQCqLqTN4soJxDmvBWY2adwX7GhCXKTQrWGcxLu+GnCooSqNjrFMpZ15AKB+Z+jgHVj9no+jgaqwo6LOi0fkZKIXU62wgCXhr2d/bZ2drh7brcThee/k1tqe7VMZr4EqWEB6HtflrQxFtalO/uLp79+6GAdrUpn5ueVezs7PLfH6EsxV9jFjjqSqhT70yCVJkZXlujKwN8E3HpVdmkArlNc5h+bP4E9ZWsBNIVK+BtxXjZsJ4VOOdx0hPTEkZAABjESLHiV9d1YYV0BMMRhwmJ475qtJBlD4nmpk8XDAlegymV8M7KNsjJmaJnK66xjxTyOOG2UFAjkEWnh48xU/HzLa36JYdR08OOernbDdbnJ7uIMvAoo8kIud3zvHua+9y8ewFGt/w6M5DZmdn6pGxheVYG3B40qEteXV//X27BMZSNZU2/H15vMEah5ESrFCOU0l4I/sREj/WBQ2MnjUafpAZIIwgVpmpmNmwkrxV1zXW6Qp0KsllRgU5yaiUSaxksKPbUaSDNkvlbNKGWRmGBLjioyeuFH14o0NCowiBnDhXWVwFpoZ+GXAjh+sc73/8AS9de5lF30FoNfQjy42slNlI+dx0yvpcunSVR588pbaeJImuC/hxpf4Vq+yldrKGGIS+DywXLdY5QipSPE9dKbN4dHDA/GDO/OiQ0PXs7uywXHTErufCuXO8/PJrXLl0lW++/IZ20XHnm7sEBCThTU1IAp2mCU5HY9q0zABHmVvJNMMwLkg7aoyO98p+KqPyUFEWyCSzkkEa9PrMx7cwknZlGltVpkQT9tiP1q9/DatT34+kMoDYkESfu649+wd79H3P5asXeeOt19k5vUXtG+ozFduzt7l87QpvvfsaX379NZ/f+pQvvrrFk0cH0AHBUdiMxf6Cxf4R3331Hbe/+JqLVy5x7+73XL1xlRuv3eDspXM0W2PEw2G7YHk059TWjs4M6hMBjQw3TtnGIq3UmA4NnEgkXH6vK1+eGWLiJQemSE42jHnRQtcNdJ8iMvjeLBERR5SgyMsq+EmSr+P8fCl/DpXbcn/x1YWgj5tOpkynU013JOE4MVx90Jau/XsDgja1qV9cbQDQpjb1M8t7z4Vz5/ngjx8MgyObpsF6w9Hy6JmPKc3qwAZgBnO6RiczAAWJ5S9uls5lj0MqRukIRAUl4/GY8XhMcut6eG1E7VqDZWW1ounWhjiq50Zfx7uayjc0I2VXqlobhZi3q+uXuRFRxiCJ5PFGxRTuhufVigii3hcRTFJfgsUQFi1Hy4AVw3Q0xlQgIfL06WPiPPLS5Zd46cpLXNg5z+nzu1Qjz/7+Pm1oGctolQC2liB3zG9iVkDkmBXAJFWaWahHFaPpiNBFQgzY1OPsGlAtDxnMHkVm9kNfxHqVlCmKnCobrI4ZtW3CWkPdeCaTMVVVraJ8TWauDBqDbNdYhLTmLcvPJWvH8uT9z3ovzjnEMUitjDF4p0DMe09vAq5yNOOa9z74A//yt/8d9fmG1Ca2ZjukEFa9oOSAD6deIrHCzZs3ee+P7w2vuVwumeyMs0wSUohYb4ZBwRIiXdtinSa9dV2nKXjOkGJkudTEvigJV3m2d3Y5e65md/sU29vbnN09x+6pUxgcf/MvO/7X7/83+mUkpEBdmKUQIEJNgwnamA9vohxXu5YGl3+swRUKeDVIA0QqbdhNcf1kBhchpTxnpqQgCsc8b/pbAHEYsiuQZZuZLYxZzpXlWZLDHki6iFDXNU8fPGHkRly/fp133nmHrekWtJZ6OsJPHKfOnObq1ctcf/kmN15+iU8/v86nn33C7e9us3xcE1OvA2GzlBZJPHjwmAePH/PZV59z7aWrvPHum7zy5mtcu/ESZy6eZTSdUI236BedspZOZ3dZrxK2LkX1BBqD5vQnDVMZwEthZO0xv9o6oC6AZ/DdmeyXKtJWVE5bHluut2d5DZ/nYVKGGrquwySUeZ1u61FJkcqeAEAbsLOpTf1Z1AYAbWpTP7O895w/f570gerKQ99B02jTm+N4SxlZzSEhN4vJGG0Uis4/i+rLH/ZV51qiccsfcyjG79JMFvZgmVpSBOO1kcgZBcpAZeaF0hyvvRdtnD3WlfkiFaOmYTQeMxqNMDbPWYwR2+r76L0miXVlkrxRGVgBBjH7nHpULpSM6LJ2bmImoynLtlU/gjF4N8ZZR0w9fdtz9vQ53nzzdd56/S1cssQQebz3iAf3vickbZCrrsM5M0yzX72X4klZHYQBGJUGioRYDYwYT8e085b+MOSgghEpRawiBF3ht6v5RWnIA3sBCCLiTGbAMmBJKRElYmuH9XY1/LOuV36XNZB0LGWuHC9XpJFr9w+EnwKkZEvTuErVWk/TKiyU5GjtZKGqNIbaOYerPP2yx3vP0dERH3/2KRfOXh5M8qt9utoHJqrnLJG4dOmSvtcYNYo9zwhKKZFCVOCfE840zU1/1ve9esRizAEX+r2QaKqa2WQ6AP7Tp09z7sx5Yow8ebpH2/ZMxzNuvPIyl65e4f6d+xzuz/G+Yzae6TXT6zBXUxtszLJWsdhs+rCC/s9kT1a2MJW8BPKPU1IQL2llvBebg0UkESUNuyYVILS2r0rUesqIR5IuhgyMx3CdlvAG3Uc2RuxidAAAIABJREFU30ZJtKFne7zNZGvG7ulTxGUihoix0HVJm3wDp8+e4uz5U7z61qu8/OnLfPTRR3zyh2958OAB+w++183yFldXxK6HAMv9ls8+vsWDBw/4+OOPufHyTd589x3e+dU7XLt6lWW3wDuP856QImEZ6AmaGOlWc4JKiIdFz7UIg//xWFhBRpvlfD927a6d++X7lD8vC4OzHpzxU4BQ7AMWl68hYTQaacIkKtfc1KY29edZGwC0qU39zDLGsLu7y9ZsNjR6MU+XLz8/WZJ9ASkPW9R2PM+vKH+kB11cboLzzJJhjknSRCrQpjJFHWjobEUKC02js9XwWuV1B2ld/i7l53dicdnvYI2jynKsUTNhOhkznky06c2zaQ7n6gta9Ae0fYK2J4VIwmiI1vp7NSoBjJLyvMZschYDS2Hmp9AIi6M58/0jKuc5f+oc566d5fWbr3HpwiUcCnAaZ6gnIx48fsjjvcdsnZ4Njae1dphxtP76z2OAdLU9ewG8pxnX+MbTHnb0PVRVjRVLJOQ5TjJ0XuV5f1hFEpePW/Yl6GMzS5UfF4nUVY0f6eDPAir6ELL3x2Tfh5ygrvJ5VUBRjn7WH6zYCtYB1LBt+q5T/nHKg29VUZnAaly6qzSy3deOw/0DJtWE02dP8eFHH/Dbv/gt53bPE1PPegrYSaBpkrCztc1sPCH2AefskI5ojCG0Ha7RwbY6MkqQkAgIKUVMyMe1slSVgrGq8kzHY7a2poymE0ajEW0KPNp7ouESzmKbCnEq03z31++QIuw9+ZyDgwO88XjrcmBEwkuFRPVylblNJpbZP3qWaOreCohakewJcwqmMnNGjsguixQ6MNUM+7ssOqxniKTC5rECBMru6Zcxqsdbn1VkkpCiQEwcLpdY55lub9GFnmXXQS8451n2PaOqwRhHEvXjTWZjts6dot4acfrCGV559YAvvviC93//Ht988QUsI7FNQzaFyQGJTx/u8/TxPve//Z77397j8b2HvPrqq7zx6mswGWPzTKe+b+lFZY51VdOXz54y88pkWVtmedQbaI+zlInMFul7HjIO8+OVgdNfFEm6u9b3FwxAp1wn6/tUExw0uKJddjiytyglKltlNs7kocrojjgpfdvUpjb1i64NANrUpn5mWSyTyYQrV65w79693LAkutCvVvBL80L2vuTIJ0GbJZWRnWB+yA1lKl6g8ke9SGHS0DgVBmhU1zRVzVFntakbnkqbd8ealGaQiK1eS2QNSNgK7xzj8ZjJeMZ0NhlmrySJVE1DPaqwRwlaQx8DQdIwxmbY/vKepcxDMtoBxgTJYpaWGBU8eSp2t05z+cJFbl59iQvnz7M13aZ2nn7eaePSVBhvOHi6R4ldLoMza9Ig3VpfPX4uA2RUUhYlKOgb6fDNIzcndIFI1FS19RXqZIYGyWTA8LymKJmkaX2mNGoGa5RFcs5hHPi6pq6zzyp7Edan2JfbZzFCCo74gYRLyJKsnPyXTJ4/JMfT6PRU1ZAFbPasOMHVDltpGABOD1dC2Dm1y3df3+erb75hd3oKh8Pjjm1f2b9lCPBoNOLChQt8c/drrChD2bcdldcQgrrxeaCtsiWJSAoGooWg72NsR0xmY6bT6bCvbKUR4Mkall2PsZ7peEJV1fm+lsP2iJdu3uTRwyfcu3OXJ4+ecnCwx3Q8o/Ye5zz0mvSlRnlUBih5RtEgw8q3g49FhhlE682xREr6uZqDBvmjHifWgWg+L2K+xw6sT5Y6ZolruYZTXvmQJEgfkCDElGjblrqqGU8nHM6PmC8XNNRsTSYsDpckA3Vlqd2YEDv2jw5wlWW6NeG1t1/n1Tcm/Pqvf8Nf/NVveO/3v+ePH3zI3W++ZbF/qAmPgWPN/8GDAz7a/4iHdx7y3rn3+M1vfsPlq5d49dVXuXD1IqdmOwSTCERSElwyRCsrZgdyMIwCG5+Fg8Aw/1ffsAzfF8EcZf8MxIwGFKwPMz1ZP8b+iAghJGrrsaLDfHVeVvbk0eQAhGde3quN29SmNvWLqw0A2tSmfmZpSpDn5s2bmiySjeFt2x6TCa1XCQAoq/uCWWNp8u+syeSAwRtUVjBl8ABpY+3xjEcTxuMpbrmXtfDoH3DSEK5gAJOy8QWT6aSVdt5JXpHPIMg5HZxa+4amqXD5/TmrUrkQl6SU6GxLkJCZKzMANZNs7q/11uT4LBMtNjrGboYRSzXW6esvXX2JSxcvsrW1hTeWbtnjKk1s894R+sD84JAHd+/jxHJ0tKCajBiNaj0eeQaTc26Qkh0LmTjZsFhLTBFvEnXdDExMb8KwXyxOF5BJx5kgWaEO8wNGKOX9kA3Ztsz/sfjGq9StEupxjXEQonopkiSsK41bif9TtqZs//r7kNwoCpoMZiyDxFDIM21K7LfJc3usDPslGVEwhsWKwdaeqqlxlXbyoY+MpyNSJ8zbOcbB+x/+gasXrnDx7PlMSWbz/wAuFWAKQtM03Lhxg6+/+0oZvLrmqD1ke7zDsu1IISo74HJjawXjLM57bG1xVcVo3GRfnQdniWi6V7IG6Vts5RhtTambEUd7cw4P5zSuAQMhRU6fO8tLL9/AmW9YHMxZdgswDTU1BA0K0aSxzHg4kBwdn3K6gzgZQImxFrEBk5PZjFmh4CH2PZ8fggGTHSuSGQzJ1wgr1mNozIW18ysviIimyqU+kfpECJHYB0LS4AzrHcY5uq4jxkgwOoAZGCRyHslzvCJt39L4mtl0yuEicebiaXZOzbhw5RyvvfEqn3/8KZ99/An3vr3L3pN9ZBEZ5g8BYR65+/U9Hnx3nztf3ebSlUu8/fbbvPmrt7h+4xrbZ3bw45pkBVNbvGjqoLDy7xQATl6oGQjMNRCk7E8GiEaT+AojptdEpjux+fPmeYz76kt/t7C0QmUdtfU6KykI3lZY3CDZfG4NKz0bmdymNvVLrA0A2tSm/j+q82fPZQO509XNPtA042Eo5SBfMSuPQUqlTWQIRihN8/NWHVermCsmyBiVFo2ahnHdUNmKTrpjYMlgs89itdq6Lg0jra+QarSvNhtrjJFYje+2ViVjvmHsR3S2pzZLuhxCUKRBKYnq6wGXCgAySEzYBK6v2B2d4srFy1y/fp1zZ87gXa0MyKGmko39CGn1fYynY6ITur7j0b09Dpf7+FGFbRx17ZGcVFdAm/eetm2H/fasqpyjjxqP7L0Ck9rVRJsGQCLFf5VsnntUGtQyRHZVViDZ0l5BkjAkuVljwYGrLPVIU+dMpWb/EIKeP94Pq9mFCSr1LC+QWTuGq7S6In9TACWDdOgZ5xNkz4omDrrKYiuL8drY9alnvDVl/mTOkydP2dre5tZXt3jw9CEXz18cmuJj2yXa2ovRYaoXLlzQUyxLjGLfUznPEujbDuuNLiQYh/Oeqmnw0xF+5BlPpxqS4DM7FvvsT6rxeQZR13XM53Mkod6hFKlcjTOG7x/cp2kqrr90FQmRb7++zeJwwaKNJBtoqJXXsWYw3CtBqwEZBQCV68OIQVyeN4PgXfG7abKgeoSyWS6HPmr64MoDJKYAZjOwG6vPCKMgO4mm6UnKQSfKMKUQkS6SuoBIYrQ9JeZFkD4qSun7nr7vaUPHmd3TLI7mxD4wmU3Y2tqi7Zf0KXDYHuHrGUF6qODS9Utce+kaf/VXf8nnn37GF5/c4r1//j3ff/c939+9R5jH1Xkn4HAcPt3j06d7fPXFl/zud7/jjXff5J1fvc2N126yfWaXWbWl0tckRMualDMv4DwDQJwEQZLP8WMgqJxzqEfrWZ6hZ57va6ywFUvllMcMsUNCpLJuOHAbaLOpTf351mYO0KY29RNr/Q/rqgEV2l4jewGMM9y+/Q0Hh4fs7GzjK43+VY1NYXxSXrXUfKlUwE7pgkRnXFjJqVLl38apfCrfL1GjdftFz3g04tHTJ0xmE7658zW3795GnFCNKnAW64w2izmeVvKqtbOOPrUYa1UOlJt65x1NM8J5p4CgqmmaWuVlrsIaS0o6TyT1QlgGukWPBAMBUieY5Kltg7RCk/8zvSG1MLYjLu5e4Pr5G/zbv/l3XD/7ElvNDB8dJihY8uLx4rDRUpuacTUmzHuceL796jZf3/qG+XKBHTm61BFCrxIqiSy7lvlizqJbAhBiD2hilncuy8x6DJbpdEq76FgcLGhcw9Zoi7BMHD49hAAmWgVEIWosrnf0oacLHaNxQ5Q4zD3SdLfsp0mRPkZiihhraMY1k9mYyWyiXqPKIxb6uFRzuLODaTxKVOBlJB+zDLrWbjFgbNanldV08nwpYRAWWayCX1b+iQK4jbXELuK90/lPEqnGFTundqjqirbrMNYQYsQbh3OeuqqJfeBw/5C//eu/JXURkwyjZowBloslGJMfr/N7Tp89zX/6z/8no0lDksi8nbO1vU0fOuqqIsRATAFf12ztbLF76hTNdIz1ygSpJCllgFjArctrBG6YQaRsnXo52kVHO1/S90HBRGZdEAXQi3bBctEpoIlpFZsMg15VUDBdrnllT/N1mbIPxfq8v10+LBm0iOSEewXRMUYkZmmbUbZNMFRVjUT1PnXzFukTu7NdxvWI/Sf7uKTXgEmQusjicM7R4QIrhmY0ZtEu2ZrNkGQYN2OuXrjCtcvXePz4CTtbu5qy5yy+ciSTCKlDrIJwyhBip76vqtZIdOctp8+e5bXXXmM6mXL69CmMgRB6RAIuSwJDSBoPHiH0kf2jfe5/f5/vvrvDk0eP1HNVOeq6YjadYI2lb3tiiMrIRKG2Pg91FmKIdH0gJcHnOVIprh87M7BwSiQnnFnNGCus2fqXfoaaLC2U1W0JD4l6LLt5Bwl+9dav81llqVz9Q4XbgN/kxB2b2tSmfim1mQO0qU39CbW+6li05olIUzVEAiEFTu3scvniJe59f5/Dw0P6vmVrd0fZACvqe3GobM3KsGJfVDNaJ6RwrF53/fUL+2Otpe91VRxgNtvOv5NXSFNJntPO3BgZJHgiOmDTrb2GNiY5zKGL9MuWZb2knqvErO97rLV0/ZJ20dHPO+IyYYKlsSOqqiaYSAqCdIZGPNIluhCpjOPs7BSXz1/kpasvcfHUJWYypbI1x8xDa9UtWxCjgzVr9SBJtPRtQAIsjxYEF7AW2hQQk1gsF5kJUEZKgxGUHQpriXlVVfHw/hN2ZtucO3eefhHYe7iPRGF7vMPew33GdTXsbwKkIFhvNdEuJSRGcOrpSRLp+6Teh9pRV5rwRmXwjcdVOuQxGcnzb2Q13f4Es7N+zj2vROLAPhx/oIIxycNXNRHuGU9gEq5xxBgIEvC1ox41KkczCesNMc92EmsHD0tCmLdLHjx6yNnxLimoF2UYEpzPIWsVwLSp5dy5czzaf4jJCXOgyV2xypLFqqIZjzQC3ICkpIxJrpOr8aawm0kZrhRiTpAzSB8IfUS6xGKxwAQIXcTXjt3TOrfGest8bw69Xn86P0m9OCEoWIkIdfL64g6V5jmj8k0LYhWwK3OkQ2lX7BuALhIY76h9gx3ehF53WMPycEkIgdFowmw2YXG0ZO/RHhKE5eGCauxp2yWpT8Q+IMHgkkWwhDZgnCWEROx6vLEcHBwMLKhIVPCbE9iMyYpIk3JQRvYfGgETSUaUbcPirMF4+Jt//be88upNrl+/yod/eJ/P/vgp393+loNuqVY+g2pJDMQusfdgn/39fRaLBU+ePGFvb48rN65y85UbnD53lvF4hPWOkAJ93xOj4DPzWdc1Y6BPkRCCRqDnc+WYP2j9rBD73M+OF5UBYtdT+QpvPSkmvK2YVhNN2AsB757RJv1Xvt6mNrWp/3ZqA4A2takXVAhhMNoDQ5MHx825I1tz8dxFDg72OFrMOVoc0jTVAJaK/p1soNYJI4ArQxD1+deDC8ptib9OKZGiSsskasNXANC4GRFM4Ny5czjnCKlXXXxK2KjyIyPZRySCLdHIXiUfOpiyACwhdD2ttRwd6Qq4iLBcNlS1ywCop2tb2sMli8MF/bLPFnGLBEtsAyTV1E/qMbtnznD+9BkunrnA6d3T7Mx2mLgR8+/nOsSwVHY4lwVW5zx912NNoK5rksBy0dEuNWTi8PAQI5a+b6kWRxgHy9Cz7JbqhwhBpWZG6PseSZqWV1UObzznt8+SgmG519IedsxGW/z2jb/m6YM9/sP//h8ocWkWHbbY9z3OaVO5WCzydPtq8PpoVDNUtqIZjfBNhfFluKiycWJSZv+yhC0vcBdvBMYMgFhDChj8YsNtLp29lHK4RpG75bhrK2CSJv1l9iiZtIpBTwZfeRb9nF4S08mIyWwCzhIkYRuHkYQEyd6cMt8HDo72ufXVLc6++9eIRELbHbtOYoxUzuGbmtD2vP7Kq/yXf7yHiKGqPEZW8e2+1hlMo9kUX1fD+04nGk1nVgNXyeCeXv0p0aoPigih6wldzH6ZQFjouWqSYTSdcNZafO04GB2xd+8JfYx0IUDQNDjrjc4e8o4YdV+57PfBqF+KlBk1DysNa/ZeFfkWOlPJGmV0Y0g5rjkOPrVZM+WwO0CWESpLWOi2z8ZTts9u8fTxHv28o1/2WHQwrzMVKSZCF3ETR992dOKwGB4/fkwKkdr5H8rB1mZKFZBsET3G2Xsk1uMqff9GLI1vmO1MOH/pAq++8QpffPo5H77/AR9/+Efu3r3P/tPFigRxqFSvhW8++5Zvbn/Lhx9+yJXrV3njrTe5+fqrXL1+hfMXLzLb3mIyGjNfHA5sZ3L6eeawiPV5P68BnxPSOKV4ys5/dhm78uyVQdTFh4gYnPFISPk4r57HWUfX9wqAflxVt6lNbeoXWBsAtKlNvaCstT+6Er9oFxgHja85Ojrg7t27PPz+Aa6yTGZjuhgwSYVHmhCVGaTcLLm88nyS+Rn+6pb0ojwfJaXyeG3MvFOfy9Z0QorCuTNnmU22aA8fISEizqgpJanvJmGx5tmJSCmpYTuEQNt2A9sUY1QjdfbVOK+yqD5H7vZdSx9V1hKjkCJUvqKpGmaTLU5tn+LK+ctcOHeRnfEMK5blfMHhYp8zs9O4EiwAkL8flCbGsIyJTnoQnbdysDxkEZZIlVj2HTLX+F27VJN+NBpYEE1ce5+rWFwNqkh0y47Kj1juLRj7CZfPnOP1m2/wN//ib/n2yzu893//gb09DZTwjVeJV78kGAU0XWgV5PZ5uKzNDVxtaRodIutqh3iVGRlnclOvRnCROEjW1usYyD5xezLNapXqxgo85Tk0UrKu9QQ89rylnDf0sdNI7qahHtdEUUazJNUlwDmLuKBGcwdHi0NuffEZv33zN1ijQRIAVd3kcyZQ59RA5xxvv/02v//wd+wvDodZSN4rq1ePG0aTsa72G0PMDbl1dgiXGDx0FgXvSTAkTJ6zo9JBIQYh9D2hDcQ+UNmKZeyYLxZIStSuxlaerd0dRs2E2lb0846D+RHzuab/uehoqKjKPpPjEc3iGCwsNke1aeCGpu1ZUxY9DFWW+HVdrwNHYWCKjDEsj+aYDuqmokoVYzuitx3zp4fce3rAdDQldIrwrLNZ4meQGBEiJEPse8TWIMLhwQExRrxzGBGda0TK0fRFipsGjK1WrwyeURCP8VjnscAyLEhJgdaNN27w0s3rvP7O67z/+1f47LNbfPLZ5zx8+JhHDx5CCzQZv7fAEp7ePeDpo4+4d+c+H334CddvXOO1N97gjbfe5PKVS9RNRbLK1PZtR0gakV5VFb6q1Bv3DE9Q/tdP8vw878sKjOoxR0+PSH1iMpriM8A1WJq6OX5tHrt0NiEIm9rUL7k2AGhTm3pB2ZVu5diUcVCZ0LgZA4leeu7cucPdu3c13nc0oe/7nMZ04o90buqGWGtUegNQrLdGVgAIkYH50eGqGiutv60rv2Vmxe7uKc6ePcvDg4fEKOoviIKJhuQymRBdlu2oLE5lTSpZsslCTIOErI+BGCNd16mEx2kAQkqJPrQ0vsoruDo5PaSEryq2d2ac2j3D66+8zqQZs9VsU7sakwwpJkaTBjedslwuBk9LMTULMgChSTNCRglXG2wFfZ/oTMdROEJShFryANSAxF7lW86CheQU8OjwzZibbmW0Qgj0y8j+43tc2L3IX/3qr3nl2itM6xljP2FnssM7b73D3//93w+Jfr7xhLaHHkb1aDBdxxAwYqgar8BnWlOPRricxFVWoIfENpubJztQB6vfQ/1ZBagUtgkYXm9dhmkzsCtR1wSGZL9j4EkPPIUBSFY74CjKRFoHVa3zf/o+kFIYjrfYpCyGzwEWlWc5n3Pnu+948vARZ7fODudEZR09EIIMYQ5VVXHjxg2uX7/OZ1/dok1LREQHv45HuKYC7xCj8qeUQapzNjOXCnwMeRBwVAaN7J3S60mb6BgSoe3ouoCESED9XhgF8su0xBqPMwY/8ly+foXlvGVycMDe3h7zw0PatqXtAsu2H0CctVFBjqvx3mCtGeSMSkvlzwqj0egKNhNhmdMRs7euhFzEGOnbDh89BOHw6IDlfIG1nvNnztI1DQ8PH+FDlSVtFU6UkerbTq9drDJ/CJXzxK7XvIYYGVmfz4O0CsdAMitohvPADaxvmQ1lUKIkkYxhurPF/PCI+dERnSyZNhMu3rxIs13z8ruv8s7tf8FXX37N++/9gS8+/5z5Ew2joGIIb6CDR9895vH3j/n21rd889m33Ln1Hddfvsobv36drZ0Js51txuMxXdfRhX4IAFlfD1pngoa7X2DBWf/MXr92VB7sSCL0y57ZZMrli5eYNBP62ONc8+NPvKlNbeoXXRsAtKlNvaDWvRnrYAhASCzbJQfzAx48esDt27eRGDl79izNuObgcA9n7KpJYu0P9pr3Iyt6hmddv+HEH+91ZsTkZVzv/SAnGtcNV65c47OvPtUp596SktFk5AjO/HAlVJPbVs+bkiEFBT4+aaJb3/faoDuGeO8QO47yrJlharpYrHPYxlJPKw6W+/R9r3KxaDBBbfmTakzdeMpK6mpV1mbGSzfo6ZPHgGXmpnhTE2JgzoKltLTtgkldZzCQiBIhCnj13ojRbe37DkjUdY0xRsFdDDS+5o033+bq6Wu8/erbXDxzicX+kvnenFE95l/99b/m0w8/4/Z3t1ksFsxGUwVUJmK9oTKVsjgYnHU0Va1N/ajCeq8xF6JMjyRtlk0xaNsSU7ACP8fT3VYzmQZvzQkAJJKHdGbPV8pzYqLkuOzy3BQV3WoOkL6GEGKPqyy+rnB1HhCa47KjxGH7nPd0mVHTWUuOg4MDbt26xfbb20ynW0PiXmUdAd3eEKOmuY0b3nrrLR48fcSDp99jBCbTCb6uMflYBUkqDF1jBGOMg3fGmhxYkANDjLGZCUFnAiWVhYW+J3SBFCLLpcaLO+cwjSEGoQ8dXQk08xbXOLarbSazMYtFqwN550tC27E4WpJiwpRZM85Qe/WQWW9I0iNW8MaSXJYAGsMwQxNdHHDOKeDsA4ucWtctOmZuwqSaslVP2RntcOHced5++x1q5/n85hf8X//pP+v+iInemOyNydJBo/O+6sozm0xpF0u2Z1tIiJiqKtl0KAhaGygqaZjF43LInDKRCtCTBGJSw1Ba7mO9odluSCFy1B1BEqanp2yf3eXMxUu8+uYbvPHWG7z3u/f44x/e585X33D4dKFgvHyORZAODhb7fPL0Yx5+95Dd93f55IuPuHrjMm+8/RbXrl3Ls55qQmYUUzyePHcS8LyIARokyCevGxGI0LYLal/x0rUbvHT1usruYlQ/2I8+86Y2talfcm0A0KY29YI66QEq5ty2beljx2effcbjvccslwv6uJodowZflRWVptIYQ7JldV4yayJ5Avxx5mcIYc1qNyN6j4i2NDaHF8ReV9j7vgevTe7ly5fVGxQCPnllf5IOKTXJqAQnp5Yp+FkN9yzhCIRELBKgPmooQoxqnK4qxBpC6ulYEqXDuYq6GlFVDZ3peLp4SnwU+eTzT2hMw8g3NK7Biw6+JECUQCsLGICCJjINccMiXDh3Ee9qJs0EEYO3jocHDwiuw3tHF/osK0sklyMjknZ7KaoZPISAK0EFMbBYLBg1FWdPn+Pf/vf/lrFMGVUjFvtLJApe9L3cuH6Tt998h8ePH3O4OGC6PcVaS5Cgxzj1OAx1XTOajBlPR1R1fQxkYM3g8YEVG6Qr2oIxK49V+bXiCzLW4Cp/DAiV8ytmDxh5BT/GzITFlJu+IpErLNCzz+8Yo5rPpyN8rQEE5XyXvB3JJJy3WAcdiabRWUHhKPDxxx/z2vXX2Nk5xXK5HKRtzjm8dbo/jSWFyBuvvc5Hn3/C/mJvGF6brCbfBUka0e4UOCWRIRpc940hGZ1qNbznPN8qUvZBJAS99kK3fs6aAUQZYzIrq0Dq4GgfbzUQw40qtuqK8XjMVqt+r73He8Q+ElodUJuCaHOeHDYKMWTW0ViMK+EIK6ApIpq4loR+Geh7BYmjqmZ3vI0cJW5evcGv3n2Xq1eucerUKXZ3T3N4eMh0vM3v/ukPLBYt3WKpLKdI9uvp9ZpSovYjtmczDh4fcPb0GQ2E8JLTJHV7QHDZLyNlQccIkoLCcGewLksznf6+GOHp/hMmkwnT8UQZUNsS+56ehBiLbRznts5z5txpLl26xKsvv8KtP37M5598zv1vv+PpgyfkMMa8PyC1kQd37vPo8QO+uf8l566e48svv+att97ipZdvcv78eaazmQ4HLoEzZX8eO3uLtO/59eMMkD7xpUuXeO2115j48eqytRB7cD82C2hTm9rUL7Y2AGhTm3pBVXklVYj8v+y9SZNkV3bf+bvDG3yKiIwxB2QCmUgUxiJqAGtgl4ySTCst2S2uqldaaE2jmVYyfQPpK2gvM63aus2a3eoW2RyqWEBhqkIVEkgAiRxjjnAPH957d+jFuc/dI4FiVYsSUU3GgXl6IAZ3f4M/P/97/sN4NuX49Ij9/X32DvcgNr2zAAAgAElEQVQ5OztDa5jMpvT7XdYH60ymZ4wnE4LRDC6t0vg6ucCRjBBa16LW381DCitd1OL/U6IKrQpBJfc4Lf9DdI4st5xNZygjOoRLq+sYMmrv0N6gPGiv0LZ9IZGYMuglvT6ILkNHVDRzKhbBo0wkBBGat2GdQpNReBqywuC9NOcmN5RFDmjG0xFnZ0M21jZoKs9oNuQsagptRXjsPbWvwUaCcgn8pIDX5FxHiOx/doBWktQ+m1Ws9AdMp1NcWdPv9Tg6OJQmXyt0NBjagFcWNEMfUDrDKCv5KNOKQdljfX0TrwLdQRerM/zMYU1GqB11VWO14Wtfu8277/+Uk/Hx3EiCIEL7WTOj6BSUpabsl2SdHLQ4vKkQJC9JK6LWMqlZnvYE5AX+mgZLHOzOA6C5HijRm1SIQqH0YoKgMUTlE+MtJg0YKB/xUQJqFOBUwKmavMyxXYuyYtBAej7JlxGtRPv8ES9gMle4mePeo/ucVWOC8TQ4GhzaGJTR8zBOgNmsZmfnCmsra3RsiVUWjcbHCFHAiLYKrS1aS2PvQxDXNQMxmjm1r6VrhhhpQpNCfgXM+eSW5p3Hu0iR5TjnqWcywWw1SSYTV0MXGznvnKeum/nb0BhNpkvKnZLZrGJyNmV6NqaaNbjg8XUtUyET0TqAthgD3iDBqVoRVaSqplifobU4KBIU62sbPP/cLW5cuc4rz79CJytYGayhgNFwzFF1SLfscfv6bTb66xzVR1TNBO/E0bAwNk2aIiE4TJbTKXscNUcMBoO/YSqi5fjKUgoRhQ8JsCXdizFanOIQU46NjQ3qumY8HkOM5Mai84zoA7Vv0EVBEyp8DKxurvDN73yDm7ee49atO9y98xE/f+cD9p/scnw4lv2aspZCgFAFqtOaB9OHHO8Nefz5Hi+/us/Lr8o0qL+6QlFk4tIXE0XvqSlQSPRHSCYHT5dPU/N28urVfMqsPHSLLld2ribwo2jqZh60apLWi/bvn9qXF3VRF/X/37rIAbqoi0oVnHyynvuwTELhJwdP+OnP3uFnd97nzucf8vnhA6ZMKVYzqjhDFeC0Y9yMaZQj5opgAl47ooki8k2OrYHkAIY0o9qk1EwtN0Xi6LfCfUgCdhFPmzlXjfQoAWU0/ZUeo/EZSmnW1i7x13/1Y3zjsDrDGIvRGqUlrFElEbQ4g6VMILQ8B2p+jyK5mrXJ7bLKXjczgncimg4RYyxlUUoeCwZrDGVR0ul00NZQ5Ia8k5OVhmADTjeELKBKTcg8zvrUjDtqapzyOO3w2uNNwOuA1w3BBibNmCrOKFdLTGnorXUpV7rYjoSKeiIuOJyXFfzCZhS2Q6YyZuMZzaQmVyWF7VDVNR9+8hGPDh5ycLrP3sk+z1y/AiailRyLrc0NDo8O2Nvfo5pNQcnETUXFrJ6w/dwOqqPwJuBUQ9CRYALBRCKO2js5RlqmbCFGsSMPcoxr1yTqF/gQhMoV41woX3Y6kjOl1DmbZaU1VhtKndFMa/KiQ5YVTCYztNKUpmR6PEbNAlfXtolTz/h4RK/oE73m6GiEj54zP2Sw2Wd1c42ooWrqFFulJKQ0KKzOcFWDAnJrca7G+wZFwDUNnUGfmy88L65xRtHplUyrGd1ej0BgMpnS7ffpdDp4F7h/7x6T8ZRrz1xlXE9QmUz2Qgy4uiF6T54ZOkVO3VQQI1pHDAGVLJtl/uOpXU3lG+qmwTWOpnF4Fwg+9cUOCJBjsRhMMtKgkSlnrBzaK2mUW2tt74VK6APONWhtKMqc7qBLf7VPb6VHZ1BSdkuKTKZcYrrgCT7KVNdA3snorHYIxrO9s8nG2iV++If/M//09/4prz37Kl+78SLdokeelZKh1UQynZORQQPGK25ev8mf/G//O+srlzjZP2Cl30d5h1WKaTWhUYEXXn6J0ekQguI7b3yPQX9AbiRDR9uWQqmJRhGNkc7eGMkwUlrypNKELV0BkLNVcqJUUBgMRrWZPUl/pOR8VkYt0SgtZadk59plXnrtZbYub9NfG+Dw1KHCuYbEbsOWGaFSUCmaYcP+3gmPPn/M/c8esPd4n6ODI1SUcOlut4si0jgnU6tk3qCsZDi1OU5KCbj3LhCdp8zlvR9dxM2CGFyYAh00bur4Zz/4Z6z31tBKyyTQ2GSSIoYQAjSZX3NRy1/8mvHTRV3URf1W1uPHjy8A0EVdVEtxO6ePaMEBMJlNuP/oAY8PnjBpJtK4FxFyRcySQ5VNK/kGSF/L9xKlx2gRqCdaU0IYKK3mlCeVkJdmIVBWczpSWqFNTbn8TF6zDw5jNZ5kK6wUeZ5x985djo6OUSZl/yjVWmkJDU8BKkiWSZSpglYyqVBp6gSSbaKI+OgSGPLJSU2jk9bGmAxrMzIrYal5nlOWJWVZsrKyQtkpKToFtrCSi5P2VbSi2/EqiPMYnpCoTVGJDbKL4uYmrm4Or5zMGaInaC9DgeRgFdN2Kg1aCY1Lpk2B0IhWp8g69Lp9OmWPLM+YNlNmfsbp6IThyQnr6xuoACYBwX5/wHg04v79e5yMTuj1+vjgcM6zfW2HcRhTBwlajcmBzRgBgdpYSZo3FpNEITqknBWlsUbyR6wRS26r5D43GWVWUNiC3GToqDBIeKbc0tdBEWcBo1NziiLTllznGAw5GdbB4eN9/KSm313BOahmNbYoMKXBZTXdtQ5Fp8QTwC/CVIP3KAw6pGX3GIlRjlXwnhAiKlp63S4vvvISPnh6vT6zekaeZSil6XY7YrQQwxzX13XDcDjk4eOHFIMuUQm9U0WFTtoLHRTBN9g2YDRCDAHvG+raUddVskI3c3t470PKBgLlJURYR2nkCQJ8QgodDV4a5BaIxrC4hRjEPISQMk0DQUkYa4htgLGYvhfGUmgJC85sBhiy3DJYW2F9Z53BpQFlt2BldYVu3uHl519js7tO5gu6usT75KwXlABjr4guoJ2SoFCTMzw+Ze/JEyaziVD+gsNag9cR3bGsb67jak+37PH6a7+D1RYd9HxySJqQSmyOThNJxDgjBbKi2sBcuclikBat1dJ/y81/VIoYU36QavOF0qKNBm0N6xvr7Fy9wrVrV9na2sIWllkzY1ZXhCa5JcRMppQuUI3HHOzucXxyyvHREbPplMlkilKQWUueyXuKGKlqMSfxweMbeU8GJ77ZVkuQaTWpmE0qTDR0sy7T0Yyjg2P63QGvvfQaG6sbWGUx2n5B4wmLaesF1rmoi/r7UxcA6KIuCqGltKL+eaUPu7px3Ln7EQ92H3B0ekhQnrxbYHOTJjeRLH1wGmO+9P7p27KgvXWKEmCj588d5xMYEddLI9Nmu6Q8Ek0Sqge0NRIaaC0RcfMaDofcuXuH2AIeg+h7lPydboGY1vNFTaWEtgMye2opVj7ISnsIMsloRfDaGEwm922waFEUdDoder0evV6PtbU1Op0OnU5HhON6yRktTZRCFCV29K3Vd5CGNSKmBmHB3Q+ec1bgbQNLEt3PgY+WnJXMZvggzbrNMgb9Ht1elyzPcNGhjKJxjWQZVY5b128xKPuUtkirzxnrly7xZPcJdz66I82vCjjvWVtfpdfvUZQFpSmw2mJEzU9sAqEJhFoCZUPtJby1EpoWTprsUEVCBWEWCbNInIGqNcZZtDPYkKEaLbd6caNW6AZ0o+iXfeqZZzqtyW0HN3NMTyd0sg4rnT7D4yFlUdDr9DgejQTaGrj/8FO2rm/RG3TJsyIJw5+iDIUUbJqyU1RMGqQEikw0uNrz4tdeosxL1lbWOD09ZWVlldrVC/FRQjGDlQEbmxtkuWVWV5xNhsQAGZoy79AtOhRZjo5CwbNapm26bcETAFTBgDLEJoEVh9yCiIJien2tlixET4hewKuXm/fCk2xBT4hBmmkCIXhibGmpMXHC0o5INvaKiHIClrWyBB9pag8KVtZWWN+4BFnScmmDDppb155no7eOm3pxXExgSwUBn9EFaOLcwTHLc1ZWVvjw4zucnY3wIeCCw6uIymCwvkqnLKirhp3NbV558eXkeq7RSmOWpobRMNekKc3ckOPLbP6Xbdd/VUVavVqazCEejlprrLFk1rI6WGFra4srV6+yc3mHre0t1tfXycuMqBTTs5k4WypIFnYQI5PRiP2HT/js3ifsPX7M6OiE6dmE2DgypSmzgk6WM5lMCTGmhYRMJtlBERt532lliU6uE672zGYzClvw/M3n+frXXiPTRo7NU3EHT9NNL+qiLurvTz1+/PhCA3RRF1UUC7vTumqE3qShrh2HR/s8fPyA0/Ew2dgmeoQNuOjlg9+YeXjpl31oLjt3PW1hvByo2rqezfNdWqdktXDEUsDT/Uj7wd00DZ1OB4InhMCzzz6LMYbaV2iv8EkHhAasXpgiJPcx0VFEdJApkNjGKVx0+ODw+HkOkFj5tjKbBajTWiyyi6Kg2+2KI1qep4wUeeFN0yz2iT/fYM1BTghzHn704dzPYlw4OhEUwfs5G1/cvlqtivxeURTiwBWYT6eMMYQgAvmimxF8RiRQ6pJut0teFkSviMGzu7vLs9dv8M1vfpP3fv4zDk8P2dzYouyV5J2MvYNdohWDBWtF2G/zTPYRYuuc55ZOLlOWPM/Jc0tWFlhr6Rb9tPGiDVMYstxQ5OKS1yl78+8rHVEYIl6cwfBkif742f0H7B7sMxgMOD4+5jSc8tyVa3zjldegEVAzOjvjZDrFdAru7z7G/dizstIjL+w5cB4Rkw0xQvAiotdAFFDaAvygxfDg9OyUzx/c45uvf4sm1LK/k1HBeDwW8GuzZEce2Vrf4NvffINnnn2Gn7z914xmZ4zHY9ywwlsnQakGrLK4qiboRBEkyLRv6b2UZ6Uc+wRWYhpuErVMcpbBc7ot29gHvEwy0lQnkKZI6fwxqLlxxdNujCqCr9t8KiOA1wmwbypHNa0YNUOCClTMKCgYnoxgXQkly3u0USgE8IcQEmVPie4O8DFw9epVXnnlFe4//BxrYOoc9WzMpbUNNjY2xLZ7UrGysiILL0F/iWZl8fp1ogFGGTb/V5ciSAZS2jcEJyYtyQZcG8OsmmGV0FO3rm6xfWWHV157hV/+8kM++uBjfvbmzzl4ss/BwQExeNHREWgqMZSZHk/5aPgxR0/2+PjDOzz77A1eTDlC29d2BAwbTYYElgYX0iRQrmkGhTY549GE6dmUtdVVXvzaS9x87jk0AhCXIc6yG+MF+Lmoi/r7WxcA6KIuKlWT3JySKRd7B7vc/ewuo+kINHT6HXTHgFkEauokUG9FubIiqub37fdQKjXu7bBCz5GMUuLUhGnBgEkuaOkxvXR0MQotqQ0sjDImwlq7aFzTYzrn2NjYYDAYsH9SQQAT1PwxdBBhvI7SJEio5MK6N7b6oyjUt0hAWwE3WZZhjEmUuwZlRVfR0rQMmkxbCptTZoU8RyA5UqWv020OaloHsxAEFIVFQzt3bIpa6EghENOEiNbxbE7PWthnC1iQ/ZrZTGguxhA1Al4RfYQLAWs0prDYqPF4CVWlRAHdbhfvPbdu3eaNN97gT/+f/8Lx4RH9psd4b8rm5iZKRXTSHthosd6KmB949fZtOr0OKysrrK6u0un36HQK8jzH2hwVNFrGc3OgYzNNkXfIcnMO+LT3qJBCTgNojy0y6rPI5KRikK/g8oBdybj57G2KrMuVq5vifNfpcGNthZPpGZ89uc9gMKDf74JN0w4VUHqxD7XWRJ3yp9SiV44pA0fbNGFRkY8//Zjf/d3fZTQZ0R10hFpqNUXKU2mP8bSuiNFjMsv1q9dZX13j8ePH3L17l/uPHjA+m1CrSjKHdKTT64o2ioiOkk/kYkjuHckCDgSELL0P238bJ65roWVumZZ6KjqWkM5D/Nyab25YITPQlLtFlHOvBUBBQdRkJiPW4jioMRRWE7THVQ3DkxHTZkrRy3A+kGnLdDzFKItRgVxluKZO7o6gvAS/Bh+Tu5044UUNr3/zG/wvf/K/ilZKK5SxbF3e4dKlSzx68pCmaVhbXRV3PZOhohGaH0+xt0JMPigx0du+KHE5p275GyZAgYhp91PaN+IqadCIls1rv3DsM5pup0NvtYcqDavrazx77Tp3f/kx77//Pg8ePGA6ruYnWnuZVB5O9oecHQ/Zv/+E3XuPOXiwx9Vb17n92kvYXo4uknOhE3BplSGzltHxCK0sKsDayhrP3XiWm8/eYlD0qKqablHOt+fXWWpf1EVd1N+fugBAF3VRtFkjsqoNcHRyyOcPP+fBo/uYMiMrMkypUVbRUMuHuQatzRcoJH/T6uEXaSXh3PdMIs8vAyCHF3E2qu2Rz31QtzbPWZbNLX+DCxRFwZUrV3hyuEv0CjwYJ2GZ0WuilWwgndzKQghol/odEWQQlExctBUdS5Zl0oDPt0HPgcfyNi5PE9rfbW2K50AnSqilbxKlx3uxGU40uHaq0+YbtdSrRRNKosCRVvpbMJS0D+n5nXMCNjJxuJI8Ho9RFpsp6tAQ0BACjWuoqgpvPbawFLbAYDg9PaXMC37v935A1dR8+Mkdik7OTp7jG0cnL1hZWWFjY4PNnW22tjZYW79Et9thPB6T5zlFt0OeW7Q1SZNlUInmpZUVSmV7TDHYYLHOzm3Kz99sohCKhquuGk6fjDh8dMRsVDOrpxRZzqDs0e/0iGm6MFhbpRj0+OW9j3j45CHrm5cwRaSJlUzmghhwyGREGlyZ/ogeixSeqqNk3igrjaYKise7jxnPxuioGQwGNLMGqzOKrGA2m+G9FwczW1K5Gb72ROfZXt2mqzpcKte4de0WJ8NTjk6PODo5ZDge0Zz5pAcTnKtVRqaFZqW0IjQBlYJ4FTHZJYdE9QziLthqw77kVtXpfNIaHST/SPkFoBZXOKFhhhDEaS9GUev5SBYz6sbRNPLeUyiiR1zj3BRdKLq9ksZFvPKMh2NCE3BVIFqZWMj0NaSnSfAtJgqsgbNqwuVnrlH2e4zGp6hcs7m9zdaVbYxR+Ebe/wLGFTqz2GhxoRbKG5zPzwkRpSQA92/T8usoE+RASCItkEBa0cOpKNNknWcYcuq6nlugFyslt1+9zbM717j1/HO88OptPvrlh3zwwQd8evcTqolouUAWRLyHUMPh5Izx6R0Onhxx6f1L3HvwkM1rO9y+dYvt7W2KrITY4GtHM3EYMnKbcXlrm+eevcXW5iZGZ8QI3aI8Bw6XF5Eu6qIu6u93XQCgi7qo5CyltCYSODo+4qNPPmJ3/zE6U5gMlA1ErQjRE7WIzlvem0yMlmkT7ePGcx+oYnawWGuVr1vL6QCYOe1LkVzCSBQ1LZMPAVtihiD2xtIEO19Tlh3Ozs7Iy4KmadBacfPZm7z1zttiI+yCNK06ygq4kQYII48hKfdi3xw1xNT0ZnmOsRqTJk1C09Fi8WzFTlchQYpGL1FKoqyYq0R/8z4FVKabdw4fBPT44PAuCn0oyIp7aOUXQS32UZrwxKBQyTFNa03wHt9m46TvqTSdk4yW1MCDiL1VxOhIUGJYoGj3iU5UNpkWGQynBycoJfkuN649w//0B/8j+8f7BBXY2NgiTAN6SbskfWtEOw3jwPZgOx1rRagcbiwOajFRB4usK8+tlwBjI05yTrtkXiEnUGukMbfTVhqbaUajMfWowY89larQ1rK5usX25hVMdJwNR2AioWm48/P3ePu9tzmbjOhvDFC6IToP3rEMyAWktm6BLTXOz0GQMiLaN5noJ8bVGbuHT7h+5QY+JmMR1DzLpwXF1hqs7VPXNXVVMdo7xWrLlUtXuLZ5lVldc3RyyOO9XU6Gx3z+4D4uOhrvBGh4J4YZaTLZzTtpX8Rk4S3Tophytlob8djaxy9p8aJCJhhxAW7EhXEBtEMUKmhEXOKCX0yBTNA4J1oT36QMMLSYdDgvNNYmsrI6kCyhqGQqNJ4yG4uFfEjZYfMFBZL8SiUwZxXGWqIKvPDibd58/y06vYKrN59B55qz8ZgYI6srK+zs7Mytx7XWJF+F+fVn/jzt4kG61tDSYGEx/Ynx1wKCqMQiXxGSjlAnAC1bEYNMq11oUDagC4NTkVnTUOQF/aJLrgy91S7bz+zw4qtf4+XXX+W9d9/l4zt3OT445OjgmHoSziG1euZ59GCX3f19Pn30iGvPXuPRSw+5efMmWxvbrK6usjpYpd/t8szlZxgMBuxsb7PSX5OAgYTl1Xy/X2h+Luqi/qHVBQC6qIsiUX2Auplx/9F9Pr33KR7P1pUtTidDcX9yTgIhM4UxGeg4nxy19as+RJe/vzwZUaqljiQP7ERNkawLNc9fATAJfEh8jEaH1OQhzWqWZYQgOSEyNYlsbW3J18nml6DF4cyL/kYpiC5pPBLNTGmhoQUViTqQdS3aWqzWwjjyEY8nMxlGW3x0X1hVb2tZ8+Sc2FLXdU1d1xIUGwIxmSCE0FLY0nSobQaXJkzt5CcmLqGKifaynPa+NDHRWpPnkvcS0s+MFsjWhIYYgwC7KNlB1mryXCh+TdPQVA0Az12/we7BPk92d7l87Qr9tRUe7T6S6UMVJVskEQCVAWssNpPX5sc+NeCyT4w2lJkEpuZ5zsnoLNlk63MNmXdOgj+XtTlfMllzXjM5nTIb1zSzQFQNZbegyHLKLKeeeQKRtZUV9k4O+MWdXzAcD7l64yoxD4ynp0v6qpioYYEYPT5GjDYEtTSFiQmIRUXUAZsbXAjEOrB/tM8Lz3+NWT2jm/WIPjCb1fS7fbTWnJ2dMZvNyHKbzAwUJlriLDI5m4i1tYKe7XP7mR5Bwatfe41pXXE6HHJ8esLhySGnoyHj8Zimqch8Or5KbMhl8hdFu6QUNrMplyeeOy8MiqA0xrT2yUr0KyYkmqqCAJ6GiIHoFvozLxObGJLTnDYYlUCjF8dCbcSyfjqbJpMGj8fQzCq8j4QUZCtOaG02j7wXZRCsktlGoOgWnFVnvPDKC7z3yc/IBzmXttc5OTlmmvJ5VgcD1tbWRIcUAtin3otywixWaEKU6dCvADq/yTSkncouJmyLYF8f5RfyrORsMiY2il6vR7dfMKkiTV1zMnWsdQdMmhGNdqxe3uBb2+tce+46d3/5EQ/vP+Kdn77L/u4uh3snRAdWq+Q+CHUVqA+G/HI45OG9R6yvr3Pr2ed449vf4Qc/+AGvvPQy21uXGXR7gNCcp7NGaJ9RTG5k6h++YILQvr8uANFFXdTfz7oAQBd1UYhmxljNz37xAR/d/YhOv8O0GTMcn2IKQzRpUmBsSnkXioe4xy0CTNt+YblvkA/YdvV50YCBNBkSTNk2QNJQBCc5JC5NY2AxQVJzqgmyEh8UnW6X2lV0+505Zcx7z82bN7FKs35pg8PhAcoGptMJm1e2mEzHYn0cHEWnJNOGJniqukJpTX91QH+1x6yZpW1KtLOkR3LOiS5Di3GTd1EMnJI2wrtIXbXUvEBTe1yTmsakeQnBpR2m0VHoSgGdmsu0/5RNmiexYNYRyWgJSF5LDOKqFjXW5ETjxcELjc0yZtVEtEs6w9hMjoFeuGM55yjLDBRoLN1+j8zmqJmi7JREE9jf30fFyPbmFvV0Rh0bemWH6DRWKXSA2qegTWMkaDEIiDS5mdPG2vBKHTTUkaqZkedWLInxtNlLC/1YalJpRflBtFRqQfObTqdohAY1Gg4pXEGIjvF4TF3POBsPuXLlMsfDA/7yx3/Jk/1HrO+sUw46HI2P8MqjtZqDvpCMCuZufT41t9ZgVMB7oYVpZYV+RUBlEV1onuw9pnYVnU6X4ckpO+uXMTQ458CLqYG2muCF6miURfnkFm/FztqFkNzaRJNT6AJTZHQ3e2xvXsbHQFVNGY/HTKdT7t97wHB4QuMb8jzndHKCMhGdGZpkAJIn98G6rtnY3ODJkyeUeUFIVnch6ZMIrZGGnYfxthoorUHZZKuukjYnGRW4uqGaVERlxBpeaxrvaGaOOtQcHZ7Q63SwWc7Z2YSz0zO6uotzAecCmpgWVkyStgWigSwvsDZAYbA2x+vA+s4lBusD6lgzHA8ptWU8HPHiiy/Or2VZnlN7J+B+2dp5yRwERPd07uf/FaVabaJOro3JJj8p8KiaGVlmAC3XkkaolcpqApFhM0Z3LKawsgjiYGVnnVcH3+CF117hxvM3+fl7P+fn737A0f4Bs9EUVzVyvdRRLpt1ZLR/yujglLPjEb4Widjh7gHf++7vsbW5Kc5zNsOW2TwkOc8szgesXaQRhxDOOVX+9wZALSV4mYLdNGLG89sAwOq6Js/zc6+lpVprrRPbQK5HVVWJEQ9wenrK6uoqzjmxKk+LhS1du65rWpOar7qqqqIohDnRure2Zj1fcIjli1qx5am5cwKq22P5axcRLgD2V1YXAOiiLgoBKbNqymg0xEUHiR5FpsSBKq1wRpUcm74kFOLLdEDLX7cfEudW9FVyflV6kU6uUm5QTPqLRFdpU9DnDmoq0Ve0muuC5LlaOosAja2tbY6Hx4QgzZHVGcGJE5ROhBffOKIPEt5oxebbKiOWvugknJaGZe6GpVr6nuHpWnbLarU97X37tfee4GLKWYnn/vbc109pjOK5/1dperNw1Xv688akEFG5pRVwo9BaDBEUAoSUUaggxg5eNeQ6xxpLU9eL45gQoOigAlolS+aIOGulexVA6ZRf40Xzo9HSLCZtBEElzBuJysl+VkKDEvtxeY5kBSE/T1OH6LxoWyJsru9wdHzM2dkZSmt0ZjkdnfDR3Smrax2+88a32Tt8zEeffMTw7IT+2oDOShenHS56lgH8F8/pOAdhSgZdS9MsNQfirnbkZcbR6Iio5dh2u13qevbl50eQ81T2XZg30cQ0RQxa7JTlnYM1rX27vJcaW9LL+zT9hleef4WqqjirRgynp5yMj3HKcVaN2Dve4/D4gDodw9HpGZnJiU3ElgU+BqIPaKMoTY5ShuA80+mU8WhCPZ2xMhiI0ULik+loCCpIqC1QTzh/UqsAACAASURBVGdkWUa5WjKZ1ZwMT6nCjP7GgM3NTZ4cPlkYh6Rm1xiDUYYYpAH0XsJwQ0CMVXKNsYZoFeNqwtbmNgdP9jg42WN1c5VLW6tM3ZhZPcaqHqurq6z0B3O6X3u++rjQ0p07rnLaLUwjvqTR/v/afP+63/9iIyjn3czLua+jRiuZwprSkgM2y3n19d/h2edu8Y3Xv8XHH37E3Q8/5eH9BxwfnzKbzVBBpt3aiI7xcPeAH5/+FY8fPuTtGzf44Ge/4PXXX+e73/0uN27coMgyWvwXY0w0Xvm6rmuUUvOp8ZflAv23ruVmGeDs7GxuNvPb0By3+2I6ndLtdgHmiyWz2Wz+PWB+jW+dQNvvtZRiECfOpmnmj/vbUMuvrV1AzLLsN/pbpRTj8Rit9dz1FAQ4tmDqon476wIAXdQ/+Gov2MPhkKOTYwJeKDMqoK3CKZd47SmANNHl5qWFMtRiIgE3579eBj/L0x8Aj0kP0U52JHlcRVmZFxcqIEhjLAJsaSKVQoTrOqJiO11qKS4WheeVl17mP//Z/03WyQjek5c5rqpbvTKgcJV88GdlRrfTISszola4ukFnrYPdMhVtMRFSEaHOpRtBRODBCYiM3ssEqHK42uNSHo6rPY1vhEIT06p3jNJoLmkUFta9ep75I885j1xsh2HzUnPAo8RmOIGfoAImpdYbI1bLZbfAYtBWUaoOJrOJfvg0sJLjrJRKgMfMLcRB6Hgs6ThgQWdULMBtElilV+0JeDw+nTNhfi/PG0V3Q5jnQOnWqi895snZEd448l6Gp+Z0UlG5KWfTU975+Xtcu3GFzz77mPuPPydmgY3NNXSvYNhMKDoWdxZTKx/P3VowqUyiGLbHA/lHaZXE9IpghBp6fHrEtJqSdQq6vS7jkwld21scF0j2xHqJ6rh41va3lJLw3RhTLo5pLblln2bRYK2hm3WopzV5lrN5aZP+Sp+bg5uoHIbVKQ92Hwh1L62wf/7ZfXRUHNsjYlSMRmOMVdSVo/EC9jNt6Bc9VstVjFI0VU1wQSibdUPTeKJvhArqJDfIhYjVGWUnZzNfF1vv6YThvRNWNlYoOzlWW/zM430j56BSBB/BWlABFZ2cOpnQ9lz0VK6m7HeoQs29R58xnA5Z314j2sj+7h7kMBtNeGbnGpubm4vJRbrmhODnGqD55YrFzg4wP4ZysFnozeaA/1eXUHDV/JSP8wUaFtfDCK0XnW7fE5DME0jH1CfHPSPmMpnBoLFWgY30+yv0On2MsRRln43tLT7/9HMefH6f0emxUBV9oNPp4FygmtZ89OHH3Pv0c+788iPefPNN3n/3Pb7//e/z+uuvc/36dWxmiF4a+zafbLlRB+bGHX8X1U59+v3+V/L8v66WJzXD4ZCVlRWyLGM6nc6jBZZfu7Vi4FIUBXUtGXJ1XbOysiKT5vT+L8vyy57u76xCCOemPK1xjrWWyWRyDuAt/85y9Xpyjauqaq4hzfN8HndxUb+ddQGALuqigEjgZDRkODrBFBavI9HE1uaIqANK2y/R+ASUkmZ2WV+wrNNobapbisN8+pOmOsTWheq8+1lri+19TIBIIXyzMNcsSQMuvz4HPkullObVV7/Of/mLP8NqQ50u9vWsRhkEkJgmvU4lVtFKLJwDnhiF3tZqBVrr5dZVrOX7n9foLDQ/7ba2+p/21k6BYrK9DiwsdJc1PiChp3J/Pv9FQNEXj+U5vZVuxeBigqCVwWQ6ZfFIPlFZllTTmtxmDLI+ZZljvQYPk8mEXBXzhtFgRBS/ZKk1n4i00zrScCfGFFYLES8TA9U2fpIv42knG0J3U0v3cl5GVEvTCp65YUcLxpXi8PSInWe2eXn2Ip/sfcbB3gPKXklmDE8OHvGf/+z/JEZHd1Cwvr1FvtplHCoUinLQYXx2en7fnQPvIZ1bixynmETzMSi0BqKn6OS42qF94PHeY9Zur2OM0F3IFvTOp88TFWRhIbQUv/lkSQB9+7syVYu44AmNwxPnjYaKkoGV2xwVhUb22eef8vnuPZ7sPWbr8jZra2u8/OpLXN26ilGW2WiKbyInJyecnJ1yNpkwOj1lNBoxm1bMZjMB8CFQzyqZxgY5l42yWGPQZQ55oHOp4PjgmNPjUyI6NYMSxNtERdEtKMoyAT4BJDqz6GBxdYULEZUprC5k0mYMWEX0Du9q1je2ef+X7/Hxp3ewpcYUmod7Dzg5O+Ly+jbD/ROuXLnC2tral74P/qbSc3DyX1ntOR7aRYZEcdVxvmAQY2s5vgA/Op0HWkFuMzmuyQDFRTGXiB6Uh9zYOTXpa1/7Gt/4nW+ioub+Z/f46MM7vPvWT/n44495/PhxmixIQ91O2h48eMDBwQGf3v2Ed999m+9853t897u/y8svv8r65iXKsjzXAC+fo+1j/Pcs7z3379+n1+threXSpUuMRiOUUucAxVdV7cJNux9aMAPwwQcfiNPokyfs7OyQ5/mcTtZ+1lVVNc//0lqzu7vLzs7OV7lJX1rj8XgOZNrzoY1AgF/N8GhzzowxaZq7oDQuXzcv6revLgDQRf2DL2stkcBwOKTxnsxmuOjQVvQNYv8bUclat50sqLiY5MSkJ1FL923zb9LqYkt1WBawA9SuwoMEb8YIWlbjY6JUkS6iyiRQ0DbfWlZVI0K7Ip6nbCilCES2t7e5tLLGcDwi4okuUs1qim6Brz2NrsmKnCwr5qt2vm7AgDU6Za4IEAmkJkcpdDBz0GaVBp8sgl1qUpVGBfnQ887ha1lBD41LrmMhmR8EmWy1NKO4cHsDFrbfczocgELHuGjdokbh0WruRzUPY4xLwDTLDWUnp9PvzlctjTE0dU1hM/r9AUVRYBuL9obK1+S2SFMfASxKGQEGabVb7JnlPImkVfQ012iP0BzY4GWCoxaNZ4xCrVJi9Xf+XrZ0KcBTNE8CgOS87K52yQcF/c0+a5t9DsY5umOICqrJjM8ff8b1G9fYurpF79KAxgSqpgYvlJ84d8drc4Dk9UStELMNmX6F1Lyi0uRHNoPgPP1Bl4MnR6x2V/n03ie8+tJrNN4lB74lwmiUc0IFcTmMMRI0kIJAY9KBodoGWmH14j1jgtBPhZ1qsMZyaW2d09EQk0m4rXOOn/zkJ7z/i3cYzc4ouiXXr1/n2Wdu0O8O6OV9slWD1bIybTKNi47QOGazGWdnE46Ojjg8OGY0GnF4eIh3jmomBh5VJVbpdV3jqprT+gQVYbC6AsCsrqmaGpUpet0e3W4XmxmaJsh7yoqjIES0NQQTyIoMZbQ0W0oWKbLCEkOXh7uPePeDdzkcHtDfGHAyPmQyG5J3DVU9IYTAlZ0dukWJrxchw8pIQGh7uVBP9WHtMVFhAbiXBqf8BviJ0E405wMkMXOJIcwnlQsgtJjoLt9rrcDrFGDqU9aXACCSf0usYW2wws1nb/LCc7cwWEbjEQe7B3zws5/z1z/6CX/+53/G3bt3OTw8xDVVGiIbYvQ4V3N4fMBf/mift999h//rv/wf/P7v/xO+9a1v8b3vfY+1tbV589sutBhjfmMa1N+m/uRP/oQf/vCHHB0d8e1vf5s//dM/ZTAYAPzKCcTfZbXvPeccMcb54tHx8TH/9t/+W/7Tf/pPdDod/s2/+Tf88R//8Xw/zmYzlFIURcG///f/nj/+4z8G4Otf/zp/8Rd/QafT4fT0lI2Nja9s22DxmTmbzej1enPAc3h4SFFIvMHfVP1+H+/9XCvVxlIsP/ZF/XbWBQC6qIsCZtWMk5Nj4exmIti0RSYOZ1oMDwRwBJSyc41N21yTKCfLtxYAWWvP0SuWBZOBiIlGGr9ERZmrW1Q7VWppVylkUKv5Ctwcj8H8++0kKKbpUGEzrl+/zjvvv0s00NQe3wSssjjniVnEKE1mZPqDDzR4NBaTplAxRNHMJPJ8K6QOPiZpRJg36S0PXKl2SqTmHxDL0x/ZBk0MjbjsBVKOT0u1W+wn2aDz2iL5vfNUteWaT+F0BKUxmaboduivrjAY9CiKIh0X0YT0iz7dsjvfhm7Zw/QNVMwnO0ILSoYGYqibALDouTwJn6o0OSQQlUygtNZopZPhQUxuX1H0LtomQHX+vtXPGJWR2fMTRACvHYdnB9x550MePH5EtJGVrRXGszGRyGB9wLXLm1y5cpnB+grByKTRmIw4CxwPj79EoSPgseVOzVcx41JD28qVUk5UVuagIza37O7uMp1OUEZ9aQN5/vgJ1dTj0/OkAx1kH6oobnhzHVpaRbZai0ZCG5pKJjb9Tl+AQ2kZjUZUVcVKfwBagKBRltzk+JnHeY+N8pyj0RlKyT7p2C7dSz02VjZ59mpN1TRYa5nNas7OzhgORwyHQ05PTxkOh9TTGfc+u4urK/AaH8Fklsxk2DyiO4qyWxDTeWzzjLwsxKo6gM40qsjQmcHFQOVrWSxRmqihiTU/fvPHPD54gikslZtyejak0ysxhWb38z02exvs7OxgjKGqGqzN5vtZa32eG/ol9bdZoZbDtQh+jkvAXa4/Ymii0hQo4sXEpAXTUROmTpzzfEQHmfwZIAVRcXJ8yObqBtcu73Dj6lVMUl+tdHr0rpfsbGzx4gsv8cYb3+Ltt98W8Pv++zx68pjZTAxcnGvwviEEGI3GYrO++4S//NFf8P777/PCCy/wO7/zOzz33HNz8PF3Vb1ej5OTE0AAjzFmDnx+GwwCWhqetXZOFwS5Lrz33nuUZcl0OhUzliUw0TpwLv+NUoqTk5P5Pv6qwQ8sqIfta4ox8otf/IJ/9+/+HU3TMBwOz7MKlq6/SimuXr3KzZs3uX37Njdu3ODWrVvzx9rb22Nra+ur2bCL+rV1AYAu6qKAg4MDTk5OKEpxCat8RVH0mTRjrDJpdRyi/uJbpgVAyxS4p0HQ0/S4udlB+ntx/5LV39YTrqUfqTZvKNFMoompQdWJv898ZV54/4umNSAi669//ev8/JcfoHONS7kj1lrqSU3esedcj2IIYgARAniIemE9/TQAamkiQekEYMQm27mAUgJqYhTHrLpuqGsJjPRecn5a6ptMuxYaIDETWFBR5Iv2+6QeWTKIfpUjz3yfG43SmqLI6fV6rK4OWFlbpSgKlIIsy6mnM0pdUlUV9+/fR80Uz23fpGu6SZ+TlsTjApDKsMek6U8UaU+iMkYV5tS20NLcED2PUNx0on2JFTTBfOnrb7dfGyMOamhc45hOJ+KC5sf88sHP+OTxJ5xVU4peCSaADnR6HdbXV7j6zDP0B120jZKnEzx1qKhcQ4x+8bwRdAL16QWk7WmNJWSlXy+JShQQjCEQ6XS7NN4zrWYcHh7S3e6J+9fiKebHSkWVjr/QS2Nr9qDaxp25X0WITmiY6T2TG0tmxCSB1OQPVvoMVlbYP9lDe0VdV3NNgs2zFPKqKLIyWZUrlNN0ioJ+t0fTVMzqBt8IKMpMTtnrgBb6Zq+MXFpZI15R+HTON01D9A17u4948OBzPr7zKQ8ePGAym5CVGZd2LrG2s8rUTahihQsN/aJHWeYEFXHRk2UWryJeB3HfsxplNTNfsb+/y4Pd+zzefSRW49SMRqO5pfdkNkZrWF9bn+t/vPfkZZem8ZCcuiB+YfrzdP1tTBBaBZkAd5kYKi3GIMz1gQtrexVbq/WkD3Ie40lhz3IOpvUDYoisdHs8/+xzvHj7BTGqIOKDFxv1NGF48cUXuHXrOb75zW/y3e9/j5/85Cf86Ed/yYcffsh4KhM913hQkBeyiPDZZ5/yyd1P+eUHH3L79m2+853v8MYbb/Dqq69y48aNOf3sy1zA/ltWS5EGGAwG5zQxdV3PXdW+qlq+vrYubjFGVldXuXz5Mnfv3gWgLMs50GkX/bz3dDqdORhvF8Taxx2NRr92wvLfu1oAtGx8sbu7y3/4D//hC7/7ZQDIOcdgMCDLMpxzvPDCC/zhH/4hf/AHf8Dt27cvKHC/xXUBgC7qH3z5KPqfs+mIzqCbJhZCQ4l1onjESEhr/vPQ0tafS4XFB/pTgKcFO2093VS0P9OpsY9R8mqktW+bwEUQqFItBQyhKynJDgqhpVmd5yfrGOj1erz44ot0ez10FhnNzsRwwUAVGkrbkQ8nIiE4oc6k5/TOgTWYoMFHTJRpWNQK45WYN/hAUI4YLSG4dDNIJqmeO745V9M0Fc41NLFJ+g+SbTZzly0VWpF0og8kq+GY9lNY2p/tFAIVhDnYfi/OhzBYZVFGkduCXt6l3+mz0hlQFOKy1ISIwlA3DcOjQ/YfHxDHnhDg8qXLdLOuTJmS7imEgFMeFxq0l/DXdrlazS3N07TsXOeZtle1uh6hegUdz/ONlFght9PAGCPOeGbUzCYzDg4Pebj7kEePHnE4PISyYhandPo9vAmcjc6IJtBd7dBf7eNUpPIOjQVr8VXNZDzF155eOWBWn6XpTnvWLWiWyx/0c42SXpyzbXhrExo6/Q7jkwmdTofDk2NuXLkhzneh3Q+LbQyIsyKx1Y8sqCJGoklpD3pWdIRS6b0E7WYZ2lpx7CPQNBV5pyQvM1mwqMW2vrPSpbfWo3aes+EJ49mYDb+B1gblwFU1dZT3QNCywGHzDIMlxkhVVTgngMhHiG7BPpXQVE3jI5e213jm5hW+94++z71793nzrbf48JM7zGJNFRwmy2FSE50hK7rktjPXNJnMUPkpymkwmjwzqNxwOjriw88/4qfv/5TL13cw2vBw95BpdUZvtcvx6QHHp8dcW7/G6mCNlf6qOBMGRaYzsdYPTnSLS6fgOUJO1GmCJyBXP9WoPX3t+rISNury9FXNp4LLIEdc3s4vaLQ0uAybDBDSxDEK/S02QqfdvrTF1ctXKE2JAqpZRVGWEDWuqsgLAQhZnvPMM8+wsbWZVuOf4Uc/+hFvvf1TiqJgf3+fuq5wLoj5RKrd3V1OT0+5d+8e77zzDt///vf5/d//fV5//fW/k9X76XRKURRUVUWMkb29Pba3twG+cvADaaEs0buenkidnJzMgU270NVO7JeB4+npKZ1Oh+l0SlmWnJ2d0e/3v3LwA4vXWdc1s9mMwWAwP+7dbpfpdAp8+Wd7+zuj0QiA9fV13nrrLd566y3+43/8j/zrf/2v+Rf/4l98BVt1Ub9JXQCgi/oHXTHpeh7sPsARiVaLUUDWoao9mS0T9UooapByWDTzplUpIyYBra4jtkJ+hC5FxMcgmoilCdGcCuckZyQ4oZTFlDQPaRXUiUnBovGXVV2QqYOjpeEpTExhhCE9f5pQ9HpdXnr5Nm9/8C5ee1SpCVnE24ayf4nWMKCdWqgQ03RAcnfC3NBA7GbF3jMQbUDlRlbxgyMGR/ANrgEfKpRS1MnpzTlHExpcdLjQyLZG0N5gok420npBcwvt5GsJ1LXUGUArWQknrXaLBirtIaXJlSVXllh56qkjzjxdU6JWN+npLrnKqZqa4GYoZbBFRnelh5s1dC71+eu7f83x3gmXt6/QK3pcWltj49IGa4MVsjIjBFAzYKwwDryvkbQTjVWaaEKiQIa5ziYmIBCTTiwaT6NnYANGZ0QFzgUmdcNkNmXmPAcnx4zrGUenRxycHnNWjYlGmvXsiqEez1i7NKCpPY+ePCSEwI0bN9i5IrSoYtDD5jnBChhtaqjPHM1ZQ1NXKKcIEdH7mHZ1VsBeTJRK+TouaZzkDPQxUvuKqCOrg7W5YcfnDz7lW1//BsZYXF1DEKDjg4SrBmhzf8EpdFxY/kYWdMp20qK1WNUqa4lG443CZEpMLYwmaM/p5JTB5grD+pQnw13KtZKxmoAG01VUYUrjZ3SyDKU03W6P8WSCLxTeCA0xpsGnUPTkRWqVk1mTcoUcVXKFs8aSlT1OpkNqC40PDDml6Xq6O6sEFFFnRAdnp46N/hal77BWbkClsdqytrKKmkVmfkbUAW8iD/fu8cEnd3iw/wC7VfB4vCdgu7QUpsPweIj2lp3eDtP9KT/4Jz9gdDhhfX2d1e4KblrTzWQ1u81oaWsBhtqDqCWEiZa6uaDgLow/1FN/uyilwlzjdu6PWIi/TathVK0eaCl0Nyoshul4BFEz6PfxLnJ6coKKmktra/yj/+GfyKQx2fYXRX+O023eSc8qdvvGGvpZn+eff56NjQ3+8T/+p/zkJz/hnXfe4a/+6q/4+OM7HBwcMXNCjWub96qq2N3d5fj4mLt37/LWW2/xve99j1dffZVvf/vb7Ozs0O125wtYTSPX5GWK5/ya/ZuIp5aq2+2K6UYyqFlfX5/TyVrAMRqN5rSqllK2TElrm/jxeEye5/NQ7PbY13U9n8a0r7V9nS24AaG7TSaT+XPNZjPKspxT2dq/l4l+fc42uv1cs9bONTDt4//RH/0R3/rWt+h0OgwGA/r9/nx/tTbZBwcHbG5uzh3Ylk0J2m0DzmmM2mlZ60rX7quiKOYubL9Oh9NuezsFCiEwmUzm+zrGyL/8l/+Sf/Wv/hXD4XBOnW5twE9OTvjoo4/48z//c9577z3yPKeua9566y1++MMf8uabb/JHf/RHXLlyZf73RVHIAmPa9ov6aupiz1/UP/g6q8fUrqHxjrpphJevNDEafHCywh/10gppol0lKlTbLLVfn9OpwLkPiFYXs0yPayld7QRImrC0WsricZcnQfMOgETLC7IaH33KB2oxUtLmrK2t8MZ3fpcfv/NjKBRRRypfsXllm2AE0EUtugOVuEep7ZF/40JvpIOIuHVEjBuC6FhaEwR8wGuPIRkEuCCBkT41tdGJIxYhieH1YnPO3RYrxW1L8WXr0UqlPCOV6DPpg12jMEpTN2Jw0Mk7FDoj1p7qbIrtJSAXDK52RIS+5Z2j2+9z7dYz3Lj1HA/u3WfvbMzn+/eILpKZnF7ZoVOU9HWPGys3yJyIrU1mKVRGnpdk1qAMDN0En7bbh0BEQEDE47XnZLZP7abMZjWTyYTppGFSV9TO0URwRBocWbekv73KarnKzM04m03xvqGpHbuH+1RVRVCRTr+LJ1A1DYOyJBqNQ8B103ia2hM9mKCx0VAjGhulRItGOs5PTzBVe4JyfjI06A2oazE86PRKwhR29/fY29tjZ21HzieeckNSYgERkrW5odX/zH8sADkZBWgt4Exbg7IGbYxohBRpIomYhCATtWAiwXgBS8HR+JrPH9zj2uYVcdMLAa0zcW3KI1F5ee+EiEm6vTwrxDFuVss0qJH3bZkXkBdMqxmjs1M2r1xi//Qx733wC97/+QdMpjNWL22gVMbJ8SlP7u+iPOz0dthe32Jn/TJlXlCPZxwe7RHzSN41BAtP9h/y9s/e5meffIDu5ly5cZm9wz3qaYMi0NQVVlsMGjet2Bxscam/QafoiC28jzLdTXrClk72q2thJd9OG/Vv2MC3c88YZX5z/ieeVjMWWvpbMrkIYen6GKAaT8it7Ovx2ZRqMiMzOVcvX+PKlStLkyR9flIqL19e+1OTKmMMq6tCc/3n//yf89prr/H1r3+dN998k5/+9KfcuXOH4+Pj+cSitWiua9F6PXnyhIcPH/Luu+/y7rvv8o1vfIPXXnuN/5e9Nw+S5Ljvez+ZWVV9XzM7M3vM3otrKZBYQgJAiRAE0qJNRSiAF3qP0pMshSyblh2mZMtimJYjRNGyFUHasHxQQQVNHaYjSDvM50NhOUgESQVNiqCEJQASAKklgF3shcXuzt0zfVVVZr4/MrO6e3YBrASQUJjzAyZmp3umu7qquvr3ze/xW1xcpFarFbNsJhvsG2HMrlfdbpe5ubkCgEVRdE1T3Gg06PV6aK1pNpuMRiM2NzfpdDpjMCnEFGAI8uSrV6+ye/duwH0Wra2tsWvXLoBiHs/W1hZSSqrV6pQXplwuFwApvOeHQzf3qlqt3tAsnzRNqdfrvOMd7yiAWXj8EA60urrKrl27igS54IWC8ZDS8NrCgNVyuVwMZG02mwVgCtt/7tw5ZmdnX3WSXqlUYnFxkRMnTjjGMh577LIsK4a/RlHEc889x8c//nH+43/8j5w/fx4pJf/qX/2rIjBi//79gAtYmJ2d/UsTcf7dWjsAaKd2SjufTBRFGK0RkdOWm1yjrUZGovigdTN3/L+9qicAoPBhOOmNCQEAMO0RmqTR4+3Noa8i6OBlGxI/8FT4VkZap8EPqEEIhsMhrXqL48ePU6lUMLEgVhprLLVylVQNgwHEffm/dXIfxwwFB4uTbPkPMKxjDQwILRE6wmqFyV3TZaQLILA5aCscO5ADuXTsjrVFnPb2eOSpnwP6KrZi/F/whRAiwKUoJtuHFKxRliIj5eRNcUSmc/rDAXEpoVyqMlgd0t/so4RksDVgY22N5ReWEQbq1Qbzc3Nkw4x+PGDUH5CNcra6PTb1Jlf1Mo+9+HXyHPI8dYMnJa5JlwIrDJV6xe9LMwanUQDEFqkC0+aagVJcoVQu02q2UEnMnn172er3GaYDUpuxsbrB2voyoywlKkW0mw0ub11ilA7pdDp0Oh2SJCGKJbV6BanAokkz18in2RBtMicb3BbZvj2hcLK2R7o61lD4qNieX9lM2Bxtsba0yurqKvOt+bGUceL4Fs9hrQuGsG4bAXIzkQxoLSpSDnBHChkpN0NHueRFFw7i0LiUbthstC2MRPqV3RdffJHknjJRlJANhxg0KpIImyGsBa2x2jim1SpGwgGzOIogdgsVxuRkXhaXJIpWpc43v/l1Hn/6Uc6du0C5UqNRrdFb2yCOSxyYX+D/feD/5vE/fYwXzl7k6uVL3LT/EM12jbxaZjjagpLk6W89yakzz9LLB8hawoFDB1jdWufixYsklYQsHzkwNkipJ2UiqRhlA/Yf3U+n06FcGkc/FxHjEwsnL1/TDE84xNvXzQtuZ6xOdODTCuwU0ApvVn8uecBjwntbj88DYQwKQawSsiyj3+8Ty4jFxUWOHj7G7MzYJD9mgcdPMXUubnu9URQVze/x48c5fPgwd9xxB0899RSPPfYYn4L73AAAIABJREFUTzzxBM8//zyXL1+m1+sVza3WmtFoxFNPPcXp06d55JFHeOMb38idd97JiRMnuPPOO1lcXCxmB23fjj9vxXHMaDQqtjmwD3meF2wBOOYjHN9w+9LSEnNzc4xGo6nt0VoXfp0Afvr9PuVymV27dmGM4dKlS+zbt49erzcFEgaDAVpr4jguBvgCBduSZVnx7zBg+OUqPHYADmmaElL2ArBqtVoYY0iShH6/X8zRgfH8ofD5GoBQeAxjzBQbFO47ePDgn+9AvESFGO/toFQIUSTiBabo2LFjvP/97+f+++/nwx/+MP/jf/wPAD7+8Y8zOzvLP/kn/4Rms1mcJ3/ZBsJ+t9UOANqp7/qqV+oszO1mY2OD3miItcIzQGFSvXQMhhVuPocNkg+XcEQhl+Ga1S3gGgAUgFFYoVUqmmoMw99vbzav38w4/4yVAqHtBLDydwkBfh5LkiTceeednHr+WVKTEVViN/m8IQovB5ICQDh9vxtmWrxA32g6sDTeD8IoH2Vr0cKtQBth/BBK6+KuNZjcs0YWTDDT6+CSl152d+13t9YcvoviuxV4k75wUh0lXdqUdECT4Gfyr09EzgCtCQBVEauEZrXN/OwuJIKly469uHppmby/xsbSBgpBJBLiKCIRiYtKNxmp1bT27CLNnCQkN076ISInF7TSkHkQJ6VjhGQkEJFAyRghLdVSGSUkkVLEMiaSMbFULpEPuHj6Iki32ri+uUp/2KNWKbG4a5FGp8Zyf41yuYyUknq9Tq1WKyJ8lVKF1CJo3MMHOjAV17793JpsKqfmAPnzMOxfcM1Rs9km0opRkjFUA5ccJaVvfJ35ffL8vl5NSt98hh6x2h4uMpZ8Cn+iu9tc9LKUToKofFqjVJK4XGJ1fY0oVqhI0jcZI5OikhgJJEoiVYwK527u4uJdrLYGLHECqAgr8NKXTbrDNR5/4qtcXrlMs9lkz5499PtDButdZtozfN+b3kRFSe5685uQb34zMRG1pMrGYM1Z25Tly1/5Ii+uXmZ5fQWbCGJRJlMuVj1JIrJ8hDGGWILODCJyiwmJSrjl2C3u2AtZzFqZPG43IgG6HnPhWB3G14Gp+yb+jfWss8EWkMkNNraMPXsO61ofcOLfe8aClVQqNQa9Pv1+n0pS5uD+Qxw7doxObaZwXV5Tkxsl8LJkWSQ4FucnroFNkoRKpcKtt97KkSNHuOuuuzh58iRPPPEEjz/+OKdOneL8+fPF4M7hcIi1ln7fbdef/Mmf8I1vfIMvf/nLvP3tb+fee+/l1ltvZc+ePVOM/uT+u1EwZK0tUuDm5uaoVCrF3547d44//MM/5NSpU4xGI9rtNjMzM9x999289a1vLbwqSinSNC1AQABPQoiCwalWqwVj0ev1eP755/nDP/xDnnnmmWKhbteuXbzlLW/hrrvuusbvE9LgJmV/Abi9Up05c4ann36aZrNJo9HgzjvvBBwoS9OUdrvNl770pYL9KpVKHD9+nMFgQKPRwFpLr9cjiiIqlQpZljEYDGg2m1y+fJmnnnqK2dlZzp8/z9vf/nZGoxHz8/NTsr1XU5OAJVxPwwgFpVRxPQ37521vexvdbpevfvWrDIdDlpeX+Z3f+R0eeOAB3vzmNzMzM/Oqt2mnXn3tAKCd+q4vgYvjbF5t0r86cDNqTOSGGSYJ2urxiqOffxJAj5DO5G2sl41JD4qE8MEEwklSwhOJwJy4Bs6NupiWzk3WJJAKP8PkSqMoDPUumcw3LtInzOFW6EUkSUdDfviHf5jnfucM3V6XA3vm2er30HGGkC6hSYa5LUIUDWtYwA+3G2Gxyn2XGBQxWOnM7FphEeQBCAoKyYvWFm0MWrtBosJKrBu3ipsTEgIErGcDbGGwFiLIdAwuQsD4VWeLFQqEctEDQhX+GlSEkBHt2V0gBFGpTFKqkFSqSBWTW0hHOWkvpWRj5ltzzM/PM1o8xvr6OkuXlkEbzp45y6Dfp7cxYH1tg3yU+2bOogX085TcuKAHEblUqlKUEJdiZBRTjWMM2kWFE4CH9a9X0N0aAk5CKDRgDCIHcsc4bvW6LMztot1uc2B2H/Pzu1jcv5cokiz3Vjl98nlUFFGJIrQxDPw8Cwv0B4NCkz8ajRiORmR5kOJRnEtWuq9wzrrT263suw7Tn1t+UK2Qksh7DZKkxGy7xu7ZBbZWNomiiFarRavRCPkVxbk7dY6bcO5SyALd+8i9x6ZYBRlAr0EjXSCD339SCiZTGCe/JJLcOJlTt7vO8soKqiXRwmCkpVKO2drqYrVFodDCe8yMBetBmHGDV2WkiEsJaZ5zZfUST33jaZ49+yyiZNmzZx/GGC6cPcdokLJ/337eePwNzLfb7JqZYThw7Fuj4WRZly9f4cknn+TrTz9JUlNEZUV9V42UnNX+GluDPjaCuFxi1B8UUrZYKXRmILPMdeY4ePAwWlsym00DU5hiVl+uHME6lsIJz8xtB0CTzI+78ri/tboge6Ye00mFw+9Kr+3Fy33Dz9aBn80ecRyzf98BbrrpJtrVjjt2NicWLzOLxzqJXQAggRGYBH+hkQ/x+6VSiUOHDjE/P8+JEye49957eeSRR/jf//t/c+bMGdbX14v9FhYR0jTl0qVLXLlyhdXVVS5cuMBf+St/hR/4gR9gYWFhagFh8hy/ERDUbrfZtWsXy8vLLC8vMxgMeOGFF/i93/s9PvrRj7K2tka1Wi2YoeAx+cEf/EF+67d+i+PHj7vAngnJ9eTzJ0lSDB8djUb8+q//Op/61KdYW1tjY2ODarU6tShSrVbZv38/f/2v/3V+6Zd+qWCegjdokgm5kTlJWmv+6I/+iL/zd/4OWms3kuFrX2NmZoZqtUq1WmVra4vHHnuMX/qlX6JarTIzM8OHPvQhfvInfxKgCCdYX1+nUqkUM3uee+45fuRHfoTTp08jhODQoUM88sgjtFot4LUJkQijB8L7a/trHgwGUwza6uoqMzMzvOUtb+Ef/+N/zHve8x7Ayd5OnjzJ8ePHKZVKrxk426m/eO0AoJ3aKaBRrVGr1LH2MkZrP3MEYqncjApD0QFYa5HGyW7stmZhkt3Z/uG3fXU23J/bfOp3gKm/v96H6FjiEu4fsz4FEPLxxdKzIFprjh496qZ19weYzFCrVNmKuwjhmRIhithtrGtspBTOqyH8PCQRGBbfJFvPbHlmxVqD0BYrHINjrYM52rjZPxqB8fHLbqU5MEzFXvSvyQG7ABTGs37G340QxVyRwh8QGhH/W7O7dhVSg3K5TOQ/wIajEcII0l5GNtTkA81wcwRGMFubpbavThLFvPHmN7K1scXS5SXXAC2v0e12GQ0GjLIMOdhkaEakWpNnOdkoxwyHjLwHSOscIx3gsNIiFYX2HaEoV5quKUSRqIh6pUajVqdZrVMpldg9P0+llBBHknI5YW5+hjhW/NmffYOvf/3rbHW7xK1qYeDNsqw4f1ySWV6YlidZAidLyh07Zq+Nd93+tb2pqtfrVCoV6vU6nUaHmXqH/lowKjcol9yKc4xLbBvHV4TzXIzR9bYSwslQhbCFvPGl3gfFvwuJlJx63EjFDOwAJSPOXTxHu96k2qiitERLJ1HMTYbJ3fyqIs8dQBqiUkypXCI3mktXL/HMs89y+uxzrKytkZHTqrVZ2+zS29wksoKbbj7Kie+5g4N7F0mShN7WBqVymZWNLs88/y1OPfsML7x4iXq7Q3WhRrkSsdHvstZdx0hBUi3RLDfY7G2xurqCtIJGrUk+yCnFZezIIHLDgX2HmW3PoYfaeQDFdMz+9sWTG6lwPZvctwUQug6Wsox31SQtYz0AElYW1ylv+gpzjl0whoXeepdapc7i4iJHjhyhVW27uWDWzSoDFyyynakqcLQ1U+fu9tcczvcQzRxM9tVqlWPHjnHkyBFuueUW3vSmN3Hy5ElOnjzJqVOnWFpaIsuyIvAgMEzf+ta36Ha7lMtlFhcXmZubu+7C1Y0yQMvLy1PgA+ATn/gEDz30UBEmMPn4wUD/6KOP8rM/+7P85m/+Jvfdd9/UrJ3JWlpaYmFhgVOnTvH+97+fhx9+mNHIBdQEv430c7UCY/ytb32Lf/2v/zVf+9rX+NjHPkan0ymkZ0ESl+f5DQGgwPIE8JnnecGABD9RvV7nb/yNv8F/+2//jS996Uv0+33+7b/9t9x9990cPXq0iAMPaXnB5/OhD32Iy5cvY4xhbm6On//5ny8S9IbDYcGCvZrSWpNlWcEsTlaQA25sbBDHMeVymXa7DcD8/DzveMc7aDabdLtdKpUKf/AHf8BP//RPk2XZjv/nL0HtAKCd+q4uAVijaVTrzjQbJ6Q2w2pNnlpkvO3i6RkggfV+oKCBD4/mvib78annExAahXG/Pi2Ru96/X+4VCJ8K51by8avjAcT46ObMOH17ZjjxphOUKgmbvR6tdhvhL8RCBduQ9Fvo5GdCBvAT7rc+NVkivH/JSDe7xaBdzLNwQEj7uTfWarfqLpzHwgo3QNUNSbx2iOlk2bBrYQoq+R5rasV10v8Q9l1YDQ735XlepGMpE1GJyjTrDdqVDjJTDHpDKJVQJiKyMelWSkzCnl17WegsoFPtBv9tDRmlA7JBn+HQSWWGw6EbuCgDE2dpNGse+ChEJIkT50eKogirIhqzC2grnQdISsqqRLVcoVpOSKKYSqlMr79JNuoTRZLNbo8XLp3j6099jTNnzxAvlFGRcF8oVCQwNifLvTwlo5AGGWsc22cdu1ZINoUZD1ia2vPB++UOvpSukazVq7Q7LVoNt3qdiBhllGuGNUjhAiikEJCPV8aF8XOPbJjj5EC2Y5wMYfiPA0BuXhIihHR44O3PrwCMrA9UcEkIjM8DM/aCGGOotxpcWVnCKklUjnnh7CVWVlZYWNyLiiPKSYlSzU1ylz6JLrc5oyxla9jnyvISp575M775zLfobjkj9sLcbkZpTn8rpdpu8qY33M7xozcRS8Vadw1rLX/2jacYZClnzp2FJEKVE+p7WrRmZ9gcbHC5exWlBKKiyNOUbrfn3mtK0el0WFteJZaKjd4W7WqTVI8QVnLk4FFKUYnMz6naLn0LTf8rs0DuOMgJhi74Gt1bb3pBofAK+WNXDAGaALgFc2fFNgmcT7q07hy0RtBudji4/xCHDh2i1Wg5NspalFBO2jYhg3OLO9Ng7JVStEJSWvDISClJ07SQL2VZxv79zkt15MgRjh8/zuOPP84TTzzBmTNnWF1dLQY3h99fWVnh6tWr9Hq9G2baXqrK5TLdbhdwkdz//J//cx566CGklPz4j/84d955J0eOHCkilj/5yU/yxBNPkGUZjz/+OB/+8Ic5duwY+/btK6RZkyBwbm6OZ599ll/8xV/ks5/9LODA3NzcHO9617u4++67OXz4MEtLS3zhC1/gy1/+MidPnmR1dZUvfvGLfOxjH+Pnfu7niuCESTnYjYCLwBqFczEAyrAdgc1ptVr8+q//Ou9+97s5ffo0jz76KB/60Id43/vex8LCQrGvAlj85Cc/ySc/+Un6/T7NZpO/9/f+Hu95z3vodrvFYtdrUUqpwiM8WUGqGzxM2+8L59W9997LZz7zGbTWfOlLX+LixYvcfvvtwFhWuFOvT+0AoJ36Li8XfyuwtBstKqUqZAOsgVSnyEgiYx9bbd0AP2nxn/ATgzi3rU5OrlZuv32ygh/leiu1L/fhMmaRwlKqxAbSBLca7uRhAhlFjIZDKvUavd4W999/P3MLc3z64c8gjZP+OAnc5BBMA9YNgJVSEuKPjbAgHCASXm5msGhhEDIHqRATIQnWuvucqC13viDPnFnhvAKTgzJfaZX/uvUy91tr6Xa7RaOfpul4YGSSQAQba13mmvM0ys6cmqNRRmFz41asU8AIpJFERIhYUJJlmonBpCNIM0zqVoqNgCiSlCoJUSlBKYG2OVZY70Oy3kflzimtFKmMsSpy84o8o6W1xgwMfdNjqHoM0gGVSpmonLB0dZlvPvcML64sUeu0sBVJZvPCuCylLJifMI19MilqElxrh1YQ2zVM2/bh5N+Flc5Go0Gz3WB+dhf9zRHDrX7BMGnjvsdxjMkcEyCtLQbfulPMFiC2YPWCdFP494QMs4fGjJCbfXUtwxq2dep8sW7FP80yStUK3V4XjaGfDfjGM0/ztSefotKs0p6ZYd++fezft49Op+XN8A5EDrMh33rmGZ469TQbm13KzQp79+wny1MubVyhtzViz/weFvfsRVVjnr1whs3VdS6dv8CLL1yk3W5Ta9VIVUa9VSNXgvWtLoOBZW1tlYqUiNyQa80wc3JKIQTCGPJRXqQZjgYpqqaIRIKQsDAzj9US5UeSFcfUH4PQdE42nH/emmJWr1Nu1lYAP6K4zR9MB3S1cWpWD8wwYxBjDRw5epTDhw/TqrgmMre5ey8gGGUjKvGNyYTCe3zyWmqMKeKrJ+OeJ5mLKIpQHmx2Oh2OHz/OD/7gD3Ly5Ekee+wxnnzySZ599lnOnTuHMYZyuVykfk2ybdv3242yQC5ERNNqtTh79iwf/OAH2bt3L5/4xCe45557Cglfr9fj/vvv52//7b/NP/pH/4iPfvSjlMtl/ut//a/8wi/8Art37ybP86mGWgjBysoK73vf+/jsZz+LEII9e/bwEz/xE/z9v//3OXDgAIPBoLhGPPDAA1y9epUPfvCDfOQjH2FpaYkPfOAD3Hbbbfy1v/bXiutmYLBvtHlfWVkpQGStVpuSk4Vj0u/3+aEf+iHe+9738gu/8AuUy2U+9rGPMTc3x6/+6q8WQQfWWr7yla/w/ve/v5AF/tRP/RR/82/+TSqVSjFv6LWq4J8MgCcAuSCvnAxgGHjJcXhdQgjm5+eL92FgEG+//fYiqGKnXr/aAUA7tVM+2a1ZbzA3M8tz506T1Eq0Gk26vS6RUahEEUuFFMLJurTz+UihnPk3DOEsAMT44YsYV796OfmhKAKwuE6DOhmbXfz+xAdu0fAYt5ovpB+sov3jG+EgmnGpQW7VM6aRlLnlppvpbW5x8rGvIjVEMgJvpHaNvCbyg+/yPCdWzvBuRVgZ1+jcICSUqk5mYPx/NvfytuAZQruIbuFHHU5QOMI6M7eYYHKuAZJiIlnPg9DASAilMNrJzBCg4og4cklO2ShH2BFb3R7tdptIxmx1e/S3BtRqNSqlCLQhH2nmZ+cxuSEfpZRkgjDC+ZRyiTLOx2W1xejcz20yDrjlEjFUqBywbuU1ERHKKETqQhvKSdXNK7LeaWGt90AIbO5SxqSIvUF5iEoS2vU62ho2tjZIahWSaolMZJxfvsSTp57kG+dPk5mM9myLntlE+zlVVrvwiVjEbkCvFeh0zBAExkxrjcatPuZGe2ZHYSaGvYqC8YmL25xUJiKKFFrnDAYDVlZWMJlg6dJl0sGQ9dU1fuiuH0LKCKOd90sFGZKMEdaSa43x8kjCuSzwAEe4gU5eBimldAyaxCX7SVkwqVYKjA/40NK9/jRNaTZbrPU32FXvkGknn9nc2qIUlUhNSqPR4NLKZWqzdTJleX7pAt88/wy1coWFhTlmZ2eJE0VmMr72tcexArSw2AQG6SbLow0v7xQMrebM5fNcuHyRWEBFxVRUTBLFLBzaS5rn9EyKqCasj3oMRU4WWXqjLqKsGA1HCOvZOOmHIHsQLIwkJmLUG7J7boG1pTVinXB4/yH27t7PxlqXWrlaDEyGMQDYvtr+UiX97C1RUHH+mBQas+nfD/O5wnu8iOwPEerWz4QRAiUEWZYSRyWEgCwbMhpmxHHM3OwsM51d3HH8jqnrZPD8SOT1wY+curyOb75OMzkZUT2ZtjV5DQ6yr3B7uVxm//79tNttvv/7v58vfvGLPPvsszz66KOcOnUKKSUnTpzg7W9/ezEfyL1+O/WY4bZXAkHr6+vU63U2NjYA50f9yEc+wm233VaAn9FoNCVB+5Vf+RU+/elPc/78eeI45hOf+AT33XdfEUqQJEnRmH/uc5/j4YcfLrxD73znO/mn//SfUqlUigjnsHiyubnJ7Ows73//++l2u/zu7/4ug8GAj3zkI/zoj/4ocRwXCytxHBezeV6urLVFkEHwaE0uEIbrSjhWP/MzP8Pjjz/Ov//3/55arcaHP/xh7r77bu69917iOGZ5eZmf/dmfLVizm2++mfe85z0sLi4WvprrzTt6NbV9dt+k32uSaZr09ITfeeMb38gnPvGJAoyfO3euuP+12Lad+ovXDgDaqe/60loTy5hGtUa73aF0uUI2SsnjHIUikjESJ9/RfqaFxA0ExU+5dyMqts/rmf6gnbxvfAEN94/T48LfTevdX5rlcHKzoEWZCEzwD62NcavnKDAZEsHczC6+98Sd7N69m88/+Tl6wwHZKCMplZiZbSOkpNvborvmtMtGA1IjlCRWCXHkX5u0bGxsuHQzBEJJ37t6M7YUZNnIsx+ugZU+vQ0Myq/QCwvCCNe0++/OlK5dgyYcaDA44JHbHLSLJS6psluN9PvU5Dm51kSe6amWy5TLZZQQ7gOyVHIrwMawurxGIhMiL0HDuHAG5WdASaSbY2Lc8cdESKtB+3lOVnmRmARrMFZiiJAoH88cpF6uwTTC+oQs6Xw3QJxLTJqRCEE5qaKxDDa3nB8kSchNBgqurC3x1DPf5PTl89iqRMiEpf46pYqaAo8B4Eyef9eTSI3PkWtB5+TvTpqqw/tlOBx6pillc7VLoiqsrayx9OJVKhU3i6NSqWBH7vgJb34vZFT+y05toy22yR9JjAA3bFOMo86DN0yOJW7O4+b8ErVqFZNrKkkJkE6WpxxDura5zqWlF+l0WrTn2mxccjHUUsbEkWZkcy5tXOHq1rID+iajp0c+0RC0dBLO3JoCAHVmdoERKAvKQIRjRTMMWkAmXcCDFppUWFKR46ZOOZARCZAmMMrGp0468CqsJc8MKMGwP0TamNEg5c4T38tomFGr1hH6pSWkN9oABt/gy1VxbZr4Nxa8na9I4FNSkGeG/rBPlqaUSiWUZwTzoXt/txttjh4+xqF9hwswI53w8KWT377NNbmvoiii2WxSLpd54IEHWF5e5v777+eFF14gyzLm5uY4duwYi4uLr/p5q9Vq4fXpdDq8613v4t5776XT6QAUnqVQcRyzZ88e3vjGN3Lp0iWyLGN1dbUAFpO/l+c5v//7v0+/3ydJEg4ePMjP//zPu+uhZ3Am5cHBW9Nut3nXu97FZz7zGV544QWefvppvva1r3HHHXcQRVGRrDc7O8urre2flZVKhZ/8yZ/k9OnTfP7zn0cpxbvf/W6+8pWv0Ol0eOc738mzzz6LtS7q+gMf+ADHjx8HmGKkwoDb1ztoIEgHwbFcm5ub12UNd+o7XzsAaKe+6ysM/lNS0aw3KMUJvd4mUSmiVC4Vsh3XVHqfgqMvMMY3YpprTPjb/309T4+QjgHa/iEwDZKuBUKTAEkGHZGfp+J8SRPSFSuIkhhpDKM0JR0MSSoJu2ZmaTabHPieg5w6dYrHH/8q5y9eYPPqBpV6hVKlTKfcod6okeYZwzwjtznSSKzBM0EZrXoTjUFa17COX5zzZlQrFUf42ND0GTcI1LrUMQc+wI9tRErl5XESKYxnmpwbIJYx4LwuYfVZGunYOafRI89d4IJUAof5LPkoZ2vo5v+IOuimpj8asH51jcOdo0QyLsBPSKgS4cWYEIcOxmi0EaCtUx4aQSoURlqQyjXaUqGVcomA0hIpB4ScR2ssgRNCoAzExsAoJ0qc2T7NU9a3ethEUG80GTHi6uYKz54/zTMXzrA+WCNplCCW6JFFS8fWGCzaGjC6+LcQAjVhEi8SwnzCWXFeCWc6t8J7fuREs2t8FpxwM6G0zRmmA7TNUf2IdCunVqqyudxl+eoSd9x2gpmZGedd2uoRMWYkXJCbM8IHRsydz3acPijGsrfidJIBLlmMCHOvPOMQRQglyUc5RBSpVpV2fYJZVaBgc6vLc2dPs7i4l+Zsi/zF5+nnOSYSxHU/AyZN6Q17vqG0NGdbIJ1nzVj3PSckAQrQAiV9GIdx7Fam3bBV62WoVrpzXmNdYiAuLl6asTfKmaEEwuAHBAswkMiYbJARmZh8kLJnfi+33fQGwHl8tE6nrhnbQc8rNVqTsBL8EooQxXu2+HvP9JgJCaOL7nCLGKPMNfGRUigZk0QlSspJq7a6PcfMNVocOHyAw4cPszAzDxNwJ7h9xOsAgALTPhkbrpQqmudarcbevXsZDoeFjLZcLl8TFf0XqUmmrtVq8eCDDxbgJ5jvg/clJJLFccyJEyf49Kc/DcCLL77IaDQq2CwhXCLeuXPneOKJJwr25+abb+b7vu/7ikjpzc1NGo0GUkq2trao1+sF4Lr//vtZWFhgeXmZpaUlLl68yB13OLYuyIgDa/VqX3+I7Q77/7777uPy5cs88sgjjEYjrl69yj/4B/+ABx54gGeeeYZyucxgMODBBx/kJ37iJ4Cx1ys8JvCXYsZOo9GYmpc0HA532J+/JLUDgHbqu76UX10TOE1vtVRmTQiyVBMlilxnCIUzKis/K1R62YQ2TqLFSzE8r7ACGyQnXNuovNLPY7mdXwG27lW4/2WxoOsaOUkcK7RJGI0GDHtD7z/SLMzsonzz7cw1d3HhwjlevHKZte4GWe68K8ONlFE2ZJRnoCTlckxUilxys40xaY6wuhh0KIRjOtwsF41MkuI+I6bZBAcqnC9ACFNI6dzLcd9N7r5rH/U7/RXAa4wUOPCTZRhrkSpCIqhXqy68AqhXazRqNW/G1iQqoVatEqvINXjaJ85ZJ6dChOY0GLk9+MGdBzmWHIuNhDPhK8dyITzoUcL9O0Q7+/AIXD/uRktpi1SBcXH7ICnHmBi0yFjZWOGbp7/Bqee/xUBvoaoRQz3ASEG5nmCztJC2BWZncjZJ0JpPyirH55QPPwin0MRjhHNscvV58oPb+MQ/7DqjAAAgAElEQVQDay2b3S36fZfodPToUWq1Olrbbee/lzIaO46Gt6IYtDtmnvy5LTyrOSFtCrcLL4+b9MK54ARRGNXL1qJzjZQRWg88ABVceOE8p8+fYWSGpOT00gGy5BL4kBAJRRSXCp9Dlo0c2+gUhG6GlGd/rDXofory7buQuHNrYp6RlOFt7sLbTZCYYR3wz5xXxhqDMLIAViK3CBsRqxJbW5uUShUiGXPPXW9BWEGlVGXUH4VRTNcw0K+mwdq+6OIkctOASATpm3aLE0q4lLQs1Y6Lli7UIxvlRCpmZn6GgwcOc+zYMSpJBQmMsow4LhUg7PUAP5O13UcUvENhvkscxwWonkzcezUVHj8877FjxwAKWdpk6ECYORPHMQsLCwXTu7bmAjdC4Ed4vLNnz7K2tsbMzAxXrlzh6NGjBdCx1hbsU2B16vV6Ebtdq9W4/fbbefzxxwG4ePEio9Go8LjAjc8BerkKYA0ohppWq1Xuu+8+fvEXf5Hf/M3fxBjDo48+yuc//3kGAydh3r17N+9973sRQkwNkgXHtFQqldctYGDS/xvAbRhHEEDZDgB6/WsHAO3UTlmJMRlSKZq1Ogtz8/SGPTYHPVZXV4nLCTISxLHzASmpfFKRIc81tvArvPQq7PU+KIvbbDDFXJ/teakP2O2MknY/OG9J+DeQW8Mozyj5D65ICizOkJpryaXTl2g2m9x28FZuPXAzqxvrLK0ss7HZZZSPWF5ZYXO4xVa/xzBNMVhy7WKV0yyn2ogdE2adFLAwB0sXfJD2UwcAECTSGWgdoHSeGT3MEera6PDQbJXKbmUwxDkbOzbSS6HIR7kfPCrROkdnOTJSRNIP4sw1W/0uSRQzO7cLjOXypUukwxHVuE6t2iCKEmfKt2NGzjWvE8fITjaD1k+4d8yLDbYVJUAZtDBIH6vnGABcbLq0RZNv/PQVraCUxFgr6OUDN9OnWaWX91heX+Gxrz/GuavnWO0uYSsgE4mxKdoYsjxGQXE+uplLPrjCjps5Y6aHiU6zkH4GkHXNfZBOBrAh44lBvUIUw3VREoVCJhHr62sYY9i3b5GDiwdRQpIOhsRR5L1QttinY4Al3VlbgJox8xN+DvxEuN0IkGEYrnTneZ7nxCVnZNfCkqWacrnqondlTqlWRRsDUlCpVVjdXOfpU98kVopMZ6gYtEkZZm6VVrhDhdUCkzGOIsbJ6LR1se7Gs1lKGyKEYyk9QxRS6oSQ5Hoc+Y6xqAD+jF9M8cyRi4nGDTQ2Aqmdt1DbHGUkaW/I8VuO8z23fQ9pmhI1I/rZFqo0XvW+ngz3lcvv4yBT9F9eHVkgv5DmJjxr5Zggw6ifUy2XqSTlYl5Mv+8CMaQQ7Nq1i8V9Bzh2+AidlpNMaavRxlIK4OflNvU71Cdun7cWztXXguV5uQq+oxArvXv37oIlUEoVTX1xzfNsTWjuoygiTdMiAGWSyQqSvStXrgDw8MMP8/zzzyOlpNvtFuCrVqvR7/enmvQoivjjP/5jyuUyw+Gw8PsED1Bgol5tTYKUcAzSNGVmZoZf+ZVfYWlpic997nOcP3++2BdJkvAHf/AHBVNmrS3Yuu1BEN/ueqnFhgCUw34Lry3MVdoJQHj9awcA7dR3d/kPXmGcXKpSrrG4uJ9cWC68eIGtK1uUSgKr3fwaIZxQS/oZO9a6ieZaTEvTpiRqL3uhmwZAU/dsA0DbAZXf8OJxhAhNr/MSOI7BaapDLCcEiYrCKiep2BMvkGnNcG0AUtCMazQXm05iJpxsbms0YGNzg25vi16/T2/Qp9/fYpAO2NzaIMuHLjwhM9gMF8OcZWTZiGan7cGWZ2eM81Fo4eSEDjhdO8F+Mhhiu2Y6NPISsNpghSE3mizPwFiSJEEJJ1sb9gdsdTdp1hvUKo7tuXr1KoNen3KzQr1andLCC9zAVquNk7UF0GPc/hW++QteMGE0SiqUtOOIaRvkPAqJLrpK630/0kiEP3ZaQh67ldtRlhEJwGqW1lc4+8LzfOPUU0S1iFI1oW+2sFrSbFVJbcbm5ibVUvWas+e6K/gTIL1YvZ4w40xK5ELzJaUsUo8mH6dggbDYHEbDjEpc5vDhw86sPXDnWy2uYlLcOTnhNbDWFv6fMatzLcOD945Nnvfh98LfG2v9jA73uobZiAMHDnDmwhlyZSjhDmNmNEkSM9ja4sILF6nVaqRmCEKS5xk6zbDa+kUOCcY1k5VSMDmPAZC2ys/E0pCmXiqY+0RES26MU0mGfYbzB2Esygqktv5vPJDzvh9pBMYIpPZpaUYw3BpQLVXJh5q3vOUt3s8Wk49ykqTsWcPxteLPywCF4xHmaU1+wZgVKW6fOI7CuqCDdJSTjrbcNSB3oKHVbNJoNLjp2C20Wi0aZecvEf49q5QD7y8Lfr4DFea7bL9OT3pkQl1vv7wWjazWupjHM9nIh0Z50geUJAmj0cgtDvk5N4H9CdsTfHvdbpdarUav12NmZoazZ89y4cKFKZAwKa2bZCjSNC3+FtyAzwAGA3Ca3Dev9vWHmTrVarXwGLZaLX75l3+Z3/u93yv8SZubm/yzf/bPuOuuu4rPtMlrm7XjYILXC2iE7TDGcPXq1WJbwIVcBJZrp17f2gFAO7VTEyVwBtDDiaLerFFtVFlZWya3WSHvwCqUkqhgxH6FlVa3wjkBYkJzYr3f4joA6HoruNubz/B7xc82/F1oEN1jlLz+W/uVbA1obQju5ViUCxO3EAolIrS2DNMB/WxEuVKhUVbUyjX2LLg0t8mPvWG/R5oOXfSyTgma7sFoRJoNWV5ZIdeZ8x+lKVmWkWsXK6qlwUam8MgELb7WuohNnRzsaX2zm+c5+ShnpDWxiJwfJzfkae79QBJpBTrTSKmolqvsnlvg8MHDdJotFhZ2M+z1aVY6lMtlYjkGQIEBuqYZvA6okMYS64xIWCIf0Sy8j0ZhCBOVsBRzo4SwoNzvaQk6UmzZEUIKVLVEqjOWrlzl1JlTnLlwmlE2JKJMKVbkOsKKDGUNEZZEulRCI5QDVs4cMwY2UDA6Lpbc804WP0FKeCbLbWcAPUHuE5rASRAa9r/WDnDqkWu+ZtodDu4/QJZlVKKSG/5qgndner85UODlmn7+0DTzYydCDyjm/4CTnIbEOLBEkW/45Ljpv/322zn7wjmMyYvo3izLfE6hZpgNUZlyA1BHgM2RRjshm7VEgPLbMOr1fbSzdCyQ9VI2bcEaEuN8VzmGzLqFEi0h9wdACuWkbtqBjFgLlA7XBUkuJbnwsjfv/7FGOdmmAeW9bbfecpz9+w6AcSvveZb768j0KvSflwES2k0kNf5vsdMAaFLyFsCPk61aLAIlE/J0HMM+s6vD7t272bewj1arRTlxjV6auvdxOY4oRY45MC7fYfryd4OMT5DIfrtlc9fzbk5txw0zbdevcK3bXoHZuV50d4jODn8frl1h4HPY3skZRWtra7RaLfbs2cPly5dpt9vEcVwEJITtCM+rtabdbpNlmZv9VasV2xOGyr5WHptJ2R5QeHyuXr3K7/7u7yKlZHNzswA2Dz/8MH/1r/7VKbmgtZbBYFCAtO3hEd+uut4CZbjdWstTTz1VbE+r1eLIkSMFKPtObeNOXb929vxO7VQoL/GJRESn1qZVa9HpdPiTR79Cmg4Z6BE6zdE5yEQgpEJFYIws4muNBSXE+Du+cfAmaYNF+ZQoFWzcFqxnK6xwDM6NrOA6v4wAtP8OkylweEmR+zDLQbmwACG9P0e75jMd5UglUCom14Y0G7l5NknCTLXGMBsiidwgSutM3tjcNbfC0K60yOMaeSktmmchBNrkpHlGdGuEMTmZtmiTTQE5oWBoB1PNawBAYQU0z/MxqBoM6Ha7rK6usra2Rr/fZ2urDwYyPQIt0VIghHIL6FqztLRErVzBaqjKCntm9rCnvZdsmBEhMSOJVKCN9kfE+KQ2E0RaLokO94Nb+Za+KdYIa1FWuxQstGvmrEBZx//YSfBjjDsXvCTLj3Cin2bEpYhKtcJmf8SFlUt869wzXLhyjtn5Dt3Rpks2a5WwQrK2sgzKUqs2SI0owIxLlhsjIPESvWE4BgbAON+VFAIhJVEck5RKRaMTxzFqIpI9H7njMMgGkFpEBu2kxa7GHAutedJ+RqvRQquMbJShhMtFc1LB8RwoYbyUrdgo55UCDyKtdOdqcVbLa34PDHFcYpQNPeepiJXiyKGjJCpilLmhxqWkTG+wRZalqFgSJQoZCezIIrQlcppMD6TdanTmn0GJqPDVhf0qCy2YROeB4ZMFQyWtoDSxqo51qX8O69nidVjhWbQANjzrgzGO3DWCerXBoNvnrjffic4y6qUGepgSyRid56hoGvi8Uslt/bqxbkoXPg47ACCMBesG17qfQViBNQLl49KFlegsJ44iZtqz7Nm7wMF9B5mdmXWhJECWO+ATRZG75plCnev8S0HpOFY8fkdr0suzneWcXGDazoyF216t3CpIyQLrkWXuGpkkSQEwQsMc/DvB5xa8L4ExDwAobHMURfT7/UIe92u/9ms8+OCDtNtt1tbWikUOKSX9fr/wBKWpi4oPQ0XTNKXdbpMkCRsbG8Xgz9eKAZoML+h2u7RaLbTWPPLII3z84x8v5i+Foan/83/+T26//XZ+4zd+o/j7ICUM+2pzc7OQyL0eFc6Vp59+urit0+lw6NChAsgFcLlTr0/t7Pmd+u6uIP+JouLD10mXDAqYbyxw3133cfr0aZ555hmyfkalVaWuaoxGI9bWN1BNCyXlJsknMXk6Ik2dOTkpldBZPk5mk8IPEx0PHbVW+OhfUfghvA/frdqHcIBCqjQhtxMSrJpYQJVFnxgSthACJf3KtY90BrDSDToVsUCH4AEVcp1cr5dlGQrl0r59n5cQOcAlfWxv7m5LwoU8xOKSEMnEqfFETFlJiK79wGzIxjT/JXFXplLY/GtZr/Hrh8srV+mPhlxeuszjTz/GpaVLiChGlEpcuXSJYX9AtVqnrCqIoSDaUlRVBT3QDNMBUS1mMOyiMx8gYC1RHJGIEtbPGLJGIXIXV2y1Z4uMwlqQkcIo40AhjjFRkZPUhBY/xF4z6WuxzjhfVRU215ep1OpIKXnyz57kC3/6BXr5JvW9TTbyTWzFICPLQA9R0q2QCmsxI00UlTEeLFjtHt4aB34RY8O2VC6y2/jzSeGbPyWRKiESEhEJojgmLseUaxVKpRJJFLsUPMDmlqEdkg8zUhshNSydvcqdx+/k9qNvIh6VSKwg3RyhjDsRM+O8IEa5+Vnaz/+JowTlTdtul/i0AIQH7wqsQUV+0qcVY7LUeLZISoajjDhJAMuwNyCuRnTqFe77gfv4z//ffwZdpzFTp11rsN7r0tvcIk0jBsMeWmsa5SZ56qQyUSzRStPP3YDFUqnkEt3wCxk5BaC1VjhJm1AOPIQ3rbFI7RhJhEAaPCvo3hpWQiYseMmcwckMuxtdpBHMNGcY9Yf0t3p06m3Wl9b4f/6vH+Pmg8fQqSbb6lOv1AEY6hwiNcXyhbCCUNE2FLwdYwjpmJ0wvDaSMZF0c57SYYYwwl0HREQpTpAW0sEQoyGOJK1ajb0Luzl48DBzc7MoOe0LKUXyJZ/7mhv/HADotWJ+Jq8nLwcgX+n+v2jFcVwAmQCGts9vCs8bZgEFb1Lw/NRqNQaDAfV6vZC0dbtdbrnllgKEh4b8wIEDCCFoNBoF2Aqyu0kWSErJ7Oxs8dzBCzfJ+rxWACiALyEEtZr7bL106RLvfe97WVlZYXFxEWMMCwsLPPPMMwA89NBDvO1tb+Ntb3ubH1zsXneYBRRmD73SMZuUAIbXtH2MwOTPYV8G0DUYDKhWq8VrADe0ttFo8KUvfYknnniimLV04sQJDh48OPW7O/X61Q4A2qmdus71MXy4KmCmMUt8NKESuSFmKysrDLpuJWqutUBeNqwPumxsdSmVYmq1GvVq4qUiOcH/gBCFlEaIsalcBB8Axj1vaAYngmmtnVg29WWwxcIpL9sMTGjYxfhRw98Z+cofYuHRx1sUhgfeYBNi5fT3iRL25T+gXgr8gHtluxpzjGouYjeplPn8H3+OrUGPzBrqjQYHDhxgptZm3779zHfmiGzEYH1AScfMNDqspxsoIZGekSF3oCfXuZMjWQtWF9IxU0ixvAxHCrSQE9Is14hKrGv8vZ9FgJPI+XvdgZYMN/t0Gi2EhbNnTnPuwlmG2ZBc5mxlW9jIIiLHHCEtUjig4NgEiTXC3ab9gEHpWSBh/f4em/AnpVHhe55rt1pfkiRJTLlaoVarUGtUKZdKJKpELGN0Zuhv9silphxVGegh/Y0+RxePsTizSDtpURYlDC7eGSPQOkjuvN8JHyXvgf04wXDbeT/xs2NQw+3hXBDjv/PsUhT8ShqEtSzMznP78Tdw9sI5hlsDkkpCJXZDdzU5lZJrktavdrG5JbcpeSoRShCpxPnKrDvO+JACIZxk0HiggRW4sMAwrDdgXM9b+fuwuBAMXHKgW9iw3rshWO9uMD83Rywizp8+R6VUYWHXAi9eeJE33Hwbu2bmSGRMap2M0eYZwkpi4QIupt7D1zA8QSo2fbcIRFTx9jJYbcmylNxY8AC2Wq6hY41NNaPBiFHf+Uf2Luxl7969HNi/j2q1OhUWkOd54SO74Xod2J//k2oy9VEpRalUYvfu3czNzZFlGYPBgN///d/n537u52i1WoW8dbK23yaEYDgcFmxweB5gynf0aqtarbK2tkaz2SSKIpaWlvi7f/fvcvr0aZRSXLx4kZMnTzIYDPjxH/9xer0eSZLwq7/6q9x6663s27ePbrdLp9Nx4TxpSqvVotvt0mw2X/X2BZlh8ESG6vV61Gq1QqYNLo47RF8/9NBDNJvNYmhriOwO4Of1nlH03V47AGinduoVyhhDo9Hg1ltvpdVqcfr0aS5fvuxmQtiMdGAgsdQqVaJIkg5HpLlL5SlXElJtCsAjnFEDYcY+ICGc9t81yu4+BH7Qo/Fmb+klQ+F2z/D4puuarmeibkRKdyO1vYG+UZ/Bq33+7c831cQDSVSiWqpRY4SVmnyYYrXG5JIoiXjxxRe4+0fu5K47vo/hWp+ltSXm6nOUVInV9XWiUlJIvBDWm9xdo+4USzlCWHIBVrl5LkaasbwRB5gtkhwHdZRn54wIK5DC9/QWKUF7eaIQLnmtXq0wtM6n1ajVadUbrA4zojgitenUMXb+GS/JE+N9tH03Xm/103rf2eTtSimSOKZcccCnWq9Rr1ep1+ueaZIkKiIfZmSDESMjEVYSiQiF4g23HWffzCKNmmMlNM7gYrxXRHkGwq0Wh5AF34CbMSPmR2KNU+gm8I6cxD7GImRgSW0h6QyJWZnJsLllz/wevv/u7yfNMl5cvsJ6r8vMfJu9c7vY6m+yvLrC1YtLzLZ3FdunjXbDj0sRBqYaGxdV7YAQOvibZOGhmpJH+dfiZmFdgzSmzmudGeqlGhsr60gjmWnPkA0z1lbWmWl1uOvOu9gzvxeFW0BRQmJyJyEUsZduGXENwAlSN2Om36Pb323G5hPb5+edaYOwThqVpim9Xg89zKhWqxw4cICFhQV2z8/TarWolqebuDCQcyfl6jtT20Mvgu+nVCqxf/9+Dh8+zJ/+6Z9SLpe5dOkSFy9epNlssrGxQb1eL6KzsywbzwnzxzCKokKuFWoysvq1OMarq6vMzMxQr9eLqO9PfepT/NEf/VHx+n75l3+Z7/3e7wXg3e9+N//yX/5LhsMhX/nKV/jgBz/Iv/gX/6Jgx1qtFqPRCGPMawJ+ggx4MmEvgKByuVywQWG/VCoVVldX+Xf/7t/xhS98oQA/t99+O+985zunYtR33iOvb+0AoJ3aqVeoSePn/v37abfbxQfJ0voyve4GcTWhJF0jnWuNSTWp9rNJlCgaYYPT9ofmF0wxvI6isR83UU4Y58MSigY4bFm47TuzdHo9AHIj4Om1ko28ZMJVplGlmHwwIhul9Na71GYbqFhhMCQq4uRjjyK14J4T9zA3M8fV8y+yOlhhtrkLk0nIhI/1dWyKEBIjcowYy+KsN9AboV14g3VDLoWNHePiUwKtkM435EWIEuEjsD3gEdaxTRKE1cRxRDockZGxuGeRaqdGZlO2zmyRRAl5lrvm22qsAR3QQ2DDrrOfwh0h1GH77eG4CCEoV5zUrdaoU6/XqderVOsVKpUKpbiMyXLvSwFlJKNBSn+zRzmqsHBogYMHD9OMGoUvwZVjbIT1YdfGYsxYMnOj50TBUkx4M4rX4hkZpRRpnqGUQCmJNmD9osXRw8fodDqcfOJxHnviq1y5sEy/O6TWrLG7swc6sLGxQRQ72Veaj3DDSB3bl+c5kXISN2HAausWKIzwEjhzDfgptlMYJgMKtntH3InlfGIKRXdjg0gp6q0GaZrRrDW4/60/xLEjN9GsNJxE00AkY8dY6Zw4KnlQey2LWzzdKyxSWA250f6UEkRC+nm1FjQsry4Tq4jZmRkOHTrEkYM30Wl3Cu43RDaHuUnb46S/HbKxnRpXADBBphUadaUU1WqVBx98kOeee46VlRWGwyHve9/7+K3f+i0OHToEOJAfx/F1474DMNrc3GRmZmbKtP9aHdd2uw04KWAURZw8eZJ/82/+DeDA1v33389DDz3E1atXmZ+f573vfS/r6+v89m//NlEU8dGPfpR77rmHn/qpn2I4HBYDai9dusTevXtf9fa5NFN3XZNSMhqNXNCLnzMU9omUkrW1NaSU/Pf//t/57d/+7QL83HrrrfzDf/gPiyS7lZUVZmdnp0Iuduo7XzsAaKd26hVqe6Rmo9HglltuYX5+nrWNVc5cOseVpRdZuXKVKJI0O22a1Rq50QwHQ5JqUvguwrKsxqdgMV6pDayQFWPjvFs0tl794025U0yQB0Ev0+SIkKY1rX0rvgt5Yx9k2wHIDadMvcoPyu1ga4q9EA5kmDTDpIZOvc2u9i766YB+NmR2boZa2X0Yfnb9c/T7fd78hjdTa5WQJcWIjJKsoUeWNHM6/Dj25nUdEuh8pGkAQGjvmcqxQqGIcZfSMNDSybe0l0tZRcECSO9bctySIRIO/OZpSq5TypUqi3v2cvTIEV5YusjS5jJxOUL7gaPWe4gMogAAY2NMOKCvzLiFZjWKIpIkplIpU6841qdWq1ApVyglJRIVYYxkMBygBwabS/JBznArZXFhjjfd/D00Kg2iXJFlmjw3CBNm+jhwYvU4ElYEY71wQRUhFnyygjhw3L/7hQSctM361yAIMpyYYTogzyFSTuKGBmkElajM4cUjNGsd9s3v5atPfJWzZ89ydfWKi5OOIycxFNp5oWREblyEu0U7+ZoGMBg/D8e6nIwC/DgPk5kCae79K176feLDBoSFmJi1lXXmOwsoKXnh3CUO7D3Aj/7Ij3LbTbcijQQjyEYpQitUUkILF+7ggJr2HsJrn8Ltz+lV5u0hCFjQWQbaOF+DlGidoVONti6K+NCBg9xy7GZmO7NIYhcYIiWC8SyY7axPCDDZafC+vRVkbwEAbZel/a2/9bd48skn+U//6T8RRRH/63/9L44dO8aDDz7IfffdN3V+rqysIISg0+mQ5zlLS0v8h//wH9i/fz8/9mM/do3M8bWYtzPJrDz//PO8733v4/nnnwfgrW99K7/2a78GwPz8PACNRoMPfOADXL58mf/yX/4LAL/xG7/BgQMHuOeee1hdXaXT6bwm4Cc83yQLFsZKwJgpO3fuHL1ej0996lN88pOf5LnnnitA6F133cXP/MzP8NM//dMFWPp2z5baqRurHQC0Uzt1g7Wdru50OrQ7LXbv2825C+d47vkzrKws0d/oMYwEUSkhKcWFMT2EGAQmwAiLFFzTINngNbDW8z9jKZz/jWkW5js0PX07+LnhVfwblLi93N+/nA8IY8kHI0oqYmb3LCfe9CYeOfkIq6tLLMzvojfoc/jwYXq9Hp/5/MP82dPf4Iff/g6OHbmJbCMlQSC0RMkEN51S+vktbpgrISbar/xjXPy18elrIF1KnHEJYFaIMS7FMwVOD4X27p9wk7Xu50q5Ahn0NrqURJUDexa59egt9L7RI7cZAktuIrAGq9yDG+GeT123v54ExdPsSQAmRcJbAYQSKkmJSlLi/2fvTYLlSvJyz5+7nyGmO+pOmqWUlIMykxoSssxeVWOvq6Fp2DSbWsOqjAVb2GDAW2CsutoAs2bVDRswe2Y8M7pr0QbWhjF0vy4ekLwasiorRymVklKz7hTTOcfde/F3P3EidJXKrMyqSrrOJ7uKG3FPRJwxwj///t/3z5OURGk0RrapcEzHBdW4IsGw1lvm+MZxTp04i39QhSa1MgudqKRu7qmUEXXCiXLivA8K20zJeWKJZGN7FhUgFtIDsaGXk/O40lGWlsODXdZW1/jC57/Aqe1TXL16lRu3bnLz5vvcuHODpTVJOiynJTqRhqaVlWLGJNUh+CAm1ym5np0QPbx4bHxM/jhim+L5PSMeWliUNNqimExZ7q4wOZhQTKZcOHuBL//sf8tzl54lVSnldIpWCc6CCYpRDNXwjuD5an4+hPLB+ujPoP38fVlWo63HWunHZW2FKx0aQ5ZnvPzTX2B9fZ21/ioSBW5nhLbh8/E+9mOaNdxtyc8PH0d9fsbvqrIs2djY4Fd+5Vf4zne+UwcI/OEf/iF/8zd/wy/90i/x5S9/mUuXLrG1tcVkMuHdd9/l29/+Nn/1V3/F3/3d37G3t8dXvvIVfvmXf3mud9AnRYBi6lyv1+NP//RP+du//VsAjh8/zu/8zu/wxS9+kel0Sp7ndXjA2toav//7v883vvEN3nvvPV577TV++7d/m6997Wu89NJLtRIUn/dxcHBwwF/+5V8yGo0Yj8d109roq3r//ff55je/yf379ylLKRPt9XocHh7yzDPP8Lu/+7t86UtfmlV6AIPBoJ0c+BSgJUpJSAkAACAASURBVEAtWjwB4/FYGms2PuxnTfCgm+Y8+9Qldra2ufn+da68e5Xb925TTQvSVGbA0T6Y56V3RuwU7xwSAe0b3p6Q4BXN85Hm4CUty0evUDA3e/XBBOJJ+CgE5QdRgD4umsRzkfwoD2VlSZOEiopiOOHzL36O8XiI/U7FcP+AvJczHA4xxrB9fIsHhw/5y//zL3n+uRd46cWfYX8ypWf65L2cRBmZTS1D0k+eMR1PJPbYgbZATITzCu8NiU/q8AEdSBBRuQuJzdGHocN+00EBVJ76izHLMopJyfRwzGClz7MXn6V0Jd9+/dsy0MVitYIwUMWEAsng/5mVYD16TCOB0FqjgvoTe/3kIfI6lnkqZXCVl+agvqIal0xGUw539xnujuiaLttntzm1fRoKyffAyXmbaiMDc+9xMSktvL/Uviskm1vX5W11Sd7sV9lXUPemaRIfHdWfsFzTcO9D2ZZW4lOi8gzyPtPDCdZaNpc3OfUzp9BpwnRacjDe4//4v/53rt26ynh3l4SENE+oKhdmcDNRWsKO9daHfj1xRsOJEqRmJXCG2Kw1xGJHtY64DUrIj1doq6jGlpXlPg/3HrK1ts3/+Eu/zLMXnuFw/1Bet3KYPEEnGluKGVsitw0xie5RA1jj14YHyB11yVopy011SqISGdiqhNW1VbY3d3jq9Hkc0hDZe08/72KMEP+yKuuo9cVSwNbf8KNB9M1E5cdaO9fQuCgKfuEXfoHpdMpv/dZv1bHMr7/+Oq+++ip/8Ad/UE+ExFK6eL3G5LckSVhaWqoDFuLPUf2LPiqSJGE6nfJP//RP/MVf/AUg5XC/+qu/ys/+7M/WiXfT6VQaP/d67O7ucuHCBX7zN3+T3/u93+P27dv8/d//PX/0R3/En/zJn9DpdDg4OKhLzj4O0jTlO9/5DleuXOHw8PCR7748z+n1evWYYDweA/DzP//z/PEf/zEXLlyYC6eIn2ej0egT8Si1+MHREqAWLZ6AZkRo0+Abv2RiL461wQqrl5bZ2tzhyrV3ePfGdfYOdumt9HEOdIjCVl4JaXGA8vVAcJaQHAfJUuqkUHV/oOirmCVmzQaKPyx8XLLzSShAi7/Xt8is9trKCnce3OfGe9c5e+EM/S//d1S+5F+//a9MJhO6gy5LK8t0u12SJGE4HPKt177D62+8xb976b9hY2WDjewYuUkpywpbitLRSWYzdNoleO8wlUdbI0TESy+jYOciVjk651F4XFBoIh+qf9wsBw4lTQr7Sz1Wl5fZm+xRjCo2Vjb47POf43vffy0QIIVXFVbN+uf4oEAdFYLQ3L+LUb/x/I0m506nMyP5zlOVJc5avIXR3pBqXHH4cMjB/QNObp/m3IkLbKysM9ofkvscFOgYJetUIBDBqO9lHZtnqooqGfNhB/F+ZEI67LeFBHH5W9jPkQAl2kisdGUhSchUSqUqUpXgKk+qjHiqphXD3QOMMayvrnPhzFPsH+7y8MFe6CMkTVOtdfhKOmz5oPYoqV8MJEhWLGS6yX3iugbmq7SEOyhFTEDUCAny3qOdxuiUW+/d5nOf+Qz//c//DxxbW2d4MKSf90h1yuH+AanJIPNM7UQmTbxHgszFauRCSoQKO8uHnaoRIqqCv60Z2RF3ajmVBr5pkkk/JMDkhu3NHZ6+cJHRZMSg0yfJUjziPUqMDB3SRHoRLZZdxZImaInQjwLNdLLo6QHmHvvFX/xF/v2///d87Wtf4+tf/zrf/OY36+cOh0OAOk46HruNjQ2+9KUv8fLLLwOSetbr9eoyrsW47h8Ew+GQt99+m6985Stcu3YNgJ/7uZ/jN37jN+r1L4qCPM85duwYQO3D/fVf/3W+9a1v8Wd/9mdMJhP+/M//nJdffplf+7Vf+0TUqSaaJYZxu5MkqX++8IUv8OKLL/LCCy/w5S9/mcuXL9fPPSr2uiU/P36of/mXf/EvvfTSj3s9WrT4NwtvXehmD4R+H+NywtvXrnLl3Xd4/96t0HwxI8kTtDFgYgNEi2nM1mkdBks6+AfqsUOIOFZx8B8oT2j6eeR6LczEHuWh+TBlbE/q9dCcBTzqPY5ScJr3F2OZF83ij5CeRkmcRpGiKasppbXoHFRqmLoJ9w/us3u4x3/8T/8Rqx15r8vyyor03SiLOuHr4GDIytIyJ4+f4qnT5zm5dZxBNsCNLdVhSepSJntjUpeyvrSOdoqDB/u4yjEYDDicjFEmKBDxPEggSTSkmsIWJLmSBoVGYbFY5/AhIr2TBo+ZcnjlcMbjtMcm4Izl3sF9/uG//ANvXH2DQjsGqz2c8QwnI7r9HtrG/dWIwVaRNEOaBWIS9pvJhPT0ej06nQ7dbpfl5eW6waIJhGoynDDcG5KS8uDWPSb7BcePHeeZ88+yfWwH7RTFcEriE4zTQemSBrtSjiZqlKs8rqyoCisTAV4UqNgo2CR6duzVbDu0lkahWos6qvUs6pfgf4shFUQVVYWI9ng7O9MWzqFQyqMtu9UD/uf/5X/CJJrSFqjEUNoCkxlG43GIL1doL14crJNtsjJLPvVT0lx65CgV+oRUUbeVhD1rLd5KbHCeyP3hcMzkYMpqvsrPfOZlXv6Zn2FrcxtvLbZ0JEpLs1MrpXfKz9QnH/xDDs/+6IDuoCuNjIsJeE2nm1GVjuHhPsvLq7iyCKRUzjmjQasEbaCaKpaW+niv2L3/AGst586d44UXXmRzbSNcZ7P/5/foo4+3+Gi4fv06//iP/8iNGze4fPkyX/ziF+vB8uLAOao74/GYN954g9dee43Dw0MuXLjAiy++yObm5tyytX9Oz8pOq6ri+9//Pt/4xjf47ne/y+uvv15HR+d5zvb2NpcuXeLpp59mZ2eHz33ucywvL9cBAHmeo5Tizp07vPbaa7z22musrq5y/vx5nn766br5aHx/Ywyvvvoqr7zyCvv7+1y8eJGXXnqJ7e1tAPb393nrrbf47ne/y+7uLhsbGzz33HNcunSpTnb7ILz55pu88cYbvPPOO+R5zuXLl7l8+TKrq6tziW2PQ+yF1FS1rl27xre+9S3efPNNVldX6++c5r6M+/P8+fOsrq6yvb3N+vr63Pt9Ukl5LT55vPLKKy0BatHiY6Oy0kUeAAtKevpMfcXe4T7vXHuHazeusX9wQKcvxuvheIjWmsHKAFdJzHIcuC6SIIKSEBugUocWxGCFD57p+kD/zIfAkxSaxaZxi78vErCj3v+ohKyjkuYW11+jRCmrCipfoRNFkiVY7RiVQ0blBBLFP/7Tf+H//edvcDA85NjmJhtbm5g0oXRTdJ4wHB4wPDiAAtYH65zdOcu54+fZXtqgq/t0XEp5aBk9HKIKxaDTIzUZ1loOi2FNcJIkwSnpS+NDv6DuoBvIiMficUgpRJYnmCRjUkiZiRKpQEhUghAhA6NyyDs3rvDWe29x7dY19osRPpOyyqybU02LmhQvEiClFCYJX96h9G2RAMWa9U6nI6TEelzlmRyMGe0PoVIMH45Y767x/KUXOLl5gmpscaVjubdEMZTwiOiVEgKEKGRWiFBVuUCA3BwBAlDJrK+IHFQ/7/uKPh/D3OAjln4qNSNC8hxd30LTI6cXzh+N0yW71UP+7D/9GXfu3oo5FkyqCTpRFLaoG/viFMoqvHO4ymErj8eSdhOqSgiG954sSel2+3TzDmmacffWXQaDAXna4fDwkL0HDzHGcPLkaU7vnOHyucuc2NphY2MDozTTaYmvLEZJsEbsNySeoxB53UycSzVVVdXxus45XCMRbHw4JM9z8jwn0WbOv6O1xo4s0+mU6XTKYDDgmWee4bnnLjPo9BiNR/S6vXr/NdESoE8Oo5E03o1kp+ldiYNo70XtjOqO954HDx7U/r3oJ4nnQWzU2VTjFslANOV77ymKolZTm31/mslvsdwufqbfu3ePjY2NI718i72gYppaLL1dfO3pdFqv90dRb6IfKZKY+NofF845iqJ4JAZ8EdPplCRJjiyRX/Svtvj04JVXXsF89atf/Q+fVFpGixY/kaibNoL3LszSSZxyN+9wbGMdDZRFga2ktMjaCqM0aRJnqaV8RVLClPgHICReBSM48jghHCGaTaIn4nE/sexqzovQfOxjfj4vfvktKjXNL4HFxx739w+7LFEhCI1JY1GYUYokyehkHTp5zs7mDmdOn6Wb97h9+zbvvfseRVHSX+5R+inL6wM2tzbIOxl7u7tcf+8619+7zs3rNzjYP2A6LkhMSq/bY3lpmV63j3Oe4fiQtc1lktyAkhKlsipwOIyBNE0YTYZ459BaYbTGKIkYtpWlLEuc1ljlJf1PSTmSUioEEEjK2cbmBr1en+F4xMPdB+J7ytIQEBC/bOM+iYSnPkJ1yZsxhiSVAVP0/uRpKn2QCIbkacFkNGG4f8hof8SDWw9Y6S1z6cwlzp06R8/0KYYlqlJkOpcEMQ9SiiflYnVohAdnpRzOO3ksUTqcsxKQEN+7aQmK57cKkwny6iFaPJ5qPvrjpKxUeRV8Vbr2V6lwjsvrN2sQo+LkqCgYTg64euVqGGg6vLO1X8bbYL9zHlcJ+fGVxzs356/JTE6v06Of98DB4d6Q+3fvc2zlGOWkYv/+PsVoyvrSOpefvswXXnqZz3/m81w4c5Hl/jLeecpJAU6RphlGp7OwBxUL2OJWhEaqeFKTMZ1MsZUjz3K00hTjKd56eh1Zl07eIUszcDCdFEzGU6qywllP4jTLS8uc2DnOubPnOHf2HCtLqyjkM8xoU+/Duc+V2RX/IT8pWjwOTVIQo6eb6kX83IvlaSaUm8aJi9inJpLa6DWJvpN4/Vtr69eOy00mk5p45Hlev1ZMlhNf4OwYx/cH5tSpSMIjAYvR0LFpaSQnUWVpeo2ihyk+J75eXP8PQlz3SEK89/U2fhgiFYlX8yfuyyRJ6vV83E/cXxHNIJCW/Hx68f7777ceoBYtPi48zHw8KkFrh62qEPLk6OgOz128zNLSCq+/+X12d3dZ7g7ky+FgSNrLZiU9zoHSYYbW1zP6szCE+I6NlKcFheaD1JXHrf/HwZMUpseVsD1uPRdN70e9zwyB+JjQp8U5yrKC0qMTA0YzHU7oZT2ePXOJ7fVtTp88zetvvMHVG9d4+/vvkAw826e2OX/2PCeO7TDZPMXdm3d58P4uN+++z5uvv0Xuc85sn+H5p59n+9hxKB2JSlheHXD74A7KSMNPZTQ61aSpwWSBbJis/oJXSmEVEqoAeG0ovQvJcYHYOsIMv5TCeWNZ6i+zvbbFxXMXGE3GvHvrXVQFRRWSyx7zPRsVRKAe8MSf+AUdzc6RtBSTgslwwuRgSjEumY6mnH72DOfOnIdScTA8pGO6aBSHu4ekeUKIKwiDAiELPoQgeK/w1j7GgQ+ghMTVkwiRecS/8tgxtlx30dkixDKWVc7OFycKqjhigkcGlLei4KQpZ0+f4++rfwAsTjm0NrhKorENTpq6WiTSuxJlSyGTEdornFVYV0Lp0EkwjXcGDPIlDh4eMh2NSXTOuTPneemzL3H58mXW19cxJBSjCUXlsYX4CrKsE+LDo9cnbkWcEAnNVb00w41NHyGoseH32L8lS1Km0ymT0bhWa/M8Z6nfp9vtst47xomTOxzfOUmSSAhC9PU8qXyoxScDay1FUYgynGU1sVgM4KmPTxhkN9WdeF1HRCIQn9dcRlIbRaF5nMKxGHQQ7yulmE6naK3n1JbFUq9Isvr9fr0uMTmuuU3x8fg5FInfk5SX5npGdSmSnkiIPgyUUo+oRnEfA09MkWv2wYo/LfH5t4H2061Fi48JHwzGccZdPgST0OnFYX2FUYqz26fAW65cucLBwR7FtIDKSpmQj6VLMjBTWuO0AmyjhEdKpFwUf8LMeNOhszj4a94/iih57z82AWq+3lG3i8scpeQcRXqeFJHsvQ+WDCtBBApRyFxQHKYVWmu6SYdiUlJ6y1K2xEvPy6z7m1fe4cp7b/PO+29w7+o9br11i7WVNc6cPMPxjR1ObZ6hmBTcv3WPuzfvcOXBVW78800SL+lbayurnDx+ggvnz9JJOwx6fdJMvkgn5ZTD4ZCqqtje3qaynkk5kVQl5+sveJOm4Cu8kf5POigX2kcVRTw0xXCCtoqnz1/CA3sHuxxWI7AVqu4ztOCXUrN93lSAml/QTfLjKiklGR2OQvCBRVWKC+cvcHz7BIN8wHh3TDWpUHmXVKUYn0hTUBU9KkIIrJ+RoTgjLGpGKE3zEuhBmAEWqSiSwqCJOurI+GbQoQ6hEi5snwslalpJT6i4sItPMiF2WolSKNHcQiwskiC4uX6MpaUl9g525bE8xTsXggV0iPWW2XfvPCpEnyvlSUnRuSbVsaeTZTye1iEZ03HBqeOnufzMizz77LOcPH6SQa+HnXqm5VRUFhw6zCQbZepjIbPRSb1fvA/EMny6eKTkME9yqqpiMpyQJgkrS+J/GI/H2FJm27WHXrfHxsYG29vbbKwfo9frsdpdw6ThmHjppSRvKGpB+tio3hjM0uLjwhhDt9utr5N4fXa7XabT6dw13IxOttbW96PiExUMrXUd4BOvwfg6jyMHcTmYlZvGdLjm89M0nXusWeoWEUv24sRPmqZz635Un6jFWOgP66FpKmjN94++pg/CUVHUTfLf/D5qphzG2/j6R03oxWPR4tOJlgC1aPExoY2UlFWlxxhJBZtLaHNQYUlNytmdsxin+Zd//WcOdvcZrC1RVR5nwmBLSUS2fHgGn4u3tUIEzOKy61HhzCuzqLI0P7AfhycRoCfNZn0Yj9Ei8XlcMMPj1J+jfo+vVTiH9khplTGkGJmhd2IUL0YV/V4XnSaMphMOd4ckKuGnnn6Bz7zwIt/45/+HB7v3uXnzJnfv3uU773+HbrfL6uo6g8GAjfVj9Ff7HBwccu/ePYlCdZ7r433e/u5b/OdvKZa6A1aWVzl27Bjbm5tsbmyzcewYq/0Nbt2/S5536Xf6DAZ9jNI1OSi9xxkhEGiFRqOdqvtDKS/nli8c1jqOn9zmcHRAahLSyuB1QuWrxyskSkk55gL5iYMTAB+M1cpDMZmy//CA8XBCrjNWe2t87jOfp0tPHku6ZB3HdDRFKVgerHAw3QuKxOz4eA/eS1KatyH+2s/WaQZdE6B4XJ13M5LmQCfhfHCzgRnMNFFVP0/OnVoFkkelVE6BCg4sFZTZ+Cpg6GRdLj11iVdfe5Xh+JCqqKjKEmVC0qO1VIX0x/EWDA6lEpTWVIVFlRWF99hSBnWJMnTzHr28x7/78hfZ2tjm5IlTrC6tgvdMDqb1uZ5kBqtmA8k4O6+1Dklb81HD9a5UPgRNCCGK5UKbm5ucO3eOfr/PeDxmeHAof0MxGAxYX19nZWWFJKTIGZ+AlzTLWLoUZhM+hJ+iJUEfF9FXA8wpIPGxPM8fIUYRzeOzSFaaiCVtUS2K1388z+Jz4+fEIpRSlGVZk6dmCupwOKxJThzwR/9RkiRMJpNH1MSm3yeG0TRfM+6L2B/og9D0EcHME3QUKfug14iqWlz35rY3bz8IRyVutvj0oiVALVp8EgiDEocMSqyV0gOTahKTMB0fknXlcttcP8ZSf8D+7h7eOqx3EncdjMnKhFhj58IstwwE6wS4sJyNM/zhvpTHhA9d1fCCADRIA/FDui7D+pib/iGUn+ay8e+LJGhRqXrc7xH134zEAFfOkXhFooxEMnsZHPfyDFdWjMcjplVJJ+2QdHMqVzLan/DZi59FKc9oMuba9fd47Y3XuHrtClffuYJXDp0Y1jbWWN1co3+8x1q2gk6kj8Ph7hC753BTx/sHd7l29zr+uzKrOOgN6OQ9Lj9zmeXBCpvrm6ytrNLNu6F8BSoqJmWFTgxWJ2ASUhKUi14t8cykSYaaDimnFYf7Q3bvPYREQSpEOKqCsg/13L6OBKip/MQve+89VTwfnGcyGjMajdBOsbGxwZnjZ1lZWcEeWKppQSfNSXQmg/DQEFT72K9HySnVnCFtKEEg3ixFUGucaDDeCgGatfIUlcUH8uGqMPNsqF8PqBVX1cjQlvY6sUTUxRMFVCBloRzOh8xyj8OWQrg++9nPcuPWDUaToSgntprrjWILafaKUyQqIVGQGBkQjsZjJpMJqU7Y2tri2aef44XnXuD0yTNsbWzjSks5ragmJd6JtyYJJUVlMZXPCx0GsKIby3FLFL4Kg9aFf3EnSElSgUaxubnJpYtPc/bk2ZoTL17ezauztCWqDAEZiRFFLhrK65nxxRTIH2bo/k8eopoSAw4ep5zDvAoRr+fRaDSngNQTBGG5SHIWVZ9YKnaUQhHJkXOOXq9XE5SoSjaJVzOpralCxbK3o0rZsiyrtyn6dmI5X1yfD1uCuUh+om/powQpPO69FsnV4xA/I4C5kIgWn260BKhFi48Ja8FaR5LoOpBN6wzvHVqJ76CTd0NeGRiTsrN5gvHhmL3RPr4jJTlCWhzKa7yWAZpuzibBbKCLR+lHicfij1NS8hPVoibJqJ/ndKPeaH5w4x/LZT7czO9Rs2CPU6qOKiF4EgkC+fKyrgpfvPI8E0mjheloSNbtkKY5Hi3lWUVQ3Cwc664zHo/ROuH5p57n+YuXub/7gDfffotr169w8+5t7t+8x63rdxis9siyhKIq6Q66bB3bIt3ISU1apylNJyXj4ZDxaMp+uc///V//M0ZpkiSl0+mwMlhifX2djY0t+st9ltfXMN5IGZNKSU1GokO4hZOEs6yTUw4tu7u7XL9+nVs3b7O0tkzaNeiBkaa4ToGR0iw5NKIa6qBULKqC1lqU99jSSumdU9iJR5eaQd7j1MZJnj3/HNO9CT3TJzEJ4+GIxOX0e1184djbe4jpJHivQ38bcKE5p/YqEJZA2oWhN06EQHS8x3vXONcUIMcmKjoocC6oZAsx30oL+deB0Ej/rFBup48up1Q+XENo7LTCpAnPnn+Gfxx8gzv2DqPhSAaZmaYqKnwFtgBXOZRT4s1KPMooMp2xubXJqVOnuHD+Kc6ePc/66hrGpGA9D+7eJ087dFKJwa8KO9dTzBgjRDuUN8W/xXjeR2LuvQas9Bry0Mm6HIz2MUnO5sYGm8e2QncoTeULOTYaNOLVkg5VFuXCrL+KwwAPzVl4a2VSIVscSMZ+Tu0g75OCUmquFKvZgDT6Zpqf63ECA2ZBBJFExNeLP810uGaJXFRymqpQfG6zsWokJZEkND+Dy7Ksk9IikWmuazPtLSbbRbWoSaaaak1TqQI+hAo5U3BiIl5c7/F4/KGitCMWr8vF7T0KTQ9Wk/jEa/hJJXgtfnxoY7BbtPgR4PBwn8FgwHg8rj/wv/71rzOuxhSqqCOLMSEBTqbJ6y+R6HeQgV+DOChHbfKuSUVjsKdBy9R5HY8cyVCtEHj5u2NmtpAPfdfoOwRx5lfGtZa6zE/PJxU1fyIWy98+SAmK7x9/mvG+zccjwUMLSVAhZSyWXikQlSF6S7yaf91gJKeyQAgD8BblPJV30u9FwcHBAXfv3ePq1au8++673Lt/pzYB61yhlhSml0giU7dLp5vRHfQZDAZ0ejkOGE2G7B8e8HD/IaPRiKKQpDgAowx5ktLr9OU1si6pTtFKoZ2mk+c467l8+TLb29v8r3/yv3Hv3l3W1tZJepqhG2HTkqWlJdIsY+oqVKLJOjlVVdDtd5hWJVqLpyA1uh5g5SZjujeh3x0wOhyxd2+fzdUNXv7cy5w7eR5fQuZStNNorzBOB0LjxfvjFbnpUBSOKpj4tdb4ylJMp0zHExKT1mVqOGkYOldHbx71fkUiC+Ar2zhXkrlyPq1B5wlee7SnPsdjdLZXDosHLdeF15K2V5/L3lMWnixNmUwmvPfee3z3e9/j2rVrFNOpNIasHOV0iq083W6X7a0tju+cZH19nV6nw9bWFp1OhzzP0ah65twYg0mTMEBqTizMm6RLVx49URDS9PK0U0cUa60xOsHjqKYVtrCsZSsMdw/Z2Njip3/68xxb38S6kqpy5FnKPGGZ3cZQCNWUgGOlbfP2SLQEqEWLFv928corr7QKUIsWPwoISdCkaR7uGzY2trjx/nUZ0OgqlKXNZqtdqO2fNXsMQbhKxUly+c8YVCBQohSJH8NrmXmv+6U4H8rdFkIRXCRE0cfhZ2rTEYMgIT/wSZTCfFC53KL59Ki/R9VB+dAIM66Zku2VOriwraFMsK4e8lrKt7wJ98GEuGPlFN7K45v9Ldbydc6snmHv/B73797l9u3b3L17lweTh7x9+y3owmG+T9rJyToZeadD2k1JMsPKsVXSPGGwNmB5a5miKtk/3GNvb4/R6BBXWiZYJqMJ9w7vgg2KmJN17GRdxodj7jy8x87OTphJ7aAxHOwOMX3PyeMnSbKUuw8fUNqCpfVlsmBmV8rQy2MyUpjxdT4kT0GqUoYPDiknlu3VLS6evcTWyg4d3wGFKDFhX0U4bCgrM0wmBa6qK99C/x9pFCoBArPzzEc/ToPgLJbs1MpVGJj7SOy9RjmFJgmvG7xUVoIBnArR1zqGIdR1geH4y7HXymOJYQqKXpaTmIxOv0N2JuPY8jFGPzVCOfEwVIV4CvAqpKcN6Ha79Yy3t5bEJCTh61ShsN5KPyUvaY5xG2Siw9X7qi5tkh0wXw4aLrzJZCJRx0nGaDRiMj0kSRIxlec5o4MxG+ubnDtzll6nH9QfQ2r0XA+ko24V+pHru77/gfaFlvy0aNHi3zZaAtSixY8AUcaPJQ0AZ86c4frN90Ld/wwej2tEBpcEvwbzSoqEIUiZnQo9QVAxTS7EESstA8/aLzQroxMS1IhkbqyB/B+eVI9sZ74DwYcjQEcZSj9omaOSdo76W/O+YuZBUc6HddbMkseCahFLslD1dj8Je3t7dXTr9vY2WxsbXLx4kclkwtRNGaoht3dvc+PGDW7cusHe3h77D/fRqRav0IMxSZaQ93M6vRydJGilWGaJfreL+f6fGgAAIABJREFU78R0r6B0WSmfiAP+oiiwpePatWtceettvBWjuuqL6pH4lM889zm6/Q7/8l//lbu799HWoK1hkA2wzpLlGcYoqrKgKCd4K/X2RTlF2Q6HeyM6Sc6Zk2d4+sLTrC2toUvp64OTMAYPdVNOnIrGH6qixEjRoXgOQq+RsiqpXIULRMbQUAd16AWkpKxtdgz9jChFj08sAQsyqMNKyZxVsi5lU/mZnRNaa7xyIc0tEmFYPK2nxYSJn8p5A6wurUpYQXi/uK/wUhaTmQzvPcW0EAO71tjSUYZJjFia572jVFKW45uNWqPK2rwUvJcyRJidt06679iqrGO3lYdESbS6RmPLEoWS8rsLF2pT+WIkcosWLVq0mEdLgFq0+CEj1jk3PS3OOba3t8UE7cvGoCzQjoZCE82VMdygniUORCfkJs8GlzFS24PTobQumr5jaZBuKE1uVto2IyK+JlwzAjUrn4t4xJ/wGDyuJK7erg+5H5u/N2fLoVE2VZOkSI4eff243BOmuQFYWloKJngZ2KtQ5768vIxKNMPpAZvLG7xw7gUq5xiNh9x5cIdbt25x9+E9bt29xdiN2Xf7WCTiPO2IH8jkhuFkhE5UbYrXWuOdwjnpa5EnKWvLKzjnee/2NdbW1mZmX51gbMKls5c4eeoUvlS8eeVNdod7lIWlNxjgtSdJDdZWVKVHW4XWKd47rKsYHY7pph1ObJ/gzPGzrC2tY5ykmxmnxCMWR+sevEPuW5HcUmPA69CDSTwBsScHgEV6JHmt0GEbo/9AKUmXUlCXxnmR5YBQsqhDmpyOZXdyHji8ZGBbg3Mhyc4JCVJGib9IM1v3qI7ia/3C4umkHTF9u2rmPXCeshTlJ0+zEH8NtiwpKefOoeijcGUl26g16BD84BweWyc3eh2V2qjSBsUxqLrxvI1qpveeLMsYj8c468nTlLw7wDnHZDLBVhUXzlzg+PHj9STL466TFi1atGgxQ0uAWrT4ISMOQqJJMxKgTqdDv99nd/Rg5gEK0Kh60OSqSpKrZnUzcuMkCc57j9LUs+laS98TraUnjtK60TvI05iEDsLIvDEdHeehwyATBbVJPQ4ioU58eAIeR3yOun+UurOoCM2rQzERS9XKT60ERZJTLx8Vr/DwR+hgb4w0NnXO4YPCMZ1OsdZybHmdoiiYlAUKy0Z6jO2zO3zuwmdxxktCWDlh//CAB7sPuHP/Hnfv32Fvb4/D3QN6K31sVWKnlsoVtRE3buvDqqTTydBa1MNer1c3/ptOJnSrLpMHY7KTOc+ee5bVpXWuXL/Kjds3yXxKt98HHJUpyVRC6SqsK5mOxkwLS0rChTMXeebiM2yub+NKhy0cqtKAQTkzR1BUIEF1o04PzlVURUlVFKJKeE+SzBqvxuNsjJFmsQ2zvYl0xM2Otagxs7hwXDB4W+rghIiatATCD6D8TBGSY09dAjdXZqYU5bQK2xH6/XiFtx6DQRtNqhOUUYRZA7ybhXaYsE3WWpyXHxX69MjlpkKJnpuVnTYmMqQyTwe/TbwWdPBYydWW5xmT4RhnIclTXOUZjcbkec6Jkyd44fkXWOoM6v3RTK1qyU+LFi1aHI2WALVo8UPGB6WgbW9vs3vlAdCYra09D9RBCAZmJMh7ScYKcE6H7vUapcFrLVHaISAgLBVUpTDTrENalvI1GZJ1UmAjCVKzHith9rwmG+F5j0+Je3QffBDxWcQi8YmPHb1sULjq58T91FDUjnjtqDA8SQUaDochLELXg97Y1E95zfDBkCzJWOksk2UpXismxZjD3QNG0wnLq0vkZoX1zXUuHL+ASlToL+NwxvPOjbcZVxPxd0xGkvBkNGmWoIzhu6+9ynA45M7dWxSTkv3dAzq9XJZzivH+hLdefZt+Z4X1jXWeObfOytIKvU6fveFDUpNSWunbk3USimrK/v6UYlTgC8/ZE2d55sJzPHXmPFgY7Y3RTpGqBCxhIA44Dd6iAvFxwStVlGNs5edSnUwqHhVlZvG7tnE8HR7rHQpHkobYd6+IQRV1mEU87jaoP8qhnKmPtW54iYQ4KRyNyQQbQhmcpCYKMZbwjHjeHA4PUUZ8M9BIdUJI2mQykWS+RKK7bSCfNRn0DWIYVFST6hDFq7BVUIACAUOB0hJXLqVxohjFVLdYaqrDNlVVRZbkqFRhK8/ocBdrLadPnuSzL3yW1c4yCl2Xvmmt60mWNo63RYsWLY5GS4BatPgRIZqmY6mKc46TJ0/y1pU30coFS0UYuEey4zzGhPI577GxYWRUCJSbzYBrEWWa5W1oGbD7QG6k3CaoH4FgCTeSwaCLSXEumMa1Er8FENUfEYK03P9wVWRzeBwRejzBedQTFG9D4Fe4r5HyoUh+AqELSsIjyk9MinvC+q6vr1OWJZPhRBr4hQjaJEnIVMrayhpuahkPJxw+3MPiSfOUpf4Kx9a2AEflLEVRMB1NQDlUKANTqeaZM89Q+orSWby39QDaZAadGC6ce4q79+7w6muvcv3me9y+fRsAkyh6aZ+qLBk+HFLtF+gVReoSThw7QZ7k3Hl4hwd7D9gf7eKtDNLtaER5WNBLe2xsHOPFiz/F5uoOxiUUkwLjEjKdol0S/D0q7Dvx3HgnJAIrTUuLosBXFqeojflZlklpGB5jRIEknL/ip5Ed79GgJLhaFDx5XMhKUECdl/PNSjljLB9Twdel7HwppXKz88up2PMohInooBmq2JvI0+/0sLhZAnwQNmPIgtKaRCVor7HW4yovIQNZSp5ms47xlWVSFkynU1xlsd4JqXKioBLVnaCkombnv/chwKGpTgXFaTou6KTSS2U0nKC85sTODufOnGe5s1Rva9PzE1+3JUEtWrRocTRaAtSixY8IsfdBPSNuLRsbGxKCoOYH9966ujFkliQ4NSM+VZMouODh0SG5LZTTaBkhynPMrOzGh/4wUqajQ1lTXL9AJhREMoETzWdmpYgkgw9NfD5KGc5cOt1jMK8KCUGLj897gIKHBP/I8z4KDg8PARlg9no9VEOdUlYxHA7JdUa/16HXEz9J6SqqaVFHIisDOjHkgRgo5XFe4SrH3r1DksyQdTOyrIdJNQ4nIQJlyVNnnuL0yVPs7Oxw8/ZN/vqv/5qHew8YHUzJ+ikd02Glu8rW2jYd1eHw/j79lT6nds6wsrLClWtXUM6zd7hHaSf4icO4hJM7Ozz/zAuc3jhPNbbsP9zHV55e0iMzGbZ02MKSBcIuxFKik+tc9lCOJgpkQpIZ6fWRGaz1lFUhpF05vDJynhqNVrG/jUPZoIKomqHiQpS5nG9CUxWBSFlXe5G0kd4/TdIzd5xdUJqUQilXK0TNZb32dR+R2BwyUYmUtVlPlqR45ymKknIqJYrdbpfV5VVWl5a4fPl5qqpkdDji7v273Llzh4f7e/jKYks3U3WD90fEoEDktKhc0vNodklpF8gXGjupwHiqylFOpqyvr/PMpac5vnUci6WYTOl1+nNpevGaawlQixYtWhwN89WvfvU/nDhx4se9Hi1a/P8Wc96exmBEylUUaZ6xt7fP/Xv3SUxCp9vDWoezjizPmU4LidR1IKqLqDfWSQNJaWaoxWgeZumdc/Ica1Ghx42kjBFM7ASpKP4urgWx1Ug5mZQsuVnD1fCD1iglTV1ViOY+CjOV5lEC1CQ6zVnvx/X8eRyiMqaIHo24f1TwViiZ2fdhfO3EwxEfV15h/ey9lFJ1OpnRSVDtwnHz9ZvWXcuVA6Mkstx6h/WllDVFJU5ZMcEr2Zcxwczh5NZ7EpOQmhStDMprnHU45zHakJoU6dkC3V6PLMsY9HpUVYnRhjzp8OLTL/Lisy+ws70j+1Mbuv0unTRDK8WpEydZGixxuHvA1StXKIZTzp89x/NPP8vm6hbVxKEqQ6JSEp1hbCIeIAupyUL5m3hZbOWobCkkL/SmmZYT8k5Gf9Cn08kBT+UqvIIkS+SkMaou0QRwOJx3ISY6kmtf/wsGGlAKbTRay62KjVA1BCaB9krOUYXs55CI6FVIrnOSsKbRuMphK4uzDoXCaAMOnHUkOqGTdzDaUBVy3XTyLhrNdFIwnUzpZjmnT53m+ecu8+LzP8VTZ8/TyXr0Ol3Wltc4vnOcU6dOcWx9nSxJUSgO9g/k2lfB+4Sk69mwLv1en6qssKWEWmRJFs6DkAhYOQ4PhpRFyfbGJhcvXOTk8RN0ki4GI+VxC9dWREt+WrRo0eJRvP/++60C1KLFjxtnz55lsDzg6tWrXL16ld37D0jyjDzP8Y047Hp2OBjIYwd3W5QSXuA1Wslg2c0yhPEulK4pZLZcaxxhRjwmUiEvId4fjffBIxTDBXRNfxoqEVKCpHjEC9RMvDsKzb/HlLujCFBz+cXXerQsbuaROioF7gdVgOJ6Lm5PbMTqFGjtsHP7wOFDo0mvvLSNVEIcRdsTX1c8qNJnR0rNnFNoJZ4XpeFg9wCVKPJ+h+Nbx9na2OSll15CKUU37bJ/85BT2ydYWlpiOB3jvSfxQqZynZOYhM2VYzx76RmWen3Kcsra2hqry8ukZFin5L28Dlaq6AsLIQRVrFeTNEDpKC8eGJQj7+akeUaSJWhjQombRicalRiUc6LjRFUC8ftYJOxAK43HorSJBzGUd8YuNkLOnXNSylmfi0KedFzKI2qga54TmrKs6i72WZbV51c8x/r9PsODQ4mnTxWdvIN2BQcHQw4e7GOM4dixDZ67+AwnT55kbe2Y+JucpyorsjSTyQMnkwX9vM/ZE6c5sbnDtCq4du0ah6MhDx484OH+QyaTCV578jwnTzPGw5GUaCrFdFyw/2CfoijIsg6Dbo/TJ07S6XRZX11jc3OT1eX1cAFIEly/OwtAaNGiRYsWHw4tAWrR4seMRCdsH9siT6U86saNGxRFgQpmZqP0jGD4+QAEAK0UIjkoUAY8mBB+4ELPFudj+lsYYDpkxhyPNrNB5cz7IyQoBifEx33s2RJ8Q3LfhuXmyQH1Kn+wQtS8XVR+vPdzpT3xdo4QxZ2zmALnXC0kzDxC1P1eZs0cP7ifUb0twbMxS+uSx5xycwTQ+Sg3eVytaKig+siAv35fFfvn2NpzEvdlDAAYDAZMqylVUeCRJMFO1q2Pw6lTJ8hUymQyxvqSNAmpbR6yJMUWjjzpcWLzJIO8jy2ntR+tGJfgEvGfuHBeOOqAA+XBVlV9DKy1ITI6eJVMQtbNSTODTuQ89UpSDFWiMEbVhygSZUOjX5NWofRLhb5Csx+ldU2GZgS+oRApITjKqFl6mxcPUJMUK5WFdfBYrChBIbK7qipSk5GnHfIUnIP9h/s45xh0+yxv7rCyssLW1g5nTp4iS7P6vPHKoXVo9gpYW+GdlNEZlWCyhDzLeeHZ53F4dvd3uXv/Hvfv3uPh/gOGwyHFuKAI4RHGGPK8y/rKOp1Oh+XlFVaWljl+/Dh53qXf6QYyL+/vnCcP3qAWLVq0aPHR0BKgFi1+jIjDmcJVLC8v89LnPs/x48f5/ve/z+3bt8VQH/t7qNng3zZmsE3oxaNkhEi9MKCVk1FdKAfyoQxM6fBYHNDH3kHBK6HRUurmHFqrUIQlA24JVJgNMKPXaLHUramaNNWT5rLRqL1IehbJTvP3R0IRIqGpY5TlvWI4gpqxx3qf18/9MMcoGtVDvxal4wDUgVHgq0Z1nK/tMZ7gVVGq3lHee5yVwTwqEB4thGmmVkVCJmVaiUqxylK6EltI8psL4RfWedJqxLjyYKDT65IkUjbnrUWZDFeVaKeh9BiX4KoKbxXeOiiVcGYf/D3eSamlD9HNYsmpFZNpOaGspoATr0+eknVSVGKk5Mx7bOB3JiqDwecSE9LifheF0YoqFlIG5QSV81i5WfNfgiKmES+Rcy4Qf3kdCbSYHftIgoyX8jkbevp4L/HWKiT5GWOYjidkRkhSTHdbW1nlqacucPr0aZb7yzVpVWhpTGstWZZJCV04+EIqNd56HFU4Pq4OtVhfXmN1eZWL5y8wHA05ODhgMh1x+849Dg4OqKqKtbU1Tp48yfrqGnnekfVUaX0ulkVFWZZorel0Om3MdYsWLVr8gGgJUIsWnwIYdCyK4tTOKUajMZPJlPv371MpO0tLU0pKqbQOvhJPY8SNCsqPJ5AOTGgIGQb/cdAfBpcy8d5Qh5QCo2t1IQ5qlScQJIRwqFkz1ahwLBKKRdITb48qjXuSz+cDSVAcqDeUH1Ff4rqrsI/jvgmD2WYp3wcgxgpHLxRhUBsfnylJ4dXDetm4H7zEHfuQBqaUAivlcGg5NhISIAqFasY/o5hMJuhU0c1yMKEEMjGhz5OHyoIBkybk3QxjNJUtURYSlZCaTMoMSwelQ1VSWqZJMIlhasWLFNUWCRiQUjIJu5CBfFmVlOUU5xwmM1Km2c0hFUImW+/rc08i2IOkRCAq3s/9KIKqiJWENt+IMW8oc7IeSpRJG46FD72qrEM3zkWPn1OPiqKQ0AEj145m1oNIe83UlkzHU7z3rKyscObMGc6dPsP6+gZGmxDgFhsKiS/KxEkCD76SslLqCYS4tQ5jXAhTsKFETmO0Ybm3xHJvCYfn/JmLHAwPGI/HdLtdlvpL4YzSlFUpTBK5nrI0CypUWB0rom+LFi1atPhoaAlQixY/ZvhgxnbApJiQJAmXnrrIYDDgnXfe4dqN68F3YcMgr+ED0lpigusX0xAGZ8JnwvLhcR9TvOrlfT0zr4hmf4/3Ie2N+XKi+HhYcRE2gmfogxSgxcebOIooNf8WY76PVH8Ab11Qt+aVn1mJXCwHjMpTVIJmnib3AUToqBI42e8u9GoKH6POh75Ksk+Nn3mPbN0809RlYGiDjOOtEB+sqBphHRUmHG9LonO0kRTBaTXFMvNNrS0NUEZhUkXlY+qcrn1ko4MRzlpwilxnGKNwVVSS7GxfeYsIak4UFS+BEcp7rC2pqgKnhPzk3Zysk2EyQ6ktMVpc0QiRULO+SXPR5/H4aCkRtEqUrphJHhPdmiqh9z6c0x7TOBeowyWIraDkcDtpXuSd9LQyicEgylFVVEwmE6qqQjlFR3U4duwYW1tbbG9vs7O5RbfTZVZqFkoXMdJwWIPRWmLAK4tOGwwkqGcS3mAAE24F1pUUxbQ+FyOpWeovsdSXSGsNQnzQpCFIQRrwSupdDU/o2RWjtVu0aNGixYdFS4BatPgxoyxLsjQB76imBVprEp1wfOs4vV6PlZUVRqMRD/f32N/fZzQeUwVfhtaSb2XiCMgjccN1M0iFVjFQO8yY+xgtHJ7ig1YRVSE9CxGQBVRNHOLjc/1KHuP3iQPXJ5WaHaUSPe7vR5bHBaKhggfI1aVvhIFrWFdi76KojoXSqifgKAJUP650XYqFkjIs8fvM4redkzgE730oPxT1R0vtGdZXKOVEBQpvJAEADjBUVYUxhoRE1Bdj6OW9QMIqpuWUNA1pdUH1yRMpm5pMJozHYyGJlZdBtJWGmrZyVFhIZ/u5Vl/CunrvsVUlcd6hHLPb7ZJ3c2nySfB/hUa8idYYIyVmcb+bQDWVUjOvUTh2VsOkKmd9r7yn7vOj4/kT93ks8Yypf0K4XOzbE7ltVItC1LQJYRLee4qyoCgKnHNknYxe2mFrZYenTp/j9OnToq6isdZK2pxSJKaOrsOX0kB1NmFg5i1kQT1z3ss1aQzVpAx+KIPRKSYzzcUZjobB/5OH7ZJAijTN64W00jhrqUqHUgaTCOlRSZvy1qJFixY/CFoC1KLFjxWaLM2wrsTolOWlZUBTUeEcrAyWWX3up7C+5Np7N3jv+rvcvnuf8WQIPpTzNF9OyaAZwoR6GExq5YN3J/b0cbVapEIpkhjnfRjQ+djrNPhA/BzZkSQvwpjUIuRIh0Q5IWCzWz13Kw0u4/15wvNYshSaloohRdelWgqF83ZWbSVSUF1CppzEIkMw4ftZKhw48T7V63c0arJnQq8lHwINlJKSw6iChQG4R9W8akbSZiVfsYRQhWRtBRgHRssxkeMQKsiAbqePSVRQAT1aeyrv0B6KsiDLE0wnJUtyPJAkKVobRqMRo+GEbp5jqyoQIIetHK4K6xMb4QZiQSCUzoMKcehlWYqqpDxJltHpdUjyBOsriePOMpQyJCohSbUM8jWidnlLohKkQ5VBIaWAHot3Cq0shfNCAJ0CHUsFZ0TX2QWi3VQ7lKhdoigp8Qm5QNKdRikoqykKJL57UqHRrK0d48SJE+wc2+bkxglyk9bno5AfUa/KssSE+Gq0+L/qhqlhPezECqkJhj5lDMbL+YX3JHkgMtiaHCnt0SpB4ej3lvBYqsqRJAk6+JOi4ptoI4pSZqSxavMS8czvjxYtWrRo8aHQEqAWLX7MUGgSPRuAiTsjkdKWQBS0Srlw5inOnjzFwcGQmzevc/XqNW7dvRUGh540z0iThKqqmJRT8jxnMOixd7BPmhq0UhRVKbPaWkrhppMxnVx6t/gYmOA03njx+Ojg5dBqVuYU8ptr0qR8GEFHFjJrTgrBVH8EEYojuUcVoPA+QY1wlprQiIpCXRangtITPUAyA9/0B3m8L2VZVYXo6ujVUDKbniYor3ChH5AL3puZglM2DpaHmDqmpFzMa433Vb0N3gWS6YJKYDQqbIePJAiJksZDokFrOSZ1KoYNiokwEarSg/HoJAGtqKyX9zQJThmKUuGdRScJtrRMS4vynsxkTMdFTQadc3gczvh6H2LluHuLKEQ+pLh5KcGrxiX9pR6DlQFJllBSMComomp0EpTXJNqQpR3yTkqa5GSJxpgUpXzI4JDyPxVCFqqqoKoc1lesdyTlbjopqWwRSkJnZZEOV5eAiuoRlKHYiylNcNaDDbHuKJR3+Ephy4rcpxLzbTXHd05y8eIl1tfXMTqlYzIMkUPI9WfMbEohBpDMYUF0Md0jTDjBBxTL+uS+EYsdzeuBOkUuS+bfy3wYb0+8CFu0aNGixUdCS4BatPhUQM/dqsb9qpLBtTGK1GSsr2YMen22NrY5GO7z7W9/m4f7DxmNhnS7Xfr9PnmecTg+5NatfTq9PHh3CD4VC4gXJM/zOkVtpvh4SVQLnnXlFF55dPDY1HFy4SZ6MsCGsrfZLYBSMzJ01G1T9InG//p9kJhv8fao2qMyIxgKbRsle4EQ4eeJ1eN7EllcUJQWy/WaZX6zwxTUCUfdEMljiWEIEpag69jxeuzrA+1zXvrtxL94K5zKybHR2ghRMeHl475Qs1sQz5IofGAb229wtcFfhUa5iyWDQoF8XXamPKLOeCEbys7UJu+9qBIx+U6FZDvt0UZjjCbRGalOSdOUPMlJ07R+jkRlm7kySeccpkowVVXHaicqwSces1BO6Zw78jjMlEgALQpSzQRm22+cwlnFiZ3jbK5vsba2xsbazux1jjgjnoiP+qQjl9ePuf0hvH+LFi1atHgELQFq0eJTjpg21iwDyrKMra0tjvl1er0e77z7Du9cfYfhcCj+hiwjSRJ6vR6+bngqP8576X8SYoBtUC9qAUfHUijdGDxHPwbgNBolyXJBeZkNPhdvZ4rO4xDVIuV17fGI7w9S1aeCIiMDdi3mdu9DRDM1p2pUmzEjUs04ZfkJf8Ypj1ezQIGIRQP+YsDD/P3okdL1+s1v4IzYiQ+mQbZUJCazYwzSvFbIhqoJoncSVU48DsEHY5kFGfjoPWGmmsVti+8rAQeijsWSviai2uKsEJA8F1JTEysloR1pmpKmGVmSk+qULMvIsqw+r2oCpMUFFI+h9bNUQ611XXIWiVPc5zF6uyxnCtwiidXMCHRUzGpFMCwznU7Z2Njg0rlL9X6BkNLnPFq3jKJFixYtftLQEqAWLT7lqGffw8B07r637Gzv0Fvq0Rv0ePfdd7l//z7D4ZC0k9LpdJhOpwD1bHw0tXsvTUb1wqx7VHgkXlrhjfiCnDjT64G08n5GOBrlbIukoS61egyiCuG8m7vv8cEH0whTcB4XSrlqM301e5142xwoRxWhuU5zfYgI2xbuLy7T3K6I+d/F47JIgBQL+zW+dqPvEYHUVd6R+pD2pdWMDFqHVgbLTAVSgbgoFdPr/MI+Vo3/G+vfCB+Y31eh5E0J2aq8C7HN4LD0+z2SPMGkBoLVxaQJWZqQ5llIlksDIRISY4wJgQKNfRD/NchNTFiL52YM9vDeY62VsrfG/o734/prqEsaPfPkqLlcpzNrGFpZCRDxc2vXokWLFi1+ktASoBYt/g2gHvCFWXWQxosahXWWQW/Ac888x9bGFtdvXufmzZvcv3+fO/t36Pf7ogykOiR1icF6Vl5kwgA90IC6vipKD0EtUBqcBABItZwG73BKlp+Z1FV8mtx9wgy7d3G6XtXvV0cl1wQorI6lbi3jQolW9K3MqQONX5WfH4Q3B8tW+bkguCgSaR2Ul1hn1tguSeqKzM/Wfg9NVJh0c3EhV15eE6eCyT/6kxTWO4wXJUsrKTf0zknCWCQrURkzUWmS+8qHJLJQqhjeqk4pq88dDyHTQI5vKBOMqp8P9XqRnFg8WoNRhm63i0oUOtFgwCsNqSLLUpI0J1EJWps5AhO9OLL9bk7Bi8SmCiVw8bhFEmSC+UU3EuWaiYKLhPqoZqBNoicloRJEUNkSWyk6eUeKzloG1KJFixY/kWgJUIsWn3LEGfKjBnoKMeArFKlJ2dnaYW1tja2tLd5++22uX79eDzad06R5Ug8qvfdoo/DWP/J+3jlp5aik/wraI61FIyfwoQeJD6Voos6gVX0bgwK8ddJrKNxv3oY3rH0xMSQgZigoD86FWf9g1I/kjUAgsK5uOtrchqN+n9t3UaHyfm69jNI47TBKkr806tHtitsbFLHQ0GfudZu0S46fF3O/S3C+QllJSStLh/biG8JJQ1SlNd460Kb2YwnJCcQqlMI197OKyp2anTNAva/Cxh6pAsn+9bN9C+g0IUk0OtUoo8BolBFCq4xC66Tu9dMk5rOtDsSmVqQ/VZZyAAAgAElEQVRmxPMoMtMsi4vkJ8Z+N8tAYUEJUoR8uXkVKC671B+QJYnkS2jpjxQxHwjfokWLFi1+UtASoBYtPuVYHFjGsqGIxMwuY4slT3POnDjDUn+JEydO8L3vfY/D8aHEGVeiBMU+QRpTN9WceUEcYSwOOg5WZ4lkYjqXEbkKRMCrSAwWblUY+H4gAWKm2EQSETuTevA2DpZF7fFB/cHGxLl5FecRHPE3H0ibV0i4gphhgvgVytCUxmuF1gbvhQi5+F4qhAyIgCb7YOFYxQazXkcyEpWkkPylgvenkIajs5Q7NQs9CCqYkML4/FnbUY9EcUdFKP5f9zmCUMoo26z/v/bOtUmO4zrTT2bWpbvnisEM7iRI0bAoexXmmuvQeiPkD17/6PVG+A94pf2gNaUIrU0tQFwIDjDA3PpSVZlnP2RmdXVjAErUHX2eiFZ11/Slumoo5DvvOe9JImlpqcXvkX+vYlllLBErqjibRkx0sYahZFlAe+8py3Klx2x52lcFUH/eB+Inl2Hm9xy6QEPXZ10A5fey1iK5p4soaHJfUCyrFPb29iiK+N+IYzmfKH5ncL9B/oCiKIryfqACSFH+jMh/2c+LRoCmW1DmCN1AXHBjuLZ3ja2tLZ49ewbAqT/tF60isb/jaiy2d0Xiwt2EtFDNGiiVxEkIcY6MSW5IWG4lZ9kZg031ZOvbnNiWF+EG27sVUQDYuEoVEwd4eh8fe0ljVkLfX2PFEkx4Y2tSoMDKfuJWTBRRuQsoJqEJRkwsjwsGKePsl160pWb7XngZuxzaM7hGbzgiJpemyUCcmN6xWQmLCAIpES7mIYflwh6TShJNEl4xBS0MxEF070yKs16Kn6EAiRLWEtP6VkWJGBPn2dQlnfiUZBeduhjkYFK8uWAq98Z3XfneA9dn2PuTe9qqqlr5vV5PjstCqMsDWQfCKQrZyFUi2ACHBwdMRuNB+Hr87yOElDSvKIqibBwqgBTlz4irFppVEfsbhICzy7/TBwJVUfHZZ5/x85//nLOzMxaLBdW4igtNbExUc/E9U7RC/3ohlp+51JfivY/OjAVcGq7qBDqL2FQGR+4rihPrJb2f6Z2jKHxi8ltcwI6rOg6pzMEMuXckBKSLJVld5/FtTDuI5VFpxowEijLOPgo+PjbG4gqHswViAt4HCmv7xwQTy/qCwVmhSyWEK8iyad+neO9+UW5yH1AsBYxlXFnwmBjJvDRY0iJb0hVKJWypXci5Igo4m0WtwfsAeGLVWYpBNyb2ELmBq5IUWzTj0gDV9PuRgy2sxHKxLJpyT1UfdJGuV9cGmqbF++h+FVVJWZfY0vQleFEiepy4Zf+Y2JVAjXx9YkfUsgdIUlDDMNhgKHKy6zOM3M6/79ZYxqNxDKzICXWpdM57T+Ec865jd2uHy9Mz5tMZ17Z3mS1mXMzn3Lx5M36u9X0i3fK6KIqiKJuICiBFeU8w2F5wQGzLDwT2t/e5f/8+i8WCZ8+exbkraaHZti1mZeJi/jt5es849TQ5QbEWS0SwIYmeEPtjRMCKRNfhiq1YEyvFkvsj2S0SoWtiaV4cG5QTzlwKRxBG1Qixns520QwSIfhA13Z0XaA13XIBbYoYnbxouWymeO85PDzsna+u9SsLaICyLpIzFPMB1rf4QLAGh0GcXfm5FxjWhkXn581r0+coEMBE5yn3PbmqRAI0TRMX/GWRBF7MWLDGxp4rEUywpMyDeKXSsKbeBcmfR54jRO9U9c5Pdn8kOl3GWEKIIgZnqUcl9bjGloY2pw6aXDK5jEZHbBSISdB0Xdf378S0uNXSt3X3J79PFkJ9eMLaCbTYPrxieBs+X3x8z/z5XReH3u7t7PYJd1eRzENFURRlw1ABpCh/7qSeFCAXna0IIYBbN27RzBum0ynHx8eENmCcQTpJyWLEDvv0LsYYbJ7Pk8vTTCwbMnHlTSy0kj7FTSQ2yA+3OTAtp5P1jw19Kplvulj+JdnBMAQJ0bHoAqfnp8thrWY5X8aIxRnbz45BwHdR4DhbsLczoaoqXr58udJbUhX1srHeBJpmHh0LSU3xa9vg4x1vQgohsL3oM0b6xLhh2p0xZhBGsJySFPqaP+nL0uq6plu0NE0DQOnyd4rlaTHC2qQyQ4GQe7BCjMIeVjKa5baviEtDVrMtNeylCRLwEoepQpwvNR6PqMc1Ho8PLbFzZtmTFAfjputlTe8ADUXJ0BEqbNF/ZhafwzLBYXrcugjqY9UHZXRDTOo9G0bEO+do2xaL4caNG0kYx9+VFa0jq//tKIqiKJuDCiBFeR9YW8hlNyj/9dwZx82bN3n9+jWXl5ecnZ1RFAVVVdHlZvjB6+PCMz+KrlB2EkxffZWa91PKm0DqBzLLbT40iT0p+XH+DIIQuuVeQeiE6LqEgITAqKrTc02/ADbGYKwjOPrvkodqNk2DiFBVFXVd9xHIeXEMsXRqPp/jvaeuS7LrlftIhluf5iF5I7F3yWZBsnS/enGwZicYE/eFLC778AiTRJClLAtMWC7is3thJYm0VJZmLdggIPFxL3IHwiuf4ywMAKTzvROUBVDvwIil7RaIdRRFRVlXuDI6YkKIPVS5TC3Fpec461zWlgMrhs7L8ncoDcxlNbxjKJaygM2Ph6EI/efx5uygXsiZFBLhl6WKzXzGyNbcOrqBsy4V5K2HMeTfJ1VAiqIom4YKIEV5X1irg8oiSESwxjIZTfj444+5vLxkejGl6zq2trZY+Og8uLSQNX1D/7AczoL4VG4kyeEJvQAIZtCf1Ae4LRe7sYSJlcVxXwKF6TMEQghxvk8SQIhQlC46Fa2nbdt+dkyM5zYcXrvO7u4ue3t7OOe4vLzk5OSE169fMz2/ZDKZrMw9yk6Qw/bla+9cAsvSfRBislgsCzMgBnFxto9J7k5e8GcFEt6wHZb7nASsLanKEVjLYrGgbVsWvqGqS0xV4n0SGdYiTjBmKTqCARPCqthMqWhukALXH78PKwIoSGAx7ygnMfGtqEpEhLbtwAo2RaSJiU6RE9eLEbG5tG5Z4jYc1DssbbtK/Kw7PlclyRkT504FWfYP5flBQyGUxZLxMb48eI+YmABnedP56Y04FT+KoigbiQogRXmPMSnlS9JifH93n9u3b/PixQtOXp9Et8Rm92X5V/flInRtPk9exOa+E4mCoE9oHjgQ/TEMXYk1ART7VGy/iPbe49ss2gzGWo6Pj3HOURc1VVWxs7XNeDxmMtmiqio++eQTJttbbI23MBga33B2dtaHPjx8+JDZbMZ0OqVt2/64rLXvjs8ePK8vGRuIjRiIYGIJWhZELJ00Sc8VCakHaFCYmMoLAw4xUDhH5aoVIeG9x3Y2ptKZKLpsiLN4hudV1h73515y2WISQAPxsxRAUYyUrqAsa4yFLrS0RCensI4gPrd/pd6n5J54iXOipOzPjU8uTP6c4f18HOsCaMhVvTq94yRvd4HKMgo333UUVP37VFX1xvvli6S9P4qiKJuLCiBFec/JwiI3ph8dHfHgwQN+9fBXHB8fI3VcwPrUq+IkjYfM6iBk8bN0iHIDvUhcBMd0s+z0mDfcn3h/IA4GDpAJPsYTBxPdn7RwLm1JURR88tEh4/GY3e0ddnd32d3aYXt7m8lkkiITVhfRtRtxdG3E0bUbAHzy8V8wnU45PT3l9PSUs7MzXr16xcnJCWcXpxwcXV+6Z1dgjV1ZhKfKvfhdbOiDGWJzVP6eMSUhl2gtC/wAwjIUQeJivpOYJFcUFaMRvQDKbpcxBnHDfiAD+DjHyBRJaMT3XGYyRCeonzGUeq7wxAjxIASBra0tXFX1Yi1V9oERQlgtaWN4HlbirVcHrGYnKJfF9Ue05vCsz/W5KkL8XS5NFlhFUSBdSAEfVb9/vWdIURRFUUAFkKK89zgXm9h98AQTU+Em358QQuDs9RlNCGlgabrl+/3aMZfCpV6gPKgzBRYsHY5BB37P0pUQWT7O9yUIoYuJaDHdLQor5xylraiKih/93Y+o65rJaLImdWyaZRMFmIsZa/3RGoQ2eMZlTb1Xc33vGgHo2oavj7/h6VePef7iOeeX52tlaqusCoC1RvwkiGIcduz5QZIQyoNScwiEic4ZmDSANfTCKyepWWup65oQAvP5PAYjpD6inOrnTEqtS80v1q+lnOXj7Y87lSlKTJ7wIYYfxPMWGE1qvAFPG4MfXHSEOjwSPMaVyzMuy0S7QIjhCPhYCjgQQMPytmFAQi4/HIqTlZk+AxG0vMq2HyZ71U3EU5SxVLANnloEa4okzGz6PcmpEJp9rSiKoqgAUpQ/f76llMcmT6CwsSfIYHE4Pn3wKX/5yV/yP//ln1m0DYvFAt95TFqohrR49d7jnMFahwh4ieMkTeFwRUFpYNYsEAmUZYkxpi81K8uyTwkbLoT73o9gaS4bdkbbFEXB+fSc6XTGtWvX+PTBD/j+979P4Zb/N2XWvlnel292bVtZt/LYIBS25M7NO9y9cYeA53/8yz8zm02ZTqd9eIJzjq7raJqGqqqwxlIWZV9S1nUdXdvRyAJni/54jDXYEMvhQioTNF0UdIVzWJfK0kQQCQQP1hmMTQ5I6PpEtlFVMaoqLi8vo1Dy0bExeHApqc9YZB7AuEFJWZy844PHixDE04XUOyMd1hRUdUFd17jK4W2HWFI0t4lhE8QSRDG2F1jLm8SeoCxS2tD/bChkcglcjqfOARTr5ZFZEPW9XTZHFqQ+J5YR12VZYlOvVCy3E1pp8b4jBGE0GeObQBcC42qHrx495a//ch9MvEYSQjbqyJHu2gekKIqyeagAUpT3nOFf1HNMthGbhJHhn/7xH/nlL3/JF7/4BfPpLJaXjcZM5zPOzs7Z3t7GuoKyjE5A66MwmM0W+MsZ9fYE30nsFnImLpyDwYjgjeBw4Cylc4iJ+xdtS9csCIuOo50DmssFF2eXjEYjvv/gQz788ENu375N6d7Sw7HGuvf01m1sdEq9R/G8/NM//neOXx7z8OFDHj9+zNnZGQDj8Zjt7W3atu1FDywX7VVVMXETLtpzvHTQWjofogAqUmCAE3Ynu3R0SBNY0GG8QZzgJIYENM0cY+yKMMjXDVZ7kOJQUsH4FMstAXzq1DIBnxPXUtmdJwofHFjncEVFWZaUpYti1UEw7cDuizLRikmOle0dwb4PykQRZlJ4RTBFTMdjGYYwLGVbn/uzLoBWvt+vc60HYiuYsHQgLWnobYpFxyZnbThY1a4kJq67TYqiKMpmoAJIUd5zrlp4DqOG63KLjz76CIBHjx7x8tUrZrMZZVmyu7vLfD7HtC1zO+8XnmVRMJlMKMqSy/mMuiyxGFxRLAdPBsEWDvEBL4FmvqALHovBFo7JaEw5KZidz5hfzjDGsL+/zyeffML9+/d/7+clp6XVZc3dW3fZ3d3l4OCAr776ipcvX7JYLLi8vIxOiXN9XHNe0C8WCzrpormQSvosltJVFGWaN1RaLs+niAlRcFpwtsBaQ+kqrLU0TbtyTSCl4aX+IJPSynIqXu6+6a+nh05W+2zESkzos9FhsoWjKEuKuojfw+UQh9V5UUPsQJPEXiaz3C8SXaMkJPNTcwhCPo782lwKd9U1GAqmfj9v3l9PkVu+Jop5j08/F3CGgGfRtXiRftTVCjHST6viFEVRNhAVQIrynjNceA4Xp7kM7XJ2xv7ePj/84Q/Z3d3lZ//2bzx58iTNyKnZ3t7uG/VzmVLXdQQkxlInZ0SMwfvQzxXKpUwX5+dUVcVoNKIsy148zC4uuWg9RbDs7u5y48YNPvjgAw4PD/vjzSVov0vWF9qXs0sm4wk7kx0+ffApN2/e5PHjxzx//pyLiwtOT09XXmttHFQ6Go0whUFMIDCIaG462nnDVGJJ3d7e3krimYjgG8/MTwkhUI7q/pwOy8fW+2TWr+XwePrwAaIAMdaAM1gXe4psYTDOxW36+l3X4fEU5ao6MG8bjSNLoZMergigt4UOrM/2Gd7y7CbgSidI0sykldCM4Xcmz6Z601UKoWOxmBOkQ3DL1DfNRVAURdl4VAApynvO20p88iJ0e7wdH1vLndt3KVzJzcMbPPn6Gaenp3gJfclXXVbg4lyXtm1pfUtRln1/RxxeGvs4nHE44zi6fkTXddFROb/Ee09RFGxPthnVNTf3DjnYv87NmzfZ399fea98/3d5LoZugzWWqqpWHIeD3QO2Hmzxwd0PaJqG169fc3FxEaPDT06YzWa0i5ayLCmqgtOLU2xhqOsY0z0ZxfORF/3n5+dXCk9nCpyLA0az2yNBQMAZh7Hx+szn8+XxMxAPqWzOlEuBkPfhUp+Vg2pULqPOc8w2fiA2DCYFN5CCLYwsI/tMMH2gAsOZTz6FTQxcpKuEWlEUy89NDlGeDZSf+64ytPUhqMDy9XnkUg5EAMQKtjD4xjNvZnShpXIFJsYgpjCEtchwRVEUZaNQAaQo7znrs1behg+e8WjM/Q/vc+PGDW4+v83x8TFPnz7tQxIuLy8Jhn6BXxQFzXQWh2gWBaHzhK5DjEGspRWhK4p+8Vtg2Nvd4+bNm9y7d4+j64eMqy2cWQYjDI/79xFjvLroNdSuJhDoQnSyCltQp+Q4gJtHNwE4uzjj5OSEly9fcnJywvn5OYvFgpuHNxmNRuzu7rK/v8/Ozg6TySSGJ1jLF198wWKxYDqdcnl5SdM0BEnzhBw0zZyARzwEfB62g8WlYALbb/N+zGCbnaWUFifWxLFELg6K7aRDujTE1QwCC4rsigwcwoH7YwaJb0aGM4z6oLv0/MCwkO6qa5b3ZQHUC9C1gahXvTaLwzz8dOVahqUrlKPBrS0RG8sC582Mtm3oipLSmL4Hrn/9r/nfhqIoivJ+oQJIUTacpm1ij4uNbosA49GYT+5/zMf3P6bpGk5PT/n6m+ccHx9zenrKfD6P/RVNS1WU7GzFuTze+1gWl7ZN03D2+pQbN25w//597t6NvTY5zcthcGYZs5yTw9b7SH6fBAlRJIisiEVBCBKYzWZUVcXu9i6727t89OFHzJs5FxcXzOdzbt26FRfxVzSTCMKPPv8RAK/PXvPixQtevHjBq1evejG0d7CPmADB0IWWrvEs2jntoqMLLVvjbQI+DrUlCSFZqhPvYwpC7wjZpdMlweNDclhsnFVkjMG41UGgNjk78KYIyvdzvHg6aWkj33qt1svX1uOyc7jG24T60D0ahimsvy+kU2INxoEnMG/ntKGlCx2lK8kB6enifGuCoqIoivJ+ogJIUTaM9UVjVcYem1xqFAVIXIxaYFRUVNePOLp+RPiBMFvMePXqFcfHx5ydnfHBrTscHBywv7eHAG3TMF8smE2nXE6nXD84oKwqRnWNsRYJcRFaGgdYptNpHzSQXZ840PL3/39PBos1UOSY5EFLv8HgjGN7EksEvSwdiKqqODw4jLN50jyf7NhYXB83LgS61mMLw/XdQw52D/j+9z5ltpgyny5YtHP2DvcJJi7mm6ZhOp1ydnbG2dkZ8/mcJ0+eYCX3+eQhPAYxcWis7zqMW4oQ44VgDQEh4GPMtEkCI7kt+VojEmPGzarz8ms5QYn1kIOrhp2u9zPln+dwibc5fevlb2/0CK3N9umHtdoY1d35FJONJxCiSDVrukeFkKIoysZhfvKTn8jnn3/+xz4ORVH+aLw9CUze8oxhaPJv36Xzxy1DenNJ/5vRl1XlhfRvuPV07+zLP7s849WrVzx9+pSvv/66j+mu65qiLjmfnVKOSkajGqyJ7ltosYXDlQUQEBt7esTKcgaTMWAEN+iHsdYi1gx+vhQ2siYSQu8MLc/fVW7QVQEFw7K3GMtdMh6PGY1GfelgZjqd9j1keThsDoyAQOM7RHzsSeoE8SBdwHRgvGFvssd/+7u/Z2K3mC/mTMox1hQQoPOeonQqgBRFUTaIn/70p+oAKYrydvI6faX8abB/0zHY1RMhv+EWWJ7dq7c7W3tMJhOuHxzx0Ucf8eL4hG+Ov+bF8QmvXr1ie3+bNiy4PLsAZ6iqmrqqwdk4I0cMBkGMTVN+khASSz8WZzAXJ88ASjuW31XeFEG/DdkJyuVtbdv2wsc5d2VJ3ZuzktYemzgTSCx9jvfF9IKvv3nGh7c+oq7rGPAAYKAofrchG4qiKMqfByqAFGXTkbc4MGvrz/ysMPhx/8rfRg39kf/6vt4Y/4fG9h6K7fcMtyJQmopyMmJnss3tG/d4/s0Rz54+59XZC16evaJtF7SLLsZcFyOMGLqmY9E1jEYjYDn3SCTP1smJeGnGTxIOInE80FBbLAXRsBwu7hDz7ov/rnK4XHLpvadpmhjlnVICswhaL60bDlgVkRiEIKYfbCtpHhA27lssFjx68hU7W7sc7dwAY+ialqIo3zhWRVEUZTNQAaQoyjtRt+cPwdXiByxdF0MqnI2PDXDrxh2ODm/iQ8sXv/yCs7PXnJyccHZxzuxyTtE6XFUyKmvwgqRkOYQYry1Z8BiwICmVLoqxkGY4sZr8doUI6h+kdLl3JcDBMgQhhLA6FynNlxoGHhRF0ZfJDft/1gXVOjEJL0TnUgxF5Th+GcMnjnZupNeZ1TpORVEUZaNQAaQoytUMG+FZrhfXnaD+CZvK7+C7v8uDGqWQCu+XIRVFYbHW4azjP//V33Axv+DZs2f86tFDnj9/TrNYULqK8XjCdD4HK9HVsQJWoumXL6oEjIn7Qgi9COqdlnwgayIo35H1KO23CCFYFSz5uwwHuebnDFPisgDKART9zJ/+NTZ9/tL56ecYWUNZV7x8/ZLnx1/zwd0P2av2KKsifp8OjCZhK4qibBwqgBRFeTu/RkKWhmj9YXDODIbExvhrwVOVBdujbR58/H2uXz/kq6++4tGTr3j16hXPz79hd2+PEOveYumbDGeBhlTLJn27TxZBsRxOlkNQYc39ybvi66/i29waeHM2UGboEuXXX50Ct/p5IgI2D3QVQprv9OrVKx4/fszo3ohROY7P1xYgRVGUjUQFkKJsOm+rbzNXP1x3gt71Fr8Of3Tx9Ds4+O+eJGe/9ft7L1i7OrfHWUAsPsBsvqAsHYUrONi9zt5f7bO/v8///fI/ePrsGeIFY+OAVAnpvYLpe4JiOhzLfdbEErGwmugW+u86JKTem3eIEVZ/tv68LIDWxc76PKhV12fwOUl/9RVtRhCJUetiLZ0PTLbHzKYLHj9+zOH2IbeOxlrXqSiKssGoAFIUZckwpln5k8C5PPBU+jIw51zvCJXlGEE4vzinLEtGdcX9ux+xv3fAy/vH/OtP/jeEgBEwwaYhqFlQOIKLM3KMWIwRLObKfhubHaKrDjIIBhd7gfK+3onJD4eKI5AD1HMp3JDhc3MZ3NsGpV51VDnCOzpWwvbuDmeLM07OTnh9ecrh4Q1c+nz9VVcURdk8VAApyqZjrrj/jlXhe7dg/B18oT9EktywBG71s2Np2+72Tr/PAte297m2vcvtwzv84hdf8Mv/+HcWTUyFMzb2zZjaIAEWvqMoLJPRiBAC0+mUwjp2dnZou0V61ygyirAUKCEnyBGFRjqYJLAECYJvYwmayWlxdqmyRcC5NIRWlkNPh4KoKIq3JsmJSHTf+ia1QEj5BjaVwZWjitevX7N//RrnJ+c8/PoRH3x0n9rWCIFS/xlUFEXZOLT9U1E2HTO4wXuocDaP5SW1NPMFf/2D/8Q//P2PuX14i3ba4IJlUo6RxuN9DBJo25aLiymh8+xu71BVFWdnZ73QMCFHTksO0Y7/gATBSOy3sWJIOQvxOIQryuDCYBuuLI971771WOwlbw5kxUrfExTwiIUOTxMWeAJC0Eo4RVGUDUT/9KUoivIec3BwAMB4PGY0GvHll1/y+PFjLi4uKLYKmvkl1c4IY2CxWNCJYVSOKKxl2raYOs7LkaSMV/qdJIcgvNlSI4OBQbGnJ/8kRtDl6O343KWoyf0/66lwVxFfv6rcDbzxHs65lcGr8/mcydb2b3QeFUVRlPcHFUCKoijvOW3bYozh6OiI3d1d6rrm4cOHTJsZIgEXoK5rjA80TcPZ6SlVVTEej4ltR8sIagYTgsTmVLlYCid9vNwyVc72yXE27c9iJ4ukd3sww7lB6zOFrLV9X9RQAMUXJkEVBOdc/x65xO9gKw+EVRRFUTYNFUCKoijvMfP5nNFoBEDXddR1zWeffcb+/j4/+8X/ocAxnV7STGcURYHD4duODsN4a0TXxR6eOFonRNFDKj/LkdrkFLnYByQCJkjsxxELEuLsIQwme0lmOQj1XfT9Rmu9QcOEuLRn8L+suEtFURCa+HrvPdPptHeuFEVRlM1DBZCiKMp7TFEUvXgYhijcvn2b7d0tvnz6Jf/v0a84fvmC8bhma3cHKOmCZzFrovNiQj9bJ3gwdiAfVgSMiX1CNgYcWKIDFIzFpFlEYGP5W+CNIapX8a7yt1jmtiybi0ew/DlAEMG5giZ0WOt6B0iQP0h4haIoivKnhwogRVGU95iiKFgsYpJbXdcATKdTnHNcP7iOqyzjumZcP+L84pSw8DjnsGJo2xZbV72gEZPK3gJgkwAJIXb1GFm6PCH171gzKI9L+w1gYx+QEfoYgqv6f4b3h6wHIMTnpf2DfUAs8UslcIUpCD72AKkDpCiKsrmoAFIURXmP8d73wsd7j4gwmUwAmM0u2d/eZffBD9jf3eOLX/ycZ8+egYN6NKKwBYRYtibWgMk9PRYjBiSseCi530cklcMFAWsxIb0+9QGZK2ZNDcXPejjCeu/PkKuE0zr9c6whiNB1nQogRVGUDUYFkKIoynvMsOxtfY7QeDxG8Fgs927eY1SO+OXk3/nq6SMuL2cYBzt7u8ybBgFc5cAZurbFWktdV8ybKeN6hHExSpvgKcsSsYauayAkwRKS1+MsxoBN8dTGrvfyvClyYFUMXSWCcl+S5KCFFM6wtbVFM1vEIbHliMvFlBACXddRFW/OVVIURVHef5jseR8AAAk8SURBVFQAKYqibCyWZrHAOiiLkqODQ/Y+3+POnTv8x6++5MnXT3h9coqYQFFXFEUBxmBDTHGzWIwk4dNCF3wvskwQvBesFfpEbBP345LoEaJQMVcLm7fxmzw3u175dd77/haK8C2vVhRFUd5HVAApiqJsMHVd03UdTdNRVQWlq/jw3n3G4wk3btzg6+NvePnqBefn50zbwGgyoSwLfOu5XJxRjipEYkobIhgbS+BC6PA+C6IYwhDL4AQbYgBBjNGOPULw7jK4q/a/TQSJSB9x3XXdygygruvouo4Q0hBWTcJWFEXZOFQAKYqibDg5Ka7rAmJiRsHR9SOOrh9x9+49nr/4hidPnvDy5THz+YJmmiKprSBFABcT5owpMEbwbYeXgBXAhxSGEGLfkLP9cNOsP64SNkPhs75/uG91rpAsB7MOPsNaG1O3Zfk+1moCnKIoyqaiAkhRFGWDmc4X1HWNtQXOBgRJzk0MP9jf3mN/e5f7d+7x+OkTHj58yMuTY7quwzjHxdk5rq4YjesopARCiLODXFESgseIIRiwVlJCnOnL4jJvc3eucoCucn+GAQhDBwiiAMLEviBrLWVZUhQF1qgIUhRF2URUACmKomww49EYoJ+LYwgUriBIoGlb6qoEDJNqxIOPvsf9u/c4OTnhyy//nV89foT3QjufEySmzRlnY+R0YXHG0vg2lp+lGUC5HC47PwSL2PCtJW7r4mc9Ie5tDpAZDFwVEZxz1HVN5Sq+bQaRoiiK8n6iAkhRFGXDCUCb+mKKosBZhzVQVRUGwQdP0zSMR2NGZc2dm7epipJg4PnFCaeXZ3HWkBjKUbnSbxMHlYLYZUnaegkcvL3E7V0iaMi7HKAQAr7rcBJL3+L3MggagqAoirKJqP+vKIqywcxmCwSoi5K6qimsxXctPngMhrb1OOsYj7YIEljMFwQfOLx+xI//64+5f+dDDnauU0gJneC8oxBLaKGZtxCSYAnZtRn8s5Pq4EywKzcJBhOWzs23sxQyVhh8hiWIEDx4L/guPs/ZculAKYqiKBuHOkCKoigbzGRck+eSWsBgqIqy/3lZ1kSBYbGmoB4t/9kwwN/91X9hp/olcuG5mJ4js0BnAlhDWZd0c48pDKa0WLKzY+jakMIIilgSZ6JrY0zsDzISn5er1HLPkJgoYuIRBQyBXFYXJIktMXTBYgI4WzBvW7YmOzSXC9pFw2g0AsC3HVS/x5OrKIqi/EmiDpCiKMqGY9a2b2IH29Xb9HzOD773Kf/w9z/m1vWbNGdzpBFGxQg8WBxGBOkE3wZ8E2fwOGvjXCFPfzPBEAIQhBACIUgSR+lm1x4bg4hHJPQx3LHkzqQSO0PbeCzQLTp821HXY8qiwAKjavT7OqWKoijKnzAqgBRFUZTvTF2XYODo6IjPP/+cBw8e4L3n9PQUZywuCRVIvTje47vYA1Q4RwgdIXR0EugkIOKj+EEQiW6PGGDg/AQT+sfLviJDSL1FIQRMSCEIEMMY5gu6RcPOZItRVQ8cL0VRFGXT0BI4RVEU5TtTlCVd21JUJYcH1/nbv/1bbGl5+NVDLi9nlHWBwWALMMYiJhXCeWjbdpDmBiK+T23LtW9D8QOr94MJSCqsi8/ORXxpwKpAaUsEz2w6pzQFB3v7bI3GdG1DWRQYVUCKoigbhzpAiqIoynemWSwoytgz1LYt29vb/OhHP+Kzzz6jqirm8znz+ZymaQghYDFYHOLBNx6IQsaYZbKbsXFej7UWwSMieBF8uh9vfimeBiV5JliMGIxYXLDQetpFAyJsT7Y4vHbA3mSHwljEawqcoijKJqIOkKIoivKdqeoaRPAh4JzDYChswb17HzDamvCvP/lftL6hbVtCaDBVRWEtePBBcIUMRI0QDaBB9LUPKQAhpFlCmSheTLSIQNLf8wQk9RNZb1jMFnSzlr3JLh/cusf13WvUZRUtoxyyoC6QoijKRqECSFEURfmtaJoGMYG6jolys+klhXV8fPc+0+mUFyfHPD/+hovZBR0eay3OxgGowcuK/ggmzuqJQ4IMQZYCiJXnxRw436U0OQkQDIQYuY33+GAwPlAay707d/mL733CqMixb1aFj6IoyoaiAkhRFEX5zrRNE10gkwIOvGdrsgMEZu2Cv37wAx59vcNi0TKfzwltIBSCK1KvjgchxJYdY7DBgKRYayPRpTGBqFaWoQi98+OjieOJwscGoIvBCNYLlSkpqoK7N+6wO9lGfKCbLyiqMQQPTivBFUVRNg0VQIqiKMp3pqwLsjBxzuGcy6N7qMuaLnR8cOsuBwcHPH76hC+//JJvvvmahpZyUuCMw5oohtpFh/cea6Gua6pRFUWV2JTulvqEbEyWs6bAlY6uDfiuwwi4/Nymo1149nZ2+cGDT7lz4xaGmBRXVMkFcu6Pcs4URVGUPy4qgBRFUZTfKbmyzAImCNZatqst7t28TSGGcT3i+PiY88tznLeUvmCyvcW4jsKk9Q1t03I5PwcXwxDiHKAUp91Gp0lkwbwJVK6idCVGhGbRENqA8QEnjr/46BMOrx1Ft4kYrqDRb4qiKJuNCiBFURTlt+PKIIFYWuZcicUSgJ3xDlsfbzGZbFEXFU+fP6MYWRppWFzMWTDHFNFFcrbEWoc1FoNgrMWmajVvhWADIUBpHZUrIRhml1PmFzMKcezv7nFte5+P731EXdTxMENAxGDSG/muw/U9QYqiKMqmoAJIURRF+e7I23+Uh5AGBESwxmKx3L55i8qUHBwc8LNf/IwudACUZUlhquTktDTNgrquU0x2UljW9I6QNQ5rSvzCs5gumF9cEjrPwf4+3/vgYz64e5dqIHC6rsPa5T97ptASOEVRlE1EBZCiKIryWxKWMdRXVJcZAd8JYgJFUVBQcPPoFnsH12h8y8nrl3zzzTdcnF1izJTRaERZV2xVBa33OOui6HHxzcULIQR88Jy/fo0xhsIUjMsxe9d2+ODWXT68c4/93f04pLUowDiKoiKIIPQh2pqCrSiKsoGoAFIURVG+I7/eIFFjDEVRpCCD6OYYYxgVI/7m0x9yennKo0df8fT5M6bnFzS+o5t3BHwcnlqYFLBgAEsbWqTzhAAHewdsb21xbW+f6/vXuLa9x2Q8pipK6DyFsWSJY6zFEhPjVPYoiqJsLv8fg6qsaU3RiVwAAAAASUVORK5CYII=)\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.\n", - "\n", - "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`." + "introduce tyk2 system " ] }, { @@ -141,69 +137,9 @@ "id": "e9a7f137" }, "source": [ - "### Alchemical transformations of benzene\n", - "\n", - "Chemical modifications benzene binding to T4 lysozyme are relatively well\n", - "studied, examples can be seen in the works of [Mobley et al.](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2104542/) and [Gapsys et al.](https://www.nature.com/articles/s42004-021-00498-y#Fig1). Here we explore how OpenFE can be used\n", - "to build a simple star map network for planned alchemical substitutions of the\n", - "core benzene ring.\n", - "\n", - "Five pre-aligned compounds (phenol, toluene, anisole, styrene, benzonitrile,\n", - "and benzaldehyde) and the benzene core are available under\n", - "`inputs/ligands.sdf`. These are shown in the cell below." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "3d89a17c", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 617 - }, - "id": "3d89a17c", - "outputId": "9a28b006-f506-4fcd-c0cb-759bdd775f35" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from rdkit import Chem\n", - "from rdkit.Chem import AllChem\n", - "from rdkit.Chem import Draw\n", - "\n", - "# Extract the contents of the sdf file and visualise it\n", - "ligands_rdmol = [mol for mol in\n", - " Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)]\n", + "### Alchemical transformations of tyk2 ligands\n", "\n", - "for ligand in ligands_rdmol:\n", - " AllChem.Compute2DCoords(ligand)\n", - "\n", - "Chem.Draw.MolsToGridImage(ligands_rdmol)" - ] - }, - { - "cell_type": "markdown", - "id": "7bde6b8e", - "metadata": { - "id": "7bde6b8e" - }, - "source": [ - "Ultimately we will limit the RBFEs done in this notebook to the transformation\n", - "of benzene to phenol, as similarly done in the [AMBER free energy tutorial](https://ambermd.org/tutorials/advanced/tutorial9/index.html#home). Previous work has\n", - "shown that phenol does not bind to T4-Lysozyme L99A, so we expect that the RBFE\n", - "will capture the positive change in the free energy." + "use our tools to load and viz ligands" ] }, { @@ -218,16 +154,18 @@ "Here is what we will achieve in this notebook and what software toolchains are\n", "used along the way.\n", "\n", + "TODO Update this to include cinnabun \n", + "\n", "| **Actions** | **Software** |\n", "|:------------------------------:|:-----------------------------------------------------------:|\n", - "| Create OpenFE Molecules | OpenFE tk, RDKit |\n", - "| Create Radial Network | OpenFE tk, Lomap, Networkx |\n", - "| Visualise Network | 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", + "| Create OpenFE Molecules | OpenFE RDKit |\n", + "| Create Radial Network | OpenFE Lomap, Networkx |\n", + "| Visualise Network | OpenFE NetworkX, RDKit, Matplotlib |\n", + "| Create ligand topologies | OpenFE interface - OpenFF tk |\n", + "| Create hybrid OpenMM topology | OpenFE interface - OpenMMTools (eventually - ex Perses) |\n", + "| Create Lambda Protocol | OpenFE interface - OpenMMTools (eventually - ex Perses) |\n", + "| Setup and run RBFE calculation | OpenFE interface - OpenMM + OpenMMTools |\n", + "| Analysis RBFE calculation | OpenFE 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)." @@ -264,7 +202,9 @@ "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." + "list of OpenFE SmallMoleculeComponents for further processing.\n", + "\n", + "TODO: Show loading molecule using openff tk " ] }, { @@ -322,72 +262,6 @@ "print(\"name: \", ligand_mols[0].name)" ] }, - { - "cell_type": "markdown", - "id": "55d258eb", - "metadata": { - "id": "55d258eb" - }, - "source": [ - "SmallMoleculeComponents also have a means of serialising through their `to_dict()` method." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "d0fa4698", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "d0fa4698", - "outputId": "e4dd51f0-7a48-48b9-e722-26af397079fb" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'atoms': [(6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {})],\n", - " 'bonds': [(0, 1, 12, 0, {}),\n", - " (0, 5, 12, 0, {}),\n", - " (0, 6, 1, 0, {}),\n", - " (1, 2, 12, 0, {}),\n", - " (1, 7, 1, 0, {}),\n", - " (2, 3, 12, 0, {}),\n", - " (2, 8, 1, 0, {}),\n", - " (3, 4, 12, 0, {}),\n", - " (3, 9, 1, 0, {}),\n", - " (4, 5, 12, 0, {}),\n", - " (4, 10, 1, 0, {}),\n", - " (5, 11, 1, 0, {})],\n", - " 'conformer': (\"\\x93NUMPY\\x01\\x00v\\x00{'descr': '" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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WrNzcXE1NzR07dmRmZrZMzpM/R6vIS0ka/A6ySv97qvsI6DWhi6LMTqO+VGmLafuINkxIFf7+/sgGURIprUhKSs6aNSsvL69bt26jRo3KyclpjTQrK6suXbqgnw0NDZcuXUqFju0S8XWEU6ZMUVNTi42NTUxMZHLdjx8/SkhIqKqqks8oKytLS0u3QNTp06fPnDkzdepUXV1dExMTHx8f6tRsmB49eigqKlZXVz969MjIyKhlQgZodPp0YrLR7BlSUjIAAO9t4cUuqMrj8oj2E+vEUMCUKVO6dOkSHx+fkJDA5LoU2uDZs2dPnTo1depUPT09U1PTFy9eUKdmw3Tv3l1FRaWsrExXV1eoTV1zMTQ0RA1g9+zZY2BgkJqaSpGO7RB6Bt+3D1avXg0AZ86cYWzFo0ePSkpK2tratl5UdXV1jx49ysvL0cOQkJAffvih9WIbgc1mX7169fLlyzExMadOnXJ1dW2lwJiscpaJBwxfAwAwwAhWewQlFlOiKqa9gLo7nTp1irEVT5w4ISEhcfXq1daLqq2t7dGjR1lZGXoYHh4+bty41ottBA6Hc+3atUuXLmVnZ1++fPnBgweUiEUzljds2ECJtBbz8XP53/fjpx4J1t/3dv6Z8Isv0gsr2MwsLdaO0NnZGQAmT57MzHJXrlwBAAkJCWdn59ZLi4mJEbS6uro6NTW11otlmJH/BIDxRQAAOVVY9czsXryoNfp/ysrKHB0d379///nz5ytXrmRlZYlaow7Iw4cPAWDixInMLOfg4MBisSQkJO7du9d6afHx8WPGjCEf8ng8VVXV1otlHlTH3K1bNy6XKxIFSqo480+HdVrnJWXqCas90D+F9V6d1nmd90pjQAHxPRoFgLlz58rKygYFBRUUFNC91pMnT7Zt28Zisa5cubJixYrWC5STk2Oz/7/krvFyizbLIn0NUOsHihpQWwpFCa4ReczrkJaWZmpqSj40MTH5/PkzANTU1CxYsODp06cODg6//vrrjRs3mNetw2NkZCQnJxccHJybm0v3Wk+fPv31118Jgjh37hwaHdxK6ttgy85XRc7QoUMHDhyYn5//7t075lev4fAmHAz2vLCj2nUr12s3hF8FHgcAqti8ag7P3DnB4hHt0SuxdoSKiorTpk3j8XgeHh60LvTy5cvVq1fzeLzjx49TNQy6T58+ZWVlZMbKixcvfvjhB0ok16e2tnbjxo3kw9OnT6NbyNazeIwGAEDPcQAAWe/iv1Qm5FRRIrnpsNlswdrq9PR09O2moaERGRmprKxsbGzs6OhYVcW0YuKAoqLi9OnT+Xw+3Tbo6+u7cuVKLpd79OjRnTt3UiKzV69eVVVV6LYJALy9venLAOdwOL/88gv58OzZsx8/fqRQPqqYFEni0lHX5M+FNfyqIph6AGaeAh4bkr3+9zs+t4rNPeuRFpfdqmjodxFrRwj/zVv79OnT9evX//77b2qXCAkJWbJkCZvN3rFjh5mZGVVipaSkrK2tFyxYcPr0aQsLiwMHDhw7dowq4UJwuVzBTJzw8HCq9tAjtZT7de0EvcYDAGS9AwA3UWwKGyQ+Pj4xMVFKSkpWVra6uhrl+mMoR9AGo6Ki6LDB0NDQxYsXs9ns7du3m5ubUyVWUlLSxsZm0aJFp06dOnjwoLm5+YkTJ6gSLgSPx/P29iYfRkRE5OfnUygf/S+4uLhQKLOJ2Ppl1fx/t30+8OpAVhlSfcD/APiZQ3Yoh8d3DKB5fDcDx69tmezsbBaLJS8vX1VVRRBEWlrao0ePKJQfFRWFpq/9/PPPfD6fQsmInJwcFxeXFy9elJeXBwcH79+/n8PhUL5KRUWFlpYW+XDFihW+vr5UCd/uGAOr3EBGEQBgwfWJ/wZRJbmJxMXFKSsrT/yKkpJSQkICwzqIM7m5uRISEvLy8pWVlQRBZGZmPnz4kEL50dHRyAZNTU3ptsF3797t27ePzaY+xaO6urpXr17kw1WrVnl7e1Mon8vlqqurA0BcXByFYpsCa7UnrPaALoOgqx6oaYNyL1jsAOP/QAl06N+ic+G06iDuO0JNTc0xY8bU1NSgzutPnjxBd0aUkJqaOnv27OLi4kWLFtnZ2dHRCE1VVVVGRobNZispKW3YsMHS0jIgIIDyVQAgNzd30leobZS8SF8DWJKgaQAAkBUSnFSaW8p0u9Hhw4eTtdV4MCzDaGhoGBgY1NTUoFMHZ2dnCm0wMzPT2Ni4uLh44cKF9vb2dNigmpqarKxsbW2tkpLSr7/+evTo0devX1O+CgDk5+eTNkj5pAhJScm5c+cC46ej5TVcSdILTdwDxhdg5HoIuwwAIKvyP91YoN21E61qiLsjhK9nAvfv3weAMWPGUDW1OT8/39jYOCcnZ/r06ffv36dpGLS/v/+8efNQYyRay5O7d+9Ouorp06dTKHmKTmc1BWnydJRPEJ4fac9dwrQphGyQqpST/Pz8WbNmZWZmGhoaOjs702SDr1+/njt37v79+4FmG+zWrRtpgzNnzqRcPvP9DWrr+IvORnD5/23zyefCf+9XZGUkTSZq0qoJdoQwcOBAeXn5R48e9ejR4/Tp0ydPnnz79m1zRxUmJyc7ODiQKWRlZWVz5sxJTEw0MDB4+vQpqlqlg+nTpyspKUVGRqalpZGfY6Jd9Y+VlmQZj+gKmvogKQOFsVBb4hrOUJiQIIjo6GhJSUklJSXySSUlJUlJSWYUwCCQDbq4uPTo0ePMmTMts8GUlBQHBwfyr8rKyoyMjBISEkaMGPHkyRP6bNDQ0FBVVTUqKio1NZXsV9W+bBBhZGTUqVOnkJCQVjasaSI8PrHmcuSruCKIugOVuSAlD0FnwPdvSH4OIzeAhDRIygCAgoyk6aSe+v1U6NWG1oPXtk9cXFzXrl0BQEFBQfBtkZeXnzx5spmZmaura35+/nfl/Pnnn4WFhejnqqoq1Mp90KBBeXl5NF8B8eOPPwKAjY0Nj8fr0aMHAERGRlK7BK0xQoIgnIO/wGoP0BwDADBup/w6r8paJuqZ/v77bxkZGaqqkjEtIyEhoVu3bvVtUE5ObtKkSXv37m2iDZqbm5M2WF1dPXnyZAAYOHBgbm4uzVdA/PTTTwBgZWXF5/N79eoFABEREdQuQXeMEIFyR69fv065ZCH4fGLDtY+w2gP0fgIAUOwOK11htQfLxIOMC0r//Fx+ndfeu3E8GiK7Qoi1I8zMzNTS0gKAWbNmsdnslJQUR0fHHTt26OvrCw1V6dGjx/Lly62trcPDw3k8npCcmpqaVatWHTlyJDY2lsPhoIGfvXv3/vz5MwNXcfv2bQCYMWMGQRCoyOHQoUOUr/Lp06eYmBiUa1BeXk5tSk5FDVd27XMYuw0AoNc4WO3hEkb7l9f58+cBQFpa+tmzZ3SvhfkWWVlZffv2BYCZM2fW1ta22AY5HM7KlSuPHj0aHR3N4XBQuKtXr17p6ekMXMXdu3cBYNq0aQRBbN68GQAsLCwoXyUqKio6OpomG0TY2toCwLx58yiXLMRfTrGw2gPGbAYAkJCCaf+yTDx2OEavvvRB569XPbf6jjZ/+/e9+OTcKro1QYivIywoKBgyZAgAjB8/nkxXI9O9ysvLfXx8Dh48OH/+fBWV/+zKlZSUZs6cefDgQTc3t5KSEvT6f/75Z9++fZ8/f0b3hl27do2PZ6hJSklJibS0tLS0dHFx8bNnzwBg9OjRlK+CQiDm5uaUS0YYnQyFJbcBWCApAyser7v6kaaFEI6OjiwWi8Vi3bx5k9aFMI1Q3wazsrIatEHBvqDIBidOnGhmZiZog+bm5vv3709LS0PF8urq6owlQJaWlsrIyEhKShYUFDx//hwARowYQfkqBw8eBAAzMzPKJZPk5eVJSEjIysqSvRvp4NDjRFjtARP+AmABsGD8H7Da44RbMkEQ8fHxly5dysjIePv27eXLl1EyPwM0zxHeuHHDy8vr48ePhw8fJp+8devWv//+i34OCwtD2+oFCxbo6+vv2LHjwYMHTTnWYJiysjJ9fX0AGDZsWHHx//pbTpo0SVpamlSbPNXkcrnR0dHXrl0zNTVFY6lJJCUldXV1N23a5OjoGBUV9dtvvwGAsrIy5QcjjYOyV5ycnFDqGgCkpaVRu4ShoSF8DX7QwZWXn/+XQg0AUw502eRTx6XrPOTp06cob8LKyoqmJejD3t7ew8MjKipKcN/v5OR08OBB9HNERARqpLl48eK2bIPl5eVjxoxBNlhUVISenDp16ndtUFdX91s2GB0d/ccffyAbDA+nN+FeiFmzZgGAo6Mjm81WVlYGgNTUVGqXQAkyjx8/plasEKgnAH2rXPb5DKs9YIoFsCQBAEZvhNUeOxxj0G/RbuTIkSOZmZkhISFodjoDNM8RFhUV2dvbEwQh2Kh69+7dnTt3fvnyJUEQrq6umzdv5vP5ampqgh/WwYMHr1u3ztbWljxeEyFsNht9avv375+Tk4Oe5PP5o0ePFsquRmpfv349OjqaPI3JyMi4d+/ejh076qeYonKoN2/eMHxF6JRv+fLlBEEsW7YMAC5cuECh/Lq6OkVFRRaLRV/IM7u4hmXiASN+BgDQngWrPd7EF9GxkK+vL8qbOHLkCB3y6aa0tBQ1bRe0QTMzs86dO6Og0bNnzzZu3EgQBCoLa/zDLCrYbPbs2bORDX758gU9yefzx4wZI2SDgwYNWrt27bVr1wTVzszMvH//foM2KCkpKScn9+rVK4av6OLFiwCwdOlSgiBQD0Vra2sK5XO5XORfybeLJlBPgJ9//pkO4XcCsyVMPGHGcZQIA8PXwGqPn69ECvoEBweH2NhYLpd7/PhxsqE53VDjCI8fPz58+PDa2lrkCAmCKCsra9bRImNwuVzkKjQ1NevfsjX3RLSqqiogIMDa2nr58uWKioqysrLr1q1j+IoIgkhPT2exWIqKijU1Nbdu3QKAmTNnUig/PDwcAAYOHEihzPoY7H8L81D9kBKscv/LKZbyJUJCQhQVFQFg69atlAtnhm85wmPHjg0bNqympoZ0hM39MDMGl8tFGV7ftcGmnIgK2aCcnJypqSnDV0QQRFZWFovFUlBQqKmpuXPnDgAYGhpSKP/Dhw8AoK2tTaHMBomLiwOAzp0719XVUSvZ+1OBzM/PYY4VSMsDAAycB6s9Fp0NFzz7uXHjxqFDh8LDw/fs2XP16tWUlBRqdfgWzXOE9+7dO3jwYFxcnLm5OXn6t3v3bmdn53379h06dAg5QrSlLSgoQC8QPNbo16+f0O2b4LEGxRdXDz6fv2HDBgDo0qVLTExM4y9u+mkMev3jx48BYPz48XRfRYOMGDECAJ4/f15UVCQlJYVChlQJRztOun28pUsSrPYAJU0AgFmn+v/pT6386OhoNIZ0zZo1It8StRhnZ2cLC4vY2Fhzc3Py9M/MzOzu3bsWFhYWFhbIEYaGhgomWzbxeJ8ZG0Q9M1VUVD58+ND4i5trg2jOtoGBAd1X0SCjR48GgGfPnpEhQzKLtfWgHSczPn7w4MEAQO2uOjipRGG9FyywBTlVAIC+hrDq2fSj72o4bcISKUiWQY6wqqpqyJAhNjY2mzdvXrt2LfqwNpjolZGRcffu3e3bt+vr6wsda/Tq1eunn376rotqMX/99RcAdOrUKTAwsLl/28hpzI4dOwiCqKqq6tSpk4SEBN1nFw2CaurRdnzatGkAcPfuXaqEo+yDa9euUSWwQaIyy2G1B+gsIe8WozMrqBKekZHRp08fAFiwYAHlt7oiBznC6upqXV3dCxcubNy4Ed3wNWKD3zre79mz54oVK6KiomhSdffu3cgGAwICmvu3mZmZzs7OO3fuNDAwEFJ727ZtBEFUV1crKCiwWKzMzEwadP8Ohw4dAgC0HZ8xYwYA3L59myrhJiYmAHD58mWqBDbCnj17AOC3336jSuCnjHK1jd6w2BEUugEA9BwLq9wM9r8tr2krlkiZIyQIws3NrXv37ps3bz5//vzUqVM7dfpPUxw1NbW5c+ceOR8IkBMAACAASURBVHLEz88PZYgRBFFZWUkea5AhDZpyvdDHVEZGxsvLq5WiBE9j1NXVb9y4gZ5nrAqnPhEREQCgqanJ5/OtrKwA4KeffqJKeO/evQGAge3CwF2vQH8zS0qOxWKpqWsYz5134sSJgICAVjZvzM/PRze506ZNq6mpoUrbtgNyhARBeHh4dO/efePGjRcuXJg2bZpQZZ6qqippgxUV/7vJEPowo1fS9H+NBsDKyMg8f/68laKE1Cbv0lBJ+5UrV1qtbLOJjIwEAA0NDR6PZ2NjAwA//vgjVcJRkcnHj/RmUyOuXLmC7ul79Ogxf/78Vtpgcm5V9y0vYdldUO4FAKCuAyseD/rrVV4ZQ0N3mwKVjpAgiAULFqBNCdH80xg+nx8TE2Nvb09HNs3ly5fRupRXT/P5fLKgh7EqnAZBphIaGpqWlgYASkpKtbW1rReblZWFvkMZOE48f/elopIyAMjLywt+YBQVFWfMmHHgwAFPT8/mxrTKysrQmdWIESOYj4cxA+kICYJYvHgx2pQQzT9aJG2Qjv9ragdTCyJog/b29gBgZGRE7RJNBIV+goODP3/+TIbtWy82OzsbAJSVlRkYnBsZGYlCs/VtcPr06c21wezimn47/WH5Q+jcHwBAtR/86Nx7u+/nwmpar6K5UOAIq6uryZsFNpvt7Ozc4GlMdna2m5ubmZnZxIkTZWVlBd9i8r7j+fPn5GaRQu7cuSMhIcFisVCWAX0wU4XzLbZu3QoA+/btIwgCdY5+8eJF68WiDpDGxsatF9U4SUlJ3bt3B4AlS5ZwuVxUW71p0yZdXV2hTEJtbW1TU1OUSdj4bVN1dfWUKVOAqQ4jokLIBlG/wBbbILlZpJDHjx9LSkqyWCy6D9gLCwslJSVlZWUZSzgUZMeOHQDw999/EwQxcuRIAPD09Gy92IcPHwLA7NmzWy+qcZKTk1F3qsWLF9fV1bXSBgsr2Lp7XsNPLtBtKACAkiYsdeq62Sf+C/Vf8q2E+oJ6oVli3zoR9ff3t7S0nDdvnlChhaSkZJ8+fczNzd3d3SkJNXt7e6PR7adOnWq9tO9CdxVOI6BxZUOHDiUI4sCBAwCwZcuW1otFtk13sYFQhxH0DBnMy83NdXNzO3jw4MyZM4WaRqqoqKAESB8fn+rq/9xmcjicefPmAYMdRtoI+/btE3yLVFVVjY2NDx8+7OvrSzq5ysrKV69eIRtEU4oEbbB3797//PMPVTbo4+OD/O6JEydaL+27oAaHIumc5+vrCwBDhgwhvta/UxJp+/PPPwGALNemiezsbLSjnT59en0bLC0tRdm8M2fOFNosNmiDVWzuxH+DYJU79P4BAKBTF1hkr/zLi4i0UlqvomVQ7whbdiJqa2u7bt06wd7Hgvcd3+qr9F2Cg4NRmOSff/6h+kIbhtYqHEEqKiqOHj2anJzs5+d3/fr18PBwDoeD7ioSExNRwUPPnj2bfs5cV1f39OlTDocTHBx87do18hsQVT1T21xUiMLCQnRwN27cOPKbWk9PT0FBgUyXJ/Wpq6sLDw+3trY2NTVF+S8kUlJSqBbb0dExLS1t3bp1AKCurh4bS30lRlumBSeisbGxN27cWL9+PeU2+O7dO1SygnLKGOD06dMAYGJiQvdCVVVVx44dS0hI8PPzs7W1DQsLq6urQ5nJ8fHxqOABhQybKJDL5bq6urLZ7Hfv3l27do1MvB83bhwA0NFclKSkpARlno8dO5a0weHDh3/XBlGXSkEbRB+wzfvPwyJ70J4FACCrDPOuyK/zoqk4uPXQ3mKtKacxAQEBZDQrNTX18ePH6L5DKN1GWVmZLH4qLf3+bcWnT5+QY1i7di1jVfyJiYlATxVOfXx9fd+/f8/j8VDHH4IgVq1aBQBnz57l8/kowyUsLKyJ0vLz8w8dOlRRUXHu3DnSAqurq6WlpSUlJek4LkNUVVX98MMPADB06FCyw0htbe2gQYME//clJCSGDh26adMmBweHxMRE8s+Tk5Nv3bq1efPmYcOGCXWnZLFYSkpKTX8HOipfvnxplg2i8dRU2SCtg6kbJCkpCQBUVVXp6MYpxKtXr8LCwng83s2bNz08PAiCWLNmDXw9f0IbrHfv3jVRWkFBwZEjR0pLS4VsUEZGRkJCoilveMuoqqqaOHEiAOjp6ZE2yOFwUIqZoA3q6elt3LjRwcFBcHg1ssHff/99+PDhwpNbWCyQkoc5VtKmns/e0z6BoMUw2mtU8ERU6DSmU6dOU6ZMEcr1qqurI29s0blZ/fsOR0fHBlsZJScno4DT4sWLGYgwC4I+Pf7+/nQvRDrC+Ph4Gxsb4ms8b8qUKcXFxehUcP/+/U0XePXq1YqKirCwsGvXrqH4or+/P9DTvBTBZrPnzJkDANra2oJlJ+Hh4WlpaVlZWcePH9+7d28TT0QrKioCAgJOnDgxf/58eXl5GRmZP//8kybN2ylVVVWvXr06evRofRuUl5efMmXKpUuXBF8vaIONFAE3WPhMBpwWLVrEcMkK2gejdle0QjrCxMTE8+fPE1/jeRMnTiwuLkZp5M06jrK1tS0tLQ0PD7e1tUW5tW/evAF6mpci2Gy2kZERAPTu3TsjI4N8PiIiIjU1taioyNra2szMrIknooI22KlTJylpGYkhi1gmHjdfZxIEkZ6efvHixStXroSHh9MxG6DFiLLptmCneRSJ/eOPPxp5veDmEoX9GryxZbPZ5GH3jBkzKMmcbBZ79+797rVQwvHjx21tbV++fHn58uVPnz4RBFFWVoZuHsn7MkVFRXSsQd7ofYvS0lITExMXF5cHDx4cOXLk/fv3xNd89+3bt9OhP5fLXb58OQB069ZN8AazuLg4ICBg165dMTEx0dHRKP2niSeiZCwQZfAykOPTrqk/7aHx/+um22BeXh7a00+fPp35kpV//vmHvs+tICdPnrx27Zqvr++VK1fQ+LOKigo5ObkGbfC7AdeysjJTU9NHjx49evTI0tISNUw4fvw4UBTvrw+Xy0UN4YTmBJSWlr5582bXrl0JCQmoewPxvRPR+jZoZ2cHAKN/MLzs8585PCjYefr0aTquqGW0lekTBQUFbm5uTa+SqaioePny5eHDh42NjYXaRykoKKByKLKlPcMEBgYCQN++fZlfmviarQMAQueEEhISw4YN++233xwdHZOSkpooDW0rKazNJ+Hz+b/++it8o8NIZWUlSs9JTU1tMM+wkRNRZGZ5eXkoe1AkGbztkcLCQnd396YPs6yoqPD19UU2KNQLTUFBAY35FAw4Mcm7d+8AoE+fPiLpbIyydRq0QXS87+joKHi83zgLFy4ESmvzSfh8PhrcpqKigm58BamqqkLDFVxcXNBmV4hGTkQPHDhAEERhYSHqciVYbuHo6Ii+57EjpB6hNN9evXp16dKF3AMxbAw8Hg+dyqJdGpMkJSWh867FixdzOJxGki01NDTmz5/fYLIlCZ/PR9Kam3JZW1trYWERGBjo5+dnY2PT4Hcr6l7RYIeR3NxcExMTDw+P9+/fr1u3LiQkpPHlBE9j1NTUHj16hJ5HYY+HDx82S3lMyxCywZ49e3bu3JncAzFsg3w+v2fPngDw3S5ulJOcnIzyZRYtWsRms1uW8Cx4IeiWorldN9ls9sGDBwMCAl69enX+/PkG3wd0dtXgnIC8vDwTExN3d/eoqKjnz58jx9YIQjZIloqi8cjkw4iIiCNHjty5cyc6Ovrw4cP0NTBqLm3CET558uTy5cvZ2dlHjhxpzW3Cs2fPXr58+fnz506dOqE2SwUFBcuWLaPveP1boG6KDM83qF+BIAh5rLF8+XI0ELzxYw2CIGJjYwFAU1OzBcqEhoa+fv16z549169ff/36tdBvjx07BgDS0tINVllVVVWlpKSkpKQUFxenpKRkZWU1vlZQUNDly5d9fX2fPXt28+ZNMkXi1KlTALBmzZoW6C9uuLi4XL58+cuXL4cPH26NDXp4ePj4+GRlZaFs7bS0tKKioh9//HHYsGEUatsUNm3aBPSXHAhRvwJBkOYe7xMEkZCQgG5bW6BMRESEn5/f3r17bW1t6zcOJQdToxwfIaqrq5ENEgSRkZHRrLQjLpdLvv7MmTMAsHr16hbozyRtwhESBHH69Gl7e/vU1FRLS8uWRfXS0tLs7OzOnj1bXFy8ePFiALh8+TKPx9PQ0ABG2oMJ4ubmBgBjxoxhbMUGKxAaITs7+8GDB42PAkfDeFesWNECfZAjPHToUE1NjVBU3MHBgcViSUhI3L9/vwWS68Plcnk8HlpFcCYDk9mDHYAzZ86gY/Pjx4+3bCBqRkbG9evXra2ti4qKyHFg5AEJM+3BSDw8PABg1KhRjK3YYAVCIzTFBlGwc9myZS3QBznCw4cP19TUCN0QkIOpHRwcWiC56SQnJ6O9byu7JNJNG3KELi4uoaGhFhYWLWvvxOFwrKysfv3114yMjJs3bwLAnDlzCIJYv349ABw9epRqlRuD4ea/DVYgNJ3S0tLnz59bWFjMmDGjfhmZjo7Ov//+6+3t3axg28OHD588eVJQUGBrayuYDvrkyRMUTmgw6tAyuFyujY0NeqsFHSFBEDo6OgDg5+dH1VodmDNnzri5uQUHBx88eLBlidZ1dXXW1tabNm1KS0sTHAeGgsGC07wZgL4h1Q3SYAVC0yktLfXy8rKwsJg5c2Z9Gxw0aNDBgwdfvHjRrHY5jx49evz4cWFhoa2tbXZ2Nvm8i4sLk4Op9fT0AMDHx4eBtVpMm3CEz58/P3XqVEFBgZ2dXYu/s/h8vp2dnaWlJfHfIC2azDJ27FhKVf4+5K6U7oW+VYHQMrhc7ocPHy5evGhiYoIqCElrROnyText1iAvX75EdWzHjh1rpZ6CPHz48NixY97e3n5+fubm5oKt1MzMzABg586dFC7XIfHy8jp16lR+fr69vX1rqg7s7e2PHDnC5/MFx4G5u7sDgL6+PoUKNwU6hlQ3yLcqEFoGl8uNjIxENojGOVFog76+vsgGGQvcmJubw9fxIG2WNuEI6YAM0lZXV5MhQyYVENyV0se3KhBaT2FhIYvFkpOTe/LkCUqXFwr1d+/enUy3aUp+PNlhhIGkdpKgoCAA0NLSYmxFDAk5DgxtzlgsVuudRLOgY0h1fcgKhG7duglWILSekpISCQkJGRmZx48fN2iDgilvTbFBcjA1k24pJCQERJfB20Q6rCMUDNKi/OOrV68yqYBQ6vClS5ea2/Kbz+ejU+JvBU0br0BoJSjMOXXqVPIZDodDptugTDYSaWlpFOp/8OBBXl4D/SOioqJQAqqpqSmT9sDj8VBNd9OrAjBUITgObMmSJQAgVK1PN0JDqi9dutSCEWnftcFGKhBaCQpzTpo0iXxG0Aa/lfL2LRsU1WBqPp/fq1cvAKD8/aGQDusIBYO0qK6T+dpqNPcApYRs3769uXMQrays7t27FxwcbGdnZ21tXf8FrZlx+l1QlL6RphhNCfWj7pQpKSmampoAsHDhQuaH4qLvqTbVxkJMEBwH5uDgAIzMTxDC0NAQAO7cuUMQxI4dO5o7B9HGxsbJyendu3d2dnYNRtQaqUBoPShbbe/evd96QdNtULSDqX/77TcAOHjwIMPrNp0O6wgJgSCtqGqrz549CwCrVq0iCKK2tvb69etNr2QnCCIrK+vevXsEQRQVFZ07d07ot0ePHoVvVyC0HuTF3d3dm/Li4uJiDw+P/fv3Gxoa1h8Gi/aCIukwQhDEs2fPgM4ucZhGGD58OAB4eXk1WFvNANbW1vA187m2ttbOzq5Zp5c5OTlOTk4EQRQXF589e1bot6jD/rcqEFoP8uJPnz5tyotLSko8PT2RDaLzTxIVFRW0FxTVYGpPT08AGDlyJPNLN5GO7AgFg7RMTmaxs7ND5bHkrrS2tvbKlSvnzp1rVh4/coSZmZlWVlZCycfkjFOqKhCE4HA4KLBKdv5tOvVHH/Tp00dDQ0NUHV5EFaDCEF/Hgf3+++8EQUydOhUA0L0d3djb26MKkPT0dABAA3KvXLly9uzZZuXxI0eYlZVV3wbJKiCarqiurg75sxbM0WzQBrt16yaSGY2EQAZvg32h2wId2REKBmkZm8yCmnPOmDEDRcK6d++uoKDQv3//FiR6PX/+/MGDBxEREQ8ePBA8/EQVCLTOOEVvnY6OTutFRUVFkVuBzMzMRYsWCcYdmWHp0qUAcPHiRYbXxaBxYJqamnw+/9y5cwCwcuVKuhdFzTmnTZuGbK1Hjx4ttkEvLy/SBgUPP8kKhAZjFpSA3rqBAwe2XlRsbKyUlJSUlFRxcXFWVtbixYsF447M8OOPPwIAmg3QBunIjlAwSMtMbTXaqElKSqKWQuh2WOiYokePHkuXLj179mxQUFALiky9vLxQs2NqKxCEQGkOGzZsoEQauRVguLySxNHREQBmzZrF5KIYgiAEx4GlpKQA/bXVQu0a0HRcIRvs3r37kiVLWmyD3t7eDFQg2NjYAMDatWspkTZ9+nQAcHJyYri8kuT27dtoh8Dkok2nIztC4r9B2iFDhgCdA2YfP36MNmooM+3ChQukU2xxsiVBEJ8/fyaP9fPy8sLDwzU1NemecYpKMm7cuEGJNMGtAGPllcXFxSgclZeXl5mZKZIAFYYgiC1btsDXcWBDhw4FOgfMCrVruHTpErLB+/fvtzjZkiCIjIwM0gbz8/MjIiJ69uxJdwXCypUrAYCqUx/UUG358uUEg+WVgjaYnZ0tLS2NdqV0r9sCOrgjFAzS/v3330DbmGwfHx90k3jy5EmCIG7fvi0hIcFisezs7IRe2fREL/R6LS2trVu3op9NTU1fvnz55csXuisQ0E6aqsHuKHsQbQWYKa+sqam5devWli1boqKiTp06tWvXLiYDVBhBXrx4AQCo1+i+ffsAgPw8U4tQuwYnJydkg/Xv55prg9ra2ps3b0Y/r1u37sWLFwzYIErypKotdXp6OovFQrFSZsora2trHR0dt2zZEh0dffLkyV27dpG7UlrXbRkd3BEKBmmDg4MBQEtLi/JPcHBwMEqVRF7Wzc0NxQ/qp5kJ0XiypbGx8YsXL7S0tKZNmxYaGkp8dYTUKl8flF+gpqZGYbERuRVA2YMyMjJ0x+35fL65ufmtW7eSk5OtrKxQki0DASqMEBwOBw1pSkpKCg0NBYCePXtSboNC7Rrc3NykpaUB4LsNxEtKSkgbrJ9saWRk9Pz5c21t7WnTpgUHBxNfHSG1ytcnOzsbfQlQaIOoD+rz58+Fyitpxdzc/M6dOwkJCTY2Nih2i3albY0O7giJr6d8NjY2NNVWf/r0CZUHrF27ls/n+/v7o+4PFhYWzZJTP9ELAB4+fKilpRURETFmzBgul8uMI7x79y4AzJs3j0KZglsBocksdFBbW7tv3743b96gCrA9e/YwE6DCNAg65bOysiLD9hERERTKF2rXEBQUhG4r0UjnptOgDd6/f19bWzs8PFxfX7+uro4ZR+js7AwARkZGFMq0sLAAALS1JZv+UChfiNra2gMHDrx+/TosLMzW1hbZILkrpW/dltHxHaGTkxMZpKW8tjo5ORk518WLF9fV1UVGRqKbX5Qv3hoyMzOdnZ0LCgrQFnbr1q3nz59nxhFu27YNqG5TLrgVYGAyS1lZmY+Pj4+PD5vNjoyMRB2H6Q5QYb7FvXv3AGDatGkEQWzevLkFt4mNkJKSgmwQtWv4+PGjmpoa+Y3fGrKyspydnfPz87W1tevq6rZv337u3DlmHOHOnTuB6jblERER8DWDV7DpD02Ul5cL2iAapkbuSulbt2V0fEdYUlJCBmmpra0Wmj2WmJiIRj6tXr2awgMN5AhLSkp0dHTmzp3LgCMcPXo0APj7+1Mok9wKhIeHi2oyC60BKkwjlJaWoubRBQUFz58/BwCqRoTm5eUNGjQIAAwNDWtqapKSktDIp6VLl7ZsgEaDIEdYWlqqo6Mzb948BhyhgYEBAFBu7GheaWhoqGDTH2qXaBzBXWmbouM7QoKe1OHS0tKRI0fC19ljmZmZWlpaADBr1ixqv9/JoOatW7dYLBbdjrCyshKVHDVloFqz+P333wEAjbpG504MOHU0kwTVzNAXoMJ8l1mzZgGAo6NjbW2tsrIyUFFbXVpaOmrUKAAwMDAoLy9vfDB1a0COkCAIJycnFotFtyOsrq5G9w2U96DYunUreWI8bNgwAGDAqRMEYW9vj74VBXelDKzbdMTCEdZPHa6fzNksqqqqUKsaPT29wsLCgoICVJsxfvz4yspKirT+H1u2bEEfGj6fv2PHDqqyyL6Fr68v0DNS2MvLCwCGDx9OfG36w8AYCjSG6ccffyQIgsvlqqioKCgoDBo0aNOmTY6Ojm22z0XH4+LFi2ijRhAEmtXQgv7XgpA2OHDgwLy8vIKCAnR3NX78eMrv4bZt24b2l3w+f+fOnXRPGH716hXQM1LY29sbAIYOHUp8rXLesmUL5asIgYx9yZIlBEHweDxVVVUFBYWBAwe2KRvs4I7Qw8MjMjJSMHX448ePnz59ao1MDodjbGwMAL179/78+XNZWZm+vj4ADBs2jNYsrBs3bhgbG7dg5mezOHz4MNAzwI/MHkxNTWVmMgvqM0m2gtyxYwfUq63u06fPqlWrbGxsIiIimG9GLA54enp++PAhKyuLxWIpKCjU1NR8+vSplb5E0AbT09PLy8vHjBmDbJBWA7Gzs5s7d24L+g42C5ThTEedIofDQQHUxMREwaY/lC9EgtoCSEtLP3v2jCCIP/74o74N9u7de+XKlTY2NuHh4aKywY7sCCsqKtLS0vbs2UNQGqTdsGEDAGhoaCQmJrLZbHTm079//5ycnNYLb4QZM2YAwO3bt2ldBX2/0NTCFG0FrK2tGZjMItQKEnUYkZGRefr0aUBAwIkTJ+bPn486EZMoKChMnDjRzMzMzc2tsLCwQbGCo4+LioraYP5bm6KysjI1NRXZIIo9oy/EVoKmj6EZnGw2e/bs2cgGWz+YunHQQg4ODrSuMn/+fPg6MYNyVq1aBQBnz54VbPpDx0LE12gOi8Wyt7cnvt5ky8jIuLi4NG6DqL/Bt244UO4bgiob7MiOkCCI8PBwNMRk165dADBgwAArK6uQkJDWNFqLiIgYMGBAREQEl8tFB62ampoMbPDRvRU65aMJPp+Pbhhp6k99584dlNdA0DyZhWwFiUbnkB1G6nddT0lJcXR03LRpk66uLovFErRJbW1toe6UbDZbU1OT/FsTE5M2mP/W1nj//v3u3bsJgtizZw9yV1ZWVu/evWuNDUZFReno6CAbRE0smbFB9EFCp3z0oa6uTkkeQ4Pcv38fAKZMmUL8t+kP5bi6uiIbRJNzLl++DALtJwVplg1yuVwNDQ3yb3/++WdKbq06siMsLi6+fv36H3/8UVxcPHjwYMH9uGBvs/z8/OZK5nK5fD7/l19+AQBVVVVmhr5+/vyZviqcuro69DnLz89/9uwZTQcUZPZgYWEhfZNZfH19UYcRS0tLgiDu3LnzrQ4jQuTl5T19+nTPnj31R4F37dp14cKFISEh2BE2i9LS0mvXru3cubOkpGTIkCE02SAdg6kbBB3wdurUCY22oBZBG3R3d6fJBsvKysgMXsGmP9Ti5+eHLAjVqt29exfZ4HcDw8gG9+7dO2nSpAZtMCwsDDvCZsPhcMigura2tpWV1fr163V0dATvO1gslo6Ozvr162/cuBETE9PEE/PCwkIdHR1FRcV3797RfRUkKE+VjgGEy5YtI+slPD09TU1NKV8CMXPmTAC4desWTZNZQkJC0LctCrG4u7s3scOIEHV1dag7pampKcoHBoDw8HB1dfW3X5k9ezZ2hN8F2SDqotCvXz8rK6sNGzYMGTJE6N5/8ODB69ats7W1bboNFhUVDRkyREFBAfV8YQaUENDEOZ3NYsWKFWQe9YsXL+grtCUPeMmwfUpKCoXyQ0NDkWmjTByh9pNN51s22LlzZ9IGjY2NsSP8PkKJLeTzqOD64MGDM2fO7NSpk6BBKikpzZw58+DBg25ubqWlpeSfXLp0afr06eg2LTQ0dPv27QUFBW/fvmXyclCg67fffqNcMmOOEPUiX7ZsGUHDZJbo6GgUclizZg2PxyM7jJibm7dScnJy8u3bt6urqxUVFfd+RVdXFznCuro6e3v7mzdvog2Qi4sLFVfTQeBwOHPnzgWAXr16paenk8+TNjh//nwVFZVv2aBgn/QrV65MmzYNnalGRERs3bq1oKBAcEIZA6BA16+//kq5ZMYcoeAB708//QRfIwiUkJiYiNqam5iY8Hg8sv2kmZlZKyWnpKTcvn27trZWQUGBtMGhQ4ciR8jlch0cHGxtbXk83o0bN5o4zZikIztCHo+H/pu7du3ayFhqDocTEhJibW29YsWKnj17ChqklJTUmDFjduzY8ejRI0tLS21tbdQ+9M2bN7Q2ZfgW79+/BwANDQ0KC/YRy5Ytu337dkJCQkJCgq2tLX2OUPCAl9rJLBkZGahPsVCHEQrvG74VI+Tz+enp6WZmZnFxcUePHj1+/DhVK7Z3eDwe6q+mrq4eFxf3rZfV1dWFhoYiG0RZVII2qK+vv3379gcPHhw/flxbW/vUqVMEQQQGBtIaL/8WHz9+BIBu3bpRboMrVqxwcHBANmhvb0+fIxQ84EX9FFHTn9ZDllPPnz+fw+F8+vQJ2SBqP0nJEt+KEfL5/M+fP5uZmfn4+Jw/fz46OrpZYjusI+Tz+Zs2bQIAZWXlZjU2zM7OdnNzMzMzmzhxIpr8BwDjx4+3tLS0srLS1dVNS0sTlSMkCAL1sqH8PHbZsmXGxsbr169fv3797Nmz6XOEBEGgImgPDw/Bpj+tlJmfnz948GBk0oIdRpYsWUJhh5FGkmXy8vL+/vtvHx8fZ2fnv/76i6oV2zuoVZiysnJ4eHjT/6pBGzQwMDh+/PjZs2d1y0y5egAAIABJREFUdXVTU1NF5QgJgtDW1gaAwMBAasWuWLHCyMgI2eCcOXNo7UFIHvAKNv1ppcz8/HwdHR0AmDBhQmVlpVD7SUrUJhpNlsnPz9+3b9/du3c9PDyauwH9zwiSjoS5ufn169fl5eXd3d1R3nYT0dTUXLBgwYkTJ96+fVtcXOzn53fkyBEUk5eXlz98+DBKQBUVKLXa1dWVcsl79+61t7e3t7dHtT70sWjRIgBwdXVVVVWdPHkyl8v18/MjCOLChQteXl6BgYHXr18/duxY0wWWlZUZGRklJCSMGDHCxcWlqKho1qxZubm5M2fOvHfvHhpQRwmSkpILFiwgH44fPx6Zem1t7cOHD1VUVPr27ZuRkYH6m2D2799//vx5eXl5Nzc39M3bRIRs0N/f/8iRI6hkQk5OztLSku6PaOMsXLgQ6LHB3bt3Ixuk8EsmJiYGAPz8/F6+fFlUVISeJG1QRUVl6tSpPB7Pz8+vNauUl5cbGxvHx8cPHz7cw8OjrKxs1qxZOTk506dPv3//PkofpQQJCQn0/iPGjRunqakJABwO58GDBwoKCnPmzImOju7fv3/z5FLlqNsUqJUMWcVJCZaWllevXiUIwsjI6MCBA6LaEb58+RIAdHV1qRXLWIyQIIgPHz7A1wPesLCwmJgY9HxmZiaqX3zz5k3T0x+qq6tRIsbAgQNzc3MLCwtRh5Fx48ZR3mEE03TIwdSPHz+mSubx48cvXbpEEMTcuXMPHDggqh2hv78/+rxRK5aOGGFqaioKDaSmpp45c4YsixI84A0PD2/uQaIQ1dXVU6ZMAYABAwbk5OSUlJQItp9s/VUwQAfcEd66deuPP/5Aqbrz5s2jXP6FCxdQtFkkTJkyRU1NLTY2NjExkUKxenp6KH8MALp06YI6xtHEyJEj+/Xrl5eXFxYWNmbMGHLeDcm7d+/Gjx/fFFF1dXXLly8PCAjo1auXj4+PkpLSwoULY2Njhw4d6unpKdTAAsMYTk5OO3fuRDa4dOlSyuXb2NigujSRMHnyZHV19aSkpISEBArF6unpoYgaAHTu3Lm+XbSAfv36DRw4EP0AAKiCHgDYilp9tPrm5+eHhITo6+vr6em1eAkej7dmzZo3b9707NnTx8dHWVl5/vz5kZGRenp67ckGRe2JKebp06eCVZwUcunSJXJ817Fjxxjok/ktVq9eDQBnzpwRlQKtZ/369QAwbNiwS5cuRUZGojCeq6vrtWvXamtrm7gd5PP569atAwB1dfXY2Fg2mz1nzhwA0NbWprvDCKYRyErq7w6mbi5XrlwhOyudPHlShINETE1Nofn1AMxTUlLy22+/xcTEvHz5Eg33JgjiU0a52kZvlaFzAWDo0KGCNthc+Hw+smV1dfWYmBg2m21kZAT1svTbPh3KEZJVnNTO8WproKGdkydPFrUiLSQ3N1dLS0swY15RUZHsbdb0XpGCiRhcLhdNYEZtt2jVH9MI5GBqmnoGtREePXoEAD/88IOoFfkONTU1KSkp+fn5ZBVKcm5V9y0vYekdUNCQkFFopQ2iWKaSklJoaCiPx0M9FBvP0m+bdBxHSFZxdviBcxUVFbKyspKSki3ox1Gf2tpaR0fHFy9eZGdn37x5k77mn4iysjKUuzRkyJAzZ86sWbMGHdqQSEpKDh8+/Pfff79161ZycnIjop49e6aqqurt7c3n81EmBWMdRjANQg6mZmCmgWipqKiQk5OTkJCgpMNwfn7+zZs3Q0JCCIJ4//69j49P62U2SFZxTd+dfrD8IXQeAACg3FtxwqZ5S35CebAkEhISw4YN27x583dt8OXLl126dPHy8iKz9FVUVB48eODq6srlcm/evOnl5UXTtVBLB3GECQkJglWcDKzo6upKHjUwj5GRUZcuXd68edN6UZWVldnZ2fv27cvPz8/MzKS1Bo4MqqPEFvL5nJwcNzc31N9AqK+ShobG/PnzDx486OPjU7+3XFlZGfG1iWWnTp0Yrq3GCELTYOpGcHNzQ85DJMybN69z586UzK8uKCjIzs4+cuQIm80+e/Zsc7sgNZHCCrbuntfwkwt0GwYAoKQJS526bvaJ/1JJEERubm5TbLC6ulpILLJBNO9MXl7+zZs3BQUFp0+fDg4O9vLyOnz4cLsY6tIRHGF2djYqwl2wYAEzb3p2dvbJkyfRWAOR4ObmRl5pSkpKVlZWa6TFxMSgebmvX7+msM+LEBwOB+UuCXUYqf8y1Fdp+fLl6OaGBNVW79ixw9HRkYxAoEILaWlpOjrPYZpITk4OSsSYN29ea7ppN53s7OxTp045OTkxsFaDuLm5kSO4U1NTMzMzWyMtKCjo7NmzlpaWV65c+eWXX6hQ8D9Usbk//BsEq9yh9w8AAJ26wCJ75V9eRKSV1n8x2dusiTZYP0v/9OnTtbW1ly5dWrlyJbWDymmCsvIOEaKhoTF79uz4+HhqC1Ya4d9//x01alRqaioDazXI5s2bU1NT0cU6ODj06NEDzX9vAbm5uW/evFFUVHz//n1iYiKaHk45BEFs2rTJw8NDXV3d29ub7BxYH9SLWV9fH4UAExMTg4ODg4KCAgMD4+LiIiIi0JBrABgwYICGhkZQUJCEhMSl6zdRLz2MSOjateucOXNiYmKcnZ1Rc1e6+ffff0ePHi1CG9y6dWt8fDyq979161aXLl22bdvWMlHR0dHR0dHKysqbNm2qq6vjcrmUagocLn+p1fugxGIIsYHMIJBVBkNLeTVN991jRvdVqf965O1IG0xKSgoODg4MDAwKCoqNjRW0wf79+3fv3h3ZoIODA7rTDQ4Ojo+Pz8rKkpaWnj59OtkSoS3DIghC1Do0Rnp6+rNnzzQ0NFAqBCI/P//ixYtpaWn9+/fftm2buro6QRA1NTVCXUPpo6ysLD8/Pz4+XrC8mkl69uyZmpqKWtlaWFi0xhEyw59//mltba2srOzr64tmqLaAioqKjx8/BgYGon67paWlEhKSkjJysiN+mr58i+tfzSjZxjSdjIwMNze3bt26oVQIREFBwcWLF1NTU7W1tbdt29a1a1eCIKqrq1FjSQYoLy8vKCiIjo5GteHM06dPn/j4ePSdc+jQodY4Qlrh8YlVFyMfhuTA+xsQ7wJSsjD9qLSGrsuf+vNGdfv+3/8XQRsMDAwsKSmRkJBQUFDYs2cPGnnfXhHthvS7oANAwQy0srIyHR2dO3fupKWlOTg46OjoVFZWikw/EaGpqXn9+nXUhGLhwoWXL18WtUaNgSxERkbG29ubKpl+0Xky8y+AWj8AgPF/dFrnVcWmrJUaRpD6NlheXq6jo+Pk5JSWlnbr1q3BgweXl5eLTD8R0bt376tXryIbXLx48YULF0StUQPw+cRG20+w2gOGrQYAkJACwyMsE4+br1t1kIvgcrnv379HHRNtbW1bL1CEtPWCeikpqUePHgmeejk6Os6fP3/16tV9+/Zdu3btjBkz0LhXcYP/FaJt7+kvXbp05MgRSUnJu3fvzpo1iyqxBv27sLoMgAFzAQCy3lVzeD5RhVQJxwgiJSX15MkTVKOJuH37trGxsYmJSd++fU1NTefMmePk5CRCDUVF27dBs/vxtv6ZkOQBUXeBJQE/7IEeo8+aDFk3pdf3//h7SEpKjho1Cp1F0dFwjknaeowwIiIiISFB8LwlMTFR8GxtxIgRcXFxolBNxKxbtw4djX7+/FnUunwTJyenHTt2sFisa9euLVu2jELJinKS04Z0eVE+HsIuQ8574LJdI/IW6WtQuAQG8f79+7i4OMFMwsTExOHDh5MPR4wYgVp2iRtr165FR6NZWVkiUaCsrOzmzZvbtm0LDQ1NSkqaN28emm6POOGWcvpZKqS/gvArACwYuw36TDr846A/jfs1IrO5LFy4cPPmzT4+PhUVFaiArT3S1neE+vr6+/btE9wRKisrV1ZWkg8rKiqEhplh2gju7u7r16/n8/mnT59GXctbQ1lZWWxsLAAEBASkpaUBwCJ9DZDvDF0GAo8DuZFuEflcXhu9MW/XjB49et++fWimIALbYBtBSkqKxWJxuVwPDw81NbXIyEjyV44BWeYPEiD3A7yzAoKAURug/5yts7QOLBlArQ4aGhpjx45ls9moDXI7pa07wvoYGhqiNr4AwOfznzx5MmPGDFErxTQ7d+4k82OnTp3arNb+zPDq1asVK1ZwudwDBw789ddfrRcYHR3t5uYWHR0dHx9/48YNAFik343FAug1HgAg+11RJSc4uaT1C2G+i6Gh4ZMnT/h8PgDw+fzHjx+LoQ3u2LGDzI+dMmWKgYEB8zooKCig7wFlZeXi4uKamhr0/NPwvF9to4iCeHhjCXwu6P0EQ5aumdTTZi0F/UvrQ86yoEM4M7Q/Rzhz5sxRo0ZNnTp17969U6ZMmTJlyqRJk0StFNPs3buXnC40Y8aMsWPHilYfIT5+/LhkyZLa2trff/8dTfRuPRMnTpSWllZVVY2KiqqtrQUATTU5/X4q0BM5wlAg+K7heZSshWkcQ0PDsWPHkjY4YcKEqVOnilopptm9ezfpCA0NDceNG8e8DqWlpVFRUb6+vjIyMtXV1aitj29M0cqLH7hFqfDqIHBrYYAxjPh5wehuNzcNl2Cx6FADOcJnz55RXvjBGG29fOJb5OTkpKamDhgwgCAINIIV00ZISkqaPHlyXl7eqlWrnJycJCSoudkKDQ1F9blxcXEZGRlWVlYsFsvyafKBh4ngvhEqvsCsU/2HGiSfm0bJcpjvkpubm5KSgga/YRsUCR/SywMSijMKa5XkJYf1Vpo1TD0uu3LGsZDKgkzw2Qu1JdB7Akwy/2FwF59/xnaSoWwwZ310dHQSEhJevXrVTm+J2nqyzLfo0aOHmpqagYFBSkpKQUEBY9VLbYqysrI7d+6UlpYuXrz40qVLIhwOJYi1tXVeXt7cuXMdHR2p8oIAoKenZ21traSkNH78eAUFBRaLBQCLx2gceJgIPcdBvAtkvUvpqhebXanbs51MfmnndO/eXU1NbezYsYmJiQUFBe1m4A6lfP782dvbu6qqSl9fPyoqSkVFxcTEhIF1w1PL1l79mFFYw+UTtXV8CQlQlJXi8PgsYNWU5oPffqgtge4jYaLZCC1Vjz1jaPWCALBw4cLTp0+7urq2U0fY/o5GSeTk5BQVFWtqary9vUWti2hQUVExMDAoLy/X1dUVapvLGMnJyVZWVuTDv//+++jRoydOnHj48CG1HUYUFBTU1NSkpKTU1NTIXhVDeykN7K7wvzBh1jsAcI3Ap6PMISsrq6SkVFtb++LFC1HrIhq0tLS0tLRqa2snT568Zs2a3NxcBhb1jiqctOVqrPO+Sv+TtRG3oKaYz4fyGm4th1/D5sLrQ1CVB+o6MOXAgB4qL/42UO1Ee6+f9h4mbMeOENr/u99Kqqqq9PT0UBGFqMjPz0cDuxGo67yZmRljXX7mj+oGXXVBVhkqvkB5JnaEDCPmNlhcXDx9+vSampqioqIbN24w0OCptLpuuc17dukXkFWB4SYg3xnenvj/X7NYMPpXUNeBaf/27Krq8884DRUmvh8mTJjQvXv31NTU6OhoBpajnI7gCNt1kLY1SEhIPHr06P/au++AKM70ceDPbIHdpZcF6SJFiiBFpCoqNhRY1CBqLEnUOzUmmmjuTk+JueSSS+4bS6zE5HIaOxYWEFQUUFQQKYIoCsKC9A4Lsgvbfn+M7o8zlkSBBeb5/LUzuzPzDPrss/POO+8bEBBQVlbGZDJv376t6ohUgOdpDAQNzLwAAKoys0rbqlvFb747haLj/LnK+cFlPqPLfB2qFoc9SaNoe8PvNGfOHAA4f/48NXOQIIjDhw/PnDkzOzubzWZnZGT09xFPZNQ+fUxITRM0TcDUE3o6AQBufAe3foCM7WDsCtP/z9DAIHnT+JFcdn/HQ6LRaOQDNkP0J9FQ7SyjNHr06OLi4qtXr5Lz+6ABdvPmzbCwMGdnZ3IxOzu7oqKi91O9/U0mV4xYc6Xp/lVI/woMHWD69wc+GPPnIMs32JVCJq3/dGXj7Ux1sYhOEAAgUShkLDZ32myjbf8+eepUTU3Ne++9t2/fPmtr60WLFvX1qQxVjo6ODx48SElJmTx5sqpjGf5WHCz4Oa0KSi/CvZOgYQRtj8FrDVgGQMx8mLkDtMzIj6VH+QaM1hvIwOLi4ng8npeXV1ZW1kAet08M7StCAAgLC4Mh+zNkaElNTT148KBQKASAAwcOkC8AwM/PL+UZS8s3qUBvg04jZrlxwcQDGOrQ/BBELW/cOtqy93tRzq319x/nd/WQa64KRV8UVz25ktR24tD06dM7OjqePHlSXl6ur6/fd2cw5FG8dXSA6Wuq0cmvbatJMOUbCPoG7vwHuoXAUFdWQQaN8LXTHeDApk2bpqGhkZ2drapxdt7GkC+EmIQDxtnZmSCIsrKyixcvlpWVdXR0KN+iP6OSwHiexsBQB2M3UCigOivlfnOHWCoWi69fvw4AWVlZ6enpr92JvKur/cR/5c8eSf6ft0RdrQd2aHLY1tbWtbW1P/744507d5S/AxCZg7GxsaoOhBJ4nsZstWe9/QkCdC2Brv60dfTpOiLQ0YBO65dHBl+BzWZPnTpVoVAkJCQM8KHf3pAvhH5+fiNGjCgtLe2/m7Stra0HDx7Mzc29efNmTExMWlpaPx1okNPU1JRIJJ2dnf/5z38kEokKp4J7zsyxXI4aXdl3tFsiv1jQJBAIkpOThUJhWlranTt3ampqXrZ5S6ck5lbtF9+cEUqffncIxJJ7XT33unoqu5/e91Io5Mf27m1qarKwsNi/f7++vn4/Tdw4FHl7e48YMaKioqKgoKCfDlFfXx8dHX3//v3i4uJff/11KF5z9BV/e71AB30mnYCabMjaDcl/AUNH0DJVfoCjRtu1tF9GkHmtoXtZMuQLYR/epM3Nzf3www+Vi8HBwe3t7QDQ1dX1/vvvx8bG+vn5OTg4SCSStzzQEBUfH9/W1mZkZHTgwIGJEydaW1sDgIeHR3R0tPIzFy9eHPhmQ44afYqzAZiNB4IGdXdAIuLn1Ds6Ompra2tqahIEUV5e3tjY+NxWFU2iH1Meh/5f9og1l+f/kJeeXXK+qb1Y1AMAaULRmebOM82dGR1P+90QBC0yKPCTTz4ZMWLEmjVr/vSnPw3wOQ5mNBotJCQE+iIH8/Pze3e8nD17dmtrKwD09PSsXLnyxIkTp06dcnNzi4uLe8sDDWmn1rkHzpjDCdoKThEwaRt4fwwAMP17FpOmw2HEbxznbK6aZzrDwsIYDEZqauqQay8Z8oUQ+u5niEgkqq6uVi6WlZXJZDIAMDMzy8jIIIdQSkpKmjp16lseaIiKjIzctGmTvb29np7enDlzzM3NAYDFYpmYmCg/Y2lp2YcP0f9+PE9jYOmCwWiQS6AuNyG3obiktKCgoKSkZNSoUSwWy8np6W/ke1Wd286UjNtyw3p96p9/Lky4Xih5mARXv0i79M0WQc3p5k4AeN9IO8pCP8pCf77h0y8UhaSbYWox8Oc1VPRhDva+2hMIBGRnVAsLi8uXL0+aNMnAwCAjI4PiY3xz1OjJUYEnNwdPGu/E1tBi0gkaAZaWlp/OGlW6Y9JkJwNVBWZgYODr69vd3X3hwgVVxfBmhurIMr31vklLfjv3rZs3b548eTI8PLy1tXXUqFFE/4zXh95GmKfxn38ulJv7QFMRVGW2WfjP+7HiL8s2W1lZWVhYhPLmpBa1xGbXxec2VLWIAQBaSqEqA6pvQevTBl4FjeGprTWGo17e/ZvHAAiCOdKGwcU5nl5q2rRpWlpaubm5lZWVFhZ9/4vh0qVLFy5c4PF4BEEQBKGSH1uDTYi7UYi7EQB0iKUcNfrA3xR8IR6Pl56efv78+fnz56s6lj9gyD8+QQoPD+fz+fv371+1atUbbC4Wix88ePDkyZOwsDBHR0dyZW5ublVVFfYPHCosP06tLC+F+JWgpgXzjgJB11Cnu1ho2RprxOfVt3dJQSGHpiKozoLKm9Dx7JYhQx2Mx4KZN5j7+Mnqoquj/1PTMFNXw4bFBID8J935Xd3LLI3Nfjql7jBGlac36M2bN+/s2bN79uzpfX/h9yNzUCwWz549u3cOVlRUcLncPo0U9aOqqqq8vLxp06aRE1jK5fIh8atlOFwRAgCPx+Pz+Xw+/w8VwpaWlitXrsTHx/P5fBqNFhsbO2HCBGXnt9GjR/dPsKjvxdyqq2/vBi1T0DYHYRU03AdjlyfdssxHbZkP6qH+Djy+DtW3oOfJ0w3UdcDUEywDwMQDaEwtFmOGqyHPM5Db6fjR15+BXCEXdQGAO1ffg8E0/vc+rIKvxePxzp49y+fz/1AhbG1tvXz5MpmDBEHEx8f7+fnFx8eT7yobtNFQsXPnThcXF7IK3r9/f9WqVdeuXVN1UK83TAoheZM2JSVFKBS+tjtfWVkZn8+Pi4tLT08n7wISBOHu7t7U1DQgwaK+t+Ho/R6pHADA3Afun4bqDNCxgNoceHwdavNA/qx/k+YIMBsPlgFg6AQEwdVWm+nKjfA2me5iqM4kf7eayQMCOi8ndt/NAxqN5ealMWUGjT1Aw8UNaSEhIQwGIy0tra2tjZwP6BUEAoEyB5VD0nh4ePy2TxNCA2CYFELyJm16evqFCxde1jZ97969mJiYhISE3NxcskGYTqf7+/tHRETMnTvXwsIiKytLS0tL+XldXd0hcVFPZTK5IqOk7XhGzdM7fwCgawUAUJwID+IAFAAABA2MxoC5D5j7gKYJAIwy4oS4G0V4m/jZ6/52hjaappZ2eCSERw7geQwH+vr6/v7+V69evXDhwoIFC174mXv37iUkJMTHx9+8ebN3DoaGhs6dO9fOzi47OxtzcKhramoSCAQA0Lvv4SA3TO4RAsD333+/cePGRYsWHT16VLlSJpNlZGTExMScPXtW2RuNw+FMmTIlIiIiLCzstT9d0SDUKZZdKGjk59Qn3mlo6ZT8/5t/VZkgrAIAoDEACDBxBzNvMPcGlh6dRvjZ6fHGGfM8jW2N8QqvX+zYsePTTz9dsGDB8ePHlSuVOXju3LnKykpyJebgcLVx48aMjAxyMpz29va2trYh0TQ6fAphaWmpra2tjo5OQ0ODRCJJSUmJiYmJi4sjnwUEACMjoxkzZkREREyfPl21MzagN9Mo7EnKb4y5VZtc2NQtkYNUDLU5UHULarKg+9kwNyxdUNMEYRWMWQiuiwGAQSfWzRy5cdaoEbr4j96/ysvLra2tMQepbOPGjS4uLsuWLQO8R6gSNjY29vb2xcXFvr6+d+/eVT72Pnbs2LCwMB6P5+HhgU8+DFrSupq2wwe7Mq8pRF1Mq1E6EYs1pswEggCAsoau+NyGmFu1GSVtcoUCuoVQcxuqs6AmG6TPWkTJm39m3mDsAjU5cPULqLlNFkJNFuPr+aPVGNjC1u9Gjhzp4ODw4MEDHx+fwsJCZQ66urqSOejp6Yk5iAah4VAIlTceSkpKdHR0cnNzlTcewsPDsfPn4Pck9VLD1vVyiRSkEgCQNtR1F+aLDv/3UNDms3daH9V3AQB01kH1LXh8HZqKgGzGIAjQt31a//Rt///uTNyByYaWUuhqpGsa7V3mhFWwvylz8OHDhzo6Onl5eZiD1GRtbW1s/PSJWw6H4+rqqtp4fqeh2jQqlUqvXr1KdjyrqKggV7LZbJFIZGBg8PDhQwMDlQ2vgP6QnpIHVe/PPV7Z0CaVrxqhAwBiuSL8QQ3feeQFTdcN7IlQfQsq0kH49PYS0NWA6wRm48FyArD1aQThPlI7xN3IWEdt08mH3RKFWCKD9K+gMgO81tDtZzf9OG0AZuimIKlUeu3aNTIHy8vLyZUcDqerq0tPT6+kpARzEA0VQ+yKsKur68qVKwkJCbGxsQ0NDeRKQ0PDqVOnqqurf//9925ublVVVY8fP8YkHCqadn6jEHdLFIqeZ7/JFABP5IrE5tav82NBeubp59S1wcwLzHzAxAMYLBaTFjBaP8Td6B3vEWZ6LPIj7/qb/fdq1YajRVIzX6jMgKpMmd3spDuNC/1MX3ho9AZekYMsFuu7777z8PCoqqoqLy/HHERDxdAohI2NjUlJSTExMcnJyd3d3eTKUaNGhYSERERE+Pn5dXd3//LLL2pqarNnz46Ojubz+e7u7qqNGf0ucrk4NwMUcgDoUSiEMjkAiOUKANCj01ulMk22TqdlIJh5g9EYoDH0NZlBzoYh7kbh44y12c//79VmMz6eOTK1qDlWNB4IOtQXQM8Tfk49FsK393ty8NChQ0wmMzQ0dP/+/Xw+39PTU7UxIxU6fPiwUChctWrVV1995eHhQU4cO2gNikK4cOFCZX/r/fv3Ozs7k9PNl5WVxcfHx8TEZGRkyOVyAKDRaJ6eniEhIZGRkcpxmACAzWYzGAwA4PF4ZCHctm2bCs4E/UFysRieXQhebO16KOoBALkCAMBPm5XoaHrJnLeTG2JlyJ7hyg1xN5o5lsukv6a3Bc/TODa7HriO0FAItTlJ+To9UjneJny1BQsWnDhxgnz9448/2tnZkdPN/6EcZDKZAMDj8chC+I9//EMVp4IGhRkzZuzevbuhoaG+vt7MzEzV4bzGoCiEly9fVr6+f/8+h8Mhx0srLS0lV3I4nGnTpvF4vJCQkBcOPCgUCvPz842NjWfOnKmlpXXnzh2BQEDOE4QGm+PHjwsEgvfee+/EiRP6enoTaAwAKQCE6mt8bKILACK5Yvr9ajWCsNLU9Bpvn73c32Okzu/vbBjqYcSgE1JzH2gohKpModXEtKKW6S6G/XdGw8BzOchkMjdu3Mjn8x89ekSuZLPZZA6Ghoa+MAc7Ojry8vL09PRCQ0N1dXULCgowB6lMU1NTU1MTAHbt2rV169ZB3jwwGH8mq6mpnTp1qrS01MDAYMmSJadOnaqrq4uNjX3//fdfNvw35VLhAAAbK0lEQVSutrb23r17eTyeurr6jBkzAGAozpJMETNmzKisrGxsbHz48GF3Tw8nYBK8ZGp7NoM2/6MFntZ/oAoCgIGmmp+dHpj7AgDUZINcys+p74vAKYTJZJ46derRo0fKHKyvr+fz+R988MHLclBLS2vPnj1z585lMpnTp08HAIrPGkhlCoXiyJEjdDodAKKjowf/mLGDoteotra2spdtWVnZ9u3b1dTUjIyMfH196S/5inyFI0eOLFmyJCgoqPePXDR4CIXCjIwMsVhcXV3NYrEmjXEiNqzgVzcIpfJ3uVoA0C1XrCyt/9VllPbcBYYbtr7BIbYnCjYcLYLENdBWAVO+MnP0rdw9BR9gewUdHR0XFxfytUAg+O677zgcjqGhoZ+f3xvk4LFjx959993JkyenpKT0daQI9b0BLYQlJSXJycn29vZ2dnYJCQmBgYFjxowBAC6Xqxxs96OPPvL393/ZWIW/BzmLOgDU19fr6en1SeSoD/H5/IaGhiVLliQmJkokksjISHF+Tt265XJJj0IsAgAgaIS6utb0UO7Wr4H2h7+FAaC0vsv20zTIPwz3ToJ9CIxbnf2Vv6c1pWdzJVVVVfH5fCsrKw6H8+jRIzabvWTJEgAwNDRUDjq/fv16Ly+vd999942P0t7ebmRkJJPJ6urqDA2xURoNdgPaNGpmZrZmzZr09PT//ve/pqampqb90pdPV1c3ICBAIpEkJSX1x/7RW+LxeCtXrmSxWHPnzo2MjAQA1lhPy4R0gw83sMf7s5zHaofPN40+xv382zerggBgY8xxNtcEcx8AgKoMAAW2jpIMDAzWrFmTnZ09ZcoUd3f3kSNH9sdRdHR0Jk6cKJPJMAfRkDCghZDD4Zw8eTIsLEwoFAYEBOzZs6efDsTj8QCAz+f30/5Rn6NpauksWm66/4jZ4Vjulm9YY9zecoc8T2MwsAOOIXQ1Q0sZFkISm81OSEgICgoCgNTU1AkTJvTTgTAH0RAyoE2jqampSUlJ/v7++vr6BQUFLi4u5GMSvScRFIlEDAaD7If9xioqKqytrTU0NBobG8kpIhHVZJW2eUfdhNt7oSSRHIC7dMekUUZUn3ciKyvr+PHjvr6+wcHBN27cmDlzJrm+z3OwurrawsICcxANCYOis0x/cHNzy8/PT0pKUqZ636qtrT137pyVlZW5uXlubq6rq+sg7x9MNQoFWH6cUnXvBqRGgZ41BO/ZscRx/UzszT9wPDw88vLyzp8/P2vWrP7Y/927d69fv+7h4eHt7Z2cnMxgMMhnHxH6owbj4xN9oq9aZoqKish2JFJAQEBZWRkAaGtrr1q1Kisry87Ozt7ePi8v7y0PhPoWQcBsdyMwdgUmB1oF0FnPz25QdVDU0lc5WFxcPGnSJOViYGBgSUkJAIwcOXL16tVJSUlNTU2lpaWFhYVveSBEWcO8EMbFxb3lJa9CoZBKpcpFqVRK7lBDQ+PixYuTJk3icDhMJlMkEr1lwKjP8TyNgcYEEw8AoFVn3H5Q39TRo+qgKERZCMkhad7Yy3JQS0vrl19+iYyMjIqK6u7uLioqesuAEWUN20Lo7u5uYWFRU1OTnZ39lrvq6empeUY5xVpubu7169e7u7vT09Pz8vJsbW1fvRM08KY4GWizGa6GpgAwS3A8p+jT5lCflv3bFd3i126L3p6bm5u1tXV9fX1WVtZb7uqFOcjn8xsbG1taWvbt27dmzRryKX6E3sCgGGKtPxAEERYWtnfvXj6f7+Xl9QZ7qK6uzsrKGj16dGlp6fr168mVyulmPDw8PDw8yNf91/UOvQ11Jm1/1zmuNLvNfoSHJgtAJhO2FP28z+JSgvmhszRtXVUHOPyFhob+8MMPfD7fx8fnDTavqam5deuWk5OTQCBQ5iB5bwKeXXGSmExmeHj42weMqGnYXhHCm96iKCsr27VrV0BAgIWFRURERGtrq6Oj46ln7Ozs+idY1Pc6k/hegrTzjS2Foqctoo1S2cr7ldLa6vot61UbG0W8ZQ6am5tHRES0tLSMHj1amYM4zS/qc8P2ihAAJk2apKurW1hYWFJS8uoCJpPJ0tPT4+Li+Hy+8vcmh8OZPn16Z2fngASL+l7zvv+j9bygFVQh6RHlZEkelzMtRw54UNQyceJEPT29oqKi4uJie3v7V3xSJpNdv36dzMHnRtvv6OgYkGARdQ3nQshkMmfOnHnixImEhIRPPvnktx8QiUSXL19OSEiIi4urq6sjVxoYGMyaNSs0NDQ4OFhTU1MgEDg4OCg3cXJywoeihgS5sF3W+LSbaJlYcqNDBACt0me9NghCnJeFhbC/MRiMWbNmHT16NC4ubuPGjb/9wKtzkJxM5vHjx73ne3J0dMQcRH1r2D5HSDpx4sTChQsDAwPT0tKUK5uamhITExMSEpKSkpQXfOQUo6GhoZMmTSKnNkRDmrS+tnJekFwk2l3bdudJ91gNdQDokMkzO8TxjqaEmrrBur/pLHhP1WEOfzExMfPnzw8ICEhPT1eufGEOWltbh4aGYg6igTfM/7cFBwerqaldv369qalJKBTGx8cnJCSkpaWRvbGVU4yGhobi4/DDDN2Qq5DJyNeBOuylXG0AqJNIMzvEAECoqTEtRqowPOoIDg5msVg3b96sr69/8uQJ5iAahIZ5IdTU1Bw7duzt27ddXFyUDS8sFmvmzJnkFKPGxsaqjRD1E4LO0AwK7khOfPG7BI3t5TfAIVETh8MZO3bsrVu33NzceufgjBkzyBwcMWKEaiNEaHgWQrFYfP369fj4+JiYmNraWh0dnbq6On19fS8vL1dX1y1btiiHVUTDmMEnf++6edVRQ8h+NhMhm0YL0uUQLDY36l+EmppKoxvmlDl4+vTpmpqa3jno4uKydetWzEE0eAyre4SNjY3kXfdLly51dXWRK62srCoqKlgsVk1Nzbfffuvr66uvr49P/lGEpLKidv1yWWO9QixSyOQ0DQ4AcLd+qzlttqpDG56amprIHLx48eJzOaiurl5XV/fNN99MmDBBS0srMDBQtaEipDQcrggFAkFcXFxCQsLVq1eVo044OTlFRESQNx7GjRuXk5Nz6dIlY2NjZ2fnzMxMLIQUwbSwsjydLMrOEOfnKrrFajZ2nIlTaRwNVcc13JSXl/P5/JfloIeHh4+PT1ZW1oULF7hcrrOz87Vr17AQosFjCBfCe/fuxcTEJCQk5OTkkGsYDIa/v39ERMS8efPMzc2Vn+TxeDk5OZcvX9bT0/v111+XLVumopCRKhAE28uP7eV35MiRqjtFc0c5pqWl5efn//DDD3T6G078i0i/zUE6nf6yHMzKyrp06ZKhoeGhQ4cWL16sopARehHFYDVhwoSenh7y9a5du44dO6ZQKMRicXJy8scff2xmZqY8BQ0NjZCQkEOHDrW1tb1wV/n5+QBgZGQkkUjEYvHAnQMaTBoaGtatW9fS0iKXy3fs2KHqcIaAwMBAkUhEvt69e/eRI0cUCoVEIklPT//4449717nX5iA5NYSBgQHmIBqEBu8VYVlZmXLQ+qamJjqdHhkZmZSUpBxmwtLSksfjhYWFBQYGvnoSUVdXV2tra4FAcPv2bV9f334PHQ1K2tra3t7eFRUV6enpM2bMUHU4Q0DvHGxubpbL5QsWLEhMTOydg2FhYTwe77U56OzsbGdnV1JSkpmZGRAQ0O+hI/RHDN5C+BwajSYQCDo6OpycnEJDQ0NCQvz9/QmCeP2WAAAQFha2a9cuPp+PhZCyzpw509bW5uDg0NDQ0HukEvQ70Wi0ioqKN87B0NDQ7du38/l8LIRosBm8vUbNzc2trKzINHv8+PGmTZu8vLy4XK6VldUb7C01NXXKlCl2dnbFxcV9HSlCw5OlpaW5uTmNRgOAysrKzz77zNfX18DAYOTIkW+wN7KDjK2tLTmtLkKDh+qvCDMzM/Py8szMzMLCwk6cOCGXyxctWkS+lZKSoq6uDgBRUVEAMG7cuDc+ysSJEw0NDUtKSh4+fIij1yPUW0VFRVxcHJvNdnBwyMrKCgoKGjt2LPnW5cuXORwOAHzxxRcA8DaDv/j7+3O53EePHt2/f9/JyalPIkeoT6h+GiYfH58///nPd+7cIaf6q6+v74+j0On04OBg+OMzwiA07FlZWX300UfV1dWPHz9ms9lk5etzdDp99uzZgDmIBh/VF0KpVLp79+4VK1YcO3aMIAjlLEh6enrK2w8cDuftx5t/s6nREKKCI0eOhIaGRkZGrl69+vDhw+TK53KQzWa/5VEwB9HgpPp7hOfPny8qKnJ2dg4ODlYoFFeuXJk6dWp/HKizs5PL5fb09FRXV+Pwhggp3blzJz4+3sbGxs7OLicnx8fHx83NrT8O1NXVxeVyRSJRZWVl7yegEFIt1RfCgTR79uzExMSffvpp+fLlqo4FISoKCwuLj4+Pjo7+05/+pOpYEHpK9U2jAwlbZhBSLcxBNAhR64qwvr7e1NRUXV29sbFRQwMHnERooDU0NJiamjIYjMbGRi0tLVWHgxAA1a4IjY2Nx48fLxKJLl26pOpYEKIiIyMjHx+f7u7uixcvqjoWhJ6iViEEbJlBSNUwB9FgQ62mUQAoKipycnIyMDCoq6tjMFQ/ngBCVPPo0SM7OztdXd2GhoZXj1CK0MCg3BWho6OjnZ1dc3NzXl6eqmNBiIpsbW0dHBza2tqUkzchpFqUuyIEgOTkZDs7O3K8RLFYzGAw8NIQoYF0+fJlGxsba2trAOju7qbT6ZiDSIWoWAi5XG5jYyP5eu3atRMmTIiMjFRtSAhRSu8cXLdunbe3t3KEYYQGHuWaRhFCCKHeqNgcoXg2XzYAtLS0qDYYhCiodw42NzerNhiEqFgIJRLJnj17yNcFBQVkZ26E0ICRyWS9c3DWrFmqjQdRHBULoZqa2oEDB8jXa9euVW0wCFEQg8FQ5uC6detUGwxCeI8QIYQQpVGxEE6ZMkX52snJycTERIXBIERBvXPQ0dERcxCpFhUfn0AIIYSUqHhFiBBCCClRsbMMqbCwMD093cTERE1NrbKyMigoyNbWVtVBIUQhBQUFN27cMDc3t7GxSUtLCwwMdHZ2VnVQiIqo2zQqk8nodPq2bdu0tLSMjIyCg4MNDQ1VHRRCFKLMQYlEYm9vP336dLxZiFSCuk2jdDr9l19+iYiI2LBhQ0RExP79+1UdEULUQqPRfv755wULFkgkkoULFx48eFDVESGKom7TaGpqakVFhZ6eXn19fVFR0bx581QdEULUcvny5aqqquLi4nfeeeenn36aPXu2qiNCFEXdplGEEEIIqNw0ihBCCAEWQoQQQhSHhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURpD1QFQy5UrVzIzM5ctW2Zubq5c2dXVdfTo0Xv37qmpqY0bN+6dd96h0f7nB0pmZmZSUlJdXZ2ZmVloaKi7uzu5vrOz8+TJkwUFBRwOx9fXNyws7LmtYmNjhUKho6Pj0qVLdXR0XhueVCo9c+ZMRUXF2rVrORxOX5wxQoPL7du3L1y4EBER4eDgoFwpkUhOnjx5584duVzu6uq6aNEiNTW13lsVFhby+fzKykoulztt2rSJEyeS66VS6dmzZzMzMwmCGDt27IIFC57bMDk5OSUlpb293cLCIiIiwtbW9tXhicXio0ePdnZ2rlu3ro/OGP0OCtT/uru7T506NX78ePJvnpiYqHyrrq5u5MiR+vr6ixcvnjdvnpqa2uTJk3t6esh3pVLpBx98AADW1tYhISHjxo3z9fWVy+UKhaKoqMjS0lJHR2f27NnknsPDw2UyGblhVFQUQRCjR48OCAhgs9lWVlaVlZWviFAoFO7cudPKyoqMsLq6ut/+GAipgEwmi4uLmzp1Kvk//MCBA8q3njx54uHhweFwIiMjFy5cqKmpOWbMmPb2duUHtmzZQqPRzMzMZs2a5e/vb2trKxKJFApFc3Ozt7e3trZ2cHBwUFAQg8FwcXERCoXK3QYHBxME4ejoGBoaOmbMmEWLFr0iwoaGhn/961+mpqYAwGQy++fPgF4MC+FAKC0t9fT0/OKLLw4ePPhcIdy8eTNBEA8fPiQXjx8/DgAxMTHk4r///W8A2Ldvn/Lzyhq5fPlyV1fXxsZGcjEqKkq556ysLIIgli9fTpbMwsJCTU3NBQsWvCJCPp8/efLkHTt2/P3vf8dCiIaf9vZ2Dw+Pv/71r+fOnXuuEEZHRwNAcnIyuXjz5k0A+P7778nFkydPAsCmTZuUvzKVObh3714HB4eGhgZyMSkpCQB27NhBLq5evZpOpyckJCgPpNzwhfbt2zdr1qzo6OgVK1ZgIRxgWAgHVEZGxnOFcPHixWw2WyqVkosPHjwAgO3btysUCqlUamJi4uvr+8JdyeXy1tZW5WJ5eTkA/POf/1QoFJ9//jkAlJeXK99dvny5urq6WCx+bYQHDhzAQoiGserq6ucK4ebNmwGgpqaGXBSJRACwfv16cnHcuHFWVlYvq2GdnZ3K1+3t7QDw6aefKhSK5uZmdXX1V18CvszmzZuxEA4w7CyjYt7e3iKRaO3atV1dXQBw6tQpdXX14OBgACgqKqqtrZ0zZw4AlJeX3717t6enR7khQRC6urrKRZlMRq4EADKTe9/kc3V17e7uJr8CEEK9eXt7A8CHH37Y0tICAKdOnaLRaOQdd6FQmJOTExISwmQya2pq8vPzyTxV0tDQUL7+5ZdfAGDGjBkAcOPGje7u7jlz5sjl8pKSkvv378vl8oE8KfSHYCFUsVWrVi1evPjAgQOmpqY8Hm/nzp0JCQnkbfyysjIAEAgENjY21tbWrq6ulpaW58+ff+F+EhISAIC8BeLr6wsAZDMsALS2tqalpQEAFkKEfissLIxsMjU3Nw8PD1+7du3Ro0cnT54MAAKBQKFQtLW1ubm5mZmZubm5mZqakgVPqaioaNmyZZ6enlFRUYcOHZo+fTo8S96srCwTExN7e3tnZ2d7e/usrCyVnCB6LSyEKlZRUZGdnR0UFLRq1aq8vLyWlpY9e/YIhUJ4dmGXmJj4j3/8o6KiIjc319LScv78+b+tZ9XV1V9++eX8+fO9vLwAICwsbO7cuX//+9/d3Nz8/PwsLS0fPXqk/PDYsWNNehk1atQAni5Cg05TU1NaWpq7u/tf/vKXBw8edHR07Nmzp6amBp7l4MWLF1etWlVaWlpUVOTr67ty5crc3Fzl5kwmc8SIEY6OjgqF4siRI+RlJbnhhQsXDh48WF1dfe3aNYVCER4eLhaLe3p6TP6Xsg8qUhV8fELFFi5cSKPRzp8/r66u/vXXX//888+rV6/esGHDwYMHjYyMAGDnzp3h4eEAYGlpuX379gkTJsTHx69atUq5h+bm5pCQED09vR9++IFcQ6PRYmJi4uLibt68aWBgsHv37sTExLt3744YMQIANm/eTGYpicHA/wOI0lavXi0QCB48eKCnp7dt27Zz584tXbr0vffeu3TpEpmDW7ZsUWZcdHS0lZXV6dOnPTw8yDW2trbffvstAJSUlLi6ukZFRe3Zs4fc8MiRI66urgBgamq6bdu2pUuXXrt2berUqd98803vAH7Po02oX+GXoCp1dHTcvn17w4YN6urqAECj0VauXHns2LHU1FQAMDMzAwCBQKD8vLGxMQB0dnYq1zx8+HDOnDlisfjq1avkuyQajRYeHk5WUACIiooyMDCwsbEBgMjIyIE4N4SGiJSUlKCgID09PXJxzpw58+bNO378uEKhMDU1JQjitznY0dHx2/3Y2dk5ODhkZmZCr+QlC2HvDWk02nvvvde/p4T+IGwaVSVNTU1dXd2ioiLlGolEUl5ezuVyAcDW1tbU1PT48ePK2+yxsbEAoPwpGhcX5+Pjw+VyMzIyLCwsXnaU27dvJyUlLVu27Lnn9BFCAGBubv7w4cPenVlKSkoMDAwIgmCxWOPHjz9z5oxYLCbf4vP5AODp6QkAFRUVZ86cUW7V2dlZWVlJXgt6e3urq6sfPXpU+W5sbCxBEMrRMNCgQt+2bZuqY6CEM2fOxMfHp6en3759W01NjXxMwsrKqrGx8fDhw7W1tRwOp6Sk5LPPPsvKytq1a5ejoyNBEHp6evv3779161ZXV9fJkyf/+c9/BgUFbd26lSCILVu2fPjhh9ra2osWLSooKLhx48aNGzeqq6vHjBkDANu2bbt79+6jR4+OHDmyfv16Gxubw4cPs1isV0S4f//+lJSUq1evPnjwgMViZWdnc7lcQ0PDAfoDIdTPkpOTT58+ff369fT0dCaTWV5e3t7ebm9v39PTc+jQocLCQh0dncePH3/55Zfx8fFffvmlj48PAFhaWkZHRycnJ0skksTExL/+9a+Ojo47d+5kMpn79u1bvXp1XV1dT09Pdnb2+vXrHz16tHv3bltbWxaL1d3dfeDAgeLi4tbW1gMHDvz4448rVqxYunTpKyL89ttvb9y4kZaWVl5erq6ufuPGDVtbW01NzYH6C1GYSh/eoJAVK1aM+l/kg7cymeynn34aN26cjo6OhobGhAkTej+Bq1Aofv3113Hjxunq6trY2Pztb3/r6uoi1/v6+o76jSVLligUColEsnbtWhsbG11dXScnp02bNrW1tb02woCAgOf2lpSU1A9/CYRU4/PPP3/uf/jGjRvJt06fPh0QEGBoaMhmsz09PQ8dOtR7w8TExICAAH19fUtLyzVr1rS0tCjfOnz4sJeXF4fD0dDQmDhx4oULF5RvyeXy7du3Ozs7k2n43XffKR8XfiG5XP7bjC4oKOjTvwF6MUKhUKi6FiOEEEIqgzeNEEIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpSGhRAhhBClYSFECCFEaVgIEUIIURoWQoQQQpT2/wCrkS0iU0HrlwAAAo96VFh0cmRraXRQS0wgcmRraXQgMjAyMy4wOS41AAB4nHu/b+09BiDgZ0AATSDWAuIGRjYGBSDNAqU4GDSAFDMTmwOYZmGH0MwwPjrNzoAmD+YzQcWZmOHyEBphPtRWHMYSkGYEm8LIOFhobgZGBgZxBgYJBgZJBkYmBkYpBkZpoO8VmDkzmJhZElhYM5hY2RJYeRTY2DOY2GQY2DkU2DkTOGQZOOQYOLkUuLg1mHl4FXjkGXj5NJh4+Rn4BRj4FRj4FRkExBIEBDOYBIUSBJUYhIQZhEQymISVGYRVGIRVGUREE0TUGETFMphE1RnENBhEmICuYWNmYWVj52QTFBIRFRMQ/wZ0GSM81o3f9hxQ1W4+AOJMlZx9QHqeFpj9zXXlgeun5+4Hsd8v6TjQf4V9H4jNs974wIa0d2D2n5tP9hvlK9mD2IeO8h34E8ziAGJPScg50LlYEsxeE9NyYGd0KZgdeHHagXOly8Dqd807euCFyEUwWznnywGmLb/B7KSJy/b9SZxlB2J37De0P5K5GSz+ZUeDnVCuKdicLVxcDqtOdYDF25amO8iH24DZqv8bHeZ3GoHd3Hdmg8Orx80Q9//Y56C6Shbix9yLDluv9tmC2MaOhx12xx4A6z1VPMXh6p9XYLaZkt2B9r+ZYPXeJ3cdaA+fCGYvaqw9YMu+Ecxe8/XEgfvf3MDsn1VRByJc+cDsdPbZ++fv8QK707Pc/YDeo7lgtqjW5gOLQ1vB7NeXPtg+vD4B7DbHKHkHdQYlsLhf2Uv756tPgsPWeo+Tg6jYM7Aa9qtvHBIDGcHm35CZ6PCCyQrMDlQ96xCSVAlm18syOP451gbWa/XosUPDdDWwmRnubQ6zzALBbDEAyJfDO8ZdoC8AAAOYelRYdE1PTCByZGtpdCAyMDIzLjA5LjUAAHicfVbLbiQ3DLz7K/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+eJH4zJjQAAAoh6VFh0U01JTEVTIHJka2l0IDIwMjMuMDkuNQAAeJxlkr1uWzEMhV+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/w1K3nKDs8gsWgAAAnN6VFh0cmRraXRQS0wxIHJka2l0IDIwMjMuMDkuNQAAeJx7v2/tPQYg4GdAADUgVgfiBkY2BgUgzQKlOBg0gBQzE5sDmGZhh9DMMD46zc6AJg/mM0HFmZjh8hAaYT7UVjTjlMHCjLhsQ5NmBBvGyEgvmpuBkYFBgoFBkoFBioGRiYFRmoFRBuhJBWbODCZmlgQW1gwmVrYEVh4FNvYMJjZZBnYOBXbOBA45Bg55Bk4uBS5uDWYeXgUeBQZePg0mXn4GfgEGfkUGfiUGAfEEAcEMJkEhBkHhBGGRDCZhZQYR0QQRFQZRMQZR8QwmcVUGESagI9iYWVjZ2DnZBIVFRMUFxC8BHcQIj1Pjtz0HVLWbD4A4UyVnH5CepwVmf3NdeeD66bn7Qez3SzoO9F9h3wdi86w3PrAh7R2Y/efmk/1G+Ur2IPaho3wH/gSzOIDYUxJyDnQulgSz18S0HNgZXQpmB16cduBc6TKw+l3zjh54IXIRzFbO+XKAactvMDtp4rJ9fxJn2YHYHfsN7Y9kbgaLf9nRYCeUawo2ZwsXl8OqUx1g8bal6Q7y4TZgtur/Rof5nUZgN1vvcXIQFXsGZved2eDw6nEzmD0196LD1qt9tiC2seNhh92xB8B6rR49dmiYrgY2/1TxFIerf16Bxc2U7A60/80Eh4n3yV0H2sMngtmLGmsP2LJvBLPXfD1x4P43NzD7Z1XUgQhXPjA7nX32/vl7vMBmepa7H9B7NBfMFtXafGBxaCuY/frSB9uH1yeA3eYYJe+gzqAEFvcre2n/fPVJcDi//7HPQXWVLNjMelkGxz/H2sDiGe5tDrPMAsHqxQAN5reC9dAvFgAAA2l6VFh0TU9MMSByZGtpdCAyMDIzLjA5LjUAAHicfVbbblQxDHzvV+QHNvIldpJH2iKKULcSFP6BV8T/i3EOzdkKi+0+nHjn2OPxJeXh6he+K/H5+vjl5++yP/J4Bzv95zvnLD+UiO6eSzyU+4+fPl/Lw+uH+zfLw8v36+u3oqPoxDtU+D32w+vL85uFy0O5tNpIp1k8IQBxL1RpfcqOIwdyNB9dy0Wqu80A/IPU8lIuVmXMPqlcuIpKH5og2+FTOrG2cqHKKt6y6FauEXNQN5uBbG4uGdLDJ9c+EFzwu2szmgmwB1BAjoYgvUreXTwBjgBq9akQCcBG5JQBZ5BsSMKVpWgdql2yvJmOxDsrGReuKGjrmZa8CuSVuwU5RjqRT4aUiN4BQDo41unelDOkBpKqiqkMAJTYJJOIo0CQcDbF74zMGVXPgIaaUxXjBsaok7Y+JANGeaSy+SSFR/LhI/UY5YHoPOEJv3e1Ti0DRnnQty5RnUuw7Y3T2LPc/4JPatIxGdEks1vLEpcokFWTNvtqYVJMSFZKiQJ5tdb+tmOEz3iKLCBjuii0NJLhWSHRMaDZKwsaySGWk8yZjmRbqbvOGB+G6jZaVnGx8hS9jmQG1kI0szkmPYN6QA2+OnWJJrXGU7MSId+n8DWdSXu8hH4KJgl0BNQx6XOOGS8xjcEjg87Da2NFz68JFZlpM+H7tPYLM7uisuwdM5wh+XDK0b8OzTDLufoqR/42xxgdSLyRN54qkFhZGM1jzbGyjSwlSPIUe2PAZ8ODYT1YJr5GnVBHtDK6IEZ06pgpzSiTQfoOmiFSczVOkVGlAXMX4vAprqJZO2kUCQlPF0yfAjimZfl8vD6+u0SOa+X+5fp4XivxJ+fdsY523hDr7Oc9sM793PY4FT1XehxlnJt7nee5oBku27mGW3i83bZh2NGxoXAqOzqWRUOMHZ2DHmLu+Byv97Ljc/CDQrdbjcFiE4J8LVjdLikGL903MXbRMpwSLdGC3M1m0eDKJ2bpCONOVfSw6OaKnSBBmHe6EmzDshOOi2Rx3ilLPyx6eh5/Laef0BWZycYclcOrWxldhcerWwoNcWGR27lpka7sTGN5hUU3QwxCCwFk566rCSDJ5qyrDdAHO3c0cFuWk2HIDEl0M4zeve3UOL/984Tnuz/M3sdxczgGXgAAAmZ6VFh0U01JTEVTMSByZGtpdCAyMDIzLjA5LjUAAHicVZI9a9wxDMa/SqHLBXxGb5Zs/+mSLJku3UOGcnRsU0LGfPg+9kGjLsaSpUc/SX5+fLny9fT8+HJ3Pd2/4XjYxj4eTt+e7i63R/l9PT399/bvekt++HrBefn0yM2/T75/+/Jx6pUopJypiqtolMNrM3MtVMlHmLZytNrERpQzV1LSsTzDo49ylorYxuUwhIstoZXFUg6tZBK2smJEa8vjPKxDOrQFWTmkcvNRoOvd+7Ktj96L1KYsXg6uXXRsQB2KiscqYCoryYg9lkcaGzOyulpAZkVLU1mllLjJzmOONhYOK+NyLLAeAzGu1mh5oEDRfJUzby5QP1uVINblYxW35WtV+ogtJiq7pNVu3mONxH3LOxLHQJBWpt4xEtyMNXwFici45RlG2gouNAbJphhB3VYiIHjX6xoUK6gZD91SwxkzxBs6Zd1SwUoNk1GizekVPWOZjBbRIzyBG1AY2W43HR+KnWL0RLuYoU9XLoqiGjdsZncvVhHafQM17GnAg4fYzKIEYcEqw3VPVxhpkMGW0DO+iOvgBdO1oT04eLgIIsT78PX3mDgYEY1k1YnKaC2g6qTlrvx4f/31/e31z6S6rpfX959VffKnJTTl0+IxNUW2aektZktWn54sn5GsNntS0TmSZZMTDOvkRMN4zTgyOfPATEBtcgJCZgKCbAJCXgLiyQlIYkoCkj4lAWE6iUdsSuKRNiXxiE9JQGNKnhCU8oh4SkICQ0LqU/O+aGoiUp6akHxqJsL+MpFOTUQaUxOSQCkPST7+Agn8Vrpl9ci5AAAAAElFTkSuQmCC", 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", - "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": { - "id": "8e119e3e" - }, - "source": [ - "### Storing the network\n", - "\n", - "Created networks can easily be converted to (and also loaded from) as a GraphML representation.\n", - "\n", - "This can allow users of OpenFE to store the network to disk for later use." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "0be4c1f4", - "metadata": { - "id": "0be4c1f4" - }, - "outputs": [], - "source": [ - "# Convert to graphml\n", - "with open(\"network_store.graphml\", \"w\") as writer:\n", - " writer.write(network.to_graphml())" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "5ebec1d5", - "metadata": { - "id": "5ebec1d5" - }, - "outputs": [], - "source": [ - "from openfe.setup import LigandNetwork\n", - "\n", - "# load a new network from this graphml representation\n", - "with open('network_store.graphml', 'r') as file:\n", - " network_data = file.read()\n", - "\n", - "new_network = LigandNetwork.from_graphml(network_data)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "05b277f8", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "05b277f8", - "outputId": "2bd39d43-c089-45a3-bb5f-adea9efe2a02" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "edge 0 molecule 1: benzene\n", - "edge 0 molecule 2: benzaldehyde\n", - "edge 0 mapping: {0: 3, 1: 4, 2: 5, 3: 6, 4: 7, 5: 8, 6: 9, 7: 10, 8: 11, 9: 12, 11: 13}\n" - ] - } - ], - "source": [ - "edges = [edge for edge in new_network.edges]\n", - "print(f\"edge 0 molecule 1: {edges[0].componentA.name}\")\n", - "print(f\"edge 0 molecule 2: {edges[0].componentB.name}\")\n", - "print(f\"edge 0 mapping: {edges[0].componentA_to_componentB}\")" - ] - }, - { - "cell_type": "markdown", - "id": "ac41ea4d", - "metadata": { - "id": "ac41ea4d" - }, - "source": [ - "### The OpenFE CLI\n", - "\n", - "The OpenFE toolkit also has a command line interface which we plan to add several convenience methods to.\n", - "\n", - "For now functionality is limited to atom mapping, but it will be expanded upon as the project grows." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "eecd0fea", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "eecd0fea", - "outputId": "c64ee46e-aada-49f0-f8e7-05c3aaa48b9d" + "id": "eecd0fea", + "outputId": "c64ee46e-aada-49f0-f8e7-05c3aaa48b9d" }, "outputs": [ { @@ -1053,64 +634,6 @@ "!openfe --help" ] }, - { - "cell_type": "code", - "execution_count": 18, - "id": "363f9691", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "363f9691", - "outputId": "b20a66f8-c14f-490e-d761-3b5c01677c13" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{0: 5, 1: 6, 2: 7, 3: 8, 4: 9, 5: 10, 6: 11, 7: 12, 8: 13, 9: 14, 10: 4, 11: 15}\n" - ] - } - ], - "source": [ - "# Get an atom mapping using the CLI\n", - "\n", - "!openfe atommapping --mapper LomapAtomMapper --mol inputs/benzene.sdf --mol inputs/styrene.sdf" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "3b0dc398", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 317 - }, - "id": "3b0dc398", - "outputId": "cec53cce-2f7a-4e0c-98af-fb31cc57c62d" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 19, - "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", @@ -1316,184 +839,19 @@ "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." + "TODO: replace this with \"we provide reasonable defaults and they are easy to modify\"" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 1, "id": "7d9fe95a", "metadata": { "id": "7d9fe95a" }, - "outputs": [ - { - "ename": "ImportError", - "evalue": "cannot import name 'SystemSettings' from 'openfe.protocols.openmm_rfe.equil_rfe_settings' (/home/mmh/micromamba/envs/example-notebook-1.0.0rc0/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_settings.py)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[23], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Settings can be accessed from the various classes\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mopenfe\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mprotocols\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mopenmm_rfe\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mequil_rfe_settings\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[1;32m 4\u001b[0m SystemSettings, SolvationSettings, AlchemicalSettings,\n\u001b[1;32m 5\u001b[0m OpenMMEngineSettings, AlchemicalSamplerSettings,\n\u001b[1;32m 6\u001b[0m IntegratorSettings, SimulationSettings\n\u001b[1;32m 7\u001b[0m )\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# The documentation on each class can be accessed to know\u001b[39;00m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;66;03m# what parameters can be set\u001b[39;00m\n\u001b[1;32m 11\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39mrun_line_magic(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpinfo\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSystemSettings\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[0;31mImportError\u001b[0m: cannot import name 'SystemSettings' from 'openfe.protocols.openmm_rfe.equil_rfe_settings' (/home/mmh/micromamba/envs/example-notebook-1.0.0rc0/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_settings.py)" - ] - } - ], - "source": [ - "# Settings can be accessed from the various classes\n", - "\n", - "from openfe.protocols.openmm_rfe.equil_rfe_settings import (\n", - " SystemSettings, SolvationSettings, AlchemicalSettings,\n", - " OpenMMEngineSettings, AlchemicalSamplerSettings,\n", - " IntegratorSettings, SimulationSettings\n", - ")\n", - "\n", - "# The documentation on each class can be accessed to know\n", - "# what parameters can be set\n", - "?SystemSettings" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "2cf07be4", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "2cf07be4", - "outputId": "207f285d-d255-4632-876a-65eb8ee8a680" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nonbonded_method='PME' nonbonded_cutoff=\n" - ] - } - ], - "source": [ - "# Classes created without any arguments will use the default options\n", - "system = SystemSettings()\n", - "print(system)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "43d9a59a", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "43d9a59a", - "outputId": "6adde21f-7d8c-4f8b-a24f-fa916462e04d" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "nonbonded_method='PME' nonbonded_cutoff=\n" - ] - } - ], - "source": [ - "# Or specific arguments can be passed to override the defaults\n", - "# Here we set the nonbonded_cutoff to 1.2 nm\n", - "system = SystemSettings(nonbonded_cutoff=1.2 * unit.nanometer)\n", - "print(system)" - ] - }, - { - "cell_type": "markdown", - "id": "a93d4daf", - "metadata": { - "id": "a93d4daf" - }, - "source": [ - "The `RelativeHybridTopologyProtocol` class can directly populate the above set of default\n", - "settings through its `default_settings` method." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "2da2945b", - "metadata": { - "id": "2da2945b" - }, "outputs": [], "source": [ - "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n", - "\n", - "rbfe_settings = RelativeHybridTopologyProtocol.default_settings()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "85b38150", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "85b38150", - "outputId": "ebda0606-2d74-406c-e430-911c057d05fb" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SimulationSettings(equilibration_length=, production_length=, forcefield_cache='db.json', minimization_steps=5000, output_filename='simulation.nc', output_indices='not water', checkpoint_interval=, checkpoint_storage='checkpoint.nc')\n" - ] - } - ], - "source": [ - "from pprint import pp\n", - "\n", - "# Parameters can also be overriden after creation\n", - "# In this case, we'll reduce the equilibration length to 0.01 * nanosecond\n", - "# and the production to 0.05 * nanosecond in order to reduce the costs of\n", - "# running this notebook (in practice values of 2 and 5 nanoseconds\n", - "# respectively would be most appropriate)\n", - "\n", - "rbfe_settings.simulation_settings.equilibration_length = 10 * unit.picosecond\n", - "rbfe_settings.simulation_settings.production_length = 50 * unit.picosecond\n", - "\n", - "pp(rbfe_settings.simulation_settings)" + "# Show importing default and change 1 or 2 settings" ] }, { @@ -1525,88 +883,6 @@ ")" ] }, - { - "cell_type": "markdown", - "id": "76514e28", - "metadata": { - "id": "76514e28" - }, - "source": [ - "### Creating the Protocol DAGs\n", - "\n", - "With the **method** we will be applying (the `Protocol`) defined, we can move onto applying to the alchemical transformation of interest.\n", - "\n", - "The `Protocol.create()` method requires as input:\n", - "- the two `ChemicalSystem` objects defining either end of the alchemical transformation\n", - "- a mapping between the two systems, as a dict\n", - "\n", - "This creates a directed-acyclic-graph (DAG) of computational tasks necessary for creating an estimate of the free energy difference between the two chemical systems.\n", - "\n", - "As previously detailed, we create two sets of simulations, defining\n", - "both the complex and solvent transformations." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "b3237be8", - "metadata": { - "id": "b3237be8" - }, - "outputs": [], - "source": [ - "complex_dag = rbfe_transform.create(\n", - " stateA=benzene_complex, stateB=phenol_complex,\n", - " mapping={'ligand': benz_to_phenol},\n", - ")\n", - "\n", - "solvent_dag = rbfe_transform.create(\n", - " stateA=benzene_solvent, stateB=phenol_solvent,\n", - " mapping={'ligand': benz_to_phenol},\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "ddf51710", - "metadata": { - "id": "ddf51710" - }, - "source": [ - "The individual pieces of computational work are called `Unit`s. In this particular Protocol, the Units defined are three independent repeats of the alchemical transformation.\n", - "\n", - "For other Protocols, for example non-equilibrium sampling routines, there might be dependencies between the tasks." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "dd35cb04", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "dd35cb04", - "outputId": "aa3008b0-6286-46c0-aba2-868bd6422939" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 2 generation 0),\n", - " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 1 generation 0),\n", - " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 0 generation 0)]" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(complex_dag.protocol_units)" - ] - }, { "cell_type": "markdown", "id": "7f5c142d", @@ -1626,58 +902,17 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "id": "981cde0c", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "981cde0c", - "outputId": "812389bc-3730-416b-8154-79e0e1fb4346" + "outputId": "812389bc-3730-416b-8154-79e0e1fb4346", + "scrolled": true }, - "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\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "data": { - "text/plain": [ - "{'debug': {'sampler': }}" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# complex dry-run\n", "complex_unit = list(complex_dag.protocol_units)[0]\n", @@ -1687,56 +922,17 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "id": "77accb06", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "77accb06", - "outputId": "e0b977c0-7e72-4a49-d3ea-eb0cdb85ed5d" + "outputId": "e0b977c0-7e72-4a49-d3ea-eb0cdb85ed5d", + "scrolled": true }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "data": { - "text/plain": [ - "{'debug': {'sampler': }}" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# solvent dry-run\n", "solvent_unit = list(solvent_dag.protocol_units)[0]\n", @@ -1753,1975 +949,7 @@ "source": [ "### Executing the simulations.\n", "\n", - "The complex and solvent DAGs each contain many invdividual jobs. For convenience we can execute them sequentially in this notebook using the `gufe.protocols.execute` function.\n", - "\n", - "In a more realistic (expansive) situation we would farm off the individual jobs to a HPC cluster or cloud compute service so they could be executed in parallel.\n", - "\n", - "**Note: we use the `shared_basedir` and `scratch_basedir` argument of `execute_DAG` in order to set the directory where the simulation files are written to**" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "9abc4787", - "metadata": { - "id": "9abc4787" - }, - "outputs": [], - "source": [ - "from gufe.protocols import execute_DAG\n", - "import pathlib" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "106ec948", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "106ec948", - "outputId": "45b4589f-2553-40d8-e132-d9460fbd9ea3", - "tags": [ - "nbval-skip" - ] - }, - "outputs": [ - { - "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\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "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:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 6.826s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:01:01.478413, at Mon Jun 19 21:13:54 2023 (consuming total wall clock time 0:01:08.309348).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 4.048s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:43.563226, at Mon Jun 19 21:13:40 2023 (consuming total wall clock time 0:00:54.454032).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 4.112s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:35.025087, at Mon Jun 19 21:13:35 2023 (consuming total wall clock time 0:00:50.035838).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 4.084s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:28.655503, at Mon Jun 19 21:13:33 2023 (consuming total wall clock time 0:00:47.759172).\n", - 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"INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.366s.\n", - "INFO:\tEstimated completion in 0:01:30.716331, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.991263).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 30/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.331s.\n", - "INFO:\tEstimated completion in 0:01:26.413271, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:36.033177).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 31/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.292s.\n", - "INFO:\tEstimated completion in 0:01:22.081032, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:36.002715).\n", - 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"INFO:\tEstimated completion in 0:01:09.158245, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.119515).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 35/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.368s.\n", - "INFO:\tEstimated completion in 0:01:04.862829, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.209430).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 36/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.310s.\n", - "INFO:\tEstimated completion in 0:01:00.537426, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.205091).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 37/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.290s.\n", - "INFO:\tEstimated completion in 0:00:56.205732, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.175894).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 38/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.371s.\n", - "INFO:\tEstimated completion in 0:00:51.899878, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.249492).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 39/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.390s.\n", - "INFO:\tEstimated completion in 0:00:47.597621, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.352821).\n", - 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"INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.377s.\n", - "INFO:\tEstimated completion in 0:00:21.657292, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.572921).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.303s.\n", - "INFO:\tEstimated completion in 0:00:17.324839, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.560482).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.292s.\n", - "INFO:\tEstimated completion in 0:00:12.991969, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.532823).\n", - 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"INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.725795).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "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:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 5.225s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:47.062479, at Mon Jun 19 21:20:18 2023 (consuming total wall clock time 0:00:52.291644).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 4.188s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:37.698911, at Mon Jun 19 21:20:12 2023 (consuming total wall clock time 0:00:47.123638).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 4.204s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:31.827871, at Mon Jun 19 21:20:11 2023 (consuming total wall clock time 0:00:45.468387).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 4.201s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:26.776417, at Mon Jun 19 21:20:10 2023 (consuming total wall clock time 0:00:44.627361).\n", - "INFO:\tEquilibration iteration 5/10\n", - "INFO:\tIteration took 4.159s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:22.018026, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:44.036053).\n", - "INFO:\tEquilibration iteration 6/10\n", - "INFO:\tIteration took 4.135s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:17.441939, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.604847).\n", - "INFO:\tEquilibration iteration 7/10\n", - "INFO:\tIteration took 4.187s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:13.010224, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.367413).\n", - "INFO:\tEquilibration iteration 8/10\n", - "INFO:\tIteration took 4.254s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:08.656646, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.283229).\n", - "INFO:\tEquilibration iteration 9/10\n", - "INFO:\tIteration took 4.225s.\n", - 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"INFO:\tIteration took 4.251s.\n", - "INFO:\tEstimated completion in 0:03:31.039049, at 2023-Jun-19-21:23:48 (consuming total wall clock time 0:03:39.832343).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 3/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.286s.\n", - "INFO:\tEstimated completion in 0:03:25.047605, at 2023-Jun-19-21:23:47 (consuming total wall clock time 0:03:38.135750).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 4/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.310s.\n", - "INFO:\tEstimated completion in 0:03:20.273311, at 2023-Jun-19-21:23:46 (consuming total wall clock time 0:03:37.688382).\n", - "INFO:\t********************************************************************************\n", - 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"INFO:\tEstimated completion in 0:02:17.871927, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.424885).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 19/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.389s.\n", - "INFO:\tEstimated completion in 0:02:13.709207, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.660011).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 20/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.294s.\n", - "INFO:\tEstimated completion in 0:02:09.385334, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.642224).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 21/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.238s.\n", - "INFO:\tEstimated completion in 0:02:04.988956, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.498199).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 22/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.249s.\n", - "INFO:\tEstimated completion in 0:02:00.627171, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.405663).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 23/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.327s.\n", - "INFO:\tEstimated completion in 0:01:56.354656, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.471585).\n", - 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"INFO:\tEstimated completion in 0:01:43.493435, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.611323).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 27/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.274s.\n", - "INFO:\tEstimated completion in 0:01:39.160089, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.565411).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 28/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.343s.\n", - "INFO:\tEstimated completion in 0:01:34.882813, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.642757).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 29/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.347s.\n", - "INFO:\tEstimated completion in 0:01:30.603191, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.721884).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 30/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.365s.\n", - "INFO:\tEstimated completion in 0:01:26.332463, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.831157).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 31/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.287s.\n", - "INFO:\tEstimated completion in 0:01:22.005429, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.803760).\n", - 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"INFO:\tEstimated completion in 0:01:09.090451, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.907660).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 35/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.363s.\n", - "INFO:\tEstimated completion in 0:01:04.796431, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:35.988102).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 36/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.308s.\n", - "INFO:\tEstimated completion in 0:01:00.476074, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:35.985979).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 37/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.276s.\n", - "INFO:\tEstimated completion in 0:00:56.145111, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.942733).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 38/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.329s.\n", - "INFO:\tEstimated completion in 0:00:51.832244, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.967685).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 39/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.381s.\n", - "INFO:\tEstimated completion in 0:00:47.533535, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.061521).\n", - 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"INFO:\tEstimated completion in 0:00:34.585345, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.158404).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 43/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.350s.\n", - "INFO:\tEstimated completion in 0:00:30.268124, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.200888).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 44/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.384s.\n", - "INFO:\tEstimated completion in 0:00:25.954521, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.287679).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 45/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.394s.\n", - "INFO:\tEstimated completion in 0:00:21.637650, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.376497).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.338s.\n", - "INFO:\tEstimated completion in 0:00:17.312523, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.406536).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.296s.\n", - "INFO:\tEstimated completion in 0:00:12.983311, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.388517).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 48/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.413s.\n", - "INFO:\tEstimated completion in 0:00:08.659783, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.494575).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 49/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.391s.\n", - "INFO:\tEstimated completion in 0:00:04.331318, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.565900).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 50/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.402s.\n", - "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.649609).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "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:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 5.207s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:46.900143, at Mon Jun 19 21:26:57 2023 (consuming total wall clock time 0:00:52.111270).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 4.155s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:37.491912, at Mon Jun 19 21:26:52 2023 (consuming total wall clock time 0:00:46.864890).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 4.187s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:31.652925, at Mon Jun 19 21:26:50 2023 (consuming total wall clock time 0:00:45.218464).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 4.184s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:26.639013, at Mon Jun 19 21:26:50 2023 (consuming total wall clock time 0:00:44.398354).\n", - "INFO:\tEquilibration iteration 5/10\n", - "INFO:\tIteration took 4.123s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:21.893006, at Mon Jun 19 21:26:49 2023 (consuming total wall clock time 0:00:43.786012).\n", - "INFO:\tEquilibration iteration 6/10\n", - "INFO:\tIteration took 4.137s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:17.357732, at Mon Jun 19 21:26:49 2023 (consuming total wall clock time 0:00:43.394331).\n", - "INFO:\tEquilibration iteration 7/10\n", - "INFO:\tIteration took 4.167s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:12.949481, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:43.164937).\n", - "INFO:\tEquilibration iteration 8/10\n", - "INFO:\tIteration took 4.220s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:08.610423, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:43.052114).\n", - "INFO:\tEquilibration iteration 9/10\n", - "INFO:\tIteration took 4.226s.\n", - 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"INFO:\tIteration took 4.239s.\n", - "INFO:\tEstimated completion in 0:03:31.172590, at 2023-Jun-19-21:30:28 (consuming total wall clock time 0:03:39.971448).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 3/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.288s.\n", - "INFO:\tEstimated completion in 0:03:25.270348, at 2023-Jun-19-21:30:27 (consuming total wall clock time 0:03:38.372711).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 4/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.331s.\n", - "INFO:\tEstimated completion in 0:03:20.677830, at 2023-Jun-19-21:30:26 (consuming total wall clock time 0:03:38.128076).\n", - "INFO:\t********************************************************************************\n", - 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"INFO:\tEstimated completion in 0:02:52.854775, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.068469).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 11/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.245s.\n", - "INFO:\tEstimated completion in 0:02:48.328009, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.805139).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 12/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.245s.\n", - "INFO:\tEstimated completion in 0:02:43.816851, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.548488).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 13/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.334s.\n", - "INFO:\tEstimated completion in 0:02:39.603582, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.680516).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 14/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.377s.\n", - "INFO:\tEstimated completion in 0:02:35.493107, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.962649).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 15/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.318s.\n", - "INFO:\tEstimated completion in 0:02:31.194326, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.991894).\n", - 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"INFO:\tEstimated completion in 0:02:18.142913, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.848302).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 19/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.364s.\n", - "INFO:\tEstimated completion in 0:02:13.927217, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.011641).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 20/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.357s.\n", - "INFO:\tEstimated completion in 0:02:09.678932, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.131554).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 21/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.274s.\n", - "INFO:\tEstimated completion in 0:02:05.307815, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.047957).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 22/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.271s.\n", - "INFO:\tEstimated completion in 0:02:00.942370, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.968517).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 23/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.347s.\n", - "INFO:\tEstimated completion in 0:01:56.671617, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.058550).\n", - 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"INFO:\tEstimated completion in 0:01:43.765696, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.178533).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 27/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.279s.\n", - "INFO:\tEstimated completion in 0:01:39.415022, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.119613).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 28/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.318s.\n", - "INFO:\tEstimated completion in 0:01:35.097483, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.130643).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 29/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.340s.\n", - "INFO:\tEstimated completion in 0:01:30.799067, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.188255).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 30/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.366s.\n", - "INFO:\tEstimated completion in 0:01:26.511497, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.278743).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 31/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.284s.\n", - "INFO:\tEstimated completion in 0:01:22.165926, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.226121).\n", - 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"INFO:\tEstimated completion in 0:01:09.224974, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.328043).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 35/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.386s.\n", - "INFO:\tEstimated completion in 0:01:04.928237, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.427456).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 36/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.331s.\n", - "INFO:\tEstimated completion in 0:01:00.606105, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.450374).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 37/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.287s.\n", - "INFO:\tEstimated completion in 0:00:56.265965, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.407557).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 38/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.342s.\n", - "INFO:\tEstimated completion in 0:00:51.946093, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.442053).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 39/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.382s.\n", - "INFO:\tEstimated completion in 0:00:47.635475, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.524888).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 40/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.375s.\n", - "INFO:\tEstimated completion in 0:00:43.319420, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.597102).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 41/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.333s.\n", - "INFO:\tEstimated completion in 0:00:38.990649, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.614717).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 42/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.301s.\n", - "INFO:\tEstimated completion in 0:00:34.653873, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.586704).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 43/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.340s.\n", - "INFO:\tEstimated completion in 0:00:30.325738, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.612417).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 44/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.405s.\n", - "INFO:\tEstimated completion in 0:00:26.005191, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.709925).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 45/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.391s.\n", - "INFO:\tEstimated completion in 0:00:21.678473, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.784734).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.376s.\n", - "INFO:\tEstimated completion in 0:00:17.347449, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.843113).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.320s.\n", - "INFO:\tEstimated completion in 0:00:13.010397, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.839952).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 48/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.352s.\n", - "INFO:\tEstimated completion in 0:00:08.674748, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.868691).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 49/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.409s.\n", - "INFO:\tEstimated completion in 0:00:04.339159, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.957964).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 50/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.415s.\n", - "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:37.051086).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - } - ], - "source": [ - "# Finally we can run the simulations\n", - "complex_path = pathlib.Path('./complex')\n", - "complex_path.mkdir()\n", - "\n", - "# First the complex transformation\n", - "complex_dag_results = execute_DAG(complex_dag, scratch_basedir=complex_path, shared_basedir=complex_path)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "820aaf86", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "820aaf86", - "outputId": "244b6ea9-17b3-4f81-d03b-b424015a40dd", - "tags": [ - "nbval-skip" - ] - }, - "outputs": [ - { - "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\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tminimizing systems\n" - ] - }, - { - "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:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 1.585s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:14.289953, at Mon Jun 19 21:31:05 2023 (consuming total wall clock time 0:00:15.877726).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 0.620s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:08.854433, at Mon Jun 19 21:31:01 2023 (consuming total wall clock time 0:00:11.068041).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 0.619s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:06.622818, at Mon Jun 19 21:30:59 2023 (consuming total wall clock time 0:00:09.461168).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 0.620s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:05.195098, at Mon Jun 19 21:30:58 2023 (consuming total wall clock time 0:00:08.658497).\n", - "INFO:\tEquilibration iteration 5/10\n", - "INFO:\tIteration took 0.623s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.094208, at Mon Jun 19 21:30:58 2023 (consuming total wall clock time 0:00:08.188416).\n", - "INFO:\tEquilibration iteration 6/10\n", - "INFO:\tIteration took 0.623s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:03.147873, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.869683).\n", - "INFO:\tEquilibration iteration 7/10\n", - "INFO:\tIteration took 0.620s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:02.292606, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.642020).\n", - "INFO:\tEquilibration iteration 8/10\n", - "INFO:\tIteration took 0.620s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:01.493686, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.468429).\n", - "INFO:\tEquilibration iteration 9/10\n", - "INFO:\tIteration took 0.623s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:00.733940, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.339395).\n", - "INFO:\tEquilibration iteration 10/10\n", - "INFO:\tIteration took 0.623s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.234573).\n", - "INFO:\trunning production phase\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 1/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.648s.\n", - "INFO:\tEstimated completion in 0:00:32.170292, at 2023-Jun-19-21:31:30 (consuming total wall clock time 0:00:32.826829).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 2/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.637s.\n", - "INFO:\tEstimated completion in 0:00:31.292839, at 2023-Jun-19-21:31:29 (consuming total wall clock time 0:00:32.596707).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 3/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.640s.\n", - "INFO:\tEstimated completion in 0:00:30.610896, at 2023-Jun-19-21:31:29 (consuming total wall clock time 0:00:32.564783).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 4/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.640s.\n", - "INFO:\tEstimated completion in 0:00:29.962932, at 2023-Jun-19-21:31:29 (consuming total wall clock time 0:00:32.568404).\n", - "INFO:\t********************************************************************************\n", - 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"INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.704s.\n", - "INFO:\tEstimated completion in 0:00:25.151505, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.988520).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 14/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.695s.\n", - "INFO:\tEstimated completion in 0:00:24.533536, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.074356).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 15/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.694s.\n", - "INFO:\tEstimated completion in 0:00:23.902212, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.146016).\n", - 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"INFO:\tEstimated completion in 0:00:21.968090, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.325141).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 19/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.692s.\n", - "INFO:\tEstimated completion in 0:00:21.307938, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.367642).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 20/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.688s.\n", - "INFO:\tEstimated completion in 0:00:20.643481, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.405801).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 21/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.694s.\n", - "INFO:\tEstimated completion in 0:00:19.987437, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.461099).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 22/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.700s.\n", - "INFO:\tEstimated completion in 0:00:19.331315, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.520205).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 23/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.693s.\n", - "INFO:\tEstimated completion in 0:00:18.661462, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.558263).\n", - 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"INFO:\tEstimated completion in 0:00:16.493047, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.360514).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 27/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.634s.\n", - "INFO:\tEstimated completion in 0:00:15.773467, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.290145).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 28/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.639s.\n", - "INFO:\tEstimated completion in 0:00:15.063624, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.235508).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 29/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.639s.\n", - "INFO:\tEstimated completion in 0:00:14.351371, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.169930).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 30/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.637s.\n", - "INFO:\tEstimated completion in 0:00:13.647003, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.117508).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 31/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.640s.\n", - "INFO:\tEstimated completion in 0:00:12.947422, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.072163).\n", - 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"INFO:\tEstimated completion in 0:00:10.857251, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.928909).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 35/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.636s.\n", - "INFO:\tEstimated completion in 0:00:10.164662, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.882205).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 36/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.635s.\n", - "INFO:\tEstimated completion in 0:00:09.476971, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.846324).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 37/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.632s.\n", - "INFO:\tEstimated completion in 0:00:08.787516, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.798140).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 38/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.632s.\n", - "INFO:\tEstimated completion in 0:00:08.101584, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.756601).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 39/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.661s.\n", - "INFO:\tEstimated completion in 0:00:07.426448, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.756581).\n", - 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"INFO:\tEstimated completion in 0:00:05.413352, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.833449).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 43/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.686s.\n", - "INFO:\tEstimated completion in 0:00:04.740519, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.860852).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 44/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.688s.\n", - "INFO:\tEstimated completion in 0:00:04.067517, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.895974).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 45/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.699s.\n", - "INFO:\tEstimated completion in 0:00:03.393776, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.937759).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.685s.\n", - "INFO:\tEstimated completion in 0:00:02.716450, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.955625).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.685s.\n", - "INFO:\tEstimated completion in 0:00:02.038385, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:33.973082).\n", - 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"INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.057417).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tminimizing systems\n" - ] - }, - { - "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:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 0.978s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:08.815932, at Mon Jun 19 21:31:58 2023 (consuming total wall clock time 0:00:09.795480).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 0.672s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:06.630092, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:08.287615).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 0.662s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:05.427368, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.753383).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 0.673s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.510628, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.517713).\n", - 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"INFO:\tEstimated completion in 0:00:26.500947, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.126184).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 11/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.630s.\n", - "INFO:\tEstimated completion in 0:00:25.762794, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:33.029224).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 12/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.632s.\n", - "INFO:\tEstimated completion in 0:00:25.040895, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.948546).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 13/50\n", - 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"INFO:\tEstimated completion in 0:00:16.025147, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.385722).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 27/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.682s.\n", - "INFO:\tEstimated completion in 0:00:15.383898, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.443257).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 28/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.691s.\n", - "INFO:\tEstimated completion in 0:00:14.742576, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.505854).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 29/50\n", - 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"INFO:\tEstimated completion in 0:00:05.372764, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.579778).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 43/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.632s.\n", - "INFO:\tEstimated completion in 0:00:04.696191, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.544222).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 44/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.634s.\n", - "INFO:\tEstimated completion in 0:00:04.022158, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.517981).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 45/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.629s.\n", - "INFO:\tEstimated completion in 0:00:03.348218, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.482183).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.633s.\n", - "INFO:\tEstimated completion in 0:00:02.676619, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.457739).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.634s.\n", - "INFO:\tEstimated completion in 0:00:02.005958, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.432633).\n", - 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"INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.363456).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tminimizing systems\n" - ] - }, - { - "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:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 0.879s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:07.936918, at Mon Jun 19 21:32:56 2023 (consuming total wall clock time 0:00:08.818798).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 0.611s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:05.992730, at Mon Jun 19 21:32:55 2023 (consuming total wall clock time 0:00:07.490913).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 0.619s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.959390, at Mon Jun 19 21:32:55 2023 (consuming total wall clock time 0:00:07.084843).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 0.623s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.133254, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.888757).\n", - "INFO:\tEquilibration iteration 5/10\n", - "INFO:\tIteration took 0.626s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:03.390757, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.781513).\n", - "INFO:\tEquilibration iteration 6/10\n", - "INFO:\tIteration took 0.623s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:02.679125, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.697813).\n", - "INFO:\tEquilibration iteration 7/10\n", - "INFO:\tIteration took 0.622s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:01.992479, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.641597).\n", - "INFO:\tEquilibration iteration 8/10\n", - "INFO:\tIteration took 0.661s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:01.328947, at Mon Jun 19 21:32:54 2023 (consuming total wall clock time 0:00:06.644737).\n", - "INFO:\tEquilibration iteration 9/10\n", - "INFO:\tIteration took 0.675s.\n", - 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"INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.309411).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - } - ], - "source": [ - "# Next the solvent state transformation\n", - "solvent_path = pathlib.Path('./solvent')\n", - "solvent_path.mkdir()\n", - "\n", - "solvent_dag_results = execute_DAG(solvent_dag, scratch_basedir=solvent_path, shared_basedir=solvent_path)" + "TODO: explain here there are 4 ways to run sims, quick run, exorcist, alchemiscale, python API" ] }, { @@ -3745,7 +973,9 @@ "energies for both phases.\n", "\n", "This can be achieved by passing the results of executing the DAGs calling the `gather()` methods of `RelativeLigandTransform`.\n", - "This takes a **list** of completed DAG results, catering for when simulations have been extended." + "This takes a **list** of completed DAG results, catering for when simulations have been extended.\n", + "\n", + "TODO: add cinnabar" ] }, { From 172bcaf1d2ca9378f465fd22e983c100af32341d Mon Sep 17 00:00:00 2001 From: Hannah Baumann <43765638+hannahbaumann@users.noreply.github.com> Date: Fri, 1 Mar 2024 23:35:59 +0100 Subject: [PATCH 3/4] Fix showcase tutorial (#101) * fix showcase notebook * small fixes --- ...OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb | 7545 +++++++++-------- 1 file changed, 3808 insertions(+), 3737 deletions(-) diff --git a/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb b/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb index 52a8471..7d5bc25 100644 --- a/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb +++ b/openmm_rbfe/OpenFE_showcase_1_RBFE_of_T4lysozyme.ipynb @@ -1,3805 +1,3876 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "3bae4c80d0f2", - "metadata": { - "id": "3bae4c80d0f2" - }, - "source": [ - "# OpenFE Showcase: Relative Binding Free Energy of T4 Lysozyme\n" - ] - }, - { - "cell_type": "markdown", - "id": "AUgaKFN7eCt5", - "metadata": { - "id": "AUgaKFN7eCt5", - "nbsphinx": "hidden" - }, - "source": [ - "## 0. Setup for Google Colab\n", - "\n", - "If you are running this example in Google Colab, run the following cells to setup the environment. If you are running this notebook locally, skip down to `1. Overview`" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "-jX9udRGehD3", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "-jX9udRGehD3", - "outputId": "78a0d40d-a6d2-4a93-a041-406a8cb551b9", - "tags": [], - "nbsphinx": "hidden" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "⏬ Downloading https://github.com/OpenFreeEnergy/ExampleNotebooks/releases/download/april-2023/OpenFEforge-June-2023-Linux-x86_64.sh...\n", - "📦 Installing...\n", - "📌 Adjusting configuration...\n", - "🩹 Patching environment...\n", - "⏲ Done in 0:01:32\n", - "🔁 Restarting kernel...\n" - ] - } - ], - "source": [ - "# NBVAL_SKIP\n", - "# Only run this cell if on google colab\n", - "import os\n", - "if \"COLAB_RELEASE_TAG\" in os.environ:\n", - " !pip install -q condacolab\n", - " import condacolab\n", - " condacolab.install_from_url(\"https://github.com/OpenFreeEnergy/ExampleNotebooks/releases/download/april-2023/OpenFEforge-June-2023-Linux-x86_64.sh\")" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "dlCARZ2_fAI4", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "dlCARZ2_fAI4", - "outputId": "d528f4dc-5105-4288-ea08-9b2e75d442ff", - "tags": [], - "nbsphinx": "hidden" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/181L_mod_capped_protonated.pdb\n", - "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/Jnk1_ligands.sdf\n", - "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/benzene.sdf\n", - "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/ligands.sdf\n", - "Fetching https://raw.githubusercontent.com/OpenFreeEnergy/ExampleNotebooks/main/openmm_rbfe/inputs/styrene.sdf\n", - "✨🍰✨ Everything looks OK!\n" - ] - } - ], - "source": [ - "# NBVAL_SKIP\n", - "# Only run this cell if on google colab\n", - "import os\n", - "if \"COLAB_RELEASE_TAG\" in os.environ:\n", - " import condacolab\n", - " import locale\n", - " locale.getpreferredencoding = lambda: \"UTF-8\"\n", - " !mkdir inputs && cd inputs && openfe fetch rbfe-showcase\n", - " for _ in range(3):\n", - " # Sometimes we have to re-run the check\n", - " try:\n", - " condacolab.check()\n", - " except:\n", - " pass\n", - " else:\n", - " break" - ] - }, - { - "cell_type": "markdown", - "id": "0eaea8f6", - "metadata": { - "id": "0eaea8f6" - }, - "source": [ - "## 1. Overview\n", - "\n", - "In this example we look how one could set up a network of transformations using\n", - "the OpenFE toolkit for small chemical modifications of an initial known\n", - "binder, benzene, to T4-lysozyme L99A.\n", - "\n", - "Crystallographic and affinity data (dG of -5.2 kcal/mol) are available for\n", - "benzene and demonstrate the ligand to bind within the lipophylic cavity of\n", - "T4-lysozyme L99A.\n", - "\n", - "![image.png](data:image/png;base64,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)\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.\n", - "\n", - "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": { - "id": "e9a7f137" - }, - "source": [ - "### Alchemical transformations of benzene\n", - "\n", - "Chemical modifications benzene binding to T4 lysozyme are relatively well\n", - "studied, examples can be seen in the works of [Mobley et al.](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2104542/) and [Gapsys et al.](https://www.nature.com/articles/s42004-021-00498-y#Fig1). Here we explore how OpenFE can be used\n", - "to build a simple star map network for planned alchemical substitutions of the\n", - "core benzene ring.\n", - "\n", - "Five pre-aligned compounds (phenol, toluene, anisole, styrene, benzonitrile,\n", - "and benzaldehyde) and the benzene core are available under\n", - "`inputs/ligands.sdf`. These are shown in the cell below." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "3d89a17c", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 617 - }, - "id": "3d89a17c", - "outputId": "9a28b006-f506-4fcd-c0cb-759bdd775f35" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ], - "image/png": 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bN24khRVPnjxp1KgRANy/f5907UKaIjc3t27duq9fv/b39x89ejQZXLJkSWJioqqm8PT0JItmnz59qlOnztu3b3fv3j18+HBVvX4JDBw4MDAw8PDhw6Q7LiolmUzm6en5559/ikSihQsXKhWwPHnyJDAwcO/evXFxcWSkbt26AwcOHDJkCMlhrPT09KCgoG8XyxSVmprat2/fq1evmpiYHD58mJSVcm3wYHj+HI4fh6pVQSqFRYtgwwZ4/BiqVaMQzDfQzsRc69q1KwBMmDCBHcnKylLtH6nic2zygLBTp040vldUcgsXLgQAJycnxbs01X6aCQkJYV+ZHH1ubW2dkZFB49v9F94RqgNbwDJq1KiCgoKoqChvb2/FVGdraztlypSia+MlKJZRkpeXN3ToUACQSCQU9uckJDAiEaO4tVEuZxo3ZubO5TqS7xHWHeGpU6d+/vlnCwuL58+fk8eEACCVSv39/VU4i7u7O1trkJqaWrt27ZSUlFOnTvXs2VOFsyD1efPmjb29fXZ29tWrV8ljQuLIkSMpKSmqmqVnz56VK1cmv2YYpmXLlrdv3543bx45R5oKvCNUk2PHjrm5ueXk5JQrV+7jx49ksEKFCgMHDhw8eHCLFi0US/aKFsuIxeKWLVsOGDBg2LBh7BtXMTEMs3jxYnK85ZQpU9avX0+yMheCg6F3b8jJAcWCxOnTIS4OTpzgKIZiopyIOZSfn1+7dm0A2LBhA5fzUjzWB5XMoEGDAGDIkCFcTnrr1i2RSKSvrx8TE8PlvIrwjlB9bt++bWZmVqFChTJlyri5uQUFBSltb2AfFiqmuiZNmvj6+iYlJZVydn9/f11dXQDo379/Tk5OKV+tuPbvZypWVB5ctoxp2ZKjAIpNQImQHE9ft25djs8PY4/1+eOPP7icF5XMjRs3aB2b5ebmBgC//PILx/OyMBGqT05OjkQikUgkRVe/w8PDp0yZQvoSE6RYJjY2VoUBBAcHk3rUli1bvn//XoWv/H/kcubmTWbKFCYoiLl6lZFIGKXtjBMmMIMHq2v2khJKIkxOTiY/BOfOneN+9pCQEAAwNTV9+/Yt97Oj4pPJZKTqfdGiRdzPnpSURHZ9BQcHcz87g4lQncLCwgCgYcOG7EhkZKS3t3fNmjXZ/FetWjUvL6/o6Gg1xfD48eMqVaqQBapnz56p+NUjIxlvb8bOjgFgAJhevZjUVMbAgDl27L+vyc9nbG2ZdetUPHWpCSURuru7A0CvXr1oBUAeEI4ZM4ZWAKg4/Pz8AMDGxkaxzQqXyANCR0dHKm1BMBGqz+bNmwFg5MiR7EiTJk1I/rOxsflisYw6JCYmkmMLy5Yte/XqVRW8YkwMs2QJ4+Dwb/4DYGxsmBkzmHv3GIZhFixgKlRgTpxgUlOZJ0+YPn2YmjUZha62PCGIRBgRESEWi/X09FT/IajYOD7WB5UA22X70KFDtGLIy8uzs7MDSj24MRGqz9ixY5UKFPz8/CZNmnT9+nWOT6fJysoin8v19fUPHDhQwld584bx9WWcnRmR6N/8Z2nJuLkxQUGMVPrfl8nlzJ9/Mg4OjJ4eY2XFDB/OkK6T6elMjx5MZKQKvh9VEEQiJOcu/f7773TD4OxYH1QyPPkLongqEyZC9SFL7qq5CSs1qVQ6ceJEABCJRN7e3sX/jR8+fPDftk3eoQMjFv+b/8zMmOHDmXPnlJ8Fftv06QwAY27OXLz4o8Grg/YnwoMHDwJXJ/F+G3tOL8UbDvQ1vLplp3VOLyZCNSEdXEUiEd19okrYDY7u7u7fLiHMzs4OCAjo2bMnKT1NadyYMTBgevZkdu9mSvYQIS+PGTyYAWAkEmbr1hJ+A6qj5YkwJyenatWqAODn50c7FoZhmO3bt9N9BIW+hlcPcSMjI0mF4ePHj7mcFxOhmjx8+BAAatWqRTsQZUePHiXd5Dt37lw0Sefk5AQGBvbr18/AwIA8ztTV1e3evXtEYKAKnvPJ5Yy397+3lVOmMFSXYbQ8EZKjMp2cnKSKy9b00C1KRF8TGhrKt7Le8ePHA4CLiwuXk2IiVJO///4bAAYNGkQ7kC+4desWOZCufv36pEM32/6bPbmCbf9dyoOlvsDPj5FIGABmwAAmN1fFL15s2pwIExISjI2NAeCff/6hHct/KG5TQ1/Ez42eKSkplpaWAHD69GnOJsVEqCZTp04FAB8fH9qBfFlMTAxpNlKhQoUBAwaULVuW3dHRvHnzdevWFW3qrUoXLjBmZgwA06oV8+GDGif6Om1OhIMHDwaAwfzbvEmlcQn6Gt62/lm3bh0A2NnZcRYYJkI1IfV6Fy5coB3IV6WkpLRq1crIyEhxRz93ZfYREUylSoxYvKNv37i4OI4mVaC1ifDmzZu8vfFib1V5UkImZCkpKeTzb1BQEO1YlBUWFjo6OgLAmjVruJkRE6E6yOVy0s2j6LGCvHLixAnywYvjJ9P/io8/O3gwKWwMU+zTzQmuuq9ySy6Xk1MAZ82aRYpleMXGxmbGjBkAMHXqVLlcTjscQZs/f35KSkqnTp3I0XG8IpFIyN3q4sWL3717RzscVEIvXrzIyMiwsbFRPHGQD27cuDFx4sRz586Ry8jISAD4+eef6ZwZZ2vbxs+vR48e79+/b9++/aFDh7icXDsT4a5du+7evWtjY/P777/TjuXLZs+eXbVq1fv375On6IiKqKgoPz8/Nt/wkIuLS48ePbKyssixUEgT3b9/HwCcnJxoB6Ls4sWLmzdvvnLlCrmkHqeJicnJkyd/++03cnqU0vGNaqWFiTArK2vBggUAsHr1arICyUOGhoYrVqwAgDlz5mRkZNAOR6A8PT2lUumECRP4fGyyr6+vvr6+v79/eHg47VhQSVBPMF+jFBi5JA3YaNHR0dm8ebOvr69IJFq8eLGHhwc5iFjtOF6K5QC5C2zZsiXPG7jI5XJy1t2sWbNoxyJER48eBUoNXH7U9OnTAcDZ2VndP9L4jFAdunTpAgDHjx+nHYgy8tjo6dOnDMOkp6eTogoqTW6LCgwMJBscu3TpwkEXAi4S4dmzZ5XOfNixY8ejR4/UMRev+oN8l7qboD569GjHjh2KI+fOnTt79qw65iq9hw8f+vv7K44U/clRlfz8/Fq1agHApk2b1PH6qpWRkUF6Eqk7RakpERb9qfP393/48KFqZ+Et8miQb1V7qampIpHI2NhYJpMxDHP58mUAaNGiBe24/nPt2jVSyPbnn3/6+voqVpOmpqauXLlShdXUXCyNHj169NixY4oj69evv3v3rjrm8vT0zM/PHzVqVLNmzdTx+qrl5OQ0cuTIgoICNT3LvHv37vr16xVHjh07Ru6EeOjOnTtKz+qK/uSoypo1a2JiYhwcHDw8PNTx+qplZmZGThifOXNmTk4O7XB+WNGfOl9f3zt37tCKh0tv375NTk62sLAg5x/xR0REBMMwjRo1Il3WeLh+27p165s3b/7+++8TJ05cvHjxs2fP2P/14cOHOXPm5ObmqmourXpGePHixVOnTpmami5dupR2LMW1cuXKMmXKBAUFXbhwgXYsQpGcnLxq1SoAWL9+vUQioR1OsYwZM6Zp06YJCQlr166lHQv6AREREQDQuHFjkUhEO5b/88UHhLxKhABQu3bt1atXc/BHpz2JUCqVenp6AsD8+fPJYToawcrKas6cOQDg6elZWFhIOxxB8PLyyszM7Nu3r6urK+1YikssFpMKgpUrV8bHx9MOBxUXHypQvkgp85GEzbdEyBmOPg6HhoaSxw9EQkICAEyaNGnTpk0qnEVfX9/W1pZ0MwIAhmEuXLjQpUsXvn0WUwps2rRpmzZtiouL09PTU+EsEydObNy4cUJCguKf/L179zp27KjCWVQrPj5eKVoXF5f9+/f/+uuvKpzF2NhYV1f3jz/+YEfCwsJq165NWprxyqVLl5ydnfX19QHA2dm5e/fu586dU/fW2EGDBpHmRyqxb98+ALh06ZLi36xwcjk/77Tg/zNfbm7us2fPJBIJn8unV6xY4e/vT3796dMn1b44R4mwRo0a/fv3Zy9v377NwaQDBw48cuTI/v37hw4dysF0xXfw4MFhw4b179+fnDynVmXKlFH8k09LS1P3jKWhFG1qaioHk65Zs2bWrFmTJk3auHEjB9MV37Nnz7p27VqtWrUHDx6wva/49qmumKpXr674NyuQB4TA10SYk5MTExOjp6fn4OAAAI8fP5ZKpQ0aNGBPmeCh1q1bN2zYkPw6KSnp/Pnzqnx1VVXdfIO7u/vYsWMVRxwdHZXqA0tPKpXWr18fFDrb7ty5EwAqV67MqzOPcnJyyGPzXbt2kZGVK1cCgIODw7ePBCsBf39/R0dHxZGxY8e6u7urdhZV8fPzq1+/vuJI0Z8clRg5ciQA9OnTh1w+efJEIpHo6OioqZK5xLp16wYA48aNI5fXr18XiURGRkavX79W04xqqhot+lNXv359npyMplZsZSZPTr9h3bx5EwCcnJzI5ZYtWwBgxIgRVIP6FgsLC8UCclI4k5aWpqrX155nhDo6OqTmcPny5UlJSQAwYsSI5s2bJyYmrl69mnJwCsgznsaNGw8fPhwAkpOTSSJct24dOfQSqZuPj4+ZmdmJEyeCg4MBwMHBYdy4cTKZbNq0abRD+w/ZOmJmZkb6a7BdA+fMmcO3+kP0Nffv32cYpmHDhjo6OrRj+T9KTwT5edvKJe1JhADQsWPHn3/+OSsra/78+aBQX/DHH3+8evWKdnQAAKTqTyQSsWdDz5kzJzMzs3fv3mTXLeKAtbX17Nmz4XNnGQBYunRp2bJlL126FBQURDs6AIDCwkKyiX7RokVkB6Gfn9+9e/dsbW3JONIIvE0wPOwpQ5mqbi2/gcqG+tu3b5MR8oBw4MCB6pjuR5Glp2HDhpHLe/fu4YZ6FpUN9X/99RcZ2bBhA/DmMCayR4I9gIndUB8QEKDWeXFDvWoNGzYMAJT+DfIByXnXr19nGKawsNDQ0FAkEqWnp9OO66vUvaFeC1uszZo1CxRarL1584Z0HL1y5QrdwMgzHkNDQ/KMh22x5uXlRTcwYSJb9S0sLEiLtcLCQvKMedWqVXQDe//+vbm5OQCcOXOGjJB9QdhiTePUrVsXAO7du0c7kP9TUFBgYGAgFouzsrIYhnn06BH51EU7Lpq0MBFmZmaSfYT79+8nI6QrR6NGjSg+spbJZE2bNgWAJUuWkBFSVm5tbc3nD2LajewjnDx5MrkMDQ0FAFNT07dv31KMijS76dy5M7kk1X1isTg8PFzdU2MiVKHs7GwdHR09PT0+rDEoIguhderUIZe7d+/mz5oZLVqYCBmGIdtN2HrRnJycatWqAcD27dtphbRt2zYAsLW1zc7OZhRqR3fu3EkrJETqRSUSCbtQ//PPPwPA6NGjaYX04MEDHR0diUQSGRlJRrp37w4AHh4eHMyOiVCFSGVmo0aN2BGZTEb++dNFyukHDx5MLkmN2MqVK+lGRZd2JkKZTNa8eXMAWLhwIRkhxzxaWVmpsOK2+Io2TSYHRTVu3Jh0vEW0TJgwAQA6depELqk3bW/fvj0AeHp6kktS12pmZpaUlMTB7JgIVYh0Cxk1ahQ7MmPGjAYNGsTHx1OMimGYyZMnKz4CaNeuHQCcP3+eblR0aWciZBjm5s2b5IHcy5cvyQj5+54xYwb3wSgdoxMfH29kZCQSia5evcp9MEhRSkoK6XB/8uRJMkLxGK+AgAAAsLS0TElJYRimsLDQ0dERANauXctNAJgIVeXly5fkszi7rTk9Pd3Ozg4AqlSpQnfHauvWrQEgJCSEYRi5XF6mTBkAePfuHcWQqNPaRMgwzJAhQwBg0KBB5PL+/ftkyZ6cv8WZmJgYcpNx9+5dMjJw4EAAGDp0KJdhoK9RqhdlnzEfOHCAyzByc3PJAv7WrVvJiFLtKAcwEZbSx48ft23b5uzsTBoAlS1btkqVKmxNeEpKStu2bQHAxMSErYTimEwmMzU1BYAPHz4wDBMbG0ueIlEJhj+0OREmJCQo1YuOGTMGAHr27MllGD169AAAtkMKWzvKt/PJBIutF129ejUZ2bFjBwDY2Nhw2ZNoyZIlAODo6EhORi1aO8oBTIQlk5qa6ufn16lTJ3bjvImJSd++fckWnfLly9+8eZN8ZV5eHtnQJZFItmzZwn2opCeLra0tuSRdHjl+S+QhbU6EDMOQrhxsvWhycjJZB+BsL11ISAgpRCTPeNja0cWLF3MTACoOpXpRmUxGzrP09vbmJgB2k8/ly5fJyLhx4wDAxcWFmwAITIQ/JCcnJygoaMCAAWy7fH19/Z49e+7evZvsTMjKyurZsycZZxcY5HK5t7c3+fopU6ZwXCVAqiV69+5NLufOnQsACxYs4DIGHtLyRFi0XpScOWBvb6/yxp5Fsc941qxZQ0aUakcRf/Tq1QsA2JaY7DNmbm7cyfEa/fv3J5dFa0e5gYmwOPLy8oKCgtzc3ExMTEg+E4vFzs7Ovr6+ZL1RkVQqJQVZIpFI8XOVv78/aanYv3//nJwczoL38vICgEWLFpHLrl27AsCxY8c4C4CftDwRMgr1omS7Xn5+fp06dQDA19dX3VOT0+HZZzyZmZlKtaOIP4rWiw4ePFixylx9bt26JRKJDAwM2N4ZSrWjnMFE+A0ymezatWtTpkwpV64cfNakSRNfX9/v1vSyLRXHjBnDfgQPDg4mC1QtW7Z8//69+r8Dhvm8d5YtDSPvSPiYRvsTIcMw5AH1zJkzyeWpU6cAwMLCoujHNxViyxFPnz5NRmbMmAEArVq14r4cERWHUr0o+4z5n3/+Ud+kcrmclBfOnz+fjCjVjnIJE+EXhYeHT5kyheQMwsHBwdvbOzY2tvgvcuTIEUNDQwBwdXXNyMggg48fPyb7iWvWrKmmPotKypcvDwBkC0diYiJ5J8R3JEEkwoiICKV6UbIg8Ntvv6lv0vHjxys+4ylaO4r4hq0XPXjwIBkhz3KcnJzU15No165dpGyPPFUqWjvKJeEkwqysrEaNGikeaHXjxo127dopfk1kZKS3t3fNmjXZ/FetWjUvL6/o6OiSTXrr1i0rKysAqF+/PrubMDExkXT+LFu2rLr3UyUlJeno6JQtW5Zcnj59GgA6duyo1kk1giASIVOkXjQqKkpXV1dHR+fBgwfqmC4yMpK0LHn8+DEZUaodRfykVC+ak5NDjoNXU9/krKysSpUqAcDevXvJyNKlSxVrRzkmnERITqhWvAk7d+6chYUFwzAvX7708fGxt7dn85+tre2UKVOuXbtW+nlfvHhBXrlSpUoRERFk8Is1NWqSnZ0dFRVFfk1+2NilMiETSiIsWi86depUAOjQoYM6puvcuTMATJs2jVwq1Y4i3ipaL3rw4EHFZ8yqNWfOHABo0aIF2yCe1F8EBwerfK7iwEQYHh7O5j9ra+tJkyZdv35dtSuHirsJ2ecmUql04sSJRWtq1Kpfv36g0JNZyISSCJki9aKpqankoffRo0dVO9GRI0fIMx72WAOl2lHEZzdu3FCqFyVvW7///rtqJ3rx4oWBgYFIJAoLCyMjSrWj3BNaIoyOjpZ+dubMGfK0rGHDhqNHjw4ODlbfenheXh45oUlHR2fz5s3sOFtT4+7uru6ydplMZmtrCwDsDaKQCSgRFq0XJc0Aq1evnpubq6pZ8vLySCMl9udbqXYU8Z9SvWhERIQ6jo3s27cvAIwYMYJcFq0d5Z7QEqESsjTKja/tJjx69CipqencuTNbU6Na5Nln9erVTU1NTUxMOO6gxE8CSoRMkXpRqVTaoEEDAFi+fLmqpli2bJniM56itaOI/4rWi7q7uwNAr169VDXFxYsXyeJYYmIi86XaUSqElgi/+IyQSzt37iS7CX/55Rd2N+EXa2pK7/Hjx/PmzVOs/bG0tCR3pRzsJeM5YSVCpki96MWLF+vWravCRzLBwcF169a9ePEiuVSqHUWagq0XJR/V3717V6NGjc2bN6vqcVFUVJSLiwv7Cezvv/9WrB2lBRMh95GEhISQ8oUWLVqwuwm/WFNTMq9fv/b19W3SpAmb/ypVqkRqf+RyObsY6+HhQaU+iycElwiL1ouq/EkA+4JFa0eRpihaL6qOJ0bkNdna0T179qh8ih+CiZBKMIq7CdktXikpKeTAHMWamuJLTEz09fVl23+TlTA3N7egoCClhBcYGGhgYAAAXbp0yczMVM23pGkElwgZNdeLKlKqHUWa5cCBA+qrF1WkVDtKESZCWvG8ffuW3LRZWlqyC/K5ubnkcbVEItm1a1dxXic1NXX37t09e/aUSCQk/xkaGg4YMCAoKCg/P/9rv+vmzZtko32DBg0SEhJU8h1pFiEmQrZe9MiRI+qbhbR1Z2tHkSZSU72ooqK1oxQJJxHKZLK4uDjFe6OcnBzF/fXc+/TpE7ubkN3SQGpqdHV1v/34JicnJyAgoGfPnkXbfxfzBJXY2NjatWuT9fn79++X/tvRLCKGYYpWT2m9LVu2TJgwwdLSsn379uzSgQoxDHPlypXU1NTNmzf/9ttvKn99xI179+41b95cLBa7urqSWj6Vu3v3bnx8vJub2549e9Tx+j8kPz+/sLDQwMCAvZ9AXJLJZFOnTt20aZNIJFq4cCE5PAcAYmJiyIlOSvLz84ODgwMDA48dO5adnQ0AOjo6LVq0GD58+ODBg83MzH5o9pSUlL59+167ds3U1PTw4cPdunUr9TekOWhnYjoSExMNDQ1JaZaaWFlZGRoakppApKFkMlmlSpVsbGzU93MCAEZGRoGBgRS/zefPn1tZWSneOhw8eLBt27YUQxIytoBl9OjRX9xNKJVKr1275uHhwaY69viLUh40n5eXR84zl0gkVJr80SLQz30LFy7Mzc1t1KgR2UqoDuvWrbt165a3t7efn5+apkDq5u/v//btW2tr63379unr66tjimPHjh08eHDRokV9+vShdR8mlUrfv38vl8vZkdzc3I8fP1IJBk2dOrVKlSq//vrrzp07ExISAgMDSVmpXC6/efNmYGDg4cOHk5OTyRc7ODgMGDBg+PDhNWrUKP3UZFW2du3aixcvHj9+fFRU1Pr160lW1nK0MzEFatofraTosT5Is7DHZh06dEh9sxTtwMC9qKgoAFCsGNy5c6eDgwOteBDDMGFhYexuwpCQEG9vb8VUR46/UN872I4dO8gGxwEDBqiw3whvCTERclABQcycORPw3CWNxdmxWUo9+bhHEmF0dHT8Z2vWrMFESF1sbCxphqWjo0PyX/Xq1efMmfPw4UMOZg8ODiZLr61ateLsuERaBJcI1dpDWQl7rI9abymQOrA39Nwcm0V22kydOpWDuYoiibBChQoVPzM3N8dEyAdv377V0dHR19efNGnSrVu3OP5I/ejRI9KP1M7OjpvjEmkRViJU96k6RZEHhOyxPkhTkEL2MWPGcDMd3d4LuDTKW+Q0DEdHR1oBKB6XqJKDqPhJAE9BFaxater169dOTk4jR47kZsbRo0c3bdr0zZs3a9as4WZGVHqhoaGnT582NTVdsmQJNzM6OjqOGTNGKpV6enpyMyPSCBEREQDg5OREK4BKlSr9888/PXr0SElJcXFxOXToEK1I1EpAiZDNRr6+vuyau7qJxeINGzaIRCKSg7mZFJUGm40WLlxIVra5sXz58rJly5IczNmkiOfu378PVBMhAJiYmJw8eXLChAn5+flDhw5ldzdqEwElwt9//z07O3vw4MGkWIYzrVq1GjhwYG5uLumkhXjur7/+ioyMrFmz5uTJk7mc19LScv78+QAwbdq0/Px8LqdGvMWHRAgAOjo6mzZt8vX1FYlEixcvHjt2rFQqpRuSitFem+XIzZs3lU5b5RJ7rM/Vq1e5nx0VH3ts1qlTp7ifvbCwsF69esD5Gc5yuVzpsEyZTKbug2HRd0mlUmNjY5FIlJqaSjuWfx06dIh06B49evSbN29SUlIU/29sbGx2djat2EpDEIlQJpM1a9YMALy9vWnFsHDhQlA41gfxE+mH16lTJ1oBhISEAICpqWlSUhKtGBBPPHnyBACqV69OO5D/c+vWrapVq96+fbtr166LFi1S/F/m5ubnz5+nFVhpCGJpdNeuXXfv3rWxsfn9999pxTB79uyqVavev3+fnDyHeOjJkyd+fn4SicTX15dWDC4uLj169MjKyiKfnJCQ8WRdVEmLFi1iYmLIOdJaQ/sTYVZW1oIFCwBg9erVZH2SCkNDwxUrVgDAnDlzMjIyaIWBvsHT01MqlU6cOJGsT9Li6+urr6/v7+9PSueRYPEzEQIAaTqjTbQ/ES5dujQpKally5bkZC+KhgwZ0qZNm/fv35OMiHjl6NGjISEhlpaW5GMTRXZ2dpMmTZLL5WR/Pd1gEEUkEZJtfPz0+PHjAwoKCwtpR1RCWn4M04sXLxwdHQsLC8PCwshjQrru37/ftGlTsm+anP6F+KCgoMDR0TE2NpYnx2ZlZWXVrl373bt3hw8fHjhwIO1wEAUMw5QrVy41NfXt27dcbuMpvm7duiUkJDg6OrIjx48fP3XqVJcuXShGVUJ0H1Gq288//wwAo0ePph3If0aNGgUAvXv3ph0I+s/y5csBwMHBQfGkVrq2b98OALa2thpahodK6eXLlwBgZWVFO5CvwmIZzXDx4sWgoCBTU9Nly5bRjuU/K1euLFOmzMmTJy9cuEA7FgQAkJycvGrVKgBYv349fw6kdXd3b9q0aUJCAvYkEiayLtqkSRPagQiC1iZCtj/I/PnzebWwYG1tTXbWe3p6au6SujaZNWtWZmZmv379XF1dacfyH7FYTPYv+/j4YE8iAeJtpYxW0tpEuHnz5sePH9esWXPq1Km0Y1Hm6elZu3bt6OjorVu30o5F6O7du7dv3z49PT0fHx/asShzdnYmp8HNnTuXdiyIa/xPhPb29jY2NoojTZs2NTc3pxROqWhnsUxaWlqtWrVSUlJOnjxJHhPyzcmTJ/v06WNhYfH8+fNy5crRDkegGIZp06bNjRs35s6dSx4T8k1CQoK9vX1ubu4///zTpk0b2uEg7lSuXPnt27exsbE1a9akHYv20847wgULFqSkpHTs2JGfWRAAevfu3aVLl7S0tMWLF9OORbj27dt348YNa2trLy8v2rF8ma2t7YwZMxiGmTZtmlwupx0O4sj79+/fvn1rZmameCo9Uh8tTIRpaWl79+6VSCQbN26kHcu3rF27ViKR7NmzJy0tjXYsAkV+QlatWkVO4uYnLy8vGxub+/fvX79+nXYsiCPsuqhIJKIdiyDwpUZOhSwsLCIjIy9duqS4wYWHHB0dd+zY0bFjRwsLC9qxCNTly5d37tzp5uZGO5BvMTY29vf3Nzc317KmVugbqB9DKDQaf0eYnZ3t5OT06tUrdiQsLGzYsGEjRoygF1RxjRgxYtiwYWFhYezIq1evnJycsrOzKUalrfr37x8UFMRe5uTktGnTplevXmIx3/8VuLq67tmzx8/PT3Gwbdu2ij85SJvwv1JGy2j8HaFMJnvw4EFeXh47kpmZ+ejRI4oh/ZBHjx5lZmayl3l5eQ8ePJDJZBRD0lbR0dEpKSnsZdGfHD6LjY21srJSHFH6yUHaBBMhx/j+WRghhAQlMzMzLi7OwMDA3t6edixCofF3hIRcLmfvojSuuE6jg9csDMNo7h+1YvBIiz148EAul9evX1/7DnngLS25I3R0dJR81q1bN9rh/Jhu3bqxwfO8wEfTubu7s3/UGrfzd9GiRRIFeJiXtsJ1Ue5pSSKMjo5m26dqXA/PCxcusMFHR0fTDkeb7dy5k/2j1rgHbIsXL1ZsE1ymTBnaESG1wETIPS1ZGkUIIe3w66+/VqpUqV27drQDERAtuSNECCHNFRkZ+ddff5Ffu7i4rFixIj4+/sSJE1SDEhBMhAghRNmjR498fX0VR86cOXPkyBFK4QiOxi+NmpqaxsXFKTZBb9OmjWbtIyxfvjx7WbNmzbi4OFNTU4ohaavg4GDF52omJiZKPzl8tnv3bn19fcURpZ8chFCJaXwiFIlE1atXVxwxNDSsUqUKrXh+lFKourq6St8OUpXKlSsrXhb9yeEza2trpREN+iFHiOc0PhEihJAWePfuXe/evdnLx48ft2rVimI8goKJECGE6DM1NR05ciR76e/vTy8WwcFEiBBC9BkbG/ft25e9vHz5cmpqKsV4BAWrRhFCCAkaJkKEEEKChkujCCFEWePGjefNm6c40rdvX005I0wLiBiGoR0DQgghRA0ujSKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIIYQEDRMhQgghQcNEiBBCSNAwESKEEBI0TIQIqUZKSkqTJk3evXvHjly5cqVr164UQ0IIFQcmQoRUo7CwMCIioqCggB1JT09/9OgRxZAQQsWBiRAhhJCgYSJECCEkaBLaASCkVapWrap4WbFiRVqRIISKCe8IEVKlly9fSj87evQo7XAQQt+Hd4QIqZJYLNbR0WF/TTcYhFBx8PEfalJSUmZmpuLIq1ev8vPzacXzQz58+JCamqo4kpCQkJOTQysehBD38vLyXr9+rTiSkZGhuLWGz6RS6cuXL+VyOTuSnZ395s0biiGpGx8TYb9+/Xbt2qU4Ur169QcPHlAK58dMnDhxxYoViiPOzs5nz56lFQ9CiHu3b9+2t7dXHNm6deuQIUNoxfND4uPja9SokZKSwo6cPHmyXbt2FENSNz4mQoQ0Ufny5WNjYytVqsSOuLq63rp1i2JICKHiwESIkGro6OjUrFlzyZIlDRo0OHLkCAAYGRkpFZEihHiIp8UyDx8+JG8lmuj58+eKwefm5lIMBnHswYMHjx8/ph0Fok8ulyu+D0RGRlIMpgROnTplZmZGfn3nzh26wagbTxNheHh4Wloa7ShKKDo6ev/+/exldnY2xWAQx6KjowGgbt26tANBlEmlUsX3gZiYmPLly1OM50cdPXpUT0+P/Fq7K2WAt4nQ3d196tSp7KVIJKIYzI/q3bv3mjVr2MsqVapQDAZxqaCg4NWrVxKJxM7OjnYsiDI9Pb3jx4+zl6tWrTp//jzFeH7U33//zWbuAwcOLFiwgG48aoXPCBFSmefPn0ul0ho1aujr69OOBSFUXJgIEVIZsi6qVDePEOI5Pi6N1qlTx8rKSnHEycnJ2NiYVjw/pHr16hUqVFAcqVevnoWFBa14EJfwASEiTE1NGzVqpDhibW1dq1YtSuH8GH19/UaNGunq6rIjlpaWjo6OFENSNxHDMLRj+L7c3Fw/P78JEyZIJHzM3Kx//vlHLBa3adOGdiCIjqFDhx48ePDvv/8eMWIE7VgQ70RERCQnJ3fr1o12IN/CMMxff/01YsQItmRUCDRjabRnz55Tp07dsmUL7UC+paCgYOzYse3atTtz5gztWBAduDSKvub27dvNmjUbPXq0Uv9Ivjl8+PCUKVPatGmjEfdIqqIZiZBUkHp7e3/8+JF2LF+1YcOGmJgYe3t7V1dX2rEgCuRy+fPnzwETIfqS5s2bOzs7v3v3bvny5bRj+arc3NzZs2cDwNSpUzWrVr+UNCMR/vzzz126dElLS1u0aBHtWL7s/fv35Od73bp1imvrSDhev36dk5NTqVKlMmXK0I4F8Y5IJNqwYYNYLPb19SUfmHho1apVr1+/dnJyGjlyJO1YOKUZiRAA1q9fr6uru3Xr1kePHtGO5Qvmzp2bkZHRq1evrl270o4F0YGVMujbnJycRowYUVBQMGvWLNqxfMGbN2/IBmhfX1+hnSCmMd9t3bp1x48fL5PJPD09acei7P79+7t27dLT01PcR49KiWGYsLAwxROsMjMz7969SzGkb3v69ClgIkTftHLlyjJlypw8efLChQu0Y1E2c+bM7OzsIUOGtG3blnYsXNOYRAgAixcvLleu3KVLlxT7NfDBtGnT5HL51KlTa9euTTsW7ZGfn9+yZcvY2Fh2JCIigs9nwWClDPoua2vrOXPmAICnp2dhYSHtcP5z8+bNgIAAQ0PDlStX0o6FAk1KhBYWFuQZ4cyZM/Py8miH869Dhw5dvXrVyspq3rx5tGNBNOHSKCoOT0/P2rVrR0dHb9u2jXYs/yKf4xmG8fLyEuZ5KZqUCAFg/Pjx9evXj4uL8/X1pR0LgEKR1YoVK7BEQuBwaRQVh56e3urVqwFg4cKFPCmD37lzZ3h4uI2NzcyZM2nHQodmbKhXdOnSpU6dOpmYmDx79kzxEFQqFi1atHjxYicnp7t37+ro6NANRsvk5eUZGhrOmTOH/VuOiYnx8/NTfGrIHx8+fLCysjIzM8vIyKAdC9IAXbt2vXDhwqRJk/7880+6kWRlZdWpUycpKengwYODBw+mGwwtGnZHCAAdO3bs06fPp0+fqC9FKhZZYRZUkxcvXjz57NWrV7TD+SpcF0U/hOyz2rJlC/XTK5csWZKUlNSqVatBgwbRjYQmRgO9ePHCwMBAJBLdvn2bYhjk09PgwYMpxqDFyIHGDx8+ZEcuX75saGhIMaRv2Lp1KwCMHDmSdiBIY0yaNAkAOnbsSDGG2NhYfX19sVh8584dimFQp3l3hABQo0aNadOmMQxDHvBSieHWrVuHDx82NDT08fGhEgDiFfKAEEtGUfEtWbKElMGfPHmSVgzTpk3Lz88fPXp0s2bNaMXABxqZCAFg3rx5FStWDAsLO3DgAPezs0VWs2bNEmaRFV2///77gwcPaEfxf3BpFP0oCwsLb29vAJg+fXp+fj73AVy8ePH06dOmpqZLlizhfnZ+oXo/Wio7d+4EgMqVK3/69InjqXfs2AEANjY23E8tHAUFBV27dn358iU78ujRoz59+uzevRsAjI2NDx8+TC86ZVWqVAGA58+f0w4EaRKpVFq/fn0A8PHx4XjqwsLCevXqAcDq1as5npqHNDgRymSy5s2bA8CCBQu4nDczM7NixYoAcODAAS7nRUReXp67uzsAiEQiLy8vmUxGOyImOztbLBbr6ekVFhbSjgVpmIsXLwKAqanp27dvuZyX7ECrWbNmXl4el/PykwYnQoZhbt68KRKJDAwMFO8b1O33338HgJYtW8rlcs4mRUq2bdtGmpt369YtLS2NbjD37t0DgHr16tENA2mo3r17A8CoUaM4mzElJaVs2bIAEBQUxNmkfKbZiZBhmGHDhgHAgAEDuJkOi6z4gzT0AYBatWpFRUVRjGTv3r0A0L9/f4oxIM314sUL8q7CWRn8b7/9BgCdOnXiZjr+0/hE+ObNG2NjYwC4cuUKB9P9/PPPADB69GgO5kLfFR8f36RJE7KydOLECe4DePPmjY+Pj7W1ddmyZZs1a5afn899DPzn4+Ozd+9exZHRo0fT3fvEN+Q8Cm7WmZ48eSKRSCQSyePHj9U9l8oEBTE9ezL16zOtWjGLFjGZmap9eY1PhAzDLF68GAAaNWoklUrVOlFoaCiV1Xz0Dbm5ub/++it5ZOjt7c3NenVeXt6hQ4e6dOnCnlZjaGgIAK1bt3737h0HAWiWPn36zJ49W3GkQoUKVD648BZbebB//351z0VODp8yZYq6J1KZP/9kjI2ZdeuYsDDmxAmmcWOmWTNGpY82tSER5uTkVKtWDQC2bdumvlkKCwtJfdeqVavUNwsqAblc7uPjQ3LSwIED1VrKGxkZ6eXlVb58eZL/9PX1BwwYEBQUdO/ePbKRpnLlynivowQTYXH4+/tzUAZ/9OhRALC0tPz48aP6ZlGljAzG2JjZs+f/RsqWZbZsUeEkEnVsyeCYoaHhqlWrBg0aNGfOHH19fbJSqnJnz559/PhxzZo1p06dqo7XRyVGykcbNGgwdOjQgICAZ8+enThxgnw2UpX09PSAgIDt27eTuhgAcHBwGD58uLu7e7ly5chIeHj4wIEDL1++3K5du61bt44YMUKFASCtN3LkyG3btt25c2f06NEDBgxQxxRSqdTLywsAli5dSoplNMDDh5CfD4pNUM3MoE8fuHkTxo9X2SwqTKp0Va9e3cbGRmV/Ll9ibGy8detW2t8o+qpnz56RLe1ly5a9ePFi6V9QJpOFhIS4ubkZGRmRnwFzc3MPD4979+598esLCwunTJlCvtLDw4NHuyny8pjUVKaggMrkffr0MTMzs1UgFovxjrCoU6dOGRoaqrVxsa2trZWVFY9+Mr9rzx6mcmXlwcWLmdatVTiJNtwRAsDTp0/fvHkjk8lcXV1NTU3VMcX9+/fj4uLOnTs3btw4dbw+Kr3atWuHhYW5ubkFBQV16dJl2bJl5PNvCbx582b//v3btm17+fIlAIjFYhcXFzc3twEDBpDHgURaWtr+/fsbNmzYpk0bAJBIJBs2bHB0dJw8efL27dtfv3598OBBCwsLlXx3JZSQABMnwvnzoKsLADBwIPj6AudHhg0bNozUgxBkBzBScvLkydzcXFtbWzX9+eTl5QUHB0ul0rt377Zs2VIdU6iepSUUPdElPR1Ue0erwqRKUbdu3QBg/Pjx6pvi3bt3ZmZmAHD+/Hn1zYJKTy6Xe3t7i0QiABg7duwPVXLm5uYGBAS4uLiQ3w4Atra2Xl5eShtVZTLZtWvXPDw8yJ1inz59lF7n+vXrFSpUAAA7O7vIyMjSf1MllJ3N1KrF9OvHkBKeZ8+Y5s0Zzovm8RlhcUREROjo6Ojp6T19+lR9s8yfPx8AGjduzIdOFMUSE8MAME+e/N9gq1aMl5cKJ9GGRHjq1CkAMDc3f//+vVonWrlyJQA4ODgUUFpiQsV36NAhkqVatWqVlJT03a8PDw+fMmUK++DEwMBgwIABISEhSmWocXFxCxcuJA3VAEAsFnfp0uXIkSNFX/DNmzekkbGJicmxY8dU9o39kN27mXLlmKys/0ZiYhiJhAkL4zIKTITF0bZtWwCYOXOmWmfJzs4mP727du1S60Sq5OLCdO7835YJPz9GX5959kyFM2jewbxKCgoKGjRo8OzZs/Xr10+bNo0M/vHHH7GxsaqaYvz48U5OTmSuevXqxcTE/Pnnn+QIFcRnDx486Nu376tXrypXrnzs2LEvLjelpaUFBgZu2bKF7eLdpEkTNzc3Nzc3S0tL9svy8/ODgoL27Nlz7tw5mUwGALa2tkOHDh03blz16tW/FkBeXt64ceP27NkjEolmzZq1YsUKdrsFR2bOhNhYOHHi/wbr1IGZM2HsWM6i6Nu3r729PfkcSVSsWHHr1q2kowoCgEOHDg0ZMsTKyur58+dlypQBgNjY2D/++ENVr29tbc121t63b5+bm5u1tfXz58/JKhdPJSSArS0AwLt3MHAgREVBo0aQlATv34OfH/Tpo8q5VJhUqSBH49rb2yvepbVq1UqFf0RHjx5lX/n48eMAYGFhoTHFx8L24cOHDh06AIC+vr7iR2BSBTNgwAA9PT3yt2xhYeHh4fHgwQOlVyD7Jb57p/gN7LnNPXv2zMjIUNW3VizDhjFFmz+0bs0sXszN/PHx8QzDPH78+MWLF4rjN27c+PDhAzcx8F9OTg7Ze+Pn58cOXr16VYVvYrVq1WJfWS6Xt27dGgCUbtP5JS2NKV+ecXFh0tP/HXn8mDlxgvnnHyYnR+WzafYd4fv37+vUqZOenn727FnymJA4efLku3fvVDVLly5dFGvxu3TpEhwcPHny5I0bN6pqCqQ+Uql0/vz5q1atAgAPD49p06YdPnz477//fv36NQCIxeKOHTt6eHj06dOHNC8lyJ3i1q1b79+/T0bIneKvv/5agrrzCxcuDBkyJC0trX79+idOnKhRo4aKvrmv+PQJjh6FIUNg4UKIjITTp//v/9rZwbx5MGqUemMAiI6ObtGixfDhw9mPAuiLFi9evGjRokaNGoWHh7N/UO/evVPhOYXm5uaKB9BHREQ0a9ZMIpFERkbWqlVLVbOo0vTpsH49ODvDtWvw+YG9Gqk8tXJp7NixANCjRw8uJyUNinR0dB49esTlvKg0tm7dSm7+2CoYe3v7VatWKTUJ+tqd4v3790sZQExMjIODAwBYWlqGhISU8tW+Kjyc8fBgTE0ZAOboUebgQcbc/L/P1AzDPHnCiMVMqb+d70pNTSXvsL/88gu2p/+GhIQELptEssg+1759+3I5aXHFxDB6eoxYzISH/zsybhzz55+M2nZ9aHAivH//vo6Ojq6urlqLrL5o4sSJANCxY0eO50WlceLECV1dXRMTky+ubT5//tzb25s9ZpnslwgICFBh+9DMzMw+ffoAgI6OjorPn3v7lvHxYerUYQAYAEYkYtq0YUJCmLw8pl49pkcP5vVrRi5nHj9mnJyY3r3//V1qWGIiZDJZ9+7dAaBRo0bZ2dlqmkU7DBkyBAAGDRrE8bxsGfyFCxc4nvr7unVjAJhx4/69/OcfBoAxMmISEtQ0oQYnwnbt2gHAjBkzuJ86NTWVrI9h5ZsGuXTpEgA4OzsrDhbdL1G7dm1vb+9Xr16pIwbFbnBDhw7NKWUqkkqZkBBmwABGV/ffFFixIjNlCqO4VpGUxAwaxBgaMvr6TJkyzKRJDMlM+/YxVar894lbpWbOnAkAZcuWjYuLU8fraw1ykJyhoSGXB8mxVqxYAQAODg782l8fHMwAMGZmDCn2lsmYJk0YAGbJEvXNqamJ8PDhwwBgZWVF6yw68oCwRo0aeKylpti0aRMAuLu7k0tywC/bfsHExGT06NHXr1/nIJKAgACyGta4cePXr1+X5CWioxkvL8ba+t/8p6PDuLgwAQFf7R0jkzGK/1LkcqZtWwaAMTFhFGrBVGLfvn0AoKure/nyZdW+spaRyWRkg423tzeVAPLz88ny9aZNm6gE8AUFBf8ubKxd++/Itm0MAGNry6hzaUEjEyHbZXv79u20YpBKpdiDW7OQHS9r1qxhRxo3bgwATZo02bZtW6aqD3b5tocPH5J9FxUrVrx161Yxf1dGRsa2bdt6ubpKdXT+TYH16jHr1jEl2EGbl8eMGvXvOqqXF6Oi7dX3798n2ze3qLQnslbipsv2tx07dgx41YN77VoGgLGz+/dwiYwMpkIFBoA5fFit02pkIuTs3KVvw1OZNIuLiwsAnDlzhh25efPmM5Vuy/0hHz9+7NSpEwDo6+vv2LHj218cHh7u4eFhYmJC7l/PtG/PjB/PlP6Yi23b/l1W7d79/2pqSuTdu3e2trYAMHLkyNIGpu24PHfp23h0KtP794y5OQPAsP9Ip09nABhnZ0bN9Vaalwg5Pon32/CcXg1SuXJlAFDa0EZXYWEh2w3Vw8OjaMeixMREHx8fOzs7tsyb3L+q8h7in3+Y8uUZAKZ2bSY6usQvU1BQQB7bt2rVCp8XfBeXJ/F+G3tOL/0yeA8PBoDp3Pnfy5gYRl+fEYuZu3fVPbPmJcKhQ4cCwMCBA2kHwjAMExsbq6+vLxaL8Qg6nsvIyBCJRAYGBnRXEb5o3759pJF3mzZtkpOTGYYhjWwGDBggkfzbFr9y5cpeXl6xsbFqiSA2lqlX798KhaCgkr0GaUZfqVKlxMRE1Uanffj2vjFhwgQA6MR5E9r/8+ABo6PDSCQM25u3e3cGgPHw4GByDUuEdIusvog/n+zQN9y+fRsAGjZsSDuQL7t58yZZKLO1tR02bBi7Z19fX3/QoEEXLlxQe4vkrCzml1/+rbv58a0dmzdvBgADA4M7d+6oIzotw7eVpJSUFPIjF1TSj0Eq0L49A8B4ev57GRLCADCmpkwxGgWXniYlQplMRtpFLliwgHYs/2HX+g8cOEA7FvRVf//9NwAMHjyYdiBflZiY2Lx5cz09PbK5wsHBwcfHR9195P+PXM54ezMiEQOQ4+FR/K0dN27cIP0Hdu7cqdYAtcPFixd5WFuwYcMGAKhZsyaVZe1jR49ObdcutWbNf2ubCwsZR0cGgFEobVMrTUqEO3fupF5k9UU7duwAABsbG74FhlizZ88GgEWLFtEO5FvIbau1tXVERAS1IE6fZsqVm9ywYaNGjYqzmfL169dWVlYA8Pvvv3MQnaZjq81V3FGh1AoLC+vVqwcAq1ev5njq3Nzcf3cBbNv279C6df9XO6p+GpMI2Ruvffv20Y5FGfX9QOi7yEEHh9VchP2j3r9/7+fnd/dzLcChQ4f40PUq/smTmjVrkpR87dq1b3xlbm4u+cnv3LkzDx++8hCf9x/TKoMnx2I0bNiQ/Ah9+PDhUps2DABz6hRnMWhMIiTFdbx9FMfDh5dIUZ06dQCAfl3c/yNHaXb+XCbn7e0NAHPmzKEbFcMwKSkpnTt3BgCJRLJhw4avfRmpXKtevToeJVEc/O9I1atXL8WmExxgdwGw7RfGjx8PACvGjuUsBkZTEuGLFy94VWT1RbR6BqLvKigo0NXVFYvFubm5tGP5P+TAOXYL18CBAwFgz549dKMipFKp4taOoj1XfXx8yA3E48ePqUSocfjfo5gtZ+Ws6OnXX38FgP79+5PLyMhIspcjkq0d5YRmJELSqpjnu3TZLvL//PMP7VjQ/3ny5AkpBKAdiLLRo0cDwObNm8llgwYNAOCu+ndNFd+BAwdIpxhnZ+ckhfq94OBgHR0dkUgUGBhIMTwN8uTJE11dXf6fWkP6xLZq1YqDtbdbt26RTU1sT1qyDjFt2jR1T61EArx36dKlEydOmJiYLF++nHYs32JjYzNz5szFixdPmzbt7t276j6Abd26dWfPnv3ul+nrG+bnnyrOC/76K4wcWdqo+Ck6OhoA6tatSzsQZU+fPoXPgcnl8piYGJFIVLt2bdpx/WfIkCH29vZ9+/a9ceNG06ZNjx8/3qxZs+fPnw8cOFAmky1ZsqR///60Y9QM06dPLywsnDRpEimW4a2FCxfu37//5s2bhw8fHjx4sPomYhhm6tSpDMPMnDmTtBs8cuRISEiIpaXl/Pnz1TfvV6P5UdHR0exnWOLixYsnT55URWJWxhZZrVy5Uh2vr1pfPGlaTdzd3Yvz92tkZEx6Un73v3nzmDt3GB8fRvEQ9e3bS9NshC+WLl0KvCxrJE+MyJ1WbGwsANjY2NAO6gvev3/fvn17ADAwMNi2bZujoyMA9OnTh58P7Itp165ditW5Mpls5cqVpKGByh0/fhwALCwsNOJhqp+fH6i/DH7Xrl0AULly5aysLIZh8vLySAclKl1qS3JCfUBAwKxZs169esWOTJ8+/e3bt6TmTbX++uuvyZMn16hR48mTJwYGBip/fZU7dOjQkCFDrKysnj9/XqZMGfVNFB0dnZiY+N0vE4slcnn74rxg9eoQFATTp8OUKbBhw7+DderA0qUwcGApAuWBX3/9df/+/f7+/mQpkieSk5MrVKhgbm6elpYGAKdPn+7Vq1fnzp2Dg4Nph/YFBQUFEydOJDuFAKBevXq3bt1ie59qosaNG48dO/a3334jlwUFBfr6+hEREU5OTqqdqKCgoF69ejExMX/++Sfp/M5zcrm8RYsWd+/e9fb2XrRokTqm+PTpU506dd6+fbt3717ymHDZsmULFixwdHR88OAB21CJM7xeGk1LSyP9tdeuXasRWRAABg8evGXLlqtXry5btoyUQqhJ3bp11bHW17Ah/P03DB8OTZqo/LWp4efSqFJUisukPKSnp+fn5/f27dvg4GCZTGZpaVlYWEg7KM2wfv36mJgYBwcH0oWO/8Risa+vb+vWrVevXj1q1Cj2tGoVWrFixdu3b1u0aDFs2DAASExMXLVqFQCsX7+e+ywIAGLupyw+b2/vjx8/duzYkRTLaApfX1+xWLxx48bnz5/TjuWHVawIM2bAuHEgk9EORUUYhiF/Efb29rRj+T9KmY/kRb4Fqej48ePnzp2Ty+VmZmZXr15t0aIF+RbQNyQnJ69cuRIA1q1bp6urSzuc4mrVqtXAgQNzc3PnzJmj8hePi4tbv369SCTy9fUlB2LPmTPn06dPv/zyCymWoaAEy6mHDx82MjLqr6BWrVqDBg0KCgpSbWzGxsZisVixyCoiIiKJk9ZzP+rKlSvZCudGDh06lDTKou6HnhGuW8d07crk5DDVqzMbNzIMw9Sure6DwNTu9evXAFChQgXagSibMmUKKDTyaNmyJSjspuKbhw8fkqJoX1/fhISEpk2bAoCpqenx48dph1ZCTk5OjRs3Zt/EfvnlFwCIiIho1aqVav8N6ujouLi4sPPm5+eHhIRQ/Ma/Jj09XfFg6tevX+vr65O/dPXp2LHjjRs3RCKRvr5+TEwMre+9hG/WxsbGiomQmzq3bdu2NW3alPTK4pX4+Pju3bvXrVs3PT2dHWR+/OErTxgawsaNsGABJCfTDkUVeHunpUFLo6mpqf369cvOznZzc5s6daqNjc21a9eGDx+elZXVr1+/2bNny+Vy2jGWhJOTE/sm1q9fPw5mzM/Pd3Jy6tatW2RkJAfT/ZBly5a1adNGqThf3e9jly5dInuvZ86cqXjcGNdKkDwPHz5ctWpVxRFPT091bCQnH5k7dOhALl+8eGFgYCASicLCwlQ+V2kMGjQIAIYMGUIuIyIixGKxnp4exUNfS4bcERK9ezNjxmjDHeH69esB4LfffqMdiDJyhi05Wendu3cAYG5uTjuoLygsLOzYsSMANG7cWKkTt6+vL9kmNGDAAI1rtOvk5KRY/Z6fnw8AKu/ympycTIrmzp8/T0YmT54M/NtWHxMTQ7bSs9tYSXuHoUOHqm9StmNDxYoVSe0oLbxOhKmpqeXKlQOAY8eOkRGyYN2iRQv+1G2T+3pDQ0O2Q3Hbtm2Bl8X636WYCF+9YkxNGVNTjU+EpEJhI1nq5Y2srCyyHET6K16+fBkAWrZsSTuuLyBv3BUqVEhISCj6f8+dO2dubg4ADRo0YLdFawRuEiHDMKQMpG7duuTgZfZtjVeryj169ACAsZ8bmxV9W1MHuVxOetVS76/L66pRCwuLRYsWTZo0aebMmd26dTMwMJg7d+7u3bvDwsL2799Pim7pksvlpAmCl5cXqa06ePDg1atXrays5s2bp9ap1bF9QlHVqjB7Nqj5m+ACP5dGnz59yjBM7dq1yR0VP+taAWDPnj1//vmnrq5uQECAjY1N0S/o2rXrnTt3+vTp8+jRo2bNmh0+fLhTp07cx8ln06ZN8/f3j46O3rp16+TJk9m3tRkzZnTt2pUP9fChoaFnzpwxNTUl/a/lcjnZ6s6+ramJSCTasmVL8+bNz549Gxsbq2FLoxxvqCd9p1asWEFGlLZh0qW085TdUL9jxw51T62mDfWK93/5+cwff2j8hvry5csDwBfvZijas2cPAAwcOJBcKhXO8MStW7f09fWhGA0iMjMzSWm3RCLh2wFDX8PlhvoTJ06AwoZ6XvUJYQ9g+uOPP8jI9u3bgcNz5dzc3ADgl19+4WCur9GAXqPkHEsTE5PExESGYeRyOTmed/78+XQDY0+GOnjwIBkhpwc4OTmp/Txxhlm7dm2nYujevWenTkxx/tu1S90hU5CSkkJ+ePizlk7MnTsXFM7tIlXjpzg8d+a7kpKSKleuDAo9wb9NLpf7+PiQavhhw4YV/1xfgejSpQsATJw4kVwqva1RRB6is0fyZmZmVqhQAQAOHTrETQBJSUlmZmYAEBwczM2MRWlAImQYpm/fvgAwYsQIclm0VSsVSt1psek2D12/fh0AmjVrRjsQZeRHmv0IRVYdSeEMH+Tm5v70008A0KZNm6LnTnzD4cOHyb+Cli1b8uoEduqioqKUmm7z4SyBlJQU0ueP/RA2Y8YM4KrpNmvZsmUA4OjoWFhYyNmkijQjEbL1ouwxTEqHd3Cv6HklpEHt4MGDaYWEiiJr125ubrQDUUaeWT548ID5XDhjYGDAn7NtycJ71apV379//6O/9+HDh6SHcqVKlfhW4E0X6a/G1osWfVvjHjn8j93myL6tcXwECt1Go4ymJEKGYcj2QbZetOhxjhxTOsGSmyIr9KOmT5+u+ICZYZgnT55QX7Vjz0ckTRju3r0LAA0aNKAbFYuslRkaGoaHh5fsFUhDKADQ19f39/dXbXiaq2i9KN3zxtnD/9gTJXv27AkAY8aM4T6YwMBAALC0tPz48SP3s2tMIszKyqpUqRIA7N27l4yQAqeGDRty/zk6NDQUAExNTcnij0wmI0XA7CMfxBPdu3dXfN95+/Zt5cqVGzVq9PLlS4pRkRrRGjVqkEulwhm6QkNDJRKJSCQq5SOiwsJCxXN9yc4B9Oeff5K/enJGNFtnsG/fPu6DIU+mSYEowzAhISGKb2u04uH+MEJGgxIhU6ReNDc3t1q1agCwdetWLsNgi6zYGj9uTi1BPyo8PJw8/3j48CEZiY6OJisw1tbW165doxXYsWPHAKB79+7kUqlwhqKXL1+SIltVVaLt3buXbA9o27atmgoyNUvRetGdO3eStzWO3z2OHDmieAdWtHaUe0XvUDmjSYmwaL1oQEAA+btMSUnhLAxfX1+lIiul2lFEV1pa2rZt2xo3bgwAIpFIT0+vRYsW7IfcjIwMsqxNsdCfdLGaMWMGuVQqnKElKyuLvEd37dpVhassN2/eJP9AbG1t7927p6qX1VxsvSi7nkTe1hYsWMBZDOwzOXYjnNLbGi1Kzyw5o0mJkFGoF2WXtsh5oZ6entwEwBZZBQUFkZHff/+d4io/Ykml0rNnzw4YMIBsfQOA8uXLDxs2jOwBqFy5MlvWJJVKFVftfqgqUiXIxil2c55i4QwtcrmctNSqU6dOenq6al88ISGBPDswMTG5cuXKqVOnFDcBf/jwgW0/JhC9e/cGgFGjRpHLmzdvKr2tqRv5KMZWaRatHaUlJSXF0tISAE6fPs3lvBqWCBmGIedXDRgwgFw+ePBAR0dHIpFERkZyMPuECRMAoFOnTuSyaO0o4l58fLyPjw9ZJwcAsVjs4uKye/duUhSjWLixc+dO9ncdPHjQyMgIAJydnTk+0oQc3UA6/SsVztBCDv40MzN78uSJOl4/Ly9v1KhRderUefPmDQAozhISEmJqaqqOSXnrxYsX5H2DrRcdOnQoZ8+J3717p7Rvj5xOzL6t0bVu3ToAsLOz4/LeVPMSYdF6UQ8PDwDo3Lmzuqd+8uQJWcJmdwIp1Y4iLuXm5gYEBLi4uJBN3ABQq1Ytb2/vooW7XyvcuH//PukEpHi/qG7kPD8AIM9moqKiFAtnqDh58qRYLBaLxer+GP7x48esrCxMhEyRelH2be3KlSvqnnr48OEA0K9fP3JJ8cncFxUWFjo6OgLAmjVrOJtU8xIhU6Re9P3796Tt75kzZ9Q6r6urKyg02lCqHUWcCQ8PnzJlCllCAQADA4MBAwaEhIR8e3V6+/btenp6pHCD3R734cMHsrpuYGDw999/cxB8fHw8AFhZWZFLUjjTo0cPDqb+orS0NPLPZ9WqVRxMh4mQKFovSm7KGzVqpNYy+PDwcHI2zvPnz8mIUu0oH7D1q5wt1WhkImTrRbdt20ZG1q5dq+676aNHj36xyIpv/SG1WGpq6rZt2xo2bAifNWnSZNu2bZmZmcV8hRs3bpD2UTVr1mQ//xYWFpJWn+R+Ud29LdLS0rZv3/7nn3+SS6XCGSrOnTs3fvx4bh5yk0Q4ceLERZ8NHz5cgImQKVIvmpOTo/S2pnJyudzZ2RkA5s6dS0aU3tb4Q+k0DHXTyETIfK4XLV++fFpaGsMwBQUFderUAYB169apY7r8/PxatWoBwKZNm8jIhg0b+FBkJQRSqTQkJGTAgAG6urokXVWoUGHKlCnspogf8ubNG1KkZ2JicuTIEXZ827Zt5H6xS5cuqampqgv/O0iPJA66tDMMc/bsWaV9ERs2bNi9ezcHU7NIIhw3bty8z4YNGybMRMjWiy5cuJCMHD58WPFtTeXIjlVra+uMjAxG4W1N6RAFPih6PqJaaWoiZBimXbt2ADB9+nRyeebMGfK0Xx130ytWrAAABwcHpSIrNZ25IRz29vaK+/meP39euXJltmzk6dOn3t7eVapUIflPR0fHxcUlICCglLuz8/LyRo4cCQAikcjLy4vtkH79+nVra2uytMBN7RXzuXDmxo0bHMzl6+vbokULxZHBgwdzvH8Zl0YVkXpRQ0NDtl6UvK2pY4UgOzub/FNiP/qQ1Qj2bY1vSFsoZ2dnDtYqNDgR3r9/X0dHR1dXlxztxjBMt27dyIdN1U7EFllduHCBjCjVjqISMzU1DQkJYS+fPHkCAMnJyTt27GjVqhW7BFq3bt0//vjj3bt3Kpx627ZtEomEPJ9jNwwoFvqzx0GrSXh4uIeHh6mpqa6u7rlz59Q6F4GJkIeU6kWLvq2pCjkhtUmTJuSTX9G3Nb7JyMggDzIOq/9wcA1OhEyRetGYmBg9PT2xWFziHolfNGLECFA4Q7lo7SgqsS8mwvj4eNKOxMzMzM3N7btVMCV24cIFCwsLAKhTp07053MXc3NzSVmd0v2iqiQmJq5YsaJ27dokx5OSV256cmIi5KGi9aJjx45Vef3U69evjYyMRCIRuwCjVDvKT9u2bQMAW1tbdW8u0uxEyNaLnj17lox4enqq9m66aJGVUu0oKg1TU9PAwMB3n129ehUAsrKyli1btnv3bg6aTsXGxpKiJ0tLS8Xj0Hx9fcnZ8T179iQPVEqp6JPOSpUqeXl5RUdHc9aT09fX18DAoKYCExMTjhNhXl7esGHDFA/hi4yMpNLlmT+U6kWTk5OV3tZK75dffgGFY1iKvq3xk1QqbdSoUYMGDdR9QplmJ0JGoV6U9AdJS0urVavWunXrVFWCHBsb27NnTy8vL3JJit0tLCz4VmSloUxNTcuUKVPuM3J/pth2hANZWVn9+vUjzyAVm66dO3eOxFO/fv0XL16U+PWjoqK8vLysrKxIttPT0+vZs2dAQIDig5l9+/YZGhoCQJs2bVS7AqzI19e3UaNGzxT06NGDSo9jpIitF92+fTsZWbNmTfv27VW4sc/Pz6969epv3rxhGEYul7du3RoA5syZo6rXV583b968evVKqdtRTEyMaqsUNT4RFq0XVccuHPKabJHVX3/9pfIphOmLS6McJ0Lm8+nqYrEYAIYMGcKuw8TExDg4OJD7RcU4iyMjI2P37t0uLi6KTzp9fHy+1nv63r17pJbBxsZGTZVyfFgaRV906NAhALCysiL1oipfkGcU3hiVakf5r0mTJopvuYWFhQCg2udfGp8IGYY5ffq0+upFFSnVjqLS40kiJE6dOkXKB5ycnNj2NJmZmeQkcaX7xa+Ry+XXrl3z8PAgD34AoEyZMh4eHsU57CIxMbFFixYAYGBgwB43pkKYCPlMffWiitjaUW7aR6gEJsLiUlO9qCL+F1lpIl4lQoZhnj59ShYYypcvz/bwY+8XR44c+Y3f++bNGx8fn5o1a5L8JxaLnZ2dt23b9kNPOvPy8kaPHq2mUh1MhHymvnpRRUq1oxqBg0QoYhgGNN/Tp08bNGggk8lcXFxMTU3VMcX9+/fj4uJ69+594sQJdby+MJmZmR07doxdP4yKinJ0dMzKyjIxMaEVUmpq6uDBg0NCQvT09DZt2jRmzBgyfuHChQ4dOpBN94ry8/ODgoL27Nlz/vx5qVQKAJUrV/711189PDxq1KhRshi2b98+adKkwsLCbt26HThwgJROlF58fHxSUtJPP/3Ejjx69EhfX5/kfkTd2LFjd+zYYWtrSzbaq1xeXl5wcLBUKr1x40bLli3VMYU6NG3atGHDhqRKEQDkcvnQoUPDw8ObNGmisjlUmFTpql69uo2Njcr+XL7E2NiY40OAtd6nT58Un+nK5XKKt4MspXOavlbJGRkZ6eXlVa5cOfKV+vr6AwYMCAoKUslT6qtXr5L6mlq1akVFRZX+BRH/nTp1ytDQkJQrq4mtra2VlZVmPdxp0qRJo0aNfvmMlLbhHeEXHD58ePDgwZaWluvWrWOfzajWuXPndu7cWaNGjaioKPbEO6TFDh486O7unpub27p16yNHjpCmMwCQnp4eEBCwffv2e/fukREHB4fhw4e7u7uzSVElEhIS+vbte+/ePVNT071795JD7JC2ksvlLVq0uHv37qBBg/r376+OKcgnvPj4+L/++mvixInqmEIdmjZtOmrUKDZgqVSqq6uLd4TKihYfq4NUKiXnd9M61hxxLyIigq3kvH37dkhIiJubGznFEADMzc09PDzUeur6p0+fyHuiSCTy9vbGw5+12I4dO8hPmlq3z2riBjAslimWRYsWgfqPL2EY5uLFi4DnLgnM27dvydMUNv/p6Oh069YtICCAm37rils7Bg0aRPf8XqQm7KlMBw4cUPdc5GHb5MmT1T2RqmAi/D4uD7RkGIYsT40aNYqDuRBP5OXlOTk5lS1btmzZsl5eXmx/ZC6dOXOGlMw0bNiQSgBIrX7//XdQOKdXrUiTSB0dHU1pEunm5hYQEMBeSqXSJk2asD0RVULjE6FSy1p1e/HiBTkc5Pbt29zMiPigV69eAKD4r5F7z549q1u3LgCUK1fu4sWLFCNBqhUbG0veVe7cucPNjHhsgBLNToRFDzHhwKxZszj77IZ4gnQU4uxspq/JyMj4+eefAUAikeCzaq1B/k5Hjx7N2Yx4kJwSDU6ERY+15Aa7mr9//34u50W05Ofnk6UkPhzCTAr/yJkVY8eOJS12keYKDQ2lUnmAR4sr0uBE6O/vDwCVK1fm4IwC/kyNuPf48WMAqFWrFu1A/rN//37SpPvAgQM9evRQ3Gj4/Pnzrl274nKFRigsLCS16KtWrRLO1DykqYmQ7m0ZrZtRREVAQAAA/Pzzz7QD+T/h4eHkUBQdHR3FA+7v3r0LABrUQEvINm7cSPG2jNbNKA+JVbYhkVvLly9PSkpq2bLlkCFDuJ9dLBb7+vqKRKI//vjj1atX3AeAuBQdHQ0ApFCFP5o0aeLj40M7ClRyaWlp5CTCdevWUenR0alTp169emVlZS1YsID72XlFIxNhXFycr68vm42oxNCyZcvBgwfn5ubOnj2bSgCIM0+fPgUAe3t72oEgrbJgwYKUlJSOHTuSYhkq1q9fr6+vv2vXLrKQIFy0b0lLgieb+RISErjcwohoadSoEQCEhYXRDuTLdHR0zM3N2cONyXZDXBrlOf5s5uNyCyNvaV4i5FV7F86a2iBaZDIZ6SlDTkzlIR0dnVOnTiV9dv78eUyE/Mef9i5cNrXhLQ1bGpXJZNOmTQOAefPmkb88umbNmlWtWrUHDx7s2rWLdixILeLj43NycipVqqSqs5DUwdLSssJnZH8Y4rMTJ04EBwdbWFh4e3vTjgVMTU2XLl0KALNmzcrOzqYdDh0algi3bNny+PHjGjVqkHRInaGhISlYmDdvXkZGBu1wkOqRShl8QIhUpaCggDTlWLp0KU8+tYwaNapZs2Zv3rz5448/aMdChyYlQrbIau3atfw5CGnQoEFt27Z9//79smXLaMeCVI+fJaNIc61bty4mJsbBwcHDw4N2LP9iCw9Xr179+vVr2uFQoEmJcOHChR8/fuzYsWOfPn1ox/J/fH19dXR0Nm7c+OzZM9qxIBUjJaN8ToQ3btxo0KABe1m3bt1bt26R0yoQ3yQnJ69cuRIA1q1bp6urSzuc/7Rq1WrQoEHCLYOn/ZCyuJ48eaKrq8uHIqsvGjNmDAD07NmTdiBIxVq3bg0AoaGhtANB2mDkyJEA0KdPH9qBfAFbBv/PP//QjoVrGvOxcfr06YWFhb/99htpC8Q3y5cvL1OmzOnTp0nNHtIa/L8jRJoiIiJiz549enp6q1evph3LF9jY2MycORMApk2bJpfLaYfDKc1IhCdPnrxw4QJPiqy+yMrKav78+fA5YdMOB6nGhw8fPn78aGZmxocSZaTRGIYhCcbT05McZsJDXl5eVatWvX//vtDK4DUjEZKOfIsXLy5XrhztWL5qypQptWrVevr0aXBwMO1YkGqwlTK0GhghrXHnzp0bN25UqFBh7ty5tGP5KrYMfuPGjQzD0A6HOxLaARTL6dOn/fz8fvvtN9qBfIuenp6fn59YLG7Tpg3tWJBq4LooUpWffvrp7t27ycnJZmZmtGP5lkGDBn348GHEiBGC+vDHxzvCkSNHHjx4UHHE2dm5Y8eOEgnf03a7du1Onz69fv16xcHu3buTbjhI4+AmQlQyERERLVu2VBz5+++/t27d2q1bN1ohFZNIJOrXr1+7du3S09PZwfPnz1NsiMoBPibCZ8+evX//XnHk/v37mtLy4OXLl4mJiYojkZGRaWlptOJBpYGbCFHJZGVlPXjwQHEkOTk5JiaGUjg/Jj8//8GDB4q1DqmpqU+ePKEYkrrxMREixBO4NIqQEPB0sZFhGJlMRjuKEtLo4BErJycnISFBT0+vevXqtGNBGknxfUDjak/kcjkbv8YF/6N4ekfo6ekpUUA7nB+zbt06xeATEhJoR4RK4unTp3K5vFatWhr3E4j4IC8vT/F9YM6cObQj+jEVKlRgg//1119ph6NePE2Evr6+itv+aYfzY2bMmKEYvK2tLe2IUEngA0JUGgYGBorvA2RbggZ5//49G/z+/ftph6NePE2ECFGno6NTr149xTaeCCGthGs+CP2fV69eWVlZGRkZDR48ePDgwVKp9MWLF9WrV8c21ghpK/y3jdD/adq06ZUrV9jLV69e2dnZKe6pQghpGREPn8AlJSUZGxsr9l949epVxYoV+XMG4Td8+PBBR0fH0tKSHUlISChbtqyRkRHFqFDxlStXbs+ePd27dyeXsbGxtWrVSklJUfw7Rejb8vLykpOTq1atyo5kZGTk5uZWqFCBYlTFJJVKExISqlatyq6CZGdnp6Wl2djY0A1Mffi4NFq0wXG1atVoBFIS5cuXVxrBYhmEhMbAwEAxCwJAmTJlypQpQyueHyKRSJS2DBkbG5MTmrQVHxMhQnRdu3YtKyuL/Do5OZluMAghdcNEiJCya9eusd2wNKW3H0KoxDARIqRs7ty5Ss8I6caDEFIrrBpFCCEkaJgIEUIICRomQoT+T6NGjRSr+wwMDBo3boztRhHSYnzcR4gQQghxBu8IEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoKGiRAhhJCgYSJECCEkaJgIEUIICRomQoQQQoLG90T46NGjGzduKI5cvnz56dOntOJBCCGkZfieCA8cOLB27VrFkcWLFwcFBdGKByGEkJbheyJECCGE1AoTIUIIIUGT0A7g+yIjI2fNmsVexsXFUQwGIYSQltGARKinp2dpacleSiQaEDNCCCFNoQFJpXbt2rNnz2Yvz58/TzEYpLkSExPLlCljYmJCLhmGefXqlY2Nja6uLt3AiiM5OVlfX9/c3JwdiY+PL1++vKGhIb2gENIS+IwQCYWrq2tgYCB7+enTpxo1asTGxlIMqfhGjBixceNGxZEGDRpcu3aNVjwIaRNMhAghhASN70ujP/30U/Xq1RVHfv7553r16tGKByGEkJbheyLs27cv++uPHz+ePXvWzs7O1dWVYkhIc4WHh5uampJf5+Xl0Q3mR0VFRR05coS9LCwspBgMQtqE74lQ0ZUrV0aMGNG+ffuff/6ZdixII4WFhb19+5b8WiqV0g3mRz169Cg/P5+9xESIkKpoUiJ0cXGRSCQ3b9789OkTW/uHUPFNmjRp1KhR5NdZWVlmZmZ04/khgwcPXrhwIXupWEGKECoNTSqWMTc3b9asWUFBwZUrV2jHghBCSEtoUiIEAPJ0MCQkhHYgCCGEtISGJcLOnTsDQHBwMO1AkOapW7du2bJl2UsdHZ1GjRoZGBhQDKn47OzsKlasqDjSoEEDzVraRYi3RAzD0I7hB0il0nLlymVkZLx8+bJatWq0w/mqqKio5OTkDh06sCPXrl0zNzevX78+xaiQkk+fPu3cuXPSpEliMa8/EQYHB5ubmzdv3px2IAhpJ17/+y9KIpF07NgRAEJDQ2nH8i0nTpxYvny54sgff/xx+PBhWvGgL+rQocPUqVP37t1LO5Bvyc7Odnd3b9GixdWrV2nHgpB20rBECLg6ilRn6tSpAODl5ZWZmUk7lq/y8fF58+aNk5NT69ataceCkHbSvETYtWtXAAgNDZXJZLRjQZpt2LBhrVu3Tk5O9vHxoR3LlyUkJKxbt04kEm3YsIHn67cIaS5N2kdIVK9e3c7OLjY2Njw8/KeffqIdzlfFxMTMnDmTvYyKimrQoAHFeFBRIpHI19e3efPma9euHTVqVK1atWhHpGzGjBk5OTkkYdOOBSGtpZGfMckmCp6vjurp6ZVXoKenRzsi9AVNmjRxc3MrKCjw8vKiHYuyGzduHDlyxNDQcMWKFbRjQUibaWQiJI8Jeb6bsGrVql4K7OzsaEeEvmzVqlVmZmbHjx/n1UcruVw+depUhmHmzJlTpUoV2uEgpM00MhF26tRJV1f31q1bGRkZtGNBGs/a2pqc/Ozp6cmfBqQ7duy4d++era3tjBkzaMeCkJbTyERoamr6008/SaVSYfZaO3LkSHJyMnuZmZl58OBBLB0qjRkzZtSqVSsqKmr79u20YwEAyMzM9Pb2BoC1a9caGRnRDgchLaeRiRD4uomisLBw4MCBJ0+ebNKkidIRGd27d1dVac+oUaMiIyPZy4SEhKFDh2rcoUK8oqenRwpHFyxYkJKSQjscWLx48bt375ydnfv37087FoQEgNFMt27dAgA7OzvagfynoKCgT58+AFCpUqWcnBz1TWRiYhIaGspekqT46dMn9c0oEKQIa8qUKXTDiImJ0dfXF4vFd+/epRsJQgKhqXeEzZo1s7S0jI2NjYuLox0LAIBMJhs+fPiJEyfMzc1PnjxpaGhIOyL0w9avXy+RSDZv3vz48WOKYUydOjU/P3/MmDFNmzalGAZCwqFhvUYVDRw4MDAwcMuWLePHj6cbiUwmc3NzO3jwoLm5eXBwcLNmzdQ6nampadeuXdlKwpSUlN27d3/69MnY2Fit8wrBxIkTN2/e3KlTJ1o9/EJDQzt37mxmZvbs2bMKFSpQiQEhodHUO0LgzSYKmUw2YsSIgwcPlilT5sKFC+rOgoSFhYX1Z4onKqBSWrp0admyZS9evHjq1CnuZ5dKpdOmTQMAb29vLrMgwzD5+fmKI3K5vLCwkLMAEKKM9tpsyb169QoAzMzMCgoKaMUglUp//fVXAChTpkxYWBg3k+IzQrXy9fUFgJo1a+bl5XE89bp16wDAzs6O46mjoqIAIDMzkx3ZuXOng4MDlzEgRJEG3xFWrVq1Tp06mZmZd+/epRKAXC4fNWrUvn37zMzMzp8/z+d+b6j4Jk6cWK9evRcvXmzcuJHLeVNTU5ctWwYAvr6++vr6XE6NkMBpcCIEqr3WGIb57bff9u7da2xsfOrUqRYtWnAfA1IHiURCbgqXLl2alJTE2bxz585NTU11cXHp0aMHZ5MihEDTEyGt3YQkC27fvt3IyOj06dNt27blcvaxY8fa2Niwl5aWlr/99puuri6XMWi3Tp069erVKysra8GCBdzM+OTJE39/fzYHU3H79u2bn8XGxtIKAyHuaXDVKABkZ2eXLVu2sLDwxo0bnN2TMQwzceLELVu2kCyoeAw99+7evXv+/PmJEydaWlpSDEP7vHjxwtHRsbCwMCwsjIMCKFdX15CQkGnTpq1fv17dcxUVHR3t4ODQtGlT9qSnjx8/GhgYPHnyhPtgEKKA7iPKUoqJiTEzMyO3R9bW1gMGDNi2bdurV6/UN6NcLp8wYQIAGBkZXbx4UX0TFVPHjh0BICAggHYgWoicotWqVSu5XK7WiQIDAwHA0tLy48ePap3oa7BYBgmcBi+NvnjxokOHDpmZmWKx2NraOjk5OTAwcNy4cdWqVbO3t58wYcLRo0dTU1NVOCPDMJMnT968ebOhoeGpU6dIEqKLJ3tItNLChQsrVqx48+bNw4cPq2+WvLy8WbNmAcDy5ctxJwxCVGjewbzE69evXVxc3rx507p163PnzpmYmMTFxYV+9uzZs2fPnm3ZskUsFtvb27du3drFxaVLly5mZmYlnpFhmClTpmzatElfX//IkSN8yIIA4OrqOmfOnHPnztEORAuZmpouWbJk7Nix06ZNk8lkaqrkPHr06MuXLx0dHceMGaOO10cIfR/tW9KSeP36dfXq1QHA2dlZcT2HkEql4eHhPj4+Li4uBgYG7HcqkUiaNGni5eUVEhKSn5//o5OSj+16enqnT59W0fehAnK53MrKCgCio6Npx6KFZDJZpUqVFEuT1MHIyCgwMJDit/n8+XMrKyvFragHDx5s27YtxZAQ4pLmFcskJCS0b98+Li6uVatW58+fNzU1BQCGYfLy8op2+MzNzb1x48b169dv3Ljxzz//sM0yjI2NW7Zs6eLi4uLi4uTkxNYIfM3s2bNXrVqlp6d39OjRnj17quP7KrFhw4YdOHBgw4YNU6ZMoR2Ltrl3717z5s3FYrGrq6ua+sfevXs3Pj7ezc1tz5496nj9H5Kfn19YWGhgYCCRaOpaEUIlQTsT/5j4+PiaNWsCQMuWLTMyMtjxyMjI797wZWVlhYSEeHl5NWnSRCQSsX8C5cuXJ1U2kZGRX5x0zpw5AKCnpxcUFKSub6wU/v77bwDo2bMn7UC0jVwub9OmDQDMmjVLfbPExcUZGBiIRKJr166pb5ZiGjBgAAAcPnyYdiAIcUqTEmFCQgLJgo0bN05NTVX8X/v27VO8qytTpszPP/+8YcOGr+W2d+/eBQQEeHh4VK1aVfFjQcWKFUlSTEhIIF85d+5ckgVPnjyp9u+wRJKSkkQikbGxMfctwbTb/v37AcDKyio9PV2tE5GfsSZNmshkMrVO9F2YCJEwaczSaHJycocOHaKjo52cnEJDQ4tum8vKyrp9+zYplrl37x47bmVl1a5dOxcXl86dO5Mni0qePXt28eLFixcvXrlyha0yFYlE9erVMzY2DgsL09XVDQwM7N27t/q+u1Jq0KDB48ePL1++3L59e9qxaInc3Ny6deu+fv3a399/9OjRZHDJkiWJiYmqmsLT09Pe3h4APn36VKdOnbdv3+7evXv48OGqev0SICe6HD58eODAgRTDQIhrtDNxsbx7987BwQEAGjVqlJKS8t2vT0pKIjd87FlFRI0aNTw8PHbv3p2YmFj0d8lkssjIyG3btg0YMIDUl5YrV05fX//gwYNq+J5UacaMGQAwd+5c2oFoj4ULFwKAk5OT4l1avXr1VPhPLyQkhH3l3bt3A4C1tbXigj/38I4QCZMG3BG+f/++Q4cOUVFRjRo1Cg0N/dG9Vuy2iosXLypuK6xRowYplnF1dS1TpozS78rPz79582bv3r2zsrLi4uK+eCvJHxcuXOjatWvTpk1p9R/XMm/evLG3t8/Ozr569Sp5TEgcOXIkJSVFVbP07NmzcuXK5NcMw7Rs2fL27dvz5s0jrbepwDtCJFDfSJJ//fVXbGwse5menr5q1ars7Gx1J2dFycnJjo6OANCwYcNS9t1Q3FahWAGoo6PDVtkoPWb75ZdfAGDbtm2l+ybULjc319DQUCwWJycn045FGwwaNAgAhgwZwuWkt27dEolE+vr6MTExXM6rCO8IkTB9KxFaWVkp1knGxcUBAJdvte/fvyeLUQ0aNPjw4YMKXzk3N/fixYtz58796aefdHR02KRobGzcrVu3t2/fki/bunUrAPTv31+FU6sJaTFz4MAB2oFovBs3bohEIkNDQ7X26vsiNzc3APjll184npeFiRAJE39brH348KFTp06RkZH29vYXLlwoV66cCl/cwMCgY8eOy5cvDwsLS09PZ7dV5OTkXL16lV197dKlCwCEhobKZDIVzq4O5EQq7LVWSnK5fOrUqQzDeHl5KVUUc2D16tVmZmZHjx7Fv0eEuMTTRJiWltatW7fHjx/XqVPn8uXLFSpUUN9cJiYmLi4uPj4+4eHhiYmJQUFBenp65H9Vq1atVq1a6enp/H/2xh7NyPD+oS+f7dy5Mzw83MbGhnTc5liFChVIAyNPT0+pVMp9AAgJ03f6R6xevXrv3r3k19nZ2eqPBwAgPT3d1dX13r17HGRBJRUrVqxYsaLiiKura0xMTHBwMM+P3q1fv37FihUTExOjoqLIU1X0o7Kyskix6Jo1a4yNjanEMHPmzL///vvJkyc7duwYP348lRgQEprv3BG2aNGi72dknRAAvL29V6xYERYWpo4FQ5IFw8PDa9eufenSJaW0xD1aZ//+KJFIpCmh8taSJUuSkpJatWpFsWZSX19/5cqVADBv3jwVVqgihL7lG88Pv1gs8/btW3Nzc/J7jY2N2UVFlZzZlp6e3rx5cwCoVavWF7f6cS8zM1NXV1cikai7vUjpkXv3bt260Q5EI8XGxurr64vF4jt37tCO5d/Sp2nTpnE8LxbLIGH64WeEcrncz89v/PjxtWvXzs7ODg0NnT17dtOmTStVqjRs2LCdO3e+fv26ZCk5IyPD1dX1zp07dnZ2ly9frlSpUsleR7VMTU1btmwplUovXbpEO5bv6Ny5s0gkunLlSm5uLu1YNM+0adPy8/NHjx7NwXn037V+/XqJRPLXX39FRkbSjgUh7ffDiVBXV7d///5btmx59uyZYgOXd+/eHThwwN3dvVq1ajVr1hw+fPj27duL348qMzOzS5cud+7cqVq1akhICLvRmA805fBba2vrhg0b5ubm3rx5k3YsGubixYunT58mBxDSjgUAgBxPKJVKPT09aceCkAB8427R19dXcW9venr68uXLv7ah/sWLF6Q5mVIXUNLVLCAg4BtLi58+fWrbti0AVKlS5eXLlyW9u1WX27dvA0D16tVpB/J9pOZQraclaJ/CwkKyXfWPP/6gHct/UlJSyD8lLs+/xKVRJEyq7zXKNnDp2bMnOSyQ+FoDl0+fPrVr145kwbi4OJXHU3oymYzsYlTss8NPoaGhANCoUSPagWgSX19fAKhZsybfju9Yt24dANjZ2XEWGCZCJEzqbbpdWFjIdjVjN+cBgJGREamyuX79OsmCtra2L168UGswpUHKCDdv3kw7kO/Iz883NjYWiURscxz0bSkpKaR/Ag8PmywsLCQ7YdasWcPNjJgIkTBxd/pEenr6yZMnp0yZorTLTSQS2djY8DkLMgzj5+cHAH379qUdyPd169YNAPbu3Us7EM3w22+/AUCnTp1oB/Jl5Mm0qalpUlISB9NhIkTCxF1nGcXDcpOSkvbv3z969OgyZcowDLN48eIaNWpwFkkJdO3aFQAuXrxYWFhIO5bvIKU9f//9d1paGu1Y+C4qKsrPz08ikZDVUR5ycXHp0aMHu9MfIaQOdFqsVahQYejQof7+/pMnTwYAtkY8LCzMzc1ty5YtVKL6BhsbG3t7+8zMTFI4w2fJycnm5uaXLl0qV65c06ZNp06dGhgYmJmZSTsuPiKdzCZMmKDagwZVy9fXV19f39/fPzw8nHYsCGknyr1GlZqhJCQk7Nu378iRI1SD+jKN6Gq9Zs2aVatWZWZm1qtXT1dX9969exs3bhw4cKCVlVWHDh2WLVt269YtbGJJHDt2LDg42NLSkuc3W3Z2dhMnTpTL5WR/Pe1wENJGdFdmCwsLyVnw8fHxDMOkpqbq6Ojo6ellZWXRDayo06dPA0CLFi1oB/JV69evBwCRSLR161aGYXJycsipGs7Ozrq6uuzfuMr7AanKw4cP/f39FUfOnj177tw5dcyVn59fq1YtANi0aZM6Xl+1MjIySMdddT+9U9MzwnPnzp09e1ZxxN/f/+HDh6qdBaESo5wIGYb5+eefAWDnzp3k8qeffgKAM2fO0I2qqE+fPunr6+vo6KSkpNCO5QvIUy6RSLRly5ai/zcrK4s9akokErFJsXz58gMGDNi2bRsfipX8/Pzq16+vOOLu7j527Fh1zLV8+XIAcHBwKCwsVMfrq9y2bdsAwNbWVq0nY6spEY4dO9bd3V1xpH79+n5+fqqdBaESo38ME3t+0Bcv+cPY2LhVq1YymYyHvdb8/Pw8PT1FItGmTZu+eGSB4lFTbD+gqlWrfvjwITAwcNy4cTVr1qxUqdLAgQO/2A/o48eP5cuXj4+PZ0eCg4M194yL5OTkVatWwedOZrTDKZYxY8Y0bdo0ISFh7dq1tGNBSNvwJRGGhITI5XLgcSIEvvZa27Fjx7hx4wDgr7/+IpsB8vLyxowZ8+rVqy9+vbW1NbkLfPXqlWI/oKSkJJIUbWxsatasOW7cuMDAwPT0dACQy+UfP35UPGwkPz//48ePHHx36uDl5ZWZmdm3b1/yw6YRxGKxr6+vSCRauXKl4icShJAK0L4lZRiGIXsn7t69yzBMYWFhmTJlAOD169e041JGyvaqVq1KO5D/7NixQywWi0SiP//8k4zk5eWRrYTNmzcv/utIpdK7d+/6+Ph07tzZyMiI/fGQSCTOzs7knVex709QUJCVlZVqvxc/P78yZcr0V1C9evWxY8fu27dPtT/zxsbGurq6in2Cbt26xc8V74sXLyq2lenRo4dYTP/D6w/Zt2/f2LFjq1evrvg3W6ZMGVwaRfzBi3Whzp07b9u2LTg4uGnTphKJpEOHDidOnAgJCXF3d6cd2v9xcnKysrJ6/fr18+fPa9euTTsc2Llzp4eHB8MwGzZsmDRpEgAUFBQMHDjw3Llz5cuX9/f3L/5L6ejoNG3atGnTpl5eXlKp9OHDh6GhoaGhoVevXk1NTdXX1weAt2/f6ujokK9X0+0gSYTsZWpqqjpmUbJmzZpZs2ZNmjRp48aNHExXfM+ePevatWu1atUePHjAfjpRfMSrQUgiZC/v3LlDMRiElNHOxAzDMGS/RPv27cnlpk2bAGDQoEF0o/qiIUOGAMDGjRtpB8Ls3LmT3BysWrWKjBQUFPTu3RsAypcv/+jRI5XMkpGR8fjx4+TkZACoUKFC5c/Kli2rjjtCboplRo4cCQB9+vQhl0+ePJFIJDo6Oqr6Q1MVcmc/btw4cnn9+nWRSGRkZKS+xRIslkHCxItllk6dOkkkkps3b2ZlZYHCY0LFh1I8wZPdhLt37x4zZoxcLl+5ciU5caKwsHDgwIEnT560sLA4d+5c/fr1VTKRmZkZu9n85s2bbz7btWuXSl6fCh8fHzMzsxMnTpBH0Q4ODuPGjZPJZNOmTaMd2n/I1hEzM7NFixYBgFwunzp1KsMwc+bMqVKlCu3oENIqvEiE5ubmzZo1KygouHLlCgDY2dnVqFEjLS0tIiKCdmjKXF1dRSLRpUuX8vPzacVw+PBhd3d3uVy+YsWK2bNnA4BMJhs+fPiJEyfMzc1DQkKaNGlCKzaNYG1tTf7cSGcZAFi6dGnZsmUvXboUFBREOzoAgMLCwunTpwPAokWLyA5CPz+/e/fu2draknGEkArxIhFCkTstcnnhwgWaMX1JpUqVHB0ds7Ozw8LCqAQQEBDw66+/ymSyZcuWzZkzBwBkMpmbm9uhQ4c0PQs2b95c6Z7sl19+6devnzrmmjFjRq1ataKiosj+PAsLC9JfZvr06RQ/4rD+/PPPZ8+e2dnZTZgwAQAyMzPJfeHatWsVS5k0Rb9+/X755RfFkWnTpjVv3pxWPAgpo702+68bN24AQJ06dcjlsWPHAKBt27Z0o2LJZDL21+Qj+bx587gPIyAggOx7W7p0KRmRSqVDhw4FgDJlyty5c0dN85JnhOquGuUY+RmzsLD4+PEjwzCFhYVkPZl95krL+/fvzc3NQaGtBDmn3tnZWd2dgPD0CSRMfEmEUqnUwsKCfbfNyMjQ1dWVSCQZGRm0Q2P8/Pzat2/Pdn07d+4cADRr1ozjMAIDA0kWXLJkCRmRSqW//voryYK3b99W6+wFBQWKl3K5XFN6snwDWXiYPHkyuSTHGpuamtI9zdHDwwMAOnfuTC5jYmL09PTEYnF4eLi6p8ZEiISJL4mQYRiyCLZ9+3Zy6ezsDAAnT56kG9XWrVtFIpFIJDp+/DgZSU1NlUgkhoaGHTt25Kxj59GjR0m/0EWLFpERqVTq5uYGAGZmZmFhYeoOQCuRelGJRMLWi5KGf6NHj6YV0oMHD3R0dCQSSWRkJBnp3r07AJB9MuqGiRAJE48SITl9acCAAeSSPBSZNGkSxZD8/f3JdnV2v0ReXh55Y9LT02OXlytWrDhs2LCdO3eqqa792LFjJAv+/vvvZIRUxwCAsbHxP//8o45JBYI8hGMP5o2NjdXX1xeLxepbZ/629u3bA4Cnpye5JHWtZmZmeDAvQurDo0T48uVL8sxGKpUyDHPz5k0AqF27Nq14im7Uy8/PJ3cM5cuXv3z5MunYaWtrq/jMtUaNGh4eHrt3705MTFRJGGfPniX72WfOnElG5HI56almbGx85coVlcwiWCkpKWXLllVce/j9998BoGXLltwfzREQEAAAlpaWpM1NYWEhaei6du1abgLARIiEiUeJkGEYOzs7ALh16xbDMFKp1NLSEgCoHIzw999/kyy4cuVKMsJuVy9XrpzSzmu2Yyd5zKmUFAMCAtLT00sWBpsFp0+fTkbkcjlpq21kZHT58uVSfIvoXxs2bACAmjVrkmZmmZmZFStWBIADBw5wGUZubm61atUAgJyixTAM6a9tZ2en2GVNrTARImHiVyIk61SLFy8ml6Tkmn1f4MyhQ4dIL7EVK1aQEalUOmjQIAAwNzf/Rs2CVCoNDw/38fFxcXExMDBgM6KOjk6TJk28vLxCQkKK/6Z27tw58iLsQplcLidttY2MjC5dulTKbxMRbL3o6tWryciOHTsAwMbG5tOnT5yFsWTJEgBwdHQkVUhFa0c5gIkQCRO/EuGJEycAoHXr1uSS7PH65ZdfuIzh8OHDpDhz2bJlZEQqlQ4ePJhkQdIZvDgKCwvZpKh4Lq6RkRF7IpLirgwlFy5cIFmQnEvOMIxcLicfFIyMjC5evFjKbxMpUqoXlclkzZo1AwBvb29uAnjz5o2xsTEAsHf5ZPXbxcWFmwAITIRImPiVCDMzM8muCbKWSA4SMjc356xSX00b9b52Lm65cuV69uxJkqLi1wcHB5MsSLpqMQwjl8tJW21DQ8PQ0NBSfIvoy3r16gUAbEvMmzdvikQiQ0PDV69ecTA72QbTv39/clm0dpQbmAiRMPErETIM06ZNGwBg9yqQQx5u3rzJwdRf3Kg3bNgwUOlGveTkZFJlQx4IsSpUqECOCTxw4IChoSEAjB07ltRryOXyyZMnA4C+vv7p06dVEgZSUrRelCwDDB48WN1T37p1SyQSGRgYsC0LlGpHOYOJEAkT7xIheVLy22+/kUtyG8RunlOfL27UI5/T1bdRj1TZuLm5VapUic2IpqamADBhwgS2atHLywsA9PT0Tp06pY4wEKFUL5qQkECWK9W6QUUul5NmY/PnzycjSrWjXMJEiISJd4mQ9PCsXr06uTx58iQAODs7q3VS6hv1ZDLZ/fv316xZ065dO319/bJly7JZkJQO6uvrnz17Vt1hCBxbL3rw4EEy4u3tDQBOTk5kS486kHM8KleuTFoXFa0d5RImQiRMvEuEUqmU7OsiB4iTp4Y6OjqpqalqmvHMmTNFN+qRNlfcb9STyWTly5cHgOfPn5OR1NTUVq1aUe+wIxBK9aI5OTlVq1YFgB07dqhjuqysLLIYsHfvXjKydOlSxdpRjmEiRMLEu0TIMMzAgQMBYPPmzeRy0qRJixcvVtMyEbtRb8aMGWSE+kY98mjqr7/+Yke+UVyKVKtovejBgwcBwMrKqsSbQb+BnB/SokULsgDw5s0bExMTAAgODlb5XMWBiRAJEx8ToZ+fHwD07dtX3RPxc6Oev78/APTu3ZvK7OjGjRtK9aJt27ZVXDZXlRcvXhgYGIhEIvYJtFLtKPcwESJh4mMiTEhIICUqSiceqBZvN+q9efOGlMyo9dtH36BULxoRESEWi/X09J49e6bCWfr27QsAI0aMIJdFa0e5h4kQCRMfEyHDMLVq1QKA5cuXq2lF9Isb9SZOnMiTjXoODg4AcPXqVbphCFbRelF3d3cA6NWrl6qmuHjxIgCYmJiQnrRFa0epwESIhIkvJ9Qrio+PT01NrVKlyrx588qXL+/o6Dhu3LjAwMDMzEyVvH5ISEjv3r3z8vI8PDzWr18PAAzDTJ06ddOmTfr6+keOHOnUqZNKJioxck4eOXkAcc/GxmbmzJkAMG3aNLlcDgDLly+vUaNGt27dGIZRyRQVK1Z0cXGZM2cOKZbZs2fPnTt3KleuTLbKIIQ4RTsTK3v58iWp06tVq1bbtm1JJQuhr6/frl27JUuW3Lhxo8Q1dVevXiUf9tnt6gzDzJo1CwD09PR4sl39zJkzANC8eXPagQhX0XpRdeygIK/J1o7u2bNH5VP8ELwjRMLEr0QYHx9fo0YNAGjZsmVmZibDMDk5OSEhId7e3kodO42NjYvTsVNJbm5u5cqVAWDcuHFsFpw9ezbJgkFBQer6xn5Qdna2vr6+jo7Ox48facciXAcOHAC11YsqUqodpQgTIRImHiXChISEmjVrkneEjIyMol/wtY6d5cuXJ83JinNg071792bMmMG+45D3ID09Pb5t1CPLs/iWRJea6kUVFa0dpQgTIRImEaOiZx6l9ObNmw4dOsTGxjZu3Dg0NFTpYL+ikpOTr169GhoaeuHChdevX7PjFStWbN26tYuLS/fu3W1sbL79IvPnz1++fLmurm5gYCA5a5A/Vq1aNXv27DFjxpDNJIiKe/fuNW/eXCwWu7q6kgawKnf37t34+Hg3N7c9e/ao4/V/SH5+fmFhoYGBAWm6i5BQ0M7EDMMw7969q1u3LgA4OTmVoEyUPReXtKRhsefipqWlFf1d8+fPBwBdXV22wTevREREAICNjQ3tQARNJpNVqlTpu5+oSsnIyCgwMJDit/n8+XMrKyvFwxcPHjzYtm1biiEhxCX6d4TJyckdO3aMiopq1KjRxYsXyan0JSOXy6Ojo2/cuEHuFNkqUx0dnUaNGrm4uLi4uLRu3drAwGDhwoVLly7V0dHZt28f2TTGNwzDVKpU6d27d9HR0fb29rTDESg/Pz8PDw9ra+u1a9cq1m2p0LFjxw4ePOjo6PjgwQNa92HR0dEODg6ZmZmk4TsA7Nq1a82aNU+ePKESD0Jco5uHk5OTyZ65Ro0aqbYwJC8v7/Lly/Pnz2/VqpXi+4uRkRG5+5RIJHQ/hn8XOQFqw4YNtAMRqMzMzAoVKgDAoUOH1DdLXl6enZ0dKPQU5F5UVBQAkPI0YufOnQ4ODrTiQYhjNPcRvn//ntwLNmzYMDQ0VGlhs5T09fXbt2+/dOnSGzdupKens1U2ubm5cXFxpqamW7du7d+/vwpnVLnOnTsD7iakZ/Hixe/evWvVqhVpfqsm+vr6Pj4+ADB//vyUlBT1TfRdiYmJCZ+lpqZSjAQhrtHKwO/fv69Xrx4ANGjQ4MOHD5zN++7dOzLviRMnOJu0ZJKSkkQikbGxcV5eHu1YBIc9p/fu3bscTEc+9LB9jjhG7ggrVKhQ8TNzc3O8I0TCQeeO8OPHj506dYqMjLS3t79w4UK5cuU4m9ra2prUiIeEhHA2aclUqFChXr162dnZN2/epB2L4EybNi0/P3/06NFNmzblYLr169dLJJJNmzZFRkZyMN0XPX/+/O1n69atoxUGQtyjkAjT09O7du36+PHjOnXqXLp0iTyG4ZIGNTDr0qULaELO1jKhoaGnT582NTVdsmQJNzM6OjqOGTNGKpV6enpyMyNCiMV1IkxPT+/cufO9e/fq1Klz+fJlciA4x5o1a2ZpaRkTExMXF8f97D8EHxNyj81GCxcu5PLnc/ny5WXLliU5mLNJEULAcSJMT093dXUNDw+vXbv2pUuXqGRBANDR0enYsSNowp1W27ZtDQ0N79+///79e9qxCMVff/0VGRlZs2bNyZMnczmvpaUl2dtKVmW5nBohgeMuEWZkZHTp0uXu3bu1atW6fPky6TJMC7nT4n8iNDAwaNOmjVwuJ6f2IHVLTU1dtmwZAPj6+qpp4+A3TJo0qV69ei9evPjrr7+4nNfe3j4vL4/dRAgAI0aMePDgAZcxIEQRR4mQZME7d+7Y2dlRz4Lw+dnbxYsXpVIp3Ui+S1NytnYgexg6derUs2dP7meXSCTkXDCyc4OzeUUikVLWF4vFij3uEdJuXCTCzMzMrl273r59u2rVqiEhIeT8B7qqVq1au3bt9PT0u3fv0o7lO9jSHoZ2DyCt9+TJEz8/P4lE4uvrSysGFxeXHj16ZGVlLVy4kFYMCAkNF4lw3LhxYWFh1atXv3r1arVq1TiYsThIgrlw4QLtQL6jfv36FStWTExMxH5X6ubp6SmVSidOnEh2mtJCVmX9/f3Dw8MphoGQcKgyEb548WLSpEmKI6GhoWvXrl21alXHjh0vX75cpUoVFU5XSiQR8n/JUSQSubq6li9fXvGQDaRyR48eDQkJsbS0XLBgAd1I7OzsJk2aJJfLyf56usEgJASqbLp9/fr1Dh06FBYWsiNr1qw5efLktWvXVDWFCmVnZ5ctW1YqlX748OG7pz5RJJVKU1NTy5UrJxb/+6mloKBAJBLhIxwVKigocHR0jI2N3bx582+//UY7HMjKyqpdu/a7d+8OHz6s1gZvCCGgsqGeJ4yNjVu0aCGTyS5fvkw7lm9Zt27dwIED2SwIAIMHD6Z+16Jl1qxZExsb6+DgMHbsWNqxAACwe/lnzpyZk5NDOxyEtJxwEyFgQSYCAIDk5ORVq1bB5z5ntMP5l7u7e9OmTRMSEtasWUM7FoS0nIoToUwma6Zgw4YNqn191SKPCc+fP087EETTrFmzMjMz+/XrR34eeEIsFvv6+opEIh8fH3w8jJBaqfjzr1gs/vPPP9nLAwcO3L9/X7VTqFCTJk3Kly//6tWr2NhYciYcP2VkZCg+Z6V7WI+WuXfv3r59+/T09MhZSLzi7Ow8YMCAgICAuXPn7t+/n3Y4CGktFSdCkUjUokUL9vL69et8ToRisbhjx46HDx8ODg7mcyKMi4ubPXs2e/n06dOWLVtSjEdrMAwzdepUuVw+c+bMWrVq0Q7nC9asWXP69OmDBw+OHz++TZs2tMNBSDsJ+hkhaEhXaycnpxsK2rVrRzsiLbFv374bN25YW1t7eXnRjuXLbG1tZ8yYwTDMtGnT5HI57XAQ0k5CT4Sk19qlS5cUd30ggdi4cSMArFq1yszMjHYsX+Xl5WVjY3P//v3r16/TjgUh7aTKpVF7e/t9+/YpjvTs2dPJyUmFU6icjY2Ng4NDVFRUWFgYLj0JzeXLl3fu3Onm5kY7kG8xNjb29/c3Nzdv3rw57VgQ0k6qvCMsV67coEGDFEfs7e07deqkwinUgectZkxMTMqVK6c4Ymlpyec7GN7q379/UFAQe5mTk9OmTZtevXop7tHkJ1dX1z179vj5+SkOtm3bNiwsjFZICGkTvr8FcIDnjwknTJhw5MgRxZEdO3bMnTuXVjyaKzo6WrHgViaTPXjwIC8vj2JIxRcbG5uUlKQ48ujRo8zMTFrxIKRNMBFC+/bt9fX1w8PDU1NTaceCEEKIa5gIwcjIyNnZWSaT4eG3Wo9hGNlnGleEqRi8TCajHQ5C2gMTIQDvV0eRqri7u0s+Mzc3px3Oj1m0aJFEQUZGBu2IENISmAgBAPr167d27doZM2bQDgSp186dO5nPNO4B2+LFixkFZcqUoR0RQloCEyEkJiauXbt28uTJ9vb2ZOT69evLli2jGxVCCCFuYCKElJSU7du3S6VSdiQqKiowMJBiSAghhDiDiRAhhJCg8eX0NYTULTg4WPG5momJSVxcnI2NDcWQim/37t36+vqKI48ePSpfvjyteBDSJpgI/9W6dWuRSER+/fHjR6xE0D6VK1dWvBSJRNWrV6cVzI+ytrZWGqlSpQqVSBDSPpgI/+Xr68t+4j5x4sSZM2foxoMQQogbmAj/1bRpU0NDQ/LrBw8eUI0FIYQQd7BYBiGEkKBhIkQIISRouDQKVatWPXTokJ6eHjvi4uJStWpViiEhhBDijIhhGNoxIIQQQtTg0ihCCCFBw0SIEEJI0DARIoQQEjRMhAghhAQNEyFCCCFBw0SIEEJI0DARIoQQEjRMhAghhAQNEyFCCCFBw0SIEEJI0DARIoQQEjRMhAghhAQNEyFCCCFBw0SIEEJI0DARIoQQEjRMhAghhAQNEyFCCCFBw0SIEEJI0DARIoQQEjRMhAghhAQNEyFCCCFBw0SIEEJI0DARIoQQEjRMhAghhAQNEyFCCCFBw0SIEEJI0DARIoQQEjRMhAghhAQNEyFCCCFBw0SIEEJI0DARIoQQEjRMhAghhAQNEyFCCCFB+x/KhLR5Yk3q9QAAAABJRU5ErkJggg==\n" - }, - "metadata": {}, - "execution_count": 4 - } - ], - "source": [ - "from rdkit import Chem\n", - "from rdkit.Chem import AllChem\n", - "from rdkit.Chem import Draw\n", - "\n", - "# Extract the contents of the sdf file and visualise it\n", - "ligands_rdmol = [mol for mol in\n", - " Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)]\n", - "\n", - "for ligand in ligands_rdmol:\n", - " AllChem.Compute2DCoords(ligand)\n", - "\n", - "Chem.Draw.MolsToGridImage(ligands_rdmol)" - ] - }, - { - "cell_type": "markdown", - "id": "7bde6b8e", - "metadata": { - "id": "7bde6b8e" - }, - "source": [ - "Ultimately we will limit the RBFEs done in this notebook to the transformation\n", - "of benzene to phenol, as similarly done in the [AMBER free energy tutorial](https://ambermd.org/tutorials/advanced/tutorial9/index.html#home). Previous work has\n", - "shown that phenol does not bind to T4-Lysozyme L99A, so we expect that the RBFE\n", - "will capture the positive change in the free energy." - ] - }, - { - "cell_type": "markdown", - "id": "0870f84e", - "metadata": { - "id": "0870f84e" - }, - "source": [ - "### The plan\n", - "\n", - "Here is what we will achieve in this notebook and what software toolchains are\n", - "used along the way.\n", - "\n", - "| **Actions** | **Software** |\n", - "|:------------------------------:|:-----------------------------------------------------------:|\n", - "| Create OpenFE Molecules | OpenFE tk, RDKit |\n", - "| Create Radial Network | OpenFE tk, Lomap, Networkx |\n", - "| Visualise Network | 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": { - "id": "14ade1f0" - }, - "source": [ - "## 2. Creating a transformation network" - ] - }, - { - "cell_type": "markdown", - "id": "f734578f", - "metadata": { - "id": "f734578f" - }, - "source": [ - "### Creating OpenFE SmallMoleculeComponents\n", - "\n", - "In order to keep track of the various inputs being passed through the OpenFE\n", - "toolkit, OpenFE implements a set of Components which define the proteins,\n", - "small molecules and solvent components which a system may contain. Here we\n", - "use the [SmallMoleculeComponent](https://github.com/OpenFreeEnergy/gufe/blob/main/gufe/smallmoleculecomponent.py)\n", - "which takes in either [RDKit molecules](https://www.rdkit.org/docs/source/rdkit.Chem.rdmolfiles.html)\n", - "or [OpenFF molecules](https://open-forcefield-toolkit.readthedocs.io/en/0.9.2/api/generated/openff.toolkit.topology.Molecule.html).\n", - "\n", - "In the backend, OpenFE treats the RDKit molecules as the central representation\n", - "of the ligands, and uses the OpenFF toolkit to convert between objects from\n", - "various toolchains (for example OpenEye's OEMol).\n", - "\n", - "Here we demonstrate how to load the ligands from `inputs/ligands.sdf` into a\n", - "list of OpenFE SmallMoleculeComponents for further processing." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "4096ce97", - "metadata": { - "id": "4096ce97" - }, - "outputs": [], - "source": [ - "from openfe import SmallMoleculeComponent\n", - "\n", - "# Create and SDF supplier\n", - "# Extract the contents of the sdf file and visualise it\n", - "ligands_sdf = Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)\n", - "\n", - "# Now pass these to form a list of Molecules\n", - "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in ligands_sdf]" - ] - }, - { - "cell_type": "markdown", - "id": "3a8d5433", - "metadata": { - "id": "3a8d5433" - }, - "source": [ - "OpenFE SmallMoleculeComponents have some useful built in attributes and methods.\n", - "\n", - "For example the molecule's name (as defined by the SDF file) can be accessed" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "faacbebb", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "faacbebb", - "outputId": "bc0ad1d9-72ad-49d0-e322-61b2a87d5301" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "name: benzene\n" - ] - } - ], - "source": [ - "print(\"name: \", ligand_mols[0].name)" - ] - }, - { - "cell_type": "markdown", - "id": "55d258eb", - "metadata": { - "id": "55d258eb" - }, - "source": [ - "SmallMoleculeComponents also have a means of serialising through their `to_dict()` method." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d0fa4698", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "d0fa4698", - "outputId": "e4dd51f0-7a48-48b9-e722-26af397079fb" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "{'atoms': [(6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (6, 0, 0, True, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {}),\n", - " (1, 0, 0, False, 0, 0, {})],\n", - " 'bonds': [(0, 1, 12, 0, {}),\n", - " (0, 5, 12, 0, {}),\n", - " (0, 6, 1, 0, {}),\n", - " (1, 2, 12, 0, {}),\n", - " (1, 7, 1, 0, {}),\n", - " (2, 3, 12, 0, {}),\n", - " (2, 8, 1, 0, {}),\n", - " (3, 4, 12, 0, {}),\n", - " (3, 9, 1, 0, {}),\n", - " (4, 5, 12, 0, {}),\n", - " (4, 10, 1, 0, {}),\n", - " (5, 11, 1, 0, {})],\n", - " 'conformer': (\"\\x93NUMPY\\x01\\x00v\\x00{'descr': '" - ] - }, - "metadata": {} - } - ], - "source": [ - "edges = [edge for edge in network.edges]\n", - "edge = edges[0]\n", - "edge" - ] - }, - { - "cell_type": "markdown", - "id": "3098268e", - "metadata": { - "id": "3098268e" - }, - "source": [ - "This network contains a set of 6 edges centered around the benzene molecule\n", - "which define the various atom mappings between the the transformation pairs.\n" - ] - }, - { - "cell_type": "markdown", - "id": "c0154dad", - "metadata": { - "id": "c0154dad" - }, - "source": [ - "Edges along the network can be accessed to recover the invidual molecules\n", - "involved in that given alchemical tranformation, and the atom mapping between\n", - "the two ligands.\n", - "\n", - "**Note: as can be seen in the example below, transformations are defined within OpenFE as going from componentA to componentB**" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "ce9c2525", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ce9c2525", - "outputId": "191c98a6-d97e-4de0-9537-ccddf41b1e4c" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "molecule A smiles: c1ccccc1\n", - "molecule B smiles: O=Cc1ccccc1\n", - "map between molecule A and B: {0: 3, 1: 4, 2: 5, 3: 6, 4: 7, 5: 8, 6: 9, 7: 10, 8: 11, 9: 12, 11: 13}\n" - ] - } - ], - "source": [ - "transform_edges = [edge for edge in network.edges]\n", - "print(\"molecule A smiles: \", transform_edges[0].componentA.smiles)\n", - "print(\"molecule B smiles: \", transform_edges[0].componentB.smiles)\n", - "print(\"map between molecule A and B: \", transform_edges[0].componentA_to_componentB)" - ] - }, - { - "cell_type": "markdown", - "id": "ee0b19b7", - "metadata": { - "id": "ee0b19b7" - }, - "source": [ - "We can also visualise the atom mappings by invoking the individual OpenFE\n", - "AtomMapping objects directly.\n", - "\n", - "Here we show how to draw two mappings for benzene -> phenol and benzene -> anisole.\n", - "\n", - "Unique atoms between each mapping are shown in red, and atoms which are mapped\n", - "but undergo element changes are shown in blue. Bonds which either involve atoms that are unique or undergo element changes are highlighted in red." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "0c0aee78", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 317 - }, - "id": "0c0aee78", - "outputId": "6e2f6497-8d17-4054-e319-4886b3383533" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {} - } - ], - "source": [ - "# Get the edge with phenol\n", - "edge = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", - "edge" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "cdcfae45", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 317 - }, - "id": "cdcfae45", - "outputId": "c9037679-60ff-4085-80ec-acbe28a68077" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {} - } - ], - "source": [ - "# Get edge for anisole\n", - "edge = [edge for edge in network.edges if edge.componentB.name == \"anisole\"][0]\n", - "edge" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "66dd7d32", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 317 - }, - "id": "66dd7d32", - "outputId": "13a421f2-ce17-49c6-aac0-e3c157d59a91" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 14 - } - ], - "source": [ - "from IPython.display import Image\n", - "\n", - "# mappings can also be saved to file if required\n", - "edge = [edge for edge in network.edges if edge.componentB.name == \"anisole\"][0]\n", - "edge.draw_to_file('benzene-to-anisole.png')\n", - "\n", - "# load it back for visualisation\n", - "Image(\"benzene-to-anisole.png\")" - ] - }, - { - "cell_type": "markdown", - "id": "15e50ad6", - "metadata": { - "id": "15e50ad6" - }, - "source": [ - "### JNK1 ligand network\n", - "\n", - "This is a rather simple atom mapping case. To show off the ability of the atom\n", - "mapping, here is a network for the Schrodinger JNK1 dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "d8d1617d", - "metadata": { - "id": "d8d1617d" - }, - "outputs": [], - "source": [ - "# Load the jnk1 ligands\n", - "jnk1_sdf = Chem.SDMolSupplier('inputs/Jnk1_ligands.sdf', removeHs=False)\n", - "\n", - "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in jnk1_sdf]\n", - "\n", - "# Create a network - reference molecule is ligand 0\n", - "jnk1_network = generate_radial_network(ligands=ligand_mols[1:],\n", - " central_ligand=ligand_mols[0],\n", - " mappers=[LomapAtomMapper(threed=True),])" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "9d3c492d", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "9d3c492d", - "outputId": "1850c69f-0a40-4152-fb23-6b0d51fb9387" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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\n", 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ZmZmcnPz1118rbnQYGSKSkLP3JdYxOaTBIGCqQGU2iBqArV4vIn59zDJ+lSyuePmwlp/E4z/mCcVvN+xYDBiswbHQUrPUVLXSUddhMQGAwWD0VmOz3oZZ6bNZKgxgqKq2pd5v+9ojpIWcnJzo6OiYmJjo6OinT5+iCzQ2Nt62bdvr169v3Ljh7+/P5XJ/+umn27dvK3qwGIzSQZJkly5dSkpKnj17hkRqMJ84JOkb+M+aa0V1YgYAwJ3voSILJmwHtgYU/wPFjxhV2aSU8RuozrHSVrfQUh2ppabNYgIAS99QfZil+ujxakNG1Pr51t74mxQJQSIBAIaaOpPN6XzktNpQy48e4H9jRdgqTE1NTU1NHR0dAaC0tBS5T5FSjKqq6p49e9avX/9uAm90dLSuru7gwYMVMGIlIzExMS4uzt7e3tvbu2vXrtIlPjDKAIPBmDBhwrVr1yIjI7Eh/IQRFeY1xMc0xEc3JMUGqtpwO1oDvxpK04CUAABE7aY+SbLYI9VZY7TVRmmpDdNUVWcyQMr4qY8ez+7Wg/qw/g87deYtqr11RZCVzlTX0Bg3SXveQqamVluG+gkaQmkMDQ3t7Ozs7OwAwMvLCwBsbW1Pnz6NomwoioqK4uLiqqurf/vtN8UMVGkQi8VRUVEkSV6/fn3x4sWnTp1S9IgwCsDa2hoZwjVr1ih6LMpIRkZGjx49qqurc3NzraysWpjNSQr4Df8kSkqKWAZGasNHMtXfidUnJIJnT/kpCQ3JcQ0piURtNQBUiCWPeYIEiCGrbkJlNqD8PxYHJCLo1Bs6D4POwzX1TP/O3gYAbGNTdYvR6haj1SzGqBi8N9qF03eA/o8uH3v1TfCJG8ImOXLkyJgxY4YNG0adYbPZBQUFJEmSJIkzfGXK5cuXVVVVExISrKysJBKJooeDUQzW1tYAEBERoeiBKCPFxcV//PHHhg0bhEJhTk6OmpqapeWHnYo1vj6Vf+4FJuvNQ1Is0f1qU0eHtUASwpfZKNqzPuEhMn6lIkk8l59Qx0/g8rP5qJ5lKQCAiiroDwS9AZDhCwwmTHUHtjoA9FLnGe35U91iNEvPQJaX/l6UyBCqqqqiap/GxsabN29OTEyk3iovL+/UqVN1dbVQKFRVVVXcGD99VqxYAQDGxsYTJkzw8fFBKTEYZWPw4MH6+voFBQU5OTmmpqaKHo5y4enpaWdnJxAIzMzMLl68OHny5A9+pdLzQMH5U8FFFYv0tACABPCr5Fof3Wtw829JdRVRWwMAZSJJEpefxBMkc/np9UIq9kSdyTDT4Jhp6/gOWC8wGgpMNgBAcQpUPIOKTOg8XEuVNdscoiSsWXoGUVFR1dXVc+fOldnVN40SGcKVK1eiA4FAMGTIkFGjRlFvDRgw4Mcff2Sz2bgKjHywtbW9/bgsnjXh4j/1Pi+TPx/VZfGYLmwWXosrC2ib8ObNm5GRkQoxhFu2bNm/fz86vnz5ct++fS0sLAiC+OuvvyoqKhwdHa9fvw4AGzZskP/YZI25ufmjR48GDx5cWFhobGxcXFzco0ePZj4vzH5WffGvGi7vYlktMoQAcKWcO0hDVZidnczlx9Txk7j8F29WfgAA6kzGCE01Cy1VFPDCYTCAyRxgxN2twqxHJUkMB0PFMyhJhc7DzbprOth0D7l929DQMDk5+csvv5Thxb8HZXzu+/r6Ojo62tjYTJo0iTqJFosYOVDHF9v+kZTyqobHf5MjFJpW4XbjefjPo3voqX3gy5hPBWtra2QIV61aJf/evb29KUMYHR3NYDAsLCyYTKaNjc2RI0eMjIw2bNjg5ub2vq8/fPjw+vXrBw4cWL169ezZsxcuXCivgdPAokWLFixYwGAwCILg8XioMEgz1F7/mxQ1Ifv8ii/6OqeUeqnFYo7UUh2lpTZKS22wBofFYACTyTHprYYCXkaO/blDx25RBRvOpfMEEsLQHJ7egNI0APjGxqRvH4PrPF5ZWZlAINi+ffuRI0fkvEWljIZwzpw5KioqkZGRVVVVVHoiRm7YHUhOyCziR+yBSa7oDDf6WHbfGRN2EZn7rdXY7Uv/FiMj0DT03r17ih7I/9G1a9euXbtWVVWFh4fPmjXrfR8bN25cbGysRCIxNjYuKiqS5whpAbm+WCzWB60gAAjSH6FEhUKhZFtuOTr5UiDqqcbuqarSR42Doj0HqnNYDAAmi2NiioyfxqhxTJ3/a/+LCd0Xj+4y54+k+8JBwGBCRRaIBVHpJb7uTjNmzDA1NY2IiNDR0ZF/oIYyGsJOnTqNHz8+IiIiJCRk2bJlChlDcnIyVc4tOztbT09PV1e3uLj42rVrfD5/3Lhx6enpampqDg4OTX797NmznTp1srOze/DgQVxc3E8//STHsbeJ8PSKxJxqvkgMdVK1NOtLCZGgvE7oFZ67aWaLFPIw/3XMzc319PTy8/Nzc3ONjVtdjqeNiEQiSlgxMzNzwoQJACCRSC5dutSxY8fS0tLMzMyGhgbpDZR3EQqFa9eu9fDwkEgk0hUC2j9isTgmJgaFLAFAcnJy7969pY3ib7/9Zmlp+fr1a21t7X5iAvlDDdistUYd0Aee8UVMgHuDugMAMFmq/c3UhlqoDR+pMcqKqdOhma7VOazlVl3vZ1RAx15QmQ0VmTHZnTLf1ktSVGVKJZ19o4QKPz8/RQ1g5syZ1PGuXbsePnwIAJ07d16/fj2Xy5VIJE+fPq2vr3/f1xcsWFBRUSEQCB4/fvzfugN944p4/KaDRXkCyYXo13IeD0ZRMJnM8ePHg4JiR9ls9q23zJ49G51ksVirVq1au3atmZmZi4sLFVXwLikpKdra2rm5ubGxsZ9//vl/6x4EAB6PJ70Vt2vXroyMDOrl3bt3+/Tpw+PxBAJBVVWVyhALBkcVADgMMFVjo/9U0aKNydSYMKXXvZTuF/z1f3TRspndvBVEWA/UAwAwHAIAUJKaVcR7XcWn9wJbi5IaQqQvGhwcTFXTbg+QJHnmzJmFCxc+fPjQ1dU1Nze3+c/funWroaEhLi6Oz1fwz6jl5JTWvwknqy+H0J/e/Ff65iYsqmlH/xwYWYNWJJGRkQrpXeMtHxEiN2LECCcnpwEDBnz++ecjRoyQxfAUSFRU1MuXL58+fbp8+XI7O7t7DFUGq2lLweRwDH5yY77VuW4hfYw0euipgaE5AEBpKgA8yKxs86jbhDK6RgHAxMTE3Nw8NTU1MjJSIaUnhEIhUkMFgJcvX6KDp0+fVlRUpKSkLF269PLly7a2tu/7elxcnEAgcHR0VFFRiYqKkhYvbud066jGQCm1Gvowbd+bsw92of/ra3EUNTCM/JG/IURzTSQ7peTU1NQcO3YMHVOPIMSvv/5aU1NTXFz86NGjzMzMld+sY1oO5W/f7NaToD7zc/dO3bW19H/erdK1+0f0PqF/p0tFg4DBgPIskAgjn1YuHdu1LZfTRpTUEAKAnZ1damqqn5+fQgwhQRBVVVXoWCh8E5FlZmZmZmaGjqX1iN9F2rOKtjfkQ2lpaYcOHVRVVXNzc7t27cpms1vbwuejOt9IKq4TNfGWOoe1eExnGkaJ+Y8wdOhQXV3dnJycvLy8nj17yro7giC+/vrrU6dORUZGxsbGUud37tz5cQVN7927t3PnTiaTKRQKnZyc5BD3z+fz0ayXx+Opqam1xSXLYrH09d/UP0JlX6Xp0KFDhw4d+vfvP3HiRACAKTN7nTTSdv9FmJ3FYLNJkXjEkP76zrvURzS3h9oM1gM7XXqoBbq9oCoHyrMiMzt99IXQglIbwt9++83Pz+/YsWPyD1JSU1Nbt24dOo6Pb2mlZsVSU1MTHR0dFRXl6OhYXFzs7e0tXU+uhcwZbtDHSCONxxVxpLQBVTSAyVJnM9dPN6FxwJh2DovFGj9+fGBg4IMHD5DSguyQSCRr1qw5d+6chobGihUr+vTpQ73VqsJ1FCUlJWvXro2IiOjRo0ddXd3UqVP79esn01lpampqeno6mjSIRKIxY8a0RalVS0uLkvmlvFPNoGY+vPvFAKK2RlJdxdLVbRQO2lomvdkmNIeqHChNzXxtXlIjMOqgMDETJd0jBAALC4sePXoUFhYmJycreiwfSVlZ2YoVKyZOnGhlZfXzzz9TK0sZ0aFDh65du6qqqg4fPnz48OEtCbx+FyaDEeI8qm8Pfa15R9+cqn4Fev2gU9+V1t111JV3ZqacSHtH79275+PjExUVRXsvIpFo6dKl586d09TUDAgIoMUJFBISMmfOHJSKrq2tvW7duqtXr7a92WYwNzdnMBg6OjoJCQn19fX5+fky7a5JmDod2D1N2mgFAaBfF82uHf/dJiRJBW8TKq8hZDAYSMhHnrGjPB5vw4YNVVVVmzZtok7a2tr27t37I1pzdHScPn36gwcPoqKiKisr9+zZQ99Im6CsrAx5gbKysg4fPvzZZ599XDuGOpxHeyYccRzUvZMakASEb4NkL6jNj31eTe+AMe0fadHR7Ozs+vr6kpISersQCoWLFy++du2arq5uaGjolClTaGm2uLjY0NCQemlkZET7yBvx4sWLyZMnFxQU6OrqTp8+vS0zeHV1dWdnZ+rlypUrTUxMaBhia5g4oBMYDQYGA8oz0TahnAfwf5BKzJ07dwDA3NxcPt0JBIIZM2YAwNy5c9veWnl5ea9evaiXhYWF/fr1a3uzzZOYmPj69evCwsKkpKSsrKw2tvYgswLsg8B0KgDAsJXM5cFFVXxaxon5ryAWizt06AAABQUFv//+e2Zmpru7O43t83g8tP7r2LFjfHw8jS1funRpzZo11EtPT88ff/yRxvbfhcvl+vn5FRcX19TUBAYG1tfXt73NtLS06dOnL168uO1NtZbjYblgHwS6JgAANvsG//RA/mOgUGpDKBQKkX8vOztb1n1JJJIlS5YAgIGBASoX3EZSU1PHjh1LvSQIokOHDm1vVp6IJYTB16EwYQcAgP4AsA86dS9P/sN48eJFaWkpOq6rq0tNTUXH169fd3d3z8rKcnV1/eWXXwQCgfzHpgwgARcPD4+wsLBTp06hKl20wOVy0frPyMjoyZMndDWLqK2t7d27d3JyMkmSBQUFAwcOTE9Pp7cLOYD8qx06dBCLxXLuOqOgDuyDoN9cAIAhKxjLg0pqFHaLKa9rFADYbDZaovn7+8u0I5Ik161bd+XKFR0dnZCQkAEDBrS9zW7duhUWFpJvyzoXFhZ27Sqr+GOxWFxRUUG9LCsrIwiimc+3EBaTMWeYIXQZASqqUJEFDZV+ybJ1LjXJkSNHwsPD0XFmZiYl0zNlyhSUytnQ0MBms9PT0+U/NmkKCwudnJwIgrh06ZKLi0teXh467+PjQ6l8hYSElJeXA0B4eLj0P1m7hSCI6urqrl27fvvttxs3bnzx4gWfzxeJmooqbiXV1dXTpk27d+9ely5d7t27Z25u3vY2pdHW1g4ICHBzc5swYcKqVauOHj1KhXzTTkFBgVgsRsc1NTXV1bRtInTv3r137941NTWPHj2iq80WMqCrllEHVTAcDABQmkaSEJ2lMO+oUhtC+H+JmZqamrCwsLCwMMq60MX27du9vLzU1dUDAgLoSr/t2LHjkCFDzpw5AwASicTNze19emxt5+nTp4sXL6ZeTp8+nS59RTsLI1BRBaOhQJJQmBCaVl7HF9PSctshSdLR0fHZs2cbNmwQiUSym2e0kG7duqFHrb29/ahRo0pL3+gdb9myZf369ejYw8MjLy+Px+PNmTPH0NDQ0tJy69at0dHRtExcaEcsFjs4OMTGxlZUVKirq2dkZOzdu3fatGldunRZvnz5xYsXkVH/IM+ePQsLC3v8+DF1pqqqavr06bGxscbGxlFRUTIyUQMHDvTz8wsLC7t7965AIJg4ceK+ffs+/LXWY2dn9/r1G9Glc+fOUfl/tKAoWQMGA20TmgMwoPwpEGIFbhMquyGcPXs2h8OJiooqLy9XVVU1NTWlXQX4zz//3LNnD5vNvnr16pukHJo4d+5cZOtRSncAACAASURBVGTkxIkTJ06c2KVLly1btrTP510zzBiir8FhQfcxAAAFcQIREZbWomcfvURGRp47d+7cuXOBgYHUyaSkpCdPnkyZMiUiImL8+PEfF2QvC9LS0kpKSqhiqpqamiwWKyAggPpAaWnpxIkT2Wx2cnLy3r17J0yY0K1bt9WrV1+9epXGxUQbEQqFS5cuvXTpkpaW1u3btysrK0NDQ52dnc3MzCoqKi5durRixQojI6OW2HI9Pb2uXbuGhoailyUlJdbW1omJif369YuOjv64SLSWQJLk1KlTdXV1q6ur+Xx+VFTU3bt3ZdSX7FCgvo/1wE6g2gE69ASxEKpfHbv7as2pJ6W1so1+bxJlj1bv0KGDtbV1aGhocHCwo6OjpqYmilGmq/3z589v2rSJwWB4eXnNmTOHrmYRenp6Pj4+1MvVq1cHBgY+ffpUT0+P3o7gbRIhOubxeHQ1q85h2QzW968dDQwGFD8CUYNfUukCS3mn1RMEgVxPEsm/OqjTpk1DB8uXL5fzeJqksrJSJBKFh4enpqZqaWk9f/6cSiP7448/Zs2aRcVD9urV6+7duw0NDTExMQEBAX5+frm5uWfPnj179iyLxRo2bJitre3cuXNHjBgh/wxahEAgWLJkiZ+fn66u7u3bt8eMGdPQ0DB06FAbGxt3d/ecnJywsLCAgICwsLDk5GRkzvX19SdPnoxG3qhojJ6eXmBgIMpEzM/Pnzp16vPnzwcOHBgWFibTdTyDwRAKhcgETpw4kcFgxMbGCgQCWRT3jo6ORkGqz54969KlC40to8K8kZGR8pcOf+N6G/cjaHQCpgpBwvmowptJJQ9dx/XvoinPkSh1sAwC+Rk+++wzkiQPHTrU0NBAV8u3bt1CMoYHDx6kq81GpKSkzJw508nJiSRJFB137tw52nt58uSJsbHx1rcYGRkVFBTQ1fhfEflgHwT6AwAAJmzXcwoViQm6Gm8JGzZs+Pvvv9FxYmLirFmz5Nl72zExMSFJcvfu3du2bbO1tU1OTh4xYsSiRYu8vLyKiorQZ7Kzsw8fPmxjYyOtIWJkZOTg4ODr61tdXS3PAfN4PDTJ6NSpU0JCAjrp6+vLZDItLCycnZ1DQ0NFIhFJkvX19aGhoRs3bpQuT8FisSwsLFxcXJKSkgiCIEmSIAh0i7169Qqt/4YPH15WViaHa9m+fTsA/PDDDyRJDho0CACio6Np72XEiBGbN292dXV1dXWdNWvWr7/+Sm/7KHfin3/+obfZ5skrb9BcHQL2QTDUETqaQrdR0LEXTNzBXB5ksumenB8C2BCSBQUFDAZDVVXVy8srISEB3Vpt5969e0gMyc3NjZYGmwRpxuvp6YlEIg8PDwBYsGAB7b0gDyH1ctiwYTQawpIaAWtFMAxbBQDQayrYB0VkVNDVeEv4NAyhQCAYOnSoubm5dFo3i8WysrLavXt3SkoK+mFzuVx/f38nJ6fu3f+ViFRRUbGysnJ3d09KSpL1aOvq6tASpFEk54EDB6SLYxsaGjo4OPz9998VFW9+DJQtl15vUR8rLCzMzMxEF2VpaUl9S9YgX6ilpSVJkkgravfu3bT3MmLEiNzcXHR8+PBh2g3hF198AQCHDh2it9nm2eidznEIhkmu0HkYLPUD+yD47CJodYb5Ptqr71yNL5LnYLAhfLNuo9yJOjo6NjY2Li4uoaGhPB6v5Y14eXmVlJSglwkJCdra2gDw7bffymzgb+jfvz8AREREIIuuoaHR8mG3EJkaQpIkrVwfwtxTAAAcbVjmv/l8Bo2NN4Onp+fNmzeDgoKolInCwsLz58/Lp3e6QIaQJEm0SZacnJydne3l5WVrayttMwwMDBYtWuTt7V1VVUWSJEEQKSkpu3fvtrKyknaIOTg4yG6oVVVVY8aMAYCePXs+e/as0bto/efs7CwdVo3Wf87OzlFRUciW19TUXL9+/csvv5R2e3I4HB0dHQCwtraura2V3SU0gsfjcTgcFotVVVV15coVAJg+fTrtvcjaEKKYu/nz59PbbPP0/i4C7IOg72ywcgb7oDf/9Z8HY74H+6DVJ2lOd2keZTeE1Lpt1qxZCxcubLSjwGazR40a9d133/n6+jb/6F+9erWnpyeahz579gx585cvXy6RSGR9CT/++CMAbN68mSRJVOw3ICCA3i7y8vKk57nbtm2rrKyksf19AdlgHwQ63QEAprqbbLpHY+Pv4+LFi0wmU0VF5fnz53LoTnZcunSJOr5y5cqff/5J+Qx5PB5yLUpLWr/rWqyoqPD19XVycuratevhw4dlNM7S0tJhw4YBgImJyQczd1tiy0mpZaKKikqPHj169+5N+yzwg4wdOxYAgoKCSkpK0EyU9pRTNzc3ao0bGhpK+w2ek5ODPNVyeF5RGHwdCvZB0HM8TP71X0NovhxGrAH7oLl/JL548UIgENTW1mZnZ9fV1cl0MEptCJtctxUWFvr6+m7cuNHKyqqRKHuXLl1sbW3d3d2joqIa/dZ37NiRm5t75syZvLw8tJ9ha2uL9jlkDYphQcuCXbt2AYC04AVdeHp6bty48dGjR7S3TJLk82Ie2AeB2UIAgAF2YB+Umi/bSf3du3fRP+6+fftk2pGcqampQSVBKJtBTVma3yasqakhSVIikfD5MhH3KS4uRpl8/fv3z8/Pb/kXW2jLkUrUgAEDZDH45tm2bRsA/PTTTyRJorVsbGwsvV2cPXt2xYoVsth9pEB/3sePH8uui0YYfRP65q63/OZfQ2gyCSbuYK0Idvj95p07d9zc3NDEjpr6yIhWG8K8vDySJGtra6mRSSSS7OxsaiqRn58vkUhKS0tv3bpFuQrbIVlZWY3Wbbdv3961a1d4eDg1++ByuVFRUe7u7ra2tp06/V+hEE1NTSsrK2dnZ39///Ly8qioKE9PzxcvXqA7YezYsVwuVz4XIpFIOnfuDACpqakolcrQ0JD2mR1K/KB9KkoxYEskTN8PAKBpBPZBv92U4Srt4cOHmpqaALBt2zbZ9aIQCgsLv/rqK2mboaKiYm1t7e7uTj3jqqqqfH19V65cKZ0QoqqqamVltXDhwjt37tA+qtzcXBTgamZm9vr1649u5/Hjx+7u7hMnTpQupbtkyRKSJEUiEZrUIpUJeRISEgIAo0ePJknyq6++AoA9e/bQ2wUqu+bj40Nvs9KgLOSjR4/KrgsKgiC/v5AB9oFgHwRzT4FOd5jjCcsCYZIb6HSHpbc0V4XEPq8qKio6evTonTt3vLy8ZPGzlKZ1hjArK2vt2rUkSXp4eFy5cgWdrKmpAYATJ06gl4MHD66srLx06RK1ilq0aNHhw4eTkpLkue5uHqr+2dy5c6l1G1Wuk8VimZmZOTk5eXt7p6WloXclEsmTJ09OnDjh6OgoXcMFAJhM5qBBg1auXInOjxgxQs5heKtXrwaA3377jSTJXr16AcDDhw9pbF8oFGpoaDAYDNlF4m29nAnLAkGtIwDAbI+RO2Q1+X3y5AkKvl+5ciVdgVHtkBaGiaalpbm7u9vY2EiXluzVq5eTk5Ovry8t/qiXL1+ampqi+4Ku3w8V8tOtW7f9+/ejkyhqmnouyY26ujo2m62iolJbW4ueezNnzqSx/fr6enV1dSaTKdN1xenTpwHg888/l10XCIIgN3qng30QWDnDfG+wD4IZh6DneDAcBH1mwoLzal/ctv0jMTMz09nZOT8/Py4uLjo62tPTU6ajavWKEP3s8vLypA1h7969zc3Ni4uLybeGMCAgYPLkyWjeTaGrqztr1qxGqy75U1paitZt48aNk95RuH379saNG0eOHCk93wSAbt26LVq06NChQ/Hx8UKhEH24uLjY39/fxcXFxsaGinbr3r17ly5d0N9BniBlnJEjR5IkiepaODs709h+XFwcAAwcOJDGNhsR+7wK7IOg93QAgCEOjOVB+RW05bFQvHjxAq2eFyxYIH9xRYXQwjDRsrKyrVu3DhgwQPqe1dDQmDNnjoeHR05Ozsf1TkVyjhw5UhaRnARBUL7c3bt3A8C6deto7+WDjB49GgBCQkKQ/ouWlhaN2yJIKgGtOGXH8+fPAcDAwECms0OxhFjt9Rjsg2DkOgAG6HSHxTf+9YvaB2mtvjP5tzguX4yU/TMzM2tqaigHuOxonSGsrq7+7rvv8vPzw8LCKJH4mpoac3PzCxcurFixgnxrCNFbYrE4LS3Ny8vLwcGhkcpRk6suOVBTU4NEzoYMGfI+vzOPx4uKijp8+PCiRYuoIs4INpttYWGxceNGX19fSqmZz+fHxMSgfN4xY8bI7Voo6uvrNTU1GQxGfn4+Usbp27cvje0fPHgQAL788ksa22yEhCC6rAsD618AADr1Bfug42G59HZRUFCAlstTp06V0U5YO6fJ9Z+JiQla/6FgS4lEkpSU5O7ubmVlxWT+qzxlamrq5OTk7+/f8j9deno6Sv2eOHGiHCI5Y2JiAMDMzEzWHb0L0qdFnnbkBKbyI9sOyspwdXWlq8H3gWoryu5pLJYQDp6PwD4ILL8BYAAwYMRasA8auSPGZnf8iO3Rnx1KDkgpUYibptWGMCkpKT8/Py0tjZpLIkNIEMSkSZPu3bs3ePDggoKCvn37rlixwsPD49GjR9TU+/Xr1/7+/s7OzlZWVo3EF6TjUGT3kKqvr0d7XX369Gnhuo0giIyMjL/++mvVqlUDBgyQVuJgMBgDBgxYtWoVWhzX1taqqqqyWCz5ZPI2Yv78+QDg6ekpFouR8c7MzKSr8UWLFgHA6dOn6WqwSdaeegJLbwFbHYAB88/N3Evbo4QkyfLycjQVGz16tAK9Ee2EioqKv//+28HBwcDAgPo929nZNfpYaWmpr6+vg4ODtJKLhoaGjY3N4cOHqYD+JklOTka/w5kzZ9JSMOiDCIVCNB2Uv0smKCgIAFA1mLVr1wKtQVjIsUyjZX0f9vb2AODh4SGLxgUiyWeHksE+6E3GMDDA8muwD1rh+UgsUfwOBQ1Ro8gQkiSZlpZmYWExcODAW7duSRs5LS0tKq6Eco/weLyIiIjdu3fPmTOnURzK0qVL2z6qdxEKhUjkrFu3bi9fvvy4RmpqakJDQ5FHVENDAw144cKF6F3Zabt8kLNnzwLAjBkzyLf73nv37qWrceTdoqV6VDMEppSAfRB0tQQARreRll8era6uoaVlHo83btw4ABg8eLDcUq3/E0gkkvj4eBcXl5EjRx4/fvx9HxOLxUlJSS4uLhYWFtJzQVNT040bN4aGhjYKok5ISEA3ta2tLY1STR/ExsYGAK5evSq3HhG1tbUqKipom/DChQsAMGfOHFpaRjVPDAwM5BBg4eXlBQCyqE3IF0rm7U8C+yAYvAwAgMGEMd+BfdDXf6VK2sc+PZ2GkCTJH3/8EYVUpKWleXt7Ozk5mZmZNdIzNDU1dXBw8PLySktLoxSSMjIyTp8+jVZdshA4IAhi1apVAKCvr5+RQU++tlAojI+PP3z4cGBgIDojO22XD1JeXq6iosJms6uqqq5duwYA48aNo6Xlly9fAkDHjh1l7abnCyUGq25odOyi3VG/mV9La6HqIZuamrYlZBGDKCkp8fb2XrRoESqoi9DU1LS1tfXy8iooKIiMjEQBnIsXL6b21OXDr7/+CgDr16+XZ6cIpIF+9+5deiv87d+/HwAcHR3b3tQHyczMBABDQ0N673QuX2zzezzYB8KA+W+s4LgtYB/04yXZTqxbBQ2GsKGhgVIRq6ur++abby5fvpyYmEhtFxcVFVFxJSh7ncLIyMjW1hbJuMjUf7J582YA0NbWTkxMlF0vstN2aQkTJkwAgCtXrtTV1ampqTGZTEpqsi1cvHgRTe3b3lTzUOu23r17r1u3buzYsY3yOI2MjObPn79///6YmJgW+s/FYjHy6xoaGmZlZcn6Ev6LpKWlJScnc7nc69evt+qLAoEgLCzshx9+kBaCYTAY6B7/4osv5B+O9ODBAwCg5uWyo7i4GOnDicXi0NBQkiS3bNkCANu3bydJEumd0qJXN3XqVACgJABlDfJmf//993RlDFfzRONcH4J94JsCvEwVmLAD7IOc/6Zt44YW6E+oJwgC7ShoaGhYWVmhuBJq26yhoSEqKmrfvn12dnYojY9CVVV11KhRo0aN2rp1a6tSbj/IL7/8AgAcDkfWySjk24mhv7+/rDt6FzR5tLe3J0ly9uzZQNOuHqp19/vvv7e9qWaQXrdRqWBCoTApKQlFLTX6taioqKCoJW9v7/dtVhEEsWbNGjQ9T0lJken4/7tkZmbu37+/sLCwLeEYL1++9PLyWrRokbq6eufOnS0sLBSSKyUQCGSd54NISEj4448/SJI8ffr0999/T76N7Rw/fjz5Np3pwIEDbeylrq4OhR2Ul5e3fcwf5M8//2QwGNS2MdJxbYsmeyVXOPqXGFgWAKY2AAAqqkhEZteNdqflRL8hrKmpWblyZb9+/aQfWwwGw8zM7Msvvzxz5oz0VhMl42JhYSEdogb0JSCi4hIsFks+OwfIOSPTAEuKkpISHo/X0NCQlpYmkUhevHiBHvoCgQC5++fOndv2XoYPHw4AERERbW/qfby7bhMKhU5OTmfPnpUO+WntrwWJz2loaERFRclu8J8AKCeq7Q9ukiT9/f0BYNSoUSRJRkZGLlu2jMowlg9I0fvGjRuy7ujAgQM5OTm7d+/++eefGxoaqqurWSwWh8Ph8Xje3t4AMG/evJa3FhoampaWJhAIfHx8YmJi0MkbN25QxlXWoJLCDAZj9erV7+q4Tp06df/+/a3aVCqpEQzZ+gCW+YPJZAAAFTWYspuxPOjQ7Y9MxZEpMpRYk44rkdaVh/cIW1dXV588eXL69Ok9e/bU0tJq9PkZM2a4urqGhoa2Kg77woULTCaTwWDIOuKR4smTJ+iBLmu/EJfL3blzZ3JyckxMTGhoKLpAVAgmNDS0uLiYyWSqq6u3XODm5cuXX331FUmSBw4c8PX1Rb5HLpeLth5l5+wlCAIF2kmv21Dm4ru/Fsp/Xl1dHRwcvHPnzqlTpzb5a0GFfjgczu3bt2U08k+D4ODgFStWPH36dMWKFdQj+KN5N7tcztU8XF1dAWDTpk0y7SU2NtbR0TEjIyM0NPSrr75CayaUl3X+/PmtW7cCgK6ubssfAv/884+Pj8/x48fv3btH3WvovpBFOYtGuLu7Iyt47Ngx6iSlydBMss37KKriD/opEpb6QY+xAABsTZi+n7E86NjdV7K+lo9DTlqjIpGISihEta+kfVxUQiEVzPnBBMSWBFD4+/uj1HjkxJAbKNy57c+UD3Lv3r3k5GSSJHfu3PngwQOSJH/++Wd4GyyAknxv3rzZ8gbRmsDd3d3T0xPdjWFhYfA2VV9GoHWburo6ugREQUHBwYMHP//880Y1SNls9ujRo7/77rurV69SHtQmfy06OjocDkdumysYCplml3+Q+/fvA8DQoUPl1iMFCkSQLuUxb948Sse1eUpLS318fHbu3BkeHr5z5050EqlfybpM4M6dO9GwqXD3Cxcu7N27lyrJUldXhzQZpJeJampqqIpyenp6owZzy+v7bL4Pi29AlxEAABwtmHGItSL43AM6N7zoRTGi2zk5ORcuXPj222+HDh0q/bthMBhNesNRuE2TCYidO3emEhClA7VjYmKQRsaOHTvkeGUkSZLfffcdvBXhlSleXl7Xrl2LjIwMCwtDEkTx8fEA0L1795UrV+rq6gLAnDlzWq6FjwxhTU3N3bt3kVlCKt6ym1/v2bMHmbegoCDqZEJCwvHjxwMCAgIDA/ft23f//n1KBl16cgrvkUFHHlR0+TJSCcc0g7OzM8gsu/yD8Pl8FCkmn301aZDuBJrVoZpQCFVV1WnTph06dKiZcK0bN25s27YtJiZm//79Z8+eJUny0aNH6Bcuu2htgiDQw4rNZkvvHKF6GvCOJjsppckgLb9FiS00NDTklPJ6bboPi69D52EAAGq6MPsY2yFYzvUFW4viq0/U1taGhoa6ubnNmDGjJSuP+vr6Bw8e7NmzZ+7cuY1kX9TU1MaPH+/s7HzkyBEU2/3111/L4RIageak9Gq7NElSUlJqamp9fX16ejqViCKtpEWtoig1nGbkCktLS0+dOpWYmHjr1i0fHx/k1UFqvzLSbzx37hyDwWAymY3WbQRBSCSSXbt2EQSRk5Pj7e1NvYV+La6urjNmzJB+1qCVx9SpU3fu3InyqZFbSaZVkTFNEhwcDDLLLm8JSDTj1q1b8uw0MTERBQnOmTMHzcjbqOP6+++/g2wqySAIgvj2228BgMPhNPIbXb9+fdWqVUiMUNqWHzx4kLLlpaWl58+fX7ZsGVXJFQA0NTUnT5ulPe5r6NQXAECtI8zx5Djevpkob4mD1qJ4Q9hGsrOzvb29GwVQoMfrkiVLFBK6JgttlxZCEATyDaqrq9vZ2a1Zs+bdPM5+/fp98cUXJ0+eRCE2zbeG7u3WBvHy+fwLFy4IhcKCgoJTp041mb138+ZNNKl8twCeWCw+evRofn5+dXX1vn37msnIRv/6jdJVUdJIYGAgAIwYMaJVI8d8BNXV1du3b8/LywsKCjp27FhQUBDaV+ZyufRml7cQFCWOKnTKhwcPHqBpWZOpk+Xl5ajco7SfX11dHbkW36dTgbKhWpvT0kLEYjGqSq+hoSEdS5+enn78+PFr166RJBkcHLx3795mbPm7mnzUPchQUQUNA5j3l8bKkDtPFKC01VrahSHk8/khISEkSaanp1+9evWjXQGVlZWBgYHbt29Hj2+U31NUVOTl5SUfkScKVMiCkmOVG03GSaJVlIuLi62tLXIYUmhra1OiP+8qr6ampgJAz549WzuMysrKPXv21NXVOTs7v3jx4t0PhIWFIRd3k4EAISEhx48fj4qKOnHixMWLFz8oflhWVvbo0aPi4uIzZ85Q+yt8Ph+ldX+0ihCm5fj5+T179gz98X/55ZeRI0eCDLLLW0h4eLg850D3799H4Vr29vbN74a2XMe1urqazWaz2ezWpi4IhcKjR48+ffr07t27Xl5e0kWbpT+zcOFCtIALDw9vNEKSJF1dXcvLy728vKjKHlTp5iZtORVN+vr167/++gsVZFW3XKW5KiQ8Td4O6o+jXRjCly9f/vzzzyRJOjs7x8XFtSq+Q5qjR4/u3r07LS1Numi7QhL7rl+/TnmH5AbypbDZ7ODg4Pd9plUy6CgH4+MU706cOFFXV7d69epr16418nzGx8ejBwddCiDBwcEeHh6xsbFubm7S21Gff/45APz555+09IJpBmQId+zYQRCEi4uLjLLLW0h9fT1Kv5N1NVeSJAMDA5GAgJOTU6v8T2VlZc3ouCKNqsmTJ7d2PARBJCQk3Lt3jyTJiIiIuLi4Rh8QCARIl1hXV7fJYm1nzpxJT0///fffjx496uDg0OhdiUQSFxe3c+dOS0tLaVs+YMCA77//HgXOHD9+HABs5nwW91zmf3+6aBeGkCTJ/fv3o1uorKxMOoS3VTg7O1+/fv3w4cPyKdreDFwul0Ztl5Zw9uxZ5BC+fPlyy7+Vn59/+fLljRs3Wlpavlt8CsX3/vDDD60VyqqpqVm9erWfn5+Hh8cff/whbZzS0tKQCqWDgwONjutDhw6VlpZGRkZK9+Xj4wMANjY2dPWCaRKRSHTy5MmAgID09PQ///wzJydHFtnlrWL8+PHwto70vn37Tp482fKQsZbj6+uLfIbr1q37aD+WSCSKjIzcunXrkCFD4P+ZPHlyZGRka2Nuk5OTkSF8d2uWx+MhPeSOHTs2GcF0//59FxcXKguz+ULc79pyJDaZkZEBAJ07d27VsBVLuzCEubm5CxcufPjw4a5du3bt2vXR4s48Hi84ONjPz0+6aLvcEvsagQS+T506JYe+bty4wWKxGAxGW5KXmyw+hRJAmyw+9RHk5eWhUi/z5s2jMaR+9+7d586dq6ysPH36tHRcT0VFBdqsouqCYeRDG7PL28727dsBYMuWLXw+f8mSJQcOHGhV/vHTp0/LyspQrur7MnEvXbqE5o401v6kdFyZTCa1LSet49qSRg4dOrR///7Kykq0N0TB5XKnTJkCAEZGRkgfru2kpqZGRESIRKJjx445OTmhnCuCIIyMjADgPyRq2C4MIV2EhYVRW4zSRdvlltgnzcmTJ0EuEp3UfhuNKmgEQURHRzMYDBUVlf79+zdZfOqvv/7KyMho+US4pKSkf//+aJ5Lb0WCly9fZmdnc7ncnJycvLw86bcmTZoEAE3ulGBkCsouDw8Pz8vLk9s2IZX6dvfuXQAYOXKkRCLZuXOnv79/y1M4BAKBp6fnvXv3Hj9+nJ2dTe2TSXPy5EnkGKS3AjYiMTERAAwMDN7VcbWwsNi5c2dsbGxr/5hVVVUoKaJHjx7Pnj2ja6gxMTGHDx/OzMx88uTJli1bqPNIKMrLy4uujmTNJ2UIpZEu2i63xD5pkLaLqqoqmoq+fPkyKSmJdjH+uLg4tN+2YcMGeltGtbSmTJlCvqf4FIKSffH3929mY7+6uhpJtQ0dOlQOOzcUhw4dAoAlS5bIrUcMAmWX//LLLyRJIh+7rBPDL1y4oKKigqaDPB6Pw+EwmcyQkJDY2NjWplJQ3sVDhw69G17g4eHBYDAYDIaM/L1ubm4A8M0336CXlI4rCv5C6OnpLVq0yMvLqyUFVSoqKlD4krGxcZPBax8NQRCurq4CgSAlJeWHH36gziNhS6R7/J/gkzWE0kXb5ZbY14gxY8bAW9nD33//PSkpqVX+wJs3b8bHx+fl5Z04caLJohmpqanUfhvtWbeo6Pa7cgTSIkGo4DuFdLhNTs6/ioL19fUoFrxv375yLpqKakhpa2srZ0l6BYImUtbW1iRJokh9WZRXozhx4gRaoiHp8Nu3b3M4HLQ/0qlTJ2QzKCmiD3Lw4MHff//9/v37ly5darTdQKmRMSS2cgAAIABJREFUHTlyhP7LIEny7XPjXQPc0NAQGhrq7OwsHebGZDItLCycnZ2joqKa3HQvLi42NzcHgP79+9NbzEAsFq9YscLT0zM7O/vMmTMbN26k3kpLSwOALl260NidTPlkDSEp46LtLQHJpnzxxRckSfr6+rq5ub161Qqpvfz8/FOnTpWUlBAEgWbW0mRnZ6NQZjs7O1lIWKFwA2nBlyZ59erVxYsX169fP3z48EbhNj169Fi6dOmhQ4esra0BoHv37q26fLpATwE5FB7BSFNRUYE8IvX19WfOnAGA+fPny6ivY8eOoSXawYMHSZK8desW2iwYMWIEkrahbMaoUaNcXV0TEhKaD9SqqqpCfotGae/ICrJYrL/++ktG11JWVsZisVRVVZvPuM/Ozvby8rK1tZUubKevr79o0SJvb29qUzwvLw/9BQYOHNjyeUALIQiisrKysrJSJBLV19dLe2sJgkDlYuhdgMqOT9kQyrRoezNQG2AoekpPT08kEoWEhPz555+tKgZUXV2NYm1u3brVKNC5pKQE1fegfb8NIRAI1NXVGQxGq+q5c7ncqKgod3d3W1tbab0JPT29jh07yl9eALFjxw4AWLdunUJ6V2aGDh0KABERETk5OWhlJguBC2qJdvToUZIkr1y5gsJMvv32W+QmQTZj0aJF0uLslM1o4S+cIIgffvgBWUEfHx/ar4Li/Pnz1FOrJXC5XH9//6+//hpl7yFUVFQmTpz4008/oZPDhw+XdV2qd0HJS3KrdtBGPmVDKLui7c13OmjQICqVvk+fPgDg7OwcHR3d2szuwMDAHTt2hISE/Pzzz9JVkKj9tpEjR7YqFq7lPHz4EAAGDRr00S1IJBLkQUVb9FOnTiVJsqGhITAwEO2+yA0UetCtWzfZaTZimmTjxo3wVuUO6Uc/fvyY3i5cXFyQcTpz5gxJkhcvXmwmkrO+vh65FqUjUFgsFuValP6FvHjx4v79++i4qqoqLCxszJgxqqqqH53l3ELs7e2hKbmllkDVi6AqWqurq48cOVKeu/IUR48eRbs28u/6I/iUDSEpVbRdPol9dXV1o0aNAgBzc/P6+vqSkpLOnTujhAF4T/Gp1sLj8ZDTsm/fvs0Ih7YRVON37dq1bW+qoKCAwWBoaGhQkfTTpk1re7MthyAI9E/Q5D4rRnYgWQkUb4VcMmjRRgsEQVDVHs6fP0+SpJeXF9ombInALOValBbxNzQ0RMvEqqoqT09PDoeDLPc///wze/bsqqoqmVblJElSLBYjV0obAztramquXbuGloNoiiAWi5OSkmRXTO1dHj9+jPZH5NZjW/jEDaF00XZZJ/ZJ11h//fp1ZWUl2p3q06fP/PnzW1JOqCUgtRdjY2N6970bgdwa6BZqOxYWFgAQEBCgqMS+devWgSLqkCg5aJtQTU2toaHh9OnTAPD555/T0jJBEBs2bAAADoeDgtEabRO2nNra2hs3bqxdu1Zarb5Tp07Hjh1bunTp+PHjJRIJMoS0jLx5YmJi0AOEltZQjAIqMooyCOVZm5MgCBSZIR031275xA2hdNF2mSb2NaqxTq3b+vXrR63bqALrVlZWlO8C0WQ5IcTmzZuRXgNJksePH//nn3/27dsn60xVZLbp6kVa3Ec+iX2PHj06fvx4eHj4w4cP//zzTyRYZW5uLtNOMe8yePBgAIiKinr+/DkAGBgYtN1BLRaLV61aBQAaGhpIo5jaJmyjnB7lWlyyZImnp6e7u/vatWu9vLzkZgjRfrZ0+GVbiI2NBYABAwaQb4PAUW0suYHCFVFVqXbOJ24IyXeKtlOJfTRCEMSaNWvgbY11oVA4a9Ys5BbIzc1t8ivScSUoBYJCU1OTEsIuLy83MzMzMzNDKXpffvllMzqidJGdnQ0A+vr6dG2qISeJoaGhRCKRT2Ifmky4uLigVeD27duR2nh2drZM+8VQREZGvn79ev369QDw66+/kiTp5OTk4eHRRqkzFLKPbpOwsDBSapuQxgcuQRDIEJaXl/ft2zcsLEw+hhD5Tuhat4lEIpR6WFhYGBQUBHJXP0Y3+8qVK+XZ6cfx6RtC6aLt0ol9NCJd80EikSxZsgRNfluuFddkOSEA2L17t5mZ2YEDB9D45WMIUdwavZpYKOPw4cOHKLFPR0dHFtqPFARBnDx5Misri6qHgP5RZJrKhqHIzc397rvvIiMjr169CvTJvQoEggULFqAZZ0xMDEEQ33//PQCoqKigbUIaQYaQJMlTp05NmDBBDoawqKiIwWCoq6vTWCoHKYteuXKltraWqo1FV+MfJCUlBQB69eoltx4/mn/lwz9V7Ozs4G12KjpGojN0sWfPnj/++IPNZl+7dm38+PGbN2++cuWKjo5OSEiIdHBa85iamjo6Onp5eaWnpxcVFd28eXPLli3jxo1DwT5r1qyJj49PSkqicdjNgDwq48aNo7FN6i9vYmJibm5eW1sbERFBY/uNuHPnDo/HKykpmTlz5rFjx+zs7GTxT495H/v37x82bFh5ebm1tTWDwYiKigoICGhoaGhLm/X19fPmzbt582bHjh3v3r07duzYTZs2HTx4kMPh+Pr6omWiLFi9erVYLJZR49KgheDUqVORwC8toBTeyMhIbW3tYcOGiUQidHfLjvDwcH9/f4IgLl++3NDQ0LFjx5cvX+bm5sq0UxpQtCWWOVTR9pSUFOnEPloab1TzYdu2bQCgrq4eGRlJS/skSZqZmXG53Li4uLFjx65atUoOK0KU/vXgwQMa25QW91FIYl91dTWHw2GxWPJPqFJC/vnnn4sXL/r5+R0/fpzFYiG/tJqaWqPyda0CldtFgtHS24QykkpISUmhahg9ffrU19dXFr1Ig4IMPDw8aGwT1eFBeVCoNpZMQ8YkEklWVtb+/ftzcnJKSkq2b98+d+5cAJBp5iUtfPqGkCTJr776CgBcXFxIkkS6z7SEQTeq+YDyZthsNhXbQgvIEJIk6eTkZGRkJGtDWFtby2Kx2Gw2vZHW0uI+ck7so3xBNjY2/4l78pNh3759KJJz5syZjcrX9e/ff/PmzaGhoS2XvuPz+V988UVmZqZYLEbJGNQ2oUxxd3fv27cvisqRHSKRSBbb2AKBAClNlpSUSNfGkh319fVubm4EQeTl5Xl4eKC4/S+//FKmnbYdpTCEwcHBADBs2DDy7X4eqtnbFkJDQ6VrPvj4+KB7nq6UAwrKEFZUVBgYGMjaECLZ/tGjR9PeMiXuI8/Evh07dgwaNAglqKCZyuDBg+/cuVNTUyPrrpWcdyM5my9F+76wskZIbxM2WVeWduQTb4l2CszMzGhveerUqQBw7do16dpYtPeCqK+vX7Jkyfnz5x8/frxkyZLr16+jWW/v3r1l1CNdKIUh5PP5KHoqJycnNjZ2wYIFrVWjb0Sjmg9+fn5Iz6K1OUwtoaamBq2cBALBrVu3aNxIbxJXV1daJgrvIi3uI5/EPhS0pqKigmYPa9eupfT7kT64g4ODl5dXWloaFp2hl507d8L7IzlRcreLi4uFhYV0aJipqenGjRtDQ0OlA6mSk5OpKMqCgoKgoKAxY8bo6+snJyfL51pQvKWsRamcnZ0BQLqSEV2g5CX0pEKKVOHh4bT38j7EYjFa6Taqj9be+MQN4cWLF11cXAoLCxcuXAg0CVtQNR8cHR0Jgrh37x7SvUWy97LD0tISAGStT4bCzK5evUp7y3V1dZS4z507d0DGiX3nz59nMpkMBgPpI6PHAYfDWbhw4ZgxYxrlcXbu3HnBggUHDhx4+PChTMNZP3kIgkBVz9hsdkt+RVQpWvS4RFClaPPz893c3DQ0NFAAdmho6BdffFFVVZWeni77S3lDTU0N2iyQabwlEt+QhYl68OABda9J18aSG7NnzwaAixcvyrPT1vKJG8Ly8vIvv/yyuroapQRYWlq2vQyQj48Pi8VasGCBWCxOSEhAiww5hH6gOeOmTZtk14VEIunQoQMAtLAWdmtBt8Tp06eFQqFME/v8/f3RGh1VVfX09EQLFCrkQSgUJiUlHT58eNGiRUgmn0JFRcXCwmLjxo2+vr6NROwuX75MleMoKSmRxfz9Pw1BEN9++y2acLRWk1MoFIaHh2/ZskW6xpCpqambm9uaNWsmT55MEAQyhLIZe3OgOWijgu80Ul9fP2rUKKT7QXvjfD4fCeiXlZVJ18aSKUlJSd9++y3SWN+7dy8AODk5ybrTtvCJG0KUSYoqc2ppaaGlW5cuXRYtWnT48OGkpKSPk8MPDw/n8/nPnj0zMjICgOXLl8tCVr8RSAjb2NhYdl1wudyff/558eLFMmof6cPNnTuXJEnZJfbdv38f/UOjme/FixfR0rAZdb2srKxz586tXbt20KBB0jEdANC3b19HR8cTJ06kpaW5urpSO145OTmo7DMGIRaLUd3Btkdyvnr1ytPT09bW9scff3Rzczt9+rSDg4O3t7eiDCGqO0G7J58gCOkyZ/fv3y8tLaW3C8TkyZMB4MaNG9K1sWTREeLhw4domosiYG/cuAEA2tralI6r7Lr+aD5xQxgaGnr+/PnY2Fi0pWdqaipdigVtuc+cOdPNzS00NLRVijNisRilCdra2tJed75JJBIJKjRKu4Q/SZJ79uyh5MgjIyOvX79OexckSSJxH3V1dS6Xe+nSJQCYNGkSvV08evQI3YSowPfdu3eRF3Tfvn0tbKG2tpYS/ZH21w0fPhwbwvchFArR7oOmpia9/j1kCIuKivr163ft2jWFGEJ/f38AmDBhAr3NCgSCbt26US+XLFkio907tPGPnElUbSxZdESSJMpZBIDFixcLhcKnT59269ZN+pHLZrMnT568b9++1NRUGY3hI/jEDSFJkllZWcj3tWLFColEIhaLqQLr0k4YeCeAolE72dnZR44cQVEVfD7/9OnTsbGx8+fPl3X0ijRIyG3Xrl20tzx+/HhKB+fkyZOyi5GjxH1kkdhHrdGXLVsmkUhiY2M1NTWhDSF/IpEoOTn56NGjy/7X3p0HRFVvDwA/d/Zh3xdZRBQRBBEGAQUBAddQLLWfaWVmWWbP0izbtZ71TM3UNCUtlzQ1V0BEkX1R9lXAhVV2GIZt9uXe3x9X5/HclWEGmO/nr2G43HvGmjlzv8s5r722adOmTZs2OTo6+vv7+/v7e3t7KxOhWCwuLCyUy+U9PT2lpaXatvRGIpGQVSWNjIxUvpKTTIQEQfz6668cDkcjiXCA1luqLRGSu3jJZfN9e2OpXFxcHFkNYMmSJTKZrLy8fMSIEQAQGBhYUlLyQIsoALC0tHzjjTf++ecfja/iHuaJ8O7du2QjtLlz5z5yE31TU1N0dPSGDRv8/f37NmQBACsrK2UhbJFIdOnSJQaDQb4nu7q6BmKh81ORO4E4HI7Kz6y2REhWxCc/zlS7sa++vp7sOzN9+nSxWFxSUkIu01+2bJmqMtPj7gizsrIyMzN37979+eefnz17doC2eA9OAoGAXGBlbGycnZ2t8vMrE6FCofDx8dFIIiTur7dU7VI1iURiaGj4030eHh4DlAhFIhG5To3L5fbtjaVaFy9eJKckVq5cqVAo8vPzya3Ds2bN6nu3QHYSXrlyZd87RRqN5u/vv2XLlry8PJUH9iyGcyJsa2sjRy+nTJnyLF/lhEJhamrqjz/++ECDdXLa48yZM0uWLHF1dW1ra9NUIiT3gWAYpvK1yAEBAT4+PsHBwcHBwc7OzgOXCPsW9/n1119BRa152tvbXVxcAMDPz4/P51dWVpLDyPPnz5fL5f0/P+kJQ6Pff//9lStXNm3atGrVKnWuadQsPp9P9vchC74MxCXKysqUfXwqKytzcnIG4ipPRS6FJYtyqIpEIjE1NY26b+rUqQO3sSEwMBAAoqKiuFwuOT3x7KUMnsWpU6fodDoAfPDBBziO5+TkkEvrX3rpJZFI9Li/unHjxpYtW8LCwsi/JY0aNWrlypX//PNPb28vediyZcuUixxPnjyp8r3axDBOhN3d3V5eXgAwYcKEF5ueJQthr1mzhsPhuLq6Xrp06f333z906NCyZcs0lQgJgnjllVcAYM+ePao9bUBAwI0bN2QymUwm279//4BuHx47diwApKamkj179fT0RCKRVCr9559/RCLRqVOn9u3b91zzoN3d3eS6Pnd3dx6P19jYSNb4Dg0NVe27/XGJMD09PTExcdeuXevWrYuJiRnkK8VVpbOzc/LkyQBgbW097HP/+fPnQdXrLdU2NErc39m5bt06ok9vLFWd/Pjx4+Qi7Q0bNhAPTRM+yxna29uPHz++dOlS8iZSefsxZ86c6OhoLy8vZb2FnTt3ks1MVGt4JkKhUEh+AxozZkz/90sQBCEWi8lEiON4QEBAbGysphLhADV5V9vQKHG/5iH5nnzzzTd/+OGH7u7uzs7Obdu2cblcgiDOnDlTWVn5jGeTSCTTp08HgNGjRzc3N3d2dpLLAXx8fJTfKFVFLBYrF7jjOK7cWCaRSG7evKlQKPh8/kC3ihw8yNmmUaNGDYnOq/2kXG/5hPub56XORJiQkAAAXl5eBEGQW1w2b96skjNHRkaSC63JLPjANOHznk2hUOTl5W3ZssXf35887Y4dO1AifBFSqZRsRm9jY1NTU6Oq05KJkCCI4uJid3d3TSVCZZN31a5CVmciTE9Ph0dVXTp06BCZCH/++ednPJVcLl+wYAEAjBgxorq6WiAQ+Pv7A4Cbm1tHR4eK49YmcXFxO3fufOBz+caNGzt37ty1axdZNVsgECxfvry+vl5tUb333nsavNueMGECOZKhqhMqFIq+lXeuXLnS//27vb29a9euLSsrO3DgwOHDh8lmAARBCIVCJpNJpVI7OzvJ3livv/56P69FEMTevXvJ0pLke/aBacJ+nrylpeXQoUN1dXVeXl7e3t7kIrVRo0ahRPh0OI6TZenNzMxerMj94ygTIUEQH3/8saYSIUEQZGuVEydOqPCcTU1NykGMnp4eHo+nwpM/QKFQkGs7T548qbxob28vOTGQm5t7/fr1ZzkPjuMrVqwgFysWFRVJJJJZs2YBgL29/SCv5zT4yeXyTz75pKioSPnMmTNnfHx8Tp06dfLkSU9Pz6ioKPVH9f333//888+aWpQ7oOstVSg+Pr6kpGT//v1r167t2+OX/I4YExPT29urkq8vynKyu3btIh6aJuz/+ZUed0fY2dkZHh4ul8t//fXXzz77rD89hYZbIiRrCOnr66u8oDOXy1XeM/X29qqn4O8j7dixAwAWL16sqQD6SSAQ2NvbOzg4kNMA/v7+ZBmX591HQW5z1tHRycjIkMvlr776KgBYWFjcvHlzgCLXHrW1tY2NjX1bAo0ZM6a2tpZ8fOvWLRcXFzWHJJVK6+vrN2/e/Fz7fVWIXG85+N93ZCL85ptvxGKxsu7j4bT6qQtWAcAnn3yikquQWZBKpZIlDB+YJlStxyXCn376STnAu2XLlv7sZBtWiZDsWMZgMIb3+nWyybsKCzLV1dVJpVKFQlFdXT3QX7fFYjG5a8LExIRsiaWEYZiLi8vbb7/9xx9/lJeXPzmSzs7OMWPGMJnM+Ph4HMffffdd8t+koKBgQOPXEqWlpYcPH1ZOsvb09Nja2vY9wMLCQoWzZc8Cx/Hz589r8AtoaWnpnTt3yMc8Hq8/iw9wHP/999/Xr19fUVERGRmpklFK5ZkjIyNPnTpVVVX1559/klUyIhPrKEsvAWcllUZnsVjKOq4vfIl169aRWZDc+/TANKHKTZkyRRntnj17tmzZQhBEc3PzJ598snDhwvLy8suXL/ezT9bwSYR79+4l/9sMRMHoh/X09JDNfTSCXPcVHx/f/1PV1dXFxcVt2LAhKysrKSnp2SuwvAC5XE52H1Xet3V3d1+9enXjxo1hYWE6Ojp986KBgUFYWNjGjRujo6O7uroePltLSws58kM2ymGz2aptJowoCYVCa2vrvs+YmZmpp6DS4OHv769cCRUZGfnVV1/152x1dXXLly9XKBRtbW0D2iNzb3wttjQWQv8DNNYD3zu9vLy++uqrzMzMZ99ihOM4OUTMYDDI+lMPTBOqWVpaWm9v7+bNmyMjI/uzbGKYJMJjx46R9STJvbdqsG3btgHNGU927ty58+fPq6rOxZUrV/7zn/8QBPHrr78OUHE1giCeet8mk8mURX/IgVMlGo3m6uq6cuXKI0eOPLBGkRyiodPpfcs2Iio3ceJEZU2s3NzcgehYOcipMBEqFIra2to9e/Y0Njbu2bNn4KpT/XChEpbEwrTvgcoAAHCYhr1y9MONuxctWmRgYKB8f5mYmCxatCgyMvKpX+7JBmpsNptsbfbANOHQNUwSIXmfobavJJcvX75+/bpGvgGRfHx8lANTW7du7c83yurq6tzc3A0bNuTm5hYWFpJ9hgfC89631dbWHj9+/MMPP/T09KRSqX3zor29/WuvvbZ79+7vvvsOwzAKhaLapUPIw1JSUtzd3Xfs2LF9+3Y3N7fMzExNR6Ru/v7++/btIze/r169up93hHFxcWQu6bsiSbW2RFfCklgI2ngvC46ZDa9dDPjuWrdQRhCETCZLT0/fsGEDh8NRvrMoFAqHw9mwYUN6evojl30mJCSYmpqSjTiU04QHDx4kJ27JjcgD9HIGFEYQBAxuhYWFPB6P7LOsxOVyi4qKDA0NJ0yYwGQy5XJ5dHQ0udlcDRISEqqrqzMyMo4ePaqeKz5g5MiRFRUV5FjiN998Y2Nj8/7777/YqQiCyM/PHz16NJvNLi4u9vT0fKBXn0ps2bLliy++oNPpFy5cIJsxPReBQFBYWJiZmZmRkXH9+vWOjg7yeSMj466uzokLv9jzw6f+Y42ffBKkn1pbW9PT0zEMCwwMNDc313Q46hYQEODv70/u+M7Ozh43btzmzZs1HdSjEQSs/7tix6UaqEuD6z8DLgeXV8Dz7SAX04vrJ+mxqA8cX11dnZCQkJCQEBcXx+fzySfNzMymTZsWHh4+d+5cslohic/n6+rqrl+/fseOHWTvZSqVeuvWrfnz5//zzz8RERFkPeEhRtOZ+ClwHM/Ozv7ll1/63rOfPXt24sSJ33zzzQcffMDhcAaoed5TqWSr/ouxt7fv6uqSSCQSieTLL7/ct2+fpiJ5FocPH1bhfZtCoSgtLX13w1Yz12DAMKCz4bXodcdUuVUGeYLVq1dbWlqqdm/SkKDaOcKBg+PEv46UwZJYmLIeMCoAgOtCWBI7+6ccoeQpc4FCofDq1asbNmwgi1OSqFQqh8PZuHFjXl4ejuMPTxMSBPHHH3+Q9wbPuPdpsBnsiZAgCIVCsXHjRuUdt1AodHBwUHZMjYyMfOeddzQXnWbY29sHBweHhISEhIQ4ODgM5kR4/vx5cl31zp07VXjarTFVsCQWDGwBAEK3jF6brMKTI09ANpIczP/LDZAhkQjlCnx5ZDEsiQWfDwHDAAAmvA5LYuduzxVLn2+He1lZ2fbt20NCQvoOEdnY2IwfPx76TBMSBHH69OkzZ85IJJLLly8nJCQMwMsacP/Tg3QQksvlS5cuHTFiRHd3N/nMrVu3HBwclF3Fw8PDMzMzNRegxsTGxiYmJiYmJr7++uuajuWxEhMTFy9eLJfLf/jhh48++kiFZ355khUAgK0fAEDj9apW4Y2GXhWeH3kcsp5DamqqpgNRtwULFihHCN3c3AbhAKACJ5ZHlhxKbYDbFyFnLxAAXu+C22uLJ4849zGHSX++T3tXV9dPPvkkMTGxs7Pz6tWra9assbOza2xs7OzsZLPZ0dHRs2fPJo+k0+k4jre2tgoEArFYPACvbOBpOhM/BY7jPB6Px+Mp7wizsrL6VtrkcrmjRo3SUHQaY29vr1wy+vXXXw/Or+fZ2dlkG+QPP/xwIM4/bn0qzNgOAKBrCUtiN5+/MxBXQR5A9g95YDcFonESmeKVX/JhSSxMXA4AABh4vw9LYl//rUiuUNnm4KysLDqdTqPRNN5BULUG+x0hhmHGxsbGxsbk8BoAjB079tatW1KplPwxNzeXrAGoVRwcHMgdrABgampqaGio2XgeVlZWNnv2bD6f/8Ybb+zataufZ5PJZBs3bszIyPj777//+uuvw4cPA0AExxJMxwHLGASt0FUbld+qgriRpxk3bpylpWVzc/Pt27c1HQtyj0SGL9pVeC63BUqPQ9EhwCjg9zGMnft+qP2R9ydQKZiqLuTr68vhcORy+bVr11R1zsFgsCfChxkbGy9dunTZsmVZWVkxMTGffvrpl19+qemg1C01NZUsbgsAH3/88WuvvabZeB5w9+7d2bNn83i8efPm/fnnn8qc/cLodPq8efPkcjmVSi0sLCRfewTHAjAMbCYBADRk5dV0N/CG5rDMkEKuGgWtHB0FgMTExP379xcWFv7xxx+nT5+WSCSajggEEkX49rzoghYoOAClfwNGhcnrwDHs03DHfW+7UTCVZUFScHAwDLv/+kMvEQLAjz/++Nprr509e7a4uJisBazpiJD/amtrmzFjRn19/bRp006dOqW8lVeJ8vLyrVu3kqNzvmOMrIyY96YJG7IIAi4WtqnwWsjjaO00IQCEhoaKRKLe3t6qqiqxWPzADlf16xbKZ2zJSbjRDnmRcPMCUGgw9QtwmLZh7uitr417+t8/P/K/fkpKykCcXFOGwD7CJzhz5syhQ4e++uqrKVOmaDoWDRCLxSdOnDA2NnZ3d4+NjSXXNGsWQRBTpkzJysry9vZOSkoi+3OqxOHDh6lUanBw8JUrV6ZPnz5y5EgAWHmw9EBCFZx9DeQSmH941mSXuM8mqeqKyOPcuHHD3d3d1ta2vr5e07Gom1wur6qqSkxMfP/995OTk2k0GpkY1EYqx3+7Wvd7cn19h1iXScUJor1bDFk7oSYRaEyY+jVYe32/cOw3L48ZoAD4fD65aIjH46nwDa5ZQ/KOUCkrK+vSpUuU09QvAAAgAElEQVTnzp3TdCCaQaFQQkJCCgoKbGxsZDKZRmK4e/duRUUF+ZggiKtXr+7cudPPz+/ixYuqfZO89dZbb7zxhp2d3TvvvENmQSCnCakMsPYEIKAxO7m8o0ckV+FFkUcaP368hYVFQ0NDVVWVpmNRt5SUlISEhOnTp584ceLmzZsDOhwlkUiOHz+O43hhYeGRI0dkMhmPL/P6KvPr07crGvl8sby1W9LeIwUMAyoDaCwI2oiN8PrlDZeBy4IAoKen5+XlJZfLr1+/PnBXUbOhnQgjIiIA4MKFC5oORDPI/T0KhUI5X6h+8fHxf/31F/lYJpO9/fbbvr6+169fJzsODrQwNzN9Fg1sJgMANGRJZPjl4nY1XFfLYRgWEBAAqhgd7e3txXGcfCyRSJSL73k8XnZ2No7jzc3NXC63n1dRobCwsNWrVzs5OS1dunT16tVkN/YBwufzq6ur5XJ5VFSUj4/P2bNnF+4quNPMF7RUQtJXcPUzuLIW7sQCYDBpNczahVl5/Lps/MezRg1cSKThNzY+tBOhv7+/paVlVVVVWVmZpmPRgI6Ojri4OHNz86qqqpqamry8PE1HpG5MOmW6uxnY+ABGhdYSkAr6v3ZUlHedu3VT85rl7Vu+EWVr4xbVZ6Gqj8KwsLC6ujry8cGDB3/66Sfy8a1bt8juItHR0cNsgeKzMzU1NTIyAoAJEybExMSUVLXkVndJJSLI+BG83oXpWyH0P3A3HRqzAcMwQ9tD701YPX2kGgIbfolQlQsZ1I9CocyZM+fQoUNRUVFkvQOtYmpqqiwxumfPHk2FkZubu3PnTgBQKBTqv3oEx/JcbguYu0DbDWjOjy0ylMpxBu1FvuHhAn7LupWS8hJcJASCAAzjx55jOo+3+uWgnMk6d+6cl5cXjUZLSEiYOnWqi4uLyl/LEEJ+FCYnJw/Q+b28vL788ssVK1Y4OzuTa6O0UGdnZ35+fmJior6+vkwmk1oGiG/1QNsNMBkDRg4AADQWjHsZ6tLAxtdQh75sqq16AgsICKBSqbm5uQKBQFdXVz0XHVBD+44Q7o+ORkVFaTqQ4a/vdGBOTo7yeQMDAzs7Ozs7O1tbNb0P+wr3tKBRMeXa0W6hPP1W54uciCBa1iy/m5/9xc06IFeQEcQ3t+qrC/KaVr/JbWubM2fO4cOHExMTZ86cqeVZEAAmTJhgampaX19fW1vbz1OVlZUVFBQUFBT0XXqTlJTk5uZWXV1dUFBQWlraz0sMUcbGxocPH549e/b06dO/+uqrbkJPrsBBxANWn/rybBMQ8QBALFPf11BDQ8OJEydKpdKsrCy1XXRADflEOGPGDB0dndzc3IaGBk3HMsxVVlaeOXOmra0tNTV127ZtyuednZ0XLFiwYMGCl19+Wf1RmejR/cca30uETXmAy5Wjo+QComes+SRIT5LcqpBIpBXC/y47uiWSCSVSWU2lwc3S7OxsExOTadOmlZeXk3fA2kw5TfgCy+hv37594MCBN954gyyOePbs2SNHjhw5ciQ7O1t5TGho6KxZs8LDw/38/JYsWaK6wIcwezM2nYqBrjkI+0yEC9pBxxwATHTp6gxmmI2ODvlEyGazw8LCCIKIjY0duKvU1tZyudzm5ub8/HytLajh4uJSX19PoVCSk5M9PDyUxX00LoJjCXrWYDgSZAJouxGV10oQcOzYscjIyLi4uEOHDm3duvXJZ5BW3ebt3YaLBI/8LS4UlBz7s6qqSi6XNzU11dbWWltbD8DrGGKe66Owurr66NGj7733noODg7Oz88qVK48dOxYfHw8A33777a5du3bt2rVw4ULl8QwGg/xHtre3HzVqwFd/DAnhnpYMGgUs3KD7LnBvAgBIBVB+BhynM2iU+d5W6gxmmO0mHNpzhKSIiIjo6OioqKj33nuvn6fatGnTpk2byMcnT5709PR0dnbu7u4uLi5OTk7esGEDjuN///238hitkp6eTm4dGz9+/MWLF1taWuzt7f38/JTjhDQaTSP/Mi97W607VgG2ftBdBw1Zd60mFt/tWbRo0YEDByQSiUKhuHPnziP+DFeISwoF6YmCpMuyu7UAUCeRUTGsUixbfLuFPOSm6F6ytxN0T7k/HUvWVUGeXGGEIIjy8vKUlJS0tLTU1NTW1v8uYrKwsAgKCgoMDJw9e/bly5fVE+0w4OlgEDjOJKm8QxK0EQoPgqQXMAzGzQdLdyYN+ypitDqDCQoKolKpOTk5IpFoQJfOqsdwSITh4eFUKjUpKam3t7efe9f27t2r/Ci/dOmSoaGhs7OzoaHh7Nmzi4qKrK2tc3JyFi9erIKgh6BZs2aFhoaampp6enrOmDGDLHDq5uamPIBCobzzzjvqD8zBnO1up1/a4Qdlp6DhGni/dyGv1TbIWCQSzZw5s6urq++nMCEWCXOuCRJiBWmJeG+PgoBCgTi5W3SlS9gglZ8fZz2GRT859t6Xa2VGpBqhrr8P8vDwMDY2rqmpqaurU+7sJFu8ZmRkJCcn952tsLS0DAwM9Pf3DwgI8PLywu7X/QoKClKutnB0dCTb3iKPc/JfnqE/Zt+k2PMDvwVCAbwqKr+FjYvPTtcbYazWPVSGhobu7u5FRUVZWVnTpk1T56UHwnBIhBYWFn5+fpmZmVeuXOk7uqIqnZ2dX375JZn/bt++TS7P0UIGBgbKx4OtzHcEx7K03gl0zEDIBV713qtMGrfUaeRIHo+Xk5Pz+eefKzp5wswUfkKsKDuDkEp7FXhajyihS5jaI+pR3NvHZkGnNkofsR8fY+vohs5R7wsaAigUSkBAQExMzIkTJ0xMTBISEpKTk/vu+bOyspo6derDya+vvqPWyrY+yOMYsGlZ3005nNa493BqTSe/68paCpUeJxnn0vQqwAw1BxMcHFxUVJSamooS4WARERGRmZkZFRX1wokQx3EKhdLT0/PKK6+Qz+Tn55PFrKlUKnmjg+P4smXLVBUzokLzvCw3X6gEGx+4cwkarnNNRm/J1hthzIx26AzmNXa+/5qk4gYQRIdckdYjiusUZvSIpPeLC9oxaSGGOrONdDh6rEapnNrn45qKAYZhVB1dg/mvauaFDUoKhYL8BCQry3zxxRfKX9nZ2QUHBwcFBQUFBY0ZM4D1TbQWlYKtCLZd2CTh/rxlOpNeI5G19XId8rOf/peqFhQUtHPnzuGxXmaYJMKXX375s88+u3jxokwmo9OfY/WUSCRKSEi4ePFidHR0bm6uvr7+/v37yV99+OGH5AMDAwMOh0M+VjYERgaVy8VtGAaErR/cuQSNWTDhdYFEXtUiC9jREl+9r03QndQtTOoWFvAlZPajYsDRY4YY6oQZ6oxm0QGA4TSOPdGbFh97xkCPuL/Q9G83B4qOjnXk3xhryM+C9BOZ/DIyMjIzMxMTE3k8Hvk8lUrFMGzp0qVk/kMLW9SDxfEDAF99Vo1Els0Xe9yuwHt7KPoGT/1DFQoMDKRQKFlZWWKxWIPFrVRimCTCMWPGuLi4VFRUpKenh4SEPPX4lpaWmJiYqKioxMRE5fL65ORkDMOUqW6o/6fVHi1dkv/EVBMEgOUEoOtAZw3wW0HXHOdWdDVkhdxt6Rbc+9RmUbAp+uwQQ3aooY45nQoUKsvdUzcwVHfaDPpIRwAwWfN5199/Ci5HKzp5VCNj3RnhRktXUPSGSWXh59U3+V29erWrq0v5K2tra1dX1/Dw8I0bN/b09Pz73/+2s7PTYKjahuk0jmJg5KMnOMntzeGLV+IKcVGeztSnf/SpkImJiZubW0lJSU5OzlBfQTZMEiEAREREVFRUREVFPSERVldXx8TEXLx4MSUlRS6XAwCFQuFwOOHh4XPnzuVwOOvWrVNjyIgKKLo6Tx9Jw+QUACpQ6GDlAfXXIXML9DaDtFcB0A1gRqeGGOqEGbKn6LNZFAxjstg+U3QDw3SDp1NN/md1BkVH1+Sdf5m88y9NvRw1EAqFP/zwww8//ED++Ouvv4aHhyvv5ORyeXFxMbngJT09vbu7W/mHjo6O5ITfjBkzRCIRn8+PiooKCAi4dOlSeno62u2nVhQK29Pbr6MDAPL4EgUBovwsNSdCAPjggw94PJ5yqdTQNawS4ZYtW6Kionbu3Nl3Wp6s3R4TE3P69GllrSYWixUcHBweHr5o0aIRI0YoD05ISFA+/v77701MTNQWP/JcZLVVgpSrgrQEcWlhudlcoa4fNOVCYw405QGNBR23AQD0rMDGB7Pxzez8nYphVFNz3cBQ3eDpbB9/jMHU9CvQGIlEcubMGWUijI+P9/LyamhoSElJSU1NvX79ulAoVB7s4uISGBhIzvn1facAQGNj44gRIwwMDC5dupSamooSoZqxvHwtUhNGMul1Elm5SOJdoO5pwoaGhlu3bu3YsYP8cc2aNV9++aWVlVq3M6rK8EmEPj4+1tbWdXV1JSUlHh4eYrE4IyODzH/Nzc3kMSYmJqGhoeHh4fPnz++7BlLJw8ND+djBwUE9kSPPCsclt8oEaYmChEvS6jsAUCmWJXQJY+6cgJ7d9+qiYRgQcsAoMH07mDkDAAtkJrOW601/iTXBCyhDvoLEQOjq6goPD1f+6OjoGBYW5u/vP23atMcNeN64cWP79u2rVq0iv3QOm43VQwib4wsAPnrMOoksp1fiXlGG83vVOYwvEAhyc3OVP2ZnZ4tEIrVdXbWGTyKkUCjh4eEHDhwgNwLGx8crv9g6OjpGRERERESQtWI1GSXyGLhQKEi6LL5RhFGpLHdP3ZCZyps2QioRF+YJ0hIEiXHy9lYcoFwoTeoWxnYKqsT3y6FR6WA+Hmx8wH4qXP8ZWoqA3wRmzhQMQjxszD7V0h0vj9PQ0KCcQSgpKfn666/J0VFyn7u5uflTz2Bra/vtt98ymUxLS0t9ff3bt283NTU9cMuIDCimsytF38BXn3+6g5/NF6/AFeLifB3/4Bc+Ic7vFeVkytvbqMYmbB9/rdo7O0wSYU1NDbnsk0KhKNsTurq6Llq0aO7cuY/bw4QMEsLMlNYv1wCO40IBAPTGnOFu3Wjx3c+KLp4gNUF4PY0Qi8Q4kS8QJ3WL4joFbffrCxvRKJP12SGG7PPj1+YZuEkxGgCArR+0FEFDFjhMo9MoP/6fswZfmmbFx8ffunVr7NixeXl5GIbNnj3b09MTAGxtba9cuUIeQ1aIjYmJea4zGxkZkR2CAMDf3//y5ctpaWlaW2tCMyhUloe3b0c8AOTyxQoCRAXZL5wIO49Edkbuwmg0QibB6AxCLjNc/Jbph58C5Ul3DiUlJVOnTiUfKyvyD0VDOBESBJGbm3vhwoXo6GhlP0Iy4f3www/Lli2zsbHRaIDIMxEX5rZ89sH+uhblTobCto4bQunSj1cAQJccT+4RJnWL0npEgvs7320ZtFAjnRBDtq8ei4ZhVEPj+RO7XummVQuoAokCbPwgLxKa8kEhDXS3nmCvpWs+ASAsLOzq1asBAQEymezTTz/97bffyEQIAMpdRv3/jhgUFHT58uXU1FSUCNWMzfG1zkiyZdAapPJbIqlX3gv2gujYvaXlxJETDW3LLQwAgJBK/+H2Tjt2SNHWwli/6eTJkwwGw8/P7+rVq05OTnPm/Le4xIQJE9LT08nHvr6+/X9FmjL0EqFEIklPT4+JiTl79mxjYyP5pK6u7uTJk8PDwxMTE2NiYgwNDVEWHCpaN35CiEXFAomXLnM00AGgTaYoE0n/5vbG8AQFArGCnPsDmKDDnG6kE2rIHstmAADdbqRu8AzdoOksDy+gUPMVxMHku5svVDaBORiPgs5qaC0pazAgCNDa4YCampp169adOXNGLBZXVlYO0A6HYdaIYAhh399N2NDBz+aLx1eU4kIBRef5GgRKq253nzrSKxCc6eCTiRAALnUJ3XWZlqlX9SNe9ff3P3/+fHx8/IIFC7Zv3943EQ4bQyYRdnZ2JiQkkJv/enp6yCft7e3JXi0zZ86MiooSiUQLFy4kj1m9erVmA0aehbSmUsHreOSvcnvFuXwxufN9tpHuLGMdKzoNABiOTrphc3QDQ5ku7n2Pp1OxVWEjX/K0cPgombD1g85qaMhqGuGdV9M9yXFwFYRTG7lcnpCQ8Pbbbzc1NRUVFb366qsAYGho2Hd19IEDB4yN+zUbNGnSJH19/Zs3b7a2tlpaWvY3aOSZMca5UnT1fPT4Zzv42b3i5RYKcXG+zuRn3dKHi4SSksKO37YTj2lVhouEXaeOOmzcJhKJPv300/j4eMowXW42KBJhUlKShYUFWb65ra0tKSlJOcZSV1d35cqVmJiY+Ph4Zd8fV1fXuXPnhoeH+/v7Kwd2goOD4+LiwsPDaTRaSkpKZ2dnP9/eiBrIG+9iVBpZ7eW7ep4elQIAnXIFR4/1poXBDCOdQAO2LpWCMZgsT2/dqaG6obNpFk9an21vyp440qCQ5welf0NjNsDqqPxWrU2Ezs7Ozs7OAODk5OTk5EQ+SaFQ+t4a9n+9O41GI8fN0tLSFi1a1M+zIU/W1tbW3d3t5ORE9jFmTfT27UwAgDyBGAcQ52c/ORHiQqGktFBUlCsuzhMX5BAyGQ5QLZYZUilNUvmH1fc6Hd7ru0JAW8WNqOPHx48f397e3tTUtHz5cuWpnJ2dk5OTlT9mZmbSaIMiobyAQRF3bGysh4cHmQibm5sPHjzo6up65syZ6Ojo4uJi8hg6nR4aGhoRETFv3rxH7t9MTU3Nzc1dunRpQEBASkrK5cuXyUqhyKAil8v/+usvCoWyZMmSQ4cOWcrEHnCv5udGO5NJeiwAuNolTO4ReeoyQY+p4xeoNytCd9oMiq7eM14igmNZWDsadC1B0Aodd6LyDDYvGjtQrwcBAICgoKCrV6+mpqaiRDjQrl+/XlJSMn/+/DNnzmAY9uZYN9vMFBsGrVEqvyWSukf9w/aZwvbx7/snZPIT5mSIC/MkZUWEXK4goFoiy+eLM3vF13tF3XI81nWEBZ36rd29ndMf19zLiCZ6uu/fb0C2atWqB4Lpm/mGbhaEQZIIH7Z///59+/YBgI6OTkhIyKJFi+bNm6dcpfZIM2bMCA0NpVAoERERKSkpUVFRKBEOQlQqNSQkJDIy8tKlSwRBjJ0ahP+9/7EH6xta7z70vJv/IjiWm87eARsfuB0DDVk3TMfeaRE4WT3fxAnyXIZZm9bBLCIiorS0tLOz08fHh0Kh1NdV2QL46LHO8/g5vWIXHrdl3UqmB8fi+59llbeFORmi7EzJrTLAcQVB3BBKc/jiHL44ly/h3196BgC2DFqrFKdhmAX93hpRBgUDAIxOZ0/yf3Qc/yspKSkoKKi6utrQ0HAoFmQeLInw0KFDGRkZAEAW8128eDFBEPPnzw8ODmYyn6kIiHKD/Pz589euXRsXFyeVShkMxsDFjLwADMP09fUJguDxeG5ubkdPnPz0zZVdfx14xJFstvGqT15gC/zEkQajzHVqbP3gdgw0XAePNy8Wtq2djYpBDyAfHx8dHZ3y8vK2trYB+hzk8XgMBkNPT6+pqcnCwmJI33+8MIIgvvnmmwkTJjg6Ou7btw/D8f8rTAEAH33WeR4/hy9eZmGAi4SinIy6Gb4AhIKACpE0jy/OF0gy+3QcAwALOpWjx/LXZwUYsG0ZtPb7W5L6wqhUo6UrnhpVbm7u7t27J02alJqaamNjMxTbaan7f6aUlBQej/fKK6+kp6e3tbUtWLCAfH7mzJnz5s0DgFu3bu3duzcwMPCFq7g6ODi4u7uXlpampKTMmKHuHl3Ik4nF4hMnTpiams6dO/fw4cMuLi4mry+V3rn5C4HTRPdm7KcZsgMtTfVnzTNc9PqLXWWul8XuVjdg6EH3XehtjMo3QYlwQJHL65OSktLT05Vv6hfQ29sbGhqak5ND/vjGG2989NFH3t7ePT09sbGxeXl506ZNEwqFlZWV3377rYpiH0oIgiD3fRoaGn788cc9505Q0rpwAF89FgBk88U4AEEQFXxpZq8ony/J5Yt7+yQ/OyaNo8vy1mOSyQ8AKDo6THdPmpmF4mrsjlH//QbzrZ3pCH1d843baNZPWX4vk8lOnjzJ4XAEAsGUKVPq6uoG5JUPMLUmQoIgrK2ty8rKcnJyioqK3nzzTeWvRowY4erqCgAymezxJ3hW5OhBVFQUSoSDDYvFUi7oXb9+PfnAavt+vauxXYf3y+qqAMP0Rjsbr/iwPxWEIziWu6/UwghvqE2BhuwMQ1tur9RMHw0PDKCgoKCkpKTU1NT+JEIcxzs7O5U/9vT0kB8IBgYGS5YsuXPnjr6+fnV1NblORAuRTQIUPK4oOx0rzMUunMLFYgCwpFPN6FSuTLHoVvNtkVSEE8o/Gc2i++qxfPRZPnoscuSTTH46PgGsid5Mt4kYjQYARm+t0tv2nbgwB6PRcZnMxc3T/LONzPEej4tESSaTzZ49OyYmpqenJzU1taWlBd0RPgWGYaNGjeJyuQKBoKen59tvv/35558HYogjIiJi8+bNUVFRe/bsQTVlhgS96S/pTX9JVWcLHGdirEvvtPWD2hRozFK4vBJb1LZsqq2qzo88LDg4GFSxmxDHceX+KLJFDADw+fx///vfCxcudHFxGTFihHIBufaQt7WI8rLEBdmigmxZXQ0AyAnipkiW2Su61iPOF4jFOKFPpRQLJABgx6T567M5ekw/PZY1eednYMT2msTm+LE4vkwnl4dnHBiOTiP2HSNkMgWPSzU2efaq9Do6OmFhYVOnTmUwGJaWlgRBPP1vBh+1JkKpVPrWW2/NnDnTwcEhPj5eX1+frPy5cuVKff175T8cHR23bNnSzwtxOBxbW9uGhoaCggJlT11Ee9Co2JyJ5se7vYFCh/YKkHRH5aFEOLB8fX3ZbHZpaSmXyzUzM3v6H/TR3t6elpaWmZn59ddft7S0KJe55efnkw8kEsn06dO7u7txHG9vbx827dIkFaW833aIi3IIiYRqbqn/8mLj199RdoFWcNtERXmi7AxxUR5ZZV6EEwUCcU6vJIcvLhZIpPezDgXAik5rkcm9dJn7R1uY0KgAgNHoLI6Pjk8A29ef6Tz+WabbMTqdZmn9Ai+EXMlhaDhU9ylhQzSBP9Xq1at/++23b7755vvvvx+gS5w7d87c3JzD4Vy4cGHSpEnKfVrIYHA6u/nV3YWQ/A00F4DfWp1xM9sjw3QYqOT6AJo2bVpKSsr58+fnz5//1IPb2tqys7MzMzMTEhIKCwtxHAeAlJSUd955586dO+QxERERn3/++eTJkwc2bg3pOX+ycet3ComYfX/QqptKN7WwMH53jeRGUd/kVyaU5Ask13rEuXxx3+TnyKJ767H89Vl++qwuBT69rNGERs2eYIcBYGy21Y+/6gSGaurVDS3Ds0wAAERERACAsgB3f7z00n+H7LZt20auEefz+T4+PpcvX+7o6Jg3b96RI0f6fyFEhWZ7WLDoFLD1AwBoyBJKFUlljy5hg6jKU2utNTc3nzhxYtWqVa6urpaWlvPmzfvpp5/y8/NZLFZoaOh33333LI0vhgdJeSl3+/cxzdxdTffmRHGAGYXV8ubG9u83tJ75O7m4ZHdz17I7rZziu4tvt2xr7MzsFSmAGMOiLzbT/3WUec4E+8uuNpvtTWcb6xrTqKOYdAs6lSdXVItlGEahj3RUf5/eoWvYLkGeNm2akZFRaWlpdXW1o6Njf06lXMMGAFVVVeTZ9PT0RCKRmZmZnZ3dpUuXtOcNPFTosajBrqaXeyZD7j5ozge5JCq/Ndxz6O1wGkIemQhbWlrS09MzMjIyMzMLCgqUQ1A6Ojqenp4BAQFhYWEBAQEsFgsA+Hw+WQqH5ODgoKs7PDeAduzdRkgeUdgsuVu4p6X7hlCiuD9UR8XAQ5c5SY/lq8fy1mPqUykAQDU1Z3tOYk30ppqYcbduxIUCQir10WNd7BRk9YpHsxnWP/+uvTV2n9+wTYR0On3mzJmnTp2Kjo7++OOPVX7+5ubmjz76aOHChTdu3Kivr1fO6iODRwTH8nJxO5g6QcdtaCk6lMpk0iifhjuONGNrOrThafLkySwWq7i4uKKi4saNGwkJCRkZGeXl5coDyOL4/v7+AQEBU6dOfXiLsJ6e3sWLF5U/7tq1S02hq524KI9sJd0uk5MrXO4nPqxYIKFi4KbD4OixvHWZUwzYhmTyM7NgT/Rm+wawPDgMRydlntMJmNb99yFe5E4ffdbFTkEOX7zUXF/WWE+zQu0hn9WwTYQAEBERcerUqaioqBdOhLdv33ZychKLxcqeW5WVldOnTwcAa2vrf/75h3ySLA6HDDaz3M0AA5jwBlCoYOGmwCEy6e7htIZjH0yc741qQ6tYTU1NWlqaoaFha2sruRWKZGBgMHXq1MDAwKCgIA6Ho50b4QEgKSmJy+UuWrQoKipKR0dntERC5r4asfxSl0B5mK8+8/AYSy89pg7loeQ3+tGVAim6esbv/kuUd903Iw0AcvhiABAXZJMt7JFnMZz/p5wzZw6DwUhPT3+uZWw4jhcWFsbExJw+fbq8vDw3N5fFYil7binL7iGD36ZzlRQAvPBPmLENMCoAyEv/kTP0l+6FrO+nuNtpb59CVWlqaiJXu1y9erWmpoZ8kkJj4rgCLNw+fWfBvJnBvr6+yt6H2mzMmDH5+fmVlZX5+fl0On2sqamC2w4APvqsz22MAQAHuNAh0KFQAgx1WC5u+i+/xvYNoNs8a+csNsd3dN51Czq1TaaoFsvY+dnG7w7gyxlmhnMiNDQ0DAwMTEhIiIuLe+ONN558sEgkSkhIiI6Ojo6ObmtrI580NTWtra0d8ECRAVDTLvwnuwknAOQi5agTKGSAy8UyxWd/34zbMEmT8Q1Zt2/fTk1NTUtLS05OVjYEBQATExOJ4VgBzRS/EwsmYyDkB+dQ94CAAemAOBQxGIzu7m6RSMRkMnk8HnPWy6LTRwH4Dx9JYbKsfqG2DQMAABL1SURBVD1CNXq+5jksji8AeOuxLnUKcvji0SUFhFSKoRqTz2bYrholkWtHo6KiHncAj8c7ffr0m2++Sa5hO3jwYFtb28iRI1euXBkdHd3c3Lxw4cK+BUtpNNpw7cg1zFwt5VKUiwWkPSDpBkk3KCQAgBOQXN4xTPcNvYiKioqrV68qf9y9e/cDB1RXVx89evS9995zcHBwdnZeuXLlsWPHGhsbDQwMwsLCtmzZkpeXd+nSpVGOo8FzBVBo0FkNUkFqBU+9r2NQi42NBQAMw6RSqY6OjtFb71GNjO3YDBf2vdtlDCDMSIfCYht/8MnzZkEAYLl7YQwmWWsthy8mJGJJeYlqX8IwNpzvCAHg5ZdfXrNmzZUrV8RiMbksjVRbWxsVFXXx4sXU1FRlUTdXV9dFixbNnTvXy8urbz2avl979+zZo7bgkf5o75GKZPerLObtJ4dGoacexs4FAAUBYpmCjbYVAgBASUlJRkYGOfkNAJs3b16zZk11dTW52iUlJaVvSTMLCwsfHx9ytaenp2ff74UTXC7d4DHBxAm4FcAtT6kwVfcrGcRWrLhXvdrd/V5DaZvD5wLWviO/W0tIxIRCQWWx/uNka/z+2mepc/0wjMFguXn49GQCQFavGABEeVmsid4qCn+YG+aJ0MbGxtPTs6CgIDEx8aWXXiorKzt9+vTFixeVFSuoVKq/v/+iRYteeeWVvt1KkaHO1pSlw6DwxQoAgCmfAZ0NAFD6N/lbJo2CsuATHDhwYOXKlcofra2tg4KCyAUvfRfC9NXd3W3KkIBMCJYTgFsBraX1IybVtAtHmeuoK+ohhmZhZXcsRlSQLcq9jgsFDPtRuiEzqSbPV5SnLxbHb0xBjimN2iZT1Elk7IIsY/hQhQEPY8M8EQLASy+9VFBQ8Omnn65cubKpqYl80sjIaPbs2REREbNnz1b2b0KGk9keFgr8xiN/RaNi873RhsL/kZycrMx8crnc399/xIgRwcHBQUFBQUFBfff2PU53d/e82WFRpzrvWrhB2SloKwWA1AoeSoRPgmFsjh+b46eSk7E5vtgBmKTHvNwlzOFLHIoLCJkMQyuVnsGwTYSdnZ0JCQkxMTHnz5+n0+kVFRUAYGBqNSs0cOnSpbNmzUKtCoc3CwPG+pccd8TVCIwcALs/fMc2AYaeDpP6n/8bp9HoNOaPP/6oqqpau3bt77//jmHY559/To5tTpw4ce3ateQx58+fd3V17Tsj8Czs7e3t7e3Dqkv+7KEAhQa8KpAJUyt4bwWiEq9qwprghTEYPvqsy13C7F7xIrFIUl7C8kDFlp9uuCXCurq66OjoqKiotLS0/3Z0otAAAPzWMWld77yz+M6dOygLaoPvFoztEcoP4JskClyhIABAd/xLbAY17rNJdqasp/75sLRixYrDhw/39PTcuXPHxMREORdubGzs4uJCPu5Pw5YgF9M/UxvAZAxwbwK3IrXixQf6kOeFMVlM1wk+3ddAOU1YkI0S4bMYJomwrKzs4sWLMTEx165dI2s4kZN/3lNn7CqzhtsX4VY09NS3U+kj3aZcu3ZN0/Ei6oBhsPNN1xXT7A6nNZbW9+gwqXM8zJf62+gytXd2MDc3l6znEhISwuVyW1tbraysVHj+aa6mAAAWbsC9Ca2lNe2cOq4IlfJRGzbHz7koz5hGbZHJG6RynfxsWP6BpoMaAoZwIlQoFNevX7948eK5c+eU5ep1dHRCQkLmzp0bERFhaWkJANEfp9QI/eBWNDRkgUPQ7mOxLs/ZIwYZ0tzt9H9eOq6trS0qKsqi1yI/u/bmzZtMJnPZsmWaDk0D4uPjzc3N6XS6QqGwsrIi3yNBQUEeHv9twaosmfQC7ExZDubsWgt3KD9DThOm3eS9EfCULueIqrA5vtgfe7z1mFe7hFm9YvviPEIux7S1ms+zG7z/QMePHzc1NZ01axYANDc379y586effgIAoVCYmJh4+vTpmJiYrq4u8mBzc/NZs2YtWrRoxowZDxQwjOBY7GxzA6Y+9NSD3ZTrNZJf96KvSFrHyMgoICAgKirq888/NzIyam9v13REmvHVV1+RD5YvX6580srKqu99Idli94UFjTOtbRoPGBU67oBMlFqBEqH6sDw4GJ3uo8e62iXM4YsXCoWSmzdYbhM1HddgN3j3ht+8eVNZ1YXP56enp1+4cGHWrFkmJibz5s3766+/urq6XF1dv/jii6ysrJaWlqNHj86dO/fhMr4R3paAUcHaGwCgKa+414zbKwNEyzAYDAMDA6FQCABxcXEhIahDzUAJcjEBOhtMRgOhgI6bKRWo+5X6YCw208XdT58JADm9YgDo/usAzu/VdFyD3eBNhA8rLy+/cuWKTCbjcDgbN24sLy8vKyv78ccffX19n1DtZaqziZk+Q9mXToETFwvb1Bc0MjjU1dXFxsaOGTNGIBC4ubn1Zz0I8mRBLiYAABZuAACtpVWtwvqOR/QbQgYI3dHJmc0MN9ZdZmGgIECQdKVuth//Soym4xrUBu/QKAD8/PPPx48fBwCxWEyn01977TVra+vw8PDnav5HpWCzPcz/6uQAlQHcChB3RuW3Lg9CS7q1C1k2j3zct9MyonKOFjr2puy7Fu5QcQ7abgBA2k3eUn/UEkgd5K3N/CsxcZ2ChaZ6AQZsAGiTSI82cNd/vwFjMHWnzdB0gIOU5u8I5XL5gQMHfvvtNwDo7OzcuHGj8leffPJJenp6enr633//DQCjRo1avnz5C7TAjeBYAo0NlhOAIKAxN76UK5QqVPgSEATpK9DFBCzGA0aBjlsgl6Si0VF14W77DqTSO2LZXem9DqlCHM/qFRNiUfu/NxCobepjaD4RUqnU119/ncfjyeXyyMjIhyf5+m/mBHMWnXJvdLQxSyRVJNzgqvwqCIKQgsaZAF0XjEcBLoeOm6k3UfVtdSBkMmFGMqF4dLYj5ApxUa6aQxoqNJ8IMQyrq6uzsbEpLi7mcrm3bt1S+Yo+PRY1ZLwp2PgCYNBcCHJxVF6rai+BIIhS8L3dhO4AAK2lt5sFTZ1omnDAKbhtQL832/VHa8/i2y2Lb7d8XHPvSz+BK2QNdzUX3aCm+UTY1dX1yy+/yGQyZ2fn7du3z507lxz8/Prrr5X12kePHp2QkNCfq0RwLIFtAqZOoJBCS9HFwjYFjtrwIMiAGGOpY2PMupcI7+8m1HBMWoCiqweye7eDKywNTo61OjnWaueoe9umMQqFooeaUT+a5hOhkZFRZGTkypUr9fT0AGDhwoXk80wmU9nYmkKh6Oj0q3RvBMeSgmHKtaNtPdKsyq5+xY0gyOMFuZiAhRtgGPCqAJe/c6D0x6gqqRx/+l8iL4piYEiztH7cbwmZjO2JmlE/muYToXpYGjJ9RhuC7WQAgMYsIBRR+Wh0FEEGSpdQDgw9mL4NXj4CBC6QKH6IqvT59tq9xljIwDD96HOM/YiCdhiTpTdzHtX0uVcaagnqpk2bNB2DmnB7pYmVcqhNBSEXrDzb5IZrZjpoOigEGYbiitt/iqmWS0Rw4wTcioaG61AZJzN06sZ1b7cIFvo89q4F6SfGqDG4UDiu/rYrnULDMAAwoFFfsjbTH+dq9dMeVGvtcbTljhDIaUIAsPUFAGjMqmwVVjTyNRsSggxLG07cFEkVUH4aWMYw42eY9m/wfBuu/SSWyqPz2xp4aOHMADL98FPHnX8YevlgLDbQaEwHx1Hrv7H94zTG1NKOK89CixKhi43eWGtdsPEDAKi/DgBodBRBVE4kVdxsEgAANGSD0/3aBWYuQGEAv5lGxVIr0MKZgcX28bf54x/HzHK96Axix5+6Ly/OuHZdIBBoOq7BS4sSIQDM87IEcxdgGgK/GbrvokSIICrXI5LTqBgAgLQHGH2WKTL1QdIjk+OdAhkANDQ0oI/mAUUQxOHDh8+cObN7925dXd2tW7dqOqLBS7sSYQTHEjAK2EwCAGjIyqrsenlHfmFtj6bjQpDhw4RBKGRSAABdS+A33X+agN5m0LNi0Kl2pqycnJyoqCjtWaCgEcePHw8JCZFIJN3d3Z6enk8oyIxo1z/NZCcjNoMKY+dB0Lcwbj4ARBW0BXx3/T/RlZoODUGGA0Is4q5fOYV/kwI4OL0EhX+CpBdwOZSfBWNHYBkr5ETIeNOCgoKFCxcaGhoqFGgR6UCxt7evra1taGiws7M7d+4c+1GrSRGSdi0i2n2lVibHofwfcFkAVAYAEPXXhG2lP2CrxlrpLfBRZatuBNE2uEjYsvZdYe419870bJ+tIodgwDC4tg1wOZiNgynrdZnUb18eo8+ijR8/Pj4+vru7m0qlajrqYSswMBAAZsyYYWho2NjYOH/+fE1HNHhhBKEtBVYkMtzs/QS+WA6p38P4V8FsHADA3QxoLYFJH9iasOt/nabpGBFkqMJ7e5rXLBcUF3x9l3u6g+9jblUWulcOVAmFDgAUDGMxKCun2e943YVsgVVaWjpixAhTU1MNx40gWnVHmFvdTaXc70In5YO4CwBAJiSf4Amkte0iB3M0eoAgzw3v6W768E3hjZLP67jneXw2BfvAkHCt3nR29ldpYC6QKDijDD8IG+ntaKj8E3d3dw0GjCB9aVEi5PZKAe7f/lacubeeTdgBJmMAgE7FuL1SlAgR5HkpeNymVa8L7txcW9N+uUuoQ6H8PtrCz4BttnbdlsX/p+noEOTptCgR2pqwCGWlQ4+3/mdoFEAiI2xN0IZTBHk+8tbmpveXCOpq1lS3J3QLDaiUP8dYTtTXsfj6R/2IVzUdHYI8Ey1KhJ4OBkwGBR5T1GKMlY6VkepbISLIMCZvamha9XrP3dpV1W0ZPSITGvWIk6WLLtti41b98Fc0HR2CPCst2j5BpWD733bTZVJBfwTQ7g+BMvVB10KHSf19hZtGo0OQIUZWV934zqLuuzXvVrVm9IjM6NS/nCxdDXStftqDsiAytGjRqlHS74l31x6rUOCERI4DAJtOoVKxv1ZNnO9tqenQEGTIkNZUNq96ndfS/HZla5FAMoJBO+pkOUpf13LLXt2gME1HhyDPR+sSIQA08MR/ptRnVXZTKRDkYvJWoK2ZPkPTQSHIYCcpK5HcqQAAjMns2P59G5f71p3WCpHUlkH7y8nK3lDfescBtq+/psNEkOemjYmQJBKJjhw5QqPR5syZc/ToUX9//6lTp2o6KAQZjKQ1lS2ffiBvbQScABwnZJIuGb74dnOlWDaaRT/qZGVtqG/1y0G292RNR4ogL0KL5ggfwGQy33777YaGhurqaoVCYWNjo+mIEGQwktXXNS575XxhcV1nDyEWEVJJjVh2rVfkrccaw6L/5WRlbWJsve84yoLI0KW9iZBCoRQVFbm5uU2ZMmX9+vUHDx7UdEQIMhi1bVpPiAQJnYIGqZx85q5Entwt+s7O9LSztbWlhc3vJ1luEzUbJIL0hxZtn3hAY2PjoUOHPD09Kyoq0tLS/Pz8NB0Rggw68vZWaXkpgeMP/4qKgT6Narl1H2Osi/oDQxAV0t5EaGNjs2/fPvLx+PHjNRsMggxOstoqYDBBKgGAvS1dJ7lUAGiXKWwZNACgsHWxp5wAQYYA7U2ECII8TCAQHDx4sLW1dfHixVlZWTfSU9fdL0y41EzfW48FANd7xRk9IgAACoYxUBkKZMjT3jlCBEEepqur+9FHHzEYjAkTJgQFBc14ZQFOdtkFMKJRLehUCzrViHbvc4OQyxhOzpoLFkFUAyVCBEH+x7Fjx+bOnQsAMTExcyLmG0QsxliPKMOLsdgGC5aiO0JkGEBDowiC/Fdzc3NHR0d+fr6Hh0dgYCCFQjH9+HPJjYJ1YqmJ4t6qUU9dpqOBHsNpnOmHn2k2WgRRCe3dUI8gyDMiZLLOP/f2nDyMSyVAEBQWy3DpCqNlqzAa+iaNDAcoESII8qwUHe2AYVQTM00HgiCqhBIhgiAIotXQYhkEQRBEq6FEiCAIgmg1lAgRBEEQrYYSIYIgCKLVUCJEEARBtBpKhAiCIIhWQ4kQQRAE0WooESIIgiBaDSVCBEEQRKuhRIggCIJoNZQIEQRBEK2GEiGCIAii1VAiRBAEQbQaSoQIgiCIVkOJEEEQBNFqKBEiCIIgWg0lQgRBEESroUSIIAiCaDWUCBEEQRCthhIhgiAIotVQIkQQBEG0GkqECIIgiFZDiRBBEATRaigRIgiCIFoNJUIEQRBEq6FEiCAIgmg1lAgRBEEQrYYSIYIgCKLVUCJEEARBtBpKhAiCIIhWQ4kQQRAE0WooESIIgiBaDSVCBEEQRKuhRIggCIJoNZQIEQRBEK2GEiGCIAii1VAiRBAEQbQaSoQIgiCIVkOJEEEQBNFqKBEiCIIgWg0lQgRBEESroUSIIAiCaDWUCBEEQRCthhIhgiAIotVQIkQQBEG0GkqECIIgiFZDiRBBEATRaigRIgiCIFoNJUIEQRBEq6FEiCAIgmg1lAgRBEEQrYYSIYIgCKLV/h+t6pNQ/oE0gwAAAo56VFh0cmRraXRQS0wgcmRraXQgMjAyMi4wOS4xAAB4nHu/b+09BiDgZYAARiDWBGItIG5gZGNQANIsUIqDQQNIMTOxOYBpFnYIzQzjo9PsDGjyYD4TVJyJGS4PoRHmQ23FYSwBaUawKYyMg4XmBoWpOAODBAODJAMjEwOjFAOjNND3CsycGUzMLAksrBlMrGwJrDwKbOwZTGwyDOwcCuycCRyyDBxyDJxcClzcGsw8vAo88gy8fBpMvPwM/AIM/AoM/IoMAmIJAoIZTIJCCYJKDELCDEIiGUzCygzCKgzCqgwiogkiagyiYhlMouoMYhoMIkxszCysbOycbIJCIqJiAuLfGCGxDQaaxm97DqhqNx8AcaZKzj4gPU8LzP7muvLA9dNz94PY75d0HOi/wr4PxOZZb3xgQ9o7MPvPzSf7jfKV7EHsQ0f5DvwJZnEAsack5BzoXCwJZq+JaTmwM7oUzA68OO3AudJlYPW75h098ELkIpitnPPlANOW32B20sRl+/4kzrIDsTv2G9ofydwMFv+yo8FOKNcUbM4WLi6HVac6wOJtS9Md5MNtwGzV/40O8zuNwG7uO7PB4dXjZoj7f+xzUF0lC/Fj7kWHrVf7bEFsY8fDDrtjD4D1niqe4nD1zysw20zJ7kD730yweu+Tuw60h08Esxc11h6wZd8IZq/5euLA/W9uYPbPqqgDEa58YHY6++z98/d4gd3pWe5+QO/RXDBbVGvzgcWhrWD260sfbB9enwB2m2OUvIM6gxJY3K/spf3z1SfBYWu9x8lBVOwZWA371TcOiYGMYPNvyEx0eMFkBWYHqp51CEmqBLPrZRkc/xxrA+u1evTYoWG6GtjMDPc2h1lmgWC2GAB32sM6cR0lKAAAA5h6VFh0TU9MIHJka2l0IDIwMjIuMDkuMQAAeJx9VstuJDcMvPsr9AMj8CVKOvqxWC8Cj4HEyT/knv/HFtW2uhdLZOxDi1NNFosPDQ+XeeOHEp8/X/7497+yP/LyADv9z/+cs/yjRPTwVuKhPH37/uNenj8en74sz+9/3z/+KsbFBO9Q4V+xjx/vb18WLs/lZtVIZ2vxhADEvVCl9Sk7jhzIYT66lptU9zYD8BtSy3u5tSpj9knlxlVU+tAEaYdP6cRq5UaVVdyy6K3cI+ag3toMpHlzyZAePrn2geBIv7pao5kAewAF5GgI0qvk3cUT4AigVp8KkQA0IqcMOIOkIQlXlqJ1qHbJ8mY6Eu+s1LhwRUGtZ1ryKpBX7i3IMdKJfDKkRPQOANLBsU53U86QGkiqKk1lAKDETTKJOAoECacpvmdkzqh6BmyoOVVpbGCMOqn1IRkwyiOVm09SeCQfPlKPUR6IzhOe8H3X1skyYJQHfesS1bkF226cxp5AttrEZl99SYq2z+ojtJDT+xgjmsRcG2eqS9THazP77MaIntEUWUDGcFFI2UiGpx515eM6YyYYUrZhWRnFymtwQzJDx+rQ5hjfDNoC2uCrU5fovGY8NdMdTfYavqYzaY+X0CTBJIH2gDrGd84x4yWmMXhk0HF4NVY08ho7kZl2CBrtdS0NZnZFC7B3DGa2Z+hwytGUDs0woLmmGIOVf5uoZwcSb+TdpAIk9hDm7dhdrNxGlpIqkOiMAZ+Gh4aZb5n4GnVCHdGfqG3M3dQxU5pRJq1k0nWuJTZ7s9RnVKnHPGJxhJwk1GYqUhQJ9cZAdl7tQm7p4tSokaNENKiFrgMbJEdGiQbMXYgjI3EVzZBGiyejg9whkpPMmQJ50eTpgslXeByzZbJ/u7/8coEdV9rT+/3lvNLiT857ax3tvJ3WuZ130Dr7edPgVPS8TuIo/bw11nmclwPD5fY+4Q8er5s+DDsatiNOZUfDojLE2O456CHmjs/xei87Hge/jim5bFQGi/OM/g5W1wXJ4KXXPbgM+2eBLNGC3GWtaXDlU8alI4w7VdHDoifGQm2kv9OVYBuWnXBcYovzTln6YdGds4xPyxkrdEVmsjFH5fDqVkZD2kh2S6GL88BcXYaWI3+5Tqcty85dVwfEjF2m7bBszto/LWf0AT+QTbYaGjKHkJuPBWcIeWZhq/fQA+cgBGdIa5tPdPy1v+P89XMPzw8/AZ/b54lcqAOrAAACiHpUWHRTTUlMRVMgcmRraXQgMjAyMi4wOS4xAAB4nGWSvW5bMQyFX6VAFwe4EfgnUpTRKUsmp3vQoQg6timKjHn4HslFzaLLtUiTh58O9fz45YVfTs+PX+5eTg/7d38eTp+e7i7XvPx4OT3989/f45++jxd8L7eMXPP/qe4E4/vh/RSNhTUOaU56nL0xcfDBrZMMP87WXJMViaF92EpwusihTXwkKrQ5p42DWmgPQok07p5oIR8+Vmwjx8CMrixogZhoynFPTVNHHmdqnqaymozYY2WkszGja6gFZFa1dJU1Som77D7m6Hncc2NlHM44xYhEjat1WhkoUHRf48y7C9TvrUkQ7oUcq7itXG8yMraYqOyR1ob5iAMa7lve0ZiJIoVVYwhS2gwW+ioSkbz2GWn2AwfKJNkUGQQHUQ4I3vOGBsUq6sapWyqd4SH+w01Zt1SwUoczSrQ5sSRcZ+3EFXdEJnACCqPb7arjqZowz4j2MOxNXRl7G6pxxWZ298MaSteu11DsKZHBH7GZRQnCglWG63ZXGG2QwZZiPxByseWjZxjLehBkErZsjIwOPuiKZawMKXxZmfTAJEww1w7AWItfMQkto+EJ1r6dT9qXcthMg5eBeHi+M93Qjl3TGq4YNRpR7JclroKHfXd8fXv9/vnX689JbR0vr2/f8Owm3yLhKSWSqbfIaNotYp+9RH160ZQZJdI5SqXOLJFNLjAskwuN8uSC0ydXnMkFRycXHMgUHKgUHPHJhUdicgGiKYVHdEp1x6ZUe/qUApRTqj9QqgbB2IIUUwrSmFKJIFSIlKYWJJ9aicbUQsQxtRCpTa1IKK5IObUurU+tW8OgAqVQLlCCt1Af0Xj/DUrecoOWayupAAAC0XpUWHRyZGtpdFBLTDEgcmRraXQgMjAyMi4wOS4xAAB4nM2SXUgUURTH79zdnZn90t11v1yzxsx1tQ8/IkvT3buUUSDI1kNhD40fxBYlJpSBRqtBmSZh9gFRqOxDILvhU1CRe9OSoi+lF6Mv0sDwQdN6icJt5sxW4IuvXbj8f+fcM+eec+bODUU/IGkZkbIYaedJO1/aIYZHgqSYBVEnhEceSVSYJaBqTlHVH3upcmjJOdg44ceqv+eK/sufuHVJumWOlwlnwGSY/1X18h9IQwxGzArEpEvjQXglwqukTgS1LojVGlHDBjHLiaxR4Pgg5gTEawVeJ2ozkHY10ukFvcGjMiYJxkyUlOzBSSZkMiPTGmTKQmanaLYEsSVFsNjEFCuyupE1G1k9yGYPYlsOsjtEey5yOIPYkSo416JUF3KtQ671yLUBWTGr1rAcr2MtNrvDaXZ4sfJaYOWVhs7T4fZBKhuj3BUa+toKHLjYR5sH3cDv7BE6G78Uk/m4FH9h7v0DmTWPi6jTy4L/aP5U7LVK7ZO54hZPF2p+AedP1dG2cSeRecdCM+XwCeC4dJepLQIxC1kjNHP4E/DnbfM0rVUPMT2TA0PV6c/LZJ73+3zPJrshpkg/6p3JcEOMaDCQhvJi8JfvDJLLHTe9MlftPU1qF5WaO3NLSCTZAL30FwdIATkE3Ps0Spq8TyCGFceIaqvSS8vEI5J0rh5ydty7Sq6fUeqcqp8mLXVKX/um35Lhmv1QQ1iaT3xsHHJq+0ao7mSXwh8r6Mz4EeCe7Fe0O1YGvHK2lh7sTwb++f1s7NtDAnmapHn6d90AtjkilA+0A3dXvykt7I1CbYcjbkK6dOC/PTHpEwY2g7/E8sUXzg5BzpRN10hawW7gO9JMqraEgXMDdwmt9AP/OLVIcu43wLfxwk4SaNwIOV/4NP6JY43A9sooie7ZDvzywBgJJ2qz/wY2qNNi5fODeAAAA/x6VFh0TU9MMSByZGtpdCAyMDIyLjA5LjEAAHicfVbLjiM3DLzPV+gHLIgPidRxZ2aRCYL1AMkk/7D3/D9SVNvqXoCI7UM3XU0WWRTZ5KP7jV5KfP58/+Pnv2V/+P0F9vY/vzln+Udaay8/SlyU1++//X4vb1/fXp+Wt8+/719/FbWijmdaoV+x374+fzwtVD7LTSvPMZuUW6+dxphaWm3rU3YcLm+BHN0IFHDVBr6eICWQvTYynb3cuI6mnTlBakTvVcxstnKjSuoqPUH2I3rwFCq3Vqm5DEuQo9wjpvdu1gPZWcUznxY+qRpoUvzfqQ+XBOgB5ErSmahQnUZmLQHOAErtNmSMwlXczDOS1IKl1Anc4CIVabtlZUfAZ92ZB4KLGhTIkEuhUdt0cQYSLEzS6BLRrXaZHQBkZtN6ViLSQLYqIjZWxnOOkSJDoVZNjWCGkjJN0oQGRIdHH94UsfvszlkxKfQBN3de3IzF8HACDH2kDp6KasF1szGzxqS5gNOnNXu0m3iGBKFPxJ7NHcfotlhoz2rJtHzymKQckg7VrlkXcejTq0pzSI7oHdCWJcRxggb6kaD5s4Ul5akLSR3BwxMOh2kKDHm0Qhw2enTRSGOHPFZZmH0cve6UJm4rtMc4wJmvyhYjJAF6+Xie8iHRob0PG9k84BlQ5EPCOLJoe+WWe8XvI8rNjYC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\n", 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\n", 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IEVkMjcLnIwofHx9pVY9YWFj4fUZTU1MqOrSBZ8+enT9//vXr1zdu3Dh48CBuiIVpM6QNogNy+pk7dy5pg71795aKDm3A39//woULkZGRrq6utra2hYWF0taoKyCjjnDChAl6enq5ubmdvf/9o0ePtm3btmfPnsjISBqWmzNnDurMtGHDhrFjxxYXF7dZ1LBhw06dOkU+tLOzMzAwoEJHTOfA2Nh4wIABJSUlMTEx0talXTx+/Pj333/fvXt3WFgYDcvNmTOnpKSEwWD8/PPPEydObE/Bg6GhoXAJ059//imzbZ5k1BEyGAwUkKE5b43JZKalpampqWlpaZFPGhgYMBiMNkg7cOCAu7v7+vXrFyxYsHPnzgcPHlCnafPw+Xxra+uYmJh3795VVlaOHj26zaK6d++OWvnU1NQMHDhwxYoVuOmorLFw4UKg3Qbr6upSUlLU1NSE7wL19fVR483WcuTIEVdX13Xr1llaWu7du/fOnTvUado8HA5n8+bNr1+/zsjIyMvLmzBhQptFqampoVY+LBZr8ODBS5YsadsfoStAyCqoiG3MmDG0rdjQ0DBjxgxNTc3IyMj2S2MymX379mWxWOhhamqqkZFR+8W2TEBAwPnz53Nycg4cOODi4pKdnU2JWOQR/f39KZGG6Sy8ePECAIYPH07bimw229zcXF1dPTQ0tP3SUKPO2tpa9DAjI2Pw4MHtF9syQUFBzs7O2dnZaF5HZmYmJWLR7GV0WiSDyK4jZLPZ6urqAEDVt3nL8Hg8lAjTr18/SlZMTEw0NTUlHwoEAg0NDR6P137J9HPw4EEA2LJli7QVEYXL5bq6uj579ozJZF66dCk6OlraGnUpuFwuCo2kp6fTsByPx/vxxx8BQEdH5/379+0X+Pbt2/Hjxws/07NnTzab3X7J9PPXX38BwH/+8x9pKyIKj8dzc3N7+vQpn893c3Pz9fWVxCqyeiMMgGZkA8DTp08lvRZBENbW1o8ePdLS0goMDBwwYED7ZaqoqAgXOfH5fDk5uU4a2SDLqwkp5S4xmcwZM2aQD21sbEJCQgCgsbHR3Nw8NDT07t27lpaWvr6+UlGvq6KgoPDDDz8AgI+Pj6TXIghi8+bNHh4empqaz58/Hzp0aPtlitggQRACgaCT5l4iG3zy5Amfz5eKAmw2e8qUKeTDP//8EzX/4nA4s2bNCgsL8/X17d69+6RJkySxeqf83qQK2tpb7N69+/r166qqqt7e3iNGjKBE5sCBAysrK/Py8tBDf3//yZMnt+2sURzs7e1RHw0ASEhIOH78OIXCx40bp6+vX1BQgPrG0Q+fzyf/kgBQWlqK6qPV1NTKy8sZDIalpeWjR49yc3Olol4XhjYb3Ldv39WrV1VUVJ48eTJ27FhKZOrr6zc0NJDj2168ePHdd99JbjN69OjRlJQUdJ2amurg4ECh8FGjRg0ePLi0tDQ6OppCseIjEAiE7ausrKy+vh4AVFRUqqqqACAvL48giL///lsSq8u0I7SwsFBUVAwNDa2qqmpsbLxy5cq2bdtycnKoXeXIkSOnT59WUlLy9PQ0NTWlSqyioqKTk5OFhcWJEydsbW337t178uRJqoQ3JS4uDn0cAaC8vJzabFsGgyGVvImvUlFRERYWhrJ4FBQUUAgBQyHz5s3r1q1bVFRUcXExj8e7cuXKjh07KJ9KePz48RMnTigqKj58+FB4/lo7kZeXP3funJWV1fHjx+3t7Xfs2HHmzBmqhDclISGBrHesrKz8UgvGNmNhYQEdzwarq6uDg4Pl5eXnzJmTmpraQouDdiGJeGsnYtasWQBw+/Zt9NDR0ZFa+RcvXgQAeXl5Dw8PaiUjCgsLPT09nz9/XlNTExcXZ2tr29DQIImFFixYQOb4+Pv7r1y5klr5/v7+ADBq1ChqxYpJZWWlsrKyyWe0tbUldBSBacq8efMA4Nq1a+jh0aNHqZV/8+ZNBoMhJyd37949aiUjioqKvLy8nj17VlVVlZiYaGdnR6bPUMuSJUuCg4PRdUhIyOLFi6mVj44DBg0aRK1YMamvr1dSUiJtUEdHx9PTk7bVZb2dh5WVVXBwsLe39+rVq9PT042MjCgUfu/eva1btzIYjEuXLi1fvpxCySRaWlpqampcLldDQ8Pa2johIWHixIkSatWxadMmlF5UU1PTnsKJZpk5c2aPHj1SU1Ozs7MHDhxIrXBx6N+/f1RUFLpeu3Yt/QrILFZWVn5+ft7e3r/88kt2dvbw4cMpFP748eNff/2VIIizZ8+SfWSoRUtLq3v37g0NDT169NiyZcurV69Gjx69ZMkSSay1bds2DQ0NAGAymUOGDKFW+NSpU3v37p2VlfX+/fthw4ZRK1wctLW1SRskm2fRg0yHRgHAysqKwWA8e/aMxWLl5uZS2PEyMDBww4YNAoHg+PHjGzdupEqsCC9evJg7dy7KupT0cYuLi0tUVFRUVNTZs2cpF66oqIgCjzTkTWA6FAsXLmQwGIGBgbW1tdnZ2WJ2OBMH1ESNx+M5ODhs376dKrEihIeHm5ub7927FyRvg+fPn0c2eOHCBcqFy8vLoy/AjhYdpQFZd4R9+/bV0tJSVVXV0dE5fPjw/v37nzx5Qh6GiU9QUFB4eDj5MDo6evHixY2Njfv27du9ezelKv8Ps2bNUldXT0pK+vjxI+qZ6+3tLa2eVe1EWqN5srKyGAyGcONyBQWFTpp/2xnR0dHR0dHp3r17nz597O3tDxw40DYbfPnyJQruIWJiYqysrBobG7du3XrgwAEqNf5fpk+f3rNnz3fv3mVkZKAbwadPn/J4PMmtKDlk1wZpC8J2QPh8/ooVKwAARfxI5OXlx44du3Xr1jt37nz69Omrcvz8/Pz9/evr69HDlJSUnj17AsDPP/8sEAgk/CaIZcuWAcC5c+cIgkCFGVFRUZSvIukzQoIgqqurlZSU5OXly8rKKBf+JS5duqSgoEAeUGFoRiAQoEB0Uxs0NjbesmWLm5ubOHW3wcHBT548IW0wLS0NVSiuWbOGz+dL+E0Qq1evBoCTJ08SBIEKM16+fEn5KpI+IyQIoq6urlu3bnJyckVFRZQL/xKurq4KCgpXrlyhbcWmyLQjRNESDQ2N+Pj4wsJCHx+fvXv3mpqaKisrC9tknz59LCwsHB0dw8PDm01FOX369L///rt3716CILKysvr06QMAixYtoqe83c3NDQBmz55NviOkCbUUFxfHxMSgd8RisUpKSihfgiAIc3NzALh165YkhDfl0aNH8vLyDAZDukYoy+zatQsAVFVVIyMji4qKSBsUmWqEbNDOzi4wMLBZG3R2dr58+fLu3bsJgsjNzdXX1wcAS0tLLpdLw7vw8PAAgKlTpxIEsWfPHgDYsWMH5auUlJS8fv0avaOGhobi4mLKlyAIAuWOXr16VRLCm/L48WM0eebs2bP0rNgssusI9+/fDwAqKiqo2VJDQwPZEoLD4cTFxTk5OS1fvpycUYJQVFQcN27c77//7uHhUVpail4fERGBahgKCgrQPdns2bNpazBRVVWlqKioqKhYWVkZHBwMAMOGDaN8FZTRLumMMmdnZwBYunSpRFdBBAYGoh3P8ePHaVgO0xR7e3sAUFJSev78OUEQbDabdHJi2iC5IYuJiTl27BiaiILuyWbOnCmhDOqm1NbWohup4uJi1P7+22+/pXwVVGanr69PuWRhrl69CgAWFhYSXQXx4sULtOM5cuQIDcu1gLiOMD8//8CBAxwOx9PT8+HDh+TzaI+Grh88eIB6UE2ePHndunWXL19OTU2lIS7RBs6dO4fCL48ePULPuLm5KSgoIANzdXXNyckhX/zhwwdXV9fff/993LhxImHrvn37Ll++3MnJKSIiory8HHWwnTRpkoTyp7/EzJkzAeDOnTs8Hg9FhCjpICXMzZs3AUAS0Rhh8vPzGQyGmpqapL/CXr16paamBgDbt2+X6EIUUlRUdOjQIRaL5e3tLVyN89dffyFHQhCEl5dXREQEQRDTpk1bu3btxYsXk5OTO2bjPZTuIVxZ5O7uLmyDwqcSBQUFHh4eX7XBiooKVCxvbGxcVVVF59tBLXKuX7/O5/NRTCglJYXaJe7duwcA8+fPp1asCCUlJXJycsrKykwmU6ILxcTEoHj4//3f/0l0IXEQ1xEKBIJz586x2WyBQHDixAny+REjRgwfPhx979vY2Li5uWVkZAh/TLt3725qarp3714fH5/KykqJvIlWcuvWLQaDwWAwrl+/Tj55+PBhEQMzNDRcu3btpUuXUlJSSHdeUVHx9OnT/fv3f//996qqqsKvR1ubkSNHVlRU0PyOnJycAODHH38kCGLNmjUAIPw/ogRra2v4fAoiUb777jsAePr0qeSWSElJ6dWrF9B1iEsVAoHAxcWlpqZGIBAI/yPGjh07ePDg6upqgiD2799/7do1kaYQHdAG79y5Iycnx2AwhENwx44dE7HBgQMHrlmz5sKFC8LuvLKy0tfX9+DBgzNnzkS7GRJ0iz9s2DAyWkMbly5dAgArKyuCIP7zn/8AwF9//UXtEmj8r4ODA7Vim2JiYgIA5E2CJEhPT9fR0QG6DnG/SitCo8gREgQh4giPHDmya9cu4rMj5PF4aWlpLi4ua9euFWknJi8vP2LEiLVr17q4uKSlpVH+ZsTB29sbhaTPnDkj8iMmkxkeHu7o6GhhYYGyXVr+KhF+pwMHDtTQ0FBSUnr79i3t74n49OkTg8FAxUxoGJNwP25KGDlyJABQMjejZQ4fPgwAGzdulJD8rKysvn37AsCiRYvoOUCiEOQICYIQcYRHjhxB22rkCNEn09XV1draumUblMo+ICAgAOUHNt2u1dbWimOD5F5T5NtGXV1dUVExISGB9vdEFBQUMBgMFRWVuro6VAIk0o+7/YwbNw4AyHwZyeHo6AgA69atk5D83NxcNHx04cKFHcQGxXWEFRUVu3fv9vX19fPz27VrF/lBHDFiREVFhbGxcWJiInKE0dHRWVlZ5C+2JwmFcoKDg9F9m729fcuvFN+dk18l33//PQg1qaEZFJX18/MjjysozPuqqqpC0RIa/k2oeZuurq4k9onkIe6sWbM63ZSA6urqvXv3Pn78OCAgYNeuXWRu7dixY4uKisaNGxcTE4McYUxMTEZGBvmL7UlCoZyoqCh0G7d///6WXynizkX66A4cOLCpDc6ZMweEmtTQzMSJEwHg8ePHLBZLTU2NwWCg9piUUFdXp6CgoKCgQMOxC+oq3KtXL0l4KfIQd8aMGbQd4n6V9ibLjBgxoqamJjw8fMqUKbt27XJzc0O3Drq6uk0NrL6+PjQ09O+//7awsBCeTAsAKioq06ZN27t3rzjlCm2DDEm3YdxPQUHBgwcPduzYMWnSJJHu8n379kVDZNC54/LlyyWg+9extbUFgN9++40gCFQV+++//1IlHM1upPwu80sgX/Xq1StqxVZVVY0ZMwYAJk6cSPMhrkQZO3ZsaWlpTEzM+PHj9+7de+3aNXTroKmpaWZmhmyQnFvJYrHCwsIcHR0XLlwoPJkWALp16zZ16tQ9e/Z8+PBBQqqSlUXr169v7c1oYWHho0ePdu3aZWJiIlxwhr5tUlNTCYJwcXEBAEtLS8mo/xWOHj0KABs2bCAIYvHixQBw4cIFqoSj2Y2U32V+CeSrQkJCqBVbU1ODzj7oP8RtGWocIUEQ69atMzQ0dHV1Xbx4sUiWl7Kysqmp6R9//OHl5SWc8ttsEsqbN2/aqVKzZGRk6OrqAsDq1avbeashks+mrKyM7i1ycnLI+CRFWrcCNLehX79+6CQJhR2oEn7o0CEAQLnpNDBnzhxVVVVNTU0Kb1bq6+tRx3MjI6Py8nJK9OwgIEdIEMSvv/5qaGj477//Llu2DH3aSVAXx127dj169Eg4VNBsEoqEQouZmZkoi2Tx4sXtzN8RtkEdHR3yPqm4uFhOTg7FJynSuhWkpaUBgJaWFo/HQ8llc+bMoUo4mhf4+++/UyWwZTpAACUAACAASURBVBYuXKiioqKqqtp0L9VmWCzW9OnTAWDQoEESqv1oM5Q5wuLi4p49e7q5uaHnxcnyiouLE05CefLkia2trSQCYnl5ed988w0AWFhYcDgcaoXn5uaS1+iG49mzZ9QuISbffvstAMTExFD+dTB79mwA8PLyokRay3h5eSkoKIjcdisrK0+ZMqXpXkpMGhsbUVKfvr6+cD5w14B0hBUVFb179yYDg+LYYHh4OGkRKAnl0KFDkgiI5efno8+nmZkZ5UFp4f8pmldHz2e1KYMHDwaA8PDw8vJy9DGm6r4HhXnu379PibSW8fX1RRVZ4uylxITD4aAeyHp6eh8/fpSA1u2ivY4wKiqKNJu0tDQHB4fVq1c7OzsnJiaSm77WJqFQS2lpKWoga2JiIul9op2dHQBs2rRJoqt8if/7v/8DgAMHDhCUfh3weDwUUqah2QR5iGtnZ9favVQL+qO55Nra2pRXlXQEoqOjGxsb0fWbN28cHR1XrVp1/vz5+Ph40jZbm4RCLeXl5eignYbKIjSvbv369RJd5Uug/gB//PEHQRDo7ocS1yUQCFCes/C2W0KQlUV//vlna/dSLei/fv16AOjdu7dU0gm/CsUF9ejWAaGmptbUwLhcbkJCwvnz51etWoXu0kgYDEbPnj2nT58uZlMlcaipqUHnJaNHj6YhcRxNCOvbt6+0kvEAYOTIkQSlXwco6ErDcJakpKQePXqA0CEu6eTavJcSCASo47mmpqZUkgnpR7hxvLANkgFhHo+XlJR04cKFNWvWoONYYRvs0aOHqanprVu3hFPe2kN9fT2aPE5PZdGbN28AQEtLSyrpiKGhoaSxnD59GgB++umn9otFQdf+/fu3X1TLNG0PSdpge/ZSO3bsAAB1dfXY2FhJv4W2QbEjTEtLu3jxIionEP5LycnJjRo1atOmTa6urpmZmeTrhfPZRHYc7c8pZbFYKJNz0KBBtLXOQ/Gf169fS3qhhoaGCxcuFBYWJiYmXrly5cOHDxwOB31AMzIy2vZ1UFJSUlFRUVFRERgYSGZMnD9/HiSZS40gD3FXrVqFbK+qqkpdXf2rGfPCn5mmCb2o35WKikpYWJhE9e84vHnz5vLly+vWrRs0aJCIDRoZGVlbW9+8eROldyGQDdrZ2ZmZmYnYYLMpb62isbERDRUZOHBgYWEhde+yJdB8Ihr+42w2+9KlS7m5ucnJyVevXk1PT+fxeChD4u3bt1lZWWgHRt6vi0NZWVlZWVlVVVVgYCC5F7ly5QoArFixQjLv4780bQ9ZV1enqanZ7F7qSwm9TW0QZRgoKSn5+/tLVP/2IMEWa8XFxaSBiSRtCxsYeQZbUVHh7Oy8e/fuFvLZvL29xSyV5fF4qBN8//796QxJb926FcRIDW8/HA7Hx8cnKSmpoqLi9evXN2/eJAjip59+AoDTp08Trf864PP5586d8/LyevDgQVRUFHm2gWRevnxZQm+EEDrENTc3J781goKCxNlLoehNswm9aFugqKgos1N2hW1QRUVF+I/TbE5pVVXVxYsX9+zZY2VlJWbKWwvweDw0hlNHR0fY9UoaGxsbALCxsZH0Qlwu9/nz569fv66oqEhISHBxcSEIAsUA//77b4Ig0HxTsvfWVxEIBJcvX3Z3d/fx8QkJCSEjHEjmP//8I6E3QghVFgm3hxSeqNPCXqqwsPDhw4c7d+6cPHmySEIvskEFBYXHjx9LTvn2Q1Ov0YaGBtSQ08rKCjUUEDawKVOm2NjYiPRrb88RkUAg2LBhAwBoaWlJKA31SwQGBgKAkZERDWv5+/snJSURBPHo0SNUv3j//n0AmD59OvE5HNGqr4OMjAwvL6/4+PgbN24gqyYIArkoyvtFkZSVlTV7iFtVVUUGDJrupZr9Hm/aoLJXr160Jbt2cNhsdmRk5KlTpxYvXow2/iRkHkRQUJDwr7TTBtFsVU1NzcTERLreJUEQRFhYGAAYGhrSsFZISAgK/3h7e6PNqJeXFwBMmjSJIAg0pHDr1q3iC8zJyXF3d09KSrp+/fqlS5fQk2hTK7m4YlVVFSpEFqksqq6uFrZBcfZSIgm96Et427ZtEtKcKhgEQQDtFBYWRkZGRkREREZGJiYmovl527ZtQ6V4TamtrX39+nVERER8fHxERER1dTX5I3V19dGjR0+dOtXU1HTatGnokMnGxubMmTOqqqqBgYHofII2uFyurq5uVVVVRkYGSiGTEAKB4MCBA/369Rs6dGhWVta33347f/58JpOpra3N5/N1dHTQtl1DQ+P8+fPTp09HMduW8fX1TU9Pnz59en19/atXr/bt21dYWNi/f38NDY3Kykp5eXnK3wWTyZw1a1Z8fPzo0aNDQkLIs4dXr159/PgxPz9/xIgRJSUlqqqqy5cvT05ORp+B0NBQ1IAYoaCgYGxsbGpqOm7cuO+//548e96+ffu5c+c2btyIIksYYUgbjI+Pj4mJ4XK5AGBtbY1qb5pSW1ubnJyMfkXEBrt3725sbIxscOrUqeifuGfPnpMnT6qqqvr7+0+dOpWeN4Xg8/l9+/YtKyt78+aNSPCccg4dOtSjR48xY8agjkWWlpYsFktbW7uhoaFPnz7IBtXU1C5cuDB9+nSRE9lmCQoKiouLmzNnTm1tbURExIEDB8rLy3V0dLp161ZTUyMS86AEFos1Z86cyMjIkSNHhoaGoqwcAIiNjc3MzMzJyRkzZkxJSQmDwVi9ejVpg2FhYcKd/BQUFIYMGYI+A8LfNrt37z516tS6detcXV0p15xKpOyICaK6utrPz8/W1lbM1kFcLjcuLu6ff/5ZuXIlGrZCoqCg8N1336FGecrKyiLbW9oQjk/Sz6xZs5r9Rw8YMAAl9CYlJX2piis5OTk+Pp7D4aSlpaHXoPkyc+fOlYSqLR/ilpeXo79hQkLCgwcPRH6amZnp6uq6adOmUaNGNW1QiVL1JNqkpitRU1Pj7+9vZ2cXEBAgzuu5XG58fDxKeUO9skjk5eXHjBmDSjbJsRL0IxyfpJ958+Y1a4PffPMNSuhNSEj40uF9ampqXFwcskH0GjQmd8aMGZJQlawsMjAwaJqSWlVVhdrgpaWl3blzR+SnWVlZt27d2rx58+jRo0V2yQMGDEAxKtR6WkJNaihE+o6wnTRt4da9e3cVFRV6Cm6aRTg+STMsFgttgQ0MDMLCwlAPEQsLC3KXh2g2obdZUHz18OHDrdUkOjoajTe6efPm1atXm7oiHo+3dOlS+MIhbk5OzuHDhysrK2NjY8+ePdtyMW/TfLYnT56gH0luUjGGpKkNqqioqKioSKvdIPG/8UmaaWxsRBMwDAwMQkJCQkNDv2qDLXd4QPFVVBbVKmJjY9FWwM3N7cqVK01dEVlZpKOj07SyKD8/397evry8PDEx8dSpU+TQ42YRtkH0Tsme3ZKbVEwh0neE9+/f9/Pzq66udnJyEh4u01oqKirS0tJCQkL69esHn5sD3bp1a/HixTT38qmtrVVWVpaXl6e5BT5ZstrUtbShbSMCtU8U/7RfmBMnTlRWVv7666/u7u4iPxIIBL/88gt8+RA3ISHBw8MjNDT05cuXHh4e6Ci0BdLS0pydnYuKikJDQ2/evElOkJHcpOKuxMOHD588eVJbW+vk5HTv3r02y6msrExNTQ0NDUWhGnR/eefOnSVLlpCdUemBxWKpqqpS2+1THFrOD0K9tFprg9OmTYO2zmM5ceIEk8ncsGHDvXv3RMR+tbIoKSnJw8Pj5cuXYWFhHh4eX60+evfu3YULF/Lz8yMiIq5fv47GoRCSnFRMIdJ3hA0NDU5OTlevXs3Ozj548GDbolgCgeCPP/44c+ZMWlra7t27AWDnzp0EQcyYMQMA7t69S7XWXwGljN+4cYO2Fcn8IHFKVsVM6K2oqFBSUpKXl0fNg1rLiRMniouLT5w4cf/+fZFhI8JzydsguSk5OTlMJvP48eOFhYXCkxkkN6m4K8Hj8U6ePHnr1q3379/b29u3ufvS7t27z507l5CQcODAAfg8Zw41wkaJJHRiaWkJEs52FkEgEKABTOLkB4mZ0FtTU4M8ettKMNFm1MHBwdPTMz4+XvhHlFcW5eTkNDQ0ODg4iNig5CYVU8j/HK5IBRRc5vF4ioqK8vLyRJuSdxgMhpKSEovFysjIsLKyAgAUG0HXKMhOJ/Sva2Njc+PGDXV1dT8/v+HDh7f8Yl1d3YULF9rb2wcGBlZVVQkn9JaUlDx9+vTw4cPm5uZ9+vThcDhaWlovXrwoLi5ulT6pqanV1dVlZWU9e/YsKSlBaW+II0eOnDlzRklJydPTk6pUJgMDAw8Pj0WLFqERSyTTp0/X0tJ6//59eno6JQt1SYRtUE5ODiWvtQFlZWUWi5Weno4+/yhjXnZscM+ePdeuXVNVVX369CnqttgCIjYonNBbU1MTFBSEbLB3794sFqtXr14vX74sKipqlT5v3ryprq7Ozc3t27dvbm4uquVAHD9+/MSJE4qKig8fPkR3nO3HwMDA3d198eLFIjY4efLkPn36fPr0KTU1lZKFJIK0PTERFBRka2ubk5Nz/Phx4Um5rSUzM/PUqVOfPn0iJ0SnpqZ+/PgRANTV1WmeuYOGk6mqqrYcWKcKNHqCkpJV4Yx51EOc/Ki0qqnSl7h48SL871xySjhx4sSuXbsiIyOfPn26evVqMixDSGxScVciJCTk4MGDubm5jo6O7RlakpWV5eTklJmZKRAI9PT0ACA+Pp5mWyApKSmRl5enYdI6wsHBAQAUFRXb32qYtEFTU1N5eXnh4cOU2ODNmzcZDIacnFx7wuBNcXJy2r59e1hYmJ+f3+rVq4XbPEloUjGFSN8RUkVSUhJ5HoDOn9Ao59GjRwMA/dlr48ePBwAfHx9JL3ThwgXkWpqmVrYTlE62ePHi2bNno3ajJBoaGnPmzLG3tw8ICBD/i6bZueSSRkKTijFNSUlJIftf//bbbwBga2tL0GgLIqDkVcrtoiloPL2cnBzlOXrovtbS0tLc3FzEBtXV1VEE9fnz5+IfXqCm9gDg5OREraotIKFJxRTSdRyhMCgeMmHCBOLzCKHNmzfTrAMam/Kf//yHIIjGxkYXFxdJOOPbt28j10Lh9EGEQCBANeko76b9Q89bmEsuUSQxqRjzVfz8/ADA2NiY+F9boJMTJ04AwJo1awiC4PF4Li4ukugx5OnpKS8vz2AwyB4UFNK/f38AQCmdbU55I3nx4gVK60U3CbQhiUnF1NI1HaHw3z0uLg4+D+qjU4eUlBQA0NHR4fF4Hz9+vHv3bqtmsNXX1//9999v3rwJCgo6d+5cswfaPj4+qMBW+GiaKtCU6n79+jX709YOPRduaU+5ql8F1XVJa3C5bNLY2KihoQEA2dnZwrZApw6ZmZkA0KNHDw6HU1BQcOPGjVZVs7HZbEdHx6SkpJcvXzo7Ozdb6BwYGIhci6OjI3WK/5fs7GwA0NLSava7S8yUN9IGX79+jU46WtXphioWLVoEABcvXqR/aXHomo6QEPq7CwQClMxNf+Nz1PU4MjKyurra09Nz165drfp11HmHz+ez2eyjR4+K/DQqKgq5ljYUGInDtWvXAGDZsmVffeVXh56vX78efSdu3LhRKnM5Ll++DNIbXC6zoBo1FIJDXfipShIWH9S9Lzg4mMlkenp6tjaJPzY2Njg4mM/nczicpkdc0dHRyLVIaF7u7du3QbwJ2w0NDeHh4cePH2+2h6Wpqen69etR1y1yrATN3LhxAyTWmqP9dFlHKPx337JlCwAcPHiQhnUFAkF+fj66RtXoe/bsycnJuXLlyqFDh1olCjlCDodz6tQpkZLE5ORkVDn+22+/Uab6/4LOt8+cOdPaX2y2QWWPHj3MzMxoviEgke7gcpnlzp07ADBz5kxCyBboWZoMwaFq9O3btxcUFLi4uLS2Gz5yhFwu98yZMyKh9dTUVFQ5vm7dOgm5FvTFdezYsdb+YrM2qKWlNXPmTGl1eKF8UjG1dFlHiP7uSkpKqH0UAIwaNYqGdf/4449evXq9evWK+FzE1qtXL2dn55iYmNa6gVOnTjk7O9+8efPEiRPCfRkyMzNRWuySJUsk51pQDUZ0dHR7hKCh59999x18zpt4+/atnZ1dREQERWqKi3QHl8sm1dXVqA61vLz85cuXADB48GAa1v3zzz979uyJ7j6joqLQPuzcuXPR0dGtdQNOTk5nz569ffu2o6OjcMvGDx8+oCIBKysrybkWVIMRGhraHiFVVVXPnj2bMGECuRF5//79kSNH6G/1QuGkYsrpso6Q+NyRwd3dncPhoLAAOWNPQhw9ehSEUqh3796tqKiIcrSgNU2VWiA/Px81tDUzM5NcTUhlZaWcnFy3bt1aNUrtSzx9+hQAvvvuO4Ig7OzsAGDTpk3tF9sqpDu4XGZBk7rd3Nx4PB4Km797906iK6LG/fLy8qjF16FDh+Tl5cnZQMgGf//9dw8PjzbbIFkXO2vWrLaNaRSH2tpadAtFSdmJ8FQcadkChZOKKacrO8JTp04BwKpVqwiCWLFiBQCcPXtWcsuJpFD/888/yClu2bJl7dq1hoaGwoF7OTm5kSNHoul6GRkZ4q+C7HzKlCkSrcpCrmvatGmUSGOz2erq6gwGIzc3NyEhAaTRCFu6g8tlFvRxRSfN69atk1BSCcmtW7cYDAaDwUAVyc7OzsgpWltbr1u3TmQaDJqut3Hjxhs3bjTttNkC6MhZZGIR5SDXNXHiREqktX9qd/tp26RieujKjlD473737l2QWAd3okkKtaurKzJI4S5rLWR5NTvZCzFhwgQyJrNjx463b9/evHlTuFhVEuzfvx8obdGJhiQ7OzsTnxthtzPo+lWYTObZs2cdHR3LysocHR0vXrxI2+ByDElOTg5qy9DQ0PDo0SMAMDExkdBa3t7eKPqCDrabrSyqrq4ODAxstrGZhobGl2zQ1NSULJPfvXt3UlKSm5tbm28oxeTw4cNAaYvOplO72xl0/Sp1dXVnz549evRoZWXlsWPHzp8/39pJxbTRlR0hQRCo4i0oKIg8rpBE818yhRoda5Mlqy3cgLLZ7IiIiJMnTy5atEhXV1fYIMkpqY8ePaqoqEDTzlAExsLCgp7cV9Sj1dvbmyqBaBqZubk5QRDbtm0Duuoo7Ozsbty4kZmZ6eDggBpw0zC4HCMMGsXg6+tbV1cnuYLO4OBgtLm0t7cnCMLHxwfZ4KlTp770K42NjVFRUadPn16yZInIpGJFRcXJkyfv3LnzwYMH5eXlWlpaxsbGKAazdOlSek64Ub9iChswCU/F+eOPPwCgtXnsbcPW1vbOnTtpaWknTpywsbEBKdVvtEwXd4R//vknAKD5yGZmZgBw69YtapcQSaEmS1Zb1U/oS6PAnz59qqend+TIEZRpQo8j5HK53bt3ZzAYFE7PqKioIHPGgoKCAGDEiBFUCf8S/v7+fn5+9+7dS01NPXz4MMpdomdwOYbE3t4eAKytrQmCQNNRKO8rFBMTg7qubNmyhSCIyMhIVVVVaGWiuHBjM+H5t48ePdLT0zt+/DgKkNDjCPl8vqamJgBQWIHOZDLRVJyysrLw8HB6bOHFixdPnjzx9PSMi4v7+++/Q0NDAaB///5SKeFogS7uCKOjowHAwMBAIBCcP38eAJYuXUqhfJEUakpKVmtqap4/f46iN+Xl5Xp6eiwWa/jw4e/fv6fHEcbGxgLAkCFDqBWLZvDeu3ePPK5oOqeGQgoKChwcHDw8PGpqas6dO/fgwQMej4d65TQ7+AkjIRITE8lT4StXrgCAhYUFhfIzMjJQ5dzq1av5fH5ycjLKjGtPMykmkxkQEGBvbz9nzpzCwkI9Pb3GxsaRI0empqbS4whRC4JvvvmGWrHkJBA+n48CUSJjYailuLj4r7/+Im3Q3d2dbEL71aFONNPFHaHw3z0/P588rqBEuEgKdVpampaWFgCsWbOGwkwQPT09giB8fX1/+OEHehyhk5MTAGzYsIFasWfOnAGAlStXEgSxatWqlsNWEgJNqmranQAjUchTYVTQSWEj7Ly8vG+++QY5Vw6Hk5mZib7fqa0sQjYYGBg4a9YsehwhyrxDiX4UgvoSL168mJCeLaAmtHZ2djSv2zLSH8MkURgMBorGeHt79+/ff+zYsXV1dS9evGi/5NLS0nnz5hUVFc2cOfP+/ftFRUXz58+vqKhYuHDhjRs3hMOblDB//nwVFRV0gytpXr16BQAmJibUil28eDEAPHv2jMPh0Dwih8lkogtpjQSScSwsLADA29tbV1d30qRJjY2NKCWynZSVlZmbm+fk5JiYmNy/f7+0tNTc3LykpMTMzOzu3btothSFmJmZ6ejooOCepJGQDS5atIjBYPj7+7NYLOna4OPHj+lZV1yk7YklzrNnzwBgzJgxxOdErI0bN7ZTZnV1Nap1nTBhApPJLC0tHTp0KADMmDGD8roitBslCCI3N7d79+403BGijnSSiJmMGjUKAPz9/Wtra9FxBYXHkF8iOjq6V69eKOmAxWKpqKgwGIzTp0+/e/euox1UdFWET4UdHR0BYN26de2UWVNTgxo1jB49urKysqysDLWAmDx5MuX9g0gbLCoq0tTUpOGOEHVnFBmlSwnkJBAWi4VG/tLQCDsmJkZLSwtNfULFVADg6Oj49u3bDmKDXd8Rkn/37Ozs5OTkRYsWPXz4sD0C6+vrp06dCgBDhgwpKSmprq5GBmlsbCyJ7kHkaL26urqHDx9KuktZfn4+APTo0UMSdX4HDx6EzxkNaMZTeyZQikNKSgo6j0S7n5iYGGVlZdTRH/43Y57maXkyBZfLJU+F3717Z2lp2c72IiwWC7UpGTRoUFFREZPJRN/vo0aNkkRlEWmD9fX1Dx8+lHT5XUlJCQCoqalJYiHhSSDo5uzSpUuUryLM27dvUS8FtPtJTk5WVVUlh/eSNujj4yM8RpRmurIjvHHjxv79+0tLS5ctWwYA586da79MDoeDRhno6+vn5OSwWCzUv2bw4MHFxcXtl/8lyMPOt2/fSm4VgiDu3bsHAPPnz5eEcJSGg3LG0CmIlZWVJBZCiBzivnnzBh3impiYLF26VGSOtqKi4qRJk3bs2OHh4VFQUCA5rWQKV1fXgwcPFhYWrl69Gigak8Lj8VBZav/+/T9+/NjY2IhyQAwNDQsLC9svvwVQ6/DExESJruLp6QkAs2fPloRw4Ukg169fB4AffvhBEgshRA5x09PTUWbTxIkTly1bRm5JEQoKChMmTNi+fbu7uzvNA5u6siMsKipav359fX29m5sbCmO2/44tOzu7X79+Ojo6GRkZHA4HHUDq6el9+vSJEp1b4OeffwYJN+YgCOL3338Hic2SJt15XFwcGlyuoqIioVsxsg/WzJkzGxoacnNzDQwMAGDhwoXkRls4Y57swoXo27evhYWFo6NjeHi4SCOMPXv2kJuekJAQPN2pBUpKSjZs2MBkMj08PNAJRUVFRTtl5uTk6Ovr9+7d++3btzweD21z+/Xrl52dTYnOLWBtbQ0Ahw8flugqu3fvBoDW9ugXH3ISSHl5uby8vLKysvhzfVtFaWkpmv5hYmJSV1fXbHvIgoICcqCb+Da4f/9+0lNGRkZevny5nap2ZUdYWlr68OHDxMREf39/dXV11EhCnPGVLZOdnZ2UlCQQCNavXw8AyCApV74paJ8oucYciFu3bi1cuFBypyCbN28mjRw1AqawbJ+kDYe4dXV14eHhjo6OFhYWqCSGRKRJ7IQJE7KystBv3bp1S0IjeLoGpaWlT548iY6OfvnypZqaGhochmzQyckpLi6ubTaYk5MTHx8vEAjQjJQePXokJSVRrnxTfH194XPXXMlx7949KyurZscfUoLwJBB0ykNh2T5JTU3NuHHjhA9xUXuTyZMnf6k1nbANouCNiA2STWJNTU3JIih3d/f29y7uyo7w8ePHN2/eTEhIQHVF+vr6Io3NtLW1LS0tjx8/Hh4e3tokl2PHjqEAd1xcnIT0F6G+vl5VVVVOTk4S8Z+QkBA/Pz90LRAI9u3bR/kSiOfPnyPbIAjCwcEBAH755RdqlxA5xCWzKlp1iPvhw4dmR4EfOnQIO0Lx8fHxuX79enJyMtpb6Onpidhg7969Fy5ceOzYsdDQUJHGZl8FFeSoqamhYS80QCYcfPz4kXLhERERT548IR9S2OBQBOFJICdPngSA1atXU7sEi8VCdcPoELe+vn7KlCkAMGrUKPFDAl+ywT179mBH2DqysrJQ86RFixbxeDwulxsXF+fk5LR27VoUuRYOT48YMcLa2trV1bXZT/mVK1fIgJifn19mZqaZmRnNo0xQGvqVK1col+zk5EQGfPh8vpaWFuVLIMhJINnZ2ampqUD14PKmh7hkVkWbD3GLi4u9vLxsbGymTJkSEBAwYcKE7777bsqUKVOmTBk8eDDpCBsaGlC4pr6+XhJdxDopubm5KA/Z0tKSy+WiilsXF5e1a9eiQFmzNthsnPPatWvk8W1AQEBGRsacOXMCAgLofDtLly4FgPPnz1Mu+dKlS8LjEnv27En5EghyEsj79+8zMzPRLTWHw6FQvsghLmoX155D3JKSksePH+/evdvU1PTp06empqZjx45FNjh06FDSEXI4nJycHPT6Dx8+iJ9t1JUdYUFBAarknT17drMTi77UVAmFp5cvX+7k5BQeHo4+IkpKSj/++CP6xQULFtA/754giKtXrwLAggULKJdMmyMk/ncSCBoIQFUkls/nr1y5Et3rv3v3jjzERQZJyRIEQaA7QoFAIBAIhO8IfX19L1++/OLFix07dhw/flyifXM6C2RQGp3UNn1Bq45p1dXVFy1ahH5xyZIl9E+1JAji1q1bAGBmZka5ZNocIfG/k0BQ2cmLFy8okSwQCH755RcA0NLSevPmjYQOcdEdIbJB4TvCgICAvVm5DAAAIABJREFUe/fuubu7Ozg4xMXFie/du6wjrKqqMjY2BoBJkyaJMy0Fze+1s7MzNzdH0Q8SdXV1Pz8/PT29hQsXovihtBxhSUkJtY05SJycnIyMjJZ/RqKOUHgSyK5duwBg9+7dlEhGmT4aGhroAElCh7hfCo3W19dv3rw5Kytr69at69evl/R0go5PdXU16rgtZlCayWQGBgYePnx47ty5GhoawjbYvXt3b29vfX39ZcuWoUNlaTlCsmsu5XUaly5dGj58OGmDGhoa1MoXRngSCGrITFWEH1m0qqpqZGQkeYirqalJbartl0KjPB5v165d8fHxrq6uR44cET/1tGs6wvr6elNTUwAYOXJkG7LUeDxeWlqacHg6PT1dT08vMzNzxIgRLBZLWo6QIAjUbAINHaUQJycnGxubvLy8vLy83NxciTpC4UkgqE/HoEGDCIIQCAQhISF8Pv/p06ceHh6tnaKM7FlFRQUNl9m5cyfaxFD+n/qSI4yKigoICLh///7OnTu9vb074KwZOml/ZZHIEVFKSoq+vv7Hjx+HDRtWV1cnLUdIfJ7NcvfuXWrFXrp0adu2bXmfkegdofAkENSv6ptvvkGJS2FhYRwOx8/Pz8PDIzMzs1ViUYN1JSWl58+fE59nXKiqqoaHh1Or/5ccYXR0dGxs7MWLF8PCwm7cuCH+4XEXdIRkSHrgwIGUFIQVFRWhvH+CIA4dOmRraytFR0hVYw4R6AyNEkKTQHg83vjx47dv385ms/Pz83fu3Mlms6urq+/evZuamiq+QJG55La2tsgg/f39KVc+OzubDLlUV1eT3/L5+flhYWECgSA9PT0yMpLydTsRHA5n/vz5QF1lUXFxMZ/P19fXJwjCwcFh7969UnSEZ8+eBYAVK1ZQK5bO0CghNAmEz+dPmjRp27Zt9fX1hYWFe/bsqampqampefjwYasyAVEjU3l5eZSDevToUQBQVFQkRzlSCDp6RNc1NTXkkXxJSUlwcDCPx8vKymrVPWhXc4Q8Hm/58uUoBaNVU6e/CnKELBbLyMjI2NhYWo7w3bt3ANCrVy9qu07Q7Ai/NAnk3Llz6DT3+PHj4kv70lzyBw8eUKgzRkwEAgGqeaU8KI0cIZvNHjVq1NixY6XlCD9+/IiCDc1mHrQZmh3hlyaBuLi4oLLCVtngnTt30BhkNGMLtcuQk5NrZwsh2uhSjlAgEGzcuBGFpCkf80H2G/Tz8wMAaTlCgiBQ9kFISAiFMnNzc4WPsqkV3hQ0CURNTU04cF1dXf3LL7+8fPkyKSlJ/LiiOHPJMXSCytQkUVmEHCFBEKhnt7QcISHUNZdCmXl5eWTInSAISWeko0kgSkpKwoFrJpNpbW39/Pnz1NRUX19fMUUFBASgRKcTJ04QBOHp6SkvL89gMFxcXCSiugToUo5wz5496JQoLCyMcuG3b98mr+/evUtDt+gvgd7mzp07paVA+6mtrdXS0urbt69wxnxmZmZlZWVtbS2bzRazzvpLc8kpaeWFaQOonWy3bt0ksZe6c+cOee3u7i7FGpVDhw7B5665nRQWi6Wjo9O3b195eXnSBlNSUlprg1FRUahPwp9//kkQRGBgIJpMfuzYMQm/AyrpOo4QVbgrKiqKv5HppERGRgLAt99+K21F2khjY6O5uTkA9OzZU2RWjoGBwU8//XTu3Ln4+Pivxn75fD5KDN62bRshZJCtmkuOoRAU8ZaXl29nX/uOT1xcHHTISetiQlYW9ejRA+0dSfT09FasWPHPP//ExsZ+1QYFAgHqD2VtbS0QCKKjo9Fk8k7XZaKLOMKbN28yGAw5OTk06aNrw+fzUZeAlJSU9ksTCASXL1+2sbEpLCw8f/482tZJDh6P9+OPP6JSv/fv34vfVKlZaQUFBQcPHkRzydF8g99++02i+mO+hJubGwpKy0LzVYFAgLoEUHJEIhAIrl69unv37oKCAmdnZ9T8THKIVBYhG3RyckJ1U8I2qKqqStpgWVlZs9KKi4sPHDjA4/FSU1NR/6B169Z1uv1BV3CEXl5eaFPj5OREz4rJyclz586lZ61mOXr0qL29fX5+PiXSPn369PPPP/N4vNjY2F27dlEis1m+eoj7paZK0GKTWAnNJceIDxmUPnXqFD0rvn37dtasWfSs1SzHjx+3tbXNzc2lRFpeXt7PP//M4XASEhIkfTtFHuI268W/aoPNNokVmfQiUf0lQad3hCwWC83ycHBwoGdFPp//119/oWNhabFmzRry+t69e+2JBvP5/MLCwqtXr6alpdXU1Bw4cIAKBZunVYe41dXVgYGBdnZ2ZmZmqGE6ifAcwaysrKYt7TF0wmaz0b9AcgMTROgINrh+/XryG//hw4ePHz9usyiBQFBQUODq6pqUlFRVVXXw4EHJ3VGh000lJSVxWtPV1NSIY4OfPn1Ck15mzZpF+WRyeujojrCsrExkAAdCuFnMu3fvaPOCBEGkpaVdvHhxzZo1UpxaJ5xabWtr285Ri56enh4eHmw2+9atW0FBQe3WrnmcnJzafIjb2NgYFRV1+vTpxYsXo7AwCboRMTQa5/06RxJqY8rLy5vdYQjbYGZmpqSHEwmTnp7u7Oy8Zs0amqfWCaOrq0t+NR09erSd+Vne3t737t1rbGx0c3OTRPErgqwsasMhLofDefXq1ZkzZ5rO8kQn/QOGjXkYIfFJWBKiQzvCjx8/3rlzRyRi7unpaWxsPGfOnNGjRx89elRautEz9uVLUOsIaYDaQ1zUoHL9xi3fDB8nr6wGDDlYeG3+iZj2S8aIkJeX5+bmZmNjI/ykj4/PmDFjzM3NjY2N7e3tpXUgJF0bpNYR0gB5iEtJZRGywQ3WW74lbdDistnfr9svWSp0aEdIEASbzUaZ8Yjs7GxDQ0NUusBms2fMmNGeiETnpWfPniaf0dPT6+COkDzERY22qeJ6SB6s8oU+xgAAJjbKP/sxGzrf4UTHh8Ph2Nrakg/z8vIGDBiAShfQdHh3d3fpaSc1dHV1J0+ejGzQwMCggztCCR3i3oksgFW+0G88AMCk3xXXPquso2yKBZ3IQQemsrLy2LFjqJc5ws/Pb8mSJdra2gCgrKy8efPmx48fS09BaRL1GeG/TwckODh45cqVPB7PwcEBndJTheU4HXk5BuiZAADkRzdyBQEp5RTKxwBATU3N0aNHN2zYQD7j7++/cOFCFKBWUlLasmWLzNpgaGgossFNmzZJW5eWiIqKQjZ46NAhGxsbCiUvGKOjpCBH2iCXTzxPLqNQPm10aEdYXV1tZGSUlJREPlNWVoa8IEJHR6ekpEQaqmHEIiYmxsrKqrGxcevWrQcOHKBWuFZ3JZPBPUBvCgADihKAz/GOxx8GiqmqqjIyMkpOTiafwTbYuUhOTl6wYAGLxdq8efORI0eoFa6pqjBtaE/QmwwMBhQlArehk9qgwtdfIj0GDhw4cOBA4WcMDAxiY2PJhx8+fBCZr4vpOLx582b+/Pl1dXVr1qz5559/2imNIIgrV66MHDlSW1s7LCysX79+8+fPtxqnG5FeBb0GQuUHKEn2TVLj8QkFecbXxWHE49tvvxUZn6uvrx8cHEw+/PDhg8gLMB2HrKysuXPnVldX//TTTyhTpp1cu3bN0NDQwMAgKCioX79+FhYWVuN0X7ypAK2hUP4eihN9k7o3cgXKih36FqspnUzdxYsX+/n5of1pcXGxk5MTmncla6DJKYht27atWbNGiso0S15e3vz58ysqKiwtLW/cuCEn195PGoPBmD9/fm5u7ocPH/h8PpqsvWh8HwAgIzOVddyIjMr2qo5pEUtLy5cvX8bHxwNAWVnZqVOnfv31V2krJQXCw8PJScKbNm3qgCcUBQUF5ubmJSUl5ubmlNggAFhYWHz69Onjx49cLhfZoNV4XQbj/9tgHZsf8q6i/QvRTCdzhD169Hj8+PG+fftMTEx+/PHHY8eOjR8/XtpKSQFUtYPo3bs3aqrScSgrKzM3N8/NzZ0xY4a7u7tID6c2g8p78/PzR40aVV5eDgCDdFWH9+8O/ScDAORHA0F4x3XKyEwnQl1d/cmTJ7a2tiYmJkuXLrWzs0MzMmWNwYMHk9daWlqoqUrHoby83Nzc/NOnT5MnT/by8kL9P9sP8qZ5eXnGxsZlZWUAYKClYmygAXqTAQAKYoDgd8boaCdzhABgbGzs5+f36tUrV1fXT58+8fl8aWskTZKSkoqLiwEgLS1N2rr8l5qamh9++CE9Pd3Y2NjLyws1xaaEwMDAN2/eDB8+PD4+Ho3gAIBF43Sh5wDorgvsaqhI98KOUPIYGRn5+vq+evXKzc2toKCAy+VKWyNpkpKSUlhYCB3JBmtra+fNm/fu3btRo0Y9e/YM9eClBH9//4yMjCFDhiQkJJA2aDVOFzT0QEMPOLVQ9tY7vpQgqFqQLqSdttp20F0RGkcum1RWVkZEROzcufPt27dbt26Vtjr/paysbPz48cOGDaNnQEd0ZhWs8oWhlgAAI5bDKt/kHCYN62IIgjAyMgIA8WdmdT1qamrCwsJ27Njx/v37zZs3S1ud/1JRUTF58uRBgwbRM6Aj4WMNrPKF4UsBAIYtglW+sR+qaViXQjrfHSGJpaUlAHh7e0tbEanRs2dPBQUFBQWF4cOHSzFp6Pvvv0ejSgHg/v37J0+eDA4ODgoKEs4tlBwTDXv079ntv5GZ/GgA6IyRmU6KlZUVyLYNamhoqKqqMhiMoUOHimT20cmcOXPS09PRtaen519//RUUFBQcHCzShklCjP1WY4C26n9tMO8VdEIb7MSOEBthaWlpVVVVY2NjdXV1QUFBfn6+VNRgsVgCgQBdc7ncxsZGdXV11ACWBhgMWDBWB3RGgrI6MPOgtoASIxSw6tlJcQ1xr/gVnbIuih6QDXp5eRGdLxZGDRUVFSUlJVwut6ampqCgIDc3VypqiNggm81WU1ND8zHoweI7Heg9HLr1hPoSqM553NlOKDqxI5wyZYquru6HDx/evHkjbV2kg46OzuDBg+3t7RUVFbdt2ybSFZdOGhoa6uvr6+vrGxsb6V/dapwuMOSh73gAgPzXCZ9q8irYbZYmYLHK/tr3afa4ou3/KbbZlGMxrWDjSm5B3n9/+vnrBgMAEyZM0NPTKygoEC72lSm0tLSGDRt2+PBhZIOqqqrS0qQD2CAD+k8AACiITsuvzSyup1+NNtOh6whbRk5Obv78+Tdu3PD29kZnFTKIoaEhupBiWAYAfvvtN+SGi4qKzMzMaF59tpGWejeFWr3J8Okl5EcTw5c8SSjZYt6WWLGggVWwzjIxM0tTwNdTagQAlkAQEhY6c5WF3i2vl+lZ2dnZ2traKSkp/fv3X7FihaamJtXvpjPBYDAWLFjg4uLi7e09duxYaasjHUjTk64Nbt26FSXFlJSUmJqa0rz69GG9eqopVvWfDB8CID8ajFY8TSzdOW8AzWq0mU58Rwg4OkoviYmJ165du3v3LgDcvXv34sWL5I9cXV0DAwMDAwP37t1Lv2LKinJzR/eGfuNAXgnK3wK7qs3R0cpzJ7iF+Y+Lq2Lr/ntPWcEVnM2vFNTXFf/x25w5c3Jzc/v06aOrq1tXV8dmt/2+s8uAbZBOUlJS/v33Xzc3NwBwd3cXrpG/du0askHKWziJg6I8Y56xNvQdCwrdoCITWOWd65iwczvCOXPmqKqqxsbGSut4TKYYO3asqqoqi8XKyckRCAT19R0o9GE1ThcUVEB3NBAEFMS+fFtRzeImJCRcuXKFIIhr1679+++/XxVCcDjMx/eIZiNLhIBbVJgZ+Hzv3r0RERFWVlaTJk16/fo19e+kszFr1iwNDY2kpCQyYQojOUaPHq2pqVlfX19YWMhmszvUVsxqnC7IK0GfMQAEFMREpFeV13KkrZS4dG5HqKKiYmZmRhCEr69v+6WVl5eTJ0AsFquurg5dX7t2zcHBIScn58qVK3/88UdDQ0P71+qMsNnspUuX5uTk3Llzp66ujuw/qaurS5bMq6mp9ejRg37dLL7TUZRnfK7qjebyCf+U8pEjRzKZTJTLoKCgkJGR0ezvEnweOymu/OThXAtTgvNf0/1/7d17XBT1+jjwZ2fZZW+wKLBcBcQboIWACaRcZIEVWVg1KU2PZn6z7JTHOsfq2+lY2cU8nbKrqR3q9NW8hAHLgoKAgNCCooAZoKJykeV+v+wCe5nfH2N7fP0yNbksMM/7r2F2duaZXj0+O/OZ+TxnujXxzT3xzT0/tPcat+v4pezHH3/cvHlzVVVVfX29VCodi3Mb38zNzSUSCQAoFIrh7+32HNRoNL29t/7j/+c//zHm4Pbt243r6WZgYGD58uX19fWHDh1Sq9UlJSXUepFIxGKxqGUej2eSGTaWzReZswjj89t6A3mibOI8aGbi1zeGLT4+HgCioqKGvysPD4+mpiZqee/evcZe7Xq9/tixY7/88gtJkqZtim1aly5d2r9/v7G5/Oi1D30wS94tghUHARjAZMPjP675opQkSao5zvfff79p06arV6/evr2+u6s3M635Hy/dCH7omq/bFR+372fZbxRZfuhms1Fkud7W8gt30RfuorenWc/jsa/5ul0PnNN15D+mObfx7dChQwAQFhY2/F15e3vX1t5qsBwfH/+3v/2NWtbr9cnJyRcuXCBJcvfu3cM/0ARVUVGxb9++3Nxc6s/76TI/liQfnIPHjgKDCQQL4hJW7rlg6oju1wR+WIYilUqZTObp06d7e3stLCxG4xA3b95samp6/PHHCwoKxn4UevyYN2/evHnzjH9GRkaaMJjfkvnZ5VS0g/UsaL8KTWWppYLiC6U1NTXl5eVardbb25uaE0vX1KBW5vWfydIU5ZNa7YCBVPZqTndrsrrVbVo9ACwUcOby2A/x2UuteABwc1CX0N4LAAwzFnuWh2nPcXyKjo5msVhnzpzp7OwcpWuRhoaG6upqmUx2/vz5Rx55ZDQOMSF4enp6enoa/4yIiDBhML8l87PL+LkVbD2gpRwaLyhK+B8ori/xtPafaYK7RH/IxL41CgAikSgwMHBwcDA9PX34eysvLy8rKysrKzMOOpIk+cknn3A4nLq6uvb29kcffXT4R0GjYfkCOwAw3pnp1ehCv2jmL3rRfZbHhg0bNkeGdR74tP5JaW30otb3Xq89nXm0seOZ681+P9dtvt5ytK23Tat357A22wm3O935n3KGwILrQ8eJbe/JysoqKChIp9OdOHFi+HurqKigcvDmzZvGlXv27OHxeNXV1SqVasmSJcM/ChoNMj8RgwG35v5tLNXqyX/8cCV817mAN5VNXSZ4qeP+TfgrQgCQyWQFBQVyuTwuLu4Bvt7a2qpQKGJiYgDg4MGD1GsA5eXlQUFBAMBgMPbs2UNt6eLiMnJRoxEmsmRzWUyNcwBc/D9QFQFpUA/B5+nX5dnlSR372bVXAeDmoC67W53TrSnq0+hJAAACYB6PHSbkhQl583hsAGAQzH4SbH/t5SQ0I9baWhJcrv3uL4Fgmu78xjWZTHb69Gm5XL527doH+HpbW1tqaio11nj48GGBQAAAly9f9vPzozb46KOPqIXp0yfME/k05DiF4+EgqFSHgvUcsPUEUq8zMPsGdOcLTvvW1l7ZF2fBGacVZ5yG9YcsX758+/btaWlpWq3WOGJ8T9XV1SkpKampqbm5uTqd7sCBAwDwwQcf2NnZAcBXX32lUqlGMWg00l46VKk1GEDoChZO0KuC1koQzdXooHqQeK5t+vzGcyc6+68N3Joe2pxgBAg4S4TcZVP4IhYTANjus3jBYn6QmOU0jfPGtoFfLjKYTJI0WDGINdNc7D/4wnyut0nPb1yTyWTbtm07efLkwMDA/U+zXlNTI5fLU1NT8/LytFrt559/DgDvvvsu9Yvzm2++qaysHMWg0UgzkGRD1yBwp0LLJTj5IphxgDSA7zP62vx2M2JHwtU9f/IydYx3NhkK4cyZMz09PSsrK/Pz88PCwu6ypcFgOHfunFwul8vlxhwzNzePiIgYy+mI0Ijr0ei+y6vXUVd5zv5QmQj1P4FBC6qzQ3UFZzQdZwAAwMqMCLTghgm5EUKegEkAweQ85MMPFvPDlrJc3Ix7c9x/RFtXM/BLGei07Bmzzb0eBgY2+70bV1dXb2/vsrKynJycqKiou2xJkmRxcTGVg8Y5odhsdmRkJDb4nejOXO7Q6UnoroWy70DyEXCmgLoddBoAGNIa/p1b/6+1nkxiPKbSZCiEACCTySorK+Vy+R0L4cDAQEFBgUKh+PHHH43XeVOmTAkPD5dKpTKZjJof5OjRo8ZOm05OTiPVwQuNKq2qTn0m+1RGKWsoZIDgwmA3MJgAAFdS4PKtt7wJgV2YFf9pntqPz2EygMHhch8JFIRH80PCCQvLO+6W5eJ2e2lE9ySTycrKyuRy+R0LoU6nKyoqSkhIuD0H+Xz+kiVL4uLijDkol8uNF5QODg40b/A04RRf7x7S60FVDG6hwJkCAMCzvn2DGy3qWfYj1hNqBDHISTFbblFRUWBgoKura3V1NePXH+8dHR3Z2dkKhUIul/f09FArXV1dJRKJVCqVSCTGsocmGINeU3penZfZn5upVdUBQALT/S2962BDKbT8AgYdAACDAQJ7cFsCTv4CK+f3mg7LOCpesJgfGsldEMi471vo6D6Vlpb6+vo6ODioVCpjDnZ2dmZlZSkUipSUlO7ubmqli4vL0qVLMQcnn7d+rNqZdI28cAAE9jA75r8fnP0UXIKEMxbm/SPA2+XOPz1Na5JcES5cuNDBwaG2tvbnn3+2srLKyMhQKBQZGRnGX5ReXl4xMTFSqXTRokUMvM01MZGDA+qzP6nzs/vzsvTtrQaAS/2Dmd3qrC71tYGaWxsRLHDwBa0a2i6DeyTMfRwAgGkI+Mf/ui7xxTuco8fHx8fNza2mpqa4uNjOzo7KwVOnTg39OkcB5uCkN13E5Zsz+7jW0N/y208HtAYXa5M1Bri7SVIIGQyGv79/cnKyRCJpbr41xx2LxYqIiJDJZLGxsTgEON4Z9D0/Hu46/K2uvpZkEOYzZ1k9/YIgfBkA6Ls61QU56vxstTLXoFYPkWRx38Dpbk16Z3+zVk99W8gkDA6+fdOCSecAYPGhvhDOvAv1RVQhtJ0qeGSJH+C/vaPM39+/pqYmNjbWmINmZmZisTg2NlYmk5mwZSYaG5KHbHUGA7gshsztMEMCls6gHwLdrRcnPB0EU/jj9E7MxC6Eer2+sLAwISEhMTGxvr5eIBA0NzfzeLywsLC4uLjY2FiTTPeF/ihyaLDxuXWtFZe4Q4NMBgAYei9XdL7x0pRv9zLMOQOXSsFg6NYblD2a7G5NVre6T39rFi5HtlmwJTdMyA2y5FZxuKtdF6sJcwAAe18wM4f2q6Bu5/KEh573xiuQUULlYGpqamJiYlVVFZ/PN+ZgTEzM8uXLRSKRqWNEY8Teynxj8LTvzjDUgS/Duc9ArwOCCQ+tBXNLDoe3Z73nvXdhIhOyEHZ1dZ08eVIul588edI4+Ofk5NTa2goAZWVl1BwiaKJo2/3m4OVfNpfX7pg21YPLBoCcbk1ud/su7ZBqSJffozndrcnv0Wh/Hc+eyWGJhbwlQq6fgMMAYE614YeEu4REnJo677EvL6nVg33ABjtvUnWOV19wgFfnbxdk0vObhHp6eow52NXVRa10cHDo6OgAgHPnztG2MxrN7VnnWanqLWb49tvdet2IwQCui987cbNDPa3v/l0TmkiFsK6uLj09/bcDD1FRURqNZuvWra+//npiYuKpU6ewEE4g+o623hNycugO8+i/WN16svNWjwszBuNRC064FU8s5DmxzQCA5eTCCwrjB4dzFvgzmGYAsAjg5udhJ8/WZb27p9xKcFoFC6oOBcwQqX/Ks1i2fCxParJqaWlJT09PSEjIzMw0NoB1d3ePiooiCOKZZ57ZtWvXkSNHMjIysBDSkzmLyHrd/8Dpuo9P1FS3qllMhv9Mq/cen7NotgnmAb9/E+Cp0fLy8tTUVIVCoVQqqWiZTGZAQAB142XOnDkkSSqVSoIgqqqqNmzYEBERcerUKVNHje5XX9aJ1p2vGvr7nrzatEFk6WZuBgDK3oGrmiFbFvPblp5AC27UFJ5YyLNkEkAQ5nPm8oLCBBHRbPff/bnT8Pyf6n/Ke/TSTSYwih+eZieJttu99/c2Rvd048YNhUKRkJBgzEGCIHx8fKRS6erVqz08PEiSPH/+fH9/f3Nz8+rVq4ODg/Py8kwdNTKxf//73yKRyM3NLTs729nZ+cFm/hobJr4i1Gq1S5cuzc7Opv7cuXNnYGBgRESEceAhKSnJ2D2Hy+WKxeKYmBiZTEbN/0IxPoEmlUrNzMxyc3NHb/JfNOIMvT2gv/XMi6Kj38qMAID6IZ0Di/mMnfAFBys2g8Fgm3N8FvCDxPzwZWa2dnfdHwAAPzTC+mzBfL75hb7B/F7NMmUeOTTIYOOLoXcWFBSUn59PLe/atevhhx+Ojo425mBycvKVK1eoT405GBsba29vb9wDg8Gg0jA6Otrc3Pynn35qbW21tbUd+3NB48eqVauOHz9eU1MTFRX1+eefYyH8XQaD4fZZlOrr65uamtatW3fixInOzk5qpb29fWxsbGxsrFgs/r3Zm/Lz83k8XmBg4OLFi3Nzc9PT09esWTMWJ4D+uKampqSkpLa2thUrVqSmpvpaCWaZ3ZrD8wUHITVGmNGlzu1WWzAJYDKtX3zN8rE1BO8PvIfLD41s++db4ULehb7BzC7NUiu1priQtyh0NE5noiNJsqKiwvhnQ0ODvb39hg0b0tLS2tvbqZUikYjKwfDwcGoy3t+i+nOFhoaGhoZmZGSkpaU99dRTYxA/Gueee+65rKwsS8vx+Pqg0bgbI+RyuUqlsrOz093dXSqVxsXFPfroowRxjy4Zr732GrUgk8lyc3Pzx4wHAAASGElEQVTlcjkWwnHL3t5+9uzZDQ0NiYmJjo6OmqlT4fffbGBNc7X60//80UOYiezN58yNHCjdrerM61HrSbI/LxML4X1is9lFRUXt7e1UDsbExISGhhp7L/+el19+mVqQyWQZGRlyuRwLIc0VFhb29fXV19fX1tY+8cQTpg7nbkw8Rjg4OGhhYbFgwa3uNjdu3Pjiiy+mTJni4uLyYA+81NTUTJ8+3cLCorW1FedIG586Ozu5XO57771nY2Ozdu3azz777JUAn5b3//72VdVTIksXczMAKO4bKO0ffNbV3nHv/3G8H6T5UefXn3Xs2yOpUF0f0B6aZb/I1dkt4yzc6xcVDZEkyWazjU3+qqur//Wvfzk6Ojo6Os6ZM+cBdtjQ0ODs7MzlcltbW3k83ogGi9CoGLsrwvz8/IsXL3p7e7PZ7JKSEolE4u7uDgA2NjZKpZLaZvPmzQAgFosf+Chubm4PPfTQpUuX8vLyxlvnWERhsVhHjhyJjIz09fU9evTomjVrBJ6e+t6etz7dTZJ6cmgIAPxtrPxFhOidTx6sCgIAPzSyY9+ecCHv+kB3Vrc6oKNtoOJnzrz5I3oqE4xSqSwtLfXy8rK0tDx79mxERAT1c9PS0tKYgy+++CIADKfnn6Ojo5+f3/nz57Ozs6nuZgiNc2P3AzkwMHDLli05OTnHjx/n8/nW1qP1Tsny5csBQC6Xj9L+0TAJBIKNGzcGBQXx+fxNmzZRHbeFT2yYlpRttekFXlAYPzRi6guvuKb9xA998Abc7FkeLKdp4VY8AMjsUgOAOjdzpE5hglq4cOGWLVvy8vJ++OEHgUAwejkok8kAcxBNHGNXCAmC+PLLL59++mmdTieTyb766qtROhCVhMnJyeP/zRB0OzM7h6n/86LDJ/H2Hx0QrtlIWA53ViBecLg339yWxVQN6S5rhvrz6F4ImUzm3r17N27cqNVqV65cuW/fvlE6EPVjVKFQ6H99Hhih8Wzsxgi/+eabxsbGgIAAnU535cqV8PBwLy8vALi9m65erycIYpgT8pIk6erqevPmzeLiYuPoI6IhzfnChmeffL2u/Ye23m0OVi84WLkknma50rfF+cGDB2tqavz9/QmCqKysDA4O9vb2ht/kIIPBuOfjafc0e/bsqqqqgoKCRYsWDTduhEYZ86233hqbI/n4+AQHB7u7u8+cOdPf39/4jhGTyTRuM/wqCAAMBuPatWvUFPh379M7HCkpKQqFYtasWcnJyfn5+fPnz7/9RNB4wLJ37PnhIAxqFJ39fQbDahsLM0cnzsN+po7LZLy9vUNCQmbMmOHu7u7v7298EXDEcxAAqquri4qKrK2tIyIe/P723VHzbLi7uysUiry8vIcffviej7YidEeT8yG6ERyikEqlxucITp06tXr1amo5PDw8NDS0sLBQLBa3tbX19fUN/1hohBFM3uLQxZZcPpMoVw81Dun6aT9MOGaoHExKShr+rh577LGcnBxqOS8vb+XKldRyWFhYZGRkfn6+WCzu6uoyTjuM0B81OQvhkiVLrKysLl26dOPGjdE7yqlTpyQSiYWFBZfLxSQcn/ghEWwGY7EFhwTI7tYMXCzRd3aYOihaWLx4sY2NzbVr1y5fvjxKhyAIIjU1NTo6WiAQ8Hg8Y+NfhP6oyVkIWSzW0qVLYYQuCjs6OpqampqamoyT3QDAa6+9JhAIqqqqDh06NDQ0NHoP4KHh4AaGMNjmYiEPAEr7B8Ggr5OFdHz1MTmgMXVokxyTyYyOjgaA5OTk4e+ts7OTykGquwXl73//O4/Hu3bt2vfff69Wq21sbIZ/IERPE2DS7QdDvaAWEhKSm5v7AF/X6/UFBQVubm5//vOf+/r6pk6dCgAtLS3Ozs5Hjx4d4VjRaKpdtqjuZl2TVu/LNwcAA0AbYebk5OT0XRJTiBPSjqKkpKSVK1cGBAQUFhY+wNf1er1SqXRyctq+fXtraytV59ra2mxsbBITE0c6WERrk/OKEACioqLYbHZBQUFbW9v9f0uj0SgUimeffdbZ2Tk0NPTbb78FgPfffz8xMTExMXHHjh2jFi8aFb2K47rOtqNtvZXqW327OrT6P/1Sq2tsaH7tBdPGNulJJBIej3fu3LnGxsb7/5YxB6dNmxYcHPz1118DwNtvv03l4DvvvDNq8SL6mrSFUCgUhoSE6PX6EydO3HPj5ubmr7/+OiYmZurUqbGxsQcOHGhqapo9ezbebJno2r/8EH5tXXk7UqcduFQ6VDVaw1cIAKg+9QaDITU19Z4bt7S0xMfHy2Qya2trKgcbGxtnzpyJDe7RGJjMTxvLZLLMzEy5XL5+/fo7bkB1WUtNTc3NzdXpdABAEISfnx810bCfnx8AlJeXG+dLFAgETk5OYxY/GiZdS5Ph14eY6od0Zf2DANCtN9z6WG/QXDjLnuVhqvDoQCaTpaamyuXyZ5555o4bVFdXp6Sk3J6DAODl5RUXF2fMwZqaGj7/Vu8RPp/v7Ow8NsEj+pi0Y4QAoFKppk2bxuPx2trajP2bDAZDaWkp1WXU2H2Gw+EsXryYanbh6OhoupDRSBqqvqbasMLQ3/dxQ2dZ/+AcLhsABgzkub6BDC8nBkFMee6lKZvwBukoamlpcXBwYLFYra2tFhYW1EpjDqampl64cIFaaW5uHhQUJJVKV61ahT830RibzFeETk5OPj4+JSUl2dnZYrG4oKCAqn/GEYupU6eKxWKpVLp8+fJx3i4LPQAzO0dyaJBalljx19paAECbVr+2qgkAGBwey8nFlPHRgEgk8vf3LywszMzMXLZsGZWDx48fb2hooDaYMmVKeHg45iAyrclcCAEgIiKipKTkhRdeaGlpUavV1Ep3d3eZTBYbGxsUFITTwUxiBI/H8fHXnFfe+WODHjsUjoGIiIjCwsKXX355/fr1/f391Eo3N7fY2FiZTBYcHIzTwSCTm5z/C9bU1Mjlcmrggc1m19TUAICHh0dgYOCzzz67cOHCEZlECo1/tv/7Tv3a6OkcltWvv3jYBGOBgENweVO3vkpY4CXIaKmtrc3IyFAoFOnp6SwWq7a2FgA8PT19fX03bdoUGhqKOYjGj8lTCEmSLC4ulsvlcrm8vLycWslms6lrPrlcfv78+cceeyw9Pd3f39+kkaKxw3Jxc/jq+1XbNpGDgwZ1PwBYcri7ZvGsNm8VPn7nR6jQAyNJ8sKFC3K5PCUl5eeff6ZWslgsNput1WqPHTtWUVGxYsWKtLS04fQ7RGjETfhCqNPpioqKEhISEhMT6+vrqZV8Pn/JkiVxcXEymezNN9/89NNPlUolm8329vYekckP0QTCmTff9YSyL+vkwPlCw4DG3GOuQCIzs7M3dVyTh16vLywsTEhISEpKunnzJrWSenciLi4uNjZ2165d//znPwsLCy0sLLy9vfF1eDTeTNSnRjs7O7OyshQKRUpKinGOQRcXl6VLl0qlUolEwmazqZU5OTlhYWEeHh7r1q175JFHrly5QvXgRjR05MiRpqamVatWFRUVXb169eWXX+ZyuaYOaqLq7+8/ffp0QkLC7TkoEokkEklcXFxkZKS5uTm1UqlULlq0yM3NbfPmzX5+fhUVFdu2bTNd4Aj9BjkurVmzZnBwkFo+duzYsWPHqOXa2tr9+/dLpVJjnQMALy+vV199NT8/32Aw/HZXOp2Omgi0vLy8srLyjtsgmujo6Ni5c6dKpSJJcvfu3aYOZ1xbv359X18ftZyYmHjw4EFqubm5+bvvvvv/ctDd3X3r1q2/l4N6vZ5q+VRWVoY5iMahcXpr9MyZM8be1jU1NSRJ7ty5Mzk5ubS0lFppZmYWFhZGPfzp5uZ2l10xmcyoqKhDhw6lpaVt3759tCNH4xmXyxWJRG1tbSqVCoeK766goECr1VLLtbW1PT091FyDJSUlJEkCAJPJDA0NpXLQ3d39LrsiCCI6Ojo+Pl6hULzxxhtjET1Cf8SEmWItPT29tLSUx+NJpdL9+/erVKrs7OytW7fevQpSRrA9IZrQDh8+3N3d7ezsfOPGjZCQEFOHM8FkZmZeuHCBw+EYczAnJ2fbtm13r4IUzEE0no3TMUJnZ2dnZ2eCIACgoaFhy5Yt8+fPNxgMYWFhxoGH+9fX12drazs0NKRSqYxduRFCdzFjxgwbGxvqoevGxsaNGzcuWrRoYGBALBYb52m6fxqNxtbWVq1W19XV4RxpaLwx8RVhSUnJl19+Sd3wzMjIuL1lUk5OjlKpVCqVzz//PABIJJKoqKgHqIIAIBAIqMl/09LSRihwhCaJixcv7t27t7i4GACys7OzsrKMH2VkZFA5+Je//AUAxGJxdHT0A1RBAOByuZGRkSRJpqSkjFTkCI0UExfCGTNmbNmyJTk5uamp6erVq8b3/0Yc3plB6I7c3Nyef/55hULR3t5eVVVlfP9vxGEOonHLxIVQKBTGx8evXbt2x44der2+srJylA4kk8kIgsjKyjJO8oQQAgChUPjtt9+uXr16x44dQ0NDo5eDUqnUzMwsJyenq6trlA6B0IMx8Rjhd999d+XKFbFYLBaLBwYGFApFXFwcADQ0NDg4OFCTMPX29gKAcer6BxYQEHD27NmkpKTly5cPP3KEJofDhw9fvHhRLBZHRkYaDIYjR46sXbsWABobG+3t7Y05SJLk8CfFDgkJOXPmzNGjR5944okRCB2hETJOH5YZDbt27Xr99defeuopqu88QmiMffzxx3/961/XrFlz+PBhU8eC0H/RqBBWVFTMnTvX2tq6qakJJ7xHaOxdv3595syZQqGwpaXl9vfxETKtCfMe4fB5eXnNnj27vb29sLDQ1LEgREczZsyYO3dud3f3mTNnTB0LQv9Fo0IIADExMYDPrSFkOvjsKBqH6FUIqSRMTk42dSAI0RSVg0lJSfQZlEHjH43GCAFAr9c7ODi0traWl5d7eXmZOhyEaIckSRcXl/r6+pKSEh8fH1OHgxAA3a4ImUymVCoFvDODkIkwGAzMQTTe0O7hyQ0bNri6uq5YscLUgSBEU+vWrROJRI8//ripA0HoFnpdEQJAdnb2smXLPDw8AODSpUuvvPKKqSNCiF5Onz4tkUiosYnLly+/9NJLpo4I0R3tCuGVK1eMMzz19PSM3oRSCKE7qqqq6ujooJb7+voqKipMGw9CtCuECCGE0O1oN0YIANu2bRMKhQDQ29t7P319EUIja/v27e+//z4A9Pf3Y4tQZHJ0vCL85JNPqC5r+/btM3UsCNHRhx9+SOVgfHy8qWNBiJaFECGEEDLCQogQQojW6DWzDAD09fWZm5uzWCwA0Ol0Go1m+J0OEUL37/Yc1Ov1arUacxCZFu0KIUIIIXQ7+t4aLSgoUCqVBoMhISEBm8IgNPYKCwsLCgoA4Pjx4zk5OaYOB9EXTQvh0NAQh8NJS0tTqVQdHR2+vr6mjgghetHpdEwmMysrS6VSNTQ0LFiwwNQRIfqiaSFks9ne3t4EQQiFQoFA8NZbb5k6IoToxczMzNfXV6fTCYVCa2vrHTt2mDoiRF80LYQ9PT1PPvmku7t7a2srSZJMJtPUESFEL/39/U8++eT06dObm5sNBgPmIDIhmj4so9fre3p6AEAoFPb29lpYWBAETX8TIGQSBoOhu7sbACwtLfv7+/l8PtZCZCo0LYQIIYQQBS+DEEII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0RoWQoQQQrSGhRAhhBCtYSFECCFEa1gIEUII0dr/AzJ2OurqxGo/AAACjnpUWHRyZGtpdFBLTCByZGtpdCAyMDIyLjA5LjEAAHice79v7T0GIOBlgABGINYEYi0gbmBkY1AA0ixQioNBA0gxM7E5gGkWdgjNDOOj0+wMaPJgPhNUnIkZLg+hEeZDbcVhLAFpRrApjIyDheYGhak4A4MEA4MkAyMTA6MUA6M00PcKzJwZTMwsCSysGUysbAmsPAps7BlMbDIM7BwK7JwJHLIMHHIMnFwKXNwazDy8CjzyDLx8Gky8/Az8Agz8Cgz8igwCYgkCghlMgkIJgkoMQsIMQiIZTMLKDMIqDMKqDCKiCSJqDKJiGUyi6gxiGgwiTGzMLKxs7JxsgkIiomIC4t8YIbENBprGb3sOqGo3HwBxpkrOPiA9TwvM/ua68sD103P3g9jvl3Qc6L/Cvg/E5llvfGBD2jsw+8/NJ/uN8pXsQexDR/kO/AlmcQCxpyTkHOhcLAlmr4lpObAzuhTMDrw47cC50mVg9bvmHT3wQuQimK2c8+UA05bfYHbSxGX7/iTOsgOxO/Yb2h/J3AwW/7KjwU4o1xRszhYuLodVpzrA4m1L0x3kw23AbNX/jQ7zO43Abu47s8Hh1eNmiPt/7HNQXSUL8WPuRYetV/tsQWxjx8MOu2MPgPWeKp7icPXPKzDbTMnuQPvfTLB675O7DrSHTwSzFzXWHrBl3whmr/l64sD9b25g9s+qqAMRrnxgdjr77P3z93iB3elZ7n5A79FcMFtUa/OBxaGtYPbrSx9sH16fAHabY5S8gzqDEljcr+yl/fPVJ8Fha73HyUFU7BlYDfvVNw6JgYxg82/ITHR4wWQFZgeqnnUISaoEs+tlGRz/HGsD67V69NihYboa2MwM9zaHWWaBYLYYAHfawzpxHSUoAAADmHpUWHRNT0wgcmRraXQgMjAyMi4wOS4xAAB4nH1Wy24kNwy8+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/PDz8Bn9vniVyoA6sAAAKIelRYdFNNSUxFUyByZGtpdCAyMDIyLjA5LjEAAHicZZK9blsxDIVfpUAXB7gR+CdSlNEpSyane9ChCDq2KYqMefgeyUXNosu1SJOHnw71/PjlhV9Oz49f7l5OD/t3fx5On57uLte8/Hg5Pf3z39/jn76PF3wvt4xc8/+p7gTj++H9FI2FNQ5pTnqcvTFx8MGtkww/ztZckxWJoX3YSnC6yKFNfCQqtDmnjYNaaA9CiTTunmghHz5WbCPHwIyuLGiBmGjKcU9NU0ceZ2qeprKajNhjZaSzMaNrqAVkVrV0lTVKibvsPuboedxzY2UczjjFiESNq3VaGShQdF/jzLsL1O+tSRDuhRyruK1cbzIytpio7JHWhvmIAxruW97RmIkihVVjCFLaDBb6KhKRvPYZafYDB8ok2RQZBAdRDgje84YGxSrqxqlbKp3hIf7DTVm3VLBShzNKtDmxJFxn7cQVd0QmcAIKo9vtquOpmjDPiPYw7E1dGXsbqnHFZnb3wxpK167XUOwpkcEfsZlFCcKCVYbrdlcYbZDBlmI/EHKx5aNnGMt6EGQStmyMjA4+6IplrAwpfFmZ9MAkTDDXDsBYi18xCS2j4QnWvp1P2pdy2EyDl4F4eL4z3dCOXdMarhg1GlHslyWugod9d3x9e/3++dfrz0ltHS+vb9/w7CbfIuEpJZKpt8ho2i1in71EfXrRlBkl0jlKpc4skU0uMCyTC43y5ILTJ1ecyQVHJxccyBQcqBQc8cmFR2JyAaIphUd0SnXHplR7+pQClFOqP1CqBsHYghRTCtKYUokgVIiUphYkn1qJxtRCxDG1EKlNrUgorkg5tS6tT61bw6ACpVAuUIK3UB/ReP8NSt5yg5ZrK6kAAAJuelRYdHJka2l0UEtMMSByZGtpdCAyMDIyLjA5LjEAAHice79v7T0GIOBlgABGIFYDYnUgbmBkY1AA0ixQioNBA0gxM7E5gGkWdgjNDOOj0+wMaPJgPhNUnIkZLg+hEeZDbcVhrCBYmhGXNCPYFEZGetPcoLATZ2CQYGCQZGBkYmCUYmCUBvpSgZkzg4mZJYGFNYOJlS2BlUeBjT2DiU2GgZ1DgZ0zgUOWgUOOgZNLgYtbg5mHV4FHnoGXT4OJl5+BX4CBX4GBX5FBQCxBQDCDSVAoQVCJQUiYQUgkg0lENEFEmUFULINJVIVBTJVBhImNmYWVjZ2TTVBIRFRMQPwSIyQywUDN+G3PAVXt5gMgzlTJ2Qek52mB2d9cVx64fnrufhD7/ZKOA/1X2PeB2DzrjQ9sSHsHZv+5+WS/Ub6SPYh96CjfgT/BLA4g9pSEnAOdiyXB7DUxLQd2RpeC2YEXpx04V7oMrH7XvKMHXohcBLOVc74cYNryG8xOmrhs35/EWXYgdsd+Q/sjmZvB4l92NNgJ5ZqCzdnCxeWw6lQHWLxtabqDfLgNmK36v9FhfqcR2M19ZzY4vHrcDHH/j30OqqtkIX7Mveiw9WqfLYht7HjYYXfsAbDeU8VTHK7+eQVmmynZHWj/mwlW731y14H28Ilg9qLG2gO27BvB7DVfTxy4/80NzP5ZFXUgwpUPzE5nn71//h4vsDs9y90P6D2aC2aLam0+sDi0Fcx+femD7cPrE8Buc4ySd1BnUAKL+5W9tH+++iQ4bK33ODmIij0Dq6mXZXD8c6wNLG716LFDw3Q1sPoM9zaHWWaBYLYYAJqZt1CsTSjcAAADaXpUWHRNT0wxIHJka2l0IDIwMjIuMDkuMQAAeJx9VttuVDEMfO9X5Ac28iVx4kfaIopQtxIU/gGJR/5fjHNozlZYbPtw4p1je8aXLE8Tu/Bdic/Xxy8/f5f9kcc72Ok//+5efigR3T2XeCj3Hz99vpaH1w/3b5aHl+/X129FZ1HHO1T4PfbD68vzm4XLQ7m02ki993hCAOJRqNL6lB1HDuRsNoeWi1Sz7gH4B6nlpVx6lenDqVy4isqYmiDb4VMGsbZyocoq1rLovVwj5qTRuweyWTfJkBY+uY6J4ILvTVsnT4AjgILkaAroVbKBwiTAGUCt5gqRAGxERhnQI8kGEqYsRetUHZLxZjqID1bqXLiioG1kWvIqkFUePZJj0Ak+GVIi+gAAdHCsbtaUM6QGkqpKV5kAKHGXTCKOAkFCb4rvGcwZVc+AHTWnKp0bMkadtI0pGTDKI5W7OSk8kk2bqccoD0Rnhyd8P7QPahkwyoO+NYnqXCLb0TiN7UD22qX5WH1JirbP6oN+ePgFqNuYc0aXNNPOmewSBbLaW/vbjhE+y1NkARnTRaFlJ5mWetRFyNRjKBha9tmyOkorT5Eb2EwMe7RoN8xvBu0B7fA1aEi0Xm/smgmPLnsKX25MOuIldElkkkBHQA3z6z49XmKak2cGnYfXxopOXnMn4mmLoNOe1tZgZlP0ANvAZGaLhg6nHF1p0AwTmmuKOVj8u6OeA0i8kbeTCpBYRBi4Y3mxcp8ZJVUg0RkTPhseOoa+Z+Jr1Al1RIOitjF4rtPTNKNMWqnJwOqOLeajt9RnVGnCPIQ4fIqpaLYPNYo0KqOGZkjTSNxTYJQIyrgJhk/hcXrPiH+8Pr67Q45b5f7l+njeKvEn59Wxju28INa5n9fAOtu57HEqem70OMo4F/c6z3M/M1xu7w5/8Hi7bMOwo2FB4VR2NOyKhhjbPUd6iLnjc7w+yo7Hkd9An94sNUYW5xkdFlnd7ihGXnq7ipZh38yyRIvkbhaLRq58yrh0hHFTFT0semJaqA36m65EtmHZhOMeWTlvyjIOi27OMv9azlihK5jJxhyVw6tbGQ1pg+yWQlfO+CWy89GVs4PxzXy0ZdncMQctBJDNS1cTQJLNQkNkSHKTT+QMi25eGjJDJN0ZRu/edmqc33474fnuD4U3xw0KCSAwAAACZXpUWHRTTUlMRVMxIHJka2l0IDIwMjIuMDkuMQAAeJxVkr1uWzEMhV+lQBcbuBH4J1JU0ClLpqR7kKEwurVNUWTMw/dIDhp2sSle8vDToZ7uny98OT3dP58vp7v9v3/uTl8ezw/XvPy6nB7/+/YvfO/7/IDfh4+MXPPvX3+cL4zw09spGgtrHNKc9Lj1xsTBB7dOMvy4teaarEgM7cNWgtNFDm3iI1GhzTltHNRCexBKpHH3RAv58LHONnIMzOjKghaIiaYcN9Q0deRxS83TVFaTEXusjHQ2ZnQNtYDMqpauskYpcZfdxxw9jxturIzgFlGMSNS4WqeVgQJF9zXOvLtA/caaBOFeyLGK28r1JiNji4nKHmltmI84oOG+5R2NmShSWDWGIKXNYKGvIhHJa5+RZj8QUCbJpsggOIhyQPCeNzQoVlE3Tt1S6QwP8Q03Zd1SwUodzijR5sSScJ21E1fcEZlABBRGt9tVx1M1YZ4R7WHYm7oy9jZU44rN7O6HNZSuXa+h2FMigw+xmUUJwoJVhut2VxhtkMGWYj8QcrHlo2cYy3oQZBK2bIyMDj7oimWsDCl8WZn0wCRMMNfO6+V1Q4i90RJStI1GFPuViKvgkZ6Pb68vP7/+efk9qa3w4eX1e1Of/HESnlJOMrVUxrSPE/vs5dSnl0qZUU46R6nUmeVkkwsMy+RCozy54PTJBQedBUcnFxzIFByoFBzBhQuPxOQCRFMKj+iU6o5Nqfb0KQUop1R/oFQNgrEFKaYUpDGlEkGoEClNLUg+tRKNqYWIY2rdmE2tSCiuSDm1IAnm1K31t7+AsVcBMXVz2AAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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AYUF+XVQkLzGmLvaFqKRITEA2XxjH5kXW8p7X1rFEEjTIcC1VJo22s/P7jNVXXAEA0FRUlLt2BwBtbW0AkJEKgsIKIUlGRkZKSoqXl5eJiUlL2/Kds/pKyhW/eC67BnS7AgAIaq/eex2SUhm/zxxr4XeMoaGhlZUVAKirq1+9erWyspL8UVVVlZmZWVZWVr1yGZhvi+S3tdPV5nM7FkP8DWFZmpCuAnXi3y8nv759b23GNTGrSkwQyVxBNJsXzebFsvlssYT83U5MJTMt1aGaqiO11VxLauqNTAOapvUUObwFRb8B2dranj9/3svLa+fOnS1tCwAAl8v19PQcPnw4nU5PSEiYOHGipqbmxy97+/ZtWVmZiYlJVVXVy5cvx4wZI3dLG0dwSsXV8HfcghRg5bwXwtoiwev77wz6bLyZdmFp/5Y2ECMrunfvjrYejh49euvWrTNnzpA/2rp1a21tLXrYx3y7zD2VwJUwCK2OoKYHdZVQ8w60O3NFkjO5YlZmRW51eSybVyMlfm2UGaaaquZaqiO11ToxlQCAoWcgqa6yN9AiXzNDT1NdXUN32Vqldh3k8BYUXQjHjh2rra398uXLnJwcOe8L/vHHH/Pnz+/fvz8AnD59unv37pMmTaqpqZk9e/aRI0doNJqpqWlUVBRZ8lEaPp8fGRlpYmJy9epVgiC+fiE85pvD4Ys/Ps8Tiq8/LTi9qC9TSaHjthSBjIyMuLi40NBQcv1Ho9GwCn7DSMT8N6mJTxNzC3UJYAAAGBhD/lNIcAWxAMrT+CK+64fXdldVHqKpaqapOlRLta0yA+h0plF31YGD1YaOVBs8nKHbihsZsspxEyEQgkQMDMZCdXW9dX/q2C2Qz1tRdCFUUVGZOHGih4eHt7f3b7/9Js+p8/PzORwOOi4uLkaBlO3atQsKCrKwsEhKSioqKvpc2aoePXrQaLTw8HAOh1NUVEQQxFeem5z09oPToyAauBUAAPwaUFYDAGU6Lbes7of2Gi1nHUYeWFhYODs7h4WFbd26taVtwTQRQiTip7ysi4/ixUfzEmMkXG60ej9QGQYVWVCcAKWvQEkFCqLfv1qzXVv9rpsgY6imagemEtAZKr2N1UyGqpoOUxs4mK79r2Yj6uZjjZ5E85ISROWlDC0d1YGmNBX5VaBVdCEEAFtbWw8PDy8vLzkLIQCUlZUVFBSAVFH/5OTkkJAQa2trAwOD2tpasidcPeLi4goKCubOndu/f/8HDx585SoIAEyyklbbAdB3NgBAVTZkBwKAmABVJl4Ofv8gv0VERIRIJJJFcRAMycWLF42MjKytrY8cOWJhYSEdDPg5OKFPWDcvCXOzaaqq6sNHt/p5NemTJMQiQXpaXVRkXWIMLyFGwq6tkxBxbF40mxfN5idy8kXEo/ej0GggEoGSKgzfAG36gYrOoNrEudovVH80VR00RN3MvJ741YfOUB04+EsvkBn44whTpkxhMpnh4eEVFRVklX35cOHCBSR18fHxyF/Uv39/5Cz9MqampqampuiY7BjwNWPdv3VeKFcEAEqqoNoKAID5fj9AncnorIdb8Hz/tG/fvmfPnhkZGQkJCQ25NWOaxsuXL9XU1KqqqsLDw1u3bl1TUz8CpT4SSclf68rDg5h8HnogLb9/u9r3QZvf/5Sw2dzop7zEOILPq5MQ8RxeHJsfx+bHsHmCDyXJ6DSg6XQmDPpCu0HQdgD4rAIeC3S7goqOpjLM+31eJ8u/ZPuGqQALIejo6IwaNSooKMjPz2/BAjm5pBHbtm0bNmwYAGzfvl2e8zYWHo93/fr1ioqKMWPGJCQktGvXbsaMGY0aYcvUbtefFog+Os9Uou+Z/cNXv6DFUIOFhUVGRkZYWJichTA0NJTcRw8JCRk7diwApKSkJCYmTps2TUtL6/Lly9/EA2VDiIyMrKur43K57969q62traur+2ScAUnVlXPcp8G/puRt76TXTVUZAPbmlVrqqFvs/5srkSRw+M9qeLEcXhJHIPwgfgwa9FNnmmqqDtZQGa6ldqX9tEt64+poTACANv0g/ymUJtO0OrRi8mtePz7+kmdgYCCRSAwMDKSTZ74qsBACANja2gYFBXl5eclZCJtJXV3dzp07ExISGAzGggUL7O3tZTSRqqrq4MGDHzx4MGzYMD09vcTExMaO0NVA/daaQfNOSXgCczEAEBIQ8qD3DG1VpRWWhjIwGfM1YmFh4eLiEhYWtmnTJrlNShDE0qVLs7Ky0LdLly5FzTRat27NYDDS0tIKCgri4uI+KYQEQTg7Ow8bNmzgwIGenp7a2trjx4+Xm+VN49dff62rqysqKurWrRuLxSIDET4JIRKxLp+T1NXVO18jkkx7XfiaKyBjPZVoNBMNFTMt1SGaqoM1VDQYdJqKqkrvfqqDBh8YYl4br+EZW8rhi94LYUky0WPCvT8sB3RSO3HihFAoTE5OnjlzpmzeMQVgIQQAsLW1/e233x4/fszj8eTQI/TixYvdu3efOHEiGQszYsSIdu3aNXacdevWGRsb+/v7czicGTNm6OrqyqiHBofDEQqFIpEoKSnpwYMH0l1bG85UkzZJBy32e2VeDi8Qp3pD/EUwGlve+ofcsjojA+waVQjIbUKxWNziDZjatGkjkUiqq6tv3LjBZDKzsrKkK0whaDSahYVFQUFBXl4eh8Nhs9ktYmpjUVNT69atGwDo6up+uUS1MDeLbHUUXlP3uk4AAPl80VgdeqFARKNBPzWmuZaaqabKEE1VLQadpqqm0quv6qDB6mYjVQcNpjHfdya4MgyWvqlccj4pi9UfAKA0GQhIySm553Jl4cKFd+/eXb169cOHD6Vbl3xVYCEEADA0NPzxxx8TExNDQkJkvXh3d3dfuXIlk8l88+YN2Si4CQJGEIS/v7+zszMAaGho/PHHH5cuXZKREGpoaDCZzDVr1giFwilTptR99PzYQLq1Ub/4ywAJAa7VZhB/EQqjQSLySSxdbf3tdfLENIFOnTp17do1JycnKSlp0KBBcpu3vLx8zZo16LiiogIdBAcHV1ZWjhgx4u7duw8ePPhYBaV59OiRlpZWvQL9XzMVFRW6urroaaO6ulpNTQ0VfQUAiUTy559/Hjx48M6dO5Kid2a096FqdRKCIyEAQEQQNAC3nu0MVZRV6TS6mrrKgEGqPw5WGzhEddAQ2odx6jGql972GT2WOHNARRu45cAuCU/VnGdpyWKx1q9fn5CQ8Ouvv8rlrTcFLITvsbW1TUxM9PLykqkQBgYGLl68WCKR7Ny5k1TBplFbW6uhoUF2QG3fvr1M6xcPHDgQHTTTbACwHdzWNawD6BhCdT6UpXjFtZOnEObn57PZbGNjYwCoqKjIzs4eMmQIQRDXrl3LycmxsrKKjY3V19f/tpzk3xAWFhY5OTlhYWHyFEJdXd3ff/8dHZNF9q2srFDJGwAgO9J8TEZGBp/PX716tUAgePPmjaxNpYqffvrpypUrXbp0AYANGzYsWLAA7YwCgJubG4PBKCkpCQgImG07jeC/byQ5QVcd7RG+4vIB4Ac1FZXexvqbd6j0/ZGmrNyQSS366AHQwKAvvHsOpUnR73pcWvv+L/yVt13DYevvsbW1BYAHDx6gDpCy4MWLF9OnT+fz+Vu3bt2yZUszR9PW1uZyuWQ31IyMDBkVBJDunkNJJx3rfvoaKgzoNAwA4N2L0NSKKo6w+cM2kPDwcHd3d3T85s0bJycn+OABq66urqys1NDQSEhIkJs9ioaFhQUAhIWFyXNSJSWlHh9obObGtGnT7OzsAIDJZDYkovsrRyAQJCYmlpSU5OTkDB48OO5ViurocZ/UObqqqsG2/aoDBzdQBQGgq4G6YWs1aNMPAKA0OaWgtrxWQKHxsgML4XsGDRrUtWvXkpKS2NhYAHBxcTl9+jSLxaJq/OTk5MmTJ3M4nEWLFu3fv5+SMZcsWbJx48aysrLU1NTdu3fLyPMwb968Tx43GTUmw7q//gchfC4USx6/LGv+sM1BIpGUl5erq6tbWlqOGjXqc3UMMM0HCWF4eLjsnjhJRCLRkSNHyIfF5iMUyu+Jrfncvn370qVLly5dSk9PJ08ymcwjR44sW7Zs2LBhampqPXv2bLttL6O1werO+u2Y73dt57TW6ttKR2fBLyrGjRb+0X30oO0AAICSVwQBEW8q/+s3vgqwEP4fGxsbAPDy8gKAZcuWwYeS580nKytrwoQJVVVV06dPd3FxoSr/3dHR0czMbMOGDadOnTp37pyxsXFSUhIlI8saW9O20PoHUG8NnDKoyvGKk2tTuocPHy5dunTp0qXkEwmdTmcymYsWLRKLxaWlpaQbDUM5Xbt2NTQ0rKysTElJkelEAoFg3rx5mzdvXrZsmbQnIzo6+gu/9UnEYvH69evHjBkzffr0SZMm5efnU2rpvxCJRFVVVQBQU1PD5/ObM5SmpqaWlpaWlpbyR0u64cOHA4CDg8PMmTMZOq063/Id89NsDVVVmpo6TUWlfxfDvruP6K1a34RJLXrrgW5XYGoBpwQ4pWFp34YQ4j3C/2Nra3vq1KkHDx7s3bu3qqpKV1eX3IFrDoWFhdbW1kVFRZaWlu7u7hTW1KDRaIsWLZo6dWplZaW6urqBgYGKikpxcTG18XiVlZVkTSzp1gHNYapJGyUGXdRhCGQ+hncv/F7+IBBJ5FZudMyYMSh8Py4u7s6dO+jkgAED0MHo0aPlY4bCMnr06Bs3boSFhcnO08jn8+fOnfvgwQNdXd01a9bo6+uTP5I+biCurq58Pj80NBQA/P39V65c6evrS6G10oSEhMTFxU2ZMuXWrVs0Gm3v3r1NHmrKlCloj9Df3//Lr6Rr67TZccRg235RaTFdRYWh36bJk1r00QMaDQyMoSAKSl+FpfVo8lDyBK8I/8/o0aNbtWqVmpqanp4eExNDSdYLi8WaPHlyTk6OmZmZl5eXiopK88eU5uHDh23btl2/fn2HDh3at29fXl4eGRlJ7RSamprzPvDJVhhNoLUmc3iPVuQ2YU2dKFSOT45aWlodO3bs2LFjE+6JmOYjvU0YHBy8b9++Z8+eUTg+l8udOnXqgwcP9PT0njx5glY/zcHf33/RokXoeMKECWlpaSLRx8UhqGHYsGGFhYWtWrWqqqqSsyeWpqys3LFzc1QQAHq20+jYSpXcJkzKr61kfwP+ZCyE/0dZWblHjx6amprDhg07derUqVOnnj592qgNBolEEhERQS6buFyujY3Ny5cv+/bt6+vrS5WKSGNmZiaRSAICAmpra1G8D3LtUgiTyRz4AeZnIqebgO3gttBuICirQVUWcErk4B2VSCQyDazFNBBSCAmCsLS01NTUbL5WkbDZbBsbm4CAgLZt24aGhlJSwobNZmto/L8oPJPJpHDfsR4RERGGhoZpaWkoPJv4UMylsRw8eLBt27bo2MHB4ccff6TMxP9idB89aIuyCV9JCCIyvUpuUzcdAvOBixcv0mi0egn1ampqo0aN2rp1q5eXV2lp6ZdHOHbsWGpqam1tLUEQfD5/4sSJANC5c+f8/HzZmY1uInfv3n369CkAdOvWjdrxu3bt+snjZpJZzAF7H+hsDgAweGXH1UESCVVjf5p169a1b98+Pj6ex+OhMyKRiMvlynZWzKdArcZTUlJKS0vd3d2pGraqqgrVLDQ0NExPT6dq2PXr16N+ZwRBlJWV9erVi6qRP0YoFFZXVxMEweVy+Xx+M0fLzc1t27atkZERFaY1lPOBeTDvIShrAABMv7bxRqo8Z28aWAjfc//+fbR7d/z48aysrKtXr65bt87U1LTeNmH79u3t7OxOnDgRGxsrFovrDbJ582ZXV9fbt2+LRKLZs2cDgIGBwevXr2Vq+YEDBwBg4cKFYrEYladJTk6mcPzIyMg3b96g47y8PApHNt4cBsM3AgC0Gwj2PrHZLAoHr8dff/2FHmvCw8NlN4tMEYvFoaGhBEEkJSX95zPZVw6q/DBx4kRvb28Oh0PJmCUlJWjdY6AbLCcAACAASURBVGRklJWVRcmYiPz8/IEDB165cuXRo0dWVlZubm4UDi5TxGJxq1atACA3N1duk6YV1IK9D3QYDABgvsV021O5Td1k5CqEdXV18pyu4QQFBaHduz179hAEUVtbGxsbKxQKCYKoqakJCAhwdHS0sbHR0flXDxEtLS0rKytHR0dvb++qqiqCINzc3JycnPz9/X/55RcA0NHRiY+Pl7XxaWlpAKCnpycUCn/++WfyXVAF6k61f/9+CsdE/HX7NfzkDjQG0JXgp9t/33lD+RQIlCyorKz86NEjGU0hB4qKirZv3y6RSK5fv478igRBuLi4TJ48GT2Tubi43Lp1iyAIW1tbBweHW7duVVRUtKTFnyE2NlZHR4dsMaanp2dnZ+fs7FxQUNDkMYuKivr16wcAvXr1evfuHYXWIsrKylxcXJycnF6+fFlSUhIcHEz5FMeOHSOPjx49StWwU6dOBYBr165RNeB/IpEQbVcFwsAlAAA9JjEW+FZxBHKbvWlQIIQsFmvr1q3V1dW3b9/29vZGJ1+/fj1lyhQWi4WODxw4QBCEmZnZl1dULUJUVBTavVuzZg068+jRIwDQ0NAwNzdft26dh4dHWVkZQRBCoTAmJubkyZNz5szp1KmTtCgqKSmZmpquXbvWzc0N5fPJc/HRq1cvAAgNDUUbhKhUClUMHjwYAIKCgigcExGVWQX2Pu+zjkZsHvCHTP5c165do9FoNBrN1dVVFuPLk1OnThEE8fLlS1IIjxw50qtXr3PnzqFjZ2fniooKMmyYwWCMHDly3759CQkJElm7nhtGREQEykoaOXLkmjVrfvjhB/IiotPpQ4cO3blzZ0xMzJdvDtHR0S4uLiUlJejbvLy8Hj16AICxsXFhYaEszC4vL3dzc/Py8qqurqbT6aqqqpQ/1ktvalC4B3HkyBEAWLp0KVUDNgS7k/Ew/igAgHYnsPc58ij76/j0fRZqVoTXr1+vrKysqam5fPkyOhMdHd25c+fVq1cTBBEVFeXg4CAQCNAinURHR2fixIk7d+4MDAxE+2ry59WrV6gH4YIFC8hrz9PTU/r6BAAajWZsbLxs2bLLly+Trs6CggJvb++tW7eam5tLh4Pq6uoqKSn5+PjI7V1s3rwZANavX8/lcjU0NGg02tu3bykZmcvlKisrMxgMWfyDJBKi05ogMF0OAGA4Cux9skup8ZKReHl5IY+39OP2N0p5efmKFSuePXt24sSJgwcPopNHjhw5ffr0wIEDi4uLkRASBJGVleXs7GxjYyP9sWzTpo2Dg4OHhwd6PG0RQkNDtbS0AGDOnDkCwftVArLWzs5OOppMX1/fzs7u6tWrlZWVH4+zdu3ay5cvIzdMdnY2qqlkampaXl4uI8sfPnyIxJsgCOSARW5qCpGREMbExABAjx49qBqwIRx8mAlzvUC/D/SyhXkPmQt9e28KSy9iy9OGRiFDIVy8ePH48eOjo6OREBIEIRKJXr165ezs7ODggIo9kjAYDGNj4+XLl1+9evXVq1eUWPWf5Ofno9CsadOmIUeoNCwWCzlFrays1NT+1R5BW1sbOUUDAgLQDgebzQ4JCdmzZ4+ZmRmNRhswYIB83gIChcmgLXEUO4qWCM0nJCQEAExMTCgZ7WNWXEoG28sAAEpqMPfBcb9sCgcPDg5GoU87d+6kcNiviiNHjly6dOn+/fsLFixAQnj8+HFnZ2cUn8XhcAICAtatW9e5c2fpa83c3PzAgQOxsbHyNNXX1xddRwsWLECX2/379ydPnnz69Ons7GyCILhcLrIWZb+R1pqamjo6OsbGxpKL2l27dhUVFV2+fDktLQ3F3YwcORLFmMgIFovFYDCYTCaHw1m3bp0sPlRqamrjP6Curk7VsCKRCO3pyMJj/El4ArHRbyFg7wNTzsKABdB3Dlgfos/31Vv+pKiKJx8bGgsFQsjn852dnR8/fuzt7Y0eSAmCiI6OXrJkSWpq6rBhw549e+bg4HDp0qUlS5ZcunQpNTUVfaALCws/uaICgHbt2tnY2Bw4cCAiIkJGO4ulpaXIozhmzJj/nILP5z9//vzYsWOzZs2qV39LWVl56NChv//+u4eHh0gkYrFYTCaTwWAgb6p8IMNkkpKSXF1dAWDixImUjIzyeUmnMeX4JpaCvQ/odgUAGLt7zO4XVI0cHR2NFh+//vorVWN+hSAhJAjCxsZm1qxZ586dI5Mju3Xrtm7duoCAABR8mJWVdeLECSsrK+k6I0ZGRsuXL/fw8KipqZGpnd7e3ugaX7lyJel6IZPzkLXLly/39vZGMb2ktdIZO23btkWL2qioKGdn56dPn6KNRgsLC1nbTxAEqhIeHBx89+5dALC0tKR2fBmtCAmCQI0E5Bbjc9QnS2PJYxh/FFr/AFYHYMJxaG8CIzYxF/otOJMgHxsai6yCZZAQEgTxxx9/LFu2zMHBARUwq7ei8vb2Ro4aDocTFha2b98+Gxsb5KskUVNTo1xUWCyWiYkJAPz444/IwdIoCgoKPDw81q1bZ25uTl6o+vr6SOCtra0BgIy3lg9Lly4FgN27d5eXlzMYDBUVFUoekKdMmSLTS4gnEGv97A/95gAA6PfuOPtkVTUFPtj09PQ2bdoAwPz587+SrWgZQQphVlaWmpramTNnLl68OHPmTPQQgNDV1bWzs7t8+XJxcTFBEJWVle7u7g4ODuhPRF5la9eulZGRt27dQg7qTZs2SW9VlpWVeXh4ODg4SG+aqKurW1lZnThxAi1qq6urPT09f/75Z+kHUBUVleHDh6P3iPqCychyaVDhPUdHx/LycjqdrqamRubhUILshBAFlq9YsYLCMb9A781h7zOjrA6CvQ/Y+8DMG6DbBex91BY/Fn+Vu4UyF0I2m921a1cHB4f4+Pjjx4/b2dkhVwaJkpLSkCFD1q1b5+7uTu5sSScwdO/enVrbuFzuqFGjAKBnz57o1tAcUFjpzp07HR0d0ZnTp08DwMyZM5traGNAzWUGDx5MEATqfunh4dHMMSUSiZ6eHsg49vqn47FaPUepamiTnwfSSY48Zo3l7du3yLdmY2NDbkR9r4SHh8fExKDj27dvX7hwAe0siESiiIiIrVu3mpqaSl9uxsbGW7duDQgIEAqFYrE4Njb2wIED5ubmdDp969atsrDw4sWLKAfpC+OLRKLY2FhHR0dTU1PpSrzkohb9H1+9enXgwAFyUdumTZtRo0ZRq0Zf4P79+wAwZswYgiD69u0LAE+fUpkYYGFhQR6PHj2awpGfP38OAL1796ZwzC+g+fNjsPeBVl1hltt7IbT3AfXWYO+juuhxaXVzkyNlgayEMCcn58qVK+g4MDDw6NGjV65cIdPRpMNM6hUrad++PekURR9xalOeBQIBWuV06tRJRvf3d+/e0Wg0DQ0NeaaLSIfJHD58GC2GmjlmamoqAHTo0IESCz/HmrXrAEBDQ8POzm7gwIH1CqUaGhra29ufOnUqLi7u433cjyktLe3duzcADB8+nM3+ejfnZQTyc5AuROQVyMnJQdEo0svE1q1bo6SFoqIigiBKSkrQAbWcO3cOqeCuXbsa+CvFxcVXr161s7OTzlaql2JRXl6O3H1///035TZ/joqKCjJeFEWG7927l8Lxz5075+7uLouoNKFQiP71MgqprYfuMn+w94F2A8HG+b0KzvUCjbZg76Ps4HvO+eKOHTuSkpKcnZ337dsnB3sagpzyCF1cXNAHWjrMBClcbW1tUFDQrl27Jk2apKurK30T1NDQ6Nmzp5WV1dmzZz8ZPNZYJBLJ4sWLAUBfXz81VYb1DtD9SM5Za6i56NmzZzMzMwFAR0enmZUpLl68CACzZ8+mysKPcXR0BAAmk/n48WN0hs1mR0REHDhw4GMnOUpo2bp1q7e39yfjA6urq9ECaMCAAZR8YL4tRCLRkiVLyMJaAKCqqjphwoSTJ09mZGQQBMHlcn19fdesWdOtWzfyNQwGY+jQoRMmTHBzc6M2xeLgwYMAQKPRjh8/3oRf5/F4T548Wb9+fb0Uix07dhD/Xp/JDVQlPCws7Pbt2wAwfvx4qkYWiUTo005hQRxp0H5N871E/4n780L6fF+w94Ehv0LPyWD/COx9wOQX6DUN7H1+/COCIIh9+/ZJJJLo6Ojnz5/L2p4GIich9Pf3nzFjBgroIGEymcOGDduwYcPdu3fJRxXkFF2+fLmxsXG9dkXdunVzcHBwdnZ+9epV065Y5OXX1taWdbzczp07AeCXX36R6SxpaWnl5eUlJSVPnjwRCoWXL18GgAkTJhAEgYJyAwMDmzM+Ss9v2l2sIZw5cwbdiMnrc/r06Rs3brx37x65Omn454HL5aIilj169JDF4uYbgnQhSrc6IaNRkKPicykWKGmhCRvn9UD7UnQ63cXFpfnvKDs7m0yxuH37NvHv9Vnzx28ga9euRavbkpIS5PWhyveOAr8p3wYi2bNnDwCgfDbZceNpgZKDL1jugTn3Yd5D6G8PbX+E9ibQczLM9lRf/DgguezOnTvImX/ixAmZGtMo5F1iTTrMpF6XLDLXPiIiAn28SktL//7772HDhpmZmdUrAaqvrz916tT9+/eHh4c30He6fft2pL5PnjyR8bskEhMTAaBt27ayi9QQi8Wurq7h4eGpqan+/v5BQUHl5eVKSkrKyspVVVV//vknADQ8/CE0NHTv3r2owS+ZvoKiaqOjo2Vh/82bN+l0Oo1Gu3jxIjqTl5f35c9DSUnJ/fv3N23aZG5uXu/zYGBggDJhZOfx/hYpLy/38PBYvny59DOompoaikZBf6ja2tojR44MGjRI2hWprKxsaWl5+PDhlJSUJsyLrjUGg0Huj1AFh8MhlQ+tz+RZM8/T0xMAxo0bRxAE8sBTtabZtm0bAPz++++UjPYxERERANC3b18ZjU8QxPnAPPp8Xxj6G9Bo0HEozHtIbhDSF/ioL3l8zCebz+d7eHh4eHjweDzkpfhKaMlao9XV1f7+/o6OjtbW1tK7FwCgpaVlbW3t6OhI3oWFQiGZgyidZgT/Dq/Iycn55FwogIXBYHh6esrn3aEkX5mu/RMSEsLDw0Ui0d69e1EtN9RLz93dHTVjMjQ0bPjS2cnJKTMz8+LFi2h9Vl5eTqPR1NTUml/592OePHmC9oYPHz5Mnqyrq/Pz8/vnn3/GjRtX7/Ogra09fvz4HTt2PHnyBO17CYXC2NjYEydOkJ+Htm3bamlpyS0J9dtCJBI9ffr0r7/+GjRokPTCul+/flu2bCHr1HwyaaFRKRYSiQTV5GMymbK+1tasWQMAu3fvluks0pSWltJoNHV1dT6fv2LFCgBANbOaD8rN8Pf3p2S0j+Hz+erq6jQajSzHQy2nn+TS5vvAkNWAPl0DFoC9j8lfT3tvCu25IWT+mYSEXBlmeTafr6XoNsq1/9gJRoZi1uPLK0sy3AbdxK9fv44WHyjQXD6g28Eff/whuykuXLhw5syZgICAEydOICE8evQoAHTu3JnJZKK/4ebNm8m/wxfIz8/fvHlzSkpKZGQkqlqCwlClI9mo4tmzZ6ipzV9//UWeLCwsvHDhwuHDhwMDAw8ePBgRESH9eZD+/6LaC/Wc5BkZGSgZIC4ujnKDvzNKS0tR0gK5JW9qalrvNWw229vbe/ny5R06dCD/8qqqqlZWVgcOHPjc/rpIJELudBUVlQcPHsj6jaCmylZWVrKeSBr0aYyMjHRzcwOASZMmNX/MwsJCOYTXWVpaAsDdu3cpH/mAdybY+8CgnwEAgAYmv9Dm+xzxobI4hqz5WoSwHoWFhXfv3t2wYUNDVlQ1NTVPnjzZsWPHhAkTUBlDEk1NTRMTExSIKLu9rk8SHBwMcgxZRqAwmY/R1NQcN27cP//84+fn98kKW/n5+bGxsRwOJzU1Ffkh//jjDwD4888/qbXw5cuXKGns46wmNpuNCqH5+fnV88cWFBTcuXNn/fr1w4YNq/fc065du8jISIIgVq5cCQD//PMPtQZ/xwgEguDg4E2bNp09e/YLL/vyjqN0T6uFCxcCgLq6uhx2H4h/r8/kMB1i1apVALBv377CwkIA0NLSakgw85dBsYTTpk2jxMLPgQIX1q1bR+2w/3img73P+xLbQIPBq2jzfU745VA7i6z5SoWwOXwcXmFgYLB48WI5m0GGgcm6DZM09+/fR9Hqe/bsSU5Obk7YEfKyPnz4sFEGnD9/Pjw8/Pnz5xcuXPh4ry4jIwNtVs2YMUMkEkn/qLi4+I8//sjKyvL39z99+vQX6mEKBALkFLWzs0OrQBRp5efnBwA//vhjowzGNJySkpKrV6/OnTtXOv9dU1Nz+vTpZ86cQZ2VNDU1ZdGZ4XOQ6zO5zeju7g4fQtJQpW8yj7PJzJo1C6gri/g5QkNDqb1AJBLi92spYO8D/eYCANDoMGwDY4HvpVBqCh3Lk69UCAMCAq5cuZKTk3PixImm9e3k8/m3bt1KSkqaOXMm+Ry0e/duY2NjmbbJlWbBggUAcOjQIflMFxgYiCIAP05vKi4u9vb2RnVT64WZ6Ojo1EtoIQhCIBCgHYXG1vTJzs5++PDhhg0bXF1d6z0BvHv3zsjICPmyPk6CrqioiI2NTUtLS09Pj42N/fJORnx8vLOzc2JiopubGxlxyuPxkD+gaWn4CkhQUNDNmzcLCgpOnjzZKI/ZJ/PfNTU1dXV1ZRRa9TnI9Znspnj48GFYWFhqauq1a9dSUlKKiorQmxUIBKic05EjR5ozvkAgQGFKsg7yQsF0ampqkyZNambTK4IgJBJizZVXYP8IetkCANCVYOSfjAW+V8PlVNGUWr5SISQIwsnJ6eTJkzU1NU37lF+8ePHt27f79u1DVRW6dOkikUiQKJ4+fZpyaz8J2sMwNzeXw1xkM6n/jBTl8XhPnz49fPjw9OnTpXPOAEBFRWXEiBEbN25EGWBN8OsiIdy/f39ZWZm0L7q8vBw9vA8dOrT5KcNCoZDL5R4/frysrEy6/JudnR0AnDx5spnjKw5OTk5nzpyprKxscm44yozu2bMnSJV1ffPmTfMdhg1Ben0mI+rq6s6dO1dXV+fv748eF1Be44sXL65duwYAU6dObc74aA+lX79+FNn7aaqrq1HBKdK/TafThwwZ4ujoGBUV1djgdpFYsujcS5j3ELqPBwCgK8Pov5kL/e5Gf6tpS1+1ELq5uaWnpze8JoU0+fn5Fy9eXLt2rVgsRlUKExMTr169CgDW1taUW/tJamtrVVVV6XS6rNPakpOTUS00BweHxmZYkmFHpqamyK2KUFJSUldXr5fA8J/cuXPn6tWr5eXlN2/eJAu7cDicESNGoKudklaxdXV1J0+eZLFY9YTwxo0bIINqyN8xTk5ON2/ezMjIaFozZ3d395s3b545cwY986G8AuRUl0+utPT6TEZTCASCc+fOiUSizMxM9Ay9fPlyADh48ODbt2+RT6Wen/9zxMTEHDt2jMvlop6L6OSmTZsAYMuWLTKynyCIqqqqYcOGAYChoWFwcHBjm17Vgy8U/3QiDuY9hK7jAACUVMByj8oiP6+45parbEG+UiEMDQ11dnauqqry8PD4XEbElykqKnJxcQkJCSE+fHB37NhRUVFBZtpRa/DnQIWgZBqtmpeXh5rsfLKZVKNgsVgogaHeShH+ncDQqEr/fD5/woQJaGOSqgpP/v7+V69ejY+P9/f3J9MQCYKoqqpSVlZWUlKSXV+674mwsDAnJyf01NK0QksBAQEuLi5btmyRjlshdYJygz8JuT6T0fhhYWHHjh2LjY11dXVNSkoiCOLmzZsA0KNHj65du6IFVsObjzo5ORUXF+/fv9/Pzw+dQZ4SyrsbkpSUlKAGikZGRllZWQRBoA141PRq69atKCES8cmmV9LwBOLpx2Jhrhd0HgEAoKQG4/ZrLHkckCy/Zjuy4CsVQmrx8fEBgEGDBhEEgYqP3Lp1Sz5Tnz9/HmQZD1ZSUoLS3seOHUth7HWnTp0AwNvbu+EJDJ9EJBIhd2WbNm3ISrMyZdy4cQBw/fp1OcyFKSgouH//Pmq0QsatIJ2YPHmyfGyQs+4SBIHiRetRr+nV53BycmKxWCwWC7UzREUktLW1ZbSiLSoq6tevHwD06tWL7EfYr1+/j5teNaSTM4cvst4fBXMfQKehAABMDRh/VGeZf+Sbb76coUIIIY/HQwnaOTk5x44dA4C5c+fKZ+ri4mLUsYXNZldVVTk6OjYq0S0uLk4ikWRmZn7S0cRisVAe7pAhQyjsx5abmwsArVq1kt45KCoqIuuk1wu3Qc0jUbiNtBhLJJJly5Yh31FCgpz6kDk5OQHATz/9JJ/pFByRSFRaWoqO6+UVaGtrN9Bh2EzkrLvEh7xkAJgzZ86ZM2ekMzIBQENDw8bGxtnZmeylQ5KWlubh4ZGXl3f79m0UGoOqDNrZ2cnCzry8PBTXamxsTDpjKisr0TYKQlNT09bW9sudnJWUlFAn55n/3IbZd6HdQAAAVV2YdLr18oDY7M8GeH9DKIQQEh8ClE+dOpWTkwNUFKRuOEOHDgWA+/fvFxQUHDt2zMvLq4G/WF5evn79eqFQGBUVdfjw4XoBnNQ2k5IG3VlsbGw+9wIulxseHn7gwIFp06aRbWARqqqqI0eO3LJly4MHD1avXg0A6urqERERFJr3ZfLy8mg0mqampjxLUGII2eQVNAQ56y7ZT0O6Q/3n2kiRTa8+t+BDXVpdXV0ptzM7OxsVtzI1NSV3CgQCQUBAQHl5+dOnT+fPn1+vzJD0olYikSQkJOzdu9fc3Fy6IQxDRQMAQE0PbM63WRnwMk/m/ZDlg6IIIYrvQkUoUIlC2VUzQpDLqX379gHA4sWLS0tL8/LyUO38BnL27FmhUCgUCvfu3Su9PhMIBChtSxalNVHlqoaHEX4u3EZbW1tZWZncC5EbAwcOBABfX185z6vgUJ5X0HC6d+8OALKupE8QxKFDh2g0Go1GQ5UfPklRURFqIyVd3INseiW9TV5XV4eSlBqbyZCRkVFXV8fhcEJCQj5ZaTktLQ21fR05cqR0g+6MjIzs7Ox9+/bt2rUrKytLIBCg3NB6Ta/IRS3yplZUVKCKte3bt9drrU9nqsM0l/a/Br56S33HqJZCUYSQDJOprKxEFYHJUG9ZUF5ePmjQIBRsnZKSAgBaWlo+Pj737t1reK0/Npu9ZMmSwMBABweHY8eOkY91YrF47ty5AGBgYJCWlka58aiHVNN27ysrK318fLZv396/f38Un00QhFAoDA4Ols8eIfGhtZPc+nFjSFDcSlRUFCV5BQ0H1XU7evSoTGdB/TRoNNqpU6ca8vq6ujoUjSK9xU6n001NTbdu3RoREeHr6wufqm/3ZTgcjqOjY25u7q5duzIzMz9eayYkJBgYGACAhYXFxzsmz5498/f3//XXX0+dOiVdr7whnZxFIhEa2ey321klnEaZ/ZWjKEJIEMSYMWMAwM3NLSYmBgA6duxIbfc1ktraWuQOHTRokEgkCgkJUVVVRS7EemEmTRsfVTGVUTMpNputpKSkpKTUzK62JSUldDpdRUWlpqYGtcJYv349VUZ+mfj4eABo3769jP6/mM/xyy+/AMChQ4fy8/OhMXkFzQSlRaGQtNu3bzs7O5M7l1Tx999/o+v38uXLTfj19PT048ePW1tbS0ejqKurA8BPP/30hTpKn8TLyys3N3flypWHDx+OioqS/lFsbCwqaDVp0qSPF4thYWEODg5PnjxxdnY+ePDg5x6jP9nJOTMzk/iQqnvhwoVGGfz1o0BCePz4cQCYM2eORCJBUZGyEBLpbIGCgoLY2FjkITExMTEzM/u4PvisWbOOHTv2/PnzBu5ZpqWlqampqampySjeOjAwEADQSq6ZoNxBT09P1GvNyMio+WM2EFTCpt49AiNrUB7nlClTiA//AvkESSHd1dXVFYlEly5dcnV1bXhFJLFYjNJ809LSPrmvLJFIUB9TZWXlO3fuNNNUlLSwbt061DVMTU0NGpC0UI9t27bdvXv39OnTBw4ckHa0REREoLvN1KlTPy7e1Fjq6uqKiop8fHwWLlw4duxYdBK18Zk/f34zB//aUCAhRMGQmpqaPB4PRbj9/fff1E5RL1sgPT0dJeTZ29ujHT7pOpnIyUCirKxsamq6bt06Dw8PafdpYmLijBkz0MNdYmLiiRMnwsPDG1sCtOHs2rULAH777bfmD4XK0zg4OIjFYlRiNDk5ufnDfpL4+HgXF5fQ0ND79++fOnUK+cqku1tg5ABKMEdxK4sWLQIAmTZf5fP5ZJIxqbvl5eUZGRk3b95s4CBPnz49dOhQVlZWeHj4x0WsxGIx2u9UUVG5f/8+hca/fv0aLQpHjx4tXc28S5cuK1eu9Pb2bqxLJiQkBOXIz507l5KyPu7u7ps3b87IyNi7dy9ZLjE5ORkAOnXq1PzxvyoUSAgJghgwYAAAPH78+PHjxwAwYMAACgeXSCTINaSjoxMfH//27VvUJ8/a2vqTqz2JRJKWlubq6rp06dKP62L36tVr8eLFFy5c8PHx6dChw7Zt2wiCCA4OXrlyJYU2f8zEiRMBADUBbybp6ekAoKenJxQKkTI1rXxJA6mrqzt+/PiePXvKysrQI7xM25BiPgkZt+Lq6goAM2bMkNFEPB4P1QhE9+h58+ahlUpQUJCbm1ujYsLRnt/H8knKuSz6aaA8rgULFhBSTa9QhAuCTFpoSG9kHx8flNS0bNkyCpuB79mzp7Cw8NKlS+fPn0dnJBIJqnSPPKXfDYolhMjRv2rVKoFAgFJ/KCzQvHnzZuTrCA8PLysr69OnDwAMHz68gU92NTU1AQEBjo6ONjY2ZAQXjUbz9vb+9ddfzc3NU1NTZS2EEokENRb4OAWqaaBk/5CQEC8vL6o8rp+EzWajyrS7du1KT0+/efMmeiNyi9DBIMi4laysLPQYROF9mYTNZltZWQGAms7tnAAAIABJREFUgYFBQkJCRUVFr169yNaJKL4jIiKiIVMnJCT8/PPPYWFh8+fPJxsUEwTB5/NRzpWmpmZQUBDlb8Ha2hoAPl65frnp1Sedt15eXmjrceXKlRT+tdevX3/16tX09HRPT0/p/sOoYrM8e7vKAcUSwtjYWADo0KGDRCKZM2cOUNekcP/+/ci96ePjU11djSKv+vfv35DafR8jFApjYmJOnjy5YcOGkJCQNWvWREVFWVpayloIkd/D0NCQqgG3bNkCAL///juXy9XQ0KDRaFRJbD0iIiLOnDkTGhqanJx848YNgUBgb28PcozgxyCk41bQNhgqS0YhtbW1Y8eOBYC2bdsmJSUVFhaisMxOnTpZWlqiXTdEmzZtFi5c6O7u3tjLkMfj2draon1HWRRNZbPZKioqDAbjC7UAy8vLUdIC2lZAqKmpWVlZnThxgkyacnNzQ5JJebXSysrKyspKkUhUUVEhvXN58uRJAFi4cCG10zUQCZ/HS0vmvnhaFx8tKqcsJEqxhFAikaCKCTExMajB9JgxY5o/7JUrV2g0Gp1Ov3XrFp/PR8963bt3p6TWNhJCgiBWrFixatUqmQqhs7MzUFp2JzIyEj6EyUyfPh0AvtwDlkJu374NACNHjnr8srSaK49OCBjiQ9wKKkuE2pA1MNmggUjXj05PT8/Ly0ONL/r06YOy8ZpWQlMaDoeDCvWh5SaFxpM8ePAAAEaMGNGQF4tEosjIyG3bttXLf+/Xr9/EiRNR5m6jspObSWJiIgB07txZbjMieClJBb8uzBraM3t0/+zR/bMtBmQN65VrM7La86ZE1NwLXLGEkCCIX3/9FQC2b9/OYrGYTCaDwWhsy7163L9/H1VeOHHihEgkQu6UDh06UOV0JYWwoqKiffv2MhVCtCPi5ORE1YBkmExSUtLly5dBxh1zCIKIiYlB7tDa2loVFRU6gwGz3MDep9vvIQ5nE52D8l69rcVZFTIFbY0nJiZevHgRKC13V69+dE5OTrdu3QDAxMTkk1dxA0toslisQ4cOIa8ji8W6devW3Llz27VrJ7vYLlQftQlb5qWlpR4eHmRRNw0NDSaTuXv3blkY+TnEYjHK0JB1A0VpKi+ezBrR5+WgLue7tzlmZBDar1OmiRH6yjI3zp87ScRqVr1ThRNCf39/5LQkCAJtM9y7d6/Jo0n3wpVIJGiDpHXr1g3Z324gr169It3xd+/elWkGD3q4pjarBAXd7d69G/UFZTKZ0qUuqCUlJaV169Zt2rTJyMggCMLY2FiZqQpqetDVEkyXw8STMO8R2Pu0XRVoczjG0TM9ILmMy/+PRLcqjqz6+3yvLFy4EABOnjyJoqUMDAwoSeiUrh/99u1bsnjKkCFD/rO3V01Nzd27d5ctW0buIwIAk8m0srI6evRodHS0urq6o6MjQRDZ2dkTJ07k8/l5eXnNt/lzIKdxfHx8k0cQCARBQUEoWSIzM7Ouri4wMLA5t7JGMW3aNABAxdblQI23Z9aIPs/6d+6rztzWSe9QF31TTZUL3dtkmBgd7KJ/sIt+gmn3dwumEs34mCmQECYkJNy9e5fH46GHqfT09ISEhObEPtXrhbtx40YAUFdXj4yMpM7q/xMdHb1o0SLZuRbLyspoNJqGhga1LVW9vb0BYPDgwQRBoOKolISkfkx+fj66v0ydOlUoFJ4/f55Goykx/79jBACgogUdzeDHRWB1EGbfA3sfJQdf021P111NuRr+Lrfs/wnIWSUc26OxKot8VRb5qS1+bH86oaASFy9tEJcuXQKAmTNnEgSBhKdpPZ6kqVc/OiUlBTUZHT16dGPLzZPRKGRSr5eX1+TJk83Nzd+8eYOEsJnWfpmXL18CRQUfyLiVuLg4FFNDiYX/ydGjRwHg559/lsdkEkmO5aBME6MlbbQPddFHq8DI/p1/UGNmmhg969/5Wf/ObwZ1yR7Vl/M8/L9H+wwKJITZ2dlnz57Nz89H9cm+UC2wIXA4HOT0W7x4sUQi2blzJ3rGfPz4MVUG18PT07Ph+wpNAO1bkJmzVEGGyeTn5x85cgQA7O3tqZ2CIIjS0lK0JzRixAgOh3Pv3j0Gg0Gj0VqN+Q2mnAWztdDVEjT+3WSRxgAdQ+gxEYZvgGmuYO8D9j7tfw20Oxm/4Uaa+iJf+uRT6CTY+yhNdmr1y5O0gu+nuKLsyMzMRH4RsVg8b948Go3W8Ky+T1LPBUoWT5k4ceInK202kIqKilu3bq1YsSIrK8vGxub58+fW1tZyEEIUWLd06dLmD0XGrYhEIvR8L9OFLIk8dVdYXJg9ok+midEILVV/446kR9RQRSllYBfy20zTrhXnmn5LVyAhrK2tPXjwYE5OzvHjx1GDAhsbmwMHDkRERDStCoOfn9/8+fOFQuHZs2fRhryHhwflZpOw2WyZ9rt3cnJSVlaWRRL6jBkzAODMmTPoFkl564/q6mpUH3XAgAFVVVUBAQHv/dX79p18nDP3VELntUHvJW3GdRj5J/SaBgbGQFf6ly6q6UFHMxi4BKwPwVwvmH0PdLuQQgia7ejzfXtuDMX7i1/Aw8Nj3759PB4PLc2Tk5Nzc3ObuQdPukDNzc1ZLBZZPMXGxoaqBiM5OTmo18qyZcsOHTokayFEfhFPT8/mDyUdt4IaWcinE6c8dVdUVZk19IdME6NxOupevTuQyteRqfRmkFGmidFRI/3tnfSeDep6ZunCJq9DFEgI7927d+TIkaSkJCMjo3rZ6+rq6ubm5qiqS2OvW3d3dzqdTqPRXFxcZGQ5yZQpUwBAuic7JTx9+hQdcLlcWTSLuHLlCgCMHz+e+NC+NTAwkKrBuVzu6NGjAaBHjx7FxcUvXrxA/up169ZJv6ywiucdV7L11mvzHc9UFvmBvQ/YeYLlXhiwANqbgrLGv0RRSQ1Gba8nhGDvo/Wzf1jaf2xHKTLFxcUrVqwQiUTz588HKnJXXr16hVygqH50aGgoqn45Z84cCjvZkkJYXl7erVs3mQohi8VSVlZWVlZubH3RTyIdt3L48GEAWLZsWfOHbQjoXnTjxg1ZT8TPeJ1p1iPTxGh7J70VbXWQCrr90G60tho6fjPI6K9OeinDege4XScT/xuLAgkhQRBVVVUo6szMzCw5OZlsv15PF7t16/aF9uv5+flkL5X8/PyoqKiOHTseOnRIDvZfuHABvtgpsAmIRKIePXqQ38rC3YHCZJSVlauqqv766y9yV7X5CAQCdEF27NgxJycnOTkZNR1duHDhFzZgOHxRxOvKE345difj9VcEvJe6aZdg+AboMRF0DAFoMPk0qOhA3znvv1R1wd5HZaHfcT/KKjB8f2RlZZ07d664uPinn37S19dHnRYaXkKzHgkJCagqwuTJk7lcrq+vL8oRXLBgAbXb2G/fviX14/Lly4sXL6Zw8Hqgro2WlpZUDUjGrURHRwNAz549qRr5yxw6dAgAfvnlF5nOwktLzrEcFNK305tBRqmDukzX07TQVrNppWGmqRrc933g6L3e7c/17vxuzzYOh9Pw5nH1UCAh5HA45ubmANC3b996YWYsFgtVdbGyspJOyAUAbW1tKysr1H6dw+EQBLF27do+ffog596aNWuePHnyn0FrVIH63aOWDlSNKQchJAgCLdrc3d2joqIAwNDQsPmRAhKJZPHixQCgr6+fmpqalZWFVg+2traNulFmlXCuhr9bdzXFdNtT+nxfsPeBmTdh9l3QbA8TT7z/0jAAex/VRX7rj9+9cOHCkydP9u3bt2PHjmb26PjOePHiRUBAwI4dOwCATqdLN3Tt0qXLqlWrvL290UXUEFgslqmpKaof7e3tLYviKfV48+aNk5NTYmKijMYnPmQoHT58mKoBybgVoVCInMaN7W7YNNCF/MMPP8huCt6rl9ljBj7o3UFXiT6ztWa6iVGmidGrgV1iBxiSDtIMs56bDA2OzZ2ZlZl5+fLlFy9eNG0uRRFCPp+PqmgaGhrm5+d/+ZXPnz8/duzYrFmz0I2VRFlZefbs2WvXrp0xYwbKAUJCKK83QRAEgbKJKYyTRu7+9R9o1aoVVSNLgy7XefPmka0/mhM7jli/fj0AaGlpxcTElJSUoGZ4lpaWzdk6quYKd9/LUFno9/EeIdj7aP7s/zyjateuXdHR0Rs2bFi+fDmFDrrvA+l2RZ8soamqqmplZdXAEpqVlZVCofDWrVuoeMrmzZtl2lprw4YNIINa/CRisRhV4acwvQpVy+revTvxoVDwrVu3qBr8CwiFQuSmlpHucuOiskf2df+hnSaDDgDjddVfD+qSbzfhncP07JHGmSZGmWY98qaOKju8U5BPQTqjQgihSCSaPXs2ALRp04Yso95AyPbr5ubmTCZz8eLFa9euffLkyeDBgzMzM+UvhCjkbNGiRVQNKBKJDA0NX31ARgUjpMNkVqxYAQAobauwsDA7Ozs+Pt7Dw+Ply5cNH/Cff/4BACaT6e/vz2KxUFf6IUOGNH+tLBRJuqwLps2pL4SMBb4D/wxPSkpKSko6f/78n3/+6eLikp6e3szpvhu+3K6o4SU0xWJxVtb/2rvz+JjO9QHgz5l9MpN9t2QjCBFiIoskEhJiSUQR/bWlLaVaSrlKF9xSrVbbW6pF9Ra1VsWSFZGQXfZVIvu+78vMZGYyy/n9cZi6ikYyi2Te7+f+MSaT9zxzyzxz3uV5KuSPq6qqiP3AxF8YpSIq4s6ePVtJ4xOzlwosYYj/774V4sNB2XX55ZSXd/nJcRVuky5OMGORSQCwWJ9V7GjZtPUdmUI32T1u5CfCJ5pCDGWo3t7ehoaGzZs33717Ny4uzt/fX/WJ8MGDBwBgaGioqGUS1UyN4jhOnIa+ffv27du3FyxYQNzUpqSkHD9+nM/n5+TkDLzNDdEUjUwmBwcH8/l8Dw8PYpbm8fZVQ1FYz9VfH0Vd9rs8EdKXnTZ7P6amvY/YuCiRSOrq6pQ6hza8DLxd0fNLaNbU1PT09MCjatTd3d3Ozs61tbWqqczX2dlJLD0M5VTGcxCTxhs3blTssPJ9K/fu3QMAOzs7xY7/LETefXfDeyLxi01Wi8XiCxcuZGZmVlRUnDx58okKG/yEOxWuE0+ON2WQMAAINGCXOFo2f7p56HXUnmPkJ0Ki7jPRFEIhAxKJEMfx1atXT548WcWJEH/U0kFRjXlVlgh37doFAJs2bXr8SbFYfPz4cRzHf/zxxwF2Mz9//rx8m25/f//ChQsBYOzYsYrdyd3cLdzw232jDdGU1TdM34/edu4BKjHzLINrVySRSJKSkj777LMnSmiePXt2+vTpHA6nq6uLSIRKDf4JxGY6JXW9JjKWwpuJyvetENOVGIY1Nzcr9hKP+/PPP1tbW3EcJ/LuGGtbrbdv+R5IO3yzqrZ9QKsS3d3d3d3d+/fvr6mpqaurO336tPxH3KjwCufxv44zoWEYALxupF06w6p1/ye40haGCSM8EX7zzTfwqCmEosaUJ8Lm5mY9PT3VJ0Ki39O2bdsUNaB8E+wTjxWLmBcyNDR8/OBmXFzc9u3beTzepUuXBjJIWFgYMbf23XffSaVSooWIsbFxUVGRksJGnk8h7YpaWlrOnDkTFBSkp6dXXFw8a9asCxcuvP/++6pPhFu2bAGAffv2KXDMhoYG4rCETCaLi4t7/h6FQXh83wpR8V95B5qPHDmCYZijo6NIJOrv7yeaIILdMvD7gahfaLM1dsuZwuj7bf2S563mpqSk3LhxQyaTHT16VD6R0xt5vWLmuMPWxmQMAGC9qW7ZDKvWA7uVnQXxkZ0IH28KocBha2tr5QtRFRUVyquc+SxJSUnwqKXDMHLnzh0mk0lsiKdQKBwOZ8uWLWfOnBl46d7k5GQWiwUAu3fvlslkxFqjjo5OVlaWUiNHnkXh7YrEYnFPT8+sWbNkMtncuXNjYmJUnAivXr0KCj3egOP49u3br169Sjw+evSowluDPb5v5csvv/z7vIuiHDx4EAAwDDt06JBMJtu8eTMAkGhaD+/l6dpg4QHOm2HZeXg90uDd20E/Zp+4U/P32oRVVVU7d+68devW2bNnf/75Z6ICX0/w+XInmwMWhiQAACCODLb/+LUy3sjfjdhEeP36deLW4fDhw+qORcHkLR2GXh2fy+XeuHGDy+WWlJTIj9UrQ3p6OvFvddq0afb29kTvGLlx48atXr362LFjeXl5z5kgvXbtGp1Of//993Ec/+STT4gZ78ebqSKqxOfzifsPExMTBbYrIhIhjuOFhYVOTk4qToTt7e0kEonJZA6u2tRTKTsR4jju5+cHAJcuXUpMTAQAe3t7hV+CmF3DMOznn3+WyWSbNm0CACqVBvb/BxMCgP3Xii9gJDCeDNPehIVH4PUI0hs3OLuSPv6jOLG4U/q/m36F/dKI7JZPLxWv2B78yuLPF9nPIabId4zWL59h1X7km2cFo3AjMxHeuXOHOHU0iEYnL0plFd8fR7S5OHHixBDHKS0traqqOnLkyP3797/77rvBtREeyFVMTEwA4I033iAOgXG53MTExG+++cbf35+4R5Rjs9nu7u4ff/xxWFjY3+PJzc2VSqVHjhwhZrwjIiKUETDyj7q7u4lTuQpvVyRPhDiO79y5U8WJEH+0qysxMVFRA27fvv2NN944cODAgQMHAgMDlZEIDxw4AADvv/++SCTS0tLCMExRG8cIu3fvJran/f77748vCR/5/ar3/lTq6hsPS1I4b4bRzkCi/vXvmaEH1nPB41MIukw0fnnreN6fKY2dvP6fo6p110XpvnOb9Majir6vnCPpjNGb/sYFz/ld55TYZufvRmAizMjIIIpsbd26VdnXun79ugqu8ndJSUnyjftNTU1DmZ49c+bMtWvX2tradu7cqYxEWFtbSzSo8/f3f+pOV4lEUlBQIK/y83hSJJPJkydPfqLKz9mzZzEMwzDs8TV2RJU6OztdXFzgUXdcxQ4uFovT09OJx3w+Py0tTbHj/yPiXkeB36G3b9/+xRdfxMbGxsbGbt26VRmJkOiAPXnyZBzH58yZA4o7aiyTyT788EMAoNFowcHBIpFoxYoVAMBiseRLwt18cXBa09oTeeYbY+D1SFh5DeZ+BROXgJbxk7eJ09fAgh+J20SSy2aY8urDjdnOm2H+f+D1SPDcDa+cY66OPB1fp5D4B2gEJsKOjg5XV9dVq1YprwIFobu7e/Xq1WvXrlXeBpNnWbFihbxr4M6dO/9+bGuAMjMzT506FRoaevny5f379ys8EcqbQri5uQ2wCEtDQ0NwcPC2bdtcXV3ljXII5ubm7u7uRL2Sg9+PtBnv4eKJ7rjqDkfxLl++DADz5s1T1IAqmBrt7+8nerw0NzcThzQ+/PDDoQ8rkUiIySc6nR4SEjKQJeGCOu43YeW+B9Ie3iYu/Bmmvw0mUwD7q8wQsExh0itgtxxYxuDzDbweCXbLYfa/we8QWM2BqW9A4Gmtt29Vtg60CNHQ/W8B/uHg+vXr5eXlGzduJPZNAEBPT8+hQ4fKyspsbGy2bt1qaGh4+/ZtJpP5xEKUwrHZ7B9//DEkJMTIyEipF1IeDofD4XCUNHhvb++CBQuKi4sdHBwiIyPl/72eb9SoUStWrCC+dYrF4vz8/KSkpOTk5Li4uKampqamJgZbj2HtlUP3UlLYGq65ubmqqsrNze1ZLygqKiopKbGzs4uJiXm8z62SZGdnP3G+Qtm8vLwwDEtOTu7v76fRaCq77sB1dXWx2eyWlpb+/n4zMzMtLS0qlerm5hYTE5OYmOjl5QUA8fHxQ7yKVCpdu3bt2bNntbS0QkJC3N3dAwICoqOjDQwMbt26NXPmTOJlnZ2dTCaTyWT29vbq6OhMGcOeMob9ccC4Dl7/3cKOmAKL8OxJTd1BIBFCSx40pENDOvBboKcW9Kxgyv9BzkmY//3DSxpOADNHMLEHlolEip9JaNi73HaI72KgVJZyFUUmk12+fJloQY7juEQicXZ2Jo62XLt2bfr06Ypt8fNyWrFixZYtWw4ePHjw4EFvb+9B3xEqzxNNIYY+IFcgYS0/CaYOAAAOq3TXRb3oMV5kIFJSUs6cOfP4sl9BQcHKlSv9/PzefvttYut/TEwMcZJM2QoKCgIDAwd4wFSBiGkMheyDxXG8vr6+q6uLeNza2jrE1TuBQPDZZ5+VlJQUFBQcPHhQ3lp8//79APDBBx8IBAJjY+NnrUQMkEgkIrr+stnsu3fvcrlcYsbV1NQ0Pz9f/rLe3t4///xz165dmZmZu3fvfupQEqnsXmnn7sslnF1J2BuR8FoE+B0Cvx/Abjl474Xpb8O0Nx/eEb4eCa9HyKtYrDqquoIVyr1nUobi4mKhUEi0qwaAhIQEa2vrlStXGhsbv/LKKzNmzLh9+7Z6I1QNOzs74n6OqF74UpFKpatWrUpISBg9enR0dLRCImQzyI4OdmC3DACgPqWnTxJf1Dn0YZEnuLq6trW1WVtbE3/s6upauXLlF198cevWrfXr1y9evFgsFvv4+BgbGz9/nKGTyWRnz57lcDhcLlfZ13qCom6qCKNHjyaqoAGAsbExsXFs0BgMBvEVc8qUKQwGY9y4ccTzzm6eABAfH89gMFpaWsLDwx+vZvdCRCJRUFDQtWvX9PT0oqOjHR0d582bFxsba2FhkZiYOHXqVPkrtbW1Fy1apK+vz+FwnvW+yCTMzVZ/f9CEzC/dW475Xv5whqmNPRhOfPjjSa9A3T3oa3/08oe3/kwqabql9uDiH4ThlwjT09OJ/9LEH2tra4nu1YTx48fX1NSoKTSVmjlzpo+Pj4+PD7EV5eWB4/j69euvXbtmZGR0+/ZtKysrRY0cyDEFs+lAZUJnBfBbQrNaFDUyIrdjxw6BQNDR0UH8MSIiYsmSJUQxo1mzZtnZ2aWmpqomEhzHV65cKZVK+/v7VXNFuQULFixatEieYwaNy+Vev369p6enuLhYgV/Qk5OTMzIysrKy5Osa2dU9qy8LaHRGQUFBYmLiUGaS+Xy+v79/WFiYiYlJXFycjY2Nt7d3amqqlZVVbGysre3/zFW2trZ+8MEHjo6ONTU1JSUl7e3tzxqWYKxDC3Ixv7DJUYv+aMmQRAHHtVCb+MQrqRTSW7PHDPpdvKjht0ZI7NyVMzMzi4uLk/+xoaGB+EeLqMv27dtPnz6tra198+bNJ3aBvhAul3vy5MlNmzbFx8c3NTWtXLlyqZPZjovFYDYD6pKhIT0k0/Knt6aocPFIIxD9XeWam5sfLwpqbm7e3NysmkjIZLJS17Cfo7Cw8MqVK0RHthMnTixcuNDCwmIQ47S2tjo5OZ07d667u3vChAkFBQXE2Ywh+uKLLx7/Y0Zlz4KD6Z21pSAFIxPz2bNnm5qazp8/PyAgwM/Pj+jNNEA9PT2LFi26d++emZlZdHS0kZGRj49PQUHBpEmTYmJiHu8iQjAwMDh06BBRoHX//v3Edv1/5DPFcPfScfuq7URMEwAA02kw7S1g6EBfO2gZkUkYk0YK2+5kpK26Bdrhd0f4BC8vr/T09Pv37wNAcXHx3bt358+fr+6glO7rr7+2s7MjHm/evNnHx0e98cjt3bv30KFDNBrtypUrTk5OQxmKyWSyWCyJRJKYmNje3t7V1TXeVMtuNBvGuAIA1Kc2dAmzq3sUEzfyDJaWlpWVlfI/VlRUvGwzEMpw9epVkUhEPI6Ojv7HG51nGTduXHJysrm5+cSJE3Nzc7u7uxUX40MJxZ0+X6V1VuXCnU9BIuwQYPpGJi0tLefOnVu5cqWJicn8+fMPHz5cVlb2j0N1dXX5+fndu3ePmALV0dHx9PQsKCiYPHny3bt3/54FAYBCoejr6+vq6jIYDH19/Se2eT/Hp0vG3/x56wR9Fq0hhcVvpLJMIPpjau5JOpW0YJpx3teeXnYGL/Z/xNAMvzvCJzAYjJCQkD179nR1deno6Fy9enWA30qGNfkSKQAQ7f1eBseOHdu3bx+ZTL5w4cLQv45QKBRihofBYOjo6DQ2NpqZmQVyTIuqZgJGhtYC6OeFZrVwrHUVETvydAEBAV9++eWdO3fc3NzCw8O7urrk2wWRf5SVlSUUClksFp1ONzAwIA5fKtDNvLblh7MF9bkQvw/EArCcjbttD/Cy3OlJiYiIiImJiY+Pj46Ojo6O3rZtm42Nja+vr6+v78KFC5/6IXn9+vW0tLTx48ffuXNHKpV6e3tXVVVxOJyoqChDQ0PFRg4AcyYbOjaeKo2PD7B1NDCy+S8u1WrLqfh5riFbHTt1VbYtR9n6+/vDw8MVWy335RcZGZmfn9/d3a2o3hqD9ueffxJNIU6dOqWQAQUCwaFDh5KSki5evPjLL78Q++5Syrrg9UgwnQoA4L7T4RM1v2tN0NjY+K9//Wvp0qV79uxRfWVdtXB0dPTx8fHz8/Pz8zM1NX05i9mGZ7cw3roJ3vuATAMAsJoDr4W99nOO+LFq1/KmV4/3GJc3vfp7md+jR482NjYWFRUR93+zZs06duxYSEhIXV3diRMnFN537Jcf/gMAC/VZZTOsjKhkACgpKVHsJQZo5CRCoVBItCBReHH3l5ZAIKipqdmzZ09FRcV3332n4qvX1dXJ6zE2NzcXFhZOmDBB2WFIZTLzjTEwYz0AgOVseD1SladuNVl+fv6OHTvOnj2r7kBUwdHRUX7gYfny5S9hIryU0khdfQO8/v2wnpntIngtYv1/858o5iknlUozMzO/+eYbd3f3x7fS2NjYbNmyJTo6Wn7qLCcnh9gS7OXl1dnZKRQKv/rqqwMHDkil0q+++kqx76KkpAQADCnkshlWC/VZAPDLfxRfbWAghv0aoRydTvf19cVxPDw8XN2xqAiDwejp6aHRaDY2NkRtVVX64IMPiL/HAHDw4MHS0tLs7OyPPvpIqRclYVjADFMY6wYA0JgBMnFYVqtSr4gQioqKvvvuu/Pnz6s7EATOJzWsOpYrrownWfR3AAAgAElEQVSHhK9AJga75TBz0/vzLE+8M5X0jM1jJBKJw+F8/PHHSUlJDQ0NJ0+eXLFiha6ubmVl5ZEjR+bNm2diYhIUFPT555/7+Pi0tbUtXLjw5s2b+vr6ycnJ8uoKCi9rMGHCBDNtdodEWikUu7AZABAbGaHYSwzQyEmEAECU/wkNDVV3ICrC5/NTU1P19PTKysoaGhoaGhrUG88Aa8cMUSDHFFimoGcNYgG03B/SIQocF6QltX+3t2XXh52//iiuqVJcmCONt7c3hmH37t0Ti8XqjkXp7O3t5YfwbG1tVfMXe4B+uVP71i/5kpKbcO9bwKUweQU4rv04YNyxNfYDzFPm5uZr164NDg7u6OjIzMz8/PPPORxOb2/vlStXvvrqq+7u7uXLl4eEhDCZzObm5rS0NB6Pt2rVqv/+97+LFi1S+Ntxd5wOAOk8oTObDgCJWdkKv8RAYDiOq+XCytDR0WFmZoZhWGtrq/wEK6IkS5cuHT9+PLH2EBYWtm3btqVLl6rguiKxzPi9GG7671DwB9guJrtsajnuM4gFdllvT+OHa8XlxTKhAGQ4RqUCmaz3xjqDjdvz8/PLy8uXLl165cqVUaNGeXh4KOONDDuTJk0qKSlJTU1V+KYPZIC+i6j8+FIxXhoJmccBx8FhFdi/9nHAuG/+b6hnxmpqam7evLljxw4ej1dQUDBlyhSFBPyPjh48+MEnnwTos36wNnbOr+uSSCsqKh4/Gq4aI+qO0NDQ0N3dXSwW37p1S92xjChlZWUJCQkAIJPJYmNj5c/b2tpOnTp16tSpqqy2SqeS5jsYPTpEkSKVyW7ktr3wKDjeuGVNZW725yX1IMMBQNLf//6D2p6Lp7ovnNLW1m5vb6+srCwqKhrKUcgRRrH1VpAXdTC8YucfxXjhFcg4BjjAjPXY1Ne+f8Nu6FkQACwtLd97773FixcDANH6WzXmBAQAQBpPiAHMZNMBIPZGpMquLjeiEiFo3uyoavT39+fk5LS2tv7xxx/R0dHy593c3ObPnz9//nwVny0L5JiCwTjQMgZBJ3SWE7OjfD6/p6dHIpEQDa+fP0LfvThxRamwX1wrejjRJwMoF4plgr6u498b62j39vYCwCuvvPL9998/dyQNommJMCIi4ujRo9XV1cHBwUQLTDX695XSTy6VwIMrkHsaMAxctmB2Sw+vnrx9kbUCr6L6/8R2dnbGLK1WsbRaJHYmlgnD1fDpPTIT4c2bN5VRlqmvr+/PP/9samq6cuXKr7/+Wltbq/BLvJyIeiItLS2FhYVSqVQgEKg3nsXTTShkEox2BgCoT43KbxOKZdevX4+Kijp27FhjY+OpU6ee9bu4UMBPuNPxw1eyPj4AiHG8TSxtE0vbxVLiBRiZcvPUbyQSiUwmp6amTpgwQSXvaRggyi4nJSVJpVJ1x6IKHh4ejY2NbDY7ICBAjaeTcRy2nXuw/3oZ5JyE3NOAkcBlG9nW77f1Dlv8rBR7LSIRPl6rS9kwDHOf7gAA6VyhizYDABIyslR2dbmRlghtbGzs7e17enqG+KVm48aN8nKLX375JVG5pq2tbdGiRcSGK21tbS0tLQVEPBzExsay2Wx9ff1169aZmZk97Ah48KD8XP+HH35I/BNSDQM21WOCgbzEDE8ovVvYMW/ePAAYN25cY2NjfX39E78i7e7iRlxr+XhTta9T87Z1hcXFF9u5AFAhFH/b0PVtQ9f3jQ+rfuA4vtBhyr/+9S9ra+t333337bffVtn7esmZm5uPHz++t7c3JydH3bGoAo1Gmz59OtEgk/iGrTIJxZ1zvkrVXXdb550o8013Dt+qhswTUHQNSBTw+JQ83vf0Boe1XoqvpGFnZ2diYtLU1FReXq7wwZ/Fe8EiAEjjiSYyaXoUUl1Xt+rrRY+0RAgKmh3Nz8+X11gqLS0lJsosLS3T09Nnz56N43h7e/vwbUP4opYvX75r164xY8bY2Nhs27aNaNI2ceJE+VcBS0tLfX19VYYU6GQCpg5AY0F3NXAbQ7NaiErE1tbWPB5v7ty5xMvEDbU9f5xuWBtUPc+p+fPtqWEhhysb/R40LHzQ8O/ajsZ+ySQm7Tsro++sjL6xfFg7AwegmD+lmhQCGjY7mpSUxOfz7ezsbGxslFFahdDQ0HDmzBkAuHbtWkREBAB8G1658NuMuAedvXwht0/U0iMCANC3ATINPD6lWXtc3uK42kMpf0UxDPP0fNjFQhnjP9XcwKUAkMYVkgBmsBgAEHfzhsquThixiTAkJGSIG2L5fD6Xy+VyuRKJhHgmPT399u3bFAolNzeXuP9A1GUpxwxIFDDnAAA0pP83tvZUxdhVm/dMnjx5w/p1M9mMjsMHal+ZU7vEq+7bfeHxCZ9Utbrk1y0tbjzS1F0hFBtQyCsMnz7ZRaYzGfbTVPpmhg+FJMKUlBT5t8zc3Nyuri4AEAqFFy9ezMnJKSoqunDhQk+P+qvIzp8//+2336bRaO7u7sq7ip6eXm9vr1QqTU5Ovn//fmJJ575rZX28Xkj6GuK/gIQvIeELEHFh3HwI+K+WjXvYds6ymWb/PO5gqf67jr29vYEWs1ksqe+XuKhpmXDY1xr9OycnpzFjxtTX1+fk5MyYMeOFfrevr+/27dtEw61t27YxGAwAyMjI2LRpEwA4Ozs7OzsrI2bkRY02YLAZZN4YN6hJgPpUfNLSG3ltsQVth0dXzMs6L21v7ZbIYnv77vYI4nsEfTIZ8VtjaBQfPa25ukwXNoOCYR1S2Vzdhze1JMACDVgYg2ny5Q9AIj/7yhrN29sbABISEqRSKTFDPgg7d+78888/ie72P/zww7vvvuvh4SESidzc3K5cufLmm28yGIz8/Hzi1mTEIw4pdnd3W1hYtLS07PqjUCCWQsElMLGHCQEAAOW3IP8szNxEYhmHfeTkM0VZ96YEIhE+vjlc2TAMmzXVPiItI40rdNFmkAAac7KFBbkM++kqi2EEJkIMw/z9/X/55ZfQ0NABJsKOjo7IyMiIiIibN2/yeLw9e/YAwK+//kr8W33zzTeVGzHy4vYEl4rEMhjFARIF2gpB1IvTdfoksKWA9k5Jc25nWypPIH00IzCeQV2kz5qrq2WvRcNodObMWSzveSyPOXrB51ZdOEWiUnAZTiKRtujrm3x5mOmCTg0+09ixY62srKqrq+/fvz99uiI/p3R1dZuamigUiomJiUwmk98yjngNDQ08Hq+lpYVEIllZWf2Y0ofjAE054Pv1w1dYz4WiqwCAYTBnstJ7MhCnoerr66uqquT9mZVtjqdn1f08GgmzY9IyplnoksmNG17XWfaa0fY9qglgBCZCAAgMDCQS4b59+57zstLS0tDQ0NDQ0JSUFJlMBgAkEsnFxWXcuHF3795VVbDIC+uXyH6KqhRLcaCywGQqNOdAWQTgODSkCzvLjwIAAA3DXLUZc3SZC/VZplQySUdXy9ldy9OHNWc+ifVwUtRw0w791esFmanS3h7qGAvG9JnYYJt6aw4vL6/q6ur4+PhBJMKWlhaiU8/u3buJBeb09PR3330XABobG4kGQHFxcW1tbY6OjgqP/OU0evToTz/9FACIE6ubkm4CAEhFQH5UNJFEBenDQz5SmdJnKzAM8/DwCAkJiY+PV00ixMXi5cXpgZNGRXf3ra9owQFMqOQdo/Sx65coYyz0Xn3rn4cYspH5z37OnDk6Ojp5eXl//1Ijk8lycnLCw8MjIiKysh7u02UwGB4eHv7+/itWrCDKrjc2Nsp3ghCNLlX8FpCn6q8o5cXcyE7MJUmXAE6CljyQigAA8i88fAVNW9tsyteUitk6TC0SiWI+Wstttpanj9Ysr6cmOZKOHmvuAhW+g2HPy8vrzJkz8fHxH3744UBe39LSkpCQkJSUlJycnJ2d/Z///AcA1q1bZ2JiAgDyuoCjRo1au3Yt8Zg4p6GZxhowq9r6QNcSOsrAZAoAQFc56I4FACNtGpWsij7UXl5eRCJUzZZpXlSYrKuzoK//15ae0+NN2WRSbI/gw+q2C7bkrqPf6y5/QwVfT0dmIqTT6QsWLLh8+XJ4ePiWLVsAQCgUJiUlhYeHX7lypbGxkXiZvr6+r6+vv7//0qVLn+jjTHxHI6xbt06VwSNPwPtFgox7/LhofsIdYvEvRsQUiqqhIQPEfQAARI1FW38Y6wYm9qbi9kD6dZb3PNZsX9oEO/UGP/LIN1PIZDIS6em77erq6uLi4hISEuLj4x9vCctisYhdMFZWVsS6g7a2tkqiHjY2zrPYe7WMP/U1SDsCk5YCRoLiEOBs0KKR3p07VjUxqHi/DO/OLZmg72YXf5WxNptMAoA5usxDTV3tYqkJhvWXPKBPcVB2DCMzEQJAYGDg5cuXr1y5Ym5uHh4eHhoaShyBAABLS0s/Pz9/f38/Pz/iJACiLrhQICzMl/G4NOvxVAurx38k6+3pS0/uS4jhx0XL+Lz6fklSr+BujyChVyDBcYASAABdCxjtDPUp0NsAozhgOo0MuKfn5DFb1qjl7WgCGxsbCwuL2trawsJCYlsZobGxMTk5OSYmJikp6cGDB/LnWSyWm5ubu7u7h4eHp6cnnU6/c+eOOgIfHrb4WV1IbiyW2Qq9PoembMDF4PkZjak/mol/umScamKYNm2anp5eVVVVbW2thYWFsi8n62wHgE6JVJ/CkD9pQCF3SqQmGCbt6VJ2ADBSE2FlZWV1dTWGYUlJSYmJiQCAYRiHwwkMDFyyZMm0aWhz/EtAJuv87afuMycwCgUwDMRiioWV6YEjJAazLyWBnxAjSEnAJZIyofhmF/9uT19hXz+x94WMAYdNh7Ee9ye81s8yBwCgMCD/PNSnwqiZNBpl+zIV1QvWWLNnzz5//nx8fDyLxSLmPKOjo6uq/urdwWazXV1dfX193d3dnZ2dn/i6GRoaKq+J/9NPP2lOYYqBoFFICf92ffe3+9fTZXTLWcKs/4rzz7rMeue0gw6TtlA1MZBIJA8Pj4iIiISEhFWrVin7clQLK2Fh3lg6tUoonq3DBAAZQJ1IMppGAamEYjZK2QHACEuEhYWFwcHBERER2dnZxCFCEolka2u7cePGZcuWjR2rookFZCBav/i4JDKkuKuXOMDAlcrupGYuDfIDXCbFIYcvvNndd7u7r6n/4SFOJglz02Yu1Nfy0dXSIZPEZuIgQ50KCQgkAKNdHybCmR8sm2k2ZYzaqmFpgqKiIuLBzp07N2/eLH/e0NDQ09PTy8vLy8vLwcHhOYcrDAz+2vqoq6urvFCHKW0G5Y8PHBtK9G6u33K0Kz9X0BVQ/jvNkKPKGLy8vCIiIuLj41WQCNmLl/HjooMMJW+Vt0xk0izplAvtXE8dBotMIuno06zHKzsAGAGJsL+/Py4uLiQkJCwsTL7wrqur6+3tra+v//vvvzs4OAxwVR9RGUF2Oj/6Rl0PL7q7j0iEvVJZcAdXl0wK6eQl9Aq40ocn/8yoFB895jxdLRdtBhXDaBPsWLN9Wd7z6JPsMyX4gbDyQzequfrWwDYFXgt0lPCESjxrrLEqKyuJOc+4uLi6ujoAoNFoAoHA2NjYxcXFw8PD19fX0dHxWUuGyCCMnmg9T7uzmtmfC5DOEy6rKJV2d5H1VFS/SZXLhFqunnSHGSY5Gb+OM7nUzg3tlM5gM5YbsjEG0+Tzg6DobsBPNVwTIZ/Pv3v3bnBwcFhYmLwIhYmJiZ+fX1BQ0NixYy9durRx48YzZ87cunVLKBQSR+ORlwT36gWZ6CmVu5O4fZFdfAAYS6fM1dVaqKfFYTMwEpkx1ZE124c1Zz7V8q9GZXQqtm/5hH8ttDF5P6Z/tCuUhEJ9yu37U/giKYuOTsQPiUwmu3//fnx8fHx8fEJCQnt7u/xH5ubmnp6eUVFRxHdQ1KZKeRiOzs6V1QCQxhMCjgtzM1je81VzaUdHRx0dnbKyssbGRmJbk1KZ/+dEy+5tFqkJO1hMXCwhabEAw032fs90VmJNn8e9pInw1KlT8r3UV69e9fX1JaZQamtrb926FR4efvv2bXl/icmTJwcEBPj7+7u7u2OPvj4kJiZaWFhMmzYtNzc3NjZ24UIVTa8jA9FfWQ44DgAJvYK3y1sAQCTDSRi8YqA9hkb11dUaS6dgDCZzphtx/0c2eGZZV10tipedQXQDkQhTBdPXxBS0B3LQcZenu337tpWVFdFSIz09HcdxeZddqVRaXFxMbHi5e/euvOg8AJiZmXl6erq7u8+aNevWrVtz584lkUiXLl1KSEhAiVB5mByXSTdCdMikOpGksV+im5WmskRIoVAWLFjA5XK7u7tVkAgxBtPs+1/6y0v6UhNk3F6q5TiWl6/8vK8KvKSJ8KuvvlqzZg2R1X755RczM7M7d+6EhoZmZ2cTL6BQKHPmzFmyZElgYODfT33W1NTk5uZWVlYGBgbm5uaGhoaiRKhebW1tN27cMDMzs7CwSElJmU6mEktDs3WYX1saAUBDv2RnTbu9Fs2eRddyn6MdsFzL3ZvEHNA2ikCOaXS+PdC1obceeutDs8agRPgsN2/enDNnDpEIU1NTpVIphmHEbV9iYuLjFT4tLS29Hhk37q/9imQyWSAQeHl5Xbp0KT4+/r333lPD29AMTI4rGQMnNuNuT18GT2idlaayS3d0dPj7+69evRoAZDLZzz//TJxDUyra+IkVYllycjKltfttFvujjz5aunSph4cqKj29pInwCR0dHZ9//jkAMJlMHx+fgICAwMDA5xxyt7S0PHnyJAAEBgbu27cvJCTk2LFjaAFDjQwNDe3s7DIyMmJiYuzt7Y3m+kmqy4Ar/PsrSSxtsx9OYOQX+Ju51Ml085lC3NwJqmOhIS0sy0Yqw8kkVSwtjABLlixpaWkhHpubmxMLfu7u7lOmPH3zbV5enkQi0ag2FOpCtbCiGJs6t/Tc7elL44kCy4pk3F6Sts4//+aQdXR0XLhwQcWJEADs7OzMzMz++OOPK1euuLm5icViFVwUXuZEuGDBw3ofOTk5kydP3r59+5w5c3x8fF5otc/R0dHa2rqqqiozMxPVy1YjiUQyceLE27dvs9nsZcuW/f7bb0vYbFpHtzb54bcTCobpk8kYU8vgw09eKAsCwGh9hqOlbnaNK1THQn1qh93ylLJuj4kqbQv1cuLxeGw2WygUAoD8H87evXuPHj0KALW1tRs2bHj99dd5PN7s2bO9vb3HjPnnFnc+Pj4Yho0ZM8bU1LSpqam0tBT1LlYexgxn55paAEjnCkEmE+RksGb7DG4oGbdXmJsp7e6kWlgxpjq+nJXl6+rqjh8/vmnTplu3btXV1ZmZmammzJD6E+G1a9daWlrWr19/4cIFCwsL+du+desWMTU6b948DMO+//77wY3v7+//008/hYaGokSoRj09PREREV5eXgYGBufOnfu/Vav0lr8y873XOIa9MkEfAJgxaEcnW+j+39u6y14bxPiBHJPscg6QadBeBMKu0KwWlAhjY2MLCwunT59eWVmZl5dH1DYDgL179y5ZsgQAjhw5IpPJfvjhhxcaVn7Cevbs2cHBwfHx8SgRKg9zhsuUW2FsMqlaJG4VS/Wy0gaTCGWyzl8OdZ//DaNSQSYDEoYxtEwPHGFyXJ7zS5mZmX5+fgAwxH52L0Qqlc6dO7ejo+Odd97h8XgquyNU/2zhwoULSSTSrVu3qqqqHj9gpCjy9oQKHxkZOGNj4zVr1nh6ek6ZMmXjxo3GxsZUCyuLkDjDf+3Wcp/DmM7RWbFqzO/XDD/YMbjxlzqZAYUJpg6A49CQEZLZrNj4hyNPT8/a2lpzc/NVq1bJD7ArEJodVQEGx4WMYTNYdABI5wkF2amDGKTt692lv58IbmyX8biyPr6Iyz1RWNa0ZY0wJwMATpw4kZGRERISQrQFlnNycoqKioqKirpxQ3Vtcq2srHx9fR0cHACAzWarrN23+hNhXV0dk8mkUqm+vr6RkZHEk9ra2vL9nywWa9CdzwBg9uzZ+vr6Dx48KC0tVUC4iOJgNLrOstfMj5waffKK0c69NNtJgx7KwULb2lgLxrgCADSklrf0FTXwFBbo8HTv3j0HB4fi4uJNmzZNmjSJ6K+ip6fHZDKJF2hraw+l1CdKhCpAsxpHNjByZjMAIJ0rFBU/kPG4LzSC6MF97o2QDh4/pruPeEaM49c7+bhQ0LJ7a0Z6OolE6ujoWLx4cX19veLfwDCh/kR48eJFoVDo4OCQn58/c+ZM4snc3Fz5C0JCQqysrAY9PpVKJbaMhoeHDy1S5KW2hGMCY9wAw6ApByTC0KwWdUekZm5ubj4+Pn5+fjt27OBwOMQ3y88//3zevHnEC9asWfPOO+8MevwpU6aYmJjU19dXVlYqJmLk7zCMOWOmizYDiNOEMqkwL2uAvypuqOVGXGvd+xEufMqZXQCQ9vZE/flHS0tLSUnJEz+iUqny3YgYhhE9eUYwTJXzv+py+fLlV1991dPTMyEhYdCDiMXisrIy+amp3Nxcoh9beHj4/fv3V61adfv2bZFIRPSyR1Qv9kHH3K/SIGobdJTC7D2u3gtS9s1Sd1Aj3LJly65fv37y5En5qV9k6MRicWho6LJlyzIyMurr630l/JaD/3bMqxPIZClTx45fv8lw88fP/N2GWkFasjA3Q5CZKmlpkuLwQCB60Nc/jUV/q6zFTosGADIc75DIIu1GkdjaJp9/2+/o0t3dXVRUVFFRsXHjxqFMvw1f6t8sowKLFi2i0+n37t1ra2szNjYe3CCtra3vvfeePJUuX768oqICAAICAgCgp6fH1dX1jz/+UFTMyIuaPcnAkE3rGOMKHaVQn5pe4dbULTLXo//zbyKD5eXldf369fj4eJQIFUggEJSXl0ul0rt3706cOLFaz4iNYTPY9KReQQZPaHT+JADov/MBSYtFvJ5IfoK0JEFWqrSrU4pDkaA/kyfM4ovu9Qp6pDIAOGtr5sii/zLOBAD6ZLKgkoeL6CRdPX19fX19fZU1o385aUQiZLPZ3t7eUVFRkZGRCm81mZWVJRAIJkyY0NPTQ6ejj121IZOwhdONzze4Qd5ZaEiVySRfXi/79nU7VG5Neby9vQEgNjZW3YGMKDo6OsTmpilTpiQkJIx2d2VjmDObkdQrSOMJF+qLey6e5oZf1Vu1TlSYJ8hIkfZ0iXE8n9+fzhOm8YTZPFGfTCYfzZJOdWbTJU+d+ZNKGVMdnx9MU1NTZGSkn59ffHz8xIkT5atXI4xGJEIACAwMjIqKCg0NHUoirKmpIc71A4BUKpU/2d3dXV9fX1hYKD/7iKhFIMf0fJIFmDqAriVIRL/erTub1PDjm5PXeqHGI0oxdepUQ0PDurq6mpoaS0vLwQ1SVlbW29vL4XAAoKWlpaioiMivISEh7e3tr7766vnz5ydPnkzszdEEAoGgtbU1MzOTQqFYW1qanvhOiuPObGLjqAgA8H6RtKOt9fCBIoE4mSvI4onSeUKe9K/kN5ZO4bAYTmy6pw5zNI0CgFWJxKNoDz/tSYBZ0ikkppb+xo8w2j98dz937hydTjcyMpo4ceLj2zhGGA1KhJs2bbp9+3ZfX9/A+59JpdKUlJSIiIioqKjLly8bGBjIS7WdO3eOeLBs2TLiweNlqBC1yKnpBZkETB3A/jUAkMhwXtrpLfgamQzWzUG5UPFIJJK7u3tYWFh8fPybb745uEFSU1PLy8uJRFheXn7q1CkiEfr6+v7+++9RUVGurq7Xr1/XnETIZDL//e9/AwAukXT/fryrpxsAprHoTBJWJuiP7ekrFYrv9Qqz+EKh7K/7vLF0irs2k8Omu7IZ5jQKkMg0KxvGdCemiwfNdhLt081762tkfD4AMGjU43YWuq+t0Xv9H/pXp6WliUQiYiuNiYlJd3e3Et+2WmlKIhw1apSTkxNR4os4TfwcPB6PuH2MjIzs7OwknkxOTtbW1nZ1dSX+iKmkOQgycPWdwkM3qkAmgdpEIhECANTE86e9ufXcgyAXc10tTfnbrkpeXl5DTITP0tLSwmazly5deu3atRH8EfwEXCrpLy0SpCULcjOEORkyHlcgw7N4wnSekIJhAPj6ilbilSSASUyaizZjJpvhzKYbUMhAItMnTmZM4zAcZ2o5u5N0/ur1OPZ8OD8pti8hWtLZQR8/SXvRUqrVP39xd3FxcXFxiY2Nrauru3fv3qxZI3b3mQZ9NAQGBmZkZISGhj4rEba3t9+4cSMiIuLGjRt8Pp940sbGxt/fPyAgwNbW9tSpUyqMF3kx1zOeeYieTMKi8ttWupqrMh4NMZTThM3NzUR3w8uXL9+/fx8AOjs75ZVr/vjjj4kTJ7a2tvb19Sk8y6qYuKaKHxslrq+hjBrN8ppPG/c/tXhwkVBYkCvITBVmpQkLcnGRUCDDs/nCLJ4oiyfK4An7H63wkQAMKOQlBiwXbYYTi6FHIWFUKn3yNCbHhTHDmTHNifSs6S4SiTXbZ3Dl2YhqXyO7fpBGHJ8gFBQUTJ061cTEpLGx8fEtwpWVleHh4cHBwSkpKcShYxKJ5Ojo6O/vv3LlSvl5CYlEUl9fLz/RWFZWZmtrq/I3gTzT1rNFP0ZVgUQI11aBsd3DZzvKYMUlKpl04NUJHy22ee4AyGBIpVIjI6Pu7u6ampqCgoLGxsY333yTRqM96/XNzc2JiYlJSUnJycnZ2dnW1tZ79+4tLi7etWsXAKSmpv7+++9nz55V4TtQMpms/fsvekP+BKkUl4gxKhXIFO35AYYf7e4vKxHmZvalJwlzMvF+UZ9MlsMX3esVZvKF+fx+8aNPZjIG1nSqE5thQiUfaeq2Y9LC7UYBAEalGv1rj/aSFRiDqdZ3OBJo0B2hvb29ra1tWVlZamqqm5tbTk4Okf8ePHhAvIDBYHh4ePj7+wcFBf29BReFQnn8XD/Kgi8bMz0qjYz1SwDYJjBn/8Nnw94BADqVZKT9zI9mZOHr2TwAAA7rSURBVCjIZLK7u3tkZGRiYmJ1dfXChQtjY2OJGpVytbW18Y+Ul5fLn2ez2ePHj+/v76dQKMTK/cjbd91x5Btu2OUPi+sOWxsDAC4Wby9r+k4U3BsRDDKcL5Xl9j1Mfnn8fsljyc9ei8ZhM5xY9Fk6TF0yCQBEMvxES0+JoL9bItOnkalW43VWrlbnextBNCgRAsCCBQvKysref//9lpaW1taHU+1GRkaLFy8ODAycP38+i8VSb4TIoPnPMN1/vaL/aT+SSvH5U5/Z2hcZIi8vr8jIyPj4eEtLSxzHieXzxsZGosdvUlKS/LsmALBYLDc3N3d3dw8PD09PTzqdfuHCBXmLNAzDRlK7NElrc+/lczKRMK9PJH/yfp+opE8U3M5L4wnLBP3yvZ40DHNiM1zYjJlsOofNYJIwElOL7jCDOnosN/IaiMV0kDlo0TN4wiy+0JehY/afX9TypkYkjUiEHR0dkZGRERERkZGRDAaDWI2wsLCYO3fuG2+84eXlRaVS1R0jMlT2Y7SXOpleT6sT6D12NFjfhkUnb/CxGKX/At27kBciXyb89NNPjx8/jmHYe++9V1VVJX8Bm812dXUl2hw6Ozs/MXH6xhtvyB/PmjVrJO3I6LsXDyQMAHAcBI92eOI4tIolZ9t6gbjzY9LctZmzdBgcFoPxMPk5MqY5MafPZDjOxGg0ANBb/W7HD/v5SXddtBkZPGEaV+hrpEcxMlHjWxthRnIiLC8vDwkJCQsLu3fvHnHsD8MwYnUwLCwsNTV1zJgxY8aMQVlwxDj1roNYit+gfCIUy6QynEomUX3+vdpj9HevD76cN/J8RUVFmZmZVCq1tLR0zZq/tuMbGhp6enp6e3t7eXk5ODiMpPu85+vr68vLy3NxcQkPD59YVUET9QNAj1S2vbqNeEGLWOrIYmw113PRZkxj0WkYRtLSok911HL2YEx3ok+Zhv3tE4lqYWV2+GTTlrXOt24CQDpPiIv7hQV5z++jhAzcCEyEhYWFwcHBERERWVkPq9NSKBR3d/egoKDly5fv2rXr7NmzDx48YLPZXl5epaWlkyahT8kRgk4lXd7imFXVcy2juaZdON5UK8jFfMoYtrrjGmkqKyuJOc+4uDhi2ycA0Gg0BoMxe/Zsose9o6Oj5iS/x506dYrP51dWVs6YMeNc8KV1TDrO79OjkI7ZPLyBm/+ggUnCPjDXp1pZ6wQEMaY70e2nY5R//ihmclwcE+9SMaxI0N8rlRlkp6FEqCgjJBGKRKLExMTw8PCrV682NDQQT+rr6/v6+vr7+wcGBurqPjxSExgYePbs2dDQ0IULF165cmXdunXqixpRCo61LsdaNzExsagoTdjCCU6pzM7O3r9/P2UAnzXIU8lksvz8fGK3S2JiYnt7u/xH5ubmXl5eAoEgNDT0nXfeOXbsmBrjVLucnJympqbe3l4ymWxlZaU1zhaq8p76ShKdPur4BYqJ2cAHZ3BcmCRsqhYtmy/K5olMs9L01ysobgQfJvLy8jZs2EA87urqWrhwIY7jnZ2dly9fXr16tY6OjvwdWVhYvPvuu2FhYSKR6O/j8Pl8LS0tEonU2Ngok8lU+h4Q1dq1a1d+fj6O40ePHlV3LC+ppqamn376iXgsFov37t0r/5FEIikoKDhx4kRQUJChoeHjHxpmZmZBQUGHDx/OzMwk/hElJycDwOTJk9XzNl4aPT09FRUVP/zwQ1FR0eHDhy9evNh1/mSl++R1prrlM6yI/20w1S2bNbnjxKEXHVwmEVd6THnPTBcA3jXVrXCbJHvaRxwyCMMmEWZkZAQFBRGPOzo6nJycPvvss8e/4zs6Ou7duzc7O/sfh/L39weAX3/9VckhI+rU0NBQW1t7+vTpqKiowsJCdYfzknrw4MGiRYuIx0Kh0M7OrrCw8Ntvv128ePHjXy4BwMrK6s033zx16lR5efnfx+nv72exWBiGNTc3q/YdDANdF09VzrKr9JxS4Tqh0tO+wm1S56lBfjNr3PTm6fGmADCNRS+fYSXIzVBsqBprOE0W9fT05OXlAUBvby8AWFlZ4Tju7u4eEBCwbNmygR/sCwwMjIiICA0NXb8ezSyMWHw+PyMjY+XKlZWVlfKqCMg/unLliryyvLm5ObHg5+vra2PzvHIEVCrVzc0tJiYmMTFxxYoVKol02NB7bY2O//K+1ERJUwPFxIzp5knW1R/cUAyOCyc5joJhBX0ivlQmyEpjTHNSbLSa6SVNhMQEJoZhIpGIRCIRGztramouXLgAAEKhEABee+21oKAgol/JC1myZMmGDRtiYmK4XK62trbCg0deBra2tsR3I3t7e3XH8lLAcby8vNza2loqlVZVVcn3iKWnpxPn33EcB4BFixbV19d7eXl5e3u/UF9yLy+vmJiY+Ph4lAj/jqStw563eOjjMGe4aJFIU7RoeXxRNl9knJUGa1EncAV4GRNhWVlZVlZWU1PT1q1bP/74Yz8/P6Lng4ODw7fffgsAnZ2dfn5+bPYgdwOamJi4uLikpKRER0fLe0cgyMhWWVnZ2dkZHBwMABwO5/79+0FBQQDg7OwcGRkJACKRyNHR0cnJyclpMDcZQyk6igwQfco0ElPLhc3I44vSeEKv/CxcIhnIjlPk+V7G/c22trZeXl5sNvvixYvEep7CBQYGAkBoaKgyBkeQl9C4ceOamprMzc1JJNL8+fMrKioUO76zszOTySwoKHh8TymiWBiFQp/q6MxmAEA6Vyjr6xMVF6g7qJHgZUyEJSUlBw8e9Pb21tPTKyoqqq6uBoDRo0e/+uqrxAu0tLTee++9oVyCSIQRERESiWTI8SLIMFBaWtrb28vn83V1dX/66SeigAuTyZw4cSLxAhKJ5ODgMOjx6XS6i4sLjuNJSUmKiRh5GibHxYlNJ2OQ39cvkOHCrDR1RzQSvIzdJ3p6ejo6OrS0tMzMzMRisVgsHngr3YGbNGlSSUlJXFyc5jT8RDScRCIhNlrLZDJlnHbfu3fvvn37tm7deujQIYUPjhAE2emN619dWtxY0Nd/1tbMd8FC8yOoPdxQvYx3hLq6ujY2NmZmZgBApVKVkQUBzY4imkd+3EhJNV/QMqEKMOynY3TGw9lRnlCYmw4yqbqDGvZexkSoGkQivH79uroDQZARws3NjcFg5OXlaU5DedXDaDTGFAdXbQYA1IkkMj6/NnBOX9Jddcc1vGluInR1dTUzM6uuriaaUSAIMkQMBsPJyUkmk6FlQuXBhYL+mioTKiV2ypj/WBkB4BVVVUXb3+86fVzdoQ1jmpsISSTS4sWLAc2OIojioNlRZev46aCM23O8uZsnI1oZYhfbuWnt3V2//SQqQt/pB0lzEyGgZUIEUTSUCJUKF4t7r/+J9z+l/zQuEnaf+031IY0MGn0S09fXl8ViZWVlNTY2jho1St3hIMiw5+7uTqPRcnJyent7n6hWigyduL4GyA8/tE+39hpQyACQzhU6suiA46LCp3e6QP6RRt8RMpnM3377LTc3l8iCL+FJEgQZXrS0tDgcjkQiIfpRIIqFkcgYPPyYmqPDXGrAWmrAGs981MiXjKktsmFOoxMhAHz22WfyQ8Tjx49HuRBBhoiYHUWJUBmoYy3gUbKzYlAnMWmTmDTivhAjk5kcV3UGN5xpeiJEEESxVqxYkZWVtW/fPgDo7OyUStEpN8UhkfXe2oAxmX//CUal6a3eoPqIRgaNXiMEAIFAQFQcBoC+vj71BoMgI8DKlSvLy8sxDAOAV1999Zdffhk3bpy6gxo59NdsFOXnfCmWssUi4pn3R+nT6XTjPd9QLazUGtowpumJUCwWy6sPi8Vi9QaDIAjyD0hks8MnWRHXus/9Jm6oIVGpoxxnGry/nTbBTt2RDWOangh1dHS2bNlCPP7xxx/VGwyCjAynT58mHjQ2Nqo3kpEJw7QDlmsHLAeAjIyMiRMnFlVVdcXFeXt7qzuy4QqtESIIomDsR8hksrpjGckaGxtPnTpVV1dHIpGysrK4XK66IxquND0REp1+5Y+JhQ0EQYYiKCho5cqVK1euNDU1VXcsI9nXX39tbW3d2Ng4fvx4qVSqra2t7oiGK01PhCtWrJA/Xr58uRojQRAEeSEfffTR+PHjDQ0NN2zYoKWlhWqdD9rL2I9Q9YRCYVFR0fTp08vLywUCwVDakyKIhouPj5f3+ExPT7e3t1dSJzUEURSUCAEA0tLSuFxue3t7Q0NDUFCQhYWFuiNCEARBVETTp0YJLi4u3d3dDg4Otra2P//8s1AoVHdECDK88fn86upqAGhubkZn6pGXHEqEAAC//fZbdHS0SCTq6uqiUChK6t+NIJojOzs7PDw8MzPz4MGDnZ2d6g4HQZ4HTY0iCKJ4fD5/z549O3bsiI+P9/HxMTY2VndECPJM6NYHQRDFi42NNTY2bmtrS0tLy8jIUHc4CPI86I4QQRClkEgkFIqm165ChgWUCBEEQRCNhqZGEQRBEI2GEiGCIAii0VAiRBAEQTQaSoQIgiCIRkOJEEEQBNFoKBEiCIIgGg0lQgRBEESjoUSIIAiCaDSUCBEEQRCNhhIhgiAIotFQIkQQBEE0GkqECIIgiEZDiRBBEATRaCgRIgiCIBoNJUIEQRBEo6FEiCAIgmg0lAgRBEEQjYYSIYIgCKLRUCJEEARBNBpKhAiCIIhGQ4kQQRAE0WgoESIIgiAaDSVCBEEQRKOhRIggCIJoNJQIEQRBEI2GEiGCIAii0VAiRBAEQTQaSoQIgiCIRkOJEEEQBNFoKBEiCIIgGg0lQgRBEESjoUSIIAiCaDSUCBEEQRCNhhIhgiAIotFQIkQQBEE0GkqECIIgiEZDiRBBEATRaCgRIgiCIBoNJUIEQRBEo6FEiCAIgmg0lAgRBEEQjYYSIYIgCKLRUCJEEARBNBpKhAiCIIhGQ4kQQRAE0WgoESIIgiAaDSVCBEEQRKOhRIggCIJoNJQIEQRBEI2GEiGCIAii0VAiRBAEQTQaSoQIgiCIRkOJEEEQBNFoKBEiCIIgGg0lQgRBEESjoUSIIAiCaDSUCBEEQRCNhhIhgiAIotFQIkQQBEE0GkqECIIgiEZDiRBBEATRaP8ParqX590KtJcAAAKOelRYdHJka2l0UEtMIHJka2l0IDIwMjIuMDkuMQAAeJx7v2/tPQYg4GWAAEYg1gRiLSBuYGRjUADSLFCKg0EDSDEzsTmAaRZ2CM0M46PT7Axo8mA+E1SciRkuD6ER5kNtxWEsAWlGsCmMjIOF5gaFqTgDgwQDgyQDIxMDoxQDozTQ9wrMnBlMzCwJLKwZTKxsCaw8CmzsGUxsMgzsHArsnAkcsgwccgycXApc3BrMPLwKPPIMvHwaTLz8DPwCDPwKDPyKDAJiCQKCGUyCQgmCSgxCwgxCIhlMwsoMwioMwqoMIqIJImoMomIZTKLqDGIaDCJMbMwsrGzsnGyCQiKiYgLi3xghsQ0GmsZvew6oajcfAHGmSs4+ID1PC8z+5rrywPXTc/eD2O+XdBzov8K+D8TmWW98YEPaOzD7z80n+43ylexB7ENH+Q78CWZxALGnJOQc6FwsCWaviWk5sDO6FMwOvDjtwLnSZWD1u+YdPfBC5CKYrZzz5QDTlt9gdtLEZfv+JM6yA7E79hvaH8ncDBb/sqPBTijXFGzOFi4uh1WnOsDibUvTHeTDbcBs1f+NDvM7jcBu7juzweHV42aI+3/sc1BdJQvxY+5Fh61X+2xBbGPHww67Yw+A9Z4qnuJw9c8rMNtMye5A+99MsHrvk7sOtIdPBLMXNdYesGXfCGav+XriwP1vbmD2z6qoAxGufGB2Ovvs/fP3eIHd6VnufkDv0VwwW1Rr84HFoa1g9utLH2wfXp8AdptjlLyDOoMSWNyv7KX989UnwWFrvcfJQVTsGVgN+9U3DomBjGDzb8hMdHjBZAVmB6qedQhJqgSz62UZHP8cawPrtXr02KFhuhrYzAz3NodZZoFgthgAd9rDOnEdJSgAAAOYelRYdE1PTCByZGtpdCAyMDIyLjA5LjEAAHicfVbLbiQ3DLz7K/QDI/AlSjr6sVgvAo+BxMk/5J7/xxbVtroXS2TsQ4tTTRaLDw0Pl3njhxKfP1/++Pe/sj/y8gA7/c//nLP8o0T08FbioTx9+/7jXp4/Hp++LM/vf98//irGxQTvUOFfsY8f729fFi7P5WbVSGdr8YQAxL1QpfUpO44cyGE+upabVPc2A/AbUst7ubUqY/ZJ5cZVVPrQBGmHT+nEauVGlVXcsuit3CPmoN7aDKR5c8mQHj659oHgSL+6WqOZAHsABeRoCNKr5N3FE+AIoFafCpEANCKnDDiDpCEJV5aidah2yfJmOhLvrNS4cEVBrWda8iqQV+4tyDHSiXwypET0DgDSwbFOd1POkBpIqipNZQCgxE0yiTgKBAmnKb5nZM6oegZsqDlVaWxgjDqp9SEZMMojlZtPUngkHz5Sj1EeiM4TnvB919bJMmCUB33rEtW5BdtunMaeQLbaxGZffUmKts/qI7SQ0/sYI5rEXBtnqkvUx2sz++zGiJ7RFFlAxnBRSNlIhqcedeXjOmMmGFK2YVkZxcprcEMyQ8fq0OYY3wzaAtrgq1OX6LxmPDXTHU32Gr6mM2mPl9AkwSSB9oA6xnfOMeMlpjF4ZNBxeDVWNPIaO5GZdgga7XUtDWZ2RQuwdwxmtmfocMrRlA7NMKC5phiDlX+bqGcHEm/k3aQCJPYQ5u3YXazcRpaSKpDojAGfhoeGmW+Z+Bp1Qh3Rn6htzN3UMVOaUSatZNJ1riU2e7PUZ1SpxzxicYScJNRmKlIUCfXGQHZe7UJu6eLUqJGjRDSoha4DGyRHRokGzF2IIyNxFc2QRosno4PcIZKTzJkCedHk6YLJV3gcs2Wyf7u//HKBHVfa0/v95bzS4k/Oe2sd7byd1rmdd9A6+3nT4FT0vE7iKP28NdZ5nJcDw+X2PuEPHq+bPgw7GrYjTmVHw6IyxNjuOegh5o7P8XovOx4Hv44puWxUBovzjP4OVtcFyeCl1z24DPtngSzRgtxlrWlw5VPGpSOMO1XRw6InxkJtpL/TlWAblp1wXGKL805Z+mHRnbOMT8sZK3RFZrIxR+Xw6lZGQ9pIdkuhi/PAXF2GliN/uU6nLcvOXVcHxIxdpu2wbM7aPy1n9AE/kE22Ghoyh5CbjwVnCHlmYav30APnIARnSGubT3T8tb/j/PVzD88PPwGf2+eJXKgDqwAAAoh6VFh0U01JTEVTIHJka2l0IDIwMjIuMDkuMQAAeJxlkr1uWzEMhV+lQBcHuBH4J1KU0SlLJqd70KEIOrYpiox5+B7JRc2iy7VIk4efDvX8+OWFX07Pj1/uXk4P+3d/Hk6fnu4u17z8eDk9/fPf3+Ofvo8XfC+3jFzz/6nuBOP74f0UjYU1DmlOepy9MXHwwa2TDD/O1lyTFYmhfdhKcLrIoU18JCq0OaeNg1poD0KJNO6eaCEfPlZsI8fAjK4saIGYaMpxT01TRx5nap6mspqM2GNlpLMxo2uoBWRWtXSVNUqJu+w+5uh53HNjZRzOOMWIRI2rdVoZKFB0X+PMuwvU761JEO6FHKu4rVxvMjK2mKjskdaG+YgDGu5b3tGYiSKFVWMIUtoMFvoqEpG89hlp9gMHyiTZFBkEB1EOCN7zhgbFKurGqVsqneEh/sNNWbdUsFKHM0q0ObEkXGftxBV3RCZwAgqj2+2q46maMM+I9jDsTV0ZexuqccVmdvfDGkrXrtdQ7CmRwR+xmUUJwoJVhut2VxhtkMGWYj8QcrHlo2cYy3oQZBK2bIyMDj7oimWsDCl8WZn0wCRMMNcOwFiLXzEJLaPhCda+nU/al3LYTIOXgXh4vjPd0I5d0xquGDUaUeyXJa6Ch313fH17/f751+vPSW0dL69v3/DsJt8i4Sklkqm3yGjaLWKfvUR9etGUGSXSOUqlziyRTS4wLJMLjfLkgtMnV5zJBUcnFxzIFByoFBzxyYVHYnIBoimFR3RKdcemVHv6lAKUU6o/UKoGwdiCFFMK0phSiSBUiJSmFiSfWonG1ELEMbUQqU2tSCiuSDm1Lq1PrVvDoAKlUC5QgrdQH9F4/w1K3nKDlmsrqQAAAu56VFh0cmRraXRQS0wxIHJka2l0IDIwMjIuMDkuMQAAeJzNkm1IU1EYx8+9d7t3c5vb3IvuJb1mW3OVZtYQU3cG2QepKP0QpcSoEUs0fClT/OALFJr0qlliUBZUTAcGEQQ1jy+kHwwFiZKwZCmWX8ovBem03WdWMIi+duDh/3ue85zn/O/Ll4D/PQovBYosKhzbw5ERjkaKRXxYResiQbawMDSLQUVcRJlfebRyKGofcnq9TjO/9yP6Z/76rVHj/rHNIbvgX+gTYI2hov3+ZRAFKUX9byoTPsYGhBIRSkIUjSgeUcnh18YzUi/NiNwisZcWs26xnGc5L81uRJyE56RuSQqSbELSGD5GZmPkCl5uQYpYG61QIqUKKa1IuRmpjG6V2kur43i11h2nQRob0qQijR1pdV5auwXp9LzO4NbH8/oEG20wemmDiTduRSYzMm9D5jRkTkdammVEYpaTsmqtzmBUxRfQkZ8H1vbllBvEPtVEhORpz13yrcIKXJHURzLOXR8QmGtuJYmONy8EHn3lIN1PxFBftHwcYIpEToFLL0tITscKcP+Ih3SEErDAFlJPlnbUAA+udZAj3/ugZ844TPKPBYEljiVyKyiDnup5X+Bw6niuwFdqnU7Py2vQU6cbzbuaYIWeUq0cLwWyoP64wIszg915cNfeBpxW1Q7eimTZeDVbDs8yxh7CJRWngB0BPzZOj0HPneJJ3OnjgIdqVvHp2ipg/UWVq7nuOXjI+yFy1U0Z4Oz8zAietZfDvYNDnbhkpRf4QP0CdnYtA7eH3uEQVQw+u+L2kw++MjjrCwyTuYOXgF0PWsnb8n5gT84EKS3LBY6N9ZCms0rg9IcXBsTjGOYUnXeQsqO3gR3LvWRndQuw6cREjuWRHzzPjloxczIG6p8Hg85UYxbUX99bcH7a1QgzNYk38cKZQuBc2otnCu8Df939DC/2uIC5/DbclpkJc5L3iV2VoUrg+eN+3MLuAZ5umMR+U8SP/icurNocFBniTgAABCd6VFh0TU9MMSByZGtpdCAyMDIyLjA5LjEAAHicfVZLblxHDNzrFH2BafDXHy6ysCTDYwQeAYmSO2Sf+yPFflK/Z4PI2ItpqrpJVvEzPLv6jZ9KfP54/f2ff8v+yOsT7PQ//929/K1E9PSjxJfy/PXb90d5ef/y/Gl5efvr8f5nsVnMcYcK/4z98v7249PC5aXcrPZO3SS+URsko1Cl9SnbjwSyVWIfRuUmtRPutASp5S2QOubUUW5c2Uy6JEg7vIsPFninytRoWoJs5RE+Z+vKFMgmIjOLs8ebXMew5hFd4z49cz4CKJVVO/7O1YfKyHzPAGpteJFakapONjLXHkFqdbxIUrRO67N5AkQKB+2ti+BYtbH4zJBLoF7JB6kCOfAkZemwhPdRG3i3CJMnpMz0YQ0kVVVA11PufabeQyCqw4Yv56xz9ixzbtAcL05I3uEb1IulmYc8Edsc1uNp4d4z0jnk0drF26JQyaxTBpwL6Iis9VVtjV1ShhxBSnXqbrykd2birNZpvSloC/WQtNuwqRky9GnVxK17eG/dWTLWJRqooxyZUeGrgt0t7bTQZ1RHHj4CCRi3a+7l5f7tt93VYsjLK+oDbbTkFBL/FX478SHWrIrk0SHgwUibZoxJXzFzE1q95tJN0+RCLauDOVoI9WyKIZcBJ3yPKqqTVtNBNM70RwLhGmUyyKCFCdjo2bShcg+JhDBkaInlwyVzrhxQ5MOYcRYNaNxZMveg4x4AJW7oJoyzxmqUvqrHqzb6mmKosIYZmfGpdsSKKaZtBlQM72dFAJrvUU+EKsCwUQxesZY+2gMZszG6CiqgE0izdsY0vh+T2eAWSMhJPStrXL+HWZryaiptHV2TIR3IWAbN0fDoqS4gIpv1oVPMZSSsUdUD7ZfOCOOFnITiGGsnUW8z630LlVB2IiiPVQSYPzMrUAuRYpxAxhEcMCjqKTI0ahXLq2HU4U2QgKWUIdvyrk14xNCb+Ktk48RCITQcVtfsiGJMdF5Gpo3l23iqxAKhLtNTikKfGCYNizskH1i1WYxfH68/7fvjF8Dz2+P1/AUQ/+Rc83HUyzJf5z087DhvfIvLRc/tu477PI6znbsUl8s+Ot7Di9fFGIZ2WX84lX5ZcgYf47LKOHxufxzXR5mXxcQ46/liRDiLX/aMRVTXfcKIS0+ffhi2U1mkRXCXLaARK580Lh5h3KmKHhbdsWHwSATMOziJaMOynUuEGzGf3sdh0Z2CzMNi1+FpkZnsW4dyuLq96xIeV/c7GuTCIjsvXTGjra8TjIMAOzHtw7Jz1/5h2apokAyS5MREzLDY5keDZtAm+5ZFzGHZbNgqVQVzlwkgy7I5RKdb0HbmbitmWHbutmJGUOetFTNy32zYKl0QeXqfH5bzZf+w7Jej367dFefP3+b4/vQfQIU3nu9C9hQAAALmelRYdFNNSUxFUzEgcmRraXQgMjAyMi4wOS4xAAB4nG2TO29cOQyF/8oC24yxY4FviTJSpUk1Tm+4CAZbZr0IXObH5/COgyEWW4xGovj4eMT78uX1ytfT5fTy5fWhftfT5z8vWJ8/H6Zjadv6/XPly4f903O/rEzP/3G+nj7Wy1+v5f7y/Pj68D9ujPWPn6dHHuSc66yDWMzPT48yWDXyzCOnyoRFh09cydAkW4ch4YKYZbHiiFnOK8821goyWHzoNBNYJIzKx0Z4iCCvOisMMSgnKQwzVlWew3WuKsTLJx8xkpPl/EiDyWn9zrywAzqjQhwm4pwwyQiisCO5zahIGel1d7QRhQ2TGLvfmKL8sSEvlvISqqzYRM68gTJPkvIyrqQVqMSOQB9oxvhDg1AuVheRVcqhNSiXZ5g4VlYkDVU0ILBRZizsnrAVV/ZVTakH1IdtGsqXPKyrsiFyrYUGZHi6gL+EWtORagpH9V0C4LIkDKm3KoIDFD6cbMiMxiQ9EKVkFmVIPFscimIYpNIkRR6CIojLRaIetlSxeUu8KCsI0lEA/clAIXjykhCcH5WcD5WYtCbFh0narFIeWWPgA6/ps6I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\n", 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K8hbK8hOV5dXptJ8LagTfU8o0KpWhoO62Eag0Sf1E3UXas0bfJjIycsqUKYMHD87Nze2F28XHx6uoqAwbNgwAbt++PXv2bAaDERISkpKSMmnSpJKSEg0NDQcHhw6fKi4uvnDhwp49e0JCQlJTU3/55ZdecLVbTNwVHZvbABH7YPx6YGgAADzcDDOO91GSrT5r92mKO6YboN5Mvr6+y5cvl7QvmM7gt7Yu8Ii6m8flA0DkASh+DsPmAE0WKlOhLheIf/tT0ihgzJCboCxnriRvpiSvIiMjN8xYfoyp/Njx7SVF9X+dAB6PaG8HKpUqJ6fs+GVf973w6TzneEfYkcmTJ2tqaubl5WVkZKBTQ7Hy7NkzPT09JISXLl2ytrZmMBizZ8/OycmhUCg5OTlTpkx5+1MDBw7U09Orra0tKSkRjDb9eCAISHrT9O+/FEWCjCIAAJ8LAOx2XkFNq4GmguS8w/QG1tbWwcHBz549w0L4EcJvbWEnx7OSYtmJsZyMV9EDt/MbyqEiGerzgEKF7KB/30eh6iupWisQZopyk1UYavJyciPGMMwmMsaZy40eR2X8/1OsZD+7OSSwvTBPRru/4gxHuWEjJPOD9RQshB2h0WgODg5///33nTt3ekEI38nu3bsHDRrEZDJHjRrFZrPffkNlZeWrV69MTU0HDx4cGRnZ+x5+EL4g0iCvBrKoTR0FACgUCo8vMa8wvYa1tTUAhIeHS9qRT57bt28bGRklJyf3799/2rRpnb+5vbSo0c+bk5pEkZNXtLFXXuAikCt+aysnNbk1LoqdnMDJSKlnceKZ7FgmO7aZXZ3wNQiHBqkyMHwBaI1U0jDYV+Nno0tjmFvIjzFjmJpTFd+97JYZMEjDbSNJP7EEwKHRdxAYGDh//nxzc/OYmC7X0/SUP/74IyAgAJWaRkREvHr1CuXsfOqM/iUytbj57dCosjyt/q/pNOonEzPB9Awej9enT5/GxsaSkhLUmwLTAwoKCh48eDBs2LBXr14NHjzY0dGxkze3PH1YumMTtLXT+DwA4MjKMVRVNX/4lZObxU5O4KS/rGVzXrZwEpmc582sjNY2wYqUQqGCuiHRzwQ0jSHmOHCaYc4lUNKWp1PKT0xRU1MU/w8qYfCO8B1Mnz5dQUEhLi6utLS0F57hTZs2OTs7A8DbZ4GSpbKyMjw8nE6nUyiUoqKiTZs2df2zBxYPW/JncgtNFij/1arS5Og0yq9zh2AVlAZoNNrkyZPv378fERGxdOlScd8uOjp63LhxqOH+kydP0M7pyZMnAKCtrZ2WljZz5sx39hb/yElKSuLxeMXFxTNmzAgICOhECLllJVU7N18rrlakUeZrKAHAT1klv+q2VP+yIeU/8UtvbRPse2gUGMmQtVBmTFaR76fef4HhzhaqHACA5kgoeQFVqXQVncXDWq5c8Z45c6aXl9eqVatGjRrVCz+yRMAF9e9AQUHB1taWIIiQkBCx3kjE7XhjY+M333yzZMmSOXPm3L59myyvBGhrayspKREEMW/evO5+1nGs1m/zhzKmbqMw1IDXBiUvYOAkGpXyk8On1o0X01NQdPTZs2e9cK8jR47U1dWh19u2bUMvDAwM4uLiEhMTZWVl5eTk3v5URkbGxYsXAeD+/fsfZ5P9BQsWrF692snJicfjubi4dPLOhut/89s6dq6IbGKZvyp2y6s6V9mY1tomT6VYKDM26ahd+6Jfqole0Nghvy1wdPzpF6uTf97bPlldUUaGRgGtkQAAValK8tRL2xZoamrSaDQTE5OUlBTx/ZgSB+8I383cuXPv3r17584dNzc3Md3Cx8fn6tWrhw8fFsRCt23b1q3+Czt37nRwcJg/f35bW9v06dPNzMz09Micn1JeXt7U1ESj0TZt2mRqatrdj291MpxjqrXtRnZgZCZE/A40Gc7gGbG5jZbD1El0EvPR0ptC+E5QHtn8+fOrqqoePnw4d+7cDm8wNjaOiYmpqKhgsVj19fWS8PHDMBgMBoMhaPHxPjgpicDjAsDtWmYSkwMA6SzOt/1UGFTKOEV5UyU5UyW58Ury8oqKcqPGyo8xY5iMlx83gSIjgz4+BaD4z2kbL2dcqhkFAFCZ2tDKveh7ozg3w8TEBJVyiffnlChYCN+Nk5MTjUYLCwtrbm4Wx0jC27dvf/311zweLzc318TEBF20tLTslpHnz5+fOHECAGRlZR0cHJ4/f06uEOro6KCg1qJFi3pmwai/ku9aE82UanafoVCbAxUv7yQaS0oIo6KihgwZwuVyi4uLP/5WF58BZmZmysrKWVlZZWVl/fv3F/ft1q1bh8YLt7S0oCuZmZmTJ0+urq5OTk5+WwUBoKSkJCMjY+TIkVwu982bN+L2sMf4+vq6uroCQHl5eXp6up2dHbqen5+/d+/enTt3RkVF1RSWo7jNbHVFR3VFAKgu4GnSaS/HDJKRk5MbO15hgqW8iZncSBPKewYjK8rRtjgYXHpaBLLK0FIJLVWqX8z4dsUSAEBp7Z8xODT6brS0tCZOnMjhcB4+fEi68SdPnixbtozH4+3fvx9NTOwxH/8yTUmeZmPcB3QnAgCUxAQmVPTCTQXDLtra2tDRJofDUVdX9/f3v3nzZl5eXmlpaS+4IeXQ6XS04IiKiuqF23l5eV27du3atWuKiv8md0yZMmXKlCmGhoYLFy6U+W/rI4ympub27dtNTU0XLVqEJg9/nJw6dQq9KC4uvnPnDnpNEMStW7fMzMz09fVlZWWXrlpFYSgAAINKUaFRVWhUOoUCAHQ5OV3/R/29rqit/E7exOx9Kogw6q+koy4PmsYAAFVpz7LqxPpzfTxgIXwvaAmJfu2YTGZ9fT2XyxXdbFxc3Ny5czkczvfff799+3ZRTE2aNOnevXsAwOVyHzx4MHnyZNHdE/DNN9+gF+np6cePHxfF1FxT7X+FsDQmt4KZUcoU3b3OEbS65/F4L1++BAA5OTkajSYjIzNx4sSUlBQOhyNuHzDQK9HRuro6FovVs8/Kycmpq6vTaDT0mlS/xA6Pxxs3blx5eXlrayuXy9VZ8hVNRU1HXkaT/m8/l2EMGXkGQ3nWfJmB3QgUWRlpCI4Jn2XWisPzjxAcGn0v8+fP37p1671797hcbl5eXmBg4OrVq0UcqZWenj579mwmk7l8+XIU1RSFvXv3bty48cqVK0wm85tvvtHX1+fz+VQqOYub1NRU9KK5uVnEqNGccVrr1PQI5f7QXAY1mXcShxsPEHsTAJTo1NbWhv6VxWIlJycbGRlRqdRJkybh6ZK9g7iFsKqqyt7eXltb+9tvvxUkhW7YsKFbRgoKCk6ePFlbW2tra+vq6voRNjUsLi5GhxR1dXWCzuZ0Ot3Ozg6FSVHgdID3rVmbvuaWFAGPB1TqRn055Znz+v66v1v3sjbS8NceBQBQlZZRyqxqatNS+fwHaWEhfC9DhgwxMjLKysqKjIycOnVqfHy8iCpYXFw8e/bs2traOXPmeHt7i65YGhoaV65cIQiipaUlPDzcxMRk7ty5e/bsEdEsoqmpKTAwEABycnJENNVfXX68oVqc7kTI/AdKYu4kWmybI/aekyiHUDABisFg9EISP6YD48ePV1RUzMjIqKqq0tLSItd4aWmpra1tdna2sbGxtbW1ICLarV42zc3Nixcv9vb2NjAw+O23306ePPnDDz+Q62d4ePjLly+trKwSEhKGDh36waL4txk4cCCa7xgXF+fr6/u+t9G1dQb6hbBTkzlZaVR5hrzpRJkB3f7Ksh7eB9QHg6wiNJcRLdWRWXVfTujXXSOfHDg02hkoOhoYGPjmzZvRo0eLYqq6utre3r6oqMjGxubGjRv0TiP1Xef+/ft6eno//vgjnU5PSUkRnB+IDkEQHA6Hw+GQMk1wrqk2DJgIAFD8Ii6vobT+He1yyMXV1dXV1RWLn2SRlZWdOHEiQRCRkZElJSU3b9708/MjxXJhYaGNjU12draJiUl4eHiPVTYsLGzWrFnGxsYMBmPv3r2CecIkYmZmVlRU1NjYqKCgEB8fT7r9/4FCkR89TnXRCuU5zj1QQQAwHqCkpSoPfdExYbqUHBNiIewMMzMzGo127tw5Z2fnq1evXr58WXh4feeUlpYKoouNjY0zZszIzs4eM2ZMQEAAKvslhf79+xcXFwcFBVlbW6uoqKSkpJCV/Kaqqrp48eLFixfb2tqKbm2uqTZoDgc5VWCWEw1FIclVott8J8XFxXgO8EeFIDqqq6s7YMCAkSNHim4zJyfHysoqNzfX1NT08ePHmpqaH/7Me2hoaBBUJjAYjHd2NBSRhIQENTU1AwMDBQWFnnVt9PDwQC80NDTEPRuVQpHKY0IC8x5KS0vRSVKHM4MhQ4a4urqeOXPm1atXPB7vnZ/lcDg7duwoLCwkCKK1tRVNdBo6dGhFRQXpfhoYGABAdHQ0KnLw9PQkxeyECRPQixcvXmzYsEF0g0N/DAdDOwCAMV/NPhwnusG3KSkp0dfXd3BwqK+vF1xks9niuBemi6ADwtGjRxME8ddff4luMCMjAxVjWFpaNjY2imgtPj7e1dVVYHn+/PkiO9gRLpfLYrH4fH5LS4sodtasWUOhUK5du0aWY+/j5IM3MOMYAICKLmVZSHUTR9x3lDh4R/huGhsbHRwc8vPzJ0yYUFZWFhkZ6eHh4ejoqK6unpub6+vru3bt2tGjR6uqqlpaWv7yyy93794VLshtamoiCOLKlSvt7e0LFy6MjIzU1dUNDQ3V1tYm3dU5c+YAwJ07d4TTXEVn//79d+/ebWhoMDc39/T0FN2g0zgtQRFFWHptM5uEFFxhampq7O3tCwoKamtrhXPlP7lswPeBTm1ZLNbNmzc7eVtt7ce1hB83bpyMjExmZubXX3+trKwsKPLrGcnJydbW1mVlZTY2Nvfv3+9WA4p3YmZmpqSktG7duuPHj69fv56sI3ZhaDSavLw8hUJRUBBp6Iqenh7x38JCrFgP7wMaQ0CGAU0lRGtdVPZH2mqATHpNctEiXbBU5/P5DQ0N6DWbzeZwOHV1dVeuXHnz5k2vufQ+WlpaUG37iBEjampqCIL49ddfz58/n5aW1tbWlpaWdu7cOVdX1w5RDhqNZmxs7Orqeu7cubS0tIsXLwYEBCxZsgQA+vbtm5GRISZvUUNFIyOjhoYGWVlZGo2GfBaR6dOnA8DNmzdFN4V4llkLi/4BuhwABeZdvhlbTpZlgiCamprMzMwAYNSoUXV1dSRa/nhoaWk5f/48m80+c+YMulJRUYHOhgmCOHToUGBgYHl5OYVCMTY2dnd3Dw0NbW9vl6jLBJvNRgs1wXEAnU63sLDw8PBISEjorrX4+Pg+ffoAwOzZs1tbW0n0My8vLyYmpqSk5MKFC6dOnSLL7Nq1a/l8PkEQbW1t33//vYjWoqOjAWD48OFkuNYZfD7Rxy0UdMYBAFi4b7qcLu47SpxeEsLCwsLdu3dXVlb+8ssv6Ep9fT2VSo2JiSEI4vjx4/7+/gEBAehR6devn6Ojo4eHR2RkJIvF6h0PBXA4nFmzZgHAwIEDUWwTuYp8U1ZWtrOz27VrV1BQUH19fWlpqb+//6ZNm8zNzTtU7Oro6KB2DCoqKj145rsOl8tF3w5ZWVnoPM/X11dEmzweDyWjl5SUkOIkQRBcHl/zu1AYYA4AMGHDcq+XZFnmcDhItgcPHlxWVkaW2Y+QCxcuCP5JEERFRYWlpeXMmTP5fD4SwkePHglvO/r27bts2bKrV6+SsjbqLi0tLejvRV1d/dq1ax4eHnZ2dsKPiYGBgZubm7+/f3Nz8zstHDt27MGDB+h1REQE2v/NmTOH3HD3mzdvXFxcXFxcMjIy0JNLluWJEyei0xM2m21lZSWitba2NkVFRQqFIo4Tlg7MO5YAY74CABjqwFh5/2hIHrvt3cdAnwe9tyO8ePGi4J8EQdTX11tZWU2bNq29vR0J4ZMnT5ycnNB3ugAGg2Fpaenu7n7nzp2qqipxO8nj8dBJm6amZvh3syUAACAASURBVFZWFrrY0NBw4sSJJUuWdCifoNPp48aN27Bhg5+fX2FhYVtbW0JCgqenp7OzMzq9V1ZWVlRUDA0NFbfbKF/88OHDJ0+eBICFCxeKaBA12NXX1yfFPQErz6aA+Q8AAP3Ha7g9aufyRbfJ5XJRd57+/fvn5+eLbvCjpa6u7uLFi6hPNAowVFRULFq06MCBAxcvXkRCWFhYyGKxQkND3d3dhSMWVCrV1NTU3d09MjLyfQfb5MJkMtGyTFtbG+1ZHzx4UFRUVFtb6+/v7+bmpqOjI/yY29nZeXh4ZGZmChtxc3M7dOgQQRBPnz5FjUOXLl1K+ja3urqaQqEwGAwWi4UOL7Kzs0mxPHHixLt37wYHBwcGBoouhARBoKpBEuM078P8t+cw1xtsPWCuNywNUlj5YJR7RBNLwgEG8dFLQlheXr5jx46MjIwdO3bk5uYSBFFfXz937tzTp08fPXoUCeH169fj4uLa2try8vJ8fHw2btxoamraodhOR0fH2dnZ09MzISGB9OeZz+ejFtuqqqqJiYnvfE9paWlQUJC7u7uFhUWHwycdHR3BRpbNZmdmZqJcG8GSVnygQyMLC4vCwkIKhaKkpCTiTtrLywsAli1bRpaHiID4ClhwFShUoMqA860n6aJuU/h8/tdffw0AampqL1+StsX8VEBCyOFwLC0tt23bdvv2bTU1NS0tLVdXV39//4aGhry8vHPnzjk6Ogr/rmpqajo7O/v4+AinFJFLfX09aq6mo6OTlpZGEASHw0E9ew0NDTdu3BgaGspisRISEjw8PCwsLIQfc0NDQzc3t6CgIDabfeTIkT/++CM4OBhFVr/99lsxqfiIESMAIDIyEg1EO3/+PClmJ06cePnyZV9fX29vb1KEcN++fQAgepS1c65GlTK+egAzPUF7FAybA/1MYNKP8l/d/+pMiljvK0EkljWKhJDL5drY2Li7u1+9ehX9risoKFhYWGzcuNHf37+qqqq2tjY4OHj79u02NjaCglmEmpqas7MziS65u7ujxWlERERX3s9kMsPDw/fv3+/g4KChoSHs27fffksQBOpeuHbtWhKdfCfNzc3y8vJUKrW8vHzs2LEAEBISIopB1KiCxMMSBJPNZax88G8nwzFffX9JVOn66aef0O9MVFQUKR5+WiAhJAji8ePH6urqXl5ewr2tZWVlbW1tjx49mpmZyWQy79y5s2bNmkGDBgmHNGxsbLy8vMj1qq6ubsKECQCgp6eHVr0EQZSXl8+fP1+4fz16fr29vSsqKsrLyy9duuTs7KympiZ4g7Ky8oIFC9asWYOiqYLzNnGwfv16ANi/fz/q6knWEpDc0ChBEBEREQAwcuRI0U11wij3CHAJAa0RsOAKuITA0mDoMwwWXpf/6j6TzRXrrSWFhIWQIIjY2FhVVdWLFy+uXLmyQ49zCoUyfPjw1atXo1hQe3t7h0QVNDWQFFDDMxkZmeDg4B58nM/nZ2RkXLhwYdWqVUZGRigCnJCQAAD9+/cX3wMsAJ1rXrx4cffu3QDg5uYmijW0l01OTibLPQFOR+LoWsYMVS30RWxqaooWPZWVld01hVbHsrKy9+/fJ93PT4La2lrBoTsK0bPZ7LS0tE5O45qamvLy8jw9Pe3s7GRlZQFg6dKlJLpUUVGBxrd+8cUXRUVFHf6Uy+VGRka6u7t3mOolyO5hs9kJCQm7du0yNTVFZUvKysoUCmXr1q0kOvk2/v7+AGBvb49qf3V1dUkxS7oQcjgcBQUFCoVSXV0turX3IbfiPiy9CxpDwCXk3/994Qj2R1S/eZj0RtR6lY8TiQlhc3Pzb7/9hl7v3r371KlTISEhdXV1jY2NoaGhu3btsrOz65BtrKKiIkhUaWhoKC4uTk1NJcUZHx8fCoVCoVC8vb1JMYjg8/noWDE+Pp5Es+/k7NmzADBnzpzk5GQA0NbW7nEQqaKiAgCUlJTEkXP4tds6AJCXl//iiy86FGgOHTr0q6++OnfuXGpq6gedP3PmDADQaLQbN26Q7uQnysiRI9Fhm6enJyojQadxwttEeXl5dBqXkZHR0NBw8+bN58+fk+VAWVkZWqEOHz68tLS08ze/efMGtaoQ3ib26dPH2dn53Llz5eXlRUVFf/75J51Op1Kp4oviIiorK1F5A5vNRk1qBHtZUQgMDHz48CE6p+BwyKnGmzp1KgD8888/pFh7J4yVD8AlBNQN/18IDe1g1inllfcOnfwLRZuOHj1KYiadxPlYCurnz5+PngRDQ0NBBQKHw4mJiTl+/Lizs/OAAQOEvzTpdLqurq65ufnp06eLi4tFuXVgYCBqeHb8+HGyfhwB69atA4AdO3aQbrkDFRUVVCqVwWAwmUxUYo8ycnsAGnZvZ2dHrocEQezatQvt4R4+fEgQRFNTE1r0ODo6CsfE0D7AwsLC3d09KCjo7XKI27dv02g0CoVC1lnOZwCTyRw7dqzw2mLkyJFbt259+vQpm82OjY3dtWvX+PHjhU/jhg0bZmlpeejQIVK+owsKCgYPHgwAY8eO7dZ+pbW19f79+xs2bEAfR9BotEuXLhEEYWFhAQA9i9N0CyMjIwB48eLFggULUHBFdJto1OijR49ENyUAhXx++OEHEm0KE5RYSV12D1xCwGAa2OwGlxCYewn6DIMld9S+fdTO5Z08eTIiIuLUqVM5OTli8qH3+ViE8ODBgxYWFh16j2lqas6ZM8fDwyMiIqK1tVU4UQVFdQQIJ6p066kOCwtDN923b584fi40znDUqFHiMJ6QkFBQUJCZmYnWaObm5gAQEBCAuu9v27atK0ZYLFZra2ttba0g5RIdvAn262Rx+vRp9AWHct6io6PRogelPn2wQNPNzc3HxyctLS00NBSlfqB8QowwVVVV/v7+rq6uwgsLRUVFR0fHc+fOFRcXV1dXozcITzxXUFBA+0hUL9QDsrKydHV1AcDMzKy2trbH/gtn9yQlJREE8euvvwLAli1bemyzi3z33XcAcPDgQXRKsmLFChENlpaWUigURUVFcos9nj59CgAmJiYk2hRwLbpUZnkwmKyCRbfB+RYYzYdBVmBoC3MuKq56+Of919u3b4+KigoKCtqzZ09YWJg4fJAIH4sQItrb21EFgqura4dh63Q6XfBt+ObNm+bm5mPHjs2cOXPWrFkdNhOKiopTp07dsWMHirV2crvY2FgUllm/fr2YfqK2tjbkXl5eHunGMzMzAwMDS0tLDx8+3NLScuDAAQBYuXLl48ePAcDY2LgrRq5du/bw4cNz584J4rco34/cZNcrV65QqVQKhSKogfvjjz86bAE7xL1v3Ljxww8/jB8/vkOBJgqY98I34ycNl8vtcNiGEJzGtba2/vPPP1OnTu0wO3706NHu7u7Pnj3remBc0PPMyspK9J5nCCaTiU7W0VJS0PBPfKB22zNnzkQDLAcOHCiiwfPnzwMAyoQgETabjTLjSK8N9Y0soS+/C3pTAAB0J4JLCNoayn31gLHy/vYbWSilH0VEWSxWW1sbuQ5IkI9LCDuQl5fn6+u7bt26MWPGoOGZAvT19QVfqeidPj4+bm5uxsbGHU6ehGOtwkkraWlpqGZx+fLlYq2sWrx4MYgn7lpdXR0YGMhkMs+cOVNWVpaeng4Affr0uXXrFtozdaUcqqio6OHDh0lJSfv27autrWWz2XJyclQqVdD3R3Tu3r2LxOzIkSPoSnNz88OHD1++fLl169aFCxeiWO47t4B5eXktLS2RkZGoQFNNTU1DQwNNXiTLvc+egoKCM2fOODk5Cedd9+nTZ+nSpejsrbKy0sfHx9nZWTDSD4T2kZ0fBSUlJfXt2xcAbGxs3lcXLwrNzc0yMjJ0Op0siX0fZWVlAKCkpMThcNA3g4hdrtBxz7lz50hy8P+ZMmUKANy5c4dEm2ceF1KXBsHAyQAAdAbYHhztHnHsXv5m34wjwXmvK0Tqkvrx81ELoTDNzc2Chp+oVuHvv/9+5zsrKysDAwO3bt1qaWnZIdbat29fJycnDw+PW7duoTQWJycncbehQnNnbGxsSLccHh7u7+8fHR19/fp1LpdLEIRgaCdCQ0PjgxHj4ODgCxcuhIWFnTp1isPhREVFAamx3OjoaPT9u337dsHF/Pz89PT0oKCg3NzckydPEgRRWFjo5+e3YcOGcePGdZhRNXDgwCVLlpw4caKsrKympoZOp8vIyHyufdTESnt7u3DSppaWVocl4AezOjs8LPHx8ehhdHBwEF8TqIkTJwJAL+QGDx06FADi4uJQ2973fcN0hba2NrSq6HG0uRNQXdaPP/5IlsHDd/NgSSDomgMAyCrCjGNmO6Jqmz+fDd8H+WSEUBgej/fq1auuHEV0EmulUqlTpkzphRZughagYs14RqClIoVCGTBgQM8ixocPHwaANWvWdPGO7e3tL168IAgiNjb21atXHf40JSUFnUV99913wtd5PN5ff/1VX1+fkJDw5MmTDp9iMpmCRY9wpyGU/mNjYwMAfn5+XfQQ805ycnJQytL7+GBW57Nnz9AfLVq0SKxRMlTgKygUER/ffvstABw+fPjYsWMAsGrVqh6bQscTaOYG6SDjpqampFjzCMqFRbehnwkAgLwazDpltedFY+tn20TmnXx6QlhZWRkREcHhcG7cuPHBFO0O5Ofn+/j4rFu3Dn07BwYGtra2BgUFiTsnzd7eHgB8fHzEepe3i0B6EDGeN29et1ytrq4+duxYfn7+oUOHOij969ev+/XrBwALFixAG1YBYWFhf/31V0pKysGDBzvPqYuPj3/27NmJEydQCxWCII4fPw4Aixcv7qKHmLeJjY0lCCIhIUHQR7ATUFbn999/3yGrE4XfV6xY0eEvl3Tu3bsHAJMmTRKHcbRjS0tLY7FYV65cQbvbxMRE9Iz02CzKOBOTeLe0tMjKylKpVC8vLxH7ju68mQ3O/tB3OACAvDrM9pq6P6aZ9XlWzXfCpyeEtbW158+f9/PzKysr6+7BW05OzvHjx8+ePbt9+3YAWL9+PRpaNH78eDF5i0DtKhYsWCC+W3ywCKShoUFQoMlgMIRFUVCgKRgU9fr1667f+uLFi7GxsX5+fkePHhVcRKMBAcDOzq7HWXNcLjc9Pd3T0zMtLU0wyg5NHlZRUSGrMEvaaGxs/P3335uams6ePSs4te0igqxOGRkZHR2d8ePH90Ln0qamJjqdTqfT0XQzEiksLDxw4EBNTU1SUtKZM2eKi4sBQFVVlcPhoIBKjwObw4cPB4Bnz56R6zDi1KlTFApF0M2qZ8NG+Hxi0+V0WHgD+gwDAFDUBKe/HI7Esz7r5trv49ObR6ihoUGlUnk8HloTdeuzysrKcnJyxcXF6AwgMDDQzs5OUVExISGhpKREPP4CAMybN49CoTx8+FAc868B4MmTJ0uWLOFyufv27du0adM736OqqmpnZ7d79+7Q0NCGhobo6OijR48uWLBAR0enqanp8ePHe/bssbe3r6qqkpGR8fLyunXrFkof6Bz0JaWjo8Nms1G6KQDU1NRMnz69oKDA3Nw8ICCgxxMBaTQal8s1MjIaMWKEYEerr68/atSopqam8PDwnpmVclRUVPr168dms1VUVDqUIX0QQ0PDtrY2BwcHPz+/8vJyOTk5Fos1b968YcOGEQQhJoeVlZXHjh3L5XJjYmLItTxo0CAtLa0+ffo0Njaqqqrq6uoaGho2NjampaWhQWyopVnn5OTk3Lp1q6Ki4tKlS0hK37x5k5mZqaqqKngiSOTQoUPff/89AEybNm327NkMBiMjI+PQoUP29vb9+/d3dXW9du1aXV1d50b4BPHthVTPwJfw+BeozQYlbbA9tMjeNGCzqbzMpycKJCBpJe42+fn5Fy9eLCsru3r1anenDbBYrGvXroWEhPD5fFT2lJiYiIKBpHdc7MC4ceNAPHXBsbGxqDF/j4tA0DCpjRs3Dh069O0u590t0GxpaZk8eTIAjBw5UpSSMmTq4MGDDx8+TExM9PT0FFzfsWMHAKxbt04U41ILm81Gm+ybN292NwOFz+fv2rXru+++a2hooNFosrKyLS0tKO+MrDZP7+Tnn3+G/823IoWKiopDhw69fPny6tWrT58+JQhi1apVADB8+HA08snBwaEr26wLFy4kJSV5eXmhKikUAUJtYMkFtaSg0Wio3r+8vFwwbATtQRHCw0bezq/m8vhfnUmBBVdAVQ8AQEUX5l12OZVMyjSYT5RPTwjJAtXP/vbbb97e3gAwY8YMsd4OTb5GzbhJhNwikDVr1iAnd+/ePWPGjA7jv5WUlGxtbX/77bd79+69r7iCw+HMmDEDxDwaMD4+HgAGDBiAiyh6n6ioKNTKAK3twsLCli1bBmJo0S7M3bt3AcDS0lJ8t0BcuHChw1ZBuB3BOz/C4XBOnjxZUlJSXl5++vRpgiAcHBwAgPR+jT/++CNSwcuXL6OLgwcP1tbW7tawEU4770vPRJjrDcr9AQDUDeFLP7cLqTzpfpSkVwjv378PAGPGjEEZ+bKysmItVEJVuqgFqI+Pj7+/f1dSDHg83t27d7lc7tOnT1GjDWGKiorQMAGyikBQu2ThSQ7dSrfhcrloio2WlhZZE93eiWBDL9aJx5h30tjYiJZcmzdvRktJVDlO7iiYDghvQMV3FzabPXPmTABQVlZev379zz//LNzkiEKhmJqa7tixIzo6WvjhLS8vDw0NraioCAsLY7PZLBYL9cUmcSHI5/NRuyhZWdnbt2+ji5WVlcIzHeXk5Ozt7Y8dO5aVldXS0hIaGrpx40bhYSM0Gs3U1HTOys1g/RsoaQMAaAyBL69vupwu3SJIENIshOiMBADy8/OtrKwAQNztm1HZeHR0NEqD7Mq8hba2Ni8vLxaLVVFR0WHFXVVVhYZ12NjYkFIE0tjYiFIB32etoqIiICDgp59+mjx5codjPy0trblz56J6L3V19bfrKEgHNXHduXOnuG+EeR+BgYEAYG1tnZ2djX4HxLpBF2xAxWS/paUFZXdraGjExcUJrhcUFKAyEuEAiaCM5G21QzmuZmZmZDnG5XJRwFZOTk5QRN/c3Hzt2rXc3Fxvb+/Vq1e/b9hIc3Nzh2EjAECh0gAAtEaA8033ax9OG5YGpFcICYJAw+g9PT1Ruy8XFxdx3CUpKQlJyw8//AAA7u7uUVFRf/zxRxcXjFevXmWxWLGxsY8fPxZcbGxsRN8LY8aMIasxP9oiT548uStvFi7QFKw6BwwYICsrGxkZSYo/nYM6b4mpTgvTFWpra6lUqpycXGtrK2qxlpGRIb7bCTag4jDe3NyMpjpoa2u/bxknOI0T3iYKn8ahjTLaunXdz+bmZpSgEBwc/HaWKZfLXb58OYrQhoaGCq63tra2t7efPn26qKgI9UkWDBsR3iaiaSQeHh6ZmZn19fU3btxYsWIFg8GgUKiw4CpWQQFSLYRXr14FgKlTp+bm5sJ/adPk3iIhIUFFRcXGxobJZKI58srKyo6OjqhWoSs7OW9v79jY2LNnzwYFBaErra2tqHB+6NChIlYRCfPbb78BwM8//9yDz+bm5np5edFoNBkZmfr6+tu3bzs6Oop1WK5Ym7hiusiYMWMAIDw8fMmSJQBw5swZ8d1LsAElCKK0tDQxMZEsy/X19SiYMWjQoC5OVMjJyfH09Jw+fbpwaKRfv36rVq1CtbOoy0RX4PP5Fy5cqK+vX7t2bQch5HA4qE+bqqpqh2lZXC4XzTSura318PAQ/iMejxcTE7Nz504zMzPh44zhw4ejsCoam7z3NJ5f9v9ItRAKer7U1NSgVZ7wrkt0cnJyUFmei4tLTU0NOoETpmeTadE53MCBA8nt3mRnZwcAghOIHoDk+fr161u2bAGAzZs3k+je24iviSumi2zcuBEA9uzZg8ZDLlmyRHz3EmxAWSzW+fPnyQq/V1ZWomFJ+vr6PVhUtba2otM4QeMqFKIcN27crl27EhISuhIuvnDhQmNjo5eX17FjxwQXW1paUN6Zurr62yPVCgoKrl69GhsbGxUVhfJd30mHYSN3794lCAI9nr/++mt3f9jPGKkWQoIgbG1tAcDX1xdNe9mwYQNZlouLi9GzYW9vX19fj8qShg4dmpKSgmoVTE1N365VcHZ2RmOJhFNAS0tLw8PD0evo6OjIyMhhw4aRG4bicrnoCESUE/6jR48CwNKlS1HDUn19fRI9RJSUlAQHB/P5/IcPH6I+WOJo4orpImh05bRp0zIyMtAvsDjuIngWRo8ejTagmZmZR44c6Uo4pL6+/uDBg21tbb6+vm8XL5WXl48cORIAhg0bJuJYU4IgUlNTnZycULxU8FAPHDjQzc0NNcd/56c4HI6/v39qampsbKwgxYzJZKKvJi0trZSUlB671Nraevny5bCwsPv372/duhWlGgUHBwOAhYVFj81+fki7EJ48eRIAFi5cGBsbi2IjpBz4V1dXo7KeSZMm1dfXz5o1Cz0SBQUFwm+rq6sLCQnZsWPH1KlThScDoGDIzJkz9+zZ8/jx41u3bqmoqKSlpREE8eWXX5aXl5Pe1CopKQkABg8eLIoRQYSZxWKhABHptWXFxcURERGBgYHBwcEHDhzotSaumHdSU1ODxkGzWCwU/CA9W7iwsHD06NFo04M2oG5ubmFhYefOneviQQYaU8Pj8VB7d2HLqMu2sbExWRmeKN3m0qVLQUFBbm5uKLdZEP6xsLDw8PD4YKpzQ0MDqsTv168feupFob29HeXZnTlzBv0XQ2lxMjIy79NmKUTahbCwsJBCoSgpKbW2tqLf2rerFLpLY2Mjat4/atSompoadHyiqamZmZnZyae4XO77JtNeunRp48aNM2bM4PP5SAhF9PBtUAmwq6uriHbQ+vrRo0erV68GgP3795PinoCWlhYvL6/ExMTw8PATJ06gcK6grArT+6C/8cjISBSxP3/+PInGc3NzUVjFxsaGz+fPmzcPLbD69u2LauM+OISkra1t586db968+eWXX4QDjG/evDE0NEQxTLIWUkwmU05ODh21CC6mpaV5eHh0ktXZwUhdXR06w9PT0+tWp8P3ubRnz57s7Oxbt27duHFDUGSFvqDIPQn6pJF2ISQIAp0Q3Lt3D5WT79q1SxRrHA4HrQoHDx5cXl6O1rAqKirdPdsvKSlBk2mdnJyCgoKOHDmyf//+ixcvikkIUU206O11xN3E9c6dO35+fiUlJdevX3/x4sWff/4JAF9++SW5d8F0nfXr16MVD1pLLVu2jCzLWVlZAwYMQL9FVVVVaGklKysrPEmYTqdbWVkdOHDg5cuX7zTS3t6el5dXVVUlmChLEERmZqbAsojNj4RB6Tzvy7v+YFYnQRAVFRUo/GtgYNDdtlnvhMlkJiQk5OTkpKenJyQkCLr+otr8Xqs+4nPb2VnprKQ4XiNpU07JBQvhv12L1qxZgwqATExMemyKy+V++eWXANC/f//8/Pxt27ah33URe+8iIWSz2VZWVvb29uIQQtQgW5TTCERcXBwADBgwoKWlRVFRkUKhiH700gklJSVoQ+//vLC4VuwTtTBv4+/vjw7CU1NTAUBXV5cUs+np6UgwpkyZUl9fv2LFCgBQUFBAs0re2UJFS0tL0GOlE8vZ2dlaWloAMHXqVHInCaOVNCpm6IT3ZXUOGzYMhZdHjBghjmdcGLROnTJliljvgmi6eyvfenS+1ch86zF5E4dVbv+BJ86uCD0DCyGRnJwMANra2q2trWi+Ws/WYnw+Hy1a+/Tpk56ejk4fZWRkRO8vioSQIIhHjx5RqVTSH5Ly8nK0bRX96LF3mrgymcwdO3ag5e3YsWMBACZuApcQnXWPHY/EewTlRmbVcdqlsYl+71NZWUmhUBQUFNhsNhKY3NxcEW0mJiaiqfczZ85saGhYsGABACgpKb09ulLQQgX1O0XQaLQOp3H79+9Hi7ySkpK///571qxZM2fObG1tFdHPDqAobrdiPx2yOvX19fX09Kqqqsh17G3q6+tR9wzS/yN0oOHmldSJww7q9c0dp587Tj94eH8/44HFLg58bvu9e/cePXp08+bN06dPS7xXIhZCgviv50tMTMzChQsHDx7cs5JwNIFMQUHh+fPnly9fRqMBL126JLp7r1+/RgPkCIL4888/ST/iRgWO06dPJ8WauJu4cjic6dOnA8BXX31FEISlpaVaXy0AAHl1GDABTFaB/WFYHKC46oHF7uiNPun+MWXVTe/IquDx+S9e1/vHlD3NqMGqKQpGRkYAEB0djRQL9YPuMVFRUWi2u6OjY0NDw5w5cwBATU2t88o8Pp+fnJx84MABS0tLGo0mfBp35MiRSZMmzZw5Ew30/u6775hMJukVw69evQKAfv369ew7vb29ff/+/WiXxuFwjh075urqKlZ5QEdCnZReiA6vuSl/8vD40QNtVBlICP800PxlgHq+hfFr73M3btzw8fHZv3//r7/+KohaSwqpFkIWi3X16tVHjx6hZhDbtm3rscagntqysrIPHjy4c+cOGg0oXBVECkuWLJGRkRE9kawD6MBAxMNRAWJt4srj8VD5oKamZlZWFvrPTqXRQVYJhKHJgtYIMF4I1r/Bl9fAJcRw01NXr5fnwgrTipv5fCIur2HghicqXz9UWv1Q9euHGm6PgpO6WseJ6QBa+hw8ePDEiRMAsGLFih6bCg8PR1GZxYsX19fXo2QoLS2t9x0BvpPm5maUtIlOE3fu3Gltbe3p6Xn69GkkhD12rxM8PDwAYPXq1T22gAol5eXlWSwW8rwrY5N7DGp0tXv3bvHdgvnkQb7VqPjRAy2UGbGjB8aOHnhQr+8vA9Rzx+nfcrL18/Pbv39/fn7+nj17ejyylCykWggJgoiPjz979uzjx4/R8cazZ896ECtA3840Gu3WrVtPnjyRl5cHgD179pDuLWo5+Pvvv5Nr1tzcHAA6nxTfdcTXxJXP28BiewAAIABJREFU57u5ucF/yUenT59GcbDRLgfAJQTmXIRJP8KwOaAxBP63PzgwNGCQJZi6wcwTsDRY/dtH9OX3YOxqcL4JLiHgEgIjFiusevA0o+bDTmCEKCgoyM7OvnbtGgpjpqamWltbd6hS6Dr37t1DI6OXLVtWU1ODhnn169evx0U4PB4vLi6uoKDA2tq6vb3dysoqNDRUTEJobW0NADdv3hTFCOq5ERERgbo/njt3jiz33uaff/5BB6Xiu0VjwPW8ScPiRw/UlaWv0FRZoalircJAQli0cDqfz6+pqSkoKCAxX6nHSLUQMpnMFy9eHDly5NatW/Ly8goKCgBAp9ONjY3d3Nx8fHy6fljI5XIjIyPj4uLQelZMo/JQWtqECRPINRsQELBp06bOUwy6hZiauLq7uwuSj65evUqlUikUCppc/7qixSeiZM3F1FHuEdRl92DhdbDeBSMWg9YooP/vWGBZJeg/HiZ8DwMmwIKr/wphny/AJWToj+Gk+Ck9pKen//7772iAs5KSkigjUIKCgtAKcs2aNTU1NWhxNmjQINFLCAiCQI3ZIiMjJ0+eLA4hbGxslJGRodPpIjb+RRN39+3bhxZ5Yup+jBDegIrpFg03Luea6r8dGs0dZ1C+tYfDU8WEVAshQRA5OTlBQUGoL/ukSZNMTEyEDxgAQE9Pz8XF5c8//0xMTPzgc/77778DSaMB30lrayua8EJKKiaTyVy+fDl6/fjx4z///FN0mwhxNHFFYTeUfPTo0SP0V3b48OG339nM4kZm1XkE5ToeiVf/9hEsvQsOXjBhAxhM+3f6DADoT4UBE8D2AMw6CbNOgsYQcAmR/+pBRYOEQzSfFjU1NXv27OHz+To6OhQKxdnZOSgoqAfnC9euXUNldj///HNFRQVqYWpgYEBWI1kkhARBrFy5UhxCiFJnRW9yhE7r7ezs0tLSQDydeu7fvx8REZGRkfH06VPBBpT0uxAE0ZoYm29p/Ndg7bi3hDDPYjgrOV4cN+0x0i6EgvHu33//PbrCZDIjIyM9PDwcHR01NDSERVFRUdHCwsLd3T0oKAjVzL5+/RpVzRMEgbLUbt++TcpowPcxd+5cIKm7cVNTk62tLXodFBT0wbTvrkN6E1cfHx+UfOTt7R0dHY268Gzbtu2DH+Ty+GnFzT4RJW4XUo23PAOXEJj3N1hsBfvDMGACjFwKJqvAZBWoG4JLiNLqB2f+vvHPP/8kJSVdu3attLRUFJ+lgaCgIB8fnx07dgAAynuE7rRQEYDOq3bu3CnoeWZkZERiAgXqd8Pj8Z4/fy48Yoks0JkFmlcsClVVVR1ScEnZEAvT1NR06tQpNpt98eJFwQaU3FsQBNHyPDxvktEabVUAWK2tem94fySE8aMHPh8/pOakqP+hSEeqhTAtLQ1J3fv2cCjN7OzZsytWrBgyZIiwKFKp1BEjRly/fn38+PFff/01QRBbt24V67wFxKVLl9B5jOimmpqajIyMvLy8vLy81q5dS+7zQGIT18DAQJR8dPz48VevXqEv3K+++qoHOXXl9eygxErlrx+CS8jboVH5lfffFBTt3r37xo0bv/76a3p6eo99lhKEx6bv2bNn79695ubmwp02hw4dunHjxgcPHnQef+Pz+SEhIYWFhegpI7HnmTAoJ+7gwYPkmuXz+Si3hZSGgmjh+Pz5c1SRjPrDkcizZ89QVvzFixcFG1Byb9ESGZY7cdgqLRUAoFMopww18y2G508ZlW8xvHiZEzM89MMmeh3pFcKioiJUezRnzpwu7uEqKiqCgoJ27dplZ2eHTvVDQ0PXrl27atWqiIiI3hHCmpoaVAAkeipmU1OTqalpeHh4eHj4gQMHyBXCdzZxra+vLywsTE1NDQ0NFW5D1QlhYWHo6Gjv3r25ubmow9b8+fNFKXk8+eCN4qoHHYSQsfLB2ktpL1++/P3330+cOJGSkuLn59fjW0gDfD4fNU4SHptOEERNTQ1qoYL+sv5NV/qvhYpwJiSbzRYIXnV19aZNmwBg/PjxH2yc1jP8/PwAYNasWeSaTUhIAICBAweSYm3t2rUAcODAAfQEid71UBg+n+/j4xMQEJCZmenr64saTCooKJBYTNL8KDh3wpDlmsoAIEOhnDHUKnSyaishc06OOJBSIRSMd586dWrPzorZbHZMTEx6evratWsrKyutrKx+/PHHXhBCgiDQIAt/f38R7YgvNEr8bxNXJyenQ4cOcTicjIyMCxcuMJnMK1eudGV0gCD5aP369aWlpajc09bWVsRkax6f/6VnouISP1h6FwmhwqIrE3Y+b+VwX79+XVRUxGKx4uPjxXTQ+3nA5XJR+wjhsekd4PF4CQkJHh4eFhYWwi1UDA0NN27cGBoaGhUVpaioiDrRr1+/PiEhYffu3SQW23QAJfUoKyuTe3ixd+9eACDr6PH69esAMGPGjJSUFBL19X2gDWjgg6c8MmoWm+8H5pgNXtBHCQAYVMrfQ7QLF9i2V4q3Sw4pSKMQNjQ0oHYkoo93R0JIEMTp06f79+/fO0J45MgRIKOpI5PJXLBgAXr98OHDo0ePiuza/yBo4ip8EVVbd6XmWtAKa/ny5VVVVeiJNTc3J6UtFp9P+MeUWe19oft92PgdUWcfF7RzJdzb4hOCy+W6urrCW2PTO6Gqqgq1UEHjlBFnzpyZM2cO+iVcv359cnKymB0n0LgJco8Jt23bpqio+L7VQHdBbZ6UlJQ4HA5qr0NK01Fh2tra1q9fjxKR0AZUy+rrPm6hzieSzoUVltf3cJXZeNsv09RgppoiUkHfof2KFtpzqz+N8lypE8LW1lZU3EbKePesrKyffvqJIAgul2tlZfX2/Exx8Pr1awBQU1Nra2vrhdv1mM2bN6Plv4eHR2RkZGtra1JSkqenZ2Vl5QcrhYuKigYNGgQATk5OjY2NFhYWADBy5MiPoeRIyuFwOKiDzNtj07tCe3v706dPt27dOnHixOjo6C1btmzZsuWff/7pHSH85ptvAAA1LBSR+vr6+/fvo9eJiYkkOo+CVTExMahJobe3N1mWCYJgsViOjo4AMHbsWD6fv3nzZgUFRaDSoZ8JmLrBXG/qsnum26Pcr2VFZtV1fZfYcMMnY5y+vZoCAKjQqDeH6RQvc+I2iCXELQ6kSwjb2tpmz54NALq6uh1GA35akJKKKVaqq6sHDx4sPGRRuEDzzZs3nXyWz+ejLbu1tXVDQwOa021oaIjTOCUOm81GPc/eOTa9u8TFxW3ZsqW5udnCwmL16tW9IIS+vr4A4OjoKLqpnJwcQVTm/PnzqJ6VFFDXiEOHDh0/fhwAVq5cSZbllpYW1J5QXV09Njb2ypUrdDqdQqEACDWgUNMD44Vg6wFL7mh+F+p8IsknoqS+5R1rbh6fX8dsIwii3vtMqomepQoDAFRp1H+MdEpWL+QxyWxoLm6kSAh5PB4aDdi3b9/ORwN+/KC5FqKkYubm5l6/fj05Odnf3//WrVsk+kYQRFNTk5mZGQAMHz787Nmza9euHT16dIcCTQMDg2XLlp06dSo5OfntzJeYmBh7e/u6ujo05U5LS0us7aYwXYHJZPas59n7QEJIEMTNmzcVFRV7QQiLi4vRXlb0/vLiE0JUhjt79mw0LtvAwIAUs0wmc9q0aQCgra396tWrv/76C+X3Dpn6FXzpB5bbwGAayAqNB6fLw4AJMGEDzPORcb1nsy/m8N28tOJmgiDK6tmLTibJrbgvt+KBgutd5xk/TVBWAIC+MrSQ4f1Lv138Ec6X6BwpEkKUk6aiotL18qZuUVBQIKbuTW+TkJCwatUqEXeEFy9ejIyMzMrKIjehXNAUe/DgwcJJ8M3NzV0p0BQEP/l8/rfffou+tkSflowRkYaGBkHPM7K63ebm5vr6+qLXP/30U+dxArJAKVfdnQ/6Njk5OXp6eosXL168ePH48eNJFEKU1KOiotLW1oaKhUQPX9XX16Op9wMHDszJyfHy8kIquHfvXiabG5RY6XYhVff7MFh6F2aegFEuoDHkf7aJqoPAeCFM+x2W3Om7JlRuxX2qzW8w3xdcQsD5Jt3Sna6k3U+W/njEgLINK/nsT28gmrQIYVNT09ixY+Xl5cPDxdVGy8vLi/Sin/fx+PFjHx8f9NrDw6MHFW+5ubnR0dHe3t7h4eEkNi/lcrkLFy6E/yYydvK2lJQULy8vV1dXNChcAJVKHTVq1Jo1a1AIjsFgiKnzBabrCMamk9XzTIKg4nfRG+KLb0dIEASqp4yPj3dycgKAy5cvi2KttrZ2/PjxAKCnp5ebm3vo0CEAoFAox48fF34bn08kvmnYH/B60q5o2vJ7MNcbxq+HAeZAl///51NOGfSsYcpO0BoBelPAJQTmXAADW9m5FxbYrCnfspZPUuJCQUHB33//XVhY6OXl1QstuenwuVBVVfX06VNbW1uUagUALS0td+/ebWxstLW1HTJkyNOnT1++fIl645JOW1tb3759nzx54uzsjFpOi5X6+vrKykr0uri4uKWlpbsWDAwMKJT/a+/OA6Iq1waAP+fMvjHsu4DgguIKCsiOkrigWLlmmmZZVtdbNyu9ZWapmeUtra/UMlNLVHJB3EFkUFYRUXZl3xcZYLYz+/n+ODbXa2YsAwjz/v4aD2feeQaBZ8573vd5MH9//6amJm9vb6NERZLka6+99vvvv5ubm58/f5766P1YNBpt3Lhx48aNoxatNTU1ZWVl3bx5MzU19fr163l5eXl5eda2DhhOG/rcloDAIKOEhzyBXq8HgIf3wj/sP//5T1ZW1vDhw69cufJw57+BKDQ09MCBAyKRiFrM9XQKDQ0tLS0ViUShoaHx8fEikYhaptsNTU1NVNvkkSNHJiYm/vbbb+vXr8dxfN++fatWrXr4TAwDbzeht5vww3nDxDLNlYL7ifmT4nOaGtoUcL8Y6rKgMRfEpVAlAjoLAAeeHdRmgLkrAKh5DomCmXafz8ZoxskplZWVWq2WyWTa2NioVKqHOzD3it7OtH2mvb1dKpX+8ssv1D8JgggJCTl8+PCVK1emT5/evRaDT63Y2NilS5fGxMTExMRMnz69N6pGdYOhI2NPtpEQBLE/9iLPeykAAI0BC09cKx4wa88Grri4uIdnyLVa7Z49e15//fUdO3bIZDKNRvPee+/1RrUXg/379/ewkWEnVVRUAIClpWUP94lKJJK0tDTqcWlpabfbEcvl8jfeeIMgiOPHj7///vvUwUOHDgHAnDlzbty4wWazu93Zqrq6mtoxMmrUqLq6OqoYHo1GM/yd/Fs6vT61+P7KrUe91ydhz/8GQf8Gn9UQsQNsx8LC38F6FMz6DoZOgxfO4UvPqY23B6m5ubm1tXXPnj2xsbG9t7XU4PEfAAciNpt95MgRqi4RAMTFxUVERLz44otTp07dvXv3f/7zn/4Nz+gYDAaHw+FwOFT5sX63ZcuWnTt3UkVGqN0O3cNmsxdGRejGvghWI0CngcbcMzlNRowTeaxZs2ZRxZIoa9eu1Wq127ZtGzly5PPPP0+n03fs2OHg4NBLr56ZmcnlcmUyWS+N/zCqC7xYLKYKW3ebQCCg7roBgIeHh4eHR/fG4XK53t7ebDZ7ypQp1FokAJg8JRgAUlJSxo8f397efvDgwW6MXFlZGR4efu/ePW9vb5FItGPHji1btjCZzGPHjr300kudHATHMDeB6uMX/F53L33HI3/HGzNwz3lg6wUAQOeA5zwo/J06k8eiM2jYk8bqNFJJkLVVKRfPr1ixAsfxkpISowz7BIMnEZaWlgoEgurqauqfNTU1hqk5Dw8ParXYYDJ69Ojo6Ojo6OgnzED2mT179mzcuJFGox0+fHjGjBk9HI3PpoWNtgJnfwCA2oxTNxqNECLyRB988IFhBRNJkmlpaW+++aaFhcXcuXOZTGZlZWWvvrqLi8vw4cN7ffrrDytWrFi7di3Vdq17NBrN5cuX5XL5kSNH7t+/35NgdDpdXl7e7du3RSIRlQibJeolP9fyLew6Ojq2b9/e0dHRjWFLSkqCg4PLysomT5588eLF9evX79q1i8ViHT9+3HC10EmOjo55eXkhISE6lYK4dzXE04KG/5HwXIJAJQUAFh1bHGCEz0l6mbT5o7crwifI3355/LdbmpZGzRo+lLrB2asGTyL08vJasmQJtcEOAFxcXMrLy6nHZWVlrq6u/Rea8eE4bridQ6PRMMw4H8S65+TJk2+99RaGYT/88APVibAb9u3bV11dHR8fTy0Civaxe5AI6zJKG2VFdX1xrWDKdu7cabgLRRDEwxtAbW1te/i3/m85ODj4+Pi89tprvfoqBq2trbt27Ro2bFhxcTHV+a+rYmJiiouLDx8+HB0dTe126DYajfbNN9+MHz9+6dKlGIY1tqumbc3MzUqVSdr4lnYff/yxnZ2dl5fX+vXrr1+/Tt3K/VuFhYXh4eG1tbUhISGXL19et27dzz//zOVy4+PjqfY1XVJSUtLU1IRhWGBg4MiRI/evHidg0/DRzz34su9bdNdgK4Zu+yLPro78CFKlrF0+7/yJ35vlhF4m1atVR7Nz69csVd660cORO/HagxRBEMHBwceOHUtJSZkxY0bfFD8zQQkJCdQH+R72oMnIyMjPz//ss8/effddvV5fJyawpedA4AgA8MyOz+O6eQMG6R5vb2+FQkE9njJlSg8rET5tDK2tMzIyurEZt729fcOGDWvWrNm9e7dSqdy1a5exAqu6rxj2zlUI/RhoTAAA2zEjvEMenrK2tbVdvnz50aNHn1CXPDc318rKCgBmzJjR3t5OXf/x+fykpCRjxVneLI/Ylsl44QzTexUw+aNGzyhc93bPh239cXf5FM+lNoJTng5U26ZxXFapt1vlrADSGKVQn2DwXBE+gs1mnz9/XqlU3r59++uvv6b2dyPGRVWBUqlU//znP99///2eDNXS0kK1zB4yZEh7e7ujBXuyuzk4+QEA1GbE3US3CfvUhg0blixZsn///hUrVsybN+/hAqGDgEwmu3z58uXLl7OysrrxdKFQuG3bttdff3358uUnTpzo9izIIypbiPAtmaU3LsO1baBTw/DZzMgd2/cea21tTUhI+OCDDzw9PZubmw8dOrR48WIbG5tJkyZ98skn1IbIh8dxcnJycHCIioo6evToSy+9dOLECXNz84sXL4aHh1NFGXse6lAbbsIG33Kvm+92XAG1zLEuhZN7DXo8siz+hF6lBAA9CToSdH+Mp5d0qMvv9XDwv9GrafZpcOjQIWdnZ6M3IXsa6HS6o0ePxsTEpKWlHTt2rO8DWLJkCQCsWrWqG60BH5Gfn19SUiKRSAx7h7eeLoWILwAABI740vP13a0FjHRPXV3d5cuX8/Pze3WxaL8YPnw4tUj1o48+6kl5JiMqqpM6vXkFAt8HjAYAMHo+d8XFS3daHjmtrKxs7969UVFRD99PtbW1XbZs2fHjx9vb26nTWlpa2tvbn3nmGeqrR44c+f777zMzM7ds2dLz7sEG0stnr41xBgABDS+Z6Kau6Om0TUXouFJvt6U2glAzTrQlL9qSZ8eglXq7lYeOVWT07pTeoL0iNODz+bW1tXFxcf0diPFRe89ra2unTJkilUr74BXPnDlz5coV6vFnn322c+fOXbt27d27t+c3Kb28vEaMGCEQCAx3c6N97MBmNLDMQFqv76g+e6u5hy+BdImjo6NEIvH29qZ2xQwmFhYWL7/88ssvv0yVn+53hXWyqVsz626chrQvgdTB6Pk8v1fOrJs0faz1I2e6u7uvXr06Pj5eLBYnJCSsXbt2yJAhzc3Nhw8fXrhwoZWVVVBQ0BdffFFUVPTss88mJCTY29tfuXJlyZIlQqGQqulKdfc0Co6PvwOL4cykS3X6u0o1cTOzhwPSbB8st3nb0Xynm81ONxs7Bh0AQKOlOzn3cPAnG/yJMDIyksvlZmVlUf1NBhOdTldWVqbRaEpKSqjqqb39ilVVVVT9JwDIzc3V6XRr1659pIiosXg584c7CMBpMkCPZkf1cpniWpI0/ndVwe2ez96YFE9PT7VanZyc3N+BDGY3KzpCPs1ouHESsr4DkoRxy8wDVids8J3mZfWEZ3G53IiIiF27dlVXV+fm5m7bto1qU5qamrp+/fqQkJCrV6+6uLhcu3ZtzJgxp06dKi8vd3V1zcnJEQqFxoqcZmnFcBnqK2ADQKZUSeT0NBEKFy3H/5ynMZw+xI3h3MurHXv1evMpQX3u27dvX38HYnzUZme5XN5LTb0fsXv37vXr1ycmJiYmJgYHB9fU1PTqy/3r10II/ggAwNqT9dIFCdHlfqrtxw6WB4wqDxlbHjSmPMir6rlp6soyvV5/69YtpVJ57969gV5+vVfp9XqqJeRAL6v2CJlMRj3QarXd68ttLNeKxWarLsGEldSffPBZbfHq5czSbi5NEovFR48eXb58OdXO+uLFi8aN9s+at/57u6s1AEw351ZM9+3pcDpd1dyQ30bYi8Y4U4tljng6loeMU1eWGSPYJxn8V4QAQK0YHpSzozwej06nc7lcqjivcVVUVFD7L+vq6gwL6Jubm8vLy8vLy7tR162ron3swMEb6CxoLVFJ7l++07VF/B0nY1p3f/FFWb1eJtUrZGVt7Udu3qlb+VzD3RIMww4fPnzhwgXqTwbyWBiGUc07RSJRf8diTIbNITQazYhThV0lKhLP2nFDcvMo5B4ADAe/tXa+C0Ub/X09urk0ycLCYtGiRQcPHqTq9JaWlho13sfgePv58dkAkCVTau43a6orezQcjuOWNikdxNSC2sMtEsDxqXOjhxy7wHB1//vn9oxJJMK5c+fiOJ6YmNg3N9IGDYlE8uuvv+r1+sOHD2dmPpj3CAsLe/XVV1999VU3N7feDiBwhIW1hQDsJgBJQl0WNTtaX1+v0+nq6uoM1VYfi1Srxd9sJQlFhkxJHWnX6osJlV5BMM8cbW1tNTMzCwsL+/HHH3v7XQxoVG3eQZYIAUAikcTExGRmZiYmJsbExPR9ABdut8zckSVN3/sgC/q/7eAzJ+lDv7FDjPDJrM/+1ziT/Iew6I5MertWf49Q93B2VC/pUBfkJksIHQnD2EzL196x++J7ur2jsaJ9ApNIhLa2tn5+fiqVKiEhwYjDpqenJyQkFBUVxcbGUp3DBhlbW1uSJPft24dhWL+U5qHh2OwJtoYSM+dymxWE6vvvv1coFIcOHfrpp58e/zS9Tpmb3bzxbb1CAQCEnsyVq3LlqnuEGgBIjbr80rmmpiZnZ+fS0lJPz57uAh7cqD+pV69e7e9AjMzMzGzIkCElJSVZWVm5ubmd3KjeQ2qtvqJFIVPq4nOan/06m0j/AYpOAk6HoA2uk6OufTxltBPfKC9kSIRkL98Up1nbMoa4Tv7jolB5M6MnoynSRPWE6i6h5tHwSXwWNyjMOFF2wlNRprIPREdHp6enx8XFPffcc39/9p/s2LHDx8dn2rRp1FDHjx9nsVienp4xMTERERHNzc190HGi72VkZLi5ub3wwgvt7e1UmZ7Vq1cbFogePHjw4fojvSR6ku3BBF/AcGjMFbdJsipl48ePBwB3d/fExMSHz9QTCuJGujzxnFyU2N7RIZIQie2KfzqYE3r9LbkKAOrUWupMW9D7LlnS25EPDmPHjrW2tq6tra2oqHgaivkZS1tbm7Ozc1ZWFp1Od3d3b21ttbGx6b2XkxDafx4qPJpez6BjhEqvI0myIBZKzgCNCcEfjvQJTfy3n7Ol0SZpR4wY4ejoWF9fX1xcPGrUKGMN+1gcH3+/W/lxYlmmVLWyp4kw+aqEIAGCBGy2tS1rpJexgvxbJpQI169ff/bsWa1W240q1XK5XK1WU4+pzToAUF9f7+zsjGHYvXv3eqm7U/969tlnqQfm5uZUq6aHdy/x+cb59PpkkeNsuGZWCquRcL8IGnO+veTmr6/Nz88XCoXUrV9tY70iTSRPSSQyrtXJiRQJkdRBXJMQGpIEgFEcpiWdttLWDABuyVVn2+QAwHQf0QeRDw4YhgUFBZ0+fVokEg2mRGhubl5UVLRq1SqFQtHc3Gz0LPj999/PmDHj5s2bbW1tL770su/GtKoWhVJcpRSXAtcWbL1g+Cyoz4YxS0b5BCVu8HW0MPKtypCQkKNHj4pEot5OhGxvP1/Br0DdJmxq1NRVM5xcujOQXq9ITxF1EAAQJuRyg8KhDytHmsTUKAB4enqOHDlSLBanpqZ29bnUtMmJEye+/PLLL7/8sra2ljpeVlbG5XIJghiUWfApwWXSAkZYGGZHT2c3bc4ffVvuGD7UJbC+rHbpnKrZgSkfrfvi+Mm5eVUh+bUfVbcmdSj0QPoL2B86W861fPSaFWdzLVa92Q/vZMDq4Q2nTZs2UQ/q6ur27dsHAC0tLcePH79y5YpSqXzrrbeMFWeXYBgWEBAgFAodHByoOQbj8vHxIQji7t27xcXF28+UVbcSyrsJkHcEGDxouAlZ3wGDBxFfTPQPSdnob/QsCH16m3CKG4thx6CJtboypYZIS+neOMrCO0Tr/XSpEgMIMeNwA8KMGubfMJUrQgCIjo7esWNHXFxcJ/NWZWXl5cuX4+Pj6XT6uHHjxo8fHxAQAABHjx6lTqCWZgEA1fEL6Q1SpTa7ogOGBEDuAai7odfr5Cp49+fcxsYTo+oSrnYQl9sVFSoNdTIbxwIEnKlCToSQaysUsCcFqAtu/8ThgE4DAGO4rGHmAuGLr3D8UKffLqB+X7q9m/DixYubN28GgI6OjvT09NWrV9vY2JiZmd2/f//QoUOD9R5tZWUltWPP3t7+m4QSQk2HkjiI3Ak4A5x84epGkLfgfJtjaydaC5i9EUAP/9c6j25nT7ex8+W3xLfJM6XKYTs2KTKu2WzcTjPv2jp2RWpyllSp0OtHc5n2bCbXr/ut3LrB5BLhqVOnntCbkCTJ7OxA1e6IAAAgAElEQVTsuLi4M2fO5OXlUQfNzMy8vLyGDRvm4+MDfTUliFD+c65CqdaBwBHMnEFSCw23gdQo6rI+rU0nlQ/a01jQaaFmnGlCTpiQy7e05AaGcUMiuIFhOIdLqlXmv/8qvXBGL+3geYw0f/EV9sReb+kyyIwfP97S0rKysrKqqqobXVw0Gs2dO3cAwNANprGxEcOwtrY2CwsLkUjU0NDQe50O+8vMmTMxDIuIiJBKpR/9MxNILWAY4IwHXzZzBnkj39qhQ67tpQA8PT3t7OwaGxvv3r07YoQx7wXU19cnJyebm5sTBJGenr5l2WJt231fATu+TZ4lUy61ESiuX617cY7z8Us4twtrCBSpV0USAgDCzDjsCZNxQZ+uujChROjv729vb19ZWZmXlzd27NiHv6TT6dLT02NjY0+ePGmY+eTxeOHh4QsWLJg7d+4vv/xi6F7m4ODQv22PTISuTaxITY45o1ZqzYAQA88WJLUg2gSkHgBIAEcub64ZPULIHcdjsZxcuMFT+c/MZo/zBvy/E/4YkyV8YZXwhVX99z4GPBzHAwMD4+PjU1JSDK2anqC5uTkzMzM1NTUxMfGzzz5TKBTnzp2jjlMn2NvbM5nM6dOnYxg2b968PmtD2JcMq+csLCyEXPp9qR5IPZB6wHAAAHkzcK01OtJO2FvvHcOwkJCQ2NjY5ORk4yZCR0dHPz+//Pz8WbNmqVSqpo/eAa1OoScBIFOmBABSq9GK77ft/9bqH+s7OaauTawqyk/uIAAg1IzLDQwzYsCdYUKJEMfx2bNn79+/Py4ujkqEcrk8KSkpNjb2zJkzhu6Xtra2kZGRCxYsiIyMZDIfzFq8/fbbhnEMU6NIb1CX3ZWLEuTJCarCOzVKTSMjHOpuwv0iIEmgMUGnBsth4OTLG+L3b0XKPHeMF/oML2w6w8WtvwMfzEJDQ+Pj40Ui0V8lwoaGBpFIJBKJUlJSCgsLDcdFIpFQKNywYQMAFBYWfvnll9RxQxPgQZkFH7HA1/5nUa3KNRRyD4BHJNwvBgwDvoOLNXuIVS9u5w8NDY2NjRWJRKtXrzbisKWlpT/88MOrr7566dKlGRPGtv8gPn5f+kWtGADua3Rba8XvOJpzVaqOmF8YTq7cwHC6nf3fjqlIvVpDqCtUGiENn8BjcoPCjRhwZ5hQIgSA6Ojo/fv3x8bG2traxsfHX7582bAWdPTo0XPmzImKigoMDEQXfL2EVKtURXmkSsUYOoxuY/ffL+j1qpICecoV2eWzyoqyHLkysUOR0K6oVmkBDgMA0FlgPxGa7oBODf7vgLkbSYOwnc87eTr113sxKWFhYfCnG06NjY3Xrl27fv16ampqTk6OYcsal8udOHFiUFBQREREUFDQ4NuD2FWfLhjx+41G8ZgFutobUCUCnj0Erudgup9fHderr0v9rxn9+z9s2LCdO3cCgKenp/LWje8b2zdVt+oBHJn0erX2QLPkUItkAo81VcgN/HDdGB6LNWI0NzCMGxTGHjsR8MfXJVakJid1KAAgxIzDsndkevT1um6st3dcPj1u3bp14sQJQz8mAKDT6SEhIXPnzo2Oju6DOikmriP2V/Huz6nfBFKj5k4OtPlom7IoX3HtilyUKG9pTpMSSR3ElQ5Fi0ZHPcWcjo+xtMsa/qLa0Q8YHMjcBWWXYdwybOziye7mmZ8G9OsbMiE6nc7a2rq9vT07O7u8vDwxMfH69esPX/nxeLwpU6YEBgYGBQUFBwc/fJ1XXV3t4uICAGq1WiwW29v//fXB4FN1n1i0+9adilasMV+Ve4hp5vDLxCELfz/Yqy9KkqS9vX1zc3NpaamHh0dvvMS29/714VdfYwD/dracImA/X9Kg0pMYgCGpDGHRQ8044UKuH5/NNbfg+gZw/IK4wVP/+zmYJIns9IZ/rlpZUJUiIb5ys16++jWbDVt6I9onGORXhNTNv7Nnz548efLevQetHTEMmzhx4r/+9a9Zs2YZpmiQXtX+28/1//flsdrm5TZmAFCoULdeuBCcdrVdrbsqUSR1EKIOQvFHdQ9nJn2aOXeqkOPHZ3OcXb4dNvx7MUehAXD2h7LLUJsBYxb/vLp3P00jBuXl5SKRiM/nt7e3P9zg2szMLDg4ODQ0NCQkxMfH56+251JZEACYTKZpZkEAcLXmZHwakH/o6OldZzfeLzaXlPqYO2tbmv5nXsTYqFKxJ06cSE5O7o1E+PmH/6ay4KYhVlME7GX3GlV6chKfvdPN6o5cnSpVJnUoalTaX1ukv7ZI2Tjmw2sOuFcVcTbOg8tijx7HDQpnj/URf/eFquIeQRBZMiUOEGzGYY/1MXqof2twJkKFQnHlypXY2Nj4+Pj29nbqoI2NzdixYz09Pb///ntbW9sXX3yxf4M0HXqppO37rwi5IrmDoBJhjVpbqtR81yC+JVNR2Q8HGM9jPSPkRphzh3FZ7NHjeOHTuSERTPfhXwLMLmpdf7Q4UzcR6GwQl5KKlvxaqZczWr7bW8rLy6k5z4SEhIqKCuogh8PRarWhoaERERGBgYF+fn4MBuPJ4yAPGxnqu2hX/U463qDW1qm1drdu8Kf3bkPE0NDQEydOiESiVauMvF7sw7X/2PbtdzQMPnex9uQwl9xtFGt1fgL2jx62PDbHdYjFXDpdVVdbqFCnSomkDsUtmSpVSqRKiS/r2oaw6IGVLVNT04LMOEwMByDTpIRST47nsazp9PZDewSzoh9e8tYHBlUibGlpuXDhQmxsbEJCgkqlog66u7tHRUUtWLBgwoQJBw4ceOGFF/bt25eUlNTe3m5u3s0q70iXEDczgEYHAKWerFFpAeC+RkfHQKojGTg2iccOF3JmWvDseVz2xEm84Gm8aTPptv9z6RA2yirtkwCnt5IaHSZCTTrUZcXdHL/If7Ctue9fRUVFKSkp1JoXQ9dJALCysho9evSkSZO+/vrrESNGGLdgr0lhuLozbex8eM1XOhSZUuWom5l9kAjB2LsJSZJcu2rldwcOMjDs66HWTkz68tLGdq0+zIL/vZs118FRuGSlcMkKjEbX1FXbZab6piS+nnldrCAypMorHcTVDkWNSntUJT16X8rBMW8eO1zIKVCoASDUjEMCqa2rkV+/yguZZsSYO/WuBpZNmzYVFxdTjxctWkSSZFlZ2TfffPPwIhccx318fDZt2lRYWPjwc/fv30+SJNVZ5tixY30fvElpaWkhSVIul1f+ur8scHT2OBcXFn2NvXCNvXCGOfc9J4uLo53uTHApDxvf+P4bkvgTOpn0yQOu2ncH/P8FAODgLXzlkkqj65P3MUi8//771dXV1OPFixdTD8rKyvbu3bts2bIhQ4Y8/GfBxsYmKipq+/bt2dnZCoVi586dUqmUallVV1fXf29iwGv84M1/O1sCwHwrfvX8Z3r75XQ63ddff52ZmWmsAbVa7Yr5zwEAE8P2eNjGjLDn03AAmB0SpFQq/+pZekKhyLjesuOTyplTSia6xoywf91eOIrzaCWB56z4MSPsSya6lk8Z1bTxHWnCOZ1UYqzIn2zgXRHW19crlQ8a61RUVGzYsGH79u3UP7lc7vTp0+fOnRsVFfXn4oHUswoLC6Ojo69duxYXF7dw4cK+jNykFBcXFxQUCASCGzduzPYaKcQwAHBjMd51tACAS+2KSpVmGIfJnjDJcc8RrHPVX6N97PZf8gWMBk13Oto7REXiZ8Za9+7bGERqa2sN0yTl5eW7du3aunVrS0uL4QR7e/vQP4waNerhtdN2dnZ0Oj0gIODSpUvXrl1btGhRX0c/WLB9/PziTgFApkyprijVie/TLHvxZ/jEiRNardbX1xcA3nzzzZUrVz58l7erdDrdS88/+1tcPAfHfnC3ZWDYqtJmhV6/cOaM387EP6GGM8bmcPwCOX6B1u9tUt8tsk1LDr5+dV1udqtGmyIhzojl1yQEAJxslZ1slXFwbIqAM7XuUPjp3+25bLa3LzcgjBcUznDrlfU+lIGXCAEgPj4+NzcXAKRSaUhIyI8//jhr1qw5c+bMnDnzCWVf2Gz2yy+/DAAsFmvdunXnzp1Tq9WGnYKIcXl6eqalpbFYrI6OjotF95ZYWYNU9sg5OJtt9c8NncyCADB9rLVAaCG1GQXN+dBwM+7maJQIu+T06dNUx3mCILhcbktLi729fXBwMLXa09vb+682Dsnl8vz8/NDQ0EuXLolEIpQIu43j7efJYZrR8BqVtl6lscu5wY+Y2Y1xSLVK19ZGs7bGaH30N1ytVi+aNfP0lSQuju/zsCX05GvlTSo9+fLC+T/GHMM7fUuPdHU3HzFK+NLrLccOYru3P0untWp01yREkBlnBJshkhBlSk1ShyKpQ4FDqxeXFVbdEpaUNJbHYjo6c/2DOX5B3IBQqmaNIk3UfuRnTVU5TSDkz35WuOBFjNnNbalPeyJMTU21srJycXE5f/58ZGQkNTljZWVlZ2cHADQabfr06U1NTTTa47enPJaHh4eXl1dBQUFKSkpERERvhW7aCgoK6HS6vb29k5OTtbW1w6IftSvnf+L24O/sFAF7srW58KXX2GMndn5MFgOPGGN9KtcfmvOhNuN09vRvX/JCez7/TKvVHj9+3NzcXCAQFBUVvfzyy9SndQsLC2trawDAcXz+/Pnh4eHDhg3rzIDUjmxq020flK8cxJjuw5lWVj78pqsdxA2ZclRORlcToaa2qmXrh0ROFs5gkHqdIDLa6t2PcP5ftvM9d+4cVdMnPT195cqV3QtbpVLNj5x+VpRiRsN/HmZXr9b+q/K+liRfe2HJD7/+1vmN12q1+vTp02KxWKPRSDs6ZrC55ioVVVltgRV/tgXv3wC1au11CZEqVaZIiDyFKk+h+rah3ZyOT6loCbxTNO3Yr7Z8HmeSP0ko6m/f4mvVDAzTQm1N6V2nkzHOB07gZsJuvMGnPRG6uLjExcWpVCo/Pz9D97uAgACqYPymTZu6lAINoqOjCwoK4uLiUCLsJV5eXl5eXgBgmIpxO5lotm+X4vpVUqWycx9useotTtfr6kZPsj2V7A85P0F9dl2r7FZVh7dbd37uBzc6nT527Njk5ORXXnklLi6O/GOvcGhoKJX5Nm/ebGFhYWHRtbLIkydP5vF4xcXFTU1N1CdRpMswjD3R17eo/GoHkSlTLbjZtZbumqry2mXzLtQ3Rwo5eq1GrtNfP3Yk7Fam85Hzda2tmZmZ7u7uhYWF8+fPZ7Mf1KwJDAykPsc0NTV1OVqS1EslGJf39tLFZ0UplnTaweF29wjNe1UtOhLWvf7alz/s6dJ4TCYzJCTk6tWrLBarSCJRzFnEOPh9tkxFwyBQwMFZTIwrGLfsVc+7hS+kpSja2zJlyuQOIlmiqFFpL7TJL7TJN2Gt47mssKqmMDPO4RbJCluzkRwmAKwprD6JQ/OnH9h/1bWQKE97ImxtbR0xYkRWVhaO4wkJCZGRkSwWy5D8OBxO94aNjo7etm3bqVOndu/ejerI9A2alU3P98lGTbSlCx215q7QXgXN+XE3R6FE+GdqtVoqlSqVyqKiIldXV7FYbGdnx2QyDfNXhr+SXcJgMKZMmZKYmHjt2rX58+cbNWQTwvH284s/DQBZUqW67K6uva3zjRqaPn5Xr5Dta2yPFHIAoE2nP9bYFmTe1LZv1zm2BYPBGDdunEwmu3v37rhxDzbampubU1s5u9QtQK9QiL/dLjnzO+h1oNetUmnzBJyNQyxvypQbq1v1AO+9sWbH/33ftXcO0NbWtnnz5oULF5qZmdXX1w9XtZ+UKjUkOZnPNmfSLf+xQTBvIc7hAjyoNuWUmRqZckV552aNUpMqJZI6iOsSIkeuypGr4sWyCbz/mQglNRpFWnKXvp8GT3Ui1Gq1ycnJw4YNe/7559PT0xcsWAAA3377reGEbs/STJ482dnZuba2Njc3d+LELszOIf3Lis8MGG6R4uQP7VVQmxGXHbL5edQD61HU1vU1a9bo9XpLS0vq6u3AgQOGE7rdpi40NDQxMVEkEqFE2G0cHz8vDpNPwytVmma11v5WFi888slP0SvkqrxcuShBVXCHKjr/MFKlzI89olm8urCwsLq6uq6uLiQkhPqSpaWloYqkq6urYVLtyUiVsu6leZq66mqJ/K5S7cSke3KYB4fb/d4q+6i6FQC+2PTx+59s7trbBgAACwuLPXseXLFNmjSpZv4z1LxoqBmHGxgmXLLiv6fiOGvUWNaoseYrXte1ie1uZoxOSXwh5Yqsoz1VohRJCBcWvUKp+aKuTUDDAeC+RgcAGIOlqSyjTejygqCnOhHS6XRDtWvj9lnGMGz27Nl79+6Ni4vrXiKklkRSH7WuXLkSFBTEYrEuXbqUl5c3b9687OxsOzu78PC+Lh1rCqJ97FJS/aHgGNSm3a7uqGhRDLXh9ndQTx13d3fqgaENglH0WbvXQaaxsTExMXH+/PlHjx71Gj3axsLSm9ecIiEyZcphqaLHJkK9XKbKv63Iuk5kpqpKCu6rNDdkykyZMtqSL9Xp365oAQCFnmTjGAAM0RCh//hHRUVFS0sLnU6vq6tzcnICgGnT/rsb7/333+9ktG0//5+2ruZ0Q2tCOzHdnHv0vpRPw9c5WgSZsYfwOO98+OHbGz7s+fdEU1ejqigVdSgAIFTIeULHCZqFJT9iFj9iFuh1qpJCp5Qr03/+P1Kr3VB1/wMnC2pq9PmSBgAAUv/L+YvuzWJra+tbt27NnDnT0dGxM8E81YmwV0VHR1OJ8JNPPunG08+dO+fh4UElwp07d06YMIHFYkVGRhYVFXl4eGRkZHR+GRXSJdE+du9aDQeuNSjug7g8PsdrbaRbfwdlKvz8/Lhcbn5+/v3796l1N0hn2NraqlSqkpISMzOzc+fPrx45xre4MkVCZEmVc04fVd0ttPt0J8PNQyduVebnKm9nP5z8suWqmzJlgUJN3ek1o+ECGv7NUBsAqFVrd9S1AQAutACAoUOHDh06lNos0ROSU0f1KuVPTZITng5MDJtryVtyt7FVq7NnMu7czhUaqSK2IvVqMaFu0uhsGTRPDpMb0Il+6TiNukzUNTVKzp7489cxOp3r5NzQ0DB9+nSJRNLc3NzJRGi6f6ynTp1qZmaWm5trqCDVc5s2bQKAgoICHMfFYrGxhkUe5mHHHeNsBk6+AAB1mRtj7351tlyu0vV3XCaByWT6+fmRJHnt2rX+jmUgoT4Wjx8/3sXFhaXTqm5n+wvYAJAlUwKpVxXeqV40s3peeOUzk3LfWnHwP1+9eyn5mbwa/7yaf1S0HGyW5CvUbBwLMuP8y9FilsWj05sYmy2IXvCEV1cqlQsWLNDpdBkZGZ9++uljzykoKCAIor29vaysTCcWq/QkC8eYf6yf8GAzalRanMPlGK9JgyJVRDUgDBdyWe7DGU4unX+uxZp3aFzeeD7bjPYghQUK2BiHY71hi4urW2VlZVpaWlpa2iNlIp7AdK8IqQs4qh7p2rVrO//EW7duNTY2AsDXX38dGxsLANSmRgDYvPnBvPmYMWOMHS/yXy7WnHz3Z8DBGxx8JIR2Y8yt3Zcr0zcHOFn0Ync3hBIaGnr16lWRSPTss8929bkkSa5evfrHH38EgJs3b964ceP1119vaGi4fv06k8ksKytTKpXvv//+E7ZmD1BisdjMzOzevXu1tbXz2+tJtXosl8mj4WVKTbNGD6C/KZOlljdmy5SlSo3hWVQFMh8+y4fPmsxns3k85vBRquL8N7UPbhNa0vEXHSzp9k6Wr/zjCa9+5MiRadOmqVSqwsJCZ2fnP58gk8mUSuXPP/8sk8mYTGYUh8NSyJV6kgSgMmGzRmfDoJE6bTfWoTwWqVYR2ekP3yDs0tPpNnaOB35f9u5r2pYmDABwfN1wnvUHn/KfmT2xo8PHx0elUtnb23e+2+Vg+4Hrkujo6NjY2Li4uL9NhIYuFqdOnbp7966Li8sbb7zxzjvvPP/88wAwa9asPokXAQC4XS1JKrwPjbdA6Ao0JgAok7Y0hH44b2fOjS2oMVOv68ltQpIk8/LyqMcdHR1VVVUA4ODgwGKx9Ho9nU4fNWpUQ0ND5z/IDxSWlpbPhYcSudnm+ZmS9KskCXVqnSOTfo9QRxXVi7X/nc8Q0PDJfLYvnzWZzx7DZTJ4fNbYCVzfII5fIGukF+C4tqEu6vOPiKxUwDAeTotY+JzVPzdg7Cetnx85cuSFCxdqampcXFyuXr1KkuQjS+X5fL5erx8zZkxeXl5ra6veNwi/nhgm5PzQ2DHfin9DpsQBnJh0uqMzzdrWKN8Q4kZ6u1x+S66kY9gUAbsbLemZQ4e5nEhUFedr6mpwvoAzcTLGYgOAUCgEAIFA0KWpe5NOhLNnz2YwGCkpKW1tbY/dUyWVSi9evHj69OkLFy60tbVRBx0cHGbMmKHRaP58PtIHvjpbrtY8unBOqyeLG2R3qqXjXP5yZzFiFP7+/mw2+86dO62trVZWVp1/olqtxjCsra3t1KlTAGDIiLW1tXK5HMdxnU5XXFw8Z86cXom7d2hqq7R1tTifzxo15s9dZzV1NcqcTCI7g8jJ1NbX1qi02XLlTZnquoSoVWsBQEDDxVodj4ZP4LICzNg+PNYEHotlZc3x9mVP9ONM8md6jID/TVp0ByeH3QdIrZZUyHGBGXRi91dgYGBgYCAAjBw58rE7p5uami5cuDB16lQnJycOh+MwbXlrdvq7TvqzYtlPTR2uLMZudxuMzbHduL3736n/pUhLviYhdCQECFhCAZ89vluF3zCMumXY83hMOhGam5sHBwcnJSWdP39+6dKlhuNP7mIREBCA43hOTg710QMA1qxZ08l1yUjP3ajo0FP3KUrOQG0aAEBHNQBgQN6plqBE2NvYbLavr29KSkpqauqYMWPq6+uDgoL+6mStVnv79m2qkW9KSsrZs2f1ej21oF+r1VLnODs7L1mypI+iNx5tfW3j+rc0ZXeBTiNJwBkMm41f8MKe0bY0KW/fJDKvE5nXNXU1ZUpNpkyZJVVmyZTNmv9e+VnQacPZjCyZ0oVFT/RyxgEAx63f28SZNIU5dNjfpjeMTse6VULlsezs7D7++OOHj7AP/N743ppoTkM0nQE6PcZk2G3d1c109TiK1GRRBzUvyuX4h2D9XerSpBMhAERHRyclJcXFxS1durS8vDw+Pj42NjYtLY0qxkF1sYiKilq0aNEj+ze8vb0NjwfWZ9iBjsf644d2+KwHS2aSPwEADMe4rO6UGUK6KjQ0lGrYdPfuXVdXV0MPegpBEBkZGSKRKDk5OTMz01AiH8Ow/Px8KysrqlRpUlLSwO3opGtvq10efbKi1p/HsmPQAOD/GjvWfPAGbibUiVtrVNpUKZEtU2XKlA1qreFZVnTaeB7Lh88KFHBGc5k6kvS+XV2j0rZpddZsNn/GHOHC5f33nv4H0324y4lE9d0idXUl3caGNWaCEYuaaqrKVTVV16QEAIQ9ceNEnzH1RBgVFfX222/HxcV5eHiUl5dTB7lc7jPPPBMdHf3YLhZI/3p+sl1RnYwAAJxO3SOkPj5rtPoQT8v+jc1EhIaGfvbZZyKRaNmyZRYWFjKZTKFQ5OTkpKamUhd/huQHAO7u7lQj32nTpjk4OBw8eLAfIzeWtr3f6GWyTAkxkkWnEmFCh2I0l3nsbn2WTNX20D0/WwbNl8/2FbB9+exhbAbd3pE9wYe4maWXtOMq1QQeK12qzJapZlqYW6/b1H9v6PGYI0YxRxhzAzdFfv1qnlx1X6NzZtI9OrlxopeZaCIkCCIxMfHs2bNnzpwhSZLBYJSXl1taWvr5+a1cuXLGjBlUdW/kKfSPSLfvLlepzBz1nD9u61qN5LHZ/5w51FqAeon0hSlTpjCZzNzc3Hnz5v3www8SieTatWuGmwg4jo8ePTooKCgiImLq1KmP3EdMTU2lHoSHh4eFhfVx5MYiu3qR1KgBoEmj4+FaANCSZI1Ke6ldAQA2DNokPtuHx5rEZ3txmXRrW86ESRy/IPZ4H6bHCAAgVUrxT991HP7Rl89OlyqzZMo5zm64wJilD55OekLR/tv+jl/2pEuVABAq5LBGjHqkC3e/MK1E2NTUFB8ff+bMmcTERIIgqIOWlpZisXjevHlULW+qZn//xok8gYBNT/skYM5OZlULodOTdBqmmbxi7Qz3LQuMs88XeQKJRHL9+nWRSMRisWQy2caNG6njNBpt0qRJVC/D4OBgc3PzvxrBUCgYw7CBVeZXqVT+/vvvwcHBBQUFo+QPeopdaldY0nEAkOr0YULO57i1H5/twqLT/kh+HL8ghtOji2AxFtvqzXU0vsB/2ye7GiBTqtTcLdQr5FR3ocFKJ26tfenZqoZ6J1K32l44WcAiScD+tMKoX5hEIqRu/p09ezY5Odlwi3706NELFiyYM2cOjuPe3t6ZmZlhYWFDhw4tLS3t32iRv+Vmw8nbHpxV1p5XIwW1LMrPXSGur6ysGDp0aH+HNgjJZLKMjAxqzvPGjRuG2pU4jtvb2y9btiwkJCQ4ONi4tdyeQkeOHCEIwsHBITExcayTi/peMQAstxF4cpgAkC5VOjHpC2yEVms/4E+bSXd8zHa9R7B9/MbzWCwcKyHUbSqNfW720zBJ2HuaNr6jbW5cW1x7YqQDDsDC8FixdHL5PfnVS39bbbW3DYZEWFRU5ODgQH0ITU9PnzJlCgDo9fpbt25Ri18KCwupM9lsdlhYWFRU1Pz586lafBQ3N7fKykoul3v9+vXFixf3y7tAusrXw9xNoM7NLTp3In3ixIndrpaH/JlUKs3MzKSSX1ZWlmGzEJ1O9/HxCQwMFAgEW7duHTJkyBdffNG/ofYNiURSW1vb0NBALaOzWL66ZdtHAK0Pn4PRGexJ/ubLXu3kmKxRY9g8/nguK0umzJYr3W5mDuJEqG1pUuVkgfbRXWekStl2YA9KhEawd+/ehW3mihUAAAqlSURBVAsXBgQEAMDbb7+9a9eu/fv3x8fHG/pvWVpazp49Ozo6OjIy8rG9SKKior777rvKysqtW7f2aehIz9ja2mq1WjMzMzc3N6pFJdJJs2bNio2Npbb9hIaGikSilpaWjIwMasHLrVu39PoHmzWp5EcteAkJCaF2Dclksh07duTk5EilUlO4lWBmZvbxxx+XlJQ0NjayWCyVbzAv7Jm16vPmmgfXx18Oc6RZWdt99p/Oj4nR6OzxPn5ldVkyZaZUGZXTtd6EA4umsgyYLFCrGtVaqmJ4h07vwqIDgLbGaEUuu20wJMJH5OTk/PTTTwDg6uoaGRkZFRU1Y8YMBoPxhKdER0d/9913cXFxKBEOLA0NDR0dHRYWFunp6bNnz+7vcAYSlUplaNirVCrfeOONPXv2GI6w2Ww/P7+wsLDQ0FB/f/8/N/7k8/k+Pj5U4pwxY0afht5/Ro4cCQCurq4AAFu+4QZNbf/1J21DHc7jeUfOtVi5pqs3+dg+fr6XLwNApkypKritVyhw7uBspYLzBVQDKXsmnaoYnq9Qx7ZKAQDj9P9bHiSJcNOmTVRBnaqqqnnz5onF4rlz5xpaU/6t0NBQCwuLgoKCe/fuDR+O+tsNGA4ODgNxL/ZTYtu2bUwmEwBIkhw6dCiHw5k4cSK12jMoKOhvm/eGhoZS+wVNJxE+gj9jLn/G3J6MwPH2m8hjMTGsWKHuUGtUeTkcv7+sTjCgMUeMeuxORIzB5IVP7/t4HjHAuk/odLpff/315MmTALB161ZD44jNmzfHxMTExMS4uro6Ojp+9NFHnc+CAMBgMKhf5vj4+N4IG0H6kVarpX47rl27dvz4ccPxBQsWLFmyZMmSJRiGrVmzpq2t7fr169u3b4+IiOhMC3vUm7DnWF7juTzeOB5LD5AtUxI3B+3sKEajW2/4DONwQs0ezC6Y0/GJfDbO41m80oWeB71kgCVCGo22ZMmSurq6K1euODo6Prxvt4eio6MBIC4uzlgDIshTgk6njx07trm5OTg4WCaTGY4PHz585MiR1HQfn89ndrHMVVBQEJ1Oz87OlsvlRo7YZGB0OmvcRF8+CwCyZCriZkZ/R9SL+NOjbD/8/O1hzjhfgAvMXMzNFvpOdjp4imbR/3UwBlgiVCqV77zzzqhRo0iSrK+vr6mpAYDIyEhDufpVq1Z1b+RZs2axWKzU1NSWlhajhYsgTwG1Wl1UVKTRaAoLC0tKSqiDbm5uhi19hnb2XSIQCCZMmKDRaNLS0owWq+nhePv78tkAkCVVqgpuk0qivyPqLWKx+P6o8W6J2Zr3P7P+6HOnX04NOXqO4eza33EBAGCk8Rot9gG9Xt/R0UGj0czMzLRaLYZhhl/mnpsxY8alS5cOHDiwYsUKY42JIE8DlUrFYrHkcrlGo3nCbveueu+997766qsPP/xwy5YtxhrT1Chv3Sh9eYH37Wo9kNnjXEb+GMOZPDi7ie3du9fHx6elpUWv19fU1Lz++uv9HdF/DbArQhzHLSwsqK27dDrdiFkQ0OwoMnhRHUp5PJ4RsyCg24TGwBozgcvljuEydSTkyFWyS/EwoC5OOm/SpEkXLlwoLCycPn26oSzDU2KAJcJeFR0djWHY5cuXFQpFf8eCIANAcHAwjUbLyspCvzLdhjEYDJeh04TcqUIuF8ekZ2Kr5oaoivP7Oy7ja29vt7S0jI6O/uWXXx7u3vM0GGBTo71t8uTJ2dnZZ86cQZ2VEKQzvL29b926lZSUFB4e3t+xDEhETlb9mhd317SsdTAHAJlOf7xV9oqbg/NvZxkubv0dnalAV4T/A82OIkiXUB0k0Oxot7Vs3QBajUjyYI2MiiTTpYReRdz/anP/BmZSUCL8H1QijI+P1+l0f3sygiDUbcLk5OT+DmRA0olbtfV1AKAnoYRQlxDqMqUGAECnJ7LSBuvNwqfQIKksYyxjx45duHDh5MmTNRqNcVfiIMigFBwcjON4RkaGUqnszDZ85GF6mRSj00m1SgfklQ4CABR/lHgFnZbU64zYFx55AnRF+CiBQLBu3To2m11QUPDNN9/0dzgI8lSztLQcM2aMSqXKysrq71gGHrqDE6nTAgADw96wF75hL1xp+6CbFW5lg7Jgn0Hf6Efl5eVRD6RSqaGEG4Igf2Xz5s00Gm3ixIkAQJLkwGq3278wBkMQ9bz07MlHjuMcrvny1f0SkmlCifBREonk9OnTAHD37t3+jgVBBoDPP/88MzMTADIzM3/77bfdu3f3d0QDifW/PlIX3vlOowW9FgDMabQtI5w5k6eYL17R36GZEJQIH0WSpEqlAgBDM1IEQZBegrE5jr+c4p/8TXo6Vnu/me3o7Lj4JX7kXEAX1n0IJcJHCYXCRYsWAUBGRkZMTEx/h4MgT7vGxsb33nsPABoaGiwt+7+A8oCD0enChS8JF77U2tqanJzs5Tby9vHjM2fOpEpoIX0AJUIEQXrEyspq7dq1AJCbm5uQkNDf4QxgR48eZTKZ7u7uFy9ebGxsRImwz6BVo48ylNL39/f/+uuv+zcYBHn6MRiMIUOGDBkyxNbWtr9jGcAaGxsJgsjJyWlrawsPDy8rK+vviEwIuiJ81MPbB3EcfVBAkL/h5eVFPeDz+a6uT0VXnYHI3t5+3bp1FRUVOp2uvLx89uzZ/R2RCUG1Rh/vwoUL1dXVAQEBGRkZUVFRDg4O/R0RgiAI0ivQFc/jzZw5U6lUqtVqNpuNWvUiCIIMYmhq9PH27t1rbW3N4/FsbGxKSkrGjRvX3xEhyNOLIIhTp05R7ULv3Lnz7rvvotsKyACCEuHjzZo1S6PRuLi4WFlZ2djY9Hc4CPJU43A4w4YNy83NXbx4cVFRUX+HgyBdg+4RIgjSUzKZ7PTp03K5vL6+3sLC4rXXXuNwOP0dFIJ0FkqECIIgiElD8/gIgiCISUOJEEEQBDFpKBEiCIIgJg0lQgRBEMSkoUSIIAiCmDSUCBEEQRCThhIhgiAIYtJQIkQQBEFMGkqECIIgiElDiRBBEAQxaSgRIgiCICYNJUIEQRDEpKFEiCAIgpg0lAgRBEEQk4YSIYIgCGLSUCJEEARBTBpKhAiCIIhJQ4kQQRAEMWkoESIIgiAmDSVCBEEQxKShRIggCIKYNJQIEQRBEJOGEiGCIAhi0lAiRBAEQUwaSoQIgiCISUOJEEEQBDFpKBEiCIIgJg0lQgRBEMSkoUSIIAiCmDSUCBEEQRCThhIhgiAIYtJQIkQQBEFMGkqECIIgiElDiRBBEAQxaSgRIgiCICYNJUIEQRDEpKFEiCAIgpg0lAgRBEEQk4YSIYIgCGLSUCJEEARBTBpKhAiCIIhJQ4kQQRAEMWkoESIIgiAmDSVCBEEQxKShRIggCIKYNJQIEQRBEJOGEiGCIAhi0lAiRBAEQUwaSoQIgiCISUOJEEEQBDFpKBEiCIIgJg0lQgRBEMSkoUSIIAiCmDSUCBEEQRCThhIhgiAIYtJQIkQQBEFMGkqECIIgiElDiRBBEAQxaSgRIgiCICYNJUIEQRDEpKFEiCAIgpg0lAgRBEEQk4YSIYIgCGLSUCJEEARBTBpKhAiCIIhJQ4kQQRAEMWkoESIIgiAmDSVCBEEQxKShRIggCIKYNJQIEQRBEJP2//ZxAIwlAbtCAAACjnpUWHRyZGtpdFBLTCByZGtpdCAyMDIyLjA5LjEAAHice79v7T0GIOBlgABGINYEYi0gbmBkY1AA0ixQioNBA0gxM7E5gGkWdgjNDOOj0+wMaPJgPhNUnIkZLg+hEeZDbcVhLAFpRrApjIyDheYGhak4A4MEA4MkAyMTA6MUA6M00PcKzJwZTMwsCSysGUysbAmsPAps7BlMbDIM7BwK7JwJHLIMHHIMnFwKXNwazDy8CjzyDLx8Gky8/Az8Agz8Cgz8igwCYgkCghlMgkIJgkoMQsIMQiIZTMLKDMIqDMKqDCKiCSJqDKJiGUyi6gxiGgwiTGzMLKxs7JxsgkIiomIC4t8YIbENBprGb3sOqGo3HwBxpkrOPiA9TwvM/ua68sD103P3g9jvl3Qc6L/Cvg/E5llvfGBD2jsw+8/NJ/uN8pXsQexDR/kO/AlmcQCxpyTkHOhcLAlmr4lpObAzuhTMDrw47cC50mVg9bvmHT3wQuQimK2c8+UA05bfYHbSxGX7/iTOsgOxO/Yb2h/J3AwW/7KjwU4o1xRszhYuLodVpzrA4m1L0x3kw23AbNX/jQ7zO43Abu47s8Hh1eNmiPt/7HNQXSUL8WPuRYetV/tsQWxjx8MOu2MPgPWeKp7icPXPKzDbTMnuQPvfTLB675O7DrSHTwSzFzXWHrBl3whmr/l64sD9b25g9s+qqAMRrnxgdjr77P3z93iB3elZ7n5A79FcMFtUa/OBxaGtYPbrSx9sH16fAHabY5S8gzqDEljcr+yl/fPVJ8Fha73HyUFU7BlYDfvVNw6JgYxg82/ITHR4wWQFZgeqnnUISaoEs+tlGRz/HGsD67V69NihYboa2MwM9zaHWWaBYLYYAHfawzpxHSUoAAADmHpUWHRNT0wgcmRraXQgMjAyMi4wOS4xAAB4nH1Wy24kNwy8+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/PDz8Bn9vniVyoA6sAAAKIelRYdFNNSUxFUyByZGtpdCAyMDIyLjA5LjEAAHicZZK9blsxDIVfpUAXB7gR+CdSlNEpSyane9ChCDq2KYqMefgeyUXNosu1SJOHnw71/PjlhV9Oz49f7l5OD/t3fx5On57uLte8/Hg5Pf3z39/jn76PF3wvt4xc8/+p7gTj++H9FI2FNQ5pTnqcvTFx8MGtkww/ztZckxWJoX3YSnC6yKFNfCQqtDmnjYNaaA9CiTTunmghHz5WbCPHwIyuLGiBmGjKcU9NU0ceZ2qeprKajNhjZaSzMaNrqAVkVrV0lTVKibvsPuboedxzY2UczjjFiESNq3VaGShQdF/jzLsL1O+tSRDuhRyruK1cbzIytpio7JHWhvmIAxruW97RmIkihVVjCFLaDBb6KhKRvPYZafYDB8ok2RQZBAdRDgje84YGxSrqxqlbKp3hIf7DTVm3VLBShzNKtDmxJFxn7cQVd0QmcAIKo9vtquOpmjDPiPYw7E1dGXsbqnHFZnb3wxpK167XUOwpkcEfsZlFCcKCVYbrdlcYbZDBlmI/EHKx5aNnGMt6EGQStmyMjA4+6IplrAwpfFmZ9MAkTDDXDsBYi18xCS2j4QnWvp1P2pdy2EyDl4F4eL4z3dCOXdMarhg1GlHslyWugod9d3x9e/3++dfrz0ltHS+vb9/w7CbfIuEpJZKpt8ho2i1in71EfXrRlBkl0jlKpc4skU0uMCyTC43y5ILTJ1ecyQVHJxccyBQcqBQc8cmFR2JyAaIphUd0SnXHplR7+pQClFOqP1CqBsHYghRTCtKYUokgVIiUphYkn1qJxtRCxDG1EKlNrUgorkg5tS6tT61bw6ACpVAuUIK3UB/ReP8NSt5yg5ZrK6kAAAMaelRYdHJka2l0UEtMMSByZGtpdCAyMDIyLjA5LjEAAHic1ZJtSJNRFMfPnm3PNt3cdG/OuXzyrZlv+TYznbuLFHpB0D4kpDh12cIiKrJSKIUQTaIX0UYMksTAULK+iGV6QRGDSiM/mEKkBaMwTI0oLW07swK/+LkLl//vnHue/z33uXd+oPsteIYMfIPnmWmeafLMWh4LnEcF6yIGo0f4DEtQBSKf8v/EG1UEG9YxZtbzDP/vuk//+a/vusFuk+VNyjfZjIchj/e/qb/3xrYAhIHnHDwGeFuBF+75txxf4mD4AptA6GCErE0o5ViRg2EjQCTmRBKbOBLEUSDx4/z8jXypjJNGgyzAyMjkIFeAfBvIjaDQ2hSBDiYwiAtU2YKUoIwB5XZQxoJK7WBUcaDW2NQhnEbrYDTBnDYegnWgSwBdIuh2QIieC0kCfaiR0RvAkAyGFDCkgoph+QIhK5KwgSq1RqvQ1jO+B4cjbVTdQr/M1FFvcMbZRpeuRyOH6buorP/moJfNdY10xTn11Mslz0x08ocQ86bY94MRsQKLlxdvi2llzU9k2YSd2t3BxMv2NzU0P6QK+SO/he7r78KaKm6I3pPPIgvMC7TuoT/WwIf7A/kRz81eVBRbLI8mbmBNxbWR7FxDNNaUKKSki8nAfPVeB3H3urK9/CrvEnmX3oy9yfS7SGKUFM9i5/JJaOEx5G9D3SSraRRrJovHycUFFjluepiYpk6g552BVnKO+PoMOOsmzrUV5PLFadKXfBh7OFK9SkzOU/ht46rAuuzUoX9iuZtkhBchj0lDrZ27U5Hbvx+gjQPHkbMfDFGX/SpyaHMjPVrTg/wpaYzubzUjL/8qp64mOXLRy/rBryME923rMNHRfBcykXTRtdIG5PrKiayO9m7f2R9Hk5ELfpgvfTFroTPpmJ+fclv6EmrRszPmFhkuKEB+EuUgl3Pake/m9pGm81bkpcwmEnMwBX0+5witip2nkecKu0lZ/B7k3pPj5HWyr5/IKwprZMUw3p29TG2dNTegT2ZvuFWv7MEeNPoU66G5PMxrfgPJ+O1pm9tP7AAABHF6VFh0TU9MMSByZGtpdCAyMDIyLjA5LjEAAHicfVfbbh03DHz3V+wPWBBvujzGcVAXRWygdfsPee//ozPaE+0GIHqShxV3lqRmSEqW0aw/y9PB35+vf/z499g/fX2Cvf7P/znn8Y/VWp++H3w4Xr799vv78fXzy8tPy9ePv98//zrCjnB8Uw/5Ffvl8+P7T4scX49nLy3GrJNPNcaAvZa6fseOo0RGqTKa1ONZS6sasydIOz6ItD5M5HiWIt6seYL0M7rOXrUdz7VIbd0yn3G8M+aIVl2IDDXzzGejTym9e4+G9yFNhyXATqAWgZvoh5TZFdgEOAi0Ej3c7dBiY4pmHieTtDItBKlZGR4WmUcQ+KC9dWVs8+kzRS6BWqmzdzEgewP9WXBRRu8lbLQ5kKYM7dA0QRqRtZgZnBIwZ+sZ60KBaiGVeISQNq1mpEtAc3gcfQgpihmR6iiUh7kNn8ytq7a0iITyWGk6fQRd11anZMCxgBOijLaqLap4ytBEklpm7bPKkn7M3jKGtC6f2jqKnJI2bzVlXalPFLcqfdV6tNY99ckGaihH8WhnBXeBMUHaQkpID2596hTJtq6Ux0uXym2wiqJLRqZSnl7QMtUInG10GxmwrdB4a3hvxdVnT0N31FAvM9TPfpxuXdN9U59RTFRcybphhLV03/ORZR1oSLDuNjGXsglDfWbpAa99zQVBK6VIOd7oSivFXFJOdG8KVULBO4hnpl5cBiJkUCOUg2tqHRx2gapLR5z56dW7D1QlcsXmdWbkW5y5RlNjrlrUdaRjwRqhgmlt0g1CVdKbFSi68O2cnDZiolrYeek8hOBv59xuJAi7azJbipxAwoz5jxXSwJSLdNB5BZJHRWCys+9xEIxMe6dOnNroSWM94UFHxpLrQg4Ra+eJVaOnQ8mpEtpDbYBaFgFO3ppGp0gcNh0NQg6kqlq6IWoUpY85+poMlWKmPtuKbtw5x/GoMiMrJqdCaBCd6F5k0YfjVMiAY8V2TJoa1LxhhGRHtVMfjhrDTWNJLpoyFJRnloqDQGMdBOi3jPSQBTRDSFmVj9MwUpdLHpzkGOuofRYHkGnBBfURDOzpEHMJZCjnSKDf3l9/ubacF5mXj/fX6yLDf3rdVri0ffOxc73f+7m2636Bj4+9bOfSr7vCWsd1JcDHx36NbqHH+/lOw4ZjemN1tNtZ7YjRbyeyMOaOL/y8H+N2vgrWdnlghuOYt+PSmdX9WBTkZVeMeRq2T12kMbnbYWbMVS4aF48w7q2qnRbboXEKKROWvV1ltrTsdJXpMuedDq89tPj9oDgtVz7kFTvTHf1UDp/uXdgSHp/ufIzkwqKX+CvniR3fprKQAN87tXhYtgbWHpYrOkkGSXp9xZxh8b13Y86gTbcfJ8+07L07ywFEXvty8kzL9uPMGdT65tBXzgEub8NISK1fntvDsvnx/rBsfnzlDFYvzDwtcR8MSkF0fxWrvXAnuHe6HOvNraFPy+Yn/GHZbLCT733L9c8/XvD89B8AfGw6sCiSNgAAAyR6VFh0U01JTEVTMSByZGtpdCAyMDIyLjA5LjEAAHicbZO9jlw3DIVfJUCaNXBXEP9EkUYqN6520xsugkHKeIPApR8+h5oNhkhSzB2JIqmPh9SXz19vdHt6efry+euH+t2ePv38gu/rp2M6n7as37cbvbzbf3nth5Xp9V/Ot/vJ0/9H3M/+E0P4/vTj6ZnGNCG/ZExi0uvjMw8S1XXRCGdjWGSYm+rFQ3bQ3RJi8Jax1WSdqG2y16Vjb40Niw3xRQILL4ry0bFsuSCzaBgMa8xwJxh8LYLBB5I4LqLNTieEw6dcz3PQRKy/J95CF9hJ17ndQL+RARhr8jqp1XVrWWKx3KvAYpeFleOdBwVdWEzb++7EiIeTjBVBcjIRVa3wUkKR71TBCLRhZPOf+tfUAjUWCAgbynL1dcFEi0/+OUSkSp4oPZYvFIQlW8jkqkgMGpUNkXUrapSQMkCYDSAeFmZIXyJtQyJnXuFlWNOISj2oghbU/bSjmPDPGyaUxaEbUTLXRO2wBDSIo6ZNOoljepROCHYvFwbp0QRzgbSbCJ0o2abhXIEgpTUc95L7Legz5KHJjJQ2VCamDJfYWm5l8R1oNWLgUgOzoBL6eVfQiTFnPsJYj6ih4tW0GBMCytEPzQPnxz3kjC6AJaImzQfL3IdYJeyEOcZcymfTKuhAJxbGu5qJ8QYSYcZKyOoCDCUgNAmlU5jUKwEkZsFL9eAgiH3uklmNirVdy2U7BgBvQ1mrL+DjsHpivrUaDjUII4DKAeD3ymXpeTv1vKAnTQhf78T8GPDaZr2LPQkv58P12/e3P3796+3PnKOWL2/ff4dP0mO3kh8bT3lsdmoLWmlt57keu0h/bGjmbjvKaGFJjYOTGgclNRCBa0MRTWowM6nDYNtoBJkaj+CaBoREDciSGxBxciOSndyQSJIbEmlyQyKk6kyR3Jh0JneNIHoXyZMbFO2UThUpjUoppVEppzQqlZRGxTOlUammNCpGqkbFK6UrhXsbFXtqbx6mo1FxpDYqm6mNyii1URmnNirGtlNpaqey1E61UhuVelqj0p3WqSSta2U//gYRsN4zXwJJKwAAAABJRU5ErkJggg==\n", 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u/4FAo9WlvgaRSEhACrc+toYXx6l7WsWtFHN+mizGcEX50D4L6jWHQdeeAAAhuyEvBsb9Ab0myrLoPw1jrh6nOGbMmKSkJBkZmX79+kns0zcODo3+S05OjqWlZWFhoaWlpbu7O/aCGIzkMDMzu379emhoaLs4wsOHD//+++9MJhMAAgIClJWVR40aBQAeHh5lZWU//PBDYGBgWlrakSNHpG+bpFFXVw8MDDQwMKisrJw3b15MTEzTjlBUVVm06zchl7s3p4x0hNdLqueICNWUxBQuP7KaG1dT12Dl10OWaaTANlaUHd9FTleGCQC3Vev2KuvWopWX1lDIi4GiJOg1UUGWObufMD4+vq6uLi4urrKy8s8//1RQUJDcv8DnYEf4kZKSEisrq/fv348dO/bu3bsyMjLtbREG8y1jbm6OHOHq1aulP/upU6fWr1+PHGFoaKienh5yhNOnTz969Kiamtry5cuPHz/+pbc/e/bMx8dn9+7d+/fvB4CdO3cyGI1smHVMlixZwuFwCIIQCoUfPnwwMzNr+vXVj+4T4rHNT3BExIhX2VzRvzHF3mzWaEX2KEX2GCW2JosBAHR5edmhI9nDjeVGjPrTcLRKWP7GKyk8gUikORQAoDABANZY6M2y7nfo0KEBAwaEh4fn5uaWlpZ2akdIEERaWpq+vj6dTn/z5k3//v3RLzU/P19DQwMdV1dXCwQCFRUVCuetqqqaOnVqSkrK0KFD/fz8pPwdYDCdEFSMGxoa2t6G/D+6dOmio6NTXFwcFBQ0bdq0L71szJgxkZGRDAYjMzOza9eu/yEviCAvcV27dv3qi3kv4wgeFwA4QuJEfgU6mcrlz1GlabKYIiBMlOSMFGXHKLK1ZZgAQJdXkB06Qn70ePYIY9khI8RF1Own6/34XTe7Uy/9E3oDSx6q84Bblvih+vfffx8wYACdTjc0NKyqqkLdvqRJx3KEycnJ5eXlV65c6dq166hRo5ydnTdv3gwANjY2Fy5cQIHj69evv3///sCBA1RNyuVyZ86cGRcX17t3b39/f2pdLAaDaZQBAwZoa2vn5+enpqY2XxyZQhYvXoy2PxITE9evX49OXrt2TSQSde/ePTk5ecCAAU2P8O7dO0tLy+rq6tzcXOlfu9vI69evBw8ejI5zcnKUlJRIp+jn58fhcJCzz8vLm1BZrQwAADJ0MFb8mMYZW8MDAL+BOmw6DQDoCoqyQ4bLjx4v952JbP/B8OV9JTVFmbVWPf0TS0B9IOTHQVFSeKqW8+a1NAAFBQVDQ0MrKyvp31h0rG2wwYMH5+fna2tr19TUmJmZ8Xg8Sc8oFAoXLVoUGhravXv3gICAbt26SXpGDAaDMDU1hfZbFDo6Ojo7Ozs7O1tYWJAnlyxZ4uDgICcnN3PmzCbe+/LlSxaLJRAIGAyGpqamjo6O5O2lmIkTJ5LH+/fvDwwMJB+mp6dzuVwWi5WSkrJy5Uq/Sg6NLQcALBptnBIb/afOYgAAm05j6enrXvHWD3mlc/qK8i+rZAcObcILIswGqDLoNNAaCgBQlFhWw69hqhsYGMjLy3fr1o35BRluidKxVoSvX7/u1atXUlJSly5dQkND5eTkyKeePXuWk5MDAKmpqWx248UlLYUgCHt7ey8vLzU1NX9/f319fUqGxWAwzcHc3NzT0zM0NNTe3l76s+vo6KAriZKSUkvfO2LEiBEjRgBAu6xlJc2vv/4qEAgOHz4MAHw+v8vQkbT3rxt9JZ0tr7F1n+zAlqkiKMuzhvZQeln07zZhaErZcL0ubbW7DXQsRzhgwICkpKQtW7bIyMikpKT89ttv5FPR0dHp6ekAkJqaOnz48G3btsXFxY0dO3bcuHFjxozp0qU1/4ibNm26cOGCvLy8t7c3zuHGYKQM2iYMDg6W5qT379+fPn26NGfsmAiFwnv37qHjrKws8afCwsJQV6yMjIyrV68uXmEvO3pkwfaNf+n+20JyvrqSftcuSjPmyI02acXs5gNVX2b1BZYcVOUCryI0pcxhSq/Wf5g207EcIYPBGD58ODoeMmSI+FMODg5oj9DV1fX9+/ePHj2Kj4/39/dH7+rfv7+RkdH48eNNTEwGDRrUnBLd8vLy+/fvy8rK3r9/f9y4cRL4NBgMpikGDRqkqamZn5+fnp7ep08fKcx44MCB7du329nZ3bt3T1b2Y+H2ypUrW5clnpycvHnz5vLychqNtnLlStRz8b+CSCTKyMhAx1VVVeJPTZgwYcKECQDQu3dvKysrAICJU3ROXJi1509haQmNyQQgxigqqaz5XXne4tbNbj5Q9fijLFAbAAXxUJQUmqIpIgh6O0orEP8FTExMUlNT0bGLi8u2bdvy8/O9vb03b95sYmLSIFKqpaVlbW29a9eugIAALpdLDuLu7j5hwoT6+nqCIF69emVvb5+fn//o0aP2+UgYDIYgfvzxRwA4f/68FObatWsXADAYDDc3t7aPxuFw+vTpExsbSxBEeXn56NGjnzx50vZhmyYkJGTRokW5ubm2trZ8Pr8tQ2loaJDHK1euvH37dnPeVZ+VWfssgvc6QSRo0+yl1fX0BQ9g+GIAgH7WYOeX+KGqLQO2kY61IvwS06dPJzOa+vfvr6am1q1btxkzZsyYMQMAuFxubGzs06dPnz59GhUVVVhY6Ovr6+vrCwBsNtvY2HjcuHEmJiaVlZWZmZlHjx79888/6+rqCgsLu3XrhrNjMJh2xNzc3MvLKzQ0tG/fvmlpabNnzz516pSDg4OysjKFsxAE8ccff/zzzz8MBsPd3X3RokVtHzMoKMjY2NjIyAgAlJWVN23adOnSpUmTJrV95C9RV1f38uXL4cOH6+jofPfdd5KbqAlYPfVZPSnIpVBVZA3WVUz8uE2YCAChKWVDdFu8WUsV/w1HuG3bNvL4816AcnJypqamKAMNAPLy8iIjIyMiIiIjI+Pj4yMiIiIiIgYMGLBq1aqVK1deunTJxsZGeqZjMJgvg/6cQ0JCPDw8YmJiVFRU+vTpQ226OEEQ69evP3nypIyMzPXr16lq/JuXlydeMtGjR4/c3FxKRv4S8fHxSkpKoaGhlZWVbR9NXEh50qRJ0glNi2M+UDXxfT9gykJlNtomXGvZU8o2kHSs8glK0NHRsbGxOX78eGxsbElJiZ+f3/bt25ctWwYAbDb7wIEDDg4On7/r8ePHr169krqxnZHY2Nhjx46VlZU5OTl5eHi0tzmY9mTo0KFqamofPnxA+RqUC3ALhcJly5adPHlSVlb21q1bVHlBANDR0RH3fDk5OZIuJRwzZszSpUt///13oVAoJyfXxiQjVIqdn5+/evVqHx8fMjlDapgPVAM6E9QGABBQnByaUtqOutffoCMUR0VFZfr06fv27fvjjz/QmR9++AEAHj58KP6yrKyst2/f3rlzpx1M7GQIBILQ0FChUOjt7T1nzpysrCyhUNjeRmHaDRqNhmI5bm5uPB4vMzMzPz//5cuXlAwuEAh++eUXd3d3BQUFX1/fpksDW8qkSZNiYmISExMBoKam5ujRo9JJlhk2bJiqqqq9vb2lpWXbR1NQUDh37tzNmzc5HE7bR2sR5gNUaTQgqwmLqurf5NVI2QaSb9wRNsqJEydOnTolfkZGRiY7O7uyspLAvTgkzK1bt2pra589ewYAKHEJi5s3k9zc3FWrVolEouPHj7u6upKZft7e3kVFReg4MjKyvLwcACIiIhqkAnZY6urqNDU1Dx06dPfu3UuXLk2YMGHKlCltH7a+vn7evHlIpsrf31+8ap4S5OXlvby8fvvtN1NTU0tLyyVLllA+BUldXR15aRIKhXw+n6qRu3TpMnLkSD6fHxUVRdWYzUSji8xAHUXQFNsmfFMmZRtIOtE1iM1mo/xSfX39jRs3iguKlpWVKSgoMBgMvDqRNLa2tjt27LC3t7exsQkICBgxYgRuR9dMunfvPmDAAIIg6urqRCIR+e+2YsUKsr3tkSNHMjIyuFzulClTVFVVjY2Nd+/eHRcX1zHv8AiC2Lhx48OHD0tLS+l0elxc3J49e4yNjXv27Llq1ar79++3eplSW1s7Y8aMu3fvqqio+Pv7S6g+avjw4QEBAeHh4VFRUUOGDLG1tUVF6JQzc+bM+Ph4dHzz5s1NmzZROHg7ir6aD1QF9f7AkIGKLKirDk3BjlDyrFy5cs2aNQDA4XAGDBggvlc8ZMiQbdu2OTk5tYu6TyfEwsIyKJUTKjLZH6sx5XD0uaAPPH4j8vaYRlm3bp2xsTG5RSQvLy8SicSj/YWFhcbGxjQajXQt+vr6aCtI+hGwL4FyWI4dOyYjI+Pp6VlRUeHt7W1vb6+rq/vhwwcXF5dZs2YpKyuPHz/+8OHDcXFxzR+Zw+HMnDnT399fS0srJCRk9OjRkvsUy5Yt69atW15eXnl5+Y0bN+7evSu5uSREuzpCNaCzQK0/AAHFSbee52+/lVpZK5C+JZ3xun/z5s1ly5ZNmzYNFY0icN8lqVHNE3x/JDY+q7KG93H9/TS1fO/dtKC/vuvbDff9+CJlZWV8Pj8oKIjL5RYWForXABw5csTa2ppMqO7Vq1doaCiHwwkKCvL19fXz83v//v3Zs2fPnj3LZDK/++67GTNmWFhYoNT/dkEoFK5YscLd3V1eXv7OnTtTpkzh8/kTJkxABVGvX7/29fUNDAwMDQ2NjIyMjIwEAH19fUtLSwsLi2nTpikqKn5p5IqKiunTp0dFRWlrawcEBJC60hIiLy+vsLAwLCzM2tqaxWLFxcVVV1e3QrPtq2RmZiIFAMpzU83MzBgMxvPnz2tra+Xl5akdvGl6qLABAIYtAhoN1PoJRYSTb+a5oA/hO8f205bupaDdKhjbj8LCQgaDISsrW1XVniWcnZbJB56zF/qA5hCw8/v4X/+Z9Cn/aK8JrOYK2tu6/x69evUiCGLPnj3bt2//4YcfYmJizM3N7e3t7969W11djV6TlJTk6OhoYWEhHvMwMDCwt7f39PQkXyYd+Hw+yitRUFAIDAxEJx8+fMhgMExMTBwdHVGVOkEQpaWlnp6e9vb22trapNlycnIWFhaOjo4pKSkNRi4rK0Prv549e6anp0vhsxw6dAgAVq1aRRAEmvrx48eUz2JlZTVnzhx7e3t7e/tJkyatX7+e2vFHjhwJAEFBQdQO2zS8eqHuuidg5wcT94HmYNAYBBqDYeJe+gI/3XVPePVCaRrTGR0hQRAmJiYAcOvWrfYy4OnTp+RxSkpKWVkZQRB5eXnHjx8/cuRISEjI2bNn3d3dv/T28+fPe3l5EQQRFBS0a9cuiZtLHSHJpYpLH8NPd0Fe419HqDceJh+S/+XhgXtp7W3gfw/kCHk83tChQ0eOHOnl5UX6DBkZGQsLC2dn5zdv3qAXl5SUINciLiWBXMuxY8eysrIkbW1dXd3s2bMBoGvXrpGRkeT5o0ePijff0dfXX7Nmja+vL9lCNjY21tHR0cTERDy7Cvlyb29vHo9XUFAwdOhQAOjXr192drakPwji6dOnADBw4ECCINDW3bZt2yifxcrKCm30EgRx9epVyh3hhg0bAEDKV5JzQdmKSx/DzPPQRRdmXwY7P5h1CZR0YOZ5xaWPXZ9I6RtEdKI9QnFQEcX9+/fbZXaCIGbNmkU+PHDgwPPnzwFAW1vbwcGhpqaGTqenpKTU1dV9aYQ5c+ZUVFTU1tYmJCRIIg4jOW5H59fWNZ6RVFsvuvY0X8r2fDPIyso6OzvHx8fr6emR6z+CIAIDA1HXUwMDg5UrVwYFBU2dOtXFxSUnJycyMvKvv/4yNDTk8XiBgYEbNmzo1avXL7/8Ijkjm8hh2bBhA7lNqKOj8+7du9OnT1tbW6upqVlaWh45ckReXn7z5s0RERF5eXnu7u42NjbKysqZmZmurq4zZ87U0NAYMmRIYmLikCFDQkNDe/ToIblPIY6xsbGCgsKbN28KCws7Zqvh5tAult96nl/DE0B2JOhPAjlVAAB5NdCfDNmRNTzBrWipXgo6qW/3SS4AACAASURBVCNE96S+vr4UJiK3HZFI5OrqamtrGxkZeeDAgezs7KZf//jxY0VFxYSEhCZcZkcjq5grQhmMvAoI2PTxv8IE9GxR5X/mg3QcDh48iA4sLS1v3LgRHx9Po9E2b94cEBBQUFCA1n/Itbi6us6bN09LS8vS0tLJyUlFRWX//v1xcXGFhYWenp6LFi1SVlYeOHCghOz8ag6LoqLijBkzXFxccnNzSV8uEAgCAwO3bNkyaNCg3r17r1y5Mjo62tbW1tPTs6SkJDY2dteuXUZGRjU1NUpKSjo6OsHBwdLUTWSxWGPHjiUIIiwszNTUlMFgREdHU56RNGrUKFJjUkdHh/JWOWZmZnQ6/dmzZ1JoAUuSX1EHAMAtA7ZYL3R5NeCWoWfJi7MUkvlpRIfMq5YCAwcOfPPmTVBQkHiDSulAEISysvLx48fRw3Pnzu3YsWPq1Klv374NDw/X0NAYOXLkw4cPR4wY8aWEt9u3b79//97BwYHFYoWHh5Pych2fNe5JZ59kE4J68LGHWRc/no04BH2/B61hA3UUk4+Ytad9/3E4HI6amlpdXV2vXr2srKwsLCymTp2qpKQkEoni4+MDAwN9fHyioqJEoo85ugYGBhYWFtbW1lZWVrKysnw+v76+XryyiCpancNSUlISHBzs4+Pj5+dXVvYxvV5eXn7cuHHW1tazZ8/W09MDgEePHk2bNq1Xr17v3r2j3Pim2b9//44dO9auXXvq1CljY+O4uLjAwMDJkydTOEVgYOCDBw9sbW1HjRpF4bDiDB8+PCEhITQ01MxMSn+ARn9FvsiqhJQ7IKyDIbYfzyZeBaYcDJxj0q3m5wGVhYWFurq6TCazpqZm1apVkjOmk64Iob2jowAg/AR5L9KvX79ly5bNnDmzR48e9vb2TaR9z5079/fff2exWPCpzbd0yM3NRXs2b9++bd0ydM6obgqyjecqy8kw5o3RbvQpTDOprKycP3++lpZWVlYWWv9pampOnTr11KlTXbt2JUOLFy9enDdvnnhoUV1dfcqUKfb29snJyZRbVV5ePmXKlKioqJ49e4aHh7cok1NdXd3GxubSpUtFRUXh4eFbt24dMWIEl8tFsdyePXva2dkBgJWVlaqqalZW1vv37ym3v2lQ8jmKK0ooxnj9+vWjR48GBQVRO6w4Uo6Oej7Lf5VdBQCgZwrvgoBTDADAKYasEOhpqijLWDJj3KJFi2g0moKCwosXLyS+ASTNDckOBdrl7tmzp/SnFolEmpqa5MOFCxc+fPhQ+ma0lMrKyvv3769fv/7Vq1eBgYGt3lo32f1UZoE3qPb9N1mmzzSwclJe7l/BaVNvFwxJE2mi3t7eqD2ZQCAgQ4visgYGBgYODg4BAQFI0KSNSCKHpbCw0MPDw8bGpmvXrjt27EAnUemFh4cHJVM0n7q6Onl5eRqNVlhYiG6szczMKBxfJBLp6OgAQEJCAoXDNuD27dsAMHnyZMlNQXI1Mpe56AFMPfExR2byIdAcCppDQGsoWDjSF/jpOQTlF5Y4OztXVVXt2rWLw+GQ37KE6LyOUCgUopzsly9fSnlqqhxhfn6+jY3N2LFjx44du3HjRvHmixIiJiZm06ZNaOoTJ060bpCymnqjvyIUlz7+6AWnnYQRS8DOd82FJEqNxRBEs9NEP3z48Ouvv+rr64sX1KqoqMybN+/ixYsFBQWtmz0vLw9taA0cODA3N5eSTxQdHX3o0CGCIJydnffv319UVITOOzk5AcDSpUspmaVFoO0VLy+viooKVJpVW1tL1eBITEBXV1ckElE15ucUFRXRaDR5eXkejye5WQiCcA3Kpi94AFZOwFKALj3gxxv/3hDb+cn98rDb6sC0Ak5qaqqnp+fjx4+LioouX76cn58vUas6ryMkCAKJy+zZs0dqM1ZVVdnb25eWlh4+fJg86eXllZbWmrIBCwuLa9euEQQhEonWrl27fft2ygxtjNLS0rCwsA0bNqSkpKxZsyY5ObnVQwlFomuRub03BIOdL8irAwBMPTFiaziF1mIagNZ/qAKhifUfn88PDw/fvHlzg3L7QYMGoQSc5veDzcrK6t27NwCMHDmyuLiYws/i5OSUlZV1/vz5oKCg4OBgdDI2NhYAevfuTeFEzWT37t0A4ODgQBDEiBEjAIC0qu3s27cPAFauXEnVgF8ChawjIiIkN8X//LNoC/zA4jCw5AAA9Exh/n2NlQF9Noaorwzo/3vo7ttvq7jtEBbq1I4QNe81NDSUznRcLhfdOf7www9tH62oqMjAwIB8mJ+f36dPn7YP2zSJiYkFBQW5ubmxsbFkaVqricmoADs/6DsdAGCILdj5ZRZxKLET0zS5ubnnz5//8ccfu3TpQrq6mTNnNnhZZmami4uLjY2N+A6NmpqajY2Ni4tL0zfpb9680dXVBQBjY+PS0lJq7XdyciooKDh58qSvr++zZ8/QSYFAgNr5Sq2IkCQkJAQAhg8fThDE+vXrAWD37t1UDY6KTO7du0fVgF8CKVAeOHBAQuM7eqeDnR9M3AsMGQCAXhPA1ttwW0RxFQUR+DbSqR0hj8dTUlKi0WhS+MsRCARz584FAB0dnczMzLYPmJCQMG7cOPKhSCTq0qVL24eVJiIRobvuCUzcCwCgog92ficevZO+Genp6WTUjsPhkLIm9+/fP3LkyMuXL3fv3r19+3Ypy69IB/FtwqNHj37pZbW1tQEBAZs3bxYvrmAwGEZGRps3bw4PD28QtUtOTkbbWqampqipC4UkJCTs3bs3OTn52rVrbm5u4lNPnz4dAK5evUrtjF+Fx+Ox2Ww6nV5SUoK6uU2cOJGSkUtLSxkMhoyMjBRksG7evAkAVlZWkhj8oxc03/XRC/aZCra+JrufdpC0gE7tCAmCQI06T506JdFZRCIR6gysrKxM1ZZkWVmZnp4eeRXIzs5G8haSoL6+Xvz2Py8vr/nxsaZZfSER5t8HljwAwMwLkw88o2TYFrF169Zz586h45SUlPHjx6Pj2tpaBweH1NTUDRs2/P3336GhodK3TZqgBOavkpGR4eLiYm1tjaQvERoaGjY2Nh4eHuXl5S9evFBXVweACRMmSPnuATV/sLe3l+akCFR1cP/+fdRJg81mU7Jnf/XqVQCwtLRs+1BfpbCwkEajKSoqov5oVCESEb9dSQY7PzDZDHQmAEA/a7DzNdsb1S5R0EbpvOUTCPEiivLy8sDAwMDAQMpn2bRpk5ubm7y8vK+vL1WdoFVUVEaOHOnq6goAAoFg165dktMESU9P/+mnn8iHM2fOzMnJoWTkH4y0gM4EbSMAgNxnYW/KyjkdReKAw+GsWrUqLi5u69atQqFQamIlUiYsLKyiogIAMjIymtMRF6We+vj4lJSU3L17F/WLKC4uvnXr1s8//6ypqTl+/PiSkpIZM2Y8evSoCXVsSYAqGVCgUqKIRKLk5OTa2lp0xairqyOLKFRVVQcPHszj8WJiYto+EWoqMm3atLYP9VU0NTX19fVramr27NlTUFBAyZgEARsuJ//z4B1kBcNTJxAJYNBcMF49bbjmo82jlNgdpetDZ3eE1tbWTCYzJCSkoqJCTk7OwMCA8mKdffv2OTs7y8jIeHl5IY1TqnB3d4+OjjY1NTU3N9fX1//tt98EgnboYNIWJg1WV5Znge4YAICcZ3wh8eBlsfTNCA8PP3fu3Llz527dukWeTElJiYyMnDFjRmhoqKGhob6+vvQNkzQcDicpKen9+/dCofDevXtPnjxp/nsVFRVnzZrl4uLy4cOHjIyMY8eOoc60qqqqQ4YM8fLyEl8ySgdDQ0MlJaW3b9/m5eVJdKKEhIRLly6xWCwDA4Pg4GA6nY7q8JAPpqomTyQS+fv7AwAK+UqasLCw/Pz87t27HzhwQFtbe/DgwVu2bAkMDGy1/JZQRCw/l3DicRakP4QoZyCEMHQBjFhiPVLzzkYjORnG14eQFp3dEaqqqpqYmPD5/EePHrHZbAaDYWhoSOH4Z86c2blzJ4PBuHz58tSpUykcGQBUVFTc3NzCw8MjIyO3b9++ZMkSDQ2N4mKJOJLKysrgT1RXV1M1LItBmzJMHbqPAjoTipKgrvp+XCFVgzcfJpMpKysrKysrXjxgamq6fPlyRUVFGxsbKysr6VslBRQUFPr16wcAZ8+eHTduXKub2hsYGKxfvz4gIMDT0zMnJ4fNZrNYrNjY2LVr17q5uVFqclMwmUyUWhIeHi7RiUaMGKGhocFisTQ0NHr16oWE1mRlZV+9elVRUdEKR5ienp6SklJfX3/t2jVSWzE6OrqoqEhfX79///4S+RhiPHr0aOrUqVwuV19f//vvv5eXl09OTj58+LClpaWOjs7ChQuvXbtWWlra/AGFImKJS8KF0Bx46wvR/wMCwHA5DLX7aYz2nY1GbFbHcj0dy5p2QTw6evv2bfSQEq5fv75u3ToajXbmzJl58+ZRNaw4L168sLS0XLZsGY1GKykpqaioQKmwlFNRUSEJRwgoOspSAM0hQIggP/bhqyLpN+kdO3bs4sWLFy9eTOG3/1/Bz88vMDDQysqKzWa3XbTWyspKRkYmPj6+srIyMzPz9OnTnp6elNjZTKSjkJKTk5OWlpadnX39+nUbGxsAkJOTMzY2FgqFgYGBpaWlNBrt6dOn9fX1zRywrKzM39//woULZmZm58+fRydRXNTa2lpCn4LE19d39uzZXC7X3t4+NDTU19e3tLQUpUcNGjSopKTk6tWrCxYs0NTUNDY23rJlS0REBKnS1yj1AtG8E/GXI3Ih+TbEngEAMF4JA2YvMNG5smYEi0Fr4r3tQ3tvUrY/SJxQTk7u9OnTUVFRzUwZ+CoBAQEoNCReMkg5b9++BQBVVVU+n3/mzBmgqDajAcnJyeJiGcbGxu/evaNq8AoOX2bxQzBeBQCgNx7s/B6+LKJq8ObwpWQZTOsYO3YsADx48EBCyRdNI94XSXJUVlZmZGRUVFSUl5eTJ7dt2wb/v8X3woULAwICmvPx+Xz+sWPH3rx5c/z48RUrVqCTxsbG6F9SUh+DIAiCuHHjBhJrXLt2LUq+CwsLQ5p26AVkehSbzSY/mnh6VIMBefXCmU6xYOf3UUGURocxG8DOb5VbolCSmgBtATtC4sqVKwwGgxR3V1JSMjEx2bx5s7e39+ff8Ze4devW2bNnyarhqKgopFy8efNmiRn+ERQ2CQ4Ozs3NpdFocnJySA6UQiTqCAmCsDj4HH64CEADphz8dHeVWyKFgzfBuXPnPDw8goKC4uPj0ZmSkpKLFy9KZ/Zvla1bt5K/fPTjJEv9pAASDafRaK1Ww2k1KMMTAJhMJnItCDU1NVtb2ytXrjShKnDv3r2ffvopLS3t3Llz6BdYWFhIp9Ml8ecszpUrV5AIn/iVytbWFgDodDpZHoOWB6iKxsHBoWfPnuSnQ1U0u3btio2NFYlENTyBxcHnYOcLA2Z99ILj/gA7vz+upnRUJ0gQ2BH6+Pign+wPP/wwf/78BpmBTCbT0NDw119/vXbt2vv375sYZ+nSpf/73/9Qf92EhAQVFRUA+PnnnyWqioT4888/AWDDhg0EQSBx+vv371M7RV5e3sGDB8mHu3fvplYo5OTjLLDzAxUDAIAJe3TWPpHC38ytW7cYDAadTpeohGMn5NGjRwDw3XffEQSxcuVKAHB0dJSmAShnR8ptt9+9e2dgYACfZHQaFej53LU0gbu7OwB8//33krP57NmzqMtxg/L/CxcuTJ06VXz9p6mpuXjx4hs3bqBLHEEQZHqU+ApYS0tr5lxbJYsd0GcqAACdCabbwc5v5+23kvsUlNCpHeHTp0/Ruu2vv/4iT+bl5Xl7e2/evNnExKRB2pu2tra1tbWjo2N4eHgDRb4dO3akp6dfvnw5PT0dSZjOmjWLqmK7pomMjAQA1KZ8//79IBm5xdOnT69atYosNqeWnDIubYEfDLUDAOgzDez8ojMqJDERyZMnT9CXu3//folO1Bng8/nOzs5xcXERERFubm4PHz5ksVhMJrOqquratWsAMG3aNGnagzTJ1q1bJ7UZm5bRaTS0iLpqeHh4kK6lASirQHIlzqdOnaLRaDQazdnZmTxZX19//vx5d3f3pKSkU6dO/frrr5s3bx4wYMCX1n8EQdTU1KB2yuhfAEFjyABDFibuAzu/PV4d3QsSrXCEKCZWWlpKCkbw+fyMjAxy6YNWTh8+fLh79670oxPN59WrV2jdtmrVKnTm3r17u3btevz4MfnROBxOeHj4sWPHbGxsUI0wCYvFMjIycnBw8PT0LCoqioiIOHv27Nu3b1GS/aRJkyStXUsiFAqRnnJCQkJiYiK6fRMIBNTOgsThJKfzZLgtAqadAABgK4Ot71+eqRKaiCCI58+fo/o2aV4rv21evXoVEBAgEomuXbvm5eWFOog9fvwYlTEoKSlJ56YQERYWBgBDhgyRznTiMjpN6780J7SIXikQCFRVVQEgPT29RcbweDw3N7fHjx9XV1e7uLh8KSjt6OgIADQarYF0Pp/Pr6mpQY1lampqXFxc0PlGVRQ0NTUXLVrk6elZUVFBEIRIJIqLi9u3b5+uri6NRmP1n05b4Hf0IQUqWlKgZY4wMTHx119/5fP5Tk5Ojx49Qic/fPgAAFeuXEEP9fT0BALB6dOnyVWUjY3NsWPHYmNjqcpDaTtpaWnIecyePZv0GWRiJ4PBGDRo0KJFi1xcXJKSktCvE5XQnj9/fsmSJQMGDBCXLabRaAMGDFiwYEGvXr1QUEjKghrLly8HgL179xIE0bdvX6BaOZfP5ysqKqJGMxQOK84er7dg5weKWgAAU/4Z/KekZFySkpLU1NQAYOHChR3nB/lfBzlCgUCQk5Pj6OiIwvXbtm0jCKJPnz4AEBMTIzVjyL5I1AbwGyUuLg7dIk+cOLFFf/VfCi0i1/LgwQMAGDBgQEvtqaioqK6u3rFjx7Fjx4qKihoV4t+5cye6yl24cOHzZ5OTk9Empaura0lJSYNnq6qqvLy8li9f3r17d9JsGRmZyZMnOzk5IfHI69evA8Do8ZPPB0tb9LXVtHhF6OTkRBBEYmKiuCMcOnTokCFD0BofOUIvL6/Jkyc30JXo0qXLlClTdu/eHRAQIAXpvC+Rk5ODPJaFhYX4uu3Ro0cbN24cM2aM+E8TALp16zZ79mxnZ+enT5+SHdoqKysDAgJ27dplYWEhLy+PXqmrq6unp/f5r0fS+Pj4AICRkRFBEBs3bgQA1CyJKpBGRr9+/SgcswEv31eCnR/0mwEAMHge2Pm9za+hfJbs7Gy0DTxz5kxprlG+ea5cuXLhwoWIiIgzZ87Exsb6+fkBANLCRXdpR44ckaY9KIBx584dgiAOHTq0c+dOyoW/CYKIjo5G67bvv/++1YJqlZWVt2/fXrp0KdpSIe/FAcDc3LwV0vaJiYlXrlzZv38/j8fbuXOn+FMikQhdH1Bl8+fvLSgoQAsAHo/31c6OpC8nM4PQ+hKFARQVFf9Df2Itc4SlpaUbNmzIzc29c+fO6dOn0ckPHz6YmJi4urqiRiHIEaKnBAJBUlKSi4vLokWLUFsy8W/681WXFCgpKUGWNLFuq6+vj42NRRFRTU1NcbOZTCYZESWXR/X19c+fP1+0aBEAtEvyvbh6ONK2oLYTxfHjxwHgl19+oXDMz9FfHwyTDgAAdNUDOz9nP4qDKkVFRSiJceLEiVLo3diZqaysZDAYLBarpqbm8uXLAGBtbS1NA1BfpPXr14tEovXr158+fdrPz6/5by8oKED7I7GxsXl5eY2+JjQ0FDXlmDdvHlX1IWQ7ZZT+ja45+vr69vb2np6ezVk8pKamzp8/H23yHTlyxM3NjXxKJBKtW7cOLeDQLULbKSsrS0tLKy0tdXNzmzlzZkZGBjqP4lLR0dGUzCIFWuYIq6urMzIyysrKsrKyyAR65AiFQuGYMWOePXump6eXl5eno6ND5pWQq6j8/Pwv5aF069bN2tp6165dAQEBkrtIcTgcJDwxZMiQ5t8hpqamXrx4ccWKFYMHD0ZJViR9+/ZFyVQEQVRUVMjIyDAYDCkEZD5n9uzZAPC///1PIBCgWE1b+gU2YP78+QBAbhhICAeP1zD/PsgoAgDMcDXbG0Xh4BUVFSNHjgSA4cOHN78qBtNqULZkYGAg2jrp2rUr5fvWn0O2kQkODoZPfZGKiorOnDnT/NxgPp9/5MiRwMBAV1fX8PDwRhMdHj58iByVnZ0d5eseVAfFZrNtbW01NDTIq42cnNz06dP/97//taJ9jUAgQFrE8vLyjx8/psrUu3fvHjx4MCEhYceOHS9evCDPo1avf//9N1UTSRoKskaRIyQIIjY2dty4cT169Lh9+7a4t1BQUCAr88iwYW1tbVhY2KFDh2bMmNEgD0VCPabr6uqmTJkCAAYGBl+6y/sqVVVVKCJqbW2Nmp+hPwb0LMrbvnTpEnVWN5eLFy/CpxYqP//8MwCgLt6UgMKJSUmS7SD/JKkE7PygxzgAoHUbbvjzP4VF1NxS1NbWmpqaohuXjpzA9S3x22+/AcCOHTsIgkAZZOIXSkmAnBOKwZJ9kaKiory8vHx8fFo01MuXLwMDA//444/z58+fP3++wbM+Pj4o/9Pe3l4S28wuLi4AMHv2bIIghEIh2U5Z/C4cSZ97e3s3Jymvvr4e9YBTUFAIDAyk1tq///47Kipqw4YNW7duJdcwV65cAQnXflALlY6QIIg1a9bQaDSBQJCRkeHh4WFvbz9o0CDxvBL0FX4eEX3z5o27u/vy5csHDRr0+S+v7QgEAqSEpKmpmZpKTUYin8+Pi4s7ceIEeYd18uRJAPjxxx8pGb9FlJSUoDLe8vJy1BFtzJgxlIyMGk0oKytLOrWELxB1X+mtoN5Dqatqg19LW5Kt6uvrv//+ewDQ1dXNysqi3GxMoyDNQlNTU4IglixZAgD//POP5Ka7e/cuCjKtXr2aIIi4uDhFRUWU0N+rV6/mhxYRFy5cOHr0KGr828DsmzdvNtBhoZxZs2YBgKura4PzxcXFnp6eixYtQunuCHl5eQsLi2PHjn2pqWpdXR0asGvXrk+fPqXW1P3793t4eGRnZ2/btm379u1kvr00wwCUQIEjLCsrI1XEysvLV65cef369ejoaDJiUFBQ4O3tjfJKxCtp0L+UhYUFiojW1ta23ZhGEYlEaMe+a9eupIaIJMjJyUGaUu2yBYU6ot24cYPD4cjLy9Pp9FYvfMW5ceMGSKUUjMPhjB8/HgB69uzp4OBgZmZGbpMgVFVVra2tDxw4EBIS0ky5DZFIhNbH6urqFMaKMV+loqKCwWDIysrW1taicIUkxP8QDUTCIiMjkVBUnz59GoQWp02bdvLkSXIr60tkZWVlZWWJRKLMzEzx269GdViopa6uDm09NqHgId5OWXyZYWBg4ODgEBAQQO5GcTgcpBevoqLy/Plzyq2Ni4uLjY2tqKjIy8sTb1lKEASSF4iLi6N8UklAfUE9CkqgWxUTExOUV0Jum/F4vMjISCcnp1mzZmlpaYlf5mRkZIyMjEaPHr1p0yZqW8Zv2rQJ2RMeHk7hsI2CNqJatDNPFc7OzgBga2tLEAQS6v38prIVrF+/Hj7VZkiO+vp61HStR48e5CWAz+eTyVYNuiChZCt7e3sPD48mrmsbNmwAgC5dukhICgDTBCNGjACA4OBgJOerqqoqiaBCA+fUIIeFktAi4ks6LNQSEBAAn3Y3m8OHDx9cXFxmzZolnqKvoqLy008/ubi4oB0BLS2tV69eSc7mRlm6dCkAiFfrd2Sod4TFxcW//PJLg74hNBpt4MCBS5cudXNzS05OJkMKubm5np6eDg4ORkZGDfJQyALE8PDwtiRlHThwAABYLJaktWsRKF1NOj2y8/LyOBxObW3ty5cvBQJBeno6WvXW1dWdO3cOKIrRI+XfJ0+etH2oLyEUClHjXw0NjZSUFIIgBALBsmXLzp49m5iYSF49c3NzyWSrBiUujYr+bN++HQDYbHZISIjkjMd8CXQLhaqzUQk55ZfjBs6p6RyWpkOLDVZgJSUl6KdIEASPx0tMTBw5ciSNRpNogJf4tLe6devWlr6xUVE3Nputo6ND1WZQi/Dw8ACAmTNnSn/qViBBiTXxSrsGMa4uXbqgiKi3tzdSJUCvd3V1nTJlioGBAbqnI1FSUrK0tGwg+9Ic3N3daTQanU5HiZ1SID4+Ht2CSXpHjcPh7Ny5My4u7unTp0FBQah/wpAhQwDA398fKfbKyso2f1/k3bt3y5cvJwhi3759Li4uKFJdW1vLYrEYDIbkJAJEIhFSpOzSpQsZSEH/jAhFRUUy2YrUo6qurn7y5MnevXunTZtGZi0hFBQUJkyYgBKjmEwm5cqrmGaC9qonTJhAEMTixYsB4Pjx4xSOf+TIESQShpxT83NYmhNa9PDwYLFYKEEsLS3NzMysqKjo6tWrFNrfKEjPLCwsrC2DZGRknDp1CtW8k0lzZWVlktt++hzUVVFFReU/IVshJa1R8RgXKmYnYTKZZIyLTAtGBYiNpts0vwDxzp07DAaDRqOdPXtWOh8TgYJ4UVFUZv83SlBQEPIcW7duRX85f/31FwCsXbuWIAhUKHL79u3mD4jiGH///fepU6eQ50Np6IaGhhL5AARBEMSWLVsAQE5OLjT0XzWZgoKCEydO2Nra6unpif9aGAzGiBEj1q1bd/XqVfHMl8+TsxQUFGRlZcn+ShjpU1paSqfT2Ww2l8tF7XnnzJlD1eANRMI+7yXUTHJyclxdXWfPni1+862urn7+/Pnp06ebmZmJRCLkCKmyvAkyMzMBoGvXrpQUJqLcvYULFxIEYW9vT6fTW3Q1aDsoDPDy5UtpTto62kd0Oysr6+rVq+vWrRs5ciTSUCCdYk1NI3oi4gWIDdJttLS0Gi1ADAwMRFlkFFYRNBMHBwcA2LJl6h4n+AAAIABJREFUi6QncnFxuX37dkhIiL+/P9I3iI6OBgBtbe2FCxeiddKUKVOan7mDHGF5eXlgYGBwcDDxKbAsOU3OEydOAACLxfL19SVPxsXFnT59+s6dOw8ePHBycgoICGi6/LRBRLSoqOj+/ftoB5paqTlMSxk6dCha36C4vZqaGiXrA1IkzN3dnaAoh0UgEJChRXNzcw8Pjx07dixbtszNzU1qjhC5rp9++omS0RISEgBAV1eXIIg9e/YAwK+//krJyM0EhQGOHTsmzUlbR/t3n6iurg4MDEQxrsmTJ3/19VwuNzw8/PDhwzNnzhRPCQMANpttYmKyadOmv//+G20dS/mLRzx58gQk3xqUIIiMjIzs7Gwej5eamkoKooprwJO3F0gNx8PDo4n6gfz8/OPHj4eEhHh7e1++fBnlPaPCg2vXrknC/kuXLqHQFrqciSMSifbs2UMQRF5ennghP4fDCQ0NPXjwoLW1NZIMJZGTkzM1Nd2yZcuHDx8IyUjNYZpJcHCwp6dncnIykjLZt28fQRA//fTTnj172phQLRKJUAIUk8lEImGSyGHhcDjIERYVFfXt2/f58+fScYTTp08HAKo6YopEIlSinZmZGRoaCgDDhg2jZORmgsIAqCCyg9P+jrCNNJpuQ6fT6XT6L7/8IjXlNnH4fD7ajZf+HrVIJEICcnJycrNnz165cuXQoUMbZCEZGBgsXLjw9OnTr169arrKh/xDamn5HY/Hu3z5MpfLzc3NPX/+PPJMDbh37x66i/88+0AgEJw6dSorK6uysvLvv/9uolICRUQbfPtI80gSUnOY5hMbGxsSEnLr1i0AsLCwoGTMz0XCGu0lRAnIERIE4eLigmKk1I7/ObW1tajqiULNByQ4deHCBZTMT6PRpKmEnJGRARLLFqaWDuEIORzOw4cPCYJ48eLFnTt3Wu29ysvL/fz8tm/fjqqIIiMjCYJ4//79qVOnyMIa6bBgwQKQutAwQRB//PEHfFYoUl1dHR4e7ujoaG1tLZ4vB/8/D+Vzzbnk5GQA0NHRaakZFRUV//zzT1lZ2ZYtW968efP5FxoUFIRC3GjZ14CAgABHR0cfH59z586dPHnyq/VPxcXFMTExpaWlHh4epNy+JKTmMM0HyWsVFRXRaDRZWdnQ0NA21lZ/LhL2pV5ClEA6QiQeKQVHiJTKR40aReGYx44dA4Cff/6ZIAhzc3OQZCc1REZGBur9FBYWFhUVhfb4ExMTJTpp2+kQjjAzM3Pnzp0ikWjbtm1BQUH+/v6tG8fZ2Xnv3r2pqaniu3Rol4JCeb3m4OnpCVIX4EZdeWVkZJooFGlRFtL58+cBwMbGphXGXLhwoaysbNmyZT4+Pg1CPdHR0SgxASX1tB1/f393d/fg4GBHR0fxSgnKpeYwzeTDhw+enp7EJx0WFMRWU1OzsbFxcXFpnc4D2q5WUlJCX3HTvYTaTlxcHHnRSEhIkELCHVrsomoTqkDZ16hrN/oX27hxI4Xjf05gYOA///yTmZm5Z8+enJwctCQ4efKkRCdtOx3CERIE4eTkxOVyDx069O7du1aHyDdt2nT16lUXFxfxXTpUTLZmzRpK7f0K1dXVSOpQasqWZ86cQTHhmzdvNv9deXl5t2/f/lLzKZT05eDg0NImw9XV1StWrLh165aLi4uzs7N4Am1qaipq6LFgwQIKAyanTp3Kzc2NiYkRd4TUSs1hWoq7uztKhfvuu+9QV0Lylmvs2LH79u0Tb0X7VWpqar7//vuoqCiylxC5TShR3N3dJ0yYQHadkxy9e/cGgC+10m0dQqEQNYrKyspCV8WRI0dSOH6j7Nu3r6qq6sKFCxs2bEC6qXPnzpX0pG2kQzjC9PT0uXPnxsTE7Ny5c8eOHWRfi5ZSU1Nz7969gIAA8V061Euve/fuUt4vRDop4m1QJIeXlxcqFGlLg4hGm0+hAlDxdJsmlJ++SnZ2NgqVWFtbU6jZf+jQIScnJ5RWI37vSa3UHKZFfJ7DQnY5F0/81tDQsLGx8fDwICtEm0YSvYSaBpUk/fHHHxKdJSUlBQDU1dUp306bMWMGAHh4eNTW1srKytLpdMl1XxGJRGvXrr148WJ2dvbly5c3btz45s0b9C23S7pG8+kQjpAqHj58ePfuXXRM7tKRiZRSFtk6e/YsSEVYISAgABUVODo6Ujjs8+fPaTQaqvJskG7Tp0+fxYsXnz17NiEhofl/t0VFRahYeNy4cY0WybSarKysjIyMqqqqd+/eNcjroVBqDtN8ms5hqa2tDQgIcHBwQCEHcploZGS0a9euBsvElJQUsgamqKjoyZMnw4cPp7aXUNP4+/tTvnX3OUgfcdGiRZSP7OTkBJ9a+iAt35b24mgRZWVlZWVlfD6/tLQUZWbo6Oh0/K36b8oRiiO+S7d69Wr41BFGaqCmYnJycuiin5mZGRsbS1UDT5Jnz56hQhEHBwdqR0Zd71GOQFVVFZlu00DGpVHZl8+prKw0NDQEgGHDhkmzHSCFUnOYZtKiHBayy7l4ZF5LS2vRokWenp6VlZWHDh2Sl5dPS0sjCCI0NNTW1rawsFCa5aEcDkdGRobJZLZI06qloA5ukqhTio2NBYDevXsT0lrdNgB1Mz1z5ow0J20p36wjFN+le/ToEUi9hoYgiNGjR8OnNK2DBw/Gxsa2KHHOy8vr+fPnWVlZZ86ciYmJ+fwFCQkJaANg8eLFlEcetm7dCo1pHqJ0GyQShEo1xG/qxdNtyLfU1taizhh9+vSRcjvAVkjNYdrCrl27WpfDUlFRcevWraVLl2pra5O/KD09vUOHDtna2k6ZMoX45AglY3hTjB07FgAkJ1bM5/P79OnDYDCa3y28+QgEAnTzmp2dLZ3VLUEQRUVFBw8eRBcllL4wf/58SU/aFr5ZR0gQxNSpUwHgwoUL9fX16KfQis7ObQHluS1ZsoQgiJs3b+7atatFXTWys7Pd3NxQ446dO3c2eDY9PR1dMn744QfKe2QTn5Ktvb29m35ZTk6Op6fnhg0bRo8ejTSuSLS1tX/88ccjR44gL9i9e/dW7/62BXQV8/Lykv7UnQoyh4XBYLQxhyUpKcnR0dHCwmL58uWHDh06ffr0vHnzbty40V6OEKkASqL1kniXouDg4GZulLYUVKd/5coVtLplMBikwrMkyMvLQ7fIKGEbZa4qKiru2bMnJiamY9YUfsuOEN2JoC5o8+bNA2mJ/ZDKtklJSQCgpqYmEAgePHhw7NixhISE5o9TVlaGcm3u3LnTIJessLCwX79+ADBp0iRJ9D6sr6+Xl5en0WhFRUUteheZbiMu+qOurq6srNxemwQoUrd48eJ2mb2TIKEcFpFIhBxhTk5Ov379/Pz82sURPnz4ECSTfqyhoUEer1ixQkLpP4cPHwaAFStWEJJf3b5//75v374AMHDgwNzc3KqqKjMzM7RhTF4NWpQeJR2+ZUcovkt39epVAJg4caKkJy0uLh44cCDZqRh1p9yyZUtERERL9Vl8fHy2b9/u5+f3119/iVcFVFRUoE5vo0ePllBTCKRZ2r9//1aPIBKJUlJSLly4gJaDaK+Ry+X6+vq2uk60dbx9+xYAVFVVJbFuxhD/v9Sd8jID5AgJgnB2djY1NW0XR1hdXc1kMplMJuUBduk4wufPnwNAv379CEmubgmCePfuHbriGRoaFhcXl5eXI7+rq6vr4uKyevVq8fQoJpNpZmZ26NChjqDK/S07QkJsl66iogLFBCSqMFRZWYmagY0YMYLL5ebk5Kirq/fo0QN98Y02n2opZBv3wYMHS+6zHD16lMw0ayOFhYWoU3lVVdXNmzcBwNTUtO3DtgjUHRPJiGOohc/nL1y4EAAUFBQCAwMpH590hHw+f/jw4e3iCIlPVxLKU1VVVFSuf2LSpEkScoR8Ph9JWOTm5kpudfvmzRuUnz9q1KjS0tLS0tJRo0YBQM+ePdPT08mXkVU04gL6mpqaKD1KojHbJvjGHaH4Lt3kyZMBQHIVuLW1tWhfrU+fPvn5+SUlJShQ3q9fvzlz5qAcYhIWizVq1Kj169ffvHmzUSnOL4EKVHv16pWTkyOhD0J8iiRT1cOIbAhVXV0tKyvLYDBaFHFtO3/++ScAbNiwQZqTdgbq6uqQmmXXrl2fPn0qiSmioqJevHiBjl++fNle3SU3bdoEANu2baN2WGVl5VOfMDExkVxlJGrPeePGDQmtbl+/fo1SFszMzKqqqgoKCpCkV//+/b90feNwON7e3vb29uRSAS0TTUxMHB0dxavd/vnnn4yMDHT8/PlzDw8PCi1HfOOOUHyXDnX8kZDGgUAg+PHHH8mUEA6Hg67+Q4YMITPBmtlgvYEs6oYNG8gWRWfOnImPj3d2dn779q0kPgUJurOjalcPbVGgGin0B/l5uwlqSUpKOn369IMHD2JiYk6ePOnq6gqfhKYwVMHhcKysrABARUXlq3qw/3V8fX0BwMTEhNphpRMaJQji4MGDALB69WpCAqvbuLg4pOs7derU2traBtuEX327SCR68eLFgQMH/o+984yL4vr6+JntnV5UFMEKKNJBQRcVO4iJkhgSjaZHo6abGP/RGGOMMSbGxBZjEnuXpdlA6b0LgtJ7L8v2NvO8GF157MIWwP1+fDEMs/eeAZwz955zfsfX17dnVz57e/vVq1fHx8cvWLBA/Qd2+vRpbciEDXJHiGEY/itJTEysrq5GEITFYmk8uwRF0bfeegv3uEVFRTKZDH/c29vbP07TpGfzKVwiXA2TyZw+fToeHezs7HRwcHBycsJrmN5++21cnVyrVFVVgUZbS/eM0u3duxcAFi1apJGRHwf+MrF582a8eHTjxo3W1tYA8FzJSgaezLp16wDA2tq6/0sq952uri4ikUihUDSrBaEzR5iSkgL3VCc1u7rNyMjAi7gCAwMlEskDYcLnHa29vf3MmTPvvfeeegvto48+MjhCDfDpp5/CvRpSV1dXAIiKitLGFAwGIzk5WalUhoSE4Lvez96G6eEG6zjbt293cHD45Zdf8MaKunGEJ06cAE0XoaujdHgGE4PBeEJzJY3wzz//FBYW4o4Q77AK9xrjGXgqFy9e3Lt37wPpXVVVVf/999+RI0dwmb2urq6FCxeWlJToxiSFQrFp06bNmzf3sYtFr8HD/5qNg/bsvnLu3Lme1be9Q6VS7dmz5+uvv66pqfnwww/V20tyuZzJZCII0tTUhK9uNdJPIz4+Ho8+vvLKK3K5/IEwYR9vJD09fdOmTUlJSQsWLHBxcfHz8/Pz8xs/frzBEfYGvCMl3pdu8+bNAPDee+9pcHx8TAqFcvnyZRRF33nnHTxkkpub27sBm5ubw8LCvvjiC19f3+TkZAcHh+7ubg8Pj8zMTN04QjwP/ocfftDgmD2jdHgIXavBnuvXr+/cufPGjRtZWVl79uxJS0sLDw8HAA8PD+1NOpj48MMP9+3bh+u54Fy6dGnSpEn79u3bu3fvxIkTr127pmOTUBRdvnz5mjVr9KVaib/v6ligqnfgXTz//PPPnrtfuHjN2bNn8e2ovr+JXrp0CdciDg0NVSgUD4QJ+zh4T/AVIYqiKIr2XBHipastLS0HDhz49ttve6bkPC+D3xH27EuHl3ZaWVlpatPvzz//BAAikYg3ncH3HB5oB9hHHBwcRCJRWlra5MmTV65cqQNHiGuhaTbHMjk5WR2lw9tFaSQl9dkRi8X4G/FzaRq8sHz77bfd3d07d+5Un3F0dFTvcBQUFOhep6mysvLw4cN//PHHcyWXaRAejwcAM2bM0Mvsz05sbCyuJtrTEaaWds5f/hm+06iRWSIiInDx9Pfff1+lUj0QJtTIFGoetzV69OjR7du3438PuKx0r6f4f2LKgxIikbhgwQIA4PF4Li4udnZ2zc3NeEuKPnLixIk1a9YgCLJ///6QkJAff/zx559/JpPJ586dwyscNIi3t/eECROio6M1O+zDiESigoICEonk4eGhwWF9fHysra2rqqpu3rwZHBwMAJGRkSqVSoNTPA6RSAQAdDp99uzZ2D0NVQNPJjQ09PTp0/j2BgAIhUI+n49rOADAxIkTm5qapFKpLk2ytbUlEommpqbDhg3T5bxqPD094+Li8P+DcrlcIpH0ZbTOzs6FCxeqVKo//vjjq6++0tT/BZFIlJqa2tDQUF1dLRaL4+LiACDxdsec7RnRlVQAOHbs2Keffnrt2jWZTNbrWU6fPv3yyy9LpdLVq1fv27cvNTV1xowZbW1tgYGBFy9exJeJ2kYqlV67dq2ioqK4uLi5uXnYsGE9g0rPTZ+99QCgZ1+6NWvWwKMkNJ+Xq1ev4pmfeCfuf//9F0EQAoFw8uRJDVjcA3xFiGFYe3u7hYWFtleEeNMybWwh9ozS4RlMOpBO3rZt2/jx4/FV4L///gsAuEBJv1K16P+IRKKhQ4f2PGNhYfG8XSoHOgEBAep4B95jqC+j/fjjj+row7Zt27T3w7xe1MZ66zIs/BuYlgD3XQWDwQgICPjtt9+et7HasWPHSCQS3KvKfyBMqI1baGlpUQc7RSJRz+hjSkpKW1vblStX+vgDfCEcYc++dPHx8UuWLOljvkxKSgqTyVQ71AsXLuBZv7t379aQyffh8/n4kl8qlV68eFHj2w4P8P3334MWellgGNYzSoeLUn7xxRcan6UnBw4cwN9O8GS8jz/+GNeNwx8E9vb2an3wft4srT/Qc2v05s2bkyZN0q89ukeDjrChoeGzzz5bsmRJSUnJpUuXtNf1l5fdRH3zEgQeAIY5AIDZWMKsH0Pe+czd3b3n+sne3n7t2rX4MvHJA+7btw//IO7Fo6Oj8fXf66+/PqCVmwa5Izx69OjGjRtbWlrw7pR96VurpqCgAO/6u2LFChRFY2JicImEbdu29X3wJ4AnrWlbHgXvJ3zq1CmNj9wzSofv2OAZTFoCfzvBN66xe/3eyGTy4sWLfX19e/aGBQALC4uFCxdu3749ISFB268aA5TIyEhXV9d///33n3/+cXFx0bFOXn8gICDg5MmT2dnZ2dnZ33//fR9XhBiGJSQk8Pn8rVu3HjhwQBs9nk6nNpCXRcOCfUA3BQCwnAAh50asuX6nUYhhWHNz83///RcSEtKzsRqTyQwMDDxw4MDjArGXLl2iUqm7du3CHgoTatx+XTLIHWFTU9PKlStFItGhQ4cAYPLkyX3XNDl8+DCBQHjllVeUSqW6HSBe3qBVdCCPgqIoXhKkpYwSXIXkzz//VGcwFRcXa2OiB95Ojhw5gsv+qnsDKRQKXB982bJlPfUPAQDvRfzee+/9999/D7TL4PF4Z8+exY8FAgFenvziUFZWduDAgYMHD+qli4jeCQgICA0NXbt27dq1a+fMmdN3R6hVjifXk5ZFw9zfgcoBABjiDq9eHLnuennzg8miSqUyMTFx/fr1DywTHR0d169ff+3atQc2PPEePqdOncK7zaxevXoQbKgMckdYX19//vz53Nzc06dPczgc/Dc3ZMiQkJCQ3377LSsrq3cvMjExMTKZ7ObNm7jbWLZsmQ7+FHomXmoJkUi0cePGkJAQLY2PR+nwpJXly5cDwPbt2zU+ywNvJzweDw9p4K+xj6S8vPzo0aOrVq1ydnbuqW2B/8Bff/31P/74Izc3d9euXeq4Tnt7e19EyQcuGzZscHR07FlZ8YKg2RihVjkQW014PRrm/AoUNgDAMC949eL4z+PrOp6iJVJZWXngwIGQkBAOh6P+L2BmZhYSEnLgwAG1PMgDYcJBwCB3hJcvXz5+/HhCQgKDwQCAUaNG4bE9NcbGxvPmzduyZUtsbOxzdXLAe2kCwEsvvaSbCl+VSoXLo+Tn52t88J9++kn9V56YmKhe92iWtrY2EolEJpM7OzvPnz+Pr9E1O8UDbyfXr1/Hd282b978jCMIBILExMTt27cHBgbiQ+GMHj3a4AgxDMOlBA8dOqRvQ3TNQHGEf16tQl6PgoCfgEwHABgxFZbyHL+Ib+h8jnQSiURy+fLltWvX4k85HCKR6OPjExgYiC8ctR0M0iWD3BFiPUJ6b775JoqiT22wju+JPSzxUFpaumfPHnzlJxaLDx8+nJycvHjxYm20A3wceDr7li1bND4yl8stKirCj//+++8vv/xS41Pg4F2ZTp06JRQKaTQagUBobGzU1ODl5eU9mxVnZGTg+Wy9lqJQKpX5+fl79+5dtmzZ+vXrd+3aZWtriytc+Pj4qB2hTCbLycmRy+UikSg/P3+gx0ueDK7ZiyvHvlBs3rxZvSccHx+v3mbvV2wPL4PQKJi+BYgUAICR0+G1cPdvktoET8mCeQLqfhH4O6WRkRGRSHzC/spAZJA7QnUb90WLFj0yqamhoUEthN2zLQj8fyFsqVTK4/EoFAoufN7a2qqXrDm8Bs7d3V3jI+vMEeJJK3gzHby+U1M9LtTNiqdPny6RSO7cuWNlZQUAr7/+uqY80+NWhJmZmVlZWdu3b9+wYcOVK1dwdYXBSn5+PgAMHz5c34YYeJC7XpC76a4XHD0PXov0+y6FL9ZMPqdQKLxw4QKVSkUQpLm5GT8pEol2796Nrw4LCwsH6GbpYHaE9fX1dnZ2ADBjxoxnqTIRiURxcXE//PDDggULeu6JAQCLxTpz5gy+iGxvb9eXI5RKpWw2WxvyKFwu18vLy9/f39/ff/z48dpzhGVlZfhLpUwmw5tCBAYG9n1YdbNiT0/P7u7u2tpaPAUmMDBQg7VNT9ga3bVr1/nz57dv375mzZqMjAxNzdgPQVHUzMwMAF7MlJn+CYpinx67BaFR4LseCCQAgLGBEBrJ/T61W6LhqoYZM2YAwPnz53ue3Lx5s0ql+uGHH3qqEQ0gBq2yTFdX1/z58ysrK728vHg83gOrvUfCYDC4XO6GDRsiIyPb29txIey1a9e6u7uPGjWKSqWamJisW7du/fr1OrD/kVCp1ICAAEw78iiHDh26du3atWvXPvvsM40PrmbUqFF4M42EhITg4GACgXDt2jWBQKBUKs+fPy8Sic6fP3/gwIGcnJxnH1MsFgcGBubl5Y0dOzYyMlIqlc6aNau6unry5Mnq3DatkpaW5ubmVl5e3tHRERwc/FzGDzgQBJk6dSoA4DUwLyB//vlnSUnJ9evX9+zZU1tbq29zAMNg3dFbu6IroeoGpOwEVAmOS8Djw3mTLC996cmmkTQ7Hd51FddwxomOjvbz87tx44ZcLk9LS+vo6NDsjLpA355YK4hEIl9fXwBwcnLqowg6Dr41unbtWpVK5ePjExUVpa+C4p6JlxpEZ1ujGIZt2LAB7mkevv3221u2bOns7Ozq6tq9ezfebTgiIuLZWyHK5XK89nH48OHV1dV8Ph8vuHR2dta4fIxMJlNvLaAoqs6uUigUxcXFSqVSLBaXlJQMgmzyJ/Prr78CwIoVK/RtiB5IS0v78ccfExMT//e//ykUCm0E7J8LpQpdeSAfQqPAczXgxQ8TX4fQqKCdmVK5VmLV+AuQWmy2ubn5l19+OXPmDB57SkhI0Mak2kbDLwv9Ablcvnjx4uTk5OHDh1+6dOmBTc7eoV5QEgiEP/74Y8WKFQ8k2euMwMBAEol048aNrq6unpWwA4jg4OBt27ZdvHjx999/x+s7cSwtLfGD4uLiwMDAZxkKRdFly5ZdunTJwsLi6tWrFhYWc+fOzc7OHj169JUrV/AkKQ3Ss50y3tsSPyaRSOPHjwcAOp2ON5wa3Dy8Jnhx+Ouvv+zt7SsqKgAAQRAMw3Rvw9Wbbftja4rrhWwaUaHC8qq7ofgC5B4GAHB7F8YvWjp56NEPJ5GIfdDefDw+Pj40Gu3mzZvt7e1mZmaWlpZ4Xw4cfLdg4KFvT6xhlErlK6+8AgCWlpaa7ZSGrwjx41WrVulRYkqdeKnBMevr69WxtO7ubo0sox8HiqJ407IjR46oJ5VIJKtWrTpy5EhBQcEzquegKPr+++8DAIfDyc7OViqVL7/8MgAMGzbMEL7SKiqVCn8Je16ZysFBcXHxzZs3IyIidu/e/ew9R3uBQqGIioqqqanh8/lhYWHd3d1yJfrSr1msty5DaFSPf5Ewwg8QBLzWQGjUG3vzlCrt7kngb0JhYWFanUWXDCpHiKLou+++CwBGRkY5OTmaHbylpUXtWbu7u1NTUzU7/rPTM/FyICIWi0eOHDly5EgAIJPJ7u7ua9euPXPmzPOK/nz99dcAQKfT4+PjURRduXIlAJibm6v3eA1oD1yz8MiRI1oan8/n4/vkfD7/2ffJBxkVFRUVFRVff/11Tk5OTU3N1q1b3//7JmPlZXj5OIyaAxaOMMQN/L6G0ChYyoMZWyE06oO/b6q0vzP/7bffAkC/raTsBYPKEeIiZHQ6fYDuUz8j5eXlcC/xUiMD1tTUyGQylUpVUVGh7fiWOqRnYmIybty4BzqnjB8/fuXKlYcOHSoqKnqyJQKBwMHBgUwm463XcBVvBoORnJysVfsN4OzcuRMA3n777T6O4+fnV15ejh8fOHBAHXKLiIjYsmXLrVu3Nm7cOLizcJ9MRUUFrpAcGxt77FwkfcVleC0STEfD1A0QGgUvHwezceD/Hb40/OKEVgQLHwbvUePm5qab6XTA4Mka/emnn3bs2IG3A9TBPnV3d3djY6O2Z3kk9vb2EyZM4PP5GgnS1NXVFRYWfvvtt5mZmVVVVT///HPfx3wceJPxS5cumZubp6SklJSUdHV1Xbt2bdOmTYGBgUZGRiUlJf/8888777zj5ORkZGQ0a9aszZs3R0RE8Pn8B4ZisVgJCQkXL14MDAzcvHnzr7/+SqFQLly4MGXKFO3Zb0CNpsKEeIYFfqxSqZRKJX7s4+NTU1PT3d0tFAp5PF5fmucNXPLy8r744gtbW9uzZ8+ePn26oFGFAEDHHSAzYbgvAADNGJxfh/LLAECnEHa8Nl43hk2ePJlKpebl5XV1delmRm0PhNajAAAgAElEQVQzSJJl/vvvv6+//ppAIBw5cmT+/Pk6mBFv8fP555/rYK6H+e677xAEwTNj+4iNjU1xcTGHw/H29t67d6+9vX3fx3wcn3766alTpzgczuXLl/HsEg6HExAQEBAQAABKpfL27dvJyclJSUlJSUmVlZUxMTExMTEAQCQSx40b5+fn5+vr6+fnhxtpbm6+YMGCvXv3fvfdd0Qi8fjx43PmzNGe8QZ64urqamRkVFZWVl9f38dOuc3NzbhkSc/XnZycHFdXV7lczmKxEASRyWTPUgE1yHBwcPjrr7+IRCKRSAwICPieVyWWN4KoFZiW9y9iWYOoFQCkct2l7dDpdE9PT/z/6TPmtfVzBoMjxDAM18b8448/li5dqoMZr1y5MnPmTD3WUe3YsSMuLg5/fOzcudPa2vqNN97o3VBVVVWmpqbd3d3Z2dl+fn6RkZEatfQ+Gzdu3L17N51ODw8PxyscHoBEIjk5OTk5Ob333nsAUFNTk5ycnJqampycXFBQcOvWrVu3buE1+MOHD/f19Z08eXJ3d/emTZsQBDlw4MCSJUu0ZLmBhyESib6+vtHR0fHx8aGhoc/12c7OzsTExLi4OPyD27Ztw/Nvy8rKcLEhAHB2dh4xYsT48ePxl56eGtAvDlQqVe3+mUzmUItOCqlZTjMGWY8NEkkX0EwAgEHVaR47l8tNSkqKj483OEIdkZ2dLRKJ8FRJNa2trQUFBcbGxs7OzmQy+cKFC1FRUXiXHx2AIEhWVlZBQYFupnsYXJ8TP+bz+eo8/l5ga2vb1tb25ZdfMhiMvLw8LVXT//HHHz/88AORSDx27Bi+q/ZURowYMWLEiNdeew0ARCJRbm5udnZ2cnLy9evXa2trT506derUKSMjYxRFJy36ZKTPIm2YbeAJcLncZ3eEAoEgPT0dX+Ln5uaiKAoAeOrp7t27R40aBQD79u1ramrCr7e2tsYl5vu43BxMzHQy30wslZuNhe464NeA0QjAULgTDiP8CAji76iBOrFnh8vl/vDDD4OmhKa/O0IURVUqVVJS0sSJE9VlYSdPntyxY8fChQubmpry8vIiIiIsLS115gUBYPbs2QAQHByssxkfRqlUKhQKAMCfKb0GQRAPDw/82MfHRwOWPcSxY8fWrVuHIMjBgwfxCofnhclk4lLX69atQ1G0uLh478nL5yOuNN+MBSIln8Y9l94408lM45YbeAJPDRO2tLQkJCTEx8fHxcXhqbz4eRqNhuv5BQYGRkdH68jcgY/rSI7nKOOU26jc90tI/x1IVJALYYg72M2kkZHvl4zVpTG+vr4UCiUnJ4fP5xsZGelyam3Q3x0hgUBwc3OLjIxU/6y7u7s3bNiQk5OD+8Xffvtt69atuCK+jsE1nfVFYGAggUAAgMrKyq+++kqPljyZ8PDwlStXoij6yy+/vPXWW30fkEAgODk5jZ/KbK50gNoy6KyE5oLwHPbelYBopYDYwKNxd3dns9m3b99uaGgYOnQofrK5uTkjIyM5OTkmJgYvYcLPk8lkZ2dnPB7s6+tLp9Px8xMnTsR3+AHA2tpaB3p4A5qza10nb0qtJ46TzN4JKjmoZAi/loYpfvYkuI7U6e4xg8Fwd3dPTU1NSUnB88AHNP3dEUql0uXLl8+ZM0cgEOC+sKioyNHRUb06DAoKevXVV/Vqo364fPky/jT53//+p29bHktcXNyrr76qVCo3bdrUU36i7wR7WK07egsb5gOdlVCX1jDEPauS72k/4N9MBxAkEmnKlClXrlyJiIgwNTVNSkpKTk7u6fwYDIarq6ufn19AQICfn5/a4fXkr7/+Uh/rclNngGLOpuRv99seXn4wvKhZLofzoQiB9K+Xzwy36QC69kZcLjc1NTU+Pt7gCLUOhUI5cOAAAKjDYFKptOdrI5VKlUgk+jHOwBPJz89/6aWXpFLpqlWrNm/erNnBR5jRXWw5ue2TofAk1KWB5ypedrPBEeqMmpqa+Pj49vZ2APjggw/U51kslq+vL5fL5XK5np6ehhWexmFQiFuWjP0MTWv7adM8KrFUKof2Ukk2Q/eWcLnc7du3D44wYX93hAQC4QHFyPHjxxcWFqpUKlztMzMzc+LEiXqyTm/Y2tri+6IAYGpq2g/36EtLS+fMmdPV1RUaGrpnz54+jqZSqX766ScvL6+uri6hUKhSqd5+++1gd6vcqlHAtAJRM7SXhmWxt4boNEzyotHQ0IDveSYlJd26dQs/SaFQlErljBkz8MqWadOm9VRkNaAl6O4+AODFppVKFRlCqXvZbVVXJ9FYw+K6T8bPz49MJmdlZQkEArwD9gBGj8X8vWbt2rUrVqzIyMgICwtzcnLKy8vTt0UG/h/qdoCzZs3SlPxNUVFRdHQ0j8dbt24d3h45t4oPoVEwNggAwOlVCI260yjUyFwG1JSWlh46dGjZsmUjRozo+dwwMjKaNm3a119/TafTe7ZpNaAjULQywP13OwsA8OPQy9xGCm9c0b0VXl5eAHDlih6m1iwDUllm9+7dCxYsOHnyZEFBQVhY2KRJk/RtkYH7tLW1zZ49G28HePHiRc2uD3Jycnbu3FlaWgoALrYcOwsG2PgAANSlAUBETosG5xqsiESiXbt2qb/8+++/6+vre15QUVFx5MiR999/f+TIkWPGjHnnnXeOHj1aU1PDZrMDAgK2b9+emJgYFRX17rvvrlq1asqUKRiGJSQk6Pw+XmwQhObi6c2mIQA5QpkSwyTZ6bq3YvHixaGhoQO0DU5PBqQjBIAlS5bs2rVrzJgxa9asyc3N1bc5+kEqlR4+fJjH41VUVPR9+1EjYBj28ssvFxcXu7i4REdHM5lMTY1cWloqEAjee++9f//9980338RPBrpZguUEoLCAXw2CBl52s6amG8SIRKLDhw+rvzx79mxTU1NFRcXBgweXL19ua2s7atSoN9988+DBg9XV1RYWFoGBgdu3b8/KysL18NavX+/n52dmZiaVSqOjo1/klkz6he7ubUYi2tPIYhQtFMulOneEeJDi+PHj+Lpw3759/aFNce/o7zHCJ5OQkHD58mVPT09XV1d926IHEASZOXPmoUOHZs+ejdcU6p66ujpc/xr/8tq1azt37lyzZg2Px9Pse6K6avOdd965f9Ldas+VKhjiDtXxUJ+ebDSsTSA3ZxtiVM9HXV2dupYUACwtLb28vPBsTzc3N+QxVSmTJk2KioqaOXMmGByhPrgbJmTRyqWKdKHUpbQY7eYTOLpLFxCLxcePH8ebwAAAj8fz8vIaPny4zgzQIAN1RYiDPxx5PJ6+DdEPuPwSiqLqqizdExsbq15eYBj2xhtveHl5paWl4bIg2oY73tSESVbvjqpQLCrPsDv6dGpra0PukZeXZ2Nj4+XlFRoaun///uLi4ubm5oiIiPXr17u7uz/OC44ZM4ZIJH711VdeXl50Or2wsLCtrU3Hd/GCQxk9jmhk4sWmAUCGQAooKsnL6uOY8opSSXqy7NZNTKXUhI0DhoG9IpwxY4axsXFBQUFlZaWdnZ2+zdE1bW1teHP28vLyysrKrKysnu/1euRxT0+NQyIi810sjnd5AoEMrbdAxudltbw51aYvY0oLcoQxUYqaKpL1UKb/bIa338At1I+LiysrK7OwsCgpKTExMVm6dCku2jlkyBC1BgUukJae/nwba0Qi0c3NDT/29vaOi4tLTEw0FALqFAShuXp4t7UBQJZIpsIwaXY6c9rM3g0mSU9u2bJexe9EiPjqCDFd/YXRK8ue/Kmamhq11mhOTk7vpu4PDGxHSCaTZ8+efebMmfDw8HXr1unbHF1jbm6uLuHSY4wwJydHL8o+OMHuVseTG8BqIjTmQH3mlQJTsVzFoPRGgBiTSZu/+kiSmYrJpBiKAoIIoi5S7EYP+f0fYHMuXLjg5OTE4XCio6O9vb0HRIqWv79/cnKynZ0dnU6XyWTqJkckEmnIkCH4cd+7OnC53Li4uPj4eIMj1DE0N2/LuGsjqeQqmaJIIvfMSevdOMKrkU2bv4xualtgwsTVEFIF0rE7t9pXV5h/samsrCwpKWnFihXNzc2nT59eu3at+oM2NjbHjh3Djwe06v3A3hqFF353VJfU19cXFxfjxxkZGerzLBZryD10b9W8SZY0MkG9OyqWq64XtfduqOYvP2xOSfysuAbD5Vsx7KfSupKC3Ib3X2ttbpoxY8bRo0eTkpKmTp3q7OysuTvQIs3NzZ9//nl6evrrr7/u6emZkpKijVn8/f3BECbUB3SPu9WEAJAhkMpKbqGC7ucdRNXZ0brlS5lE/FN9p/rk8VZBWVd3N++0ODv94sWLuHLC33///YB6CYFAML4HiTSAl1UD3hEuWLCAQqEkJCTgvyoD2qOkpOT8+fN4VfW2bdvU58eOHYtHm/TySsiiEf0dzcBmMgACTTmglKlzR1UqFQA8Y09XSXaaODtDIZUUiO9ff1siF8gUioY6ZlZKYWEhi8Xy8fEpLy/XavtiDdLW1nbs2LGVK1fm5OSUlpbiUlimpqYnT55UX7N79251rlPv8PHxodFoBQUFHR0dfbXYwPNAHeNAYHO8WVQAyBDKAFVJC7KfawRla3P7b9tQufyR38Uk0kPfrG9ra0tLS4uMjKytrc3KyhqUv+UB7MNx8MLemJiY6OjoZcuesqPda6qrqzkcjkQiaWxs5HA4Y8aM0dJE/ZkJEyacPn2aQqGkpqZOnTpV3+bcJ9jd6nJ+K5iOho5SaM4Lz2bvf2tC2MULlZWVnp6eubm5YrF4w4YNTxhBUV/T8ccOTPporT5MLCo+8V/J9CCFQtHU1FRbW2tpafnIK/sbeH9HAOi5WCeRSD3FmMaNG9fHWWg0mqenZ2JiYnJyclBQUB9HM/BkMAwTCAQcDkepVKIoSnPx8O64CgCZQqkKA0l2OsN3+pNHULY2S/OzJelJ0rwseUUpAEhQDAEQqNBdDXcXhaVS3DViCzHJyJ9+OnbsWGBgYGBg4LFjx0xN7/Z7MjMzu3DhgnrYffv26SZFThsMeEcIAMHBwTExMTwer4+OENfxUj8xT5w44eXlNXr06I6Ojry8vLi4uC+++EKlUp04cWLTpk2aMHyAkZSUNHLkyKqqKltb28jIyKqqqpEjR3p4eKjTlBAE0bim6LOw0M1y1T+A2fhARynUpbUM804v61q8ePEvv/wikUgQBMEL8B8ERWW3i0QJsaJrUfLKMgCokSnZRKRBrlx6525XvFLJ3TdlK0Hn+++/jx9rqVnVgMbf3z8xMTE+Pt7gCLXN2bNny8rKZs2aVVRUlJeXt36im3Xi9eFUUq1MWSKRT7oSwVm0lDxi5AOfUtTXSHOzpPlZ4rREZUMdAEhQLEckzRbKsoWyTKH0iuMwKgHx49zNP88W3dsXQRAAUPf97tkAnEgkjh17X9RwQKcrDgZHuHDhwrVr1165ckUqlT5S4f4ZUalUe/fuVTvC8PBwKyur0aNHm5qazp07Ny8vb+jQoampqb3uBT/QwXsIWFlZeXh4zJ49Gxc4xRccalatWqV7w4aa0DztjTM6faDgKNRnAIbyspudh5IlEom/v7+bm1t39/3ACSaTitOTxYmxovgYVXurCoNckfQGXxLDF1dKFVEOw4ZSSKfG3n2xfbvs7i4r0WjAa2doFS6X+/3338fFxenbkMHPK6+8curUKTqdPn369ISEBCMXDzGAN4tWKxNmCKVOTQ21S+ex5wWbf71V2dxw1/mlJigb6wGgW4VmCaXpQmmmQFYkkanutgkBIgKlUjkFQbxYd5+fJkQiAAACNMdnCofjrbjwPTN7e3tt3LhWGQyOcMSIES4uLrm5udevX58/f77Gx+/o6Pjmm2/wLPPKysrFixdrfIoBgZGRkVrdu7/JfAe7W2WUjwT2UBA0QPvtg9epxqLbY8aObWtrS01NXbt2rYrfKU68IU6MFafEoWKxBMUSuiWxfPF1vrhLebezsRmJWCt/hC4BQqUxps/R7Q0NMCZPnkyhUPLy8rq6urQkuKXW2X/BiYyMRFF01KhRxcXFjg4Ot3/9kQPgxaKdaxemC6QrLTmYTNodfk4QHYbJZQAgUqF5YllKtzRLJM0XyZX3mmQREZjAoLizaB5Mqi+HTnlUjRBCpRu/+d5TTcrOzv7222/DwsK2bt06d+5cgyPUG8HBwbm5uTwer9eOEO/z3tHRERISgp9JT09/9913AYBIJL7zzjsIgqhUKrW4l4F+RbC71TdnbsMwLygJg7q0LnOHH1JoVkZGEaNEsySdwk/eabuZAyjaqVTFdUuu8yXxfIkYvev/bCikmcaMGUZ0HxatW4U+NDZCoNKMXzX83p8Eg8Hw8PBISUlJSUnpy8uoQCB47bXXIiMj8S/XrVv39ttvOzs719bWXr16tbGxcePGjX///Xdtba1eNuH7AwiCkMnkxsZGpVLpTicbV5ehgOGJo1kiKQpAAOiQy/M6BdlCWbJAckssV/9N487Pl013Z1E9WTQ2kQAARHNL8lAb0a3Cb2xM1bO8acm2N+YYhbxBm/SU0mSlUhkbGztjxoyamho+n3/t2jUPDw89Snz0jsHjCDdv3szj8fbt26fuT/QsSCSSmJiYyMjIqKiojIwMY2NjdUnchx9+iB8YGRm5u7vjxxYWFpq13IBGiClsIwCC2vhASRjUpoDLSpFMVdUi9vs5/0rFHpG4K5YvvsGXpAkl+HYQAWACgzLDiDHDiDGBQQEAsq0dzX0y5calqyyWOmvmsOMIApU2ZO8RXSpXDVD8/f1TUlLi4+P74ghVKtXt27fVX1ZVVYlEIgAYPnz40KFDm5ubKysrWSwWLgvwYrJgwQJAUXllmXldeWf4CaVYBIDYUEhDyKRGhfKTytY7EnmZVHFv1xOoBGQSg+rDpnmxaC5MKo2AAADR3JLu4kH39qN7+5GHDQcASXbagi3r0fZWoFBBqfThGJutW89etPSp9jQ1NTEYjPj4+FmzZhkbG9NoNJFIZHCE+sHFxcXOzq6ysjIzM9Pb2/up1+MiUjweLzY2Vl0ZExcXRyAQ1Pl1fQk3GtAlnSLFhtO3UcDAwgmoHBA0QHcdsIehneX8urSAqqZu4V31LyoB8WHRphvR55kwrchEIBCo45wYU2cwp82kOkwEAPTTb/gn/hFGX1R1dRKYLGbAPOPl7+u4zdsAhcvlbtu2TUthwoaGBh8fn8TERFz7Oy2tl5XjAxhUJSsukuSmS7LSpHlZeL1gm0KVKZRmiWTZQmmjQskkIlGdIgCgERAnBsWDSZvCoXkwaVQCAgBkW3u6uzfd3Zvm5k2yfDC9k+7uY8uLV9RVKxvqiCZmlFFjgPBMG9E2NjYfffRRSEiIlZWVkZGRSqUyNzfX9M1rnUHiCAEgMDBwz549PB7vCY6woqIiIiIiMjIyLi4OV9kgEAju7u6BgYFBQUETJ0788ssvdWiyAQ2AdnddPJVCUKgAiIAQYIg7VN2A1F9A1ALSLhSgG8CYRPDnMAKMGdM4NAaBgFCoNFcP5tSZzID5JAurnqMR6AyTt1ebvL1aX7czcJkyZQqZTM7JyelFm1alUpmZmZmSkvLWW2/V1dX5+fnh59UCDmZmZmFhYStWrMDTFKdPf0qFwEBB1d7adeyQOPG6Sigg29gaLX6NNWchqPe0UJXs9i1pXpY0L0uckYx28wGgSaFMF0jThbJMgbRSdj+kTUEQkQobQyN/P8JsEpNKRhAAIA8bQff2pU3yoHv4kKyHPtUeso0t2ca2FzdiZWUFAHgX0oEIgmHY068aCMTGxgYEBDg6OhYVFfU8j6Jobm5uRETE2bNn1W21aTSan59fYGBgSEjI0KF3/z4wDMvPz3dxccG/LCsrs7S0fJE3YfozivoaUdw1cXyMJDdzr8ms34ymoU03oT4dapIAQUApAwBgWsIQN+IwzyzhKTamIBqZMKZOZ04LoE/hEugMfd/BIMTHxyc9Pf3y5ctz5jw9t0ipVObn5+P97hMTE/l8PgCkpKQsX75cXe4SHBz81VdfTZ48Wbt26wlJVmrTp+9icgWmuFulQ2AwyXajzT7ZIMvPkeRlqld+LQpVtlCaLJBmCaVl0vvOj05A3Jg0dxbVnUW1JpPm3Ko3JhEynEcQABAK1XTVZ8bL3tXPvQ00Bs+KcNq0aSYmJrdu3bpz587YsWOlUmlSUlJERMS5c+caGhrwa0xNTWfOnBkYGLho0aKHPRyCIGovCACjR4/WnfUGng15+R1hTLQ48bqspBAwrEamjOGLL5RdRPkHAcNzAhBAAACBmT+A1SQAIGDoECcla+pMxhQuMpBVoPo/XC43PT09Pj7+cY5QKpVmZGTgwqRpaWlisVj9LQcHh2nTppHJZF0Zq2eUDXVNH79zqbEtVyT7atjdvfdpGbfjxKKGd16Fxzs/BoHgyqRO4dDcmVT1yg9nKIXUIFeWSeRj6RQim20U8oIWevWCwfNcIJPJ8+fPP378+LfffqtQKK5cuYKH2QHAzs4uODh44cKFU6dOHdCCeIMYTCYV3bgqu1UACEJ1dGb6z0Ko92K0qEpakCu8FiW6cVnZ3AQApVLFpU7Rdb64UHxPGgohgIUjjPCD4VMg409oyARhE1hNQgB8HMysvtn2mGkNaBIul7tjx44HwoQSiSQ7Ozs5OTkmJiY5ObmnWKW9vX1AQICvr+/06dPxPnbd3d09qy/YbPZgdY0dB35F5XIlhsnQ+3tyYhTLF8mOtArSBdImxf1GSEZEggeL5sOmebJoDnQKEQEgECkj7WkuHkRLa/6RA6hUBqjKk0XldSgzhLKxdKr1rkMIbYBlrOiRQeIVqqqqeDxeQUEBgUA4ffo0ftLR0TEkJCQoKOgJzUUN9AckWanNX36IKVWoSAgABCar7advLb77BRMJRXFXxSnxqEiowrBckexSl/hKp1j9jKATkMls+jwTRpTD6hQjVzmBDABg4wMNmVCXBqPmUEiEHa/1SUjTwLODv2hmZWW1trbevn0bd35JSUlSqVR9De78AgIC/P39H87B5nA4mZmZ6i/VnQ0GH6KkG6BSAoAMwzqVKvX5TiXK6xACAJNIcGFQp3Bovmy6I4NCAAACkTrOkTbJnebqyfCaQuDcfWPgBC1p3/uLMOqCF4vG6xClC6VvWLBRqfhR0xp4NAPYEWIYlpWVFRYWFh4eXlhYiJ9EEARBkO3bt4eGhtrY9KkvnQHdICsqaPz47X+qmyezaePoFAAoauvIFEqXf/w2APBVaEq3JJYvieWLBfeK/IZQSFwOfYYRfSqHTkYQAp0RPKbxFdSzVEgQyVGw8YHMP6AxFxQS9zHDfEYbRGF0gUAgSE5ONjc3b2pqGjp0qLrlE5FIdHV15XK5/v7+U6dOVStVvoAkJiZ6eHhUVFS0tbXZCIX4yVSBZEPNXUeowjAPFvXb4aY+LNoYOgWB/+/8vP0I7EekLJCsh1pt+UXV2uyVGAcAGQIpBiDJTqd7DM7YqjYYeI5QqVSmpaWdPXv2woULdXV1+Ekmkzl58uSFCxeGh4fHxMRYWFgYvOBAoWXz55hUki+SjaGTcfnnVoUqXyQ/TxDyOoQZQplaC8OBTgkwZgQYMRwZFASAZD2UyQ1gcmfT3L0REilThR26UbM1rLy+0xjMxkFbCTTl3jYxUqowEtGwH6AVhEJhWlpaUlJScnJyQkKCXC4HACKFoVRIwGjE64tmBS+YM3PmzBfZ+akpLCzcv3//jh07pFJpXl4ehc60FHQBgD+HsWn43Z+PV0Eti0hYbskhWQ5hzQumTfKgu3kRWM+Ugkt397bLSLYkE1sUqgqpgpH94lWY9IEB4wg7OztjYmIiIiLCw8PxBDMAGD58+Lx58wIDA2fPnn3y5Ekmk7l48WJcgHvlypX6NdjAs6Cor1U01MGjMpczhNIUgZSIgDuLOsOIMduYYUclAwDFfgxj2kzm1Jm0Se49e8eTiMgHAbYvew0ZujpWZTMZ2kqgLq19+JSU0s5p4w0PYo3R2dmJ62vHx8fn5eXhva4AgEQiUawd5WQTVW0ymDvA7J0L3nMJmfL0lP0XARRFDx8+7O3t3d3dbWNjc+fOnfkz5yHRFwBED1+MUGhD9594WDj7ydDcvAHAi0WL7BSlC6Wjb+ZichlC6WvX5ReEfuEIY2JibG1t8d5GDQ0NmZmZeLtdAKipqbl8+XJERMTVq1fl95pmOTo6BgUFBQYG+vr6qoN/M2bMSE9PX7hw4apVq65evSoWixkMQ4p8f0dZX4OQybiSyw91nWxiFwB0K1FHBjXUnD2FTfM3YhgRCUAg0ia6MqfNZE6fQ7Z9ksi9JYfiPdo4pcsH8v6B+gzAVLzsZoMjfDJlZWUdHR1eXl74lydOnMCVddUIBIL09PSYmJiYmJjc3Fz0njodiURyd3fHE158fX29At8uJ0+AulToKAWlLL6k4zWDIwQAAKVSOX/+/Li4OIFAkJGRYWJiggQvIdy4ZEQiDqHcr1sfTycTaHTW/EXP6wUBgDbBBaFQvdi0yE5RhkAaKpdLC/Ppbl6avI3BS79whOfOnZs9ezbuCKuqqv755x87O7sLFy6Eh4fn5ubi15BIpBkzZuDJnyNHjnx4kJycnJs3b4aEhHh4eGRmZsbExCxcuFCXd2HgWVCpVMePH0dRdNmyZf/++6+pTOJyL2vuGxsTXzYdABK6JbwO0SQmdRKTSnP1ZM9/iek/m2hq9oxTBLtbpdzpBI4NdNdB6y1eNvuX1w35Mk8iJSUlPz9f7Qg//vjj0NDQlpaW9PR0POHlAefn6uqKOz8ul6suQzp8+PCc+YF7bzSBsR10lkP77fjiZ/2VDXooFEpAQMC0adPwVwelUkmlUuWHzvivWjZNKEQlIgAABDnqbMecPsf8qy29mAKhUGgTXb27EwEgQygFAGlOusERPiP9whE+zM6dO48ePQoADAZjxowZQUFBixYtenI31OnTp3O5XAAIDuBmABoAACAASURBVA7OzMzk8XgGR9gPIRAIXC53//79165dk8lkDtzpcGLfYy9mMofuP/G8xX8veVitP1kCNj5w6xzUpZVbTiysE0yweT6tkxecv/7667337rcdoNPpPj4+XC6Xy+Xi/egf/khrayvSyQd+B1hNgM5yaLlZ0uDc0CkdamKQKrwLhULBD/A2GhT7MSPCE4SXeaLEWLSbT7YbwwlaTHWa1Ovxae7e9tlp5mRii0JVKVPQs9NN3lmjGdMHO/3FEf7111+xsbEA0NTUBAChoaEMBiM4OHjGjBlU6jNtc6sbAy1atGjjxo08Hu/gwYOGvi39DQRBGAwGgiBtbW2jR4/+9+jR9Ss/7Ppn7yOupNGN3/6oFyXwY6yZ44Ywb7f5wK1zUJsKbu/yspoNjvDJJCcnb9y4Uf3lpEmTGAyGq6urn58f3ofyqdK769ev5/P55z+JaSrPgxIetNwEgKTbna/4DNGu6QMZhEJhLwxhLwzRyGh0d28EwJNFu9QpyhBI7fOzMbkcued9DTwBXTvCGzduSKXSefPmxcfHCwSCwMBA/Pzs2bNnzpwJAPn5+efPn587d+7cuXN7N4WTk9OYMWNKS0tTU1PVooUG+glyufzMmTMcDmfu3LmHDx8eO3asyYoV8tu3tqE3yPd6Pkxh0zwsTJjTZpose3ovtEeyyMP6p4bxQDMBUTN0VfGyjb5ZZNAJAgA4depUTU3NsmXLLl68KJVKP/30U/y8ra1tQEAAfnzw4EEPD4+urq7nLWY3MjLiutqfFigBQaC1BFTy+JIOgyPUGTRnN4RC9cYdoVD6qkwqKy54ah8lAwDwHB2L+g6KotbW1vn5+VlZWaWlpf7+/upv2draOjs7Ozs7jxo1qu8TBQUFAQCPx+v7UAY0C4VCWb169VdffWVubv7ll1++9dZbQCBY7dg7ctMO5nhHhEJGKGTmeCe7Lb9Y/bgHnqejVk+C3S0BQWCYJwBAXVpWJb+uQ/q0D70QzJo1q6Ojg0AgBAQE4LsvODY2Nv73AAACgdA7SReugxlQ2GA0ElAFtN+Ju9WuKcsNPBWEQqU6TvRiUQEgXSADAEl2ur6NGhjo1BESCAQ7Ozu5XN7c3Mzn8zds2KClifCk07CwMC2Nb0DjsOYE2ZyItk+9Y596x+ZEFCug9z3tAMB7tLG1MRVsfAAA6tIwDCJzWzRj6ACHw+G4ublVV1fb2tpSKBR1Jram8HcwBQCwnAAA0HKzuEHY0q3hKQw8AbqHzxg6xYxEbFIoa2RKqcERPhs6dYQikWjRokXGxsZjxoxpa2tTiwquXr16ypQp+LGDg0PPWEXv8PX1NTc3LysrU7dxMfBCQUCQQFdLsHYFEg06ykDcxstu1rdR/YLz58+3tLTY29v/999/dnZ2ePqGn59fz3qJP//8s9fjjx/KsjKigtVEAICWQgyDxJKOPltt4Fmhu/kgAB74olAolRZkY0rlUz9lALBByptvvgkAP/74o/amuHjxYmpqqkgkOnnyZGVlpfYmMtALInKaITQKbCYDAHiuor55iS9W6NuoF4Ilv2XD4hMACBApsDRszX9F+rboBQKViMu9x/zPxhQAXjJllbmNlBTk6NuoAYBOV4S6BN8d1UiYUF3dDwA7duxISUkBgO7ubldX1/Dw8JaWlgULFhw6dKjvExnQILMmmLNpJPXuqEyBXilo1bdRLwRcBzOgGoHRCFDJob3UECbUJQiNTnWY6MWmAUCaUAoAwsjzcK8G1MDjGLSOcM6cOQwGIyMjo7GxsY9D4Z4P5/bt2+3t7QDA4XAYDIaFhcXIkSNv3LgxZIghNa5/QSUTAiaYwzBvQIjQXABykWF3VDf4O/6/MGFhnaBN0IcwIYqK4q62/rCh8dP3O/b/qqiu0IyVgxfqBJdxdIozg+rHpskxrDvsVPWCKdLczKd/8gVm0DpCBoMxc+ZMFEUjIiK0MX51dfXrr7/OYDAKCwtbWlp6Npox0E8I9rAEKhssHABVQmP2qdTGNf/dqm6TPP2TBvqA0zC2OZvSM0yYdLuzd0MpmxtrXpnd8r9Puy+cFMdf7fpnb+1rC9p3/wjYo9RpDQCgYrHwakS2ULpxuOmPtuYUBBHKFP8WlTWseVOSk6Fv6/ov/aWgXhsEBwdHRETweLyeGhnPRUVFhb29vUAgUNcjlpWVLVq0CABsbW2vXr2Kn5wwYYJGDDagWeY5WyIIYBOWgkoB1i4qFNsfW304vva/952XeBtW8NoCQWDqONOLrRMBEGgtBlQZX9y+yMPqecdBJeL6lYtVbS3FQsmZNmGHUuXAoLxpwUHOHkMoVNMPP1WpVPv376+trd26dauh4TZOx/5fUUF3tlBGISBuTCoAiFDsVJvgDQt289cf2UanIETDD+oRDNoVIQAEBQURicTY2FiBQPBcHywqKtq8ebOHh8eoUaMKCwvZbHbSPRYsWKAlaw1onG28MgKCwM2TYDYWiBQAUBZHiG+GvXmgILuSr2/rBjNcB1OgGQNnGCgl0FEWV9ybxNHOo3+p+F0lQsm6ytZ5JoyvbUwRgHfKm1GJmH/0L2VrM5FIXL16tampqUKh0PgtDFAEYacwmeyR38KkEsMG6eMYzI7Q0tLS29tbJpOpl25PQCaTXb58+YMPPhg2bNiECRO+++677OxsY2Pj0tJSHZhqQOM082UHb9SoUAwUIlD3eVLJQSmTyNBPjxnqarQI92414d3d0YIaQYfwmXyVUqnMysz44bNP5ro4T/lkPSaV/NvSvcra2JNFsyIT37MyUmKQL5JhCCKKuwoAV69enThxIp1O1+LNDBxUXZ3YvXcCXofw06rWT6taN9feS1ZSKOUVhqfZoxnky+Tg4OCUlBQej7d48eJHXvDINocjRoyYO3duYGDgnDlzKBRKr3dWDeiRmMJ2EoEAgAIAKCT4ihBUciCQMMBSS7sUKoxsaNirHZxHsM1YlHariVB2CVpuoo5Lku90Brk9WjRfIpGkpaZcv3A+LjY2q6xcqrzb4BABaFIoq2TK5Zb3NW7G0shVMsUkqURRUSYUCjMzMy0sLLq6utRFyS8yCIUC2N2fnj+H8Yo5CwDalaoN1e0AgBEICNmgO/poBrkjfOmll9avXx8VFaVUKntGEZ69zSEAtLbeT7v/+++/dWa8gb7QKpDJ7z1SIfNPIJABAIRNYB8AACQidIkUFhzDc0ErEBDEd6xJeOtEAIDWIsBUH/1XhCAQ6HrXF4rF4uz0tISwizExMam3S2X3uvsCwHAqyZdNd2dRJ7Np1mQSh0gQqu5n/wtRlEMkAoIQWGwWi/XNN9/o9s76NQQGk2hmpWyqBwAjEmEYhQQA5LuPMgwwjObsplcD+y+D3BGOGTNm/PjxJSUliYmJ06dPLyoqioyMjIiISElJwTAMAIhEoq+vb1BQ0EsvvTR27Fh922tAYww1plFJRBkuqzHlc6CZAAAUXwAMBQAVipmyeqOlaeAZYVCJQDcFn0/AdDQghJo2yWu/pnkat0xH8q/HxKTcviPv4d5w5+fLpvmwaSYkIgAIVGimUJqDynw5tIgOkSeLBgBdSjRHKPvWxozAYNBcPfV2b/0Y0/fWtv78HcCDIXCERKaOd6KMMjziHs0gd4QAEBQUVFJS8sknn3R2dtbU1OAn2Wz23Llzg4OD58+fb2Jiol8LDWiDWRPNFeijk+yJCBIwwYJIMOyLaovU0s6wrCYAAKMRkLUPlDIg04VDPW/k/n0DAACICIymkT1YNF82bTKbbkwiAIBIheaJZSnd0iyRNF8kV2LYcCrpquOwL6raVpQ1j6CQskWyr2xMjclEgokZw2eqPu+wv8JeGCJOT3pJfhnuFXSZkAg/jx5CNDa12v6Hfm3rzwxaRygWi2NjY8+ePXvx4kUymZKfnw8ATI7p7JnclStXzp49+xnbHBoYoJgwyd8sGvVjeLmIPRSQe3/nVCMAlE4h7HrD0LNeW3R1da343wFZkxSGeUHWfvB4H8zGgUIEwiYwG0uydPpFmcVlICwiAQA6laoMoTRdKM0QSG9L5OpFIplA8LGz9ba2IGLdv9lZdChVrQrVxuGmFBKJQGcO+fVQrzuTDHIQxOqH3XSPkx0HfsO6uzEigYKi3nOCzT75msAxhFEfy2BzhPX19REREWFhYTdu3LivrI8QAQCmfGFM7li5Mritrc3gBV8ENiwc3S5UHEC/lSlRFYoBAH38bAoJ4X3qMW4IU9/WDSoEAkFaQvyV06eSkpOyq2qVKApm42CYF5Dp0FwAJqOAzASTUTDnVxoqkVVLMlpysoWyZIHklvi+8yMhyESboQH+/tMWveQfMIvD4QCAKCa67bdt5u1t5kQSppQzfKaar99CGjJMjzfb30EQzsuhnJdDVR3tcpFISKFwjE2q6uuNFCozMzN9G9dPQbBBodFQUVERERFx9uxZdfCPQCC4urq6TAn4u9IOii9C+RVwfgMwtDbu77/3/LRp0yZ9m2xARxTUCA7dqMmp7mZQiHMnmb/FHW7MMEQHnw4mlytqKgGAbGuPPKo3YWtra/yVS9cvXohPTStpakHvPUnICKIyH49au8HEUBA2Q/5/0HYLxgSC4xIojUZuh2PdtepBaCSi52h7Ltd/5pJXfPz8aDTaI41RdbShEjHJ3BKhPvoCA49k3759ra2tXC63rKzM399fI91eByUDeEWoUqlSU1MjIyN5PF5JSQl+kk6nz5w5MygoaOHChdbW1iiGRX90vVHgA+VXoC4NhnruPnrJ3vLRadwGBiXOI9i/v+nE5/PPnj1rLjOvutNdWlqqUqmWLl2qb9P6KahE3PH7T928MwiZDBiGKZWcl141W7MeodFbWlpSY2MSIiNiExNv1jWonR8RgQkMii+bPoVDc2JzJo/7CUWIgKmAZQW+X4JcBFc/A8sJoJRg3bUUEtnV1sZvypQ5oW9M9fd/nPPrCdHUnKjlux583Lx5c9iwYWKxmMPhYBiWnp5ucISPo/86wiNHjowcOXLatGkAUF1dffToUbxPoUQiiYmJiYyMDA8PV7fYNjMzmz9/flBQ0Lx581gslnoQvC/dXx2uQKZDRzn4fplUyt+x5wO93JEBPUKn07lc7qlTpxYtWsThcAoLC/VtUT8FlYjrly9S1NfKpZKyrm4AGE0jd1889es//53rEN1pvl9KRCcgLiyaF4vmw6Y5M6hUAgIALQpVamcXO21HR0cN2PjAuIVAMwEyHShMQBCw5VKsnWqOf8ChIRiGMRgMvd3nC0Bzc7NMJisoKAgKCpo6deqJEyf0bVH/pf86wry8PHUxX1dXV3x8vJOT0+HDh2NiYtQK12PHjg0ODg4ODp48eTLhMcHzYHerv27UgrUL1KZCU162cSBfojRsjr1oUCgUMpmMh40vXLjwySef6Nuifkr7b9sU9TXFXYLPq9rcWVQAyBbKdo00b+sQ3Wnm0wmII4PiwaRN4dA8mDTc+dXKlBGdogyhNEMgrZPjbWBbAQDoppBzCEStoJKCtRuYjWMQ0Q+XeFoY0Xbt2jVmzJieDc4MaJyAgAAA8PLysrS0TE9P/+KLL/RtUf+l/zrCh8nMzIyMjCQQCO7u7oGBgUFBQe7u7k/9VMAEczaNJBg2GWpToS5NMWbBlYK2V30MmssvFg0NDZcuXRo+fLhCoRg9ejSRaNhpewSYVCKIOIfJZJtq2zcNN8Wr95IFks21HT/ams0yZjgzKETkrvOL7hJlC2VJ3ZJ7zg8AgEUme4wZFRAQ0DmSuy+fLlUgKADIBdByiy6s9+Ooti9dQCAgixYtKioq0tdtvlDY2toCgL+/v74N6df0a0e4devWgwcPAoBIJDIzM3vjjTfs7OwWLlxoZfUcSvZUMmG2s/l5vlfPvnQGR/iiMXTo0A8//BA/xvuHGHgY2Z1ihEyRSaXVMiXuBQHAl01fV9k6jEJSYcoz7cJMoTRNIG1R3NeCMaFRfZ0c/GfPmbnkFWcXF/XezPIawXf/ZiUWNXdl7VdUxS8Y7fyTqZggXw50RmNjY0tLix7u0ICBR6F/R6hQKI4cOUIgEFauXNnW1nbs2LGPP/4Y/9bGjRuXLVsGAPn5+Z9//rmjo6Ojo2Mvpgh2tzqf0QQWjtByExqzo/OM5EqUQjLUIRkwAAAQGxtbVlb28ssvs2RSAESOYmTk/6kNUBBEgcHnVW0F4rudDczoNI+xY6bOnDl3aairu/sjAxPOI9jnvpla5e9yGmv+GkDQVoZxLGUFuXRvXwRBDIkbBvoP+neECIIsXbr0559/Bq0peS5wsSQREaWND7TchLpUvu20hJKOgAnm2pjLgIEBh7u7e0VFRXV1tcsIO0whZxEJCECbQmVOJgJAi0JFQRA6AWabMEc5OfrPnR/w6msOjo4I8nRpHoRIojm7eXfeAIB0oRQFkOSk0b191Q0+DRjoD+h/VUQikaqrq+3s7OLi4srLy7Ozs9va2jQ7hSmL7DfWFIZPBgBoyAZUyctu1uwUBgwMXBgMBpPJ5PP5JKshZFs7AORDa6PPq9uKxPJCsfyLqrbVQ4wBIazzn3IhI2ftlq2OTk7P4gVxaO7eI6ikIRRSlxItk8gl2elavRcDBnqB/h1hW1vbwYMHGQzGlClTDh48+Oqrr5qbmwPAli1bXnnlFfwaJyens2fP9mWWYA9LYFqBsS0oRNBy82Jm86AQEjBgQANEREQ0NDTgWRWWm3YgdNpr5uy3LDnn2oUX2oXvWnFCzFgEGs3ifz/1YnC6uzcAeLGoAJAhlMkK8zCpRLP2GzDQRwaJssxTqWqV2H18A/KPQNFpGBsIHh/m/ODnOpKjb7sMGOh3SDJTmr9cjSkVqFgEAAQGEyGRrXbuo7v79GI0TKGo9J90qq7lm5r2eSbMPXYWQw+coHtM1rTVBgz0Hv3HCHXDSAv6xOHsm+0+UHQa6lLB4wNedrPBERow8DB0zykjopNFsZelBVkAQJvkyZo5F6H1sgs8QibTJrp68eMBIEMgxQAk2ekGR2igX/GiOEIACHa3ulk7BhjmIG6DjoqwLKPNi8fo2ygDBvojBDqDHfgyO/BljYxGd/e2y0yxJBNbFKoKqYLR5zCh/E6xrKQQMIwy1oHqMFEjRhp4kXmxHOHWsDIY5gWl0VCXmm86qrJVbGdhEHkyYEC70Nx9AMCLRYvsFKULpaNv5mJyGULpTQcYRW1105cfKuuqMQwAwxACQhpiY71jL3mkoRjDQO/Rf7KMznC3M7IxpYGNDwBAfRoAROQYSnoNGNA6tAkuCIXqxaYBvjsql0kL83sxjrKpoX5ZcERGTnknH5OIMamkpqv7YnZe3fKXFLXVYWFhv//+e2Nj4+HDh3ft2iUWizV9HwYGLS+QI0QQCHKzBCtnIDOgsxKEzYYiCgMGdABCodAmunizaACQIZQCgDSnN7ujLd9/pRILY/miKuldUbc6mfJKpwiTiFo2fRYQECAWixsbG9vb27lc7rVr1zR4CwYGNy+QIwSAYHcrIJBhiDsAQH3ajaL2N/fnlzQI9W2XAQODHJqbtz2NbE4mtihUlTLF81YTKupr+GePSjJSQKV6+LsYispKCkndXY7/197dB0dR33Ec/+7D7e3eXp5DQgyPQSAExJBLLjzE2mCrf1BLRWdgsCIqTw7K6Dj6T9up05mUUi04Y22tFhXbMh1HtDNWHSxioQmSSwIJU8Q8IpBIEvJ4T7t7e3vbPy4gZaJFSm9tfp/XXzuXY/PdGTLvZPf2tyUlPT09tm1bliWKDF33gf8SW/9Xqkty3SJvFK+kaVV0g88m+mNtz5uB3mfXFj/8nelOTwcwYSm+Su5lqvDK7w9HAiG96MQx2zTHfd7vJWbPWf14o97SGD1yKN77OREFrYRp20T0+/7Rd4bDRDRgWpmiQEScy/3WntcueNLWrFkTDAYDgcDGjRtTcmQwEbAVwuc/OG0lbDr1Nt20lkSFiBJnaqPDXU/aDxTlee5YOMnpAQEmJnlhGSdJlckQhvXVuvbSA2un3LVmxd13X/42s+esVl+nNzdojUfjfeeJKGIlmqPGkaDeGNFbIrEH89KJaFW2d0maTETHI8b+kbFrgXfdcbtS5ieie++9N9WHB//nGAqhFrN++mZ7PGGTGSX74gmWhEmWHolZj+75pO1Xtzo6IMCExbllIWeSfzRMRPUh40TUoMCRIx/XlWV5c+fO0+rrtPparfFja2SYiIbiViBsBEJ6fVhv12KJizuROC5sJYgoWxRukEQiOmuMXSy0Y4a7eL4TRwYTAUMh/Lh9RBQuLpAY18mMEhFZseQL5wb13hFjcua1fKQbAL7a6L691kD/bEXKEYVeM96hmdPdrmHL7HhsQ9QlEtFg3GqJGE1hoy6knYzGLq13JXC0QJGWpSlL02WfKss899SZK9ci5tzutBWreI+a2mOCiYOhEPYHDdu+GMLm18jlISLSBil/IRFJInchFEMIAa47W9eGnquxTZMjKve6949ENduuC2lGwvby3O5IsCmsXx4/hedKPFK5Ki9Nl8tV2c1zROQqnCYvLNVajm21uczE2Bmd+R7p8RmTXdOLcp/4iUMHBxMBQyEszJa/WDG/fAtlzSIi+uwjGmonIsNMFKCCANdRwjJaP9GbGyMH3k9oYwttFyvS/pHoK31Bjugzw7z0Xg/P+7xuv1f2e+WFqpR8IKKrcJpSuUy+uVypWCLmFxCRbZppr7wwuvdVO25yHGXwwtTV67I3bru22/MBkhgKYeWsTKIvXWG8uFDNTZNSOQ/AxGObpnGyRWs6qjXVGyeOJbQoEfWbVlNYrwvpjWG9QzcljjtjmESk8FyZKvu87mQCXRxHPC/NmqP4Fiu+SnmRX8jKvmL/nMuVvfmx7M2Pxft7ySYxL5+u+oFQAF+GoRBKIr/rvnmPvnYq4s0n4eLvj5KX5GyPW/jtAwscnQ7gm8vWteE/vBT6yxvWhT7Orcg+f/bDT7jnlox91YrH2k5p9XVac4N+LJCIhInojGEGwkZ9SA+E9c9j8Uu7Shd4LWET0Yuz8qrTPcmr9q6Zs5RFfqWySqlYImRkXc1IYt7k636YwCxWHsN0yY53un72VptpkWkliEh28aLA7dly86oK/FwBjMMavNC9/u7B/t6M+NiZTM3mREnKu28Dr3qjgVr9eKMdM4jonBFvjOhNYaM2qHVfFj9V4Es97qXpsk91l6ruR7ouHBiN/nJ67qocLxFJs+ZMfWO/I4cGkMRcCImo7XzkpY/O1XcMuwS+uiRn0/Kp+Rm4wAAwvu777zJO/bPi+OmGhVOTr9R0Dy3wuFdmq0R0zojXhbTGsHHFX37ZolCqun1e97I0pcQj8UREXPLaxKv9wZruoXtyvL+Ynsu53QXP70k+vBfAKQydGr1kToH67NpiTdP27NmTFk2Lh5WX33ivoqKitLTU6dEAvln0lsZYVztZ8SteT5D96OkLgZA+GP9izbNcl5D8tEtlmnyj7OKIOEGQ5pQolcvkhWWhd9+OHjlka1G/Vyai+rBOROott6GC4DgWQ5gkiuL69eu3b99eUFAQiUTy8vKcngjgG0cLHLF1Pbl9ImokNwZMiyeuVYsNxq1cl1DhlX2qu9wrz/dI/xa/m8sVXyWvepP/Sr31u9Gj/xjY/uPic2fTBf6cEf88Fr/R0J05MIDLsBtCl8vV0tKyYMGCqqqqsrKyZ555pqamxumhABymadq+ffvmzZs3efLkhoaGqtFhSlhEZJP9zlAk+Z4uw/w20c+n5eS4hJluFxFxoijNnqdULvP4q+RSH+eWx925Z/EtuU89fX7bg+Ve+eBotCGsTzneQAmLeCFVxwcwDnZD2N3dvXfv3iVLlrS3tx8+fNjv9zs9EYDzQqHQihUrdu3atXnz5ra2tuVFN3KyYusaR9yPpozdzFDTPURE5V6Zk6SMtQ96/FXyovKrvJNPLq0gXvB73QdHo/VhY2U4ZLR/6p6L1dHASeyGcMqUKTt37kxuz5+Pn0MAIqK8vLza2lpVVQsLCwVBUKtvH9xZM+4H6ji3krluY/aWx7/W/nnV655b4g83ElEgpBOR1ngUIQRnsfU8QgD4al1dXSdPnhRF8cSJE83NzW39A5kbH+EVz20ZyqX3FCtSoSyJWdmZ92++hm+h+BbPVySvwH9mmH2mdW0P6QW4jli8fQIAvpbh3S+M7P61zZGt68TzvKyI02YUPLdbnJR/DXuLHP6w9/END3X0HQpqu2ZOWjm9cOaHTcTjl3JwDLunRgHgKmU9tDXt+/dEDu6PdbbyWTke/1KlrPKa1zZTyvzEC/40+VBQC4T0O4Mjsc42aXbx9Z0Z4OohhADwn4mT8jNWr7suu+K9ae7ZcytDx4koENaJSGuqRwjBQTgdAQCpJvsW3+SRVIHv1M1+09JwmRAchRACQKopvkqB4xapbiJqDOt601HChxXAOQghAKSaUuYnnq+8uNaaNTIc62p3eihgF0IIAKnGp2dKRbOTi46O3U2Is6PgHIQQAByglC9eqEoKz3Xo5mDc0psQQnAMQggADlDKKl0ct0h120QNYSNa9/dY+6dODwWMQggBwAFyaQUR970s9YeT0qZKYiIa6V7/g94nNiWiUadHA+YghADggKHf7dJt6tDNp6fmzPdIRPTK2QufHDxwfus6SiScng7YghACQKrF2k6F33vbTFgHRr/4+68+pA9qeqz9VPiDvzo4GzAIIQSAVAu9+1bCiI37pYQWHd33pxTPA4zDEmsAkGqxjk+Tz/vtM601bb3JFzv02CbKICLz3BknhwP2IIQAkGpcWkZyI98l/HnO5OT2ls7+5AbvUZ0ZC1iFU6MAkGpqVfWX1Y5ziZ6lt6Z4HmAcQggAqea9/U5eVcd9kBMnSpn3bUr9SMAyPJgXABwQ62zr2bC6PxjMpbGbJUYTttejTNnxG09VtbOzAWsQQgBwhjU0MPTirsjf3rOCI7zi8Sz9VvbWJ13Ti5yeC5iDMNMcsQAAAUlJREFUEAKAw/r6+iKRSFFRUWtra3p6ekFBgdMTAVtwjRAAHNbc3Pz66693dnaePn16x44dTo8DzEEIAcBhJSUlPT09BQUFy5cvz8zMdHocYA5CCAAOO3bs2IwZM1pbW7dt21ZdXY3rNZBiuEYIAA4bGBjQdT0nJ+f8+fNENHPmTG68OysA/kcQQgAAYBpOjQIAANMQQgAAYBpCCAAATEMIAQCAaQghAAAwDSEEAACmIYQAAMA0hBAAAJiGEAIAANMQQgAAYBpCCAAATEMIAQCAaQghAAAwDSEEAACmIYQAAMA0hBAAAJiGEAIAANMQQgAAYBpCCAAATEMIAQCAaQghAAAwDSEEAACmIYQAAMA0hBAAAJiGEAIAANMQQgAAYBpCCAAATEMIAQCAaQghAAAwDSEEAACmIYQAAMA0hBAAAJiGEAIAANP+BUB8NxB2pDDQAAACjnpUWHRyZGtpdFBLTCByZGtpdCAyMDIyLjA5LjEAAHice79v7T0GIOBlgABGINYEYi0gbmBkY1AA0ixQioNBA0gxM7E5gGkWdgjNDOOj0+wMaPJgPhNUnIkZLg+hEeZDbcVhLAFpRrApjIyDheYGhak4A4MEA4MkAyMTA6MUA6M00PcKzJwZTMwsCSysGUysbAmsPAps7BlMbDIM7BwK7JwJHLIMHHIMnFwKXNwazDy8CjzyDLx8Gky8/Az8Agz8Cgz8igwCYgkCghlMgkIJgkoMQsIMQiIZTMLKDMIqDMKqDCKiCSJqDKJiGUyi6gxiGgwiTGzMLKxs7JxsgkIiomIC4t8YIbENBprGb3sOqGo3HwBxpkrOPiA9TwvM/ua68sD103P3g9jvl3Qc6L/Cvg/E5llvfGBD2jsw+8/NJ/uN8pXsQexDR/kO/AlmcQCxpyTkHOhcLAlmr4lpObAzuhTMDrw47cC50mVg9bvmHT3wQuQimK2c8+UA05bfYHbSxGX7/iTOsgOxO/Yb2h/J3AwW/7KjwU4o1xRszhYuLodVpzrA4m1L0x3kw23AbNX/jQ7zO43Abu47s8Hh1eNmiPt/7HNQXSUL8WPuRYetV/tsQWxjx8MOu2MPgPWeKp7icPXPKzDbTMnuQPvfTLB675O7DrSHTwSzFzXWHrBl3whmr/l64sD9b25g9s+qqAMRrnxgdjr77P3z93iB3elZ7n5A79FcMFtUa/OBxaGtYPbrSx9sH16fAHabY5S8gzqDEljcr+yl/fPVJ8Fha73HyUFU7BlYDfvVNw6JgYxg82/ITHR4wWQFZgeqnnUISaoEs+tlGRz/HGsD67V69NihYboa2MwM9zaHWWaBYLYYAHfawzpxHSUoAAADmHpUWHRNT0wgcmRraXQgMjAyMi4wOS4xAAB4nH1Wy24kNwy8+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/PDz8Bn9vniVyoA6sAAAKIelRYdFNNSUxFUyByZGtpdCAyMDIyLjA5LjEAAHicZZK9blsxDIVfpUAXB7gR+CdSlNEpSyane9ChCDq2KYqMefgeyUXNosu1SJOHnw71/PjlhV9Oz49f7l5OD/t3fx5On57uLte8/Hg5Pf3z39/jn76PF3wvt4xc8/+p7gTj++H9FI2FNQ5pTnqcvTFx8MGtkww/ztZckxWJoX3YSnC6yKFNfCQqtDmnjYNaaA9CiTTunmghHz5WbCPHwIyuLGiBmGjKcU9NU0ceZ2qeprKajNhjZaSzMaNrqAVkVrV0lTVKibvsPuboedxzY2UczjjFiESNq3VaGShQdF/jzLsL1O+tSRDuhRyruK1cbzIytpio7JHWhvmIAxruW97RmIkihVVjCFLaDBb6KhKRvPYZafYDB8ok2RQZBAdRDgje84YGxSrqxqlbKp3hIf7DTVm3VLBShzNKtDmxJFxn7cQVd0QmcAIKo9vtquOpmjDPiPYw7E1dGXsbqnHFZnb3wxpK167XUOwpkcEfsZlFCcKCVYbrdlcYbZDBlmI/EHKx5aNnGMt6EGQStmyMjA4+6IplrAwpfFmZ9MAkTDDXDsBYi18xCS2j4QnWvp1P2pdy2EyDl4F4eL4z3dCOXdMarhg1GlHslyWugod9d3x9e/3++dfrz0ltHS+vb9/w7CbfIuEpJZKpt8ho2i1in71EfXrRlBkl0jlKpc4skU0uMCyTC43y5ILTJ1ecyQVHJxccyBQcqBQc8cmFR2JyAaIphUd0SnXHplR7+pQClFOqP1CqBsHYghRTCtKYUokgVIiUphYkn1qJxtRCxDG1EKlNrUgorkg5tS6tT61bw6ACpVAuUIK3UB/ReP8NSt5yg5ZrK6kAAAMQelRYdHJka2l0UEtMMSByZGtpdCAyMDIyLjA5LjEAAHic1ZJ7SFNxFMfP7u7em07d3Nyc3jLNt/maPdT9hBQqCbR/hBJnzlpYREVWGqUQkklUig9CSDIDY9LjHzNNf6GIQQ9DIVN6aMFIElMrLEvbPTP/8B//7geH7+d8z7nnnh/3Tne3vQPXUYH7CFyR4IpEV5QJxMC5lFWjiKUQ6hIh80+Xq8uy4hJUVuJW4b98tUpgVR1zZtlnhCt1t7Kr37pq3BrlNdoFmAoE/4sq+A8VABAIrv0FjJQRCF3BAisCdh2w60EkBlEQiDaAWMJJVHZGIrVKZXZGJrfK1JxcYWfkwaBQcgqVVRkCyo2g8uA8PEOFai9OHQpe3qGMlw/4aMAnDHzCQWO0arR2RuvLafVWXx3oIkAXCboo0PvZGX00+BmsfjFgMNoZgz9n3AT+JjDFgikOTPGgYcQSqUyuUIm1ej+DUaMrYdx/GZ6ECe4sfat5T/nEv6aSHiy9h5w5l0g7528h10Q+pN6LncgD2lr6dbwc+URDE527GoIcaHRQVVd1D88p5ZV0oWH0Mc95T8105KcIfXPEx56gCNbC8+x1KS0q/Y2sGrZRm1NPeLa9KaVZhmLkz8JaurPLgT3FXC+97TmBzKbM0PL7CuyBT3e6s4KepfCozrVYHgxfw54DV/pTM0wh2JOnVhIHswX9kh124mxvTOX51e7z5ENSDe6mMm4lMcFKvIuNyyL+OYeQf/S2keSqAewZyR0k52bEyJFjfcQ8egRn3uiuI6eIe0+Pk07SsLSAXDA7Rjri9uIO36cCaFz1EM50tjpoZf0k8iVjIQ1/LX7Cc+rdXtpou4x+83wmrew+jDwZ+5LuqktB/vWngDZWeSLve1HR862f4PymFjMdyGpEJjIHXcq/iFxRNJzc0tzmvuOjENJ/Ro5+/vMJCx1PQn961GnpiC7Dma1h9aQvOxu5M9hOLqQ3I9/M6CBVp9OQC0sWibnhGD47t62KhO2Jx5lT6aI09ebjyF9y2sj+qO3I7UcHyVCcezffv6Sw869qO7plAAAEXHpUWHRNT0wxIHJka2l0IDIwMjIuMDkuMQAAeJx9V1tuHTcM/c8qtAEL4lPiZ2MHTVHEBpq0e+h/94/yaGzNDUr0XuNixOHwcQ4fY1ru44k+NXz+ePn973/a+fDLp5SP//mLiPaXjDE+fWu4aJ+//Prba3v+8cvnD8nz25+vP74342aSz4xGP+v+8uPt24eE2nN7kh4SNmZ78h6TOGYbfexPO364fW9P2jmCx2pP1o1suBaa0t7aE/elacigSWbiUmgqNK1PM1XC1Zo63QpNQ5za3VaMwNWwtVL+X02HpvVBy2kgDh9sZUbz8i5zCaV36qQuZUbr8p75DPb2NDoNn1LZjPa6czcfyGh0YxGtbGZwz3A6M2XzVDByXhVKtEniTmnIZqPkiFO50uSLTpsJqDTusoK4tCkIFMQbZXiSbJlYaVM/oPfJ8C4aGqXmJsn7iDnTfqbmSUHp3eF9dpPlsTJOWjyT10JzQnN0EUmjUIjwWSFPIGl0oJkhJ5kSMkrgI3lPi2suAkYWWZ5lxYMhxLY0ENtk9ro1QJB059CF4pXhI6hS5K0YycryXXE2SCuEGE3EPcaMQZv8FdMrhFi3TfaZhQ5KXX2UqDP4sa4yaO56N/eppU00kWdFkppfVZxjgSvNuTXJKJs47wcHUZk66NE+aSANVJFNKsEEPbNn2wyBYviasqoxM7brvCt5X7qyxqx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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {} - } - ], - "source": [ - "# Display all the atom mappings\n", - "jnk1_edges = [edge for edge in jnk1_network.edges]\n", - "for edge in jnk1_edges:\n", - " display(edge)" - ] - }, - { - "cell_type": "markdown", - "id": "8e119e3e", - "metadata": { - "id": "8e119e3e" - }, - "source": [ - "### Storing the network\n", - "\n", - "Created networks can easily be converted to (and also loaded from) as a GraphML representation.\n", - "\n", - "This can allow users of OpenFE to store the network to disk for later use." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "0be4c1f4", - "metadata": { - "id": "0be4c1f4" - }, - "outputs": [], - "source": [ - "# Convert to graphml\n", - "with open(\"network_store.graphml\", \"w\") as writer:\n", - " writer.write(network.to_graphml())" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "5ebec1d5", - "metadata": { - "id": "5ebec1d5" - }, - "outputs": [], - "source": [ - "from openfe.setup import LigandNetwork\n", - "\n", - "# load a new network from this graphml representation\n", - "with open('network_store.graphml', 'r') as file:\n", - " network_data = file.read()\n", - "\n", - "new_network = LigandNetwork.from_graphml(network_data)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "05b277f8", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "05b277f8", - "outputId": "2bd39d43-c089-45a3-bb5f-adea9efe2a02" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "edge 0 molecule 1: benzene\n", - "edge 0 molecule 2: benzaldehyde\n", - "edge 0 mapping: {0: 3, 1: 4, 2: 5, 3: 6, 4: 7, 5: 8, 6: 9, 7: 10, 8: 11, 9: 12, 11: 13}\n" - ] - } - ], - "source": [ - "edges = [edge for edge in new_network.edges]\n", - "print(f\"edge 0 molecule 1: {edges[0].componentA.name}\")\n", - "print(f\"edge 0 molecule 2: {edges[0].componentB.name}\")\n", - "print(f\"edge 0 mapping: {edges[0].componentA_to_componentB}\")" - ] - }, - { - "cell_type": "markdown", - "id": "ac41ea4d", - "metadata": { - "id": "ac41ea4d" - }, - "source": [ - "### The OpenFE CLI\n", - "\n", - "The OpenFE toolkit also has a command line interface which we plan to add several convenience methods to.\n", - "\n", - "For now functionality is limited to atom mapping, but it will be expanded upon as the project grows." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "eecd0fea", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "eecd0fea", - "outputId": "c64ee46e-aada-49f0-f8e7-05c3aaa48b9d" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Usage: openfe [OPTIONS] COMMAND [ARGS]...\n", - "\n", - " This is the command line tool to provide easy\n", - " access to functionality from the OpenFE Python\n", - " library.\n", - "\n", - "Options:\n", - " --version Show the version and exit.\n", - " --log PATH logging configuration file\n", - " -h, --help Show this message and exit.\n", - "\n", - "Network Planning Commands:\n", - " plan-rbfe-network Plan a relative binding\n", - " free energy network, saved\n", - " as JSON files for the\n", - " quickrun command.\n", - " plan-rhfe-network Plan a relative hydration\n", - " free energy network, saved\n", - " as JSON files for the\n", - " quickrun command.\n", - " view-ligand-network Visualize a ligand network\n", - "\n", - "Quickrun Executor Commands:\n", - " quickrun Run a given transformation, saved as a\n", - " JSON file\n", - " gather Gather result jsons for network of RFE\n", - " results into a TSV file\n", - "\n", - "Miscellaneous Commands:\n", - " fetch Fetch tutorial or other resource.\n", - " test Run the OpenFE test suite\n" - ] - } - ], - "source": [ - "# Call help on the OpenFE CLI\n", - "!openfe --help" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "363f9691", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "363f9691", - "outputId": "b20a66f8-c14f-490e-d761-3b5c01677c13" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "{0: 5, 1: 6, 2: 7, 3: 8, 4: 9, 5: 10, 6: 11, 7: 12, 8: 13, 9: 14, 10: 4, 11: 15}\n" - ] - } - ], - "source": [ - "# Get an atom mapping using the CLI\n", - "\n", - "!openfe atommapping --mapper LomapAtomMapper --mol inputs/benzene.sdf --mol inputs/styrene.sdf" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "3b0dc398", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 317 - }, - "id": "3b0dc398", - "outputId": "cec53cce-2f7a-4e0c-98af-fb31cc57c62d" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 22 - } - ], - "source": [ - "# We can also directly visualise the mapping\n", - "!openfe atommapping --mapper LomapAtomMapper --mol inputs/benzene.sdf --mol inputs/styrene.sdf --output test.png\n", - "\n", - "Image('test.png')" - ] - }, - { - "cell_type": "markdown", - "id": "5d609a0a", - "metadata": { - "id": "5d609a0a" - }, - "source": [ - "## 3. Running a Relative Ligand Binding Free Energy Calculation" - ] - }, - { - "cell_type": "markdown", - "id": "d795f993", - "metadata": { - "id": "d795f993" - }, - "source": [ - "Now that we have a set of atom mappings defined, we know which atoms should\n", - "undergo alchemical transformations to capture the free energy cost of\n", - "transforming from one ligand to another.\n", - "\n", - "To simulate this transformation we use the equilibrium RBFE protocol\n", - "implemented in OpenFE. This uses OpenMM to run a Perses-like relative\n", - "ligand binding free energy calculation using a single topology approach.\n", - "\n", - "To achieve this simulation, the following steps need to happen:\n", - "\n", - "1. Create OpenMM systems of both end states\n", - "\n", - "\n", - "2. Create a hybrid topology based on these defined endstates\n", - "\n", - "\n", - "3. Set an appropriate Lambda schedule\n", - "\n", - "\n", - "4. Set a MultiState reporter to write out appropriate coordinates and energies\n", - "\n", - "\n", - "5. Create an OpenMM sampler (in this case we will be using a replica exchange sampler)\n", - "\n", - "\n", - "6. Carry out the necessary simulation steps (minimization, equilibration, and production)\n", - "\n", - "\n", - "The `RelativeHybridTopologyProtocol` class in `openfe.protocols.openmm_rfe`\n", - "implements a means to achieve all the above with minimal intervention.\n", - "\n", - "Here we work through its usage for the benzene -> phenol binding free energy\n", - "test case. As this involves both a relative binding free energy in solvent\n", - "and complex phases, the `RelativeHybridTopologyProtocol` Protocol will\n", - "be used to build two separate `ProtocolDAG` (directed-acyclic-graph) classes, one for each phase.\n", - "These `DAG`s (which contain the necessary individual simulations), are then executed to yield\n", - "the desired free energy results.\n", - "\n", - "**Note: the underlying components used for the creation of OpenMM hybrid\n", - "topologies and samplers is still in flux, originating mostly from Perses.\n", - "Please consider these to be in beta.**" - ] - }, - { - "cell_type": "markdown", - "id": "cc80f3fb", - "metadata": { - "id": "cc80f3fb" - }, - "source": [ - "### Defining the ChemicalSystems\n", - "\n", - "`ChemicalSystems` are OpenFE containers which define the various components\n", - "which exist in a system of interest. You can consider these to be the nodes\n", - "along an alchemical network which are connected by edges which carry out\n", - "calculations along Alchemical states to get free energies.\n", - "\n", - "`ChemicalSystems` take in three different things:\n", - "\n", - "1. A dictionary of the chemical components (e.g. `SmallMoleculeComponent`,\n", - " `ProteinComponent`, `SolventComponent`) defining the system.\n", - "\n", - "\n", - "2. Box vectors (optional), defining the shape and size of the unit cell of the\n", - " system.\n", - "\n", - "\n", - "3. An identifier name (optional), for the `ChemicalSystem`. This is used as part\n", - " of the hash identifier of the `ChemicalSystem`, and can help distinguish between\n", - " otherwise comparable systems." - ] - }, - { - "cell_type": "markdown", - "id": "f5506f1a", - "metadata": { - "id": "f5506f1a" - }, - "source": [ - "In the case of a relative ligand binding free energy calculation for benzene -> phenol,\n", - "four `ChemicalSystems` must be defined:\n", - "\n", - "1. Benzene in complex with T4 lysozyme in a box of water\n", - "\n", - "\n", - "2. Phenol in complex with T4 lysozyme in a box of water\n", - "\n", - "\n", - "3. Benzene in a box of water\n", - "\n", - "\n", - "4. Phenol in a box of water\n", - "\n", - "\n", - "Here we will be passing the previously defined `SmallMoleculeComponents` for benzene\n", - "and phenol. We will also pass a `ProteinComponent` generated from the PDB file\n", - "present under `inputs/181L_mod_capped_protonated.pdb`. Finally, instead of passing\n", - "in a specific box of water, we will define a `SolventComponent` which will contain\n", - "the necessary information for OpenMM's `Modeller` class to add water and 0.15 M NaCl\n", - "around the solute when creating the OpenMM simulation objects." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "0b6c9ec3", - "metadata": { - "id": "0b6c9ec3" - }, - "outputs": [], - "source": [ - "# First let's define the Protein and Solvent Components which we will be using\n", - "from openfe import SolventComponent, ProteinComponent\n", - "from openff.units import unit\n", - "\n", - "protein = ProteinComponent.from_pdb_file('inputs/181L_mod_capped_protonated.pdb')\n", - "\n", - "# Note: the distance from the solute to add water is not defined here but in the\n", - "# the relevant RBFE solver method\n", - "solvent = SolventComponent(positive_ion='Na', negative_ion='Cl',\n", - " neutralize=True, ion_concentration=0.15*unit.molar)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "8c6d6504", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 317 - }, - "id": "8c6d6504", - "outputId": "47026705-938a-4e62-f1af-66e9c50334aa" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "image/png": 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M2tnZqX2uYdywEH6BNC0lYWAX5WUSgQkZv6XntrPhHXD/7P+h68Ez5j6NCETUDz179rx48eLkyZN37dpFOgsyYOK4mPTQNcKIBxSHK8/PL9YW/71I8u2rJAqo817V6iififYeVGV5iM7DIiOBhfDLMndsEOzbVvRSKuv6MilHJv+ljlNH26IFiBYNm7rsPwWmdzIFAOfPn+/du7eNjU1MTIyzszPpOMgwyWUZ29Zn/3YQJGJaaYJoMVezC94IJZOUGqqx+Hy30+GcyjgJC5URPiP8MvsfpnKcqyleOnDY06vawf+XMSmOC59F5F36g0A+0iQSib+/PwAsW7YMqyAqG1oiSZkxPvvEIVok1FAFAaCLLX/S521F7cZPxSqIygML4ZdRFjyHqXOVj4ypbF3bgvteJDn6KVf5eMaWIHlhgW7Tkbd169aYmBh3d/dp06aRzoIM1cclfoVPH9P/37o5QSQNSRYMi03p8jKp08vEoTEpwUmCeKFE9YNcFze773/UbVh916hRo0aNGik/+VNITU1t1KiRr6+v7lPpM7w1Wjo0nfTjUGHkY8WB69mFP75Js2Kzrni7KK9ksv9xhsNPc0hEJOPTp08eHh5ZWVkXLlzo0aMH6TjIIOWeP/NpbSD9/5PIvWnZG5KzpDTNpqAql8OiIFksY17OcLab/tkKetp5/S7Lzt2JxNZPNE0zPSsyMjIcHByKjSYkJNSoUYPP5+fn55NIp6fwirB0KMpx7s+g1BKloy2vgw0vTybf8vlSiqxDe6TJiTrPR0xgYGBWVla3bt2wCqKyoYWFGeuXKarg4U85QUkCFsACF/vHDatfr+8a7uP6pKHbIlcHNlChKVm7UrOLPszm8Fq2JZMbGREshKVl7tWg2Cqln90cuBT1e3rui4Ki3X1psShjyzqdpyMjMjJy3759XC5369atpLMgQ5X712m5VMp8/VEiW5ckAIANNR1/dLK1/n+XJ0s264cqNhtrVQaA0JSsRPF/76c4nOzTx0ikRkYFC+FXqDRrIcvSSvGyhjn3+8rWig2yFfKunC988kD38XRv9uzZMplsxowZnp6epLMgvSOXy8+ePduhQ4du3boxRxISErp06eLi4lKjRo2dO3cyB3PCjiouB09l5InkdCtri2LbKjG62/Hb2fCkNP1b+n/P5mmRKPf0bxX/V0FGDgvhV2A7ONqNm6J8ZFZVu8pc9pM80d9Zn91wz9iwQnkJsFE6efLkjRs3KleuvGTJEtJZkD56+/btkydPhg8frpi18ccffwwZMiQpKenmzZvz589PSUmhRULx2zjFR+7lFgJAd7sS26T1sOMDwL1cRfcTWpqaJM/JLun9CJUG7j7xdexGT8o9d0qxR7YVmzWzqt2ShIzViYIONnzFHtmimFc5Z0/YDBxBLGgFEwqF8+fPB4BVq1bZ2dl98f3IBNWpU2flypV3795VHJkxYwbzRY0aNapUqZKcnFwpL5syM6cl/00HjRNKAMDDwqykP7MezwwA3hRNH6VY5jzx2ziLRtjMqLjz589bWVkVO5ienk4kjJ7DQvh1KC630oyA1HlFHe6HOVozjwn3f8ye5lxUEjJ3hFh168WytiERs8KtX7/+3bt3jRo1mjBhAuksyPC8fv06NzfX29tb9jxCeQ4a087ehlPinSo7DgsA8mVyGU2zKQoAaKBlWYKKj2x4xowZQzqCwcBC+NUsO3fn+7YvuH+LeclskD0iNnVXavYAB6tqZv99S2WCTMEv2yr5LSKXtKIkJSUFBQUBQGhoKO7qib5Wdnb2oEGDgoKCeDxeIUUp91BjAwWgaUmXjAYAYFHwWT9Mk2zn9EUhISF8lb04BALB4sWLieTRZ1gIy6KS/5LC4T1o2X9PAZtbWXxnZ3kpK39DctaGmo6Kt2X/9qvNwOHcGrUJxawoAQEB+fn5Q4YM6dixI+ksyMAkJiYOGTJk7Nix48ePBwC2gyNNF/WRseewCsTyDGmJz9eZIVv2Z5uGcio5lvR+UzZ+/Hi16wixEKrCyTJlYVa7rvWAz57/LXa157GoPzPzHucVbWJCS6XpG1frPF3Fun///rFjxywsLIKDg0lnQfru2bNnMTEx+fn5T548yc7OvnbtWvPmzbt169axY8cnT56kp6dzq9cCpX2tmUeAL5XWIxXzvEAMAN78ooeItKiQW8u9Iv8SyPhhISyjStP82bb2ipdVzTjjq9jQAKsSM5X7JBbcDi+4c13n6SoKTdOzZs2iaXru3Lk1a9YkHQfpu+3bt1+8eNHb2zsoKCg+Pj48PPybb76Jjo4OCgoKCgp6/vw5xeWa16uveP83NjwAOCfIV9tslAb4IzMPADrYFDW751avzeKrWWuBUOnhrdEyYtnY2U+ckR6yQnHkJ2e7s5n5LwrEZzPyBlYqmqyVvnGVW6t2FMcYvtUHDx58+PChi4tLQEAA6SzIAOzevVv5ZZMmTVTfYzN0jOhNDF1QAAD9HSw3p2TFFIr3pWVP/LyzNgAc/JjzskBsx2EN+v//L8rMzHbI6IrJjkwIXhGWnc3Q0WZ1PBQveSxqTjU7AAhOFuTJis5oJe/e5Jw4RCCftuXl5TFPF9atW6c6LRuhsrH6tjfb4r9LOks2a02NSmwKgpMEPydkKJZJvBVJln/IXJ2YyQJYVb2Szf8fEdJSiWUXbDSKygsLYdlRbI7j3J+Vj/RzsGpuZZEuke1K+2yFb+aezTJBpm7Tad/q1auTk5N9fX1HjRpFOgsyHhSHU3npOpbFf/Mbu9ryt9SqYsdhH0vP/e5Vkte/773/fd/tZdLhTzm2HNaW2pW72yndCJXT2ccPEImNjAl72bJlpDMYMK5LdVHUc0nCW+YlBVCPZ3YiPTcyX9zbwdKO89/SAloskhfkW7bvTC5pecXHx48ZM0Ymk4WFhbm6upKOg4wKt3otWWa6OC4GpFIAcLfgjnC0djPnWLNZlmyWsxmnmaX56Co2q6s7+vDNi31W9CLS6ts+bFvs6vAfiqLMzc27dOnyzTffcFSeyFAUZWNj07Vr1zZt2hCJp59wG6bykiS+/zDkW1pcNM9t3rv0M5l539nxt9euUvQ+Ftvt6DkzDy8CEbVh4MCBZ86cGTt27IEDB0hnQcaIpj8uD8j/53wZdvS07Nzdef3OighliAQCgZ2dHYVrK78G3hotL65rDdthY5WPBLjYW7FZf2cV3M4pLDoql30K+hkM87QjPDz8zJkzVlZWa9asIZ0FGSmKqrIs2GHmApYFj+JyNbzxoiDf/90n5f9I+eGXCh/cruiABoGm6X79+n3zzTdv374lncWQYCHUAvtJs9iORRd/jlz2ZCdbAFiVmClTqnzCyMf54ZcI5CsfmUzm5+cHAIsWLapWrRrpOMiY2Q4d7XYm3LrPYMqCx7KypsyKNx3Nl8mXfcj8IzP/guCzNvfpG1bSMqkOk+qp33///datW7GxsapL6ZEGeGtUO3LO/v5p5QLFSwlN93iV/E4kWe5WaVRla8VxjnO16mH/UBY8dX8GAXFxceHh4czXPj4+bduq2eN0+/bt06dPr1279suXLy0sLHQbEJkoWiwWPv9XHPtKkpKYey5MeX+J39NzFydkOHM5V3xcFG3uAaDywpU2g78nEVZfFBYWenl5vX//fu/evT/++CPpOIYErwi1w6bvEHOfhoqXXIqa52IPAJtSBFnSoqUU0tTkrKP7COQrwd9//338+HGBQCAQCGQyNX2tBAIBM50qJCQEqyDSGcrMjNesle2I8Y5zllRZul55aIijdQO+eapEuvfzudkZ2zfIsk26+3ZQUND79++bNGnCtK9DpYeFUEtYLEf/n5Wb/35nx29nw8uSyrelZim/UbB/hzQ1Wef51EtOTu7Tp09AQEBAQMA333yj+oZly5alp6d36tRpwIABuo+HEABYduzGb130w8kCWOLmQAHsSctOEhfdDpXnZAn2biURUC8kJiaGhIQAtsIvEyyEWmPRqJlVt17KRxa7OrApOPwpJ7awaE4pLSzM3BGi83TqpaSkxMXFLV++fO/evWJx8QaPUVFRO3fuZLPZoaGhROIhxKjkv0S5N1NTS/Me9pZCOb0h+bNLwJwTh8RvYnWeTi/Mnz8/Pz9/2LBhas9okWZYCLWp0uzFLF7Rvid1LbjDHa1lNKxK/Gw1fe6Fs8LIxzpPp8agQYO8vLyaNWt27ty5kSNHFhudM2eORCKZPHlyw4YN1X4cId0wq+VuM+izn8+FLvY8FnUuM/+Rcpt7mSx9wwqVTxu/e/fu/fbbbzweb926daSzGCScLKNlmbtDBXs2K15mSeVdXyVmSeV76lTpbFtUI829GrgeOqu8JSlZmZmZjo6O+fn5PN5/E3n+/PPPfv362dvbx8bGOjriNjeIMHlOdsKATsp78G5OydqakuXNNztbr5ryf6Sqofv4hty84mvJ5XJfX99Hjx4tXboUG6SUjb78IjYa9uOmcKq6KF7acVjTne0AYFVipljpnEMU9Tz3wlkC+T4XHR3NfJGQkGBra2tu/l/bDrFYPG/ePABYtmwZVkGkD1g2tvaTZisfmexk62LGeVUgDsvIUz6eHrKCVrnPb8R+/fXXR48eubq6Mv9nURlgIdQyytyi0vT5ykdGV7b24JkliKSHPuYoH8/YvFaenwfkyOXyadOmtW7detKkSf369QsNDWX9/wp18+bNsbGxXl5eP/30E8GECCmzHTLKzN1T8dKCRflXsweAkCRBrnKb+8T32ScOEshHQm5u7pIlSwAgODjY0hK3oyojvDVaIRa1aPj23bulbg5cigKAO7mFY1+nWbJZV7xdqnCLJnTZ/zDNYdpccjGBpunY2Ni3b982atSoatWqzMGPHz96eHhkZ2dfvHixe3ds7Y/0SOGju8lTinq+0wAjY1Mf5QknO9kyC5YYLL5l9bPX2JUqk8ioUwEBAcHBwa1bt75z5w62VSszvCLUvnPnzt2mzMMy8qT/P8doa83rbMvPl8lDU5SWUrBY8vxcIgkVKIry9PTs3r27ogoCwKJFi7Kzs/v06YNVEOkbXos2lh27KV5SAIGuDiyA/R9z3ookiuPygvzMnRtJBNSpN2/ebN68mcVihYaGYhUsDyyEWpaTk+Pn57f74KFiE2ECXR3MKOpUeu6zAhEAmPs0ctl/ynH+ckIxS/Tvv//++uuvZmZmzJokhPRNpTmByq3XfPhmAytZSWg6KPHzpRR/nBC9eq7zdDo1Z84ckUg0bty4li1bks5i2PDWqJZNnTq1cuXKy5cvNzc3/7dlXfOCoo6Ia5My96Xl2HE5NapX19tdY969e5eZmenv74+FEOmtjK1BWQd2KV6mS2TdXiXlyuS/uju1tynqX2jRqJnLvpNgpJdKV69e7dq1q7W1dUxMjPIdHVQGxXerQuVx79698PDwyMhI5qX9mMkFu4ruz/jYWnHS87Klsqdv4gkF/DKKojgcTpMmTUgHQahE9hOm5/51Wpb+kXnpyGVPcbZdnyRYlZh53qsa5/+VT/j0Sd4/F4q1uTAOilb4gYGBWAXLD68Italx48Y8Ho9Zfv7LL79MnjhxwcdYyfu3AMBt07HL+Rtxb98uWLBg8ODBpJOW6OTJk0FBQdhiG+m53D9PflxeND1b0eZ+qZvD6Mo2iuMcp6rVT1/Vnzb32rJ169aZM2fWrl371atXilVPqMywEGrTjRs3JJL/ntj36NHj3Llz7XkcwZ7NjnN/3njxyuLFi729vZ8+faq6bbT+kMlkTZs2ffbs2Zo1axYuXEg6DkIlkMsTxw0UvXyqOHAlq+Cn+I+2bNY/Pi72nKK52Q5T/OwnziQRsaIIBIK6detmZGScPXu2X79+pOMYAyyEFcXc3FwgEPD5fJDL0z598vDwyMnJ+fvvv7/99lvS0b4gPDy8S5cuVlZWMTExuAEh0lvCZxFJPwxW3ux6fFzarZzC0ZVtlroV7cZHmVtUD/tHuc2FoZs+ffr27ds7d+589epV0lmMBM4arSgikYjP5wMAsFjz5+MDIGcAACAASURBVM/PyckZOHCg/ldBAOjcufOAAQPy8vIWLVpEOgtCJbJo2NTqu77KRxa7OnAo6lh6Toxym3uRMGPbepVPG6pXr17t3r0bW+FrFxbCCvfkyZMjR46YmZkZUD9cZvfBQ4cOPXz4kHQWhEpUadYC5Tb37hbcEera3Of9/afw30c6T1ch/Pz8pFLp1KlTGzRoQDqL8cBCWLFomp49e7ZcLvf3969bty7pOKVVu3bt2bNn0zQ9a9YsvHmO9BanirPd2MnKR2ZXs7PjsO7lCv/JLig6StPpIStALi/+eUNz9uzZy5cv29vbL126lHQWo4LPCCvW4cOHx4wZ4+TkFBsba2NjU2z0/v37q1atIhJMWWBgoK+vb7GDeXl5np6eycnJhw8f/v7774kEQ+iLaJEwYXA3aXKi4sihTzkrPmS6mXP+9nYxU1pEWGVpsHXfISQyaodYLK5fv/7r16+3bt06ffp00nGMChbCClRQUODl5ZWQkHDgwIGxY8eqvuHs2bP6sPP7mTNn+vfvr3r8wIED48ePd3FxiY6OtrKy0n0whEoj7/JfaQtnKF7KaOgbnRxTKJ7nYj/ZyVZxnO3gWP1MOMvKmkRGLVi3bt3ChQu9vb0jIyO5XC7pOEYFC2EFCgwMXL16dbNmzR4+fMhSt/VgWlrao0fkH120aNHCyclJ9ThN076+vg8fPgwMDFy5cqXugyFUSsmThhc+eaB4eS9XOPp1qmqbe7txUyrNCCARsLzS0tKYmeeXLl367rvvSMcxNlgIK8qHDx/q1atXWFh48+bNdu3akY5TRvfv32/Tpo25uXlUVFTNmjVJx0FIPVHMq8Tv+4Jcpjgy5c3Hf7ILBleyWlejaENNist1O3GZW70mgYjlM378+AMHDvTv3//MmTOksxghnCxTUebMmVNQUDBq1CjDrYIA4OvrO3LkSKFQOH/+/C+/GyFCzD29bfp99vxvsauDGUWdzsh7mi9SHKQlkozNa3WeThOxWCz4v4KCArXviYiIOHTokJmZWXBwsI7jmQgshBXi9u3bYWFhfD5/9erVpLOUV1BQkKWl5cmTJ69fv046C0Ilcpg6l2VdNB/NzZwzroqNHGBVYqbyXa/865cL7t3UfbySHD161MvLq1u3bt26ddu7d6/qGxQzz/38/Axo5rlhwUKofXK5nFl7sHDhwurVq5OOU14uLi4BAQEAMHv2bJlM9sX3I0QE26GS/Y+fzaWc5mxbhcv+N190LjNf+XjGxlW0VKrbdCVKSkqaPn3648ePHz9+PGvWLNU3HDt27NatW05OTtjysOJgIdS+vXv3PnnyxM3Nbc6cOaSzaMe8efNq1qz59OnTffv2kc6CUIlsh43j1qiteGnJZvlVsweAoKTMQnnRZaE4/nXO6WME8qmTmprq7Oz87t277Oxs1dHCwkKmwdPatWttbW1V34C0AguhluXk5CxbtgwANm7c+F+LNcNnYWHBPJwIDAzMysoiHQch9Sgu19FvsfKRQZWsGlmap0lke9I+KzOZOzfKsgWgBywtLfft2+fv71+vXr0DBw4UG127dm1CQkLTpk3Vrr9C2oKzRrVszpw5mzZtatu27a1btyjj2hG0Y8eON27cmDNnzoYNG0hnQahEKTPHF9y5rnj5b75oaEyKOYu65O3iala08Yvt8LGO85bpPl5JIiIiOnXqlJmZyWb/t95DMfP8xo0b7du3JxvPuOEVoTbFxcVt376dxWJt3rzZyKogAISGhrLZ7K1bt8bExJDOglCJHOcEUko7nTWxNO9tbymU0+uTPrsEzD5xRBynRz/JNWvWzMvLU+zjBgBz584tKCgYMWIEVsGKhoVQm2bOnCkWiydOnNisWTPSWbSvcePGEyZMkEgkM2bM+PK7ESKEW7OOzZDRykcCXO15LOq8IP9hnrDoqFyWHrJC1+E+J5fLv/322127dt25c2fq1KmDBw9W7IZ9586dkydP8ni8NWvWkA1pCvDWqNZcuHChV69eNjY2MTExzs7OpONUiE+fPnl4eGRlZV24cKFHjx6k4yCknjwn+59vW6dmZvpa8dgUAMCWlKwtKVlePLOz9aqxlW7WOG/ca9mhK6mcAPDy5csjR468e/euZcuWU6dOZbabl8vlrVq1evz48fLly3/++WeC8UwEFkLtkEgkDRo0iImJ2bhxo5+fH+k4FWjjxo3+/v7u7u4vX740MzMjHQchNT58+NChRfOEjx8jG9XgsSgAEMrp7q+SEsXSNdUrDXUsajdq0bCpy69h5JKqt3fv3kmTJrm5uUVHRxvNnDt9hrdGtYN5cubu7j516lTSWSrWjBkzPD09maehpLMgpN6MGTNWrF/Poop+v1mwqHku9gCwITkrVyYHAIrDsRk4wnnTL8RSliA3N5e5CgwJCcEqqBt4RagFihuG58+f79mzJ+k4Fe78+fO9e/c27pvAyHAdP3589+7d165dszA3f+JTjbkiZIyITX2UJ2xjzevRyMeqc3e2YxWCOUvyxx9/XL16tU2bNrdv3za+OXf6CQuhFkyePHnPnj3dunW7fPky6Sw60rNnz4sXL06ePHnXrl2ksyBUJCMjo0mTJpcvX65Xr565uXn0T2Pkt/5RjIZnF/q9Ty+QyfX59x5FUZaWlseOHevTpw/pLKYCC2F5PX36tFmzZhRFRUZG+vj4kI6jI9HR0Q0bNpTJZA8fPjTKKbLIQI0dO1YqlTJNnVq3bn311AmXtQtosQgAWHz+zHzOX/8+8/Ly6tKlC+mkJbp69WpUVNTAgQPDwvTu4aWxwkJYXp06dbp+/bqfn9/GjRtJZ9EpPz+/0NDQdu3a3bx5E2/gID0xYcKE3Nxc5uuwsLBhw4Zta9tUcGCndY9+z5t/07XfACsrq5iYmGrVqpHNqYFi68HLly9369aNdBzTQKNyOHHiBAA4ODhkZGSQzqJrAoGgcuXKAHDy5EnSWRBSw8zMLD8/X5afL4x+KZVKGzZsCABr1qwhnevLmF1rfHx8JBIJ6SwmAWeNlp1il741a9Y4ODiQjqNrdnZ2K1asgP/vvEg6DkLFbd++3czMjMXnm3t67969+9mzZ7Vq1TKI1U2KFUpqN2ZC2ke6Ehswpgw0atRIKpWSzkKGTCZjHhCuXLmSdBaESpSZmeno6AgAYWFhpLOU1qlTpwDAwcEhPT2ddBbjh1eEZZSUlBQUFAT/78BJOg4ZLBYrNDSUoiimRz7pOAipt2zZsvT09E6dOg0cOJB0ltIaNGhQt27dMjMzV65cSTqL8cPJMmU0evToI0eODB48+OTJk6SzEDZ48OCwsLDRo0cfOnSIdBaEiouKimrUqJFcLo+IiGAeEypLTk6+c+cOkWDK2rZtqzp/5+XLl40bNwaAf//9t379+iRymQzSl6QG6d69exRFWVhYxMfHk85C3vv37/l8PkVRt27dIp0FoeK6d+8OAD/99JPa0TNnzpD+HQwAcObMGbXxpkyZAgBdu3atyO8QovGK8KvRNO3r6/vw4cPAwEC8a8EIDAxcvXp1s2bNHj58yGLh/XakL86dO9e3b197e/vY2FjmMWExjx49YjadJmv+/PktWrRQPZ6Zmenh4ZGRkXHu3LnevXvrPpiJwEL41Q4cODB+/HgXF5fo6GgrKyvScfRCQUGBl5dXQkLCgQMHcCttpCfEYnGDBg1iY2NDQ0NnzZpFOk4ZhYaG+vn51alT5+XLl8zeFEjr8OT96+Tl5S1evBgA1q1bh1VQgc/nr1q1CgACAgJycnJIx0EIAGDz5s2xsbFeXl4G3Qp/+vTp9evXf/PmzdatW0lnMVpYCL/OmjVrkpOTfX19R40aRTqLfvn+++/btm2blpbGTKZVlZ2dvXz58uHDh69ZsyYvL0/H8ZCp+fjxI7MsfePGjVwul3ScsuNwOJs2bQKAFStWpKamko5jnLAQfoX4+PhNmzZRFMWsGSAdR79QFLV582YWixUSEvL69WvVN4wbN+79+/ezZ89+9uyZQZ+hI4OwePHi7Ozs3r17M5NlDFrXrl179eql2J4JaR/hyToGZcCAAQAwduxY0kH015gxYwBg4MCBxY4nJiZaW1vn5eXRNJ2RkcHn8wUCAYmAyCRERESw2WwzM7Po6GjSWbTj9evX5ubmLBbr0aNHpLMYIbwiLK3w8PAzZ85YWVmtWbOGdBb9FRwcbGNjc/r06WI7UsXGxtapU8fS0hIAHBwcnJ2d4+PjCWVExm/27NkymWzmzJmenp6ks2iHu7v79OnT5XL5rFmzaJzhqG06LYQjR47s27ev2tvcQqGwb9++ffv2lUqluoxUSjKZjGlRuGjRIn3uW0+ck5NTQEAAAPj5+Sn/UwqFQuUJb+bm5oWFhQTyAUilUuYnTSgUqo6mpqb27dt35MiRug+GtOW33367efNmlSpVAgMDSWfRpqVLlzo7O9+9e5fp9Y+0SZeXn3Z2dgAQFxenOqTYOUUoFOoyUilt374dAGrVqlVYWEg6i74TiUTu7u4AsGPHDsXBp0+furi4MF9LpVJbW9u3b98Siaeof7m5uaqjcXFxAGBnZ6f7YEgrCgoKatSoAQB79+4lnUX79uzZAwCurq75+fmksxgVvDX6ZQKBYOnSpQAQEhJiYWFBOo6+MzMzW7duHQAEBgZmZGQwB+vXr29hYXHhwgUAOHXqVK1atWrWrEkuIzJawcHB79+/b9y48fjx40ln0b4JEyY0b948MTExJCSEdBbjosuqa6BXhDNnzgSATp06kQ5iSJgNRZnnGYyrV6/WqVOnQYMGHh4e9+7dIxUMrwiN2IcPH5jn0NevXyedpaLcvn2boigej/fu3TvSWYyHFgphUFBQ3bp1GzVqtGvXLs3vNMRC+OrVKy6Xy2aznz59SjqLIXnx4gWHw+FwOM+fP1c+rrb86JJWCuGdO3d69erl4eHRpk2blJSUikmKvtqIESMAYNiwYaSDVKyhQ4cCwMiRI0kHMR7lLYQnT56sXbv2u3fvPnz4UKdOHc1tlw2xEDKLkKZOnUo6iOH56aefAKBLly6kg3ym/IXw48ePjo6O58+fl0qlycnJFZYUfZ27d+8yl0qkHj/rTEJCAtPm/ubNm6SzGAlOOe+s3rp1a9CgQczT6VGjRoWFhbVr107zR168eJGVlVXsoPIcQrlcriedRy5evHjp0iV7e/vly5eTzmJ4Vq1adeLEiatXr544cUJPFjUrd8WLjIzk8XjF3pCYmPjFP2Tfvn19+vTp2bMnAFStWlW7CVHZKNYVzJ8/3+gfP7u5uc2dO3fFihWzZs16/PgxtrnXgnIW0m3btrVr1y4/Pz8rK2v48OFDhgzR8GbmilAzoVAYERGhg794KVEUFRwcrPavExMTg4tbaZp+9OhRTEyM2qHg4GC9asETERGhdtVEMZqvCMePH9+/f39fX19XV9cffvhBJBJVzPcVfYV9+/YBgIuLC9O0wegVFBRUr14dAPbv3086izEo7xXhpEmTXrx44e3t7eLi4uzsXJpSN2XKFNW3SSSSDRs2MF+z2Wxra+tyBtMKoVAokUgUt22VhYeHd+/e3cPDIzIyksMp77fRcEml0nHjxsXGxl66dKlz587FRpnbj1wuV09m27LZbMXX/v7+qi0os7Kydu3apfkPyc3NtbS0vHLlCofD6d69+549e6ZPn679rKjUcnNzmSWDwcHBzGQZo8fj8dasWfP9998vXLhw4MCBtra2pBMZOC0W1bFjx65bt07DGwzuGeGdO3dKmqAlEok8PDwAYMuWLUSy6YnNmzcDQJ06dVT/4RRT+G7cuEEkm1rlf0Y4a9asn3/+mfl63rx5s2fPrpCgqNTmz58PAK1bt5bL5aSz6I5cLm/fvj0ABAQEkM5i8LRQCN+/fy8Wi8+ePevo6PjhwwcN7zS4QkjT9PDhwwFg+PDhqkNnz54FAHt7+0+fPuk+mD7IzMysVKkSAPzxxx+qo8OGDQOAESNG6D6YBuUvhLdu3apVq9abN29ev35ds2bNs2fPVlhY9GVxcXFME84HDx6QzqJrT548YbFYZmZmJT2bQKVU3kKYmpraoUMHT0/PAQMGfPGBmf4XQrFYnJycLJFIFEc0X9Z89913ADB9+nQdZtQj06ZNA4DOnTurDmm4mCZLK8snfvnll+bNm9evXz80NLRiYqLS6tu3LwD88MMPpIOQwfQN6NevH+kghg0X1Bc5c+ZMnTp1Wrdu7erqeurUKcVxpq1MkyZNZDJZsY+8fPmSWWX47Nkz3YYl7+XLlxwOR+3fXSaTtWjRAgCWLl1KIpomuKDemFy9ehUArK2tTXYdS2pqqo2NDQBcunSJdBYDhoWwyMKFC5OSkmiavnLliru7u+K4onvhL7/8ovopZqKE2qsi4/btt98CwIwZM1SH9u7dCwCurq56OIUPC6HRkEqlDRo0AADNUxOM3tq1awHA29tbLBaTzmKosBCq8euvv7Zv3175yLFjxwCgSpUqWVlZxd6cmZnp6OgIAGfOnNFhRsJOnz7NPB9NT08vNpSTk8Osrjt+/DiRbJphITQaW7ZsAYDatWvrwy8NgkQiUd26dQFg69atpLMYKp0WQn9//ylTpqidWiIUCqdMmTJlyhTl53O6Fx4e3rhx40qVKr18+bLY0DfffAMA8+bNU/3U1q1bmf+QJrI3heI/3rZt21RH586dCwBt2rTRzyl8EomE+UlT+9vz06dPU6ZM8ff3130w9FUUE7VwshJN02fOnDHxiXvlhDvUF5ebm7tly5YmTZoU+z0eERFR0gQtU7tFo7gVo3rWopjC9/DhQyLZkInQMFHLNJn4xL1ywkJYRFH5mH5vqndBf/jhBwDo27ev6mdN56G94uH833//rTrap08fAJgwYYLugyHTYcqT1EqiYfIa+iIshEW6d+++e/fuiIiI+fPnN27cWPXOXlpaGtPB4eLFi6of79evHwCMHz9eJ2GJGTduHAD0799fdeiff/4xkbMBRBZe/aiFV8llhoWwSEpKysyZMwcMGDB37tzU1FS17wkKCgIALy8v1Qlab968MfqFvYoFvLGxscWGJBJJ/fr1AaCk1qwIaQU+DytJaZ6bxsfHnz9/PiEhQZfB9B8Wwq+jubNaQECAEbd6ksvlzNYiCxYsUB3V0GsNIW3BGZKaaZ5JGxoaWrNmzSlTpri6uqpdDGaysBB+tT/++KOkE1LFyoGjR48SyVahjhw5AgBOTk7Z2dnFhjIyMphT0T///JNINmQi1q1bh2vmNFBM3AsKCio2lJ+f7+DgEB0dTdP0o0ePqlWrht9DBSyEZcE8opg2bZrq0P79+8EYt4NRbPvy66+/qo5OnToV9G8PXmRkUlNTmYf02EVFg5Im7j148MDDw0Px0tnZOSoqSufp9BQWwrJ49eoVM2nt6dOnxYZkMlnLli0BQLFBgXFYsmQJADRt2lRtnzkOh8PhcHC6mv77888/T506pfYsTSqVnjp16tSpU6r/xHoC+2qWktr+q3/99Zevr6/ipY+PD6ltYWQyGfOTJpVKVUfz8vJOnTql43tLWAjLaMaMGSVN0Lp79y7Tb/rt27c6z1UhEhIS+Hw+RVE3b95UHWV6rc2cOVP3wdDXMpTuTqpwp4XSU7sjx927d729vRUvXV1dX7x4QSKdPnZ3wkJYRpo7q40cORIAhg4dqvtgFWHIkCEAMGrUKNUhpteag4ODaq81pIcMtBDi3ntfS3WPxqysLBsbG+Z+6evXrx0cHEh1wsJCaFS2bdtWUme1xMREZvOm69evE8mmRbdv32YucN+/f19sSDGFb/v27USyoa9loIXw6NGjzEQt1TYXSC3FxL1jx44pDgYEBDRr1iwkJKRBgwZr164llQ0LoVFRTNBS+yO1fPlyAGjcuLHa++CGQiaTNWvWDABWrFihOrpmzZqSeq0hXYqLi1u5cuWGDRu+uD7MEAuhYvuX/fv3k85iSPbt26e6CUx4ePiWLVtu3bpFMJhWCqFQKDxx4sSSJUt2796t9s/5KlgIy4WZoGVlZcXs36SsoKCgZs2aALBnzx4i2bRi9+7dAODm5pafn19sSHOvNaQzUVFR9vb2K1asWLVqlZubW0pKioY3G2Ih/Pnnn6GEDUGRBnq7LWj5C6FUKvX19R06dOiRI0fWrl2LhZC8/v37A8C4ceNUh3777TcAqFKlikAg0H2w8svOznZ2dgaA33//XXV07NixADBgwADdB0PKFixYMHHiRObrSZMmrV69WsObDa4Qap6ohTTTz4l75S+Ev/32W7t27bQYiaJpGlA5xMfH+/j4iESi+/fvMwsnlHXs2PHGjRv+/v4hISFE4pWHv7//xo0b27Zte+vWLYqilIciIiJatGjB4XBevHjBPCZEpCxevDg9PZ25dl+3bt2rV68OHTpU0pvt7e2zsrI8PDzMzMyKDcnl8levXgGAUChMTk729/ev0Nil9OTJk4SEhBEjRjB7gqoqLCzk8Xg6TqVvNHwTRo4cefz48erVqzPPOIjbsGFDtWrVLCwsAMDb25vFYhV7g1gsjo2NtbOzEwgEJf0hM2bMsLa2rlq16rt37/r27duhQ4fyxtJiUTVZGjqr/fvvv2w2m8vlMg0dDMjr16+ZGdiPHj0qNqS51xrSsfj4eBcXl1GjRg0cOLBu3brDhg3T8GbmirBy5crOKpycnJjfCUKhMCIiory/WbSHz+cfOnRI9e8SHR3doUOHMWPGVNi31mCMGTOmQ4cOan/JHDp0iM/nk/43LBIREaG4InRyclL9OaxcuTJ86Ypw0KBBnp6eO3fuPHTokLOz87Vr18r5DcQrQi3Izc319PRMSUk5cuTIqFGjio1OmjRp7969vXr1+uuvv4jEK5tevXpduHBh0qRJzKWGsiNHjowePdrJySk2NpZ5TIjIysnJuX//fvXq1Q8ePCiXy5nW8GoxV4RxcXF16tQpNpSXl2dtbQ0AQqFQKBQyz7+J+/PPPw8ePFivXr1nz55xuVzlobdv33p7e4tEonv37rVq1YpUQuKePHnSsmVLDofz8uVLd3d35SGpVNq4ceOXL1+OGzeO2SKNuC5dulhYWDBXhLm5uVZWVsXe8ObNG3d3d81XhBMnTqxXrx5z0yIgIEAsFm/atKlcscpZSBFDQ2c1xeZNFy5cIJKtDK5cuQIA1tbWqjMv8vPzNfRaQwRlZ2fXqFFD89mxwT0jFIlEnp6eALBp0ybV0YULFwKAr6+vUba5Lw25XN62bVsAWLRokeroxo0bAcDd3V2v/k3L/4xw7969PXv2pGlaLpd/991369evL2ckLITaoeistmTJEtXR9evXA0C9evUMosutRCLx8fEBgJCQENXRwMBAKKHXGiIiJSWlU6dOo0ePrlmzptrfhsoMrhDSNH3u3DnmN+PHjx+LDeXm5larVg0A1N47NQUHDx6EklvhOzg4AMBff/1FJFtJyl8ICwoKOnTo0L59+7Zt2zZr1qz8q0uxEGoNM0HLwsJCdYKW5rNafaPhLFIxhY/sOiRUzNu3b+/cuVOaycl6Xgg/fvw4e/bs7777bvr06cpLknr06AEAU6ZMUf3IgQMHAMDZ2Vm1Ehg9xXnAwYMHVUcnT54MAF27dtV9MM20so5QKpW+ePHi0aNHWjkjx0KoTRo6q2k4q9Urms8iNfRaQwZBzwth165dt27dGh0dHRAQ0KlTJ8XxqKgops19ZGRksY/I5XLmAeHixYt1G5a8RYsWAUCzZs1Ui8GLFy+YVvikGopqgJ1ljJzmzmoazmr1h4azSA291pCh0PNCKBKJmC/u3r1bq1Yt5aFZs2YBgHJ1VLh37x5FUebm5q9fv9ZFSv0QHx9vYWFR0u2Zbt26AcDs2bN1H+yLsBAaPw2d1TSc1eoJDWeRmnutIUNRrVo1Ho8XHx+vOpSXl8fj8Xg8nqIaEREXF7dx40ZfX9+TJ08qH1e0uT916pTqp77//nsAGDx4sK5ikjdo0CAAGD16tOrQyZMnQY9b4YtEIuYnTe12YPHx8Twer1q1arqMhIVQyxSd1Xbv3q06quGsVh9oOIvctWsXlNBrDSEtiouL27JlS5cuXQIDA4sN7dixAwCqV6+u+kOYmJjITMS/fPmyrpKSFB4eDgB8Pl/19kxhYWGtWrUAYOfOnUSyGSIshNr3+++/A0DlypVVJy9oPqslS8NZpKLX2okTJ4hkQ6ZGIBCw2exiVwxSqbRRo0YAsGrVKtWPrFy5EgB8fHyMvgU8fh+0DgthhWBa/vj7+6sOaTirJUjzWeScOXMAoG3btia7Wgvpxvr16zMyMmiafvjwobW1tepNWsWVkOo+G6ZzJYRXxlqHhbBCaOispvlsjhQNZ5Eaeq0hpF3bt293c3Nr0KBB9erVS7prMnDgQABQ21lNcVeDqaZGSSAQaLirNHr0aAAYNGiQ7oMZNCyEFWXixIkA0KtXL9UhDff3idB8FtmzZ08AmDRpku6DIRMkl8szMzM1vEHzbMmOHTsCgJ+fX4UFJGz27NkA0K5dO9XbM6Y5e1YrsBBWlLS0NGaqutrOahpmfOmehhl3ly9fBgAbGxvNu9whpEsGun6u/HA9ZQXBQliBmK2X1HZW03xWq0saziIVvdY2bNhAJBtCahloR5Xyww47FQQLYQUSi8UaOqstWrSod+/eapc261JcXFzv3r0NqGMvQrRh9tgsJ+y5WnGwEFYsDT+7etW0WjWMsf42QcZBcSfQRM7hNJ9VM7twqL1XjEoDC2GFM4jOaqqM+P4SMg6PHz9msVgmcle/NM9Z7t+/TySbEcBCWOH0v7OaKuOecYCMhobVAsY0z0vzzDsN60lQKWEh1AVmxnPHjh1JBymtrl27qs5BF4lERrw8CxmilJQUGxsbo1/588W1WFZWVsq7VqGvhYVQFzSvgdU3qquSs7Oz165d6+Li0rJlS7LZECpm1apVxt0LQnN3joYNGwLA6tWriWQzGlgIdUQ/O6up8sua6wAAFO9JREFUUtunKiUl5ejRo+fPn8dCiPSNUCh0d3c34u6AX+zXWKtWrcLCQt0HMyYUTdOAKh6zjdHTp0+///77wYMHk45TopMnTx49etTHxycyMpLD4SgP3b1718/P78GDB6SyIaRWWFjY4MGDHRwcYmNjK1WqpDyUk5Pj6emZmpp64sQJZltpw3LixIlhw4ZVqVIlJiaGeUyoIBAIPDw80tPTw8LCmMeEqOxIV2ITEhYWxkzuIv1vrglFURYWFmFhYar579y5g1eESD9p2EFs9+7dYJg7iCn2dNuzZ4/qqJ7v6WZYOBp/KyJtunDhglAodHV1bdq0KeksJYqIiEhMTLxw4QKeYyIDsmnTpsaNG2/btm3ChAn169dXHvrxxx/37Nnz5MmTDRs2LFmyhFTCMli/fv27d+8aN278ww8/FBuKiorasWMHm83etGkTkWzGhnQlNhUREREsFsvMzCwmJoZ0Fk3i4uKY+QUPHz4sNoRXhEifTZkyBUpY+Xr79m2Kong8np60uS+NxMRES0tLALh+/brqaPfu3QHgp59+0n0wo4SFUEe++eYbAJg3bx7pIF82d+5cAGjTpo3y/IJz586tXLnS3d39xIkTycnJBOMhpFZGRgbzgFBtLyTmAeGoUaN0H6xsRo4cCQBDhw5VHWL6Vdnb23/69En3wYwSTpbRhePHj48cObJKlSqxsbG2trbMwUePHsXFxXl5eTVu3JhsvGJyc3M9PT1TUlKOHz8+fPhw5uCaNWtycnKYr8ePH890e0JIr4SGhvr5+bm7u7948cLc3Fx56MOHD/Xq1SssLLxx40b79u1JJSyle/futW3b1sLC4tWrV8xjQgWxWNywYcOYmJjQ0FDmMSHSAtKV2PgVFBTUqFEDAH755RfFwZ9++ql58+YLFizw8PDQwy5Qe/fuBQBXV9e8vDzSWRAqLUVntZCQENVR5gFh06ZN9bwhp0wma9myJQD8/PPPqqPr16+HEnqtoTLDQljhli5dCgBNmjRR/u93+PDhgoICmqZv375ds2ZNcunUk8lkLVq0AIBly5aRzoLQV7hy5QoAWFtbq3ZWKygoqF69OgD8+uuvJKKV1v79+wHAxcVF9TQ0LS2NuaWkttcaKjMshBXrw4cPzBPvGzduqH3Dw4cP69atq+NUpXHnzh1mfsG7d+9IZ0HoK/Tq1QsAJk6cqDp0+PBhKGHzJj2Rk5NTtWpVADhy5Ijq6I8//ggAvXv31n0w44aFsGIxz9iGDx9e0htGjRq1dOlSHSb6CsOGDQOAESNGkA6C0FfQ0FlNLpe3a9cOABYsWEAk2xcFBAQAQOvWrVVb4URERLDZbDMzM9Vea6icsBBWoC9eVC1fvrx9+/bMPVI99MXLWYT0k7+/P6jMfGY8efKEWcgUGxtLJJsGb968YUr4gwcPVEeZmedz587VfTCjh4Wwoiges6m94BMKhZMmTerRo4fe3qJhqH3AiZCey8nJcXZ2BoDff/9ddXTcuHEA0L9/f90H06xfv34AMH78eNWh3377DQCqVKmSlZWl+2BGDwthRfnll19KmngpFApbtGjh4OAwb968gICAgICA3NxcIiG/SDHldd++faSzIPQVNHRWS01NZTZv+vvvv4lkU+vq1asAYGVlpbpOV3OvNVR+WAgrhOKJ9/Hjx1VHRSLRic8JhULdhyylY8eO4akoMjgymax58+YAsHz5ctXRNWvWAIC3t7fq5k1ESKXSBg0aAMDatWtVR5ctWwYAjRs3lkqlus9mCrAQVoh58+aV9MTb4MjlcmYB8vz580lnQegrKDqrqT6kF4lEdevWBYBt27YRyVbM1q1bAaB27dqqGyopHtWr7bWGtAILofZpaNdpoAylUSpCxQwdOhQARo4cqTp0+vRpALC3t09PT9d9MGWZmZnMxt1nzpxRHR0xYgQADBs2TPfBTAcWQu3r06cPAEyYMIF0EG1i+t/37duXdBCEvkJCQgKfz6co6ubNm6qjXbp04fP5xBenX7hwgc/nd+nSRXXo7t27zEXt27dvdZ7LhGAh1LJ//vmHaWxhZJ2pFS0tLl26RDoLQl9BQ2e1169fJyQkEElVTEJCwuvXr4sd1NxrDWkRFkJtkkgkzBPv4OBg0lm0LygoCAC8vLywySEyIIrOavv37yed5evs27evpF5rSLtY5W/bjRR27Njx/PnzOnXqzJw5k3QW7Zs9e7aHh0dUVNSuXbtIZ0GotHg8HjNHdOHChdnZ2aTjlFZubm5gYCAABAcHM5NlUMXBQqg1mZmZK1asAICNGzcW2wLGOJiZmQUHBwPA0qVL09PTScdBqLRGjhzZvn37tLS0tWvXks5SWqtWrUpJSWndujUzWQZVKNyPUGumTZu2Y8eOLl26MI8JjVX37t3//vvvadOmbdu2jXQWhEorIiKiRYsWHA7nxYsXzMIJfRYfH8+scbx37x7zmBAAPnz4sHXrVrFYHBoaSjae8cErQu149erVnj17OBzOpk2bSGepWJs2beJyubt27Xr+/DnpLAiVVtOmTceMGSMWi+fPn086y5fNmTNHJBKNHTtWUQVfv349ZcqUwsLCe/fukc1mnEg/pDQS3377LQDMmDGDdBBdmD59OgB07tyZdBCEvoKis5qez3xmeq2pnXl+586dli1bEkll3PDWqBacOXNm4MCB9vb2r1+/rlSpEuk4FU4gEHh4eKSnp585c6Z///6k4yBUWmvWrFm8eLG5ubmFhQXpLCUSCoUikWj16tWLFi0qNnT37l0/P78HDx4QCWbEOKQDGDyxWMxsIbZy5UpTqIIAYG9vv3Tp0hkzZvj7+3fv3l2ff6cgpMze3p6iKLFYLBKJSGcpEUVRFEXZ29uTDmJC8IqwvNauXbto0SJvb++nT59yOKZyYiGTyZo0afL8+fO1a9cuWLCAdByEviwnJ8fT0zM1NfXAgQPMhkf66ezZs+PHj69SpUpMTIydnZ3yEF4RVhTS92YNm37u56IbGnaNQUgPzZkzBwDatm2r/63wO3ToAAD+/v7FjuMzwgqChbBc9HaHT93QsI8oQnrl9evXTCv8R48ekc7yZf/++y+bzeZyudHR0YqDvr6+1atXr1y5cu3ata9du0YunRHCQlh2T548YfZkiI2NJZ2FjDdv3jC/XB48eEA6C0Ka9OzZEwAmTZqkOHL58mVvb283N7emTZs+efKEYDa1Jk6cCAC9evUiHcQkYCEsI7lc3q5dOwBYsGAB6SwkMROFjGPnRWSsrly5AgA2NjYpKSnMEblcPmjQoMePH9M0vWvXLl9fX6IB1UhLS2MeEBLfHMMUYCEso8OHDwOAk5NTdnY26Swk5eTkVK1aFQCOHDlCOgtCakgkEh8fHwDYsGGD2je8fPmyatWqOk5VGiEhIQBQr149bHNf0bCzTFkUFhYuXrwYANatW8dMljFZ1tbWq1evBoCAgID8/HzScRAqbuvWrS9fvnR3d582bZraN1y7dq1169Y6TlUaM2bM8PT0jI6O3r59O+ksxo50JTZIGnY4M0G4axrSWxkZGQ4ODgDw119/qX3Do0ePqlatGhUVpeNgpXTu3DkAsLOz+/jxI+ksxgwL4VfTvOe1acJ9tJF+mjx5MgB07dpV7eiNGzfc3d31/D9yjx49AGDKlCmkgxgzLIRfbciQIQAwatQo0kH0y8iRIwFg6NChpIMg9J8XL15wOBxmxwnV0Y0bN1arVu3ChQtv3rx58+aNVCrVfcLSiIqK4nK5bDY7MjKSdBajhZ1lvs6dO3fat29vYWERHR3NbHuNGElJSZ6envn5+devX2eWAyNE1rfffnvlypXZs2er7gmTl5c3YMAA5SMnT54s1sZFf8yePXvz5s2dOnUKDw8nncVIka7EhkQmkzVr1gwAVqxYQTqLPlq+fDkANG7cWG9PrpHpOHnyJAA4ODikp6eTzlJemZmZjo6OAHDq1CnSWYwTXhF+hefPn7dr187e3j4qKorH45GOo3cKCwu9vLwEAsHt27cbNGhAOg4yXSKRqH79+nFxcTt37pwyZQrpOFqwc+fOqVOn1qpV69WrV9jmXuuwEH6dtLS09+/fK3bLRMU8fPiwRo0aTk5OpIMgk7Z69erAwEAfH5/IyEjjaIXP3I56+vSp2u2ZUDlhIfxMRESETCZr1KiRmZlZsSGZTBYREQEALVq0IBHNYDx69AgAmjZtymaziw2JxeKnT5+y2eymTZuSiIZMQlJSUr169fLy8i5fvtytWzfScbTm2rVrnTt35vP50dHRbm5upOMYFSyEn7G0tCwoKHj//r3qRJjMzExmu0G5XE5RFIl0BoCmaRaLBQCK9VvKEhISatSowefzcek9qjhjxow5fPjwoEGDTp06RTqLlg0aNOj06dNjxow5ePAg6SxGBTvLIISMx/37948cOWJubr5u3TrSWbQvJCTEwsLi8OHDt2/fJp3FqGAhRAgZCZqmZ8+eTdP03Llz3d3dScfRvlq1as2ZM4f5a8rlctJxjAcWQoSQkTh8+PCDBw+cnZ3nz59POktFWbhwYbVq1Z48eXL06FHSWYwHFkKEkDHIy8tbuHAhAAQHBxtxK3wrK6u1a9cCwPz583NyckjHMRJYCBFCxmDt2rXJycnNmjUbNWoU6SwVa/To0a1atUpNTQ0ODiadxUjgrNHPMLNGO3furLpkVSKRMNt74qxRDRSzRrt168blcouNCoXC8PBwnDWKtO7t27fe3t4ikejmzZvMjtnG7f79+23atDEzM3vx4oVRPg3VMSyEn2EKoeb3YCHUQFEINcBCiLTOBNcVGPEqEd3DQvgZphC+efNGdb2qQCBgGqZgIdRAUQjT0tLs7e2LjX748KFOnTpYCJF2meZKc2PtG0AEPiNUg8Ph/K+9uwtpqo/jAP5Xs+VWI01hYbabZLGThjFJVhdFSrUlBQuqG4uiKCJqXvSCvaNBDZvikt6giIjoJqLZlTdCkmQQsVw7EpG9MZY7swM74jZ3novxRM/mEw8PPP52nv/3cyU7Xnw5F/vud875n39xjv/Hi5pmDc4hzI7p6Wm3280Ya2tr46cFGWOVlZUnT55kjLnd7lQqRR1H21CEAKBhN2/efPPmTWaBHXWW2ZZZLjkyMnL79m3qLNqGIgQArYrFYmfPnmWMeTweDvdk0Ol0maUUbW1t0WiUOo6GoQgBQKsuXLgwPj6+fv16l8tFnYXG9u3bm5qaJElqb2+nzqJhKEIA0KRQKNTb21tUVJS7AT1XvF7vnDlzfD7fyMgIdRatQhECgCa1trYmk8n9+/evXLmSOgslQRD27duXSqWOHTtGnUWrsHziL6LRqKqqZWVluYvhVFXNXIUvLy+niKYZ4+PjjLFFixblLjJJp9OSJBUUFGQ2tAL41/x+f3Nz88KFC0dHRysqKqjjEJMkqbq6WpIkv9/vdDqp42gPihAANCaRSNTW1oqi6PV6MQZleL3e1tbWZcuWvX37VqfTUcfRGFwaBQCN6enpEUVx+fLlhw8fps6SL44cOSIIwvv3769du0adRXswEQKAlkQiEYvFMjEx8ezZs82bN1PHySP9/f1NTU1Go1EURZPJRB1HS3ifCHt7e+12e0NDQ2dnJ3UWjnR2dtp+cf36depEoBmnT5+emJhwOp1owSyNjY0Oh0OW5XPnzlFn0RiuJ8KBgYG9e/e+fPmyqKhozZo1V65cwX3m2aEoytTUVObvTZs2tbe342WJ8E8EAoG6urrCwsJAIGCxWKjj5B1RFGtqatLp9OvXr2tqaqjjaAbX736MRCLz5s0zGo3FxcUmkykWi1En4oVer9fr9YyxV69eTU5ONjY2UicCbbBarT6f7/v372jBGVksljNnzlRUVFitVuosWsL1RDg5Oblly5ZwOGy32xVFuXv3bu4WevCf2rFjh9PpbGlpoQ4CAPzi+h5hKBT69u3bxYsXS0pK+vv7h4eHqRPx5ePHj0NDQzt37qQOAnmkvr5eEIRwOJx7SJZlQRAEQZj9VNqSOUuyLOceCofDgiDU19fPfqp8xvWl0Z6enl27drlcLpfLVVlZefXqVbvdTh2KI11dXYcOHZo7dy51EMgjwWBQUZREIpF7KJVKBYNBxpiqqtgT9O+oqpo5SzPuzZRIJILBYObGBPzEdRFWVVUFAoHp6enCwkJRFJcsWUKdiCOyLD969CgQCFAHAQDecX1p9Pjx4/Pnz6+trbVarfF4/Pz589SJOPL48eM9e/bgXWsAQI7ridBgMNy5c4c6Bad2795NHQEAgDHOJ0IAAACuJ0IAyE99fX25l83j8ThJGI168uSJwWDI+hAb2c+I63WEAJBvDAaDoii//590Oo2nRv+Oqqq5u8hl0ev1+FXxK0yEAJB3Ll++XFZWlvWhoihHjx4lyaNF3d3ducskJEk6ceIESZ58hokQAPJIZiIcGxtbunRp1iFJkjLXSzER/sbPiTAajeb+mPj06ZPZbMZEmAUPywAAANdQhAAAwDUUIQAAcA1FCAAAXEMRAgAA17B8AgDyyKVLl5LJZGlpae4hvV7v8XgYY3hk9DcKCgoyZ2nGLSZKS0s9Hg82Xs2C5RMAAMA1XBoFAACuoQgBAIBruEcIAJS+fv3q9/vT6bTD4TCbzdRxePHixYtft8VetWqVzWYjzEMLEyEAkBkbG7PZbPF4PJlMNjQ0jI6OUifihaIosT91d3cPDw9TJ6KEh2UAgMyDBw9u3LgxMDDAGNu2bZvD4Thw4AB1KL5IkrRixYpQKGQ0GqmzkMFECABkVq9e/e7du46OjufPn3/48GHjxo3Uibjj8/laWlp4bkGGiRAACMXj8a1bt5aUlAwNDW3YsOHWrVsLFiygDsWRqamp6urqwcHBqqoq6iyUMBECAJmOjg6z2fz06dMvX76kUqlTp05RJ+LLvXv31q1bx3kLMhQhABCKRqOZb2GdTme32yORCHUijqiq2tXV5Xa7qYPQw/IJACBz8ODB5uZmWZZ1Ot39+/cfPnxInYgjfX19ixcvrqurow5CD/cIAYDSjx8/BgcHE4nE2rVry8vLqeNw5PPnz8XFxSaTiToIPRQhAABwDfcIAQCAayhCAADgGooQAAC4hiIEAACuoQgBAIBrKEIAAOAaihAAALiGIgQAAK6hCAEAgGsoQgAA4BqKEAAAuIYiBAAArv0BckbGm6lFlfMAAAC2elRYdHJka2l0UEtMIHJka2l0IDIwMjIuMDkuMQAAeJx7v2/tPQYg4GWAAEYg5oHiBkY2Bw0gzcxCLM3IAKIZGYmluRkYM5gYWBMY2BgYmRIY2RmYmDOYmDiAJiUwczKwsGYwsXAxsHIziDCyMbCyMDMxis+CuhEMgI48YL961SoVCNfB/qHbsv1Q9n4E+8D+Cf1TVJHE7ZHUw9gOQHOgag4AxdUOwPQi2A4HkNSAxB2Q1IPZYgB4SjAEiKcIEQAAAR56VFh0TU9MIHJka2l0IDIwMjIuMDkuMQAAeJyNk81ugzAMx+88hV+AyE7CR44Fqm6aClLL9gCVOOzCaac+fe1W1GGtIpIgEvOL/44dLtN8neYpA2mn7uv3D57NdhnbMTFCCPDjEDE7gkyg2R8+e2jHXbNY2uG7H89AVgZKX7O7cTguFoIWyBQoDdDg/8nCWebQVHcQcjI2BHT1G9AxmG8ivZBbtIuVy4THMg4ywVXwAe5V74WrmXsGmFtThBqr8g0YGMw3kYSCbhEnWjlN+bRxnAlw33er4j+uQzP0nV4Hz4/Vqsuy1NoS90oL6JlwWibeCbUWw/MGrzknXgZNrewuNIF35ThN/FWVSYRZgKIzc2D8is8Wn0TWy0/B8+wGSWmlw+MGAp0AAACtelRYdFNNSUxFUyByZGtpdCAyMDIyLjA5LjEAAHicbY49CsMwDEav0jEBW0iOHdvqBTKV7iFDCR2LS8mYw9cxpbJLl096PPQzT8tKazdPS/8nKedp7zSBU9qAiwGDOmsEn5nAxIg286Ex16Fksa38jrauUZ8lZcfPgeZ8r25belxf6ckIR3tJ2x0Ck4BhIzDwIBDZClh2AoQ8Cjn2lSIOQshRYGSqniCm6gu/vwHc615hxUJm1AAAAL96VFh0cmRraXRQS0wxIHJka2l0IDIwMjIuMDkuMQAAeJx7v2/tPQYg4GWAAEYoG4QbGNkcNIA0MwuxNCMDiGZkJJbmANPMTNwMjBlMDKwJDGwMjEwJjOwMTMwZTEwcQBMTmDkZWFgzmFh4FFi5Gbh4GEQY2RhYWZiZGMWXQZ3LAHX/AXugk5dAuA72D92W7Yey9yPYB4B0gyqSuD2SehjbAUhA1RwAiqsdgOlFsB0OIJsTlFXpgKTeAUk9mC0GAHfELURNojWLAAABMHpUWHRNT0wxIHJka2l0IDIwMjIuMDkuMQAAeJyNk+FqhDAMx7/7FHkBS9JWaz+eemxjnMLm9gYHG4xtH/b+LDnRVE6KbcW0/tp/msTfj+v3z1cB0l76588/WJvtC17HzIgxwrtDxOICYkB7fngaoJtO7bLSjW/D9ArkZKD0LXuaxsuyQtABmQqlQYkGZ0uNBbQMognVDJKxMaJrdkDHYHmI9EKu4hntanNk5sQ6dTLDBXgEd693xzXMaXSsqWKDod4BI4PlIZJQ0CPiREKu13GmiYHI75E29TMn7mBM/MyQ56Hf1MlcOe049Fo5nh+r9SHTWquAuAdNtWfCaUJ5JzSaNs8bvGaHeBo1CbK70lDflNOA8ldVJhFmAZdEhx3jVxIFumEuvW16N5kvfxTbxT+Nz7CFrrt8xAAAALp6VFh0U01JTEVTMSByZGtpdCAyMDIyLjA5LjEAAHicbY4xCsMwDEWv0jEBW0h2HNvKBTK13UOGEjoWl5Ixh28cCrJDl48e//HRNM63hZZmGuf2T9Kel63RCN4pCyF6IjVoAqcMuBgw7HSUBCZG7NRQU2VmQDXYHIemK0+fJqXVp/o3pPNSqx5ret0/6c0I+bym9QmETAUZNkIdWwHHXeEROyHkXqBnX3gcBDxHAcNUfBGYii8sU/FF3L5g2GZIopgVAwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {} - } - ], - "source": [ - "# Extract the relevant edge for the benzene -> phenol transform in the radial graph\n", - "benz_to_phenol = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", - "\n", - "benz_to_phenol" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "23b778d6", - "metadata": { - "id": "23b778d6" - }, - "outputs": [], - "source": [ - "# Let's create the four ChemicalSystems\n", - "from openfe import ChemicalSystem\n", - "\n", - "benzene_complex = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", - " 'solvent': solvent,\n", - " 'protein': protein,})\n", - "benzene_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", - " 'solvent': solvent,})\n", - "\n", - "phenol_complex = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", - " 'solvent': solvent,\n", - " 'protein': protein,})\n", - "phenol_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", - " 'solvent': solvent,})" - ] - }, - { - "cell_type": "markdown", - "id": "fdfc694f", - "metadata": { - "id": "fdfc694f" - }, - "source": [ - "### Defining the RBFE simulation settings\n", - "\n", - "There are various different parameters which can be set to determine\n", - "how the RBFE simulation will take place. To allow for maximum\n", - "user flexibility, these are defined within\n", - "`openfe.setup.methods.openmm.equil_rbfe_methods` as a series of\n", - "settings objects which control the following:\n", - "\n", - "1. `SystemSettings`: parameters defining the simulation system, including; nonbonded_method, cutoff, constraints, water constraints, and hydrogen mass.\n", - "\n", - "\n", - "2. `TopologySettings`: parameters defining the creation of the system topologies, including; force field, and solvent model.\n", - "\n", - "\n", - "3. `AlchemicalSettings`: parameters controlling the creation of the hybrid topology system, and the lambda schedule. This includes various parameters ranging from softcore parameters, through to the number of lambda windows to sample.\n", - "\n", - "\n", - "4. `OpenMMEngineSettings`: parameters determining how the OpenMM engine will execute the simulation. This mostly controls the compute platform which will be used to carry out the simulation.\n", - "\n", - "\n", - "5. `SamplerSettings`: parameters determining which equilibrium sampler and their various controls parameters. For now only a replica exchange sampler is available, but one using self-adjusted mixture sampling will be added soon.\n", - "\n", - "\n", - "6. `BarostatSettings`: parameters controling the creation of an OpenMM Monte Carlo barostat. Note: for now OpenFE only calculates RBFEs in NPT conditions. Support for NVT conditions may be added in the future.\n", - "\n", - "\n", - "7. `IntegratorSettings`: parameters controlling the `LangevinSplittingDynamicsMove` integrator used for simulation.\n", - "\n", - "\n", - "8. `SimulationSettings`: parameters controling the simulation plan, including the number of minimization steps, the length of the equilibration and production steps, the trajectory filename, write frequency, and which parts of the system to write coordinates for.\n", - "\n", - "\n", - "These various settings are combined together to create a `RelativeLigandTransformSettings` class. By default these settings use the values which are considered appropriate for RBFE calculations, however these are very system dependent and may not always be suitable for every case. A judicious choice of settings is always advised." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "7d9fe95a", - "metadata": { - "id": "7d9fe95a" - }, - "outputs": [], - "source": [ - "# Settings can be accessed from the various classes\n", - "\n", - "from openfe.protocols.openmm_rfe.equil_rfe_settings import (\n", - " SystemSettings, SolvationSettings, AlchemicalSettings,\n", - " OpenMMEngineSettings, AlchemicalSamplerSettings,\n", - " IntegratorSettings, SimulationSettings\n", - ")\n", - "\n", - "# The documentation on each class can be accessed to know\n", - "# what parameters can be set\n", - "?SystemSettings" - ] + "cells": [ + { + "cell_type": "markdown", + "id": "3bae4c80d0f2", + "metadata": { + "id": "3bae4c80d0f2" + }, + "source": [ + "# OpenFE Showcase: Relative Binding Free Energy of T4 Lysozyme\n" + ] + }, + { + "cell_type": "markdown", + "id": "AUgaKFN7eCt5", + "metadata": { + "id": "AUgaKFN7eCt5", + "nbsphinx": "hidden" + }, + "source": [ + "## 0. Setup for Google Colab\n", + "\n", + "If you are running this example in Google Colab, run the following cells to setup the environment. If you are running this notebook locally, skip down to `1. Overview`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "-jX9udRGehD3", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-jX9udRGehD3", + "nbsphinx": "hidden", + "outputId": "78a0d40d-a6d2-4a93-a041-406a8cb551b9", + "tags": [] + }, + "outputs": [], + "source": [ + "# NBVAL_SKIP\n", + "# Only run this cell if on google colab\n", + "import os\n", + "if \"COLAB_RELEASE_TAG\" in os.environ:\n", + " !pip install -q condacolab\n", + " import condacolab\n", + " condacolab.install_from_url(\"https://github.com/OpenFreeEnergy/ExampleNotebooks/releases/download/april-2023/OpenFEforge-June-2023-Linux-x86_64.sh\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "dlCARZ2_fAI4", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dlCARZ2_fAI4", + "nbsphinx": "hidden", + "outputId": "d528f4dc-5105-4288-ea08-9b2e75d442ff", + "tags": [] + }, + "outputs": [], + "source": [ + "# NBVAL_SKIP\n", + "# Only run this cell if on google colab\n", + "import os\n", + "if \"COLAB_RELEASE_TAG\" in os.environ:\n", + " import condacolab\n", + " import locale\n", + " locale.getpreferredencoding = lambda: \"UTF-8\"\n", + " !mkdir inputs && cd inputs && openfe fetch rbfe-showcase\n", + " for _ in range(3):\n", + " # Sometimes we have to re-run the check\n", + " try:\n", + " condacolab.check()\n", + " except:\n", + " pass\n", + " else:\n", + " break" + ] + }, + { + "cell_type": "markdown", + "id": "0eaea8f6", + "metadata": { + "id": "0eaea8f6" + }, + "source": [ + "## 1. Overview\n", + "\n", + "In this example we look how one could set up a network of transformations using\n", + "the OpenFE toolkit for small chemical modifications of an initial known\n", + "binder, benzene, to T4-lysozyme L99A.\n", + "\n", + "Crystallographic and affinity data (dG of -5.2 kcal/mol) are available for\n", + "benzene and demonstrate the ligand to bind within the lipophylic cavity of\n", + "T4-lysozyme L99A.\n", + "\n", + "![image.png](data:image/png;base64,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)\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.\n", + "\n", + "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": { + "id": "e9a7f137" + }, + "source": [ + "### Alchemical transformations of benzene\n", + "\n", + "Chemical modifications benzene binding to T4 lysozyme are relatively well\n", + "studied, examples can be seen in the works of [Mobley et al.](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2104542/) and [Gapsys et al.](https://www.nature.com/articles/s42004-021-00498-y#Fig1). Here we explore how OpenFE can be used\n", + "to build a simple star map network for planned alchemical substitutions of the\n", + "core benzene ring.\n", + "\n", + "Five pre-aligned compounds (phenol, toluene, anisole, styrene, benzonitrile,\n", + "and benzaldehyde) and the benzene core are available under\n", + "`inputs/ligands.sdf`. These are shown in the cell below." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3d89a17c", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "3d89a17c", + "outputId": "9a28b006-f506-4fcd-c0cb-759bdd775f35" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from rdkit import Chem\n", + "from rdkit.Chem import AllChem\n", + "from rdkit.Chem import Draw\n", + "\n", + "# Extract the contents of the sdf file and visualise it\n", + "ligands_rdmol = [mol for mol in\n", + " Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)]\n", + "\n", + "for ligand in ligands_rdmol:\n", + " AllChem.Compute2DCoords(ligand)\n", + "\n", + "Chem.Draw.MolsToGridImage(ligands_rdmol)" + ] + }, + { + "cell_type": "markdown", + "id": "7bde6b8e", + "metadata": { + "id": "7bde6b8e" + }, + "source": [ + "Ultimately we will limit the RBFEs done in this notebook to the transformation\n", + "of benzene to phenol, as similarly done in the [AMBER free energy tutorial](https://ambermd.org/tutorials/advanced/tutorial9/index.html#home). Previous work has\n", + "shown that phenol does not bind to T4-Lysozyme L99A, so we expect that the RBFE\n", + "will capture the positive change in the free energy." + ] + }, + { + "cell_type": "markdown", + "id": "0870f84e", + "metadata": { + "id": "0870f84e" + }, + "source": [ + "### The plan\n", + "\n", + "Here is what we will achieve in this notebook and what software toolchains are\n", + "used along the way.\n", + "\n", + "| **Actions** | **Software** |\n", + "|:------------------------------:|:-----------------------------------------------------------:|\n", + "| Create OpenFE Molecules | OpenFE tk, RDKit |\n", + "| Create Radial Network | OpenFE tk, Lomap, Networkx |\n", + "| Visualise Network | 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": { + "id": "14ade1f0" + }, + "source": [ + "## 2. Creating a transformation network" + ] + }, + { + "cell_type": "markdown", + "id": "f734578f", + "metadata": { + "id": "f734578f" + }, + "source": [ + "### Creating OpenFE SmallMoleculeComponents\n", + "\n", + "In order to keep track of the various inputs being passed through the OpenFE\n", + "toolkit, OpenFE implements a set of Components which define the proteins,\n", + "small molecules and solvent components which a system may contain. Here we\n", + "use the [SmallMoleculeComponent](https://github.com/OpenFreeEnergy/gufe/blob/main/gufe/smallmoleculecomponent.py)\n", + "which takes in either [RDKit molecules](https://www.rdkit.org/docs/source/rdkit.Chem.rdmolfiles.html)\n", + "or [OpenFF molecules](https://open-forcefield-toolkit.readthedocs.io/en/0.9.2/api/generated/openff.toolkit.topology.Molecule.html).\n", + "\n", + "In the backend, OpenFE treats the RDKit molecules as the central representation\n", + "of the ligands, and uses the OpenFF toolkit to convert between objects from\n", + "various toolchains (for example OpenEye's OEMol).\n", + "\n", + "Here we demonstrate how to load the ligands from `inputs/ligands.sdf` into a\n", + "list of OpenFE SmallMoleculeComponents for further processing." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4096ce97", + "metadata": { + "id": "4096ce97" + }, + "outputs": [], + "source": [ + "from openfe import SmallMoleculeComponent\n", + "\n", + "# Create and SDF supplier\n", + "# Extract the contents of the sdf file and visualise it\n", + "ligands_sdf = Chem.SDMolSupplier('inputs/ligands.sdf', removeHs=False)\n", + "\n", + "# Now pass these to form a list of Molecules\n", + "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in ligands_sdf]" + ] + }, + { + "cell_type": "markdown", + "id": "3a8d5433", + "metadata": { + "id": "3a8d5433" + }, + "source": [ + "OpenFE SmallMoleculeComponents have some useful built in attributes and methods.\n", + "\n", + "For example the molecule's name (as defined by the SDF file) can be accessed" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "faacbebb", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "faacbebb", + "outputId": "bc0ad1d9-72ad-49d0-e322-61b2a87d5301" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "name: benzene\n" + ] + } + ], + "source": [ + "print(\"name: \", ligand_mols[0].name)" + ] + }, + { + "cell_type": "markdown", + "id": "55d258eb", + "metadata": { + "id": "55d258eb" + }, + "source": [ + "SmallMoleculeComponents also have a means of serialising through their `to_dict()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d0fa4698", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "d0fa4698", + "outputId": "e4dd51f0-7a48-48b9-e722-26af397079fb" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'atoms': [(6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (6, 0, 0, True, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {}),\n", + " (1, 0, 0, False, 0, 0, {})],\n", + " 'bonds': [(0, 1, 12, 0, {}),\n", + " (0, 5, 12, 0, {}),\n", + " (0, 6, 1, 0, {}),\n", + " (1, 2, 12, 0, {}),\n", + " (1, 7, 1, 0, {}),\n", + " (2, 3, 12, 0, {}),\n", + " (2, 8, 1, 0, {}),\n", + " (3, 4, 12, 0, {}),\n", + " (3, 9, 1, 0, {}),\n", + " (4, 5, 12, 0, {}),\n", + " (4, 10, 1, 0, {}),\n", + " (5, 11, 1, 0, {})],\n", + " 'conformer': (\"\\x93NUMPY\\x01\\x00v\\x00{'descr': '\n" - ] - } - ], - "source": [ - "# Classes created without any arguments will use the default options\n", - "system = SystemSettings()\n", - "print(system)" + "data": { + "text/plain": [ + "openff.toolkit.topology.molecule.Molecule" ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(ligand_mols[0].to_openff())" + ] + }, + { + "cell_type": "markdown", + "id": "de4592a7", + "metadata": { + "id": "de4592a7" + }, + "source": [ + "### Creating a network\n", + "\n", + "From these SmallMoleculeComponents we can quickly create a star map network which centers\n", + "around the first ligand in our sdf file (benzene) using\n", + "`openfe.setup.ligand_network_planning.generate_radial_network`.\n", + "\n", + "Here we use Lomap (via the OpenFE interface LomapAtomMapper) to define the atom mappings between the various ligands and the central benzene structure. Whilst\n", + "we use the defaults here, please note that the various supported arguments of\n", + "Lomap can be passed to LomapAtomMapper.\n", + "\n", + "Note: LomapAtomMapper is one of three currently implemented Mappers in OpenFE,\n", + "the other two being the Kartograf atom mapper and 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": 8, + "id": "5b89da93", + "metadata": { + "id": "5b89da93" + }, + "outputs": [], + "source": [ + "# Create network from the two molecules\n", + "from openfe.setup.ligand_network_planning import generate_radial_network\n", + "from openfe.setup import LomapAtomMapper\n", + "\n", + "network = generate_radial_network(ligands=ligand_mols[1:],\n", + " central_ligand=ligand_mols[0],\n", + " mappers=[LomapAtomMapper(threed=True, element_change=False),])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9f92262f", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "9f92262f", + "outputId": "d8dc47c7-c487-4f78-9e19-c388ef6a7c51" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "edges = [edge for edge in network.edges]\n", + "edge = edges[0]\n", + "edge" + ] + }, + { + "cell_type": "markdown", + "id": "3098268e", + "metadata": { + "id": "3098268e" + }, + "source": [ + "This network contains a set of 6 edges centered around the benzene molecule\n", + "which define the various atom mappings between the the transformation pairs.\n" + ] + }, + { + "cell_type": "markdown", + "id": "c0154dad", + "metadata": { + "id": "c0154dad" + }, + "source": [ + "Edges along the network can be accessed to recover the invidual molecules\n", + "involved in that given alchemical tranformation, and the atom mapping between\n", + "the two ligands.\n", + "\n", + "**Note: as can be seen in the example below, transformations are defined within OpenFE as going from componentA to componentB**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ce9c2525", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ce9c2525", + "outputId": "191c98a6-d97e-4de0-9537-ccddf41b1e4c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "molecule A smiles: c1ccccc1\n", + "molecule B smiles: COc1ccccc1\n", + "map between molecule A and B: {0: 5, 1: 6, 2: 7, 3: 8, 4: 9, 5: 10, 6: 11, 7: 12, 8: 13, 9: 14, 11: 15}\n" + ] + } + ], + "source": [ + "transform_edges = [edge for edge in network.edges]\n", + "print(\"molecule A smiles: \", transform_edges[0].componentA.smiles)\n", + "print(\"molecule B smiles: \", transform_edges[0].componentB.smiles)\n", + "print(\"map between molecule A and B: \", transform_edges[0].componentA_to_componentB)" + ] + }, + { + "cell_type": "markdown", + "id": "ee0b19b7", + "metadata": { + "id": "ee0b19b7" + }, + "source": [ + "We can also visualise the atom mappings by invoking the individual OpenFE\n", + "AtomMapping objects directly.\n", + "\n", + "Here we show how to draw two mappings for benzene -> phenol and benzene -> anisole.\n", + "\n", + "Unique atoms between each mapping are shown in red, and atoms which are mapped\n", + "but undergo element changes are shown in blue. Bonds which either involve atoms that are unique or undergo element changes are highlighted in red." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0c0aee78", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "0c0aee78", + "outputId": "6e2f6497-8d17-4054-e319-4886b3383533" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get the edge with phenol\n", + "edge = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", + "edge" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "cdcfae45", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "cdcfae45", + "outputId": "c9037679-60ff-4085-80ec-acbe28a68077" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get edge for anisole\n", + "edge = [edge for edge in network.edges if edge.componentB.name == \"anisole\"][0]\n", + "edge" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "66dd7d32", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "66dd7d32", + "outputId": "13a421f2-ce17-49c6-aac0-e3c157d59a91" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "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.componentB.name == \"anisole\"][0]\n", + "edge.draw_to_file('benzene-to-anisole.png')\n", + "\n", + "# load it back for visualisation\n", + "Image(\"benzene-to-anisole.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "15e50ad6", + "metadata": { + "id": "15e50ad6" + }, + "source": [ + "### JNK1 ligand network\n", + "\n", + "This is a rather simple atom mapping case. To show off the ability of the atom\n", + "mapping, here is a network for the Schrodinger JNK1 dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d8d1617d", + "metadata": { + "id": "d8d1617d" + }, + "outputs": [], + "source": [ + "# Load the jnk1 ligands\n", + "jnk1_sdf = Chem.SDMolSupplier('inputs/Jnk1_ligands.sdf', removeHs=False)\n", + "\n", + "ligand_mols = [SmallMoleculeComponent(sdf) for sdf in jnk1_sdf]\n", + "\n", + "# Create a network - reference molecule is ligand 0\n", + "jnk1_network = generate_radial_network(ligands=ligand_mols[1:],\n", + " central_ligand=ligand_mols[0],\n", + " mappers=[LomapAtomMapper(threed=True),])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "9d3c492d", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 }, + "id": "9d3c492d", + "outputId": "1850c69f-0a40-4152-fb23-6b0d51fb9387" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 28, - "id": "43d9a59a", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "43d9a59a", - "outputId": "6adde21f-7d8c-4f8b-a24f-fa916462e04d" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "nonbonded_method='PME' nonbonded_cutoff=\n" - ] - } - ], - "source": [ - "# Or specific arguments can be passed to override the defaults\n", - "# Here we set the nonbonded_cutoff to 1.2 nm\n", - "system = SystemSettings(nonbonded_cutoff=1.2 * unit.nanometer)\n", - "print(system)" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "a93d4daf", - "metadata": { - "id": "a93d4daf" - }, - "source": [ - "The `RelativeHybridTopologyProtocol` class can directly populate the above set of default\n", - "settings through its `default_settings` method." + "data": { + "image/png": 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mE8e+LtLMA/r9260m5ptBvDaora1N2uDMmTPFokNr4fP5VlZWZmZmeXl5ly5dsra2FrdGnQTJdYQoMuPk5CRuRdqFr6/v0aNHz549i5JIaUVKSkpXVzc/P19LS8vY2DgrK6ttcp7vHaciJ8Wa+BvIKv33VI/RoD1VTVFmz8K+VGmL6fh0Dht88+bNsWPHzpw5g5JIaYXJZC5YsKCgoKB79+7Gxsa5ubntkfbvv/92794d/Txr1qyVK1dSoeM3ieQ6wpkzZ3bt2jUhISElJUWU60ZHRzOZTFVVVfIZZWVlaWnpNogyMzMzNzefNWvW8OHDjYyMRJCA17NnT0VFxdra2qdPny5cuLBtQgZqysecm7FwwTwpKRkAgEgb8NgHNQVcHvHt3HViKOD777/X0NBIS0tLSEgQ5brIBlGTKYSSklLbbPDSpUtnzpyZMWPGyJEjN2zY8PLlS+rUbBpNTc2uXbtWVlY6OTmhEcdtZtasWSgj4a+//po4cWJaWhpFOn6D0DP4/tvA0NAQAMzNzUW24unTp1kslo2NTftF1dbW9uzZs7KyEj0MCQn5/vvv2y+2Gdhs9o0bNywtLePj48+fP+/s7NxOgfHZlQwjNxi1DgBg4EIwdAtKKaVEVcy3AppNf+bMGZGtaG5uzmQyr1271n5RDQ0NPXv2LCsrQw/fv38/fvz49ottBg6HY2VldfXq1aSkpHPnzjk6OlIi9uzZswCwYcMGSqS1AR6f//hd7vILEeMPBSwxD7sfmMPh8kWpgEQ7QpQxPGPGDNEsd/36dQBgMpkODg7tlxYfHz958mTyIYfD6dq1a/vFipgxf/uD3lUAgC6qsPbFwYdJ4tbo/6moqLC3t4+MjPz06dP169ezs7PFrVEnBJWiC36SaeXOnTsMBoPBYNjZ2bVfWmpq6tixY8mHfD5fVVWVx+O1X7KIQSdyNTU1Docj+tULK9ij//ZX+sUDDN3Qf4qb3Yftf5NTWlddXW1vbx8WFlZTU3Pr1q2IiAiadJDc0CgALFq0SFZWNigoqKioiO61nj9/vmvXLgaDcf369dWrV7dfYJcuXdjs/y+5a77cosOydLwmdO0HippQXw4lyc4RBaLXISMjY/369eRDIyOjT58+AUBdXZ2BgYGTk9Pt27e3bNly8+ZN0evW6VmwYIG8vHxoaGh2djbdazk7O2/evJkgiH///RedRNtJly5dBLtT8Xg8JpP5LdZRDBs2bPDgwSUlJUFBQSJemscn5p8Njf/wqcrLlHyy+rVZyocPc06HlFdWGxgYuLq6Wltbjx49mr6hCN/e/zMKUVRUnD17No/Hc3Nzo3Uhb29vQ0NDHo939uzZrVu3UiKzT58+FRUVZMaKh4fH999/T4nkxtTX1//666/kQzMzM9QKp/0sm6AJANBrMgBA9ruk3OrkPFH33GKz2YL9DT5+/Ih2GJqamlFRUcrKynp6evb29h2tGVjnQF5efv78+QRB0G2Dfn5+P/30E5fLPXHiBDkiuJ1oaWlxOJz09HT00MvLa8qUKZRIbgyPx9u0aRP50MLCIjIykkL5S5YsAXFk8D4NzU8vrOE2NECNwCa4ppDXwM4trX+V1BAbG6ugoJCbm1tZWWlmZkaTGhLtCOF/21vExMRYW1v/9ddf1C4REhKyfPlyNpttbGx88OBBqsRKSUldvHjRwMDAzMzs6NGjR44cOXPmDFXCheByuYKZOOHh4VSdocd8p9xPQx60pwAAZL8DABdxHAqbJCkpKSUlRUpKSlZWtra2Fn1TYChH0Abj4uKsra0PHDhA7RJhYWFLly6tr6/fuXPn0aNHqRLLYDCuXLmyfPny8+fPHz9+/MCBA//88w9VwoXg8/keHh7kw8jIyIICKi1FXI1+7gfmVtc33Wq/ms276RKSkJAgJSU1Z86cmJgY1M2HFmgKuX4r5OTkMBgMOTm5mpoagiAyMjKePn1KofzY2Nhu3boBwM8//8znU3/9m5eX5+jo6OHhUVlZGRwcfPjw4YaGBspXqaqq+u6778iHq1ev9vHxoUr4bvt4WOsCMooAAAbW044HUSW5hSQmJiorK0/7jJKSUnJysoh1kGQKCgpYLJasrCzK/MrOzn706BGF8lNSUlCRgJGRER0XePn5+U5OTu7u7hUVFaGhoYcOHaqvr6d8FZSYQz5ct27dy5cvKZTP4/F69OgBALGxsRSK/Sqj/noLhm6w5BZIyYHG8P/+k1aARdfA0G3g3teiUUPST4RaWloTJkyoq6vz9vYGgOfPn6OdESWkp6cvWLCgtLR06dKltra2dDRCU1VVlZGRYbPZSkpKmzdvNjU19ff3p3wVAMjPz5/+GV9fXwolLx2vCQwWaE0EAMgOCf5Qnl8u6najo0aNImurR44cKeLVJZzu3btPmTKFzWajE8+TJ0+WL19OlfDs7GxdXd3CwkJ9ff3bt2/TcYGnqqoqKytbV1enrKy8devW06dPU2sgJCUlJaQNCp4OKYHJZC5atAhEfijsrvQ5s0GlN+ia/fdft/9Oft2VRZT3IOmOED7HBB49egQAEyZMoGpqc2FhoZ6eXl5e3ty5cx89ekTTMGg/P7/FixejaA+twY0ePXqQrmLu3LkUSp45tFtXBWkyOsoniJfRtOcuYToUgjY4duxYqtK+ioqKdHV1P336NHXqVPpsMDAwUE9Pz8TEBGi2QTU1NdIGf/jhB8rliz46yubwc8q+uOtVkGWtntJDNJpgRwiDBg2Sk5N7+vRpz549zczM/vnnn4CAgNaOKkxNTb19+zaZxllRUfHDDz+kpKRMnDjRycmpmda97WTu3LlKSkpRUVEZGRnk55j4pvrHSrMYeqM1QGs8sGSgOAHqy5zDRXRNSBBEXFwci8VSUlIin1RSUmKxWKJRAIMYMmRIly5dXrx40aNHD3Nz8+PHj3t7e7fWBtPT02/fvo0GuQBAZWXlwoULk5KSRo0a5ebmhvpo0wFqzZGYmJiSktIxu/m3EF1dXQUFhfDwcBFk8AIAj0+ss4xKzK2G8k/AYICUwLAdKTkmk6UiL/3r3D4i0ARA4u8IExMTNTQ0AEDITuTk5GbMmHHw4EFnZ+fCwsKvytm7d29xcTH6uaamZvr06QAwePDggoICmt8BgRojXb58mcfj9ezZEwCioqKoXYLWO0KCIByCc8HQDbQmAABM3iO30b26nkuh/C/x119/ycjIPH78WARrYb7Ehw8f0O2UkA126dJl2rRp+/fvd3JyaokdmZiYkDZYW1uL2ocOHDgwLy+P5ndAGBkZAYCZmRlBEH379gWAkJAQapeg+44QgRz59evXKZcsBJ9P/GIdA4ZuMNIQmFLw/X6yiBAM3eQ3vuq5wzs5t5puNUgk2hFmZWWhzuu6urpsNjstLc3e3t7Y2Hj8+PFCdwk9e/ZctWrVxYsXw8PDG9+319XVrV279tSpUwkJCQ0NDXp6egDQu3fvT58+ieBd3L17FwDmzZtHEAQqcjhx4gTlq8TExMTHx6N8n8rKSmpTcqrquLIbXsGkXQAA2pPB0M0xLJ9C+U1y6dIlAJCWln7x4gXda2G+RE5OTr9+/dAHuL6+Picn5/Hjx22wQS6Xu3r16jNnzkRHR3O53B9//BEAevXqlZGRIYJ38fjxYwCYPn06QRC7du0CABMTE8pXiY2NjYuLQ++dchtE3Lp1CwAWLlxIuWQh/ryfCIZuMOE3AAAGE6b/DYZufXb79t7tM/5QgJlrmmi2wiSS6wiLioqGDRsGAFOmTKmuriYIIisri81mo99WVlZ6eXkdO3ZMX19fRUVF0CCVlJTmz59/7NgxFxcXsrvS33//fejQoU+fPq1ZswYANDQ0kpJE1CSlrKxMWlpaWlq6tLQUDdQeN24c5ascPnyYJvNGLPwnFJbfBWAASwZWP9t4I5qmhRD29vYUdhjBtI2ysrLRo0cDwKRJk6qqqgiCyM7ObtIGBXvzIhucNm3awYMHXVxcSkv/a8t3+PDhI0eOpKeno3o7dXX1+Ph40byRqqqqLl26MJnM/Px8VGiko6ND+SpoRtKff/5JuWSS4uJiVC9UUVFB3yqmjh/A0A2+/xMYDAAGTN4Dhm6mjh/oW/GrtM4R3rx5093dPTo6+uTJk+STd+7cOX78OPo5LCzM2tqaIAgDA4Px48cbGxs/fvy4JaFFEVNRUYFGkY0cOZI0pOnTp0tLS5Nqk9EYLpcbFxdnZWW1fv16oUIWFos1fPjwrVu32tvbx8bGbtu2DQCUlZXpawXUJCh75d69e/X19ei6i/KN8Jw5cwDAycmJWrEk170/gaEbqA0GAJh5RG2rF33NBp2cnFDehIWFBU1L0Ie9vb2rq2tcXNyxY8fIJx8+fHj48GH0c1RUFGqkuXLlysYf5o5DTU3NtGnTAGDEiBElJSXoyXnz5klJSTVvg8OHD/+SDcbFxe3btw8A5OXlAwMDRfl2UBzI1ta2oaEBtfOmvAgHJcjQHclHQxkpaQPZJP9Z+qyjwGABAIz9BQzddt2Oo2m5FtI6R1hSUnLr1i2CIAQbVf/555/dunXz9vYmCMLZ2Xn79u18Pl+wszsADBkyZOPGjTY2NmR4TYyw2WxdXV0AGDBgAHl/wOfzx40bJ1ThgNS2trYmIxIEQWRmZj58+NDY2LhxiimTyZSTk3v79q2I3xGK8q1atYogiBUrVgDAlStXKJTP4XAUFRUZDAZ936c5pXUMIzcY/TMAQH9dMHR7m1RCx0I+Pj4od+nUqVN0yKebqqoqdIWDbqQQhw4d6tat26tXrwiCcHd337RpE0EQ6OKNZPDgwRs2bBD6MIsLNpuNppf06dMnMzOTfH7KlClCEdFBgwb9/PPPN27ciI2NJdXOzs52cHDYs2fPxIkThaZGoJJEau+wW8KNGzcAYMmSJQQ93fx5PB4KTWVlZVEotjHm5uYAYGhoSIfw52F5rHUvYYE5SMkCAIz4CQzd1llG8cTtFKhxhGfPnh01alR9fT1yhARBVFRUtCq0KDK4XC5yFVpaWunp6UK/bW1EtKamxt/f/+LFi6tWrVJUVJSVld24caOI3xFBEB8/fmQwGIqKinV1dXfu3AEA1LaKKsLDw9FXEoUyGzPxcAAstgQAkFWCta5/3EugfImQkBBFRUUA2LlzJ+XCRcOXHOGZM2dGjBhRW1tLOsIWhhbFYoOo3W737t0b3yA0o7aiomLjiKigDSopKcnJya1du1bE74gQaM1RXV1NRzd/NOxQMGeNJlJTUwFARUWFjFFThVdskeyGV7DoKsgoAAAMWgyGbkvMw0U8aKJJWucIHz58eOzYscTERBMTEzL69+effzo4OBw6dOjEiRPIEYaEhLi4uBQVFaEXCIY10MW44PZNMKxB8ZtrBJ/P37x5MwCoqal99f6g5dEY9Ppnz54BwJQpU+h+F02C7lpevXpVUlIiJSWFrgypEo5OnHT7+P9uDpS0AAB0zw/Y60et/Li4ODU1NQBYt26d2I9Ebebp06dHjhxBNhgaGoqePHTo0N27d0+ePGliYoIcYXh4uGCyZWs/zPTB5/NRSpeKikpkZGTzL/6q2uvXr7eysiLVRnfkghMhRMmkSZMAwMnJqaqqSlZWlsViUXgrhGbX0HRQEwL9qVGQjyrefShT3OwOBjbQRRUAoPf3sNZ19ql3dQ0dwhIpSJZBjrCmpmbYsGGXL1/evn37hg0b0Ie1yUSvzMzMBw8e7N69e/z48UKhRW1t7TVr1tB3xf3HH39AW+8PsrKyHj161GRE1NjYmCCImpoaeXl5JpOZm5tLg+5fAdXUo+P47NmzAeDBgwdUCf/pp58AwMrKiiqBTRKbVQmGbjB0OblbjMuqokp4ZmZmnz59AMDAwEAss2ZoBTnC+vp6HR2dq1evbtq0iezt3qQNkh/miRMnCn2Ye/XqtWrVquhoupKVUB/Rtt0gkBHRSZMmCUVEf/vtN4Ig6LsjbwmnT58GAHQcR/d5FKZi/fzzz0D1lceX+PvvvwFgy5YtVAmMzarsttUTlt0BBVV4rj0AACAASURBVE0AgB5j4Cen0X/5l9VQn/jaNihzhARBuLi49OjRY/v27ZcuXZo1a5a8vLzgJ7Vr166LFi06deqUr68vytIkCKK6upoMa6irq6NXJiYmtl+rxpw4cQIAZGRk3N3d2ylKMBqjrq5+8+ZN9Ly+vj4AoHQhERMREQEAWlpafD7fwsICANasWUOV8N69ewOACI4Lg/a9hvHbGVJdGAxGV3VNvUWLz5075+/v384oTWFh4ZAhQwBg9uzZdXV1VGnbcUCOkCAIDw+PHj16bNq06dq1a3PmzBGqzFNVVdXT0zt58qS3tzfK0iQafZjRK2lyhOfOnQMAaWlpNze3dopqaGgIDw9HamtoaFhaWqLn6bgjbyFxcXEAoKamxuVyLS0tAWDZsmVUCR84cCAAiCYLz8bGRl5ensVi9ezZU19fv502mFZQ03OHN6x4CMq9AQDUh8LqZ4P2vc4vp74ja5uh0hESBGFgYIAOJUSLky3Jr1c+nx8fH3/r1i06smnQ55LFYlGec8Xn88mCHhsbGwBYvHgxtUu0EFTJGxoampGRAQBKSkqUNP9FbSZEM3H00gNvRSVldGIQ/MAoKirOmzfvyJEjL1++bO2dVkVFxbhx4wBg9OjRor8PEw2kIyQIYuXKlehQQrQ+Isrn8xMSEm7dusXlUl/Fdfv2bQaDwWQyHz58SK1kQRuk44685QwaNAgA/P390ZWhvLw86ubfTtCgCQUFBREEM8g5AUI2qKCgMGfOnMOHD7u5ubX82qWggj34j9ew6il0GwQAoNoXVjpo7/L5WFRL67toLRQ4wtraWnKzwGazHRwcmozG5OTkuLi4HDx4cNq0abKysoJ/YnLf8erVK/KwSCH3799nMpkMBsPGxoZy4YIUFBQwmUyyj76I2blzJwAcOnSIIAjUOdrDw6P9YlEHSD09vfaLah6yw8jy5cu5XC7qb7B169bhw4cLZfP279+fvBxqfttEdhgZNGhQfj7tRfriQsgGHR0dm7TB3NzcltggeVikEEdHRxSDvXjxIuXCBaHjjrzloOINVOo3YcIE+NxurZ08f/4cPjfNoJW0tDQtLS0AWLJkCYfDaacNltdwxvztDz85Q89xAACKPWH5XfVtXgnZ1H/A2gn1BfVC8/y+FBH18/MzNTVdvHixUKEFi8Xq06ePiYmJq6sr2TCpPXh6eqIevufPn2+/tK8ydepUAHj27JkI1hLC09MTAEaMGEEQxJEjRwBgx44d7RdrbGwM9BcbZGdnoxPt/Pnz0UE2Ozub3P/m5+e7uLgcO3Zs/vz5Qo1bVVRUUDavl5dXbe3/bDMbGhoWL14MANra2h8/fqRV/w7FsWPHhP5ECxcuPHHihFBE9PXr16dPn9bX10c5RCRMJlNbW/uvv/4STHlrDz4+Psjvmpqatl/aV6H8jrzlvHnzBgAGDhxIEMSpU6cA4Jdffmm/2P379wPAkSNH2i+qGQoKCgYPHgwAc+bMQTcIgjZYXl6Osnnnz58vdFhUVlZubIM1bO70E0Gw1hX6TAcAkOsGS24p/+IRnl5O67toG9Q7wrZFRG1sbDZu3CjY+1hw3/GlvkpfJTg4GF2T/P3331S/0aZBtyA///wz3QtVVVWdPn06NTXV19fX2to6PDycrORNSUlBBQ+9evVqeZyZw+E4OTk1NDQEBwdbWVmRuxC0saW1MKu4uBgF7iZPnkx+U+vo6CgoKJDp8qQ+HA4HXQ6tX78e5b+QkLXY9vb2GRkZGzduBAB1dfWEBOorMToybYuI2trabt68WVlZmVobJEtWdu3aRfUbbRrK78i/RG1t7dmzZxMTE1+/fn3z5s13795xuVzUuzg+Pj42NhYAunfv3vI4M5fLdXFxqaurCw0NtbKyIpN+UecBOpqLkpSXl48dOxYAJk6cSAa0xo0bh2wQ9Tcgd0WCNoi6VAraIPqA7Th6ibHMFgYsAACQUQC9q102vPJLoOBsQwe0t1hrSUTU39+fvM1KT09/9uwZ2ncIpduQ+w4XF5fy8q9vK2JiYpBj2LBhg8iq+FNSUgCgW7duIojm+/j4REZG8ng81PGHIIi1a9cCwL///svn81GGS1hYWAulFRYWnjhxoqqq6sKFC+Qnvra2VlpamsVi0REuQ9TU1Hz//ffwvx1G6uvr0eaUhMlkjhgxYuvWrbdv305JSSH/eWpq6p07d7Zv3z5y5EihWmwGg6GkpNTyv0BnpZmIaI8ePRrbIBpPTUkRsFhKVqi9I2+egICA4OBgHo93584dFAVF268zZ84Qn68MAwICWiituLj4zJkzxcXFFy5cIEsv6uvru3TpwmAwSOugnJqaGtRQZtCgQaT35XA4QrsoBoMxfPjwLVu22NnZCRaApqWl3b17d8eOHaNHjxae3MJggFQXWPAva93LpyG0dz9vMyLtNSoYEUX3sSTy8vIzZ84U6nrO4XDIjS2KmzXed9jb2zeuiycIIjU1FV04LVu2jI6b/2ZACYp+fn50L0Q6wqSkpMuXLxOf7/NmzpxZWlqKooJk562WcOPGjaqqqrCwMCsrK3S/6OfnB/Q0L0Ww2WyUaN6/f3/BspPw8PCMjIzs7OyzZ88eOHCghRHRqqoqf3//c+fO6evry8nJycjI7N27lybNv1FqamrevHlz5syZxhFRNHFFKN9S0AZbWwScmZmJdmPowklUb5EgCGLUqFEA0P788K9COsLU1NQLFy4QBOHo6AgAkydPLisrQ8Mc9u/f33KBdnZ2xcXFERERt27dcnV1JQgiMDAQPl950AE5J0DoBiEyMjItLa2kpMTCwmL//v0tjIgK2qC8vLy0tKzUEAOGkZvta3ob4rQTcTbdFpz2gG5if//992ZeL3i4FBrdKZTmK9TSXmTvCIEqpZp/L5Rw9uxZGxsbb29vS0vLmJgYgiAqKipkZGSYTCa5L1NUVEShxa9uJ8vLy42MjBwdHR8/fnzq1ClU7GxqagoAu3fvpkN/Lpe7atUqAOjevbtgY8bS0lJ/f/99+/bFx8fHxcWh9J8WRkRJS0YZvCLI8fmmaTxxpfl75RbaYH19PVmyQl44iRJ0R46KC2nF3Nzc0tLS19f3xo0byGRQPTGDwSBtUEFBQSi8/yWqqqo2btz46NGjZ8+enT59Gs1yMjMzA4CtW7fSoT+Px0NVwhoaGoJ1axUVFW/evNm7d29SUlJMTAy6WmpJRBTdSiAh9vb2ADBm8owrHh39hr6jTJ8oKipycXFpefVSVVWVt7f3yZMn9fT0hKI3CgoKqByKHCshYtAOrm/fvqJfmvicrQMAQnFCJpM5cuTIbdu22dvbf/jQ0kbv6FhJR94Bn8/fsmULOtu9f/9e6LfV1dUoPSc9Pb3JQv5mIqKoBXxBQQFqOymWDN5vkZKSEldX18b/L75EdXW1r6/vqVOnFi1aJJTypqCggK7KJkyYQOscgy+B7shRWa3oV0fZOk3aoI6Ozq+//nr79u2Wt+RGI6VoGpOyZ88e+MKcgNraWjTQLTMzE7VxF4KMiI4aNUooIoocp+BgHDqUp5CO4gjbiVCar7a2tpqaGnkGErEx8Hg8FJVFpzRR8uHDBxRzXrZsWUNDQzPJlpqamvr6+k0mW5Lw+XwkrbUpl/X19UePHg0MDPT19b18+XKTg4JRIpy8vLy/v7/Qr/Lz842MjNzc3CIjIzdu3PjVGaeC0ZiuXbs+ffoUPY9SDJ48edIq5TFtQ8gGe/Xq1bVrV/KiS8Q22IY7cqpIS0tDG3EDAwM2my1og0KhxWYSngVB07YF78VbQkNDw8mTJ/38/FC3hCYr8U1MTABATk7uzZs3Qr8qLCw0MjJCh5Off/45ODi4+eUEbbBbt273799Hz6OpNeTDDkuHcITPnz+3tLTMyck5deqUYCvh1vLixQtvb+9Pnz6h0ERWVlZRUdGKFStGjx5NobYt4ZdffgGRzzdoXIEgCBnWWLVqVffu3YXCGo1DiwRBJCQkoG11G5QJDQ198+bN/v37ra2tG5vZmTNnAEBaWrrJRLiampq0tLS0tLTS0tK0tLTs7Ozm1woKCrK0tPTx8Xnx4oWdnR1ZW33+/HkAWLduXRv0lzScnJyuXr2an59/8uTJf/75p81yXr165eHhkZOTg7JP09LSysrKVq5cqaOjI2JfuGPHDmjlHXn7aVyBIEgLQ4uCNohaYKurq7fhrxcdHe3p6Xnw4EEbGxtfX1+h316+fBkAWCxWk7VetbW1gjb41ZEX7969s7S09PDwcHd3v3nzJmmDFy9eBIDVq1e3VnkR0yEcIUEQZmZmt27dSk9PNzU1bdutXkZGhq2t7b///ltaWrps2TIAsLS05PF4mpqaIJL2YIK4uLiguJDIVmyyAqEZWjIKHA3jbduHGDnCEydO1NXVoQALCdlh5NGjR22Q3Bgul8vj8dAqgnNRPnz4AACqqqp0zPLufJibm9+/fz8xMdHMzKxt8eTc3Nzr169fuXKlsLAQTai2sLDg8/na2toA8NUW29Ti4eEBACNHjhTZik1WIDQDaYPTpk0Tap0qZINLly5tgz7IEZ46daq2tpYcGYu4c+cOGkyNpgm1Hy6Xy+fz0SqCNkgOxhF9rkar6ECO0NHRMTQ09OjRo21Ls25oaLCwsNiyZUtmZqadnR0A/PDDDwRBoHHVp0+fplrl5qitrVVQUECnUhEs12QFQsspLy9/9erV0aNH582b17iUc+jQocePH/f09GzVl+OTJ0+eP39eVFRkY2MjmA76/PlzdJ1w6dKl1ur5Jbhc7uXLl9GfWmgI3NChQwGg8XYY0xhzc/OXL1/6+/ufOHGibVsHLpd78eLF7du3f/jw4cGDBwAwe/ZsgiDQwGrBScIioKGhAU1xSktLE8FyTVYgtJyKigoPD49jx47p6uo2tsFBgwYdO3bM3d29VReuz58/f/LkSUlJiY2NjWBYxdnZGXX5QWmulMDj8a5evYrOskI2SA7GoWotOugQjvDVq1fnz58vKiqytbVt83cWn8+3tbVFrSuKi4tRm6WysjInJycAmDRpEqUqfx3yVEr3Ql+qQGgbXC73/fv3V69eNTIyQhWEpDUKDb5pQ6zG29sb1bGhKiuqePLkyZkzZzw9PX19fU1MTARbqR08eBAA9uzZQ+FynRJPT8/z588XFBTcunXLy8urzXLs7OxOnjzJ5/PLy8tlZGRYLFZRUdHLly8BYMyYMRQq3BLIUyndC32pAqFtcLnc6Ojoa9eurVu3Dv0NBZ1iy/sLNomvry9KFxA6I7YTR0fH06dPu7u7v3nzxsTERPCLSHAwToelQzhCOkC7MwcHh9raWvLKUJQKCJ5K6eNLFQjtp7i4mMFgdOnS5fnz5yhdXijdBtVio6v+luTHv3v3DnUYoakYo0mCgoJAJONMMY2ZP38+ANy5c4ecjtRkyS99CJ5K6eNLFQjtp6KigsViSUtLo/4Gzae8tcQGQ0ND0f8ISpovthDBwTgiW7S1dFpHaG5uDp/nWC5ZsgQAbty4IUoFBE+lBEFcu3attS2/+Xw+ihJ/KbzefAVCO0HXnLNmzSKfERp8I2iQ0tLSKN3m8ePHTcaFyJb269evF6U98Hg8lHTXZOYqhlauXLkCACtWrCAIAm3XKIyHtwTBUylBENevX7eysmrtx695GySarUBoJ+iaU3DWt6ANNpPy9unTp8bSUlJSUMKEkZGRKAdTkxm85BzpDkindYQo20pFRYXNZtva2oI4aqvR3AOUErJ79+7W9rmwsLB4+PBhcHCwra1tkz37//zzT/hCBUL7QcM5m+nR2pJ0G9SdUqilPeWqNg+ahy6UsIMRAdnZ2ShRoq6u7t69ewAwd+5cEeugq6sLAPb29gRB7Nmzp7XtOi0tLW/fvh0aGooS8Rq/AJlJkxUI7Qc1T9+3b9+XXtByG8zKykJ5qvr6+qLPHRMcjNMx6bSOkCAIHR0dAPDy8hJXbfW///4LAGvXriUIor6+3trauuWV7ARBZGdno8ltJSUlja+10TjsL1UgtB/kxVGTp69SWlrq5uZ2+PDhJofBorPg3LlzxTIU98WLF0BnlzhMM6BJkC9evEC11VJSUiKurb569SoA/PjjjwRB1NfXf6kb3JcoKiq6ffs2QRDl5eWNK7uar0BoP8iLk3WxzVNWVvby5csjR47MmzcP3UGQqKiooHZ6M2bMaKZgkT4EB+N0TDqzI0Tloqjn/fTp0wGA8qm8TWJra4s+beSptL6+/vr16xcuXGjVXgw5wqysLAsLC6Hx0NevXwcACisQhGhoaEAXq22YwtN49EGfPn00NTXF1eEFXVAxGIzMzEyxKCDJnDhxAgB+/fVXgiDmzp0LAPfu3RPBunZ2dqirFDqVKigo1NbWWllZ/fvvv63K40eOMDc398KFC0L/kPIKBCF4PB7qmfXVOtrGNGmDGhoaLZlVQAdkBm9r2wKIjM7sCENCQtAngM/no359RkZGdC+KmnPOmzcPXUX06NFDQUFhwIABbUj0evXq1ePHjyMiIh4/fiwY/EQVCAwGo8neY5SA/nRDhw5tv6jY2FjyrjQrK2vp0qWC946iATWpunr1qojXxURFRaGcDh6Pd+nSJQBYtWoV3YsiY58xYwa6CdPW1paXl9fW1m6DDXp4eDx+/Pj9+/ePHz8WDH7SUYEgBPrT9evXr/2ikpKSUAZ4UVFRbm7u8uXLp06d2n6xrQLlE9H352onndkRClbyiqa2Gh3UWCyWg4MD8bnzr1CYomfPnj/++OO///4bFBQkdM5rCe7u7qjZMbUVCEKgiW6bN2+mRNqsWbMA4OHDhyIuryRBzX91dXVFuSgGgdrfBwcHk7XVtEbI7e3t0UENNedE03GFbFBTU3PZsmXm5uaBgYFtKPT28fFB2Zu0VkZaWlpSuHcn70rJw5mIM3gfPnwI/5t816HozI6Q+N9K3mHDhgGdA2afPXuGDmrW1tbE55Q55BTbnGxJEMSnT5/IL46CgoLw8HAtLS1jY2Oa3gUC5fjdvHmTEmkXLlwAgJ9++okQYXllaWkpytctKCjIysoSzODFiBJjY2MA+Ouvvwj6a6udnJzQQQ3VDiJfwmKxHjx40OZkS4IgMjMzyau1wsLCiIgIbW1tuisQ1q1bBwBNdrtuA4J3pSIrrywrK0MWV1hYmJubK5jB29Ho5I5QsJL3r7/+AgCaXIiXlxcqFUd9Gu/evctkMhkMhq2trdArW57ohV7/3Xff7dy5E/28fv16b2/v3NxcuisQ0EmaqsHuaFAqyuAVTXllXV3dnTt3duzYERsbe/78+X379pGnUlrXxTTGx8cHAIYNG0Z8ToOkqbaaPKidPHmSIIgHDx4gG0QbU0Faa4ODBw/esmUL+nnLli1ubm65ubl0VyD0798fAKgqiyLvSuvq6kRTXslms+3t7Xfu3JmQkHD27Nl9+/ahUylKPupodHJHKFjJGxwcDADfffcd5V4kODgYpUoiL+vi4oK2pU3mWwvSfLKlnp6eh4fHd999N3v2bFSCgxwhtco35uPHjwDQtWtXCk19xIgRAODp6YnKK2VkZOiezsPn801MTO7cuZOammphYYGSbNGpFCNKOBwOSllMTk6OjIxEzoZyGyRLxdGu0dPTU3Bj2gzl5eVfSrZUVlb+4Ycf3NzcBg8ePGvWLDRoHjlCapVvTH5+PgAoKSlROFSczOAVKq+kFRMTEwcHh4SEBEtLy3PnzgHA8uXL6V60DXRyR0h8jvJdvnyZptrqmJgYVB6wYcMGPp/v5+eHtqVHjx5tlZzGiV4A8OTJk++++y4iImLChAlcLlc0jhBtGBcvXkyhzEOHDpFfUmTTHwrlC1FfX3/o0KG3b9++e/fO1tZ2//79aWlp5KmUvnUxTYKifKj8AA1I+eporVaRnJyMAp7r1q3j8XjkxvTgwYOtktOkDd67d2/w4MFhYWFjxoxpaGgQjSN89uwZAMyfP59CmYIZvGTTHwrlC8Fms48ePern5xcREXHjxo0DBw6gS2J5efmamhr61m0bnd8RokreefPmETTUVqempiLnumzZMg6HExUVhS6i2z8aOysry8HBoaioCB1hd+7ceenSJdE4wl27dgHVbcpDQ0MBoFevXnw+X7DpD01UVFR4eXl5eXmx2eyoqKicnBxC4FRK37qYJnny5AkATJ8+nfj86TIxMaFKeGZmZp8+fQDAwMCAw+HExMSgKcFoY9oeySiCmp+fP3jw4Lq6ur17954/f140jvCPP/4AqpNxBDN4BZv+0ERVVRWywfr6+piYGJQfN378eGhxdbIo6fyOULCSl9ra6pycHJQRN3fu3Pr6erKDkaGhIYVBReQIy8rKhg4dumjRIhE4QhRC8fPzo1AmmcEbHh4u2PSHwiW+iuCpFCNKqqqqunTpwmQy8/LyvLy8AEBHR4cSyYWFhUOGDEE3XnV1dUIbU0qWIAgCOcLKysqhQ4caGBiIwBFOnToVAFrbi+qroO+roKAgwaY/1C7RPCdPngQA8sK149D5HSEhUMlLXhlmZGS0U2Z5efmYMWMAYNKkSVVVVWQHI11dXWq/38lLTVTAS7cjrK6ulpKSkpKSaslQw1bx22+/AcCRI0cIgkBxJxE4dTSTBNXMCJ5K6V4XIwQazoD+X6ATW/trqysqKtCmbfTo0WVlZUIbU0rURiBHSBDEo0ePGAwG3Y6wvr5eVlaWyWRSXv+O2qKiiDEanSgCp04QxK1bt9C3YnR0NAB0795dlM1OW4JEOELBSt4VK1Ygg2yPwJqaGtSqRkdHp7i4uKioCNVmTJkyBfWzoJAdO3agL24+n29sbBwbG0utfCFQjh8dI4Xd3d0BYNSoUcTnpj8iGEOBxjCtXLmSIAgul6uioqKgoDB48GA0ClzEpVSSzI0bNwBgyZIlBEEYGhpCu0toamtrURfAgQMH5ufnl5WVodoMtDGlSOv/MDY2JuuP9+7dS/eE4YCAAKBnpLCvry98bpRx/PhxANi6dSvlqwiBxjAZGBgQBMHn87t16yYvLz9o0CBkgyIemf4lOrkjdHNzi4qKEqzkjY6OjomJaY9McvZY7969P336VFFRgQLfI0eOpLWP4s2bN/X09Nowd7dVoNgFHQP8BCt5BZv+UL4QycWLFwFAWloabXtRQZtQZmCfPn3Wrl17+fLliIgI0TcElwRevXoVGRmZk5PDYDDk5OSqq6tjY2PbmbDW0NCwePFiANDW1s7IyKipqZk2bRramNJqILdv3160aFEb5u62in/++QfoKTLhcrkogzcpKUnwypDyhUhQ/SKLxUIdU9GcACEb1NbWXrNmzaVLl8LCwsRlg53ZEVZVVWVkZOzfv5+gtJJ38+bN6AOUkpLCZrNRccyAAQPy8vLaL7wZ5s2bBwB3796ldRXk42lqYbp69WoAuHjxomDTHzoWIgji9u3bDAaDyWSi2kFUwSYjI+Pk5OTv73/u3Dl9fX30pUCioKAwbdq0gwcPuri4FBcXNylWcOJoSUmJWNqIf0PU1NSkpqYeOHCAIIhJkyYBgJOTU/vFbt++HT7P/2Oz2QsXLkQbU7rbyS5atAioazTxJVDTCTQxg3JQBu/58+cJgaY/dCxECJRTo7/YmTNn0Mb0+fPn/v7+qL+BkA3Ky8tPmzYN9Rj5UnUHyn1DlJaWUmKDndkREgQRHh6OjHDfvn0oimJhYRESEtKeRmsREREDBw6MiIjgcrko0KqlpSWCIBtqdY+ifDTB5/PR/Q1NXyj3798HgDlz5hD/2/SHchwdHQU7jFy7dg1tSxt3XU9LS7O3t9+6devw4cMZDIagTTYeBc5ms7W0tMh/a2RkRF+TlE5DVFQUGiSE4uH9+vW7cOFCcHBwe67S4+Lihg4dGhYWxuVy0e6qe/fuSUlJ1GndNFZWVmSUjz5Qzl2rJtW0HJTBO23aNOJ/m/5QDllObW5uTjTamAryVRtE/Q3I6JG6ujr5bzdv3uzs7Nx+bTuzIywtLbW2tv79999LS0uHDBkieB4X7G1WWFjYWslcLpfP5//yyy8AoKqqKpqhr58+faIv0YvD4aDPWWFh4YsXL2gKUJCVvMXFxYJNf6jFx8cHFVObmpoSBHH//n3BbWkzFBQUODk57d+/f9q0aUKjwDU0NJYsWRISEoIdYauoqKiwsrIyNjYuKyvT0dER7BrRkv6CzYBsEBVEqaio0H1vh8jPz2cymSjAS7lw0gaLiopcXV1p6oosmMEr2PSHWshyapQc5+joyGKxoAWTmQsLC52dnQ8ePDh9+nQ5OTlBG1RXVzcwMAgNDcWOsNU0NDSQiS39+/e3sLDYtGnT0KFDBfcdDAZj6NChmzZtunnzZnx8fAtvrYqLi4cOHaqoqPju3Tu63wUJylOlYwDhihUryHqJly9frl+/nvIlEGQlr2DTHwrlh4SEoB0PGr/l6uoqLS0Nn6u5Ww6Hw0HdKdevX4/ygQEgPDxcXV094DMLFizAjvCrIBtEiS39+vW7ePHiL7/80njvP3jw4A0bNlhbW8fFxbXw1go5V3l5edTzRTRMnjwZABwdHSmXbGho6OHhgX728fFZvXo15UsgyAAvh8NBEaDk5GQK5QuVU3t7e6ONaWvnBHA4HLK/AerDAAChoaGqqqqkDerr62NH+HWEElvI51HB9bFjx+bPny8vLy9okEpKSvPnzz927JiLi4tg+vK1a9fmzp2LjkqhoaG7d+8uKioSpQUSny+6tm3bRrlkkTlCwUrelStXAsDly5epEh4XF4euHFCHkaCgIHQEaX/5dmpq6t27d2traxUVFQ98Zvjw4cgRcjicW7du2dnZlZeXW1lZ0fEt+e3C5XLRGKxevXoJli1VVlYiG9TX10ffm03aoGCfdBsbm5kzZ6KYalRU1LZt20pKSugYDd8M6KJr48aNlEsWmSMUDPAaGRm1YZvYDB8+fECh3bVr1/J4vHfv3qGNaftTxNPT0+/du8dms+Xl5UkbHDVqM4aDvgAAIABJREFUFHKEfD7/7t27VlZWHA7HwsLi9evXrRLemR0hj8dDfdY1NDSauT9oaGgICQm5ePHi6tWre/XqJWiQUlJSEyZMMDY2fvr0qampaf/+/VH70Ldv365Zs0aEb+U/UKtGOhK9VqxYcffu3eTk5OTkZBsbG/ocoWCA9+7du/C56U/7ITuMLFmyhMPhREdHo90uhfuGL90R8vn8jx8/Hjx4MDEx8fTp02fPnqVqxW8dPp+/adMmFNeKj4//0ss4HE5YWNilS5d++umn3r17C9nguHHjdu/e7eDgYGZm1r9/f3SwCAkJWbZsmQjfyn/Ex8cDgJqaGuXXB4aGhrdu3UI2aG9vT58jFAzwPn78GD43/Wk/WVlZ6Oimq6tbX18fGxuL2k+uX7+ewvzwL4VGs7KyDh069OnTp3379iUmJrZKZqd1hHw+f+vWrQCgrKwcERHR8n+Yk5Pj4uJy8ODBadOmocl/ADBlyhRTU1MLC4vhw4dnZGSIyxESnxO9KI/HrlixQk9Pb9OmTZs2bVqwYAF9jpAQqOQVbPrTTplCHUY+fPjQo0cPAFi+fDmFbYubSZYpKCj466+/vLy8HBwc/vjjD6pW/NbZu3cvOuGFhYW1/F8J2iCKqgHA2LFjzczMzMzMRo0alZaWJi5HSBDE4MGDAeDt27fUijU0NPzhhx+QDS5cuJA+R0gIBHgFrwzbKVOonDotLU1LS4vcmFKiNuJLjrCkpOT48eNFRUVlZWWoWKDl/M8Iks6EiYmJtbW1nJycq6sraj/RQrS0tAwMDM6dOxcQEFBaWurr63vq1CmUFyMnJ3fy5EmUgCou9PX1AcDZ2ZlyyQcOHLh169atW7d+//13yoULsnTpUgBwdnZWVVWdMWMGl8v19fUlCOLKlSvu7u6BgYHW1tYoANVCKioqFi5cmJycPHr0aEdHx5KSEl1d3fz8/Pnz5z98+BDd0lMCi8UyMDAgH06ZMgU19Kqvr3/y5ImKikrfvn0zMzPJ+wwJ5/jx4xYWFjIyMk+fPp0wYULL/6GgDZaUlLx+/drU1BTta2VkZExNTXfv3k2b1l8HfQbosMF9+/YhG9y/fz9VMtER1s/Pz9vbu7i4GD1J2qCiouKcOXP4fD6qtW8zVVVVenp6iYmJI0eOfPnyZU1NzaJFi3Jzc+fMmePg4IDSR6kCKY+YOHEiCuPxeDwHBwdpaen6+vp79+6hbXEroNBRdxxQKxlpaekXL15QJdPU1PTGjRsEQSxcuPDIkSPiOhF6e3sDwPDhw6kVK7I7QoIg3r9/D58DvGFhYWTELCsrC9Uvvn37tuW1TbW1tWicxaBBg/Lz84uLi1H/tsmTJ1PeYQTTcsiSlSdPnlAl08zMDKUdLlmy5MiRI+I6Eb59+xYABgwYQK1YOu4IMzIy0LiJjIyMCxcukHe0ggHeiIiIdvarYrPZCxYsgM/l1OXl5SjqM3HixMrKyva/CxHQCU+Ed+7c+f3339FATtR+glquXLmCjFwszJw5s2vXrgkJCSkpKRSK1dHRIRMW1NTUUIiDJsaMGdOvX7+CgoKwsLAJEyaQ825I3r17N2XKlJaI4nA4q1at8vf319bW9vLyUlJSWrJkSUJCwogRI16+fCnUwAIjMu7fv797924Gg2FlZYVSoqjl0qVL169fp1xsC/n+++81NDTS0tISEhIoFDt8+HB0owYAXbt21dHRab/Mvn37orMRilKQsYraLr0GDBxUUlISHBw8btw4NJilbfB4PENDQ09PTy0tLS8vLxUVFQMDg/fv3w8aNMjV1RVlhn8DiNsTU4yTkxM6hl+4cIFaydeuXXvw4AH6+cyZMyLok/klUKtGVKb6jYISKEaOHHnt2rWoqCh0jefs7GxlZVVfX9/C4yCfz9+4cSMAqKurJyQksNnsH374AQD69+8v2P8FI2LaXLLyVWxsbMj55ubm5nSkT7cQ9MFrbT2A6CkvL9+2bVtcXNzr16/JxILYrMpuWz2VRuoDwPDhw69evfr+/fu2XaULlVM3NDSg2gxtbe2PHz9S+lbopVM5Ql9fX1TFefLkSXHrQiMODg4AMGPGDHEr0kby8/O/++47FRUVcjemqKhI9jZrea9I1EpfWVk5PDycy+WiCczdu3entigK0yrIkpVDhw6JWxcacXR0BIDJkyeLW5GvUFdXl5aWVlBQQFahpBXU9NzhDSsegmIPhsz/V461pL9gY9BdJiqn5vF4P/30E3xufUfbe6KFzuMIQ0ND0TG80w+cq6qqkpWVZbFYbeiJ05j6+np7e3sPD4+cnBw7Ozu6O3SQo3OGDRtmbm6+bt06lAdLwmKxRo0a9dtvv925cyc1NbUZUS9evFBVVfX09OTz+Vu2bAEAFRWV9+/f06o/phnIkhU6GkZ3KGpqauTl5RkMRnZ2dvulNTQ03Llz59WrV3l5eXZ2duHh4e2X2SS5ZfX9f/eDVU+h2yAAAGVtxanbFi3/acCAAYI2yGQyR4wYsW3bNnt7++anZfn4+KipqaHcaXJj+vjxY0dHRx6Pd/v2bTq6f9BBJ3GEycnJ3bt3BwAjIyPRTLpydnYODQ0VwUJNsnDhQjU1NUoSuKurq3Nycg4dOlRYWJiVlUVrDRw5OgcltpDP5+Xlubi4oP4GQr3NNDU19fX1jx075uXl1bi3XEVFBfF5WyovL+/v70+f8pjmoalkpRnc3NyCgoJEsFCTLFmypFu3bj4+Pu0XVVNTk5OTY2JiUlhYmJOTc/r06fbLbEx5DWfM3/7wkzP0HAcAoNgTlt9V3+aVkF1FEER+fv6XbFBFRQX1N/Dy8qqtrRUSi2wQTb2Wk5N7/fp1UVGRubl5aGjoixcvTE1NRTx/u210BkeYk5ODRhkYGBiIZopHTk7OP//807h7rMhwcXEh32laWlo7t6Xx8fGoJeCbN28o7PMihODonGbuDxoaGlBvs1WrVqHNDYmUlBTqTmlvb0/2CSJb2n8re89OCQp3A8DChQtF88WXl5d3/vx58spQ9Li6upLjfzMyMtrZpz4xMfHw4cMEQfj7+6NO8dRSw+ZOPxEEa12hz3QAALlusOSW8i8e4elNzP4V7C+ImlQ0aYOkFaN2USwW69mzZ+gZc3NzNpttaWm5du3ab2JCC5XlHeJCU1NzwYIFSUlJjx49orZg5UscP3587Nix6enpIlirSbZv356eno7e7O3bt3v27Inmv7eB/Pz8t2/fKioqRkZGpqSkKCsrU6rpfxAEsXXrVjc3N3V1dU9PT7J7Z2NQL+bx48ejSEtKSkpwcHBQUFBgYGBiYmJERERERAR65cCBAzU1NYOCgphM5jVrO9RLDyMW1NXVFyxYEBMT8+TJE7INBa2cOHFCvDZobGwcHR2N6v3v37+voKDQ5gLc4uLi169fy8vLR0dHJyYmCl6fUwKHR6y8GBmQXAqhVyAzAGQUYPZJGdWeT/eMG9+vibWQt0NjVgEgNTU16DPx8fGCNti/f/9evXoFBAQwGAw7OzvUS+/du3dJSUmZmZlSUlKzZs0SOl92TBgEQYhbh+b4+PHjixcvNDU1USoEorCw8OrVqxkZGQMGDNi1axdqNFBXVyfUNZQ+KioqCgsLk5KSBMurRUmvXr3S09ORER49erQ9jlA07N279+LFi8rKyj4+Pq2qrRakqqoqOjo6MDAQ9dstLy9nMlksmS6yo9fMXbXD+Y/x1OqMQWRlZTk7O6urq6NUCERJScmVK1fS0tL69eu3a9eu7t27EwRRW1srOF+CViorK0tLSyMiItAoNNHTv3//6OholJdw+vTp9jhCWuEThOHVKId3efDeFhKfg5QszDFlaeo47B67YlKP1kqrrq6OiopCNhgYGFhWVsZgMJSVlX///Xc08v5bRbwH0q+CAoCCU+sqKiqGDh16//79jIyM27dvDx06lI6RKB0cLS0ta2tr1IRiyZIllpaW4taoOY4cOQIAMjIynp6eVMn0jSuQ0b8CXfsBAEz5XX6jew1bFPdSEggaeHT06FHymerq6mHDht25cycjI+Pu3buDBw9GF0USRb9+/SwtLZEN/vjjj3TEM9sPn09ss40FQzcYtR4AgCkFc04yjNxsX2e1XziXy33//j06OF6/fr39AsVIRy+ol5KSevr0qWDUy97eXl9f39DQsG/fvhs2bJg3bx4a9ypp8D9DdOwz/bVr106dOsVisR48eKCrq0uV2IkD1BhqA2HgIgCA7He1DTyv2GKqhGMEYbFYzs7OqHUI4v79+/Pnz0fDcdatW6evr29vby9GDcUFQRAd3AZNHidb+WTCh5cQcxcYTPj+T+g53sxw2OZZ2u0XzmKxxowZs3PnTqCn4Zwo6eh3hBEREcnJyYLxlpSUFMHY2ujRoxMTE8WhmpjZuHEjCo1++vRJ3Lp8kXv37hkbG6MOI9SGsBS7sGYPU/OonAJhlpAXCVy2c0TB0vGaFC6BQURHR8fFxaGmWYiUlBTBXiSjR48OCQkRh2piZv369Sg0mp+fLxYFKisr7ezsfvvtt8jIyOTkZD09PcH8siseH8+5pEFWEIRfB2DAxJ3QZ8bRHwf9sahfMzJby5IlS1gslp+fX2VlJU0ZBiKgo58Ix48ff+jQIcETobKycnV1NfmwqqqK8rtlDCW4urpu2rSJz+ebmZmh9hPtoaKiAnW08vf3z8jIAICl4zVBrhuoDQJeA+RHuUQUcnkddGP+TTN69OjDhw8LdivENthBkJKSYrFYDQ0Nbm5uampqqIsv4m5Azp67CZAfBYHngeDDmI0wcOFv8/ucWDGIWh3U1NSmTp3KZrM9PDyolSxKOrojbMycOXNQki4A8Pn858+fz5s3T9xKiZo9e/aQ+bGzZs0i87s6Dq9fv169ejWXyz1y5Mgff/zRfoFxcXEuLi5xcXFJSUk3b94EgKXjuzMYANpTAABy3pVUNwSnlrV/IcxXmTNnjqOjI5/PBwCCIJ49eyaBNrhr1y5yRNT06dPRYCMRIy8vj7rZKSkplZSU1NXVoeddIgs2W8cQRUnw9hTwOTBkCQxfafi91tWNFPQvbQw5y4IO4aLh23OE8+fPHzt27KxZsw4cODBz5syZM2dOnz5d3EqJmgMHDpDThebNmzdp0iTx6iNEdHT08uXL6+vrf/vtt5MnT1Iic9q0adLS0qqqqrGxsfX19QCg1bXL+H4q0As5wlAg+M7hBZSshWmeGTNmzJgxY+bMmQcOHJg1a9a4ceMk0BHu27ePLBSZNWvW1KlTRa9DRUVFdHS0r6+vrKxsTU0N6pvvl1Cy5vJ7bkkGvD4O3HroPw/Gb9UdqW63bRSTwaBDjWXLlgGAm5sbh8OhQ74I6OjlE18iLy8vPT194MCBBEGgfhaYDsKHDx9mzJhRUFCwdu3ae/fuMZnUbLZCQ0OvXbv2008/JSYmZmZmWlhYMBgMU6fUI09SwPVXqMoF3fMDRkxMvTCbkuUwX6WgoCA1NRV158I2KHpq2LwLLzPuBeYUVzaoK8usn9Zr76J+CTnV806HVBVngdcBqCsF7akw4+8pg9S8TSYryFI2mLMxOjo6CQkJ3t7e3+iW6Ft1hABQX18/ceLEtLS0oqIikVUvdSgqKiru379fXl6+bNmya9euiXE4lCA7d+60tLRctGiRk5MTittQQk1NTUNDg5KSUtX/tXfnAU2caQPAnxwECGeAcB8Ccl8FFTnVgiCWIxRF1FVrS/uttba1a3dru9Xafmvb3bZqrVa7urYerQpaCaeKCIgccopyqCAEucOlAUkg1/fHaD7WWtsqJMA8v78yk8nMM+iTJ/POvO87OKilpUX8GK9pG/R4rwAqD8KNM+ASB96Jtf+a52qBsy8piVgs9vX1raur4/P55LxNODg4ePTo0b6+vmXLlu3cuXP//v3KOe6dPmHgtuK+IbFwVEqsYTJoeky1UYmsr6cLst+FoW4w8YLnP/awMcjf4sfSGrdMfKwPPvjgs88+e/PNN3fv3j2hB5ogU69pVEFDQ0NbW1soFJ4/f17VsaiGnp4eMfWlq6urnZ2dSmJobGzcuXOnYnHz5s3bt2///PPPk5OTx7EKAoCWlhaLxaLT6SwWS9Ek5W6p42Cq9eA2YVsJAHArsHVUedTU1PT09EZHR8+ePavqWFRDR0fHz8/v3r17Tk5ODg7j/BzKr5FI5WGflXbeHREO9gMvDxqzYLB9eFTamfRG38AA5H0EQ91g6Ajzt9ib6Z3f7DvRVRDG3CacoldWU7gQwrS4Sfss7t+/7+bmprhjrxJ8Pj83N1exyOVyJRLJe++9p7RRfqK8jYHtCuq6MNgBglYshEpG8hwUCoWOjo5KbpFKvtLZMSCSDrTA+XdhuBcoNCjeAcJ+GO6F/E9goAn0bGDBJ+ZsVvb7vqb6yvh+8PX1tbCwuHPnTnV1tRION+6mQyFMT0+XSCSqjkUFqFTqqVOngoKCmpqa1NTUysrKVB2RCnBmmQCFChZzAADaSkpv320fED397uTywYwzrcsWN/k5Nfk7t62KuZ9H0vaG34nIwczMzNHRUVXHogJUKvXMmTMBAQEtLS1qamolJSVKOOjRwvYhkRRqjoNbArguBftwCP8KNA0AKOCxEvSsYcHHhoaG2e/72rKV9HuUQqEQHWym6E+iKXyPkODk5HTr1q38/Hxifh+kZEVFRTExMW5uDx7LLi8vb2lpMTIyUloAUpncdH1Ob10+FPwDjJwh/Kv9r7j/OdT6tz/5C3KppPsvr/WUlaiLhDQKBQDEcrlUQ5MdFmm87YuTSUkdHR1r16799ttvbW1tV65cOd6nMlV5eHjU1NScP39+HEcOQk/guCm/oes+pP8Znv8EtMYMIpGyFmJ/ALmMqa6W/b5vgCNLmVFlZmZGRkZ6e3tXVlYq87jjYmpfEQJATEwMTNmfIVNLbm7ugQMHBAIBAOzfv594AQABAQEXH3pk0hYloFEpLzzHBjMfoKtD300Q9j9162j/3q+EFVc21t2pHn5wcZMvEH58q+1+TtbdE4fDw8MHBwfv37/P4/EMDAzG7wymPJK3jiqfuhrxvU2Bx13FUKjUn9/xUXIVBIDQ0FAdHZ2qqioej6fkQz+7KV8IMQmVxs3NjUKhNDU1nTt3rqmpaXBwUPEW7SGVBMaZZQJ0dTB5DuRyaC+9WNc3KJKIRKLLly8DQGlpaUFBwW/uRDY8fO/ED7KHXZL/6y3h8MD+ndpMTVtb287Ozn//+99Xr15V/A5ARA6mpKRM9ealqSLYiUWjUoBlB/xrj7xFo1KW+pou8mQrPyp1dXViQNr09HTlH/0ZTflCGBAQYGpqevv27Zqamgk6xMDAwIEDByorK4uKipKTk/Py8iboQJOctra2WCweGho6dOiQWCxW4VRwj4jwYjMZNMWzoyNi2blrvc3NzdnZ2QKBIC8v7+rVqx0dHb/28f4hcfKVzo8/Oy2QPOhu3CwS1w6P1g6Pto48uPcsl8t+2ru3t7fXyspq3759BgYGU3dYxXE3e/ZsS0vL9vb2sUN8ja979+4dPHiwrKyspKQkOTn54sWLE3SgKWF9mI26GhU8VkBtEtSdgpZLUPEdSEQAoK5G/SjOUVWBTd3LkilfCKlU6gsvvADj8devrKwkRlInLF68+N69ewAwPDz88ssvp6SkBAQEODs7T93RE55RWlra3bt3jY2N9+/fP2/ePFtbWwDw8fH57rvvFNucO3dO+c2GTAYtxM0QLHyBQoWuqyAWciu6XVxcdHV1tbW1KRQKj8fr6el55FMtvcJ/X7wT/WW56foLy3ZXFZQ3ZPTeuyUcBYA8gfB039DpvqHiwQfP3VAo1ITQ+e+8846pqen69ev/53/+R8nnOJlRKJSoqCgYjxysqal57bXXFIsxMTHEP9zw8PCaNWvS0tL8/Pw8PT2JoYVIy91SZ12otZbxDAj/EpiGILoL1kFA11D3fW1DmI2bpcr60UZGRtLp9Pz8/IGBKTbY4ZQvhDB+P0OEQmF7e7tisampSSqVAoCFhUVxcTExlmBWVtbChQuf8UBTVEJCwvvvv+/o6MhisV588UVLS0sA0NDQMDMzU2xjbW09XkPJ/CGcWSagoQ+GTiATQ1dleiX/VsPta9euNTQ02NnZaWhouLq6ElvWtg1tO90w+8NC2425f/5PTfrlGvHNLMj/OO/8Zx82d5zqGwKAl411t1oZbLUyWGb04DtFLh6hm1sp/7ymivHKQZFI1NbWpljk8XjEA+FmZmYVFRXEmLqpqakRERHPeKCp7suVLptesNXUMdB2XghOMdpWnpoM2vtvrv18ubMKozIwMAgODhaLxVlZWSoM4ylM9mmYfo+wsDAtLa3y8vK2tjbi23l8FRUVnTx5MjY2dmBgwM7OjjIx4/WhZxEzy+TP/6mRWfpBbz20ldy1Clzy75a/vfSBjY2NlZVVNOfF3Pr+lPKutEp+W78IAKD/NrQVQ/sVGHjQwCun0mfp6rgz1Xkjv+iKQ6GozbCns3GOp18VEhKiq6tbXV3d3NxMNBWMr9LS0qNHj8bGxgoEAlX92JpUKBT4eInj66E2mdU9PYIRtq565HNsEz1VdikmcDic3NzcjIyMqfVY9ZTvPkGIjY3lcrn79u1bt27dU3xcJBLduHHj/v37MTExLi4uxMrKysq2tjZ8PnCqsH4rt5V3G9JeA4YOLPkRKDQtdZqHlc5ME620qu57wxKQy6C3HtpLobUIBh/eMqSrg4kXWMwFS78Aadd37d8d6uBH6GvZa6gBQPX9kerhkZesTSwOJqk7uz/p8KSXkJCQlJS0a9eut99++yk+PjIyUl9fL5FIwsPDFZfvVVVVjY2NY5sc0CTX0dFRXl4eFhamqakJADKZbEr8apkOV4QAwOFwuFwul8v9Q4Wwv78/JycnLS2Ny+VSqdSUlJTg4OCUlBTiXScnp4kJFo2/5Ctd3fdGQMccdC1B0Ab8OjDxuD8iLWm8W3KjG7qvwp3L0H4FRu8/+IC6HpjPAusgMPMBqpqOBn2RpxFn1nz2kMubn/4VZHKZcBgAvNkGPnQ1ky++xSr4mzgcTlJSEpfL/UOFcGBg4MKFC0QOymSyc+fOzZ07V9Gw5unpOTHBoomye/duBwcHogreunVr7dq1RUVFqg7qt02TQhgTE0On0y9evPh7ZkluamricrmpqakFBQXEXUAKheLt7d3b26uUYNH42/Rj3ahEBgBg6Qd1p6C9GPSsoLMC7lyGziqQPXy+SdsULHzBOgiMXIFCYesyIjzZ8XPNwj2MHvbNspAFBQ1dyBy5XgVUqsZzc7RCFlE1lTQ8x5QWGRnJYDAuXbrU19dnaGj45I15PB6Rg5cuXVIMC+Xt7c3n8yc+UoQeNU0KITFLckFBwdmzZ5ctW/bYbWpra5OTk9PT0ysrK4kGYRqNFhgYGB8fHxcXZ2VlVVpaqqOjo9heX19/SlzUk5lUJi9uuHu8uOPBnT8A0LcBALiVCTdSgehvTKGCsTtY+oGlH2ibAYCdMTPK2zh+rlmAo/4vZ2ijauvoxiZAbIISz2M60NPTCw4OzsnJycrKWrVq1WO3qa2tTU9PT0tLKyoqGpuD0dHRcXFxDg4OV69eHZuDenp6mINTTm9vb3NzMwCMfe5pkpsm9wgB4Kuvvnr33XdXrlz5448/KlZKpdLi4uLk5OSff/5Z8a/CZDJDQkLi4+NjYmKIqSzR1DIkkp691sOt6M68yu8fEv//zb+2EhC0AQBQ6QAUMPMGi7lgORc0WDQqJcCBxZltwpllMtMEr/AmxDfffPPWW28tXbo0OTlZsVKRg2fOnGltbSVWYg5OV5s3b7506RIxS+Xg4CCfz58STaPTpxDevn175syZenp6fD5fLBZfvHgxOTk5NTWV6AsIAMbGxosWLYqPjw8PD1ftjA3o6fQIRrOqe5KvdGbX9I6IZSARQWcFtF2BjlIYeTjMjYY+MLRB0AbuK8BzFQDQaZS3I2a8+4KdcobhJ7M7d+7MmDFDS0urp6dHKpUSOUh0PyU2YLPZERERmIPT2ObNmx0cHBITEwHvEaqEvb29o6PjrVu3/P39r1+/ruj27uXlFRMTw+FwfHx8sOfDpCXp6rh75MBwySW5cFjNxk4vfpVWSARQKADQxB9Oq+QnX+ksbrgrk8thRAAdZdBeCh3lxGgaAA9v/lnMBRMP6KiA/I+ho4wohNoa9E+XOTHo2MI24aytrV1dXWtrawMCAmpraxXzUXh4eBA5OHv2bMxBNAlNh0KouPHQ0NCgp6dXWVmpuPEQGxuLD39Ofvdzz/O3bJSJJSARA4CE3zVSUy088sPh0A9+vjrQ2D0MADDUBe1X4M5l6K0HohmDQgGDmQ/qn8HM/9+dmTeoaUL/bRjuoWkb733JFavgRFPkYF1dnZ6eXlVVlSIHORyOs7Mqe3kjZZoxY4apqSnxWlNT08vLS7Xx/E5TtWlUIpHk5+cTD561tLQQKzU1NYVCoaGh4c2bN3/zuTU0SYw23Gh7Oe54K/+uRLbOVA8ARDJ57I0OrtuMs9qemzTnQfsVaCkAwYPbS0BjANsVLHzBOhg0DagUivcM3ShvYxM9xvsnb46I5SKxFAr+Aa3FMGc9zTGy999h+swJn6GbhCQSSUFBAZGDxMMR8DAHdXV1Gxsb2WwVDP2M0FOYYleEw8PDOTk56enpKSkpiietjYyMFi5cqK6u/tVXXz333HNtbW137tzBQjhV9O76TC4aEcvlow9/k8kB7svkmX0Dn1angOT0g+3UdcFiDlj4gZkP0DU01KhBTgZR3sZL55pasDSITf4UaPFDftumH+slFv7QWgxtJVKHyKyrPSsCzFVyatOSIge5XG5394MZr4gc1NTU/Pzzz/38/Jqbm5uamrAQoqliahTCnp6erKys5OTk7OzskZERYqWdnV1UVFR8fHxAQMDIyMj333/PYDAiIyO/++47Lpfr7e2t2pjR7yKTiSqLQS4DgFG5XCAYtVE1AAAeDUlEQVSVAYBIJgcAFo02IJFqa+oNWc8Hi7lg7A5UuoG2WqibUZS3cexsE13NR//36mrS34qYkVvflyL0BQoNuq/B6H1uRTcWwmfX29ubmZmZnp6emZl5//6DcQmIHIyOjl6wYIFYLP7xxx+pVGpUVNQ333zD5XKJ4XkRCYlEoqNHj9JotFdeeaWtre3YsWObN29WdVBPMikK4YoVK44fP0683rdvn5ubGzHdfFNTU1paWnJycnFxsUwmAwAqlTpr1qyoqKiEhATFWGgAoKmpSafTAYDD4RCFcNu2bSo4E/QHyUQieHgheG5g+KZwFABkcgCAAF2NTBfz85acXewoGyPNRZ7sKG/jCC+2Gu03nrbgzDJJKe8Gtgvwa6CzIqtab1Qiw9uET7Z8+fITJ04Qrw8ePGhraxsaGgpPzMFly5YpxkIDADqdrqamBgAcDocohJ9++qkqTgWpnrq6+sKFCw8ePAgAR44cIf5jTGaTohBeuHBB8bquro7JZBLjpd2+fZtYyWQyw8LCOBxOVFTUY9tbBAJBdXW1iYlJRESEjo7O1atXJ2jwX/Tsjh8/3tzcvHbt2hMnThiwWMFUOoAEAKINtN4y0wcAoUweXtfOoFBstLXn+DqWJwb6zND7/Q8bRvsY02kUiaUf8GugrURgMy+vvj/cw2jizmgaGJuDN27cAIC//e1vKSkpDQ0NxEpNTc2FCxfGxMTExMQYGxv/cg9DQ0MVFRVMJjM2NpbFYtXV1d26dcvRUWVz4yEVolAoenp6EokkOzubz+e3t7f/nvGGVGgy/kxmMBhJSUm3b982NDRcvXp1UlJSV1dXSkrKyy+//Gt3HXR1dffu3cvhcNTV1RctWgRTc5Zkkli0aFFra2tPT8/NmzdHRkeZQQvgV6a216RTl725fJbtH6iCAGCozQhwYIGlPwBARznIJNyK7vEInETU1NROnTrV0NBgYGAQHx9/+PDh7u7u1NTUV1999bFVEAC0tbV3794dHx+vpqa2ePFiAEhLS1Nu1GiyGBoaOnHihIWFRVhY2K5duxISEiZzFYRJ8tSorq6uYnTdpqamHTt2MBgMY2Njf39/2q98RT7BsWPHVq9eHRoaOvZHLpo8BAJBcXGxSCRqb2/X0NBY4O5K2fQqt50vkMj+xNYBgBGZ/LXb3Uc97HTjlhtt2vIUh9iR2bzpx3rIXA93WyDkHxYu/q3fhGAHticwMDBQtHPyeLzt27fr6+uzWKzAwMCnyMGkpKSEhITg4OBLly6Nd6QIjT+lFsKGhobs7GxHR0cHB4f09PT58+e7u7sDAJvNVkwg/uabbwYGBi5fvvypj0LMog4A3d3dLBZrXCJH44jL5fL5/NWrV2dmZorF4oSEBFF1RdfbiTLxqFwkBACgUCnq6jrh0ewtnwL1D38LA8Dt7uGZf8mD6iNQexIco2D26+X/CJxlqzfOZzIFNTU1ZWVl2dvbu7u7c7ncoKAgoqeXkZGRYtD5d99918PD46WXXnrqowwNDbHZ7NHR0Y6ODhMTnMcRTXZKbRq1sLBYv359QUHBDz/8YG5ubm4+Ic/y6evrBwUFTcVZkkmCw+G89tprGhoacXFxCQkJAKDhNcs6vcDwjU2avoEabl66scvMv/uJ/dE/n64KAoC9CdPNUhss/QAA2ooB5Ng6SjA1NX3jjTdKSkqIHLSwsJiIo2hray9YsEAmk2VmZk7E/hEaX0othEwm8+TJkzExMQKBICgoaM+ePRN0IA6HAwBcLneC9o/GHVVbR29lovm+YxZHUtgffqbh/twz7pAzywQMHYBpBMN90N+EhZDAZDJ//vnnxYsX37t3LygoaO/evRN0IMxBNIUotWk0Nzc3KysrMDDQwMDg2rVrHh4eRDeJsZMICoVCxXPYT62lpcXW1pYY/FdDQ2McQkdTTentu3O3FkHZXmjIJAbgvr1zgZ0x2eeduHz5ckpKSkBAgKmpaVVVlaur6/PPPw//nYMikYhGoz1jDnZ0dFhaWmpoaPT29jKZZP+zo0luUjwsMxGee+656urqrKysiIiIidh/Z2fnmTNnbGxsLC0tKysrPT09Z82aNREHQk9HLgfrty621RZC7lZg2cLiPTtXu2yMwB41yuPr61tWVsblcmNiYiZi/3w+/9SpU5aWlra2thUVFa6urr6+vhNxIDTtTcbuE+NivFpm6uvriZ7FhKCgoKamJgDQ1dVdt25daWmpg4ODo6NjVVXVMx4IjS8KBSK9jcHEE9SYMNAMQ93ccpz9XKnGKwebmpqCgoIUi6GhofX19QCgra29bt26iooKe3t7Z2dnzEH01KZ5IUxNTX3GS165XC6RSBSLEomE2KGWlta5c+cWLFjAZDLV1NSEQuEzBozGHWeWCVDVwMwHAKjtxWU3unsHR1UdFIkQOZieni6VSp9lP7+Wg0wmMycnJygoiMlk0ul0kUj06/tA6EmmbSH09va2srLq6OgoLy9/xl0RT4ETFNMcVlZWXr58eWRkpKCgoKqqaubMmU/eCVK+EFdDXU26p5E5ALzQfLyi/i990X79+3bIR/AbUxnc3d0dHBz4fH5xcfEz7kosFityUDHN4bVr13Jzc0dHR4uKiojrwmcOGZHUpBhibSJQKJSYmJi9e/dyudw5c+Y8xR7a29tLS0udnJxu3769ceNGYiWPxyNe+Pj4+Pj4EK+Dg4PHI2Q0ztTVqPuGz7Al5XcdTX20NQCkUkF//X++tTqfbnn4Z6quvqoDnP6io6N37NhBdFh8io93dHSUlJR4eXnxeDxFDipGXvT09FQMxBEQEDAuASNymrZXhPC0tyiampq+/vrroKAgKyur+Pj4gYEBFxeXpIccHBwmJlg0/oayuHOa8zJ6+muED64heiTS1+paJZ3t3R9uVG1sJEHkYEpKyh/61CM52NPT4+DgoMjBsaPtIzQupu0VIQAsWLBAX1+/pqamoaHhyQVMKpUWFBSkpqZyuVziWRgAYDKZ4eHhQ0NDSgkWjb++b7+kjj6mFVQuHhVWlIrv8NSsZyg9KHIJDAw0MjJqbGysr69/cgGTSqWFhYVEDjY2NhIrNTU1w8LCMAfRRJvOhVBNTS0iIuLEiRPp6envvPPOLzcQCoUXLlxIT09PTU3t6uoiVhoaGr7wwgvR0dGLFy/W1tZubm52dnZWfMTV1RU7Jk4JMsE9ac+Dx0SbROLCQSEADEhkD96mUERVpVgIJxqNRouMjDx8+DCXy31sIXxyDhKTybS3t4+d78nZ2VlTU1NJJ4DIYdr2IyScOHFixYoV8+fPz8vLU6xUTDGalZWl+LE5dopRYmpDNKVJujtbl4TKhMJvOu9evT/ipaUOAINSWcmgKM3FnMJQN3x7s97ytaoOc/o7c+ZMXFycn5/f2Edm+vr6MjIyHslBW1vb6Ojo6Ojo+fPnT/4Z7NB0Ms2/8RcvXsxgMC5fvtzb2ysQCNLS0tLT0/Py8oinsRVTjEZHR2N3+GmGZsSWP3xqf76e5hq2LgB0iSUlgyIAoDAYalYzVBgeeSxatIjJZJaWlnZ2dgqFwkdyEABcXV3j4+MxB5EKTfNCqK2t7eXlVVZW5uHhoWh40dDQiIiI4HA40dHRODT+dEWh0bVDFw9mP37QZwqFqjkHnzNUBg0NDW9v78LCQh8fn7E5GB4eTuSgmZmZaiNEaHoWQpFIdPny5bS0tOTk5M7OTj09va6uLgMDgzlz5nh6en744YeKYRXRNGb4zt+Hi/JdtASaD2ci1KRSQ/WZFA1N9tbPKQyGSqOb5hQ5eOrUqY6ODl1d3a6uLhaLNXfuXHd39y1btmAOosljWt0j7OnpIe66nz9/fnh4mFhpY2PT0tKioaHR0dHxz3/+09/f38DAAHv+kYS4taVzY6K0p1suEsqlMqoWEwDYW/6pHRap6tCmJ+LmH5fLPXfu3P3794mV1tbWra2tdDq9q6vr888/DwkJUVNTGztyIUKqNR2uCJubm1NTU9PT0/Pz8xUjv4y98TB79uyKiorz58+bmJi4ubmVlJRgISQJNSsb61PZwvJiUXWlfETEsHdgzltIZWqpOq7phsfjnT9/Pi0t7dy5c2NzMDo6OioqKjAwMCgoqKio6Ny5c4aGhm5ubufPn1dtwAiNNYULYW1tbXJycnp6ekVFBbGGTqcHBgbGx8cvWbLE0tJSsSWHw6moqLhw4QKLxTp69OizTL2Nph4KRXNOgOacgGPHjrVdrY+zc8nLy6uurt69ezeN9pQT/yKCIgcrKyuJtiUajUbkYFxcnJWVlWJLDodTVFSUlZVlZmb2/fffExMyIzRZyCer4ODg0dFR4vXXX3/9008/yeVykUiUnZ391ltvjZ1ZW0tLKyoq6vDhw3fv3n3srqqrqwHA2NhYLBaLRCLlnQOaTPh8/ttvv93f3y+TyXbu3KnqcKaAkJCQoaEh4vW+fft++OEHuVwukUgKCgreeuutsb81FTk4MDDw2F3dunULAAwMDEZHRzEH0WQzea8Im5qaZLIH3Z97e3tpNFpCQkJWVtbg4CCx0tramsPhxMTE/GavI09PT1tb2+bm5rKyMn9//wkPHU1Kurq6c+fObWlpKSgoWLRokarDmQKam5sVE0f09fUxmcyVK1dmZGQIBAJipZWVVXR0dGxs7Pz58xlPfPjIwcHBycnp5s2bhYWFCxYsmOjIEfpDpsxYo1Qqtbm5eXBw0NXV9b333isoKODxeLt37164cOHv6XtLTA367FOjoanr9OnTAwMDzs7OGhoaOF7lU6BQKK2trQKBQJGDLS0te/fuDQsLe3IVJIzX9IQIjbvJ+9SopaWljY0NhUIBgDt37rz//vtz5sxhs9k2NjZPsbfc3NyQkBAHBweiiQYh9Jvs7OxMTEyIO6ltbW0bN26cN28ei8WytbV9ir0VFRUFBgbOmDGjubl5vCNF6Jmovmm0pKSkqqrKwsIiJibmxIkTMpls5cqVxFsXL15UV1cHgK1btwLA7Nmzn/oo8+bNMzIyamhouHnzppOT07hEjtD0UFZWVl5ebmJiEhcXl5ycLBKJVq9eTbx17tw5osPf9u3bAUAx9dhT8PPzMzU15fF4165dU0yfhNBkoPqmUT8/vz//+c9Xr14lpvrr7u6eiKPQaLTFixcDtswg9Atz5sxZt27d9evX79y5MzIywufzJ+IoVCo1KioKMAfR5KP6QiiRSL755ptXX331p59+olAoilmQWCwW0S4KAEwm89nnfMBbFAg9llQq3bNnzyuvvPLTTz+pqakpZkFisVhU6oOvCCaT+exzPmAOoslJ9fcIMzIy6uvr3dzcFi9eLJfLc3JyFi5cOBEHGhoaYrPZo6Oj7e3tpqamE3EIhKai8+fPX7161c3NLTIyEgCys7PDwsIm4kAjIyNsNntoaKilpWVsL0OEVEv1hVCZIiMjMzMzDx48mJiYqOpYECKjuLi4M2fO7N27d/369aqOBaEHVN80qkzYMoOQamEOokmIXFeE3d3d5ubm6urqPT09Wlo44CRCytbX12dqakqhUPh8vr6+vqrDQQiAbFeEJiYmvr6+QqEQx/xFSCUMDQ0DAwPFYvHZs2dVHQtCD5CrEAK2zCCkapiDaLIhV9MoANTX17u6uhoaGnZ1ddHpqh9PACGy4fF4tra2enp6fD7/94zNhtBEI90VoYuLi4ODQ19fX1VVlapjQYiMZsyY4e7ufu/evdLSUlXHghAACa8IASA7O9vBwWHGjBkAIBKJ6HQ6XhoipEw5OTm2trZ2dnYAMDIyQqVSf8/Q+QhNEDIWQjab3dPTQ7zesGFDcHAwThOKkDIZGRn19vYSrzdt2uTl5bVmzRrVhoTIjHRNowghhNBYZGwSlMvlNTU1xOv+/n7VBoMQOSlysK+vT7WRIETGQigWi/fs2UO8vnbtGvEwN0JIaWQymSIHq6qqQkJCVBsPIjkyFkIGg7F//37i9YYNG1QbDEIkRKVSFTm4adMm1QaDEN4jRAghRGpkLIRj22FcXV3NzMxUGAxCJDQ2B52dnS0sLFQYDEJk7D6BEEIIKZDxihAhhBBSIOPDMoSampqCggIzMzMGg9Ha2hoaGjpz5kxVB4UQidy4cePixYsmJia6urqNjY0hISFOTk6qDgqREXmvCF1cXF5//fWrV6/W19czmUycGg0hJXNwcFi/fv3169dra2u1tLRYLJaqI0IkRep7hN9//72vr6+bm5tIJPriiy+2bNmi6ogQIpejR496enp6eXmNjo5++umn27ZtU3VEiIzI2zSam5vb0tLCYrG6u7vr6+uXLFmi6ogQIpeCgoKGhgYtLa2BgYG6urq4uDhVR4RIitRXhAghhBB57xEihBBCgIUQIYQQyWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkhoUQIYQQqWEhRAghRGpYCBFCCJEaFkKEEEKkRld1AOSSk5NTUlLy0ksvWVpaKlYODw//+OOPtbW1DAZj9uzZS5cupVL/6wdKSUlJVlZWV1eXhYVFdHS0t7c3sX5oaOjkyZPXrl1jMpn+/v4xMTGPfColJUUgELi4uKxZs0ZPT+83w5NIJKdPn25padmwYQOTyRyPM0Zocrl161ZSUlJoaKi/v79ipVwuT01NLSkpGR4ednR0XL16ta6u7thP8Xi8U6dONTc36+joBAUFvfDCC0SSymSyjIyMy5cvj4yMuLm5rVq1SlNTk/hIZ2fnkSNHxu7Ey8srIiLiyeHdvXv38OHDRkZGf/rTn8bnhNHvIUcTb2RkJCkpydfXl/ibZ2ZmKt7q6uqaMWOGgYHBqlWrlixZwmAwnn/++dHRUeJdiUTyyiuvAICtrW1UVNTs2bP9/f1lMplcLq+vr7e2ttbT04uMjCT2HBsbK5VKiQ9u3bqVQqE4OTkFBQVpamra2Ni0trY+IUKBQLBr1y4bGxsiwvb29gn7YyCkGgUFBfHx8TQaDQDeffddxXqpVBoTE0On0zkczpo1a4yNjU1NTXk8nmKDAwcOqKurGxkZhYWFhYSEsNnszs5OuVw+NDQUGhpKp9MXLFgQHh7OYDAcHByIt+RyeWZmJgB4eHjMemjPnj1PCK+pqem9997T19cHAFdX14n5G6DHw0KoDLdv3541a9bHH3984MCBRwrhBx98QKFQbt68SSweP34cAJKTk4nFL774AgC+/fZbxfaKGpmYmOjp6dnT00Msbt26VbHn0tJSCoWSmJhIlMyamhptbe3ly5c/IUIul/v888/v3Lnz73//OxZCNP3IZLIFCxZs2LAhOzubyWSOLYQ5OTkAsG/fPmKxtbWVwWC8/vrrxGJpaSmNRlu5cqVIJCLWKHLw6NGjOjo65eXlxGJubi6FQvnrX/9KLB48eBAABALB74xw8+bN8fHxx44di4iIwEKoZFgIlaq4uPiRQki0pUgkEmLxxo0bALBjxw65XC6RSMzMzPz9/R+7K5lMNjAwoFjk8XgAsH37drlc/tFHHwHA2J+0iYmJ6urqikx+gv3792MhRNOblpbW2EJ46NAhALh06ZJijaWlZVRUFPF6+fLlWlpafD7/sbvq7+8fu2hnZxcaGkq8/uSTT7S1tZ8ivPj4eCyESoYPy6jY3LlzhULhhg0bhoeHASApKUldXX3x4sUAUF9f39nZ+eKLLwIAj8e7fv366Oio4oMUCoVoRSFIpVJiJQAIhUIAGHuTz9PTc2RkpL29XUlnhdDU4evrS6VSN2/efOfOHQAoLCxsa2vjcDjEuxcvXgwODmaz2X19fVVVVQKBYOxnWSzW2EWpVErkIAB0dXWZmZkNDAxcuXKF+IGLJi0shCq2bt26VatW7d+/39zcnMPh7Nq1Kz093dnZGQCampoAoLm52d7e3tbW1tPT09raOiMj47H7SU9PB4CFCxcCAPEUANEMCwADAwN5eXkAgIUQoV9yc3Pbt2/flStX7O3tIyMjY2JiPv/881dffRUAhoaG+Hw+lUoNCQkxMjLy8fExMTH55JNPHrufa9eu3blzJywsjFjs7OxsaWlhs9lBQUEuLi6enp61tbXKOyv0R2AhVLGWlpby8vLQ0NB169ZVVVX19/fv2bOH+NVJXNhlZmZ+8sknLS0tlZWV1tbWy5Yt+2U9a29v/9///d9ly5bNmTMHAGJiYuLi4v7+978/99xzAQEB1tbWjY2Nio29vLzMxrCzs1Pi6SI06YhEoszMTEtLy48++ojP5/f39x8+fJgoWkQO5uXlhYeH19XVNTc3r1ix4qOPPjp9+vQjO5HJZO+8846lpeUbb7xBrNmzZ09GRsbg4KBIJMrLy+vt7Y2OjpZIJLdu3TL7b2vWrFHyKaNHYPcJFVuxYgWVSs3IyFBXV//000//85//vP7665s2bTpw4ICxsTEA7Nq1KzY2FgCsra137NgRHByclpa2bt06xR76+vqioqJYLNbu3buJNVQqNTk5OTU1taioyNDQ8JtvvsnMzLx+/bqpqSkAfPDBB0R6E+h0/D+ASO3jjz/OzMysq6ubOXPmhx9+WFhYuGzZstjY2Bs3bhgYGNDp9MTExM2bNxMb79+/Pzk5+eTJk0uWLFHsQSaTJSYmlpSUnD17VktLi1hpbm5ubm5OvJ4/f/6WLVvWr19fXFzs4eHx2WefjQ3AyspKKSeKfhV+CarS4OBgWVnZpk2b1NXVAYBKpb722ms//fRTbm4uAFhYWABAc3OzYnsTExMAGBoaUqy5efPmiy++KBKJ8vPziXcJVCo1NjaWqKAAsHXrVkNDQ3t7ewBISEhQxrkhNEVcvHjR3d195syZxGJgYODrr7++ZcuWtrY2GxsboiuFYmMGg8FiscbmoEAgWLt27dmzZ1NSUoKDg3/tKERRvHfvnr6+/tq1ayfoXNDTwaZRVdLW1tbX16+vr1esEYvFPB6PzWYDwMyZM83NzY8fPy6TyYh3U1JSAMDHx4dYTE1N9fPzY7PZxcXFT/hRWVZWlpWV9dJLLz3STx8hBACWlpYtLS33799XrGlsbKTT6cTDaPPmzcvOzu7u7ibeqqioaG1tVeTgzZs3/f39y8rK8vPzw8PDx+72woULY59uy8jIoNFoXl5eE34+6I+jbdu2TdUxkMLp06fT0tIKCgrKysoYDAbxFJmNjU1PT8+RI0c6OzuZTGZDQ8Nf//rX0tLSr7/+2sXFhUKhsFgs4jb+8PDwyZMnt2/fHhoaumXLFgqF8uGHH77xxhu6urorV668du1aYWFhYWFhe3u7u7s7AGzbtu369euNjY3Hjh3buHGjvb39kSNHNDQ0nhDhvn37Ll68mJ+ff+PGDQ0NjfLycjabbWRkpKQ/EEITrLy8/OjRo4WFhTk5ORQKhc/n83g8T09PJpP5ww8/XLp0icVi8fn8/fv379u3b926dXFxcQDg7Ox88ODBM2fOSCSSwsJCIukOHTqkra3N5XIjIiK6u7sTExP5fD6Rg0VFRYGBgR0dHYGBgSdOnBgeHm5qavrXv/515MiRv/zlL0uXLv218Pr7+3fv3l1YWJibm9vT0yOTyQoLC+fMmYM3L5RB1f03yOLVV1+1+287d+6Uy+VSqfTgwYOzZ8/W09PT0tIKDg5OT08f+8GjR4/Onj1bX1/f3t5+8+bNw8PDxHp/f3+7X1i9erVcLheLxRs2bLC3t9fX13d1dX3//ffv3r37mxEGBQU9sresrKwJ+EsgpBqHDh165H/40qVLibdyc3MXLVpkamqqrq7u6ur65ZdfisVixQdLS0sXLVpkZGRkZma2cuXKlpYWYv0777zzyxycOXMm8W5tbe3q1autra0NDAz8/PwOHTpEDHDxa5qamn65t9/fHx89C4pcLld1LUYIIYRUBm8aIYQQIjUshAghhEgNCyFCCCFSw0KIEEKI1LAQIoQQIjUshAghhEgNCyFCCCFSw0KIEEKI1LAQIoQQIjUshAghhEgNCyFCCCFSw0KIEEKI1LAQIoQQIjUshAghhEjt/wBsXWiyJgqyqAAAAo96VFh0cmRraXRQS0wgcmRraXQgMjAyMy4wOS40AAB4nHu/b+09BiDgZ0AATSDWAuIGRjYGBSDNAqU4GDSAFDMTmwOYZmGH0MwwPjrNzoAmD+YzQcWZmOHyEBphPtRWHMYSkGYEm8LIOFhobgZGBgZxBgYJBgZJBkYmBkYpBkZpoO8VmDkzmJhZElhYM5hY2RJYeRTY2DOY2GQY2DkU2DkTOGQZOOQYOLkUuLg1mHl4FXjkGXj5NJh4+Rn4BRj4FRj4FRkExBIEBDOYBIUSBJUYhIQZhEQymISVGYRVGIRVGUREE0TUGETFMphE1RnENBhEmICuYWNmYWVj52QTFBIRFRMQ/wZ0GSM81o3f9hxQ1W4+AOJMlZx9QHqeFpj9zXXlgeun5+4Hsd8v6TjQf4V9H4jNs974wIa0d2D2n5tP9hvlK9mD2IeO8h34E8ziAGJPScg50LlYEsxeE9NyYGd0KZgdeHHagXOly8Dqd807euCFyEUwWznnywGmLb/B7KSJy/b9SZxlB2J37De0P5K5GSz+ZUeDnVCuKdicLVxcDqtOdYDF25amO8iH24DZqv8bHeZ3GoHd3Hdmg8Orx80Q9//Y56C6Shbix9yLDluv9tmC2MaOhx12xx4A6z1VPMXh6p9XYLaZkt2B9r+ZYPXeJ3cdaA+fCGYvaqw9YMu+Ecxe8/XEgfvf3MDsn1VRByJc+cDsdPbZ++fv8QK707Pc/YDeo7lgtqjW5gOLQ1vB7NeXPtg+vD4B7DbHKHkHdQYlsLhf2Uv756tPgsPWeo+Tg6jYM7Aa9qtvHBIDGcHm35CZ6PCCyQrMDlQ96xCSVAlm18syOP451gbWa/XosUPDdDWwmRnubQ6zzALBbDEAyJfDOwUPVvEAAAOYelRYdE1PTCByZGtpdCAyMDIzLjA5LjQAAHicfVbLbiQ3DLz7K/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+eJHG10NQAAAoh6VFh0U01JTEVTIHJka2l0IDIwMjMuMDkuNAAAeJxlkr1uWzEMhV+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/w1K3nKD/KgRgQAAAnN6VFh0cmRraXRQS0wxIHJka2l0IDIwMjMuMDkuNAAAeJx7v2/tPQYg4GdAADUgVgfiBkY2BgUgzQKlOBg0gBQzE5sDmGZhh9DMMD46zc6AJg/mM0HFmZjh8hAaYT7UVjTjBMHCjLhsg9GMYFMYGelNczMwMjCIMzBIMDBIMjAyMTBKMTBKA32pwMyZwcTMksDCmsHEypbAyqPAxp7BxCbDwM6hwM6ZwCHLwCHHwMmlwMWtwczDq8Ajz8DLp8HEy8/AL8DAr8DAr8ggIJYgIJjBJCjEICicICySwSSsxCAimiCizCAqlsEkqsIgpsogwgR0BBszCysbOyeboLCIqJiA+CWggxjhkWr8tueAqnbzARBnquTsA9LztMDsb64rD1w/PXc/iP1+SceB/ivs+0BsnvXGBzakvQOz/9x8st8oX8kexD50lO/An2AWBxB7SkLOgc7FkmD2mpiWAzujS8HswIvTDpwrXQZWv2ve0QMvRC6C2co5Xw4wbfkNZidNXLbvT+IsOxC7Y7+h/ZHMzWDxLzsa7IRyTcHmbOHiclh1qgMs3rY03UE+3AbMVv3f6DC/0wjsZus9Tg6iYs/A7L4zGxxePW4Gs6fmXnTYerXPFsQ2djzssDv2AFjvqeIpDlf/vAKzzZTsDrT/zQSHg/fJXQfawyeC2Ysaaw/Ysm8Es9d8PXHg/jc3MPtnVdSBCFc+MDudffb++Xu8wO70LHc/oPdoLpgtqrX5wOLQVjD79aUPtg+vTwC7xzFK3kGdQQks7lf20v756pPgsH3/Y5+D6ipZsJn1sgyOf461gcWtHj12aJiuBlaf4d7mMMssEMwWAwDr6LdU/hksaQAAA2t6VFh0TU9MMSByZGtpdCAyMDIzLjA5LjQAAHicfVbLbiQ3DLz7K/QDI/AhktJxbS/iINgxkDj5hwVyzP8jxe61ehYhMvahxanmo4qkhqeL3fip5ef319++/9P2R16fYKf/+V9rtb+UiJ6+tXxoz19/+fXeXj6+PH9aXt7/vH/80XQ2XXiHGv+M/fLx/u3Twu2l3UYfpMssnxCAOBp1Oj5tx5ETOYfP0HaT7m4rAf9BantvN+syVyxqN+6iElML5Dh9ShDraDfqrOKjim7tnjEnhdlK5HBzqZCePrnHRHDB967DaBXASKAgOZqC8jp5uHgBnAnU7ktBEoCDyKkCrkxyoAhXlqZ9qoZUdTOdhQcrGTfuEHRExSUfAnnnsEyOUU7WUyElowcAKAfHvtyHcoXURFJXMZUJgBKbVBRxCgQK11B8z6icoXoFNGhOXYwHMoZOOmJKBUx5pLP5IoVH8umz9JjygHRe8ITvQy1oVMCUB33rkurcMtsYXMZe7eVv+KQhgcnIJllhoypcUiDrJmPF0cKkmJBKSkmBvNsYP9oxw1d5ihxAxnRRcmkk0ysh0TFZkOvKoWBwaXNUOspob9nBSHFi2LNFzTG/FdQSavAVFJKtZ4OXVsSjy97S13ImjXwJXZKZFNBIqGN+15orX2Kak2cFnafXwYpOPuZOZJUtgk57O7YGM7tCL/bAZFaLhk6nnF3p4AwTWnOKOTjqtzXnDCDxRt1OKkBiEWHgzuXFyjarklSBxDaY8DnwYBh6q8jX1Ak6okGhbQ7e0rnKNFMmA/WBNJOk4WpcIlOlCXMIcfoUV9FqH2qKFJ2hoTvSdJK1SmBKBGaWC4ZP4XEuqwr/en/96Q45b5Xn9/vrdavkn1xXx3Ec1wVxnO26Bo6zX8sep6bXRs+jxLW4j/O89jPD5fa+4A8eH5dtGnY0LCic2o6GXTEQY7vnTA8xd3zO16PteJz5Bfr0YakxsrjO6LDM6nFHMfLSx1V0GPbNLAdpmdzDYtHMlS8aDx5h3KWKnha9MCPZRvm7XMls07ILznvkyHmXLHFadNcs84flipW8ojLZmFM5vLqZ0UN4vLqp0CQXFnkcm5Hlyq40t1xadOeMORhJgOy69GgCULKr0CQZlDzkkznDorsuTZpBku4Ms3cfOzXPn7+d8Pz0L3oTxvynUChDAAACY3pUWHRTTUlMRVMxIHJka2l0IDIwMjMuMDkuNAAAeJxVkj1v1DEMxr8KEstVykV+i53kL6Yuna7sVQd0YqMUoY798DzJIWqWyHbsxz87eXp4vvL19PTwfHc93f9Yx3b2cX/68nh3uV3Kz+vp8b+7f+bf4s8XnJePiNzi+2Scn95PvRKFlDNVcRWNcnhtZq6FKvkI01aOVpvYiHLmSko6VmR49FHOUpHbuByGdLEltKpYyqGVTMJWVYxobUWch3VIh7YgK4dUbj4KdL17X7710XuR2pTFy8G1i44NqEPR8VgNTGUVGbHHikhjY0ZVVwvIrGxpKquVEjfZdczRxsJhZRjHAusxkONqjVYEChTNVzvz5gL1s1UJYl0xVnFbsValj9hiorJbWu3mPdZK3Le8o3AMJGll6h0rgWWs4StJRMatzrDSVmDQGCSbYgR1W4WA4N2va1CspGY8dEsNZ+wQd5iUdUsFKzVsRok2p1fMjMdkjIgZEQlYQGFUu910fCjeFKsn2s0Mc7pyUTTVuGEzu3uxitTuG6jhnQYiuIjNLEoQFjxluO7tCqMMMnglzIwv4jp4wXRtGA8BHi6CDPE+fP09Jg5GRiNZfaIyRguoOmm5K9/eXl++/n79Naku8/L69r1qm/zhCU358HhMTZk2Ld3FbMnr05PnM5LXZk8qMkfydHKCYbiJhm1yxpHJmYcnJyDMkYBQmYAgm4Agk4CgkoDEpyQgiSkJCNtJPKJTEo/YlMQjbUoCGlPyhqCUV8RTEhKaJqQ+NRPhTRKR0tSE5FMzEUozkUxNRBpTE5Lw1ISk/v4HdYZXAUlHfMUAAAAASUVORK5CYII=", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 29, - "id": "2da2945b", - "metadata": { - "id": "2da2945b" - }, - "outputs": [], - "source": [ - "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n", - "\n", - "rbfe_settings = RelativeHybridTopologyProtocol.default_settings()" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 30, - "id": "85b38150", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "85b38150", - "outputId": "ebda0606-2d74-406c-e430-911c057d05fb" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "SimulationSettings(equilibration_length=, production_length=, forcefield_cache='db.json', minimization_steps=5000, output_filename='simulation.nc', output_indices='not water', checkpoint_interval=, checkpoint_storage='checkpoint.nc')\n" - ] - } - ], - "source": [ - "from pprint import pp\n", - "\n", - "# Parameters can also be overriden after creation\n", - "# In this case, we'll reduce the equilibration length to 0.01 * nanosecond\n", - "# and the production to 0.05 * nanosecond in order to reduce the costs of\n", - "# running this notebook (in practice values of 2 and 5 nanoseconds\n", - "# respectively would be most appropriate)\n", - "\n", - "rbfe_settings.simulation_settings.equilibration_length = 10 * unit.picosecond\n", - "rbfe_settings.simulation_settings.production_length = 50 * unit.picosecond\n", - "\n", - "pp(rbfe_settings.simulation_settings)" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "ab0eaea9", - "metadata": { - "id": "ab0eaea9" - }, - "source": [ - "### Creating the RelativeLigandTransform Protocol\n", - "\n", - "With the Settings inspected and adjusted, we can provide these to the Protocol.\n", - "This Protocol defines the procedure to estimate a free energy difference between two chemical systems,\n", - "with the details of the two end states yet to be defined." + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 31, - "id": "d1829ab6", - "metadata": { - "id": "d1829ab6" - }, - "outputs": [], - "source": [ - "# Create RBFE Protocol class\n", - "rbfe_transform = RelativeHybridTopologyProtocol(\n", - " settings=rbfe_settings\n", - ")" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "76514e28", - "metadata": { - "id": "76514e28" - }, - "source": [ - "### Creating the Protocol DAGs\n", - "\n", - "With the **method** we will be applying (the `Protocol`) defined, we can move onto applying to the alchemical transformation of interest.\n", - "\n", - "The `Protocol.create()` method requires as input:\n", - "- the two `ChemicalSystem` objects defining either end of the alchemical transformation\n", - "- a mapping between the two systems, as a dict\n", - "\n", - "This creates a directed-acyclic-graph (DAG) of computational tasks necessary for creating an estimate of the free energy difference between the two chemical systems.\n", - "\n", - "As previously detailed, we create two sets of simulations, defining\n", - "both the complex and solvent transformations." + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 32, - "id": "b3237be8", - "metadata": { - "id": "b3237be8" - }, - "outputs": [], - "source": [ - "complex_dag = rbfe_transform.create(\n", - " stateA=benzene_complex, stateB=phenol_complex,\n", - " mapping={'ligand': benz_to_phenol},\n", - ")\n", - "\n", - "solvent_dag = rbfe_transform.create(\n", - " stateA=benzene_solvent, stateB=phenol_solvent,\n", - " mapping={'ligand': benz_to_phenol},\n", - ")" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "ddf51710", - "metadata": { - "id": "ddf51710" - }, - "source": [ - "The individual pieces of computational work are called `Unit`s. In this particular Protocol, the Units defined are three independent repeats of the alchemical transformation.\n", - "\n", - "For other Protocols, for example non-equilibrium sampling routines, there might be dependencies between the tasks." + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 33, - "id": "dd35cb04", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "dd35cb04", - "outputId": "aa3008b0-6286-46c0-aba2-868bd6422939" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "[RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 2 generation 0),\n", - " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 1 generation 0),\n", - " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 0 generation 0)]" - ] - }, - "metadata": {}, - "execution_count": 33 - } - ], - "source": [ - "list(complex_dag.protocol_units)" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "7f5c142d", - "metadata": { - "id": "7f5c142d" - }, - "source": [ - "### Simulating the RelativeLigandTransforms\n", - "\n", - "Individual Units can then be executed by calling the `.execute()` method.\n", - "\n", - "In the first instance we do a dry-run (which does everything but\n", - "starting the simulation) to make sure that the\n", - "hybrid openmm system can be constructed without any issues.\n", - "Note: A successful call to `.run()` will return an empty Dictionary." + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 34, - "id": "981cde0c", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "981cde0c", - "outputId": "812389bc-3730-416b-8154-79e0e1fb4346" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "{'debug': {'sampler': }}" - ] - }, - "metadata": {}, - "execution_count": 34 - } - ], - "source": [ - "# complex dry-run\n", - "complex_unit = list(complex_dag.protocol_units)[0]\n", - "\n", - "complex_unit.run(dry=True, verbose=True)" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 35, - "id": "77accb06", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "77accb06", - "outputId": "e0b977c0-7e72-4a49-d3ea-eb0cdb85ed5d" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "{'debug': {'sampler': }}" - ] - }, - "metadata": {}, - "execution_count": 35 - } - ], - "source": [ - "# solvent dry-run\n", - "solvent_unit = list(solvent_dag.protocol_units)[0]\n", - "\n", - "solvent_unit.run(dry=True, verbose=True)" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "be9629de", - "metadata": { - "id": "be9629de" - }, - "source": [ - "### Executing the simulations.\n", - "\n", - "The complex and solvent DAGs each contain many invdividual jobs. For convenience we can execute them sequentially in this notebook using the `gufe.protocols.execute` function.\n", - "\n", - "In a more realistic (expansive) situation we would farm off the individual jobs to a HPC cluster or cloud compute service so they could be executed in parallel.\n", - "\n", - "**Note: we use the `shared_basedir` and `scratch_basedir` argument of `execute_DAG` in order to set the directory where the simulation files are written to**" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 36, - "id": "9abc4787", - "metadata": { - "id": "9abc4787" - }, - "outputs": [], - "source": [ - "from gufe.protocols import execute_DAG\n", - "import pathlib" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 37, - "id": "106ec948", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "106ec948", - "outputId": "45b4589f-2553-40d8-e132-d9460fbd9ea3", - "tags": [ - "nbval-skip" - ] - }, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tminimizing systems\n", - "INFO:\tequilibrating systems\n", - "INFO:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 6.826s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:01:01.478413, at Mon Jun 19 21:13:54 2023 (consuming total wall clock time 0:01:08.309348).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 4.048s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:43.563226, at Mon Jun 19 21:13:40 2023 (consuming total wall clock time 0:00:54.454032).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 4.112s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:35.025087, at Mon Jun 19 21:13:35 2023 (consuming total wall clock time 0:00:50.035838).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 4.084s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:28.655503, at Mon Jun 19 21:13:33 2023 (consuming total wall clock time 0:00:47.759172).\n", - "INFO:\tEquilibration iteration 5/10\n", - "INFO:\tIteration took 4.079s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:23.190352, at Mon Jun 19 21:13:32 2023 (consuming total wall clock time 0:00:46.380704).\n", - "INFO:\tEquilibration iteration 6/10\n", - "INFO:\tIteration took 4.084s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:18.187013, at Mon Jun 19 21:13:31 2023 (consuming total wall clock time 0:00:45.467533).\n", - "INFO:\tEquilibration iteration 7/10\n", - "INFO:\tIteration took 4.137s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:13.466825, at Mon Jun 19 21:13:30 2023 (consuming total wall clock time 0:00:44.889416).\n", - "INFO:\tEquilibration iteration 8/10\n", - "INFO:\tIteration took 4.190s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:08.905241, at Mon Jun 19 21:13:30 2023 (consuming total wall clock time 0:00:44.526207).\n", - "INFO:\tEquilibration iteration 9/10\n", - "INFO:\tIteration took 4.200s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.425106, at Mon Jun 19 21:13:29 2023 (consuming total wall clock time 0:00:44.251061).\n", - "INFO:\tEquilibration iteration 10/10\n", - "INFO:\tIteration took 4.144s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:13:29 2023 (consuming total wall clock time 0:00:43.976222).\n", - "INFO:\trunning production phase\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 1/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.547s.\n", - "INFO:\tEstimated completion in 0:03:43.214373, at 2023-Jun-19-21:17:17 (consuming total wall clock time 0:03:47.769768).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 2/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.253s.\n", - "INFO:\tEstimated completion in 0:03:31.763134, at 2023-Jun-19-21:17:10 (consuming total wall clock time 0:03:40.586598).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 3/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.274s.\n", - "INFO:\tEstimated completion in 0:03:25.423981, at 2023-Jun-19-21:17:08 (consuming total wall clock time 0:03:38.536150).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 4/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.286s.\n", - "INFO:\tEstimated completion in 0:03:20.201092, at 2023-Jun-19-21:17:07 (consuming total wall clock time 0:03:37.609882).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 5/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.218s.\n", - "INFO:\tEstimated completion in 0:03:14.723289, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.359210).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 6/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.220s.\n", - "INFO:\tEstimated completion in 0:03:09.705014, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.573879).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 7/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.307s.\n", - "INFO:\tEstimated completion in 0:03:05.416579, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.600673).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 8/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.334s.\n", - "INFO:\tEstimated completion in 0:03:01.273375, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.801637).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 9/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.326s.\n", - "INFO:\tEstimated completion in 0:02:57.054411, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.920014).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 10/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.252s.\n", - "INFO:\tEstimated completion in 0:02:52.539093, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.673866).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 11/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.231s.\n", - "INFO:\tEstimated completion in 0:02:47.976624, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.354646).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 12/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.288s.\n", - "INFO:\tEstimated completion in 0:02:43.659086, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.340902).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 13/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.332s.\n", - "INFO:\tEstimated completion in 0:02:39.451086, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.474441).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 14/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.340s.\n", - "INFO:\tEstimated completion in 0:02:35.253005, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.629174).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 15/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.283s.\n", - "INFO:\tEstimated completion in 0:02:30.902101, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.574430).\n", - 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"INFO:\tEstimated completion in 0:02:17.964616, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.569712).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 19/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.359s.\n", - "INFO:\tEstimated completion in 0:02:13.760557, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.742835).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 20/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.299s.\n", - "INFO:\tEstimated completion in 0:02:09.436430, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.727384).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 21/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.278s.\n", - "INFO:\tEstimated completion in 0:02:05.089399, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.671378).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 22/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.271s.\n", - "INFO:\tEstimated completion in 0:02:00.743299, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.613034).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 23/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.356s.\n", - "INFO:\tEstimated completion in 0:01:56.494092, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.729800).\n", - 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"INFO:\tEstimated completion in 0:01:43.591109, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.814810).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 27/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.282s.\n", - "INFO:\tEstimated completion in 0:01:39.257477, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.777123).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 28/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.364s.\n", - "INFO:\tEstimated completion in 0:01:34.986859, at 2023-Jun-19-21:17:05 (consuming total wall clock time 0:03:35.879224).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 29/50\n", - 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"INFO:\tEstimated completion in 0:01:09.158245, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.119515).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 35/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.368s.\n", - "INFO:\tEstimated completion in 0:01:04.862829, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.209430).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 36/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.310s.\n", - "INFO:\tEstimated completion in 0:01:00.537426, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.205091).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 37/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.290s.\n", - "INFO:\tEstimated completion in 0:00:56.205732, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.175894).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 38/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.371s.\n", - "INFO:\tEstimated completion in 0:00:51.899878, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.249492).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 39/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.390s.\n", - "INFO:\tEstimated completion in 0:00:47.597621, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.352821).\n", - 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"INFO:\tEstimated completion in 0:00:34.622349, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.389679).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 43/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.341s.\n", - "INFO:\tEstimated completion in 0:00:30.299191, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.422796).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 44/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.387s.\n", - "INFO:\tEstimated completion in 0:00:25.980833, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.506942).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 45/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.377s.\n", - "INFO:\tEstimated completion in 0:00:21.657292, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.572921).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.303s.\n", - "INFO:\tEstimated completion in 0:00:17.324839, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.560482).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.292s.\n", - "INFO:\tEstimated completion in 0:00:12.991969, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.532823).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 48/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.347s.\n", - "INFO:\tEstimated completion in 0:00:08.662371, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.559275).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 49/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.406s.\n", - "INFO:\tEstimated completion in 0:00:04.333043, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.652126).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 50/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.394s.\n", - "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:17:06 (consuming total wall clock time 0:03:36.725795).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tminimizing systems\n", - "INFO:\tequilibrating systems\n", - "INFO:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 5.225s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:47.062479, at Mon Jun 19 21:20:18 2023 (consuming total wall clock time 0:00:52.291644).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 4.188s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:37.698911, at Mon Jun 19 21:20:12 2023 (consuming total wall clock time 0:00:47.123638).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 4.204s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:31.827871, at Mon Jun 19 21:20:11 2023 (consuming total wall clock time 0:00:45.468387).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 4.201s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:26.776417, at Mon Jun 19 21:20:10 2023 (consuming total wall clock time 0:00:44.627361).\n", - "INFO:\tEquilibration iteration 5/10\n", - "INFO:\tIteration took 4.159s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:22.018026, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:44.036053).\n", - "INFO:\tEquilibration iteration 6/10\n", - "INFO:\tIteration took 4.135s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:17.441939, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.604847).\n", - "INFO:\tEquilibration iteration 7/10\n", - "INFO:\tIteration took 4.187s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:13.010224, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.367413).\n", - "INFO:\tEquilibration iteration 8/10\n", - "INFO:\tIteration took 4.254s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:08.656646, at Mon Jun 19 21:20:09 2023 (consuming total wall clock time 0:00:43.283229).\n", - "INFO:\tEquilibration iteration 9/10\n", - "INFO:\tIteration took 4.225s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.317968, at Mon Jun 19 21:20:08 2023 (consuming total wall clock time 0:00:43.179683).\n", - "INFO:\tEquilibration iteration 10/10\n", - "INFO:\tIteration took 4.168s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:20:08 2023 (consuming total wall clock time 0:00:43.035206).\n", - "INFO:\trunning production phase\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 1/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.521s.\n", - "INFO:\tEstimated completion in 0:03:41.882403, at 2023-Jun-19-21:23:55 (consuming total wall clock time 0:03:46.410615).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 2/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.251s.\n", - "INFO:\tEstimated completion in 0:03:31.039049, at 2023-Jun-19-21:23:48 (consuming total wall clock time 0:03:39.832343).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 3/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.286s.\n", - "INFO:\tEstimated completion in 0:03:25.047605, at 2023-Jun-19-21:23:47 (consuming total wall clock time 0:03:38.135750).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 4/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.310s.\n", - "INFO:\tEstimated completion in 0:03:20.273311, at 2023-Jun-19-21:23:46 (consuming total wall clock time 0:03:37.688382).\n", - "INFO:\t********************************************************************************\n", - 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"INFO:\tEstimated completion in 0:02:52.636252, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.795316).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 11/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.229s.\n", - "INFO:\tEstimated completion in 0:02:48.046179, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.443819).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 12/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.264s.\n", - "INFO:\tEstimated completion in 0:02:43.622064, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.292190).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 13/50\n", - 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"INFO:\tEstimated completion in 0:02:17.871927, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.424885).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 19/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.389s.\n", - "INFO:\tEstimated completion in 0:02:13.709207, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.660011).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 20/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.294s.\n", - "INFO:\tEstimated completion in 0:02:09.385334, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.642224).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 21/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.238s.\n", - "INFO:\tEstimated completion in 0:02:04.988956, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.498199).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 22/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.249s.\n", - "INFO:\tEstimated completion in 0:02:00.627171, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.405663).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 23/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.327s.\n", - "INFO:\tEstimated completion in 0:01:56.354656, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.471585).\n", - 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"INFO:\tEstimated completion in 0:01:43.493435, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.611323).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 27/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.274s.\n", - "INFO:\tEstimated completion in 0:01:39.160089, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.565411).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 28/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.343s.\n", - "INFO:\tEstimated completion in 0:01:34.882813, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.642757).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 29/50\n", - 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"INFO:\tEstimated completion in 0:01:09.090451, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.907660).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 35/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.363s.\n", - "INFO:\tEstimated completion in 0:01:04.796431, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:35.988102).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 36/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.308s.\n", - "INFO:\tEstimated completion in 0:01:00.476074, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:35.985979).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 37/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.276s.\n", - "INFO:\tEstimated completion in 0:00:56.145111, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.942733).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 38/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.329s.\n", - "INFO:\tEstimated completion in 0:00:51.832244, at 2023-Jun-19-21:23:44 (consuming total wall clock time 0:03:35.967685).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 39/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.381s.\n", - "INFO:\tEstimated completion in 0:00:47.533535, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.061521).\n", - 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"INFO:\tEstimated completion in 0:00:34.585345, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.158404).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 43/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.350s.\n", - "INFO:\tEstimated completion in 0:00:30.268124, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.200888).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 44/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.384s.\n", - "INFO:\tEstimated completion in 0:00:25.954521, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.287679).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 45/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.394s.\n", - "INFO:\tEstimated completion in 0:00:21.637650, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.376497).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.338s.\n", - "INFO:\tEstimated completion in 0:00:17.312523, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.406536).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.296s.\n", - "INFO:\tEstimated completion in 0:00:12.983311, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.388517).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 48/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.413s.\n", - "INFO:\tEstimated completion in 0:00:08.659783, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.494575).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 49/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.391s.\n", - "INFO:\tEstimated completion in 0:00:04.331318, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.565900).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 50/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.402s.\n", - "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:23:45 (consuming total wall clock time 0:03:36.649609).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tminimizing systems\n", - "INFO:\tequilibrating systems\n", - "INFO:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 5.207s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:46.900143, at Mon Jun 19 21:26:57 2023 (consuming total wall clock time 0:00:52.111270).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 4.155s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:37.491912, at Mon Jun 19 21:26:52 2023 (consuming total wall clock time 0:00:46.864890).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 4.187s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:31.652925, at Mon Jun 19 21:26:50 2023 (consuming total wall clock time 0:00:45.218464).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 4.184s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:26.639013, at Mon Jun 19 21:26:50 2023 (consuming total wall clock time 0:00:44.398354).\n", - "INFO:\tEquilibration iteration 5/10\n", - "INFO:\tIteration took 4.123s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:21.893006, at Mon Jun 19 21:26:49 2023 (consuming total wall clock time 0:00:43.786012).\n", - "INFO:\tEquilibration iteration 6/10\n", - "INFO:\tIteration took 4.137s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:17.357732, at Mon Jun 19 21:26:49 2023 (consuming total wall clock time 0:00:43.394331).\n", - "INFO:\tEquilibration iteration 7/10\n", - "INFO:\tIteration took 4.167s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:12.949481, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:43.164937).\n", - "INFO:\tEquilibration iteration 8/10\n", - "INFO:\tIteration took 4.220s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:08.610423, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:43.052114).\n", - "INFO:\tEquilibration iteration 9/10\n", - "INFO:\tIteration took 4.226s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.296974, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:42.969742).\n", - "INFO:\tEquilibration iteration 10/10\n", - "INFO:\tIteration took 4.183s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Mon Jun 19 21:26:48 2023 (consuming total wall clock time 0:00:42.862653).\n", - "INFO:\trunning production phase\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 1/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.540s.\n", - "INFO:\tEstimated completion in 0:03:42.796162, at 2023-Jun-19-21:30:36 (consuming total wall clock time 0:03:47.343023).\n", - 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"INFO:\tIteration took 4.331s.\n", - "INFO:\tEstimated completion in 0:03:20.677830, at 2023-Jun-19-21:30:26 (consuming total wall clock time 0:03:38.128076).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 5/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.244s.\n", - "INFO:\tEstimated completion in 0:03:15.351128, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:37.056808).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 6/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.224s.\n", - "INFO:\tEstimated completion in 0:03:10.240063, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.181890).\n", - 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"INFO:\tIteration took 4.338s.\n", - "INFO:\tEstimated completion in 0:02:57.315944, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.238956).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 10/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.276s.\n", - "INFO:\tEstimated completion in 0:02:52.854775, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.068469).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 11/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.245s.\n", - "INFO:\tEstimated completion in 0:02:48.328009, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.805139).\n", - 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"INFO:\tIteration took 4.377s.\n", - "INFO:\tEstimated completion in 0:02:35.493107, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.962649).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 15/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.318s.\n", - "INFO:\tEstimated completion in 0:02:31.194326, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.991894).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 16/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.249s.\n", - "INFO:\tEstimated completion in 0:02:26.753809, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:35.814424).\n", - 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"INFO:\tIteration took 4.364s.\n", - "INFO:\tEstimated completion in 0:02:13.927217, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.011641).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 20/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.357s.\n", - "INFO:\tEstimated completion in 0:02:09.678932, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.131554).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 21/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.274s.\n", - "INFO:\tEstimated completion in 0:02:05.307815, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.047957).\n", - 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"INFO:\tIteration took 4.362s.\n", - "INFO:\tEstimated completion in 0:01:52.406777, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.166878).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 25/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.360s.\n", - "INFO:\tEstimated completion in 0:01:48.134471, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.268941).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 26/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.266s.\n", - "INFO:\tEstimated completion in 0:01:43.765696, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.178533).\n", - 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"INFO:\tIteration took 4.340s.\n", - "INFO:\tEstimated completion in 0:01:30.799067, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.188255).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 30/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.366s.\n", - "INFO:\tEstimated completion in 0:01:26.511497, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.278743).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 31/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.284s.\n", - "INFO:\tEstimated completion in 0:01:22.165926, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.226121).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 32/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.271s.\n", - "INFO:\tEstimated completion in 0:01:17.819107, at 2023-Jun-19-21:30:24 (consuming total wall clock time 0:03:36.164185).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 33/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.343s.\n", - "INFO:\tEstimated completion in 0:01:13.511242, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.209534).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 34/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.390s.\n", - "INFO:\tEstimated completion in 0:01:09.224974, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.328043).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 35/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.386s.\n", - "INFO:\tEstimated completion in 0:01:04.928237, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.427456).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 36/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.331s.\n", - "INFO:\tEstimated completion in 0:01:00.606105, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.450374).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 37/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.287s.\n", - "INFO:\tEstimated completion in 0:00:56.265965, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.407557).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 38/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.342s.\n", - "INFO:\tEstimated completion in 0:00:51.946093, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.442053).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 39/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.382s.\n", - "INFO:\tEstimated completion in 0:00:47.635475, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.524888).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 40/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.375s.\n", - "INFO:\tEstimated completion in 0:00:43.319420, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.597102).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 41/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.333s.\n", - "INFO:\tEstimated completion in 0:00:38.990649, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.614717).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 42/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.301s.\n", - "INFO:\tEstimated completion in 0:00:34.653873, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.586704).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 43/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.340s.\n", - "INFO:\tEstimated completion in 0:00:30.325738, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.612417).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 44/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.405s.\n", - "INFO:\tEstimated completion in 0:00:26.005191, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.709925).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 45/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.391s.\n", - "INFO:\tEstimated completion in 0:00:21.678473, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.784734).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.376s.\n", - "INFO:\tEstimated completion in 0:00:17.347449, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.843113).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.320s.\n", - "INFO:\tEstimated completion in 0:00:13.010397, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.839952).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 48/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.352s.\n", - "INFO:\tEstimated completion in 0:00:08.674748, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.868691).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 49/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.409s.\n", - "INFO:\tEstimated completion in 0:00:04.339159, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:36.957964).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 50/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 4.415s.\n", - "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:30:25 (consuming total wall clock time 0:03:37.051086).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - } - ], - "source": [ - "# Finally we can run the simulations\n", - "complex_path = pathlib.Path('./complex')\n", - "complex_path.mkdir()\n", - "\n", - "# First the complex transformation\n", - "complex_dag_results = execute_DAG(complex_dag, scratch_basedir=complex_path, shared_basedir=complex_path)" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 38, - "id": "820aaf86", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "820aaf86", - "outputId": "244b6ea9-17b3-4f81-d03b-b424015a40dd", - "tags": [ - "nbval-skip" - ] - }, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tminimizing systems\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tequilibrating systems\n", - "INFO:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 1.585s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:14.289953, at Mon Jun 19 21:31:05 2023 (consuming total wall clock time 0:00:15.877726).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 0.620s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:08.854433, at Mon Jun 19 21:31:01 2023 (consuming total wall clock time 0:00:11.068041).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 0.619s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:06.622818, at Mon Jun 19 21:30:59 2023 (consuming total wall clock time 0:00:09.461168).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 0.620s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:05.195098, at Mon Jun 19 21:30:58 2023 (consuming total wall clock time 0:00:08.658497).\n", - "INFO:\tEquilibration iteration 5/10\n", - "INFO:\tIteration took 0.623s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.094208, at Mon Jun 19 21:30:58 2023 (consuming total wall clock time 0:00:08.188416).\n", - "INFO:\tEquilibration iteration 6/10\n", - "INFO:\tIteration took 0.623s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:03.147873, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.869683).\n", - "INFO:\tEquilibration iteration 7/10\n", - "INFO:\tIteration took 0.620s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:02.292606, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.642020).\n", - "INFO:\tEquilibration iteration 8/10\n", - "INFO:\tIteration took 0.620s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:01.493686, at Mon Jun 19 21:30:57 2023 (consuming total wall clock time 0:00:07.468429).\n", - "INFO:\tEquilibration iteration 9/10\n", - "INFO:\tIteration took 0.623s.\n", - 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"INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.694s.\n", - "INFO:\tEstimated completion in 0:00:19.987437, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.461099).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 22/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.700s.\n", - "INFO:\tEstimated completion in 0:00:19.331315, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.520205).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 23/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.693s.\n", - "INFO:\tEstimated completion in 0:00:18.661462, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.558263).\n", - 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"INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:31:31 (consuming total wall clock time 0:00:34.057417).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tminimizing systems\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tequilibrating systems\n", - "INFO:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 0.978s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:08.815932, at Mon Jun 19 21:31:58 2023 (consuming total wall clock time 0:00:09.795480).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 0.672s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:06.630092, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:08.287615).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 0.662s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:05.427368, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.753383).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 0.673s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.510628, at Mon Jun 19 21:31:56 2023 (consuming total wall clock time 0:00:07.517713).\n", - 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"INFO:\tEstimated completion in 0:00:26.500947, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.126184).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 11/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.630s.\n", - "INFO:\tEstimated completion in 0:00:25.762794, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:33.029224).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 12/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.632s.\n", - "INFO:\tEstimated completion in 0:00:25.040895, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.948546).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 13/50\n", - 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"INFO:\tEstimated completion in 0:00:20.938675, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.716679).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 19/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.670s.\n", - "INFO:\tEstimated completion in 0:00:20.334488, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.797562).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 20/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.684s.\n", - "INFO:\tEstimated completion in 0:00:19.735747, at 2023-Jun-19-21:32:28 (consuming total wall clock time 0:00:32.892912).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 21/50\n", - 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"INFO:\tEstimated completion in 0:00:05.372764, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.579778).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 43/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.632s.\n", - "INFO:\tEstimated completion in 0:00:04.696191, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.544222).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 44/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.634s.\n", - "INFO:\tEstimated completion in 0:00:04.022158, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.517981).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 45/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.629s.\n", - "INFO:\tEstimated completion in 0:00:03.348218, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.482183).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.633s.\n", - "INFO:\tEstimated completion in 0:00:02.676619, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.457739).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.634s.\n", - "INFO:\tEstimated completion in 0:00:02.005958, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.432633).\n", - 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"INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:32:29 (consuming total wall clock time 0:00:33.363456).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tRequested to generate parameters for residue \n", - "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", - "INFO:\tcreating hybrid system\n", - "INFO:\tsetting force field terms\n", - "INFO:\tadding forces\n", - "INFO:\tDONE\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "INFO:\tminimizing systems\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Please cite the following:\n", - "\n", - " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", - " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", - " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", - " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", - " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", - " \n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:\tequilibrating systems\n", - "INFO:\tEquilibration iteration 1/10\n", - "INFO:\tIteration took 0.879s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:07.936918, at Mon Jun 19 21:32:56 2023 (consuming total wall clock time 0:00:08.818798).\n", - "INFO:\tEquilibration iteration 2/10\n", - "INFO:\tIteration took 0.611s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:05.992730, at Mon Jun 19 21:32:55 2023 (consuming total wall clock time 0:00:07.490913).\n", - "INFO:\tEquilibration iteration 3/10\n", - "INFO:\tIteration took 0.619s.\n", - "INFO:\tEstimated completion (of equilibration only) in 0:00:04.959390, at Mon Jun 19 21:32:55 2023 (consuming total wall clock time 0:00:07.084843).\n", - "INFO:\tEquilibration iteration 4/10\n", - "INFO:\tIteration took 0.623s.\n", - "INFO:\tEstimated completion (of equilibration only) in 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"INFO:\tIteration took 0.711s.\n", - "INFO:\tEstimated completion in 0:00:25.644808, at 2023-Jun-19-21:33:30 (consuming total wall clock time 0:00:35.617788).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 15/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.654s.\n", - "INFO:\tEstimated completion in 0:00:24.828502, at 2023-Jun-19-21:33:30 (consuming total wall clock time 0:00:35.469289).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 16/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.633s.\n", - "INFO:\tEstimated completion in 0:00:23.982507, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:35.268392).\n", - 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"INFO:\tIteration took 0.637s.\n", - "INFO:\tEstimated completion in 0:00:21.582055, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.809766).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 20/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.635s.\n", - "INFO:\tEstimated completion in 0:00:20.806256, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.677093).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 21/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.636s.\n", - "INFO:\tEstimated completion in 0:00:20.052668, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.573565).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 22/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.632s.\n", - "INFO:\tEstimated completion in 0:00:19.303035, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.469705).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 23/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.633s.\n", - "INFO:\tEstimated completion in 0:00:18.561316, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.372807).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 24/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.631s.\n", - "INFO:\tEstimated completion in 0:00:17.825707, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.280206).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 25/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.632s.\n", - "INFO:\tEstimated completion in 0:00:17.102039, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.204077).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 26/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.636s.\n", - "INFO:\tEstimated completion in 0:00:16.383893, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.133111).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 27/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.633s.\n", - "INFO:\tEstimated completion in 0:00:15.666444, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.057487).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 28/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.635s.\n", - "INFO:\tEstimated completion in 0:00:14.959206, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:33.998196).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 29/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.633s.\n", - "INFO:\tEstimated completion in 0:00:14.256236, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:33.943419).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 30/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.666s.\n", - "INFO:\tEstimated completion in 0:00:13.580158, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:33.950394).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 31/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.687s.\n", - "INFO:\tEstimated completion in 0:00:12.915132, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:33.987189).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 32/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.675s.\n", - "INFO:\tEstimated completion in 0:00:12.241341, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.003726).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 33/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.703s.\n", - "INFO:\tEstimated completion in 0:00:11.578899, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.055586).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 34/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.691s.\n", - "INFO:\tEstimated completion in 0:00:10.907978, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.087430).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 35/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.690s.\n", - "INFO:\tEstimated completion in 0:00:10.235181, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.117270).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 36/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.689s.\n", - "INFO:\tEstimated completion in 0:00:09.559187, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.139953).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 37/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.688s.\n", - "INFO:\tEstimated completion in 0:00:08.883698, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.168068).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 38/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.697s.\n", - "INFO:\tEstimated completion in 0:00:08.208529, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.202203).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 39/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.697s.\n", - "INFO:\tEstimated completion in 0:00:07.530735, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.230612).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 40/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.697s.\n", - "INFO:\tEstimated completion in 0:00:06.852917, at 2023-Jun-19-21:33:28 (consuming total wall clock time 0:00:34.264584).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 41/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.702s.\n", - "INFO:\tEstimated completion in 0:00:06.174742, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.304123).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 42/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.685s.\n", - "INFO:\tEstimated completion in 0:00:05.490896, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.318099).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 43/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.688s.\n", - "INFO:\tEstimated completion in 0:00:04.806425, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.331608).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 44/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.694s.\n", - "INFO:\tEstimated completion in 0:00:04.122803, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.356691).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 45/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.684s.\n", - "INFO:\tEstimated completion in 0:00:03.436735, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.367352).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 46/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.700s.\n", - "INFO:\tEstimated completion in 0:00:02.751464, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.393304).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 47/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.717s.\n", - "INFO:\tEstimated completion in 0:00:02.066107, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.435114).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 48/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.640s.\n", - "INFO:\tEstimated completion in 0:00:01.375984, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.399595).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 49/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.629s.\n", - "INFO:\tEstimated completion in 0:00:00.687077, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.353854).\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration 50/50\n", - "INFO:\t********************************************************************************\n", - "INFO:\tIteration took 0.634s.\n", - "INFO:\tEstimated completion in 0:00:00, at 2023-Jun-19-21:33:29 (consuming total wall clock time 0:00:34.309411).\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" - ] - } - ], - "source": [ - "# Next the solvent state transformation\n", - "solvent_path = pathlib.Path('./solvent')\n", - "solvent_path.mkdir()\n", - "\n", - "solvent_dag_results = execute_DAG(solvent_dag, scratch_basedir=solvent_path, shared_basedir=solvent_path)" + "data": { + "image/png": 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", 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Analysis" + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "id": "2accbbd1", - "metadata": { - "id": "2accbbd1" - }, - "source": [ - "Finally now that we've run our simulations, let's go ahead and gather the free\n", - "energies for both phases.\n", - "\n", - "This can be achieved by passing the results of executing the DAGs calling the `gather()` methods of `RelativeLigandTransform`.\n", - "This takes a **list** of completed DAG results, catering for when simulations have been extended." + "data": { + "image/png": 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", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 39, - "id": "fd1332db", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "fd1332db", - "outputId": "5b7d8379-d10d-4bf7-eb32-527998843e91", - "tags": [ - "nbval-skip" - ] - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Complex dG: 3.8428725693840384 kilocalorie / mole, err 0.21918456914295942 kilocalorie / mole\n", - "Solvent dG: 1.206767244454323 kilocalorie / mole, err 0.32073333466272824 kilocalorie / mole\n" - ] - } - ], - "source": [ - "# Get the complex and solvent results\n", - "complex_results = rbfe_transform.gather([complex_dag_results])\n", - "solvent_results = rbfe_transform.gather([solvent_dag_results])\n", - "\n", - "print(f\"Complex dG: {complex_results.get_estimate()}, err {complex_results.get_uncertainty()}\")\n", - "print(f\"Solvent dG: {solvent_results.get_estimate()}, err {solvent_results.get_uncertainty()}\")" + "data": { + "image/png": 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3NjtEXV3948ePcnJy6urqCgoK3TOydu3a1atXA0BYWJiPj8/w4cMp9fFHBgfCfxASElq2bBnwpXY0KSlp7NixeXl5165dQ3v69u3bjSet33///eLFi/b29n5+fgBgb29PsaP/EhwcLCUlFRkZefPmTVFRUS6tXb9+3d7e/vXr15T4hvmO4Ft5dm1trZaW1qNHjywtLYWFhdHOe/fufa2q0Z07d8aOHevu7u7o6Lhjx47jx4/zwFkAgJCQEFlZ2ZKSku3bt3OfLHFzczM3N3d0dKTEN84hCAj9WHXDO+eWT25UVjWfj84VBOZfPD09AUBdXZ2nR0lPTx80aBAA/Pbbb9zYYbFYqqqq5I/+/v7bt2/n2jt+cPbsWQDYsWNHTztCEARRV1cXHh7OYDDS0tIyMjJ62p0fnLq6ul69egkLC5eVlfHuKI2NjTNnzgSAUaNGNTc3c2NKV1c3NTUVbTMYjBEjRlDhIM8JDQ0FABUVFX4eNLusQe3IW8nffHtt9u69xbvvbz6T/wot/NzEYrHCw8Orq6vLy8vfvXvHT5c4Bz8R/j/z5s2TlJSMj4/Pzc3l0SEKCwsXLVpUWlo6b968e/fucWMKfX7kjyIiIuzq/t8y5GMB73K5HXLmzBlS5dnExKS4uBgAPn36RKfT3dzcnJ2dbW1t+dk/I4D07dt39uzZra2t6KaTF7S2tm7cuPHt27dKSko+Pj5cKroxmUxSH1VISIiSdCsf0NLSkpeXz87OTk5O5s8RqxoY006Fp0X51X2Kb2Gwmums+uzI+MggrdMRWZ8KZGRkzMzMHj58mJ+fHxkZyR+XvgocCP+fXr16oQ53HomOVlZWLly4EDUIurq6cnmKCgkJKSgokJPBg4KCeCFhfPnyZbII+8aNG5RM5Pj5559/+umnsrKyd+/ecW+Nc0JCQsg2lbCwMFT+MHbs2Pj4eAUFBRkZmdzc3JaWFn66JIDwNDtKEMSOHTucnZ1lZWX9/Py6KArlkClTppDtSWhGKbcutsPDwyMiIgJt+/r6UtINJSQktHTpUuCjSMgF16zaxlZWdT40/NtwWVvYWltUUdvyIpGek5MzaNCgcePGZWZmfpsdmTgQ/gf2s/TNmzdXrlxxd3enxHJjY+Py5ctTU1PHjRvn5eXVt29f7m1evXrV0NDwwoUL+/bte/fu3bZt27i32QYfHx8yePj7+1Mlx7p8+XLoCcEtBoNBp9PZm6wjIiIkJCRoNJqsrKyWlhYlnwumC/T19Wk0mp+fX2Nj48ePHx88eGBiYkKV8T///PPJkyd9+vRxc3NTU1Pj3uDBgwft7OyOHDly9uzZI0eO8KLx4/3791lZWWg7OTmZqpJaPqtlPY8sama0AgAQrcBiAosJBAsAGuksK+/40tLS3r17y8jIiIqKzpkzhz8ufRW4j/A/6OrqioiIBAcHV1VVzZ07NycnZ968edybpdPpq1atCg8PV1FR8fPzGzBgAPc2AWDq1KkBAQFJSUlSUlLy8vIWFha1tbUnTpygxDhP0dfXv3XrlpubG4UXQU7Yu3cvKpcgRVzJEbIY/qCoqKihoRETE/P69etly5Y1NDRQ9RR++vTpGzduiImJOTs7a2trU2JzwIABb968SUpKotPphw8fdnNzu3z58sOHD8kCnG+WBQsW9OnTB8niDB48mNeH+9zw75pChicURQEA1JXAiCUAUE3rt2nTGvRLqj4XysFPhP9hwIABM2bMYDAY3t7eDAaDIAjuK7jQooWvr6+cnJy3t3e3a6M7pKKiwsfHJyQkpKGh4cCBA5cvX25ubqbQPgAYGhrq6urq6urGxMRQZXPmzJkyMjJpaWkfP36kyiYnPHjwwNnZ2dnZefLkyfw8LoYd9oeViIgISm5E7t27d+bMGWFhYTs7O1LClxKamppCQ0NtbW0lJCROnz795MmT8PBwCu0DwLVr19Ap9vjxY6psiouLz58/nyAI/kyXkxb/t5h85HKYcQJmnACV+WiHUr/vYP4oDoRtQVm7K1euBAQE6OrqcmmNIAgjI6MXL15IS0v7+PiMHDmSCh//n8zMzLNnz969e3fo0KETJkyor68PDAyk9hA2Njaenp6enp4UBg9hYWHUUkZV5hnzHYGkfV+8eOHq6krJ+Gs7O7t9+/bRaDQLC4s1a9Zwb5AdISGho0eP3r17t7CwkEcdVn/++Sc6xahd3eBbdjQ2p+ZzPb3DX/XpJbxtDs+fR7kHB8K2fPjwQVJSMiEhYenSpUOHDh07duyuXbuePn2Kpj18kbdv31pbW5MFJkePHn306JGEhISHhwcvVtpJtY6MjIxvatLNF+Gnt1evXo2MjFy9ejWalo6O3r9/fz4cGtOenJwcMTExYWHhlStXqqurKyoq/vLLL7du3YqNjeWkkLigoMDc3DwtLQ39+OrVq61bt7JYLFNTU14sk0tISMybN48gCE9PT/Sl/V4Gny1fvlxERCQwMJCnk1YzShp0r8S0FMZDhifIjATpIf/8YsBwMZnhI+T77Jz7PUhn9FTfxrfJxYsXAUBUVFRfX19dXb3NSsDQoUM3bNhw+/bt2NhYlDhtz969ex89elRVVUUQxKVLl5A1Ly8v3vmMBKyvXbsWFxcHAIMGDWptbaXKuKmpaXV1Ndq+efMmhe1fdXV1vXv3FhISKi4upspmhyClAikpqYqKCp4eCMMJQUFBSKt2xowZs2fPbrP00K9fv6VLl547d+7Nmzf19fUdWjAxMXn06FFiYiJBEOHh4cjCX3/9xTufHz16BABLly5lMplIBTQlJYUq46hqFG37+vq+ffuWKssEQaDhbs+fP6fQJjv5lU3D9r+BRTdAVBwAYM5ZMPDsvdlbapuv+Baf1Tdjaxo7vk5+a+BA+P+g8ZtCQkIODg5oT319fUhIiImJiZ6enoyMDPsZ26dPHx0dnf379zs6OrJfYc+fP//+/Xt3d3crKysajSYkJPTs2TOeuu3g4AAAM2fOJAgC6XRHRkZSZTw8PHz+/PkWFhZUGWQHZUcfP37MC+MIOzs7ISEhGo328OFD3h0FwyEJCQn9+vUDgN27d6M9TCYzOTnZwsLC0NCwTZ2nsLCwmprazp07ra2tk5OTSSN3794tLS29cuXK+/fv0WO9kZERT90uLS0VFhbu1atXbW3t1q1bAeDChQtUGW9padHR0Tlw4ACF968kV69eBQADAwPKLRMEUV7bMuZIMCx7CL37AQAoz4ENrw7bpTpHF7tElxR8buLFQXkElYGwtbXVw8ODxWJFRUUVFhainVlZWWFhYWg7JSUlPz+/rq7OyMjo6dOnmZmZFB6dS5ydnYWFhdEyA9qzcOHCTZs23b9/PzExEX1Hs7KyrK2td+7cqaamhvTsSVRUVAwNDS0sLPz9/Z8/f/7y5UsREREAuHnzJq89r62tJdU69u3bBwDHjx+nyjh6RP7999+pMsjO/fv3AWD58uW8ME4QhJ+fn5iYGACYmpry6BD8Jzo6urCwMD8/PzY2Fu2pq6tzcXFhsVgEQZSXl6P9p06d6jp1wX8yMjKQptKGDRvQCWVsbLx8+fLLly+HhIQ0NTURBFFYWOju7n706FEdHZ02jbYKCgp6enomJiYBAQHW1tbR0dFIYHrlypVMJpPXzqO1TLSuCQCamppUWUYN5mPGjKHKIDuZmZkAIC0t3dLSQq3lmkbG5BOhsMIa+sgBAChpwgb3362Sv/zObxIqA2FNTc25c+eQbERAQADaaWFhISkpmZWVRRDE6dOnHR0dAwICyC/3oEGD9PT0Tp065e/vj86EHsHf3x+ddZcuXUJ7ysvL2UNd3759dXR0jh496u7u/vnzZ4IgSktLXV1djxw5oqOj02Ys0YABA1AUPH/+PH/8X7RoEQA8efIE/d+qqalRZVlPTw8A7OzsqDLITklJiZCQkLi4eGdJMG4gk2YU3hZ8C3h7e/v5+WVnZ9+9exftycjIEBERsbGxIQgiJCTEyMioubmZ/E52lrrgMwUFBai9fcGCBaTs2fjx48mzRkRERENDY//+/dbW1rm5uQRBoMqv8+fP6+rqtuk4kpCQQE+WixYtovwS3yGmpqYAsHHjxsbGRtR4mp+fT4llJDjMO31E9JxNXpApoYXRuuDSO1htD1KDAQBkR8MvLzfeS2hlsSg8Cj+hODVqbm7e2tqalpbGHgh37ty5dOlS4t9AmJube/nyZX19/TazLnv16qWtrX348GEXF5eSkhJqHeuCyMhI1Ea9f/9+cieTyYyNjb1z546BgUGbOQnCwsITJ07cu3evra1tTk4OQRAMBiMmJubmzZuGhoZowIKSkhLKVfIHpNa2YsUKOp2OkkUfP37k3iyLxUKTa9CfyQvQjFZXV1dqzSYmJqL/h82bN7O+25OzQ9LT0/38/AiCMDMzQ3syMjJ0dXWnTJny+fNnFAgbGhru37+/adOmESNGsH91hYSExo4du2PHjidPnqSlpfHN5/Ly8jFjxgDAtGnT2G96MjMznz59unv37p9//rnNevxPP/20ceNGMzOzhIQE9MCH8jH79+/X0NCg0WhDhgyRl5fnxS1UhyAJpwEDBjAYDFRYfv/+fUosozJX3i0QIKHwffv2UWWQ2cpafTMW1r6AAcMBAPr9BGueL78aw2B+xycalYGwqanpzJkz7969c3BwePDgAdppYWFx7949IyMjBwcHFAhdXFyioqJQxqawsNDR0RF9uUlNP4SCgsLatWtv3rwZExPDi+w5IikpCd1sbtq0qYsrZlFRUWcZG3l5eZSxIdM7FhYWADBlyhQe+dyewsJCGo0mISHR0NBgYGAAAFevXuXe7IcPHwBAUVGRe1OdgaQ6tm7dSqHNzMxMfibN+Iyjo+P9+/fj4uJOnz5dV1dHEERGRsaaNWscHR137dqFAmF4eDiSASIIorq62t/f/9SpU/Pnz28ze0FKSmr+/PkoH9PY2Mgjh2tra1Hjzfjx41E2pUPq6urI9fg2z3/s+ZjKykqCILKyskRFRYWFhfn5jDt69GgAePPmDer2W7JkCSVmlZSUAODDhw+UWGsPSr0OHTqUkjtCFovY9iAR1rmA3DgAAElFWGU753xkE51Xl2j+wPNiGRQIKysrJ06ceOTIkefPn6NbdQkJCTJjU15eThBEdXW1l5fX33//PW/evDZKV1JSUosWLSIXRagiKysLtbfr6+tzvpTS2NgYHBx88eLF9hU0w4YNQy/o06cPhckTTkDXGnd39+fPnwPAjBkzuLeJiuXWrl3LvanOSElJAYD+/ft3cYn8KgoLC1HF0Lx587icPPC9gAIhQRCLFy++ceOGkZERatRDxSZo6RoVm7S0tISHh1+7dm3VqlXkBFeEqKjotGnTUH6VQlpaWlB7+/Dhw4uKijh8F5PJfP/+vZmZ2caNG9EUTPaHWpTtQJJPlDvcBUePHgWAP/74g712hkubqClLRkaGd3kLFouFlGVQIoFL/rRNhQ0eMEQbAEBCBvQtJxwLqWqgc2+5Z+FTICQIwtLSUkZGxtraesuWLaNGjWL/ctNotDFjxvz222+WlpYfPnxgsVgd1pKR81AoobS0FLW3z507l5vlSfaMzapVq9BO1G9kbm5OkbNf5ty5cwCwbds2CifdoK6s69evU+Jhh5SXl/fr109eXr79VbsbVFRUoG/L1KlT0dOSIEAGwvT0dEVFRSMjo7Nnz06dOrXN5EhFRcU1a9Zcv349IiICqa2S+RgdHR304jt37lDoGJPJRHk/RUXF7OzsbtspLi52d3dHD7Xy8vIoP4TGuKM/nD8gQRl0s0vWznBp09bWFgCWLVtGgX+dwGKxxo0bh547yTRbSEgI+g58FWedM8DgFagsAADoJQW65iMOBZVU/wi3mzwPhFZWVij9zWKx5s2b9/jx45qaGoIgampqOMnYNDQ0EARRWFj48uVLCm+aqqurJ06cCABTpkzh/raOhHystLS0BIDFixdTZfmLJCYmAoCcnByTyVy8eDEAWFpacmkT5YJ4N0KstrYWTcxAavJVwrAAACAASURBVLwdXrUjIyM5PGMbGhqQkuG4ceNQAk1AyM7O3rx5M9o+c+bM77//jmq26XQ6Wrpeu3Yt6n5jf/5DlSmOjo7ohqm2ttbPz6+goIAqr1gsFrqR6tevX0JCAlVmyVPs06dPNBqtb9++fCuya21tRQmkhIQEsnaGS5t79+4FgIsXL1LiYReHEBcXb5Nmk5SUXLBgwalTp3x9fdE1uWvu+X8CA08YvQIAQKQXLLw6+PfXueWUZdR9fHwePHjQ0NDw+PHj4OBgqsxyCL/7CDdt2tTm3p/FYtHp9MjIyBs3bqxZs0ZRUbHNGaupqblp06YjR45QlRptaGiYPn06AIwcObK0tJQSm22oqKhAyRNOvmFUgSojQkNDUUOkvr4+N9Y+f/5Mo9HExcV5VJXXJmn2VVftDq2h0lkVFRWydUcwsba2BrZmg5CQkJaWFhaL9eHDB0tLy23bto0ZM6ZN88+oUaMMDQ23bNni7u5O1e3m4cOHAUBCQiI0NJQSg+1B97I8Vatow44dOwDgzJkzqHamX79+3XiuYgepTQUFBVHlYRuQBL+YmJifnx9Ks3XYANb+mtzGjn1YodCvXjDeAABASATmnJPd5Z9aQGXSpbKy0tjY2NfX96+//goPD6fQMifwOxCuW7cOtXaRyMvLr1q16tq1a+Hh4eiay56xafPiNqd3Nxyg0+moj3vIkCGfPn2i+u/7f1CsdXR05N0h6HQ6g8FgsVjoofbgwYMAcOTIEVQ7Iy4ujp6nu4eHhwf826dPOe2TZn5+fnfu3ImLi2tfIvjFKiomk7l27Vr0QMzPYshvk1u3bklJSbH/j/Xt23fevHl///23l5cX0gmqra1F+Rg9PT1paek2DwooH+Pu7o4EkroBStSLiYl5e3tT+sf9h1OnTgHArl27eHcIgiBQGRG6o0UC1pMmTSIIAtXBvn79utuW6+rqREREREVFuTlPuwBpKgkLCzs5OREEkZOTc/78+cDAQFRqy55wbtMA1qarzS+xvNdmb5iyBwCAJgTTj0tt843JrqbW27q6OltbWwcHhzdv3ly+fJla41+kB5Rl2O/923RQkL1Ejo6O6FmttrY2ICBgzZo1gwcPlpCQaHN6z507F53eHJ6xra2t69atA4CBAwfyrkwLceXKFQD49ddfeXeIGzduvHnzJigo6ObNmwkJCUFBQQCgqqpKEARKObq5uXFip6Ki4ujRowRB3L5929PTE+00NjYGgGPHjlHuNpk0k5aWjo+PRzvXr1+PPlbU94ZKBFFNYGVl5atXr4yNjWfNmtXmO9C/f/+lS5dOnToVbb9//55yb79TOBF/QPf+DAYjOjr6yJEjo0ePbpM9Q+fjvn37nj17lpeXx+GhUUJCWFiYd8peCF5oCrYhODj46tWrHz58cHd3Nzc3b25ulpSUpNFoeXl5x44dg//2XHXNnTt34uPjHRwcHB0dUSjy9/cHSnvz2bGxsUGaSmRjxsOHD9HH2l6yp6mpKSQkBHW1tcnH9OrVa/ykqaJDNIFGA6DBtAO9N3sHpVK/9BAYGGhra0un021sbHi3HNMZPS+xlpaW9uTJkx07dowdO7bNvf+IESM2b97MXj3B+end/kAsFmvXrl0AICUlRXkBanuoSp50QWpq6ps3bxgMxtGjRz99+sRkMlHb34cPH86fPw8Av/32G4emUFPa1atXra2t0Z5Zs2YBgLu7O+Vuk0mzkJAQcuezZ88MDQ1VVVXZP1MhIaFx48bt3LnTysoqPT2d+K8iF1lPqKSk1KtXL2pFGn8kSkpKXFxcDh8+rK2t3ab5R05OTl9f39TUNDQ0lKygITuFusjHdFaR+/LlS6TQRDZQ8RRUIczT6yY6NRwcHNBz1apVqwDg7t27aKz8sGHDOEwmJyYmIkV+Uov4zJkzAHDgwAHKfXZ3d0eaHuxtVJGRkfv27dPQ0EC/Ihk8ePC6detu3boVHR3dWVebkJAwTaQXTNgkvNHL6R3F4sBNcVFFB7blLp72adnMsvPGjCLKFqo5p+cDITvsGRukHIHQ0NBo/+KSkhLy0b5NuY20tHT7BinUWCouLs63lVheaDqw8+jRI1NT09evX9+8eTMqKoogiE2bNqH/LtTX0bdv39DQUE5yyOhsz8rKunjxYktLC51OR/IZFKpsI1CEFhMTY1/acXJyOnv27KdPnywsLMzMzDrL2LT/WPPy8h4/fiwiIiIsLIyacDBdwy7+wK4UQaPR2lcYIa1dlLxB91gk7dufCDaFJr6ltpCmoLGxMY/sx8XFbd++PSYm5tmzZyi0oyXYUaNGqaqqIhGAu3fvksL0XYACYU5Oztu3b9E1ARW1Uf7cHBgYiE6ckydPkjtDQkJu3br1/v17S0vL8+fPkx9rmwaw9h9rVVWVl5cXuumUX3b2cRDFLWGVd6+kTBv9UV05c5Jy5iTlFI3h6dpjGiL4fVP7bQVCdtAZe/v27Q0bNpw9e7brFzc3N4eFhV29enXlypVtGqTExMSmTZuGnm9ERUU9PDz44z/BA02HziBvz1++fAntaJ9wbkNDQ4Ojo2NsbGxYWBjKVUZFRaGznVo/SVnz9if/vXv3ampqGAwG+z0s+bGuWLECyVSyf6xaWlrIW1R0Y2VlRa23gkBGRoa1tbWRkdHKlSu7fiWLxUpJSXn48GFn7U96enro+nvkyBH+OE8QBOWagp1BnmKVlZUo/n1tRsrLy8vb2zszM9PX15cgiNbWVtRRTW23cXtZc5L4+HgfHx+CINhvU1pbW5OTkx88eNDhx6qmpoZSRCYmJgBgsNGQQlcJgqgP9MvSGWM4UMpKdRAKhDsGSVsMl8uePpZRxj9xMeJbDoTc0L5BSlxcXFxc/NGjR/x0g1pNB06wtLSk0Wg0Gs3IyOjevXudJZw3bdpkYWGRlJTU2eLKzZs34SsFXxgMxo0bN/Ly8kJCQp48edJe+4pMmrWfZeHh4eHi4lJTU2NiYtLFWlT7jA16sZmZGQB88VKOoZAO258GDBiwfPlyfmraUaspyAkfP35EC9Xz5s178OBB1wlnUm2qPajfCXUlco6Pj4+np2d+fv79+/fRYgE76enpbWTNSVJSUm7fvt3Y2PjkyZMuFhHaf6xPnjxBluFfhbmvcrhr8tYuzJyk3D4QZk0dWXmHr/Uy33QgzMrKunHjBovFMjc37979fl1dnYeHh4+PD+rKeP36dXFx8ZEjR3g9twXBYrFQHytZEsJTPDw8UNS/cuUK+/7OEs4AICkp2UZMHPHLL78AwNeOLgoKCkpOTjYyMnry5EkbyS4yaWZiYtL+jW5ubo6OjsnJyY6Ojm/evOniEHl5eY8ePUpOTn7+/DkZUAsKCkiFua9yGFNXV3f+/Pn6+noXF5c7d+50Q4WAxWIFBAT4+/uj0XfGxsZoRi7flH0o1BT8Inl5eSifvGzZMvaQ0FnCGToSE0eg0SsbNmz4Wh/MzMzOnTv3+PHjNtN78vPzkdAxu6w5SWRkpKOjY1JSkqOjo6OjYxflRXQ63dra2sfHJyYmxtTUlMx7o+fFwMDAr3W4M1hMRtaU4SgQbhoodWaIzJkhMtOlxC2Gy2VOUs7fyKuhNB3yTQdCgiDMzMw+fvz48uXLu3fvdqPz/erVqwkJCU+ePCFLvPjc4bdz504AOH36NK8PRA5b6Hq9hMPxb+i+8munj6JAeO7cuZiYGPaV0Q5lzbtHbW0tus6WlZWxz8TQ0NAAAH7mvX8Y7O3tP3/+fOnSpdTUVA7LjNlxc3MLDQ29ePEiqoEcO3Yswd8OPwo1BbumrKwMBQNtbe2ub7k4kVBGTVy3b9/+WjfMzMyuXr1aX1/Pfr/bmax5N6DT6Y2NjZcvX6bT6aSwO0EQ//vf/4DS0h4Wg5E1RSVz0jDDgVKHFPs/HD7o4fBBi/tJ/BMIDfSoOhAnfAeBsLi4+PHjx1evXu1G42BISIilpeWVK1fYS7z40OFH4unpCQDq6uo8PUq3J5R2JiYuJCQkJCSkq6vbdYlgG5ycnPz8/FJSUuzs7Ei1aw5lzTmktbX14cOHhYWFVVVV7IHw7NmzwMtZNj8wKBCeP38+NDS0G3VkhYWF9+/f379/P5mlTE9P50+HH4JCTcEuqKmpmTRpEgBMmDDhq9or2cXE0f8POxMmTGAXE/8i4eHhNjY2FRUVjx8/Jv9eDmXNOcff3x9VdLMHwrCwMABQVlbm3j7Jp+UzO06NTlEtN+X5wwM733QgLCoqsrGxycjI8PPzI6f7fhVJSUl3797Nzs5ml0fiQ4cfCWo8Al5OMsrIyKBk2EJDQ0NQUNCFCxfQCc+OuLj4jBkzjh075u7u/lXFmZmZmd2QNe+Cd+/ePXz4MCoqKiAggD1z+/79e7Q2w7uWsh8SJpNpa2sbGhqamJjo7OzcjTuVysrKJ0+eoAKQDRs2AMC1a9dQh5+CggJ/1gvJeZw8st/Y2Dhz5kwAUFVV5WZCHJPJTEhIuHv3LlKTaJOP+fnnn3fv3v306VM0vZVD2BWaiospaGwoLy+/cePGq1evUlNTzczMyPkera2t6DqTmJjI/VEQtW6OmdpqHRTLaI+m5+d++f3U8U0HQmqhXB6JQ9CXnlo5YxJy3un8+fOpWpJBJemHDh3qTNsFFch9cUIWVbLmHIJayvgvzoQhcXBwgH/ViNDXkj+d0eQ8Tl4Yp9Ppurq6AKCkpETV7ayLiwsATJ8+nczHdK3t0pkdJpO5evVq4FrWnEOQDsa5c+cos8hiRRntCpgw3H6EfJr6sMxJypHjhyZqjqzzfEnZIThDgAIhuzwSWh7jRh6Jc2xsbFCgIgjC2trawsKCc4HTjIyMsrKy4uJiT0/P9iGHR8MW0Hob+6o4WUvGuSIXKWuuqalJoax5F/zxxx8AgCRyMD1CbW0tylKWl5fzusOPHfZ5nBkZGX/99Rfn5WlVVVWpqalNTU0eHh7tc54sFmvLli0AICsrS+H0G7TeduLECXLPV+ltkb7xQta8C9zd3QFg8uTJFNo88DRl1qw9APBTb7GEyaOTNm9oTqXsiZNzBCgQsmcpUYcf97UbnFBZWYkUBT9//uzu7v7w4cM25V5d4Ojo6Ofnl5ycHBQU1CZs82jYQn19vYiIiIiISGeRlU6nR0VF3bx585dffkE1sexn7OTJk/fv329lZYVkz8aOHcu30alv3rwBgBEjRvDncJgOIXs6UYcfqp3hA6SmYFpa2v3791GqlhOSkpJu3bqVnZ1dWlpqamra5rdIv1dSUjI6OppCb9EUpy6KiT5+/GhlZdV1+9PWrVuBx7LmbSAnrXKut/dFNP8Ogyl7AQCUZwtv9Kpr6plJ2gIUCAk2eST+dPiROY05c+YAgJ2dXUJCQkBAgIuLC4cW0tPT/fz8WCzWrVu32NUr2IctcD7vlBNev379VTd9nSly9enTZ/DgwRSO9fkipMIc1t3uQcieTv50+JGnGKkpmJubi+oAODeCSkJ8fHwiIyPZ9588eRIAxMTEOA+rnNDc3Ny7d+8OpXw6pLP2pwEDBqCxEhT69kVWrlwJAOxFNNzQ2MIU2+QNP80FAJi8e5IxnyJ6ewQrECJ5pAULFvChwy88PFxJSQndrF2/fh0A1NTU7O3tv6oRx8HB4e7du3fu3DEzMyObkNiHLVB+lUFzA7r3rFxfX//mzZtz584NHz4c/i0aRM2g/BkaZ2hoCHzU98K0h72nk9cdfmVlZaNHj7527RpBEElJSejR7fHjxy4uLpyvl8fHxx8/fjwgIMDY2BjpFCLI0Q3cT99tAxrw271nZQaDERsbe/v27blz5wLA6NGjCYKorKx8+vRpUlIStX52iJWVFQAsXLiQEmvBHyrBwBP6KgAALLn9u1U3J3Jzj2AFQvYsJU87/OLi4tBa2oEDB1gs1vr169l1/dsPEuIcFou1fft2+O/oBgpB7U0ODg7cGGEXvkI1qK9evaLIwa5wcnICAG1tbT4cC9MZqJTf3d2dpx1+5CK0hoZGS0uLjY2NiIgIOX+KvdikjbYDJ9ja2qLRDbzQorp69SoA7NixgxsjZJYyPz//yJEjAHDo0CGqPOyCiooKdAnt9ogudi65ZcIqOwAAkd6wwd0+rMcmiQpWICQIYvbs2QBgb2/Puw4/sp9h1apVTCbzzz//BABxcfHNmzfPnj0btb2T9OvXb8mSJWfPnn39+jUnBS9lZWWqqqp9+vThRXkki8VCPX9crgEwGAwyLYYk9rk87Tmkrq6ud+/eQkJClNSRY7oHSips27aNdx1+ZD/DiBEjSkpK3Nzc0ESFZcuWtZel7dWrl7a29p9//uns7MzhFwOtoVy/fp1at9mNc9/soa+vDwDm5uahoaFolYQK774M+p/n8l4ZsexqNMw4AQAgPxEMPCmcd/+1CFwgvHHjBgCsW7eORx1+bfoZ2k8o5VDbhZw8xWQyVVRU0OpFcXHxli1biouLeTTSOjk5GQCUlJS4N/Xrr78CwJUrV3jd4RcVFWVubh4QEHD79u0LFy6gYg0+i8pi2EEqmnJyckwmkxcdfmQ/w+DBg3Nzc8lhC6dOnSJfw4m2S0hICNlAtWHDBjLsLV68mMFgoKFLvAB11nK/qGFpaQkAixcvJjv8+JMdvXbtGnRLHK4NLBYx0MgfxqwCABi3QXEvP2r4O0PgAmFOTg4ASElJtbS0oBYcCjv8ysvL2fsZUHtT1xNK8/PzHRwc9u/fP2XKlDZzwpSUlNauXRsWFqasrDx9+nQGg5Gfn7948WKqvG3PgwcP0F0C96YcHR0BYPr06QTvO/w+fvzo5ORkYmLy7t27Q4cOoScDHh0Lwwloak9YWBjlHX5t+hnIYQt79uzp7C3V1dXe3t4nT56cN28euvclkZKSWrRokZWV1ezZszU1NVEr3rhx46jytj1ZWVnIee7L9NjVIn/77TcAOH/+PCVOdk1mZiZamumG1Bc7aUX1YOAJsmMAAOacXXsrjioPu4HABUKCIMaPHw8Avr6+T58+hX87/LiH7GcYP358ZWVlNyaUNjQ0tB//5uvrO3ny5EuXLl27do3XgRBdYm7dusW9KTJLWVJSwtMOv6SkpLNnz1ZWVp48edLc3DwqKkpISEhcXJxLxUUMNxw4cAAA/ve//7F3+FFoWUpKKjo6mhy2YGBgwGG+AeVjyOHe6BQ7fvz47NmzfX199fT0CB4HQnTN0dfXp8QaqRbp5uYGAFOmTKHE7BcZO3YsAPj7+3Nj5HFQPqx3BWExABqseX7Dm+eCAF0giIHwxIkT6BaSvXaGS5tkP8Pw4cOLioq4n1DKYrFSU1PRMOvJkye3tLRoaGhERkbyNBAiIRiqWqbQ3FFLS0vU4Ycq3Cjn06dPMTExhYWFZWVlHz58IAhi2rRpAODs7MyLw2E4ITAwEP7t6SQ7/Lg3+/fff6OFBj8/P/ZhC91+NCksLHzx4kVSUtLs2bOrq6u3b9/+8uVLngbC3bt3QyczWLoBqRbJXjtDieWu+euvvwDg999//6p3xcbG1tbWNjQ0xMTEEASx/WEiLLwKANBvGBh4vsukoPqm2whiIIyOjkaJRxaLRXb4cWOwTT9DREQEqoih5BmIyWSirr6AgIC5c+fyLhCWl5fTaLQ+ffpQpTyHxvDq6+szmUw0CJs/HX6XLl0CAL3VG867ZASmVtQ390yLriDD3tNJdvhxaZPsZ3ByciKHLWhpaVHy6I8CYUVFxZQpU3iqyTBhwgQAQJLW3MOuFknWzlBiuWvQ4G5FRaX/2aW6xpSU1nz5RqSgoCAmJubixYsXL158+/ato6Oj2pFgUN8GAKC6WHyLTwujJ1WCBTEQslisIUOGoEcfNIH2l19+4cYaEjpC/QyJiYmo8HLz5s2UdOuTgZAgiHXr1vEuEKLsypw5c6gyiNJi4uLiDQ0NGzduBID2yh0UcvToUdSjmZqaCgC9+0jCCmsw8BTe6KV2JHjnoyTrtwVZpXhgIZ/YtGkTevRBHX6odqbb1mxsbMh+hpqaGqQCSNWwBeLfQEgQxIMHD0RFRSmx2Z6amhphYWFRUdFudHR0BroheP36NVk7Q5Xl9jg5OaFTmMViDR48GABghjEYvAIDT4U9AWtvxd30zonJrm7t5LqXlJTk4uJy+fJlJpN57uJloV+9YIgWAMC0Q7PORfDObU4QxEBIEMSePXsA4MSJE9nZ2ZKSktu2beu2qcOHDwOAhIRESEgIOWxhxYoVVI1yZrFYZC6+tLSUdw15R48eBYC//vqLQpuampoA4Orq+uLFCwDQ0dGh0Dg7aO5Pv379qqqq8vPzpaWlxSRlAADEB8DQ6aCxExaYwno3dMbqXYk2cc8MSfvcTO/gJrSVxYrIqHoSnO8WW/K5nh+y7D8kL1++RE9sBEGMHDly9uzZ3Z7b4O7ujurI0Cy2BQsWAHXDFhCBgYEoEdLa2tq9GeCc4OvrCwDTpk2j0CapFok6/MTExHg0aZVc7gkICKDT6aqqqv0GKgIAiEqA/EQYbwCzTsJaRzDwlPzNV+d0+NFnae6xpeQZlJaWZmRkFBwcbG9vf/v27ZMPfcDAE3r3BwBY9vC4Qw+rQQlWIGxubra0tLS1tUXfyPHjxxMEwU3tE0r7iIqKenl5FRYWovLIuXPn8mI2d3h4uKKi4qJFiyi3jEATxqkNtBcuXACArVu38rTDD8l6IRGQ8vLy0aNHAwBNYgCISrCXCIKo+D9n7JxzsPYFGHhKbPHROR2+3zrFMbKovLaFIIiorOph+99IbvOR3OYrvc1XfIuP8fO0zu5wMR3i4uKCFAHJT5ybU4zsjvj77795PWyhvr5+woQJffv25ZEQErpdo7bznV0tEp3CXdSod5t3794hSZC9e/e2traieVsivSRA/L8TFoVEQGYkjNKH6cfa52OS8+sIgiiraZl/8Z2ooRcsfwQA0EsKDF71YCs9QrACIUEQ8fHxFy5coNPpqOrax8en2/1tzc3NGhoaqDuCfdgChYMg2OHpHR+dTpeQkOBc/5BDUGOijIwMk8lEmjWPHz+m0D7xXxEQckLpiNFjYc1z2OABuvdA6xCoLgbpoQC0/5y0feXhp7mguQ9074HBK9qvnsMPBIoaesFkI1jjAAaeYOAJmr9LrH+227LHlJ++R8rKyvbv389gMFC339GjR7m5L0Qlx3v27GGxWKhJQEZGJiUlhUKH2VFXVwcAT09PXhhHz7LUdiiyq0UizRoDAwMK7RMEkZycjNb4N27c2Nraij4RKSmpAavvgYEnrLSBWSdBbQ0MVAOh/zSAgfgAUNKEiVv/Px+z93WfrT7CGz3BwBO0/gQAGDwNDDxH/RmE1wj5R1NTU2Vl5blz5xoaGgYPHoyqzjobJMQJNTU1rq6uDQ0NqI6Z18MWeHfHV11dfeTIEV4MKx4xYgSqDrh//z4ALF++nELj7u7uoqKiAHDlyhX2CaVFRUX5lU0OEUX7rVMmnwgVMfQCA09YZQsz/oLRK0F2dNsztnd/GKIF6ttgyW2QVwf9J/8EwsFTQc9CYqtPYh4/Jkn9GBQVFVlYWJSVlS1evFhRURHYBglZW1t/+vTpq6yxWCw7O7vW1lak0CQhIdG9Gd0ccvr0aQDYuXMnL4zfvHlTV1eXWpV8giBItUiqOvzYycvLGzp0KAAsW7aMwWCgelFxcfGgoKC6JmZI2mcT90y9K9H9d/iBgSf88hIWmMLEraCkCb3+07IJIr1hoBqMWg7Tj8NqBzDwhBFLAQAmbgUDT4mtPje8cPsEv2htbXVxcYmMjJw/fz4ADBgw4J8lX/LDEhGZNGnSvn377O3tOT9jkXyMsrIyr4ct8OKOz87Ojpye+uLFC6rq2UhQh/vhw4dLSkqo7fALDw9H1bl//fUXk8lEA5A7TJo1tDBD0j7f9M5ZeytOdpc/GHjCBndYfAs0dsLQ6dD7/xX9YfjC9oFQxND7hCMPRyj8YISGhnp7e6OIIioqqqqq2kbbZfjw4YaGhubm5omJiRzmY8LCwmg0Wq9evbjsXfsi8fHxADBo0CAKhZASExNJqaO0tLR79+5RZRnBrhaJmiMDAgIosVxWVjZq1CgAmD17dlNT0507dwBAWFj45cu2g3OZrazk/DrrtwU7HyWpHQkGA0/Y8AqW3gPNfaAyDyQV/xMUaTSQHgZikgAA2kfQuSZi6PXFchveIViBkOhodAP7ICG0GkyioKCgp6dnYmISEhLCnt7x8fEhu84dHR2TkpIOHDiQnp7Oa+d5ccd37Ngx8mt95swZW1tbqiwjgoODAUBVVZUgCDSkkPMpVF3w/v17JGdqZGT0tRNKs0obrN8W7LdO0fgrVOhXLzDwhGUPYNohUF0MM0+AvDoMmgCKU0BxCvTuB3oWYOC5+kqok5NTRUVFUlKSj48P9/7/2LCv2hIEUVtbGxISYmJioqenhz41kr59++ro6Bw9etTd3Z29BDQ3N/ePP/5A3/PExERnZ+cHDx7wTvaMHbTS32YkEzf4+/uTwjehoaFbt26lyjKi/aTVffv2cW+2pqYGKeZPmDChqqqKLNzlZHWj8HPTi3fFB21Sp50ME0X5mLWOMPcCjDcA+YkgLAYAQBP6Z7WCLLeZewHWuYCBZ/8dfktNo865ZLxJ6bj9iVleWuPiUPXEvNbjJbOagsphwQqE7KMb4uI6UPSpr68PDAw8f/68rq4u6oIgkZCQmDVrlrGxsYeHx6VLlwYOHBgREUEQxMGDB/k5EozaOz6CII4dO/bixQsGg8FgME6dOkV5ICRbylJTUy9evAgAW7Zs4dJmh7Lm3ZtQWtPI8E8qP+WUPvNsJPzqCQae7Z8IhTd67TELzMrKMjc3P3HixL179/g2bfh7pOvRDUwmMy4u7s6dOwYGBmhtgkRYWHjChAl79+61tbUNDAyUlZW9ePEiQRAeHh7Hjh3jm//79u0DgOPHj1Nl0N/ff/fu3egUCw4OpjwQEgRBqkVSNWm1M1lzNPQKkZycfOHCheLi2v/zYwAAIABJREFUYhMTky76F+lMVkx2NcrHCG30AgNPWO8GGjsBAMQk/ykcJRESAdnRMHoFzDCGlTYdlNuwWJX3r2drjc6erpap8VP29LHZ2mOqn1tz88cSghYI0bwSCQmJt2/fcvL6rKwsa2trJN1Lo/1TaqGsrGxiYnL58mUtLS0Gg8HnQEjhHR/i2LFjmpqa+vr6+vr6o0ePpjwQEgSxefNmALh06VJKSgoAyMjIcNNb8kVZ824z/uhb2q8dBMI+W31isqv9/PyePXt2+fLlixcvkrMhMW3w8PAgV205eX1xcXGH+RhXV9etW7fq6OhkZWXxORCyDxGjBH9//59++gmdYjNmzOBFICTVIskOvw5v9Dmkjaz5mzdv2suaI8zMzNLS0i5evGhkZMSJ5ePPP/ba7A0GnjDeAABgzKp/ym2mH4dRyzsut/lv+9Nx/T9SNUcZyEpmTlJG/wxkJbN0xtS6cjUN4z+5+x8bExOTK1euiIqKOjk5oaqTL6KiorJp06Zbt27FxMSUlZW5u7sfO3YMZeGGDBmiq6t7+/ZtHnvdFqQfgQSrqLJ59OhRV1dXV1dXVBVNOaTPampqqqqq1dXVycnJRUVFf//9d1NT04sXL5DoHSdUVFQsXLgwNzd36tSpLi4uT548+fvvv4WFhW1sbJCiGzc83vmzhJgwDPoZRHr/s2vgOPE+fVdMHiRWn1dUVCQvLy8nJyclJdVGuxmDiIiIWL9+PSqpQP21X0ReXn7ZsmUmJiahoaFVVVVv3769dOnSr7/+qqSkJCwsbGpqun//fl673YaZM2f2798/NTU1PT2dKptLlixBpxiSPaIcXV1dERGR4ODg6upqFMOCg4OZTKaJiUlOTo6vr+/FixfRvIEvQhDEzp07PT09ZWVl/fz8qqurV61a1dzcvGfPHrTuS1JXV1dRUaGoqLhy5co2xRadcWyZSn8JUQCA8g8AALKjAUBIQqb38Fl9tPfAgiuw+hnMPQ/jfwWFSSAqAU2fIS8UYh+A///g5XrR18eqo2zz6+sj6ppJmxF1zURTU8W1cwS9hbP/rQ4Q+fJLfgisra2NjY2FhISePn2K6vi/FllZ2WXLli1btgwALl++DACHDx+ePn060ufkG5qamoMHD87Ly0tISECl3t8+ixYtkpCQiIqKKi4utre3V1ZWHjhwIAAoKCiIi4uvXLmyurqaEzuNjY36+vqpqanjx4/38vLy8/P7/fffaTSaubn5L7/8wr2fU1SkXx2Z/Mst4RYmi85kiQgLMX9eu2Wm0u3NY0WEaUirHdMZiYmJurq6DQ0NRkZGqL/2axEXF58xYwa6SY2JiQEAbW3tQYMGeXp6omYn/iAqKrp06VI7Ozt3d3cOw3mPM2DAgBkzZgQGBnp7ex8+fPjgwYOoyGXatGlNTU2LFi36+PEjWvv8IocOHbKyspKSkvL29hYREZkzZ051dbWBgQGqlGGnrq5OW1u7tra2srIS1cR9ESlxkZOrRuyxTITKdAAA2TFiIrTJKv2cD0ySlRRLK2oIS/8c+nFEbM6M1MJ6IFhQmw+fM6E8FcpToSafUZpkDjBWXI4AaGSx/mOaRmtOiBHX1OHEjQ7g5nHye8HFxUVYWBgAbt68SYlBExMTe3t7giD8/PxERET4mRolCGLXrl3QUZqie3h4eLx//x5t+/j4ID1cykE3EOwLCUwm88qVK42NjU5OTpwUlFMua97pgRit3gllN7yzrd8W5FfypLH6x4NctV25ciU3Umok0dHR27dvJwiivLxcTk6On6lR4r9DxLjn48ePqGiIIIjs7GwulY07A6lFrl27ln3nq1evoqOjCwoKOBQ9p1zWvD37rVNgyR0AgL7yYOD5KKjj4vyiqmb32NKjz9J0Tof/k01dZTtXffnWQf0ixg+RFBZa2r8P+qckJpI5STl7xrhws5u2traNjY3Ozs5IbZFzfvxAGBAQgK6YFy5coMqmj49PVFQU2r506VJqaipVljnBy8sLACZOnMjPg3LJ0aNHxcTExMTEyBLBrKwsVHCbkZHxxbe36Y4gZc3/+OMPPjiP6Zo2q7aU2MzNzX369CnadnV15fMsEfYhYvw8LjdER0cj0XxyuHd2drarq+vr16+zs7M5uTtpI2uOFJqokjUnmXwiFKbsAQBQniNi6FXX9GXHyHKbM4fM3k8ZkzlJ+adeouQaIdrOnjEuP9DvwYMHiYmJx44dYy/q4YQfPBCSykAUVpf0OGS1NC9UpnhBfHy8lJQUWW2EEBISGj9+vJGR0dOnTzMzM7u28OzZMwAYMGBAYmIi5bLmGG6oqKhgH0bd0+5QBjlErKcd4Yjq6mq0UNKmZXPo0KEoqxkbG9t1hVpeXl7v3r1pNJqVlRUpa/7zzz9TJWuOaGxhihp6gfIcAIApeyaf+Loy79aGhuzpah0Gwtz5kxktzTY2Nt7e3vfu3TM2Nv4qy8Jt1j9/JJKTk+fPn19TU2NoaGhhYdHmQkwhDQ0NYmJiPDLeHhERkbi4uNTU1OHDh6POvG5jb2/v4uIiLy/v5+eXmpo6btw4qpwkyczMnDdvXmVl5cqVKwMCAmbPnj1y5EhRUdHCwsKioqKYmBgXF5fbt2/fv38/ODg4PT2dyWQqKiqiWm2ScePG9e7d29jYuF+/fnPnzi0vL1+xYoWtrS3KeGN6isbGxqVLl8bFxY0bNy4gIEBaWppHB2pqahISEmpzlecp9fX1qFF9/fr13Nh5/fr1y5cvZWVlPTw83r59i4ZlUktTU5Ouru67d+9UVVWjo6PXrFkzatSo3r17V1ZWlpSUJCUleXt7P3jw4Pr1615eXunp6U1NTbKyshIS/1HilZaWnjp1qqampqGhoZ6eXkREhKqqqqmpaVBQUN++fV++fJmWloZmSHFDWHqVZXABxD8CegNM2Lxm1pglEwZy/naaqKiovGJjxNsWBn1S338q2ugEoSHbf5DJ3dDMnJKSklmzZuXm5iooKHzdov5Xhc3viE+fPqFZS8uXL6dqEESHpKenr1ixgnf2O8Tb2/vs2bPct/Dn5uYeOHCAIAh7e3tyGYNCukia0en0mJiYmzdvrl27Vk5Ojv072ZkiF69lzTFfBblqq6KiQrlsWJsDbdiwAU1d5huFhYX79+8PDg7m0k5TU9Mff/xRVlYWGxt7/vx5Snxjh2x1UFJSysnJafNb1AC2c+dONTW1Nk8CKioq6AkhOTmZzKwwmcxVq1axW0MNEvv27aNEEOeCayassgMAEBWHDR4OEd352tT5eebMnpg9Y3zO7J+zZ4zNWTClMZJbPawftmo0LCysqKho7ty5z58/b/N4QSEEQbi7uyMtXX4SExOzYMECJON55coVTU3NWbNmfa0RgiByc3PFxcXT0tLGjBnz+vVrap2srKxkb3Voo9ojKiqqoaGhoaGBNHzT09MjIiLCw8PDw8NTU1NjY2NjY2PRK1VVVbW1tdXV1R89epSTk6Opqenm5tbGGob/ZGdnx8XFKSgo+Pv7o+ljPMLKygqtEPOT1NTUn376CTWVh4SEhIeHozllX8v79+81NTVTUlJERUVbWrpf398hBEHs2rULtTr4+/ujm052VFRUUA8YAJSVlYWHh4eFhUVERMTGxmZnZ2dnZ9vY2ADAwIEDtbS0tLW1IyIi3NzcZGRk/Pz8lJWVP3/+XFFRERMTs379+qCgIO4dDs+ogvIUAACZ0UAT0h7R/0vv6IC+C5b2mbuwJTmBWV4mqjC415hxwH2qgMtA2lOkp6c/e/aszaPeu3fvnj17xl4DWVvLW63khoYGR0fH7du383lRfc+ePaS4zJ9//unh4dE9O/n5+YWFhUwmMzExkcLCMIIgGhoatLW1AWDcuHFfO9GCXZGLvW5eoo+k9KBhvz/o4RmeAkJ1dbWNjU1paSn7zszMzOfPnwcGBqLiiw8fPiQlJfHaEy8vr5MnT3IvmPBVvHz5khSX8fLyQomTblBdXZ2WlkYQRHp6OrXrbQRBHDx4EAAkJSWjo6O/6o0MBgPlYwwNDdn1feTk5MTFxUnxYTRWvqGhISkpifuhNywWIbvLH0avBAAYb6C09zWXBinkew2EOTk5ISEh7AIx27dv37Vr19OnT9evX3/ixAl+OsP/NN2ePXsePHiQkJCQkJCwadOmbgdCHkFh0ozBYMTFxWlvOC7UbwgAwEhdmZ3+DCaukeE5eXl5zc3N7N0p1tbWCxcutLKyMjY2nj9/Pppkyx8YDAYlXRmc8/Lly23btqFTzMzMrNuBkHecPHkSAMTExHx9fbk0lZmZ+fTp06VLlwLA2LFjKXGvPakFdWDgiZroYc65dbe7r31DOd9ralRJScnV1dXIyAj9GBcXV1hYiPoKNm7cOHnyZCMjIzSmiw/0SJouKCgoNzcXAD5+/Mj/o3dBa2vrxo0bfX195eTkvL29uUyaiYiIqKurK04lWGVS8Po4lLyvrKeHpVfNGjPgy2/GcMGQIUOcnJyWL1+OfmSxWOfOnUtISECNKwcPHnR0dPz111/54wzvVje64MOHD6ihMCsri6e5325w7969s2fPCgsL29nZoelj3DB8+PDhw4evWbNm4MCBqampBQUFHCrFfBXhGVXAYsDnLKDRQHaU9sju5EV5xPcqsWZmZkYQRGFhIfoxJSVlypQpaJtGo02aNCk1NbXnvOMHv/3224ULFy5cuIBGIX4jEARhZGT04sULaWlpX19fqmR39DUGgdw46CUJtQVQW+AWW0qJWUwXBAUFxcbGlpWVoR+Li4sHDRqEoiAATJ06NSkpqee84wezZs1CpxgSy/12sLOz27dvH41Gs7CwoHD1VFxcfP78+QRBvHr1iiqb7ISnV0FlOrAYIK0Mon26t0DII77XQHjgwIGDBw8OHz4c/SgpKVlfX0/+tr6+XkpKqodcE2iOHj366NEjCQmJV69eTZw4sdt2Pnz4UFhYiPRdGxsb9SbJiYoIg8JkAIDCdy4xJZR5jOmE2bNnX7p0CVWLAD7Fvhk8PDy2bt3KYrFMTU2R7jGFkLLA1JpFhGdU/yMxOlBNXEx4wrBv6PvzvQbCNujo6Pj7+9fU1ABAUVFRUlLSzz//3NNO8RADA4MxY8ag7TVr1nwjf+ylS5dIWXMun1MLCgpiY2Otra379+//+vXrfhKiM0YPgMHTAAAKInPLm5Ly66hxGvN/7d15QFNX1gDwk52whbAFAUEBiyCugIKoFUVBBYJbWztat8+qo3aY2k5rra0z7Yydaq21tS61dbRFq2glrIog4oIgYsCNfQdl38m+fH9czTBqrWIgmJzfX8lL3s0NenPeu8u5z8bc3Nzc3JykAJXJZFFRUb3L2fuyGDdu3Ny5c8ljLy8vrSSzfXFXr15dtGjRc6U1fy7h4eE0Gi0tLa2jo0O7JTd3yQrvd0HTg1zbE1wtGLS+WtjdCy/rGOEjbGxstm/fPnfuXBMTE6lU+tNPP7HZbF1Xqg8FBPw3t2xfLNHthcOHD2/evPlF0pr35OHhcePGDSsrq4KCAjJcwffmnc/zBhoTmvJB0irIqR85GLeA6Ff/+c9/IiMjlUqlRCJZsmTJy5LzvXeGDBmiWY0wePBgsihZt148rfkfsrKy8vf3v3z58tmzZ8kG5lohKy2q+veXGcXZofV3mwHGmBoFuA+gflHQmztCAAgODj5//nxsbOy2bdsqKyt1XZ1+cufOncbGRoVCUVZWpsNqREdHr1y5Uq1W79mz5wUzcRA5OTmVlZXW1tYsFoskVON78ygMNvBGgVoNtdk4TNj/XFxcYmNjExISDh06JJPJVI+k/9dT9+/fJ/PRtLgrUy8UFRXNmDGjtbX19ddf37NnT999kNZ7R7vOxJYs5lOvp9goOs552h9wtf2+6Xj4rV+1Vb5W6E8gJMrLy318fFatWiWTyXRdlz4nk8m6u7u//fbbu3fvnjx5sj8/WiKRKJVKzWNHR0cLCwuyP6dWyufz+Rs2bAgPD3/rrbdIGjlna/aoweYPekdrM3PK22taJH9QCuobU6dOXbt2bVZWlq4r0h+qq6uPHz9eVlZ28ODB/vxcuVyu+RFTKBRsNtve3j4oKOjw4cN9mmqOdAgnJCRo5SdUXlne+NkHZ+qaD9W1A4A5jSpXw5H7jdapv4qupL14+dqib4HQxcXFy8urvb09PT1d13Xpc0wmk8VisVisUaNGkdzi/Wb16tXZ2dnkcWRkpEQiycvL27RpU59+KN+HB47+QKHAfaFaLom70dCnH4d+D1lT0UdTKgYaFxeXjo4OHo/3eN6WPnXs2LHt27eTx6dPn96/f39aWlo/5FRydXX19PRsa2u7dOnSi5fW9ssBtVz++HG1RNyy9+sXL19b9C0QQh9PfBpQxGJxTk6OiYlJQUFBaWlpY2OjDivTD6s2+d62YGQBlq+AUgZ1whfpHVV1d3UKTjT++5OW774UX7sCarUW66n3DKeJAcDFixc5HE5LS0tpaemdO3d0WBMLC4tHMmX3ES3++0puZKuVSgDI6Zb+UN/+Q317SpuIvCQrGUALoClqvfsJyM7OHj9+vIODQ3V1dd/tOGHgli5dOmjQIJIC++jRo1u3bg0MDOyHzx0amVZx4TDkHQaXIEbAuw37giyMGc9biOhKWv2md0CtUolEQKFQ2MasIS523xwSMZjnzp2bOnVqbm5uZWXl8uXL++Ir6AGlUsnj8ZqbmwsKCshO6Ejrjhw58ttvv5F5Zzdu3LCxsemjCTKPy8rK8vPzc3JyqqioeMGf0Kp50+WVZYKW7sxO8VwrUwDI7pKIVer37LlAZ7hm6XLYtSc9vCP08fFxdHSsra0VCoW6ros+aG5uTklJUSgUANAz8a61tbW9vb29vX3/XKUSc8bYPhwmzJIrFGdvNj1vCdL8W3UfrNtdUlPY0g4AoFbvL793Q5h3b/Wi1uYmHx+f48eP5+XlBQUFabvu+oNGo5Ef6NjYWF3XRR/I5fLk5OS2tjYAEAqFZBkYAJiZmZEmxuX26xxLciNRVVWVl5f3gkWxx/lS6DQAsGfSx5sajTc1cjN6sGMdy20AXULpYSCkUChhYWFgMF03fa2pqUmlUpHMrkePHtUcnzRpUlhYWFhYWM+kvX2N780DjhOYOYC0ExoLSO9oW1tbV1eXWCx+lmxzTV9uVUvElVJFt/LBpMdqqaJDJlPU3bMsuFlQUMDlckNDQ6OiojRJVdDjDKp3tK/V19d7eHgcOHCgqanp4MGDVVVV5Pjw4cNJEyPb5PYbCoVCtnZ68X9fi8WrgP6EPhsKm81dHfmChWuRHgZCeNhKY2JitF6yUqk8efJkfn7+xYsXyVwyrX/EQOPu7n7r1i0WixUVFcVms5uanvsmTIumelpZGDPAcQIAQG1mYm6DTKGKioq6fv36t99+m5eXl5b2u1PRyhpE38YXd926CWoAgAa5skamqJEpulUqAFCJuq8f++XevXs8Hi8vL4/NZpNlG+iJQkJCjIyMrl69Wlen/Sw/Fy9ePH/+fEFBQXR0dEZGhtbLH2gcHR1v375tZ2f3xRdfDB069P79+7qukdYudBhDXG0++udMnuVSuwfbyEwxZ692suO89pbJlOkvWkvt0c9AGBgYaG5ufvPmzfLy8l4XEhUVpVmTcPLkyaioKADo7OwMCgo6ffr0lClTGAyGfi/bJy5evGhkZGRqavrFF194e3uTXcg///xzTTqbLVu2jB8/vn8qw6BRQkbbgIMfAED11XaR4mJBCxmeHDZsWFNTk+ZqmlCp1Tnl7VtPFXu8f9H1rxc+/fHiyeaOK51iAIhr7f6xvuPH+o4C8YNZbcPolGXLlgUGBi5YsOAvf/mLThI9vyxMTU2nTZumUqnINu69U1xc/Le//Y08rq6uJjtTAoCTk1NmZubw4cMnTpyo2wuv/lFSUtLQ0GBmZvbJJ5+MHz+eZJAICwtbtWoVecPMmTPXr1/fn1WaPn26mZmZUCh8kZ9QwmzOvGGHfxs0dQbVgks1Nef6THjlmx+s3vlQK/XUFv1s6kwmMyQk5MSJE7GxsZrW9bwaGho0ca6pqUksFgOAhYVFRkYG+d2vr68faDnp+8KUKVM0CSfJDp8A0DPRRr/t8kHwvW1/zfAAFge67kN71enrzj7qax0dHQEBAWVlZREREQAglilTbjfHCxtib9TXtUmhqx5qM6H2WmvD7Y9VimkcYw6NutLWfIwJCwC2VDUDAIVKZbq49ecXednx+fzExESBQNDrjJdisVjzOyuRSEpLS8ljJpNpa2sLALGxsZpgoMfc3Nzc3B7839O0tZ7jghwOh1yA9hsWixUcHHzy5Mn4+PgNGza8SFH5+fnl5RVekR+fO3OGx+ORe82BRj/vCEFLt/b19fUFBQUFBQX19Q9m6peVlcXFxVEolNLS0smTJ2uhoug5zR5jy2TQwcEXAKAm8/tzlXvLXvGZ9ZaPj8+SVRsSC5XhX123Wp0S/lX2geiUuvQDkPBniF0BOQegLheA8orloOncJ625ZLLMI7SQE8dw8Pl8KpWakpLS3d3d60I6OztJE9OMMigUih07dnA4HKlU6ujoiPflusLn8ykUyovv8sZkMktLS5lM5ooVKwbsuLve/iebM2cOk8m8ePFic3OzlZXVs5/Y3t6elJQkEokA4PLly52dnQCQl5dHdq10cXHZtm1bH9UZPQsGjcKiU2WOflCWAjWZMOK17LL2wM8zh9gYl9aLVCoFNBVA1WWovgKi5gfn0I2ANwqcJoGjXz2VElT9Lx6z3p5JIy8GWxgP4Ziah7/GGjEgcpe/LHg8nq+vb1ZW1rlz58iN+DOSy+Xp6emXLl2aP39+eXk5ydhC5kwCAJ1O37lzJ3lMZr0hnfD19c3MzCS9X/fu3ZNKpWS51PPi8XgikUipVAoEgtDQUG1XUzv0NhByOJwpU6akpKQkJiYuWbLkD99fXV2dlJQUFxeXnJwsk8ns7e03btw4f/58kjNs3759pGsU6dzm6CKJQgWDvIHOguYiEDWBsbVc3Fl87RLUZkFNFsgf3qCY2MAgb3AYD4O8aXSGn5tF2DjbCB87N1ag02cfijIvUlhGoFJNMTHhrv6rxZsrdPq1Xkp8Pj8rK0sgEDxLIBSJRKmpqdHR0XFxcSTsjRs3btSoUTt27ACA4uLiv/71r31eY/TMzp8/L5PJSCBMTk6uq6v78MPeDOxduHCBwWCYmprS6fQBO5akt4EQAPh8fkpKikAgeEogzM3NjY2NFQgEQqGQ5Bag0WhTp07l8/lk5RwaULqlyr3nquQKFdCYYDcGarJAeBCknVB/C9QPcp8C1wUc/cDRD7iubCZt+girsHG2fG8ej6PJTWVi9/UPyvZWeXkphc1murpTsP+tVyIiIj766KO4uDiFQvF7fZg1NTVxcXExMTEXLlzQpK8cMWIEn8/vzxWoSFc0d4EDc3SQ0Of2Hx4e/s4775w9e1YikRgZGWmOK5XKq1evxsfHnz59WpNRns1mT58+PSwsjM/n83g8AMjNzdW07UmTJmFc1KHmLlmCsFGQU3/mZoNEroL2SqjNhvZqoNKg8hIAAIUKNp7gMAEG+4OZg50FK2ysLd+bN93L2ojx5IFwGodLG+PTr19D73h4eLzyyitFRUUZGRmaWR4EGU0n6x/IJSaVSvX29g4NDX3jjTeGDx8OAM3NzStWPLgRt7W1Xb16df9/BfQUR48eJWlJSkpKBmyvplboYYq1nsaNGycUChMSEmbPnk16ZuLj42NiYjRjttbW1rNmzQoLC5s9e7aJiYlua4seUdEoTr7VGHej4ezNRrlcDg23oSYTajOhu0dWVQoVxq+HwQHANDVh0VZOHRw2znaqhxV9IG37qcfef//9HTt2vPvuu1999ZXmEjMmJkYzyUJziRkeHm5nZ6fb2qJnt3fv3tbWVjJr99dff+3u7u5d1+hLQZ/vCAGAz+cLhcIvvvjiu+++O3/+vFQqJcc9PDz4fD6fzx8/fnyf7mmCfo+yvbU79YysopRqambsP8Vo5H93eb1T0xWddT9e2HCjol0tl0J9LlRdhtoskD0c/GNxwN4bnCbBnWhoygeGCTBNjVnUPctHLJ3sqJvvY6j4fP6OHTuOHj3a1NSUkJDQ3PxggpKtrS3pXwkKCjKE5bZ6ycTExMbGBgDMzMxeZG7wwKe3gZD0zMTExFCpVLKfiKZn5rXXXvP09NR1BQ1a15nYxs8/VKtBLRFTaPT2IweYI8fdXf75b7c742401LZKQNIG93Og6jLcF4Lq4TYupnbgMB6cJoG1J5BcwB010JQPNZngNMnCmPGGn70Ov5ShaWpqSkxMJKuJWlpajhw5AgAuLi6hoaFhYWFTp07FlQ8vNQaDoekvpNPpDMZzZ7d/iehV16hSqczIyBAIBAKBoKSkhBykUChqtXrz5s1/+ctfyNUN0i1x1uW6jW9/Vly7isexZdAAYMe91vk23HrOK4s5EVCbDbVZ0JgPJBMahQJcV3AYD86vgrmjlSlz9hgbiVwVL6yXyFTqznsQtwqYJjDv6I4lIzfO7s30bvRcCgoKSBPLysoim9STJhYcHLxr1y4y+IfQy0UfLtnEYnFKSkp8fHxsbKwm86GVlVVAQMCYMWMaGhr27dunUqkwCg4Qjds+VonFJRK57OFFWKlEfrer68uiNJAmP3gT3QgGjQUHP3AYDyxzN55xhI9duLftxGFcGpUCALmVHVtOFsXfADB3hI4aaLybVTL49z4RvSCVSiUUCsnkl7t375KDRkZGEyZMcHZ2njp16ooVK1pbWzEKopfUS3xH2NzcnJCQEB8fn5SU1NXVRQ4OHTqU5Gt/9dVXRSJRVFTU8OHDp0+f7uHhoWnASIcUjfVV/FfVUunykvp1dpxBTDoAfFzVvMHOYlFxHYvOEjlOBIcJYO8NdLang+nCCYPCxtl6D31CfimlSm3359SmS/vh7klw55sGrG3cN+P35oiiXpBIJJfmfm59AAAdPklEQVQvXybxT5MJ2tLScvr06aGhoREREVQq9T//+c/KlSttbGxEIlFVVRXJk4n0hlKp/OWXXxgMxvDhw+/evRsYGNjPKRX7x4C+I/zuu++8vLymTp0KAD/88MPgwYNDQkLKy8tjY2Pj4+MvXLigWdLg6em5cOHCR/YrIdn5pkyZwuVy8/Pzi4qKXnnlFV18DwRKpZJGowGAuKmRwmCqpVIAONbUZUqjAEC5RG5Op8YOH1Rs6/fhkFWT3C1Dx9oumGDnwDV6Spk0KmX2GJsj5f5w9yTUXO2SvH3hbnPIaLzvfw5ZWVnp6ekk83Vubm5cXNyWLVtaWlpSU1PJEDvJrAQAQ4YMmTlzZmhoaEhISM/hIiqVymazg4KCBAJBfHw8SUCB9AaNRvP19T116hSdTlepVPq61fmADoQ1NTWaq4979+4plUpPT8/8/HxyhMVizZgxg8/nh4eHPzFhwa1bt6RSaVdX1+zZs6OiomJjY997773+qz16KDMzMzc3d/jw4enp6d5eXp5SCTn+V3sLRyYdANbKGwDAzcTYaNLY+s1B5uxn/W/J9+YduegORlzoboC2ckGOEwbC59LR0aHZr6Orq6uiomLBggUxMTFKpRIAKBSKj49PREREeHj4yJEjHz+9vr5eKpUWFRXx+XwycIiBUM+oVCryIxwSEsJkMvfu3auXCYAGdCAEgPv375M1783NzcOGDZNIJFwuNygoiPTMmJubP+XckSNHktbL5/OjoqIEAgEGQp3w8/M7d+7c6NGja2tr6XT6GB9/6bUrj7+NzqRPXrOE8cxREACCR9kYMWkSxwlQcgZqMmNveHy/HPT0mrWvtLW1kSZWXV0NABYWFgAQEBCwcOHC+fPnP72rk8fjkZ9FKysrGo2WlpbW0dHx9FaJXjqpqamTJk1qaGjIyMhYvny5rqvTJwZQIBSJRCTlUldXl6npg/0Bzpw5Q+Z/Xr9+nfyeOjs7P++07FmzZhkZGWVkZNTX15OsMag/ZWZmuru719XVcTgcsVhsvenzusXhr9mYc2gPxvPmWpramJlyl69jOD7fZvcmLNp0L+uESj8SCO+1LsouaxvvatEHX0IfSKVSGo1Gp9NFIpGRkRFZQXvnzp19+/YBwL1790xMTP7xj3/s3LnzeYOZlZWVv7//5cuXz549u3Dhwj6pPdIFKpU6b9488lizV5T+oW3dulXXdQAAyM/Pv3TpUkZGRnp6ektLi6urK41GS0lJCQ0NjYyMDA4OrqmpsbKyevXVV3ux/p3JZF65cqW4uNjT03Ps2LF/fALSKnt7e1tbWx8fn8mTJ0+ZMoVtaWU6M3RweQGjtYVqYkJhMIdxzB3f38LpVdrrbqkyrlANhQLobgTXGbZW3OkjrLX+FfSAWCw+ceKEQCBoaWm5c+cOl8vlcDhlZWUikeibb74JDg62s7PLzc1dvHgxi8X64+Ie09LScu7cOSaTqfndROhlMVCm2Hl4eIwdO5bL5RYVFRUVFWnyU2iLVrYnRL1DpVLJPqtsNpskGaHbOzocPOEUd5G3Y7/9gV+HnM8x47/eu8LDx9lSaUywGwughposQU69NquuR9hs9sKFC83NzYVCoUwm04y1awvZgCIhIUEul//hmxEaUAZKIMzJydm9e7enp6e9vT2FQpFIJAAQFhY2atSDLeJCQkJ6zgh9XuHh4RQKJTk5mWw0iAYCmrUt29uP5e4JVFqvC+FxWONdOeDoBwBQk3mnpqu4Tp9zQfVaa2vr+vXrR48eTXaVa29vBwB3d/cFCxaQN7i4uCxatKjX5bu5uXl4eLS1tZFETgi9TNQDg1gsbmlp6erqUiqVYrG4Lz6CbKwVExOj9ZJLSkoEAoFKpUpKSioqKtJ6+ejptglKYMGvQKEBlQ4LTnyVUKbrGg1Ecrm8paWlra1NrVZ3d3f3xUds2rQJAN555x2tl9zW1nb8+PGOjg6hUHjp0iWtl48M3EC5IzQyMuJyuSYmJlQqteeWSVqkld7RN9988/HHpC8oOzvbw8Pj119/fZHyUS/wvXnANAMbT1Ap4H4O9o4+EZ1OJ+OCANBHGwGSJkauNXtdyMcff1xeXk4ef/bZZwUFBQDQ2NgYFBT0008/mZqapqSkkNUdCGnLQAmE/YC00tjY2BdpRTk5OY8/dnNzKy4uHjt2bGtrKyba738eDqbug0we9o5evVLU2tQp03WlDJGvr++gQYOqqqry8vJ6XUh+fr5mo4PCwkKyot/NzS05OXnOnDkmJiZKpRKHIZF2GVAgHDFixLBhw5qbm69evdrrQlQqVfVDJOMwAOzevdva2rqysjInJwczmupEuDfP1XYIAAytv1p498+NYf4tB3erZRgO+xWVSg0LC4MX7nepq6sjTUwzop+SklJZWSkSidLT0zkcDu5rgbTrJc412gsbN27cuXPne++9t3379uc6sbi4WCAQLF26dPTo0eHh4eSgQCDQJGBEunX9RBzl3xsz29tncoypADK1uppC83Qf7nDoFIXVJz3t6IkSExPnzJkzduzYGzduPNeJZDtDNze3nTt3kl5cADh//nxUVJSvr2/fVBahBwzrworP5+/cuTMmJuYZA+GdO3eio6Pj4+NJLyiXyzUzMyOrjwEgLS2tD+uKnpmqo83qu02FElFcc1cIxxgA6mXKf1U3/MRiNu/6wvqDrbquoAGZPn26mZmZUCisqKgYMmTIH76/oqKCJClNT0+Xy+Vk3H3Lli1eXl4AsHjx4r6uMEJgUF2jABAQEGBtbV1SUvKURVQSiSQxMXH16tX29vZeXl5///vfc3JyuFzun/70J3d39/6sLXpGnYkCeNK4r1oq6RAcV+N4Uj9isVgzZ84EgPj4+N97j1qtzs7O3rx588iRI4cOHRoZGZmSkkKhUGbOnEnORaifGdYdIY1GmzNnzuHDhwUCgYeHR8+XWltbU1JS4uLiBAJBR0cHOejk5BQSEhIaGhocHMxkMgFg48aNmlN6PkY6JLl5QyWRAEC+WLa1uhkAupQPOvwpdJriXjXD2UWX9TMwfD7/1KlTAoFg/fr1PY8rFIrMzMzo6OjffvutpqaGHDQxMQkMDFy4cCGfzyczWs3Nze3s7Mirr7/+Ou7rhPqBYY0RAsDp06fnzZvn5+dHpsxUVlaePXs2Li7u7Nmzmqlonp6eYWFhoaGhAQEB+rrtiD5p2Pq3zrjoYol8W03LP5ysAOC+TLGvrv1HNx6FbTz4+BmGA+7Z239aWlp4PB6FQqmvr+dyuZpLzNjYWLKKH550iYmQDhnWHSEABAcHGxsbX7t27d13301NTb158yY5zmAwgoKCyKZOTk5Ouq0kei7GfgFdqYkgaWNTKWRfJ83VHZXJYNjjLUW/srS0nDx5clpaWmRkZG1tbXp6umbf0DFjxoSHh/P5/HHjxum2kgj1ZECBUKlUXr16NTo6Wq1WM5nMr7/+GgCMjY2nTZu2cOHC8PBwsgENeumYTJ9N2/0ltLY/cpzCZnPXvIvbMvWnO3fuxMfHV1RUMBiMI0eOAACNRgsICAgLC5s7dy7ujI0GJv3vGm1vb09KSoqJiTlz5oymZwYAnJ2dN23a1NbWZmZm9uc//1mHNUQvTl5Zfm/Va4rubpCIAQAoQGEZm82JsNn0OQbCviaXy9PT0wUCQWxsrGabXwBgMBj79u0rKChgs9lbt27FUQY0YOntHWF1dXVSUlJcXFxycrLs4cJqFxeX0NDQoKCguXPn1tXVicXiNWvW7N+/X7dVRS+O4Tx0cMyF9uhfulMTVV3dLLdh5q8vZXv76bpe+kwkEqWmpkZHR8fFxbW1tZGDNjY2ISEhCxcu3Lx5861btwDA39+/ra2tqakJc02gAUvfAiHpmYmLi8vIyCA3u5qemYiICM36hwkTJmRkZHR3d8fFxWkSxKCXGtXYhLt0NXfp6rNnz1ZVVb1qZnnhwAGFQoG3+9rV0NBw5syZ6Ojoc+fOSaVScpBcYi5cuHDixIlkx9Ds7Oxbt25dvXrVwcFBqVSSBfIIDVA6TPjdCzKZbPny5ZqnixcvVqvVCoXi0qVLH3zwQc8RCDabHRoaun///rq6usfL+fe//w0AS5Ysqaqqkkql/fcFUN9ramravHlzR0dHc3Pz8ePHdV2dl8/69evJJhVqtXrjxo319fVqtbq0tHTXrl0951FTqVRvb+9PP/00Pz//8UKuX78OAPb29o2Nja2trf36BRB6Ti9ZIJRIJCNHjtQ8feWVV77++uueF5t2dnarVq2Kj49/+l5ORUVFAGBpaSmXy/u+1qhfdXZ2Hj58uKSkZP/+/X20pZd+CwgIaGhoII+DgoJOnDjh4vLfhZjGxsZz5849dOhQY2PjUwpRqVSDBw8GgOzs7H6pNUK99/J1jSoUitraWs1TDofT2tr6eM/M0w0bNszd3b2wsPDy5ctTp07tw+qifnft2jUqlTpkyBAfH58+2tJL79XV1ZGRdalUOnjw4PLycisrq9mzZ4eFhc2aNcvU1PQPS6BQKGFhYd9//71AIPDx8en7KiPUewN61qhKpaJQKD0nm0mlUnt7+/nz55OnFy5cyM7ObmhoGDZs2PMW/sEHH3z55ZeRkZFkHQVChkmlUj1y7Thp0iQXFxdyDZGYmJiRkdHU1DRmzJhnucTsKTk5OTg4eOTIkZrVuggNTAM3EKpUqsOHDxcWFn7xxReHDx9uamrauHGjVCr19fXVtCtyV9e78jMyMgICAoYMGaLZBRQhQxMfH5+VlbVmzZra2toDBw4cPHgQACZNmnT69GkyyXPGjBk//vhj71JMyOVyW1vbtra20tLSnp2rCA00AzfpNpVKXbZsGYfDKS4utrS01PqGt35+fnZ2dhUVFWSSN0IGKDQ01MHBgU6n5+TkaD3bC4PBCA4OBoDY2FjtloyQdg3cQCiTyTZs2ODi4tLZ2SmRSAoKCgCATqdv2LBB857IyMhel0+lUufMmQMvvIkoQi+vPXv2dHd3t7a2cjgcoVBItoN/++23TUxMyBuWL1/+IhmX+Hw+YBNDA97A7RpVKpWVlZUAQDpVOjo6zM3NtfsRcXFx4eHhPj4+2dnZ2i0ZoZdCTU2NTCYbNGgQm83uiybW3t5ua2urVCrr6uqsra21WzhC2jJwA2E/EIvFNjY2IpGoqqoKd3tBqC/MnDnz3LlzR44cWbJkia7rgtCTDdyu0X7AZrNnzpypVqtxDAOhPoK9o2jgM+hACNhKEepjERERFArlzJkzEolE13VB6MkMPRCGhobS6fS0tDRN1mCEkBY5ODiMHTu2u7s7NTVV13VB6MkMPRBaWVlNnDhRLpefPXtW13VBSD9hvwsa4Aw9EMLDVooTRxHqI9jE0ABn0LNGidu3b4vFYl9fXwCoq6ujUqm2tra6rhRC+qO7uzs5OZnP51OpVLFYXFtb6+bmputKIfRfeEcIsbGxd+/eJY+PHTv222+/6bY+COmZ27dvx8TEkFSlxcXFH330ka5rhND/wECIEELIoL182zD1haNHjwqFQgAQCoWLFi3SdXUQ0jfZ2dkkIWJTU5Ou64LQozAQAgAEBQXNnTsXAA4dOqTruiCkh4YPH75+/XoAKCwsPHz4sK6rg9D/wEAIAGBra0tG7zEdIkJ9wczMjDQxkUik67og9CgcI0QIIWTQcPkEqFQqACBT2no+RghphVqtVqlUNBrtkccIDRAYCBFCCBk0HCN8QCKRREVFWVlZ2dvbl5eXBwYG4rJ6hLTr9OnTdXV1b7755tGjRydPnuzl5aXrGiEEgGOEGiwW66233iouLs7Ly1Or1SwWS9c1QkjfzJkzR61Wl5aWNjU1MRgMXVcHoQcwED5AoVDOnj376quvvvXWWzNnzjx27Jiua4SQviksLLS1tfXy8vr4448xhRMaOLBr9IGWlpba2loAuHv3bm5u7htvvKHrGiGkb65du2Zubl5TU5Oenh4eHq7r6iD0AE6WQQghZNCwaxQhhJBBw0CIEELIoGEgRAghZNAwECKEEDJoGAgRQggZNAyECCGEDBoGQoQQQgYNAyFCCCGDhoEQIYSQQcNAiBBCyKBhIEQIIWTQMBAihBAyaBgIEUIIGTQMhAghhAwaBkKEEEIGDQMhQgghg4aBECGEkEHDQIgQQsigYSBECCFk0DAQIoQQMmgYCBFCCBk0DIQIIYQMGgZChBBCBg0DIUIIIYOGgRAhhJBBw0CIEELIoGEgRAghZNAwECKEEDJoGAgRQggZNAyECCGEDBoGQoQQQgYNAyFCCCGDhoEQIYSQQcNAiBBCyKBhIEQIIWTQMBAihBAyaBgIEUIIGTQMhAghhAwaBkKEEEIGDQMhQgghg4aBECGEkEHDQIgQQsigYSBECCFk0DAQIoQQMmgYCBFCCBk0DIQIIYQMGgZChBBCBg0DIUIIIYOGgRAhhJBBw0CIEELIoGEgRAghZNAwECKEEDJodF1XwLCkpqZmZmYuXbrU0dFRc1AkEkVFRd25c4fJZPr4+CxYsIBK/Z8LlMzMzKSkpLq6OgcHh7CwsLFjx5LjXV1dx48fv3nzprGxsb+/f3h4+CNnxcTEdHR0eHh4vPXWWxwO5w+rp1AoTp06VVlZuX79emNjY218Y4QGEIVCcfLkyerq6g0bNhgZGWmONzQ0/PzzzxUVFRYWFoGBgdOmTet5llqtTkpKSk9P7+zsdHZ2fv3114cMGUJeam5u/uWXX4qLi7lc7rRp0wIDA3ueKBQKT5061dzc7OrqunjxYjs7u2ep5Pnz5zMyMpYuXTp48OAX/cLoGalR35NKpSdOnBg/fjz5mycmJmpeqqurGzJkiKWl5eLFi+fPn89kMgMDA2UyGXlVoVCsWLECAIYOHRoaGurj4+Pv769SqdRqdX5+vpOTE4fDmTNnDik5IiJCqVSSEz/55BMKheLu7j5p0iQ2m+3s7FxdXf2UGnZ0dOzatcvZ2ZnUsLa2ts/+GAjpwCP/w+vq6jQvXb9+3dTUdOjQocuWLZsxYwaFQlm/fr3m1fb29qlTp1IolBEjRoSFhQ0fPnz16tXkpYyMDEtLy6FDh/L5/FGjRgFAzxP3799Po9Hc3NzCw8O5XK6lpWVubu5TaiiTyU6cODFhwgRSw/j4eG3/DdDvwkDYH0pLS729vf/+97//8MMPjwTCjz76iEKhFBYWkqfHjh0DgOjoaPJ0+/btAPD9999r3q+JkStXrhw1alRjYyN5+sknn2hKvnbtGoVCWblyJQmZt2/fNjU1feONN55SQ4FAEBgY+PXXX2/evBkDIdI/p0+fnjZt2q5duzZt2vRIIJw9ezaPx+vo6CBPP/jgAwAoKSkhTxcvXsxkMs+fP695v6YNzpo1a9myZZqrz3Xr1gFAcXGxWq2uqalhs9nTpk2TSCRqtfrevXv29va+vr5PqWF5efm4ceO2bt36448/YiDsZxgI+9XVq1cfCYSLFy9ms9kKhYI8LSgoAICdO3eq1WqFQjFo0CB/f/8nFqVSqVpbWzVPKyoqAOCf//ynWq3+9NNPAaCiokLz6sqVK1ksFmmTT7dv3z4MhEiP7dmz55FAOGLEiPHjx2ueHj9+HABI5KupqaHRaJpbwEcoFAqxWKx5GhUVpTnxq6++AoDLly9rXiWt8vbt239Yw6ysLAyE/Qwny+jYhAkTxGLx+vXrRSIRAJw4cYLFYs2aNQsA8vPz79+/P3fuXACoqKi4deuWTCbTnEihUCwsLDRPlUolOQgAYrEYAHoO8o0aNUoqldbW1vbTt0Lo5eHn55ednf3NN9+QRnT8+HF7e3sy3JCenq5UKufOnatUKouKigoKCtRqteZEGo2mGWiUy+VRUVHW1tbe3t4AkJ+fb2xsPHHiRM2bg4KCAODu3bv9+dXQM8JAqGNr1qxZvHjxvn377O3t+Xz+rl274uPjhw8fDgBlZWUAUF5e7urqOnTo0FGjRjk5OSUkJDyxnPj4eHjY2Pz9/QGAdMMCQGtr64ULFwAAAyFCj/vyyy/9/f0jIyOdnZ1nzJhx69at1NRUExMTeNgG09PTbW1t3d3dPTw8RowYcfPmzZ6nR0dHL1y40M3NrbKy8ty5c+bm5gBQW1vL4/HIhSnB4/EA2+BAhYFQxyorK69fvz59+vQ1a9YIhcKWlpbvvvuuo6MDHt7YJSYm/uMf/6isrLxx44aTk9Nrr732eFuqra397LPPXnvtNV9fXwAIDw+fN2/e5s2bx4wZM3HiRCcnp5KSEs2bR48ePagHFxeXfvy6CA04eXl5xcXFy5YtmzNnTk5OTllZ2YEDB8jdIWmD586d+/nnn+/du5eamtrZ2RkREaFQKDSns9nswYMHjxgxorS09MSJE+SgVCplMBg9P4XJZJLjAPDmm28O+l+lpaX99n3R43D5hI4tWrSISqUmJCSwWKx//etfP/7449q1azdu3PjDDz/Y2toCwK5duyIiIgDAyclp586dkydPjouLW7NmjaaE5ubm0NBQLpe7e/ducoRKpUZHR8fGxmZkZFhZWX377beJiYm3bt0is7c/+ugj0rwJOh3/DyDD1dnZuWDBgsDAwEOHDgHA7t27N2/e/NVXX7m6uq5bt460wRMnTgwdOhQABg0atGnTpnXr1l27dk3T7RkaGhoaGgoA+/btW7t27ZQpU0JCQuzt7YVCYc8PamxsBAAHBwcAWL58+cyZM3u+amNj0x/fFv0O/BHUpc7Ozuzs7I0bN7JYLACgUqmrVq06evRoWloaPGwz5eXlmveT3pWuri7NkcLCwrlz50okkvT0dPIqQaVSIyIiSAQFgE8++cTKysrV1RUAXn/99f74bgi9DHJzc1taWjQthcVibd++/aeffkpLS1u3bp2mDZJACAAkNPZsgxphYWFr167NzMwMCQlxdnZua2urqqpycnIir5IOVbJ+Y8aMGX3/zdBzwK5RXTI1NbWwsMjPz9cckcvlFRUV5PLQzc3N3t7+2LFjKpWKvBoTEwMA48aNI09jY2P9/PxsbGyuXr36lLW32dnZSUlJS5cufWSdPkKIpLbo2QYbGho6OjpIGwwICKDRaGQ6KCEQCOh0+ujRowEgISGBTPMmSCHkxLCwMLVavX//fvKSWq0+dOgQj8fz8/Prj2+FnhNt69atuq6DQTh16lRcXNylS5eys7OZTCZpP87Ozo2NjUeOHLl//76xsXFxcfH7779/7dq1b775xsPDg0KhcLncvXv3ZmVliUSi48eP//Of/5w+ffqWLVsoFMrHH3+8bt06c3PzN9988+bNm1euXLly5Uptba2XlxcAbN269datWyUlJb/88ktkZKSrq+uRI0d6ptJ43N69e8+fP5+enl5QUGBkZHT9+nUbGxtra+t++gMh1Me+//778+fPX7x4kfwPz87O5vF4Li4uly5d+vXXX1UqFY1Gu379+tq1a9va2g4cOGBra2tmZtbS0rJv377Kysrm5uZdu3aRBjVv3jy1Wr1ixYpt27bRaLSmpqazZ8++99575ubme/bsMTY2dnR0vHv37oEDB7q6upqbmz/99NPk5ORvv/2WzCn9Pb/99ltsbKzmV6KwsFClUmmSAKA+pNvVG4bj//7v/1z+19dff61Wq5VK5cGDB318fDgcjomJyeTJkx9ZP/Tzzz/7+PhYWFi4urp++OGHIpGIHPf393d5zJIlS9RqtVwuX79+vaurq4WFhaen56ZNm9ra2v6whpMmTXqktKSkpD74SyCkG483meTkZLVa3dXV9dlnn3l5ebHZbC6XGxoaKhQKNWcpFIpt27Z5eHhYWFiMHDnym2++IXkqyImbNm1ydXVlMBi2traLFi0qKyvTnCgWizdv3kyaoa+vb1RU1B/W8O23336khjt27ND2nwE9AUXdY1kMQgghZGhw0AghhJBBw0CIEELIoGEgRAghZNAwECKEEDJoGAgRQggZNAyECCGEDBoGQoQQQgYNAyFCCCGDhoEQIYSQQcNAiBBCyKBhIEQIIWTQMBAihBAyaBgIEUIIGTQMhAghhAza/wNUwHkcJqaT8gAAAo96VFh0cmRraXRQS0wgcmRraXQgMjAyMy4wOS40AAB4nHu/b+09BiDgZ0AATSDWAuIGRjYGBSDNAqU4GDSAFDMTmwOYZmGH0MwwPjrNzoAmD+YzQcWZmOHyEBphPtRWHMYSkGYEm8LIOFhobgZGBgZxBgYJBgZJBkYmBkYpBkZpoO8VmDkzmJhZElhYM5hY2RJYeRTY2DOY2GQY2DkU2DkTOGQZOOQYOLkUuLg1mHl4FXjkGXj5NJh4+Rn4BRj4FRj4FRkExBIEBDOYBIUSBJUYhIQZhEQymISVGYRVGIRVGUREE0TUGETFMphE1RnENBhEmICuYWNmYWVj52QTFBIRFRMQ/wZ0GSM81o3f9hxQ1W4+AOJMlZx9QHqeFpj9zXXlgeun5+4Hsd8v6TjQf4V9H4jNs974wIa0d2D2n5tP9hvlK9mD2IeO8h34E8ziAGJPScg50LlYEsxeE9NyYGd0KZgdeHHagXOly8Dqd807euCFyEUwWznnywGmLb/B7KSJy/b9SZxlB2J37De0P5K5GSz+ZUeDnVCuKdicLVxcDqtOdYDF25amO8iH24DZqv8bHeZ3GoHd3Hdmg8Orx80Q9//Y56C6Shbix9yLDluv9tmC2MaOhx12xx4A6z1VPMXh6p9XYLaZkt2B9r+ZYPXeJ3cdaA+fCGYvaqw9YMu+Ecxe8/XEgfvf3MDsn1VRByJc+cDsdPbZ++fv8QK707Pc/YDeo7lgtqjW5gOLQ1vB7NeXPtg+vD4B7DbHKHkHdQYlsLhf2Uv756tPgsPWeo+Tg6jYM7Aa9qtvHBIDGcHm35CZ6PCCyQrMDlQ96xCSVAlm18syOP451gbWa/XosUPDdDWwmRnubQ6zzALBbDEAyJfDOwUPVvEAAAOYelRYdE1PTCByZGtpdCAyMDIzLjA5LjQAAHicfVbLbiQ3DLz7K/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+eJHG10NQAAAoh6VFh0U01JTEVTIHJka2l0IDIwMjMuMDkuNAAAeJxlkr1uWzEMhV+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/w1K3nKD/KgRgQAAApR6VFh0cmRraXRQS0wxIHJka2l0IDIwMjMuMDkuNAAAeJx7v2/tPQYg4GdAAE0g1gLiBkY2BgUgzQKlOBg0gBQzE5sDmGZhh9DMMD46zc6AJg/mM0HFmZjh8hAaYT7UVhzGIozDqowRbAoj42ChuRkYGRjEGRgkGBgkGRiZGBilGBilgb5XYObMYGJmSWBhzWBiZUtg5VFgY89gYpNhYOdQYOdM4JBl4JBj4ORS4OLWYObhVeCRZ+Dl02Di5WfgF2DgV2DgV2QQEEsQEMxgEhRKEFRiEBLOYBJSZhAWYRAWTRBRYRBRZRBRYxAVy2ASVWcQ02AQYQK6ho2ZhZWNnZNNUEhYVExA/BvQZYzwWDd+23NAVbv5AIgzVXL2Ael5WmD2N9eVB66fnrsfxH6/pONA/xX2fSA2z3rjAxvS3oHZf24+2W+Ur2QPYh86ynfgTzCLA4g9JSHnQOdiSTB7TUzLgZ3RpWB24MVpB86VLgOr3zXv6IEXIhfBbOWcLweYtvwGs5MmLtv3J3GWHYjdsd/Q/kjmZrD4lx0NdkK5pmBztnBxOaw61QEWb1ua7iAfbgNmq/5vdJjfaQR2c9+ZDQ6vHjeD2VNzLzpsvdpnC2LXyzI4/jnWBna/seNhh92xB8B6TxVPcbj65xWYbaZkd6D9byY4HLxP7jrQHj4RzF7UWHvAln0jmL3m64kD97+5gdk/q6IORLjygdnp7LP3z9/jBXanZ7n7Ab1Hc8FsUa3NBxaHtoLZry99sH14fQLYbY5R8g7qDEpgcb+yl/bPV58Eu816j5ODqNgzSPj/2OegukoWbH5SIavj0+aZYHeaT/7qkPz8DliNcYu446aFEmC21aPHDg3T1cBmZri3OcwyCwSzxQCCr8QbPZQZJAAAA5t6VFh0TU9MMSByZGtpdCAyMDIzLjA5LjQAAHicfVbLbiQ3DLz7K/QDI4gPSeTRj8V6EXgMJE7+Iff8P7aottW9WCJjH1qcapLFIqkhG9Ju9FDi8+fLH//+V/aHXx5gb//z7+7lH2mtPbyVeChP377/uJfnj8enL8vz+9/3j7+KUlHGO63Qr9jHj/e3LwuV53LTqk2893hCgEaztNrWp+w4fCBNh00pN65jdA/Ab0gp7+XWK5tPb+VGlYWnSYLUwyfPRqLl1ioJD82i93KPmNZm7x5IHX1whhzhk+o0BAf9OkR78wQ4A8hIrhmDXm1jDh4J0AIodbigSABqa6NlQI8kFSSGEBepJjI5403tID5JWqdCFYLqzGpJS6BRafZIjkAn+GRIjugTANDBsfoYKpQhJZCtCndhA0Aadc5KRCEQSugq+J7AnKB6BuzQvFXupMgYOolO4wwY8nClPrwJPLZhw1KPIQ+KTg5P+H5Kn00zYMiDvh0c6twi26mUxnYge+2sPldfNkHbZ/pw6DNqV/3ssfCZBeeQx2Ce3CiC8xCWdHx4uSQMV4tS9sY2Mh3RMMFniMdMEErZTTMZWctrNDDImNjq0D4wvhm0B7TD10Sm0XldySWrO5rsNXz5oAYieAlNEpkk0BnQgfF1N4+XqJmRZVA7vCoJGnmNHbOnHYJGe11Lg4iGoAVoTAxmtmfa4ZSiKQdqhgHNa4oxWPy7m9kEEm/k3SQMJPYQ5u3YXSTULaMkAiSWgcGn4qFj5ntWfAmdoCP6E9rG3LmYp2mGTFKb8hRfS8xn19RnqNQh0gShKKcO6ZT6DJGsCkbXYtOQR5UyYEiE9TGV0dURnLtR1ngSCjlCOoQJQt0Hp3eGtuWT0EBjoEajsXsKDIEgy+FIMEbmPcvy2/3ll/vruNGe3u8v540Wf3xeW+uo5+W0zv28gtZ5nBcNTkXO2ySOPM9LY53tvBsILrd3hz94vC76MOxoqCdOZUfDnlLE2O4p0kPMHZ/i9Vl2PIr8JobkslAJWZxntHdkdd2PhLzkugaXYf8q4FW0SO6y1iRypbOMq44wbqosh0VOjEa1QX/T5cg2LJtw3GEr502Z52GRzZnt03LGirqCGW/MoRxe3ZWRKG2Q3aWQlbNhrC4zq8Gfr8NJYZGdoawOiBpchk2XZTOV1QYo0mYh9mk58/FPy85HI2cU8mShq/fQA+cgRM4ore7o0fHX/o7z1689PD/8BIWp53LWPq2nAAACinpUWHRTTUlMRVMxIHJka2l0IDIwMjMuMDkuNAAAeJxVkr1uHDEMhF8lQJozsBb4I5EijVRuXJ3TGy6CQ8rEQeDSD5+RzsAxxS4kLmf0DbUvT68XvpzOp5en17v1XE6PX894Pz/u0n6V5Xp+X/j8Wf/2XD8up6vHp9P/us8y4/3l43TPTZjZDm1s7nY83EsTpSmHNDI3RUWbhWqg0omMUemN1ZShmqouuwcuZkdvaJ3LZ7QRcwYq+OBb5Kw0Dm5K1FfFGvvAEdxMtQ9UHCuczS3Mum6ROLEe94QjxbZsNJnhcSx4FZ+7bXabfoDebMT2Fo9AE8hozitjZ0XGFVEkrrpOGuPAgiJIdv5wmn0Jbey0AymdfDWNznEdSRgTmpBShXXrJiHNIu0QyiLl5hOghFR90MKipgLFRE2Jh6CGZBjDjsPKY1csuuIbA4/X8KjJ4M6MO5jaV2RpPGx1kE3b+z4xbzQMZcEFcJuiIYtHQ3ERDwjE0dfRrsNB/4DUJn21WHhnWT3UxfuC8fCBO0FC6eGrQophrUqYwxCRu+nAiAyDwRLOtIwUstmIfJ8upqK+Koo0E8gcoTgdl+1dZJ8lY8InYBhIB9UIE/ZlzcTOUA2S9WN5YwzcEdRIVwTT4PUPTR1zZ2JIBf+m2Aw77o4f72+/vv99+5PU1vL89v4Tf1DybWcpt42n3jYzexFFjttOKe22i/Tbhiln2XFGkSVXjuTCwckFRCy5oIgnFxhKLjAC20IjPbnwyEguQPhYgEZKAWJJKUTKKQWJNaUgcU8pSAyrOiBYFSaFts4IQ69D8pQ6pZ5aqWZqpRqplSpS66AotVCppVYq3G+lgnOdFKcWKoVzoRLJXqg6ffwDWWZzCfrS4zsAAAAASUVORK5CYII=", + "text/plain": [ + "" ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "metadata": { - "accelerator": "GPU", + ], + "source": [ + "# Display all the atom mappings\n", + "jnk1_edges = [edge for edge in jnk1_network.edges]\n", + "for edge in jnk1_edges:\n", + " display(edge)" + ] + }, + { + "cell_type": "markdown", + "id": "8e119e3e", + "metadata": { + "id": "8e119e3e" + }, + "source": [ + "### Storing the network\n", + "\n", + "Created networks can easily be converted to (and also loaded from) as a GraphML representation.\n", + "\n", + "This can allow users of OpenFE to store the network to disk for later use." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "0be4c1f4", + "metadata": { + "id": "0be4c1f4" + }, + "outputs": [], + "source": [ + "# Convert to graphml\n", + "with open(\"network_store.graphml\", \"w\") as writer:\n", + " writer.write(network.to_graphml())" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5ebec1d5", + "metadata": { + "id": "5ebec1d5" + }, + "outputs": [], + "source": [ + "from openfe.setup import LigandNetwork\n", + "\n", + "# load a new network from this graphml representation\n", + "with open('network_store.graphml', 'r') as file:\n", + " network_data = file.read()\n", + "\n", + "new_network = LigandNetwork.from_graphml(network_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "05b277f8", + "metadata": { "colab": { - "gpuType": "T4", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.10" + "base_uri": "https://localhost:8080/" + }, + "id": "05b277f8", + "outputId": "2bd39d43-c089-45a3-bb5f-adea9efe2a02" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "edge 0 molecule 1: benzene\n", + "edge 0 molecule 2: anisole\n", + "edge 0 mapping: {0: 5, 1: 6, 2: 7, 3: 8, 4: 9, 5: 10, 6: 11, 7: 12, 8: 13, 9: 14, 11: 15}\n" + ] + } + ], + "source": [ + "edges = [edge for edge in new_network.edges]\n", + "print(f\"edge 0 molecule 1: {edges[0].componentA.name}\")\n", + "print(f\"edge 0 molecule 2: {edges[0].componentB.name}\")\n", + "print(f\"edge 0 mapping: {edges[0].componentA_to_componentB}\")" + ] + }, + { + "cell_type": "markdown", + "id": "ac41ea4d", + "metadata": { + "id": "ac41ea4d" + }, + "source": [ + "### The OpenFE CLI\n", + "\n", + "The OpenFE toolkit also has a command line interface which we plan to add several convenience methods to.\n", + "\n", + "For now functionality is limited to atom mapping, but it will be expanded upon as the project grows." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "eecd0fea", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eecd0fea", + "outputId": "c64ee46e-aada-49f0-f8e7-05c3aaa48b9d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Usage: openfe [OPTIONS] COMMAND [ARGS]...\n", + "\n", + " This is the command line tool to provide easy access to functionality from\n", + " the OpenFE Python library.\n", + "\n", + "Options:\n", + " --version Show the version and exit.\n", + " --log PATH logging configuration file\n", + " -h, --help Show this message and exit.\n", + "\n", + "Network Planning Commands:\n", + " plan-rbfe-network Plan a relative binding free energy network, saved as\n", + " JSON files for the quickrun command.\n", + " view-ligand-network Visualize a ligand network\n", + " plan-rhfe-network Plan a relative hydration free energy network, saved as\n", + " JSON files for the quickrun command.\n", + "\n", + "Quickrun Executor Commands:\n", + " quickrun Run a given transformation, saved as a JSON file\n", + " gather Gather result jsons for network of RFE results into a TSV file\n", + "\n", + "Miscellaneous Commands:\n", + " fetch Fetch tutorial or other resource.\n", + " test Run the OpenFE test suite\n", + "\u001b[0m" + ] + } + ], + "source": [ + "# Call help on the OpenFE CLI\n", + "!openfe --help" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "363f9691", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "363f9691", + "outputId": "b20a66f8-c14f-490e-d761-3b5c01677c13" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{0: 5, 1: 6, 2: 7, 3: 8, 4: 9, 5: 10, 6: 11, 7: 12, 8: 13, 9: 14, 10: 4, 11: 15}\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": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "3b0dc398", + "outputId": "cec53cce-2f7a-4e0c-98af-fb31cc57c62d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0m" + ] + }, + { + "data": { + "image/png": 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", + "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": { + "id": "5d609a0a" + }, + "source": [ + "## 3. Running a Relative Ligand Binding Free Energy Calculation" + ] + }, + { + "cell_type": "markdown", + "id": "d795f993", + "metadata": { + "id": "d795f993" + }, + "source": [ + "Now that we have a set of atom mappings defined, we know which atoms should\n", + "undergo alchemical transformations to capture the free energy cost of\n", + "transforming from one ligand to another.\n", + "\n", + "To simulate this transformation we use the equilibrium RBFE protocol\n", + "implemented in OpenFE. This uses OpenMM to run a Perses-like relative\n", + "ligand binding free energy calculation using a single topology approach.\n", + "\n", + "To achieve this simulation, the following steps need to happen:\n", + "\n", + "1. Create OpenMM systems of both end states\n", + "\n", + "\n", + "2. Create a hybrid topology based on these defined endstates\n", + "\n", + "\n", + "3. Set an appropriate Lambda schedule\n", + "\n", + "\n", + "4. Set a MultiState reporter to write out appropriate coordinates and energies\n", + "\n", + "\n", + "5. Create an OpenMM sampler (in this case we will be using a replica exchange sampler)\n", + "\n", + "\n", + "6. Carry out the necessary simulation steps (minimization, equilibration, and production)\n", + "\n", + "\n", + "The `RelativeHybridTopologyProtocol` class in `openfe.protocols.openmm_rfe`\n", + "implements a means to achieve all the above with minimal intervention.\n", + "\n", + "Here we work through its usage for the benzene -> phenol binding free energy\n", + "test case. As this involves both a relative binding free energy in solvent\n", + "and complex phases, the `RelativeHybridTopologyProtocol` Protocol will\n", + "be used to build two separate `ProtocolDAG` (directed-acyclic-graph) classes, one for each phase.\n", + "These `DAG`s (which contain the necessary individual simulations), are then executed to yield\n", + "the desired free energy results.\n", + "\n", + "**Note: the underlying components used for the creation of OpenMM hybrid\n", + "topologies and samplers is still in flux, originating mostly from Perses.\n", + "Please consider these to be in beta.**" + ] + }, + { + "cell_type": "markdown", + "id": "cc80f3fb", + "metadata": { + "id": "cc80f3fb" + }, + "source": [ + "### Defining the ChemicalSystems\n", + "\n", + "`ChemicalSystems` are OpenFE containers which define the various components\n", + "which exist in a system of interest. You can consider these to be the nodes\n", + "along an alchemical network which are connected by edges which carry out\n", + "calculations along Alchemical states to get free energies.\n", + "\n", + "`ChemicalSystems` take in three different things:\n", + "\n", + "1. A dictionary of the chemical components (e.g. `SmallMoleculeComponent`,\n", + " `ProteinComponent`, `SolventComponent`) defining the system.\n", + "\n", + "\n", + "2. Box vectors (optional), defining the shape and size of the unit cell of the\n", + " system.\n", + "\n", + "\n", + "3. An identifier name (optional), for the `ChemicalSystem`. This is used as part\n", + " of the hash identifier of the `ChemicalSystem`, and can help distinguish between\n", + " otherwise comparable systems." + ] + }, + { + "cell_type": "markdown", + "id": "f5506f1a", + "metadata": { + "id": "f5506f1a" + }, + "source": [ + "In the case of a relative ligand binding free energy calculation for benzene -> phenol,\n", + "four `ChemicalSystems` must be defined:\n", + "\n", + "1. Benzene in complex with T4 lysozyme in a box of water\n", + "\n", + "\n", + "2. Phenol in complex with T4 lysozyme in a box of water\n", + "\n", + "\n", + "3. Benzene in a box of water\n", + "\n", + "\n", + "4. Phenol in a box of water\n", + "\n", + "\n", + "Here we will be passing the previously defined `SmallMoleculeComponents` for benzene\n", + "and phenol. We will also pass a `ProteinComponent` generated from the PDB file\n", + "present under `inputs/181L_mod_capped_protonated.pdb`. Finally, instead of passing\n", + "in a specific box of water, we will define a `SolventComponent` which will contain\n", + "the necessary information for OpenMM's `Modeller` class to add water and 0.15 M NaCl\n", + "around the solute when creating the OpenMM simulation objects." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "0b6c9ec3", + "metadata": { + "id": "0b6c9ec3" + }, + "outputs": [], + "source": [ + "# First let's define the Protein and Solvent Components which we will be using\n", + "from openfe import SolventComponent, ProteinComponent\n", + "from openff.units import unit\n", + "\n", + "protein = ProteinComponent.from_pdb_file('inputs/181L_mod_capped_protonated.pdb')\n", + "\n", + "# Note: the distance from the solute to add water is not defined here but in the\n", + "# the relevant RBFE solver method\n", + "solvent = SolventComponent(positive_ion='Na', negative_ion='Cl',\n", + " neutralize=True, ion_concentration=0.15*unit.molar)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "8c6d6504", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 317 + }, + "id": "8c6d6504", + "outputId": "47026705-938a-4e62-f1af-66e9c50334aa" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Extract the relevant edge for the benzene -> phenol transform in the radial graph\n", + "benz_to_phenol = [edge for edge in network.edges if edge.componentB.name == \"phenol\"][0]\n", + "\n", + "benz_to_phenol" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "23b778d6", + "metadata": { + "id": "23b778d6" + }, + "outputs": [], + "source": [ + "# Let's create the four ChemicalSystems\n", + "from openfe import ChemicalSystem\n", + "\n", + "benzene_complex = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", + " 'solvent': solvent,\n", + " 'protein': protein,})\n", + "benzene_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentA,\n", + " 'solvent': solvent,})\n", + "\n", + "phenol_complex = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", + " 'solvent': solvent,\n", + " 'protein': protein,})\n", + "phenol_solvent = ChemicalSystem({'ligand': benz_to_phenol.componentB,\n", + " 'solvent': solvent,})" + ] + }, + { + "cell_type": "markdown", + "id": "fdfc694f", + "metadata": { + "id": "fdfc694f" + }, + "source": [ + "### Defining the RBFE simulation settings\n", + "\n", + "There are various different parameters which can be set to determine\n", + "how the RBFE simulation will take place. To allow for maximum user flexibility, these are defined as a series of settings objects which control the following::\n", + "\n", + "1. `protocol_repeats`: The number of completely independent repeats of the entire sampling process.\n", + "\n", + "2. `simulation_settings`: Parameters controling the simulation plan and the alchemical sampler, including the number of minimization steps, lengths of equilibration and production runs, the sampler method (e.g. Hamiltonian replica exchange, `repex`), and the time interval at which to perform an analysis of the free energies.\n", + "\n", + "3. `output_settings`: Simulation output control settings, including the frequency to write a checkpoint file, the selection string for which part of the system to write coordinates for, and the paths to the trajectory and output structure storage files.\n", + "\n", + "4. `alchemical_settings`: Parameters controlling the creation of the hybrid topology system. This includes various parameters ranging from softcore parameters, through to whether or not to apply an explicit charge correction for systems with net charge changes.\n", + "\n", + "5. `engine_settings`: Parameters determining how the OpenMM engine will execute the simulation. This controls the compute platform which will be used to carry out the simulation.\n", + "\n", + "6. `integrator_settings`: Parameters controlling the `LangevinSplittingDynamicsMove` integrator used for simulation.\n", + "\n", + "7. `lambda_settings`: Lambda protocol settings, including number of lambda windows and lambda functions.\n", + "\n", + "8. `forcefield_settings`: Parameters to set up the force field with OpenMM Force Fields, including the general forcefields, the small molecule forcefield, the nonbonded method, and the nonbonded cutoff.\n", + "\n", + "9. `thermo_settings`: Settings for thermodynamic parameters, such as the temperature and the pressure of the system.\n", + "\n", + "10. `solvation_settings`: Settings for solvating the system, including the solvent model and the solvent padding.\n", + "\n", + "11. `partial_charge_settings`: Settings for assigning partial charges to small molecules, including the partial charge method (e.g. `am1bcc`) and the openff toolkit backend (e.g. `ambertools` or `openeye`).\n", + "\n", + "\n", + "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": "markdown", + "id": "a93d4daf", + "metadata": { + "id": "a93d4daf" + }, + "source": [ + "The `RelativeHybridTopologyProtocol` class can directly populate the above set of default\n", + "settings through its `default_settings` method." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "2da2945b", + "metadata": { + "id": "2da2945b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'alchemical_settings': {'endstate_dispersion_correction': False,\n", + " 'explicit_charge_correction': False,\n", + " 'explicit_charge_correction_cutoff': ,\n", + " 'softcore_LJ': 'gapsys',\n", + " 'softcore_alpha': 0.85,\n", + " 'turn_off_core_unique_exceptions': False,\n", + " 'use_dispersion_correction': False},\n", + " 'engine_settings': {'compute_platform': None},\n", + " 'forcefield_settings': {'constraints': 'hbonds',\n", + " 'forcefields': ['amber/ff14SB.xml',\n", + " 'amber/tip3p_standard.xml',\n", + " 'amber/tip3p_HFE_multivalent.xml',\n", + " 'amber/phosaa10.xml'],\n", + " 'hydrogen_mass': 3.0,\n", + " 'nonbonded_cutoff': ,\n", + " 'nonbonded_method': 'PME',\n", + " 'rigid_water': True,\n", + " 'small_molecule_forcefield': 'openff-2.0.0'},\n", + " 'integrator_settings': {'barostat_frequency': ,\n", + " 'constraint_tolerance': 1e-06,\n", + " 'langevin_collision_rate': ,\n", + " 'n_restart_attempts': 20,\n", + " 'reassign_velocities': False,\n", + " 'remove_com': False,\n", + " 'timestep': },\n", + " 'lambda_settings': {'lambda_functions': 'default', 'lambda_windows': 11},\n", + " 'output_settings': {'checkpoint_interval': ,\n", + " 'checkpoint_storage_filename': 'checkpoint.chk',\n", + " 'forcefield_cache': 'db.json',\n", + " 'output_filename': 'simulation.nc',\n", + " 'output_indices': 'not water',\n", + " 'output_structure': 'hybrid_system.pdb'},\n", + " 'partial_charge_settings': {'nagl_model': None,\n", + " 'number_of_conformers': None,\n", + " 'off_toolkit_backend': 'ambertools',\n", + " 'partial_charge_method': 'am1bcc'},\n", + " 'protocol_repeats': 3,\n", + " 'simulation_settings': {'early_termination_target_error': ,\n", + " 'equilibration_length': ,\n", + " 'minimization_steps': 5000,\n", + " 'n_replicas': 11,\n", + " 'production_length': ,\n", + " 'real_time_analysis_interval': ,\n", + " 'real_time_analysis_minimum_time': ,\n", + " 'sampler_method': 'repex',\n", + " 'sams_flatness_criteria': 'logZ-flatness',\n", + " 'sams_gamma0': 1.0,\n", + " 'time_per_iteration': },\n", + " 'solvation_settings': {'solvent_model': 'tip3p',\n", + " 'solvent_padding': },\n", + " 'thermo_settings': {'ph': None,\n", + " 'pressure': ,\n", + " 'redox_potential': None,\n", + " 'temperature': }}\n" + ] + } + ], + "source": [ + "from openfe.protocols.openmm_rfe import RelativeHybridTopologyProtocol\n", + "from pprint import pprint\n", + "\n", + "rbfe_settings = RelativeHybridTopologyProtocol.default_settings()\n", + "pprint(rbfe_settings.dict())" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "85b38150", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "85b38150", + "outputId": "ebda0606-2d74-406c-e430-911c057d05fb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'early_termination_target_error': ,\n", + " 'equilibration_length': ,\n", + " 'minimization_steps': 5000,\n", + " 'n_replicas': 11,\n", + " 'production_length': ,\n", + " 'real_time_analysis_interval': ,\n", + " 'real_time_analysis_minimum_time': ,\n", + " 'sampler_method': 'repex',\n", + " 'sams_flatness_criteria': 'logZ-flatness',\n", + " 'sams_gamma0': 1.0,\n", + " 'time_per_iteration': }\n" + ] } + ], + "source": [ + "from pprint import pp\n", + "from openff.units import unit\n", + "\n", + "# Parameters can be overriden after creation\n", + "# In this case, we'll reduce the equilibration length to 0.01 * nanosecond\n", + "# and the production to 0.05 * nanosecond in order to reduce the costs of\n", + "# running this notebook (in practice values of 2 and 5 nanoseconds\n", + "# respectively would be most appropriate)\n", + "\n", + "rbfe_settings.simulation_settings.equilibration_length = 10 * unit.picosecond\n", + "rbfe_settings.simulation_settings.production_length = 50 * unit.picosecond\n", + "\n", + "pprint(rbfe_settings.simulation_settings.dict())" + ] + }, + { + "cell_type": "markdown", + "id": "ab0eaea9", + "metadata": { + "id": "ab0eaea9" + }, + "source": [ + "### Creating the RelativeLigandTransform Protocol\n", + "\n", + "With the Settings inspected and adjusted, we can provide these to the Protocol.\n", + "This Protocol defines the procedure to estimate a free energy difference between two chemical systems,\n", + "with the details of the two end states yet to be defined." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "d1829ab6", + "metadata": { + "id": "d1829ab6" + }, + "outputs": [], + "source": [ + "# Create RBFE Protocol class\n", + "rbfe_transform = RelativeHybridTopologyProtocol(\n", + " settings=rbfe_settings\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "ca881bbc-435e-43e0-ad9c-a873c8707371", + "metadata": { + "id": "76514e28" + }, + "source": [ + "### Creating the Protocol DAGs\n", + "\n", + "With the **method** we will be applying (the `Protocol`) defined, we can move onto applying to the alchemical transformation of interest.\n", + "\n", + "The `Protocol.create()` method requires as input:\n", + "- the two `ChemicalSystem` objects defining either end of the alchemical transformation\n", + "- a mapping between the two systems, as a dict\n", + "\n", + "This creates a directed-acyclic-graph (DAG) of computational tasks necessary for creating an estimate of the free energy difference between the two chemical systems.\n", + "\n", + "As previously detailed, we create two sets of simulations, defining\n", + "both the complex and solvent transformations." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c1c63d13-d2a0-4eda-b731-9a353020328b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LigandAtomMapping(componentA=SmallMoleculeComponent(name=benzene), componentB=SmallMoleculeComponent(name=phenol), componentA_to_componentB={0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8, 9: 9, 11: 11}, annotations={})\n" + ] + } + ], + "source": [ + "print(benz_to_phenol)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "b3237be8", + "metadata": { + "id": "b3237be8" + }, + "outputs": [], + "source": [ + "complex_dag = rbfe_transform.create(\n", + " stateA=benzene_complex, stateB=phenol_complex,\n", + " mapping=benz_to_phenol,\n", + ")\n", + "\n", + "solvent_dag = rbfe_transform.create(\n", + " stateA=benzene_solvent, stateB=phenol_solvent,\n", + " mapping=benz_to_phenol,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "ddf51710", + "metadata": { + "id": "ddf51710" + }, + "source": [ + "The individual pieces of computational work are called `Unit`s. In this particular Protocol, the Units defined are three independent repeats of the alchemical transformation.\n", + "\n", + "For other Protocols, for example non-equilibrium sampling routines, there might be dependencies between the tasks." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "dd35cb04", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dd35cb04", + "outputId": "aa3008b0-6286-46c0-aba2-868bd6422939" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 2 generation 0),\n", + " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 1 generation 0),\n", + " RelativeHybridTopologyProtocolUnit(benzene to phenol repeat 0 generation 0)]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(complex_dag.protocol_units)" + ] + }, + { + "cell_type": "markdown", + "id": "7f5c142d", + "metadata": { + "id": "7f5c142d" + }, + "source": [ + "### Simulating the RelativeLigandTransforms\n", + "\n", + "Individual Units can then be executed by calling the `.execute()` method.\n", + "\n", + "In the first instance we do a dry-run (which does everything but\n", + "starting the simulation) to make sure that the\n", + "hybrid openmm system can be constructed without any issues.\n", + "Note: A successful call to `.run()` will return an empty Dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "981cde0c", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "981cde0c", + "outputId": "812389bc-3730-416b-8154-79e0e1fb4346" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:\tPreparing the hybrid topology simulation\n", + "INFO:\tParameterizing molecules\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tCreating hybrid system\n", + "INFO:\tSetting force field terms\n", + "INFO:\tAdding forces\n", + "INFO:\tHybrid system created\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "/home/hannah/mambaforge/envs/openfe_dev/lib/python3.11/site-packages/mdtraj/core/topology.py:91: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn('atom_indices are not monotonically increasing')\n", + "INFO:\tCreating and setting up the sampler\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "data": { + "text/plain": [ + "{'debug': {'sampler': }}" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# complex dry-run\n", + "complex_unit = list(complex_dag.protocol_units)[0]\n", + "\n", + "complex_unit.run(dry=True, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "77accb06", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "77accb06", + "outputId": "e0b977c0-7e72-4a49-d3ea-eb0cdb85ed5d" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:\tPreparing the hybrid topology simulation\n", + "INFO:\tParameterizing molecules\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tCreating hybrid system\n", + "INFO:\tSetting force field terms\n", + "INFO:\tAdding forces\n", + "INFO:\tHybrid system created\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "/home/hannah/mambaforge/envs/openfe_dev/lib/python3.11/site-packages/mdtraj/core/topology.py:91: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn('atom_indices are not monotonically increasing')\n", + "INFO:\tCreating and setting up the sampler\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Please cite the following:\n", + "\n", + " Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processing unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209\n", + " Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27\n", + " Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413\n", + " Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. DOI: 10.1021/ct900463w\n", + " Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. DOI:10.1063/1.3660669\n", + " \n" + ] + }, + { + "data": { + "text/plain": [ + "{'debug': {'sampler': }}" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# solvent dry-run\n", + "solvent_unit = list(solvent_dag.protocol_units)[0]\n", + "\n", + "solvent_unit.run(dry=True, verbose=True)" + ] + }, + { + "cell_type": "markdown", + "id": "be9629de", + "metadata": { + "id": "be9629de" + }, + "source": [ + "### Executing the simulations.\n", + "\n", + "The complex and solvent DAGs each contain many invdividual jobs. For convenience we can execute them sequentially in this notebook using the `gufe.protocols.execute` function.\n", + "\n", + "In a more realistic (expansive) situation we would farm off the individual jobs to a HPC cluster or cloud compute service so they could be executed in parallel.\n", + "\n", + "**Note: we use the `shared_basedir` and `scratch_basedir` argument of `execute_DAG` in order to set the directory where the simulation files are written to**" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "9abc4787", + "metadata": { + "id": "9abc4787" + }, + "outputs": [], + "source": [ + "from gufe.protocols import execute_DAG\n", + "import pathlib" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "106ec948", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "106ec948", + "outputId": "45b4589f-2553-40d8-e132-d9460fbd9ea3", + "scrolled": true, + "tags": [ + "nbval-skip" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:\tSYSTEM CONFIG DETAILS:\n", + "INFO:\thostname: 'beast'\n", + "INFO:\tGPU: uuid='GPU-7ca18861-0aa7-302a-b413-9a48a3479dde' NVIDIA GeForce RTX 4070 Ti mode=Default\n", + "INFO:\tMemory used: 3.1G (6.2%)\n", + "INFO:\tcomplex/scratch_RelativeHybridTopologyProtocolUnit-021ba9e75a724ff6b506122cbb3e91d5_attempt_0: 4% full (837.5G free)\n", + "INFO:\tPreparing the hybrid topology simulation\n", + "INFO:\tParameterizing molecules\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tCreating hybrid system\n", + "INFO:\tSetting force field terms\n", + "INFO:\tAdding forces\n", + "INFO:\tHybrid system created\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "/home/hannah/mambaforge/envs/openfe_dev/lib/python3.11/site-packages/mdtraj/core/topology.py:91: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn('atom_indices are not monotonically increasing')\n", + "INFO:\tCreating and setting up the sampler\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\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:\tRunning minimization\n", + "INFO:\tRunning equilibration phase\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 2.050s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:18.450695, at Fri Feb 23 14:38:37 2024 (consuming total wall clock time 0:00:20.500772).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 1.315s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:13.462997, at Fri Feb 23 14:38:33 2024 (consuming total wall clock time 0:00:16.828747).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 1.321s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:10.937745, at Fri Feb 23 14:38:32 2024 (consuming total wall clock time 0:00:15.625350).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 1.324s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:09.018557, at Fri Feb 23 14:38:31 2024 (consuming total wall clock time 0:00:15.030928).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 1.330s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:07.342725, at Fri Feb 23 14:38:31 2024 (consuming total wall clock time 0:00:14.685450).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 1.327s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:05.780439, at Fri Feb 23 14:38:31 2024 (consuming total wall clock time 0:00:14.451097).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 1.331s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.286697, at Fri Feb 23 14:38:30 2024 (consuming total wall clock time 0:00:14.288988).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 1.325s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.831965, at Fri Feb 23 14:38:30 2024 (consuming total wall clock time 0:00:14.159826).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 1.329s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.406352, at Fri Feb 23 14:38:30 2024 (consuming total wall clock time 0:00:14.063524).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 1.336s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Fri Feb 23 14:38:30 2024 (consuming total wall clock time 0:00:13.993869).\n", + "INFO:\tRunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.647s.\n", + "INFO:\tEstimated completion in 0:01:20.743156, at 2024-Feb-23-14:39:53 (consuming total wall clock time 0:01:22.390976).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 2/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.496s.\n", + "INFO:\tEstimated completion in 0:01:15.491861, at 2024-Feb-23-14:39:49 (consuming total wall clock time 0:01:18.637356).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 3/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.498s.\n", + "INFO:\tEstimated completion in 0:01:12.773896, at 2024-Feb-23-14:39:48 (consuming total wall clock time 0:01:17.419039).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 4/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.499s.\n", + "INFO:\tEstimated completion in 0:01:10.674420, at 2024-Feb-23-14:39:47 (consuming total wall clock time 0:01:16.820022).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.497s.\n", + "INFO:\tEstimated completion in 0:01:08.797191, at 2024-Feb-23-14:39:47 (consuming total wall clock time 0:01:16.441324).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.503s.\n", + "INFO:\tEstimated completion in 0:01:07.086459, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:16.234613).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 7/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.498s.\n", + "INFO:\tEstimated completion in 0:01:05.405845, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:16.053308).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 8/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.506s.\n", + "INFO:\tEstimated completion in 0:01:03.813769, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.968772).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 9/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.497s.\n", + "INFO:\tEstimated completion in 0:01:02.199515, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.853067).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.499s.\n", + "INFO:\tEstimated completion in 0:01:00.616044, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.770055).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.504s.\n", + "INFO:\tEstimated completion in 0:00:59.064326, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.723495).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 12/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.504s.\n", + "INFO:\tEstimated completion in 0:00:57.521489, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.686170).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 13/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.503s.\n", + "INFO:\tEstimated completion in 0:00:55.980230, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.648960).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 14/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.503s.\n", + "INFO:\tEstimated completion in 0:00:54.444843, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.617838).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.504s.\n", + "INFO:\tEstimated completion in 0:00:52.915397, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.593424).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.506s.\n", + "INFO:\tEstimated completion in 0:00:51.393487, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.578658).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 17/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.505s.\n", + "INFO:\tEstimated completion in 0:00:49.870935, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.562023).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 18/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.507s.\n", + "INFO:\tEstimated completion in 0:00:48.354804, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.554381).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 19/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.503s.\n", + "INFO:\tEstimated completion in 0:00:46.832473, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.536247).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.506s.\n", + "INFO:\tEstimated completion in 0:00:45.316772, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.527954).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.509s.\n", + "INFO:\tEstimated completion in 0:00:43.805520, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.526759).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 22/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:42.298711, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.533412).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 23/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.507s.\n", + "INFO:\tEstimated completion in 0:00:40.785364, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.528452).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 24/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.511s.\n", + "INFO:\tEstimated completion in 0:00:39.276336, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.531416).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.507s.\n", + "INFO:\tEstimated completion in 0:00:37.763311, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.526621).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:36.255251, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.531772).\n", + 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"INFO:\tIteration took 1.507s.\n", + "INFO:\tEstimated completion in 0:00:31.723635, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.532464).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.509s.\n", + "INFO:\tEstimated completion in 0:00:30.212753, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.531882).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.513s.\n", + "INFO:\tEstimated completion in 0:00:28.704129, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.537181).\n", + 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"INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:24.177710, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.555345).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.513s.\n", + "INFO:\tEstimated completion in 0:00:22.667908, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.559692).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:21.157345, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.561948).\n", + 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"INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:16.625526, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.570571).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.511s.\n", + "INFO:\tEstimated completion in 0:00:15.114436, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.572182).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:13.603347, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.574151).\n", + 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"INFO:\tIteration took 1.513s.\n", + "INFO:\tEstimated completion in 0:00:09.071121, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.592673).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.524s.\n", + "INFO:\tEstimated completion in 0:00:07.560773, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.607731).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.518s.\n", + "INFO:\tEstimated completion in 0:00:06.049225, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.615309).\n", + 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"INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:01.512524, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.626208).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.516s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2024-Feb-23-14:39:46 (consuming total wall clock time 0:01:15.630815).\n", + "INFO:\tProduction phase complete\n", + "INFO:\tPost-simulation analysis of results\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tSYSTEM CONFIG DETAILS:\n", + "INFO:\thostname: 'beast'\n", + "INFO:\tGPU: uuid='GPU-7ca18861-0aa7-302a-b413-9a48a3479dde' NVIDIA GeForce RTX 4070 Ti mode=Default\n", + "INFO:\tMemory used: 3.6G (7.1%)\n", + "INFO:\tcomplex/scratch_RelativeHybridTopologyProtocolUnit-12842fe815f7400bb572ea0cfe67a300_attempt_0: 4% full (837.0G free)\n", + "INFO:\tPreparing the hybrid topology simulation\n", + "INFO:\tParameterizing molecules\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tCreating hybrid system\n", + "INFO:\tSetting force field terms\n", + "INFO:\tAdding forces\n", + "INFO:\tHybrid system created\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "/home/hannah/mambaforge/envs/openfe_dev/lib/python3.11/site-packages/mdtraj/core/topology.py:91: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn('atom_indices are not monotonically increasing')\n", + "INFO:\tCreating and setting up the sampler\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\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:\tRunning minimization\n", + "INFO:\tRunning equilibration phase\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 1.709s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:15.384760, at Fri Feb 23 14:42:11 2024 (consuming total wall clock time 0:00:17.094178).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 1.317s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:12.109181, at Fri Feb 23 14:42:09 2024 (consuming total wall clock time 0:00:15.136477).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 1.319s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:10.142573, at Fri Feb 23 14:42:09 2024 (consuming total wall clock time 0:00:14.489390).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 1.326s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.510132, at Fri Feb 23 14:42:09 2024 (consuming total wall clock time 0:00:14.183554).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 1.327s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:07.000862, at Fri Feb 23 14:42:08 2024 (consuming total wall clock time 0:00:14.001725).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 1.332s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:05.555518, at Fri Feb 23 14:42:08 2024 (consuming total wall clock time 0:00:13.888795).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 1.331s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.142268, at Fri Feb 23 14:42:08 2024 (consuming total wall clock time 0:00:13.807561).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 1.336s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.750387, at Fri Feb 23 14:42:08 2024 (consuming total wall clock time 0:00:13.751936).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 1.337s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.371027, at Fri Feb 23 14:42:08 2024 (consuming total wall clock time 0:00:13.710270).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 1.338s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Fri Feb 23 14:42:08 2024 (consuming total wall clock time 0:00:13.678291).\n", + "INFO:\tRunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.654s.\n", + "INFO:\tEstimated completion in 0:01:21.051832, at 2024-Feb-23-14:43:31 (consuming total wall clock time 0:01:22.705951).\n", + 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"INFO:\tIteration took 1.495s.\n", + "INFO:\tEstimated completion in 0:01:10.781688, at 2024-Feb-23-14:43:25 (consuming total wall clock time 0:01:16.936617).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.501s.\n", + "INFO:\tEstimated completion in 0:01:08.915058, at 2024-Feb-23-14:43:25 (consuming total wall clock time 0:01:16.572287).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.497s.\n", + "INFO:\tEstimated completion in 0:01:07.140378, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:16.295884).\n", + 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"INFO:\tIteration took 1.507s.\n", + "INFO:\tEstimated completion in 0:01:02.273888, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.943765).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.510s.\n", + "INFO:\tEstimated completion in 0:01:00.725098, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.906372).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.505s.\n", + "INFO:\tEstimated completion in 0:00:59.163632, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.850810).\n", + 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"INFO:\tIteration took 1.505s.\n", + "INFO:\tEstimated completion in 0:00:54.545130, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.757125).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.511s.\n", + "INFO:\tEstimated completion in 0:00:53.022413, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.746304).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.504s.\n", + "INFO:\tEstimated completion in 0:00:51.487361, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.716707).\n", + 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"INFO:\tIteration took 1.506s.\n", + "INFO:\tEstimated completion in 0:00:46.913601, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.667099).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:45.399620, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.666034).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.509s.\n", + "INFO:\tEstimated completion in 0:00:43.882584, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.659628).\n", + 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"INFO:\tIteration took 1.508s.\n", + "INFO:\tEstimated completion in 0:00:39.332246, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.638934).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.510s.\n", + "INFO:\tEstimated completion in 0:00:37.818266, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.636533).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.510s.\n", + "INFO:\tEstimated completion in 0:00:36.304388, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.634141).\n", + 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"INFO:\tIteration took 1.514s.\n", + "INFO:\tEstimated completion in 0:00:31.763791, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.628074).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:30.251631, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.629079).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.513s.\n", + "INFO:\tEstimated completion in 0:00:28.740129, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.631920).\n", + 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"INFO:\tIteration took 1.513s.\n", + "INFO:\tEstimated completion in 0:00:24.206604, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.645638).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.513s.\n", + "INFO:\tEstimated completion in 0:00:22.694309, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.647698).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.514s.\n", + "INFO:\tEstimated completion in 0:00:21.182170, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.650608).\n", + 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"INFO:\tIteration took 1.531s.\n", + "INFO:\tEstimated completion in 0:00:16.646943, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.667925).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.529s.\n", + "INFO:\tEstimated completion in 0:00:15.137855, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.689273).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.518s.\n", + "INFO:\tEstimated completion in 0:00:13.625341, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.696340).\n", + 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"INFO:\tIteration took 1.514s.\n", + "INFO:\tEstimated completion in 0:00:09.086085, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.717372).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.515s.\n", + "INFO:\tEstimated completion in 0:00:07.571913, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.719130).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.514s.\n", + "INFO:\tEstimated completion in 0:00:06.057608, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.720096).\n", + 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"INFO:\tIteration took 1.514s.\n", + "INFO:\tEstimated completion in 0:00:01.514480, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.724009).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.516s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2024-Feb-23-14:43:24 (consuming total wall clock time 0:01:15.726758).\n", + "INFO:\tProduction phase complete\n", + "INFO:\tPost-simulation analysis of results\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tSYSTEM CONFIG DETAILS:\n", + "INFO:\thostname: 'beast'\n", + "INFO:\tGPU: uuid='GPU-7ca18861-0aa7-302a-b413-9a48a3479dde' NVIDIA GeForce RTX 4070 Ti mode=Default\n", + "INFO:\tMemory used: 3.9G (7.5%)\n", + "INFO:\tcomplex/scratch_RelativeHybridTopologyProtocolUnit-c87ed11203c64e3a9e49f7d18bb16f03_attempt_0: 4% full (836.6G free)\n", + "INFO:\tPreparing the hybrid topology simulation\n", + "INFO:\tParameterizing molecules\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tCreating hybrid system\n", + "INFO:\tSetting force field terms\n", + "INFO:\tAdding forces\n", + "INFO:\tHybrid system created\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "/home/hannah/mambaforge/envs/openfe_dev/lib/python3.11/site-packages/mdtraj/core/topology.py:91: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn('atom_indices are not monotonically increasing')\n", + "INFO:\tCreating and setting up the sampler\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\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:\tRunning minimization\n", + "INFO:\tRunning equilibration phase\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 1.687s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:15.186863, at Fri Feb 23 14:45:41 2024 (consuming total wall clock time 0:00:16.874292).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 1.321s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:12.034927, at Fri Feb 23 14:45:39 2024 (consuming total wall clock time 0:00:15.043659).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 1.326s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:10.115407, at Fri Feb 23 14:45:39 2024 (consuming total wall clock time 0:00:14.450581).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 1.330s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:08.498115, at Fri Feb 23 14:45:38 2024 (consuming total wall clock time 0:00:14.163525).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 1.335s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:07.001139, at Fri Feb 23 14:45:38 2024 (consuming total wall clock time 0:00:14.002277).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 1.333s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:05.556790, at Fri Feb 23 14:45:38 2024 (consuming total wall clock time 0:00:13.891975).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 1.336s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.144927, at Fri Feb 23 14:45:38 2024 (consuming total wall clock time 0:00:13.816423).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 1.330s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.750672, at Fri Feb 23 14:45:38 2024 (consuming total wall clock time 0:00:13.753359).\n", + "INFO:\tEquilibration iteration 9/10\n", + "INFO:\tIteration took 1.334s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.370854, at Fri Feb 23 14:45:38 2024 (consuming total wall clock time 0:00:13.708544).\n", + "INFO:\tEquilibration iteration 10/10\n", + "INFO:\tIteration took 1.340s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00, at Fri Feb 23 14:45:38 2024 (consuming total wall clock time 0:00:13.678559).\n", + "INFO:\tRunning production phase\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 1/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.648s.\n", + "INFO:\tEstimated completion in 0:01:20.768811, at 2024-Feb-23-14:47:00 (consuming total wall clock time 0:01:22.417154).\n", + 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"INFO:\tIteration took 1.500s.\n", + "INFO:\tEstimated completion in 0:01:10.793971, at 2024-Feb-23-14:46:55 (consuming total wall clock time 0:01:16.949969).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 5/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.501s.\n", + "INFO:\tEstimated completion in 0:01:08.921961, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:16.579957).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 6/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.506s.\n", + "INFO:\tEstimated completion in 0:01:07.211586, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:16.376802).\n", + 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"INFO:\tIteration took 1.505s.\n", + "INFO:\tEstimated completion in 0:01:02.357675, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:16.045945).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 10/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.504s.\n", + "INFO:\tEstimated completion in 0:01:00.774023, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.967529).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 11/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.541s.\n", + "INFO:\tEstimated completion in 0:00:59.336422, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:16.072336).\n", + 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"INFO:\tIteration took 1.520s.\n", + "INFO:\tEstimated completion in 0:00:54.752197, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:16.044719).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 15/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.504s.\n", + "INFO:\tEstimated completion in 0:00:53.195854, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.994077).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 16/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.513s.\n", + "INFO:\tEstimated completion in 0:00:51.663553, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.975814).\n", + 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"INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:47.063610, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.909049).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 20/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.511s.\n", + "INFO:\tEstimated completion in 0:00:45.536654, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.894423).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 21/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.515s.\n", + "INFO:\tEstimated completion in 0:00:44.015807, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.889322).\n", + 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"INFO:\tIteration took 1.509s.\n", + "INFO:\tEstimated completion in 0:00:39.444063, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.853968).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 25/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.510s.\n", + "INFO:\tEstimated completion in 0:00:37.921275, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.842550).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 26/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.517s.\n", + "INFO:\tEstimated completion in 0:00:36.405869, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.845560).\n", + 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"INFO:\tIteration took 1.514s.\n", + "INFO:\tEstimated completion in 0:00:31.853199, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.840950).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 30/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.509s.\n", + "INFO:\tEstimated completion in 0:00:30.332231, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.830577).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 31/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.512s.\n", + "INFO:\tEstimated completion in 0:00:28.813218, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.824259).\n", + 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"INFO:\tIteration took 1.511s.\n", + "INFO:\tEstimated completion in 0:00:24.261025, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.815705).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 35/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.516s.\n", + "INFO:\tEstimated completion in 0:00:22.745001, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.816671).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 36/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.515s.\n", + "INFO:\tEstimated completion in 0:00:21.228565, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.816303).\n", + 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"INFO:\tIteration took 1.520s.\n", + "INFO:\tEstimated completion in 0:00:16.682046, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.827482).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.524s.\n", + "INFO:\tEstimated completion in 0:00:15.167535, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.837674).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.519s.\n", + "INFO:\tEstimated completion in 0:00:13.651625, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.842360).\n", + 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"INFO:\tIteration took 1.526s.\n", + "INFO:\tEstimated completion in 0:00:01.519028, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.951391).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 1.513s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2024-Feb-23-14:46:54 (consuming total wall clock time 0:01:15.947045).\n", + "INFO:\tProduction phase complete\n", + "INFO:\tPost-simulation analysis of results\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + } + ], + "source": [ + "# Finally we can run the simulations\n", + "complex_path = pathlib.Path('./complex')\n", + "complex_path.mkdir()\n", + "\n", + "# First the complex transformation\n", + "complex_dag_results = execute_DAG(complex_dag, scratch_basedir=complex_path, shared_basedir=complex_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "820aaf86", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "820aaf86", + "outputId": "244b6ea9-17b3-4f81-d03b-b424015a40dd", + "scrolled": true, + "tags": [ + "nbval-skip" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:\tSYSTEM CONFIG DETAILS:\n", + "INFO:\thostname: 'beast'\n", + "INFO:\tGPU: uuid='GPU-7ca18861-0aa7-302a-b413-9a48a3479dde' NVIDIA GeForce RTX 4070 Ti mode=Default\n", + "INFO:\tMemory used: 3.9G (7.5%)\n", + "INFO:\tsolvent/scratch_RelativeHybridTopologyProtocolUnit-e78939653dde47bb967deb840bf81cf7_attempt_0: 4% full (837.5G free)\n", + "INFO:\tPreparing the hybrid topology simulation\n", + "INFO:\tParameterizing molecules\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tCreating hybrid system\n", + "INFO:\tSetting force field terms\n", + "INFO:\tAdding forces\n", + "INFO:\tHybrid system created\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "/home/hannah/mambaforge/envs/openfe_dev/lib/python3.11/site-packages/mdtraj/core/topology.py:91: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn('atom_indices are not monotonically increasing')\n", + "INFO:\tCreating and setting up the sampler\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tRunning minimization\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:\tRunning equilibration phase\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 0.498s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:04.484926, at Fri Feb 23 14:47:11 2024 (consuming total wall clock time 0:00:04.983251).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 0.265s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:03.059072, at Fri Feb 23 14:47:10 2024 (consuming total wall clock time 0:00:03.823839).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 0.273s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.421645, at Fri Feb 23 14:47:10 2024 (consuming total wall clock time 0:00:03.459493).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 0.271s.\n", + "INFO:\tEstimated completion (of equilibration only) in 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"INFO:\tIteration took 0.275s.\n", + "INFO:\tEstimated completion in 0:00:01.673755, at 2024-Feb-23-14:47:23 (consuming total wall clock time 0:00:13.947956).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 45/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.276s.\n", + "INFO:\tEstimated completion in 0:00:01.394612, at 2024-Feb-23-14:47:23 (consuming total wall clock time 0:00:13.946120).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 46/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.276s.\n", + "INFO:\tEstimated completion in 0:00:01.115558, at 2024-Feb-23-14:47:23 (consuming total wall clock time 0:00:13.944471).\n", + 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"INFO:\tIteration took 0.277s.\n", + "INFO:\tEstimated completion in 0:00:00.278880, at 2024-Feb-23-14:47:23 (consuming total wall clock time 0:00:13.943978).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.275s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2024-Feb-23-14:47:23 (consuming total wall clock time 0:00:13.940940).\n", + "INFO:\tProduction phase complete\n", + "INFO:\tPost-simulation analysis of results\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tSYSTEM CONFIG DETAILS:\n", + "INFO:\thostname: 'beast'\n", + "INFO:\tGPU: uuid='GPU-7ca18861-0aa7-302a-b413-9a48a3479dde' NVIDIA GeForce RTX 4070 Ti mode=Default\n", + "INFO:\tMemory used: 4.0G (7.7%)\n", + "INFO:\tsolvent/scratch_RelativeHybridTopologyProtocolUnit-39aa53c2c54e45dda79fa4ee11932ec0_attempt_0: 4% full (837.4G free)\n", + "INFO:\tPreparing the hybrid topology simulation\n", + "INFO:\tParameterizing molecules\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tCreating hybrid system\n", + "INFO:\tSetting force field terms\n", + "INFO:\tAdding forces\n", + "INFO:\tHybrid system created\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "/home/hannah/mambaforge/envs/openfe_dev/lib/python3.11/site-packages/mdtraj/core/topology.py:91: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn('atom_indices are not monotonically increasing')\n", + "INFO:\tCreating and setting up the sampler\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tRunning minimization\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:\tRunning equilibration phase\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 0.322s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.895239, at Fri Feb 23 14:47:35 2024 (consuming total wall clock time 0:00:03.216932).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 0.266s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.354962, at Fri Feb 23 14:47:35 2024 (consuming total wall clock time 0:00:02.943703).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 0.263s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.988822, at Fri Feb 23 14:47:35 2024 (consuming total wall clock time 0:00:02.841175).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 0.265s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.676454, at Fri Feb 23 14:47:35 2024 (consuming total wall clock time 0:00:02.794089).\n", + "INFO:\tEquilibration iteration 5/10\n", + "INFO:\tIteration took 0.264s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.382362, at Fri Feb 23 14:47:35 2024 (consuming total wall clock time 0:00:02.764723).\n", + "INFO:\tEquilibration iteration 6/10\n", + "INFO:\tIteration took 0.266s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:01.099233, at Fri Feb 23 14:47:35 2024 (consuming total wall clock time 0:00:02.748082).\n", + "INFO:\tEquilibration iteration 7/10\n", + "INFO:\tIteration took 0.271s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00.823328, at Fri Feb 23 14:47:35 2024 (consuming total wall clock time 0:00:02.744426).\n", + "INFO:\tEquilibration iteration 8/10\n", + "INFO:\tIteration took 0.274s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:00.549033, at Fri Feb 23 14:47:35 2024 (consuming 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"INFO:\tIteration took 0.274s.\n", + "INFO:\tEstimated completion in 0:00:03.029791, at 2024-Feb-23-14:47:48 (consuming total wall clock time 0:00:13.771777).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 40/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.275s.\n", + "INFO:\tEstimated completion in 0:00:02.754495, at 2024-Feb-23-14:47:48 (consuming total wall clock time 0:00:13.772475).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 41/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.275s.\n", + "INFO:\tEstimated completion in 0:00:02.479184, at 2024-Feb-23-14:47:48 (consuming total wall clock time 0:00:13.773243).\n", + 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"INFO:\tIteration took 0.274s.\n", + "INFO:\tEstimated completion in 0:00:00.275702, at 2024-Feb-23-14:47:48 (consuming total wall clock time 0:00:13.785089).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.275s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2024-Feb-23-14:47:48 (consuming total wall clock time 0:00:13.785946).\n", + "INFO:\tProduction phase complete\n", + "INFO:\tPost-simulation analysis of results\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tSYSTEM CONFIG DETAILS:\n", + "INFO:\thostname: 'beast'\n", + "INFO:\tGPU: uuid='GPU-7ca18861-0aa7-302a-b413-9a48a3479dde' NVIDIA GeForce RTX 4070 Ti mode=Default\n", + "INFO:\tMemory used: 4.0G (7.7%)\n", + "INFO:\tsolvent/scratch_RelativeHybridTopologyProtocolUnit-cf845dc9d6724ebeaa551612f0e57391_attempt_0: 4% full (837.4G free)\n", + "INFO:\tPreparing the hybrid topology simulation\n", + "INFO:\tParameterizing molecules\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][O][c]1[c]([H])[c]([H])[c]([H])[c]([H])[c]1[H] using openff-2.0.0\n", + "INFO:\tCreating hybrid system\n", + "INFO:\tSetting force field terms\n", + "INFO:\tAdding forces\n", + "INFO:\tHybrid system created\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "/home/hannah/mambaforge/envs/openfe_dev/lib/python3.11/site-packages/mdtraj/core/topology.py:91: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn('atom_indices are not monotonically increasing')\n", + "INFO:\tCreating and setting up the sampler\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", + "INFO:\tRunning minimization\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:\tRunning equilibration phase\n", + "INFO:\tEquilibration iteration 1/10\n", + "INFO:\tIteration took 0.324s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.922475, at Fri Feb 23 14:48:00 2024 (consuming total wall clock time 0:00:03.247194).\n", + "INFO:\tEquilibration iteration 2/10\n", + "INFO:\tIteration took 0.267s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.367698, at Fri Feb 23 14:48:00 2024 (consuming total wall clock time 0:00:02.959622).\n", + "INFO:\tEquilibration iteration 3/10\n", + "INFO:\tIteration took 0.267s.\n", + "INFO:\tEstimated completion (of equilibration only) in 0:00:02.005912, at Fri Feb 23 14:48:00 2024 (consuming total wall clock time 0:00:02.865589).\n", + "INFO:\tEquilibration iteration 4/10\n", + "INFO:\tIteration took 0.267s.\n", + "INFO:\tEstimated completion (of equilibration only) in 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"INFO:\tIteration took 0.277s.\n", + "INFO:\tEstimated completion in 0:00:00.277411, at 2024-Feb-23-14:48:14 (consuming total wall clock time 0:00:13.870567).\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration 50/50\n", + "INFO:\t********************************************************************************\n", + "INFO:\tIteration took 0.276s.\n", + "INFO:\tEstimated completion in 0:00:00, at 2024-Feb-23-14:48:14 (consuming total wall clock time 0:00:13.870145).\n", + "INFO:\tProduction phase complete\n", + "INFO:\tPost-simulation analysis of results\n", + "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n" + ] + } + ], + "source": [ + "# Next the solvent state transformation\n", + "solvent_path = pathlib.Path('./solvent')\n", + "solvent_path.mkdir()\n", + "\n", + "solvent_dag_results = execute_DAG(solvent_dag, scratch_basedir=solvent_path, shared_basedir=solvent_path)" + ] + }, + { + "cell_type": "markdown", + "id": "e07d1e29", + "metadata": { + "id": "e07d1e29" + }, + "source": [ + "## 4. Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "2accbbd1", + "metadata": { + "id": "2accbbd1" + }, + "source": [ + "Finally now that we've run our simulations, let's go ahead and gather the free\n", + "energies for both phases.\n", + "\n", + "This can be achieved by passing the results of executing the DAGs calling the `gather()` methods of `RelativeLigandTransform`.\n", + "This takes a **list** of completed DAG results, catering for when simulations have been extended." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "fd1332db", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fd1332db", + "outputId": "5b7d8379-d10d-4bf7-eb32-527998843e91", + "tags": [ + "nbval-skip" + ] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Complex dG: 3.7351953809232703 kilocalorie_per_mole, err 0.10340360099413659 kilocalorie_per_mole\n", + "Solvent dG: 1.0288482528700544 kilocalorie_per_mole, err 0.23196273582173413 kilocalorie_per_mole\n" + ] + } + ], + "source": [ + "# Get the complex and solvent results\n", + "complex_results = rbfe_transform.gather([complex_dag_results])\n", + "solvent_results = rbfe_transform.gather([solvent_dag_results])\n", + "\n", + "print(f\"Complex dG: {complex_results.get_estimate()}, err {complex_results.get_uncertainty()}\")\n", + "print(f\"Solvent dG: {solvent_results.get_estimate()}, err {solvent_results.get_uncertainty()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "139640b8-f43e-4825-9e93-50e236a9d383", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 0b4e8e1fa98856b1d5d60cccd531be12b20a1dc9 Mon Sep 17 00:00:00 2001 From: Mike Henry <11765982+mikemhenry@users.noreply.github.com> Date: Fri, 1 Mar 2024 15:37:55 -0700 Subject: [PATCH 4/4] added some stuff from hannah pr --- showcase/openfe_showcase.ipynb | 31 +++++++++++++++++++++++++++---- 1 file changed, 27 insertions(+), 4 deletions(-) diff --git a/showcase/openfe_showcase.ipynb b/showcase/openfe_showcase.ipynb index 308280b..7ef2156 100644 --- a/showcase/openfe_showcase.ipynb +++ b/showcase/openfe_showcase.ipynb @@ -316,9 +316,8 @@ "we use the defaults here, please note that the various supported arguments of\n", "Lomap can be passed to LomapAtomMapper.\n", "\n", - "Note: LomapAtomMapper is one of two currently implemented Mappers in OpenFE,\n", - "the other being the rjmc mapper from Perses. In future work we will look to\n", - "implement various other ones. Long term, users will be able to pass serveral\n", + "Note: LomapAtomMapper is one of three currently implemented Mappers in OpenFE,\n", + "the other two being the Kartograf atom mapper and the rjmc mapper from Perses. Long term, users will be able to pass serveral\n", "mappers and atom mapping scoring methods on network generation.\n", "\n", "TODO show off different network types\n", @@ -839,7 +838,31 @@ "source": [ "### Defining the RBFE simulation settings\n", "\n", - "TODO: replace this with \"we provide reasonable defaults and they are easy to modify\"" + "TODO: replace this with \"we provide reasonable defaults and they are easy to modify\"\n", + "\n", + "\n", + "\n", + "1. `protocol_repeats`: The number of completely independent repeats of the entire sampling process.\n", + "\n", + "2. `simulation_settings`: Parameters controling the simulation plan and the alchemical sampler, including the number of minimization steps, lengths of equilibration and production runs, the sampler method (e.g. Hamiltonian replica exchange, `repex`), and the time interval at which to perform an analysis of the free energies.\n", + "\n", + "3. `output_settings`: Simulation output control settings, including the frequency to write a checkpoint file, the selection string for which part of the system to write coordinates for, and the paths to the trajectory and output structure storage files.\n", + "\n", + "4. `alchemical_settings`: Parameters controlling the creation of the hybrid topology system. This includes various parameters ranging from softcore parameters, through to whether or not to apply an explicit charge correction for systems with net charge changes.\n", + "\n", + "5. `engine_settings`: Parameters determining how the OpenMM engine will execute the simulation. This controls the compute platform which will be used to carry out the simulation.\n", + "\n", + "6. `integrator_settings`: Parameters controlling the `LangevinSplittingDynamicsMove` integrator used for simulation.\n", + "\n", + "7. `lambda_settings`: Lambda protocol settings, including number of lambda windows and lambda functions.\n", + "\n", + "8. `forcefield_settings`: Parameters to set up the force field with OpenMM Force Fields, including the general forcefields, the small molecule forcefield, the nonbonded method, and the nonbonded cutoff.\n", + "\n", + "9. `thermo_settings`: Settings for thermodynamic parameters, such as the temperature and the pressure of the system.\n", + "\n", + "10. `solvation_settings`: Settings for solvating the system, including the solvent model and the solvent padding.\n", + "\n", + "11. `partial_charge_settings`: Settings for assigning partial charges to small molecules, including the partial charge method (e.g. `am1bcc`) and the openff toolkit backend (e.g. `ambertools` or `openeye`)." ] }, {