From 62e96ce85d18f62b759d4619f67959c516fa2a97 Mon Sep 17 00:00:00 2001 From: hannahbaumann Date: Thu, 10 Sep 2026 11:39:17 +0200 Subject: [PATCH 1/4] Use KartografMapper as default in all notebooks --- cookbook/cofactors_rbfe.ipynb | 4 +- cookbook/create_alchemical_network.ipynb | 2 +- cookbook/generate_ligand_network.ipynb | 5 +- cookbook/hand_write_ligand_network.ipynb | 6 +- cookbook/network_from_orion_fepp.ipynb | 6 +- rbfe_tutorial/rbfe_python_tutorial.ipynb | 76 +- showcase/openfe_showcase.ipynb | 2132 +++++++++++++++++++--- 7 files changed, 1881 insertions(+), 350 deletions(-) diff --git a/cookbook/cofactors_rbfe.ipynb b/cookbook/cofactors_rbfe.ipynb index 95692487..c495c018 100644 --- a/cookbook/cofactors_rbfe.ipynb +++ b/cookbook/cofactors_rbfe.ipynb @@ -165,7 +165,7 @@ } ], "source": [ - "mapper = openfe.LomapAtomMapper(max3d=1.0, element_change=False, threed=True)\n", + "mapper = openfe.KartografAtomMapper()\n", "scorer = openfe.lomap_scorers.default_lomap_score\n", "network_planner = openfe.ligand_network_planning.generate_minimal_spanning_network\n", "\n", @@ -359,7 +359,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.12" + "version": "3.13.11" } }, "nbformat": 4, diff --git a/cookbook/create_alchemical_network.ipynb b/cookbook/create_alchemical_network.ipynb index 959bc0c3..9ab7f9e9 100644 --- a/cookbook/create_alchemical_network.ipynb +++ b/cookbook/create_alchemical_network.ipynb @@ -68,7 +68,7 @@ " removeHs=False,\n", " )\n", " ],\n", - " mappers=[openfe.setup.LomapAtomMapper()],\n", + " mappers=[openfe.setup.KartografAtomMapper()],\n", " scorer=openfe.lomap_scorers.default_lomap_score,\n", ")" ] diff --git a/cookbook/generate_ligand_network.ipynb b/cookbook/generate_ligand_network.ipynb index 2b801fab..18f04319 100644 --- a/cookbook/generate_ligand_network.ipynb +++ b/cookbook/generate_ligand_network.ipynb @@ -99,6 +99,8 @@ "source": [ "from openmm import unit\n", "\n", + "kartograf_mapper = openfe.setup.KartografAtomMapper()\n", + "\n", "lomap_mapper = openfe.setup.LomapAtomMapper(\n", " time=20, # Time out if MCS algorithm takes 20 seconds\n", " threed=True, # Use atom positions to prune symmetric mappings\n", @@ -107,10 +109,9 @@ " seed='', # Empty SMARTS string causes MCS search to start from scratch\n", " shift=False, # Keep pre-aligned atom positions for 3D position checks\n", ")\n", - "kartograf_mapper = openfe.setup.KartografAtomMapper()\n", "\n", "# to demonstrate passing multiple atom mappers to the planner\n", - "mappers = [lomap_mapper, kartograf_mapper]" + "mappers = [kartograf_mapper, lomap_mapper]" ] }, { diff --git a/cookbook/hand_write_ligand_network.ipynb b/cookbook/hand_write_ligand_network.ipynb index c950c960..96dee1f6 100644 --- a/cookbook/hand_write_ligand_network.ipynb +++ b/cookbook/hand_write_ligand_network.ipynb @@ -102,11 +102,7 @@ "metadata": {}, "outputs": [], "source": [ - "mapper = openfe.setup.LomapAtomMapper(\n", - " threed=True, # Use atom positions to prune symmetric mappings\n", - " max3d=1.0, # Forbid mapping between atoms more than 1.0 Å apart\n", - " element_change=False, # Forbid mappings that change an atoms element\n", - ")" + "mapper = openfe.setup.KartografAtomMapper()" ] }, { diff --git a/cookbook/network_from_orion_fepp.ipynb b/cookbook/network_from_orion_fepp.ipynb index b4d5a2d4..f523a943 100644 --- a/cookbook/network_from_orion_fepp.ipynb +++ b/cookbook/network_from_orion_fepp.ipynb @@ -99,11 +99,7 @@ "metadata": {}, "outputs": [], "source": [ - "mapper = openfe.setup.LomapAtomMapper(\n", - " threed=True, # Use atom positions to prune symmetric mappings\n", - " max3d=1.0, # Forbid mapping between atoms more than 1.0 Å apart\n", - " element_change=False, # Forbid mappings that change an atoms element\n", - ")" + "mapper = openfe.setup.KartografAtomMapper()" ] }, { diff --git a/rbfe_tutorial/rbfe_python_tutorial.ipynb b/rbfe_tutorial/rbfe_python_tutorial.ipynb index 5bbd5d3c..e9608a5e 100644 --- a/rbfe_tutorial/rbfe_python_tutorial.ipynb +++ b/rbfe_tutorial/rbfe_python_tutorial.ipynb @@ -70,7 +70,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Generating charges: 100%|███████████████████████| 10/10 [02:59<00:00, 17.95s/it]\n" + "Generating charges: 100%|███████████████████████| 10/10 [03:07<00:00, 18.76s/it]\n" ] } ], @@ -102,7 +102,7 @@ "\n", "The pipeline for creating a `LigandNetwork` can involve three components:\n", "\n", - "* **Atom Mapper**: Proposes potential atom mappings (descriptions of the alchemical change) for pairs of ligands. We will use the `LomapAtomMapper`.\n", + "* **Atom Mapper**: Proposes potential atom mappings (descriptions of the alchemical change) for pairs of ligands. We will use the `KartografAtomMapper`.\n", "* **Scorer**: Given an atom mapping, provides an estimate of the quality of that mapping (higher scores are better). We will use `default_lomap_scorer`.\n", "* **Network Planner**: Creates the actual `LigandNetwork`; different network planners provide different strategies. We will create a minimal spanning network with the `generate_minimal_spanning_network` method.\n", "\n", @@ -111,12 +111,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "5a3cf244", "metadata": {}, "outputs": [], "source": [ - "mapper = openfe.LomapAtomMapper(max3d=1.0, element_change=False)\n", + "mapper = openfe.KartografAtomMapper()\n", "scorer = openfe.lomap_scorers.default_lomap_score\n", "network_planner = openfe.ligand_network_planning.generate_minimal_spanning_network" ] @@ -131,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "f6e7bce5", "metadata": {}, "outputs": [], @@ -153,18 +153,18 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "e6ca6131", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -184,13 +184,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "c55cbcac", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "" ] @@ -215,17 +215,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "6b7492d7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'score': 0.9048374180359595}" + "{'score': 0.951229424500714}" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -245,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "2263838f", "metadata": {}, "outputs": [], @@ -282,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "9d2fbc22", "metadata": {}, "outputs": [], @@ -293,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "3f1706ee", "metadata": {}, "outputs": [], @@ -303,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "710285ca", "metadata": {}, "outputs": [], @@ -332,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "3f394a0d", "metadata": { "scrolled": true @@ -352,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "fb839094", "metadata": {}, "outputs": [ @@ -368,7 +368,7 @@ "" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -380,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "e83630f0", "metadata": {}, "outputs": [], @@ -401,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "7adf42d6", "metadata": {}, "outputs": [], @@ -427,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "44ba94ca", "metadata": {}, "outputs": [], @@ -464,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "66666a80", "metadata": {}, "outputs": [], @@ -518,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "d6cebd9a", "metadata": {}, "outputs": [], @@ -535,7 +535,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "b96b57a9", "metadata": {}, "outputs": [ @@ -543,24 +543,32 @@ "name": "stdout", "output_type": "stream", "text": [ - "rbfe_lig_ejm_31_complex_lig_ejm_42_complex.json\n", "rbfe_lig_ejm_31_complex_lig_ejm_46_complex.json\n", "rbfe_lig_ejm_31_complex_lig_ejm_47_complex.json\n", "rbfe_lig_ejm_31_complex_lig_ejm_48_complex.json\n", "rbfe_lig_ejm_31_complex_lig_ejm_50_complex.json\n", - "rbfe_lig_ejm_31_solvent_lig_ejm_42_solvent.json\n", "rbfe_lig_ejm_31_solvent_lig_ejm_46_solvent.json\n", "rbfe_lig_ejm_31_solvent_lig_ejm_47_solvent.json\n", "rbfe_lig_ejm_31_solvent_lig_ejm_48_solvent.json\n", "rbfe_lig_ejm_31_solvent_lig_ejm_50_solvent.json\n", "rbfe_lig_ejm_42_complex_lig_ejm_43_complex.json\n", + "rbfe_lig_ejm_42_complex_lig_ejm_50_complex.json\n", "rbfe_lig_ejm_42_solvent_lig_ejm_43_solvent.json\n", - "rbfe_lig_ejm_46_complex_lig_jmc_23_complex.json\n", - "rbfe_lig_ejm_46_complex_lig_jmc_27_complex.json\n", + "rbfe_lig_ejm_42_solvent_lig_ejm_50_solvent.json\n", "rbfe_lig_ejm_46_complex_lig_jmc_28_complex.json\n", - "rbfe_lig_ejm_46_solvent_lig_jmc_23_solvent.json\n", - "rbfe_lig_ejm_46_solvent_lig_jmc_27_solvent.json\n", - "rbfe_lig_ejm_46_solvent_lig_jmc_28_solvent.json\n" + "rbfe_lig_ejm_46_solvent_lig_jmc_28_solvent.json\n", + "rbfe_lig_jmc_23_complex_lig_jmc_28_complex.json\n", + "rbfe_lig_jmc_23_solvent_lig_jmc_28_solvent.json\n", + "rbfe_lig_jmc_27_complex_lig_jmc_28_complex.json\n", + "rbfe_lig_jmc_27_solvent_lig_jmc_28_solvent.json\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hannahbaumann/.local/share/mamba/envs/openfe/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=68746) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + " pid, fd = os.forkpty()\n" ] } ], @@ -593,7 +601,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.14" + "version": "3.13.11" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/showcase/openfe_showcase.ipynb b/showcase/openfe_showcase.ipynb index 6ac7daa8..27cce128 100644 --- a/showcase/openfe_showcase.ipynb +++ b/showcase/openfe_showcase.ipynb @@ -175,18 +175,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "id": "711d73bc-519f-4b81-9daf-c7594c7bbf8f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "" ] }, - "execution_count": 3, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -283,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "id": "4096ce97", "metadata": { "id": "4096ce97" @@ -311,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "id": "b5e5b538-4847-42f5-b29e-6e1f25bbbeed", "metadata": {}, "outputs": [], @@ -340,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "id": "faacbebb", "metadata": { "colab": { @@ -374,7 +374,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "id": "29b7c68a", "metadata": { "colab": { @@ -390,7 +390,7 @@ "openff.toolkit.topology.molecule.Molecule" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -414,21 +414,70 @@ "source": [ "In the [hybrid topology RBFE protocol](https://docs.openfree.energy/en/latest/guide/protocols/relativehybridtopology.html) , an atom mapping defines which atoms are mutated during the alchemical transformation.\n", "The user can choose between two different atom mappers:\n", - "1. `LomapAtomMapper`\n", - " * based on the maximum common substructure (MCS)\n", - "2. `KartografAtomMapper`\n", + "1. `KartografAtomMapper`\n", " * based on the 3D geometries of the ligands\n", + "2. `LomapAtomMapper`\n", + " * based on the maximum common substructure (MCS)\n", "\n", "While we use the defaults here, please note that the various supported arguments of\n", "Lomap and Kartograf can be passed to the atom mapper." ] }, + { + "cell_type": "markdown", + "id": "f21bf9e5-6cb8-41c1-b0fd-e70ee2e71852", + "metadata": {}, + "source": [ + "**1. `KartografAtomMapper`**\n", + "\n", + "The `KartografAtomMapper` is based on the 3D geometries of the ligands." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c710a20e-2098-461f-8fa6-5e44b19ad6aa", + "metadata": {}, + "outputs": [], + "source": [ + "from kartograf import KartografAtomMapper\n", + "# Build Kartograf Atom Mapper\n", + "mapper = KartografAtomMapper(atom_map_hydrogens=True)\n", + "\n", + "# Get Mapping\n", + "kartograf_mapping = next(mapper.suggest_mappings(ligand_mols[0], ligand_mols[4]))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "56117a03-6503-4317-9364-27e343a4911e", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# We can display the atom mapping in 2D by calling it\n", + "kartograf_mapping" + ] + }, { "cell_type": "markdown", "id": "1eec9783-4620-43ff-8ef7-a647fd6f54ac", "metadata": {}, "source": [ - "**1. `LomapAtomMapper`**" + "**2. `LomapAtomMapper`**" ] }, { @@ -461,7 +510,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "" ] @@ -495,10 +544,10 @@ "outputs": [ { "data": { - "application/3dmoljs_load.v0": "
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\n", "" ] @@ -611,7 +660,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -624,75 +673,6 @@ "lomap_mapping.view_3d(show_atomIDs=True)" ] }, - { - "cell_type": "markdown", - "id": "f21bf9e5-6cb8-41c1-b0fd-e70ee2e71852", - "metadata": {}, - "source": [ - "**2. `KartografAtomMapper`**\n", - "\n", - "We can also use the `KartografAtomMapper` which is based on the 3D geometries of the ligands." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "c710a20e-2098-461f-8fa6-5e44b19ad6aa", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:\t#################################\n", - "INFO:\tMap Heavy Atoms \n", - "INFO:\t#################################\n", - "INFO:\tMasking Atoms\n", - "INFO:\tBuild Distance Matrix\n", - "INFO:\tCalculate Mapping\n", - "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", - "INFO:\t#################################\n", - "INFO:\tMap Hydrogen Atoms: \n", - "INFO:\t#################################\n", - "INFO:\tMasking Atoms\n", - "INFO:\tBuild Distance Matrix\n", - "INFO:\tCalculate Mapping\n", - "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", - "INFO:\tFiltering bond breaks\n" - ] - } - ], - "source": [ - "from kartograf import KartografAtomMapper\n", - "# Build Kartograf Atom Mapper\n", - "mapper = KartografAtomMapper(atom_map_hydrogens=True)\n", - "\n", - "# Get Mapping\n", - "kartograf_mapping = next(mapper.suggest_mappings(ligand_mols[0], ligand_mols[4]))" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "56117a03-6503-4317-9364-27e343a4911e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# We can display the atom mapping in 2D by calling it\n", - "kartograf_mapping" - ] - }, { "cell_type": "markdown", "id": "de4592a7", @@ -713,12 +693,12 @@ "\n", "In this section, we will create and visualize the MST, LOMAP, and radial networks for the TYK2 dataset.\n", "\n", - "Here, we will be using the `LomapAtomMapper` as the atom mapper for all networks." + "Here, we will be using the `KartografAtomMapper` as the atom mapper for all networks." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "id": "5b89da93", "metadata": { "id": "5b89da93", @@ -729,34 +709,1519 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:\tTrying to remove edge 0-2 with similarity 0.818731\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + 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0.951229424500714\n", "INFO:\tRejecting edge deletion on cycle covering\n", - "INFO:\tTrying to remove edge 8-9 with similarity 0.951229\n", + "INFO:\tTrying to remove edge 8-9 with similarity 0.951229424500714\n", "INFO:\tRejecting edge deletion on cycle covering\n", - "INFO:\tTrying to remove edge 9-7 with similarity 0.951229\n", + "INFO:\tTrying to remove edge 9-7 with similarity 0.951229424500714\n", "INFO:\tChecking edge deletion on distance-to-actives 0 vs 0\n", - "INFO:\tRemoved edge 9-7\n" + "INFO:\tRemoved edge 9-7\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n", + "INFO:\t#################################\n", + "INFO:\tMap Heavy Atoms \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\t#################################\n", + "INFO:\tMap Hydrogen Atoms: \n", + "INFO:\t#################################\n", + "INFO:\tMasking Atoms\n", + "INFO:\tBuild Distance Matrix\n", + "INFO:\tCalculate Mapping\n", + "INFO:\tFind Maximal overlapping connected sets of mapped atoms\n", + "INFO:\tFiltering bond breaks\n" ] } ], @@ -766,25 +2231,25 @@ "from openfe.setup.ligand_network_planning import generate_radial_network\n", "from openfe.setup.ligand_network_planning import generate_minimal_spanning_network\n", "from openfe.setup.ligand_network_planning import generate_lomap_network\n", - "from openfe.setup import LomapAtomMapper\n", + "from openfe.setup import KartografAtomMapper\n", "\n", "# Create an MST network\n", "mst_network = generate_minimal_spanning_network(\n", " ligands=ligand_mols,\n", " scorer=openfe.lomap_scorers.default_lomap_score,\n", - " mappers=[LomapAtomMapper(),])\n", + " mappers=[KartografAtomMapper(),])\n", "\n", "# Create a LOMAP network\n", "lomap_network = generate_lomap_network(\n", " ligands=ligand_mols,\n", " scorer=openfe.lomap_scorers.default_lomap_score,\n", - " mappers=[LomapAtomMapper(),])\n", + " mappers=[KartografAtomMapper(),])\n", "\n", "# Create a radial, choosing the first ligand as central ligand\n", "radial_network = generate_radial_network(\n", " ligands=ligand_mols[1:],\n", " central_ligand=ligand_mols[0],\n", - " mappers=[LomapAtomMapper(),])" + " mappers=[KartografAtomMapper(),])" ] }, { @@ -797,24 +2262,24 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "id": "f4e3ac10-236b-4ff4-a69e-600706288164", "metadata": {}, "outputs": [ { "data": { - "image/png": 