{ "cells": [ { "cell_type": "markdown", "id": "ecc6a985-29a7-44e4-8f27-c6a8883f3a41", "metadata": {}, "source": [ "# NicheSphere data preprocessing tutorial\n", "\n", "NicheSphere is an sc-verse compatible Python library which allows the user to find differentially co-localized cellular niches and biological processes involved in their interactions based on cell type pairs co-localization probabilities in different conditions. Cell type pair co-localization probabilities are obtained in different ways: from deconvoluted Visium 10x / PIC-seq data (probabilities of finding each cell type in each spot / multiplet), or counting cell boundaries overlaps for each cell type pair in single cell spatial data (MERFISH , CODEX ...). This is addressed in the differential co-localization tutorial.\n", "\n", "NicheSphere also offers the possibility to look at localized differential cell - cell communication based on Ligand-Receptor pairs expression data. This is addressed in the localized differential communication tutorial.\n", "\n", "This tutorial focuses on the data **pre-processing** needed before doing the differential co-localization and localized process based differential communication analyses. " ] }, { "cell_type": "markdown", "id": "099b15cb-54b9-45bf-a1ab-a0cd308d629d", "metadata": {}, "source": [ "## 1. Libraries and functions" ] }, { "cell_type": "code", "execution_count": 1, "id": "994efbef-4ac0-4c33-9557-3d4fa434793e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "COMMUNITY LAYOUT: Datashader not found, edge bundling not available\n" ] } ], "source": [ "import pandas as pd\n", "import scipy\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors \n", "import networkx as nx\n", "import warnings\n", "import scanpy as sc\n", "import mudata as md\n", "import numpy as np\n", "from community_layout.layout_class import CommunityLayout\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import nichesphere" ] }, { "cell_type": "markdown", "id": "35ad2170-35c7-439f-9ba1-5b8f909002ab", "metadata": {}, "source": [ "## 2. Data at first glance" ] }, { "cell_type": "markdown", "id": "8bfdabd1-fec7-4f67-9b46-e77153a2692f", "metadata": {}, "source": [ "In this example we will use data from the Myocardial Infarction atlas from Kuppe, C. et. Al., 2022" ] }, { "cell_type": "code", "execution_count": 2, "id": "56909253-2afc-4548-b15b-5b376518ef67", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
MuData object with n_obs × n_vars = 206792 × 39120\n",
       "  2 modalities\n",
       "    visium:\t73904 x 11704\n",
       "      obs:\t'n_counts', 'n_genes', 'percent.mt', 'Adipocyte', 'Cardiomyocyte', 'Endothelial', 'Fibroblast', 'Lymphoid', 'Mast', 'Myeloid', 'Neuronal', 'Pericyte', 'Cycling.cells', 'vSMCs', 'cell_type_original', 'assay_ontology_term_id', 'cell_type_ontology_term_id', 'development_stage_ontology_term_id', 'disease_ontology_term_id', 'ethnicity_ontology_term_id', 'is_primary_data', 'organism_ontology_term_id', 'sex_ontology_term_id', 'tissue_ontology_term_id', 'patient_region_id', 'orig_ident', 'batch'\n",
       "      var:\t'features'\n",
       "      obsm:\t'X_pca', 'X_spatial', 'X_umap'\n",
       "    sc:\t132888 x 27416\n",
       "      obs:\t'orig_ident', 'nCount_RNA', 'nFeature_RNA', 'percent_mt', 'doublet_score', 'doublet', 'dissociation_s1', 'opt_clust', 'patient', 'batch', 'opt_clust_integrated', 'cell_type', 'ident', 'nFeaturess_RNA', 'cell_subtype', 'cell_subtype_available', 'cell_subtype2', 'patient_region_id', 'patient_group', 'sampleType'\n",
       "      var:\t'n_counts'\n",
       "      obsm:\t'X_harmony', 'X_pca', 'X_umap_harmony'
" ], "text/plain": [ "MuData object with n_obs × n_vars = 206792 × 39120\n", " 2 modalities\n", " visium:\t73904 x 11704\n", " obs:\t'n_counts', 'n_genes', 'percent.mt', 'Adipocyte', 'Cardiomyocyte', 'Endothelial', 'Fibroblast', 'Lymphoid', 'Mast', 'Myeloid', 'Neuronal', 'Pericyte', 'Cycling.cells', 'vSMCs', 'cell_type_original', 'assay_ontology_term_id', 'cell_type_ontology_term_id', 'development_stage_ontology_term_id', 'disease_ontology_term_id', 'ethnicity_ontology_term_id', 'is_primary_data', 'organism_ontology_term_id', 'sex_ontology_term_id', 'tissue_ontology_term_id', 'patient_region_id', 'orig_ident', 'batch'\n", " var:\t'features'\n", " obsm:\t'X_pca', 'X_spatial', 'X_umap'\n", " sc:\t132888 x 27416\n", " obs:\t'orig_ident', 'nCount_RNA', 'nFeature_RNA', 'percent_mt', 'doublet_score', 'doublet', 'dissociation_s1', 'opt_clust', 'patient', 'batch', 'opt_clust_integrated', 'cell_type', 'ident', 'nFeaturess_RNA', 'cell_subtype', 'cell_subtype_available', 'cell_subtype2', 'patient_region_id', 'patient_group', 'sampleType'\n", " var:\t'n_counts'\n", " obsm:\t'X_harmony', 'X_pca', 'X_umap_harmony'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mudata=md.read('heart_MI_ST_SC_23samples.h5mu')\n", "mudata" ] }, { "cell_type": "markdown", "id": "93555b4e-3f23-492d-aa02-a33323e65cb8", "metadata": {}, "source": [ "This is a subset with 23 samples (samples with less than 1500 cells in the snRNA-seq data were filtered out), and 33 different cell subtypes" ] }, { "cell_type": "code", "execution_count": 3, "id": "2de30ee5-3b20-43f3-bea1-c0c33b44ba93", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mudata['sc'].obsm['umap']=mudata['sc'].obsm['X_umap_harmony']\n", "sc.pl.umap(mudata['sc'], \n", " color=['cell_type', 'cell_subtype2'], wspace=0.3)" ] }, { "cell_type": "markdown", "id": "d21b9988-09f4-48ff-9108-5d2d9a617cd4", "metadata": {}, "source": [ "## 3. For differential co-localization" ] }, { "cell_type": "markdown", "id": "b744a399-b5aa-435e-9ebd-3a8389f8d9b8", "metadata": {}, "source": [ "In this case, we will get cell type co-localization probabilities from **deconvoluted Visium** data (Cell type probabilities per spot): \n", "\n", "In a previous step, we used MOSCOT(Klein et. al., 2025) to deconvolute cell subtypes in visium slices from the same 23 samples , getting matrices of probabilities of each cell being in each spot. Now we will get cell type probabilities per spot summing the probabilities of cells of the same kind in each spot; thus getting cell type probability matrices for all spots per sample. This can be done with the **get_spot_ct_props** function from NicheSphere. As an example, we will do this for two samples: control sample **control_P1** and ischemic sample **GT_IZ_P9**" ] }, { "cell_type": "code", "execution_count": 4, "id": "6130cbb7-d714-4991-b589-91404e346a24", "metadata": {}, "outputs": [], "source": [ "CTprops=pd.DataFrame()\n", "for smpl in ['control_P1', 'GT_IZ_P9']:\n", " t=pd.read_csv('cell_probs_'+smpl+'.csv', index_col=0)\n", " \n", " adata_sc=mudata['sc'][mudata['sc'].obs.patient_region_id==smpl]\n", " adata_sc=adata_sc[[ c in adata_sc.obs.cell_subtype2.value_counts().index[adata_sc.obs.cell_subtype2.value_counts()>2] for c in adata_sc.obs.cell_subtype2]]\n", "\n", " props=nichesphere.tl.get_spot_ct_props(spot_cell_props=t , sc_ct=adata_sc.obs.cell_subtype2)\n", " CTprops=pd.concat([CTprops, props])" ] }, { "cell_type": "code", "execution_count": 5, "id": "943afc67-c90d-4c14-95cd-adb8b97fdb7e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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5 rows × 32 columns

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" ], "text/plain": [ " Fib1_SCARA5 damaged_CM Capillary_Endo \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.000000e+00 0.000000e+00 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.000000e+00 2.691729e-21 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.000000e+00 0.000000e+00 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 1.373226e-25 0.000000e+00 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.000000e+00 0.000000e+00 0.0 \n", "\n", " LYVE_FOLR_Macrophages Fib3_C7 healthy_CM \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 8.333133e-16 0.000000 0.000000e+00 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.000000e+00 0.445912 5.540884e-01 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.000000e+00 0.000000 0.000000e+00 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.000000e+00 0.499762 3.111796e-13 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.000000e+00 0.000000 0.000000e+00 \n", "\n", " Fib2_Myofib Endocardial_Endo Arterial_Endo \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.428865 0.000000 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.000000 0.000000 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.000000 0.000030 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.500238 0.000000 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.443230 0.113118 0.0 \n", "\n", " Neuronal ... vSMCs_1 CCL18_Macrophages \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.0 ... 0.0 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.0 ... 0.0 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.0 ... 0.0 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.0 ... 0.0 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.0 ... 0.0 0.0 \n", "\n", " perivascular_fibroblasts CD_4 vSMCs_2 \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.0 0.0 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.0 0.0 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.0 0.0 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.0 0.0 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.0 0.0 0.0 \n", "\n", " Lymphatic_Endo NK CD_8 Purkinje_fibers \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.0 0.000000 0.0 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.0 0.000000 0.0 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.0 0.499508 0.0 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.0 0.000000 0.0 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.0 0.000000 0.0 0.0 \n", "\n", " Adipo \n", "AAACAAGTATCTCCCA-1-1-0-0-0 NaN \n", "AAACAATCTACTAGCA-1-1-0-0-0 NaN \n", "AAACACCAATAACTGC-1-1-0-0-0 NaN \n", "AAACAGAGCGACTCCT-1-1-0-0-0 NaN \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 NaN \n", "\n", "[5 rows x 32 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CTprops.head()" ] }, { "cell_type": "markdown", "id": "5c8a2b30-2421-4b6a-8f02-ee425cdce373", "metadata": {}, "source": [ "You can download the following table of cell type proportions in all samples from zenodo" ] }, { "cell_type": "code", "execution_count": 6, "id": "ca576d97-59fa-4dc7-bc60-b5618d601717", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Fib1_SCARA5damaged_CMCapillary_EndoLYVE_FOLR_MacrophagesFib3_C7healthy_CMFib2_MyofibEndocardial_EndoArterial_EndoNeuronal...CCL18_Macrophagesperivascular_fibroblastsCD_4vSMCs_2Lymphatic_EndoNKCD_8Purkinje_fibersAdipoNK_T
AAACAAGTATCTCCCA-1-1-0-0-00.000000e+000.000000e+000.08.333133e-160.0000000.000000e+000.4288650.0000000.00.0...0.00.00.00.00.00.0000000.00.0NaNNaN
AAACAATCTACTAGCA-1-1-0-0-00.000000e+002.691729e-210.00.000000e+000.4459125.540884e-010.0000000.0000000.00.0...0.00.00.00.00.00.0000000.00.0NaNNaN
AAACACCAATAACTGC-1-1-0-0-00.000000e+000.000000e+000.00.000000e+000.0000000.000000e+000.0000000.0000300.00.0...0.00.00.00.00.00.4995080.00.0NaNNaN
AAACAGAGCGACTCCT-1-1-0-0-01.373226e-250.000000e+000.00.000000e+000.4997623.111796e-130.5002380.0000000.00.0...0.00.00.00.00.00.0000000.00.0NaNNaN
AAACAGCTTTCAGAAG-1-1-0-0-00.000000e+000.000000e+000.00.000000e+000.0000000.000000e+000.4432300.1131180.00.0...0.00.00.00.00.00.0000000.00.0NaNNaN
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5 rows × 33 columns

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" ], "text/plain": [ " Fib1_SCARA5 damaged_CM Capillary_Endo \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.000000e+00 0.000000e+00 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.000000e+00 2.691729e-21 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.000000e+00 0.000000e+00 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 1.373226e-25 0.000000e+00 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.000000e+00 0.000000e+00 0.0 \n", "\n", " LYVE_FOLR_Macrophages Fib3_C7 healthy_CM \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 8.333133e-16 0.000000 0.000000e+00 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.000000e+00 0.445912 5.540884e-01 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.000000e+00 0.000000 0.000000e+00 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.000000e+00 0.499762 3.111796e-13 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.000000e+00 0.000000 0.000000e+00 \n", "\n", " Fib2_Myofib Endocardial_Endo Arterial_Endo \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.428865 0.000000 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.000000 0.000000 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.000000 0.000030 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.500238 0.000000 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.443230 0.113118 0.0 \n", "\n", " Neuronal ... CCL18_Macrophages \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.0 ... 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.0 ... 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.0 ... 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.0 ... 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.0 ... 0.0 \n", "\n", " perivascular_fibroblasts CD_4 vSMCs_2 \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.0 0.0 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.0 0.0 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.0 0.0 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.0 0.0 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.0 0.0 0.0 \n", "\n", " Lymphatic_Endo NK CD_8 Purkinje_fibers \\\n", "AAACAAGTATCTCCCA-1-1-0-0-0 0.0 0.000000 0.0 0.0 \n", "AAACAATCTACTAGCA-1-1-0-0-0 0.0 0.000000 0.0 0.0 \n", "AAACACCAATAACTGC-1-1-0-0-0 0.0 0.499508 0.0 0.0 \n", "AAACAGAGCGACTCCT-1-1-0-0-0 0.0 0.000000 0.0 0.0 \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 0.0 0.000000 0.0 0.0 \n", "\n", " Adipo NK_T \n", "AAACAAGTATCTCCCA-1-1-0-0-0 NaN NaN \n", "AAACAATCTACTAGCA-1-1-0-0-0 NaN NaN \n", "AAACACCAATAACTGC-1-1-0-0-0 NaN NaN \n", "AAACAGAGCGACTCCT-1-1-0-0-0 NaN NaN \n", "AAACAGCTTTCAGAAG-1-1-0-0-0 NaN NaN \n", "\n", "[5 rows x 33 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CTprops=pd.read_csv('CTprops.csv', index_col=0)\n", "CTprops.head()" ] }, { "cell_type": "markdown", "id": "486f7916-a1ce-490c-b172-c4e53ceee5ac", "metadata": {}, "source": [ "From these deconvolution results, we can look at **cell type proportions per sample**. For this we will need the spot ID and sample correspondence:" ] }, { "cell_type": "code", "execution_count": 7, "id": "98c3f35b-e8fe-4ef7-8a7e-bb79a3ea845b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexpatient_region_id
0AAACAAGTATCTCCCA-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0...control_P17
1AAACACCAATAACTGC-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0...control_P17
2AAACAGCTTTCAGAAG-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0...control_P17
3AAACAGGGTCTATATT-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0...control_P17
4AAACCGGGTAGGTACC-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0...control_P17
\n", "
" ], "text/plain": [ " index patient_region_id\n", "0 AAACAAGTATCTCCCA-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0... control_P17\n", "1 AAACACCAATAACTGC-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0... control_P17\n", "2 AAACAGCTTTCAGAAG-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0... control_P17\n", "3 AAACAGGGTCTATATT-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0... control_P17\n", "4 AAACCGGGTAGGTACC-1-0-0-0-0-0-0-0-0-0-0-0-0-0-0... control_P17" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spotSamples=mudata['visium'].obs.patient_region_id\n", "spotSamples.reset_index().head()" ] }, { "cell_type": "markdown", "id": "558eaecd-b7ce-41c9-9d02-11e1d02406e9", "metadata": {}, "source": [ "A way to check the deconvolution proportions is using a clustermap" ] }, { "cell_type": "code", "execution_count": 8, "id": "fbd25da0-42b7-40c4-b4a7-1b580334ce83", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { 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Ij3AAADiFkY9G4ncdAAD2yvRAMFeTqVJsJfXcc89pwoQJGjt2rFq0aKFVq1bJy8tLa9euzbf+rbfeqoULF2rYsGEym81lueUAAAAAgOtMmRJvUyXZSiIrK0v79u1TaGiorczFxUWhoaHatWtXCc8GAAAAAKjsyjjUvHKMNbdYLLJYLHZlZrM5397pX3/9VTk5OapTp45deZ06dfT99987NE4AAAAAwPWHOd6S4uLiNHfuXLuyOXPmKDY21jkBAQCAG15pF8QrTGkWyysMC+kBQPGUcVXzyiEmJkbR0dF2ZQXNxa5Zs6ZcXV118uRJu/KTJ08qICDAYTECAIAbi5EL4pUWC+kBQPEw1FwFDyvPj7u7uzp06KDk5GQNGjRIkpSbm6vk5GRNmTLFgVGiuMq7h6C8ewckeggAAACAGwlDzUshOjpaY8aMUceOHdWpUyctWbJEFy9e1NixYyVJo0ePVv369W2JVVZWlr777jvb1//973+VmpoqHx8fNWnSxGnXUVnRQwAAAACgIiHxLoX77rtPp0+f1uzZs3XixAmFhIQoKSnJtuBaRkaGXFz+t2D8L7/8onbt2tleL1q0SIsWLdIdd9yhlJQUo8MHUEk5Yj7oXzliBEh+GBUCAEUrzed+aT/H+VwGyqaMc7xv0Mxb0pQpUwocWv7XZLpRo0ayWq0GRAXgRnY9jPYoLkaFAEDRjPzc53MZKJsyJd4uN27eDQAAAABAsZQp8b6BO7yBSs+Rw5YdPVyZ4XAAgGtK+/usNL+r+P0DoCAMNQeQr+t52DLD4QAA1zAcG0BFwFBzAAAAAAAciKHmAJyOZ68DAACgMitjjzeZN4Cyux6GtTN8EAAAAKVVxjnewI2NBVsAAAAAFKVsiTc93rjBsWALblSOXPVeYuV7AABQuZQx8S6vMAAA1xMj/+jkiCQ/IyOjXBN7EnkAAFAYhpoDACo0o9cAKE2iX9pEnoQdFYWRU6ck3vsAbjwMNQdwQ2FePorCFBLciIz+AxfvfQA3GoaaA7ihkFQBAADAaCTeAAAAAAA4UBnneJN5AwAAAABQmDIl3i7k3QAAAAAAFKpMiTcd3gAAAAAAFI6h5gAAAAAAOBBDzQEAAAAAcCBWNQcAAAAAwIHKmHiTeQMAAAAAUJgyzvEGAAAAAACFYag5AAAAAAAOxFBzAAAAAAAciKHmAAAAAAA4kMlqtVpLe/DpP66UZyxOU6tqmf7+AAe5nG1cW1aV+segtA0aJifXuMaMHgXjauAzDcvwUVlyBt5Gk8F/QjXyPl7OzjGsLY8qroa1ZfQfvQ38CJGba+X9k36ugTfS4N9ohrmcZdzPtCT9kWnc/3N9zMb9X9TI352S5O9t3OcjUJGV7ae88v5+BAAAAACgXJQp8Tb4D2YAAAAAAFx3yjjHm8wbAAAAAIDC8DgxAAAAAAAciMQbAAAAAAAHcinLwaZK8g8AAACA8504cUIPP/ywGjduLLPZrMDAQIWHhys5OVmS1KhRI5lMJplMJnl6eqpRo0YaOnSoPv7441K1d+bMGd10000ymUw6d+5cOV4JYK9MibeLqXJsAAAAAJzr6NGj6tChgz7++GMtXLhQBw4cUFJSknr16qXJkyfb6s2bN0/Hjx9Xenq6Xn31Vfn5+Sk0NFRPP/10idscP3682rRpU56XAeSrTIm3TJVkK4UVK1aoUaNG8vDwUOfOnbV79+5C6//rX/9ScHCwPDw81Lp1a73//vulaxgAAACohCZNmiSTyaTdu3fr3nvvVbNmzdSyZUtFR0friy++sNWrWrWqAgIC1KBBA91+++168cUXNWvWLM2ePVvp6enFbm/lypU6d+6cZsyY4YjLAeyUscfbVCm2knr99dcVHR2tOXPmaP/+/Wrbtq3CwsJ06tSpfOt//vnnGj58uMaPH6+vvvpKgwYN0qBBg/Ttt9+W5fYDAAAAlcJvv/2mpKQkTZ48Wd7e3nn2+/n5FXr8I488IqvVqnfeeadY7X333XeaN2+eXn31Vbm4lK0vEiiOMs7xrhxbST333HOaMGGCxo4dqxYtWmjVqlXy8vLS2rVr862/dOlS9enTR48++qiaN2+uJ598Uu3bt9fy5ctL0ToAAABwfbBYLDp//rzdZrFY8tT74YcfZLVaFRwcXKp2/P39Vbt2bR09erRYMQ0fPlwLFy5UgwYNStUeUFIMNS9h5p2VlaV9+/YpNDTUVubi4qLQ0FDt2rUr32N27dplV1+SwsLCCqx/I4uJiVFUVJSioqKcHQoAAADKKC4uTtWqVbPb4uLi8tSzWq1lbstqtcpUjNGsMTExat68uUaOHFnmNoHiKtPjxEozTLsislgsef7yZjabZTab89T99ddflZOTozp16tiV16lTR99//32+5z9x4kS+9U+cOFHGyCufzMxMxcfHS5IuZzs5GAAAAJRJTEyMoqOj7cry+z9206ZNZTKZCvz/dFHOnDmj06dP6+abby6y7scff6wDBw7ozTfflPS/pL9mzZp6/PHHNXfu3FLFABSmTIm3R5mOrjhin4rL8wM2Z84cxcbGOicgAAAAoBIoqDPrr/z9/RUWFqYVK1Zo6tSpeeZ5nzt3rtB53kuXLpWLi4sGDRpUZFtvvfWWLl++bHu9Z88ejRs3Tjt27NAtt9xS5PFAaVSS1LlsivuXOOnqX8JcXV118uRJu/KTJ08qICAg32MCAgJKVB8AAAC40axYsULdunVTp06dNG/ePLVp00ZXrlzRtm3btHLlSqWlpUmS/vjjD504cULZ2dn68ccf9dprr+nll19WXFycmjRpUmQ7f02uf/31V0lS8+bNi1zEDSgtlvDT1STb19fXbiso8XZ3d1eHDh2UnJxsK8vNzVVycrK6dOmS7zFdunSxqy9J27ZtK7A+AAAAcKNp3Lix9u/fr169emn69Olq1aqV7rrrLiUnJ2vlypW2erNnz1bdunXVpEkTjRo1Sr///ruSk5M1c+ZMJ0YPFI4e71KIjo7WmDFj1LFjR3Xq1ElLlizRxYsXNXbsWEnS6NGjVb9+fdvCEY888ojuuOMOLV68WP3799fGjRu1d+9evfjii868DAAAAKBCqVu3rpYvX17g03+Ks2p5SfXs2bNcFncDCkPiXQr33XefTp8+rdmzZ+vEiRMKCQlRUlKSbQG1jIwMu+cBdu3aVevXr9cTTzyhf/zjH2ratKk2b96sVq1aOesSAAAAAAAGMVn58w4qkKioKKesam6VwT8GBjaXk2tcY8V5hEd5cnUxrj1DPyoNvI0mIxuTsffxcnaOYW15VHE1rC2jnydi4EeI3Fwrx9NS8pNr4I2srP+xu5xl3M+0JP2RecWwtnzMxvWFGfm7U5L8vY37fLxm4sSJeu211/LdN3LkSK1atcrgiAB6vAEAAABUIvPmzdOMGTPy3efr62twNMBVJN4AAAAAKo3atWurdu3azg4DsEPijQohJiZGmZmZOnXqlK3MyOHfLgYPkc41cLitoUPKDB4lauy3rXIOgTX4rS8j76Obi3EP7jDyPho9PaASj/42lIvBw3tRdu5uxn2GGNnWldxcw9oC8D88TgwVQmZmpuLj4/nrJAAAAIBKh8QbAAAAAAAHIvEGAAAAAMCBSLwBAAAAAHAgEm8AAAAAAByIxBsAAABAhXDixAk9/PDDaty4scxmswIDAxUeHq7k5GRJUqNGjWQymWQymeTp6alGjRpp6NCh+vjjj0vUzp49e3TnnXfKz89P1atXV1hYmL7++mtHXBIgicQbAAAAQAVw9OhRdejQQR9//LEWLlyoAwcOKCkpSb169dLkyZNt9ebNm6fjx48rPT1dr776qvz8/BQaGqqnn366WO1cuHBBffr0UYMGDfTll1/qs88+U9WqVRUWFqbs7GxHXR5ucDzHGwAAAIDTTZo0SSaTSbt375a3t7etvGXLlho3bpztddWqVRUQECBJatCggW6//XbVrVtXs2fP1uDBgxUUFFRoO99//71+++03zZs3T4GBgZKkOXPmqE2bNjp27JiaNGnigKvDjY4ebwAAAAAOYbFYdP78ebvNYrHkqffbb78pKSlJkydPtku6r/Hz8yu0nUceeURWq1XvvPNOkTEFBQWpRo0aWrNmjbKysnT58mWtWbNGzZs3V6NGjYp7aUCJkHijQvHw8FBUVJSioqKcHQoAAADKKC4uTtWqVbPb4uLi8tT74YcfZLVaFRwcXKp2/P39Vbt2bR09erTIulWrVlVKSopee+01eXp6ysfHR0lJSfr3v/8tNzcGBMMxeGehQvnzB/GlbKsTIwEAAEBZxcTEKDo62q7MbDbnqWe1lv3/fVarVSaTqch6ly9f1vjx49WtWzdt2LBBOTk5WrRokfr37689e/bI09OzzLEAf0XiDQAAAMAhzGZzvon2XzVt2lQmk0nff/99qdo5c+aMTp8+rZtvvrnIuuvXr9fRo0e1a9cuubi42MqqV6+ud955R8OGDStVDEBhGGoOAAAAwKn8/f0VFhamFStW6OLFi3n2nzt3rtDjly5dKhcXFw0aNKjIti5duiQXFxe73vFrr3Nzc0saOlAsJN4AAAAAnG7FihXKyclRp06d9NZbb+nw4cNKS0vTsmXL1KVLF1u9P/74QydOnNBPP/2kTz/9VA888ICeeuopPf3008Vakfyuu+7S2bNnNXnyZKWlpengwYMaO3as3Nzc1KtXL0deIm5gJN4AAAAAnK5x48bav3+/evXqpenTp6tVq1a66667lJycrJUrV9rqzZ49W3Xr1lWTJk00atQo/f7770pOTtbMmTOL1U5wcLDeffddffPNN+rSpYt69OihX375RUlJSapbt66jLg83OJO1PFYyAMooKipK8fHxdmVGLq7mUoyFOMpTbm4l/bEz9jYa+n2rrJ+UBr/1Db2PWVeMGy5Yxc24G2ky+gfNQEa/H3F9uZB5xdD2LAZ+hviYjVt26YrBQ6lreLOkFCDR4w0AAAAAgEOReAMAAACoNCZOnCgfH598t4kTJzo7PNygGPsBAAAAoNKYN2+eZsyYke8+X19fg6MBriLxBgAAAFBp1K5dW7Vr13Z2GIAdEm8YLiYmRpmZmXZlp06dylPPyAWEjF7szMWlci4KZvhajZV0ISarjLuPlXmhLjfXyvlz5mLwJLFcAy+uMn/umwxdDNLA75mB12WuYuyb39XA39WWKzmGteVm9IcIAEkk3nCCzMzMPCuYR0VFOSkaAAAAAHAs/uQFAAAAAIADkXgDAAAAAOBAJN4AAAAAADgQiTcAAAAAAA5E4g0AAADA6SIjI2UymTRx4sQ8+yZPniyTyaTIyMhyactkMmnz5s3lci6gOEi8AQAAAFQIgYGB2rhxoy5fvmwry8zM1Pr169WgQQMnRgaUDYk3AAAAgAqhffv2CgwM1KZNm2xlmzZtUoMGDdSuXTtbWVJSkrp37y4/Pz/VqFFDAwYM0JEjR2z7s7KyNGXKFNWtW1ceHh5q2LCh4uLiJEmNGjWSJN19990ymUy214AjkXgDAAAAcAiLxaLz58/bbRaLpdBjxo0bp4SEBNvrtWvXauzYsXZ1Ll68qOjoaO3du1fJyclycXHR3XffrdzcXEnSsmXLtGXLFr3xxhtKT0/XunXrbAn2nj17JEkJCQk6fvy47TXgSG7ODgCQpLS0NEVFRdmVPfNsvJOiAQAAQHmIi4vT3Llz7crmzJmj2NjYAo8ZOXKkYmJidOzYMUnSzp07tXHjRqWkpNjq3HvvvXbHrF27VrVq1dJ3332nVq1aKSMjQ02bNlX37t1lMpnUsGFDW91atWpJkvz8/BQQEFDGKwSKh8QbFUJubq7i4+0T7cvZTgoGAAAA5SImJkbR0dF2ZWazudBjatWqpf79+ysxMVFWq1X9+/dXzZo17eocPnxYs2fP1pdffqlff/3V1tOdkZGhVq1aKTIyUnfddZeCgoLUp08fDRgwQH/729/K9+KAEiDxBgAAAOAQZrO5yEQ7P+PGjdOUKVMkSStWrMizPzw8XA0bNtRLL72kevXqKTc3V61atVJWVpakq3PFf/zxR/373//WRx99pKFDhyo0NFRvvvlm2S4IKCUSbwAAAAAVSp8+fZSVlSWTyaSwsDC7fWfOnFF6erpeeukl9ejRQ5L02Wef5TmHr6+v7rvvPt13330aPHiw+vTpo99++03+/v6qUqWKcnJyDLkWQCLxBgAAAFDBuLq6Ki0tzfb1n1WvXl01atTQiy++qLp16yojI0OPPfaYXZ3nnntOdevWVbt27eTi4qJ//etfCggIkJ+fn6SrK5snJyerW7duMpvNql69uiHXhRsXq5oDAAAAqHB8fX3l6+ubp9zFxUUbN27Uvn371KpVK0VFRWnhwoV2dapWrapnn31WHTt21K233qqjR4/q/fffl4vL1fRn8eLF2rZtmwIDA+0eUwY4islqtVqdHQRuLFFRUXkWUvvb3/6mDz/80K7MyMXVjP4xcHExGdaWkZfGfSyntmRcYy4m4+6hZOx9zK2kv95cDXzfS8beRyPfj7m5xr4/TAZem5GfxUZe15X/v3iWYe3lGHcfs3OMuzY3F2P73fy9XYuuBNwA6PEGAAAAAMCBSLwBAAAAAHAgEm8AAAAAAByIxBsAAAAAAAficWKoEGrVquXU9o1cpEsydoGpyszIxZEMfY9YDVxgyuA3o0nGXZuR68YZvUhdZWXoQm4Gf+5bsg1cPMvVwJ8zw1qSMg28h0bzMRv3X/I/Mq8Y1tZVLK4GSPR4o4KoXbu2s0MAAAAAAIcg8QYAAAAAwIFIvAEAAAAAcCASbwAAAAAAHIjEGwAAAEClFRkZqUGDBjk7jGJLTEyUn5+fw9v5/vvvddttt8nDw0MhISE6evSoTCaTUlNTJUkpKSkymUw6d+5cubddnGuMjY1VSEhIubftLKxqDgAAAKDSWrp0qaw8UiaPOXPmyNvbW+np6fLx8ZGfn5+OHz+umjVrOjs0h2jUqJGmTZumadOmOaV9Em8AAAAAlU5OTo5MJpOqVavm7FAMl5WVJXd390LrHDlyRP3791fDhg1tZQEBAWVq99o9d3FhYPVfcUcAAAAAOF3Pnj01ZcoUTZkyRdWqVVPNmjU1a9YsW2+1xWLRjBkzVL9+fXl7e6tz585KSUmxHX9t+PKWLVvUokULmc1mZWRk2A01f/HFF1WvXj3l5to/F37gwIEaN26cpKsJ6cCBA1WnTh35+Pjo1ltv1UcffWRX/4UXXlDTpk3l4eGhOnXqaPDgwbZ9ubm5evbZZ9WkSROZzWY1aNBATz/9tKT8h2+npqbKZDLp6NGj+d6X4sTTqFEjPfnkkxo9erR8fX31wAMPFHqvTSaT9u3bp3nz5slkMik2NjbPUPNrdu7cqTZt2sjDw0O33Xabvv322yLv+dmzZzV69GhVr15dXl5e6tu3rw4fPpwnjs2bN9vuY1hYmH766acCY96zZ4/uuusu1axZU9WqVdMdd9yh/fv32/ZbrVbFxsaqQYMGMpvNqlevnqZOnSrp6nvr2LFjioqKkslkkslkkiQdO3ZM4eHhql69ury9vdWyZUu9//77hd670iLxBgAAAOAQFotF58+ft9ssFkuB9V955RW5ublp9+7dWrp0qZ577jm9/PLLkqQpU6Zo165d2rhxo7755hsNGTJEffr0sUvoLl26pAULFujll1/WwYMHVbt2bbvzDxkyRGfOnNH27dttZb/99puSkpIUEREhSbpw4YL69eun5ORkffXVV+rTp4/Cw8OVkZEhSdq7d6+mTp2qefPmKT09XUlJSbr99ttt54uJidH8+fM1a9Ysfffdd1q/fr3q1KlT6ntYVDzXLFq0SG3bttVXX32lWbNmFXrO48ePq2XLlpo+fbqOHz+uGTNmFFj30Ucf1eLFi7Vnzx7VqlVL4eHhys7Otu3P755HRkZq79692rJli3bt2iWr1ap+/frlOe7pp5/Wq6++qp07d+rcuXMaNmxYgXH88ccfGjNmjD777DN98cUXatq0qfr166c//vhDkvTWW28pPj5eq1ev1uHDh7V582a1bt1akrRp0ybddNNNmjdvno4fP67jx49LkiZPniyLxaJPP/1UBw4c0IIFC+Tj41PovSsthpqjQvDw8FBUVJRd2TPPxjspGgAAAJSHuLg4zZ07165szpw5io2Nzbd+YGCg4uPjZTKZFBQUpAMHDig+Pl5hYWFKSEhQRkaG6tWrJ0maMWOGkpKSlJCQoGeeeUaSlJ2drRdeeEFt27bN9/zVq1dX3759tX79et15552SpDfffFM1a9ZUr169JElt27a1O/7JJ5/U22+/rS1btmjKlCnKyMiQt7e3BgwYoKpVq6phw4Zq166dpKvJ4dKlS7V8+XKNGTNGknTLLbeoe/fupbyDRcdzTe/evTV9+vRinTMgIEBubm7y8fGxDS//9ddf8607Z84c3XXXXZKu/mHkpptu0ttvv62hQ4dKynvPDx8+rC1btmjnzp3q2rWrJGndunUKDAzU5s2bNWTIENtxy5cvV+fOnW3nbt68uXbv3q1OnTrliaN37952r1988UX5+fnpk08+0YABA5SRkaGAgACFhoaqSpUqatCgge08/v7+cnV1VdWqVe2G02dkZOjee++1JeiNGzcu1v0rDRJvVAhxcXF5yi5n51MRAAAA142YmBhFR0fblZnN5gLr33bbbbZhwJLUpUsXLV68WAcOHFBOTo6aNWtmV99isahGjRq21+7u7mrTpk2hMUVERGjChAl64YUXZDabtW7dOg0bNsw2L/nChQuKjY3V1q1bdfz4cV25ckWXL1+29TDfddddatiwoRo3bqw+ffqoT58+uvvuu+Xl5aW0tDRZLBZbUl8eiornmo4dO5Zbm3/WpUsX29f+/v4KCgpSWlqareyv9zwtLU1ubm62hFqSatSokec4Nzc33XrrrbbXwcHB8vPzU1paWr6J98mTJ/XEE08oJSVFp06dUk5Oji5dumS7D0OGDNGSJUts35d+/fopPDxcbm4Fp7xTp07VQw89pA8//FChoaG69957i3z/lBZDzQEAAAA4hNlslq+vr91WWOJdkAsXLsjV1VX79u1TamqqbUtLS9PSpUtt9Tw9Pe0S9/yEh4fLarVq69at+umnn7Rjxw7bMHPpak/622+/rWeeeUY7duxQamqqWrduraysLElS1apVtX//fm3YsEF169bV7Nmz1bZtW507d06enp6Ftn0tuf/zKut/Hn6dn6Liucbb27vQ8zhKce55eRgzZoxSU1O1dOlSff7550pNTVWNGjVs9yEwMFDp6el64YUX5OnpqUmTJun2228v9P7ef//9+s9//qNRo0bpwIED6tixo55//nmHxE/iDQAAAKBC+PLLL+1eX5vL265dO+Xk5OjUqVNq0qSJ3VbSlbg9PDx0zz33aN26ddqwYYOCgoLUvn172/6dO3cqMjJSd999t1q3bq2AgIA8C5+5ubkpNDRUzz77rL755hsdPXpUH3/8sZo2bSpPT08lJyfn23atWrUkyTbHWFKexcz+qjjxONIXX3xh+/rs2bM6dOiQmjdvXmD95s2b68qVK3bfyzNnzig9PV0tWrSwlV25ckV79+61vU5PT9e5c+cKPPfOnTs1depU9evXTy1btpTZbM4zPN7T01Ph4eFatmyZUlJStGvXLh04cEDS1Z75nJycPOcNDAzUxIkTtWnTJk2fPl0vvfRSEXekdBhqDgAAAKBCyMjIUHR0tB588EHt379fzz//vBYvXqxmzZopIiJCo0eP1uLFi9WuXTudPn1aycnJatOmjfr371+idiIiIjRgwAAdPHhQI0eOtNvXtGlTbdq0SeHh4TKZTJo1a5bdKujvvfee/vOf/+j2229X9erV9f777ys3N1dBQUHy8PDQzJkz9X//939yd3dXt27ddPr0aR08eFDjx49XkyZNFBgYqNjYWD399NM6dOiQFi9eXGisRcXjaPPmzVONGjVUp04dPf7446pZs6ZtlfiC4h04cKAmTJig1atXq2rVqnrsscdUv359DRw40FavSpUqevjhh7Vs2TK5ublpypQpuu222/IdZn7tvP/85z/VsWNHnT9/Xo8++qjdCIPExETl5OSoc+fO8vLy0muvvSZPT0/b49IaNWqkTz/9VMOGDZPZbFbNmjU1bdo09e3bV82aNdPZs2e1ffv2Qv+oUBb0eAMAAACoEEaPHq3Lly+rU6dOmjx5sh555BHbo7ESEhI0evRoTZ8+XUFBQRo0aJD27NmjBg0alLid3r17y9/fX+np6RoxYoTdvueee07Vq1dX165dFR4errCwMLsecT8/P23atEm9e/dW8+bNtWrVKm3YsEEtW7aUJM2aNUvTp0/X7Nmz1bx5c9133306deqUpKvJ5oYNG/T999+rTZs2WrBggZ566qlCYy0qHkebP3++HnnkEXXo0EEnTpzQu+++W+QzwhMSEtShQwcNGDBAXbp0kdVq1fvvv68qVarY6nh5eWnmzJkaMWKEunXrJh8fH73++usFnnPNmjU6e/as2rdvr1GjRmnq1Kl2q9b7+fnppZdeUrdu3dSmTRt99NFHevfdd21rAMybN09Hjx7VLbfcYht5kJOTo8mTJ6t58+bq06ePmjVrphdeeKEst6tAJuufJxgABoiKilJ8fNErlhu5uJoB01LsVNafusr8ceLiYtybxMjbaJWx3zOTDLyPBl6bi9EfIgbKraQ/10Z/zyzZxvVOubkad21G3scLliuGtWU0b3dXw9r6I9PY+1jHt0rRlf6/nj17KiQkREuWLHFcQICT0OMNAAAAAIADkXgDAAAAQCXyzDPPyMfHJ9+tb9++zg7vhsTiagAAAACcLiUlxdkhVBoTJ07U0KFD891X1CPP4Bgk3qiwjJyfaTVu6l2lZuQ8aMnYudBGznM1cKFSuRr8PbuclfcxHo5irmLcoK7sHOO+aUZ/z4yc4W30tRnJyPdjZeXuauw9NHIZACN/f1bzKv6ca1y//P395e/v7+ww8Cf8FgAAAAAAwIFIvAEAAAAAcCASbwAAAAAAHIjEGwAAAAAAByLxBgAAAACD9OzZU9OmTXN2GDAYiTcAAAAAp4uMjJTJZNL8+fPtyjdv3iyTkcvMAw5A4g0AAACgQvDw8NCCBQt09uxZQ9vNzs42tD3ceEi8AQAAAFQIoaGhCggIUFxcXIF1PvvsM/Xo0UOenp4KDAzU1KlTdfHiRdt+k8mkzZs32x3j5+enxMRESdLRo0dlMpn0+uuv64477pCHh4fWrVun3NxczZs3TzfddJPMZrNCQkKUlJRkO8e14zZt2qRevXrJy8tLbdu21a5du2x1zpw5o+HDh6t+/fry8vJS69attWHDhvK5ObiukXgDAAAAqBBcXV31zDPP6Pnnn9fPP/+cZ/+RI0fUp08f3Xvvvfrmm2/0+uuv67PPPtOUKVNK3NZjjz2mRx55RGlpaQoLC9PSpUu1ePFiLVq0SN98843CwsL097//XYcPH7Y77vHHH9eMGTOUmpqqZs2aafjw4bpy5YokKTMzUx06dNDWrVv17bff6oEHHtCoUaO0e/fu0t0QVBok3gAAAAAcwmKx6Pz583abxWIp9Ji7775bISEhmjNnTp59cXFxioiI0LRp09S0aVN17dpVy5Yt06uvvqrMzMwSxTZt2jTdc889uvnmm1W3bl0tWrRIM2fO1LBhwxQUFKQFCxYoJCRES5YssTtuxowZ6t+/v5o1a6a5c+fq2LFj+uGHHyRJ9evX14wZMxQSEqLGjRvr4YcfVp8+ffTGG2+UKDZUPm7ODgCQpJiYmDwflk8/+5yTogEAAEB5iIuL09y5c+3K5syZo9jY2EKPW7BggXr37q0ZM2bYlX/99df65ptvtG7dOluZ1WpVbm6ufvzxRzVv3rzYsXXs2NH29fnz5/XLL7+oW7dudnW6deumr7/+2q6sTZs2tq/r1q0rSTp16pSCg4OVk5OjZ555Rm+88Yb++9//KisrSxaLRV5eXsWOC5UTiTcqhMzMTMXHx9uVXcq2OikaAAAAlIeYmBhFR0fblZnN5iKPu/322xUWFqaYmBhFRkbayi9cuKAHH3xQU6dOzXNMgwYNJF2d42212v8/Mr/F07y9vYtzCXlUqVLF9vW11dZzc3MlSQsXLtTSpUu1ZMkStW7dWt7e3po2bZqysrJK1RYqDxJvAAAAAA5hNpuLlWjnZ/78+QoJCVFQUJCtrH379vruu+/UpEmTAo+rVauWjh8/bnt9+PBhXbp0qdC2fH19Va9ePe3cuVN33HGHrXznzp3q1KlTsWPeuXOnBg4cqJEjR0q6mpAfOnRILVq0KPY5UDmReAMAAACocFq3bq2IiAgtW7bMVjZz5kzddtttmjJliu6//355e3vru+++07Zt27R8+XJJUu/evbV8+XJ16dJFOTk5mjlzpl0vdUEeffRRzZkzR7fccotCQkKUkJCg1NRUu2HtRWnatKnefPNNff7556pevbqee+45nTx5ksQbLK4GAAAAoGKaN2+ebRi3dHV+9SeffKJDhw6pR48eateunWbPnq169erZ6ixevFiBgYHq0aOHRowYoRkzZhRrjvXUqVMVHR2t6dOnq3Xr1kpKStKWLVvUtGnTYsf7xBNPqH379goLC1PPnj0VEBCgQYMGleiaUTmZrH+dAAE4WFRUVJ753PmVGTrHm5+CcuHiYjK0PSM/vawGvkn+9P8Lh3M1+Ht2OSvHsLbMVYz723JurnHvD6O/Z0Z+PBp9bbi+WLIN/HCUZDLw7ejuVnn7wjwYXwtIoscbAAAAAACHIvEGAAAAAMCBSLwBAAAAAHAgZl3AoWJiYpSZmWlXdurUKSdFAwAAAADGI/GGQ2VmZua7kFpxmGTgqiYGr+dTWRfqMnS1M0k5Ri5oZeAqOy4GjkUyen1ND3fjLs7IzxCTgd+zyryIYWa2cYvveVRxNawtSco18EYa+t438O1o9OJ7Rn4WG/n+MH5ZZRZNBCSGmgMAAAAA4FAk3gAAAAAAOBCJNwAAAAAADkTiDQAAAACAA5F4AwAAAADgQCTeAAAAACq0nJwczZ8/X8HBwfL09JS/v786d+6sl19+2VYnMjJSJpNJEydOzHP85MmTZTKZFBkZaVd+4sQJPfzww2rcuLHMZrMCAwMVHh6u5OTkMsWbnZ2tmTNnqnXr1vL29la9evU0evRo/fLLL2U6L65fPE4MAAAAQIU2d+5crV69WsuXL1fHjh11/vx57d27V2fPnrWrFxgYqI0bNyo+Pl6enp6Srj7edv369WrQoIFd3aNHj6pbt27y8/PTwoUL1bp1a2VnZ+uDDz7Q5MmT9f3335c63kuXLmn//v2aNWuW2rZtq7Nnz+qRRx7R3//+d+3du7fU58X1i8QbAAAAgFO9+OKLio2N1c8//yyXPz1EfeDAgapRo4b279+vSZMmaciQIbZ9bdu2zXOe9u3b68iRI9q0aZMiIiIkSZs2bVKDBg10880329WdNGmSTCaTdu/eLW9vb1t5y5YtNW7cOEmS1WrV3LlztXbtWp08eVI1atTQ4MGDtWzZskKvp1q1atq2bZtd2fLly9WpUydlZGTk+SMAKj+GmsMpYmJiFBUVZdtOnTrl7JAAAADgJEOGDNGZM2e0fft2W9lvv/2mpKQkRUREKCAgQB9//LFOnz5d5LnGjRunhIQE2+u1a9dq7NixdnWunXvy5Ml2Sfc1fn5+kqS33npL8fHxWr16tQ4fPqzNmzerdevWpbrG33//XSaTyXZu3Fjo8YZTZGZmKj4+3vY6KirKidEAAADAESwWiywWi12Z2WyW2Wy2K6tevbr69u2r9evX684775Qkvfnmm6pZs6Z69eqlunXravDgwQoICFDLli3VtWtXDRw4UH379s3T5siRIxUTE6Njx45Jknbu3KmNGzcqJSXFVueHH36Q1WpVcHBwofFnZGQoICBAoaGhqlKliho0aKBOnTqV+D5kZmZq5syZGj58uHx9fUt8PK5/9HijwvhrLzgAAACub3FxcapWrZrdFhcXl2/diIgIvfXWW7ZEfd26dRo2bJhcXFzUokULffvtt/riiy80btw4nTp1SuHh4br//vvznKdWrVrq37+/EhMTlZCQoP79+6tmzZp2daxWa7HiHzJkiC5fvqzGjRtrwoQJevvtt3XlypUS3YPs7GwNHTpUVqtVK1euLNGxqDzo8UaF8dde8MvZTgwGAAAAZRYTE6Po6Gi7sr/2dl8THh4uq9WqrVu36tZbb9WOHTvs/m/o4uKiW2+9VbfeequmTZum1157TaNGjdLjjz+eZ/72uHHjNGXKFEnSihUr8rTVtGlTmUymIhdQCwwMVHp6uj766CNt27ZNkyZN0sKFC/XJJ5+oSpUqRV7/taT72LFj+vjjj+ntvoHR4w0AAADAIcxms3x9fe22ghJvDw8P3XPPPVq3bp02bNigoKAgtW/fvsBzt2jRQpJ08eLFPPv69OmjrKwsZWdnKywsLM9+f39/hYWFacWKFfkef+7cOdvXnp6eCg8P17Jly5SSkqJdu3bpwIEDRV26Lek+fPiwPvroI9WoUaPIY1B50eMNAAAAoEKIiIjQgAEDdPDgQY0cOdJWPnjwYHXr1k1du3ZVQECAfvzxR8XExKhZs2b5ztN2dXVVWlqa7ev8rFixQt26dVOnTp00b948tWnTRleuXNG2bdu0cuVKpaWlKTExUTk5OercubO8vLz02muvydPTUw0bNiz0OrKzszV48GDt379f7733nnJycnTixAlJV5N+d3f30t4iXKdIvAEAAABUCL1795a/v7/S09M1YsQIW3lYWJg2bNiguLg4/f777woICFDv3r0VGxsrN7f8U5qihnU3btxY+/fv19NPP63p06fr+PHjqlWrljp06GCbi+3n56f58+crOjpaOTk5at26td59990ie6//+9//asuWLZKkkJAQu33bt29Xz549i7gTqGxM1uKuLACUQlRUlN3cnGtlkvJd1fxGmeNtlXE/drm5hjUlF4Mnr+TkGncfXU0mw9qSgU0Z+Fa8ytDbaFxjRv4qdXEx8g0iGfm/BMuVHMPa8qiSfw+Yo+QaeCONfO8b+dF4JcfYDyyjf6cZxej/+Xu7G/uZBVRUlfQjBQAAAACAioHEGwAAAABKYMeOHfLx8SlwA/6KOd4AAAAAUAIdO3ZUamqqs8PAdYTEGwAAAABKwNPTU02aNHF2GLiOkHijwjJywRajGbnwjYux6wcZysW1Er9JjMItLBemSvyBZeSlGb3gmZFcKvF7xChuBn/mG7kImaFvD96KgFMwxxsAAAAAAAci8QYAAAAAwIFIvAEAAAAAcCASbwAAAAAAHIjEGwAAAECldPToUZlMpkIf/WUymbR58+ZinzMlJUUmk0nnzp0rc3ySdOnSJd17773y9fW1nbdRo0ZasmRJqWNExUPiDQAAAMDpIiMjZTKZZDKZ5O7uriZNmmjevHm6cuWKQ9s9fvy4+vbtW+z6Xbt21fHjx1WtWrVyaf+VV17Rjh079Pnnn9vOu2fPHj3wwAPlcn5UDDxODAAAAECF0KdPHyUkJMhisej999/X5MmTVaVKFcXExJT4XFlZWcWqFxAQUKLzuru7l/iYwhw5ckTNmzdXq1atbGW1atUqt/MXJCsrS+7u7g5vB1fR440KwcPDQ6dOnXJ2GAAAAHAis9msgIAANWzYUA899JBCQ0O1ZcsW9ezZU9OmTbOrO2jQIEVGRtpeN2rUSE8++aRGjx4tX1/ffHuMc3JyNG7cOAUHBysjI0OS/TDua0PTN23apF69esnLy0tt27bVrl27bOfIb6j5Z599ph49esjT01OBgYGaOnWqLl68WOT19uzZU4sXL9ann34qk8mknj172q7lz0PNpf/1zHt6eqpx48Z688037fb/9NNPGjp0qPz8/OTv76+BAwfq6NGjtv2RkZEaNGiQnn76adWrV09BQUGSpBdeeEFNmzaVh4eH6tSpo8GDBxcZN0qOxBsVQlxcnGrXru3sMAAAAFCBeHp6FrvnWpIWLVqktm3b6quvvtKsWbPs9lksFg0ZMkSpqanasWOHGjRoUOB5Hn/8cc2YMUOpqalq1qyZhg8fXuCQ9yNHjqhPnz6699579c033+j111/XZ599pilTphQZ76ZNmzRhwgR16dJFx48f16ZNmwqsO2vWLN177736+uuvFRERoWHDhiktLU2SlJ2drbCwMFWtWlU7duzQzp075ePjoz59+tjdv+TkZKWnp2vbtm167733tHfvXk2dOlXz5s1Tenq6kpKSdPvttxcZN0qOoeYAAAAAHMJischisdiVmc1mmc3mQo+zWq1KTk7WBx98oIcfflh79uwpVnu9e/fW9OnTba+v9fheuHBB/fv3l8Vi0fbt24ucnz1jxgz1799fkjR37ly1bNlSP/zwg4KDg/PUjYuLU0REhK1HvmnTplq2bJnuuOMOrVy5Uh4eHgW24+/vLy8vr2INXx8yZIjuv/9+SdKTTz6pbdu26fnnn9cLL7yg119/Xbm5uXr55ZdlMpkkSQkJCfLz81NKSor+9re/SZK8vb318ssv24aYb9q0Sd7e3howYICqVq2qhg0bql27doXGgdKhxxsVSkxMjKKiohQVFeXsUAAAAFBGcXFxqlatmt0WFxdXYP333ntPPj4+8vDwUN++fXXfffcpNja22O117Ngx3/Lhw4fr4sWL+vDDD4u1KFqbNm1sX9etW1eSCpwW+fXXXysxMVE+Pj62LSwsTLm5ufrxxx+LHXtRunTpkuf1tR7vr7/+Wj/88IOqVq1qi8Hf31+ZmZk6cuSI7ZjWrVvbzeu+66671LBhQzVu3FijRo3SunXrdOnSpXKLGf9DjzcqlMzMTMXHx1/92rELWAIAAMDBYmJiFB0dbVdWWG93r169tHLlSrm7u6tevXpyc7uarri4uMhqtdrVzc7OznO8t7d3vuft16+fXnvtNe3atUu9e/cuMu4qVarYvr7Wg5ybm5tv3QsXLujBBx/U1KlT8+wrbDh7ebpw4YI6dOigdevW5dn354Xa/np/qlatqv379yslJUUffvihZs+erdjYWO3Zs0d+fn6ODvuGQuINAAAAwCGKM6z8z7y9vdWkSZM85bVq1dLx48dtr3NycvTtt9+qV69exTrvQw89pFatWunvf/+7tm7dqjvuuKPYMRWlffv2+u677/KNuzx98cUXGj16tN3ra8PC27dvr9dff121a9eWr69vic7r5uam0NBQhYaGas6cOfLz89PHH3+se+65p1zjv9Ex1BwAAABAhda7d29t3bpVW7du1ffff6+HHnrIblXx4nj44Yf11FNPacCAAfrss8/KLbaZM2fq888/15QpU5SamqrDhw/rnXfeKdbiaiXxr3/9S2vXrtWhQ4c0Z84c7d6929ZGRESEatasqYEDB2rHjh368ccflZKSoqlTp+rnn38u8Jzvvfeeli1bptTUVB07dkyvvvqqcnNzbSueo/zQ4w0AAACgQhs3bpy+/vprjR49Wm5uboqKiip2b/efTZs2Tbm5uerXr5+SkpLUtWvXMsfWpk0bffLJJ3r88cfVo0cPWa1W3XLLLbrvvvvKfO4/mzt3rjZu3KhJkyapbt262rBhg1q0aCFJ8vLy0qeffqqZM2fqnnvu0R9//KH69evrzjvvLLQH3M/PT5s2bVJsbKwyMzPVtGlTbdiwQS1btizX2CGZrH+dLAGUo6ioKNuc7T+XSSqynDneAADAWYz8H/L/n0JcKXlUwm6+Dz74QH379lVmZqbdQmVAYRhqDgAAAADFcPLkSb3zzjtq2rQpSTdKpBL+DQoAAAAAyl+/fv30xx9/6IUXXihW/R07dqhv374F7r9w4UJ5hYYKjsQbAAAAAIph3759JarfsWNHpaamOiYYXFdIvAEAAADAATw9PR3+mDFcH0i8UWHl5hq3qonJ4FVNjGzOyMVhruTkGteYJDdXlqkoK6MX9KnMP9dGscrYNVFNMu4+VtJvmeGM/Nw3co1eo3+mDf2dZuClGfkzLUly4wcbkFhcDQAAAAAAhyLxBgAAAADAgUi8AQAAAABwIBJvAAAAAAAciMQbFYaHh4dOnTrl7DAAAAAAoFyReKPCiIuLU+3atZ0dBgAAAJwgMjJSJpNJ8+fPtyvfvHmzbVX7lJQUmUwmnTt3zrb/l19+UevWrXX77bfr999/NzJkoNhIvAEAAABUCB4eHlqwYIHOnj1brPpHjhxR9+7d1bBhQ33wwQeqVq2agyMESofEGwAAAECFEBoaqoCAAMXFxRVZ95tvvlH37t3VpUsXbd68WZ6engZECJQOiTcAAAAAh7BYLDp//rzdZrFYCqzv6uqqZ555Rs8//7x+/vnnAut9/vnnuuOOO3Tvvffqtddek5ubmyPCB8oNiTcqnJiYGEVFRTk7DAAAAJRRXFycqlWrZrcV1Zt99913KyQkRHPmzCm0Tnh4uJYvX26b/w1UZCTeqHAyMzMVHx/v7DAAAABQRjExMfr999/ttpiYmCKPW7BggV555RWlpaXlu3/gwIF6++23tWPHjvIOGXAIEm8AAAAADmE2m+Xr62u3mc3mIo+7/fbbFRYWVmCSvnr1ag0bNkx9+/bVp59+Wt5hA+WOyRAAAAAAKpz58+crJCREQUFBefaZTCa9+OKLcnFxUb9+/bR161bdcccdTogSKB4SbwAAAAAVTuvWrRUREaFly5blu99kMmnVqlVydXW1Jd89e/Y0NkigmBhqDgAAAKBCmjdvnnJzcwvcbzKZtGLFCo0dO1b9+/fX9u3bDYwOKD56vAEAAAA4XWJiYp6yRo0a2T1+rGfPnrJarXZ1TCaTli9fruXLlzs6RKDU6PGG4Tw8PHTq1ClnhwEAAAAAhiDxhuHi4uJUu3ZtZ4cBAAAAAIYg8QYAAAAAwIFIvAEAAAAAcCAWV0OF4uHhoYyMDElXF8owioFNGc7Ia6vixt/yUDgXl8r5w/aXdX4cyqUyf2ChXBj5FjHyd7WRP2eSwdcmgy8OgOH4XzIqFOZ/AwAAAKhsSLwBAAAAAHAgEm8AAAAAAByIxBsAAAAAAAci8QYAAAAAwIFIvAEAAAA4XWRkpEwmk+bPn29XvnnzZtsq8ykpKTKZTDp37pxt/y+//KLWrVvr9ttv1++//17k+QvaGjVq5IjLAiSReAMAAACoIDw8PLRgwQKdPXu2WPWPHDmi7t27q2HDhvrggw9UrVq1AusuXbpUx48ft22SlJCQYHu9Z8+ecrkGID8k3gAAAAAqhNDQUAUEBCguLq7Iut988426d++uLl26aPPmzfL09Cy0frVq1RQQEGDbJMnPz8/2ulatWuVyDUB+SLwBAAAAOITFYtH58+ftNovFUmB9V1dXPfPMM3r++ef1888/F1jv888/1x133KF7771Xr732mtzc3BwRPlBuSLxR4Xh4eCgqKsrZYQAAAKCM4uLiVK1aNbutqN7su+++WyEhIZozZ06hdcLDw7V8+XLb/G+gIuNPQ6hwrn0YX852ciAAAAAok5iYGEVHR9uVmc3mIo9bsGCBevfurRkzZuS7f+DAgXr77be1Y8cO9ejRo1xiBRyJHm8AAAAADmE2m+Xr62u3FSfxvv322xUWFqaYmJh8969evVrDhg1T37599emnn5Z32EC5o8cbAAAAQIUzf/58hYSEKCgoKM8+k8mkF198US4uLurXr5+2bt2qO+64wwlRAsVD4g0AAACgwmndurUiIiK0bNmyfPebTCatWrVKrq6utuS7Z8+exgYJFBNDzQEAAABUSPPmzVNubm6B+00mk1asWKGxY8eqf//+2r59u4HRAcVHjzcAAAAAp0tMTMxT1qhRI7vHj/Xs2VNWq9Wujslk0vLly7V8+fIStffX8wCORI83AAAAAAAOROINAAAAoFLo27evfHx88t2eeeYZZ4eHGxhDzQEAAABUCi+//LIuX76c7z5/f3+DowH+h8QbAAAAQKVQv359Z4cA5IvEGxWWVcYteGH02houJpNhbeXmGndxJgOvC+XD8IVljHyLGHhpRr73jfyZliTLlYJXEy5vbi7G3ccrBt9HI3/UMrNzDGvLz6uKYW0Z+V6UjH2PeLu7GtYWAOdgjjcAAAAAAA5E4g0AAAAAgAMx1LySiImJUWZmprPDyOPUqVPODgEAAAAAnIrEu5LIzMxUfHy8s8PIIyoqytkhAAAAAIBTMdQcAAAAAP4iMjJSgwYNcsi5e/bsqWnTpjnk3OXleojxekLiDQAAAMDpHJnoOktKSopMJpPOnTtnV75p0yY9+eSTZT7/0aNHZTKZ8t2++OKLMp8f5Yeh5gAAAABgIH9//3I930cffaSWLVvaldWoUaNc20DZ0OMNAAAAoMKxWq1q0qSJFi1aZFeempoqk8mkH374QZJkMpm0evVqDRgwQF5eXmrevLl27dqlH374QT179pS3t7e6du2qI0eO2M4RGxurkJAQrV69WoGBgfLy8tLQoUP1+++/54lj0aJFqlu3rmrUqKHJkycrOzvbtu+f//ynOnbsqKpVqyogIEAjRoywLS589OhR9erVS5JUvXp1mUwmRUZGSso7jNtisWjmzJkKDAyU2WxWkyZNtGbNmmLfqxo1aiggIMBuq1Klit21/vOf/1SjRo1UrVo1DRs2TH/88Yft+IsXL2r06NHy8fFR3bp1tXjx4jxtnD17VqNHj1b16tXl5eWlvn376vDhw8WO8UZH4g0AAADAISwWi86fP2+3WSyWYh1rMpk0btw4JSQk2JUnJCTo9ttvV5MmTWxlTz75pEaPHq3U1FQFBwdrxIgRevDBBxUTE6O9e/fKarVqypQpduf54Ycf9MYbb+jdd99VUlKSvvrqK02aNMmuzvbt23XkyBFt375dr7zyihITE5WYmGjbn52drSeffFJff/21Nm/erKNHj9qS68DAQL311luSpPT0dB0/flxLly7N91pHjx6tDRs2aNmyZUpLS9Pq1avl4+NTrPtUHEeOHNHmzZv13nvv6b333tMnn3yi+fPn2/Y/+uij+uSTT/TOO+/oww8/VEpKivbv3293jsjISO3du1dbtmzRrl27ZLVa1a9fP7s/RKBgDDWHUxX2GLSnn33O4GgAAABQnuLi4jR37ly7sjlz5ig2NrZYx0dGRmr27NnavXu3OnXqpOzsbK1fvz5PL/jYsWM1dOhQSdLMmTPVpUsXzZo1S2FhYZKkRx55RGPHjrU7JjMzU6+++qrq168vSXr++efVv39/LV68WAEBAZKu9lQvX75crq6uCg4OVv/+/ZWcnKwJEyZIksaNG2c7X+PGjbVs2TLdeuutunDhgnx8fGxDymvXri0/P798r/HQoUN64403tG3bNoWGhtrOVRJdu3aVi4t9n+qFCxdsX+fm5ioxMVFVq1aVJI0aNUrJycl6+umndeHCBa1Zs0avvfaa7rzzTknSK6+8optuusl2/OHDh7Vlyxbt3LlTXbt2lSStW7dOgYGB2rx5s4YMGVKieG9EJN5wqsIeg3Yp22pwNAAAAChPMTExio6Otiszm83FPr5evXrq37+/1q5dq06dOundd9+VxWLJk+i1adPG9nWdOnUkSa1bt7Yry8zM1Pnz5+Xr6ytJatCggS3plqQuXbooNzdX6enptsS7ZcuWcnV1tdWpW7euDhw4YHu9b98+xcbG6uuvv9bZs2eVm5srScrIyFCLFi2KdY2pqalydXXVHXfcUaz6+Xn99dfVvHnzAvc3atTIlnRLV6/j2pD4I0eOKCsrS507d7bt9/f3V1BQkO11Wlqa3Nzc7OrUqFFDQUFBSktLK3XcNxISbwAAAAAOYTabS5Ro5+f+++/XqFGjFB8fr4SEBN13333y8vKyq3NtPrN0dYh6QWXXEuPi+vM5rp3n2jkuXryosLAwhYWFad26dapVq5YyMjIUFhamrKysYrfh6elZopjyExgYaDf0/q8Kuw4YgzneAAAAACqsfv36ydvbWytXrlRSUpLd8O6yyMjI0C+//GJ7/cUXX8jFxcWup7cw33//vc6cOaP58+erR48eCg4OtvUiX+Pu7i5JysnJKfA8rVu3Vm5urj755JNSXEXZ3XLLLapSpYq+/PJLW9nZs2d16NAh2+vmzZvrypUrdnXOnDmj9PT0Yvfs3+jo8QYAAABQIfz+++9KTU21K6tRo4YiIyMVExOjpk2bqkuXLuXSloeHh8aMGaNFixbp/Pnzmjp1qoYOHWobZl6UBg0ayN3dXc8//7wmTpyob7/9Ns+zuRs2bCiTyaT33ntP/fr1k6enZ55F0xo1aqQxY8Zo3LhxWrZsmdq2batjx47p1KlTtnnrRTlz5oxOnDhhV+bn5ycPD48ij/Xx8dH48eP16KOPqkaNGqpdu7Yef/xxuznjTZs21cCBAzVhwgStXr1aVatW1WOPPab69etr4MCBxYrxRkePNwAAAIAKISUlRe3atbPb5s6dq/HjxysrKyvPAmll0aRJE91zzz3q16+f/va3v6lNmzZ64YUXin18rVq1lJiYqH/9619q0aKF5s+fn2fRt/r162vu3Ll67LHHVKdOnTwrq1+zcuVKDR48WJMmTVJwcLAmTJigixcvFjuW0NBQ1a1b127bvHlzsY9fuHChevToofDwcIWGhqp79+7q0KGDXZ2EhAR16NBBAwYMUJcuXWS1WvX+++/nGcaO/JmsVisrWFUCUVFRBS5S5kwFxXWtvLC4K/Piai7/f56REXJzjbuPJgOvC+XD8F8BRr5FDLw0I9/7Rn/PLFeMmwPo5mLcfbxi4GejJBn5bcvMLnhIa3nz8zLuP9xGvhclY98j3u6uRVe6Tnm5l8/P9Y4dO3TnnXfqp59+si2eVhaxsbHavHlznt51wFEYag4AAACgQrJYLDp9+rRiY2M1ZMiQckm6AWdgqDkAAACACmnDhg1q2LChzp07p2effdbZ4Rhu4sSJ8vHxyXebOHGis8NDCdDjDQAAAKBCioyMVGRkZLmfNzY2VrGxseV+3vI2b948zZgxI999155HjusDiTcgGToX1OjmDJ3GaPDc0xwDL87N1bi5p0ZOlc8x+HvmZjJuoFWukT9pRt5Hg5dSMFcx7nt27mK2YW35+7gb1pYkXc6qnPOujWT0HG8fs3H/TTbyd7WBSymgHNSuXVu1a9d2dhgoBww1BwAAAADAgUi8AQAAAABwIBJvAAAAAAAciMQbAAAAAAAHIvEGAAAAAMCBSLzhFB4eHoqKitKpU6ecHQoAAAAquJycHM2fP1/BwcHy9PSUv7+/OnfurJdfftlWJzIyUiaTKd/nW0+ePFkmkynPo8lOnDihhx9+WI0bN5bZbFZgYKDCw8OVnJxc5pg3bdqkv/3tb6pRo4ZMJpNSU1PLfE5cv3icGJwiLi5OkhQVFeXkSAAAAFDRzZ07V6tXr9by5cvVsWNHnT9/Xnv37tXZs2ft6gUGBmrjxo2Kj4+Xp6enJCkzM1Pr169XgwYN7OoePXpU3bp1k5+fnxYuXKjWrVsrOztbH3zwgSZPnqzvv/++TDFfvHhR3bt319ChQzVhwoQynQvXPxJvAAAAAE714osvKjY2Vj///LNcXP43KHfgwIGqUaOG9u/fr0mTJmnIkCG2fW3bts1znvbt2+vIkSPatGmTIiIiJF3teW7QoIFuvvlmu7qTJk2SyWTS7t275e3tbStv2bKlxo0bJ0myWq2aO3eu1q5dq5MnT6pGjRoaPHiwli1bVuQ1jRo1StLVBB9gqDkAAAAApxoyZIjOnDmj7du328p+++03JSUlKSIiQgEBAfr44491+vTpIs81btw4JSQk2F6vXbtWY8eOtatz7dyTJ0+2S7qv8fPzkyS99dZbio+P1+rVq3X48GFt3rxZrVu3LuVV4kZG4g0AAADAISwWi86fP2+3WSyWPPWqV6+uvn37av369bayN998UzVr1lSvXr303HPP6fTp0woICFCbNm00ceJE/fvf/863zZEjR+qzzz7TsWPHdOzYMe3cuVMjR460q/PDDz/IarUqODi40PgzMjIUEBCg0NBQNWjQQJ06dWLYOEqFxBtOFxMTo6ioqDwbAAAArm9xcXGqVq2a3XZtrZ+/ioiI0FtvvWVLzNetW6dhw4bJxcVFLVq00LfffqsvvvhC48aN06lTpxQeHq77778/z3lq1aql/v37KzExUQkJCerfv79q1qxpV8dqtRYr/iFDhujy5ctq3LixJkyYoLfffltXrlwp4V0AmOONCiAzM1Px8fF5yi9lF+8DEQAAABVTTEyMoqOj7crMZnO+dcPDw2W1WrV161bdeuut2rFjh93/EV1cXHTrrbfq1ltv1bRp0/Taa69p1KhRevzxx/PM3x43bpymTJkiSVqxYkWetpo2bSqTyVTkAmqBgYFKT0/XRx99pG3btmnSpElauHChPvnkE1WpUqVY9wCQ6PEGAAAA4CBms1m+vr52W0GJt4eHh+655x6tW7dOGzZsUFBQkNq3b1/guVu0aCHp6urhf9WnTx9lZWUpOztbYWFhefb7+/srLCxMK1asyPf4c+fO2b729PRUeHi4li1bppSUFO3atUsHDhwo6tIBO/R4AwAAAKgQIiIiNGDAAB08eNBuXvbgwYPVrVs3de3aVQEBAfrxxx8VExOjZs2a5TtP29XVVWlpabav87NixQp169ZNnTp10rx589SmTRtduXJF27Zt08qVK5WWlqbExETl5OSoc+fO8vLy0muvvSZPT081bNiwyGv57bfflJGRoV9++UWSlJ6eLkkKCAhQQEBAie8Nrm/0eAMAAACoEHr37i1/f3+lp6drxIgRtvKwsDC9++67Cg8PV7NmzTRmzBgFBwfrww8/lJtb/n2J13rYC9K4cWPt379fvXr10vTp09WqVSvdddddSk5O1sqVKyVdXd38pZdeUrdu3dSmTRt99NFHevfdd1WjRo0ir2XLli1q166d+vfvL0kaNmyY2rVrp1WrVpXklqCSMFmLu7IAKrSoqKh850k7W1FxXVtEzelzvA3+KTCZTIa1lZNbeX/Ejbw2N1fjvmcGvj0Mf3+4uRj3995cA3+9GfgtM7gxY527mG1YW/4+7oa1JUmXs3IMa8vsVjn7Vc5nGruglY+5cg4MdTH4M8TLvRJ/aAElUDk/mQEAAAAAqCBIvAEAAACgBHbs2CEfH58CN+CvKucYGgAAAABwkI4dOyo1NdXZYeA6QuINAAAAACXg6empJk2aODsMXEdIvOFUHh4eysjIyHefi5ErTFXidT+MXBTMaK4GrhBj5NvRSC6V+f1RWb9pBsu6kmtYW9W9jV3wzEgeVfJ/nJEjGLlurouBn8PZBr4XJcnqbtx9rFJJF8QD8D/8lMOp4uLiVLt2bWeHAQAAAAAOQ+INAAAAAIADkXgDAAAAAOBAJN4AAAAAADgQiTcAAACA605sbKxCQkJsryMjIzVo0CCnxQMUhsQbAAAAQIWwa9cuubq6qn///iU+dunSpUpMTCz/oIByQOINAAAAoEJYs2aNHn74YX366af65ZdfSnRstWrV5Ofn55jAgDIi8QYAAADgdBcuXNDrr7+uhx56SP3798/Tez1//nzVqVNHVatW1fjx45WZmWm3/69DzXv27KkpU6ZoypQpqlatmmrWrKlZs2bZPev+7NmzGj16tKpXry4vLy/17dtXhw8fduRl4gZF4g0AAADA6d544w0FBwcrKChII0eO1Nq1a21J8htvvKHY2Fg988wz2rt3r+rWrasXXnihyHO+8sorcnNz0+7du7V06VI999xzevnll237IyMjtXfvXm3ZskW7du2S1WpVv379lJ2d7bDrxI3JzdkBAAAAAKicLBaLLBaLXZnZbJbZbM5Td82aNRo5cqQkqU+fPvr999/1ySefqGfPnlqyZInGjx+v8ePHS5KeeuopffTRR3l6vf8qMDBQ8fHxMplMCgoK0oEDBxQfH68JEybo8OHD2rJli3bu3KmuXbtKktatW6fAwEBt3rxZQ4YMKY9bAEiixxsVgIeHh6KiovJsAAAAuL7FxcWpWrVqdltcXFyeeunp6dq9e7eGDx8uSXJzc9N9992nNWvWSJLS0tLUuXNnu2O6dOlSZPu33XabTCaT3TGHDx9WTk6O0tLS5ObmZnfeGjVqKCgoSGlpaaW6XqAg9HjD6fL78JWkzCsGBwIAAIByFRMTo+joaLuygnq7r1y5onr16tnKrFarzGazli9f7vA4AUejxxsAAACAQ5jNZvn6+tptf028r1y5oldffVWLFy9Wamqqbfv6669Vr149bdiwQc2bN9eXX35pd9wXX3xRZPv5HdO0aVO5urqqefPmunLlil2dM2fOKD09XS1atCjDVQN50eMNAAAAwGnee+89nT17VuPHj1e1atXs9t17771as2aNZsyYocjISHXs2FHdunXTunXrdPDgQTVu3LjQc2dkZCg6OloPPvig9u/fr+eff16LFy+WJDVt2lQDBw7UhAkTtHr1alWtWlWPPfaY6tevr4EDBzrsenFjoscbAAAAgNOsWbNGoaGheZJu6WrivXfvXjVv3lyzZs3S//3f/6lDhw46duyYHnrooSLPPXr0aF2+fFmdOnXS5MmT9cgjj+iBBx6w7U9ISFCHDh00YMAAdenSRVarVe+//76qVKlSrtcImKx/fpAdrltRUVGKj493dhh5lCUu5nijKEZ+ev1pXRbghpJ1Jdewtqq4GtcfYPTPtJGfV0b+187Fxbgbefq8pehK5cjPy7jEq4pb5e0L83Di+NqePXsqJCRES5YscV4QwP9XeX/KAQAAAACoAEi8AQAAAABwIBZXAwAAAFDppKSkODsEwIYebwAAAAAAHIgeb1RYmdk5hrXlbvCiJhczjbs2bw9Xw9rKNW4NJkmSi4HfthzjvmU6ZeACQt5m494fklTVmavsVBYGLwqWk2vcQl05ucb9oLm5GnsjM7OM+4A08neai4HvDz9vY1eZvmDgKq++LsZdm5H/v5IkDzc+9wGJHm8AAAAAAByKxBsAAAAAAAci8QYAAAAAwIFIvAEAAAAAcCASbwAAAACVUkpKikwmk86dO+fsUPI4evSoTCaTUlNTJZUu1p49e2ratGkOia+4EhMT5efn59QYrgck3gAAAACcLjIyUiaTKc/Wp08fZ4dmiK5du+r48eOqVq2aQ87fs2fPfO/vxIkTHdIe7LG+PwAAAIAKoU+fPkpISLArM5vNToqmfGRlZcnd3b3Ieu7u7goICHBoLBMmTNC8efPsyry8vBzaJq6ixxsAAABAhWA2mxUQEGC3Va9eXZJkMpn08ssv6+6775aXl5eaNm2qLVu22B3//vvvq1mzZvL09FSvXr109OjRPG289dZbatmypcxmsxo1aqTFixfb7bdYLJo5c6YCAwNlNpvVpEkTrVmzRpKUk5Oj8ePH6+abb5anp6eCgoK0dOlSu+MjIyM1aNAgPf3006pXr56CgoIkSbt371a7du3k4eGhjh076quvvrI77q9Dzc+cOaPhw4erfv368vLyUuvWrbVhw4ZS31vpapL91/vr6+sr6X9D3zdt2qRevXrJy8tLbdu21a5du+zOkZiYqAYNGsjLy0t33323zpw5k6edlStX6pZbbpG7u7uCgoL0z3/+s0xxVwYk3gAAAAAcwmKx6Pz583abxWIp9fnmzp2roUOH6ptvvlG/fv0UERGh3377TZL0008/6Z577lF4eLhSU1N1//3367HHHrM7ft++fRo6dKiGDRumAwcOKDY2VrNmzVJiYqKtzujRo7VhwwYtW7ZMaWlpWr16tXx8fCRJubm5uummm/Svf/1L3333nWbPnq1//OMfeuONN+zaSU5OVnp6urZt26b33ntPFy5c0IABA9SiRQvt27dPsbGxmjFjRqHXmpmZqQ4dOmjr1q369ttv9cADD2jUqFHavXt3qe9fcTz++OOaMWOGUlNT1axZMw0fPlxXrlyRJH355ZcaP368pkyZotTUVPXq1UtPPfWU3fFvv/22HnnkEU2fPl3ffvutHnzwQY0dO1bbt293aNwVHUPNYZiYmBhlZmYWu/6cZxY5MBoAAAA4WlxcnObOnWtXNmfOHMXGxuZb/7333rMludf84x//0D/+8Q9JV3uThw8fLkl65plntGzZMu3evVt9+vSx9bJe68EOCgrSgQMHtGDBAtu5nnvuOd15552aNWuWJKlZs2b67rvvtHDhQkVGRurQoUN64403tG3bNoWGhkqSGjdubDu+SpUqdtdz8803a9euXXrjjTc0dOhQW7m3t7defvll2xDzF198Ubm5uVqzZo08PDzUsmVL/fzzz3rooYcKvHf169e3S84ffvhhffDBB3rjjTfUqVOnAo8rzAsvvKCXX37Zrmz16tWKiIiwvZ4xY4b69+8v6eofOlq2bKkffvhBwcHBWrp0qfr06aP/+7//k3T1/n3++edKSkqyHb9o0SJFRkZq0qRJkqTo6Gh98cUXWrRokXr16lWquCsDEm8YJjMzU/Hx8cWuf+5yjgOjAQAAgKPFxMQoOjrarqywOdu9evXSypUr7cr8/f1tX7dp08b2tbe3t3x9fXXq1ClJUlpamjp37mx3bJcuXexep6WlaeDAgXZl3bp105IlS5STk6PU1FS5urrqjjvuKDDGFStWaO3atcrIyNDly5eVlZWlkJAQuzqtW7e2m9edlpamNm3ayMPDo8DY/ionJ0fPPPOM3njjDf33v/9VVlaWLBZLmeZkR0RE6PHHH7crq1Onjt3rP9/junXrSpJOnTql4OBgpaWl6e6777ar36VLF7vEOy0tTQ888IBdnW7duuUZkn+jIfEGAAAA4BBms7lEi6N5e3urSZMmBe6vUqWK3WuTyaTc3NxSx/dXnp6ehe7fuHGjZsyYocWLF6tLly6qWrWqFi5cqC+//NKunre3d5ljWbhwoZYuXaolS5aodevW8vb21rRp05SVlVXqc1arVq3Q+yvZ32OTySRJ5XqPb1TM8QYAAABw3WvevHme+c9ffPFFnjo7d+60K9u5c6eaNWsmV1dXtW7dWrm5ufrkk0/ybWPnzp3q2rWrJk2apHbt2qlJkyY6cuRIsWL75ptv7KZd/jW2/NoaOHCgRo4cqbZt26px48Y6dOhQkW05UvPmzfP8kaG497hFixYOj68iI/EGAAAAUCFYLBadOHHCbvv111+LdezEiRN1+PBhPfroo0pPT9f69evtFk2TpOnTpys5OVlPPvmkDh06pFdeeUXLly+3zaVu1KiRxowZo3Hjxmnz5s368ccflZKSYls8rWnTptq7d68++OADHTp0SLNmzdKePXuKjG3EiBEymUyaMGGCvvvuO73//vtatKjw9YyaNm2qbdu26fPPP1daWpoefPBBnTx5slj3oiCXLl3Kc3/Pnj1b7OOnTp2qpKQkLVq0SIcPH9by5cvthplL0qOPPqrExEStXLlShw8f1nPPPadNmzYVuZhcZUfiDQAAAKBCSEpKUt26de227t27F+vYBg0a6K233tLmzZvVtm1brVq1Ss8884xdnfbt2+uNN97Qxo0b1apVK82ePVvz5s1TZGSkrc7KlSs1ePBgTZo0ScHBwZowYYIuXrwoSXrwwQd1zz336L777lPnzp115swZ2yJihfHx8dG7776rAwcOqF27dnr88cftFn3LzxNPPKH27dsrLCxMPXv2VEBAgAYNGlSse1GQl156Kc/9vbZYXXHcdttteumll7R06VK1bdtWH374oZ544gm7OoMGDdLSpUu1aNEitWzZUqtXr1ZCQoJ69uxZptivdyar1Wp1dhAou6ioqBItXGaUP8dV0hiNXFzN3c3Yv0FdzDTu2rw9XA1ry+jpPy4GftuMvLZT50v/mJWS8jYb9/6QpKoeLC1SZiZjm7NkV855fW6uxt7IzCzj7qORv9NcjLyNBr/3L2ReMawtX88qRVcqJ5nZxi5eW8Obz31AoscbAAAAAACHIvEGAAAAgOvYjh075OPjU+AG52PsBwAAAABcxzp27KjU1FRnh4FCkHgDAAAAwHXM09OzyOdzw7lIvFFhGbk4jNGLBxm54JmR/sjMNrQ9Py93w9qyyrj3SL3qHoa1ZbTcXOPW8zSZjFuJ6fdLxr33Pd2N/fy4lGXcQkw1fIz7mTbaZRl3H81VjPv9aeTPtIuhK7lJ1b0r5/vR28x//wFnYI43AAAAAAAOROINAAAAAIADkXgDAAAAAOBAJN4AAAAAADgQiTcAAAAAAA5E4g0AAACgwsvKytKzzz6rtm3bysvLSzVr1lS3bt2UkJCg7OyrT5eIjIyUyWTSxIkT8xw/efJkmUwmRUZGlrjt+fPny2Qyadq0aWW8CtyoSLwBAAAAVGhZWVkKCwvT/Pnz9cADD+jzzz/X7t27NXnyZD3//PM6ePCgrW5gYKA2btyoy5cv28oyMzO1fv16NWjQoMRt79mzR6tXr1abNm3K5VpwY+JBfnAoDw8PRUVFSZJOnTrl5GgAAABQEb344ouKjY3Vzz//LBeX//UNDhw4UDVq1FBwcLA+/fRT7d27V+3atbPtb9y4sYYMGaKsrCxbWfv27XXkyBFt2rRJERERkqRNmzapQYMGuvnmm0sU14ULFxQREaGXXnpJTz31VBmvEjcyerzhUHFxcYqPj1d8fLxq167t7HAAAABgIIvFovPnz9ttFoslT70hQ4bozJkz2r59u63st99+U1JSkiIiIrRu3TqFhobaJd3XVKlSRd7e3nZl48aNU0JCgu312rVrNXbs2BLHP3nyZPXv31+hoaElPhb4M3q84TQxMTHKzMwscP/Tzz5nYDQAAAAob3FxcZo7d65d2Zw5cxQbG2tXVr16dfXt21fr16/XnXfeKUl68803VbNmTfXq1UuHDx9Wz549i93uyJEjFRMTo2PHjkmSdu7cqY0bNyolJaXY59i4caP279+vPXv2FPsYoCAk3nCazMxMxcfHF7j/UrbVwGgAAABQ3mJiYhQdHW1XZjab860bERGhCRMm6IUXXpDZbNa6des0bNgwubi4yGot2f8La9Wqpf79+ysxMVFWq1X9+/dXzZo1i338Tz/9pEceeUTbtm2Th4dHidoG8kPiDQAAAMAhzGZzgYn2X4WHh8tqtWrr1q269dZbtWPHDlsnTbNmzfT999+XqO1x48ZpypQpkqQVK1aU6Nh9+/bp1KlTat++va0sJydHn376qZYvXy6LxSJXV9cSnRM3NhJvAAAAAE7n4eGhe+65R+vWrdMPP/ygoKAgW+I7YsQI/eMf/9BXX32VZ553dna2srKy8szz7tOnj7KysmQymRQWFlaiWO68804dOHDArmzs2LEKDg7WzJkzSbpRYiTeAAAAACqEiIgIDRgwQAcPHtTIkSNt5dOmTdPWrVt155136sknn1T37t1VtWpV7d27VwsWLNCaNWsUEhJidy5XV1elpaXZvi6JqlWrqlWrVnZl3t7eqlGjRp5yoDhIvAEAAABUCL1795a/v7/S09M1YsQIW7nZbNa2bdsUHx+v1atXa8aMGfLy8lLz5s01derUApNhX19fo0IHCkXiDQAAAKBCcHFx0S+//JLvPrPZrMcee0yPPfZYgccnJiYWev7NmzeXOraSrIgO/BXP8QYAAAAAwIFIvAEAAADcUDIyMuTj41PglpGR4ewQUckw1BwAAADADaVevXpKTU0tdD9Qnki8AQAAANxQ3Nzc1KRJE2eHgRsIiTcqrMtZOYa1ZZLJsLYk6ZLFuGtzdTHu2jyqGPtMS6ushrWVm2tYU8rMNe79YXYz9nuWlWPcjXRzMW42lbeHcffxSo5x73tJ8vXgvwrloYpr5ZzddyXXuPeju4G/zwCgvJXLb9OYmBhlZmaWx6lQSqdOnXJ2CAAAAACAfJRL4p2Zman4+PjyOBVKKSoqytkhAAAAAADyUTnHPQEAAAAAUEGQeAMAAAAA4ECsmALDeHh42A2JZ146AAAAgBsBPd4wTFxcnOLj421b7dq1nR0SAAAArhNZWVl69tln1bZtW3l5ealmzZrq1q2bEhISlJ2dLUmKjIyUyWTSxIkT8xw/efJkmUwmRUZGFqu9lStXqk2bNvL19ZWvr6+6dOmif//73+V5SbiBkHgDAAAAqNCysrIUFham+fPn64EHHtDnn3+u3bt3a/LkyXr++ed18OBBW93AwEBt3LhRly9ftpVlZmZq/fr1atCgQbHbvOmmmzR//nzt27dPe/fuVe/evTVw4EC7toDiYqg5AAAAAKd68cUXFRsbq59//lkuLv/rGxw4cKBq1Kih4OBgffrpp9q7d6/atWtn29+4cWMNGTJEWVlZtrL27dvryJEj2rRpkyIiIiRJmzZtUoMGDXTzzTcXO6bw8HC7108//bRWrlypL774Qi1btiztpeIGRY83AAAAAIewWCw6f/683WaxWPLUGzJkiM6cOaPt27fbyn777TclJSUpIiJC69atU2hoqF3SfU2VKlXk7e1tVzZu3DglJCTYXq9du1Zjx44t9XXk5ORo48aNunjxorp06VLq8+DGReKNCiEmJkZRUVF2GwAAAK5vcXFxqlatmt0WFxeXp1716tXVt29frV+/3lb25ptvqmbNmurVq5cOHz6s4ODgYrc7cuRIffbZZzp27JiOHTumnTt3auTIkSWO/8CBA/Lx8ZHZbNbEiRP19ttvq0WLFiU+D8BQc1QImZmZio+Ptys7c/GKk6IBAABAeYiJiVF0dLRdmdlszrduRESEJkyYoBdeeEFms1nr1q3TsGHD5OLiIqvVWqJ2a9Wqpf79+ysxMVFWq1X9+/dXzZo1Sxx/UFCQUlNT9fvvv+vNN9/UmDFj9Mknn5B8o8RIvAEAAAA4hNlsLjDR/qvw8HBZrVZt3bpVt956q3bs2GHrmGnWrJm+//77ErU9btw4TZkyRZK0YsWKkgX+/7m7u6tJkyaSpA4dOmjPnj1aunSpVq9eXarz4cbFUHMAAAAATufh4aF77rlH69at04YNGxQUFKT27dtLkkaMGKGPPvpIX331VZ7jsrOzdfHixTzlffr0UVZWlrKzsxUWFlYuMebm5uY7Rx0oCj3eAAAAACqEiIgIDRgwQAcPHrSbkz1t2jRt3bpVd955p5588kl1795dVatW1d69e7VgwQKtWbNGISEhdudydXVVWlqa7euSiomJUd++fdWgQQP98ccfWr9+vVJSUvTBBx+U6RpxYyLxBgAAAFAh9O7dW/7+/kpPT9eIESNs5WazWdu2bVN8fLxWr16tGTNmyMvLS82bN9fUqVPVqlWrfM/n6+tb6lhOnTql0aNH6/jx46pWrZratGmjDz74QHfddVepz4kbF4k3AAAAgArBxcVFv/zyS777zGazHnvsMT322GMFHp+YmFjo+Tdv3lzsWNasWVPsukBRmOMNAAAAAIADkXgDAAAAuKFkZGTIx8enwC0jI8PZIaKSYag5AAAAgBtKvXr1lJqaWuh+oDyReAMAAAC4obi5udmezw0YgcQbTuPh4aGoqChJV1eN/Cs3F+NmQri6mAxrS5Kyc3INa8tk4KXl5FqNa0xSTo5x7Rn7FjGusSu5xr0XJclk4LVZruQY1lYVV+M+r8xVDJ4lZuCPda6BnyEuBn/ue7qX/FFG1wN3N2YtAkBxkHjDaeLi4mxfX0vAAQAAAKCy4c+UAAAAAAA4EIk3AAAAAAAOROINAAAAAIADkXgDAAAAqJQiIyM1aNAgZ4cBkHgDAAAAcL7IyEiZTCaZTCa5u7urSZMmmjdvnq5cuVLqcy5dulSJiYnlFmOjRo20ZMmScjtfdna2Zs6cqdatW8vb21v16tXT6NGj9csvv5RbG6gYSLwBAAAAVAh9+vTR8ePHdfjwYU2fPl2xsbFauHBhic+Tk5Oj3NxcVatWTX5+fuUfaDm5dOmS9u/fr1mzZmn//v3atGmT0tPT9fe//93ZoaGckXgDAAAAqBDMZrMCAgLUsGFDPfTQQwoNDdWWLVtksVg0Y8YM1a9fX97e3urcubNSUlJsxyUmJsrPz09btmxRixYtZDablZGRkWeoeW5urp599lk1adJEZrNZDRo00NNPPy1J6t27t6ZMmWIXz+nTp+Xu7q7k5GT17NlTx44dU1RUlK1n/prPPvtMPXr0kKenpwIDAzV16lRdvHixyOutVq2atm3bpqFDhyooKEi33Xabli9frn379ikjI6NsNxMVCok3AAAAAIewWCw6f/683WaxWIp9vKenp7KysjRlyhTt2rVLGzdu1DfffKMhQ4aoT58+Onz4sK3upUuXtGDBAr388ss6ePCgateuned8MTExmj9/vmbNmqXvvvtO69evV506dSRJ999/v9avX28X32uvvab69eurd+/e2rRpk2666SbNmzdPx48f1/HjxyVJR44cUZ8+fXTvvffqm2++0euvv67PPvssTxJfXL///rtMJlOF7qlHyZF4o0Lw8PBQVFSU3QYAAIDrW1xcnKpVq2a3xcXFFXmc1WrVRx99pA8++EBt2rRRQkKC/vWvf6lHjx665ZZbNGPGDHXv3l0JCQm2Y7Kzs/XCCy+oa9euCgoKkpeXl905//jjDy1dulTPPvusxowZo1tuuUXdu3fX/fffL0m65557JEnvvPOO7ZjExETb3HN/f3+5urqqatWqCggIUEBAgO0aIyIiNG3aNDVt2lRdu3bVsmXL9OqrryozM7NE9yszM1MzZ87U8OHD5evrW6JjUbG5OTsAQFK+H8C/X851QiQAAAAoLzExMYqOjrYrM5vNBdZ/77335OPjo+zsbOXm5mrEiBEaPHiwEhMT1axZM7u6FotFNWrUsL12d3dXmzZtCjx3WlqaLBaL7rzzznz3e3h4aNSoUVq7dq2GDh2q/fv369tvv9WWLVsKvcavv/5a33zzjdatW2crs1qtys3N1Y8//qjmzZsXevw12dnZGjp0qKxWq1auXFmsY3D9IPEGAAAA4BBms7nQRPuvevXqpZUrV8rd3V316tWTm5ubXn/9dbm6umrfvn1ydXW1q+/j42P72tPT027e9V95enoW2f7999+vkJAQ/fzzz0pISFDv3r3VsGHDQo+5cOGCHnzwQU2dOjXPvgYNGhTZpvS/pPvYsWP6+OOP6e2uhEi8AQAAAFQI3t7eatKkiV1Zu3btlJOTo1OnTqlHjx6lPnfTpk3l6emp5ORk2/Dyv2rdurU6duyol156SevXr9fy5cvt9ru7uysnJ8eurH379vruu+/yxF1c15Luw4cPa/v27Xa9+Kg8mOMNAAAAoMJq1qyZIiIiNHr0aG3atEk//vijdu/erbi4OG3durXY5/Hw8NDMmTP1f//3f3r11Vd15MgRffHFF1qzZo1dvfvvv1/z58+X1WrV3XffbbevUaNG+vTTT/Xf//5Xv/76qyRp5syZ+vzzzzVlyhSlpqbq8OHDeuedd4q1uFp2drYGDx6svXv3at26dcrJydGJEyd04sQJZWVlFfvaUPGReAMAAACo0BISEjR69GhNnz5dQUFBGjRokPbs2VPsodzXzJo1S9OnT9fs2bPVvHlz3XfffTp16pRdneHDh8vNzU3Dhw+Xh4eH3b558+bp6NGjuuWWW1SrVi1JUps2bfTJJ5/o0KFD6tGjh9q1a6fZs2erXr16Rcbz3//+V1u2bNHPP/+skJAQ1a1b17Z9/vnnJbo2VGwmq9VqLetJoqKiFB8fXx7xoJQq4/fAyMXVXF0Kng/kCNk5xl1bIVOdyl1Obpk/TkrE3ZW/HZaZsW995Rq4ZuIVAxurYuB70c3V4G+asT/WhnEx+HMfuFF5XIcTW68l1nv27FH79u2dHQ4qievwRwEAAAAAyld2drbOnDmjJ554QrfddhtJN8oV3UUAAAAAbng7d+5U3bp1tWfPHq1atapczrljxw75+PgUuOHGQY83AAAAgBtez549VQ6zcO107NhRqamp5XpOXJ9IvFFhnblg3EqOZy5YDGtLkupVL/o5kuXl7EXj7mPDml6GtSVJP525bFhbRq4D4GPghDij1ze4kmPchGFvs2vRlcrJ2YvZhrX1f+99Z1hbkhTWwrjH2oxoV7JFkq4n5y4Z9x4x8qc664pxaynU8i3+s6CvN5nZOUVXKiceVYz7bMTVZ4eX9jFjqFwYag4AAAAAgAOReAMAAAAA4EAk3gAAAAAAOBCJNwAAAAAADkTiDQAAAKBC6tmzp6ZNm+bsMBymsl8f/ofEGwAAAACuAz/88IPGjh2rm266SWazWTfffLOGDx+uvXv32uqYTCaZTCZ98cUXdsdaLBbVqFFDJpNJKSkpBkcOEm8AAAAAqOD27t2rDh066NChQ1q9erW+++47vf322woODtb06dPt6gYGBiohIcGu7O2335aPj4+RIeNPSLwBAAAAON3Fixc1evRo+fj4qG7dulq8eLHd/n/+85/q2LGjqlatqoCAAI0YMUKnTp2y7U9JSZHJZNIHH3ygdu3aydPTU71799apU6f073//W82bN5evr69GjBihS5cu2Y5LSkpS9+7d5efnpxo1amjAgAE6cuSIXduff/65QkJC5OHhoY4dO2rz5s0ymUxKTU211fn222/Vt29f+fj4qE6dOho1apR+/fXXYl9fYaxWqyIjI9W0aVPt2LFD/fv31y233KKQkBDNmTNH77zzjl39MWPGaOPGjbp8+bKtbO3atRozZkyx20T5IvEGAAAA4HSPPvqoPvnkE73zzjv68MMPlZKSov3799v2Z2dn68knn9TXX3+tzZs36+jRo4qMjMxzntjYWC1fvlyff/65fvrpJw0dOlRLlizR+vXrtXXrVn344Yd6/vnnbfUvXryo6Oho7d27V8nJyXJxcdHdd9+t3NxcSdL58+cVHh6u1q1ba//+/XryySc1c+ZMuzbPnTun3r17q127dtq7d6+SkpJ08uRJDR06tNjXV5jU1FQdPHhQ06dPl4tL3hTOz8/P7nWHDh3UqFEjvfXWW5KkjIwMffrppxo1alSx2kP5c3N2AAAAAAAqJ4vFIovFYldmNptlNpvtyi5cuKA1a9botdde05133ilJeuWVV3TTTTfZ6owbN872dePGjbVs2TLdeuutunDhgt0Q6qeeekrdunWTJI0fP14xMTE6cuSIGjduLEkaPHiwtm/fbkue7733XrtY1q5dq1q1aum7775Tq1attH79eplMJr300kvy8PBQixYt9N///lcTJkywHbN8+XK1a9dOzzzzjN15AgMDdejQIdWrV6/I6yvM4cOHJUnBwcHFqn/tfq1du1YjR45UYmKi+vXrp1q1ahX7eJQvEu9KLCYmRpmZmc4Oo9Qe/kecs0MAAABAGcTFxWnu3Ll2ZXPmzFFsbKxd2ZEjR5SVlaXOnTvbyvz9/RUUFGR7vW/fPsXGxurrr7/W2bNnbT3SGRkZatGiha1emzZtbF/XqVNHXl5etqT7Wtnu3bttrw8fPqzZs2fryy+/1K+//mp33latWik9PV1t2rSRh4eH7ZhOnTrZxf/1119r+/bt+c6hPnLkiC5fvlzk9RXGarUWq96fjRw5Uo899pj+85//KDExUcuWLSvxOVB+SLwrsczMTMXHxzs7jFL7z+nr948GAAAAuNoRFB0dbVf2197u4rh48aLCwsIUFhamdevWqVatWsrIyFBYWJiysrLs6lapUsX2tclksnt9rexaci1J4eHhatiwoV566SXVq1dPubm5atWqVZ7zFubChQsKDw/XggUL8uyrW7eufvjhh2KfKz/NmjWTJH3//fdq165dsY65Nl99/PjxyszMVN++ffXHH3+UKQ6UHnO8AQAAADiE2WyWr6+v3ZZf4n3LLbeoSpUq+vLLL21lZ8+e1aFDhyRdTTjPnDmj+fPnq0ePHgoODrZbWK20zpw5o/T0dD3xxBO688471bx5c509e9auTlBQkA4cOGA3ZH7Pnj12ddq3b6+DBw+qUaNGatKkid3m7e1d5PUVJSQkRC1atNDixYvt/mhwzblz5/I9bty4cUpJSdHo0aPl6uparLbgGCTeAAAAAJzKx8dH48eP16OPPqqPP/5Y3377rSIjI20LiTVo0EDu7u56/vnn9Z///EdbtmzRk08+WeZ2q1evrho1aujFF1/UDz/8oI8//jhPD/2IESOUm5urBx54QGlpafrggw+0aNEiSVd7zyVp8uTJ+u233zR8+HDt2bNHR44c0QcffKCxY8cqJyenyOsrislkUkJCgg4dOqQePXro/fff13/+8x998803evrppzVw4MB8j+vTp49Onz6tefPmleEuoTyQeAMAAABwuoULF6pHjx4KDw9XaGiounfvrg4dOkiSatWqpcTERP3rX/9SixYtNH/+fFvyWxYuLi7auHGj9u3bp1atWikqKkoLFy60q+Pr66t3331XqampCgkJ0eOPP67Zs2dLkm3ed7169bRz507l5OTob3/7m1q3bq1p06bJz8/PllwXdn3F0alTJ+3du1dNmjTRhAkT1Lx5c/3973/XwYMHtWTJknyPMZlMqlmzptzd3Utxd1CeTNbSzNT/i6ioqOt6LnFlkN/34Hr/vhg5x/vMBUvRlcpRveqehrV19mLx5yeVVcOaXoa1JUk/nblcdKVy4upiMqwtHw/jlt8w8rok6UpOmX/lFJu32bghdecvXzGsrf977zvD2pKksBY1DGtrRLsGhrVltHOXsg1ry8if6qwreYe8Okot3//H3n2HRXG9bwO/l7aUpSiioFJUiogNBY0lgoqCGiMGxa4IRo0dsWEDNYpiAY0tiQKaaCzRGL62xBJMggUbaAJiC8FEDEkUFYSlLO8fvswvIyiLwoB6f65rros5c+Y8Z2Z3gWdnzpmKjwt+XeQVFEkWS1db2tuNJfyTJqkdO3Zg9OjRePjwIfT0pPu/jl5fb+hHgYiIiIiIqHJs374djRs3RoMGDZCUlITZs2fD19eXSTepjYk3ERERERHRC9y7dw8LFy7EvXv3YGFhgYEDB2Lp0qWV1v5PP/2EXr16PXd7dnZ2pcWi6sHEm4iIiIiI6AVmzZqFWbNmVVn7Li4uSExMrLL2qfox8SYiIiIiIqpGenp6sLW1re5uUBVi4k01lkJXusk/TPQVksUCgGJIN8GUQi7dx/zhE+kmmAKA2grpZujMzZdu4hsp5zvLk/C4AEBXR7rPtZSTFcm1pHtIyGe+rSSLJbWfbvwjWSwX61qSxQKArBzpJlczlfB3o56En+l/s6WbLBSQdpI6Kc/j4zxp/1brKphuEAF8nBgRERERERFRlWLiTURERERERFSFmHgTERERERERVSEm3kRERERERERViIk3ERERERERAHd3d0ybNk3t+nFxcZDJZMjKyqqyPqnDxsYGkZGR1doHejEm3kREREREVCOcOXMGmpqa6NOnj1r1Q0ND0bp160qLv3//fixZsqTS2vuvkiS9rOXevXtVEpNqDs7vT0RERERENcLWrVsxefJkbN26FXfv3kX9+vXLrFdcXIyiosp7bGR+fj50dHRQu3btSmvzeVJTU2FkZCQqq1u3bpXHperFK95ERERERFTtsrOzsXv3bnz00Ufo06cPYmJihG0lV4uPHDmCtm3bQi6X48svv8SiRYuQlJQkXDku2ScrKwtjxoyBmZkZjIyM0K1bNyQlJQntlVwp37JlCxo1agRdXV0ApW81/+KLL+Di4gJDQ0OYm5tj6NChyMzMfKXjrFu3LszNzUWLhsbTtMzPzw/e3t5YtWoVLCwsYGpqiokTJ6KgoEDYPzMzE3379oWenh4aNWqEHTt2lIqRnp6Ofv36QaFQwMjICL6+vvjrr79eqd/0aph4ExERERFRtduzZw+aNm0KBwcHDB8+HFFRUSguLhbVmTNnDpYvX46UlBT06NEDQUFBcHJyQkZGBjIyMjBo0CAAwMCBA5GZmYkjR47g4sWLaNOmDbp374779+8Lbd28eRP79u3D/v37kZiYWGafCgoKsGTJEiQlJeHAgQNIS0uDn59fVZ0CAMAPP/yAW7du4YcffsC2bdsQExMj+hLCz88Pd+7cwQ8//ICvv/4aGzduFH0ZoFKp0K9fP9y/fx+nTp3CsWPHcPv2beHcUPXgreZERERERFQllEollEqlqEwul0Mul5equ3XrVgwfPhwA4OXlhYcPH+LUqVNwd3cX6ixevBg9evQQ1hUKBbS0tGBubi6U/fzzz0hISEBmZqYQZ9WqVThw4AC+/vprjB07FsDT28u3b98OMzOz5/bf399f+Llx48ZYt24dXF1dkZ2dDYVCUYEz8X8aNmwoWre2tsavv/4qrNeqVQvr16+HpqYmmjZtij59+uDEiRP48MMPcf36dRw5cgQJCQlwdXUF8PS8OTo6CvufOHECV69exW+//QZLS0sAwPbt2+Hk5ITz588L+5G0mHiTZIKDg5GXl6d+/cXhVdgbIiIiIqpqYWFhWLRokagsJCQEoaGhorLU1FQkJCTgm2++AQBoaWlh0KBB2Lp1qyjxdnFxKTdmUlISsrOzYWpqKirPzc3FrVu3hHVra+sXJt0AcPHiRYSGhiIpKQkPHjyASqUC8PRW7mbNmpXbl7L89NNPMDQ0FNa1tbVF252cnKCpqSmsW1hY4OrVqwCAlJQUaGlpoW3btsL2pk2bwsTERFhPSUmBpaWlkHQDQLNmzWBiYoKUlBQm3tWEiTdJJi8vDxEREWrXz3xcUH4lIiIiIqqxgoODMX36dFHZ8652FxYWiiZTKy4uhlwux/r164UyAwODcmNmZ2fDwsICcXFxpbb9N0Etr62cnBx4enrC09MTO3bsgJmZGdLT0+Hp6Yn8/Pxy+/E8jRo1EvXjWc8m4jKZTEj46fXFxJuIiIiIiKrE824r/6/CwkJs374dq1evRs+ePUXbvL298dVXX6Fp06Zl7qujo1NqdvM2bdrg3r170NLSgo2NzUv3/dq1a/j333+xfPly4erxhQsXXrq9ytC0aVMUFhbi4sWLwpXr1NRU0XPEHR0dcefOHdy5c0fod3JyMrKysl76Kj29Ok6uRkRERERE1ebgwYN48OABAgIC0Lx5c9Hi4+ODrVu3PndfGxsb/Pbbb0hMTMQ///wDpVIJDw8PdOjQAd7e3vj++++RlpaG06dPY968eRVKnK2srKCjo4NPPvkEt2/fRmxsbKU84zszMxP37t0TLf+dtfxFHBwc4OXlhXHjxuHcuXO4ePEixowZAz09PaGOh4cHWrRogWHDhuHSpUtISEjAyJEj4ebmptat+lQ1mHgTEREREVG12bp1Kzw8PGBsbFxqm4+PDy5cuIArV66Uua+Pjw+8vLzQtWtXmJmZ4auvvoJMJsPhw4fRpUsXjB49Gvb29hg8eDB+//131KtXT+1+mZmZISYmBnv37kWzZs2wfPlyrFq16qWPs4SDgwMsLCxEy8WLF9XePzo6GvXr14ebmxs++OADjB07VvQccJlMhm+//Ra1atVCly5d4OHhgcaNG2P37t2v3Hd6ebLiZ+fofwmBgYEVGrtLla+s16CmvS4V7Y+UY7y1NKT9DqoYr/yxU9vj3ELJYmlpSnsetTRlksXKzS8qv1Il0dWW7jwqC6QdM6aro1l+pUpSCX/e1CaDdO9FPQnPodQS0u6XX6mSuFjXkiwWAPz1UFl+pUpiqtCRLJZMurc+lIXS/r6S8NAk/VwXqqT73QgAZgqObCUCeMWbiIiIiIiIqEox8SYiIiIiInpFvXr1gkKhKHNZtmxZdXePqhnv/SAiIiIiInpFW7ZsQW5ubpnbateuLXFvqKZh4k1ERERERPSKGjRoUN1doBqMiTe9kuDgYOTl5alVNzMzs0JtFxZJN/mHpoa0E41IOZmbjpZ0saSesKVIwnl29CWc+EbKyYp0taWdqKtAwsmRpDy2vALpJt/TVkk55ZO051FTwjd/dp50E08CQKGEv7Ae5Uk3OamRrrZksW5n5kgWCwCs6+hLFuuJhBN4PsjJlywWAJgpFJLGI6qpmHjTK8nLy1N7pvLAwMAq7g0REREREVHNw8nViIiIiIiIiKoQE28iIiIiIiKiKsTEm4iIiIiIiKgKMfEmIiIiIiJ6DcXFxUEmkyErK6u6u0LlYOJNRERERETVpm/fvvDy8ipz208//QSZTIYrV65I3KvK5efnB5lMVmp53nHTm4ezmhMRERERUbUJCAiAj48P/vjjDzRs2FC0LTo6Gi4uLmjZsmU19a7yeHl5ITo6WlQml8urqTckNV7xJiIiIiKiavPee+/BzMwMMTExovLs7Gzs3bsXAQEB+Pnnn/Huu+9CT08PlpaWmDJlCnJy/u/Z7jY2Nli2bBn8/f1haGgIKysrfPbZZ6L2rl69im7dukFPTw+mpqYYO3YssrOzhe3u7u6YNm2aaB9vb2/4+fkJ6xs3boSdnR10dXVRr149DBgwQO3jlMvlMDc3Fy21atUStstkMmzZsgX9+/eHvr4+7OzsEBsbK2rj8OHDsLe3h56eHrp27Yq0tLRScfbt2wcnJyfI5XLY2Nhg9erVaveRqg4TbyIiIiIiqhJKpRKPHj0SLUqlUlRHS0sLI0eORExMDIqLi4XyvXv3oqioCB06dICXlxd8fHxw5coV7N69Gz///DMmTZokamf16tVwcXHB5cuXMWHCBHz00UdITU0FAOTk5MDT0xO1atXC+fPnsXfvXhw/frxUGy9y4cIFTJkyBYsXL0ZqaiqOHj2KLl26vMLZKW3RokXw9fXFlStX0Lt3bwwbNgz3798HANy5cwcffPAB+vbti8TERIwZMwZz5swR7X/x4kX4+vpi8ODBuHr1KkJDQ7FgwYJSX2qQ9HirOUlGV1cXgYGBatefGbKiCntDRERERFUtLCwMixYtEpWFhIQgNDRUVObv74+VK1fi1KlTcHd3B/D0NnMfHx988sknGDZsmHA12s7ODuvWrYObmxs2bdoEXV1dAEDv3r0xYcIEAMDs2bMRERGBH374AQ4ODti5cyfy8vKwfft2GBgYAADWr1+Pvn37YsWKFahXr165x5Keng4DAwO89957MDQ0hLW1NZydndU+FwcPHoRCoRCVzZ07F3PnzhXW/fz8MGTIEADAsmXLsG7dOiQkJMDLywubNm1CkyZNhCvYDg4OuHr1Klas+L//mdesWYPu3btjwYIFAAB7e3skJydj5cqVoiv3JD0m3iSZsLCwCtW/m5VfRT0hIiIiIikEBwdj+vTporKyxjU3bdoUHTt2RFRUFNzd3XHz5k389NNPWLx4MWbOnIkrV65gx44dQv3i4mKoVCr89ttvcHR0BADROHCZTAZzc3NkZmYCAFJSUtCqVSsh6QaATp06QaVSITU1Va3Eu0ePHrC2tkbjxo3h5eUFLy8v4bZwdXTt2hWbNm0SldWuXVu0/t9jMDAwgJGRkegY2rdvL6rfoUMH0XpKSgr69esnKuvUqRMiIyNRVFQETU1NtfpKlY+JNxERERERVQm5XK72BGIBAQGYPHkyNmzYgOjoaDRp0gRubm7Izs7GuHHjMGXKlFL7WFlZCT9ra2uLtslkMqhUKrX7qqGhIbrVHQAKCgqEnw0NDXHp0iXExcXh+++/x8KFCxEaGorz58/DxMSk3PYNDAxga2v7wjqvegxUc3GMNxERERERVTtfX19oaGhg586d2L59O/z9/SGTydCmTRskJyfD1ta21KKjo6NW246OjkhKShJNyBYfHw8NDQ04ODgAAMzMzJCRkSFsLyoqwi+//CJqR0tLCx4eHggPD8eVK1eQlpaGkydPVsLRq3cMCQkJorKzZ8+WqhMfHy8qi4+Ph729Pa92VzMm3kREREREVO0UCgUGDRqE4OBgZGRkCGOSZ8+ejdOnT2PSpElITEzEjRs38O2331ZoYrRhw4ZBV1cXo0aNwi+//IIffvgBkydPxogRI4TbzLt164ZDhw7h0KFDuHbtGj766CNkZWUJbRw8eBDr1q1DYmIifv/9d2zfvh0qlUpI3MujVCpx79490fLPP/+ofQzjx4/HjRs3MHPmTKSmpmLnzp2lJk0LCgrCiRMnsGTJEly/fh3btm3D+vXrMWPGDLXjUNVg4k1ERERERDVCQEAAHjx4AE9PT9SvXx/A03HPp06dwvXr1/Huu+/C2dkZCxcuFLarQ19fH9999x3u378PV1dXDBgwAN27d8f69euFOv7+/hg1ahRGjhwJNzc3NG7cGF27dhW2m5iYYP/+/ejWrRscHR2xefNmfPXVV3ByclKrD0ePHoWFhYVo6dy5s9rHYGVlhX379uHAgQNo1aoVNm/ejGXLlonqtGnTBnv27MGuXbvQvHlzLFy4EIsXL+bEajWArPjZgQwvITAwEBEREZXRH3pJZb0GUrwuVRlDysnV5NrSfgelpSFdvBxloWSxClWv/OukQjQ1ZJLF0pIwlky6UJB62FhBkXQBdbWlu6Uur6BIslj6cmlvFZTyPJ67fV+yWHZ1FeVXqkQPnxSUX6mS6En4HjHS1S6/UiW5lvFYslgAYF1HvQmzKoOUf88e5Eg7eW3zBtJ+1ohqKl7xJiIiIiIiIqpCTLyJiIiIiIheUnp6OhQKxXOX9PT06u4i1QB8nBgREREREdFLql+/PhITE1+4nYiJNxERERER0UvS0tIq9/ncREy83xC6uroIDAwUlWVmZlZTbyqHlBP6SDjXGQDgcZ50E57JtaQ7OJ03+DeKslC6ScHuZ0s38Y2UnzMAUEo4CZlKT7JQKJRwljrtQml/Yf365wPJYjWrbyRZLJXEk0Fa1NKVNJ5U8gqke+/XUaj3vObK8ihXugnxTCU8NjNDuWSxiOj/vMH/Jr9dwsLCSpU9m4gTERERERGR9Jh4v2WCg4ORl5dXae297lfViYiIiIiIqhoT77dMXl5epT53m1fViYiIiIiIXoyPEyMiIiIiIiKqQky8iYiIiIioxnJ3d8e0adOEdRsbG0RGRlZbf4heBhNvIiIiIiKqdn5+fpDJZKWW8PBwLFmypEJtffbZZ3B3d4eRkRFkMhmysrIqtP+pU6fQrVs31K5dG/r6+rCzs8OoUaOQn/9/Tx4pLi7GZ599hvbt20OhUMDExAQuLi6IjIzEkydPRO398ccf0NHRQfPmzcuM99/jNTIygqurK7799tsy64aFhUFTUxMrV64stS0uLq7Mc3jv3r0KHT9VPibeRERERERUI3h5eSEjI0O0tG3bFoaGhhVq58mTJ/Dy8sLcuXMr3Ifk5GR4eXnBxcUFP/74I65evYpPPvkEOjo6KCr6v8dijhgxAtOmTUO/fv3www8/IDExEQsWLMC3336L77//XtRmTEwMfH198ejRI5w7d67MuNHR0cjIyMCFCxfQqVMnDBgwAFevXi1VLyoqCrNmzUJUVNRzjyE1NVV0DuvWrVvh80CVi5OrERERERFRjSCXy2Fubi4qc3d3R+vWrUW3lz9+/BhDhgxBbGwsTExMMHfuXEycOFHYXnJrelxcXIX78P3338Pc3Bzh4eFCWZMmTeDl5SWs79mzBzt27MCBAwfQr18/odzGxgbvv/8+Hj16JJQVFxcjOjoaGzduRMOGDbF161a0b9++VFwTExOYm5vD3NwcS5Yswdq1a/HDDz+gRYsWQp1Tp04hNzcXixcvxvbt23H69Gl07NixVFt169aFiYlJhY+dqg6veBMRERERUZVQKpV49OiRaFEqla/c7sqVK9GqVStcvnwZc+bMwdSpU3Hs2LFK6DFgbm6OjIwM/Pjjj8+ts2PHDjg4OIiS7hIymQzGxsbC+g8//IAnT57Aw8MDw4cPx65du5CTk/PctgsLC7F161YAgI6Ojmjb1q1bMWTIEGhra2PIkCFCvWe1bt0aFhYW6NGjB+Lj4194vCQNXvGmSlWZzwlf8PGqSmmHiIiIiKpHWFgYFi1aJCoLCQlBaGhomfUPHjwIhUIhrPfq1avMep06dcKcOXMAAPb29oiPj0dERAR69Ojxyn0eOHAgvvvuO7i5ucHc3BzvvPMOunfvjpEjR8LIyAgAcOPGDTg4OKjV3tatWzF48GBoamqiefPmaNy4Mfbu3Qs/Pz9RvSFDhkBTUxO5ublQqVSwsbGBr6+vsP3Ro0f4+uuvcebMGQDA8OHD8e6772Lt2rXCObOwsMDmzZvh4uICpVKJLVu2wN3dHefOnUObNm1e+dzQy2PiTZWqMp8Tfj+nqPxKRERERFRjBQcHY/r06aIyuVz+3Ppdu3bFpk2bhHUDAwMMGTKkVL0OHTqUWq+smc41NTURHR2Njz/+GCdPnsS5c+ewbNkyrFixAgkJCbCwsEBxcbFabWVlZWH//v34+eefhbLhw4dj69atpRLviIgIeHh44Pbt2wgMDMS6detQu3ZtYftXX32FJk2aoFWrVgCeXtW2trbG7t27ERAQAABwcHAQfSHQsWNH3Lp1CxEREfjiiy9e9pRQJWDiTUREREREVUIul78w0X6WgYEBbG1tq7BH6mvQoAFGjBiBESNGYMmSJbC3t8fmzZuxaNEi2Nvb49q1a+W2sXPnTuTl5YnGdBcXF0OlUuH69euwt7cXys3NzWFrawtbW1tER0ejd+/eSE5OFiZG27p1K3799Vdoaf1fCqdSqRAVFSUk3mVp166dKPGn6sEx3kRERERE9Fo5e/ZsqXVHR8cqi1erVi1YWFgIY7OHDh2K69evl/nIr+LiYjx8+BDA02Q5KCgIiYmJwpKUlIR33333hbOSt2vXDm3btsXSpUsBAFevXsWFCxcQFxcnaisuLg5nzpx54ZcAiYmJsLCweJXDp0rAK95ERERERPRaiY+PR3h4OLy9vXHs2DHs3bsXhw4dErbfu3cP9+7dw82bNwE8TVwNDQ1hZWUlun27LJ9++ikSExPRv39/NGnSBHl5edi+fTt+/fVXfPLJJwAAX19ffPPNNxgyZAjmz5+Pnj17wszMDFevXkVERAQmT54MGxsbXLp0CTt27EDTpk1FMYYMGYLFixfj448/Fl3B/q9p06ahf//+mDVrFrZu3Yp27dqhS5cupeq5urpi69atWLlyJSIjI9GoUSM4OTkhLy8PW7ZswcmTJ0s93oykxyveRERERET0WgkKCsKFCxfg7OyMjz/+GGvWrIGnp6ewffPmzXB2dsaHH34IAOjSpQucnZ0RGxtbbtvt2rVDdnY2xo8fDycnJ7i5ueHs2bM4cOAA3NzcADyduXznzp1Ys2aNUN6yZUuEhoaiX79+8PT0xNatW9GsWbNSSTcA9O/fH5mZmTh8+PBz++Hl5YVGjRph6dKl+PLLL+Hj41NmPR8fH2zfvh0FBQXIz89HUFAQWrRoATc3NyQlJeH48ePo3r17ucdNVUtWrO7MAC8QGBhYaRNqUeUp63Wp7Nfq2fYqs30pJ1fTkPgrqOw86Y5NriXdwclkkoWSnLJQJVms+9n5ksXS1daULBYAKAuke+8b6mlLFqtQJd37w0BH2pvVrv/1WLJY9uaGksVSqV75358KkWu/mdc68gqke+8/elIgWSwAKHr1f5HVZqrQKb9SJdGQ+I91PSPpfhcT1WRv5l8BIiIiIiIiohqCiTcREREREb01li1bBoVCUebyvOeGE70qTq5GRERERERvjfHjx8PX17fMbXp6ehL3ht4WTLyJiIiIiOitUbt27XJnNieqbEy8qcbKL5JuwpbCfGkn2QGki3c/R7qJukz0pZ1ARcpXTcqJmKScZKdQ4gmmpJyETEPC+YOMdKV772tpSjsxUitLE8li5SgLJYtVW8LPGQBkSTgxmJ6EkyZK+NaHopa0VyKlnBAvX8IJPJUSTohHRP+HY7yJiIiIiIiIqhATbyIiIiIiIqIqxMSbiIiIiIiIqAox8SYiIiIiIiKqQpxcjV6Jrq4uAgMDhfXMzMxq7A0RERER0f/x8/NDVlYWDhw4UN1dobccr3jTKwkLC0NERISw1K1bt7q7RERERESvIT8/P8hkMshkMujo6MDW1haLFy9GYeHLP/Fg7dq1iImJqbQ+2tjYIDIystLaA4D9+/ejZ8+eMDU1hUwmQ2JiYqW2TzUDE28iIiIiIqoRvLy8kJGRgRs3biAoKAihoaFYuXJlhdspKiqCSqWCsbExTExMKr+jlSgnJwedO3fGihUrqrsrVIWYeBMRERERUY0gl8thbm4Oa2trfPTRR/Dw8EBsbCyUSiVmzJiBBg0awMDAAO3bt0dcXJywX0xMDExMTBAbG4tmzZpBLpcjPT0dfn5+8Pb2FuqpVCqEh4fD1tYWcrkcVlZWWLp0KQCgW7dumDRpkqg/f//9N3R0dHDixAm4u7vj999/R2BgoHBlvsTPP/+Md999F3p6erC0tMSUKVOQk5Oj1jGPGDECCxcuhIeHx8ufOKrxmHgTEREREVGVUCqVePTokWhRKpVq76+np4f8/HxMmjQJZ86cwa5du3DlyhUMHDgQXl5euHHjhlD3yZMnWLFiBbZs2YJff/21zCGQwcHBWL58ORYsWIDk5GTs3LkT9erVAwCMGTMGO3fuFPXvyy+/RIMGDdCtWzfs378fDRs2xOLFi5GRkYGMjAwAwK1bt+Dl5QUfHx9cuXIFu3fvxs8//1wqiae3GydXI0kFBwcjLy9PrbqzF4VXcW+IiIiIqCqFhYVh0aJForKQkBCEhoa+cL/i4mKcOHEC3333HYYMGYLo6Gikp6ejfv36AIAZM2bg6NGjiI6OxrJlywAABQUF2LhxI1q1alVmm48fP8batWuxfv16jBo1CgDQpEkTdO7cGQDwwQcfYNKkSfj222/h6+sL4OmV9JKx57Vr14ampiYMDQ1hbm4uOsZhw4Zh2rRpAAA7OzusW7cObm5u2LRpE3R1dSt20uiNxMSbJJWXl4eIiAi16t57VFDFvSEiIiKiqhQcHIzp06eLyuRy+XPrHzx4EAqFAgUFBVCpVBg6dCgGDBiAmJgY2Nvbi+oqlUqYmpoK6zo6OmjZsuVz205JSYFSqUT37t3L3K6rq4sRI0YgKioKvr6+uHTpEn755RfExsa+8BiTkpJw5coV7NixQygrLi6GSqXCb7/9BkdHxxfuT28HJt5ERERERFQl5HL5CxPtZ3Xt2hWbNm2Cjo4O6tevDy0tLezevRuampq4ePEiNDU1RfUVCoXws56enmjc9bP09PTKjT9mzBi0bt0af/zxB6Kjo9GtWzdYW1u/cJ/s7GyMGzcOU6ZMKbXNysqq3Jj0dmDiTURERERENYKBgQFsbW1FZc7OzigqKkJmZibefffdl27bzs4Oenp6OHHiBMaMGVNmnRYtWsDFxQWff/45du7cifXr14u26+jooKioSFTWpk0bJCcnl+o30X9xcjUiIiIiIqqx7O3tMWzYMIwcORL79+/Hb7/9hoSEBISFheHQoUNqt6Orq4vZs2dj1qxZ2L59O27duoWzZ89i69atonpjxozB8uXLUVxcjP79+4u22djY4Mcff8Sff/6Jf/75BwAwe/ZsnD59GpMmTUJiYiJu3LiBb7/9Vu3J1e7fv4/ExEQkJycDAFJTU5GYmIh79+6pfWxU8zHxJiIiIiKiGi06OhojR45EUFAQHBwc4O3tjfPnz1f4Vu4FCxYgKCgICxcuhKOjIwYNGoTMzExRnSFDhkBLSwtDhgwpNTHa4sWLkZaWhiZNmsDMzAwA0LJlS5w6dQrXr1/Hu+++C2dnZyxcuFCYCK48sbGxcHZ2Rp8+fQAAgwcPhrOzMzZv3lyhY6OaTVZcXFz8qo0EBgaqPWEWSaes16WqX6vy2q9IfCknVysseuWPQQVJFy9HWVR+pUpioq8tWSxAyrMIFBSqJIulqfH88WmVrVAl7Xs/R1koWSyFXLrRVLramuVXqiRamtK9PwBA4wXjJSublO+P2godyWIBQNYT6f6m6Un4fixUSfe7UUtD2utFcm3p4uVL+DdGWSBdLAAwM3z9RraWJNbnz59HmzZtqrs79IZ4/T4JRERERERElaygoAD//vsv5s+fj3feeYdJN1Uq3mpORERERERvvfj4eFhYWOD8+fOVdpv3Tz/9BIVC8dyF3h684k1ERERERG89d3d3VMIoXBEXFxckJiZWapv0emLiTUREREREVAX09PT4mDECwMSbKpmuri4CAwOfu/3ZWSNfRF9HuslhVJX87WZ58iSc2KSukXQfcwnnYAIg7XnU1pRuZI6UE55J/JKhjqFcsljKAukmFiyS8HeIXOIJpv5+pJQsloaEEwtKPcGUhIcGZaF07/0CCScnrWUg3f8FAJAn4e8QKScx1NHiSFOi6sDEmypVWFjYC7e/KCknIiIiIiJ6E/ErLyIiIiIiIqIqxMSbiIiIiIiIqAox8SYiIiIiIiKqQky8iYiIiIioxnJ3d8e0adOEdRsbG0RGRlZbf4heBhNvIiIiIiKqdn5+fpDJZKWW8PBwLFmy5KXaLC4uRq9evSCTyXDgwIEK7btv3z64u7vD2NgYCoUCLVu2xOLFi3H//n2hTm5uLkJCQmBvbw+5XI46depg4MCB+PXXX0VthYaGonXr1s+NtX//fvTs2ROmpqaQyWRlPvvb3d291LkZP358me15enpCU1MT58+fL7Xtxx9/RN++fVG/fv2XOi/0cph4ExERERFRjeDl5YWMjAzR0rZtWxgaGr5Ue5GRkZC9xOPa5s2bh0GDBsHV1RVHjhzBL7/8gtWrVyMpKQlffPEFAECpVMLDwwNRUVH4+OOPcf36dRw+fBiFhYVo3749zp49q3a8nJwcdO7cGStWrHhhvQ8//FB0bsLDw0vVSU9Px+nTpzFp0iRERUWVGatVq1bYsGGD2v2jV8fHiRERERERUY0gl8thbm4uKnN3d0fr1q1Ft5c/fvwYQ4YMQWxsLExMTDB37lxMnDhRtF9iYiJWr16NCxcuwMLCQu0+JCQkYNmyZYiMjMTUqVOFchsbG/To0QNZWVkAnib1Z86cweXLl9GqVSsAgLW1Nfbt24f27dsjICAAv/zyi1qJ/4gRIwAAaWlpL6ynr69f6vw8Kzo6Gu+99x4++ugjvPPOO1izZg309PSE7b169UKvXr3K7RNVLl7xfoPp6uoiMDBQtGRmZlZ3t4iIiIjoLaFUKvHo0SPRolQqX7ndlStXolWrVrh8+TLmzJmDqVOn4tixY8L2J0+eYOjQodiwYUO5ieqzduzYAYVCgQkTJpS53cTEBACwc+dO9OjRQ0i6S2hoaCAwMBDJyclISkqq2IGp0bc6deqgefPmCA4OxpMnT0Tbi4uLER0djeHDh6Np06awtbXF119/Xal9oJfDK95vsLCwsFJlgYGB1dCT/1PyZYA6FoWtruLeEBEREVFVCgsLw6JFi0RlISEhCA0NLbP+wYMHoVAohPXnXZnt1KkT5syZAwCwt7dHfHw8IiIi0KNHDwBP/+ft2LEj+vXrV+E+37hxA40bN4a2tvYL612/fh1du3Ytc5ujo6NQ50Vjuyti6NChsLa2Rv369XHlyhXMnj0bqamp2L9/v1Dn+PHjePLkCTw9PQEAw4cPx9atW4Ur6lR9mHiTpMr6MuB5HuWpqrAnRERERFTVgoODMX36dFGZXC5/bv2uXbti06ZNwrqBgQGGDBlSql6HDh1KrZfcih4bG4uTJ0/i8uXLL9Xn4uLiKqn7qsaOHSv83KJFC1hYWKB79+64desWmjRpAgCIiorCoEGDoKX1NM0bMmQIZs6cKapD1YO3mhMRERERUZWQy+UwMjISLS9KvA0MDGBrayssFRmbXeLkyZO4desWTExMoKWlJSShPj4+cHd3L3d/e3t73L59GwUFBeXWS0lJKXNbSbm9vX3FOl8B7du3BwDcvHkTAHD//n1888032Lhxo3DcDRo0QGFhYZmTrJG0mHgTEREREdFr5dkZw8+ePSvc3j1nzhxcuXIFiYmJwgIAERERiI6OLrftoUOHIjs7Gxs3bixze8nkaoMHD8bx48dLjeNWqVSIiIhAs2bNSo3/rkwlx1Xy5cSOHTvQsGFDJCUliY599erViImJQVFRUZX1hcrHW82JiIiIiOi1Eh8fj/DwcHh7e+PYsWPYu3cvDh06BAAwNzcvc0I1KysrNGrUqNy227dvj1mzZiEoKAh//vkn+vfvj/r16+PmzZvYvHkzOnfujKlTpyIwMBDffvst+vbti9WrV6N9+/b466+/sGzZMqSkpOD48eOiGc1zc3NLPZ/b0NAQTZo0wf3795Geno67d+8CAFJTU0XHcuvWLezcuRO9e/eGqakprly5gsDAQHTp0gUtW7YEAGzduhUDBgxA8+bNRTEsLS0RHByMo0ePok+fPsjOzhaukgPAb7/9hsTERNSuXRtWVlZqnH16GUy8iYiIiIjotRIUFIQLFy5g0aJFMDIywpo1a4QJxSrDihUr0LZtW2zYsAGbN2+GSqVCkyZNMGDAAIwaNQrA00mDT548iWXLlmHu3Ln4/fffYWhoiK5du+Ls2bOlEuDr16/D2dlZVNa9e3ccP34csbGxGD16tFA+ePBgAP83EZ2Ojg6OHz+OyMhI5OTkwNLSEj4+Ppg/fz4A4OLFi0hKSsLnn39e6liMjY3RvXt3bN26FX369MGFCxdEk8KVjMEfNWoUYmJiXv3kUZlkxZUwI0BgYCAiIiIqoz9UxV6n10rKydVUEk6MAQB5BdIdm1xLuhElajymslJJeR4h4VukUCVdMCknhQEAXR1NyWIpC6S7pU5LU7rPmb6E5xAA/n706o/9UZeGhnS/RGob6EgWCwCUhW/mLZ4FRdL9Dqll8OIZpitbfqF0f2M0JPwDKvGvfRjrcWQrEcAx3kRERERERERViok3ERERERG9NcaPHw+FQlHmMn78+OruHr2hOMabiIiIiIjeGosXL8aMGTPK3GZkZCRxb+htwcSbaiwdCccmSz3eScpjk5IM0g7ylmtJO9ZVKkUSjvHWlHBMLSDtsSnkb+afOKnH5devpSdZLCnH1K7+8ZZksQBgbDvpZgr+5e4jyWIpVdKNXe/hUE+yWACgLeHcDVLOkfL3o3zpggEw1nv+M7urS926dVG3bt3q7ga9Zd7M//6JiIiIiIiIaggm3kRERERERERViIk3ERERERERURVi4k1ERERERERUhZh4ExERERHRG8vGxgaRkZHCukwmw4EDB4T1a9eu4Z133oGuri5at24tef/o7fBmTvlKRERERERUhoyMDNSqVUtYDwkJgYGBAVJTU6FQKKqxZ/QmY+JNRERERESvnfz8fOjo6FR4P3Nzc9H6rVu30KdPH1hbW1dW14hK4a3mRERERERU7dzd3TFp0iRMmjQJxsbGqFOnDhYsWIDi4mIAT28ZX7JkCUaOHAkjIyOMHTsWALBv3z44OTlBLpfDxsYGq1evfmGc/95qLpPJcPHiRSxevBgymQyhoaFVeYj0FmPiTURERERENcK2bdugpaWFhIQErF27FmvWrMGWLVuE7atWrUKrVq1w+fJlLFiwABcvXoSvry8GDx6Mq1evIjQ0FAsWLEBMTIxa8TIyMuDk5ISgoCBkZGRgxowZVXRk9LbjreZERERERFQllEollEqlqEwul0Mul5dZ39LSEhEREZDJZHBwcMDVq1cRERGBDz/8EADQrVs3BAUFCfWHDRuG7t27Y8GCBQAAe3t7JCcnY+XKlfDz8yu3f+bm5tDS0oJCoSh1CzpRZWLiTaUEBwcjLy+vuruBsJUR1d0FIiIiInoFYWFhWLRokagsJCTkubd0v/POO5DJZMJ6hw4dsHr1ahQVFQEAXFxcRPVTUlLQr18/UVmnTp0QGRmJoqIiaGpqVsJREL06Jt5USl5eHiIiqj/pzSus7h4QERER0asIDg7G9OnTRWXPu9qtDgMDg1ftElG1YOJNRERERERV4kW3lZfl3LlzovWzZ8/Czs7uuVeuHR0dER8fLyqLj4+Hvb09r3ZTjcLJ1YiIiIiIqEZIT0/H9OnTkZqaiq+++gqffPIJpk6d+tz6QUFBOHHiBJYsWYLr169j27ZtWL9+PSdJoxqHV7yJiIiIiKhGGDlyJHJzc9GuXTtoampi6tSpwmPDytKmTRvs2bMHCxcuxJIlS2BhYYHFixerNbEakZSYeBMRERERUY2gra2NyMhIbNq0qdS2tLS0Mvfx8fGBj4/Pc9t8dr+S54KXSExMrGg3iSqMt5oTERERERERVSEm3kRERERERERViLeaExERERFRtYuLi6vuLhBVGV7xJiIiIiIiIqpCvOJNNdYz815UbSxIGAyADDLJYkl5bDLpDguAtO8RKWlIeB6lfu9rSnhw+YUqyWJpa0l3XCqJ3/fFKunOo1xbuusBvs0tJIsFACb6OpLFatnAWLJYUr5mRRK/+fMKpHvvp//7RLJYeQVFksUCAGtT9Z/hTfQm4xVvIiIiIiIioirExJuIiIiIiIioCjHxJiIiIiIiIqpCTLyJiIiIiIiIqhATbyIiIiIiordIXFwcZDIZsrKyqrsrbw0m3kREREREVO3+/vtvfPTRR7CysoJcLoe5uTk8PT0RHx8PALCxsYFMJoNMJoOBgQHatGmDvXv3CvuHhoYK27W0tGBjY4PAwEBkZ2cLdaZMmYK2bdtCLpejdevWFepfSbJaq1Yt5OXlibadP39eiE1UFibeRERERERU7Xx8fHD58mVs27YN169fR2xsLNzd3fHvv/8KdRYvXoyMjAxcvnwZrq6uGDRoEE6fPi1sd3JyQkZGBtLS0rBixQp89tlnCAoKEsXx9/fHoEGDXrqfhoaG+Oabb0RlW7duhZWV1Uu3qa6CgoIqj0FVg4k3ERERERFVq6ysLPz0009YsWIFunbtCmtra7Rr1w7BwcF4//33hXqGhoYwNzeHvb09NmzYAD09Pfzvf/8TtmtpacHc3BwNGzbEoEGDMGzYMMTGxgrb161bh4kTJ6Jx48Yv3ddRo0YhKipKWM/NzcWuXbswatQoUb1///0XQ4YMQYMGDaCvr48WLVrgq6++EtVRqVQIDw+Hra0t5HI5rKyssHTpUgBAWloaZDIZdu/eDTc3N+jq6mLHjh1QqVRYvHgxGjZsKFy5P3r0qNBmyX67du1Cx44doauri+bNm+PUqVOljuXixYtwcXGBvr4+OnbsiNTUVGHbrVu30K9fP9SrVw8KhQKurq44fvy4aP+MjAz06dMHenp6aNSoEXbu3AkbGxtERkYKdbKysjBmzBiYmZnByMgI3bp1Q1JSkrA9KSkJXbt2haGhIYyMjNC2bVtcuHChAq/I64GJNxERERERVSuFQgGFQoEDBw5AqVSqtY+Wlha0tbWRn5//3Dp6enov3P4yRowYgZ9++gnp6ekAgH379sHGxgZt2rQR1cvLy0Pbtm1x6NAh/PLLLxg7dixGjBiBhIQEoU5wcDCWL1+OBQsWIDk5GTt37kS9evVE7cyZMwdTp05FSkoKPD09sXbtWqxevRqrVq3ClStX4Onpiffffx83btwQ7Tdz5kwEBQXh8uXL6NChA/r27Su6ewAA5s2bh9WrV+PChQvQ0tKCv7+/sC07Oxu9e/fGiRMncPnyZXh5eaFv377CcQPAyJEjcffuXcTFxWHfvn347LPPkJmZKYoxcOBAZGZm4siRI7h48SLatGmD7t274/79+wCAYcOGoWHDhjh//jwuXryIOXPmQFtbu6IvS43HxJuIiIiIiKqEUqnEo0ePREtZibWWlhZiYmKwbds2mJiYoFOnTpg7dy6uXLlSZrv5+fkICwvDw4cP0a1btzLrXLx4ETt37nzu9pdVt25d9OrVCzExMQCAqKgoUcJaokGDBpgxYwZat26Nxo0bY/LkyfDy8sKePXsAAI8fP8batWsRHh6OUaNGoUmTJujcuTPGjBkjamfatGn44IMP0KhRI1hYWGDVqlWYPXs2Bg8eDAcHB6xYsQKtW7cWXWUGgEmTJsHHxweOjo7YtGkTjI2NsXXrVlGdpUuXws3NDc2aNcOcOXNw+vRpYfx6q1atMG7cODRv3hx2dnZYsmQJmjRpItxBcO3aNRw/fhyff/452rdvjzZt2mDLli3Izc0V2v/555+RkJCAvXv3wsXFBXZ2dli1ahVMTEzw9ddfAwDS09Ph4eGBpk2bws7ODgMHDkSrVq1e/gWqobSquwP0dgoODi41KcWzloVHSNQbIiIiIqoKYWFhWLRokagsJCQEoaGhper6+PigT58++Omnn3D27FkcOXIE4eHh2LJlC/z8/AAAs2fPxvz585GXlweFQoHly5ejT58+QhtXr16FQqFAUVER8vPz0adPH6xfv77Sj8vf3x9Tp07F8OHDcebMGezduxc//fSTqE5RURGWLVuGPXv24M8//0R+fj6USiX09fUBACkpKVAqlejevfsLY7m4uAg/P3r0CHfv3kWnTp1EdTp16iS6fRsAOnToIPyspaUFFxcXpKSkiOq0bNlS+NnCwgIAkJmZCSsrK2RnZyM0NBSHDh1CRkYGCgsLkZubK1zxTk1NhZaWluhKv62tLWrVqiWsJyUlITs7G6ampqK4ubm5uHXrFgBg+vTpGDNmDL744gt4eHhg4MCBaNKkyQvPyeuIiTdVi7y8PEREvDixzuXcEURERESvteDgYEyfPl1UJpfLn1tfV1cXPXr0QI8ePbBgwQKMGTMGISEhQuI9c+ZM+Pn5QaFQoF69eqVmEXdwcEBsbCy0tLRQv3596OjoVPoxAUCvXr0wduxYBAQEoG/fvqUSSwBYuXIl1q5di8jISLRo0QIGBgaYNm2acOu7np6eWrEMDAwqte//9d9bukvOpUqlAgDMmDEDx44dw6pVq2Braws9PT0MGDCgQrfuZ2dnw8LCAnFxcaW2mZiYAHg6G/3QoUNx6NAhHDlyBCEhIdi1axf69+//8gdWA/FWcyIiIiIiqhJyuRxGRkai5UWJ97OaNWuGnJwcYb1OnTqwtbWFubl5mY/u0tHRga2tLWxsbKos6QaeXkEeOXIk4uLiyrzNHADi4+PRr18/DB8+HK1atULjxo1x/fp1YbudnR309PRw4sQJteMaGRmhfv36wiPW/hurWbNmorKzZ88KPxcWFuLixYtwdHRUO1Z8fDz8/PzQv39/tGjRAubm5khLSxO2Ozg4oLCwEJcvXxbKbt68iQcPHgjrbdq0wb1796ClpQVbW1vRUqdOHaGevb09AgMD8f333+ODDz5AdHS02v18XfCKNxERERERVat///0XAwcOhL+/P1q2bAlDQ0NcuHAB4eHh6NevX6XFuXnzJrKzs3Hv3j3k5uYiMTERwNMEv6KJ+pIlSzBz5swyr3YDTxPrr7/+GqdPn0atWrWwZs0a/PXXX0KCrKuri9mzZ2PWrFnQ0dFBp06d8Pfff+PXX39FQEDAc+POnDkTISEhaNKkCVq3bo3o6GgkJiZix44donobNmyAnZ0dHB0dERERgQcPHjz3S4Ln9X///v3o27cvZDIZFixYIFwNB4CmTZvCw8MDY8eOxaZNm6CtrY2goCDo6ekJX4p4eHigQ4cO8Pb2Rnh4OOzt7XH37l0cOnQI/fv3h5OTE2bOnIkBAwagUaNG+OOPP3D+/Hn4+Pio3c/XBRNvIiIiIiKqVgqFAu3bt0dERARu3bqFgoICWFpa4sMPP8TcuXMrLc6YMWNEj9VydnYGAPz222+wsbGpUFs6Ojqiq7bPmj9/Pm7fvg1PT0/o6+tj7Nix8Pb2xsOHD4U6CxYsgJaWFhYuXIi7d+/CwsIC48ePf2HcKVOm4OHDhwgKCkJmZiaaNWuG2NhY2NnZieotX74cy5cvR2JiImxtbREbG/vC/j5rzZo18Pf3R8eOHVGnTh3Mnj0bjx49EtXZvn07AgIC0KVLF5ibmyMsLAy//vordHV1ATy9ff3w4cOYN28eRo8ejb///hvm5ubo0qUL6tWrB01NTfz7778YOXIk/vrrL9SpUwcffPBBqXkB3gSy4uLi4ldtJDAwsNzxulQzqPNaSfF6qhNDyjHexXjlj0GFyFD61qiqIuWxaZRxy1dVevXfXjVTJfxaVp+0L5mk7/38QlX5lSqJtpZ0x6WS7rAASPt+1NaSbgTczb+yJYsFADZ1qm6M5rMeSfgHVK4t3WumoyntCMm8Auk+bOn/PpEsVl5BkWSxAKCTXa3yK1GlSktLQ6NGjXD58mW0bt1a0th//PEHLC0tcfz48XInjXvb8Ir3W0ZXVxeBgYEvrPPss/eIiIiIiIiedfLkSWRnZ6NFixbIyMjArFmzYGNjgy5dulR312ocJt5vmbCwsHLrlJeYExERERG9aXr16lXqkWAl5s6dW6m3vL8pCgoKMHfuXNy+fRuGhobo2LEjduzYIZotnZ5i4k1ERERERG+9LVu2IDc3t8xttWvXlrg3L8/GxkayYUKenp7w9PSUJNbrjok3ERERERG99Ro0aFDdXaA3GBNvqjLBwcHIy8src5s648ilnNBHQ+PNnRRMyomYZNLOewOVlO8RKSeOk3jCMylJeRq1NaULJuWkcRoaUk8GKfEHWyL1TfSquwtVRspJ6jQl/PuplHDCRAB4ki/dJGR/5ZT9/1JVsDLRlywWEf0fJt5UZfLy8p47cznHkRMRERER0dvizfwam4iIiIiIiKiGYOJNREREREREVIWYeBMRERERERFVISbeREREREREVCY/Pz94e3tXdzdee0y8iYiIiIioRrh37x4mT56Mxo0bQy6Xw9LSEn379sWJEyeEOpcvX8bAgQNRr1496Orqws7ODh9++CGuX78OAEhLS4NMJkNiYmKZMTIyMjB06FDY29tDQ0MD06ZNK7NeZGQkHBwcoKenB0tLSwQGBj73iT3P8vPzg0wmw/jx40ttmzhxImQyGfz8/NRqi94MTLyJiIiIiKjapaWloW3btjh58iRWrlyJq1ev4ujRo+jatSsmTpwIADh48CDeeecdKJVK7NixAykpKfjyyy9hbGyMBQsWqBVHqVTCzMwM8+fPR6tWrcqss3PnTsyZMwchISFISUnB1q1bsXv3bsydO1ft47G0tMSuXbuQm5srlOXl5WHnzp2wsrJSu52XkZ+fX6XtU8Ux8SYiIiIiomo3YcIEyGQyJCQkwMfHB/b29nBycsL06dNx9uxZPHnyBKNHj0bv3r0RGxsLDw8PNGrUCO3bt8eqVavw6aefqhXHxsYGa9euxciRI2FsbFxmndOnT6NTp04YOnQobGxs0LNnTwwZMgQJCQlqH0+bNm1gaWmJ/fv3C2X79++HlZUVnJ2dRXWPHj2Kzp07w8TEBKampnjvvfdw69YtUZ0//vgDQ4YMQe3atWFgYAAXFxecO3cOABAaGorWrVtjy5YtaNSoEXR1dQEA6enp6NevHxQKBYyMjODr64u//vpLaLNkv08//RSWlpbQ19eHr68vHj58WOp4Vq1aBQsLC5iammLixIkoKCgQtn3xxRdwcXGBoaEhzM3NMXToUGRmZor2j42NhZ2dHXR1ddG1a1ds27YNMpkMWVlZQp2ff/4Z7777rnCXwZQpU5CTkyNs37hxo9BGvXr1MGDAAHVfjmrHxJuIiIiIiKqEUqnEo0ePRItSqSxV7/79+zh69CgmTpwIAwODUttNTEzw3Xff4Z9//sGsWbPKjGViYlJp/e7YsSMuXrwoJNq3b9/G4cOH0bt37wq14+/vj+joaGE9KioKo0ePLlUvJycH06dPx4ULF3DixAloaGigf//+UKlUAIDs7Gy4ubnhzz//RGxsLJKSkjBr1ixhOwDcvHkT+/btw/79+5GYmAiVSoV+/frh/v37OHXqFI4dO4bbt29j0KBBotg3b97Enj178L///Q9Hjx7F5cuXMWHCBFGdH374Abdu3cIPP/yAbdu2ISYmBjExMcL2goICLFmyBElJSThw4ADS0tJEt9L/9ttvGDBgALy9vZGUlIRx48Zh3rx5ohi3bt2Cl5cXfHx8cOXKFezevRs///wzJk2aBAC4cOECpkyZgsWLFyM1NRVHjx5Fly5dKvR6VCet6u4AvZ10dXURGBj4wjpLV6yRqDdEREREVBXCwsKwaNEiUVlISAhCQ0NFZTdv3kRxcTGaNm363LZu3LgBAC+sU1mGDh2Kf/75B507d0ZxcTEKCwsxfvz4Ct1qDgDDhw9HcHAwfv/9dwBAfHw8du3ahbi4OFE9Hx8f0XpUVBTMzMyQnJyM5s2bY+fOnfj7779x/vx51K5dGwBga2sr2ic/Px/bt2+HmZkZAODYsWO4evUqfvvtN1haWgIAtm/fDicnJ5w/fx6urq4Ant7+vn37djRo0AAA8Mknn6BPnz5YvXo1zM3NAQC1atXC+vXroampiaZNm6JPnz44ceIEPvzwQwBPv2Ao0bhxY6xbtw6urq7Izs6GQqHAp59+CgcHB6xcuRIA4ODggF9++QVLly4V9gsLC8OwYcOEMfd2dnZYt24d3NzcsGnTJqSnp8PAwADvvfceDA0NYW1tXerOgZqMiTdVi7CwsHLrPMkvlqAnRERERFRVgoODMX36dFGZXC4vVa+4uPz/+9SpU1ni4uKwbNkybNy4Ee3bt8fNmzcxdepULFmyRO2x5ABgZmaGPn36ICYmBsXFxejTpw/q1KlTqt6NGzewcOFCnDt3Dv/8849wJTs9PR3NmzdHYmIinJ2dhaS7LNbW1kLSDQApKSmwtLQUkm4AaNasGUxMTJCSkiIk3lZWVkLSDQAdOnSASqVCamqqkHg7OTlBU1NTqGNhYYGrV68K6xcvXkRoaCiSkpLw4MEDUf+bNWuG1NRUIV6Jdu3aidaTkpJw5coV7NixQygrLi6GSqXCb7/9hh49esDa2hqNGzeGl5cXvLy80L9/f+jr6z/3nNQkTLyJiIiIiKhKyOXyMhPtZ9nZ2UEmk+HatWvPrWNvbw8AuHbtGjp06FBpfSzLggULMGLECIwZMwYA0KJFC+Tk5GDs2LGYN28eNDTUH7Hr7+8v3C69YcOGMuv07dsX1tbW+Pzzz1G/fn2oVCo0b95cmCRNT0+v3Dhl3aJfWbS1tUXrMplMSK5zcnLg6ekJT09P7NixA2ZmZkhPT4enp2eFJnnLzs7GuHHjMGXKlFLbrKysoKOjg0uXLiEuLg7ff/89Fi5ciNDQUJw/f75ShxlUFY7xJiIiIiKialW7dm14enpiw4YNosm0SmRlZaFnz56oU6cOwsPDy2zjv5N0vaonT56USq5LrvhW9Mq7l5cX8vPzUVBQAE9Pz1Lb//33X6SmpmL+/Pno3r07HB0d8eDBA1Gdli1bIjExEffv31c7rqOjI+7cuYM7d+4IZcnJycjKykKzZs2EsvT0dNy9e1dYP3v2LDQ0NODg4KBWnGvXruHff//F8uXL8e6776Jp06alJlZzcHDAhQsXRGXnz58Xrbdp0wbJycmwtbUttejo6AAAtLS04OHhgfDwcFy5cgVpaWk4efKkeiekmjHxJiIiIiKiardhwwYUFRWhXbt22LdvH27cuIGUlBSsW7cOHTp0gIGBAbZs2YJDhw7h/fffx/Hjx5GWloYLFy5g1qxZpZ6ZnZqaisTERNFSMhN3yXp2djb+/vtvJCYmIjk5Wdi3b9++2LRpE3bt2oXffvsNx44dw4IFC9C3b1/RLdfq0NTUREpKCpKTk8vct1atWjA1NcVnn32Gmzdv4uTJk6Vuzx8yZAjMzc3h7e2N+Ph43L59G/v27cOZM2eeG9fDwwMtWrTAsGHDcOnSJSQkJGDkyJFwc3ODi4uLUE9XVxejRo1CUlISfvrpJ0yZMgW+vr7CbeblKbka/cknn+D27duIjY3FkiVLRHXGjRuHa9euYfbs2bh+/Tr27NkjTM4mk8kAALNnz8bp06cxadIkJCYm4saNG/j222+FuwUOHjyIdevWITExEb///ju2b98OlUql9hcE1Y2JNxERERERVbvGjRvj0qVL6Nq1K4KCgtC8eXP06NEDJ06cwKZNmwAA/fr1w+nTp6GtrY2hQ4eiadOmGDJkCB4+fIiPP/5Y1N7gwYPh7OwsWkoepVWyfvHiRezcuRPOzs6iGcvnz5+PoKAgzJ8/H82aNUNAQAA8PT3VfmTZs4yMjGBkZFTmNg0NDezatQsXL15E8+bNERgYKExCVkJHRwfff/896tati969e6NFixZYvnz5C78EkMlk+Pbbb1GrVi106dIFHh4eaNy4MXbv3i2qZ2triw8++AC9e/dGz5490bJlS2zcuFHtYzMzM0NMTAz27t2LZs2aYfny5Vi1apWoTqNGjfD1119j//79aNmyJTZt2iTMal4yFKFly5Y4deoUrl+/jnfffRfOzs5YuHAh6tevD+DprPX79+9Ht27d4OjoiM2bN+Orr76Ck5OT2n2tTrLiSpilIDAwEBEREZXRH6oBKuv1fNV2pJxcTUNDJlksAJBwbhAUqaQLpinxeVRJeCI1ZNIdWzHe3IkFpTyPKgnf+7I3+P0hg3THJuFpxBNlkXTBAOhoSXetI7dAumPT1pTuRSsskva9nyPhe+TXe6WfmVxVrEyknYiqeQOFpPGoYkJDQ3HgwAEkJiZKHnvp0qXYvHmz6Fb4NxknVyMiIiIiIqIqtXHjRri6usLU1BTx8fFYuXKlcBv524CJNxERERERkZpKHpH1PMnJybCyspKwR6+HGzdu4OOPP8b9+/dhZWWFoKAgBAcHV3e3JMPEm4iIiIiISE3169d/4a3ZJWOSXwehoaEIDQ2VJFZERMRbPTyZiTcREREREZGatLS0YGtrW93doNcME2+qsQoknERF6g+ClJM+5eRLNzmMQi7tmcx6ki9ZLCM9bcli3c+R7riMJTwuQNrJ1R7nFUgWS8r3R36hSrJYgLSTGEp5HqWeDFJDwufIKCWcXO1BtnSx6hrLJYsFVPxZza/CTF+6Y6ujkPY8EtFTfJwYERERERERURXiFW8qRVdXF4GBga/cTmZmZiX0hoiIiIiI6PXGxJtKCQsLq5R2KiN5JyIiIiIiet3xVnMiIiIiIiKiKsTEm4iIiIiIiGocGxsbREZGVnc3KgUTbyIiIiIiqnZ+fn7w9vYGACiVSjg5OWHs2LGl6s2aNQuNGjXCokWLUKtWLeTl5ZWq8+TJExgZGWHdunUAniZwMpms1LJ8+fJy+5WWllbmvsOHDxfV27ZtG1xdXaGvrw9DQ0O4ubnh4MGDojpxcXGQyWTIysoqM1ZoaKjQvqamJiwtLTF27Fjcv3+/3H6WKDnWXbt2ldrm5OQEmUyGmJgYtdujysHEm4iIiIiIahS5XI7t27cjJiYG3333nVB+9uxZREREICYmBh999BFycnKwf//+Uvt//fXXyM/PFyXHixcvRkZGhmiZPHmy2n06fvy4aN8NGzYI22bMmIFx48Zh0KBBuHLlChISEtC5c2f069cP69evr9CxOzk5ISMjA+np6YiOjsbRo0fx0UcfVagNS0tLREdHi8rOnj2Le/fuwcDAoEJtVVR+vnSPRX2dMPEmIiIiIqIap23btpg3bx4CAgKQlZWFvLw8jB49GpMnT4abmxvq1q2Lvn37IioqqtS+UVFR8Pb2Ru3atYUyQ0NDmJubi5aKJKGmpqaifY2NjQE8TWhXr16NlStXYsaMGbC1tYWjoyOWLl2KadOmYfr06bhz547acbS0tGBubo4GDRrAw8MDAwcOxLFjx9TeHwCGDRuGU6dOieJGRUVh2LBh0NISz6+9Zs0atGjRAgYGBrC0tMSECROQnZ0tqhMfHw93d3fo6+ujVq1a8PT0xIMHDwAA7u7umDRpEqZNm4Y6derA09MTAHDq1Cm0a9cOcrkcFhYWmDNnDgoLC4U2S/abNGkSjI2NUadOHSxYsADFxcWi2E+ePIG/vz8MDQ1hZWWFzz77TLR99uzZsLe3h76+Pho3bowFCxagoKBAVOfjjz9G3bp1YWhoiDFjxmDOnDlo3bq1qM6WLVvg6OgIXV1dNG3aFBs3bhS25efnY9KkSbCwsICuri6sra0rPCE1E28iIiIiIqoSSqUSjx49Ei1KpVLt/efNmwdzc3NMmTIF8+fPh0wmw7Jly4TtAQEBOHnyJH7//Xeh7Pbt2/jxxx8REBBQqcfyPF999RUUCgXGjRtXaltQUBAKCgqwb9++l2o7LS0N3333HXR0dCq0X7169eDp6Ylt27YBeJq87t69G/7+/qXqamhoYN26dfj111+xbds2nDx5ErNmzRK2JyYmonv37mjWrBnOnDmDn3/+GX379kVRUZFQZ9u2bdDR0UF8fDw2b96MP//8E71794arqyuSkpKwadMmbN26FR9//LEo9rZt26ClpYWEhASsXbsWa9aswZYtW0R1Vq9eDRcXF1y+fBkTJkzARx99hNTUVGG7oaEhYmJikJycjLVr1+Lzzz9HRESEsH3Hjh1YunQpVqxYgYsXL8LKygqbNm0SxdixYwcWLlyIpUuXIiUlBcuWLcOCBQuE87du3TrExsZiz549SE1NxY4dO2BjY1Oh14SPEyNJBQcHlzkOpyyhy1ZXcW+IiIiIqCqFhYVh0aJForKQkBCEhoaqtb+Wlha2b9+Otm3bQqVSIT4+Hrq6usJ2T09P1K9fH9HR0UKbMTExsLS0RPfu3UVtzZ49G/PnzxeVHTlyBO+++65afenYsSM0NP7vuuVPP/0EZ2dnXL9+HU2aNCkzOa5fvz6MjIxw/fp1tWIAwNWrV6FQKFBUVCT837xmzRq19y/h7++PoKAgzJs3D19//TWaNGlS6iovAEybNk342cbGBh9//DHGjx8vXPENDw+Hi4uL6Aqwk5OTqA07OzuEh4cL6/PmzYOlpSXWr18PmUyGpk2b4u7du5g9ezYWLlwonEdLS0tERERAJpPBwcEBV69eRUREBD788EOhrd69e2PChAkAnr6GERER+OGHH+Dg4AAAotfUxsYGM2bMwK5du4QvDz755BMEBARg9OjRAICFCxfi+++/F13VDwkJwerVq/HBBx8AABo1aoTk5GR8+umnGDVqFNLT02FnZ4fOnTtDJpPB2tpazVfh/zDxJknl5eWJvoF6kYe5qiruDRERERFVpeDgYEyfPl1UJpfLK9RGs2bN4OPjg6ysLLi4uIi2aWpqYtSoUYiJiUFISAiKi4uxbds2jB49WpQkA8DMmTPh5+cnKmvQoIHa/di9ezccHR2FdUtLS+HnZ2+PfhUODg6IjY1FXl4evvzySyQmJlZoLHqJPn36YNy4cfjxxx8RFRVV5tVu4OnY9bCwMFy7dg2PHj1CYWEh8vLy8OTJE+jr6yMxMREDBw58Yay2bduK1lNSUtChQwfIZDKhrFOnTsjOzsYff/wBKysrAMA777wjqtOhQwesXr0aRUVF0NTUBAC0bNlS2C6TyWBubo7MzEyhbPfu3Vi3bh1u3bqF7OxsFBYWwsjISNiempoqJO4l2rVrh5MnTwIAcnJycOvWLQQEBIgS/sLCQmE4gZ+fH3r06AEHBwd4eXnhvffeQ8+ePV94Tp7FW82JiIiIiKhKyOVyGBkZiZaKJt7A0yvfz45NLuHv74/09HScPHkSJ06cwJ07d4Srm/9Vp04d2NraihY9PT21+2BpaSnat+Q47O3tcfv27TInFbt79y4ePXoEe3t7tePo6OjA1tYWzZs3x/Lly6GpqVnqrgF1aGlpYcSIEQgJCcG5c+cwbNiwUnXS0tLw3nvvoWXLlti3bx8uXrwoTBpXcjzqnKOqnLBNW1tbtC6TyaBSPb1Ad+bMGQwbNgy9e/fGwYMHcfnyZcybN69CE7yVXPn+/PPPkZiYKCy//PILzp49CwBo06YNfvvtNyxZsgS5ubnw9fXFgAEDKnQcTLyJiIiIiOi11aRJE7i5uSEqKgrR0dHw8PB4qVuBX9bgwYORnZ2NTz/9tNS2VatWQVtbGz4+Pi/d/vz587Fq1SrcvXu3wvv6+/vj1KlT6NevH2rVqlVq+8WLF6FSqbB69Wq88847sLe3LxWnZcuWOHHiRIXiOjo64syZM6I7AeLj42FoaIiGDRsKZefOnRPtd/bsWdjZ2QlXu8tz+vRpWFtbY968eXBxcYGdnZ1ovD/w9A6C8+fPi8r+u16vXj3Ur18ft2/fLvXFTKNGjYR6RkZGGDRoED7//HPs3r0b+/btq9Bj3nirORERERER1QgPHz5EYmKiqMzU1LTc/f57m/DznlH9+PFj3Lt3T1Smr68vui35ZXTo0AFTp07FzJkzkZ+fD29vbxQUFODLL7/E2rVrERkZKbotHXg6jtvQ0FBYl8lkaNWq1XPbb9myJZYtW1bhR5M5Ojrin3/+gb6+fpnbbW1tUVBQgE8++QR9+/YVJkf7r+DgYLRo0QITJkzA+PHjoaOjgx9++AEDBw5EnTp1ymx3woQJiIyMxOTJkzFp0iSkpqYiJCQE06dPFw0BSE9Px/Tp0zFu3DhcunQJn3zyCVavVn+eJzs7O6Snp2PXrl1wdXXFoUOH8M0334jqTJ48GR9++CFcXFzQsWNH7N69G1euXEHjxo2FOosWLcKUKVNgbGwMLy8vKJVKXLhwAQ8ePMD06dOxZs0aWFhYwNnZGRoaGti7dy/Mzc1hYmKidl95xZuIiIiIiGqEuLg4ODs7ixZ1brP28fGBXC6Hvr4+vL29y6yzcOFCWFhYiJb/zt79KiIjI7Fx40Z89dVXaN68OVxcXPDjjz/iwIEDZY7P7tKli+gYnx0j/azAwEBs2bKlQo8lK2Fqavrc28VbtWqFNWvWYMWKFWjevDl27NhR6jFZ9vb2+P7775GUlIR27dqhQ4cO+Pbbb5976z/wdOz84cOHkZCQgFatWmH8+PEICAgoNbndyJEjkZubi3bt2mHixImYOnUqxo4dq/axvf/++wgMDMSkSZPQunVrnD59GgsWLBDVGTZsGIKDgzFjxgzhlnE/Pz/RJH1jxozBli1bEB0djRYtWsDNzQ0xMTHCFW9DQ0NhkjlXV1ekpaXh8OHDpeYReBFZcSXMBBAYGKj2hFn09ijrfVGR94qUk6tpacrKr1SJVKrKm4CjPDn5ReVXqiQKubQ30WQ9UX/8zqsy0tMuv1IluZ8j3XEZS3hcAKAhk+6z9jivoPxKlUTK90d+obQTT6oqccKg8kh5HpUF0p5HbS3p3vv3s6X7HfJEKd3fmLrGFR8X/CqycqT7HfL3Y/Ufr/WqLGuXfeWzqpgbS/t3hl4f7u7uaN26NSIjIyWP3aNHD5ibm+OLL76QLCZvNSciIiIiIqI30pMnT7B582Z4enpCU1MTX331FY4fP45jx45J2g/eak5ERERERG+t8ePHQ6FQlLmMHz++ursnsmPHjuf29dlna9NTMpkMhw8fRpcuXdC2bVv873//w759++Dh4SFpP3jFm4iIiIiI3lqLFy/GjBkzytz2qhOvVbb3338f7du3L3Pbs4/dquni4uIkiaOnp4fjx49LEutFmHgTEREREdFbq27duqhbt251d0MthoaGotnQ6fXBxJtqLB0t6UZCVMIcgxWioSHdJDv6Ouo9B7EyFEPa82isL903u5oSTgpmIuFx6Wi+uSOO9HXezD9xcgl/NwJAQZG0n2up/PUwT9J4Uk4M9kTCSTXl2tL9jdGW+PeVroTHptCV7vdVboF074+nXq+rsERV5c39j4uIiIiIiIioBmDiTURERERERFSFmHgTERERERERVSEm3kRERERERERV6M2ceYZqBF1dXQQGBorKMjMzq6k3RERERERUU8lkMnzzzTfw9vau7q5UCV7xpioTFhaGiIgI0fK6PKqBiIiIiKTl5+cnJF1KpRJOTk4YO3ZsqXqzZs1Co0aNsGjRItSqVQt5eaWfUvDkyRMYGRlh3bp1AAAbGxvIZLJSy/Lly8vtV1pammgfU1NT9OzZE5cvXxbquLu7Y9q0acJ6XFxcmfH+u8TFxSEmJkZY19DQQMOGDTF69Gi1L1aV7Hv27FlRuVKphKmpqRCHqh8TbyIiIiIiqlHkcjm2b9+OmJgYfPfdd0L52bNnERERgZiYGHz00UfIycnB/v37S+3/9ddfIz8/H8OHDxfKFi9ejIyMDNEyefJktft0/PhxZGRk4LvvvkN2djZ69eqFrKysMut27NhRFMfX1xdeXl6iso4dOwIAjIyMkJGRgT/++AOff/45jhw5ghEjRqjdL0tLS0RHR4vKvvnmGygUCrXbeFn5+flVHuNNwcSbiIiIiIhqnLZt22LevHkICAhAVlYW8vLyMHr0aEyePBlubm6oW7cu+vbti6ioqFL7RkVFwdvbG7Vr1xbKDA0NYW5uLloMDAzU7o+pqSnMzc3h4uKCVatW4a+//sK5c+fKrKujoyOKo6enB7lcLirT0dEB8PSqtbm5OerXr49evXphypQpOH78OHJzc9Xq16hRo7Br1y5R/aioKIwaNapU3dmzZ8Pe3h76+vpo3LgxFixYgIKCAlGd//3vf3B1dYWuri7q1KmD/v37C9tsbGywZMkSjBw5EkZGRsIdCfv27YOTkxPkcjlsbGywevVqUZsl+w0ZMgQGBgZo0KABNmzYUKp///zzD/r37w99fX3Y2dkhNjZW2FZUVISAgAA0atQIenp6cHBwwNq1a0X7FxYWYsqUKTAxMYGpqSlmz56NUaNGiW5fV6lUCAsLE9pp1aoVvv76a2H7gwcPMGzYMJiZmUFPTw92dnalvth4GUy8iYiIiIioSiiVSjx69Ei0KJVKtfefN28ezM3NMWXKFMyfPx8ymQzLli0TtgcEBODkyZP4/fffhbLbt2/jxx9/REBAQKUey3/p6ekBqJorvnp6elCpVCgsLFSrftu2bWFjY4N9+/YBANLT0/Hjjz+WedXc0NAQMTExSE5Oxtq1a/H5558jIiJC2H7o0CH0798fvXv3xuXLl3HixAm0a9dO1MaqVavQqlUrXL58GQsWLMDFixfh6+uLwYMH4+rVqwgNDcWCBQsQExMj2m/lypXCfnPmzMHUqVNx7NgxUZ1FixbB19cXV65cQe/evTFs2DDcv38fwNOEuWHDhti7dy+Sk5OxcOFCzJ07F3v27BH2X7FiBXbs2IHo6GjEx8fj0aNHOHDggChGWFgYtm/fjs2bN+PXX39FYGAghg8fjlOnTgEAFixYgOTkZBw5cgQpKSnYtGkT6tSpo9Zr8SKcXI2qTXBwcJljckosC4947jYiIiIiqvnCwsKwaNEiUVlISAhCQ0PV2l9LSwvbt29H27ZtoVKpEB8fD11dXWG7p6cn6tevj+joaKHNmJgYWFpaonv37qK2Zs+ejfnz54vKjhw5gnfffbdCx5SVlYUlS5ZAoVCUSkpf1Y0bN7B582a4uLjA0NBQ7f38/f0RFRWF4cOHIyYmBr1794aZmVmpev89fhsbG8yYMQO7du3CrFmzAABLly7F4MGDRa9Zq1atRG1069YNQUFBwvqwYcPQvXt3LFiwAABgb2+P5ORkrFy5En5+fkK9Tp06Yc6cOUKd+Ph4REREoEePHkIdPz8/DBkyBACwbNkyrFu3DgkJCfDy8oK2traoX40aNcKZM2ewZ88e+Pr6AgA++eQTBAcHC1fp169fj8OHDwv7KJVKLFu2DMePH0eHDh0AAI0bN8bPP/+MTz/9FG5ubkhPT4ezszNcXFyE81QZmHhTtcnLyxN9w/as3ILnbiIiIiKi10BwcDCmT58uKpPL5RVqo1mzZvDx8UFWVpaQDJXQ1NTEqFGjEBMTg5CQEBQXF2Pbtm0YPXo0NDTEN/fOnDlTlAgCQIMGDdTuR8eOHaGhoYGcnBw0btwYu3fvRr169Sp0LGV5+PAhFAoFVCoV8vLy0LlzZ2zZsqVCbQwfPhxz5szB7du3ERMTI0wq96zdu3dj3bp1uHXrFrKzs1FYWAgjIyNhe2JiIj788MMXxnr2NUhJSUG/fv1EZZ06dUJkZCSKioqgqakJAEKiW6JDhw6IjIwUlbVs2VL42cDAAEZGRqKJ5jZs2ICoqCikp6cjNzcX+fn5aN26NYCn5/Gvv/4SfRmiqakpfGkDADdv3sSTJ09EyT7w9M4FZ2dnAMBHH30EHx8fXLp0CT179oS3t7cwHv9VMPEmIiIiIqIqIZfLK5xol0VLSwtaWmWnLv7+/ggLC8PJkyehUqlw584djB49ulS9OnXqwNbW9qX7sHv3bjRr1gympqYwMTF56XaeZWhoiEuXLkFDQwMWFhbCbewVYWpqivfeew8BAQHIy8tDr1698PjxY1GdM2fOYNiwYVi0aBE8PT1hbGyMXbt2icZjqxO7IuPiK0pbW1u0LpPJhKR5165dmDFjBlavXo0OHTrA0NAQK1eufO44+7JkZ2cDeHpL/bNfupS8T3v16oXff/8dhw8fxrFjx9C9e3dMnDgRq1atepVDY+JNRERERESvryZNmsDNzQ1RUVEoLi6Gh4cHrK2tKz2OpaUlmjRpUuntamhovNIXAiX8/f3Ru3dvzJ49W7jK/F+nT5+GtbU15s2bJ5T9d2w88PSK84kTJ8r84uJ5HB0dER8fLyqLj4+Hvb29qB/PPvLs7NmzcHR0VDtOfHw8OnbsiAkTJghlt27dEn42NjZGvXr1cP78eXTp0gXA0wnZLl26JFwVb9asGeRyOdLT0+Hm5vbcWGZmZhg1ahRGjRqFd999FzNnzmTiTUREREREb4aHDx8iMTFRVGZqalrufgEBAcIt0s9O6lXi8ePHuHfvnqhMX19fdKv1q/j7779L9d3CwqJSbkdXh5eXF/7+++/nHo+dnR3S09Oxa9cuuLq64tChQ/jmm29EdUJCQtC9e3c0adIEgwcPRmFhIQ4fPozZs2c/N25QUBBcXV2xZMkSDBo0CGfOnMH69euxceNGUb34+HiEh4fD29sbx44dw969e3Ho0CG1j8/Ozg7bt2/Hd999h0aNGuGLL77A+fPn0ahRI6HO5MmTERYWBltbWzRt2hSffPIJHjx4AJlMBuDp3QUzZsxAYGAgVCoVOnfujIcPHyI+Ph5GRkYYNWoUFi5ciLZt28LJyQlKpRIHDx6s0BcEz8NZzYmIiIiIqEaIi4uDs7OzaHl2cray+Pj4QC6XQ19fX/ToqP9auHAhLCwsREvJpGKVYefOnaX6/vnnn1da++WRyWSoU6eO8JiyZ73//vsIDAzEpEmT0Lp1a5w+fVqYEK2Eu7s79u7di9jYWLRu3RrdunVDQkLCC+O2adMGe/bswa5du9C8eXMsXLgQixcvLjWePigoCBcuXICzszM+/vhjrFmzBp6enmof37hx4/DBBx9g0KBBaN++Pf7991/R1W/g6QR6Q4YMwciRI9GhQwcoFAp4enqKJuRbsmQJFixYgLCwMDg6OsLLywuHDh0SEngdHR0EBwejZcuW6NKlCzQ1NbFr1y61+/k8suLi4uJXbSQwMPCFk2QRlfjve6W8942Uk6tVwsegYvEkjFWkki7a//8y8Y2kKeHB5RepJIulo/nmfv+aVyDdedTSlO79IfXHrKBIut8h+vLSt0ZWlfR/nkgWCwDqGr/6GFd1ZT5S/1FNr0quJd1rVsew7GSiqjzOVe9RTpXhwZPKfyTV8+hqS/eaAUCjOrrlV6I3no2NDaZNm4Zp06ZJGlelUsHR0RG+vr5YsmSJpLGfxVvNiYiIiIiI6LX3+++/4/vvv4ebmxuUSiXWr1+P3377DUOHDq3urvFWcyIiIiIienuNHz8eCoWizGX8+PHV1q9ly5Y9t1+9evWqtn7VZBoaGoiJiYGrqys6deqEq1ev4vjx45UyRvtV8Yo3ERERERG9tRYvXowZM2aUua2yJl57GePHj4evr2+Z217mkWPVKS0tTZI4lpaWpWZYrymYeJOkdHV1ERgYCADIzMx8Yd03eWyylEPKNSQ8OA2J76GR8j0iJaWEY5O1JR7jLeVrVqiS8DxKOM5VyrHrAKCl8WZO3lBLIe14YS0Jf0Ea62mXX6mSSPn3s1DC+QYASDqhgr6OdP+SSzknxeuibt26qFu3bnV3o5TatWujdu3a1d0NqiRMvElSYWFhws8lCTgREREREdGbjGO8iYiIiIiIiKoQE28iIiIiIiKiKsTEm4iIiIiIiKgKMfEmIiIiIiIiqkJMvImIiIiIqNr5+flBJpOV+ezsiRMnQiaTwc/PT/qOvaS0tDTIZDIkJiZWd1eoBmDiTURERERENYKlpSV27dqF3NxcoSwvLw87d+6ElZVVNfaM6NUw8SYiIiIiohqhTZs2sLS0xP79+4Wy/fv3w8rKCs7OzkKZUqnElClTULduXejq6qJz5844f/68sD0uLg4ymQwnTpyAi4sL9PX10bFjR6Smporibdq0CU2aNIGOjg4cHBzwxRdfiLZnZWVh3LhxqFevHnR1ddG8eXMcPHgQOTk5MDIywtdffy2qf+DAARgYGODx48do1KgRAMDZ2RkymQzu7u5CvS1btsDR0RG6urpo2rQpNm7cKGzLz8/HpEmTYGFhAV1dXVhbW4seyUuvJybeRERERERUY/j7+yM6OlpYj4qKwujRo0V1Zs2ahX379mHbtm24dOkSbG1t4enpifv374vqzZs3D6tXr8aFCxegpaUFf39/Yds333yDqVOnIigoCL/88gvGjRuH0aNH44cffgAAqFQq9OrVC/Hx8fjyyy+RnJyM5cuXQ1NTEwYGBhg8eLConwAQHR2NAQMGwNDQEAkJCQCA48ePIyMjQ/gyYceOHVi4cCGWLl2KlJQULFu2DAsWLMC2bdsAAOvWrUNsbCz27NmD1NRU7NixAzY2NpVzcqnaaFV3B4iIiIiI6M2kVCqhVCpFZXK5HHK5/Ln7DB8+HMHBwfj9998BAPHx8di1axfi4uIAADk5Odi0aRNiYmLQq1cvAMDnn3+OY8eOYevWrZg5c6bQ1tKlS+Hm5gYAmDNnDvr06YO8vDzo6upi1apV8PPzw4QJEwAA06dPx9mzZ7Fq1Sp07doVx48fR0JCAlJSUmBvbw8AaNy4sdD2mDFj0LFjR2RkZMDCwgKZmZk4fPgwjh8/DgAwMzMDAJiamsLc3FzYLyQkBKtXr8YHH3wAAGjUqBGSk5Px6aefYtSoUUhPT4ednR06d+4MmUwGa2vrCp51qomYeFO10dXVRWBg4HO3L1m+RsLeEBEREVFlCwsLw6JFi0RlISEhCA0Nfe4+ZmZm6NOnD2JiYlBcXIw+ffqgTp06wvZbt26hoKAAnTp1Esq0tbXRrl07pKSkiNpq2bKl8LOFhQUAIDMzE1ZWVkhJScHYsWNF9Tt16oS1a9cCABITE9GwYUMh6X5Wu3bt4OTkhG3btmHOnDn48ssvYW1tjS5dujz32HJycnDr1i0EBATgww8/FMoLCwthbGwM4Okkcz169ICDgwO8vLzw3nvvoWfPns9tk14PTLyp2pQ3ViVbWSxRT4iIiIioKgQHB2P69Omishdd7S7h7++PSZMmAQA2bNjw0vG1tbWFn2UyGYCnt5CrQ09Pr9w6Y8aMwYYNGzBnzhxER0dj9OjRQpyyZGdnA3h6hb59+/aibZqamgCejnP/7bffcOTIERw/fhy+vr7w8PAoNZ6cXi8c401ERERERFVCLpfDyMhItKiTeHt5eSE/Px8FBQXw9PQUbSuZDC0+Pl4oKygowPnz59GsWTO1++bo6ChqA3h6W3tJGy1btsQff/yB69evP7eN4cOH4/fff8e6deuQnJyMUaNGCdt0dHQAAEVFRUJZvXr1UL9+fdy+fRu2traipWQyNgAwMjLCoEGD8Pnnn2P37t3Yt29fqfHr9HrhFW8iIiIiIqpRNDU1hdvGS64ElzAwMMBHH32EmTNnonbt2rCyskJ4eDiePHmCgIAAtWPMnDkTvr6+cHZ2hoeHB/73v/9h//79whhtNzc3dOnSBT4+PlizZg1sbW1x7do1yGQyeHl5AQBq1aqFDz74ADNnzkTPnj3RsGFDof26detCT08PR48eRcOGDaGrqwtjY2MsWrQIU6ZMgbGxMby8vKBUKnHhwgU8ePAA06dPx5o1a2BhYQFnZ2doaGhg7969MDc3h4mJySueVapOvOJNREREREQ1TskV8rIsX74cPj4+GDFiBNq0aYObN2/iu+++Q61atdRu39vbG2vXrsWqVavg5OSETz/9FNHR0aLHfu3btw+urq4YMmQImjVrhlmzZomuYANAQEAA8vPzRTOmA4CWlhbWrVuHTz/9FPXr10e/fv0APL09fcuWLYiOjkaLFi3g5uaGmJgY4Yq3oaEhwsPD4eLiAldXV6SlpeHw4cPQ0GDq9jqTFRcXv/JA2sDAQERERFRGf4gEUo7xfsFQnCrx6p+6mknqvwdFKulOpKaEb5LHeYWSxVLoSnvjk5SvWV5BUfmVKomejmb5lSpJXoF6YxMri5aGdO99Kc+jlJ8zANDTlu7YcpTSHZuUfz/lWtKdQwDIlfB3iFLCz7WWprT/9DQw0ZE0XnX44osvEBgYiLt37wq3lxM9i7eaExERERERVdCTJ0+QkZGB5cuXY9y4cUy66YV4vwIREREREVEFhYeHo2nTpjA3N0dwcHB1d4dqOCbeREREREREFRQaGoqCggKcOHECCoWiurtDNRwTbyIiIiIiIqIqxDHeVGOl/Z0jWSyFnrQfhfuP8yWLVdtQuvFGUh4XAMglnKxIyslo/nqUJ1ksfW1p3/u62tJ93/vgSYFksf7NU0oWq3V9E8liAcC1vx5LFsumtoFksR5K+P4AgIycXMli6Uv4u1FPU7rfIV/9kiFZLADQ0ZTu91VP29qSxZJykksAaGBST9J4RDUVr3gTERERERERVSEm3kRERERERERViIk3ERERERERURVi4k1ERERERERUhZh4ExERERFRjeXu7o5p06YJ6zY2NoiMjKy2/hC9DCbeRERERERU7fz8/CCTyUot4eHhWLJkSYXaGjduHJo0aQI9PT2YmZmhX79+uHbtWoXa2LdvH9zd3WFsbAyFQoGWLVti8eLFuH///gv76+TkVKE49HZg4k1ERERERDWCl5cXMjIyREvbtm1haGhYoXbatm2L6OhopKSk4LvvvkNxcTF69uyJoqIitfafN28eBg0aBFdXVxw5cgS//PILVq9ejaSkJHzxxRcAgLVr14r6eefOHdSuXRsDBw6s8HHTm4/P8SYiIiIiohpBLpfD3NxcVObu7o7WrVuLbi9//PgxhgwZgtjYWJiYmGDu3LmYOHGisH3s2LHCzzY2Nvj444/RqlUrpKWloUmTJi/sQ0JCApYtW4bIyEhMnTpV1E6PHj2QlZUFADA2NoaxsbGw/cCBA3jw4AFGjx79ModObzhe8SYiIiIiotfKypUr0apVK1y+fBlz5szB1KlTcezYsTLr5uTkIDo6Go0aNYKlpWW5be/YsQMKhQITJkwoc7uJiUmZ5Vu3boWHhwesra3VPg56e/CKNxERERERVQmlUgmlUikqk8vlkMvlZdY/ePAgFAqFsN6rV68y63Xq1Alz5swBANjb2yM+Ph4RERHo0aOHUGfjxo2YNWsWcnJy4ODggGPHjkFHR6fcPt+4cQONGzeGtrZ2uXVL3L17F0eOHMHOnTvV3ofeLky832LBwcHIy8ur7m48V0BQxSbRICIiIqKaJSwsDIsWLRKVhYSEIDQ0tMz6Xbt2xaZNm4R1AwMDDBkypFS9Dh06lFp/dqbzYcOGoUePHsjIyMCqVavg6+uL+Ph46OrqvrDPxcXFL9xelm3btsHExATe3t4V3pfeDky832J5eXmIiIio7m481y9/ZFd3F4iIiIjoFQQHB2P69Omisudd7QaeJtq2traVErtkDLadnR3eeecd1KpVC998802Zifx/2dvb4+eff0ZBQYFaV72Li4sRFRWFESNGqHVFnd5OHONNRERERERVQi6Xw8jISLS8KPFW19mzZ0utOzo6Prd+cXExiouLS932XpahQ4ciOzsbGzduLHN7yeRqJU6dOoWbN28iICCg/I7TW4tXvImIiIiI6LUSHx+P8PBweHt749ixY9i7dy8OHToEALh9+zZ2796Nnj17wszMDH/88QeWL18OPT099O7du9y227dvj1mzZiEoKAh//vkn+vfvj/r16+PmzZvYvHkzOnfuLJrtfOvWrWjfvj2aN29eZcdLrz8m3kRERERE9FoJCgrChQsXsGjRIhgZGWHNmjXw9PQEAOjq6uKnn35CZGQkHjx4gHr16qFLly44ffo06tatq1b7K1asQNu2bbFhwwZs3rwZKpUKTZo0wYABAzBq1Cih3sOHD7Fv3z6sXbu2So6T3hxMvImIiIiIqNrFxMSUWR4XFydaT0tLe2E79evXx+HDh1+5P76+vvD19X1hHWNjYzx58uSVY9Gbj2O8iYiIiIiIiKoQE28iIiIiInprjB8/HgqFosxl/Pjx1d09ekPxVnMiIiIiInprLF68GDNmzChzm5GRkcS9obcFE28iIiIiInpr1K1bV+1J1ogqCxNvNQQHByMvL6+6u1HpMjMzq7sLL1TPWFeyWIUqlWSxAKCWQke6YMXShbIxM5AuGICHuQWSxdLVlm5kTpHq1Z9vqi5lgbTvfSnVN5Hud4iRUro/p7uu/ClZLADQ1JBJFutWVo5ksRZFJUgWCwC+nNFVsljKQuk+17mF5T8TubLUVWhLFgsAOjQ0kSxWQ2N9yWKdu/uvZLGI6P8w8VZDXl4eIiIiqrsblS4wMLC6u0BERERERPTG4+RqRERERERERFWIiTcRERERERFRFWLiTURERERERFSFmHgTEREREVGN5e7ujmnTpgnrNjY2iIyMrLb+VJXPPvsMlpaW0NDQQGRkJEJDQ9G6dWthu5+fH7y9vautf/RqmHgTEREREVG18/Pzg0wmK7WEh4djyZIlardz//59TJ48GQ4ODtDT04OVlRWmTJmChw8fqrV/WloaZDIZNDU18eef4idJZGRkQEtLCzKZDGlpaRU5vBd69OgRJk2ahNmzZ+PPP//E2LFjMWPGDJw4caLSYlD1YuJNREREREQ1gpeXFzIyMkRL27ZtYWhoqHYbd+/exd27d7Fq1Sr88ssviImJwdGjRxEQEFChvjRo0ADbt28XlW3btg0NGjSoUDvqSE9PR0FBAfr06QMLCwvo6+tDoVDA1NS00mNR9WDiTURERERENYJcLoe5ublo6d69u+hWcwB4/PgxhgwZAgMDAzRo0AAbNmwQtjVv3hz79u1D37590aRJE3Tr1g1Lly7F//73PxQWFqrdl1GjRiE6OlpUFh0djVGjRgnrxcXFsLW1xapVq0T1EhMTIZPJcPPmTQBPE+t+/fpBoVDAyMgIvr6++OuvvwAAMTExaNGiBQCgcePGwtX0Z281L7Fo0SKYmZnByMgI48ePR35+vtrHRNWHiTcREREREb1WVq5ciVatWuHy5cuYM2cOpk6dimPHjj23/sOHD2FkZAQtLS21Y7z//vt48OABfv75ZwDAzz//jAcPHqBv375CHZlMBn9//zIT9C5dusDW1hYqlQr9+vXD/fv3cerUKRw7dgy3b9/GoEGDAACDBg3C8ePHAQAJCQnIyMiApaVlmX06ceIEUlJSEBcXh6+++gr79+/HokWL1D4mqj5MvImIiIiIqEoolUo8evRItCiVyufWP3jwIBQKhbAMHDiwzHqdOnXCnDlzYG9vj8mTJ2PAgAGIiIgos+4///yDJUuWYOzYsRXqu7a2NoYPH46oqCgAQFRUFIYPHw5tbW1RPT8/P6SmpiIhIQEAUFBQgJ07d8Lf3x/A02T56tWr2LlzJ9q2bYv27dtj+/btOHXqFM6fPw89PT3hlnIzMzOYm5tDU1OzzD7p6OggKioKTk5O6NOnDxYvXox169ZBpVJV6NhIeup/5UNvHF1dXQQGBlZ3N55r7uKV1d0FIiIiInoFYWFhpa7IhoSEIDQ0tMz6Xbt2xaZNm4R1AwMDDBkypFS9Dh06lFova6bzR48eoU+fPmjWrNlzY76Iv78/OnbsiGXLlmHv3r04c+ZMqdvV69evjz59+iAqKgrt2rXD//73PyiVSuFLg5SUFFhaWoquYjdr1gwmJiZISUmBq6ur2v1p1aoV9PX1hfUOHTogOzsbd+7cgbW1dYWPj6TDxPstFhYWVt1deKG/H6s/BoeIiIiIap7g4GBMnz5dVCaXy59b38DAALa2tpUS+/Hjx/Dy8oKhoSG++eabUleq1dGiRQs0bdoUQ4YMgaOjI5o3b47ExMRS9caMGYMRI0YgIiIC0dHRGDRokChBJmLiTUREREREVUIul78w0X5ZZ8+eLbXu6OgorD969Aienp6Qy+WIjY2Frq7uS8fy9/fHhAkTRFfin9W7d28YGBhg06ZNOHr0KH788Udhm6OjI+7cuYM7d+4IV72Tk5ORlZWFZs2aVagvSUlJyM3NhZ6eHoCnx61QKJ47JpxqDibeRERERET0WomPj0d4eDi8vb1x7Ngx7N27F4cOHQLwNOnu2bMnnjx5gi+//FIYWw48HUP9vPHTz/Phhx9i4MCBMDExeW4dTU1N+Pn5ITg4GHZ2dqJb4T08PNCiRQsMGzYMkZGRKCwsxIQJE+Dm5gYXF5cK9SU/Px8BAQGYP38+0tLSEBISgkmTJkFDg1N31XR8hYiIiIiI6LUSFBSECxcuwNnZGR9//DHWrFkDT09PAMClS5dw7tw5XL16Fba2trCwsBCWO3fuVDiWlpYW6tSpU+6M6AEBAcjPz8fo0aNF5TKZDN9++y1q1aqFLl26wMPDA40bN8bu3bsr3Jfu3bvDzs4OXbp0waBBg/D++++/1Nh1kh6veBMRERERUbWLiYkpszwuLk60npaW9sJ23N3dUVxc/NL9sLGxeeH+rVu3LnP7n3/+CW1tbYwcObLUNisrK3z77bcVajM0NFSUVP/3/PARYq8fJt5EREREREQvSalU4u+//0ZoaCgGDhyIevXqVXeXqAbireZERERERPTWGD9+vOhZ4f9dxo8fX+H2vvrqK1hbWyMrKwvh4eFV0GN6E/CKNxERERERvTUWL16MGTNmlLnNyMiowu35+fnBz8/vFXtFbzom3kRERERE9NaoW7cu6tatW93doLcME2+qsay6TJMsln7LTpLFAgBDE0PJYkUGVOwxFa8iNvlvyWIBQC0DHcliNa378s//rKgrd59IFsvVUiFZLABIzsyVLFZtvYo9LuZVGOhIF8u6lnTvRQDo2li6f05NDLQlixXQ3kayWABwOS1LsljODaX7XN97mCdZLE9Hc8liSe1RboFksYbWs5IsFhH9H47xJiIiIiIiIqpCTLyJiIiIiIiIqlCl3Gquq6uLwMDAymiqRsrMzKzuLhAREREREdFrqlIS77CwsMpopsZ6k79UICIiIiIioqrFW82JiIiIiKjaubu7Y9q0aVUaw8bGBpGRkS+sExoaitatW1dpP+jtw8SbiIiIiIjeSjKZDAcOHJA8bn5+PsLDw9GqVSvo6+ujTp066NSpE6Kjo1FQ8HSWez8/P8hkMowfP77U/hMnToRMJuPzw18jTLyJiIiIiIgkkp+fD09PTyxfvhxjx47F6dOnkZCQgIkTJ+KTTz7Br7/+KtS1tLTErl27kJv7f4/jzMvLw86dO2FlxUfDvU6YeBMRERERUY2gUqkwa9Ys1K5dG+bm5ggNDRW2ZWVlYcyYMTAzM4ORkRG6deuGpKQkYfutW7fQr18/1KtXDwqFAq6urjh+/PhzY9nY2AAA+vfvD5lMJqyX+OKLL2BjYwNjY2MMHjwYjx8/BgBs374dpqamUCqVovre3t4YMWJEuccYGRmJH3/8ESdOnMDEiRPRunVrNG7cGEOHDsW5c+dgZ2cn1G3Tpg0sLS2xf/9+oWz//v2wsrKCs7NzubGo5mDiTUREREREVUKpVOLRo0ei5dmE9b+2bdsGAwMDnDt3DuHh4Vi8eDGOHTsGABg4cCAyMzNx5MgRXLx4EW3atEH37t1x//59AEB2djZ69+6NEydO4PLly/Dy8kLfvn2Rnp5eZqzz588DAKKjo5GRkSGsA0+T+AMHDuDgwYM4ePAgTp06heXLlwv9KCoqQmxsrFA/MzMThw4dgr+/f7nnZMeOHfDw8CgzcdbW1oaBgYGozN/fH9HR0cJ6VFQURo8eXW4cqlkqZVZzqpjg4GDk5eVVdzeIiIiIiKpUWFgYFi1aJCoLCQkRXcn+r5YtWyIkJAQAYGdnh/Xr1+PEiRPQ09NDQkICMjMzIZfLAQCrVq3CgQMH8PXXX2Ps2LFo1aoVWrVqJbS1ZMkSfPPNN4iNjcWkSZNKxTIzMwMAmJiYwNzcXLRNpVIhJiYGhoaGAIARI0bgxIkTWLp0KfT09DB06FBER0dj4MCBAIAvv/wSVlZWcHd3L/ec3LhxQ616JYYPH47g4GD8/vvvAID4+Hjs2rULcXFxardB1Y+JdzXIy8tDREREdXejxtvsXPoXJBERERG9PoKDgzF9+nRRWUniXJaWLVuK1i0sLJCZmYmkpCRkZ2fD1NRUtD03Nxe3bt0C8PSKd2hoKA4dOoSMjAwUFhYiNzf3uVe8X8TGxkZIuv/bjxIffvghXF1d8eeff6JBgwaIiYkRJkMrT3FxcYX6YmZmhj59+iAmJgbFxcXo06cP6tSpU6E2qPox8SYiIiIioiohl8tfmGg/S1tbW7Quk8mgUqmQnZ0NCwuLMq/ympiYAABmzJiBY8eOYdWqVbC1tYWenh4GDBiA/Pz8Cvf7ef0o4ezsjFatWmH79u3o2bMnfv31Vxw6dEittu3t7XHt2rUK9cff31+4ar9hw4YK7Us1AxNvIiIiIiKq0dq0aYN79+5BS0ur1CRoJeLj4+Hn54f+/fsDeHoFPC0t7YXtamtro6io6KX6NGbMGERGRuLPP/+Eh4cHLC0t1dpv6NChmDt3Li5fvlxqnHdBQQHy8/NLjfP28vJCfn4+ZDIZPD09X6q/VL04uRoREREREdVoHh4e6NChA7y9vfH9998jLS0Np0+fxrx583DhwgUAT8eE79+/H4mJiUhKSsLQoUNFV6nLYmNjgxMnTuDevXt48OBBhfo0dOhQ/PHHH/j888/VmlStxLRp09CpUyd0794dGzZsQFJSEm7fvo09e/bgnXfewY0bN0rto6mpiZSUFCQnJ0NTU7NC/aSagYk3ERERERHVaDKZDIcPH0aXLl0wevRo2NvbY/Dgwfj9999Rr149AMCaNWtQq1YtdOzYEX379oWnpyfatGnzwnZXr16NY8eOwdLSssKP5zI2NoaPjw8UCgW8vb3V3k8ul+PYsWOYNWsWPv30U7zzzjtwdXXFunXrMGXKFDRv3rzM/YyMjGBkZFShPlLNISuu6Oj+t1BgYGClToZW2e29qfQknFxNv2UnyWIBgKGJYfmVKklkgItksWKT/5YsFgDUMtCRLFbTurqSxbpy94lksVwtFZLFAoDkzFzJYtXWk+6KgIGOdLFq62uXX6kSdW1cV7JYJgbSHpuULqdlSRbLtp50n+t7D6V7SoudubS/r6T0KLdAslhGetJ+znTf8IGt3bt3h5OTE9atW1fdXaEa7g3/KBAREREREVWuBw8eIC4uDnFxcdi4cWN1d4deA0y8iYiIiIiIKsDZ2RkPHjzAihUr4ODgINrm5OQkPHP7WZ9++imGDRsmRRephmHiTUREREREVAEvmi398OHDKCgoe/hAyXh0evsw8SYiIiIiIqok1tbW1d0FqoGYeFONlfC/5ZLFMtST9qNQpJJuTsNLf1bs0Rivwq9NA8liAYCJnnSTqz3Kk27iGzcbM8lipWY+liwWAAxyMpEslpamTLJYefkv9wzYl2FT16D8SpVIyjlYXUKPSRbrVHBXyWIBgKGEM0xJOVGXQsLjysiSbiI3ANDTlm7SRJWEn7NcCX9fAYCuFh99RQTwcWJEREREREREVYqJNxEREREREVEVYuJNREREREREVIWYeBMRERERERFVIU6upgZdXV0EBgZWWnuZmZmV1hYREREREakvNDQUBw4cQGJiIgDAz88PWVlZOHDgAADA3d0drVu3RmRkZLX1sSq96cdXUzHxVkNYWFiltleZSTwRERER0Zvi3r17WLp0KQ4dOoQ///wTdevWRevWrTFt2jR07969UmLMmDEDkydPrpS2qkpaWhoaNWpU5rYzZ87gnXfekbhH9KqYeBMRERERUbVLS0tDp06dYGJigpUrV6JFixYoKCjAd999h4kTJ+LatWuVEkehUEChUFRKW2UpLi5GUVERtLRePdU6fvw4nJycRGWmpqav3C5Jj2O8iYiIiIio2k2YMAEymQwJCQnw8fGBvb09nJycMH36dJw9exYAsGbNGrRo0QIGBgawtLTEhAkTkJ2dLbQRExMDExMTHDhwAHZ2dtDV1YWnpyfu3Lkj1AkNDUXr1q3V7tcXX3wBFxcXGBoawtzcHEOHDhUNHY2Li4NMJsORI0fQtm1byOVyfPnll9DQ0MCFCxdEbUVGRsLa2hoqlUqt2KampjA3Nxct2traouP44osvYGNjA2NjYwwePBiPHz8W9s/JycHIkSOhUChgYWGB1atXl4rx4MEDjBw5ErVq1YK+vj569eqFGzduqH1+SD1MvImIiIiIqEoolUo8evRItCiVylL17t+/j6NHj2LixIkwMDAotd3ExAQAoKGhgXXr1uHXX3/Ftm3bcPLkScyaNUtU98mTJ1i6dCm2b9+O+Ph4ZGVlYfDgwS99DAUFBViyZAmSkpJw4MABpKWlwc/Pr1S9OXPmYPny5UhJScH7778PDw8PREdHi+pER0fDz0Ryn84AAFEuSURBVM8PGhqVk4bdunULBw4cwMGDB3Hw4EGcOnUKy5cvF7bPnDkTp06dwrfffovvv/8ecXFxuHTpkqgNPz8/XLhwAbGxsThz5gyKi4vRu3dvFBQUVEof6Sneav6GCQ4ORl5eXnV3o1L4By2p7i4QERER0SsICwvDokWLRGUhISEIDQ0Vld28eRPFxcVo2rTpC9ubNm2a8LONjQ0+/vhjjB8/Hhs3bhTKCwoKsH79erRv3x4AsG3bNjg6OiIhIQHt2rWr8DH4+/sLPzdu3Bjr1q2Dq6srsrOzRbesL168GD169BDWx4wZg/Hjx2PNmjWQy+W4dOkSrl69im+//Vbt2B07diyVpP/3Cr9KpUJMTAwMDQ0BACNGjMCJEyewdOlSZGdnY+vWrfjyyy+F8fHbtm1Dw4YNhf1v3LiB2NhYxMfHo2PHjgCAHTt2wNLSEgcOHMDAgQPV7iu9GBPvN0xeXh4iIiKquxuV4uof2eVXIiIiIqIaKzg4GNOnTxeVyeXyUvWKi4vVau/48eMICwvDtWvX8OjRIxQWFiIvLw9PnjyBvr4+AEBLSwuurq7CPk2bNoWJiQlSUlJeKvG+ePEiQkNDkZSUhAcPHgi3iaenp6NZs2ZCPRcXF9F+3t7emDhxIr755hsMHjwYMTEx6Nq1K2xsbNSOvXv3bjg6Oj53u42NjZB0A4CFhYVwG/ytW7eQn58vfAEBALVr14aDg4OwnpKSAi0tLVEdU1NTODg4ICUlRe1+Uvl4qzkREREREVUJuVwOIyMj0VJW4m1nZweZTPbCCdTS0tLw3nvvoWXLlti3bx8uXryIDRs2AADy8/OrpP85OTnw9PSEkZERduzYgfPnz+Obb74pM+azt8jr6Ohg5MiRiI6ORn5+Pnbu3Cm6eq4OS0tL2Nraipb/KhnvXUImk6k9fpykxcSbiIiIiIiqVe3ateHp6YkNGzYgJyen1PasrCxcvHgRKpUKq1evxjvvvAN7e3vcvXu3VN3CwkLRpGapqanIysp64ZXj57l27Rr+/fdfLF++HO+++y6aNm0qmlitPGPGjMHx48exceNGFBYW4oMPPqhwH15WkyZNoK2tjXPnzgllDx48wPXr14V1R0dHFBYWiur8+++/SE1NFV3Np1fHxJuIiIiI/l979x0V1dX9Dfx7Z5AmTVAQFREUBcHeS+zGRkRNNHZQo2KJCYlie2IjscQSo0YlNmJ9NIrdFLuPNVYssaAEFRVFjSCgILDfP3yZnyNFYM6cYXB/1pq1uHOGu285c+fsW85hzOB++uknpKeno379+tiyZQsiIyNx9epVLFiwAI0aNUKlSpXw6tUrLFy4EFFRUVizZg2WLl2aZT7FihXD559/jlOnTuHs2bMICAhAw4YNC3Sbefny5WFqaqqJuWPHDoSE5L0fIi8vLzRs2BBjx45Fr169YGFhka/4T548QWxsrNYrr/05WVlZYdCgQRgzZgwOHDiAy5cvZ+nYzcPDA35+fhg8eDCOHj2KiIgI9O3bF2XLloWfn1++lpXljhNvxhhjjDHGmMG5u7vj3LlzaNmyJb7++mv4+Pigbdu22L9/P5YsWYIaNWpg3rx5mDVrFnx8fLBu3TrMmDEjy3wsLS0xduxY9O7dG02aNIGVlRU2btxYoGUqVaoUwsLC8Ouvv6Jq1aqYOXMm5syZk695DBo0CKmpqfm+zRwA2rRpA2dnZ63Xtm3b8vz/s2fPxgcffICPPvoIbdq0QdOmTVGnTh2tz6xatQp16tSBr68vGjVqBCLCnj17stzGznSjUF57MmDCBAUF6a0DNH3OWzaZnatZW8jtZzA9Q97X7ty9f6XFcrI0lxYLAOwsTKXFSngpb0gNR5usz77py/VHz9/9IYHK2VhKi2WiVqTFepmaLi1WBcesw+zok8xmQqtZh6TFOjy+pbRYAPDgX3kjjliYqqXFUqnkfc9ksygmbztmSPyeyawfAFDCUm68sLAwfPnll3j27JnUuLkJCQnBr7/+iosXLxp6UZgB8RVvxhhjjDHGGBMsMTERly9fxqJFi/D5558benGYgXHizRhjjDHGGGOCjRw5EnXq1EGLFi2y3GYeGBgIKyurbF+BgYEGWmKmTzyON2OMMcYYY6xICAgIQEBAgKEXA8Dr297DwsKyLZs2bRpGjx6dbZmNjY0el4oZCifejDHGGGOMMSaRo6MjHB0dDb0YTCJOvA3A3NwcQUFBepl3fsYVZP/n51N3pMbzdpLXwdT956nSYu2NlNeRGwAoEvv0efA0WVqsBR9XkxYrMS1NWiwAuPdc3nY0Vct7mkotsTJGP8o6vq0+lbXP39A3ujgzpa20WLKZS+zQSmL/nZDZbVZpO7kdeMr0LFleB56yO1djjL3GibcBZDfsgSj6SugZY4wxxhhjjBUMd67GGGOMMcYYY4zpESfejDHGGGOMMcaYHnHizRhjjDHGGGOM6REn3owxxhhjjDGDa9GiBb788ktDL4beBQQEoEuXLprp92W933eceDPGGGOMMcYMLjw8HCEhIXn6bHR0NBRFwYULF/S7UBLkZ70B4NChQ1AUBc+ePRO+LFu2bEGLFi1ga2sLKysrVK9eHdOmTcPTp08BvB6bXFEUeHl5ZfnfX3/9FYqioEKFCsKXqyjgxJsxxhhjjDFmcPb29rC2tpYe99UrecO5ZcdQ6/22iRMn4tNPP0W9evXw22+/4fLly5g7dy4iIiKwZs0azeeKFy+OR48e4cSJE1r/v2LFCpQvX172YhsNTrwZY4wxxhhjBvfmLdcVKlTA9OnTMXDgQFhbW6N8+fL4+eefNZ91c3MDANSqVQuKoqBFixaasuXLl8PLywvm5ubw9PTE4sWLNWWZV8o3btyI5s2bw9zcHOvWrdPc/j19+nQ4OTnBzs4O06ZNQ1paGsaMGQN7e3uUK1cOq1at0lrmu3fvokePHrCzs4O9vT38/PwQHR2tKU9PT8dXX30FOzs7ODg4IDg4GESU43oDwJo1a1C3bl1YW1ujdOnS6N27Nx49eqRZ/pYtWwIASpQoAUVREBAQAADIyMjAjBkz4ObmBgsLC9SoUQObN2/O07b/66+/MH36dMydOxezZ89G48aNUaFCBbRt2xZbtmyBv7+/5rMmJibo3bs3Vq5cqXkvJiYGhw4dQu/evfMU733EiTdjjDHGGGNML1JSUpCQkKD1SklJydP/zp07F3Xr1sX58+cxfPhwDBs2DNevXwfwOlEEgH379uHBgwcIDw8HAKxbtw6TJk3Cd999h6tXr2L69On45ptv8Msvv2jNe9y4cfjiiy9w9epVtGvXDgBw4MAB3L9/H0eOHMG8efMwefJk+Pr6okSJEjh16hQCAwMxdOhQxMTEAHh9pbxdu3awtrbG//73Pxw7dgxWVlZo3749UlNTNesQFhaGlStX4ujRo3j69Cm2bt2a63q/evUKISEhiIiIwLZt2xAdHa1Jrl1cXLBlyxYAwPXr1/HgwQP8+OOPAIAZM2Zg9erVWLp0Ka5cuYKgoCD07dsXhw8ffue2XrduHaysrDB8+PBsy+3s7LSmBw4ciE2bNiE5ORnA61vQ27dvDycnp3fGel+ZGHoBmFjm5uYICgoy9GIIMfDrvD/rwhhjjDHGCp8ZM2Zg6tSpWu9NnjwZU6ZMeef/duzYUZMIjh07Fj/88AMOHjyIKlWqoFSpUgAABwcHlC5dWmvec+fORbdu3QC8vjL+999/IzQ0VOuq7Zdffqn5TCZ7e3ssWLAAKpUKVapUwffff4/k5GRMmDABADB+/HjMnDkTR48eRc+ePbFx40ZkZGRg+fLlUBQFALBq1SrY2dnh0KFD+PDDDzF//nyMHz9eE2vp0qX4448/cl3vgQMHav52d3fHggULUK9ePSQmJsLKygr29vYAAEdHR01CnJKSgunTp2Pfvn1o1KiR5n+PHj2K0NBQNG/ePNeYkZGRcHd3R7FixXL9XKZatWrB3d0dmzdvRr9+/RAWFoZ58+YhKioqT///PuLEu4iZMWOGoRdBmEsxiYZeBMYYY4wxpoPx48fjq6++0nrPzMwsT/9bvXp1zd+KoqB06dKaW66zk5SUhFu3bmHQoEEYPHiw5v20tDTY2tpqfbZu3bpZ/t/b2xsq1f/dEOzk5AQfHx/NtFqthoODg2YZIiIicPPmzSzPZ798+RK3bt1CfHw8Hjx4gAYNGmjKTExMULdu3Sy3m7/p7NmzmDJlCiIiIvDvv/8iIyMDAHDnzh1UrVo12/+5efMmkpOT0bZtW633U1NTUatWrRxjZcpteXIycOBArFq1CuXLl0dSUhI6duyIRYsW5Xs+7wtOvBljjDHGGGN6YWZmludE+21vX31VFEWThGYnMfH1RZtly5ZpJbvA66T5TcWLF89TvNyWITExEXXq1MG6deuyzCvzinx+JSUloV27dmjXrh3WrVuHUqVK4c6dO2jXrp3m9vXsZK777t27UbZsWa2yvGz/ypUr4+jRo3j16lWer3r36dMHwcHBmDJlCvr16wcTE04tc8PPeDPGGGOMMcaMiqmpKYDXnZdlcnJyQpkyZRAVFYVKlSppvTI7YxOpdu3aiIyMhKOjY5Z4tra2sLW1hbOzM06dOqX5n7S0NJw9ezbHeV67dg1PnjzBzJkz8cEHH8DT0zPLVf7s1r1q1aowMzPDnTt3siyLi4vLO9eld+/eSExM1OqI7k3ZDV1mb2+Pzp074/Dhw1q3x7PsceLNGGOMMcYYMyqOjo6wsLDA77//jocPHyI+Ph4AMHXqVMyYMQMLFizAjRs3cOnSJaxatQrz5s0Tvgx9+vRByZIl4efnh//973/4559/cOjQIYwaNUrTAdsXX3yBmTNnYtu2bbh27RqGDx+e6/jb5cuXh6mpKRYuXIioqCjs2LEjyxjfrq6uUBQFu3btQlxcHBITE2FtbY3Ro0cjKCgIv/zyC27duoVz585h4cKFWTqWy06DBg0QHByMr7/+GsHBwThx4gRu376N/fv3o3v37jnOIywsDI8fP4anp2feN9x7ihNvxhhjjDHGmFExMTHBggULEBoaijJlysDPzw8A8Nlnn2H58uVYtWoVqlWrhubNmyMsLEwvV7wtLS1x5MgRlC9fHt26dYOXlxcGDRqEly9fwsbGBgDw9ddfo1+/fvD390ejRo1gbW2Nrl275jjPUqVKISwsDL/++iuqVq2KmTNnYs6cOVqfKVu2LKZOnYpx48bByckJI0eOBACEhITgm2++wYwZM+Dl5YX27dtj9+7deV73WbNmYf369Th16hTatWsHb29vfPXVV6hevbpWx3RvsrCwgIODQ57m/75TqCBP0jMmgczO1TZcvC8tFgB4O1lKi3X/ec7PA4kWGfdCWiwA+P8diErx4GmytFgLPq4mLdaJO0+kxQIA62Lynv8yVcs7t6yWWBltTPP27J0oZe0tpMWytzKVFku2mKfyjo8yW3bF1PLqfmk7c2mxZHuW/EpaLDtLuccQc37slzEAfMWbMcYYY4wxxhjTK068GWOMMcYYY6wICwwMhJWVVbavwMBAQy/ee4Fv/mCMMcYYY4yxImzatGkYPXp0tmWZz6MzPSPGipCXL1/S5MmT6eXLlxzLSOJxLOOLV1RjyY7HsYwvHscyvnhFNZbseLLXjbGiiDtXY0VKQkICbG1tER8fr/ezd0U1lux4HMv44hXVWLLjcSzji8exjC9eUY0lO57sdWOsKOJnvBljjDHGGGOMMT3ixJsxxhhjjDHGGNMjTrwZY4wxxhhjjDE94sSbFSlmZmaYPHkyzMzMOJaRxONYxhevqMaSHY9jGV88jmV88YpqLNnxZK8bY0URd67GGGOMMcYYY4zpEV/xZowxxhhjjDHG9IgTb8YYY4wxxhhjTI848WaMMcYYY4wxxvSIE2/GGGOMMcYYY0yPOPFmjDHGGGOMMcb0iBNvxgqZx48fG3oRGGOMvWdevXpl6EVghdzDhw9x584dQy8GY0aLE2/G8uDs2bPSYjk5OaF169ZYv349UlJSpMVlRUdSUhKOHDli6MVgb3n06BEOHDiA+Ph4AK8bsd9//z1mzpyJS5cuGXjpxONGev5FRUVh9erVmDVrFmbPno0tW7YgISFBaIxNmzYhNTVVM71o0SK4urrC3NwcJUuWxLRp04TGY8bn+fPn6Nu3L1xdXeHv74/U1FSMGDECzs7OcHNzQ/PmzYXXS8beBzyONzN6SUlJOHv2LB48eACVSgV3d3fUrl0biqIIi5E534EDByIgIABlypQRNu/sYrVr1w4HDhxA8eLF0adPHwwaNAg1a9bUW8yIiAjs3LkT9vb26NGjB0qWLKkpS0hIwJdffomVK1fqLf6by1G7dm2kp6frNU6rVq2watUquLq66jWOoehzOyYlJWHTpk24efMmnJ2d0atXLzg4OAiPkyktLQ0HDx7EnTt34OrqipYtW0KtVgub/+LFixEeHg57e3sMHToUrVu31pQ9fvwY9evXR1RUlM5xDh06BF9fXyQnJ8PJyQm///47fH19YWFhAZVKhejoaOzYsQMffvihzrEypaena22rU6dOISUlBY0aNUKxYsWExXn+/DmGDRuG//3vf2jRogWWLVuGoKAgLFmyBIqioGnTpti5cydsbGyExXzbgAED8N133+n12AwA//zzj6bu+/j4CJtvUlISAgICsGXLFgCAoihwdHREXFwcLCwsMHPmTIwYMUJILLVajQcPHsDR0RGrVq3C8OHDERwcjAYNGuD8+fOYMWMG5s+fj88++0xIvEx//fUXTpw4gdjYWABA6dKl0ahRI9SvX19onIiICJw9exYtWrSAu7s7rly5gp9++gkZGRno2rUr2rVrJzQeAMTGxuLUqVNa69agQQOULl1aeCwZbZ7PP/8c+/btw/DhwxEeHg5bW1vcunULS5cuRXp6OoYNG4YuXbrgu+++ExaTsfcCMWak0tPTacyYMWRpaUkqlYpUKhUpikKKopCrqyvt2LFDWCxFUWjw4MHk6OhIJiYm1KlTJ9q6dSulpaUJi/FmrIcPH1JcXBzNmTOHqlatSiqVimrXrk2LFy+m+Ph4ofH++OMPMjU1JW9vbypfvjw5ODjQgQMHNOWxsbGkUqmExszJhQsXSFEUYfPbvn17ti+1Wk2LFi3STIuQmppKY8aMoYoVK1K9evVoxYoVWuWyt6OoWF5eXvTkyRMiIrpz5w5VqFCBbG1tqV69emRvb0+Ojo4UFRUlJBYR0ciRI2nnzp1ERHT37l3y9PQktVpNTk5OpFarqVq1ahQTEyMk1o8//kiWlpY0YsQI6tu3L5mamtL06dM15SL3WdOmTWnEiBH0/Plzmj17NpUtW5ZGjBihKR89ejQ1btxYSKz79+9TkyZNSK1WU7Nmzejp06fUqVMnzfGxcuXKdP/+fSGxiF7vM09PT1qwYAG1aNGC/Pz8yMfHh44ePUqHDx+mqlWr0oQJE4TEioiIyPZVrFgx2rp1q2ZahGHDhtHz58+JiCg5OZk+/vhjze+MSqWili1basp1NWTIEGrSpAldunSJIiMj6ZNPPqHg4GBKSkqiFStWkKWlJa1bt05IrMzfGCKi+vXr0/fff69VvnjxYqpVq5aQWEREDx8+pKZNm2p+m+vXr0/169cnV1dXUhSFmjZtqlkeXW3ZsoXUajU5ODiQlZUV7d27l+zs7KhNmzbUrl07UqvVwrYjEVFiYiL16dOH1Go1mZiYkKOjo6adoFarqW/fvpSUlCQklsw2j4uLi6YdcO/ePVIURXNcJiLatWsXValSRVg8xt4XnHgzozV27Fjy8vKinTt30t69e6lZs2Y0a9Ysunr1Kn3zzTdkZmZGf/zxh5BYmQ2VV69e0ebNm6ljx46aZCA4OJiuX78uJM6bsd50/PhxGjhwIFlbW5OlpSX169dPWLxGjRppGsUZGRk0a9YssrKyot9++42IxCYfXbt2zfXVqlUroclpZgM5s3GS3UtUvMmTJ5OTkxPNnj2bJk6cSLa2tjRkyBBNeWxsrLCTCiVKlMj1ZWNjI2y93qyPffr0ocaNG9OzZ8+IiOj58+fUpk0b6tWrl5BYREROTk506dIlIiLq0aMHtWnThuLi4oiI6MmTJ+Tr60uffPKJkFhVq1bVaoQfO3aMSpUqRd988w0Ria37NjY2dPPmTSIievXqFZmYmND58+c15Tdu3CBbW1shsfr160eNGzemHTt20KeffkqNGzemDz74gGJiYuj27dvUpEkTraRfVzIb6bl9p99MikVQqVSauj9+/HgqV64cHThwgJKSkujo0aNUsWJFGjdunJBYJUuWpDNnzmimnz59Subm5pqkbdGiRVSzZk0hsRRFoUePHmniXrhwQav85s2bZG1tLSQWEdHHH39MjRo1omvXrmUpu3btGjVu3FjYd7p27dr07bffEhHRhg0byM7OjqZNm6YpnzNnjrDtSEQ0aNAg8vDwoN9//13rRHxaWhr98ccfVLlyZfrss8+ExJLZ5jEzM6M7d+5opi0tLbXaOdHR0WRpaSkkFmPvE068mdFydnamI0eOaKZjYmLIysqKXr58SURE06ZNo0aNGgmJlV0yHBMTQ9OmTSN3d3dSqVT0wQcfCIn1ZmPvbYmJibR8+XJhV8aItBOCTOvWraPixYvTzp07hSYfJiYm1KFDBwoICMj21blzZ6GJd/v27alTp05ZtqeJiQlduXJFWBwiokqVKmklG5GRkVSpUiUKCAigjIwModvR0tKSvv76awoLC8v2NXXqVL0k3u7u7vTnn39qlR87doxcXFyExCIiMjc311xBL1euHJ06dUqr/NKlS1SyZEkhsSwsLOiff/7JMn8nJycaN26c0H1WsmRJunz5MhERJSUlkUqlohMnTmjKIyIihK2Xs7OzZt5PnjwhRVFo3759mvL9+/eTu7u7kFhEchvpNWrUoE6dOtHVq1cpOjqaoqOj6Z9//iETExPau3ev5j0R3qz7Pj4+tH79eq3y7du3U+XKlYXEsrOzoxs3bmimU1NTycTERJMg37hxg8zNzYXEUhSFVq9eTdu3b6dy5crR8ePHtcovX75MNjY2QmIREVlZWdG5c+dyLD9z5gxZWVkJiVW8eHHNdzojI4OKFStGFy9e1JTfunVLWCyi1/vt2LFjOZYfPXqU7OzshMSS2eYpU6YMnT17VjPdq1cvrd/Ry5cvU4kSJYTEYux9wok3M1rW1tZ069YtzXR6ejqZmJjQgwcPiIjoypUrwhp7uSXDRET79u2j3r17C4mVXZKvT6VKldK60pJpw4YNZGlpSUuWLBGWfFSrVo2WL1+eY/n58+eF3449b948cnFx0UqK9ZF4Z5fExcTEUOXKlalPnz507949YevWuHFjmj9/fo7lIm81f/PqWJkyZTRXozNFR0cLSwiIiKpXr07//e9/iej1be579+7VKj9+/DjZ29sLieXi4qLVkM105coVcnJyov79+wvbjn5+fuTr60tHjx6lIUOGUN26dalTp06UmJhISUlJ9Mknn1D79u2FxDI3N9dKhIsXL06RkZGa6du3b5OFhYWQWERyG+kpKSn0xRdfUNWqVbWSOX18p9++Mpx54iRTdHS0sO3Ytm1brbsQZs+eTc7Ozprpc+fOCTsx8/adAplXiDMtX75c6K3mDg4OdOjQoRzLDx48SA4ODkJilS5dWvN79vTpU1IUhQ4ePKgp/+uvv6h06dJCYhG9PnF9+vTpHMv/+usvYScxZLZ52rdvT0uXLs2xfNWqVUIvADD2vuDEmxmtxo0bazUYMm8ry3Tp0iVhjT2ZyXBYWJjmDLYMbdu2pdmzZ2dbtn79eipWrJiw5CMgIICGDx+eY/nff/9NFSpUEBLrTefPn6eqVavSkCFDKCkpSS+NdDc3N62ripnu3btHlStXprZt2wrbjt999x1NmTIlx/I7d+5QQECAkFiKolC1atWoVq1aZGVlRZs3b9YqP3z4MJUtW1ZILKLXDbpy5crRwYMHafXq1eTl5UX79u2je/fu0YEDB6hatWrCbt3s1asXffnll9mWXb58mUqVKiVsn924cYM8PDxIURTy8vKimJgY6ty5M5mYmJCJiQmVKlVKK3nVRfny5bXuFBg7dqzmOX2i1ydmRCVxRIZppO/Zs4fKlStH06dP1yQg+ki8hw4dSkFBQeTo6Jjlbo+zZ88K245nz54le3t7Kl26NJUvX55MTU1pw4YNmvJFixZR//79hcR6l507d9Lvv/8ubH7Dhw8nV1dXCg8P1+qjJD4+nsLDw6lChQo0cuRIIbH69u1LDRo0oLVr19JHH31E7dq1o4YNG9LVq1fp2rVr1Lx5c2G3tRMR9e7dm2rVqpXtFf1z585RnTp1qE+fPkJiyWzzPHnyhP79998cy/fs2aN1QoMxljeceDOjtW/fPjIzM6P69etTs2bNyMTEhH744QdN+ezZs6lVq1ZCYh06dIhevXolZF6FTXh4eI7JB9Hr285btGghJNbLly+FdTSTX8nJyTR06FDy8PAgtVotvJE+aNAgGjhwYLZlMTExVKlSJWmdq4k0ZcoUrdfbDfLRo0dTz549hcacO3cuWVpakoWFBZmammo6ElKpVNSlSxdhHVpFRETQypUrcyy/dOlSric4CuLx48da0/v27aOdO3dmeV8XnTt3zvWOiEWLFgk7NhIZrpEeGxtLHTp0oA8++EAviXfz5s2pRYsWmteyZcu0ykNCQqh58+bC4t2/f59CQ0Np4cKFwtfFkF6+fEmBgYGa77K5uTmZm5uTSqUiU1NTGjZsmLCTzbGxsdS2bVuysrKidu3a0bNnz2jkyJGaZ/89PDyyPFqli6dPn1L79u1JURSyt7cnT09P8vT0JHt7e1KpVNShQ4dcvxv5IbPNwxjTDx5OjBm1iIgIbNq0CSkpKWjXrh3atm2r13gpKSlIS0tD8eLF9RonN5lDiTRr1sxgy2DMduzYgYMHD2L8+PFwdHQUNt/bt2/j2rVrOQ5Vc//+fezduxf+/v7CYhaG+qgv//77L/bu3Yt//vkHGRkZcHZ2RpMmTeDh4WHoRdNJYdhnf/31FywtLYUOh2VICxYswMGDB7Fw4UKUK1dOWtyoqCiYmpoKjVkY6oe+fmMSEhJw9uxZrSG36tSpo9dh5jJFRUUhOTkZnp6eMDExET7/q1ev4uTJk1mGSvP09BQaR3abJyfcDmGsYDjxZiwP4uLi0L9/f+zbtw8ZGRmoV68e1q5di0qVKklfFn2M0bxx40bs2LEDqampaN26NQIDA4XNOz/S0tJw//59lC9f3iDxRZDRcJZdH6Ojo7F3716kpqaiefPmRSZhexeRjUtDHENkJXFJSUkYPXq01jFk4cKFKFWqlN5iFoYEVaSi/hvDihauI4wVjMrQC8BYQSUlJWHYsGEoW7YsSpUqhZ49eyIuLk4vscaOHYsLFy5g2rRpmDNnDp49e4bBgwfrJZZsS5YsQa9evXDmzBlERkZixIgRGDNmjEGW5cqVK3Bzc5MW7+HDh5g2bZqQecXFxaFDhw6wsrKCjY0NGjZsiJs3bwqZ99tk1seDBw/C29sbQ4cOxeeff47atWtj7dq1eokFyP1ev8vNmzfRsmVLIfOSuc9k1kUA+Oabb7BmzRr4+vqiT58+OHDgAIYMGaKXWLLXLTcijx9F+TfmXURuR0PFiomJQWJiYpb3X716hSNHjgiPl52kpCRpsRhjBWTYO90ZK7igoCAqXrw4DRkyhEaNGkWlSpWiLl266CVWuXLltJ5tvXHjBqnVar10giZzjGai12MZv/kc65o1aww2PqfI3rhlxxswYACVLl2apk+fTvPmzaMqVaoIezb+bTLrY5MmTcjPz4/u379PT58+peHDh2v1tiyazO/1u4isHzL3mcy6SERUoUIF2rRpk2b6zJkzZGJiopd+MWSvW26MtX7I/o15F5nHfdGx7t+/T/Xq1SOVSkVqtZr69eun1QeFyCEJ30XkuhW2OsJYUcG3mjOj5ebmhu+//x7du3cHAJw9exYNGzbEixcvhD/DpVarce/ePZQuXVrzXvHixXHlyhVUqFBBaKzixYtj2LBhqFatWrblt2/fxtSpU4Xd4mVhYYGrV69q1iMjIwMWFhaIjo6Gs7OzkBiZateunWv5ixcvcOPGDWHrdvHixVzLr127hl69egmJ5+LiguXLl2ue8Y6MjISXlxeSkpJgZmam8/zfJLM+2tnZ4fjx46hatSoAIDk5GTY2Nnj48CEcHByExgLkfq/t7e1zLU9PT0diYqKQ+iFzn8msiwBQrFgx3L59G2XKlNG8Z2lpiWvXrgl/bETmusk8fhTl3xiZ21FmLADw9/fH9evXsWjRIjx79gzjxo2Doij4888/UaJECTx8+BDOzs7IyMgQEi83Im//ll1HGHtfiO9hgjFJYmJi0KRJE810nTp1UKxYMb09I6xWq7NM6+O8Vc2aNeHi4pJjJ1wRERGYOnWqsHgpKSlaz0mqVCqYmprixYsXwmJk+vvvv9GzZ88cbyd/8OABbty4ISxezZo1oShKtvsp831FUYTEun//PmrUqKGZ9vDwgJmZGR48eCC84QzIq48JCQkoWbKkZtrS0hIWFhaIj4/XS+It83udkpKSp8alKLL2mey6mJGRgWLFimm9Z2JiopdGucx1k3n8AIrub4zM7Sh7n+3btw9bt25F3bp1AQDHjh1D9+7d0apVK+zfv18TV4S8nCgURXYdYex9wYk3M1oyG3tEhMqVK2v9gCYmJqJWrVpQqf6vq4SnT5/qHKtTp0549uxZjuX29vbo37+/znHe9M0338DS0lIznZqaiu+++w62traa9+bNm6dzHB8fHzRo0ADDhg3LtvzChQtYtmyZznEy2dvb4/vvv0fr1q2zLb9y5Qo++ugjYfFkNZxl1kcA+OOPP7TqQkZGBvbv34/Lly9r3uvcubOQWDK/1zIbl7L3may6CLxet9atW2vdkZCcnIyPPvoIpqammvfOnTsnJJ6sdZN5/CjKvzEyt6PsY358fDxKlCihmTYzM0N4eDi6d++Oli1bCu0PQ+aJQkO0Qxh7H3DizYyWzMbeqlWrdJ5HXk2YMCHXchcXF6HL06xZM1y/fl3rvcaNGyMqKkozLeqMfZMmTbLEepO1tbXQ4Unq1KmD+/fvw9XVNdvyZ8+eCWuwy2w4y6yPALJNTIcOHar5W1EUYYmxzO+1zMalzH0mO8mfPHlylvf8/PyEzPttMtdN5vGjKP/GyNyOMmMBgLu7Oy5evKg1zKGJiQl+/fVXdO/eHb6+vsJiyTxRKLuOMPa+4MSbGS2Zjb38jr28YcMGdO7cWaehbmQNl3Po0CG9zv9NP/74Y67lFStWxMGDB4XFCwwMRFJSUo7l5cuXF9Z4kNkIkVkfZTyb+CaZ32uZjUuZ+0x2gzi7fZabY8eOoW7dugV6Jlvmusk8fhTl3xiZ21FmLADo0KEDfv75Z3z88cda72cm3x9//DFiYmKExDLEVeiiNmwfYwYnoQM3xgqFo0eP6qWH2OxYW1vTrVu3CvS/jx49ovbt25OJiQmpVCpq0KABRUZGCl7CgtNl3dj/Wb9+PSUmJkqJJXOfdezYke7fvy8lFpGY7/XLly+l7Yu8krnPZNZFoqK9brIU5d8YY/Lq1SuKj4/PtTw6OlriEonBdYQx/eBxvNl7o0OHDrh3756UWKTDrWyFfTxXXdbNEGM0JyQkYO/evdi9e7fBxoPOztChQ/Hw4UMpsXTZZ/l15MgRvXTMlxNdvteFaUzot8ncZzLrImBc61ZYjx/G9hsjczvKjJX5SExO8UxMTHK87b2gUlJScr2qL0Jhb4cwZrQMmfUzJpOVlZW0qyy6xJI5nmtB6LJub47R/MUXX+h9jObz58+Ts7MzqVQqUhSFbGxstLatIRlLfSzMsXSNV5jGhH4b7zPDxyqqxw/ZvzEyt6PsfSYznsyr0IW9HcKYseIr3owVMrkNl2Pstm7dilWrViE0NBTz58/Hb7/9hl27diEtLU0v8caOHQs3NzccPXoUZ8+eRevWrTFy5Ei9xGLGZ+/evQgLC8P48eMRFBSEnTt34n//+x9SUlIMvWisECiqxw/ZvzEyt6PsfSZ73WRdhS7K7RDGDIk7V2OsEJI5FJBMssdeP3v2LP7880/Url0bALBy5UrY29sjISEBNjY2wuMx4yJ7vGtmXIry8UPmb4zM7Sh7n8mMl3misF27dgAAX19feHl5ISUlpUAdFb5LUW2HMGZInHgzVsiQ5KGA8kuXocVkjtEMvN5G5cqV00zb2dmhePHiePLkidE3nJkY3LiUT9TwhPpWVI8fsn9jZG5H2ftMZjyZJwoLezuEMWPFiTd7b8hs7Lm6umZJMPOqsI+NqUtSQhLHaM70999/IzY2VmsZrl69iufPn2veq169urB4hZEu9bGw0+V7XZgbl0V5nxnTiY3Cevwwtt8YmdtR9j6TGU/WicLC3g5hzFgpZEy/gIzpwNraGhEREXB3dzf0ogil63iu7u7uOH36NBwcHPL0+aNHj6JevXoFurVt6tSpefpcfscFzolKpYKiKNk2TDLfVxRFb1fcc+Pj44PffvsNLi4u0mPr04wZMzBs2DDY2dlJiafL9/qXX37J0+fyO8aysdG1Lq5ZswadOnWCvb19tuVJSUmYO3cuJk2apMtiAnjda37jxo21Tt7lRpd1k3n8CAkJQe/evVGxYsVsyxMSEvDll19i5cqVOsfKL11/Y2RuR9nHfNnrZmtrq3Wi8NmzZ7CxsTH4iUIR48oz9j7gxJsZLVmNvRIlSuT5qpohfvBsbGxw4cKFAp9QUKlUiI2NhaOjo+Al092xY8dQt27dAj+/dvv27Tx9TsRwL7IazrLrY8WKFTFy5EgEBQVlW/7w4UOUKVNGWENWZhKXXwVtXMreZ7KTOJVKBXd3d2zbtg0+Pj5ZykXWEbVajQcPHkg5Xsk8fqhUKpQoUQIbN25EmzZtspSL/p7lh66/MTK3o8xYsuMV5hOFutYRxt4XnHgzoyWrsZfXHzvAMD94ul7JL8yJt+wf8+HDh2PatGkoWbJkvv9XVsNZdn1UqVQwMTFB79698fPPP2s9EgC8Xi9nZ2dkZGToHCsznqwkLr8KWh8Nsc9kJnEqlQpt2rTByZMnERYWhm7duuktXmE+Xul6/AgICMDatWsxa9asLCe6DFnvZd8tpst2LMyxZMeTeRW6qN5RyJhweh+wjDE9URSF2rZtS9bW1rRly5Ys5bGxsaRSqQywZHLpOiauoii0evVq2r59e64vQ5A9vrC1tXWB4ymKQgMGDKBixYrRvHnzspQba31UFIV27dpFLi4u1KBBA7p//75Wuej1Kszfa9n1saBk10WVSkUPHz6kb7/9ltRqNU2aNElv8RRFoUePHgmZl2i6HD8yt+HatWvJ0tKS/P39KSUlRVP+PtV7XbZjYY4lO57MWMZybGTM0LhzNWa0FEXB2rVrsWzZMvTo0QMTJ07M8zPEukhPT8e2bdtw9epVAIC3tzc6d+6cpdMTY/Kuq2yGeg5aNtLhBiBFUTBz5ky0bt0aQ4YMQURERLZXiEWTUR/r1auH06dP4+OPP0bdunURHh6OBg0aCJv/mwz1vZZJ3/tMdl3M/N5MnDgRNWrUQN++fXHx4kWsXbtWL1fbAgIC3vn4SXh4uPC476LL8SPzf/v06QNPT09069YNzZo1w9atW+Hs7CxqEY2CLtuxMMeSHU/2ujHG3k317o8wVji92djbtm0bfvzxR3Tt2hVJSUl6i3nz5k14eXmhf//+CA8PR3h4OPr27Qtvb2/cunVLb3H1LTY2FhkZGTm+3oekW1dvNpyPHDmCgwcPolmzZnjw4IHeYsqsj05OTjh06BB8fX3RokULvfV6a4jvtUwy9pkh6mImX19fnDx5ElevXkWDBg0QFRUlPIa1tTVsbW1zfRmzOnXq4PTp0zA1NUXdunVx6tQpQy8SY4wxATjxZkWCjMYeAIwaNQoVK1bE3bt3ce7cOZw7dw537tyBm5sbRo0apZeY+mYsY+oaE1kNZ9n10cTEBKGhofjhhx8QGBiIL774AmlpacLjZJL1vZZJ9j6TURffPoZ4enrir7/+gqurK+rVq4c///xTaLwFCxZg1apVub6Mzdvb0NHREQcOHEDnzp3RokULg/RmzhhjTCxOvJnRkt3YA4DDhw/j+++/1+px2cHBATNnzsThw4eFx8sLXcf7Lcy3oxnTSQFDNJxl1Mfs9kFgYCD279+PjRs3ws/PT0icnOLJ+F7LZIh9pu+6mN0xxMbGBrt27cLQoUMREBAgLJYxHRPyI7ttaGJigiVLluDHH3806OMWRXlMeSYG1xHG8oYTb2a0ZDb2MpmZmeH58+dZ3k9MTNT7s7w5uXz5sk5jQfv7+8PCwkLgEolTmE8KvM0QDWcZ9TGnfdC0aVOcPn1aSIx3xdP39zqvRDQuDbXP9FkXczqGKIqC6dOnY8OGDWjRooWQWMZ0TMiPyZMnw8rKKtuyIUOGYP/+/cJGzQgJCcn1sYaEhAQMHDhQM63rbwwzPlxHGNMTmT25MSZSQEAAJSQk5Fi+ceNGatWqldCY/fr1I29vbzp58iRlZGRQRkYGnThxgnx8fMjf31/n+dvZ2VGJEiXy9BLl33//pcWLF2ume/fuTV27dtW8PvnkE/r333+FxFq9ejU9efIkx/LExESaOnWqkFgFERgYSHFxcQX63ylTplBSUlKO5UePHqUBAwYUdNGype/6SEQUHR1NGRkZOZa/fPmSDh8+LCQWkdzv9bRp0+jmzZs5lsfHxxvlPjNEXczJy5cvac6cOeTk5CRkfocOHaJXr15pphMSEig+Pl7zev78uZA4BaHL8UMmRVHI3t6e9u7dm225oUdgkLkdZe8zXeIdPnxYq+6/i7e3N925c6dAsQp7HWHMWPE43qxISklJwaJFizB79mzExsYKm++zZ8/g7++PnTt3aq58paWloXPnzggLC9O5Ux9DjBk+Z84cnD9/HuvWrQPwuuOidu3awdraGgBw4sQJ9OzZE1OmTNE5luwxmlu3bo0RI0ZkGVc40+PHj1G/fn2jfXZY3/URAA4cOIBmzZrBxMTwg2CI/l7LHu8akLPPZEtNTcXkyZOxd+9emJqaIjg4GF26dMGqVaswceJEqNVqjBw5EmPHjtU51oULFzBhwgTs2bMHwOvjVXJysqZcURScOHEC9erV0zmWzOPHggUL3vkZRVHw+eef6xxL9pjhMrej7GO+zHhqtRoPHjyQMoZ9YR5XnjGjZujMn7GCSklJoXHjxlGdOnWoUaNGtHXrViIiWrlyJTk7O1O5cuVo5syZwuJlZGTQ7du3KTk5mSIjI2nHjh20Y8cOioyMFBbDEOrXr691Vvvt8TjDw8OpZs2aQmLJHqNZUZRsxxXWV7yEhAQ6c+aM5qrb2bNnqV+/fvTJJ5/Q2rVrhcUhklcfM8cXztSgQQOKiYkRGuNNMr/Xsse7lnkMkVkXg4ODydbWlj7++GNydnYmExMTGjx4MFWrVo02bNhAaWlpwmINGjSIvvvuO820lZUVrVu3jg4dOkQHDx6kfv36Ud++fYXEknn8qFChwjtfbm5uQmLJHjNc5naUfcyXvW5vHov1qTCPK8+YMePEmxktmY09IqL09HQqVqwY3bhxQ+h8c5OWlkabN2+mkJAQCgkJofDwcOHrVbJkSa3b0erUqUN3797VTN+6dYuKFy8uJFbmj/m3336bbWNFH42in3/+mWxsbKhLly6UmJiot3iHDx8ma2trzS16f/zxB1lbW5Onpyd5e3uTSqWin3/+WUgsInn18e3G3tsnZkST+b2W3biUtc9k10U3Nzfavn07ERFdunRJc0Ijt0cUCsrT05POnTunmX67Pp48eZLKly8vJJbM44dMb36nz5w5Q+XLl6cGDRrQ/fv3ici4j8Oy95nsdXv06JGQeeUllsw6wtj7ghNvZrRkNvYyVa1alU6cOKG3+b8pMjKSPDw8yNLSkmrVqkW1atUiS0tLqlKlSq7PpeaXhYUFXbp0KcfyixcvkoWFhZBYb/6Y79y5k2xtbbUaK/poFD18+JD+/vtv8vDwIB8fH61Gush4H3zwAQ0cOJBiYmJo2rRpZGdnR+PHj9eUh4SEUI0aNYTEyiSjPspOvGV+rw3RuJSxz2TXxWLFimndBWFubk4XL14UNv83WVhYaJ0YnDdvHsXHx2umb9++TWZmZkJiyTx+5JePj49Oz++++Z1++PAhffDBB1SmTBk6efKkUR+HZe8z2evWsWNHrT5YsnuJiiWzjjD2vuBezZnRiomJQZ06dQAAPj4+MDMzQ1BQkF6Hm5k5cybGjBmDy5cv6y1GJlnj/bq7u+PcuXM5lp85cwZubm7C4mWSOUazl5cXTp8+DRcXF9SrVw/79u0THuPixYsYM2YMypYti7FjxyIhIQGffvqpprxnz5659hJbEDLqo6IoWt+pt6dFM8T3GpA39rqMfSa7Lqanp2v1yG5iYpJjD926Mjc3x+3btzXTQUFBsLGx0UzfvXsXlpaWQmPKOH7kV3R0NF69elWg/zXUmOEyt6PsfSYrnrW1NWxtbXN9icDjyjOmJ4bO/BkrKJVKpXXblZWVFUVFRek1pp2dHZmampJKpSJzc3O99TRORGRpaZntVaMLFy4Iu/WbiOg///kPubi4UGxsbJayBw8ekIuLC02cOFFIrLefFyZ63XN0x44dyd7enlavXq2XqxGZMjIyaOzYsZpnevX5/N3bV4b1cYVARn1UFIWqVaumuetCrVaTt7e3ZjrzJYrM73V29fHVq1cUGBhI5ubmNH36dKPdZzLr4ttX4kxMTOjDDz/Uy5W4Vq1a0ejRo3Ms/+qrr4T1ei/z+JFfutx5ktuzwqGhoWRmZlZkjsP63meGXDd9kl1HGHtfGL6bWsYKiIgQEBAAMzMzAMDLly8RGBiI4sWLa30uPDxcWMwffvhB71feMskaMzw4OBhbtmyBh4cH+vXrh8qVKwMArl+/jrVr12qumolAuYzRPHHiROFjNL+9rxRFwcyZM1GzZk189tlnOHDggNBYMq8MA3Lq4+TJk7Wm/fz89BpP5vc6u/qYOd51rVq1hN5ZkknGPpNdF98eYaFv3756izV8+HD07NkTFSpUwLBhw6BSvb5xLz09HYsXL8bChQuxfv16IbFkHj9keteY4d7e3lixYoWweLKPw7JiyY4nq+0ByK8jjL0veDgxZrQGDBiQp8+tWrVKz0uiH/3798e5c+ewYsUK1K9fHwBw6tQpDB48GHXq1EFYWJiwWP/++y/Gjx+PTZs24dmzZwAAOzs79OjRA9OnT4e9vb2QOAMGDMCCBQs0Q5W9bdOmTQgNDcX+/fuFxFOpVIiNjc12+JULFy6gS5cuuHv3rpAhUVQqFXx8fDTDbl28eBGenp6akyRpaWm4cuVKkR9+5dixY6hbt64mcc4vmd/rqVOnYsyYMTnemnzs2DGsWLHC6G6rLOp1cezYsZg9ezasra3h7u4OAIiKikJiYiK++uorzJ49W0gcmceP/LK2tkZERIRm/Qsz2cdhmfussKwbY8w4cOLNWD7kNI7mkydP4OjoaPTj/RIR4uLiAAClSpXK9gy7rolVTvQx9vqKFSvQv39/zfZ725MnT7B79270799f51hTp07N0+fevoKsC5n1Ma9sbGxw4cIFo0gIDEHGPjNEXZTt5MmT2LBhAyIjIwEAHh4e6NWrFxo2bCgsxuHDh9GkSZMcx7AXefzIL10Sb5ljhgNyt6PMY77seG9vx+fPn2vdtaNSqYT1rSC7jjD2vuDEm7F8yOmM8/3791GxYkW8ePFCSBwiwt27d1GqVCncu3cPV69eBfC6A5dKlSoJiVFQuiRWqampmDx5Mvbu3QtTU1MEBwejS5cuWLVqFSZOnAi1Wo2RI0cKu7X97STn008/xYIFC+Dk5CRk/roQcQJDVn3MD2O6Ege8brzeuHEDVapUgZWVFc6dO4f58+fjxYsX6NKlC/r06SM0XmHcZ/o6mVYYDB8+HNOmTUPJkiXz/b/dunXL0+dEPs6UV7p8z/LSWaaiKMI6vJS5HWUf82XGu3DhAiZMmIA9e/YAeF0HkpOTNeWKouDEiROoV6+ezrFk1xHG3hf8jDdjeZB59ldRFCxfvlzrrHJ6ejqOHDkCT09PYfGICJUqVcKVK1fg4eFh8GT7Tbqcq/vmm28QGhqKNm3a4Pjx4+jevTsGDBiAkydPYt68eejevTvUarXelnXPnj2YMWOGsPnrokOHDgU+gSG7PhZVR44cga+vLxITE1GiRAls2LABn3zyCcqWLQu1Wo3w8HAkJydj8ODBOscqzPtMl7pY2K1duxajR48uUOKtj7uKctKqVSuEh4fDzs4uT58PDQ0tcHL3zz//FOj/CkrmdpR9zJcZb9GiRWjatKnWe2vWrEHZsmVBRFi5ciUWLFiANWvW6BxLdh1h7H3BiTdjefDDDz8AeP0ju3TpUq3k0NTUFBUqVMDSpUuFxVOpVPDw8MCTJ0/g4eEhbL6G9uuvv2L16tXo3LkzLl++jOrVqyMtLQ0RERFSO44pDHQ5gSG7PhZV//nPf9C9e3dMmzYNK1euxKeffoqRI0di+vTpAIBvv/0WP/30k5DEuzDvs6J845su6yazf5BDhw4hNTU1z5/v3bu3HpdGW7Vq1bBnzx64uLgU6P+NtZ+VwubYsWMYMWKE1nsNGzbUnDCzsLBAjx49DLFoOtcRxt4XnHgzlgeZZ39btmyJ8PBwlChRQu8xM8f7XbJkCXx8fPQeTwbZYzRn15tzUUjwDVEfi6KLFy/i559/1vTcP2XKlCzjXc+aNUtILN5nzFjpMma4bLKP+TLj3b59G6VKldJMv/0IhbOzMx4+fKiX2O9iTHWEMUPixJuxfDh48KC0WP3790dycjJq1KgBU1NTWFhYaJU/ffpU2rKIkp6erjUUmomJibDOYLJjiCHnZJJZH/PKmE5sJCQkaHrsNzU1haWlpVaP+28/QylCYdxnrHD4+++/39mxZPXq1SUtjXGSfcyXGc/c3By3b99GuXLlAABBQUFa5Xfv3s1xhAbGWOHAiTdj+ZCeno6wsDDs378fjx49QkZGhla5yDE7ZY4Znh+6LJPsRpHM8YUNQWZ9zCtjum3ZEGOvF8Z9xgqH1q1bZ/v9URQFRARFUYx2CDhZZB/zZcarVasWtm3bhiZNmmRbHh4ejlq1auktPmNMd5x4M5YPX3zxBcLCwtCpUyf4+PjotZEeEBCgt3nrQpfESnajqDA/Wyii7sioj2vWrEGnTp1yHMs9KSkJc+fOxaRJkwC87iXcWBARWrdurRmeJzk5GR999JHWeNeiyTyG5FVhWAYGnDp1SutWYpZ/so/5MuMNHz4cPXv2RIUKFTBs2DCoVCoAr0/mLV68GAsXLsT69eulLQ9jLP94ODHG8qFkyZJYvXo1OnbsqPdYssZozm9ixcQQMeyWjPqoUqng7u6Obdu2ZdvXwMOHD1GmTBmjvBJniPGuZR5D8srYhoDLj2HDhiEkJKRAvZrLlNMwc4VBUa4fxmbs2LGYPXs2rK2tNfsjKioKiYmJ+OqrrzB79myDLBfXEcbyhhNvxvKhTJkyOHToECpXrqz3WLLG+y3KiZVMhjiBIaM+qlQqtGnTBidPnkRYWFiWMXnfp/ohYrxrGfusKJ9Ma926NUaMGJHj2NCPHz9G/fr1jW58YU68WV6dPHkSGzZsQGRkJADAw8MDvXr1QsOGDQ22TFxHGMsbTrwZy4e5c+ciKioKixYt0tvtmZnj/QYFBSEkJCTb8X6jo6Nx/vx5IfE4sRLDECcwZNTHzDsvli1bhsmTJ2PixIlaV4rfp/phY2Oj83jXMvZZUT6ZplKpoFKpstTDTMa6bg0aNMDnn3+uefxm/PjxSElJ0ZSr1WqEhITA3Nxc51j5HTN8/fr18PPzy9IXByvchg8fnqXn87ziOsKYfnDizVg+dO3aFQcPHoS9vT28vb1RrFgxrXIRnYK5ubkBgKb30uzG+502bRoaNGigcyyAEytRDHECQ0Z9fPNK3K5du9C3b1+0bNkSa9euRfHixd+r+iHiqo6sfVZUT6apVCqEhoZi9OjRaNWqlaYeZjLWdVu6dCl2796NnTt3Anhd17y9vTWjWVy7dg3BwcFZerIuiMJ8dZ2Jo8uJQq4jjOkHd67GWD7Y2dmha9eueo0he7zfzHNvEydORI0aNdC3b19cvHgxS4OW5U5RFKxduxbLli1Djx49crwiJ5KM+vgmX19fnDx5El26dEGDBg2wY8cOriP5JGOfGaIuyuTn54emTZvCz88PDRs2xPbt243+Ftd169YhODhY673169dr1mvt2rX46aefhCTe7P3A19UYK3w48WYsH2T2YGqI8X45sSo4Q5zAkFEf374d2tPTE3/99Rd69eqFevXqYf78+XpfhqJExj57H06meXl54fTp05p6uHHjRrRp08bQi1VgkZGRqFatmmba3Nxc02s1ANSvXx8jRowQFo/HDGfvwnWEMfE48WasAOLi4nD9+nUAQJUqVfQyBIys8X45sRJP9gkMfdbH7K6a2NjYYNeuXZg4cWKhHfausJNxDAGK9sk0W1tb7N69G+PHj0fHjh0xa9Ys9O7d29CLVSDx8fFaz3THxcVplWdkZGiV64rHDGfvwnWEMfE48WYsH5KSkvD5559j9erVmkRYrVajf//+WLhwISwtLYXFkjXeLydWYhjiBIaM+ujv7695zvRNiqJg+vTpqFmzJkJDQ3WOYwxEfAdl7LOifDLt7XVTFAUzZ85EzZo18dlnnwk7ISlbuXLlcPnyZVSpUiXb8osXL6JcuXLC4vGY4exduI4wpgfEGMuzIUOGkLu7O+3Zs4fi4+MpPj6edu/eTRUrVqTAwEChsRwcHGj37t1C55mdgIAASkhIyLF848aN1KpVK70vh7FTFIUePnyY5f2MjAwaP348qVQqUqlUQmPKrI/ZefnyJc2ZM4ecnJz0HqswsLKyolu3buk0Dxn7zBB1UZac1o2I6Pz58+Tq6mqU6zZq1CiqWrUqvXjxIktZcnIyVa1alUaNGiUkVm7bkBUduhyvuI4wph+ceDOWDw4ODnTw4MEs7x84cIBKliwpNJazszNdv35d6Dzz631LrHRhiBMYMupjSkoKjRs3jurUqUONGjWirVu3EhHRypUrydnZmcqVK0czZ84UEku21atX05MnT3IsT0xMpKlTpwqNKWOfFeWTacuXL6fU1NQcyx8/fky//PKLxCUSIzY2lkqXLk3ly5en77//nrZt20bbtm2jWbNmkYuLCzk7O1NsbKyQWJxUvR8CAwMpLi6uQP/LdYQx/eDEm7F8sLCwoL///jvL+5cvXyZLS0uhsebMmUPDhw+njIwMofN9W1FOrAoLfZ3AkFEfg4ODydbWlj7++GNydnYmExMTGjx4MFWrVo02bNhAaWlpQuIYgqIoVLFiRbp06VK25bGxscKvnso8hmTH2E+mqVQqrYSgR48ewhJSQ4uKiqJ27dqRSqUiRVFIURRSqVTUrl07ne+0eFP9+vVpzZo1mulx48ZRUFCQ5jV69Ohsr7wzw2rVqhVt2bIlx/K4uDhyc3MTEovrCGP6wYk3Y/nQqlUr6t69u9YPTnJyMnXv3p1at24tNFaXLl3I1taW3NzcyNfXl7p27ar1EqUoJ1YyGeIEhoz66ObmRtu3byciokuXLpGiKDRgwAC9nxCSQVEUatu2LVlbW2fboNVH4i1jnxXlk2lvX4kTcft/YfPkyRM6deoUnTp1Ktc7MgpqyZIl5Ovrq5m2srKiBg0aUIsWLahFixZUunRpmjdvnvC4TDeKopBaraZJkyZlWy7yeMV1hDH94MSbsXy4ePEilSlThhwcHKhVq1bUqlUrcnBwoDJlytDly5eFxgoICMj1JUpRTqxkMsQJDBn1sVixYhQTE6OZNjc3p4sXLwqZt6FlXj399ttvs23Q6iPxlrHPivLJtPch8da3pk2b0o4dOzTTb2/DNWvWUMOGDQ2xaCwXiqLQzz//TDY2NtSlSxdKTEzUKhd5vOI6wph+cK/mjOVDtWrVEBkZiXXr1uHatWsAgF69eqFPnz7Z9vysC1ljhsfExKBOnToAAB8fH5iZmSEoKEhvvagXVb/++itWr16Nzp074/Lly6hevTrS0tIQERGht20poz6mp6fD1NRUM21iYgIrKysh8zY0MsB41zL2mSHqoiyKomTbsznLO9ljhjNx/Pz80LRpU/j5+aFhw4bYvn073N3dhcfhOsKYfnDizVg+zJgxA05OThg8eLDW+ytXrkRcXBzGjh0rPKa+x/styomVTIY4gSGjPhIRAgICYGZmBgB4+fIlAgMDsySm4eHhOscyJFnjXcvYZ0X5ZNr7Uh/1SfaY4UwsLy8vnD59WjM84MaNG9GmTRuhMbiOMKYfqnd/hDGWKTQ0FJ6enlne9/b2xtKlS4XGSkpKwsCBA+Hs7IxmzZqhWbNmKFOmDAYNGoTk5GRhcTIbst26dUO3bt00DdnM6cwXy50hTmDIqI/+/v5wdHSEra0tbG1t0bdvX5QpU0YznfkyRjmNd+3q6op69erhzz//FB5Txj4ryifTinJ9lCVzzPCciB4znIlna2uL3bt3Y/DgwejYsSN++OEHofPnOsKYfvAVb8byITY2Fs7OzlneL1WqFB48eCA01ldffYXDhw9j586daNKkCQDg6NGjGDVqFL7++mssWbJESBx/f3+t6b59+wqZ7/vGEFfiZNRHWY88GELmreZvsrGxwa5duzBx4kQEBAQIjyljnxXlq8JFuT7K0rFjR0yaNAmdOnWCubm5VtmLFy8wdepUdOrUyUBLx3KS3SMWM2fORM2aNfHZZ5/hwIEDwmJxHWFMPzjxZiwfXFxccOzYMbi5uWm9f+zYMZQpU0ZorC1btmDz5s1o0aKF5r2OHTvCwsICPXr0EJZ4c0NWDEOcwJBZH4sif3//bJ+rVhQF06dPR82aNREaGio0pox9xifTWG4mTJiATZs2oUqVKhg5ciQqV64MALh+/ToWLVqEtLQ0TJgwwcBLyd6W3YlCAOjZsyc8PT3RpUsXYbG4jjCmH5x4M5YPgwcPxpdffolXr16hVatWAID9+/cjODgYX3/9tdBYycnJcHJyyvK+o6Oj0FvNmRiGOIEhsz4WRbnts5SUFNy9exdXrlwRGlPGPuOTaSw3Tk5OOH78OIYNG4Zx48ZpEjpFUdC2bVssXrw4298eZljLli1DiRIlsi2rWbMmzp49i927dwuJxXWEMf1QKKdTaIyxLIgI48aNw4IFC5CamgrgdW+fY8eOxaRJk4TGat26NRwcHLB69WrNrV4vXryAv78/nj59in379gmNx4yPzPpYFKWmpmLy5MnYu3cvTE1NERwcjC5dumDVqlWYOHEi1Go1Ro4cKbTTRN5nrDB5+vQpbt68CQCoVKkS7O3tDbxELCdqtRoPHjyAo6MjAODTTz/FggUL9J4Acx1hTBxOvBkrgMTERFy9ehUWFhbw8PDQPEsp0qVLl9C+fXukpKSgRo0aAICIiAiYmZnhzz//hLe3t/CYzDjJqI9F0dixYxEaGoo2bdrg+PHjiIuLw4ABA3Dy5ElMmDAB3bt3h1qt1kts3meMsfxQqVSIjY3VJN7W1taIiIjQy3BijDH94MSbsUIsOTlZa7xfLy8vvYwZztj7yN3dHfPnz9ca7zogIAArVqwoEkNvMcaKDk68GTN+/Iw3Y4WUIcYMZ+x9UpTHu2aMFS2KomTbszljzHhw4s1YIRUaGor169dned/b2xs9e/bkxJsxHRXl8a4ZY0VLUR4mkLH3BSfejBVSMscMZ+x9xA1Zxpix4GECGTN+nHgzVkjxGM2M6Rc3ZBljxoKHCWTM+HHizVghxWM0M6Zf3JBljDHGmCzcqzljhRSP98sYY4wxxljRwIk3Y4Ucj/fLGGOMMcaYcePEmzHGGGOMMcYY0yOVoReAMcYYY4wxxhgryjjxZowxxhhjjDHG9IgTb8YYY4wxxhhjTI848WaMMcYYY4wxxvSIE2/GGGPMiAQEBKBLly6GXgzGGGOM5QMn3owxxhhjjDHGmB5x4s0YY4wxxhhjjOkRJ96MMcZYDjZv3oxq1arBwsICDg4OaNOmDZKSknD69Gm0bdsWJUuWhK2tLZo3b45z585p/a+iKAgNDYWvry8sLS3h5eWFEydO4ObNm2jRogWKFy+Oxo0b49atW5r/mTJlCmrWrInQ0FC4uLjA0tISPXr0QHx8fI7LmJGRgRkzZsDNzQ0WFhaoUaMGNm/erLdtwhhjjLH848SbMcYYy8aDBw/Qq1cvDBw4EFevXsWhQ4fQrVs3EBGeP38Of39/HD16FCdPnoSHhwc6duyI58+fa80jJCQE/fv3x4ULF+Dp6YnevXtj6NChGD9+PM6cOQMiwsiRI7X+5+bNm9i0aRN27tyJ33//HefPn8fw4cNzXM4ZM2Zg9erVWLp0Ka5cuYKgoCD07dsXhw8f1st2YYwxxlj+KUREhl4IxhhjrLA5d+4c6tSpg+joaLi6uub62YyMDNjZ2WH9+vXw9fUF8PqK93/+8x+EhIQAAE6ePIlGjRphxYoVGDhwIADgv//9LwYMGIAXL14AeH3F+9tvv8Xt27dRtmxZAMDvv/+OTp064d69eyhdujQCAgLw7NkzbNu2DSkpKbC3t8e+ffvQqFEjzfJ89tlnSE5Oxvr164VvF8YYY4zlH1/xZowxxrJRo0YNtG7dGtWqVUP37t2xbNky/PvvvwCAhw8fYvDgwfDw8ICtrS1sbGyQmJiIO3fuaM2jevXqmr+dnJwAANWqVdN67+XLl0hISNC8V758eU3SDQCNGjVCRkYGrl+/nmUZb968ieTkZLRt2xZWVlaa1+rVq7VuYWeMMcaYYZkYegEYY4yxwkitVmPv3r04fvw4/vzzTyxcuBATJ07EqVOnMGzYMDx58gQ//vgjXF1dYWZmhkaNGiE1NVVrHsWKFdP8rShKju9lZGQUaBkTExMBALt379ZK1gHAzMysQPNkjDHGmHiceDPGGGM5UBQFTZo0QZMmTTBp0iS4urpi69atOHbsGBYvXoyOHTsCAO7evYvHjx8LiXnnzh3cv38fZcqUAfD6FnWVSoUqVapk+WzVqlVhZmaGO3fuoHnz5kLiM8YYY0w8TrwZY4yxbJw6dQr79+/Hhx9+CEdHR5w6dQpxcXHw8vKCh4cH1qxZg7p16yIhIQFjxoyBhYWFkLjm5ubw9/fHnDlzkJCQgFGjRqFHjx4oXbp0ls9aW1tj9OjRCAoKQkZGBpo2bYr4+HgcO3YMNjY28Pf3F7JMjDHGGNMNJ96MMcZYNmxsbHDkyBHMnz8fCQkJcHV1xdy5c9GhQweULl0aQ4YMQe3ateHi4oLp06dj9OjRQuJWqlQJ3bp1Q8eOHfH06VP4+vpi8eLFOX4+JCQEpUqVwowZMxAVFQU7OzvUrl0bEyZMELI8jDHGGNMd92rOGGOMFRJTpkzBtm3bcOHCBUMvCmOMMcYE4l7NGWOMMcYYY4wxPeLEmzHGGGOMMcYY0yO+1ZwxxhhjjDHGGNMjvuLNGGOMMcYYY4zpESfejDHGGGOMMcaYHnHizRhjjDHGGGOM6REn3owxxhhjjDHGmB5x4s0YY4wxxhhjjOkRJ96MMcYYY4wxxpgeceLNGGOMMcYYY4zpESfejDHGGGOMMcaYHnHizRhjjDHGGGOM6dH/AyrJd7+fyzxmAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CTprops_sample=CTprops.copy()\n", "CTprops_sample['sample']=mudata['visium'].obs.patient_region_id\n", "sns.clustermap(CTprops_sample.groupby('sample').sum().T/CTprops_sample.groupby('sample').sum().sum(axis=1) , \n", " cmap='Blues', method='ward')" ] }, { "cell_type": "markdown", "id": "49691fa0-3feb-4911-ba47-5df83770b64c", "metadata": {}, "source": [ "Alternativelly, we can check the deconvolution proportions using barplots" ] }, { "cell_type": "code", "execution_count": 9, "id": "41f1ba93-8da0-4e39-abf9-81b4dece88e6", "metadata": {}, "outputs": [], "source": [ "t1=pd.DataFrame(CTprops[spotSamples=='control_P7'].sum(), columns=['control_P7'])\n", "t2=pd.DataFrame(CTprops[spotSamples=='IZ_P15'].sum(), columns=['IZ_P15'])" ] }, { "cell_type": "code", "execution_count": 10, "id": "9f1435e9-9ed4-44f4-929f-23f3ccb7be7c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'IZ_P15')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(font_scale=1)\n", "sns.set_style(rc = {'axes.facecolor': 'white'})\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(20, 7))\n", "\n", "sns.barplot(ax=axes[0], y=t1.sort_values('control_P7', ascending=False).index, x='control_P7', \n", " data=t1.sort_values('control_P7', ascending=False), color='darkblue')\n", "axes[0].set_title('control_P7')\n", "\n", "sns.barplot(ax=axes[1], y=t2.sort_values('IZ_P15', ascending=False).index, x='IZ_P15',\n", " data=t2.sort_values('IZ_P15', ascending=False), color='darkred')\n", "axes[1].set_title('IZ_P15')" ] }, { "cell_type": "markdown", "id": "accedf55-2269-4e42-aeaa-c94d213a73f4", "metadata": {}, "source": [ "We can visualize **cell type deconvolution results in slices** (spots are colored by the the cell type with highest proportion). For this we will need the spatial coordinates of the spots in the Visium slices need to be in the slot **uns['spatial']** of the Visium anndata object:" ] }, { "cell_type": "code", "execution_count": 11, "id": "3c016009-dcbc-48d5-a445-895e791e0113", "metadata": {}, "outputs": [], "source": [ "mudata['visium'].uns['spatial']=mudata['visium'].obsm['X_spatial']" ] }, { "cell_type": "code", "execution_count": 12, "id": "a90af9ff-9eff-4d27-8796-854a9bcd0ee1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: saving figure to file figures/showtest.pdf\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idPat = 'GT_IZ_P9'\n", "nichesphere.coloc.spatialCTPlot(adata=mudata['visium'][mudata['visium'].obs.patient_region_id==idPat].copy(), \n", " CTprobs=CTprops.loc[spotSamples.index[spotSamples==idPat]], \n", " cell_types=mudata['sc'].obs.cell_subtype2, spot_size=0.015, \n", " legend_fontsize=7)" ] }, { "cell_type": "code", "execution_count": null, "id": "3b07dc1a-84cb-4e56-b722-3f00b6e03bfb", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "db12f15c-6888-4988-9abd-806d18f75b68", "metadata": {}, "source": [ "## 3.1 During differential co-localization analysis\n", "\n", "We will compute then co-localization probabilities from the cell type probability matrices. Here will get concatenated co-localization sample matrices of cell type x cell type." ] }, { "cell_type": "code", "execution_count": 13, "id": "bda29948-ac63-4039-839c-535e051ba40d", "metadata": {}, "outputs": [], "source": [ "CTcolocalizationP=nichesphere.coloc.getColocProbs(CTprobs=CTprops, \n", " spotSamples=mudata['visium'].obs.patient_region_id #Series of spot samples with spot ID as index\n", " )" ] }, { "cell_type": "markdown", "id": "0160427e-d5b1-4bef-bce1-b3ec9404d200", "metadata": {}, "source": [ "Then we reshape the co-localization data into a matrix of cell type pairs x samples. We set the parameter **complete** = 1 because we have a simetrical matrix including both co-localization probabilities of cell type pair a - b , as well as b - a (which have the same probability)" ] }, { "cell_type": "code", "execution_count": 14, "id": "8907124d-b89d-4088-b7d7-826f3e0ba250", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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5 rows × 1089 columns

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" ], "text/plain": [ " Fib1_SCARA5-Fib1_SCARA5 Fib1_SCARA5-damaged_CM \\\n", "control_P17 0.017603 0.000308 \n", "RZ_P9 0.009307 0.000429 \n", "IZ_P15 0.030351 0.000000 \n", "RZ_P6 0.040470 0.000441 \n", "RZ_BZ_P3 0.021508 0.000292 \n", "\n", " Fib1_SCARA5-Capillary_Endo Fib1_SCARA5-LYVE_FOLR_Macrophages \\\n", "control_P17 0.000992 0.000251 \n", "RZ_P9 0.000738 0.000003 \n", "IZ_P15 0.000027 0.000186 \n", "RZ_P6 0.002752 0.000361 \n", "RZ_BZ_P3 0.000567 0.000057 \n", "\n", " Fib1_SCARA5-Fib3_C7 Fib1_SCARA5-healthy_CM \\\n", "control_P17 0.007062 0.002586 \n", "RZ_P9 0.005204 0.001439 \n", "IZ_P15 0.001200 0.000000 \n", "RZ_P6 0.008687 0.002928 \n", "RZ_BZ_P3 0.002408 0.000483 \n", "\n", " Fib1_SCARA5-Fib2_Myofib Fib1_SCARA5-Endocardial_Endo \\\n", "control_P17 0.004724 0.000943 \n", "RZ_P9 0.001625 0.000065 \n", "IZ_P15 0.003112 0.000072 \n", "RZ_P6 0.007878 0.000176 \n", "RZ_BZ_P3 0.006635 0.000123 \n", "\n", " Fib1_SCARA5-Arterial_Endo Fib1_SCARA5-Neuronal ... \\\n", "control_P17 0.000412 0.000351 ... \n", "RZ_P9 0.000168 0.000046 ... \n", "IZ_P15 0.000062 0.000000 ... \n", "RZ_P6 0.001022 0.001170 ... \n", "RZ_BZ_P3 0.000052 0.000052 ... \n", "\n", " NK_T-CCL18_Macrophages NK_T-perivascular_fibroblasts \\\n", "control_P17 2.290066e-15 0.0 \n", "RZ_P9 0.000000e+00 0.0 \n", "IZ_P15 0.000000e+00 0.0 \n", "RZ_P6 0.000000e+00 0.0 \n", "RZ_BZ_P3 0.000000e+00 0.0 \n", "\n", " NK_T-CD_4 NK_T-vSMCs_2 NK_T-Lymphatic_Endo NK_T-NK \\\n", "control_P17 3.915381e-05 0.0 0.0 4.538656e-08 \n", "RZ_P9 4.640548e-05 0.0 0.0 9.954633e-05 \n", "IZ_P15 0.000000e+00 0.0 0.0 0.000000e+00 \n", "RZ_P6 7.998369e-25 0.0 0.0 8.593925e-28 \n", "RZ_BZ_P3 0.000000e+00 0.0 0.0 8.585311e-06 \n", "\n", " NK_T-CD_8 NK_T-Purkinje_fibers NK_T-Adipo NK_T-NK_T \n", "control_P17 4.556003e-08 0.0 0.000000e+00 0.000268 \n", "RZ_P9 1.643486e-05 0.0 0.000000e+00 0.000784 \n", "IZ_P15 0.000000e+00 0.0 0.000000e+00 0.000000 \n", "RZ_P6 0.000000e+00 0.0 0.000000e+00 0.000438 \n", "RZ_BZ_P3 0.000000e+00 0.0 7.294563e-35 0.000897 \n", "\n", "[5 rows x 1089 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colocPerSample=nichesphere.coloc.reshapeColoc(CTcoloc=CTcolocalizationP, \n", " complete=1)\n", "colocPerSample.head()" ] }, { "cell_type": "markdown", "id": "e60820a7-f99c-4b05-bd43-2168dcab0d6e", "metadata": {}, "source": [ "The sum of the probabilities of every cell type pair in a sample must be = 1" ] }, { "cell_type": "code", "execution_count": 15, "id": "3237c2ba-d5cd-4cb5-8343-1bcd3002fd26", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "control_P17 1.0\n", "RZ_P9 1.0\n", "IZ_P15 1.0\n", "RZ_P6 1.0\n", "RZ_BZ_P3 1.0\n", "FZ_P14 1.0\n", "RZ_BZ_P12 1.0\n", "FZ_GT_P4 1.0\n", "GT_IZ_P13 1.0\n", "GT_IZ_P15 1.0\n", "FZ_P20 1.0\n", "RZ_FZ_P5 1.0\n", "GT_IZ_P9 1.0\n", "RZ_P3 1.0\n", "FZ_GT_P19 1.0\n", "FZ_P18 1.0\n", "IZ_P10 1.0\n", "control_P7 1.0\n", "RZ_P11 1.0\n", "control_P1 1.0\n", "RZ_BZ_P2 1.0\n", "control_P8 1.0\n", "RZ_GT_P2 1.0\n", "dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colocPerSample.sum(axis=1)" ] }, { "cell_type": "markdown", "id": "30b3f700-d12a-46c9-9de4-d6bc564420ba", "metadata": {}, "source": [ "This is how we got the file from zenodo **colocPerSample.csv**" ] }, { "cell_type": "code", "execution_count": 16, "id": "e829b9d8-7abd-4bc0-b080-5d3aa3c424e4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Fib1_SCARA5-Fib1_SCARA5Fib1_SCARA5-damaged_CMFib1_SCARA5-Capillary_EndoFib1_SCARA5-LYVE_FOLR_MacrophagesFib1_SCARA5-Fib3_C7Fib1_SCARA5-healthy_CMFib1_SCARA5-Fib2_MyofibFib1_SCARA5-Endocardial_EndoFib1_SCARA5-Arterial_EndoFib1_SCARA5-Neuronal...NK_T-CCL18_MacrophagesNK_T-perivascular_fibroblastsNK_T-CD_4NK_T-vSMCs_2NK_T-Lymphatic_EndoNK_T-NKNK_T-CD_8NK_T-Purkinje_fibersNK_T-AdipoNK_T-NK_T
control_P170.0176030.0003080.0009920.0002510.0070620.0025860.0047240.0009430.0004120.000351...2.290066e-150.03.915381e-050.00.04.538656e-084.556003e-080.00.000000e+000.000268
RZ_P90.0093070.0004290.0007380.0000030.0052040.0014390.0016250.0000650.0001680.000046...0.000000e+000.04.640548e-050.00.09.954633e-051.643486e-050.00.000000e+000.000784
IZ_P150.0303510.0000000.0000270.0001860.0012000.0000000.0031120.0000720.0000620.000000...0.000000e+000.00.000000e+000.00.00.000000e+000.000000e+000.00.000000e+000.000000
RZ_P60.0404700.0004410.0027520.0003610.0086870.0029280.0078780.0001760.0010220.001170...0.000000e+000.07.998369e-250.00.08.593925e-280.000000e+000.00.000000e+000.000438
RZ_BZ_P30.0215080.0002920.0005670.0000570.0024080.0004830.0066350.0001230.0000520.000052...0.000000e+000.00.000000e+000.00.08.585311e-060.000000e+000.07.294563e-350.000897
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5 rows × 1089 columns

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" ], "text/plain": [ " Fib1_SCARA5-Fib1_SCARA5 Fib1_SCARA5-damaged_CM \\\n", "control_P17 0.017603 0.000308 \n", "RZ_P9 0.009307 0.000429 \n", "IZ_P15 0.030351 0.000000 \n", "RZ_P6 0.040470 0.000441 \n", "RZ_BZ_P3 0.021508 0.000292 \n", "\n", " Fib1_SCARA5-Capillary_Endo Fib1_SCARA5-LYVE_FOLR_Macrophages \\\n", "control_P17 0.000992 0.000251 \n", "RZ_P9 0.000738 0.000003 \n", "IZ_P15 0.000027 0.000186 \n", "RZ_P6 0.002752 0.000361 \n", "RZ_BZ_P3 0.000567 0.000057 \n", "\n", " Fib1_SCARA5-Fib3_C7 Fib1_SCARA5-healthy_CM \\\n", "control_P17 0.007062 0.002586 \n", "RZ_P9 0.005204 0.001439 \n", "IZ_P15 0.001200 0.000000 \n", "RZ_P6 0.008687 0.002928 \n", "RZ_BZ_P3 0.002408 0.000483 \n", "\n", " Fib1_SCARA5-Fib2_Myofib Fib1_SCARA5-Endocardial_Endo \\\n", "control_P17 0.004724 0.000943 \n", "RZ_P9 0.001625 0.000065 \n", "IZ_P15 0.003112 0.000072 \n", "RZ_P6 0.007878 0.000176 \n", "RZ_BZ_P3 0.006635 0.000123 \n", "\n", " Fib1_SCARA5-Arterial_Endo Fib1_SCARA5-Neuronal ... \\\n", "control_P17 0.000412 0.000351 ... \n", "RZ_P9 0.000168 0.000046 ... \n", "IZ_P15 0.000062 0.000000 ... \n", "RZ_P6 0.001022 0.001170 ... \n", "RZ_BZ_P3 0.000052 0.000052 ... \n", "\n", " NK_T-CCL18_Macrophages NK_T-perivascular_fibroblasts \\\n", "control_P17 2.290066e-15 0.0 \n", "RZ_P9 0.000000e+00 0.0 \n", "IZ_P15 0.000000e+00 0.0 \n", "RZ_P6 0.000000e+00 0.0 \n", "RZ_BZ_P3 0.000000e+00 0.0 \n", "\n", " NK_T-CD_4 NK_T-vSMCs_2 NK_T-Lymphatic_Endo NK_T-NK \\\n", "control_P17 3.915381e-05 0.0 0.0 4.538656e-08 \n", "RZ_P9 4.640548e-05 0.0 0.0 9.954633e-05 \n", "IZ_P15 0.000000e+00 0.0 0.0 0.000000e+00 \n", "RZ_P6 7.998369e-25 0.0 0.0 8.593925e-28 \n", "RZ_BZ_P3 0.000000e+00 0.0 0.0 8.585311e-06 \n", "\n", " NK_T-CD_8 NK_T-Purkinje_fibers NK_T-Adipo NK_T-NK_T \n", "control_P17 4.556003e-08 0.0 0.000000e+00 0.000268 \n", "RZ_P9 1.643486e-05 0.0 0.000000e+00 0.000784 \n", "IZ_P15 0.000000e+00 0.0 0.000000e+00 0.000000 \n", "RZ_P6 0.000000e+00 0.0 0.000000e+00 0.000438 \n", "RZ_BZ_P3 0.000000e+00 0.0 7.294563e-35 0.000897 \n", "\n", "[5 rows x 1089 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colocPerSample=pd.read_csv('colocPerSample.csv', index_col=0)\n", "colocPerSample.head()" ] }, { "cell_type": "markdown", "id": "e9b08e3a-a3b1-4417-a6ef-2897b21e73b1", "metadata": {}, "source": [ "The sum of the probabilities of every cell type pair in a sample must be = 1" ] }, { "cell_type": "code", "execution_count": 17, "id": "7e786214-cbd5-41ef-b23c-a14cac58a6c3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "control_P17 1.0\n", "RZ_P9 1.0\n", "IZ_P15 1.0\n", "RZ_P6 1.0\n", "RZ_BZ_P3 1.0\n", "FZ_P14 1.0\n", "RZ_BZ_P12 1.0\n", "FZ_GT_P4 1.0\n", "GT_IZ_P13 1.0\n", "GT_IZ_P15 1.0\n", "FZ_P20 1.0\n", "RZ_FZ_P5 1.0\n", "GT_IZ_P9 1.0\n", "RZ_P3 1.0\n", "FZ_GT_P19 1.0\n", "FZ_P18 1.0\n", "IZ_P10 1.0\n", "control_P7 1.0\n", "RZ_P11 1.0\n", "control_P1 1.0\n", "RZ_BZ_P2 1.0\n", "control_P8 1.0\n", "RZ_GT_P2 1.0\n", "dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colocPerSample.sum(axis=1)" ] }, { "cell_type": "markdown", "id": "64ea88ce-fbee-4c88-acda-b794331cf228", "metadata": {}, "source": [ "**Conditions**\n", "\n", "In this case, condition can be inferred from abbreviations in the sample names:\n", "\n", "RZ = Remote zone\n", "BZ = Border Zone\n", "FZ = Fibrotic Zone\n", "IZ = Ischemic Zone" ] }, { "cell_type": "code", "execution_count": 18, "id": "53e0f246-fe34-4eff-843a-5b9a200d19eb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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samplesampleType
0control_P17myogenic
1RZ_P9remote
2IZ_P15ischemic
3RZ_P6remote
4RZ_BZ_P3border
5FZ_P14fibrotic
6RZ_BZ_P12border
7FZ_GT_P4fibrotic
8GT_IZ_P13ischemic
9GT_IZ_P15ischemic
10FZ_P20fibrotic
11RZ_FZ_P5fibrotic
12GT_IZ_P9ischemic
13RZ_P3remote
14FZ_GT_P19fibrotic
15FZ_P18fibrotic
16IZ_P10ischemic
17control_P7myogenic
18RZ_P11remote
19control_P1myogenic
20RZ_BZ_P2border
21control_P8myogenic
22RZ_GT_P2remote
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" ], "text/plain": [ " sample sampleType\n", "0 control_P17 myogenic\n", "1 RZ_P9 remote\n", "2 IZ_P15 ischemic\n", "3 RZ_P6 remote\n", "4 RZ_BZ_P3 border\n", "5 FZ_P14 fibrotic\n", "6 RZ_BZ_P12 border\n", "7 FZ_GT_P4 fibrotic\n", "8 GT_IZ_P13 ischemic\n", "9 GT_IZ_P15 ischemic\n", "10 FZ_P20 fibrotic\n", "11 RZ_FZ_P5 fibrotic\n", "12 GT_IZ_P9 ischemic\n", "13 RZ_P3 remote\n", "14 FZ_GT_P19 fibrotic\n", "15 FZ_P18 fibrotic\n", "16 IZ_P10 ischemic\n", "17 control_P7 myogenic\n", "18 RZ_P11 remote\n", "19 control_P1 myogenic\n", "20 RZ_BZ_P2 border\n", "21 control_P8 myogenic\n", "22 RZ_GT_P2 remote" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sampleTypesDF=pd.DataFrame(colocPerSample.index, columns=['sample'])\n", "sampleTypesDF['sampleType']='myogenic'\n", "\n", "#tmp.obs.sampleType[tmp.obs['sample'].str.contains(\"BZ\")]='border'\n", "sampleTypesDF.sampleType[sampleTypesDF['sample'].str.contains(\"RZ\")]='remote'\n", "sampleTypesDF.sampleType[sampleTypesDF['sample'].str.contains(\"BZ\")]='border'\n", "\n", "\n", "sampleTypesDF.sampleType[sampleTypesDF['sample'].str.contains(\"FZ\")]='fibrotic'\n", "sampleTypesDF.sampleType[sampleTypesDF['sample'].str.contains(\"IZ\")]='ischemic'\n", "sampleTypesDF" ] }, { "cell_type": "markdown", "id": "c3e5eaa1-cd5f-4f86-8316-85523a4fe69f", "metadata": {}, "source": [ "This is how we got the file in zenodo **MI_sampleTypesDF.csv**" ] }, { "cell_type": "markdown", "id": "43d61e50-1cfd-4d31-92f8-9c8d9c2f7eb0", "metadata": {}, "source": [ "## 4. For differential communication\n", "\n", "NicheSphere is suited to work with CrossTalkeR output tables which contain columns called **cellpair**, indicating the cell types involved in an interaction separated by '@'; and **allpair**, indicating cell types, ligand and receptor involved. Additionally, input tables for NicheSphere should contain columns indicating the **ligand** (gene_A), **receptor** (gene_B) and **communication score** (MeanLR). The names for these last 3 columns can be indicated in NicheSphere functions.\n", "\n", "The following tables come from a CrossTalkeR run comparing **myogenic** and **ischemic** samples. They are the condition specific tables in the **LR_data_final** object:" ] }, { "cell_type": "code", "execution_count": 19, "id": "dd94cc93-f9a9-49dc-bfb1-f00f6819cb9d", "metadata": {}, "outputs": [], "source": [ "crossTalker_ctrlComm=pd.read_csv('./crossTalker_tbl_myo_heart_exp_scSeqComm.csv', index_col=0)\n", "crossTalker_iscComm=pd.read_csv('./crossTalker_tbl_isc_heart_exp_scSeqComm.csv', index_col=0)" ] }, { "cell_type": "markdown", "id": "6c11ea64-e1fb-40f2-ba35-aaa704886333", "metadata": {}, "source": [ "CrossTalkeR tables contain strings indicating wether a gene is a ligand (|L), receptor (|R) or transcription factor (|TF). These strings will be removed as they might cause conflicts with code. " ] }, { "cell_type": "code", "execution_count": 20, "id": "bf0dfc90-1ba8-40f7-b5ec-b88ded435329", "metadata": {}, "outputs": [], "source": [ "crossTalker_ctrlComm=nichesphere.tl.processCTKRoutput(crossTalker_ctrlComm)\n", "crossTalker_iscComm=nichesphere.tl.processCTKRoutput(crossTalker_iscComm)" ] }, { "cell_type": "markdown", "id": "5966fbb7-39ca-4bd2-b830-1bb8cfac5879", "metadata": {}, "source": [ "## 4.1 Database\n", "\n", "We are interested in cell communication related to fibrosis, so we will use a database which classifies ligands according to extracellular matrix (ECM) or immune cell recruitment related processes to look for disease related processes : " ] }, { "cell_type": "code", "execution_count": 21, "id": "142a5e49-14d7-4720-bce6-dc67f3d651ff", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LigandcategorydbPMID
2col1a1Collagensmatrisome36399478
3col1a2Collagensmatrisome36399478
4col1a1Collagensmatrisome36399478
5col6a3Collagensmatrisome36399478
6col1a2Collagensmatrisome36399478
\n", "
" ], "text/plain": [ " Ligand category db PMID\n", "2 col1a1 Collagens matrisome 36399478\n", "3 col1a2 Collagens matrisome 36399478\n", "4 col1a1 Collagens matrisome 36399478\n", "5 col6a3 Collagens matrisome 36399478\n", "6 col1a2 Collagens matrisome 36399478" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "allDBs=pd.read_csv('nichesphereDB_pmid.csv', index_col=0)\n", "allDBs.head()" ] }, { "cell_type": "code", "execution_count": 22, "id": "a2c7206b-d041-4e73-b753-3ae9e7e57e54", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(x=allDBs.category.value_counts(), y=allDBs.category.value_counts().index,\n", " data=pd.DataFrame(allDBs.category.value_counts()))" ] }, { "cell_type": "markdown", "id": "21ba0fec-18fc-4f6b-83d9-3073a84feb2b", "metadata": {}, "source": [ "## 4.2 During differential communication analysis" ] }, { "cell_type": "markdown", "id": "13fa01ee-ca3c-4a87-a9e2-8345bd117eb0", "metadata": {}, "source": [ "Now we can separate communication scores by process to know which cell type pairs and niche pairs are interacting through which processes in each condition." ] }, { "cell_type": "markdown", "id": "53481ae5-2910-4436-9a15-7ad6aba4128a", "metadata": {}, "source": [ "Same cell type interactions will be excluded, so we'll have a list of same cell type interaction pairs in order to subset the data." ] }, { "cell_type": "code", "execution_count": 23, "id": "5f705438-a90d-4fe2-a7ac-71686955db3e", "metadata": {}, "outputs": [], "source": [ "cell_types=CTprops.columns\n", "oneCTints=cell_types+'-'+cell_types" ] }, { "cell_type": "markdown", "id": "13e38d63-4818-458c-9254-044d04b4b456", "metadata": {}, "source": [ "For the calculation of the LR scores per process we will need the **cell pair - niche pair** correspondence table generated in the co-localization tutorial as **pairCatDFdir**" ] }, { "cell_type": "code", "execution_count": 24, "id": "26086271-6ddf-489c-85ff-079e65e8752d", "metadata": {}, "outputs": [], "source": [ "pairCatDFdir=pd.read_csv('./pairCatDFdir_MIvisium_louvain.csv')" ] }, { "cell_type": "code", "execution_count": 25, "id": "431e6aff-ebfa-44f7-910c-ae2be6daf7ab", "metadata": {}, "outputs": [], "source": [ "myoCTpairScores_byCat2_dir_colocClusts=nichesphere.comm.lr_ctPairScores_perCat_dir(ccommTable=crossTalker_ctrlComm, \n", " db=allDBs, dbCatCol='category', \n", " dbMatchCol='Ligand', #column in database table to match with (ligand) column in the communication data table\n", " ccommMatchCol='gene_A', #column in communication data table to match with (ligand) column in the database table\n", " ccommLRscoresCol='MeanLR', \n", " oneCTinteractions=oneCTints.str.replace('-', '@'), \n", " condition='myogenic', \n", " pairCatDF=pairCatDFdir)" ] }, { "cell_type": "code", "execution_count": 27, "id": "48487c5c-0610-4011-b1f4-59b06734f6bb", "metadata": {}, "outputs": [], "source": [ "iscCTpairScores_byCat2_dir_colocClusts=nichesphere.comm.lr_ctPairScores_perCat_dir(ccommTable=crossTalker_iscComm, \n", " db=allDBs, \n", " dbCatCol='category', \n", " dbMatchCol='Ligand', \n", " ccommMatchCol='gene_A', \n", " ccommLRscoresCol='MeanLR', \n", " oneCTinteractions=oneCTints.str.replace('-', '@'), \n", " condition='ischemic', \n", " pairCatDF=pairCatDFdir)" ] }, { "cell_type": "code", "execution_count": 28, "id": "bed9782f-950f-4754-86db-56b03969965e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0cell_pairsniche_pairsLRscoresLRcatcondition
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Adipo/COL14A1@Arterial_Endo/CD441031Adipo->Arterial_Endo1_Stromal->3_Healthy_CM0.717175Collagensmyogenic
Adipo/COL14A1@CCL18_Macrophages/CD441046Adipo->CCL18_Macrophages1_Stromal->4_Fibrotic0.967985Collagensmyogenic
Adipo/COL14A1@CD_4/CD441048Adipo->CD_41_Stromal->2_Stressed_CM0.967985Collagensmyogenic
Adipo/COL14A1@CD_8/CD441052Adipo->CD_81_Stromal->2_Stressed_CM0.967985Collagensmyogenic
Adipo/COL14A1@Fib1_SCARA5/CD441023Adipo->Fib1_SCARA51_Stromal->1_Stromal0.967985Collagensmyogenic
\n", "
" ], "text/plain": [ " Unnamed: 0 cell_pairs \\\n", "allpair \n", "Adipo/COL14A1@Arterial_Endo/CD44 1031 Adipo->Arterial_Endo \n", "Adipo/COL14A1@CCL18_Macrophages/CD44 1046 Adipo->CCL18_Macrophages \n", "Adipo/COL14A1@CD_4/CD44 1048 Adipo->CD_4 \n", "Adipo/COL14A1@CD_8/CD44 1052 Adipo->CD_8 \n", "Adipo/COL14A1@Fib1_SCARA5/CD44 1023 Adipo->Fib1_SCARA5 \n", "\n", " niche_pairs LRscores \\\n", "allpair \n", "Adipo/COL14A1@Arterial_Endo/CD44 1_Stromal->3_Healthy_CM 0.717175 \n", "Adipo/COL14A1@CCL18_Macrophages/CD44 1_Stromal->4_Fibrotic 0.967985 \n", "Adipo/COL14A1@CD_4/CD44 1_Stromal->2_Stressed_CM 0.967985 \n", "Adipo/COL14A1@CD_8/CD44 1_Stromal->2_Stressed_CM 0.967985 \n", "Adipo/COL14A1@Fib1_SCARA5/CD44 1_Stromal->1_Stromal 0.967985 \n", "\n", " LRcat condition \n", "allpair \n", "Adipo/COL14A1@Arterial_Endo/CD44 Collagens myogenic \n", "Adipo/COL14A1@CCL18_Macrophages/CD44 Collagens myogenic \n", "Adipo/COL14A1@CD_4/CD44 Collagens myogenic \n", "Adipo/COL14A1@CD_8/CD44 Collagens myogenic \n", "Adipo/COL14A1@Fib1_SCARA5/CD44 Collagens myogenic " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myoCTpairScores_byCat2_dir_colocClusts.head()" ] }, { "cell_type": "markdown", "id": "7f463db8-e9c4-4ead-82ac-2f4853bb3c24", "metadata": {}, "source": [ "Some interactions might be present only in one condition, so we will assign 0 values to the interactions that do not appear in one condition to be able to compare conditions" ] }, { "cell_type": "code", "execution_count": 31, "id": "40aff5b3-8004-47b6-8dbe-f389e933d631", "metadata": {}, "outputs": [], "source": [ "myoCTpairScores_byCat2_dir_colocClusts, iscCTpairScores_byCat2_dir_colocClusts = nichesphere.comm.equalizeScoresTables(ctrlTbl=myoCTpairScores_byCat2_dir_colocClusts, \n", " expTbl=iscCTpairScores_byCat2_dir_colocClusts, \n", " ctrlCondition='myogenic', \n", " expCondition='ischemic')" ] }, { "cell_type": "code", "execution_count": 32, "id": "6f633655-701c-4e4d-a660-f4cc6eb30754", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0cell_pairsniche_pairsLRscoresLRcatcondition
allpair
Adipo/COL14A1@Arterial_Endo/CD441031Adipo->Arterial_Endo1_Stromal->3_Healthy_CM0.717175Collagensmyogenic
Adipo/COL14A1@CCL18_Macrophages/CD441046Adipo->CCL18_Macrophages1_Stromal->4_Fibrotic0.967985Collagensmyogenic
Adipo/COL14A1@CD_4/CD441048Adipo->CD_41_Stromal->2_Stressed_CM0.967985Collagensmyogenic
Adipo/COL14A1@CD_8/CD441052Adipo->CD_81_Stromal->2_Stressed_CM0.967985Collagensmyogenic
Adipo/COL14A1@Fib1_SCARA5/CD441023Adipo->Fib1_SCARA51_Stromal->1_Stromal0.967985Collagensmyogenic
\n", "
" ], "text/plain": [ " Unnamed: 0 cell_pairs \\\n", "allpair \n", "Adipo/COL14A1@Arterial_Endo/CD44 1031 Adipo->Arterial_Endo \n", "Adipo/COL14A1@CCL18_Macrophages/CD44 1046 Adipo->CCL18_Macrophages \n", "Adipo/COL14A1@CD_4/CD44 1048 Adipo->CD_4 \n", "Adipo/COL14A1@CD_8/CD44 1052 Adipo->CD_8 \n", "Adipo/COL14A1@Fib1_SCARA5/CD44 1023 Adipo->Fib1_SCARA5 \n", "\n", " niche_pairs LRscores \\\n", "allpair \n", "Adipo/COL14A1@Arterial_Endo/CD44 1_Stromal->3_Healthy_CM 0.717175 \n", "Adipo/COL14A1@CCL18_Macrophages/CD44 1_Stromal->4_Fibrotic 0.967985 \n", "Adipo/COL14A1@CD_4/CD44 1_Stromal->2_Stressed_CM 0.967985 \n", "Adipo/COL14A1@CD_8/CD44 1_Stromal->2_Stressed_CM 0.967985 \n", "Adipo/COL14A1@Fib1_SCARA5/CD44 1_Stromal->1_Stromal 0.967985 \n", "\n", " LRcat condition \n", "allpair \n", "Adipo/COL14A1@Arterial_Endo/CD44 Collagens myogenic \n", "Adipo/COL14A1@CCL18_Macrophages/CD44 Collagens myogenic \n", "Adipo/COL14A1@CD_4/CD44 Collagens myogenic \n", "Adipo/COL14A1@CD_8/CD44 Collagens myogenic \n", "Adipo/COL14A1@Fib1_SCARA5/CD44 Collagens myogenic " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myoCTpairScores_byCat2_dir_colocClusts.head()" ] }, { "cell_type": "markdown", "id": "02f14628-7525-462d-8c13-e497fcfd00aa", "metadata": {}, "source": [ "And this is how we get the tables **processed_myo_ctkr_louvainColoc.csv** and **processed_isc_ctkr_louvainColoc.csv** from zenodo" ] }, { "cell_type": "code", "execution_count": null, "id": "980e021e-29e1-41af-a161-5a158fd55485", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 5 }