{ "cells": [ { "cell_type": "markdown", "id": "39d6be41", "metadata": {}, "source": [ "# Scientific plotting for publication with OmicVerse\n", "\n", "In this tutorial, we focus on a practical question: **how to make biologically accurate, visually consistent, and publication-ready figures when using `omicverse`**.\n", "\n", "This is not only an API tutorial. We will explain **what to do**, **why to do it**, and **which mistakes to avoid** when generating figures for manuscripts, preprints, and reports.\n", "\n", "The core principles are:\n", "\n", "- figures should communicate biology before decoration\n", "- the same biological category should keep the same color across figures\n", "- panel size, font, resolution, and export format should be standardized early\n", "- continuous and categorical variables should use different color logic\n", "- final figures should be exported in both raster and vector formats whenever possible" ] }, { "cell_type": "code", "execution_count": 15, "id": "d35e71e7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "🔬 Starting plot initialization...\n", "Using already downloaded Arial font from: /tmp/omicverse_arial.ttf\n", "Registered as: Arial\n", "🧬 Detecting GPU devices…\n", "✅ NVIDIA CUDA GPUs detected: 1\n", " • [CUDA 0] Tesla P100-PCIE-16GB\n", " Memory: 15.9 GB | Compute: 6.0\n", "✅ plot_set complete.\n", "\n" ] } ], "source": [ "import omicverse as ov\n", "import scanpy as sc\n", "import squidpy as sq\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LinearSegmentedColormap\n", "\n", "# Optional: use a processed AnnData object from your own analysis.\n", "# adata = ...\n", "\n", "# OmicVerse provides convenient styling helpers.\n", "ov.plot_set(font_path='Arial')" ] }, { "cell_type": "markdown", "id": "c3f45f08", "metadata": {}, "source": [ "## 1. Start from a reproducible visual standard\n", "\n", "The first step in scientific plotting is **not plotting**. It is defining a reproducible visual baseline.\n", "\n", "Why this matters:\n", "\n", "- If you tune font size and panel size manually for every figure, the entire manuscript becomes inconsistent.\n", "- If you save one figure at low resolution and another at high resolution, journal assembly becomes painful.\n", "- If you decide colors only at the end, you usually break consistency across embeddings, heatmaps, and spatial panels.\n", "\n", "A good default for compact manuscript figures is:\n", "\n", "- single panel: `figsize=(4, 4)` or `figsize=(3, 3)`\n", "- dense matrix or large embedding: `figsize=(8, 8)`\n", "- final export: `dpi=300`\n", "- crop white margins: `bbox_inches='tight'`\n", "- save both `png` and `svg`" ] }, { "cell_type": "code", "execution_count": 2, "id": "a1d13551-3a87-4ef9-acfe-6ca9a291f5da", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[95m🩸 Downloading PBMC 8k dataset\u001b[0m\n", "\u001b[96mUsing Stanford mirror for pbmc8k\u001b[0m\n", "\u001b[94m🔍 Downloading data to ./data/pbmc8k.h5ad...\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "[92mDownloading\u001b[0m: |\u001b[34m \u001b[0m| 41.4M/0.00 [00:01<00:00, 25.9MB/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[92m✅ Download completed\u001b[0m\n", "\u001b[96m Loading data from ./data/pbmc8k.h5ad\u001b[0m\n", "\u001b[92m✅ Successfully loaded: 7750 cells × 20939 genes\u001b[0m\n" ] } ], "source": [ "adata=ov.datasets.pbmc8k()" ] }, { "cell_type": "code", "execution_count": 19, "id": "cc7db73f", "metadata": {}, "outputs": [], "source": [ "def set_publication_style(fontsize=12):\n", " plt.rcParams['figure.dpi'] = 80\n", " plt.rcParams['savefig.dpi'] = 300\n", " plt.rcParams['font.size'] = fontsize\n", " plt.rcParams['axes.labelsize'] = fontsize\n", " plt.rcParams['axes.titlesize'] = fontsize + 1\n", " plt.rcParams['xtick.labelsize'] = fontsize - 1\n", " plt.rcParams['ytick.labelsize'] = fontsize - 1\n", " plt.rcParams['legend.fontsize'] = fontsize - 1\n", " plt.rcParams['pdf.fonttype'] = 42\n", " plt.rcParams['ps.fonttype'] = 42\n", "\n", "\n", "def save_figure_pair(stem):\n", " plt.savefig(f'{stem}.png', dpi=300, bbox_inches='tight')\n", " plt.savefig(f'{stem}.svg')\n", " #plt.savefig(f'{stem}.pdf')\n", "\n", "\n", "set_publication_style(fontsize=13)" ] }, { "cell_type": "markdown", "id": "ccd2197e", "metadata": {}, "source": [ "## 2. Separate categorical color design from continuous color design\n", "\n", "A common mistake is to use the same color logic for all figures.\n", "\n", "This is incorrect because:\n", "\n", "- **categorical annotations** such as cell types, clusters, niches, and samples require **stable named colors**\n", "- **continuous values** such as scores, abundance, logFC, or expression require **ordered colormaps**\n", "\n", "Purpose of this step:\n", "\n", "- make the reader recognize the same biology instantly across multiple figures\n", "- prevent visual misinterpretation caused by arbitrary remapping\n", "- improve comparability between panels\n", "\n", "Recommended rules:\n", "\n", "- for cell types or clusters: build a dictionary once and reuse it everywhere\n", "- for abundance-like values: start with `Reds`\n", "- for signed effects such as enrichment or log fold change: start with `RdBu_r`" ] }, { "cell_type": "code", "execution_count": 5, "id": "6787f983", "metadata": {}, "outputs": [], "source": [ "# Example: stable categorical palette.\n", "# Replace 'cell_type' with your own annotation column.\n", "\n", "if 'cell_type' in getattr(adata, 'obs', {}):\n", " categories = list(adata.obs['cell_type'].astype('category').cat.categories)\n", " palette = ov.pl.sc_color[8:] + ov.pl.red_color + ov.pl.orange_color + ov.pl.sc_color\n", " color_dict = {k: palette[i] for i, k in enumerate(categories)}\n", "else:\n", " color_dict = {\n", " 'T cell': '#279AD7',\n", " 'B cell': '#F0A202',\n", " 'Myeloid': '#E45756',\n", " 'Stromal': '#54A24B',\n", " }\n", "\n", "# Example: continuous colormap choices.\n", "seq_cmap = 'Reds' # abundance, score, density, expression intensity\n", "signed_cmap = 'RdBu_r' # up/down, positive/negative, centered contrasts" ] }, { "cell_type": "markdown", "id": "b6646f22", "metadata": {}, "source": [ "## 3. Make embeddings readable before making them beautiful\n", "\n", "UMAP, MDE, t-SNE, and spatial embeddings are often the first figures people see. Their purpose is usually **overview and orientation**, not decoration.\n", "\n", "What this step should achieve:\n", "\n", "- show the major biological structure clearly\n", "- preserve category identity with stable colors\n", "- remove unnecessary visual clutter\n", "\n", "Good practice:\n", "\n", "- use a compact square panel\n", "- keep point size moderate\n", "- remove oversized legends inside dense panels\n", "- avoid changing palette order across figures\n", "- use the same `basis` and annotation names consistently throughout the tutorial or manuscript" ] }, { "cell_type": "code", "execution_count": 6, "id": "febb1b7a-fb1c-4b6f-a012-6996849e11ea", "metadata": {}, "outputs": [ { "data": { "application/vnd.omicverse.anndata+json": { "name": null, "previews": { "layers": {}, "obs": { "dtypes": { "assay": "category", "assay_ontology_term_id": "category", "cell_type": "category", "cell_type_ontology_term_id": "category", "development_stage": "category", "development_stage_ontology_term_id": "category", "disease": "category", "disease_ontology_term_id": "category", "donor_id": "category", "is_primary_data": "bool", "kit": "category", "observation_joinid": "object", "predicted_celltype": "category", "self_reported_ethnicity": "category", "self_reported_ethnicity_ontology_term_id": "category", "sex": "category", "sex_ontology_term_id": "category", "suspension_type": "category", "tissue": "category", "tissue_ontology_term_id": "category", "tissue_type": "category" }, "name": ".obs", "shape": [ 7750, 21 ], "table": { "columns": [ "kit", "tissue_ontology_term_id", "tissue_type", "assay_ontology_term_id", "disease_ontology_term_id", "cell_type_ontology_term_id", "self_reported_ethnicity_ontology_term_id", "development_stage_ontology_term_id", "sex_ontology_term_id", "donor_id" ], "data": [ [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0000624", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0000624", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0000623", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0000910", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "unknown", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0000624", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0000624", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0000624", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0000624", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0001054", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ], [ "10X_5-rep1", "UBERON:0000178", "tissue", "EFO:0009900", "PATO:0000461", "CL:0000784", "unknown", "HsapDv:0000136", "PATO:0000384", "RG1237" ] ], "index": [ "TGAGCCGTCGATAGAA-1_10X_5-rep1", "TACACGACAGGACGTA-1_10X_5-rep1", "GAAGCAGCAGCTGTGC-1_10X_5-rep1", "CTCACACAGAGCCCAA-1_10X_5-rep1", "CTCGTCAGTGATAAAC-1_10X_5-rep1", "TGTATTCTCAGCGATT-1_10X_5-rep1", "GTTACAGCAGCTCGAC-1_10X_5-rep1", "GTTAAGCGTCTGGAGA-1_10X_5-rep1", "TTGGCAAAGCCGTCGT-1_10X_5-rep1", "CCTTCCCGTCTAGTGT-1_10X_5-rep1", "GGGACCTGTCATATGC-1_10X_5-rep1", "ACACCAAGTCGGCACT-1_10X_5-rep1", "ACGAGGATCACCATAG-1_10X_5-rep1", "ACTTGTTAGTCGATAA-1_10X_5-rep1", "ACACCGGGTGTGGCTC-1_10X_5-rep1", "CTAATGGGTAAGTGTA-1_10X_5-rep1", "ATGCGATCAATGAATG-1_10X_5-rep1", "TAGAGCTAGACGCACA-1_10X_5-rep1", "CATGACACATACCATG-1_10X_5-rep1", "TTGGAACTCTACTCAT-1_10X_5-rep1", "TAGACCAGTAAACCTC-1_10X_5-rep1", "GTATTCTCAAAGTGCG-1_10X_5-rep1", "ACCCACTAGTGTACCT-1_10X_5-rep1", "AGTGGGAAGGGTGTTG-1_10X_5-rep1" ] }, "type": "dataframe" }, "obsm": { "UMAP": { "dtype": "float32", "name": "obsm[\"UMAP\"]", "shape": [ 7750, 2 ], "table": { "columns": [ "0", "1" ], "data": [ [ 10.449052810668945, 13.20553207397461 ], [ 10.607658386230469, 11.14510440826416 ], [ 12.472719192504883, 12.752007484436035 ], [ -3.0884549617767334, 16.044925689697266 ], [ 13.303511619567871, 13.341936111450195 ], [ -3.52911639213562, 14.787496566772461 ], [ 15.5264310836792, 10.188870429992676 ], [ -1.7024986743927002, 4.913005352020264 ], [ 13.192972183227539, 8.199840545654297 ], [ 14.681360244750977, 9.101417541503906 ] ], "index": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ] }, "type": "array" }, "X_pca": { "dtype": "float32", "name": "obsm[\"X_pca\"]", "shape": [ 7750, 50 ], "table": { "columns": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ], "data": [ [ -5.139091491699219, -4.316413879394531, -1.403818964958191, -2.8597888946533203, -1.0057796239852905, -0.04078501835465431, 0.8383287787437439, -3.886939764022827, -1.4049482345581055, 2.532200336456299 ], [ -7.240657329559326, -3.0557658672332764, 1.2838107347488403, -5.423121929168701, 1.9584373235702515, -2.316798686981201, 0.2859956920146942, 0.402792364358902, -1.110828161239624, 2.4084060192108154 ], [ -10.312231063842773, -4.275754928588867, -0.4723378121852875, -0.6621617078781128, 3.5790016651153564, 0.1869022250175476, -4.116211891174316, -1.6282131671905518, 0.5697516202926636, -0.9712929725646973 ], [ 21.99225425720215, -5.767765522003174, 6.474155426025391, -5.969966411590576, -6.13895845413208, -4.275870323181152, -0.718024730682373, 0.7354214787483215, -1.44144606590271, -0.635003924369812 ], [ -11.856107711791992, -4.074958324432373, -0.6863083839416504, 0.6168241500854492, 0.8306055068969727, 0.8352253437042236, -4.834784984588623, -3.3616435527801514, 0.3683466911315918, 0.4939918518066406 ], [ 21.770450592041016, -6.7806196212768555, 5.406835079193115, -5.905205726623535, -6.566445350646973, -3.664884090423584, -1.5383061170578003, 1.1672272682189941, -1.2477035522460938, 0.424696683883667 ], [ -14.918990135192871, 5.702418327331543, 3.4813406467437744, 7.656464576721191, 2.878854274749756, -2.15199613571167, -4.146431922912598, 0.8575936555862427, 1.1451793909072876, 1.050390601158142 ], [ 20.2362060546875, 0.4340148866176605, -4.563859462738037, 8.962686538696289, 11.37397575378418, 1.6116321086883545, 2.199408531188965, -1.3865584135055542, -2.1937243938446045, -0.40232396125793457 ], [ -6.222105026245117, 5.6926589012146, 8.704456329345703, -1.1208351850509644, -0.13389571011066437, -0.6881929039955139, 3.205235004425049, 1.0039749145507812, -2.75527024269104, 6.6327619552612305 ], [ -12.349254608154297, 5.4362711906433105, 4.446510314941406, 3.319291830062866, 2.6982452869415283, -1.1967791318893433, 0.927020251750946, 3.1686975955963135, 0.5296468138694763, 3.7946972846984863 ] ], "index": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ] }, "type": "array" }, "X_umap": { "dtype": "float32", "name": "obsm[\"X_umap\"]", "shape": [ 7750, 2 ], "table": { "columns": [ "0", "1" ], "data": [ [ 10.449052810668945, 13.20553207397461 ], [ 10.607658386230469, 11.14510440826416 ], [ 12.472719192504883, 12.752007484436035 ], [ -3.0884549617767334, 16.044925689697266 ], [ 13.303511619567871, 13.341936111450195 ], [ -3.52911639213562, 14.787496566772461 ], [ 15.5264310836792, 10.188870429992676 ], [ -1.7024986743927002, 4.913005352020264 ], [ 13.192972183227539, 8.199840545654297 ], [ 14.681360244750977, 9.101417541503906 ] ], "index": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ] }, "type": "array" } }, "uns": {}, "var": { "dtypes": { "feature_biotype": "category", "feature_length": "category", "feature_name": "category", "feature_reference": "category", "feature_type": "category", "gene_name": "object" }, "name": ".var", "shape": [ 20939, 6 ], "table": { "columns": [ "gene_name", "feature_name", "feature_reference", "feature_biotype", "feature_length", "feature_type" ], "data": [ [ "AL627309.5", "ENSG00000241860", "NCBITaxon:9606", "gene", 861, "lncRNA" ], [ "LINC01409", "LINC01409", "NCBITaxon:9606", "gene", 1089, "lncRNA" ], [ "FAM87B", "FAM87B", "NCBITaxon:9606", "gene", 1960, "lncRNA" ], [ "LINC01128", "LINC01128", "NCBITaxon:9606", "gene", 1462, "lncRNA" ], [ "LINC00115", "LINC00115", "NCBITaxon:9606", "gene", 874, "lncRNA" ], [ "FAM41C", "FAM41C", "NCBITaxon:9606", "gene", 919, "lncRNA" ], [ "AL645608.6", "ENSG00000272438", "NCBITaxon:9606", "gene", 821, "lncRNA" ], [ "NOC2L", "NOC2L", "NCBITaxon:9606", "gene", 1244, "protein_coding" ], [ "KLHL17", "KLHL17", "NCBITaxon:9606", "gene", 934, "protein_coding" ], [ "PLEKHN1", "PLEKHN1", "NCBITaxon:9606", "gene", 2194, "protein_coding" ], [ "AL645608.7", "ENSG00000272512", "NCBITaxon:9606", "gene", 2086, "lncRNA" ], [ "HES4", "HES4", "NCBITaxon:9606", "gene", 961, "protein_coding" ], [ "ISG15", "ISG15", "NCBITaxon:9606", "gene", 657, "protein_coding" ], [ "AL645608.1", "ENSG00000224969", "NCBITaxon:9606", "gene", 471, "lncRNA" ], [ "AGRN", "AGRN", "NCBITaxon:9606", "gene", 2142, "protein_coding" ], [ "C1orf159", "C1orf159", "NCBITaxon:9606", "gene", 982, "protein_coding" ], [ "AL390719.3", "ENSG00000285812", "NCBITaxon:9606", "gene", 1095, "lncRNA" ], [ "LINC01342", "LINC01342", "NCBITaxon:9606", "gene", 1620, "lncRNA" ], [ "TTLL10", "TTLL10", "NCBITaxon:9606", "gene", 643, "protein_coding" ], [ "TNFRSF18", "TNFRSF18", "NCBITaxon:9606", "gene", 789, "protein_coding" ], [ "TNFRSF4", "TNFRSF4", "NCBITaxon:9606", "gene", 1039, "protein_coding" ], [ "SDF4", "SDF4", "NCBITaxon:9606", "gene", 2079, "protein_coding" ], [ "B3GALT6", "B3GALT6", "NCBITaxon:9606", "gene", 2805, "protein_coding" ], [ "C1QTNF12", "C1QTNF12", "NCBITaxon:9606", "gene", 647, "protein_coding" ] ], "index": [ "AL627309.5", "LINC01409", "FAM87B", "LINC01128", "LINC00115", "FAM41C", "AL645608.6", "NOC2L", "KLHL17", "PLEKHN1", "AL645608.7", "HES4", "ISG15", "AL645608.1", "AGRN", "C1orf159", "AL390719.3", "LINC01342", "TTLL10", "TNFRSF18", "TNFRSF4", "SDF4", "B3GALT6", "C1QTNF12" ] }, "type": "dataframe" } }, "ref": "obj:7f9d899cf280", "summary": { "embedding_keys": [ "UMAP", "X_pca", "X_umap" ], "embedding_keys_more": 0, "embedding_keys_total": 3, "layers": [], "layers_more": 0, "layers_total": 0, "obs_columns": [ "kit", "tissue_ontology_term_id", "tissue_type", "assay_ontology_term_id", "disease_ontology_term_id", "cell_type_ontology_term_id", "self_reported_ethnicity_ontology_term_id", "development_stage_ontology_term_id", "sex_ontology_term_id", "donor_id", "suspension_type", "predicted_celltype", "is_primary_data", "cell_type", "assay", "disease", "sex", "tissue", "self_reported_ethnicity", "development_stage", "observation_joinid" ], "obs_columns_more": 3, "obs_columns_total": 21, "obsm_keys": [ "UMAP", "X_pca", "X_umap" ], "obsm_keys_more": 0, "obsm_keys_total": 3, "shape": [ 7750, 20939 ], "uns_keys": [], "uns_keys_more": 0, "uns_keys_total": 0, "var_columns": [ "gene_name", "feature_name", "feature_reference", "feature_biotype", "feature_length", "feature_type" ], "var_columns_more": 0, "var_columns_total": 6 }, "type": "anndata" }, "text/plain": [ "AnnData object with n_obs × n_vars = 7750 × 20939\n", " obs: 'kit', 'tissue_ontology_term_id', 'tissue_type', 'assay_ontology_term_id', 'disease_ontology_term_id', 'cell_type_ontology_term_id', 'self_reported_ethnicity_ontology_term_id', 'development_stage_ontology_term_id', 'sex_ontology_term_id', 'donor_id', 'suspension_type', 'predicted_celltype', 'is_primary_data', 'cell_type', 'assay', 'disease', 'sex', 'tissue', 'self_reported_ethnicity', 'development_stage', 'observation_joinid'\n", " var: 'gene_name', 'feature_name', 'feature_reference', 'feature_biotype', 'feature_length', 'feature_type'\n", " obsm: 'UMAP', 'X_pca', 'X_umap'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata" ] }, { "cell_type": "code", "execution_count": 26, "id": "9a6d6ed9", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 284, "width": 272 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "X_umap converted to UMAP to visualize and saved to adata.obsm['UMAP']\n", "if you want to use X_umap, please set convert=False\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 284, "width": 319 } }, "output_type": "display_data" } ], "source": [ "# Categorical embedding\n", "fig, ax = plt.subplots(figsize=(4, 4))\n", "ov.pl.embedding(\n", " adata,\n", " basis='X_umap',\n", " color='cell_type',\n", " #palette=color_dict,\n", " frameon='small',\n", " legend_loc=None,\n", " show=False,\n", " ax=ax,\n", ")\n", "save_figure_pair('figures/plotting/embedding_celltype')\n", "plt.show()\n", "\n", "# Continuous embedding\n", "fig, ax = plt.subplots(figsize=(4, 4))\n", "ov.pl.umap(\n", " adata,\n", " color='CD3D',\n", " cmap='Reds',\n", " frameon='small',\n", " show=False,\n", " ax=ax,\n", ")\n", "save_figure_pair('figures/plotting/embedding_module_score')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8ad10f16", "metadata": {}, "source": [ "## 4. Use dotplots and violins to answer specific biological questions\n", "\n", "Embeddings are useful for overview, but they are weak for exact comparison. When you need to compare **marker intensity**, **signature activity**, or **group differences**, use summary plots.\n", "\n", "Why this step matters:\n", "\n", "- dotplots compress many genes and groups into a readable panel\n", "- violin plots expose distribution shape instead of only mean signal\n", "- these plots provide stronger support for biological interpretation than embeddings alone\n", "\n", "The goal is not to show more genes. The goal is to show the **right genes** with a **clear group order**." ] }, { "cell_type": "code", "execution_count": 