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xI3fPwM0RAAEHyAyAq1atUkZGhsXVAChoMjJMGAsOltaskSZMMK1j9jp7Vmrb1rTyLVsmrVhhPt99t3Tx4vWvW7xYOnLEXPPhhyYkduliQuSaNdKgQWY7eNC+Oo4flx5/XPrmG/tbN5OTTdiEYxEAAQdo0KCBgoODlZycrN9++83qcgAUMPPnS3v2SF9/Ld12m2kJHDnS/uunTJF8faXPP5fq1zdj6yZNkg4ckJYsuf514eGmRa5mTdM6V7OmCZMvvyxVr266ZwsVklauvHkNNptpVRw0SGrSxL66V62Spk6VBg6073zYjwAIOIC/v7+aNWsmiW5gAI63c6eZGFG2bPa+pk3tv379eikhQQoNNS1/ISEm3J0/b4Ll9dSta4JjpjJlTIDM5OdnupMTE29ew3/+I6WkmNBoj19/Nd3Ur78utW9v3zWwHwEQcBDGAQJwFpvNjPfLq4wMqXFjM+P28m3XLunBB69/XUBAzt99fK69z56RL4sXS6tXS4ULS/7+UrVqZn+TJlK/fjnP3b5duvNO01386qs3vzdyz9/qAoCCggAIwFlq1TLdtcePm1Y4ySwTY69GjaTYWKl0aSkszDk13sxHH0nvvJP9+5EjUseOpq6/OlAkmZa/O+80oTA33dzIHVoAAQdp3ry5JGnXrl36448/LK4GQEHSvr0UEWFC0ZYtZsxd5iQQe1oG+/aVSpY0XarLl0t790pLl0pDh0qHDjm39kyVK0v16mVvNWqY/RERZjaxZMJf27bm+/7979KxY2Y7ccI1NXoTAiDgIOHh4apdu7YkMxsYABzFz88s93L6tBQVJQ0YkN01Ghh48+uDg81M3sqVpR49zCSQRx+Vzp2zrkXwWqZNM2Fv8mSpXLnsLSrK6soKHrqAAQeKjo7Wb7/9pvj4eHXt2tXqcgB4mMtn5F6+Rp9kuoFXrMj+PXPmbeZYupspW1b66qvrH79wwUwOyfTllzeu73p12qtqVTO28XJvvmk2OB8tgIADMQ4QwPWcPHlS3377bZ6vnzlTWrDABK6FC81r4lq2NF2o+WGzmZnAixaZWb/wDgRAwIEyA+DatWuVlpZmcTUArGaz2RQfH6+HH35YFSpU0Icffpjne6WmSk8+aVoC+/c33aKzZ5tjo0ZlL+9y5dap043vm5xs3ixSqJBZ3y+v8lMDXM/HZruyAfZqKSkpKlq0qJKTkxXmToMFADeTkZGhUqVKKSkpSWvXrlUUA1cAr5SSkqLJkydr/Pjx2rJlS9b+Bx98UJMnT3b485KSzHYtQUFShQoOf6Rb1uDtcpPXGAMIOJCvr69atGih//3vf4qPjycAAl5m06ZNGj9+vCZPnqzTp09LkoKCgvTAAw9o0KBBamLvKzByKTzc+teluUMNsB9dwICDMQ4Q8C7nzp3TV199pebNmysyMlKffvqpTp8+rdq1a2vs2LE6fPiwvvjiC0VFRcknP6s5Aw5ECyDgYARAwDvs3LlT48eP11dffaVTp05JkgICAtSzZ08NGjRId9xxB4EPbosACDhYVFSU/Pz8dOjQIR08eFCVKlWyuiQADnLx4kXNnj1bn3zyiX7++ees/VWrVtXAgQP1yCOPqEzmqzoAN0YABBysSJEiatiwodavX6/4+Hj16dPH6pIA5NP+/fs1YcIEffHFFzp+/LgkM+a3S5cuGjRokDp27ChfX0ZVwXMQAAEniI6OJgACHi49PV3z5s3T+PHjNXfuXGUumlGuXDkNGDBAjz/+OC388FgEQMAJoqOj9Z///IdxgIAHOnbsmL744gtNmDBBBw4cyNrfrl07DR48WF27dlVAQICFFQL5RwAEnCBzIsjGjRt15swZFSlSxOKKANyIzWbTzz//rPHjx2vmzJm6dOmSJPOO70ceeUQDBw5U9erVLa4ScBwCIOAElSpVUoUKFXT48GH98ssvat26tdUlAbiGpKQkffXVVxo/frx27dqVtT86OlqDBw9WTEyMAgMDLawQcA5GrAJO4OPjw3IwgJuy2WxavXq1+vfvrwoVKujvf/+7du3apdDQUD355JPavHmzVq5cqYceeojwhwKLFkDASaKjozVt2jQCIOAmUlNT9d133+mTTz7R5s2bs/Y3bNhQgwcP1gMPPKDQ0FALKwRchwAIOMnlLYA2m40FYQGLbNmyRZ988om+/fbbrNezBQYG6v7779egQYPUtGlT/vuE1yEAAk7SsGFDBQYGKikpSbt27VLNmjWtLgnwGufOndO0adM0fvx4rVq1Kmt/zZo1NWjQIPXr10/Fixe3sELAWgRAwEkKFSqkqKgoLV++XPHx8QRAwAV27dqlTz/9VF9++aWSkpIkSf7+/urRo4cGDx6s1q1b09oHiEkggFMxEQRwvrS0NMXFxaldu3aqWbOmPvzwQyUlJalKlSoaOXKkDh48qNjYWLVp04bwB/yFFkDAiQiAgPMcOHBAn332mT7//HMdO3ZMkpmB37lzZw0ePFgdO3aUn5+fxVUC7okACDhRixYtJEnbt2/XqVOnGHME5FN6erp++uknjR8/Xv/73/+UkZEhSSpTpkzW69mqVKlicZWA+yMAAk5UqlQpVa9eXbt379bq1avVqVMnq0sCPNLx48c1ceJETZgwQfv27cvaf+edd2rw4MHq1q0br2cDcoEACDhZdHS0du/erfj4eAIgkAs2m01Lly7VJ598opkzZyotLU2SVLx4cfXv318DBw5kchWQR0wCcVNt2kjPPms+V60qjRnjume/+abUsKHrnlfQMQ4QyJ1Tp05pzJgxql27ttq2baupU6cqLS1NzZs311dffaXDhw/rww8/JPwB+UALoAdYt04qUsR1zxs2THr6adc868IFqVkzafNmaePG7OD55ZfSI49c+5rjx6XSpV1TnyNkBsA1a9bo0qVL8vfnPzvgSjabTWvXrtX48eM1ZcoUnT9/XpIUEhKihx56SAMHDlRD/mUKOAx/iTxAqVKufV5IiNlc4YUXpPLlTQC8XJ8+0t1359zXv790/rxnhT9JqlOnjsLCwpSSkqKtW7cqMjLS6pIAt3H69Gl99913Gj9+vDZu3Ji1v0GDBho8eLD69u3L69kAJ6AL2ANc2QW8Y4fUqpUUGCjVqSMtXCj5+EizZtl3v8OHTcAqXlwqUULq1k26bEz1VV3A/ftL3btLo0ZJZcpIxYpJb70lXbokDR8uhYdLFStKEyfm7nvNmyfNny+NHn31saAgqWzZ7M3PT1q8WHrssdw9wx34+vpmzQamGxgwtm7dqqeeekrly5fXwIEDtXHjRhUuXFgPP/yw4uPjtWnTJg0aNIjwBzgJAdDDZGSYMBYcLK1ZI02YIL3yiv3Xnz0rtW1rWviWLZNWrDCf775bunjx+tctXiwdOWKu+fBDExK7dDEhcs0aadAgsx08aF8dx49Ljz8uffON+S438/XX5ryYGPvu724YBwhI58+f17fffquWLVuqQYMG+vjjj5Wamqrq1avrgw8+0OHDh/XVV1+pRYsWLNgMOBldwB5m/nxpzx5pyRLTMiZJI0dK7dvbd/2UKZKvr/T556bVUJImTTKtekuWSB06XPu68HDpo4/MtTVrSv/6lwmTL79sjo8YIb37rrRypXT//TeuwWYzrYqDBklNmuRsfbyeiROlBx80LYOeiAAIb7Z79259+umnmjRpUo7Xs3Xv3l2DBg3SnXfeSeADXIwA6GF27pQqVcoOf5LUtKn9169fLyUkSFf2qpw/b4Ll9dSta8JfpjJlpHr1sn/38zPdyYmJN6/hP/+RUlJMaLTHqlXS9u2mFdBTNW3aVL6+vtq3b5+OHDmi8uXLW10S4FRpaWmaM2eOxo8fr4ULF2btr1Spkp544gk99thjKleunIUVAt6NAOhhbLbslru8yMiQGjeWJk+++tiNJptcub6qj8+19/21KP8NLV4srV4tFS6cc3+TJlLfvtJXX+Xc//nnZkxi48Y3v7e7CgsLU/369bV582atWrVKPXv2tLokwCkOHjyY9Xq2o0ePSjKvZ+vUqZMGDx6sTp068Xo2wA0QAD1MrVrSgQNmDF2ZMmbfunX2X9+okRQba2bShoU5p8ab+egj6Z13sn8/ckTq2NHU1axZznNPn5amTpX++U/X1ugM0dHR2rx5s+Lj4wmAKFAyMjK0atUqxcXFafny5crIyFDZsmVVp04d3Xfffbrvvvto9QbcDAHQw7RvL0VESP36mXF4qanZk0DsaRns21d6/30z8/cf/zCzdw8ckGbMMDN6K1Z0bv2SVLlyzt8zl5yJiLj6+bGxZrZx377Or8vZoqOj9cknnzAOEAWOr6+vWrZsqZYtW1pdCgA7MQvYw/j5meVeTp+WoqKkAQOkV181xwIDb359cLCZyVu5stSjh1S7tvToo9K5c9a1CN7IF1+YOosXt7qS/MucCLJ+/fqsRW4BALCCj81ms93spJSUFBUtWlTJyckKc8eU4OVWrjTrAiYkmFa0/BoxQlq+3CwRA8ex2WwqV66cjh8/rhUrVtBaAgBwqNzkNVoAPdDMmdKCBWb5lIULpSeekFq2zH/4s9nMTOBFi8ysXziWj48Py8EAANwCAdADpaZKTz5pJoT072+6gmfPNsdGjcp+lduVW6dON75vcrJ5s0ihQtnr++VFfmoo6AiAAAB3QBdwAZOUZLZrCQqSKlTwjhrcVXx8vFq2bKnSpUvr2LFjLH4LAHCY3OQ1ZgEXMOHhZvP2GtxVo0aNVKhQISUmJur3339XhCMGbcIrtWlj1sccM8a8L/zZZ83mCm++aSajbdrkmucBcDy6gAEXCgwMVOO/VrSmGxiOsm6dGQvsKsOGmbHCzlS1qlna6vLtpZdynnPggNS1q1SkiFSypPTMMzd+pzmAbARAwMUyxwGuWrXK4kpQUJQqZZZ4cpWQEPPqR2f7xz+ko0ezt8wlryQpPV3q3Fk6c8asWDBlijR9uvT8886vCygICICAizERBI5WtarpCs60Y4dZGiow0EzsWrjQtKDNmmXf/Q4flvr0MetvlihhFo7fty/7+Jtvmu7nTP37S927mwlgZcpIxYpJb71lFnEfPtwMCalYUZo4MXffKzTUvPc8c8tcNF6S5s837wj/9lspMlJq10764APps8/Mu8YB3BgBEHCxFi1aSJK2bt2qFP5SwcEyMkwYCw6W1qyRJkzIfluQPc6eldq2NWFr2TLTuhYSIt199427VxcvNq91XLZM+vBDExK7dDEhcs0aadAgsx08aH8t771nAmjDhtLIkTmfv2qVVK+edPkb5jp2lC5ckNavt/8ZgLdiEoiXSU9P14YNG7RgwQItWrRIp06dyjpWokQJ3XXXXerQoYMaNmwoX1/+feAM5cqV0y233KK9e/dq7dq1ateundUloQCZP9+s57lkiWk1k0x4at/evuunTJF8faXPP89+veSkSaZVb8kSqUOHa18XHm7e8+3rK9WsaV5VefZs9pJSI0ZI775rFq6///6b1zF0qHl3efHi0tq15vq9e01dknTsWPb70DMVL26WsTp2zL7vCngz/sJ7GT8/P0VFRenll1/WTz/9pPfee0+NGzfW/v37tXDhQo0YMUKNGzdWpUqV9Oyzzyo+Pl4ZGRlWl13g0A0MZ9m5U6pUKTv8SVLTpvZfv369eatQaGj2+p3h4dL58yZYXk/duib8ZSpTRqpfP/t3Pz/TmpeYaF8dzz0ntW4tNWhgXnk5frx5NeTJk9nnXGsVJZvNvveiA96OAOjF/P391b59e3322Wc6duyY5s6dq/79+6to0aI6cuSIxo4dq5YtW6pq1aoaNmyY1q5dKzuWjYQdCIBwlvwGoIwMqXFjs8TL5duuXdKDD17/uoCAnL/7+Fx7X17/Pdm8ufmZkGB+li17dUvfqVNSWtrVLYMArkYAhCQpICBAnTp10qRJk3T8+HHNmTNHDz30kEJDQ3Xw4EF98MEHatasmSIiIvTSSy9pw4YNhMF8uHwmMC2scKRatczyKMePZ+9bt87+6xs1knbvlkqXlqpVy7kVLer4eu21caP5Wa6c+dmihbRtm5kdnGn+fKlwYRNgAdwYARBXKVy4sLp27apvvvlGiYmJmjlzpu6//34VKVJEe/fuzeo2rlGjhl555RVt2bKFMJhL9erVU0hIiFJSUrR9+3ary0EB0r69eS94v37Sli1mzF3mJBB7Wgb79jVr6nXrJi1fbsbdLV1qxuQdOuTc2jOtWiX9+9+m5XHvXmnqVGngQOnee6XKlc05HTqYGc5/+5sJh4sWmfUJH39c4oVVwM0RAHFDgYGB6t69u/773/8qMTFRU6dOVUxMjIKCgpSQkKBRo0bptttuU506dfTGG28QZuzk7++vZs2aSaIbGDmdO3dOK1eu1DfffJOn6/38zHIvp0+b94QPGJC9fl5g4M2vDw42M3krV5Z69JBq15YefVQ6d851wapwYSk21rztpE4d6fXXTbD773+zz/Hzk/73P/OdWraUevc2s59Hj3ZNjYCn413AyJPTp0/rhx9+UGxsrObNm6cLFy5kHatXr5769Omj3r17q0aNGhZW6d5ef/11vf322+rXr5++/PJLq8uBBWw2m/bu3avVq1dr9erVWrVqlTZt2qRLly4pMjJSGzZscMhzVq406wImJJjWwfwaMcK0Dq5Ykf97AXAc3gUMpwsJCdH999+v+++/XykpKZozZ45iY2P1008/adu2bdq2bZtee+01NWzYUL1791afPn106623Wl22W2EiiPc5ffq01q1blxX4Vq9ercRrTIstU6aM2rZtm+fnzJxpZu9Wr25C39ChppUsv+HPZpN+/910t0ZG5u9eAKxFCyAc6tSpU5o9e7ZiY2O1cOFCXbp0KetYkyZN1Lt3b/Xu3VtVqlSxsEr38Oeff6p48eKSpMTERJUqVcriiuBIGRkZ2r17t1atWpUV9rZu3XrVpJ+AgAA1atRIzZs3z9qqVKkin3xM5f36a+ntt82iyyVLZr8lo0QJ87aOUaOufd3tt0vz5l3/vn/+aWbYRkVJkydLef3POD81ALi+3OQ1AiCc5uTJk5o5c6ZiY2O1ePHiHH/4mjdvrt69e6tXr16qWLGihVVaq169evr11181e/Zs3XvvvVaXg3z4888/tXbt2qzAt2bNmhwLrWeqVKmSWrRokRX2IiMjFWjP4DwHSUoy27UEBUkVKnhHDUBBRACE20lMTNSMGTMUGxurpUuX5pg13KpVK/Xu3VsxMTEql7nGg5d44okn9Nlnn+nFF1/Uu+++a3U5sFN6erq2b9+eNW5v9erV+u233646LzAwUE2aNFHz5s3VokULNWvWTBVINwCchAAIt3b06FFNnz5dsbGxWnHZKHIfHx+1bt1avXv3Vs+ePVW6dGkLq3SNL7/8Uo888ohuv/12LVu2zOpycB0nTpzQmjVrsgLf2rVrdfr06avOi4iIyGrZa9GihRo0aKCAK1dDBgAnIQDCYxw6dEhxcXGKjY3V6tWrs/b7+vrqzjvvVO/evdWjRw+VKFHCwiqdZ9euXapZs6YCAwOVnJysQoUKWV2S10tLS9OWLVtyTNRIyHz9xGVCQkLUtGnTHGP3GMcJwEoEQHik/fv3a9q0aYqNjdUvv/yStd/f31/t2rVT79691b1796yJEwWBzWZTqVKldPLkSa1Zs0ZNc/PSVjjE0aNHc0zU+OWXX3Tu3Lmrzqtdu3aOsFe3bl35+flZUDEAXBsBEB5vz549WWFw06ZNWfsDAgLUsWNH9e7dW926dSsQ/3u899579f333+vf//63nn32WavLKdAuXLigjRs35gh8Bw4cuOq8YsWK5Qh7TZs2LVD/8ABQMBEAUaDs2rVLU6dOVWxsrLZt25a1v3Dhwrr77rvVp08fde3aVSEhIRZWmXfvvvuuRowYoV69emnq1KlWl1Ng2Gw2HThwIMdEjY0bN+rixYs5zvP19VW9evVyzMytUaOGfH15URIAz0IARIG1ffv2rDC4Y8eOrP2BgYHq3Lmz+vTpo86dOys4ONjCKnNn2bJlat26tcqXL69Dhw7la/03b3bmzBmtX78+R+A7duzYVeeVKlUqa5JG8+bN1aRJE4WGhlpQMQA4FgEQBZ7NZtO2bdsUGxur2NjYHIP0ixQpoq5du6p3797q1KmTS9dYy4tz586pdevWunTpkv73v/953VI4eWGz2XTw4EFt3bpVW7du1ZYtW7R7926lp6dnnfPHH3/o6NGjatiwYY7Ad8sttxCyARRIBEB4FZvNpk2bNmWFwX379mUdCw0NVbdu3dS7d2916NBBhQsXtq5QuFRGRoYuXrzo9v8AAABHIQDCa9lsNv3yyy+KjY3V1KlTdfDgwaxjRYsWVffu3dWnTx+1a9eO9dkAAAUKARCQaQFas2aNYmNjNW3aNB05ciTrWHh4uO677z716dNHbdu2lb+/v4WVAgCQfwRA4AoZGRlauXKlYmNjFRcXp+PHj2cdK1mypHr27Kk+ffrojjvuYG03AIBHIgACN5Cenq5ly5YpNjZW06dP1x9//JF1rEyZMoqJiVGfPn3UsmVLlgIBAHgMAiBgp0uXLunnn39WbGysZsyYoVOnTmUdK1++vHr16qU+ffqoefPmzBwFALi13OQ1mjfg1fz9/dW+fXt9/vnnOnbsmObOnat+/fqpaNGiOnLkiMaOHavo6GhVrVpVw4YN07p162THv5kcpk0bKfPlIFWrSmPGuOzRevNNqWFD1z0PAOA6tAAC13DhwgXNnz9fsbGxmj17tk6fPp117JZbblHv3r3Vp08fNWzY0Kktg23amBA2Zox04oRUpIjkqjWuT5+WLlyQSpRw3jPuvVfatElKTJSKF5fatZPee08qXz77nKFDpRUrpG3bpNq1zfkAgKvRAgjkU+HChdW1a1d9++23SkxM1IwZM9SnTx8FBwdr7969eu+999SoUSPVrFlTr776qrZu3er0lsFSpVwX/iQpJMS54U+S2raVpk6Vdu6Upk+X9uyRYmJynmOzSY8+KvXp49xaAMCbEACBmwgKCtJ9992nKVOm6MSJE5o6dap69uypwMBA7d69WyNHjlSDBg1Ut25dvfnmm/rtt9+cUseVXcA7dkitWkmBgVKdOtLChZKPjzRrln33O3zYhKrixU3Q69ZNumwN7au6gPv3l7p3l0aNksqUkYoVk956S7p0SRo+XAoPlypWlCZOtP87Pfec1Ly5VKWKFB0tvfSStHq1lJaWfc5HH0lPPSXdeqv99wUA3BgBEMiF4OBg9erVS3FxcTpx4oS+++47devWTYUKFdJvv/2mt956S3Xq1FGDBg30zjvvaPfu3U6pIyPDhLHgYGnNGmnCBOmVV+y//uxZ0/oWEiItW2a6WENCpLvvli5evP51ixdLR46Yaz780ITELl1MiFyzRho0yGyXrb9tt6QkafJkEwRZoxsAnIsACORRSEiIHnjgAc2aNUuJiYn6+uuv1blzZwUEBGjr1q167bXXVKNGDUVGRurdd9/V77//7rBnz59vuku//lq67TbTEjhypP3XT5ki+fpKn38u1a9vxtZNmiQdOCAtWXL968LDTYtczZqmW7ZmTRMmX35Zql5dGjFCKlRIWrnS/lpefNGMbSxRwjx/9mz7rwUA5A0BEHCAokWL6m9/+5t++OEHHT9+XBMnTlTHjh3l5+enTZs2acSIEYqIiFBUVJRGjx6tAwcO5Ot5O3dKlSpJZctm72va1P7r16+XEhKk0FDT8hcSYsLd+fMmWF5P3bomOGYqU8YEyEx+fibIJSbaX8vw4dLGjSbU+vlJDz9sxv0BAJyHAAg4WPHixfXII4/oxx9/1LFjxzRhwgTddddd8vX11S+//KLhw4erSpUqatGihSZPnpynZ9hsZrxfXmVkSI0bmxm1l2+7dkkPPnj9667smvXxufa+jAz7aylZUqpRQ2rf3rRMzp1rxgECAJyHAAg4UcmSJfX4449r4cKFOnr0qD7++GO1bt1aPj4+Wr16tT744IM83bdWLdNdetkb7bRunf3XN2ok7d4tlS4tVauWcytaNE8lOURmy9+FC9bVAADegAAIuEjp0qU1ePBgLVmyRIcPH9ZHH32khnlcabl9eykiQurXT9qyxYy5y5wEYk/LYN++puWtWzdp+XJp715p6VKz5t6hQ3kqKdfWrpXGjTMtj/v3Sz//bFofIyKkFi2yz0tIMOccOyadO5fdWnmjySoAgBvzt7oAwBuVK1dOTz/9dJ6v9/Mzy70MGCBFRZklUt5/X+ra1SwLczPBwWYm74svSj16SKmpUoUK0l13Sa5a6z0oSJoxQ3rjDenMGalcOTMLecoUqXDh7PMGDDDhNFNkpPm5d69ZGgcAkHu8CQQoIFauNLOBExJMK1p+jRhhWgdXrMj/vQAAzpebvEYLIOChZs40s3erVzehb+hQqWXL/Ic/m036/Xdp0aLs1jYAQMHCGEDAQ6WmSk8+aSaE9O9vuoIz19AbNSp7eZcrt06dbnzf5GTzZpFChcz6fnmVnxoAAM5FFzBQACUlme1agoLMeD9vqAEAvAldwICXCw83m7fXAAC4NrqAAQAAvAwBEAAAwMsQAAEAALwMARAAAMDLEAABAAC8DAEQcBPr1q1To0aN1LlzZ6tLAQAUcARAwE0sWbJEGzduVFBQkNWlAAAKOAIg4CZ++eUXSVKTJk0srgQAUNARAAE3QQAEALgKARBwA0lJSfr9998lSY0bN7a4GgBAQUcABNxAZutftWrVVLx4cYurAQAUdARAwA3Q/QsAcCUCIOAGCIAAAFciAAJugAAIAHAlAiBgsePHj+vgwYPy8fFRo0aNrC4HAOAFCICAxTJb/2rVqqXQ0FCLqwEAeAMCIGAxun8BAK5GAAQsRgAEALgaARCwkM1mIwACAFyOAAhY6PDhwzp27Jj8/PzUsGFDq8sBAHgJAiBgoczWv7p16yo4ONjiagAA3oIACFiI7l8AgBUIgICFCIAAACsQAAGL2Gw2rVu3TpIUFRVlcTUAAG9CAAQssm/fPiUlJSkgIED169e3uhwAgBchAAIWyez+bdCggQoXLmxxNQAAb0IABCzC+D8AgFUIgIBFCIAAAKsQAAELZGRkZAVAJoAAAFyNAAhYICEhQSkpKQoMDFSdOnWsLgcA4GUIgIAFMlv/GjZsqICAAIurAQB4GwIgYAHG/wEArEQABCzAAtAAACsRAAEXS09P14YNGyTRAggAsAYBEHCxHTt26OzZsypSpIhq1qxpdTkAAC9EAARcLHP8X6NGjeTn52dxNQAAb0QABFyMCSAAAKsRAAEXYwIIAMBqBEDAhdLS0rRp0yZJtAACAKxDAARc6Ndff9WFCxdUtGhRRUREWF0OAMBLEQABF8oc/9e4cWP5+vKfHwDAGvwFAlyI8X8AAHdAAARciBnAAAB3QAAEXOT8+fPaunWrJAIgAMBaBEDARbZu3aq0tDSVKFFCVapUsbocAIAXIwACLnJ596+Pj4/F1QAAvBkBEHARJoAAANwFARBwESaAAADcBQEQcIGzZ8/q119/lUQABABYjwAIuMCmTZuUkZGhsmXLqnz58laXAwDwcgRAwAUuH//HBBAAgNUIgIALMP4PAOBOCICACxAAAQDuhAAIOFlKSop27twpSWrcuLHF1QAAQAAEnG7jxo2y2WyqVKmSypQpY3U5AAAQAAFnYwFoAIC7IQACTsb4PwCAuyEAAk5GAAQAuBsCIOBEp06d0p49eyQxAQQA4D4IgIATZbb+RUREKDw83OJqAAAwCICAE9H9CwBwRwRAwIkIgAAAd0QABJyIAAgAcEcEQMBJEhMTdeDAAfn4+KhRo0ZWlwMAQBYCIOAkma1/NWvWVFhYmMXVAACQjQAIOAndvwAAd0UABJyEAAgAcFcEQMBJCIAAAHdFAASc4PDhwzp69Kh8fX0VGRlpdTkAAORAAAScILP1r27dugoODra4GgAAciIAAk5A9y8AwJ0RAAEnIAACANwZARBwMJvNRgAEALg1AiDgYPv379cff/yhgIAA3XbbbVaXAwDAVQiAgINltv7Vr19fhQsXtrgaAACuRgAEHIzuXwCAuyMAAg5GAAQAuDsCIOBAGRkZWQEwKirK4moAALg2AiDgQHv27FFycrIKFy6sunXrWl0OAADXRAAEHCiz9a9hw4YKCAiwuBoAAK6NAAg4EOP/AACegAAIOBABEADgCQiAgIOkp6dr/fr1kpgAAgBwbwRAwEF27typM2fOKDg4WLVq1bK6HAAArosACDhIZvdvo0aN5OfnZ3E1AABcHwEQcBDG/wEAPAUBEHAQFoAGAHgKAiDgAGlpadq4caMkWgABAO6PAAg4wPbt23X+/HmFhYWpWrVqVpcDAMANEQABB8js/m3cuLF8ffnPCgDg3vhLBTgAE0AAAJ6EAAg4wLp16yQxAQQA4BkIgEA+XbhwQVu2bJFECyAAwDMQAIF82rp1q9LS0hQeHq6qVataXQ4AADdFAATy6fLxfz4+PhZXAwDAzREAgXxiAWgAgKchAAL5lDkBhPF/AABPQQAE8uHs2bP69ddfJREAAQCegwAI5MPmzZuVnp6uMmXKqEKFClaXAwCAXQiAQD4wAQQA4IkIgEA+sAA0AMATEQCBfOAVcAAAT0QABPIoNTVVO3bskCQ1btzY4moAALAfARDIo40bN8pms6lixYoqW7as1eUAAGA3AiCQRywADQDwVARAII9YABoA4KkIgEAeMQEEAOCpCIBAHpw6dUoJCQmSmAACAPA8BEAgDzZs2CBJuuWWW1SiRAmLqwEAIHcIgEAesAA0AMCTEQCBPGD8HwDAkxEAgTwgAAIAPBkBEMilEydOaP/+/ZKkRo0aWVwNAAC55291AYCn2b17tyIjI1W1alUVLVrU6nIAAMg1AiCQS9HR0VmzgAEA8ER0AQMAAHgZAiAAAICXIQACAAB4GQIgAACAlyEAAgAAeBkCIJBLbdpIzz5rPletKo0Z47pnv/mm1LCh654HACiYCIBAPqxbJz3xhOueN2yYtGiRa5514YIJmz4+0qZNVx//8kupQQMpMFAqW1YaMsQ1dQEA8o91AIF8KFXKtc8LCTGbK7zwglS+vLR589XHPvxQ+uAD6f33pWbNpPPnpd9/d01dAID8owUQyIcru4B37JBatTKtYnXqSAsXmha0WbPsu9/hw1KfPlLx4lKJElK3btK+fdnHr+wC7t9f6t5dGjVKKlNGKlZMeust6dIlafhwKTxcqlhRmjgxd99r3jxp/nxp9Oirj506Jb36qvT119KDD0oREVLdulLXrrl7BgDAOgRAwEEyMkwYCw6W1qyRJkyQXnnF/uvPnpXatjUtfMuWSStWmM933y1dvHj96xYvlo4cMdd8+KEJiV26mBC5Zo00aJDZDh60r47jx6XHH5e++cZ8lystWGC+6+HDUu3aJmD27m3//QEA1iMAAg4yf760Z49pGbvtNtMSOHKk/ddPmSL5+kqffy7Vr2/C1aRJ0oED0pIl178uPFz66COpZk3p0UfNz7NnpZdflqpXl0aMkAoVklauvHkNNptpVRw0SGrS5Nrn/P67CYCjRpnWz7g4KSlJat/+xkEVAOA+GAMIOMjOnVKlSmZCRKamTe2/fv16KSFBCg3Nuf/8eRMsr6duXRMcM5UpI9Wrl/27n5/pTk5MvHkN//mPlJJiQuP1ZGRIaWkmdHboYPb997/me//8s9Sx482fAwCwFgEQcBCbzYz3y6uMDKlxY2ny5KuP3WiySUBAzt99fK69LyPj5jUsXiytXi0VLpxzf5MmUt++0ldfSeXKmX116uSsr2RJ01oJAHB/BEDAQWrVMgHo+HHTCieZZWLs1aiRFBsrlS4thYU5p8ab+egj6Z13sn8/csS06MXGmtm+ktSypfm5c6cZ/yeZLuA//pCqVHFtvQCAvGEMIOAg7dubGbH9+klbtpgxd5mTQOxpGezb17SidesmLV8u7d0rLV0qDR0qHTrk3NozVa5suo8ztxo1zP6IiOywV6OGqXHoUCk+Xtq2zXznWrXMJBYAgPsjAAIO4udnlns5fVqKipIGDDDLpUhmWZibCQ42M3krV5Z69DCTQB59VDp3zroWwev5+mvTIti5s9S6tely/vHHq7ueAQDuycdms9ludlJKSoqKFi2q5ORkhbnbXyLAja1caWYDJySYVrT8GjHCtA6uWJH/ewEACpbc5DXGAAIONHOmWbuvenUT+oYONWPm8hv+bDaz/MqiRVJkpGNqBQB4L7qAAQdKTZWefNKMh+vf33QFz55tjo0alf0qtyu3Tp1ufN/kZDPrtlAhs75fXuWnBgBAwUEXMOAiSUlmu5agIKlCBe+oAQDgHHQBA24oPNxs3l4DAMB6dAEDAAB4GQIgAACAlyEAAgAAeBkCIAAAgJchAALXcPjwYTVq1EiNGzfWH3/8YXU5AAA4FAEQuIZp06Zp48aNCgkJUcmSJa0uBwAAhyIAAtcQFxcnSYqJibG4EgAAHI8ACFzh8OHDWrlypSSpR48eFlcDAIDjEQCBK8yYMUOS1LJlS1Xg1RgAgAKIAAhcge5fAEBBRwAELnP06FEtX75cEt2/AICCiwAIXGbmzJmy2Wxq1qyZKleubHU5AAA4BQEQuExm92+vXr0srgQAAOchAAJ/SUxM1NKlSyVJPXv2tLgaAACchwAI/GXmzJnKyMhQkyZNVLVqVavLAQDAaQiAwF+Y/QsA8BYEQEDSH3/8oZ9//lkSARAAUPARAAFJs2fPVnp6uiIjIxUREWF1OQAAOBUBEJA0bdo0SbT+AQC8AwEQXi8pKUmLFi2SRAAEAHgHAiC83pw5c3Tp0iU1aNBANWrUsLocAACcjgAIr8fsXwCAtyEAwqv9+eefmj9/viQCIADAexAA4dW+//57paWlqW7duqpdu7bV5QAA4BIEQHg1un8BAN6IAAivlZKSop9++kkSARAA4F0IgPBaP/zwgy5cuKCaNWuqbt26VpcDAIDLEADhtTK7f3v16iUfHx+LqwEAwHUIgPBKp0+f1rx58yTR/QsA8D4EQHil//3vfzp//ryqVaumBg0aWF0OAAAuRQCEV7p89i/dvwAAb0MAhNc5c+aM5s6dK8mM/wMAwNsQAOF1fvzxR509e1a33HKLIiMjrS4HAACXIwDC60ybNk0S3b8AAO9FAIRXOXfunH744QdJzP4FAHgvAiC8yk8//aQzZ86ocuXKioqKsrocAAAsQQCEV2H2LwAABEB4kfPnz2vOnDmS6P4FAHg3AiC8xoIFC5SamqoKFSqoWbNmVpcDAIBlCIDwGpd3//r68j99AID34q8gvMKFCxc0e/ZsSXT/AgBAAIRXWLRokZKTk1WuXDlFR0dbXQ4AAJYiAMIrZHb/9ujRg+5fAIDX4y8hCry0tDTNmjVLEu/+BQBAIgDCCyxevFinTp1S6dKl1apVK6vLAQDAcgRAFHiXd//6+flZXA0AANYjAKJAu3TpkmbOnCmJ2b8AAGQiAKJAW7p0qU6ePKmSJUuqdevWVpcDAIBbIACiQJs2bZok6b777pO/v7/F1QAA4B4IgCiw0tPTNWPGDEl0/wIAcDkCIAqs5cuX68SJEwoPD1fbtm2tLgcAALdBAESBlTn7t3v37goICLC4GgAA3AcBEAVSenq6pk+fLonuXwAArkQARIEUHx+vY8eOqVixYrrrrrusLgcAALdCAESBlNn9261bNxUqVMjiagAAcC8EQBQ4GRkZWQGQ7l8AAK5GAESBs3r1ah05ckShoaFq37691eUAAOB2CIAocDJb/+69914VLlzY4moAAHA/BEAUKDabLSsA9urVy+JqAABwTwRAFChr167VwYMHFRISog4dOlhdDgAAbokAiAIls/WvS5cuCgoKsrgaAADcEwEQBcbl3b/M/gUA4PoIgCgwNmzYoH379ik4OFidOnWyuhwAANwWARAFxrRp0yRJnTt3VnBwsMXVAADgvgiAKBDo/gUAwH4EQBQImzdv1p49exQYGKh77rnH6nIAAHBrBEAUCJmtf/fcc49CQkIsrgYAAPdGAITHs9lsWeP/6P4FAODmCIDweNu2bdOuXbtUuHBhde7c2epyAABwewRAeLzM7t+OHTsqLCzM4moAAHB/BEB4vMzuX979CwCAfQiA8Gjbt2/Xb7/9poCAAHXt2tXqcgAA8AgEQHi0zO7fDh06qGjRohZXAwCAZyAAwqOx+DMAALlHAITH2rlzp7Zu3Sp/f39169bN6nIAAPAYBEB4rMzWv3bt2ql48eIWVwMAgOcgAMJj0f0LAEDeEADhkRISErRp0yb5+fmpe/fuVpcDAIBHIQDCI2W2/t15550qUaKExdUAAOBZCIDwSHT/AgCQdwRAeJy9e/dq/fr18vX1pfsXAIA8IADC40yfPl2S1KZNG5UuXdriagAA8DwEQHiczHf/0v0LAEDeEADhUfbv36+1a9fKx8dH9913n9XlAADgkQiA8CgzZsyQJN1+++0qW7asxdUAAOCZCIDwKJndv7169bK4EgAAPBcBEB7j0KFDWrVqlSSpR48eFlcDAIDnIgDCY2R2/7Zs2VLly5e3uBoAADwXARAeg8WfAQBwDAIgPMLRo0e1YsUKSVLPnj0trgYAAM9GAIRHmDFjhmw2m5o3b65KlSpZXQ4AAB6NAAiPQPcvAACOQwCE2zt+/LiWLVsmie5fAAAcgQAItzdz5kxlZGQoKipKVatWtbocAAA8HgEQbo/uXwAAHIsACLd24sQJLVmyRBLdvwAAOAoBEG5t9uzZSk9PV2RkpCIiIqwuBwCAAoEACLfGu38BAHA8AiDc1smTJ7Vo0SJJdP8CAOBIBEC4rTlz5ig9PV0NGjRQjRo1rC4HAIACgwAIt5XZ/cvsXwAAHIsACLd06tQpLVy4UBLj/wAAcDQCINzS999/r7S0NNWtW1e1atWyuhwAAAoUAiDcEos/AwDgPARAuJ3U1FQdP35ckZGReuihh6wuBwCAAsff6gKAK4WGhmrNmjVWlwEAQIFFCyAAAICXIQACAAB4GQIgAACAlyEAAgAAeBkCIAAAgJchAMJttGkjPfus+Vy1qjRmjOPu7eMjzZrluPsBAODJCIBwS+vWSU884bj7HT0qderkuPvlRlKS9PTTUs2aUnCwVLmy9MwzUnJyzvN27ZK6dZNKlpTCwqSWLaWff7amZgBAwUYAhFsqVcqEJUcpW1YqXNhx98uNI0fMNnq0tHWr9OWX0o8/So89lvO8zp2lS5ekxYul9eulhg2lLl2kY8esqBoAUJARAOGWruwC3rFDatVKCgyU6tSRFi7MXbfu5efu22d+nzpVuv12KShIiooyLXDr1klNmkghIdLdd0snTuS8z8SJUt26JkyWKycNGXLzZ9erJ02fLnXtKkVESHfeKY0cKX3/vQl8kvTHH1JCgvTSS1KDBlL16tK770pnz0q//mrfdwQAwF4EQLi9jAype3fTIrhmjTRhgvTKK/m/7xtvSK++Km3YIPn7Sw88IL3wgjR2rLR8ubRnj/T669nnf/KJ9NRTpmt661ZpzhypWrW8PTs52XTz+v/1Lp4SJaTataWvv5bOnDHB8NNPpTJlpMaN8/9dAQC4HK+Cg9ubP9+EsSVLTFeuZFrQ2rfP332HDZM6djSfhw41AXDRIjP2TjJdtF9+mX3+O+9Izz9vzs0UFZX75548Kb39tjRwYPY+Hx9pwQIzBjA0VPL1NeHvxx+lYsVy/wwAAG6EFkC4vZ07pUqVssOfJDVtmv/7NmiQ/blMGfOzfv2c+xITzefERDOO76678vfMlBQz1q9OHdMCmclmk558Uipd2rQ+rl1rwmCXLmYCCwAAjkQAhNuz2UwLmaMFBGR/zrz/lfsyMsznoKD8Py811YwrDAmRZs7M+azFi6UffpCmTDEtkI0aSR9/bJ771Vf5fzYAAJcjAMLt1aolHTggHT+evW/dOtfWEBpqJqYsWpS361NSpA4dpEKFzNjBwMCcx8+eNT99r/gv0tc3O4QCAOAojAGE22vf3sye7ddP+te/TEta5iQQZ7QMXs+bb0qDBplu2k6dTB0rV5o1/m4kNdWEv7NnpW+/NWEwJcUcK1VK8vOTWrSQihc33/H1103L32efSXv3mi5jAAAciRZAuD0/P7OEy+nTZtLFgAFm9q50dUuaM/XrZ5am+fhjsxRMly7S7t03v279ejN7eetWM2u4XLns7eBBc07JkmbCx+nTZpmYJk2kFSuk2bOl225z6tcCAHghH5vNZrvZSSkpKSpatKiSk5MVFhbmirpQwKSnp2vFihVq3bq1Q+63cqVZFzAhwbQO3siFCyYoLlggtWvnkMcDAOB2cpPX6AKGU508eVJffPGFPv74Y4WHh2vDhg15us/MmWbyRPXqJvQNHWomS9ws/KWkSDNmmLF0tWrl6dEAABQ4BEA4xYYNGzRu3Dj997//1fnz5yVJt9xyS57vl5pqFmk+eNB0l7ZrJ33wgTk2apTZriUqStq+XXrvPalixTw//oYmT865pt/lqlThTR4AAPdDFzAc5sKFC4qLi9P//d//adWqVVn7GzVqpCFDhuiBBx5QoBMG7SUlme1agoKkChUc/sgcUlNzzlC+XECACYEAADgbXcBwqUOHDunTTz/VhAkTlPjXyskBAQHq3bu3hgwZombNmsnHidN1w8PNZpXQULMBAOApCIDIE5vNpqVLl2rcuHGaNWuW0tPTJUkVKlTQoEGD9Pjjj6tM5us1AACAWyEAIldOnz6tb7/9VuPGjdOvlw1ua9OmjYYMGaJ7771XAZe/4gIAALgdAiDssnPnTn388cf68ssvlfLXKsbBwcF6+OGH9dRTT6levXoWVwgAAOxFAMR1paena+7cuRo3bpzmz5+ftb969ep66qmn1K9fPxUrVsy6AgEAQJ4QAHGVkydPauLEifr444+1b98+SZKPj4+6dOmiIUOGqF27dvK98qW1Dvb0009r5cqVuv322zV27FinPgsAAG/DMjDIcq21+8LDw/XYY49p8ODB+VrHL7d27typevXq6dKlS5o7d646derksmcDAOCJcpPXeBewl7t48aK+++47RUdHq3Hjxpo0aZLOnz+vyMhITZw4UYcOHdK//vUvl4Y/SapZs6aGDh0qSXr22Wd18eJFlz4fAICCjBZAL5W5dt9nn32m43+tYhwQEKBevXppyJAhat68uVPX7rNHcnKyatSoocTERI0ePVrPP/+8pfUAAODOcpPXCIBexGazadmyZRo3bpxmzpyZtXZf+fLls9buK1u2rMVV5jRx4kQ99thjCgsL065du1hbEACA66ALGDmcPn1an376qRo0aKA2bdooLi5O6enpat26taZNm6Z9+/bptddec7vwJ0n9+/dXkyZNlJKSopdfftnqcgAAKBBoASzAdu3apY8//liTJk3KsXbf3/72Nz311FOqX7++xRXaZ9WqVYqOjpaPj4/Wrl2rJk2aWF0SAABuhxZAL5aenq4ffvhBd999t2rWrKmxY8cqJSVF1atX15gxY3T48GGNHz/eY8KfJLVo0UIPPfSQbDabnnnmGdnxbxYAAHADtAAWENdbu69z584aMmSI2rdv7/S1+5zpyJEjqlGjhs6cOaNvvvlGDz30kNUlAQDgVmgB9CIbN27UY489pooVK+qFF17Qvn37VLx4cQ0bNkwJCQn6/vvv1bFjR48Of5KZqPLKK69Ikl588UWdPn3a4ooAAPBcnp0KvNTFixf13//+Vy1btlSjRo00ceJEnT9/Xg0bNtQXX3yhQ4cO6f3339ett95qdakO9dxzz+nWW2/VkSNHNGrUKKvLAQDAY9EF7EEOHz6sTz/9VBMmTMhau8/f3z9r7b4WLVpYvnafs82aNUv33XefChUqpO3btysiIsLqkgAAcAu5yWu8C9jN2Ww2LV++XOPGjdOMGTNyrN03cOBAPf744ypXrpzFVbpOt27d1K5dOy1cuFDDhg3TzJkzrS4JAACPQwugmzp9+rQmT56scePGadu2bVn777jjDg0ZMkTdu3dXQECAhRVaZ/v27WrQoIHS09O1YMECtWvXzuqSAACwHJNAPNju3bv13HPPqWLFiho0aJC2bdum4OBgDRw4UFu2bNHSpUvVq1cvrw1/klSnTh099dRTkqShQ4cqLS3N4ooAAPAstAC6gfT0dM2bN0/jxo3TTz/9lLW/WrVqeuqpp9S/f38VK1bMugLd0KlTp1S9enWdPHlSY8eO1TPPPGN1SQAAWIp3AXuIpKSkrLX79u7dK8ms3XfPPfdoyJAh6tChg8cv3+JMn376qQYNGqRixYpp165dKlWqlNUlAQBgGbqA3dzGjRs1YMAAVahQQcOHD9fevXtzrN2X+SYPwt+NDRgwQA0bNtSff/6p1157zepyAADwGLQAusjFixc1ffp0jRs3TvHx8Vn7GzZsqCFDhuiBBx5QcHCwhRV6puXLl+uOO+6Qj4+PNmzYoIYNG1pdEgAAlqAF0I0cPnxYb7zxhipXrqwHH3xQ8fHx8vf31wMPPKAVK1Zow4YNeuyxxwh/eXT77berT58+vCcYAIBcoAXQCa63dl+5cuU0aNAgr1u7z9kOHjyomjVr6ty5c5oyZYr69OljdUkAALgcLYAWOXPmjCZMmKDbbrtNrVu31rRp05Senq7bb79dsbGx2r9/v15//XXCn4NVqlRJL730kiRp+PDhOnv2rMUVAQDg3giADpCQkKC///3vqlChggYOHKitW7cqODhYTzzxhDZv3qxly5apd+/eXr12n7MNHz5cVapU0cGDB/Xee+9ZXQ4AAG6NLuA8Sk9P148//qhx48bpxx9/zNofERGRtXZf8eLFLazQ+8TFxalXr14KDAzUjh07VKVKFatLAgDAZegCdqKkpCSNHj1aNWrUUJcuXfTjjz/Kx8dHnTt31rx587Rr1y4999xzhD8L9OzZU23atNH58+c1bNgwq8sBAMBt0QJopx07dmjq1KmaN2+eLly4IEkKDQ1V9+7dFRMTo0qVKllcISRpy5YtioyMVEZGhhYvXqy2bdtaXRIAAC7Bm0Dg1Z566il9/PHHql+/vjZs2CB/f3+rSwIAwOnoAoZX+8c//qHixYtr69atmjBhgtXlAADgdgiAKHBKlCiht99+W5L02muvKSkpyeKKAABwLwRAFEgDBw5U/fr1lZSUpNdff93qcgAAcCsEQBRI/v7+Gjt2rCTpk08+0datWy2uCAAA90EARIHVtm1b9ezZUxkZGRo6dCjvCQYA4C9uHQDbtJGefdZ8rlpVGjPGcff28ZFmzXLc/eCeRo8ercDAQP3888+aMWOG1eUAAOAW3DoAXm7dOumJJxx3v6NHpU6dHHe/3EhKkp5+WqpZUwoOlipXlp55RkpOznnevfeaY4GBUrly0t/+Jh05Yk3Nnqpq1aoaPny4JOn555/XuXPnLK4IAADreUwALFXKhCVHKVtWKlzYcffLjSNHzDZ6tLR1q/Tll9KPP0qPPZbzvLZtpalTpZ07penTpT17pJgYS0r2aC+++KIqVqyo/fv3a/To0VaXAwCA5TwmAF7ZBbxjh9SqlWkdq1NHWrgwd926l5+7b5/5fepU6fbbpaAgKSpK2rXLtDw2aSKFhEh33y2dOJHzPhMnSnXrmjBZrpw0ZMjNn12vngl0XbtKERHSnXdKI0dK338vXbqUfd5zz0nNm0tVqkjR0dJLL0mrV0tpafZ9RxhFihTR+++/L0n65z//qYMHD1pcEQAA1vKYAHi5jAype3fTIrhmjTRhgvTKK/m/7xtvSK++Km3YIPn7Sw88IL3wgjR2rLR8uWmBu3xFkU8+kZ56ynRNb90qzZkjVauWt2cnJ0thYea515KUJE2ebIJgQEDenuHN+vTpo9tvv13nzp3TCy+8YHU5AABYyiMD4Pz5Jox9/bV0222mJXDkyPzfd9gwqWNHqXZtaehQEwRfe01q2VKKjDRdtD//nH3+O+9Izz9vzq1Rw7QaZk5ayY2TJ6W335YGDrz62IsvSkWKSCVKSAcOSLNn5/nreTUfHx+NHTtWPj4+mjJlipYvX251SQAAWMYjA+DOnVKlSmYcX6amTfN/3wYNsj+XKWN+1q+fc19iovmcmGjG8d11V/6emZIide5surHfeOPq48OHSxs3mtDr5yc9/LDEaiZ5ExkZqccff1yS9Mwzzyg9Pd3iigAAsIZHBkCbzYzZc7TLu1Yz73/lvowM8zkoKP/PS0014wpDQqSZM6/dtVuypGldbN9emjJFmjvXjANE3rzzzjsqWrSoNm3apC+++MLqcgAAsIRHBsBatUx36PHj2fvWrXNtDaGhZmLKokV5uz4lRerQQSpUyIwdDAy8+TWZLX8XLuTtmZBKlSqlt956S5L0yiuv6NSpUxZXBACA63lkAGzf3sye7ddP2rJFWrkyexKIM1oGr+fNN6UPPpA++kjavduMGfzPf25+XWqqCX9nzkhffGHC4LFjZsvslVy7Vho3Ttq0Sdq/34w9fPBB871btHDmtyr4nnzySdWpU0d//PFHVhgEAMCbeGQA9PMzS7icPm0mXgwYYGbvSva1pDlKv35maZqPPzZLwXTpYoLgzaxfb2Yvb91qZg2XK5e9Za5QEhQkzZhhxhjWrCk9+qhZPmbpUuvWLywoAgICNOavNYXGjRun7du3W1sQAAAu5mOz4wWpKSkpKlq0qJKTkxUWFuaKunJt5UozGzghwbSS3ciFCyYoLlggtWvnmvrgfrp3767Zs2erffv2+umnn+TjyuZjAAAcLDd5zSNbACUzaWLBArOI88KFZi2+li1vHv5SUqT//lfy9TVjCeG9PvjgAxUqVEgLFizQnDlzrC4HAACX8dgAmJoqPfmkCXH9+5uu4Mw18kaNMjNrr7V162bW1nvvPaliRefUNnny9Z9ft65znonci4iI0PPPPy9J+vvf/67z589bXBEAAK5RYLqAL5eUZLZrCQqSKlRw7vNTU3POUL5cQIB5tRvcQ2pqqmrWrKmjR49q1KhRGjFihNUlAQCQJ7nJawUyAAK58c033+jhhx9WkSJFtHPnTlVw9r8QAABwAq8YAwg4St++fdW8eXOdOXNGL730ktXlAADgdARAeD1fX1999NFHkqRvv/1Wq1atsrgiAACciwAISIqKitIjjzwiybwnOCPznX8AABRABEDgL6NGjVJoaKh++eUXffnll1aXAwCA0xAAgb+ULVtWr7/+uiRpxIgRSk5OtrgiAACcgwAIXOaZZ55RjRo1lJiYqLffftvqcgAAcAoCIHCZQoUK6d///rckaezYsdq5c6fFFQEA4HgEQOAK99xzj+655x5dunRJzz33nNXlAADgcARA4Br+/e9/KyAgQPPmzdPcuXOtLgcAAIciAALXUKNGDQ0dOlSS9Nxzz+nixYsWVwQAgOMQAIHreO2111SmTBnt2rUra6FoAAAKAgIgcB1hYWH65z//KUn6xz/+oWPHjllcEQAAjkEABG6gX79+ioqKUmpqql5++WWrywEAwCEIgMANXP6e4EmTJmndunUWVwQAQP4RAIGbaN68uf72t79J4j3BAICCgQAI2OHdd99VkSJFtHr1ak2ePNnqcgAAyBcCIGCH8uXL69VXX5Ukvfjii0pNTbW4IgAA8o4ACNjpueeeU0REhI4ePapRo0ZZXQ4AAHlGAATsVLhwYX344YeSpA8//FAJCQkWVwQAQN4QAIFc6Nq1qzp06KCLFy/q+eeft7ocAADyhAAI5IKPj4/GjBkjf39/zZkzR/Pnz7e6JAAAco0ACORS7dq1NWTIEEnSs88+q7S0NIsrAgAgdwiAQB688cYbKlWqlH777Tf93//9n9XlAACQKwRAIA+KFSumkSNHSpLefPNNnThxwuKKAACwHwEQyKNHH31UkZGRSk5O1iuvvGJ1OQAA2I0ACOSRn59f1nuCP//8c23YsMHiigAAsA8BEMiHVq1a6YEHHpDNZtMzzzwjm81mdUkAANwUARDIp3/9618KDg7WypUrNWXKFKvLAQDgpgiAQD5VrFhRI0aMkCQNHz5cZ86csbgiAABujAAIOMDzzz+vqlWr6vDhw3r33XetLgcAgBsiAAIOEBQUpA8++ECS9P7772vv3r0WVwQAwPURAAEHue+++3TnnXfqwoULGjZsmNXlAABwXQRAwEF8fHw0duxY+fn5acaMGVq8eLHVJQEAcE0EQMCB6tWrp8GDB0uShg4dqkuXLllcEQAAVyMAAg721ltvKTw8XNu2bdP48eOtLgcAgKsQAAEHCw8P19tvvy1Jev3113Xy5EmLKwIAICcCIOAETzzxhOrXr69Tp07ptddes7ocAAByIAACTuDv75/1nuBPP/1UmzdvtrgiAACyEQABJ2nTpo1iYmKUkZGhoUOH8p5gAIDbIAACTjR69GgFBgZq6dKliouLs7ocAAAkEQABp6pSpYpeeOEFSdKwYcN09uxZiysCAIAACDjdiy++qEqVKunAgQN6//33rS4HAAACIOBswcHBWcHvvffe04EDByyuCADg7QiAgAv07t1bd9xxh86dO6fhw4dbXQ4AwMsRAAEXyHxPsK+vr6ZOnar169dbXRIAwIsRAAEXadiwoR5//HFJYiwgAMBSBEDAhd555x0VK1ZMu3btsroUAIAXIwACLlSyZEm99dZbNz2vTRvp2WfN56pVpTFjHFeDj480a5bj7gcA8DwEQMDFBg8erFtvvdXu89etk554wnHPP3pU6tTJcffLjaQk6emnpZo1peBgqXJl6ZlnpOTk7HOWLDEh9VrbunXW1A0ABY2/1QUA3iYgICBXM4FLlXLs88uWdez9cuPIEbONHi3VqSPt3y8NGmT2Zb4oJTrahNTLvfaatHCh1KSJ62sGgIKIFkDAAs2aNbP73Cu7gHfskFq1kgIDTYhauDB33bqXn7tvn/l96lTp9tuloCApKkratcu0tjVpIoWESHffLZ04kfM+EydKdetKhQtL5cpJQ4bc/Nn16knTp0tdu0oREdKdd0ojR0rffy9dumTOKVTIhNTMrUQJac4c6dFHTa0AgPyjBRDwIBkZUvfuput0zRopNVV6/vn83/eNN0zIrFzZBK0HHpDCwqSxY01Xbe/e0uuvS598Ys7/5BPp73+X3n3XdCcnJ0srV+bt2cnJ5ln+1/l/ozlzpD/+kPr3z9v9AQBXIwACHmT+fGnPHjNOLrMrd+RIqX37/N132DCpY0fzeehQEwAXLZJatjT7HntM+vLL7PPfeccEz6FDs/dFReX+uSdPSm+/LQ0ceP1zvvjC1FapUu7vDwC4NgIg4EF27jRB6PJxfE2b5v++DRpkfy5TxvysXz/nvsRE8zkx0YzZu+uu/D0zJUXq3Nl0Y7/xxrXPOXRI+ukn00UNAHAcxgACHsRmc844uICA7M+Z979yX0aG+RwUlP/npaaacYUhIdLMmTmfdblJk8wYwHvvzf8zAQDZCICAB6lVSzpwQDp+PHufq5dGCQ01E1MWLcrb9SkpUocOZrLHnDlmMsu12GwmAD788PUDIgAgb+gCBjxI+/Zm9my/ftK//mVa0l55xRxz5QzZN980y7eULm0mgaSmmkkgTz994+tSU034O3tW+vZbEwZTUsyxUqUkP7/scxcvlvbuNeMPAQCORQAEPIifn1nCZcAAM+ni1lul9983y6pcryXNGfr1k86fl/79bzOBpGRJKSbm5tetX29mL0tStWo5j+3da1oWM33xhVkTsHZth5UNAPiLj81ms93spJSUFBUtWlTJyckKCwtzRV0A7LRypVkXMCHBtA7eyIULJiguWCC1a+ea+gAArpGbvEYLIOBhZs40kyeqVzehb+hQs1zLzcJfSoo0Y4bk62vGEgIAvBcBEPAwqanSCy9IBw+artd27aQPPjDHRo0y27VERUnbt0vvvSdVrOic2iZPvv6aflWqSL/+6pznAgByhy5goABJSjLbtQQFSRUqOPf5qak5ZyhfLiDAhEAAgHPQBQx4qfBws1klNNRsAAD3xjqAAAAAXoYACAAA4GUIgAAAAF6GAAgAAOBlCIAAAABehgAIAADgZQiAAAAAXoYACAAA4GUIgAAAAF6GAAgAAOBlCIAAAABehgAIAADgZQiAAAAAXoYACAAA4GUIgAAAAF6GAAgAAOBlCIAAAABehgAIAADgZQiAAAAAXsbfnpNsNpskKSUlxanFAAAAIG8yc1pmbrsRuwJgamqqJKlSpUr5KAsAAADOlpqaqqJFi97wHB+bHTExIyNDR44cUWhoqHx8fBxWIAAAABzDZrMpNTVV5cuXl6/vjUf52RUAAQAAUHAwCQQAAMDLEAABAAC8DAEQAADAyxAAAQAAvAwBEAAAwMsQAAEAALwMARAAAMDL/D86QSHYFLe0lgAAAABJRU5ErkJggg==", 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ZmgGpbl3phRfCc0yIfoRWIAhoEQAQbKVKSeHc1bRgQalEifC81z332B/8f358wQL3c7/9tvTTT9IDD0hDh0r/+ld4jgvRjdAKBAGhFUCwndgesGyZdO65ku16Wq+eNHWqq1ROnOjf623YIF15pVSsmAunPXpIv/2WeXvAdddJPXtKw4ZJZcpIRYtKjz0mHTsm3X23VLy47XYljRyZtZ/rs8+kyZOl4cP//LUbbpBefFFq104680zpmmuk66+Xxo/P2nsgPhFagSCG1m+//dZrEwCAYLL/W7EAaZXXuXOlESNcFdJfBw5IHTq4aupXX0lff+3uX3ihdORI5s+bPl3auNE957nnXLDt3t0FXzuOgQPdbd06/45jyxapf3/prbf8ryLv3u0CMkBoBYKgUaNGKlCggHbv3q2ff/6ZcwogqKwyuWqVNHq0dNZZruL65JP+P3/sWClHDum116SGDV2v6KhR0tq10owZmT/PwqJVPmvXdlVQ+2gB+P77pZo13aX7PHmk2bNPfwy2aaBVby3kNm/u33F/+6303nvSzTf7/7MifhFagSDIlSuXzj77bO8+81oBBNvy5W5xUtmyaY+1bOn/861XdOVKqVAhV2G1mwXSQ4dcGM5M/fou7PpYm4CFXp+cOV2rwdatpz+Gl16S9uxxQdcf1tNqLQwPPyx16uTfcxDfCK1AkNDXCiBUrEpp/auBtBc0a+ZW6qe/rVghXX115s/LnTvj53YMJ3vMn64oazWYM0fKm9f+0Jdq1HCPW9W1X7+M37t0qXT++a6V4MEH/f4xEedyRfoAgHhBaAUQKnXquEv51hNq1U7fSCx/2W7T774rlS4tFS6siLA2gyeeSPvcemW7dHHH9ceFqtQKqwVWC7JZaYFA/KPSCgRJq1atvI8rVqzQ9u3bOa8AgsYuj1ev7oLc4sWuh9S3EMufCmzfvlLJku5y+6xZ0urV0syZ0qBB0vr14flFVa4sNWiQdqtVyz1uP5dNIfAFVlswZj/v3/4mbd7sbtu2hecYEd0IrUCQFC9eXHVtdcMfUwQAIFisd9RGW+3bJ7VoId10U9plcxuBdTq2Ut8mAFhwvOwytxDLFlYdPBi5yuvJjBvnAuqYMVK5cmk3+5mBpJQU65QBEAw33XSTXn/9dd133336+9//zkkFEDJWbbUpArbAyqqVgbIFUlaFtXFYQDSi0goEEX2tADKzY8cOvW1bPWXThAnSlCluQwDbWMC2eG3TJvDAaqUrmyBgW7jatAAgWhFagRCE1nnz5uno0aOcWyDB2cVMG4N37bXXqkKFCnrOJvRn09690q23ukVZNu/ULplPmuS+ZrtW+UZZnXjr2vX0w/tthy2bt2rzV7MrkGMA/EF7ABBEthtWqVKltHPnTi+4tqARC0hIe/bs0ZgxY/Tf//5Xi23l1B+uvvpq7/Fg27nT3U4mf36pQoWgv2VUHgPiGyOvgCDKkSOHWrdurU8++cSrrhBagcSyaNEiL6haMN1nq6a8wJZfffr00cCBA9Xc362gssg2Coj0VqfRcAyIb7QHAEFGXyuQWA4ePKg333zTG3vXpEkTvfLKK15gtWkiL7zwgjZs2OAt0LQ/YpMC2SEASHBUWoEgI7QCiWH58uVeVdUC665du7zHcufOrcsvv9yrqp533nmEVCCI6GkFgmz//v0qUqSIjh8/rrVr16qSbRgOIC4cOXJEkyZN0n/+8x99+eWXqY9XrVpVN998s66//nqV8W1ZBSCoqLQCQXbGGWeocePGWrBggdfXeuWVV3KOgRi3Zs0ajRgxwrvMv8X2Uv2jh7179+5eVbVLly7e5wBCh9AKhKhFgNAKxDa7WvLZZ595LQCffvqpN77KlCtXzttIpH///lxJAcKI0AqEKLS+9NJLXqUVQGzZvHmzV1G1yqq1+Ph07NhRt9xyiy6++GKvdxVAeNHTCoSA/UNXpUoV5cyZU7t37/ZaBgBEL6uiWo+qVVUnTJigY8eOeY8XL17c61O1ftWaNWtG+jCBhEZoBUL0D6AtwLJRNzNmzFC7du04z0AUso1AbPW/hdUVK1ZkuFpiVdVevXopX758ET1GAA5d40AI2CxGRl8B0ftH5Zw5c3Tdddd5W6v+7W9/8wJroUKFdOutt+qHH37Q7Nmzdc011xBYgShCTysQIhZax40bR18rECX27t2rd955xxtXZcHUx6Z9WFXVdq2y4AogOhFagRBJX2m1yg474QCRsXjxYi+ovv3226lbq9ol/6uuusobV9WyZUv++wRiAD2tQAiHkNsmA4cOHdKyZctUu3ZtzjUQxq1V7UqH9ap+++23qY/bf4cWVPv166dixYrx+wBiCJVWIETy5Mnj7TU+a9Ysr9pKaAVCz3pTX3nlFb3xxhveIiuTK1cuXXbZZV4LgC2K5KoHEJtYiAWEEIuxgNA7evSo3n//fW+Oqv1x+Nxzz3mB1cbOPfnkk1q3bp3effddtW/fnsAKxDAqrUAIEVqB0M5DfvXVV/Xaa695GwIYq6J269bNq6ra1qo2KxlAfKCnFQihbdu2qXTp0t59q/zQQwcEvrXqF1984fWqfvLJJ0pOTvYeL1OmTOrWqlZhBRB/CK1AiNWqVUu//PKLt3d5165dOd9ANmzZskUjR470tlb97bffUh8///zzvapqjx492FoViHO0BwBhaBGw0GqLsQitgP9sVNzMmTO9cVW2tar1rhq7YmEbA9jWqixwBBIHC7GiVPv20uDB7n7VqtLzz4fvvR991IZth+/94h19rUDW7Nq1S88//7zq1q2rDh066L333vMCa6tWrbwtV217ZFtsRWAFEguV1hgwf750xhnhe78hQ6Q77gjPex0+LJ19tmSb0yxcmBaW33hDuv76kz9nyxbpjzbRmAqtc+fO1bFjx7zxOwD+XFWdN2+e16s6duxYb76xKViwoLedqlVVbecqAImLfz1jQKlS4X2/ggXdLRzuuUcqX96F1vSuvFK68MKMj113nWT/jsVSYDX16tVT4cKFtWfPHi1ZskRNmjSJ9CEBUcN2qLKtVS2sLrS/XP/QqFEjr1e1b9++bK0KwEN7QAw4sT1g2TLp3HNtG0ILRNLUqTbmRZo40b/X27DBhULbDKZECalHDynduoY/tQdYWOzZUxo2zFboSkWLSo89Jh07Jt19t1S8uFSxojRyZNZ+rs8+kyZPloYP//PX8ueXypZNu9nUmunTpRtvVMzJkSOHWrdu7d23vlYA8v6Au+2221S+fHmvimqBNW/evLr22mu9/04WLVrk7VxVqFAhThcAD6E1xth0FwuQBQrY5WZpxAjpgQf8f/6BA1KHDq6S+tVX0tdfu/tW1TxyJPPnWWDcuNE957nnXLDt3t0FXzuOgQPdbd06/47DLvH37y+99Zb7WU5n9Gj3fb16KSbR1wrYlZJDevvtt9WmTRuvkvryyy9r7969qlmzpp599lmvV9V6Vu2PPHatAnAi2gNijFUmV62SZsxwFUjz5JNSp07+PX/sWKv8Sa+95qqzZtQoVz211+zc+eTPs2rqiy+659auLf3jHy4A33+/+/rQodJTT0mzZ0tXXXXqY0hJcdVbC7nNm2es8mbGqrhXX+0qsLGI0IpEZtMzbGvVUaNGZdhatWfPnl411cZWEVIBnA6hNcYsXy5VqpQWWE3Llv4/f8ECaeVK6cQrbtYramE4M/Xru8DqY20CDRqkfW6X763VYOvW0x/DSy9Je/a4oOuPb7+Vli511dZY1bJlS69NwOZLbty40bskCsQzW+3/4Ycfer2qU62H6Q+VKlXSgAEDdOONN6pcuXIRPUYAsYXQGmOsSumrkGa3vaBZM2nMmKwt+MqdO+Pndgwne+yPzWlOyVoN5syR8ubN+LhVXfv2ld58M+PjVhW2Hls77lhlC7EaNmyoH374Qd9++60uv/zySB8SEBLr1q1L3Vp106ZN3mNWRbUZxbawyj6ytSqA7CC0xpg6dWy/bdcTatVO30gsfzVtKr37rluBX7iwIsLaDJ54Iu1z65Xt0sUdl42/Sm/fPum996S//10xz1oELLTaIhNCK+KJbaVqf4y9//77mjVrlvd52bJlvckZl156qXfj6gKAQBFaY4z1rlavLvXr5/pK9+5NW4jlTwXWKpnPPOMmBvzf/7lV/xaCx493kwDs81CrXDnj577xWvZznfj+FmRtSoEddzyEVtvZhwkCiDfW+mKLq+wGAKHC9IAYY72jNtrKKpAtWkg33SQ9+KD7mo3AOh1bgW8TACw4XnaZVLeudMMN0sGDkau8nsrrr7vjtCkFsc63GGvBggWpg9MBAIB/klJsGxLENFuxb3NbbYGVVSsDZQukZs1y47AQPPafmi082bJli77++muqUgAAZAGV1hg0YYI0ZYobFWWLcgcMkOyqXKCB1f58sQkC06a5aQEILluMwugrAACyh9Aag6yP9dZb3aIsm3dqbQKTJrmv2a5Vvm1YT7x17Xrq19292+2wlSdP2vzV7AjkGOIdoRUAgOyhPSDO2NzuP2Z3/4kN5q9QITGOIVrZIixbrFK6dGlt3ryZgeoAAPiJ0AqEkS3AKlKkiI4cOaKVK1eqejCakJGQ2rd384uff16qWlUaPNjdwsG2cbYFoYsWhef9AMDQHgCEUb58+dTsj10SGH2FYLFZzdbbHi5Dhrje91CyIG5j/NLf7rsv4/fYuL6LL5bOOEMqWVK6807pyJHQHheAyCG0AhHqa7Vh7EAw2G52Ns4uXKw/3bZtDjWbJW2bavluvvF+5vhxqVs3af9+N+lk7Fjpgw+ku+4K/XEBiAxCKxBmLMZCKKqS1ibgs2yZG4Nns5ttcaVNGbFKpV3S98eGDdKVV7r5yBZObTMSm1aSvj3AWhN8bEFoz55uEabt1Fe0qPTYY25jENu0pHhxt3HIyJFZ+7kKFZLKlk27+TYiMZMnS0uXSm+/LTVpInXsKD37rPTqq9KePVl7HwCxgdAKhFnr1q29j0uWLNEe/nVFkCUnuwBplde5c6URI9J2zfPHgQNShw4uINpGJFbFtPsXXnjqS+/Tp7stme05zz3ngm337i742nEMHOhu69b5fyxPP+1CswXkJ5/M+P52oaJBA6l8+bTHbDvow4dtAw//3wNA7GAb1wRz/Phxff/995oyZYqmTZumXbt2pX6tRIkSuuCCC9S5c2c1btzY25oRwWcbDFSrVk2rV6/WvHnz1NFKRECQWAXS5i3PmOGqk8YCn20B7Q+7zG7/6b/2WtrW0KNGueqpvWbnzid/nlVTX3zRPbd2bbfNtAVg3/g827TkqafcZihXXXX64xg0SGra1IXeefPc81evdsdlNm92Vd307HttZJ99DUD8IZUkmJw5c6pFixa6//779cUXX+jpp5/2FgatWbNGU6dO1dChQ73PK1WqpMGDB3uLhZKtdIOgokUAobJ8uVSpUlpgNS1b+v98q1La7np2ad43X9kCqe08bGE4M7YhSfq/cy1QNmyYcQtqq5pu3erfcfz1r1K7dlKjRm676v/+123rvGNH2vf4QvWJm6Sc7HEAsY/QmsBy5cqlTp066dVXX/Vmhn766ae67rrrvJFMGzdu1AsvvODNFK1ataqGDBniVQXZ9Tc4CK0IlUBDm/2NagMubJxV+tuKFdLVV2f+vNy5M35ux3Cyx7L7N3CrVu6jBWpjofzEiqpdODp69M8VWADxgdAKT+7cudW1a1eNGjVKW7Zs0YcffqhrrrlGhQoV0rp16/Tss8/q7LPP9uaK3nfffV6LAQE2OBMEqGQjmGynPBsFtWVLxpFY/rJL8r/8IpUuLdWokfFWpEjkflcLF7qP5cq5j9Ya/uOPbqpA+taIvHld6AYQfwit+JO8efPq4osv1ltvvaWtW7dqwoQJuuqqq3TGGWd4fZi+loJatWrpgQce0OLFiwmwWdSgQQMVLFjQW4i11JZAA0Fivau2Z0W/ftLixa6H1LcQy58KbN++buapTQyYNcv1kc6c6XpM168Pz6/JFln985+uwmvv/9570s03S5dcIlWu7L7HemttMsJf/uICrc2Ntfmx/ftLhQuH5zgBhBehFacdht+zZ0/973//8wLse++9p169eil//vzejk7Dhg3TWWedpXr16umRRx4hgGWhNcMq14ZNBpDewYMHNXv2bO+Pxuyw3lEbbbVvn9SihesH9c03tRFYp2NTB2wCgIXDyy6T6taVbrjBjit8YdCqpe++63b9smD68MMujP7vfxl/zk8+cT9TmzbSFVe4qQnDh4fnGAGEH9u4Ilv27dunjz/+WO+++64+++wzHbY5M+mqiFdeeaWuuOIKrxqLk3v44Yf1+OOPq1+/fnrjjTc4TQnIWmzs6sWcOXO8m7WLLFq0SMeOHVOTJk28NpxgsGqrzW21ftBg7BxsK/mtCmvjsAAgXAitCJhd4rYeWAuwNpHgqK2E+IONzrLwaiH2zDPP5Gyn8/nnn3t9xDVr1tQKW+WChPhjb/78+akh1W52BeNEZcqUUd++fb1e8uyYMMGt+q9Z0wVVu7Rv46ACDZm2yOvXX6U+fdxA/1deCez1ACArCK0IKpv7OmnSJC/A2ggtqxj5NG/e3AuwdqtSpUrCn/nff/9dxSxJyMYAbVUp24sTccMW2P3yyy9e9dQXUG1DiRMX3tkiyKZNm6pVq1apN/vvIymAEQCjR0uPP+4G+Vt/qm+3KBs5ZbtW2e1k2raVPvss89f9/Xe3Mt/aDsaMkbL7n3EgxwAgcRFaETI7duzwFnFZgJ0+fXqGf6ztH2YLr71791ZF298xQVkrxU8//eQF/UtslQli+o8QGwvnC6lz587NsHmHj81Atl3RfAHV2gCsdzxcdu50t5PJn1+qUCExjgFA7CG0Iiyskjh+/HgvwM6cOTPDtIFzzz3XC7C2wMt2i0okAwYM8Obk3nvvvXrKtgtCzOwsZ1MffH2o9vHnn3/+0/dZGLUrDBZOLaja4rsKJDIAyBZCK8Ju06ZN+uCDD7wA+3W6Jju7HNquXTsvwF5++eUqbYMi45wtwLr++uvVtm1bfWVLthGVtm3b5lVOfSHVKqrWn3oim2Psq6BaSG3UqJF3+R8AEDhCKyJq/fr1ev/9970Aa4HAJ0eOHDr//PO9AHvZZZephDXjxSFbgFW7dm2vIrd7927lsY3TEVG2kNBmD6dfLGXj3U5kc3ZbtmyZoReVvmQACB1CK6LGmjVrNG7cOC/Afvfddxlmmnbs2NELsDYz1rd4KR5Ym4QFHev/tUqehSCEv/KffrGU/W/PZqWeqG7duhkCav369ZXThoUCAMKC0IqotGrVqtQAa3MrfexSa5cuXbwA26NHDxWOg61vbAHWRx99pH/+858aPHhwpA8nrtk84YULF2YIqWttz9MTFC1aNENAtT8m4umPJQCIRYRWxMQldNuJywLsj7bZeLrtZi+88EJvBqxtO2uXa2ORLcAaOnSoN0nBfk4Er4ptgTT9YikLrEeOHMnwfdaKYlMc0q/ot00x7HEAQPQgtCKm2IptX4BdtmxZ6uPWE9qtWzcvwNrHArYXZYywBVi2AK18+fJej28g8zkT2f79+7VgwYIMIXXz5s1/+j5rx/AtlLKPtrq/UKFCETlmAID/CK2I2SqaVV0tvNot/UKZM844w6u8WguB7TgVzhmY2WH9kxZabSOGTz75JOHGfmX3979u3TpvWL/dbOGUDfK3UVQ+27dv9/pVbVe29CG1WrVq/GEAADGI0Iq4CDDW9+oLsL/99lvq16yCZr2vFmA7d+7stRQgMdhmFtYKEO1/tAAA/ENoRdwFWFv9beHV2gisGudTpEgRb/qAtRDYNALmZwIAEDsIrYjrSpuNkbIAa5MINm7cmPq14sWL69JLL/UCbIcOHbyxWgAAIHoRWpEwAXb27NlegLXNDLZs2ZL6tZIlS3o7cFmAPe+885i9CQBAFCK0IuHYYh1bsW8B1raTtQU7PmXKlFGvXr28ANumTRvGHgEAECUIrUhotmL/yy+/9ALs+PHjtWvXrtSv2Qgqm51qAdZWnTOKCgCAyCG0An+wlebTpk3zAuzEiRO1e/fu1HNTuXLl1ABrcz3DFWDbt5caN5aef16qWlWyDbPCtWnWo49KEydK6TYkAwAgYgitQCbbfU6ePNkLsJMmTdK+fftSv2ZzPm2ElgVYmwEaygCbPrRu22YzaKVw7ZtgP/Lhw1KJEqF7j0sucaF461bJdknt2FF6+mmrcqd9z6BB0tdfS7YZWt26hGgASFSEVsCP4f+ff/65F2A/+ugjHThwIPVrNWvWTA2wthVosANs+tAaj/75T6l1a8n2U9iwQRoyxD3+zTdp33PnnVLt2tLcudLixYRWAEhUbK4NnEb+/Pm98Vhjx47Vtm3bvPmvNm3AhtbbLkxPPvmkGjVqpPr16+vRRx/Vzz//HJJzau0B6cOr7WJ77rm2ha1Ur540dapkmdku6fvDQuKVV7oKp1VTe/SQ0u3L4LUHWGD2ue46qWdPadgwW7AmFS0qPfaY9QVLd99tY8SkihWlkSP9/5n++lepVSupShXpnHOk++6T5syRjh5N+54XX5Ruu00680z/XxcAEH8IrUAWFChQwOtttbFZFmDfeecdb8etPHnyeGH1scceU7169bwQ+8QTT3ihNhSSk12AtFYBq0COGCE98ID/z7dicYcOUsGC0ldfucvvdv/CC623N/PnTZ8u2bhbe85zz7lg2727C752HAMHulu6PR38tnOnNGaMC6+5c2f9+QCA+EZoBbKpYMGC6tOnj7doa+vWrRo9erS6devm7bS1ZMkSPfTQQ6pVq5aaNGmip556Sr/++mvQzvXkydKqVdLo0dJZZ7mK65NP+v/8sWOlHDmk116TGjZ0vaKjRklr10ozZmT+PKumWuXTLtffcIP7aAH4/vutVUIaOlTKk0eaPdv/Y7n3Xtera9Vee/9Jk/x/LgAgcRBagSCwLWL/8pe/6OOPP/Y2Lhg5cqS6dOnibVSwaNEiDR06VNWrV1eLFi00fPhwrbV0FoDly6VKlaSyZdMea9nS/+cvWCCtXCkVKuQqrHazQHrokAvDmalf34VdH2sTsNDrkzOnC5+2sMpf1lqwcKEL4vb8a6+17Xj9fz4AIDEQWoEgK1asmK6//npv8dbmzZs1YsQIXXDBBd5GBd99953uvvtuValSRa1bt9YYux6eDRbqAlnzZe0FzZq5RU3pbytWSFdfnfnzTrxsb8dwssfs9f1VsqRUq5bUqZOrAH/6qetrBQAgPUIrEEK2RWz//v01depUbdq0SS+//LLatWvnTRmYM2eOnn322Wy9bp067lJ6ut1oNX++/89v2lSydtvSpaUaNTLeihRRxPgqrDZqCwCA9AitQJiULl1at9xyi2bMmKENGzboxRdf9Oa8ZodVJatXl/r1c2OgrIfUtxDLnwps376uwmkTA2bNklavlmbOdDNR169XWMybJ/3rX67Cu2aN9OWXrsprP5eNwfKxNgb7ns2bbfxYWlX4VAvGAADxJ1ekDwBIROXKldMdd9yR7edb76eNtrrpJqlFCzcO6plnpIsvdiOwTsemDtgEAFsEddll0t69UoUK0gUXSIULKyzy55fGj5ceeUTav9/NarXpBdYikDdv2vfZz2iB2qdJE/fRgraNAQMAJAY2FwDihFVbbYqAVSatWhkomwRgVVgbhwUAQKRRaQVi1IQJbtW/jZqyoGqX9tu0CTywWl+pTeeaNi2tqgkAQKTR0wrEKLukf+utblGW7VZlbQK+Gae2a5VvlNWJt65dT/26u3e7HbZs3qrNX82uQI4BAIAT0R4AxCHbXcpumfWSWv9qIhwDACB+EFoBAAAQ9WgPAAAAQNQjtAIAACDqEVoBAAAQ9QitAAAAiHqEVgAAAEQ9QisQJebPn6+mTZuqW7dukT4UAACiDqEViBIzZszQwoULld+GmAIAgAwIrUCU+O6777yPzZs3j/ShAAAQdQitQJQgtAIAkDl2xAKiwM6dO1WiRInU+8WKFYv0IQEAEFWotAJRVGWtUaMGgRUAgJMgtAJRgNYAAABOjdAKRAFCKwAAp0ZoBaIAoRUAgFNjIRYQYVu2bFHZsmWVlJSk3bt3q1ChQpE+JAAAog6VViBKqqx16tQhsAIAkAlCKxBhtAYAAHB6hFYgwgitAACcHqEViKCUlBRCKwAAfmAhFhBB69evV6VKlZQzZ07t2bNHBQoU4PcBAMBJUGkFoqA1oH79+gRWAABOgdAKRBD9rAAA+IfQCkQQoRUAAP8QWoEILsKaP3++d79Fixb8HgAAOAUWYgERsnr1ap155pnKnTu39u7dq7x58/K7AAAgE1RagQi3BjRq1IjACgDAaRBagQihnxUAAP8RWoEIIbQCAOA/QisQAcnJyamhlUVYAACcHqEViICVK1d6O2Dly5dP9erV43cAAMBpEFqBCPBVWRs3buxNDwAAAKdGaAUigH5WAACyhtAKRACbCgAAkDWEViDMjh8/ru+//96737x5c84/AAB+ILQCYbZs2TIdOHBAZ5xxhmrXrs35BwDAD4RWIEL9rE2bNlXOnDk5/wAA+IHQCoQZi7AAAMg6QisQZizCAgAg65JSUlJSsvE8ANlw9OhRFSpUSIcPH9aKFStUs2ZNziMAAH6g0gqE0U8//eQF1iJFiqh69eqcewAA/ERoBSLQz9qsWTPlyMF/fgAA+It/NYEwop8VAIDsIbQCYcTkAAAAsoeFWECYHDp0SIULF/YWY61evVpVq1bl3AMA4CcqrUCYLFmyxAusJUqUUJUqVTjvAABkAaEViEBrQFJSEucdAIAsILQCYcIiLAAAso/QCoQJi7AAAMg+FmIBYXDgwAFvJ6zk5GStX79eFSpU4LwDAJAFVFqBMFi0aJEXWMuWLavy5ctzzgEAyCJCKxDmflYWYQEAkHWEViAM6GcFACAwhFYgDAitAAAEhoVYQIjt2bNHRYsWVUpKijZv3qwyZcpwzgEAyCIqrUCILVy40AuslSpVIrACAJBNhFYgxNhUAACAwBFagRCjnxUAgMARWoEQI7QCABA4FmIBIbRr1y4VL17cu79jx47U+wAAIGuotAJhqLJWr16dwAoAQAAIrUAI0RoAAEBwEFqBECK0AgAQHIRWIIQIrQAABAcLsYAQ2bp1q7eZQFJSkn7//XcVLlyYcw0AQDZRaQVCXGWtXbs2gRUAgAARWoEQoTUAAIDgIbQCIUJoBQAgeAitQIgQWgEACB4WYgEhsGHDBlWsWFE5cuTQ3r17VaBAAc4zAAABoNIKhLDKWr9+fQIrAABBQGgFQoDWAAAAgovQCoQAoRUAgOAitAJBlpKSQmgFACDIWIgFBNlvv/2matWqKXfu3N4irLx583KOAQAIEJVWIEStAQ0bNiSwAgAQJIRWIMjoZwUAIPgIrUCQEVoBAAg+QisQRMnJyamhtUWLFpxbAACChNAKBNGqVau0e/dur5fVNhYAAADBQWgFgshXZW3cuLE3PQAAAAQHoRUIIvpZAQAIDUIrEESEVgAAQoPQCgTJ8ePHtWDBAu8+i7AAAAguQisQJMuXL9f+/ftVoEAB1alTh/MKAEAQEVqBILcGNG3aVDlz5uS8AgAQRIRWIEjoZwUAIHQIrUCQsKkAAAChk5SSkpISwtcHEsLRo0dVuHBhHTp0yOttrVWrVqQPCQCAuEKlFQiCpUuXeoHVgmuNGjU4pwAABBmhFQhia0CzZs2UIwf/WQEAEGz86woEAYuwAAAILUIrEATz58/3PrKpAAAAocFCLCBAhw8fVqFChbzFWL/++quqVavGOQUAIMiotAIBWrJkiRdYixcvrqpVq3I+AQAIAUIrEMR+1qSkJM4nAAAhQGgFAsSmAgAAhB6hFQjSIiyrtAIAgNBgIRYQgAMHDngbChw/flzr1q1TxYoVOZ8AAIQAlVYgAD/88IMXWMuUKaMKFSpwLgEACBFCKxAAFmEBABAehFYgAGwqAABAeBBagQCwfSsAAOHBQiwgm/bu3asiRYooJSVFmzZtUtmyZTmXAACECJVWIJsWLlzoBVabGEBgBQAgtAitQDaxqQAAAOFDaAWyiU0FAAAIH0IrkE0swgIAIHxYiAVkw65du1S8eHHv/vbt21WiRAnOIwAAIUSlFciG77//3vtYrVo1AisAAGFAaAWygU0FAAAIL0IrkA30swIAEF6EViAbCK0AAIQXC7GALNq2bZtKly7t3f/999+9XbEAAEBo5Qrx6wNx55dfflGTJk1UtWpVAisAAGFCpRUAAABRj55WAAAARD1CKwAAAKIeoRUAAABRj9AKAACAqEdoBQAAQNQjtAJZ1L69NHiwu1+1qvT88+E7hY8+KjVuHL73AwAgWhBagQDMny8NGBC+UzhkiDRtWnje6/BhF5CTkqRFi/789TfekBo1kvLlk8qWlW6/PTzHBQBITGwuAASgVKnwnr6CBd0tHO65RypfXvrhhz9/7bnnpGeflZ55Rjr7bOnQIenXX8NzXACAxESlFQjAie0By5ZJ557rqo/16klTp7pK5cSJ/r3ehg3SlVdKxYpJJUpIPXpIv/2WeXvAdddJPXtKw4ZJZcpIRYtKjz0mHTsm3X23VLy4VLGiNHJk1n6uzz6TJk+Whg//89d27ZIefFAaPVq6+mqpenWpfn3p4ouz9h4AAGQFoRUIkuRkFyALFJDmzpVGjJAeeMD/5x84IHXo4CqpX30lff21u3/hhdKRI5k/b/p0aeNG9xyrgFqw7d7dBV87joED3W3dOv+OY8sWqX9/6a233M9yoilT3M9qAbtuXReKr7jC/9cHACA7CK1AkFhlctUqV4E86yxXcX3ySf+fP3aslCOH9NprUsOGLhCOGiWtXSvNmJH586ya+uKLUu3a0g03uI8WgO+/X6pZUxo6VMqTR5o9+/THkJLiqrcWcps3P/n3WBuAhVar7lqV+f33pZ07pU6dTh2uAQAIBD2tQJAsXy5VquQWJfm0bOn/8xcskFaulAoVyvi49YtaGM6MXZq3sOtjbQINGqR9njOnazXYuvX0x/DSS9KePS7oZsYC69GjLih37uwe+9//3M/95ZdSly6nfx8AALKK0AoEiVUprX81uywMNmsmjRmTtQVfuXNn/NyO4WSP2eufjrUazJkj5c2b8XGruvbtK735plSunHvMenbTH1/Jkq4qDABAKBBagSCpU8eFNusJtWqnbySWv5o2ld59VypdWipcODK/FquePvFE2ufWK2uVUzsumxJg2rRJqyxbP6ux9oDt26UqVSJw0ACAhEBPKxAk1tNpK+n79ZMWL3Y9pL6FWP5UYK2SadVKmxgwa5a0erU0c6Y0aJC0fn14fk2VK7vWAt+tVi33uP1cvoBqj9kx2nF9843044/uZ7bQbgvJAAAIBUIrECTWO2qjrfbtk1q0kG66yY2GMjYC63Rspb5NALDgeNllbiGWLaw6eDByldfM2GIzq7x26ya1a+faET7//M9tCQAABEtSSop14gEIBau22hQBW2Bl1cpA2QIpq8LaOCwAABIJPa1AEE2Y4Gar2qgpC6p2Cd16QAMNrPanpY2asi1cmzQJ1tECABA7aA8AgmjvXunWW11/p807tTaBSZPc12yuqW8b1hNvXbue+nV373ar9W3eqs1fza5AjgEAgEiiPQAIE1thb7eTyZ9fqlAhMY4BAIDsILQCAAAg6tEeAAAAgKhHaAUAAEDUI7QCAAAg6hFaAQAAEPUIrcBJbNiwQU2bNlWzZs20fft2zhEAABFGaAVOYty4cVq4cKEKFiyokiVLco4AAIgwQitwEu+//773sVevXpwfAACiAHNagZO0BlSsWNG7v379elVg4j4AABFHpRU4wfjx472Pbdq0IbACABAlCK3ACWgNAAAg+tAeAKSzadMmr7qakpKiNWvWqHLlypwfAACiAJVWIJ0JEyZ4gfXss88msAIAEEUIrcBJWgN69+7NeQEAIIrQHgD8YevWrSpXrpySk5O1evVqVa1alXMDAECUoNIKpGsNsMDavHlzAisAAFGG0Ar8gakBAABEL9oDAEnbt29X2bJldfz4ca1cuVLVq1fnvAAAEEWotAKSJk2a5AXWJk2aEFgBAIhChFZA0rhx47zz0KtXL84HAABRiPYAJLydO3eqTJkyOnbsmJYvX65atWol/DkBACDaUGlFwvvwww+9wNqoUSMCKwAAUYrQioTH1AAAAKIf7QFIaL///rtKly6to0ePaunSpapbt26kDwkAAJwElVYktI8++sgLrPXr1yewAgAQxQitSGi0BgAAEBtoD0DC2rNnj9cacPjwYS1ZskQNGjSI9CEBAIBMUGlFwvr444+9wFq7dm2vPQAAAEQvQiuU6K0BvXv3VlJSUqQPBwAAnALtAUhI+/btU6lSpXTo0CEtWrRIZ511VqQPCQAAnAKVViSkTz75xAusNWrU8DYVAAAA0Y3QCiX61ABaAwAAiH60ByDh7N+/35sacODAAS1YsEBNmzaN9CEBAIDToNKKhPP55597gbVatWpq0qRJpA8HAAD4gdCKhDNu3DjvI60BAADEDtoDkFAOHjzoTQ2wFoG5c+eqZcuWkT4kAADgByqtSChffPGFF1grV66sFi1aRPpwAACAnwitSChMDQAAIDbRHoCEYXNZbWrA3r179c0336h169aRPiQAAOAnKq1IGFOmTPECa4UKFXT22WdH+nAAAEAWEFqRkK0BOXLwP30AAGIJ7QFICIcPH1aZMmW0e/duzZo1S+eee26kDwkAAGQB5SYkhGnTpnmBtVy5cjrnnHMifTgAACCLCK1IqNaAyy67jNYAAABiEKEVce/o0aOaOHGid793796RPhwAAJANhFbEvenTp2vXrl3euCt6WQEAiE2EViRUa0DOnDkjfTgAACAbCK2Ia8eOHdOECRNSR10BAIDYRGhFXJs5c6Z27NihkiVLql27dpE+HAAAkE2EVsS1cePGeR8vvfRS5cqVK9KHAwAAsonQirh1/PhxjR8/3rtPawAAALGN0Iq4ZTtfbdu2TcWLF1eHDh0ifTgAACAAhFbE/dSAnj17Knfu3JE+HAAAEABCK+K2NeCDDz7w7tMaAABA7CO0Ii5988032rx5s4oWLaoLLrgg0ocDAAACRGhFXLcG9OjRQ3ny5In04QAAgAARWhF3kpOTU0MrrQEAAMSHpJSUlJRIHwQQ7NaANm3aqFChQt70gLx583KCAQCIcVRaEXd8VdZLLrmEwAoAQJwgtCKu2IUDX2jt3bt3pA8HAAAECe0BiCtz585Vq1atVLBgQW3dulX58+eP9CEBAIAgoNKKuOKrsnbv3p3ACgBAHCG0Ii5bA5gaAABAfKE9AHFjwYIFat68uQoUKOBNDbCPAAAgPlBpRdwYN26c97Fbt24EVgAA4gyhFXGB1gAAAOIb7QGIC4sWLVKTJk2UL18+rzXApgcAAID4QaUVccG3AOuiiy4isAIAEIcIrYiL1gBfPytTAwAAiE+0ByDmLVmyRI0aNfK2bLUNBQoXLhzpQwIAAEFGpRVx0xrQpUsXAisAAHGK0IqY52sN6N27d6QPBQAAhAjtAYhpS5cuVf369ZU7d25vakCRIkUifUgAACAEqLQiLloDOnfuTGAFACCOEVoRF6GVqQEAAMQ32gMQs5YvX646deooV65c3tSAYsWKRfqQAABAiFBpRcxXWTt27EhgBQAgzhFaEbNoDQAAIHHQHoCYtHLlStWsWVM5c+bUli1bVKJEiUgfEgAACCEqrYjpKuv5559PYAUAIAEQWhGTaA0AACCx0B6AmLN69WqdeeaZypEjhzZt2qTSpUtH+pAAAECIUWlFzPnggw+8j+3btyewAgCQIAitiDnjxo3zPrKhAAAAiYP2AMSUNWvWqGrVqkpKStLGjRtVtmzZSB8SAAAIAyqtiCnjx4/3PrZt25bACgBAAiG0IiZbA3r37h3pQwEAAGFEewBixvr161WpUiXv/oYNG1S+fPlIHxIAAAgTKq2IudaANm3aEFgBAEgwhFbEDDYUAAAgcdEegJhgmwhUqFBBKSkpWrt2bWqbAAAASAxUWhEzrQEWWFu1akVgBQAgARFaERNoDQAAILHRHoCot2XLFm/hVXJyslavXu1tLgAAABILlVZEvQkTJniBtUWLFgRWAAASFKEVUY/WAAAAQHsAotq2bdtUrlw5HT9+XCtXrlT16tUjfUgAACACqLQiqk2aNMkLrE2aNCGwAgCQwAitiGrjxo3zPvbu3TvShwIAACKI9gBErR07dqhMmTJepXX58uWqVatWpA8JAABECJVWRK0PP/zQC6yNGjUisAIAkOAIrYj61oBevXpF+lAAAECE0R6AqLRr1y6vNeDo0aP6+eefVadOnUgfEgAAiCAqrYhKH330kRdY69evT2AFAACEVkQnNhQAAADpUWlF1Nm7d6+2bNnizWa95pprIn04AAAgCtDTCgAAgKhHpRUAAABRj9AKAACAqEdoBQAAQNQjtAIAACDqEVoBAAAQ9QitiBrt20uDB7v7VatKzz8fvNdOSpImTgze6wEAgPAitCIqzZ8vDRgQvNfbtEnq2lURsXOndMcdUu3aUoECUuXK0p13Srt3Z/y+FSukHj2kkiWlwoWlNm2kL7+MzDEDABBtCK2ISqVKuYAXLGXLSnnzKiI2bnS34cOlJUukN96QPv9cuvHGjN/XrZt07Jg0fbq0YIHUuLHUvbu0eXNkjhsAgGhCaEVUOrE9YNky6dxzpXz5pHr1pKlTs3bJP/33/vab+/y996S2baX8+aUWLVyl0yq8zZtLBQtKF14obduW8XVGjpTq13cBuFw56fbbT//eDRpIH3wgXXyxVL26dP750pNPSh995EKq2b5dWrlSuu8+qVEjqWZN6amnpAMHpJ9+8vu0AQAQtwitiHrJyVLPnq7yOneuNGKE9MADgb/uI49IDz4off+9lCuX1KePdM890gsvSLNmSatWSQ8/nPb9//mPdNttrm3BKqYffijVqJG997bWAGsBsPc1JUpIdetKo0dL+/e7MPvKK1KZMlKzZoH/rAAAxLo//skEotfkyS5AzpjhLvMbq1R26hTY6w4ZInXp4u4PGuRC67RprpfU2OV7u5Tv88QT0l13ue/1sQptVu3YIT3+uHTzzWmPWeV3yhTX01qokJQjhwus1kZQtGi2f0QAAOIGlVZEveXLpUqV0gKradky8Ne1y/A+FhBNw4YZH9u61d23j9aXesEFgb3nnj2ud9VaHKzS65OSIt16q1S6tKvyzpvnAqz1tNoiMgAAEh2hFVHPAp1VIoMtd+60+77XP/Exa00w1vcaqL17XZ+s9ctOmJDxvWzx1ccfS2PHukpv06bSyy+7933zzcDfGwCAWEdoRdSrU0dau1basiXtMVswFU52yd4Wh1n7QHYrrJ07S3nyuF5YW1CWni24MtYWkJ597gvOAAAkMnpaEfWsd9VW3ffrJ/3jH65i6VuIFYoKbGYefVQaONBdwreZr3Ycs2e7GaynYt9ngdWC6dtvuwBrN99or5w5pdatpWLF3M9oi7+swvrqq9Lq1a6dAACAREelFVHPQp2Nq9q3zy18uukmt+rfnFixDCULlDaGyy7b29gr6zf95ZfTP89mrtrUA5s4YNMGbFSW77Zunfse21DAFl3Zz2gjsWzs1tdfS5MmSWedFfIfDQCAqJeUkmIdg0BoHT9+XF9//bXatWsXlNezCqfNbbXZplaFPZXDh124tdX5HTsG5e0BAECY0R6AkNqxY4def/11vfzyyypevLi+t6Go2WALl2wBkw3dt6BqY6dswdLpAqtdhh8/3vWGWm8sAACITYRWhISF03/961/63//+p0OHDnmPVatWLduvZ32hNvjfLqfbpXSrmD77rPvasGHudjLWTrB0qfT001LFigqJMWMyzlxNr0oVdrQCACAYaA9A0Bw+fFjvv/++/v3vf+vbb79Nfbxp06a6/fbb1adPH+ULQRPqzp3udjK2oKlCBYWUBer0kw3Ss7FWFlwBAEBgCK0I2Pr16/XKK69oxIgR2vrHNP7cuXPriiuu8MLq2WefraRwLvMHAABxh/YAZIut35s5c6bXAjBx4kRvoZWpUKGCBg4cqP79+6uMb5spAACAABFakSX79u3T22+/7YXVn376KfXx9u3be1XVSy65xKuyAgAABBOhFX5Zvny5NwHgjTfe0J4/JuMXKFBA1157rW677TY1aNCAMwkAAEKG0IpM2SX/Tz/91KuqTp48OfXxmjVrekG1X79+Klq0KGcQAACEHKEVJ52tOnLkSK+y+ttvv3mP2UKq7t27ey0AHTt2VA4bfBpCd9xxh2bPnq22bdvqhRde4LcEAECCY3oATjlb1TYEuPHGG3XLLbcENGc1O+0I1nJw7Ngxr9rbtWtXflMAACQwQmuCO3LkiDdb1cJq+tmqTZo08aqdV111lfLbsNMIGDJkiJ599lnVqlVLS5YsUZ48eSJyHAAAIPIIrQk+W/XVV1/Vlj8m49uq/969e3stAK1atYr4bNXdu3d7gdVmvw4fPlx33XVXRI8HAABEDqE1wWarfvXVV15VdcKECamzVcuXL586W7Vs2bKKJtZba+0JhQsX1ooVK5j9CgBAgiK0Jshs1TFjxnhh9ccff0x9vF27dl5VtUePHlE7WzU5OdnbUeu7777TDTfcoNdffz3ShwQAACKA0BrHrDJpEwBGjRqVYbbqX/7yF29kVcOGDRULrNf2nHPO8doV5s2bp+bNm0f6kAAAQJgRWuOMXfL/7LPPvKrqF198ETezVS1o205crVu39kZhRbrfFgAAhBehNc5nq3br1s1rAejUqVPIZ6uG0saNG71FWfv379dbb72la665JtKHBAAAwojQGuMWLlzoVVXfeeed1NmqxYoVS52teuaZZype/P3vf9f999/vLRyzOa4FCxaM9CEBAIAwIbTG6GzVDz74wAur33zzTerjjRs3Tp2tar2r8cZCef369fXrr79q6NChGjZsWKQPCQAAhAmhNYZs2LDBm606YsSI1NmquXLlSp2tav2e8d7rOXHiRF166aXeRgNLly5V9erVI31IAAAgDAitMTBbddasWV5Vdfz48Rlmq958883ebNVy5copkc5H586dNXXqVPXs2dObNwsAAOIfoTXGZqued955XlXVAlu0zlYNNauwNmrUyAvwU6ZMUceOHSN9SAAAIMQIrVHml19+SZ2tatuYxups1VAbNGiQXnzxRdWrV0+LFi1K2AAPAECiILRG8WzVGjVqeEH1uuuui8nZqqG0a9cub/asjfp64YUXdOedd0b6kAAAQAgRWiNo586dqbNVV69e7X4hSUm66KKLvBYA692M5dmqoWaL0gYOHOgFetv9q1SpUpE+JAAAECKE1gjNVv33v//t9azG+2zVUFeobUtXaw+wRWn//e9/I31IAAAgRAitUTBb1aqqffr0icvZqqFmkxVscZpVqL///nvvfAIAgPhDaA3DbFWbq2qXsk+crWr9quecc07cz1YNNdtM4d1331Xbtm01c+ZMzicAAHGI0BrG2ao2T9V6MBNttmqorVu3TrVr19bBgwc1duxYXXnllZE+JAAAEGSE1iDav39/6mzVJUuWpD5uFUBrAbCdnBjNFBr/93//p0ceeUSVKlXSsmXLaLUAACDOEFqDYOXKld4EAJsEkH626jXXXOO1ANggfISWVVnr1q2rNWvW6OGHH9Zjjz3GKQcAII4QWrPJLvl//vnnXlXVPvpUr149dbaqTQRA+Lz//vter3C+fPm8amuVKlU4/QAAxAlCazZnq/7nP//Rr7/+6k4is1Wjppf4/PPP14wZM9SrVy+NGzcu0ocEAACChNDqJ6vcvffee97OVYcPH/YeK1SokHr27OkFJOulROQtXrxYTZo0UXJysqZPn64OHTpE+pAAAEAQEFoRd6w9w3qMGzZs6M1utRFjAAAgthFaEXd27NihmjVrateuXd7OY7feemukDwkAAASIje0Rd0qUKKHHH3/cu//QQw95fcgAACC2EVoRl26++WavPcACq43AAgAAsY32AMStL7/80psmkCNHDi1atMgLsQAAIDZRaUXcsskBl19+uTdJYNCgQd5ILAAAEJuiOrS2by8NHuzuV60qPf988F47KUmaODF4r4foNHz4cG+zAau6jh8/PtKHAwAA4jG0pjd/vjRgQPBeb9MmqWtXRYStC7rjDql2bdvuVapcWbrzTumPHWBTXXKJ+1q+fFK5ctJf/iJt3BiZY45VVatW1d133+3dv+uuu7ztXgEAQOyJmdBaqpQLeMFStqyUN68iwoKn3YYPl5Yskd54Q7KdYG+8MeP32Vz8996Tli+XPvhAWrVK6tUrMsccy+69915VrFhRa9as8SqvAAAg9sRMaD2xPWDZMuncc10Vsl49aerUrF3yT/+9v/3mPreA2LatlD+/1KKFtGKFq/A2by4VLChdeKG0bVvG1xk5Uqpf3wVgq4befvvp37tBAxdCL75Yql5dOv986cknpY8+ko4dS/u+v/5VatVKqlJFOucc6b77pDlzpKNH/fsZ4Zxxxhl65plnvPt///vftW7dOk4NAAAxJmZCa3rJyVLPnq7yOneuNGKE9MADgb/uI49IDz4off+9ZJso9ekj3XOP9MIL0qxZrtKZfnrSf/5juy+5tgWrmH74oVSjRvbe21oDChd275tZS8GYMS685s6dvfdIZFdeeaXatm3rtQfcY79UAAAQU2IytE6e7ALk6NHSWWe5iqtVKgM1ZIjUpYtUt640aJALrw89JLVpIzVp4i7ff/ll2vc/8YT1SbrvrVXLVWd9C8eyYscOyWbh33zzn792771WKbSB+dLatdKkSYH9jIkqKSlJL7zwgvdx7NixmmV/hQAAgJgRk6HVejwrVXJ9qT4tWwb+uo0apd0vU8Z9TD/a0x7butXdt4/Wl3rBBYG95549UrdursXBKr0nsjVECxe6oJ4zp3TttRKTm7KnSZMm6t+/v3f/zjvv1PHjxwP75QEAgLCJydBqoc16UIMt/WV33+uf+Ji1Jhjrew3U3r2uT9b6ZSdMOPll/5IlXRW3Uydp7Fjp009dXyuy54knnlCRIkW8zQZef/11TiMAADEiJkNrnTruUvmWLWmP2YKpcCpUyC0OmzYt+xXWzp2lPHlcL6wtKDsdX4X18OHsvSdsCkUpPfbYY96peOCBB7Rr1y5OCwAAMSAmQ6tVHW3Vfb9+0uLF0uzZaQuxQlGBzcyjj0rPPiu9+KL0yy+uB/all/yrsFpg3b9fsmKfBdjNm93Nd8V63jzpX/+SFi2S1qxxvbRXX+1+7tatQ/6jxbVbb71V9erV0/bt21MDLAAAiG4xGVqtt9PGVe3b5xY/3XSTW/Vv/KlYBouFZhvD9fLLbuxV9+4uvJ7OggVu6oFNHLBpAzYqy3fzTWOy9gPbwMl6Zm0TghtucKOyZs6M3HzZeJE7d249/8f8tH/9619aunRppA8JAACcRlJKnGzIbtVWmyKwcqWrRp6KXV63cDtlitSxY7iOENGmZ8+emjRpkjp16qQvvvjCmywAAACiU8yGVlu4ZAuYatZ0QdXGThUrJn399amfZ5firYJp46vssnvFiuE6YkSbVatWeW0CR44c0cSJE9WjR49IHxIAAIin9gBfX+itt7pFWddd59oEfDNMhw1zgfZkN8slNvv06adDF1htE4DM3t/aCBAdqlevrrts0K6kv/3tbzp06FCkDwkAAMRbpfVUbPcou52M9YpWqBD6QJ1+skF6NtbKtmVFdNi7d69q166tTZs2adiwYRo6dGikDwkAACRKaAWy4q233tK1116rM844Q8uXL1eFUP9VAwAAEqc9AAiWvn37qlWrVtq/f7/uu+8+TiwAAFGISivgbU4xXy3/2Av4m2++UWuG4QIAEFWotAKyhXwtdP3113vn4s4771Syb79eAAAQFai0An/YvHmzatWq5S3Oev3113WD7egAAACiApVW4A9ly5bVww8/7N23KQK7d+/m3AAAECUIrUA61hpg1datW7fq8ccf59wAABAlaA8ATvDpp5+qW7duypUrl3788UdvjisAAIgsKq3ACS666CLvduzYMf31r3/l/AAAEAWotAInsWLFCjVo0EBHjx7VJ5984oVYAAAQOVRagZOwvtZBgwZ5963aeuTIEc4TAAARRGgFMvHQQw+pTJkyXtX1xRdf5DwBABBBtAcApzBq1ChvXmuhQoW88GpjsQAAQPhRaQVOoV+/ft5uWbbhwP3338+5AgAgQqi0AqcxZ84ctW7d2rs/b948L8QCAIDwotIKnEarVq30l7/8JXXzgeTkZM4ZAABhRqUV8MPGjRu9iQL79+/X6NGjU0MsAAAIDyqtgB/Kly+vBx980Lt/7733ej2uAAAgfAitgJ9sXmv16tW1adMmDRs2jPMGAEAY0R4AZMGHH36oHj16KE+ePPrpp59Uo0YNzh8AAGFApRXIgosvvlidO3f2dsi66667OHcAAIQJlVYgi37++Wc1atRIx44d0xdffOGFWAAAEFpUWoEsqlu3rm6//Xbv/uDBg3X06FHOIQAAIUZoBbLhkUceUalSpbyq67///W/OIQAAIUZ7AJBNr776qgYMGKAiRYrol19+8UIsAAAIDSqtQDbdcMMNatKkiXbv3q0HHniA8wgAQAhRaQUC8PXXX6tt27ZKSkrSd999p6ZNm3I+AQAIASqtQADOPfdc9enTRykpKbrzzju9jwAAIPiotAIBWr9+vWrXrq0DBw7onXfe8UIsAAAILiqtQIAqVqyooUOHevfvvvtu7d+/n3MKAECQEVqBILDdsapWraoNGzboqaee4pwCABBktAcAQTJ+/Hhdfvnlyps3rze/tVq1apxbAACChEorECSXXnqpzj//fB0+fFhDhgzhvAIAEERUWoEg+vHHH9W4cWMdP35c06ZN80IsAAAIHJVWIIgaNGigW265xbs/aNAgHTt2jPMLAEAQUGkFgmznzp2qWbOm9/Gll17S7bffzjkGACBAhFYgBF5++WXddtttKlasmH755ReVKFGC8wwAQABoDwBCYMCAAWrYsKF27dqlhx56iHMMAECAqLQCITJjxgx16NBBOXLk0Pfff6+zzjqLcw0AQDZRaQVCpH379urVq5eSk5O9RVkpKSmcawAAsolKKxBCa9asUZ06dXTo0CG999576t27N+cbAIBsoNIKhFCVKlV0zz33ePdtw4EDBw5wvgEAyAZCKxBi9957rypVqqS1a9fqmWee4XwDAJANtAcAYfDuu+/qqquuUv78+bVs2TJVrlyZ8w4AQBZQaQXC4IorrtB5552ngwcP6u677+acAwCQRVRagTBZtGiRmjVr5k0T+O6777z7AADAP1RagTBp3Lix+vfv792ntxUAgKyh0gqE0fbt21WzZk1Vq1bN23AAAAD4h0orEEYlS5bUY489dtrva99eGjzY3a9aVXr++eAdQ1KSNHFi8F4PAIBwILQCYXbLLbfozDPP9Pv758+XBgwI3vtv2iR17aqI2LlTuuMOqXZtqUAByYYo3HmntHt32vfMmOGC9cludi4AAIkpV6QPAEg0uXPnztIEgVKlgvv+ZcsqYjZudLfhw6V69WzHMGngQPfY+++77znnHBes03voIWnqVKl584gcNgAgClBpBSLg7LPP9vt7T2wPWLZMOvdcKV8+F/wszGXlkn/67/3tN/f5e+9JbdtK+fNLLVpIK1a4qqaFxIIFpQsvlLZty/g6I0dK9etLefNK5cpJt99++vdu0ED64APp4oul6tWl88+XnnxS+ugj6dgx9z158rhg7buVKCF9+KF0ww3uWAEAiYlKKxBDkpOlnj3dZfW5c6W9e6W77gr8dR95xAVje10Lh336SIULSy+84C7jX3GF9PDD0n/+477fPv7tb9JTT7lWA7u8P3t29t7bnmvvlSuT/zeywLp9u3Tdddn/+QAAsY/QCsSQyZOlVatc36fvMr9VKjt1Cux1hwyRunRx9wcNcqF12jSpTRv32I03Sm+8kfb9TzzhwrJ9r49VaLNqxw7p8celm2/O/Htef90dW6VKWX99AED8ILQCMWT5chfe0veltmwZ+Os2apR2v0wZ97Fhw4yPbd3q7ttH60G94ILA3nPPHqlbN9fiYJXek1m/XvriC9e+AABIbPS0AjEkJSU0fZ25c6fd973+iY9Za4KxvtdAWVuD9clav+yECRnfK71Ro1xP6yWXBP6eAIDYRmgFYkidOtLatdKWLWmPhXsMVKFCbnGYtQ9kt8LaubNbcGX9qragLLOAbqH12mszD7UAgMRBewAQQ6x31Vbd9+sn/eMfrmL5wAPua+FcWf/oo25UVenSbiGWHYctxLIZrKdi32eB9cAB6e23XYC1m2+0V86cad87fbq0erXrpwUAgNAKxBALdTau6qab3MIn26PgmWfcCKnMKpahYKH50CHpn/90i7hKlpR69Tr98xYscFMPTI0aGb9mAdUquOkXYNnM1rp1g3zwAICYlJSSYhfhAMQqq3Da3NaVK10V9lQOH3bhdsoUqWPHcB0hAACBo9IKxBhbuGQLmGrWdEHVxk7ZaKrTBVa7DD9+vJQjh+uNBQAglhBagRhjfaH33COtW+cuy1vF9Nln3deGDXO3k7F2gqVLpaeflipWDM2xjRmT+czVKlWkn34KzfsCAOIf7QFAHNm5091OxkZVVagQ+kCdfrJBejYBwIIrAADZQWgFAABA1GNOKwAAAKIeoRUAAABRj9AKAACAqEdoBQAAQNQjtAIAACDqEVoBAAAQ9QitAAAAiHqEVgAAAEQ9QisAAACiHqEVAAAAUY/QCgAAgKhHaAUAAEDUI7QCAAAg6hFaAQAAEPUIrQAAAIh6hFYAAABEPUIrAAAAoh6hFQAAAFGP0AoAAICoR2gFAABA1CO0AgAAIOoRWgEAABD1CK0AAACIeoRWAAAARD1CKwAAAKIeoRUAAABRj9AKAACAqEdoBQAAQNQjtAIAACDqEVoBAACgaPf/oUowQ4Kw+vQAAAAASUVORK5CYII=", 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", 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" ] @@ -832,18 +2297,18 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "id": "3335c478-ce7c-41a4-b36f-2e4c79581050", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -857,18 +2322,18 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "id": "e1c09036-efc7-4bc4-9851-ac16992bf041", "metadata": {}, "outputs": [ { "data": { - "image/png": 