24, "id": "e83ca1f4", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABOwAAAKUCAYAAAC35KcTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAABibAAAYmwFJdYOUAAEAAElEQVR4nOzdd3hTZRsG8PskHelMJy2j7D1kD0GgguwtILuUIcgQBEFFZAkCIsiSvUGWbBxsmbKRPQu0pRS6d5s2SXO+P/Ll2NB0T+j9u65e1uS85zwnCe3pc573eQVRFEUQERERERERERFRoSAr6ACIiIiIiIiIiIjoP0zYERERERERERERFSJM2BERERERERERERUiTNgREREREREREREVIkzYERERERERERERFSJM2BERERERERERERUiTNgREREREREREREVIkzYERERERERERERFSJM2BERERERERERERUiTNgREREREREREREVIkzYERERERERERERFSJM2BERERERERERERUiTNgREREREREREREVIkzYERERERERERERFSJM2BERERERERERERUiTNgREREREREREREVIkzYERERERERERERFSJM2BERERERERERERUiTNgREREREREREREVIkzYERERERERERERFSJM2BERERERERERERUiTNgREREREREREREVIkzYERERERERERERFSJM2BERERERERERERUiTNgREREREREREREVImYFHQARERFReo4fP55r+2rbtm2u7YuIiIiIKK8IoiiKBR0EERERUVpkMhkEQcjxfgRBgFarzYWIiIiIiIjyFqfEEhERUaE2fPhwGO4viqKYoy8iIiIiorcBK+yIiIio0Nu2bRuGDBkCURQxfPhwfPvtt9naT5kyZXI5MiIiIiKi3MeEHREREb0V1q9fjxEjRkAmk+HkyZPw9PQs6JCIiIiIiPIEE3ZERET01hg6dCg2b96MihUr4sGDBzAz4/pZRERERPTuYQ87IiIiemssXboUrq6uePbsGdatW1fQ4RARERER5Qkm7IiIiOitYWdnh3nz5uG9997D6dOnCzocIiIiIqI8wSmxREREREREREREhQgr7IiIiIiIiIiIiAoRJuyIiIioSHj9+nVBh0BERERElClM2BEREdE77e+//0bv3r1Rrly5gg6lUHvx4gUiIyMLOgwiIiIiAnvYERERFWlhYWHYt28fTp48ibt37yIsLAyxsbGws7ODm5sb6tevj9atW6NXr16wsbEp6HAzLSoqCps3b8bq1avh4+MjPZ6cnFyAURVuMpkMtra22L59O7p06VLQ4RAREREVaUzYERERFUEajQazZs3CsmXLEB8fDwAwdUkgCAIAwNbWFt9++y0mTZoEuVyer7FmxbVr17Bq1Srs3r0biYmJRuf0wQcf4Ny5cwUYXeEmk8mk/06ePBmzZ8+GmZlZAUdFREREVDQxYUdERFTExMbGonv37jhz5oyU0HJzc0P16tXh6uoKCwsLREdHIzQ0FLdv34ZKpQKgT959+OGHOHz4MKytrQvyFIyoVCrs2LEDq1atws2bNwH8l3wsU6YMBg0ahMGDB6NChQoFGWahJ5PJIJPJoNPpIAgCatWqhfXr16NBgwYFHRoRERFRkcOEHRERURHTo0cPHDp0CADQq1cvfPPNN6hXr57JbZOTk3Hu3Dn8/PPP+PPPPyEIAj755BPs3LkzP0M26dGjR1i1ahW2bt2KmJgYKUknCAIGDBiAIUOG4MMPPyzgKN8eMpkM7u7uWLhwIUaMGIGEhATIZDJ4e3tjxowZ8PDwKOgQiYiIiIoMJuyIiIiKkFOnTqFNmzaQyWRYt24dhgwZkumx69evx8iRIwEAFy9eROPGjfMqzDRptVrs378fq1atkqa3Gi5lmjZtiosXL0IQBMTGxhaqKsC3gSFh9+rVKzx69Aj9+/fHrVu3IAgCzM3NMWjQIEyZMgXly5cv6FCJiIiI3nlcJZaIiKgI+fXXXwEAY8aMyVKyDgCGDx+OoUOHQhRFaT/5JSAgAN999x08PDzQr18/nD17FqIows3NDZMnT8bDhw9x4cKFfI3pXVa1alXcuHEDK1asgJOTE9RqNTZu3IiqVauiZ8+e2Lt3L5KSkgo6TCIiIqJ3FivsiIiIipBq1arhyZMnuHfvHqpVq5bl8VevXkWTJk1Qv359XLt2LQ8iTK1r1644cuQIdDodRFGEubk5OnXqhCFDhqBjx45Gi2DIZDJW2GVTygq7lKKiorBw4UKsXr0aERER0kIkdnZ26Nq1Kz744AM0atQI1apVg6WlZUGETkRERPTOYcKOiIioCFEqlVCpVFCr1dkar9FoYGVlBQcHB4SFheVydKYZknAtWrTAJ598gk8++QTOzs7pbsuEXdallbAzSEhIwMaNG7FmzRrcv38fwH+rCBtYWlrC0dERgYGBeR4vERER0buMCTsiIqIixNzcHA4ODggNDc32PhwcHKBSqfJtSqQhCefg4IDmzZuje/fu6N69OxwcHNLclgm7rMsoYZfSkydPsG/fPhw+fBg3b940SgALgoDk5OS8DJWIiIjonceEHRERURGSlaRMWooXL46QkJB8S8qsWrUKGzduxI0bNwDoE0IWFhbo2rUrvL290b59e6nSiwm77MvuZ0OtVuPWrVu4desWXr9+jdDQUPzyyy95FCURERFR0cCEHRERURHyNibsDO7cuYP169djx44dRr3UihcvDi8vL3h7e6Nq1apM2GVTbnw2iIiIiCh3MGFHRERUhLzNCTsDtVqNgwcPYv369fj777+h0+mk5J0oihAEAX5+fvDw8CiQ+N5WTNgRERERFR6ygg6AiIiIKCssLCzwySef4Pjx4/D19cWMGTNQunRppLwHWaFCBXTo0AHbtm1DfHx8AUb79jh9+jT27dtX0GEQEREREVhhR0REVKTIZDJYWFigadOm2d7HP//8A61WW+gWFjh58iTWr1+PQ4cOISkpSaq6UygU6Ny5M/r3749u3boVcJRERERERBljwo6IiKgIMSzKkN1f/4axhXkl0MjISPz666/YuHEjbt++LT0uk8mg1WoLMDIiIiIiosxhwo6IiKgI8fT0lCrPcur06dO5sp+89O+//2Ljxo3YsWMHoqOjC22SsbBJTk7Gn3/+iXLlyqFWrVrS440bN0ZoaKjJMYMHD8aMGTPyK0QiIiKidxoTdkRERPTOS0pKwr59+9C/f/+CDqXQu3DhAoYOHYpnz55h0qRJ+PHHH6XnihcvjuDgYJPjzM3Ncf36daMEHxERERFlj1lBB0BERESUmy5fvgy1Wo0WLVpIj1laWjJZlwkXLlxA27ZtkZiYCACIiIhItY0gCPjqq6+k/xdFEatWrUJcXBymT5+OAwcO5Fu8RERERO8qVtgRERHRO6V48eIIDQ1lv7os0mq1qFKlCnx9ffHee+9h8+bNqFOnjtE2xYsXR0hISKqpxdu2bcPgwYMhl8vh4+ODsmXL5l/gRERERO8gWUEHQERERIWPj48PBgwYgLJly8LGxgY1atTA999/j4SEhIIOLVN4PzLrfvvtN/j6+qJkyZL4+++/UyXr0jNo0CDUrVsXOp0Oe/bsybsgiYiIiIoIToklIiIqgo4cOYIff/wR169fh5mZGdq1a4d58+ahfPnyuHXrFlq2bIm4uDgp8fXw4UPMmjULO3fuxPHjx+Hh4ZFvsTZt2jRL2xumcb45ThAE/PPPP7kW17vmr7/+giAI+Oabb+Dk5JTl8SNHjsRnn32GM2fOYPLkyXkQIREREVHRwSmxRERERcyCBQswZcoUAMaVaG5ubrh48SJ69eqFmzdvwsbGBr169UKJEiVw//59/Pnnn9DpdKhTpw6uXLkCM7P8ue8nk8mklW1zctkiCAJXiU1H5cqV8ezZMwQEBKBEiRImt0lrSiwAvH79GiVLlkTZsmXx/PnzvA6XiIiI6J3GhB0REVERcuPGDTRp0gTJyclo2bIlunbtCq1Wiy1btuDBgweoVasW7t69Cw8PD5w7dw5lypSRxl66dAkdO3ZETEwM1q5di2HDhuVLzJMmTcLixYsBAFZWVujZsydksrS7euzevRtJSUnw8vJK9dymTZvyLM63nYODA7RaLeLi4tLcxt3dHaGhoWkmPq2trSGXyxEbG5tXYRIREREVCUzYERERFSHe3t7YunUrhg8fjrVr10qPJyYmomHDhrh//z4EQcDevXvRo0ePVOM3btyI4cOHo1WrVjh58mS+xX3ixAl4e3sjKCgITZs2xbZt29Jc2CC9KjBKm4WFBWxtbU2uDGvg7+8PrVaLChUqmHze3t4earVaWmWWiIiIiLKHCTsiIqIipGzZsggICEBwcDBcXFyMntu5cycGDBgAuVyOuLg4WFpaphqvUqmgVCqhVCoRGhqaX2EDAMLDw+Ht7Y0///wTSqUSy5cvx8CBA1Nt964k7C5fvgy1Wo0WLVrky/GKFSuG8PBwJCUlZWu6c0xMDBwcHFC8eHEEBgbmQYRERERERQdXiSUiIipCgoKCYGtrmypZBwCenp4A9FVSppJ1gH5Kqo2NDWJiYvIyTJOcnZ3x+++/Y9myZUhKSsLgwYPRr18/REdH53ssGSlfvjwqVKiANWvWZHsfPXr0QKtWrXIxqvRVqlQJALK9MMe5c+cAANWrV8+1mIiIiIiKKibsiIiIihClUom4uDiEhISkes7d3R0dOnRAyZIl0+xjFhoaiujo6GytIppbxo4di6tXr6J69erYvXs3ateujbNnzxZYPKb4+fnBz88Po0ePxuDBg7M9RTQ/J0K0aNECoihiy5Yt2Rq/detWCIKA1q1b53JkREREREUPE3ZERERFSJMmTQAA3333XarnBEHAn3/+iTt37sDW1tbk+Hnz5gEAGjdunHdBZkLNmjVx/fp1jB49Gi9evEDr1q3xzTffQKvVFmhcbxJFEb/++iuaNGmCZ8+eFXQ46erfvz8AYNu2bbhw4UKWxv7111/Yu3cv5HK5tB8iIiIiyj4m7IiIiIqQcePGQRRFbNiwAZ07d8axY8eg0WgyHBcUFIQvvvgCS5YsgSAIGDFiRD5Emz5LS0v88ssvOHz4MJycnPDTTz+hUaNGSEhIKOjQAOin8Pbp0weiKOLu3bto0KABDh48WNBhpalWrVro2rUrkpOT0a1bNxw/fjxT4/766y8MGjQIgiBg8ODBKF26dB5HSkRERPTu46ITRERERcy3336L+fPnQxAEAMD169dRt27dNLc/dOgQevbsCVEUIYoiBgwYgG3btuVXuJkSHBwMLy8vnDhxAoC+WrAgF52QyWRwd3fHq1evMH36dPzwww8QRRGCIGDSpEmYN28eZLL075sWxOIZr169QoMGDRAUFARBENCxY0f069cPbdu2Nep7GB0djdOnT2P79u3Yv38/RFFEhQoVcO3aNTg4OORbvERERETvKibsiIiIiqBff/0VM2fOhJ+fH+Lj49NcZALQL0LQvHlzyOVyjB07FgsXLoRcLs/HaDNv0aJF+OWXXwAAvr6+BRZHyoQdABw+fBje3t6IioqCIAho0aIFdu/ejWLFiqW5j4Ja7fbhw4fo3LkzfH19paQuoF9wxNHREREREUY9+URRRMWKFXH06FGUL18+X2MlIiIielcxYUdERFSEPXnyBJUrV053m8jISOzduxcdOnRAqVKl8imyt9ubCTsAeP78OXr37o2bN29CEAQUL14cu3fvRrNmzUzuo6ASdgAQHx+PH374AatWrUp3FV4bGxt89tlnmDFjRpp9D4mIiIgo65iwIyIiondGYmIiLly4gKCgIJQvXx7vv/++UZVYfjGVsAMAtVqNsWPHYv369QAAc3NzzJ8/HxMmTEi1j4JM2BmoVCocP34cFy5cwLNnzxAbGwsrKyuUKVMG77//Pjp16gSlUllg8RERERG9q5iwIyIiordCcnIytm7diqNHj2LgwIHo0qWL0fN79uzB559/jtDQUOmxihUr4pdffkGbNm3yNda0EnYG27Ztw6hRo5CQkABBENCzZ09s3LjRqEqtMCTsiIiIiKhgcJVYIiKiIiwsLAxr1qxB7969UbVqVbi4uMDS0hIuLi6oUaMGvLy8sGXLFsTHxxdonOHh4WjcuDGGDx+OvXv34uHDh0bPHzp0CP369UNoaKi0OIYoivDx8UHnzp1x6NChAorctEGDBuHy5cuoXLkyRFHEvn370KhRo1TnlZ/8/f1zZT8//PBDruyHiIiIqChjwo6IiKgI0mg0+O6771C+fHmMHj0a+/fvx5MnTxAREQGNRoOIiAg8fPgQ27dvx9ChQ1GiRAn8+OOPBVbt1atXL/z7778QRRGVK1c2WtxApVLh888/h06nAwDMmDED4eHhCAwMxKhRo6DRaDBq1CjExMQUSOxpqVmzJq5fv47evXtDFEU8fvwYjRo1wq5duwokntatW+P169fZHh8SEoI2bdpg+vTpuRgVERERUdHEKbFERERFTGxsLLp3744zZ87AcBng5uaG6tWrw9XVFRYWFoiOjkZoaChu374NlUoFABAEAR9++CEOHz4Ma2vrfIv32LFj6NChA6ytrbFu3Tr069fP6PktW7ZgyJAhEAQBffr0wY4dO4ye79mzJw4ePIglS5bg888/z5eYM5oS+6Zly5Zh8uTJ0Gg0EAQBX331FTZu3IiwsLB8S5LKZDJUrVoVZ8+ehaura5bGnjhxAl5eXggODoYgCJzGS0RERJRDrLAjIiIqYry8vHD69GmIoohevXrh+vXreP36NU6dOoVdu3Zh69atOHToEC5evIiYmBicOnUKnTp1giiKOH36NIYNG5av8e7btw+CIGDmzJmpknUAjKa7Tpw4MdXzEyZMgCiKhW5abErjxo3DuXPn4OHhAVEUsWDBAqNefPlBEAQ8fvwYbdq0QWRkZKbG6HQ6fPvtt+jQoQNCQkIAAPXq1cvLMImIiIiKBFbYERERFSGnTp1CmzZtIJPJsG7dOgwZMiTTY9evX4+RI0cCAC5evIjGjRvnVZhGqlevjsePH+PVq1dwc3Mzek4URTg7OyMqKgpubm4mp3RqtVooFAoUL14cAQEB+RKzp6cnXFxcsHfv3iyNi4iIwIABA3Ds2DEAyNdqtZUrV2Ls2LEQBAH169fHqVOnYGdnl+b2AQEB6NevHy5dugRRFCGTyfDVV1/h+++/h5mZWb7ETERERPSuYoUdERFREfLrr78CAMaMGZOlZB0ADB8+HEOHDoUoitJ+8kNwcDDs7OxSJesA4N69e4iKioIgCPD09DQ53szMDA4ODvlasXbmzJksJ+sAwMnJCUeOHMHMmTNRpkwZlC5dOg+iM2306NFYvnw5RFHEjRs30KFDByQkJJjc9tChQ6hbt66UrCtdujROnz6NuXPnMllHRERElAuYsCMiIipCLl++DEEQ8Nlnn2Vr/KeffirtJ7/Ex8fDwsLC5HPnz5+Xvm/RokWa+4iLi4ONjU2ux5aWnCYHp0+fDl9fX/j6+uZSRJkzZswYLFu2DKIo4tKlS+jSpQuSkpKk5zUaDcaNG4ePP/4YEREREEUR/fv3x507d9C8efN8jZWIiIjoXcaEHRERURHy6tUryOVyVKtWLVvj69atC5lMlq+JJFdXV0RHR0urwKZ0+vRp6fu0Kuz8/PygVqvh7OycVyGmUrNmTRw+fDjfjpebxo4di6VLl0IURZw5cwY9evSARqPB06dP0aRJE6xYsQKiKEKpVGL79u349ddfYW9vX9BhExEREb1TmLAjIiIqQhISEqBUKrM93tzcHLa2toiNjc3FqNJXvXp1aLVa/Pvvv0aPq1QqHD9+HIIgwMPDI80k5IEDBwDok2j5JTQ0FD169MDw4cMRHx+fb8fNLZ9//jkWL14MURRx7NgxfPjhh6hfvz5u3rwJURTRokUL3Llzx+QiIERERESUc0zYERERFSHJyckwNzfP0T6srKyg1WpzKaKMdejQAaIoYubMmUaPr1mzRkoc9unTx+TYyMhI/PjjjxAEAW3atMnrUCXlypWDKIrYtGkTateujYsXL+bbsXPL+PHj8fPPP0vTY2NjY2FhYYF58+bh9OnT8PDwKOgQiYiIiN5ZXCWWiIioCJHJZHB3d8erV6+yvY/ixYsjJCQk31YvjYuLQ6VKlRASEoLmzZujR48euH//PjZt2gSdTgdbW1s8fPgQJUqUMBp3584dDBkyBDdv3oSrqyt8fHzybepmQkICvvnmG2n6qFwux+TJk9/KFVSXLFmCiRMnQhAEdO7cGYcOHSrokIiIiIjeeUzYERERFSFvY8IOAP7++29069YN8fHxEAQBACCKImQyGTZv3oyBAwdK2967dw+9e/fGkydPAACCIGDr1q3o379/vsVrcP78eQwbNgxPnz6FIAioXbs2fv31V1SvXj3fY8mJn3/+GZMmTYIgCBg5ciRWrlxZ0CERERERvdM4JZaIiIgKvVatWuHq1avo06cPihUrBhsbG7Ro0QJHjhwxStYZPH78GKIowsbGBhs2bCiQZB0ANG/eHHfu3MEXX3wBQRBw69YtNGjQAIsXLy6QeLJr4sSJWLhwIURRxJo1azBhwoSCDomIiIjoncYKOyIioiJEJpPBwsICTZs2zfY+/vnnH2i12nytsMuKyMhIfP3116hRowa8vLzg6OhY0CEBAC5fvozhw4fjwYMHEAQBnp6e2LJlC0qVKlXQoQEAhg4dmuE2f/31F0JCQiAIAtq3bw83N7dU2wiCgA0bNuRFiERERERFBhN2RERERYhMJoMgCMjur3/DWEEQCm3CrjDTarVYsGAB5s6dC5VKBXt7e9StWzfN7QVBwKlTp/IlNsNnIzMMn4G0Hudng4iIiChn3q6ux0RERJQjLVq0yHRShnKfmZkZvv32WyQlJWH27NmIiYnBmTNnUm2XMjGaX0qXLs3PBhEREVEhwQo7IiIiKtQMi0fkhsqVK+favrLj1q1bGD16NK5cuQJRFDOssAOA06dP51N0RERERFRYMGFHREREaUpOTkZMTEyB9oHLylTN9AiCAK1WmwsRZZ1KpcKUKVOwYsUK6HQ6iKKItm3bYv369YWmhx0RERERFR5cJZaIiKiI8vHxwZAhQ3Do0KE0t/nnn39QvHhx9O3bF48fP87H6FITRTHHXwXh9OnTqFmzJpYvX47k5GTY2tpi7dq1OHr0KJN1RERERGQSe9gREREVQWvWrMH48eOh0Whga2uLbt26mdzuzJkzUKvV2LNnDw4fPozVq1fDy8srn6PVEwQBFStWRL9+/eDp6Vno+63FxcXhyy+/xPr16wHoE46tW7fGxo0b4eHhUcDREREREVFhxoQdERFREbNt2zaMGjUKgH4RBAsLizS3/fDDD/HkyRPs2bMHiYmJGDp0KGxsbNCzZ8/8Chdr167Frl27cPbsWfj4+GD27NlYv349+vbti759+6JBgwb5FktmHTlyBJ999hlevnwJURRha2uLn376CSNHjizo0NIkl8tzZT8FOfWYiIiI6F3BHnZERERFSGhoKCpVqoSYmBg0btwYW7duRaVKlTIc5+Pjg969e+POnTtwdnaGj48PHBwc8j7gFIKDg7F7927s2rVLWrQhZdVd3759UbVq1XyNKS2GvnuiKOLDDz/Exo0bUaZMmYIOK10yWe50ShEEAcnJybmyLyIiIqKiigk7IiKiImTevHmYOnUqqlWrhuvXr8PKyirTYyMiIlCnTh0EBgZi0aJF+OKLL/Iu0Ay8ePECO3fuxK5du3D79m0A+kRR7dq10b9/f/Tp06dAp53KZDLY2Njgxx9/xOjRowssjqxYs2ZNtsYdPnwYR44ckRKU5cuXx9OnT3M5OiIiIqKihQk7IiKiIqRFixb4559/sHPnTnzyySdZHr9p0yYMGzYMH374IU6dOpUHEWbdkydPsGPHDuzevRuPHz+GIAgQBAFNmzZFv3790Lt3b7i4uORrTIaqunLlymVr/JUrV9ChQwcIgoDw8PBcji53REdH4/PPP8f27dulxz777DMsWLAANjY2BRgZERER0duPCTsiIqIixMXFBZGRkYiKioKdnV2Wx0dFRcHZ2RnOzs4ICQnJgwhz5vbt29ixYwd+++03+Pv7A9D36WvdujX69++PQYMGFXCEmfPPP/+gefPmhXZ66ZEjRzBixAi8evUKoiiiTJky2LhxIz788MOCDo2IiIjoncCEHRERURFiYWEBW1tbREREZHsfzs7OiI2NhVqtzsXIct/Vq1exY8cOrFq1ChqNBjKZ7K1ZDKGwJuxiY2Mxfvx4bNmyBYZLyBEjRmDhwoWwtbUt4OiIiIiI3h1cJZaIiKgIsbKyylGiTafTIS4uDpaWlrkYVe7SaDQ4evQo9uzZgz/++ENK0vEeZc4cP34cw4cPR2BgIERRROnSpbF+/Xp89NFHBR0aERER0TuHCTsiIqIipHz58rhz5w6eP3+O8uXLZ3n8s2fPoNFoCt2Kp1qtFseOHcNvv/2Gw4cPIyYmRkrQubq6omfPnujTp08BR/l2iouLw8SJE7FhwwbpNR02bBh+/vnnbE2rJiIiIqKMMWFHRERUhDRv3hx37tzB9u3bMW3atCyP37RpEwCgbt26uR1aliUnJ+PEiRP47bffcPDgQURHR0sJJUdHR/To0QN9+vRB69atIZPJCjjat9OpU6cwfPhwvHjxAqIoolSpUli3bh3atWtX0KERERERvdPYw46IiKgIuXr1Kpo0aQI7Ozv8888/qFmzZqbH3r17F82aNUN8fDy2b9+Ovn375mGkpul0Opw6dQq7d+/GwYMHERkZCUA/3dXOzg7dunVDnz590K5dO5iZvb33JQu6h11CQgK+/PJLrF27VkqCent7Y8mSJbC3t8/3eIiIiIiKmrf3SpaIiIiyrFGjRmjfvj2OHj2Kjz76CHv37sUHH3yQ4bgzZ87Ay8sLcXFxqFy5Mj755JN8iFZPFEX8/fff+O2333DgwAGEh4dLSSRra2t07twZffr0QceOHQt1b723xZkzZzBs2DD4+flBFEWUKFECa9euRceOHQs6NCIiIqIigwk7IiKiImbt2rVo2LAhgoOD0bJlS7Rt2xY9e/ZEs2bNUKJECWkV2aCgIJw/fx6HDx/GiRMnIIoibG1tsWPHjnydYuru7o6wsDAA+uSdpaUlOnTogD59+qBLly6wtrbOt1jeZSqVCl999RVWrVoFnU4HAPDy8sLSpUuhVCoLODoiIiKiooVTYomIiIqg+/fvo0uXLvDz84MgCBluL4oiSpYsiT179qBJkyb5EOF/DMlBmUyG999/H926dcv2tMwRI0bkZmhp+v7773M0/sWLF9i4cWO+TomtWLEifH19IYoiBEFAx44d0aVLl2ztK79eZyIiIqJ3FRN2RERERVR8fDzmzJmD1atXIzo6Os3typYtCy8vL0ycOLFA+pfJZLJMJRUzIggCtFptLkSUsdyI2ZA4y6+E3dv4OhMRERG9q5iwIyIiKuKSkpJw9uxZ/Pvvv3j58iU0Gg3c3NxQvHhxNG3aFLVr1y7Q+HJz+q1hqmdey62Y8zthl1vy63UmIiIielcxYUdERERERERERFSI5F/HaCIiIiIiIiIiIsoQE3ZERERERERERESFCBN2REREREREREREhQgTdkRERERERERERIUIE3ZERERERERERESFCBN2REREREREREREhQgTdkRERERERERERIUIE3ZERERERERERESFCBN2REREREREREREhQgTdkRERERERERERIUIE3ZERERERERERESFCBN2REREREREREREhQgTdkRERERERERERIUIE3ZERERERERERESFCBN2REREREREREREhYhZQQdARERE2WdjYwONRoNixYoVdChEORISEgJzc3PEx8cXdChEREREBY4JOyIiogyU7ftdnu7fb9ecbI/VaDRITk7OxWiICgY/x0RERET/YcKOiIjoLWaorHv58mUBR0KUM6VKlSroEIiIiIgKDfawIyIiIiIiIiIiKkSYsCMiIiIiIiIiIipEOCWWiIiIiN4JkUfHSt87tv+lACMhIiIiyhkm7IiIiOitpdPpkJiYiMTEROh0OgCAIAiwtLSEQqGAmRkvdYiIiIjo7cOrWCIiInqrJCcnIyoqCpGRkUhMTEx3W3Nzc9jb28PJyQmWlpb5FCERERERUc4wYUdERERvheTkZAQHByMyMhKiKBo9ZyGXQS4TAAA6UYRaq4MIQKPRIDw8HOHh4bC1tYW7uzsUCkUBRE9ERERElHlM2BEREVGhFxsbi8DAQGi1WgCATAAcrSxgpzCHlbkccpnxOlo6UUSSNhlxSVpEJqihTtYhLi4Oz549g6urK1xdXSEIQkGcChERERFRhpiwIyIiokJLFEUEBQUhPDwcgD5R52ZnBUcrC8hkaSfcZIIAK3MzWJmbwcXGEnFqLYJiVEjS6hASEoLY2FiUKVOGPe6IiIiIqFCSZbwJERG9zQRBSPPL0tISJUqUgKenJxYtWgSVSlXQ4WbIz89Piv/o0aMZPk5vL1EU8erVKylZZ2tphkqu9nC2sUw3WfcmQRBgZ2mOCi52cLHR97FTqVTw9fWVKvaIiIiIiAoT3lYmIioibGxsYGtrK/2/KIpITEzE69ev8fr1a5w9exYrV67EmTNn4OHhUYCREumFhIQgMjISAOBsYwl3O0WOprHKBAHu9lawtjBDQGQ8kpKS4O/vj3LlykEm4z1MIiIiIio8eHVKRFRETJo0CUFBQdJXcHAwoqOjERsbi+3bt0OpVOL58+f4+OOPCzpUIsTHxyM0NBRA7iTrUrJXmKO0ow0AfaWd4ThERERERIUFE3ZEREWcra0t+vfvj6VLlwIArl+/jjNnzhRsUFSk6XQ6BAYGAgCszeW5mqwzsFOYo5itfrXY0NDQt2I6OBEREREVHUzYERERAKBr167S9zdv3izASKioCwsLg1qthgCgpIN1nq3m6mprCYWZHADw+vXrPDkGEREREVF2MGFHREQAALlcLn1vZWWV5fGiKGLv3r3o3LkzPDw8YGFhAXd3d/To0QOnT59Oc9zDhw/x6aefonz58lAoFFAqlWjUqBHmz5+P2NjYbJ0Lvb1EUURERAQAwMXWEpZm8gxGZJ8gCCih1H/WExISWGVHRERERIUGE3ZERAQA+OuvvwDoE3ft2rXL0tjo6Gh07doVvXv3xp9//olXr17B2toawcHBOHjwIFq1aoXvv/8+1biVK1eiVq1aWL9+PXx9fWFmZga1Wo1r165hypQpeO+993Dv3r1cOT96O8TGxkortzpZW+b58azM5VKVnSFRmB9EUURMTAyCg4MRHByM2NhYiKKYb8cnIiIiosKNCTsioiIuPj4e27dvx2effQYAmDJlCsqVK5elfYwePRp//PEHLCwssGjRIkRGRiIqKgqvX79G//79AQAzZszAyZMnpTH79+/HmDFjIIoixo0bB39/f8TFxSE+Ph4XLlxAw4YN4efnh44dO0orhdK7LyoqCgBgb2kOc3neX6YIggAnGwsA+sRzfiTNYmJi8PjxY7x48QKhoaEIDQ2Fv78/fHx8EB8fn+fHJyIiIqLCjwk7IqIiYuHChXB3dzf6cnBwgJ2dHQYOHIj4+HgsX77cZCVceq5du4YdO3YAANauXYuJEyfC3t4eAODu7o6tW7eiYcOGAIAlS5YAALRaLSZMmAAAmDdvHpYuXYrSpUsDAGQyGZo1a4ZTp07Bw8MDAQEB0jh69xmmpdpamuXbMW0tzAHoF7tQq9V5eqzo6Gi8ePFCqiK0UVjC2lKfMFSr1fDz80NCQkKexpBdWq0WISEh8PPzQ0BAAOLi4go6JCIiIqJ3Vv5dDRMRUYGKj49Pt3pHq9VizZo1qFChAjp06JDp/e7duxcAULp0aXh5eaV6Xi6XY968ebh69Spq1aoFADh9+jRevHgBABg5cqTJ/drZ2aFfv35YsGAB9u/fj1mzZmU6JsqZhIQEBAUFQaPRwNraGsWLF4eZWd5fMiQnJ0Oj0QAAFOZ517vuTeZyAXJBQLIoQqVSwdIyb6bi6nQ6aXELa0sLeBRzhvn/p+MmaTR4ERyOJI0Wr169QoUKFfJssY3s0Gg0eP78ufT+APrko5ubG1xdXQswMiIiIqJ3ExN2RERFxIwZMzBz5kyjx1QqFcLDw3Hp0iXMnTsXt27dQteuXbF79258/PHHmdrvjRs3AADNmjVLM8HQunVrtG7dWvr/S5cuSd9XqVIlzX0bqq0ePnwIURQLVQLjXWWo8tLpdAD0SRmNRoNy5crl+euflJQkfZ+fCTtBEKAwlyNerTWKIbel7M+XMlkHAJbm5ijl6oRnr0KQmJgIlUoFa2vrPIslq0JCQqDRaCATBDjY2SAxSY2EJDWCg4Ph4OAAc3Pzgg6RiIiI6J3CKbFEREWYlZUVSpUqhd69e+P8+fOoUqUKtFotxo0bh8TExEztIzg4GIB++mtmBQUFGY1P6ysmJgaAvvKKK8bmj5iYGOh0OshlMrg66Kc2JyQk5PlUUQBSklAAIMvn5KxcJhjFkBcM/6ZsFJZGyToDK0sLWPy/kjGz//7yi+Hfn5uTEiVcHFG2RDHI/99jkP82iYiIiHIfE3ZERAQAsLW1xeeffw4ACAwMxL///pupcSmnyGWWISni7u4OURQz9WXoi0f5QxRFaJOTpf9/56sb83GB1rQWthBFEWJ+BpINUuyiKL1m7/xng4iIiKgAMGFHRESSihUrSt8HBARkaoyLiwsA46q5NyUkJMDHx0eabmgYExYWJk17pcJBqVRCLpdDJ4qIjNX3PLS1tc2XKY8ymf6yRASgy4fVWlNK/v/xDDHkBSsrKwBAQpIaSRptqucTktTQaJONti0slEolACA4IhovgsPwLDAYyTodBEGAnZ1dAUdHRERE9O5hwo6IiCSvXr2Svi9WrFimxtSvXx+Avi9dWpVD+/btQ+XKlWFra4vY2Fhp1VitVotTp06lue+RI0eievXq8Pb2zuQZUE6Zm5ujXLlysLe3h5WVFZydneHh4ZEvVVQpF3tI1CSns2XuEkURqv8n0BQKRZ4dx87OTkp8BoSEI/H/04xFUUR8YhJehkYAAKytrQtdws7V1RUKhQIigJh4lZRwzK8FSYiIiIiKGibsiIgIgD5psH79egCAvb093n///UyN69OnDwDAz88Pv/32W6rndTod1q1bBwBo3rw57Ozs0LZtW2llyWnTppns13Xnzh1s2rQJDx8+hIeHR7bOibJHoVCgdOnSqFChAooXLw65PH8WgJDL5bCwsAAAqPIxYadO1kH3/1xzXibKBEFAyZIlIQgCEtUaPA0Mgc/LIPi8DILv61BotMmQyWQoUaJEnsWQXWZmZihfvjxKlCgBBwcHuLi4oGLFinByciro0IiIiIjeSUzYERERHjx4gN69e+PixYsAgK+++irTlUZNmzZFjx49AABDhgzB2rVrpWmuAQEBGDhwIM6fPw9BEDBr1iwA+qTIvHnzAAC3bt1C69atpZ55Wq0Wf/zxBzp06ACNRoOSJUti7NixuXq+VHgZEmaxSVnvjZhdcUn6ajG5XJ7nU39tbW1RtmxZqZowSaOFOsU02PLly+dplV9OyGQyODk5oVSpUnB3dy+0cRIRERG9CziHgYioiFi4cCFWr15t9JgoioiNjTXqI+ft7Y1vvvkmS/vevHkzoqOj8ffff2PkyJEYM2YMrK2tpVVezczMsGLFCjRv3lwaM2zYMAQHB+O7777DxYsXUb9+fdja2iIpKUlayMLJyQl//fUX3Nzcsnva9JZxcHBAdHQ04pK0SNImw9LEaqq5SRRFRMQnScfOj6m/NjY2qFixIlQqlfRvrzBOgyUiIiKigsOEHRFREREfH4/4+Hijx2QyGWxtbVG+fHk0atQIXl5e8PT0zPK+7e3tcfz4cWzfvh1btmzBrVu3EBMTgxIlSsDT0xOTJ09GnTp1Uo379ttv0alTJyxbtgxnzpzBq1evIJfLUalSJXTq1AkTJ06Eu7t7Ns+Y3kaGBS40Gg0iEtQobp+3Sax4tRZJyfpVi/NzeqcgCLC2toa1tXW+HZOIiIiI3h5M2BERvePSWggit8nlcnh5ecHLyytL42rXro0NGzZkevuyZcuaPKe0Hqe3iyAIcHZ2RlBQEMLjk+BgZQ4r87y5XNGJIl5F6yvcbGxsjBa9ICIiIiIqSOxhR0RERIWKk5OT1B8tMCoBujxKxAbHJkKdrIMgCIVyoQciIiIiKrqYsCMiIqJCRSaToWTJkgCARK0OgdEJuV49GZmgRvj/e9cVK1aM1XVEREREVKgwYUdERESFjpWVldS/MFqlydWkXWRCEgKjEwDoe+a5uLjkyn6JiIiIiHILe9gRERFRoeTi4oLk5GSEhoYiSqVBkjYOJZXWUJhnb+XYZJ0Or2MSEaVSA9CvzFq6dOl8WRmWiIiIiCgrmLAjIiKiQsvNzQ0ymQzBwcFQaZLxLCwWLraWcLK2hLk8cxMFdKKIaJUGwbEqaHX6Kj07Ozt4eHhAJuNkAyIiIiIqfJiwIyIiokLN1dUVNjY2CAwMRFJSEkLjkhAWlwR7hTnsFOawMpfDQi4zqpTTJuug0iQjXq1FZIIayf+fTiuTyeDu7g5HR0dW1hERERFRocWEHRERERV61tbWqFChAsLCwhAREQGtVovoRA2iEzUAAJkAyP9fLacTRSTrjPvdCYIApVKJYsWKwcLCIt/jJyIiIiLKCibsiIiI6K0gk8lQrFgxuLi4IDY2FpGRkVCpVEhOToZOBHTJOqPtBUGAQqGAvb09HB0dYWbGyx4iIiIiejvwypWIiIjeKjKZDEqlEkqlEqIoQqPRIDExETqdDqIoQiaTwdLSEpaWlpz2SkRERERvJSbsiIiI6K0lCAIsLCw4zZWIiIiI3ilM2BERERHRO8Gx/S8FHQIRERFRrpAVdABERERERERERET0HybsiIiIiIiIiIiIChEm7IiIiIiIiIiIiAoR9rAjIiLKwFyXmgUdAhERERERFSGssCMiIiIiIiIiIipEmLAjIiIiIiIiIiIqRJiwIyIiIiIiIiIiKkSYsCMiIiIiIiIiIipEuOgEEREREb0TIo+OzbV9Obb/Jdf2RURERJRVTNgRERGREVEUodPpIIoiZDIZBEGAIAgFHRYRERERUZHBhB0REVERJ4oiYmJiEB8fD5VKhcTERIiiKD0vl8thZWUFKysr2Nvbw8rKqgCjJSIiIiJ69zFhR0REVERptVqEh4cjMjISWq02ze2Sk5MRFxeHuLg4hIaGwsrKCk5OTnBwcGDlHRERERFRHmDCjoiIqAiKjo7Gq1evkJycLD1mq7CAtaU5rCzMYS6XQxAAnSgiSaOFSq1FfKIaiRotVCoVAgMDERERgVKlSsHS0rIAz4SIiIiI6N3DhB0REVERotPpEBgYiOjoaACAXCbA2c4ajrZWMJfLTY6xsjCHg43++4QkDSLiEhAVnwiVSoWnT5+iePHicHJyyq9TICIiIiJ658kKOoB3yZUrVzBu3DjUqVMH9vb2MDc3h7OzM5o3b465c+ciJCQkzbGenp5SU+83v8zMzGBvb4+qVavC29sbJ0+ezFZ8MTExqFChAgRBwOrVq7N7mm+NM2fOSK/ho0ePUj3/9OlTbNiwIdXjZcuWhSAI+Oabb/IjzELFz89Pes2OHj2aK/vM6H0oSDNnzoQgCHB3d8/3YyclJWHevHlQq9V5fizDZzo7X2fOnMnz+LLK29sbgiCgSZMmmXqc/qPT6eDv7y8l6+ytLFGpuDOKKW3TTNa9ydrSHKWclShXzBEWZnKIoohXr14hNDQ0L0MnIiIiIipSmLDLBQEBAejYsSOaNGmC5cuX4/bt29BqtbCxsUFERAQuXLiAqVOnolKlSti6dWu6+zI3N4ebm5vRl1KpREJCAh4/fowtW7agTZs26N69O2JiYrIU5+jRo/H8+fOcnOo7Y+HChahRowZOnDhR0KFQEXT79m1Ur14d3377LXQ6XZ4fz9XVNdXPFTc3NygUCgCATCYz+bybmxssLCzyPD7KH6Io4sWLF4iPjwcAFHe0g4eLEmaZTNS9yUZhgYruzrC30k+HDQ4ORnh4eK7FS0RERERUlDFhl0P3799Hw4YNceTIEdja2mLGjBnw8fFBQkICoqKiEBUVhZ07d6Jq1aqIiYnB4MGDsWrVqjT317RpUwQFBRl9hYeHQ61W4969exg7diwEQcChQ4fQrVs3JCUlZSrOX3/9Fdu3b8+t034rWFtbo0qVKqhSpUqq/kp//PFHmpVNFSpUQJUqVVCsWLH8CJOKoJs3b+Zr8vzatWupfq4EBQWhT58+AAAPDw+TzwcFBaFp06b5FiflrbCwMMTFxQEASjrZw9nOOscLRshkAjxclFLSLigoCImJiTmOlYgotxmqsLP6dfDgwYIOPcuSk5Ph4+OT6vHNmzdL53XhwoUCiKzgnTt3Dm3btoWLiwusrKxQrlw5rFmzpqDDSlPK2S9z5swxes7wmTYzY5croncVE3Y5EBcXhy5duiA4OBiurq64cOECZs6ciYoVK0rbKJVK9O3bF9evX0fjxo0BAOPHj8fjx4+zdCyZTIYaNWpg+fLlWLduHQD9VMNZs2ZlONbX1xdjxoyBlZVVlo75tmvUqBEePXqER48eoVy5cpked+rUKTx69AgTJ07Mw+iIiPJPYmKi1JbB0K8utwiCgFIuSlia66fHvnz5EqIo5tr+iYgo827cuIGGDRsWuRv1mXHlyhW0adMGJ06cQHh4OBITE+Hn5wcHB4eCDo2IyCSm43Pghx9+gK+vLwBgz549qF27dprb2tjYYOvWrahRowY0Gg3mzp2LLVu2ZOu4w4YNw9GjR7F3714sW7YMX3zxRZrVYFqtFv3790dMTAxWrlyJ0aNHZ+uYRET09nr9+jVEUYSFmRxuSttc379MEFDSSYnnwRFITExEREQEnJ2dc/04VHBEUURCQgJiYmKQnJwMQRCgUCigVCpZ3UFvnT///BMlSpTI1LZZuelbGDRu3BjJycno2rVrQYdS6CxcuFCaYTNnzhy0atUKCQkJqFevXgFHRkRkGivssikxMVGa2tq2bVu0bNkywzGVK1fG2LFjMXr0aHTv3j1HxzcsiBAfH499+/alud3MmTNx+fJldOrUCaNGjcrRMQHjsuyoqCj8/fffaN26NRwcHODg4ICGDRvil19+SXdKVFJSElauXImWLVvC0dERlpaWKFWqFPr27Yvz58+nOS44OBhff/01atWqBWtra1hZWaFs2bLo378/zp07l2p7U4sdGBYZOHv2LABg9+7dEAQBZcuWlca9uehEYGAg5HI5BEHAtm3b0ozv6tWr0vFu3bpl9Fx8fDwWLFiARo0aQalUQqFQoHz58hg2bBju3r2b5j5zQq1WY8OGDejSpQtKlSoFhUIBGxsblCtXDoMGDcLly5czva/ceN8NTp06hc6dO0tTESpVqoSJEyem27A+ICAAU6ZMQaNGjeDi4gJzc3M4OjqiQYMGmD59OsLCwjJ9LmnRaDT46aefUKNGDSgUCri5ueHjjz+WPitpCQ8Px7Rp01C7dm3Y2dnB2toaVatWxfjx4+Hn52e0reF1HDJkiPSYlZWVycUdHj58iPHjx6N27dpwdHSUFrFp1qwZFi5cKPUhK0xevHiBqVOnolatWrCzs4ONjQ3ee+89zJw5M82emxqNBmvWrEHLli3h5OQES0tLeHh4oF+/fvjnn3/y+QzeTYmJidLnpYSTHWSynE2DTYu1pTmc/l+5FxERwSq7DBgSYJGRkYiMjIRKpSrokNIUHR2Np0+fwtfXF+Hh4YiKikJkZCRev36Nx48fIzAwEFqttqDDJMq06tWro06dOpn6UiqVBR1uliQnJ6f5nLe3N0RRhCiK+OCDD/IxqsLB8PdAs2bNMHXqVLz//vto3bo1HB0dCzgyIiLTeEs0m86ePSutstezZ89Mj1u8eHGuHL9+/fpwc3NDcHAwTp48aTIZd+7cOcybNw/FihXDxo0bc+W4KW3duhUTJkyATqeDnZ0dEhMTcf36dVy/fh07duzAH3/8AScnJ6Mx/v7+6NSpE+7fvw8AMDMzg62tLQIDA7F7927s3r0bn3/+OZYsWQKZ7L98sq+vL5o1a4bXr18DACwsLGBpaQl/f3/4+/tj586d+OGHH/Dtt9+mG7OtrS3c3NwQEREBjUYjVQe4urqmOaZkyZJo06YNjh07hh07dmDQoEEmt/v1118BALVr10adOnWkxx89eoROnTpJPcvkcjlsbW3h6+sLX19fbNmyBQsXLsQXX3yRbuxZERgYiPbt2+PevXsA9FOq7e3tER0dDT8/P/j5+WHHjh3YuHEjBg8enKV9Z+d9N/j++++xc+dOAPr3Qq1W4+nTp1i8eDF2796Na9eupbrjvWfPHgwaNEjq12hpaQmFQoGoqCjcuHEDN27cwObNm3H58uVM3y1/k1arRefOnXH8+HHptQoNDcWBAwdw4MABTJs2Dd9//32qcRcvXkS3bt2khKGFhQUUCgUeP36Mx48fY/369di0aRM++eQTAPr33s3NDSqVSkpgubm5SWMNlixZgi+//FJakMLa2hoWFhaIiIjAxYsXcfHiRWzduhWXLl2CjY1Nts45tx04cADe3t7SednY2CA5ORl3797F3bt3sXXrVpw+fRplypSRxrx+/RpdunTBjRs3AOinViqVSgQGBmLXrl3YtWsXvvzySyxcuLBAzuldERERAQCwNJPDxjJvFxFxtrNGRJwKSUlJiI+Ph61t7lfzvQuioqIQGhqaqg+tlZUVihUrBjs7uwKKLLWwsDAEBQVJ/29taQFLC3PodDrEqRKRrBMRGRmJhIQElC1bFubm5gUYLRFR2gw3r1LeqCciKsxYYZdN//77r/R9s2bNCiSG6tWrA4DJCq3IyEgMHDgQOp0OGzduzJMFFCZOnIjy5cvj7NmziImJQUxMDJYvXw5zc3NcunQJI0eONNpepVKhXbt2uH//PpRKJbZs2YLY2FhERkbi1atXUtJx+fLlmDlzptHYL774Aq9fv0adOnVw8+ZNJCUlISYmBv7+/ujWrRsAYPr06Xj27Fm6MU+aNMmokX63bt0QFBSEa9eupTvO29sbAHDy5EmTlWBarRa7d+8GAKMEWGRkJNq3b4/nz5+jcePGOH36NFQqFaKiohAYGCglviZMmIA9e/akG0NWDB06FPfu3YOzszMOHjyIpKQkqYLj4MGDKFWqlHTctBbfSEtW3/eUdu7ciQ4dOuD+/fuIjY1FXFwc5s+fDwB49epVqvfd19cXXl5eSEpKQvv27fHw4UMkJiYiNjYWwcHBmDp1KgB9Bd7cuXOz9iKlEB4ejuPHj2P06NEIDg5GZGQkAgICpETb7NmzU1Wy+vr6olOnTggLC0P79u1x/fp1JCQkIDo6Gj4+Phg4cCASEhIwcOBAXLp0CcB/izssXbpU2o+fn5/RZ/LixYuYOHEidDodBg0aBH9/f8THxyM+Ph7+/v4YPnw4AP2/+/QWsMlP9+/fR9++fRETE4OmTZvi2rVriIuLQ3x8PA4fPgwnJyf4+vpi4MCB0hi1Wo2uXbvixo0bqFq1Kg4dOiRVG4WFheGHH36Aubk5Fi1axIRdDoiiKCVRnXJhkYmMWJqbwcZSn7DJ6krmRUVISAhevnwpJevMzeTSSr0qlQr+/v6IjIwsyBAl0dHRUrLO1soSFUu6oXyJYijp4giPYs6o4lECJZwdIAgCkpKS8OLFC1ZWElGhZbgRymn8RPS2YMIum16+fCl9n92qnpwyVIWZmg44YsQIBAQEYPTo0ejUqVOeHN/e3h6nT59GixYtAAAKhQJjx47FL7/8AgDYu3cvrl+/Lm2/cuVKPH78GHK5HEeOHIGXlxcUCgUAoHjx4li5ciUmTJgAAJg/fz78/f2lsadOnQIAzJgxw6h6rXTp0ti1axfs7e3h5ORkdLzc1L17dzg4OECr1eK3335L9fzx48cREhICMzMzDBgwQHr8p59+gr+/P+rUqYOzZ8/C09NTqj4oUaIEfv75Z4wfPx4A8PXXX0sXEjnh4+OD48ePAwBWrVqFbt26SRcmlpaW6NatG3788UcA+oTiw4cPs7T/rL7vKTVp0gR//PGHlGy2srLC119/jY4dOwIATpw4YbT9+vXrkZiYCBcXF+zbtw9Vq1aVnitWrBjmzJmDNm3aAECOp08OHz4cK1asgIuLCwB9ZeWuXbvw0UcfAdAnhFOaOnUqoqKi0LFjR/z111+oX78+5P//o7tixYrYtm0bunfvDo1GI02vzowVK1ZAFEXUrFkTmzdvRunSpaXnSpcujbVr16JKlSq5cs655auvvoJarUa1atVw8uRJNGjQAIC+orBLly7YtGkTAODChQvSZ2Pz5s24fv06SpQogYsXL6Jr167SzwMnJyd8++23+OmnnwDoE6aGimbKGq1WK01VtFHkbXWdgY1Cv2JsYZ7iWVDi4uKkxT/srBWoWModVUqXQJXSxVG+RDFY/78CMjAwsMBX2xVFUYrV1soSZdxcoLAwrp6TyQQ42duijJu+X2HK6mGid5GhtUrVqlWh0Wjw5ZdfwtXVFdbW1qhWrRrWr19vtP3du3cxfvx41KlTB87OzlJ7iwYNGmDq1KkIDg5O93jR0dFYvnw5mjVrBjc3N1haWqJs2bIYPHhwqvYrhpYuBrNmzZLamRhadGRmldjo6GjMnz8fTZo0gaOjIxQKBcqUKYMBAwaYbEFj4OnpCUEQ8NlnnwEAjh07hq5du8Ld3R0KhQLlypXDqFGjpP7f2ZWcnIxff/0VHTp0QLFixWBhYQE3Nzd06NAB27ZtS3UtnbKti+Fviy1btkiPvXmzODOOHTuG3r17o0KFClAoFHB2dkarVq2wZcuWdK/lX7x4gYkTJ6JGjRqwtbWFra0tatSogQkTJhj93ZNbzp49i/79+6NMmTKwsLCAg4MDatWqhQkTJuDp06e5fjwiyn1M2GWTRqORvi+oKT+GKXSxsbFGj2/YsAF79+5F1apV87QyZdy4cShVqlSqx4cPH46SJUsC0CdvDHbt2gUA6Nq1K95//32T+5w+fTqsrKyg0WikijXgv9d4165dqf4IVCgUCA0NRUhICPr06ZOzk0qDQqGQ9m1q1S3DdFjDxYOBYWERb29vWFpamtz3iBEjAOgrtm7evJnjWIsXL47z589j27Zt6NGjh8ltatasKX3/5ucnI1l931MaOXKk0VRng+bNmwOANOXZYMSIEThy5Ah2794Na2trk/s0nEtWzyMluVxucspryl6GDx48kKpZExISpHMcMWJEmlVLhvf2/Pnzme6zN2PGDBw+fBgbNmww+VoJgiAlPHNyzrklJiYGJ0+eBAB8+eWXJlej7tKlC6ZNm4Y1a9ZIU4AN/zY++eSTNHvHDBs2DHK53OgYlDWGn5cyQYClmTxfjmllob9BkJiYmCs3ITIrPj4efn5+ePbsWaHtoWf4OWCtsETpFAkwQRBgrbBE2eKusDTXv37h4eEFFiegfz0NVYDuTg7pVmfaWilgb/1f/0KiomDIkCH4+eefERYWBpVKhUePHkk300VRxKRJk1C7dm0sW7YMt2/fRkREBLRaLSIiInDjxg3MnTsX1atXN5q1k9KNGzdQq1YtjBs3DhcvXkRISAjUajX8/f2xdetWNGjQACtWrMjVczp//jyqVauGKVOm4MqVK4iKipKqZ3fs2IGWLVti+PDhRn8HmfLVV1+hffv2+P333xEcHIykpCT4+flh9erVqFGjRob9gdMSGBiIZs2aYdCgQTh69ChCQ0Oh0WgQEhKCo0ePwsvLC++//77RNP7cFB8fj969e6N9+/bYu3cvnj9/jqSkJEREROD06dPw9vZG27ZtTfYZ3rZtG6pUqYLFixfjwYMH0uyJBw8eYMmSJahSpUq2FyQ0Zfr06fD09MTOnTvx4sULaDQaREdH4969e1iyZAmqVauGzZs359rxiChvsB44mwx/dAL6i9OU/59fDBUnKXvdPHnyBOPHj4eFhQV27Nhh8o/n3NK+fXuTj8tkMjRv3hy7du3C1atXAeirPAwXJIaKJVMcHBzQoEEDnD9/XhoL6BNeP/74I3bv3o3jx4+jTZs2aN26Ndq2bYuyZcsa9f/KK97e3lizZg0uXboEPz8/qf9FXFwcDh06JG1j8OLFC7x69QqAPgkzb968DI/x4MED1K9fP0dx2tra4oMPPjBqJpyUlARfX188efIEt2/fNkp+pNec2JSsvO9vqlatmsnHDf9+kpKSkJSUJCU3y5QpY9TzDND/e3v27BkePnyI69ev48CBA9k6jzfjKl68uMnnmjZtCplMBp1Oh6tXr6JWrVq4fv26dLE6dOjQNHs2GWISRREPHz6UEpPpqVy5MipXrmz0WEhICJ4+fYoHDx7g2rVr0h3unJxzbrlz5440rTqt8xMEwSghqtVqpUq79evXS30NTTEkXR48eJClfqGkZ3hvLM3leT4d1kDx/4STKIrQaDRp3qzITWq1Gn5+ftLnRaVSQRCEQtVIXKvVIi4uDgDg6mBn8v2QyWRwVtrhVVgkoqKiUKJEiXx7395kuCFgrbBIVVlnipO9DWISVIiPj0dycrJUcUz0LvLx8cHjx4/h6emJKVOmAAAOHz4szRhYtmwZFi1aBAB47733MHbsWFSuXBmCIMDHxwfLly+XknifffZZquumgIAAeHp6Ii4uDnK5HMOHD0f37t1hZ2eHK1euYO7cuQgPD8fnn3+OGjVqwNPTE3/99RfUajXq1q0LQH+T1FDtlpnZQHfu3EGnTp0QGxsLuVyOYcOG4eOPP4ZSqcTdu3excOFCPHnyBBs2bEBycrJUPf+mgwcPIjg4GOXKlcOkSZNQr149REREYM2aNTh8+DBUKhW8vb3h4+OTpampsbGx6NChg3TztG3bthg+fDhKly6NFy9eYN26dThx4gSuXr2K1q1b49q1a7C2tkaJEiWkG+IdO3aU+ucarkvc3d0zHUP//v1x+PBhAPrVeMeMGYNKlSrh5cuXWLx4MS5evIhTp05h7NixRq/P/v37MXjwYIiiiNKlS2P8+PFo3LgxBEHAtWvXsHjxYvj7+8Pb2xtKpTLHixP+/fffmD17NgCgbt26GD9+PCpUqAC1Wo1Lly7hp59+QnR0NEaOHAlPT0/29CMqxJiwy6aUf9wHBQUVSMLO0EvNcGyNRoP+/fsjPj4eP/74o/QLO7PS+4W1f/9+qceWQXo/3A2vj+EOV0REhFRpYajCSovh+ZS94ubMmYPY2FisXr0akZGR+O2336SpqdWrV0evXr0wduzYdBePyKkmTZqgatWqePToEXbs2CEtcLF//34kJCTAyckJnTt3lrZPeXcvOjo6U1P6crNv0alTp7B+/XpcvnwZL168MKp0SVm5ldUqlKy872+yt7c3+XjKP0jfjEelUmHt2rXYv38/7ty5g6ioKKPnDeeSctzu3bulqcZv8vDwSNWzML0LWSsrKyiVSkRGRkrTw1KeX2arSbLy3kZGRmLFihX4448/8ODBg1SVdKbOuaCknM6T2YveiIgIKZEUFxcnJTHSU1h6er1tDP/uZfmY9Em5Cm1+fUbj4uIgiiIEAbAwN0eSWoOYmJhClbBLWZFimDZsiuE5URSRnJxcYL2WDFOpFZlcRMIyxXZM2FFh9+DBg1TXE2+ysrKSWlC8SafToVKlSjhy5IjUzqFt27YA9J//H374AQBQpUoVXLhwwejmeosWLTBkyBA0adIE165dw7Vr1/Dy5Uuj2Qvjx49HXFwcZDIZDh48aHR92axZM7Rr1w6NGzdGfHw8pk+fjnPnzknV9wbu7u5GbWQyMmrUKClZd+jQIaOWOk2aNMGAAQPQoUMHnDt3Dps3b0afPn1M3sQNDg5G7dq1ce7cOaPrvo4dO6JHjx44ePAg/Pz8cOHCBXh6emY6vvnz50vJum+++cboRnjjxo3Ru3dvTJ48GQsXLsSDBw/w/fffY/78+bCwsJBeB8MNficnpyy9NoA+IWtI1vXt2xe//vqr0c+5Hj16oF27djh16hS2bNmC7777DhUqVEBcXBw+/fRTiKKIhg0b4sSJE0YrDzdt2hTe3t748MMPcfPmTYwcORLt27eXPlfZsXXrVgD69klnz541+vy1atVKWh1XrVZj+/btUk9oIip8OCU2m1Imr86fP5/pcefOncOsWbNw9uzZDMvJ06PVanH79m0AkCqyLl68KK22uGjRIri7u6f6Mvj666/h7u6Ohg0bSo8FBwen+WVqYYL0LsYNlT+GX4xZ+aPN8AdmyiSOmZkZVqxYAX9/fyxZsgTt2rWTpkgafilXrlw5zWkFucWwoMSOHTukxwzTYfv162dU6ZcyQXb06FGIopjh17hx43IlzjFjxuCjjz7Crl274O/vj3LlyqFLly745ptvsG/fvhz1PsvK+/6mrFaKvHz5EnXr1sUXX3yBc+fOQa1Wo0GDBhg4cCAWLFggLdDwJpVKleZn2dSiIRnFZXgvDeeV8r199OhRpt7brl27Zuqc79y5g+rVq2PatGm4cuUKBEHA+++/jyFDhmDp0qW4efMmevXqlal95Yfs/BxL+fqtXr06U6/fzz//nJthFxmGz3Z+pnZT/rjPr+owQ1JLFIEktcboscIi5WuhTWeqcMrnCqq6LuWxdZn8/a0TC0fcRJnRqVMn1K1bN92vjNqspOzFnNLTp0/h5uYGGxsbfPHFFyZXfZbJZEa/ywMDA6Xvw8PDpcSQl5eXUbLOoEaNGhgyZAgA4Pr16znuHXn16lVcvHgRANLsf21tbY3t27dL10KLFy9Oc3/z5s0zeZN26NCh0vf379/PdHwajUbqlVy7dm0pIfqm+fPno1atWgD0fZxzsxfoxo0bAehvPq9ZsybV9bBcLpd6RAP/9d/esmWLdHN33bp1Rsk6A6VSiWXLlgHQz6pIq7VMZhluLLu6upr8/LVq1QpffPEFZs2alanZH0RUcJiwy6Y6depIlUaGX6qZsXbtWsycORNt2rTJ0S/Xc+fOSb2JWrduDcA4KRYSEmIyWWEQExOTKnmR3h/Lpu6AGaqNTDFMBTVULjk5OUm/2FIu2GFKQEAAAJhc2bZUqVIYP348jh49isjISJw9exaff/455HI5oqKi8Pnnn6e775waNGgQZDIZ7t+/j7t37yIoKAh///03AOPpsACkxQuA/84pP+zZswcrV64EoF8V1zCd8vDhw5g3bx4+/vhjk73RMisr73tOjRw5Eo8fP4aTkxMOHz6M6OhoXLt2Ddu2bcPkyZPx/vvvm+wT4u3tneZn2dB4OaX0mj7HxsZK/1YNSe+8fG/79++PoKAglCtXDmfOnEFkZCQuXryIjRs3Yty4cahTp06h6F1nkPK1SK9nzPPnz6WfN05OTtJnMD//bRRFhp+72uT86yWnTTFVO7+qrOzs7Iz+KDE3N8/TiuvssLS0lJKIUbEJaW4XFav/maZQKAq0Ss2QiIhNSMxU0i4mXv+HsVwuL3TJUqK80KhRI5OPV6lSBXfv3kVcXBxGjhyZ5viUs3MM/SIB/UJmhhug/fv3T3P89OnT4ePjg9jY2DRnMGRWylYphtXoTSlVqpSUzDPcSH2TXC5Ps3KuXLly0veZqa43uHbtmnQtNnTo0DSvYw3ThwH93zpvzqjILo1GI71GnTt3TvP1rl+/Pm7evInY2Fipj/HRo0cBAM7Ozqhdu3aax2jatKn0e+zMmTM5itdQGfrgwQOMGTMmVY9oQJ9wnT59urSIHBEVTkzY5YCXlxcA/cqWhqRNenx8fKRpnN26dYOzs3O2j224q2VrayvdofP09MywSsVg1apVaSYvMiut1aW0Wq1UdWj4JWBubi6VnqfXPD4iIkKqkjP8UvPz88OiRYvw2WefGV0YWFhYoEWLFli2bBm++uorAPpf6Hk5BatkyZLSqqQHDhzAnj17kJycjBo1akgrYxpUqFABTk5OAP77ZW3K6dOnUbp0aTRv3jzLK7aasmfPHgD6Xmg//fSTUULF4N69e9L3WX29svK+50RcXByOHDkCQL+YQZcuXUz+EWg4l5y87w8ePEjzwvHMmTPSvps0aQJAf0FmuFhM773dsmULypcvj1atWmWqgfyDBw+kO85z5sxBy5YtTV6U5sY555Z69epJ1TSGu/OmtG3bFsWKFcM333wDCwsLvPfeewDSf/2ePn2KUqVK4f3338/xxWtRZUi6qLXJSM6nBSBUav1USjMzs3xL3AiCgNKlS6NcuXIoU6YMKlWqlC+9TbMiZU+9sKgYJCQmpdomJl6FyP8n7Ay/PwqKg4N+oYlknQ7RcWknGAFApxMREav/Gero6MgKOyr0fH19M7xmfnMV1jdl1OIF+K/aNDQ0FJcuXcLWrVsxefJktGzZEp9++qm0XcrKcx8fH+n79KZturq6omLFirmS2H/w4AEA/TTglAuTmWJIVCYmJppc8dXV1TXNHto2NjbS94Zp91mJD4DR7KD04ntzXE68fv1aukGc0VTaOnXqGJ2nYUZUeHi4tDKtqS+5XC7dkM3pSrqjRo2SZiKtXLkSJUuWRKNGjTB9+nRcvHgxXxeEIqKcYcIuByZOnCj9svby8sKdO3fS3DYiIgK9e/eWGnCbWpEys9avX48//vgDADBlyhSTpc75YfHixalWbAX0ycDg4GDI5XJ88skn0uP9+vUDAPz++++4dOmSyX3OnDkTSUlJEARBSkRGRUVh0qRJWLNmjbS4w5sMF0SZ/UPBcHGTnab9hkq6AwcOYN++fQD+myr7ZkyGcz548KDJaagajQbTpk1DQEAAAgIC0uyVkhWGX/ZpnVtsbCzmz59vFENWZPV9z674+HgpIZXWhcWRI0ekBGJOppir1WqjaQwGGo1GatrbtGlTVKhQAYD+c9ahQwcAwJo1a/D06dNUY2NiYjBnzhz4+vpCo9EYJehTXlynfJ9SVs6ldc6rV6+WqtJycs65xcnJSVpIZvHixSZjOnHiBJ49ewYAUkPuAQMGANCvgmdYQfpN3333HQIDA3H37t0s9+QkvZTTtVRJ+fN5Uf1/SmpeLnpkiiAIsLGxgZ2dXY6qiPOSs7MzzM3NoRNFPH8VgoDgMETFxiMyNg7+QaF4EaxfRdbKygoODg4FGquZmZk0detVeBTiVakTjIA+WRcQGg6NVv+zrKATjUT5JaOqtuvXr6Nfv35wcXFBsWLF0LRpUwwePBgLFy7EuXPn0rxOSzmTIb/+PRluKjo7O2f48zPlDBhTfXxTJqvelF7P4szE9+bxsxNfdqR8T7JacJGdFb8z6q+YkapVq+KPP/6QFm4TRRHXrl3D7Nmz0axZM7i7u2Ps2LF48eJFjo5DRHmvcF7RviWUSiX27NkDGxsbaZnxKVOm4MmTJ9Iv4cjISGzatAm1a9fG7du3IQgCVq1aleZqmWlRq9W4cuUKPv30U6nE2tPTE5MnT87188qsx48fo3379lJVWEJCAhYtWiT1FJs4cSLKly8vbf/ZZ5+hatWqSE5ORseOHbF161ZpCsDr168xatQoLF++HIC+x54heVWnTh00a9YMgH6K5I4dO6SeFImJidi4caO0Epeh6jEjhiqHe/fuISEh/cqBN3Xv3h0ODg64desWzp8/D7lcjoEDB5rcdurUqShWrBiSk5PRqVMnbNmyRTrnZ8+eoVevXlIib86cOUYXSYGBgahatSqqVq0q9e3IjPfff1/a/6RJk6QpBGq1GocOHULDhg2N7t5m9fyz+r5nl5ubmzR1YtGiRThy5IiUxHr9+jXmzJmDHj16SBd8WT2PN82dOxfff/+9VGn39OlTdO7cGdeuXYOZmRkWLlxotP28efNgZWWFuLg4eHp64tChQ9K/+9u3b6NDhw54+vQpzM3NUyXoUzbCT7kyXM2aNWFrawtAn6y6dOmSdH7Pnz/HxIkTMWbMGGn7nJ5zbpk7dy7Mzc1x584ddOzYUbqjrdFosG/fPik599FHH0nVl6NGjULVqlUB6BPeixcvll77169fY/jw4di9ezcA/Y0JUz1fKGMymUy6yx6VkHu9fNKiE0VE//846f3RVlSZmZmhXLly0sq50fEqvAyNQGBoJGL//7pZW1ujTJkyhSLp6O7uDgsLC4iiCN+gUASEhCNOlQhtcjLUGi3ComPhExgkxV68ePFCV9lIlFfSu0H8yy+/oFGjRti1a5eUsPHw8EC7du3wzTff4M8//8SaNWtMjk1ZeZZf1apZSZ6lTDQWlfiyUg2Y1tjatWvj5s2bmfpK2Ss7uz788EP4+Pjg0KFDGDRokFGbiNDQUKxYsQLVq1fH2bNnc3wsIso7bDKSQ4apWv3794ePjw/mz5+P+fPnw9zcHLa2toiKipJ+yTg5OWHVqlXpVh9dvHgx1UqLKpUKcXFxRhU3vXv3xsaNG2GeydXb8sKHH36I06dPo3r16nBwcEBcXJz0S2nQoEGYM2eO0fY2Njb4888/0alTJzx69AiDBw/G8OHDU71On3/+eaqxmzdvhqenJwIDAzFgwAAIggClUono6GhpXKtWrTJdudisWTPs27cPjx49gqOjI+zt7REUFJSpaQUKhQJ9+vTBmjVroNPp0KFDB6NVg1MqXrw4/vrrL3Tt2hWvXr2Ct7c3Pv30UygUCqNqqtmzZ6dK+mk0Gjx+/BgAEBYWlqnzAvQri+3cuROPHj3CokWLsGjRIjg4OCAmJkb6DHXp0gUXL15EeHh4lqdFZ/V9z4nly5eje/fuiIqKQseOHWFhYQFLS0vptVMoFOjbty927dqF6OhoREVFZasqpWnTpkhOTsaMGTMwa9Ys2NvbS3c3LSwssHnzZikRalCrVi3s378fffv2RWBgILp37y71qDJMm5DL5Vi3bh0+/PBDo7H169eHQqFAYmIiWrVqBUdHR6xYsQL9+vXDwoUL8dlnn8Hf3x9NmzaFQqGATCaTknMODg7w9PTEwYMH8eLFi/+vjFmw088aNGiA7du3w8vLCydPnkSNGjVgb2+PhIQE6bNRr1497Ny5Uxpj+HnQuXNnPHz4EBMnTsTkyZNha2trtKLy8OHDuXpZDjk6OiIhIQHR8Ylwd7CDmTzvEkExCYlI1uk/kwVdIVZYWVhYoEKFCoiNjTVaMVmhUMDJyQm2trYF/m/awJBg9Pf3R2JiIqLjVYiOT11hDeh/3+Wk1QfRu+LmzZv44osvIIoiSpQogblz56JTp06pWpSsXr3a5PiUPzsjIiJMtjbJbYZKvvDwcOh0unRvGKTsf51fFYApjxMaGirNeDAlL+J78z3JCkdHRwQHB0OlUmV5ZdqcMjc3R9euXdG1a1dpmvfRo0exc+dO3L17F/Hx8RgyZAh8fHy4sjdRIVXwt2/fAQ0aNMCDBw+wfft29OrVCxUqVIC5uTliYmLg5OQET09PLFy4ED4+PhlOFdRoNKkWikhISIBSqUS9evUwevRoXLx4Eb/99ptUiVNQvvrqKxw4cABNmzaFWq2Gg4MD2rRpg4MHD2Lr1q0m77KXL18e//77L5YsWYJmzZrB2toaCQkJKFeuHLy8vPDPP/9g2bJlqX5pVKxYEXfv3sX06dNRv3592NraIi4uDq6urmjXrh22bNmCEydOZHoK1tixYzF58mRpcQRLS0ujFboyknKBCVPTYVOqX78+Hjx4gB9++AGNGzeGtbU1VCoVihcvjp49e+L06dP47rvv0t1HVv54UyqVuHTpEiZPnozKlSvD0tISCQkJKFmyJLp164aDBw/i8OHDUhJp//79md43kL33Pbs6deqEf/75Bz169JAqFUVRRM2aNTFu3DjcuXMHK1askI6Z1XMxsLKywunTpzF16lSULVsWCQkJKFGiBLy8vHD79m1pavOb2rdvj0ePHmHKlCmoXbs2LCwsoFarUbp0aXh5eeHatWsmPx/FixfH3r17UadOHWnKomHBhpEjR+Lo0aNo164dnJycoNFoYG5ujnr16uHbb7/F/fv3paRoZGQkTp8+na1zzm29e/fG/fv3MXr0aFSsWBFqtRqWlpZo0KABfv75Z1y6dCnVHx2GnwfLly9HixYtoFQqER8fDxcXF3Ts2BEHDhzAunXrCuiM3h1KpRJyuRwigLCY1Iu05BadKCL0//u3t7fnwgPpkMlkUCqVKFeuHKpUqYIqVaqgTJkysLOzKzTJOgNzc3NUqFABHh4eUrWmgVwuh4uLCypXrsxkHdH/rV+/Xqry2r17NwYPHmwy6ZbWokspZ+EY+p+Zcu3aNRQvXhwffPCBybYrWWHoW6dSqTJcvdUwM8DCwkJagC+vpeyrl9FCEilnLuRGqxlAf71iqIxO7z0BgMaNG6N27dqYMWMGAKB69eoA9DM30pvqqtFoMGvWLGzatCnD/okZiY+Px40bN/D8+XPpMUEQULduXUyZMgW3b99G165dAej75RkKBIio8BHEwtC1nN4afn5+0jTFI0eOoH379gUc0bvPw8MDX375Jb744osCi4HvOxV1O8aa7rOXW/r/0jfbY0uVKgUg/RW4Q0NDpdWQy7s5wtoy96ctBkfFITQmHoIgoEKFCkb98+jdkZycDK1WC5lMBjMzs1xNMGbms5yRyKNjcyscOLbPfDsKKvy8vb2xZcsWAPokRXaSTTNnzsSsWbMA6BNuhs9sSu3bt8exY8cA6BfQMtUeQKPR4L333sOjR48A6Hu9GvrB+vv7o1y5chBFESNGjEhz6uz3338vJYUeP36MypUrA9DfEBBFETNmzMDMmTONxmzevBlDhgwBAJw/fx4ffPABAH2Sq3HjxgD0MzWWLFli8pivXr1C+fLlkZSUhFatWuHUqVPSc56enjh79iwqVKhgsrcvYHw9OXv27AxvWBskJSXB3d0dUVFRqFu3Lq5fv26yClCn06Fu3bq4c+cObGxsEBoaanQzv2zZsvD398fgwYOxefPmTB3boFWrVjh9+jQcHR0REBBg8n198eKF1Dfu22+/xQ8//IB58+bh22+/BQAsXLgQX375pcn9b926VbrJO3XqVOnmbHqvmeEzLZfLpRkNiYmJUCqVUKvV6Z7nihUrMHas/ufljRs3UK9evSy9HkSUP1hhR1SIBQQE4NWrVxmu2EVElB4XFxfpj5aX4THQJufuCnFxiWqpus7V1ZXJuneYXC6HpaUlzM3NC101IFFhkLLa1NRK6FqtFmPHjpWSdQCkqfEAUKZMGWlhqw0bNpispH/+/LnUW7dp06ZSsg6AVAlm6AubGY0aNZISdr/88ovJuFUqFQYOHCj1Ys7PG8mWlpYYOXIkAP2U4+nTp5vcburUqdIigCNHjszVxY9GjRoFQD+7Yfz48an66omiKPUZlslkUl/tYcOGSXHMnDnTZIWgv78/vvrqKwD6quaUKwhnlUKhkGbR7N69Gzdv3ky1jU6nkxbOs7GxybVKRCLKfZyvQlRIhYeHo1evXqhXr16qHmhERFkhCAJKliyJZ8+eQa1Nhn9oJMq4OuZKP7uEJDVehEYB0P+hkLKxNRFRUfPxxx9LiwYMHToUjx49QrNmzSAIAu7du4c1a9bg7t27RmMMC4QZLF26FOfOnUNcXBw6dOiAMWPGoFOnTpDL5bhy5Qp+/PFHxMbGwsLCIlU1nLu7O/z8/LBr1y60b98eNjY2qF27dqop7W9av349GjVqBJVKhS5dumD48OHo0aMHlEol7t69i0WLFklJRm9vb3Tp0iWHr1TWTJs2DYcOHcKjR4/www8/4MaNGxg+fDg8PDwQEBCAdevWSZWN1apVy9WeygDQq1cvdOjQAUeOHMGGDRvw/PlzjBo1Ch4eHvD19cXy5ctx6dIlAMC4ceOkJFixYsWwZMkSjBw5EnFxcWjRogXGjh2LDh06wMzMDFevXsVPP/0krUQ7bdo0qUovu6ZOnYrjx48jMTERnp6eGDduHJo1awalUgk/Pz+sWrUK58+fB6BvE8RFoogKLybsiAopR0dHtG/fHp9//jkbwRJRjikUCnh4eODFixdQqbXwDY5AKRclrCyyt3iRKIqIik/Eq8gYiKK+KqBMmTKsuiKiIu3jjz9Gv379sHPnTsTExJic9mlvb49FixZJlVQpq+0Afe/mY8eOoXv37ggNDcXPP/+Mn3/+2WgbGxsbbNu2DQ0bNjR6vEuXLli+fDkCAwPRpk0bAMDp06fh6emZbtw1a9bEsWPH0LNnT4SGhmL16tUmF8YYN26cVN2Xn2xsbHDq1Cl07doVN27cwNGjR01WAnp6emLXrl25Wl0H6G987d69G5988gmOHj2K06dPm6x+HDRoUKrXZ8SIEVCpVJg8eTISExOxcOFCk6/hxIkTMz1NOD3NmzfHkiVLMHHiRMTExKSZvOzbt2+uJzaJKHdxSixRISWTyTBr1qx8WR2MiIoGe3t7lC5dGoIgIEmbjGdBEQiOikOyLmtTZNVaLfxDoxAYoU/WWVhYoFy5cgW6cjkRUWEgCAK2b9+ODRs24IMPPoC9vT3kcjkcHBzQoEEDfPvtt3j48CGGDx8u9Q3bu3dvqv00bdoUT548waxZs1CvXj3Y29tLq0yPGTMGd+/eRY8ePVKNW7BgASZMmIBSpUrBwsIC7u7uUg/TjDRv3hw+Pj6YPXs2GjZsCKVSCSsrK1SuXBlDhw7F1atXsXTp0gL7WV+iRAlcuXIFGzduRJs2bVCsWDFYWFigdOnS6NKlCw4cOICTJ0/Czc0tT45vZ2eHI0eOYM+ePejcuTPc3Nxgbm4OFxcXdOrUCb///ju2bt1q8kb7+PHj8fDhQ4wfPx41atSAra2tFHv//v1x4cIFLFq0KNdueo0bNw7Xr1/H8OHDUaVKFVhbW8PS0hKlS5dGnz598Ndff2Hnzp1cIIqokOOiE0RERBl42xedeJNKpUJgYCASExMBADJBgIONAo62VlCYm15IIFmnQ3ySBpGxCYhN/K/fkoODA4oXL85KYMoxLjpBRERE9B+m1ImIiIoYKysrlC9fHqGhoQgPD4dOp0NEnAoRcSoIAqAwN4e5mQwCBOhEEUkaLdTaZKN9mJubo3jx4rC3ty+gsyAiIiIiencxYUdERFQEyWQyuLm5wcXFBVFRUYiIiEBSUhJEEVCpNVCpTY+ztbWFs7MzbG1t2a+OiIiIiCiPMGFHRERUhMnlcjg7O8PZ2RlarRYqlQoqlQrJyckQRRGCIMDCwgJWVlZQKBSQydj+loiIiIgorzFhR0RERAAAMzMz2NnZwc7OrqBDISIiIiIq0nibnIiIiIiIiIiIqBBhhR0RERERvRO4sisRERG9K1hhR0REREREREREVIgwYUdERERERERERFSIMGFHRERERERERERUiLCHHRERUQaafVCuoEMgIqJs8vPzQ7ly+p/js2fPxnfffVfAEVFOPX/+HO+99x6qVauGq1evQhAE6bnHjx/j66+/xpkzZ6BWq1GvXj1MnToVHTp0SHefbdu2xYkTJ3Do0CF07do1ze1u3LiBhg0bokuXLjh06FCunRMR0ZtYYUdERERERERvBVEUMWTIEMTHx+Onn34yStb5+vqiWbNmOHToEKKjo6FSqfDPP/+gU6dO2LhxY5r7PHfuHE6cOIGGDRumm6wDgPr166Nfv344fPgwtm7dmmvnRUT0JibsiIiIiIiI6K2wdetWnDt3Dh06dICnp6fRc1OmTEF4eDiKFSuGrVu34tSpU+jQoQNEUcTnn3+OiIgIk/ucNm0aAH0FZmbMnj0b5ubmmDRpEqKjo3N0PkREaWHCjoiIiIiI3llly5aFKIoQRZHTYd9y8fHxmDJlCgDg+++/N3pOpVLhwIEDAIBVq1Zh0KBBaNWqFQ4cOAA3NzckJCTg4MGDqfZ5/PhxnDt3Dh988AHatWuXqTjKly+PwYMHIzQ0FLNmzcrZSRERpYEJOyIiIiIiIir0Vq1ahdevX6Nly5Zo0KCB0XOPHj2CWq0GAKPKO0tLSzRp0gQAcO/evVT7zGp1ncHEiROlmIKDg7M0logoM7joBBEREVE+E0URGo0GOp0OgiBAJpPBzMzMqBcTZV3k0bEFHcJbxbH9LwUdAlGmaTQaLFq0CAAwZMiQVM/Hx8dL3zs4OBg9Z2dnBwCIjY01evz333/H1atX0apVq1TTazNSrVo1NGnSBJcvX8bixYsxf/78LI0nIsoIK+yIiIiI8pgoioiPj8fr16/x/PlzPHz4EE+ePMHTp0/h4+ODx48f4+HDh/D19UVQUBBUKlVBh0z0zvDz84MgCBAEAXPmzDF6ztvbG4IgoH379gCAK1euoG/fvihVqhQsLS1RqlQpDBo0CLdv385RDHFxcfjhhx9Qp04dWFtbw97eHs2aNZMWLfjss88gCEKqpNHMmTMhCAKqVq0KjUaDL7/8Eq6urrC2tka1atWwfv16o+2jo6Mxf/58NGnSBI6OjlAoFChTpgwGDBiAc+fOpRmfp6cnBEFAxYoV09zmwoUL0uu4efNmo+cMr6Mh/qNHj6J169ZwdHSElZUV3nvvPcydO9coqZZVhw4dQlBQECwsLNCzZ89UzyuVSun7mJgYo+eioqIAAPb29tJjoihi+vTpALJeXWcwcOBAAMCmTZug0WiytQ8iorSwwo6IiIgoj+h0OkRGRiIiIgJJSUkZbhsfH4/4+HiEhYXBysoKTk5OcHBwYOUdUT5Yvnw5JkyYgOTkZOmxwMBA/Prrr9i5cye2bduGfv36ZXm/L1++xEcffYTHjx8bPX7x4kVcvHgRhw8fTlURZsqQIUOwfft26f8fPXoEV1dX6f/Pnz+PPn364PXr10bjXrx4gR07dmDHjh0YNmwYVq1aBXNz8yyfR2YtWbIEEydOhCiK0mN3797F3bt3sX37dpw4cQIlSpTI8n4Nyc1mzZrB1tY21fOVK1eGhYUF1Go1zp49i27dugEAEhMTcfnyZQDAe++9J22/d+9e3Lp1C+3bt0fTpk2zHA8AtG3bFgAQEhKCI0eOZLjCLBFRVjBhR0RERJQHEhISEBgYaJSoswoJgHWIPxQRQbCMDoVcnQgIApItFEh0cEOikzvi3cshyckdKpUKgYGBiIiIkKp9iChv/Pvvvzhx4gRcXFwwadIkNGvWDAkJCdixYwc2bdqE5ORkfPbZZ2jXrh2cnJwyvd+kpCSjZN2AAQMwaNAg2NnZ4Z9//sH8+fOxb98+WFhYpLsfQyWup6entOjC4cOH0bFjRwDAnTt30KlTJ8TGxkIul2PYsGH4+OOPoVQqcffuXSxcuBBPnjzBhg0bkJycjE2bNmXzlUrf/fv3cf78eVhaWmLSpElo3749YmJisG7dOhw4cAAPHjxA27ZtcevWLZiZZf5PUZVKhZMnTwIAWrVqZXIbS0tLdO/eHb/99htGjhyJ2NhYlChRAgsWLEBYWBjs7OzQvXt3APobJDNmzACQ/eo6AKhUqRJKlSqFly9f4vfff2fCjohyFRN2RERERLlIFEWEhIQgNDRU/0ByMhye34Kjz01YxoSZHCNXJ8IiLgr2Lx9DvHMWiU7FEVmpPmLK1oBKpcLTp0/h7u4OZ2fnfDwToqIjNDQUJUuWxNWrV42qvz766CMolUosWbIEMTExOHz4MLy9vTO936VLl0rJukWLFkkLFQBA06ZN0bNnTzRr1gxBQUHp7ken06FSpUo4cuQIFAoFgP+quwBg1KhRUrLu0KFD6NSpk/RckyZNMGDAAHTo0AHnzp3D5s2b0adPH2kacG4KCwuDpaUlTpw4gQ8++EB6vEOHDvjyyy/x888/4/79+1izZg3GjBmT6f1euXJFahVQu3btNLdbsGABzpw5g+DgYAwaNEh6XCaTYdWqVdK02e3bt+Phw4fo1q1bqsUrsqp27dp4+fIlzpw5k6P9EBG9iT3siIiIiHKJKIoIDAyUknWKiNcod3wT3G+cSDNZ9yYBgFXEa5S48gdKn9oO85gIiKKI169fIygoyGiaGRHlnqlTp5qcqjl06FDp+/v372dpnytWrACgT86lTNYZlC9fHkuWLMnUvry8vKRkXUpXr17FxYsXAQCjR482StYZWFtbY/v27VIl3+LFizN7Cln29ddfGyXrDObPn49y5coBQKreexm5ceOG9H316tXT3K5MmTJSH0IHBwcoFAo0a9YMR48exYABAwAAWq0Ws2bNgiAImDVrljT28OHD6NatG+rXr48ePXrgzz//zFRsNWvWBAA8ffoU0dHRWTovIqL0MGFH+e7KlSsYN24c6tSpA3t7e5ibm8PZ2RnNmzfH3LlzERISkuZYQ0NcU19mZmawt7dH1apV4e3tLZXNZ9XcuXMhCAJWr16d5bEBAQFwcnKCIAg4evRoto7/Ntm8ebP0+icmJqZ6/ubNm9izZ0+qxw1jsvMa07vv6dOn2LBhQ0GHQZRloiji1atXUnNzx0dXUebENlhGZy5RZ4p12EuUO7YR9n76JEFYWNh/lXtElKtat25t8nFDkgnQLx6RWXfv3sWLFy8A6JNtaenZsyccHR0z3F+jRo1MPp7ymnf48OFpji9VqpSUzDt37hzUanWGx8yOESNGmHzc3Nwcffv2BQDcunULr169yvQ+nz59CkBfKZfy/TClbNmy2LlzJyIjI6FSqXDhwgW0adNGen7z5s149uwZevXqJVXrLViwAN26dcPhw4fx77//4uDBg+jcubM0bTY9FSpUkL5//vx5ps+JiCgjTNhRvgkICEDHjh3RpEkTLF++HLdv34ZWq4WNjQ0iIiJw4cIFTJ06FZUqVZKayqbF3Nwcbm5uRl9KpRIJCQl4/PgxtmzZgjZt2qB79+6pVolKz6lTp4zutGWFTqfDwIEDERkZma3x75oJEyagQYMGRndEiTKycOFC1KhRAydOnCjoUIiyLDIyUvod4HzvHxS79TcEUZfj/cqStSh++Xcon+tXqQwJCUFsbGyO90tExsqUKWPycRsbG+l7rVab6f3duXNH+r5evXppbmdmZoa6detmuL+SJUuafPzBgwcAACsrK6naKy2GpF9iYiJ8fX0zPGZWlS5dOs04AaBOnTrS9z4+Ppner2EhDVtbW8hk2f8TVq1WY/bs2ZDJZNI1/9OnTzF16lQIgoDly5cjMjISO3fuhKWlJWbPno1//vkn3X2mXJ02K0lIIqKMMGFH+eL+/fto2LAhjhw5AltbW8yYMQM+Pj5ISEhAVFQUoqKisHPnTlStWhUxMTEYPHgwVq1aleb+mjZtiqCgIKOv8PBwqNVq3Lt3D2PHjoUgCDh06BC6deuW4cp8APDnn3+iS5cu2b7bOHfuXJw7dy5bY99WSqUSVapUQZUqVVJdPB04cAA6nek/VA1jMnM3mYqWP/74I8/u+BPlJbVaLfWgsve9C5d755Gb67oKANyvHYV1kP4P7MDAQKOVLIkoZ+RyeZoLu6RcpTkrU9KDg4Ol711cXNLdtlixYhnuz97e3uTj4eHhAABnZ+cMk1kpjxMREZHhMbOqePHi6T6f8nVI+fpkJD4+HkDar0FmrV27Fi9evED//v1RrVo1AMCmTZug1WrRqVMnjB07Fg4ODujbty8+/fRTiKKY7t8kgHHCzhAnEVFuYMKO8lxcXBy6dOmC4OBguLq64sKFC5g5cyYqVqwobaNUKtG3b19cv34djRs3BgCMHz9eatKbWTKZDDVq1MDy5cuxbt06AMCZM2fSrZpLSkrClClT0KVLF6mZbVZdvnwZs2bNgpWVVbbGv6169OiBR48e4dGjRxmubpaSYUyfPn3yMDoiovzz6tUr6HQ6mCXEwO3fk7marDMQRBHFr/4FmSYJWq02wyb1RFSwUt4wTusmZlakTBymlJUkYspEf1r7S0tmziGjlV9T7sPc3DzTxzbEKpfLMz3mTSqVCnPnzoWZmZnRVFdDBV2zZs2Mtm/evDkA4NKlS+nuN2WSNKuvKRFRepiwozz3ww8/SCX3e/bsSXdlJxsbG2zduhVmZmbQaDSYO3duto87bNgw9OrVCwCwbNkyk73xfv/9d1SpUgXz58+HKIr49NNPs3ycmJgYDBgwAFqtFgsXLsx2vERE9HZSqVRSXyv3a0ch12Rc1Z1d5gmxcL11GoB+Cq5Go8mzYxFRzqSsJgsLS7+XpaFKLjucnJykfWSUVEvZA9MwDvgv0ZRe8i8zU/EzqtpLeXx3d/cM92dga2sLAEhISMj0mDetWLECr1+/xuDBg40KBwzTbd+sgjSsym14Pi0pYzLESUSUG5iwozyVmJgolZG3bdsWLVu2zHBM5cqVMXbsWIwePRrdu3fP0fG/+eYbAPry9H379qV6fsOGDfD390exYsWwc+dOrF27NsvHGD16NJ4/f44xY8agY8eOOYoX0FcECoIABwcHAMDevXvx/vvvw87ODi4uLmjevDm2bduW7lSomJgYzJ8/H40bN4a9vT0UCgXKlSuHoUOHGvVTeZPhPCpXrgyFQgFbW1tUqlQJw4cPx+3bt1Ntb2rRCW9vbwiCAH9/fwDAjz/+CEEQ4OnpKY17c9GJy5cvS4+dP38+zfh+++03CIIACwuLVE3Xw8PDMW3aNNSuXRt2dnawtrZG1apVMX78ePj5+aW5z7TMnDkTgiCgb9++0Gq1WLJkCWrXrg0bGxu4urqiS5cuuH79urT91q1b0bRpU9jb28PGxgbvv/8+9u7dm+b+k5KSsHLlSrRs2RKOjo6wtLREqVKl0Ldv3zRfA0NMvXr1gk6nw+rVq9GkSRMolUrY2tqiQYMGWLJkSbpTSp8/f47x48ejWrVqsLa2hp2dHd577z1MmTIlw6kpV69exdChQ1GxYkVYWVnBwcEBLVq0wMaNG43+QGjVqhUEQZDuTKelZs2aEAQB06ZNk87t7NmzAIDdu3dDEASULVs21biHDx/i008/Rfny5aFQKKBUKtGoUSPMnz+ffb2oQBj+QLWMDIbN67xvOO7gewdylT5BmN99U5OTk5GYmAi1Ws3VaokykPIm9a1bt9LcThRFk9dZmWXoW6dSqTJcxfbq1asAAAsLC6PfsYbKuPRmm7x8+TLDWHx8fNLdx7///isdzzAlNTMMU23Dw8Oz1EfQIC4uDj/++CMsLCwwbdq0TI0xXGtn1H4gZbWzqVWGiYiyiwk7ylNnz56Vljfv2bNnpsctXrwYK1asQI8ePXJ0/Pr168PNzQ0ATK4aW6JECcyZMwfPnj2TVq3Kil9//RXbt29HtWrV8NNPP+UoVlN++OEH9O7dG5cvX4ZMJkNUVBQuXLgALy8v9OzZM82VWWvWrIkpU6bg6tWrSEpKgkKhgJ+fHzZt2oS6detiwYIFqcZdvXoVdevWxcqVK+Hj4yOV9xtW7KxXrx62bduWYcxKpRJubm7SeBsbG7i5uRndxX1TkyZNULVqVQDAjh070tzu119/BQB07NgRrq6u0uMXL15E1apVMWfOHNy5cwdqtRrm5uZ4/Pgxli1bhho1auC3337LMHZTEhMT0aZNG0yYMEG6CA4LC8Mff/yBFi1a4ObNmxg0aBAGDx6MS5cuQRAEJCQk4PLly+jdu7fJJLC/vz/q16+PMWPG4Ny5c4iLi4O1tTUCAwOxe/dutGjRAuPGjUvzLrlGo0GXLl0watQoXLlyBYD+7u6NGzcwYcIEdOzY0eTYbdu2oWbNmli2bBkePXoEuVyO5ORk3L17F/Pnz0fVqlXTXF152rRpaNKkCTZt2oRnz57B0tISsbGxOH/+PIYNG4ZOnTpJicJhw4YB0E8xSauh9bVr13D//n0IgoAhQ4bA1tYWbm5u0vQYhUIBNzc3o/cZAFauXIlatWph/fr18PX1hZmZGdRqNa5du4YpU6bgvffew71790wekygvJCcn/7cqrM+/eTIV9k2CTgeHZ/o/7iMiIvIlcaZSqfDixQs8fPgQT58+xZMnT+Dj44OwsLBcmepH9C6qV6+eVEWW3vXNiRMnTM4EyayPPvpI+j69VdZfvXqFo0ePAgA++OADo3YmhhvFoaGhafZhy8yCUFqtFnv27DH5nFqtlq7HWrZsKR0zMypVqgRAP6U2M4nDNy1duhRhYWEYNmxYqsVFDH393qykCwwMNHo+LYab1IIgGFXuERHlFBN2lKcMd9GA1H0h8kv16tUBAHfv3k313MqVKzF16tRsla/7+vpizJgxsLCwwPbt23O9f11sbCymTZuGBg0a4NatW4iOjkZkZKR0V/DQoUOp7hAGBQWhffv2CAgIQKlSpXDw4EHEx8cjKioKT58+Rc+ePaHT6fD1119j48aNRmNHjBiBmJgYtGnTRloQJC4uDvfv30fTpk2h0+kwduzYDFfdXbp0KYKCguDh4QEAGDt2LIKCgrB///50xw0ePBiAvqLQ1J3T8PBw6SLTsC2gfx86deqEsLAwtG/fHtevX0dCQgKio6Ph4+ODgQMHIiEhAQMHDsywB4kphw8fxvnz5/Hjjz8iNjYWcXFx+PPPP2FpaQmVSoVWrVph586d+O677xAREYHo6GjcvXtXumCbNm2a0R+zKpUK7dq1w/3796FUKrFlyxbExsYiMjISr169wqhRowAAy5cvx8yZM03G9Mcff+DYsWOYPHkygoODER0djdevX0s9AU+dOpXqYvnkyZMYMmQIVCoVmjVrhhs3biA2Nhbx8fE4d+4c3nvvPURFRaFbt26p/q2sW7cOc+bMgSiKGDZsGAICAhAVFYW4uDgsWLAAgiDg6NGjmD17NgB9ct7BwQGiKKa54vPmzZsB6C/Yy5cvj0mTJiEoKAhNmzYFAHTr1g1BQUG4du2aNGb//v0YM2YMRFHEuHHj4O/vj7i4OMTHx+PChQto2LAh/Pz80LFjR67WTPlGpVLpE2Y6HexfPMi34yr99P9OtVptni/UEhMTg+fPn6f6+W9YaMPf359JOyITzMzMpN/r586dk2YWpBQSEoKxY8fm6DiNGjWSekD/8ssv0vVSSiqVCgMHDpT66n3xxRdGzxuq9LRardQHOqU///wzw2s5gylTpiAgICDV45MmTcKLFy8AAJ9//nmm9mXQoEED6fv0ZouYEh0djUWLFkGhUGDq1Kmpnq9fvz4A4K+//jJ63PA6NmzYMN39G+KpVq2a0YrCREQ5xYQd5amUd8AKqkTcUKGTUe+QrNBqtejfvz9iYmIwZ84c1K1bN9f2baDT6VCuXDmcOnVKmlJhZ2eH77//HlOmTAGgT46lXD7+hx9+QEhICOzs7HDmzBl069ZNmuJQoUIF7NmzBx9//DEA4KuvvpJ6LoWFhUlTMRYsWGB0d7B69er47bffIJfLYWtrazLxmRsGDRoEmUyGsLAwHDt2LNXzu3fvhkajgYuLCzp37iw9PnXqVERFRaFjx47466+/UL9+fakhccWKFbFt2zZ0794dGo1GmiKdFaIo4uuvv8ZXX30FKysrCIKAjh07onfv3gCAqKgofPnll5g9e7a06m3NmjWlZFtISAiePHki7W/lypV4/Pgx5HI5jhw5Ai8vLygUCgD66R4rV67EhAkTAADz58+X7tqmpNPp8M0332DBggXSXV83Nzds3rxZ6rfy5kXnhAkTkJycjLp16+LUqVOoV68eAEhTV8+dO4eyZcsiISEBkyZNksap1Wp8/fXXAPTTndevX49SpUoBAKysrDB58mTpov+XX36BVquFQqFA//79AcBkVWZSUhJ27doFABg6dGjGbwL0/+YMr8u8efOwdOlSlC5dGoC+2XOzZs1w6tQpeHh4ICAgAEuWLMnUfsk0nU6H6OhohIWFccW7DBgqnS2jwyDT5l8/OfO4KMiSVEYx5AW1Wo2AgACIoghLczN4FHNG1TIlULGUO5zs9Te74uPjuQAGURomT56MypUrA9C3URk8eDCOHTuGK1euYMWKFahfvz58fHyk7bO7aMH69ethZWWF5ORkqQr/+PHjuHLlCtavX4969erh9Gl9/0tvb2906dLFaPwnn3wizY746quv8O233+LcuXM4fvw4xowZg+7du6NEiRKZWmTs1atXaNiwIZYvX44rV67g999/R6dOnbB8+XIAQOfOndGtW7csnV+jRo2km+Mpb+ZlxsKFCxEZGYnPPvsMJUuWTPX8wIEDAehbtAwbNgxnz57FN998I1UDGmYOpMUQT2Za/xARZQUTdpSnUjbDLqgmrIYLi9zsbTVr1ixcvnwZH374Ib788stc2++bpk2bZnL5+q+//hoKhQIajQaHDx8GoE8sGS4shg8fjgoVKqQaJwgC5s2bB0BfsWZI6lhbW0sXadu2bUtV4VayZEkkJCQgMDAwzyolS5YsiTZt2gAAtm/fnup5w3TYfv36SdMmExISpD5xI0aMSPMid8SIEQCA8+fPZytx6+3tneoxw53otJ5P2ZclZb89Q6Kqa9eueP/9900eb/r06bCysoJGo8Hu3btNbjN8+PBUjykUCikRl7If3f3796VpojNnzoSlpWWqsUqlUkoEHz9+XBp/6tQpqVrtu+++MxnL+PHjMW3aNCxbtkz6N2+4uH327Jm0+prB4cOHERERAXt7+0xPlT99+rR0V37kyJEmt7Gzs0O/fv0AINNVAJSaTqeDr68vAgICEBQUBF9f3wz7GxYGSUlJCAgIgJ+fX4aVwLnJ0KtJEZm/CSshxTGzu8J5ZoSHh0MURZibyVG+hBuUttYwk8uhsDBHCRdHuDkpAeh76WWnrxTRu87KygpHjhxB2bJlpcrz9u3bo0mTJhg7dixevnyJTz/9VLpZaup3dGbUrFkTx44dg6urK7RaLVavXo127dqhSZMm+PTTT/Ho0SMAwLhx40y266hWrRrmzJkDQH/9Pm/ePLRs2RLt2rXDypUr4ezsjN9//z3DlV3lcjkmTJiA4OBgjBs3Dk2aNEHXrl2la86uXbtmq02JhYUFOnToAMB0m5u0hIWFYenSpbC2tk7zxm2DBg0wbtw4AMDGjRvh6emJH3/8EQDg5eWFTp06pbn/e/fuSdOZDTfFiYhyCxN2lKcM/eOAjFeNyiuGHnp2dna5sr/z589j7ty5cHR0xNatW42Wcs9t7du3N/m4UqlEnTp1APzXPNjPz0+6YEjZy+RNlStXlqarGsZaW1tLFWM///wzPDw8MHjwYGzbtk2qmsjMHdWcMiS+Dh8+bFTV8/z5c2k6a8rk2PXr16UE0dChQ+Hu7m7yy8vLC4A+qfnw4cMsxWRubi71TUlJqVRK35tKjlpbW0vfG5oVa7VaaZp4eu+Rg4ODNPXD8B6lZGVlZXIxBsNYAEZT5Az7EAQBrVq1SvO4KWMy3C2+ceMGAH31n6nzBIAyZcrg+++/x6BBg6S73/Xq1ZM+o1u2bDHa3jAdtk+fPkavU3pSTmeuUqVKmu+1YbrRw4cP2RA/m8LCwqQEkLmZvlo1NDQ0T6u4ckqn08HPzw/R0dGIi4vDixcv8jSJlZLhZ5B5XP5Pw7aIizKKIS8Yfoc629tCLk/9+87Z3hYymQBRFLnoC1Eaypcvj7t372LWrFl47733YGtrC1tbW3zwwQfYvXs31q5dKyW8c3KDu3nz5vDx8cHs2bPRsGFDKJVKWFlZoXLlyhg6dCiuXr2KpUuXppl0mzJlCs6ePYsePXrA1dUVlpaWqFixIiZOnIg7d+5kekbJzz//jD179qBp06awsbFBsWLF8NFHH2H//v04ePBgttvIGCrhrl27lukbSQsWLEBsbCzGjh1r9HfJm5YsWYIlS5agUqVKsLCw+B979x0eRb01cPw723fTG6TRAkhTEVFEEQQREAugogIKYr82FBW5gCgCoiJiAbEXEJVrxwaICNK8qFfUl6r0kNBCerLZOu8f64wJ6cluAnI+z5NH2Z26M9nMnDm/c2jTpg0zZ84sV0LmWF988QUQuE7q06dPDfdECCFqxtTYGyD+2bSOThCor1bVH8pQ0bKbgrHu3Nxcrr/+er1DpzY0sCbS09OrrIHx008/6YE0CDxhrardvfbZagG10llcFaX7l5aSkkJ6enqZeV577TX8fj8ffvghBw8eZMGCBSxYsABFUejatSvXXnst//rXv0KaKTlkyBCio6PJzc1l8eLF+rBKLbvu1FNP1TPIoGxXrpoGhGtb26yiDMdj1TSYmZ2drdd5qskxAsp1w4Wqg89aALl0PSltGVo32erWWXoe7YK4qnOxMjfffDP33HMPH374IS+88AI2m40DBw7oQ55rOhwWyh7rmlyk+3w+CgoKanT8RFlafaOoMDupTeLYsicDVVX1BjbHI4/HUy5oVVRUFPTaohXRAsNKNV0EQ0HxectsQyhoDxxs1oq/5wwGAzazmWKXWzLsxHFLy26ryNtvv60/SKpKfX/PwsPDeeSRR3jkkUcqfF+7Pil97QyBzPjKatpWJCoqiocffrjSrPjq9OrVi169elX6vlZOpTpDhw5l6NChddqGygwaNIjWrVuzc+dOPvroI+66665q55k5c2aFzdaOpSgK9957L/fee2+ttkkbOXHvvffqJVmEECJYJMNOhJRWQB4CmWk1tXr1ah577DG+//77emUOeL1evTabVlC2PhYvXsy+fftQFIUxY8aUy+4pHZAbMWIEiYmJenq8z+fj0KFDlf4c2zK+uj/62vRasKg2F5JaMKf0ENKIiAg++OADtm/fzowZM+jVqxcWiwVVVfn5558ZN24cnTp1qrCmWrDYbDa9cULpbmraENnSzSZK7wfAtm3bUFW12p9BgwbVapu0GoDBUN9jpKltfZuarrf056mtoz6/f9dffz02m43c3Fx96PbChQvx+Xx06NCB7t2713hZ2rYlJibW6DirqirBujrSvlPyi53szjysnz/VDYNqTGazudx3ZkME66DU72MIs60roxqMZbchBLSHAC53xd8Fqqri+itQJzerQpR38cUXc8cdd/Ddd99VOs1vv/2mZ7OedtppDbVpJxyj0ci4ceOAQM2+xvbjjz/y+++/ExUVpTcXEUKIYJKAnQipM844Qx+6p92w18Srr77KlClT6NevX71qEa1evVofFtW3b986L0ej3biqqlph0K10fbScnBwOHTqkZ35pT3cr+zl2iKPWpbUyWrMJrZmH1lwDqLbdvda5q6I29aeccoo+JCInJ4elS5cycuRIAPbt28fEiROrXHZ9aUNely1bRnZ2Nj/99BN//PEHRqNRHwqhiY+P1/+/om5kx5vY2Fj9hrY+x6i2tHNDGy5Y3TpLr1f7jKsrKL9ly5Zyw+Gio6P1gLVWr0b774033libXdC3o/RwTREacXFxfwXrodgVGFodExPTYAGwujAYDLRo0QKHw4HVaiU5ObnBOvVpQX1PWFQ1Uwafts5gPlg4lhb4zs4vrLATbG5BET5f4PVglZ4Q4p9kz549vPzyyzzwwAMVPgRzu916PWSTycQll1zS0Jt4Qhk9ejSJiYn8+uuvrF27tlG35cUXXwTgjjvukIeEQoiQkICdCDmtftjy5curfLqo+fPPP/Wb+sGDB+tdL+vi2WefBQLDEIKRlj969Ogqg267d+/Wp12yZAmqqrJq1ao6r+/YYv2a7OxsvYW8NmyhVatWelCjqmK8W7Zs4cCBAwB699lNmzbx5JNPlmug4XA4GDBgAAsWLNCL+W/YsKHO+1MT3bt3p3379ni9Xr788kt9qMGAAQPKDcvs2rWrnv2xdOnSSpc5f/580tLSuPDCCzl69GjoNr4aZrNZr+tW1THKzs7Wa91px6g+unXrBgQCzStWrKh0utLbpK1Xy0w9cOAAe/bsqXC+9PR0OnXqRGRkZLnjoDWfWLp0KTt27OB///sfJpNJ/16oKS171ev1VrkPt99+Ox07dqywEYioGZPJROvWrUlMTCQuLo5mzZqRnJwc0iyuYHA4HKSlpdG2bVtiY2MbbL3aMOGSmNoPG68PFSiJDawzlMFU7W+wy+Nlz8EsiktcqKqKz+fnSG4+mVmBYXxRUVHHdRamEI1Fe0D166+/ct555/HWW2+xdu1aVq1axauvvkq3bt30v2sTJ06sVbmVk5HVamXGjBkA+n8bw+7du3nvvfdo2rQpDz30UKNthxDin00CdiLk7r//fr021qhRo/RAU0Wys7O5+uqr8Xg8WK1Wpk6dWuf1vv7663z55ZdAoIjuifjk/8knn6wwo+Hxxx/H7XYTGRnJZZddBgSGRA0bNgyAN954g507d5abT1VVPUPO4XDoT3F37NjBhAkTmD17tt5s4FjazXpNA6haJtmxQ31rQhv6+umnn+rdPisKwMTExOgdw1555RV27NhRbpr8/HymT5/O7t278Xg89QoAB4MW+Pziiy/KNFIobcqUKbhcLhRFCUqg+dRTT9WH2Dz22GN6jbLScnNz9Y5o5557rv47279/f2JiYgD094+lNXqIiIjg/PPPL/Nenz59aNWqFUVFRdx1112oqsoll1xSaU3Jys6b/v3765mCkydPrrABwu+//85bb73F1q1by9SDFLVnNBqJj48nKSmJqKio4z5Y15i0YJkrOgG/oeGGhHodEfhsgSzCUNYWtNlseiZ3cYmLXZmH2bIng617MziUnYd6zDRCiLLuv/9+/frs559/5qabbqJnz5706dOH22+/XS/donVcF9W78cYb6devH0uWLGH9+vWNsg3Tpk3D6/Uyd+5c/TpJCCGCTQJ2IuSioqL48MMPCQsLIyMjgx49ejBhwgT++OMP/aY8JyeHt956i86dO/Pbb7+hKAovvfQSHTp0qNW63G43GzZs4NZbb+W2224DoHfv3nq9ixPNqlWruOaaa/Shirm5uYwfP57Zs2cD8MQTT5RpIjBx4kSaNGlCQUEBvXv35vPPP9eLgO/cuZOhQ4eyePFiINDBS7vAuPTSS/UhuVdffTVfffWVPmyjoKCAp556ivfffx+gxplR2rJ/+eWXWhciHzlyJAaDgS+++II9e/YQExNTae25J554ArvdTmFhIb1792bx4sX6efXbb78xcOBAduzYgdlsrlcAOFj+9a9/0b59e3w+H5dccgkLFizQA2gHDhzgjjvuYM6cOQCMHz+edu3aBWW9zzzzDAaDgY0bN3LRRRfpGXyqqrJmzRp69erFvn37sNlsvPTSS/p8YWFherHrl19+mbFjx+oNKQoKCnjyySd58skn9e09tqmFoih6c4lvvvkGqLrZhHbebNq0ieLiYv11u93OE088AQSyFPr27avvg5aNOXDgQDweDykpKdx99911+6CEqCWHw4GiKKhGE4WppzTYevObdwQCwVWr1RrSdcXGxupDjuHv8hAGg4G4uDhatWol9euEqITZbOb999/nq6++YujQoTRr1gyLxUJERATt27fnpptuYv369Tz33HMhHd7+T/Paa68RHh7O2LFjG7wr/MaNG5k/fz5XXHFF0BtrCCFEafJXQTSIc889l1WrVjFixAj+/PNP/SbfbDYTHh5Obm6u/sc2NjaWl156iWuuuabS5a1fv77c8Ein00lhYdkaO1dffTVvvvnmCTtMp0+fPnz88cd88sknREdHk5+frwejxo8fX67AbVJSEl9//TWDBg1i//79DB48GKvVit1uJzc3FwgMd5s6dSq33367Pp/ZbGbRokUMGDCAvXv3ctlll2EwGIiMjNTng0ATgZoW1e3Rowf/+9//+O6774iMjKRt27b6U+TqpKSk0K9fP72b6LBhwyq9IT3ttNP45JNPGDZsGBkZGQwZMgSr1YrJZKKoqAgI3NC+9tpr9OnTp0brD6WwsDC++uorLr30UrZt28YNN9zALbfcUu734J577mH69OlBW2+/fv144403uP3221m7di1du3YlPDwcv9+vB8bi4+N55513yg3DHTNmDOnp6cyaNYvnnnuO559/nqioqDLnxo033siECRMqXPfo0aN59NFH8fv9NGnShEsvvbTS7ezRowcff/wx27ZtIyYmhsjISA4ePIjRaOTmm2/m0KFDPPzww6xfv17fB5fLpQeYY2Nj+frrrxulI7U4ORmNRiIjI8nLyyOn7ZlE7tsa8nWqikJumy5AIMjdEBmQERERRERE6L9viqJgt9v1sgRCiKpdcskl/+j6dDXtthssLVq0KFc7t6F06dKlTiNIhBCituQqSzSYs846iy1btvDuu+8ydOhQWrdujdlsJj8/n9jYWHr37s2sWbP4888/qwzWQaBz5bENH4qLi4mKiuLMM8/kzjvvZP369XzwwQflMn5OJC+++CKvv/46Z5xxBk6nkyZNmjBkyBBWrlzJk08+WeFNWteuXdm8eTPTpk2ja9euWCwWXC4Xp5xyCnfccQe//PJLhYGVc845h02bNnH//fdz6qmnYrfbKSoqIikpiSFDhrB48WLeeeedGt+cPf7449xyyy3Ex8fj9/spKCjA7XbXeN9LD4E9tjvssS6++GK2bdvGhAkT6Ny5MxaLBbfbTfPmzRk1ahQ//fRTtctoSGlpafzyyy8899xz9OjRA4fDQXFxMa1atWLUqFGsW7eOF154IegZK6NHj2bz5s3ceeedtG3bFp/Ph9lspkuXLkydOpVNmzZx8cUXVzjv008/zffff8/VV19NYmIiRUVFxMTE0L9/fz799FPefPPNSs+N1NRUunQJBBdGjhxZZQbB3Xffzbhx4/ThdVarlYyMDP39iRMnsnHjRm666SbS0tLwer0YjUY6duzIuHHj2Lx5M6effnpdPyIh6kSrmedMaEZxXErI11eQ2g5PeHSZdTcUq9VKeHg4YWFhEqwTQgghhAghRW3oHGIhRJVWrVqlZ4Jt3bqV9u3bN/IWCVE/hw4dIjU1Fa/Xy5YtW2o91P14sHdRaJuttBh2Tp3n1QqUV9d5WISOqqrs2rULp9OJJS+LlsvewuAPTfaFz2Jj1yW34rOFERkZSfPmzUOynsYQjHM5Z6kMh6+NmIvnNvYmCCGEEKIS8mhUCCFESM2bNw+v18sFF1xwQgbrhKiOoiikpKSgKAruqHiyTu8VkvWowMGu/fHZwjAajSQlJYVkPUIIIYQQovFJDTshhBBBN3/+fBISEli3bp3elOKhhx5q5K0SInRsNhtNmjTh0KFDZLc/B3NBDjE7fw3a8lUg67SeFLQINJtISko6YeuzCiGEEEKI6knATgghRNA99thj7N69W//3tdde+48uti0EBBq3FBcXU1BQwKGzL0Y1mon54yfq2xJCVRSOnH4B2R26A4FGE1FRUfXfYCGEEEIIcdySIbFCCCGCrnfv3thsNhITExk3bhwLFixo7E0SIuQURaFZs2Z6s6PDZ/Zlf8+heOx1b37kiohl34XX6cG66OhokpOTG6QzrBBCCCGEaDzSdEIIIYSohjSdELXh9/vJzMwkNzcXAIO7hLit/yVq1++YXMU1WobHEUlOmy7knHIWqikw9DU+Pp6mTZv+Y4N10nSi4UnTCSHEycbv91NSUoLP50NVVRRFwWQyYbVapfu5OO7IkFghhBBCiCAyGAykpqYSGRlJZmYmXmwc6dybI6f2JGL/dsIO78WWfRBr3hEUvx8Av9GEK7oJJbGJFCW2ojCpNfx142CxWEhJSSEsLKwxd0sIIYQ4IZWUlJCdnU1xcTElJSWVTmez2XA4HMTGxmKz2RpwC4WomATshBBCCCFCIDIyEofDwdGjR8nOzsYHFLToqDeOQFVRfB5A0bPoSjObzcTGxhIXFydP/YUQQohays/PJysri+Li8tnt/r8emAH639iSkhI9uOdwOIiPjycyMrLBtleIY0nATgghhBAiREwmE02bNiUhIYH8/Hzy8/NxOp14PB5QFFSTpcz0FosFu91OVFQUERER/9jhr0IIIUSoeL1eMjMzyc/PL/Oa2+3G5/Ppw2E1iqJgNBoxGo1YLBZMJhPFxcXs27ePyMhIkpOTMZkkdCIanpx1QgghhBAhZjAYiI6OJjo6GgjcOLhcLv2GwWAwYLVaMRqNjbiVQghx8nA6nRQXF+N0OnG73fj9fgwGg/7gxOFwYLfbG3szRS0VFhaSnp6Oz+cDwO126zXrKqOqKl6vV//bbDQasdlsWCwW8vPzKSoqKtNUSoiGIgE7IYQQQogGZjKZ5Gl9CEgTBSFEVVRVJTc3l+zsbJxOZ4XTFBcX602D7HY7sbGxREdHS8bzCSA/P5/09HRUVcXv91NcXBzIaK8ln89HUVERbrcbh8MBwN69e2nWrJkMkRUNSq4UhRBCCCGEEEL8o7lcLjIyMsrUM/P5fHi93jLZV0ajEZPJhNFoxOl0kpGRQU5ODikpKVit1sbYdFEDWmadli1XWFhYZthrXXg8HvLz8wkPD8dkMpGenk6LFi0k0040GAnYCSGEEEIIIYT4xyqdeaWqKm63G5fLVeUwSaPRiNVqxWKxUFxczI4dOyTD6jjl9XqDHqzTqKpKYWFhmaBd27ZtJUteNAhpOSaEEEIIIYQQ4h8pPz+fffv2oaoqPp+PwsJCiouLqwzWQSD7rri4mMLCQr1Jwb59+8o0MhDHh8zMTHw+H36/P6jBOo0WtPP7/fh8PjIzM4O6fCEqIwE7IYQQQgghxEnP6/WSlZVFeno6e/fuJT09naysLLxeb2NvGsXFxTz33HOcf/75xMTEYLFYaNq0KZdddhmfffZZpfN5vV7mzJnD2WefTVhYGBEREXTu3JkZM2ZUWsMN4Oeff+aiiy4iPDyciIgI+vfvz4YNG6rcxl69emE0Gtm0aVNddzPoXC4X6enpQOCzKCgoqPXxPHa+9PR0XC5X0Lf1WHv37mXMmDG0a9cOh8NBeHg4Z511FrNmzap2/e+88w49e/YkMjISh8NB+/btmTBhAjk5OZXOs2PHDq644gqio6Ox2+306NGDpUuXVrmeUaNGoSgKS5YsqdM+BoPWgR0CvyfBDtZpVFXVh1OXXmcoud1uTjvtNBRFoaSkpMpp63LMIfCZTZs2jdNOOw273U50dDTnnHMOL774YpVB7eXLl3Puuedit9uJiYnhyiuvZPv27ZVO7/F4aNOmDZGRkRw+fLjqHRc6RQ3VGS2EEEL8Q+y98/2QLr/FvOF1njc1NRWA/fv3B2tzhGgUci6LxuJ2uzl8+DB5eXkV3uwrikJUVBRNmjTBYrE0+Pbt27eP/v376zfDZrMZu91eJmAwYsQIFixYUKbTtMfj4fLLL2fZsmUA2Gw2DAaDHnTo1KkTK1euJCEhocz6tm3bxllnnUVRUZFey83lcmGxWPj222/p2bNnuW1cvHgxQ4YM4aabbuKNN94I+mdQF6qqsmvXLpxOJz6fj4KCgnoFcxRFISIiAqPRiMPhoFWrViFrRPHZZ58xYsQIPagaERFRJnPsjDPO4NtvvyUuLq7cvLfccot+DCwWCxaLhcLCQgBSUlJYuXIlbdu2LTPPkSNHOP300zl48KDetdzpdKIoCu+99x7Dhg0rt56NGzfStWtX+vTpw4oVK4K6/7Wxa9cuiouLcbvdFBUVhXx9YWFhWCwWHA4HaWlpIVuPqqrcdtttvP7660Cgq7HNZqtw2roccwgEHnv37s3GjRuBwL5pnXIBLrjgApYsWVKuW/LKlSvp168fPp8Pq9Wq14KMiorixx9/5JRTTim3rueff5777ruPqVOnMnny5Dp+KicfybATQgghhBBCnJRKSkrYtWsXubm5emdJl8tFSUkJLpcLv9+vdxbdtWtXtVkuwebz+Rg8eDDbt28nLi6ORYsWUVhYSF5eHpmZmdxzzz0AvPfee+Vugu+//36WLVtGeHi4Pl9hYSFffPEFTZo0YfPmzYwYMaLcOh977DGKiooYPnw4eXl5FBQUMHbsWNxuN+PHjy83vdfrZfz48djtdqZOnRqaD6IOcnNzcTqdemZUffNUSi+ndCfZYPvll1+4+uqrcTqdDBw4kG3btpGfn09BQQHPP/88NpuNX3/9lbvvvrvcvM888wxvvPEGJpOJF198UZ9vzZo1tG7dmoyMDAYNGlQuy3D27NkcPHiQPn36cOTIEYqKinjmmWdQVZUHH3ywws9u3LhxADz99NMh+RxqoqSkRA9AN9TvphbMKi4uDtk6PR5PmWBdVep6zAGuu+46Nm7cSFJSEt98843+HfH2228TFhbG999/r3/HlDZx4kR8Ph8PPPCA/n10zTXXkJeXx5QpU8pNn5eXx7Rp00hKSuKBBx6o02dyspIMOyGEEKIakmEnROjJuSwamtvtZteuXXi9Xvx+P06nE7fbXW46i8WC3W7HYDBgMplIS0trsEy7jz/+mKFDhwKwZs0azj///HLT3HPPPcydOxer1cqhQ4eIiopi3759tGnTBo/Hw8KFC7nuuuvKzPPf//6X8847D1VV+eabb+jXr5/+XpMmTThy5Ag7duygdevWQOCzCgsLw+/3U1BQgMPh0Kd/6aWXuPPOO5k4cSKPP/54KD6GOtm5cydOpxOXy1WmM2x9ORwOrFYrdrtd/3yC6eyzz+bnn39m4MCBfPHFF2WyJiEQIHvooYcwGo1kZmbSpEkTINAltWXLlhw9epTp06czadKkMvPt2bOHjh074nQ6efXVV7n11lv197p168ZPP/3Et99+S9++ffXXW7Rowb59+9i6dSvt27fXX1+yZAmXXHIJI0aM4N133w36Z1BTmZmZZGdn68OWG0pkZCRGo5HY2FiSk5ODuuydO3dy3XXXlRuCXlGGXX2O+X//+1/OPfdcoOLvlg8++IBrr70Wg8HAli1baNeunb5Obf8LCwv1zsm7du2idevWNG3alIMHD5ZZ1vjx45k5c2a5bRDVkww7IYQQQgghxEnn8OHDerCuoKCgwmAdBIJVBQUF+P1+vF5vg9Zf+vLLLwHo2rVrhcE6gH/9619AIPNn/fr1ALz66qt4PB5SUlIYPrz8Q6Hu3bvrQboFCxaUeU+reaUF0SEQtIyLi8Pv95epiVVQUMCUKVNISEioMPuusTidTn04abDrzWnLK72OYPnll1/4+eefMZvNvPzyy+WCdQA333wzTz31FK+88kqZIbmLFi3i6NGjWCwWxowZU26+li1bMnLkSKBmxxwgKSkJgKNHj+qv+f1+HnroIaxWa6MHaLVAbGW/u6FSOssuWLxeL2PHjqVjx45s2LCBiIiICocil1afYz537lwAzj333Aq/W6655hratWuH3+9n4cKF+uta6YD4+Hg9WAfogcvS5woEhvS/8MILdOzYkZtuuqnK/RHlSS9iIYQQQgjxj5CztPwQsZqIuXhukLdEHO+8Xi95eXlAIPDi9/urnF7LwAsLCyMvL4/ExERMptDfSp1xxhkMHTqU008/vdJptKAKoO/TypUrAejbty8GQ8U5Gv369eObb74p1zAgLi6OQ4cOkZmZSatWrYBAgCIrKwuDwUBMTIw+7cyZMzl8+DBz5swhMjKybjsZAlogxefzVdsNtra0ZRqNRoqLi8vV96qPTz/9FIA+ffrQvHnzCqeJjY3loYceKve6dsy7d+9OREREhfP269ePV199lfXr15OXl0dUVBQQOOY7duwgMzNTz6QCyMjI0N/XvPXWW2zatIkHHniAli1b1n4ng8Tv9+tDUoN9jKujra+kpAS/31/p71htFBYW8txzzwFw4YUX8uqrr7JmzRoWLVpU6Tz1OebavKWza4910UUXsX37dr7++mumTZsGQExMDAaDgaNHj+J2u/VsYy07/ti6ipMmTaKkpISnnnqqwgC0qJpk2AkhhBBCNDCfz0dxcbFeL0Yrii6EaBila9bVNDvH7XaXqWnXEO69914+/PDDKou0r127Vv//Zs2aAbB582YAOnToUOl8WmH4o0ePkpmZqb/eu3dvIHCj7XQ68Xq9TJo0CZ/PR/fu3fXhsJmZmcyePZu2bdty++23120HQ0TLfAtVh19tucHOsNOK/3fp0gWAr7/+mquvvpr27dvTtm1brrrqKr755psK563NMff7/fr08PcxnzZtGtnZ2aiqyvPPP8/+/ftJTU3Vg3jFxcU88sgjxMTElBt+2dBKZ042VsDu2O2oD0VROP/88/nyyy9ZsWJFjYZb1/WY5+bm6r/zNZl38+bNeh1Dh8PB2WefjcfjYdKkSXi9XpxOp/4dVXpI9caNG3n33Xfp3bs3l112WbX7I8qTDDshhBBCiBBTVZX8/Hzy8/MrrZMF6HWRoqKiCA8PD1kHQiFOdlqgxePx1Go+j8ejd9A8Hvh8Pj3zJSEhgXPOOYeioiI9004L4FUkJSVF///MzEx9SNvkyZP58ssvef/99/noo48wGAx6l9iZM2fq8zzyyCMUFxczY8YMzGZzKHavzrTv2FAFcrSMzGAPxdy6dSsQyFIaMWIE779ftobujh07+OSTT7jzzjuZO3dumb8RWjZcbY655r777mP+/Pl612CbzUZxcTGKojB79mx9PbNnzyYzM5Onn366TKZlY9CCploQvSFpwX6DwRC0oHBUVBRr1qyp1Tx1PebafDWd1+VycfToUeLj4wF4/PHHGTBgALNmzWLOnDn4/X48Hg/R0dE89thj+vxaY5LS3xuidiTDTgghhBAiRHw+H4cPH2b79u2kp6eTl5dX5gbv2HCcy+UiNzeXvXv38ueff5KVlVXtUD0hRO1pv1e1vdHXpj9efi/Hjx/Pzz//DAQCbSaTifz8fP39sLCwSuct3Tii9DydOnVi3bp1DBw4EIvFgslkon///qxdu5YePXoAsGnTJt5++226d++uN8U4noT6+ITqPNAyN5999lnef/99rrnmGjZt2oTL5WLbtm16PbJ58+bx5JNPlplXO4Z1OeaJiYn88MMPXHPNNURGRuL3+znvvPNYsmQJV199NRCo+Thz5kxatGhRYefQhna89M5szO2o6zGv73dE3759WbFiBT179kRRFOx2O1deeSUbNmygTZs2QKAxyYoVK7jmmms4++yza7lnQiMBOyGEEEKIECgsLGTHjh16YXuASIuBpDATrSLNdIi10DHOSqc4K+1jLbSMNJPoMBJuDoTx3G43Bw8eZOfOnUEtbC2EQK85VdssVm36YNSsqq/HHnuMZ555BoCBAwdy992BGo6lM36q6mZbumD8sVlCnTt35uuvv9aH7S9btqzMTfdDDz2Ez+fj6aefBgLfVxMnTqRZs2ZYrVZOO+003nrrrfrvZB2F+viE6jzQOp0eOHCAUaNG8Z///IdOnTphsVho164dCxYsYNSoUQBMnz6drKwsfV7tGNb1mLds2ZL//Oc/5OTk4HQ6WbduHQMGDNDfnzJlCgUFBTz++ONYrVZUVWXWrFm0adMGq9VK27ZtefrppxssmH28ZKA35nbU9ZgH4zviggsuYPXq1TidTvLy8vj444/LDL996KGHsFgszJgxAwjU17zjjjto2rQpNpuNbt266U11ROUa/y+NEEIIIcQ/iKqqZGZmsmfPHjweDwYgwW7klBgLzSLMxNqMOMwGDKUu8o2KQpjZQJzdRItIC22jLcTZjCgEsu527drF4cOHj5uMAiFOdFqjgNoO5dSmD2ajgdry+/3cd999TJkyBQh0kF20aJEeOCi9bVUN2Sxde6uqm/ZjrVixgiVLljBkyBC9u+Rtt93GE088gcVi4aqrruLIkSPcdNNN5bLAGoq2P6Eqcq8F6mrzudWEdgyNRmOlwwgff/xxFEWhuLi4TMBDO+6hOObbt2/ntdde48wzz2TEiBFAIGA8btw4ioqKuOqqq/D5fDz00EPceeedNV5ufWhNXwwGQ4MHzRRF0c+Bhmg+U5m6HvNQf0dojUnuvPNO0tLSUFWVIUOG8PLLL9OkSROGDBnCH3/8waBBg8oN+xZlScBOCCGEECJIVFUlPT2d7OxsAMJMCq2jLTRxmDAban5DYTEqJIaZSIsyYzMG5jt8+DAHDhyQoJ0QQRAdHa3fdNf0RtRisejBgejo6NBuYCWKioq48soref755wE499xz+fbbb8t0aC3dLbKqWnulM3dr2uFVVVXGjRuHyWTSg3G///478+fPp0OHDvz222+89957/Prrr8TFxTFlyhSOHDlSq30MBi0gEapgirbcYAdutWPXsWNHmjZtWuE0qampevfe//u//ys3b7CPOQSGXnu9XmbOnImiKBw5coQnnniC+Ph4fv31V9577z1+++032rdvzyuvvMLvv/9e42XXVensr4buPlp6faW3o6HV9ZiH8jtCa0wSFRXFww8/DMAXX3zBqlWruPDCC9m4cSOLFi1i/fr1mM1mxo4dW+taoieTBgvYbdiwgTFjxnDGGWcQGRmJ2WwmLi6Onj17MmPGDA4fPlzpvL1790ZRlAp/TCYTkZGRtG/fntGjR/Ptt9/WaftmzJiBoii8/PLLtZ43PT2d2NhYFEVh6dKldVr/qlWr9H3atm1bnZZxIti3bx9Tp06lZ8+exMfHYzabiYyM5IwzzuC+++4r063oWFOmTKn0PDAajYSFhdGiRQsuv/xyFixYUKcisGvXrsVoNDJs2LBqp1VVlYULF9K/f3+aNGmCxWIhJSWF4cOH67VE/um0z7+i35v8/PwKn6qOHj0aRVHo3r17Q2yiOMG4XC6eeOKJoBdxFqIhqKrK/v379TovCXYjLSLNWIx1f/JvMxlIizITYw1csmVnZ3Po0KGgbG9tqKpKQUEB2dnZHDlyhKysLHJzc+V3VZywTCYTUVFRQCDoUt3QRoPBoAdnoqKiGiWrJjMzk549e7J48WIALr/8cr799ttywUOr1UpCQgJQtrj8sUq/V7owfVUWLlzIxo0bueWWW/TOoVqW1zXXXEN4eDgQqIk2aNAgXC4XK1asqNkOBpFWe8toNAY9mFN6maVrfAVDYmIigP45VkZr+FBUVKS/pjUPCPYxX7NmDYsXL+biiy/WO4AuX74ct9vNpZdeqgcWIyIiGD58OBDobhtqBoMBm80GNF7AzmazNerw+Loe89TUVD0rsSbz2mw2YmNja7RNzzzzDJmZmUyYMIG4uDjg7++IkSNH6t+dHTt2pEePHhw6dIj//e9/NVr2ySjkZ1d6ejqXXHIJ3bt3Z86cOfz22294vV7CwsLIzs5m7dq1TJo0ibZt27JgwYIql2U2m2natGmZn6ioKIqLi9m+fTvz58+nX79+DBkypExRxOqsWLGiTDeT2vD7/Vx//fXk5OTUaf6TRUlJCWPHjqV169Y8+uijrF27lvz8fCIiIigsLOS3337j+eef5/TTT+f++++vttvOsedBbGwsPp+Pffv28eWXX3LDDTfQtWvXKgOAx0pPT2fkyJE1qrtQVFTEgAEDGDlyJMuXLyc7OxuLxUJmZiaLFi2ie/fuvPbaazVe9z/Nt99+S9u2bXnuuecae1PECeS3336jY8eOTJw48bgp5i1EbeTk5OidGZs4jDRxmIIyTEdRFJLCTMTaApdtWVlZep2jUPN4PHrTjL1795KZmcmhQ4c4ePAg+/fv548//mDv3r0UFhZK5p844TRp0gSTyYTBYCAiIqLSTDuLxUJERAQGgwGTyUSTJk0aeEsD3UPPOeccNm7cCMBdd93Fp59+WmnA6NRTTwUCQxkro70XFxdXaTZXaSUlJTz88MOEh4frw3EB9u7dCwSCAKVpXWe19xuS3W7XA6zBzoDSlld6HcFy+umnA4Ekh6ocPXoUgKSkJP212hxzRVHo0KFDjbZp3LhxGAyGMkN0j5djrp3/wR6aXB3tHAh2wLa26nrMw8LCaNmyZY3n7dSpU4225/Dhwzz99NM0a9aMe++9V3/9eDlfTkQhDdht3ryZs88+myVLlhAeHs6jjz7Kn3/+SXFxMbm5ueTm5vL+++/Tvn178vPzueGGG3jppZcqXd55553HwYMHy/wcPXoUt9vNpk2buPvuu1EUhcWLFzN48OAyY64r89VXX3H55ZfX+QnxjBkzWL16dZ3mPVkUFhZy4YUX8txzz+Hz+bjhhhvYsGEDxcXFZGdnU1xczOrVq+nfvz9+v59nn32WkSNHVnnhf+x5cOTIEUpKSkhPT2f27NlERESwadMm+vXrx549e6rdxj///JM+ffrUaFqAUaNGsXz5csLCwnjjjTcoLi6moKCA33//nZ49e+Lz+bjzzjvZtGlTDT+lE1O7du1o165dubbua9eurTRrNikpiXbt2ul/JITQbNy4kV27djX2ZghRJ1qDCIBoq4EEe3CzbxRFIdFh0htSZGRk4PP5grqO0lRV5eDBg/zxxx9lmmZYzSYcVgs2ixnjX1kFBQUF7Nmzhx07dlBSUhKybRIi2CwWCy1bttSDdmFhYURFReFwOLDb7TgcDqKioggLC9ODdS1btmzw4MCOHTvo27cv+/fvR1EUnn76aebOnVtlVlGfPn0A+O677yq9ptZGJmnTVueFF15g3759jBs3rkyAT9uOY5vjNHYGrpYRpHW6DQaTyaQHa2qacVQbF154IRD4jv/ll18qnCY9PV2/ZznrrLP017XjuH79+kobFWnHvGvXrjUa4vjBBx+wYcMGbrjhBk477TT99ePlmGvHwGQyNViWXel1heIcqI36HHNt3qpGKNb2O0JrTDJ9+nQ9+xGOn/PlRBSygF1hYSGXX345hw4dIiEhgbVr1zJlyhS9zS8E0smHDRvGzz//zDnnnAPAvffeW2WUtyIGg4FOnToxZ84cPatp1apVVWbNuVwuJkyYwOWXX17luO2q/Pe//+Wxxx5r1KKzJ4Ibb7yRH374AaPRyNtvv83bb79Nt27d9D+cNpuNnj17smzZMr1F+KJFi3j77bdrva7U1FTGjh3L999/T3h4OAcOHNALo1bmvffe46yzzmLnzp01WsdXX33FJ598gsFgYOnSpdx0001YLBYUReG0007jq6++omnTpni9Xl555ZVa78OJZNu2bWzbto1rr722xvM88cQTbNu2jUWLFoVwy4QQomEdOHAAv9+P2QCJjtAMlVMUheQwMwYl0K0tVENj/X4/6enpZGVloaoqJqOBhOgI2jVLpG1qImnJTWiT0pT2zZNo3iSOcHvg5lVrjlF6iJYQxzubzUZaWlqZmnZWqxWbzYbVai1Tsy4tLa3MTWhDcDqdDBkyhAMHDmAwGHj77bd58MEHq51v2LBhGAwGdu3axXvvvVfu/Q0bNrB8+XIgkK1XnaNHjzJjxgySkpJ44IEHyrzXokULALZs2VLmde3fjfWQNjo6GofDgaIo+n/rQ1sOBDKrQlHH8Oqrr9aHw/773/+ucMTB1KlTgUCGaOkuroMHDyYsLIzi4mKeffbZcvPt2bOHd955B6jZMXe73UyYMAG73c60adPKvHe8HHObzaYfk4b63SydXdfQ3wfHqs8xv+6664BA3GTt2rXl5v3ggw/4448/MBqN/Otf/6p2W7TGJGeccQbXX399mfeOl/PlRBSygN3jjz/O7t27Afjwww/p3LlzpdOGhYWxYMECTCYTHo9Hb/1bFzfffDNDhw4FAk+BKsry+eKLL2jXrh1PPvkkqqpy66231no9+fn5XHfddXi9XmbNmlXn7f2nW7ZsGR999BEAkydP1tuQV+aZZ56hdevWQOCPUV2H13Tp0kWvn/bDDz/w1VdflZtm69at9OzZk+uuu478/HzOOeecMk+OKqMF4W699Va9M1ZpERERvPLKK8yZM4fBgwfXafuFEEKcOEpKSvQhqklhJoy1aC5RW2ajQtO/AoI5OTnVlpCoLa3DrVZaJD4qglOaJdE0JgrzMRkqiqIQGWanZWICrZObYDYa8fv97N27VzLtxAnFYrGQmppKu3btSExMJCoqioiICKKiokhMTKRdu3akpqY2eGYdBB50aiVepkyZUu21tKZt27b6Pc5tt93G22+/jdfrRVVVvvrqKwYNGoSqqlx00UX07t272uVNmzaNvLw8pkyZQlhYWJn3Bg4cCATq261btw6Azz77jKVLl2Kz2bjoootqurtBpSgKKSkper3r8PDwOgftFEUhPDwco9FYZrnBFhUVpQ89Xb58OVdddZWeVJCTk8N9993H66+/DsDs2bPLZA5GRkbqRf4fffRRZs2apSemrF+/nn79+uF0OunQoUO5gEpF5s2bx65du7jvvvvK1bvr27cvFouFb775hk8//RSAdevW6SWuLrvssvp8DLUSHx8PBH6Pa9v1ubbMZrP+PaCttzHV55hfeOGFesD3iiuu4PPPP0dVVXw+H++88w433XQTEEi+0e7Pq6I1JnnqqafK1fXTviPmzJnD1q1b8fv9vPjii2zevJnk5GS6du1avw/iHywkAbuSkhJ9aGv//v254IILqp3nlFNO4e677+bOO+9kyJAh9Vr/v//9byBQZ+zjjz8u9/4bb7zB3r17adKkCe+//z6vvvpqrddx5513smvXLu666y4uueSSem1vTbhcLubNm8cFF1xATEwMVquV1NRUhg0bxpo1a8pMW1hYiM1mQ1EU3nzzzXLL8nq9REVFoShKpV+mI0aMQFEUbrnllnpttxbpj42NLfc0riJms5lJkyZx3XXXMX78+BoNa67MLbfcohe6rKg+4rJly1i7di0Wi4VHHnmE1atXV5vWXFJSojcWueGGGyqdbvDgwdx99911ukBp2bIliqLw2WefsWvXLq677jqaNm2Kw+GgQ4cOjB8/Xh92VZkvv/ySIUOGkJSUhMViISEhgf79+/POO+9UOoTK5XLxwgsvcP755xMdHY3FYiExMZGBAweyYMGCCuc7tumE1jxFy249dOiQPo2Wul9R04kOHTqgKAo333xzpfvkcrn05i7H1sZTVZVFixZx8cUXk5CQoG/74MGDKwzWVmfPnj36dpeUlLBmzRouv/xy4uPjCQsLo3PnzsybN0+ffvPmzYwYMYKkpCSsVitpaWl6m/vKrFmzhuHDh9OsWTMsFguxsbH07NmTuXPnVnjel96mwsJCfvrpJ6655hp9nS1atOD222/XH5RU9hnW9HvkWFlZWTzxxBN07dqVmJgY7HY77du35/777y+T5bNgwQJ9O6vKWp01axaKotCiRQt27dqFoijceOON+vt2ux1FUVi1alWZ+YqKipg5cybdunUjKipKz4y4+eaby3RKE6IhaXVsLUaFcHPoi09HWw0YlcB3X25ublCXnZOToy+zaUwUibFRGGpwU2q3WkhLboLZ9HfQTmraiRONyWQiPj6eZs2a0aJFC5o1a0Z8fHyjNJiAv6/NNHPnziUxMbHKn//85z/69LNmzaJXr14UFxdz4403Eh4eTkREBJdddhmHDx/m1FNP5YMPPqh2O3bu3MlLL71Ehw4dKrxWO/3007nxxhspKiri/PPPJywsjCuuuAKfz8eMGTP06/HGYLVa9cL8JpOJiIiIWh/PY+dr1qxZSDuD3nHHHXqzvc8++4w2bdoQFRVFQkKC3h148uTJeoZUaQ8++CDXXHMNPp+PcePGERUVRWRkJD169GDHjh0kJyezZMmSaj+D3Nxcpk2bRnx8vH5vXVp8fDyTJk1CVVWuvPJKwsLCOP/88ykoKGDMmDE1rnkWDJGRkfpQz2BkUlamdIZl6XU2tvoc87fffpuOHTuSlZXF4MGDCQ8PJzw8nFGjRlFUVESfPn2YO3dutdugNSbp168f/fv3L/f+ZZddRt++fcnMzKRjx46Eh4dz9913YzAYeOGFFxrtO/ZEEJKryu+//14vunzVVVfVeL5nn32WF198kSuuuKJe6+/atateV6GiMdnJyclMnz6dnTt31qgb6LEWLlzIu+++S4cOHXj66afrta01sXfvXrp27cpdd93F6tWrKSwsxOFwkJGRwX/+8x969erFmDFj9JTp8PBw/UmZlupe2oYNG/Qn52vWrCkXiPH5fCxbtgygXhlihYWFfPfddwAMGDCg2m5HmhtvvJGFCxfyr3/9q15pxlarVe9kVFH9jrCwMG677Tb++OMPHnvssRo9Nd20aZPedvqMM87gyJEjTJkyhe7du9OyZUvOPvtsHnnkkaA0Idm0aRNdu3blvffeIy8vD4PBwLZt25g5cyZdunTh119/LTeP2+1m6NChXH755SxevJhDhw4RHh5OTk4Oy5cvZ9SoUVx44YV6odrS8/Xv3597772XdevWUVhYSFhYGIcOHWLp0qXccMMNXHbZZdXWS7JYLDRt2lR/8mowGPTGIFXVldCCn5988kmlQdqvvvqKnJwczGZzmQuUgoICBg4cyPDhw1m2bBlZWVmEhYVx5MgRPv/8cy677DKGDx9e53bh8+bNo3fv3nz55Ze43W6Ki4v5/fffueuuu5g0aRJffPEFZ511Fu+//z75+fn4/X52797NrFmzuPjii8sNZVBVlTFjxtCrVy8WLVrE/v37CQsLo7CwkLVr13LPPffQtWvXKuspLliwgHPPPZcPP/xQv7Het28fr776Kl26dOH3338vN09tv0dKW7t2LaeffjoTJ07kl19+oaSkBIPBwPbt23n22Wfp1KmTXgR76NCh+gVMVY2EtCHvo0eP1hsKlb7w0c6b0r+X27Zt4/TTT2f8+PH89NNPFBUVYbPZ2L17N2+++SZdunSRRieiwamqqn/nx1qNIbtRKM2gKERbA9+p2dnZQVuuqqr634focAfxUTX7u60xm4y0aBrIOPB4PLVqACaEKG/Tpk36PRUECrofOnSoyp/SpX7Cw8NZsWIFc+bMoVu3bpjNZjweDx06dGDy5Mn88MMP5eoQV2TChAm43W6efPLJSq/nXnvtNaZOnUrz5s3xer106tSJBQsWMHbs2Pp/EPUUGRlJ8+bNy2TaORyOamueGY1GHA5Hmcy65s2bN0ig5tFHH+XHH3/kuuuuIzU1lZKSEhITE7niiitYuXKlPiz2WCaTiUWLFvHOO+9wwQUX4HA4KCkpIS0tjXvvvZeNGzfqwxOrMmPGDLKzs5k8eXKl+/vII48wb948TjnlFDweD61bt+aZZ55plGux5ORkjEYjBoOhXpmUldEyLA0GA0ajUW+WcDyozzFPTEzkp59+Yvr06XrDEwjc586aNYtly5bVKDj94IMPlmtMUprBYODzzz9n7NixJCYm4vf7Ofvss/nyyy9rFS86GYUkYFe6QGaPHj1CsYpqdezYEaDCjIt58+YxadKkGgeQStu9ezd33XUXFouFd999N+T165xOJwMGDGDz5s1ERUUxf/58CgoKyMnJITMzkzvuuAMIpJeW7tZ0+eWXA4EOuMcGqkoHMfPz88sVNP3hhx/Izs7G4XDUK4X9//7v//QgSWOdB9rTnaysLA4cOFDmvVtvvZVXXnmlRn+0NFu3bgUC6eo//fQTHTt25LHHHmPDhg3s3buXn3/+mWnTptGpU6cKA2q1MWXKFDweD2+99RYFBQUUFBSwdOlSkpOTOXjwIEOGDClXf/HWW2/l448/RlEUJk6cyOHDh8nOziY3N5c5c+Zgs9lYvXo1Q4cOLROYefHFF1m9ejXR0dF8/vnnuFwucnJyyM/PZ/LkyQAsXbqUhQsXVrnNWmMYrbZKQkKC3hhEe7pZkZEjR2IwGMjNza20Dby27oEDB5KQkKC/fv3117Ns2TJSUlJYsGCB/vuRm5vLyy+/THh4OIsWLarzBeODDz5Iv3792LFjB/n5+WRkZNCtWzcg8OT62muv5eyzz+b333+nsLCQ7OxsfQjK2rVrWbJkSZnlTZkyhTlz5gCBLND9+/eTk5NDQUEBCxcuJDY2ls2bN3PJJZdQWFhY4Tbdc889dO/eXQ9aFRUV8cYbb2CxWMjLy2P8+PFlpq/r9wgEsiQHDx7MgQMH6NChA9999x1FRUUUFhby/fff06pVK44ePcrQoUPxeDw4HA6GDx8OBI5ZRRk2P/30E5s3b9az6po1a8bBgwf1p8YQyCg8ePAg5513HhDI+rn44ovZtWsX55xzDitXrsTpdJKbm0tGRgZjx47F7/czduxYPvzwwxodWyGCoaSkRP8+jbKGPrtOo63L7XYHbVhsUVGR/tAkISqiTjc8NouZSEfg2iiYwUQhTkZdu3ZFVdVa/YwePbrMMkwmE3fffTcbNmygoKAAl8vFli1bmDp1ao3vhT744ANUVWXQoEGVTmM0Gpk8eTJ79+7F5XKxadMmRo4cWZ/dD6rIyEjatGmjZ2BZrVY9S0qrRabVLnQ4HPp7VqtVz6xq06ZNg2ZVnXXWWSxcuJD09HRcLhf79+/nk08+qXYIs6IoXH/99axatYrc3Fzcbjc7d+7kueeeq3GH45kzZ+oPmatyxx13sH37dtxuNzt27OD+++9vkAdXxzKZTDRr1gxFUTCZTEEN2mnBOpMp0Pm9WbNmDZYRNnr0aP13u6pElvocc4fDwaRJk/jtt98oKirC6XSyceNGHnjggRoPMd6wYQM+n48zzjijyvXMnj2bAwcOUFJSwo8//qgPlRWVC8mV5f79+/X/b6zos3ZDn5WVFbRler1eRowYQX5+PtOnT6dLly5BW3Zl5s2bx/bt2zEajSxZsoRRo0bpv6xJSUnMmzdPD0Q8+eSTektkLWB35MgRPfNFowXstLHoK1euLPO+NoSwf//+9QpIHk/nAQTnXNCymdxuN4MHD0ZRFObPn68HtxYtWkRiYiIHDhzg0ksvrdc6fT4fixYt0jOQFEVhwIABLFu2DIvFwt69e3nxxRf16X/++Wc9o+mpp57i8ccf12sraGnH2jCJVatWlRkysWLFCiCQ6Xb55ZfrTxwjIiKYOnUq/fr1IyIigt9++63O+1OVlJQU+vXrB1BhYeTSgbzSF6LffPMNn3/+OQ6HgzVr1jBy5Ej94jMiIoLbb79dD/S9/PLL7Nixo9bb1rJlSxYvXqz/viQnJ+t1Nt1uN02aNGHZsmWcdtppKIpCREQEc+bM0bMMSw81zcjI4KmnngICw+pfe+01vSaI1WrluuuuY9myZZjNZrZu3aoH9o6VlpbGt99+y1lnnaV3rbvpppv0QOG3335bputSXb9HIFBLMjs7m4SEBL7//nv69OmjF+Du1auXXrdk165dLF68GEAfLrNr164Ki9hq2XV9+vSpcZHZp59+mr1793LGGWfw/fff07t3b/0iIjk5mdmzZ+vt48ePH19hpqConZKSEvLz84NeI+2fRntwYjaAKYS1645lNSpoawtWvTgtwBZms2K11L0OUGxk4PuvqKhIatkJIY4bVquVVq1akZKSot/jGI1GrFar3hXYbrdjtVr1a2G73U5KSgqtWrUK6TBYUX/h4eFlgnaRkZH1rmlnNpuJjIwsE6yrS9KPEHUVkoBd6aFnjXVCa8OotCLQwfDYY4/x3//+lz59+tSoHlswaJ00Bw0axLnnnlvhNI888gh2ux2Px6MHYZo3b66ntZYeFltYWMh///tfIiIiuPvuu4HKA3b1bZhwPJ0HEJxzQVuG0+nE7XazcuVKRo0aRXR0NBEREVx77bWsWLECu91OZmZmpWnBNXHBBRdUWGPw1FNP1VOHtYYegH7smzZtyn333VfhMkufR1rHIPj7+HzzzTdkZGSUm+/LL78kPz+f2bNn121nakALxGnrKu2DDz7A5XIRFxfHpZdeqr8+f/58IBBcbtWqVYXLHTx4ME2bNsXn8+kBpdoYPnx4uQu0U089Vf//a6+9tlxgW6tjB4Ggueazzz7D5XJhsVgq7WJ91lln6Y1zSh+j0q677roKn7Jp2Wher7dMZktdv0dUVeWTTz4B4Pbbby8TANd07tyZmTNnMnfuXP1zOfvss/UGLscOi3W5XPr2lK5ZVx3tWI8ePbrSC+bbbrsNCGRCH/ugQtTOwYMH2bFjB/v27eOPP/6oNNvzeJKfn8+2bdvYsmULBw8ebLD6aVpAymZsuOw6CAyLtRoDIbu6drsvTVVV/W9cTERYNVNXLcxmxfJX9sGJcO4IIU4eiqIQExND69atad26NUlJSXo3WS27Ljo6mqSkJH2amJiYRskaE7UXGRlJixYtygyPDQsLq1PdwrCwsDLDYFu0aHHc1K0TJ4+QXF1q9eOg8YZDaPUeIiIigrK8NWvWMGPGDGJiYliwYEG5zieh4PV69eGqVQ1NjY6O5qyzzgLgxx9/1F/XsuxKB+xWrVqF1+ulZ8+eejOQtWvX6hkU6enp/N///R9Go7He3X2Op/MAgnMulP5jfdNNN1VYULVjx456jbWaFPKtzMUXX1zpe9qx+/nnn/VMIu3Y9+rVq8qnSdq5VPpc0WrIbd26lbS0NPr168dTTz3FL7/8gqqqDdIVbciQIURHR1NSUqIHiTRaltyIESPKbMsPP/wABBqIVFWAWTv/jm0lXhPa8PrSoqKi9P+vrGuSVpS2dN0/7TPv3LlzlZ2ltGO0devWCgPNFW0TBL4LNFqGXX2+RzIyMvQGJz179qx03nHjxnHXXXfRvn17/TUty+7DDz8sk2Hz+eefk52dTVRUVI1rVuzbt4/MzEwgUNOlsuPcp08ffZ66HGsR4HQ6y2QH+/3+CgP5xxOfz0d6ejperxe/309WVlZQH9hVt24Ac9WlkELC/FdGX3X1RWtCG3IDYDXXb6iPoihY/lqGZGgKIY5XdruduLg4UlNTSUtLo02bNqSlpZGamkpcXFzISx+J0AgPD6dt27Z6cM1isRAREaEPcday5UrTsvK0odIRERH6PUdkZCRt27aVzDrRKEISdUpKStL/v7pulqGiZbWUDhrVVW5uLtdffz1+v5+XX36Z1NTUGs+bnp5eZSAhPT290nmzs7P1YMyxrbSPpb1fOptHC9itXbtWf/quDYft27cvnTt3JiYmRu84CX9n15177rn1blV9PJ0HEJxzoXTQr3Rw4Fi9evUCAoX+tZvGK6+8stLzYNasWeWWUdVQQe2z9fl8+o21tq81PVdKn18DBw7k1VdfJSIiArfbzbfffsu///1vunbtSnJyMnfccUfIO3DabDauvfZaoOyw2L179+rDKo/tzKudV06ns8oCzFq2Z12agZQOzlWkNsHM2h4jqHgod2XB59IPErRjW5/vkdLdXxMTE6uc91jXX389VquVvLw8PvvsM/31t956C4Bhw4bV+EK49PdHXl5elcdaE4zGLyer0tnR8VER+mvHc8fPiravPl3Ga+Pv9TZ89oV2vxGMY1N6GHlNusJWR1vG8XzeCCGE+GcymUw0b96c5s2b6w/RtSYiERERREdHExUVpf9oo6VKNyNxOBz6MqSLqWgsIQnYacOyoGz9puqsXr2axx57jO+//77OHR0h8DRXq7XVtWvXOi9Hs3jxYvbt24eiKIwZM6ZcsOXss8/Wpx0xYgSJiYlceeWVQCCgUtXNZVVPxWtzkatdaJd+WtCtWzcSExNxuVysXr0a+Dtgd+GFF2IwGPSgkzYsNljDYQHatWunt3GvzXmQlZXF2LFjWbx4cZkMubr43//+BwQCEcEI2JUOWlT1lKV0x62ioiIgEDip7DyoaMhQVZ2rSp83WsCopudL6Zuy0ufLrbfeSkZGBgsXLmTYsGH68MeDBw/y8ssv06VLF15//fUaraOutGGx3333nR58effdd1FVlVNPPbXc77O2L//+979rVIj52My9mgjmH+j6HqOqXqvvOkuvV1t+fb6H4+LiGDJkCPD3sNgDBw7wzTffAIEM1dpuFwSan9TkWFdXJFlUzm636+dAVl7ggYNWpPt4ZbFYymUWN9STcKURA1N+tew21Efpvzm+IOyL76/f24YYkSCEEEJUJDIyUs+ejI2NLVNSxmAw6D8am81GbGysnm0pQ2BFYwvJVdQZZ5yhZwd9/vnnNZ7v1VdfZcqUKfTr169cDavaWL16tZ5R1rdv3zovR6NdhKuqWmGwpXQGTE5ODocOHdKH4LVs2bLKm8qqsqhiY2P1C+jSDRwqomXqle4CoyiKXu/rm2++4eDBg2zevJn4+Hg6d+4M/P35fPfdd5SUlPDdd98BwQnYGY3GMt1qtcBVdT777DOee+45hgwZwvfff1/n9efn57N+/XogOOcBUKbddenC/Mc6evQoEPgMtMDXqlWrKj0Pju3MCXD48OFKl68ND7Tb7fowSG09NT1X4uPjy93kRUREcN111/H+++9z6NAhfv/9d2bMmEF8fDw+n4/77rtPb7wRCt27d6d9+/b4fD59OPG7774LlM+u0/ah9D4d72p7jErPU1f1+R4pnWVbVZZseno6Bw4cKBew0IbFfvvtt+Tk5PDJJ5/g8/no1KmT3mm3Jkpvx4lyrE9kZrOZ5s2b6wEwh8NRZZfn44HBYKBVq1bExMQQGRlJy5YtG2wok/Y5uX0NH7DT1lnfotoQuGbQviuKS+qXnej3q5S4PUHbNiGEEKI+bDYbycnJtGnTho4dO9K6dWtatGhB8+bNadGiBa1bt6Zjx460adOG5OTkKjuyCtGQQvbYc9SoUUCgfpoWBKrKn3/+qd+gDx48WM/Mqotnn30WCDxd14q310fpdsoV/ezevVufdsmSJaiqyqpVq+q9XrPZrLdG1jLjKpKdna3XqNICcRotYPbNN9/owa/evXvrgRotkLVu3TqWLFlCcXExHTp0oG3btvXefvj7PMjNzeXJJ5+sdnqXy6UPD01OTq6yjlt1XnvtNT1IWJvi9lVp27atfuP6xRdfVDqdllHYpUuXKjPlqlJRd02NlhGpDb0F9ADI6tWrq8yM0s4l7VxxOp289NJL3Hvvvfz+++/6dIqicNpppzFhwgQ9aFZUVMSmTZvqtD81pQXmPv30U/7v//6PLVu2YDQauf7668tNq2W3rlixotI6SXl5eaSlpdGtW7cynXEbg3aMfvvttyo7CGvHqE2bNnq32bqqz/dI69at9YCwFvyuyOjRo0lOTmb48OFlXu/bty8tWrTA4/HwxRdf6E0/avv72Lp1a2JjY4FAhl1lVq5cSfPmzenZsydbt26t1TpEWREREbRr145OnTqRlpZ2QgRdLBYLKSkpNG/evEHrzGiBQadPbdAsO59fxf1Xil2wgpPa73t2flG99iWvqBif34+iKJKdIIQQ4rhiMBiw2+16XbuIiAjsdrtkhIvjUsjOyvvvv1+vhzRq1KgygYBjZWdnc/XVV+PxeLBarUydOrXO63399df58ssvAZgwYULQmk40Fu0G+IsvvtAL7B9rypQpuFwuFEUpF6Ds168fNpuNTZs26XXBSmebtWvXjtTUVEpKSnjkkUeA4GTXafr06aM3r5g5cybvv/9+pdP6/X5uv/12tm/fDsD06dPr3Ozg999/1/enX79+9O7du07LOZaiKGW6mWpDjUv7888/9f0cOXJkndf16aefsm3btnKv//LLL3rgY8SIEfrr2rly+PBhPWh9rE8++USvV3j11VcDgZvchx9+mBdeeIFXXnmlwvlKZ+LVJJiuBSnrUgh95MiRGAwGVq9ezauvvgrAgAEDKqyhpjX3OHjwYIV1AAFmzJjB7t27+fnnnznzzDNrvT3BdNVVV2GxWPB4PPr5eawff/yRTz/9FPj7GNVXXb9HFEXRt+HVV1+tMLty8+bNenD5kksuKfOewWDQg3Nvv/02q1atwmw2V/p7UWZIXqlzR1EUfR8+++wz1q1bV25ej8fD5MmTSU9PJz09nXbt2lW4DlE7x/Mw2OOFFizzq+BqwCw7p/fvdQUrE0ALjLu9Xgqddc+yy84PlHmIioqSuj9CCCGEEHUUsoBdVFQUH374IWFhYWRkZNCjRw8mTJjAH3/8od+I5eTk8NZbb9G5c2d+++03FEXhpZdeokOHDrVal9vtZsOGDdx6663cdtttQCCLbNy4cUHfr4b2r3/9Sx8ieMkll7BgwQK9kPaBAwe44447mDNnDgDjx48vd5PqcDi48MILgb+HJ2v/1mgBPC1z6tiAXUZGBu3bt6d9+/bMnTu31vvw5ptvcsopp+B2u7nuuuu4/vrrWb9+vb4fLpeLpUuXcv755zN//nwgkGVV2ywcVVXZvn0706dP5/zzz6e4uJjExETeeOONWm9zVcaPH0+rVq1QVZXLL7+chQsX6hltq1atol+/fhQXF9OpUyf+9a9/1Xk9LpeL/v37s3z5clRVxe/38/nnnzNw4EC8Xi/nnHNOmayzrl276oGQf//73zz88MP60NzCwkLmzJmjB7jOP/98fbii0WjkjjvuAOCll17iscce04d0+3w+Vq5cye233w4EMtpq8vup1fDLycnhzz//rNV+p6Sk0K9fP3w+Hy+99BJQ8XBYCDTy0LIMJ06cyKRJk/R9zsnJYdKkScycORMIDM8MVuZoXSUlJTF+/Hgg8FnfdtttevdNl8vFu+++y8UXX4zX6+WUU05hwoQJQVlvfb5HJk2aRHR0NAcOHKBv3756B1mfz8eKFSsYPHgwbrebjh07MmzYsHLrvvHGGzEYDKxcuRKPx8Oll15aZuh+aaVrP5buYqxtR5MmTfD5fFx66aXMnz9f34edO3cydOhQPZA3ffp0eUoqGozZbNYfLuW6/NVMHTw5rsC1VFhYWNDOd6vVqmcnHsrJK1M/sqZyC4tx/jUcVgsACiGEEEKI2gvpHc25557LqlWraNu2LYWFhTz55JO0a9cOu91ObGwscXFx3HTTTezfv5/Y2FgWLVpUZZBm/fr15Ro+REVFYbfb6d69O6+//jqqqnL11VfzxRdfnBBDeKoTFhbGV199Rfv27cnNzeWGG24gIiKC2NhYUlJSePnllwG45557mD59eoXL0IbFAqSmpnLKKaeUeb90xl1iYiLnnHNOmfc9Hg/bt29n+/btVQ7jq0xCQgKrV69mwIABqKrKu+++S48ePfRW6mFhYQwcOJAffvgBk8nExIkTefPNN6tc5rHnQVxcHBaLhfbt2zN58mQKCgo4/fTTWbNmTdBrL4WFhfHtt9/Stm1b8vPzGTlyJGFhYURGRtKnTx/27t1LmzZt+OSTT+qcIQiB35/Dhw/Tv39/IiIiiIiIYPDgwRw+fJguXbrw8ccfl7tJe+WVVxgyZAiqqvL444/TpEkT4uLiiI6OZsyYMZSUlNCnTx8+/vjjMtlMDz/8ML1799br6cXFxREVFYXNZuPCCy9k9+7dpKamVpkheey2K4qCz+ejXbt2xMTEVDmk8lhaFqPP5yMmJqbSrE+DwcDHH39Mjx49UFWVGTNm0KRJE2JiYoiNjWXGjBlAoAvuvHnzarz+UJoyZYoeIH3ttddITU0lNjaWiIgIrr/+enJycujcuTNfffVV0DKE6/M90qJFCxYvXkxMTAy//PIL55xzjt5F66KLLmLnzp20atWKzz//vMLzvXnz5lx00UX6v6v6ju/ataueKXThhRcSGxurn3NJSUl8/fXXJCcnk5eXx+jRo/WhDG3atNEfSEybNq3C4dNChIqiKHpgKtflw98Aw2I9fpV8dyCYFuygmFY3s8TtYd/h7FoF7QqKnWQcCTzw0b4nhBBCCCFE3YQ8BeGss85iy5YtvPvuuwwdOpTWrVtjNpvJz88nNjaW3r17M2vWLP7880+uueaaKpfl8XjKNXwoLi4mKiqKM888kzvvvJP169fzwQcfNGj9mlBLS0vjl19+4bnnnqNHjx44HA6Ki4tp1aoVo0aNYt26dbzwwguV1korHbA7NrsOygbsLrvssiqHQNV1eFTTpk1ZunQpK1eu5NZbb+W0004jIiKCvLw8wsLCOPPMMxk3bhybN2/m8ccfrzZb4NjzIDc3F5vNRvv27Rk+fDgffvghGzdupE2bNnXa3uqkpaXx+++/M2vWLM4++2zsdjt+v5/TTjuN6dOn89NPP5ULjNZWr169+PHHHxkyZAgWiwWj0chZZ53FCy+8wLp16/Qh56XZ7XY++eQTPvnkEy677DLi4+MpKCigadOmDBw4kEWLFvHtt9+Wy3Cy2WwsX76cV199lT59+hAfH09xcTHh4eF069aNxx9/nC1bttC6desabXvXrl158803adeuHWazGZPJpGeS1cSQIUP0WkrXXnstVqu10mnj4+P5/vvvmT9/PgMGDCAuLo7CwkJiYmLo06cPb731Fl9++eVxE8A3GAzMmzeP7777jquvvprk5GSKioqIiYnhggsu4NVXX2XDhg1BP3fr8z3Sq1cvtm7dyvjx4+nUqRN+vx+DwcBpp53GlClT+PXXX6s8N7TvoMTExHLDZktLSkrio48+4owzztADd6WbXXTt2pUtW7bw+OOPc8455+BwOHA6nSQlJXHVVVexcuVKHn744bp+RELUWXR0dOAhhQpHS2pfCqC2sooDNTtNJlPQa8SFhYXpf18KnSXsPphFcYmrypp2Pr+fI7n57D10FJXA35TU1NSgbpcQQgghxMlGURuyQrI4oTVr1owHHniA++67r7E35R+tZcuW7N27l/Hjx9eoUYcQx7vLL7+cL7/8koceeoinnnqqsTenTvbeWbPs0rpqMW949RNVQguMVNcFWITWwYMHycrKQgHSoszYTKF5Jlrk8bMnPzDkNCkpqV5NuqqSnZ2tdyQHsFnMxEaGE26zYjQaUFUVt8dLTmExuYXFekDPbrfTokWLOtWuC8a5nLP07jrNF3Nx7Ut+CCGEEEKEklQCFjWSnp5OZmYmp556amNvihDiBPLnn3+yZMkSDAaDXgtRiH+iJk2akJ+fj9vtJqPQS6soM4YgN+3w+lUyCgPBOofDEdIacbGxsVgsFg4dOoTT6aTE7SEzK6fS6Q0GAzExMTRt2lRqSAohhBBCBIEE7ES1jh49ytChQznzzDPp06dPY2+OEOI4t3r1anJycsjNzeWRRx7B5/Nx9dVXk5aW1tibJkTIGAwGUlNT2bVrFyU+lfQCD80ighe08/lV9uZ78PgD5SlSUlJC3sU3PDyc8PBwnE4n2dnZ5Obmlhsaa7PZiI2NJTo6WgJ1QgghhBBBJAE7Ua2YmBguvvhi7rnnnkrr5AkhhGbVqlU8+uij+r/j4uJ49tlnG3GLhGgYDoeDlJQUMjIyKPQEAmypEWbMhvoF1lw+P+kFXly+QLCsefPmVdb2DDa73U5KSgpJSUn4fD58Ph+KomA0Gus09FUIIYQQQlRPHoWKahkMBh577DHi4+Mbe1OEECeArl27Eh8fT1hYGP3792fNmjUVNkkR4p8oJiaG5ORkAIq9Kjty3eS6fFU2baiMqqpkOb3szPXg8qkoikLz5s2D1kG6tgwGA2azGZvNhtVqlWCdEEIIIUQIyZWWEMeZPXv2NPYmCFEvl156KUeOHGnszRCi0cTGxmIymcjMzMTr9ZJR6CXbqBBrMxJpNVQ7TNbnV8l1+8kp8elZdRaLhdTUVBwOR0PsghBCCCGEaGQSsBNCCCGECLLIyEgcDgcHDhwgLy8Pp08lo8jLgWJwmAzYTQo2o6IH73yqSolXxenz4/So+EstKy4uTpo5CCGEEEKcZCRgJ4QQQggRAiaTiWbNmhEXF0d2djZ5eXn4VZVCj5+/mr1WymAwEB0dTWxsLDabrWE2WAghhBBCHDckYCeEEEIIEUIOhwOHw0FiYiIFBQWUlJTgdDpxuVz4/YFcOoPBgM1mw263Y7fbCQ8Pl0ZPQgghhBAnMQnYCSGEEEI0AJPJRExMTGNvhhBCCCGEOAFIwE4IIYQQQvwjxFw8t7E3QQghhBAiKKR6sRBCCCGEEEIIIYQQxxEJ2AkhhBBCCCGEEEIIcRyRgJ0QQgghhBBCCCGEEMcRCdgJIYQQQgghhBBCCHEckaYTQgghRDW+/PCzkC7/rnnDQ7p8IYQQQvxNVVU8Hg9OpxOn04nH40FVVRRFwWw2Y7fbsdvtmM1mFEVp7M0VQpykJGAnhBBCCCGEEOIfz+/3k5ubS3Z2NiUlJdVOb7PZiI2NJTo6GoNBBqcJIRqWBOyEEEIIIYQQQvxjqapKXl4eBw4cwOfz6a/7/X58Pl+Z14xGI0ajEYPBQElJCZmZmRw6dIikpCSioqIk404I0WAkYCeEEEIIIYQQ4h/J6/WSkZFBQUEBEAjeud1uXC5XmUDdsYxGI1arFYvFgs/nY//+/eTl5ZGSkoLJJLfRQojQk28aIYQQQgjxj5Cz9O4y/465eG4jbYk40aiqisvlwul04nK58Pv9GAwGrFYrdrsdq9UqmVUnII/Hw549e3C5XAC43W6Ki4tRVbXaeX0+H8XFxTidThwOBxaLhYKCAnbv3k3Lli0xm82h3nwhxElOAnZCCCGEAP7OOigpKcHn85UrwC0ZBSen0oEMj8eD3+9HURSMRiM2mw273Y7RaGzszRSiTlRVJScnp9qaZlots5iYGAncnSC8Xq8erFNVlaKiIjweT62Xo83rdrsJCwvD5XKxZ88eWrVqJX8XhRAhJd8wQgghxElMVVXy8/PJycmhuLgYv99f6bRms5nw8HBiY2Ox2+0NuJWioWk3qNnZ2RQWFlZ5XgBYLBZiYmKIiYmRG1hxwnC5XOzfvx+n06m/5vf78Xq9+gMLk8lUppZZTk4OqampWK3WRtxyUR1VVcnIyNCDdYWFhXi93not0+PxUFhYSHh4OC6Xi4yMDJo3by4BXCFEyEirGyGEEOIkpKoqR44cYfv27aSnp5cJyhgNClazEZvZhNVkRLsV8Xg85OTksHPnTnbu3KnXAxL/HKqqkpuby59//smePXvIz8/XzwsTKmEGP+EGH+EGPzbFDwSGlbndbg4dOsT27dvZv39/vW+MhQi14uJidu7cidPp1LNI8/PzycvLo6ioiOLiYoqKisjLyyM/P18P/DidTnbu3ElxcXGjbv+XX36JoigoilJpZqDX62XOnDmcffbZhIWFERERQefOnZkxY0aZIOWxfv75Zy666CLCw8OJiIigf//+bNiwocrt6dWrF0ajkU2bNtVrv4IlLy9P/xtVVFQUtO8kr9dLUVERAAUFBeTl5QVlucdSVZV3332XCy+8kNjYWCwWC0lJSVx55ZV89913Vc77zjvv0LNnTyIjI3E4HLRv354JEyaQk5NT6Tw7duzgiiuuIDo6GrvdTo8ePVi6dGmV6xk1ahSKorBkyZI67aMQonqKWpMB/EIIIcRJ7MWEa0O6/LuO/KfO86ampgKwf//+Gs/jdDrJyMgoc5MXabcS5bBit5gxGw1lMgZUVaXE46XY5SGnqIQSz983PtHR0SQlJcmQyH8Aj8dDZmZmmUBsmMFPjNGHw+DHXEESiV8Fl6qQ7zOQ4zPi+yu8azQaSU5OJjIyssbZJ3U5l48lNexETbhcLnbu3Kl3CC0qKqqy+YDGaDQSFhamdxBt3bp1o2TaHTx4kNNPP50jR44Age90m81WZhqPx8Pll1/OsmXLgMCQXoPBoAcaO3XqxMqVK0lISCgz37Zt2zjrrLMoKirCZDJhNBpxuVxYLBa+/fZbevbsWW57Fi9ezJAhQ7jpppt44403QrHLteL3+9m+fTs+nw+3260H2IIpLCwMi8WC0WikXbt2GAzBy4Pxer0MGzaMjz/+WH8tIiKizHfz+PHjefLJJ8vNe8stt+jHwGKxYLFYKCwsBCAlJYWVK1fStm3bMvMcOXKE008/nYMHD+p1G51OJ4qi8N577zFs2LBy69m4cSNdu3alT58+rFixIij7LYQoTzLshBBCiJNIdnY2O3fu1IN18REO2iXH0Tw+iiiHDYvJWC7AoigKdouZuAgHrZvGkNYkhjBroNi2lo1VVe0ncfwrLi5mx44d+g1hpMFHG4ublhYPUcaKg3UABgXsBpWmZh+nWN0kmzwYUfH5fKSnp5OZmVmj4u5CNBRVVdm/f78erCsoKKhRsA4oM73f72f//v0Nfn6rqsqoUaP0YF1l7r//fpYtW0Z4eDiLFi2isLCQwsJCvvjiC5o0acLmzZsZMWJEufkee+wxioqKGD58uJ6lNnbsWNxuN+PHjy83vdfrZfz48djtdqZOnRq0/ayP3NxcvQ5rqDIhtcYVPp+P3NzcoC778ccf5+OPP8ZgMPDEE0+Qn59Pfn4++/bt04NnTz31FIsWLSoz3zPPPMMbb7yByWTixRdfJD8/n4KCAtasWUPr1q3JyMhg0KBB5bINZ8+ezcGDB+nTpw9HjhyhqKiIZ555BlVVefDBBys8x8eNGwfA008/HdR9F0KUJQE7IYQQ4iSRlZVFZmYmAFazkdZNY0iMDsdci+w4RVFwWM20TIgmOSYCg6Lg9XrZvXt3lUOsxPGrqKiIPXv24PP5MKKSavbQzOLFaqhdIMKgQIzJTxurm0hDIACSk5NDenq6BO3EcSMnJ0cfBltUVFTrc7P0fE6nM+jBmuo888wzLF++vMo6ovv27eOVV14B4OWXX+baa6/FaAw8jLnssstYvHgxiqLw7bffsnz58jLzatlS06ZNw+FwYDabefLJJzGZTGzYsKFcAOy1115j+/btjB07lpSUlCDvbe2pqkp2djYQGKofqu8erUkTBB6EBWs9fr+fF198EYB7772Xf//730RERADQrFkzFi5cyFlnnQUEjq2msLCQJ554AoApU6Zw55136tmf559/Pt9++y12u51t27bx1ltvlVmndswnTZpEbGwsiqJw//3307x5czIyMti+fXuZ6ZcsWcKKFSsYPnw4Z555ZlD2WwhRMQnYCSGOax999BG//PJL0Jf73XfflbtIbQxa/ZnSF12hWkddfvbs2ROy7aqr3r17oyhKuSEalb0uAnJycjh48CAAETYLrZvGYreY67w8RVGIDbfTumkMZqMBn8+nd+MTJ46SkhL27t2L3+/HovhJs7qJMlbdYKI6JgVSzV4STIEsjvz8fA4cOBCMzRWiXo4N5tQ0s+5Y2lBLgKNHjzZYQPqXX37RgyqTJk2qdLpXX30Vj8dDSkoKw4cPL/d+9+7d6devHwALFiwo855W50wbog6BoZVxcXH4/f4yddAKCgqYMmUKCQkJFWbfNQaPx6NnfIf675G2/JKSkjp1n63IkSNH9OzJc889t9z7RqNRH5a8d+9e/fVFixZx9OhRLBYLY8aMKTdfy5YtGTlyJFCzYw6QlJQEBM5xjd/v56GHHsJqtfL444/Xev+EELUjATshxHGpoKCA3r17c/XVV3P48OGgLvvKK6+kb9++7Ny5M6jLPV41bdq0wh+zORCsMZvNlU4jdcn+GVwul55ZF2Gz0Dw+CkOQutpZzSZaNonGZAgE7TIyMiSb6gRRemigGZWWFg+WIDU7VBRoYvLpQbvs7Gzy8/ODs3Ah6sjlcgUtmFM6WNMQDyqKiooYMWIEbrebV155pcpstpUrVwLQt2/fSmuraQG7YxsGxMXFAeh/MyCwr1lZWRgMBmJiYvTXZ86cyeHDh3nkkUeIjIys244FmZbprQ15DiVtaHTp9dZXVFSUXpZi7dq15d5XVZUff/wRgFNOOUV/XTvm3bt31zPyjqUd8/Xr15dpllHRMQfIyMgo8z7AW2+9xaZNm7j77rtp2bJlrfZNCFF7ErATQhyXjh49yvfffx+SZX/66achWW5dtGvXjnbt2pW5AA62gwcPVvhz3nnnAXDeeedVOk2zZs1Ctl2iYaiqqgfRzEYDqXE1bwJQU1aTiWbxgZu14uLiMk/jxfHryJEjfwUvVJpZPJXWqauPBKOP8L+Gx2ZmZkr3WNGoghnMCUWwpir33nsv27dvZ/To0QwdOrTKaTdv3gxAhw4dKp1GC/YcPXq0TKCmd+/eQGB4pNPpxOv1MmnSJHw+H927d8fhcACB3+fZs2fTtm1bbr/99vrsWlBpxyLUwTqNtp5gnQM2m00PrM2dO5enn35abxpx8OBBbrnlFtatW4fFYimTZVmbY+73+/Xp4e9jPm3aNH147/PPP8/+/ftJTU2lXbt2QODv+yOPPEJMTEyVGZ5CiOCRgJ0QQjSibdu2sW3bNq69NrRdSMXJKzc3V685lBIbiTGInexKC7NaiAsP1FQ6dOhQ0IYHidBwu936sKt4ow97LevV1ZSiQLLZiwEVr9cb9IxpIWpDy4QLVuBYC9aEOsPu448/5o033iAtLY0XXnihymmLior07KmqHrqVztArHbCbPHkyYWFhvP/++0RFRREeHs4zzzyDxWJh5syZ+nSPPPIIxcXFzJgxQ8/YPx5of3saKmCnBW2D+TfvpZdeomXLlvrw08jISKKiokhKSuLNN9/krLPOYvny5fTq1UufR8uGq8sxv++++0hMTNS7BoeHh3PfffehKAqzZ8/WH/LNnj2bzMxMJk6cGNIHzUKIv0nATgghhPiHUlVVz3aLdtgIt1lCur6mUeGYDAZUVS1T50gcf3JyclBVFRMqCabQ3tiaFWjy19BYrXujEI1BC64Ea9i+thxtuaGQnp7OrbfeitFoZOHChZUOd9SUHnoeFhZW6XRaptyx83Tq1Il169YxcOBALBYLJpOJ/v37s3btWnr06AHApk2bePvtt+nevXu12X4NrTG69gZ7vWlpaWzcuJELLrhAX3bpY+T1eikqKiozj/Z+XY55YmIiP/zwA9dccw2RkZH4/X7OO+88lixZwtVXXw3A4cOHmTlzJi1atOCee+6p/04KIWpEAnZCiFrzeDy89dZb9O3bl6SkJCwWC6mpqVx33XVs3LhRn27Pnj0YDAYUReGNN96odHk///yz3uRgx44dtGzZklatWunvDxw4EEVRmDJlSpn5XC4X8+bN44ILLiAmJgar1UpqairDhg1jzZo15dajNSXQ3HHHHSiKwujRo8tM5/f7effddxkwYADx8fFYLBYSExMZPHgwX3zxRbnlbtiwAZPJhKIoDBo0qMJ9nDhxIoqiYDAYyjS7qK7pxPLly7n22mtp2bIlVquVuLg4BgwYcFwN69Vs2bKFMWPG0L59e8LCwoiIiKBbt27Mnj1bL859rKKiImbOnEm3bt2IiorCZrORlpbGzTffzP/93/818B788zidTr1eU1xE5R0Fg8VgUIgJtwHB7ZpXE06nk6ysLI4cOUJ+fv5xX0dPVVUKCgrIysoiKyurTt0q66p04fhYkw9DCIbCHiva6MeAit/vb/CumkJotHpuwSoLoC2nsjpx9eX3+xk5ciQ5OTk8/PDDFTYhOFbp7EGLpfKHNFoH0WPnAejcuTNff/01hYWFFBYWsmzZMs4++2z9/Yceegifz8fTTz8NBDJ2J06cSLNmzbBarZx22mnlOpE2lGCXfKjp+oK53l9//ZUuXbqwfv16pk+fzv79+3G5XPz6669cddVV/Prrr1x22WVlmkdox7Cux7xly5b85z//0bsor1u3jgEDBujvT5kyhYKCAh5//HGsViuqqjJr1izatGmD1Wqlbdu2PP300yENXgtxMpKAnRCiVjIyMujVqxc33XQT3333HVlZWdjtdjIyMnjvvfc4++yz9Yu0li1b0rdvX6B8R6rStOl79epFmzZtSEhIID4+Xn8/JiaGpk2bEh4err+2d+9eunbtyl133cXq1aspLCzE4XCQkZHBf/7zH3r16sWYMWPKXDjExsbStGlT/d+RkZE0bdqUqKgo/bXc3Fx69+7N9ddfzzfffENOTg7h4eEcPnyYzz//nEGDBnH11VfrQRCAc845h4kTJwLwxRdfsGjRojL7t3btWp566ikAxo0bp9cmqYrb7eaWW26hf//+fPDBB+zbtw+Hw0FOTg7ffPMNV155JTfffHO1y2koL730El26dGHOnDls374dk8lESUkJP/30Ew888ADnnXdeuYyrbdu2cfrppzN+/Hh++uknioqKsNls7N69mzfffJMuXbrw3HPPNc4O/UNogRG7xVSvjrC1ERsWCAxWlAEQCk6nk507d7Jz504OHjzIoUOH2LdvH9u3bz9us/zy8/P5448/2Lt3r14vcvfu3ezYsaNBPrOioqK/btZUoo0Nk+1mVNC7z0rATjQWLWBhMpmCsjytMVPpQEgwPfHEE3z//fd0796dhx9+uEbz2O1/P5yp7GEZlB3GW1WQ51grVqxgyZIlDBkyhPPPPx+A2267jSeeeAKLxcJVV13FkSNHuOmmm3jyySdrvNxg0YbnNlTTLC1YG6xhwQcPHqR3797s2bOHt99+m0mTJpGSkoLFYqFz58589NFHjB49Gr/fzx133KFn0WvHPRTHfPv27bz22muceeaZjBgxAoDHHnuMcePGUVRUxFVXXYXP5+Ohhx7izjvvrMtuCyEqIQE7IUSNqarKsGHD+O9//0tkZCRvv/02BQUF5OXlsWPHDvr164fP5+P2229n69atAHpQac2aNezZs6fcMl0ulx7guummmwD46aef+Omnn/Rp3nvvPQ4ePMiDDz4IBG7QBwwYwObNm4mKimL+/PkUFBSQk5NDZmYmd9xxBwBz5swpk5X3ySefcPDgQf3fTz31FAcPHuT555/X92/IkCGsWbMGi8XCs88+S25uLtnZ2WRlZfHoo49iMBj46KOPuO2228rsx+TJk+natSsAY8aM0S+g8vPzGTlyJH6/n7POOovp06fX6LN+7LHHeOONN1AUhQkTJnD48GFycnLIyclh7NixALz55ptVZi42lG+++YY777wTt9vN5ZdfzrZt28jLy6O4uJi33noLq9XK//73P8aMGaPPk5OTw8UXX8yuXbs455xzWLlyJU6nk9zcXDIyMhg7dix+v5+xY8fy4YcfNuLendi0ItgR9tDcTFbEbDJiNwduhrXaeaHidDrZvXu3vp9Wswm7NXAT4vV6ycjIOO4aYOTl5bFv3z693pHNYsb6VzDV5XKxZ88evcB4qGifl11RQ9JoojIRhkDArqSk5LjPgBT/TFpQw2Aw1DugYzQa9WBN6SBZsGzYsIEpU6YQHh7OwoULaxxkLD1ktqpGCKW/n2va4VVVVcaNG4fJZNKDcb///jvz58+nQ4cO/Pbbb7z33nv8+uuvxMXFMWXKFL1WZkPRjkVDBey09QTrHJg1axZ5eXl06dJFD45VNI3ZbKa4uJh3330X+Pu4B/uYA4wfPx6v18vMmTNRFIUjR47wxBNPEB8fz6+//sp7773Hb7/9Rvv27XnllVf4/fffa7xsIUTVJGAnhKixjz76SG8xv3jxYm644QZstsDwt9atW/Ppp5/SrFkzPB4PL774IgBXXHEFsbGxqKrKO++8U26Zn3/+OdnZ2UREROh1Mqozb948tm/fjtFoZMmSJYwaNUrfjqSkJObNm6cHtZ588kn27t1bo+V+8sknemfahQsXct999+kXQLGxsUyZMoVnn30WgHfeeYcffvhBn9dsNrNw4ULsdjtHjhzR1z9mzBj27NlDeHg477//fo2ewB44cEAv7Pzoo48yY8YMPeMwKiqK2bNnc8UVVwDo29OYtH298MIL+eyzz/RuYmazmdGjR+v78v7773Po0CEAnn76afbu3csZZ5zB999/T+/evfXPJjk5mdmzZ3PvvfcCgQtFGWJRe36/X88E1QJoDcVmCayvdCZqsKmqSmZmJn6/H7PJSFpyE9o2S6J1SlPaNU8iwhH4Tjhw4MBx0wDD5/PphcEdNgttmyXRJjWRtqmJtElpitVsKtPVN1T0gF2IGk1Uxm74u35YqIv0C1ERq9WqXy/UNytOm99ms4Ukw+7ll1/G6/Xi8Xjo0aMHiYmJZX60v5EQGNGQmJjIrFmzsFqtJCQkAH83IqhI6fdKNyOoysKFC9m4cSO33HKL/rf+yy+/BOCaa67RR0IkJiYyaNAgXC4XK1asqN2O11Mwg7LVCUXQ9r///S+AXi+wInFxcZx66qlAIPsN/m42EexjvmbNGhYvXszFF1+sj5pZvnw5brebSy+9VB+5EhERwfDhwwH4+uuva7RsIUT1JGAnhKixjz76CIDzzz9fbwFfWlhYGLNnz+bpp5/Wg29Wq5XrrrsOoMKA3dtvvw0ELvRKF8OtipaRN2jQoErruTzyyCPY7XY8Hg//+c9/arXcLl26VBo8vOuuu0hNTQXK70/79u31J87vvPMODz74IPPnzwfgxRdfpE2bNjXajs8++wyv14vdbuf++++vcJrJkyczdepUHn744UbNVNm6dStbtmwBAnX6Kqrjc+ONNzJhwgReffVVPUNA+1xGjx5d6Y2OlsW4e/fuMrURRc243W793Gio4bAabX2hDNg5nU498NSsSRwO29/nkdlkolmTOEzGwPl4vAyNzc3Nxe/3Y1AUmjeNx1oqkGqzWmieGAjMezyekGbZacfFpjRsINykgAm1zDYI0ZAURSE2NhYIDAmsa0DHaDTqQwrj4uJCUjdN+/52uVwcOnSo3E/ppgHaa9r3xrHBnIpo78XFxZUpF1KZkpISHn74YcLDw8uMXtAeimrXRprk5OQy7zcUs9kctKBsdUoHbYM1JDYrKwuovpGJtj7t4UdtjrmiKHTo0KFG2zNu3DgMBkOZDsHH2zEX4p9MAnZCiBr73//+B0DPnj0rnWbo0KE8+OCDemcr+HtY7J9//sn69ev11w8cOMCyZcuAv4fDVsfr9fLLL78AcNFFF1U6XXR0NGeddRYAP/74Y42WrU1X1XKNRiN9+vSpdLn33HOPPv8zzzwDwIgRIxg1alSNtgH+/pzPOOOMSrvBdenShcmTJzNs2LAGL7BcmratBoOB8847r8JpIiIimDFjBjfddBNxcXHs27ePzMxMIJBBeGzWgPajfc6AHhQUNVf6Yt/YEF0FSjH9FbgNZWakNrTHajaVCdZpDAYD0eGBbnkNUReuJrRtjgyzY6ogUGA1mwn7a19Cuc3acTE1wleHSQkEIaRTrGgsMTEx2O12FEUhLCys1n9DS89nt9uJjo4OyXa+/fbbqKpa6U/ppg5OpxNVVfVAmvb387vvvqv0od63335bZtrqvPDCC+zbt49x48aVCfBpQc9jSyBUVUstlI4NyobqGklRFD1oGxsbG7T1aEGw0tfLxyopKWHz5s0AtG3bFvj7OK5fv77SchTaMe/atWuNhsR+8MEHbNiwgRtuuIHTTjtNf/14O+ZC/JNJwE4IUWPacMbExMRazde5c2e9vlvp5hPvvPMOPp+P9u3bVxrsOVZ2drZ+s1ldOr/2fk3rp2jT1We5iqLw5ptv6plkVquVOXPm1Gj9mrp+zo1B29aoqKgaDwcpXUcwLy+vwswB7UdzvGRInUgatUaYEvpt0JZdVXdGw1+ByuOlXlrNttlQZtpQbocQJyNFUUhNTdWHTEZERNQ406709AaDgdTU1EZ9aFaZYcOGYTAY2LVrF++991659zds2KB3rL/rrruqXd7Ro0eZMWMGSUlJPPDAA2Xea9GiBVD+wZr275YtW9ZlF+olOjoao9GIoig1Hr1RWw6HA0VRMBqNQQ3aDho0CAh0iv3ss88qnGbmzJkUFRVhNBq56qqrABg8eDBhYWEUFxdXWC5lz549+siQmhxzt9vNhAkTsNvtTJs2rcx7x+MxF+KfSgJ2Qogaq08dqFtuuQUIPK3T0ve1YZE33nhjjZdTmxtNLbBX04vpmi67uuV++umnf3VgDAxVmDdvXo2Wqzle6m3VRF22tXTW1dKlS6vMINB+SjesEDVTOijU0PEZv7/6wFR9aUORSlxuPN6Ks7UKikvKTNvYtO0oKHZW+H3j8/spcoZ+m7Xj0hiVIbV1Ho9BDnHysFqttGzZskzQzuFwVBq4MxqNOByOMsG6li1bHjffLcdq27Ytt956KxAoL/H222/j9XpRVZWvvvqKQYMGoaoqF110UYUlTo41bdo08vLymDJlCmFhYWXeGzhwIBCob7du3TogUNpj6dKl2Gy2KkcthIrBYCApKQkIZNkFa7iqxmw269l1SUlJQf1bd9ttt+n1AUeMGMHcuXP1oc5Hjx5l0qRJeiblfffdp5dbiYyM1DsJP/roo8yaNUsvG7F+/Xr69euH0+mkQ4cOXH/99dVux7x589i1axf33XdfuQfZffv2xWKx8M033/Dpp58CsG7dOv2h/GWXXVbPT0EIoZGAnRCixrTGB6UzpI6Vk5PD7t279YCVZvjw4djtdnJycli+fDmbN29my5YtGI1GRo4cWeNtiI2N1S+o9+/fX+W06enpADRp0qRGy9aKNNdnudu2bePf//43AKeffjoAU6dO1YeO1kRNPmefz8eWLVtC3oWzOtq25uXlVVmT6o8//tCz5LR54O/PUgSfdjMBUOLxVjFl8GnrK70NwRYeHo7JFKiIlpmVg/+YANjRvAKcrsDwnJiYmJBtR21oWRger4/DOfllgnaqqnLgaC5+VcVgMBAVFRWy7dCOS4m/YYNmfhXcamCdx2ugQ5w8HA4HrVu31ofHWq1WIiMjiYqKIjw8nLCwMMLDw4mKiiIyMhKr1aoPg23dunXIMreCZdasWfTq1Yvi4mJuvPFGwsPDiYiI4LLLLuPw4cOceuqpfPDBB9UuZ+fOnbz00kt06NBBL3FS2umnn86NN95IUVER559/PmFhYVxxxRX4fD5mzJhBXFxcKHavWlFRUXpZkbCwsBp32a2OyWTSg5YRERFB/6622WwsWbKEjh074nQ6ueeee4iMjCQ2NpaEhARmzJiBqqqMHj2ap556qsy8Dz74INdccw0+n49x48bp526PHj3YsWMHycnJLFmypNrPIjc3l2nTphEfH69f05YWHx/PpEmTUFWVK6+8krCwMM4//3wKCgoYM2YMnTp1CupnIsTJTAJ2Qoga04a1VlVXY+7cuaSlpZUrRBsVFcXQoUOBQDfWxYsXA4Ens9pT0Jowm82cccYZwN+1OCqSnZ2t17rr3LlzjZbdrVu3apfr9XpZtWpVhcv1er2MHDkSp9NJp06d+OGHHzjzzDPxeDz66zWhfc6//fZbpXWs1q9fT6dOnQgLC2Pr1q01Wm4oaNvq9/v1zmbHcrlcdOnShdjYWF5++WVat26t15dZunRppcteuXIlzZs3p2fPno26jyeq0kXRne6GzdrU1hesrnkVMRgMeh2lgmInf+w7wMGjuRzOyWdnxiEOHM0FAlkHodyO2rBarfq5fyQ3sJ2Hc/I4lJ3Hn+kHyS0I/L4nJCSEtLuh9nmUqA17GViiKmjjpbWi8EI0JqvVSlpaGikpKfo5aTAY9Awqs9msZ0/ZbDZSUlJIS0s7IQLO4eHhrFixgjlz5tCtWzfMZjMej4cOHTowefJkfvjhhxo9zJgwYQJut5snn3yy0u+l1157jalTp9K8eXO8Xi+dOnViwYIFehf5xqAoCikpKXqgNTw8vN6ZdmazmfDwcD3Am5KSEpJs4VatWvHzzz/zwgsv0LNnT6KjoyksLKRp06YMGTKEJUuW8NZbb5U7HiaTiUWLFvHOO+9wwQUX4HA4KCkpIS0tjXvvvZeNGzfqw1mrMmPGDLKzs5k8eXKlte4eeeQR5s2bxymnnILH46F169Y888wzPPfcc8H4CIQQf5GAnRCixq699loAVq9ezQ8//FDu/eLiYr0+xiWXXFLufe3J7Oeff84nn3wCVN5sovRFyLHFybW28V988UWF2wEwZcoUXC4XiqLogUKNdvFd2XJ//fXXSp86v/DCCxw4cACgXCfZadOm8fPPP2M0GnnzzTdxOBy88cYbmEwmtm7dWuFTyopcddVVmEwmiouLmTt3boXTvPzyywCkpaXRvn37Gi03FM444wx96EbpDmKlLViwgOLiYgwGAwMGDEBRFP2z/uyzz/QhNKV5PB4mT55Meno66enp+jpE7WiBmSJXwwXs/H4Vp9tbZv2hEhMTo9d69Pp8ZOUVcDgnT8+si4yMPO5qTCUlJek3ySVuD4dz8jmSm4/7r6zkhISEMlmooaAdF6dfwd+Aw6WL/IHv3vp05xQi2BRFISYmhtatW9OmTRtSUlKIj48nNjaW+Ph4UlJSaNOmDa1btyYmJua4+T4ZPXq0XjaisgC4yWTi7rvvZsOGDRQUFOByudiyZQtTp04lPDy8Ruv54IMPUFVV9RrtVQAAyl1JREFUr61WEaPRyOTJk9m7dy8ul4tNmzbVavREqJhMJn3osha0q0+jkdLBupYtWwYta68idrude+65h9WrV5OdnY3b7ebAgQN8+umnXHzxxVVu6/XXX8+qVavIzc3F7Xazc+dOnnvuuRqPOJk5c2aNypHccccdbN++HbfbzY4dO7j//vuPm98PIf4pJGAnhKixa665hrPPPlu/cPvoo4/0Gmbbtm1jyJAh/Pnnn9jtdiZMmFBu/l69etGmTRuOHj3K//73PxISEiqtc1H6qe+x3Vj/9a9/0b59e3w+H5dccgkLFizQ6+IdOHCAO+64Q2/0MH78+HLBHm3ZP/30U5khaVdccYXe3XbUqFE899xzet2Q7OxsHn30UcaNGwcECjr379+/zDbOmDEDgLFjx+rZemeccYYeqJszZ06V2Xua5s2bc8899wAwadIknnjiCfLz8wHIyspi7NixehHpqVOnNurFkaIo+pCMJUuWMGLECPbt2wcEuta99tpr3HfffUAgONuqVSsgsF9NmjTB5/Nx6aWXMn/+fP0Y7ty5k6FDh+qBvOnTp4e0Fto/mTYcqMDpwutrmIplecUl+FVVv8EJtfj4eE455RQSEhIICwvD4XAQExNDWloazZo1O+7OHS3ro02bNsTGxuJwOHA4HMTHx9O2bVuaNm0a8t9p7abTh0K+v2E+H1WFHF8gSFeT7oRCNDRFUbDZbPqDgOTkZBITE4mJicFms0kg4gRlNptp1aqV/vfQYrEQFRVVZc1CjVa7MCoqSs9Yj4iIoFWrVkGviyeEEBU5vq5ihRDHNZPJxKeffsrpp59OVlYWV199NREREURERNChQweWL19OWFgYH3zwgd5mvjRFUcpk1F1//fWVXvCEh4eXqQEXFRXFnXfeCQRqkXz11Ve0b9+e3NxcbrjhBiIiIoiNjSUlJUXPPrvnnnuYPn16uWX36NEDCDS9iIyM1IOGBoOBjz76iPPOOw+Xy8XYsWOJjo4mLi6OhIQEpk6dit/v55prruH111/Xl1dcXMzIkSPxer20bduWqVOnllnf5MmT6dixI6qqcuONN9ao4+lTTz3F8OHD8fl8TJw4kdjYWGJiYkhISNCHG0yePJnrrruu2mWF2uDBg3nuuecwGAy8//77tGjRgpiYGMLDw7ntttsoLi5mwIABvPDCC/o8SUlJfP311yQnJ5OXl8fo0aOJiIggMjKSNm3a8PnnnwOBrMWaFEcWFYuMjMRoNKIC2UU1G5JdH6qqcrQwsJ6oqKiQZh+UZrFYaNq0Ka1atdKHt2kd/I5XNpuN5ORk0tLSSEtLIzExscGG2ZlMJj1olu1tmEy3Qr+C56/6dcdLTUEhxMnBZDLRvHlzUlNT9e6xx9YsdDgc2O12HA5HhbULjUYjqampNG/evMH+tgkhhATshBC1kpKSwo8//sgLL7zAeeedh81mw+Vy0aJFC2677TZ+++23KrtDXX755fr/VzYcVvPhhx/Sv39/IiIi8Hq9ZGVl6e+lpaXxyy+/8Nxzz9GjRw8cDgfFxcW0atWKUaNGsW7dOl544YUKn56+8sorXHXVVURHR+P1ejl69Kj+Xnx8PN9//z1vvfUWffv21euGpKamctVVV/H111/zn//8p0zm0EMPPcQff/yBoii88cYb5YYBWiwW3nzzTQwGA/v379cDj1Uxm8289957LF68mEsvvZS4uDiKiopISEhgyJAhrFq1qlxgsDHde++9/PLLL9xwww20aNGC4uJiwsPD6dmzJ2+++SZLliwp97l07dqVLVu28Pjjj3POOefgcDhwOp0kJSVx1VVXsXLlSr3jmagbg8Gg10zLyi+utJtqsOQVu/SGE41VaFzUjHZ8nKqBfF9oLwdVFQ57Aze44eHhJ0T9LyHEP4uiKERHR9OuXTuSk5PL1Sy0Wq3YbDasVmu52oXJycm0a9eO6Ojo4/pBkBDin0dRVbUBq5cIIU52zzzzDA8++CDdunVjw4YNjb05QtTIiwnXhnT5dx35T53n1Rq8VNbd2Ov1smPHDrxeLxE2C83jo0Jyw+Hx+dhxMBufXyUqKopmzZoFfR0ieFRVZd++fRQUFGBCpbXVjSlE96GHvUaO/BWw07pyVqS6c7kmcpbeXebfMRdXXAdUCHFyU1UVj8eD0+nE6XTi8XhQ/yrnYDabsdvt2O12zGazBOmEEI1G8nmFEA3G7Xbrw1XvuOOORt4aIU4OJpOJ5OTkQHCmxM3RQifxEY6grsOvquw/mo/Pr2I0GmvV+Vk0DkVRSE5ODgRzfT4yPSaamb0E+760yK9w5K9htwkJCcdNx14hxMlNURQsFote004IIY5HErATQoTUn3/+ycaNGzGZTMyZM4cdO3aQmpqqdwkVQoReZGQk0dHR5ObmcjC3EIOiEBsenMCJX1VJP5qnd6JNSUmR+j4nCLPZTFJSEvv376fAbyTDAylBDNoV+xX2uc1AoJh/QkJCcBYshBBCCHESkCtqIURIHThwgGuv/Xs4ocFg4JVXXpEaRkI0sOTkZLxeL4WFhWTmFOD2+mgSFYahHtEZt9fH/ux8iv8K1iUlJUkH0BNMdHQ0brebw4cPk+c34vNAstmLuR5BO1WFPL+BTI8JlcDwshYtWhx3HXuFEEIIIY5ncuUkhAiptm3b0qpVK6xWK507d+azzz7jkksuaezNEuKkYzAYaN68OREREQBkFRSz82A2RS53rZelqipHC4rZcTC7TLBOGk2cmBISEmjSpAkAhX4jO10Wcn0G6lLl2KNCusdEhseMSmDIWatWrSrtCC6EEEIIISomGXZCiJBKSkpi165djb0ZQgj+DtplZWVx+PBhXF4fuw/nYreYiAt3EGm3YjBUnlrl8frIKSohu8iJ1+cHAsMqU1JSCA8Pb6jdEEGmKApNmjTBarWSmZmJz+cjw2MmS/ETa/QRZfRjrCLjTlXBqSrkeI3k+Q2oBCaOiooiKSlJhkgLIYQQQtSBXEEJIYQQJxFFUUhISCAiIoKMjIxAhzy3l/3Z+QBYzUbsFjNmowEFBb+q4vb6cLo9eP4K0mliY2Np2rQpRqOxMXZFBFlUVBRhYWEcOHCAvLw8XKqBA14DB70qVkXFbgj814CKCnhRKPErOP0GvPwd0dMancjwaCGEEEKIupOAnRBCCHESstlspKWl4XQ6yc7OJi8vD1VVcXl8uDy+SuczmUzExMQQGxsrwxz/gUwmE82aNSMhIYHs7Gxyc3Px+/2UqAollZ8WANjtdmJjY4mKipJ6dUIIIYQQ9SQBOyGEEOIkpSgKDocDh8NBUlISTqeTkpISnE4nPp8PVVUxGAyYzWZsNht2ux2bzYYSrDai4rhls9lITk6madOmFBcX6+eF2+1GVVUURcFgMOjnhcPhkGZCQgghhBBBJAE7IYQQQmA0GgkPD5dadKIMo9FIRESE3qxECCGEEEI0DAnYCSGEEEKIf4SYi+c29iYIIYQQQgSFFBgRQgghhBBCCCGEEOI4IgE7IYQQQgghhBBCCCGOIxKwE0IIIYQQQgghhBDiOCIBOyGEEEIIIYQQQgghjiPSdEIIIYSoxr8WfdPYmyCEEEIIIYQ4iUiGnRBCCCGEEEIIIYQQxxEJ2AkhhBBCCCGEEEIIcRyRgJ0QQgghhBBCCCGEEMcRCdgJIYQQQoh/hJyld5Oz9O7G3gwhhBBCiHqTphNCCCGEEA3A7/dTXFyM0+nE6XTidrvx+/0AGAwGrFYrdrsdu92Ow+FAUZRG3mIhhBBCCNFYJGAnhBBCCBFCbreb7OxscnJy8Pl8lU5XUlJCXl4eACaTidjYWGJiYjCbzQ21qUIIIYQQ4jghATshhBBCiBDw+XwcOnSI7Ozsv1/zeDn6506ObNnO0T934C4sAsAaGUF8+7Y06diemLSWeIHDhw9z5MgR4uPjSUhIwGCQSiZCCCGEECcLCdgJIYQQQgRZYWEhGRkZeDweAPLSM9j0wads/ewrSnLzqpw3rGkCna4aRKehgwlLiOfIkSMUFBSQkpKC3W5viM0X4h+nZcuW7N27V//3W2+9xejRo2s0r9vtpmnTpuTm5gLQunVrduzYEYKtFKJm9uzZQ6tWrQCYNm0aDz/8cCNvkRAiFORRrRBCCCFEEOXk5LBnzx48Hg8ep5PVT8xm4WXXsvHt96oN1gEUHTrCj/PeYH7/K/nxpTfwebyUlJSwa9cuCgoKGmAPhPjn++yzz2o87YoVK/RgnRBCCNFQJGAnhDghTZkyBUVRaNmyZWNvSo3s2bMHRVFQFIVVq1bVed6lS5eWe//gwYO88MIL5V7v3bs3iqIwbNiwum72camyz6O6z0mIhpCTk0NGRgYAB3/bxPtXjuL39z5C/au5RG34vV5+nPcGH464hexde1BVlb1790rQTogg+OabbyguLq7RtB9//HGIt0YIIYQoTwJ2QghxAnv33Xc55ZRTeO+99xp7U4Q46WnDYAH2/fAjn91yD/n7M+q93Kxtf/DJDXdweMv2wLL37aOkpKTeyxXiZNSkSRMAnE5njR7u+Hw+Fi9eDIDVag3ptglRUy1btkRVVVRVleGwQvyDScBOCCGOc2azmXbt2tGuXTvCw8PLvLd8+fJKs22aN29Ou3btSElJaYjNFOKk5vP5ymTWfX3vv/GWuIK2/JLcPD7/11hy96ajqioZGRmoqhq05QtxsjjttNP02l+ffvpptdN///33ZGVlERMTQ9euXUO9eUIIIYROAnZCCHGcS0lJYdu2bWzbto3zzz+/xvMtWLCAbdu28cwzz4Rw64QQAIcOHdJr1n3z7yl4ncHPgCvJyWX5xKn4fT6cTidZWVlBX4cQJ4MrrrgCgC+//FJvDFMZbTjsoEGDMJvNId82IYQQQiMBOyGEEEKIenC73WRnZwOw/tl55O/PDNm6Dv2+mV/nvw/A4cOH8fl8IVvXsbxeL7m5uRw9epTs7GyKi4sly0+ckK688koAcnNzq6wr6/f79Sy8oUOH1mjZ+/bt4/7776dTp06Eh4cTHh5Op06dGDt2bJkutZX56quvGDVqFG3btiUyMhKLxULTpk3p27cvc+fOrXA4fOkarv/9738pKSnhqaee4swzzyQyMpLIyEi6devG888/j9vtrtF+VObo0aM88sgjnHnmmURFRWG322nbti233XYbmzdvLjd9YWEhrVq1QlEUDAYD69atq3C5L730kr4Pt9xyi/76sTWLN2zYwKBBg0hISMBqtdKuXTvGjx9f6QMMbf727dvj8Xh44IEHSEhIwOFw0KFDB15//fUy0xcVFfH0009z7rnnEhsbi81mo0WLFlx//fWsX7++ys9m586d3HvvvXTs2BGHw0FYWBhpaWnccMMNrFy5stL5XC4Xc+fOpXfv3sTGxmKxWEhMTOSiiy6q0TGfPn16hcv1+XwsXLiQgQMH0qRJE/1cGjhwIO+88w7+Smqrlv7MALZu3cott9xCy5YtsdlsNG3alKuuuorvv/++ys9DCFF/ErATQhy3Dh8+zMMPP0ynTp0ICwsjMTGR0aNHs2fPnmrnLSoqYubMmXTr1o2oqChsNhtpaWncfPPN/N///V+F82hNGubOnUt+fj4TJ06kQ4cO2O12YmNj6d+/v17HpiJ+v5/333+f3r17k5CQQEREBD179qxyyE3pC67s7Gzuv/9+4uLiCAsL47TTTuPHH3+ssJnC22+/jaIozJ8/HwhcwGrTHLs/lTWd2LJlC2PGjKF9+/aEhYURERFBt27dmD17dp0u6FVV5aOPPuKyyy6jWbNm+gXnFVdcUeWF6tatW7n11ltJS0vDZrMRFRVFt27dePLJJ6W4vjghaMG63H37+b9Fn4R8fT++/CaugkJUVW2QzpUul4v9+/ezfft29u/fz4EDB8jMzGTXrl3s2LGD7OxsCdyJE8q5555LYmIiUPWw2PXr13PgwAEiIyPp379/tct95513aNeu3f+zd9/hURVfA8e/d5PsppdNAiGBEJogL00RpIuAEHpRrIAI/kAFREEUQUSRothQQSkqTaWHIgoISBGRpoCUUIIBAqSR3tve9491rwnZTQIkJMD5PA8Pyd6ZuXNLkrtnz8zw6aefcvLkSdLS0khLS+PkyZPMmjWLunXran+3r5WcnEynTp3o0aMHS5cuJSwsjJSUFHJycoiJieHXX39l1KhRtGzZssif+9jYWJo1a8b48eM5fPgwKSkppKSkcPDgQV555RXatm1LampqscdizdatW6lduzbvvfcehw8fJjk5mczMTMLCwliwYAGNGjVixowZBeq4urqyYMECwPyc8OKLL5Kbm1ugzPnz53n99dcBqFGjBp9++qnV/a9evZq2bdvy448/cvXqVbKzszlz5gwzZ86kcePGhIaGFtn/5557jk8++YSrV6+SkZHBqVOn8PX11bYfOXKEevXq8frrr7Nv3z4SEhLIysri4sWLfP/997Ru3ZqRI0da/aDk559/pkGDBnz++eeEhoaSkZFBeno64eHhLFmyhA4dOjBs2LBCvyvj4uJo2bIlo0aNYteuXSQkJJCTk0N0dDTbt29n1KhRNGjQoETB3vwuX75M69atGThwIJs3byY2Nla7lzZv3sygQYNo2bIlUVFRRbYTEhJC06ZN+eabb7hw4QJZWVnExMQQEhJC+/btmTlz5nX1SwhxfSRgJ4SokI4ePcp9993HtGnTOHnyJDqdjqSkJBYvXkzjxo3566+/bNY9deoUjRo14o033uDgwYOkpaXh6OhIeHg43377Lffddx+zZs2yWf/y5cs0adKEGTNmcPr0aRwcHEhISGDr1q306dOHd999t1CdzMxM+vfvz9NPP82uXbtITEzEzs6OPXv20K9fPyZNmlTsMT///PN8+umnpKenk5OTQ3h4OPfee6/Vsk5OTlSuXBlHR0fAPM9d5cqVqVy5crH7AfMn2ffddx9ffPEFp0+fxt7enszMTA4ePMjYsWNp1aoVCQkJJWoLICkpiV69etG/f39++uknrly5grOzM9HR0axbt44OHTowZcqUQvW+/PJLGjZsyNdff014eDj29vZkZ2dz8OBB3nzzTRo1asTx48dL3A8hbjWTyaT9rBxfsRZuQeAqNyOTU+t/BijzYFlqairnzp0jMTERVVXRKQqOegf09naAOZh35coVIiIibGZrCFHR6HQ6+vTpA8D69ett/gxZhsP27NkTvV5fZJshISE8++yzZGZmEhgYyMcff8yePXv4/fffmTVrFtWrVycrK4vBgwezbt26QvWfffZZtm/fru1vxYoV7N27l82bN/PBBx9oi2UcOXKE6dOn2+zH//73P44fP06fPn1Yt24d+/btY8GCBVSvXh2AAwcO8P777xd5LNbs37+f7t27k5iYiLe3N++++y47d+7kjz/+YMGCBTRo0ACTycSECRMKPWN16tRJy5o7duwYn332mbZNVVWef/55UlNT0el0LFq0CDc3t0L7j4uL49lnnyUvL4+RI0eyc+dOtm3bxpAhQ1AUhStXrvDwww/bDGaePXuW77//nvbt27Nlyxa2bNnCiBEj6NatGwDh4eG0b9+eS5cu4eLiwrhx49i6dSv79+9n6dKl2pQkc+bMYezYsQXajo+P55lnniEzMxM/Pz8++ugjtm3bxu+//86CBQuoU6cOAAsWLGDZsmUF6r766qscPnwYgKFDh/Ljjz+yb98+1q9fT//+/QFz5t7//ve/klwmAFJSUujatSv79+8HoHPnzqxcuZJ9+/axcuVKHnnkEcB8L3Ts2NHmaslRUVE888wz2NvbM2nSJHbt2sXOnTsZO3YsdnbmvwETJkzg1KlTJe6bEOI6qUIIUcGkp6er1atXVwG1Vq1a6s6dO1VVVdXc3Fw1JCRE9fX1VQEVUKtXr16gbnx8vFb3wQcfVHfs2KFmZ2erqqqqly9fVl999VVVURQVUFeuXFmg7kMPPaQCqk6nU41Go/r111+rqampqqqq6rFjx9SGDRuqgGpvb69GREQUqDtu3DgVUO3s7NSZM2dq9c6cOaM+8sgjWn8BdceOHVq98PDwAtveffddNScnR83KylL/+OOPQmU2bdpUYL/PPvusdqzXshzPE088UeD1LVu2aO317NlTPXXqlKqqqpqdna0uXLhQNRgMKqAOGDCg2Gtl8fTTT6uAqtfr1Y8//lhNSkpSVVVVIyMjtW2AunXrVq3OmjVrtPP98ssvqxcuXFBVVVXz8vLUPXv2qM2aNVMBtVq1amp8fLzVc5b/fBR1nm5W7jbPMv13MwICAtSAgIBSOlJxvZKTk9Vjx46pR/76Sx3tEaAOx+2W/Btfs6F67Ngx9dixY2pGRkaZHFt6erp6/Phx9dixY+qp0JNqfGSEmpccp6qp8aqaGq9mxEerEeHntH5cvHhRNZlMN7y/0riX4zeNUOM3jbipNsSdyfJs0LFjR1VVVfWXX37R/mZY/t5eKzAwUAXUtWvXqqr639/VWrVqFSiXkpKiGo1GFVCbNWumJiYmFmorMTFRve+++1RArVSpUoGf26NHj2p9efrpp6325fLly6qbm5vV/Vt7lrjWpUuXVFdXV6vPTsXJy8tT69atqwJqzZo11UuXLhUqk5mZqQYHB6uAajAY1MjIyALbk5KS1KpVq6qA6urqqj1HffXVV1q/x44dW6jdyZMna9sVRVFXrFhRqMznn3+ulXnttdds1q9Tp47N35eWZzWj0ageO3as0HaTyaQOHTpUa+vPP//Uti1cuLDIeykqKkr18fFRAbVTp04Fzpler1cBdfjw4Vb7NXDgQK3t/Oc9/zV/7733CtSZMGGCtm38+PFW233ttde0Mm+88UaBbfnPmZubm3r8+PFC9WfNmqWVmTx5stV9CCFunmTYCSEqnDlz5nDhwgWcnZ3ZunUrDz30EAB2dnb07duXn376Sftk71offvghFy5coEmTJuzatYv27dtrk0T7+/vzySefMHr0aADeeOMNqxkhJpOJFStWMHToUFxcXABo0KAB3377LWCex2nr1q1a+cjISO3T5OnTpzNu3DitXp06dfjpp59KtLJcixYtePvtt7G3t0ev19OiRYuSnK7r9uqrrwLQoUMH1q1bR926dQFzlt7gwYO14Q3Lli0jOjq62PYOHjzIDz/8AMD8+fMZM2YM7u7uAPj5+bFkyRKaNWsGoJ2n3NxcrR8zZszgs88+IzAwEDBnPrRu3Zrt27dTrVo1IiIiisyIFGUjLy+P7Ozs22qoY25uLjk5Obe0zxkZGQBcPR1GZlLyLdtvwj/nSY8zD8W1Nr9RaYiKikJVVfQO9tTy98XLzQWd7r9h9456B6r6euFn9ADMmba2MjWEqGgefvhhvLy8AOvDYg8ePMjFixdxdXUlODi4yLYWL16sDY1fsGABHh4ehcp4eHjw+eefA+YpP1avXq1tO3nyJLVq1cLBwcFmRr6/v7+W5WVZkdqaKlWqMHHixEKvBwQEaMN6L1y4QFpaWpHHlN+mTZs4ffo0AJ988onV1ecNBgPz5s1DURSysrIKzQ3n7u7OvHnzAHPm7muvvUZERIQ2FPb//u//mDZtWpH9GDhwII8//nih10eNGkXr1q0BWLhwoc1s30GDBmkjE/I7ceKE9lz39ttv06BBg0JlFEXh008/xdPTEzCPELDIP6y0Vq1ahepWrlyZd999l/HjxzN48GDt9YSEBG0KEmv1AF577TVGjBjBJ598YvPZN7+cnBxmz54NQOPGjW2e0/fff5+GDRsC5lEXtv6OvPjii/zf//1fodcHDx6sTcNibe5CIUTpkICdEKLCCQkxzwH1+OOPU6NGjULbmzVrpg1huJZlbpjBgwdjMBislhk2bBhgHv5gGYaQX1BQEJ06dSr0etOmTbU28weyfvzxR3JycnB2dmbkyJGF6jk4ODBhwgSrfcmvS5cuxZa5WaGhoZw8eRIwD2PQ6Qr/GXjuued48803mT9/Pvb29sW2aXnTERgYyKBBgwptt7OzY8aMGUyfPp0XXngBgB07dnDx4kUAhg8fbrVdNzc3nnrqKeC/e0KUPVVViY6O5tSpU5w5c4bTp0/f8HxHt4rJZCIiIoJTp05x+vRpwsLCyMrKuiX7trzJiT1564cExfy7T0vQsDRlZmZqb+j9vT2xL+KNoo+HK84G83BBS9BCiIrO3t6enj17AtYDdpbhsN27d7ca5MnPMr+st7c3jRs3tlmuVatW2nDP/ItdPPnkk4SFhZGZmalN9G+NZdqLon6/tW/f3mZgJ/8z1fX8XrccH0DHjh1tlgsMDNSm8rC2mEe3bt2054QVK1bQo0cPUlJScHBwYMmSJTaf2yxsPS8AWrtxcXHaUNBrNW/e3OrrJT0+Nzc3WrVqBRQ8PssHn2B+dv37778L1X3ppZeYMWMGzzzzjPZapUqVtADgjBkzWLZsWaE5hBs1asTs2bN59dVXtXkXi3Lw4EGSk80fHg0ZMsTqcx6Yn80sw5STk5M5ePCg1XK2zoeHhwdGoxG4vntJCHF9in8nJoQQt5CqqtpDg+WhyJr27dvz448/Fnjt4sWLXLliXp1x8uTJhSY+tubkyZOFst9szRunKAru7u7ExsYWeKCyPBg2adIEZ2dnm/0tTv4HvrLy559/AuYsNlvn183Nrcj5cWy12bp16wKLXuTXsWPHAg99f/zxh/Z1UcdtCUSEhoaiqqrN9kXpSUxMJDY2Vvs+NzeXixcvUrt27WLncCovUVFRJCUlad9nZWVx4cIF6tSpU+b3jOWN89Uz58p0P9bEnQ4jqG2rMglOWs6nwcEeF8fir7vR3YX02GySk5MxmUw23yQKUZH069ePJUuWcPbsWU6cOFEgk8gSsCvJ6rBHjx4FzMGikv7OCQ8PL/Sa5efGZDJx6dIlwsLCOHPmDEePHmXv3r1aIKioLGLLXHXWWLL/gUILPxTFcnyA1fnlrLF2fGDOtP/ll1+IiorSjmfSpEncf//9Rbbn4ODAAw88YHN7kyZNtK/PnDlDy5YtC5WxlhkIBY/PknVWnPyLQHTv3p26dety+vRpdu7cSePGjalVqxbBwcEEBwfToUMHq8+HOp2OV199lcmTJ5OQkMDTTz+Nm5sbHTt2JDg4mK5du2qjD0rK8qEsoI1usCV/APPkyZO0bdu2UJni7qe4uLjrupeEENdHAnZCiAol/x/+ohZQqFq1aqHX8g9JSEpKKvAG3hZrCysU9TCa/2HawpJtV1R/jUYjTk5ORWbCWBtCU9osffXw8MDJyalU2yzJJ78W+a9VSYbd5uXlkZKSog21FWXH8nPj6uRIZaMH5yNjyTOZSE1N1T5Nr2gs2QQ+Hm64OjlyPsocVM/MzCy1+9wWy++C7OsYXlZaslPTCvShNOXk5ADgbNCXKABhybBTVZW8vDwJ2InbQpcuXXBxcSEtLY21a9dqAbujR48SFhaGs7OzzYz+/OLi4q5739YWR1i9ejVz585l7969Vp8XdDpdsT/v+YNy18r/s3w9UweU1vEBeHl5MWPGDJ577jnA/Hw0fvz4YtszGo1Ffmjk4+OjfW3rucLWM8SNHF9ubi4pKSm4ubmh1+vZvHkzzz77LLt37wbMC0XMmTOHOXPm4OTkRPfu3Xn11VcLfVj61ltvkZWVxYcffkhOTg4pKSmsW7dOW5jk/vvvZ+jQoQwbNqxEox7yH4tloRJb8m+3lR1dkvvpdpo6Q4jbjQTshBAVVlEPAJZ56fLL/xC7efPmGx5ieqMZOcU9sDg4OBQZsLsVb3Atb8LLu03LtfLz8yMyMrK0uyRuguX+N6kquXl52n19O2Q35plM5OTllXc37ijyNkzcyRwdHenatSurV69m7dq1vPXWW8B/2XXBwcE2M+fzs3zQ2LhxYxYtWlSifef/MMFkMvH000+zYsUK7TU7Ozvq1KlD/fr1eeCBB3j44YdZsGCBNp/urWQ5Pl9fX3755ZcS1SlqvrXly5drX8fHxzN//nxGjBhRZHvFBavyPwNae0YE23/H8meIHTx4sESBMaDAvREUFMSuXbvYv38/K1euZOPGjZw5cwYwjxZYvXo1a9as4YMPPmDcuHFaPZ1Ox7Rp0xg1ahQrVqxg/fr1/P7779pIjr/++ou//vqLpUuXsnXrVlxdXYvs0/UEz/Ly/b28Hf7GC3E3koCdEKJC8fb2xsHBgZycHG14qzUxMTGFXsv/6WpERESZ9M+aKlWqABTZ34yMDFJSUm5Vl2yynKOkpCQyMzNtzstz5swZfH19tQm5i2vz9OnTBbLmrpWens7ly5cJDAzEYDBo/bh69SoZGRllngUlSs7T05OUlBTSM7O4EGUeamlnZ1fiYVDlwdPTk6tXr5KQkkZCijnrzNHRsdh5p0qDJdDu6H7rz4/h332WRbDfksmSlplVouHoqZnme0VRlBJNjC5ERdGvXz9Wr17NX3/9xYULF6hevbo2b2pJhsOCOWssOjqajIyMAkMzS2r27NlasK5Fixa88847tG3btlCwsLwWYLI8C6SmptKoUaOb+p3z7bffsmXLFsCc7Z+UlMT48ePp0aNHkcMvExISivxdlH8qh+vJ+AcKPOsEBARoz3U34sEHH+TBBx/k448/5sKFC2zZsoU1a9awdetWVFVl/Pjx9O3bl9q1axeo5+fnx+jRoxk9ejRpaWns3LmTjRs3snz5chITE9m3bx8zZ85kypQpRe4/fyZ8bGyszcUsLNut1RNCVBwyXkEIUaEoiqKtjrpjxw6b5fbs2VPotVq1amkPHPknEL7Wjh07CAwMpG3btoSGht5kj9HmSTl69KjVIbYAe/furRBDBizz9ZlMJvbt22e1TFZWFvfddx9Go5G5c+eWuM0//vjD5jGuWbOGe+65B1dXV1JSUrR5VXJzc9m+fbvNtocPH079+vULrKomypaHhwdVqlTRgi4Gg4Hq1auXOOOgPFSuXBlvb2/tjZyLiwvVq1e/JRkDlqCgT906Zb6va/nUu6dAH0qTZSL0nNw8UjKKXoVWVVXik9O0ejIcVtxOunfvri128OOPP3LmzBlOnDiBo6MjPXr0KFEb9evXByAsLMzmUFAwZ6S/++67LFy4kCNHjmivW1ZP9fLy4pdffqFLly5WM/tu5YeR+VmOLyMjg+PHjxdZdubMmSxYsIDff/+90LYrV64wduxYwLyYwvbt27GzsyM1NVVbAMGW9PR0wsLCbG7/66+/tK8bNWpUZFvXshwfYHPxBYt58+bx1VdfFcg0zM3NJTQ0VJvT16J69eoMGzaMLVu28NFHHwHm56/8dSMjI9m+fXuBLD8XFxe6d+/OV199xeHDh7UPzIp6trXIv8Jtccdy4MAB7etbMY+yEOL6yROVEKLCefrppwFYt26d1VVcz5w5o61Mmp+iKNqqouvWrbP6sJiTk8OkSZOIiIggIiKiVB5Q+vTpg5OTE1lZWUybNq3QdlVVS7QAxo2wBFXySjgMsEmTJtoxz5w502qZJUuWkJ6ejk6nK9Gw4ieeeAKA8+fPs3LlykLbTSYTCxYsAKBt27a4ubnRuXNnfH19AfNk05aVNvP7+++/WbhwIaGhoVSrVq1ExydKh7e3N/Xq1aN+/frUqVOnREPCypOiKFSpUoX69etTv359atSoYXNIVGmzBMt869/6NzuV/q9egT6UJr1er71JvHI1kewc65OKq6pKdEIymdnmofGSpSFuN+7u7tqiSBs2bNDmDuvcuXOJM4sfeeQRwPz37ptvvrFZbtmyZbzzzjsMGTKkwHPMuXPmRWtq1aplc5/h4eEFAiy3cqJ/y/EB2t9za3bv3s0bb7zBsGHD+Oqrrwptf+GFF0hMTESn0zFv3jyaNm3K6NGjAdi2bRtff/11kf1YtmyZzW3fffcdALVr1y6weEhJlPT4wsPDGTFiBC+99FKBTLeOHTtSv379IjMy8z9PWZ55Fi5ciL+/P506dbL6QTSYh9pantusPStdq2nTptoHLgsXLrQ556HJZGLhwoWAOUBoawVdIUT5koCdEKLCef7552nSpAk5OTkEBwezfv16TCYTqqqybds2HnnkEZsPLRMnTqRSpUrk5eXRvXt3Fi9erK2geO7cOR577DEtkDd16tRSyQQxGo289957AHz88ceMGzdOy7S7dOkSTzzxRJFZZDfDMowjPDy8wNAGWxRF4YMPPgBg06ZNPP3001y8eBEwf3K+YMECXnnlFQCGDBlCjRo1im2zVatW9O3bF4DnnnuO+fPna3P1RUREMGDAAH777TcUReHdd98FzHP3WIKYR44coWPHjtqn47m5uWzcuJGuXbuSk5NDQEAAI0eOLOkpEaVEUZTbLlOqPPpsGc7tXbsmzj7et2y/vvfeg6OHe4E+lDY/Pz/s7OzIzTNx7kossYkp5P774YCqqqRmZHIhOo6rSamAOdArw9vF7ahfv34A7Nq1i++//x4o+XBYgKFDh2r3/jvvvGM1s+nChQu8/vrrgHmOtf/973/aNm9v8++OEydOcOnSpUJ1Y2NjeeqppwoE6fKvVl/WHn30Ufz9/QH46quv2LhxY6EyiYmJDB8+XPv+2jnpvv/+e3788UfAnD1vGU3x7rvvaguJjR071urxW8ycObPAiq4Wn3zyiTZq4EaeF1q2bKmNFti4caPV0QXZ2dkMHjxY+4A0//F17doVMH9waWtkQv4PNC0r4j7yyCPaB6+TJk2yGoQ9deoUx44dK1CvKAaDQbsOhw8f5u2337ZabuLEidoqvcOHD5ff3UJUULfXk7gQ4q5gb2/P+vXrqV+/PjExMfTp0wdXV1fc3Nx45JFHiI6O5qWXXrJat0qVKvz888/4+/uTlJTE4MGDcXNzw93dndq1a7NhwwYA3nvvPQYMGFBqfX711Vd5+eWXAfjoo4/w8fHBaDQSGBjIqlWrePHFF7UhN6WpdevWgHlVMH9/fzw8PIqcSw+gd+/ezJo1C51Ox7Jly6hevTpeXl64uroybNgw0tPT6dKlC59//nmJ+7Fo0SI6dOhARkYGw4cPx93dHQ8PDwIDA1m2bBn29vbMnTuXtm3banWGDh3KtGnTUBSFvXv30rRpU9zc3HB2dqZnz55cuXIFo9HIzz//XOQKvEKUJxcXF+zt7dHZ21P/0Z63bL8NHjcHGBwdHYtcOfFmWIZD29nZkWcyEZ2QzKmLUZy6GEnoxUjOR8WRmmH+QMTLy+u6540SoqLo3bs3dnZ2ZGdn8/fff6PX6+nVq1eJ61eqVEmbXy41NZV27doxbtw4fv31V3bv3s1HH31E8+bNtdVLJ02aVGC+NkvAMCMjg/bt2/PNN9/wxx9/8MsvvzB58mQaNmzI/v37C+zTsjr2raDX6/nmm29QFIW8vDz69OmjDfX8/fff+eqrr7j//vs5deoUYP7AzzJdCJjnHbZk0vn5+RUYdeDq6qo9byQnJxcI+l0rLS2Ndu3aMX36dO38DBw4UBtm26RJk2IXr7Dlm2++0bKVX3zxRR5//HE2bNjAvn37WLx4Mc2aNdNWgO3UqRNPPvmkVnfYsGHaiqsjRoxg8ODBrF27lv3797NhwwYGDx7M1KlTAfMche3btwegatWq2mq5e/bsoWnTpnzzzTfs2bOH7du38+GHH/LQQw+RlZWFXq9nzJgxJTqWSZMmUa+eOQN72rRpdO3alTVr1nDgwAHWrFlDcHAw77//PgD33nuv1jchRMUjATshRIUUGBioTbDbuHFjdDodBoOBXr16sW/fvgKBn2s1bdqUkydPMm3aNB588EGcnZ3JyMigSpUqPProo+zYsUNbCa606HQ6PvvsMzZt2kTXrl3x9fUlMzOTxo0bM2/ePL788stS3Z9F3759+eCDDwgKCkKn0+Hs7MyFCxeKrTd69Gj++usvnn32WapXr056ejqurq60bduWb7/9lk2bNl3Xp63u7u788ssvLF68mA4dOuDu7k56ejr+/v48/fTTHDx4kGHDhhWqN2HCBA4fPsyQIUOoWbMmubm52NnZUb9+fcaNG8eJEyeuey4aIW4lRVG0TNcG/fugsy/7BRcM7m7c070zYM7wLcu5+pydnalduzY+Pj5aJkhungmTyTxfpYuLC4GBgfj7+8sqg+K25ePjU+C5olOnTnh4eFxXG8OGDWPWrFk4ODiQmZnJRx99RMeOHXnooYcYN26ctljWmDFjCj2DTJkyRZtH7dy5czz//PO0atWKLl26MGXKFKKjo6lbt66WzQ9owbFbJTg4mBUrVuDi4kJeXh4LFiwgODiYNm3a8NJLLxEeHg7Ak08+WWg47EsvvURcXBxgXjjj2nPbt29fevY0f+Dx888/s2TJEqt9eO2110hJSWHixIna+bEMhW3RogVbt2694flWGzduzObNm7VFsVatWkXv3r1p2bIlgwcP1rLRHn74YVavXl3g953RaCQkJARPT09MJhOLFy+mX79+tGjRgt69e7N48WJMJhMNGzbUFjSxmDVrFg8//DBgngrk+eefp23btnTq1InXX3+dmJgYnJ2dWbJkSYmfh1xcXNi+fbuWNbh582Yee+wxHnzwQR577DFt0Y/27duzY8cOya4TogKruDNICyHuem5ubowbN45x48YV2takSZMCn25ey8PDgwkTJjBhwoQS72/nzp3FlilqJVQwP9AGBwdb3WZtGG9QUFCxi1EUV+b111/XhtnkV9zxNG7cmEWLFhVZ5nrY2dkxaNAgBg0adF31GjduXOScP9eydT5Kci6FKAtGo5HY2FhcK1fivucG8OeCxWW6v5avvIiDkyM6nU6bq6gsOTg44OfnR6VKlUhPTycvLw9FUco0u0+IW61fv37a383rGQ6b3+jRo+nRowdffPEF27Zt48KFC2RnZ+Pn56cFtiyZ8fl5eXmxb98+PvroI0JCQjh37hy5ubl4eXlRv359+vfvz+DBg8nIyGDKlCnk5OSwatUqLVPrVunfvz9t27bliy++YNOmTfzzzz+kp6fj4+NDixYtGDp0KN27dy9QZ/Xq1axZswYwPyNZ5r291uzZs/n1119JS0vjlVdeoXPnzoWydkePHk3Xrl2ZMWMGBw4cwN7envr16zN06FCeeeaZm5679KGHHiIsLIwvv/ySH3/8kdOnT5OcnIyXlxf3338/gwYN4qmnnrL64UTr1q0JDQ3liy++YPPmzYSFhZGeno63tzcNGzakf//+PPfcc4X66OLiwrZt2/juu+9YtmwZR44cIS4uDicnJ6pXr05wcDAjR44kMDDwuo7F39+f/fv3s2TJEpYtW8bRo0dJTEzEz8+Pxo0bM2TIEHr27CmregtRwSmqvLsRQgghipS33atM27fraH114ZKwzP1T1Lw/ouxFRUVx9epV8nJyWPnEc8Sd/adM9lOtZTN6z/8MME8BYJn76k5QGvdywmbz/FVewbNLpU9CiPL1zjvvaPPfRkREaL8nhBDibiBDYoUQQgghblKlSpUwGAzYOTjQ+YMpGNxLtrrk9XD1q0zH9yYC5qwMWZFVCCGEEOLOJQE7IYQQQoibpNPpqFq1Koqi4F2nJr3mflqqQTtXv8r0+fpzXCtXws7OjoCAAJkzTgghhBDiDiYBOyGEEEKIUuDk5ES1atUAqNywPo99N59K9evddLtVWzzAY9/Nw7N6NXQ6HdWrV5e544QQQggh7nASsBNCCCGEKCXu7u4EBgaaV4+tUZ3Hvl9Ai1HDsTNcf4BN7+ZK+7dfp8+C/zLrgoKCcHZ2LoOeCyGEEEKIikRWiRVCCCGEKEXu7u7UqlWLS5cukZmZyQPDnqXBE30JXfcTJ1atI/FCRJH1ferWocETfanbvQsOzk6Aec66gIAAyawTQgghhLhLyCqxQgghRDFklVhxI1RVJTY2ltjYWPI/bqVGxxJ78hRXz4SRnZoGioKjuxs+9e6hUv26OBn/u990Oh2VK1fGaDTe8XPWySqxQgghhBD/kQw7IYQQQogyoCgKlSpVwmg0kpiYSHx8PNnZ2bhW9sW1si81Hm5rs66joyNGoxFPT090OpnBRAghhBDibiMBOyGEEEKIMmRvb4+Pjw/e3t5kZWWRkZFBRkYGWVlZWuadTqfDYDDg5OSEk5MTer3+js+oE0IIIYQQtknATgghhBDiFlAUBUdHRxwdHfHyKtth1kIIIYQQ4vYmYyyEEEIIIcQdwSt4tsxfJwo5f/48iqKgKApTp04t7+4IIYQQJSIBOyGEEEIIIYQQQgghKhAJ2AkhhBBCCCGEEEIIUYHIHHZCCCGEEEKIO1ZQUJC2wIsQQghxu5CAnRBCCFGMlB3Dy7R9z45l2rwQQgghhBDiNiNDYoUQQgghhBBCCCGEqEAkYCeEEEIIIYS4YxW1SuzgwYNRFIXg4GAA9u/fz5NPPknVqlUxGAxUrVqVgQMHcvTo0ZvqQ2pqKtOmTaNJkyY4Ozvj7u5O69atWbJkCQAvvPACiqLQvn37AvXeeecdFEWhXr165OTkMHbsWHx9fXF2dubee+/l66+/LlA+KSmJ999/nxYtWuDl5YWjoyPVq1fnmWeeYffu3Tb71759exRFoXbt2jbL7NmzRzuPixYtKrDNch4t/d+8eTMdO3bEy8sLJycnGjVqxPTp00lLSyv5SRNCiLucDIkVQgghhBBC3PW++OILXn31VfLy8rTXLl++zHfffceyZctYunQpTz311HW3e+nSJTp16sTp06cLvL5371727t3Lhg0b8PT0LLad5557ju+//177/tSpU/j6+mrf//bbbzzxxBNERkYWqHfx4kV++OEHfvjhB4YOHcpXX32Fg4PDdR9HSc2aNYsxY8YUmDfw2LFjHDt2jO+//56tW7fi7+9fZvsXQog7hQTshBBCCCGEEHe1v/76i61bt+Lj48Nrr71G69atSU9P54cffmDhwoXk5eXxwgsv0KVLF4xGY4nbzcrKKhCse+aZZxg4cCBubm78/vvvvP/++6xZswa9Xl9kO2fPnuX06dO0b9+eN998E4ANGzbQrVs3AP7++2+6d+9OSkoKdnZ2DB06lH79+uHh4cGxY8f46KOPOHPmDN988w15eXksXLjwBs9U0U6cOMFvv/2GwWDgtddeIzg4mOTkZBYsWMDatWs5efIknTt35siRI9jby1tRIYQoivyWFEIIIYQQd4SEzSO1r72CZ5djT8TtJjY2loCAAA4cOFAg+6tTp054eHgwa9YskpOT2bBhA4MHDy5xu5999pkWrPv4448ZM2aMtq1Vq1Y8+uijtG7dmqioqCLbMZlM1KlTh02bNuHo6AhA586dte0vvviiFqxbv3493bt317a1aNGCZ555hq5du7J7924WLVrEE088oQ0DLk1Xr17FYDCwdetW2rRpo73etWtXxo4dyyeffMKJEyeYN28eI0aMKPX9CyHEnUTmsBNCCCGEEELc9SZOnGh1qOaQIUO0r0+cOHFdbc6ZMwcwB+fyB+ssatasyaxZs0rU1qBBg7RgXX4HDhxg7969ALz00ksFgnUWzs7OfP/991om36efflrSQ7hub7zxRoFgncX7779PjRo1AArNvSeEEKIwCdgJIYQQQggh7nodO3a0+rolyATmxSNK6tixY1y8eBEwB9tsefTRR/Hy8iq2vebNm1t9fdu2bdrXzz//vM36VatW1YJ5u3fvJjs7u9h93ohhw4ZZfd3BwYEnn3wSgCNHjnDlypUy2b8QQtwpJGAnhBBCCCGEuOtVr17d6usuLi7a17m5uSVu7++//9a+vv/++22Ws7e357777iu2vYCAAKuvnzx5EgAnJycaNGhQZBuWoF9mZibh4eHF7vN6BQYG2uwnQJMmTbSvz549W+r7F0KIO4kE7IQQQgghhBB3NTs7OwwGg9VtiqJoX+df+bQ40dHR2tc+Pj5Flq1UqVKx7bm7u1t9PS4uDgBvb290uqLf3uXfT3x8fLH7vF5VqlQpcnv+85D//AghhChMAnZCCCGEEEIIUcqysrK0r00m0023lz9wmN/1BBHz8vKKbc+WkhxDcSu/5m/DwcHhuvYvhBB3GwnYCSGEDYMHD0ZRFFq0aFHeXbmrrF69mr/++qu8uyGEEELclPzZZFevXi2yrCVL7kYYjUatjeKCarGxsYXqwX/Bu6KCfykpKcX2pbisvfz79/PzK7Y9IYS4m0nATgghRIWQkpJC+/bt6d+/PzExMeXdHSGEEOKmNG7cWPv6yJEjNsupqsrRo0dveD+WeesyMjKKXcX2wIEDAOj1eoKCgrTXLZlxGRkZNuteunSp2L6cPXu2yDYsH8jZ29tz7733FtueEELczSRgJ4QQokKIi4tj165d5d0NIYQQolTcf//9WhbZDz/8YLPc1q1bb+qDqk6dOmlff/PNNzbLXblyhc2bNwPQpk0b9Hq9ts3T0xMwZ8ClpaXZ7GdxcnNzWbVqldVt2dnZrFy5EoCHHnpI26cQQgjrJGAnhBBCCCGEEKXM3t6eF198EYDdu3czd+7cQmViYmIYOXLkTe2nefPmPPjggwDMnj1bC8rll5GRwYABA7R59V555ZUC2y1Zerm5uSxYsKBQ/Z9++omQkJAS9efNN98kIiKi0OuvvfYaFy9eBGDUqFElaksIIe5mRc8KKoQQQgghyoSqqtp8Uzqd7rongBdCVHzjxo3j+++/58yZM7z00kv88ccfPP3003h6enLo0CHef//9AkNNb/T3wNdff03z5s3JyMigZ8+ePP/88/Tt2xcPDw+OHTvGxx9/zKlTpwDzHL09e/YsUP/xxx9nypQpmEwmXn/9dWJiYggODiYzM5P169czf/58/P39iY2NJTs7u8i+XLlyhWbNmjFx4kSaN29OTEwMc+fO5eeffwagR48e9O7d+4aOUwgh7iaSYSeEKGTnzp0oiqIN49iwYQMdOnTA09MTd3d3WrRowYoVK7Tyv//+O7169cLX1xeDwUC9evWYNm0aubm5Vtvfv38/zzzzDNWqVcNgMGA0GmnXrh1ffvllgRXVrpWUlMSMGTNo0qQJ7u7uGI1Gunbtyq+//kpUVBSKoth80A0NDWX06NE0btwYLy8vHBwc8Pb2pnXr1nz00Uc2h3/Y8scff+Dm5oaiKLRq1Yrk5OQC269evcrUqVNp27YtlSpVQq/X4+HhQcOGDRk7dqz2CXN+ixYtQlEUHnjgAa5cuULv3r1xdnbG09OTtm3bMmXKFBRFwcXFpciJn0eOHImiKLRt27bQto0bN9KnTx+qVKmCXq/H19eXzp07s3Tp0gIrx10rJyeHhQsX0rFjR61u1apVeeaZZzh8+LBW7vz581rgoahhOYcOHdKuV1hYGEFBQdSoUUPb3rVrVxRF4Z133ilQT1VVli9fTnBwML6+vuj1evz8/Ojduzc//fSTzf0JUZFkZWURGRnJqVOnCA0NJTQ0lNOnTxMdHU1OTk55d08IUYqcnJzYtGkTQUFBqKrKkiVLCA4OpkWLFowcOZJLly7xv//9j9q1awNgMBhuaD8NGjRgy5Yt+Pr6kpuby9y5c+nSpQstWrTgf//7nxase/nll5k/f36h+vfeey9Tp04FzH/zZ8yYwUMPPUSXLl348ssv8fb25scffyx2ZVc7OzteffVVoqOjefnll2nRogW9evXSgnW9evXShsUKIYQomgTshBBFGj9+PL1792bHjh2YTCZSUlLYv38/Tz75JAsWLGDu3Lm0a9eOH3/8kczMTHJzczl9+jRvvfUWgwYNKtTehAkTaNGiBT/88AOXLl3C0dGRtLQ0fvvtN0aMGEGLFi2sTmocHh5Os2bNmDBhAkePHiU3N5fs7Gw2b95Mx44dmTlzps1jmDVrFg0aNODzzz/n77//Jjs7G71eT3x8PHv37mXcuHG0bNmyxEG7Q4cO0bVrV1JTU2nTpg1btmzB3d1d2757927q1KnDpEmT2LNnD4mJiTg5OZGcnMzx48f55JNPaNy4MX///bfV9lNTU+nUqRMbNmzAzs6O5ORkdDodgwcPRqfTkZ6ezurVq63WzcrKYtmyZQAMGTJEez07O5vHHnuMnj17sn79eqKjo3F1dSUhIYGtW7cyaNAgOnToYHWVusuXL9OuXTuGDBnCr7/+ytWrV3FycuLy5cv88MMPNGvWjIULFwIQFBREx44dAViyZInNc2gp365dO2rXro2vr2+B1fS8vLyoXLkyrq6u2mspKSl07dqVp556ii1btnD16lVcXFyIjY1lw4YN9OjRg6eeekoCHqJCi4uL4+zZs8TFxRUIkufm5hIbG8uZM2dISkoqxx4KIUpbzZo1OXbsGO+++y6NGjXC1dUVV1dX2rRpw4oVK5g/f772IWf+v3vXq23btpw9e5b33nuPZs2a4eHhgZOTE/fccw9DhgzhwIEDfPbZZzaDbm+++Sa7du2ib9++2oewtWvXZsyYMfz999/cd999JerHJ598wqpVq2jVqhUuLi5UqlSJTp06ERISwrp163BycrrhYxRCiLuKKoQQ19ixY4cKqIqiqIA6YMAA9cqVK6qqquqpU6fUWrVqqYDq5uam6nQ6tU+fPuq5c+dUVVXVmJgYtUePHiqgAuqxY8e0dj/55BMVUB0dHdXJkyer0dHRqqqqak5Ojrpp0ya1Tp06KqA2adJEzc7O1url5uaqjRo1UgHVz89P3bBhg5qXl6eaTCZ1+/btWn8s//L7/fffteMYOHCgeuHCBW3bhQsX1Oeff16r9+GHHxao++yzz6qA+uCDD2qvHT58WPXy8lIB9aGHHlJTU1ML1ElMTFQrVaqkAuoDDzygHjp0SDWZTNq2Tz/9VLW3t1cBtXv37gXqLly4UOuLk5OTumHDBlVVVfXq1avaeezSpYsKqO3bt7d67VauXKkCqqura4G+DRo0SLumEyZMUGNjY1VVVdWUlBT1iy++UB0dHbV28/LytHomk0lt06aNCqju7u7qokWL1IyMDFVVVTUsLEx95JFHVEB1cHBQT548qaqqqi5btkzbV3h4eKE+ZmZmqkajUQXURYsWaa+Hh4drx79p06ZC9Xr16qUCakBAgLpkyRI1JSVFVVVVTU5OVufOnau6urqqgDpixAir5+ZmJEx8o0z/3YyAgAA1ICCglI5UlKW4uDj12LFj6rFjx9TTp0LV2CsRakZCjJoeH6NGX7qohp48qW1PSkoq7+7ecqVxL8dvGqH9E+J24uHhoQLqyJEjy7srN8TyzGRnZ1feXRFCiDuGZNgJIWxSVZXWrVuzdOlSqlSpAkDdunV58803AXPGU/PmzVmzZg01a9YEwNfXt8Ckynv27AEgPj6eSZMmAbB48WLeeecdKlWqBJgnZQ4ODmb79u24ublx5MgRvvvuO62NhQsX8vfff6PX69myZQs9e/bUhl126NCBnTt34uXlZfUY5syZg6qqNGjQgEWLFhEYGKhtCwwMZP78+dStWxcwD+0tyokTJ3jkkUdISEigQ4cO/Pzzz7i4uBQos3LlSmJiYnBwcGD9+vU0bdpUG6br4eHBK6+8wnPPPVfs/kaPHq3NL+Pt7a1NBj106FAAdu3aZXNYLZjnorH07dChQ1q22wcffMC0adO0bDZXV1dGjhypDXHeuXNngeHOq1ev1q7h+vXrefbZZ3F0dASgVq1arF27lmrVqpGTk8OcOXMA6Nu3L0ajEVVVWbp0aaE+btiwgfj4eNzc3Ojfv7/Nc5DfL7/8woYNG3B2dua3335j4MCBWhaCm5sbw4cP1+6ZuXPnEhYWVqJ2RWGqqmpZYCdPniQ8PJzU1NTy7tZtLzc3l8jISADcnJ2oXdUPHw83HPV6nAx6Knm5U6eaH84G86qNV65cQVXV8uyyVdnZ2SQnJ5OWllYh+ydERRMcHMyLL77Ir7/+arPM0aNHtczahg0b3qquCSGEqOAkYCeEKNKzzz5b6DVL8Ahg0KBB6HQFf5UEBATg5uYGQGxsLABr1qwhLS0NLy8vm0GaatWq0bVrV4ACK5EtX74cgH79+tGoUaNC9apWraqtwnatyZMns2HDBr755ptC/QTz5M7169cHKHJeuNOnT9OxY0euXr1K586d2bhxI87OzoXK9ezZk61btxISEoK/v7/Vtiznr6j9denSxerrvXv3xtvb22owLCoqii1btgBoQUFAC8BVrly50KpwFr169aJly5YABdq1DL1t06YN7du3L1TPxcWFTz75hA8//FC7rgaDgWeeeaZQWxb5g4rWzqE1ixcvBqBz584F5rrLr3fv3lSuXJm8vDzWr19fonZFYZGRkURGRpKVlYXJZCItLY3z588Xeb9WBPHx8Zw+fZrQ0FCuXLmiLeZQUSQmJqKqKnY6HdUqGdFZmW/TTqejWmVzMD03N7fQ3JjlLSEhgbNnz3Lx4kXCw8MJDw8vcu5LIYR5bte5c+cyduxYq1M2ZGdnM3bsWMD8AWa3bt1udReFEEJUULJKrBCiSJZgVn4eHh7a17Vq1bJaz9nZmZSUFO3N3B9//AFAcnKylq1njSWT5+TJk9prlgyvhx9+2Ga9jh07Mn369EKv33PPPdxzzz0FXouJiSEsLIyTJ09y8OBBdu/eDWDzjWd0dDQdOnQgOjoagFGjRtmcf8XPz09brMMiOTmZf/75h9DQUP766y82bNhQ5P4ALevvWnq9noEDBzJr1iyWLFnCxIkTtW2WhSPuuece2rRpo71+4MABwDxfXFGTRXfq1Ik//vhDKw/w559/AlhdwMLiscceK/Ta0KFD+eKLLzh79ix79+6lVatWgDkYZAkq5p9jrziW+2fLli2Fzm9+8fHxQMH7R5Rcdna2dg49XV1wc3YkNjGZzOwcoqOjtUB8RZOamsqVK1e07+Pj49HpdEXeK7eaJXvG083Z6ocHFg72dri7OJGclkFSUlKB37flKTs7W8v6UxQFVVVJT08nOjra5ocTQgjzB2jjx4/nyJEjtGrVipdeeok6deqQm5vLmTNn+PLLLzl69Chgnue3atWq5dxjIYQQFYUE7IQQRSruzaJery9RO1FRUYA5SGUJfBUlISEBML/xtqwcW1SgLyAgoMi25syZw8aNGzl58mShTCHLm2dbw7vOnz8PgIODAzk5OYwcOZL27dvbnBg6NzeXpUuXsnz5co4cOUJMTIzV/RWlqPM+dOhQZs2axZkzZ9i3bx8tWrQA/stcy59dB/9lORZ1jvJvj4+Px2QyodPptGt1vYGPxo0b07RpU/7880+WLFmiBewsQcV69eppr5WE5f7JyMggIyOj2PKW+0dcH8u5tdPpCPD1QlEU7Ox0nI+MJTMzU7svKhrLz7TewR4nvZ6ktHRSUlIqVMDOMqG8Uwl+ZzoZ9CSnZdhcabs8ZGRkaMG6e6v7E5uYQmxiMunp6eXdNSEqtDFjxnDkyBGWL1/OoUOHbH5YNXr0aG3qECGEEAJkSKwQohj29qUT17cMT2vRogWqqhb7z5Llk52dXagNa2wF2/7++2/q16/PpEmT2L9/P4qi0LJlS5577jk+++wzDh8+bDVD7FqdO3dm7969ODg4cOHCBV5//XWr5ZKTk7UVVX/55RcSExNp3LgxTzzxBO+99x7bt2/n008/LXZ/RQVFGjRowIMPPgj8txLrwYMHOXnyJHZ2doVW5y3pPFP5z69l3r2bWXH1+eefB8zz+lmCrpahrdcGFUvat/Hjx5fo/sk/pFqUnJ2dHQB5JhPZOeZgUWaW+WfQMm9kRWT5PZWdk0tqRibw37FUFJZzZyrBz6Plfq9I59tyPlVV5WpSCinpGQVeF0JY5+DgwLJly/jpp5947LHHqFatGnq9Hjc3N+rVq8eQIUPYu3cvs2bNKrVnLiGEEHcG+asghLglLIscREREXFc9b29vLbPNMmG7NZYMrGs9/fTTREVFUaNGDRYuXEjbtm0LBcOKm5urdu3abNiwAYPBwPjx43nvvfeYO3cuTzzxBA899FCBsm+++SZ//PEHjo6OWhnLIg0Whw4dKnJ/JTF06FD279/PmjVrmD17NitXrgTMc99dOzzN19eXU6dOcenSpSLbtFwbHx8fLVDg4+PD5cuXbZ5fMGezJSYmUq1atQJvNp566inGjBlDQkICW7dupUaNGlpQceDAgdd1vJZ+XO/9I66Pi4uL9vMWdjkavb09Wf8GbT09PStUACk/o9FIQkIC2dnZ5JlMKIpC5cqVy7tbBTg5OZGdnU1iajpGd+vZuWAOiCWlZmh1KgoXFxecnJzIyMggJuG/ufW8vb3LsVdC3D66det2R89Pt2jRIi3TXwghROmQDDshxC3RrFkzAC5fvszx48dtluvWrRuNGjXSVqJ1cHCgadOmAPz2228261nmocvv5MmTnDhxAoCpU6fy0EMPWc1cs/THViaat7c3BoMBgIkTJ1KvXj1UVWXo0KGFhoOtWrUKgIEDBxZYUdXa/oraZ3GefPJJXFxciImJYc+ePdoiC9aG2jRv3hwwn6OiMua2bdsGmIezWljO/d69e23Wmz17NjVr1iw0746Hh4eWvRgSEqL1sWvXrkUOb7bGcv9s377d5jDBpKQkatasSfPmzQusdCtKTlEUAgMDsbe3R1VVLVjn4uJS4QJg+dnZ2VGrVi38/f3x8/Ojdu3ahVZwLm9GoxGA9MwsLQvQmsTUdLL/vcdtrX5dHhRFISgoCC8vLwwGA87OzgQGBuLu7l7eXRNCCCGEuCNJwE4IcUs89thj2nx3b7zxhtXhrZs2bWLTpk0cO3aM2rVra69bhniGhIRw6tSpQvXi4uL46quvCr2eP3PO1nDauXPnallbJRn+aTAYmD9/PoqicO7cOSZMmGB1n7b2d/ToUS0brqT7tMbNzU1blXXatGmcPXsWHx8fevXqVajsU089BZgX27A1HDckJISDBw8CFFjF94knngDMwT7Lwg/5paenayvBWsscGDp0KAAbNmzQhqnamr8n/9C6axfksKw6GxUVxUcffWS1/vTp0wkPD+fQoUPcf//9VsuI4jk5OXHPPfdQtWpV/Pz8qFGjBkFBQRV+6KOdnR1GoxEfHx8twF6RODs7axlzF6OukpCSVmB4rMlk4mpSCpdjzdMBuLu7V7jjsLOzIyAggDp16lCzZk0J1gkhhBBClCEJ2AkhbomAgABt3reff/6Zvn37cvbsWcA8T93SpUt58sknAWjYsCFPP/20Vnfo0KHce++9ZGZm0rlzZzZv3qwFxPbt28fDDz9sdchmgwYNtIUh3nrrLf744w8to+2ff/5hzJgxjBgxQitf0snT27Zty7BhwwD44osv+P3337VtLVu2BMyLK3z33XdaNlhCQgKzZ8+mXbt22nxu17NPayzBsF9++QWAAQMGWF0FtmnTptoQ1PHjx/PWW28RFxcHmFfX/OKLL7SAWJs2bbR2AR5//HGaNWuGqqr06tWL1atXa0HGU6dO0adPH86ePYuTk5OWFZlfu3btqF27NnFxcfz555/4+vrSo0cPq8eTP5so/0q1AP369aNdu3aAeRW9iRMnaseQkJDAxIkTmTlzpnZe6tSpU+S5E0XT6XR4enri4+ODi4tLhR0KezuxZC/q9XpMqsrl2HjOXLzCxeirXIy6yqmLV4iKSwTMQdPiFokRQgghhBB3NgnYCSFumXfffZeXXnoJMGdc3XPPPXh6euLs7MygQYNITk4mKCiIn3/+ucDcTXq9nvXr1+Pv709ERARdu3bFzc0Nd3d3WrZsyYkTJ7TMsvyr1rq4uGjZWBcuXKBVq1Y4Ozvj4uJCrVq1+PTTT3F3d6dPnz4AXLx4scRDVD/44AOqVKmCyWRiyJAhZGaah7h99NFHuLq6kp2dzcCBA3F0dMTT0xOj0cioUaNITU0tsCiEZQXaG9GmTRvq1q2rfV/UQg7z5s2jT58+qKrKtGnTqFSpEt7e3nh6evLyyy+TmZnJww8/zJo1awpkUtnb27N27VoaNWrE1atX6d+/P25ubri5uXHvvfeydetWXFxcWLlypdUgmaIoBTLqbAUVAVxdXWnUqBEAU6ZMwcPDQ7tfdDoda9asoXXr1qiqyvTp06lUqRJeXl4YjUamT58OmIfbfvnll9dxFoW4dRwcHKhZsyYeHh4oikJunonktAyS0zMwmcwrsBqNRmrUqFHhMxqFEEIIIUTZkoCdEOKW0el0zJkzh127dvHkk09SrVo1MjIycHR05L777mPKlCkcPXq00FxoAHXq1OH48eO88cYb1K1bF5PJhJ2dHd26deO3337TMvKuHaI1fPhwNm/eTJcuXTAajeTk5ODg4MD999/PhAkTOHHiBFOnTgXMmVo7duwo0bF4eHgwe/ZsAM6cOcOkSZMAuP/++zl06BADBgwgICAARVHIycmhbt26DB06lEOHDvHtt99q84Hd7Gqmlmy1pk2basEua5ycnAgJCSEkJIQePXrg4+NDSkoKlStXpmvXrixfvpxt27ZRqVKlQnUDAgI4cOAAn3/+Oa1atcLR0ZGsrCyqV6/OsGHDOHr0qM2sOYCePXtqX9saDmuxatUqOnfujJubG7m5uVy9elXb5uPjw65du1i8eDFdunTB29ub1NRUvLy8ePjhh1m4cCEbN260GRAUoiKwt7enWrVq1K1bFz8/P7y9vfH29qZKlSrUq1cPf3//IleJFkIIIYQQdwdFvdEZz4UQ4hZRVbXYIXmfffYZr7zyCvfffz9//vnnLepZ+WvYsCHHjx/nyy+/5MUXXyzv7lj18ccf89prr9G8eXP2799f3t25IYlvjS/T9j2nvn/DdS0B7uJWARaioiuNezlh80jta6/g2TfdJyGEEEKI8iIf4QohKrwhQ4YQGBjI6NGjrW43mUzawgetW7e+lV0rVzt27OD48eO4ubkxYMCA8u6OVdnZ2cydOxegwgYUhRBCCCGEEKKisS/vDgghRHHatWvHokWLmD17Nv7+/gwbNkxboODEiRO89dZb/Pnnn7i6utoM6t0pfv75Z0wmE5cuXdJWqH3hhRdwc3Mr55795+zZsxw+fBh7e3u++OILwsLCqFq1qrZarRBCCCGEEEKIoknATghR4Q0aNIi1a9fy448/Mn78eMaPH4+HhwcZGRlkZ2cD4OnpyXfffUetWrXKubdla/Xq1SxcuFD7vnbt2rz99tvl2KPCIiMjeeKJJ7TvdTod8+bNw2AwlGOvhBBCCCGEEOL2IUNihRAVnp2dHevXr+enn36id+/e1K5dm+zsbFxcXGjcuDETJ07k2LFjdO/evby7WuZatGiBh4cHHh4ePProo+zatQtXV9fy7lYBderUoUaNGhgMBho3bsy6devo1q1beXdLCCGEEEIIIW4bErATQtwWFEWhW7durFu3jrNnz5Kenk58fDxHjhxh6tSpVleWvRMNGzaMxMREEhMTWb16Nf7+/uXdpUKqVKnCP//8Q2ZmJkeOHCmwSqwQQghR1n766SdtdXhHR0dq1qzJyJEjiYiIKO+uFSs9PZ1Zs2bRpk0bvLy80Ov1VK5cmR49erBu3TqrdXJzc3F0dERRlCL/vfDCC7f2YPLp2LFjsf2rV6+e1bpLly6lbdu2uLu74+zsTL169XjzzTdJSEi4xUdRUPv27Ys9pvz/Bg8eXKB+rVq1iq0THBx8y48rOzubhg0boigKmZmZRZa90WuTnp7Oe++9R8OGDXFycsLT05MHH3yQOXPmkJeXV5qHU0BJjy0+Pp4pU6bQrFkzPDw80Ov1BAQE0L9/f3bu3GmzXkRERInuhfffv/HFxsTdRYbECiGEEEIIIe4I7733njZVhJ2dHS4uLoSHhzNnzhy+//57fvrpJ1q1alXOvbTu4sWLdO7cmdOnTwPg4OCAk5MTMTEx/PTTT/z00088/fTTLFmyBDs7O63eyZMnycrKAqBy5co22/fw8CjbAyjCkSNHADAajTg4OFgt4+vrW+i1559/nm+++QYAvV6PXq/n9OnTvP/++yxdupQdO3ZQp06dMut3UYxGY5HnG8yBqZSUFKDgtUlKSiI8PBwwH7dOZz2Pxmg0llJvS0ZVVUaMGMHx48eLLXuj1yY5OZn27dtz+PBhAFxcXMjMzOTAgQMcOHCAVatWsWnTJpycnMrl2A4fPkz37t2JjIwEwGAwoNfruXLlCqtXr2b16tW8/vrrfPDBB1brgvl3j4+Pj819VLTRMaLikgw7IYQQQgghxG1vzZo1WrDu7bffJjExkaSkJI4dO8YDDzxAYmIiffr0KffMLGvy8vLo3bs3p0+fxtvbm+XLl5OamkpSUhJXrlxh1KhRAPzwww9MmjSpQF1LkKBGjRpERUXZ/GctwHArXLhwgfj4eK2vtvr322+/Faj38ccf880332Bvb8+cOXNITk4mJSWF3377jVq1anH58mV69epFbm5ueRwWISEhRZ7v8PBwgoKCAPOUJlOmTNHqHjlyBFVVMRgMXL582WYbP/zwwy07npycHIYNG8bXX39dbNmbuTbPPPMMhw8fpkqVKvzyyy+kpqaSmprKokWLcHFxYdeuXdr9fquPLSUlhR49ehAZGUlQUBCbN28mLS2N1NRUwsLCePLJJwGYOXMm8+fPL1Tf8rPYrl27Iu+NkSNHlurxiTuXBOyEEEIIIYQQtzWTyaQFsp5//nneffddLYulQYMG/PLLL/j7+xMbG8tHH31Unl21at26dVoW2rp163jiiSfQ6/WAeaqJzz//XHuT/8knn5CUlKTV/euvvwC4//77b22nS8jSPx8fHwIDA0tUJzU1lRkzZgDwzjvv8NJLL2mLV7Vp04Zt27bh5OTEqVOnCizGVZGMHDmSY8eOYTQaWblyZYHFtyznpEGDBjYzDm+lc+fO0bZt2xIF627m2uzbt4+NGzcCsHLlSh555BEA7O3tefbZZ/n2228BWLhwoZZpeiuPbf78+Vy5cgWDwcC2bdvo0qWLls1aq1Ytli1bRo8ePbRjV1W1QP2K/rMobj8SsBNCCCGEEELc1n799VdCQ0MBGDduXKHtXl5eWsBr6dKlhd5olzdLEKNp06a0adPGahnLHHRZWVns3btXe92S1VNRgwSW/t13330lrrN8+XLi4uLQ6/W8/PLLhbYHBQUxcOBAAJYsWVI6HS1Fa9eu1YJPs2fPplq1agW2V5Rrlpuby6uvvkr9+vXZv38/bm5uWhaZLTdzbWbPng1Ay5Ytrd7njz/+OHXr1sVkMvHdd9/d6GEBN3Zslp/DHj16UKtWLatlLD+HkZGRnDp1qsC2inJdxZ1DAnZCCCGEEEKI29qOHTsACAwM5J577rFaxpLNExERUaI5um6lJk2a8Nhjj9G7d2+bZapUqaJ9bcmwU1WVo0ePAhU3SHAjQQzL9WzRogVubm5Wy1iu5969ewtkHJa3zMxMxowZA0DXrl156qmnCpWpKIGd1NRUZs2aRXZ2Nh06dODw4cN06dKlyDo3c20sdS3brenUqRMAP//8c8kPxIobObY2bdrQt29fOnfubLOMtZ9DgLi4OG1hm/K+ruLOIQE7IYQQQghxR/AKnq39E3eXEydOAHDvvffaLJM/kHfs2LEy79P1GD16NKtWrSo0P11+e/bs0b62ZGydO3eO5ORkwJxF+MYbb9CsWTMCAwNp0qQJI0eO5MyZM2Xb+WJYglN16tThk08+4eGHH6Z69erce++9PPXUU2zbtq1Qneu5niaTSStfEcycOZPz58+j1+v57LPPCm3PzMzUMrOqVq3KlClTaNWqFdWrV6dBgwYMGTKEQ4cO3ZK+KopCmzZt2LhxI9u3b7eZVZbfjV6bxMRErly5UuK6J06cuKlM2Bs5tvfee4+QkBCGDRtms4y1n0OgwCIa2dnZjBw5kiZNmhAYGEizZs144403uHz58g0fj7g7ySqxQgghhBBCiNua5Y3wtUMP83N3d8fV1ZXU1FQtcHC7yMvL47333gPMq4o++OCDwH9zZimKwkMPPaStFgvmTMKjR48yb948Pv/8c1588cVb3u+YmBjt2owcOZLMzMwC20+dOsXy5csZPHgw8+fP1+ZzK8n1DAgI0L6uKNczMTGRDz/8EIBnn33W6iqpf//9t7YYQ//+/QudkxMnTrBo0SLefPNNpk2bVqb99fDwKLTYR3Fu9NrkD1aVpG5WVhZxcXFFrrZalBs5tuKkpqby8ccfA+Yh3vmP0/KzmJ2dzX333YfJZNK2RUREcOjQIebMmcN3331Hnz59SrVf4s4lGXZCCCGEEEKI25oly8zFxaXIcs7OzgXK3y7eeOMNLetq0qRJ2Nub8y4sWT2qqtKkSRO2bNlCcnIyycnJbNy4kYYNG5Kbm8tLL73EqlWrbnm/Lf0DcwbgwoULiYmJITMzk4MHD2qBi0WLFvHqq69qZUtyPS3XMn/58vbVV1+RmpqKvb0948ePt1om/zkJDAxkzZo1xMfHk56ezs6dO2nXrh2qqjJ9+vQKuUDKjV6b/NfodruuYM4WHDJkCBcvXgTg3XffLbDdcl1zcnLo3Lkze/bsIS0tjbi4OJYtW0b16tVJS0vj8ccfLzAHpRBFkYCdEEIIIYQQ4rZmyViyrKxqi2U1S0v528G7776rZfV07dpVWzwDwN/fn44dO/Loo4/y22+/0blzZ9zc3HBzc6N79+7s3buX+vXrA/Dqq6+SnZ19S/tub29P9+7dadGiBQcOHGDw4MH4+vpiMBh44IEHWLt2LYMGDQLgyy+/1IYql+R65l91tSJcz+zsbL744gsAnn76aWrWrGm1nIeHB126dKFjx44cPHiQfv364eXlhZOTEw899BDbt2+nQ4cOAEyePJmYmJhbdgwlcaPXJv81up2uK5iDdcOGDdOC3sOHD6dnz54FytSuXZt27drx4osv8vPPP9O6dWucnZ0xGo08+eST7N27l8qVK5OTk8Po0aPL4zDEbUiGxAohhBDFaFF9cJm2f6r4IkIIIYrg5OQEUGxAyjJktLjAXkVgMpkYM2aMNg9a06ZNWb58OYqiaGVGjRrFqFGjbLbh6urKO++8w+OPP87ly5fZvXu3Nqn/rdCxY0c6duxYZJmZM2fy3XffYTKZWLFiBQ0bNsTJyYm0tLQir2f+4b8V4Xpu2LCByMhIgALZgtd68skni1yt1N7envfff5/mzZuTnp7Ohg0beP7550u9vzfqRq+N5WcUiv45rWjXNSsri4EDB2rBum7dummB2fwsQ9Zt8ff3Z+zYsbz++uscOnSIsLAwateuXSZ9FncOybATQgghhBBC3NYsq1VmZGQUWS49PR0wz2dXkaWlpdGvXz8tWNeyZUu2bdt2Q/1++OGHta8r0uIMFpUrV9YWIbD0ryTX03ItoWJcz9WrVwPmBRWaNGlyU2098MADuLq6AhXvmt3otcm/ouztcl1jY2Pp0KGDFqzr06cPa9eu1eZavF4V/WdRVDwSsBNCCCGEEELc1iyT2Be1CmNKSgqpqalAwUnxK5orV67Qtm1b1q9fD0DPnj3Ztm0bnp6eN9Seh4eH9nX+YEhFYumjpX8luZ75t5X39czKyuLnn38G4Jlnnrnp9hRF0YJVFe2a3ei1qVq1qpYdWpK6jo6OGI3Gm+7vjQoNDeXBBx/U5psbNmwYq1evvqmsv9vhZ1FULBKwE0IIIYQQQtzWGjRoAMDp06dtljl16r8JCP7v//6vzPt0IyxBAssE9iNGjGDt2rUFJuK3SEtL46uvvmLKlCns37/fZptRUVHa11WqVCn9Thdh2bJlzJgxg+XLlxdZztJHS/9Kcj0t2xRF0TL0ysuOHTtISUkB4Iknniiy7IIFC5g2bRqbN2+2WSY3N5e4uDjg1l+z4tzotXFxcSEoKKjEdcvzZ3TPnj20atWK8PBwFEVhxowZzJs3Dzs7O6vlo6OjmTNnDpMnT+bs2bM22y3Pn0Vxe5KAnRBCCCGEEOK2ZhlqFhYWxoULF6yW2bZtGwCVKlWqkAG7sLAwOnbsyKVLl1AUhQ8//JDZs2fbDBI4ODjwyiuvMHnyZL7++mub7W7ZskX7uk2bNqXe76LMmzePCRMmMGnSJJtlwsLC+OeffwBo27Yt8N/13Lt3r81MJMv1bNq0abkPnfzjjz8A8PPzK3ZesmnTpvHWW29pC4lYs3PnTm0uN8s5qShu5tpY6lq2F1U3//DRW2n//v107dqVxMRE9Ho933//vc0Vfy0yMjIYOXIkU6ZMYeXKlTbLWX4WDQYDzZo1K9V+izuTBOyEEEIIIUSRVFUlJyeHtLQ0UlNTSUtLIyMjA5PJVN5dKyBh88gS/xN3ljZt2hAYGAjA1KlTC21PTExk9uzZALz44osFFm6oCDIyMujTpw+RkZHodDoWLVrEa6+9VmQdvV5P165dAVixYgXh4eGFysTHx2uT4Xfu3PmWT3Lfp08fwByUs8zxlp+qqowdOxYAo9GoZaf17t0bFxcX0tPT+fTTTwvVO3/+PEuXLgXMWYjl7cCBAwAlCsJYzsmOHTvYt29foe1ZWVm8+eabANSrV09bMbaiuJlrYxkuvHPnTvbs2VOo7sqVKzlz5gx2dna88MILZdD7osXExNCnTx9SU1NxcnJi48aNPPXUU8XWCwoKonHjxgDMnTuXxMTEQmX++ecf7XfQs88+i4uLS6n2XdyZJGAnhBBCCCEKycvLIy4ujvPnz3P69GlOnz5NeHg458+fJzw8nHPnzhEaGkpYWBhXrlwhPT0dVVXLu9viLqUoCh988AEAX3/9NePGjSMpKQkwT+7euXNnrly5QqVKlXj55ZfLs6tWzZgxQ5uE/p133mHQoEElqvfee+9hMBhISUmha9eu/Prrr+Tm5qKqKrt376Zdu3ZcvHgRNzc3qytblrXhw4dTq1YtAIYOHco333yjZWWFhYXRt29fNmzYAMCcOXO0hRbc3d156623AJg8eTIfffSRtlDB3r17eeSRR8jIyODee+9lwIABt/qwCjly5AhAiYbmjh8/Hi8vL/Ly8ujXrx9r167VVk09fPgwnTp14tChQzg4ODB//vwKF1y+mWvToUMHunTpAqBde1VVycvLY+nSpQwZMgSA5557TrtvbqXXXntNG7Y6b948HnnkkRLX/eCDD1AUhUuXLhEcHMyhQ4e0Y/vxxx956KGHSEpKIiAggOnTp5fVIYg7jKLKk5UQQghRpHoLThVf6Cac+l+9G65btWpVAC5dulRa3RF3uaysLK5evUpiYmLhAJyqoqgmVEUBpfDnvo6Ojnh7e+Pp6XndbzJL416+nsw5r+DZN7wfUXGNHTuWTz75BAA7OztcXV21wJ2bmxs7d+7k/vvvL88uFpKVlUXlypW1flaqVKnYn5/PPvtMy0Zbv349AwYM0BbUMBgM2NnZaYExHx8f1q9fT6tWrcrwKGw7e/YswcHB2rBXnU6Hm5ubdrwODg58+umnhbKxcnNzeeaZZ7Qhhg4ODjg6Ompzxfn7+7N3716qV69+C4+mMJPJhIODAyaTiRkzZhQ7fBLMQ2h79+5NbGwsAPb29jg5OWnH5uLiwpIlS+jXr1+Z9t2aRYsW8dxzzwHmzE9HR8dCZW7m2kRFRdGxY0dOnjwJgLOzMyaTiczMTMA8FHbTpk0YDIZbemyXL1+mevXq5OXloSgKlSpVKra9kJCQAj9Xc+fO5eWXXyYnJwcofGxBQUFs3ryZunXrluZhiTuYfXl3QAghhBBClD9VVYmLiyM6OloL1OlMubinXcU5KwXH7FT0ORlYwgh5Onsy9S5k6F1JdfIiw9GdzMxMLl++TEJCAgEBAWXyhkuIonz88cd07NiRL774goMHD5KUlES1atXo3LkzEyZMoGbNmuXdxUKOHz+uBa/APCyvOJaMJjAPUTx27BiffvopW7Zs4cKFC+h0Oho0aECvXr0YM2YM3t7eZdL3kqhTpw5Hjhzhyy+/ZM2aNYSGhpKZmUlQUBCdOnVi9OjR2kIG+dnb27N8+XJ69uzJ119/zZEjR0hPT6dmzZr07NmTCRMmlCioUtbi4uK06QFKupJvy5YtOXHiBJ999hk//vgjYWFh5Obmcs899xAcHMyYMWPKPRBZlJu5Nn5+fhw8eJBPP/2UlStXEhYWBkCTJk0YMGAAL7/8Mg4ODrfycADYt28feXl5gPnvYXR0dLF1LJmRFi+88AJt2rRh1qxZ/Prrr1y+fBknJycaNGjAo48+yqhRo2QorLgukmEnhBBCFEMy7MSdLicnh4iICC0jxyEnA+/ky3ikXUWnlmyeukwHF+Ldq5Dkan6TpigKVapUwWg0lqi+ZNgJIYQQQvxHMuyEEEIIIe5i2dnZnD9/3pwpoKp4pURSKfFiiQN1Fo45afjHheGRGkOkd21yHBy5cuUKeXl5+Pr6llHvhRBCCCHuTLLohBCizP36669s3bq1vLtRYosWLUJRFBRF0eacKAlLnblz55a4zuDBg1EUhRYtWtzU63eTd955B0VR8PPzK9HrQgjbcnNztWCdzpRHtZiT+CWcv+5gXX4uWcnUjDyCa3ocANHR0cTFxZVWl4UQQggh7goSsBNClKl+/frRsWNHzp07V95dEUIIkY+qqly6dIns7GwUUx6B0SdwzUwqvmIJ6FQTVWNP45Z2FYDIyEhtuK0QQgghhCieBOyEEGVq7dq15d2FCq1KlSrUrVuXoKCg8u6KEOIuk5iYqK0qGXD1DE7ZqaXavgL4Xz2LY5a53cuXL2sTswshhBBCiKJJwE4IIcrRjBkzOHXqFMuXLy/vrggh7iK5ublERkYC4JEag1tGQpnsR4eKf9xZFNVEVlYWsbGxZbIfIYQQQog7jQTshBBCCCHuMvHx8ZhMJuzysqmcEF6m+zLkZOCdZF75NS4uTrLshBBCCCFKQAJ2QtwFdu7ciaIo+Pj4ALB161a6d++Or68vjo6O1KlTh9dee42YmBibbURERPDmm2/SvHlzfHx8cHBwwMvLiwceeIC3336bq1evFijfvn17FEXRvn/xxRdRFIXBgwcDcP78eW2Rhs2bN1vd5+bNm7Uy58+ft3o8SUlJDB48GHd3d9zd3XnggQcKlL169SpTp06lbdu2VKpUCb1ej4eHBw0bNmTs2LFcvHjxOs/mjXnttde0Y5k5c6b2emkvIhEXF8ekSZNo3Lgxbm5uODs7U69ePUaPHl3gvOQXFBSEoihs3LiRBQsWUKNGDRwdHalRowYLFiwo8b6vXr3KjBkzaNq0KV5eXjg5OVGvXj3GjBlDdHS01TqqqrJ8+XKCg4Px9fVFr9fj5+dH7969+emnn27kFAhxW1BVleTkZGJjY4mNjSUlJQVVVW/ZvuPj4wHwSonGzpRX5vs0JkeimPIwmUwkJiaW+f6EEEIIIW539uXdASHErTVt2jTeeustAFxcXMjLyyMsLIyPP/6YFStWsG/fPgICAgrUWbVqFQMHDiQrKwsAg8GAo6MjiYmJ/Pnnn/z5558sWrSIffv24e/vD4DRaKRy5cpaoMbd3R0nJyc8PDxK7Vjy8vLo06cPO3fuxNnZmaysLOLi4qhevToAu3fvpnfv3tqbQwcHB5ycnEhOTub48eMcP36cb7/9ll27dtGoUaNS69e1Jk6cyMcffwzAJ598wquvvlom+9m7dy+9e/fWgqd6vR5HR0dOnz7N6dOn+frrr1m4cCGPP/641frffvsta9euxc7ODoPBwPnz56ldu3aJ9r1nzx4ef/xxbYido6MjOp1O2/eSJUvYunUr9913n1YnJSWF/v37s2XLFu01T09PYmNj2bBhAxs2bODJJ59kyZIlODg43OhpEaJCsQTLYmNjyc3NLbDNwcEBPz+/Uv09aU1KSop536qKZ6r1YHpps1Pz8EiLJdHNj4SEBIxG4y3ZrxBCCCHE7Uoy7IS4iyQkJPDWW2/Rs2dPTp48SUpKCikpKbz//vsAXLp0ialTpxaoEx4ezqBBg8jKyiI4OJjQ0FAyMzNJSUkhOjqaiRMnAuYMvOnTp2v1QkJCiIqK0r7/4IMPiIqK4rPPPiu140lMTGT37t0sWLCA1NRUkpKSWL16NYqikJSURP/+/UlMTOSBBx7g0KFDZGVlkZSURGJiIp9++in29vYkJiYyYcKEUuvTtaZMmaKdl88//7zMgnXh4eF0796dq1evEhwczKFDh0hPTycpKYmzZ88yYMAA0tPTGTBgAH/88YfVNtauXUuvXr2IjY0lNTWV3bt30759+2L3HR0dTe/evYmMjOTee+/l119/JS0tjdTUVHbt2kWNGjWIi4vjscceIycnR6s3YMAAtmzZQkBAAEuWLCElJYWEhAQSExOZO3curq6uLF++vMzOmbAtMzOT6OhoLl++TFxcHHl5ZZ+BdbeIjo4mMjJSC9Y5GfQ4GfQA5OTkEBERQVxcXJn2IS0tDQCXzCQc8rLLdF/5eaSZ56/LyMiQe0oIIYQQohgSsBPiLmIymWjbti3r16/n3nvvRVEUHB0deeONN+jevTsAP//8c4E6X3/9NZmZmfj4+LBmzRrq1aunbatUqRJTp07lkUceAeD333+/dQfzr8cff5znn38eRVFwcXGhadOmAKxcuZKYmBgcHBxYv349TZs21Yboenh48Morr/Dcc8+Vab8/+OADJk+ejKIofPnll4waNapM9gPmLL7ExES6devGzz//TNOmTbGzswOgdu3aLF26lD59+pCTk8P48eOttuHk5MSiRYvw8vJCURTatm1bYFizLVOmTCE+Ph5fX1927drFww8/jE6nQ1EU2rVrp60U/M8//7B+/XoAfvnlFzZs2ICzszO//fYbAwcOxNXVFQA3NzeGDx/Od999B8DcuXMJCwu76XMkSiY2NpawsDBiY2NJSEggMjKSM2fOkJ6eXt5dK1ZeXl6hrLWKJDU1VcuA9XB1pm6gP7UCKlMroDL3VKuCq5MjAJGRkWRmZpZZPzIyMgBwzE4ps31Y45idBv8O+y3L4xNCCCGEuBNIwE6Iu8yQIUOsBmFatWoFUGiusWHDhrFp0yZWrFiBs7Oz1TYbNGgAmIdZ3WpdunSx+nrPnj3ZunUrISEh2jDda5Vlv2fNmsX48eNRFIX58+fz4osvlvo+LNLT01m9ejVgvl62gmzDhg0D4Lfffis05yBA8+bN8fLyuq59q6pKSEgIAMOHD8fX17dQmcaNGzNz5kxmz56tnfPFixcD0LlzZ2rUqGG17d69e1O5cmXy8vK0QJ8oW6mpqdrvAL2DPR4uzuh0Cnl5eVy4cKHCLhagqirR0dGEhoZy6tQpwsPDK2QGlyVzztnRQFVfIw72dto2vYM9gX4+6B3Ms5VY5pgrbaqqasEyx6y0MtmHLTrVhD7HHCy0BA2FEEIIIYR1MoedEHeZ+vXrW33d09MTgOzsgsOjqlevrs0JZxEfH8+5c+cIDQ3l0KFDWgZVebxBrlu3rtXX/fz88PPzK/BacnIy//zzD6Ghofz1119s2LABKP1+L126lL179wJQtWpVnnnmmVJt/1qHDh3ShpoOGTLE5nxvluNUVZXQ0FDatm1bYLutc1mUy5cva0Ofr20vv3HjxhX43jIsd8uWLYWuU36WoMXJkyevu2/i+lnOt7OjgRpVfFEUheycXM5eiiIvL4/k5GTtd0VFkpKSQmxsrPZ9WloaUVFRhebjLE8mk0n7cMDHw9VqYF2nKHi7uxIZl0hycrLNDxtuth+WwKs+99ZnuelzM8nWO1foTEghhBBCiIpAAnZC3GXc3Nysvq7TmRNura1SmJGRwfz58wkJCeHvv/8utMJfUXXLWlGTs+fm5rJ06VKWL1/OkSNHCq2Ca+l3adu7dy+KoqDT6YiIiOCtt97SFp0oC/nnCixpVk5CQkKh125kovv8GZlFBd6uZelzRkZGiTJtrPVXlD5LwN7dxUkLKOkd7HE26EnLzNIWnqloLPeQg50dzk4GklLTK1wGV/4PBgx6vc1yjnpzwL2sAlr5f08r6q3PmLTsszz+XgghhBBC3E4kYCfEXaYkc5Lld+nSJTp16sTp06cBcHZ25oEHHqBevXo0atSINm3aEBISwkcffVTqfS1J5putoFtycjLBwcFaJpder6dx48bUq1ePBg0a0KpVK44fP87o0aNLtc+WPs2bN4/w8HCmT5/OrFmz6N+/Py1atCj1fQEFhimeOnXqhjLl4MYCmPkXkbgelj6PHz+eGTNm3FAbovTZ25sfC9IyMvF2N2eB5eblkZFlDuRV1NV6DQYDADl5eSSlphd4raKwzCkJkJ2Tg8HB+iNYVk5uofKlKf/fAFW59TOjWPZ5vX+LhBBCCCHuNhKwE0IUafjw4Zw+fRqj0ciiRYvo2rWr9qbeYunSpdfdbv43a7bmxUpOTr7udi3efPNN/vjjDxwdHZk7dy5PPPEEjo6OBcocOnTohtsvysSJE3n++efJzMxk1apVnD17liFDhnD48OEyCSL4+PhoX0dERNxwwO5m9x0VFUWjRo2slouIiMDe3h4/Pz8URcHHx4fLly8TERFxq7oqSsBoNJKamkpKeibnI2NxMuhJSkvHpKrodLobysK8FTw8PEhNTdWyfw0Gw3VlfN4KOp0OFxcX0tLSiE9OxdXJsVDQSlVV4pNTAdvZ0KXRD0VRUFWVHHsDjjm3djGRHHtzdmFZBSSFsCk96d9FT1Tz/1a/xmYZ1VZd7X9K1A6qyfy/yVTwe9Vk3ofJVOA17X+TZR8msNeja9QeANPhbZCV8W/Zf9u4tt617V277/zfQ+E6+b8vclsR7eYvZzlX2nb1v+9dPLB7cRoAebPfgOQEq2VVa3Xzfw/W2y/w/b/X1WRps/DralFl/z0O1USR7Vn+V4y+uK3cAkDyo49gion695So/3ap4P+mf4/DfArVfF3/b3uheqZitqv/tWdS/8t2Vi3/VBUVsBySiqptM+X//t/b3PTv93q/Kjx87E8AtjW8n4wrkf/WU/+7HNfs4792/9unSTW3aVL/26fl+2u3F/ie/25d079tmvJ9r17z/bXbLd/PVW/8vYcQZUEWnRBC2JSamsqmTZsAGDt2LD179iwUrAM4fvw48N8f/ZLIH7iyFZi7mXnLVq1aBcDAgQN59tlnCwXr4L9+w/X1vTiWeaccHR2ZP38+iqIQGhrKO++8U2r7yK9p06ZadtzmzZttllu8eDE1a9akQ4cO2uT3N6tWrVranGaWefusGTx4MP7+/jz11FMANGvWDIDt27fbHPqXlJREzZo1ad68OStWrCiV/oqiubm5YTQaAUjLzOJqUgo5uXkoikLVqlUrbJDF0r86depQq1YtateuXSGzAb29vQFISc8kOj6pwIcVeSYTl2PjyczOKVC2tFlWBwfI1LuUyT5sMaGQ5WBevMjJyemW7lsIIYQQ4nYjATshhE1paWlaIMtWFtymTZvYs2cPYH14pCWQdO3wVh8fH/T/zuP022+/FaqXnp7O999/f8N9t0zubqvfR48eZeXKldr3Nzq0szjt27dn6NChAHz44YdlktXn5eVF165dAZg3bx5hYWGFyiQnJzN16lTCw8PJyckptWCAoij0798fgPnz5xea3xDgxIkT2j3SrVs3AG0hjqioKJvDqadPn054eDiHDh3i/vvvL5X+iqIpikKVKlUICgrC09MTV1dXfHx8qFOnDu7u7uXdvWIZDAacnJwq7HBLNzc3LcB9NSmF0xcjuRh9lYtRVzl14QqJ/w7n9fX1LdOAlqXtTL1rme3Dmiy9C/w7JFYCdkIIIYQQRZOAnRDCpsqVK1OjRg0APv74YzZt2qQFwCIjI5k6dSp9+/bVgnrp6YWHVnl5eQFw8ODBAlls9vb2dOnSBYAFCxawcOFCLah36NAhOnbsyOXLl2+47y1btgTMw3W/++47LYsrISGB2bNn065duwIT6Fvre2n58MMP8fPzIy8vj+eee67QSrylYcaMGTg5OZGamkr79u1Zv369dj6PHj1K165dCQsLw8HBgSlTppTqvidOnIinpyeRkZF07NiRAwcOAOYg7fbt2+nduzfZ2dnUr1+fJ598EoB+/frRrl07ACZMmMDEiRO1rL+EhAQmTpzIzJkzARg6dCh16tQp1T4L2xRFwdXVlapVqxIUFISfn58WXBc3R1EUAgIC8PHxQVEU8kwmktMySE7PQP132LGfnx+VKlUq0344O5uz3NKcPMnV3brZUZJdzEPoDQZDhc3WFEIIIYSoKCRgJ4Qo0hdffIG9vT2JiYl069YNJycn3N3d8ff3Z9KkSSiKogVhkpKSCmVYtW7dGjAPx3R3d6dHjx7atvfffx+j0UhOTg5DhgzB2dkZFxcXmjVrxl9//cWiRYtuuN8fffQRrq6uZGdnM3DgQBwdHfH09MRoNDJq1ChSU1MZNGiQVv78+fM3vK/ieHp68vnnnwPmYbhTp04t9X00bNiQkJAQPDw8uHz5Mn369MHFxQVXV1eaNGnC3r17sbOzY8GCBTz88MOluu/q1auzfv16vLy8+Ouvv3jwwQdxc3PD2dmZTp06ce7cOWrUqMGGDRu0wI9Op2PNmjW0bt0aVVWZPn06lSpVwsvLC6PRyPTp0wHo2rUrX375Zan2V4jypCgKfn5+1KtXjypVqmA0GjEajQQEBFCvXj0tmFeW3N3dsbOzQ1V0JLmWbXDQwqToSHQx78vyQY4QQgghhLBNAnZCiCJ1796d33//nb59+1KpUiXy8vJQVZUGDRrw8ssv8/fffzNnzhwtEBMSElKg/rx583j00Ufx9PQkNze3wNxp9evX5+jRo4wYMYKgoCDA/Ebyqaee4s8//6Rv37433O/777+fQ4cOMWDAAAICAlAUhZycHOrWrcvQoUM5dOgQ3377LZUrV7ba79LWv39/evbsCZgDlUeOHCn1fQQHB3Pq1CnefPNNGjdujF6vJzs7m8DAQAYNGsTBgwd59tlnS32/AO3atSM0NJQ33niD//u//8NkMqHT6WjYsCHvvPMOR44coVatWgXq+Pj4sGvXLhYvXkyXLl3w9vYmNTUVLy8vHn74YRYuXMjGjRsr5FxkQtwsOzs7vL298ff3x9/fHy8vrxtaqflG6HQ6LWiW4OaH6RasFpvoWgmTnT2KokjATgghhBCiBBS1NGdaF0IIIe5A9RacKtP2T/2v3g3XrVq1KgCXLl0qre6Iu0B2djZnz55FVVWMyVeonHC+zPaVY2fgH/8mmHR2GI1GbWGea5XGvZyweWSJy3oFz77h/YjbkKwSW7LVXEFWiZVVYmWVWCEqCMmwE0IIIYS4y+j1em2uvHi3KqQb3MpkPyoQ6V0Lk84Oe3t7LatZCCGEEEIUTQJ2QgghhBB3IR8fH/NqrYrCJd96ZNk7lmr7KhDtVYM0J08AAgICZLEJIYQQQogSkoCdEEIIIcRdSFEUqlatir29PXl2Dlzwa0Cmg3OptK0CUcaaJLhXAczBQTe3ssniE0IIIYS4E0nATgghhBDiLmUwGAgKCsLOzo48Oz3n/RoR5+aPehNtZtk7cd6vIYlufgAYjUYZCiuEEEIIcZ0kYCeEEEIIcRdzdHSkZs2a6PV6VJ2OGGMQF/wakuroeV2Buxw7B2I8qhHu35jMf+fE8/X1pUqVKiiKUjadF0IIIYS4Q9mXdweEEEIIIUT5MhgM1K5dm+joaOLi4sgwuBFRuT4OORl4psbglJ2CY1YadmqeVkcFsu2dyDS4kOJkJMXZCIr5s2C9Xk/VqlVxdi6dIbZCCCGEEHcbCdgJIYQQQgh0Oh1VqlTBw8ODmJgYUlNTyXFwItarulbGPjcLRTWBopCrc0DVFVxEwt7eHqPRiI+PDzqdDOQQokzkZGE6tAlUFVRTefemdKUmkjfzJTCZzMd3B1GvxpD0cBPzcZnurGPLioxkk48/KuqddmhClCsJ2AkhhBBCCI2zszNBQUFkZWWRkJBAamoqmZmZAOTaGwqVt7Ozw9nZGU9PT9zd3WX4qxBCCCFEKZCAnRBCCCGEKMRgMODnZ144wmQykZmZSU5ODiaTCUVR0Ol0ODk5YW9vL0E6IYQQQohSJgE7IYQQQghRJJ1Od1vMR+cVPLu8uyCEEEIIUSpkchEhhBBCCCGEEEIIISoQCdgJIYQQQgghhBBCCFGBSMBOCCGEEEIIIYQQQogKRAJ2QgghhBBCCCGEEEJUILLohBBCCFGM/Y9VKe8uCCGEEEIIIe4ikmEnhBBCCCGEEEIIIUQFIgE7IYQQQgghhBBCCCEqEAnYCSGEEEIIIYQQQghRgcgcdkIIIYQQ4o6QsHmk9rVX8Oxy7IkQQgghxM2RDDshhBBCCCGEEEIIISoQCdgJIYQQQgghhBBCCFGBSMBOCCGEEEIIIYQQQogKRAJ2QgghhBBCCCGEEEJUIBKwE0IIIYQQQgghhBCiApGAnRBCCCGEEEIIIYQQFYgE7ESpWLRoEYqioCgKmZmZ5d2du96vv/7K1q1bS629m7m+gwcPRlEU2rdvX2r9AXjnnXdQFIWgoKBSbbesnD9/XjuHO3fuvOG6mzdvLrQ9KiqKzz//vNDr7du3R1EUnnzyyRvtdoVk63wUd56EqEhUVSUnJ4fMzEwyMzPJyclBVdXy7pYQQgghhKggJGAnxB2mX79+dOzYkXPnzpV3V8Qt8P3333PPPffwww8/lHdXhBAlkJOTQ3R0NKdPn+b06dOEhYURFhbG6dOnOXPmDLGxseTm5pZ3N4UQQgghRDmzL+8OCCFK19q1a0u9TQ8PD+rWrQuATidx/lvNwcFBO/+urq4Ftm3dupWUlBSr9QIDA6lbty4BAQFl3kchRNFycnKIjIwkOTm5yDLR0dHExMTg4eFBlSpVsLOzu4W9FEIIIYQQFYUE7IQQxerbty99+/Yt727ctQICAjh16tR111uyZEkZ9EYIcb0yMzM5f/68ljnnoFPwcrTH3WCHvU4BIMekkpSZS0JmLnmqSmJiIhkZGVSvXh29Xl+e3QcgNzeX+Ph40tLSyMvLQ1EU9Ho9Xl5euLi4oChKeXdRCCGEEOKOIgE7IYQQQogykpWVRXh4OHl5edgpUMVNj7verlCAy06n4Oiqx9fFgcTMPKJSs8nKyuL8+fPUrFkTe/vyeWTLzc3VMgOvnWMvIyODpKQk9Ho9lStXxsPDo1z6KIQQQghxJ5KxbUKzc+dOFEXB09MTgNWrV9OyZUvc3Nzw8fGhbdu2LF26lLy8vOtuOyIigjfffJPmzZvj4+ODg4MDXl5ePPDAA7z99ttcvXrVar3o6GjeeOMNGjZsiLOzM05OTgQFBfH000+ze/dum8fg5+cHwIYNG+jQoQOenp64u7vTokULVqxYoZX//fff6dWrF76+vhgMBurVq8e0adNszh+UnZ3NN998Q8+ePalatSqOjo64uLhQo0YNBg4cyL59+2yeA1VVWb16NT169KBatWro9Xr8/Pzo27cvO3bs0MqlpaXh7u6OoihMmjTJZntRUVE4ODigKArbt2/XFhiwePHFF1EUhcGDBxeoZzKZ+P777+nSpQs+Pj5aP3r37s2PP/5odV/FLTpx/vx5Xn75Ze655x6cnJyoVq0ao0aNsnldSyomJoa33nqL//u//8PFxQU/Pz8GDx7M+fPni62blpbGzJkzad68OR4eHjg6OlKzZk2GDh3KsWPHrNaxnMPZs2eTnJzMhAkTuPfee3FycsJoNNK5c2fWr19vc58mk4lly5bRvn17fH19cXNzo23btkUOU86/UEJ8fDxjxozB29sbFxcXGjZsyIEDB6wupmC5JosXLwZg//79Wplrj8fWohMnT57k5Zdfpl69eri4uODm5kbz5s355JNPyM7OLvYcX6uk9/i1QkND+d///kfNmjVxdHTEw8OD5s2b8/7779sc7ivE7cBkMnHx4kXy8vKwV6CGpyMeBvsis9F0ioLRyZ4gTwM6zH93Ll68WC4LUuTk5PDPP/+QlJSEqqrY2+nw8XCjircnfkYPXJwM8G8fIyIibvp3vhBCCCGE+I9k2Amrpk2bxltvvQWAu7s7iYmJ7Nmzhz179rBmzRqWL1+Oo6NjidpatWoVAwcOJCsrCwCDwYCjoyOJiYn8+eef/PnnnyxatIh9+/bh7++v1QsPD6d169ZERkYCoNfrMRgMXLhwgQsXLrBs2TKmTZvGhAkTrO53/PjxfPDBBwC4ubmRkpLC/v37efLJJ0lOTiYvL48RI0ZgMplwdXUlNzeX06dP89Zbb3HixIlCk/hfvnyZ4OBgjh8/DpjncnN3dycpKYnz589z/vx5fvjhB7799lueffbZAnWTkpIYMGAAGzdu1Oq6ubkRHR3NunXrWLduHe+++y5vv/02Li4uPPHEE3z99dd89913TJkyxeqbu6VLl5Kbm0tQUBAdOnRgzpw5VK5cmejoaO26OTk5Fch4SExMpFevXvz2229aPzw8PIiJiWHDhg1s2LCBxx57jKVLl5b4+m7fvp1+/fpp8zK5u7sTHR3N7NmzWbt2LXXq1ClRO9c6evQo3bp148qVK4B57rakpCQWL17M2rVreeihh2zWPXXqFN27d+eff/4BwM7ODldXV8LDwwkPD2fx4sV89NFHvPLKK1brX758mSZNmhAeHo6iKLi6upKQkMDWrVvZunUr77zzDpMnTy5QJzMzk2eeeYaQkBAA7O3tcXFx0X5uBgwYUOwxP//886xduxZHR0fy8vIIDw/n3nvvJS4urlBZJycnKleuTFJSEpmZmTg4OGA0Govdh8VXX33FK6+8ogXm3N3dSU9P5+DBgxw8eJAffviBrVu34uXlVaL2rucez+/LL7/k5Zdf1j4IcHFxITs7W+vHvHnz+PHHH2nQoEGJj02IiiIlJUX72xfoYcBgX/LPSZ0d7KjqbuBichbp6elkZGTg7OxcVl0txGQyceHCBbKzs1EUBX8fTzxcXdDl+3vk4+lOVk4OV64mkJaRRVRUFPb29toHf0IIIYQQ4sZJhp0oJCUlhUmTJvHAAw9w5MgRkpKSSEhI0LK91q9fX2TmV37h4eEMGjSIrKwsgoODCQ0NJTMzk5SUFKKjo5k4cSJgzsCbPn16gbqvvPIKkZGRNGnShMOHD5OVlUVycjIXLlygd+/eALz99ttWV0ONiYnhgw8+YMCAAVy5coXk5GROnTpFrVq1ABg7diwjRoygV69enDt3jpSUFKKioujRowcAy5Yt0wJzFkOGDOH48eN4e3uzbt06srKySEhIICMjg3Xr1lG1alVMJhOvvvpqoeykl156iY0bN6LX6/n4449JSEggMTGRyMhInn76aQAmT57Mtm3bABg6dChgzr6ylkkIaJlVgwcPRlEUQkJCiIqK0rZ/8MEHREVF8dlnnwHm7Kc+ffrw22+/odfr+fTTT0lMTCQ+Pp6rV68yefJkdDodq1evZtiwYUVeV4uoqCgtWNe0aVMOHz5MUlISKSkpfPPNNyQkJLBz584StZVfRkYGvXv35sqVK9SqVYudO3eSkpJCamoqISEhGAwGm9mACQkJBAcH888///Dggw+yY8cOMjIySExM5PLly7z66qvadVq1apXVNmbOnElSUhJff/01KSkpJCcnc+zYMRo2bAjA1KlTuXTpUoE6b7/9NiEhIdjZ2TFz5kwSExNJTEzkzJkzPPLII3z33XfFHvfatWt59913tWPdtm0bbm5uVss+8cQTREVF8cQTTwBw//33ExUVVeAesOWXX37hpZdeIjs7m549e3Lq1CmSkpJIT09n4cKFGAwG/vzzT15++eVi27K43nscICQkhBEjRqCqKi+//DIXLlwgNTWVtLQ09uzZQ7NmzTh//jzdunUjISGhxH0RNy83N5e4uDiioqJISkrCZDKVd5duS5Zgu7vBDieH6188ws1gh9O/Qb74+PhS7VtxEhISyMzMRAGq+/ng5eZaIFhnYXBwIMjPF1cn84c8UVFR5ZINKIQQQghxp5GAnSjEZDJRo0YNtm/fTuPGjQFzhtqUKVN48803Afjss8+0zKeifP3112RmZuLj48OaNWuoV6+etq1SpUpMnTqVRx55BDAPT81v+/btgPlNfpMmTbTXAwMDWb58Oe7u7hiNRg4dOlRov6qq0rp1a5YuXUqVKlUAqFu3rtb/lJQUmjdvzpo1a6hZsyYAvr6+zJ07V2tjz5492tdnz57ll19+AcyZSb1799bmEzIYDPTu3VvL5ktISCA0NFSra8lWApg/fz5jxozB3d0dAD8/P5YsWUKzZs0AmDVrFgAtWrSgfv36gPWFAw4ePMiJEyesDnm1JSQkhF27dgHw3Xff8corr2jBIKPRyDvvvMOnn34KmLP3/vjjj2LbnDp1KsnJyVSpUoVt27Zp18lgMDBkyJASBamsmTNnDhcuXMDZ2ZmtW7dq2XR2dnb07duXn376yebKiR9++CEXLlygSZMm7Nq1i/bt2+Pg4ACAv78/n3zyCaNHjwbgjTfesBqIMJlMrFixgqFDh+Li4gJAgwYN+PbbbwFzMGPr1q1a+cjISO3aTZ8+nXHjxmn16tSpw08//UTTpk2LPe4WLVrw9ttvY29vj16vp0WLFiU5Xdft1VdfBaBDhw6sW7dOW4HWwcGBwYMHM3PmTMAcuLZkbBblRu7x3NxcrR8zZszgs88+IzAwEDBn57Vu3Zrt27dTrVo1IiIitHqi7CUnJ3P69GkiIyO5evUqERERhIWF3dAw6btZZmYm6enpABgdb3xAg9HJXDcpKcnmdA2lTVVVLUDo5e6qBeNsURSFAF9zhm9ubm6RK+EKIUqBgwHdA13RNesGDiUbEXHbcPXE7vUvsRs/F9w8y7s3pUrxqYTHjiN47DyK4lu5vLtTqgxVqtD16hW6XY3E0b9KeXdHiDuGBOyEVZMmTdLecOf3xhtv4OjoSE5ODhs2bCi2nWHDhrFp0yZWrFhhcyiPZajbtXNVubq6ArB8+XIyMjIKbHN0dCQ2NpaYmBgtw+ha1w5Lzb8vgEGDBqHTFfwRCAgI0IJYsbGx2utVqlTht99+Y+nSpTZXS83fdv5jWb16NWAONA4aNKhQPTs7O2bMmMH06dN54YUXtNctWXarV68udPyLFi0CzAGX6tWrW+3PtZYvXw7AfffdR//+/a2WGTFiBFWrVgXMQbuiqKqqzc02fPhwq0Og+vbtq2WlXQ/LsNLHH3+cGjVqFNrerFkzunXrZrVu/sxDg8FgtYwlgzA8PJzDhw8X2h4UFESnTp0Kvd60aVOtzfyBrB9//JGcnBycnZ0ZOXJkoXoODg42h27n16VLl2LL3KzQ0FBOnjwJwIQJEwr9DAA899xzvPnmm8yfP79EE93fyD2+Y8cOLl68CJjvH2vc3Nx46qmngP/uCVG2cnNziYiIQFVV7HQ6XBz/m6Ps8uXL5dy7omVkZBAeHk5YWFiFyMi0/B3Q2yk4O9z445a7wQ47xfw7NzU1tbS6V6T09HRtKK+3u2uJ6jjY2+Hu4gRQIc6/EEIIIcTtTuawE1YFBwdbfd3Dw4MmTZqwb98+Dhw4UCDAZE316tULBZTi4+M5d+4coaGhHDp0SAv6XLuYxeDBg/nggw9YsWIFv/zyC4888ggdO3akc+fOBAUFodfri9y3JUPt2v5bWIbHXsvZ2ZmUlJQC/XF1daVNmza0adNGe82y8t+ZM2c4evRogaF++ev++eefALRu3drmROMdO3akY8eOBV4bOHAg48ePJzk5mbVr12rDCrOysli2bBlgHqZbUgcOHACwGoiysLOz4+GHH2bp0qVaeVsuXbqkZVm2atXKZrn27dvbXOTBGlVVOXjwYInavXZY7MWLF7U+TZ48mRkzZhS7v5MnTxbKfrv33nutllUUBXd3d2JjYwtkG+3fvx+AJk2a2AxMt2/fvti+WDLdypLlftTpdDbPr5ubW6Eh6iVp83ru8fwZnEUdtyVYHRoaiqqqRU7WL25eYmKiFqy7p1oV7Ox0pKRncCHqKmlpaWRnZxf7u7c8qKrKxYsXycnJAczzUDo5OZV4Ls6yYMmGM9jpbuq+1SkKejsdGbmmW5ZhZwnW6R3sMegdSlzPzdmJ5LQMrb4QQgghhLhxErAThRgMBm2VVWssQ0xLMlcWmN9wz58/n5CQEP7++28SExMLbLdk+Fw7583UqVNJSUlh7ty5JCQksHLlSlauXAmYg3GPPfYYI0eOxNfX1+p+8wfnrLmRN53bt2/n66+/Zt++fVy8eLHAcMr8mUr5j8WSiVXUObXG19eXXr16sWbNGpYsWaIF7NavX09CQgKenp7069evxO1ZMgYDAgKKLGfZnj/D0Jr8GWaVK9tO67dk7JVUXFyc9qb0etvNf08mJSWRlJRU7P6sZYLYmjcO/rvO+a+95VwU1V+j0YiTk1OhbMn8irtnS4Olrx4eHjg5OZVqm9dzj+e/ViUZdpuXl0dKSorVzF9Reiw/e44GB+zszPe6JcvOsr0iBuxMJpMWrLPIysoq14Cd5e+ArhRizJZ4362aS/C/vl9f5+3+PViZ81AIIYQQ4ubJkFhRiK25wSws2WMledN26dIl7rvvPl555RV2795NdnY2DzzwAAMGDGDmzJns3buXMWPGWK1rb2+vzWU2a9YsunTpomUvnTx5kilTpnDPPffw119/2axfmkaMGEGnTp1Yvnw5Fy5coEaNGvTs2ZPx48ezZs2aQnPwWVz7JvJ6PP/88wBs27ZNWy3XMuTzqaeeuq43oyWdBNzyRut6MkKKatsyf9yNuN52879J3Lx5M6qqFvvP2sIKN5oNU9w5Lu5cWBueWtpu5n4szTYt18rPz69E10lVVQnW3QKW3ynpGVmkpmdiUlViEszzkSmKUiGDdWD+u2WZN9La9+VBC+6XwvoLpn9/txT397m0WPqem5d3XQtI5OSanw9uVT+FEEIIIe5kErAThaSnpxc5T45lyKG/v3+xbQ0fPpzTp09jNBrZsGEDSUlJHDx4kKVLlzJu3DhatmxJWlpakW1UrVqV0aNHs3nzZhISEti1axejRo3Czs6OxMRERo0adX0HeANWrVrFl19+CcBrr71GTEwMYWFhbNiwgRkzZtCvXz+bwRYfHx+g6IzE9PR0zp49W2gYUefOnalWrRp5eXmsWbOGxMREbfGL55577rqOwZKJeO3qpteKiIgAzIuCFMWSaQkUuQBJTExMSbsIgLe3txbYut52Leca/juOW8FyLorqb0ZGRqF5GsuD5RwlJSWRmZlps9yZM2dKPA/VjdzjljpXr14tMutQ3Fru7u7o9XpU4HxULCfDL3E1yXzfenl5lfoHIaUpMDCQypUr4+PjQ82aNcu9r5bfY+k5eVrA7UbkmlSyctUCbZY1y4djuXkmUjNKPrw1MTW9QH0hhBBCCHHjJGAnrLKVLRYfH8/ff/8NQLt27YpsIzU1lU2bNgEwduxYevbsafUN1PHjx4GC2Unnz5/n448/5oUXXigwV5her6ddu3Z8/vnnvP7664B5hcrryQC4EatWrQLgnnvu4cMPPywQGLKwHAcUPBbL/Gh//PGHzX6uWbOGe+65B1dX1wJBHZ1Op60CGxISws8//0xubi4NGjTQVt0sqebNmwMUmGvvWrm5uezcuRNAWyHYloCAAG1Vzx07dtgsl3+13ZJQFEVbHfV6261VqxZGo3mlws2bN9usu2PHDgIDA2nbtm2BFX1vVMuWLQE4evSozSDX3r17y/w+LQnL/Wgymdi3b5/VMllZWdx3330YjcYCKycX1+b13OOW+zc3N1dbEdqa4cOHU79+/RKvhixujk6nIygoqEDARVEUjEbjdQ/rv9Xs7Ozw9fXFz8/P5oIzt5KHhweKopCnQnJWXvEVbEjIzEXFfHyWxZjKmsFg0PYVl5RSot9d6ZlZZGSZ/157e3uXaf+EEEIIIe4GErATVr3//vtW56CZNm0a2dnZuLu706NHjyLbSEtL0x7ybc1ns2nTJi3wkn9YXWJiIq+99hrz5s1j/fr1Vutahi16eXmV+UT0liDatQtj5N/+/vvva9/nPxbLKrbnz5/X5uDLz2QysWDBAgDatm1baP605557DkVR2L17N9988w1Q9GITlky/a/tqWW3zyJEjVvsB8Pnnn2tDb22tJGutzQULFljN3Nu9e/d1B+wAbb6+devWWV3F9cyZM9rKpPkpiqL1ad26dVYDzzk5OUyaNImIiAgiIiJKZaGHPn364OTkRFZWFtOmTSu0XVXVEi2AcSMsQ89s3ZvXatKkiXbMM2fOtFpmyZIlpKeno9PpSrRy7Y3c4507d9ayPidNmmQ12+/vv/9m4cKFhIaGUq1atRIdn7h5er2emjVrUqdOHWrUqEHdunXx9/e/JUO27yT29vbavJTxGTe2WISqqiT8W9doNN7Sa2D58CM1I5PYxOQig3bZOblERMcB4OTkVGrzYwoh/r+9O4+Pqr73P/4+M0kmk22yh5AQUBQQEWjBWkBlE1xRKFQteNGiVlDE5erl51I3pGqrdcGVuuK9KipaFOEqFBFci5UrCIpg2UISgtkmy2SZmfP7Y5hDQhYSmCQDvJ6Phw9mOd/v+Z6TAZN3Pt/vFwBwLOO7bzRp1apVuvjii61phaWlpZo9e7b++te/SpIeeOCBg/6mPyMjQ8cdd5wk6ZFHHtGyZcus4C4/P1/333+/JkyYYP0QUFVVZbUdOHCghg0bJilQYfPaa69ZP9BXV1frxRdf1COPPCJJmjp1aqguu1nBCqqffvpJt9xyi9zuwJpOtbW1Wrx4sU499VRt2bLFOr7+tQwdOlQTJkyQFAjf5s+fb00B3LVrly677DKtWbNGhmHo3nvvbXTu4447TqNGjZLP59PKlSsVGRmpyy67rNmxJiUlSWpceThhwgQNHz5cUuCePfbYY9bU5+LiYt1999269dZbJUmXXnqpxo4de9D7cttttykrK0ulpaUaOXKkVZ3n8/n09ttva/z48QftoylXXXWVBg4cqLq6Op1zzjlavHix/H6/TNPUihUrNGbMmGanc95xxx1KT0+Xz+fT+eefr1deecWahvnTTz9p0qRJVpB3//33h+QH4OTkZM2ZM0dS4LN+6623WpV2ubm