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BwM3NjcaNGwM69SvWCA0NZcaMGYCGOoukJJU/EUmgkS9ipUmTJnH79m0qV65M7dq1rY4j4rRU/kQkQfzK386dOzl//rzFacSV3L59m/HjxwMa6iyS0lT+RCRBtmzZqFSpEgDLly+3OI24kjlz5nDp0iXy5MlDmzZtrI4j4tRU/kTkHhr5Iqnt7qHOAwYMIE2aNBYnEnFuKn8ico/4kS8rVqwgNjbW4jTiClatWsXevXtJly4dPXv2tDqOiNNT+RORe1SrVo2MGTNy5coV/vrrL6vjiAuIH+rcvXt3MmbMaG0YEReg8ici9/Dw8KBRo0aATv1Kytu7dy/Lly/Hzc2NAQMGWB1HxCWo/InIv2jki6SW+KHOL7zwAgULFrQ2jIiLUPkTkX9p0qQJAFu3biU0NNTiNOKsLl68yI8//ghoqLNIalL5E5F/yZUrF2XLlsUwDFasWGF1HHFSEydOJDIykmrVqlGjRg2r44i4DJU/EXkgjXyRlHTr1i0mTJgAaKizSGpT+RORB4of+bJ8+XLi4uIsTiPOZtasWYSGhpI/f35at25tdRwRl6LyJyIPVLNmTfz8/AgNDWX79u1WxxEncvdQ54EDB+Lh4WFxIhHXovInIg/k6elJgwYNAJ36leS1fPly9u/fj5+fH927d7c6jojLUfkTkYeKP/WrkS+SnOKHOvfs2ZP06dNbnEbE9aj8ichDxZe/TZs2ceXKFYvTiDPYvXs3q1at0lBnEQup/InIQ+XPn58SJUoQFxfHqlWrrI4jTmD06NEAtGnThvz581ucRsQ1qfyJyCNptw9JLufPn2fWrFmAhjqLWEnlT0QeKf7U77JlyzAMw+I04sgmTJhAdHQ0NWvWpFq1albHEXFZKn8i8kh16tTB19eX8+fPs3v3bqvjiIO6efMmEydOBLTqJ2I1lT8ReSRvb28CAwMBjXyRpzdz5kwuX75MgQIFaNWqldVxRFyayp+IPJZGvkhSxMXFJdzoMWjQINzd3S1OJOLaVP5E5LHib/rYsGED165dsziNOJolS5Zw8OBBMmTIQNeuXa2OI+LyVP5E5LEKFSpE4cKFiYmJITg42Oo44mDit3Lr1asXfn5+FqcREZU/EUkUjXyRp7Fjxw5CQkJwd3enf//+VscREVT+RCSRNPJFnkb8tX4vv/wyefPmtTiNiIDKn4gkUr169fDy8uLUqVPs37/f6jjiAM6ePcucOXMAjXcRsScqfyKSKL6+vtStWxfQyBdJnG+++YaYmBjq1KlD5cqVrY4jIv+j8iciiaaRL5JYN27cYNKkSYBW/UTsjcqfiCRa/E0fa9eu5caNGxanEXs2ffp0rly5QqFChWjRooXVcUTkLip/IpJoxYoVI3/+/ERFRbF69Wqr44idunuo8xtvvKGhziJ2RuVPRBLNZrNp5Is81h9//MGRI0fIlCkTXbp0sTqOiNxH5U9EnsjdI19EHiR+qHPv3r1JmzatxWlE5H4qfyLyROrXr0+aNGk4evQohw8ftjqO2JmtW7eydu1aPDw8eP31162OIyIPoPInIk/Ez8+P2rVrA1r9k3+Lv9bvlVdeIXfu3BanEZEHUfkTkSemU7/yIKdPn+ann34CzBs9RMQ+qfyJyBOLv+kjJCSE27dvW5xG7MX48eOJiYmhXr16VKxY0eo4IvIQKn8i8sRKly5N7ty5uXXrFmvXrrU6jtiBiIgIJk+eDGios4i9U/kTkSdms9m024fc44cffiA8PJyiRYvy3HPPWR1HRB5B5U9Enoqu+5N4sbGxfP3114B5rZ+bm/5qEbFn+h0qIk+lYcOGuLu7c+DAAU6cOGF1HLHQb7/9xrFjx/D396dTp05WxxGRx1D5E5GnkjFjRmrUqAFo9c/VxQ917tu3L76+vhanEZHHUfkTkaemU7+yefNmNmzYQJo0aejXr5/VcUQkEVT+ROSpxY98CQoKIioqyuI0YoX4oc7t27cnZ86cFqcRkcRQ+RORp1a+fHmyZctGREQEGzZssDqOpLKTJ0/yyy+/ABrqLOJIVP5E5Km5ublp5IsLGzduHLGxsTRo0IBy5cpZHUdEEknlL4XVqweDBpk/DwiA/01DSBXvvw/ly6fe8cQ16bo/13Tt2jW+++47QEOdRRyNyl8q2rIFevVKveO99RYEBaXOsSIjzaJps8HOnf9+fto0KFsWvL0hRw54/fXUySUpr1GjRthsNvbs2cPZs2etjiOpZOrUqVy7do0SJUok/ANARByDyl8qypoVUnMKQrp0kDlz6hzrP/+BXLke/NxXX8GwYfD22/D332YhbdIkdXJJysuSJQtVq1YFtPrnKmJiYhgzZgygoc4ijki/Y1PR/ad9DxyA2rXN1bCSJWHVKnPlbOHCxH3e2bPQti1kymSWvJYt4e5Zu/ef9u3SBVq1go8+guzZIWNG+OADiImBIUPA3x/y5IGpU5/s+1q6FFasgC+++PdzV67Ae+/BjBnQvj0UKgSlSkGLFk92DLFvOvXrWhYsWMCJEyfIkiULHTt2tDqOiDwhlT+LxMWZRczXFzZvhm+/NVfHEuvmTQgMNFf31q6F9evNnzdtCo+auBEcDOfOme/56iuzIDZvbhbIzZuhTx/zcfp04nJcvAg9e8LMmQ9e1Vy50vxez56FEiXMcvnyy4n/fHEM8SNfVq5cSUxMjMVpJKXFD3V+7bXX8PHxsTiNiDwplT+LrFgBR4+aK2LlypkrgKNGJf79c+eCmxtMmQJlypjF6ocf4NQpWL364e/z94exY6FYMejWzfzx5k14910oUgTeeQc8PSExUzsMw1xN7NMHKld+8GuOHTPL30cfmauev/wCYWHQqNGjS6o4lsqVK5M5c2bCw8PZtGmT1XEkBW3cuJFNmzbh6enJa6+9ZnUcEXkKKn8WOXgQ8uY1b36I97/LphJl2zY4cgT8/MwVv3TpzGJ3+7ZZKh+mVCmzNMbLnt0sj/Hc3c1TyJcuPT7DuHFw7ZpZGB8mLg6io83C2aQJVK8Oc+bA4cMQEvL4Y4hjcHd3p3HjxoBGvji7+FW/jh07kj17dovTiMjTUPmziGGY1/c9rbg4qFTJvLP27sehQ+a1dQ+TJs29v7bZHvy1uLjHZwgOhk2bwMsLPDygcGHz65UrQ+fO5s/jB/6XLHnnfVmzQpYs5iqlOA9d9+f8jh8/zq+//gpoqLOII/OwOoCrKl7cLD8XL5qrb2COgkmsihVh3jzIlg3Sp0+ZjI8zdix8+OGdX587Z67uzZsH1aqZX6tVy/zx4EHzej8wT/v+8w/kz5+6eSVlNfnfLdzbt2/n4sWLWhVyQmPHjiUuLo7GjRtTunRpq+OIyFPSyp9FGjUy73zt3Bl27zavsYu/4SMxK4IdOpirZy1bwrp1cPw4rFkDAwfCmTMpmz1evnxQuvSdR9Gi5tcLFbpT9IoWNTMOHAh//gl795rfc/Hi5g0r4jyyZ89OxYoVAVi+fLnFaSS5hYeHM2XKFEBDnUUcncqfRdzdzZEuERFQpQr06GGORAFz9Mvj+Pqad+zmywetW5s3fHTrBrduWbcS+DAzZpgrgc89B3XrmqeZly379+lmcXw69eu8pkyZQkREBKVKlUq4vlNEHJPNMAzjcS+6du0aGTJkIDw8nPT21iycyIYN5l2/R46Yq2dJ9c475qrg+vVJ/yyRxFi/fj116tTB39+fS5cu4e7ubnUkSQbR0dEUKlSI06dP8/3339OtWzerI4nIAyS2r2nlz0ILFphz8E6cMAc89+plXiOX1OJnGOYdv0FB5t29IqmlevXqZMiQgbCwMLZu3Wp1HEkm8+fP5/Tp02TLlo32j7qjTEQcgsqfha5fh9deM69/69LFPP3722/mcx99dGeEy/2P/83TfajwcPPuWk9Pc37f00pKBnFNHh4eNGzYENDIF2dhGAZffvklAP369cM7MdeliIhd02lfOxUWZj4exMcHcud2jQzieL7//nt69OhBtWrVNPDZCcSfyvfy8uL06dNkzZrV6kgi8hCJ7Wsa9WKn/P3Nh6tnEMcTP/Llr7/+4vLly2TOnNniRJIU8UOdO3XqpOIn4iR02ldEklWePHkoU6YMhmGwYsUKq+NIEhw9epSFCxcCMGjQIEuziEjyUfkTkWSnkS/OYcyYMRiGQbNmzSh59zY9IuLQVP5EJNk1+98dQcuWLSMuMXsFit25cuUKU6dOBTTUWcTZqPyJSLKrVasWadOm5dKlS+zcudPqOPIUvvvuO27cuEHZsmVp0KCB1XFEJBmp/IlIsvP09EwoDDr163iioqIYO3YsYK762RKz56SIOAyVPzsSGhpK//79qVixIhUrVqRnz56cO3fO6lgiTyX+1K/m/Tmen3/+mbNnz5IjRw5eeeUVq+OISDJT+bMjWbNmZezYsfTu3ZtDhw4xZcoUihcvzg8//EAixjGK2JX4mz42btzI1atXrQ0jiWYYRsJ4l9dffx0vLy+LE4lIclP5szM2m43evXuza9cuatWqxfXr1+nWrRutWrXi4sWLVscTSbSAgACKFy9ObGwsq1atsjqOJNLatWvZvn07Pj4+9O7d2+o4IpICVP7sVKFChVizZg2ffPIJadKk4ffff6d06dIsWLDA6mgiiaaRL44nftWvc+fOZMmSxeI0IpISVP7smLu7O0OHDmXr1q2ULVuWf/75h9atW9O5c2edRhOHcPfIF126YP8OHTrEH3/8AWios4gzU/lzAGXLluWvv/7inXfewc3NjRkzZlC2bFmCgoKsjibySM888ww+Pj6cPXuWvXv3Wh1HHiN+qHPz5s0pVqyY1XFEJIWo/DkILy8vPvroI9atW0ehQoU4ffo0DRs2ZODAgdy8edPqeCIP5O3tTb169QCd+rV3YWFh/PDDDwAMHjzY4jQikpJU/hxMzZo12blzJ3379gVg7NixVKxYkb/++sviZCIPppEvjmHy5MncunWLChUqULduXavjiEgKUvlzQOnSpWPChAksXbqUnDlzcvDgQWrWrMmIESOIjo62Op7IPeJv+li/fj3Xr1+3OI08SFRUFOPGjQM01FnEFaj8ObCmTZuyd+9e2rVrR2xsLCNHjqR69ers27fP6mgiCYoUKUKhQoWIjo4mODjY6jjyAHPnzuX8+fPkypWLl19+2eo4IpLCVP4cnL+/P7Nnz2bu3LlkypSJ7du3U7FiRUaPHk1cXJzV8UQAjXyxZ3cPde7fvz+enp4WJxKRlKby5yTatm3L3r17adasGZGRkbz55pvUr1+fEydOWB1NRCNf7FhISAi7du3C19eXXr16WR1HRJLAzS1xtU7lz4nkypWLxYsXM2nSJNKmTcuaNWsoW7astocTy9WrVw9PT09OnDjBwYMHrY4jd4lf9evatSv+/v4WpxGRpEiXLl2iXqfy52S0PZzYo7Rp0/LMM88AOvVrTw4cOMDixYux2WwMHDjQ6jgikkpU/pyUtocTe6ORL/bn66+/BuD555+nSJEi1oYRkVRjMxJxPvDatWtkyJCB8PBw0qdPnxq5JBnt3r2bV199ld27dwPQqVMnxowZQ8aMGa0NJi5l3759lCpVCi8vL8LCwvD19bU6kkv7559/yJs3L7dv32bt2rXUqVPH6kgikgxsNttj+5pW/lyAtocTe1CiRAny5ctHZGQkq1evtjqOy5s4cSK3b9+mcuXK1K5d2+o4IpKKVP5cRPz2cGvXrtX2cGIJm82mkS924vbt24wfPx7QUGeR+9WrB4MGmT8PCID/XR2RLGw2WLgw+T7vaan8uZhatWqxc+dO+vTpA2h7OEldKn/2Yc6cOVy6dIk8efLQpk0bq+OI2K0tWyA5JyCdPw//u/zZUip/LihdunRMnDhR28NJqmvQoAEeHh4cPnyYo0ePWh3HJd091HnAgAGkSZPG4kQi9itrVkjOy5Nz5AAvr+T7vKel8ufC4reHe+WVV7Q9nKSK9OnTU6tWLUCrf1ZZtWoVe/fuJW3atPTs2dPqOCJ27f7TvgcOQO3a4O0NJUvCqlVPdir37teeOGH++qefoE4d8PGBKlXg0CFzxbFyZUiXDpo2hdDQez9n6lQoVcoskjlzwuuvP9n3pfLn4vz9/ZkzZw5z5szR9nCSKjTyxVrxq37du3fXHf8iTyAuDlq1MlcCN2+Gb7+FYcOS/rkjRsB778H27eDhAe3awX/+A2PGwLp1cPQo/Pe/d14/cSL062eejt6zB37/HQoXfrJjqvwJAK+88oq2h5NUEX/dX0hICLdv37Y4jWv5+++/WbZsmYY6izyFFSvMIjZjBpQrZ64AjhqV9M996y1o0gRKlICBA80SOHw41KoFFSpA9+4QEnLn9R9+CIMHm68tWtRcLYy/QSWxVP4kgbaHk9RQtmxZcubMyc2bN1m3bp3VcVxK/FDnF154gYIFC1obRsTBHDwIefOa1+3Fq1o16Z9btuydn2fPbv5Ypsy9X7t0yfz5pUtw7hw0aJC0Y6r8yT20PZykNI18scalS5eYOXMmAIMHD7Y4jYjjMQzzGr3kdvc9V/Gff//X4q/C8vFJnmOq/MkDaXs4SUkqf6lvwoQJREZGUq1aNWrUqGF1HBGHU7w4nDoFd6+DbNmSuhn8/MybUJK6R4PKnzyUu7s7Q4cOZevWrZQtW5Z//vmH1q1b07lzZ65evWp1PHFgjRo1ws3NjX379nHq1Cmr4zi9W7duMWHCBEBDnUWeVqNGUKgQdO4Mu3fDhg13bvhIzd9S778PX34JY8fC4cPmNYLjxj3ZZ6j8yWNpezhJbpkyZaJ69eqAVv9Sw6xZswgNDSVfvny0bt3a6jgiDsnd3RzTEhFh3mTRo4d5ly6Yo19SS+fO5viZCRPMcS/Nm5sl8EnYjERcyX/t2jUyZMjw2I2Cxflt2LCBzp07JwzoHTBgAB9//DG+yTkFU1zChx9+yPDhw2nVqpUuJ0hBhmFQqlQp9u/fz5dffsmbb75pdSQRp7Fhg3nX75Ej5qrgo0RGmiVx5Upo2DDlMtlstsf2Na38yRPR9nCSXOKv+wsKCiIqKsriNM5r+fLl7N+/Hz8/P7p37251HBHLGYbBhg0bnuq9CxaY5e3ECXPAc69e5kiWxxW/a9dgzhxwczOvHbSayp88MW0PJ8mhYsWKZM2alevXr7Nx40ar4zit+KHOPXr0IEOGDBanEbFOXFwcCxcupEqVKvTv3/+pPuP6dXjtNbPAdelinv797TfzuY8+MnfkeNCjZUsYOhQ+/RTy5Em+7+lus2aZx0oMnfaVJAkLC6Nfv37MnTsXMP9CnzlzJiVLlrQ4mTiCV199lR9//JGhQ4fyySefWB3H6ezZs4eyZcvi5ubG0aNHCQgIsDqSSKqLjY3l559/ZtSoUezduxeAmjVrPvXq38OEhZmPB/Hxgdy5k/Vw/3L9unkncpEiOu0rKUzbw0lSaORLyho9ejQAbdq0UfETlxMdHc20adMoWbIk7dq1Y+/evfj5+fHuu++yaNGiZD+ev7+5zdqDHild/MAcA5PYbd608ifJ5ty5c/To0SNhz9a6desybdo0/aUjDxUaGkr27NkxDIOzZ8+SK1cuqyM5jQsXLpA/f36ioqLYtGkT1apVszqSSKqIjIxk2rRpfPLJJwlblPr7+zNo0CBef/11MmXKZG3AFKYbPiRV3b09nK+vr7aHk8fKmjUrlStXBswbEyT5fPPNN0RFRVGzZk0VP3EJN2/eZMyYMRQqVIg+ffpw4sQJsmXLxmeffcaJEycYPny40xe/xFL5k2R19/ZwNWvW1PZw8ljNmjUDSFgxlqS7efMmEydOBNBoF3F6169f57PPPqNAgQIMGjSIs2fPkjt3bsaMGcPx48cZMmQIfn5+Vse0Kyp/kiIKFy7M2rVrtT2cPFb8dX8rV64kJibG4jTOYebMmVy+fJkCBQrQqlUrq+OIpIgrV64wcuRI8ufPz9ChQ7l06RIBAQFMnjyZo0ePMmDAAM2gfQiVP0kxj9oeLjw83Op4YieqVq1KpkyZuHr1quZFJoO4uLiEGz0GDhyIu7u7xYlEkldoaCjDhg0jICCAESNGcOXKFYoWLcq0adM4dOgQvXr1wsvLy+qYdk3lT1Jc/PZwb7/9dsL2cGXKlNH2cAKY/0ho3LgxoFO/yWHp0qUcPHiQ9OnT061bN6vjiCSb8+fPM3jwYAICAvjoo4+4du0apUuXZu7cuezbt4/OnTuTJk0aq2NaKiIiIlGvU/mTVOHl5cXHH3/M2rVrKVSoEKdPn6Zhw4YMHDiQmzdvWh1PLKaRL8knfqhzr169dJ2TOIVTp07Rr18/ChQowFdffcXNmzepVKkSCxYsYNeuXbRt21Yr3P+T2BFrGvUiqS4iIoIhQ4YwadIkAIoVK8bMmTOpUqWKxcnEKufPn08Y83Lx4kWyZctmcSLHtHPnTipUqIC7uzvHjh0jX758VkcSeWpHjhzhk08+Yfr06QnXA9esWZPhw4fTpEkTbDabxQntT2L7mlb+JNXFbw+3ZMmShO3hatSooe3hXFjOnDkpX748ACtWrLA2jAOLv9bv5ZdfVvETh7Vv3z46duxIsWLF+P7774mJiaF+/fqEhISwfv16mjZtquKXRCp/YplmzZqxd+9eXnnlFWJjYxk5ciTVq1dn3759VkcTC8SPfNGp36dz7tw55syZA2i8izimnTt30qZNG0qXLs2sWbOIi4vj2WefZcOGDQQFBVGvXj2VvmSi8ieW0vZwEi/+ur/ly5fr//unMH78eKKjo6lTp07C4GwRR7B582ZatGhBhQoVmD9/PoZh0Lp1a7Zt28bixYupWbOm1RGdjsqf2IVXXnmFvXv30qxZMyIjI3nzzTdp0KBBwtY84vxq1KhB+vTp+eeff9i2bZvVcRzKjRs3Eq6h1aqfOIo1a9bQqFEjqlevzqJFi3Bzc6Ndu3bs2bOH+fPnU7FiRasjOi2VP7Eb928Pt3r1am0P50LSpElDw4YNAY18eVLTp0/nypUrFCpUiBYtWlgdR+ShDMNgxYoVPPPMM9SrV49Vq1bh4eFB165d2b9/P7Nnz6Z06dJWx3R6Kn9iV7Q9nGvTyJcnd/dQ50GDBmnkhdglwzD4/fffqVatGk2aNGHdunV4enrSt29fDh8+zNSpUylatKjVMV2Gyp/YJW0P55riy9/mzZsJCwuzOI1jWLRoEUeOHCFjxox06dLF6jgi94iNjeXnn3+mfPnytGzZki1btuDj48OgQYM4duwYEyZMICAgwOqYLkflT+yWtodzPXnz5qVUqVLExcWxcuVKq+M4hPihzr179yZdunQWpxExxcTEMHPmTEqXLs3LL7/M7t27SZcuHW+//TYnTpxg9OjR5M6d2+qYLkvlT+yetodzLRr5knjbtm1jzZo1eHh48Prrr1sdR4SoqCimTJlCsWLF6NSpEwcOHCBjxoyMGDGCkydP8vHHH2uIux1Q+ROHoO3hXMfd1/1p5MujxV/r98orr5AnTx6L04gru3XrFuPHj6dQoUL07NmTY8eOkSVLFj7++GNOnjzJ+++/j7+/v9Ux5X+0vZs4HG0P59wiIyPJnDkzN27cYMeOHQk7f8i9zpw5Q4ECBYiJiWHbtm0aiyGWiIiIYNKkSXzxxRcJN+XlzJmTIUOG0KtXL9KmTWtxQtei7d3EaWl7OOfm5eVF/fr1AY18eZRx48YRExNDvXr1VPwk1YWHhzNq1CgCAgIYMmQIFy9eJF++fEyYMIFjx47xxhtvqPjZMZU/cVjaHs55aeTLo0VERDB58mRAQ50ldf3zzz8MHz6c/Pnz895773H58mUKFy7M1KlTOXLkCH379sXb29vqmPIYKn/i0LQ9nHOKL38bNmzQnd0P8MMPPxAeHk6RIkV47rnnrI4jLuDChQsMGTKEgIAAPvzwQ8LDwylZsiSzZs1i//79dO3alTRp0lgdUxJJ5U+cQvz2cE2bNtX2cE6gYMGCFC1alNjYWN3VfZ/Y2Fi+/vprAN544w3c3PTHuKSc06dPM2DAAAoUKMAXX3zBjRs3Evbg3bNnD+3bt8fDw8PqmPKE9KeGOI1cuXKxZMkSbQ/nJDTy5cF+//13jh07hr+/P506dbI6jjipY8eO0atXLwoVKsS4ceO4ffs21atXZ/HixWzbto3WrVvrHx4OTP/PiVPR9nDOI/7U79KlS1Xe7xI/1LlPnz66oF6S3YEDB+jcuTNFixblu+++Izo6OmEP3j///JNnn30Wm81mdUxJIpU/cUraHs7x1a1bF29vb86cOaObeP7nr7/+Yv369aRJk4Z+/fpZHUecyO7du2nbti0lS5ZkxowZxMbG0rRpU9atW0dISAgNGjRQ6XMiKn/itLQ9nGPz8fGhXr16gEa+xIsf6ty+fXty5cplcRpxBlu2bKFly5aUK1eOn376CcMwaNmyJX/99RdLly6ldu3aVkeUFKDyJ05P28M5Lo18uePUqVP8/PPPgHmjh0hSrF+/nqZNm1K1alV+//13bDYbbdu2ZdeuXSxcuFBD852cyp+4BG0P55jib/pYt24dERERFqex1tixY4mNjaVBgwaUK1fO6jjigAzDICgoiHr16lGnTh2WL1+Ou7s7nTp1Yt++fcydO5eyZctaHVNSgcqfuJRatWqxc+dO+vTpA5h/oVasWJEtW7ZYnEwepEiRIhQoUICoqChCQkKsjmOZa9eu8d133wEa6ixPzjAMFi9eTM2aNWnYsCFr1qwhTZo09OrVi0OHDjF9+nSKFy9udUxJRSp/4nK0PZzjsNlsGvkCTJ06lWvXrlG8ePGEU+EijxMXF8f8+fOpWLEizZs3Z9OmTXh7e9O/f3+OHj3K5MmTKViwoNUxxQIqf+KyHrQ9XI0aNXRnqZ1x9ZEvMTExjBkzBtBQZ0mcmJgYZs+eTZkyZWjTpg07d+4kbdq0DBkyhOPHjzN27Fjy5s1rdUyxkP4UEZd2//Zw27Zt0/ZwdiYwMBBPT0+OHz/O4cOHrY6T6hYuXMiJEyfInDkzr776qtVxxI5FRUUxdepUSpQoQYcOHdi3bx8ZMmRg+PDhnDx5ks8++4wcOXJYHVPsgMqfCNoezp6lS5eOOnXqAK458iV+qPNrr72Gj4+PxWnEHt2+fZsJEyZQpEgRunfvzpEjR8icOTMffvghJ0+eZOTIkWTOnNnqmGJHVP5E/kfbw9kvVx35snHjRjZu3Iinp6eGOsu/3Lhxg9GjR1OwYEH69evHqVOnyJ49O1988QUnTpxg2LBhZMiQweqYYodU/kTuou3h7FP8TR+rV6/m1q1bFqdJPfFDnTt27Ej27NktTiP24tq1a3z88ccEBATw5ptvcv78efLmzcv48eM5fvw4gwcPJl26dFbHFDum8ifyANoezr6ULFmSPHnycPv2bdasWWN1nFRx/Phx5s+fD2ios5jCwsJ4//33yZ8/P++++y7//PMPBQsW5LvvvuPIkSP069dPlwZIoqj8iTyEtoezHzabzeVO/Y4dO5a4uDgaN25M6dKlrY4jFrp06RJvv/02+fPn54MPPuDq1asUL16cmTNncvDgQXr06IGnp6fVMcWBqPyJPIa2h7MP8ad+XeGmj/DwcKZMmQJoqLMrO3v2LIMGDSIgIIBPP/2UiIgIypUrx88//8zevXvp2LEjHh4eVscUB6TyJ5II2h7Oeg0aNMDDw4NDhw5x7Ngxq+OkqClTphAREUHJkiVp3Lix1XEklZ04cYK+fftSsGBBxowZw61bt6hSpQq///47O3bsoE2bNri7u1sdUxyYyp/IE9D2cNbJkCEDNWvWBGD58uUWp0k5dw91fvPNN7HZbBYnktRy6NAhunbtSpEiRZg0aRJRUVHUqVOHFStWsHnzZlq0aKH/HiRZqPyJPCFtD2edu3f7cFbz58/n9OnTZM2alQ4dOlgdR1LB3r17ad++PSVKlGDatGnExMTQqFEj1qxZw9q1a2nUqJFKnyQrlT+Rp6Tt4VJf/HV/wcHBREZGWpwm+RmGwZdffglAv3798Pb2tjiRpKRt27bRunVrypQpw5w5c4iLi6NFixZs2rSJFStW8Mwzz1gdUZyUyp9IEmh7uNRVrlw5cuTIwY0bN1i/fr3VcZLdn3/+yZYtW/Dy8uK1116zOo6kkI0bN/Lcc89RuXJlFixYgM1mo02bNuzYsYPff/+datWqWR1RnJzKn0gyeNj2cCdPnrQ6mlOx2Ww0adIEcM6RL/Grfp06dSJr1qwWp5HkZBgGISEhNGjQgJo1a7JkyRLc3Nzo2LEje/fu5eeff6Z8+fJWxxQXofInkkwetD1cmTJltD1cMnPWkS9Hjx5l4cKFAAwaNMjSLJJ8DMNg6dKl1K5dm/r16xMcHIyHhwfdu3fn4MGDzJw5k5IlS1odU1yMyp9IMtL2cCmvUaNGuLm58ffff3P69Gmr4ySbMWPGYBgGzZo1UxlwAnFxcSxcuJAqVarw7LPP8ueff+Ll5UW/fv04evQoU6ZMoXDhwlbHFBel8ieSAh60PVyZMmW0PVwy8Pf3T7gmyllGvly5coWpU6cCGurs6GJjY5k7dy7lypXjhRdeYNu2bfj6+jJ48GCOHz/O+PHjyZcvn9UxxcWp/ImkkPjt4bZs2ULZsmUJDQ3V9nDJxNlGvnz33XfcuHGDMmXK0KBBA6vjyFOIjo5m+vTplCxZknbt2rF37178/Px49913OXnyJF988QU5c+a0OqYIoPInkuLKlSun7eGSWfx1f6tWrXL42YrR0dGMHTsW0FBnRxQZGcnkyZMpWrQoXbp04dChQ/j7+zNy5EhOnjzJqFGjyJIli9UxRe6h8ieSCrQ9XPKqVKkSWbJk4dq1a2zcuNHqOEny888/c/bsWbJnz067du2sjiOJdPPmTcaMGUOhQoXo06cPJ06cIFu2bHz22WecOHGC4cOHkylTJqtjijyQyp9IKtL2cMnDzc0tYc9bRx75cvdQ59dffx0vLy+LE8njXL9+nc8++4wCBQowaNAgzp49S+7cuRkzZgzHjx9nyJAh+Pn5WR1T5JFU/kRSmbaHSx7xp34dufytW7eO7du34+Pjk/APArFPV65cYeTIkeTPn5+hQ4dy6dIlAgICmDx5MkePHmXAgAH4+vpaHVMkUVT+RCyi7eGSJn7lb8eOHVy4cMHiNE8nftWvc+fOui7MToWGhjJs2DACAgIYMWIEV65coWjRokybNo1Dhw7Rq1cvrdiKw1H5E7GQtod7etmyZaNy5cqAY458OXToEH/88Qegoc726Pz58wwePJiAgAA++ugjrl27RunSpZk7dy779u2jc+fOpEmTxuqYIk9F5U/EDmh7uKfjyCNf4oc6N2/enGLFilkdR/7n1KlTvP766xQoUICvvvqKmzdvUqlSJRYsWMCuXbto27Yt7u7uVscUSRKVPxE7oe3hnlz8dX8rVqwgNjbW4jSJFxYWxg8//ABoqLO9OHLkCD169KBQoUJ88803REZGUrNmTZYuXcqWLVto1aoVbm76K1Ocg/5LFrEj2h7uyVStWpWMGTNy5coV/vrrL6vjJNrkyZO5desW5cuXp169elbHcWn79u2jY8eOFCtWjO+//56YmBjq169PSEgI69evp2nTppq9KE5H5U/EDml7uMTx8PCgUaNGgOPc9RsVFcW4ceMADXW20s6dO3nppZcoXbo0s2bNIi4ujmeffZYNGzYQFBREvXr19P+NOC2VPxE7pe3hEsfRRr7MmzeP8+fPkzNnTtq2bWt1HJezefNmWrRoQYUKFfjll18wDIPWrVuzbds2Fi9eTM2aNa2OKJLiVP5E7Jy2h3u0Jk2aALBlyxZCQ0MtTvNohmHw1VdfAdC/f388PT0tTuQ61q5dS6NGjahevTqLFi3Czc2Ndu3asWfPHubPn0/FihWtjiiSalT+RBzA3dvDFSxYMGF7uEGDBnHr1i2r41kqV65clCtXDsMwWLlypdVxHmn16tXs3LkTX19fevfubXUcp2cYBitWrOCZZ56hbt26rFq1Cg8PD7p27cr+/fuZPXs2pUuXtjqmSKpT+RNxILVq1WLXrl0Ju0GMGTNG28PhOCNf4oc6d+3aFX9/f4vTOC/DMPjjjz+oXr06TZo0Yd26dXh6etK3b18OHz7M1KlTKVq0qNUxRSyj8ifiYO7fHu7AgQMuvz1cfPlbvny53Q7HPnDgAIsXL8ZmszFw4ECr4zil2NhYfv75ZypUqMDzzz/PX3/9hY+PD4MGDeLYsWNMmDCBgIAAq2OKWE7lT8RBxW8P17Zt23u2h9u/f7/V0VJdzZo18fPzIzQ0lO3bt1sd54G+/vprAJ5//nmKFClibRgnExMTw8yZMyldujQvv/wyu3btIl26dLz99tucOHGC0aNHkzt3bqtjitgNlT8RB+bv78/cuXPv2R6uQoUKLrc9nKenJw0aNADs867ff/75h+nTpwMa6pycoqKimDJlCsWKFaNTp04cOHCAjBkzMmLECE6ePMnHH39MtmzZrI4pYndU/kScgLaHs++RL5MmTeL27dtUqlSJOnXqWB3H4d26dYvx48dTuHBhevbsybFjx8iSJQsff/wxJ0+e5P3339c1lSKPoPIn4iTit4ebOHHiPdvDTZs2zSW2h4u/7m/jxo1cuXLF4jR3REZGMn78eEBDnZMqIiKCL7/8koIFC9K/f39Onz5Nzpw5+eqrrzhx4gRvv/026dOntzqmiN1T+RNxIjabjT59+tyzPVzXrl154YUXuHTpktXxUlS+fPkoWbIkcXFxrFq1yuo4CebMmcPFixfJkycPL730ktVxHFJ4eDijRo0iICCAt956iwsXLpAvXz4mTJjAsWPHeOONN0ibNq3VMUUchsqfiBO6f3u43377jdKlSzv99nD2NvLl7qHOAwYMIE2aNBYnciyXL1/mv//9L/nz5+e9997j8uXLFC5cmKlTp3LkyBH69u2Lt7e31TFFHI7Kn4iTcsXt4eLL37Jly+ziVHdQUBB79uwhbdq09OzZ0+o4DuPChQv85z//IX/+/Pzf//0f4eHhlCxZklmzZrF//366du2qIi2SBCp/Ik7OlbaHq1OnDr6+vpw/f549e/ZYHSdhqHP37t3JmDGjtWEcwOnTpxkwYAAFChTg888/58aNG1SoUIH58+ezZ88e2rdvj4eHh9UxRRyeyp+IC3CV7eG8vb0JDAwErD/1+/fff7Ns2TINdU6EY8eO0bt3bwoVKsS4ceO4ffs21atXZ/HixWzbto3WrVvj5qa/rkSSi343ibgQV9gezl5GvsQPdX7hhRcoWLCgpVns1YEDB+jcuTNFixbl22+/JTo6mnr16rFq1Sr+/PNPnn32Wd0dLZICVP5EXIyzbw8Xf93f+vXruXbtmiUZLl26xMyZMwENdX6Q3bt307ZtW0qWLMmMGTOIjY2ladOmrFu3jpCQEBo0aKDSJ5KCVP5EXJSzbg9XqFAhihQpQkxMDMHBwZZkmDhxIpGRkVStWpWaNWtaksEebdmyhVatWlGuXDl++uknDMOgZcuW/PXXXyxdupTatWtbHVHEJaj8ibgwZ90ezsqRL7dv3+abb74BNNQ53vr162natClVq1blt99+w2az0bZtW3bt2sXChQupUqWK1RFFXIrKn4g43fZwVo58mTVrFqGhoeTLl48XX3wxVY9tTwzDICgoiHr16lGnTh2WL1+Ou7s7nTp1Yt++fcydO5eyZctaHVPEJan8iQjgXNvD1atXDy8vL06dOsWBAwdS7bh3D3UeOHCgS44lMQyDxYsXU7NmTRo2bMiaNWtIkyYNvXr14tChQ0yfPp3ixYtbHVPEpan8iUgCZ9keztfXl7p16wKpe+p3+fLl7Nu3Dz8/P7p3755qx7UHcXFx/Prrr1SqVInmzZuzadMmvL296d+/P0ePHmXy5Mm661nETqj8ici/OMP2cFaMfIlf9evRowcZMmRIteNaKSYmhtmzZ1OmTBlefPFFduzYQdq0aRkyZAjHjx9n7Nix5M2b1+qYInIXm5GI8znXrl0jQ4YMhIeHkz59+tTIJSJ2YteuXbz66qsJO2Z07tyZMWPG2H25OXDgACVKlMDT05OwsDDSpk2bosfbs2cPZcuWxc3NjaNHjxIQEJCix7NadHQ0M2fO5OOPP+bIkSMAZMiQgQEDBjBw4EAyZ85scUIR15PYvqaVPxF5pHLlyrFlyxaGDh2Km5sb06dPp0yZMpaNUUmsYsWKkT9/fqKioli9enWKH2/06NEAvPjii05d/G7fvs3EiRMpXLgw3bt358iRI2TOnJkPP/yQEydOMHLkSBU/ETun8icij+Xl5cUnn3xyz/ZwDRo0sOvt4Ww2W6qd+r1w4QKzZs0CnHeo840bNxg9ejQFCxbktdde49SpU2TPnp0vvviCEydOMGzYMO1fLOIgVP5EJNHit4fr3bs3YP/bw6XWvL8JEyYQFRVFjRo1qF69eooeK7Vdu3aNTz75hAIFCvDmm29y/vx58uTJw7hx4zh+/DiDBw8mXbp0VscUkSega/5E5KksXbqU7t27c/78edzd3XnvvfcYNmwYadKksTpaguvXr5M5c2aio6M5fPgwhQsXTvZj3Lp1i7x583L58mV+/vln2rRpk+zHsEJYWBhjx45lzJgxXL16FYCCBQvyzjvv0KlTJzw9Pa0NKCL/omv+RCRF3b893AcffGB328P5+fklbBmWUqt/M2fO5PLlywQEBNCqVasUOUZqunTpEm+//Tb58+fngw8+4OrVqxQvXpyZM2dy8OBBevTooeIn4uBU/kTkqT1se7ivv/7abraHS8nr/uLi4hJu9Bg0aJBDD3U+e/Ysb7zxBgEBAXz66adERERQtmxZfvrpJ/bu3UvHjh0d+vsTkTt02ldEksXZs2fp3r07y5cvB8xdNqZNm0b+/PktzRU/gsXHx4ewsDC8vb2T7bMXL15M8+bNSZ8+PWfOnMHPzy/ZPju1nDhxgk8//ZSpU6cSFRUFQJUqVRg+fDjNmzfX3sQiDkSnfUUkVeXOnZulS5fa3fZwpUuXJnfu3Ny6dYu1a9cm62fHD3Xu1auXwxW/w4cP07VrV4oUKcKkSZOIioqiTp06rFixgs2bN9OiRQsVPxEnpfInIsnGHreHs9lsCXf9Juep3507dxIcHIy7uzv9+/dPts9NaXv37qV9+/YUL16cadOmERMTQ6NGjVizZg1r166lUaNGKn0iTk7lT0SSnb1tD5cSI1/ir/V76aWXyJcvX7J9bkrZtm0brVu3pkyZMsyZM4e4uDhatGjBpk2bWLFiBc8884zVEUUkleiaPxFJUfawPdzVq1fJkiULsbGxHD9+PMk7cJw7d46AgACio6PZvHkzVatWTZ6gKWDjxo18+OGHLFmyBDBXQl988UWGDRtG+fLlrQ0nIslK1/yJiF2wh+3hMmbMSI0aNYDkOfX7zTffEB0dTe3ate2y+BmGQUhICA0aNKBmzZosWbIENzc3OnbsyN69e/n5559V/ERcmMqfiKQ4e9geLrlGvty4cYNJkyYB9reVm2EYLFu2jDp16lC/fn2Cg4Px8PCge/fuHDx4kJkzZ1KyZEmrY4qIxVT+RCTVWLk9XPx1f0FBQQkjTZ7GjBkzCAsLo1ChQjz//PPJFS9J4uLiWLhwIVWqVKFZs2Zs2LABLy8v+vXrx9GjR5kyZUqK7G4iIo5J5U9EUlW6dOmYNGkSS5YsIWfOnBw4cIAaNWrw/vvvEx0dnWLHLV++PNmyZSMiIoINGzY81WfcP9TZ3d09OSM+sdjYWObNm0f58uV54YUX2LZtG76+vgwePJjjx48zfvx4h7gZRURSl8qfiFgitbeHc3NzS/LIl0WLFnH48GEyZsxIly5dkjHdk4mOjmb69OmULFmSV155hT179uDn58e7777LyZMn+eKLL8iZM6dl+UTEvqn8iYhlUnt7uKSOfIkf6ty7d2/SpUuXbLkSKzIyksmTJ1O0aFG6dOnCoUOH8Pf3Z+TIkZw8eZJRo0aRJUuWVM8lIo5Fo15ExC6kxvZwly9fJmvWrBiGwZkzZ8idO3ei37tt2zYqV66Mh4cHx48fJ0+ePMmW63Fu3rzJlClT+Oyzzzh79iwA2bJl46233qJPnz4Ot7uIiKQMjXoREYeSGtvDZc6cOWE0y5Oe+o2/1q9t27apVvyuX7/OZ599RoECBRg4cCBnz54ld+7cjBkzhuPHjzNkyBAVPxF5Yip/ImI37t4erkaNGimyPdzTjHw5c+YM8+bNA+CNN95IlhyPcvXqVUaOHEn+/PkZOnQoly5dIiAggMmTJ3P06FEGDBiAr69viucQEeek8icidqdw4cKsW7eOjz/+ONm3h2vatCl58+bl0qVLxMTEJOo9v/76K2XKlKFHjx5UqlQpyRke5sqVK3zzzTc8//zzLFy4kICAAFq1asXvv//OoUOH6NWrF15eXil2fBFxDbrmT0TsWnJvDxcbG0t0dDTe3t7JGVNExHK65k9EnMLd28PZbLYkbw/n7u6u4iciLk3lT0Tsnj1sDyci4ixU/kTEYdSuXduy7eFERJyFyp+IOBSrtocTEXEWKn8i4pCaNWvGnj17Um17OBERZ6HyJyIOK3PmzMm+PVy9ejBokPnzgAD4+utkCpsI778P5cun3vFExDWp/ImIw3vllVfYs2cPTZo0ITIykjfeeIMGDRpw8uTJJH3uli3Qq1cyhUyEt96CoKCUPcbzz0O+fODtDTlzwquvwrlz975m4ECoVAm8vFRGRZyRyp+IOIWU2B4ua1ZIzY000qWDzJlT9hiBgfDTT3DwIMyfD0ePQps2977GMKBbN2jbNmWziIg1VP5ExGkk9/Zw95/2PXAAatc2V81KloRVq8Bmg4ULE/d5Z8+ahSpTJrPktWwJJ07cef7+075dukCrVvDRR5A9O2TMCB98ADExMGQI+PtDnjwwdWriv6c33oDq1SF/fqhZE95+GzZtgrvvlRk7Fvr1g4IFE/+5IuI4VP5ExOmkxPZwcXFmEfP1hc2b4dtvYdiwxL//5k1z1S1dOli7FtavN3/etClERT38fcHB5mnZtWvhq6/Mgti8uVkgN2+GPn3Mx+nTT/49hYXBrFlmCUyT5snfLyKOSeVPRJySu7s7b7/9Nlu2bKFMmTKEhobSunVrRowY8VSft2KFeYp0xgwoV85cARw1KvHvnzsX3NxgyhQoUwZKlIAffoBTp2D16oe/z9/fXIkrVsw8FVusmFkk330XihSBd94BT0/YsCHxWYYOhbRpzdXHU6fgt98S/14RcXwqfyLi1O7fHu6PP/54qs85eBDy5oUcOe58rWrVxL9/2zY4cgT8/MwVv3TpzGJ3+7ZZKh+mVCmzNMbLnt0sj/Hc3c0S9yRntYcMgR07zELr7g6dOpnX+YmIa/CwOoCISEqL3x6uefPmfPbZZ0/1GYZhXt/3tOLizDtoZ83693NZsz78ffefjrXZHvy1J5lskyWL+Sha1FyBzJvXvO6vRo3Ef4aIOC6VPxFxGbVr16ZixYpP9d7ixc1TpBcvmqtvYI6CSayKFWHePMiWDdKnf6oIKSJ+xS8y0tocIpJ6dNpXRFyK71PObmnUCAoVgs6dYfdu8xq7+Bs+ErMi2KGDudrWsiWsWwfHj8OaNeZMvTNnnirSE/vrLxg/HnbuhJMnISQE2rc3v6+7V/2OHDFfc+EC3Lpl/nznzkffmCIijkMrfyLi1K5fv8758+c5f/48586dIzY2lo4dOz7x57i7myNdevSAKlXMMSiffw4tWpijXx7H19e8Y3foUGjdGq5fh9y5oUGD1FsJ9PGBX3+FESPgxg1zyHPTpubNKF5ed17Xo4dZTONVqGD+ePy4Of5GRBybzUjE9NNr166RIUMGwsPDSW9P5ytExCUZhkF4eDjnzp1LKHbx5e7+X9+4ceOe91aoUIHt27cnS44NG8y7fo8cMVfPkuqdd8xVwfXrk/5ZIuJ6EtvXtPInInbDMAwuX778yDIX//Pbt28n+nPTpUtHrly5yJkzJzWScFfDggXmXbpFipiFb+BAqFUr6cXPMODYMXNrt/hVNhGRlKLyJyIpLjY2ltDQ0Meu0l24cIHou7eaeIyMGTOSM2dOcubMmVDuHvTrdOnSJcv3cf06/Oc/5kDlLFmgYUP48kvzuY8+Mh8PUqcOLF368M8NDzd3DKlSxZzf97SSkkFEXIdO+4rIU4uJieHixYuPXaW7ePEisbGxif7czJkzP7LMxT98fHxS8Lt7MmFh5uNBfHzM6/tcIYOIWEenfUXkqUVGRnLhwoXHrtSFhoaSiH8/Aua+u9myZXvsSl2OHDnw9PRMse/t6NGjFEqOC/Tu4+9vPqxkDxlExP6p/Im4kFu3bj12le78+fNcvnw50Z/p7u5Ojhw5HrtKlz17djw8rP0j58CBA/Tv35+VK1damkNExEoqfyJO4O5xJo8qd+Hh4Yn+zDRp0iTqerosWbLg7u6egt9d8jh8+DD169cnx937s4mIuCCVPxE7FT/OJDErdREREYn+XG9v78deT5crVy78/f2xJWU/Mzty9OhRAgMDOX/+PHXq1LE6joiIpVT+RFLZ/eNMHlXunnScSWJW6jJkyOA0pS4xTpw4Qf369Tl79iwlS5Zk4sSJVkcSEbGUyp9IMomLiyM0NPRfRe7+cnfhwgWinmCfrAwZMiTqzlc/P78U/O4c06lTpwgMDOTUqVMUK1aMoKAg/HVHhIi4OJU/kce4e5zJo1bpnmacyeNW6extnIkjOXPmDIGBgZw4cYIiRYoQHBz8wOv9IiIieOaZZwDYsGHDv/73joiIoH379pw5c4bGjRvz8ccfp8rKaVhYGFu3bmXr1q1s27aN48eP3/O8m5sbxYsXp0qVKlSqVIkKFSqQNm3aFM8lIo5Pc/7EZUVFRXHhwoXHXk936dKlpx5n8rBylz17drzu3kxVktW5c+eoV68ehw8fpmDBgqxZs4Y8efI88LXHjh2jUKFC+Pr6/msruHibN2+mVq1axMbGMm3aNDp37pyS8R/o/PnzrF69mtWrVxMSEsLhw4fved7d3Z3KlSsTGBhIvXr1qF27tsqgiItJbF9T+ROnEz/O5HErdU86ziR79uyPXamzh3Emru7ixYvUq1ePAwcOkD9/ftasWUP+/Pkf+vq//vqLatWqkS9fPk6ePPnQ13300UcMGzaMtGnTsnPnTgoXLpwS8RPtzJkz95TBY8eO3fO8h4cHVatWTSiDNWvWxNfX16K0IpIaVP7E6URERCTqzterV68m+jPvHmfyqJU6Rxln4uouXbpEYGAg+/btI2/evKxZs4YCBQo88j1Llizhueeeo2LFimzbtu2hr4uNjaVBgwasWbOGypUrs2HDhhQdRv2kTp06RUhISMLj1KlT9zzv6elJtWrVEspgjRo18Pb2tiitiKQElT9xCHePM3lQkbv7a086ziQx19NlzpzZpe58dWb//PMP9evXZ8+ePeTOnZs1a9YkaiePGTNm0LlzZxo3bszy5csf+drTp09Trlw5rly5wttvv83HH3+cXPGT3fHjxwkJCUlYGTxz5sw9z3t5eVGjRg3q1atHYGAg1apV06UIIg5O5U8sZRgGYWFhj12lO3/+PLdu3Ur056ZNm/aeAvewcudq40xcXVhYGA0aNGDnzp3kzJmT1atXU7Ro0US996uvvmLw4MG0b9+eWbNmPfb18+fPp02bNthsNoKCgggMDExq/BRnGAZHjx69pwyeP3/+ntf4+PhQs2bNhDJYpUoVu1rZFJHH096+kiLix5k87nq6pxlnkpiVOo0zkftdvXqVxo0bs3PnTrJly0ZwcHCiix+YK4YAWbJkSdTrX3zxRXr27Ml3333Hq6++yq5du8icOfNTZU8tNpuNwoULU7hwYXr27IlhGBw6dOieMnjp0iWCgoIICgoCwNfXl9q1ayeUwcqVK+t6VhEnYde/k+vVg/Ll4euvISAABg0yH6nh/fdh4ULYuTN1jme1+8eZPKzcXbhw4anGmTxqpS5Hjhy6EF2eSnh4OE2aNGHbtm1kyZKF4OBgihcv/kSf8aTlD2D06NGsXbuWgwcP0rNnT+bPn+9QK802m41ixYpRrFgx+vTpg2EY7N+/P6EMrl69mn/++YcVK1awYsUKwBwiXqdOnYQyWKFCBZVBEQdl16d97y5/oaGQNi2kVkeIiIDISEjJf9AHBMD9NxcOHQqffHLn16dOQb9+EBwMPj7Qvj188QUk9mxM/DiTx90o8aTjTLJmzfrYVbocOXLoGiJJMdevX6dJkyZs3LgRf39/QkJCKFu27BN/zgsvvMDChQuZMGECffv2TfT7duzYQbVq1YiOjmby5Mn06tXriY9tr+Li4vj7778TyuCaNWsICwu75zXp06fnmWeeSSiD5cqV001RIhZzutO+WbOm7vHSpTMfKW3kSOjZ897jxouNheeeM7/39evh8mXo3BkMA8aNe/xn169fn5CQkERnuXucyaNOwWbLlo00adI8wXcpkrxu3LjBc889x8aNG8mYMSOrVq16quIHT7fyB1ChQgU++eQTBg8ezKBBg6hTpw4lSpR4qgz2xs3NjTJlylCmTBkGDBhAXFwcu3fvTjhFvGbNGsLDw1m0aBGLFi0CIGPGjNStWzehDJYpUwY3NzeLvxMReSAjEcLDww3ACA8PT8zLk03duoYxcKD58/z5DWP06DvP7d9vGLVqGYaXl2GUKGEYK1caBhjGggWJ++wzZwzj5ZcNI2NGw/D3N4znnzeM48fvPD9ihGGUK3fn1507G0bLloYxapRhZMtmGBkyGMb77xtGdLRhvPWWYWTKZBi5cxvG998n/vu7/3u635IlhuHmZhhnz9752pw55vecmP8rKlSoYABGmjRpjLx58xrVqlUzWrVqZfTt29cYOXKkMWXKFGPx4sXG9u3bjfPnzxsxMTGJDy9ikRs3bhj16tUzACNDhgzGli1bkvR5xYsXNwAjODj4id8bGxtrNG7c2ACMcuXKGbdv305SFkcRExNjbN261fjiiy+M5557zvDz8zOAex6ZM2c2WrdubYwdO9bYs2ePERcXZ3VsEaeX2L7mMCt/d4uLg1atIF8+2LwZrl+HwYMT//6bNyEwEOrUgbVrwcMDPvwQmjaF3bsffko1OBjy5DHfs2EDdO8OGzfCM8+YOebNgz59oFEjyJs3cVk+/RT+7//M17/0EgwZcuf4GzdC6dKQK9ed1zdpYp6O3rbN/B4eZd68eWTKlAl/f3/9C1ycwq1bt2jZsiWrV6/Gz8+P5cuXU7ly5SR95tOu/IG5QjZ9+nTKli3Lrl27eOedd/jqq6+SlMcRuLu7U6lSJSpVqsTgwYOJiYlh+/btCSuD69at4/Lly/z666/8+uuvAGTNmpW6desSGBhIYGAgxYsXd6jrJEWcSnI2yeT2sJW/pUsNw8PDMM6fv/PaJ1n5+/57wyhWzDDu/odoZKRh+PgYxvLl5q8ftPKXP79hxMbe+VqxYoZRp86dX8fEGEbatObqXGJ89ZVhrF5tGLt2GcZ33xlGliyG0b37ned79jSMRo3+/T5PT8OYPTtxxxBxFrdu3TKaNGliAEa6dOmMDRs2JPkzY2JiDDc3NwMwzt/9B8oT+uOPPxJWvJYuXZrkXI4uKirK+PPPP42PPvrIaNSokeHj4/OvlcHs2bMbbdu2NSZNmmQcPHhQK4MiycCpV/4OHjRXyu7eo71q1cS/f9s2OHIE7p8acvs2HD368PeVKgV3L6Blz26uzMVzdzdvELl0KXE53njjzs/LloVMmaBNG3M1MP5Gkwf9w9gwHvx1EWcVGRlJmzZtWL58Ob6+vixZsoSaNWsm+XOvXr1KXFwcQJLGtTRv3pzXX3+d8ePH07lzZ3bv3k327NmTnM9RpUmThho1alCjRg3eeecdoqKi+OuvvxJWBv/8808uXrzIvHnzmDdvHgC5cuVKuF4wMDCQggULamVQJIU4ZPlLavmJi4NKleBB81wfdWPJ/fc42GwP/tr//i55YtWrmz8eOWKWvxw5zNPJd7tyBaKjzeIp4gqio6Np27YtixcvxsfHh0WLFlGnTp1k+ez4U74ZMmRI8k1Mn332GatXr2bv3r107dqVxYsXq7z8j6enJ7Vr16Z27dq899573L59m82bNyeUwY0bN3Lu3Dlmz57N7NmzAcibN+89ZTAgIMDab0LEiTjkhWDFi5sjUC5evPO1LVsS//6KFeHwYciWDQoXvveRIUPy502sHTvMH3PmNH+sUQP27oW7B/GvWAFeXmZ5FXF20dHRtGvXjt9++w0vLy9+//33ZN1RIynX+93Px8eHOXPm4OXlxdKlSxmXmFvyXZS3tzd169ZlxIgRrF69mqtXrxIUFMTw4cOpXbs2adKk4fTp08ycOZNu3bpRoEABChQoQNeuXZkxYwanT5+2+lsQcWgOWf4aNYJChcyxJ7t3mzdfDBtmPpeYf2h36ABZskDLlrBuHRw/DmvWwMCBcN/2lylm40YYPdocIn38OPz0E/TuDc8/b97IAtC4MZQsCa++ahbDoCB46y1zNIx22RNnFxMTw6uvvsr8+fPx9PRk4cKFNGzYMFmPkZzlD6B06dJ8+eWXAAwZMoTdu3cny+c6Ox8fH+rXr8/IkSNZt24dV65cYeXKlbz77rvUqFEDDw8PTpw4wbRp0+jcuTP58uWjcOHC9OjRg1mzZnHu3DmrvwURh+KQp33d3c3dN3r0gCpVoGBB+PxzaNECvL0f/35fX/OO3aFDoXVr827h3LmhQYPUK1VeXubdwR98YN69mz+/Wer+8587r3F3h8WL4bXXoFate4c8iziz2NhYOnfuzLx580iTJg3z58+nadOmyX6c5C5/AK+99hrLli1j0aJFtGvXjq1bt+Lj45Nsn+8K0qZNS8OGDRPKfkREBBs2bCAkJISQkBC2bt3K0aNHOXr0KN9//z0ARYsWTThNXK9ePXLcfVG4iNzDrnf4eBIbNkDt2ub1coUKJf3z3nnHXBVcvz7pnyUiiRcXF0e3bt2YPn06Hh4e/PLLL7Rs2TJFjvXpp5/y9ttv07lzZ6ZNm5ZsnxsaGkrZsmW5cOECr732Gt98802yfbaYfyetX78+oQzu2LEj4cadeMWLF0+4XrBevXpkTe2dAkQs4HQ7fNxvwQJzN4wiRczCN3CguTqW1OJnGHDsmHmKtUKF5MkqIokTFxdHr169mD59Ou7u7sydOzfFih+kzMofmDPtZsyYQePGjZkwYQJNmjTh+eefT9ZjuLL06dPz7LPP8uyzzwLmXdvr1q1LKIO7du3iwIEDHDhwgIkTJwJQqlSphDJYt27dJN3dLeLoHPKaPzBP1b72mnnzR5cu5unf334zn/voozvbs93/aNbs0Z8bHm5eZ+fpCe+++/T5kpJBxBUZhsFrr73G999/j5ubG7NmzeLFF19M0WOmVPkDaNSoEW+99RYA3bp103VpKShjxoy0aNGCr776ih07dvDPP/+wYMECBgwYQJkyZQD4+++/GT9+PC+++CJZsmShXLlyDBo0iN9++40rV65Y/B2IpC6nOe17t7Aw8/EgPj7m9X2ukEHEURiGQf/+/fnmm2+w2WzMnDmTDh06pPhxW7RowaJFi/juu+/o0aNHsn9+VFQUNWrUYPv27TRo0IAVK1Zotx0LhIaGsnbt2oSVwX379t3zvM1mo3z58gkrg3Xq1CGDlaMfRJ5SYvuaU5Y/EXEchmHw5ptv8vXXX2Oz2fjhhx/o3Llzqhy7Ro0abNq0iQULFtCqVasUOcbBgwepWLEiN2/e5LPPPmPIkCEpchxJvIsXL7JmzZqEMnjw4MF7nndzc6NixYoJZbB27dr43b8rgIgdUvkTEbtnGAZDhw7l888/B2DKlCl079491Y5fuHBhjh49yrp166hdu3aKHef777+nR48eeHh4sHHjxiTvRyzJ6/z58wkDp0NCQjhy5Mg9z7u7u1O5cuWEMlirVi3Spk1rUVqRh1P5ExG7ZhgGw4YN4+OPPwZg4sSJ9OnTJ1UzZMyYkfDwcPbv30/x4sVT7DiGYfDyyy/zyy+/UKRIEbZv3066dOlS7HiSNGfOnLmnDB4/fvye5z08PKhatWpCGaxRowa+vr4WpRW5Q+VPROzaiBEjGDlyJADjxo3j9ddfT9XjR0dH4+npCZjXhKXETR93u3LlCmXLluXMmTN069YtYT6d2L+TJ0/eUwZPnTp1z/Oenp5Uq1YtoQxWr14d78QMnRVJZip/ImK3PvzwQ4YPHw7A6NGjGTRoUKpnuHDhAjlz5sTNzY2oqCjc3d1T/Jhr1qwhMDAQwzCYN28eL7/8coofU5KXYRicOHEioQiGhIRw9uzZe17j5eVFjRo1Espg1apV8fLysiixuBKVPxGxS/GDlQFLb4DYu3cvZcqUIUuWLISGhqbacd977z1GjRpFhgwZ2LVrF/nz50+1Y0vyMwyDo0eP3lMGL1y4cM9rfHx8qFmzZkIZrFy5csKqs0hyUvkTEbvz1VdfMXjwYABGjRrFu0kZpplEq1evJjAwkOLFi7N///5UO250dDR16tRh8+bN1K5dm9WrV6fKqqOkDsMwOHToUEIRXL16NZcuXbrnNb6+vtSuXTth95HKlSvj4eGwey6IHVH5ExG7MnbsWAYOHAjA+++/z4gRIyzN88svv/DSSy9Ru3Zt1q1bl6rHPnbsGOXLl+f69euMHDky4RS4OB/DMNi/f/89ZfDy5cv3vCZdunTUqVMnYWWwQoUK+geBPBWVPxGxGxMmTKBfv36Aedpz5MiR2Gw2SzNNmjSJvn370qpVKxYsWJDqx//xxx959dVXcXd3Z926ddSoUSPVM0jqi4uL4++//04og2vWrPnXDiPp06fnmWeeSVgZLFeunMqgJIrT7+0rIo7h22+/TSh+Q4cOtYviBym7tVtidOzYkWXLljFr1izat2/Pzp07tauEC3Bzc6NMmTKUKVOGAQMGEBcXx+7duxPK4Nq1awkPD2fRokUsWrQIMEcS1a1bN6EMlilTRjvFSJKo/IlIivnhhx/o3bs3AG+++SYff/yxXRQ/sL78AXzzzTf8+eefHD9+nH79+vHjjz9alkWs4ebmRvny5SlfvjxvvPEGsbGx7Ny5M6EMrlu3jqtXr/Lbb7/x2/82sM+cOfM9ZbBUqVJ28/tKHINO+4pIipg5cyadO3fGMAwGDBiQsH2bvejYsSOzZs3iiy++SLgJxQobN26kTp06xMbGMnPmTDp27GhZFrE/MTExbN++PaEMrl+/nhs3btzzmqxZs1KvXr2EMli8eHG7+r0mqUfX/ImIZWbPns2rr75KXFwcffv25ZtvvrG7v4yaNm3K8uXLmTZtWqrtJfww8XMP/fz82LFjB4UKFbI0j9iv6Ohotm7dmlAGN2zYwK1bt+55TY4cOe4pg0WKFLG733+SMlT+RMQSP//8M6+88gpxcXH07NmTSZMm2eX1SZUrV2bbtm0sWrSI5557ztIssbGxBAYGsm7dOqpVq8a6detIkyaNpZnEMURFRfHXX38l3En8559/cvv27XtekytXroQiGBgYSMGCBVUGnZTKn4ikugULFvDSSy8RGxtL165dmTJlil0WP4CAgABOnjzJpk2bqFatmtVxOHXqFOXKlePq1asMGzaMDz/80OpI4oBu377N5s2bE8rgxo0biYqKuuc1efPmTRgrU69ePQICAqwJK8lO5U9EUtXvv//Oiy++SExMDK+++io//PCDXY+nSJcuHTdu3ODIkSN2c5o1fvagzWYjJCSEunXrWh1JHNytW7fYuHFjQhncvHkz0dHR97wmICDgnpXBvHnzWpRWkkrlT0RSzZIlS2jVqhXR0dG88sor/Pjjj3Zd/G7duoWvry8AV69etasRK927d2fq1KnkyZOHXbt24e/vb3UkcSI3btzgzz//TCiDW7ZsISYm5p7XFCpU6J4ymCtXLovSypNS+RORVLFixQqef/55IiMjeemll5g9e7bdb1V1+vRp8uXLh4eHB1FRUXZ1/VNERAQVK1bk8OHDtG7dml9++cWu8olziYiIYP369QllcOvWrcTFxd3zmqJFiyaUwXr16pEjRw6L0srjqPyJSIoLCgqiefPm3L59mxdeeIF58+Y5xI0KO3bsoGLFiuTIkYPz589bHedftm3bRo0aNYiOjua7776jR48eVkcSF3Ht2jXWrVuXUAa3b9/O/TWhRIkS95TBrFmzWpRW7qfyJyIpas2aNTRr1oxbt27RokULfvnlFzw9Pa2OlSgrV66kcePGlClTht27d1sd54E+//xz/vOf/+Dr68u2bdsoXry41ZHEBV29epW1a9cmlMFdu3b9qwyWLl06oQzWrVuXzJkzW5RWVP5EJMWsX7+epk2bcuPGDZo1a8aCBQvw8vKyOlaizZkzh/bt2xMYGEhwcLDVcR4oLi6Oxo0bExQURIUKFdi4caND/W8sziksLIw1a9awevVqQkJC2LNnzz3P22w2ypYtm3C94DPPPEOmTJksSut6VP5EJEVs3LiRxo0bExERQaNGjfj999/x9va2OtYTGTduHAMGDOCll17ip59+sjrOQ507d46yZcty+fJlBg8ezBdffGF1JJF7hIaG3lMG9+3bd8/zNpuNChUqJJTBOnXq2NUNVs4mIiICPz8/lT8RST5//fUXjRo14tq1a9SvX59Fixbh4+NjdawnNmLECEaOHEnfvn2ZMGGC1XEe6ffff6dly5aAeXNNo0aNLE4k8nAXL15k9erVCWXw4MGD9zzv5uZGpUqVEspg7dq18fPzsyitc7LZbCp/IpI8tm/fToMGDbh69SrPPPMMS5YsIW3atFbHeir9+vVjwoQJDB8+nJEjR1od57Hi8+bIkYPdu3frAntxGOfOnbunDB45cuSe593d3alSpUpCGaxVq5bD/rliL1T+RCRZ7Ny5k/r163PlyhVq1arFsmXLSJcundWxnlrbtm356aefGDNmDAMGDLA6zmPdunWLypUrs2/fPpo3b87vv/+u8S/ikM6cOZNQBENCQjh+/Pg9z6dJk4aqVasmlMGaNWs65NkFK6n8iUiS7dmzh8DAQC5fvkz16tVZvny5w/850KBBA4KDg5k1axbt27e3Ok6i7N69m6pVqxIZGcn48ePp16+f1ZFEkuzkyZMJdxKHhIRw6tSpe5739PSkevXqCWWwevXqDneNcWpT+RORJNm3bx/16tUjNDSUKlWqsHLlSqe4WLtcuXLs3r2b5cuX07hxY6vjJFr8jSpeXl5s3bqV0qVLWx1JJNkYhsHx48fvKYNnz5695zVeXl7UrFkzoQxWrVpVd8HfR+VPRJ7awYMHqVu3LhcvXqRixYqsWrXKaUY25M6dm3PnzrFt2zYqVqxodZxEMwyD5s2bs2TJEkqXLs1ff/2lU2LitAzD4MiRI/ecJr5w4cI9r/Hx8aFmzZoEBgYSGBhIlSpV7HLQfL16UL48fP01BATAoEHmIyWo/InIUzl8+DB169bl/PnzlCtXjqCgIKcZ3GoYBt7e3kRFRXHy5Eny5ctndaQncunSJcqWLcvFixd5/fXXGTdunNWRRFKFYRgcPHgwoQyuXr2aS5cu3fOatGnTUqtWrYQyWKlSJbvYbvLu8hcaCmnTwv+2F092Kn8i8sSOHTtG3bp1OXPmDKVKlSIkJMSp7i69fv16wp9jN27cwDel/gROQcuXL6dp06YA/PHHHzRv3tziRCKpzzAM9u3bd08ZvHz58j2vSZcuHXXq1EkogxUqVMDd3T3Vs95d/lJaYsqfW8rHEBFHceLECQIDAzlz5gwlSpQgKCjIqYofwD///AOYp4scsfgBNGnShDfeeAOArl272uX+xCIpzWazUapUKfr168cvv/zCpUuX2LVrF2PGjKFVq1ZkypSJiIgIli5dyn/+8x+qVKmCv78/LVq04KuvvmLHjh3ExcWleu6AgHtL4IEDULs2eHtDyZKwahXYbLBwYeI+7+xZaNsWMmWCxJ6gsX4tVETswunTp6lfvz6nTp2iaNGiBAUFkT17dqtjJbvQ0FAAsmTJYnGSpPn4448JDg5m165ddO7cmWXLluHmpn/Pi+tyc3OjbNmylC1blgEDBhAXF8fu3bsTrhdcu3Yt4eHhLFq0iEWLFgGQKVMmnnnmmYSVwdKlS6fq76O4OGjVCvLlg82b4fp1GDw48e+/eRMCA6FOHVi7Fjw8zAL5OCp/IsLZs2cJDAzk+PHjFCpUiODgYHLmzGl1rBQRv/Ln6OXPy8uLOXPmUKlSJVauXMno0aMZ/CR/a4g4OTc3N8qXL0/58uV54403iI2NZefOnQllcN26dVy5coXffvuN3377DYDMmTNTt27dhDJYsmTJFJ2puWIFHD0Kq1dDjhzm10aNgsRu5DN3Lri5wZQp5mphYumfiSIu7vz58wQGBnL06FEKFChASEgIuXPntjpWiokvf85wOrtEiRJ8/b/zR++88w7bt2+3NpCIHXN3d6dSpUq89dZbLF68mLCwMDZt2sQnn3xCkyZNSJs2LZcvX+bXX3+lf//+lC5dmuzZs/Pyyy8zceJEDhw4QCJuk3giBw9C3rx3ih9A1aqJf/+2bXDkCPj5Qbp05iMxtPIn4sIuXrxI/fr1OXz4MPnz5yckJIS8efNaHStFOcvKX7yePXuybNkyFixYQLt27di+fbu2xxJJBA8PD6pVq0a1atUYOnQo0dHRbN26NWFlcMOGDYSGhvLzzz/z888/A5AjR46EGYOBgYEULlw4SSuDhvFkK3b3i4uDSpVg1qw7XytS5PHv08qfiIsKDQ2lQYMGHDhwgDx58hAcHEz+/PmtjpXinK382Ww2vvvuO3Lnzs2hQ4cYlFLDw0ScXJo0aahRowbvvvsuK1eu5MqVK6xbt46RI0cSGBiIl5cXFy5cYO7cufTu3ZuiRYuSN29eOnbsyMLE3p1xn+LF4dQpuHjxzte2bEn8+ytWhMOHIVs2KFzYfCSGyp+IC7p8+TINGzbk77//JleuXISEhFCwYEGrY6UKZyt/YF6nNHPmTGw2G1OmTGH+/PlWRxJxeF5eXtSuXZvhw4cTHBzM1atXWb16NSNGjOCZZ57B09OTs2fPMmvWLEaOHPlUx2jUCAoVgs6dYfdu2LABhg0zn0vMimCHDpAlC7RsCevWwX1bJT+Uyp+Ii7ly5QqNGjVi9+7d5MiRg+DgYAon9p+LTsAZyx9AYGAgb7/9NmCeCj59+rTFiUSci7e3N3Xr1uX9999nzZo1XL16laCgIN577z3Kly//VJ/p7m6OdImIgCpVoEcPeO+9+OM9/v2+vuZdvvnyQevWUKJE4o6rIc8iLuTq1as0atSIrVu3ki1bNkJCQiiZmLkATuSZZ55h3bp1/PTTT7z00ktWx0lW0dHR1KpViy1btlC3bl2CgoIsGWgrIk9vwwZz7t+RI+aq4JPSkGcRSXDt2jWaNm3K1q1byZIlC0FBQS5X/MB5V/7AvGZp9uzZpEuXjjVr1vDpp59aHUlEHmPBAli5Ek6cMAc89+oFtWo9XfFLLJU/ERcQERHBs88+y+bNm/H392fVqlWULl3a6liWcObyB1C4cGG++eYbAP773/+yefNmixOJyKNcvw6vvWbe/NGli3n6939jB/noozsjXO5/NGv29MfUaV8RJ3fjxg2effZZ1q5dS8aMGQkKCqJixYpWx7JEXFwcadKkIS4ujnPnzjntIGvDMOjQoQNz5syhYMGC7NixQ392izigsDDz8SA+PvCgkayJOe2r8ifixG7evEnz5s0JCQkhffr0rFq1iipVqlgdyzJhYWFk/t/ml5GRkXh6elqcKOWEh4dTrlw5Tp48yauvvsqMGTOsjiQiqUDX/Im4sNu3b9OqVStCQkLw8/Nj+fLlLl384M4p3/Tp0zt18QPIkCEDs2bNws3NjZkzZzLr7imwIuLSVP5EnFBkZCQvvPACK1euJG3atCxdupTq1atbHctyzn693/1q1arFf//7XwD69u3LsWPHLE4kIvZA5U/EyURFRdGmTRuWLVuGj48PixcvplatWlbHsguuVv4Ahg0bRq1atbh+/TodOnQgJibG6kgiYjGVPxEnEh0dTdu2bVm0aBHe3t4sWrSIunXrWh3Lbrhi+fPw8GDWrFlkyJCBTZs2PfVOBCLiPFT+RJxETEwM7du3Z+HChXh5efHbb79Rv359q2PZldDQUMC1yh9A/vz5mTRpEgCjRo1i7dq1FicSESup/Ik4gZiYGF599VV++eUXPD09WbBgAY0bN7Y6lt2JX/nLmjWrxUlS3yuvvEKXLl2Ii4ujY8eOXLlyxepIIpLMIiIiEvU6lT8RBxcbG0vXrl2ZO3cuadKk4ZdffqFZUqZ/OjFXPO17t7Fjx1K4cGFOnz5Nnz59SMSkLxFxIHFxcYl6ncqfiAOLi4ujR48e/Pjjj7i7uzNv3jxatGhhdSy75erlz8/Pj9mzZ+Ph4cFPP/3EtGnTrI4kIhZQ+RNxUHFxcfTu3Ztp06bh7u7OnDlzeOGFF6yOZddcvfwBVKlShQ8//BCA/v37c+jQIYsTiUhqU/kTcUCGYfD6668zZcqUhCG+L730ktWx7J7Kn2nIkCHUr1+fGzdu0L59e6KioqyOJCKpSOVPxMEYhsHAgQOZOHEiNpuN6dOn065dO6tjOQSVP5ObmxszZszA39+fbdu2MXz4cKsjiUgqUvkTcSCGYTB48GDGjRsHwPfff0/Hjh0tTuUYoqOjuXr1KqDyB5A7d26+//57AD777DNWrVplcSIRSS0qfyIOwjAM3n77bUaPHg3At99+S9euXS1O5TjCwsIAc9PzTJkyWZzGPrRq1YrevXsD0KlTp4SVURFxbip/Ig7AMAyGDx/OZ599BsCECRPo2bOnxakcS3yx8ff3x93d3eI09uOrr76iePHinD9/nu7du2v8i4gLUPkTcQAjR45k1KhRgDmrrW/fvhYncjy63u/BfH19mTNnDp6envz+++8JO4GIiPNS+ROxc6NGjeL9998H4Msvv6R///7WBnJQKn8PV758eT799FMA3nzzTf7++2+LE4lISlL5E7Fjn332Ge+99x4An3zyCW+++abFiRyXyt+jDRgwgKZNm3L79m3atWvH7du3rY4kIilE5U/ETo0ePZqhQ4cC8OGHHyb8XJ6Oyt+jubm5MW3aNLJly8aePXv035uIE1P5E7FD48aNS1jlGzFiBMOGDbM4keNT+Xu87Nmz88MPPwDmtaVLliyxOJGIpASVPxE7M2nSJAYMGADAu+++y4gRIyxO5BxCQ0MByJo1q8VJ7Nuzzz7LwIEDAejatSsXL160OJGIJDeVPxE7MmXKlIQ7eYcMGcKHH36IzWazOJVz0Mpf4n3yySeULVuWS5cu0aVLF+Li4qyOJCLJSOVPxE5MmzaNXr16ATBo0CA+/fRTFb9kpPKXeN7e3syZMwdvb2+WLVvG2LFjrY4kIslI5U/EDvz4449069YNwzB4/fXX+eqrr1T8kpnK35MpWbJkwm4yQ4cOZefOndYGEpFko/InYrG5c+fSuXNnDMOgT58+jB07VsUvBaj8PbnevXvTsmVLoqKiaNeuHTdv3rQ6kogkA5U/EQv98ssvdOzYkbi4OHr06ME333yj4pcCbt26xY0bNwCVvydhs9mYMmUKuXLl4sCBA5ozKeIkVP5ELLJw4ULatWtHbGwsnTt3ZvLkybi56bdkSrh8+TIAHh4epE+f3uI0jiVLlizMmDEDm83G5MmTWbBggdWRRCSJ9DeNiAUWLVrEyy+/TExMDB06dOD7779X8UtBd5/y1crqk2vQoAFDhgwBoEePHpw5c8biRCKSFPrbRiSVLVu2jBdffJHo6GheeeUVpk2bhru7u9WxnJqu90u6//u//6NSpUqEhYXRqVMnYmNjrY4kIk9J5U8kFa1cuZJWrVoRFRXFiy++yMyZM/Hw8LA6ltNT+Us6T09PZs+eTdq0aQkJCeHzzz+3OpKIPCWVP5FUEhwczPPPP09kZCQtW7Zkzpw5Kn6pROUveRQtWpRx48YBMHz4cP766y+LE4nI01D5E0kFa9eupUWLFty+fZvnnnuOefPmkSZNGqtjuQyVv+TTpUuXhOtV27dvz/Xr162OJCJPSOVPJIVt2LCBZ599lps3b9K0aVN++eUXvLy8rI7lUlT+ko/NZmPSpEnky5ePo0eP0r9/f6sjicgTUvkTSUGbNm2iWbNm3Lhxg4YNG/Lrr7/i7e1tdSyXo/KXvDJlysSPP/6Im5sb06dPZ+7cuVZHEpEnoPInkkK2bNlCkyZNuH79OoGBgfz222/4+PhYHcslqfwlvzp16vDee+8B0KdPH06cOGFtIBFJNJU/kRSwfft2GjduzLVr16hTpw5//PEHvr6+VsdyWaGhoQBkzZrV4iTOZfjw4dSoUYPw8HA6duxITEyM1ZFEJBFU/kSS2a5du2jUqBFXr16lZs2aLF68mLRp01ody6Vp5S9leHh4MGvWLNKnT8+GDRsYNWqU1ZFEJBFU/kSS0d69e2nYsCFhYWFUq1aNpUuX4ufnZ3Usl2YYhspfCipQoACTJk0CYOTIkWzYsMHiRCLyOCp/Islk//79NGjQgH/++YfKlSuzbNky7SNrByIiIoiKigJU/lJKu3bt6NSpE3FxcXTo0IGrV69aHUlEHkHlTyQZHDx4kPr163Pp0iXKly/P8uXLyZgxo9WxhDunfH18fHTdZQoaP348BQsW5OTJk/Tp0wfDMKyOJCIPofInkkRHjhyhfv36XLhwgbJly7Jq1Sr8/f2tjiX/o1O+qcPPz4/Zs2fj7u7OvHnzmDFjhtWRROQhVP5EkuD48ePUr1+fc+fOUapUKVatWkXmzJmtjiV3UflLPdWqVWPkyJEA9OvXjyNHjlicSEQeROVP5CmdPHmSwMBATp8+TfHixQkKCtIoETuk8pe6hg4dSt26dblx4wbt2rVLuN5SROyHyp/IUzh9+jSBgYGcPHmSIkWKEBwcTPbs2a2OJQ+g8pe63N3dmTlzJpkyZWLr1q2MGDHC6kgich+VP5EndPbsWerXr8/x48cpWLAgwcHB5MyZ0+pY8hAqf6kvb968fPfddwB8+umnBAcHW5xIRO6m8ifyBC5cuED9+vU5cuQIAQEBhISEkCdPHqtjySOo/FnjxRdfpGfPnhiGwauvvsrly5etjiQi/6PyJ5JIly5don79+hw6dIh8+fIREhJCvnz5rI4lj6HyZ53Ro0dTrFgxzp07l1AERcR6Kn8iifDPP//QoEED9u/fT+7cuQkODiYgIMDqWJIIKn/WSZs2LXPmzCFNmjQsWLAg4VSwiFhL5U/kMcLCwmjYsCF79+4lZ86chISEUKhQIatjSSKp/FmrQoUKfPLJJwAMGjSI/fv3W5xIRFT+RB7hypUrNGrUiF27dpE9e3aCg4MpUqSI1bHkCcSXP43hsc6gQYNo3Lgxt27dol27dkRGRlodScSlqfyJPER4eDhNmjRh+/btZM2aleDgYIoXL251LHkCcXFxCTcaaOXPOm5ubkyfPp2sWbOya9cu3nnnHasjibg0lT+RB7h27RpNmzZly5YtZM6cmaCgIEqWLGl1LHlCV69eJTY2FkA7r1gsR44c/PDDD4B5I8iyZcssTiTiulT+RO4TERHBs88+y6ZNm8iUKROrVq2iTJkyVseSpxB/yjd9+vR4enpanEaee+45Xn/9dQA6d+7MxYsXLU4k4ppU/kTucuPGDZo3b86GDRvIkCEDK1eupHz58lbHkqekmz3sz2effUbp0qW5dOkSXbt21fgXEQuo/In8z61bt3j++edZs2YN6dOnZ8WKFVSqVMnqWJIEKn/2x8fHhzlz5uDl5cXSpUsZN26c1ZFEXI7Knwhw+/ZtWrVqRXBwMOnSpWPZsmVUrVrV6liSRCp/9ql06dJ8+eWXAAwZMoTdu3dbnEjEtaj8icuLjIykdevWrFixAl9fX5YsWUKNGjWsjiXJQOXPfr322ms0b96cqKgo2rVrx82bN62OJOIyVP7EpUVFRfHSSy+xdOlSfHx8WLx4MXXq1LE6liQTlT/7ZbPZmDp1Kjly5GDfvn289dZbVkcScRkqf+KyoqOjeeWVV/jjjz/w9vbmjz/+oF69elbHkmSk8mffsmbNyowZMwCYOHEiv/32m8WJRFyDyp+4pJiYGDp06MCCBQvw9PRk4cKFNGjQwOpYksxU/uxfo0aNElb9unfvzrlz5yxOJOL8VP7E5cTGxtKpUyd+/vnnhA3nmzRpYnUsSQEqf45h1KhRVKxYkcuXL9OpUyfi4uKsjiTi1FT+xKXExsbStWtX5syZg4eHB7/88gvPPvus1bEkhaj8OQZPT09mz56Nr68vQUFBCXcCi0jKUPkTlxEXF0fPnj2ZOXMm7u7uzJs3j+eff97qWJKCVP4cR7FixRg7diwA7777Llu3brU4kYjzUvkTlxAXF0ffvn354YcfcHNzY/bs2bRu3drqWJKCYmJiuHLlCqDy5yi6detGmzZtiImJoX379kRERFgdScQpqfyJ0zMMg/79+/Ptt9/i5ubGzJkzefnll62OJSksLCwMMEeK+Pv7W5xGEsNms/Htt9+SN29eDh8+zMCBA62OJOKUVP7EqRmGwaBBg5gwYQI2m40ffviB9u3bWx1LUkH8KV9/f3/c3d0tTiOJlSlTJmbOnJkwB/Cnn36yOpKI01H5E6dlGAZDhgxJuI5oypQpdOrUyeJUklpCQ0MBnfJ1RHXr1uXdd98FoFevXpw8edLiRCLOReVPnJJhGLz77rsJdw1OnjyZbt26WZxKUpNu9nBsI0aMoFq1aoSHh9OxY0diY2OtjiTiNFT+xCmNGDGCTz75BIDx48fTq1cvixNJalP5c2xp0qRh9uzZ+Pn5sX79ej766COrI4k4DZU/cTojR47k//7v/wD4+uuv6devn8WJxAoqf46vYMGCTJgwAYAPPviAP//80+JEIs5B5U+cyscff8yIESMA+Pzzz3W3oAtT+XMOHTt2pEOHDsTGxtKhQwfCw8OtjiTi8FT+xGl88cUXCReJf/zxxwn7hYprUvlzHt988w0FChTgxIkTvPbaa1bHEXF4Kn/iFL7++muGDBkCmKd93377bYsTidVU/pxHhgwZmDVrFu7u7syePZsff/zR6kgiDk3lTxze+PHjeeONNwAYPnw4w4cPtziR2AOVP+dSo0YN3n//fQBee+01jh49am0gEQem8icObfLkyfTv3x+At99+mw8++MDiRGIvVP6czzvvvEOdOnW4fv06HTp0IDo62upIIg5J5U8c1vfff0+fPn0AGDx4MB999BE2m83iVGIvVP6cj7u7Oz/++CMZM2Zk8+bN+seeyFNS+ROHNH36dHr27AnAwIED+fzzz1X8JMHt27eJiIgAVP6cTb58+fjuu+8A+Oijj1izZo3FiUQcj8qfOJxZs2bRtWtXDMOgX79+jB49WsVP7nH58mUAPDw8yJAhg8VpJLm1adOG7t27YxgGHTt2JCwszOpIIg5F5U8cyrx58+jUqROGYdCrVy/Gjh2r4if/cvcpX/334Zy+/vprihQpwpkzZ+jZsyeGYVgdScRhqPyJw5g/fz4dOnQgLi6Obt26MXHiRNzc9J+w/Juu93N+6dKlY86cOaRJk4Zff/2V77//3upIIg5Df3OKQ/jtt9945ZVXiI2NpVOnTnz77bcqfvJQKn+uoVKlSowaNQowr/09cOCAxYlEHIP+9hS7t2jRIl566SViYmJo3749U6dOxd3d3epYYsdCQ0MBlT9XMHjwYBo0aMDNmzdp3749kZGRVkcSsXsqf2LXli1bxosvvkh0dDQvv/wy06dPV/GTx9LKn+twc3NjxowZZM6cmR07djBs2DCrI4nYPZU/sVurVq2iVatWREVF0bp1a3788Uc8PDysjiUOQOXPteTKlYupU6cC8OWXX7JixQqLE4nYN5U/sUurV6/m+eefJzIykueffz7hwm6RxFD5cz3PP/88r732GgCdO3dOOPUvIv+m8id2Z926dTz33HPcunWLZ599lp9++glPT0+rY4kDUflzTV988QUlS5bkwoULdOvWTeNfRB5C5U/syp9//kmzZs24efMmjRs3Zv78+Xh5eVkdSxyMyp9r8vHxYc6cOXh5ebFo0SImTJhgdSQRu6TyJ3Zj8+bNNG3alBs3btCgQQMWLlyIt7e31bHEAan8ua6yZcvy+eefA+adwHv37rU4kYj9UfkTu7B161aaNGnC9evXqVu3Lr///js+Pj5WxxIHZBiGyp+Le/3113n22WeJjIykXbt23Lp1y+pIInZF5U8st2PHDho3bkx4eDi1a9dm0aJF+Pr6Wh1LHNSNGzcSZr2p/Lkmm83GDz/8QPbs2dm7dy//+c9/rI4kYldU/sRSu3fvpmHDhly5coUaNWqwZMkS0qVLZ3UscWDxq37e3t76R4QLy5YtG9OnTwdg/PjxLFq0yOJEIvZD5U8s8/fff9OgQQPCwsKoWrUqS5cuxc/Pz+pY4uDuPuVrs9ksTiNWatKkCW+88QYAXbt25fz58xYnErEPKn9iiQMHDtCgQQP++ecfKlasyPLly8mQIYPVscQJ6Ho/udvHH39MuXLl+Oeff+jcuTNxcXFWRxKxnMqfpLrDhw9Tv359Ll68SPny5Vm5ciUZM2a0OpY4ifjylzVrVouTiD3w8vJizpw5+Pj4sHLlSkaPHm11JBHLqfxJqjp69CiBgYGcP3+eMmXKsHLlSvz9/a2OJU5EK39yvxIlSvD1118D8M4777B9+3ZrA4lYTOVPUs3x48cJDAzk7NmzlCxZklWrVukvaEl2Kn/yID179uSFF14gOjqadu3acePGDasjiVhG5U9SxalTp6hfvz6nT5+mWLFiBAUFkS1bNqtjiROK39NV5U/uZrPZ+O6778idOzeHDh1i0KBBVkcSsYzKn6S4M2fOEBgYyIkTJyhcuDDBwcHkyJHD6ljipLTyJw+TOXNmZs6cic1mY8qUKcyfP9/qSCKWUPmTFHXu3Dnq16/PsWPHKFiwICEhIeTKlcvqWOLEVP7kUQIDA3n77bcB81Tw6dOnLU4kkvpU/iTFXLhwgfr163P48GHy589PcHAwefLksTqWODmVP3mcDz74gCpVqnDlyhVeffVVYmNjrY4kkqpU/iRFXLp0iQYNGnDw4EHy5s1LSEgI+fPntzqWuACVP3mcNGnSMHv2bNKlS8eaNWv49NNPrY4kkqpU/iTZ/fPPPzRs2JB9+/aRK1cugoODKVCggNWxxAXExcVx+fJlQOVPHq1w4cJ88803APz3v/9l8+bNFicSST0qf5KswsLCaNSoEXv27CFHjhyEhIRQuHBhq2OJiwgPD084hZc5c2aL04i9e/XVV2nXrh2xsbG0b9+ea9euWR1JJFWo/EmyuXr1Ko0bN2bnzp1ky5aNkJAQihYtanUscSHxp3z9/Pzw8vKyOI3YO5vNxsSJEwkICODYsWO8/vrrVkcSSRUqf5IswsPDadKkCdu2bSNLliwEBwdTvHhxq2OJi9H1fvKkMmTIwI8//oibmxszZ85k1qxZVkcSSXEqf5Jk169fp1mzZvz111/4+/uzatUqSpUqZXUscUEqf/I0atWqxX//+18A+vbty7FjxyxOJJKyVP4kSW7cuMFzzz3Hxo0byZgxI6tWraJcuXJWxxIXpfInT2vYsGHUqlWL69ev06FDB2JiYqyOJJJiVP7kqd28eZPmzZuzbt06MmTIwMqVK6lQoYLVscSFxZe/rFmzWpxEHI2HhwezZs0iQ4YMbNq0iZEjR1odSSTFqPzJU7l16xbPP/88q1evxs/Pj+XLl1O5cmWrY4mL08qfJEX+/PmZNGkSAKNGjWLt2rUWJxJJGSp/8sRu377NCy+8QFBQEGnTpmXp0qVUq1bN6lgiKn+SZK+88gpdunQhLi6Ojh07cuXKFasjiSQ7lT95IpGRkbRp04bly5fj6+vLkiVLqFWrltWxRACVP0keY8eOpXDhwpw+fZrevXtjGIbVkUSSlcqfJFpUVBRt27Zl8eLF+Pj4sGjRIp555hmrY4kkCA0NBVT+JGn8/PyYPXs2Hh4e/Pzzz0ybNs3qSCLJSuVPEiU6Opp3332XU6dOUa1aNUJCQggMDLQ6lsg9tPInyaVKlSp8+OGHAPTv359Dhw5ZnEgk+diMRKxnX7t2jQwZMhAeHk769OlTI5eIyBPz9/fnypUr7Nu3jxIlSlgdRxxcXFwcjRo1Ijg4mEqVKvHnn3/i6elpdSyRh0psX9PKn4g4hZiYmISL87XyJ8nBzc2NGTNm4O/vz7Zt2xg+fLjVkUSShcqfiDiFsLAwwNyvNVOmTBanEWeRO3duvv/+ewA+++wzVq1aZXEikaRT+RMRpxB/vV+mTJnw8PCwOI04k1atWtGnTx8AOnXqlPDfmoijUvkTEaegmz0kJX355ZeUKFGC8+fP0717d41/EYem8iciTkHlT1KSr68vs2fPxtPTk99//z1hJxARR6Ty54Lq1YNBg8yfBwTA11+n3rHffx/Kl0+944nrUPmTlFa+fHk+/fRTAN58803+/vtvixOJPB2VPxe3ZQv06pV6x3vrLQgKSp1jRUaaRdNmg50773x92jTzaw96XLqUOtkk+an8SWoYMGAATZs25fbt27Rr147bt29bHUnkian8ubisWcHXN/WOly4dZM6cOsf6z38gV65/f71tWzh//t5HkyZQty5ky5Y62ST5qfxJanBzc2PatGlky5aNPXv2MHToUKsjiTwxlT8Xd/9p3wMHoHZt8PaGkiVh1SpzRWzhwsR93tmzZrnKlMkseS1bwokTd56//7Rvly7QqhV89BFkzw4ZM8IHH0BMDAwZAv7+kCcPTJ36ZN/X0qWwYgV88cW/n/PxgRw57jzc3SE4GLp3f7JjiH2JL39Zs2a1OIk4u+zZs/PDDz8A5j7AixcvtjiRyJNR+ZMEcXFmEfP1hc2b4dtvYdiwxL//5k0IDDRX99auhfXrzZ83bQpRUQ9/X3AwnDtnvuerr8yC2Ly5WSA3b4Y+fczH6dOJy3HxIvTsCTNnJm5Vc8YM83Vt2iTu88U+aeVPUtOzzz7LwIEDAejatSsXLlywOJFI4qn8SYIVK+DoUbMMlStnrgCOGpX498+dC25uMGUKlCkDJUrADz/AqVOwevXD3+fvD2PHQrFi0K2b+ePNm/Duu1CkCLzzDnh6woYNj89gGOZqYp8+ULly4nJPnQrt25srguK4VP4ktX3yySeULVuW0NBQunbtSlxcnNWRRBJF5U8SHDwIefOap0LjVa2a+Pdv2wZHjoCfn7nily6dWexu3zZL5cOUKmWWxnjZs5vlMZ67u3kKOTE3Y4wbB9eumYUxMTZuhH37dMrXGaj8SWrz9vZmzpw5eHt7s2zZMsaOHWt1JJFEUfmTBIZhXt/3tOLioFIl887aux+HDpkraw+TJs29v7bZHvy1xPyjOjgYNm0CLy/w8IDChc2vV64MnTv/+/VTppjXIFaq9PjPFvsWGhoKqPxJ6ipZsiSjR48GYOjQoey8e7SAiJ1S+ZMExYubp2gvXrzztS1bEv/+ihXh8GHzjtnChe99ZMiQ/HkfZOxY2LXrTvFcssT8+rx5/z6FHREBP/2kVT9ncPv2bSIiIgCVP0l9vXv3pmXLlkRFRdGuXTtu3rxpdSSRR1L5kwSNGkGhQuYK2e7d5jV28Td8JGZFsEMHyJLFvMN33To4fhzWrIGBA+HMmZTNHi9fPihd+s6jaFHz64UKmXcN323ePPOu4g4dUiebpJzLly8D4O7uTobU+peGyP/YbDamTJlCrly5OHDgAG+++abVkUQeSeVPEri7myNdIiKgShXo0QPee898ztv78e/39TXv2M2XD1q3Nm/46NYNbt2C9OlTNPpT+f57M2emTFYnkaS6+3o/W1KuXRB5SlmyZGHGjBnYbDYmT57MggULrI4k8lA2IxG7U1+7do0MGTIQHh5Oenv8W1xSzIYN5l2/R46Yq2dJ9c475qrg+vVJ/yyReEFBQTRs2JBSpUqxd+9eq+OICxs6dCifffYZ/v7+7Nq1izz3n3IQSUGJ7Wta+ZN7LFgAK1eag5lXrTK3fqtVK+nFzzDMO36Dgsy7e0WSk+70FXvxf//3f1SqVImwsDA6depEbGys1ZFE/kXlT+5x/Tq89pp580eXLubp399+M5/76KM7I1zufzRr9ujPDQ83dwzx9DTn9z2tpGQQ56XyJ/bC09OT2bNnkzZtWkJCQvj888+tjiTyLx5WBxD70qmT+XiQPn3g5Zcf/NzjBiRnzAiRkUmKluQM4rxU/sSeFC1alHHjxtGtWzeGDx9O/fr1qfokQ1NFUpjKnySav7/5cPUMYn9U/sTedOnShWXLlvHTTz/Rvn17duzYgZ+fn9WxRACd9hURJ6DyJ/bGZrMxadIk8uXLx9GjR+nfv7/VkUQSqPyJiMOLL39Zs2a1OInIHZkyZeLHH/+/vTuNjapswzh+TVuhLS3Q1gqirQhi0bqhVAJIBBH3LWpUxACiaCMKxjUuiPIKETdwSTQqKlsFE2VLXIgQVBpF1BiNC6ZK3WqgYp2O1hZrz/vhfuctlA6dTktPn57/LzmZM2e9+4VcPNssVVJSkhYtWqTly5f7XRIgifAHoAug5Q+d1ahRo3Tv/xZMLS4uVnl5ub8FASL8AegCCH/ozGbOnKnhw4crHA7rqquuUn19vd8lIeAIfwCc5nke4Q+dWkpKipYtW6aePXuqtLRUc5r+0DjQwQh/AJxWU1Oj2tpaSYQ/dF6HH364nn32WUnS7NmzVVpa6nNFCDLCHwCnRVv9UlNTlZ6e7nM1QGzjx4/XxIkT1dDQoAkTJuiPP/7wuyQEFOEPgNMqKyslWatfKBTyuRpg355++mkNGDBAP/zwg4qLi+V5nt8lIYAIfwCcxng/uCQzM1MlJSVKTk7WihUrtHjxYr9LQgAR/gA4jfAH1wwbNkyzZ8+WJE2bNk1lZWU+V4SgIfwBcBrhDy668847deqpp+qvv/7S+PHjtWvXLr9LQoAQ/gA4jfAHFyUnJ2vJkiXKysrSxx9/rFmzZvldEgKE8AfAaYQ/uCovL0/PP/+8JGnevHn66KOPfK4IQUH4A+A0wh9cdskll2jq1KnyPE8zZ87c57WjR0s332z7/ftLCxa0Xx2hkLRqVfs9D50b4Q+A0wh/cN38+fNVUFDw/2WL4rFli3Tdde1Xw6+/Smef3X7Pa43ff5duukkqKJDS06X8fGn6dCkcbrxm40YLqM1tW7b4U7fLCH8AnBYNf7m5uT5XAiSmR48eeuWVV5SSkhL3Pbm5FpTaS9++Uvfu7fe81qiosO3RR6UvvpBefll66y3pmmsarxkxwgLq7tu111oL6NCh/tTtMsIfAKfR8oeuYMiQIZo+fXrc1zft9v3mG+mUU6TUVOnoo6V33mldV+7u15aX2/dXX5VGjZLS0qSiIunbb62VbehQKSNDOussqWlj5YsvSoWFFiQPPli68caW333MMdJrr0nnny8NHCiddpo0Z460dq1UX2/XdOtmATW65eRIa9ZIU6ZYrWid+P+bAQCdjOd5hD90GVdeeWVC9zU0SBddZN2lmzdLkYh0661tr2fWLAuY+fkWssaPl3r2lJ54wlodL7tMuu8+6Zln7PpnnpFuuUV66CHrQg6HpUR/wjgctnfFagxds0b67Tdp8uTEnh90hD8AzgqHw/r3338lSTk5OT5XA7RNUlJinXHr1knffWfj4vr2tWNz5kjjxrWtnttuk8480/ZnzLDwt369NHKkHbvmGuuijXrwQQudM2Y0Hisqav17d+6U/vMf6frrY1+zcKHVlpfX+ueD8AfAYdFWv8zMTHX3a8AS4LOtWy0ERYOfJJ18ctufe9xxjft9+tjnscfueWzHDtvfscPG7Y0d27Z3VldL555rXdexlj78+Wfp7betWxqJYcwfAGfR5QtInrd/xr0dcEDjfvT5TY81NNh+Wlrb3xeJ2DjCjAxp5co937W7l16yMX8XXND2dwYV4Q+Aswh/gDR4sPTjj9L27Y3HOnr5k8xMm4Syfn1i91dXS2ecYRM71qyxiSvN8TwLfxMnxg6HaBndvgCcFV0XjfCHIBs3zmbJTpokPfywtaDdc4+d68iZsPffLxUXSwcdZBM+IhGb8HHTTfu+LxKx4FdTIy1dakGwutrO5eZKycmN127YIG3btucyMGg9wh8AZ9HyB1g4WrXK1r0rKpIGDJAeecSWTonVgrY/TJok1dZK8+fbZJEDD5QuvbTl+z75xGYpS9IRR+x5bts2a1GMWrjQ1vw76qh2KzuQCH8AnEX4Q5Bs3Ni4X16+57nBg6VNmxq/R5dYaRqmmlNXZ58ZGfbZv791r+5u9Oi9j02evPdSK9dfv+9Zus1p7tmxlJS07tloHuEPgLMIf4BZudLC26BBUlmZLbcycqR1B+9LdbX0+utSUpIFSAQD4Q+Aswh/gIlEpDvukH76ybpbTz9deuwxOzd3rm3NKSqSvvpKmjdPOvTQ/VPbsmWxWwMPO0z68sv9817ERvgD4CzCH2AmTrStOcXF9msczUlLkw45ZP/VJdmSLMOGNX+OGbv+IPwBcBbhD2hZdrZtfsnMtA2dB+v8AXAW4Q8AWo/wB8BJ9fX1qqqqkiTl5ub6XA0AuIPwB8BJVVVV8jxPoVBIWVlZfpcDAM4g/AFwUrTLNysrSykpDF8GgHgR/gA4ifF+AJAYwh8AJxH+ACAxhD8ATiL8AUBiCH8AnET4A4DEEP4AOKmyslIS4Q8AWovwB8BJtPwBQGIIfwCcRPgDgMQQ/gA4ifAHAIkh/AFwEuEPABJD+APgJMIfACSG8AfAOXV1dYpEIpIIfwDQWoQ/AM7ZuXOnJCk5OVm9e/f2txgAcAzhD4Bzdu/yDYVCPlcDAG4h/AFwDuP9ACBxhD8AziH8AUDiCH8AnEP4A4DEEf4AOIfwBwCJI/wBcA7hDwASR/gD4BzCHwAkjvAHwDmVlZWSCH8AkAjCHwDn0PIHAIkj/AFwDuEPABJH+APgFM/zCH8A0AaEPwBOqampUW1trSTCHwAkgvAHwCnRVr/u3burR48ePlcDAO4h/AFwyu5dvqFQyOdqAMA9KX4XAACtUVdXpyFDhqigoMDvUgDASYQ/AE4ZMWKEPv30U7/LAABn0e0LAAAQIIQ/AACAACH8AQAABAjhDwAAIEAIfwAAAAFC+APgnNGjpZtvtv3+/aUFCzru3fffL51wQse9DwDaG+EPgNO2bJGuu67j3nfbbdL69R3zrro6C5qhkPTZZ3ue27JFGjtW6t1bysqSzjhj72sAoDmEPwBOy82V0tM77n0ZGVJOTse86447pH799j4eiUhnninl50ubN0ubNkk9e9qxf/7pmNoAuIvwB8BpTbt9v/lGOuUUKTVVOvpo6Z13rOVs1ar4nvfLL9Lll1trWk6OdOGFUnl54/mm3b6TJ0sXXSTNnSv16WMtcQ88INXXS7ffLmVnS4ceKr34Yuv+rjfflNatkx59dO9zW7dKVVXS7NlSQYFUWCjNmiXt2CH9+GPr3gMgeAh/ALqMhgYLYunp1iL23HPSPffEf39NjTRmjLXuvfeetahlZEhnnSXt2hX7vg0bpIoKu+fxxy0gnneeBcjNm6XiYtt++im+OrZvl6ZOlZYsab5Vs6BAOvBAaeFCq+vvv22/sFA67LD4/14AwUT4A9BlrFsnffedtHixdPzx1gI4Z0789y9fLiUlSS+8IB17rHTUUdJLL1lr2saNse/LzpaefNJC2ZQp9llTI919tzRokHTXXVK3blJpacs1eJ61JhYXS0OHNn9NZqbVs3SplJZmAfXtt6U33pBS+NFOAC0g/AHoMrZulfLypL59G4+dfHL893/yiVRWZuEqI8O27GypttZCZSyFhRYao/r0sfAYlZxsXcg7drRcw1NPSdXVFhhj+ftvC5kjR0offmihsrBQOuccOwcA+8L/EQF0GZ5n4/sS1dAgnXSStGzZ3udyc2Pfd8ABe34PhZo/1tDQcg0bNlig6959z+NDh0oTJkiLFkklJTYO8YMPGkNnSYl1M69eLV1xRcvvARBchD8AXcbgwdZFu327tb5JtiRKvE48UVqxQjroIJs964cnn5QefLDxe0WFzeJdsUIaNsyO1dRY6Ns96Ea/xxMwAQQb3b4Auoxx46SBA6VJk6TPP7fu0OiEj3haBCdMsIkUF14ovf++tG2b9O670owZ0s8/79/ao/LzpWOOadyOPNKODxxos4Yl+zurqqRp06Svv5a+/FK6+mob7zdmTMfUCcBdhD8AXUZysi3p8uefUlGRdO210r332rnU1JbvT0+3Gbv5+dLFF9uEjylTbBydXy2BzRk8WFq71gLu8OHSqFHWQvjWW9LBB/tdHYDOLuR5ntfSRdXV1erVq5fC4bB6dqZ/AQGgBaWlNuu3rMxaz9rqrrusVXDTprY/CwDaU7x5jTF/ALqUlSttlu6gQRb4ZsywWbFtDX6eJ33/vf2025Ah7VMrAPiBbl8AXUokIt1wg3WNTp5s3b+rV9u5uXMbl3Bpup199r6fGw7bL4Z062br9yWqLTUAQHug2xdAYPz+u23NSUuTDjkkGDUA6Jro9gWAJrKzbQt6DQCCjW5fAACAACH8AQAABAjhDwAAIEAIfwAAAAFC+AMAAAgQwh8AAECAEP4AAAAChPAHAAAQIIQ/AACAACH8AQAABAjhDwAAIEAIfwAAAAFC+AMAAAgQwh8AAECAEP4AAAAChPAHAAAQIIQ/AACAACH8AQAABAjhDwAAIEAIfwAAAAFC+AMAAAgQwh8AAECApMRzked5kqTq6ur9WgwAAAASE81p0dwWS1zhLxKJSJLy8vLaWBYAAAD2p0gkol69esU8H/JaioeSGhoaVFFRoczMTIVCoXYtEAAAAG3neZ4ikYj69eunpKTYI/viCn8AAADoGpjwAQAAECCEPwAAgAAh/AEAAAQI4Q8AACBACH8AAAABQvgDAAAIEMIfAABAgPwXWBAQPFHiTYEAAAAASUVORK5CYII=", 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", 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" ] }, - "execution_count": 16, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -892,7 +2357,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "id": "ad80c243-82d7-4599-a4a6-5d651c662f24", "metadata": {}, "outputs": [ @@ -901,8 +2366,8 @@ "output_type": "stream", "text": [ "molecule A smiles: CC(=O)Nc1cc(NC(=O)c2c(Cl)cccc2Cl)ccn1\n", - "molecule B smiles: O=C(Nc1ccnc(NC(=O)C2CCCC2)c1)c1c(Cl)cccc1Cl\n", - "map between molecule A and B: {0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8, 9: 9, 10: 10, 11: 11, 12: 12, 13: 13, 14: 14, 15: 15, 16: 16, 17: 17, 18: 18, 19: 19, 20: 20, 21: 21, 22: 22, 23: 23, 28: 38, 29: 39, 30: 40, 31: 41}\n" + "molecule B smiles: O=C(Nc1ccnc(NC(=O)C2CCC2)c1)c1c(Cl)cccc1Cl\n", + "map between molecule A and B: {0: 0, 7: 38, 12: 12, 19: 19, 21: 21, 28: 35, 29: 36, 31: 7, 1: 1, 2: 6, 3: 5, 4: 4, 5: 3, 6: 2, 8: 37, 9: 9, 10: 10, 11: 11, 13: 13, 14: 14, 15: 15, 16: 16, 17: 17, 18: 18, 20: 20, 22: 22, 23: 23, 30: 8}\n" ] } ], @@ -920,7 +2385,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "id": "9f92262f", "metadata": { "colab": { @@ -933,7 +2398,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "" ] @@ -949,7 +2414,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "id": "66dd7d32", "metadata": { "colab": { @@ -962,12 +2427,12 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -998,7 +2463,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "id": "0be4c1f4", "metadata": { "id": "0be4c1f4" @@ -1072,7 +2537,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "id": "0b6c9ec3", "metadata": { "id": "0b6c9ec3" @@ -1093,7 +2558,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "id": "8c6d6504", "metadata": { "colab": { @@ -1106,7 +2571,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "" ] @@ -1124,7 +2589,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "id": "23b778d6", "metadata": { "id": "23b778d6" @@ -1262,7 +2727,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "id": "309c059b-85c7-4911-a417-69889a474fe1", "metadata": {}, "outputs": [ @@ -1282,14 +2747,6 @@ " 'sams_gamma0': 1.0,\n", " 'time_per_iteration': {'unit': 'picosecond', 'val': 2.5}}\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/gufe/settings/models.py:30: PydanticDeprecatedSince20: The `dict` method is deprecated; use `model_dump` instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.11/migration/\n", - " pprint.pprint(self.dict())\n" - ] } ], "source": [ @@ -1331,7 +2788,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "id": "d1829ab6", "metadata": { "id": "d1829ab6" @@ -1377,7 +2834,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "id": "853d6eef-e716-4284-b02f-8b06f2beb916", "metadata": {}, "outputs": [], @@ -1426,7 +2883,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 25, "id": "77e72e9a-bac0-4059-b0bf-96c15c9b2696", "metadata": {}, "outputs": [], @@ -1465,7 +2922,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "id": "981cde0c", "metadata": { "colab": { @@ -1479,52 +2936,111 @@ "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:\tStarting system setup unit\n", + "INFO:\tParameterizing systems\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[n][c]([N]([H])[C](=[O])[C]([H])([H])[H])[c]([H])[c]([N]([H])[C](=[O])[c]2[c]([Cl])[c]([H])[c]([H])[c]([H])[c]2[Cl])[c]1[H] using openff-2.2.1\n", + "INFO:\tPreset charges applied to atom index 0\n", + "INFO:\tPreset charges applied to atom index 1\n", + "INFO:\tPreset charges applied to atom index 2\n", + "INFO:\tPreset charges applied to atom index 3\n", + "INFO:\tPreset charges applied to atom index 4\n", + "INFO:\tPreset charges applied to atom index 5\n", + "INFO:\tPreset charges applied to atom index 6\n", + "INFO:\tPreset charges applied to atom index 7\n", + "INFO:\tPreset charges applied to atom index 8\n", + "INFO:\tPreset charges applied to atom index 9\n", + "INFO:\tPreset charges applied to atom index 10\n", + "INFO:\tPreset charges applied to atom index 11\n", + "INFO:\tPreset charges applied to atom index 12\n", + "INFO:\tPreset charges applied to atom index 13\n", + "INFO:\tPreset charges applied to atom index 14\n", + "INFO:\tPreset charges applied to atom index 15\n", + "INFO:\tPreset charges applied to atom index 16\n", + "INFO:\tPreset charges applied to atom index 17\n", + "INFO:\tPreset charges applied to atom index 18\n", + "INFO:\tPreset charges applied to atom index 19\n", + "INFO:\tPreset charges applied to atom index 20\n", + "INFO:\tPreset charges applied to atom index 21\n", + "INFO:\tPreset charges applied to atom index 22\n", + "INFO:\tPreset charges applied to atom index 23\n", + "INFO:\tPreset charges applied to atom index 24\n", + "INFO:\tPreset charges applied to atom index 25\n", + "INFO:\tPreset charges applied to atom index 26\n", + "INFO:\tPreset charges applied to atom index 27\n", + "INFO:\tPreset charges applied to atom index 28\n", + "INFO:\tPreset charges applied to atom index 29\n", + "INFO:\tPreset charges applied to atom index 30\n", + "INFO:\tPreset charges applied to atom index 31\n", + "INFO:\tRequested to generate parameters for residue \n", + "INFO:\tGenerating a residue template for [H][c]1[n][c]([N]([H])[C](=[O])[C]2([H])[C]([H])([H])[C]([H])([H])[C]2([H])[H])[c]([H])[c]([N]([H])[C](=[O])[c]2[c]([Cl])[c]([H])[c]([H])[c]([H])[c]2[Cl])[c]1[H] using openff-2.2.1\n", + "INFO:\tPreset charges applied to atom index 0\n", + "INFO:\tPreset charges applied to atom index 1\n", + "INFO:\tPreset charges applied to atom index 2\n", + "INFO:\tPreset charges applied to atom index 3\n", + "INFO:\tPreset charges applied to atom index 4\n", + "INFO:\tPreset charges applied to atom index 5\n", + "INFO:\tPreset charges applied to atom index 6\n", + "INFO:\tPreset charges applied to atom index 7\n", + "INFO:\tPreset charges applied to atom index 8\n", + "INFO:\tPreset charges applied to atom index 9\n", + "INFO:\tPreset charges applied to atom index 10\n", + "INFO:\tPreset charges applied to atom index 11\n", + "INFO:\tPreset charges applied to atom index 12\n", + "INFO:\tPreset charges applied to atom index 13\n", + "INFO:\tPreset charges applied to atom index 14\n", + "INFO:\tPreset charges applied to atom index 15\n", + "INFO:\tPreset charges applied to atom index 16\n", + "INFO:\tPreset charges applied to atom index 17\n", + "INFO:\tPreset charges applied to atom index 18\n", + "INFO:\tPreset charges applied to atom index 19\n", + "INFO:\tPreset charges applied to atom index 20\n", + "INFO:\tPreset charges applied to atom index 21\n", + "INFO:\tPreset charges applied to atom index 22\n", + "INFO:\tPreset charges applied to atom index 23\n", + "INFO:\tPreset charges applied to atom index 24\n", + "INFO:\tPreset charges applied to atom index 25\n", + "INFO:\tPreset charges applied to atom index 26\n", + "INFO:\tPreset charges applied to atom index 27\n", + "INFO:\tPreset charges applied to atom index 28\n", + "INFO:\tPreset charges applied to atom index 29\n", + "INFO:\tPreset charges applied to atom index 30\n", + "INFO:\tPreset charges applied to atom index 31\n", + "INFO:\tPreset charges applied to atom index 32\n", + "INFO:\tPreset charges applied to atom index 33\n", + "INFO:\tPreset charges applied to atom index 34\n", + "INFO:\tPreset charges applied to atom index 35\n", + "INFO:\tPreset charges applied to atom index 36\n", + "INFO:\tPreset charges applied to atom index 37\n", + "INFO:\tPreset charges applied to atom index 38\n", "INFO:\tCreating hybrid system\n", "INFO:\tSetting force field terms\n", "INFO:\tAdding forces\n", + "INFO:\tNo CMAPTorsionForce found. Skipping adding force.\n", "INFO:\tHybrid system created\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1018: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", - " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['unique_old_atoms']))] = 0.25 # lig A\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1019: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", - " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['core_atoms']))] = 0.50 # core\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1020: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", - " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['unique_new_atoms']))] = 0.75 # lig B\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/mdtraj/core/topology.py:97: UserWarning: atom_indices are not monotonically increasing\n", - " warnings.warn(\"atom_indices are not monotonically increasing\")\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_utils/omm_compute.py:76: UserWarning: Non-CUDA platform selected: CPU, this may significantly impact simulation performance\n", - " warnings.warn(wmsg)\n", - "WARNING:\tNon-CUDA platform selected: CPU, this may significantly impact simulation performance\n", - "INFO:\tCreating and setting up the sampler\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tAn online_analysis_interval that is not a multiple of the checkpoint_interval can lead to redundant information in the real time yaml file after recovering from checkpoints.\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" + "/Users/hannahbaumann/.local/share/mamba/envs/openfe/lib/python3.13/site-packages/mdtraj/core/topology.py:97: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn(\"atom_indices are not monotonically increasing\")\n" ] }, { "data": { "text/plain": [ - "{'debug': {'sampler': }}" + "{'system': PosixPath('hybrid_system.xml.bz2'),\n", + " 'positions': PosixPath('hybrid_positions.npy'),\n", + " 'pdb_structure': PosixPath('hybrid_system.pdb'),\n", + " 'selection_indices': array([ 0, 1, 2, ..., 37051, 37052, 37053], shape=(4755,)),\n", + " 'hybrid_factory': ,\n", + " 'hybrid_system': >,\n", + " 'hybrid_positions': Quantity(value=array([[-1.5732 , -1.2864 , 0.422 ],\n", + " [-1.5275 , -1.4196 , 0.3637 ],\n", + " [-1.4652 , -1.4991 , 0.434 ],\n", + " ...,\n", + " [-0.79803, -1.16755, -2.20897],\n", + " [-0.9577 , -1.23187, -2.25983],\n", + " [-0.98902, -1.35295, -2.04978]], shape=(37065, 3)), unit=nanometer)}" ] }, - "execution_count": 28, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1538,7 +3054,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "id": "77accb06", "metadata": { "colab": { @@ -1552,52 +3068,42 @@ "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:\tStarting system setup unit\n", + "INFO:\tParameterizing systems\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:\tNo CMAPTorsionForce found. Skipping adding force.\n", "INFO:\tHybrid system created\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1018: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", - " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['unique_old_atoms']))] = 0.25 # lig A\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1019: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", - " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['core_atoms']))] = 0.50 # core\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_rfe/equil_rfe_methods.py:1020: DeprecationWarning: `in1d` is deprecated. Use `np.isin` instead.\n", - " bfactors[np.in1d(selection_indices, list(hybrid_factory._atom_classes['unique_new_atoms']))] = 0.75 # lig B\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/mdtraj/core/topology.py:97: UserWarning: atom_indices are not monotonically increasing\n", - " warnings.warn(\"atom_indices are not monotonically increasing\")\n", - "/Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfe/protocols/openmm_utils/omm_compute.py:76: UserWarning: Non-CUDA platform selected: CPU, this may significantly impact simulation performance\n", - " warnings.warn(wmsg)\n", - "WARNING:\tNon-CUDA platform selected: CPU, this may significantly impact simulation performance\n", - "INFO:\tCreating and setting up the sampler\n", - "WARNING:\tWarning: The openmmtools.multistate API is experimental and may change in future releases\n", - "WARNING:\tAn online_analysis_interval that is not a multiple of the checkpoint_interval can lead to redundant information in the real time yaml file after recovering from checkpoints.\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" + "/Users/hannahbaumann/.local/share/mamba/envs/openfe/lib/python3.13/site-packages/mdtraj/core/topology.py:97: UserWarning: atom_indices are not monotonically increasing\n", + " warnings.warn(\"atom_indices are not monotonically increasing\")\n" ] }, { "data": { "text/plain": [ - "{'debug': {'sampler': }}" + "{'system': PosixPath('hybrid_system.xml.bz2'),\n", + " 'positions': PosixPath('hybrid_positions.npy'),\n", + " 'pdb_structure': PosixPath('hybrid_system.pdb'),\n", + " 'selection_indices': array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10,\n", + " 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21,\n", + " 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 1755,\n", + " 1756, 1757, 1758, 1759, 1760, 1761, 1762, 1763, 1764, 1765, 1751,\n", + " 1752, 1753, 1754]),\n", + " 'hybrid_factory': ,\n", + " 'hybrid_system': >,\n", + " 'hybrid_positions': Quantity(value=array([[-0.4771 , -0.27958, -1.64978],\n", + " [-0.53622, -0.36601, -1.62251],\n", + " [-0.47773, -0.49364, -1.61997],\n", + " ...,\n", + " [-0.79803, -1.16755, -2.20897],\n", + " [-0.9577 , -1.23187, -2.25983],\n", + " [-0.98902, -1.35295, -2.04978]], shape=(1766, 3)), unit=nanometer)}" ] }, - "execution_count": 29, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1629,7 +3135,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 28, "id": "12d35b4c-b737-4c3c-9fda-dc387aaa6915", "metadata": {}, "outputs": [], @@ -1729,15 +3235,31 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 29, "id": "059068d3-d9e2-4923-80ca-c2989a559d1f", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hannahbaumann/.local/share/mamba/envs/openfe/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=68413) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + " pid, fd = os.forkpty()\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Fetching /Users/atravitz/micromamba/envs/openfe-conda/lib/python3.11/site-packages/openfecli/tests/data/rbfe_results.tar.gz\n" + "Fetching /Users/hannahbaumann/.local/share/mamba/envs/openfe/lib/python3.13/site-packages/openfecli/tests/data/rbfe_results.tar.gz\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hannahbaumann/.local/share/mamba/envs/openfe/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=68413) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + " pid, fd = os.forkpty()\n" ] } ], @@ -1759,26 +3281,43 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 30, "id": "ab9f2cca-8458-4515-a64a-20370151e1a5", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hannahbaumann/.local/share/mamba/envs/openfe/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=68413) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + " pid, fd = os.forkpty()\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ + "\u001b[?25lLoading results: ▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇▇ 54/54 files\u001b[?25h\n", "writing dg output to 'final_results.tsv'\n", "ligand\tDG(MLE) (kcal/mol)\tuncertainty (kcal/mol)\n", - "lig_ejm_31\t-0.09\t0.05\n", + "lig_ejm_31\t-0.09\t0.06\n", "lig_ejm_42\t0.7\t0.1\n", - "lig_ejm_46\t-0.98\t0.05\n", - "lig_ejm_47\t-0.1\t0.1\n", - "lig_ejm_48\t0.53\t0.09\n", - "lig_ejm_50\t0.91\t0.06\n", "lig_ejm_43\t2.0\t0.2\n", - "lig_jmc_23\t-0.68\t0.09\n", + "lig_ejm_46\t-0.98\t0.07\n", + "lig_ejm_47\t-0.1\t0.2\n", + "lig_ejm_48\t0.5\t0.1\n", + "lig_ejm_50\t0.91\t0.07\n", + "lig_jmc_23\t-0.7\t0.1\n", "lig_jmc_27\t-1.1\t0.1\n", - "lig_jmc_28\t-1.25\t0.08\n" + "lig_jmc_28\t-1.25\t0.09\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hannahbaumann/.local/share/mamba/envs/openfe/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=68413) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + " pid, fd = os.forkpty()\n" ] } ], @@ -1828,8 +3367,7 @@ "\n", "By default, this tool makes the following choices:\n", "\n", - "* Atom mappings performed by LOMAP, with settings `max3d=1.0` and\n", - " `element_change=False`\n", + "* Atom mappings performed by Kartograf\n", "* Minimal spanning network as the network planner, with LOMAP default score as the weight function\n", "* Water as solvent, with NaCl counter ions at 0.15 M concentration.\n", "* Protocol is the OpenMM-based relative hybrid topology protocol, with default settings.\n", @@ -1894,14 +3432,6 @@ "\n", "To learn more about the project, our team and how you can get involved, please visit our [Homepage](https://openfree.energy/) or get in touch at OpenFreeEnergy@omsf.io." ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6383b847-4270-43bb-9e17-4fdc0a1ecb5a", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1925,7 +3455,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.14" + "version": "3.13.11" }, "widgets": { "application/vnd.jupyter.widget-state+json": { From 8d3d444f89e1ce0ee7f84e81b997a98f9e075dc0 Mon Sep 17 00:00:00 2001 From: hannahbaumann Date: Thu, 10 Sep 2026 11:50:41 +0200 Subject: [PATCH 2/4] Shorten lomap example showcase --- showcase/openfe_showcase.ipynb | 80 +++++++++++++--------------------- 1 file changed, 30 insertions(+), 50 deletions(-) diff --git a/showcase/openfe_showcase.ipynb b/showcase/openfe_showcase.ipynb index 27cce128..a0addac6 100644 --- a/showcase/openfe_showcase.ipynb +++ b/showcase/openfe_showcase.ipynb @@ -448,53 +448,9 @@ "kartograf_mapping = next(mapper.suggest_mappings(ligand_mols[0], ligand_mols[4]))" ] }, - { - "cell_type": "code", - "execution_count": 7, - "id": "56117a03-6503-4317-9364-27e343a4911e", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# We can display the atom mapping in 2D by calling it\n", - "kartograf_mapping" - ] - }, - { - "cell_type": "markdown", - "id": "1eec9783-4620-43ff-8ef7-a647fd6f54ac", - "metadata": {}, - "source": [ - "**2. `LomapAtomMapper`**" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "01384f2a-99ce-400d-a988-82fd393c4ee5", - "metadata": {}, - "outputs": [], - "source": [ - "from openfe.setup import LomapAtomMapper\n", - "mapper = LomapAtomMapper()\n", - "lomap_mapping = next(mapper.suggest_mappings(ligand_mols[0], ligand_mols[4]))" - ] - }, { "cell_type": "markdown", - "id": "140f4e46-a58b-425d-b9cf-ab62078fc050", + "id": "d0be837c-0cf6-4a17-8e44-f548f7c9a314", "metadata": {}, "source": [ "We can also visualize the atom mappings by invoking the individual OpenFE `AtomMapping` objects directly.\n", @@ -504,9 +460,11 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "00fb84d6-9fa7-4114-96e5-c656ad6f3a3f", - "metadata": {}, + "execution_count": 7, + "id": "56117a03-6503-4317-9364-27e343a4911e", + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -521,7 +479,7 @@ ], "source": [ "# We can display the atom mapping in 2D by calling it\n", - "lomap_mapping" + "kartograf_mapping" ] }, { @@ -670,7 +628,29 @@ ], "source": [ "# Visualize the mapping in 3D\n", - "lomap_mapping.view_3d(show_atomIDs=True)" + "kartograf_mapping.view_3d(show_atomIDs=True)" + ] + }, + { + "cell_type": "markdown", + "id": "2cd43a28-1a2e-496f-bf50-a7358e5323b6", + "metadata": {}, + "source": [ + "**2. `LomapAtomMapper`**\n", + "\n", + "Alternatively, mappings can be generated using the MCS-based `LomapAtomMapper`. For more information on configuring and using this mapper, see the [ligand network generation cookbook](https://docs.openfree.energy/en/stable/cookbook/generate_ligand_network.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "01384f2a-99ce-400d-a988-82fd393c4ee5", + "metadata": {}, + "outputs": [], + "source": [ + "from openfe.setup import LomapAtomMapper\n", + "mapper = LomapAtomMapper()\n", + "lomap_mapping = next(mapper.suggest_mappings(ligand_mols[0], ligand_mols[4]))" ] }, { From 0ea91713efb33983a41470d6ead5e6c613562637 Mon Sep 17 00:00:00 2001 From: hannahbaumann Date: Thu, 10 Sep 2026 14:33:50 +0200 Subject: [PATCH 3/4] Another lomap switch --- openmm_septop/septop_tutorial.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/openmm_septop/septop_tutorial.ipynb b/openmm_septop/septop_tutorial.ipynb index 7181af9e..d297153c 100644 --- a/openmm_septop/septop_tutorial.ipynb +++ b/openmm_septop/septop_tutorial.ipynb @@ -174,7 +174,7 @@ "\n", "The pipeline for creating a `LigandNetwork` can involve three components:\n", "\n", - "1. **Atom Mapper**: Proposes potential atom mappings (descriptions of the alchemical change) for pairs of ligands. We will use the `LomapAtomMapper`. *The atom mapping will only be used to score the potential edges, the atom mapping is not used outside of the scorer*.\n", + "1. **Atom Mapper**: Proposes potential atom mappings (descriptions of the alchemical change) for pairs of ligands. We will use the `KartografAtomMapper`. *The atom mapping will only be used to score the potential edges, the atom mapping is not used outside of the scorer*.\n", "2. **Scorer**: Given an atom mapping, provides an estimate of the quality of that mapping (higher scores are better). We will use `default_lomap_scorer`.\n", "3. **Network Planner**: Creates the actual `LigandNetwork`; different network planners provide different strategies. We will create a minimal spanning network with the `generate_minimal_spanning_network` method.\n", "\n", @@ -188,7 +188,7 @@ "metadata": {}, "outputs": [], "source": [ - "mapper = openfe.LomapAtomMapper(max3d=1.0, element_change=False)\n", + "mapper = openfe.KartografMapper()\n", "scorer = openfe.lomap_scorers.default_lomap_score\n", "network_planner = openfe.ligand_network_planning.generate_minimal_spanning_network" ] @@ -609,7 +609,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.10" + "version": "3.12.8" } }, "nbformat": 4, From 1e844b5134c66f6f836bec469166bf63da77ab46 Mon Sep 17 00:00:00 2001 From: hannahbaumann Date: Thu, 10 Sep 2026 15:17:25 +0200 Subject: [PATCH 4/4] small fix --- openmm_septop/septop_tutorial.ipynb | 51 +++++++++++++++-------------- 1 file changed, 26 insertions(+), 25 deletions(-) diff --git a/openmm_septop/septop_tutorial.ipynb b/openmm_septop/septop_tutorial.ipynb index d297153c..75c149d8 100644 --- a/openmm_septop/septop_tutorial.ipynb +++ b/openmm_septop/septop_tutorial.ipynb @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "id": "fc97de03", "metadata": {}, "outputs": [], @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "id": "41cf8be7", "metadata": {}, "outputs": [], @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "id": "5219106c", "metadata": {}, "outputs": [ @@ -142,7 +142,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Generating charges: 100%|███████████████████████| 10/10 [02:46<00:00, 16.66s/it]\n" + "Generating charges: 100%|███████████████████████| 10/10 [02:58<00:00, 17.88s/it]\n" ] } ], @@ -183,12 +183,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "5a3cf244", "metadata": {}, "outputs": [], "source": [ - "mapper = openfe.KartografMapper()\n", + "mapper = openfe.KartografAtomMapper()\n", "scorer = openfe.lomap_scorers.default_lomap_score\n", "network_planner = openfe.ligand_network_planning.generate_minimal_spanning_network" ] @@ -203,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "f6e7bce5", "metadata": {}, "outputs": [], @@ -225,18 +225,18 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "e6ca6131", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -256,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "2263838f", "metadata": {}, "outputs": [], @@ -297,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "9d2fbc22", "metadata": {}, "outputs": [], @@ -308,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "3f1706ee", "metadata": {}, "outputs": [], @@ -318,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "710285ca", "metadata": {}, "outputs": [], @@ -347,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "3f394a0d", "metadata": { "scrolled": true @@ -369,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "c2b3de6d-1f11-432d-82f3-9deff16c78dc", "metadata": {}, "outputs": [], @@ -389,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "7adf42d6", "metadata": {}, "outputs": [], @@ -409,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "44ba94ca", "metadata": {}, "outputs": [], @@ -446,7 +446,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "66666a80", "metadata": {}, "outputs": [], @@ -491,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "d6cebd9a", "metadata": {}, "outputs": [], @@ -508,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "b96b57a9", "metadata": {}, "outputs": [ @@ -516,18 +516,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "rbfe_lig_ejm_31_lig_ejm_42.json rbfe_lig_ejm_42_lig_ejm_43.json\n", + "rbfe_lig_ejm_31_lig_ejm_42.json rbfe_lig_ejm_42_lig_ejm_50.json\n", "rbfe_lig_ejm_31_lig_ejm_46.json rbfe_lig_ejm_46_lig_jmc_23.json\n", "rbfe_lig_ejm_31_lig_ejm_47.json rbfe_lig_ejm_46_lig_jmc_27.json\n", "rbfe_lig_ejm_31_lig_ejm_48.json rbfe_lig_ejm_46_lig_jmc_28.json\n", - "rbfe_lig_ejm_31_lig_ejm_50.json\n" + "rbfe_lig_ejm_31_lig_ejm_50.json rbfe_lig_jmc_23_lig_jmc_28.json\n", + "rbfe_lig_ejm_42_lig_ejm_43.json rbfe_lig_jmc_27_lig_jmc_28.json\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/Users/atravitz/micromamba/envs/openfe-notebooks/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=80258) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", + "/Users/hannahbaumann/.local/share/mamba/envs/openfe/lib/python3.13/pty.py:95: DeprecationWarning: This process (pid=72318) is multi-threaded, use of forkpty() may lead to deadlocks in the child.\n", " pid, fd = os.forkpty()\n" ] } @@ -609,7 +610,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.8" + "version": "3.13.11" } }, "nbformat": 4,