5uuSSS1qsIjscwa/3tm3bDrpRiBQINR966CFJgcB88uTJ2rlzp6TAtN2//e1vuvHGGyUFguHg3+GWHMpn3Ol0WiHm//3f/2n06NHWepRer1dLlizRueeeq7q6OmVlZWnmzJmtvSUIEYfDodjY2E6fWnokC4ZeHq9fxZ62r/VYWFWnun2L4AX/rneU+Ph465yFJW7tKixSVXVNg/+v+Hx+FZWV66e8Parz+WSz2Q66sREAAABah8AOTRo5cqQWLVqk7t27Kzk5WampqVY1zuzZszVjxoxW9TNv3jxFRESotLRU5513npxOpxISEtS1a1f98Y9/lGEYuvTSSyUF1tSqv4Psyy+/rKysLJWUlGjKlCmKiYlRUlKSYmJidOWVV6qmpkajRo3SfffdF/LrP9ANN9ygPn36SAoEMi6XS0lJSXI6nRo/frw2b96scePGWdOAtm/f3qD9yy+/rFGjRsnj8eiaa65RQkKCXC6XcnJy9PrrrysiIkLPPvuszjjjjCbPf+WVV1qPL7jggmZ3xpVkBZ2vvPJKg0pIm82mt99+W0OHDlVNTY1uuukmJSYmKiUlRWlpabrvvvvk9/t18cUX6/nnn2/VfXG5XPrggw+UlZWlrVu3auTIkYqPj1dcXJxVoXcoUxkjIiK0ePFi9e3bV4WFhRo/frzi4uIUHx+vMWPGaM+ePbr22mubbJuZmamlS5eqa9euKisr0xVXXKH4+HglJCTohBNO0HvvvSdJmjNnTovBZ1vddNNN1gYWDz/8sFJTU5WcnKycnBy99dZbmjFjRrtM0wt+vYuKitS1a1e5XK4W19KTpIsuukiPPfaYbDabXn/9dXXv3l1JSUmKi4vTH/7wB1VVVenss8/WE0880epxHMpn/Morr9TcuXNlGIY+//xzDRo0SPHx8YqJidG4ceOUl5en5ORkLV26tMUdeIFw5XQ6rSq7/Io6lVS3rtLONE3trarTz1WB41NSUjp8ww/DMNS1a1clJiZKktyVHv07r1Bbcwu0PX+vtuUV6oedecovKpXP55fdblePHj06dWdeAACAowmBHZr01FNP6fnnn9fAgQPl8XiUnp6u8ePH6+OPP9aDDz7Y6imo559/vj777DNNmDDBqnoyTVP9+vXTrFmztH79ej311FPWDyLvvPOO1faEE07Qhg0bdNddd2nQoEGKi4tTRUWF0tLSdPbZZ+uVV17R8uXLO2Tqjcvl0hdffKFbb71VvXr1ksPhUFVVlbKysnTRRRfp73//u9577z2NHDmy0XVIgYXcP/roI73yyisaNWqUEhISVFVVpa5du2ry5Mlau3at/vCHPzR7/vPPP9+65y1Nh5Wk5557ThMnTlRiYqK8Xq+Kioqs91JTU/XJJ5/opZde0ujRo5WYmKiKigplZ2dr4sSJWrp0qRYuXNim3RUHDBigdevW6c4771Tfvn3l8/mUkJCgyZMn61//+tchTznNycnRl19+qT//+c8aMGCAbDabHA6HLrzwQn355ZfNhptSYE21TZs2ae7cuTrttNMUExMjj8ejzMxMTZw4UR9//LHuvPPOQxpXc2w2mx5//HEtW7ZM5557rtLS0lRdXa0BAwboueeeszYtCbUJEybooYceUo8ePWSz2RQTE6MdO3YctN0NN9ygb775Rpdffrm6d++uqqoqxcXF6YwzztCLL76oZcuWtenv1qF+xm+//XatW7dO06ZN0/HHHy+v1yu73a6+ffvq1ltv1caNG9W/f/823RMgXBiGoaysLGtNwLzyWu1218jjbXqZCNM0VVnn0y53rQorAxV5CQkJnbZ+YHD82dnZ1r8HNXVeVXiqVbmv2s5msyklJUU9e/ZkswkAAIAQMsxwWAUdYWHVqlVW4PT9999bFWXofIsWLdKkSZPUtWtX7dy501q3DEDHKCspa9f+XUmuQ26bnZ0t6eA7QKPz+P1+7dq1q8GmQs4Im1wOu+y2wC9jvH5TpdVe1fj2f1uWlJSkrl27tvs6ra3l8XhUUVEh377pr1FRUUpISAjZ2nqh+CyX/O/+6fNJ5zx52GPCUaSqTDJNSWbgzyYfq9ljzObaWn+qVf3I9Af+9PsbPjcDS38EXm/8nvzBc/iliCjZ+o+QJPnXrZBqPPuO3dfHge0O7O/Ac9d/LjVuU/95i++10G/944L3ynrf3P881iX7jMB6wL4nZ0vukiaPNZtqW/+51HT/DZ7v+7r6g302ft1s6dh912H61WJ/wT+N5DTFv/mhJMk9cYz8hQX7bom5b0gN/wzuMB64hWa9oe9/v1E7/0HeN/f35zf3b5RnBv8zTZmSgpdkyrTe89d/vu9j7t/3PKpLpkZu+JckacUpv5QnL39fO3P/l+OAc+zvd/85/WagT7+5/5zB5we+3+C59n90/fv69Nd7bh7w/MD3g8+fNd2t+dcE6DAsTAOEOdM0NW/ePEnS1VdfTVgHAEcYm82mnJwclZaWqqioSNXV1fJ4/c1W2sXExCglJUUJCQlhE9ZJbCgBAADQkQjsgDC0Z88erVixQvHx8VqwYIE++eQTxcbGNrtuGwAgvBmGoaSkJCUmJsrj8ai4uFjV1dXWDs92u10xMTFKTk5mHTigPcS4Dqt5R0Tnh3IO2y/OCvk4woV95kOdPYR2k7BoeWcPod2cteGbzh4CcNQgsAPCUE1NTaMNER5++GGlp6d30ogAAKFgGIZiYmJY7w0AAAAtYtMJIAxlZWXppJNOUlRUlHr16qUXXnhB06dP7+xhAQAAAACADkCFHSwjRowQe5CEB7vdrk2bNnX2MAAAAAAAQCegwg4AAAAAAAAIIwR2AAAAAAAAQBghsAMAAAAAAADCCIEdAAAAAAAAEEbYdAIAAABHhaRznuzsIQAAAIQEFXYAAAAAAABAGCGwAwAAAAAAAMIIgR0AAAAAAAAQRgjsAAAAAAAAgDDCphMAABxErbGxnc8wtJ37BwAAAHAkocIOAAAAAAAACCMEdgAAAAAAAEAYIbADAAAAAAAAwghr2AEAAOCoUPK/Mxs8TzrnyU4aCQAAwOGhwg4AAAAAAAAIIwR2AAAAAAAAQBhhSiwAAEAHMk1TtbW1qq6uls/nk2EYstlscjqdioyMlGEYnT1EAAAAdDICOwAAgHZmmqbKy8tVUlKiyspK+f3+Jo+z2+2KjY1VcnKyYmNjCe8AAACOUQR2AAAA7aisrEwFBQWqq6tr8Lq9xiN7rUeS5HXEyB8VLZ/PJ7fbLbfbLYfDoczMTMXFxXXGsAEAANCJCOwAAADagdfrVX5+vsrKygIvmH7F7dkuV+5mOUsLFFFdqWD9nCmpLiZBnqQuKu12kqpSu6mmpkbbt29XcnKyunTpIput85Ye9vv9qq6ulsfjkd/vl2EYioyMZBovAABAOyGwA4AjyD333KN7771XGRkZKigo6OzhAGhGbW2ttm/frtraWklSXMFPytj4qaI85U0eb0iKqnIrqsot1+4fVROXrIJThqsqJUvFxcXyeDzq3r27IiI69lu3qqoqFRUVye12yzTNJo9xOBxKSkpSUlKS7HZ7h44PAADgaEVgBwAAEEJ1dXVWWGd465S5/mMl5P2ottSgOSqKlfPFuyrp0V97+p4uj8ejHTt2qEePHh0Sivl8PuXn56u0tLTB61ERdkXYbTJNUzV1PvlNUzU1NSooKNDPP/+srKwsxcfHt/v4AAAAjnYEdgAAoAGv16va2lr5/X7Z7XY5HI5OnY55JDFNU7m5uVZYl/PVYsWUHFo1rCEpeft6RXrKlTvoHHk8HuXn5ys7Ozu0gz5AcCpucM09Z1SEUuKcindGyV7vcxAM7Uoqq1VSWS2v16sdO3YoLS1N6enpTJMFAAA4DAR2AABApmmqsrJSxcXFcrvdDd6z2+1KTExUcnKyHA5HJ43wyBDcBVaSsr758JDDuvri92xTl+9Wq6D/SJWWlsrlcrVbFVttba22bdsmr9crm2EoMzFOibGOJsM3wzAUHRWhzKg4pcQ7lVdSrorqOu3du1eGYSg9Pb1dxggAAHAs4NflAAAc43w+n7Zv367t27c3CuuC7xcVFWnLli3as2dPs2uZHet8Pp+1tqRr5ybFF24PWd+JOzcqtnCnJCkvL69dvgbB6kCv1yu7zdBx6YlKiotuVaVcVIRd3VNdSoyNliQVFhaqoqIi5GMEAAA4VhDYAcAhWrVqlQzDkGEY+uGHH5o85tlnn7WOCXr55ZdlGIYGDx4sSVq4cKFGjhyp5ORkxcTEqF+/frrvvvtUXt704vTN2bJli7p27SrDMNS7d2/t3r1bkrR9+3ZrDBUVFVq7dq0uvvhiZWZmyuFwqHv37rrmmmu0bdu2ZvuuqanR008/reHDhyspKUkOh0PZ2dm69NJLtWbNmgbHVlRUKDo68EP+iy++2Kgvr9crl8slwzB0wQUXNHm+yZMnyzAMXXXVVZL23+vU1FRJ0vLly3X++ecrLS1N0dHROvHEE3XLLbeosLCwTfcMgZBp27ZtVlVYbLRDOekp6tsjSyf3yFKfnEx1SXYpat9mB3v37mXDk2aUlpbK7/fLVlejjE2fhrRvQ1KXDR9Lpl91dXVt/vehNYqLi1VVVSVJ6paSIGdU2yZiGIahrKQ4xTgiJUm7d++W3+8P+TgBAACOBQR2ANCJrrnmGl166aVatWqV6urqVFNTo40bN+ruu+/WsGHDWl2hsm3bNo0aNUr5+fnq06ePVq1apaysrEbHLViwQEOGDNFbb71lLSa/c+dOzZ8/X7/4xS+0fv36Rm127NihQYMG6brrrtPq1atVUVGhmJgY7d69WwsXLtSZZ56pWbNmWT+Yx8XFacSIEZICwdqBvvrqK6uKa82aNfL5fA3e9/l8+vDDDyVJF110UaP2c+fO1dixY7V06VJ5PB75fD5t3bpVjzzyiAYNGmQFlWid3NxcVVdXy5CUk56i4zLTlBDrlG1fyBthtyvVFa8TszOUHB8rSSoqKlJJSUnnDjzMmKap4uJiSZIr9wfZvbUhP0eUp1xxewLBevBcoWKapn7++WdJUnJstOKiow6pH8MwlJ0cL0OBzTfKyspCOEoAAIBjB4EdAHSSdevWaf78+Zo2bZp27Nih8vJyFRcX64YbbpAkbdiwQU899dRB+9m5c6dGjhyp3NxcnXzyyVq1apUyMzObPPb666/Xr3/9a61du1aVlZWqrKzUCy+8oKioKJWVlWn27NkNjvd4PDr77LO1ceNGuVwuvfLKKyovL1dJSYny8vI0Y8YMSdK8efN0zz33WO3GjRsnSfrHP/7RaOreihUrrMdut1vffPNNg/e/+OILFRcXKyYmRmeddVaD90pKSnTnnXdq3Lhx2rRpk8rLy1VeXq4HH3xQUiB8uv/++w96zxBQXV1tVWplpSUrIdbZ7LGGYSgzJdE65ueff2ZqbD3BwF2SEnduarfzBPuuqKgIafVaRUWFtclEakLMYfUVFWGXKyaw1mGog0UAAIBjBYEdAHQSv9+vKVOm6IUXXlBOTo4kyeVy6dFHH1W/fv0kSUuXLm2xj7y8PI0aNUo7duxQ//799fHHHysjI6PZ448//nitWLFCgwcPls1mU0REhKZNm6arr75aUiBMq63dXxn09NNPa/PmzbLb7Vq2bJmmTp2q6OjAGlWZmZl6+umnddNNN0mSHnzwQe3YsUPS/sBu7969WrduXYMxBAO7nj17SpI+/vjjBu9/8MEHkqSxY8fK6WwYIPn9fp1xxhlavHixTjrppMCi99HRmj17ts4///xW3TPsFwxTHJERcrUQ1gUZhqGMxARJgWnSwWm0nS1Y3bZlyxb9+OOPysvL6/CpmB6PR5Jkq6uRo7yo3c4TU5xvPa6urg5Zv8Fq3lhHpKIi7IfdX9K+teyCVbAAAABoGwI7AOhEwTXa6jMMQ0OGDJEk7dmzp9m2e/bs0ahRo/TTTz9p4MCBWrlypdLS0lo835QpU6zArb6hQ4dKCqwvV78i5o033pAkXXjhhdaYDnTXXXfJ6XSqrq5OCxculCTl5OSof//+khpOi62oqNCXX36p+Ph4zZw5U1LzgV1T02Eladq0aU0ugh+8hpbuGfYzTdOarpicENeqjQUkyREVqdjoQPVUcFp1ZwtWfNbU1Ki2tlbFxcXatWtXh44hGJ5Fl+1V6+7kobF7axVZWdrgnKEQDByD688dLmfU/n5COU4AAIBjBYEdAHSivn37Nvl6YmKiJDWodquvurpao0eP1ubNmyVJV155pVJSUg77fPXP6fV6remqB05NPbBtcAONf/7zn9brwSq7+oHdqlWr5PV6dcYZZ2j48OGSpE8//VRer1eStGvXLm3YsEF2u73ZDSkO9Z6hIdM0rcqnGEfb1iuL2be+WfDr1tmKigIVbbFOh1Jd8ZKk8vLyDv0sBO9lZHX774waWR2obAzl/Q9Ohw1FdZ0k2WyGIu22Bn0DAACg9QjsAKATxcfHN/m6zRb457m5aX1lZWXauHGjIiMDVSx33HGHcnNzD/t89c9ZXFxsPW5qA4v6gu/v3bvXei0Y2H366adW9U5wOuzo0aM1YMAAJSUlWTvXSvur64YMGWLtCNvWa2Bdtdapf59aW11nHb+vhixc7nXwcxrjiFJ8vam9HTkt1roXHXFLzPa7rlBWBwY/VuHyOQEAADiSENgBQDs62NpNbQ1K6vvFL36hdevWKSkpSW63W9dcc81B27TlfG35ITsYjNTv/1e/+pW6dOmimpoarV69WtL+wG7UqFGy2WwaOXKkpP3TYg82Hbat14Dm2Ww2617W1rWtUqt2X2WX3R6aaqzDFRcXJ0naW1qubXmFkqTIyEg5HI4OG0MwMPZFHtruqm3hi4xucM5QCH4tvb7QhIGmaVp9hcvnBAAA4EhCYAcAh6h+cNRcJY/b7W6XcyckJOgf//iHTj75ZD388MOSApstLFiwIGTnSE5Otn7QPlj1XnC9sPT0dOs1wzCsjSA++ugjFRQUaOPGjUpNTdWAAQMkBSrtJGnlypWqrq7WypUrJbUc2CE0DMOwgq6S8tZvHuHz+VVWGaiYDLbvbF26dGkwlsjISHXv3r1Dw91gOFid0HRlaKiYhk21cckNzhkKwbUtPW0Mb5tT4/XJvy/zP3DzGAAAABwcgR0AHKL6Pyw3F8xt2rSpXc7tdDqVlJQkKbAJQ7BS7cYbb1RBQUFIzhEZGamBAwdK2l8Z15Ti4mJrrbtgEBcUnBb70Ucf6ZNPPpEkjRgxwgpSgoHdZ599pmXLlqmqqkonnXSSTjzxxJBcA1qWnBwIfso91aqubd06Y8XlFTJNUzabrcHah53JbrerR48e6tWrl0444QT16tWryc1V2lMwlPLGJMgb1X4BVXVCqsx9QXoog7CYmBhJUrmnVn7/4U9hdVfVSAr8OxIREXHY/QEAABxrCOwA4BDVX9dtzZo1jd4vKCjQ+++/3yFjmT9/vqKjo1VSUqLp06eHrN/f/e53kqT3339fX3zxRZPH3HPPPaqpqZFhGJo0aVKD98aMGaPo6Gh99913eu211yTtD+kkqXfv3srOzlZ1dbXuuusuSVTXdaS4uDhFRQWmcO7cU6S6g2xi4K7yaE9JIJxOSkoK6ZTMUIiKilJ0dHSnTJuOjo62KlLLsnq123nc+/p2OBwhDcJcLpcMw5DfNFVSeXi7uvr9por39ZGYmMg0dgAAgEMQXt9pA8ARpFu3bjrllFMkSXPmzNGSJUtkmqZM09TKlSs1fPhwa7OF9nbCCSfo7rvvliQtXrxYr7/+ekj6nT59uvr06SOfz6fzzjtPCxYsUE1NoHImPz9fM2bM0Lx58yRJs2fPVu/evRu0j4mJ0ahRoyRJ7733niRZz4OCAd53330nicCuIxmGoW7duslms6nW69VPeYUqclfId8AU75o6r/KLSrVzT2A3VqfTqYyMjM4YctgyDMOqOCzpcUq77D3ht0WoNLuPJFkVtqFit9utPveUVarO2/L6my3ZU1Ypr88vwzCsKk4AAAC0DYEdAByGJ554QtHR0SovL9e4ceMUGxsrp9Op0aNHq6CgQM8++2yHjeWWW25R//79JUmzZs1SYWHhYfcZGxurDz74QH369FFpaakuv/xyxcfHKzk5WVlZWdb1XX/99br//vub7CM4LVaSsrOz1atXw+qj+hV3Xbp00WmnnXbY40brOZ1Ode/eXXa7XV6fX/lFpdq8M1/bC37Wzj1F+ndeobbkFqjIXdHg+HCrrgsHwXCqLjZRpTknh7z/n08cJH9UoIIw1IGdFFiDMiIiQn7T1K4i9yFNjS2rqlFRReAXFRkZGdZO1gAAAGgbvtsGgMMwYsQIrVu3Tpdffrm6du0qn8+n9PR0XX311dqwYYOGDBnSYWOJiIjQ888/L7vdrp9//lnXXXddSPo9/vjj9c033+ixxx7TsGHDFBMTo6qqKh133HGaOnWqPvvsMz3xxBPN7gRZP7A7sLpOahjYXXDBBUyf6wSxsbHq2bOnkpOTZbPZ5DdNVXiq5a7yqKqmVlJgummXLl103HHHsSZZMxwOhxWkFfYdplpnfMj69rjSVNRzkCQpLS2tXXZejYiIsKb6V9V6tW1vqWpbWWlnmqaKyj3aVRSYMh0bG6uUlJSQjxEAAOBYYZim2R6zNgAAOGrsLf28XftPSxx6yG2zs7MlHXwn39by+Xxyu92qra2V3++XzWZTTEyM4uLiCFNbwefzaevWraqrq5OjbK+6f/l32etqDqvPuug4bR/6G3ljEhQdHa2ePXu269eipKREu3fvliTZDENpCTFKio1WhL3x73lN01RlTZ32uqtUWRPYuMTpdKpHjx5tDhVD8Vku+d+ZDZ4nnfPkIfcFAADQmfgVOQAAsNRfywxtZ7fblZ2dre3bt6vGlaYdvx6vbmuXKLK68pD6q4lN1K7TLpQ3JkE2m03Z2dntHpwmJSUpMjJSu3fvVl1dnfaUVaqwrFIxjkg5oyIUYbfJNKXqOq88tXWq9fobtM3MzGTKNAAAwGEisAMAAAih2NhYdevWTbt27VKNK03/Hj5ZGRvXyJX7g1obtZkyVHz8AO3t/WuZ9gjZbDb16NFD0dHR7Tr2oLi4OJ1wwgnau3evSkpK5PP5VFlTZ1XRHSg2NlZpaWmKi4vrkPEBAAAc7QjsAAAAQiwhIUHdu3dXbm6uvJLyB56lkh79lbRjgxLytsjm8zbZzhcRpbJufVTS/RTVxgUqHaOiotStWzc5nc4OvIJAtWCXLl2Unp6u8vJyeTweVVdXy+fzyTAMRUVFKTo6WvHx8XI4HB06NgAAgKMdgR0AAEA7CFapFRQUqLS0VNWJ6cpPHK38U0bIUV6k6LK9iqitliR5HbGqdqWpJj5JMvZPJ01JSVFGRkanTjG12WxyuVxyuVydNgYAAIBjDYEdAABAO4mIiFB2drZSUlJUXFys0tJSmTa7alzpqnGlN9nGZrMpKSlJycnJVK4BAAAcowjsAAAA2pnT6VRWVpa6dOkij8djTS/1+wMbNtjtdkVHR8vpdMrpdLJpAwAAwDGOwA4AAKCD2O12xcXFsTkDAAAAWsSvbwEAAAAAAIAwQmAHAAAAAAAAhBGmxAIAAOCokHTOk509BAAAgJCgwg4AAAAAAAAIIwR2AAAAAAAAQBghsAMAAAAAAADCCGvYAQBwBCssLJTP51N2dnZnDwU4LPn5+bLb7YfcfvDgwSooKAjhiI49Xbp00ddff93ZwwAAACKwAwDgoNISh3b2EJoVGRnZ2UMAQsJutx/W53n9+vXy+XzKzMwM4ajaV35+viQdUWMGAAAdwzBN0+zsQQAAAACHI1hlmpub28kjab0jccwAAKBjsIYdAAAAAAAAEEYI7AAAAAAAAIAwQmAHAAAAAAAAhBECOwAAAAAAACCMENgBAAAAAAAAYYTADgAAAAAAAAgjhmmaZmcPAgAAAAAAAEAAFXYAAAAAAABAGCGwAwAAAAAAAMIIgR0AAAAAAAAQRgjsAAAAAAAAgDBCYAcAAAAAAACEEQI7AAAAAAAAIIwQ2AEAAOCI9cEHH+jss89WcnKyoqOjdfzxx2vmzJnatWvXYfVbVVWlxx57TKeffrqSkpIUFRWljIwMXXDBBfr73//eZBuv16vo6GgZhtHif9OnT2/2nHPmzNEpp5wip9OpxMREnXbaaXrqqafk8/laHO/OnTs1ffp09ejRwxrreeedp2XLlh3WfQAAAJ3DME3T7OxBAAAAAG01Z84c3XXXXZIku92u2NhYud1uSVJiYqI++OADDR06tM397ty5U2PHjtXmzZslSZGRkXI6nVbfkjR58mQtWLBAdrvdem39+vUaMGCAJCkjI6PZ/i+//HI99NBDDV5zu90aMWKE1q1bJ0mKjY2V1+tVTU2NJGn48OFatmyZnE5no/42bNigM888U6WlpZIkl8ul8vJy+f1+SdKtt96qP//5z229DQAAoBNRYQcAAIAjzqJFi6yw7q677lJpaanKysq0YcMGDR48WKWlpRo/frxKSkra1K/P59NFF12kzZs3KyUlRW+88YYqKipUVlamvLw8XX/99ZKk1157TX/84x8btA2Gbccdd5wKCgqa/e/AsE6SpkyZonXr1ikzM1MfffSRKioqVFFRoZdfflmxsbH65JNPrHPXV15ernPOOUelpaUaMmSIfvjhB5WWlqq4uFj/9V//JUn6y1/+ov/+7/9u030AAACdiwo7AAAAHFH8fr/69eun77//XldddZX+9re/NXi/pKRE/fr1U15enm6//XbNnTu31X0vWrRIkyZNkiStWbNGp59+eqNjrr/+ej355JNyOBzas2ePXC6XJOmGG27QE088oYkTJ+rtt99u9Tm//PJLDRkypNlzvvnmm7rkkktks9m0adMm9e7d23rvgQce0O23367U1FRt3brVGkvQtddeq2eeeUY5OTn697//3aAiEAAAhC8q7AAAAHBEWblypb7//ntJgemeB0pKStLMmTMlSa+++qra8vvpJUuWSJIGDRrUZFgnyVqDrqamRp9//rn1erDC7pe//GWrzydJTz75pCRpyJAhTZ7z4osvVu/eveX3+xtVyj399NOSpKuvvrpRWCdJd955pwzD0M6dO7Vq1ao2jQsAAHQeAjsAAAAcUT7++GNJUk5Ojnr16tXkMWPGjJEk7dq1S999912r+x44cKAmTZqkiy66qNljMjMzrcdlZWWSJNM09e2330pqe2AXvJ7gmJty1llnSZKWLl1qvbZlyxbl5ua22LZr167q27dvo7YAACC8EdgBAADgiLJx40ZJ0kknndTsMfWDvA0bNrS67xtuuEFvvfVWo/Xp6vv000+tx926dZMk/fTTT9amFElJSZo9e7ZOPfVU5eTkaODAgZo5c6Z+/PHHRn2VlpYqLy+v1dezceNGq2IweB9a27Yt9wEAAHSuiM4eAAAAANAWu3fvlrQ/LGtKQkKC4uLiVFFRYQVioeDz+TRnzhxJUlpamk477TRJ0jfffCNJMgxDw4cPt3Z3lQJVft9++62ee+45PfHEE5oxY0ajaznY9WRlZUkKTMMtKipSamqq1TYyMlJdunQ5aNtQ3gcAANC+qLADAADAESVYyRYbG9vicTExMQ2OD4XZs2fr66+/liT98Y9/VERE4PffwfXrTNPUwIED9eGHH8rtdsvtdmvJkiU65ZRT5PV6de211+qtt95qdC0Hu57gtdRvE/yz/nsttQ3lfQAAAO2LwA4AAABHFK/XK0mKiopq8TiHw9Hg+MN177336pFHHpEknXvuudbGFlJgrbjRo0dr4sSJWrNmjcaOHav4+HjFx8fr/PPP1+eff26tJXfTTTeptra20dhaup7gtdRv01n3AQAAtD8COwAAABxRnE6nJFmhV3OC01IPFmgdjN/v14033qh77rlHUmAH2TfeeEOGYVjHXH/99VqxYoXefvttRUZGNuojLi7Oar97926tXr26wbVILV9P/Sm2wevp6PsAAAA6DoEdAAAAjijx8fGSJI/H0+JxVVVVkgLr2R2qyspK/eY3v9Hjjz8uSRoyZIhWrFhxSH2OHDnSehzcMCJ4LVLL1xO8Fmn/9XTkfQAAAB2LwA4AAABHlODmDPU3bDhQeXm5KioqJO3fdKGt8vLydMYZZ2jx4sWSpHHjxmnFihVKTEw8pP5cLpf1OBiiZWdnW5V6LV1P8L3o6GglJydL2n8famtr9fPPPx+07aHeBwAA0PEI7AAAAHBE6devnyRp8+bNzR7zww8/WI9PPvnkNp/j+++/12mnnWZtJnHdddfp3XffbXKDh8rKSj3zzDO677779NVXXzXbZ0FBgfU4MzNTUmCjiR49ekhq+XqC79W/luB9OJS2AAAgvBHYAQAA4IgSnFq6detW7dixo8ljVqxYIUlKT09vc1C1detWjR49Wrm5uTIMQ3/5y1/05JNPym63N3l8ZGSkbrzxRt199916/vnnm+33ww8/tB6ffvrpja4nOOaWrqf+tNqcnBz17NmzxbZ5eXnatGlTo7YAACC8EdgBAADgiHL66acrJydHknT//fc3er+0tFRPPvmkJGnGjBkNNoc4GI/Ho/Hjxys/P182m00vv/yybrnllhbbREVF6dxzz5UkLVy4UNu2bWt0THFxsebMmSNJGjt2rE444QTrvSlTpkiSVq1apU8//bRR2zfffFM//vij7Ha7pk+f3uC9yZMnS5KefvppFRcXN2obvD89e/bUOeec0+J1AACA8EFgBwAAgCOKYRh66KGHJEnPP/+8br31VpWVlUkKbOYwduxY5eXlKT09XbNmzWpT3w888IC1IcQ999yjqVOntqrdnDlz5HA4VF5ernPPPVcrV66U1+uVaZpavXq1zjzzTO3cuVPx8fGaN29eg7ajRo3S2WefLUmaMGGC3nvvPZmmKZ/Pp1dffVXTpk2TJP3+97+3KuqCbr75ZmVkZKiwsFBjxozR+vXrJUlut1u33XabnnnmGUnSvffe22yFIAAACD+GaZpmZw8CAAAAaKv//M//1F//+ldJkt1uV1xcnBXcxcfHa9WqVfrlL3/Z6v5qamqUkZFh9ZGenn7Q6rzHH39cl1xyiSRp8eLFuuyyy6zNLhwOh+x2u7XBRGpqqhYvXqyhQ4c26qegoECjR4+2pq/GxMTI7/erurpaUmA667Jly+RwOBq1/eyzz3TeeefJ7XZLCmxuUVFRIZ/PJ0m64447mqxEBAAA4YvADgAAAEespUuXat68eVq7dq3KysqUmZmpsWPH6vbbb9fxxx/fpr7+9a9/afDgwW1q89JLL+mKK66wnm/fvl2PPvqoPvzwQ+3YsUMRERHq0aOHLrzwQt18881KSUlptq+qqio9+uijevPNN7V161b5/X716dNHl112mWbNmqXIyMhm2+7atUsPPPCAli1bpry8PDmdTg0aNEgzZ87UhAkT2nRNAACg8xHYAQAAAAAAAGGENewAAAAAAACAMEJgBwAAAAAAAIQRAjsAAAAAAAAgjBDYAQAAAAAAAGGEwA4AAAAAAAAIIwR2AAAAAAAAQBghsAMAAAAAAADCCIEdAAAAAAAAEEYI7AAAAAAAAIAwQmAHAAAAAAAAhBECOwAAAAAAACCMENgBAAAAAAAAYYTADgAAAAAAAAgjBHYAAAA45nz11VeaNWuWBg4cqISEBEVGRiolJUVnnHGG/vSnP6mwsLCzhxhSK1eu1PLlyzt7GAAAoJUM0zTNzh4EAAAA0BF27dqla665RsuWLbNeczqdioqKUllZmfVaQkKC5s2bp6lTp3bGMEPqN7/5jd59910988wzmj59emcPBwAAtAIVdgAAADgmbNy4UaeeeqqWLVumuLg43X333dqyZYuqqqpUWlqq0tJSvf766+rTp4/cbrcuv/xyPfPMM5097MP27rvvdvYQAABAG1FhBwAAgKNeRUWF+vfvr23btiktLU3Lly/XgAEDmjy2srJSo0eP1ldffaXIyEht2LBBvXv37uARh45hGJJEhR0AAEcQKuwAAABw1Js7d662bdsmSXrrrbeaDeskKTY2VgsWLFBERITq6ur0pz/9qaOGCQAAIInADgAAAEe56upqa2rr2LFjNXz48IO26dWrl2bOnKlrr71W48ePb/T+kiVLNH78eGVmZioqKkppaWkaO3asXn31Vfl8vkbHr1q1SoZhyDAM/fDDD02e89lnn7WOqe/ll1+WYRgaPHiwJGnhwoUaOXKkkpOTFRMTo379+um+++5TeXl5g3YjRoxo0NeMGTNkGIauuOKKg14/AADoXBGdPQAAAACgPX3yySfWhhITJ05sdbtHH3200Wu1tbWaPHmyFi1aJCkw3TQxMVElJSVavny5li9frueff17vvPOOUlJSQnMB9VxzzTWaP3++JCkuLk41NTXauHGj7r77br399tv6/PPPFRcXJ0lKTk5WRkaG9uzZIymwkYbT6ZTL5Qr5uAAAQGhRYQcAAICj2jfffGM9HjZs2GH1dfXVV2vRokUyDEO33367CgsLVVxcrNLSUs2bN0/R0dFavXq1Jk2aJL/ff7hDb2DdunWaP3++pk2bph07dqi8vFzFxcW64YYbJEkbNmzQU089ZR3/zjvvqKCgwHr+0EMPqaCgQI8//nhIxwUAAEKPwA4AAABHtdzcXOtx165dD7mfr7/+WgsWLJAUCL/mzp2r1NRUSYFqt5kzZ2rhwoWSAlNgg49Dxe/3a8qUKXrhhReUk5MjSXK5XHr00UfVr18/SdLSpUtDek4AANA5COwAAABwVKurq7MeB6eLHopgAJeRkaEbb7yxyWMuvPBCDRkyRJL06quvHvK5mnPVVVc1es0wDOucwemvAADgyEZgBwAAgKNaRkaG9bi4uPiQ+/nnP/8pSTrzzDMVGRnZ7HFnnXVWg+NDqW/fvk2+npiYKCmwxh4AADjyEdgBAADgqJaZmWk9rr+mW1vt3btXkpSVldXiccH3i4uLQ76OXXx8fJOv22yBb+tDfT4AANA5COwAAABwVBs6dKj1eM2aNa1ut3r1at1777365JNPVFdXJ9M0W9WufmhmGEarz+fz+Q56TFv6AwAARy4COwAAABzVBg4cqB49ekiS3nvvvVa3mz9/vu655x6NGTNGbrdbaWlpkhpuYtGUXbt2SZJSU1OtgK1+0NZcFZzb7W712AAAwNGNwA4AAABHvalTp0qSli9frpUrVx70+C1btujNN9+UJF100UVKSUnRr371K0mByrv6G1kcaMWKFZKkAQMGWK85HA7rcXPB3KZNmw46LgAAcGwgsAMAAMBR7+abb7bWlps6darWr1/f7LHFxcX67W9/q7q6OjkcDt13332SpN/97neSpMLCQj366KNNtn3nnXe0du1aSdJvf/tb6/X66941NS23oKBA77//fhuvqnWC69u1ZsotAAAIDwR2AAAAOOq5XC699dZbio2N1e7duzVs2DDddttt+vHHH60gq6SkRC+99JIGDBigb7/9VoZh6JlnntFJJ50kSRo0aJD+4z/+Q5L0//7f/9Odd96poqIiSVJFRYXmzZunKVOmSJJOP/10XXnlldb5u3XrplNOOUWSNGfOHC1ZskSmaco0Ta1cuVLDhw+Xx+Npl2tPSkqSJK1du7bV6/ABAIDORWAHAACAY8KQIUO0atUqnXjiiaqoqNCDDz6o3r17y+l0Kjk5WSkpKZo2bZpyc3OVnJysN954Q7///e8b9PHcc89p/PjxMk1Tc+fOVXp6ulJSUpSYmKhZs2apurpaI0eO1KJFi2S32xu0feKJJxQdHa3y8nKNGzdOsbGxcjqdGj16tAoKCvTss8+2y3UPGzZMkvTKK68oISFBF1xwQbucBwAAhA6BHQAAAI4ZgwcP1qZNm/Q///M/mjRpknr27KnIyEi53W4lJydrxIgRevjhh7VlyxZdfPHFjdo7nU698847euedd3TBBRcoNTVV5eXlysjI0Lnnnqs33nhDK1asUHp6eqO2I0aM0Lp163T55Zera9eu8vl8Sk9P19VXX60NGzZoyJAh7XLNzz33nCZOnKjExER5vV6rKhAAAIQvw6QuHgAAAAAAAAgbVNgBAAAAAAAAYYTADgAAAAAAAAgjBHYAAAAAAABAGCGwAwAAAAAAAMIIgR0AAAAAAAAQRgjsAAAAAAAAgDBCYAcAAAAAAACEEQI7AAAAAAAAIIwQ2AEAAAAAAABhhMAOAAAAAAAACCMEdgAAAAAAAEAYIbADAAAAAAAAwgiBHQAAAAAAABBGCOwAAAAAAACAMEJgBwAAAAAAAIQRAjsAAAAAAAAgjBDYAQAAAAAAAGGEwA4AAAAAAAAIIwR2AAAAAAAAQBghsAMAAAAAAADCyP8HdY+4MwfvxLMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 330, "width": 630 } }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 505, "width": 313 } }, "output_type": "display_data" } ], "source": [ "marker_genes = ['CD3D', 'MS4A1', 'LYZ', 'NKG7']\n", "\n", "ov.pl.dotplot(\n", " adata,\n", " marker_genes,\n", " groupby='cell_type',\n", " cmap='Reds',\n", " figsize=(4, 4),\n", " show=False,\n", ")\n", "save_figure_pair('figures/plotting/dotplot_markers')\n", "plt.show()\n", "\n", "fig, ax = plt.subplots(figsize=(4, 4))\n", "ov.pl.violin(\n", " adata,\n", " keys=['CD3D'],\n", " groupby='cell_type',\n", " rotation=90,\n", " stripplot=False,\n", " show=False,\n", " ax=ax,\n", " add_box=True\n", ")\n", "save_figure_pair('figures/plotting/violin_module_score')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "530fb02b", "metadata": {}, "source": [ "## 5. Heatmaps should emphasize structure, not complexity\n", "\n", "Heatmaps are powerful because they reveal coordinated patterns across groups. They are also easy to overcomplicate.\n", "\n", "Purpose of this step:\n", "\n", "- summarize structured differences across cell states, niches, or pathways\n", "- make trends visible at a glance\n", "- keep group-level interpretation readable\n", "\n", "Recommended practice:\n", "\n", "- cluster only when clustering adds information\n", "- use diverging colormaps for centered values and sequential colormaps for abundance\n", "- keep labels readable before increasing matrix size" ] }, { "cell_type": "code", "execution_count": null, "id": "c3cd40f6", "metadata": {}, "outputs": [], "source": [ "# Example matrix: rows are categories, columns are features/pathways.\n", "# Replace with your own summary matrix.\n", "# matrix = ...\n", "\n", "# sns.clustermap(\n", "# matrix,\n", "# cmap='RdBu_r',\n", "# figsize=(8, 8),\n", "# center=0,\n", "# )\n", "# plt.savefig('figures/plotting/heatmap_signed.png', dpi=300, bbox_inches='tight')\n", "# plt.savefig('figures/plotting/heatmap_signed.svg', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "291bf008", "metadata": {}, "source": [ "## 6. Spatial plots should preserve tissue context while remaining interpretable\n", "\n", "When plotting spatial transcriptomics or CosMx-style segmentation results, you should treat the image background as **context**, not as the main message.\n", "\n", "Why this step matters:\n", "\n", "- too much segmentation detail hides biology\n", "- too much biological overlay hides tissue structure\n", "- readers should be able to see both location and pattern without visual overload\n", "\n", "Practical rules:\n", "\n", "- keep panel shape close to square when possible\n", "- use compact layouts such as `(4, 4)` for a single field of view\n", "- keep contour lines and overlays visually subordinate\n", "- reuse the same category colors used in embeddings and summary plots" ] }, { "cell_type": "code", "execution_count": null, "id": "5f908059", "metadata": {}, "outputs": [], "source": [ "# Example for segmented spatial plotting.\n", "# Adjust keys to your own AnnData object.\n", "\n", "sq.pl.spatial_segment(\n", " adata,\n", " color='cell_type',\n", " library_key='fov',\n", " library_id='1',\n", " seg_cell_id='cell_ID',\n", " palette=color_dict,\n", " img=False,\n", " figsize=(4, 4),\n", " dpi=300,\n", " legend_loc=None,\n", " frameon='small',\n", " show=False,\n", ")\n", "save_figure_pair('figures/plotting/spatial_segment_celltype')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a3199cb9", "metadata": {}, "source": [ "## 7. Export for both analysis and publication\n", "\n", "Export is not a cosmetic afterthought. It determines whether your figure survives manuscript preparation.\n", "\n", "Why save both formats:\n", "\n", "- `png` is convenient for quick inspection, slides, and raster-based submissions\n", "- `svg` is better for vector editing, journal layout, and text sharpness\n", "\n", "Why `dpi=300` matters:\n", "\n", "- below this, labels and small symbols often degrade in print or PDF assembly\n", "\n", "Why `bbox_inches='tight'` matters:\n", "\n", "- unnecessary margins complicate multi-panel composition" ] }, { "cell_type": "code", "execution_count": 25, "id": "1515eb95", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 315, "width": 317 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(4, 4))\n", "ax.plot([0, 1, 2], [1, 3, 2], lw=2)\n", "ax.set_xlabel('Example x')\n", "ax.set_ylabel('Example y')\n", "ax.set_title('Export template')\n", "save_figure_pair('figures/plotting/export_template')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c8bfd2c2", "metadata": {}, "source": [ "## 8. A practical checklist before you finalize a figure\n", "\n", "Before a figure enters a manuscript, verify the following:\n", "\n", "1. **Biological meaning is clear**: the plot answers one question well.\n", "2. **Category colors are stable**: the same cell type is not recolored in another panel.\n", "3. **Colormap logic is correct**: sequential for abundance, diverging for signed contrasts.\n", "4. **Text is readable**: labels are not oversized, but they also do not disappear after export.\n", "5. **Panel geometry is consistent**: similar figures use similar figure sizes.\n", "6. **Legends are under control**: present when needed, suppressed when redundant.\n", "7. **Export is complete**: both `png` and `svg` are saved with `dpi=300`.\n", "8. **The figure can stand alone**: title, axis labels, and color interpretation are understandable without code.\n", "\n", "If a figure fails any of these checks, improve the figure before generating more figures." ] }, { "cell_type": "markdown", "id": "8286194a", "metadata": {}, "source": [ "## Summary\n", "\n", "A good scientific figure in `omicverse` is not defined by complexity. It is defined by **consistency**, **semantic color usage**, **appropriate plot choice**, and **clean export**.\n", "\n", "A useful working order is:\n", "\n", "1. define global style\n", "2. fix categorical palettes\n", "3. choose the correct continuous colormap\n", "4. make the overview plot\n", "5. make the evidence plot\n", "6. export in paired formats\n", "\n", "Once you standardize these steps, your plotting workflow becomes faster, more reproducible, and much easier to maintain across a full project." ] } ], "metadata": { "kernelspec": { "display_name": "omicverse", "language": "python", "name": "omicverse" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.17" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }