{ "cells": [ { "cell_type": "markdown", "id": "b44a8308-9153-4b31-bdf8-5e94134f5ad0", "metadata": {}, "source": [ "# Preprocessing the data of scRNA-seq with omicverse[CPU-GPU-mixed]\n", "\n", "The count table, a numeric matrix of genesโ€‰ร—โ€‰cells, is the basic input data structure in the analysis of single-cell RNA-sequencing data. A common preprocessing step is to adjust the counts for variable sampling efficiency and to transform them so that the variance is similar across the dynamic range. \n", "\n", "Suitable methods to preprocess the scRNA-seq is important. Here, we introduce some preprocessing step to help researchers can perform downstream analysis easyier.\n", "\n", "User can compare our tutorial with [scanpy'tutorial](https://scanpy-tutorials.readthedocs.io/en/latest/pbmc3k.html) to learn how to use omicverse well\n", "\n", "Colab_Reproducibility๏ผšhttps://colab.research.google.com/drive/1DXLSls_ppgJmAaZTUvqazNC_E7EDCxUe?usp=sharing" ] }, { "cell_type": "code", "execution_count": 1, "id": "c2d6c1db-2fc7-4c8e-abd9-af9c126cbca3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "๐Ÿ”ฌ Starting plot initialization...\n", "Using already downloaded Arial font from: /tmp/omicverse_arial.ttf\n", "Registered as: Arial\n", "๐Ÿงฌ Detecting GPU devicesโ€ฆ\n", "โœ… NVIDIA CUDA GPUs detected: 1\n", " โ€ข [CUDA 0] NVIDIA L40S\n", " Memory: 44.5 GB | Compute: 8.9\n", "\n", " ____ _ _ __ \n", " / __ \\____ ___ (_)___| | / /__ _____________ \n", " / / / / __ `__ \\/ / ___/ | / / _ \\/ ___/ ___/ _ \\ \n", "/ /_/ / / / / / / / /__ | |/ / __/ / (__ ) __/ \n", "\\____/_/ /_/ /_/_/\\___/ |___/\\___/_/ /____/\\___/ \n", "\n", "๐Ÿ”– Version: 1.7.9 ๐Ÿ“š Tutorials: https://omicverse.readthedocs.io/\n", "โœ… plot_set complete.\n", "\n" ] } ], "source": [ "import scanpy as sc\n", "import omicverse as ov\n", "ov.plot_set(font_path='Arial')\n", "\n", "# Enable auto-reload for development\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "id": "ba8de1ce-2b12-4210-b86f-15b4d782c8d4", "metadata": {}, "source": [ "
\n", "

Note

\n", "

\n", " โ€œWhen OmicVerse is upgraded to version > 1.7.0, it supports CPUโ€“GPU mixed acceleration without requiring `rapids_singlecell` as a dependencyโ€”enjoy faster single-cell analysis!โ€\n", "\n", "

\n", "
\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "32fdcb42-17d4-483e-b8ed-72bc2c8fc37c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU-GPU mixed mode activated\n", "Available GPU accelerators: CUDA\n" ] } ], "source": [ "ov.settings.cpu_gpu_mixed_init()" ] }, { "cell_type": "markdown", "id": "cfac2aca-153c-469c-9072-51b429b6af3b", "metadata": {}, "source": [ "The data consist of 3k PBMCs from a Healthy Donor and are freely available from 10x Genomics ([here](http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz) from this [webpage](https://support.10xgenomics.com/single-cell-gene-expression/datasets/1.1.0/pbmc3k)). On a unix system, you can uncomment and run the following to download and unpack the data. The last line creates a directory for writing processed data." ] }, { "cell_type": "code", "execution_count": 4, "id": "057dd688-122c-447d-9440-0f185b7fae0a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2026-02-27 04:40:42-- http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz\n", "Resolving cf.10xgenomics.com (cf.10xgenomics.com)... 104.18.0.173, 104.18.1.173, 2606:4700::6812:ad, ...\n", "Connecting to cf.10xgenomics.com (cf.10xgenomics.com)|104.18.0.173|:80... connected.\n", "301 Moved Permanentlyaiting response... \n", "Location: https://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz [following]\n", "--2026-02-27 04:40:42-- https://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz\n", "Connecting to cf.10xgenomics.com (cf.10xgenomics.com)|104.18.0.173|:443... connected.\n", "200 OKequest sent, awaiting response... \n", "Length: 7621991 (7.3M) [application/x-tar]\n", "Saving to: โ€˜data/pbmc3k_filtered_gene_bc_matrices.tar.gzโ€™\n", "\n", "100%[======================================>] 7,621,991 --.-K/s in 0.1s \n", "\n", "2026-02-27 04:40:42 (65.9 MB/s) - โ€˜data/pbmc3k_filtered_gene_bc_matrices.tar.gzโ€™ saved [7621991/7621991]\n", "\n" ] } ], "source": [ "# !mkdir data\n", "#!wget http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz -O data/pbmc3k_filtered_gene_bc_matrices.tar.gz\n", "#!cd data; tar -xzf pbmc3k_filtered_gene_bc_matrices.tar.gz\n", "#!mkdir write" ] }, { "cell_type": "code", "execution_count": 5, "id": "6b0ef015-aa67-4d10-a422-cca27e96b278", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "... writing an h5ad cache file to speedup reading next time\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs ร— n_vars = 2700 ร— 32738\n", " var: 'gene_ids'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = sc.read_10x_mtx(\n", " 'data/filtered_gene_bc_matrices/hg19/', # the directory with the `.mtx` file\n", " var_names='gene_symbols', # use gene symbols for the variable names (variables-axis index)\n", " cache=True) # write a cache file for faster subsequent reading\n", "adata" ] }, { "cell_type": "code", "execution_count": 6, "id": "e1522759-59f1-4b5b-a0bd-075dae94e6a2", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata.var_names_make_unique()\n", "adata.obs_names_make_unique()" ] }, { "cell_type": "markdown", "id": "4fb0a947-121f-4356-a6d1-24624f332912", "metadata": {}, "source": [ "## Preprocessing\n", "\n", "### Quantity control\n", "\n", "For single-cell data, we require quality control prior to analysis, including the removal of cells containing double cells, low-expressing cells, and low-expressing genes. In addition to this, we need to filter based on mitochondrial gene ratios, number of transcripts, number of genes expressed per cell, cellular Complexity, etc. For a detailed description of the different QCs please see the document: https://hbctraining.github.io/scRNA-seq/lessons/04_SC_quality_control.html\n", "\n", "
\n", "

Note

\n", "

\n", " if the version of `omicverse` larger than `1.6.4`, the `doublets_method` can be set between `scrublet` and `sccomposite`.\n", "

\n", "
\n", "\n", "COMPOSITE (COMpound POiSson multIplet deTEction model) is a computational tool for multiplet detection in both single-cell single-omics and multiomics settings. It has been implemented as an automated pipeline and is available as both a cloud-based application with a user-friendly interface and a Python package.\n", "\n", "Hu, H., Wang, X., Feng, S. et al. A unified model-based framework for doublet or multiplet detection in single-cell multiomics data. Nat Commun 15, 5562 (2024). https://doi.org/10.1038/s41467-024-49448-x" ] }, { "cell_type": "code", "execution_count": 7, "id": "2d05f8ee-31e4-48ac-8a0f-19e7f959407e", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[95m\u001b[1mโš™๏ธ Using CPU/GPU mixed mode for QC...\u001b[0m\n", "\u001b[94mNVIDIA CUDA GPUs detected:\u001b[0m\n", "๐Ÿ“Š [CUDA 0] NVIDIA L40S\n", " \u001b[92m\u001b[90m------------------------------\u001b[0m 4/46068 MiB (0.0%)\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Quality Control Analysis (CPU-GPU Mixed):\u001b[0m\n", " \u001b[96mDataset shape: \u001b[1m2,700 cells ร— 32,738 genes\u001b[0m\n", " \u001b[94mQC mode: \u001b[1mseurat\u001b[0m\n", " \u001b[94mDoublet detection: \u001b[1mscrublet\u001b[0m\n", " \u001b[94mMitochondrial genes: \u001b[1mMT-\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ“Š Step 1: Calculating QC Metrics\u001b[0m\n", "\n", "\u001b[92m โœ“ Gene Family Detection:\u001b[0m\n", " \u001b[96mโ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[1mGene Family \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[1mGenes Found \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[1mDetection Method \u001b[0m \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[94mMitochondrial \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[92m13 \u001b[0m \u001b[96mโ”‚\u001b[0m Auto (MT-) \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[94mRibosomal \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[92m106 \u001b[0m \u001b[96mโ”‚\u001b[0m Auto (RPS/RPL) \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[94mHemoglobin \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[92m13 \u001b[0m \u001b[96mโ”‚\u001b[0m Auto (regex) \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\u001b[0m\n", "\n", "\u001b[92m โœ“ QC Metrics Summary:\u001b[0m\n", " \u001b[96mโ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[1mMetric \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[1mMean \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[1mRange (Min - Max) \u001b[0m \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[94mnUMIs \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[1m2367 \u001b[0m \u001b[96mโ”‚\u001b[0m 548 - 15844 \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[94mDetected Genes \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[1m847 \u001b[0m \u001b[96mโ”‚\u001b[0m 212 - 3422 \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[94mMitochondrial % \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[1m2.2% \u001b[0m \u001b[96mโ”‚\u001b[0m 0.0% - 22.6% \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[94mRibosomal % \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[1m34.9% \u001b[0m \u001b[96mโ”‚\u001b[0m 1.1% - 59.4% \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\u001b[0m\n", " \u001b[96mโ”‚\u001b[0m \u001b[94mHemoglobin % \u001b[0m \u001b[96mโ”‚\u001b[0m \u001b[1m0.0% \u001b[0m \u001b[96mโ”‚\u001b[0m 0.0% - 1.4% \u001b[96mโ”‚\u001b[0m\n", " \u001b[96mโ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ”ง Step 2: Quality Filtering (SEURAT)\u001b[0m\n", " \u001b[96mThresholds: mitoโ‰ค0.2, nUMIsโ‰ฅ500, genesโ‰ฅ250\u001b[0m\n", " \u001b[94m๐Ÿ“Š Seurat Filter Results:\u001b[0m\n", " \u001b[96mโ€ข nUMIs filter (โ‰ฅ500): \u001b[1m0\u001b[0m\u001b[96m cells failed (0.0%)\u001b[0m\n", " \u001b[96mโ€ข Genes filter (โ‰ฅ250): \u001b[1m3\u001b[0m\u001b[96m cells failed (0.1%)\u001b[0m\n", " \u001b[96mโ€ข Mitochondrial filter (โ‰ค0.2): \u001b[1m2\u001b[0m\u001b[96m cells failed (0.1%)\u001b[0m\n", " \u001b[92mโœ“ Combined QC filters: \u001b[1m2,695\u001b[0m\u001b[92m cells removed (99.8%)\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐ŸŽฏ Step 3: Final Filtering\u001b[0m\n", " \u001b[96mParameters: min_genes=200, min_cells=3\u001b[0m\n", " \u001b[96mRatios: max_genes_ratio=1, max_cells_ratio=1\u001b[0m\n", " \u001b[92mโœ“ Final filtering: \u001b[1m0\u001b[0m\u001b[92m cells, \u001b[1m19,024\u001b[0m\u001b[92m genes removed\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Step 4: Doublet Detection\u001b[0m\n", " \u001b[93mโš ๏ธ Note: 'scrublet' detection is legacy and may not work optimally\u001b[0m\n", " \u001b[96m๐Ÿ’ก Consider using 'doublets_method=sccomposite' for better results\u001b[0m\n", " \u001b[92m๐Ÿ” Running scrublet doublet detection...\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Running Scrublet Doublet Detection:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu-gpu-mixed\u001b[0m\n", " \u001b[96mComputing doublet prediction using Scrublet algorithm\u001b[0m\n", " \u001b[92m๐Ÿ” Filtering genes and cells...\u001b[0m\n", "\u001b[92m๐Ÿ” Filtering genes...\u001b[0m\n", " \u001b[96mParameters: min_cellsโ‰ฅ3\u001b[0m\n", " \u001b[92mโœ“ Filtered: \u001b[1m0\u001b[0m\u001b[92m genes removed\u001b[0m\n", "\u001b[92m๐Ÿ” Filtering cells...\u001b[0m\n", " \u001b[96mParameters: min_genesโ‰ฅ3\u001b[0m\n", " \u001b[92mโœ“ Filtered: \u001b[1m0\u001b[0m\u001b[92m cells removed\u001b[0m\n", " \u001b[92m๐Ÿ” Normalizing data and selecting highly variable genes...\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Count Normalization:\u001b[0m\n", " \u001b[96mTarget sum: \u001b[1mmedian\u001b[0m\n", " \u001b[96mExclude highly expressed: \u001b[1mFalse\u001b[0m\n", "\n", "\u001b[92mโœ… Count Normalization Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Processed: \u001b[1m2,695\u001b[0m\u001b[92m cells ร— \u001b[1m13,714\u001b[0m\u001b[92m genes\u001b[0m\n", " \u001b[92mโœ“ Runtime: \u001b[1m0.01s\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Highly Variable Genes Selection:\u001b[0m\n", " \u001b[96mMethod: \u001b[1mseurat\u001b[0m\n", " โš ๏ธ \u001b[93mGene indices \u001b[1m[7854]\u001b[0m\u001b[93m fell into a single bin: normalized dispersion set to 1\u001b[0m\n", " \u001b[93m๐Ÿ’ก Consider decreasing `n_bins` to avoid this effect\u001b[0m\n", "\n", "\u001b[92mโœ… HVG Selection Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Selected: \u001b[1m1,739\u001b[0m\u001b[92m highly variable genes out of \u001b[1m13,714\u001b[0m\u001b[92m total (12.7%)\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'highly_variable': \u001b[1mBoolean vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'means': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'dispersions': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'dispersions_norm': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[92m๐Ÿ” Simulating synthetic doublets...\u001b[0m\n", " \u001b[92m๐Ÿ” Normalizing observed and simulated data...\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Count Normalization:\u001b[0m\n", " \u001b[96mTarget sum: \u001b[1m1000000.0\u001b[0m\n", " \u001b[96mExclude highly expressed: \u001b[1mFalse\u001b[0m\n", "\n", "\u001b[92mโœ… Count Normalization Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Processed: \u001b[1m2,695\u001b[0m\u001b[92m cells ร— \u001b[1m1,739\u001b[0m\u001b[92m genes\u001b[0m\n", " \u001b[92mโœ“ Runtime: \u001b[1m0.00s\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Count Normalization:\u001b[0m\n", " \u001b[96mTarget sum: \u001b[1m1000000.0\u001b[0m\n", " \u001b[96mExclude highly expressed: \u001b[1mFalse\u001b[0m\n", "\n", "\u001b[92mโœ… Count Normalization Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Processed: \u001b[1m5,390\u001b[0m\u001b[92m cells ร— \u001b[1m1,739\u001b[0m\u001b[92m genes\u001b[0m\n", " \u001b[92mโœ“ Runtime: \u001b[1m0.01s\u001b[0m\n", " \u001b[92m๐Ÿ” Embedding transcriptomes using PCA...\u001b[0m\n", "\n", "Using CUDA device: NVIDIA L40S\n", "\u001b[92mโœ… Using built-in torch_pca for GPU-accelerated PCA\u001b[0m\n", " \u001b[92m๐Ÿš€ Using torch_pca PCA for CUDA GPU acceleration in scrublet\u001b[0m\n", " \u001b[92m๐Ÿš€ torch_pca PCA backend: CUDA GPU acceleration (scrublet, supports sparse)\u001b[0m\n", " \u001b[96m๐Ÿ“Š Scrublet PCA input data type - X_obs: ndarray, shape: (2695, 1739), dtype: float64\u001b[0m\n", " \u001b[96m๐Ÿ“Š Scrublet PCA input data type - X_sim: ndarray, shape: (5390, 1739), dtype: float64\u001b[0m\n", " \u001b[92m๐Ÿ” Calculating doublet scores...\u001b[0m\n", " \u001b[92m๐Ÿ” Calling doublets with threshold detection...\u001b[0m\n", " \u001b[96m๐Ÿ“Š Automatic threshold: \u001b[1m0.309\u001b[0m\n", " \u001b[96m๐Ÿ“ˆ Detected doublet rate: \u001b[1m1.3%\u001b[0m\n", " \u001b[96m๐Ÿ” Detectable doublet fraction: \u001b[1m33.5%\u001b[0m\n", " \u001b[94m๐Ÿ“Š Overall doublet rate comparison:\u001b[0m\n", " \u001b[96mโ€ข Expected: \u001b[1m5.0%\u001b[0m\n", " \u001b[96mโ€ข Estimated: \u001b[1m3.8%\u001b[0m\n", "\n", "\u001b[92mโœ… Scrublet Analysis Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'doublet_score': \u001b[1mDoublet scores\u001b[0m\u001b[96m (adata.obs)\u001b[0m\n", " \u001b[96mโ€ข 'predicted_doublet': \u001b[1mBoolean predictions\u001b[0m\u001b[96m (adata.obs)\u001b[0m\n", " \u001b[96mโ€ข 'scrublet': \u001b[1mParameters and metadata\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", " \u001b[92mโœ“ Scrublet completed: \u001b[1m34\u001b[0m\u001b[92m doublets removed (1.3%)\u001b[0m\n", "\n", "\u001b[34mโ•ญโ”€ SUMMARY: qc โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Duration: \u001b[33m10.991s\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Shape: \u001b[32m2,700 x 32,738\u001b[0m \u001b[2m(Unchanged)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[1m\u001b[36mCHANGES DETECTED\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[2mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mOBS \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mcell_complexity\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mdetected_genes\u001b[0m \u001b[2m(int)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mhb_perc\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mmito_perc\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mnUMIs\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mpassing_mt\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mpassing_nUMIs\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mpassing_ngenes\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mpassing_qc_step1\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mribo_perc\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mVAR \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mhb\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mmt\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mribo\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ\u001b[0m\n", "CPU times: user 16.2 s, sys: 2.92 s, total: 19.1 s\n", "Wall time: 42.5 s\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs ร— n_vars = 2661 ร— 13714\n", " obs: 'nUMIs', 'mito_perc', 'ribo_perc', 'hb_perc', 'detected_genes', 'cell_complexity', 'passing_mt', 'passing_nUMIs', 'passing_ngenes', 'passing_qc_step1', 'doublet_score', 'predicted_doublet'\n", " var: 'gene_ids', 'mt', 'ribo', 'hb'\n", " uns: 'scrublet', 'status', 'status_args', 'REFERENCE_MANU'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "adata=ov.pp.qc(\n", " adata,\n", " tresh={'mito_perc': 0.2, 'nUMIs': 500, 'detected_genes': 250},\n", " doublets_method='scrublet',\n", " batch_key=None,\n", " filter_doublets=True,\n", ")\n", "adata" ] }, { "cell_type": "markdown", "id": "8b41ef15-6bed-43bc-868a-353ae16c2204", "metadata": {}, "source": [ "### High variable Gene Detection\n", "\n", "Here we try to use Pearson's method to calculate highly variable genes. This is the method that is proposed to be superior to ordinary normalisation. See [Article](https://www.nature.com/articles/s41592-023-01814-1#MOESM3) in *Nature Method* for details.\n" ] }, { "cell_type": "markdown", "id": "0cebe8b5-df01-4688-b20b-bc57bbc0a0a5", "metadata": {}, "source": [ "normalize|HVGs๏ผšWe use | to control the preprocessing step, | before for the normalisation step, either `shiftlog` or `pearson`, and | after for the highly variable gene calculation step, either `pearson` or `seurat`. Our default is `shiftlog|pearson`.\n", "\n", "- if you use `mode`=`shiftlog|pearson` you need to set `target_sum=50*1e4`, more people like to se `target_sum=1e4`, we test the result think 50*1e4 will be better\n", "- if you use `mode`=`pearson|pearson`, you don't need to set `target_sum`\n", "\n", "
\n", "

Note

\n", "

\n", " if the version of `omicverse` lower than `1.4.13`, the mode can only be set between `scanpy` and `pearson`.\n", "

\n", "
\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "989bcc36-2b10-4ee7-9b4b-6e8244d8277c", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "๐Ÿ” [2026-02-27 04:41:48] Running preprocessing in 'cpu-gpu-mixed' mode...\n", "\u001b[96mBegin robust gene identification\u001b[0m\n", "\u001b[94m After filtration, 13714/13714 genes are kept.\u001b[0m\n", "\u001b[94m Among 13714 genes, 13714 genes are robust.\u001b[0m\n", "โœ… Robust gene identification completed successfully.\n", "\u001b[96mBegin size normalization: shiftlog and HVGs selection pearson\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Count Normalization:\u001b[0m\n", " \u001b[96mTarget sum: \u001b[1m500000.0\u001b[0m\n", " \u001b[96mExclude highly expressed: \u001b[1mTrue\u001b[0m\n", " \u001b[96mMax fraction threshold: \u001b[1m0.2\u001b[0m\n", " โš ๏ธ \u001b[93mExcluding \u001b[1m0\u001b[0m\u001b[93m highly-expressed genes from normalization computation\u001b[0m\n", " \u001b[93mExcluded genes: \u001b[1m[]\u001b[0m\n", "\n", "\u001b[92mโœ… Count Normalization Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Processed: \u001b[1m2,661\u001b[0m\u001b[92m cells ร— \u001b[1m13,714\u001b[0m\u001b[92m genes\u001b[0m\n", " \u001b[92mโœ“ Runtime: \u001b[1m0.12s\u001b[0m\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” Highly Variable Genes Selection (Experimental):\u001b[0m\n", " \u001b[96mMethod: \u001b[1mpearson_residuals\u001b[0m\n", " \u001b[96mTarget genes: \u001b[1m2,000\u001b[0m\n", " \u001b[96mTheta (overdispersion): \u001b[1m100\u001b[0m\n", "\n", "\u001b[92mโœ… Experimental HVG Selection Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Selected: \u001b[1m2,000\u001b[0m\u001b[92m highly variable genes out of \u001b[1m13,714\u001b[0m\u001b[92m total (14.6%)\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'highly_variable': \u001b[1mBoolean vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'highly_variable_rank': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'highly_variable_nbatches': \u001b[1mInt vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'highly_variable_intersection': \u001b[1mBoolean vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'means': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'variances': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", " \u001b[96mโ€ข 'residual_variances': \u001b[1mFloat vector\u001b[0m\u001b[96m (adata.var)\u001b[0m\n", "\u001b[94m Time to analyze data in cpu: 1.30 seconds.\u001b[0m\n", "โœ… Preprocessing completed successfully.\n", "\u001b[92m Added:\u001b[0m\n", "\u001b[96m 'highly_variable_features', boolean vector (adata.var)\u001b[0m\n", "\u001b[96m 'means', float vector (adata.var)\u001b[0m\n", "\u001b[96m 'variances', float vector (adata.var)\u001b[0m\n", "\u001b[96m 'residual_variances', float vector (adata.var)\u001b[0m\n", "\u001b[96m 'counts', raw counts layer (adata.layers)\u001b[0m\n", "\u001b[94m End of size normalization: shiftlog and HVGs selection pearson\u001b[0m\n", "\n", "\u001b[34mโ•ญโ”€ SUMMARY: preprocess โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Duration: \u001b[33m1.3415s\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Shape: \u001b[32m2,661 x 13,714\u001b[0m \u001b[2m(Unchanged)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[1m\u001b[36mCHANGES DETECTED\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[2mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mVAR \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mhighly_variable\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mhighly_variable_features\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mhighly_variable_rank\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mmeans\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mn_cells\u001b[0m \u001b[2m(int)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mpercent_cells\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mresidual_variances\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mrobust\u001b[0m \u001b[2m(bool)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mvariances\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mUNS \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mhistory_log\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mhvg\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mlog1p\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mLAYERS\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mcounts\u001b[0m \u001b[2m(sparse matrix, 2661x13714)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ\u001b[0m\n", "CPU times: user 1.45 s, sys: 126 ms, total: 1.57 s\n", "Wall time: 1.34 s\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs ร— n_vars = 2661 ร— 13714\n", " obs: 'nUMIs', 'mito_perc', 'ribo_perc', 'hb_perc', 'detected_genes', 'cell_complexity', 'passing_mt', 'passing_nUMIs', 'passing_ngenes', 'passing_qc_step1', 'doublet_score', 'predicted_doublet'\n", " var: 'gene_ids', 'mt', 'ribo', 'hb', 'n_cells', 'percent_cells', 'robust', 'highly_variable_features', 'means', 'variances', 'residual_variances', 'highly_variable_rank', 'highly_variable'\n", " uns: 'scrublet', 'status', 'status_args', 'REFERENCE_MANU', 'history_log', 'log1p', 'hvg'\n", " layers: 'counts'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "adata=ov.pp.preprocess(\n", " adata,mode='shiftlog|pearson',n_HVGs=2000,\n", " target_sum=50*1e4,identify_robust=True,\n", ")\n", "adata" ] }, { "cell_type": "markdown", "id": "29718706-aeac-49da-a115-2115140b9f58", "metadata": {}, "source": [ "You can use `recover_counts` to recover the raw counts after normalize and log1p" ] }, { "cell_type": "code", "execution_count": 9, "id": "29b06752-5c6a-41fa-91a8-16bd58a5c999", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AAACATACAACCAC-1AAACATTGAGCTAC-1AAACATTGATCAGC-1AAACCGTGCTTCCG-1AAACCGTGTATGCG-1AAACGCACTGGTAC-1AAACGCTGACCAGT-1AAACGCTGGTTCTT-1AAACGCTGTAGCCA-1AAACGCTGTTTCTG-1...TTTCAGTGTCACGA-1TTTCAGTGTCTATC-1TTTCAGTGTGCAGT-1TTTCCAGAGGTGAG-1TTTCGAACACCTGA-1TTTCGAACTCTCAT-1TTTCTACTGAGGCA-1TTTCTACTTCCTCG-1TTTGCATGAGAGGC-1TTTGCATGCCTCAC-1
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1 rows ร— 2667 columns

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" ], "text/plain": [ " AAACATACAACCAC-1 AAACATTGAGCTAC-1 AAACATTGATCAGC-1 AAACCGTGCTTCCG-1 \\\n", "CD3D 4.0 0.0 10.0 0.0 \n", "\n", " AAACCGTGTATGCG-1 AAACGCACTGGTAC-1 AAACGCTGACCAGT-1 AAACGCTGGTTCTT-1 \\\n", "CD3D 0.0 1.0 2.0 3.0 \n", "\n", " AAACGCTGTAGCCA-1 AAACGCTGTTTCTG-1 ... TTTCAGTGTCACGA-1 \\\n", "CD3D 1.0 0.0 ... 0.0 \n", "\n", " TTTCAGTGTCTATC-1 TTTCAGTGTGCAGT-1 TTTCCAGAGGTGAG-1 TTTCGAACACCTGA-1 \\\n", "CD3D 0.0 0.0 3.0 0.0 \n", "\n", " TTTCGAACTCTCAT-1 TTTCTACTGAGGCA-1 TTTCTACTTCCTCG-1 TTTGCATGAGAGGC-1 \\\n", "CD3D 0.0 0.0 0.0 0.0 \n", "\n", " TTTGCATGCCTCAC-1 \n", "CD3D 2.0 \n", "\n", "[1 rows x 2667 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata[:,'CD3D'].to_df(layer='counts').T" ] }, { "cell_type": "code", "execution_count": 10, "id": "44296755-9ada-4fea-98e9-1fc05c486e9c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 2654/2654 [00:03<00:00, 831.68it/s]\n" ] }, { "data": { "text/html": [ "
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AAACATACAACCAC-1AAACATTGAGCTAC-1AAACATTGATCAGC-1AAACCGTGCTTCCG-1AAACCGTGTATGCG-1AAACGCACTGGTAC-1AAACGCTGACCAGT-1AAACGCTGGTTCTT-1AAACGCTGTAGCCA-1AAACGCTGTTTCTG-1...TTTCAGTGTCACGA-1TTTCAGTGTCTATC-1TTTCAGTGTGCAGT-1TTTCCAGAGGTGAG-1TTTCGAACACCTGA-1TTTCGAACTCTCAT-1TTTCTACTGAGGCA-1TTTCTACTTCCTCG-1TTTGCATGAGAGGC-1TTTGCATGCCTCAC-1
CD3D4090012210...0002000001
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1 rows ร— 2654 columns

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" ], "text/plain": [ " AAACATACAACCAC-1 AAACATTGAGCTAC-1 AAACATTGATCAGC-1 AAACCGTGCTTCCG-1 \\\n", "CD3D 4 0 9 0 \n", "\n", " AAACCGTGTATGCG-1 AAACGCACTGGTAC-1 AAACGCTGACCAGT-1 AAACGCTGGTTCTT-1 \\\n", "CD3D 0 1 2 2 \n", "\n", " AAACGCTGTAGCCA-1 AAACGCTGTTTCTG-1 ... TTTCAGTGTCACGA-1 \\\n", "CD3D 1 0 ... 0 \n", "\n", " TTTCAGTGTCTATC-1 TTTCAGTGTGCAGT-1 TTTCCAGAGGTGAG-1 TTTCGAACACCTGA-1 \\\n", "CD3D 0 0 2 0 \n", "\n", " TTTCGAACTCTCAT-1 TTTCTACTGAGGCA-1 TTTCTACTTCCTCG-1 TTTGCATGAGAGGC-1 \\\n", "CD3D 0 0 0 0 \n", "\n", " TTTGCATGCCTCAC-1 \n", "CD3D 1 \n", "\n", "[1 rows x 2654 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_counts_recovered, size_factors_sub=ov.pp.recover_counts(adata.X, 50*1e4, 50*1e5, log_base=None, \n", " chunk_size=10000)\n", "adata.layers['recover_counts']=X_counts_recovered\n", "adata[:,'CD3D'].to_df(layer='recover_counts').T" ] }, { "cell_type": "markdown", "id": "56dbebaa-42d4-45ad-93d9-430487c9a5b5", "metadata": {}, "source": [ "Set the .raw attribute of the AnnData object to the normalized and logarithmized raw gene expression for later use in differential testing and visualizations of gene expression. This simply freezes the state of the AnnData object." ] }, { "cell_type": "code", "execution_count": 10, "id": "7f41f0ae-1189-4bdf-af47-174e6bad257e", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 9.52 ms, sys: 11 ms, total: 20.5 ms\n", "Wall time: 20.4 ms\n" ] }, { "data": { "text/plain": [ "View of AnnData object with n_obs ร— n_vars = 2661 ร— 2000\n", " obs: 'nUMIs', 'mito_perc', 'ribo_perc', 'hb_perc', 'detected_genes', 'cell_complexity', 'passing_mt', 'passing_nUMIs', 'passing_ngenes', 'passing_qc_step1', 'doublet_score', 'predicted_doublet'\n", " var: 'gene_ids', 'mt', 'ribo', 'hb', 'n_cells', 'percent_cells', 'robust', 'highly_variable_features', 'means', 'variances', 'residual_variances', 'highly_variable_rank', 'highly_variable'\n", " uns: 'scrublet', 'status', 'status_args', 'REFERENCE_MANU', 'history_log', 'log1p', 'hvg'\n", " layers: 'counts'" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "adata.raw = adata\n", "adata = adata[:, adata.var.highly_variable_features]\n", "adata" ] }, { "cell_type": "markdown", "id": "d952c21f-f3f0-473d-afff-f8f9d4999cbb", "metadata": {}, "source": [ "## Principal component analysis\n", "\n", "In contrast to scanpy, we do not directly scale the variance of the original expression matrix, but store the results of the variance scaling in the layer, due to the fact that scale may cause changes in the data distribution, and we have not found scale to be meaningful in any scenario other than a principal component analysis" ] }, { "cell_type": "code", "execution_count": 11, "id": "2786250f-84a5-4ea5-b040-907193229e4e", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[94m Converting scaled data to csr_matrix format...\u001b[0m\n", "\n", "\u001b[34mโ•ญโ”€ SUMMARY: scale โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Duration: \u001b[33m0.7342s\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Shape: \u001b[32m2,661 x 2,000\u001b[0m \u001b[2m(Unchanged)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[1m\u001b[36mCHANGES DETECTED\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[2mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mLAYERS\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mscaled\u001b[0m \u001b[2m(sparse matrix, 2661x2000)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ\u001b[0m\n", "CPU times: user 571 ms, sys: 262 ms, total: 833 ms\n", "Wall time: 737 ms\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs ร— n_vars = 2661 ร— 2000\n", " obs: 'nUMIs', 'mito_perc', 'ribo_perc', 'hb_perc', 'detected_genes', 'cell_complexity', 'passing_mt', 'passing_nUMIs', 'passing_ngenes', 'passing_qc_step1', 'doublet_score', 'predicted_doublet'\n", " var: 'gene_ids', 'mt', 'ribo', 'hb', 'n_cells', 'percent_cells', 'robust', 'highly_variable_features', 'means', 'variances', 'residual_variances', 'highly_variable_rank', 'highly_variable'\n", " uns: 'scrublet', 'status', 'status_args', 'REFERENCE_MANU', 'history_log', 'log1p', 'hvg'\n", " layers: 'counts', 'scaled'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "ov.pp.scale(adata)\n", "adata" ] }, { "cell_type": "markdown", "id": "a80ab448-a1fe-4b1c-8b0e-b003913d2854", "metadata": {}, "source": [ "If you want to perform pca in normlog layer, you can set `layer`=`normlog`, but we think scaled is necessary in PCA." ] }, { "cell_type": "code", "execution_count": 12, "id": "f1710fdb-8dcc-49ff-b683-72c8ce661000", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "๐Ÿš€ Using GPU to calculate PCA...\n", "\u001b[94mNVIDIA CUDA GPUs detected:\u001b[0m\n", "๐Ÿ“Š [CUDA 0] NVIDIA L40S\n", " \u001b[92m\u001b[90m------------------------------\u001b[0m 859/46068 MiB (1.9%)\n", "computing PCA๐Ÿ”\n", " with n_comps=50\n", "\n", "Using CUDA device: NVIDIA L40S\n", "\u001b[92mโœ… Using built-in torch_pca for GPU-accelerated PCA\u001b[0m\n", " ๐Ÿš€ Using torch_pca PCA for CUDA GPU acceleration\n", " \u001b[92m๐Ÿš€ torch_pca PCA backend: CUDA GPU acceleration (supports sparse matrices)\u001b[0m\n", " \u001b[96m๐Ÿ“Š PCA input data type: SparseCSRView, shape: (2661, 2000), dtype: float64\u001b[0m\n", " \u001b[96m๐Ÿ“Š Sparse matrix density: 100.00%\u001b[0m\n", " finishedโœ… (12.53s)\n", "\n", "\u001b[34mโ•ญโ”€ SUMMARY: pca โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Duration: \u001b[33m12.5752s\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Shape: \u001b[32m2,661 x 2,000\u001b[0m \u001b[2m(Unchanged)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[1m\u001b[36mCHANGES DETECTED\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[2mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mUNS \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mpca\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[2mโ””โ”€ params:\u001b[0m \u001b[33m{'zero_center': True, 'use_highly_variable': Tr...\u001b[0m\u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mscaled|original|cum_sum_eigenvalues\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mscaled|original|pca_var_ratios\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mOBSM \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mX_pca\u001b[0m \u001b[2m(array, 2661x50)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mscaled|original|X_pca\u001b[0m \u001b[2m(array, 2661x50)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ\u001b[0m\n", "CPU times: user 34.1 s, sys: 1min 19s, total: 1min 53s\n", "Wall time: 12.6 s\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs ร— n_vars = 2661 ร— 2000\n", " obs: 'nUMIs', 'mito_perc', 'ribo_perc', 'hb_perc', 'detected_genes', 'cell_complexity', 'passing_mt', 'passing_nUMIs', 'passing_ngenes', 'passing_qc_step1', 'doublet_score', 'predicted_doublet'\n", " var: 'gene_ids', 'mt', 'ribo', 'hb', 'n_cells', 'percent_cells', 'robust', 'highly_variable_features', 'means', 'variances', 'residual_variances', 'highly_variable_rank', 'highly_variable'\n", " uns: 'scrublet', 'status', 'status_args', 'REFERENCE_MANU', 'history_log', 'log1p', 'hvg', 'pca', 'scaled|original|pca_var_ratios', 'scaled|original|cum_sum_eigenvalues'\n", " obsm: 'X_pca', 'scaled|original|X_pca'\n", " varm: 'PCs', 'scaled|original|pca_loadings'\n", " layers: 'counts', 'scaled'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "ov.pp.pca(adata,layer='scaled',n_pcs=50)\n", "adata" ] }, { "cell_type": "code", "execution_count": 15, "id": "167aa929-cb3c-4c5d-be2f-10b61669d6af", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_pca converted to PCA to visualize and saved to adata.obsm['PCA']\n", "if you want to use X_pca, please set convert=False\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 286, "width": 313 } }, "output_type": "display_data" } ], "source": [ "adata.obsm['X_pca']=adata.obsm['scaled|original|X_pca']\n", "ov.pl.pca(adata,color='CST3')" ] }, { "cell_type": "markdown", "id": "ad3e2729-8636-4109-963e-629f267463a1", "metadata": {}, "source": [ "## Embedding the neighborhood graph\n", "\n", "We suggest embedding the graph in two dimensions using UMAP (McInnes et al., 2018), see below. It is potentially more faithful to the global connectivity of the manifold than tSNE, i.e., it better preserves trajectories. In some ocassions, you might still observe disconnected clusters and similar connectivity violations. They can usually be remedied by running:" ] }, { "cell_type": "code", "execution_count": 16, "id": "277743c6-30f9-49de-83ad-13aa522151e0", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "๐Ÿš€ Using torch CPU/GPU mixed mode to calculate neighbors...\n", "\u001b[94mNVIDIA CUDA GPUs detected:\u001b[0m\n", "๐Ÿ“Š [CUDA 0] NVIDIA L40S\n", " \u001b[92m\u001b[90m------------------------------\u001b[0m 859/46068 MiB (1.9%)\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” K-Nearest Neighbors Graph Construction:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu-gpu-mixed\u001b[0m\n", " \u001b[96mNeighbors: \u001b[1m15\u001b[0m\n", " \u001b[96mMethod: \u001b[1mtorch\u001b[0m\n", " \u001b[96mMetric: \u001b[1meuclidean\u001b[0m\n", " \u001b[96mRepresentation: \u001b[1mscaled|original|X_pca\u001b[0m\n", " \u001b[96mPCs used: \u001b[1m50\u001b[0m\n", " \u001b[92m๐Ÿ” Computing neighbor distances...\u001b[0m\n", " \u001b[92m๐Ÿ” Computing connectivity matrix...\u001b[0m\n", " \u001b[96m๐Ÿ’ก Using UMAP-style connectivity\u001b[0m\n", " \u001b[92mโœ“ Graph is fully connected\u001b[0m\n", "\n", "\u001b[92mโœ… KNN Graph Construction Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Processed: \u001b[1m2,661\u001b[0m\u001b[92m cells with \u001b[1m15\u001b[0m\u001b[92m neighbors each\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'neighbors': \u001b[1mNeighbors metadata\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", " \u001b[96mโ€ข 'distances': \u001b[1mDistance matrix\u001b[0m\u001b[96m (adata.obsp)\u001b[0m\n", " \u001b[96mโ€ข 'connectivities': \u001b[1mConnectivity matrix\u001b[0m\u001b[96m (adata.obsp)\u001b[0m\n", "\n", "\u001b[34mโ•ญโ”€ SUMMARY: neighbors โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Duration: \u001b[33m2.8979s\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Shape: \u001b[32m2,661 x 2,000\u001b[0m \u001b[2m(Unchanged)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[1m\u001b[36mCHANGES DETECTED\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[2mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mUNS \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mneighbors\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[2mโ””โ”€ params:\u001b[0m \u001b[33m{'n_neighbors': 15, 'method': 'torch', 'random_...\u001b[0m\u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mOBSP \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mconnectivities\u001b[0m \u001b[2m(sparse matrix, 2661x2661)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mdistances\u001b[0m \u001b[2m(sparse matrix, 2661x2661)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ\u001b[0m\n", "CPU times: user 5.8 s, sys: 150 ms, total: 5.95 s\n", "Wall time: 2.9 s\n" ] } ], "source": [ "%%time\n", "ov.pp.neighbors(adata, n_neighbors=15, n_pcs=50,\n", " use_rep='scaled|original|X_pca')" ] }, { "cell_type": "markdown", "id": "30503ca9-6bc5-43fc-bc9a-e90c4e441d27", "metadata": {}, "source": [ "### UMAP\n", "You also can use `umap` to visualize the neighborhood graph" ] }, { "cell_type": "code", "execution_count": 17, "id": "9007409e-cd8f-4873-9b17-4ce9f39a06ba", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "๐Ÿ” [2026-02-27 04:43:30] Running UMAP in 'cpu-gpu-mixed' mode...\n", "๐Ÿš€ Using torch GPU to calculate UMAP...\n", "\u001b[94mNVIDIA CUDA GPUs detected:\u001b[0m\n", "๐Ÿ“Š [CUDA 0] NVIDIA L40S\n", " \u001b[92m\u001b[90m------------------------------\u001b[0m 859/46068 MiB (1.9%)\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” UMAP Dimensionality Reduction:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu-gpu-mixed\u001b[0m\n", " \u001b[96mMethod: \u001b[1mpumap\u001b[0m\n", " \u001b[96mComponents: \u001b[1m2\u001b[0m\n", " \u001b[96mMin distance: \u001b[1m0.5\u001b[0m\n", "{'n_neighbors': 15, 'method': 'torch', 'random_state': 0, 'metric': 'euclidean', 'use_rep': 'scaled|original|X_pca', 'n_pcs': 50}\n", " โš ๏ธ \u001b[93mConnectivities matrix was not computed with UMAP method\u001b[0m\n", " \u001b[92m๐Ÿ” Computing UMAP parameters...\u001b[0m\n", " \u001b[92m๐Ÿ” Computing UMAP embedding (Parametric PyTorch method)...\u001b[0m\n", " \u001b[96mUsing device: \u001b[1mcuda\u001b[0m\n", " \u001b[96mDataset: \u001b[1m2661 samples ร— 50 features\u001b[0m\n", " \u001b[96mBatch size: \u001b[1m266\u001b[0m\n", " \u001b[96mLearning rate: \u001b[1m0.001\u001b[0m\n", " \u001b[96mTraining parametric UMAP model...\u001b[0m\n", "\u001b[96m============================================================\u001b[0m\n", "\u001b[1m\u001b[95m๐Ÿš€ Parametric UMAP Training\u001b[0m\n", "\u001b[96m============================================================\u001b[0m\n", "\u001b[92m๐Ÿ“Š Device: \u001b[1mcuda\u001b[0m\n", "\u001b[92m๐Ÿ“ˆ Data shape: \u001b[1mtorch.Size([2661, 50])\u001b[0m\n", "\u001b[92m๐Ÿ”— Building UMAP graph...\u001b[0m\n", " ๐Ÿš€ Using PyTorch Geometric KNN (faster)\n", "\n", "\u001b[1m\u001b[92m๐Ÿ‹๏ธ Starting Training...\u001b[0m\n", "\u001b[96mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1mTraining\u001b[0m: 15%|โ–ˆโ–Œ | 3/20 [00:01<00:07]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[92mโœ“ New best loss: 0.5572\u001b[0m\n", "\u001b[92mโœ“ New best loss: 0.3124\u001b[0m\n", "\u001b[92mโœ“ New best loss: 0.2870\u001b[0m\n", "\u001b[92mโœ“ New best loss: 0.2688\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1mTraining\u001b[0m: 65%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–Œ | 13/20 [00:02<00:00]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[92mโœ“ New best loss: 0.2632\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "[1mTraining\u001b[0m: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 20/20 [00:02<00:00]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\u001b[96mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m\n", "\u001b[1m\u001b[92mโœ… Training Completed!\u001b[0m\n", "\u001b[92m๐Ÿ“‰ Final best loss: \u001b[1m0.2632\u001b[0m\n", "\u001b[96m============================================================\u001b[0m\n", "\n", " \u001b[96m๐Ÿ’ก Using Parametric UMAP (PyTorch) on cuda\u001b[0m\n", "\n", "\u001b[92mโœ… UMAP Dimensionality Reduction Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Embedding shape: \u001b[1m2,661\u001b[0m\u001b[92m cells ร— \u001b[1m2\u001b[0m\u001b[92m dimensions\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'X_umap': \u001b[1mUMAP coordinates\u001b[0m\u001b[96m (adata.obsm)\u001b[0m\n", " \u001b[96mโ€ข 'umap': \u001b[1mUMAP parameters\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", "โœ… UMAP completed successfully.\n", "\n", "\u001b[34mโ•ญโ”€ SUMMARY: umap โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Duration: \u001b[33m4.9374s\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Shape: \u001b[32m2,661 x 2,000\u001b[0m \u001b[2m(Unchanged)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[1m\u001b[36mCHANGES DETECTED\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[2mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mUNS \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mumap\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[2mโ””โ”€ params:\u001b[0m \u001b[33m{'a': 0.583030020479462, 'b': 1.3341669929263487}\u001b[0m\u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mOBSM \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mX_umap\u001b[0m \u001b[2m(array, 2661x2)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ\u001b[0m\n", "CPU times: user 3.88 s, sys: 430 ms, total: 4.3 s\n", "Wall time: 4.94 s\n" ] } ], "source": [ "%%time\n", "ov.pp.umap(adata)" ] }, { "cell_type": "code", "execution_count": 18, "id": "45be325c-f146-4a7d-82bc-def9cc210f11", "metadata": { "tags": [] }, "outputs": [ { "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": 286, "width": 313 } }, "output_type": "display_data" } ], "source": [ "ov.pl.umap(adata,color='CST3')" ] }, { "cell_type": "markdown", "id": "5c13956b-c726-4345-b34a-80994327aec4", "metadata": {}, "source": [ "### MDE\n", "\n", "To visualize the PCAโ€™s embeddings, we use the `pymde` package wrapper in omicverse. This is an alternative to UMAP that is GPU-accelerated." ] }, { "cell_type": "code", "execution_count": 19, "id": "2d9d4e83-4437-4d66-b323-236a4cb35c43", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[95m\u001b[1m๐Ÿ” MDE Dimensionality Reduction:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu-gpu-mixed\u001b[0m\n", " \u001b[96mEmbedding dimensions: \u001b[1m2\u001b[0m\n", " \u001b[96mNeighbors: \u001b[1m15\u001b[0m\n", " \u001b[96mRepulsive fraction: \u001b[1m0.7\u001b[0m\n", " \u001b[96mUsing representation: \u001b[1mscaled|original|X_pca\u001b[0m\n", " \u001b[96mPrincipal components: \u001b[1m50\u001b[0m\n", "\n", "Using CUDA device: NVIDIA L40S\n", "\u001b[92mโœ… Using built-in torch_pca for GPU-accelerated PCA\u001b[0m\n", " \u001b[92m๐Ÿ” Computing k-nearest neighbors graph...\u001b[0m\n", " \u001b[92m๐Ÿ” Creating MDE embedding...\u001b[0m\n", " \u001b[92m๐Ÿ” Optimizing embedding...\u001b[0m\n", "\n", "\n", "\u001b[92mโœ… MDE Dimensionality Reduction Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Embedding shape: \u001b[1m2,661\u001b[0m\u001b[92m cells ร— \u001b[1m2\u001b[0m\u001b[92m dimensions\u001b[0m\n", " \u001b[92mโœ“ Runtime: \u001b[1m3.44s\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'X_mde': \u001b[1mMDE coordinates\u001b[0m\u001b[96m (adata.obsm)\u001b[0m\n", " \u001b[96mโ€ข 'neighbors': \u001b[1mNeighbors metadata\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", " \u001b[96mโ€ข 'distances': \u001b[1mDistance matrix\u001b[0m\u001b[96m (adata.obsp)\u001b[0m\n", " \u001b[96mโ€ข 'connectivities': \u001b[1mConnectivity matrix\u001b[0m\u001b[96m (adata.obsp)\u001b[0m\n" ] } ], "source": [ "ov.pp.mde(adata,embedding_dim=2,n_neighbors=15, basis='X_mde',\n", " n_pcs=50, use_rep='scaled|original|X_pca',)" ] }, { "cell_type": "code", "execution_count": 20, "id": "41970ad6-ff1d-4be0-b85f-4ea9ff8ebe13", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 286, "width": 313 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(adata,\n", " basis='X_mde',\n", " color='CST3',\n", " frameon='small')" ] }, { "cell_type": "markdown", "id": "75a1236f-2e7e-4ebb-aea7-34af2b5167f7", "metadata": {}, "source": [ "### TSNE" ] }, { "cell_type": "code", "execution_count": 21, "id": "c36a59bd-97ab-4ddc-b963-d8fca5357864", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "โš™๏ธ Using torch CPU/GPU mixed mode to calculate t-SNE...\n", "\u001b[94mNVIDIA CUDA GPUs detected:\u001b[0m\n", "๐Ÿ“Š [CUDA 0] NVIDIA L40S\n", " \u001b[92m\u001b[90m------------------------------\u001b[0m 671/46068 MiB (1.5%)\n", "\n", "\u001b[95m\u001b[1m๐Ÿ” t-SNE Dimensionality Reduction:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu-gpu-mixed\u001b[0m\n", " \u001b[96mComponents: \u001b[1m2\u001b[0m\n", " \u001b[96mPerplexity: \u001b[1m30\u001b[0m\n", " \u001b[96mLearning rate: \u001b[1m1000\u001b[0m\n", " \u001b[92m๐Ÿ” Computing t-SNE with scikit-learn...\u001b[0m\n", " \u001b[96m๐Ÿ’ก Using scikit-learn TSNE implementation\u001b[0m\n", "\n", "\u001b[92mโœ… t-SNE Dimensionality Reduction Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Embedding shape: \u001b[1m2,661\u001b[0m\u001b[92m cells ร— \u001b[1m2\u001b[0m\u001b[92m dimensions\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'X_tsne': \u001b[1mt-SNE coordinates\u001b[0m\u001b[96m (adata.obsm)\u001b[0m\n", " \u001b[96mโ€ข 'tsne': \u001b[1mt-SNE parameters\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", "\n", "\u001b[34mโ•ญโ”€ SUMMARY: tsne โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Duration: \u001b[33m31.0173s\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Shape: \u001b[32m2,661 x 2,000\u001b[0m \u001b[2m(Unchanged)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[1m\u001b[36mCHANGES DETECTED\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[2mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mUNS \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mtsne\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[2mโ””โ”€ params:\u001b[0m \u001b[33m{'perplexity': 30, 'early_exaggeration': 12, 'l...\u001b[0m\u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mOBSM \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mX_tsne\u001b[0m \u001b[2m(array, 2661x2)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ\u001b[0m\n", "CPU times: user 5min 25s, sys: 1.08 s, total: 5min 27s\n", "Wall time: 31 s\n" ] } ], "source": [ "%%time\n", "ov.pp.tsne(adata,use_rep='scaled|original|X_pca')" ] }, { "cell_type": "code", "execution_count": 22, "id": "c160edfe-27d1-426c-b6c1-1f2ef52cbbd1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 286, "width": 313 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(\n", " adata,\n", " basis='X_tsne',\n", " color='CST3',\n", " frameon='small'\n", ")" ] }, { "cell_type": "markdown", "id": "9fb48779-0f94-4750-b240-c146cd9a3ae1", "metadata": { "scrolled": true }, "source": [ "### SUDE\n", "\n", "SUDE, a scalable manifold learning method that uses uniform landmark sampling and constrained embedding to preserve both global structure and cluster separability, outperforming t-SNE, UMAP, and related methods across synthetic, real-world, and biomedical datasets.\n", "\n", "Cite: Peng, D., Gui, Z., Wei, W. et al. Sampling-enabled scalable manifold learning unveils the discriminative cluster structure of high-dimensional data. Nat Mach Intell (2025). https://doi.org/10.1038/s42256-025-01112-9" ] }, { "cell_type": "code", "execution_count": 39, "id": "513e3638-fc6b-4ac3-9201-4a0ee2c34ebd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\u001b[95m\u001b[1m๐Ÿ” SUDE Dimensionality Reduction:\u001b[0m\n", " \u001b[96mMode: \u001b[1mcpu-gpu-mixed\u001b[0m\n", " \u001b[96mComponents: \u001b[1m2\u001b[0m\n", " \u001b[96mLandmarks (k1): \u001b[1m20\u001b[0m\n", " \u001b[96mInitialization: \u001b[1mle\u001b[0m\n", " \u001b[92m๐Ÿ” Computing SUDE embedding...\u001b[0m\n", " \u001b[96mParameters:\u001b[0m\n", " \u001b[94mโ€ข Dimensions: \u001b[1m2\u001b[0m\n", " \u001b[94mโ€ข K1 landmarks: \u001b[1m20\u001b[0m\n", " \u001b[94mโ€ข Normalize: \u001b[1mTrue\u001b[0m\n", " \u001b[94mโ€ข Large scale: \u001b[1mFalse\u001b[0m\n", " \u001b[94mโ€ข Aggregation coef: \u001b[1m1.2\u001b[0m\n", " \u001b[94mโ€ข Max epochs: \u001b[1m50\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training epochs: 100%|โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ| 50/50 [00:01<00:00, 30.81epoch/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\u001b[92mโœ… SUDE Dimensionality Reduction Completed Successfully!\u001b[0m\n", " \u001b[92mโœ“ Embedding shape: \u001b[1m2,668\u001b[0m\u001b[92m cells ร— \u001b[1m2\u001b[0m\u001b[92m dimensions\u001b[0m\n", " \u001b[92mโœ“ Results added to AnnData object:\u001b[0m\n", " \u001b[96mโ€ข 'X_sude': \u001b[1mSUDE coordinates\u001b[0m\u001b[96m (adata.obsm)\u001b[0m\n", " \u001b[96mโ€ข 'sude': \u001b[1mSUDE parameters\u001b[0m\u001b[96m (adata.uns)\u001b[0m\n", "CPU times: user 14.1 s, sys: 4.41 s, total: 18.5 s\n", "Wall time: 4.42 s\n" ] } ], "source": [ "%%time\n", "ov.pp.sude(adata,use_rep='scaled|original|X_pca')" ] }, { "cell_type": "code", "execution_count": 40, "id": "eb116c9b-a26f-45eb-bb3a-b9aac670c92c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 286, "width": 288 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(adata,\n", " basis='X_sude',\n", " color='CST3',\n", " frameon='small')" ] }, { "cell_type": "markdown", "id": "db0cbd6c-4997-4a35-a4fc-1c4c33b9da91", "metadata": {}, "source": [ "## Score cell cyle\n", "\n", "In OmicVerse, we store both G1M/S and G2M genes into the function (both human and mouse), so you can run cell cycle analysis without having to manually enter cycle genes!" ] }, { "cell_type": "code", "execution_count": 5, "id": "cbca7a75-efcb-4805-b829-0b2af0382e94", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "calculating cell cycle phase\n", "computing score 'S_score'\n", "WARNING: genes are not in var_names and ignored: Index(['DTL', 'UHRF1', 'MLF1IP', 'EXO1', 'CASP8AP2', 'BRIP1', 'E2F8'], dtype='object')\n", " finished: added\n", " 'S_score', score of gene set (adata.obs).\n", " 729 total control genes are used. (0:00:00)\n", "computing score 'G2M_score'\n", "WARNING: genes are not in var_names and ignored: Index(['FAM64A', 'BUB1', 'HJURP', 'CDCA3', 'TTK', 'CDC25C', 'DLGAP5', 'CDCA2',\n", " 'ANLN', 'GAS2L3'],\n", " dtype='object')\n", " finished: added\n", " 'G2M_score', score of gene set (adata.obs).\n", " 855 total control genes are used. (0:00:00)\n", "--> 'phase', cell cycle phase (adata.obs)\n", "\n", "\u001b[34mโ•ญโ”€ SUMMARY: score_genes_cell_cycle โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Duration: \u001b[33m0.1036s\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m Shape: \u001b[32m2,661 x 13,714\u001b[0m \u001b[2m(Unchanged)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[1m\u001b[36mCHANGES DETECTED\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[2mโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[36mโ—\u001b[0m \u001b[1mOBS \u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mG2M_score\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mS_score\u001b[0m \u001b[2m(float)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m โ”‚ \u001b[32mโœš\u001b[0m \u001b[33mphase\u001b[0m \u001b[2m(str)\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ”‚\u001b[0m \u001b[34mโ”‚\u001b[0m\n", "\u001b[34mโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ\u001b[0m\n" ] } ], "source": [ "adata_raw=adata.raw.to_adata()\n", "ov.pp.score_genes_cell_cycle(adata_raw,species='human')" ] }, { "cell_type": "code", "execution_count": 10, "id": "d16bff9d-8c54-4dfa-876b-4a6f8818f5df", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_mde converted to MDE to visualize and saved to adata.obsm['MDE']\n", "if you want to use X_mde, please set convert=False\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 284, "width": 323 } }, "output_type": "display_data" } ], "source": [ "ov.pl.mde(adata_raw,color='phase')" ] }, { "cell_type": "markdown", "id": "e618eb28-fbc2-4d2b-b945-5194da3d5fac", "metadata": {}, "source": [ "## Clustering the neighborhood graph\n", "\n", "As with Seurat and many other frameworks, we recommend the Leiden graph-clustering method (community detection based on optimizing modularity) by Traag *et al.* (2018). Note that Leiden clustering directly clusters the neighborhood graph of cells, which we already computed in the previous section." ] }, { "cell_type": "code", "execution_count": 25, "id": "255089cf-5ef9-43f2-95f0-c20440eb8982", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "โš™๏ธ Using torch CPU/GPU mixed mode to calculate Leiden...\n", "\u001b[94mNVIDIA CUDA GPUs detected:\u001b[0m\n", "๐Ÿ“Š [CUDA 0] NVIDIA L40S\n", " \u001b[92m\u001b[90m------------------------------\u001b[0m 671/46068 MiB (1.5%)\n", "Using batch size `n_batches` calculated from sqrt(n_obs): 51\n", "Running GPU Leiden (batched)\n", "Device: cpu\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e907181bdf7045d8bc5facba3b932aa6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Leiden: 0%| | 0/10 [00:00" ] }, "metadata": { "image/png": { "height": 289, "width": 989 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(\n", " adata,\n", " basis='X_mde',\n", " color=['leiden', 'CST3', 'NKG7'],\n", " frameon='small',\n", " palette=ov.pl.sc_color\n", ")" ] }, { "cell_type": "markdown", "id": "6089e119-3033-4d25-a9c6-baba2ef57d6c", "metadata": {}, "source": [ "We also provide a boundary visualisation function `ov.utils.plot_ConvexHull` to visualise specific clusters.\n", "\n", "Arguments: \n", "- color: if None will use the color of clusters\n", "- alpha: default is 0.2" ] }, { "cell_type": "code", "execution_count": 12, "id": "bf1c8fbc-2442-4cf0-9b94-158914d9f24c", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "leiden_colors\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 284, "width": 300 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig,ax=plt.subplots( figsize = (4,4))\n", "\n", "ov.pl.embedding(adata,\n", " basis='X_mde',\n", " color=['leiden'],\n", " frameon='small',\n", " show=False,\n", " ax=ax)\n", "\n", "ov.pl.ConvexHull(adata,\n", " basis='X_mde',\n", " cluster_key='leiden',\n", " hull_cluster='0',\n", " ax=ax)\n" ] }, { "cell_type": "markdown", "id": "d48f3e2a-c6a4-4042-b816-aa2ea5aa09c2", "metadata": {}, "source": [ "If you have too many labels, e.g. too many cell types, and you are concerned about cell overlap, then consider trying the `ov.utils.gen_mpl_labels` function, which improves text overlap.\n", "In addition, we make use of the `patheffects` function, which makes our text have outlines\n", "\n", "- adjust_kwargs: it could be found in package `adjusttext`\n", "- text_kwargs: it could be found in class `plt.texts`" ] }, { "cell_type": "code", "execution_count": 13, "id": "697ef5e5-f165-4e5b-979b-814687514431", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 284, "width": 272 } }, "output_type": "display_data" } ], "source": [ "from matplotlib import patheffects\n", "import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(figsize=(4,4))\n", "\n", "ov.pl.embedding(\n", " adata,\n", " basis='X_mde',\n", " color=['leiden'],\n", " show=False, legend_loc=None, add_outline=False, \n", " frameon='small',legend_fontoutline=2,ax=ax\n", ")\n", "\n", "ov.utils.gen_mpl_labels(\n", " adata,\n", " 'leiden',\n", " exclude=(\"None\",), \n", " basis='X_mde',\n", " ax=ax,\n", " adjust_kwargs=dict(arrowprops=dict(arrowstyle='-', color='black')),\n", " text_kwargs=dict(fontsize= 12 ,weight='bold',\n", " path_effects=[patheffects.withStroke(linewidth=2, foreground='w')] ),\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "5df7f72f-9810-4e74-8153-4c7513303741", "metadata": { "tags": [] }, "outputs": [], "source": [ "marker_genes = ['IL7R', 'CD79A', 'MS4A1', 'CD8A', 'CD8B', 'LYZ', 'CD14',\n", " 'LGALS3', 'S100A8', 'GNLY', 'NKG7', 'KLRB1',\n", " 'FCGR3A', 'MS4A7', 'FCER1A', 'CST3', 'PPBP']" ] }, { "cell_type": "code", "execution_count": 15, "id": "da0d1f46-1e85-4ed7-a4a0-7a842736465f", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 385, "width": 801 } }, "output_type": "display_data" } ], "source": [ "ov.pl.dotplot(adata, marker_genes, groupby='leiden',\n", " standard_scale='var');" ] }, { "cell_type": "code", "execution_count": 31, "id": "478c5844-d2f5-40a2-9e68-4b2aa138ba87", "metadata": {}, "outputs": [], "source": [ "adata.write('data/pbmc_preprocessed_markers.h5ad')" ] }, { "cell_type": "code", "execution_count": null, "id": "a58d07ab-831a-48b5-bb30-84e5ffc069e9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "28cd95ed-db75-46c6-b533-644a8e70944a", "metadata": {}, "source": [ "## Finding marker genes\n", "\n", "Let us compute a ranking for the highly differential genes in each cluster. For this, by default, the .raw attribute of AnnData is used in case it has been initialized before. The simplest and fastest method to do so is the t-test." ] }, { "cell_type": "code", "execution_count": 16, "id": "f98b480e-1eac-4468-bbaf-d031b665ca4a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[96m๐Ÿ” Finding marker genes\u001b[0m | \u001b[1mmethod:\u001b[0m wilcoxon | \u001b[1mgroupby:\u001b[0m leiden | \u001b[1mn_groups:\u001b[0m 10 | \u001b[1mn_genes:\u001b[0m 50\n", "\u001b[92mโœ… Done\u001b[0m | 10 groups ร— 50 genes | corr: benjamini-hochberg | stored in \u001b[1madata.uns['rank_genes_groups']\u001b[0m\n", "CPU times: user 2.22 s, sys: 399 ms, total: 2.62 s\n", "Wall time: 2.62 s\n" ] } ], "source": [ "%%time\n", "ov.single.find_markers(\n", " adata,\n", " groupby='leiden', \n", " method='wilcoxon',#t-test\n", " key_added=\"rank_genes_groups\",\n", " pts=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "id": "2ecc320f-2f51-449c-ac91-ffd70df82c22", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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001LYZ30.1392158.3089551.485183e-1992.036780e-1951.0000000.536060
102S100A929.85933910.3410626.640705e-1964.553531e-1920.9974160.245822
203S100A828.55685810.2186782.308892e-1791.055472e-1750.9689920.156552
304FCN128.2871788.9070524.969369e-1761.703748e-1720.9767440.176781
405TYROBP28.1842238.6336909.127943e-1752.503612e-1711.0000000.292436
506CST328.0363588.8696595.858849e-1731.339138e-1691.0000000.293316
607LGALS227.8830189.4796194.287074e-1718.398990e-1680.9379840.088830
708S100A627.1229364.2397655.282608e-1628.049520e-1591.0000000.743184
809GSTP126.8175436.5013832.017550e-1582.766869e-1550.9767440.367194
9010FTL26.6921883.3683425.800019e-1577.231042e-1541.0000000.985488
\n", "
" ], "text/plain": [ " group rank names scores logfoldchanges pvals \\\n", "0 0 1 LYZ 30.139215 8.308955 1.485183e-199 \n", "1 0 2 S100A9 29.859339 10.341062 6.640705e-196 \n", "2 0 3 S100A8 28.556858 10.218678 2.308892e-179 \n", "3 0 4 FCN1 28.287178 8.907052 4.969369e-176 \n", "4 0 5 TYROBP 28.184223 8.633690 9.127943e-175 \n", "5 0 6 CST3 28.036358 8.869659 5.858849e-173 \n", "6 0 7 LGALS2 27.883018 9.479619 4.287074e-171 \n", "7 0 8 S100A6 27.122936 4.239765 5.282608e-162 \n", "8 0 9 GSTP1 26.817543 6.501383 2.017550e-158 \n", "9 0 10 FTL 26.692188 3.368342 5.800019e-157 \n", "\n", " pvals_adj pct_group pct_rest \n", "0 2.036780e-195 1.000000 0.536060 \n", "1 4.553531e-192 0.997416 0.245822 \n", "2 1.055472e-175 0.968992 0.156552 \n", "3 1.703748e-172 0.976744 0.176781 \n", "4 2.503612e-171 1.000000 0.292436 \n", "5 1.339138e-169 1.000000 0.293316 \n", "6 8.398990e-168 0.937984 0.088830 \n", "7 8.049520e-159 1.000000 0.743184 \n", "8 2.766869e-155 0.976744 0.367194 \n", "9 7.231042e-154 1.000000 0.985488 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ov.single.get_markers(\n", " adata,\n", " groups=['0'],\n", " key = \"rank_genes_groups\",\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "id": "55f11e8e-0684-4e4c-8189-3d9e2d8cf765", "metadata": {}, "outputs": [ { "data": { "image/png": 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w7t07bN++HVu2bIGvry+Az9Oh6enpoXv37nB0dETbtm2hpaWldr8DIlIvW7duxe+//45Ro0ZhxIgRyueTP+tUqV69Ory9vaGlpZVXMYmI6D+S97W7du2KrVu3priAnZ64uDhMmTIF69atUxZ3ssCHiDQdj5GJiIiIiIhIE3GKLiLKVcknyrp164YTJ07g1atXWLlyZariHspdhQsXxsSJE3Hnzh3cuHEDI0eOhKmpKWJjY7Fv3z507NgRZcqUUbb/clQOIiIAiI+PR5cuXTBs2DDcuXMHZ86cSdVGCKHycf/+ffz+++8ypCYiomSTJk2CEALHjh1DnTp14OXl9dU+Dx48QIMGDZTFPUZGRti0aVMepCUiyl08RiYiIiqYHBwcIElSph9HjhyRO3qmJSYmws/PL9XzW7duVW7X5cuXZUgmv4sXL6Jdu3YoWrQoDAwMYG1tjQ0bNsgdK00BAQHK39mCBQtSLEv+m+aUs0QFBwt8iChPHD9+HDNmzMCCBQvw4MEDueMUaPXq1YOLiwuCg4Ph4eGB5s2bAwBevXqlPGnZqFEjLF26FC9evJAzKhGpkfHjx+PkyZMQQqBbt26YOHFiqjaSJCEmJkb5iIqKQvv27SGEwG+//YakpCQZkhMREQCsWLECBw8ehKmpKZ4/f45mzZph5cqVabZfv349GjRooByN09bWFj4+PnBycsrD1EREuY/HyERERJTf3Lp1Cw0aNMDOnTvljqJ2rl+/jrZt2+LMmTMICwtDbGwsAgICMjzKLRGR3DhFFxHlqtOnT8PNzQ3Hjh1DfHy88uRYvXr14OTkBDs7O5iZmQFQ3ym6ihUrhps3b0LVx2X9+vURFhaGgIAAlcu/bKPOUxk8e/YMmzdvxrZt2/Dq1SsAUFaEf/vttxg0aBD69u2LIkWKyJyUiOTw+PFjVK9eHUlJSdiwYQOGDx+eqk1a0xEGBQWhUqVKiI2NxaFDh9C9e/e8ik1ERCo8e/YMffr0gY+PDyRJQpcuXbB161YUKlQIwOdpaxwdHXH8+HEIIaClpYWZM2di9uzZnGqRiAoMHiMTERHlTw4ODvDw8AAAnDhxAiVKlMhQP2tra+V1DE2gra2NxMREzJkzB3Pnzk2xbOvWrXB0dAQAXLp0CU2bNpUhoXz69u2LAwcOAAAWLFiA7777DtHR0ahbt67yuFjdBAQEwNraGgDg7OyMWbNmKZcl/01raWkhISFBrohElIdY4ENEeeLt27fYtm0b3N3dcf/+fQD/m9++R48ecHBwQIcOHdSywCe7Q3ELISBJkloX+CRLSkqCp6cn3NzccPz48RRFWTo6OoiNjZU5IRHJYfbs2ViwYAH69u2LvXv3qmyTVoEPAIwbNw7r16/H6NGjsW7dutyOS0REXxEXF4fx48dj06ZNkCQJZcqUwe7duxEVFQV7e3sEBwdDCAFra2ts374djRs3ljsyEZEseIxMRESUv3xZ4OPv749y5crJGyiXJO+vqCrwKehq1qyJe/fuoUmTJhozRRkLfIjoS5yii4jyRNGiRTF58mT4+vri2rVrGD58OIyNjREbG4u9e/eiY8eOyra+vr4yJk1NCJGthyZRKBTo2LEjDh48iFevXmHZsmWoVq0ahBCIj4+XOx4RyeSvv/6CJEkYO3Zslvrb2dkBAK5evZqTsYiIKIt0dXWxYcMG7Nu3D4UKFcLz58/RvHlztG/fHkFBQRBCwN7eHj4+PizuIaICjcfIRERERPlLVFQUAOTb4i4iyv+05Q5ARAWPra0tbG1tsXr1auzbtw9btmzBpUuXlMsbN26MKlWqYODAgbCzs0OFChVky+ru7i7ba8utaNGi+PHHH/Hjjz/i2rVr2LJli9yRiEgmz549gyRJaNKkSZb629raQpIkBAUF5XAyIiLKjj59+sDa2hpNmjRBfHy8cuTJLVu2wN7eXu54RERqhcfIRJQbPn36BD09PbljEBEVGElJSQA+T2NGRKSJOIIPEcnGwMAA9vb2uHDhAh49eoSpU6fC0tISQgg8fPgQc+bMQeXKldGwYUP8/vvvsmS0t7fPsYcmq1WrFnd4iQqwd+/ewdzcHFpaWmm26d27NwYOHKhymY6ODszMzBAeHp5LCYmIKCvc3d3RunVrZXFPsqlTp+LAgQMyJiMiUm88Riai7Hr69CmmTJmC0qVLyx0lQyZNmoRhw4bJHYNILcydOxeSJKFq1aqIj4/Hjz/+iGLFisHQ0BDVqlWDm5tbiva+vr6YOHEiateujSJFikBHRwdFihRB/fr18fPPP+PNmzfpvl5ERATWrFmDJk2awMLCAnp6eihXrpxy1NUvlStXTjk9FwDMmzcPkiRBkiQEBAQAALZu3ap8Lq0pqiIiIvDrr7+iUaNGKFSoEPT19VG2bFkMGjQIFy9eTDNry5YtIUkSRo0aBQDw9PREt27dYGlpCX19fVhbW2P06NHw9/dPd5u/JjExETt27EDHjh1RvHhx6OrqwsLCAh07dsT27duVRTzJAgIClNv8/PlzAICHh4fyuaxMY+bp6Ym+ffuiQoUK0NfXR5EiRfDdd9/Bw8Mj1et/6cWLF5g8eTKqV68OY2NjGBsbo3r16pg0aZIyW066cOECBg4ciLJly0JXVxfm5uaoWbMmJk2ahCdPnuT46xFR7pOEps0fQ0T5WlJSEk6ePAk3NzecPHlSOWeoQqHg/KE5IDIyErdv38abN29gZWWFRo0aQVdXN90+ly9fhqOjI549e4bExMQ8SkpE6sTExAQJCQmIiYnJUv/ExETo6enByMgIEREROZyOiIgy6927dxg2bBiOHj0KIQT09PSwePFilC5dGt9//z3Cw8MhSRIcHR2xZs0aGBgYyB2ZiChX8BiZSB45NQWoJEm4cuVKjqwrLyQlJeHo0aNwcXHBuXPnlAXWmvBZYmVlhZCQEI3ISpQeBwcHeHh4AAD8/f2zNE3T3LlzMW/ePFSpUgX169fHzp07Uyw/cuQIunfvDiEEfvrpJ6xcuRLpXYotXLgwzpw5g7p166ZaduvWLfTs2ROBgYEq+2ppaWH16tUYO3YsgM8FPmkViSRv79atW+Ho6AgAuHTpEpo2bZqi3aVLl9C/f38EBwenmXnYsGFwcXGBjo5OiudbtmyJCxcuYOTIkTA1NcWyZctU9jcwMMCpU6fQokWLNF8jLa9evULv3r1x/fr1NNvY2trijz/+gKWlJYDPBT7W1tZptp8zZ06Gi3yioqLg4OCQ7k0xrVu3xh9//AEjI6MUz2/fvh0jRoxAbGysyn56enrYsGFDqhvGv8zv7OyMWbNmKZcl/01raWmluoY2e/ZsODs7p5lTW1sbmzZtgoODQ5ptiEj98FYTIsozjx8/xoULF/Du3TtYWVmhdevWKFmyZIo2CoUCXbp0QZcuXRASEoJt27Zh8+bNePz4sUyp/ycj+dVVXFwcfvrpJ2zevDnFBfoiRYrg119/hZOTk8o+M2fOxOrVq5GYmJii8p+IChYrKys8ffoUr169ytLn3rNnz5CUlISyZcvmQjoiIsqMc+fOwd7eHsHBwRBCoFq1ati9ezdq1aoFAKhXrx4GDBgALy8vuLu74+rVq9i9ezdsbGxkTk5ElHN4jEwkrzt37qS4uJnVe5A15d9hcHAwNm3ahE2bNimnrk7e5jJlysiSKbPnWpMLe/z8/FL9vipXrpxjuYg0iZ+fHx49eoSWLVtixowZAICjR4+iU6dOAIDff/8dK1asAPB59L9x48ahcuXKkCQJfn5+WLNmDe7cuYN3795h1KhR8PLySrH+wMBAtGzZEh8/foSWlhaGDx+OHj16wMTEBNevX8eiRYsQFhaG8ePHo3r16mjZsiVOnjyJuLg41KlTBwAwcuRI5Wg6JUqU+Oo23b17F507d8aHDx+gpaWFYcOGoVevXjAzM4Ovry+WL1+Ox48fY/PmzUhMTIS7u7vK9Rw5cgRv3ryBtbU1pkyZgrp16+Ldu3fYsGEDjh49ipiYGDg4OMDPzy9ToyJ++PABHTt2hK+vLwCgXbt2GD58OMqUKYMXL15g06ZNOHPmDLy8vNC6dWvcuHEDhoaGKFGiBLy9vQEAnTp1QnBwMLp27Yr58+cDgLIQKCMGDhyIo0ePAgAaNmyIsWPHolKlSnj58iV+++03XL16FefOncO4ceNSvD+HDh2Cvb09hBAoU6YMJk6ciIYNG0KSJNy4cQO//fYbnj9/DgcHB5iZmaFHjx4ZzqTKX3/9pSzuqVOnDiZOnIgKFSogLi4O//zzD5YtW4aIiAiMHDkSLVu2zFKxGxHJRBAR5bK3b9+KHj16CIVCkeKho6Mjxo4dK2JjY7+6jitXruRBUtVyIr+cEhMTRdOmTYVCoRCSJKV6KBQK8fvvv6foc+/ePVG9enVlH4VCIcaOHSvTFhCR3Pr27SsUCoXYsGFDlvovWrRISJIknJyccjgZERFlVHx8vJgyZYrQ0tJS7geOGTNGxMTEqGz7448/Kvd79fX1xW+//Zb3oYmIcgGPkYnk5+fnJ+rWrav899SyZUvh4OCQpYc6O3v2rOjdu7fQ1dVN8ZljZGQkhgwZIs6dOyeSkpJkyZb83mf3oaWlJUt+oqyyt7cXAAQAceLECeHt7Z3u4+HDh6nWMWfOHOU6KlWqpPKYKiEhQRQrVkwAEFWqVBGRkZGp2iQmJooGDRoo1xUYGJhiec+ePQUAoVAoxLFjx1L1v3fvnjAyMhIARLNmzVIsS17nnDlzUvVzd3dXLr906VKKZY0bNxYAhJaWljh+/HiqvlFRUaJ58+bK/qdOnUqxvEWLFsplNjY2IiIiItU6evTooWxz/vz5VMvTM3PmTGXf6dOnq2wzZcoUZZtp06alWl62bFkBQNjb22fqtYUQ4o8//lCue8CAASIhISHF8oSEBNG6dWsBQEiSJJ48eSKEEOLDhw+icOHCAoBo0KCBCA8PT7Xu8PBwUadOHQFAFC9ePMXflb+/v/J1nZ2dU/RL/pv+7+dx8vPFihVT+fd37tw55ToXLFiQ6feCiOTDAh/SKGFhYeKff/4Rhw8fFrt27RI7d+4Uhw4dEpcuXRIvX76UO16W+fr6igMHDoidO3cKLy8vuePkqPj4eFGvXr10T5x1795d7php0vT8Qgjh6uqqzFurVi2xfv16cerUKfH777+LatWqCUmShKGhoQgKChJCCHHkyBFhbGys3OYyZcqIs2fPyrwVRCQnDw8PIUmSqFixooiLi8tU34iICFGmTBmhUCjEH3/8kUsJiYjoa+rUqaPcvytWrJg4evToV/scP35cFC1aVLnf26lTJxESEpIHaYmIcg+PkYnUQ0REhLC1tRWSJImqVauKjx8/yh0pR7x//16sXLlSVK5cWVkEk7wv1bx5c7Flyxbx4cMHuWMKXV1dlec6M/tQKBRybwpRpnxZ4JORh42NTap1fFng899ii2QPHz4UNWrUEEZGRsLFxSXNPEuWLFGu69q1a8rn3759K7S0tASAdIsZx40bJwAIAwODFMU0WSnwuX79uvL58ePHp/magYGBQldXVwAQ7dq1S7HsywKfkydPqux/9OhRZZu1a9em+Tr/FRcXJ0xNTZW/l8TERJXtEhISRM2aNQUAYWpqmqoAKzsFPt27d1euV1XxkhBC3Lx5U1ngk3yz5Nq1a5Xb7OPjk+b6L126pGy3fft25fNZKfBp3769ACC++eabNF/vhx9+EPPmzRMXLlz46rYTkfrgFF2kETZu3Ih169bh3r176bYrVqwYunbtiqlTp6JSpUp5lC59z58/h4eHB54/f47KlStj5MiRMDc3BwD4+vpi5MiRqeYKLV++PFavXq0cylGTbd26Fbdv3wYA2NnZYfjw4ShVqhRevnyJ9evX4+DBgzh27BhOnjypltur6fkB4ODBgwCALl264ODBg8p5cTt06IDhw4ejdevWuH79Onbu3AkbGxv069cP8fHxAAAnJyf89ttvMDExkS0/EcmvX79++Omnn/Ds2TM4Ojpi27ZtUCgUX+2XlJSE77//HoGBgbC2tkbXrl3zIC0REani4+MDAGjbti08PDwyNAR5586d4e3tDTs7O1y5cgWnT5+GjY2NcmoJIiJNxGNkIvVgamqKo0ePonbt2nj8+DGmT5+ONWvWyB0ry7y8vODi4oJ9+/YhNjZWOY1V6dKlERgYCAA4deoUDA0N5Yyp9M8//2DgwIF4/PgxDA0NsWjRojSnZBVCoHfv3ggPD8dff/2Vx0mJ1Jutra3K56tUqaKcRkqkMw2hhYWF8udPnz4pf/7zzz+VU+MNHDgwzf6zZ8/GxIkTYW1tDS0trUxl/6+zZ88qfx4+fHia7UqVKoXOnTvj8OHDuHjxIuLi4qCrq5uijZaWFlq2bKmyv7W1tfLnjx8/ZjjfjRs3EBkZCeDzPlla5yaTpzObOHEiIiMjcePGDTRr1izDr5OW+Ph45XvUpUsXmJqaqmxXr149eHt7o1KlSjAyMgIAnD59GsDn6WDTm/66cePGMDExwYcPH/D3339j8ODBWc5bpUoVeHp64sGDBxg7dixmzZoFKyurFG1+++23LK+fiOTz9SszRDIKDw9H48aNMXr0aPj6+kJ8HnVK+QCQ4v9DQkKwZcsWVK9eHT/++KPM6T/PM1q9enXMmzcPW7duxcyZM1GrVi0EBgbi4cOH+O6773D9+vVU2/X06VN069YNbm5ucm9Cth09ehSSJGHKlCnYuXMnWrVqhUqVKqFVq1bYv38/Bg8eDCEE9uzZI3dUlTQ9PwA8ePAAkiRh4cKFyhOXyQwMDLBw4UIIIeDp6Ynhw4cjPj4eRYoUweHDh+Hm5sYTl0QEfX19LFmyBEII7N69Gy1btlQWP6bl/v37aNasGQ4cOABJkrB69WpIkpRHiYmI6L90dXWxcuVKeHp6Zqi4J1mpUqVw4cIFzJgxA5Ik4c2bN7mYkogo9/EYmUh9WFhYYNu2bRBCwNXVFf/++6/ckTIlJiYGbm5uqFevHr799lts27YNMTEx0NHRQd++fXHq1Cn4+/vLHVOlunXr4vbt23ByckJ0dDSmTZuG27dvo0WLFqkeLVu2VF68V7WcSFP5+/unujbz30fyjRJpKVmy5FdfJ/l8WGhoKP755x9s27YNP/30E1q0aIHvv/9e2S4pKUn5s5+fn/Ln2rVrp7nuYsWKoWLFitku7gE+7yMBn/eHatSokW7b5MKm2NhYlZ9zxYoVg4GBgcq+yUUvAJCQkJDpfADQoEGDDOX7b7/sCA4ORlRUFID0fyfJy7/czjt37gAAwsLCIElSmg8tLS18+PABALL9/TF69GhlUen69etRsmRJ2NraYvbs2bh69WqKvzci0iwcwYfUVmJiInr06IFr167BysoKY8aMQd26daFQKHDnzh24uroiNDQUe/fuRcOGDXH//n1cunQJe/bswf3797Fq1Sp8+PABGzdulCX/kydPMGjQIMTExMDAwABVq1aFn58fXr16hcmTJyMxMRFhYWGoUaMGFi1ahBYtWkBHRwc3btzAvHnz8Ndff2Hs2LFo2rQpqlatKss25ITkKvUZM2aoXD5t2jTs2LEDt27dystYGabp+YHPO436+vqoWbOmyuVNmzaFJEn466+/IIRAnTp1cOTIEZQuXTqPkxKROnNwcMCdO3ewevVqXLlyBQ0aNECFChXQrl07lC1bFoULF0ZYWBiCg4Nx/vz5FHcpzZkzB126dJF5C4iICjYvLy/UqlUrS30VCgUWLlyIVq1aYciQITmcjIgob/EYmUi9tG3bFl26dMHx48fh7OyMXbt2yR0pQyZMmIDt27cjMjJSeSNq7dq14ejoiEGDBqFw4cIyJ/w6Q0NDuLm5oWPHjvj+++8xZcoUnDp1Ch4eHqlGeSAi1dIaxSXZzZs3sWLFCpw5cwZhYWGplqc1Ck1ISIjy57z6PEnOV6RIka+O3F28eHHlz+/evUu1/Mvilv/68gbA9EY3Sivff18/K/my4svfSZEiRTLVV9Xv/mvCw8Mz3edLVatWxfHjx+Ho6Ijnz59DCIEbN27gxo0bcHZ2RrFixdCvXz9MnToVZcqUydZrEVHeYoEPqa39+/fj4sWLqF27Ns6ePZtiJ6Z9+/YYM2YM2rRpg4EDB8LX1xfNmzdH8+bN8fPPP2Pz5s0YM2YMNm/ejG7duslyUXHFihWIiYlBvXr1cPz4cVhYWODdu3fo0qULDh8+DCEEateujUuXLqXY2WnWrBnOnDmDHj164NixY1i1ahVcXV3zPH9OCQkJgZmZGQoVKqRyefXq1aGnp6e2w/xren7g89CeXw71+V86OjowMzNDREQEatasiYsXL6a7A05EBddvv/2GypUrY8aMGYiMjMSTJ0/w9OlTlW2FEDA2NsayZcswcuTIPE5KRET/ldXini+1adPmq3ewEhGpOx4jE6mfDRs2wMvLK9UUL+ps7dq1kCQJ5cqVQ58+fTBo0KAc2d+SQ+/evWFra4vBgwfj7NmzqFWrFjZs2IBevXrJHY1I7aU3WvXatWsxYcKEFEUspUuXxjfffIM6deqgWbNmCAoKSjGKT7IvR7bJqxGxM1Nskzx9GFBw8mVmtKG0+trY2GDr1q0Z6pPWCEiZ0apVK/j5+eHUqVM4cOAATp8+jdDQUACfR5Rat24dtm7dihMnTnBENiINwim6SG1t3LgRkiRh48aNKiuUjY2N4eLigsjISCxZsiTFsmHDhimHVN6wYUNeRU7h7NmzkCQJGzZsUJ44Kly4MFxdXZVD3y1dulTlSSJJkrB8+XIAwLlz5/IudC749OkT9PX1021jamqaqblW85Km50/2tZ1YPT09AMDChQt54pKI0jV69Gg8ffoUzs7Oyjmj/zt8cYUKFTBz5kz4+fmxuIeISENdu3YNFy9eTPV8ehfFiYg0BY+RidSLlZUVunfvjo4dO8odJdNMTU3x6dMnhIWFZeris7opXbo0/v77b8yfPx8RERHo27cvhg0bhujoaLmjEWkkb29v/PDDDxBCoESJEti6dStCQ0Px4sULnD59GosXL0anTp3SLBoxNzdX/pxTI9B8TfJ1uLCwsK9O35RcJPJlv9z25et8+fqq5Ea+7PxOkm8gj4mJQe3atTP0qFKlSo7k1tHRQbdu3bBt2za8efMGt2/fxqJFi5SjWUZFRcHR0TFFURQRqTcW+JDa+vfff2FiYoL69eun2aZOnTowMTHByZMnUy0bM2YMFAoFrl27lpsx0/Ty5UsYGhqibt26KZ6vVauW8uRQ06ZN0+xfqVIlmJmZ4dWrV7maM7dlZB5PhUKhtvN9anr+zGrbtq3cEYhIAxQpUgQ///wzvL29ERERAR8fH1y6dAk3b95EaGgoHj9+jAULFvAiMBGRBuvZsye+++47uWMQEcmKx8hElJaffvoJFhYWuHPnDtasWYM2bdqgZMmSmDZtGv7991+542WJJEmYNWsWLl68iHLlysHd3R02NjaynV8n0mRubm7Kgom9e/fC3t4eRYsWTdUuMDBQZf9q1aopf75z506ar3Pjxg1YWVmhadOmuHLlSrYy16hRA8DnIpT79++n29bLywsAoKuri3LlymXrdTMqOR/webvTk5wPQI4VypQvX15ZBJ7e7wQAGjZsCBsbG8yZMwcA8M033wAAnjx5ku7UW/Hx8Zg3bx7c3d2zPXpuVFQUbt26hWfPnimfkyQJderUwYwZM3Dnzh1069YNAODv749Hjx5l6/WIKO+wwIfUVkREBOLi4r5aOJGYmIjg4OBUzxsaGsLY2BiRkZG5FTFdOjo6iIuLS1X1mpCQgE+fPgEA4uLi0uyflJSE6OhoaGtzJj3KO8k7qEREGWVsbIxatWqhSZMmqFu3bqbnoCYiIvWlyXehExHlBB4jE+WOixcvanzRyJIlSxAYGIjDhw+jc+fO0NLSwuvXr7F8+XLUqFEDjRo1wsaNG2U7N50djRo1go+PDwYNGoSnT5+iefPmCAsLkzsWkUb5ckr7OnXqqGwTHx+PQ4cOKf//y9F8WrZsqRxxcN++fWm+zqlTp/D69WtcuXIFxYoVUz6flWmp2rRpo/x58+bNabYLCgrC6dOnAXy+iT2vplesV6+echQdd3f3NK8dJiUlwd3dHQBgZGQEW1vbHHl9XV1dNG7cGABw4sQJREVFqWz34sULeHl54e7du8rfaXLReFJSUrrv7e7duzF37lw4OTnhwIEDWc4aGxuLwoULo379+pg/f77KNpIkoV27din6EJFmYIEPqa2yZcvi06dPOHbsWJptLl26hOjoaJUXEwMCAhAZGZlipyYvVapUCQkJCanynzhxQvmlrmrkoWSenp6Ij49HhQoVcjUnERERERHlf40bN87UI3nI8f8+36RJE5m3hIg03f379zF27Fi5YxCRjFq2bInevXvLHSPbtLS00L17dxw9ehSBgYFYvHgxKlWqBCEEvLy8MHr0aFhZWSnba9L0JyYmJti+fTt27NgBQ0PDNKcRIiLVvrxmlVwM86WEhASMGzcODx8+VD735Q3hZcuWVU5buHnzZpw/fz7VOp49e4bly5cD+HzcVrlyZeWy5CLljx8/Zjizra0tGjZsCABYu3atytwxMTEYPHiw8ib2H374IcPrzy49PT2MHDkSwOcp0GbPnq2y3c8//4y7d+8CAEaOHAkDA4McyzB69GgAwPv37zFx4sRUN8UIIZT7uQqFAkOHDgUADBs2TJlj7ty5Kkcgev78OaZOnQrg8wAC33//fZZz6uvro1WrVgA+jyDl7e2dqk1SUhIOHjwI4HMhVE6NdEREuY9Dg5Da6ty5Mx49eoRRo0ahSpUqqFq1aorl79+/x5gxYyBJUorKYgCIjIzEiBEjIEmSbMPK9+nTB97e3hg1ahR0dHTQqFEjXL58GSNHjoQkSShRogQmT56M+vXro2LFiin6vnz5UrltnTp1kiU/ERERERHlH9euXVPexZmZkXn+e3d9Vu4EJSKKj4/HgQMH4OLiopw+Yt26dTKnIiI55beRAi0sLDBt2jRMmzYNly9fxubNm3HgwIEUIzyUL18effv2hZ2dHZo1ayZj2owbOHAgGjdujG3btuW73xlRburVqxd27doFAHBycsLDhw/RpEkTSJKEe/fuYcOGDfD19U3R578jfq1evRoXL17Ex48f0bFjR4wdO1Y5Ytj169exZMkSfPjwAbq6uli1alWKvpaWlggICMCePXvQoUMHGBkZwcbGBoaGhunmdnNzg62tLWJiYtC1a1cMHz4cPXv2hJmZGXx9fbFixQplUZKDgwO6du2azXcqc3755Rf88ccfePjwIRYuXIhbt25h+PDhKF26NAIDA7Fp0yZ4enoC+DzN2YIFC3L09fv06YOOHTvi1KlT2Lx5M549e4bRo0ejdOnS8Pf3x5o1a/DPP/8AACZMmKAsmilevDhWrVqFkSNH4uPHj2jevDnGjRuHjh07QltbG15eXli2bBlCQkKU21m2bNlsZf3555/x559/IjY2Fi1btsSECRPQpEkTmJmZISAgAC4uLrh06RIAYNy4cTAyMsrW6xFR3mGBD6mtn376CVu3bkVISAjq168PBwcHNG/eHIaGhvD19cX69evx6tUr6OnpYfr06QA+Vz2PGDECx48fR1hYWIpleW3ixInYtm0bHj16pJzHEvh88GpgYIDTp0/j22+/Rb169TBixAg0btwYSUlJuHr1KrZs2YKIiAgUKlQIEyZMkCV/Tvr48WOawwAmLweQbhsAaVZk5zZNzw98nvLOyckp3eUA0m0jSVK6w0cSERERkfqaPHkyfvvtNwCfpzPu3bs3FIq0B/Xdu3cvPn36pLzjkIgoKwICArBhwwZs2bIFb9++BfD5vIjcxYI8Riai3NS0aVM0bdoUa9aswe7du7FlyxZcv34dYWFh2LBhAzZs2IBSpUrBzs4OdnZ2sLGxkTtyusqVKyfreU0iTdSrVy/Y2dlh9+7diIyMxKxZs1K1MTU1xYoVK5QjtXw5mg8AVKxYEZ6enujRowdCQ0OxcuVKrFy5MkUbIyMjbN++HQ0aNEjxfNeuXbFmzRq8evVKOT3U+fPn0bJly3Rz16hRA56enujduzdCQ0Ph6uoKV1fXVO0mTJigHD0oLxkZGeHcuXPo1q0bbt26hdOnT6scaahly5bYs2dPjo7eA3ze/9u7dy/69euH06dP4/z58ypHVxoyZEiq92fEiBGIiYnBTz/9hNjYWCxfvlzlezh58mSVfy+Z1axZM6xatQqTJ09GZGRkmsVOAwYMyPFCKCLKXZJg2TWpsYsXL6J79+6IiIhIdfJHCAEdHR14eHhgwIAByuf19fURFxcHMzMzbN++HV26dMnr2EqvX7+GnZ0dLly4oHyuSJEi2L59Ozp06IDt27fDwcEhVT8hBAwNDXH48GHlzpemUigUOXbiTo5hbDU9P5Az25B8AlaThhImIiIiopTOnDkDBwcHvH79Go0bN8b27dtRrlw5lW2trKwQEhLC/T8iyjQhBE6cOAEXFxd4enpCCKEc9cHQ0BC9evWCvb09WrduLUs+HiMTyU+hUMDS0hJBQUFyR8kz//77L9zc3LBjxw6EhoYC+HyhWJIktZn+6tGjRzh79ix8fX3x9u1bfPjwASYmJrCwsEC9evXw3XffpbnvSKQpHBwc4OHhAQDw9/fP0t/03LlzMW/ePABAYGAgSpUqpbKdEALu7u5wd3fH3bt3ERUVBRMTE1SsWBHt2rXD2LFjUaJECdSrVw+3b99G9erVce/evVTrCQ8Px++//44//vgDT548QWxsLEqXLo0OHTrgxx9/hLW1dao+sbGxmDlzJvbv34+QkBAULlwYq1atQv/+/bF161Y4OjoCAC5duoSmTZum6h8REYE1a9bg6NGjePz4MeLi4lC6dGk0bdoUo0aNSlVQlKxly5a4cOECKlSogCdPnqhsExAQoMzs7OycpWKWxMREbNu2Dbt378adO3cQHh4OS0tL2NjYwMnJCV27doWWlpbKvuXKlcPz589hb2+PrVu3Zvq1kx04cAAeHh64ceMG3r17BzMzMzRs2BCjRo1K97rk06dPsWbNGpw9exbPnz9HXFwcLC0t0bRpU4wZM0bltNjpvWfJf9NaWloqv098fHywbt06XLp0CYGBgUhMTISFhQW+/fZb2NvbK6eCIyLNwQIfUnsBAQGYP38+jh49infv3gH4fEKoXbt2+OWXX1CnTp0U7R0dHfHNN9/A0dERRYsWlSNyKvfu3cODBw9gbm6Oxo0bw9jYWLns5MmTmD17Nnx8fJCUlAR9fX107NgRCxYsQLVq1WRMnTPSuys4s5KSknJsXRml6fmBzzusOVWk5O/vnyPrkcOnT5/g4eGB8+fPIyIiAqVLl0bXrl0zVATYu3dvhIeH49y5c3mQNP8pX748LC0tsXv37mwPLUrymDlzZo6ta9GiRTm2rox6/Phxjq3ry/nMiYg0UVhYGBwcHHDixAmYmZlhzZo1GDx4cKp2LPAhoswKCQmBm5sbNm7ciMDAQAD/K4Rp2rQpHBwc0Ldv3xTnROTAY2Qi+RXEAp9kCQkJOHr0KLZs2QJPT08kJSXJvr919uxZ/Pzzz7h582a67SRJQosWLbBw4UI0atQoj9IRERER0ZdY4EMaJSwsDImJiShatGiOFl6og/j4eLx79w5FihSBtjZnzyPKSY8ePUKXLl3w7NkzACmHhK9fvz527dqFChUqpNmfF7iyJ/kO2SJFimDbtm3o0KGD3JEokzR9NLOcyq9Od1YSEWXX2rVrMXXqVHz69An9+vWDq6srzMzMlMu5/0NEGXXhwgW4uLjgyJEjiI+Px5enGiVJwv3791G1alUZExKRuinIBT5fCgoKwtatW3P0pprM+vnnn/Hrr78CgPLzW0dHB4UKFYKuri4iIiLw8eNH5bLkY+tZs2YpRzAhIiIiorzDAh/K1+7fv4/169dj3bp1ckfJEk3PT6QOIiIiUKdOHQQEBEBLSwt16tSBlZUVrl+/jpCQEEiSBFNTUxw+fDjNOYh5gSt7kosrkgurRo4ciaVLl8p+5y5l3K5duzB+/Hi8f/8ekiTBwsICenp6WVqXHHc5t2/fHmfOnMn2ejgNAxHlN/fu3YOdnR3u37+PMmXKwMPDAy1atADA/R8iSl9kZCQ8PDzg6uqKhw8fAvh8YVhPTw89evTAsGHD0K5dO0iShA8fPsDQ0FDmxESkThQKBbS0tFC6dOlsrUeSJDx9+jSHUmXOixcvYGJigkKFCsny+jlhzpw5WLBgAYQQKFOmDCZMmIBOnTqhcuXKKW6u/fTpE27fvo3Tp09j06ZNeP36NSRJwsKFCzF9+nQZt4CIiIio4GGBD+U78fHxOHDgAFxcXHDlyhUA8owWkFWanp9I3SxYsACzZ8+GpaUljhw5AltbWwCfh0Rev349ZsyYgZiYGBgYGODEiRMqi3x4gSt7FAoFihYtih49esDNzQ2SJMHS0hJLlixROSUIqae7d++iTZs2CAsLQ9euXXHkyBG5I2WKs7Mz5syZA0mSYG9vD3t7+yytJ/nCNxFRfvHp0yf8+OOPWL9+PRQKBaZMmYIFCxagdOnS3P8holRu374NFxcX7NmzB9HR0coRHerUqQMnJycMGjQI5ubmAP5X6M8CHyL6ry9vBMoOOW/CUCgUMDY2xs6dO9G1a1dZMmTHv//+CxsbGyQmJmLo0KFYv349DAwMvtovOjoao0aNwo4dO6Crq4tHjx5xOnYiIiKiPMQCH8o3AgICsGHDBmzZsgVv374F8L9peDThpLSm58+MqKgo/P333/D19cXbt2/x4cMHmJiYwMLCAvXq1UOjRo3U+uSfpucH8sc2ZFSDBg1w+/Zt7N69G/369Uu13MvLC506dcK7d+9gYmKCv//+G3Xq1EnRhgU+2fPl0Ns7duzA6NGjERUVBUmSULVqVcycORN2dnb5burF/MjLywvNmzdHfHw81qxZgzFjxsgdKVPmzp2L+fPnQ1dXF9evX4eNjY3ckYiI1Mbx48fh5OSEsLAw2NjY4OnTp/j48SP3f4gohS8vyltYWMDOzg4ODg6oVatWmm01ocCnIB0jE6kDhUIBAwMDledpMsvd3T0HEmVe8jkMhUKBn376Cc7OztDW1pYlS1ZMmzYNy5YtQ9u2beHp6Znp/q1atcLFixcxZ84czJ49OxcSEhEREZEqLPAhjSaEwIkTJ+Di4gJPT08IIZR3fhgaGqJXr16wt7dH69atZU6qmqbnz6xHjx5h9uzZOHLkCBISEtJsZ2hoiH79+uGXX35BuXLl8i7gV2h6fiB/bENmmZmZISoqCh8/foS+vr7KNt7e3mjVqhUiIyNhZWWFa9eupRgmmgU+2fNlgQ8AvHz5Ej/++CP2798P4PMdd+XLl8eECRPQv39/FC9eXM649BWrV6/GpEmTYGpqimfPnqFw4cJyR8qUzp0749SpU6hXrx5u3LghdxwiIrXy5s0bDB06VDmtYX682YCIsie5aKdbt26YNWsW6tWr99W26lzgUxCPkYnUwX/PE2gihUIBhUKBpKQkSJKEmjVrws3NDfXr15c7WobUrVsXd+7cwcWLF9GkSZNM9z958iS6dOmC5s2b4++//875gERERESkEgt8SCOFhITAzc0NGzduRGBgIID/jXbTtGlTODg4oG/fvjA2NpY5qWqanj8rNm3ahLFjxyIxMTFDw+9KkgQ9PT2sW7cOjo6OeZAwfZqeH8gf25AV+vr6MDIyQlhYWLrtzp8/jw4dOiAhIQHffPMNLl++DDMzMwAs8MmutE7cXbx4ETNnzsTVq1cBfP6bUygUaN26Nfr164emTZuicuXKckSmdAghYGNjg3v37uGnn37CkiVL5I6UKSEhIahYsSKioqKwY8cO2NnZyR2JiEjtrFixAmvXrgUA+Pv7y5yGiNRJyZIlERwcDEmSAABly5ZFv379MHToUHzzzTcp2qp7gU9BPUYuaOLi4nD79m0EBgaiePHi+Pbbb6Grqyt3rAIvvxT4WFpaYvny5RgxYgSio6OhUCjg4OCAOXPmpLhxTB0VLVoU4eHhiI6OztK/iQ8fPsDMzEzjf49EREREmoYFPqRRLly4ABcXFxw5cgTx8fEpTsBIkoT79++jatWqMiZMn6bnzypXV1eMHTsWQggYGxvDwcEBnTp1QvXq1VGsWDHo6uoiIiICoaGhuHXrFk6fPo19+/bh06dPkCQJW7Zsgb29PfMX8G3IqjJlyuDVq1cIDg7+6sgw7u7uGDZsGCRJQosWLeDp6QkdHR0W+GTT107cXb9+HcuWLcMff/yhfI+TLxiYmZmhSpUqKFSoEAoVKoSdO3fmWW5K2z///IN9+/ahUKFCGjkU9+LFi7F06VLUqVMHf/31l9xxiIiIiDRGUlISTp06BTc3N5w4cQIJCQnKfff69evDyckJAwYMgJmZmVoX+BTkY+T85uLFi/D29oaBgQHat2+PsmXLKpcdOXIEEyZMwKtXr5TPmZqaYtq0aZg2bZryb5fyXn4q8AkKCsLDhw8xcOBA+Pj4QJIk6OjoYMiQIZgxYwbKly8vd1SV9PT0YGRkhHfv3mV5HSYmJkhISEBMTEwOJiMiIiKi9LDAh9ReZGQkPDw84OrqiocPHwL4PHqAnp4eevTogWHDhqFdu3Zqe9JI0/Nn14sXL/DNN98gOjoarVu3xo4dO2BhYfHVfq9evcLQoUNx/vx5mJiY4OnTpyhatGgeJE5J0/MD+WMbsqNv3744dOgQJkyYgN9+++2r7WfMmIElS5ZAkiR07doVe/bsgbW1NQt8siGjJ+5CQkJw+PBhHDp0COfPn081RD6nCSEiIsobHO2AiDIiNDQUHh4e2LJli/J8R/IoNz169MCePXvU8lxHQT9Gzi9evXqFXr164ebNm8rntLS0MHPmTMydOxenT59G9+7dkZCQkGqEJkmS4OjoCDc3t7yOTf8vvxX4AJ/P97q6umL27NkICwuDJEnQ0tJC165dYWdnh65du0JPT0/m1P+jUChgYWGB4ODgLK/D0tISoaGhPFdDRERElIdY4ENq6/bt23BxccGePXsQHR2tPBivU6cOnJycMGjQIJibmwNQz2GfNT1/Tpk/fz7mzp2L+vXr48qVK9DR0clw37i4ODRq1Ah37tzBkiVLMGXKlFxMqpqm5wfyxzZkx9mzZ5VFdMOHD8fEiRNRpUoVaGlppdlnwIAB2Ldvn3IOdX9/f3z8+JEnLLIoKyfuoqKicOPGDXh5ecHHxwfBwcEIDQ3FvXv3cjEpERFRwcDRDogop/3zzz9wc3PD/v378fHjxxSfFWPGjMHgwYPRsGFDGRP+T0E/Rs4PYmNjUaNGDfj7+6ss3lmzZg1cXV1x7949VKlSBePHj0fFihURFBQENzc3XL16FZIk4fz582jevLlMW1Gw5USBT2JiIg4dOoS+ffvmYLKMS2sbwsPDsXz5cri6uuLdu3fKz0MTExN069YNTZs2ha2tLapVqyZrwU9O/A444jURERGRDASRmpIkSSgUCiFJkrC0tBSTJk0Sd+7cSbdtVFRUHqdMm6bnzykNGzYUCoVCeHp6Zqn/vn37hCRJom3btjmcLGM0Pb8Q+WMbsmv06NHKf2cKhUK0b98+3fYJCQmif//+Kf4dKxSKPEqb/0iSJKysrOSOQWogPj5e7ghERAXay5cvha2trXKfSKFQCB0dHTFnzhwhhBCnTp0Surq6yv2fLx8KhUIMGzZM3g0g8fz5c/Hu3Tu5YxCl6ePHj2Lz5s2iSZMmKT4/FAqFqFChgvjll1/EgwcPZM3IY2TN/yxZsWKFkCRJFCpUSHh4eIj379+LyMhIsXv3bmFubq78Lqtbt674+PFjqv69e/cWkiTxe01GZcuWFba2tlnqGxgYKH755RdRokQJoaWllcPJMu5r5zqioqLEmjVrRI0aNVJ9HiY/DAwMRIkSJfIw9f/kxLkaS0tLni8jjeLv7y8ACADC2dlZ7jiUA54+fSqMjIxE/fr1RVJSUoplDx8+FN27dxdmZmbCwMBANGnSRJw8efKr62zbtq0AIP7444902928eVNIkiS6deuWrW0gIsosjuBDait5VJtu3bph1qxZqFev3lfbqtMIOJqeP6dYWFjg7du3Wd62d+/eoWjRoihZsiQCAwNzIWH6ND0/kD+2ISesXLkSixYtwrt372Bvbw93d/d02wsh4OzsDGdnZyQmJnJ6qGzID0NvU/bdvXsX9vb28Pb2ljtKpsXExMDPzw8AUKtWLZnTEBFlDUc7yB8UCgWMjY2xc+dOdO3aVe44ROl69OgRNm/ejO3bt+PNmzcAoBzJwsbGBrdv35YlF4+RNf+zpFWrVrh48SJ27tyJAQMGpFi2c+dODBkyBJIkYd++fejdu3eq/g8ePECNGjVQo0YN3L17N69iUzZ5enrCxcUFJ06cQFJSEoQQsp6rycy5jsePH+PgwYM4evQovL29ERcXp1wm1zZwBB8qiAICAmBtbQ0AcHZ2xqxZs2RORNkhhEDLli1x8eJFnD9/Hi1btlQu8/f3R4MGDRAWFpaijyRJcHNzg5OTk8p1Xrx4ES1atECDBg3g5eX11QyDBg3Crl274OHhgaFDh2Zre4iIMooFPqS2SpYsieDgYOXJn7Jly6Jfv34YOnQovvnmmxRt1bFARtPz5xR9fX3o6+sjPDw8y+swMjIC8HnKnrym6fmB/LENOSUhIQFXr16FgYEBGjRokKE+fn5+WLFiBa5evcoTf1k0b948GBsb48cff5Q7CuWAM2fO4MqVK3jz5g2srKzQpUsX1K1bN832QggsXrwY8+fPR3x8vEae+Lty5QqaNWsGhUKBhIQEueNQBty7dw/Hjx9HYGAgihcvjg4dOqjNtCBEclm5ciWmTJkCc3NzrFq1Ct26dYOWlhZOnDiB0aNHIzo6GgkJCahduzYuXryo3P9L1qdPHxw6dAhOTk5wc3OTaStIoVAo//vTTz/B2dkZ2traMqciSl9iYiKOHz+OzZs349SpU7LfQMFjZM3/LClZsiRev36t8jxadHQ0TExMAACBgYEoUaKEynUYGRlBV1cX79+/z/W8/9WqVSts374dpUqVyvPX1jRhYWHYsmULNmzYAH9/fwBQFiqXKVMGQ4YMgbOzsyzZslogExcXBx8fnxTTka9duzaXUqYtudAvO1MNLlu2DNHR0Rp5nE8FEwt88hcPDw84ODigY8eOOHnyZIplAwYMwN69e1G8eHEsX74cJUuWxPLly3Hq1CkYGhoiMDAQhQsXTrXOFi1a4OLFizh9+jTat2//1QzPnj1D1apVYW5uDj8/P5iZmeXY9hERpYUFPqS2kpKScOrUKbi5ueHEiRNISEhQFsvUr18fTk5OGDBgAMzMzNSyQEbT8+cUhUIBCwsLBAcHZ3kdlpaWCA0Nle1uFk3OD+SPbSAi+T19+hR9+vRRWeg2aNAgbN68GTo6Oimef/z4Mezt7eHl5SX73ZXZkVzgo6n585s3b95gw4YN8Pb2hoGBATp37gw7OzvlhaopU6Zg1apVqUYoadeuHXbs2IEiRYrIEZtIdhztIH9QKBRQKBRISkqCJEmoWbMm3NzcUL9+fbmjEWXI69evsXXrVri7u+PRo0eyZOAxsuZ/lujr68PAwCDN4pxChQohMjIS0dHR0NPTU9nG0tISYWFhiI+Pz82oKikUCpibm+P333/H4MGD8/z1NcHVq1fh4uKCAwcOIC4uTrlvb2hoiN69e8Pe3h7fffedrBk1fbTi5PPR2aHJx/lEpNmioqJQqVIlBAcH48aNGyn2YWJiYmBubo64uDgcPHgQvXr1AgB8+vQJZcuWxZs3b7B58+ZUo/j8+eefaN++PZo2bYpLly5lOMv3338PNzc3TJo0CStXrsyZDSQiSodC7gBEaVEoFOjcuTMOHz6MV69eYenSpahSpQqEELhx4wbGjBkDKysrDBw4UO6oKml6/pyU3YPF7PbPLk3PnxMZ1GEbKGOioqIQEhKS6sI2UXZERESgadOmuHv3LoQQqR47d+7EqFGjUvRxd3dHnTp1lMU9RYoUwZ49e2TaAsovPD09UaVKFcybNw9Hjx7F3r17MXToULRv3x7R0dFYuXIlVq5cqRyy/8vHn3/+iY4dO/LzkQqsx48fAwC6deuWalnPnj2V+3vffvutyv7ffPMNDAwMNHY6msz68OED3rx5o5YXrIoXL44dO3bAwMAAd+/eRaNGjTB8+PAC87shzWZpaYnp06fLVtyTjMfImv1ZEhcXB319/TSXJy9Lq7gH+Pw7TEpKyvFsGaGtrY3w8HDY29ujX79+sowipI6ioqLg6uoKGxsbNGvWDLt27cKnT5+URSQbN27E69ev4eHhIXtxT36h6vg+Mw8iIrm4uLggODgYLVq0SFWg/PDhQ+VUiF9O26Wnp4dGjRoB+Dzy83/98ssvAJDpkeEmT56szJQ8LS0RUW5igQ9phGLFimHKlCl48OABrly5AkdHRxgZGSE2NhZ79+5VnliZNm0arl+/LnPa1DQ9PxGphwcPHmDixIn466+/Ujz/7t07TJ8+HeXLl4epqSmsrKygp6eHhg0bYt26dWozpVBISAhmzpyJb7/9Ft988w3at2+PdevWITY29qt9bW1tUaFChTxISaosX74cb968gSRJGDlyJO7fv4/o6GjcuXMHgwcPhhACW7duVY7oMHXqVAwfPhwxMTEQQqB79+64f/8++vbtK/OWkCZ79eoV+vbti8jISOWd5rVr14a2tjb++usv/PDDD1i6dCkAYODAgbh37x5iY2Px7NkzTJs2DZIk4datW9i9e7fMW0Ikj7CwMJiamqocMdTQ0BCmpqYAkO4oVyYmJvj48WOuZcxtXl5e8PHxSXP5+/fvMW3aNJQtWxbm5uYoUaIEjIyM0KJFC+zbty/vgmbAwIEDcfPmTdSuXRtJSUlwd3dHpUqV8P333+PZs2dyx0vTd999h4EDB/Jidgb17t0brVu3ljtGmuLi4nD48GFMnDgRHTp0QO3atVGlShVUrlwZNjY2aNOmDb7//nu4urrixYsXcsclFTT1swTQ7CKrmzdvok6dOhBC4ODBg6hZsyb+/PNPuWPJxtfXF2PGjEGJEiUwduxY+Pr6QgiBEiVKYObMmcp2AwcOhLGxsYxJUzp//jwOHjwod4wsS0pKypGHOhZDE1H+Fh8fjxUrVgAAHB0dUy3/cgpVc3PzFMuSp/H88OFDiuePHTsGLy8vfPfddymKgjKiWrVqaNSoEWJjY/Hbb79lqi8RUZYIIg318eNHsXnzZtGkSRMhSZKQJEkoFAqhUChEhQoVxC+//CIePHggd8w0aXr+jJIkSVhZWWVrHZaWlkKhUORQoszR9PxC5I9tICHc3NyErq6uUCgUYt26dcrnfXx8RKlSpYRCoVB+lnz5UCgUolatWsLPz0/G9EJcvnxZFClSJEXO5M+8smXLiitXrqTbn3+D8mrYsKFQKBRi2rRpKpc7ODgIhUIhpk+fLpYvX678HZubm4vt27fncdqcd/nyZeXfLMln2rRpQpIkUatWLfHs2TPl88+fPxc1a9ZUfqb06dNHZf/Zs2cLSZJEr1698ioykVqRJElYWlqmuTwj37Wa/n0sSZIoUaKEymUPHz4U5cqVS3efqnPnziI6OjqPU6f03337pKQksX79elG0aFFlTh0dHdGrVy+xf/9+ERsbK2Pa1JIzVq5cWdy5c0fuOGpPnf/NnTx5UpQvX175/fvl47//dhQKhdDW1hZDhw4VAQEBckfnMbLIH58l6f0ONeE7LSEhQSxYsEDo6ekp3/OxY8fK/j2TV+Li4sSOHTtEkyZNUnx26OnpiT59+oiTJ0+KxMREIcT/vjuioqJkTk1Ems7f318AEACEs7NzimX29vYCgGjfvr0QQohr166J/v37i5IlSwpdXV1RsmRJMXjwYOHj45OtDB8+fBALFiwQNjY2wsDAQJiYmIjGjRsLDw8PIYQQI0eOFABEixYtUvSbM2eOACCqVKki4uLixOTJk0XRokWFgYGBqFq1qti0aVOK9uHh4WLx4sWiYcOGwtzcXOjp6YkyZcqIgQMHigsXLqSZr0WLFgKAqFChQpptLl26pHwf3d3dUyxLfh+T8586dUp89913wtzcXOjr64uaNWuKhQsXio8fP2b8TfuP/fv3CwBCV1dXfPjwIdXyu3fvKvO9f/8+xbIuXboIAGLy5MnK55KSkkTt2rUFgK+eo07L2rVrBQBRvHhxERcXl6V1EBFllLYMNUVEOcLIyAhOTk5wcnLCo0ePsHnzZmzfvh1v3rzBs2fPsHDhQixcuBA2Nja4ffu23HFT0fT8mRETE4Nt27Zlq7+cND1/cgZN34aC7NatWxg1ahQSExNhYWGB0qVLAwDCw8PRqVMnBAcHw8DAAIMGDULz5s1RqFAhhIWF4dKlS9i9ezd8fX3RpUsXeHl5Ke/Oz0uvX79Gjx498O7dO5iYmKB9+/awsrLC5cuX4e3tjRcvXqBVq1Zwd3cvENMWaqLku3cnTJigcvnkyZPh4eGB48ePIyAgAADQuHFj7Nq1C2XKlMmrmJTPnTlzBpIkYd26dbC2tlY+X6ZMGaxZswatWrWCJEkYO3asyv5jxoyBs7Mz7ty5k1eRidSOJo92kFOEiukkYmNj0aVLFzx//hySJKFTp05o1aoVzMzM8Pr1a3h6euLKlSs4deoUevbsidOnT8uQXDVJkjB69GjY2dlh+fLlcHV1xbt373DkyBEcOXIEJiYm6NatG5o2bQpbW1tUq1Yt3Slr8oqfnx8aNWqEuXPnYsqUKVAoCsYA05kdoSN5aoEzZ86k+ttt165djuXKrN27d2PIkCFISkqCkZERvvnmGygUCvz777+IjIyEiYkJxowZg48fP+L+/fu4ceMGoqKisGPHDpw8eRJnz56FjY2NbPkBHiP/l6Z+lmgyLS0t/Pzzz+jRowccHR1x8+ZNuLi44Ny5c9i+fXuq6Ubym5IlSyIsLEz52Va7dm04ODhg0KBB6Y4mqM5iY2MRGRmJokWLZvh77dWrV0hMTORxM5GaWbNmDSZNmpRihKpXr15hx44d2L17N7Zv3w47O7tMr/fly5do06ZNqqlKr169iqtXr+Lo0aOpRpxRxdHRETt37lT+/8OHD1GsWDHl/1+6dAn9+/dHcHBwin4vXrzArl27sGvXLgwbNgwuLi7Q0dHJ9HZk1KpVqzB58uQU+7G+vr7w9fXFzp07cebMGZQoUSLT603eh2vSpInKkd0qV64MXV1dxMXF4cKFC+jevTuAz5/T165dAwDUqlVL2f7AgQPw8fFBhw4d0Lhx40znAf63bx4SEoJTp06pnBqbiCinSELV2S0iDZWYmIjjx49j8+bNOHXqFBITEyFJksYMFarp+VVRKBTZvpAg/n+ubTneB03PD+SPbciOL4dzzq5Fixbl2LoyY+DAgdizZw+aN2+O48ePKw9c5syZA2dnZ1hZWeHs2bOoVq1aqr5+fn5o27YtAgMDsXDhQkyfPj2v42PatGlYtmwZKlasiD///BPlypVTLjt69Ci+//57hIaGQktLC9u3b8eAAQNSrcPKygohISEa+TeYH+jp6cHAwADh4eFpttHV1UViYiKEEPj++++xbt06aGvnj1ryK1euoFmzZhr7OZhfFC9eHO/fv0dsbCy0tLRSLEtMTISBgQESExMREhKS5kUBc3NzJCYmphqKmaggUCgUsLS0RFBQkMrlGfmu1fTv47Teg+QTz4aGhvjjjz9UTol08OBBDB48GHFxcdi5c6fK/ZW88LXfY3R0NLZs2YINGzbg/v37AFIXdunp6aFQoUJ49epVruf9L4VCgUKFCqFBgwb4888/IUkSatWqhTVr1qBp06Z5niev5cSxGfD5dyrXNLz+/v6oVq0aEhISsHDhQvzwww/KQo+EhAS4urrixx9/RPv27XH06FEAwKdPn/DHH39g7ty5ePjwIYoWLYr79++nuBCVlwr6MTKQPz5LjI2NMWXKFJXLly1bhujoaMyZMyfNdSS3UYffYVJSEpYvX4558+YhJiYG2tra+Pnnn/HLL7/k2wLI5H+H3bp1g7OzM2rUqPHVth8+fFA51ajc/vzzT8ydOxdeXl4QQkBfXx+dOnXCrFmzvlrMaGVlhdDQULWZWp0ovwsICFDeMOTs7IxZs2Yplzk4OMDDwwPFihVDWFgYihYtiilTpqBJkyaIjo7Grl274O7uDgAwNTWFv78/ChcunOHX/vTpE2xsbJTFPYMGDcKQIUNgYmKCK1eu4Ndff8W7d++UhSktWrTA33//rew/d+5czJs3DwqFAklJSWjZsiVmzJgB4PP51d9++w06Ojq4e/cumjZtig8fPkBLSwvDhg1Dr169YGZmBl9fXyxfvhyPHz9WbnPyNiVr2bIlLly4gAoVKuDJkycqt+Xy5cto1qwZAMDd3R0ODg6p3seiRYsqt2fKlCno0KEDIiMjsWnTJhw+fBgAUL16dfj4+GTq/GFMTAyKFCmCmJiYVL/DL/Xv3x/79u2DhYUFli9fjhIlSmDp0qXw9PSEiYkJAgMDYWZmhqSkJNSoUQP//vsvbty4ka0C29KlS+Ply5cYPnw4Nm3alOX1EBF9lTwDBxHlvuDgYLF48WJRuXJluaNkiabnT6ZqePusPOScokuT8+eXbciOL4eFz+5DLiVLlhQKhULcu3cvxfMNGjQQCoVC7Nu3L93+58+fF5IkCRsbm1xMmbYaNWoIhUIhPD09VS5/+vSpsLa2FpIkCV1dXZXt5B4+vaDLyDQGxYoVEwqFQvTo0SOPUuUdTtGlHrS1tUWRIkXSXF64cGGhUChEQkJCmm0sLS2FlpZWbsQjUnv5YTqT7ErrPWjVqpVQKBRi+fLl6fZftWqVkCRJOWy/HDIztdCjR4/EokWLRKNGjZRTwMi9b5+cPykpScyfP19oa2sr83To0EFcvnxZllx5pVChQhp/bDZu3DghSZJYuHBhmm2WL18uFApFqqlaP378qJz6dfr06bkdNU0F/RhZiPzxWZLd43t1/B0+efJEtG3bVpmtQYMGYt68eek+NNWXf0OFCxcW9vb24tSpU8ppuf7bVl2n6Fq7dq3Q0tJSOT2hjo6OWLp0abr95dy3sra2zpFH+fLlZclPlBUZmaILgChZsqR49epVqv4//PBDmlNTfc2SJUuUfVesWJFq+dOnT4WlpaWyTVpTdAEQlSpVEjExMSpfp3HjxgKA0NLSEsePH0+1PCoqSjRv3ly5rlOnTqVYnlNTdAEQenp64tKlS6n6T548Wdlm7dq1ab6OKufPn1f2PXr0aJrtAgICRPHixZVtkx8KhULs2LFD2W7btm0CgOjevXumcqjSuXNnAUBUrFgx2+siIkoPR/Aholz1/PnzHFtX2bJlc2xdGaXp+YH8sQ3ZsWvXLowfPx7v37+HJEmwsLDI8lDi/v7+OZwuY/T09KCnp4fIyMgUz1tbW+PFixeIjIyEkZFRuuswMzODECLVOvKCiYkJPn36hOjo6DTvyHj+/DmaNGmCoKAgmJiY4NKlSymGStX0EQM03dfu8AX+9zu6ceMG6tatm4fpch9H8FEPHH2EKHvy22gHWZHW50j58uXx/PlzvHjxAiVLlkyzf1RUFMzNzVGkSBG8fv06t+OqlJHvZFXi4uLg4+MDHx8fBAcHIzQ0FGvXrs2llGn7b/6bN29i/PjxuH79unJ0kBYtWmDSpEno2LFjvhkNMNnLly8xaNAgXLp0CYaGhli+fDk6duyosq0QAra2tggLC1NOl/oluY7NvvnmGzx58gTv379P8xgk+d9KkyZNUtx5DgDe3t6oV68eqlWrphwZJq8V9GNkIH98luQEdd2/X7BgAWbPnp2hkabUMX9GPHz4EG5ubtixYwdCQkKU22phYYGhQ4fCwcEBVatWBaC+I/j4+PigQYMGSExMRN26deHk5KScjtzNzQ0fPnyAJEkYMWIEXFxcVK5DzuOT/P7viEiVjIzgAwDr16/H6NGjU/X39fVVnq+cMmUKli1bluHXLlu2LF68eIHGjRvjypUrKtvs3btXOVJoWiP4qMqezMvLCw0bNgQAjB8/Hr///rvK13n58iUqVKiAuLg4tGvXDp6ensplOTWCDwDMnj1bmflL8fHxqFKlCvz9/VG7dm14e3urfB1VVqxYoTymffLkCSpUqJBm24CAAMyYMQOnT59GbGws6tWrhzlz5qBt27YAPo8+WbVqVTx79gze3t7KUdeOHj2KzZs34+XLlyhTpgyGDx+Ozp07fzXb9OnTsWTJEgBAeHg4zMzMMrxdRESZkb/OlFC+5u/vj5MnT8LX1xdBQUGIjIxEQkICdHV1YWpqipIlS6J69epo1aqVymlq5Kbp+bNKU092JdP0/ED+2IbsGDhwIGrUqIE2bdogLCwMtra2OHLkiNyxMsXc3Bzv379HQkJCiosclpaWePHixVdPpCQkJCA2Nla2E2EJCQkwNjZO9wJN2bJlcerUKTRr1gyRkZHo3Lkzrl27lu5FNlJPXxuCXA7fffddtvpHRETkUBIi0mSNGzfOkfVIkpTmCd3cFhUVpfIE65fSWy7+f0qa/EZXVxfA56kA02NkZAQjI6N0p6xUV7q6urC1tYWtra3cUVKoX78+/vnnH2zbtg1z5szB8+fPceHCBVy4cAHm5ubo27cv+vXrh2+//RYGBgZyx822UqVK4e+//8bChQsxf/58jB07FuPGjcPSpUtV3oSQPCWlOh3TBQQEwMTEJN0bDIyMjGBmZoY7d+6kWlanTh0YGRmpLFrKK+r0fmoadfksSUpKkvX1c0t0dDTmz5+PVatWQZIk5Of7cqtWrYrly5fj119/xbFjx7B582Z4enri9evXWLZsGZYtW4aGDRumuGisblatWoXExES0bdsWx48fh46ODgCgZ8+emDx5Mvr374+rV69i48aN0NHRSfNCu1ymTZuWpX63bt3C2bNnlX+j5ubmORuMSA2omrIXgLI4CAA+fvyY4fX5+vrixYsXAIChQ4em2a53794oVKgQ3r9/n+760voePnv2rPLn4cOHp9m/VKlS6Ny5Mw4fPoyLFy8iLi5OeUyUk0aMGKHyeR0dHQwYMACLFy+Gj48PgoKCUKJEiQytM7noSKFQpPh9qFKuXDns3r07zeVbt27F06dP0bdvX+X5zKVLl6b4fLx9+zaOHDmSZrHSl74sNnr27Bnq1Knz1e0hIsoKFviQ2rt8+TJmzJiBq1evKp9TdYD75Ynmli1bYv78+WjSpEmeZEyPpucnyg9q1aqF48ePo3nz5jh27BjWr1+PMWPGyB0rw2rXro2zZ89i586dsLe3Vz7fvn17eHl54dixYxg0aFCa/ffu3au8M0IOJUqUQEBAAJ4/f57uyfSaNWti9+7d6NatG4KCgtCpUydcunQJpqameZiWsiv5QpQ6+fvvv/P9CXIiyn137txBbGys8v+z+pkiZ4EMPwdVq1OnDvz8/PDs2bN095devnyJyMhIWFpa5mG6gmHo0KEYNGgQ9u3bh5UrV+LWrVt4//49Nm3ahE2bNkFLSwvffPMNqlWrhkKFCsHc3ByLFi2SO3aWSJKEWbNmoU2bNhg0aBDWrl2Lv/76Czt37kwxgqW6MjIywrt379K9EPP+/XuEh4erLMpKSEjAp0+fsjyqKlF+deTIEUycOBEvX76EEAKWlpbYsGEDunbtKne0XKWtrY2ePXuiZ8+eCA4Ohru7O7Zu3YonT57g2rVruH79urLt8ePH0aNHj1y5CJ0VFy5cgCRJWLlypbK4J1nJkiVx7tw59OzZE6dPn8a6detgaWmJmTNnypQ2tcWLF2eqfUJCAubPn6/cbiEEOnXqhE2bNuVSQiL5pHX+8ssC54SEhAyv7+7du8qf0xv1WltbG3Xq1MFff/2V7vrSuiHywYMHAAADAwPUqFEj3XXY2tri8OHDiI2Nhb+/f46fNy5Tpky6N27Wrl1b+bOfn1+GC3yCg4MBAMbGxtkaiSwuLg7Ozs5QKBTKwp0nT57g559/hiRJ+P333zF48GCcPn0aDg4OcHZ2Rrt27dK9ZvfliD1BQUEs8CGiXMMCH1Jr69atww8//KAcncLU1BQVKlRAyZIlYWhoCD09PeW0L69evcLTp08RGRmJ8+fPo1WrVnBxccGwYcOYX0NYWVkhNDQ0UzvH6kTT8wP5YxvSYmtriyVLlmDSpEmYOXMmBgwYgMKFC8sdK0OGDBmCM2fOYPz48ahcuTK+/fZbAMC4ceOwbt06/Pjjj6hXr55y+OovXb58GWPHjoUkSejfv39eRwcANG3aFAEBAZg5cyZ27tyZbtuOHTvit99+w4QJE3Dv3j20b98eR48ezaOkuSc/jPqgyZo3b54vR5wgorx1584d9O/fH97e3pAkCS1atEC5cuXkjpVh+XW0g8yKjIzEwoULUadOHdStWxeWlpawt7fH3r17sWHDBqxcuTLNvsnD4CcPey+H8+fPq82FzZympaUFOzs72NnZ4datWzhw4AAOHToEPz8/JCQk4O7du/D19VW219QCn2SNGjWCj48PRo8ejV27dqFhw4ZYuHAhJk+eLHe0dNWvXx9//vknZs6cia1bt6pss3LlSiQlJaF69eqplu3evRsJCQkac8Ejvx4j5+fPEk3z9u1bjB07FgcOHFAW4g4cOBBr1qxBoUKFZE6Xt6ysrDBz5kzMnDkTFy9ehJubGw4ePIiYmBgIIWBnZwdTU1P07t0bdnZ2+O6772Q9zgsODoaBgYHKzzrg83Trhw8fRrt27XDp0iX88ssvKFeuHAYOHJjHSbPv7t27cHBwwJ07dyCEgJmZGX777Te1HmGJKKu0tLTSLET+8jMnMzdPvHnzRvlz0aJF0237tVFFAaR5M2RYWBgAoEiRIl8tfvnydd69e/fV18wsKyurdJd/+T58+f58TVRUFIC034OM2rhxI168eIHBgwcrZ9Rwd3dHQkICunTpgnHjxgEABgwYgCtXrmDt2rVwcXHJcIFPck4iotzAAh9SW9euXcPEiRORlJSETp06YdasWbC1tU13xyQpKQleXl5wdnbGqVOnMHLkSFSuXFk5H2he0vT8ctH0u4o1PT+QP7YhLRMmTMDmzZtx7949LFmyRDknrrobPHgwtm3bhrNnz6J58+YYMWIEhg4ditq1a+PQoUPo3r07GjRogGHDhqFly5YwNjbG8+fPcezYMRw/fhxJSUmoXLkyxo4dK0v+8ePHY+fOndizZw/CwsIwYcIE1KpVC6VKlVLZfty4cQgICMDKlSvh5eWFunXr4sOHD3mcOmflh1EfNNmXc5aTZnv37l2aU64ln5BKb0q23DhpRQVHxYoVcf78ebRt2xY3btzA69evcfz48XSnqSH1Ex0djdmzZyv/38LCAnXr1oW+vj5+//132NjYpBgxMSkpCdevX8fixYtx/PhxSJKEkSNHyhEdANCiRQvZXjsv1atXD/Xq1cPixYvx6NEj/PPPP/Dy8oKPjw+Cg4MRGhoqd8QcYWJigh07dqBDhw4YN24cfvrpJ5w6dQrbtm376kURuYwYMQKenp7Yvn07FAoFFi9eDAsLCwBAfHw8Vq5cicWLF0OSpBT/ll68eIHt27dj4cKFkCQJQ4YMkWsTMi0/HiNr+mdJXFxcjq1LzkKn3bt3Y+LEiQgLC4MQAsWLF4erqyt69OghWyZ10bx5czRv3hxr167Frl274O7ujhs3biAiIgLu7u5wd3eHpaUl+vfvn25xbm7S1dX96ueDnp4ejh49ikaNGuHRo0cYNmwYSpUqhebNm+dRyuxJTEzEwoULsWjRIsTHx0MIgfbt28PNzY1TqhNlwqdPn5Q/58SNF2mdH8zMPkvyTenprS8tGdkGbe30Lz9/uY7/joKWnuSs2RlBPCYmBosWLYK2tjbmzJmjfD75psr/FvE0a9YMa9euxT///JPuer+89sdzuESUm1jgQ2or+Y4ve3t7uLu7Z6iPQqFAo0aNcOLECTg4OGDbtm1YsWKFLAUymp6fKD+SJAkbNmzAvn37NO5i3JEjRzBkyBAcPnwYrq6ucHV1BfD5zoC4uDhER0djzZo1WLNmTYp+QghYW1vj1KlTsp24rF+/PpydnfHzzz/jzJkzOHPmDNq3b4+TJ0+m2Wf58uWQJAkrVqxAUFAQhBAafWCk6aM+AEBoaCjKly+f5vK3b98CQLptJEnC06dPczwbFRzx8fFfLdhKa3nyMPKa/FlC8jM1NcXRo0dRu3ZtPH78GNOnT0/13Uvqa9u2bfD29oa3tzd8fHwQHh6O169fp9gncXV1TVGUMGfOnBQjxTg4OKBDhw55mrugq1KlCqpUqZKvRwkYPHgwmjRpgoEDB+LcuXOoVasWXFxc5I6lUs+ePdG/f3/s3bsXHh4e2L59OypVqgRDQ0P4+fnh48ePEEKgWbNmGDFiBIDPU1iUL18eQggIIdC6dWuNmjKZ1I+q6d+yQpIkWUZnev36NUaNGoVjx44pL8b2798fa9euRZEiRfI8jzozNTXFqFGjMGrUKNy7dw9ubm7YuXMnwsLCEBwcjNWrV8tW4GNtbY179+7h+vXr6Y7uZ2ZmhuPHj6NRo0YICwtDjx49cOHCBdSsWTMP02bevXv34ODgAG9vbwghYGpqihUrVhSo0eaJcsqXo9W8ffsWFSpUSLNt8ig8WZE8Wn1YWBiSkpLSvdn8y4L5L0e5Tz5nkl6xUEZuxPzaDVZfvn5mpkA2NjYG8PnGjaxat24dgoODMWzYMFSsWFH5fPL0X/8dZSn5uzl5eVq+zJSck4goN7DAh9TWlStXoFAosHTp0iz1X758ObZv346rV6/mcLKM0fT8RPnVt99+q5ziSpMYGhri4MGDOHnyJFxdXeHp6Yn4+HiEh4cr2/z3wKt06dJwcHDAtGnTYGhomMeJU5oxYwaqVKmCOXPm4P79+xm602vZsmWoWbMmJkyYgMjIyDxImXvyw6gPiYmJCAgI+Gq79NrIVVjx3XffoUiRIti/f78sr085g1OtkbqwsLDAtm3b0L59e7i6umLMmDHKIb3zi1u3buHw4cN4/fo1ypcvDzs7O1hbW8sdK9sGDx6MwYMHK//f399fWfBz+/ZteHt7p9rOIkWKQAgBHR0dTJkyBc7OznkdO02JiYk4ceIErK2tU1wkbNiwYZoj3Njb26e4S5XUh7W1NS5fvoy5c+di8eLFsk2vmxHbt29H8eLFsX79eiQmJuLhw4cplvfu3RtbtmxR3lmtra0NMzMzCCEwevRozJ49+6vTRlDe0cTPEk0fValatWqIjIyEEALFihXD+vXr0bt3b7ljqb0aNWpg1apVWLZsGf744w+4ubnh7NmzsuVp3749fH19MXbsWJw9exbm5uZptq1QoQIOHz6Mtm3bIjw8HG3btsXevXvzLmwmJCUl4ddff4WzszPi4uIghECbNm2wefNmlC5dWu54RBrJxsZG+bOPj0+aRYFCCNy5cyfLr1OjRg0An0eouX//frqFhF5eXgA+j0b25U2IySPvxMTEpNn35cuXX83i5+eHmJiYNItyb9++rXy9zBxPJ49yGRYWhoSEhK+OFPRfHz9+xJIlS6Crq4tffvklQ32SRzv6ctQjVV6/fq38uUSJEpnKRUSUGSzwIbX19u1bmJmZoVixYlnqX7RoUZiZmcl2UVjT8xOReurUqRM6deqET58+4d69e/j3338RHh6ODx8+QJIkmJiYwNLSErVq1UKlSpXkjptCr1690KtXL7x48SLDd0kOHToU3bp1g6urq8YXPGryqA9fjmSgif7+++9M3Q1E6olTrZE6adu2Lbp06YLjx4/D2dkZu3btkjtShj179gzz5s3D6dOnMW/ePIwaNSrF8gkTJmDdunUpnps7dy5mzJiBefPm5WXUXGdtbQ1ra2v06tVL+dyXw+cDQKtWreDu7o5OnTpl+dguN1y+fBlOTk54+vQppkyZkmLq2RcvXuDNmzcq+y1atAi9evWSbdSAoUOHpnsBtKDT0tKCs7Mz2rVrh8GDByMwMFAti1u1tbWxevVq/PDDDzh27Bj8/PyQmJiIMmXKoGPHjikuYiW7ePEiKleunKkpGCj3aepnCfC/mwcqVqyocYWoERERAIA+ffpg/fr1qUYKoPTp6OigT58+6NOnT4YuMueWiRMnYtOmTfD29ka1atUwZMgQNG/eHF26dFHZvmnTptixYwfs7OwQGhqKtm3b5nHir/v333/h4OCAmzdvQggBY2NjLF++XDkiGxFlTd26dWFpaYnXr19j165daU75e+bMGYSEhGT5ddq0aYOff/4ZALB582asWrVKZbugoCCcPn0awOfPpi9HfU/eVw8NDUVUVJTKmxPPnDnz1SwJCQnYv38/hg4dmmpZXFwc9u3bB+DztKGZOT5IPt+dlJSEly9fZnqE9NWrV+Pt27cYPXo0ypYtm2JZ8eLF8fjx41Qj9bx69Uq5PD3Pnz8H8Hkf5cuRgYiIchoLfEhtFStWDK9fv8br16+zdFEuICAA4eHhKFWqVC6k+zpNz09E6k1PTw/16tVDvXr15I6SaWXKlMlUe3Nzc0yfPj2X0uQtTR31IaNTTRIRFSQbNmyAl5eXbFNgZoWXlxc6duyI8PBwCCFSDf++aNEirF27Vvn/NWvWRGxsLPz8/LBgwQJoaWlh9uzZeR07T+np6aX4fxsbG5XFCnK6fPky2rVrh9jYWACqh7+XJAlTp05V/r8QAi4uLvj48SNmz56Nw4cP51neL23dulWW19U0zZo1w927d/HHH3+o9Ugl1tbWmDBhQobaVq9ePZfTUGZp8mfJzJkzsXfvXjx9+hR+fn5wdnZGw4YNYWdnh379+sHCwkKWXBlVtGhRrFu3Dn379s1S/4cPH2LmzJmQJAkHDx7M4XSa4c6dO3B0dIQkSbh165YsGUqWLIm9e/eid+/eePPmDVasWAE/P780C3yAzyOc7d+/H4MGDVJO5aIOhZxCCCxduhTz5s3Dp0+fIITAd999h82bN6e6AE5EmaetrY3Ro0djzpw5uHjxIlxdXVPdaBESEoJx48Zl63VsbW3RsGFDXL9+HWvXrkWHDh1STS8cExODwYMHK29s+OGHH1Isr1GjBg4cOICEhARs2rQp1fITJ07g0KFDGcozY8YMtGrVKtXoX1OmTMGLFy8AAOPHj8/EFgL169dX/nz37t1MFfhERERgxYoV0NfXVxZCfalevXq4fPkyTp48mWJ0n+RiqAYNGqS7/rt37wL4PFKfJo3aTkQaSBCpqUGDBgmFQiF69uwpEhISMtU3Li5OtG/fXigUCmFvb587Ab9C0/PLwcLCQigUCrljZJmm5xcif2xDdn369EkEBgaKpKQkuaNkmaZvg6bnz4iuXbsKSZKEnZ2d3FEKBEmShJWVldwxiIhkFRcXJ8qXLy8kSRKmpqZi1KhR4ubNm8rlQUFBwtDQUEiSJIyMjMT58+eVy/bt2yd0dXWFvr6+ePLkiQzp1UNQUJBYvXq1WL16tWwZ4uPjlb9HGxsb4e3tnaqNpaWlyn36bdu2CUmShLa2tvD398/9sCo4OjqKSZMmyfLaRFmRX4+RNf2zJNmNGzfEpEmTRKlSpYQkSUKhUAhtbW3Rtm1b4e7uLsLDw2XNl5aQkJBs9b98+bJyewsqdXoPXrx4IcaNGyesra3FuHHjMtTnwYMHolmzZmqxDQ8fPhSNGjUSCoVCSJIkjI2Nxfr162XNRJRb/P39BQABQDg7O6dYZm9vLwAILS2tdNeR3H/YsGGZeu3o6GhRuXJlAUBIkiSGDh0qTp8+La5duybWrl0rSpUqpVw3ANGyZcsU/efMmaNcFhgYmObr+Pr6CgMDAwFAaGtri1GjRglPT09x7do1sWnTJlG1alXlehwcHFL1f/DggVAoFAKA0NHRETNmzBAXLlwQnp6eYsyYMUJbW1uULFlS6OrqCgDC3d09Rf/k9zH5YWFhIX7//Xdx7do1cfToUdGpUyflsi5dumTqPRTi83nj5O2bNWtWpvrOmjVLABA//PCDyuU3btxQZnNychJ///23mDZtmvK548ePp7v+4sWLCwBi9OjRmcpFRJRZLPAhtXXv3j2hp6cnFAqFqFGjhnBzcxMBAQHp9gkKChLbtm0TtWrVEpIkCT09PfHvv//mUeKUND2/HK5evSr+/vtvuWNkmabnFyJ/bEN6/Pz8xPr168WtW7dSLXv06JHo0qWL0NLSEgqFQujr6wsnJyfx8uVLGZKmTdO3QdPz55SgoCBx5MgRcfLkSbmjFAgs8Mkfnj9/nmMPooLI3d1dSJIkypUrJx49epRq+bJly5QXmWbOnJlq+dSpU4UkSWL27Nl5EVctJV9M/NpJ/9y0c+dOIUmSKFWqlAgLC1PZJq2L8kIIUbduXaFQKMTSpUtzM2aaCvp3cvL2f1lcp2nywzZkRn49Rtb0zxJVLl68KEaNGiWKFy+u/D7T19cXPXv2FPv37xcxMTFyR8wx6lTcIpf88h78888/YsWKFbK9/vLly4WhoaGyuKdVq1ayF+4R5SY5C3yEEOLp06eiXLlyKQpgvnx8//33omLFigKAaN++fYq+GS3wEeLzd2KxYsXSfB0AYsKECSIuLk5l/0WLFqXZz8LCQty+fVsYGRmlW+CjpaUlJk2alOZ6unXrJqKjozP9HgohRK9evQQA0ahRowz3CQ0NFSYmJsLQ0FC8fv06zXYTJkxQmXfo0KHprt/X11fZ9syZMxnORUSUFSzwIbV25swZYWpqqjxgUygUwtDQUFSuXFnUqVNHNGzYUNSpU0dUrVpVmJiYKNtIkiQMDQ3FwYMHmT8fOH78uOjUqZPcMbJM0/MLkT+2Yfz48UJbW1soFIpUJ0/u3bsnihUrpvz3l/xQKBSiVKlSalNop+nboOn5C7LVq1cLNze3bK2jQYMGonz58jmUKHMK+sXE/CJ5Pym7DzkvzBPJqXfv3kKhUIh9+/apXN6yZUvld6+qGxMePHggJEkSDRo0yO2oaksdLiYmjxS7du3aNNukd1F+w4YNQpIk2fbtC/p3cvI+roGBgXB1dZU7Tpbkh23ICZp+jKzpnyXpSUhIEJ6ensLe3l6Ym5srP7dNTEzEkCFDxMmTJzM90ra6UYfvI7nxPci+Jk2aKM/BKBQK0aVLF3H69Gnh6emZ6QeRppC7wEcIIT58+CDmzZsnatWqJYyNjYWxsbFo2rSp2Lt3rxBCKAuAevfunaJfZgp8hBAiPDxcODs7iwYNGggzMzNhYGAgKleuLJycnISXl9dX+1+4cEH07NlTFCtWTOjp6YmKFSuKyZMnizdv3gghRIYKfIQQYv/+/aJx48bCyMhIFC9eXLRp00YcOnQoWyO3Hzp0SPka6RXrfOmnn34SAMTUqVPTbZeUlCRWrVolKlWqJHR1dUXFihXF0qVLv7rvkFwUZWVlpfH7GUSk/iQh1HgybyIAz58/x6JFi7Bt2zblvKDpMTY2Rs+ePTFv3rxMzb+ZWzQ9v1xCQ0Ph5uaGjRs3KudjTUxMlDlVxml6fiB/bEOy8ePHY/369Uj+ylu6dCmmTJmiXN64cWNcu3YNkiShdevWGD16NGJjY7FixQrcvn0bderUwc2bN2WdF13Tt0HT8xd0CoUCVlZWePXqlcrlw4YNQ3h4OA4ePJjmOqysrBASEiLL54hCoYCZmRlWr16d7XUNHTo0BxJRVigUihxZjyRJavF99ujRI/z999+IiIhA6dKl0a5dOxQpUuSr/VauXImPHz9i9uzZeZCS8pMKFSrg+fPniIiIgJGRUYplnz59gpmZGeLj41G5cmX8+++/Ktehp6cHc3NzvHnzJi8iq50rV66gWbNmsn6OVK5cGU+fPkVgYCBKlCihsk1637nBwcEoWbIkypUrh2fPnuV23FQUCgUsLS0RFBSU56+tDhQKBSRJghACkiShffv22LBhA0qXLi13tAzLD9uQVfnpGFnTP0syKi4uDidPnsTu3btx4sQJREdHQ5IkFC5cGH369IGdnR2aN28ud8xMU4fvI7nlh/fgzp07cHR0hCRJuHXrVp6/fvLneXZJkoSEhIQcSEREAGBubo6IiAiMGzcOa9askTtOpjk4OMDDwwNaWlq59tmQmJiIKlWq4OnTp1i7di3Gjh2bK6+TGTY2Nrh79y5+/fVXTJs2Te44RJTPscCHNEZ0dDSuXr2K+/fv49WrV4iMjERCQgIMDAxgYmKC0qVLo0aNGmjQoAH09fXljpuKpufPKxcvXoSLiwsOHz6M+Ph4ZTGAphywa3p+IH9sw5fu3buH2rVrQwiB77//HvPmzYOFhYVy+alTp9C5c2dIkgRbW1tcvnwZWlpaAIDY2Fh8++23uHv3Lnbv3o1+/fpxGwpg/pxw8eJF6OrqolGjRnJHyZKvXYzLSPGO3AU+PHGp+Tw8PNJd7ujoCDMzM6xateqr67K3t8+hVJkXExOD77//Hrt3707xvK6uLsaPHw9nZ2fo6eml2V/Of0sFnZOTU46sR5IkbN68OUfWlRkmJibQ09PD27dvUy27fPkymjdvDkmSMGLECLi4uKhcR9GiRfHx40fExsbmdly1pA4XE83NzZGQkICPHz+m2cbS0hKhoaFpZjQ0NISWlhY+fPiQWzHTxAIfBSwsLDB+/HjMmTMHSUlJMDAwwPTp0zF58mQYGhrKHfGr8sM2ZFZ+O0YGNP+zJCuio6Nx/Phx7N+/H0ePHkVCQoLG7t+rw/eR3PLDeyD3NuS3GyiI1F2HDh1gbW2Nvn374rvvvlPZ5s6dO6hduzYAYMOGDRgxYkQeJswZeVHgA3x+f0aNGoXatWvD29s7114nI7y8vNCwYUOYmZnhxYsXMDU1lTUPEeV/2nIHIMooQ0NDtGnTBm3atJE7SpZoev7c9OHDB3h4eMDV1VV5t3DyCbMyZcpg6NChsl6I+xpNzw/kj21Iy44dO5CUlIQRI0bA1dU11fIvRxyZOXOmsrAEAPT19fHLL7+gT58+OHDggGzFJZq+DZqePye0bNky3RFwKG+wrl2zfe17yNHREQYGBmr9fZWUlISuXbvi/PnzypEPjI2N8eHDB3z69AkrVqzAX3/9haNHj6Z5Nz3JZ+vWrdkuFkz+vctR4CM+T9GtctmlS5eUP6c1kkFSUhLCw8MzNNIU5Z7o6GgYGxun2+b69evpnkzX1tZGXFxcTkejDJIkCTNnzkTjxo0xePBgBAUFYc6cOVi9ejV++OEHjB8/Xu0vCuSHbfia/HyMDBTMz5KnT5/i3r17+Pfff5GQkMBjAyrw/P395Y5AVKAEBATA09MT165dg5eXF3R0dFIsj4uLw48//gjg83dsp06d5IipMRwcHDB37lz4+Pjg8uXLaNq0qWxZ1q1bBwAYPXq0xu8DE5FmYIEPpevatWuIi4tT2+FqExISoK2tuX/Gmp4/u7y9veHi4oLdu3cjOjpaeXLFyMgIvXr1goODA1q1aiVzyrRpen4gf2zD15w9exaSJOGHH35IcznweZs7dOiQanm7du0AQJbhkpNp+jZoev6cwhPI8ipatCi8vLzkjkEF3Pbt2/HXX39BV1cXixYtwogRI2BsbAxfX1/MmTMHR44cgbe3N1q0aIELFy6wyEfNlClTJt0Cn+fPn0OhUKjtNDUWFhZ4/vw5YmJiYGBgkGJZ8ncxgDT3/Xx8fJCUlIRixYrlak5Kn7m5OcLCwtI9lixbtmya/SMjI/Hx40dYWVnlVsSviouLw6VLl7K9b6Su5ykyqmXLlnj06BHmz5+P1atXIywsDLNnz8by5cvh5OQEOzs71K9fX+6Y6coP2/BfBeEYGcgfnyUZcf/+fezbtw/79+/Ho0ePAHw+LtPW1kabNm3Qv39/mRMSySe9f+NElPMcHR0xffp0+Pj4oHHjxhgzZgwqVaqEhIQEPH78GOvXr8edO3cAfL4BslSpUjInVm96enpYtGgRnJycsGjRIpw8eVKWHP7+/ti1axcsLCwwdepUWTIQUcFTcCsLCoDy5ctDkiRMnToVI0eOzNI6evbsidDQUNmHq42IiMChQ4dw8uRJ+Pr6IigoCFFRUcrlJiYmKFmyJKpXr45WrVph8ODBMDExkTFxSpqePyd9+vQJe/bsgYuLC27cuAEg5UVvSZLg7++PokWLyhUxXZqeH8gf25AZL1++hL6+PqpWrZpq2YsXL/DixQtIkoQmTZqkunMCAIyNjWFmZoY3b97kRVyVNH0bND0/5Q9aWlo8gZlBoaGhOHfuHAIDA1G8eHG0a9dO7S/eaIrt27dDkiTMmjULkydPVj5fs2ZNHDp0CGvXrsUPP/yAZ8+eoU2bNrh8+TIKFy4sY2L1EhwcjP379wMAJkyYkOevHxAQkO5yhUKB4sWLq+3d0A0aNEBAQADOnTuHLl26KJ9/8+YNLl26BEmSUKdOHVhaWqrsv3PnTgBAw4YN8yQvqVapUiWEhYXhypUraNGiRab7X7x4EQDwzTff5HS0DHv//j1atmyZrXVo6rQ6/2VkZIQlS5ZgxIgRmDNnDvbt24eIiAisWrUKq1atQsWKFdG/f380bdoUDRo0QKFCheSOnEp+2IaCdowM5I/PkrQ8fPgQ+/btw759+1KMvqSlpYUWLVqgf//+6N27N/exiIgoT02ePBk+Pj7Ys2cPbt68meYU0BMnTsQvv/ySx+k0k6OjI3bv3o1Tp07h6tWraNy4cZ5ncHZ2RkJCAtauXauW+7lElD+xwCcfCwgIgCRJGDNmDK5evYoNGzZAX18/0+uRe8SBRYsWYcmSJcp5wVXliYyMRGRkJB4+fIiDBw/i559/xtSpUzF9+vS8jpuKpufPKX5+fnB1dYWHhwfev3+vfB+srKxgb28PR0dHVKlSBcDn6czUjabnB/LHNmTF+/fvYW5urnLZ5cuXlT+ndwdwQkJCjs1NnhWavg2anp8oP4mLi8OePXvg7e0NAwMDdOrUKcUwxmvXrsWMGTMQHR2tfE6hUGDYsGFYtWpVlvYl6X98fHwAAOPGjVO5fNy4cTAyMsLw4cPx6NEjdOvWDefOnYOenl4eplRfz549ww8//ACFQiFLgY+m69mzJ/bt24epU6eiUaNGKFq0KIQQmD59OhISEiBJEgYPHqyyr7e3N9atWwdJktCxY8c8Tk5fat68Of755x94eHhk6aL8tm3bIEkSWrdunQvpMk7u8wzqpkKFCtixYwd+/fVXrFq1Cu7u7nj//j38/PywcOFCZbvixYujUKFCKFSoEK5cuSJj4tQ0cRsK6jEykH8+S5L5+flh79692LdvH+7fvw/gf9NiNmnSBP3790ffvn1RvHhxmZN+llwglVW+vr45lEQ+27Zty1Z/Pz+/HEpCGWFlZaUWNwETaTIdHR3s3r0bQ4YMgbu7O65fv443b95AT08PJUuWROPGjTF8+HB8++23ckfVKJs2bUKNGjUwadIkXLt2LdvTameGt7c3PDw80LNnT/Tp0yfPXpeISBI8q5JvKRQKSJKkPKCtWbMmDh48iAoVKmR4HVZWVggJCUFiYmIuJk3boEGDsGfPHgghYGpqimbNmqFy5cooWbIkDA0Noaenh0+fPiE6OhqvXr3Co0ePcPnyZURGRkKSJAwZMgRbt26VJXt+yJ8TDh06BBcXF/z1118APp9g0dHRQZcuXeDk5ISOHTsqL9on/81++PBBbU6eaXp+IH9sQ3ZYWFjg48ePKUbNSjZixAi4ublBkiRcvnxZ5QHU+/fvUaRIEZQtW1a2O/I1fRs0PX9OUCgUsLS0RFBQkNxRsuRr+TOyvyDnPoWmv/855c6dO+jWrRtevnyZ4vmhQ4fCzc0Nu3fvxtChQ1X2lSQJHTp0wIkTJ/IiapZowu9ZV1cXxsbGePfuXbrtVqxYgZ9++gmSJKF3797Yt2+fcpnc++dyunLlCpo1awZJktRy+9X9b1AIgfr168Pb2xuFChVC8+bN8fDhQzx+/BgAYG1tjXv37qUo5AsJCcHevXsxd+5chIeHo0aNGvDx8cnTk6bqRB3+Bn19fWFjYwMtLS2cP38+RZHm15w8eRJdunSBtrY2njx5gjJlyuRiUtUUCgUKFy6MgwcPZntdWSlKkFtGPycSEhJw7tw5HDp0CMeOHcPr169TLJfzbzA/bENBP0YGNP+zBACePn2qHKnn7t27AP5XPGhra4v+/fujX79+KFmypCz50pP8d5Udyed71XGfKCP4HqjHfkVGFeRjECIiIiK1IyjfkiRJFCtWTAwYMEBIkiQUCoUwNzcXhw8fzvA6LC0thUKhyL2Q6di5c6eQJEloa2uLpUuXitjY2Az1i42NFUuWLBHa2tpCoVCIrVu35nJS1TQ9f05J/tuTJEk0aNBArF69WoSGhqbbNioqKo9Tpk3T8wuRP7YhO2xtbYVCoRBPnjxJtaxkyZJCkiRRqFAhkZCQoLL/rl27hCRJolWrVrkdNU2avg2anj8nSJIkrKys5I6RZV/Ln5H9BTn3KTT9/c8J79+/F8WLFxeSJAlJkoSZmZkoXLiw8nN/9uzZwtraWkiS9H/s3Xd4FFXbwOHf7CabbHohkIQWOij2BioKKiBW/ESQ8gIiYsWCgCKCgiAIAmIBBaSKgIgoL4p0pCNIrxIIhBDS2ybbd+f7I++OiSmkbLKFc19XLnF3ZvY5O7Nn5px55hz5/vvvl3/99Vf5zJkz8tatW4tdS65Zs8bVRSmTJ+znOnXqyL6+vrJer7/qsi+99JLyvQ8bNkx53ZW/JVfbuXOn8p24I084BpOSkuTWrVsrdYHjLyoqSj548GCxZXft2iWrVCrlOjIiIkL+66+/XBS5czjKU50/dzgGn3zySWWfrF+/vkLr/Prrr3JERISsUqnkwYMH13CEZfOE30lNqmr5ExIS5BUrVsijRo2SBw4cKD/66KM1EF3FeEsZruU2soMn1yW33nprsXpZkiT5lltukSdPniwnJCS4LK6K+vd5uKp/rj4fVYf4Dtz/2raoa7kNIgiCIAiC4G7EFF1ezsfHh2XLltGiRQsmTpxIbm4uTz/9NMOHD2fSpEluPd3J3LlzkSSJqVOn8uabb1Z4PT8/P0aOHImvry9vv/02c+fOZcCAATUXaBk8PX5ne/LJJxkwYABdunTxyKfePD1+8I4yVEXnzp05cOAAX3/9NVOnTlVeX7t2LcnJyUiSxOOPP45arS6xrizLTJkyxeVDj3t6GTw9fmdJT0+nadOm1dqGJEmcO3fOSREJ15LPP/+c9PR0GjVqxOLFi5Up8fbu3UvPnj2ZMGECAJ06dWLDhg3K77Fly5Z07NiR8PBwvv76a5YvX87jjz/usnJ4uptvvpktW7awZMkShgwZUu6yX375JefPn2fjxo189tlnREVFedX0rYJr1K9fnyNHjrBw4UK2bt1KQUEBt956Ky+//DL16tUrtmxkZKQyEkL79u2ZPXs2N954oyvCdhrZSwYwnjVrFn/++ScpKSl069aNRx55hN69e9OlSxfq1KmjLJebm8vWrVtZunQpP/30E7Is06xZs2LXY4JniIuLIy4ujp49e7o6lCpzxzJcq21kB0+uSw4dOgQUjgJz991306tXL1q2bAnA33//rYxOVxFdunSpkRjLs3Xr1lr/THfjqaPzCoIgCIIgCIKriSm6vNi/h01es2YNAwcOJCcnB0mSuO+++1ixYkW580+7cvjNOnXqoNPpyMvLw8/Pr9Lrm0wmQkJC8PPzIy8vrwYiLJ+nx+8sd911F/v371eG3dVqtTz22GP079+fhx9+uFiSmTsOfe3p8YN3lKE6Lly4QJs2bbBYLIwaNYoePXpw4sQJ3n77bVJTU1GpVOzdu5fbb7+92HoWi4WXX36Z+fPno9FoOHnyZLWTM67VMnh6/M5QdNrM6nDV0N2ePkXXokWL0Gq1bnVDqbbdfffd7Nu3j//+97888sgjxd5bu3YtTzzxBJIksXbtWrp161Zi/YsXL9KkSRNatWrFqVOnaivsSnH36ZEA5s+fz+DBgwkICGDu3Ln07t273OV1Oh133303J06cQJIkBg0axM8//0xWVtY1OTy+u09j4AnHYGUYDAZWr17N9ddfz0033eTqcJxi3LhxTtvWBx984LRtVcWpU6d47LHHSEhIKDbFiVarJTw8nKysLIxGo/K6LMs0b96c33//3aXXU972O6ksbyi/N5ThWm8jF+XJdYkzpouUJAmr1eqEiIRr0eLFi6u1/tmzZ5k4caLbXtsWJaboEgRBEARBcB8iwceLldbpcv78eZ555hkOHTqEJEnExMSwYsUK7rnnnlK34cqLd39/f7RaLdnZ2VXeRkhICDabjYKCAidGVjGeHr8znThxgnnz5rF06VIyMjKUTpjo6Gj69+/Pc889R8uWLd2248zT4wfvKEN1TJ8+neHDhxfrAHSc/t544w1mzJihvJ6YmMikSZNYs2YNKSkpAIwYMYLJkyfXbtD/4ull8PT4q0ulUjktwWTBggVOiKhyVCoVUVFRHDhwoNQkpdtvv53MzEwuXLhQZhKTYxnRIegaMTExpKeno9fr0Wg0xd4zmUwEBQVht9u5cuVKmcnfISEhSJJEbm5ubYRcaZ5ww9Fms9GhQwf27t2LJElERUXRq1cvZs6cWeY6qampPPDAA5w6dUpJFPSEmwA1QST4CEJxBQUFTJw4kdmzZ5dbNwcGBvLSSy/xwQcfEBQUVIsRlnSt/068IenYG8oAoo1clKfWJc7grtcUQsX8+uuvzJo1i19//dUln++MRDNPubYXCT6CIAiCIAjuQyT4eLGyOs7MZjOvvfYa8+bNA8DX15fJkyfz1ltvldiGKy/eW7VqRXx8PPv37+fWW2+t9Po7d+7kvvvuo3Xr1pw8ebIGIiyfp8dfEywWC2vWrGHevHls3LgRu92uNITvuusu5WaXu3aceXr84B1lqKpFixbx/vvvc/nyZaCwc/Ktt95i3LhxxTpkDh48WGwkmUGDBilT7rmap5fB0+OvDk+/meWNHZd5eXmsW7eOvXv3cuHCBQoKCggICCAuLo677rqLRx55hNDQUFeH6TQajYbg4GAyMzNLfT8iIoLc3FxMJhM+PqXP4hsdHU1mZiYWi6UmQy3ToEGDyn1/4cKFaLVaevXqVe5ykiTx7bffOjO0SsnNzeU///kPa9euBaB3794sXbq03HUyMzPp1asXW7ZsAa7dm1EiwUcQSmcwGNiwYQM7d+7k3Llz6HQ6tFotjRs3pn379jz66KNuc04TvxPB3VzLbeR/86S65OLFi07bVuPGjZ22LaHmpaenM2/ePObMmUNiYiKAy64Lr6VEs+joaNLT090+TkEQBEEQhGuBSPDxYlfrOFuyZAkvv/wyer0eSZJ4+umnmT9/frGncFyZ4DNixAimTZvGddddx6+//lqpBndCQgKdO3cmISGBkSNHMmnSpBqMtHSeHn9NS0pKYsGCBSxatIjz588DKJ1ojz76KH379uXJJ5/E39/flWGWydPjB+8oQ2XZbDbi4+MpKCigVatWBAYGlljm8uXLdOzYkbZt2/LKK6/QuXNnF0RaNk8vg6fHX1WefjPLmzou8/Ly+OCDD5g3bx56vb7M5bRaLS+88ALjxo0jJCSkFiOsGZ4+zRp4X6LZwYMHWbt2Lc2bN6dPnz5XXV6WZRYsWMCUKVM4e/asW5ShtokEn+qZM2eO07Y1ZMgQp23L1cxmc4mRzRzy8vLYvn07Dz/8cJnJj0LljBs3jqCgIN5++21XhyIIJVyLbWTBNa6WuF5Rrk5cr03bt29n9uzZrF69GovFoowc68rrQk9PNGvatCl169Zl7969V112z549mM1m7r///lqITBAEQRAEQSiPSPDxYhXpYD5+/Dg9evTg77//RpIkWrVqxapVq2jTpg3g2hs5WVlZ3HLLLVy6dAk/Pz+efvppOnfuTJs2bWjYsCGBgYFoNBrMZjMGg4HLly9z5swZNm3axLJlyzAajdSvX59jx44RFhYm4ndjW7duZd68eaxevRqj0ah0oAUGBvLkk0/Sp08funTpglqtdnGkpfP0+ME7yiAI7szdb/pezaJFi5y2rQEDBjhtW5V18uRJHnvsMS5evFhsKjF/f38iIiLQ6XTodDrldUmSaNy4Mb/++qtybeSpvCHBJy4uzmkjeSUkJDhlO66SlZVFRESEq8Ooda5O8HE8JV6WuLi4cqczLKpRo0bODK1CnJEkB4V1o9VqdUJErrVo0SLGjx/Pu+++ywsvvFDqMmvWrOGpp56ifv36TJgwgf79+9dylCVdvHjRKTcBJ06cyOjRo50QkVAdGRkZrFq1ik2bNnHs2DEyMjLQ6XQEBwdTr149brvtNh588EF69OhRamK8O/CGMpTG29vIoi6BvXv3Yjabue+++2r9s70tcb2m6HQ6Fi1axNdff82pU6eAf6b6btSoEf3792fAgAE0a9bMlWF6LE/vpxAEQRCE6rDb7RiNRmw2m3Jd5ePjg5+fn9MedhWEmiISfLxYRS/S8/Pzef7551m5ciWSJBEQEMDcuXN59tlnXX4j5/Llyzz66KMcPXq0Ug1fWZZp27YtK1eupFWrVjUYYfk8Pf7alpuby9KlS5k/fz4HDx4E/nlark6dOqSmproyvKvy9PjBO8ogCO5IdJy5XnJyMnfccQdXrlwBCp/C7tevH507dy6WKJGbm8vu3buZN28ev/zyC3a7ndjYWP78809iY2NdFX61eUOCj+D5nHET1JU3s5x1E9dVCTKOm4nO6AKw2+1OiMg1bDYb/fv3Z/ny5QD07duXxYsXl7rssGHD+Oyzz4DC/TZw4ECXj5TQvHlzduzYQUxMTJXWT0tLo2/fvmzZssXt6/Pk5GR+++03UlJSaNq0KY8//jjBwcGuDsspLBYL48aN4/PPP6egoACg1N+moy0WFBTEe++9x/Dhw90mocQbylAR3tpG9vS6pGnTpkiSxMiRI3nxxRertI2YmBjS09Ndck5u165dlRJ8dDodJ0+eVM7n3prgc+jQIWbPns2yZcvQ6/VK3RIYGMj//d//MXDgQDp16uTiKD2f6KcQBEEQrjVGo5GsrCz0ej1Go7HM5fz9/QkICCAiIkKM3im4JZHg48Uqe5H++eefM2LECCwWi9JInj9/PhkZGS5tLMqyzPLly/nqq6/Yt29fubFoNBruvfde+vbtS//+/d2i08jT43eVI0eOMG/ePJYtW0ZWVpbHdVp4evzgHWUoqqCggKVLl/LHH3+QlZVFTEwMXbt25ZlnnvGYjGxPL4Onx18douPM9Z544gnWrl1LeHg4ixYt4rHHHrvqOps2baJ3795kZWXx+OOP8/PPP9d8oDVEJPh4lpycHKZOncquXbtIT08nLi6OXr16ucXoIdXh6dP9eUv8kiTRvHlzevfuTZ8+fWjZsmWtx+JKb7/9NjNmzACgWbNmvP/++2WOLpeZmcnq1auZNm0aZ86cQZIkRo8ezfjx42sz5GJUKhWtW7fmjz/+ICoqqlLrbty4kf79+5Oamurya/ucnBxmzJjB77//ztChQ+nXr1+x96dPn87o0aMxm83Ka6GhoUybNo3nnnuutsN1Kp1OR/fu3dm2bZty07pevXpcd911REVFodFoyM3NJT09nSNHjmAwGIDC326nTp1Ys2YNAQEBriyCV5ShKrypjezpdUnREXD69evHN998U+mbL552bbtlyxYGDRrEpUuXkGWZ2NhY5s6dS7du3VwdmlOYTCaWL1/O7Nmz2b9/P1A8aVCSJFJTU6lTp46rQiyTp/Z1iH4KQRAE4VqRl5dHRkYGer2+xHtFH2Aq7bwdEBBAnTp1CAkJqdEYBaEyRIKPF6vKRfq+ffvo2bMnly5dcsunQYxGI2fOnOHy5cvk5eVhtVrRarUEBwfTsGFDWrZs6dZJMZ4evyuYzWZ++ukn5s+fz4YNG1wdTqV5evzgHWU4cOAATz/9NElJSSXeu+GGG1i9ejVNmjRxQWQV5+ll8PT4qysuLo569eqxb98+V4fiNGazGY1GU+p7eXl5bN++nYcffhgfH59ajqyk/fv3c9ddd+Hr68vvv/9eqac99+zZQ8eOHbFarRw4cIBbbrmlBiOtOSqVCq1WS69evUp9f/ny5ZhMpnKnUHMs4y7XhZ7s6NGjTJ8+nf379+Pr60vXrl159913CQ8P5+LFi7Rv357U1FTlpobjBlaHDh345ZdfCA0NdWX4VTZu3DinbeuDDz5w2rYqytOnKzx37hzff/89K1asUJ7+B7jlllvo3bs3zz77LPXr16/1uGrTyZMnufHGG5FlmaFDh/Lpp59W6DxlNpsZMmQIixcvxtfXlxMnTtC8efNaiLgkR3vxhhtuYOvWrYSHh191Hbvdzvvvv8+UKVOQZRlZlrntttuUG6i17dy5czz00EPKtHcTJkxg1KhRyvvz5s1jyJAhyv+HhIRgtVrR6/VIksTs2bOLve9pnnrqKX755RcAevTowbvvvsutt95a6rI2m43t27czffp0fv31VyRJomfPnixbtqw2Qy7BG8pQHd7QRvb0uqToqHSSJHHDDTewatWqSk3V5CkJPnq9nhEjRvDNN98o33v//v2ZOXOmx14TFnX27Fm+/vprFi1aRHZ2tnL9GxMTw4ABA3juuedo1aoVkiSh0+ncLjnQk/s6RIKPIAiC4O2sVivJycnk5eUVe81sNmOz2ZTpuRwkSUKtVqNWq9FoNMX6C0JCQoiNjXWLvm5BEAk+Xqxjx47UqVOHH3/8sVLrZWVl0bdvX9avXw+47glTQQAwGAycPXsWgBtvvNHF0VSep8cPnl+GrKwsWrVqRVZWFrIs4+PjQ1RUFJmZmcoTwa1bt+bgwYNuO9yip5fB0+MXilu0aBHjx4/n3Xff5YUXXih1mTVr1vDUU09Rv359JkyY4PJRR4YOHcpXX33FoEGDmDdvXqXXf/311/nyyy956623mDZtWg1EWPOKPuVcVe6W+A2FT8tu27aNY8eOkZGRgU6nIzg4mHr16nHbbbfRrl07t7sJsHTpUp5//nksFkuxBJ6WLVuyfft2evXqxbZt21CpVHTo0IHY2FhOnjzJkSNHkCSJBx980GNvJgru49ixYyxbtowVK1aQkJCAJElIksS9995L79696dGjB5GRka4O0+neeustZs6cSdeuXVm3bl2l1pVlmXvuuYd9+/YxcuRIJk2aVENRlm/WrFm89tprSJLEbbfdxubNm8udturSpUv07t2bPXv2IMsyKpWKkSNHMn78eJd0TMqyzK233sqRI0fw8fHhwQcfZPjw4Tz44IMAZGdn07x5c7Kzs1Gr1cybN48BAwZgs9mYPn067777LkFBQZw5c4bo6Ohaj7+6Nm/eTOfOnVGpVMydO7dSoxHNmzdPmYpo9+7d3HXXXTUVZrm8oQzV5eltZPD8ukSlUlGnTh0efPBBVqxYgSRJhISEsGDBArp3716hbXhCgs8ff/zBoEGDuHDhArIsExMTwzfffFOh0Ujd3U8//cTs2bPZsmULUHh+8PX15bHHHmPQoEF069ZNeYre0ZZxtwQfT+/rEAk+giAIhdd1er0eg8GA2WzGbrejUqnQaDRotVoCAgLQarWuDlOogvz8fC5duqRc65nNZoxGY6Wu/dRqNf7+/spDrmq1moYNGxIUFFQjMQtCRYkEH6FM48ePZ8GCBQAkJCS4OBrhWrVr1y46dOiASqVyybzo1eXp8YPnl+Gjjz7igw8+QKvV8tlnnzFw4EB8fX0xmUzMnTuX4cOHY7FYmDt3LoMGDXJ1uKXy9DJ4evyuYDabSUtLo379+tVOynAWm81G//79Wb58OQB9+/Zl8eLFpS47bNgwPvvsM6AwcWHgwIF8++23tRVqCbfccgtHjx6t8gg8R48e5eabb+bmm2/m4MGDNRBhzYuLi3PaseQO14Vnzpxh7Nix/Pzzz+WemwICAujZsydjxowhLi6u9gIsw99//83NN9+M0WikZcuWdO3aFavVyqpVq0hPT6djx45s3bqViIgIfvvtN+68805l3R9++IEBAwZgNptZsWIFPXr0cGFJBG/y559/smzZMlauXElycjKSJOHj40Pnzp3p3bs3Tz75pNd0XjnOB9u3b+eee+6p9Pq///47jzzyiEtHvwH46quvGDp0KJIk0b59ezZs2FDqDc9ffvmF559/XhkRoVGjRixZsoQOHTq4IOpCP/74Iz179iQyMpKffvqpRCxFkw5eeuklvvrqq2Lvv/DCC8yfP5+PP/6Yd955pzZDd4rnnnuORYsWMXToUGbOnFnp9V944QW+/fZbXn31Vb744osaiPDqvKEM1eXpbWQHT65LiiYmjB07lokTJyrJ6MOHD2fSpElXnRrJnRN8DAYD77zzDrNmzVKmjejbty+ff/55hUZb8gRFR2G6/fbb6devH3369Cl1Ci53TfDx9L4OlUpFUFAQw4cPr/a2xo4d64SIBEEQaocsy+Tk5JCVlaVMJVserVZLREQEYWFhbtNPK5QvLy9PmdbUbrej1+uxWCxV3p6vry8BAQHKNUnDhg3FlF2Ca8mC10pLS3N1CIJQbTt37pQlSZJVKpWrQ6kST49flj2/DPfdd5+sUqnkhQsXlvr+hAkTZEmS5CeffLJ2A6sETy+Dp8fvbGfPnpVnzZol//XXXyXeO3PmjPzYY4/JarVaVqlUsr+/vzxo0CA5KSnJBZEWN2zYMFmSJFmSJLl58+Zl7k9ZluWMjAx57ty5cuvWrZX6Y8yYMbUYbXEhISGyj4+PbDabq7wNjUYjh4aGOi8oocrmzJkj+/r6yiqVSjkmy/tTqVSyVquV58+f7+rQ5VdffVWp70wmk/J6WlqaHBcXp8T77bfflrr+1KlTZUmS5Mcee6y2QnYqSZLk2NhYV4dRZZ4e/9XY7XZ527Zt8osvvihHRUUpx2NAQIDcs2dPefXq1cWOW08UEhIiq9XqKpfDZDLJPj4+clhYmJMjq7wvvvhC2UcPPPCAbDQalffMZrM8dOjQYvVk37595dzcXBdGXKhfv36ySqWS586dW+r7Dz/8sFKukydPlnj/r7/+kiVJku+5556aDrVGtG7dusyyVcS+fftkSZLk22+/3cmRVZw3lKG6PL2NXJSn1iWSJMkxMTHK///yyy9yeHi4UpaOHTvKqamp5W4jOjraLffhzp075RYtWijfe3R0tPzzzz+7Oiync+yr7t27y6tXr5YLCgquumx5y7iCp/d1OL5XZ/wJgiB4CqPRKJ87d04+duyY8nf48GH5wIED8r59+5S/AwcOyIcPHy623Llz54pdKwnuSafTycePH5ePHTsmHzp0SN6xY4e8ffv2av/t2LFDPnTokHzs2DH5+PHjsk6nc3VRhWuYGMHHi9WrV4+5c+fyxBNPuDoUQagyx5Nx7jYlSEV5evzg+WWIjY0lPT0dvV6Pr69vifeTk5Np0KABcXFxnD9/3gURXp2nl8HT43em119/ndmzZ2O325k6dSrDhg1T3jtx4gSdOnUiMzOzxNy/sbGxbNy4kdatW7sibE6ePMmNN96ILMsMHTqUTz/9tEJD8ZvNZoYMGcLixYvx9fXlxIkTNG/evBYiLs7Pz4+goCAyMzOrvI06deqQl5enDLUuuMbXX3/Nq6++iizLBAUFMXDgQB555BGuv/56oqKi0Gg05Obmkp6ezl9//cXvv//ODz/8gMlkQpIk5s+fz4ABA1wWf/PmzUlISCAhIYFGjRoVe++bb77h5ZdfRpIk8vLyCAwMLLF+Xl4eERERREVFceXKldoK22k8fRoAT4+/Mmw2Gxs2bGDFihX8/PPP5OXlKdOf/N///Z9LR2WrDo1GQ0hICBkZGVXehjudD7744gveeOMNJEmia9eu/PLLL1y8eJFevXpx+PBhZFkmNDSUWbNm0bt3b1eHC0DLli05d+4cmZmZhIWFFXvPZrMRFhaGXq+nUaNGpY4YJ8syfn5+1KlTxyN/i6Ghocrw/1VhsVjQarWEhYVV6ziuDm8oQ3V5ehv53zyxLintnHz+/HmeeeYZDh06hCRJxMTEsGLFijJHbHO3EXxMJhOjRo3i888/R5ZlZFnm2Wef5csvvyQiIsLV4TndXXfdxf79+5WRELRaLY899hj9+/fn4YcfLjYCk7uO4OPpfR1FR1GqLsdIU4IgCO6s6KgusixjNpsxmUzlXguo1Wr8/PzQaDTK1NZi9Bb3ZbVaOXv2LDabDavVSn5+vlPOcw6SJBEUFISPjw9qtZoWLVq4ZLpaQSh/rFLBo6Wnp/PUU08xePBgCgoKXB2OIAiCS+Tk5BAWFlZqZwsUdsgEBQW5deeyp5fB0+N3lqFDh/LVV19hs9mU4UGLeuGFF5Tv4KGHHmLVqlUsXbqUW265hcuXL9O3b1+nNkgqY+7cudjtdrp06cJnn31W4YaLRqNhwYIFtGvXDqvV6rIbwpGRkeTm5lZ5KFar1UpOTg6hoaFOjqz2DBo0qFhCmSdKTExk+PDhyLLMgw8+yNmzZ/n88895+OGHadiwIf7+/qhUKsLDw2nZsiW9e/dm0aJFxMfH06lTJ2RZ5vXXX3dpXXP58mWCgoJKJPcAPPLIIwCEhYWVmtwDEBISQkhICFlZWTUapyCo1Wq6devGwoULSUtLY8yYMfj4+JCbm8vChQtdHV6VhYaGkp+fX+WbUGazmezs7DJ/o7Vt6NChzJgxA1mWWb9+PZ06deK2227j0KFDyLLMfffdx9GjR93mhjxAWloaoaGhJZJ7AA4dOqT0XXTs2LHU9R2JZp5aD+r1+mpdT/j6+hIUFIROp3NiVJXjDWUQivPEuqQ0TZs2Zc+ePQwePBhZlklOTuaBBx5gxowZrg7tqvbs2cNNN93EzJkzsdvt1KlThx9//JHvv//eK5N7APbt28exY8d4/fXXiYyMRK/Xs3LlSh5//HEaNmzIqFGj+Pvvv10dZrm8oa+jXr162O32av8JgiC4u7y8PBITE5FlGZvNRn5+Pnq9/qqJvjabDb1eT35+vtKnm5iYSF5eXi1FLlRGcnIyNpsNu93u9OQeKHzgxNGnYLPZPPKhE8E7iLQyL9akSRMSEhJYsGAB27ZtY/Hixdx9992uDqvC+vTp45TtSJLE0qVLnbKtyvD0+AXBW5hMplJvIBQVGBhIWlpa7QRUBZ5eBk+P3xmOHz/O7NmzARgyZAjjxo2jXr16yvvr1q1j7969SJLEnXfeybp161Cr1QA89dRTtG/fnsOHD7Ny5Up69uxZ6/Fv27YNSZJ4//33K72uJEmMHTuWRx55hE2bNjFp0qQaiLB8zZo1IzU1lR07dvDAAw9Uev0dO3Zgt9tp06ZNDURXOxYuXEh0dDTTp093dShVtnDhQvR6Pbfffju//fZbmR3p/1a/fn3WrVtHu3btOHLkCAsXLmT48OE1HG3pAgICyMnJIS8vr8TTXrGxsbRp04bLly+Tn59PUFBQifXz8vLIycnx2hs9gnvZt28fP/zwA6tWrVKecgTc6sn5ymrTpg27du3i4MGD3H777ZVe/6+//kKWZRo3blwD0VXNG2+8gSzLDBs2jD179iDLMhqNhnHjxjFy5EhlZAR3YTaby0yQ2rFjh/Lv++67r8xt5OXleWzSrc1mq/D5qyxardalyTHeUAahJE+rS8qi0WiYM2cOHTp04OWXX0av1zN8+HD27NnD/PnzS72+ciWz2czo0aP57LPPsNvtyLLMM888w1dffUWdOnVcHV6Nu/7665kxYwZTpkxhzZo1zJs3j40bN3LlyhWmTJnClClTuOuuu1wdZplEX4cgeCfHQ14GgwG73Y5KpVJGH3T1SB16vZ45c+bw448/cuLECQoKCggPD+eOO+5g8ODBdO/evdT1rFYrs2fPZvHixZw8eRKVSkXTpk3p1asXb731FlqtttT1Dhw4wLvvvqv0WbZv356PPvqo3Lr5vvvuY9euXRw5coS2bds6o9jVZjKZuHTpEkCVR3WxWq3odDpl9JZLly7RvHlz/Pz8aiJkxcWLF5k2bRrr16/n0qVLqFQqWrduzbPPPsvQoUPL/fwlS5YwZ84cjhw5gtVqpVGjRjz11FOMHDmS8PDwUteJj49nxIgRbN26FZPJxK233sqYMWN4+OGHy/yc/v37s2TJEn777Te6detW7TJXVV5enpJ4pdfra+xBWVmW0ev1BAUFKZ9ZkyM6mc1mbrvtNo4fP47BYMDf37/MZauyz6Hw+5o2bRo//PAD8fHx+Pn50apVK/r3789LL72k3Kf4t40bNzJ27FgOHz6Mv78/nTp1YtKkSbRq1arU5S0WC23atCEtLY34+Hjq1q1buS9DUIgEHy927Ngx3n33Xb766ivOnz/P/fffz4gRIxg/frzLL0Qq4ocffqh2BSzLsssSZDw9fkHwFt4wE6Wnl8HT43eG7777DrvdzpAhQ/j6669LvL9q1Srl3++9916xi2Z/f3/GjBlDjx49+PHHH12S4HP+/HkkSeKOO+6o0voPPPAAarWa+Ph4J0dWMQ899BC7du3is88+q1KCz4wZM5Akic6dO9dAdEJF/fbbb0iSxIQJEyp9Y1Gj0TBq1Ch69erFhg0bXJbgc+utt7JlyxamTp3KRx99VOw9tVrNiRMnyl3/yy+/BOC2226rsRiFa9v+/fv54Ycf+PHHH0lMTAQKz+P+/v5069aNXr168dhjj7k4yqp76KGH2LlzJ7Nnz67SqHKzZs1CkiTatWtXA9FV3ZtvvgnAsGHDlCl23nnnHdcGVQbHFIMWi6VEXb5582bl3506dSp1/dOnT2O1Wq+JG9+CUNs8qS65mv/85z/ccsst9OjRg7///ptVq1Zx/PhxVq1a5TZJ+/v372fAgAGcOXMGWZapU6cOX331Fc8884yrQ6t1vr6+PP300zz99NMkJSWxYMECFi1axPnz55WbygDPPvssffv25cknnyz35lZtEX0dguBdzGYzaWlp5Obmlvh95+bmkpqaSmhoKHXr1kWj0dR6fImJiXTp0oUzZ84AhXWnVqslLS2NX3/9lV9//ZU+ffqwePHiYv2KFouFxx9/nPXr1wMo9efRo0c5evQo33//PVu3biUqKqrY550+fZqOHTtSUFCgTEe0ceNG/vjjDzZt2kSHDh1KxPjLL7+wY8cOBg0a5DbJPbIsk5SUVGzknqrW347RW4KDg1Gr1Vy+fJkmTZrUWCL0zz//TJ8+fTAYDAAEBweTn5/PX3/9xV9//cXSpUvZtGkTkZGRJdYdPHiw0ubVaDRoNBrOnDnD5MmTWbJkCVu3bqVFixbF1klPT6dDhw6kpKSgUqnw8/Nj9+7dPPLII3z//fc8++yzJT7n0KFDfPfddzzwwAMuTe4BlBHzzGZzlUdxryiLxYLZbEaj0ZCRkVFjCT6yLPPqq69y/Pjxqy5blX0OhYlRHTt25NChQ0BhcrLRaOTPP//kzz//ZOXKlaxbt65EIuDWrVvp1q0bNpsNPz8/8vPzWb16NVu2bOHPP/+kZcuWJT5r1qxZnDt3jvHjx4vknmoSU3R5sYCAAD7//HO2bdtG8+bNsdlsfPLJJ9x5552cPHnS1eFd1bZt22jcuLFysm3bti333Xdfpf7uv//+cp/8E/ELgiAItWHTpk1IkqR0mpf2PhReQJf2RESXLl2AwpEDXMFgMBAWFlblDgyNRkNoaKjLpgwdMGAAvr6+/PrrryxZsqRS63777besXbsWjUbDoEGDaihCoSISEhIAuPfee6u0/oMPPgjAqVOnnBZTZb300kvIsszHH3/Mq6++yunTpyu0ntls5rPPPuPDDz9EkiQGDBhQw5EK15KDBw/y7rvv0qxZM9q1a8f06dO5ePEiPj4+PPLIIyxevJjU1FRWrVpFz549PXoEn+eeew4fHx8WLVpU6Ycoli9fzvfffw84b7RWZ3rzzTf59NNPkWWZtWvX8sorr7g6pFLdfPPN2Gw2du/eXez13NxcNm/ejCRJtGzZkri4uFLXX7FiBQC33HJLTYcqCNckT6lLKqJt27YcOHCAZ555BlmWOXPmDHfeeSfLly93dWiMGjWKe+65R7kWfPTRRzl48CBPPvkkZrO5Un/epkGDBowZM4b4+Hg2b95M79698fPzQ5Zl5eZ13bp1+c9//sO6deuuOrWKIAhCRRiNRs6fP09OTg6yLGO32zGZTBiNRkwmkzLKWk5ODufPn8doNNZqfDabjSeffJIzZ84QGRnJ8uXLyc/PJzc3l+TkZIYOHQrA999/z5gxY4qtO2zYMNavX09QUJCyXn5+Pv/973+pW7cuJ06cKLV9M27cOAoKCujduze5ubnodDreeustzGZzqQnAVquVd955B61Wy/jx42vmi6gCx2hMjlFXnPFQvmM7er2enJwc5wT6LwcPHuSZZ57BYDDQrVs3Tp8+TV5eHjqdjpkzZ+Lv78/hw4d57bXXSqw7bdo0vv32W3x8fPjqq6+U9Xbs2EGzZs24fPkyTzzxBFartdh606dPJyUlhU6dOpGenk5BQQHTpk1DlmWGDx9e6nc3YsQIAKZOnVoj30NFGY1G9Hq98u/aYDKZgMLRb2riMy0WC0OGDGHevHlXXbaq+xygb9++HDp0iJiYGDZs2KDUEQsXLiQwMJA//vhDqWOKeu+997DZbLz99ttKfdSzZ09yc3P58MMPSyyfm5vLRx99RExMDG+//XaVvhPhH5IsUs2vCUajkffee4/PP/8cu92Ov78/EydO5K233nJ1aOW6dOkSnTp1IiEhgbvuuovt27d7xOhDDp4evzvYtWsXHTp0QJIkj2y0e3r84PllUKlUREdHlzsfakxMDGlpaW5bPk8vg6fH7wzR0dHodLpSE1wSExOJi4tDkiS6dOnCunXrSt1GeHg4FouF/Pz8mg63hKioKHQ6HXq9HpWq8vnhZrMZrVZLSEgI2dnZNRDh1b355pt8/vnn+Pr6MnXqVIYOHVruEzZ2u51PPvmEDz74AJvNxjvvvMPHH39cixE7V0V+h+7O398ff3//anWeOKaFcVWyGRQ+Ub506VIkSUKSJPbs2VPu6FgbN26kV69eylOEDz30EBs2bKjFiJ3HMbR5r169qrUdSZKqNPpKdXl6/EUdOXKEH374gR9++IHz588DhR2VarWaBx54gF69evF///d/V512whO99dZbzJw5Ex8fH8aOHcuwYcPKTVoyGAxMnjyZKVOmYDab6dq1K7/99lstRlw506dPZ/jw4UiSxOuvv86MGTNcHVIx8+bNY8iQIbRr144tW7YoTxCPGjWKTz75BEmS+PDDD0vcmIDC4elvvPFG8vPzmT9/vkcmOzrjfOzq62ZvKEN1eXobuSLcvS6p7HH4+eefM2LECCwWC5IkMXLkSObPn09GRoZL9qFKpXLK0/6SJJV6o8bb5ObmsnTpUubPn8/BgwcBlO+vTp06pKamuiQuT+/r8IY2oiA4g9ls5vz581itVux2OwaDodQESo1Gg1arRaVS4ePjQ9OmTWttJJ9Vq1bRo0cPoHBa29IefBo6dChffvklfn5+ymhDiYmJNG/eHIvFwnfffUffvn2LrbN3717uvvtuZFlmw4YNxUaurlu3Lunp6cTHx9OsWTPgn+l27XY7Op2uWDtq9uzZvPLKK7z33ntMnDixJr6GKjl37hwGgwGTyaQkgDhDQEAAfn5+aLVa5ftxpjvuuIMDBw7QrVs3/vvf/5aYImnq1KmMHDkStVpNcnKyMhpKfn4+cXFxZGZmMmHCBEaPHl1svQsXLnDddddhMBiYM2cOL7zwgvLenXfeyf79+9m0aZPykBxA48aNSUxM5NSpU7Ru3Vp5fd26dTzyyCP06dPH5bOQJCcnk5WVpUylVltCQkJQq9VEREQQGxvrtO2eO3eOvn37sm/fvmKvlzZFV3X2+d69e2nfvj1Qet3yww8/0KtXL1QqFSdPnlSm3srPz1fKnp+fr0wVd/78eZo1a0a9evVISUkptq133nmHKVOmlIhBqBqR4HON2bt3L4MHD+bkyZNIkkTHjh1ZtGgRDRo0cHVoZTp79ix33HEHOp2ODz74gLFjx7o6pErx9PhdzdM7zjw9fvD8Mnh6hwt4fhk8PX5n8PPzIywsrNSOx++//55+/fopUw+NGjWq1G0EBwcjSZIyl3BtcsyfvW/fPm6//fZKr79nzx7uuecebrzxRg4fPuz8ACvAYrHQqVMndu/ejSRJNG7cmN69e3PXXXfRsGFDQkNDMRqNJCcns3PnThYvXszFixeRZZmOHTuyfv36Sk8L5U68ofNWpVJRr149rly5UuVtREdHk56e7tK6xm638/HHHzN16lQKCgrIzc1VEo9K88cffyhT1Tz55JMsWbKEoKCg2grXqZxxM8sxha2n3oxzZfzHjh3jhx9+YOXKlZw9e1aJR6VS0aFDB3r16kWPHj28fuojk8lEp06dlCk/IiIi6Nq1K/fccw+xsbEEBQWRlZVFSkoKO3bsYPPmzcqTvK1atWL79u0lhq+vTRUZTe63334jLS0NSZJ4+OGHqVevXollXJVoZrFYuO6665SOv0cffZQTJ04o03PVrVuXU6dOFUsuc4wk8vrrr3Px4kUaN27MmTNnXDI1QnWpVCo0Gg133313lbexa9curFarSxN8PL0M1eXpbWTw/LqkKte2+/bto2fPnly6dAlJklx+TeEMnnwMVtWRI0eYN28ey5YtIysry6Xfgaf3dXhDG1EQnCEpKYmcnBwlacVut5e5rEqlIjg4GJVKRVhYWK3dV3vuuedYuHAht912GwcOHCh1mRMnTijTYv32229069aN999/n4kTJ1K/fn0SExNLPf907dqVDRs20K9fv2KjXvv6+mK1WjEajcrNeyjsV0lNTSUpKYn69esDoNPpaN68ObIsEx8fX2PTFVWWwWDg3LlzQOE0RM6si9VqtVLOZs2alZi+qDoOHjzIbbfdhq+vL/Hx8TRq1KjEMllZWcybN4/IyEieeOIJpY06b948XnjhBWXqqODg4BLrvvjii8yZM4d7772XHTt2KK+3aNGC+Ph4Tp8+rSRyALRr1459+/axc+dO7rnnHqCwb+umm27i7NmznD59uswRWGtLfHy8MoqPY2Sd2uDn50dAQAD+/v40b9682tuzWq2MGDGCWbNmYTabCQ4O5tFHH1VGoCwtwac6+7xfv34sXbqU9u3blxhl16F169acOXOG999/n48++giAy5cv06BBA6Kjo4v10xqNRrRaLT4+PsWmSUtMTKRVq1Y0bdqUo0ePlkhYEypPDCVyjWnXrh2HDx9mypQpfPzxx2zbto0bbrih3OGtJUlSOttcoUWLFsyaNYt+/foxadIknnvuORo2bOiyeCrL0+OvrgceeKBa6+fm5jopkqrx9PjBO8pQXVlZWeV+D1lZWUD535Wr60JPL4Onx19dYWFhZY68s23bNuXfHTt2LHWZ7OxsCgoKaNy4cQ1Ed3UPPfQQO3fuZPbs2VXqwJ81axaSJNGuXbsaiK5ifH19+f333xkwYACrV6/mwoULTJ48uczlHTnwPXr0YOHChR6d3ONgNpvZsWNHtYcjduX0odVNrqipedErQ6VS8f777/PWW2+xe/fucpN7oLAhPWrUKB577DHlqRpPplKp3Prhgqvx5PhvuummYjc027Vrx7PPPkuPHj2IiYlxdXi1xs/Pj40bNzJw4EBWrVpFZmYmy5YtY9myZaUu76gzH3vsMebPn+/yBKiFCxdWqC5z7Ovff/+9xHuOY8AVN+V9fX1ZtWoVXbp0IT4+ns8//1yJSavVsnjx4mLJPQcOHKBTp07KMPh+fn7MmTPHI5N7HCwWS7Hrv8oo+ht2JU8vg2gje35dct9991W6Pr7rrrs4dOgQffv2Zf369TUUWcUsWLDApZ/vyW666Sa++OILpk2bxk8//cT8+fNdGo8n93Vs3brVo8+nguAMVqtVOa8bDIZyk3sAZYSfwMBAcnNziY6OrpUZG26++WZ69OjBjTfeWOYyRdt0jjJt3boVKJyyvKzk0s6dO7Nhw4YSI4pHRkaSmppKcnIyTZo0AQoflsjIyEClUhEeHq4sO2XKFNLS0vjiiy/cJrkHUEbssdlsTk+0dGxTrVaj1+udmuCzevVqADp16lRqcg9AREQEI0eOLPG6Y5+3a9eu1EQPKNznc+bMYffu3eTm5hIaGgoU7vP4+HiSk5OLJfhcvnxZed9hwYIFHD9+nLffftvlyT12u12ZIqu2E2odn2c0GrHb7dVO4s7Pz+ezzz4DCq8d5syZw44dO8qdYrY6+9yxbtHRu/7toYce4syZM/z2229Kgk94eDgqlYrMzEzMZrNyPZGUlAQUP1YARo8ejdFo5JNPPhHJPU4iEnyuQT4+Prz33nuYTCY++ugj8vLySu2YcYdOF4c+ffowe/Zsdu3axccff8zs2bNdHVKleHr81bFt2zblWPJEnh4/eEcZqquiHdDuXBd6ehk8Pf7qiouL48CBA5w7d67EsK2OaT5CQ0O58847S13f0aHuaFDXtueee44JEyawaNEiHnjggRJD+pZn+fLlfP/99wClzuldm4KCgli1ahU///wzU6dOZe/evWXWjffeey/vvPMOjz76aC1HWXOys7PLTCKrqGtlGoDaEBgYWG4D2qFevXpuNbx1dUVFRZGQkODqMKrM0+OHwiSldu3a0ahRI/bs2cOePXsqtb4kSS4ffru6AgMDWblyJevXr+ezzz5jy5YtxZ4uc4iMjOTxxx+nf//+1a4/naVRo0YefU0EcOONN3Ls2DGmT5/Otm3bKCgo4NZbb2XEiBFcf/31xZYNCAhQplVs3Lgxc+fO5aGHHnJF2E5x3333efz+84YyiDay59clVU0wi4iIYN26dYwfP96lSTaeOMWgu9FoNDz77LM8++yzLo3Dk/s67r//fpd8riC4E8dInXa7vdRpuUrjmIZepVKRk5NTKw8AvPHGG7zxxhvlLrNz507l344HzE+cOAFAmzZtylyvZcuWAGRmZpKcnKxMM9SxY0dWrFjB6NGj+fbbb/H19WX06NHYbDbuvvtuZXqu5ORkpk+fTosWLXjxxRerXsgaYDAYAGqsH8tqtaJWq5XPcZZDhw4BKAMz/PbbbyxYsIBjx45hs9m48cYbefHFF+nSpUuJdSuzz+12OydOnFBG5uzYsSP79u3jo48+4qabbiI8PJzPP/+cpKQkGjRooCT96PV6xo4dS3h4eInpoFyh6Ig9rkrwccRR3UQvSZK49957effdd5U+6aIj7pSmqvs8JydHGcWvIuueOHFCuW4JCAjgjjvuYN++fYwePZpJkyZhsViUqbaLTvF26NAhli5dSseOHXnssceu9hUIFSQSfK5Bhw8f5pVXXlHm7gsODi53BB93MXfuXNavX3/Vp5zdlafHX1We3vnn6fGDd5ShOryh/J5eBk+P3xk6d+7MgQMH+Prrr5k6dary+tq1a0lOTkaSJB5//PFSM9hlWWbKlClIklTs4rg2NWzYkFdffZWZM2fy3HPPkZCQwLBhw4rNtf1vBoOByZMnM2XKFKBwyF9XjvxSVPfu3enevTuZmZns3r2by5cvk52dja+vL40bN1amafFG1/KNLG+QnZ2tNOyfeOIJF0cjeCq73V6lxB74Z7QGT0/wcejatStdu3aloKCAY8eOkZSUhMVioV69esTExNCqVSunTaPiLBcuXHB1CE4RFRXFpEmTrrpcw4YNmTBhAtdffz2PPvporTwhXZOqmpTgTryhDKJ94j11SVWNHTuWsWPHujqMa9rff//ttG05bjzVNk+vS7xhHwhCdTkSM0pL9i+PxWLBz8/P6YkdVWWz2ZSRNaKiorjrrruUKcGBcmeUcEyzBRRL8BkzZgxr165l2bJl/Pjjj6hUKkwmExqNRunrg8Jzql6v5+OPP3a70a8dSVs1lfThGPGposlhFXXq1Cmg8IGTPn36lBhtNj4+np9++olXXnmFL7/8sti5yDHaTmX2ucObb77JokWL2Lp1K1FRUfj7+6PX65EkienTpyufM336dJKTk5k6dWqxkZxcxZHAZbfba73f05EgqFKpnJJIFhoaetWEnn+r6j53rFfRdU0mE5mZmUpS48SJE+natSuffvopX3zxBXa7HYvFQlhYGOPGjVPWHzFiBECxekOoPs/uGREqxWAwMGrUKL766iulouvSpQvz5s3ziGHmW7duTevWrV0dRpV5evxV5emdf54eP3hHGarDG8rv6WXw9PidYfDgwUybNo0ZM2bg7+9Pjx49OHHiBG+//TZQmJ0/dOjQEutZLBZefvlljhw5gkajoXfv3rUdumLy5Mns27ePvXv38sEHHzBz5ky6du2qJMMEBQWRlZVFSkoKO3bsYPPmzcqTUK1atWLRokUui70sjpEZ/s1ms5Gdne0WjVRnCg8PZ9WqVa4Oo1oMBgOLFy+u1vqe7OTJk3Tv3t1pHQfCtcXTb0LVpMDAwFKnkfTW84EnCQgI4OWXX75m94HNZiMvL8+jy++OZRDtE++SnZ3NkiVLuP3225Un0KFwqpK0tLRS13nuueeYN29ebYVYLk+Pv6pat27tlOsSV44w6ul1iTfsA0GoLkeCRmWTAhzLX21Kr9ryzjvvcODAAaAwMcfHx4f09HTl/fIeOi/68F5eXp7y7+uvv55du3YxatQotm/fDhSO/DVhwgTuuOMOAI4fP87ChQtp164dPXr0cGqZnKGm909NHQc5OTkAzJgxgytXrtCzZ0/Gjh1LixYtSEhIYOLEiSxZsoRZs2bRoEEDRo0apazr2IdV2efR0dHs2bOHd955hw0bNmA0Grn77rsZO3YsXbt2BSAtLY0pU6bQuHHjUvuyXcFdHmZ0VRxV3edF931l1nUk+Dz44INs3ryZMWPGsH//frRaLY8//jiTJk2iefPmAKxbt47NmzfTq1cvpd4QnEMk+Fwjtm7dyuDBg7lw4QKyLBMcHMy0adMYPHiwq0MTBEFwe3q9nuHDhzNr1ixXh1Jlnl4GT48/Li6OiRMnMnz4cD7++GM+/vhj4J8L/6FDh3L77bcryycmJjJp0iTWrFlDSkoKkiTx5ptv0rRpU5fED+Dn58fGjRsZOHAgq1atIjMzk2XLlpV4isTBUbbHHnuM+fPn18qQxRVx9uxZPv74Y7p3786TTz5Z6jK7du2iS5cudO/enXHjxhWbd9qTaTQajx+GPS8vj+eee67K63v6dH8O7tJ5IXgWT78J5WzX8vnAXVzr+8Abyu8NZRA824oVK3j11VfJzs7m1VdfLZYgA2VfMy1YsICBAwdy77331kaYZfL0+J3hWr+udYe+jmt9HwjXNsdonZXtJ3As7w6jfY4bN45p06YB0K1bN1577TWg+LRUGo2mzPX9/PyUf/87We+mm27it99+K3PdkSNHYrPZlNHKzWYzH374IUuWLCEtLY2WLVsybNiwavXjVEdN75+aOg50Oh0AV65coX///sUemmzVqhWLFy9GkiQWL17MhAkTeOGFF5R+V8c+rOo+j4uLY8WKFWWu++GHH6LT6Zg9ezZ+fn7Issy0adP4+uuvuXTpEo0aNWLIkCG8/fbbtfb7cJd+PlfFUdV97ow64v7771cSAP/NbrczcuRINBqNci8kNzeXd999l59++onc3FxuvPFGxo4dK6buqgKR4OPl8vPzefvtt5WnOmRZ5sEHH2T+/PnlDrnlieLj40lJSaFp06YeOa2Gp8dflsTERKdtq1GjRk7bVkV5evzgHWVwlry8PA4ePEhqaioxMTG0a9eu3IsXKJy/eODAgSQkJLhFcomnl8HT46+OYcOGERkZyfvvv68MgRkYGMhbb71VbNhKgIyMDL755hvl/wcNGlShaSxqWmBgICtXrmT9+vV89tlnbNmypdRhjB0j4/Tv35+OHTvWfqBl+Oabb3jjjTewWCwEBQWVeSNq27ZtmM1mVq5cyZo1a/j666/p379/LUcrlEZ0PgtC1T3wwANERkaycuVKV4ficuJ84HrX+j7whvJ7chlEG9k7/PTTT/Tt2xe73Y5WqyUkJKTEMpIkFWtDyrLMuHHjSEtL44MPPmDz5s21GXIxnh6/s0iSRPPmzenduzcdO3Z0m5t0leXJfR3esg8EoSq0Wi25ubmVnlrKsbxWq62JsCrEbrczbNgwZs6cCcBtt93G8uXLld9w0djKm0LKZDIp/75avVXU5s2bWbduHd27d1cSTocMGcKiRYto2rQpTz/9NFu2bGHQoEGkpqby7rvvVqp8zqDRaNDr9ajV6hrZviOBpTLfW0U49qFarS5zWiPHKD56vZ61a9cycOBAoHC/FxQU1Mg+P3PmDHPnzuXWW2+lT58+QGGC2bhx44iOjubpp59m7969jBw5knPnzvH1119XeNvV4ZjGWaVSIUlSrfYdSpKkHAeumk66qvu8puuIBQsWcPz4ceWhZVmW6d69O9u2baNt27Z06tSJ33//nSeeeIKlS5e6dOYCTyQSfLzYunXreOmll0hKSkKWZYKCgpg6dSovvviiq0OrtK1bt/L777/TrVu3EjcKd+3axSuvvMLx48eV1zp27MiMGTO48cYbaznS0nl6/NXRpEkTp2zHVcO9enr84B1lqC6z2cyIESP49ttvi03PEhkZyeTJkxk0aFCp67z33nvMnDkTm83m8g4OTy+Dp8fvLAMGDKBfv37Ex8dTUFBAq1atSh0Cs169ejRr1oy2bdvyyiuv0LlzZxdEW7auXbvStWtXCgoKOHbsGElJSVgsFurVq0dMTAytWrVyi6eYilqyZAkvv/wyUNjgKq9B0qlTJ/7++29WrlyJ0Whk0KBBBAYG8vTTT9dWuEIpEhISXB2CIHi0bdu2ER0d7eowXM7TzwfO6px25bW9p++D6vKG8nt6GUQb2fPrEoPBwCuvvILdbufBBx9k8eLFxMTElLrsv/tBGzduzKOPPsq2bds4ceIE119/fW2EXIynx+8Mc+bMYfny5fzxxx+cPXuWjz76iHnz5vHss8/y7LPPFhvh1p15cl+Ht+wDQaiOsLAwUlNTUalUaDSacm9yO2g0GiWRICwsrOaDLEVBQQF9+/bll19+AaB9+/b89ttvxZJFg4ODlX+XN125Xq9X/l1asmlpZFlmxIgR+Pj4MHnyZACOHj3KokWLaNOmDX/++SdBQUGkpKTQtm1bPvzwQ55//nmioqIqVc7q0mq15OTk1FjihWO7zk70Cg4OJjMzk+uuu4569eqVukyDBg1o0qQJ58+f59ixY8XWLSgocPo+h8Kp4KxWK1OmTEGSJNLT05k0aRJ16tTh8OHD1KtXD51Ox5133sk333zDK6+8Uiv3OIuOMKNWq2v12rToNXXROGpTVfd5TdYRer2esWPHEhoayvvvvw/Af//7X7Zt28YDDzzA+vXr8fHx4eTJk9xyyy289dZb9OjRo9LJltcy97rzIjjVo48+qiT3dOrUiWPHjnlcco/RaOTJJ5/koYce4tNPP1XmEXXYtWsXXbt25fjx48iyrPxt3bqVDh06sHv3bhdFXsjT43eGouWq7p+I/9otQ3U4Osy+/PJL9Hp9sfJkZGTwwgsv8MUXXxRb58SJE9x6663MmDFD6WxxdGC7gqeXwdPjdza1Wk2rVq249dZby5zftn79+pw9e5bVq1e7XXJPUYGBgco827179+aBBx6gTZs2bpfck56erswLfdddd3HixAll+OLSdOjQge+++47jx49z4403Yrfbeemll5Q5sAXXaNy4sdP+BNdISEhg//79rg6jyjw9fsE7zgeefm3vDfugOryh/N5QBk//HTmDp38H3333nTL1x3//+98yk2NK061bN2Xa2p9++qmmQiyXp8fvDIMHD2bTpk0kJSXx2Wefcdddd3HlyhWmT5/OXXfdRatWrfjwww85ffq0q0Mtk6f3dXjDPhCE6vLx8SE0NBQoTNK4Wn+WSqVSkjlCQ0NdMmJHcnIyHTp0UJJ7Hn/8cTZt2lQi2cjPz09JqHGMJF6aou/Vr1+/QjF89913HDp0iMGDByvTr65duxaAnj17EhQUBEB0dDRPPPEEJpPJJaPOBQQEAIV9sc4exafoNh2f4yyOB3Mc32NZwsPDgcKELwfHzC3O3uc7duzgl19+4eGHH+bBBx8EYOPGjZjNZh599FElESk4OFgZiaW86d2cSaVS4e/vDzgvib2iHJ/n7+/vsv7wqu7zBg0aKEnGFVnX39+fiIiICsU0bdo0kpOTGTVqFJGRkcA/dcR//vMfpe687rrruOeee0hNTeWvv/6q0LaFQmIEHy8XEBDAJ598wiuvvOLqUKqkf//+rF27FlkuHIGo6EWK1WplyJAh6PV6JEli4MCBDB06FKPRyKRJk1i7di0DBgzg+PHjLsuc9PT4nWHBggXlvv/cc88RGhrKZ599VjsBVZKnxw/eUYbqmDt3Lrt27QLghhtu4KWXXqJJkyacPXuW2bNnc/r0ad5991169OhBTEwMv/zyC/369VM6Zxo2bMj8+fOVC1dRhmsvfqGwoRQTE1Puxb47mzdvHnl5ebRp04YtW7ZU+MmaFi1asGXLFm6++WYuX77MwoULefPNN2s2WEHwYk2bNiU6Otpj6xJPj1/wjvPB7Nmzq7TemjVrWLdunTJkubNGMKksb9gH1eEN5feGMlzrbWTw/Lrk999/R5Ik3nvvPeWGTmUMHjyYP/74gz/++IMxY8bUQITl8/T4nalevXq8/vrrvP766yQmJrJs2TKWL1/OkSNHGD9+PB999BE33XQTffr0oVevXspNLHfgLX0dnrwPBMEZ6tatS35+PlarleDgYAwGQ6kj+Wg0GiUJyMfHh7p169Z6rKdOnaJLly4kJSUB8OqrrzJz5swykxratm3L1q1bOXPmTJnbdLwXGRlZ5mgxRRmNRt5//32CgoL48MMPldcvXrwIFCYNFBUbG1vs/dqk1WrRarUYDAb8/PyKjURSXY57do7PcKYbb7yREydOXHVa2czMTIBiicJt27Zl//79FdrnkiTRpk2bCsU0YsQIVCpVsSnD3GmfBwQEYDQa0Wg0xaaUqmmO48DZSV6VUdV9HhgYSFxcHAkJCRVat6KjRqalpTF16lQaNmzIG2+8obxekeOlXbt2FfoMAZAFr9WxY0f5/PnzVV5/7969cnh4uBwREeHEqCpu9+7dsiRJso+Pjzx58mTZarUWe3/lypWyJEmySqWSH3744WLv2e12uWPHjrJKpZK//fbb2gxb4enx1xZJkuSYmBhXh1Flnh6/LHtHGcrTuXNnWZIk+fHHH5fNZnOx9/R6vdy+fXtZpVLJU6dOlTds2CBrNBpZkiRZkiT5+eefl/Py8lwU+T88vQyeHr87cPU5+Wr1xAcffCAPGzasFiOqnA4dOsgqlUpesWJFldafP3++LEmS/MADDzg5strz4Ycfyp9++mmV13f1MegM3lCGnTt3KtePnsjT6xJvj/9acC2eD3JycuT//Oc/skqlUv5eeeUVOT8/3yXxXIv7oChvKL83lOFqRH1ZkrvVJU2aNJFVKpWcmZlZ5jLR0dFlXjNlZmbKkiTJjRo1qqkQy+Xp8deGM2fOyB988IHcunVr5fpXrVbLHTp0kGfNmiWnp6e7OkSv7+vwhH0gCM5iMBjkU6dOyceOHZOPHTsmHzlyRD5w4IC8f/9++cCBA/KRI0eU906dOiUbDIZaj/Hs2bNyTEyMDMiSJMlTp0696jrjx4+XAblp06ay3W4vdZkuXbrIgNyjR48KxfHJJ5/IgDxu3Lhir7/88ssyIM+cObPY6yNGjJABefLkyRXavrNlZWXJx44dk48ePSrv3r1b3r59e7X/du/erRwPWVlZTo957ty5MiAD8l9//VXqMomJicoya9euVV5fvHixDMgBAQFyQUFBqesOGTJEBuTbb7+9QvGsWLFCBuTnnnuu2OuOY+Gtt94q9vpXX30lA/JLL71Uoe07g8FgUPbJrl27nLKfK3Mc1GSdsGDBAmVfl/Y51dnngwYNkgG5Y8eOZX5+y5YtZUAePnx4heJ11AWLFi0q9nq3bt1kQP7ll1+Kvf7MM8/IgLx8+fIKbV8o5F7zJwhOtXXr1mo9SWO1WsnJyXHZsMnLly8HYOTIkbzzzjslspBXr16t/Pudd94p9p4kSYwaNQpZll02XK2nxy8I3uLkyZNIksTEiRNLzOGp1WqZOHEisiyzfv16Bg8ejMViITIyktWrVzNv3rxic5G6iqeXwdPjdweuPidfzTfffOPWTzifPHkSKBzOviqeeuopJEkqNqe1p/nggw94++23q7y+ux+DFeENZfB27l6XXI2nx38tuNbOB+vWraNt27YsXboUWZZp1KgRmzZt4quvvipzmtCadq3tg3/zhvJ7QxmEynHHuiQ9PZ3AwMBypwmQy5k+LCIigoCAADIyMmoivKvy9PhrQ8uWLfnwww85deoUhw4dYvjw4TRs2JCdO3fy6quvEhsbS7du3ViyZInLYvT2vg5P2AeC4Cz+/v40bdqUsLAwJElCpVLh5+eHv78/fn5+qFQqJEkiLCyMpk2bVmn0teowGAx0796dK1euoFKpWLhwIcOHD7/qes8++ywqlYrz58/z/fffl3h/3759bNy4ESgcDehqMjMz+fjjj4mJiSnRx+SYDt1xrejg+P+4uLirbr8mhIWFERAQgCRJyn+rw7EdKBy15d9ToznDM888o0zP9e6772K320ssM378eKBwBKquXbsqrz/55JMEBgai1+uZMWNGifUuXLig1NsV2edms5lRo0ah1Wr56KOPir3nTvvc399f2S+19fssOnpPbdcJRVVnn/ft2xeAbdu2sXPnzhLr/vDDD/z999+o1Wpeeumlq8Zy5swZ5s6dy80330y/fv2KvedOx4s3kOTyWgvCNW3Xrl106NABSZKw2Wy1/vk33XQTx48f5/z588oPv6jo6GjS0tIIDw8nIyOjxInZZDIREBBAw4YNuXDhQi1F/Q9Pj7+2qFQqoqOjSU5OdnUoVeLp8YN3lKE8jqFTi85FW5TFYlEuwGRZ5pZbbuHnn392qyGHPb0Mnh6/O3D1Oflq9URMTAxpaWkuia0iNBoNQUFBZGVlVXkbkZGR6HS6Uodpvha4+hh0BlEG1/P0usQb4g8NDWXmzJnV3lb//v2dEFHtu1bOBzqdjjfeeINFixYpN4iHDBnCp59+qnQUu8q1sg/K4g3l94YyXI23t5Eryp3rEn9/f/z9/ctN3Lbb7ciyXOa0JUFBQdjtdqdO11FRnh6/K/355598//33zJ49G4vFgkqlwmq1uiSWa7Wvw532gSDUBMfDQQaDAbvdjkqlQqvVEhYWho+Pj0tiGjt2rJJcMX78+EpNz/jSSy/xzTffEBAQwFdffUW/fv1Qq9X89ttvDBo0iLS0NB566CEl0ac8b775JjNnzuSbb75hyJAhxd47evQoN910E4GBgaxfv5577rmHn3/+mR49euDr60tSUhKRkZGVK7iTmEwm4uPjkWUZq9VKfn5+uYm0ZZEkiaCgIHx8fJAkiebNmytJHs42e/ZsXnnlFQC6d+/Op59+SrNmzcjOzmbcuHFKu/67775TkjQcJk+ezKhRo1Cr1UyePJlXX30VrVbL7t27GTBgAPHx8bRp04ajR49e9Zj+7LPPeOuttxg1ahQff/xxsfcyMjKoX78+FouFVatW8dRTT7Fr1y66deuGTqfj+PHjFZ7WyRny8vKUac3y8/OxWCw19lm+vr7K9XCjRo0ICQmpsc9auHAhzz33HFCY7FdaMlF19vnDDz/M+vXrqVOnDt9++y2PP/44drud77//npdffpmCggIGDx7M3Llzrxpr9+7d+eWXX1i/fj1dunQp9t6aNWt48skniY2NZdOmTbRq1YrZs2fz2muvERsby8WLF11Wx3oikeAjlMnVNxCioqIwGo3odLoS7509e5ZWrVohSRJPPPFEsdFwioqMjMRgMLiksevp8dcWT+848/T4wTvKUB6VSkW9evW4cuVKmctERESQm5tL27Zt2b17t8ueQiyLp5fB0+N3B64+J3v6Te3Q0FBsNhv5+flVWt9ut6PVatFoNKWe168Frj4GncEdytC0adNqrW8ymbhy5YrH7gdPr0u8If7qPq0IhZ2annoT51o4H2zYsIHBgwdz+fJlZaSNefPm8dBDD7k6NODa2Afl8Ybye0MZrsbb28gV4e51ieOcm5+fj1arrfT6WVlZ1KlTh4YNG3Lx4sUaiLB8nh6/K1gsFn7//XdWrlzJ2rVryc3NRZZll14XX2t9He64DwThWmAymahXrx65ublA4YgtV2vXzZw5k169egGFiQ6PPvoo27dvBwpHHfHx8VGSE9u2bcv27dsJDw8vd5vnzp3juuuuo1mzZhw7dqzUBNRBgwaxYMECoHBUE8d9renTp/PWW29VotTOVzT5w2azodfrK9Wu9fHxISAgQCl3TSd1AIwbN45x48YpyUghISEUFBQode6YMWOUkXyKslqt9O3blx9++AEoTEbx9/dXrr1jY2PZvXt3qQMTFJWTk0OzZs1QqVScO3eu1PKOHz+eDz74ACi+z19//XWnPFxUWYmJieTl5WG328nLy6tSItfVSJJESEgIKpWKkJAQGjVq5PTPKKoiCT7V2ecpKSk8+OCDykg6AQEB2O12jEYjAJ06dWLdunVXTWbbsWMH9913H507d2bDhg0l3rfb7XTp0oXNmzcDhYnSBoMBlUrFDz/8wNNPP13Rr0QAxBRdgtvKy8tThlT7tx07dij/vu+++8rchtFoRKPROD22ivD0+AXBm1yt0eO4OJk4caLbdrZ4ehk8PX7BszVt2hSDwcD58+ertP65c+ewWCzExMQ4OTLhWnPhwoVq/ZV380AQKkqW5Wr/eSpvPh/k5+czZMgQunXrRlJSErIs8/zzz3Ps2DG3uSEP3r0PKsIbyu8NZRDK5il1SevWrQGUm5WV5Ril4IYbbnBaTJXh6fHXFqvVyq+//sqAAQOoW7cu3bt357vvviMnJ4c6derw0ksvsWXLFpfG6O19HZ6wDwTB2x0/flxJ7gFIS0sjNTW13D+DwaAsHxQUxObNm/niiy+488478fX1xWKx0KZNG8aMGcOePXuumtwDMGrUKMxmM5MnTy5zdLm5c+cyfvx4GjVqhNVq5frrr2fx4sUuT+4BlEQMSZJQq9UEBQUVS9gpi1qtJiAggKCgINRqNZIk1UpyD8AHH3zAn3/+Sd++fWnQoAFGo5Ho6Gieeuoptm7dWmpyDxQmIy1fvpwlS5Zw//33ExAQgNFopGnTprzxxhscOnToqsk9AB9//DFZWVmMGTOmzPKOHTuWWbNm0bJlSywWC82aNWPatGkum748NjYWtVqNSqUiKCjIKQ85FeUYxUmlUqFWq4mNjXXq9quqOvs8Ojqa/fv3M2HCBG688Ubl9ZtvvplPP/2U9evXV2ikquHDh6NSqZgyZUqp76tUKtasWcNbb71FdHQ0drudO+64g7Vr14rknioQYx0JbisyMpLs7OxS39u2bZvy744dO5a6TEpKCgaDgejo6BqI7uo8PX5BuBZ17tzZ1SFUm6eXwdPjF9xThw4dOHr0KEuXLq3UMMYOjqePbrnlFmeHJlxjBgwY4OoQhGtcnTp1+PPPP10dhst46/lg8+bNDB48mMTERGRZpkGDBsydO5euXbu6OrQSvHUfVJQ3lN8byiCUzpPqkgceeIA//viDb775pkrxzZ8/H0mSXNb+9PT4a5LNZmPjxo388MMP/Pzzz8ooMQDh4eE89dRT9OrViwcffBCVynOeXfakfeWt+0AQPNVtt91W7YcsfHx8eO2113jttdeqvA3HyCDlUavVjBkzpkrXiLUhJCSE5s2bc/nyZfR6PX5+fvj5+WGz2bBarcr0mJIkoVKp8PHxKZYAFBAQQP369WtsWq7S3H777Xz33XeVXk+SJPr160e/fv2q/NlTpkwpM1mjqJdffpmXX365yp/jTD4+PsoIhz4+PgQFBVV5SrZ/+/cUbQ0bNqyVKaUGDhzIwIEDKxRfVfd5QEAAo0ePZvTo0VWIsNC+ffsq9DnTp09n+vTpVf4coZBI8BHcVvPmzdm1axfHjx+nbdu2yutWq5V169YBhdNgldUp9N///heAVq1a1XywpfD0+AXhWlSbF+c1xdPL4OnxC+6pX79+fPnll3z66ac89dRTxc7LV3Ps2DG+/PJLJEniqaeeqsEohWuB46amILiKWq2u0JN63srbzgd6vZ63336bOXPmKB2WAwcO5LPPPquVJ0qrwtv2QWV5Q/m9oQxCcZ5al4wbN45ffvmFVatWVeqp34ULF7Jx40b8/f3p27dvDUZZNk+P39nsdjubN29mxYoV/Pzzz8oDk7IsExwczJNPPkmvXr3o2rVrrdxIqwnu3tdxLewDQRAEKKyPmzRpQk5ODllZWRgMBtRqdbkj+Wi1WiIiIggLC3P6iDCC8wUFBdGwYUMuXbqEj48PISEh6PV6LBZLlbfp6+tLQECAMvV5w4YNCQoKcmLUglA5IsVacFsPP/wwsiwzbdq0Yq8vW7aMzMxMJEni//7v/0pd12QyMXnyZCRJctkQwp4evyAIgiB4izvvvJOHH34YnU7HQw89xM6dOyu03rZt23j00UfJz8+nRYsW9OzZs4YjFQRBEGqSN50Ptm3bxg033KDckI+NjWXt2rXMnz/fbW/Ig3ftg6rwhvJ7QxmEf3hqXdKkSRMGDBiALMv069ePOXPmVGi9WbNm8fLLLyNJEkOHDqVOnTo1HGnpPD1+Z5Blmc2bN/Piiy8SHR3Nww8/zPz588nKykKr1fLMM8+watUq0tLSWLx4MY8++qhILHEysQ8EQbhWSZJEeHg4zZo1o1mzZsTExBAWFkZAQAD+/v4EBAQQFhZGTEyMskx4eLhI7vEgISEhNG7cuNh0XYGBgZU+j/n4+BAYGFhsWq7GjRu79XWycG2QZGeMSyV4pV27dtGhQwckScJms9X656enp9OiRQt0Oh19+vShR48enDhxgkmTJlFQUIBGo+Ho0aO0bNmyxHr9+/dn/fr1BAUFcfbsWerVqyfid1MqlYro6GiSk5NdHUqVeHr84B1lKE9FyhcTE0NaWppL6rqK8PQyeHr87sDV5+Sr7UNP2H9JSUnccccdpKamIkkSXbp04emnn+aee+4hNjaWoKAgsrKySElJYceOHaxZs4aNGzciyzJBQUFs27aNW2+91dXFcBlXH4PO4A1l8HSeXpd4e/zXCk8/HxgMBkaOHMns2bOx2+0A9O/fn5kzZxIaGuqyuCrD0/dBdXlD+b2hDOW5FupLb6hLcnNzad++PadPn0aSJK6//nqeffZZunTpQuPGjYmIiCAzM5MrV66wdetWvv/+e/766y9kWeb2229n+/bt+Pv7i/hdpF69emRkZACFiSZ+fn5069aNXr168fjjjxMQEODiCK/O0/s6vGEfCIIgCEJ5rFYrycnJ5OXlKa/ZbDZMJhM2mw2bzVZs+i5JkpQRnfz8/IqN7BQSEkJsbKxIdhXcgkjw8WLjx4+v1vqJiYnKnM6uaoQsW7aM/v37K50NgFLZfvLJJ4wYMUJ5/ezZs7z++uts374do9EIwNSpUxk2bFjtBl2Ep8fvDIMGDSr3/YULF6LVaunVq1e5y0mSxLfffuvM0CrE0+MH7yhDdahUqquWb/ny5ZhMJgYMGFDmMq4sv6eXwdPjdwZPPydfbR9WZP+B6/fhiRMnePzxx7lw4UKFnrqRZZn69euzcuVK2rVrVwsR1hxPPwbBO8pQ3pDPlSFJElar1Snbqk2eXpd4Q/zefsO6ojz5fNC8eXMSEhKQZRlJknjkkUd4/PHHq7StIUOGODm6ivPkfeAM3lB+Ty7Dtd5GBu+pS1JTU3nqqafYu3dvhY/De+65h59//pnIyMhaiLB8nh5/dahUKuW/7du358knn6zy0/CuOgY9va/DG/aBIAiCIFREXl4eGRkZ6PX6Eu8VvX/rODcWFRAQQJ06dcSoPYJbEQk+XswxF2B1OBr6rnzKYMuWLYwePZo///wTWZZp1KgRY8eOLdEhc+TIEW655RagsOxjx45l7Nixrgi5GE+Pv7o8/Tj09PjBO8pQHd5Qfk8vg6fH7wye/h14evxFFRQUMGHCBL7++mtyc3PLXC4uLo7+/fszbNgwr2jAecM+9JYyOIM7/JaqwtP3oTfELxJ8/uGp5wNnHIfgHomCnroPnMUbyu+pZfD0+twZvKkukWWZuXPnMm3aNM6ePVvmcg0bNmTkyJG8/PLLTrsmcwZPj7+qvOEY9PS6xBv2gSAIgiBUhtFoJCsrC71erwy0UBrHVG0REREePWKi4L1Ego8X87YbCEajEb1eT0RERKnvp6Wl0a9fP66//npeeuklWrVqVcsRls/T46+quLg4p81NmpCQ4JTtVIanxw/eUYbq8Ibye3oZPD1+Z/D0c7I37kOTycQff/zBwYMHSUpKwmKxUK9ePWJiYrj77ru56aabXB2iU3n6MQjeUYZx48Y5bVsffPCB07ZVWzy9LvH0+BctWoRWq6Vnz561/tnuzNPOB868qVv0SUVX8rR94GzeUH5PK4On1+fO4I11CRQ+PLdz507OnTuHTqdDq9XSuHFj2rdvT/v27Z2232uKp8dfGd5wDHp6XeIN+0AQBEEQqsput2MymbBarUrCrY+PD35+fl6RTC14N5HgIwiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAhuTKSgCYIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIbEwk+giAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIguDGRIKPIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCILgxkeAjCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCG5MJPgIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIghsTCT6CIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiC4MZEgo8gCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIguDGR4CMIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIbkwk+AiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCGxMJPoIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCILgxkSCjyAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiC4MZHgIwiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAhuTCT4CIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIbEwk+giAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIguDGRIKPIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCILgxH1cHIFxdYGAgFouFunXrujoUwUOlpaXh6+tLQUFBldYXx6DgDOI4FFxNHIOCOxDHoeAOxHEouJo4BgV3II5DwdXEMSi4A3EcCu6gusehIAiCIAjCtUQk+PxP3LPv1+j2LyyfUOV1LRYLNpvNidEI15rqHj/iGBScQRyHgquJY1BwB+I4FNyBOA4FVxPHoOAOxHEouJo4BgV3II5DwR2IY0gQBEEQBKHiRIKPB3A8AZGUlOTiSARP1aBBg2qtL45BwRnEcSi4mjgGBXcgjkPBHYjjUHA1cQwK7kAch4KriWNQcAfiOBTcQXWPQ0EQBEEQhGuJytUBCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIJQNjGCjyAIgiAIgiAIgiAIgiAIgiAIgiAIgnBNkGUZi8WCwWDAYDBgsViQZRlJkvD19UWr1aLVavH19UWSJFeHKwiCoBAJPoIgCIIgCIIgCIIgCIIgCIIgCIIgCIJXs9vt5OTkkJWVhdFovOry/v7+REREEBYWhkolJsYRBMH1RIKPIAiCIAiCIAiCIAiCIAiCIAiC4JGyf3/N1SE4VfjDX7o6BEHwOrIsk5uby5UrV7DZbMrrdrsdm81W7DW1Wo1arUalUmE0GklOTiY1NZWYmBhCQ0PFiD6CILiUSPARBEEQBEEQBEEQBEEQBEEQBEEQBEEQvI7VauXy5cvodDqgMNnHbDZjMpmKJfb8m1qtxs/PD41Gg81mIykpidzcXOrXr4+Pj7jFLgiCa4jaRxAEQRAEQRAEQRAEQRAEQRAEQRCEa5Ysy5hMJgwGAyaTCbvdjkqlws/PD61Wi5+fnxi5xQNZLBYuXLiAyWQCwGw2o9frkWX5quvabDb0ej0Gg4GAgAA0Gg06nY6EhATi4uLw9fWt6fAFQRBKEAk+giAIgiAIgiAIgiAIgiAIgiAIgiBcc2RZJjs7m6ysLIxGY5nL+fv7ExERQXh4uEj08RBWq1VJ7pFlmYKCAiwWS6W341jXbDYTGBiIyWTiwoULNGnSRIzkIwhCrVO5OgCh9smyjNFoJDs7m9TUVFJSUkhJSSEtLY28vLwqndxqm81mo6CggIyMDKUMaWlpZGVlYTAYKpR562qyLGOxWMjPz0en06HT6SgoKCh3OEBBcDZZljEYDOh0OvLy8tDpdBiNRo/4DVWXYxjO3Nxc0tLSitWFubm5ykW/O7Pb7ej1ejIzM0lNTeXKlSukpKSQkZHhMfWJ1WpFp9ORkZFBWloaaWlppKenK+cjd98HzuA4p+Xk5JCdnU1OTg46nc4jzscOjt+TwWAo9pSTJyhaFziOw/T0dLKystDr9R5TDkHwZN7SPsnPzycjI0OJPzU11WPqEseTqjk5OaXuA7PZfE2ckwXB1Rzts5ycHLKyssjKyiInJweDweD29Yg3sVqtFBQUKH01+fn5HnEuEgRv4egnSE9PL3ZdlZ2d7RF9Vo7rqtzcXNLT00lNTSUtLY3MzEyP6auBf8qh1+spKChAr9djtVpdHZYgOJ3JZOL8+fMkJycryT12u12ZvslsNivXYUajkeTkZM6fP6+MBuNqa9euRZIkJEkqMznJarXyxRdfcMcddxAYGEhwcDA33XQTH3/8MQaDocxtHzhwgIceeoigoCCCg4Pp0qUL+/btKzee++67D7VazfHjx6tVLmeQZZnLly8r/fzOuKZz3NNz1JGXL1+usfOSLMssXbqUBx54gIiICDQaDTExMfzf//0fW7ZsKXfdJUuW0KFDB0JCQggICKB169aMGjWK7OzsMteJj4/nqaeeIiwsDK1Wyz333MPvv/9e7uf0798fSZJYt25dlcooCELViLTCa4QjuzQrKwudTnfVE46Pjw9hYWHKScMd2Gw25cZneVnUAJIkERgYSEREBMHBwW6TTW2325UbtwaDocxGka+vLwEBAYSFhREUFOQ28QvewWQykZ2dTUFBQZkdI5Ik4e/vT2BgIOHh4fj5+bkg0pphMBjIysoiLy/vqp0qKpWKkJAQIiMj0Wq1tRRh+ex2O7m5uUpC49X4+/sTHh5OWFgYarW6FiK8OrPZTFZWFrm5uVdtVPn4+BAcHExERITb7ANnMBqNZGVlkZ+fj9lsLnM5Hx8fAgICCA8Pd7vzgdFoJCcnB71ej9FoLPWmk7+/P1qtluDgYLc6Hxe9LqpIB6tWqyUsLMytfkeC4Om8oX1itVqV9snVOnclSSIgIEBpn6hUrn/WRpZl9Hq9sg+uljzg4+NDaGgoERERXnVtKAiu5ujryM3NLffGtaONFhISQnh4uHhS2IlkWUan0ynJVGW1UXx8fNBqtYSEhBAaGuoWdbkgeAuz2axcV12tn0CSJIKCgoiIiHCbdnLRa9v8/PyrXlf5+fkRFhbmdvV50XZ+WQ/R+vr6otVqCQoKIiwsTNSFgkfT6/VcuHABu92uPABmMplK7SdSq9X4+fmh0WgwGAycO3eOuLg4AgICXBB5oZSUFAYNGlTuMhaLhccff5z169cDhX11AEePHuXo0aN8//33bN26laioqGLrnT59mo4dO1JQUICPjw9qtZqNGzfyxx9/sGnTJjp06FDis3755Rd27NjBoEGDaNu2rZNKWXW5ubnodDoACgoKnJak6EgGDwoKQqfTkZubS1hYmFO2XfQznn32WVatWqW8FhwcTEpKCqtXr2b16tW88847TJ48ucS6gwcP5ttvvwVAo9Gg0Wg4c+YMkydPZsmSJWzdupUWLVoUWyc9PZ0OHTqQkpKiTEu3e/duHnnkEb7//nueffbZEp9z6NAhvvvuOx544AG6devm1PILglA+97l6FGqELMvk5eWRmppa4gaiOT0Xw7kU7AUmUEv4hgehbVkftVaD1WolIyODjIwMgoODiY6Odlknrs1mU57SKNqokG12DAmpWFJzkK12VP6++DeOQhMdrmTj5ufn4+PjQ1RUFBERES5r8FmtVtLT08nOzi7RwLNbrNgNhftGHeiPpFZhsVjIzc0lNzcXX19fIiMjiYiI8JoGk9lsVpKcHIlOsiwjSZLSSHR0mrlTI9fB8ZS5o7Fb9Ma240Jfq9USGBioXDC7A8dT5fn5+SXek8wmsFlB7YOs8VOeHDUYDGRkZBAUFERUVBSBgYEuiNw59Ho9KSkp6PX6Yq+rZDP+5KLGAsjY0GAiFJukUZLycnJy0Gq1REdHu+w7sNvtyqgi/25kajRWNBobkgSyDBaLGpNJDRQ+uXHlyhVSU1MJDw+nbt26LktQMJlMpKSkKA2rf9jB1wAqKyCDXQ3WAJDVys3T7OxsAgICqFevnkcfh46nEP99HGK3I+XmgtUKKhVySAj4+mK1WsnLyyMvLw+NRqOcD1x1PnPc/MjIyChZhlIYjUZlVA5fX18iIiKIjIx02flMlmXlKcoSN+P1BqS0dLBYQa1CDg6GqEgApT50h9+RIHi68ton1sw8LBdTkA0mUKlQhwbi2zQWlb97tU+sViupqank5OQUv+lhsyGlpCLl5oHdBj4+yFF1kCMjlZs+js7ROnXqEBkZ6bL63LEP/l0XqjHhr9KhorDj04oGkz0EOz5YrVYyMzPJzMwkMDCQmJgYt7rWFQRPY7FYSE1NJTc3t8QNVB9rPmp74e/TpvLD6hNUrI2WlpZGaGgodevWdZukR09kt9vJzMwkKyurZEKB3YZkMYMsI/tqQO2jjCqi0+lISUkhLCyMqKgot+y3EARPYTabSUlJIS8vr9jrFqudlHQTBXordhk0PhJRkX6EBvsq7VKdToevry9169YlLCzMZddVjpGhS15XmfFTFyBhAySssgaTPQiQMJlMysg+oaGhREdHu7QucbTzCwoKSl9AluF/36/FYsFisZCXl0dKSgrh4eHUqVMHX1/fWoxYEKrPMcWS3W5XRtcu7wEwm82GXq/HZDIpfZMXLlygWbNmLmmbyrJM//79SU9PL3e5YcOGsX79eoKCgpg3bx49evRApVLx66+/8vzzz3PixAn69OnDxo0bi603btw4CgoK6N27N/PmzcPX15d33nmHGTNm8M4777B79+5iy1utVt555x20Wi3jx493enkry263c+XKFaDwXOPs0RgtFgtmsxmNRsOVK1cICQlxan/nxIkTWbVqFSqViokTJ/Lqq68SHBzMpUuXGDlyJMuXL+eTTz7h5ptvLpZ8M23aNL799lt8fHyYOXMmzz//PH5+fuzcuZOBAwdy7tw5nnjiCY4dO1bsvDN9+nRSUlLo1KkTP/74I+Hh4cyYMYO3336b4cOH06tXrxLn2REjRgAwdepUp5VbEISKkWR3H9OylsQ9+36Nbv/C8glVXrdBgwYAJCUlVWo9q9VKcnJysQZS7u7TpP+0h/xD57Gk55VcSa1C26QeoR2uI+qZu/FvUAcofDKiXr16td4JrdPpuHz5spJZa83Tk/HzPrI3HUF/5rKSGFOUT0QQQTfGEfnEnYR3bIvkU3gDLiAggPr169fqxZbjBkZycrJycWgzmMhadwjd/rMUnLyE8WIa2At/hpLGh4AWsQRc15Cw+64jtMN1SP+7KPDz86NBgwZVGsGiqseQs9YHlKSrzMzMUhNMSiNJkjJ6iisz4R0cyR5Xm4u3KMeT2qGhoS7raLDZbKSkpBQbflGdnUbA6YNoUhPxTbuE2vBPA96mDcJStwHm6EboW9+GLeyf7P2IiAjq1atXpRvbrjoO7XY7aWlpZGRkKK/5y9mEc55A0tBQwL/3jAxYCKCAumTRFKMUobwXERFBdHR0rSYoGAwGkpKSlM4iSZIJDTUSFmpCq7WiVpc8ldvtYDT6kJPrR06OP3Z7Yby+vr7Ur1+foKCgWotflmVlGjHlskNtRApMQ/LLAV8DkiT/ax3A6o9sDkEuqAeWf5J6IiMjqVevXqX3gSvrQpvNxpUrV8jJyVFeU6VcwefgX6gvJaK6cgWpSENTVqmwR0Vhr98A6w03YmvZSnnPFeczKGy4JicnF0vQUqVeQfP3SdTJSahTklEV5AMyssYPW91obDENsMQ1xdq8FUj/HIMNGjSo9USt0uKX/j6H6s+/UF24CJnZJesCf3/khvWx33g99ttvAf/C79zHx4f69esTHBxc6Tjc4ZwsCK46Dktrnxj+OkP+uj8xHU/AllVK+0SlwrdRXbR3tiHo0Xb4xhQm3rmqfZKbm1vs2p6CAnz27Ud97ARSSgpSKU8Eylp/7I0aYbvtVmw3XA//60TTarU0aNCgVuvz0s5HAapMwtWJBKqy8JGM/PvrlGUwy4Hk26PIsjbGLBdeQ0gSREXVJSoqqtL7QNSFgjtw1XEoyzI5OTlcuXJFeVBEZTMSln+KQGMiWlMaPvbiI3VaVf4YNXUp0DYkJ+g6bOrCfgGVSkV0dDTh4eFuMYKFJ9Hr9cqUDQDY7fgnnMD/wml80y7hm3kF6X91vSxJWMPrYqnbEFPD5uhb3gI+hTey1Wo1sbGxhIaGVjoGURcK7sCVdWFWVhapqalKXZiTZ+HA0WxOn88nPdPk6C4tJjBATePYAG5tG0bLJoFK3RccHExsbGytJpmUdm0bqM4kzDeJAHUOvpKhxHWVXVZjtAejs9Yl29IAm1yYpOmoS0JCQmq1Pi+tDBpLFiHG82jN6fhb0vGx6wEZGTVmnzAMmij0mhjy/Jshqwq/b5VKRUxMTJUTrZxRn2X//lqV13VH4Q9/6eoQvJosy5w/fx6DwYDNZqvQqLJFSZJEcHAwarUarVZL06ZNa/1a7NNPP2XEiBFotVpllHeDwVDsIYzExESaN2+OxWLhu+++o2/fvsW2sXfvXu6++25kWWbDhg107txZea9u3bqkp6cTHx9Ps2bNgMJEmcDAQOx2Ozqdrtg9m9mzZ/PKK6/w3nvvMXHixJoseoVkZWWRnJysPOxXE7fCJUlS7vvExsYSERFx9ZUqwG63Ex0dTXp6Om+99RbTp08v9r7NZqNdu3YcOHCA+++/n23btgGFD3jHxcWRmZnJhAkTGD16dLH1Lly4wHXXXYfBYGDOnDm88MILynt33nkn+/fvZ9OmTTz44IPK640bNyYxMZFTp07RunVr5fV169bxyCOP0KdPH5YuXeqUcguCUHEiwed/vC3BR6/Xc/HiRaXjOWvDIZK++BXTxfKzeYtRSYR2uI5GI/8P/4aFiT5BQUE0bNiwxp9al2WZlJQUMjMzAbDqDCR9vpbMX/ZhN1Y809a3Xigxz3em3rOFwwVKkkTDhg0JCQmpkbiLstvtXL58mdzcXAAsWflcmbuBjDV/YtNdfVodAE1sBHV73Uu9fvej8i28EVCvXj3q1KlTqQtGV3calXZT1demQ2tJRWvNQGPPQ5Lt2CU1ZnUYBp866H2jsan+SWaqTmKJMxQUFHD58uViT5prZB1asvAnBzWFr1vxx0gYBsKxSP8kUPj7+1O/fv1an2LIYDCQmJioZKhrLp0leP8m/C7FI3H16l9GwtSoBbo7O2OuX3gh7+vrS6NGjSpdFlcchxaLhQsXLiidtlo5i2iOoCWzxI388ugJJ5Wb0EuFdaFGoyEuLq5WnpbNzMxUnjaQJJk6dfRERhjw8an46dtmg+xsLWnpgdjthSWPioqibt26Nd74tNlsJCYm/vMUmNqAKvQi+OeU6OgqiywD5iDseY3BXJhQUZV94Kq60GAwcPHiRSVZVR1/Fs2WTaguXqzwcWiPiMR8bwesd7UDCs9n9evXd/rwr2XJy8sjKSlJ6Xj1PXUMv3078Em8UKEy2ELDMd3eDtOd94Bv4T6LjIwkOjq6VjpACgoKSExMVK6LVAePol6/uXDEngqS/TTY77odW7fOSqJPnTp1qFevnkedkwUBXHMc/rt9UrD9CDkL1mG9nHGVNYtQSWjvbEP4S0/gG1v77ZMrV66QlZVV+IJej++v61AfPFxqUk+Z2wkOwtLxfmz33g0qFZIk0aBBgyrdGK4so9HIhQsXlPNRkCqNer6n8FdVLPkeCs/JBfY6pFiuwyQXnpMDAgJo1KhRpZ46F3Wh4A5ccRza7XaSkpKUG6k+1gKicvYQWnAGlVz+lKHKNiQ1eQEtSAtvj9Wn8HdYW3WhN5BlmfT0dNLS0gpfsFkJOvgHgUd34ZOfU6Ft2P0CKLjuDnR3PISsLUxaDwsLIzY2tlIPIYi6UHAHrqoLL126pPQT5uRZWLctlVPndFTmTkV4qC8P3h3FTW0Kr6PUajWNGjWqlYdJ/n1tG+KTQl3NWfzUZYyAUwq7rCLXGkOqqZWS6BMWFkb9+vVrpZ2cn5/PpUuXlDIEGS8QmX+YAPOVirXzJQ252pZkBN+CVV3YBxocHEyDBg0qfT4SCT4liQSfmlU0+UOn01116vbSqNVqZTr6+vXrEx4eXgORlu7gwYO0b9+eoKAghg0bxvvvF97f/HeCz/vvv8/EiROpX78+iYmJpV6ndO3alQ0bNtCvXz+WLFmivO77v5HFjUZjsYdSoqOjSU1NJSkpifr16wOFD+o3b94cWZaJj4+vlftv5ZFlmXPnzmE0GjGZTBUahbyqAgIC8PPzw9/fn2bNmjml/k5NTSU6OhqAH374gWeeeabEMsOGDWPGjBnExcWRkJAAwLx583jhhRfQaDTK6Mf/9uKLLzJnzhzuvfdeduzYobzeokUL4uPjOX36NK1a/fOgabt27di3bx87d+7knnvuAQrP4zfddBNnz57l9OnTxMXFVbvMgiBUjluOIfvrr7/y+eefs3//fvR6PbGxsTzyyCO88847NGzY0NXhub2CggIuXryI3W7HkpXPxYkryd54uPIbssvk/nGCE3+epcHrj1Gv7/3k5+dz4cIF4uLiaqzjSJZlLl++rDxVmrPjJBfGL8eSmlvpbVlSc0n8+EeyNxwmblxv/BvWITExkQYNGtToTVG73c7FixeVG9pZGw9zceJKrFkV7zwHMCdnkTRjDZlrD9BkQh8C2zQkNTUVq9VaazdFq+vfN4WDzJeIMJwg0JJURmPxIgB2VOg0cWRq22L0rUtWVhY6na5KiSXV8e9kM0m2EcZFwjmPlpyy1wMMciRZNCVXaojRaOTcuXPUrVu1p5yrougcwpLZSOiO/xJwfE+lElskZPwT/8Yv8SwFN95D3r2PYgESEhJcPsfw1ZjNZhISErBYLEiyjShOUoe/K5TY9G8BZBPHNrLk5qTSFrMZzp8/T9OmTWs0yScjI4OUlBQA/P0tNKivw9+/Kg1OqFPHQEiIicuXgynQa0hPT1eeBqip49Fms5GQkPC/Ea9kpMAUpJBLSKry56L/N0kC/PJR1TmBXBCNnNsIs9nM+fPnadKkicumaKmIor9DjEb81v2Kz4H9lfodAqiyMvFf8zO2o0cw/t/TyJF1lLrVWU+HlCU7O5vLly8DIOnyCPj1JzR/n6zUNtS52QRsXoffof3on3gGa6MmZGZmYrVaadCgQY3Wifn5+Vy8eLHwSR1dPj4rf0Z1rHLxA0gmM+rtu1EdO4m111PIrVqQkZGBzWYjNjbWI87J3sxmsylTwtlstmLTfmo0GrF/XKxo+8SWk0/WFz+h33G08huyyxj2nsR4OJ6wQd0I6d6h1tonSUlJSuK+6vgJND/9jKSr3LU9gKTLR/PfX7EdPYalZw/kulFcunQJu91eox3CBoOBCxcuYLPZUGEh2vckYeqkCifbOkgSBKkzaKraSbq1BRnWZuj1ehISEmjSpImYpkYQyvHvfoLQ/NNEZ/2hTMVVUSrZRljBaYL150mNuJec4La1Uhd6g38na/qmJhK+YRm+WamV2o7KpCf40B8EnDlIzgM9MDa7gZycHKxWK40aNfKa6dUFoSb8uy7cfzSb9dvTMJkr108AkJ1r4cd1yRw/k8cTD8UQHFQ4OkHjxo1rdNTiote2aslMjN9JQn1TKr0dlWQn3Pcyweo0rpiuI88aQ05ODjabjUaNGtVoGyYvL49Lly4hyzJqm4Ho3J2EGOMr1Vehls1E6I8TaviblNB7yA1ojU6nE+cjwe05RhCDwv7jqiT3QGE/hNlsxs/Pj8zMzFqbKrCgoIA+ffpgNpv55ptvyp0tYevWrQA8+OCDZV6fdO7cmQ0bNrBu3bpir0dGRpKamkpycjJNmjQBCqc1y8jIQKVSFWu/TpkyhbS0NL744guXJ/dA4UO/jhkY/j19orOZTCb8/PwwGo1YLBan3CtwjAokyzI7d+4skeAjyzJ//vknAC1btlRed+zvdu3alTnqeOfOnZkzZw67d+8mNzdXedgoMjKS+Ph4kpOTiyX4OPqEIyMjldcWLFjA8ePHefvtt0VyjyC4iNu1OD/66CMee+wxNmzYQF5eHn5+fiQkJPDVV19x4403lpjXUSjOaDQqDQzjxXRO9plWteSeIuwGM4mf/MS5dxcj4pf6kwABAABJREFUW23KiCA1NfhTSkqKktxzZf4mzr76TZWSe4rSHYjn5LOfojt0Hih8GqDoaDLOJMtysdEqLk5cybm3F1Q6uacow9lkTvWdTvrqvUDhiB5Xm1vVHeTk5JCYmFjY4LXraZC3kUZ56wkqM7nnHyrshJrP0yR3DdH5u5DkwvmdExISajTjuijHzRxHco9WzqAZG4nlYLnJPQASEEAmDdhPU3kLfnLh8mlpaVy5cqXGfj8Ojie07XY76txM6n4/ncBKJvcUJSETdHQnUctmoNZlKx0yFZ2qrLbZbDYuXLiAxWJBJVtozA6iOFOl5B4HCYgknjj+QC2bsFqtJCQkKE/BO1t2draS3BMcbKJpk5wqJfcUpdHYiYvLJTy8cBSxmqxLih8jdlQRZ1GFXax0ck9RkgSqoBRUUSdAsmC1WouNROBuiv4OpexsAmZ9gW8VknuKUl9IIODLz1HHnwUgOTm52DQrzpabm6s05HwSEwj5enqlk3uKUmdlELTwa/x3bC62/ZqqEx1PVcqyjJSSiu+nX1QpuacoKTsHn68XoNpa+JRLdnY2qamVuykkOI9jdKZTp06RkJDAlStXSEtLU54mO3v2LH///Tfp6eluW1d4u6LtE8vldK4MnVm15J4iZKOZ7Fm/kDF5KbKt5tsnV65cUZJ7fDZtQbPouyol9xSlvpiI3+dfoTpX2D65fPlysakRnMlsNivJPT4YaOq3i3Cfyif3FKWS7NTzPUMjzQEkbJhMJmU/C4JQUrF+AlkmJmMz9TM2VDq5pyi1bCY2cwux6etBttd4XegN0tLSlBt6Acf2ELXi80on9xSl1uuIWLuA0D9+Bv4ZDUPsA0EonSzLXLp0iYKCAmRZ5ucNV1izKaVKyT1FnT6fz+zvE0jLMCn1rWO6Gmcrem2rkQpoGrC7Ssk9RfmoLDTUHqGu5gxQOBJGTbaTi9ZV/pZ0mqb/QGglk3uKUstm6udspX72RuV8pDzoJAhuyGQyOS35w7G+Y6SY2vDGG29w5swZBg4cSI8ePcpd9sSJEwC0adOmzGUcCSKZmZkkJycrr3fs2BGA0aNHYzAYsFqtjB49WpkeyvHgb3JyMtOnT6dFixa8+OKL1Sma0zjOAXa7vcoJXBVls9mU+s5Z5x5/f39lurQvv/ySqVOnKolcKSkpDB48mF27dqHRaIpNw1WZ/W2325Xl4Z/9/dFHH5GVlYUsy8ycOZOkpCQaNGigJP3o9XrGjh1LeHh4iSnABEGoPW6V4LNq1SrGjh0LwNixY8nJySE3N5djx45x++23k5OTQ/fu3cnOznZxpO7JkYxgt9sxXc7k9OAvMCdnOW37Wb/9xfnR3yHb7RQUFJCRUYnh9CtIp9MpyRRXFm4m6bP/Om3bNp2Bv1/+mvxjF4DCTvSauNGTkZGhnGwTPlxG2oqdTtmubLVz4YNlpK8qTHJLS0v7Z8obN6TT6ZRhVbWWVJplryLEfLHS25GACOMpmmavxteWh91u58KFCzWeWCLLMsnJycrNnDryKZqwDT8qfzNHSw5N2Uy4XHgDJysr65/hwGuAY6hju92OOi+LOj9+hU+uc36vvtlp1Fn5JWpdNjabrdjoTO7kypUrmM1mJNlKY3YSiPPqqwCyacwOVP9LOiva8HEWk8mkbDc4yESjhnk46yFQSYLYmHzCwwobHGlpaTWSNJeenv6/7cqoIs4iaZ13PpI0BajqnALJisViqdGOr6oqek6WcnLQzvsG1f/Ob9Ulmc34L1mE+lw8UNiQLjp9oLOYzeZ/knsunifou3moDNU/ViRktFvX4791PVCYDFoTSUqOKTBkWYa0dHy+moeU55zkXglQr1mH6o/Cc3zRc79QO6xWK4mJiSQkJChJEbIsky8byJJ15MgFmOXC6zyLxUJqaipnz55VzutC7ShaF1pTskgd8TW2VOe15Qq2HCLjk2U13j5x3Az22bwV3/Ubq5WoWZRkMqH5diGqCxeAmmmfOPZBYXKPkTi/vfipnNeGCFan0VBzECi8mVOT17iC4MkyMzOVa4WYzM2E55+4yhoVF1ZwhvoZ60GWKSgo8IiHgVwhPz9f+W4Cj+4ibMtKJLn6bVkJCDq8ndAtPwLF+7UEQSjOMTo3wM8br/DX8RynbVuXb2X+jxfJyDYpbUFn91cV7W/zlfTEBfyJRuW8/skovwQlycdxX8TZrFZrseSexhlr8LU7p08o1BBPg+x/kk7FgzCCu3Jm8kdNJHeUZ9WqVXz77bc0bdqUzz//vNxlCwoKlHqkvJlRHNNsAcX6uceMGUNgYCDLli0jNDSUoKAgpk2bhkajYcqUKcpyY8eORa/X8/HHH+Pr61vVojmVY1/UdHKPg+NznHkMzJ49m7i4OOx2OyNHjiQkJITQ0FBiYmKYP38+t99+Oxs3buS+++5T1nH041Zlf7/55ptER0ezdetWoqKiCAoK4s0330SSJKZPn66MTjV9+nSSk5N57733anVaOkEQinObBB+73c6YMWMAGDx4MOPGjVOG0mzbti0bNmwgNjaW9PR0Pv30U1eG6rbS09MxGo3IVhvxw+ZXe9Sb0mStO0jK4sJh3tLS0pyaZGGz2ZQTSt6+v0ma4bzkHge73kT8m99izdNjtVq5cuWKU7dvNBqVTu2URVvI+GmvU7cPcOGjH9AdPAfgtskVVqtVuZjQWtJolPc7PnL1Mtj97HnE5f6Kr01X/KZtDcnLy1OSCaPkE9TjRLVu5qiQieEg4XLhDfn09PQauxmclpZW+MSAzUrkmnn45Oc4dfs+umwi/jsf/jcdirt1IOt0OiVZIIbDBOD8zlUtOcTyF1B4rDiz08UxTaEsy/j62mjQIK9aT9iXRpIgNjYfrb8FKLz4d2ZdYjAYlONCCr6MpHV+Yq6k0aMKL0ya0+l0bnfT3nFOxmbDf+kSVE5OYJGsVvyXLkHKycFutzs9yclxHNrtdlQ52QQtX4hktTht+wD+OzajOXIAKEzKs1icu/3U1NTCxCeLBd9vv0PKd25SrASof1mHdLbwnHz58uVa6zhwNrvdTk5ODhcvXiQ+Pp6zZ89y/vx5UlJSau0JtMowGo3Ex8criT3Zcj5H5Qts5Rh7+ZuDnOcA8WznBLvkUyTIqVhkKzabjUuXLpGcnOx2SYHeSmmf2Gykf7QIW4bz62r9tsPkrdoO1Ez7xHFNqzp9Bp/fNzht2w6SxYJm0VIoKCjWHnKWrKwsJZG3geYwfirnJ/UGq9Oo6/M3UJjwWFujbQpls1qtmEwmTCaTx56bvInJZFJuckbkHiI8v3qjCZYmtOAsdXL3A4V1YW3cYPIkRetzv0t/E7r1J6clazoEHdtN4KHC81FqaqpbXkNVhizLyvQWZrPZLfueBM9iMpmUUYr3Hc7m4HHnXxcW6G0sW3MZq9WOyWRyeuJxenr6/37bdhpqD+Grcv7vPMovgRCfwv7qmmgnX7lyBZvNhtpupGHmb6hl5z4sFGK8QL28PUBhcqs7P5wqXLsc52hnPVzhuN6u6XP/pUuXeOGFF1Cr1Xz33XdlTsHkUHSE2MDAwDKXc4zE8+91rr/+enbt2kW3bt3QaDT4+PjQpUsXdu7cyT333APA8ePHWbhwIe3atbvqaEK1yVF31lZbyHGd5Mw6u2nTphw6dIj7778fKLw2K7p/rFZriTrW8X5V9nd0dDR79uyhZ8+ehISEYLfbufvuu1m3bp0yRVhaWhpTpkyhcePGDB06tPqFFAShytwmwWfLli2cOnUKgBEjRpR4Pzw8nNdeew2AJUuWiE75fzGbzUqj5cr8TehPJdXYZ13+ah2GhFRl7nJnSUtLw2KxYCswkvDBMqihfWxJzyPxk5+AwqlBnJlk4bhhZEhIJenL35y23WLsMgljvsdmMGOxWNzyKdkrV65gtVpR2Y00yNuIWnbOhY2vvYAGus0g22s0scRqtSo3V0LkJKI45ZTtSvwv4UQujLsmbgYbjUbl6fWQvevxzazeMMFl0aRfJnj/JqBoB4frOUZeAgiSrxDGhRr7rBCSCJYL69rk5GSndXjm5OQoN8bq19dRU1OWS1Lh9iVJVuZPdoai+wDfAqTgy07ZbmkkbRaStjBuRyeVOyjakei7fRvq5Jr5DiSTCb/Vq4DCp3KcOQpOTk6O0kgMWPsjksn5o6ZJgPb3NUh5udjtdqfe1DYajcqT0+p1m5DSauZ8IckyPst/ApMJi8XidgmPV2O320lNTeXMmTPK9KWOYaX1ej0ZGRmcPXuWCxcuuM0Ne5PJpEyPaJatHJMv8hfnSCMXeynTMBowc44UdnOGtP9Nl5mVlVUr02Ve68xmM+n/qwvzVmzFfLbmzge5i37HcimtRtonVqsVDEY0Pzr/ZrCDlJ+P7+o1QGEHm7OmErZarcqNtHD1BQLVNTeiRB2f8/hLOQAen0RnsVjIy8sjJycHnU7nMdP7OZI1z58/z+nTpzl79ixnz57l1KlTXLhwgby8PI/eL57M8ZvQWLKpm7Onxj4nKudP/MwZxT5TKOTob5LMJsI2rqjW1M3lCdn9G+qcjOJtIg/j6Gc6c+YMZ86cIT4+nr///pvTp0+TnJzsttN0C+4vJSUFWZbJzjWzYUfNjeySlmli697CujAjI8Np/VUmk0lp70VpzqFVO+d6rTQxfidRS4VJus4cBafow1HRuTucNnLPv0UUHENrKrwmd8cRlwXB0YfrrGPTsZ2aTIa12+385z//ITs7m/fff5/27dtfdZ2i7RiNRlPmcn5+fqWuA3DTTTfx22+/kZ+fT35+PuvXr+eOO+5Q3h85ciQ2m42pU6cChf0A7733Hg0bNsTPz48bbriBBQsWVLiczlLb9Y7j85z5uYcPH+aWW25h9+7dTJgwgaSkJEwmE4cPH+bpp5/m8OHDPPbYYyxevFhZx7H/qrq/4+LiWLFiBdnZ2RgMBnbt2kXXrl2V9z/88EN0Oh0TJ07Ez88PWZb59NNPad68OX5+frRo0YKpU6eKxHBBqAVuk+CzdWvhqDCNGjVS5gD8N8ecg5cuXeL48eO1FpsncAwbb7qcSfI362v0s2SThYsTfgAKbyg6o3Fvt9uV0VKSv/7dqVOLlSbzv/vJ+7PwKVNnDZ1sMBiUm18Xxi1HNjn3CYuiTJcySP76d6Bw37vTCVOv1//TWCzYi6/s3CcHtdYM6hiOAoWJJTXR4Z6Wllb4NItsIoZDTr2ZIwGxHECSC6cWcvbQ3Y7t+WRcIeivrU7d9r8F79+ET1Zqsc91tby8vMJMedlODAdr7EYcOPblISTZhs1mc8oIMrIsK99lWKiRoMCaq0cA/P1t1IksrLccc+tWl8FgUJ4YVoWdR5JqtkElhV4AyXn7wBkc52QpMwPN1i01+lk+8WfxOXwIKPwdOmMfyrKsJHxpDh/A9/zZam+zLCqTkYB1PwOFnY3O6nx1/I6k5CuotjlnqsyySFnZqNcX7md3OyeXx2q1kpCQQHp6OjabDYtdZk+yge9P5bH4RB5r4vNJ0xeeY/Pz80lISHD5b8wxJL7NZsMkWzjAWVLJqdC6Fqwc5SIX5MKEk6ysrGJPKrkLR2KBIwndkzvDs7KykAFrShY5SzfW6GfJZiuZn/+T8OiM9onNZlPaJ74bNiLl1uzxoj5yFNWZwvaJ4zxSXdnZ2ciyjBoT9XxPO2WbZZEkmVjNMaAwydJdkgIrIz8/n4sXL3LmzBkSExNJSkpS/j8pKcmtR0TR6/X8/fffJCUllfrd5+fnk5iYyNmzZ8XN+VpmNBqVpOmYzK2o5JpLGJOwE5OxGSh+TX6tK1qfh+xdh4/O+aOLOqisZsK2rAScdz6qLY42wN9///1PgmsRdrudrKws4uPjlSmKhJplNpvJzMwkNTVVGQXaU68NTSaTksD869ZUzJaaLcfO/ZmkZxa2LZ3VX+W4PtNIBdTRnHfKNsvio7IQ7Vc4VVdubq7T+j4d7fwg40VCDPFO2WZpJGRic7aCbMdsNjsteV0QnEWlKrwtKjlpyHTHdhzbrQmTJk3ijz/+oF27drz//vsVWker1Sr/NpvLHq2raF9ceYkh/7Z582bWrVtH9+7duffeewEYMmQIkyZNQqPR8PTTT5Oens6gQYOYPHlyhbfrDM7at5X9PGd9bkpKCh07duTChQssXLiQ0aNHU79+fTQaDTfddBM//vgjAwcOxG638/LLLyvnOsc+r4n9febMGebOncutt95Knz59ABg3bhwjRoygoKCAp59+GpvNxsiRI3nllVeqUmxBECrBbRJ8TpwonH+8TZs2ZS5TNPHn2LFjNR6TpyiaHJP2w05kS82PYKDbH4/+78KnkZzRAZ3zvylGbIb/Z++8wySpyv3/qc65Z3py3NnEsmRByVGyCAKGi4iCCniNiMrvelW86FVUhCt4UeACIgiKShQkg2RYctqcZnZy6jCdu7qrfn/UVm3P7uQO0wPn8zw8zzLdfc6pOlXnnPd9v+c9aYZLcKzVRAze/gygBRSnmvBmij6Jxt7tIvZGaQ09gOG7XiSXTBs7NSsF/XlwyEP406UxFmsTb2JWktrOn1BxnXO5XM64n3WswULxM9PYiVODFjAvlqgCxrfd89azSGppHW6SksP9thY4D4fDFZE9RX/+fPRio/QObQtp/HSPq7sQksmk4QSuqSmPQz4QSAEq2Wy2KE4X4z7Yoki20qdilsxZI4tPMd+nuZI/J1tffgmpDO+F9YXnAC2AVIxATiKRMIw9x0vPFFzedFjXr8EU1PqwGGN6/lhoeu4lpDI8E6aXXoXtRxdU0pw8GYqi0NXVRTKZJKeo3Lsxxvf+NcyN74zxRFeSp7uT3Lcpzn8+O8pVr4XoiWZRVZXu7u55dc6OjIyQSqVQUHmLrSSY/fptE/0Mbs/k09fXVzGZOZLJJNu2bTOEBd3d3XR2drJ+/XqGhoYWXBAtfyyMPvAilME+Sb+9mcyW4tsnpNKYX32t4PKmQwIsz78IFMc+UVXVuA/Vlm7MUun7wGkaw2XSbKJiiZTKgaqqDAwM0NnZaYxx6XSOyJiMLCuoqko4HGbz5s0VeV3xeNzIbJZVVF7qTXH5SyG+8fgw33ximCtfCfP6QBpFVclkMmzdunVBiQ4WOvozY88M40qVLtOyjisziDPVP67uDzr6eC6lU7jeW1Xy+uzdG7EMF28+KheDg4NGhpVwKsf9G+N8/5lRvvbYMN95aoRb3xujO6qtmyKRCF1dXQtufbJQSKfTdHV1sWHDBvr7+xkeHmZwcJDOzk42bdq0IOyNndHXhaPhDBu2lOa4+nwUFVa9rdVZDH9V/to2YNuGqcQbmQB8ln7MUnrcmq4Q0um0ITitib1d0g1xAPZcBG+qE1hYY6Hgg4GewcRisRSlPPP29Ov5mVGKyapVq7jsssvweDzcfvvtM253/hFeU/kL8zcI+Hy+GZWtqiqXXHIJFovFEO+888473HrrraxcuZK3336bP//5z7z11lvU1NRw2WWXlTXrtdVqBXb0TanRxV16vYVy5ZVXEolE+NCHPmSIaSb6jtVqJZFIcMcddwA7+rzY/Q3wH//xH2SzWa644gokSWJ4eJhf/OIX1NbW8tZbb/HnP/+Zt99+m913350bbriBd955Z8ZlCwSC2VMxAh/9LOy2trZJv+Pz+fB4PAALNtVtKYjFYuRyOZS0zMi9pXdW6Az9dUdgv9CAqm6cjv7zdXLR8gS1w8+tId2vGWeF7khXFMUoQ78vpSYXTTL6z9cBKsa4z2azxn0IpNaWzFg0kaMqtWOHczED+pGIdlSMSZWpoqto5e5MgC2gKkUTVYDWdlVVkdJJnOvfLEqZ0+Fa9xpSJoWiKPOeCSGTyRjOigCby1avXlcymSw4+4j+LjudMk5neYLOVquCz6cFEQsVV+SPhZK7dCm3d0avK5VKzXvAamxsTHN0ZzJY33ijLHWa+/owbdsGFGc+0J8DS9cWzMOl70cJFftrLxt1Fzqm62MhyRSmN94uRhOnRUqlML2u1VUpc/JUDA0NGeKea98M88DmONEJdtGqwOqRDL9YFWRLWMsopmfQKTeKohg7TrvUIaIFiDjX0UNGzZLL5SrC2Tw2NsaWLVuMeTQtK0RiWRRVE18ODQ2xdevWihDSzhTdPlEzMrFHXylbvdEHtKNvimmfmN94Ayld+GaAmWBavwFpNDiu/rkSj8e1rIaoVJu3Fd64GRIwa+vnsbGxBfPMDg0NGeNL57Y4f7l7G7+6Zh1XX7eBK367jvv+2cPgkLa+6OvrK/oGg0KQZZlt27Zpx9PFsvzns0FueHuMDSGZmKwSzai8N5Lhf9+I8F/PhwgmtayHnZ2dC6J/5lu4XSi6OAwgMPZOyYOpOtVRzZmu27YfdPQ+cK17DZNc+qOlJcDzzgtG3QuhD0KhkDEOPt+T5HtPj3LvxjgD8RyJrEowpfCvbSkufS7Ibe9FUVSVeDy+IHyzuVwOWZYXzHiSTCbZsmWL4SeKxLJs2BanZ/s8lE6n6enpKeqxTaUmf3PeK2+HSnRA3q68tSZCOqOgKErBfrdoNKoJBclRZS3dsbP5mCSVaqsmDC2mnW+TQ7gy5bmG6oS2oTsWixVlc61AUCz0LCcmk6lgAYjZbDbEHfkZc4rJ9ddfTzarnQZw2GGH0djYOO6/iy66yPhuR0cHjY2NXHnlldjtdurq6oAd8deJyP+spaVlRm26/fbbefPNNzn//PNZsWIFAA8++CAAn/nMZ4w4bmNjI6eddhrpdJonn3xydhdeAHpflEvgo9dTrGfg5Zc1P+lhhx026XdqamrYa6+9AC27DuyIrxe7v5977jnuv/9+TjrpJI499lgAHn/8cTKZDKeccgoNDQ2AJjD67Gc/C8BDDz00o7IFAsHcqBiBj+7QdrvdU37P5XKN+75gh+Iy9tZWsuHSZ0vQCf9Ly6KkKEpBQW1VVQ1FqV5mWcgphJ/RjnorNIV8KpUynAXhp8qnTA09oQUTk8lkRTiNEomEJjBRZXzp0mYxqkppixZZlotqJOpGv48ezJROYGEliYfBcXUWiv4cOzrXYcqWKRCVSWPfpomt5jsFvHEslJrBxUjZ6nUSwrL9KLpCxxL99z5v6R3P+Xi315dMJgtyfO4YC1UkR/mCX5ItAWbN4Tnfz6Heh+Ytm5FS5WuLZU1x5rP8Mqxryzcn29Zoc2culyt4TNefAWn9RqRMaY+5y8f07mqj/koOIOjHKwDcuynG28PT3+9kVuWaN0Iks8q8ZSnSg5Q5VaGLoYLKksnRg5ZlpBiiskJIJpN0d3ejqiqDwTS3P9zPT27azC9u3covb93KU68FyeVUI8NPJT9b+ejjSGp1J8pY+Y5qSr6kjYWF2ieKohiCUfPqtUVp20yQVBXTGq2+QsdzfSx0SGPYTOWbj7zmIUBFVdV5F93OhGQyaewkffWNILf+pZMNm6Lor1o2q/L2exFu+tMWNm7W1uyVlP1rdHRUy1yXynHFK2GGE5OLdrqjWX79SpikrG0yqCShUj6KojA0NMS6detYvXr1gs1kBtraWG+3N1H6LL863sQWUNVxvpZyE4/H6e7uZtOmTXR1dRGNRudlDlMUxbgHzk3l89U4ttdV6HxUDlRVZWhIW1u92p/i5neiZKd43Z7aluTOtVoGlnA4XLFB+3g8zpYtW1i7di3r169nw4YNRTvSuFTkcjm6urq046djWW57qI9f3baVPzzQx7V/7+aqOzpZvT37zfDw8ILYWACa304Xla7bXL5soOmMwtZuzU9eLF+N2xzELJVvDeCzaH7DTCZTsDDX8DeltpRNcOpO92BSdvibBIJKwW6343A4jH8XWhaAw+EoWQYffe5Kp9MMDg7u8l9+rFT/WyymzRc7C0AmQv+spqbGEGpMRSqV4kc/+hEej4fLLrvM+HtXl7bZo7W1ddz3m5ubx31eDoop4pqOUoi8dOH1dDaQnjFIX2/Opr8lSZryRJ18LrnkEkwmE1dccYXxt0rqb4Hgg0jFCHx0B9l0Z/7pk2SlONQqAX2BHF/TXdZ65ZExMkORcW2YC+l02likxFeX9xoS2+9ZoUaG/vtU5xC5WPkc2Xr7VVWtCKeR4TjLjmCitDtCbcoYZiU5rt5ioAciXBTnjO6p0OsoVvBDvw/WofK+R7ah4rxHhWI8f4TL5qzQcRIa14a5kO/8LVf2Hh2nQ6svm80WNL8a129JIZnKvCvcGh/fhnlCf59NfeXZEadj2r77Ij+QNBfyBTaWvtIfI6EjjYWR4przoVhzsqm7vH0gdWs7mCtlTp4MfSd5Oqfyr20zv9fRjMqLvdrzPR/H4eli2CHCZCk8yNu3fQ6WZXle+2t4eFgLrAUzXHd3D+9tiaG/wmPxHI+tGuXPj2lHrcTj8aKI+MqB/h5mNpZvHAHIBaNkR4trn5h6yjye9+wYzwt5zwyBj6mwTKWzxSTlsEvFGc/LgS54HBhM8tDj/ZN+L5tVuesfPSST2XFZWeaT/ONCHt2aJJSafmzsj+d4pnv+xvLp0I+QHBoaMtaksiwzNDREV1dXxbV3Ogz7LDuGRSnf+2BWZWyy9mzMh9BudHSUrVu3EolESKVSRKNRurq65iXjSP71W4fKNyeZU3HMY9r4UuljYSwWQ5ZlFFXlb+vjM8qu8nhnkpHtgsJKFAvGYjG2bt06bt0kyzL9/f0VnfkmFAqRzWZJZXL83309rNkaR8nrkOGwzO0P97NmqzbPjoyMLIhxUX8HkqkcwXD5NmAA9A0WZyOQsa4yl3ddZTdFkbbbPoVcQ77w2iEXtlliNkiAQ9aE1JU+Fgo+WEiSRCAQALR45FwFIGaz2Yhn1tTUIEml8Uj/8Y9/RN0u3p7ov1tuucX4rr7pTBfeHHPMMQA89dRTk84ZTzzxxLjvTsdvf/tbtm3bxiWXXDJOEKTfx539FvMhBrZarUUTcU1HvsirWEd06aKZF198cdLvpFIpVq/WNhsuX74c2NGHL7744qT+I72/DzjggBkd0fW3v/2NVatWce6557L33nsbf6+k/hYIPohUjMBHVzZO9/LrDvjphEAfJPQFemJteYP6+XUW4jQyAgCDYbLB8u3kgB2iqEKD2vr1x9eWN4iRDcdJ9wXHtWE+MYzFbOmzp0h59RTLSNRTXcIOwUYp0esoNIAD4wPKtjI6LgGsg1p9xbiOQjCevzL03c44KNyBnh9MdDjKK/Cx23NI28+QL+Qa9N9K1vJlk9ORbPFxbZgvjIwPU6RCLQXmvPT4hYgVjPunKJgHypdyXwLM/TvGkrmSPxZKPeU9MkCKxSBcuLCg1OjH6L3clySZnd2Y/a9tmtGeTqfL/q7p9YUpjsAlhUxa1eb8+eovWZaNnXaPvTJKKjNxcH71ljhberXrroQjxWaC3l+ZTeUdCwEyG3cIZOaKMZ8FQ0hlFlXpAp9i2SfOMgt8YIeoaL7n5OnIz0j2yhvTv1uZjMJb72rfr4SAdjQa1Y6eyak81zPzcUwXd2YymYoTDUYiEeLxOKqq8sxLw/zhzk6eW6XZfPF4vOCjtcuNYZ+kh8tetzOjBXDLPcfpIgqA3p44Tz7ex5btGTtGRkbK3h5jbR4expQp75ikC4oqfSzUx7N3hzNTZgHLR2XHWFIJ42E+qqoaz+DQUIrb79jCDf+3gXfe0do5MjJSkWJ8VVWNdd4rq8cYjUwshFGBR1/esVmsku0OHf0d6B8q/7vQu13gU6i/ase6qrwnCpgkFbspOq4NcyGTyRgbgZxy+TJea/Vpc2Clj4WCDx7V1dU4nU4kScLtds9anJP/O6fTSVVVVWkaWiBnnXUWJpOJLVu28Oc//3mXz1etWsXjjz8OwNe//vVpyxsdHeXyyy+nqamJ7373u+M+W7RoEQBr1qwZ93f9/zs6OuZyCXNiZxFXqcRXkiQZsepAIFC0ek477TQA3nrrLe67774Jv3PFFVcQj8cxm8188pOfBOATn/gEbrebRCLBb37zm11+09nZyZ/+9CdgZv2dyWT4z//8T5xOJ//93/897rNK6m+B4INIxQh8vF4vML3zwUgnOQNl4QcFPUWnPFz+Y8vkkbFxbZgLuoGhl1VO5JEdgqJCMx4AyMPldzgWow+KhR6EsObKE9y3Klo9xbr2/CCKtUgBxKnQ61BVteCU8/n3wBQv77tkTmj16bsG5gv9Hlgov9NAr7MYY6EkqVgs5b2PkgQWi1Z/Iddg/NY8D0p9kzy+DfNA/rssFenovZkipZIgF34P9N9KqSRStry7K03b71mh75ExDo2Vtw9gR79X8jEiupB18xx2z/bFcyRk7drKmU1TVVVjE0C8iGO8XtZ87S4yRDCyYuzEnoy3NmrPVqUF4ydDf49zo+Vf3+eCha+Njd+WeSyH8fNHMewTi1T+IKZeZyXYJ1ORyWSMOWPdxpn1tf69fGH2fKGP511jWWLyzNsymMgZQXy9jEpBF/C8tTrCUy8M09WT4Innhnh3bWTc5wsF4z0sk32cjzmnzRflXpPofRQdk7n9ti2senmEO/+8lYGB7ceylzn7ld4H5lj55yNzvHJ8NVOhjwNrRme3Hlq9/fvZbLai1r7pdNoQ8Nx3fzednXGGh9M88GAPoZDW5vyjTCoFRVGMNenb08xJg8EMA6PaNS6EtaH+DkTj5c/GH0todRYyZ+fb+RbTfKyrtOeiKGtbyj8nWbbPR5U+Fgo+eEiSRGtrq3GEk9frnXEmn/zvm0wmWltbSyYgKZTly5dzwQUXAHDhhRfyxz/+kWxWy0r6z3/+k9NOOw1VVTnuuOM4+uijpy3vv//7v4lEIlx22WW43e5xn5188skA3H777bzwwgsA3HfffTzyyCM4HA6OO+644l7cNFRVVWE2m5EkCZfLVZI6XC4XkiRhNpuLKvK68MILWbFiBQBnn3021157rXHs2ujoKD/84Q+NLE3f/va3WbZsGaDFzX/0ox8B8F//9V9ceeWVRsz9xRdf5PjjjyeZTLJy5UrOOeecadvx+9//ni1btvDtb3+blpaWcZ8de+yx2Gw2HnvsMe69914AXnjhBW677TYAPv7xjxd4FwQCwVRUjMCnra0NgN4pdrxHo1FjENt5MPmgkm+gqLnyG9Tq9oO5CzWUANR5cAioecbFgr2GIvRBsdjRhvK0RVJLee3luIYdz0sxr0G/L2VDKc11zBa9bqlMz18+xahzvt9hPYNPMcbCeaEI7S+UcXWX+z0E410syj2Yj/tYzPYD0nwEGnKVMydPht42eY63R95+TsB8BXKUIo7xxSxrTvVvv4dpWWG625lMVf6zpTOujfNgnxTjPTTWFPPxnBd5XTWf66JKf17z2yfPcFDMyJWx7oW8jTLK7Nsx32P5ZOjBv5Hg+ADqcHBhiMYmZz7ew/mZN/Q+CgbT5HI76h4eKnxDxFwwrn+hr81LiN6+zCy7Rs7r30q6xvxxLZg3lqgqhEKVO5bktzuZnv551b9TSfd+Mgyf6Ty0VVGK+5y+P9ZVZd5QNk/zkUAwE+x2Ox0dHeNEPi6Xa1Khj9lsxuVyjRP3dHR0lPwIqEK58sorOfLII0kkEnzxi1/E4/Hg9Xr5+Mc/ztDQEHvttRd/+9vfpi1n8+bNXHfddaxcuZIvf/nLu3y+zz778MUvfpF4PM7hhx+O2+3mjDPOIJfLcfnll1NTU1OKy5sUk8lEU1MToGXxKdbxWTpWq9XI3tPU1ITJVLxwu8Ph4OGHH2aPPfYgmUzyzW9+E5/PRyAQoK6ujssvvxxVVTnvvPP41a9+Ne633/ve9/jMZz5DLpfjkksuwe/34/P5OOyww9i0aRPNzc08/PDDWCyWKdsQDof57//+b2pra/n+97+/y+e1tbX88Ic/RFVVzjzzTNxuN4cffjjRaJRvfetb7LnnnkW7HwKBYFcqRuCz1157AbB+/fpJv7Nu3Trj32Jw0JAkyVAHmxzlP7bM5NTqLGTyms/2m/PqLERlrV//Qu2DYqG3QZWmXhwUC0Wyjqu3UPKfAYXSX4PCjkVloSr//N+rlvI+h6q1OO9RoejPgcLczk0uBL3OQq5f/62qzpe2YvtYXITxHHUexqPtdc7nWDiu/4tsNE6HqqVhAorTh6rVWn7X5XajuBjvEYBqK28fALC9zkrduQU7zsj22Wb/nFgkcFlN48opB5IkGc+1rYjzs17WfI0bujPF67Lg90x9XS319nG/qWTy7RPJUf73UHIUzz5RyzyWA8Y4kt+OuaD/VlHnYV20vc5KsE+mIn8cq6me2fpZ/17+cz5f6O2vdszuPpsl8NvLP5bPBIfDAcC+e1Zh2z7f2G0m9t3DP+7zhYIxlpTJPs5Hr7Pcz6nT6QSgrd3Nog5tV3d9g4PdVvjGfV4uDB9FmW1k2GEnV/pYqLcvMMuxJODYMX5U0jXmH8Ox334B4+/V1Tba27VnshLHkvzxuLlu6kCxxSzRENCer4WwNtSfD6ul/M9Jfp3FGA/nZV21PXxTNDu5zHNSsX23AkGxcblcLF261Diuy2634/P58Pv9eDwe3G43Ho/HEEnY7XbjWK6lS5eWLDNMMfF4PDz55JP87//+LwceeCBWqxVZllm5ciWXXnopL730EtXV1dOW85//+Z9kMhl++ctfTmpH3Hjjjfz0pz+lvb2dbDbLnnvuyW233cbFF19c7MuaEX6/3zg9xu12F23etFgsRgYjr9eL3+8vSrn5LF68mNdee43f/va3HHHEEVRVVRGLxWhoaOD000/n4Ycf5pZbbtmlLywWC3feeSd/+tOfOOqoo3C5XKRSKZYsWcJFF13Em2++aRyvNRWXX345wWCQSy+9dNITdX784x/z+9//nt122w1Zllm6dClXXXUVV199dTFugUAgmIKKsQKOOeYY/uu//otNmzbR1dU14QDzxBNPAFBfXy8EPnlYrVYymQyOJQ2MvTy5QKoUOBY3GG2YK7rK1dFWC2ZTWXf6OpZo7ZckqaDJXb9+5/byyoZJwtFRN64N84nNZiORSJAyT78gLAZpS7VRbzGwWq1IkoSqqqTxYy3xUU9ptIWRxWIp2NDVdxrkcjnkQD3Wkb5iNHFGZKu1574Y11EI+juQxlv2uvW+LMZYCBLpjBmHvXy7CnM5iWxWMwaKcQ1qtryOewBkrc75HAslSTKMZKWuHnNXV9nqVgM1YC5eH2Kzo/r8SGPlOwojV1s/vg1zQE+Lm8vlUOvroKd8Y6FqMqHW1gLFm5dKgdPpJJVKcVCTg8e7ZpfS/4BGB1aTFtQud2DE4XCQSCTw4mSEwo9VkJDw4DDKng9cLpcxZhyyt59HXhqd8Hs2q8SHV2rzTCmcRqVAt0+s7Q2k3thY3rrb6o02zBVjPqurRZUkpDIqb5X6euPfhVyD1Wolm82SVj3FaNas0OusBPtkKqxWK3a7nXQ6zf77VvPwEwPT/mb/fTX7w+v1zrvAR3coN7otLKu2sik0s+O2PtRgx71dPFNpAYmamhpCoRD1NXa+fcEyuvuStDU7cbs0Wz0QCExTQmWhjyVpa3ns43zS1sC4NpQLr9drvFef+/xSYlEZj1cbCywWS1GPLpgJ+jiUDdSjAuV8a7OBwv1l5cDtdpNIJDi0xcG9G+PMNCnY4a3a+kk/mqJS0J+zUCjESSc2s2ypl3g8y+67+7BYTFgslkmDVPOJyWTC5/MxNjbGIXv5eW/z5Me37rPMg8uhHTmiBy0rGf0dqA2U30aqq7EZbZjrc5pv56cVD25CxWzitKQVbV1VyHie/9u0pRqnPFxwu2aK7rut9LFQ8MHGbrezZMkSwuEwo6OjpFIpTCbThH5uh8NBTU0NVVVVFTP/nXfeeZx33nlTfsdisfCNb3yDb3zjG3OuZyZZfsxmM5deeimXXnrpnOspJpIk0dLSwtatW0mn03g8HuLxeEFHFVutVtxutyEIa2lpKdmz4HQ6+eY3v8k3v/nNWf1OkiTOOeecGR3DNRlXXHEFV1xxxbTf++pXv8pXv/rVOdcjEAjmRsVIpw8//HDa29sB+NnPfrbL5+FwmGuvvRbQBoxKmTwrAX0HlHuPtrLWK1lMuHZrHteGuaD/1uSw4VzSWJS2zRT9ntnt9oKECfo1uHZvLUq7ZopjcQNmp31cG+YTvQ0pS23J61IwkzIHxtVbKCaTyQjyJakqSplTkUQzcvUdAoWQH2yV68s7FmTqted+vp9B4/mj/A70VF5fzhWLxWIo7lPJ8upvk6kd9RUS6DauP+MuexYiVXaPb8M8odefK/NRonp9ZrO54KC2Ph9mm8o3p6lmC7l6LQhSSB/qu6gA1Lby9oHaUG9k3pjv53Aq9ODokiorHb7ZjTUfbdeuy+fzlX23sH5P6yhOQCaAB5NkGld2uZEkyeiPI/arZp9luwoxbFaJs09owuO0IEnSjHbVVQL6PbUtL+/aGLMJ25KmcW2YC8Zv7XbUutKva/NRWrWxy+FwFMU+SSnlFYWp6o46K3kshPHv4L57VVEzTeBx8SI3Szq097QShCYOh8MQ6By/aOb3+rhFO8bySgu2ORwOWltbkSQJt8vC7su8uF3a+NfW1laRWTemQm9vylaHWkZpiQokbZpYsNzvoSRJLFq0yKhXF/foR2CUO2uUsS60O8n5yzeeq5KEXFe4v6wc6GuLGqeZ/RtmdsRIld3EAY3ad8t93MZMaGxsNESQy5Z52Xffaux2M2azmUWLFlVsJhF9blna6uKYAyZe8zXW2DjlcG2jn9/vXxAZfIx1fMCO1VJef35zvVZ3ofPHjnVVecVhsmIjqzrGtWEu5PsJUta6orRtpuj1VfpYKBDo9vbSpUtZtmwZLS0t1NbWEggEqK2tpaWlhWXLlrF06VKqq6tFfHIBYbFYjKPUJEkyMjPNtg8lSTIyOunino6OjgUxFwsEgvcfFWPRSJJknBV40003cckllxCJaLvGV69ezQknnEBfXx/19fV861vfms+mVhyG42SfjrLW69q9FZO98ECWxWIxJkHPfouL0raZotdXqJGh/97ic+Fc1lRwu2aKd3v7LRZLRThn9fuQsVSRNpXW6I3bWqAEgTm9rCjNRStzIlQgRuEBqHyM+9/UUZTyZkqmWXsO59vhrl9/Gh85yvc+KJhJUXggK1+YkEiU933W6ytWMBHVAtnyPQ+qKkGFCHz090Bp7yjrEVfK9syHhQoG88WC2fbyzcnZljYwa2uBYs3Jakd7we2aDepirb78dU0l4nQ6jXt01u5eZupjP6jJwfLtR9PMRyBH3/Hvk1z4KDzjRBtakM/j8cxrf9XU1OB0OjGbJM4+sYmvntnKwXv52WeZh5MPreU/Pr+Y3bcfcdLU1FTRz1Y++jNmXzl92udiYlvWglQEoV2+6FaZQerqYqIs0saSYgWiEkpVWUW3GdVFDtu4NlQyVVVVWCwW7HYzXzirg+bGie/7bsu8/NuZmoje6XQageP5Rg8GH9Ts4Jj26e/36cvd7L49m0EliJQmoqqqihUrVtDY2EhNTQ1NTU2sWLFiwWQwy8dYk5ispGzlE5dkrNUo5vnLUmez2ViyZAlLly6ltbWVxYsXs2zZsnlpi9VqNcbzdHNH2eqV61pQrZWzGWsqbDabkdHm3L28NLmnFmE5zBLf3N+PxSRVbDYcs9lMR0cH7e3tVFdX4/f7aWpqYrfddqvo/nC73caa98SDa/n3M1rZbzcvDQEbS5qdnHF0PV//VBtuhxmLxUJDQ5mziM8R/d03mSRam8p7/9ubtfqKZWMmcuVdVyVzVQBGILkQjGuwlc9vnTU5SFuqxtUvEFQ6ul+surqaxsZGmpubaWxspLq6GofDIYQ9CxSr1crixYuNzHc2mw2/34/L5ZpWgG42m3G5XPj9fiMjmtfrZfHixRURkxMIBB9MKkbgA3DWWWfxne98B4Arr7zSSHW311578eqrr+L1enn44Ycr1hE1X3g82i5CR0c9ng8tKVu9tacfrNXrcBQcbNCvofb0gwpu10yx1vnwH7ZyXP1zLmt7eneA2jMPLrhtM6X2zEOAwttfLJxOp7HICTlXlrSuoEMr3+v1FnUXoO5MSUo1Jc3iE6eBjKT1W7Gc1foCNdO8GDlQHkdPpq4FuaFtXP3zhdPp1MQpkkSY8gXjwrSjSlp67EKPOdDf5XDEjlKm0wpVFcJhbfwqNFhltVp3HGuSqJ/m28VDTdSAWpw+KBT9PVAaG1Fay5O5QrVakff9EFCc+cAYS/bZH7VMu6wzHzoQYEaG9XTo90DtaEdpLN9zqBx4wLj6K5n67UcA7Raw8Y39q7Cbp3ZQfaTRzpf31oI3Ho9nXpyz+cKkFbQUlAehFh+1knY9873r3GQy0dHRYTw3i5qcnH5UPWef2MRRH6rG7TQbKaUXkg2kX4+1tQ77nh3lq/dEbSwp1D7Rd/UB5La/2+VA9XhQVu4OFD6W6HN6DjsxpXxjYTinrQvz1wSVTH42B5/XygXnLuW8szv48H7V7Lm7j4M/UsO/f2kpn/1kO3abtvu9vb29Yhz7fr9/XGD+7JUeAo5d3TwNLjNf2tvL6cu156K6urpiREoTYbFYqK2tpampiZqamgUjbtwZq9VqBLbDnvIdMx/aXpfNZpu391DfvFBVVTWnHdLFbIc+nib2LJ+vJrGn5tsqhr+sHDQ2NmKxWPDaTPzwkGoOb3Vg3WkokYA9a2384JAqllZrwaxSHklRKJIk4fP5aGlpoa2tjZqamrJnkJot+ppP90t1NDs56/hGLv7sIi48o5WD9vRjtZiMIOVCCSrqgVGA/fesKlu9zfUOmuq1MbjQdZX++7TiJVnG7IghudWov9B3Tbfzx5xLyEmFiYVmSti5O0gmzGazEPgIBIJ5x2Kx0N7eTmtrK2az2RBP+nw+/H4/Ho8Hl8uF0+nE5XLh8XgMe0vP/mM2m2ltbaW9vX1BrPEEAsH7l4oS+ABcddVV/POf/+Skk06iqqqKeDxOW1sbX/7yl3nrrbfYf//957uJFUd+au76fzu8LHWaPQ5qPv5hoDg7//TgimfvRbjKdNRY3ScPRbKYi7LjKD+9e+1pB2Jylt6J5t6zHc/emohhvoNTOvn3IWzfjaxUmh16KXOAuE17Tood7HI6nYYTdoQVRS1bR80r2+PxFLwLR8flchllxfc5rChlTodej8PhmHdj3WQyGenFgywtS/YUFQihCSurqqoKdhjqKV4VxUQkUp4drrG4lUxGM0gKfZ/yxwA1Xqdl1ikDalw73rESUpTnixDkgw4pS53ZffaF7Zl7inF8j/4cqm4PmT32KUILp0ZxusjsuS9QnDE9fyxUDi2PcFhpa0FdpM1LlTInT4XX66WpSdu5uU+dnV8cUcMnlrmpsu8wDUwS7N9g57sfruKr+1VhMWm72Nra2uYtkKO32S+5WMrcdp46sLKSHY7yShBk6QKDJUuWUFVVhc1mw2Kx4HA4aGhoYMWKFQvmaC6dfPvEe+qhZalTcjlwH6vZisW0T5SODpTm8ux0zh74YdiePahQ+8RmsxmBnGC2PMJnRTURyu5Yo1dq0HdnnE4nS5YsMWyARW1uTjmxmU99oo0TP9pIQ92O4ODSpUsrKqAqSRKtra1GX5+w2MWVx9Rw0QF+Pr3CzadXuPneR6r41dE1HNmmrU+qqqpobm5eMP2z0NHHo4hnd3JS6f0EimQm7NnDqFv0847xPNOyBLm29OO5YrOT2H2Hv2wh9IHNZjOOmPDYTJy/j4/ffLSWL+7l5czd3Jy90sMvjgpwyYFVtPusu4w9guKhi3wWL16M3+8f9/w4HA6am5tZvnx50fxI5UIfC/fazYvLWR6h1Uf21dbPxfBX5dv5oUx5MsVmFCexnHa8VTHWtn6/H7PZjCpZCLtK4+/MRwVCbk1wWl1dXbFH4wkEgg8WkiQZGUObm5vzssyZjE38DocDu92O1Wo1xi59Dl6xYgVVVVULYn0nEAje31SkxPBjH/sYH/vYx+a7GQuKQCBAIpGg+vj9cN78OMmN/SWtr/Hcj2J22TGZTEXJPqIbSslkkpavnczGb/xfEVo5OZaAh/qzjgCK53CpqqpicHAQi89F4xePpe/3Dxdc5lS0fOvjwHgjsxKorq5meHiYHHYGPIfSGn2qqOWrSPR5jwTAbrcXPTAnSRK1tbX09PQwJrUxpm7DR3HfpxCLiUvaTura2uKlatfFFf39/cT3PAjPW89iCY8UrfydkQMNJFZWluMyEAgwOjpKRvISUduooruk9UVpJiVVG3UXitlspqqqilAoxPCIE78/RSl9IKoKw0Pa7u1iic30sVBVraixJiRvX8FlToWaqgJZGwcqJbtFIBCgt7eX7D77knvuWcxDgyWrS7VayRx1DFAckRlgCF8jkQipo47Htu49JFkuuNzJSB5zYtEC2jB+LFQOOgD1meeRRkNFaOnEqEDu5OOAypuTp6KmpgaTyURfXx9VDjOfWObh1KVuQimFrKLitZlw5W3d9ng8tLW1zevOZ5fLRW1tLSMjI3RI9aiqyhYGZizodGFnPxZjl7TjOipp17megWy+s5AVE90+cR25L9Y7n0LuHChpfb5PH4XJWVz7xOFwkEqlkI8/FtuttxeUOWo6VJeL7OGaGCoQCBQlCBIIBIhGo8SUehK5alzm0o2FoAmJctiLJjgtJw6Hg6VLl5JIJAgGgySTSRRFwWw243a7CQQC834c7WSYTCba29sZGRkhGAwiyzIfarDzoYbx6zqbzUZNTU3FrNs/KPj9fgYGBlCwMeo/gPrwSyWtb9T3IRSzwwheCMaP55HDPk7N/TeWdDyPfuQ4VFvx5qNyoY+Dg4ODRCIRPDYTR01w9J/H46G+vv59tWapNCRJwu1243a7UVUVRVGQJGlBCyR8Pp9hRxx5YA2PPDNU0vpqqmzsu1KzLYs17+l2fiTbRE1uCw5zvOAyp2I4vQyQsFqtRfF9mkwmqqqqGB0dZcTzIfyJ9VjUdOENnYSQaw9ky44+EAgEgkrCZDIRCASorq5GlmWSySTJZBJZllFVFUnSxl/dz2e1WoUNJRAIKoqFaxkIxqGniTNZzSz+788hWUrXta6VrTR9WQtk1dbWFi3QU1en7UqoOnJPak47sChlTsaiH3wKa8CD2WwumpFhNpsNsUbz+cfjWlm6o1nqPnUo/kO03Rb6MRuVgtlsNnbYj9mXELEvLWr5w679SVm0+9za2lqShZXf7zd2ovWzPzLFc+an8TKIlhGjqqqq6AKl6upqLQ27xUro+LNQS7TwVCUToeM/C2YLNputYpzHdrvdcKIOsB8ypdvVlsVGP1qmAK/XW7Sgfm1tLZIkkclYGBwq7dEJo6NOEkltF7o+BheKxWIxdsmqY62ocunEDqpiRglpGZT0NKqVgN/v18RSFgvpT30atYSO2MwJJ6HW1BjixGJRX1+vZZMK1JI85qSilbsz8uJlZD58iFFnsZzW1dXVWoYFm43sWZ8s2VgIoBy4P+rKypyTp6O6uprddtuN+vp6LBYLJkmixmmmwW0xxD0+n4+Ojg4WLVpUEccaNDQ0GOP8YqmBD7MML1OPMyZMLKKOg9gNl6QF3BYtWlRRWTjejxhprC1mai45C8ylGwtty1rwn/VRoHj2iSRJxjut7LUnuf32LbjMqZA/cSp4vYajsRjkH6nXK++DopauD9KKm6GsNhYGAoF5z6g3F/SAaltbG7vtthu77747y5cvH7ezs1KRJIm6ujp222032tvbqaqqwuv14vV6qa6upqOjg+XLl1Ozfc0gKB/5foIR/wEkbaVbK6SsAYartOyFC/los2KTP56nO1aSWPmRktWVaWgntr8mvq+rq6uItdNssFqttLa2smLFChobG43jKnw+H7W1tSxfvpyOjo6Ksbs+COjHgSxkcQ9ogVTd53Do/gHam0vnJ5AkOOPEJqwWU1H9VX6/H5vNhoqJvtTeJc1YHM3WEc62ADts82Kgr5NzZhcD/iOKUuZEZMxehnyanW/4KQUCgaACkSQJm82G3++nsbGRtrY22tvbaWtrM9ZCNptN2FACgaDiWNjWgcDAZDLR0qIt/N17tNH8ldIE40xOG4t/9jkkixmHw1HUYKJ+1iVA+/87A3traY64qPn4hwmc8CFAO+qhmE6v2tpaHA4HksXMkp+fg9lbfIPVsbSRtu9+AtCMpEpMiayfTQrQ6zmSqLU4x66NOvZkxKX1XV1dXcmyJEiSRHNzMyaTiazkpJMjiyLySeOmkyNQJCsWi8UQQhWT/LEg07yE6EeOK3odANGDT0Ru1NISt7a2VpSzqampSXNYSHb6OKAkR3WpQD8fIis5MJlMNDc3F61su91uOKBHR53E4qUJQKdSZkNAVFNTg9tdPDFRfX39dgeOCSW0tCSOL1UFNbwYFNu4574SyG+P0tJK5qOleQ+zu+2GfKh2TF5DQ0NR07Tb7XYaGhoASB90GJnlK4tWto7i8RE/7dMARnaEYpHfB+qyJShHlebYQrU2QO70UwCMYOpCw2q1Ul9fz4oVK+jo6KC1tZWWlhba29tZsWIF7e3teDyeinFm6EdC6GtQv+TmIGk3PswyOqgngBcvTnw4aaKa3WnlSPZgudSMWdKc/IsXLxaBqTKQ/x7al7fiP+f4ktQjOWzUXHIWkrm09ol8+mkoJRI0Z/fZm9z++wHaOqZY4jP9fZEkiYzqYVAu/lgO2tFcvfK+qJix2WzG/CEoP5Ik4fP5aG1tZdGiRSxatIiWlpaKGsc/iNTV1WkiMclEb+0JJTmqS5Gs9NWeAJJ5nD0h0PD5fEaQP3LU6cjVxb8/it1F6ITPgsmE0+ks6nxUbiwWC7W1tbS1tdHR0UF7ezuNjY0L7lgoQWVRU1ODc/vR0mec2ITDXho/0uEfrmFRi7bWb2lpKZq/ymQy0dqqbeZMKlUMZ5YUpdydkRUbfSntaCuPx1PUDXVWq3XHpkzXcsLO4h/VpWCmt+pYFJMNq9VKY2Nj0esQCAQCgUAg+KBTORFZQcHoxxYANH/lROr/7fCilm9yWFl2zfm4lmuB7GIaSTq64Mbic7Hb/30NW0NVUcv3H7EHHT/5LDDeYV8s9ECGJEk4lzWx/NoLMXuKt9vT0VHPihu+htntqGgjST8zXHNimun2Hc+oY885Cy0UzAy4D2LQo+3+8Hq9JXdYWq1WFi1apAVEJB9bOYY4c3fQRWlkK8eQlVyYTCY6OjpKtpvP7XYbGVSih5xMbN/ijgXR/Y8meqAWpKutra24IKnFYjEENzGpmT72L6rIRwUG2JcxSROuFTMQp1NbW7tdwCaxbZuPRLK4u2/TaTOdXX5UVSpJIC7f8YXsQRndragiH1UFNbIINam9k6Xog0LJn5PlYz5K5rDivoe5jsWkPnuOUZf+zheTmpoa7f2WTMQ/dQ7ykuVFK1vx+Ih+/gJUf/W4ubOYeDweQzSU+8THyH3kQ0UtX62uQv73L4HTWTLRZjmRJMlwIFdXV+Pz+SruvdKRJInGxkaWLFliZNWoktwsk5rYX1rCQdJuHCjtxp5SO61SDRZJ2/VcW1vLsmXLFswxau8H8sfCqs8dj+fUQ4tavmS3UnfZedgWa+9fqewTs9kMbheZC7+MWmQhX275MuTPfgbQ1rjFzoqYH+gP5joYlpcVtXxFlejJfIikoh3JVYo+EAgWOuPEdrYA2xpOK6rIR5EsdNefQsquveviPZwY3d+k2p2MnvEVslXFE+Aodicjp19ANtBg+EOEqE4gGE/+WFhbbeec09uwWYs7Vn1oTz8nHKGNhcXeyATj17bDmeUEM8XZ0KiTVax0JT9CVt2xmazYY0n+psy+qqMZcxRPqKRgpidwIkn7jrX5QstkJhAIBAKBQLAQEBb/+4yGhgZj9/iiH36a5q+cCKbCDQFrrY/drv8q/oM1ZX9ra2tJgiMWi4VFixZhMplwtNay+60X4VxRnKwMNacdyPJrzsdkteBwOErmcHE6nUZg2/uhJez+h2/i6ChcjOI7ZAW7//Fb2Or9mM3mijkqYzLMZjMdHR3acyKZGPQcQpf/FNLmqhmXoQJxSyNbqs4g6Nwb0IRZbW1tZXGWud1u43mUJTed0lH0sy/ZWRz7JOOklw+zTTqcnOTAbDazePHikqf5b2xsNMaCyNFnEjn8VNQCnxfVbCV85OmMHXEaoPVFpe7Q9vv9RvrnsLSEHg4kR+Hvi4KZPg4gKGlCh5qampIcTyZJEu3t7VitVhTFRGenn2i0OEGARMLC1s4qslkzZrOZ9vb2kgQAXC7XjsxG6WqUkd1Rc4WLBVTFhBpeghrXHEal6oNi0NDQYDjOMh/7OOkTTy78PQTkffcjed6XwGbDZrPR3t5ekjFRfw7tdjtYrcQ++0VSHzkUlcLqyrYtIvrFr6HUaQGQRYsWlSxld2Njo+HUzZ39aXIfPaIox3UpbS3I37wQagLGcU+VPCe/X3G5XCxdupQlS5YQCASMHcE6FosFr9dLU1OTcdSECHiWn3z7pOabZ+L/3PFFsU/MAS/1l1+Ac//dgNLbJ5IkodbVkv76V1AaiiM0z+63L5kvnQsWzT4p1fGztbW1xlw5lF3BgLyyKMLbrGqlO/Nhooq26aCpqanogTSB4P2C/o4DJB3NdDWeQcbiK7hc2eyhq+F04s4d2VUrbQNGpaD7KMxmMzlvNcOf+gaptsIF7HKggeFPfQO5cREAbW1tFX+sn0AwX9jtdmMsXNTi4oufbsfnKXxDkwQc9uEAZ56o+SDcbnfJ/FX5a9v+9J4MpZeiFmFXWVpx05k8iLTiNWzxUtjJughR99f2VB/PiOdDBdv5GbOXrppTiTm0sbC5uRmPx1OMJgsEAoFAIBAIdkJS1WIsQRc+HWf9qKTld975szn/Vjd8enp6ZvR9RVHo7u4mGo0CEHtrK1t//GdSnUNzqj/wsQNY9J+fxOLXnLUtLS1UV1fPqayZkkgk6OzsRFEUFDlH/42P0X/T46jZ3KzLstb6WHTpZ6g+RhOIOBwOOjo6Sn4efSQSobu7GwAlLdP7u4cYuO1foMzulTO57bR/73TqPqnteLZYLHR0dMzKYTTbZ6iYv1cUhYGBAYLBoPE3d6aXqtQ6XPIAVjU57vsqIJs8xK0thJwrSVm0nTGSJFFfX09tbW3Zd8Kl02l6e3tJJBJaW9QcPnrw04ODIFbS49qfxUmSasIsIkoTSFow0ePx0NzcXLazpxVFoaenh7GxMQAsI/1UP/4XbEOz78dM4yJCx59FNqA5SPTU/7MJlJb7OVRVlcHBQUZGRgCwqnFaeA03w3OqP04NfXyYjLQ9SFlTQ2NjY0mfx0wmw9atW5FlGYDqqiSNjXHM5tlP3YoCQ0NuRka1zEDjRHglZHR0lP7+fu1/TDKSvxPJOcpcbpua9qKElkBOa3MgEKCpqWnGfTAfY+HO76FpYAD73X/H3Nc76/oVj4f0J84gt4eWrttut9PR0VHyLCvZbJbOzk5SqRQAls7NuB68G3NwZFblqFYbyaNPIH3w4SCZMJlMxvFPpURRFLq6uojH4wBIWzqx/OUupJHgNL/cFdVsJnfiR1E+eiSYzYbgdjaBtPmckz8IqKqKqqpIkiR2zk9BuZ/Dne2T1OpORq/6K9meuc3J7o9+iOqvnYHZt+P4hVLbJ/F4nK6uLhRFgWwWy2NPYHnmOSRFmXVZqttN5oxPoOxbPvtEVVV6enqIRCJanVKEFtvbOEzROZU3lmugP7MX2e3H2DY2Ns7qOBoxFgoqgfl4DvP9BJKSoSH0ItXRd2YdVlWBsGdPBgNHoJg0+7IcY+H7gWQySWdnJ7mc5l9yv/MCvucfxCSnp/nleFTJROyAYxg7+EQwW5Akiba2NkPgPxPEWCioBObjOQyHw8b3U+kcDz89yBurI3Oqv9pv5YwTmljcpvmt8zfrlYqd17ZOU5gWx7vYzfFZl6WqMCp3MJRejorZEPeU+vjnXC5HV1eX4et0ZgZpDv8LezY0q3JUJEKuPRj0HYJq0nwTzc3Nsz6CuxjjWeiRb8z5t5VI9UnXzncTBAKBQCAQVChC4LOd95PABzQH7sDAAKOjo4AmMBm5/xWG/vo8yY190/5espioOmZv6j97JL4Pa2nczWYzra2tJTcwdFKpFN3d3aTTmpMl2TnI0J+fY/TBV8nFUtP+3t5aQ91nDqPuzEOwbHf++/1+mpuby7bLPpFI0NPTQyaTASDdO8rQ319k5L6XyQZjU/7W0VFP3WcOo/a0A432u91uWlpaZi0QqQSnUSwWo7+/3+hPHUsujk0ZQ1IVFMlMxlxFzjRevKRnApnPXXCqqjI6Osrw8LDhCNSxqEnMaH2cxU5OGt9Oi8VCQ0MDVVVVZQ82qqrK8PAww0NDxjFV9s51uN95AUfnGqQppgBVMpFavAfxfQ8j3a5l7ypEaDVfz2EwGKS/vx99uvOqvQTYjJuhaR3pKpCgliBLGZNaAS1g3NDQQE1NTVn6U5Zlenp6DHGCxZIjEEgRqE5isUw/hedyEqGwg9FRJ7KsjX16pjG7febZqAphbGyM3t7eHe+ObQyTZwAcISRp6mtQVSDtQ4k3QCpAIX0wX8+g/h4ODW0X2ioK5nVrsa56GfPmTVO+hwC5hgbkgw4mu9/+sL3P/H6/ccxAOcjlcgwODu4QayoK1o1rsb/2EpYtGye9BhVQautJ738Qmf0+jOrQxFnlfgZ3EZvKMqbX3sL0wsuYevun/b3qcqIceAC5ww6CWu04NH0n/mznpkqYkwWC+XgOd7ZP1IxM7LHXiD7wIvLW6d9DzCZch+6F9xOH4dhnqfanMtsnyWSSnp4eYz0rDQxgef5FzG++jbR9vT8VSpWf3MEHkT34IHBr63ufz1e24wtUVWVoaIjhYV1YpVBl7iVg6cJpmj6opqoQU+oZzXYQV7RMifoxi7M9+liMhYJKYL6ew3g8Tk9PjyHit2dGqY6+gz+2HrM69ViiSFYi7t0I+vYhbdPeQ4vFQktLS9nGwvcDmUyGnp6eHZt4Ugnca17B/e6LWMJTi9hzLg+JPQ8mvvch5LyaoMput9PS0jLr7EliLBRUAvP1HMZiMXp6eshmswB09SZY9VaINRvHyM1AP10XsHHgvtXsv1eVcdRXIBAoW9bOnde2Ejn81j4C1m6c5rFpf59TzUTkJoLyItKKNn7bbLayZmJTFIWhoSFjYxyqiifdRXV8NZ50N9IUB95nTQ7Crt0JufZE3p6Rzmq10tLSMqdNPELgsytC4CMQCAQCgWAyhMBnO+83gY9OPB6nt7fXEJgAxN7tJPbmVuJruklu6kdJpMFswlrtwbWyFfcebfgO2R1b/Q4nbbkDiTqKomjihOEdu3tziTRjL64jvrab+Jpu5KEIqpxDsltxdtTj2qMN996LDGESaA6v5ubmWe2kKuY1DA4OGgYfgJrNkdzUT3xND8lNfZpgySRh8btxr2zFtUcbjvY64/smk4nGxkaqq6vnJCioFKeRqqrE43GCwSDRaJSphh+TyYTf7zeO3KgUFEVhbGyMUChEIpGY9BpMJhMul4tAIIDX6533LAKpVIqenh4jAwdoTkzbUA/WoR4skVFQsmC2kPXVIDe0kqlrRXXscCo4nU5aWlrmLLSaz+dw5yxMADY1ipshHIRxEsaEDKgoWElRRZIqEtSTlnaMG+UWJeioqkooFGJgYEDLHABIkorbncHpzOJ0ZrFZc5hMKooqIcsmkkkrqaSFaMxmHMMxn5mwstksfX19RiYbAEwZJPsYWGNItgRIWS23tmJGlV0gu1HTXiNjDxTWB/M9FiaTSXp7e8e/h5EIpu5uzH09mEZGIJsFsxnF70dpbkFpaUXJSy1uNptpbm6edSC1WMRiMfr6+satK5AzmAf6sPT3IiXioCqoNju5+kZyTa2onh3Bpvl8BmHXgBqA1NOH1LkNqacXaWgY5CyYTODzorS1oLa2oC5bAjZtN6IE1NXXU1dXt6DnZMEHm/l8DieyT9LrtpFevZXMxh4ynQOoyQyYJMx+D7blLdiWt+I4YDcsNZVhn4wLhAAkU5jXb0Dq7cXU04sUGYNcFqxW1LpalJYWlPY2lGVLtfGFHeO5z+cr+3i4s1AJtIw+LlMQpymC3RTFhBZsy2EjpfhIKn7iSi2yumNt6PV6aW5unlMmOTEWCiqB+XwOdxFPo2X0caYHcWYGcWRGMCnaO6qYbKSsdaTs9STtjUbGHoCqqiqamprEUaFzQFVVgsEgg4ODho0FYA4PYxvsxjrciymVAFVFtTmQa5vINLRpWW1NO+53bW0t9fX1cxIUiLFQUAnM91jY399POBw2/haNZ9ncFaN3MEX/UIp4IkdOUbFZTdTX2GlucNDW5GRRy441SSHCkkKZaG3rMI3hNIdwmsewm2KYyKEikVXtpHI+koqPeLYGhR1rqJqaGhoaGublSOFEIkFvb++4taFJyeCQR3DIw1iUxPaNmRYylmqS1joyliryUzNXV1fT2Ng45/lICHx2RQh8BAKBQCAQTIYQ+Gzn/SrwAc0JHQ6HCQaD44KKM8Hn81FTU4Pb7Z5T3cUinU4zOjpKOBwe53iZDpvNRiAQoLq6et4dXplMhmAwSCgU2iUDzGTYbDZqamqoqqoqqP2V6DRSVZV0Ok0ymSSbzRrHaVitVpxOJzabbd5FMdOhX0MqlTKeS7PZjN1ux263V1z7VVUlFosZAquZ4vP5CAQCuN3ugq5pvp9DVVWJRqOMjo4a2XBmitvtJhAIzEsQLh9Zlo1xRN/lNhNMJhPV1dUEAoGyi5N2Jh6PMzo6Ol7oMwOK0Qfz/QzCjucwGAwSi02dyS0fu91OTU0Nfr9/3uezuVyD3W4nEAgUPJ8Vg7mui8xms/EeFXLUYiU8hwLBfD+H7wf7JJVKMTo6SiQSmZV9YrVaDfuk3OKkfBRFIRKJEAwGSSaT0/8gD6/XSyAQwOPxLOg5WSCohOcwlUoRDAZn5euo1M0wC5VsNmvMSZkZZGMDbRNZdXU11dXVYl0oWPBUwnOYSCQMP8FsQhWVYmfq66rR0dFZrW318bympmZes5bD3HyGxbKRQQh8JkIIfAQCgUAgEEzG/HkUBWXDZDIZTuRkMkk0GiWZTJJMJncRmthsNpxOJ06nE7/fP6fdmKXAbrfT3NxMQ0MDY2NjRvtTqdQ4w89kMhntd7vdBTmdi43NZqOxsZH6+noSiYTR/nQ6jaIoSJKEyWTCbrfjdDpxuVw4HI6KaX+xkSQJh8Mx7wZsISy0a5AkCa/Xi9frRZZl4zncWWRlsViM98jlclXMOFAokiTh8/nw+Xyk02kikQipVIpkMjkumwcw7h74fL6K6WOr1UpDQwN1dXVEo1Hi8bhxDfljYf6z6XK58Pv987ILbCLcbjdutxtZlseN5zsf36fPRw6HA5/PN+/CpGKx83OY34eyLBvvodlsxuFwGO+h0+msmPkg/xpkWTbms1QqZawrJEky5jOHw1FRosed10WxWGzCscBkMo3rA6/XWzHvkUCw0Hk/2CcOh4OWlhYaGxuJRCLj7JN88scSj8dTMfaJLv7V+2BsbMwYC3cWEdtsNmNN4fP5Cg7gCASCHTgcDsPXEYvFxq2NdcFPvp9AH0vmWzD9fsJisVBbW0tNTY1x//P7QFXVcX2gj4diXSgQFA+Xy4XL5SKbzRKJREgkEobPNJ98O9nr9eJyuSpqXVVVVWXYmPn+Nh3dV5Pvb6qU8Xxnn2H+2jaXyxm+inxfjdPpFGOhQCAQCAQCwTwgBD4fICRJMgwm0JT5urMCNGOk0hfl+s6A6mrtnPP8azCZTEiSVBGG3VSYTCbDuS8QzBdWqxW/3z9vx/zMN3a7nfr6euP/FUXJO/pKqhgHy2Tou7z0/tPHQl0saDabK34stFqt1NTUGP+vqqrxnz6ev9/Rs30tZKxWK1ardV6OwCyUnddFsOM5XAjrCYHg/cD7xT4JBALG/+vzsT6fLYQ5TQ8ywcLsA4Hg/YDZbP5A22eVwERrQ4FAUF4sFgs1NTWGr2ChrasmszF1X81CsTMXsp0vEAgEAoFA8EFACHw+wCyEIPZ0vB+uQSAQzD8LPXilj4ULeTxcKI4uwfsb8RwKBPPL+2Ft/35ZUwgEAoFAIBDMNwt9XQVibSUQCAQCgUAgKD4Le4UsEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBC8zxECH4FAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBoIIRAh+BQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgaCCscx3AwQCgUAgEAgEAoFAIBAIBAKBQCAQCASCuVB90rXz3QSBQCAQCASCsiAy+AgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBBWMEPgIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQVjBD4CAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEFYwQ+AgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBBWMZb4bUClcXrvXfDdBIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCDYBZHBRyAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgqGCEwEcgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIKhghMBHIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBC8r+no6ECSJOO/P/7xjzP+bSaTobq62vjtsmXLStdQgWAGdHZ2Gs/jz372s/lujkAgKBNC4CMQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCD5Q3HfffTP+7pNPPkk4HC5ZWwQCgUAgmAmW+W6AQCAQCAQCgUAgEAgEAoFAIBAIBAKBQDAXQo98Y5e/VZ907Ty0RLDQeOyxx0gkErhcrmm/e/fdd5ehRQKBQCAQTI0Q+AgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEgg8E9fX1DA0NkUwmeeSRRzjzzDOn/H4ul+P+++8HwG63k06ny9FMgWBKOjo6UFV1vpshEAjKjDiiSyAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQfCDYe++9Wbx4MQD33nvvtN9/5plnGBkZobq6mgMOOKDUzRMIBAKBYFKEwEcgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEHxgOOOMMwB48MEHkWV5yu/qx3OddtppWK3WkrdNIBAIBILJEAIfAaqqihRugnlBVVVkWSaZTJJIJEgmk2Sz2flu1qxQFIVUKkUymSSZTJJOpxfc+7RzH0xnzLzfUBSFdDpt9GEqlUJRlPlu1qzIZrO79OFCeg5VVV3wfSAQCASCwsnlcqRSKWM+W2jrKlVVyWQyxpycSqXE2lYgEMya94N9stAR9olAMP/kv4f6uiqXy813s2bFzmvbTCazINdVInYgeD+jH8sVDod5+umnJ/2eoihGlp9PfepTMyp727ZtfOc732HPPffE4/Hg8XjYc889ufjii+nq6pr29//85z/5whe+wPLly/H5fNhsNhoaGjj22GO59tprSaVSu/yms7MTSZKQJImXX36ZVCrFr371K/bff398Ph8+n48DDzyQa665hkwmM6PrmIzR0VF+/OMfs//+++P3+3E6nSxfvpwLL7yQ1atX7/L9WCzG4sWLkSQJk8nECy+8MGG51113nXEN559/vvH3yy67DEmS6OjoAGDVqlWcdtpp1NXVYbfbWbFiBf/xH//ByMjIhOXqv999992RZZnvfve71NXV4XK5WLlyJTfddNO478fjcX79619zyCGHEAgEcDgcLFq0iHPOOYcXX3xxynuzefNmLrroIvbYYw9cLhdut5slS5Zw7rnn8q9//WvS36XTaa699lqOPvpoAoEANpuNxsZGjjvuuBn1+c9+9rMJy83lctx+++2cfPLJ1NfXG8/SySefzJ/+9KdJ17n59wxg7dq1nH/++XR0dOBwOGhoaOCTn/wkzzzzzJT3QyAQFB/LfDdAUF4ymQzRaNRwUuQbFiaTCYfDgdPpxOl04vP5MJmEBkxQXDKZDOFw2DBuJzLOLRYLTqcTt9tNVVUVFkvlDFWqqhKLxRgbGzMcfTsjSZLxLvl8PtxuN5IkzUNrJ0aW5XF9MFHgSe8Dl8tFdXV1RfVBoaiqSjweJxKJTBq4kiQJu91u9KHH46moPsxms4TDYeLx+KR9aDabx/VhJe0sUVWVRCJh9EEqlZrQWeRwOHA4HPh8Prxeb0X1gUAjP5idH/iQJAmbzYbT6cThcFTsekJRFMNZnL8ukiQJs9lsjOUul6ui3iGB4P2CoiiMjY0RjUZJpVKk0+ldvpNvo1RVVeF0OuehpZOTyWQIhUJTBp6sVuu4ta3ZbJ6Hlk6MqqpEo1FjbTtRH+SvbfU+EHOyQFA83g/2yUJH2CcCQWWQTCaJRCLGumqigKNuZ3o8Hvx+f0XZmoqiEIlEiMVihn25M/ra1uVyUVVVhcPhmIeWTo6iKMRiMcNnmL++lSTJWNfqfVBp7RcIZsshhxxCY2MjAwMD3HvvvRx//PETfu/FF1+kv78fn8/HCSecwJVXXjlluX/605+48MILd4kdrFmzhjVr1nDddddxww03cO655+7y27GxMc4880yefPLJXT4bGhriqaee4qmnnuLmm2/mX//6F1VVVRO2YXh4mI985CO899574/7+6quv8uqrr/LnP/+ZJ598Eo/HM+W1TMTjjz/OZz7zGcLh8Li/b9q0iU2bNnHzzTfzs5/9jP/8z/80PvN4PNx4440cf/zxqKrKV7/6Vd54441xcYfOzk7+3//7fwAsXryY3/zmNxPWf9ddd3H22WeP26i8YcMGrrjiCm6//XaeeOIJVq5cOWn7v/jFL3LHHXcY/79u3Trq6uqM/3/rrbc49dRT6enpGfe7bdu2cccdd3DHHXfw9a9/nWuuuWYX+/6hhx7ik5/85C59v3XrVrZu3cptt93GBRdcwA033DBuLTk6Osrxxx/Pm2++Oe53g4ODDA4O8uSTT3L11Vfz5JNPsmjRokmvbWd6e3v55Cc/yapVq8b9fWhoiEceeYRHHnmEa6+9lvvvv5/GxsZJy7nnnns455xzSCaT48q45557uOeee/jVr35l9J1AICg975+IrWBSdKdtMBgkFotN+j09yJVIJADN4KiuriYQCGC328vVXMH7lHg8zsjICNFodNrvZrNZotEo0WiUwcFB/H4/tbW182o05nI5gsEgwWBw2gw3qqoaIrpgMIjdbicQCFBdXT2vjodEIsHo6CiRSGTa7+b3wdDQED6fj9ra2ooLqs0GRVEIhUKMjo5Ou0NBVVVSqRSpVIpQKITNZiMQCBAIBOa1D1OpFCMjI0QikWl3T+VyOWKxGLFYzOjDmpoa3G53mVq7K6qqGn0wUQBxZ/Q+CIfDWK1WqqurqampqajAaCHIsjxOdCvLMoqiIEmSIbKrVKdZOp0mGAwSDoen3UUpSRJer5dAIFAxgseZtj9/3aRfgwioVS6yLI8LilosFux2e0U5/QUa2WyW0dFRgsHgtGNIvo0yOjqK0+mkpqYGv98/r+9iNBpldHR0SvtKR5ZlZFlmbGyMwcFBqqqqqKmpmVcbK5fLGX0wXZahnde2DofDWNuK8VAgmDvvB/tkoSPsE4Fg/lFVlbGxMUZHRw2f9FRkMhkymQyRSISBgQHjPZzPDRmyLDMyMjIj+zh/bTsyMoLL5aKmpgafzzev66pMJkMwGCQUCk16DfoGH/3+A7hcLgKBwLyvzQWCuWIymTj99NO5/vrruf/++/nd73434bOsH8916qmnYrPZpizznnvu4dxzz0VVVdrb27nooos46KCDkCSJV199ld/85jd0dXVx3nnn4ff7Of3008f9/txzzzXEPaeeeirnnHMObW1tjI2N8fbbb3PVVVcxNDTEW2+9xeWXX84VV1wxYTsuuOACBgcHOf300znvvPNobGzk3Xff5Wc/+xldXV288sor/PKXv5w068tkrFq1ilNOOQVZlqmpqeFb3/oWRx11FHa7nffee49rrrmG9957jx/84Ac4nU6+/e1vG7897rjjOP/887npppt49913ueaaa/jud78LaGPM+eefTywWw2Qy8cc//hGv17tL/aOjo5x77rnkcjm+8Y1v8KlPfYpsNsuf//xnbrnlFvr6+jjmmGNYt27dhOKnjRs3sn79eo4++mhDgPSPf/yDj33sY4AmxDn66KOJRCK43W6+9rWvccIJJ+Dz+diwYQM33HADzz//PL/73e+wWCxcffXVRtnBYJDPfe5zpFIpGhsb+d73vsd+++2H0+lkzZo1XHHFFWzcuJEbb7yRo48+mrPPPtv47cUXX2yIe7785S9z+umnU1dXx+DgILfffjt///vf2bx5MxdccAGPPfbYjPoqGo1y8skn8+677wJwwgkncP7559Pe3s62bdu48cYbefzxx3nllVc49thjefXVV3G5XLuUMzAwwOc+9zmsViuXXnopxx13HKqq8sADD3D11VeTy+X4wQ9+wGmnnWZk+xEIBKVFCHze56TTaXp7e8cZSKZIEGv3ViwDPViGB5HkNEgmFJebbGML2YZWMu1LUWw2RkdHGR0dpba2lvr6euE4EsyaXC7HwMAAoVDI+Fu6P0To8beIr+kmsaabdH8INZvDZLNgb6vFvUcb7r0WEThhPyxVbsLhMOFwmLq6Ourq6sr+HMZiMXp7ew1hj6ooRF5YR/TVjcTXdJPc0EcupimyzT4Xrt1bcO/Rhu/gFfgOXE46naa/v59gMEhLS8uEi6RSoigKg4ODjI6OGn+TRyKEnnibxOptJNd2k+kPochZTFYLtpYArpVtuPZop+q4/bDWeIlEIkQikQU7FiQSCXp7e8c5bd2ZHtyZPhzZYRxyELOqfZaTbKQsAVLWOuLWZuK2VjKZDAMDA0YfllskoygKw8PDDA8PG38zk8Fn7sdpCuM0RbBJCSQUVCRk1UlS8ZNU/IzlmsjiZGxsjLGxMQKBAA0NDWV3QieTSXp7e8ftXrA5YtjdUWz2JFZ7EpMpBxIoiols2kEm7SKTdJOK+5BlmaGhIaMPJjLwFgrxeJzR0VHGxsYm/LySnWayLNPX17eLWNMsJ7DHBjDLcSRUFLONtKse2RkwHLZjY2PY7XaamprmtDuoGEw0J6HksIYGsQ93Yw0PImVlVJOJnMtPpq6NdG0rqt1piB7tdvu8jOWCXdFF7HpWuolECnrGA6/XS3V19bSOOEFp0ceDvr6+vMCBisebwOFK43BksNllTCYFVYVczkw6ZSOdshGPOUmn7CSTSXp6eoz5oNwimWw2S39//zjBtM2SxueM4rQlcdhSWM0ykqSiqCYyWRvJjJNE2slYwoeiYARP6uvrqa2tLfu4Ho1G6e3tzXtnVBzuMWzO2PY5OYVkUkAFRTEjp51kUk7SCR+ZlJtUKkVfXx/BYJDW1taKE6EKBAuBieyT1JsbSb21kczGXuQtfSgxbXesye3AurgJ27JW7Pstw7H/8nm3T94PTGSfxN7czNhL60iu7SGxoZdcJA4qmNx2nMuaca1sxbP/MnyH74HM+8c+EQjmi0wmQ29vL/F43PjbwGCSDZui9Pcn6R9MEY9nUVUVq9VEXa2dpkYnba0udt/NB8DIyAjBYJCmpiaqqqrKuq5SVZVwOEx/f/+ObLY5GXfvezhGu7CHerGODWHKyaiSiZzDQ7qqhXR1C4nmPcj4Gw2xj8fjobm5uez2iqqqjIyMMDQ0tGMjWS6Lc3gr9lAP9mAv5tQYkqqimK3IvjrS1a2kahch++rHiZVaWloW9MZAwQeXM888k+uvv56+vj5WrVrFwQcfvMt37rnnHmD647lisRgXXHABqqrykY98hMcffxy/3298fuihh3LeeedxzDHH8Oabb/KVr3yFk046ybCp3nnnHe677z4Azj777HFZZgBOPPFEzjnnHHbffXei0Sj33HPPpAKfwcFBfvKTn/DjH//Y+NtBBx3EySefzO67704sFuP222+flcBHURTOPfdcZFlmyZIlPPvss7S0tBifH3zwwXz+85/n9NNP55FHHuH73/8+Z5111rjMMFdddRWPPPIIPT09XHbZZfzbv/0bra2t3HDDDYaw6eKLL+bII4+c9B5LksSdd97JZz7zGePvxx57LPvttx/f+ta3GBwc5Oc//zm//vWvJ7yG5cuX8/DDDxv3/YQTTjA+/8pXvkIkEiEQCPDMM8+w1157GZ8deOCBfO5zn+OCCy7g5ptv5pprruELX/gC+++/P6AJhfSsRvfee++4Z+nQQw/l1FNPZa+99mJkZIRbbrnFEPik02n++te/GvVff/3149p82mmn8YUvfIE//elPPP744/T29o6775Pxy1/+0hD3fP/73+cXv/iF8dlBBx3Epz/9aS655BKuvPJK1qxZw09/+lN++ctf7lJOJBLB6/Xy0ksvseeeexp/P+qoo2hra+Pb3/42uVyOO++8k8suu2zadgkEgsIRAp/3KaqqEgwGGRgYMBbnto2rcb7xItatG5GYOPODfaN2NqZid5De6wCS+x9KrqbeyLzS2to67wt1/YgkPVWoLMuoqorJZDJSVrvd7nlvp0ALYnd3dxvBg+gbmxn441OEn1sDuV3T7CrJDMkNfSQ39DFy3yq2/fpeAid+iKbzPopzWRPDw8NEo1Ha2trKEsxRVdUQ5gDkkmmG/vIcQ39/gUxvcMLfZINRxl5cx9iL6+i/6XEcixuo/7fDqfv0oaSBLVu2UFdXR319fVmcDslkku7ubmNHaHz1Nob+9BSRf72Lmt11R46Sy5DaPEBq8wDBB1+l9zf3UfXRfan//DG4VrYxMjLC2NgYbW1tC+IdU1WVwcFB4+xdSc1RnVxDdXIN9tzEmYwsagqP3IdH7qOWt8mYvYQcexB07Ukmo6n4a2pqaGxsLEsfptNptm3bZjj/7dIYtZYt+Mz9mKRd3yMJFbsUx26KU0Ufjeo6okoDI9klJJVqgsGg8R6VQ6CgO4sGBwf1v+DyjeKpGsVq3/WIOwCzOYfZFcfuikP1MFnZSiJSQyxSSzYLXV1dVFdX09TUtKDEZhMFhc1KAld2EGd2FHsujKRmUSUTsslLylJDwlJPxlw1LntFS0tL2YOpEzkurckgVQOv4x1dhyUdYaK3IWd2kKjqINy4P4mqJaTTaTo7O+dFaLZzQNsSGca7+nk861/FnJ58p6iKRLJtd6J7HkZy0R6k02m2bNmyYAWP7wf03fbDw8MTZNVTMJEDJBQs4zIeDA8P4/P5aGxsFEKfeSCXy9Hb22uIG03mHNWBMXxVMSyWCeYzCUymHFZrEo83SU1dhFTSRjjoJTrmIZFIsGnTJpqamggEAmW5hmg0Sk9PjyFOcjti1HpH8ThiTLQkMEsKTlsKpy1FwBMiVz1AJO5nJFpDJmtncHDQWFeV45lUFIW+vj7D4SiZcniqhnH7gpitE2SolMBsymK2RHG4o1AzhJx2EAvXkhgLkEql2Lx5Ew0NjdTU1Ihd2wLBDNjZPlHlLLEHXyL2z5fI9gxP+BslEif91ibSb20ietfTmJtq8JxyMJ5TDyND+e2Thc7O9omazTF638sM//15Upv6J/xNLpIg9vomYq9vYuj2p7E2VFF75qHUnXUkeBwL1j4RCOaTUCg0zr58b02YV14bpac3OeH302mFnt4kPb1JXn09iNNpZr99qjnkwBo8HquxzmxtbS2LnZnNZunp6TGyOZqTY1RteA5v52uY5V2vQVIVTIkw1kQYT99qAqsfI1XbQWTZYcRb9yYWi7Fp0yaam5snPW6n2KTTaXp6eozjVizxML5NL+Hd+iqWdHziHw1tBkAFUrUdjC07mFjbPtvXhZvL6vMUCIrFMcccQ3V1NaFQaBdRBmhHWm3btg2Px8NJJ500ZVm33nqrEUu48cYbx4l7dPx+P7/97W854ogjGBoa4q677uKcc84BtCO8li5dyrZt27j00ksnrKO5uZnDDz+chx9+mN7e3knb0tTUxA9/+MNd/t7S0sIJJ5zAPffcQ1dXF/F4fMZi8Ycffpj169cD8D//8z8Tikzsdjs33HADHR0dpNNpbrrpJn70ox8Zn/t8Pm644QZOOeUUYrEY3/ve9/j1r39tHO+055578vOf/3zKdnz+858fJ+7R+eY3v8lf//pXXnjhBW655RZ+9atfTbg2+8IXvjChb3X16tU8/vjjAPz4xz8eJ+7RkSSJ3/zmN9x9992Ew2F+//vfc9NNNwFaphudpUuX7vLbhoYGfvKTn9Dd3T2u7FAoZMRvJvodwPe+9z18Ph9Lly6d0TwnyzLXXnstAPvuu++k9/SXv/wljz76KO+++y7XXXcdl1122YT35qtf/eo4cY/Oeeedx8UXX4yqqqxevXradgkEguIgBD7vQ1RVZWBgwMjWYQqP4n3ob9i2bZlxGaZ0CufrL+B48yUSBx1N4vDjSac1x1F7e/u87LyfSRr5VCplBE4rJX3/B5VoNMq2bdtQVZVcPEX3VfczfNeLsypDTcuM/uMVgg+9TtOFJ9B8/vGkUim2bNlCR0dHSQUmiqLQ3d1tZKkYe20TnT/+M+me0Wl+OZ7U1kG2/fJuhu9+icX/fTbuPdqMgGRLS0tJn814PE5XVxeKoqCkZPp+/0+G//IMKFMf7ZSPKucIPfoGoSfeov6cY2j695MNJ3JHR0dFZ7BQVZWenh5jTHDIQzSPPYMjF5rml+Ox5aI0xFdRlVpLn/dokrZGRkdHkWWZtra2kvZhMpmks7OTXC6HhEKtZSN1ls1I0sz7UJJUfOYBvKYBgrlFDMq7I8taHy5atKik4/nOIjmLLUl1Qzc2x8QOu8mwWGV8tQO4/KOEh9pIJ7yEQiFkWaa9vX1BONFjsRg9PT3G/OWSBwik1uCVuyYV3ZLWnGZJSz1B+0rGbItJJpNs3ryZxkYtmFoOVFWlr6/PyHpjSY9Rv+VRPMH1E4p68jHnUnhH1+EdXUfaWcPg0pNJ+jsIBoPE43E6OjrKkko9GAzS19cHgJRJEXjpfjxrX5783uchoeLqXourey2ZQBMjR3+WTH07IyMjJJNJFi1atCCewZmQzWYNwYzJZMJms1XcGmrXXb4qXtMgXvMgTlMYuxQ3xsisaiWl+Eko1YRzbciqls0sGo3S2NhIIBCouOt7v5LL5ejs7DSCBx5vnLrG4ITCnqlwODM0toziq4ox2F9DVrbS19dHNpulvr6+FE03iEQidHd3A5ropal6AL8rMqGwZzLMJoWAN0SVO8xgpJ7RaA3JZNJYV5VSwK4oiuG8BbC7xqiu75lY2DMFVnuK6oYe3P4gocE2shkHAwMDyLIsxAUCwTTsbJ+k128j+D9/I9s1OM0vx5PrHyVy0z+JP7SKwHc/g33PxWWzTxY6O9snyU19dP3Xn0mu65lVOfJgmP7rHmLk3hdpv/QsfAfvvuDsE4FgPhkZGTGCoJFIhgce7mPL1umPPc0nmczx0qoR3nw7xEnHN7HPXlVEo1FjXWWxlC7skc1m2bp1q7ERy9v5OjVvPzihsGcyJMA50olzpJN44wqGDziTnNNviMlLbe+nUim2bt2qCddVBf+GFwi8+yim3MzWhvntr1r3LEMHfZpMVTPDw8NkMhlaW1vFfCRYMFgsFk499VRuu+027r33Xn71q1+N+1w/nuuUU06ZdsPdI488AkBNTQ377rvvpN879NBD8Xq9RKNRnn76aUPgc9ZZZ3HWWWehKMqU64mGhgaAKY8YPfrooycVgixevNj4dywWm7HAR78+0DLmTEZ7ezsrV65kzZo1PP300+MEPgAf+9jH+MIXvsBtt93GX//6V9auXUs0GsVqtXLbbbdNaxt/5StfmfSzL3zhC7zwwguMjo6yatUqDjnkkF2+c+CBBxZ0fV6vl0MPPZSHHnqIp59+2vj7ihUrjH9/5jOf4ZprrmGfffYZ99uvfe1ru5RXX19PVVUV4XCYX/ziF7S2tvLJT35y3EagffbZxxDszIRXX33V2GD1pS99adLnyWw2c/7553PRRRcxNjbGq6++yhFHHLHL9ya7H36/n0AgMOMjzAUCQXGoeIszk8mw9957I0nSuLS5gonRd4Pp4h77e68TuPl/ZiXuyUdSFNwvPUX1H6/BFBoxHMMzORO5mESjUTZu3MjQ0ND24KiK1RHD5R/EV9eFr74Tb203Tu8IZqtmTOnp+7du3TrtefbzhaIoJJNJotEosViMdDq9Ix3qAiYWixninuSmft775K9mLe7JR83m6Pv9w6z9/NXIo1EjSDTVArYQdMerLu7pufafrP/ytbMW9+ST3NjH2nP+h4HbnwYwMmGUqr8TiYQh7kn3jLDuc79m+I6nZyXuGUdOYejWJ1n/uSvJDIRQFGVcoK7SUFWV3t5ew3leE3+bxaH7Zy3uyceeG6Mj/AC18dcBGBsbo6enp2R9mEqlDHGPhRSL7S9Qb900K3FPPpIENZYultmfwybFUFV1XKCvFOjHBgC4fKPUt22ctbgnH4tVpqZ5C75aTaiRP9ZUMmNjY3R1dZHNZjEpaZpjz7Io+hA+uXNagYkEuLJDtMafoWPsn9hyYSMwMTg4WPJr18dDXdzjG3qXjjf/D+8MxD07Y0+O0vbe7dRvfhgpJ5NOp9m6desEGViKS764x963mZa//RLv2pdmJO7ZGVuwn6b7rqbq1YeB8ULKhYp+PMX69etZt24dmzdvZvPmzWzcuJG1a9eydetWQqFQRVxjPB5n06ZNxrhVbe5iuf1ftNtfp9rSg8MUGzdGWiQZj3mEeutGltv/RZvtdaxSwniHuru7K+K63u+MXzOoNDSN0NQ6MmtxTz4ud5pFS/rxeLVnYWhoaNwxlsVmbGzMEPc4bUmWNW2myj07cU8+JpNKU/Ugi+s7MUk5ZFmms7OzZDbLeHGPir+2l5rmrbMW9+RjcySob9uAy6vN86Ojo3nZ+hYmyWSSwcFBOjs7jTFx/fr1dHV1MTQ0VDLbo9jomct0GzOVSlX8WumDwM72ydhdTzN08e9mLe7JJ9s3wtAl1xG5XdtlXGr75P1Avn0ycs+LrD/nqlmLe/KRB8Js/vr19P7mPmDh2CczIZfLEY/HjbGk1Gt2wQeH0dFRQ9yzYdMY1920adbinnxSqRz3PdDDXfdtI5tVxvlSSkEulzPEPVJOpuGl26l/7e+zEvfsjHtgPW2P/QbnwAaAcULEUpAv7jGnojQ/dQO1bz04Y3HPztjDfbQ+fi3+dc8CmjBezEeChcaZZ54JwMaNG3fJQqILfKY7ngvg7bffBrSxTpKkSf8zm81G7GHr1q27lKOLMRRFYdu2bTz11FNcf/31fPWrX2Xfffflj3/8I8CU79miRYsm/Sxf0DPZZvqprg80kctU17hmzZpJrw/g6quvNo7ueueddwC49NJLjeOuJsNqtfLhD3940s/3228/498bNmyY8DuTHW+Vf316XHqy/x566CFAyzSvc8oppxgin6effpp9992XZcuW8Y1vfIMHH3xw0riqyWTi4osvBrRsPmeffTa1tbWcccYZ3HDDDWzbtm3S650M/f4DfOQjH5nyu/mCp/zf5TOT52k2z5JAICiMis7go6oqX//613nvvffmuykLhkgkYqR6drz+Ap7H759TAGtnLMMDVN3+eyJn/zu5mnq6urpYvnx5SXdDwATH65hyuPyDuPwjmC2TGx1yykU8Uk8qWmOk729ra6uIM9FVVWVsbIxgMEgikdhlEWYymfB6vQQCAVwu14Lb7ZDNZunu7kZVVRIb+1j/5WvJhosjIIiv3sa6L/6W3W/5FtR42bZtG0uXLi367jj9GCqAbb+6h8E7nilKuWpWofuKe1FSMs3nH08wGMTpdFJdXV2U8nVyuZwRtEz3jLDx/P9FHp74OKrZktoywIYvX8NuN30LW1OAbdu2sWzZsrIeszMTQqGQcfxEbfx16reLcgpFQqU+/jomVWbIczCRSASn00ltbW1RytfRM0jtEPe8hM1UHGGlzZRgsf0ltqYPIaN66O7uZtmyZUUfzyORiCE2dVcN46/tm3MgNB9JAm/1MCZTjvBQG7FYjKGhIWPnSqURi8WMMdGeHaU9+jhWdW596coNsyRyP/3uw4jYlzE8PIzJZKKurq7Ird7B0NDQDqHctmep6X521sKefCSgeuB17Ilhevb4NzIZzRBesmRJSXY6x2IxQ9zj3LaGukf/gClXmLEpKQpVrz+KJRpk5JjPEo/H6evro7W1tRhNLhu7ZsLZFUVRiMfjxONxBgYGaGxspKqqal7WJvF4nM7OTlRVxSIlabG+jcc8c+Gtns3MbRpmUF5JKLfICIRWSrYDXfSdzWZRVRWz2YzNZsPv91fcPDsb+vv7DXFPU8swHl9xxMEmk0pjywgDfRAbczM4OIjT6Sx6ZrpMJkNPjxb8ddoSdNR3YTYVRxjmdiRY3NDJ1sEOZBl6enpYvHhx0Z/HoaEh412vaujG7Zu74DkfyaRS1dCNZFKIR2oZGRnB5XLh8/mKUn65iMViDA4OTipcl2WZaDTK0NAQHo+HxsbGsh+VOR2qqhKNRo0MeRPZmB6Ph0AggNvtrogx74NGvn0Suf0xxraLcgpGURm7/THUVJqq8z9eMvvk/UC+fTL0l2fovfLeopU9dPvT5OIp2n90VsXbJ1ORzWYJh8OEQqEJRY0Wi8XYpV2OY9MF7z8SiQT9/dpReOvWj3HXfdsolt5+zdoxMult/NunFpFKpejr66Otra04hefR29urvR+5LI0v3IpraFNRyjXLKZpevJWBQ84h0bSSvr4+nE5n0bOX62KBXC6HOTlG81M3YIuNFFyupOSoffufmDNxgvucTCQSweFwlNRfIRAUkxNPPBG32008Hufee+81jiJ6++232bRpEy6Xi4997GPTlqOvNWaDvkbM56677uL666/nxRdfnNBOMZlM025YmiorT749MBsxXrGuD6C6uppf/OIXfPGLXwQgEAjw/e9/f9ryAoHAlEdc56+DJ9uEMpnNOpfry2azRKNRvF4vNpuNRx55hHPPPZdnn9VEj5s3b+Z3v/sdv/vd73A6nZxyyilcfPHFHHrooePK+dGPfkQ6nebXv/61YYPed9993HfffQDsv//+fPnLX+bCCy+ckR8//1qmy3ic//lkAtOZPE9C2CkQlI+KFfjIsszXvvY14+xCwfTIsmwYSbZ17xRN3KNjjkfx3/l/hL54MTmXm76+Ptrb24tW/s7sLO6xOSP467tmtNPU6khQ5egk7R0lMrQIJWtn27Yu2tsXzavIJ5FI7DAE88iRAyTMaAuzSCRCJBLB4/HQ0tJSluNLikVfXx+5XA45FGPDv19XNHGPTqpziA1fv4GVf7qYNGmGh4eL6jhLpVIMDQ0BMHDbv4om7smn97cPYm+qpuaUD9Pf34/H4ylqH+vHJOTiKTZ9/fqiiXt05IEwm75xPbvf8T1ktIVyc3NzUesohEwmY+wG8yfXU1ckcU8+tYl3kE1eQq49GRwcxOv1FtXBqe8Sl8ixyP5K0cQ9OhYpQ4dtFZvSR5LNasHXYjq+stmsIapwuMNFE/fk4/YHyWVtRIMNDA8P4/P5Snps31zIZrPGrjV7dpSO6MOY1cKyM5jI0Rx/FlCJ2JczODiI2+0uyXF5iUTCyIhR3fsStd3PFq1s19g2Wtb+nZ49PksqlSr6WA6a2FE/i9w+sJW6R28pWNyTj2fDqyg2J8HDzyQcDuP3+ytCSDwTwuEwfX19hjMoSoJ+QkSIkyCNgooNC16c1OGnnirIac7ssbExWltbyyo4kWXZ2A1vk2J02FdhleaW2dMs5Wi2vYdNjjOY3YOxsTEGBweNXWPlRlGUccLviRgYGMDv91NTU1NxooLpiEajRgawuoZQ0cQ9OpIEjc0j9MhmUkkHvb29RRUe6xk3FEXBYpZZVLetaOIeHactRXvdNjqHOkgkEoyOjhY1MJ9IJAx7yhvoL5q4R0eSwF/XS1a2kU746Ovrw+VylXwjSDFQFGVcNg+AoWyCnmyc0VwSWVWwSxbqzA7arV6qzHZisRibN2+mvr6e2traihDKpFIpenp6dsl4LKvas2qVTMZYMzY2hsvlorW1dUqn+Hyjqqp2zPD2owlMJlNF3Ou5km+fxB97tXjinjyidz2Dub4a72mHlcQ+Wejk2yfhp96m96r7il7H6L0vY2uspvH8EyvWPpkMVVWNLMP5wUJVVZFRMGPCLElks1lGR0eNuaq+vl4cR1YiVFUlkUiQTCbJ5XKYTCasViter3fBCr8VRTHss77+JHff3100cY/Opi0xHny4l098vJVIJILf7y+q8DgSiRgbAutfu6to4h4dScnR8NId9H70a2Sqmunp6Sn6xsbBwUEymQxSVqbpmZuLIu7Jp3rt0+QcPiK7HcbQ0BBer3fB2TCCDyYOh4OTTz6Zu+66i3vvvdc4UkrP3nPSSSfNyPemZzDJz7IzHfnrBUVROPvss/nrX/9q/M1sNrN8+XL22GMPPvzhD3PMMcdw44038oc//GGml1c09Ourq6vjsccem9Fvppq37rzzTuPfwWCQ//u//+PrX//6lOVNZ2vmr2Umi7lMZlvkZ6B59dVXZ2zX5j8bHR0dPPPMM6xatYq//e1vPPjgg0YmoWQyyV133cXdd9/Nr371Ky655BLjdyaTiZ///Od885vf5K9//Sv3338/L7zwgpHp94033uCNN97gT3/6E48//vi0m5tmI7bJz3q3kO0ugeCDREV63TZv3sznPvc5Vq1aNd9NWVDowgopFsX7yN1FFffomKMRPI/dS/T0cxgbGzOMpVIQDocNZ7TTN4SvrnvWAWK7K0pt2zqCfcvJpl1Gpor5cGbmHxGioDJKmCEpRJQEWSkHKtix4sNNo1qDHw+xWIyNGzeyaNGiGZ+DOp/kG7rbLr8LeXisJPUk1nTTf9NjtHz1ZIaHh/H7/UUxFvUgjqqqJLcM0PPbB4vQ2onpuvwuvB9Zjq3eT19f35QpDmdDLBYzAmm91/yDTE9xDXWddOcQfdc+SOv3ziQYDOL3+yvmGdWD1pZcjMbYiwVlG5mKhtgqYrZWZIuf3t7eou24TyaTxthXZ9mIwxQtuMyJsJpSNFlX0yvvV3THV39/v+aENGepqu8turhHxxsYJBXzIWec9PT0sGzZsooyQgYGBoxjudqjjxcs7tGRgOb486TNVaQsdca1F9Ppl+98dUR7qet8qmhl67gjndT0vMBo+5ElCYIMDg4iyzKSnKb2qdvnnG58KrzvPUuyfSXJ9pX09vayfPnyine4h0Iho29TZFhHD0F2HWfSyKSRGWGMTfSxnGYaCRCNRunq6qKjo6MsAR1VVY01roVUQeKefGqtW1GwMJzdjZGREXw+X0mEclORyWTo6uoaJ/wO5pKElTQ5FGyYabJ4sClav4VCIWpra2loaKiosW4yFEXZkUHLlcRfXZr5TJKgoXmUbVuakGWZoaEhmpqailJ2KBQyMt+0BHqxmEtz1IPHkaDGE2Q0VsPg4CA+n68o9oq+tgWw2hN4A0MFlzkRkgTVDd0Mdq0gm9Xmv0rPaqbvXo/FtCNBeuQYLyT7GcpNIkJLQrvFwxGuZgJmhzHHNDU1zev7mH8EhqKqdMpjrMuEGMzFSara8+qWLDRa3Ky0BWi3eisuw20+siwTCoUIBoPjnOtWq5Xq6mqqq6sX1OYXHd0+yQ6FCF1/f8nqidz8TxwfXoG1ubao9slsyeVyhMNhksmkIdJyOBxUVVXNm/hPt0/kUIzuy/8OJdpdPHDjY/iO2AvXipaKtE8mQp8r9N31KSXLukyIzXKE0VySLKqWhdNkp83qZS9bDX6znZGREWKxGB0dHRUp6kylUoTDYWRZ1jJAWix4PB7jOJFKRX9/gsHghFmUTCYTVVVVBAKBBSeaGB4eJp1Ok80q3P9gD7lcad7Dt98Ns3KFj92Wa8Jjt9tdFBstXyjo7nkXT/dbBZc5ESYlS/2rf6fn2G+QTqcZGRmZNvPCTInH40ZGh8B7j2KPDBSl3J0JvPMQicblyL56ent7WbJkSUW/dwKBzplnnsldd93FG2+8QVdXF4sWLeKee+4BZnY8F2hZafTsoPlHRc2Ua6+91hD3HHzwwVx22WUcccQRu/grrr766lmXXQz0kwhisRj77LNPQX6hP/zhDzz66KMA+P1+IpEI3//+9/n4xz8+ZawkFAqhquqk40r+8d2z3cyVf9JCS0tLQb6Fgw46iIMOOoirrrqKrq4uHn30Ue6++24ef/xxVFXl+9//PmeccQbLli0b97vGxkYuuugiLrroIuLxOE8//TQPPvggd955J+FwmJdffpkrrriCn/70p1PWHwgEjH8PDw+zdOnSSb+bf8/yfycQCCqXitpmkc1mufjii9ljjz1YtWoVXq+Xs846a76btSBIpVLGmZ3ex+7BlCputod87Ovexrb+XUAb+EuRdi0/G5HDE5yTuEfHZM4SaN6IyZI2ApblThUXCoUMIzBGgrekDaw3bSMkRTVxD4AEaUlmWArzrmkza6StZJBRFIWurq5JU8ZXErooIfTkOwQffbOkdfXf+DiJDX3j6i2UeDxu3OetP/4zaqZ0Z4bmokm6fvY3QNvdvvOO27mi34voaxsZvfvFopQ5GcN3PkfsrS3j6p1vksmkEahpjj6LWS1+QF/HRJbmqJbhKZFITJp5YbYYxyxKEWotW4pS5mT4zb14TIPj6i2UdDptHOnkr+vFbCndeyRJKlWN2wCVdDptzIOVQDweN5zkjYlVcz6WazIkVFpizyGpOTKZzJxSyE5FOBzWskgpWRo3PlAS0TBATc/z2GOaU3GytLlzQZZlIyND9aoHsY4V9/7oSEDNM3cipZNks9lJ09hWCnomQYAQUVaxfkJxz87I5FhDN2vYhoo6rpxSE4lEjHe7yfZuUcQ9OnWWTTil7aLYMq8P0+k0W7ZsIZ1Ok1MVNskhHohv4r7ERp5ObeO5VA9Pprq4M7aW51M9BLeLDkZGRuZlLTsX9KCaJCk0NI+WTOwJYLNlqakPA+wiDJgrqqoac2OVO4TXWdyslDvTUDWI1ZxBVdWijeljY2Pbg4Mq1Q3bStoHZksWf9327BjhsLHLsFLp6+sz1ozPJ/q5N7ZlcnHPdrZlY9w5tpF3UtpzEQwG53UNPDY2ZhwDGsyluCe2iUcSXXRmxwxxD0BczbJZjvBgfCv3x7YwpmQMgdNUxzSWE1VV6e/vZ/369QwNDe3yDuvivQ0bNtDf378gxkCdfPskdM3dqIldA/bFQk3LhP5HszGLaZ/MFFmW6e3tZf369fT39xMOhxkbGyMcDjMwMMD69evp7u6eULRQSvLtk95f30M2FCtZXWo2x7bL/oyaUyrOPpmIncU9GzIh7oiu58VUP4O5BNntNoAKBJU0b6dH+HN0PS8n+8mpCqlUiq1bt47b9T3fRKNRtmzZwqZNmxgZGTE2ogWDQbZt28aGDRtK5ssslHQ6zaZNm+jv7zfek+6ozJpgio3hNKmsltksGAyyadOmotuApSSXyxntfe6FYYZHSjsOPPhIH6lUjmw2a2yCK5RQKKRtZMokqH3zvpJtJgOwR/qpXvcvQFv/T3cMz0zRA7j2kS78G54vSpkTYcplqX/l76Aq4+ZBgaDSOeWUU4wMiA888AAbNmxg9erVOBwOPv7xj8+ojD322AOATZs2TXo0FWjrpp/85CfccsstvPXWW8bfb7jhBkATmjz22GOceOKJE25G6u7unuFVFRf9+pLJJO+9996U373iiiu48cYbeeGFF3b5rK+vj+9+97sA7LPPPjz55JOYzWZisRjnn3/+lOXqGxYm44033jD+vc8++0xZ1s7o1wdaBp+puOGGG7juuuvGZTLKZrOsXbuW118ff6LAokWLuPDCC3n00Ue58sorAW3TSf5v+/v7efLJJ8fZQm63m1NOOYXrrruON99809ig8cgjj0x7LXvttdeMr+WVV14x/r1ixYppyxYIBPNPRQl8YrEYV199NZlMho9+9KO8+eabnHjiifPdrAWBHlAyD/Vh2zD1xFooEuB+XkspnUqlSuI0Ghwc1HZ6mWV8dYU7o03mLP76LkALuupZZspBOp02xD0hxnhH2kRiBsGpoDTGW9JGkmjCpO7u7qIZdKVATx0M0Pd/j5a8PjWbY+CWJwEt+FeMQI7+HkVeWk/8na6Cy5uO8NPvkdjYN67uQkin04bRPHhz8dO+74KqMnjLE4DmRKuEQI5+Hx3yMO5MT8nrc8sDuDL94+ouBFmWDedzrXUTklRap6MkaQFuGP8OF4LuPDNb0zg94YLLmw6bPYXDrY3plSSu0NvilAfxZ4qbtlvHroQJpN4z6iuWk1pVVaP9vqF3sCdLF7yUVIXabZrjMhaLFW0cMdZFsTDe1bs6EoqJJR7Bt72OYvZDsVEUhZ4ebVwcI8HbdJJjduuKAUKsRysjP2tfqcgXWPjMffjMxc0+IkkqzbZ3KLdIMJvN0tXVRTabJaVkeSixhWdT3Qwru66psyhskIPcn9jIexnNIR8Oh43jRCuV/HHE649jtZY+8OevimEy54xjRgolf0yq85VexGEyqdT6tMBXKBQqyrrfmIs8Eaz20gfUXd4QZot2z4oVTCsFuuAA4JlEL2+mh6f+QR45VJ5J9hkin8GhwaIJ9WeDLMvGmN6fjXN3dNO0AiWA3myMu6MbGc0lUVWV7u7ueQ/Mq6rKtm3bjMBvNJvlmeAo/9fdxf92beHG7i6eC44Sy2YNAZwubFoI6O9hZkM3qdfXl7y+9HtbSb27ZVzd5UAXrurjVyqX481QlOdHwrwWGiOW1cbnSCTCli1byio+0sejdPcwocdKuxEJILmhl8hzq4HKsk8mIhwOG+PhquQATyS6SatTjwkq8EZ6mIfinWRVTcikH0E334yMjNDV1WU8X4PpNK9GwqwKh9gYj6GoKrIsMzg4SFdXV0X52PR3SJZlUlmFp7pjXLZqiJ+/Nsxv3w5y1Zuj/MeLg/x5fZj+uLaRqb+/v2I2W01HJBJBURTS6RyrXiu9MCkWy/LWO9q7XwwbbZyNvOUVLOnSC2T9G19AymqiXN1PVAiZTMbwGQZWP4FU4nnUMboNV78271X6WCgQ6Ph8Po499lgA/vGPf3DfffcBcMIJJ8w48+Xxxx8PaD6Ym2++edLv/eUvf+Gyyy7jS1/6EnfddZfx982bNwOwdOnSSevcunXrOEFGMeIiM0W/PoAbb7xx0u89++yz/Md//AcXXngh11133S6f//u//zvhcBiTycQNN9zAAQccwEUXXQTAE088wU033TRlO/7yl79M+tntt98OwLJly9hzzz2nLGdnZnp9W7du5etf/zpf+9rXxmXSOfbYY9ljjz2mzPiUH/PWbclbbrmF5uZmjjvuOJ5/fmIBZkdHhyG+mYkNesABB1BVVWWUP9m6R1EUbrnlFkATFB144IHTli0QCOafihL4SJLE4YcfzoMPPsiTTz45ZcowwQ709K0AzjdeKukOAh3LcD+W7tI4jbLZrGG4eGt6MBUpFb7dFcXh0dpazl0ufX19qKpKijRrpS6UWQTsM5LMGmkrCgqZTGZcqrxKQ38OYu92klhbemEFQPDxt5CDsaIEcmRZNgKVQ38t3S6WndHrCofDBTuXdMdlqnOI6KsbC27bTBh7cS3p3h3BqPkkfyysTq4py1io1wVasKhQg0q/hxZS+EzFy2YyFU5TGIcUGVf/XFEUxSjD7S9ttoZ83H7tGSymQKQQ8oVagXRpn8VAeh2oCrIsF02ckEwmDUOxqv+1opQ5Fe7QFqypHc7XQlFV1XgOvWtfQlJL77j3rH3R6IdK3Z0YCoXIZDIoKKxhG8osxT06fQQZRnu+BwYGShpgzX8Way2bS1KHwxTDu328LZfjeWRkhEwmg6zmeDS5dUJhz86owCvpflZntCDO8PBwRYx3kzFuHCnR0Vw7YzKp+Pza+1eMQI4+jngcUezW8tzrKncYSdJ25xe6tk2n00Z2Fre/PME/SdoxJ+tp0ysNPVMMwJbMGO+k52YXPpfsZzSXAhWjvHLS39+PoigkFJmH4p3IsxjTk2qOf8Y6yahaZoNiZtCbC319fcYa5ungCL/t2sKzoVEGM2nC2SwDmTRPh0a5pmsLzwa1/hobG5uX+z5b8u2T2IMvla3e2INaJtdi2CczQZZlOjs7kWWZZC7Hfb3D/HJdF3f1DvHwwCj39g5zxfpO/to9yJicJZfL0dnZWZZMPvn2ychdL5TsaK6dGblLE39Xin0yEblczniPNmRCvJ6enXi4Oxvj+eT2zWx5R1rOF6FQyBAadSUT3NK7jf/r6eKRkSEeGx3mzoE+/nfbVlaFtechFosZRxzON3rm7lwuRySd49dvjPC3TWMMJMa/v+mcyrN9CS5/bZg3hjRR58DAQMVnioId6+x3VofJZMojrHr9ze0Cy0ym4OczFoshyzKoCr4tq4rRvGkxy0k83W8DxbFT9DIssVGcA+XxGfo2vQxUzqZAgWAmnHnmmQA888wz3HHHHcDMj+cC+PKXv2wcP3/ZZZdNmDmlq6uL//f//h+gHUV7wQUXGJ/V1NQAsHr1akPQn8/w8DCf/exnx63xyvl+ffKTn6S5uRmA6667jgcffHCX74TDYb7yla8Y///1r3993Od33HEHDzzwAABf+cpXOPjggwH4yU9+Yhz1/N3vfnfC69e54oorePvtt3f5+//8z//w8sva2PONb3xjNpcGwCGHHMIBBxwAwIMPPsj111+/y3cymQznnXeesVEi//pOPvlkADo7Oyf8LcDf/vY349/7778/oAmL9OMkL7300gnX8OvWrePdd98d97upsNvtRj+8+eab/PjHP57wez/84Q955513AK0/9OdXIBBUNhUl8PH7/Tz33HOccsop892UBYV+rjm5HPY1pd+NpON4Vwv6FduI153BJrOMw1tcwYDLrzksEolEWXZaplIp4/5sknpQpNkbsUkpTbektTsYDFbUDqN89Osc/cfU6f6KiZrJEnxUS7lYaEBV3+GVHUsQfqa0WbDyGf3na6g5LZBTaPYU/R4EH3q1bI5LFJXgQ6+Nq3++SCa1ncioOfyp0gSCJ8KX3oqkyKiqWvBOVP098lv6Sp69R0eSwG/pHVf/XEmn04Zx4yry+D0VdlcUk1nbxTjfjmXAcLCalSS+TGmzgVmVOB5ZS8tbrGwqevsd0T4cidJnCZFQ8Q++BRRnHEmlUoYh7Fn3csHlzQRrNIijV3OSzvdYOBH5O077CJKgsIDaJrRgTjGc5VNhCNilEE5T6bIFBSzaexqLxUoeCM0PNL6ZHmRUmd3c/0q6j6ii9V8l74TVnwubPYPdUbrjMnfG59fqzWQyBfWlqqrGNVS5C98xPVPMJgWfU3vWC3239N+bLRlsJT5eLB99/s9ms2U/hmcmRKNRZFlGUVWeTc79qEEFlWcT2lgYj8fLeq2ZTMaY859P9k2bbWMiYqrMqqQWCNePHJkP0um0MSY+NTrMc6HgpFIlBXgmNMozwR1HpFV6sFC3T1Q5S+KZt8pX7wvvoSTTRbFPZsLg4KAh7rlxSx+vhsaQd7JHcyq8E4lxw5ZewnIWRVGMTMelJN8+Cf6z9MJ1nejL65FHtPmjEuyTiTCyLSlZnkvOrS/WZIL0ZbW173weF5XL5YznaUM8xu19PfRM4PMby2Z5bHSYfw5rwsaxsbGyZviejEgkQiaTIZNT+d93RumNT72GkRW4eU2IDWFt7qnkzYCgrQl0H+w774bLVu9oMENPrzYGFmtd5RjpxJoon6/D26X5PJPJZMFztX4N3s43SnYE9864BtZjTkXH1S8QVDqf+MQnMJvNZDIZ3nnnHWw2G6eddtqMf19fX8/VV18NaD6GI488kksuuYSnnnqKZ599liuvvJIDDzzQENlfeumlLFq0yPi9LjBKJpMcffTR3Hzzzbz00ks89thj/Nd//Rd77703q1aNFxqWcy6z2WzcfPPNSJJELpfj9NNPN46eeuGFF7juuuvYf//9WbduHQBf+tKXOOSQQ4zfDw0NGZl6Ghsb+cUvfmF85vF4+O1vf2tcU75IaGfi8ThHHnkkl19+uXF/Pv/5zxvHfu233367CItmys0334zD4QDgq1/9Kp/5zGf4xz/+wcsvv8ytt97KRz7yEZ599lkAjjvuOM466yzjtxdeeCH19fWAJvw577zzuPfee1m1ahX/+Mc/OO+88/jZz34GwMEHH8zRRx8NQGtrK1/84hcBeP755znggAO4+eabef7553nyySf59a9/zVFHHUU6ncZms/Gd73xnRtdy6aWXsvvuuwPw85//nJNPPpm7776bV155hbvvvpuTTjqJX/7ylwCsXLnSaJtAIKh8LPPdAEHh6KIAy8gApkz5HIvWvm2AZqjJsozVai1KuYbR5AkVPcBtdcQxW9Lksnbi8bgxUZcK3VkZJ0mYuQf8+hmhjXrIaU5pv99frCYWBf0ZAIi9W/qjrfKJv9sFn9UCuqqqIs0xZYj+HiXW9kCufCIqJZ4muXUQ17Imkskkbrd7buUoihFYSLxX3j5IrNbqK7QPCkXvQ0c2hInypSaVUHBkR0jatD70+XxzKkdVVcPp5ZTCRWzh9Li216c7wPUdA7NF7wOzJY3ZUsY+kMDmSJCK+0kmk1RXV5et7onQ+9GVHUSaY5aU2eCW+4nZFhXliDXY0Y/OaPnO83ZGtV05qVRKO6LTNHcNuvEcRkNY4uULzNsHOkm1rihaPxSTdDptzBG9FJ7JI0mGUaLU4CUcDuPxeAouc8J6tt9LT5GP5toZt2kUiRwqZpLJ5IxTb8+FSCRCLpcjqypskGcfHFCBtZkgBzqaCIVC1NfXF/S+lApjTnaWV+Bhs8tIkoKqmkgmk3O2T2RZNoIoTlv5jpEBcNmTRBJVBW9G0PvA6kiULaMegNkqYzLLKDkryWSy5PbWbNGFg1vlMaJKYeKznmyMYC5FwOwgHA7T0NBQhBZOj34NUSXDZnnu89zaTJADnY3YMROJRAgEAkVq4czRhYojmQwvhGc2Jj4bCrKP10e11UYwGKSxsbGUTSwI/T2UuwZQ0+UTO5LNIW/uxb7XkoLskxlVlZeB+aH+UQbTU4uuwnKWe3qG+NLiZkMcZ7fbS9Y+vQ/SvaNkQ2UUYasqidXd+I+qDPtkIvSxZF0mNCehoM7b6RGaLR4jY5TFUn5Xs75RMJnLcc9g/7QW2BtjERY7Xezh8RIMBufdx6aPha8OJuiJzcyOzqnwjy1Rvre/3djEWGlzro6+psnlFAYGy3usZU9fgtYWV8E2mrG2DZbPRgawh3pAVUAykUqlCvIZ6v3gGN1WzCZOiaSq2IM9JJpXzsuRpgLBXKitreWII47g6aefBjQBx2zniQsvvJBkMskll1xCKpXiyiuv5Morr9zle9/5znf40Y9+NO5vP/3pT3nqqadYs2YNmzdv5vzzz9/ldytWrOCcc87h0ksvBbTMLuVcE5900kn89a9/5Ytf/CLxeJwbb7xxwuOszjrrrF2O5/ra175miIKvvvrqXe7tGWecwamnnsoDDzzAQw89xG233cYXvvCFXcr+3ve+x1VXXcUPf/jDXT47+OCDeeCBB+a8Jtl333155JFH+NSnPsXIyAh///vf+fvf/77L94455hjuuuuucbGQQCDAPffcw8c//nHC4TC33nort9566y6/3XvvvbnnnnvG/e3qq69m8+bN/Otf/+Kdd96ZsO9dLhd/+MMf2GeffWZ0LW63myeffJLTTjuN119/nUceeYRHHnlkl+8dffTR3HnnnSJ7j0CwgKg8b7Bg1ugLZMtAeY5F0jGPDsH2HXPFCmapqprnjC6+sl+SdpRbjgCcvltulAiFnNGSlXJEiI8rs5LQn0FFzpLcWPpdePnE12jGdTabLWintv486OWVk8T2Ogt5JtPptJFaOrGuvGOBfiSbqqrzulN7h8Cn/LvXnNmRcW2YC+OCiabyiRIAHKYx2L6DqxCny47xu/wCB6s9Oa4N88mOZ7E8R6I4c5phnL9DuRD09ttj5Tv6wh4bMP5dqONP/719pMzO1+316WLHSsIIbiETLzB7j04QbSdmqRy140SPJR4TJUnFIWk73ko9hujBtC3ZMBnm9r5uzAbJqgq5XK5ij2QwxhFHebNrSNKOOgvpS/23JimHzVLGoDzgsG1/Xwsc0/VrsNnLPy/aHIlxbagk9DZ1ycV5d/Ryynmtuj24VR4raP99FpVt29s/HzZmfkaz18bCs/rt62M7jpet1Ay3sOO5yGyce7aouaLXWY55TVVVEtkc70RmJqDZHE8yvF0IVOpsdDs28syDnb+2cDu/VORyOWOdtaUAoSBo42Bu+5G483Gt+Zkq34pGdskeNRmvRsKAtslwPoUHyWTSuG/P9M5uLN4UydAb09YplZzZUb++oeE0uVx57aT+Aa1vC+njfLvEHirveG7KyVjHNB9XsXyG9mB5fYb2YHnmI4GgmOhZdGB2x3Plc9FFF7F27Vouuugi9txzTzweDzabjfb2ds4++2yef/55rrrqql02ylZXV/Pyyy/z4x//mL322gun04nVaqW+vp6jjz6a3/3ud7zxxht89atfNTa0TCQ+KTWf/vSn2bRpEz/4wQ/40Ic+hN/vx2q10tTUxBlnnMGDDz7IX/7yF2w2m/Gbu+66i7vvvhvQREL/9m//NmHZ1157rSFo/Pa3v20cwZnPRRddxBNPPMFxxx2Hz+cjEAhw+OGHc8stt/Dss89SW1tb0PUdddRRbNq0icsvv5xDDjmEQCCAxWKhrq6OE088kTvuuIMnn3xyQvHXYYcdxtq1a/nBD37A/vvvj8/nw2Kx0NDQwHHHHccNN9zA66+/TlNT07jfud1unnjiCW699VZOOukkGhsbsVqt+Hw+9t57by655BLWrl076X2bjObmZlatWsUf/vAHjj/+eOrr641n8dRTT+Xee+/liSeeKNuGFYFAUBxEBp/3AXrmFHOwPIFEHUlVMYdHydU3GW0oFEVRDEf2/2fvvMMkqcr9/63UOXfP9OS0ObDALrukJacFBMmgIIKCygXFgF5R4QfXeBUUFC+IKEGSkqNIzmHJLLtsnpx6pnPurvD7o6ZqenYnd3V3zXI+z+PjMl11Qp1Tp8553+95D2sozcSfNaaAhKcs4bwVsUOCKr4uCaThhl2XOx6U9s/1hyHlyxvePds1KuYoJpKUIg7KdJVfHJLpHBpThtmgtAEfSUKIltdAzw/HIKSyYCxG5PP5iu0aU56fQSh/iG2DEB1ThtkwOo5K4KjytiFNCWCpDHjJXNR4rtSf5cov9FLyLPXxOtNB+b4YhfIItQxCRP03z/OzjsAEyMZL5TtsSJcvzD4jZMHk4hAM9qLnFMr9bKS84zkbkaPMKHOZSuxenghl7hCHdnOrxEhapYrels/nR43QVOl33BvpBNKCu+TzQyX9fn72dcpKAsJiBlWMRbM5uNao32RD+cdkzsAjk9bmm2zkcmWNfgMARna0DxYzplfym8xwuTFl0AuCIKhtOyRoMx4q6ZRzjaasMYf44uswJKSxAK6KiPRzuZwqztmUmJngamM8jqO9VWqbljICTDEo7wDfW15bDQDwfcNjylAqFHHYp7EE+BkInD+KxHGM31tycZlS/2x3+dsg2138Or9UKO+8JEkYLnI8FCEhKGRQzVqQyWRKGglxPARBUOdXn85A+NyVSSOaz8PJVTbinPL9CKZ5dCVmPq/7cCiDehuny2MxFZRvbyhU/mMVQ6FRO8Fs1yyFa2QuUf6xhEsMI+/0azK3pXMpMLny2pu4xNCYMhAIeqCjo2PS37/97W/j29/+9qTXKBF+JmPevHnqcV0zwW6349prr8W111474TUWi2Vc+0VLS8u0Np1dc801uOaaa2ZctkJqamrwy1/+Er/85S+ndf0ZZ5wxrbI1NTUhkZjaZnLkkUfiyCOPnFbewMzr7HQ6ceWVV+LKK6+c9j0KM302CjRN4/zzzx83atFETKfNGYbBhRdeqB4DNl2m+8ymeqcIBIL2kAg+ewDq4C2U32hA8fmxZSiSwt13FF0aoQhFibvlVQokSVLzyGtwXBBPyWnocYei0v5Srvx9UOJFSCNHahXTD5XnWpE65PJjyjCrNJQ2yFfGeKjUoZJRK5TnRxURXny2KHkWU3/lXgpi2Z2JAEBDu/dI6+MVpwNFj7wDOoicMtqW5emLtDT63hf7jSi8nxbLO54o+RXbhurzF8prQKQK5mF66IeFKOXhNeyT+YK0SlHfwjRpqvTvEo3ix/HpoLxjOam4dzU38t3RImqX1kiSNPoeVuB7QI/kqcW8Slk3lJPCZ6bFvAKV+CaXab01UwqfZ0aj+WJWlNMpZ12V9z4jFf+dVtKoxFhS+MxSM8w/KY5er7d+Voi6xqzAGq1c6zOl7yT4mbWhcn2p26+S63wxq83cthQoz4WHBL6oWGAyyphaifexMM/EDO2iSaHy8yml/El+du2QzMv363FOqKCuRYTy9w+eL35eVXgfVQHbu7JO1mRuWwnfgaDfsZBAIBAIBAJhrkIEPnsSdAWac2RHqVa7tsekI5WoPhK1e14lgKIoNQ9Gg1eNGXkedCXaeQrUZ8lWoGw0BYqhx5ZjFij3KmmVE4ot/j1S761A+QFt6lB0GdS8y18GCdr1QakC5S/MV5N+KFWgDco0tk+HcvdFiRqN7lBs/QvvL0y3HCj5aVYHurzlL8xPD/2wEKU8tIZ9snBuU4r6jumLZViyaDEGTgclfbbIfFhK3/NC9ZtWATu+qmvR4ptcwe9ZYTnmHDr6JhdSWB5Oo3GlEu+ikhdHFZ+n8hwqMZYU5jnTuhgK2lKP46BCJdeYWttqJkJ5/oYZtoNyfanbb66v80vFqK2K0mQ0VN7hStS1sA8ZddoPJ0N9h5jZPTvlvrkwFtJ0+fsHwxQ/rxqzLin3GhParJPVua0Gc4eZotU6n0AgEAgEAoEwin5n/4RpoxwBITpcZc1XAiDYXWPKUCwMw6iLUj5XmvC4fN4MALM+ymkmKKHCrTAXnZaShh7DjytHBxiqXUCZF+wGv2u3cswGpQ8batzFFmnGKHkW8x4pdWedVtAmwxRXawttM4GxmceUoxIozy/P2MqeNz+SZzH1H72XRl4q73suSRT4kTy1qAPPl3583RVhJM9K9kEFpS/m6PKEp8/Ro32+2O8xRVHqdzhv3P0c6VIhUgx4Tj5fu9g2VPuhrbzjuZJf4TPUC8qZ5zYN5iMKNpjUtEthrC3syznRonn6u5KTrLvlWwqU+aeXnn1bMKDgouUxW09HwRUy+j0of/mUPLWYV+WF8n/PCvPUYm4r8OWdF8p5cmPKoBdomlafqZfRZq2ppKOMs+VAycvLFD+m+5jKrTE5jlO/H/MtMxvnF1jkMZuiKN31s0KUsjFVrvLnPZJnqefGSt9ZYrfOSEa81CG3YanfHaX+XI2rpPmMh2EkTz2sT3ZFaTeaouDWYDxUxsJKjCUMw6jPeKF1+rYAH2eAb6T/VdLOpswNq80MPMaZ95XFbrns5fwOzRSlfZyO8s+rHHY5T5qmixL4KPfylvKtkRV4iwOANrYa0WiByJS3HZRnpsexkEAgEAgEAmGuoi/vA2FWKOdE5/0NZc1XdLohjRjWtDqrmqKo0fpkS+PMyWfkdM1m7ZxcE6Hk4ZaKc/LSEgUHtH3WWqLUk7EYYWquLmve1qWNAOTFejEGDeW5WpaU9z0CAMvShjFlmA3KvRRDw7ywTpNyTRfLotFnVsn+qeSdYX1lzzs9kmcx9TcajarRKCOW12iUlWyQIBtbihkblXvz2dKPr7uSz8h56mGMLHdfVPLhOE4TgY9afltt0WWbLlmrX42AU+z3Wbk/V9VYdLlmgpKf0WjUncBHeSYWGGGANo5QZ4nnJTRNq86WdInHREkazaPU80OHQzbQL+A8YGYZUamVdcFIsaAoCnZ7eYSEM0XpF9lMeZ1NkjSaZzF9U+kHvMAhL5RXPJAe2eRQ7Jiurqky5f8m50bWcXr4JhdCUZTatvUjotJiaWBlZ3I51pYKlhExTBNb3PtPAWjgyl9+BYZh1DFxP6drRveuGrne6XTq2mGovAPc/Pqy580tKH6NOR3cblng7DVymGebXj+qNhrQapWv9Xg8JSsbUDAHWlyBdf5ieW6ot7EQkMVnirCk2LGkhrHAQGkzj58NFEWp/XCVwznt2dUqhzz3MxqN6rhaCaxWKziOA01ROKR+ZuXwW1gs8cjzZZfLVYLSaYPSL2r8prIfR15bI79/xbyHhWvkrKu847lE0cg55XV5Me+XWn+KRtZdXpthzlOe7xGBQCAQCATC5wl9eR8Is0I1QPvryxpqk6+RJ+jFCit2RVlYZxJuzcP68zkj+JxlTD6lxOmUDQYu2GEuIiJHFdzgIDtyFCOonmBZVjWsWpeV16FqWdYEQF4oFhNBQHmPFMFQuaBYGpaF9WPKMBsYhlHfQ8vSJk3KNl0sS0cNl5V0aivPL8N6y3rMlQQgw/nGlGE2FBqNSu3M3pW06AJQvDNR/R7lTBDF8vYFxZlYCaPyrihlSLHVKMfpNCm2eky+xaK+S7byGf4UMZHBYCjaUac6tV1VEA3lMyJmRwQ+euiDu2I2m9V3uw7FO9JYMKiCPE6VUmCiPMuk6C1ZHgCQkRwQwY3Js1S43W5ZZECzaGFnN9YvMcjPw+l06jZyhTqOpMsr8OF5BoJQvJOxUHSbLlFU0YnI5LQRrKpixzKLbkWBhpA3jimDnlDWUgsNLhiKNId4aCPqRoRC5VyjKWvMKtaMGmb2a9oWzgE7Lb+jlVpjKuKOZrNFjcozFYutNjSYyiMOKRblHTDMqyt/pNv5xa8xp4PRaITNJgvFvlDrg3mKo7BYisIpdT713lLbZZT6m1pryh7p1rxUv3NDYHQsWWbwFjUaLjfK8xKLxVKxKDLKWODmDDjMM/W8sdFkwsoRgY/H46n4UeNK+dfWWmDnpt8a65rkd89oNMJq1Ua4WgrUsdDAwOspb7SkulrzmDLMFuX+rLu8Ap+cww+JKX6dwjCMunki6ymv3TPjLs/3iEAgEAgEAuHzBBH47AGoBhGDAbn5S8qWb2bJPmr+Wi6GlZ03Qt6EXFpbp1EqWgVAdiCWQ+BjtVrVBdR8qQGz8fSyEoNmqQaAfh05FEWpz9N97D7lzBieo/cGULxgS7nf4HfBtndLsSWbNq7DloM2auNUVOrgGnkm5cJ19D4AKr9YV/IXaQMShvLt0ExxtRBGjlrRqh/GhFrNBY6TERPkMabYNhwV2lHIJMrnKMplzKozsZK7LxUUJ0eecSDF1pQ0L4HiEDO0jsm3WBTjcMrVgryhPNFBYtUrAGjTfmazWRYbUjSS81YWnd50EAxmpJuXAtBHH9yVwp3NDagCh+JEVC2oBgP5qBvFOVQKFIdzQqxGTiydyCLMj4qFS32EK8uy6jNbaayBiZrZvG4B60bViENfz45tVbCfNiKfL190jURs9Ki/YpyMhZFeYqkyHlcoUYil5HFXqzkFnzMjny2fMy2dcAEYK1zWE06nU96gQjFYbfYXldbBFlmcWu7oD2azWc3vUEs96FkI2znQONgsC3kdDkfFnPIWi0Wty2n+Wsyb4jkutFhxSrU8t7JarRVff0yFUj7aYoJpv0Vly9e4Yh4YlzwvLEff9Pv9oCgKVUYDLm6tR+0EQhqPgcWFLbVoHoneU1NTU3JhhbI+oRgaziP2KmlehZgX1cPUJNuf9Dg3BEbnEQ7GgJXG2UVirmdtWGhwj0mvEhgMBni9srDnELcXx3irYBxn8xEFYJnNji/XNoAdiRapzJEridvtBk3TsBsYXLrCAws79XtxfLMNB9bKfcvr9VZUpDQVhRGjli4pn53AYmHQ3GQd+bc286q0fwEErnzfnkSDPG4ZDIai7cFKHRKNK4ou13TJeBrA22VRp55FaAQCYW5wzTXXQJIkSJKEhobyR2ckEAgEPUEEPnsALMuqDpD0yoPKkqdgcyC3cBkAaL4YLtx5Eh9u0MzJzeeMSMVkA0u5duhQFIXaWtnw64QNLVLtjEQ+lERhkdQMAzgwDAO/vzgjdClR+oHr0GUw1JXHsOPYfyFMLdVj8p8thYb56rMPKbps06Xq7LUAZMN6sYt15RnY9p0H0/zyHK1jWdoI6/JmAJV3NHIcp0aSCJuXlS3f0EheVqu1aOeI0oZZyY6UWJ7nmRUtSIjye1RsGxY6+5PR8h2VlozKxlyTyaQLZ6LJZFK/Y2FjaYW3UcN8SBQHmqY1E1rY7XZ5PKJoRP37apLmZGRstcjY5V19Wowjhc8ituzgskRRSixeA4k1lFzwUgxer1cWPYDFIszeEOKEFY2Q51NVVVUljdxmt9tHnAEUQkJLSfLgJQ5RYbT/lWN+qDw3O23AceZWmKcp8mljXTjYJLedw+HQrcMQkAWH8ryGQiyijfhwKiQJiIblvJRIScWgfJOjSQd4oTwipXjKDl6UHWDFHrVhNpvVjQbl+iZL0ug32eVy6e64QkCeq1RVyWPYvkYfGtjZOZuWGzxo4eQ1uCJuKCfKGtPHmHGIeWYR92gAR1ka4aANoGkaNTWlFSNPBkVRaGpqgsFggIGm8aWaepxdUzdG6EMBWGCx4pyaepxVUwduxCnf1NSka4c2MHZ9YvtCeWw1AGA76UAA2qxPpoPZbEZjYyMoioLfZMBl8xvxjdY6HOBxYC+HFavddlzQXIsfLGxGy4i4p76+vizHTBbOzXxnri15fgq+Mw4GoJ/1yXgYDAZ1PFxl8qN5hkd1OWgDjrbIkUCsVmvF58A1NTVqGQ5wufHd5jacWOXHCpsdy2x2HOr24LKmVpzmr4VhJBJ5c3OzLr5VLMuisVF+li0OA360qgqrq80YT+fTaOPw9aVufLFN/ga5XC5diJQmo3Czwcp9PCjXI993hRssK29KKHa8cTgcYBgGEsMh3rJKoxJOjkQziLeuBqCN7V21N/may3ZMV2zeAQDk74Rex0ICgUAgEAiEuUjlVzEETVAcYvnWhcj7Sx8uNL36UIBmxoiLtEQxMvI5CxKh4oUKkgREB1sASV7El1OIYLPZ4PPJRvUGVGOB1AhGmvrVM0oGLJfmwQ15EVpXV1fyXeXFoDjhKJqG/9zDypJnzVePACA/Y8WBUQxqWOdj94GhpvQGEvOiejgPWDQm72KwWCzqgrn6vCOKTm86VJ8r52M2m3Wxg1Z5jglDIzJM6dswx9gRN7aMybsYTCaT6rAN8q1FpzcdlHwMBoMmO6qU55DLWJFNl975LPAs0nGXmrdeHD3Kc4gZWpBkSyPO5Ckjhsz7AJANu8UebaVQGCY+UrsfeLZ07SgBGG6URZWFEQmKRdnBm/fVI920VJM0J0JkDYjtJX/39OrQBmTHgeIQroYL8zFzo64NZqxACyjI0U2U51wqCvtikG9FRtTeEdifXwYRbFnFWYpjGgC8jBknWeZjCecFN8HSzEObcLCxAYebm0CPRJbR+261wraLhu0QhdKPzcm4Gfm8PFfWwgnidDplRw5ohBKlXztIEjAcHz1+rdh5f2EbpOJuCHzpRUq5tBX5rP4jTPl8PpjNZlAUhRNtLaifochnscGNwyzymtvlclXkeCuz2YzqalmgvczoxbGWJhipqdvYSrE40dqKNoM83tXU1FQseo8Cy7Joa2tTIwMvtNrw5doG/Lh1Pr7f0oYft87HObX1WGC1qpFjW1tbNZv3lBrlXTDttwhsc+k37DC1XpgPWj4m73LgcDjQ2tqqrkebrWacVFeFc5pqcEp9NRbYRyLmjogqyilIUJ6Dbe9WWPZqKXl+rNcO9/Gr1Lz1sj4Zj6qqKpjNZjAUhXXWZuxlmN7croG14VTbPFhpeTNafX19xetJURQaGhpQXV0tR2qjaax0OPFFfy1O89fiMI8PrpFvq8PhQFtbW8XHv0LsdrsqXKyxsPj6Mjd+dZAfX17oxMmtdpw+z4EfrfThp6ursNov215cLpcunv10UN55h53DsiWln3OzLIX9VnrUvItdo9E0rYqvo/MOhEiXPrp6vGlfCCb7GIFUMRSKbCKLDy86vanIW1xINO0DQN/zQgKBQCAQCIS5iD49EAVccMEFatg1ovSeGKvVqj6f+IlnQaJLZ+zK1zYivVp2xvl8vpIsJM1ms7qTKBmuQyo2eweSLO5pRT4r7+itr68vu/PN7/erizE/PFgpLUKd5AMr7d5OJsmAFrEWK6WFcEI2NtfV1VV8N9RUUBSlOvr8Xz4U1uVNJc3Pc8IqOA+WI2No5WB0OBzgOA60gUXLNedokuZEUCyN1v/5EoCx0T6KSrOgDbwnrYF9zcKi05wMx9qlcK+Tj78ptZN3uqhiL4pCv+NQSLM4smC6SAD67IcBFA2O4zRz7iiCwLhYg6hQ2h3VKcGNsCBHYNIqrHeh2CsSaIQklrANJCASaIAkMWAYpuhoB1qiRtegKPRb10Is8kik8RiwHAiBNo+JRqAVHo8HDMNA4CwIzDtO07QLiVctR9Ijj1Va1sFkMqlHlgUPPQuCoXQCxPD+X4Bg94wZg/WK0+lUjatNqMLeaIUR0xMR1MOLVZgHDqy6y7gczgSv1zsi4qXRm9sb4jRE0tMlKtQgNhK9p7a2tqzOYpvNhpaWFtA0DRttwIGmepxjW4KDjfVYxvmwmPNghaEKJ1rm4RTrQiwyeHa7T+94PB7QNA1BYDAUKK0jVxAoBAblZ2S32zURftM0rb4vQ1EfMvnSOgFDCQ/SudGjNrRAEX9KIoPoUGlFYaJIIRyQow9YLBZdCL8nYkzUGIrBKbY2HGSumVBkp2CmWBxracQx1kbQI0KTurry7IAfj6qqKnXeON/gwpfsC7GvsWrcqGA2isNqkx/nOBahkZPFkn6/XzcON5Zl0draiubmZvX7zdE0rAwLdmS8s9vtaG5uRmtrqy6PrZ4IZX1C0TQ83z0ToEv47aQoeL53JiiG0XR9Ml0sFgvmzZuHtrY2uFwuGI1GsCwLg8EAh8OBlpYWLFiwoCyRewopXJ80XXU2KENp+0/jT84CYzbqbn0yHjRNo7m5GSaTCQxF4xBLPU6zzcM8zjnu8X81jAXHWJpwsq1NFfe0tLToRihDURSqq6uxePFi1NXVwWKxgOM4cBwHk8mEqqoqLFy4EE1NTbocRxwOB+bNmwen0wmKouAwMDi03ooTWuw4psmGNqf8nE0mE+rr6+eMuAeQI5opds1jj6qFxVzaefeRh/nhdBrGCJ6LxePxgALA27wILz1KkzQngjfaENzreADyGk6L/kpRlDpvSDTtjWRd6aINSwCGVp8OieXGHFFMIBAIBAKBQNAG/a1mCLOCoijU19djx44dEKrrkDr4aFhf+4/m+Ugsh/gJZwE0DZPJVFJHVlVVFdLpNBKJBGKBFgh5I2yeflDU9A/bEHgO0UAzcqnRHYqVOPOXoijU1dXBbDZjYGAARtGANqkebahHWsoiixwAChYYYShwtHEch/r6etXIqXe8Xi8ikQgymQxaf34uNp79O0g5XvN8OJ8DzVeeDkBe6GplIKRpGnV1dejs7ITzoMXwnX4ghh96S5O0d6Xma0fDukR2gmhplHG5XIhEIkgmk2i6+hx8dvb/QkxmNUm7EMZuRuNPzwIgG631slhXxsKdO3cizfkRtKyAL/VxSfIKm5chZZCdOlq2od1uh8PhQCwWQ39uOaymEFgqp0nahYgSjd78CmAkEodWRq/R79F28DkTYiE/nL4BTdLelXTchUxS7nt1dXW6cngrz2H79u3IMU70WQ9FffJlUBodGBU0LkXM2AZAFiZoHeFNifbS09ODuG8ZoqHtcA5t0DSPnNGFwVZZPOR0OjV3QtXV1WH79u0QbC6EDj4Nvpfu0Vzyl65fgPhehwKQHaV6cW5MhHJ0KEVRCAaD8MKB/bEIAwijHyEkkB7TQw1g4YMDDfDBBtkxpuy8L1ddaZpGQ0MDduzYgYzkRHduJRoNH4CmxKLSTQhe9Ob2ASCPu5X4jtlsNsyfPx/Dw8OIRCLgRGDRBDvnTSYTPB6PJkdPlQuWZeH3+9Hf349YxA67IwWLNVOSvIYGPRB4FjRNq5GqtKCqqgrRaBS5XA69wXq0+dtRisef4zkMROTIHh6PR7NoZgzDqGN5OuFCOh6B2R7VJO1diQVrIeSN6vdP73Ach9bWVnR1dSGdTmOVqRp7Gb3YnA2jl09iWMggLwkwUgyqWDOaWTvmG5xgqFGxSWNjY0XnHhRFwe/3w2Qyob+/HxYAB5prcaC5FjEhh5iYBUDBxRhgo0fHbJZlUVdXV5HIQ5NBURTsdjvsdjtyuRxyuRxEUQQ9ciSXnqPZTkbh+sS4pBn20w5D/MGXS5KX7QsHwrRiHgBt1yczQYmypKdjJAvn5eZ5taj5xjr03/RkSfJyH78KrsP3AqC/9clEKAK7wcFBhEIh1LBW1LBWCJKIkJBFRuLBUTQ8jAmGgkhhVqsV9fX1upz/KiJdvYgYZ4LJZEJjYyN4nkc4HEYmk4EgCKBpGizLwuVy6er9mgk1NTVIJBKwWoHjj6vDQ492lySfxnoL9l8tz6mrq6s166NGoxFV1dUIBAKILDoM1t6NMIV7NEm7EAnA8MpTIRqtYBhG06M0nU4notEo4vE4hvY7DaZn/gAml9IsfYXYvP2RrpE38lRioy2BMBkdHR1obZWjmf/85z/Hz372swqXiEAgEAiEmUNmV3sQhVFvUgcfjcxe+2mavkQziJ3yFQhVNaAANDQ0lNRgRNM0mpqaVHFLMlyLYPdiZJMOSFP4R0WRRjJSheGupaq4x+/3qzsVKoGya2T+/Pnwer3qLnEzjHDBDhdsqriH4zj4/X7Mnz9/zoh7gNGQyABgnleDeb85H2C0HWZoqxEL/nQxWKdVdVpoid1uV3fZNf/4dNjXLNA0fQBwH7MP6i+Rd+IoIbG1QjFe0jQNQ60Hbb/7muY7FCkjh9brvw5DtUsVRenJ2WixWFTxYcC6GnFDs+Z5JAwNGLDJZ4l7PB5N31NFEMgwDAQY0ZXdD8I40b6KQZIodOdWIifZ1PdWyzaUd0fKx0Ykwn6kYtpHbsimLYiMRApwOp26EZkVYjQaVWNczNiKXqs2UaWCxqUYtMr9r5R1LxTdDMz/AhIe7cbDvMGBnmVfhsiZSzKWA7IQRXn+yUWrEVlzokbyKplsVSMCx34NwNhxR+8oIp/m5mawLAsWDBrgw2osxKHYC2uwCKuxEAdjKdZiGRajURX3eDwezJs3T5PoKDPBbDarUTISoh+duTXIS7MrgyQBYb4BXbnVkMDAaDRWdPezwWBAXV0dFi1ahLq6OthsNpjNZhiNRlgsFrhcLrS1tWHevHm6P+ZjPDwejyqu7+/1IZvV3kEfDtoRj8rfYa2PG1IEZgCQzlnQG6qbch0yU3iBQWegGZJEq2sALSkcy8ODjchltI+sk4x6kIzI61C/31/2MWK2cByHtrY2+P1+ee5MMVhh8uF4WzO+4lyEr7mW4lznIhxrbcIioxsMRYNhGDQ0NKCpqUkXziqKouByuTB//nz4fD51jelgDGjg7GjgbKq4h2VZVFdXY/78+boT9+yKwWCAzWaDw+GAzWabs+IehcJ5gvPCdTAdsEzzPEyrFsL1jZMAaL8+2RMwmUzqsXY1Fx4Nz4mrNc/DuqJF3QSj1/XJRDAMg7q6OrS1tanjA0PRqGLNaOTsqGGtqrjHYrGgsbFRV5F79kRYlkVVVZX6rJuamtSoRHMVjuPUdd+yJU4culbbKLQA4HEbcObp8lFnZrNZcztwVVWVHEGfojFw0PnIW7UXkYWWHYtkvfydqKur0zTalGJvomkagtmB/kMvhMhq+x4naxZheOXJAORNiOWO2kYgEAgEAoHweYBE8NnDqK6uVqPexE84ExJngOmDN4t2J4oGI2JfPA/5eYsBALV1dWU5Mk0JFzw0NIRAIAA+Z0G4fwEYNgujLQzOmAJryACQIIkM+JwZ+YwVmYQb0ohDXG87FA0GA2pra+H3+5HJZJDJZMDzcpQbjuNUp85cc+AomEwm1NbWor+/H+6j98b8312AHT++S5NIPqzLigV//iasy+TjvxoaGkoSVrm2thbpdBpZAAv+9A1s//7fEHtjsyZpe05YhbZfnAuKoWGxWDQ/VgcYdRb29PTAvv8itP3hIrRf8XeI6eKjwNBWI9p+fxHsq+YDgG537Pn9fqRSKaTTaXQ7j0ZD7EU4su2apB03NKHHeTRAMTCZTJo74gB53GpoaEBnZyfSkhuduf3RbFgPhir+PRIlGt25lUiIcrlra2tL4oirqqpCMplEMplEeLARkkTB6gxpknY2ZUWwrxWSRKtjql7xer0QBAGBQAAx4zzkGCfqkq/BJIRnnBZPGTFgOVCN3GOz2UoqTFAEg/l8Hul0Gr2Lz0T1zv/ANfB+UfOKtK0OfYtOB29yqt/5UoXId7vdSKfTCIfDiK48BiJnhOetx0CJQlHpphoXY+iYCyAZTOA4rmzHVWmJ3W7HggULEI1GEQqFkMlkwICGDWPndzRNw+VywePxVPS4XI/HA0mS0N/fj5ToxfbMYajhNsHF9Ew7okpONKE/v1wd/4xGI1paWnRxRAPDMHN2p/lkFEau4Hmgt9OPusYATObi5ySSBISDDgSHZBGp0+lUj8TVEovFgmplt3ZSTr/e06dJJJ88z6JjqBlZXp77NzY2an5UnOLIyWQyyOVyGO6dB29dO4zmpCbpJyNeRIbkiD02m23OiB0VKIpCVVUVPB4PIpEIYrEY0uk0RHE0ShjLsjCbzapYSg/Cnl3hOA41NTXqGjOdTu9Ra8w9gcL1ie+n5yH42/uQfu0TTdI2rVkC38++AopjS7Y+2RMoXJ80/b8vASyN0GPvaJK2bdV8tP3hIjBmo+7XJ5NhsVjQ1NQEQRCQTqeRyWQgiiIoioLRaITZbJ7zgjtCZXE6nbKNIBzG4Yf4QVMUXn4toEnaVT4jzjunBTYrqwpytf7uKfO1nTt3QjA70HvYN1D32t9giA8VnbYEILT8OEQWHwFAXv+UQiiorF87OzuR9Tah7/BvoOa1O8BmE0WnnWjYC4MHnAPQrGofJhAIBAKBQCBoDyVJWu9BnJvce9n9JU3/yzedM+t7lV2jPT3TC/spiiI6OzuRTMpGW8O2jbA98xCYZHxW+edaFiB+/JkQnbJBu7a2tiKG23Q6jcHBQSQS01twKA6p6upqXThuKslM+5AW9w8NDWFwcBAAkNrWh/ar7kVq0+zD7zoPWYqWq8+Gwe8CADQ2NpZ0R1w+n0d7eztyuRwkQcTAP15C75//DSmbn1V6tNWIxh+cguozDgIgRyNoaWnR3IlTSDAYRH9/PwAg2z2EzmvuQ/KjnbNOz7bffDRddQ6MDfIOqLq6uhk5IsvdDwVBQHt7OzIZ+TgQd2oj/Ml3QEuzE8mIYBCwrUHIvBwYMXC2traWdHyJRCJqfVkqjXruE9iY4VmnlxJd6M3tjZw0GumglJHNRFFER0cHUik55LPZHoKrqg80MztxhSRSiIf9iIeqAVDq8RrTFZlVYixUGB4exsDAyFFlkgBvZhPc2c9gEKf+pgkUh4hhAYbNe0Og5cgLTqezbKGueZ6XxWbpNADAEmmHf/tTMGQjM0pHpFkMNx6KcP0BAEWr4p5SH50pSRJ6e3sRiUQAAFywD76X7oVxeObtKHJGhA78IhJL5bF8pn0QqGw/nAye55FOp5HP5yFJEhhGFjHqzSEcj8fR29s76rimUnAzXXAwgzBQid1EF4LEIiW6EeabEBeroQQwdTqdarS0zyPl7oeZTAYdHR3geR4UJcFbFYHLE5u1SIbPMwgMeJBMyLvY7XY7mpqaStZXJUnC4OAghoflb7DZkEa9pxcmw+yPQY0mHegL10IQWVAUhaamppLucM7lcmhvb0c+nwcgwe4ZhN0TmNHxx4UIAoNooB7phLxGtFqtaG5unvZ3Sa9jISC3N8/zkCQJNC1H7dHTOEjQjkqvTxJPvInI356ClJmd6JEycnB+dR1sp6wFNXKUWanXJ3OdXdcnwSfXo/e6RyDE07NKj+IY1Fx0LPwXHA2KZebU+oRAUCh3P5QkCT09PYhG5WNDt++I48l/9yEWn529DQBWr/LgqMNrYDDI3+2WlhZNo2XvSjqdRnt7uyyA47PwfvI0HDvXz/pI7rzFhaFVpyPtl6PmOp3OkkfOj0aj6O6W7bR0Nomq9x+FrXt2wlOBMyG470mIt8qnCZhMphlvpNBiPAs/c9luf3Ovu2nW6REIBAKBQCDoFSLwGWFPEvgAstGit7dXXSxR6RTM61+B+eP1oFNTOxMlAHxtI9L7rUV22UoAUI/iUY4vqhS5XA7hcBjpdBrpdBqCMOooVnYn2mw2OJ3Oz63TZlcqZTQqFJhIvIDBe17BwN0vIz8YnXYapjY/ar9+DHwnySG0laMSyhGRaVendrp9ED03PonIK58CgjjF3TIUx8Bz7L6o/84XYKyVHSA2m60kO7THIxKJoLe3F5IkQRJFDD/4BgJ3v4xcb3DaaRgafPCffyR8p8sObWU3/kzHgkr0Q0EQ0NXVpQoeOSGG6sS7cGTbQWF6bSiBQtzYgoB1NXKsC8DozsZyGM9jsRh6enrUneQuphs+dgeM9PR33udEE4J8K0JCKwBKPaKnHJEiRFFEd3c34nFZZEozeTi8/bDYI6Do6U1BJAnIJO2IBWvB52QjnclkQnNz84x2kFbagJ5Op9HT04NsdsQhLEmw5Xtg4fth5odhFCKgJAESRSNP25BhfUix1YgZWiBRcj2V46ycTmdZnY2CIGBgYADh8EjkIVGAPfgZXP3vwRzvmTSiT97gQKRmJaL+fSAYZHGZ2WxGfX192SLCSJKkRgMEAIgCrDs+hH3jGzAOtE8ZkYi3OJBYfADiyw6GYJXFpVarFQ0NDTPexVzpfrgnIAgC+vv7VdGWAg0eRioOmuIBUMhLZuSksQIy5WgAvUR2rBSV6IfZbBadnZ3I5WRHtsmchbcqArMlM22hjyhQiEVtCA45IYryPMrlcpXlmDVJkjA8PKwK2CmI8DmC8NqDYGcgXE3nTBiKViGWHjkChWHQ2NhYluN08vk8Ojs7VXEBZ0jD4euH0RKffhuIFNJxN2LBGoiCPP45HA40NDTMSHRKxkKCHtDD+oQfCCF6x7+Ren0DwE9zLGFomA9cBucFx4NrkCPClnN9MtfZdX2SH4qi789PIfzsh9Pf0ENTcBy8BHWXfQHm+fIxonNxfUIgAJXph0pkzlBIjvKbyQh45fUAPvokjGx2erYaAGhqtOCIQ/1obpLn/BzHobm5uSzrzEwmg87OzhHxNGAObId743MwBTunHfFW4MyIt+6H0JKjIXFyZGWv14uampqyrPfj8Th6enpU27qldxNcW1+DKbBzWnUQOBPiLSsRWXw4BIu8Tp6tzZMIfAgEAoFAIBCmDxH4jLCnCXwUYrEY+vr61F3OEHgYt24E19MOdqAHzNAAqFwOoCmIFht4fz34mgbk5i8BX9uopmO1WnV5FI8kSer/KIrSZbh0PVBJo1Emk0FPT4/qSJB4AZGXP0Xo2Q+R/LQL2Z5dhCY0BXNbDazLm+D9wmo41ixQf7LZbKirqytrP1ScOYFAAMpwmRuMYOjhtxBfvw3JzT0Qk2N3bzN2M6xLG+E4YBF8p+4PziPvxqZpGjU1NXC73WV1zGezWfT29qq7FCVRROzNzxB+5gOkNnUj2zUkKygUKArG5ipYljbBc/wqOA5aov5ksVhQX18/qyOdKtUPJUlCKBTCwMCA2oaMmIIrvQW2XC9M/DAYaeyuWYHikGF9SBrqEDEtBs/IxiKKouD3++H1esvahrlcDr29vaojAACs9DCcTC/MdATGXaJWSBKQkyzIiC5EhVrERT8wYp4pt7BCLo+ESCSC/v5+VahE0TysjhCMljg4UxrMLs5RUaSRz5qRTVuRinoh8KPvfXV1NaqqqmbcBnowoIuiiFAohGAwqBoCpwNN03C73fD5fBUNi59IJNDb2zum7EwuAVNiAMbkANh8EpBEiIwRWWs1MrZa5E0eKB2UoihUV1fD5/NVJBpCOp1Gb2+v+k0CAC40AONgOwxD3TCEB0HxOUg0A8HqRM7XiGx1IzK184ERA2WxY7ke+uGegiL6DofDo3PdCbBarfB6vbDb7SQSByrXD0VRxODgIILB0fkfZ8jD6UrAZMnAaMyD3kX8yfM0shkDkgkLYlErJFGe7zMMg/r6+rKLtVKpFHp7e1WxJgURDkscDksUZkMGHJPf7ZucyRuRzlkQTriQzlnU3xwOB+rq6srqkBdFEUNDQxgaGj1KgmGzsDpDMJgT4IwZ0PRYx5ogMMhnLMik7EjF3JBEubzFiE7JWEjQA3panwjhOJL/WY/Mh9uQ294LKZkZcw9lMcIwvx7GFfNhXbcGrE92pFZqfTLXGW99wkeSCD7xDuJvb0Hqs24I0dSYe2izAeZFDbCtmgfvKQfCWDe6WWIur08IhEr2w12jc+ZyIjZsjGDr9jj6+9NIJMfO8RmGgr/ahMYGC/bd243qqlG7hsfjgd/vL+tmz902wgAwRPph73gPpmAnjNH+3Y6H5k12ZN0NSNYtRaJxb0isbOvgOA51dXUljeg4HjzPo6+vD7FYTP0bFwvA2r0BxnAvjOFesOkYIEmQGBY5RzWyngZkvM1INu6llr/S62SACHwIBAKBQCB8fiACnxH2VIEPIE/Ug8HgtJwfu2I2m+H1esseKYCgLZU2GkmShGAwiOHh4d36IB9LITcQgcQLoAwsjPUeMOax4hGj0QifzweXy1WxfpjJZBAIBMYseAFZLJPtDUFIyAZY1mGGsX7sEXYURcHhcMDv91dMJKcYkYeHh3cTFQiJDHIDIUh5ARTHwFDrAWMdK/4wGAzw+XxFiZMq3Q+z2azahrt++jghBkaURT4CbUCe2d1ZqLThbMRNWqAYoYeHh0cjwIxAgwdHpUFBhDQStULEWBEIx3Hwer0VNf7n83kMDg4iGo3u1gYMmwNNCwAlQRQZCHkDsMueMbvdjurq6lmH2q50HyxEkiQkEglEo1FkMpkxghOFwqh0LpdLNyJWURQRi8UQCoVU4eBUcBwHj8cDt9td8Z3lkiQhGo3OqPwAwLIs3G43PB5PUSIrPfXDPQXlOJ10Oo1sNiuHyqcoMAwDs9kMk8mkm/dHL1S6HyaTSQQCgTHCVRkJnIEHTcnfM0GgIfBjxww9HMMriiKGh4cRCoV2m9syNA+W4UFBggQKOd4ASRrb/0wmE6qqquBwOCr2TZ74+GMJDDfyTZYo+ZvMj52/UhSltsFsx8NK90ECAah8P5xsfcIPhCAm5EiytNUEtnb3Y9IrvT7ZE5hsfZLrD4GPpQFJBG0xwdjgBbXLfGJPWp8QPr9Uuh8KgoBAIIBwOKwK7hTiiTySSR6iCBgMNNwuAxhm7NzJYrGgurq6LNEQJyKRSCAQCOy+vhR5cIkQKCEPUDQEkw2CaayAh6ZpeDweVFVVVTQSfSwWQzAYHGd+PjlabUYiAh9Cuejo6EBraysA4Oc//zl+9rOfqb9dcMEFuPPOO3HcccfhmWeewTvvvIM//OEPeP311zE0NISqqiocccQRuOKKK7D33nvPugyJRAI33ngjHnjgAWzduhUsy2KvvfbCN7/5TZx//vn41re+hb/85S847LDD8PLLL6v3XXPNNbj22muxaNEibNiwAT/+8Y9x1113IZlMorm5GT/4wQ9w0UUXqddHo1HcfPPNePTRR7Flyxak02n4/X6sXbsW3/zmN3HooYeOW77DDz8cr7zyCubNm4ft27ePe83rr7+OQw45BABw++2344ILLtjtOSrlf+aZZ/C73/0OH3zwATKZDBYsWIBzzjkHl19+OaxW67jpEwgEAmFySOzezwEsy8Lv96OqqgqxWAzxeBzpdFoNj18IRVEwmUywWCxwuVwlPa+Y8PmBoij4fD54vV7E43GEw2GkUikIggDWYQHrsOx2D8uysFqt8Hg8sFgsFReYmUwmNDU1IZ/PIxQKIRaLIZvNgqJpmBp9E97jdDp14dCmKAperxcejweJREJ1bAuCAMZmUsOKF8IwDKxWK9xuN2w2W8XboFiMRiMaGxvB87zahoqoIs84kB/HjmI0GuFwOIp26GsBRVFwu91wuVxIJpNqG/I8DxEsstLuu7wYhoHFYoHb7dZF1AqO49DQ0ICamhpEIhFEIhFks1lIkgSBN2C8QwmMRiPsdjs8Ho/uosgVA0VRsNvt6u48URSRz+fViHQMw1R83JgIxbnucrmQzWbVIzMzmYwa2puiKBiNRpjNZvV/le5/Copj2uVyIZPJqPOidDo9RgBJ07RadovFoot3iDA+FEWB47iKj9OE6WO1WtHa2opsNotQKIR4PD6yNqGQz+3ejsoaRXl3K30ML03TajSywrmtKIoQRBaCuPv4zbIsbDYbPB6PLsZEs9mMlpYW5HI5tQ1kATEFIW/c7ZustIEyt610GxAIewKTrU/YmvGP0tXT+mRPYLL1iaHWA0Pt7vfsqesTAqFSKBEB/X6/+h6m02lIkgS7jYPdtvtYZzAY1HlVOaMTT4TNZoPNZkMmk1HnVfl8HqBZ5B3Vu11PURTMZrM6t9XDZgSHwwGHw4FsNqvObTOZzG6iK0C/m5EIBC3505/+hO9973uqnQsAent7cffdd+O+++7DP/7xD3zpS1+acbo9PT04+uijsWXLljF/f/PNN/Hmm2/i8ccfh8vlmjKdCy+8EPfcc4/635s3b0ZVVZX636+99hrOPvts9Pf3j7mvq6sL9957L+699158/etfx80331zSOeUNN9yA73//+2OE1Bs2bMCGDRtwzz334LnnnkNd3e5+CQKBQCBMjj49R4SSUOiQA+QdErlcbvTIGoaBwWCouLGZsOeiRLJxOByQJAn5fB7pdBqCIKhObZZlYTabdWus5DgOfr8ffr8foigik8mo0QIA+T0zGo26jRZQKCpQ2iCTyYDn+TFtYDKZwHHcHjkesCyL6upqVFdXz9k2VIxHhVErCttQiVqh1zZkWRY+nw8+nw+iKCKbzY4xHNE0DYPBALPZrMs2KAVKv5trGI1GGI3GaRkf9IjJZBpjEC40OOjx3SEQ9jSMRiNqa2tRW1sLQRDUTQiF6xOTyQSj0ajLd5KmaTidTjidTkiShFwup4odlW+y4gDRq2jTYDCgpqYGNTU1EARBnRcpbUDTtNoGn5dvMoFQbub6+mRPgKxPCITKo0Sy8Xg8kCRJfQ8LN5Eo76FehcYmk0l1VPM8j0wmo85tKYoaM6/S49wWkOfnNTU1AKDOb0VRHDO31eu8lkDQig8++ADPPfccfD4frrjiChx88MFIpVK49957cfvtt0MQBHzrW9/CcccdB49nfFH2eGSz2THinnPPPRdf+cpXYLfb8cYbb+A3v/kNHnrooSkFxNu2bcOWLVtw+OGH48orrwQAPP744zjhhBMAAJ988glOPPFExONxMAyDr3/96zjttNPgdDqxYcMGXHfdddi6dSv+9re/QRAE3H777bN8UpOzceNGvPbaazAajbjiiiuwbt06xGIx/PWvf8UjjzyCTZs24dhjj8VHH31ExhUCgUCYIWTU/ByjOIAJhEqgLMzn8o43mqZhsVhgsewegWgusCe0QbHsCW0416NWFEZJIRAqjV6NrATC5wGGYSp6tEKxKJHL5qJYU0GJ3kjCpBMIlWOur0/2BMj6hECoPErkQD1E55ktSvTGuYwyvyUQPm8MDQ2hvr4e69evHxNd5uijj4bT6cQNN9yAWCyGxx9/fMzRVFNx4403quKe66+/Ht///vfV3w466CCcfvrpOPjggzEwMDBpOqIoYsGCBfj3v/+tjpPHHnus+vsll1yiinsee+wxnHjiiepvBxxwAM4991wcf/zxePXVV3HHHXfg7LPPxrp166Zdj+kyPDwMo9GI5557DmvXrlX/fvzxx+MHP/gBfv/732Pjxo34y1/+gksvvVTz/AkEAmFPhmw7IRAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIn3t++tOfjnt01Ne+9jX13xs3bpxRmn/+858ByGKeQnGPQltbG2644YZppXX++eePK4Jcv3493nzzTQDAf/3Xf40R9yhYLBbcc8896qbfP/zhD9Otwoz57//+7zHiHoXf/OY3aG1tBQDcdtttJcufQCAQ9lSIwIdAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIHzuOeqoo8b9uyJKAYBEIjHt9DZs2ICuri4AsjhnIk4//XS43e4p01uzZs24f3/++efVf1900UUT3t/Q0KCKf1599VXkcrkp85wN3/jGN8b9O8dxOOeccwAAH330Efr6+kqSP4FAIOypEIEPgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUD43NPc3Dzu3wuPM+Z5ftrpffLJJ+q/V65cOeF1LMti3333nTK9+vr6cf++adMmAIDZbMby5csnTUMRCWUyGbS3t0+Z50xpamqasJwAsM8++6j/3rZtm+b5EwgEwp4MW+kCEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAizwb3upkoXgbCHwDAMjEbjuL9RFKX+W5Kkaac5ODio/tvn8016bXV19ZTpORyOcf8eDAYBAF6vFzQ9eXyHwnxCodCUec6U2traSX8vfA6Fz4dAIBAIU0Mi+BAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBILGZLNZ9d+iKBadXqHQqJCZiI4EQZgyvYmYTh1YdvL4EoVpcBw3o/wJBALh8w4R+BAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBILGFEarGR4envRaJQrPbPB4PGoaU4lwhoaGdrsPGBX7TCYWisfjU5ZlqqhAhfnX1NRMmR6BQCAQRiECHwKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQNCYvffeW/33Rx99NOF1kiTh448/nnU+y5cvBwCk02ls3Lhx0mvXr18PADAYDGhpaVH/rkTeSafTE97b09MzZVm2bds2aRoffPCBmt+SJUumTI9AIBAIoxCBD4FAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIGjMypUr1Sg1995774TXPffccwgEArPO5+ijj1b//be//W3C6/r6+vDMM88AANauXQuDwaD+5nK5AMgRdpLJ5ITlnAqe5/HAAw+M+1sul8O//vUvAMBhhx2m5kkgEAiE6TH5IYifIw5e21rpIhAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIhD0ElmVxySWX4P/9v/+HV199Fbfccgu+9a1vjbkmEAjgsssuKyqfNWvWYP/998c777yDm266CevWrcO6devGXJNOp3Heeechm80CAL773e+O+X358uV48MEHwfM8/vrXv+72+1NPPYWHH354WuW58sorccQRR6CxsXHM36+44gp0dXUBAL797W/PoIYEAoFAAIjAh0AgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEErCD3/4Q9xzzz3YunUr/uu//gtvvfUWvvzlL8PlcuG9997Db37zmzFHX1EUNat8brvtNqxZswbpdBonnXQSLrroIpx66qlwOp3YsGEDrr/+emzevBkAcMEFF+Ckk04ac/9ZZ52F//mf/4EoivjRj36EQCCAdevWIZPJ4LHHHsOtt96Kuro6DA0NIZfLTVqWvr4+rF69Gj/96U+xZs0aBAIB3HLLLXj66acBAF/4whfwxS9+cVb1JBAIhM8zROBDIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIJcBsNuPf//43jjrqKHR0dOCuu+7CXXfdNeaaiy++GC+99BK2b98Oo9E4q3yWL1+O//znPzj99NMxNDSEW265Bbfccstu133nO9/Bddddt9vflyxZgl/84hf4yU9+gnw+j1//+tf49a9/rf7u9/vxxBNP4JBDDplU4MMwDL7zne/gD3/4A77zne/s9vvJJ5+M+++/f1Z1JBAIhM87dKULQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCHsqbW1t2LBhA6699lqsWLECNpsNNpsNa9euxT//+U/ceuut4HkeAGCz2WadzyGHHIJt27bh5z//OVavXg2n0wmz2YyFCxfia1/7GtavX48bb7wRHMeNe/+VV16JV155BaeeeiqqqqpgNBoxf/58fP/738cnn3yCfffdd1rl+P3vf48HHngABx10EKxWK6qrq3H00Ufj4YcfxqOPPgqz2TzrOhIIBMLnGRLBh0AgEAgEAoFAIBAIBAKBQCAQCAQCgUAg7LG0tLRAkqRxf7vjjjtwxx13TJnGRPdPF5vNhquvvhpXX331uL+Hw2EAQG1t7Zi/X3PNNbjmmmumnY/T6cTPfvYz/OxnP5tVOQ899FAceuihE/6eSCSmlc4ZZ5yBM844Y1ZlIBAIBML4kAg+BAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBUALWrVuHSy65BC+++OKE13z88ceIRqMAgL322qtcRSMQCATCHINE8CEQCAQCgUAgEAgEAoFAIBAIBAKBQCDMScLPXFbpIuga97qbKl2Ezz0dHR34z3/+g7fffhvr16/f7XisXC6HH/zgBwAAlmVxwgknVKKYBAKBQJgDkAg+BAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBUAIuvPBCAMBHH32Egw46CLfffjtef/11vPzyy7j11luxZs0avPDCCwCAn/zkJ2hoaKhkcQkEAoGgY0gEHwKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCgB3//+9/HRRx/h/vvvx3vvvYevfe1r4153+eWX46qrripz6QgEAoEwlyACHwKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCgBHMfhvvvuw1e+8hXcfvvteOeddzA4OAij0Yj6+nocdNBBuOiii3DggQdWuqgEAoFA0DlE4EMgEAiEzx2iKCKVSiGdTiOdTiObzUIURQAATdMwGo0wm80wm82wWCygaf2daJnL5cbUged5SJIEiqLAsixMJpNafqPRWOni7oYkSbu1gSAIAOQ2MBgMahtYrVZdtgGBsCchSRJyuRwEQYAkSep7yDBMpYs2LQRBQDqdRi6XgyRJAACGYWAymWA0GkFRVIVLSJgISZKQyWSQyWTUNhRFERRFgaZp9XtmNpvBcVylizsuPM+r37NMJqO+RxRFgeM4tfwmk0mX3zNRFJFMJtU6KG0AyO/RrvMi8j4RCAQCgUAoBZIkqfORwnkVINsJCudVVqtVl2sVnufH2DqU9cl4c1uz2azLeZUgCOrcfNe5rcFgUOtA1lkEwuw44YQTcMIJJ1S6GCXjjjvuwB133FHpYhAIBMIeDRH4EAgEAuFzQy6XQzgcRjgcBs/zE16XzWYRi8UAyI4tt9sNj8cDg8FQrqKOiyRJSCQSCAaDSCQSE16niH8ULBYLvF4v7HZ7xR2L+Xwe4XAYoVBoyjaIx+MAZEOe0gZ6FCsRCHOVbDaLcDisGqAVYUwhitjO4XDA4XDoyoCbzWYRCoUQi8WQz+cnvI6maZjNZrjdbjgcjoqPg5MhSZL6P5qmdfW8tYbnefV7MFn7Kd8CALBarfB4PLroi5IkIZlMqn1wMiKRCIDROYXb7dbF9yyTySAUCiESiaiCnl3J5/PIZDKIRqMA5F2nyjeZZYk5gUAgEAgEQvEIgqDOC3O53ITXZbNZ1RZCURScTie8Xi/MZnO5ijouijApFAohGo2Ou65SyGQy6tzQaDTC4/HA5XJVXKykbMJS5raT1UGB4zh4PB643W4yLyQQCAQCgUAoI2TmRSAQCIQ9HlEUEQgEMDw8rP5N4gWktvUhtakbqS194GOyIIaxm2FZWAfr0kaYF9YBAIaHhzE8PAyPx4OampqKOIfT6TR6enqQzWbVv+VDCSQ3diG1qRuZ7mFIeR4Ux8BQ44Z1WROsSxth8LuQSqWQSqXAcRzq6+ths9nKXn5JkjA0NIShoSHVUCQJItI7BuQ6bOmFEE1BkiQwVhPMC2phXdYIy6IGwMAiGAwiGAzC5XKhtra24sYvAmEuE4/HMTw8jGQyOeW1uVwOuVwO0WgULMvC7XbD5/NV9B1Mp9MYGBjYrfwSLyDbMwwpkwMoCqzPAc7rUKOTJJNJMAwDr9cLn8+nC6GPIhKJx+PqDtlCoUXhLmWXy6XbCDYzQfkmB4PBMY6DGJ9Hfy6D4XwWOVEEBQpWhoHfYILfYISRZtR25DgOdXV1sNvtFalDOp1Gb28vMpmM+re8IKE3mkdXKIdwWoAoAhxDodrOotnDwW/nIAiCOqdwOp2ora2tiDNEEAT09/erziUAECEiS6eRpVPI0hlI1EgEH4mBUbTAKJhhkEzI5/MIBAIYGhpCVVUVqqqqKi62IhD2NJSoeqIoynNjhoHBYCDvGoFA2OOQJAnhcBgDAwNj5sBsOAAu0A3DUA/oVAKUJEFiOeQ9fuSqG5GvaoBkMCISiSASicBut6Ourq4ic+V8Po/e3t4xm7CEZAbJz3qQ2tiNdPsAxEweFE2B89phWdII69JGmFqqkc1m0d/fj8HBQdTU1MDtdldkrE+n0+jr60M6nVb/Joki0B8AuvqASByQRMDAAf4qoLkelMOGfD6PwcFBBAIBeDwe+P1+XayxCAQCgUAgEPZ0iMCHQCAQCHs0qVQKvb29qjAm2x/G0ANvYOjht8GH4pPey7qs8J26P6rOPBimBh9CoRASiQTq6+thtVrLUXyIoqgKYwDZyBJ5dSMC/3wdsTe3AFPsqrKtbEP12WvhPnpv5AF0dHSohpdyOegzmQx6enpUR2huKIqhh97C0ENvIj8YnfRexm6G7+Q1qDr7YJhb/IhEImobVMqxSyDMVcZz6lODAdAfbwDV3Qu6pw+Ix+VxxcBBqvFDaqiHOL8N4vKl4AEMDQ0hEolURCy463gIANnOAEKPvYXUhzuQ2dEPKTc2Mhhb5YR5cSOcR+4Nx1H7AAYgEAggGo2ioaGhYrt9RVFEOBxGMBicdJdyPp9HPp9HLBbD4OAgHA4HfD4fLBZLGUurHbt+k5MCj48SEXwcjyIqTBzFhwLQZLJgX5sLiyx25PN5dHZ2ll30OV4f3DyYwavbk/ikLw1+/CA4AACrgcaBrRYcOs+GajuLaDSqfs8cDkcZSi8Tj8fR29urRtHLUhlEuWHE2RBEapIKAGBFDk7eC0feC1biEAgEEIvF0NDQAJPJVI7iEwh7LEpUs3g8vpvYE4B6rIvNZoPb7d4jBJ8EAuHzTS6XQ29vryrap7JpWDeth/XTN8FFhia9V2I4pBbsg8SKg5H3NyEej2Pbtm2ora2F2+0uR/EhSRIikQj6+/vVMTvxSQcC/3wdoWc/gpSdeG4LAKY2P6rPPBjek9eAtZvR19eHWCyG+vr6so3x481tpW0dwCvvAB9/BuQmroPk8wBrVwEH7wc4bAgGg4jH42W1lxEIBAKBQCB8XqGk6cRb/BzQef87JU2/+Zz9Z31vQ0MDAKCnp0er4gCQFyLZbBaCIICiKLAsC47jyK6wPZBi+1Cp+iDh80Ul+mE0GkV3dzcAQMzx6P3z0xi46yVAmNyBtRs0Bf+XD0X9t78AxmxQy+NyuWaWzgwRRRFdXV3qTrDkZ91ov+pepLf2zTgtY70XLdd+CY41CwAAZrMZzc3NJY8cEI/H0dXVJR85wwvo/9vz6Lv1P5DywozT8p1+IJp+cAoYm+xErK2thdfrnfb9ZCwk6IFK9cNUKoWuri7VqU9t2Qr2hVdB7diJ6cz8JLsNwgFrIBxxCDBytJDX60VNTU1Z5o6KoEMRCqa39GDgpieQfHfrtNNgXFZ4zzwEvvOPAs3JY99MxxEtGC8imyXVDUu6F6bsILh8DJQkQqQ5ZI0+pI01SFhbwXOjokav11vUDtlK9MNIJKJez0siXo8EsT4WgoCZLUcdDIt13hrMM8sCM4PBgJaWlpIfoykIArq6ulQnVHc4h3+8G0ZXeHLnza5QANY0W3DWvi5YjXL7VVdXlyUSzvDwMAYGBgAAAgQMG3oRY0OY1iBQACVR8ORr4M5XgwIFmqbR1NQ0I9Ef+SYT9IAe+iHP8xgYGJjySJddcTqdqKmpIUKfOY4e+iCBUIl+mE6n0dHRAUGQ7QLWT9+C8/XHQeezU9w5TlqtyxA+4kyIVlkw7fP54Pf7SzqvkiQJAwMDCAaDAIDcYAQd//NPRF/bNOO0GLsZjVecgqpTDwAAsCyLlpaWkound53bSt39wN2PAh0z7AcsAxx5IHDy0aBGvkn19fUzFlppMZ6Fn7ls1vd+HnCvu6nSRSAQCAQCgaARuovgk0qlcOutt+LBBx/Exo0bkUwm4Xa7sXr1alx00UU45ZRTKl3EOY0gCGr40kwms5sBiWEYWK1WuN1u2Gw2IvYhEAhzllgspop7Ult6seO/70Rm5+DsEhMlDN79CiKvbsK835wP6/Im1ehQKpGPKIro7OxUjS29N/8b/X99FtJk4QEmIdsbxJaL/4zqs9ei6Uenqga11tbWkkU+SCQSqrgn0xHAjv++E6nPZm+sGX7oLcTe2IzWX50Hx37z0d/fDwBld84T9iyy2Syi0eiY45EoioLBYIDJZILdbp/zc6JEIoHOzk553pdOg330SdDvfTgjnz4VT4B97kUw73+I/FmnQVowD8FgEDzPo6GhoaTPJ5/Po729HblcDhIvIPD3ZzF05/MzFmsKkSQCf30G0Zc+RsNVX4Z5UYO647aqqqpEpR9LMBhUxy5IAjyRj+GOfARjPjzu9ZZMP9zYAAkU4rZ5GHavQcZcq+6QbW5uhnFEcKVnCsU9A7kMnhjuw3B+4shFkxETePwr0IO9rE4c6/EDuRza29vR1tZWMke38k1OpVIQJQlPb4zj35/FZqwXBgAJwDudKXw2mMFXVruxV50ZgUAAkiTB7/drXnaFQnFPio5j0NgFnp6ZOElBoiQEDf1IMFHUZJthEI3o7OxES0sL2bFNIMwAJfKD4uBOpHh8uDWOjr40eoayiKdkUa7NzKK+yojmWhNWLXbAbpGjgMXjcdTW1sLlcs3peQqBQPh8kclkVHEPnYrD8+w9MHVPX7S/K+b2jTD2tSN8xBlIL9gHw8PDkCSpZBsRdhX3BP/9Pjp/8QCEeHqKO8dHiKfR8f/uQ/i5j9H6y3MBtw3t7e1obW0tmcincG4LUYL09EvA0y8Dwsw3YoEXgGdfBz7eDOlrZ4JqaUBvby8kSYLH49G87AQCgUAgEAgEQFeHonZ1dWHlypX43ve+hzfeeAPJZBJms2zwfOqpp3Dqqafi3HPPVY0fhOkjSRKGh4exZcsW9Pf3I51Oq+IesUDkIwgCYrEYOjs7sX37dnmiTyAQCHOMdDqtinsSH7Vj89f+NHtxTwHZriFs/vqfEFsvG596enpUAY7W9PX1IZlMQhJF7PzZPei7+ZlZi3tUJAmB+1/Dtu/cBjHHI5PJqAIcrclms2raqS29+OyCG4sS9yjkBsLY+q2bEX55AwCgv78f8fjkR60RCOOhiNy2bduGQCCAeDyOfD4PQRDA8zxSqRRCoRA6OzuxdetWhEKhkrwrpSadTqvvIhUYguH6P4GZobinECoUBveXv4N54WUAcqQ0VbBSAgRBQEdHB3K5HIRUFh3f/QuG/v7szCOxFZDd3o+dF92A6EsfAwAGBwcRDo8vsNGSoaEh9VkZMwG0dd2DmqGXJhT3FEJBgiOxHa3d98E/9DIokUduRNhSGAlIjySTSVXc05lJ4Z6BrlmLewrZkIzi/sEuZEQB+XweHR0dux1powWSJKG7uxupVAqCKOHvb4fw5MbZiXsKiWVE/N/rQbyxU55HDA0NIRQKaVDicfKKxVRxT4KJoNe0c9binkKyTAo9pm3IUvLasrOzc9Ij5wgEgoziHO7p6YEgCEikeDzwwgB+fWcHnnpjGBvbk4gmeIgiIIpALMnjs44knnkriN/c2Y77nxtALMlDFEX09vaiv79/Ts5RCATC5w+e51VxD5OIoOrBPxUl7lGgsyl4nvkHrJ+8AUAW1ZdqXhUMBlVxz8DdL2Pnf981a3FPIdHXN2HzBX9ELhCFIAjo7OwsiQ+kcG4LQYT0938BT7wwO3FPIYPDwHW3QfpUbs++vj5iqyEQCAQCgUAoEboR+AiCgC9+8YvYsmULvF4v7r//fiQSCUSjUfT19eHb3/42AODee+/FVVddVeHSzi3y+Tx27tyJgYEBiKKIVF7EC11J/OGDEL778iC+8fwgLn5uAD99Ywi3bYhgw7DsJMhms9i5cycGBweJsYhA2EORJAnpdBrRaBShUEiNYjGX33lRFNHT0yMLS7b1Yeulf9HE2KKmn85h27f/iuTGLgBAb2+v5g7FWCyGSCQCAOj6zcMIPr5e0/Sjr2/Cjh/dCUB2vGpt+JIkCT09PRBFEZmeYWz55s3gQwnt0s/x2HHFHYi9uw2A3AZE/EuYLpIkIRAIYMeOHerxdxEhi0+yw3gx1Y2nEx34T7IT72YG0Z2PQ5Ik5PN59PX1oaOjA/l88U7xciGKIrq7u+UxajgI7v9uAxWOFJ0uJUlgn34WzHMvAQBCoRBisVjR6Y7H4OAgstksxGweXVf8Fcn3tmmSrpQX0P2zuxB7dVQsWEphQjgcxuCgLDS1x7egtftemLJDM06HggRv+H20dN8Hhk+pThLl6DW9oXyTAaA/m8aDgR7kJO2+mb25DP4V6AEvichms+oz1pJIJKI6J+5+N4z3urSbU0iSnOa7XfKmioGBAc37Ic/z6OuTj/ZM0XH0GzsBSrt5nkDz6DXtQJ7KjZmDEQiEiRkcHMTw8DAAYOPOBP5wXxfe3xyHIE797ggi8NHWOP5wXyc+2iqPTaFQCAMDA+Td0xBBEBCPxxEOhxEOhxGLxXT7rSUQ5hL9/f3geR5UJgXfo7eAiw5rljYFCa5XHoZl8/sA5HmV1kL4wvnm0CNvo/u3j2iafqZ9EFu/dTP4eBr5fL4kGykK57bSXQ8D736iXeL5PHDLPZC2tQMgthoCgUAgEAiEUqEbgc+jjz6Kjz76SP332WefDYPBAACora3FH//4R1x2mXyO6u9//3tEo9FKFXVOoRxpkE6nIUoSnutM4oevDeG+LXFsDOaQyMsGIAnAYErA2wMZ3PhhGFe/OYydUdm4PDQ0hL6+PmIsIhDGQYl6FQqFEA6HEY/HS7J7XGsEQUAoFML27duxY8cOdHd3o6+vD93d3dixYwd27NiBUCg0J+qyK0NDQ7IzOC9g55X/0FTcoyCmc9h55T8gZvPI5XKaOhQLHXHhlzcgcP9rmqVdSOTFTxD45+sAtHcoBoNBWSgmimj/6T3gQ9rv2pJyPNp/cjf4eBo8z5c0gghhz0ERnwUCAQBAUEjjicRO3BvfgtfTfdicC6ODj2FHPop3M4N4ItmOu+ObsSkr79BMJpPYuXOn7iOmKAQCAfnd5nlwf/8HKI13UDLPPAf6000AZOOt1o6vRCKhChAH/vwEkh/s0DR9CCJ6rrkHuf6QGgWhFPPdXC6njlG2xHY09D8FWirO0G3OBtDc+yBoIYt8Pq9GZ9EbAwMDyOfzyIsiHhvu01Tco9CbTePViOwcCgaDmkYgLXSsvN2RxFsd2kc3lSCLfIIF0Ti07IeKI00AjwGNxT0KAs1j0CgLn5XoZwQCYXyi0agq7nn70yju/nc/kpmZfxPSWRH3PzeA1z6So8AFg0F1gwBh9mQyGfT19WHLli3o7OxEb28vent70dXVhS1btqC7u1uOskrsYwTCjInFYqo93/XqI+DCAc3zoCDB9fKDYGJy9FUt51WF6WU6h9D16wc1SXdX0tv70X3dowDGinG0oHBuK735PvD2h5qlPZoJD9z2L0gpYqshEAgEAoFAKBW6Efg8+eSTAIBVq1Zh7dq1417zrW99C4Csln/zzTfLVra5SmGY9Awv4g8fhPHPrXFkhakXNn1JHr95N4TnOuWQ8eFwWDVC6Yl8Pq8uEBOJxJwUI3zeyWazCIfDqkFyrkRGyGazquGvq6sLfX196O3tRWdnJ7Zs2VKSHdhakUwmsXXrVvT19alO6miSx2A4h2hSds4WGjbn0lF9PM+rY1X/rf9BemtfyfLKdATQe9NTAGSDulbtHQwGwfM8+GgSnf/zL03SnIju3z+GbG9QjWiiBYIgqGkN3vMqEh/u1CTd8cgNRsYYvjKZTMnyIuwZDAwMqEbljzNDeCC+Hd385NGl4mIeL6d78URiJzIirx4FpPediNlsVh0Pmf88D3qwFAZ0gH3wMSCVGvPua4EkSaoxOPnhDoQeeF2ztAsRU1n0/uI+OZ9kUvNNBJIkoa+vD6Iogs3HUT/wDCho42QwZYdQMyRHUYpEIiWLojRbstmsKvR4JTKEMF+6Od76WAi9WVnQq6XYKRAIQBRFRNMC/vVhRLN0dyXLS7hrveykTyaTmjlylCiNADBk7IVAly76RJpJIMLKY47y3OYqoigilUohkUjIG2XmcF0I+qJQyP9ZewKPvRIo+ovw1BvD+HibPGb09/fPmfW03lDmHdu3b1c3uuR5EcOxPIaiOWRyIiRJQjQaRXt7O7q6usjYQCDMAOVoQgAw7fwUli3vlywvOp+F+4X7AcjCY63mVbFYDKlUSt7IdPW9EDOlG2+HH3kbkdfljRRaRmgbHByEKIqQwlHgX09rkua4RGLAA3L6kUgE6bT2G+8IBAKBQCAQPs+wlS6Awj777IMzzjgDK1asmPCa2tpa9d8kgs/UDA0NIZPJQBAl/OmjCLaEZ+Z8FiXgn1vj4GgKhzdaEAgEYLfbYTKZSlTi6ZNMJjE8PLzbIo2mabjdbni9XjUCFEGfxONxDA8PI5lM7vabw+GAz+eDxWKpQMmmJhwOo7e3V/3vfE5EbCTildMt97vh4WEEg0E0NjbC4XBUpJzjEY/H0dXVJe84yol4f3scb26KYSA8apio8xhw0FIHVs63wQigvb0dzc3NsNlslSv4NAmHw/JxOqE4+v/+fMnzG7j7FfjPPQyGGjfC4TD8fn9R6YmiOBqt4s6XkB8urbNWTOfQ++en0farryAajaKmpgYsW9zUIBqNQhRFCKksev+vhAajEYYfeRs1Xzkc5vm1CIVCqKurK3meWpPP59XQ/4IggKZpWK1WeDweXXxz9xQSiQSCQTkSz/uZQbyTmVnkrW4+gceT7TjF1gbkZSdaQ0NDKYqqCUpdqcEAmJdLI44BACoeB/v0c+DP+KI6DjIMU3S6yWRSFaH2/fZB+SyjEpF8fzsiz30A1zErEQqF4HK5NEtbEQkAQO3gs2BEbaM/OWMbEbMtRMLWps7VKYrSNI/ZEg7LgpVwPof34uGS5iUBeCEcwPk1zUilUkin0zCbzUWlKQiCuuZ8cmMMqVxpozVsCWTxcW8ae9ebEQqFNJk/KnOKDJ1CnCltGwBA0NAPB+8BBHk+4Ha7S56nlmSzWXXTQaHjnmVZuN1ueDwecBxXwRJOD0mSkMlk1DHUZDKR+YROCAQCEAQByYyAh14uXtyj8NgrAbTVm2G3sBgcHNT1/ESPKBEelTF/IJzDm5tieH9bHJmRqNcMDaxoteKgpQ601ZgRj8fR3t6OlpYWTeY9ekQURSSTSXV9YrFYil4rEmaHJEm6md/NlmQyqW6Kcr7xBEpdG1PPdpjaNyLTukzzeVX4xQ0l3cik0H39Y3CtXYpsNotUKgWr1VpUeoVzWzz+ApAu8QapNz+AdMSBoJrqEAqFUF9fX9r8CAQCgUAgED5H6CaCz+WXX44HHngAV1111YTXvP76qHOisbGxHMWas+TzeQSGhgAA/+5IzljcU8g/t8bQn+TH7LaoJIFAAO3t7aq4J5MTEU3y4AUJoigiGAxi+/bt4wpH9ITiyN+xYwc2bdqEzz77DB0dHYjFYnt0uGdJkjA4OIjOzk61jeKxHIYG0kiNRI+JxWLYuXOn6hjSE4XintBwBs8/0Y3/+98N+PuNn+HvN36GW377KV5+phexSA6SJKGrq0vTcLrFkMlk0N3dLUcTCGbx2we78fAbwTHiHgDoC+Xw4OvD+N2DPRgIj9ZD70fSSJKkGlyGHn4bUr4M0TUEEYEH5Ihy4XC46F2cisBDzPEYevgtLUo4JaFnP0I+lIAkSUW/c4VtEHzyXYjJ8vQZ5aixSCSi+6gqhSiRk7Zs2YJAIIBMJoN8Pq9Gvdi+fTu6urrmRJ3y+TwCgQA6OjrQ3t6Ovr4+Xe3SU6KoAEAfn5ixuEdhWEjjjbScTiQS0e1cQxAE9ZgO5o23QZV4hzn9/gdAOgNJkjQ7HkQZSxLvbkW2vfTzTyVCUCqV0jQamFIPc6oH9lSHZukqUACqg3LZM5mMbt47URTVb8oH8YhmTuzJ6M2mMZCT206LI6IUkUc6J2J9Z3miGb6yXRaDJRKJouddheNAlB1GyT1pAERKQJyV232uHdMVjUbHRO4AAJ5X/p/H0NAQtm/frvvIlpFIRD1ut6enBz09PeqRvHpZk3xeKXwnn3sniERKu/ldKivi32/KEbSi0ajmR2bu6QwODqpO7xc+CuO6B3vwxqaYKu4BAEEEPtyRxJ+f6Md9LwcgiBLS6TR6enr2OPuNKIoYGBhQjynr6elRjyjr6enRbaTiPY1cLoeBgQFs3rwZGzduxKZNm9DZ2YlEIjEn+5yy+cDYtQVcZKgseVo3vAFAm3lVNptV136lOkZ9VzI7BhB7dxuA0edXDMqGOCmZAt79pOj0psXL7wCYe7Yagr556qmncNxxx6mb4tra2nDZZZehu7t71mm+8cYbOPXUU1FdXQ2j0YjGxkZceOGF2LRpk4Ylnxyt68XzPP7+97/j6KOPhs/nA8dx8Hq9OOqoo3DHHXeU5Z0sRVvtygcffACj0QiKorB582bN0p2IUtRpeHgYP/nJT7DXXnvBZrPBYrFgr732wlVXXVW2QBelqNfTTz+NE088EdXV1eA4DlVVVTj++OPx0EMPaVjy6ZPL5bDXXnuBoqii7H6ffvopzjvvPNTX18NgMKCurg5nnnkm3nqrPL4cAkFBNwKfqRAEAT//+c8BAFVVVdh///0rXCJ9Ew6HAUlCJCvgyZ2THz0xFXkRuH+LHEVCi0VRMQSDQfX4h/aBDP7+7ACuuqsD/3NvF/7f3Z145M1hRBI8RFFEZ2enbpwcu5LL5bB9+3bVASqKIgRBQCKRQFdXFzo7O/fYcM/BYBBDI+Kzju0x3P+3bbjltxtxx02bcfP/bsCj9+7EYJ9sOO/t7dXVcRPZbFYV97Rvi+GuP2/Bh+8MI5cdbat0SsC7rwdw5583o69bXvx3d3frwsiqHJcwHM3jlqf7EU1OPpEPJ3jc8lQ/QvE8RFHU9OiVUqCIIwBg6IE3ypbv0ENvQRJE8Dxf9Jij9PfwC5+ADxU3dk8XKcdj+PF3xuQ/W/L5vDpBVoRP5WD4yXchpHPqLtO5wuDgoPpexZI8XlofxL+e7cfTrw2hf1j+1sZiMd1/E4LBILZu3YpAIIBEIoFkMqkKWPVyfEEikUAuJwsWX071Tn3DJHyWC6Ofl/uZFobWUqAeW5rNgX7vw5LnR+XyYN79AAA0EfiIoqg6okOPlGcsSX3Sjsx2WbyllXjub/wAAQAASURBVAFFEAR1XPVEP9IkzfEwZYdgTo+Ij3UiqlB2/AuShA3JSNny/TAu56WFYF5pu3c6U8jy5XGkfTaQxVBCnjMWK8ZQHIAiBMTZiAalmx5RVh4X0+n0nDkqKB6PqyL4UDiLp//Th99cvwm/+t0mXP/HzXjxlUEkkzwEQUBHR4dujwQdHBxET0+PWr5YPI/4yAaKdDqNzs5O3X63dkWSJPWIuXQ6PSed2buiiAYzWQEfbNF+jfvJ9gQSaV4T0b4WiKKIaDSKoaEhhMNh3Tp28/m8eqTpSx9H8PS74SlFqe9tS+Cfr8o2jXg8rnvh30wQBAHt7e0YHh6Wv+OChHA0h+zIEWWKiFCv4+B4CIIAnufn1DgSj8exbds2DA8Pq7YkZX7c0dGB3t7eOVUfURTViJbWT8vn/DJ1bgETlb97xc6rlHlhpiOA+PptRZdtuii2rXg8rtncFm99CJRrjvbux5BGNoIofYBAKIaf//zn+MIXvoBnn30WsVgMRqMR7e3t+POf/4wVK1bgzTdnbj+48847ccghh+DRRx9FMBiE2WxGT08P7rjjDqxatQoPP/xwCWoyFq3rFYlEcOihh+LrX/86XnjhBUQiEVitVoRCIbz44ou48MILceyxx5bUhlqKttqVZDKJL3/5y2UTH5eiTm+99RYWL16MX//61/j0008ByL7DTz/9FL/4xS+w9957o729XeuqjKEU9frud7+LE088EU8//TSGhoZgNpsxPDyMZ555BmeccQbOO++8sq4PJEnCpZdeqj7j2fL8889j1apVuOeee9Df3w+r1YqBgQE8+OCDWLt2LW666SaNSkwgTM2cEfj893//N9577z0AwFVXXUXCwk6BYtB5tScNLezRm4I5DKbkRaVWO7NniiAIagShD7cn8H9P9mFjZwriSP0yORGvb4zhxsd6MRzNq7uO9IZiGM7lcsjzItZviOAfj/fg/qf78NmO0V27PT09FS6p9vA8j8FBOWrCpx8E8eCdO9DdPrrAE0Vg26Yo7v3rVnS3y4vv/v5+3Rgu1HC8wxk8dm878vmJndaZtICH/7EDyUR+zC72SpHP59XF/JPrg0hmpudwj6cFPLVerncsFtOFUGkiFHFNtjeIXH/5njcfiiPdPjimDLNFuT/+bvkMRgAQf28HAFkkVcz7ppSfj6WQ3lKciGImiMksUp91jymD3kkkEqoz4Z1PIvjt7Tvx3NtBfLQ5jtc/DONP93biwecGIIoSUqmUeq3eCIVC6jidiOex/u0hvPbqIPpHhJqxWEx1mlYSZQzu4uOIaHBE0idZuT30Oi4q7wHV0QmqTMJsastWAMWPI7umkVi/peiyTRclL63GkVQqJR+pIPKwJ7ZrkuZEOOOb1Tz1gPIMB3MZpMso8uvKyAZKQRCKEpco4gJAPjqrXEgAto7kp9WcIkOnIFHla4MsnYIIYUwZ9ExhhLfevhT+evsOvPdBCLmc/MySSR6vvzmE2+7YgUg0p9s1piKkAIDN2+O4+c4duP4v23DdzVvx13va0T6y8aC/v1/3DrZMJqNGIeru7lb/PZcEBeOhPPePtyeQy2s/L+IFCR9tjY/Jq1IkEgls2bIF3d3dGBwcRG9vL7Zs2VK2HcgzQZkjxlI8nn53+iLZ97clsL1PHuPminBuOvT29iKdTkMQJLz4egDX3bIVN/x1O3775y14+OleJEbEjnrfgADIY0lHRwc+++wzbN68Gdu3b9dlH9yVdDqtHqsei+fx4osDuOuuHXj4kS50dMjvdiQSUW1rc4FsNqvO7Y29pZ0TF0JBgrFPPkpLM1vN++UrPzBqq5EkqagNt4VzW2wp/fFiKrk80C7bt+fCvJCgbx566CFcffXVAICrr74akUgE0WgUGzZswH777YdIJIJTTjllRjb4d955BxdddBEkScLFF1+MQCCASCSC9vZ2rFu3DplMBueddx62bSudnbYU9Tr//PPx1ltvwWw24//+7/8QjUYRiUQQDAZx7bXXguM4vPjii7j44ovnTJ3G4/LLL8eWLeWxGZWiTj09PVi3bh2CwSBWr16N9957D4lEAolEAnfffTfcbjc6Ozvx5S9/uVTVKkm97rzzTtx4440AZKHP0NAQYrEYhoeHcfnllwMA7rnnHvzud7/TvkLjkM/n8Y1vfAO33XZbUel0dHTgtNNOQy6Xw8knn4zu7m6Ew2H09/fj/PPPhyiKuPzyy/Hqq69qVHICYXLmhMDn2muvxfXXXw8AOP7443HZZZdVuET6hud51aD9YUAbI5gE4MMRY3OlHAdKKNFURsA/Xx1ShT27EksJeOB12biZTCZ1d6xQJBJRxT23PdiNx14YxOadSWzYGsfdT/Ti0edlg3EsFtvjFj+RSERuwySPZx/vxkT+Pz4v4emHuiCJEvL5vC7CyReKdN5/e2hScY9COiXgk/dkY18oFKqog1sRJ0WTPDbO8JiJDR1JxFP8mOOX9IjyviQ3aRfmc7qkNhUvLikcu8tdB6X8xRqNlPqnPiu/QDGpQRuUE+Vdau9N4fGXAxjPPv7BZzG88n5Ivb7SIpldEUVRNSxv2RLF/920Gc8/14/XXhnE7X/bjmeelvtBPB6veGQlZe6yPa+NUb89H4MgyY2mxz6nlInuKZ/QTslLkqSinbCqYLN7CGKifA7d9OZR47MW75tSD2NuGLRU2p1JppFj53K5nC6iJCh9QDkyq1yE+DyyYvHiklwupzouO0PlPYqka+RoZc0EPkyZ124UkKXTY8qgZxKJBPL5PCRJwkOPdiObHX+OH43l8eS/+9R79LTGlCRJFfds2RHH/Y92Y2BotHw9/Wn844FOdPXKfUGvomFAng+3t7erY0gqLYtoFUe9HkW100V5H7oGSjcuKmlrIbadLdlsFp2dnSNRU0T09KaQywkQRRHd3d0VnxMWUri+ffuz+IQ2pol4Y5O8gSYWi82ZiGWTkc1m1U1Bjz/bh1feHkYqLX9TeUHCx5uiuONfHcjzIvL5vK7FMrlcDu3t7WPEbtlsVnXE6JmhoSFIkoTh4Qz++tdtePOtIXR1p7BpUxR339OON9+Sx/tgMDhnxkRl/GOiQTCZ8s5LuIA8v9dqfZLcVF5bR344hlwgOqYMs6FQZIXO8q0RAQBdcn5zYV5I0C+iKOKqq64CAFx00UW49tprYbPZAADLly/Hs88+i7q6OgwNDeG6666bdrpXX301eJ7HMcccg1tvvRVerxcA0NLSgsceewz77LMP0uk0rrnmGs3rBJSmXu+//z6eeOIJAMCtt96KSy65BFarFQDg8Xhw9dVX49e//jUA4L777sNnn32m+zqNx0MPPYS//e1vMJvNmpR7MkpVp+9973uIxWLYZ5998PLLL2PVqlUAAJPJhHPPPRd/+ctfAABvv/023n//fY1rVbp6/fGPfwQAnHrqqfjDH/4An88HAPB6vbjhhhtw6qmnAgBuueUWLaszLjt27MAhhxxStLgHAH79618jHo9jyZIlePDBB1FfXw8A8Pv9uOOOO3DCCSdAFEVceeWVRedFIEwHXQt8RFHEd7/7XfUDumrVKtx///2gKKqyBdM5yoQ5L0joS2q32OuMyQaLSu2cUyIHvbstjrwwueVle18GgyPG8UpFHJoIxYD07oYoesYx7r37aRQ9A+kx1+4pKG3x6QdBCFOElopFctixVTYu6cFwlEwmIYoi8nkRGz+cfrt8/K5sQC88uqgSKIbU97bN3HApiMD72xNj0tEjiqMlvbWv7HmnRqLVFBMStPDe9Lby1iE/HEM+JAvpinFYKfemKtAG6S1ynuUKy1oMPM+rxvM3PoxMegzA2x9HIAgSeJ6v+G7sXYnFYqrz5t9P9oDfZVz/4P0QOkaitFXSkM7zvGr8HuK1MSiLkBAURp1oekN5F6m+8kWZoBJJYKRfF+v4Vu5XjswqF5mRsVc+kqJ4kYxSD1Om9EdcmrJDUJTTehAeKGUI5MpflqGRPLX4nqVzIkKp8gqmeiLymks5VnC2KN/DHF3+MUoR+OihL06Fsj7Ztj2OSHRyB/3O9gSCoeyY+/RAJpNRv0Uvvh4Yd14hiMArI05hRdSkR4LBIARBQCrN4y9378T//lmOQJTOyEfszNX1ceFcpG+odO9k74iwq9goZsUQDAblY8IiOfzp5q34+107ccOft6KvXx4X9CQwy+Vyarus3zrzTUWfdiSRysrfCL1E0CsGZb4+HMri443j22CGgjls+Cw65no9ohwxlojn8cC9O3H7X7aifYfcxoFAQHcbJxQK14kvvTyIdHr3OcgrI8dGKkemzQWU+QAX7C973obhPrUMs213SZLUMTW9tcziGACpkTy1mNtKiSQQLfMmyp6BMWUgEGbDiy++qApRfvjDH+72u9vtVoMC/OMf/5jW+759+3Y8++yzAIArrrhit98NBgN+9KMfAQAefvjhktjkSlGvJ598EgBQVVWFc889d9xrvvGNb6g+1pdffnk2RZ+QUtRpV7q7u3HxxRfDYDDgV7/6VXEFngalqFMgEMCjjz4KALj55pthsVh2u+bUU0/F//7v/44Rn2lJqdpq06ZNAIADDzxw3N8PP/xwAChpxHee5/G9730PS5cuxTvvvAO73Y5zzjln1uklk0nceeedAOSoRBzHjfmdoij87Gc/AwC8+eab2LFjx+wLTyBME90KfJLJJE477TQ1lNeBBx6I559/Hg6Ho8Il0z+KQyKaEzGFDmZGhDOCmn4lFsPKYqp9mjveOkaiF+nJeFkYHeOznRNPCpWjuva0xY/SFr1d0xOJ9I1cp4c2VAx/iWgOuQl29o5HPJpHbsToV8ndVcq4EIrPrgzhBD8mHT2ijEtCsvyOLCXPYsKUK/eK2TykfPmfs5Aovg5zvQ3KReFYsKNncmdAPCVgcMSZqDfxkuJM7OpMIjWBA3zL5uiYaytB4fNOiNp9T5S09LhzVnkPqDLvkqTS2ryHylhSzug9ACAkRp+XFmOJkgYjlr4daIkHJcl9Ug/faqXuOan8Y3J2JM9i1ivKvWm+/OVPF0SJ1GRegfL3B5Eqvg3KhbLO6Jrie6zQPXKdnsZ+ZX4QT+THRO7ZlR2dSYgjSn+9zSkUlM0E738SQd/Iur+nP40PP42M+X2uUfguJ8Zx2GtFYdqVmhOrG0veDyKeUCIwCXjznaExv+uBwu9lJDHzd1qUgGhy1E4211HGhe0diUk3IGxr17+9SnHCvv1GADu2xjHYn8YzT8gRX/P5vG7LroowJAnbtsXGvUYQJOwYESvpcaPBeCjzAbrMkR0BgCrIc7bzksLxlC/z+gQYXRMVM69S65CuQJ/RaI1I+Hzz0ksvAQCampqwcOHCca855phjAMiigU8//XTaaRoMBhx22GGTppnJZNTrtaQU9Zo/fz7OOeccnHXWWRMGSrDb7WqkFq03VpeiToWIoojzzjsP4XAYv/zlL7HPPvsUVd7pUIo6PfHEE+B5HgsXLsQBBxww7jUsy+JHP/oRLr74YrS0tMyu8JNQqrZyuVwAgNdff33c39955x0Acl8tVTCPRCKBG264AblcDkceeSQ+/PBDHHfccbNO780331Tnacoz2ZU1a9ao+oWnn3561nkRCNNFlwKfvr4+HHLIIXjssccAACeddBKef/55dWAgTA+th8ZKB05SBvvpDvqU5k9AG5Ty05O8fQyjz7JrxXT7UqX73LjoslDTZ7bFn9u1LgNzvF8AUOswZ6PkzdFi09MoN63TNlH6ymTfLFpv3zMtizOSlp7fGancZdN6HCl78UuVYbkqMsfHcQKAsWsY0pblY06vT0agp5hU0BR0P19S+jzHji2o8t97wjtRyiro6ekw7FiDBzfy37ptw9muk3VanWKYciyh5877yBb0Q5Yb/bdey15o95ysHZT1l17roSs0fkQVeeYa5Dla7kr0GdJPCcWzceNGAMCSJUsmvKZQoLBhw4Zpp9na2gqj0TjuNT6fD263e9ppzpRS1Ovcc8/Ffffdh5tuumnCaz755BPE47JYtLGxcbrFnRalqFMhv/rVr/Dqq6/iyCOPxA9+8IPZFXKGlKJOH374IQBg3333BQC88cYb+OpXv4rly5ejra0NJ5xwAv75z38WU+wpKVVbnXzyyQCAxx9/HFdccQWCwSAAOQruT3/6U9x7772gKKpkR98B8ndv7dq1ePLJJ/HCCy9g3rx5RaWnPCuTyTSh2IphGDWfUowXBMKu6E7g89lnn2H//fdXB7hLL70UjzzyyLghygjjw7IsAMBppMFq2MI+M6OmX4kFjRL2bGH91OdqUhSwYOQ6g8FQ0nLNBIqiYDKZAAArFk4cjWr5QjsAlOUM0XKitEXzPPu0rleu00MbKu+Vw2WAxcpO+z6PzwiDcfTdqRRK3lXO2T3LKic3Jh09Qo+o5hhH+b8XrMM8pgyzQbmXNnKgzeXv80odihnflTqwFWgDpd2LaYNywXGc+pwXtVonvdbt4FDtlfvDRAaHSqF8oxqbrHA4uHGvWbbcNebaSlA4bjlo7Z6hkzbslr5eUN+DMs6fJQCSRZv3sFLjeWF+WowlSho8U/p6CBQHiebG5FtJlDKYaKbseZtH8tTim2zh6LK7JKwGbRyQ6rxCKv8YxUjFt0G5UNYZ81ptU15L00Bri23MfXpAWV9aLSya6icebxbNt6uiYb3NKRTsdnn9t3KFG0sW2MGxFJYtcmCfZa4xv881GGZ0LHTMYC05UwrTLsyznChttP9+XtT45b7pcRuw9qAqAFB3i+uBwmdUNcFcdjI4hoJr5JlX6nlriTKWLJ5nn3RD2pIFchvrdRwBoO6ePmBtNfZd7cWCxQ6cfFozAHn81tMYXojRaFS//UuWOMe9xmCgMX/+3LIZKvMB0VR+O4FoHM1ztvOqwvkM45ybtg71XmsF+oy1eHsZgdDbKx9VN5kYxeFwqPOMvr6pj/ueTpoAUF9fP+00Z0op6jUdFGGFwWDAscceq0maCqWs09tvv41rr70Wbrcbd955Z9l8lKWok3I0lt/vxw9/+EMccsghuOuuu7Bx40a0t7fj3//+N8455xycdtppJYvYV6q2+tWvfqUKl66//nr4fD44nU643W786le/wqJFi/DQQw/hS1/6UpE1mBin04nXXnsNJ554oibpKc+qoaFh0n5XyvGCQNgVXc2stm/fjqOOOgo9PT2gKAq/+93vcNNNN+0RC+VyoizwWJpCo23mRoqJaBkxeFRqAamopVfOt8FsnLzrLmu2wG2TDS16i/zk8XgAAPsucWBx2+6O3aMP9KLaYxxz7Z6C0obL9vHAMEUbeqtNaGqzj7mvklitVjAMA4ahsNeq6Z95us8aHwDZUKMYzCqBYmjdb4EN7AwjahhYCivn28ako0cUA6NlcX3Z87YsbhhThtlQeK9lYV3RZZoJhlo3WKc8HhXTTyvZBlYN2qBcMAwDp1M22K7d1w1mkuHw0JVu0BQFjuNgtU4uBio3drsdLMuCpil88bQmWCyj8zWaBg4/sgZ1dbIxspLfM5ZlVZFwNaPNHIYFBTctvyuVHNsnQimTVF9bvkydDsAm99Fi30PlftPChqKLNRNMi+Sxi2VZTYRbypw5Y6ouOq2pKMxDD31SKYPfUN4xmQJQxcl5avFNNnE0qmzlFcg0uDm1DMUYLJU6GMXyr92UPOfCN1lZZ7Q021BdNXl5Fy90wGGX20dPa0yj0ahuiDr6kOpx5/pGA40jRgQWTqdTl+JUQG4PjuNg4Gic88VG/Oy7S3DWSQ3gOBoGg0FXz30mMAyjzkXqpuhnxVA/kjbDMBVrY6/XC4ZhYLWy+MbX5uN7ly3Cpd9cAK9HHtOqqqoqUq7xKBR6HLBk5uvcfefZYDLQoChKV8Kl2aKMhw47hwMnsHk01pmxdIEsntGzvcrn84HjOJhMDI47sQGnn9MKf638baqtrdVt5JvCdeIRh9fA5Rpr06UoYN1xdTAaGdA0rV6rd5T5QM5XfjtBvkrO02QyzbrdKYpSxwrLokrYm+Q8tZjbUhYz4HVpUazp0yivSfWwRiHMXWIx+djCqexiypxYub7cac6USpThpptuwiOPPAIAuOyyyzSfm5WqTrFYDOeeey54nsdf/vIXNDSUz15UijpFIhEAwAMPPIDrrrsORxxxBNavX49MJoOOjg41OtEjjzyCyy+/vIjST0yp2srr9eKtt97CWWedtVtegHzctZ6O7Z0OehgvCIRd0Y3AJ51O45RTTkF/fz9omsYdd9yBK664otLFmpMwDKNO3PfzazN5ZihgZbWcVqUEPi6XCzRNw8jR+OrRfhjY8RdmfheHM9bKExO73a67nTlOpxNmsxk0TeErJzfgq6c04IC9XThklQeXnduMI/aXBSEej2dOGMVngtPpBE3TMBgZnHR2K9gJ2tBsYXHSWS0AxhqsKwlN06PirAN8MFumNpg63QYsXykbxjweT0WNSC6XCxRFwWpisO84wrLJ2HeeDeYRA5KejerK2GRdom1o0emg5FnM+MgwzKjRaGl562AdyY+m6aLGTKX+lsUN0zt7SkMsSxvGlEHveL3y2FBXZcKXTqiD2TR2SsYwFI5c48H+K1zq9XozRFMUhbo6WYzW2GjFZZcvwWlnNOPEkxpw6beX4KCDZcGB2+2u+DiuLMAWGFyapDff4AJNUaAoSpd9TjGeig3lM0AredE0XfT8RXmmhho3GFf5hG3mxcWP5YUo7ZA1+CBS2onuxyNtkg3nRqNRF7tjlbrXGMpryPdyBnAj9S+mHTmOUzeZNHlK23a70uzWZlOFcr+p3AIfCTCM5KnH8XFXLBaLOmadcWoT7Pbx5/g1fhNOWCd/8xwOhyrW0AvV1fI3t7nBgq99qQWL5tlA0/J8YvkiBy46txXVPtm56fP5KlzaiWEYBm1tbbttKrDb7WhtbZ3Tm7+U96G1tnTvRUvd6LtXqXkjx3FoaWlR3yu7XY5cyXEcmpubdeXgpShKXeOvXmgHN8ONMActlYUuTqdzTvdNBY7jVJHPsYf5cfKxtaj2ye1os7I47AAfzj+zGTRNwWg0qlFy9AjLsmhra4Pb7QbDMLItxGpFa2urrjctAUBVVRVomobDweEbFy/E8evqsHyZCwce4MO3vrkQK1bIbVRdXT1n+p0y/ok2JwRLeZ9/rlq2ExQ79qj2pjLbagy1bnBu25gyzCodg2F0jdBUZpFSs5zfXJgXEvQLz/MApo6iqcw/lOvLneZMKXcZbr/9dlUsss8+++AXv/hFUemNR6nqdOmll2Lnzp346le/ijPPPLO4Qs6QUtRJOSKtv78fRx55JP7zn/9g9erVMBqNaG5uxnXXXYerr74aAPDXv/5VPSJKS0rVVp2dndh///3xr3/9C9/97nexfft2ZLNZbN68Gd/61rewY8cOfOUrXylJ/ysVehgvCIRd0c22rV//+tfqIHXNNdfg/PPPr3CJ5jZutxsDAwNYW2/G4zsTyApSUentW22C28SoaVcCmqZRX1+P7u5uLKgz4/unNeD1jVF8uCOBdFaE18HhgMV2HLDYAZOBBsMwqK0t4871aULTNJqbm9HV1YVUKoWFLVYsbBnrvHK73bose7EwDIO6ujr09PSgbaED531rEd59I4AtG8LgeQlGE4PlKz3Y76BqOFwG1XmsF6e2x+NBMBiE3WHAGV+dh4fu2oFUcvyPtdMtX2M0MWAYpuLCGJZl4XQ6EYlEcOL+XuwYyCAUn3qi4XNyOHGNbPTUu+FSdQj7XTC1+ZHZOViWfA31HphaqseUYbaYzWbkcjk4D1qMwH2vaVG8aeE4YJGafzHvm1J/xmKEbUULEh+1a1K+qWDdVjWK0lwxGpnNZtTU1GBgYABL22xY8LU2bNiWwFA4B5uZwd6L7LCNCAkdDocqCNIbDocDjY2NaujRxbuEkvd6vaipqalE0cbgdrsRiURQz9pQzZgRENKzTosCsMIoO0ddLpcux0VFUCW1NEGyWkGVYWeMuEw+s7uY3bEKSuQSSZJgP3gpIk+9q0URJ4eiYDtgMQDtxhFlTJVAI+pYDHe0NGdwSwCijqUApt5NVC6UZ1jFGWFjWCSE8hg32kyyA6QwctdsUMR7iUQCy2pMeK9r9mPGTKApYJFfm00Vyv1G0QJaYiBSQtHlm1a+og00ihdZlQuKotDQ0ICdO3fC5zXim1+fjw8/CuOTTyNIpni4nAbsu7cbK5a7wHE0WJbVxXdtV2w2G+rq6tDX14f6GjO+fGoTRElSj+QCRuuq93ZRhCD5fB48z4PjON1GHJoJdrsdsVgMy+fZ8PhrQ0hnRU3TN3AU9l6gj6irZrMZ8+fPRzqdRi6XA8dxsFgsulnXF+J2uzE4OAiLkcGZh/hw38tDmI717Mi9nWgciZik13n6bKitrQXP84jH41i1wo1VK9wQRAlMweYNg8GA5uZmXbZnIRzHob6+Xj0qYa5gNBrR0tKCrq4uADxWrfJi1S4Rlaqrq+dUvyuc22eaFsG6+b2y5CvRNLL18wFoM6+KRqNwrFkgT9jE4uzs00Wx1RS7GUuZ2yaTSWDZAuBD7R3F42IxAS1zy1ZD0CdK/8nlcpNel81mAUzvON1SpDlTylmG66+/Hj/84Q8hSRJaW1vxxBNPlOS9LEWd7r33Xtx9991obW3Fn/70p+ILOUNKUafCedRvf/vbcdc7P/7xj3HDDTcgFovhgQcewLJly2ZS7CkpRb0ymQwOO+wwdHZ24pe//CV+8pOfqL8tWrQIN998M/x+P6699lpcffXVOO2007B06dIialEe9DBeEAi7UvntnZA7/R//+Ef1v2+66SbU1NRM+r9//vOfFSyx/lGi3Vg5GmcuLM64Y2YpnDWSRqV3KzqdTnVxXuXkcOpBPvzPV1rwu4va8OOzGnH4ChdMBhocx6G1tVW3AynLsmhtbUVzczMcDod6fJPH48G8efNQX1+ve2PJbHG5XGrEh6oaM044vRmXX7U3vv3TvfDtn+yFI09ogMMl7yxpamrSjaMKkA1EypmkNfUWXPidJTj02Do43aP9zFtlwlEnNuCrly6GZ2SXbHNzsy4cwMoOL7uZwaVfqEOtZ/L3o8FnwH+dWAurSQ7xruwM1itGo1FVSVefeXDZ8q0+Q86L47iiF0ZKiG3n2qUw1JZHTElbjPB+YT8AKHoXpmK8B4CqMraB75QDQHPsyHEA+hkzpsLn86G+vl4+toGlsXKJA8cd5MPB+7phs7CgKAperxeNjY26/iY4nU4sWrQI9fX1cLvdcLlc8Pv9WLRokW5C4FssFvX9PNzSABqzL9M+xir4Ro760uvRBDabTf7usCyENatKnp9kNkFcuTcAbYTghUcOeE4rz1hiW7MQxsbR42u0oFDgG3LuMy2H4WxIm+qRNcpl10uftFqt8hF+FIV9bK6y5buvXc5LizZU0ljVaIHFUJ5xbO96M1xmec5Y7DfZZrOBpmnQoOHgy9cvnHnZ4aj0gbmA2WxGS0sLGIaBxczi4AOrcMnFC3DF5Utw0QXzsGpfj3pElJ7XmB6PZ0x0CkXcQ1EUnE4n2tra5sxxLsDo3Hqu9KOpUDZLcCyN/Zdp3w77LXHAZNBP1FWKomCxWOByuWC1WnUxHxwPhmFU0d6qBXacc3jVpEdaUxRw9L4unLhGHuvcbvce5bRW7DB1dXXq2loR97Asi6qqKrS1tel2HNxTsFgsWLBgAerq6mCxWMBxHIxGI7xeLxYsWIDq6mrdvlPjQVGUOq9JLj+wbPmm2/aCaJXzLXZepdxvqHHDdai2DtbJqD57LQD5G1Jsm6tzgDV7A6YyRYw/cCUogxwZc084ypBQOZT5bTo9+caLVCoFYHrvfCnSnCnlKAPP87jkkktwxRVXQJIkLFy4EK+88krJjrjSuk7t7e245JJLwDAM7r777ooI2UvZ/xwOB1atGt9uZzabsd9+ss1+wwbtN4yVol633XYbOjs7UV1djR/+8IfjXvPTn/4Ufr8fkiThtttum2GpK4MexgsCYVd0YSn59NNPEY1G1f8OBAJT3jPVi/R5h2VZ+P1+9Pf34/AGCzaHcnhvMDPjdCgAFyx1wmOSDUV62K2oHPURCoUQDochiqM73wwGAzwejxqGV89QFAW73V7x3XWVwOPxwGw2IxgMIhqNgmYAk1kejhRnmNfr1aXRyG63o7m5Gd3d3bBYWex/qB/7H+pHPicCFMBxo7pJhmHQ3Nxc8aNpFAwGA1paWtDe3g6XjcX3T6vH5u4U3tgUw9aeNERJ3oi0uNGCg5Y6sKRRLrdSD70dRbArSoj1/v5+eE9eg54/PQUxlS1tngYWvlMPAKDNMWx2ux0cxyGPPKrPPBg9f3xSi2JOivek1WCsJs2cAR6PB6lUCp7j9kX39Y+CDyWKL+RkMDSqz5IFAG63WxdH08wEt9sNp9OJaDSKeDwOnudlga7VCrfbPWecWjRNw+12VyzK31QoEeF27NgBH2PGYeZ6vJTumXE6jawNa0x+ALJAS68OHaU9hoeHIRy0P5jX3gRVwvCwwoH7AyNHGmnlPPZ4PIhEIrAsa4Z5eTPSn3Zqku5EeM8+FIAsitDyiFSPx4NwOIysqRpR+xK44p9pljYASKAwWCWX3WKx6OboE+WbHAgEsI/NibeiQQglkzjJtJms8HDy3FELoZPT6cTAwAAMEHBwqxXPbSnx9wzA4fNlkaoWmyqUcSAYDMKZ9yLCDqEIbeO0YEQWNsEFQD9is+litVqxYMEChMNhhEIh5PN59TdlI4ayiUbPWK1WWK1W5PN55HI5UBQFg8EwZ+YTezKF3+Yj9/Ngw44EgtH81DdOA6eNxbH7y4ITvUYX1DNerxf5fB7Dw8PYb4EdSxotWL8ljrc2xxCMyfMnm5nB6oU2HLjEAa9dHp/tdru6eWlPQvmGu91uZLNZCIKgHsGq9zFwT4JhGHg8njn3PZ0Ir9eLaDSKXG0rclX1MAz1ljzPxF6ynUCLeZXBYIDdbkc8Hkf1OYcg8vKnWhRxUqx7NatHgmnRD1wuFwYGBiAaDZAOXgW88GbRaU4KRQGHrlHzJuMHoRgaGxvx9ttvo7d34rEjHo8jkZDXbNOJ3qZs4p0szcLfSxERrhT1KiQWi+HMM8/Es88+CwA44IAD8MQTT5T0yF6t63TXXXchFouBZVmcdtppu/1eGFHlkEMOAcMwOPvss3HjjTfOsga7U4p2UvysU21UVeysyRJE5i5Fvd5++20AwJo1ayb89nIch4MOOgiPPPIItmzZMouSlx89jBcEwq7owsqzatUqSFJ5Qlt+nvB4POoAfPFyJww08Gb/9EU+RobCBUsdWDUSJr62tlY3gguj0Yja2lr4/X7kcjmIogiGYWAwGObULpbPM2azGQ0NDaitrUU6nYYkSaBpGmazWfeLPrvdjoULFyISiSAYDCKfz4MzjJbZaDSqTgC9GVfNZjPa2trQ3d2NbDaLpU1WLG2SJ5I5XoSBHfvsjUYjmpqaNHV2lhKXy4XBwUGwdjMavn0iuv734ZLmV3/J8eA8NlAUpYmwQTGmDg4OovrcwzD06DvIdg1pUNLxYd1W1F+yDoB2zgCHwyGnYwAaf3AK2n96d9FpTkbN+UfAWC87NOaq8VPv4pg9BbPZDL/fj8HBQSwxesBRNF5J9yIrTe/YmiUGNw4114OhaJhMJt1HNVOOlZQ8bgjrjgb75DMlyUf0eSEccwQAbUV2StSldDqNuv8+Ezsv/AMkvjRHDDmO3Bv2g+SQwFofd2A2m1UR30D1EbCmusAJ2hlmQu6VSJtl56Lf79csXS1wu90IDA3BznI42OXFq5HhkuXFUhSO9sjvpFYirUJn/AlLHXi3K41IunTHXK1qNKvHc2n1PVPGAYNkgouvQoQr3ZwCAKpy9aBAgWXZObljTYlO4fP5wPO8usZkGGbOrTE5jtO9OP/zSFVV1cjmtjzOPMqPvz7aC6HIY15oGjjzKD9MBkbd6EWYOTU1NWBZFoODg7CaGByxtwtH7O2CIEqQJOwW1cfj8egmUmWpoChKN8JhwtzHbDbDZDIhk8kgcuipqHr4z6BK6AtIzd8buQb5eC6t5vderxfxeBzOgxbDdfjy0op8GBpNP5Yd2WazWZONJYXib5x4JPDeBiAaLzrdCTnmYFA1+ooySpi7LF++HA888MCkYoDNmzer/57OUUbLly8HAOzcuVO27Y8zdx4aGkI4HJ52mjOlFPVSGBgYwDHHHINPP5XHqtNOOw133313yTeqaV0nxW/M8zwGBwcnvXZ4WLY5FAaT0IJStNOKFSvw1FNPIRAIIJPJTDjnCgaDAGTfrNaUol5KGxQGZRgP5X1TjrTSO8p4kUwm0dvbO66ARxAE7NixA0BpxgsCYVf07UUnFAVFUWhsbITZbAZDU/jache+tcIFj2nqZl/mNeCaA7xYXSN/8Kurq3XpeKRp2clmsVjUM50JcwslTKvdbofVatW9uEeBZVn4fD4sXLgQ8+bNQ0tLC1paWjB//nzMnz8fXq9Xd+IeBZPJhPnz56O5uXlMBKlCcY8SqWj+/PlzRtwDyP1Jcbr7zz0M9lXzSpaXdXkTai44EoBsrNdqZ7QSvYoxG9D6P1+WwyqViOYrzwDnsY95bsVSGO3Nd9JquA5frkm642Fq86P+0hPkvHw+3YhQCfrF5/OpO5XmG1w4x74QSwwesJOEtahhLPiCtRVHWBpVcU9LS4vuv1cGg0F9r4XDDoHY0qR5HhJNgz/7dMBgAMdxmouelF3x5gX1qLrwGE3TVmDcNtT98AwAskCxFKHja2trwTAMRMaMnrqTIFLafC8S5iYEvHLYfq/Xq7sjCjmOQ3WVbNQ/0OFFjaF084lDnD54OXktoGXEUeX7bjbQOG8/l2bp7ordSOOclXL6WvZDRXQOAN5cLTixdN9JG++EXZDXizU1NXN6XUZRlHocCsuyc7ouBH3BMIxqDG6pNePcdTXq8UezgaaBs4+uwfwGOfKqcvQrYXb4fD4sWrQINTU1qtOBoSlV3MMwjGoDqKurI2MDgTADKIpSnZO5ujYkVhxSsrwEkxWRw08HIM+rtIqqbbVaVRta81VngXGULlp3zfmHw7ZXCwBtnbrK3JaymoHzTtEs3d2oqQJOPhqAvE6ZS3ZFgj454gh5U9H27dvR2Tl+dN/nn38egOzHmo5z/fDDDwdFUUin03jzzfEjWilpsiyLtWvXzqbok1KKegGyyOKoo45SxT2XX345HnjggbJEoda6Ttdccw0kSZrwfy+99JJ67WeffQZJknDHHXdoU5kRStFORx4p+xQEQcDTTz897jXpdBrvv/8+AKhHdWlJKeqlHP22fv168JNEElfqtWDBghmVuVKsXr1atdMoz2RX1q9fj1gsBmD02RIIpUTfnglC0TAMg5aWFnUH5X5+E36ztgqX7u3CofVmNNtZuI00PCYaSz0GnNBixf8c6MP3VnpQZWHVIy30vkudQKgUFEXBbDbDZrPBZrPBZDLNCUOfckRcc3MzFi1ahLa2NrS0tKCtrQ2LFy9WxT9zoS674vV6VQNO6y/PA+fX5riYQliPHW2/OR8UI0edqhpxYGoBTdOq4d++sk0VsGhN1VkHw7NuJQDZYKTl0Q0ul0s1fLVccw6MTdo9HwXGbsa8//0qaAM7RshAIEyG4vyvr6+Xj0KjORxhacBXnUtxvLUFq01+LDd4sY/RhyPMDfiSfSFOs89HEyf3Z5fLhdbW1jlz1Il6jBhNIX/BeRCrtAvDLFEU+DNPgdTWAkBexGsteiocX6suPAaOo/fRNH3abEDz/34NrNsGhmFK5qxjWVY1cqTN9eiqPx0CXZyRO25tRXf9KZBoFiaTSbcRG6qqqmAymUBTFE7x1cNKa+94Xmi2YY1DFrFUV1drGm2g0Bm/vM6MdUu0P1qXpYGvH+iB3cSo/VBLampqYDAYQINGTbYFtKS9CYATjajOyiGrHQ6HZkf1EQh7IjabTXXWLm214Run1sPnnHm0JbedxUUn12PvBfK45Pf7P5fHf2tN4Uae+fPno7W1FS0tLZg3b54q/iGbCgiE2WG1WlXhcfSgE5GtadE8D4lmEDr2XIhm7ef3io2cpmkYqpxo++V5oFjt51W2VfNQ/1+jG5m0EigB8hinzDWpFYuBdYdqlraKxQx840ugOA4Gg0G36xTC3GLt2rVoapI3Lf3iF7/Y7fdIJIKbbroJAHDJJZdM671vampSRTu/+tWvdjthJJfL4be//S0A4Nxzz4XL5SqmCuNSinqJoohzzjkHmzZtUtO94YYbyrZJrRR1qjSlqNORRx6J5uZmAMDVV1+NTGb3k1d+//vfIx6Pw2Aw4KyzziqmCuNSinqdfPLJAGSRmXLvrtx1111qpJuzzz57VmUvN2azGaeeeioA4Lrrrtst8pAkSeozPOyww0gEH0JZIAKfzwEMw6CpqQmNjY3gOA40RWHfahPOX+rEVQf48LtDq/HbQ6rx/VUenLbAjjqb7LSy2WyYP38+CaNJIOzhcBwHi8UCm80Gi8UyZxzXE0FRlOq8N9Z5sOjWSzUV+bAeOxbd+l8wNVWpYhytFyNWq1UNI1138bGovfhYTdP3nXoAmn8iR6xwOp2aO+IUwxfDMOBGnpexUTthAWM3Y+H/fROWRfKzL4WwgLBn43a7sWDBArjdblAUBSPFoJVzYLXJj0Mt9TjIXIclRg/cjCwUsFgsaG5uRkNDw5zaGa+8HyzLAnYb8v91McT64sUDEsuCP+d0iGvkHUTV1dUlix5TVVUFi8UCiqbReM15cB63UpN0aZsJzTd8E5YVrQDkqAf/n73/jvPlqg/7/9fMfHov2/vtVx1JIAkJDJgOBgTCFmAbDDjG+EuwExMndhySuAX/EtuJ7di4E4NNbzZdFAkkEEio91u2993Pfnqfmd8fszO7e+/e+ql79X4+Hnro7u5n2ufMnDnlfc5p5fsvHA47gSLFwAgnxt9BLjBxwfsxFBdLvS9hdvhNmKo1w0g3zyi1PY+Ouz28tX+MYBOfoUP+EG/oHUJVFAKBgDNDVzOFw2FnJtNbr47y8iPNm+XJrSn88i1Jjm4uzdWK+3B74LDPCDBU3t/UIB+34WW4fAANl9NptBcaaYXopGQy6QT5jA/4+dW3jPHS5yYI+s+dPwa8Ki+6Ls6vvXWc/cNWp29/f39TBxyIreWpgsEgoVBoTywlLsReMDAwYM3m4nKz9vp/Q6V/vGn7NlWN9Ve9ncr4UcCaDbTZ5Sq32+0EyMRedAX7/8fbUVzNK9uGrt3P4T/7JVSvVc5vxUCmSCTilG2VN74SXt7EWUlCAfi1d6IM90tbjWgqRVH4wz/8QwD+9m//lv/wH/6DswzT448/zite8QoWFhbo6+vj/e9//45tX/rSl3L06FHe/va3n7bfD33oQyiKwje+8Q3e/va3O0tATU9Pc+utt/LQQw8RCAT4rd/6rT1zXR/5yEf41re+BcC73vUu/vN//s8tOfczaVVadVIrrklVVf7iL/7C2cfLX/5yHn74YQCKxSIf+tCH+OAHPwhYAUCtKOu34rpe97rX8eIXvxiAD3zgA/zO7/wOqVQKgHw+z5/8yZ/wb/7NvwHgtttucz7bLd7+9rdz9OhRXvrSl572t//+3/87fr+fxx57jNe//vVMTk4C1lJ+73znO/nKV76Cpmn8zu/8TrtPWzxLKeapoanPUtOf+GFL9z/+lhsvelt7xO/c3FzD52GaJrlcjnQ6TalUolarOX9TFAWv10swGCQej8ta25eQRu+hZt6D4tmr3fdhoVBgamoK0zSpLG4w+dsfI3ff8Ys6ti30nH3s+/2fwzfag6IojI+Pt2Q5F7Dy67m5Oadgvfq5e5n5n5/DKFz82rSKx8Xwr7yawXdZUyUHg0HGx8db1uBSKpWYnJzEMAxq6zkm/+vHyXz38Yb2GbhshP2//3P4D1qdImNjY84sdecieaHYja7rZLNZSqUS5XIZwzBQFAWPx+PM0NbMMlEn7sNyuczk5CS6rkO9jnbHd9C+fRfKOdbE3o0xOkL9LbdhDlgjMXt6eujv729ph76u60xNTVEqlQBI/cu9LP2fL2IUTh/hdD5CNxxh6LduxzNgNWyPjIy0ZDTebjKZDPPz88565OH8MeIbDxEszZxloTjQVS/pyOWk4tdTc1tBmYFAgLGxsYvquGj3fZjP55mensY0TTL1Gl9ZX2SqXLyoY4M1SuXmaA+3RJOom52w+/bta1kAnmmazM7OOtMt33OywGceSlOqXXxVeijq4h03JBhPWDNBDA4OOsG9rZDJZJidnQWgopRY8k5T1S7uGbIF61H6KqO4cKFpGvv27Tvv/FLeyaIbdPo+LBQKzM/PU61WAajrBk9MFpheLDO3WiZf1AEI+jVGer2MDfi5Yn8Q9+aMEW63m+Hh4ZbVR0TrdfoeFALafx9Wq1UmJyep1Woo1Qqx736ewJM/OmtZ+FzqkQSpl7+N6tB+wAokakXgt211ddUJBMjed4zJ//LPVBdSDe2z9803M/of3ojmt5Y/3r9/v7NcYLOZpsnMzAy5XM76+fsPwKe+DKUGyoaH98Hb34TSm0ABRi+grQaak59tfO19F73ts0H8VbvPprGX/Pqv/zp//Md/DFiD2kOhkNNuGg6HufPOO7nuup2DgiYmJpienuZFL3oRd95552n7/NM//VN+7dd+DdM0URSFaDRKOp0GrLLWF77wBV7zmtbMrt6K6zp69ChPP/00YAWVn6u94AMf+AAf+MAHmng1llak1W7uvPNOZzmkJ598kqNHjzbvIk7Rimv6u7/7O9773vc6/bShUIhKpeL8/K53vYu/+qu/aumAtGZfVyqV4g1veAN3332387t4PE42m7XaJYFXv/rVfPrTn27rUvMf+chHeOc73wlYfRa7tV28+MUv5q677mJ8fJypqanT/v7Zz36Wt771rU76xGIxMpmMk398+MMf5pd+6Zdaeh1C2Pb2NA3igimKQiQScQrYuq6j6zqKoqBpmkTVCyEuGcFg0ClsegfjHP27f8vyJ77H/J9+CT1/YY0WasDL8K+8mv6fexGKqqKqKmNjYy1tTLdHOymKQjqdpvdNNxF5/hGmf/eTZO5+8oL3F7x6gn3//a34DwwAVoVhbGyspfm+3+9n3759VoE4Gebwn/8Sa//yI2b/1xeopwsXtC/F62boF1/O4LtfhuLSUBSF0dHRC2owEmI3mqYRj8edUYyXIp/Px/79+5mZmaEC6K9+OcY1V6J99x7UBx9BOcu62DZjeBD9lpswnnc9qCoK0N/ihnObveTs7Ows+XyexOtvInzjEVb+9uukv/EAZqV27p0A3gOD9LztJcRf+zzAGjE1MjLS1nwkGo3i9/tZWFggn8+TCx0iFzqEu5omUJ7HV17GXcuhoGOoHiqeHkq+for+EUzVauBXFIX+/n6SyeSemSklFAoxPj7OzMwMUZebt/aP8UBug++m1ygZ+gXta8jj41XJAfo9VmOM3+9nYmKipbNr2e8cO/D2lv1BLh/w8okfp3lkocyFhPl4NIWXHg7xmisiuDUr/YaGhlo+a6o9W9/s3Cxe089Y+Qgp9xIb7hVM5cIClTTTRU9liIhunbPL5WJiYkIGiAhxgYLBIAcPHmR1ddUZ2Xr1wTBXHzz7Ult22aW3t3dPzSwohBAAHo/HaSeoAhsvewvFQ9cQ/85ncOU2LmhfpqJSuOpmMje/FtNtLYHb6qBpsGYZVRSFpaUlIs87xJWf/Y/M/sm/sPrZH4B+YYMovMNJxj94O9HnH7F+3pyhs1XBPWCVbcfGxpyyrXLzdZiXHYRPfgkeegIuZDx4OAivfQnKS56/Y9+ybKRohT/6oz/ipS99KX/2Z3/GfffdRyaTYXR0lFe84hX81m/9Fvv377/gfb7//e/nec97Hv/rf/0v7r77blKpFP39/bz4xS/mP/2n/8RznvOc5l/IKZp1Xevr605wj/3zueTz+Ys+77NpRVp1Wiuu6d3vfjcvfOEL+aM/+iPuuOMOFhYWSCQSXHPNNbz3ve/l1ltvbf6FnKLZ15VIJLjzzjv5p3/6Jz72sY/x4IMPkk6nicfjXH/99fzCL/wCP/MzP7Mn+6Jvu+02HnroIT70oQ/x7W9/m5WVFRKJBM9//vP59V//9a6bkUhc2mQGn03Plhl8xLOTjAoT3aBT92G1WmVubo5i0ZopQC9WWP/S/ax8+h5KT8+fdVvfgQH6fvoWel5/A1poqyNxZGTEmla6DUzTZGNjg6WlJWfGh+JTc6x88m7Wv/oARvHMM/ooXjfxl15N3+0vIHytVRhXFIW+vj56enra1jFcq9WYn593Ko1Gucr61x5k9VN3U3hs5qzbesd66fvpm+m59UZcUSuq3+fzMTw8jN/vv6DzkLxQdINO3oeGYbC6usrq6urWL4tF1MefRJ2dR5mbR8nmwDQxPR7MgX7M0WGMA/sxx0edTXw+HyMjI23vzN8tP9SzRdJfu5/CgycoPTVLbXGrU0DxuvEdGsJ/2RjRn7yG4LUHnL8Fg0GGh4fxeDxtvQabPavm+vo6hcL5BTyqqko8HieZTDZ83p18J8/PzzvXXDcNnirkeCifZqFSRj9DqIxfVTnoD3FdOM6Qdyvv7+3tpbe3t20NQ7vdgyu5GncdL/DAbImN0u7BSooCw1E3N+8L8PyJIH6Pdb5er5fh4WECgUBbzh+skWpzc3POmvE6dTLudbKudWpq9cwbmtYSX9F6D6F6DHVzte9wOMzQ0NAFd0LJO1l0g266Dw3DIJvNks/nKZVKzjNq2z6zYDQa3ZMN4uJ03XQPimevTt2Huq6zuLjozJSBoeM/+TjBR+/BO38c5SxdFnowSuHyG8lf+XyMkBXE3IlZzfL5PPPz885I/urSBiuf/j5rn7+X2lr2zBuqCpEbD9N3+wuIvehKFM3K0+PxOAMDA20L3tytbGuupeC7P4IHHofVM8xK5HbDvhF4wXPhuitR3NYY8kAgwPDw8EW1l8kMPq13KczgI4QQQgiLBPhskgAfcSmTRiPRDTp5H5qmSSqVYnl52Wm0AKht5Ck+OUfx6Xn0nLX0ixb04T8yRPDyUdyJrRFHqqrS19fXsRkTqtWqM+ODzdQNypPLFJ6cpTK7jlGto7o1PINxApeN4j84iOreahjy+/0MDw93ZIS9aZqk02mWlpac6TgB6tmilQZPzVHPFsEwUYM+AoeGCFw+gqc36nxWURSnM/di0kDyQtENuuE+LJfLrK2tOdPIni+fz0cikSAej3d05phqtcrq6irpdPq08zdKFYxyDVQFLeR3GsttXq+Xnp4eYrFY18x+U6lUyOVyzjJx9Xod0zRRVdXp0A0EAoTD4aZ16HbDO3llZWXH+0A3TVarFVZrFWqmgQIENBf9Hh8x187gEb/fz9DQ0AUHejZLtVplcXHRWdbAli3rzKSqpEs6ugluTaE/7GIk5sbr2ko7RVFIJpP09fV1pJPeDvZbW1vb8QzVlRpltUhVLWOgAwqaqeE1/HiNABpbZQpN0xgcHCQajco7WexZ3XwfGobh1FvUzRlExaWnm+9B8ezR6fswl8uxsLDgBMkAKNUK7rV5PKvzqMUcmAamy0M9MUC1bwQ9snPmw0QiQX9/f0dmNdN1naWlJTY2ds4+VJlfp/DELOWTyxjlKqgq7mSYwGUjBI4Oo/m3gmDcbjdDQ0Mdm/WmWq2ytLTkLEdrM4slmFmATA4MAzxuGOiDwV6Ube8lTdPo7e1tqL1MAnxaTwJ8hBBCiEuHLNElhBDikmd3pMXjcdLpNKlUinK5jDseInrzUaI3n3l9Xq/XSyKRIBaLdXQKfI/Hw8TEBOVymVQqRTqdxgD8BwfxHxw843b2+tGJRAK/39+xDm1FUYjH40SjUTKZDKlUilKphCsSIHLjYSI3Hj7jth6PxwkqkGUIhGicPQPPwMAAmUyGYrFIqVSiWt05e4eqqvj9fvx+P5FIpKN5yHYej4fh4WEGBgbY2NhwgmMMw0D1e1H93tM+HwgEiMfjBAKBrriG7bxeb9tmhesG29/J2WyWVCpFsVhEUxQGvD4GvLsHoW5/n7VzxpvdeDwexsfHqVQqzjtZ13UiPo0rh84cdNQtZQpVVZ1l3uxyUbVaxWW6CelR0KNn3Nbv95NMJolEIhJwIEQLSVCPEOLZIhwOc/jw4R2zW5oeL9Wh/VSHzrwsiMvlctoJWrmc1blomsbw8DB9fX2kUik2Njao1+t4h5N4h8++VFgoFCKRSBAOhztaR/F4PIyNjVGtVp2ybb1eRwn44eiBM24XCARIJBJSLhRCCCGEaDMJ8BFCCPGsoaqq0wBUrVYplUrOFPimaTozJni9XqdT2+PxdFVnsM/nY2hoiIGBAef8S6WSM+ODoii4XC58Pp9zDd0UFGMvMbNbGhiGsSMN7Gvwer1dlQZCXCpcLhfJZJJk0mp4NgwDXded51DTtK5+9jRNo6enh56eHkzTpFqtUq1WnbxQVVV8Pl9X5YFii6qqxGIxYrEYuq4774NqtYphGDvS0H4XdFvHgdfrZXBwkIGBgR3vNPs5UhQFj8fjXEMnO59243K56OnpIZlMUqlUzpgGp5aLhBBCCCGaSVEUIpEIkUiEWq3mlEnK5fKOdgK32+2USXw+X1fVVdxuN/39/fT19VEul3eUq06tn9jX0G1lQ4/Hw8DAAP39/U46lMvlHXVEOw2kniWEEEII0TkS4COEEOJZR1EUZ8aEWCzW6dO5KKqqEgwGCQaDnT6Vi+bxePB4PESjZ54pQAjRPnt5toDt+brYezRNIxQKEQqFOn0qF2WvlysURcHn8+Hz+YjH450+HSGEEEI8i7ndbtxuN5FIpNOnclEURXECePYqO0hd2muEEEIIIbrT3mzBF0IIIYQQQgghhBBCCCGEEEIIIYQQ4llCAnyEEEIIIYQQQgghhBBCCCGEEEIIIYToYhLgI4QQQgghhBBCCCGEEEIIIYQQQgghRBdzdfoEhBBCCCGEEEIIIYQQQgghhLgY8Vf9eadPQQghhBCiLWQGHyGEEEIIIYQQQgghhBBCCCGEEEIIIbqYBPgIIYQQQgghhBBCCCGEEEIIIYQQQgjRxSTARwghhBBCCCGEEEIIIYQQQgghhBBCiC4mAT5CCCGEEEIIIYQQQgghhBBCCCGEEEJ0MQnwEUIIIYQQQgghhBBCCCGEEEIIIYQQoou5On0C3eJve/6ypfv/XW5s6f6FEEIIIYQQQgghhBBCCCGEEEIIIcSlSQJ8hBBCCCGEEEIIIYQQQgghhBCXrF9792dZ3yhhqgqGpmCo1n87f1Z3/GxufsbQFICdv9v8/fafzc3tUBVU1UTVTOv/p/57l581zQQ45e+n/myS9Pv44xe+HoD/+MPPk6uVUBXQtv23/WdV3fl7AE0xd//s2fajgLq5naqYm38zT/m99W/rGLt/TuX07dxqgNHQzwKwXPoYpllCURQU1K3/o6AoW/8HrH+f5TO7/25rG0zANHb+Z2z7N5z+O9PANPXTfrfb51ACKEO/aO1m5i+glrM+YxhgmNb/YefPzv8NTNM8/fPn8W9TN61/6yamYaUHugm6Yf28+Xfrc8bW5/Rt2+z6WRMllMD/wX8GoPDbb8FIrTuXYZrK5qUrm1/F5s+bvzeMrb/bv9/6yk75zCn7MnTT+ap0w8TQwdj+/83P6Jv/t76Srb/v+P22v+s6+AaT3HbyEwB8cvR2bp/9ZHMzHyGaTJboEkIIIYQQQgghhBBCCCGEEEIIIYQQootJgI8QQgghhBBCCCGEEEIIIYQQQgghhBBdTAJ8hBBCCCGEEEIIIYQQQgghhBBCCCGE6GKuTp+AEEIIIYQQQgghhBBCCCGEEBdj42vva/o+46/686bvUwghhBCiUTKDjxBCCCGEEEIIIYQQQgghhBBCCCGEEF1MAnyEEEIIIYQQQgghhBBCCCGEEEIIIYToYhLgI4QQQgghhBBCCCGEEEIIIYQQQgghRBdzdfoERPuZpkmtVqNUKlGtVjFNEwBN0/D5fPh8PjRN6/BZimeDWq1GuVymXq9jmiaKouB2u/H5fLhceyN7Mk2Ter2OYRiA9RxpmoaiKB0+s/NTr9cplUo70sDlcuH3+/dMGlys7XlhpVJx0lBVVbxeLz6fD4/H09VpaRgG5XLZSUPDMHakYbfn53YalMtlyuWykwaKouD1evH7/V2fBo06NQ3td7LL5cLn8+H3+7s6DQHnOTo1DT0eD36/H6/X29VpaBgGlUqFUqlErVY7rVz0bMgPheg00zSd53B7/URVVec5dLvdHT7Ls9N13ckL6/U6wI6yrc/nQ1W7d3yNaZpUq1WnXHRqGvh8Ptxud1fn50JcCuz62W71EymTtIf9TqpUKui6Dmylgdfr7eq8XIhLhZ0Xlstl5zncS3VM0zSddo7d2t73Qn6+va3i1DTYC+1lQgghhBCXsu4uSYqmMU2TUqlEKpUil8s5BfMz8Xq9RKNREolE11U4DMOgVCo5/+m67gQm2JUMu2NbKhrdxTRN8vk8GxsbFItFp/NjN263m2AwSCKRIBAItPEsz61UKpHJZJx70G54tWmaht/vx+/3E41G8fl8HTrT05mmSbFYJJVKUSgUzpkGgUDASYNL5Xmy88JsNnvOvFBVVSKRCMlkEr/f36YzPDvDMMhkMqRSKUql0jk/7/P5iMfjxGKxrgkUKZfLpFIpMpnMeaVBOBx20uBSuA8NwyCbzZJKpSgWi+f8vNfrddKwW97JlUqFjY0N0un0WfMRsNIwFAqRSCQIBoNdkYamae5IA7vB9Uw8Hg+xWKwry0VC7FWmaVIoFJz6ybmeQ5fL5TyHHo+nTWd5dvV63ckLK5XKWT+rKIpTrgqHw13RQby9XJjL5U4r057K5XI5dUSv19umsxTi0meXqzKZDLVa7ayfleewNXRdJ51OO/X8M72T7IEIkUiEeDze9cGnQuwl1WrVKVedKy9UFMWpY4ZCoa6pY+bzeVKpFPl8/pxlW7fb7ZRtuyUv0XXdSYNyuXzWz3ZjPV8IIYQQ4tlCeiieBXK5HMvLy6cVzNV6BU9pFVWvAQp1d4BqoAcUlUqlwsrKCqurq0QiEQYGBjpe2SiXy6yvr5PJZM7Z+AxWRSmRSBCPx6UzrsNM02RjY4O1tTWq1erOP1aqkMmCroPLBfEouFzUajXS6TTpdBq/309vby+RSKQzF4B1Del0+ryCKnRdJ5/Pk8/nWV1ddQKVIpFIxyq89vmvra2d3gFVr6Hl0ih6HVNzoYdj4HJTq9XIZDJkMhl8Ph89PT1Eo9E9W2kvFossLS2dFlChUsOn5dGUOmCim24qRgjddGMYxo77cGBggGAw2JHzNwyD1dVVUqnUaUExmruMy10BxQRTQa97qFd9gEK5XGZxcZHl5WXi8Th9fX0dC/QplUosLS1RKBR2/F5RdDRvAVW1AkVMQ6NeDWAabiegyb4P+/v7CYfDnTj9hpmmydraGmtra6elYXlmlfLMKmaljuLS8PRH8R0YRHVrVCoVlpaWWF5eJhaL0d/f37H3WqVSYXFxkXw+v+P3eqlC6ekFauk8GCZqwEvg4CDunogT0JTNZvF6vfT19RGNRjty/qZpkkqlWF1dPS0wqTK/TnlqBaNcQ3GpuHuj+A8NorpdVKtVp1wUjUYZGBiQsoUQF8kOsFteXj6tXFhdzVA6sYRRqICm4I6H8B8eRvN7qNfrTh4aDocZGBjoWOd2vV5neXmZdDq9o/PGqOmUji9SW8lg1nUUrwvfeB++0R4noKlQKOByuejp6SGZTHasXGWnwanlQrWYw72+iFqrYAKGP0QtOYjp8VGv11lfX2d9fZ1gMMjg4GBXBbILsdeUy2WWlpZOK1cpRh1PdR1Nt9pwDNVLxZvEVN2nPYcDAwNdMxBhL6rX66ysrJBOp09rZ1KLOdRSETAxPD6McGzHrBx2e1lfX58EWwnRgGq1ytLSEtlsdsfvdQyKlKhRxwRUVAJ48eLBNE1yuRy5XA63201fXx+xWKwj5Sq7vW1lZeW0wCSXWcRLFhUdEwUdH2WimIpGrVZjdXV1R9t7p4LY7bxwY2NjZ2CSYaCsrUM2B4YBbjdmXy8EA6fV83t7e/d0m6EQQgghxF4iPROXMF3XWVxcJJ1OO7/zZeeILj9EIDuDu5zi1CK3obqoBPrJJw6R6X8OuidEJpMhl8sxODjYkcpSrVZjYWGBXC639UvTwKun8dXXcBt5FNPAUFxUtRhlV5KaFqZWq7G8vMzKygq9vb309vZKJaMDKpUK8/PzO4IqlCefQX3wEZSZeVheRdlWeTQ1DQb7McZHMW+4FnN8lFKpxMzMDNFolMHBwbZ3qu52Dd70PP6V4/jS83iyS6i1MihguANUooNUYkMU+w5TjfQ7nTmhUIjh4eG2B8tVq1UWFhZ2NBx7Zo/jf+oBPEszuFLLKNsaM01VpZ4coDowRunodVRHDlAul5mbmyOTyTA0NNTxgL8LYRgGKysrrK2tOb/zqTninjmCrhQetcSpWYNpQs30UagnSFWHKetRSqUSk5OTJBIJBgYG2jryvlQqMTc3t9UJpxj4Qyn84RRuXxFVPT3o0TQUapUApXycUi6JYcD6+jrZbJbh4WFCoVDbzt80TVZXV1lZWXF+p7mL+CIreAJpNHd51zQw6h5q5QilbB/1coRyucz09DSxWIzBwcGumZHofJTLZebn550AQaNaZ+MbD7H2rz+i8NgMeu70wEHF4yJwZJj4y6+h99abcMWCbGxskMvlGBoaamvQo2marK+vs7y87DT4lWdWWf30PaS/9wTlqRUwTh+h6O6LEr52Pz23PZ/oTUeoVCrMzs46eUk78/NT83KzrrPxnUdZ+8IPKTw6TT1dOG0bxa3hPzhI/KVX03vbzbiTYdLptFMuulQaMO1leeyl4mDnciDdvrSQ2Dvq9ToLCws7OnAy33+K1c/9gPyDJ6mtZk/fSFPx7+sn+sLL6f3pm/GN9JDL5cjn8/T397c9SCaTybCwsOAEatY28qx97l42vvkwxWMLmNXTZzXTwn6CV4/T8/obiL/sGurA0tISmUyGkZGRtnYM71ZH9M4fJ/j4D/AunETLp0+rI5qKQj3aS3n8KPkrb6Ee76NQKHDi+HF6+/qkniXEBbLLxqsrK9ilJ3d1g/jGIwQLU3gr6yjsLN+bqFS8CYqBMTbi11D1Jq3n8MQJp71D3tUXJpvNMj8/v7X0TLWM/8kf45t6CvfyHFph5zvJ8Pqp9Y9QGTlI8cobMIIRMpkM2Wy2I+8jIfY6e/DF8vKyE2BXpsqSsk6KLEWsdrZTuU0XEYL0mwniWO2/8/PzZLPZtrdXndbeZpqEWCRuTBJgHRenz/BoolAhQlYZYkPZT10JkM1myefzDAwMEI/H25qXZLNZFhYWtgbAlEpoP/ox6mNPoMwvoFR2BuSbAPEYxsQ4+g3XYx4+SKVS2bNthkIIIYQQe5EE+Fyi7E5Qe+RAYOMEvdPfwVdYOut2qlHHn5/Hn5+nZ/a75HouZ2XipeieMPPz8+RyOUZGRtrWcJROp1lcXHQaXLz1dRKlJ4hUT6KZZ56utaqGSPuOsuE7gq76WVlZIZvNMjIy0jWjTE3TpFar7VhP2u124/P5LplZATKZDHNzc05nsPr9H6F++25r9McZKLoOcwtocwtwzw8xRocxXvESzKsuI5PJkM/nGRsba9ssKqlUisXFRecawrMPEj35A3zp+d03qBTw5FcJzz+C+fjXKCcnSO+/mcLQFeTzeY4dO8bw8HDbZq/I5XLMzs46jSX+J+8ndN+3ca8vn3EbxTBwry7gXl0g+Oi91JID5G94KaWj15HL5Th27Bijo6N7YhaVWq3G1NSUExjj1zIM+J7Br2VOCyjZTlHAo5TxeBaIexYo1iMslw9T1GPOdMsTExNtGV21vr7O4uLi5k8GofgywdgKqnb2pa0U1cTjL+DxFwgnFyhme8ivD1KrwdTUFL29vfT19bW84aherzM9Pe0EtmieAqHkNG5/9pxpoLmraO41fOE16pUA+fUxaqUY6XSaQqHA+Ph41+TpZ5NOp5mfn8c0TUzdYOmj32HpI9+mnsqfdTuzWqfw6DSFR6eZ/79fped1z2Pk114HkQAzMzMkk0kGBgZanoa6rjMzM+PMvFSeWmHm//d5Mvc8aUVinUVtJUPq6w+S+vqD+Cb6GPnV1xF/6dVks1mKxSLj4+NtGXWezWaZnZ118vLlT3yPxb+9g9pK5qzbmTWd4pNzFJ+cY+HDXyfx6usY/fU3QCLM3Nwc+Xye4eHhPdmZcyHL/amqSjwel+VAREOKxSLT09NOuTf1jQeZ+7MvU5lePfuGukHp+CKl44ss/b9vE33h5Yz9xpvwjfY4M1+Mjo62POjTNE0WFxdJpVIA1DMFZv/kX1j/0v27BvXsuIRciew9T5G95ylcyTCD73wp/T/3IkqlEsePH2dkZKQtZcNyuczU1JTTgeObeoLo9/8VT+rsdUTFNHGnV3CnVwg9/F0qo4fZeMEbqScHWFlZccrnl0odRohWOrVs7Kms0b98J8HC1G792A4FA19lDV9ljfjGAxQDYyz3v5iKr4/V1VVyuRzj4+PSqXoeTNNkfn7eCXRUykUi3/8a/ifuR62deblFtVLCO3MM78wxwvd+g/LBq8je8mr0mPU+yuVyjI2N7alBCEJ0imEYzM7OOoM5y1SZVBZYJ7NrUM92NaXOOhnWlQxe08O4OUAfcXK5HMePH29bm2E+n2dmZsZpb4sZU/Saj+Ph7MtwK5j4yOAzM/SaT5FVhllSrqFuBJxgoXa0vZ9atqVYwvWVb6De/wDKWZZIUwA20mgbabQHH8bo7UF/5Usxrr2m7WkghBBCCPFs1XUtcJVKhT/7sz/jE5/4BE899RSKorB//35uu+023v/+9xOLxTp9il2vVCoxNTWFruuo9Qq9U3cQXX7oXPWj0yimQWT1MYKp46zsfwXZPqtDbnp6mvHx8ZZWNEzTdJbCANCMEoP5ewhXz97oZfMYefqK99NTfIC1wLWs+a+hXC5z8uRJxsbG2jpzxakqlQqpVIp0On3aEi02j8dDPB7f08uLbWxsMD+/GQSzlkL7xOdQj09e8H7U2XmUv/sY5nVXo9/2OvRggKmpKcbHx1uejisrK86MI+78On0PfQ7/+tR5b68A/vUp/OtTFPqPsHLNrej+CLOzs+i6TiKRaM2Jb8pkMszOzgKg5jPE7vgUvqmnLng/7vUl4l/9J/xPP0T6ZW/GCEaYmZ5mdGyso8umnUu1WmVycpJarYaCQa/vBD2eGRTl7AEJuwm4skwE7ydVHWW5fJBqtcrJkyfZv39/S4N81tbWWFqyOt1c3iKxvmnc3rN3xO9GVQ1CsRV8wTSZlXGqpTCrq6sYhtHSAJF6vc7k5ORmgJVJID5PID5/UWng8haJDj5FOddLYW2cWg0mJyfZt29fVwf5pFIpFhYWACidWGLyg/9M4dHpC96PWamx+pnvk/7u40x88HZiP3EF6+vr6Lre0gATXdeZmpqiVCphGgbLH7uL+T//Mkb5zA1+Z1KeWuH4v/s7Eq++jvHffDPEgkxOTjIxMUEgEGjB2Vu254XluTWmPvhxcvcfv+D9mHWd9X+9j8zdTzD+m28m8arrnOUcRkdH91SQTz6fZ35+fscU8qqq4/GVcbmt3xmGSrXipV71YBiGsxxIMpmkv79fZgkQF6RQKDA9PY1hGNRSeaZ//9Ns3PHQhe/IMMnc9TiP/+gYI+//Kfp/9kXk83mmpqaYmJhoWaeqaZrOqGSAjW8/wtTvfor6eu4cW56uvp5j9n99gY07HmLid9+Gf6LfCcaOx+PNPnXH9jqiUikRu/sLBJ/80YXXEQHf7DMMfOqPyNzwSnLX/iTFYtF5J+/VuosQ7bCjbGwaJNd/RM/aD1DNswfun0oBgsUZ9k1+jLWeG1nruYlyuew8hxLkc2amaTIzM+MEFfiOP0b0W59BK15Yfq4YOv5nHsJ78glyL3gNhWtfSKFQcMq2khcKcWaGYTA9Pe0MIFlknSllAV05fWbic6koVZ5RZlgz0xw0R/DotKXNMJfLMTMzg2mauMwSQ8b9hDl7wPRuFEyi5hwhc5kl5RrS6r62tL2fWrZVn3gK16c/j5K98LKturqG+rFPoj/8GPXb3oAeDrWt3VYIIYQQ4tmqq2qcq6urvPzlL+fhhx8GQNM0PB4PjzzyCI888gh//dd/zZe//GWuueaaDp9p96pWq07DrauSZeTxf8ZbWjv3hmeh6WUGj/0Lvtw8K/tfRaFQYG5urqWdWfYaxADhyhSD+e/hMs88kupMVAz6ij8mXJliPvKTVIkyPT3NxMRE20cS1Ot1lpaWdkyHD4BSR9U2O9PqXkClWq3u6eXFMpmME9yjPHMC7e/+CaVy4elnUwDlgUdQTk5Tf+8vYPb3MTMz09JO4bW1NSe4J7jwGP0PfAZVv/AObVtw+WnGvvN/WHre2yj1HmBhYQFFUVrWkZPP55nb7NB2L82Q/PzfoJbPPoroXHwnH6f3o9Ok3viL1PpHmZ2d7doKux2UUKvVUKkzFnyIoCvd0D4VBZLeWfxahpnic6jXrQCTAwcOtKQBd2Njwwnu8QbTxPsnUdQLD4zZzuWukhg6RnZ1lGK2l/X1dTRNo6+vrxmnvINhGFuzJyk6kf5jeIPphvapKOCPrOL25sksXoaue5iammp5oNXFsqe6Bsjc+zTHf/VvMUrVc2x1drWVDMfe99eM/NrrGHzXy0in02iaxuDgYDNOeQfTNJ0R5mZd58R/+kc2vvFQw/tNffUBCo9Oc/ivfwXfSA/T09Ps37+/JTPD5PN5J7gn//Akz/zKX+26HNqFqG8UOPEb/4/CU/OM/trrnOUdRkZGmnHKLWWaJktLS6yvWzPpKYpBMJIlHM3g8Z2+VB6ArqsUshGyG3HqNQ/r6+vOCPVuCq4zTZNyuUy1WrUCGBQFTdMIBALSydZh9syihmFQnl7l6ff8BdWFVEP7NEpVZv7wc+QfnWb/7/2ss5zrxMRES8rMi4uLTgfIwl99nfn/+5WG95l/eIon3vpHHPrTf0PkeYeYn59H07SWBE9vryNq+TS9X/hL3OmVc294FopeJ/aDL+NdnGLtVe+gAkxPT7Nv3z4JAOwCpmk6Mwqoqrqn6pKXqu1lY8WoMTL3L4QKFz4AZjsFg961HxAozjE7+kaqVZyyscwiczq7Q9sO7gl/70uE7v/OBQc6bqfWq0Tv/AKe2eNsvPbnnXfepZIXGoaBYRhOPiJ5iWiUaZrMzs5SKBQwMTmuzLGsNFYuBEgpWR7iGa4wDxA0fczMzLBv376WzBZbLBad4B6vmWbc+C7uXZbiuhAaNYbN+/EbKRaV61re9r69bKvd8R20r93RUF4IoD36OOr0LLX3vAtzoK+laSBEIzbWi6Du/ffZRqXEu7/9CVTNRFVNtL1/SehmgZn8X6MpJqoCCnu/LAWAnsec+WMwDTAuPJi1G5mZNQr/7uWgm5gGnHP6vT2gOL/G/3O9DMNorP9FiHbpqhzybW97Gw8//DDRaJR//Md/pFAokM/nueeeezh69Cjz8/O84Q1vOOcyAs9WdmOFruto1Tyjj3204eCe7eJLP6bv5FcBq9NyY2OjafveLpPJOIEV0fIzjOS+dVHBPdv59XUm0l/CW99wOixrZ5lutNkKhQLHjx93gntUdxF/4iSRkR8TG/8h0dEHiI4+QGziXsJDD+GLzqKoVWcmoxMnTlCtNtYp3C722tcAyvFJtL/5x4aCe7ZT0hlcf/a3sLqGYRjMzc05DdfNVCgUnMCK0NzDDNz3iYaCe2xarczgvf+If+UYAAsLC5TL5Yb3e6p6vW4tjQa4l2dJfvbDDQf32LRSnuRnP4xrZX5HntNtFhcXqVarKOiMBx9sOLhnu4Ary3jwQVTq1Go1J4CjmSqVirNfbyBDfOBkw8E9NkWBSO8s/oj1flhZWaFYbM79sd3y8vLm/W0QHXim4eCe7VzeEtGhJ1DUGvV63Vn+qptszwuz9x3j2L/9m4aDe7ab+9//yuI/fAuwlnHL58++3NfFWF1dpVgsYuoGJ/7j/2tKcI+tMrfO0+/+c6pLG+i6vmM5x2ax9wtQeHyGp3/5LxsO7tlu6e+/ydz/+VfAWobNbiDtVnZjuh3c4/MXGZqYomdgGa9/9+AeAE0ziMTTDO+bJN67AorhzJDWDWVyXddZX1/n+PHjnDhxgtnZWRYWFpifn2dmZoann36aubm5rjjXZyO7rGAYBpX5dZ76xT9rOLhnu9RXfszJ//wxTMOgUCiwtta8uo8tl8s5Sxcs/M03mhLcYzMKFY6976/JPXgSgPn5eWf5rGbZXl5TC1l6P/9/Gw7u2c4/9Tg9X/0I6DqlUsmpx4n2MwyDVCrF8ePHefzxx3nyySd58sknefzxxzl58qQz65zoDKdsbOqMzH2x4eCe7YLFWUZnP4di1KlUKk5dVuy0vbwW+e6/Em4wuGc7/4nHSPzrR5y8cHn5zEtid7tqtcrS0hJPPfUUTzzxhPP/J598krm5Oat+0GV1L7F3pFIpJ8iuWcE9tqpS5zHlBCUqLWsztPdrmiYeM8uEcVfDwT3bJcyTDJoPAK1re89ms07ZVrvjO7iaENxjU7JZ3H/5tyib7bb2LJVCCCGEEKK5uibA57vf/S7f/OY3Afjwhz/Mz//8z+P1elFVlZtvvpkvfvGLuFwupqen+fjHP97hs+1O6+vrTift0NOfx1NufiUgvvQA0SWrorG0tNT0oJN6ve50aoeqMwzlv4dCcxoOXGaJsexXcRlFDMNoW4ewvWxAvV5HUesEep4hMvwgvugimntnh5qimLi8BfyJGaKj9+OLzgKmM912twf52GvZG4YB6Sza330MpdbcTgolX8D1Nx+FWs2Z6aiZ7HsDwJuaof+BzzTtHgRQjTqDP/on3PlV5/tq9n24uLho3W/lIokv/j1qtXmNDQBqpUzyi3+PUilRr9dZXFxs6v4blcvlnGC6Qf/TBFzN73T3azmG/E8CVuNIMzv2t98XmqtCbGDyjB3vF0tRINo7g9trTYntPLdNUigUnCCCYHIWT6D5aeDylIn0H3eO16qg04thmiYLCwvouk5tPceJX/8HzErzg0rn/ve/kv3hM4CVhs0MtiuXy04n7eLff5ONOx5u2r5t1cUNjn/gI5i6QalUanrHvJ0X1nMljv3a32IUmpsXAiz+3TdJfdP6bhYWFpreMd9Mi4uLZLNZAKLJNfpHZ3F7zv++VBSIJjYYGp9Gc9V2zJTWKevr6zz99NMsLi5uLgUI6UqdxWKV1VKNim5gmibpdJoTJ05w8uTJri9LXWpWV1cpl8uYdZ3j//7vqS03/32Q+uoDLP3jdwAraLWZwdO6rjvlwvTdTzD/Z19u2r5tRqnK8X/399Q28ui63vTA4VQq5dQRk9/4KO5M84Og/NNPEP3R1wBrFsxWBA6LMzMMg8XFRZ566qkzDiAoFovMzc3x9NNPs7y8LJ3zbba9bNy38l1ChammHyNYnKN/+duANROo3YEuLLVazam3+p+4j9CP72z6MXyTTxK5xwoCXV9fd5Yf2ivs2YeeeeYZ1tbWTivXGoZBOp3m5MmTnDhxwilXCnG+tgcgLrLW1OAeW02p86QyhYFBpVJpeuDx8vKyNZjM1Bkz7sFF8+sWCfMkMcMK/m522/v2sqb6xFNoX7ujafu2Kfk8rn/4GNTrVKtVCf4WQgghhGiBrgnw+cY3vgFAf38/t99++2l/P3z4MJdddhkA9913X1vPbS+o1+tOoENs4T4C2emWHat36pu4yhmnIbGZFhcXrRmIjDJDueYF99jcRpHB/N2AFXhz2nJZTVapVJxpW1V3kcjwg3jDq+fVWa+oJv7EDOHBR1FUa6YQe3mDbpXNZp1ZJLRPfQGl1PzZaQCUlTXUr1gBgevr600dlb+6umpV1vUa/Q9+FsVs/vet6jX6HvwcmCalUskZOdMM+XzeCTaJfufzaIXWNLpp+TSRu/4FsEZCdkvjpR1YARByrRFzN392HVvEvUzYZTVULCwsNO3ZTKfTTsdYtG8aVW3NM68o1v7ZbPhqVnDF9jRw+XL4o60LAPMEMvjCVhosLS11zWxSuVzO6VSZ+t1PUU+36PkwTSb/68fRC2VqtZqztGUz2GlYPLbAwoe/1rT9nqrwyBRLH93qmG9WsEihUHDe8bP/8/MtCSqwTf/ep52O+W4drb19BpJYco14z/pFBw56vFUGRmdRtboT/NDujmLTNFlcXGRxcdFa9kk3+N5Sjg89vMh/e3CBP3xkid9/eJHfvn+efzq+znTeCv4pFoucPHmyJbPnidNtb9Bf/PtvUnxyrmXHmv+/X6U0uezcG82ysrLiBApO/fdPNG2/p6qncsz8j88AVnm6WR3z9hLBAKFH7sY3f7wp+91N+IFv416eAax3yF4NILE7sJeWllhYWGBpaYlcLte111Ov15mcnGR9fR3DMKgaBg/lN/j46jR/u3SCv1s6wadWZ3i8kKFuGui6zurqqrNkm2i97WVjf3GOROqBlh0rln6EYH4K2NvPYSvYZQY1nyF65xdbdpzgA3fhXpgC9lYa5PN5Tp486bx/0vUqd2ZW+MflSf5m6QT/sHySL6cWmK9Y9dRyuczMzAyrq6t75hr3InsJ2kKhQKlU2vP59tLSknVNVJhUWtdOUFTKzChWvWxtbc0ZCNCocrm8FaxpPoaX5s+iaxswH8ZlWgNUmzkr2/LyshW8Vyrh+vQXWragirq8gvZ1q912bW1N6l9CCCGEEE3WNQE+v/d7v8fi4iJ33HHHGdeWtUePuN3udp7anpBKpazZHqp5eqe/3dJjaXqVvsmvA1aHUbNGElQqFScwYaDwA1xma5ZSCFdniJStxu21tbWWNUZsn81GdZUJDzyG6rrw78rlyxHqfwJaNPqkmewAAeXBR1GfeLqlx1LvvAfmrQYBu4LdKMMwnH3Fn7kTT775I5xt/tQM0cl7gebeh3YaeKafwf9U6xqPAQKP/wjP3AmgeWnQqGw2uxkgYDDof7LpM99spygw5H8KBR1d15syi49pms536Q+v4w20rsEIwO0tE4xbeYr9HmlUoVBwGtDCvSdbmgYAweQ0ilrHMIyumcXHTsP0XY+R/vYjLT1WdSHlBOCkUqmmBJqVSiUnyGz6dz+FWWttQ/L8//0q1eU0pmk2LeDRToPcAydY+8IPm7LPM6mncsz9762lurptFp/tM5D4AgWiycbza7enRs+A1dDcjoDpU62srDhpfP9qgf/6wDyfndpgqbQzQKxmmty3VuBPHlvm/z6xTKGmU6/XmZqa6sqZfOx8zF5ibGlpaU8vLWY/z5X5dRb+6ustPZZZqTH9e58CrPdQMzoRdF133isLf/HVlgYKAqS+9iCZe6zZAZuVF25sWMsTq6U80R/8a1P2eSaKaZD4zicBqwNsr83io+s6S0tLzrJ+a2trpFIp1tbWdsxo0U0d2fZMaqVSCd00uTOzwl8sHuPr6SVmKkXW61XW6lUmKwW+tLHAXy4e5wdZq65QKBS6fvDIpSKfz1tlY9NkcPEbTR/EtJ0CDCzdAaZBrVaTGVY2VavVrVkM7/wCaqV171bFNInd8UkwrfabViyj22zb84N0vcpn1mb566UT/DC3zmKtTKpeZaVW4bFiho+tTvOR5UmmytYAhuXl5a5pC7iU1Ot1VldXeeaZZzh+/DiTk5OcOHGCp556as8uPVupVJwAspPKAobS2vfPHCsUscqDzbpH7f14zTRJ85mm7PNMNOoMGg8BVjtXM+ou28u2rq/egdLid4R2590oS1agVTMHNgohhBBCiC4K8AEYGBjgqquu2vVvd911F08+aTV4vuIVr2jnaXU90zSdAnps+UFUo/VLJYRSz+DeXAKsWYV0ez8ePUOkcqIp+zyT3tKDgFXBbNXMI9tn4Qj0HEN1XXy6uHw5/HFrRGwzR580U6lUchoZ1DvvafnxFNNEu+v7AGQymaaMZMpkrJmplHrVCb5ppdiJe5zG12Y0/FWrVWc/oQfuatlIHJsCBB/4LrA9sKaz7Hwk4l7Bo7b+OXGpVaLu5jVYlEolp1MyGG1PMF8wugqY1Ov1pswYYH8Pbn8al6f1DY+qpuMLrzrH7nTH2/b3ytLH7mrLMVc/dy96qerMOtAoOw0Lj82Qf2iy4f2di1mpsfJp671hd0Y3YnuH1vI/tScN1r98P/V0wVkOqpvYQUeKYtAzsNS0oLtAqEAwYgU8tHP0dj6fd2arunspx8dOrFPRz33sY9kK/+fxZfKbQT6zs7Mdzy9spmmysrLC008/zfz8PKlUio2NDdbW1jhx4gQnTpzYc8ES24MuVz51d8sDBQFy9x2n+Iw1S0Yz3snpdBrDMNALZVY/3/pyIcDyP1nlqmYMotgeNBl84l7UWuuD2jxrC3g3ZwnaSx05tVqNyclJ1tbW0HWdet3gmRM5Hnk8zcmpPIZhUqvVWFpa6qqgmLm5OcrlMnXT4LNrs/wwt07lLLOPFg2d72ZX+Zd1a+a1YrHYdUvtXoqc57Awibfa+ufCU8sQzu2957CV7PeRlk3hO/5oy4/nTq3gnbIGPHV7GtRqNWfW6dVamY+uTHGinD9rGNpyrcyn12Z4omiVA5eWlroukMk0TfL5PDMzMzz99NM89dRTnDx5smkDIlqpWCxy7NgxlpeXnTYWY7PMun3p2b223KL9HJaokKINwYcKLCpWUGs6nW64zVDXdaeelzCPt7y9DSDMPG7TaltoxmCmdNoaVEOpjHrfjxve37kohoF29w+cY+/1GaiEEEIIIbpJVwX4nKpcLvPkk0/y27/927z2ta8F4E1vepPzb2EpFApWpc80iC492JZjKkBsyaoMOBWEBmzvEIuXnmx5RcmrZwhUrdHsrZrxwQlYCq3g9jdeefVG51HdVudON46Qcjo05xZQpmfbckzlwUehWMI0zabMnmLfC+G5h9FqrZ8+1l3cILD8zI5jN8JOAy2z7jQotprv5BOoufSO43dKtVp1AisSntYtA3Iq+1ilUqnh4Dv7O3R7C7h97RmVp7lq+ILWcRu9D3VddwIr/NH2LVXki1jHqlarHR/NaKdhaXKZ3A9bO6rPpudKpL5y/47jX6ztQUIrn7y7wTM7f2ufuxdjM/Ci0Q4C+31QXcmQ/k7rO3EAzGrdCQDolpmkYGcHfyiaweVu7uxCsc3ZgLbnv61mz1R3LFPms1MX9l2vlOt85Ji1/fbA5E4yTZO5uTlWVlbQdZ1a3eDxk3nufzLL3IpVFimVSkxOTjZt2aZ2yOetZeuMSo21z7d2Fq3t7HyrGfUTOy9c+9f7MIrtCa7PfP9JynNbnVGN2F5HDD32/Sac3fkJPWoFbGaz2T3RkWMYBtPT01agTN3gW3ct88d/8Qwf/8wMn//SPB/95DR/+lfHuPc+K7/L5/PMzc11vFO1XC47ecJXNxaZrJx/HvxkKct3MlYg+cbGRlcE6W9nLyN2/PhxnnrqKY4fP+4EX+012wPo4xsPte248Q2rXcjJB9pM13XW19edGUeOHTvmLHnYbtsHxAUeuRelTc9u8BEr383lcl03u+N2Gxsb6LpOQa/z6bVZisb5PWcG8OXUArObS3Y1c6ngRum6zvT0NFNTU85ApHq9TrFYZGFhgWeeeaYryoC7KZfLzhKKxbLOtx7a4A8+McN/+NtJfvMfJvn4nSvMrlplktXV1a763s9m+3O4pKzTlugYYIUNdHQMw2i4HJ3NZq1ZEc0aMXOmSWd4dgoQN08CzRkI4wQ73vcASrU97wb1gYegXMYwDJlVTgghhBCiibo2wGd1dRW/38/ll1/O7//+71MoFPjVX/1VPv7xj59xCa9nK3tEry+/iLvavsJyaN0KIKjX6w03GpXLZafBLtri2Xts9nFa0SG1vdPIG1loyj4VBbxhazkMe0RxN7HvQ/WRJ9pVV0ep1VCefGbH8S+WYRhOmoUWHmv43M5XaMHqfC4Wiw1X1p284PhjLZ36fTvFNPCdeHzH8TvFmUGKGgEt3bbj+l1ZXIrVCdvod+Ck4WbATbt4g1ZARKlUaug+3GooNfAE0o2f2HlyecpomwGQnb4P7eOn72xfPgKw8R3reI2mYaVScbbfuLM9wTEAtbUshUengOY9R5nvPY5Zb9+70g4mqlQqXdMJWalUtpbMi6Wbvn+3p4YvYJWj2hHkuX2pi28tZC/qTXc8W2EyZ30n3TCqfnV11QlK+95DG/zBRyb56FcX+cy3l/nzT8/y55+eYWndei5nZ2e7cmmx3djPYf6hSerp9gR/wdZzaBhGQ0G3hmE4M+q1K1DQOrDpvD8azQvtd7J7dQFXrn2Bh76pJ8AwME2zKUultVoqldqsi5p8/LMz3H3vGqXSzjw8k63x9W8v8aWvWfW6bDbb8dkq7PxrtVbmieKFtwH8OJ8ir1tBB90UmFqpVJyZK6ygqzrlcpmlpSWOHz/elTPZno39HCpGnVB+qm3HDRRnUXXru2p32bharXLixAkWFxcplUrU63VnqfHjx4+3PV+wgzuAtszeY/NOPgV1q52sW4NJtgeCP5jfIKdfWCCSAdydtQJMmrU8ZqNM02RmZsbJo4/Nl/jkd1f56LeW+eFTWWp1w1mutdvyEzvo2zAMUrkaf/KFeb5y3wbrOStdqnWT+4/l+T9fnOeHT1v5/srKStfeX9vVajWnfrROa5c83U5XDNJY90Kz6pghllFpX10vbFqDU+v1ekPBgtvLtupjTzTl3M6HUqmiPmO1v++Fe1UIIYQQYq/o2gCf6elpXC4XkUjE+d2HP/xh3vve90qB8BR2Ad2Xb+/02u7yBmp9a2RxI+xrcOl5XGZ70tdft0bHNiNA6VROsIu7hMvbvE4NT8hqPGm006LZtjfgK7PzbT22fbxG78HtndredPuuwZduTmXdNM2tjpyV9s1eA+BZtmZs6nTebB/fr+WatgTN+fJruR3ncDG2P9duX3sb4u3jNXof2tfv8pRQlPaObLfz2k7eh9vzwsLj7RnVZys+MeucQyPvB/v7q8yvo2faex8WnmhOXmJvX3i8PbPJ2YpPz2PqVkBRN3RwwNZ3oblqeLytCQzxB61nrx3XbHdCr5ZrPJ25+OPdvWTl2ZlMpqOj6g3DcGZl/N5DG3z5njVKlZ1BaXMrFf7mi/Nk8nWrw6cLgpLOh/McPtHe57C2lqW6shW0erG2lwvbfQ12fl4ul5sSdOtZbe/5q/Uqro2VHefQrbZ3bv/ox+ucnDp7ve3HD2/wzHEr/+jks7h9mZAH8+mL2ocBPFzYWnK70zMSgZUe09PTVlBP1eDOBzf42DeW+O5DG1Rqxo6lhPYKZ9BPZRWF9gUdK4CvvLzjHNrBDq6oVqvU6gbffyDFJ780x10/XKNU1p3AinYOVnLaKSplXBvtm+1EMQ3cK81pq2iVbDZLvV5HN00eLqQvah8zlSLrNavu0Q3Bgtls1hnE9893rvDhryzyo6dzPHSywKe+t8YffW6ebLGOruusrLRnSezztX257n/85gqp3O5lVNOEz3xvjYX17glYPxf7GahTp0x7g9XzSmnHOVwse3uf2d773EsO1azvOIeLsb2upsy3ud12rrvzQiGEEEKIvahrA3yuvPJKCoUCmUyGxcVFPvCBD1Cv1/n7v/973vCGN3T69LqK02hUWGrrcZVtx2y0U8fpmN8MumkHr76BsllJanan1FYnd3OXUlC1OqqrOUFVzbS9E6RTAT6VSqWhhkInyKy4gVZr33frzq2h1Cs7zuFi1Ot1Z0SUe7m9AT52QFGjwSGNcoIdtfZP+2sfs5E03P4cub3tDaxwucsoinX/NHINznPUxMDG82Ufs5OBFdtHJhafbO9zuL1TuxlpWGjz+cPOTu2Lpeu6E7Tb7jQwSlXKk1ZnWrcF+Hh8rTsfe9/lzanXW8kejf3DlUJD89Q9lCpSqlszjLRrabHd2EsY1eoG3/nxmTtnCiWd7z+aBpozPX872M9A8cn2BpdsP2Yz8sJOBjs2Wq6yr8Gz2v783A4q6pa88EwKhYIzK9Z9D55fB6n9uVwu17GlrYrFIoZhUDMNHi9e/EwIdoe+PUtOp2WzWarVKrpu8pdfmOMr967zyIk8X/rBOn/1xXkMwwpi3kvLFTr1k3L7lq612cdsZ9pun8Xl/312hq/eucxjz+T45j2r/PXHp5zZU5qxvPb52prNbL5ts9za7HpyNzxfu7GfpRPlPHnj4t83D23mJd2w/I4d7PLwyTw/Pnb6TGurmRpf+qH1GTvAqVvY5z65VGZ27ewDNgwT7nnC+r67cYbvU9nPQJ5S25bnsuUpOudwsWXo7YNo/G0O8FEAH2mgOWVb1tZRyu0dMKpuBvg0GrwuhBBCCCG2dG2Aj8/nw+PxADAwMMD//J//kw996EMA3HHHHXz961/v5Ol1Fbsi56q2f5pwV9XqFGl0KQp7e5fRvgZ0BROXUdpx/GaxG3tVd/MDRdTNZWg61aC8G+f7MwzIt7ejTMlt3feNNGrY16CV29tgrGCiVRp/jrZvqxXa27CmFra+s04uS+PkI2r7ly9xKdUd53Axtu5fA1Vr7/eoKFYAITTnPlRd7U8D+5idvAe350G1tfY3cNfWrWM2Iw1rq+3reLHV1qy8pBl5OUB1rQPXsJ477Tw6ye60cLtbV2bYvu9Wd5LY+18rN3Yc3YR0tfE8r1F2p+Ox2SLF8tnv+4ePbd1be2GZrq28pAN54VoT88JO5OVrW+WqZuSHapvLhQBasbvywjOxO+tWVstspM8vnzwxmUfXzR3bt5udF+b1OlXz4u+RnF6nunmPdUMntx0c8MR0gcX1nfnc3GqFp2eKOz63Fzj1k3oHgt83j9nOjn87bU7OFpie39kWsrZR5fFnrLyhnUFa9vV3JC8sdHdeaJ9XqtZYXpbaHLDU6evcHrh93y7BPbaHJwtUNwO9O72883b2O+XRc8wmZ3t00vqcaZpdXza0740q7X/X1DaP2UhgibG59CiAi/YH7NnHbEbZVsl2IEh2s93WNE0J8BFCCCGEaJKuDfDZzfve9z68Xi8A99xzT4fPpns4M6c00Lh3sZp1TOca2jht9fbjNbuC4VxPC5aosffZlZUi02z3YBzQt+6ZRr6TbniOmpambb4GxdhqZOjkfbmVj7T/HJrxrDvfXdsfok1NyFs6mf6dSPdTbb9+U29/XmLWG89LnG2N9n+f5majY9PuI70D11Bv8jU0qC3n0cbl+OzrqTXhumpG58tTdqdjuXru/KJcaU55px0upbzQ7EQ+oje3XKV04n4xuisvPBMnT6md/31qmlBvwj3WCPu4ehOOrze7HtIA+xzS+d07gDfyjXfSdsolUcc8D/Z7LZPdPWAuk6vt+Fw7OHXEDpRt6aLnazd2OtQbrEfVzc6XqU5VKJ05EKKum07Zq5vO2U6Pav38no9KfVt5q4uuYzdb59eBchXN/p46MFtSE/KSrXp+B87f2Dv1GCGEEEKIvaJrAnyOHTvG1772NR588MEzfsbn85FIJABYXW3f2tndTlGs3mBDdbf92Ibq2nEOF0tVrVvRUNp7Dfbx7OM3i3M9hqup+wUwddeOY3QDJ/01DbPd5+XZumca+U7sazC1DjxHm8ds5Dnavq3p8jR8ThfCdG8dr5P3pfPcmVrbj20fsylpaCp0os3DNKzvr5E0tLc1zfbfB2YT0qBR24+t+tr7HAKofuuYzUhD1df+vND+zpqVF3bkGpqQBs20VR5p3fkY+lae2+rrtvcf0Bo/jt/VeJ7XKJfLKtMNJr3n/Oxgz9Zn7O26laIozrO4V/NC5/z9ncsLt5/HxXDKtq72X4NdFu2WvPBMNM3Kv6JRD+f7VQcDGl6vtmP7drOP623C9+tVO3st29kzOB8ZDZwW764ocGQssONze0Fn22oar2NeKHtA3oHxILu9qg/vCwHtTUMnL3R3Ii9sfxpcCPu59ymNPf++zXyk03m+oijONU30+874uWTYRSRglaXcHbgvzsQu3/VGz+/56I1unXs35OFn49QxO9ANsf2YF/ss7mhvo/3lcFNpvB3Y2bYT9/y2Y3ZrfiiEEEIIsdd0TYvbO97xDl796lfzm7/5m2f8zNraGisrKwBMTEy06cy6n904Ug30tP3Y9jEbrRTb11DRYo2e0nnTFS91tTWNhD6f1ZigV0JN3a9pQr0a2nGMbrAj/ft723psc/N4qqo2VNl1nqNQL+2ch0h3edH90R3ncDG2p0E90dfweV2IWqIfsCrqnex0tL+DihFo+7HtYzaSF26lv0K91t7n29BVDN06fiPXYG+rV9ufP+lV/45z6ITtx/bva+9zqLhUfKONv5PtbX37+ptyXhfCv986ZiN5ocvlchoNO3EN9jG7pbPA7mirVs4dQHKxapv71jSt5Z0L9r1xONpYHpP0uujdDADrZEdxNGq9/wd7vIwPnP2abrrS+mwgEOj6AB/Ylpfs35vPoX1f+Mb7QG1vR4R/23fWjPy8Fm9/GtQT3ZUXnkkoZNWrQkEXRw6Gz2uba6+OA1ae16n6mH1/hjU3fe6Lz9/3eYOom+/Mbgiaicet77Yv7uH1L+jB47LOzetWeOMLe0lG3Ds+txfYz0DVk2j7sSvexI5zaIdYLAZAJOTmDS8fxOux6udul8IrXtjHYJ/1zLQzDe17ux5vb9kctvLCbni+dmOf135fsKH9HPC1P3DrTOx78AVXRJw85FQvucb6jMfjwe/3t+nMzi0ctt5Dzz0UwqWdu+zx/KPW571eb9e/b+3z89O6OsmZBPA559BIgI9dz6ko51deaKYK1jGbUS40+3ox2xxkY7fbulyujgcCCiGEEEJcKrqmVPVTP/VTANxxxx3cd999u37mgx/8ILquo2kab3rTm9p5el3NblgsBwfaelxDdVP1W52JjVaK7e3LrmTbgitKriRgVdTsDrBmsa+nXgk5s2I0g14NweYsFd0W4GN3Npmjw209tn08v9/f0EgQO81Ml4daqH3BcpXYkPPvRtJUVVXnPq71jzR8XhfCPp7X6+1oZd3JR/RI249tH7ORvNDlcjmNRrVKe4OUth+vkftwe97XbrVKcMc5dIKmac5zGLh8tK3H9h0YRPVuNpw28B3Y2waOjrS9U9v+zhq5BxVFcbYPtjkNPINx3HHr3u+WzgL7PKoVL4bRmvSslK3v2+fztXxEpt0heG0yQNB18e+bW/q3OqICgfYHhdp8Pp9z/Df/ZD/hwO4BUtcdCXPNIathP5lMtu38GmHfe+1+DhWXSuDw0I5zuBj2tlrAawX5tFFwW17YSLnKef772lsuNIFq78iOc+hWbrebSMQqw91yUw/qOd57Pp/Gc6+1giYSiUTHyr0+n895110bvPhAiWtD1rahUKgrOoe9Xq+Tx91yVYzffsc+3vemEX77Hfu46QoryLGnp6crggjOl1M/8bU/0K7sG9hxDu3gdrvp67PyzGuviPEb7znEe942wW+85xAvfJ6VtvF4vK3n5NRPEr0YnvYGF9j15G7NC+1yVcLtZdx7ceUhr6JyWcDKR+0Z1zvJPodkxM0vvXqQocRWfhHyqbzhpiTPv8w632Qy2VWzicRiMRRFIejT+MnNIKQzGYi7ee5hq2yYSCS66jp249Qx8aG2ebbfkGkdu9E6pn0NJdobZKrjoroZVNSMsi1+H2ayvc+qObLVbiuEEEIIIZqjawJ83ve+9zE6OophGLz+9a/nU5/6FJVKBYDp6Wne/e5385d/+ZcA/MZv/AaHDh3q5Ol2FafRKDzc1tWMS+Fh7LnMGw02sbc3FRclV3tmgCm6rcb/VgQlhEIhq4JtuqgWmhcsUslajXQ+n6/rGjbt+9DYN9bW45qbx2u0ouhyuZwgpVJyotHTOm/lhHWsRjtxYFtHztBEg2d1Yezjdbqybh+/YgTRzfbNbmCYKmW98U797Y1GtVJjoygvVK1sHa9ZnYmG7kGvtS+PMk2FehcE+MDW+yz0nH1tPW7omglgZ8Dlxdjeqe0/ONiMUztvoasndpzDxbK371QaqKraNe9oJ/jVVCnmmx94Z5pQyFqdJMFg6/OtSCSCpmm4VIWb+i7ueG5F4cZea9tu6BAZHBxEURR64x7ef/sYP/ncBImIi4BXZf+wn7e9coCfeZlV/guFQk4wQrdznsPN57pdAkdHmhLsuD3ott15SfAa63iN1q+ccmH/eFtHatejPRj+7gp2PBs7oGRkKMCbXjeMdoZZE/x+jbe9eYxoxJoBoJOzyCiK4nRiXx6I4lUuvOwW0dwc3Jx1oxs65W0DAwP09vaiqio+j8pYvw+v25qpta+vj/7+9gfKNMIp23ui1FztK9/rqs+ZNajdz2Fvby8DAwNWecitMjLgx+fVUBSFnp4ehoaGzr2TJnLyUkWlOjDetuPqwQh61MpfujUv9Hq9TvntutDF5QNXB2O4FesZtWcm7CSv18vIiBVYtW/Ax6/fNsJvvHmEX711iP/ytnF+4irrHKPRaFflfWCVPexzeuX1cV55fXzXWYgODfl4z2sG8bpV3G63M2tRN7OfQwWFMO19HsI0p53ACfBR2htsX2LreI2UDd1ut1O2NSfa225rjFvH66aBqkIIIYQQe13XzO8eiUT4+te/zmte8xqmpqa4/fbb0TSNcDhMOp12Pvfv/t2/4/d///c7d6JdyJ5avO6NUIgdIJQ+0ZbjZvqfA1hLBTS6JIPb7cbv91MqldjwHSWQX2nCGZ6ZiUradxigJR0lmqYRi8XY2NignBnBE1xDUY2G9qnXfE6wUDeO3g6FQuRyOcxrr8L8wldQKtWWH9Ps78XcP+EcvxGKohAKhUin02THn0t0eveZxJrJRCE7fj2wNR1zI+zzL++/At0fQivlG97nuejBCJWJo87xO8nv96OqKoZhkK4OkvTOtuW46doAJlajdaMzQYRCIfL5PKV8nEjPHIra+rBN04RizspTGu2g93q9uFwu6vU65VwfwcRcM07xnKqFOKZhdei2I8jgbEKhEJlMhvhLrkKLBtAzxbYct/fWm4DGr9/lcuH1eqlUKvS+8SZm/vBzzTi9cwrfeBjvsHUfNpqXhEIhUqkUkZuO4BmIU13aaMYpnlPPZho4Qb5dwOVyEYlEyGQy5DbiBMM5mnlqxVwYXbeqE+3o7FZVlXg8ztraGi8bivLYRonlUv2C9nHrRIyg28qzu6FDxO/3Mz4+zszMDOGAi1fcmOQVN55ezguFQoyOjnbNvXUu9nPsm+gjdO1+8g+ebMtx7efQ5/M1FOxolwszmQw9t97I2ufvbdYpnpUrESb2oiuAxvNC+31gBMKUxy/HP/V4w+d3PgqX3whY9btuCXY8m2AwyMDAAEtLS1xxNMrocIAHHt7g8acylMoG4aCLa66M8ZyrYvh8Vp13dHS049cWi8VYWlrCA7w+Ocxn12Y539qmS1F4Q3IYRVFwu91NqYc0i6Io9Pf309PTQy6Xo16v43K5CIfDLV8GshXsvKher5OJXkXPenvyknTsCthcUqbdwSV2IE8ikSCbzVKv19E0zQnSbTdVVQkGgxQKBYpX3ohv5pm2HLd4xQ2AVRbr5k7tZDJJoVDgsD/MNcEYDxfS573tgNvHCyLWAL14PN41S+/EYjE0TWN5eZlyuUx/fCu/1jSNZDJJb29vV5apBgYGqFar5HI5XnFdnBdeEeGBE3nWsnV8boWr94UY3JyVSNM0xsfH90TeqGkagUCAYrFIv5kgoxTactyg6Se0GVDUjDrm6uoqJSVJmQg+ss04xXPaUKzA72Aw2NAztr1sq9/wXLT7H2zWKZ6VMTiAOWYF3XVTeUMIIYQQYq/rjtrXpssuu4yHH36YP/iDP+D666/H5/NRLBYZGxvj537u5/jBD37AH//xH3dlJayTPB6PU1FJD17flmPW3QFyycuA5o34s4NWst791JXWNoBkPRPU1UBLR1/29PSgKApGzU8p3djoCNOE4upBMDXcbndXjIw6VSwWsyqbPh/G9c9pyzGNm61Gs+0jzxph34OV+AjlWOuXMyj2H6EesO6/ZtyHTqOp5qJ45Q0N7+98FK66CVTN6UTuJLvjFyBVHcFsw5RmpgkbFWspDbshsRHxeBxFUTANF6V8e0YUVkth9JqV5zaan28fUV7O9mGabVpyMWON5o5EIh1fYiIajaJpGqrPQ88bbmzLMYNXjBG80nrPNBoAuj0Nk6+/AdXfng7MvttfAFgNl40umxkOh3G73SiaSu+bn9+M0zsn73gv0ZutYMduGw3svNvKfme2nWYwDIXUqtWp085nr6enxwoMd6n88tE++v3nF8ShAD81GuWWfqthube3t6EAkGYKhUIcOnRo13MKBoOMjo7umQ4c2/blx+znu9W0kI/kTz0XaM5zaD874Wv34z/SniVoe990E6rb5XSGN8Lj8TgdKfmrbmnG6Z2TqWoULreCrLphhqzz1dPTw+DgIKAQCbt58Qv6+P9+8RAfeN8R3vPOA9z0vCQ+n4aqqoyPj3e8zAtWudeeCWW/L8StyRHc5/F9+xSVn+4ZZchjdXgODQ11ZTrZA2Z6enqaUsbulO3tDRvxq9uyHLkJbMSfA2yro3eAqqpOGsbj8Y6moVM/OXgVerD1HcymolK42iqD2vW7bhUOh5087RWxgfNe9m/Y4+dnekbxbM5c2dvbnpm4z1c4HObAgQPs37+fwcFBBgYGGBsb48iRI/T19XVtmiiKwtjYmNOe6Pdq3HJ5lDfclOSV1yec4J5gMMj+/fu7OnjsVPZz2EMMl9me/GDQtMpyPp+v4WDHQCDg1FNTyoGGz+181PCRVawyaDPKtvY+zAP7MAbaMyOefrPVJtKMNBBCCCGEEFu6KsAHrA6C3/zN3+T+++8nn89TqVSYnp7mox/9KDfddFOnT69r2Q3Qhfgha+msFlsfeQGoWlMan212cIKpuFgKti6tdcXNcvAG55it6pDyer3O+vOVzDCVXN9F7cc0obh+gHrFCuoZGRnpmpFR29mNsADGy34C09vaTmEzGce4aasTpxkNNH6/36lwrl3xqpY2wJqqxvrlrwCsxqdmjAJWVdWpsBeu+wl0f2tnMtEDYQrXvhDonk4c+/qrRpBMrfUNFrl6L2UjvOPYjdj+HOU3+jGN1n6npgm5lLUMUygUajiwAraC1QzdQzl7cfnehaiWItTKVv7YDYEV2wPNBn7+xWjh1jdiDb33VcDOPKwRsVgMRVFwhf30/9yLG97fuQQuGyH+4iuB5sxQt70zre/2F+BKtr4jZ/iXrTTweDwdn0XqVIFAwAkMTq30Ua81HtRimta+9LobVVUZGBhoeJ/ny+VyMT4+bj1rXhe/esUALx4ME3CduWy0P+zlF4/08rJh63uIx+Nd1xHldrvp7+/nyJEjHD58mEOHDnH06FH27dtHNBrtinfshbLz5PjLn4P/UOuX/Bt4x0+iBbxNWybE7/c7HWfDm/lsK2nRAP1v+wnA+u6aUd53OrXHL6MyMNHw/s4lf/ULMPyhji9hdTGSySRHjhymr6/vtEA7j8fD4OAgR44c6arR57FYzMl/D/nDvLv/ADeGk/jV0ztOw5qLF0R6ePfAAca81ntqeHi4q67nUmU/h3V3hHTs6pYfLxO9nJonvuPYz3aRSMR6rjWN3E2vbPnxilc/HyMcA7o/DRRFYWRkhEAggKoovCI+wFt6xjjiD+/aYDzs8fNTiSHe2juOX3M55bJuCZrezp5hN5lM0tPTQyQS6cq2tFMpisLAwABHjx5lcHCQUCiE3+8nEAiQSCQ4ePAg+/bta0rdvZ3sNl8VlVGz9W01PtNDL1t5YaNl6e0DYdLKBFVaX+dbUy4DRW3agLrtQUr6K19Gq8fEmckExvOuA7qnzVAIIYQQ4lLR/TUbcV7sCh+KwtLB12GoratcFyNjpIesAJne3t6mVZC3dxBlfQfJelqzPvpy8EbqWghVVenvb22lsqenx5ldqbh2iNLG6AXNaGHoLgqrR6jmrO+lt7e36zoOt+vp6bHuh0Qc4/Wt6wgxFQX9LW8Cr6fpa47b90S5Zx+Zfa2bfSN1+CVUI9ax7ECwZkgmk2iahhEIk3nJG5u231OZQOalb8b0WUv0dUvDpdfrdTr1lspHqBmtCzSrG24WS9aMHeFwuGmjkezRenrNRy411JR9nkkh00etbOVRzersdrvdzv2QXx9Dr7Wu4dE0VHIr+wGrsapb8sdkMomqqnj6Y4x+4NbWHuv1NxD7CWs5l2blJZqm0dNjLQk59MuvbGnHvOLS2Pe7P4vi0vD5fE3raEwkEmiahisaZOK3f6Yp+zyT2IuvJPlaK+C0W0cEDw4O4nK5MAyN5bkR6vXGRs1mUgnymRhgvTfbvVSNz+dj//79uFwuAi6VW8fj/Lfrhnjr/gTXJgMcjfq4Mu7nRQNhfuPqAd5/RT9XxK08OplMdu2MFWB1Hng8HmfJw70sEong9XpR3fZz3rqqZ+CyEQbf/TLAeo82Y6YIRVGcfDX+k1eTeE1rZ0od/0+34e6J7AjYbpRTRwRSL30rhta6mbZqsV4yN70WsPLgvXj/ut1u+vr6OHLkCEeOHHEC7Q4dOuSUsbtNT08Pw8PDoChEXW5eHO3jVwYP8ubkKK+OD/Ka+CA/0zPKLw8c5JZILyHN5cwQsdeCsPYqt9vtfNcrfS+i6m7dDFA1V5Dl/p8ErFkl91oAQKsoiuLUdYpXP5/K2KGWHaseTZB9wVZe2OnZRc+HqqpMTEw4AQTjviC3Jkf45cGDvD4xzCtjA/xUYoh39u3j5/omuCIQRVMUvF4v+/fvl/usRezlxCYmJpzZiIaGhvbUrD3bqarqPIdD9BA2G1ve/KxMOGyOoWHNMNWsNsN4PI7b7cZUXMyrz21pgEyBXlLqQYCmLSm3vWxrXH0FxnOuanifZ2IqCrW3vBnc7qa32wohhBBCCAnwuWQoisLw8DCKolAN9LA6/tKWHEd3+Vg6+DoAZyRMM8ViMadzbyH0QspacxsdN7xHSPusDvmBgYGWd0jZjad2p3M5PUZu4WpqxfhZlw8yDZVKro/s/LXUClYna09PT1MDQVrB4/E4ATLGLTdiXHG0JccxXnwL5iGrU394eLipje2hUMjpVFm//JWUY82fEavYe4CNQ9YI7b6+vqZOU+tyuTaXGIDykWspXtaazqjilTdSPmjNuDE0NNRVnTiDg4NomoZuelgoXdaSpbpMExbLR6mb3h1LJDTD9tm/Cuk+KsXG1oo/k1rFR27dOu9kMtnU4Jj+/n6rMdvUyK0caMlSXaYJ+bVxjLpvxzuwG7jdbidgtfeNNxF7SWsazrzDScZ+wwrk2/7+bIbe3t7NjnkX+37v51q2VNfw+15D4LB1HzYzDV0ul/Ncxl96dcuWS3P3RJj44O2AFejXjUtogvV9jI6OoigKtaqXpZkxKqUL7xwwDIX1pX7Sa1bjfDQa7ViAp8/n4+DBg04wh0dVubEvxDsO9fDLl/Xxi0d6eeNEnKGAde8GAgHGxsYYHBzsmrziUqeqqhV4AAQvH2XoPa0J/lb9Hvb93lagoB2g2AyRSMR5rsf/0214BlsTEBF/xXOcQMHBwcGmdQjbMzMoikI93kfmltc1Zb+nMjUXqZe+FdPl3lEf2KsURcHtdjuBdt2eZ8TjcQ4fOuTkhy5F5YA/xNXBGFcFY+zzhVAVBZfLRV9fH4cPH+6KZcaeTQYGBnC73Riah8XBV2O2oCnORGFx8FUYmm9HnVBYEomEU99Jv/xn0APNr2OZmov0K9+K6fE6M/PtFaqqMjo6uiPQJ6y5uSwQ4TmhOFcEovR5rLJjIBBgZGSEAwcOtD3IW+xtyWQSv9+PgmIF4Jit6ZYYoY8IW7PVNXNgql22LSp9rCutCRas42ZetcqF9sxNzRKNRp1nvP6m12PGY03b93b6i1+IuX8CaG4aCCGEEEIIi5SuLiE+n8/pFE4PPc9aRquJdM3L3OVvoeaPt6wzVVEUJ1jAUH1MR19DWWtORWbDe4TFkPWdhMPhto1YVFWV8fFxZ6SKXg2RX76c7Nz1FNYOUMn2Uy0kqBYSlDND5FcOk5l9HsW1Q5i6x6lA9vf3d33jMuxsONN/4S0Ym4E4zWLceD3GG17tHMueIamZ7NkITJeHhZveQSXavMbRYnIfizf8LKgafr+/JUuEbK+wp19+O6UDVzZ1/6VDV5N56W3OsbqtQ3t7x36+3tv0IB/ThKXyYbKbS4A1syPO1tPTsxn4pbCxeIBqubmj2+pVL6mFg2CqLemI0zTNafiqlSPklg82NcjHNKG4MUI5Z513f39/140cjcfjTv504A/fTvi5B5u6f3d/lMN//Su4IoGWdOLs6Ji/bISDf/wuFE9zA/n6f+7FDL7LmnGjt7e3qcGOsDN/mvivtxN90RVN3b8rHuTwX73XmXGjm2eFAQgGg87SVvWah8WZMVIrvejnMZuPaUIxF2JhaoLc5sw90WjUCRzoFJfLxcDAAEeOHGF4eJhAwHoeVFW1gn48Hmcpg/3790uHdgcEAoGtGcHe80r6bm9u/UT1uTn4f36RwKGtQMFmdyDYgcOuWJAjf/UruHuaex9FbjrC/j/4ecCqozR7hPP2wOH81S8ke/3Lmrp/U9VYf8XPUx3cB0gnTqd4PB4nPxwZGSGZTBKLxYjH4/T09DA2NsaRI0fo6+vbEzOKXGq2l42LwVHmh1/b1CAfO7inELKew24bgNEN7DYsVVXRIwnW3/hL6L7mDXAwNY2N1/481eHWDERqB0VRCIVCTn4xMDBAIpEgFouRSCTo7e11ylSxWEzyenHBtgce+/Fyubm/6UE+fWacCdOqGzd7IBPsHBS4rFxDWhlr6v51XMyoL6SmhFrW9j40NGTlT8Egtfe8CzPS3OU69RuuR/8pK7C/Ve22QgghhBDPdlIbu8T09PQ4jcJr4y9mZd/LMZXGk7nqjTF75c9TDo8AMDo62rLOVLfbzb59+6wZOFQ/k7HXs+674qKnPtUVD/Ohn2Ax/EJQFILBoDOKvV3s5cAOHDjgzLBg1H1UcwMU1w9SWLmMwspllFL7qBV6MQ1rpGg8HufQoUPE4/Gu7jTcTlGUrfvD7Ub/pbdjPO85DU9da6oq+stfjP7WNwFWpdqeIaPZNE1jYmLCCjTzBpm/5RfJDV/d0DWYKGQmbmDx+e/AdHnxeDyMj4+3JF3tRgC/3w+axsZPvZ3CNbc0ngYo5K99IRuv+XlQNQKBgNNQ3W2i0agTPJWuDTNXuhLdbLyB1TBVFkqXk6pajTh250mz2bN/ud1uTFMjNX+IcqE5HYrVcoD1+cMYugdN0xgbG2tJ4+z2Z7RSSJJdOoyhN54GpqlQWB+nuGG9j+LxeNNnk2sGu/HS6/Wi+jwc/ov3EH/5c5qyb/+hIS77yK/iG+1xgkhb0YGw/RmP3nIZh//il3ElmtA4p6kM/cqrndmHIpFIy2aoGxoaskaJujQO/cm76bm1OTP5eMd7OfoP7ydwaGjH89rtQqEQ+/fvdwIIsxsJZk8cYGVhkFw6SqXsxdBVDEOhXnNRzAfZWEsyd3I/KwvD1GseFEVhcHCw48E926mqSjweZ//+/Rw9epTLL7+cyy67jMOHD+/ppQwuFf39/U75d/w//zRD73klqI3fO+6eCIc//F6iNx0BYGRkpOmBgmAFktllNt9EH0f/36/iO9CcMmjiNddz6M9/CdXjwufztey52l5HzDz/taRveT1mE979ui/A2mvfTenA1YAVDNUty2U+W6mqSiwWc/Lp4eFhBgYGiEQiXZNnP1ttLxvnIkeYHb2Vutb4+0lXvcwPv45MbGvJVglo3Z3H42FsbMya1axvmPWf+RVqycYHOuiBMOu3/iLlzYE1g4ODe75D2+1209PTw9DQECMjIwwNDdHf3y9lKtEwr9fLyIhVl48S5ErzAB6zCfUoE4bNXg6bVltNMBhs2SxaAwMDVnlHUZhXbmBdOdSU5bqqBJhSX0xJsdo3WtX2bpdtVVXF7O2h+r73YAw2XrY1FYX6S36C+u3WgMBWttsKIYQQQjzbyZCeS4zdsW+aJplMho2hGylEJxg89q/4CksXvD8TSA9cz+rESzE1DwowMjra8gYjey3v6elpqlVYDj2frHcfvcUHCNYWOJ+mSQONjPcgq4HrqGtWQ3MkEmFkZKRjI438fj/j4+NUq1UymQylUolyuYyu64BVyfL7/QQCAaLR6J4b8WVzuVxMTEwwNTVFBdB/9qdRrr4S7dNfRMnmLnh/Zn8v+ttuwxwfBXBGlbUyHT0eD/v27WNqaooasPzc28kPX0XvI/+Kq5y9oH1VgwlWr7mVUu8BwLq/7QCiVtE0jfHxcaanpymVSmR+8k2UDl5J7BufwpXbuOD91aMJ0i+/neqoNQtJIBBwGgS6VV9fH6Zpsra2RrY2QKkeZTjwBEHXhV8/QKEeZaF0OVXDyk+SySQDAwMt6yyxgx0nJyep1WBj8SD+yBqR5ByqZlzw/kxDIZcapJDuBxQnkK2VjbQ9PT2Ypsny8jLVYpyN2WsI9Z7EG0xf1P5qlSC5lQPoVWtGo1gs1tWzppyaFx78o3ey/tUfM/M/Pks9Xbjg/SkulYF3vYyh97wS1e1ygnta0aFti8fjmKbJwsICkRsOceXnf5OZP/gMqa8/eFH78+3vZ9/v/iyhq8aBrfdyq9Lw1Lxw3++8jdhPXsX073yK2tqF5eUAqAr9P/siRv7ta1F9Hie4Zy914vh8Pvbv38/a2hrr6+vU63WKuQjF3LnLduFwmIGBga6bMUt0Nzv4e3Z2llwux/D/9xqit1zG5Af/mfLUykXtM/Ga6xn/zdtwRbeWX2hFwK0tEAgwMTHB9PQ0vtEervjkf2DhL7/K4ke+DfqFv5NdiRDjv/VmEq+4FrCey4mJiZaV/U+tI+aufQnlkUMkvvlxPOsLF7XP4r4r2XjxT2MErbxjYGCgKwNuhegm28vGhdB+Tu5/J4OL3yCcP3FR+8sH97E4+ArqbiuIsq+vryUzxF5K7LaEmZkZ6skBVt/27wnf+3VC99+JYl5Yfm4CpaPXkXnJGzF9Vv1kcHBQ8kIhziEajWKaJnNzc4QJcJ15hEkWWCbFeTX4nsJnejhkjhLFqpNtn7m0FVRVdfKRQqHAkvIccuYgQ8b9eChe8P5MYEPZz7JyNYbiRlFgZKS1be92m9709DRGMkHt134F7Y7voH37LhTjwsu2Rk+S+u23OctytaPdVgghhBDi2UwCfC5B22cNWFlZoRrsZ/qadxFee4LY4v34c3PnrC8ZqotczxVsDD6XSsia2tTtdjMyMtK2UZler5eDBw+ytLREKpWi5B5gJvoaPPU00cpx/PVVfPU1XGYFsCpENTVM2dVDwT1AxnsQQ7U6oFRVZXBwkFgs1hUdwR6P55JveHO73ezfv5+FhQUymQzmVZdRP7Qf9f6HUO++F2Xp7B06JmDuH8e45UbMa66AzWCYnp4e+vr62lJJ9Hq9HDhwgIWFBbLZLIXByyn0HyG0+DiRyR/hT02fsRHQVDSKvQfI7LuRYv9h2JxJKx6PMzAw0JbgLZfLxb59+1hcXGRjY4Pq2GFWfuE/EnjqAQIPfx/Pytw591HtH6Vwzc2UjlwLLmtUVSKRYGBgoOsr6oqiMDAwgMfjYXFxkZrpZ6pwPWHXCgnvLEFtg3NlB6YJRT1GqjqyuSSXgqIo9Pf3k0wmW56feDwe9u/fz9zcHIVCgVK2h0ohQiC6RiCyhuaqn3Mfhq5RyiUopPvQ61ae6Pf7nfdEq/X29uJ2u1lYWMDQPWSXjuIJbOCLLOMJpM8rDeqVEKVMP5V8D3aLn92B0Q15+tnYgVrz8/PkcjmSr76eyI1HWP30Pax85h5qy5lz7kMNeEn+1HPpf+tP4N+cNcLr9TI6OtqWUbSJRAKXy8X8/DzEQxz4n79A70/fzPI/f4/0XY+dV+e2/8gwfbe/gJ7X34Dq2crP27H8pB1oZb+P4i++ivB1B1j97A9Y/dQ9VObXz7kP1ecm8arr6H/bTxA4ao049Xg8jIyMEAg0dwm9dlAUhd7eXpLJJLlczgk6rtVqp33O7/cTDAaJx+N4PJ4OnbHY6+yOkKWlJdbX1wk9Zx9XfPo3WPvij1j55N2Ujp07yERxqcRechV9b/0JIpvLHmqaxsjIiDNDUCsFg0H27dvH3NwcFWDkV19H4rXPZeWf7mL9Kz/GKFXPuQ/PQJzen76Zvp++BVdsawBCO5ZyseuIHo+H1dVVar0jLP/MvyfwzP2EHr0H78rsOfdhKgrl8cvJX/0CymNHga0lHbttyVYhupVdNl5cXEQnyNzoGwnmp4hvPEQofwLlHPNAmCjkQ/vYiF/rLMllt3e0axnyvS4cDjt1rAqQe8FrKV5xA8FHvk/g8ftQK6Wzbm9qLkpHrqVwzc3UBqzZQuxl2GT2JCHOTywWw+VyMTc3B3U4ZI7ST4IF1lgng6mce04cv+ll0OyhnzgaVjmqXe1V9kASu72toPRzQn0lMXOShHkCL+ce3GigklVGSCkHnVl73G43w8PDbRlAcmrZVn/1yzGufw7aPfei3v8ASrlyzn0YQ4PoN9+I8dxrYXNG22QySX9/f9e3GQohhBBC7GWKaZrNmEVyz/sv3/yFlu7/d1/2kYve1p66dG7u3J3xpyqVSszPz1Mul53feYqr+LOz+PJLeIorqEYNUNDdAcrBAcqhQYrRCQz31owAiUSC/v7+js0oUygUWF1dJZ/Pn/Y3xayhmAamomEqO2PWFEUhFovR19e3J5bOaJVG7qFmbJ/NZllYWKBe3xaMsLCEMjuPMruAspEGXQeXC7M3iTk6hDk2Aj1bI9863ZGayWRYXFzccQ2KXsOTWcSbXUKtlQEFw+OnEh2kEukHdet+9Hg8DA0NdWyWh1wux8LCwo7OW1dqBffSDO6VOVyZFOh1TM2FHk1Q6x+l2j+KnthaNqfRhoZO3oeVSoX5+XmKxa3RVB61QNC1gU/L4lfzqIr13Ri4KOthSnqYYj1Oxdi63nYGxmxnmiYbGxssLS1hOKOpDLyBHG5vEbeviOauoCgGpqli1NzUKgGqlSCVYgQ217VXFIW+vj56enraHhhTq9WYn5/fkY+rrjIefwaXt4DLW0RR6yiKiWFo6JUA9WqQaimCXt0KLPX5fFtL0F2gTt6D9qwJi4uLzqxtZl0n+6NjFB6dpvDELOWZVcxyDcWt4emPEbh8lODlo0RfcBlacCuQp7e3l97e3rY3mNXrdSfg0VZdTpP5wdMUn5il+OQstXQBdAM16CNwcJDA5aOEr91P8MoxZ5tO5uenvo9MwyB3/wkKj0xReHKW8uQKRqmK4tZw90YIXLaVBq7I1vk20mjZ6Xfy2dTrder1OqZpoqoqHo+n64PoxMXp5H1YKBSYn5+nWt0KiMk/OkX+wUkKT8xSOr6IUayApuKOhwhcNkLw8lEizz+Kp28riCQajTI4ONjSGRF3YxgGKysrrK2tOb+r50pk73mSwpOzFJ6Yo7acxqzpKD43vvE+gpePELxqgsgNh1A0K9/QNI2hoaGOLJ1UKpWszpzKVseNe3UO78JJPCuzuNcXUWrW3wxfkFrvMNXeUcqjh9EjCWebcDjM0NDQRdWzujkvFM8enbwPa7UaCwsL5HJbncCuWo5AcRZfeRlfeQVNt55DXfNS8fZS9vVTCI5Sd28FkQSDQYaHhyUI9yLslp9Tr+FZmsG9PId7dR61XATTxPT4qPUMUusfoTowjunbqos08j6SvFB0g07eh7qus7i4SDqddn5XpUaaHHmlRJ4SNeqYmKioBPARMv1ECBJhq52gnYExp8rn88zPz+9obwuYa/jNNfxs4DWzqOiYKNTxUVbilIiTV/rRla16fjsHBG5nGAarq6usrq5u/bJSQT1+EmVu3mq7zeWsgT1uN2Z/L8bIMOb4GObosLNJowODm5GfbXztfRe97ZnEX/XnTd+n6Kx33PpRDFXBVBUMTcFQlV1+Vnf8bG5+xtCsetuO323+fvvP5uZ2qAqqaqJqpvX/U/+9y8+aZnXX7vz7qT+fvr1mHQ5t23/bf1bVnb8H0BRz98+ebT8KqIp9PHPzb+Ypv7f+bR1j98+p7Lbdzs8pqCiKsvP/KCjK1v8B699n+czuv9vaxhppbuz8z9j2bzj9d6aBaeqn/W63z+342TDAMDf/v+3fcMrftj5jmrt8/jz+beqm9W/dxDQ2wwB0E3TD+nnz79bnjK3P6du22fWzO39vXZriXIZpKjt+ZxqbP2/+3jC2/m7/fusrOuUzp+zL0E3nq9INE0MHY/v/Nz+jb/7f+kq2/r7j99v+rp+yH4B3Gt9qXUYkRBPIDD6XOL/fz4EDB8hkMqRSKYrFItVAL9VAL+eaM0BRFKLRKMlksqXLf5yPYDBIMBikUqmwsbFBPp+nUqlgmiam4sbc1iauqip+v59wOEw8Ht+zy1xdSiKRCMFgkEwmw/r6utWZMDSAOTSAeeP1Z902EAiQTCYJh8MdHf0RjUaJRCJks1lSqRSFQgFTc1NJjFFJjJ1xu1AoRDKZJBQKdbSTNBwOc+jQIScvKJVK1BN91BN9lC5/7lm39fv9JBIJotHonh2B4/V62bdvH7lcjvX1dQqFAlUjSLV6fg0PwWCQRCLRkU44sPLjRCJBOBwmlUqxsbFBvV6nUoxSKZ57xLyqqsTjcRKJRMeW1nG73YyPj5PP50mlUuRyOYy6j3LOx3kMbnPuw26Zie1C2QGnoVDIScMaEL35KNGbj55ze1VVicViJBKJtszasxuXy8XY2JiThtlsFk9/jN5bb4Rbbzzn9j6fz0nDTuUl9vtoY2OD9fV1arUakRsOEbnh0Dm3tdMwkUh0vFzUKi6Xq+3BEuLZJxgMcvDgQdLpNKlUinK5TOiqCUJXTZzX9pFIhGQy2bZZRU+lqioDAwPEYjHW19fJZDK4wn4Sr7qOxKuuO+f2brebRCJBPB7v2PN2ah2xVCpR6x2h1jtyXtuHw2ESiUTHy7dC7GVut5uxsTEKhYJTrqq7w2Sjl5ONXn7O7eU5bJydn8fjcTY2NtjY2EAHqiMHqI4cOOu23dReJsReZs/GmEgkWF9ft+qYpps+EvSdx5Bkr9fr1DE71f4bCoV2lG0rlQpFpYei0nPObRVFccq2nRrQqKoq/f39xGIxp63C8HoxrrgMrrjsnNt3Qz1fiAsRTwZY3zj7bH17Qdzr549f+HoA/uMPP0+utvevSVOCjIZ+FoDl0scwzb1/TQBoIZShXwTAnPkLMM6jIbzLKdEeAh/8ZwAKv/0WzNS5Z0fvdoHhHm47+QkAPjl6e4fPRohzkxb8ZwG7QyoWi1Eul8nlcpRKpdOWYlAUBa/Xi9/vx+/3E41Guy44xuv1MjBgLU9iGAaVSgVd1zFNE0VRcLvdMtq8S2ma5nRmlEolisWicx+emoY+n89ZEqRTHdm7sRvxotEo9XrdOf9KpeLMqqKqqnP+Pp+vqzpK7SAPOw0KhQLlctkK9tmcsUFRFFwul5MPBAKBS6bB0m44iUQiVCoVMpmMc/2nLkuz/TuIRCJdcx+63W76+/vp7e0ll8vtSMPtE/IpioLP58Pn8xEIBLomOEtRFMLhMOFwmGq16iwLdLY08Pl8RCKRS+Y+dLlczvJidhqWSiXK5fK22Zksdl4SCASIRCJd804OhUKEQiFqtdqONNw+GwdY+b79HIXDYfx+f1e8nzVNo6enh2QyST6fd9KgVCqdlgZ2uch+jrolDYTY61RV3VEu3F4/sWc5s3k8nh31k26ZldOeUW5gYGBHXrh95lTYWTa0889uyAtPLRdms9kd5cLtPB6PU6aIRCIyU4gQTaIoyo5yVTab3VHH3M7r9Tp5iTyHzWW3M/X19ZHP53fk59vr+dvfR6FQqKvq+kLsdYFAgEAgQL1eJ5PJUCwWKZfLp+WFmqY5eWE4HCYQCHRFuUrTNJLJJIlEgkKh4OQl5XL5tLLtqW3v3ZKXeL1eBgcH6e/vJ5vNOu225XJ5R3vT9vayUCjUNfV8IYQQQohnk+4oQYq2sTt8baZpOoV0RVH2VIHcnqlH7C2KojgV973M5XI5gQp7kV0Zf7byer309W0tP2YYhtN4qyhK13fiq6rqBJuBlZfb12Cff7fn5x6Ph97eXufnvZYGjdoecAZ7Mw3dbjc9PVujEk9NQ1VVu/oatgecwelpoKpqVwTGCXEpO7VcaD+Hdv1kLzyHdhC7zc5H7KXuuj0vhJ3lwr2YBkJcCtxuN8nk1hLVe7mtZq9SVXVH+VwI0X4ul4tkMunkh3utXLU9cBP2ZrnKnj04FosB8j4SQgghhOhGEuDzLCcFcyGE2BuNLGdjB4Ts5aCYvZ4GjZI07LxLIQ2E2OsuhQDPSyUvFEJ0lrTVCCGElKu6gbyPhBBCCCG6z94tIQshhBBCCCGEEEIIIYQQQgghhBBCCPEsIAE+QgghhBBCCCGEEEIIIYQQQgghhBBCdDEJ8BFCCCGEEEIIIYQQQgghhBBCCCGEEKKLuTp9AkIIIYQQQgghhBBCCCGEEEJcjPir/rzTpyCEEEII0RYyg48QQgghhBBCCCGEEEIIIYQQQgghhBBdTAJ8hBBCCCGEEEIIIYQQQgghhBBCCCGE6GIS4COEEEIIIYQQQgghhBBCCCGEEEIIIUQXkwAfIYQQQgghhBBCCCGEEEIIIYQQQgghupir0yfQLb5xX6al+//dl7V090IIIYQQQgghhBBCCCGEEEIIIYQQ4hIlM/gIIYQQQgghhBBCCCGEEEIIIYQQQgjRxWQGHyGEEEIIIYQQQgghhBBCCCHEJet//91tnT6FpvvDG9/Y6VNoun7/z7XvYMrmfxex2QVvM/YrbTlOOwV/7xOdPoWmu332k50+BSHOSWbwEUIIIYQQQgghhBBCCCGEEEIIIYQQootJgI8QQgghhBBCCCGEEEIIIYQQQgghhBBdTJboEkIIIYQQQgghhBBCCCGEEHvSxtfe1+lT2FPir/rzTp+CEEIIIS6SzOAjhBBCCCGEEEIIIYQQQgghhBBCCCFEF5MAHyGEEEIIIYQQQgghhBBCCCGEEEIIIbqYBPgIIYQQQgghhBBCCCGEEEIIIYQQQgjRxVydPgEhhBCikwzDoFarYRgGAIqi4PF4UNW9EwNbr9ep1WqYpomiKLhcLlwuF4qidPrUzotpmlSr1T2dBkIIIRpnmqbzPgPQNA1N0/bU+6xer6PruvNOdrvdaJrW6VM7b4ZhUK1WnTRQVRWPx7Nn0kAIIYQQl4bt7QSmaaKq6p4rV+m67rQ3KYqCpmm43e49V66yy4V77byFEEIIIS5VEuAjhBDiWcU0TQqFAplMhlKpRKVScRorbIqi4PV68fv9RCIRQqFQVzVk1Ot10uk0hUKBUqlEvV4/7TOapuH3+wkEAsTjcdxudwfOdHemaVIsFp00KJfLp6UBgM/nw+fzEYlECIfDXZUGQlwKDMOgUChQLBadZ1HXdWAr0M7v9+P3+wmFQng8ng6f8elqtRr5fJ5SqUSpVHICExRFQVVV/H4/Pp+PQCBAMBjsynzE7rzYngb2Ndhp4PP5cLkuvaqbaZrk83lyudwZ3wcul8tJw2g0itfr7dDZ7q5arZJOp53nyH6GtrPTMRgMEo1Gu6pjyjRNcrkc2WzWKRedSlEUfD4ffr+fWCyG3+/vymdJCCGEEHtbqVQik8lQLBYpl8vOIKDt7HJVKBQiGo121cAgwzDIZDJO/aRarZ72GVVVnbJtLBbD5/N14EzPzDAMp2x+ah0RrO/fLheGw+GuO38hhBBCiGeDS6+VWAghhNiFYRhsbGywvr6+ayPLdqZpUi6XKZfLbGxs4PF4SCQSJBKJjjYelctl1tbWyGQyuwbEbKfrOvl8nnw+z8rKCpFIhGQySTAYbNPZns40TScNdutAPJWdBul0GrfbTTweJ5lMdlXHqBB7Ua1WI5VKsbGxsWuAIJyeDwKEw2ESiUTHgx7tQM1UKkU2mz3j5+wRs/Zn3G43iUSCeDzeFcEy1WrVSYfdgkJOFQgESCQSRCKRrurIuBi6rpNKpUilUtRqtbN+tl6v73ifhUIhEolExwM/8/k86+vr5HK5c362Wq1SrVbJZDIsLS0Ri8Xo6enpaNCcruusr6+TSqXOmA/YTNN0OnlSqRQ+n895liTQR4jmqdfrO4Ju7Y5tuzPY7hDupsB9IYRolGmaZLNZ1tfXKRaL5/z8qeUqu52gk3ljrVZjbW2NdDp9znK9YRgUi0WKxSJra2sEAgGSySSRSKSj5arzrZvY3382m2V5efmSqqMIIYQQQuwVnW/ZFkIIIVqsWCwyPz+/I6ik9ugx6o+dQD85jz69iJkvAaAEfGjjA2j7h3FdcQDX1YeoVqssLS2RSqUYHh5ue5CMYRisrq6yurq69ct8AfXhx1BmZlFmF1DW16Gug6ZBPIYxMoQ5NoxxzVUQi5LNZslmsyQSCfr7+9seJFMqlZifn6dcLju/U05OoT51DGV2HmVhEQqbjXleD+bgAOboMMaBfZiXH6FWq7GysuKkQTgcbuv5i0uTYRhks1mnM82eAt5e6s6evSYSiXTl7DUXyjRN1tfXWV5edoIEjZpO4ZFJCo/PUnxyjtp6DtMwUP0e/PsHCF4xSuiafXj6Y+RyOXK5HMFgkOHh4Y58J9Vqlfn5eQqFgvO7WipH/uEpik/MUjq5hFGqgqri7gkTvHyUwGWjBK8YpVarsby8zOrqKgMDAx0LTqjX6ywuLpLJZHb+IVeA2QVIZ8EwwOOGgT4Y6gOXy+kI0DSN/v7+PRtckcvlmJ+fd4JKTNNkplZgvlpguV5ivV6hZhoogF910efy0e/2s88TJu7yOsE+4XCYoaGhtnfm7JZ+OaPKZC3Dql5iVS9RMGoYmGgoxDQvvVqAPs3PfncUt4HTedLf308ymWx7Op6aBmASDJUIBCp4fVW8vhqqamCaYOga5YqbSslDoeCnXPJSLpdZWFgglUoxMjIiI7eFaIA9k1kqlTprwOD2v3VLwK0QQjRqt7K9z9ggpM/jN1L4zBQus4yCiYGLihqlpCQoqj3ktFF0HdbW1kilUgwODhKLxdqaL5qmSTqdZnFx0QnKNCs1Kj98jNpT09RPzqPPrWBWrPqJGgvh2j+Ma/8w3hsuxzU+6JTxQ6EQQ0NDba9jmabJ2toaKysrWwPJ6nU88ydxL83iXp5DLVj1E9PtRk/0UesfpTo0gZ7sd87f6/UyMjKC3+9v6/kLIYQQQjwbSYDPs5yu604FRNM0ibQXQlxSTNNkeXmZtbU16+daneod91L5xr0Yi2u7b5MrUH/sBPXHTlD5l++i9ifwvOxGvK+6mSowOTlJMplkYGCgLQ1HlUqFmZkZJzhJWVhE/c7dqA89irLbiHvDgJVVtJVVeOBhzH/5GuYVl6G/5AWY+8adzoPR0VECgUDLz99uLFpeXrZ+oeuoP7wf9e57UReXd9+oWEI5MQknJtHuvBszFkV//g0YP/F86j4f09PTxONxBgcH5b0lLkq1WmV9fZ2NjY1dp323l0zaPjI0FAqRTCb3bHBZpVJhbm6OUskKZqwup1n51D2sfu4H1Nd371DM3PW49Q9VIfrCy+l/ywuJ3nIZhUKB48ePtz1IJpVKsbS05KRZ5t6nWf3k3aTvegyzfno6Aqx97l4APEMJet98M71vej7uRIiFhQUymQwjIyNtDRDJZDIsLCxsjYpd34Dv/gh+/Cik0uz2TZouDfaNwi3PhWuvRAcWFhbIZrMMDw/vmZkcDMNgcXHRmRGqaug8XErxaClFxth9Fp+SrpPSKzxVyXAXS4y5g1wbSLLfGyGXy3Hs2DGGh4eJRqNtuYZ8Ps/c3JwTGDNfz/NwZZXZeo7d5tXTMVnRS6zoJR4H7i4tcNgT5xpvDxHVy9LSEtlsltHR0bako2EYLCwskE6nAVBVg1giRzSWx+0+faS2ooCq6oTcOqFQmWRvlkrZzcZGmGw6SLlc5sSJEx0LVBJirzv13QxQNXXW9BJrepmSYeU1PkWjx+WnV/PjUTQn4Nbn80mQnRBiz9rY2NgRGBOpT5PUn8ZvrO1aJtaoETDWCLBGUn+Ges1L2rWfdddR6oaf+fl5stksIyMjbRnQVK/XmZubI5/PA6CnspT+5buUv32/M4BsB93AWE1TXU1T/eHjFD/+DdyXTeD/qRfgff5V5PN5jh8/ztDQELFYrOXnD6e/h9RsisBD3yfw2I9QS4XdN5o9AfwAE6gNTVC85mbKR55DpVLhxIkT9Pb20tfXJ+VCIYQQQogWkgCfZxl72tNMJkOpVNoxJb6iKDvWAJaIeyHEXmaaJnNzc84I+/rxWYp/+WmMuZUL2o+xnKL8T1+l+q0fEXjvT+M6OsH6+jq1Wo3R0dGWNlqUSiWmpqasjuB6He0b30H91l0ouwQknIliGCiPPo7y2BMYN9+I/rpXUcMKVBofHycUCrXs/E3TZHFxkVQqZZ3LwhLaxz+DOrdwQftR0hlcX70D8wc/ov6WN2EeOcTGxga1Wo2xsTEJ8hHnzV4mbnuQiKIY+AIFPL4yHm8FRTXAhHrNQ6Xso1wKoNc8zqwh0WiUwcHBrlji6Xxtz0tMw2D5Y3cx/+dfxiiffWkkh2GSuetxMnc9TvjGw+z7b2/BO5xkYWGBarVKf39/S/PCU4M1q0sbTP73T5C956nz3kd1IcX8n36Jpb//JqO//gZ6b7uZQqHAiRMn2LdvH16vt1WnD5x+DeQL8OmvwP2PoJxjyUWlrsOxKTg2hfnZr8Ktr4TnX+d0AkxMTHR9ud0wDKanp53R2dPVPHdk58mdIbDnTGZqBWYyBfZ7wrwsPEQQN7Ozs9TrdZLJZCtO3ZHJZJidmwUTKqbOPaUFnqltXNA+ahg8Xl3n6WqKG32DXOXtoVgscvLkSfbt29fSEdunpkEgWKJ/MLVrYM/ZeH01BgZTRGN5lheSVKtulpaWqNVqbQt+FmKv221GvZlajscq60zXs7sGDAIowKgrzJXeJOOuMOVymeMnjtPX20dvb688f0KIPWNtbY2lpSUA3EaBodoPCRlLF7QPFxV66k8Sq59gyX09Gdc+crkck5OTTExMtLS+Vq/XmZycdAZilb99P/l/+BJmYZfAnrOoPTlF7ckpPNcdIfTe2yAZZW5uDl3XW1623dHeZBoE7r+L8Pe/tvtAsl0ogGdhCs/CFLX7v0PmVW+l3jfM6uoq1WqVkZEReS8JIYQQQrTInugR+9KXvoSiKCiKsmNpD3H+7Aakp///7L13mCxXeef/rdQ5z3T35LlZuso5IkBIIBkjTDJxAYED2HiNbda7v/3Z3vUuvzW7NjYswSSDBMggoQASSgjlrKtwJd2rGyfPdPd0zt1VXen3R03VdN84M13dXX11Ps+j57kwXeecqjp1wnu+7/sePIjFxUWUSqUWcY/+m3q9jmw2i+npaczMzLR4khEIBEK/oKoqYrGYIe7h73kClb/7zrrFPc0oy1lU/v574O94GABQKpWwtLS0GsLYZHieXzW2FEtgv/4dML99bF3inmYoVQXzzPPg/ukbQCoNVVVbDvo6gZ7WDADo53aB/Zdvr1vc0wxVKIL97k1g7r4fgBZJYWFhoWPvgHBqoSgKFhYWEI/HoSgKGFZEMLKMsa2HERlbQmAwA5e3DKe7CqenCm8wj8HhBEY3TyMytgCHS/PMLBaLmJqaQq1W6/EdrY3msUTMlHDgM9/E4ld/tXZxzxGUXziEvR/8P8je9xIAtEbo6hCpVMoQxuQefAV7P/C/1yXuaUau8Jj7H7fh4Oe/A6lUM4zzjUbDzCa3oKoqlpeXV8U9r+0HvvwNUC++dlJxz5FQ5Sqon94F/OtPgFIFsixjdnbW0mt2/dvT55snygncVZhbt7inmZlGGT/OTWG+oX2XzWLSTlAul7G4qIl70nIdvygfXLe4pxkJKp7h47inMg1BlSGKImZnZ4/an5lFq7hHRTiax+h4et3inmaczgYmNifg82vvQBcrEAiEE6ML4JeXlzXhsSzgrvIU7q3OYu4E4h4AUAEsSGXcX53DHZUpZGUeULV5MhaLkTUxgUDoC7LZrCHu8cgxbBXuW7e4pxkWDYyJz2Gs8TQoVW61pXQAff0tCALUhojiP/4U5W/dvm5xTzONVw4i/8V/QWP3IQCdX9s2PyO6WkLo1m/D9+S9axb3HAmXTmDg378O965HAWh75k7aywgEAoFAIBDe7Fhe4LO8vIzPfvazvW5GX9NoNDA7O4tEIgFJkiCrKl7LV3HHfAb/d38c/2vPIr6yZwnfP7SM+2N5xGqa90GtVsP09HSLVxmBQDgaVVUhy7IWGaHPvpV6vY5EIoHFxUXMz89jcXERiUTC0geFayGfzxvpJ/jbHwb/7w9oqavaRVXB3/4w6rdoApNisYhsNtt+uUegKAoWFxcNcQ/3ze+DjiVMKZvK5sB98/tAUsuvrkc+MJvmZ0M/+SyYX/wKlAkGNgoA8/jTYG67C4Am8kmlNi7cIrw5UBQFc3NzKJe1VFQefx4jm2bgC+ZBMyceGygKcLqriIwtYmAoBpqWIUkS5ubmLC/ykWUZ8/PzkGUZjWQB+2/8Biq7Z9ouV6kJmPl/b0HqF08D0EQ++phrNoVCAel0GgCQvvNZTP+Xn0CutC/4Lz17AAc+802I+QokScL8/Pwx07WZQS6XW50rnnwB+P7PQJXbE1dSew8B//x9IFsw+ncnxnIzSKVSRuqCh0pLeKVuzrwpqDLuLsxjVtC+63g83pH1S6PR0MQ9AFJSDb+uTKOqmvOs43IV91ZnDJHP4uJiR9aSqVTKEFhFh3MIhsoww6GaprXy/AHtHWQyGZRKpfYL7jGKoqDRaIDneYii2LGxgfDmpFkAv0/I4RflQ1iW17+eSMt13F4+jNcFTTxaKBSQSCT6bj9qRRRFQT6fRywWw8LCAubn57G0tIRMJtMxwQCB8GahVqshkdBsG155ERONJ8HAnHWVX17AeONJQ+QTj2/cuehExGIxTdwjSij+w81oPL/XlHLVGo/iV26G8NJ+AJ1b2+rie1mWQVeKCN36bdjic22XSykKvE/dB8+T9wLQbEL6Po5AIBAIBAKBYC6Wzi2gqio+9alPkcVgGwiCgNnZWcPg/2yqhN8miihLRxslsg0Jh8o8Hl0uYpPbjvdNhDDmsiOdTkMQhI6noiG8+eB5HoVCwTCc0zQNu92OYDAIjuN63bwToqe7y+VyLRFQKIqCx+NBKBSCx+Ox5DejKAqKxSJyudxxjQXZbBZOpxOhUAh+v7+vUiA1Gg3DG0x4/CUj4o6ZCL9+EvRgAPbrr0AymYTX6zU1vUsqldJCPUsS2O/fDCprrucWVamC++5NEP/6zyG5nEgkEhgfHzetfEmSDGMa9fobYH51H8z+EpjnX4IaDEB51zuQTqfh8/ksn6KG0Bt0IZsmxlExMJSAx19cdzkUBXj8JThcdSQXJyCJNszNzWHbtm0dTavTDslkEqIoQq4LOPj570BYMHFNraqY/193gA15Ebr2XCQSCbjdblPnb1EUjQOA/COvY+7LvwBMPLisH47j8J9+D6f/5IsQoI29Q0NDppUPaGtxfU7CC7uB2+5dd9Se40Glc1C/cRPwn/4YsteNeDxuufV6rVYzIhc9W0niDb5gavkyVNxbXMBHglsQ4ZxYWlrC1q1bTVu3qKpqRP2qKA3cX5tFA+aKPdJyHQ9V53GDZwtqtRpyuZypKRma38HAYAH+gLmR+ygKiAzlIUksqhUn4vE4XC5XX6UxBLR3rT//UqnUIpKgaRqBQAChUAgOh6OHrST0O80C+NeENJ6ptyfgV6Di6XocoqrgQkcEuVzOSLlOWD+NRgO5XA75fP64Qp5kMgm/34+BgQGy9yAQ1omiKIjFYgAAh5LFWOMZUCeMW7Z+vEoCw+KLiNsuQ7FYhN/vh8/nM638YrFoiJnL374d4utTppUNAJBklL56C4Jf+QLYzSOmr20BbRxrNBqAJCJ45/fBFjKmlQ0Anhcfg+L2oXbhW5FOpeDz+cj6iUAgEAgEAsFkLH1i+8///M/47W9/SzbNG0QP9S5JEqqSjO8eWsZdi7ljinuOZK4q4Bv7E3g4UQCgpaLRN2FWotFooFwuo1gsolKpEG+qPkAXxszOzmJqagqZTAbFYtF4j6lUCgcPHmxJ5WAljkx3d2QbVVVFuVzG/Pw8Dh061LGIBhtFFEXMzMwgFosZ4p6ZgoiH52r49VQVD8/VMFfU0kPU63XEYrEWkWA/oB/EKZkC6jf/umP11H/2AOTljJEOzCxv2Xq9bhzEMQ8+Ajq+8VDVJ4IqFMH8Uns+zUYqM0gkEtp4XKmCvf1Xph1mHwnz0GOgYpqQqJ/DP0uShHQ6jYWFBczOzmJ+fh7Ly8uayIvQNoVCwYjcs1FxTzMsJyI6Pg+GFQ0jtRX7XrVaNSIELH391+CnOzCWqCrm/+dtELNlyLJsupesPpaIuTLm/uetgGL+c66+sYD4d38DQIs+YqaXbMv8kMoCP7/H9PGQSmeBW+8BoK3X9dSUVkC/fwBYFmvYVeuM04YEFQ+VY5BVFYIgmOocUigUjOhDT9Zj4NXO7DVicgV7V6JwLC8vm5Yyrvkd2B0CQoOdia5DUUB0KAeaViBJ0qqorU+o1WqYmprC7OwsisXiUWO6oijI5XKYmprCzMyM5ednSZKQy+WQTqeRTqdPKFYgdI9mAfysWGxb3NPMC/wyDjcKALS5s1Pp/k5lisUiDh8+bETpacgqdiV4PDBTw33TVTy9VEeloUBVVRQKBUxPTyOdTltyDWgW9Xod2WzWSJVaLpdP6fsldB7dgZRSZYw2ngdtsmhaJyDPwCNr6594PG7aHNg8jgvP7YHw5KumlHsUDQmlb/4CqiRDEITVNL8mUK1WDaGp96n7wWU6s2bzPnUfmOwyVMCy+2UCgUAgEAiEfsaybnWvvPIK/uZv/gahUAh/9Vd/hb/927/tdZP6Ct3bVJIk1FbEPYn6+ow8CoAH4wUIsoLfHQuhUCjA6/XC7/d3ptFrRBdQ5HI5w+CuQ1EUAoEABgYGiHeABVFV9ag80vGSiP3pBhqyCidH4ZyoAyEXg1KphFKphKGhIQwODvaw1asc2X5ZUfHaYh27ZirIVWVQAAa8LK7Y6sEZow6IooilpSUIgoBIJNJzj3pd3COKIiRFxbMxHo8t1DFbPFq8s8XP4h2TTlw+4kC9XsfMzAy2bNlieW/ser1ujAu1798F1Dt4ACOIqH33Tnj//nOo1Wqo1Wpwu91tF6sbb6jFGOjHnmq7vBNBv/QqlPPOgXrm6chkMqZ4tgmCYBwwM3f9GlSlc0I9SpbB/OxOSF/6AgRBQLlcNtU7r9OIoohkMnnMw8RyuYxMJgO3241oNAqXy9WjVvY3zRFg3L5i2+IeHZaTMDAUR2ppEtVqFfl8HqFQyJSyzUJPXVd+eQqpW5/uWD1SoYr5/+8X2Pa1P0C5XAbP86aswXieN4SH8//rdkj5zo0lyzc9jOC158C9cxzpdBoTExOmlFsul1fTuN3yS1CNzhy4UrvfgPryHuDCs43IAr1ecwCa4EgQBMiqiodKMZP9s1tJSzxerKVxmTuCbDaLcDjctqezqqqGWOhgI48FqWxGU4/L8/wyJjkfvLQN2WwWw8PDbZepvwNAxdBIzpS0XMeD5WSEo3kkEwMoFAqIRCKWjW7WTKlUakmNNlutY1e+iIVaHQ1FhZ2hsd3twqUhP4YcdtRqNczMzGDTpk2Wc0TSReJHRiACtAPOftonS5KEWq0GWZbBMExfRoU6kmQyCVmWwSsSHq+Z7zz1ZD2GUdYNFzShoJnROU919HRcAJCpy3h4roanlnhUxdbvyEaXccmIA++cdGLSzyGZTEKSJFPGa6ugqqoRaepYomeO4xAKhRAKhcAwTA9a+OZDlrX0wDRNg2VZS6zxNoIsy4awJCzthUPtnCidAjDS2IUpx+9CkrRv3Ay7oi6YVco1lL//y/YbegLkuQRqdz4G90euRSaTweDgoClRfPS1LRebhWt35+xNlCzB/+CtyH38zw07ndfr7Vh9BMLJkGQZ6ULl5D/sAOGAByyZMwkEAoFgMpa0kFSrVXz84x9Ho9HA9773vaNEHISTUyqVDG/1X8xn1y3uaeaxZAkTbjvODmqh/z0eT8828oqiYGlpqSXSBC8qECQVLhsNjtE2XPl83lLCkGOhC5UKhYLhpet0OhEMBk/Jg1xddJbP5wEAry/zePBwFQczrR7KNFXCuUN2vHuHB1tCNsMD2ArvMplMGuKeF2aquGd3AcV6qydQrCDi9cU6BtwMPnRxEGePuZBOp8EwTE/vQVEUzM/PQxRF1EQF33yliP3Z448LM0UJM6+X8XxcwBcu8AFoYH5+Hps3b7Z0ui79/UjTS5BeO9Tx+uT9s5D2z4LduRm5XK5tgY8oiqvimEeeAKV0xqNNhwLA/PYxSGeejlqthnq93vZhlf6NI50F/eqe9ht5Euh4AtQbB6CefQZyuVzfCHx4nsfc3JwRHavcUPBinEepocDOUDgvasewh0W1WsXs7CzGxsZ6LrA9HqqqolKpIJ/Po16vQ1VVcByHYDAIv9/fU+N/LpfTUkAyEoIRc70Tne4aPP48KsUg0uk0gsGgZQzugiAYEeZi33nQ1LRWxyL/yOuoHYzBddoocrkcRkZG2i5TH89rh+LI//a1tss7EaqkIP69h7D963+AUqkEURRNSTVmCJpf3w9qaq7t8k7Irx4Czj8ToihaxoCu3/+UUEJW7nzEk1dqGVzoGgSnaJF32hXdVatVY43+ipAyo4knRIKCPUIGVzhHUCgUEI1G215z6e/A463Bbu98RA+fv4ps2g9JYpHP5xGNRjteZztUq1VD3JPkBdweSyIptO5NeEXBS4USXiqUsNnlxO+PReEFMDc3hy1btpiaorUdmgUKAFAWZCTKEgAKYz4WLhuNfD6PQqGA8fFxy66XeJ5HOp0+SqREURT8fj8GBwf7QqB0JJIkGZFdn+eXUVfNj44qqDKerSdwrXsCxWIRQ0NDlk97bQXK5bLx7ezLNPCtV4qoScdeNzUU4OklHs/FeHzqLC/eNu5ENpuFzWYzNbVirziWvS1RllDkZThYChMBznBQKBQK2LRpE+ljHUK3F2az2Zao0brAKhgM9p3osVgsavsyVURIOtjx+jjUEZBnkGNPN9KftrNXU1XVWFfxv30BarHzEcfr9z4N1/veCsVuQ7FYRDAYbKs8QRCMMxbPc7/tWKRlHdvyIuwzByBs1Ww1VtifEN68pAsVXP6Ff+pJ3c99+68xPGBNex6BQCAQ+hdL7ga++MUv4uDBg7jxxhvxoQ99CDfffHOvm9RXNHubvpavYm+h1naZdy5ksc3rhBPmeT6sF1VVsbCwYGxGXluq44lDZRxcFqACsDEULtrkwtU7PBgNasIQiqIsaWjheR4LCwtHhd/neR75fB4ejwfj4+OnlEeULrwCgPsPVXDnG8f2glZUYHdCwJ6kgD+6KICLRp1YXl6G0+k0JTrKRtGjaQDAI/tK+OUrhRP+PluV8f0nMvgPlw/g0i1uLC8vw+1298zTN5fLged5iIqK//tyEQdzazvk2bti5PzLiwKo1+vI5/OW/KYAzSNMN5w3Hnq+a/UKDz0HdudmlEolSJLUlqHNEMeUSqD27DOphSeGml8EtRSHOjaCfD7fVh9VFMW4B+bZFzpuMNJhnnkB0tlnoFKpoNFoWD5igCiKhrin0lDw831l7IrzEJv0XLftr2DngA0fP9ODcR+HxcVFMAwDj8fTu4YfA1EUsbCwcJSHryRJqNfrSCaTGB8f70m7m/ujL5gDw5gvmPMPZFApBiCKoqUiSOnG5/psEuVdh7tSZ+q2p7Hpv33EECa0s4ZpHs9Tt3Uu+lAzhSf2opEswBYNIJfLtS1MaDQaq04KT7xgQgtPDJXNQ33jEHD26ZYwoDeLzF6rZ7tTp6rgAF/A2c6QKVG1jBR3UhlFpTspmQ408rjYMQTIaPsgp/kdBILdcZihKMAfrCCbDiCfz1siguXxUBTFEPcs8wJ+OBcDfxJh9Wytjh/MLuGPNo3BCy3lxJYtW7rT4BNQLBYNgcJiUcT9hyp4Jc5DWrkdG0PhkjEH3r3Dg6iHxcLCAjZt2mS5NUW5XMbCwoIh7KlLCioNBV4bDQdLo1AooFQqYXx8vOdj3HopFApQVRW8IuFgI9+xeqbEIi5XRLhpzvgGe4WqqqjX6xBFEQzDwO12W2480CP0AsB0QcTXXyqgsYbloqwCN+0pw0ZTuHzUgeXlZQQCgb6236iq2iLueX6xjoenq5jNr9oNBlwM3rbJhXdtcwOCgLm5OWzevLnvhCZW51hCKx1dYJXNZjE5OWm5SHInQl9X+eVZMOhOCviQdBg59nQ0Gg1Uq9W25r1KpQJRFKEqCuoPdX5tDwBqtQ7+qVfhvPYS5HK5tgU+hq0mn4FtvvMOcQDgeu0ZCFvPQLlc7gtbDYFAIBAIBEK/YLkwDHfeeSd++MMfYsuWLfjGN77R6+b0JfV6HTzPAwAeXTYn5GlFUvBiVhNk5HK5nuTOzWazxkHJz3fl8L0nMziwIu4BgIas4tnpKv7Pb5J4eV4TNSUSCeNZWAVBEDA7O4tGowFFUbFvroq7n07jvucyWEhqba1UKpibm4PS4egd3UJVVUMc89xC/bjinmYkBfjBSwVM5zQRlJk5pzeCHkr4QILHr04i7tFRVeBnz2exuHIPehndptnT6JG5+prFPTpvZEQ8vqAd3vfq+18LeuQQVZLQeK6z0R6aEV94AyovQFXV1VQsG0Q/iKNffq3j0Xt0KAD0S7tb6t8ogiAY+e31MrsBdWgKWDGAtnsP3UAP519pKPjKczk8s9Qq7tHZn23gH57NY66gfbPxeNxS358sy5ibmzPEPYfmKrjroQRuvT+OF14vQGgokGUZ8/PzPXkvlUplJUKSCo+/0JE6WE6C062tTXRBihXQ10uZX3XH+AwA2ftegiJKUBTlmCkd1kO9XoeiKFBEGdn7XjKphSdBVpC5ZxcAc8YRQ9yTKwAHptsub008+7JRd6/HCv3+i3IDMbF9Z4O1so8vAND6kD4fbQRVVY1+cKiDh/FH0oCMedGc+Uy/nmUlOF3dESgBWhQfQBN6aunBrIkuzJYUFbcsJE4q7tHJixJ+EdMiwunRD3uJLMur0UdSAv7hiSx2La2KewBtn/z0fB3/6/EM5lYO65eWliy116zX64a4J1mT8G978/jSk0n8zXNp/NVTSfzojQLSNW2OOZaw2OroEToPNPKQO5iwUIGK/Y1cS529oFQq4fDhw5iZmcHi4iLm5uZw8ODBVWcGi9Acqe0Hr5XWJO5p5qa9JVRFBaqqWu7e1kuxWDQEJbftKeEHLxVaxD0AkK3JuGtfGf/yTA6CpEIQBCSTyV40d03oYv+FhQXMzc0hlUoZ0VOtypFCq30zFdz0qyX8w79N4//eMofHX8qhLmgpu+bm5o5yGrQqkiQZttmANNu1eu1qGU5FsyWata4S981CSXXvexcefwVA+2tbYHV97tz3IqiOJs9dxTZ3EHS1f2w1BAKBQCAQCP2CpQQ+i4uL+KM/+iMwDINbbrml77yyrIK+YI/VBMRq5m32Xsho5TYaja5vIlVVNcQRjx8s46mp428KJAX48XNZJIqaMcJIj2AREokEZFlGqSrh/96xiJsfSOCZPUU88WoB37prCbc8tAxZ0bzdei1qMYtmw9k9B04u7tGRFODeg1q/0709ekFzGNtH95fWtQ2WFeDxlXsuFos9MSjpUU0A4NGFjRnD9esEQWhbxNIpdEO/vJgEhM6noTCQZciz8ZY2bARVVQ2jF7WwZErT1gq1sAigVaCzEYz7z+ZAVbpnvKFUFdRCrLUNFkWSJOPA5dZ9ZcTKJ37edUnFd3Zrv2+JCGIB0uk0BEGAKCn40Z2L+PGvYnh5Xwl7DpVxz6NJfO3mGSxnNPFbLBbruuBA7wt2Zx0M254x9EQ4PdoYb5WxUVEU41C9+vpc9+qtN1Cf0rzgzRD4AEB9KgGl1j2BQGXleemC0XYwnsHsYteimWF6AUDrfNIr9PqXxe6OyUmxDkWP/tFGPxRF0ZgPk3J37yEla2OJWd+Rw9lAN4NmcJwMhpVa2mBF9D3iG6UKiutcn8/VeMTqfEs5vSKfz0NRFFQbCv71hTwa8vHHm6qo4pvP5yApKiRJOmZ0iF6RTCa1lM5VEf/7xQx2JXnoWZIkBXh+uY6vvJTFclVqiVjcDzSPyUtS59dxS6JWhyAIPRFxlUqllmjFpYoIZaXPxWKxnn8zzeht2ZtpYLm6/rViQ9ZSdull9Vpc2w66vW3XUh0PncDeBgCHsg38Yq82fhQKhbZFB51AlmXMzs4iFouhVCqhUqkglUrh0KFDllmzH4tqtWqMzfc8nsIt98ZxeKGGSk1GMtfAQ89m8K+3LqBclSDLsqUFVs0Ydg5VhkPtrhhOF/iYta6SDi+23ab1IE4vQZW1sbyd9X3zHpFLLJjStrVAqSq4Ze2ZWXldSCAQCAQCgdBvWEbgoygKPvnJTyKfz+Nv//Zvcfnll/e6SX2LvmCerZh7IJLkRdQkbePe7UMDPRSqoqp4ZA0CEUkBnji06lFvFYNDs1DkjsdTSGSPFqy8Pl3B47u1DW+/G4l0DMNZUkBqnYazPcsCMlXN6N4rrzg9KkOmLGF/fP19/5X5GqqCDFVVe+JJqbd/T1pAqraxbyFekbF/pb9a1TvREPjMxLpetzzbvrik+TCRXuzuPVCxBKC0bzTS759aipvSrvVAL/WHwEdP0VBpKHhhjeNJsirj9ZQ2p1vlUKQ5/dUjz2cxvXi0obxck3HrfVpf0MOidxO9L9gcne0Tdof2HiVJsoRXcPM3XD3QXbFgbZ85xlv9+tr+7hrQ9farqtp25BHjGSx0bzynKlUgr60zei3w0e8/JXV3TJahIitr766dZ6Bf21DlrqXn0knLq6Lqdg7nDYGPo/sCeYdDbGmD1WgWrL+Q39jafNfKdYVCoWeRcJqjdD49X0NdOvm+scAreClmDXGSTrOA+Y7DZVSPcx8VUcFdU9rBd6lUgih2UdDfBoIgGHv6dBcEg811dHsuaE55tRCv4Ws/msI/fX8K//xvUzg4o9lxlpeXLWGfkWXZEFI8Or9xwYfuCNNoNCw75p2Mer1utP23JxH36Dy7UEetoUUvslIUS53l5eWViJAq3tibx64X0qhVV6OAWSmCWTP6uDy1UMXzrxeO+ZtsUcQDz2giRz0andUxHC/UImh099k7Fe2ZtjMeNgs1pW7bmwQRckx73+2MMc1zEZfs7h5Rr69fx0gCgUAgEAgEK2IZgc9XvvIVPPHEE7jsssvwt3/7t71uTl+jH0jETYzeo5Ooiy11dAv9UHAqJSC7RoHIrtkqFFWFoig9P+TQ0Q1I2aKIgwvHNyI9t7cIRdW83KzsXbRW9P7yamL970EF8Oqy0FJOt9HrfSNe31AQW1FWcXDlHnoRhUg3fu/PtmcE1wU+VjWm64YtZbn7ka/kRKalDRvBeK6KAmS7e+BCNUSgWGptxwbQ759K9yD6WDrb0garoo/pLyaOnZbreDy3chhnFaNYtVqFLMuQZRUv7S0c93fpfAPTC9oc3u1IAfp4y9k6O+5y9tW5yQph8vVvuJEuQql2d97k59Mtbdgo+nesl9ctxHQJ8krEoHbvwbg+1eX0nMlMa/09Qq8/L3V/7VaQ2n+H+rUlpfvfdLOgqJ05Tb+Ws3W/L+h1WnVO1sdqXpaxWN/YPvFQRZvPVVXt2fcmy7JxL88trn198OzKPrRWq1nCmaRcXkkFzst4I3viMeP1rICCILdcZ3WM/qZIqKud/yZEKKisjF3dXpdUq1XNMUtR8Yv7YsitpJktVSTcfn8cvCBDURRLRI9q/m4PtLFPTlZlZOvyUWX2E/r+ZLkiYSa/tntoyCpeXnFWsFraHVmWDdHRQw/GcPcvF/HwQwnc9KPDkGUFkiRZcvxQVdVo1669Jxaf7jlcQZ2XW66xMvq3YVO631a9TkmSNjznqapqCBN12083MdPeRNWroPnu2pmZvLans+q6kEDoF5aXl/FXf/VX2LFjBxwOB8LhMN7+9rfjlltu6XXTCAQCgdADLCHweeGFF/D3f//38Hg8uOWWW8CybK+b1NfonihCBzxS6ithQbvt7aLXV6yv3dOLl1Twotpyfa/RN4TLOeGEQpFSTUaNV1qu6Wf0519dz2l2E7VGb5+F3v56ow0v6h7eg17nWrx6T0Rt5Xuyap/U35Mq9qB9omaoaOeQxLhWktHFTBqrSO3fgzHWSt1/B5QJ76Ab6M+oLKxvPCkK1poT9HaUqhLq/InvJbkiDuy2QU/vCzTd2TUARQGgerM+Ohb6fauN7htQlZX0iO1+h6fSPejzQ9dYMd73ui/q9y9vSBrdHtJKnWbMybLa/ecoNbW7nfeo30M303Pp0JS19mBHos9hfBvt4+XVa3t1n81rguJJ5uJmmn9rhXek30e6Lp10xFBUILNiE7DKmuhk6N/iye/OPES1/XFwI+iComyhgWK5df4TGgpiSb7ld72kue+3u0/mJWvvk0+G/ixK/PraX1j5vRXGkWZEUTT6/v59q0KZYkFEPLYaJc9qKIqyGu0rf+JvRJZVZIviyr+t3++MNUmXo/doda4+n3YEPsa/e7A/UVf2E6asC3sgsqEka+xPCIR+5uWXX8bZZ5+Nr33tazh8+DAEQUAmk8ETTzyBT37yk3jve99rifUVgUAgELqHJQQ+3/3udyFJEkRRxJVXXomhoaGW/774xS8av920aROGhobw1a9+tYcttjbUihWX7YA1l1spk+qypZimta7q5NbeZWkKsLO9ae/x0O/D7zmxiM3OUXDa6JZr+hn9+duYjb0H/T326lno9drYjfejXt6DXqedaa+cXr+Hk6H3M4rpQfsYpqUNG8G4thftB8y9hx70EXXluVllvD8exve4zvHEYbHvT2+H28mAPcnY7luZ87rddr0vqGpn+4SqAlCts97o5VhIse2PIy308T30bExfcZTodV/U66d7IFll0P73aHxHvWh/U7vNeI+90L2qFhoTj4U+H3HUxr9PG716b73eowCr64S14OB63/Zm9DZ41rjX9/bZPrkX46EZ4+CG6l3ZTwR8HOy21vdDU0A4ZAMASzj1NT+bjdopdOyMtdbp60V/Fg52fe3X7XNWu+/m/jUy6jL+bbPRCEccR/3GKjQ/R6/rxO2jAHjdzFHXWZXV760X64LV57PRMbHlOrZNw9pG6jfB1tFTWw1t8h6RQHiTkc1mccMNNyCTycDtduMf/uEf8Mwzz+Cee+7Bu971LgDAr3/9a/zFX/xFbxtKIBAIhK5iiV2AriIXBAHJZPKo/5rD9+r/n56jnXA0NptmNIk6baaXHXVyLXV0C7vdDgDYEbXDZVtbtz1nzAlmxfDqcDg61rb14PF4AABjYQeGB47/DM/f4QXDUKBpGk6ns1vN6xh6fzltcGP9ZsfKdd3udzq68WdL2L6h6ykAk4O9M2bqdY5726t7YuV6KxrDgNV20QP+rtet16kbtTeCcS3DQPV6zGjWmlFpGlip05R7CHb/HSDQ/jvoBvp8dl7Uvi7z5gVRe8v1vcblcoGiKNg4Gmdt9x7/d04Gp292A1idA7uFPiaIjc7OHZLIQTdWcxzX0brWgv4NsANeUFx3vwfbcFCru815Qr/evlJet2C8TrBebd3V7liyOh4G2mzVOlkZf3s9V+v372W6/014Vuo0Yz7z0D1of1Od7bxH/VpJ6v68qNfZ6354PPR2uVkGIdvG3vGYc3V/2av7ZFnW6KsXjKx9v3vhym/tdrslDttcLu0AftTDGfuN47HZxyG6cvCtX2d19P7hollwXTDB0aDgpnuzb/N6vaBpGhxL491vjxoaV4oC3nFFGD6P9r35fL6ututYND+bCd/Gn5PXRiHgoI8qs5/Q7WUTAQ5h99rmDArA+cPW2p/osCxr7DtueO84Lrp4AGec6cdHP7EZDgcDiqLg9/dgv3oSKIoyxrXzd574G9ky7oJ/5Xtyu90db1u76HOVSHV/3NbrpGm6LYGPfi3T5/YmxemGwnbXtqr4zNkjEghvVr785S8jkUiAYRg8+OCD+K//9b/iiiuuwA033IAHH3wQn/rUpwAA3/ve97Bv374et5ZAIBAI3cISAp+bb74Zqqoe97+bbrrJ+G29Xoeqqvj7v//73jXY4uiCkAm3uQt2H8cgYGNb6ugWfr8fDMPAxtK4YuvaNq9v265t6H0+n2U2EU6n0zCe/P7bI0aUnmYiQQ7XXTwAAAgEApY/rF4LgUAAAHDxqBOeNQq0dDYHOWwO2lrK6TZ6vZsG7RgPrf8QYOeIA2Ev11JWN9ENqJcMO+DhNmbQ8NtoXDikGe6saAwDVg2TzObRrtfNbBltacNGaD5kUce7ew/qUARYESa0M77r16qjI6a0az3oz8wqgs7joY8BUTeLM8Nrm6fdHIVLVw7jgsHuCh6OB8uyxljwrisHETjGgRxDA++/JgqWpcEwTNcPc/T+2BA62yca/MrYwzCWEPjo3wDNsXBu7+636D5jvKUNG0W/3rVzvO02rQfXzrGj2rBRjLF0onvvQLXbgMhAa/09Qq8/wna3HRSAMKu9u3beodEHaQ5uqrvf9SCjPTOO49raB+j3IPDdF8jzK3VadU52Op2G48AlwY3NTZeuiOm8Xm/P9msURRnrgrdvdq1JOGxjgCsntMNOq6wpmvfI79viPe59MBTwvq1e45pej3Nrpfk7CDOdb/MA4wCzEp2q298gTdMIh8MAgAvOCuBLf7gdH7thFH/52a1426WDAIBQKGSJ9RLHcYaY4uqJjb+Xt445wdIUGIbpG9HZkbjdbmNMvHrz2u7hnCE7BlbEdlYZS5oZHh7W3ombxbuuH8X7PjCJsTHNljgyMmJZO1soFAIAnLPDi82jx+6XNo7C9Vdq35Pb7bacwOpY6OM1TwehdjmKT53Wnmk74yFFUcb17JYu25sYGuymYQDtre+N+6dpSJHu7hHF6FhrGwgEwpqp1Wr40Y9+BAD48Ic/jLe85S0tf6coCt/4xjfg8/mgKAq+9a1v9aKZBAKBQOgBlhD4EMxF997Y4nEgaDNv03phaDW6Q7c3kDRNG4ei7znbhy0niQRz3RlenDakbRz0DbIVoCgKQ0NDAICxiAN/9ZEJvOOCIMYjdmweduC9Vw7izz84rqU8YVnDONbv+Hw+7eCToXDNlvUZva7bpvXnXhpxm43Obzvt+JEqjsdbV67xer09iUKkC+Q4hsJVYxt7hm8dd4ClKbAsC693/c+gG+j9g9k0ormJdhFd4NNOH202GnVd4LNSH8dxbQkiDYHPUATqBj3iN4oy3v476AZ2u93wKP3YGV64TiK6owB88iwfOEY7OLCSwC4cDmtt8nL4049P4h2XDSASsiHgY3H+GT78yccmccY2bbwYGhrqevh4vS8IdScUpXNjAl/T3qfD4bBEJASWZY2DM/eZE92rmKHhOl0z3rb7HerXu3aOglpnuoh2cJ+5KlBqt78az2DT2Il/aCYTo0bY/V4b0PX7j3LdHZMHGLuRdqmdfmi3240+0I0D+Wb0+sz6jvguC3xkmYLYaF803EkoijL2iOcHfEYa6rUS5Fhs92h7ml7vNfX6w24WHzn7xGIlCsCnzw/AbaNbxEG9hqIoY9971qADf3JOEBFnqx1jyMXgT88JYmdIs0P00z6ZpmnDfjLMdj7Shl5Hu+v6jTI4OGi8H6+HxRnbfQj6tXEoFApheHi46206Hvr3c/GQHV7b+tdwFFbFQcFgsC9SJR2L5jHxmq1u7DyJE0LQQeMT566KHHsVaflE2O12bN26FaFQyIh25vV6sWnTJsuMfcfC5/PB4XCAoSl8+r2jeNtFIbhXxkOaAnZuceNzH5rA6EqqsUgk0svmrhl9PaBQHASqu/akOm2O+F2/nt3WxbU9AGY8CsrW/rqKYRjjWxWj3XWi0AU+Vl0XEghW5rHHHkO5XAYAfOxjHzvmb/x+P37v934PAHD33Xcb2VIIBAKBcGpjjbAmBFPxeDzgOA6iKOLKsA/3xvJtl8lSFC4Pa5uwYDDYkwOsSCSykppNwJ+/I4wH9pbwzHQVFUExfjMa4HDtTi8uXUkHEggELBeu1uPxYGJiAouLi/B7WFx/6QCuv3Sg5Tccx2FyctISnm1mQNM0QqEQ0uk03nO6B0slCS/H+ZNe9+4dbly8IkgZGBg4ya87B0VRGBgYQCwWw2VbPTiQ4PHSXG1N1779dC/OWvG86tUBAE3TCAaDyGQy+J0tLry4zCNTV05+4QoRF4PrNq96+lrVcKkbCyinHex5OyDtPtiVetkzt4D2aQf87Xptulwu1Ot1KOeeDfo3j3bNt00592wA7RtcdIGDStNQzj4TzMuvmtC6k6OMDgNhzYuxHzxno9EoqtUqRr0s/p/Lg/jOK0UkKvJRv/NwFD55lg+XjjqM66z0/dntdkxOTmJ+fh5uJ3DNZYO45rLBo343NDTUE0O61+vV+qPCoFrywxsomF6HItOolrQDVSuJr9xuNwqFAkK/cwHStz/TlToDbz0TjEs7wDRjLAQAxmmH/61nofDo6223by2Err+wpf52MNafI1GoY8OglhJtl3lSLj0PgDaW93qs0J9hmHUgxNiRk4Wu1LvDoX2HHMe1tY6mKApOpxPVahVbOT/mpNLJLzIBGhQ2s9o9mPUdNQQbBIGF3S613b61UClr9TYLl61IMBhEMpmEi2HwwdEobltaxlpM4RxF4cNjQ6AoChzHdT395JHYbDaEw2Gk02m8c5sbXjuNu/eXkaq2ritGfSw+eKYX5644wQwNDVkqgoXf70ej0UAymcR5YQfOCztwKC8gLygYcDDYFlgVEAwNDVkixdN68Hq9EAQBp9uCeFlIdbSuM2who85eQFEUotEoQqEQisUiRFE0Ij9aTQiiOyIBMj56ugc/eL28ruuv3+LCoEv7jnot9muXUCiEQqEAnufxxctDuOONEp6er4OXVkdGmgLOHbLj4+f4EXIxoGnacGCzIjabDSMjIxgZ6X502Y1C0zQmJycxNzcHQMB1Vwzi2ssGUK5KcNhoOOyr4/bY2Jjl7J3HQ3dAEEURJWYCDmlvV+qVYEeN1kRQZqyrcrkcbOdsB+V2Qq3WzWjiSbFfcQ4ArT+3K9p0u91oNBrgTz8P7t1PmdG8kyJGxyAHNdFnP9hqCASr8fzzzxv/vuqqq477uyuvvBI//elPEY/HMT09jW3btnWjeQQCgUDoIUTgcwqiixGWl5dxVdSH3bkqYvVGW2VeNxJAyM62ePZ0G4ZhjINEQMDvnRfAu8/2YzotQBAVBFwsJgdWDUZ+vx+jo6OW8KY/Ep/Ph+3btyOfzyOfz0OSNIO73W5HKBQ6ZVJzNRMOh1GtVlGr1fD5SwK4Z38Fj85UURWPNqUHnTTec5oHb28SavX64DQQCKBYLKJSqeBTVwzAaaPx9KHKcQ8CaAp411k+vOfcAACtP/byAGBgYAD5fB4+O/CliwP46q4CsvzJRT5hJ40vXeyHx0aDZdmeCq1OBsdx8Hq9KJfLsL/r8q4JfGzvugxAa2jzjRIMBpHNZqEOR6Fu2QRqZs6EFp4YdTAEdecOAO0bpvUIM4VCAcqVl3ZP4HPlpQA0gZGVDxN1nE4nxsfHsbi4iAkfh6+8fRBvpAU8F+NRFBQ4WArnRe24ZNgBjtHmsHA4bMmDA5fLhe3btyOXyyGXyxnzGUVR8Pv9GBgY6JmnHsMwCAQCyOfzKOeD8PgLpgf3KheCUFW6JdKgFQgGgygUCvBdtA3ObcOoT3VeXBL5iBYq2ozUqCzLwufzoVQqIfKRt3RF4OM5dxPcKym6zBCk6eMRz/PAWy8BfnZ322WeCNXpAC7SDgCsMFY4nU7Y7XYIgoBznCE8Xul8H6RB4Syndu9mvMNgMIhqtYotnB/P8HHw6tFCTLPZwvnhpLU9V7tjSvM7KOa9iAy17/RxMlQVKOQ0UUEgEOi50OxEMAyD4eFhxONxnOnz4MNjQ7grloR4Ao9XN8Pg4+PDGHNqaw2r7DUjkQhkWUYul8Nl405cNu7EG0kBiyURFLSUxzsGVyPwhsNhS67pw+EwOI5DKpVCo9HAjmBr1GC73Y5IJNLzfeFGCIVCyGQy8DN2TLJezEvrE5KslRHWjRBjjUjGHMdhcPBo4beVoGkakUgEiUQCV445URVV/Hz/8ff4zbxt3IGPnK7t74PBoOXES+ulRVgiCPjYOX68f6cXLyd4FOor+5NhBwZWBE367/shPVS/wXEctmzZgnQ6jXw+D0BGwLsqWvb5fBgcHOwrsYQeNS6VSiHPbkNYegPUmr609sizW6FSjBHBqR10QaBsBxxXX4j6vU+b1MoTwDJwXnsxAPPWtvl8HuLIJoiRUXCpWNtlnozauVcA6K/UmgSClThw4AAAza5/ov3h5s2bjX/v37+fCHwIBALhTQAR+JyiNHvffHzzIL59cBk1ee0RO5o53efE26Kah1wkEump4cJmsx210T19qPUw1263Y2BgoGeRhtaKzWZDNBpFNBqFoiigKMrS7W0X3QA0Pz+PWq2G953hxbtP82DXUh0H0g3wkgIXR+O8YQfOG7aDXnkWfr8fIyMjPX82FEVhfHzcaP9HLgnhHTu9ePpQBc/PVFFdiSTldzK4fJsbV27zIOjWhliPx9PzAwA9KtTs7CyGPSz+7oogfnW4iufiAgT5aMOKg6VwxYgDv7fdDb+dNt5fL8K8r4dQKIRyuQz2vB2gxyJQljrrIUtHQ+AuPtOou10cDgdcLhdqtRrkt78FdBcEPvLbtEN5m81migegPv+omyehTI6Dnl9su8wToXo9UC44z6i712PFWvH5fNi0aRNisRgajQbODNtxZvhoAznDMIYXtFVhWRaRSAThcBiyLENVVTAMY4mDXV3cKDYcKGYHERjMmFa22LChmNUOrkKhkCXuV8flchkH+0OfeQdm/+bfO1vfzjH4rzgdgHkHiqFQCKVSCf7LT4PrjHHU9nV2LBn67LUAtGdnhvFZF8XH43HgkvOgPvQUqEyu7XKPyzvfAtg4y6Ty0+8/kUjgDEcAL1RTqHdYIHO6ww83bZ5DghHZQQbOsg3iJSFpQitPzDm2QaPudtdcze+gVHQjNFgEy25sP7hW6jU7BGE1FY/VCYVCkCQJqVQKZ/k82Oxy4pVCCbvyRRTE1YhHQ3YbLgn5ca7fC9vKWD82Ntbz6D06FEVheHgYDocDmUxGW1dE7Tgz2n8CGd2xo1qtolKpQFEU0DQNj8cDt9vdN+u8I7HZbIYjwhXOESyVD0E2+XCbBoW3OLVIJW63uy9E71YgFApBEATkcjm8a7MLQ24G907XcCgvHvP3Ix4tuu3bxrW1gtvttlTasXbQhSXJZBKFQgEODrhy4mgRidfrxdDQEBH3dBCGYTA0NIRIJIJarQZJkkDTNJxOZ99G+tYFPhLlQpGZRECe62h9Chjkme1G3e3u1XSHjmw2C+e7r0D9N88DYmejIzreej7ogNe0tJpOp9NwQKhe9HYE7u/sHlH2BlA//XwA/bEuJBCsSDweBwCMj584td7o6OhR1xAIBALh1MbaJ7Ur3Hjjjbjxxht73Yy+gqZpjI6OYmZmBlGnDZ/bMYQfTiVREtdnWD/T78R/2BIGvRKm3goeWM0b3XK5DJ7noSgKGIaB2+2Gy+XqO8OflQ4FOwnDMNi0aZPmtZPPwwYZb5l04S2TRxuNOI7DwMAABgYGLPM+9fbH43EUCgWEvRzef2EQ778wiIakibT0aBs6oVAIw8PDlrgHl8uFzZs3Y35+HgEHcOPZPnzkdAXPxHhMF0QIsgoHQ2NrkMUVow44Wa1f6tGz+sHbxuPxGIfars9/CJW/+47mTt4JKAquz30IFMOA4zjTUgUMDg5iYWEB6tlnQDn3LNCvdS58tbJ5AsoVWvQbs7413TOrXq9D/ugHQP3zt0FJnTF8qQCk338fYLcZ0Vr6Cbfbje3bt6NarSKXy6FWqxkHWTabDaFQCD6fr2/mCIqiLCcCdDgcRuqSYnYQTncVdmf74dQVhUImMQJV1d5VJBIxobXmQVEUBgcHEYvFMHjDJcg98AqKT+/vTF0sg83/8+MAtOdtVqoA/XCS53ls/vLHse+jX4W6znXsWglddz6CV2upCs1c6wYCAaTTaYgA8Mn3Q/36j0B1YE5SJ0aAd74VgDaWW2XMCAQCSKVSsAO42juC+0udE2m5aBZv9WhpQvx+vyljEU3TGBgYQCqVwvn2MKbFAvJK51KNnW0bQITV1sRmRVfR34EsA6nlIEbGsqaUeywUhUJyWTu8MUso1w0ikQhYlkUikYCbZXDVYBBvGQigLMloKArsDA1vU39iGAZjY2M9S390PHRBVzAYRKVSQalUMqLqcRwHv9/fN/tkiqLg8XgsI6Ayi2g0ikqlgiBjx6WOITzLmxvZ7EJHBIOM9t1ZOW2S1dAFcjRNI5PJ4JyIHedE7FgsSXg6VkeurkAF4LXRuHTYjtObokb7fD6MjY1ZZt41A4ZhMDIygmg0ikKhYOxP9LSLgUCg76MV9RO6wPFUQJ+LisUilrkL4JETYNG5dVWKOxci7TY1En0oFEIumwUzNAD3h69F9d8fNKXcY0EFPHB/+t0AzFvb6nvEpaUl8DsvAH9gNxwz+9ou91ioAIrv/H2AsxlpGgkEwvrRHNxxUjtL89+LxWJH20QgEAgEa2CtUxiCqTidTkxMTGBhYQGjLhv+0xkjuGcxh5dz1ZP6ijkYGu8ZDeKysGa4tNvtmJyctJRBkKZp+P1+sknoM/Q87ZFIBMViEYVCAY1GwxBp2e12BINBeL1eS/U3HZqmMTY2hnA4bKRYk2UZNnbVqMeyLILBIEKhkOW8q1wuF7Zu3YpMJoNCoQAnB1y7yYVrj/Fb3UNpcHCwb4x4FEUZ4kZ2+wTsN1wF4Z4nO1KX7V2XgT1zCwBzUzR4vV4jNY30wfeCm5oFVa2aUnYzKsdB+uiHAFoTcJpl9NLfwfTUFNShKOTr3gH2vodMKftIlAvOhXr2GQCAkZGRvjSun6qHWFYiHA6jVCpBEASklsYRGV+A3cFvuDxFoZCOjaHBa4doo6Ojlux7zaklN/33j2LvB/8P5FLN9HpGPncdXKdp3mJmjoXGWDI9Ddf2EYz+ye9g6Rv3mlJ2M9ygDxP/74cAaAd1Zok1gVXB/dzcHLB9M3DNlcDD5obzVx124FMfBBjaELRZBT0F0tLSEk5z+HFYKOKwUOpIXdd4R+CkWcMRwCwGBwdRLBYhCAKudo7jV9UpdCIGjp+24RKHFgEiFAqZlnaj+R1Uym6USzV4fe2LHI9FJu2H2OCMb7ef0AW1hUIB2WwWoijCx7WaShwOh5FK2Ypjvg5FUfB6vZYTIBG0PhSJRJBMJnGeI4yMXMchsWBK2Vs4Py60a2LjcDjcNwI7q0BRFIaGhuByuZDJZFCr1TDuY/Ex37G/o36JGt0ODMMYDlcEglkMDQ2hUqlAlh1IcBdhTHwGnfiCavQgssxpAMyNRG+32xGORJBKpeB8/9sgvLAX0tSSKWUfifdz7wftdZu+ttVTqlcqFZTe+SHYfvxV0Lz5e8T62ZeisVmL8GrV/TKB0A8IgiaEPFlkxua/69cQCAQC4dSGCHxOcbxeLyYnJ7G0tAQXgI9uDuOa4QCeT5dxuMxjud4wjNROhsaoy4Zzg25cEHLDzmiLb7fbjfHxcct55RP6G5qmEQwGTQkz2wvsdrshVBIEAbKsRRVgGAYOh8PShj6bzdbilVcsFiGKohE5hOM4Izw+wzC9bu66cblcGBgYQDabheOj10GOZyC9ZK5XEnvudjg/9bsAtEMhM8UZFEVhZGQE1WoVstcD6Q8/CfY7PwLVaJhWh0rTkD79USAyCIqiMDY2ZmqfdTgchuFLufbtkJNpMC/tNq18AFA2TUD+8PsBgIg9CSdETzE4MzMDSQKSCxMIRlLw+AtYb7dvCHZkE8NoCKviHrMi1piNPpZMTU3BFg1gx7f/GAc/9x0oNfOMPYPvuxQjn7sOQGcOFJ1OJyIrY8nwH74TQiyL9J3PmVY+43Nhx3f/BFzQY3ism43H49G8fXM54APXQ63UQD3/iillq3Yb8Pn/AIxEQQGmj+Vm4Pf7USqVUCqV8C7vKMqyiGXJXIHJle4ottk1YdbIyIipe5bmqKgR1oW3O8fxaN3cSEQOisHvuDaDo7Q1mNmRN5rfwXJiACyXgtNp3poCAIoFNwo57R1Eo9G+TNvCsiwGBwcxMDBgpENpjqpn9fU9oT8YHBxEpVJBtVrFO1zjYOo09jfaS9+4gwvgHa5x0BQFl8tlKaFnv6ELfXmeRy6X0/ZjR+zzdREmGQ8IhPXDcZwhPC6xk0irRUQkcyMWC5QXC7argA5FotedR3ieh+//+TQKf/MdKElz0/C6PvYu2C89C4D5a1tdiH348GEoHj/y7/9DBO/4HmjRvD2iMHkaStd8AIDmdEJExwTCxtHt8utZd5A1CoFAILw5IIqNNwEejwfbtm1DIpFAsVhE2MHhhnEtUoOkqKjJCmgAHq71IF+PtHIqeyURCO2i50HvR05lr7xoNIparYZ6vQ73X34ctW/eBvH5PaaUzV5wOtx/+QlQLAuHw4FoNGpKuS11sCzGxsYwPz8PddMEpM9/BuwPfgyqvvGoIzoqx0L69MegnrkTADA8PNyRg7hwOIxqtaoZxj+mRZdgXnjZlLKVrZsh/eGnALsNNpsNw8PDppRLOHWx2WzYsmUL5ubm0Gg0kEsOo1b2IjCYhs3Bn1ToI0sMyoUgirkBQNUE0KOjo5YXqdpsNoyNjWFhYQGeczfjtB/8KQ7/xx9AylXaLjv6ibdh4r9ohluPx9OxNGXhcBj1eh3lchmb/vtHQbsdSP7ksbbLtQ0Fsf3bfwzX9hFQFNVRMfvQ0BAEQUC1WgU+9QGoAS/wmyfbStelhgLAH3wE2DwOABgbHz+pV18v0IVmPM8DjQY+ENiEu4vziInmeApf5Y7iIrd2mB0KhToi9nS5XIhGo0gmk9hh0775x+uLpkTycVMc3uPejABjB03TGB8fN93DufkdNBoNxBYiGBlPw+Uy5yCnkPcgtaw9F4/H0/frSoqiLCvcJPQ/FEVhcnISc3NzqNVquNo1hnHWg6fqMdTV9aWhtFMMrnKOGOOS0+nE5OQkiZJgAg6HoyOiXwKBoAmPq9Uq8vk80tw5ACiEpT2mRPLhKT/m7VdDppxGSk2z7dn6vmFmZgYI+RD48udQ/B//BjmWNqV89yeuh+uDVwPo3NqW4zhjjyiOTCL/+59D4Jc/AlNvf4/Ibz8bhXf/B4DR7GXEVkMgtIe+LzlZVB6eX7UX96OzBYFAIBDWD9n5v0lgWRbj4+PYvn07BgYGjLRBLE3BxzEt4h6n04mRkRGcdtppCIVCRNxDIBD6DpqmsWnTJs3bmmXh/stPwPkHvwfY2wjNbOPg+NR74P7rT4GycbDb7di0aVPHohx5vV6MjY0BANTNkxD/+s+hnLa9rTKViTGIX/ozQ9wzNDRkWmquI9EPMFwuF0DTkD/6QUgf/xBU58YPoFWGgfQ710L6k88CDjs4jsOmTZtIhDnCmrDZbNi6dSsCgQAAgK95sLywGcvzm1HMDqBedUMSWSgKDVmmIdQdKBcCSMdHsTS9HcVsGFBp2O12bNmyxfLiHh2fz2eMJZ6zN+GsX/5XhK47f8PlcRE/tn/rjw1xj9vtxsTERMfWi7oRXY+UNvGf3ocd3/k8bEMbf/6D778MZ975X1rEPZ1Mk6dHkTLqeO87gf/0x1CH1h9lQaUoqFddAvzdf1wV94yNWTqKGcuy2LRpEziOg51m8KHAZlzhjoBp4yjHz9jwocBmQ9wTCAQ6eoAQDoeNqBg7bEG837MdIbo9QdU2LoDf92xHkNEiw0xMTJiWmutImt+BotBYmo8gm/ahDY0ZZIlGIjaA1HIIANXxsYBAOFXQ9yl6SshttgA+6j0NFzuicFMnT+/spFhcaI/gY94dhrjH6/V2dF9CIBAIZqELj/W1a5o7Gwu2t0OkNr4GUgFkmR2YsV8HiXKBYRhs2rSpY4fcui2IpmkwgwEE//E/wnHdZVh3eNgm6HAA/v/+h4a4x+/3d3Rt6/P5MD6u7SXE4Ulkbvxr8DvO2XB5it2B4rs+jMJ7bwRWnOHIvEQgtI9uQ6hWqyf8XfPf+8VWRSAQCIT2ICdibzLsdjuGh4cxPDwMSZLA8zxkWQZFUWBXFuDE44tAIJwKMAyDzZs3Y2FhAdVqFfZ3XQ72vNPA//w3EF/YC8hr9JJlaHAXnQHHR68DM6Id7rlcLkxMTHRcWBIIBEDTNJaWlqAEA5A+/xnQu14G88iToFJr9xBTA37Ib78SylVXADQNiqIwPDzcMXGPjn6Asbi4iHK5DOXiC6Ds2Abm/odA734dlCitrf0UBXXnDsi/ex3UES11icPhwOTkpCFYJRDWgu7J6ff7kUqlUK/X0RAcaAgnP6hnWRahUAiDg4N9t1YKBAJgGAZLS0tA0IOt/3QjBt57CZI/fRylFw5hLaf8XMSP8AcvR/QTbwPrcxnljoyMdPx50DSNiYkJJBIJ5PN5+K/cibPu+n+Q/PmTSN/+LBrL+ZMXwtAIXHUGop98O3wXa2JJXQDfjWgd+j0kk0lks1lNnPM3fwb1tf3Aky8Ah2ZPKHdRnQ7g0vOAt14CDGnRkjiOw+joaEfFSWahR9Gan58Hz/O41B3BVrsPz1VTmBZKWKvOxEkxONsZwiXuMDhK63eDg4OIRqMdF5ZEo1EwDIPl5WWEGSc+6NmG14QM9jYyqKlrm88AIMw4cYE9gs2cdrDFMAwmJiY63g+PfAfZTACVsgsDkQLc7pNHMtNRFArloguZdACyrB3a6ELCfhsbCYReoUfsKpVKiMfjcAK42BHFhfYIElIVKbmOtFwHvzK2OCgGg4wTYcaJEdYDZuWDpWkaw8PDCAQCRFxHIBD6Bj1NOMMwyOVyqDAjmKLfjbC4B0F5BgzENZWjAqjRYaTYc1BjtMjKHMdhcnKy45EtnU6nsa4SAXg/937YLz8b1Vt/C+nA3JrLodxOOK69GK4PXwvaqQmSBgYGMDQ01PFx3e/3G/Ym2eVB4YZPwz79BlwvPQHb0vSapPiKzYH6mRehevHVULwBAJogYXx8nIh7CAQTmJiYAADEYrET/q757yQKIYFAILw5IAKfNzEsy/bFgQCBQCBsFN1zK5fLYXl5GUwkBPcXPwalUEbjsZcg7ZmCPBuDWjsi9ZXTDnbzKNgzt8D2jotBh7RDOIqiEI1GMTAw0DUjus/nw7Zt2xCLxVCtVqFcciGUSy4EdWgK9Euvgl5YAlLpllQvKkUBAyEo46NQzj8H6pmnAyuHbk6nE6Ojo11L5aIfahcKBSQSCSh+H+SPfQjye98NetfLoA8+UrvGAAEAAElEQVQeBrUYA1Wrt1yn2mxQx0agbt0M+bKLgNCqB0okEkE4HCYHGYQN4/V64fV6Ua/XUSgUUKvVwPM81COELhzHwel0wufzwefz9fXhtdfrxfbt2xGPx1EqlRC46gwErjoD/FwK+cf2oLZvEdX9SxCzJUBWQDttcG4dhvvMcXjO34LAW88ExWpGWpZlMTIyYkQf6AY0TWN0dBQ+n08zXnkcGPmjd2H4s9ei+OwBVHbPoLpvEfXpBJS6CIqhwA364No5DvcZ4whcfTbsw6vjiB7xpZuGZ/0g1u/3Y2lpCY1GA7jgLO2/YhnqYhxYiAOFkiZCtduAoTAwMQqMDgHc6tYtGAxiaGiorwznHMdh69atSKfTSKVSGGQduME/gbIs4g0+j5hYQ0qsgz8iTU2AsSHCOrHF7sV2uw/sirCnFwKnwcFBuN1uLC0tQRAEXOCI4Dx7GLNSETNiEWm5jpLSaLmGBoUQ7UCUdeE0LogIu+qhrntndysSHcdx2LJlC9LpNNLpNATBhvhiBBwnwReowOXiYXeIoOnWsVCWaPC8DdWqA6WCB4qivQOGYYw+TeZkAmF9UBQFv98Pt9uNXC6HXC4HSZIwynkwyp14XGNZFsFgEKFQiIjdCQRCX6JH8vF6vYjFYpAkIGm7ECn1XATkWXjlGBxKDhxabTUKaPBUEHV6EHl2KwQ6YPwtFAoZguxu4HA4sG3bNiwvLyOfz8N2zjbYztkGaS4B/pEXIR6chzSXAKTWtS0d9ILdNgbbxWfAcdV5oFYiTXMcZzyTbnHkHlHYeiaErWeCyS7DcWgPuNQSuOQS6EpRcwphWUihKMToGBojmyGcdg5UThMm0TSNoaEhBINBsi4kEExi504tAnsqlUK1Wj2uU8jMzIzx79NPP70rbSMQCARCbyECHwKBQCCc0lAUhYGBAXg8HqRSKZRKJdABLxzvvxp4vxb+WE7loFY1wxHlsoOJDhxVjs/nQzQa7UkuY5vNhk2bNqFQKCCTyUAQBKg7tkHesQ0yAAgCqFwBkCSAYaAG/YDT2VIGx3EYGBjoqjhJh6IoBINBeDweJJNJFItFqG4XlKuvgnL1VdqPcnlQ9TqgqlDtdmAgZIiSdLxeLyKRCJxH3BuBsFGcTqfRnxRFgSiKUFXViGzYT+KJtcCyLCYmJlAul5HNZlGpVODYFMHwZ65Z8/WhUAgDAwM9eza6EVo/DBUhGmKltV6vzwm9wuVyYfv27SiVSsjlclo4bb8X8J8GnHXaca+jado40O3FXGQGFEUhEonA5/MZc7KX4XCZO2L8piqLEFUFFEXBQTGw0619jWEYI5pWL/qh0+nE1q1bkclkjAP5rVwAW7kAAEBQZVQVEQpUsKDhpTkwFH1UGeFwuKsiOR2aphGNRuHz+ZBMJlGpVCCKLLLpALIAABUcJxkiH1mmIUmtZgOKohAIBBCJRIi4gEBoE5ZlDfF6pVJBtVoFz/PgeR6KokBVVTAMA7vdDqfTCZfLBa/XSw5PCQTCKYG+tk+lUsjn81AUFnl2O/LsSsRNtQ5G5UFBhQIGDcoLHLGucrlciEQiPVnfMwyD0dFRI0JsrVYDu2kYnj94LwBAFSXIyRzUhgiKpkD7vaCDrQIemqYRCoUQDod7srbVo5rqe8RqtQp5YAjVy4fWdL2+RxkYGIDNZutwawmENxeXXHIJAEBVVTz//PO45ppj226effZZAMDQ0BC2bNnStfYRCAQCoXcQgQ+BQCAQ3hTY7XaMj49DkiTkcjmUSiXwvCbqYSLHTlVlt9vh8/ks4R2ri2QCgQCq1SpyuRxqtRokSQLsdqjD0aOuYRgGLpcLwWDQEgcBHMdhbGwMQ0NDKBQKKBQKmlhJVYFQECqOzhNtt9vh9XoRCoWIsYjQUWia7lvRxHrRIxgJgtASwUg+RupCh8MBh8MBr9cLn8/X83EE0Ma2cDiMwcFBlMtllMtl4zD0yChMLMsaQq5AIGCZcUSP3OD3+yEIgvEO6vU6ZFmGqqqgadqIIuV0OuF2u/s6ilQzDocDExMTEEURuVwO5XLZmA/czNHzLcMwxju0QjQtmqaNA/lSqYR8Pm+8OzvFwH6MwxmO4+B2uxEKheByuY5RandxOp3YtGkTGo1GyzsAKIji0e+Aoig4HA74/X4Eg8FTTgBJIPQaiqKM+ZlAIBDeTOgRAaPRqGEnqNfrUFUVEuWERB3t4GOz2eDxeBAKhboWnfhEeDweeDwe8DxvrKtEUQTFsWDHIkf9nqIoY22rp2bvJRRFGVFreZ5v2SMqinLU7/U9isfjsUT7CYRTlauvvhp+vx/FYhE//elPjynwKRaLuPvuuwEAN9xwQ7ebSCAQCIQeQQQ+BAKBQHhToXvJRiIRKIoCnuchCIJhtNAP+R0OhyWNFBRFGcYjVVUhSRLq9TokSTIij+gHoRzHWeIw/khYlsXg4CAGBwehKAoEQWgxHNE0DZvNBqfTacl3QCCcKtjtdkSjmjhQVVWIomhEC9DFJVb+BpsN0YAWhUkfCwHtsKBbqY/awW63v2nEZUfCcRyi0Sii0agxHzQaDSiKFsGHpmk4HA7LzmfNQi39GzpSpKWLzKzaF202G4aGhjA0NARZlo11kf4d6e/AbrdbejwgEAgEAoHQ3+iRbEKhEFRVNewEuhMCRVGGncCqQmOHw4GRkREAgCRJ4HkejUbDsNU0r6usuLYFtHsYGtKi96iqikajcZQDglXXtQTCqQbHcfjMZz6Dr3/967jlllvwiU98Au985zuNv6uqii9+8YsolUqgKApf+MIXethaAoFAIHQTshojEAgEwpsWmqbhcrks4Um/ESiKAsdxPY8u1A40TbekSSIQCL1BN5j3M7o4kNCf9Pt8oH9D/dwHGYaB2+2G2+3udVMIBAKBQCC8idEjB1ohOs9GYVm2p2mBzYCiqDetIwKBYBX+23/7b/jZz36GVCqFG264Af/5P/9nXHfddSgUCvjmN7+J3/zmNwCAz33uczj33HN73FoCgUAgdAsi8CEQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCASLEAwGcf/99+P6669HJpPBl7/8ZXz5y19u+c173vMefP3rX+9NAwkEAoHQE0iMbQKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQLAQF154Ifbt24cvfelL2LFjBxwOBzweD6688kr88Ic/xD333EOibREIBMKbDBLBh0AgEAgEAoFAIBAIBAKBQCAQCAQCgUAgECxGOBzGV7/6VXz1q1/tdVMIBAKBYAGIwIdAIBAIBAKBQCAQCAQCgUAgEAgEAoHQlwSv/1avm0AgEAgEAoHQFUiKLgKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCwcKQCD4EAoFAIBAIBAKBQCAQCAQCgUAgEAgEAuGUIhzw4Llv/3XP6iYQCAQCwWyIwIdAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIJxSsAyD4QF/r5tBIBAIBIJpkBRdBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCASChSERfFZ4ceQjvW4CgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFwFCSCD4FAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBYGGIwIdAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQLAwROBDIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCBYGCLwIRAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQLAwR+BAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCBaG7XUDCAQCgUAgEAgEAoFAIBAIBAKBQCAQCISNkH/wzzZ0XfD6b5ncEgKBQCAQCITOQiL4EAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIFoYIfAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAtDUnQRCAQCgUAgEAgEAoFAIBAIBAKBQCAQCIRTCkVWwJf4ntTt8DlAMyTOAoFAIBDMhQh83sRIkoRGowFFUUBRFGiaht1uB02TBQeBQCD0E6qqQpZlqKoKiqLAMAwoiup1s9aFoihQFAWqqoKmaTAM0+smEQgEAqELyLKMarWKer0OnueN/QkAMAwDh8MBh8MBl8sFp9NpyfmN53nUajXjHprnZI7j4HQ64XQ64XK5wHFcr5t7FIqiGO+gXq8f9Q7sdnvLPVjxHRAIBAKBQDg1aDQaLeuqZjtB87rK6XQSGzaBQFgTfInHr/7unp7U/b4vvxeuoKsndRMIBALh1IUIfN5EKIqCUqmEUqmEer0OURSP+g1FUbDb7XC5XAgGg3A6nT1o6YkRRbHFAN1sQLfZbHA4HHA6nXC73ZY8IFZVtWWzKggCVFUFANA0bbTfqgcABMKphCiK4Hm+xWjUfJBl1W9QVVVUKhVUKhVjLNTHEUAby5vHQp/PZ7nDOEmSUCgUUKvVjAPdZliWNYx2fr8fdru9Ry3tDoqioNFoGPMZy7Jg2f5ZpqmqCkmSjDmZpmnYbDbL9btjIcsyeJ43DrX1b0nvgw6HAxzH9cW9EAj9RL1eRy6XQ7FYNMQkR6LP0zo2mw2hUAiBQKDnY6SiKCgWi8jlcqjX68f9XaPRQLVaNf63z+dDKBSC2+3u+bjC8zxyuRwKhcJJ30GxWAQAcByHYDCIUCjU83dAIBAIBALh1EC3WedyOdRqtRP+Vl+TMAxjrElsNls3mrlmdNtvs3Bad8bSbTVWtFkfjyPtTQQCgUAgEAiE3kIscm8CZFlGJpNBLpeDLMtH/0CSAIoCGAaqqhqH3blcDk6nE4ODgz0/HNYPs3O5HMrl8nF/JwiC8XeaphEIBBAKheBwOLrV1OOiHwJks9mWg4ojqVQqxr+9Xi9CoRA8Hg/ZQBFMRVGUFnGIKIrHFMp5PJ5TziNKkiTkcjnk8/ljCh2b0Q+xgsGgJcQ+siwjl8shl8udsO2qqhrvNpfLgWVZBINBDAwM9PwwrlarIZvNolQqtRiJjkSSJJTLZZTLZaRSKXg8HgwMDJwy46E+rxWLRUPseSS6d6LX64Xf77fctyhJEvL5vCG6PXKNoQvNXC4XAoGApUTDa11X6FhJVEAg9DuSJCEej6NUKhn/n1JvoHZgCdX9i+CnlyHXBE3sGPLAdfoYXDvH4dw6hEajgeXlZSSTSUSjUQwMDPRkTiiVSojH45AkafW+kjk0Di2hMbUEOVMCZBmUjQM7Ogjb9jHYto+B9roMhwun04mxsbGeCFhlWUYikUChUDD+P0UQUTsYQ/WNBdQPJ1bfQcAN1+mjcJ2hvQNRFJFKpZBOpxEOhxEOh0+JeZlAsAKKohiiYz0aGHB0JC2rrQlPJRqNBiqVivEemiOHNDtjWWldSyD0O8daV9WqEpLxGpLxGmpVCaoCcDYaAxEHoiNODAw6IEOzd2cyGQSDQQwNDfVcNLMW8bSO0+lEKBSy3F5fVVXUajWUy2VjLGze69vtdmOf7/f7yf6YQCAQCAQCoQeQFdgpTqVSQSwWWz0IliU4Du+BbeEwuOQS2MwyKEVbpCsOJ8TIGMShcfA7zoEUHUe9Xsfi4iK8Xi9GRkZ6csAtCAJisViLBwdVrYCJL4GJx0AX86BkGSpngxyOQB4ehTw8CoXjjIPwUCiEoaGhnm2YjrVZVXIlSDNLkOcSUGs8QFGg/B6wm0fAbBkF7XYah9sOhwOjo6PEiERom0ajgWw2i0KhcGzBH1qFclb2iFovsiwjmUwin8+3CEtEUUF6uY56Vfs+nS4Wg0MO2GyMcYiVSqV6bjA6cjxXFRULsxXE5itYjteQzwiQJBUMS8EftGFo1IWRMTc2bfcBkJBOp5HL5TAyMgK/39/19iuKgmQyiWw2a/x/1YqI6YMlJGOa4a5ek6CqgN3BIDzkxNCIC5u3exEcdBgRi3w+H0ZGRvrWiKSqKnK5HLLZ7FFRi45EFEWIoohSqYTl5WUEg0GEw+GeGy0FQUAqlTqpSKtZaJbNZuFyuRAOh+H1ervY2qOpVCqIx+Otz19VYKtlYK+lQckiQNEQ7T4InmEorL1FVDA4OIhwOGwpIyyB0C8Ui0XE43FjDVI7sIT0L55G7v5XoPAnHhPt44MY/NAVGPy9S8EG3FheXkapVMLo6GjXRDKSJCGRSBie44ogovb4blTufQ7i4aUTX8zQcF52BjzvuQKO87ejXq9jamoKkUgEg4ODXRPJlMtlxGIxY19Sn15G6rankb33RciV4zshAIBtKIjwhy5H+INXgBvwGnPB2NiYJRwqCIR+RRAEwwHhZAfCVnNkOhVQVRXlchm5XK7F4epIeJ43hJFWPZgnEPqJI9dVkqTg0N4CXt2VQWyhesJrnS4GZ10wgPMuGUQgZEc+n0e5XMbo6GhP9puCICAej7dEbQQ0oVImWUejoYCmAK/fhoGwAzRDoV6vIxaLIZFIIBKJ9Ey4rqOqKvL5PHK53AkdUwVBgCAIKBaLWF5ehs/nw+DgILFZEwgEAoFAIHSR/jwdI5wUVVWxvLxsHKRSDQHuXY/Cued5MLVjGyxovg77wmHYFw7DvetRiEPjqF58NYQd56JcLuPw4cMYHx/v2kZJPwRdXl5eTZcxdRD2Xc+BPXwA1IkOFe0ONM49H8LFV0AJRwxDzdjYGFyu7uU8lWUZ8Xjc2KyqQgPCU69CeOh5yDOx419IU+DO3QH79ZeDO/808DyP6elpRCKRU9JLVlVVI3rMqXZvVkFVVWQyGaRSKeN7oqDAyZbhYMuwM3VQUKCChiC7wEse1CUvZBnIZDLIZrM99ZRvlyPFMdWKiNdfyuLgnjwyaR7qEXZ0igIGwg7sOCuAcy8ahMfH9cxgdOR4LjZk7H4hg9dezKCQO/ZhaD4jYO6wJtJye1mcc9EgLrw8DKcLWFxcNA5Eu2WM5nkeCwsLhqAisVTFS8+kcGhfEYp87LE8lajjjd05gAImt3hx4RVhbD3Nj1KphGq1irGxsZ4LRdaLIAhYWlpqSeXiyk3BnZuGvZyAvZoGpYhQKRqiMwjBO4KafwKV8BmQoX2LhUKhZ0ZLVVWRzWaRTCaNcYRpVOHL7IWjHIOjsgy2UQagQmEcENwR8J4RlAdOh+AZQq1Ww/z8PPx+P4aHh7su0lIUBcvLy8jlcvoNwZ07jMDyK3AVZkEr0lHXqAAarjCK0XNRjJ4HhXMinU6jXC6TA20CYR2oqop0Oo1UKgUAEHMVLP7vO5B/6NU1lyEsZhD72j1IfPdBjP7H9yDy8beiVqthZmYGk5OTHV/jNxoNzM3NGXNZ/bk3kPvmnVByJ48CBgCQFdSf2Yv6M3th2zmJ0Jc+DG4sgmQyCZ7nMTY21vE1ViaTwfLyMgBAKtWw+E+/QubuF9Z8fWM5j9i37kf8+w9h9PPXY+gz14DneczMzGBiYgIej6dTTScQTkmOJYBXoaIGARXU0YAEFYANLLxwwgU7FEUxHJl67YBwKtBoNBCLxVoO5VlKgJMrw8lUwNINACpklVvZI3vQUFzGwXwmk8HY2Bg52CYQ1smR66rD+wv47T2LqJaP3pMdi3pNxotPp/DiMymcc+EArv6dUQDA/Pw8hoaGMDg42LG2N3OsPXJ6uY5Xd2Uwc6iEUuFomw3LUYiOuHDW+SHsPCcEzoaeCNeb4XkesVisxVYRX6yuOJTVUcoLUBTAZqcxGHEiOurE5u0+uD0cisUiisWiEdmRiB4JBAKBQCAQOg+lnsj1ugdcc801ePTRR0/4m9NOOw0HDhwwtV76x7eaWt6RKJ/+6IavHRsbAwAsLZ3EK3QFVVURi8UMzyLb/GH4HroNbCm/ofr5bWehdO2HoLi9oACMT0zA5/NtqKy1oqoqkskkMpkMAIDOZ+G8+w5wczPrK4eiIFx6Jfhrrgc4DhRFYWJioisHo5IkYW5uzvB6aLy0D9Xv3QU1v8ZDgBWYLaNwf+H3wU4OAwD8fv+6DwDW24fMvv5I9HRleoqo5igKeuhxn88Hr9drWTGJLMsoFAqo1Wrged7wguY4Dg6HA263Gz6fzxLGVlEUsbCwYGzUOZpHyBFDwJ4ESx/feCIpLArCEHL8CERFO8R2uVwYHx/fUDSvXvXDXC6HeDwOAGgIMp58KI7XXsoeV1hyJDQNnHXBAN5+/SjsDu19dstgpKqqIcgBgIXZMn7zy4XjCntOhNvD4p3vHcf2MwIAtHe5adOmjhtfarUa5ubmoCgKRFHBU7+N45Xn0tjI6mPHmQFce8MY3B6t/42NjSEQCKz5+l6OhcViEUtLS5rRT1Xhj7+E4OLzsPEnn5tl1oHi8PnITb4VCqsZ+wYHBxGNRrs2RiqKgoWFBcOrmePzGJx/HJ7sAdDqsaOB6agAeO8osmNvQTW0HQDAsiw2bdrUNYGMJEmYn583xkFncR5Dh++DrZ49yZWrKDSL3PiVyI6/BaBoUBSFycnJdR9oW21OJrw56XY/TCaTSKfTAIDCE3sx//e3QsofP0rCWvBcuBWbv/JJ2CIB0DSNzZs3d+yAVRRFzMzMQBRFKHwD+W/cidqjr7RVJmVj4f+D34X3994CAPD5fBgfH+/YuN4s7intOoSZv7kFYrLYVpnusyaw5f98Go5xLQLRpk2b4Ha713QtGQsJVqCX/VCPlqzvhWsQsIQMlpGHhGOvrVjQiCKIMQzCDW0NxXEcxsbG1vztEVYpFouIxWJG1CQPl8WAIw43l8eJhuK65EGOH0FBiADQ9lIbdcYiYyHBCnS7HzYaDczOzkIURTQEGQ/ds4j9r23MZq3jC3D4nQ9OYmKzZu/ths1GVVUsLS0ZTp2FnICH7l7E/PTa7b52B4Mr3zGEC6+IANCitE1OTnZ1TM/lckgkElBVFYqiYs/LWex+Po108sSRHRmGwo4zA7jkqigiw9oa3G63Y3JyckMRwM0Yz/IP/tmGrgte/60N10noD2r5Gn71d/f0pO73ffm9cAXNd0Z55JFHcO211+K6667Dgw8+aHr5BAKBQLA2lovg8+qrrwIAQqHQcQ+Qw+FwF1vUfyQSCUPc437hEXiefgAUNq7jckztBRebQ/6DfwQpOobFxcUNHWith1QqZYh7uNd3w3XvXaBOksrkWFCqCsfzT4M7tB/Vj34aSiSKhYWFjrdflmVD3KNKEqrf+yUaj720sbJmYij9l2/C+fHr4XzvW42NYze8fM1GjyKTyWROmB5KEAQUCgVwHIdIJIJAIGCZe5UkCclkEoVC4ZipaWRZNkJ3JxIJBINBRCKRngl9mg0ngIoBxxIirnnQ1IlDvwMAS0sYdC4h5IgjWduEHD+KWq2G2dlZbN68uScp+9ZLs7hnab6C+++YRzG/vrFEUYDXX8pi9nAJv/OBSUxu9RoHZJ00GOliTV3c88yjCTz72DI2OpxXKxJ+9bNZnHvxAN753nEjmsqmTZs69n3xPG+Ie4qFBu748RRyaWHD5R16o4DF2Qo+8MktGBl3Y2lpCTRNd1x02i6FQsEwUnG1LIYO3ANnaXHN1zMSj9Dic/Cm3kDytBtQC21FJpOBoigYHh7u+PioKArm5uaMVJmB+IsIzz8KWhHXdD0FwFmOYXT/bSiFz0Zqy7sgwWmMJZ0W+ciyvCruURWEZ36LYHwX1vvUaEXC4PwT8GQOIn76ByC6BjA/P9/xNQWB0O/k83lD3JO5+wXM/49bAaV9H5PKy9M4eOM3sOP7fwr72CDm5uawbds209cniqJgfn5eE/dUeaT/9t/Q2D/fdrlqQ0LhO3dDThcQ+MP3GOkYh4eHTWh1K3rZAJB7+DXM/OcfQ5VOLM5cC9W9C9j/qa/jtB98Aa5tw5ifn8e2bdv6Pq0rgdBpKpUKFhYWoCgKZCiYRgJLyJz0OgkKYsgihixGMYCtGAZEYG5urmuOTKcKzftElhYw6j4Ej21tAgMnW8Go5xAGHDHEKqeBlz1IpVKQZRlDQ0OWsV0QCFakeV3F1yXcfvM0lmO1tsstFUTccfM03vPhTdhxZgDLy8vgOK5j6cmPFPfsfiGNJx6MQxRPbmtrRuBlPHp/DIf2FfC7H9oEX8Bm2Gm6EYE+m80ikUho/07xeOCueSSW1vY+ZFnF/tfzOLg3j0vfGsXlbx+CAMHY55P1IIHQOfL5PD7/+c/3uhkEAoFA6CGWipk4Pz9vpE3YvXs3lpeXj/nfU0891eOWWpdSqWQ8Q/fzD8P79P1tiXt0mHoFodu/AzYVMzYxxxNotEu5XDYOAWwvvwDXL2/bkLinGSaXhefm74JOJoyIGHrElU4Qi8UMcU/lf/94w+IeA0lG/Sf3ofYzTY1dLBZbwnj3A4IgYGZmBslkErIsQ4UC0Z4F75lHzX8A1cA+1PwHwbsXIdkKUKFCFEXEYjEsLCx09H2tlVKphKmpKeTzeaiqChkSCnQOcTaGeW4W89wsEmwcBToPGTIURUE2m8XU1NRRebi7gS40E0URNCVhk+91DLln1yTuaYamFAy7ZzDp3QMashFKuVNjgFlUq1XDaDt9sIhf3DS1bnFPM+WiiDt+Mo2DezXD7/LyMsrl9UXkWg+FQsEQaz75UBzPPrpxcU8zr72YxQN3LgDQnpE+3pqNoihYXFyEoigoFRu49d8OtSXu0anXJPzipinEF7Vvqjn1mhWpVquGuMdRXMDEy/+2LnFPM5xQwujr/47AkpZOJZfLdXwu0Of8Wq0GqAqGDt2N6Oxv1izuaYYC4E/vwcTrN4MVSsYY1enx3Qg1rsgY2Xc7QhsQ9zTjqC5j4vWbYatqKQ8XFhYs3QcJhF4iiqJxaJB/+DXTxD06jXgOhz73HYi5spEa1+wAtel0emVdLyPz339kirinmfIdT6D4s4cBaIcsZq8ZJUky1kPF5w6aJu4xys+WceiP/xVCPAdFUVaj1REIhGNSr9cNcU8NAnbh4JrEPUcSQxa7cAgV8MZ6RBdjE05MqVQyxkU3m8c2/0trFvc042Cr2OLfjaB95XA8m+3Y3opAOFVIJpMQBAGSqODOn5gj7tGRZRW//sUc5qY0J6l4PN6xvWY6nTbEPU8+FMfDv15at7inmaW5Kv79+4eQy/CGCKrT++RisWis06cPFPGTfz2wZnFPM4oCPPd4Erf+cAp8XYIoin1hMyQQ+pV6vY73vOc9mJqa6nVTCAQCgdBDLCXweeUVLcz54OAgJiYmetya/qPZeGuf3gfPMw+YWj4t8Aj+6kegBC0dke4FaiayLCMWiwEA2KmDcN77S1AmGYjpWg2eW34IqlY1DgA6QbFYNCJuVL9zJ8RXD5lWNn/XY+B/8xyA1U1xP8DzPGZnZ1Gv16FCRcO5jOrA6+B9sxCdaci2ChSuBtlWhuhKou6fQjW0B6JdO7gul8uYnZ3tqcgnn88bQiMJEmLsEg7Y92HJtogcm0GZKaHMlJBl01iyLeCgfR8SbBwKZIiiiNm5WaNfdItEIoFGowEKMia9e+Dm2kvD4LEVMOHbCwoyBEFAMpk0qaXmoyiKMZbEF6u45+ezkKX2xxJFVnHv7fNYmNGEPbFYrCNGi+YD0Td25/DCk+Y+6zdezeH5J7QxPJVKGakEzSSdTkMQBMiyil/+dAalgnkCCLGh4K6fTqNaETt2oGsGzf3QXo5j7PWfgZHbG7cpAOGp38AX19ZMyWSyI+9Pp3lOi07dD396T9tl2utZjL9xC2ix1rJ26QTN7R86fC+8OXPmZFasYXzPv4NplKEoimX74JsNVVUhSRIEQUCj0TBSbhB6gx6JTlEUNFIF08U9Oo1YFgv/3+0AtDWjfthiBvV63TisLf38EQh7Z00ru5nSLQ9BWBEONaeLMYNEIqGtX4tVzP7NLaaKe3TETAmz/+1nALTUnLrDCYFAaKVZAF+DgFcwhTo27oDAo4HdmDJEPouLi+RA9SToTkQA4GILmPC9AYbe+DOjKBXD7sOGyCeVShGhFYFwHKrVquGg8vTDCcQXzf9WFFnFfbfPo1aVOmb7rdfrSKVSAIAXn06aZq+plETcfvMUatXO2zlEUTSezezhEu7++SykNm1m8cUq7vjxNMSG5hjYiXMDAuHNTjwex9ve9jY8++yzvW4KgUAgEHqMpQQ+u3fvBgCcf/75PW5Jf5JKpSBJEii+Bt9vb2/LO/14MOUCvE9o+Urz+bzphotkMqmJOHgernvuNE3co0OXy3De9ysAmteW2YKL5s1j44W9aDzxiqnlA0DtJ/dBXs5CVdWOHoqahSRJRoQGhRJRCxyA4FmCSp9YrKMyDfC+WdR901ChQBAEzM/P9+QAtVwuG0bAKlXBlP0g8mwWKnX8tiiUgiybxmHbIdSpOqACi4uLXTP2lctlI/rLsHsaLs6cSDNuroioewaAFj2kUqmYUq7ZJJNJNBoNiKKC+++Yb9tQ0Ywiq3jgrnkIvGykbDObRCIBRVFQLjXwyH0bzz9+Ip59dBnp5ToAGP3bLARBMA5En3t8GamVesykXpPx23u0SDjlcrmj0ZQ2it4PKVnE8L67QMvtRaPToQBEph6ArZo2DtA7MTZKkmQIzbzpvQikXjWtbFs9h+i0JkQulUqmHsjrNM/Jnsx++FKvm1o+K1YwdPg+AOaLCgjrQ1EU5HI5TE9P48CBAzh8+DAOHTqE/fv3r0ZwInSdarVqrBPmv/wLyOXOvYfCo68j94C27l5eXjZtTNTn+MZUDKVbHzGlzGOiqMj9821QGyIajQby+fVHkjgW9XrdGJsW/vddEDOdE5uXdx1G6ranAWj70n4V2PE8j0QigZmZGUxNTWF2dhbJZJJEaiOYQiqV0gSoULAHs2igfQcWETL2YBbyimOJlZ0wrEA8Hocsy2CoBsa9+9cd3fZYUBQw7J6Cg1l1AunXMZBA6CS64CO+UMVLz6Y6Vk+tKuGRezVbQalUMtUOp++/ASC9XMeTv02YVjagpRp7+NeaDagTdmsdfSysVkTcd/scZNmctXNiqYbHH9T24Pl83rI2QwKhH/nlL3+Jiy66CC+++CIAgKYtdbRLIBAIhC5jqVlAF/hccMEFPW5J/yHLsnGY73nmQTDVzhlvnXteABefAwBTU4NIkmQYs50PPwC61JmDMu6N18Ee3AfA3PYDWkodWZah1nhUv/9LU8s2EERUv3cnAO3gxOqHVrrXsEpJqAcOQuHWl3ZAsudR909BhdriRd0tJElqEffM2WYgUWs3xIp0A7O2KdSpupHqptPGPlVVDcOum8shYDfXayZkT8DFFgDAkgZkWZYNz/FnHk4gnzU/0lWpIOLJh1aNFmZGlxJF0TDiPHZ/DALfGS9cWVbx0N2a0ater5tq9NKffy7D44UnOue1dXhfEVP7tbnCamkLJUkynsPA7GOw1c2NZkArMqIH7gFUbWzshOEsm81qByCNCqIzvzG9fG92PzyZ/QC0Ay+zRUr5fB6yLIOWeESnHuiI8NmTOwxvai8AIJPJ9HUUH0VRkM/nEY/HsbS01PHoUGZRrVZx8OBBxOPxo9qrqiry+Tymp6eNiAmE7qGPgaVdh1B6al/H61v6+j1QZQWSJJki+hQEwRhbizfdD8id7T/SUhqV+58HoI2/Zown+juo7l9C9r42UwavgaVv3geFb0CW5b4TPTYaDczOzmJqagrZbBa1Wg08zxvpTA8ePNjxNM+EUxtRFJHJaKm4ZpFEFebtUepoYBramjuXy/VNpN9uU6vVjPlhxD0FljZPuEdRKkY9B0GtOCfp9jkCgaBRr9cN++VjDyyh09umA3sKRlpvMyMLVioVLXWrquL+O+ehmCSMaebg3gIOvVEAAGPeMJPmsfC3dy+iXjPX5vTqixnMT2vlW9FmSCD0Ix/+8IfxgQ98AIlEAizL4tvf/jbGx8d73SwCgUAg9BBLCny2b9+Of/mXf8HVV1+NyclJ7Ny5Ex/72Mfw8MMP97iF1qVQKEBRFFACD+cbL3a0LgqAa7fmnVkqlUwzchYKBaiqCqpWhe3VzhmgKQD2554CoB0KmXV4paqqsWkUnngFarFzXgrSnmlIM5roxMoh8KvVqmHc5z2LUNiNPWvZVkLDqRks0+k0Gg1zomCsBT0ylgwJi7b5E0btOR4KpWCRm4cCBY1GoyMb9Gbq9brRr4dcs6BMPtWmKGBoJYpPs5HGKuhjCV+X8Oquzj3rPS9nUa2IxgGyWRgHooUGDu0rmFbusYgvVpFYMtfopYsEAGD38xl0+jz95ec0z79qtWqpw4x8Pg9VVcE0qgjEOjMvO8sxuLOHAZgvcNIjogBAML4LjGT+d04BGFx8EoB2kG62Z6Xefv/yq2DF9YlL10NoSQuNzPO85cbDtaCqKlKpFA4cOIBYLIZcLodCoYB0Om1Er+jmvLseKpUK5ubmIMsyGg0Zr72YwS3fPYhv/cMefPef9uLBXy4gGdf6VbFYxMLCQl+IsGRZi8LQD209Hs1i1fRKVJeO15ksoPCEJrgzY0zUxxAxlgb/yuG2y1sLlXu1VLyNRgPVanvjVrMDSOq2p9pt2trqLNWQXYmkZOU9ypHwPI/p6WnjmcdLIn79Rgm37i7gwQNl5FcOvorFYs/TBq8VPWWhJEl9PZacSujfBI8GFmB+5IolZFBbEQ310/fXTfTn4mRL8NnN3yc62Br89qRR16nw7SmKAlEUiUi6h6iqClEU+z79nv79JeO1jqTmOha7X9AcBIvFomlzt34fs4dKSCU6t/fTU6p3wuam30NiqYrD+zsgyFaBp36rOcRZ0WZIIPQju3btAgCcfvrpeOaZZ/Cnf/qnPW4RgUAgEHoN2+sG6KRSKSNKxp/92Z8dJbo4cOAAbr31Vtx44434/ve/D47jetFMy6KLKJz7XwYtdv4QxnH4dZRrZSguL0qlEkKhUNtl6gZo26svg+qw0ZSdmwGdTkIJR1EoFDA0NNR2mTzPG4fLwm+eb7u8kyH85jmwf/IhFItFjIyMgDJbxWEC+uGKxJUh2ds7aGm44+CEAdCKDfl8HtFo1IwmnhBZlg2hQpJdXlfkniNp0AIyTAoReQi5XA6Dg4MdC6Wpb9ZdbBEOtjOH2k62AidTQl32IZfLYXR0tCP1bAT9ne3dnYMods4QKcsq9rycxWVvG0I+n0c4HDalXH0sfO2lDNQu2FF3v5DB8JgbxWIRo6OjbY8l5XIZiqKg0ZCxd3fno+oszFSQTfEYiDhQKBS6MjasBb0f+hK7QaudM8YG4i+hOrgDlUoFoiiatj4ql8uaEVmR4TcxNdeR2GtpOIvzqPsnkc/n4Xa7TSm3Xq8bopTA8sumlHk8HNUkHMVF8P5x5PN5uFyujtZnJnq6T72/ig0FM4eKEAQFo+NuDEQcqFarmJmZwebNm2G323vc4lVEUTQEO+nlOu748TQq5VZP/D0vZ7Hn5SzOv3QQ194wjkqlgmQyacq6rxNUKhWk02lDZEDTNILBIMLhMFjWMtu2NaF7BYuZEgqP7+1avZnbn0XwHeegWq1qEcgYZsNl6QKl6gMvoONu5itIS2nwr03Bce42lEoleDyeDZdVqVSgqirkKm+kL+sG6dufQfj9l6Fer5s6L3UKWZYxPz8PWZZR4mXctCuPfclWwfDde0u4ZMKJT1wYBFbSBm/ZssWS+y9VVZHNZpHNZo20Yna7HQMDAwgGg5Zs85uBZoeAOLLo1IgSQxbbMWKsiXuVukFVVVQqFeTzeYiiCJZlEQgE4PP5etYHmyOLhRydS3UecsRREIbB8zx4nofT6exYXZ2k0WggnU4bzjMA4PV6EQ6H+2atq9tz9P2p0+lEKBSCw+HoddPWhCRJSKVShkMnALjdboTD4bbWB71AVVVjXfXai511eGvm4N4C3vFuCU4Xi3K5jGAw2FZ5zVEid3fQmQwAkvE6EktVDI+5kc/nTRtLmsfCTjrEJZZqSMZriI64TG0/gfBmZXR0FH/xF3+BL3zhC5bfXxEIBAKhO1gmgo8evQcAgsEgbrrpJqRSKfA8jxdffBHve9/7AAA333wz/vIv/7JHrbQm6kp6DgCwzR7oSp2ULMO2OA0ApijxFUUxRF3cgTfaLu9kUAC4lTRdZnkS6JEH5EQG8lLnQ5A2XtTa3/zsrIQkScYGXnQm0XZuFEqF6NC8b/TIGJ2mWCxqByOQkWfaj9CSY7NQoXnTdjIPtX4w6Ld3Lqd5c/ntepibSfP3cLjD0W8AGGGTG42GKR5hkiQZhzEzBzuXarGZ2UNaPaqqmjKW6GNqfKGKhtAdT8/Zw6WWunuNJEmGuMSb7uyc5spNgZa092ZmBBy9LFdxDqzYWQ9Lb+aNljrNQC/LVk2Znh7tWHizB1rq7RcKhYJx4PjK82l85x/34p5b5/CbXy7gR9/Yj9t/PIVaVYQkSVhcXLSUJ3oul4OiKKiWRdx+89RR4p5mdr+QwdOPJIzrrOgBncvlMDc31zKnKoqCbDaL6elpY27oF/TxuLJ7puOprZqp7J6BulJfO3Na83zMvzZtStvWivD6apTEdtCvr+5dgFLvXhSu6r5FyDWhpQ1WJpfLQRRF1EUF//JE5ihxDwAoKvD8fB3/+kwWysre24w0cGajqioWFhawvLzcMmYIgoB4PI5YLGapcfzNRPNeYRnmRf48Er1sWZZ7FtlSVVUsLi5ifn4epVLJ+F4WFxcxNzfXs0gw9bqWMpuCAp+tc4faTrYKO6PN5VbaJ68HQRAwMzNzlN2lXC5jZmamL1Iw8jyPw4cPY3l52Uhtn8vlMDU11RcRrhqNBqanp431rk61WsXc3JypEYS7QXMEovmZztnCjkSWVCNNlxm2Dn2vJzYUwwbRSQ7tK7bUawZ6ejFFUXFwb8G0co/F/te0ftqvYyGBYCWeeuop/MVf/AUR9xAIBALBwDICH5Zl8bu/+7u47LLLsGvXLtx4440Ih8Ow2+246KKL8Mtf/hKf+tSnAAD/+q//ij179vS4xdZBEARj080ll7pWL7tSlxmGW6MMVQGz3DlvqmaYeMyo2wxDp34PeuqsTqOWqpDThZa6rYTeJhUKJJs5BiDRrhlimg9dOom+iS7TJahU+4ZIiZJQpSstZZtN87Nxsp09eNDLbzQaljksNfqdoiIZ7/x3kUnykKX2DxJ1jHFEUpBJdUe4V6tKKBW1gz8z72E51j2hw/JKCh6zxvN20Z8BJYuwV9MdrYsCYC8nWuo1A70sRyVhWpnHQ6/DzLHEaH+5O2sK/R4EQeibFAZ6lAcA2P96Ho/cuwSBb33+c4fLuOunmtiA53nLGGebIyHs3pVBtXJygeVLz6Qg8DIURTEipVmFRqOBeFzrq0vzFdx+8xR+8LV9ePT+JTQELV2X/vd+Qf8Ga/u7tzcBAIVvgJ9LtrRhI+jzoSpKEOc6Pw420zi8ZLShnTnNEPjsWzSlXWtGUVE7sLrPsjLN6RyfmK4iUTrxWLI/KeD1uNY3rHhAnM1mDeHRy8+mcPO3DuAn/3oAe17RxvpCodAXB/M6ulNEP6REOxn6t9CACB6d28eKkFBHbwV26XTacPQ5PFvBQ08k8caK40K1WkUi0d0xVUd/HnamCtqEvf2J0PfJVh8Dj8fS0hIkSUKtKuI3v1rAD/7lDdx1yzRSCW3PFYvFLLP/PxaqqmJ+fh6SJIEXZDz/UhaPPZVCJqt9G/F43PLvJh6PQxRFCLyMR+5dwg++tg+3/3gK8QVtLR6LxfpK/K0/b4GXUch1V3yYbLIVtIu+Pkwv17sSbTm5YlMxc4+pP4dsiofY6OxN6HaaftojEwhWpVdRGQkEAoFgXSwzM1xzzTW499578dxzz2FsbOyYv/nHf/xH0DQNVVVx2223dbmF1kX3zKJqFTDV7kR8AAAuFWupvx30MuhcFlSjOx6mupBIURRTjIb6Pciz3TuAkefiLXVbCX3jq7B1gDLnwF1lBKiU3FJ+J9E3vnXaPKFCnaq3lG02q31BNTwHO4WW/ks9ot7eorejkBM6bqwAtDRduhDHjD6ptz+X5qHI3ROq6LnjzRzP08vdM5rq7Zdl2RLGZr0v2KopUF2w/DkqywDM/Q71shzVZdPKPB72agq6hdSssX21/Z2PqAcA9srqc7LKeHgy9NQRAPDCk8d/TomlGuZntIMqq3gL12o1SJIERVHx+ktr88IXGwreeFU7kLfaAbcuFCjmBdx+0xTmpsooZAW8/GwaD9y1AEDzmm90aY1sBnpba4e7L0yqH2p/faxfKy6lAbG784o4o7VfVdW2Du/0d6A/j25SO2TePrGT6GnEAODJ6bWtm/XfVSoVS6w5dJrFSq88l8aj98eQXq4jGa/jwbsWcGCPNn5bUZh0LGq1Gg4dOoS5uTkcOnTI8ofxJ0Ofb8vo/H3odfQiym9zP3zmxSxuuXMBz7yYxS9+vYQHH9PWSoVCoSeiLf15ONjORw9xMJWWOvuJer1ufG93/3wWr7+URSHXwPSBEm794RT4ugRFUSyzJjwWpVJpJWKMih/dMovfPLKMJ59N47s3TSORXBE3ZDufSnqjCIJgRHy+/455vPJ8GoWsgLnDZdx202GUV5xz+mU8B1bXJOlkHR3LUXgc0svad2jGmkT/ppOJ7jgz6aI6VVVN2wd08x50cRVg/TUhgUAgEAgEQr9hGYHPWohGo9i5cycA4I03Op/GqV/QVfC00F2jFyWseLaqatsRE/R7oLpoAKH41edlhieBXoZa7d570OuyoieEbrRTaBMPo6jV8rphFNSN9iJlnmeUSDVayjYbvVyGkkCbJKw6HjSlgIbW96zSB/V21OvdO3DhVyJemDmO8F1sPwAjaoep98B37x6Epudlhb6ot4GRujMf0OKqwMksunkPtCqDlsWWetvFWBtJ3VlX0LIArKyFrNAH14JuJK6WxZMK8uZWQtBbRWCirwHqVQnV8trXA/p9WulQHlgV/e5/PQ9Jap27D+8rGGN0vxwUamH/te9ALnf/UF6urO5RNoqxrq91/zBCaaqznfHEeAfV7vcbxYR30A30saQiyMjW1jYuzOdX9wVWiiwjy7IxRusRe5rR/79arWb59wIAmUzG6MOKoiCT6VxKpW6g34uIzs8/eh29WI80pyJ7YXer+ODF1/KQZNW0tMDrRX8erIl7++PB0FJLnf2EvibJZwUszbUKHwVeNlIGWVl0p0dLnp2vIJ1ZnVNlWcUrr1o/ZZD+fdSqEqYOtorSJVE1BJtWfgdHon8LjS7aCHQ6Yuvokr2G74Cdw7iHNa572qEhKIbjWj+OhwQCgUAgEAhWpq8EPgDg9/sBdC69TX9DndLVmU+HbqCbz8XC74CiOtu4Tpffr+jPpVtme+sfD/QpZDhfH5a9gS41bOW778S4qHbpHlTLvsN10KfzEkWfvN0007k+1hbrbI7Vmn8kLHv01oymKcu3+0T0pM+YUGdP+3ofv2+Dvuu0a2+vVW+tuc8yzNGNZBn6qN9ZmSPb2S/tJqzCHtEPmT6fz95sHGscAY5+r1ZEHy8Y5uh1FcNadE17DGgaONYy/Vj3RTg++qvuh3d+FH3Y5KM4Fe6BQCAQCAQCwYJYZlfw85//HF/5yldw6623nvB3y8taWN/h4eFuNKsv0HNwKk5XVw/bFYcbgLZJanejxDAMAEB1udtu11pprkuvvx30Miifp+2y1grldbfUbSVYlgUA0LLdvEJVgJZtLeV3Er0Om2ozrUybam8p22yM8UBloaidHeJlhYEKpqXeXqN/Cy5P5/uHjsvFttTdDnoZTlf32g8AjpX6zHiPehmuLt5D8/OyQl/U36PMubpSn16Pmfeul9WNe1BoDiqtjbNmzWfdbD8AyKzT+LcV5+Rj4XA4AAAuN4uR8ROvv7aepgns7XYT5/Q24DgOAOD2cAiE1j5HD6/cZzfWEOvB7dbatfPcIBzO1v5z1gUh2OwMKIqCy9Wd/twuFEUZ3yDj736bGZ/2PbYzJup7G9rrPMkvzYf2rNbZzj0Y78DXn++gG+hjicdOY8S3tnFh2+DqmGOlsYRhGGNcv+DycOsfKeD8ywYBaONNPxxyRiIR4/1wHIdwOHySK6yNvjawofN9Rq+jF+sRm81mvLe3XjbYcq571aWDYGhtfnA6uz+26s9DMnFvfzwkhWups5/Q1yS+gA3bdvpb/ub1c9h2hr/ld1ZEb9vmSTcmx1fnQIeDwSUXhAAAHk/37HbrRV/vOZwszjgv1PI3p4vBznODAKz9Do5EXw84umznAAC7wzybVbftTa4O2Dm6eQ8OJwOa1gV3/TceEggEAoFAIFgZy1ikvve97+GJJ57Atm3b8NGPfvSYv5mamsLMzAwA4Kqrrupm8yyNbshTHS7IviDYUndyYUuR0Zb620E/MFKCISgOJ2i+86Fm5eERANomw4yNhsPhQK1WA7t5pO2y1gq7WXsHVjlwa0bvF7TsBFQaoNoPx0rLTlArgpJuGAWdTid4nodTMe9gRC+rU+1f/R4p8JIbLq7ckXoAgJdXjWJmjANmoH8LgaAddgdjhGPuFCxHYSCi3buZY+HAoAMsSx2VqqVTREe0/mjGPTgcDlQqFUSGXdj3WnfmI739LMta4rBNf46COwKFZkArne2HvHe4pV4zcDgcqFar4N1D8GX2mVbuseDdUcO10qz5zOFwgOd58J4hU8o7GYJHewcURcFm6/zBkRnY7Xa4XC7UajVc8Y4h3PmTaRwra8uWHT5DABQKhY7+QQ9wOp3gOA6iKOLciwfxxG/iJ73G4WRw+tnagUggEOhwC9dHMBhEOp2G28PhE3+8A7ueTqGYF7D1ND/Ov0w71Pb7/ZYY39aK3W5HvV6H67RRFB/f29W6XaePGW3YKPp4yo6GQdk5qELnU7ro2LZp63uapo2D8o1gt9shiiJcp48ie49ZrVsbZryDbuBwOGC32yEIAt661Y1bdxdPes3bt64cfvt8ljusGhgYQCwWwxnnhsBxNPa8nAXNUDj/0jAmt3qN3/QDdrsd27dvhyiKsNlsfSFKOhH6mOJF5/ewPrha6uwmFEVhcHAQiUQC550ZwHDUgdmFKsaGXRgb1u49FAr15NvRn0dd6rywg5e8LXX2E3a7HR6PB5VKBe/5/U146dkUFmbKGAg7cMlbo7DZNPuZ1dZSzXg8HmMv8KmPbsLBw2XU6hJ27vDB5WJBUZSlx0KO4+D3+1EsFvGu945jMOLEzKEiAiE7LrkqCqeLBU3TCAaDvW7qmtHXA4NRBygKx9xzdIroiKulDe3gcDhQLBYRHe6OeDqy0naKokzdJwOrz6WTDI2utr9f9sgEAoFAIBAI/YJlXOre9773AdBEPHfcccdRf1dVFV/60pcAaAaBj3zkI91snqWx2WyGkl+KjnWtXnGlLjOECs2GD3lktO3y1oI8stp+MwyG+j0wW7rzDqiQD3RQMxz1wgPuZOjPlQIFVjDH8MDy2sGizWbryiGX7jnlVXyg1faNkJxig0t1tZRtNgzDGBvnuuTrSB069RXDpd1ut4yHtsPhML5n3ZjQSSJDLsMjyQwDrv4t0wyF8FB3vmuPj4Pbox0gmnkP0dHujUu6ccoqY6HRDpqB4O6swESlaAgrIhYz718vi/d2fk7mvZow1m63m3bgY7Tf0x3RrS6ystJ4uBYGB7WIDpu3+/B7H9uMwMCq4ZhhKZxz0QDe+9FNADQvYat8Y80HM+dcNIDgwMkN3ldeMwyOo8EwjJHy1ypwHIfx8XFQFIVQ2IHr3z+Bj3x2Oy66MgKGoeB0OvsueqneV1w7x7taL+1xwDERbmnDRtDnQ4qhwW3pnngfAGzbxow2tLNH0e/ffUZ33wHF0nDtGGlpg1WhKMoQLr5ls7slOs+xuHTCidOjWt+wiuCxmUAgYBz4bj8jgA98cive9/EthrgnHA7D6/X2sonrgqZp2O32vhf3AKvfAgcWLnRO+GYHBzu4ljq7TSgUMubo6KADl10wYIh7/H4/otFoT9qlPw9BdkNWOicwUtXVfbLVx8DjMTo6qkVjstG4/O1D+Mhnt+PaG8bh82u2x4mJCUuvdymKwsTExMq6nMLO03y48LwQXCvCmPHxccsLUEdGRuBwOMCwNC5+SwQf+ex2XPe+CQQHtDFxfHy8r4Tf+rdgszEIhbsrfNOdgcy0XYejDiPdWycZHl0VbJo1F+rPYSDsMKIbdYqhsVVxlZXHDAKBQCAQCIR+xDKrq8997nPYunUrAOAP/uAP8MMf/hC1Wg2AJvp5//vfj3vu0VwPv/3tb1s6nGq3oShq9SBr65ldqVPhbGhMbANgziapOUyzuPOstss7GSpFobFTe1ZmCS30cphwAMy2zot8bJefo9XHMJY0TjQfoNnqEbSdP06hwfHaQWS3PJX8fj9omgYNGiG5fQ+vAXkQFChwHNfRMUwvuyBEO+YZpapa+c31WYHmseT0czrfT3au1OFwOExL0aV/z9vPCLRd3lrYvhJ6XT9EaRf9+Y+Ou+Fyd97oSFHAttP9LXX3muY0GeXo2R2tqzJ4GlRGO5A0Uzioh3yv+yYg2jsnhlABlMLaMzKz/XpZomsAfKdFVgDKg+auKbqFz+dDJBIBoI05f/SXZ+A/fH4HPvyZbfiT/3wWrnvfBDibJhwdH++uSOBkBINBsCwLh5PFhz+7DZHjiCJphsLbrhvBBSuRcAYHBy1pYPb5fNi6dSsCgYAxn9jtdgwNDWHz5s2WixRyMvTx2HP+ZlD2jUehWS++S3YY/25HtNo8Hzsu3HGSX5uL/YLtANqf05oFPkwXU415zt8C2t5bgcF6CAaDsNvt4BgKf37VAN6y2QXuiCHCxVF4904vbrxEW/d5vV5LpkahKAojIyMYHx+Hy+UyUml7PB5MTk72TFhB0IScekSuYXROHKaXzbJsz2wEFEVheHgY27Ztw8DAAHw+H0KhELZs2YKxsbGeCbacTufK/E+h2Ih0rJ6a5ENDWRl/LThOrAWO47B161ZEIhHDeYhhGIRCIWzdurUv7stms2Hbtm0YHx9HIBCAz+dDNBrFjh074PN11hHKDBiGwZYtWzA0NGR8ywzDIBgMYuvWrX0l1gS0PqULkjZv617bORttRCI1Y02iz60MS3fFXnPa2QGjXrNwOBzGXuiM8zpoM6OAM1dSzPXDmEEgEAgEAoHQb1hG7u90OvHAAw/g+uuvx8zMDP7wD/8Qf/zHfwyv14tiUQuVzXEcvva1rx03hdebmUAgoKXSOO08KI/fA5qvdbQ+/vQLoNo1A4lZm+NgMIh6vY7GuRfA+fADoATBlHKPhbT9NKgBbaNhVmhhh8MBp9OJer0Ox3WXozp1uynlHhOKguO6ywBo7beqV+PAwAAKhQIYyQ2uHoXoSm64LHt1HLTKdTUUMU3TCIVCyGQyiEhRlOgCGnRjQ2U5FRcGZE2gNDAw0NF3FgwGkcvlwMse1CUfXFzJ9Dpqkh+CbK2ULTrBYBC1Wg07zw7i8QdiHUvTxdlonHl+yKjTLAKBAJLJJM6+MIRnHk1A7nCarvMuHTTqNaNfejyeFeOdhLMvGsALT2z8u18LW07zwRfQDM9WChUfDAaRSCRQGjoXg7OPgJY7k96lMHIxAE0cYKYXp8fjMVIgFaIXILzwmGllN8N7Roz0VmaOJQ6HwwjNXxi+EENT95lW9pHUfWMQPNqhqdXGw7UQiUTAcRzS6TQajQaGx1YNsBRFwe/3Y2hoyHJewgzDYHJyErOzs/D5bfj0n52O2UMlvP5yFsW8AJalsWm7F+dcNAiPVztUDQQCRtQiK+JwODA21r1onJ3E6/WCoiiwfjeC7zoPuV+/2JV6wx++EoA2JrYr5PL5fFrqtOsvRennjwBy++lmTwa3fQz20yYAoO1IUx6PR3sGDhsGf+8SJG95wowmnpTIh98CQDvMsdq4cSxomsbk5CTm5uYANPDJi4J4/9l+vBqvo9ZQEHAyOG/EARur9SeXy9VTkcLJ0Mdtq0Uqe7OjR4tKJpMYRgizWIbStgfMEXWAwghW9ya97qMOh8NS0edomkYgEEDu/2fvvsMkuep74X8rdVd1jtOT0+5qk4RyDkhCEQRGgJAAg7kE6xKvA8bhvVzbOPu+mBcbY2OwjUVGGCMwWEJYIJSFclxtmtiTO6fq6grvH7VV27NxZrq6u2b1+zwPz7MauqtOd50+deqc3/mdbBZZuR9R7zza8RVlZTODmc/n25RbdFk4jkNPT48dCL4Zbfb2kGVZJBIJV/dd1yMcDiOTyeDMCxJ44pHl1hcBrsHus2LweDmwLOvIwjSO4xAKhVAoFHDWBQnsea59W5IPjQWQ6Dm8taFTrDHVTCaDsy9I4ulHVxw7drOR8SBiCfdmPSSEEEII2exctXx127ZteOaZZ/CXf/mXOP/88+Hz+SDLMkZHR/GBD3wATz31FD7ykY90u5iuFA6HzZW9vIDqmZe09VwGw6J6zmWrz+sAK1sKPF7Uz7/YkWMei8EwkC+9EoA5+eDkPsDWQ4vn0jPBptr3ACNceDq4/uSqc7qRJEl2em5vZQCcsrEHal6OwyObn7fTk4zWqjUWLIYbo+A2sFWXYAgYUkbAgFn1nbSLJEn2Cp+FyrjjWXwMg8FCxcy45vf7XZdBymqXBA+LCy5v34DkuRcn4RU5e7DYKdaAvM8v2Cue2mXstJA9aORUvWwOwjvrggSEI5fBO+z8S81r7HR73qpIJAKWZaHzXmSHL2/LOSqxrahFRwE4fy9o3rYk33ceGh7nV7oaAJZHrwZgtltOZnpoLn+x5wwoYsSxYzczAGSGzOu7mSdyotEotm3bhtHRUaRSKSSTSfT392P79u0YHBx07SS9JEkYHx+370Njp5lbjb3nwzvwzl8/DZdc1WcH9yQSCQwMDHR9wvPVgud5e0Kt59bLOnJO70gPQhdtB+BMm2gdg0+EIV3cmSypgZvMZ6DmvtxGNd+Pe95+GcC2v+4LyRAiV5tZRt38jHIkj8eD8fFxO9g54GVx2Zgf120P4oJhHzw8a0+0jo6ObrqMWsQdrD6+BzzG4Xx2wVH0QITZF95Mv79Osr6XuuZHru78Nag0Qigq5rhFu5/5CdlsrN9fLCFidEsHsvgwqxczOXXvtj7H0GgAw+NtymbNAJdcZbZR7Rhzsz5DvEfEa85zvq1iWeCK68xgRzeOGRJCCCGEnApcFeADmBN0v/u7v4vHH38cpVIJsixjYmICX/rSl3D66e3fummzsjKNAED5omugRpNtO1fl/CuhJsyVWE4OWlgpfwFAvvIaaIn2TMwr510EbWQMABxfCRMOhyEIAhiPAP+Hb0E7loQxQR/8H/gVAObKYrc/KKVSKXi9XjBgIRW2ga+vI9OJAQjVFMTSKABzJXKnsvdYWJa1V+mKhoQxZSu8+toncCXdh7H6Vnhg7lffqcnF3l5zMKCmhbAiO7utynJtCLIWWHUeN2FZ1m6bLrg8Ze+57qREj2gPuMRiMUcnenietwOGXnt9P/zB9kyse7wsrn2TWTcCgYCjbUksFgPDMAiFPbj8uvat3H3NeXEMjZmDg25b2chxnF2m7PAlkIP9jh5f47xY3H4TAPP6tSPtdSwWA8/z0HkvFra+wfFFlvnec1ELjwJAW7YNiUQiEAQBBidgYdsb27JItJg6E9WYuWVpMtm+vlcnWNu4JJNJpFIp+/q7nSiK2Lp1K0ZHR+2sMRZBENDT04Pt27ejt7eXgns6zOrX+08fQeyN57f9fMO/9xYAZrCGE22iIAh2ptLI+97Q9q3GPNuH4L/mPADOTc5bxxFHe5B65xWOHPNEhj/5FrACB57nN8UWKM14nsfg4KDdXoTDYQSDQUQiEQwMDGDHjh3o7e115RZ/ZHPged7OhjKEJMJwbsuVACSMwOxLJZNJezswspooivZ4wmJlHIrm3POPbrCYK28HwMDn8226NpCQdvN6vXYWnatePwCOb2+//OwLEkimnM+A4/P57H7mDTcPQ/A43y846/wEhsfNcY52PGN6vV57zOnKGwYQDDt7z7jgihR6B8x7nBvHDAkhhBBCTgU0OnUKSSaTZvYCXkDhhttgMM5f3ka8F+WLrwdgTqY6vVLd3uObF1C9+e0wHJ5Y0hJJ1K69EYD5gOf0hKgVwAEAwu5xiG90OGsDw8B/+1vARoLgOM5VKa+Ph2VZjI6OwuPxgAEHqbgFYnEcrHqCumMAbMMPqbAdYmUIzKFBsuHh4a5MzjWfWzREbFG2IdXoBW8cv34Kugd9jX6MK4eDe0ZHRzuW3cHn89nBBUvVURQVZ4LxCvUElmsjAMw2x8mMG05KJpOH9hZn8Ia3jUKUnAvA8XhZvOGWEXA8C6/X25a05alUCjzPQ5R4XP/mYaAN1f7KGwcQjph1s7/f2eATQRDsgI1zL+7B0JjzK9tCEQ+uvMFsbyORiCv3dbfqIRgW87veAtXjTBkNhsXCzjdD9Ybs69eOtpHjOPueVo1uQWbQuSwcteAAlkdfB8Bc0e5EyvQjNd+Ta5FRZAedzXCoSHEsjV8HwKyDwWAHVqKSY7KCk0ZGRrB7927s2rULu3fvxvbt2+0tyEjn+Xw+O4vP0CffAqGnfVtkJN5yEUIX7wAA9PX1OdYmplIpc6ux/jjC73u9I8c8JoFH7LduBcOxEEXRscyAXq/XntQa+NhN8A63LxAxeu1ZiF1/NgBs6oA6nueRSCQwNDSEkZERDA4OIhqNUmAPcUQikYAkSWDA4AyMwofWA0xEeHAmxsCCgSiKmz7guN2sjMA6eEyXToeqtz7mZBgMZks7oegSGIahjIGEHIcV7JHokewFU+0Qjnrw2uvNMY5YLOboOFzzbzwc9eK6Nw05Ol6T7JXssrfrORkw+8s8z8MrcnjzO8fh8TrTzxnfHsIlV5lj1W4eMySEEEII2exolOoU0jyR1egfReG6t8Nw8ClDC0aQe8v7AZ5v26S2lS0FALSBIVRueRcMhzJjaNEYyu/+AODxrpp8dlogELAH0n3veQM8V5/nzIEZBr4Pvhmei84AYD6MbZYJK0EQMD4+bk9+CvUY/LnTIeW2w1MeAC/HwNcj4OU4vOUh+HK74M/vBN8wXx+LxTA6OtrVgfVgMIixsTF4vV6wYJHUUthe34Wx+hb0NvoQUxOIqwn0NvoxVt+K05QdiGtJe1uu8fHxlrdaWK+enp5DD9MMZko7ka9v/DdrGEBOTmG2vBPWqkQ3Dx4zDGNnXor3iHjbr21xJMjH42Xx1ndvQU+feS0HBgbaUi95nreDbrZsD+N1bxh09PgXXpHCmeeZAWCpVKotW1vF43G7zr/5nWNI9jo3sOMP8Ljl17bAK5pZAtwa7GjVQ5Zl0ZBimD3zPWh4WwsC0RkO87vegkrC3Iamr6+vrVuTBYNB+56WGbkSmcFLW86EUw0OYnbXO2BwHng8nrau6mu+J6+MvQ65vnMdOa4ixjBzxrug86Kr6+CrFcuyNLHmEtbkAR+UMPbn725LFhxpxyAGf/vNAMyJECeD7bxer/3MEPyVyyBddoZjx24W/cibIYykVvVfnNLb2wuPxwNO8mDLX/8aWL/z2T/F0R6M/O9bAJgZRq3ALkLIatZvnOd5eCDgHGxBGBsPAA9CwrnYCi8EcBxn9zvJ8XEch6GhITAMg7rmx2TxNS1l8tF0DtOlXSg1zAU1fX19rs+yTEi3iKJojyVfcHkKW7Y7n+nK42XxptvGIHi4to39Nj/D7jorhmtuGnQkyCeREnHLe7fA4zXL3s7nZOueAQC9Az7c8t6tkHytBTxu2xXGr7xjDBxnjoO6ecyQEEIIIWSzoyf/U4zf77cfluTTz0fhxtscCZBRo0lkb/0w9FAMLMtiaGiobQNHPp/PnthWt+9C5V3vg97iQL06PIry+z4EIxwBy7IYGRlxdEudI/X29trZJAIfvgXiLdcA3Ma/L8Yvwf+b74R43UUAzJV/Tq3s7RSe5zE8PIzBwUF7wItXg/DW+iCVxiEVt0IqjcFTS4HTzKAAn8+H0dFR9Pf3u2Kg0ufzYcuWLXZ2FQYM/EYACa0H/eoA+tQBJLQk/IYfDBgIgoC+vj6Mj493LHNPM6uum+dmkS7vwExpB1R9fZNrqi5gprwTcxUz5bgkSRgZGXHFNTkRURQxNGRuQdU36Me7fv00O03wRvT0SXjnB0/D4Ki5gmpoaKitQVuhUMjOwnTORUnccPMw+BbTWDMscPm1ffZ+6OFw2NF01avOdWgCQxAEiBKP296/1ZFMPtGEF+/4wDbEkiIYhsHw8HBb2/NWiaJoZwBT/ElMn/vrKCV3behYcqAX0+d+AOVD70+lUh3ZtrCvr8/eZmBl5CrM7bgFqrD+a2kwLFYGL8PM6e+GzosQBAGjo6Ntv369vb32yselra/H0tg10NmND16Wo1sxfeavQfWG7exsbq6DhHQTz/P2AoTgeVux5TPvAyM6F+QjbR/Ati/8T3B+sW0TIfF43O7Xx3/3nZAu3u3cwRkGkQ/9CgI3XAjADM52us/YvAjEv2sIp/397eACzp1DHO3B9i99BEI0YAcoU4AdIcfn9XoxOjq6KshnK/rBrmN4jgWDLejDedhmB/d0MlvsZuf3+5uCfAI4UDgXObkXxjqj2MtKFPsL56F8KLint7e3bc9WhJwqkskkfD4fWJbBm24bw/hpzgX5WAuyrHGfwcHBtj2nxWIxe2v4sy9M4uZ3jcMf2Pgz5s7XRPGOD2yDP3C4TW/3M2YgELDHzPqH/PgfH9+BbTvXH6Tt8bK47leG8OZ3joPnzWyUm2HMkJDNbnJyEoZh4O677+52UQghhHSBs/sfEVdIJpPQdR0rKyuQd50HtWcQoXu+Bc/CzLqPZYBB9ezLULr89YDQuW2GYrEYDMPA/Pw81PGtKH34tyD91w8gPPf0uhZFGIIA+errUb/oUoBhOzbwZQVWTE9Po1wuw3frtfCctxOVL3wX2tT8uo4lnL8L/g/eDDZmPvQmEom2ZR9qN4ZhEIlEEA6HUa1WUSqVUKvVUK/XYRgGWNbc8kiSJIRCIVemcmVZFslkEolEAuVyGdVqFbVaDaqqmls48DxEUYTf74ff7+/6BAfP8xgbG0M6nUaxWERR6UG5EUPEu4CYOA8vVzvue+uqhGy9H/l6Cvqh7chCoRAGBgY2zWR2KBTC8PAwZmZmEEuKeNftp+GJh5bw+AOLqFW1NR1DlDice0kPLrwiBY4zr+fQ0FBHVqenUikYhoFMJoMzzo2jf9iP//r3KczPVtd9rHhSxI1vHUbfoDlJGQ6HHc8ScCSPx4PR0VFMTk4CAG5931Y8+cgyHrh3DmpjfSPoDAOce0kPLrumD4LAgmVZDA8Pdzwz1kYEAgGMjo5ienoamseP+d1vQ3HlFURnHoVUmDrpfU2R4sgPnIf8wPlmlBbMoBtrQLHdGIbB0NAQ5ubmkMvlUI5vRzU0jFj6EYQXnwGvnrg+GgyLUnwHsgOXoB4wJ9+9Xi9GRkbamn3IYtWVmZkZlEol5AYvRjl2GlIHfgxffnLN/QrVE8Dy6NUops4EAJpMI2SNgsEg+vv7MTc3h/BlO7H9yx/FxP/zddSnllo6buz152L4998GLiiB5/m2TYRYwaQTExOQISP+v9+Nwh33oHTn/YCub/i4bNiP6MffCt+lZlagWCxmB/Y6zZrMnpmZQfCcLdjxb/8LB3//q6jtnWvpuJGrzsDoH94GIRaw20Te4S2WCTkViaKI8fFxzMzMoFarYRhJ9CGKeeSwgCzKkI/5Pj9E9CKKfsQgHBrOsxY1UNaY9QmFQhgdHcXMzAxUFZirnIas3I+oOIewdwkcc+z23TAYlJQ4snIfKqoZaM+yLPr6+joSeE/IZtfcrwLqePO7xvHQffN4/IFFGBvvViHVL+H1bx1BImWOIw4ODrZ1G2+GYewtSVdWVrB1RxgDH9+J++9J46VnctC0tY13RONeXHFdP07bHQFweAyvU216OGwuWpmdnYU/ALz5XeOY2FvEU48uY2Jf8YSBjz4/j9PPjeOcixIIhszner/f7/pFWIQQQgghpwLGMNa7RuXUxP7bt9p6fP3Xbtvwe62UmbOzs+t638rKChYXFsytNHQd0guPw/fMgxCWTx5gYrAs6ltOR+W8K9HoHwFgbrM0PDzc0aCLYrGIubk5qKoKAGCXFuF94hF4nn0aTP3Yg16AuR2Xct6FUM4+H4bPfKCTJGlV9phO0HUdS0tLWFlZsf/WeHYf5HseQeOZVwBFPeb7mIAEzyVnwnv9ReBHzG0/Whk02mgdcur9pPsMw0ChUMD8/Dw07XBgi8DKEPkyvFwVDHQYBou65oOsBdDQD09acxyH/v7+loJaulkPZVlGOp1GrWYGNKkNHa+8kMeeF3JYTFdRKa/+Lfr8PFL9Pmw/PYIdr4lCEMygClEUMTAw0NF20ArwWVxchGEY0HUDe1/M4+nHljE7WTnp+3v6JJx9URK7zoyC583PYQUKdioATVEUzM7Oolo1A0GKeQVPP7aM55/MnDTQShBY7HhNFOdclERPn/m9ezweDA4Orju4p9ttoaqqmJubQ7FYtP/mqSzBlz0IsTwPT2UZrNaAwXJoiBHIwX7UIsOoRUbt13ejDjYrFAqYm5uz2xFGV+HP7YdYSkMsL4BXSgAM6JyIuj8FOdCLcuw0aJ7DGX+SySSSyWTHV/QZhoGVlRUsLS3B6v56KkuIzD8Bf24Cgpw9KthH40XUgoMopM5EObHDDrAKBAIYGBjY0FaZ3a6HhADdqYe5XA7pdBoAoMsNpP/+R1j+5gMw1LUF3FqEnjCGf/9tiFxlBsZY2cDa3cfXNA2Tk5N2X0LZO4PsZ+9EY2J9wftgGEiXvwbRD78ZXMRsG+PxuD1J1E6FQgEzM+aiD72hYf5LP8H8v/wUxnGeSY6HjwUw/Ds3I/4GcytiK8BqPQGP1BYSN+h2PTyyn29RoaEMGQoaAAAPeAQggcfhCVOGYew+VbcXlWxmmqZhYWEBuVzO/hsDHV6uAokvg2cV83UGD1kNQFYD0Juug9/vx8DAwIaD1rtdBwkBulMPVVXF1NSU3a9aSFdxz/ensTR//EVoxyJ4WFx4RQoXXpECy3Z2QZalWCwinU7bz8iVcgPPP5nBxL4iFudqaCirI5ciMQ/6hvw4/ewYRrcezmAUDoft7W07rdFoYG5uDqVSyf5bqaAgPV3B4lwVhZwCQzcgeDkkUyJSAz70D/ntMSaWZdHb24toNLrhe5IT7Vnu7o9u6H3RGz6/4XOSzaGaq+L7n/pBV8795j95E3xR9y9OJIQQsrlQgM8hp2KAD2BOas/OzkKWDwfDCHOT8Ezvg7A4C35lHoxSBxgWui+ARmoQjdQg6ltPhx44/DAUi8WQSqW6EoGvqirm5+dRKBQO/1HXwa4sgZtLgy3kwGg6DIGHlkxB6xuAEY7YL2UYBqlUCvF4vGsDX9VqFXNzc6uug6Fp0GaXoE3OwajIAMuADQfAjQ2A612dlcFa+byRiUSABo3IYZqmIZ/PI5PJQFGUk77e6/UiFoshEom0/Pvvdj20JvdXVlZWBTkBQLnUQK1iTm6JPs5efWThOA7xeByJRKJraYaPDFICgOyyjPRMBYvpKnKZOlTVAMcxCEc96B3woW/QbwfFABsPjHHCsSYw1IaO2akyFtJVLM7VUKua18Dr5ZDsk5DqlzA0GoAoHR7gisfjSKVSG7oO3a6DlmKxiEwmg0rl5AFaFo/Hg3g8jmg02vVU16qqYmVlBblc7qjf0vEwDGNvO9ft7GyyLGN+fv6o759VZXiqK2A1BQbLQfWG0BBXB9XyPI9UKoVIJNK1gUu6JxMndKseVioVpNNpuw/SWCli5XuPYPl7j6CxkD/+GxkGgXPGkXz7ZYhe/Rowgtkn6fREyLGC9+Wn9qL8n4+g9vjLwAmCldiABN815yJw08UQBs0tlZ0IoF6vWq2G2dlZ1Ot1AEAjV8bK9x/D8ncfRn1m5YTv9b9mFD23XorYdWeD9ZrPJRt9TqG2kLiBW+qhpmnI5XLIZrMnfUbzeDz28xllzHJOrVZDNptFoVCAvobsbKFQCLFYrOWsvW6pg+TVrVv18Fj9qtnJMp5+fAUH9hSOCoyxMUAyJeE158Wx+6wYvKLZL+zmYhhVVbGwsIBCobAqYNPQDRTyChqKDoYBAiFh1fgGYLbrqVSqo/3BYzEMA+VyGdlsdlWgz4lwHIdoNIp4PL7hMWsLBfiQdtI1HXLx+IvF20kMiWA52rKOEEKIsyjA55BTNcAHMDvo1mBRc4DJWliTcW7YAkWWZWSzWeTz+TUNuAiCgHg87pqBL8MwUKlUkM1mV2VvOB6WZRGJRBCLxVre/oMGjciRDMOALMuo1WqQZRmKotjbpAmCAEmSIEkSvF6vY4FxbqmHuq6jWCwil8uhWq3ieLdBhmEgSRKi0aidtrjbDMOwg0OsbDhrIYoi4vG4Kz6HoijIZrPrDg6x2sNWBuvcUgctsiyjUCigVquhVqut+j5Y1ty7XpIkBINBV2z5dyTrt1SpVOy2pJnVlvh8PoTD4ZYH/Jxm9SsKhcIJ6yLDMPD5fIjFYgiFQi1fB7fVQ/Lq1M16qOs6FhcXkc1mV92DlYUcqi/PorZ/HnpNAVgGfDQA345B+HYMgPMf7g/zPI/+/n6EQqFjnaLtqtUq0um0HSQDAIaiojE5D2XfLLRMEYaqgfHw4AeS8GwbhDCYXHWMUCiE/v7+rjyn6LqO5eVlrKysrL4GSwVUX55Bdd889EMLEPiQH76dA/DtGAQfOvxMyHEc+vr6EA6HN9QuUltI3MCN9bDRaNj9Kl3XYRgGOI6DKIoQRRGCILiuT3gq0TTN7pvLsgxN0+xrYG0n7vP5HGu73VgHyatPt+vhMRdF6gayK3UszldRLavQdQOCh0WiR0RPn88O6gHMZ+dEIuGKjGaqqiKXyyGfz6/qJx6J4zj4/X5HAgXbQVEUlMtluz20MuszDGO3hZIkIRAIODbGRAE+hBBCCCFr1/2oB9J2DMMgFoshGo2iVqvZk4nWgFEzQRAgiiJ8Ph8ikYirJuNEUUR/fz96e3vtBwxrQtQwDDAMA4/HA0mS7MEvNz0gMQyDQCCAQCBgDxrJsgxZlu2B9eaBO1EUuz4RT05dVvBKtzNpdIMVPBeJRGAYBur1+qr2kGVZeL1e17UhgHndwuEwwuEwZFk+asBF13UwDAOe51cNuLjpOns8HvT29qKnpwelUmnVALp1DY4cNAqFQqfkHu5WWw+YwVvmFmzmNWRZ1nX170jNvyUAdvmtYEG338OsfkVfX589mWYFOwKwf0der9f1n4WQzcTadjaZTNoBn41GA57eKDy9UXvrrWOxJkKcCLZrhc/nw9atW1cF7zMeHp7ThuA5bei472NZFtFoFLFYrKPbBh+rHFaG03w+b2cN8fSE4ekJI/La04/7XkmSEI/HEQqFqG0kpA0EQYAgCF0LYHy14zjOHrchhHSGz+fDli1bUK1WDy+KZIF4j4h4z/EXPDqZcdopPM/b2yfqug5ZllGv11eN+0qS5PpgTStbHCGEEEIIcScK8HkVsVagW9l4DMNYNSHMcZxrHohOhGVZ+P1++P3+bhdlw2jQiBB3YBhmVZDFZrJZy21hWdYOViJmXbQCezYrqy+x2VgBwh6P5+QvJoQ4hud59PT0IJlM2kHvVqBdc7Cjlc3Mmgxxi+bgfVVVj5nxgWGYVZkR3RbAz/M8EokE4vE46vW6/RmOvAbNQbfUVhJCCCHEaQzD2GO9VmDMkf0qlmVXLex0e5AMy7KrxuEJIYQQQghxCgX4vIpZA86EEEIIIYQQ0g3NWQWj0Wi3i7MhPM8jGAwiGAx2uygb0hzwvFmvASGEEEJODRQYQwghhBBCyIm5Z/kgIYQQQgghhBBCCCGEEEIIIYQQQggh5CgU4EMIIYQQQgghhBBCCCGEEEIIIYQQQoiLUYAPIYQQQgghhBBCCCGEEEIIIYQQQgghLsZ3uwCEEEIIIYQQQgghhBBCCCGEbET0hs93uwiEEEIIIR1BGXwIIYQQQgghhBBCCCGEEEIIIYQQQghxMQrwIYQQQgghhBBCCCGEEEIIIYQQQgghxMUowIcQQgghhBBCCCGEEEIIIYQQQgghhBAX47tdAEIIIYQQQgghhBBCCCGEEEIIcZKhG9BkpSvn5kQPGJbpyrkJIYScuijAhxBCCCGEEEIIIYQQQgghhBByStFkBekfPNOVcw+86SzwPm9Xzk0IIeTURQE+h3xix7ZuF4EQQgghhBBCCCGEEEIIIYQQQgghhJCjsN0uACGEEEIIIYQQQgghhBBCCCGEEEIIIeT4KMCHEEIIIYQQQgghhBBCCCGEEEIIIYQQF6MAH0IIIYQQQgghhBBCCCGEEEIIcaEXXngBt99+O7Zv3w6fzwe/34+dO3fi4x//OCYmJrpdPEIIIR3Ed7sAhBBCCCGEEEIIIYQQQgghhBBCVvvsZz+L3/md34Gmaav+vmfPHuzZswdf+tKX8JWvfAW33nprl0pICCGkkyjAhxBCCCGEEEIIIYQQQgghhGxKubs/2u0i2KI3fL7bRSCnkG9961v4rd/6LQBAf38/fud3fgcXXnghGo0G7rvvPvzN3/wNSqUSfvVXfxWDg4O49NJLu1xiQggh7UYBPoQQQgghhBBCCCGEEEIIIYQQ4hKNRgOf+MQnAACjo6N49NFHkUql7P//iiuuwM0334zLLrsM5XIZv/Ebv4Ff/vKX3SouIYSQDmG7XQBCCCGEEEIIIYQQQgghhBBCCCGm++67D+l0GgDwF3/xF6uCeyxnnnkmfuM3fgMA8MQTT2D//v2dLCIhhJAuoAAfQgghhBBCCCGEEEIIIYQQQghxiYcfftj+9+tf//rjvu7qq6+2//3CCy+0tUyEEEK6j7boIoQQ8qpkGAYajQZqtRrq9Tp0XQcAsCwLr9cLURTh8XjAMEyXS3p8uq5DlmXUajWoqgpd18EwDHiehyRJEEURHMd1u5jHZV0DWZYhy7J9DRiGgdfrhSRJrr8GhBDiBMMwoCgKZFmGpmkwDAMMw8Dj8UAURfD8qf3YZhgGVFVFrVaDoij2/YxlWYii6Pr7GbD6MzRfQ0EQIEnSpii/oih2v8gwDABYdQ0EQTil78nNfcMjr6H1+TcDTdOO2bd1ex0khLiH1R42Gg27LeQ4Dl6v95S+DxD3sPpUVt8YgN03liTJ9XWxuV+lKIr9O7L6VZuhbwiYfYpjPZ+4/fsn5FRy2WWX4Xd/93exsrKCUCi0pvfU6/U2l4oQQki3ndojxYQQQsgRarUastksisWiPVB0PCzLIhQKIR6PQ5KkDpXwxHRdR6FQQDabRa1WO+nrRVFENBpFJBJxzQCSLMvIZrMoFAprugbBYNC+BjSIRAg5Vei6jmKxiFwuh1qtZk/GH4sgCAgGg4jFYhBFsYOlbK9arYZMJoNyuQxVVU/4Wq/Xi0gkgmg06pqAJ8MwUC6XkcvlUKlUTnhP83g8CAQCrrqGhmGgWq0im82iVCqdsA4CAM/zCIfDiMVi8Hq9HSplexmGgVKphFwuh2q1esJryPM8/H4/YrEYfD6fa/okhmGgWCyiUCigVquh0Wgc83XWpGgkEkEgEHBN+Y9F13WoqmpPJvI8D5Z99SSgtiaGrfpoBWm5+ZqRzU9VVeRyOZTL5VVBFc0YhoEoivD5fKfUvYC4g6IoyOVyyOfzx72XWRiGsftVbrmnGYaBSqWCbDaLcrl80n6VW/u2lUrFfj5RFOWYr7PagmAwiGg0ummCoAnZjK699lpce+21J33dAw88YP97cHCwnUUihBDiAu7oPRJCCCFtVq1WsbCwgGq1uurvbL0GITsHrm7+XfdIUGJ90EU/dF1HPp9HPp+HJEno7e2F3+/vRvGh6zqWl5eRzWaPGmwVSssQyhkwugaD5aD6IlBCPQDDQpZlzM/PY3FxEdFoFD09PV0L9KnValhYWEClUln1d0atw1tcAKdUARjQeRFKMAXN67cDmgqFAkRRRCqVQjAY7Er5CSHECSdqzxu5MhrLRRiaDlYS4B2IgxV4NBoNZLNZZLNZ+Hw+9PT0IBAIdOkTtK5cLmNxcfGoQNWGoSGv19EwdDAARIZHmPWCZRjU63UsLi5iaWkJ4XAYqVSqa5MJhmEgk8kgk8kcNQElN3QUahp0AxA4BlEfB45loCiKq65hsVjE4uLiUas7OU6Dx6uAZc0MPprGol73wNBZqKpqf26/34++vj7XBCut14muoVqqQVnMw2ioYD0CvAMxsKIHqqrafRKv14tkMolwONy1SUVN05DJZJDNZo8dIGd9rkO/E0VRoCgKCoUCBEFAPB5HLBZzReCMFWhVLBbtLFJHsjJJhUIhBINBV0zmOkmWZTvQTJZlO4uWpTmwIhqNbtrfHnEfWZaxvLyMYrF4VL2DrgOaCrAswPEwDAO1Ws0O0PX7/UgkEvR8RlqiKAoWFhZQLBZX/x9qA8LyHNhaGYyuwxA8aMRS0IMR+75RKpUgCAJ6enoQiUS6cm8wDAOFQgFLS0tHBcQwlTK4lSWgoQAMC8MfgNaTAljOdX3bXC6HTCZz1D1Yb2jQilXz+UQUwId8q9qCpaUlhEIh9PT00L2JkC6pVCr44he/CAAIBoO44IILulwiQggh7UYBPoQQQk5puq5jaWkJKysr9t88K7MIvvwwpPRe8MUVHDkEZABQgzHI/dtQ3HkplJ5h1Go1TExMIBaLobe3t6OTIbVaDbOzs/ZAC6M1EJh+BoHpZyDmZsGqR0+C6JwAJdKH8uCZKI2eC10QkclkUCwWMTAw0NFJRcMwsLy8jKWlJftvntISwlOPw7e0H0IlAwarB5MNAKoURi0+hsLweZDjo5BlGVNTU4hEIujr63NNRiJCSHfV63VUq9VVWy5aGR+sFPh+v98Vk9jVahWzs7P24L+uqMje8zRy//0cqi/NQFnIrXo9I3CQtvUjcNYYkjdfBN/2AVSrVUxOTiIajaK3t3dTtYWapmFhYQG53OHPuaxVsUfJYkGroKDXj7gbADwYxDkJw3wI24UYJJZHPp9HsVhEX19fxydzZFlGOp22g5N0w8CLczKemq5iKqNgsaSieX5U4BgMRASMJzy4eNyPgainq9dQ0zTMz88jn8/bf5N8MkKRMiSfDJ7XcOTXaRhAQ+FRqUgo5IJoKAIqlQoOHDiAZDKJZDK5qYItjryGhqYj/4sXkb37KVRenEF9ZgWrLiLHQhpPwX/GCBJvPB/Bc7eiXq9jdnYWhUIB/f39HZ+QK5fLSKfTh4OTNA2efS/CM7kP/MIs+OUFMJoZ9GPwAtRUP9TeQShj26Fs2Y5Go2H/FgcGBuDz+Tpafouu61hZWTl+kFITa0vXfD4PQRAQi8UQj8dd0ba3olwuY3l5+agA+CMdGVjh8/mQTCYpsIJsmPWMtry8bAf2MNUyxBefBp+egrAwCzafsZ+VdX8Qjd4BqL1DqO88E1oihUqlgkqlgnA4jL6+PtdkISGbg2EYyGazWFxctLPdcMUcfM8/AvHgS+Azi2CMo7PgaL4AlP4xVHdfgPrYDjQaDaTTaRSLxY7fkxuNBubm5lAqley/8Qf3wfv0L8HPTIIp5o8eb+J5aKk+NLbvRv3sC2D4A8jn8yiVSujr6+t48HC9Xkc6nV61GK742F5kf/osqi9Oo7p3DoZy+B4tJELw7RpC8KwxxN90ATw9YRSLRRSLRfT09Gy6fiEhp4JPfvKTmJubAwDcfvvtlFWLEEJeBRjjqOUZr06ffOzJth7/ry88d8PvtVLqzc7OOlUc8irTah2iOnhy9oAYPcQeVzfqYaPRwOTkpB0Y41maQvyR/4B3cfKoQZYTqSeHkbn4zaj3jpvH8XgwOjoKj8ezjqNsTCaTwfz8vPkfuoronp8jvO8hcI2Tb89l0TkPiuMXILv7Whi8mUY9mUyip6en7XVWVVVMTU3Zk2ie4gKSL/wYUubg+q5BqBcru25ANbkVgLldzcjIyLpWiFFbSNzAbfVQ13WUSiU7QMbaEoVlWTs4JhgMum4LBmvVbiaTOemkKABwHIdoNIpYLNaRtvtIRwY66vUG5v/5p1j69gNQcycvvyVw5igGPvoGhC48DcDG2kKgO/XQCtK0AhLSagmPywtY0dd+P2PBYIsQwQXeXvhYc9AyHA5jYGCgI5P82WwW8/PzMAwDum7g/n1l/PeeErKVE2832WxL0oM3nBHGjl7zmgmCgOHh4Y5sBSrLMiYnJ+1ACp+/hkRPDl7xxNtgNDMMoFoRsbIYhaKYvyWfz4fh4eF1Tex2qy3M5XKYm5uDYRgwdB1L33wAC3f8DMp87uRvPkTa1of+D16H2A3nADDbl6GhoY4ETxuGgYWFBWQyGfMPSh2+x++H+Mxj4MrFE7/5EC0cRe2cS1A77zKAM69ZNybkKpUK0un04WwHugbvxB54Zg6AX5wFn18Bo6kwOB5qNAk1NQhlcAvqYzvMbCIw++SDg4MbDlDq5j35WMF2NaaGAltAlamixtagwvyt8uAhGRIkXUJEj0AyDrcXFFixuXWrDjYaDUxPT9vPaNzKInwP/ze8rzwH5iRbKAPmYozG8BZUL7oKjfHtAMxtDIeGhrqW8ZZsXDfqoa7rmJmZsQNjuGIOofvvgnjgBTDrmKpQwzGULr4BtZ3muDvHcRgeHu5IPaxWq5iamrIzcgovPgvp5z8Bl1le8zEMjoOy+yzUrnk9jIAZsBkOhzE4ONiRe3JzvwgAlr77MBa/+nPIE4trej/Ds4hcdQb6P3QjfFv7AJgZ90ZGRtYdYODEc27u7o9u+L1Oi97w+W4XgTRRq3Wkf/BMV8498KazwPvaN57yT//0T7j99tsBAP39/Xj++ecRi8Xadj5CCCHu4LoRgKmpKXzmM5/BPffcg5mZGbAsix07duC2227Dxz72MddNLmx2hmHY+9pTYAIha1ev15HP5+0U6tYDPcdxkCQJPp8PkUikK5OIxKQoCiYmJsyJRE1F9In/Qvi5nx1zBdjJeJen0ffDv0Nx9xXIXfAGKAAOHjyI8fHxtl7jlZUVLCwsAAA8uTR6nrgT3sLCuo/Dagoi+x6Ef+4lLJ37Vsg9W7C8vAxd19Hb29u29l9VVUxMTJgBVrqO2P77Edv7czDG2idCLd7iAvof/QqKw+diZdeNaACYmJjA2NgYpYEmjjAMY1X2F4/Hs6kyo6yXqqpYXl5GLpezV8weqV6vo1AoYGFhwVVbMCiKgnQ6vSqwh2frkPgyRL4KllUBg4Gii5AbfsiqH5pmtqmZTAa9vb2IxWId6/seOSFffnYCE5/6BuTJpZO882jlZyfxygf/HslbLsXQb70J8Jtt4ejoaEcCRDZKlmVMTExA0zQohobH5HnsaWTXfRwdBvY1cphWi7hE7MdWIYpCoQBN0zA8PNzWIJ/me/JCoYE7Hs1iMqOc5F1HO7Cs4G/vW8alW/x46zkRAA37GrYzi0qtVsPk5CQ0TQPL6kiksgiFK0dl6zkZhgH8ARmSbx7ZlQhymRCq1ap9T3ZzkEFz0HRtchET//sbqDw3ue7j1PbN48An/w3Ze57GyP9+OxAPYmpqCsPDw21tIw3DsLMGAYAwtR/BH98JrrC+3xJXyCHwsx9BfP4JlN5wK9S+ISwtLUHTtLb2Cy1HZXZUG/A/cT98zz4Mrlw4dpnLBXhn9sP/xM+hBaOonnUJKudcYffJU6kUEonEphnTODLgscSUsMgvosJUcKwIeBUqSkwJJbaEJWMJPsOHlJZCSA+hUCigUqlgZGTE1fcB4h6rnpN1HdJjP4f/wXvtrF9rwQDwTB+AMH0A9dPPRfmaN0EVfZicnGx7W0g2P13XMTU1Zfflfc89gtADPwSrHJ2Z+GT4QhbRu78Bae+zyF/zNmj+ECYnJzEyMtLWwNtyuYypqSlzTL1Shu/H/wHPy8+v+ziMpsH73JMQ9r2M6o1vRuP0s1AoFKDrOoaGhtrat23uF8kzK5j4P99A+ckD6zqGoerI3fss8j9/Af3/8wb0/Y/XQZZlHDx4EGNjYzQmSkibfetb38KHP/xhAOacxFe/+lUK7iGEkFcJV42+ff/738c73/lOewVJMBhEuVzGk08+iSeffBJf//rX8dOf/hTxeLzLJd3c6vX6qr3drUkdnuchSRICgQAikcgpPalFuk9VVRSLxVXbaVjZAnw+H4LBoCvroCzLmJ+fP262AE3TUC6XUS6XsbS0hGAwiN7eXgpO7DBN0zA5OYlGowFGqaH37i9BXDjY0jEZw0D4hfshLk5g4cbboYp+TExMYMuWLW2ZzMrlcvZEoj/9Inoe+yZYfe2DrsciVLLo/8WXsXL2r6C45SJkMhlwHIeenh4niryKrut29iRGU9D3xDfhX9rX0jEZAOHpJyHmZpC+6L3QRHPwrt2BVuTUpWkaCoUC8vk8arUajkxs6fF4EAwGEYvFTpl23DAMFAoFzM/P28GpDGPA729AkhrweMzteTSNRa3Go1oVoCica7ZgKBQKSKfTdv816M0gJs3DLxSPG6ig6jzytR5kan1QdS/m5+dRLBYxPDzckb7G8vKyHdyz/L1HMPkn3wG09QebrjrmnQ+h9MR+bP+nD8OTithtoRvrqaIodmBJRW/gv6oHkdPXP4HTrG5o+FltBktqFZdIAyiXy5idncXQ0FBbJvib78nPp2v48oMZNLTWEuE+dKCCfUt1fOzqJOJ+HlNTU20LWm2+BjyvYmB4ER5va30KlgUSPXmIUh0L6STq9br9Gdy4ZVI+n7cnsfIPvoQDv/2v0GvrD9Bqlvvv51B6ZgLbv/hh+E7rx/T0NEZHR9uSNcAwDMzNzdnBPb6HfgrfAz85aovT9eBXFhH56udRvvZmyGeb/UKWZZFKpZwq9lEMw8Di4qK9da4wN4nw3d8Cn1t7tgOulEPwgR9BevEJFG64DY2+YXt7l3aW3SnNAY8aNMzxc8iy2WMG9hwTA1SZKiaYCUT1KPrVfkBFRwIFyeanqurh52S5htD3vgLP9MafkxkA4gtPQpjaj8KtH4SWSGF6ehpjY2NUF8kxGYaBmZkZc0zN0BH+6Xfhf+Gxlo8rHnwRya/PIPPW26HGe+162I7Ax1qthunpaTPr6coSgl/7EtjisQNU14qtVRH43jcgz82idt1NKJVKSKfTbcvkk8vl7H5R4aGXsf+3/qWlfpHR0JD+ux+h+PAebPu7XwcCsJ9P3Bz8Tchmdscdd+B973ufPa7zj//4j7j66qu7XCpCCCGd4pqRt6eeegq33HILarUabrzxRuzZswfFYhGlUgmf+9znIIoinnnmGXz0o+5JtbjZKIqCqakp7Nu3DysrK6hWq6tWbKuqilKphPn5ebzyyitYWlo67opuQjZKURTMzMzglVdewdzc3Kpgs2q1imw2i9nZWbzyyiurJh+7zTAMLC0tYf+B/XZwj8zIWOKWMMlPYp+wD/uEfZjip7DMLUOB+WBcKpWwf/9+ZDKZoyaO3aBarWJubg7T09OYmJjA9PQ05ufn7UDLzWp+fh6KooBp1NH7X19sObinmXd5Gr0//gcwimzvt+60er1uH9c39zJSj3695eAeCwMDiae/j+DBxwEAS0tLq/Zad8ri4iJkWQZ0DX2//EbLwT3NvKUlDD7yL+DqFaiqinQ67crfF3EvwzCQy+Xse1G1Wj1mHVIUBZlMBvv27cPs7Kxr7kkbZWWSsT4Lx+no7S1jx44MRkcLSKWqiEbriETqiMdrGBwsYdu2LEZH8wgEzPtaoVDAgQMH7K0POymfz2NmZga6rkNgZYxEXsRw+BUEPMcP7gEAnlWR8M9ha+xpRCUzSKNSqdgTrO1UrVbtLBXL33sEk3/0rZaDeyzyxCL2/I+/hbJsZrCZnZ11XVtoGAbS6TRUVUVNV/EjB4J7mr3YyODhWhoAUCwWkcutfZultWq+Jz+fruGfHlhpObjHslRS8dmfLiFXVdt2Da2sL+ZvXsPASOvBPc0CwRr6BpYBGKjVaoezsriIoij2NSw89DL2/68vtxzcY1EzJbzygc+jtn9+1XfttEKhYNdv3wM/gf+Be1oK7rEwuo7APf8O8amHAZgBidZ2Ke2QyWTs4B7p+ccQ+9bn1xXc04zPLiL2zb+D+OIvAawOpnQra/tgTdPQQAP7hH3IcusI7mnGADkuh32efVCg2Bkx7C3PyIbpuo5cLofZ2VlMTk5icnISMzMzWFlZsbc43Iyse7KiKGDqdYS//aWWgnuacaUCIl//B3Ari3YAR7f7zaqqIp/PY2VlBSsrK8hms+bz6SaiqioqlQpKpRLK5TLq9brr+nrrlc1m7ftM+N47HQnusXCVIuLf/QdwOTNb8ezsrOPj2s3HZbMZBO/4YsvBPc3ER38B6Sf/CQD2QhSnNfdt8w++hH0f/5Jj/aLSkwfwyu1fgFat2/2vzV5nCXGjz3zmM3jve99r32v/9m//Fh/4wAe6XCpCCCGd5JoQ6ttvvx2qquLGG2/ED3/4Q3s1rd/vx8c//nHU63V88pOfxJ133onPfe5zbck2cCrL5/OYm5uzH2yWcgqePVjGzHIdxYoKlmXQE/FgrFfEmVsCED3mpK+1upkyIxAnWCtErHooGyoWtDJyeg2qocPD8IixInq5AATdHAAuFAoYHBxsa2rdk7EGwqwH6xpTwxw/hzJTPmowtooq8shjjptDSA+hX+2H1/DaASedSHt/MoZhIJ/PI5PJHHeAK5PJQJIkxGIxRCKRrpd5PUqlkn2t4g9/D+LipOPn8K7MIvHAt7H8ul9DsVhEoVBAOBx25NhWfTMMA3wli9Rj39zQtmInwgBIPv19KJE+1GNDSKfT2LJli2Mr7iuVij3Bknj5J/Av73fkuM085RWknr4Tcxe9F5VKBblcjtLQkjXRdR0zMzP2wLKia9hTL+BAvYglVUZNV8GBQZwXMSj4cLoUQ4z3Ip/Po1wuY3h4eFOuSDYMA/Pz88hmza1cQqE6+vtL4PkTD7gyDBAINOD3F5DPezE/H0CjYW4p1MnsWVaGFgDwCQUMh/eAY9c3ccSxOvqDB+EXCkgXt0GWZTvjRjvuc9YEAACUn580M/c4rD6bwYHf/lfs+MrHUavVkMlkkEgkHD/PRmWzWTsw+r7aNAoOBvdYXmxkEOckbPfEsLCwgEAg4Fi9bL4nL5Ua+OcHM07FZ9myFQ3/9IsMPnFdD2RZxvLysqPPutls1g7k7R1Yhsfj/OS0P1hDPJlHZjmKlZUVhEIh17ST1jXUdR31uSz2f+JfYTScnXRW8xXs+9iXsPt7vwvADHLu7+937PiNRsNeZe996Wn4HrrXsWMDZr8w8JPvQ4sl0Rjdhrm5OWzdutXxDGeyLGPxUCYs6YXHEfrJnS0HKTGGjvDd3wYYFvKuc+0tJd24fauVhUlVVahQcUA4gDrbepuoMAoOeA5gq7IV0IB0Ot22+9qpzgrszufzxwxOKRQKWFxcRDgcRjwe33RbouXzebv/G/zRtyDMzzh6fLZWQfjOf0bufb+FBoCFhQUMDAw4eo6TMQzD7g8Vi8VjBhb4fD7EYjGEQiFXZpwzDMNe/GZlbWsmiiJisRjC4bArs16fSL1etzMi+p59CP4XH3f8HFy1jNgPv4Lld/4m6jDHtnt7ex07/tLSkrnQQVPh/86/gS07HxQrPvoLaH0DUM44G/Pz8wgEAhAEwZFjN/dt5ZkVHPht5/tFleenMPGpb2DrZ/6HPV4WiUQcPQchr2Z/8Ad/gL/4i78AADAMg7//+7/Hhz70oS6XihBCSKe54knmqaeewhNPPAFBEPCP//iPx3xAef/734+/+qu/whe/+EUaqFgnKyOKruvIlRr4l/+ax//9zgx+8kQOL09VkV5RMLNUx5N7S/juL5bxp1+bxE+fzELTDXvfXDeuAjMMw55EXl5eRjab7cpqcrI2y8vL9uB6RVfwoDyNf6++jAfq03ihsYw9agbPNRbx8/oUvlt9Gb+sp6EYmp1C+lgDG52ysLBgB4wsc8vYJ+xDmT06uGcVBihyRez17DVTrmP1itVu0TQNExMTSKfTdnDPgVwD/3Wggu/vLePuAxUczDcAmGmH0+m0vcp0M7AGzgFAmn4JgVecWw12JP+Bp+GbeBYAVgVQtiqfz9sTcT1PfBes1p72lzF09DxxJ6CpqNfrjtXN5msgZqcQOfiwI8c9Fv/yfoSmngBg/k43Sz0l3WOtbrcmN16s5fDlzF78d2kOk0oZVV2FAUCFgUW1hidrGfxbdh/uKc5C1g/fk9qR9ardCoWCHdwTj1cxNFQ8aXBPM4YBotE6xsby4DgdqqpiZmamIysyNU1DOm1maZH4EkYiL687uKdZWMxgMLQXgBmQaH0vTlteXoaiKNDrDUz87284lrnnSOVnJrD4tfsBmIEFjUajLedZL1VVsbi4CAB4SclgTiu37VyPynMo62YGC2viyAlWpkndMPDVR7NQHMrcc6SprIJ7XzbbpaWlJceevVRVtb+PcLQEn799z0rReBFe0Ty+m1Zr5/N5O8hs8g+/Cb3Snu+gns5g9rM/BLA6qMoJVh+HKZcQ+Mn3N5Ts5WQYGAj++Dtg6maGSuu36xQru5EBgF+ZR+in33UkAxFglj1873fAZZdWTVy6TXNwxQw/40hwj0VhFEwL0wBgB76T9SmXy3bmXU3ToGgGHknX8MN9Ffxgbxn3T1dRVnR7scyBAwfa1n9oB03T7PuB98Wn4N37QlvOwxVy8P/sRwDMe+jxtjZvB13XMT09jYMHD6JQKMAwDCiGioJRRc6ooGqYv7lqtYrZ2Vns27fPdRl9FEXBwYMHMTExYY+BGYaBuqFBO7ToR5ZlzM3N4ZVXXmlLdpd2WlhYgGEY4AoZhB74z7adR8gsIPjoTwAAKysrjo0VN4+biL/4b/BLzvU5jyTdfReYcqltfVsAmPw/33Asc89R57n3GWTveRoAXJWdnZDN7mMf+5gd3MPzPO644w4K7iGEkFcpV2Tw+Y//+A8AwFVXXYXh4eFjviYWi+GTn/xkJ4t1SqhUKvZE696ZKr7600XIyoknF+oNA/c8kcPL01W878Y++EVgamrK0ewOrbDSJR8voCcQCCAejyMYDHahdORYrJVuADCjFvBQfQYNHL8eqtCxR81gWivitd4RJDgfZmZn4PF4Or5Krlwu25lIFrlFLPDre7DWGR0z/AwM1UBcj2NxcRGBQKArq/2s4B5ZlqEbBh6ckfHfU1VMFY5eyT0W5vG6UR8uG5LsbUzGxsZcv0KsWCyaE5u6hsQD32nLBIiFAZB48E7MDO2EBg8KhQKi0WhLxzQMw65vgamnIC07t7XYsXiKS4js/QXyO69GNptFMplsOYi2UqnYbXPPs3c5NnlzPImX/gvlvt3QPRJyuZyrMlesl67r0DQNLMu6/re2WS0sLKBSqcAwDNxbSuNFOb+m970k5zGrVPC26BjC8GB6ehrbtm3bNNepOftDKCSjt7dywi2tTkSSNAwPFzAxEUGtVsPKygqSyaSDpT2aFbTCQMNgeC9YpvVAmZCYRawxj2ytDwsLCwgGg45mI9J13Z74m/+Xn0KecHay/Ejpz/8IsevPhicVQTabRSqVauv51iKXy0HXddR0FY/L8209lwIdj8hzuNY3imKxCEVRWr6ezffkhw9UcGC5vQsefvx8AeeN+JAI8Mhms46sNs/lcuZEGqch0dPeCX+GAVJ9GUxP9Ntb7/r9/rae82Sar+HKDx9H8bG9bT3f0rcfRPyN5yFwxigymYwjWYwURbEneQP/fRdYuX0BplwxD98D96Byza8gn88jlUo5dp8rFAr21q3hu78FxuGJPkZVEb77W8je9lHUajUUi0XHsms6wdruGQBybA5Fruj4OcpsGRk2Yz9zRiIRV4zfbAalUglTU1MAgGxNwz0Hq3hwtoZKY/VzzNdeKOGCfhE3jPswFBLsRR6b4fkjl8uZgYJyDYF772rrucRnHoW8+xyoQ2PIZDIduRdomobJyUl7q/GsUcaUkcGiUYDe9DwagQ8jTBy9TARoNHDw4EGMjY25IhuTLMuYnJy0t4FLq2W8WM9gUi3anyHGitjtieM0TwSCDszOzkJV1U1RB+v1+uGtuX7+fbCN9varAk/8DLWd50KNp5DJZBzJrGf17dmVZYgP/azl450IW6tC+sl/ovqWd6BQKKC3t7flLD7N/aLlf38YpScPOFHU45r68zsRvmwn4BdRKBQo4zIhLfrUpz6Fz3/+8wDMbG533nknbrrppi6XihBCSLe44mn/6afNiO6zzz4bAPDjH/8Yt9xyC3bs2IFt27bhrW99K37yk590s4ibkq7r9mrn6UUZ/3rPwkmDe5pNL9Xx5R/NQ9UM1Ot1e0CqmzRNw9TUFObn5+0J5HRewYHlOrIV8yG4XC5jamoKi4uLrly592qjqqodZJZWi7i/PnXC4J5mVaOBn8oHkdNrgIG27J99ItYKUAAoMSUscBtcNcMAaT6NGmMONnVjValhGJiZmYEsy2hoBv7+yQL+5bniMYN7AGCioOLLzxbx90/moR7K5jU7O+v635Q14OKfeA58Jd/283G1MvwHnl517lbUajV7FWFk34MtH28twgceBQ5lJrEG3FphfQ++5f3wltt/3+DUOkIzT9nndnsdPZJhGPakwksvvYRXXnkFL7/8Mvbv329Pjm8G1krS/fv3Y//+/ZiamjpuWvxuac7U8kB5Yc3BPZai3sC/5yZQP/R7sQJmNoPl5WVomgae19HfX95wcI/F71eRSJj3tKWlpbauyFRV1c5EkApMw8M5l/Ggxz8Fga3DMAzHV+EXi0Vomga9oWLp2+1vz3W5gaXvPAQArmg7mr/TVxrZNff9WjGlFlHSzckiJ7JXVKtV+3njvj3Ob79wJFUH7t9rZjly4ho2X4NQpAyWbX977BUbkHxmP8YNmS2a+1VWlqu2Mgwsfv0XAMw2wJqkbYVVl9lCDt49z7d8vJORnn0cjFyDruuOZoawJhTFPU9DWJx17LjNPPNTEPc9B8Ad9a9ZqVRCo9GAAQPzfPv6D/P8PHSYAePFovNBRKciWZYxM2NuVTWZb+CPHsjinonqUcE9ANDQgYdmZXz6wSyeXDDbloWFBdd/1833A/H5X7Y1UBAwF8L4fnm4LWx3ZkErQ1itVoNuGHhOn8aj+gHMG/lVwT0AkEcVzxozeEjfh5qh2Nk9u521XFVVTE1NQVVV1HQV3y/vxw8rB3FQXR2glNVlPCCn8dXiHkw3zL5Jc8ZpN7PuZ1x+Bd6DL7f9fIyhw/+s2Tc+3rZ762EtNgUA7y8fAtOBvrbnpefAlMz2xem+7cJXf97y8U5GzVWQ+U8z43Imk3HV2AAhm823v/1t/Omf/ikAQJIk/PCHP6TgHkIIeZVzRYDPyy+bHft4PI53vvOdeMMb3oDvfve7eOWVV7B//35873vfw/XXX4+PfOQj1Blch1wuB0VR0FB1fOtnS1A3kFJ+dqWOe588vL2QE4OUG2UYBqanp+0Uvz/fW8If/+c8/uzHi/jMvUv41F3z+Nv7lvDKoYGW5eXlrm+HtBaGYUBV1a5+t+1kTSrKhoqH6zPrzuXRgI6H6jPQDTPQrJMDF9ZglAEDs8LsibfkOgmDMTDDmwOH1qrmTqpUKiiXzUmjLz9bwJMLa5sg/eV8Hf/yrDmgUCqVXL0tjaIodvsQfKkzwTEAEDp0rlqt1nLqZ6t+ezPT8ObnWi3amvByEf65lwC0PmjUPJkQnmzf9mhHCk89DsCsA9aqzc3A2s6secsoiyzLSKfTmJiYcPX9Qdd1zM7OYv/+/chms5BlGbIso1QqYXp6Gvv37+/6gLnFClSeVSp4spbZ0DEKegO/KJvBnvl83jWf7UQ0TbPblmSysq5tuU6kp6cCjjO3qmjnViD5fN7MQMI0EJWczYLDsTpiPnOi1emgGOs7z/3kGajZ9m1N1Wz5e49Ab5gBaNY9v1sqlYrZhzIMvKxs7Pe2XgZgn8vKXNMKq17vXZSxUOxMO/zowQoamgFN01oOurWuAWAgHGl/gJIlHDXPZQW5dZP1Oyw/N4nqy+0JKjlS7t5n0MiW7G18WtHcvorPPArGaP9kItNQIL5gTsY51bbLsmz3z3zPPOTIMY/HOn6lUnHV1jtWcEWBLaDBtC/YQWM0FNjCqnOSE1teXoau61isqPjM4zkU17AorqEDX3iygJdWzH6g2xeXVatVu88qPvVIR87p2fcS2GIeANo+hlMqlex75nPGDGaNk7ddZch4TD+AumGOxS0vL7e1jCeztLSERqOBuqHhh5WDWNBOPO6iQMPd1QnMHArymZ+f73pw94k038/8zz7c9iy/FunlJ8Eodei63nK/qlgsmt+xosD73FMOlfDEGF2D92lzrMOJe7J1jOLj+yAfbG92UcvSd8zxsnq97qr7MiGbycrKCj7ykY/Y//3Vr34V11xzTRdLRAghxA1cEeBjPex99rOfxTe/+U28/e1vxwsvvIB6vY49e/bg3e9+NwDgC1/4Av7yL/+yiyXdPJpX6Dy+p4TlwsYHke5/No9yTWv7BM7J5PN5e/L+Kw9n8J0n8lhsGmw3AOxZqONvf7aMRw+ar7O2dHAj6xrt27cPe/bswZ49e3Dw4MGuT8g4qXmFy/PKEmRsbJA/p8vYr5r1uZMZOqzfUJ7NQ2Fan8StsTWUmfKqY3eKdb6XVup4bG59QSgPp2W8klFWHceNrIkDtl6FON/eVMPNvMsz4A5lC2o1AMp6vxVw0ynW+Wq1Wku/Lzu4RlfhW2rvNhjNPJUMPEVzgMrNQWhHWlxctNvIA1NlfOM/pvHZf9qHL39jAk89n4OuG6jVapiennblpIGV5czqxy0syfjpzxfx45/MY8/eInTdDMx0Q5CSLMt2H+LhSmuDmS/IORQ097eJFmswmmV1RCLOZb9hWSASMQdp29k/tLamiYhLjmzNdaSIuATmULYDp/pghmHYbVHuvuccOeZaqJkSys9OAEDXgx2t86/oNZSNzvXFJ1UzyNSJ4HnrGj4z07nvsqLo2Lsorzr/RlnXwOtVIHg6F2jjD9QAGDAMo+sTOfbv8L879zs0Ghry978IoPXfYaPRsOux95X2Z++xeA6dS5ZlRyaMrbaVyy5BmJ9u+XgnIsweBJc3A/2s+363GYZhlyXHtn88JcuZfZNqtdr1CX/DMAMW3diPBczfmNXP+O6eMkrK2supGcDXXjDvOfV63dXPIFZbxC3Ngc91ZhEcY+jw7HsBQPufz6z++KJRwNwagnssVSh4xTADvZ3I8LJRzcH4j8sLyOpru3fqAH5am4ZqmP1Yqy67UaPRsL9f8cALHTsvq8jwzOwH4NxYjTC5H0y9c/0bYY/Zp2juE2yU3S/66bMtl2utavvmUZvcfGM1hLjJ5z73OTsb5rXXXostW7bgmWeeOeH/NsNYFSGEkNa4IsDHiqKfn5/He97zHnz729/G7t274fF4sH37dtxxxx14z3veAwD40z/9002RlaXbGo2GnUnisZdbSxes6cATrxzO4NEtVsfk4QNlPD55/IcCwwC+/ngWuaq66n1us7y8jLm5uVWr/6vVKiYnJ7v6PTupUqlA13Voho4DamvXYa9qdmRlWe5I0Jau64cffh0ciM1x5rE6OeDcaDTsrCr3TW5souG+KfN9Tm030A7WwKVnZbaVZEsb4l2ZXVWGjdB13W63vbnOrDK3eHPmVnStTojak4mlJbB6ZwdIvYW5VWVwu0ajYfdnHvplBnfcOY1XDpSRLzYwM1fDXffM41t3mVm/qtWqK+8L1WrVHkj+6c8X8cV/PYCHHlvBL5/O4tv/MYN/+foE6nUNjUaj66tircnFnFpHutH6wOILNbMtd+N1OZJ1LwsEGuA4ZyfYwmGzzarX622ZFNF13Q4QCHjyjh8fAHhWhSSY9cOp9kNRFHtStfLijCPHXKvqS+b5ut0W2gE+WmfLUdDrUAxtVRk2QtM0u48+ne1spq6ZrNnPbfUa2vdkqbPlZ1kDHo8zn6EVze1H5aXN+Tu03s/UZXDZzo2B8ItzwKFsQU4Eadl99LnJtvfRGQDC/NSq83abLMt2gEuVbf/kZpU5fI5uBtnl83ns2bMHL7/8Ml5++WWsrKy4LtDHClDOyxqeWmOG22ZzZQ17NtFCGGGhs8+YwkJ61fnboV6v2/38KX39GQPnjBwaRncXNObzeei6DsXQsFdZXxnqhob9jTyAzVEHGbkKrtCZzI4Wz1LrYzXA4faUm0+3XKb14JYWgENjNE71bTvfL3LmGhDyavWv//qv9r/vvfdenH322Sf93w9+8IMulpgQQkgnuCLAh2HMYR6O4/DXf/3Xx3zNn/3Zn4FhGFSrVfznf/5nJ4u3KVmd5lpdw7wDg9IHD2171Wp2h42q1Wr2Z7p/78lXV2s68OD+Q6vkHEjR77RGo2FvFbLn+Rz+7fN78M0v78NC2hyMm5+fd12ZN8K6Zlm9hgZaWz2Y02VHJmzWql6vt2Ug1hpwVVW1Y9mlrAnovKzh6cWNZW94ckFGSTG3YnHrhLY14GIF23SSZ/nw9msb1VznOrU9l0UoLYNRzXtFK5/BvgYdLj8AiIX0qjK4nZ0eu9zATx84dkaZVw6U8dJeMzjPWq3jJlaZJqcreOixoyce03M1/PwhM7DH6e2P1su6b8w5ENwDAOmG2ceo1+tdXx1/MtZnlyTn7zmiqAKHUuy347fX3C6KQvsCY0Xe7Fs69Rms46j5CpS5zk62WAP23W4LrfN3OsAHADKHztlKf9Eqv64bmMl1NhuoFVDU6jW078li57cStIKKulkPm7dNrXZ4Iqvysnm+5mC/jbC+P34x3bHtTACAVep2QJETz12HP0dn+ujCofN0ux20WOVQoEBl2r9QQmd0yMzh8ZtuKJVKmJ2dtYN/dV3HwsJCVzNCH4u1COaBmRo2sKM9AOBnU1X7WG4dw7F/gwudDUzgDwUUtXNLemtsomLUsYL1j1PoMDBrmH01qz50mrVgYq+S29C42YuHtiet1Wqu3T7YqoPCUrrji7GExcN941Z+o90K8GF0Ddzi/KoybIT1XkPTUdvb2c/glucTQjajlZUVpNOd/c0SQgjZHFwR4BMMBgEAu3btQiqVOuZrBgcHMTY2BgB4/vnOpaferKyHukWHBqQXDg00G4bRlewd1gBtrqqueZD9uVlzMEtVVddNvlkDB+ViAz+6cxJLCzXMTpbxw+9MAjCv36nw4GPVw7zuzJYg+UOpijsxaGEF36hQoTHOZSWwBlubz9Fu1m92vqxteOBS1YGFsrrqeG5jDSBz1c4PzHG10qoybITdTukqOKWzqYsZGODq5gR3K5/Bei9f73wQGCe3Xv5OsrKqvLCniBPdop59qbDq9W5iZSJ75vnjT9Y885z5/zVnUugG676RUZ0pQ0Y9fF9z60C6xbrXeNqwRQ/LAoKgrzqPk6z7Dcuo4Nn23Xs8nFkvnPoMVjvUWOn8/cg6Z7fbQuv8VaPzfYbaoXO20v+33ltr6GhstPO0QQX58IR4KxNR9j2Z73xd4DltVRm6wQ4skBVopc4GOTRWDveDnOhXseXOtyXWOZ24hlZbzpXyLR9rLbhSbtV5u82+JzCdCxZsoLHq3J1mZRKZm6nga//4Cg6+Ulj1d7ewvp/Z0sa/p9mSWc8Mw3DduJOlW21J8/naVRet33kJG+/jl3B47LAbrPNuNCi6+X1uafeOZI/VVDo/TsBWzXO20qdq/n135Z5caX28yXqvVqpBlzsbvO6W5xNCNqNEIgHDMNb9v/e+973dLjohhJA2c0WAT29vLwAgEAic8HXRaBSAe/ZSdzPrwUV1aEC6+TjdWJVknVNR137u5te6bSWV9VBTyNVXTewWcnVoqr7qNZuZ9b1rLWbvsVjH6cT1tM5hOL1aljl8zE7VS+s8Db218zX01cdzG7tcRucHVhkHtqOyys906ftl9NZ/X4evQec/A9OF694Ka4CwWjtx3anWDk8auO23Z5WnUj3+Z5DrOjTN/KzdnPQ4fD9y5jt06jidxLRpuax13HbUT7tdbPP33a7jGy3edzd0Tq1zfaUTlqNd/ag10B3oZ1nv7cIlPGHQ56bRxnZhrew62JXf4eH7oiPfwSaviPZ30KnK7UCf1kndaA87/bx5JGssY+pACfOzVRx4xZ2Tu1bftJXn5EbTR3JLnTtS157Rmn7z7fpurGuot/AsqHX599Lqc4oBQLP6LS7tRHR3rKb1erjqfZv9ntyFOmKoZkPp1jaSEEIIIWQzckWAz2te8xoAwPT09AlfZ20F0dfX1/YybXYcxwEAAhLnyPGCTcexjt1J1jnDEgeBW9sMVSLI2/9mWVdUdZsoigCAvkE/EinR/vvus2LgeLOsXq+3K2VzknXdJIY/ySvXRmKEVcdtJ6vOcODg5FgsZ3BgDs16dKpe2u2Bp7XzBYTD2ym6kfV9Gryn4+fWD52TaWEG3XqvwXIwOp64GtB58/fVSr20rwEnOFKm9dAPnbOVa9BJPG+2i4N90glfN9jns1/vts8mCOZ3PjzgO+5r+vskcBy76vXdYLVbPtaZ+1HzcdzWxziSVT5Nc77+GMbh47bje7COqRtcW+ekNMO8nk79xqzjsGLn67x1zm7XS+v8fBceN61zOnFP9vCdb3edOqfdrzA6/xkMvbN93WOxzs16+PZFOB7v3OLhvmgr34F9Dbtw/zSE1vu2Frt/6OnM860heFedt9vsLenRuWco1oF2sBXWeMd5l/bgTbeN4orr+lf93S3s52Rh43XF7zn8Hbulzh3Jbkv4zrYlVjsCtO+7sa6hp4UxJ8+h32a3rp/1GURmY22EByw4ZpOM1XTjftY0PrTRNnHV+7pyT259rOPw80nnx8usc7q1jSSEEEII2Yxc0bO6+uqrAQDpdBpPPfXUMV8zMzODyclJAMB5553XqaJtWtbASU9EgODAIPFAwhwkEwShKw+Mfr8fDMNAFFicO3L8icRml27x2+9120NEMBiEx+MByzF41+2n4fVvG8HNvzqOG24eBgCEw+GuToQ6xaqHcXZt1+xEeLAIMd5Vx20n6xwsWHgN5wajJePwZH6ngris84yGeUTFjf0Wkj4OgyF+1fHcxvrNNCI9HT93I5JaVYaN8HgODbQwLBrBhBPFWjON90KTwgBa+wzWe5VAZ8sPAEowuaoMbheJRAAAp40HkIgde5CN5xmcf5aZvTAcDneqaGtmlemcs6Lw+Y7dN7j8IrMuSJLU1bbD7hfxJw6oWqsUf+gewbKur3PW9y7LzgQ3NWs0WGiaeV9px73ZKrsBFormzLU7Fln1rTpfq6w64e2PgfF2tn5IY72rytAt1vkjbOd/9xHWrIv2fXUDrPd6eRbR47Rv7dJ7qL8lCEJLEzn2Pbne+bqgKMKqMnSDdW6G5+Ad7my/RBoz+4Usy7b07GzVQy3e2b6t0XTOVn5HFusYary35WOthZrsW3XebrPuLV7D6+jCkeMyANEQV52703p6euD1eiEILLafHoVX5MDzvOsW61nfz9mpjX9P56QOj5W5bdzJYrclic62JVrcbAsZhrEXNzjN6n9G4YewwSC6FBNedaxOs847LkQ29P5xwSw/wzCuafeOZN2T1WgXxmpiPXYZWgnwsT5Dp39Hzed0YqyG83nhSUWcKNaaSVvc8XxCCCGEEHIqac8T1jrdcsst+M3f/E2Uy2X83u/9Hu6+++6jHow//elPAzAHCq6//vpuFHNTEUURDMOAZYHdo348s7/c0vHOGDeDZSSpfZMrJ8JxHCKRCHK5HK7bGcTT01XUT7Bd12BUwJmDZlnj8XinirlmDMNgeHjYDlrbfVbM/v8kSUJ/f3+XSuYsn8+cMAuwHsRZCRl9Y3uKA8AwHwLLMGagVwcGXgRBAM/zUFUVQT2IOlt35LgB3dyKUBTFjg0ABgIB+7NcOSzhP/auf5vDK4clsIcGNfx+fxtK2TpJklAoFFBPDHX83EpyyC7DRvE8D47joGka6tEBeErLThXvpJTogP3vVn5f1ueXwwMneaXz6uH+VWVwu2AwCEEQ0Gg08K63DOPbd81gYflwOxPwcXjzjQOIRcxB2lgsdrxDdU0sFsPKygr8Ph7vfcco7v7vBRycNNuXWNSDKy/rwY7TQgDMfcO7yaoXgx4/vAyLeovp4ce95ufy+Xyuy6x0JEmSUC6XUa06P6BqHZNl2bZMKPA8b9+/ao0AvPzG+xHHYxiArJr3ZqfaD+s4DM/Bd1o/Ks9POXLctfDvbv1+5ARJklCr1ZDgOlsOASwinNcuw0Z5PB6wLAtd1zEc8yBXdb7uHc/QoaDPVq+hdQ3qcmcn+wwDkGVnPkMrrIUpmqbBv3sY9anO9at8u8zfofVMvlFWn0yLJ6F7vGAVZ55HTkYPx2BIvlVlaIUkSahWq2ikBls+1lo0egbt87pB88IR0RAhM3Jbz+eBB/yhob5ufQc8z2N8fBzZbBaKokAQBMRisbYFeWxUNBpFqVTCmSkPEhKLldr6+oc8C1wxbH7HbuyrW6zfoNqh36BF7TWfCb1eb9vGPoLBoBlIqQFDTAwHjfW19X54kWCCAMz60A3RaBT5fB59vB8xVkRWX18bsdtrPmdFIhHXZvCx2iI1loLOe8CqSsfObd17Wr2fSZKERqMBtW8A3qedKNna6D4/jHDULsNGWb9DXdfh2zUEZTHvUAlPzr/LHc8n5NWNEz0YeNNZXTs3IYQQ4jRXLC8Jh8P467/+awDAvffei7e+9a04cOAAACCXy+E3fuM38OUvfxkA8Dd/8zeuGxRwI47jEAqZk0+XnxFuabOXZETA9iFzgK9bD7zA4UCd3rCAD782Af9xthsaiXnw0SuT4Fhz9UowGOxkMddMFEVs27YN/f39CIfDiEQiGB4exvj4uGsfytdLFEX7AW6XkNzwcRgAO3nz/eFwuGPfj5WdIq7HHVltyRgMYlps1bE7gWEYe8DxymEJ4hq3ubNIPLNq4NKtk9lWXWtEUtA8nRs40HkPlFjrwSUMwxwOkImPOFK2tZLjZvawVgPPrPJrUggNqXN13GBYyBF3TeacDMMwGBoaAsuyiEU8+NCvbcH7bhvF66/uxW2/Mojfuv00bBszgw76+/tdmTmL53kMDQ2BYRgkEyLefesofvuj2/Hx27fhY7++DWfsOtSGxuN2n6RbQqGQmW2HYXG62Fpfxs/yOO1QgI+VicnNrH5QrSagVnP2/pnLmQPlgUCgLfcGhmHsYOG8vPF+xInU1ICdHcipAFaO4+yAp8BZY44cc638Z44C6H5baJ2/h/N1dNPJHu5w1shWJnKaA8rHE50dkN2SbD1Aqfn9cs3b1i3ujtRo8NA1blUZuqG5X9Xp36F1PqeuIRgWan/n+oaNwVEAzgVv2n30wTHoQnv7M7pXhHLou+p2O2ixFo4AQFBv/9iEdQ6O47q+PWoymcTAwAB6enpcOY5nBdyzDINrRtefdfiifhFhLweGYbo6VnYy1v2s0T8Mo4NZhhpDzrSFJ8KyrP3djzCJdW8NuoUxM6N4vd6uLWTy+Xz2NTpXXF92mGE+iCTn/iAzu0/Gsmj0dnZBltI3CqD1emgH3Q52dqxGPXS+Vhc7Nr8/cHbn+kWMwNmBz265L5NXJ4ZlwPu8Xfkfw7pzHJ0QQsjm5ooAHwD40Ic+hD/6oz8CwzD4/ve/j61btyIcDiOZTOJzn/scAOBTn/oU3vWud3W5pJuHFRAz3CPi4t0bm1hjGODtr02CPZTqNRAIOFnEdRFFEYOD5gTutpSIP31zH955QRQ7e70YjXtw7rCEj16VwO/ekEJI4sBxHEZGRlwbjACYg16xWAxDQ0MYHBxEKBRydXk3wsraMMpHMMhtrB7uFJKIcZ3PyGQNkIiGiKje+oBdUktCgNCVAcBoNAqGYRAWOXz43DDWGuPDs8BHzg0j6GFdP3ApSZIZnMKyKJ92fsfOW956DgxeWDURvVFWG1seOgs615kBeQMMSiPm1petDmp6vV578L44dG7LZVurcu9O6B7zu3drhqlj8fl8GBsbs4N3RgZ9uPCcGHZuC4HjGHAch8HBQVcP1gaDQYyNjdnfe8DPI3oo65DH40F/fz96e3u7fm9rHvy/yN+DILvx39frgv3gGBY8z3c9cGktJEmyB3NXVlrfMtNSq/GoVNqfYco6dqURQV11PoNftmqmjG/+npxgtefJmy9y7JgnE7xgG8TBxKrzd4vVJvhYAUN854Ltt3ti9vlbzRZgBcddOOYH16Gn5rGEB31hYdX5N8q6BprGoVLu3IRKMW/WPUEQur5ViPU7iN94DlixM/0q70AcoQu2rTr/RrEsa19H+cwLWi7bWlnnCgaDjty/g8EgWJaF4REh7zy75eOdSG3XeYBgZuBy00IfKyA4rjmzcOS4jEPngLmgpNv9L7drXghzwxY/LuxfewDaWJjHu083+4GhUMiVAUwWqy0yfH4o23Z35JxaMAxlfDuA1u9nJ2MtQpIYD85hR8GuMbR4nOnBIGte/3g83rXfC8Mw9rjZFiGCi8S1bWWX4ny4xmcu1PH7/a4OnuA4zh4rqZ7eufuZ0jMItcfMJNXqPdmqx1pvP9S+zmXDUs42x7b8fn/LddT6DIk3XgCG78zCyei1Z4EPSmAYZlON1RBCCCGEuJ1rAnwA4A//8A/x+OOP413vehcGBwchyzJ6e3tx880342c/+5m9TRdZG5/PZw9W3HRRHON965+0eOPFcYz2mg+JAwMDXR8gsrLcsCwLL8/isq0BfOzqHnzy+hTef1kCu/rMsnq9XoyPj7sy48GrTSgUsh8iL/UOIcaub9BhiAvhbMGcfIvH4x0dtPB6vfZg7IA6AMHY+MSAqItIaeYe9PF4vOMDgIIgYGDAHNh4TY8Xv31hBGHviW8BYS+LT1wYxemHVpIPDg66euCyeQK/tOuyto6dW4xD5wKcSYltBWLpHgnloTMdKOHJ1VJb0QiaA4qtTtI3D5IXRs6DwXSmm1EYvRCA2d5stn3dJUnC1q1bMTY2hlgshnA4jGg0isHBQWzfvn1TZIixApW2bduGwcFBDAwM2P/tpqxf1upxD8vhDeEhCBuon+dIcWw5lL2nv7+/Y1sttoJhGDs4tlAQUSq1PuGu60A6bd7bRVFs62Ct3++3gwQWymOOZiKpNgIo1M3MQE4HEFttobS1D8Fztzh67OPpudW8H/n9/q73gZuzaO4UOhOcLTE8xngzc5gTQWfWPTkkcThrqDP9zyu2mZNPzav5N6r5GhRynQl00PXDAT5uaP+ta8iH/Yhdf05Hzpl8+6VgWBaCIDgSaGfV5fppp0MLtD+oVE2k0BjesurcrbK22waAyjmXty2DiMFyqJ5ltoPRaNRV92jrGcULL0J6+65jwAhAMtyfzcNN4vG43Y+5/ewwrhmVcLKF9melvPjkxVF4eXMhXF/f2gIyukUQBDsovXbOJR05p3zmhQDLgef5tgf4eDweezFgggniInYrwjh+ULsXPHYzA9jBmtctEol0fSFTOBy2f7NneZO43jdiZ+Y5kshwOMubxBv94/AwZqauoaHOb1O+Xtbnq207C5rUmUCP6mvM+t6cXXyjJEmyj1E/rzMB/Fo4gsa2nQCc7dsK8SCi17ym5eOthfV84vZASEIIIYSQzcY9Ix6HnHfeefja176GmZkZ1Ot1zM7O4nvf+x6uvPLKbhdtU0qlUvB6vRB4Fu9/fR/O3762B2vJw+IdV/fg8jMiAMwsLG6JtA+FQtixYwf6+/shSZI9cGyt0hsdHcXWrVu7PrFBTAzDoL+/31zFy3C4ThzHNv7kD6YsGJwppHCFdwTsoRT7qVSqAyVera+vDzzPgwOHLY0tGwry8epejDfGwYKF1+tFT8/60i47JRKJ2IOPuxJefOZ1Cdx+dgjbooK9xo0BcFpMwIfOCeMzr0tgR9ycVO3r6+votmIbZQ16NCI9qGxp/0ROdeQMKInBVeduRfMESH77a6Gz7R0AMcAgt/N1AMwVbU60m9bgqCaGUBhpfyalanwMtcQ4gM07kWGtZuvv78fQ0BAGBgYQiURcNTG1FlZQZDQadWSFodOsjEgA0Cf48NbIKEJrzOTDArjE34PXBg9PBGyG7D2WSCRi9+PS6QAUZeN1yzCAhYUAZNlsn9odAM4wjH3vKitR5GVn7qG6wSJd3ArA7GM4fY9rDnwa+OjrzbSYbeTbNYTo1eZAvVvaQqscw0IIKc657FHHc7a3ByzDOJZdq/k4rz89DL7NTfJARMB5I+b35NQ1tI5TrUioVdv/bFTIBaFp7tmuhuM4+7fd98Fr257Fx5OKoOeWSwE4lw3CnhDjOFQvv77l452IAaBy5esBmPf0VjNTNrPqohbvReX8qx07brPyRddCiyVXnc8tvF6vHeQwoA6ANZxvUFiDxWDD7Of4/X5Hs9KdyliWxfDwMHw+H1iGwa+eHsL/vTqBN271I9K0IEbiGVw1IuFProjhN86PQOLNQL7R0dFNMWltBTI3RrZCGdve1nNpgRBq55mT+p0K9gyHw/aCpgjjw6XcNlzKbsMQE0MMfkThQy/COJsdwVXsLoywCft9/f39XX9usfq71nUaE8J4a2AbbvZvxVmeJHYKMZzuieMqaQi/GtyJi8Q+8Iw5vjQ2NrYp6mAoFDIXRPE8yue/ru3nUyMJVHeaY0JO1UPr3qKccTa0eHu2D24mX3ENcCho2IlAuea+bf+HbgTjbW+/KHzFbgTPNsdqOpmNnRBCCCHk1cD9TwCkJRzHYXR0FJOTkwDqePuVPThnWxC/eC6PPTPVo1ZBS14W558WxBVnRhD2m9UjFot1JbDiRFiWRSwWQywWg3HoQ3T7gZwcnyAIGBsbM+uhouAi7yC28XHsVTOY00qoGg37tUHGg0EuhO1CHEHWnIjw+XwYGRnpymQ3x3EYHh7GxMQEvIYX25RtmOVnUeSKJ3+zAUT1KPrVfvDgwXEchoaGujppb2UPmpubA6Dh4gEJFw9I0A0DimbAwzFgm35LPM+jv79/00xke71ehMNhFAoFZC59K8S5feBrpbacS/P6kLn8FgBmqmOnskslEgnk83k0gklkT78eied+5Mhxj6Ww7VLIiVEAQDLpzACVIAiIxWLIZrNY2Xkd/It7IdRyjhz7SDrnweKZNwMw2wm3BKIS9woEAhgcHMTs7Cz6BB/eHduKx6vLeL6Wg2xoR72eATDmCeJifw96BPM3HgwG0d/f3+GSt4ZhGAwMDODAgQNQVWBiIoKRkQJE8ejPfCKGAczPB5DNmt9FT09PRzLrBYNBRCIR5PN5zJfGIbB1BLyFDR9PNxjMFLZD0Xz2d9OOfmQymUSlUkHw3K3oecflWPrGLxw/BwAwAoexP30XGI6FKIquuWcHAgFIkoRarYbXikP498peaG3Kr9fH+bHbY07WJZNJx65nMplEsVhEX1jAG84I465nN17vToRlgHdfFAPHMvB6vY5dw+ZrsDgfx/DYPFi2PddAqfPILEcAmM+PbplsTCaTKBQKEIeTGPj4TZj56/9o27lG/+g2cAERPM87FuDEMAx6enowNzcH+cwL4N3zHDwTrzhy7CPVTz8XytZdAMyFQk62i6IoIplMYnl5GeWLr4V34mUIS2nHjq/0DqFyoRk41NPT48rFPn19fahUKvDoHgyoA5jhZ7DGnYTWdny1D1547QU2ZO2scbO5uTnk83nEJQ5v3RHAW3cE0NAMGAA8R+xxbfUp3dLWnYz1rFSpVFC68W2I/vNnwNZlx89jACjf8FYYogSe5zs6qR+NRiEIAhYXF1Gr1RBmfDiDOXagIs/zSCQSXd2a60hWkI8kSchkMqjVakjxPqT4oz8Dx3GIRqNIJpMtZxHuFJZlkUwmsbCwgMo5l0Pc/xy8c5NtOZfBMMhdfxvAm9uFOpUVNxwOY3l5GQqAyptuQfAr/wDGyfSiTRpbToNytrmdWTv6ttJYCgMfvhGzn/2BI8c9EheUMPp/bgVwuD9KCCGEEEKcszmeRElLBEHA+Pg45ufnkc/nsXVAwtYBCbKiI71SR7GigmUZ9EQEpKIesOzhjDh9fX2IRCKueeA9FjeXjRzm8XiwZcsWLCwsIJfLIc5JuJgzVxjWDRWqoUNgOHiY1YMTPT09jj7MboTP58Po6Cimp6cBDRhTx1DUiljhVlBiS0cNzDIGg5AeQkJLIGCYqfl5nsfo6KgrVlKGw2EEg0EUi0Vks1lUq1WwDAORP/xB/H4/YrEYQqHQpvuN9fX1oVwuQxP9WLniVqR+8s+OD7oYYJC57BZovhBYlnV0EN3K8rS4uIjCtkvhn38Z0vJBx45vqYdSyJ5urgRvTk3vhFQqhVKphAaAxbPfgoFHvgLmGMETrTAALO++Eao/1tYJenLqiUQi4Hke6XQaaACXBXpxkb8Hc40qllQZNV0FBwYJXkS/4EOAO7yyMZlMoqenZ1PWNY/Hg5GREUxOTqLRAA4ciCKVqiAer60puUytxiGdDkKWze8jFos5Fhi4Fn19fZBlGbIsY7qwE33Bg4iIS+tOjNPQPJgtbkO1YWb16O/vb9u9ORAI2AGPg//rjSj9ch9q++YdP8/g/3ojfFvNLEeDg4OuqZ8Mw2BwcBD79+9HmPPiIrEPD8lzjp/Hy3C4QjL7lM1bFDvBCkpYWlrCtTuDeHlext6lumPHt7zxNWEMx8ysiYODg44Fgzdfg4YiYGUpgp5e54NudR1YnI/DMFh4PB5XLQ7xer1IpVJYWFhA6p1XoPDASyg+4nyATM9tlyN8qbmNxsDAgKMTrtFoFMViEeVyGaUb34bIHX8HrryGxQbroMaSKF/zKwDMZ4V2BApak4r1OpB7ywcQ+/YXwOeWWz6uGkshf/P7AZazf7Nu5PF40Nvbi7m5OcT0GBRNwSK/6Mixk2oSCd0McrSyOJP1YVkWg4OD6OnpQS6XQy6Xg6qqEJoCe1iWRSQSQSwWc8Vz/XpYz0v79++HHoqgfMNbEbzrG2AcDryVz7nEDhTs7+/vePBJIBBAIBBArVZDNptFqVSCqqoAzOsnSZLrxzkikQgikQiq1SpyuRxkWYau6+aWkzxvZxLdbNleAXPcoVAooFarIX/dbUh+8/9rS6BZ+byr0OgfA2Dek536rliWxcDAACYmJqANjUK+9CpID97nyLGb6T4/Kje9DYA5NudkVkRRFO3xpt73XIXCw3tQemyvY8cHADAMRv/wVnh6wvZ35tbfGyGEEELIZkUBPq8S1rYUkUgEmUwGpVIJoofFlv6jI+itLWISiQQEob3pOsmrC8dxGBgYsCe7CoUCdF2Hl+HhZVa/LhqNIhaLwePxdK/ATfx+P7Zu3Yq5uTmUSiWEjBBCagg6dNSYGhqMmYXIY3ggGiLYph0Qw+GwvdWXW1iDk5FIBIqiQFVVaJoGjuPA87xrvveNsLIOzczMoDZyOlYuezsSD3zHscFLA0D2kptR2XI2AHPS2em2MpFIoFgsolarYf6S96D/F1+GmJt17PhKII75y98PgxPaMhFn/dYnJydRi49h4Zy3ofepO8EYuiPHNwBkT7saxUNbgNFEBlmvQCCArVu3Ynl5GblcDtCAYU8Aw57AMV8fDAY7lq2mnXw+H8bGxjAzMwNFUbCwEEAmIyEalREK1eH1aqsCZlSVQbUqIJsVUS57YEW0diP4tjkrpSzLmCttRbEeR29gAl7+5BMDhsEgLyexUB6Fbpj3476+vrZvI2QFPALAaf/4Ibzy/s9Dnlxy7Ph9H7gWve+5CoB5Xdw24dgcXLHLk0DN0PBU3ZkJbQDwgMONvjGEWG/bgj2TySRKpRJqtRpuf20Cf3ffMiYzimPHv2ZHENfvDtnncrqdWRU4nAuB5zXEEs4FhxgGsJBOQq6Zdc/JiTSnxONxFItFVKtVbP3s+7H3Q/+I8tPOBU/HXn8uhn/vLQDMiVknttFoZmVksSbmC7f9OsLf+ifHgnzUaAKF237dzrhhbYvoNGsrpIMHD0Lzh5C97SOI/OAOeNIbvxb1oa3Iv/E9MCQ/eJ7H0NCQqycRo9EoqtUq8vk8erVecOAwz83DYDb4nGIAvVovUprZlw+FQrQNSousZ6NkMol6vQ5NMxcpcBwHr9fruvZtPZqDzOo7zwIjywjc8z3HnpPl089F+VozULDb29lKkmRv2bVZs377fD5Ht0p0g+bAYy2aRPZXPoDYf3wJbMO54OnqrvNRuuwNAJxfyASYY4PxeByZTAby1TeArZThffpxx46vSz6U3/UBGOFI24Jjmsebtn3uA872ixgGI596O2LXtW+8jBBCCCGEUIDPq461mqXRaKBWq6FWq0HTNDAMA0EQIEkSJEna1IMWxP2swZb+/n4oioJ6vQ5d18Gy5tYSgiC4cvBFEAQMDw+jXC7bq8FYsPAbfhxrTCwcDiMWi7l+2yCPx7OpA3qOJRwOQ5ZlcxuAnRfDELxI/OJbYNXWJuR0TkDmsrehvP1CAOaAkVPpnpsxDGNPgDQAzF3xAaQe+wb8C62vrJJjQ1i45D3QxKC9BV072vxAIIDe3l4sLCyg3H8G5lkBqWe+C67R2go9neWQ2Xk98uOXADAnSmgig2wEx3Ho7e1FT08PyuUyqtXqqhWyHo8HkiQhEAicUm2kJEnYunUrFhcXkclk0GhwWFryY2nJD5Y1IAgaGMaAprFoNFavuvZ6vRgcHOxaoBPP8xgbG7OzUpaVKPZnIwh48oiIyxD5MjycbAcpaToLWfWjokSQk1NQdY99nE5tP8lxHEZGRjAxMQFPMowdX/k4DnziKyg9sb+l4zICh8HfeBN6330lAPO+59asFfF4HLIsI5/P41xvCl5weKw+D73FCcUg48G1vhHEObM+Dg8PtyXYs/meDDTwv65O4o5Hs3h6ptbScXkWeNOZYVyz06yHoVAIPT09DpT4aIlEAvV6Hfl8HpnlKDSNRaInv+4MWEfSVBYLcwlUK+Y16Ovrc2W/t/kaKjCD7SY+9XXkfvJMqwdG73uuxOBvvgkMy8Ln87Vta6TmLGxaIoX8r34Yobu+DmF+pqXjKqPbULzpHTACQTuQsp2LErxeL8bGxszsB74gsrd9BL6nHkDggR+vq5+uC16UrngDamddCuBwtlS3B3xbgYiGYaBQKCCpJRHQA5jhZ1Bj19emiLqIIXUIPsMMAAiFQq7K4rbZWdleTjWxWAyKomBlZQXy2RdB9/kR/K/vgpWrGz6mwbKoXvw6VC+/DoAZAOGmbeLoN+Eu1vPEzMwMlIExZN72PxH74VfAlVvbBtUAg8q5r0XxijcCMOthuzIKplIp1Ot18xnyjW+D7vdDfOjnLWeO1mIJlN/+Hug9vXbfpR3PodaxJyYm7H7R1Ke/jcyPnmjpuFzIh9E/vBWxa88CYPY/272YghBCCCHk1YoCfF6lBEGAIAhdXVFDCMMw8Hq9rh+IbcYwDILBIILBIFRVXRUoB5iDy1ag3GbZC/1U1dPTA8MwsLKygsrWc1DvGUHi/m9Cmt/YpKqcGsPya98BNWJOvsXjcfT29rZtwFAQBHsCpAFg4bL3IXjwccSf+xE4df0r3HSWR273NcifdgXAsPYkTjuzPSQSCRiGgcXFRVR6d2DqtR9H6rnvw7+0sUAlOdyPxbPeAiXUC8BcGdrf30+DtqQlLMsiFAq9qvpE1jas8Xh81TYUus6gXl/9eMAwjL3VVCAQ6PrvzcpKGQqFsLCwAEVRUFaiKCvm4DHLaGAZFYbBQDMEHLmPZiQSQW9vb0ez6omiiLGxMUxOTgKxIHb8y8ew+I1fYPZzP4ReW3/gqX/3MMb+5J2QDm3LFQ6HXT2pa01oA0A+n8fp3gQG+AB+XpvBir6xIJndnjgu8PaBZ1gwDIOhoSHHs6Y0s+7Jk5OTABR88PIEnpiq4ttP5FCprz873XBMwLsvimEgYk7atHti/siggnw2jFpFQqp/BV6xsaFjlksSlubj0DSzv9vb2+vqgFsrQHBychJ1AFv/3/+B7D1PY+rP74Saq6z7eN7hJMY+/Q4Ez9kCwJxIbFfQtMXv92N0dBRTU1PQI3Hk3/1RSI/fD/+DPwFzaAuatdI9XlSuugny2RcBQEf6hRZRFLFlyxbMzs6iWq2ies7lqO08F9KLj8P37CPg8yvHfJ8BQIsmUT3zYtR2nw9DNANbfD4fBgcHN00wrpXBwuv1YmlpCZIhYVtjG4psERkugxJz9BbQNgMIGAHEtTjCehjMoRcmEgmkUinX3geIu1hBDysrK1C2n4Hs4CiC93wPnr0vHLfqHY+a7EPpDW+H2mtulRkIBNreFpLNLxwOwzAMzM7OotE7jKX3/A7C9/8A0ouPr7sOAoAajiN/7duhDG0FYN4vR0ZG2lYPrYx009PTKJfLkK++EY2tO+D/wZ3gsse+h52IAQb1Cy9F7eobAMFjB+AEAsfOLuuE5r5tHcD4X7wb0WvOxOSffgdqprTu44Vfuxuj/+dWeJLmNsjWfYkQQgghhLQHYxgthpefIj752JNtPf5fX3juht87OGg+KM/OOrc9C3l1abUOUR0kTuhWPcxms5ifn7dTc/smnkXoxQchzu076eCRAUDuHUdp9+WojJ8JHJpITKVSiMfjHRlEbzQamJ2dRaViTj5xtSLCBx5FcOJx8PXySd+vCRJKI+egsPUSqAFz4k2SJHtioRPy+Tzm5uag6+YkqG/xFUQmH4Nvad9JU8IbAOqRQeRHL0Rp4Ezg0CDdRrYIoraQuIEb66FhGHbQqqqqMAzDzqrn5u0oDMOws+pVq1U72PZIXq8X4XAY0Wi0qyniFUWxJ7QBQFkuYPnfH8Hyvz+MxuJJVi0zDEIXbEPPrZchctUZYLiNt4VAd+qhYRhYXl7G0vISYAC6YWBCLeAlJYMF7eQBFjwYbBGi2O2J21l7BEHA4OBgx7LGqKqKdDptb7tWU3Q8OlHBL/aVsVg8cYAFA2B7rxev3RbAGQMSWLbzW94ZhoGlpSUsLy9bf0EwXEEkWoIonTzYzDCASllCIRe0s/ZY20eEw+F1laVbbaGqqpibm0OxaG5vpRarWLnrcSx950HUp5ZP8m7Af/owem69DLEbzgHrNduTWCyG3t7ejrWVsiwjnU6jVjMD5JhqGeKzj0N65lFwhdwJ36vGeyCffTHk08+FIZrX0O/3Y2BgoOMBMoZhIJPJYHFxEc3DUmy5CGFxFlx+GYymweA4qNEeqKkB6P7DwbgsyyKVSiEWi23499Pte3KtVkM6nYYsH85wqUFDlamixtag4dD2UOAg6RIkQwLftE7P6/ViYGDglNvG59Wkm3Uwn89jfn7+8GKlxTTEpx6G+NLTYBrHD/40GAbK+HbIZ18CZct2gDHbvmQyiWQy6dp+Izm+btXDcrmM2dlZqIeCVIW5CQSefhDi/ufB6Mfu1zdrxFKovuYSVE+/AIZg3sM6eU/Wdd3OimoWqAHPc0/C+8Qj4BfnT/p+gxegnH4W6hdcCq3XzHolCAKGhoY61q6rqor5+XkUCuaziFarI/OjJ7H07QdReyV9wvcyHh6x685Cz62XIXDmGIDDC0k2krnHiefc3N0f3fB7nRa94fPdLgIhhBBCTmEU4HMIBfiQU1m3By4JAbpbD+v1OtLptD2pCgB8fgnS3D54VmbgzaTB1s1JEt0jQokPoJ4YhNy/DY1or/2eTgfGWAzDQC6Xw8LCgh0kA12Fb3E/vLlZeHNpCOUMGF2FwXJQfRHUowOoRwdRTZ0GgzcHuxiGQU9PDxKJRMdX+DYaDaTTaZTLh4OS+GoOvuUD8BbSEAvzYBs1wDCg814ooV7I4X7U4qNQwn32e0RRxMDAwIZS5lNbSNyA6mF7GIaBRqNhb/vJMAx4nocoiq6aaDIMA9lsFgsLC/aEtqFqKD8/hepLM6i8PIPGchGGpoMVPZDGeuDbNYzAa0bgHTicHUUURQwODm4420Y366Esy5idnV01oZ3X6ljUKljWasjpMlTDvNdJLI8EKyHBSejjA/Ayh7MjxmIxpFKpjmdMtLLgNE+KAsBMTsFMVsF0toFcVYWmAx6OQU+Ix3DMg7G4B1H/4Yn5Vq9hK2q1GmZnZ1GvH84I6PUqkHwyvKICj6iAZc36qWks6rIH9ZoH1YoEVT38GYLBIPr7+zcUONfNOmgYBorFIubm5lZdw8pLM6i8OI3qSzOoL+RgNDSwHh7e4ST8u4bgP30Y0vjhfmGnA8yO/AwrKytYWlpaHRyTW4GwMAtuaR5s3fyN6aIPaqofau8g9PDhCTeWZdHb24toNNrVzC+qqiKfzyObzUJRTh5o5vF4EIvFEI1GW/79u+GebBgGSqUSstnsqn7yifj9fsTjcQSDQcras8l1uw42Gg3Mzc3ZgasAAFUFvzwPfmEWXHYZjKrCYFnooQjU3kGoqQE7QBDo/haupHXdrIeaptnb71rYShHeqb0QlmYhLM2Cq5YBXYcheKDGUlBSg1D6R9HoH7PfIwgCBgYG2pr15ngqlQrS6fSqexg3Nwt+ZhLc/Cy4lSUwjQYMhoERCELrG4DaNwh1fNuq31KnA4abFQqFo/pF8vTysZ9PxlPw7RyCf9cQuMDhfmwr/UKAAnwIIYQQQtaDtugihBByyvN6vRgbG0OpVEImk0GlUoEa6UHp0HZbJ+P3+xGLxRAKhboyiM4wDGKxGILBILLZ7KHtdIBq3w5U+3ac9P0syyIajSIWi3VtSzxBEDAyMmJn2yiVSlB9URRHzgNw3knfL0kSYrEYIpEITWQQQo7CMAw8Ho/rt2hhGAbxeByhUAi5XA7ZbBYqgODZ4wiePX7S958Kk7rW9jzFYhHZbBaVSgURzosI58X2k7yXYRhEIhHEYrGuTSRaZQgGg3ZQQr1ex1DUg6GoB5dsOfH7rS3vunkNJUnCli1bUCgUkM1mUavVUK97UK+v7fcTDAZds23fRjAMg3A4jEAggHw+j0wmA0VRzCCeXUMnfb/VJwmHw10LIGQYBslkEtFo1G5LGo0G9GgC9WgC2HnWcd/r9XrtPpUbthTmeR6JRALxeBz1eh21Wg2yLKPRaMAwDDAMA0EQIIoiJEmC1+vdlPXueBiGsbcKbTQaqFarh36TdXui1cqqZ20F7fZ7Hdk8rGe0Wq2GbDaLfD4Pg+eh9g1B7Ttxe7jZ7wXEHaztd2OxGDKZDIrFInR/CLVd56G26+TjBG64p/n9fmzdutXuF8qyDK1/EFr/4Enf64a+LWBum9bct5VlGeJwEuJwErEbzjnu+6w+lVV+aguIW2m6hrJykqy5bRLwhMGx3e9zE0IIObVQgA8hhJBXhebB83q9jkKhAFmWUavV0DgiBTnP8/YAeigU6srq+mMRBAGpVArJZBKlUgmVSsX+DM2rtxmGgSiKEEURPp+vqxNQzRiGQTAYRDAYhKIoKBQKqNVqJ7wGoigiFArRilBCyClFEAR7a6ZyuYxqtWq357qu25PaHo/HntQNBAJdC9J0mjUZEA6HIcsyyuWyfT9oXv1s3c+a78luCEgAzAmpeDyOWCyGarW66hpqmrYqMMEqv9/vd801tIJ/o9EoarUaisWiXX5rqwyLVQ99Ph9CodApE1xwrGto1cPma9jcL/T7/a7qk/A8j2QyiUQiYZfd+h1ZWR9ZloXX67U/gyiKrpyAa+6/vloJgmC3jYR0kiRJGBgYQG9vr90WHhlox3GcfU/2+Xxd3faUnHp8Ph98Ph9UVUWhULD7Vc3ZBgGsqofBYBA+n88V9zSWZe3scrVaDaVS6Zj9KoZhVt2Tw+Gwa/q2zZ/BKrv1v+M9n/j9fvA8TS8R9ysrBfy/D/5WV879icv+BmEx1pVzE0IIOXVRD4wQQsirjtfrRU/P4ew9uq7bkyDW4KWbsSy7avDfMAz7M1jld8Mg14l4PB4kk0n7vzfbNSCEECc0Bz6+Wh05oW8Yhj2B4PZ7GWBeQ7/f35VtmpxiTTIBh/sUVuAwy7KuCBJup1PhGjIMY0+OEkLIRnEc96rvl5Du4nke8Xgc8bi5Na01TmAYht0ncXP/8Fj34+bgmM3Qv2UYZlXfkBBCCCGEuA8F+BBCCHnV2+yTV1ZAzGYOitns14AQQogzNsPEx6mMgmwJIYQQ4hanwjjBZi8/IYQQQghxH+phEkIIIYQQQgghhBBCCCGEEEIIIYQQ4mIU4EMIIYQQQgghhBBCCCGEEEIIIS7z8MMP49Zbb0V/fz+8Xi8GBwfx5je/GT/60Y+6XTRCCCFdQFt0EUIIIYQQQgghhBBCCCGEEEKIi/zhH/4h/uRP/gSGYdh/S6fTSKfTuOuuu3DrrbfijjvugMfj6WIpCSGEdBIF+BBCCCGEEEIIIYQQQgghhJBNKXrD57tdBEIc98///M/49Kc/DQAYGhrCH/zBH+D000/H3NwcvvCFL+D+++/Ht7/9bUSjUfzDP/xDl0tLCCGkUyjAhxBCCCGEEEIIIYQQQgghhBBCXECWZfze7/0eAGBwcBDPPvssotGo/f/fcsstuPnmm3HXXXfhi1/8Ij7xiU9gy5Yt3SouIYSQDmK7XQBCCCGEEEIIIYQQQgghhBBCCCHAj3/8Y6ysrAAA/vzP/3xVcA8AMAyDP/7jPwYAGIaBu+66q+NlJIQQ0h0U4EMIIYQQQgghhBBCCCGEEEIIIS7g8Xhw/fXXo7+/H69//euP+Zrt27fb/56dne1U0QghhHQZbdFFCCGEEEIIIYQQQgghhBBCCCEucNNNN+Gmm2464Wumpqbsf/f29ra7SIQQQlyCAnwO+ci/7W3vCS48t73HJ4QQQgghhBBCCCGEEEIIIYSc0gzDwKc//WkAAMuyuPnmm7tcIkIIIZ1CW3QRQgghhBBCCCGEEEIIIYQQQohL6bqOhYUF/PCHP8QVV1yBb3zjGwCA3//938e2bdu6XDpCCCGdQhl8CCGEEEIIIYQQQgghhBBCCCHEpX7t134NX/va1+z/9nq9+Ku/+it8/OMf72KpCCGEdBpl8CGEEEIIIYQQQgghhBBCCCGEEJeamZlZ9d/1eh3f/OY3cc8993SpRIQQQrqBAnwIIYQQQgghhBBCCCGEEEIIIcSlPv7xj+Ohhx7C/fffjz/+4z9GJBLBY489hptuugnf+ta3ul08QgghHUJbdBFCCCGEEEIIIYQQQgghhJBNKXf3R7tdhHWL3vD5bheBbDJvectb7H9fccUVuO2223DppZdiZWUFH/zgB3HttdciHo93sYSEEEI6gTL4EEIIIYQQQgghhBBCCCGEEELIJnHaaafhz/7szwAA5XIZ3/ve97pcIkIIIZ1AAT6EEEIIIYQQQgghhBBCCCGEELKJvOlNb7L//fzzz3exJIQQQjqFtugihBBCCCGEEEIIIYQQQgghhBAXyGQy2LdvH2RZxpVXXnnc18ViMfvfiqJ0oGSEEEK6jQJ8CCFdZRgGdF2HYRhgWRYMw4BhmG4Xa100TYNhGAAAlmXBspsrOVqj0YCqqjAMAwzDgOd5CILQ7WJ1jK7raDQa0HUdAMAwDDwez6a6jqqqotForLqGPM9vmt+SYRhQFGVTXwNCCCGtMwzDviczDAOWZTfV/QzY/H1bXdehKMqqvq3H49lUn4GQze5UeD7Z7Oj5hJDua/4dWv0qQRDAcVy3i7Zmuq5DVVW7b8txHHiepmMIIWvz9re/Hffddx96e3sxNzd33GeyiYkJ+98DAwOdKh4hhJAuoh4lIaSjdF1HqVRCpVJBrVaDLMv2BAJgTiJIkgRJkuD3+xEIBFw3oSDLMorFImq1Gmq1GlRVXfX/C4Jgf4ZQKASv19ulkh5bo9FAPp9HtVo9ZvkBgOd5SJIEn8+HaDR6Sg1AGIaBSqWCQqGAWq2Ger2+qg4C5gCu1+u1r6Hb6qGqqsjn8/bv6FjXkOO4VdfQTUFbhmGgWq3a1+DIdsAiiiJEUUQoFEIwGHTVNSDkVKHrOur1uv1btIJWrUl96352Kt0HiHsYhoFyuYxSqXTc+4F1P5MkCZFIxHX9Kl3XUSwW7X7VkZ+B4ziIoghJkhAIBOD3+111PzMMA6VSye7b1uv1o17DMIz9GSKRCCRJctVnIGSzOxWeTwCzPZRlGbIso1arHbUAwWrLRVF0XaAMPZ8Q4g61Wg2FQgHVahWyLNtBds2sZ5RAIIBwOOyq9sQwDBSLRZTL5eO2583tYSQSgcfj6VJpj09RlFV9W+sZ0Qp2tNpyv9/vqu+fkFPNJZdcgvvuuw8LCwu45557cMMNNxzzdXfccYf976uvvrpTxSOEENJFNFJPCOkIRVGQzWaRy+WgadpxX6frOiqVCiqVClZWViAIAmKxWNeDTKyH9Ewmg2q1esLXNhoNNBoNFItFLC4uIhAIIB6Pd30QtlqtIpPJoFAonPS1qqqiVCqhVCphaWkJoVAIiUQCkiR1oKTtoes6crkcMpnMSdOVGoZhD07ncjl4PB7EYjHEYrGuDl7IsoyVlRUUCoVjDjg30zQN5XIZ5XLZvobxeBx+v79DpT2aYRj2NTjWBOKRrGuQz+chCAKi0Sji8fimWrFHiFvJsoxsNot8Pn/MgfMj+Xw+xGIxhEIhGsQlLdM0DdlsFtlsFo1G46Svte5ny8vL8Pv9iMfjXZ9Yrdfrdt/2RL8hTdNW9W2tPkU0Gu3q/UzTNGQyGWSz2WMGCjczDMMObM9msxBF0f4MNLlNyMadCs8nwNqf9fP5PABzUU8kEkEsFoMoih0q5bHR8wkh3bee8TbAbHMURUGhUMDCwoL9O+zmoiZVVe2+7cn6VUeOt1ljhsFgsEOlPTbrOmSzWVQqleO+zlr0CBxuz+PxuOuC8Ak5Fbz3ve/FX/3VX6HRaOA3f/M3ceGFFyIaja56zb333ov/+3//LwDgoosuwqWXXtqNohJCCOkwCvAhhLSVYRjIZDJYXFy0AxKMhgr1uX1QD85CO5iGvpIHVA2MwIPtjYMbHwC3dRj8rjE0Gg0sLi5iZWUF/f39CIfDHf8M9Xod6XR61UCDOrMI5bn9aBxIQ52ch1GRAQBMQIIw1g9+6yA8Z24D3xe3J6UCgQAGBgY6Puig6zoWFxeRyWTsvynLBeR+8gwqL06j8tIMlPkcdEUF6+HhHYjDt2sQ/t3DiF13NoR4EIVCAYVCAYlEAj09PV0fRF6varWKdDq9atDWO7MX3pl98CzNQFiZA1uvAQB0j4hGoh+NnkHIg/8/e/8dHslxHvjjn+7JA8wMZgY57GIzc5bEKFE5BytRkgNlW1aw5a/vfPadzr6zLZ/v55Nt6SyZCrasYJ0ixSRSiQqkSDHntHkXi4wBMDmHDr8/Gt072IjF9AQs6/M8+0gE0FVvdVVX1RvqrR1UNu2kWq0Si8VIJpOMjIy0PEhG0zSWl5dZXl62fiYVC3gPPItrYQbn4izOdAIUBRwO1GAPtYFRlMExyrsuQgv0kM1myWazRCIRBgYGWm6ELpVKzM3NUS6Xj7brwCTa7oPok3PoMwtQKIIOeN1Io4NIm0eQd21BumgXtVqNpaUlqw/abfwSCDYq1WqV+fl58vn8qp8rsSTVQ3OoySxoGpLPg2vTAK6tw8geF8VikWKxiMPhYHBwkJ6eHuHYF6yLXC7H3Nyc5fzQ0SnIOYpygbJcoiKV0SQNCXDoTryaD6/uo1sN4tG9VrBMu/ZVuq6zvLzM0tKS9bOapjFRKrBQLROrVMgqNTTAKUlEXG6G3F5GvF42ef3WniIej7dtPTu2DzRV5/D+DLOTeWLzJeKLJapVow+8fgf9Q34Gh31s2RFkZHM35XKZ+fl5kskko6OjbXfQCwQbkRPpJ5lH9pN79ACFPTMU98+jZg390xHw4ts5Qtd5owRfupPgVbvarp+AESgYi8VIpVKrfl6eiVPcPU15Jo5eVZBcDjzDho7pHe9HA8sRHgwGGRoaaotj/kT6Se6pw2Qe3Edx7wzFfXMomQLoIHd58O8Yxn/eGIErttFz3fnUEPqJQNAo1WqVubm5VQElHiVBoDqNV4njU+I4tDISGprkpOIIU3b2UnQNkHNvRlUhHo+TTCYZGhpqi46SyWSYn58/GuCoqjj270eemkaenUVaWkaqVUGS0QPdaMMjaKMjqOeeix6NWDbDYDDI8PBwWw435vN55ufnVwWbSvkc8twc8vw8cs7QEXWXC62vH214GG1wCM3ptObznp4ehoaGRMCjQGAj27Zt4y/+4i/45Cc/yb59+zj//PP5xCc+wWWXXUaxWOSOO+7gy1/+MoqiEAqF+NrXvtZukQUCgUDQIiT9dCkAXiRM/eF3mlr+5i+8f93Pjo6OAjA7O2uXOIIXGY2OofU+X61WmZ2dtQJjtHiayt0PUb33CfTc6U/lyH1h3K9+Ke7Xvgy52w9AMBhkZGSkJQqjruskk0lisRi6rqNrGpWHnqf4o4eo7Tly+gIkCfclO/C/6Wo8Lz0PME63DA8P09PT01zhVyiVSszMzFhKeuGFaRa+/kvS9zyPrpz8dKWJ5HIQfs3FDN74KrrOGwOMdMhjY2NnnM2nHeNQ13UrQAwAVaH7+Yfoev5BXOnlUz+8ghKMkr/wavIXXQtOw/AcjUYZHBxsieGoUqkwPT1tGf+dy/P4H78P775nkdRTnwwD0CWZyvbzKL7kemoj44BxjdzY2Bh+v7+Zohv16zrxeJzFxUXjv1UV7ddPoN3zCPrc4toKCYdwXP9S5FdfheQznIjhcJihoaEzCjZr11woENTTrnFormmLi4tWtpHqxDz5Hz5M6dfPoZ1sXXbIuHdtovtNV+J/+cVIbsPg3K7gCoE9tGMcaprGwsKC5QhWUUk546QdCWryqbP4AKCDX+smovQS0IyA71bvqyqVCjMzM5YzOFmr8kQ2xXP5LJU1ZMIKO11cFuzh0kAIj2zsZXt6ehgeHm5J8LSmaczPz1tZNCpllScfXuLZxxPks2voA6Bv0MelV/Zy4WVRZNnYBw0ODhKNRs9oXyTWZEEn0An6iVZVWLr5AZZvfpDy5NJpnjbwjEbpe+81DLzvOmSvcbVLK/UTOD5QsDKXYOnmB4j/4HGUZO6kzzkCPqJvupz+G67Ft33I+JnDYTnmW8Fx+omisnzbIyx979eUDi6sqQz3QA9977magQ+8Ake30E8EG5t2jcNUKsXCwoKlmwQrh4mUduNTlljLTKZIHtLenSR8F6LKhm0jEAgwOjraEpuhqqrMz88fzZJdKOJ66CEcjz2OvJLh5lTokoS2cwe1a69B27kTMObDkZERgsFgM0W30DTNChYFQFVx7n4B16OPIE8eOWU/6B4PtUsvo/ayK9H7BwDj+rH1BjzaMZ+lfvrxdT/bLsJvuKndIrwoyJST/NMDf9qWuv/s2s8Q8kbW/byu6/zZn/0Zn/nMZ076N6Ojo9xxxx1cfvnl665HIBAIBBsLEeCzggjwEZzNtENZr1QqHDly5KjB7ycPUvrOT6GyNudBPVKwC9/vvwP3lRcCxr334+PjTT3Vous6sVjMynqjLMTJfu5mansm11We+/JzCP7Ru3BEDYfUwMAAfX19dol7QgqFAlNTU2iahlauMvsvP2LxW/eBto5p3yEz+DuvZOSP3oTsdiLLMuPj42cUINLqcajrOrOzs5axxbU4TeQX38GVXGNQyTHUQr2kXvM+qsNbASPYbGxsrKlG9FKpxOTkpHESTFXoevgXdD16D9IanIjHoiNRuvQqcq94C7jcSJLE5s2b6e7uboLkK3XqOgsLC5axSJuNoX71FvSp+fUVGAnh/OA7kc/fARgBBps2bVqzEV0Y0AWdQLucifXzobKYJPW5Wyk/eeCM6pZDXfR86C10vfYKwDBAj4+Pb+jrG1+stHocaprG1NSUdTo7L+dYcM2grCWw5wR0qwEGq2O4MALMhoaGiEaj6yprrdSvyZqu83Amya9TCVTOfF8VcDh5c+8g2/xGxg2/38/mzZub6ow6tg8mDmS5+47pNQf2HMvQqJ83vHMTvf3G93+mwQViTRZ0Au3WT/LPT3Hkr75N+XBsXfV7NvWx5W8/QOCy1uknYGTLiMUMmdV8melP30H89kfOWM8Mv/ZiNv/Fe3BFDUdwb28vAwMDTZX/WP2keHCeI//jWxT3rm8MuAfDjP/N+whdfQ4g9BPBxqQd47B+HnGqeYbzv6a7Nreu+lXJQ6zrKjLe7UBrbIaqqjI5OUmpZGSCdrzwAu7bf4B0TJbUtaAD6kUXUn3H22ElG9vIyMhx1/DYjaqqTE1NWYcy5SNH8N52C3IycZonV6MDymWXU3nzW2Elq+N69uYiwEfQTDZygI/JQw89xE033cT999/P0tISXV1dnHvuubzzne/kYx/7WFuyOQoEAoGgfXTMFV3XX389991335r//sYbb+TrX/968wQ6i9F1nXw+T7FYpFwuoygKkiThcrnw+Xx0d3eLNOuChqhWq1Zwj5YvUvzMN1F2T6y7PD1boPh/v0Xtukvxf/RdlMtlJicn2bJlS9McIfVXWpXufZLsF29bV3CSSfXJfST++DOE/vP78LzkXBYXF5Ekid7eXrtEXkWxWLSCe8qzcQ7+4b+u+UToCVE1Yl/7Jen7d7PzCx/FMxS2+qATHbu6rjM3N2cZz7ufupfQQz9C0s88MMbElYnTd9vnyb70deRe+nqy2Syzs7OMjo42xQhtjnNVVZHzGXpu/QqupXUGxgASOv6nH8J9ZD/pd/0+aqSfqakpxsfHm6YE1p8EU+97DPXbd8EaMkedlGQG5TNfQ37dtThveBP5fJ7p6Wk2b94srgoSrBtVVclkMhSLRSqVCqqqIkkSbrcbn89HIBDoyHlurRznTPzxI6S//EP0UuU0Tx6PlimQ/PT3KP76OSJ/+l7o6ebIkSNs3bq17XtHTdOoVCqUy2UrPb7ZhyLLUHupDyzR0Vl0zZNyxFnT0eyTkHfkmPDuZ6S6mW4twMLCApIkEYk0bjg9EfVrcl5R+P7SHPOV8ukfPAk5VeG7i7NcHujhddF+a982Pj7elEw+q/pA17nnx3M89fDaMhmejIXZIt/4wn5e+7YxLrwsSiKRQJIkBgcHbZJaIDi7OFY/Wfj6L5n97A9BXb9+UpleZt/vfY7hj76BkY++oen6Cax2ymcfP8iRv/wW1VjqNE+dmNTPnyX3+CE2/9UNRF5zsZXVqJlBPvX6ydItDzH997eg19avn1RjKQ589IsM/M4r2fRn7xD6iUCwBhKJhDWPdFenGcndi0Nfv73NoVcYyf+K7uo084FXNN1mqGna0eAeVcV92+04nnhy3VtbCXA+9zyOwxNUfvu30LaMMzc3hyzLhEIhO0W3WBWgpGm4f/JjXA8/iLSOc+AS4HrqSRyHD1F+9w1oW7c2fW8uELwYufrqq7n66qvbLYZAIBAIOoTm5wFfI5FIhIGBgVP+q0/vODAw0EZpNyaaprG8vMz+/fuZmppieXmZXC5HqVSiWCySyWSIxWIcOnSIiYkJ8us4dSAQaJrG9PS0EdyTLZD/m39tKLinntqvn6bwD99AVxTK5TJzc3M0IwlZJpOxjIvFnz5C9rM3NxTcY6IXSqT//j8oP/QcYBgX6+8ZtwtVVZmZmTGCe2bi7Pvg5xoL7qmjfDjGvhs/S2U+afW1dc94B5FKpazrJwKP3k3Pg3c1FNxjIuk6oUfvJvTAXYAxVsxAMDvRNI2ZmRkruCf8nS80FNxTjzOdIPKdL+BILKLrOjMzM1amLTupfzfqLx5C/cYdjQX31KH97AGU/7gNMO6KX1qyZ3wLXlwoisLc3Bz79u2zrqwplUpUq1UqlQq5XI6lpSUOHz68ofdFi4uLljMx/bWfkPrcresK7qmn/Nhelv7L51GW05aBuxnzyFqoVCrMz8+zb98+Dh8+zNzcHLFYjFgsxvT0NPv37+fw4cOkUqmm7BkEp2dpacna7yy4Zkg5GwvuMdEklVn3EXKyMb7n5+etU9R2Ur/fySk1/mNhuqHgnnqezKW5Y3kBTdcpFossLKztapgzpb4PfnLbdMPBPSaqovPT26d55lGjvHg8TnYNV1IIBC9G6vWTuS/+hNnP3NlQcI+FpjP/hZ8w85kfAM3TT8C4lst0yqd++RwHPvrFdQf3mCjpAof/y9dYuvkBwJhHzKsc7ab+3Sx+6z6m/vZ7DQX31LP4jXs58snvAkI/EQhORf1+J1CZZCz784aCe+oJVScYzf4cdJVyucz8vD02lGNZWFg4GtzzrW/jbCC4px6pUMDzla8iHzZsqLOzs9ZV7XZiBpyabfB+51u4H3pgXcE99ciZDL7/+CqOvXsAY2++UXVogUAgEAgEgk6nYwJ8brvtNssYf6J/R44cYXx8HIArr7ySv/3bv22vwBuMcrnMxMQEi4uLRuCFpnNoscy9e7Lc8USKO59K8eihPEsrKdqLxSKTk5PMzc1ZdyELBGtheXmZcrmMrqoU/uHraDPruw7pZCjPHqD4xVsAyGaztjsRFEWxjACVx/aQ+9LtYKdDUNXIfPo7VPdOAobCbvc3FovFqNVqqIUyBz76RWpLGVvLN08pqqUqtVqNxUV7+7hRqtWqZXj273mM4GN3215H4Ol76XrOMEIvLi7abnRZWloyylQUem75d5xpe430cjFP+Pv/hlQuoiiK7Q7F+u9Ie3I36nd/ZGv5ANr9T6DedQ9gzDvNcOoKzl6y2SwHDx60gj5KmsreUob7sov8JDXHz9MLPF1IslwznPjmvmh+fn5D7YuKxaIVsJr97i/Jfe8e28pW5uIs//d/Q801Zx45Hbqus7S0xMFDB0kmk1a/5LUqS2qBhFpCWQnsLJVKzM3NcfjwYcplewIzBGujfgwuORfIOO112uqSzpx7irJkXC3QjH3V4uIi1WqVmqbxndgsacUeJ5TJ3kKOnycNR3AqlSKXy9lafn0fPPCLeXY/nbS1fHT4+Q9nObzvaKBVuwL+BIJOpV4/Wb7jUea/+FPb64h9/R4Wv3M/0Bz9RFVV5uaM63Oyjx7g8H/9um3BMeg6U//7FhI/fhIw9NlqtWpP2SvU6yepXzzL9D/cbmv5APFbH2b+Xw3dU+gnAsHxaJpmzSPe2jIjuXuR1nHV6akI1GYZzhu2mkwmY7vNMJfLWUGIrjt/iHP3HlvLl2o1PP/xDaTluJWJ1e5DCvXvxXP7rTj37LatbElR8H7328iTkwDMzc115KFAgUAgEAgEgo1OxwT4nI6Pf/zjPP/880QiEW6++WY8Hk+7RdowFItFJiYmjCsLNJ1f7s7wN7fN8bm7F7n9iRT37MnyixeyfOuhBH93xzyf/WmMgzHD+ZFKpax09ALB6SiXyywvGyd4K7f/CvXgTFPqqT3wDNVHjCw4djsRFhYWUFUVLVsg+/lb7A3uMVFUsp+9Gb1Ssz1AJp/PW8aGmc/cSWUmblvZ9ZQnl5j73A8BSCaTTclEtF5MB7wjl6Ln/tttOUl1IkIP/hBHOm6dfrLL6FIqlSxHXPdDP8O13BynuSOXIfDLOwD7DV/md6TnCij/747mfEeAete9aNOGob4Zhi/B2UkymbSycRRVhZ+m5/lS7AA/TM3xWD7BC6UMzxRT/CIT4+vLE3xz+QjTlYL1rHn9YaejaRqzs7MAVPZOkfmG/cGOyuwy6c8bDrJMJmNlCmo25nVDS0tLoENWq/BoZY7v5ndza3EfPykd5oelg3y78AI/Lh7iUC2JpuuUy2UOHz4sMoy0iPoxWJIKJJzNyWagSzrz7hl0jGvazL2oHRQKBSvbw69ScZZr9jqcTZ7IppkoGfOMnY4Qc48CsDBb4JH7mxSUrcPdP5imXFJQFMUKZBAIBAamflJZSDH9qVubVs/sP99FeXrZdv0EjP29oigo2SITf/lN+4J7THSdyf/1PStTbDPkV1WVWjLP5N/d3DT9ZP5f76a4z1j7hH4iEKxmeXmZSqWCpKsM5+9Dpjm25lDlIN3VacCYf+3aV9UHOsoHDuJ85BFbyj0WqVLB/f1bQNMolUq2ZmWrP5jhfO5ZXE8/ZVvZJpKi4L3lZqhUOvJQoEAgEAgEAsHZgLPdAqyF22+/na9+9asA3HTTTYyNjbVZoo1DtVplcnISTdNI5BS+ct8ys8lTG6YPL1W46WeLXHdOgHdeEaZYLDIzM9ORd4hrmmHI13Udh8OB2+3uOBlfTJgOFXU6Rvk2+7IEnIjSv/8A53nbINhFMpmkv7+/4TIrlYrlnMz9+51o6ealklUX4uS/+VMCv/9WkskkfX19OJ2NT8lWpobHDrL8/QcbLu9ULH77fsKvvYTAZVuJx+N0dXU1tb61UCqVrBTA4Xu+j1yzP52xiaxUifzyuyy/6+MUi0WKxaIt78DsQ2dsFv9jv2q4vFPh3fMU5XMuobrtPOLxOMFgsOEy678j9dt3Qa6JwV+qivrVW5H+6o+sK5XsaEM70HWdUqlkXMsmy3i9XhwOR7vFOuvIZrPW6e2pSp4fpuYoaqc2+C7USnwvMcUVXRGuDw5QKBSYnZ1lbGyso/cc6XSaarWKXq2R/MzNoDXHwVT81TP4Xn4x/qsvYGlpiWAw2NT3ous609PT1lz/fHWJZ6qLaCc4/asDy1qR5UqRfbUE13rH6JG9TE9PMz4+Tnd3d9PkFBgnnKvVKjpGAE7TIm6Bilwm7lyiTxkkkUjQ19eHLDd+lsXc286WSzyebc6VMSY/isf4yMgWUBTS6TTRaLThMrPZLJVKBVXV+clt09hwW+lJKeQU7vnxHG9612bS6TT9/f243e7mVdhEVNW42kPTNBwOB16v15bxJHhxUq+fTP7td9EKzdNPtFKVI3/9Hc792v9nq35SqVSs68Wm/+F22zPEmmiFCpN/8112/dsfUigUKBQKtqzV9frJ9KduRUk2T8/XFZWJ//ltzv/un214/UQgsBNVVa1Ald7i03jVdNPqkoCh/AMc7nk3imIcXu3t7W243EwmYxwwrFRw33prM7e2OKamcD70MMq11xCPx4lGo7boWIlEAlVVkfJ5PHfdaYOkJ0ZOJXHf/ROqb3uHZfN0uVxNq08gOB3d7hB/du1n2la3QCAQCAR20/FWqnK5zJ/+6Z8C8MY3vpH3v//9bZZo42Cm8tQ0jVRB4bN3x04b3GM9C9y/L8c3HzSUr/qsIJ2AmeJ6//79HD58mImJCQ4ePMihQ4dIJBIb4mR9Pbqub/iTXYqiWCfiy3fcC03O+qTnClR/ZpyWMa9YaZRk0riyQJmPU77/mYbLOx3FnzyMli2g67plMG2ESqViGY8Xvvyzhss7LbrOwld+Dhx14rUbsw9dizN4pvc1vT7P/ATuucOr6m6EWq1mGZ+7Hr0HqZmeOAzDV9cjvwSMbG92pJE31wp9MYH2+PMNl3c69JkF9GeNvrajD1qNoigsLi6yf/9+JiYmmJqa4siRI+zfv5+5uTnbr1d4MVN/NcNUpcCtiZnTBvfU80Qhyd0Z47RjNpttWbaa9aDruvU9FH72BMpMczKnmGS++mPAWIeandEtkUhYa92D5RmeqsZOGNxz3HNaiZ8UD5NQjXludna2IzNU6rpOtVo1Mm92oHxngunEyTrSVOXmz2VJ5zIaKpqm2bKvqlar1lh7IJ2w+QKJ48kqCs/ljXklmUzaurc9uCdNYqn519PteSZJJm3sBztJd1wrlUqF+fl59u/fz5EjR5iammJiYoIDBw5YV10LBGeKtR7vnib7YPP1k/yTh8k9eWhV3Y1illM6skjizsdsKfNkZB/ZT/bRA6vqbRRzPipPL5P86dO2lHkqSvvnSN9vXHmzEfUTgaAZZDIZNE1D1qpEyvZdCXUyXFqRnsp+wJ59la7r1t7W+dTTyOnm64LOX90HqrrK3toImqYdtZk9+ABSsbl6m+vxx5BW9uRiLhS0G4fsIOSNtOWfQxaH9wQCgUBgPx0f4PMP//APTE5O4na7+exnP9tucTYUmUyGYrEIwP97IE66eOZOgieOFHjoYA4w7kHvBEdDoVDg0KFDxOPx4+SpVCosLCwwMTHR8QZYTdNIJBIcPHiQ3bt3s2fPHiYmJshkMhsy2McMstEyeWqPvtCSOiv3PIauadRqNXK5XENl1TuDSj95uGkpu1dRUyj94nHAHoODabgsTS6Sfexgw+KthcyDe6nMJVbV3y5UVbX6sPv5B5t6mqqe7ueNTEnZbLbhecd8h3I+i+dQa74j1/wUzsW5VfWvF03TrDLUXz3amu8IUO99FDCCUTsh0GytVCoVDh8+zPLysjV2ylUNVdOtd3no0KGG57dWoOs6uVyOWCzGwsICyWSyI/YM9Zjvuayp/Cg1h7oOd/3zxTR7i4Yxd2FhoWMDikulEuWy4czP/+jhptenzC5TftpYd5ppvK1P8b63GueQcmZzVhWVe8uTVHXDUL601NzApzOhfl944MABDh06xN69e5menrb28xuJcrlsyZ1y2HetwKnQJI2MIw3YMw7NMlK1KodLrbmK9MlsGjDWh0b7vT7g7pnHmnNl67HoOjz7uFGXXQH4rSKfz3P48GGSSeN6IE3TqZRVdE1HURSWl5c5fPiwNbd2Krquk81mmZycZN++fezbt4+pqSlyudyG6o+zhXr9ZOl7D7SsXrMuO/ST+v19q9pQL3+tVmuorFXy3/xgy/QTsw0bTT8xUVWVeDxu7Uf279/PwsKCOHzQQnRdtzKHmgdBOlHHWivmvipUOYRDb+y7XivhshFUWa1WGz6EUCqVrPHfrKu5jkXO5XDsti9YMJvNGuNHUXA++XjD5Z0OSdNwPWEEhW60faFAIBAIBAJBp9PRV3Sl02n+8R//EYAbb7yRHTt2tFmijYV5suCJiQKHFtevhN/xRIrLNnfhdWNbuvj1Ui6XmZqaQtM0sgWF+59N8+SBHMWySn+PmyvPD3Ll+SHr77Zs2dKR6dRrtRqTk5OrjCO6rltptIPBIKOjox0p+8kwleXag8+C0hqDg57IoDx/CNfFOykUCg2lvq4/KV+690m7RDwtpXueoOud11OtVqnVag1dZWCeMk/c9UTLDJdoOvG7Hmfko28gn88zMDDQmnpPQKlUMgwGqoLv4DMtq9d3+HmkagXd7bG+3/VifkfevU8jtShwQAK8u58gPzDSsNHLuAbE+I60h5t/OtZE33MIPZ1F6glSKBQ2xJUgiqIwOTlJrVajUtW475kUj+3Nki2quJwSl+4I8MpLw0RDLqanp9myZQt+v7/dYp+QSqXC9PT0cQb/WCzG8PAwPT097RGsDlVVLefOg7llCtr6nV33ZGPs8AVANYykndC+YzGDwir7p6kdWWhJnYW7H8N76Q7y+Ty6rjflmi7TMFzUajxVXV+7CnqNZ6qLvNQzTCqVor+/v+3X4WmaxtTU1Ann4Gw2SzabZXR0tCPH2skw21KVKpTk1gTHAGQcScJq1NrXNdK3Zhuezzd+YnqtxGtV5islhj0+CoVCQ1frmPJn01VmjjTvOppj2f10kpe/dhhFUahUKni93pbVvV7K5TLT09NomkYmXeWx+xfZ/UySWlXD3+XkwiuivPRa4zrgyclJtm/fbsvVunajadqqKwxNcrkcuVyOUCjE6OhoR18vaVIul62rJt1uN+FwGI/H026xzhhTP9FqCsm7W7c3Tv3iOdRiBYe/cf2kWCyiaRq6opK4q/kOYYD0r56nlsrjCndTKBQaWv/q9ZPED1sjP0D24f1UlzO4+0IbRj8xKZfLTE5OrgoOM69XSiQSjI2NEQqJ60aaiaZpzMzMHHfQI5fLsbi4yObNmztWNzwRiqJYAbKhSmsOowF41Ay+2iIl10DDV/6Za6s0O4ccW7RLxNPifPIp1IsusubiRuzEZhsc+/chNznrqonzySeovuZ11hjw+XwtqVcgEAgEAoHgbKejowe++MUvks/ncTqdfOITn2i3OBuKarVqXbVy/77GjNLlms5jE4YSYEe6+0ZYXFw0Tjhna3zu1hnufzZNoaSi67CYqvKDB+J87ccLqJpOqVRqu7wnQtd1yxGqKBqPPJnga9+b5Fu3TbP7gNFX2WzWOqG+EdB13RpvysHpltatHpwBaPhqIUv++Th6rnUn5dXZZbRieZUM60HTNMu5Xnh+yhbZ1krhBaPPy+VyW0/kmO/PlYghK607JSlpKq743CoZ1oOu65bRy7XQ2u/IFTO+o3oD+How268vJyHXOocuuo4+2XgftJJkMmkF93zpB3P84skU2ZVMezVF57G9Wf7l1hliyQq6rnfsmlCr1Thy5Ig1/0wfyXFwT5pqxbgmZ3Z21pZ04o2Sz+fRNI2qpvFCMd1QWUVNZX/JaFMn7jPg6HdQ3dO69aCyZxIw1qNmnVQ33/cBJYnSwIVJB2tJaroxRjthfMZiMSsY44knEvzrvx3g05/Zw/dvmSK2ePRKsU7PHFKPOQZLcpGWpdQDynIJfWVs2LUmz1Vau67MlRvfF9Y/vzDbwvUYyGdr5LO1VTJ0OqaOmYqX+eYX9/PMY3FqVSPQulhQePS+Rb7z5YOUSwqKohCPtyYj0pkyPz9vOe/2789wx+3T3PmDaY5MGA7iTCbTsfuJesysIfF4nGw2Szwe5+DBg9YBpo2ENRceWkArtU4/0RWV4r7ZVTKsF3MuLE0souZa803rimbpmHbNhZW5BEqydcGO6DqF3fa0oZWoqmoF91QqKo88vMwtN09yzy8WSKeMMTwzM7Nhsgvm83lmZmaYnp4mHo9vmAwi9cE900fy/PqXCzz3ZIJqVbX6aCNlhrL2sLqKV2ntXO5TlgH75hLHzEzDMp0J8rRRn67rDWfQMvvBMd06e5OczVrXdG2kuVAgEAgEAoGg0+nYAJ9qtcq//Mu/APCBD3yArVu3tlmijYWpbBcqKpPxxpW+3bPGJrydDvxqtWopuHc9GCdbOLET+sBMkcf3Gs4aO649sptCoWApNd+6bYaf3LvI5EyRAxN5br5zlnseMK6LSCaTHX/NmEmtVrOCAtSJ2ZbWrazU1+jYtAJ8DrdWfnQd5bARmNCI465SqVjtL+xtrcGhuMc+g0MjmH3oXm5xHwLupcYN6PXfkXOxtW1wLc3DSsagRsahFeAzNW+LXGeCNrVxAnx0XbdSbN//bJq5+Im/m2JF484HDCdioVDoyJT4iUQCRVEoFRW+8YV9fO8rh7jj20f40j/uZnri6BWf7V6LzX3RXLVIVW88O9ZExXAQWZnDOgwrwOdg6+YSdSmNmj76XuxGURTLkTGjZBorC40FtXmynpEsimJll/rlLxf46d3zLC9XKJVU9u/P8h//MUE8bszLG8m5ba4lZam171eXdCpS4wEy9fvKWIvn3oWqvQE+i/OtH+Ox+eIqGTqZeh3z3p/MUSycWP+KL5V59D4jOCaVSnXcFY3VatUKgvz53fPcevMUe15I88Jzab7zrSM89KChYyYSiY6+3qVYLBKLxQBYTlR49Jkk8ZTxDS4sLGyIMVWPKa+pL7WSwh57D8IUWtyG4gaXH6C4x54gq1aSSqWs4J6vf/UQ9/xigQP7szzy8DL//m8HWIwZbVleXm6zpKcnlUoxOTlJJpMhm80Si8WYnp7uyL17PaVSyVqXfvqDab7ztUM8dN8iP/nBDF+5aT+5bA1N0zo22PREmN+AV00h09r106sY76nRQHnzeXm2tbYaqVhEWtEVGj0UaLVhfs4W2daKWd9GOqwgEAgEAoFA0Ol0bIDPnXfeycKCkXr/P//n/9xmaTYephNwNmnPiQ6znHY68M3TiJm8wt6pU59EfXSPEeBTLpcbvrPdbkzD6+HJPBPTx7fjwccTFEsKuq53xKnytVAfiKQtNn4v9JmgxQxlXdO0hozVZhuUhdY7z5R5ow2NjFXzWSVdQM209jRdLZ5FLVZWydEOzD50pltvbDTrbCQoz3p3uoYj3dpxKNWqyCtXkDTSh2b79cU2GBsXE6tk6GTK5bIl56N7Tx2ocGiuRDxjrMHHpmhvN7quW4EJj963uMqJXCmr/OwHhiOlPqtguzD3Lks1e4yKiysOeFVVO27M6bpurYfKbGvnQ2Wu8fXsZJgGYVXXSGuN70UT6tHg9XaSzWZXMiEqPPb48XN/rabxyCPGe02n0x3vlDIxx0BVbr3eUJWMOhv5Ns1ny6pKUWttMESyVrVkaKS/zTakEq3vg3Si8T5oFaaOmctUmThwat3r+acSaKoxx7Z7XTuWTMbYT2TSVZ54/Ph92AP3L1Iuqx2vY5oB0HOxEjf9vwl+eM8iN/3HBAtL5VW/3yhYc8l06/WTylTj+gkcnc8rU0sNy3QmlFfqa3RPYbbffB+txOz3jTAXmpj2qmeeSpI45hBCtarx6/uNQMdcLtfRwYKaplk25YXZAnueMeYO88rCTsbsg9h8kWefXD3nZdNVHvn1ovV3G21f6FZbv/64VWN9bGRfpeu61QYp3nqboVmnHXtbADne2vlQXgkI7DT7vEAgEAgEAsFGpmMDfG655RYAzj33XC655JL2CrMBMU8UFiv2nIwo1JXTrtOKpjKSyNY4nU62lD4a2NRpRgezHbMLJzYKK6puGTA3iiHIHBN6TeG0nWM31aPvqBHjhvVstQ0K54qSa4f8WrU9Y0arNN6GhmUw5ya19e9AWqnTljGoqK28zcRCUhvvQ6sPlNbPu3qt8T5oFebcXq1pJ81GV088Y/RNp61n9YEkM5PHX3mQSlSsa1rabcwzx2ZZt+cd1pfTaVkc6uUxv4tWoVebtxaY7aqhoTVwPZdJZaUP291/5nywtFRGVU/crrmVbCi6rrdd3rVijgHdhr46UzTJeEeNvCvzWaUNa4paV6cd+wpVaf2YqdUa74NWYa5j6VT1tGpMqahSKimrnusUzHV2bq54wnYoim5l3mj3mnwqzIDc3QdzWFt7DfYcyq36/UbB0pOrrR8vpl7Y6Jps6ZmV1u4p7NIvzT7QWrwnAtA7QEc+Uyx71Umud5ydKRz3t51IrVaz+v6u703yo1umWF6ZAzt9HjHn6NmTHGw0f65p2oZYZ+HoNyDZpIudCXJdnbZ8i+0Y9yt1NtLf9W2XWt0GG+QXCAQCgUAgEKymIwN8KpUKP/7xjwH4zd/8zTZLszGRJMM97HLa4yb21JUjy+0ZNg6HA4Bun+O0fxuo+5t2yXsyTHkiYfcJfy8BkR73qr/tdMzxhqMN8jqP9rUlRyM4Tj++bGelzkbkN5+VnO0ZM5Kz8TY0LINZdxu+G32lTjv6sB3yA+iyfeOwHXOB5Gi8D1qFuZ45nRIe1+nlNde9TlsTJEmy3ne033vc731+J/4uJ3C0ze3ClNMp2fMOXXXldNqYWyVPq7/FJq4FVh/apL6YY6Hd/Wd+Gz09J94XAoTr9oydNg+cDGtf0o66V2q1Yz2T29AAuU5uO8an3IZGOByN90GrML8pc706FU6nhMfTmWuyOZdEop4T/l6SIBxxr/rbTsTpNPphbMi36ufmf5u/3yi0dW9s05pszeeu1rZBcjlX1b/uckz5N3AftBLLXnWSuaT+5xthLgG4+pWDXHplL9E+Q19xuVztEmtNmO812nfiPoj2Gj+XJKnj1qKTYX4Deht2hrrdels77J422Drqn9Vb/e2uyL9RxqtAIBAIBALBRqAjd1b33nuvlTL1hhtuaLM0GxO32zDeDZ8kiORMqS/HLLvV+P1+APrDbsb6T6zomlxxThAwlPp2yXsygkFDtnO3BwiHjjcsnLcrSDhkyBwIBFoq23oxjSeSLCOFWyuzHA0d/f8NKItmGxy9odP8pf04enuM/21AybYCBkJdyL7WjnlHtxdnwLdKjnZg9qHaHW553Wp3D2BPH+JwoHa19jvSZRltpU5b2hBu/XdEJLRahg7G4/EgyzKyJHHZzlP39WDEzeiKMdpcBzsFSZIIhYz3/rKXD+Dxrn731712CNkh4XA42i67uRfoc556/7BWzHIkSeo4J0G9sd/Z39r50NnfAzTnO/R4jHfulGSCUuPrXFj2riq3XXR3dwMQCrnZtSt4wr95yRW9gLEv3ChOQmtford+H+5aqbORQADzWZ/swNXidx50GHXLstxQf5ttCIRa3wdmnRshGMNcn6J9XgZHTr1W7bowjNNl9IvXe3xgazsxdczBQR9btnYf9/vzL+ghGOx8HbOnpwcwdOV3v3GYS84N8d43DbNzS/eq328UzG/APdjT8rrNOhtdk83n3YOt3VOY9W1U+Y06e1bJsBEw55LLLo/i8RxvX7ny6n4AfD5fR8/xDoeDaDQKwAWXRXnNW8aQHRIej8dqY6diyje+LcDI2Op1yemUeNl1Rh9sxH1hzXH8+tRsarJRZyP7KkmSrDboodbbOsw6G/nm6uchPdTTqEhnhFnfRpoLBQKBQCAQCDqdjgzwefjhhwEYHBxk+/btbZZmY+LzGc72SJeT3kDjSveOwaNOkHZF3Pt8Pqtdb76q96SHJqJBF1ddYCg/kUik4xTeYDCI0+nE6ZT54A3jXHhOEJdTwu9zcM1LovzGG4YBQ1lvt9NprbjdbmtcOLaMtrRux9YRALxeb0Nj0zTSO7e1Vn4A5/bRVTKsB/NZySHj3zlsi1xrxX/O0XfWTmeHWXe1b6TldVf7x1bJsB48Ho81XykDrR2HSnQAnEaQgjnPrgfzWWlza8egUefRuaDTcTgcloPqFZeE6TpJZjpJgjdeaRimPR5P24NkTkRvby+SJBHt8/L7f3IuL3/dMC99+QC//bFdXPySXutv2n1azxybI26/LZvfTZ4uq9xO22fUO55dO1o3H8pBP86BCNDYPHIyXC6XZRQedjbmnJaAoRUHQzNkPRM8Ho/lbH/bW0e58MIeK+NKKOji7W8bZcuKYzsSibRNzjPFHIM+rcXvVwev5l0lw3qw9lWSxIC7tevKoGfl3TU4Ns02DAy3foybdW6ENblex3z564dPmkjR43Vw5SsGAAiFQh3n2Pb5fNY+4V3v2cxV1/TR0+MmEnHziusHePNbjb1lMBjsuAMw9QSDQSt4+OJzQ7zrjcNceI7x3z09PR0dnHQizG+g69zW65hd5zWun8DRucgsr1V0nTe6qv71Yj7vb0Mf+G3qg1Zi2tBCITe//cFtnHNuiK5uJ2ObunjPDePs3GkEn/T29rZZ0tMzODhIf38/brcbp9NJKBRiy5YtbddLTkd3dzderxdJknjvjdu4/nVDjG8LcPHlUX7nIzsZGDLm+o3QBybmd1h2RluexafsNN5To9+h+bw20lp7k+52o/f1rZJhPTgcDmv9b3Ub1JHGbZ4CgUAgEAgEgtV0llVqhcceewyAl7zkJW2WZOPi9Xpxu91Uq1Wu2dnND55Mr7ssWYKrdxiOhXafdOnv72dqaoqtwz7+4K0j/PSxBJMLZQCcDokLt3bx5qt66fI6cDqdHekIkWWZTZs2MTk5SU/QxbvfcryhyePxMNJihasRTGdisVjEuW0U5am9LavbsdVew59z0wC4nVBtzZ3UcjSEYyXrUSNtMJX1arWK//xN5J+dtEnC09N1/lHDZTuNZeb7q/WNoEsSkh33q68BHaj1Nz4Oze+oVCpRGxzFM9G670gZNPrQ5XI15LCyAnyG+8HtgmrNFvnWgjw+skqGTicajZJOp4kEXXzs7SPc+WCcgzNFzFE7GHHzxiujnLvZCCTp7+/vuEASML77sbExZmZm6Aq4eNnLB1b9PhqNdoTx2XQIdjmc7PAG2V/OrrssJxLn+w1nY7v3RSfD5/NRLBbx7NzUsjrdO415RJKkpgQomxmjkskku5xR9tUS6y5rkyOEXzaCGjuhD4eH9I9nZwABAABJREFUh5mYmADg7W8b4/WvG6ZYVAiH3dZ339vbu6Ec2z6fj2w2i1drbWCiR/ci47BkWC+yLOPxeKhUKgx7vMxWSnaJeFqGbArw8fl8ZDIZBk6TlcZu3B6ZSK89bWgVpo65eWuAd/3ONu67e56lhaN9vmlrN6960yiRXsPh2gnr2okYGxvjyJEjQJVXvmqIV75qaNXvvV5vx+uYkiQxOjpKd3c3qVSKWq2Gy+UiEokQCoU6ci90KqzgknNGDcOK1hr9BMB/7tgqGdaL+bxv5wiS04GuqA3Ltha6zt+0qv71Ysm/dRDZ50YrVRuWba10nWdPG1qJ2+1mdHSUmZkZ+vt9vPPdm4/7m97eXisQr5ORJIn+/n76+/vbLcoZIUkSmzZtWpnP4WXXDvCya1frWCMjIx15+ONkmN+ALrmoOkJ41HTL6i6tBPjYMZcUCgW0sdYGC2rDw9Y17nYEKVWrVdSRUVqVg1b3eNB77ekDgUAgEAgEAsFROjLA55lnngHg3HPPba8gGxhJkohEIsRiMa7bFeChA3mWc+sLWHjleUF6uoyh0u6AmUAgwNDQEAsLC2wd9vGH7xglma1RLKtEgi78K9eDOBwONm/e3HEnK038fj/btm1jaWmJbDaLvhKIIMsy4XCY/v7+DZe61O/3UywWcV19EeXv/7w1lfo8uC7dZdXfUFFmFganA+9VF1K+72k7JDwt3msvBowx26hD1O/3U61WibzuEpa+fb8d4q2J8OsuBdqvrFtGI7eX8uZz8E22JkCmMrIdzWcEQTY6Dv1+P6VSifLOi+l66OctO9tW3nURYE+2AEmSQJaRLzsf7ZFnbJDu9EibhpAGDKPRRjF0ejweNm3axNTUFP1hNx96yzDJbI14pkaX18FI39H5YGBgoKON6MFgkJ07d5JKpcjn8+i6jtfrJRKJtH1eMHG5XASDQbLZLNcG+zhczqGwPifbywK9+GQnkiR17FUhXV1dJBIJPJdswxENoibWH9C0Vvyvugww5pFmBXtGIhGSySQ9Di/nuNYX5ONE5gqP4fQOBoMdccWay+Vi69atxGIxIyjG68C7sqd1uVz09va2fQ9+pphzsVf34dY8VOVKS+oNqMZc6XK5Gu5bv99PpVLhvK4Aj2VTdoh3WrodDjZ7/Vb9jWA+3zfgI9rnJbFcbli+tbDrgh6AjrzG6mTU65jj24OMbw+yHCtRyNcIhT2Eo0evZRwbG+vYdplzSTweJ5VKoapGIIZ58CUajW4IHVOSJMLhMOFw669UshtzH+To8hK65lwyv97TknoDL9mOK2KPfmLqyQ6fm/CrLyJ5d/P15O5Lt+IZMbJYNiq/pZ84ZMKvuojEj56wQ8TT4j9nBO9mI+vGRtFPTEKhEG63m+XlZbLZo3tIv99PNBrtaL3kbMHtdrN9+3aSySTpdJpqtYosywQCAaLRaMfoWGvF6XTicrmo1Wpk3VvoK7XG3qZIXoouY99v175KGx9HCwSQc7mG5VsL6kUXAsZc1uga3tXVRTabRTnvfPS7foBUa/6BLOWiiw37kCxvuHErOLtQNJVEvjU63bFEu8M45c7fgwsEAoFgY9Fx0Q+aprG0tARwVhh02kkkEiGRSAA1fuvaXm762SI19cycWWNRN2+6pAcwTuF3ghMkGo1axoZisUgk6CISNOSSJIlgMMjAwEBHpx4Hw7k7NjaGoihUq1XrxHunpws+GeFwmHg8jmO4D+cF21BeONz0Ot3XXYrkNd5ZoyfwHQ4HwWCQTCaD741XtSbAR5LwvfFKwHh/jZ5IDYfDpNNpApdtw7djmNLBeTukPCVd52+i+0LjVF+7nY8ul4tAIEAul6Nw4TUtC/ApXHg1YBhLGp13wuEwiUQCtW+Q2uhW3LMTdoh4SpSeKNUt5wCN96HD4SAUCpFOp5Ff+bKWBfjI178MMIxenep0OxHd3d1s3bqVxcVF8vn8qvUMjPb09fVtCCO6y+Xq+BOyAwMD5HI5Ik4PrwwN8PNM7IzLGHH7uLL76NVjnRpIHAgEcDqdKEDXG19G9pvNDbyVe7rxX2cECjZzLTADx5LJJJe7h4irJeJacc3PS8DVnlG6ZeNq0cHBwabJeqa4XC5rX1goFNA0DZfLRVdX14bLWAGGE8TMLBhWoiy6m78nQYewYjiE7dAjw+EwqVSKEa+PQbeHWLX5QUqXBHpwSBJOp7PhjE0+n8/KQnTJS3v55Y9mbZLy1Fz6MsOh3dPTs6H0GlPXXVpaolwu0zfoo4+jjqiuri4GBgY63lHvdDoZHBxkYGCA2orjzuVybch55GygXj/pv+HalgX49N9wLWCPfuJ0Oi09ue+Ga1sS4GPK7/f7G97b1+sn/Tdc27IAn773Gm3YaPqJic/nY9OmTaiqiqIoOByOjt33nq04HA76+vroW7meaSNjBm4uLS2R8p5Db+kZpHUetjgT0t6d6JIDh8PR8L6qXr9SX/ZS5F/80h4hT4HudqNcbhyisGNv29PTQywWQ/f5UC66GNeTzZ0PdaD2UsPmGQqFNtS+UHD2kcineNvn/6Atdd/5R19mINiZGUAFAoFAsHHpuJ1VIpFA0zSAjj0VvVGQZZnRUSN16JY+D3/wyj587rV3+ZY+D3/4mn5cDiPwZGBg4PQPtYhAIMDWrVvZvn07w8PDDA4OMjIywq5duxgbG+v44J56nE4nfr+/qSfeW4HH46Gry7hKxvPWlze/QqcDzxuvAYy5wo7TqNGo4RRynzuO65zjU1Hbjedl5+EcMjb4dijr9QbQwd+5vuHy1sLASj0+n68jTuOYjuXy5nOoRZo/ZynBKKVtF66quxG8Xq/lOCpe0YLvqK4et9ttfcONYL4HeftmpG1jDZd3WoLdyFdeYtW90RxYPp+P8fFxduzYweDgIH19fQwMDLB161a2bdu2IYJ7Ngr1e5lLuiK8Ith/RlmyRt1+3hnZhLySlaKTje1mJkeA7rdcjRxorkM6+J7rkVxOK1i2mZhB3E5J5rW+LYw51lafGwev8G5mi6sHgMHBwY7cLzqdTkKhEOFwmO7u7g03p5nUj8GQGsGhN//EYkgN41y5cMCOfZXP57P2VVeGmh/E7JYkLgv0APYEftf3wfmXRvD5m++YHdvSzcCwMd+0O/B7PQSDQbZv387WrVutNXlwcJAdO3awZcuWjg/uqUeSJNxuN263e8POI2cL1lx47bl4tzU/sNQzGiX8KnuDbs1ygldsp/uyrbaUeTK84/2EX3vxqnobxdoTXbKFrovGbSnzVDijAaJvvtyqeyN/g2amYRHcI2gUc2+mOLrIeLY1vT4NB0nveVbdjdpbzSAlAOVlL0VvgR6hvPQl4PUiy7ItPhKHw2GVU732OvQmZ/VTd+w0rhhjY+4LBQKBQCAQCDqZjosm6OvrQ9d1dF3nox/9aLvF2fB0dXUxvLKZPmfYx1+8bYhLNvk5lX3B55Z522U9/MnrB+jyGKd0Nm/e3JHBJ+ZJ7t7eXsLhsDA6tJnelXuVXZfswnXdpU2ty/vu1+AY7kPiaGBOo9QHqQQ//m5wNW88SV0+Ah/5DcAIWGv0ei4wDA7mu+h9+8sIvmxnw2WeitB15xF9o2G4tKsPGqW7u9t4l5JM6tXvQ2+iMVVHIvnqG0B2WNf/2IH5HVV2XEB550W2lHkyqiPjlC65CjD60A7jc/135LjxndDkedn5O+9A8rhXGas2Ih6Ph97eXgYGBujr68Pv929oZ0CnEo1GrXHy0u5ePtA7Tp/z1POvW5J5eaCfG6Kb8a5875s2berIfVE9kUgEh8OBo6ebnj98R9PqcZ+7me53XAcY81ez34vD4WB8fByXy4VbcvAq3ziv8GwiKp84yNSJzC5nhLf7d7LZaQTM9ff3CyNzCwiHw8YYxMFAbaSpdTl0J/01Q+fp6emxJeuoJEnWmnx+d5AdvsaDYE/FqyL9BJxOZFm2bXyaQfAer4PXvHXUljJPhtMl8bq3G4G95uGFjYrf77fW5N7eXlv26YIXL6Z+IskyWz75fpCbuL+TJMY/+X4kp736id/vtwLctnzyA8jeJmV2liW2/K8PILucuN1u2+Sv10+2/M37kNzN1U/G/+d7cfg8G14/EQjsxOVyWYdXFrtehiI1N7PVUtcVKI7uVQHPjWIG7OnBILU3vsGWMk+GFg5Te91rgaN7ajswbXd6/wDVV77KljJPhO7xUHnHOwFjHdzI+0KBQCAQCASCTqSzPRMCW4hEIoyNjSHLMiG/k9+7vo+/+o0R3n55D5eN+9na72HHgIdrd3Xz29dG+V/vHuE1F4SQZeOE+tatWzvyhLOg8wgEApbC7vvg25DCzTnF79g2iuftrwCgr7/fNqO7JEmMjIwgSRLOsQG6P/A6W8o9EYEPvRVHJIgsy1YQnh309PRYWVjGP/l+5K7mOCQcAR/jf3UDYCjrnZJlxOxDgOrgZvKXXt+0ugoXXUN1dDuANW7sIBAIWMbs7GveidYkh6LudJF9ww0gGXeh22X0sr4jQB4ZwPG25hmN5JddjHypcSpveHi44wMuBO3HHJ+m037Y7eeD/du4IbqZy7sijLr9RJ1u+l1ezveFeH1oiI8N7ORlgV5kScLn87Fly5YNsS9yOp0MDQ0B0PXKS/G94mLb65D8XiJ/+l4khzGPmO+12bjdbrZu3Wql2h939fAW/w7e6d/Fyz2beIl7mCs9I7zBt5X3dp3Hld5R/LILWZYZGRnp6KvkziYcDoc1BkNqmIDapL2CDoPVEZwYWaTsvHotFArR3d0NwBt7B/E1aZ0Z9/q5PNgDGFmq7LoWub4PzrkwzM7ze2wp90Rc95phIr3eVXsxgUCwWj/pvmicwRtf2bS6+m+4luBLdgD26if1erJ3cx9j/+UdtpR7LEO/9xq6L94CGPLbtbev7wPf9iFGPto8x3zkTZdbGZSEfiIQrGZwcBCHw4Eq+4h1X920S7qKzgGS3gsAI7DfLt3N5XJZ+0zl6qtQtzUno5kuSVTf/U7weKyrsO3C6/Va5dVefj3qmP1Zl3Wg8pa3oa9c12qnzVMgEAgEAoFAYCA0zRcJoVCIHTt2WE7jaLeTV58f4oMv7+M/vWGQP379IO99WZSXbO3G7ZRxOBwMDAywbdu2DeHEEnQOQ0NDOJ1O5G4f3f/9d5G67D2lIQ9E6fqvNyLJclOuSKlXdrveeT2+177U1vIB/O9+Jb5XXQEY78suJw4cNV7KsoxnOML2//v7tp9QlDwutn/2Q7gHjirrnZRpxO/3W6eSMle9idKW822vo7xpF+lr3wYYQZSm888OJElieHgYh8OB3tVN+p2/h+aydx7WZZn0W38bNdKHJEmMjo7a2oder5e+le/I8ebrka+yP6OXtG0TjhuNLFihUKhjgswEnY8kSQwODrJlyxYrQHSTp4tXhQZ5f+84v9e/nRv7tvKm8AgXdYVxyzKyLFtXp22kfVEoFLKCYKJ/9j68V+yyrWzJ56Hvb38X11j/KsdfqzAzKY2NjVknQgOyhy2uHs5z97LLFWXA0Y1Lkq2MKDt27LDl6ibB2qkfg0PVMbya/ad3+5RBgloPYDhT7czoWb+vCjidvHdgFJfN47zf5eGd/Ybjo6ury/bsUqFQyNIB3/jOTQyO2H/N1IWXR7jiGmPdHxgYEBlvBIJjqNdPRv/4LfRcf4HtdQSvPoexP38HYL9+AquvOu2/4VqGPmzvYZjed7yM0f/vLYCRYcKOq4Prqdfzhz70WqJvfYmt5QN0XzzO+F8bh2CEfiIQHI/L5bICj7OercR99tsJKnKQmeBrYOVwht0HECKRiJXRrPKbv4k2YO/BAR2ove2taNuPHiazK3uPSV9fn3ENrcNB6bc/iGpjAJEOVF/zWpTLjGzfnXotskBwtvCRj3wESZI455xz2i2KQCAQCFqMCPB5EWE6Qnbu3ElfXx9dXV2WkiBJEm63m1AoxMjICLt27aKvr6+jnPaCjYHT6bSCBRybh+j+6w8jhQO2lC1vGqT7bz6C3BPA4XAwNjbWlDHa29trGUSDH383vjdfbU/BkkTX+19L4LffCBjZdpqRstvtdlsnZEJX7mLH5/4A2WePQi13edj5+Y8QvOKosaETlfWBgQHD4Ss7SLzxRorb7ctcURo/j/ibfw8cTrxer2XothPzOwKoDW8m/Z4Po3nscYrqTifpt3+Q6nYj883Q0FBTHHHmOgPg+L13IV97uW1lS7u24PzT30XyuHG73ZaRUCA4E7q6uti+fTtbtmyhp6fnuO/A6XQSCAQYHh7esPsiM4DP6/UiuZz0/vUH6Xp94w4tx0CYvv/zYTwXGKdWzTpajSRJhEIhtm3bxvbt2xkaGiIcDhMMBgmFQvT19bFp0yZ27drF8PCwrQG1grVhBsi43W4cONhU2YZPtclpq0NfbZBexViHI5FIU5ypLpfLWpNHvT4+MDiGT7bH0TLs8fKbQ2P4HMZ1Os0IlDMDh91uN26Pg/f+7nZGNtvnOL/4JVFe/45NgJHVsVOubRUIOg1TP5GcDrZ9+ncJv/YS28oOvfx8dnz2Q8iu5uknsPqq09GPv5mxP3sHkrPB+VCSGPzdV7Plbz8AGPNIs+Sv10+2/O0H6P2NK20rO3DFdnZ+6WM4fB6hnwgEpyAUClkB98tdl7Pkv8y2TD5lRw9ToTejyj4cDoftB5ngqH7ldDqhy0/5w3+AZlOGGl2SqL3j7ShXG9eo19sm7USSJMbGxlba0EXpQx9B3TzecLm6w0H1TW+h9spXA8bVYuJwhUDQPB588EG+/OUvt1sMgUAgELSJ5l48LehI3G530wwmAgEYRrmxsTFmZmZwbB4i8E//mdLX7qT2wDPrK1CS8Lz1OrzveS2S24XD4WB8fLxpp4MlSWLTpk1MTU1RKBQIfvgduC/cRu6Lt6Nl8usqU+4PE/z4u/FcbKRMDwaDTc120NPTg6qqLCwsELr6HM7//n/lyF99m/xTE+suM/CS7Yx/8v14R1euthke7thTibIsMz4+zpEjRyiXyyTfeCOV5x4k9NBdyLXqusrUnC6yV76J/CXXgSTj8XgYHx+3/TSVSSAQYHR0lNnZWWoj4yQ++F8I3n0znskD6y6zNrSJzBtvQI0aa8Dg4KDtmQJMJEli8+bNTE5OUiwWcf7uu1B3bkH97g+hWF5foU4Hjre8EvlNr0BacYaOj4/bmq1B8OJCkiS6urosZ4+maei6jiRJZ82VCuaaOTk5SZkykf/8XnzXXEjqs7egJrJnVpgk0f3mKwn9/puRfcYaPDo62hFrgdfrbUuQkeD0OJ1Oa02mBpur24g7F4k7l0Ban0vHpbkZqo3SpRlB5KFQqKnO1GAwaK3Jo14fHx4Z5yeJRQ4U17kvBK7tiXJ1TxSHJFnvqFlB06v6ALjh93bwyK9iPHL/Ipq6vj7w+hy8+i2jnHexsY/o6upi06ZNGy4QUiBoFav0E8ps//TvsvS9B5j5zA/QSuvTT2Svi5E/fgsDv/lyJLn5+okZtKnrOplMhsHfeSXBK3dx5H9+i+Le2TMuz7Opjy1/+34Cl20DDDvCpk2bmrYHO1Y/2fLJ9xO4fBvTn7oNNVdaX5kuB8Mffj1Dv/8aJKfQTwSC02EGHmuaRiaTIe6/jJKzj+H8A7i0wrrK1IGU9zwWu16CLjXfZuh2uy39SunupvyHH8X181/g/PUDSJq2rjK1vj6q73k32mYjaDoSiTTVdm+uF5OTkyhdXZT+4MO4HnwQ9y9+hlSrnXF56tAQlXe9B23ICHbq6enpuGzfAsHZRLVa5cMf/jC63qzLDgUCgUDQ6QiNUyAQNIVgMMjmzZuZmZmBbj9df/w+atdcQuWu+1H2rDHIRJZxXXYOnt94Jc7txr3QbrebTZs2Nd2JJ8symzdvZm5ujkwmg/eqC3Gfv5XC9++h9Msn0AtrMwDKoW58r3sp/ne90nKGRiIRhoaGmq7oRqNRHA4Hc3NzeDf1cc5X/5ilmx9k8T/upTKXWHM5nrFeBj/4Kvrfcw1w1LDbjOxDduJwONiyZQvT09MUCgUKF11DefM5hB7+Mb7DzyFp6prK0WWZ0pYLyF71JpSwkbrY7/ezadOmphtue1buLJ+dnUUL9pB+z4fxvvA4XY/egzO5vOZy1EAPxSteTvGya0GWkSSJoaGhpgX3mJiOjJmZGXK5HI5rLkM+fzvqbT9De+w5qClrK0iSkC7cieNdr0ceNe6893q9bN68WWTkENjK2RLUcyxOp5MtW7awsLBAOp3G99Jz8Xzlv1G892nydz1EbWL+lM9Lfg9dr76c7rdcjWuzYWg2s40041Sp4OzD7XazdetWpqamKJfL9CmDBNQQy64YeTkLa9wSOXQHPUqUXqUfGcOBHY1GGRwcbPq+qn5N7nY6ec/ACHsLOR7JJJmvrC1wVQZ2dQW4pifKgNvYF3q9XjZt2tT0jIjH9sE1rx5ix3kh7v/5ApMHs6zVNux0SZx7UYTrXjNEV8BYg80AqLN1DhUI7OJY/aT/hmsJXXsus5/7IamfP4uurE0/kZwyPa+8kNE/fgve8dbqJ2b2Co/Hw9LSEv6dw5z3rT8l9YtnWfreA+SePHzaMvznjdF/w7VE33Q5sseYR6LRKAMDA02fR47VT3rf9lKCV+5i7l9+ROKnT6FX1ujYliVC157H6J+8Bf8Ow6Et9BOBYG2Y84jD4SCZTFJwj3G45130FZ+ip7Ifh76271AHis5Blrsup+gyAr1dLhebN29uus3Q6/Va83kFqL3pjagXXIDr579APngQaY0bK727m9pVV6K84uWwMnf09fXR39/f9L2t1+tl69atzMzMUCqVqF17Hcp55+N65GFcTz2BVDq13VMHtNFRai+7CuXiS2AluLS/v39DZr8VCDYSn/rUp9izZ0+7xRAIBAJBG5F0EeYJwNQffqep5W/+wvvX/ayZEn529sxPRAkE0PgYauR5RVFYWFggk8lYP1NnFqk+9Czq4VnUiTn03NFTOlI0hHPLCI4dY7ivvRS5t8f6XauMfseSyWSYn59HVQ2Dq16pUn7gOarPH6J2aBZ1bhm0lanUIeMcG8C5bQTPpTvxXHkBksswsrbLGVqpVJibm6NYLBryaxqZB/aS+PGTFPfMUJ5aZpVXR5Lwbu6j64JNRN98BaFrzrV+5ff7GRkZWddJqHaNQ13XSSaTxGIx62SDXMzRtedRPDMHcC/NIldXO+Y0l4dq/yiV0e0UzrsSrdvITiFJEgMDA0Sj0ZYaK6rVKnNzcxQKR78V99QBvLufwhWbwZFcWmVA0pFQe6LUBkepnHMJlW3nwcp34/P5GBkZaWmmC13XSafTLCwsoK2caNPzRbQHn0TbfRB9cg6ODZrzuJE2DSPt2oLjuiuQeo+mdl6vwaidc6FAYNLucZjNZpmfn0dRjgbY1eaWqR2co3poFjWVA1VD8rpxjQ/i3jGKa9sIsvdo8EE4HGZwcLBpGQIEzadd41DTNOLxOEtLS9bPalKVtCNJUS5QlktoUp2DWweX7sar+ejWggTVHuSVW6bbta+q1WrMz8+Ty+Wsn8UqZfYUcixUysSqZcp1p7dDTieDbi+jXh8XdAXprnO+9/X10dfX19K9raZpLC8vs7x8NFA4nazw3JMJZo/kWVooUautPn3u8zsYGPazZUeQCy6L4PUZbXA4HAwNDREKhcSaLNiQdJJ+UkvkWL79EbKP7Ke4d/a4jDJyl4euc8cIvHQHfb9xJe6BHqB9+glAqVRibm6OcvmoLlWejVN4borCnhkq08toVQXJ5cAzEqXr3FG6LtiMb9ug9ffmNYhmNsVWcSL9REkXiP/gUTIP7aOwZwY1U1z1jOxz4z93lMDl2+l755V4Ro5eSSj0E8FGpp3jMJfLMTc3Z+kmkl4jVD5EoDqNV4nj0lfPhRoOKs4IRWc/ae8uKs6jh5bMrDet1FE0TWNpaYl4PG79TEokcD7+BPLUFPL8PFK5Yv1OlyT0aBRtdAT1vHNRL7jACoxxu92Mjo7i9/tbJj8Y86G5P7fcRLUajsOHcMzNIs/NIeVyoKrgdqP196MNj6BuHkery6Dp9XoZGRnB51vf9fJ2zGepn3583c+2i/Abbmq3CC8KFrNx3vb5P2hL3Xf+0ZcZCPbaVt6BAwe46KKLqFQqRKNREokEu3btYt++fbbVIRAIBILOR2TwEQgETcXpdDI2NkZPTw/xeJxCoYBjbADfDa+z/kav1kBRwelAch9/2i0YDNLb29tyJdckFArR1dXF8vIy6XQa1ePG9+or8L36CgD0moJeMhR2yeexAnpMnE4n4XCY3t7etjhDPR4PW7ZsIZlMEo/HqdVq9Lz8fHpefj4Aar5MZSGJXlMN4+twBEfX6uAPt9tNb28v4XB4w53CkSSJaDRKd3c3S0tLZLNZNH+A3BWvIXfFawBwZBLIVcNwpLl9qKHoceUEg0EGBgaalub5VJgpoNPpNPF4nEqlQnXzTqqbdwIgVSvImRSSqoDDgRroQfeuNqq4XC6i0WhbjP+SJBEOh+nu7mZxcdEI+Ov243j9dThefx0AeiJlZMbSdSSvB/oiSMc4PAOBAP39/es2GAkEAmMu6+7uJp1Ok0wmKZfLuEb6cI304b/+kpM+J8syPT09RCIRcRWWYN3Iskx/fz+BQIClpSVyuRwu3U2fctTZW6OGJmlIgEN34mD13snhcBAOh+nr62vLvsrlcrFp0yay2SzxeJxSqcSgx8ug5+h3UdM0VHSckoRTWr2WSZJk7W3bsZ7JsszAwADBYJDFxUXy+Tw9EQ8vf62RgULTdDLJCtWqhiSB1+ck2LM6u5AkSfT09NDf3y8yVQgE6+BE+okrGmD4Q69l+EOvBaAyl0DJGvqJI+C1rkmup536CRgHB7Zt20Y2mzWycBQKeEd78Y72En3T5ad9NhKJEAqF2pL960T6ibOni8EbX8Xgja8CoDKfRM0W0XUdh9+LZywq9BOBwGYCgQA7duxgaWmJVCqFprlI+84l7TMOmjm1Ig6thISOhpOqIwjH7K38fj/9/f1tySwqyzKDg4MEg0GWlpbI5/Po0Si1N7ze+hspk4FqDWQJvasLjtGlnE4nkUiE3t7ets2HfX19hEIhkskkqVQKFVDPORf1nHNP+3y753OB4MXGRz7yESqVCjfeeCOTk5Pcd9997RZJIBAIBG1ABPgIBIKWEAgECAQClMtlUqkUxWKRcrmMrutGUE9dYI8sy3i9Xrq6ugiHw02/smAtOJ1OhoaGGBgYIJPJkM1mKZVKKIqC5HKeMKjH5/MRCoUIBoNtV3JNI3IkEiGfz5NMJikWi6iqiqPba6UVr8fhcFh90N3dveECe47F4/EwNjaGoigkk0my2ax12lQNRTlRQnyPx0MwGCQSibTdgWUaoXt6eigUClYfKoqC7vag9g0e94zD4cDv9xMOhwkEAm3vQ/OE7uDgIOl0mnQ6TaVSMeaBaBgpGj7uGY/HQyAQIBKJdMRcIBCcDciyTCQSIRwOUy6XKRaLlEolyuWyla1OkiQ8Hg9erxefz0dXV5fI2COwDZ/Px+bNm6lWq6RSKXK5nLUeuHAZOf/rcDgc1r6qE5wHkiRZspRKJWtva7VBlqnfNciybH1H4XC47XsKMPpgfHycarVKMpm0+kCWJcK9xwfxSZKE1+slFAoRDofFfCAQ2MCp9BPPSBTPyImf6RT9BFbPh5VKhXw+T6lUsnRlXdeRJAmn07lqT9EpATGn0k88wxEYPv5KY6GfCAT2YmYEHBgYsL7DUqmErusosh9FPv6wn9vtpru7u2MOH/j9fsbHx6lUKqRSKfL5vDWf66HQcX9v7m1NW02797ZgvNPBwUH6+/vJZrOW3dbsCxPT3unz+QgEAh0znwsELwa++tWv8qtf/YpoNMo//dM/8e53v7vdIgkEAoGgTYgAH4FA0FK8Xi9DKylcdV23nImm4c/lcuF2u9seiHAyZFkmHA4TDocNY4OiUKlUrLTeZnCS09mZ06skSVawla7r1Go1yuXyCY2vLperY/uhEZxOJ/39/fT396NpGuVy+bg+NJ3anWBkORZJkuju7qa7u9sag8ca0E1jUaf2odPppLe3l97eXjRNo1KpUC6XV/WB2+3G5/N1ZB8IBGcLkiRZxlmBoB243W4GBgYYGBiw1gPTsQqG86PT9yT135DZho20tzWdOYODg6iqau2LrGtNV/a2Ho9HrMkCQZPY6PqJicfjaVs2oUYR+olA0H7MQwiRSARd163vsP4AgvkddmqgscfjYXDQOHxlzufVatXaF5r7qk7e25qZW3t6egDDdmv+k2W5Y+UWCM52lpeX+fM//3MA/uEf/oHeXvuu/RIIBALBxqMzPdACgeBFgelY3KiYTptOODm5HkzjyIv51KEsy/j9/rZd/9YoG30MwtGsBht5LhAIBAJB45wN64HZho2Kmb2xq6ur3aIIBC9aNrp+cjZwNqxHAsFGx8wc2AnZedbL2TKfS5IkgnoEgg7gP/2n/0QymeS6667jd3/3d9stjkAgEAjajDh2IhAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBB3Ez372M7797W/jcrn40pe+JILuBAKBQCACfAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgaBTKBaLfOxjHwPgz//8zznvvPPaLJFAIBAIOgER4CMQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQdwic/+UkmJibYunUr/+N//I92iyMQCASCDsHZbgEEAoFAIBAIBAKBQCAQCAQCgUAgEAgEgvUQfsNN7RZBILCVZ599ls985jMAfOELX8Dn87VZIoFAIBB0CiKDj0AgEAgEAoFAIBAIBAKBQCAQCAQCgUAgELQZTdP48Ic/jKIo3HDDDbz+9a9vt0gCgUAg6CBEBh+BQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCBoM1/60pd47LHHcDqd3HjjjTzzzDPH/U0+nwegUqlYvx8cHGRwcLCFkgoEAoGgHYgAH4FAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIGgzjz32GACKovCmN73plH87OTnJpZdeCsBf//Vf8zd/8zfNFk8gEAgEbUZc0SUQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEHQwIoPPCj/8/h1NLf+PvvD+ppYvEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAg2Ll//+tf5+te/fsq/uf7667nvvvvYtWsX+/bta41gAoFAIOgIRAYfgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoGggxEBPgKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCQQcjAnwEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBIIORgT4CAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEHYyz3QIIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKB4PT86le/arcIAoFAIGgTIsBHIBAIBAKBQCAQCAQCgUAgEAgEAoFAsCFJ/fTjtpcZfsNNtpcpEAgEAoFA0Cjiii6BQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgaCDEQE+AoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAJBByOu6BIIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBGcV0e4wd/7Rl9tWt0AgEAgEdiMCfAQCgUDwokPXdUqlkvWvUqmgaRoAsizj8Xjw+XzWP0mS2izx8VSrVYrFotUGRVHQdR1JknA6nXi9Xnw+H36/H4/H025xT0ilUjmuD3Rdt/rAbIPX6+3IPhAIBAJB42iaZq1n5XKZarWKpmlIkoQsy9Za4PP58Hg8HbkeqKpKuVy21jRVVa31zOVydfx6pmkahULBkt/sAwCHw7FqX+T3+zuyDS926vuwXC6fcm/b1dXV0X2oquoJ97Y+nw+Hw9Fu8QSCs5parUahULDWtFqtZn2HDodjlY7p9XrbLe4J0XWdarVKuVymXC6v0jHdbre1n5Dlzk5qryjKqj4ALD3f7XZ39DzeCMfaasrlMqqqAlj7qvr1rBPXBV3XLVvHsXvb+u+o09c181sy97YAkiThdrvxer04ncKtJNg4OGUHA8HedoshEAgEAoFtiJ2YQCAQCF40KIpCKpUimUxSq9VO+nelUol0Og2Ay+UiHA4TiUTabsDQdZ18Pk8ikSCfz5/078zgHxO/3080GiUQCLTdkKlpGplMhkQiQblcPunfFQoF6/+7XC6i0Sg9PT1t7wPB8ZjGZ9P4Wh+k5fP5zmoDtEAgWD+VSoVkMkk6nbacBieifj3zer1EIhFCoVDbHSKmAyqZTJLJZCzn26lwOp2Ew2HC4TBut7sFUp6acrls9YEZDHIstVqNcrlMJpMBOmtfJDC+o1QqRSqVOuV3VKlUyGazwNFxGIlEcLlcrRL1lJjfUj6fP+Ue3eVy0d3dTSQSwefztVDC1mEGOJmBCYAV7CgcqoJmoOs6hUKBZDJpzRMno1QqkUqlAPD5fNaa3G4dE9a+rwAjSKG7u5toNNpRQY/mupzL5U45F8qyjN/vJxwOEwwGO0b+RlBV1bLVVKvVk/5dpVKxbCGSJBEKhYhGox2xJqzV3mTuqQCCwSCRSKRjxqGmaeRyOZLJJKVS6aT7QzDW5EAgQCQS6diAP4FAIBAIBIKzFWEZEAgEAsFZj67rLC8vs7y8vMoB53RVcHlLuDxlZNkwAmqaTK3io1b2odQ81Go1lpaWWF5epre3l76+vrYYMEulErOzs1QqFetnDoeGz1fD61Vwu1VkWUfXJapVmXLZRankRFEcFItFisUiLpeLkZERuru7Wy6/ruuk02lisdgqg6sq1ag5iiiOEpqkACDpDlyaD5fix6G7qdVqxGIxFhcX6evro6+vryOMXy9m1mqABSP7QygUEoY/gUAAGPPHwsKCFUgLoOk6aa1MXCuRVsvU0JAAr+QkKvuIOnx0y27K5TLz8/MsLi4yODhIT09PW9aDcrnM3NwcpVLpaBs0ncV0jdl4hXRBQdPA5ZDoDbkY6/MQ7naiKIq1HwmHwwwODrYlUOlEfSBJOh5PFY+vgsdTQ5L1lb+VqZTdVMpuqhXXqn3R2bgm67pOrVZblbXC7XZ3TCCMiaqqLC4ukkwmrZ9pNYXS/nkKe2YoHpxHzRnj0xn04z9nhK7zxvBtH0IBaxz29vbS39/fNud8NptleXl51bcEoNVUaktptKqC7Hbi6u9Bdjmo1WpWQJPP56O/v59AINAW2e3E3FelUqlVe/0T4Xa7rUBBEewjaJQTrWdKpkBh9wyFPTNUppfRqgqSQ8Y90IP/vDG6zt+EZyhMqVRibm6OxcVFhoeHCQaDbWlDpVJhYWHhuAMwSrZIce8stWQe0HH4Pfi2D+EZiaLrOrlcjlwuh9vtZnBwsG3yg3G4ZXFxcVVQM4BWVYw+qNSQHDKu/h5ckW40TSOfz5PP53E6nUSjUXp7ezfkeqzrOqlUilgstiqYxFWI483O48kt4KzmQdfRHS4qXX1UgsOUA0PoTg/pdJp0Ok0gEGB4eLgt67WmaSwtLZFIJFbZmxwOBbe3jNtdtfZViuKkWvZQrXgAiWw2SzabxePxMDIygt/vb7n8YPRDPB4nkUigKMqq3znUIk61gKTraLKTqjMEkrEmJ5NJkskkXV1dDAwMtE1+gUAgEAgEghcbwhogEAgEgrOacrnM7OyslS1Gdih0BZN09SRxuk5+qgpAqbkoZCIUMmE01cXy8jLZbJbR0dGWnRDTNM1ywhjoBAJVwuES3d1VTmXD03UoFl0kkz5yOSNYaXJykkgkwsDAQMucirVajbm5OcvoqqNRcicpuJdRHCU4RRscqht/tRd/tRdZd7K0tEQ2m2VkZKQjTum92DiZ8VLSanhKyzhredBBc7ip+PpRXX5UVbUMf93d3QwPD3dE5gqBQNB6crkcc3NzluMgo1XYV01wsJaiyqlP20dkL+e4omxz9YAKc3NzZDIZRkZGWubMOVHA8ORimQf3ZHlhskBVOXkWn6DfwUt2Brjq3CDhbiepVIpcLsfIyEhLAxSO7QO3u0oonCcQyuNwnDoLUa3mIJMKkE13o6oOa00eHR3d0AGcmqaRzWZJp9OrrqGox+l04vf76enpIRAItNWJms/nmZubs7IDlKeXWbr5QeI/eBQ1Uzzls67eIL3vvJL+91yDe6CHeDxOLpdr6d4WjCwHCwsLq7IYFF6YJn7nY+Sfm6R0cB69drQfJLcT/85hui4ap/ftL6Xr3DFKpRJTU1P09PQwNDTU9qxe6+Fk+yoNnRJllJXgd6fuxIcHGZlqtcri4iJLS0uEw+GW7ukFZw+mM39packae5mH9rH03V+T/vUeUE+etQOg64JN9N9wLZE3XIYCTE9Pt/xb1HWdZDJJLBaz2lCaXGT55gdJ3/sClbnECZ9zhPwEr9hO37uvJnTNuVSrVaanpwmFQgwNDbU0cE7TNBYXF0kkjspaPDDP8m0Pk3/qMKVDMXRl9ZrkHgzTdf4YkTdcRs+rLkIBFhcXyWQyG249rlarzM3NWdl75VqJ4Pwz9Mw+jrt44v4z0WQnuYELSI+9lEpohFwux8GDBxkaGiIcDrdCfMDINDk7O2sdepEdCoFQhkAoi8t9cnuTrkkUC36y6R7KxS4qlQoTExNEo1EGBgZaGnhrButZGZZ1lWDxMMHiIXzVJZxqfpXJRkem7IpS9A6R7jqfijtKoVBgYmKi7YHDAoFAIBAIBC8WJH0tucRfBHy+74amlv9Hy99b97Ojo6MAzM7O2iWO4EVGo2NIjEGBHbRjHObzeaamplYMfjqB8DLB6JJ1emqt6JpELtVHNtEPSEiSxNjYWNNP+WmaxvT0tBUY4/XWGBnJ4fUqp3nyeKpVmbm5IMWiEVjh8/nYvHlz0w2YpvPFdCQWXQmyvll0+dSO3OPQJbrLg3RXBpHW2QdiLmyMYrHI3NycdbJcVkr0xJ8jmNyDp7SMxGpHgA4oriD5nu2k+i6j6jPuO5dlmcHBQcLh8IY8ZdooYhw2D13XURQFVVWRJAmXy7VhjMuVSoVisUipVLIyh5hXsvh8Prq6umxtSzvGYTweJxaLAVDVVR6rLHCgljzNU8fjxsGV3mG2uwznjdPpZHx8vOkOrWPX5FiqyvfvX2Zy6dTZNo5FluAlOwO87cooXrfRpwMDA/T19dku87HU94Esa/QOJAmGCqcMFj4RmgbJeA+pRBCQkGWZTZs2nVGGwE6YC00HdzwePz6oR9eQ0NCRQVr97blcLvr7+9uSQSqVSjE3NweAWqow+3/vYul7DxhR3WeA5JQZ/N3XMPzR1yO7nC3b28Lxe8P0r/cw/4WfUNg9veYyui7czMgfvpHQNecC658H2jkOC4UCc3NzllNYQWFZSpKQ0xQpo0ur+1TSJfx4iWg99OkRXCvn9dqZoVPQOO0Yg5qmMTs7a13HVZqIceR/fpvC81NnXL+rP8T4X91Az8vPB8Dj8TA+Pt70wFtN05iZmSGXywFQno0z/f+7lcyDe89oPvRs7mPTn/0GPa8w5He5XIyPj+PxeJoidz3VapXJyUlrDsg9PcHsZ+8i/9TEmstw9QUZ/J1XMvBb1yM5ZCRJYnh4+IwDXNoxDkulEpOTk9b6G5p9gt4DP8Ohntm+CiDft4vFc9+K6jECpnt7exkYGGj6Gl2/JiNphKMJQuH0GdubqhU38dgAlbIRaNsqWw1AMplkfn7e+A9dI5p9mmjuWZzaqQOGTXSg6Blmsedqyp5BwJgHNm/efMaHeuzY26V++vF1P3sywm+4yfYyBQKBQCAQCBql4zL46LrOt7/9bb7yla/wzDPPkM/niUajXHXVVXz84x/nVa96VbtFPCvQdZ1KpWKdUDSdID6fD6fT+aJ0uAkEgrOL+uAep6tCZHAGt690+gdPgCTrBKNLeLuyJGNjKFUv09PTbNq0qWmOEE3TmJqask6z9fUV6Os7cyecidutMT6eJpn0EYt1Wwa1LVu2NO2UZblctox2qlQj45+i4squrzBJJ+9boOxKEy5uwak1vw8ER8lms8zMzBjBcppK78IDRBYfR9ZPHmwmAa5alvDyU/QsP0UhtI3YptejuIPMz89TLpcZGhoSew5BQ2iaRiaTIZPJnDDzhsfjoaurqyOviDOvh0gkEtZcfyym802WZcLhMNFodENmwKoPLFlQ8txfnqGgnzqL3smoonJ/eYYjtTTXecfwKnDkyBG2bNnStD4+dk2+59k0dz+ZQlHP/KyMpsOj+3Psny3yvlf0s2PEx+LiIrqu09/fb7foFvV94POXGRiO43KdYbDtCrIMvf1pugNFYnO91GoupqamGB8fp6ury06xm8axGR4lXSVYm6RbmcWnJnDpOSRAR6Iihyg7omSdm8k7R63MhK3OIFXvSMw/N8nEJ75BZfbUGQ5Ohq5oLHz5Z6R/9TxbP3Uj/u1DLdlXFYtFJicn0TQNJVtk+h9uI3Hn42dcTuH5KQ587Ev0/saVjP3ZOyDgY2Jigi1btmyIDI/1famhMSvHWJTiaNLJ5xRd0ilQouAoMavH6NejjGmDUIPJyUmGh4eJRCKtaoJgg6Lr+qrAmNh/3Mvsv/wQvXrmB0gAaksZDn7834i+7aWM/4/3UOHomtysufHYNXnxO/cz+893oZVOfW3wiahMLXPwj/+N6Ntewqb/9i4IYM0lzdw3VqtVJiYmUBQFrVxl9l9+xOK37jM2CWdAbTnLzKd/QPLup9nytx/At32Iubk5dF3v6Pmg3k7gqOQZfOFWupJrD2w6lu7l/fhS0yye91byA+cTj8fRdZ3BwcGm6Zr187jbU6ZvKIbbc+Zj0Hi+ytCmGTLJMKl4b0tsNQCJRIKFhQUAPNUEw4lf4Kstn+ap1UhAV2WeLYu3kghcwnLPy6hUjs4DG1FvEQgEAoFAINgIdNSRVkVReM973sNv/dZvce+995JKpfB6vcRiMW6//XZe/epX84lPfKLdYm5ozLup9+7dy6FDh5ibmyMWi7GwsMD09DT79+/n0KFDJBKJVXcfCwTNQFEUUqmUlRo6Ho+TyWTE2GsDmqYZxqWz5N1XKhWmp6fRdR2Xu0Tf2OF1B/fU4/aW6R+bwOUxTjPNzMxQKjVe7omYn59fMVrqDA9n6e9ff3CPiSRBNFpi06YMkqRTLpet92Q3iqLUBfdUSXQfWH9wT325zhLx7v1UHYZBt5l9IDDIZrPWOPEUl9iy92v0xh4+ZXDPsUhAd+YwW3Z/hWDieeDoaUGRTFKwHsxrGfbv329dAXiia3UqlQrJZJJDhw6tOiXdbmq1GtPT00xPT1sOKqdDIdBVpLcnQ184QySUw+etIEk6mqaRSCSsffpG+m6y2awVWDJZy3B36ci6g3vqmVFz/Lh0mKJWQ1VVpqamTjgG7MC8PkLTdb53/zI/eiy5ruCeetIFlX/7yQJPHTIyAi0tLZFOp22Q9njq+6ArUGBk0+K6g3vq8fqqjI4bDi1d15mamuqYb+xU5PN5JiYmjOAeXSNaeYEd+e8zUn6AkDKJeyW4B0BCx6ul6akdZlPpHrbnbyVUPWyVc/jw4aNXWjRZZtORmHloH/s/dNO6g3vqKR1cYN8HP0d+JXPHzMxM09pTqVSYmppC0zQqcwn2vP/T6wruqSd++yPs/c3PUI2l0DSto+b5k5FOp48GalHkeccBFuTlUwb3HIsu6SzKcZ53HCCHsYbMz8+TTJ55VjTBydF13dBlVHVDrbunIhaLWcE905+6jZlP37Hu4J56Enc+xv6PfQm1WLGuvGrGO9N1ndnZWQqFArqmMfm332P6729dV3BPPYk7H2ffBz9HLZ5FVVUmJyetLGN2oygKR44cQVEUlEyBfb9/E4v/71dnHNxTT+GFafb85meMDEYY80H9FYidRL2dwFnOMPbEVxoK7jFxKCWGnvs+oZnHACN4pVlzYv2a7PUXGNo0s+7gHhNJgp5oioGReZA0yuVyXTZq+8lkMlZwT3dpki2LN59xcE89Ejq9uafZvHgHslaxrodv1t5cIBAIBAKB4MVORwX4/O///b+59dZbkWWZv//7vyebzVpOpfe9730AfOpTn+K73/1umyXdeOi6ztLSEgcPHlwVvJMuKEwtV5iNV6jUjJ+ZQUAHDx60UtALBHZi3lFtOuVisRhLS0vEYjFmZmbYv38/CwsL1jUwnYiu6+Tzeaanp9m3bx+7d+9m9+7d7Nu3j5mZGcPg1OFGwPqAvz179rBv3z727NnD3r17O/79nwrT6KdpGg5Xhd7RSRxO+4wKskOlb3QSp7uMruvMzc3ZHhiVzWYtJ9/gYJ5w2F5HSyBQZXTUMPgVCoWmGL7m5+eNoDFJIdF9ENVh33jSZZVk1yFqcqlpfSAwqFQqzMzMAODNz7HpwLfwlOPrLs+hVRia/BGR2MOAcfJROKM6B1VVqVQqlMtl65qoTsR0DMzPzxtONzQqnjj57gnSPS+QCj9DKvws2eB+iv5ZFIcRBJjP5zl06BCpVKqt8heLRQ4dOmQ52AJdRcZHFtm1ZY7Nw8sM9qUZ6E0z3J9k21iMc7bMMNSXxOU0AnHNwPyNMO8pimI5QOaUHL8qT6Nh37hKaxV+WpqgqqvUajXLUWEnZoYogNsfTPDY/pxtZWs6fOdXS7wwedRBX6s1HvxUj6Io1tULvq4SQyPxhgOG63E6NUbGlnCujM/Z2dmOnTvA2PeYQSYuLcuWwk8YqDyJU1/bPsWtFxgpP8BY8R4cWtmaj5q5b1ZVdVXmnkP/6d/RyvaNEzVb5MDHvkRpImbto+3uQ7NcVVWpLqbZ9/s3UZlZ/36invLkEvt+/yaqyxlUVe3oMWjqwQAZKcdex2HK0vrHTkWqstdxmLRkBNEfPSAgWC+6rpPNZpmcnGT37t3s3buXvXv3snv3bg4fPkwqldoQ6++JyOfzJBJGYODsTSsZY+ws/8nDHPyTf0dXVEqlEsvL6w8WOBmZTMbKbjj197eyfMtDtpVdOjjP/o98ASVbXLV22s3CwgK1Wg21UObAR7+0rqvRToRWqnLwT/6d7GMHgebsKexgYWEBRVGQayVGn/wG7qJ9uqCETv++HxNYeBYwAtrsXp/r12SPt8TAyDzyGV7JdSr83QX6hxYAnWKxaH2zdmJmIgToKk0zuvxjZN0em5m/GmPT0l1IWo1qtdqUvblAIBAIBAKBoIMCfDRN4/Of/zwAf/Inf8InPvEJAgHj7tyxsTG++c1vcsUVVwDwpS99qW1ybkRUVeXIkSMsLS0BsJypcdsjCf7qO9N88nsz/PNd83z6znn++zen+Kc75vj1ngyVmmZF2zdDKRe8ODFPV09MTJBOp9F1nZKqMlsuMVEsMFcuU9M0VFUlkUhw8ODBjsvuYGYMOHjwIJOTk2SzWRRFQdd1dF1HURQymQxHjhzh8OHDHXlqqlwuc+TIESvg79gTNfXvf3JysiWnku0kkUisZHTRiQzO4nDaf/JOdqhEBmcAIwuOnfNkvTExEKgQiTQnO00wWCUcNjIRxWIxW0871xteM74ZW4N7THRZJe2fRG9CHwgM6p18rnKSsUM341Ab70sJ6Ju7j1C8eYbXM6HekWM6cPbs2cPBgweJx+NNO73bKZjXRE1NTbF3714OHjzIoUOH2L9/PwcOHGB5ebmj3oF56tl0YJY9y6TDz1HonqLqSaE5Kuiyii4rKK48Zd8i2dAecoGDqHIFTdOYm5trirF8LZgp91VVxelQ2TS0xObhZbr95ZMGXTgcOtGeHNs3zxMJGcEluVzu6LV5HczCwgKqqlLWFe4vz9ga3GOS1io8WjbWzXQ6ba0/dlC/Jj87keehvfaVbaLp8N37lskUFGt82tmvliNNVhkcStga3GPidKkMDBvfVLFY7NjATUVRrKwSbjXNlsJP8GnrCzIJKDNsLt6NQyuhKEpTv8fFxUXDGVyqMPGJb9ga3GOiZotM/MU30RW1Kfsqc3+uaxqH//zrVOftHSOVmTgTn/gG0Llj0Py+AQqUOCBPokmNB4roks4BeZL8SiYf86CD4MzQdZ1EIsGBAweYnp4+4WG3UqnE3Nwc+/btIxaLbaj3XB+UkH3iEAtf/nlT6sk9eoCFr/0SMDLT2WlLqA/kTfzoCZa/94BtZZuUDi4w9b9uBoxDN3bbc+rLnPrf36ewe9rW8vWqwuE/+xq1RA5VVTvOnlbf/v79P8ZdtCfQsx4JnYG9P8RZSlmHgex8B7FYjFqthiRp9A0v2BrcY9IVKBAMpwFjD2Cnrlx/QMqpFBiN342MvXOZvxpjMHU/YOzNzUMNAoFAIBAIBAL76JgAn+XlZcuIdNVVVx33e4fDwXXXXQfA1JQ9pxteDJh3UxeLRTRN52fPpPjU7bP8ek+WXGm1U1/XYS5Z5bZHkvzjHXMcWjCcyouLi8Tj9itddmFeLdRJSqvgeEyHnKnYzZXL/GApxj9PTfC1uRm+tTDHV+em+eepCX4WXyKxEmyQTCY75pS6ruvMz88zPz9vBUM8v1ThX5/O8H8eTvKph5N85dkM+xPG78rlMjMzMywuLnbM+DSvJDAdowt5hW/vzvE3v07wiXvjfPLXCb6zO0esoKz6+42SzUtVVSuYsTscx+MrNq0ut7dMIGKsW3YGASQSCRRFweHQGBrKNcURZzIwUMDlUq0sb3ag67p1DUjZlabsal6mDMVZIu8x6jobAjHMIMFOmO+gLlhO1xma/JEtwT0mEjAw8wtclXRTDK9rJZ1Or3LkmFcwaJpGpVIhFouxf/9+5ufnO6Zf7KRUKnHw4EGmpqZOaHit1WosLi6yf//+jljLzCuAKpUKOhq5wCGK3dPo8mlOnEpQc2fJhPZQdaUBI+jBzkCQtaCqqrWncTkVto4tEOxeexCnQ9YZ7k8y1Gc4rnO5XEcHN5ZKJcuJ80h5ntIZXOt3phxUUswoRn/GYjHbxury8jKqqpIvqdz2YPP0oVJV4/sPGOXn83nbMnDU90HfYAqnDddynQx/V5lQjzGPLC0tdeScaQacyXqFzcWf49Qbczx7tTRjpXtA15oWbFytVq1gldl/vsuWa7lORnHPjOWYtzO4U1EUFhcXAVj85n3knzliS7nHknv8EIvf/bVRz+Jix10Lsry8TKVSQUPjsGPaluAeE13SOeyYRkWz1m7B2jH1fDOziqbrPBkr88+Pp/kf9yX4i1/F+dTDKe6fLlFVjX1iPB5v6tWQdpNKpaxAwcm/+rZhAGwS81/6KcWDRnCsnWNxaWkJVVWpxbNM/Z9bbSv3WJJ3P03yF8ZBhIWFBdv2FOY4A0j96nkSP3zClnKPRUkXmPo7I0gpl8t1jC2n3k7QtbyPwMJzTatLVqsM7v4BYAR92hVgUi6XrUygkf5lXK7m7W3DvXGcLuMKVDu/o/oxMZS8F8caMxieKT2FvXSVDP9NpwWaCQQCgUAgEJwNONstgEkoFEKSJHRd54EHHuA973nPqt/rus5jjxn36O7cubMdIm5IlpaWrOCeb/xqiWcn1+bsTuQUvvjTGL/1ij4u3dpNLBajq6sLn8/XZInXhqqqZDIZksnkqhNBgUCASCRCd3c3UjO94jZi3usuSRKyLG8Yuc8ETdOYnp6mXC6j6Bp3LS3yQv7ECnZZ03g0k+bRTJpreyK8MtpLLpdjbm6O0dHRtr0f0xhjKvMPzZb4wcECi4VjDHqJGr+eKTMacPLuc7q5ZMBjGfsHBgZaLfYqisWidYf3clHl689l2R0/PmvLkYzCz44UuaDPzQcvChL1GYGVW7du7Zg54GSk02k0TUOSVYJRewJWTkUwskQhHUHTnKRSKfr6+hoqT9M0y4kTjRZxuZrrHHM4dPr7C8zNBclkMgwODuJ0NrY1yOVyxtU+6GS9s0YkRxPJe2P4q704dJctfdBqzOv+EonEKuOr1+slEonQ09ODLLc+HlvXdSu4N7z0JP7CnO11yFqNwckfM7PrAxSLRUqlEn6/3/Z6Tsby8rJlLNU1ncP7s+x9PkUxX8PplBnb0s2Fl0fx+Z0kk0lKpRLj4+M4HI6WydhM8vm8tSZous6eVJkHFgpM5asomk7I4+ClfX6uGuwi4HKwvLxMtVpt61ocj8eNDBDo5AOHqbnPMEBH1sgHJgjktuOqBZmfn8fv9zc8760VMwuHJGmMjyziXmewRbQnR01xEE+FWFpaIhAIdOT6bGZJWlaLTCjpptf3WGWBMWeQarVKoVCgu7u7ofI0TbP2fb94OkW+3Nw1ee90kf2zRXaN+kkkEg3LD1h7Co+nSiDY/Gt7ov1pspkuVNXI5hcOh5te51opFApWsNNQ6VFcuj1B4H41Tm/1BeKei1heXqKnpwe3221L2XC0D8uzcZa+a3+2imOZ/7ef0f/ea3CGukin0/T29jZcZiplZFGoJfPM3fQjG6Q8ObP/906ib7wMZ6iLVCpli/x2oGmaNSfOyYuUJPszpJalKrNyjM3aMMlkkv7+/rNmz9JMdF1nYWHBmu8fmClx2/48yWPm/Pm8yt5Ele/uzfH6LX7evrObQqHA9PQ0mzdvbst+fa2Y2YkAlr73QFMDBQH0msrsZ3/Izps+TC6Xo1qtNjwvqqpqXWE9+/kfo2aad5AHYPr/3Er4+gtQMLLOhEKhhsu0sj8rKtP/v+YFKAGkfvkcmQf3ErrmXJLJpJUhv50UCgXroFzfgZ8120yAP3WEruX9FPp2kUwmCQaDDZdprskud4VAqLnZumVZJ9IXZ2l+mGw2S61Ww+VyNVyu2Ybu0hEC5cmGyzsZEjCUvI9Dw79NrVYjn893xDgUCAQCgUAgOFvoGA3U6/Xy2te+FoCbbrqJf/zHf7QcXbFYjA996EM8+OCDuN1u/vIv/7Kdom4YSqWS5Zz78VOpNQf3mGg6fOv+ZWYTRjR/u07XH4t52nx+fv64dL/mFRPm1QedTLVaJRaLsW/fPvbt22ddixGPxzte9jNleXnZCDTTdW6JLZw0uOdYHkgnuTtuBGnUX/nTDlKplGX0u/NAnn97Jnt8cE8dszmFzz6e5t4p47tbXl5uq/zm9Wi6rjOXU/hfDyRPGNxjogPPL1f5Xw8kieUVK2tCJ57GNjGvTwPwB1PIcvNllWQdf8gYF8lksuE5MpvNrgT86YTDzbma61iCwTIOh4au69YYbwSzDyrODKrDvmu/ToqkU3InrLo7YZ1aK6qqMjk5ydTU1HEnK8vlMvPz8xw8eLAt1+Tlcjnj5L6uEVl8tGn1dOWn8eaN4KFWXqeRTCat4J7D+zP822f2cPu3Jtj3XIrpiTwTB7Lcd/c8X/qHF7jnR7Nomk6pVOqYjHKNUi6XrWtqlko1/vdTi3xpT4IXUmVyNY2SqhMrKtw5leV/PrbAL2aNdTuTyVgnb1uNoihWprGyd/HMg3tMJJ189ySapKAoSssy4NRn4RjsTeNxN3bitz+SxuM25li7MrDZiXllKcDeamuuQ8toFeYVY6zaMZ+YQcOVmsbjB1tz+v3BPca4Nh2ijVDvDA2Fm5sR0MTh0AgEjb1vp12RZDq3/UqMoGJvBpneyrM4tQK6ji17KZP6ILPlmx9sasYNE71SI36HcbDKjn1V/f48ftvDTblerB6tVLVVfrsw5xMVlUWpednAlqQ4Copt+/oXA+bBMYC7Dhb492ezxwX31FOs6dx+oMC/Pm2scYVCoSPX4Xry+bxxAEPTWP7egy2pM/PAHipzR3W0RjGveFeyRZI/ak7mm3pqSxlS9xgZZuxaz8xyUvc+TzXW/O9z8TtGRjM79hR2YK3DiUO4i63ZG/bMGOtBPp9v+Jqr+n1VsCfdkn2VvztvXTlvxzisVCqW3SGSa14GJRO3mqV7JYioXdcjCwQmiqYxWyi25Z9yFtiQBAKBQNB5dEwGH4AvfvGLvPrVr2ZycpL/+l//K//tv/03AoGA5RS/4oor+PSnP83LX/7yNku6MbBOiCUq3Pv8+k4WqBp899dx/uwdI5TL5bZH3FcqFSt4p1LTeHJ/jqcP5iiWVfp63LzsvCDnbu6iUCgwNTXF+Ph4R56kMuU71kloBv2kUik2b95s6+nPdlFvmH4wleRg8cxODz+WSTPm9XFed4BEImHLyakzpT6TxcNzJW47sLY26MA3ns/R53dwQZ+HeDxuy6mh9ZDJZFBVlZKi8X8fS5Gtrk25SFc0Pv1Ymr97RRRQOu40dj3VatUy2nSHWudU6g4lyKf6qNVqlMvlhrIomOtdIFDB6WyNQ0KWoaenRCLRRTabbSgDjqqqlsGo6Gnd1Y5FT5zuyiC1Wq3lWWDWi6ZpTE5OUiqV0HSdfVNFHt2TIZ6p0eV1cNnOAJftDAA1jhw5wtatW/F4PC2Tz5y3u9MHcdXsSWl+MsLLT7PQPUImk2F4eLjp67aiKCwsLABwYHeaO793BP0kU6Ki6Dz58DK5bI23vW+cQqFAOp0mEok0VcZmE4vFjOslygr/97llcrWTrwmKDndMZlB1ndePBUkkEkQikZaORzjqqNWkGiX/fENl6XKNkm+eruImUqlUS7IcWCd+nTUioca/KVmGgWia6YV+207H20k+n0fXdSq6ypEWZO8x2VdLMuwMkMvl0HW9oWxT5pr8zESe8hr3TY2yd7pIOq/Q0+0kl8sRjUbXXZbZB5KsEQg1P3uPSSicI5vpplQq2XbavFFqtZrVn5HqXtuzBshohKsHWPZeas0pdmQ6KxaLqKqKVlNZvv0RGyRdG0vff5DBG19p7a29Xu+6yzLHAcDSLQ/ZJeIpqZe/0b25XZj7qriURrXxaq5j0SSdZSnFkN5nWwams5l6Pf/x+TK37l97MOfDc2X6/Q5+Y1e3lTGpE21PcHQ9yz683wq6aTqazvKtDzP6/72FXC7H4OBgQ8WZQcOJux5veqCgydLNDxJ53aUUCgUURWko46OiKNb1m0s3tzDIaj6JZzhCNptt63ygaZplJwjNNj9Ay8SfOIyzlELxhcnlcg3pL4VCwcgWLWl0B5urH5tIEgRCGdKJKNlstuGs4OZc4Kql6SrP2CHiaQnnXiDv22Jdhy0yywnaRaxUZtMtd7al7ul3v43Rrs63UwoEAoFgY9FR2ufWrVt5+umnecUrXgEYynZ9xot6hUhwaswrrADufSGD1oCfeC5ZZe+scRKz3afA5ufnjVMTeYXPfn+GO369zFSszHK6xp7JAl/78QLf+nkMTdMpFosdd3IUjCAEM7gnW1D4yQPL/PM3J/n8d6f49VNJaopGpVLp+Gwpa8XMAqHqOo9n0+sq49G0Me6KxWJbMlnUpxL+wRqDe0x04M6DxjPtkr8+JfdDs2XipTMbV8tFlUfnDLkTiUTHnIQ9llLJyHgjOxSc7ubcI34inO4aDmd1lQzrxXy+q6u1J+y6ugwjablcbqh/zfGto1N1tibbAYAqV1HkyioZOh3zqiFV0/nmz2J8/ScL7J0qspyuMRkrc9v9y3zulhmyBQVVVa2AlFag68YaChBI7296fd3pA6Dr6Lrekv4zTwCXigo/vmXqpME99RzYnebZxzdmpqhjqVarloH9+4fTpwzuqeeHU1liRWOuaMf+yjwxW/HGQWr8/Vc8CXRUYz/Wggx7pvyRUN62E7+BrhKulVO95r6/UzDXs2W1iErrvpcF1Rjbjc4nuq5bbTg017p1RdNhImbUZ9eewuutIMut6wOPt4q0EsDQaBvswrQhyHqFgNIch1ZP7RBg2CzsWsvM91c6NN/062jqqUwvU11Mr5JhvVhtOLJIdb41a0dlepnybHxV/e1E0zRrTKSk5s/VSTkNGHvidmYGVlWVRCLBwsIC8XjcyAzZYZRKJatv7jp05rbGnx0pUlF0NE2z1vlOxPwOso8famm9uSeM+iqVSkNjsX5Nzj56wBbZ1kL+qQm0qjFu7ZoLtUqN/JMt6gdNt95Xu+fCSqVi6U/+1GTL6pXQ8aemAPv60OMtIztaZ6v1+o31v1KpNGwjNtvQXZ5p+hVpJl2VWUyFu93jUCAQCAQCgeBsoqMCfJ555hkuvfRSHnroIf7u7/6O2dlZKpUKzzzzDO9617t45plneMtb3sI3vvGNdova8RSLRSN9raqf8dVcJ+LJw4axvFAotM2pVS6XLePszfcsEs+c+NTOs4fyPPBcGujMYIR4PI6maWTyNb7w3Wl+/VSKpWSVuaUKP3kgztfumEPVdCqVSluvdLIL0wm4N5+jsE6jzmylTKxSXlVeKzHrfGG5QuwU13KdjAPJGjPZ9jlFi8Wildnm3qn1KdS/XJlHyuVyxyrlplwuT6kl6ZLrcXmNuhtx6CiKYp1w9vlaawD3eo36dF1vKHW12QeKXEZv4unkE1FzFFfJ0MnUX5tw3zNpXpg4sUNhKV3j+78yUv7bkVZ8rdRqNcsI7y00/zomh1bFXTHmxmb3X/1VIS88laC2xuAWgKcfNa5yKpfLVgDURsS6KqWssCe19jlLBx6IGWM1lUq1NAhZURQr0LbqtinYXNaouYzTt80ed7VazXJsBrrsq0uSoNu/4jzvsLnPlCehtvZbqegqea3xoNv6eXAm3rqg4fr67AvwaW3QsCQZQT71MrQbc3/mU+NITQo4c+lFnJqhM9vVbrOc4p7WnLKvp7B3ZpUM68Vqw+7WtsF8Z50wBusd2wWp+XNikTL6yjhvV+B7rVbj8OHDLCwskEgkiMViHDp0qGV72bVi7okOJqtMZ89c/yopOg/NlVaV1Wlomma991bPJcX9c+iqsV9sZCyu+oZ2T9si21rQFZXSQSNrZKPfkjUXHphHV1q3h+6UudCs31lK4ai1VhZP1t4+dHtbO696PBWwaU639obV1lxRDCDrKp6aMT9ulMNYAoFAIBAIBBuBjgnwicViXH/99UxOTvL1r3+dv/zLv2RkZAS3283FF1/MLbfcwgc/+EE0TeNjH/uYuLv1NJib5vlkFUVt3Ig5vWwYaVVVbdvJK/NEVCxZ4dDcqRXCh3Zn0HSdWq3WUU64+pNd9z2RIls4/l1Ozpd44aDhcGp3xiQ7MBXIPYXGsnnsybfGCXcizDH0cAMnuB9aebYd49F8Z9PZGrO59X2/U1mFuZw9p9eahen8dXlabzRwuY06GzFam/IDeDytnWddLg3Hyik0O9qgOFo/Rsw6O81xcCIKhQK1Wg1N03n4hVOf5D4wXSSeNt5rq04Gm+9QUo8G3jQbT3ERaL7Rr1qtWuP0uSfObC8ZXywzP20EuJgZcDYipuyPLBbO2M396GIBVTdOqrdyLTiaHUxDddg3RhSn0Z/NbospvyRpeNz2Xivh67BAChPzO0tqrV+TzTrtWM9qinbSQwXNYiFh1N3oema2we1trfwAnpU6O2VNNr9Br9rcNc23Ur5d7Tb7sHigsWsJ10Npv1Fno22xAgsOzDUs05lQtEl+OzDHX4UqitT8jDqapFHGaHe72r+wsEC1WkWpaRzal6FSNuxIs7OzbZHnZNih55vPlsvljszAXKvVrOCYVs8lWqlKecYIJGhkLJrP1lJ5asutPQRn11xiPl9q9Vy40ufVarWthx/N9ntyiy2v25OPWTI08g7MNrg9rQ2clh0aTlfj+ypN06wDZd5a665Tr69PBPgIBAKBQCAQ2EfHBPj80z/9E5lMhksvvZQPfOADJ/0bl8tFsVjkW9/6Vosl3FiYQTipvD1O4mT+qGG4XQE+piIyMX96B0Yyq5BeCUYwn+sEFEWxjD77jpzcObh3JZtDJxgkG0FfcQICFBocN2b2n3akGTfrTJfXb7Azn92o8gNkKu3rg7VgjjVZbr18skNdJcN6MJ+VJB25DauzGeBjRxtanb0HQJMa74NWYa5LiWyNzAkCPevRgcMr616r1jPzHTrUSstSdzuU8qq6m0X9/JVOnvkaaz7TiddMrBXzHcTL6zipruoUV7IetfIdmHVpsmLL9Vwmmnw0gL2ZmOU7HZrtGeacjs5cm81vubaWO/Bspqob76IRJ44pf6Wmt/CCMYNy9eg7s6MNstz6PjDr7JRMqtY3qDfXseRYKd+u79HsQ7XQeoeYWWejfWi1IdfaIEQ1X1pVfzsxZVBo3Txt1tWu9puZl+/58Sy3f3OCH948CRjBqJ3QJyaWnlxpXM+vL6+TqH/f7ZhLtHzlODnOuIwOmAsbHbfmXKrmW9sGcy6E9s6HZvtlpfU2zvo6N/q+yo7vCEDWWhyktFJfp+wLBYKNyKc//WkkSTrtvyuuuKLdogoEAoGgRXRMgM8jjzwCwDXXXHPSv4lGo1xwwQUA7N+/vyVybXhsciLIrb7v5hSsVZZ2OMjPBFk+eTscjhYK0ipsGkJSB43FM6ETpG5UBqkjWtGpbPx3o+tGGzbqN7YRWeurPtV6cdbQjiauZ6xL5qMbv0/WO6dLbXgHzatr4/ejydkwJu1iw7+JDd8AwVmB3eOw1XNUB82J5vzcORK1DrfHMGy4vZ1t4Gikb+qHmliLT4AN+8a2vlfbq251W8SYtOsdiO9bIBC0k2effbbdIggEAoGgw3C2WwCTeNxI13i6aHSXywVs/MwmzcZ8T71Be7q4vhynsz3Dxu12A7BzzI8kwakC/wcjbnq6Xaue6wRcLhcOhwNVVblwRzf3PXHiK7gu2BEAwOfztVI825EkyWpv0NHYuAmujDtHG6KfnE4ntVqNXv/66zafbYf8Zp2NyA8Q9cmryus05JWoPk1t/RylqY5VMqwH81ldl9C01gYp6jpoWuMBPmYbJL31Y0TWG++DVmGuS70hN309LpbTJ8/MI8uwc9S/6rlmY37jqtOLjoTUgvwVqtO/qu5mUb+H6e33srRwZhkFevuNdblT58G1YK5pg/4znysDLhm/s/VrgdlvsuYCXbIti49Dc68qv1mY5SuKw/b5vaa0b390KmRZRtM03FLr5TLrtGNN9rplZAm0Fh449ntW1tKVU5jrRZZlVFVFU1u/LqordXbKmmx+HzXJ39R6FMnetcx8f85gly3lnQnOgH+VDOvFakNPa9vgDNkjvx1Y76CF5jfXSl3tan8gECCdTnP9G0Y47+IIvQNeALq7uzuiT0ycTieqqhL1rf+brX+2k9pmUi+TM+SntnTq64HtxhE0vkU7dExnsLlz+Ikw67RrLnSEWtsGZ1197Ryflq3G1Xobp+byWv/fjnHYnn2VfXtbAFX2nuIv7cesrxPnSIFgo/Dcc88B8N73vpf//t//+0n/zu9v/VopEAgEgvbQMTur0dFRAB566KGT/k25XGb37t0A7NixoyVybVS8XmPzPNjjxuNs/JTBpj4PYBhAzOChVhMOhwGIBF2cP35qA+G1F/UA8P9n77/jLLnKO3/8XenmHDun6YmKo4wS2RISAkQONhJLtg2Oa16292ub/dl+Oeyuvdi7y9fYxoAXvmREtgwGAQIhCaGApNGEnu7pnO69fXOs+v1RUzXdk6f7ph6dt19+eayuOnXqVtU5z3mez3kep9PZVSIZSZKIRCIA3HpVhETk1GDtpeM+9o76AOxjtzOWYXmZP7Cldi71BTa01068XvN9u2Vwc4tgCbh54IRTs91Y/e/1qewIbe773R3RSHjVDe11G06nOU7VKu11Vqy/pjX2bgar/wDlcntFSrWabAfjmnEPWqP9467WMMeGrfS/XXg8HlusY81XZ+LyMR9Bn/k+WPNgq7GeoyFrVFyxtlyz7OkBWv/8NE2zr3HFtRd2b70DHhK95rsdCGxtTuskfr8pIr4h6UW5QBPxxqQXWZJQVbWt9pX1zCQklHrz7AClbs5nrb4Xq/8GEpVqc4V6pbLZXjfZu3BiHIkq7e9XVHZv6MNmsM5VFYnEJm2nzdIfdWzow2axzq+U27/ZwbrmVu+hWVjfR1lp3drKAEpKFGjeXGb9fp49/U1p70Lw7B3Y0IfNYv0Wnt3tvQfPnoEN1+8kVh8caGhG6218xZBx4dxw7XbT29trr9sTvW5kWcLpdNLf3/53+WxY69qbN7nOhxM+Ao/H05XBa4fDYYsa2v0dKj4XrkHT3m7GGlMNeHD0tddH1qyxxLoHb5vHc6v/TqezoxlorPsv+3vafu2yvxcwn+FWfgPrHqqV9to2jYZMo27aolt5D2VZtn0QZUd71vgW1vW6YU4WCLYj9XqdZ599FoAXvvCFXHnllWf83127dnW4twKBQCBoF12z+nzVq14FwOOPP85XvvKV0x7zV3/1VxQKBRRF4XWve10be7f9sJwLiixx9Y6tCwquO55RppOBfYfDYQelXv/iBMPJ0y8Mbr0ixHV7zcBbNBrtujSq0WjUDIy5FH71TUPc9cI4u4Y9XLLDx1te0ctb7+gDzGfYCTFIs7FESjs9XkKb3CE/5vYQPb4QbVeAez3WPYyHHQxvIivWpXGHLY7phGjL7XbbgY2XjGwu0PaSEdNB6/V6u3ZRbt1jteI+a4avVlAtm9feym+jKIrtcCmV2htMLJfN6613+mwG6xmougtJb2/WBu140L/bgtynQ5IkolEzCPiCS4LcdFnwtMeN9rp47QsTgCkoaZfAVtM0O+NI2dt6J2xDcVFzhoDWP7/1Qtt9V4RxX0Bms6tvNJ+Fx+PZFu/ZmbDm0aBD4cro+d+HLMFNPV67jXYGsRRFsZ3qzmpz7ABJV9Fqpl3ZavGwqqr22JotNO/d0XXIFc32um2nnvWNWGKbtl1XUvHI2oY+bIb14+BgvL2BnIGYeb2tjjO2qKXNAh/DgGqlu4Rnln1WVmLotMY+qUl+Gsff92bdt9WOZ99gU9q7EDx7Bzf0YbPY93BJe+/Bu685/W8G6wPrXqP1Y/X6a3Rq3aYoCqOjowwNDdHT08Pg4CA7duzo2GaxM2HZhEMBjfHwhffN75C4tte1oa1uQ5Ik+z3wtnkssYSCsLV30eFw2Hant41jieTUcI8lga1/S9ZY5NrRi+Ro32aebhkLres3XAHqjvb6OSsB08farGdYKbd3XK0ev54kSVsW3dq2oSOx5X6dLw1Jo6qa67du9SUKBN3OgQMHqFarAFxxxRUd7o1AIBAIuoWuEfi85z3vYffu3QC89a1v5e///u/J5/MArK6u8od/+If8yZ/8CQC/+Zu/yfj4eKe6ui2QZZlQKATAiy4Lol3oFu117OhxMXZcTGMFJDtFX18fmqbhcSq8/+5+3nFHL1eO+9g16OHGS4P89psGeeWN5s6AQCDQETHIuVBVlZGRETRNw6HJvOCKMPe+eoC33dnHZTtPBJqGh4e7Tpy0GXw+H5qmIUkSN4Q25/R6QShst9WJncBut9teiL5+jw/5Ah6LJsPdu00Hhs/n61jJOOvbva7XxdAFipRGgipX95i/e7c6LuGEs8LQFVtw0w5qFSd6Y+vBxPXn5/PtfU/y+RP938q4s35XnLPub0rfzge14UIxuiuYeC4ikYgtWn31zXF+642D3HhpkJ0Dbvbv9PHOO3t5/2sGcDlkNE2jr6+vrf2zxAK58N6WXysbMa8hy3JbxvhgMGiK2ZwKr3nrGJp2bnN4/w0x9l5+PJNgF4+D54OmaQSDpqjsDTtCJFznnhMk4K3jYSKu9maTWo/1uzsq0aYICJ3lGBIyiqLY32Irsezy9Jq/aeWesnkPjYaCJEn2M+0WrLE4rnjQ2rjk7FfMZ9mM8cS6h90D7RNPKTLs6G2OSOREIMphZ+lrB6WiE8OQNvSh0/h8PiRJQpc0stpIS66RdpgZhjVNa9pcZv1+7tEkWrJ937h7dz9axLehD5tuywpqD8Rw7WhP5gb37n4cydCG63cSSZJsuypqhFp+Pesabre7oxllJEkiEAgQi8Vs26vbcLlc9rN57e4Lz2z46l0+VNksS97N2R2t7yDwgj1tvW7gBtPH63K5tvT8JUmy7yF4076m9O18CL5gN5Jq2pzNGgtlTSF4Y3ueg6QqBF6we8P1O8V6oWMxuqNt1zUkmWJ4BGimXeWiUW/fZqZiwRyjnE7nlsdR29/kGsJok31ecA2B1F12oUCw3bDKc0mSxOWXX97h3ggEAoGgW+iaFbbL5eJb3/oW+/bto1Qq8YEPfIBAIEAkEiEej/Pnf/7nGIbBvffey1/+5V92urvbAit7TTygcefVmwvEOFWJt9xiCma6Yce6pmmMjo6aDgJJYu+wl7e+vId3vbKP19wSpydiOlNDoRADAwNdK5BxuVyMj4/T29trB8RlWcbr9TI4OMjo6CiK0t7sF61ifaaKa4MhrrzAUl0vi8YY85gZAzolMJMkiUTC3OFyWcLJOy4PnJfIR5Ph/VcFGTte2iEej7eym2clEAjgcDjQFInfui5Ej/f83q8+n8JvXRtClSUcDkdXOy4dDoc9RhXW2heAz2fM99LpdG45oGMFaPN5B9Vqe6boRkNibc0UsG31+cqybAfKPdX2ve+eijlPNeMZtAtJkhgcHLSD/r1RJ6+5Jc677+rnLS/rYfeQOe65XC7GxsbsTBLtwhJTFIJjVJ2tE3MYQDp+FWDO3e0I/iiKYpeGHRjx8eZ37aR/6PQZCr0+lRe/op+XvdLc/RoIBLpOSLEZkskkqqri0xR+6/I4e0Jn/m58msy9uyPckPTa53ZCrGq9H7Kh4ikOnPuEsyA3nLhLZrr+SCTSlvcuHA4jSRL1hsJyauvvUEOXWFw1v81AIND2MeJc+P1+ZFlGk2TGtfYJwvY4zLErEAhseR1gjc+XjXjxudtjl18x6sPnVuzA+Fbw+XzIsoxhyGTX2peFdS19IvNrt7yXiqLYY3fKsZdmJ3psoJLRTIFPJBJp2hrU4/GgqiqSIhN/3Y1NafN8SLzxJsC0QbY63rtcLts2S7zhpi337XxY3/9usQvtcuNGELWFZboUQyZqhDdcU3B2rDX6vtj5r/MB7tzh4WXHs9zGYrGuFDBZWOOf/6ox3Dt723JNSVWIv/YFQHNK21pzcuQVV6H42+OXjB8fS/x+/5b9c+sF5Yk33bzlvp0P4Zddjhb1d4UQfL1dkxm4pm3Xzcf30HCav/tW30Ov13v8PZDIrbXHL6brEvk189lZ38BWsN6Duuoj5x7ZcnvnQ8p/GWD+/t08TgoE3Ywl8BkZGWnL5iSBQCAQbA+6yrIaHR3l0Ucf5SMf+Qi33HILoVCIfD5PMpnkNa95Dd/61rf4+Mc/ftEIH1qN0+m0RQkvvDTIrfsubAHiUCXe+fIkUb+ZfaW/v78rBDMOh4MdO3YwPDxsL7QlSUJVVSKRCOPj4wwMDHT9wkFRFKLRKOPj41xyySXs27eP0dFRgsFgV/zOzSQajdoG6F2JHm4MhTnXHaqSxB2xBC84nvUnFot11IgNBAL293TLoJvfvT7Mnujp03hLwBUJB79/Y4SrekzhRF9fX0dL3MmyzPDwMIqiEHYp/JebItw66MJxhs/EocALh9z8l5siBF0KiqJsi6xSliihmAvRaLR+rtAbMsVsCGhOSUC/3388db1EOt0ex+XamgtdlzdkftsKlhDPWfejNlqfglkyZNxV85rNDKq1A1mWGRgYYHx8nEgkYgbxJMl2AA8PD3esnIHX67WDeiu9rQvI5UK7qbrNwEo7M+MEAgH6+/sB6On38Nb37OKeX9vNdTcnuGR/hCuvi3HXm0Z473++lGtuMsd+v9/f1eLhC8HhcNhzgt+h8OuXxvmD/Ulu6fEy7NPo92rsDTm5Z1eEP722l6vjJwJYsVisI31WFIWeHjP7g7MSw1HZ5Puiy/hyY0iYJQnbJb7VNM3+7ZZTQYpbKJtkGDC/HKFWV5FlmWQy2axuNg1Zlu3g8h6tPQLtqOwmoZi2VjPGE7/fj6qqqIrEDXvaY4PedIm5XmuGaGv9M1hL+9tSvrReU8jnzPGi27KdWfZJWYmScjQ3O92S6xoasmvDb94M1peVjL/uBXYmiVai+N1EX2kGX5thV62/h9irrkMJtLgkYtjb1P43i0AggKIoyMj06a0rjdKrJ1Bonl3/fMDv99vr/JsH3fzOdSF2hM5se/d4Fd51RYA37DXnhWAw2DHb6HzxeDwnhHZvuqUt1wy//ApbXNKM+SAYDKIoCorbQfy1NzShh2fHNZIgdLOZLahZ85nVTvCmvbhGW2+7Jd/6QqB7hOD2PBwaouxvj9AsM3gd0Jxy1+vn+NxaqC12VSHnR9dNn3czxnRN02yhU8p/RdMFzydT1qIUXebGjE5XBBAItjOWwOeKK67g/vvv57WvfS3JZBKn08nw8DDvfOc7ee655zrcS4FAIBC0m85b+Cfhdrv5wAc+wAc+8IFOd+WiIBaLUSwWyeVy3H1DlIGYgy8/lKJU1c963lDcyVtviZEMmcGH/v7+rtn9Bqaj0O/3C9XyNsHKVDE1NUWhUOCl0TjXBkM8ll3j59k18o2GfWxE07g6EOIKfwD3cTFfOBzuiuCVFQRcWlpiX8zBvliEuVydH8+WyJTNbyrqVrhpwEXCe2J47evr64ogh9PpZGRkhKmpKXzU+U9XBHnTXj8/nClxKFWjXDdwqxK7Iho3D7rxHC9bo2kaw8PDXTUGnIlgMMjCwgKNBqwt9xLpmWnp9dZWejAMBVmWm7IrznKALi4usrrqIRQq43Q2zn3iJqnXJZaWzGBoKBRqioDWciBXKhUCxUFSvkOcU9G3BfylPmSUbR3IcLlc9PX1tb0M19mQJIl4PM7s7CzZ6KUE0s/iWzvS1GvUFTeLQ78EmE5XqxRiuwiHwzgcDhYXFykWiyR6PSR6Tw08qqpKNBolFot1TaCwGbjdbnbs2MHs7CyFQoE+r8abxk8fmFYUhWQy2fG5LBwOk8vlyOVyePMjSIZCxbl83mOM1NDw53agNszn3N/f31ZBeDweJ5vNUqlUmJpNMNK/iNtVu6A2DAMWV0Nksmb5nE5lVDofIpEIq6urhBUX+7Qoz9RWW3YtCXiByxxD3W63XXJlK1iBnOXlZV5yRYjHDudJ5epbbvdMXLvTx0iTyyJbz6BW1cik/YQjuaa0eyaWF8OAufGi27I+ut1uIpEIqVSKJedVeOvzuPTMltvNqf2kHWYJFCs7WjOx3kFHPEjve36Juf/9raa2fzIDv3kXitvZVLsqFAqxuLgIPhdDH7qbo3/4f5vS7ukY/v3Xo7idKIrSVXahLMvE43EWFhboMWKkjDXyUqGp1/AabvoMU6jS7Rlluo316/xL4k4uiTuZXKvxw2MlVkoNdAOCTpkb+l1cGj+xJg6FQvT19XW9fWhlVZ6bmyP+2htY/sKDFA/Mtux6stfJwG/cBTRPXGLNySsrK/S993ZS//Y41YX0lts9LZLE8P/zRsAUxft8vqY0a5Wcr1QqjPzxmznwnz5C0+q2nkT8dS/Ad+Uo0D3CCrfbjcvlolwus7T7FQw++nGkFkpMcol9lCLN/Q0ikQgrKyvUaxprqQihaKop7Z6ORkMmvWyKB4PBYNPsi2g0SjabpejqZ827h1DhQFPaPRkDibnIi4GN5RAFAsGFYwl8vvvd7/KVr3xlw9+OHTvGP//zP/OpT32Kf/zHf+Ttb397B3ooEAgEgk7QdQIfQXOxhBUzMzNks1muHfezb9DDw4fyPH60wFyqSr1hLqi8LpnRhIvrd/nYN+hBliQ7c083OccE2xNZlhkZGWF+fp5UKkVA1XhRJMat4SiFRoOqruOUZXzrFq1WaaxuCapa/XG73aysrJgBUb/K68+wq9vv9xOLxTqauedkrIDu0tISmUwGr0Pm9jEvt4+deqy1SyiRSHQkg8hmkGWZnp4eZmdnKWbDuH1ruH2tCWaVi14Ka6ajKJlMNi27XDQaJZ1OU61WmZvzMzKSoVWv//y8n0ZDRlEUe+fqVpEkid7eXiYnJ3E2/HiqcYrO5aa0fTKOmg9v1ex3M5+BwCQUCrG2tkY+n2d++BWMPPtJtFq2KW0bSCyM3EFDM1Od9/a2ZxfnyXi9XsbGxiiXy6RSKUqlEo1GwywtpGmEQqGmlPrpVhwOB6Ojo/b9r62t0VgnuvV4PEQika5JqW7ZtZOTkxSLRbyFIbRqkKJnBl0tn/lEQ8JZieIuDiAb5jgxODjY9vnZyqY3MTFBvQ4TMz30xDJEgrnzGudrdYW5xQi5oukgD4fDHRddnQ2n02kLKq5x9jJdz5Ezqi251iVa3M7eY2V6agaxWIxMJgPUeNOtcT76jfmWhKICHoVXv8C0KUKhUNOCIOufwepSCK+vhMPRGpFSLushnzvxDLpx3Ewmk+RyOWo1OOZ5OcPFf8Opb35eKyhJZtxmhgSv19uS79HK/rW8vEzfu15O5j+ebFlgPnD9LruMVjKZbNq4b83zs7OzxO66jvS/P0Hm+79oStvrCb/8CiK3m2U/e3t7u2LeWk80GmVtbY1SqcSOxiBPK4epS835HhVDYUdjCAkJl8vV0dLQ2xFrne9yuVheXqZUKjES1Bi57PRrYIfDQSwWs8tvbgdCoRCpVIpyuczo/+9tPPOW/45Rb81GksHfejXOvkjTswzG43FzTva5GPnjN3Hw/R9tWtvrSbzxJgLXmmUXmyngkiSJvr4+jh49iv+qMZJvfSGL//r9prS9HkdvmMHffQ1g2ordIqyw/ARHjx6lHB4mM3Q94WMPteRadc3D0t5XAqbIrFm/gfXtr6yskF6J4vHlcThbY9uuLiZoNJqfrdPr9RIKhchkMiyEb8FbnkZrNFdwCrDq30/Zadrk20EIKRB0K6lUitlZ0/bP5XLs3buXD37wg1x++eUUi0W+8Y1v8H/+z/+hUqlw7733kkgkuP322zvca4FAIBC0AyHweR4gyzKDg4NkMhnm5+fxOuHFlwZ58aVBGrpBodxAkSW8ro2BUbfbTX9/f9t31AsuXiyHRjweJ5VKkU6nqdfr+E/aieJwOIhEIoTD4a4M2FvZo8rlMul0mmKxaAdEFUWxHfzduqNe0zT6+/vp6ekhnU6TyWSo1+s0Gg0URbGD2s3K6NJu1osS0ov9qI4JNEdznS71mkZ6YRBofkBHlmX6+/s5evQoxaKDpSUvyWTzHS6plJts1hzfe3t7m7rj3Ofz2QHFQKmfmlKkpjb3HhTdQag4ApwQIQiaiyXyPXz4MA18HNv1ZoYOfgattjXRnIHE/Mid5EOm47y3t7fjIkIri9LzlfVZpHRdxzAMZFnuSkesJRiem5sjk8ngqAVxrAWpqTlqjjXqShFDrgMSSsOFWvfiqISRDfMdU1WVgYGBpu3GvlAsUdXU1BTVapX55QjprJdoKEfQV0SWT5WPVKoqqTU/6awPXTcD1pFIhN7e3q58RuuxBBXUarzYPcS3ihPUOHsm0Qu+huLlaqcZ+IhGo00VbimKQn9/P5OTk4z3ubntmjDffrS5GQM0ReLtL03idiqoqtp0wWNPTw/5fJ5qtcrCbIz+oUUUpbkypWpFZWnBnIcDgUBTshq2Aqvk7NGjR6njYdLzCnrLPyZQn76gdgwgre1m0XUNhqTicDgYHBxs2fcYj8fJ5XKUy2XG/vIeDtzzP6lnmmtXOXrDjP7p24DWiJXW2+ejf/o2nnvX3zdVqOS9ZIjR//pWwFyrdeM7KEkSAwMDHD58GJfhZE9jjAPKxJZFPoqhsKcxhhtXV5VW344EAgECgQClUolUKkU+n9+wzrcygXm93m33G1trzCNHjuDZ3c/Qh17L1J99vunXibziKhJvPCEUbKZPxJqTp6amCN60l/5fv4PZv/9m09oH8F+9g8HfeTVg2lrNthet8TWVSjHwW3dROrpA9sHmZVBR/G52fuTdKF4Xqqo2VfTcDNbf/8r4y3CtzeJeu7A5+FwYksLCpa+j4TA3kjRbXJJIJMjlclQqFZbmeukdnEZRm2vbZjNBCjkzE2Ir1sqWbVivw3T8ToYXv4LSRBF+zj3CUsgspReLxbpGZCYQbEes7D0Ad911F5/73Oc2xOpe9rKX8frXv56XvexllMtl3v3ud3PkyJGujUkIBAKBoHkIgc/zBEmSCIfD+P1+MpkM6XSaSqWCIksEPBszplgLLr/fv+2cFoLtgaZpJJNJEokExWKRer2Orut2xgS3270t3j2Xy9WxrBPNQFEUYrEYsVis011pKhtECQ1YmRklNnC0aSKfek1jeWaURl2zHaXNfl+9Xi/RaJTV1VVWVrzIskEsVmxaJp902sX8vOmsDAaDLQmCJJNJO6AYye8g5TvSNJGP0nAQKYyjGI6WPQOBiVWi7+jRo9RcEab2/Aq9k9/Am5vaVHs1LcD8yB0UAyOA6SAVWQK7i27LeHA6ZFlmYGDALstYqVTQ6n60+plLt1pZ6Xp6ejouXnU6nezYsYPFxUVzN33Fyeyik9lFA5ejhsNRQ5IMGg2FckWj3jhhq6uqSl9fX9eVPzoTiqIwMDDA0aNHiSkefsk9yv2lo00T+SQVDy93j6BIMk6nsyUlXX0+nz0nv3x/GF03uP+xTFPadmoS73h5D6M9ppO2v7+/6e/neuFwpexkbjpB3+BS00Q+1YrK7LEkekOx389unpNdLhejo6NMTk5Sr7uY8byEQO0oscqT5yzZZQAlJc6Scz9F1VwDWCVwm12aaz3WM5yYmMA9mmTX//t+Dr7v/1BPN8eucvSG2f2xX8ORDNkB9GY/Q8s+n5iYgICH3R/7NQ7+2v9L4cnN2RPr8e0fY+ffmQFtayNDt76DTqeT4eFhpqam8BpuLmmMM6FMk9tkuS6f4WGsMYQbs2zU4OAgbre7mV1+XmJtdrvYcLvdJBIJlpaWSLzpZvRylen/fl/T2g+//ErG/uyXgRMbPpqN3++35+S+99wGBsz+r+aIfPzXjrPzI+9GdjlaZlOAKa4oFouUKbPzb9/F4d/9OGsPPL3ldtWIj13/5314dvfbWS87bfOejp6eHgqFApUKzO5/G/0//1fca80pra5LCvOXv4FibBwwM8c0e3621iETExPUqk4WZgboGZhFUZuTESubCbK6aGYpDgQCLVkrWxsepiYnKTsSTCVezdDy11D1s2REPU+y7h3Mxn4JJNkecwQCwea5+eabee655zh8+DA333zzaTfi33TTTfzBH/wBf/RHf8TMzAz33Xcfb3jDGzrQW4FAIBC0k+734AuaiqqqxGIxdu7cyd69exkZGWFwcJChoSF27NjBvn37GBkZuajLUQi6B0tQFgwGCYfDBINBPB6PePcEW0bTNEZGRpBlmUbdwfL0Dkr5rQdDSwUfS8d20Kg57SwSrdoV0dPTYwtvlpZ8zM35aTS29m3oOiwseJmbCwDm99eqIIiiKIyMjKBpGjIq0fxOPJUYW61t4qwFieZ3o+ou+xk4nc7mdFpwWjwej/091R0Bpne9hYWh26hp57+jVZcU0rH9HL3knRvEPaKEhGAr+P1+xsfHGRkZIRwOn+LsUhQFn89HMplk9+7dLRFPbBZrR/GOHTsIhULHx2GJctVBNu9lLecjX3Tb4h6Hw0FPTw87d+7cNuIeC6/Xy+CgmfUuqXp5pWecqLz1APReLcpt7jEckrJh3m8F6+fk266O8MsvSeB1bu1aAzEHH3hVPzv7zd+iv78fv//MIrWtsP4ZlEsuZqZ6qJS3vhs8n3MzM9VDva7a834rhS7NwuVysWPHDvv3zmqjTPhezaTnNlYcl1BQeqhJHuqSk5rkJaf2s+y4nAnvXUx677DFPZFIhLGxsbZkoXO73QwNDQHg3TvI3k/+Ft7Lh7fcbuCG3ez95G/iGorbZQRbZdta36mqqqhBL3s+/hv0vfc2JHVz35KkKvT96ivY80+/jhrwoGkao6OjXf8O+nw+hoeHkWUZF072NcYZbvSjGeffb9VQGWr0sq8xjhsnkiQxNDS07eYHQfuJx+O28Kbnnpew46/vRQluLbuGpMr0vfc2dvzVPUiqmemolVnN1s/Jfe+9jfGPvAsttvl3X1Jlet/zS+z66PtRvC4cDgcjIyMtsxnXr2Flp8bO//kuBn/vbmTX5ueS0Isv49IvfAjv3kFb3NNNpeLXY801mqaha25mrrqHtb79Wy6BWnWHmb36HgqJvcDG96TZWHOyJElUKy7mpoYoFbdm2+q6xMpigtXFJJavZmBgoGXfkc/nY8CyDZ1JJnreQs41sun2dEljPnwrM/FXYEgKLpfLnusEAsHmUVWVXbt2cccdd5zVznvHO95h//v73/9+G3omEAgEgk7T3Z4PQUuxgh4CgUBwMeJ2u+0d2o0GrM4N4/ZnCMXnUdQLS4XfqCusrfRQzJrOUKvEQytTDVtp/CVJIpPJkMm4KRQc9Pbm8PmqF5zNp1hUmZsLUKmYU7/P52NoaKilDherFM3k5CTVapVgaQhXLcya+xgNpXJBbcm6ir/Uj6cWBdrzDAQn8Hq9jI+PMzs7S6FQIBPfTyZ2Of7MIQKrT+MqzqPV8hvO0WWNsidJPjjOWuxyGqr5rFRVbWkgW/D8QpIkfD6fbdMahoFhmCGC7eBQdrvdDAwM0NvbS6lUolwuU62aGedk2cxK43a7cTqd21oAbQVYZmZmCCsu7vKM82R1iSerS9QvMKQTkBzc5BqgVzWfuZVBpZUiC2tOlmWZdDrN/h0+xntdfOUnqzxxtIBxAbfg0iRedEWIl1wRQpHNZzowMNDybGYnnsE01YqDY0d7icTWCEfXuNBPpV6XWVmMkMuawUNVVRkZGdlWpZ01TWNoaIi1tTWWl5epVCoU1R6K6rnLmXg8HhKJRNvX0n6/n+HhYY4dO4ZrOM7eT/wmC5/8HnMf/TZ66cIyVSp+NwO/eReJN5ildNplVzmdTsbGxpiamqJChf5fu4PQSy5n/mP3k/n+Uxj1c2f3klSZ0Esup+89t+HZZZbXdLlcDA0NbZtyBD6fjx07djA7O0uxWKTHiJFsRElLa6xKGQpSiQpVsIZ9AxxoeA0PESNIxAgiH9+vJ0qrCy4ESZLsEp+rq6tEbtuP/5pxpv7s86S/88QFt+fZ08/Ih9+Cd68pFPB4PAwPD7dUUG3NyYqikEqlCL/oMvz7x5j5yDdY/drD6OXaebflv3acwd95Dd59Zv8tUUKrhZuqqjI6OsqxY8fMMeCXX0To1kuY/d/fIv3vj2PUzi8bjGfvAL3veCmR268CzLF8cHCw6329G/wEwOIlryGXvITks19DK69dUFuGJJMZuIaVnS/HUMw5oLe3l2g02oKen2D9nFyvayxMD+IPZQhHVy8om49hQKngYXUpQb3msNseHBxs+VomGAwiyzLT09PUVS/TiVcSKBwkln0MV23lvNrQUch6xlkOXUdNNW1Nr9fL0NBQ12ysEAieD1jryUwmw7FjxzrdHYFAIBC0ASHwEQgEAsFFi9vtZnx8nLm5OXK5HKVciFIugNufxRdcxeE+c9krw4Bq2UMhE6GYD4JhOld8Ph99fX1tCSBY5Qw8Hg8LCwvUanDsWAiXq0Y4XCIYrJy1xIauQzbrJJVyUyo57DYTiQSxWKwtwWKHw7GhFI2z7ieRu4SKmqXgWKaq5TCkMwRzDAlH3YunGsNVCyMdj3L4fD76+/vbsmNecAJrN2s6nWZpaYl6HXLhPeTCewBQqzmUegHJMGgoTmrOMOs/MKtcaDKZFM4+QcuQJGlbCmEs4X23B2S2QjAYxOFwMDs7S7lc5kpnkn2OGIdqaZ6rrZLRzyz8lJHoV3zsdUQZUE/sXIxEIm0bUyRJoq+vD6/Xy/z8PH4P/MpLk7wyX+cnz2Z5YiLPSvb0AmJFhv6Yk+t2+blq3IdTM20Kl8tFf39/20rqWM9gZmaGSqVCaiVEJu0nGMwTCOdxOM4sgDYMKJccrGX85LNeDMP8zvx+P319fdtyTrZK9wWDQYrFIplMxhbanXycy+XC4/GcNltYO/H7/bYwpFQq0fuOlxJ/3QtY/dojLH3+QcoTi2c937N3gMQbbyJyx9UobjMDopXRsV3iGMs2XF5eZnl5Ge/eAcb/x3+iuphh9Zs/o/DUFIVnpqnOpU6c0x/Bu28Q72XDRO+8Bkf8RFYGy67dDqLO9TidTkZHR0mlUiwvL1Ov14kYISJGCIA6deqYQWIFBe0k952VnTkajW7LeU/QOSRJoqenB7fbzfz8PET9jP+P/0RpYoGlz/6I1a8/SiNXOvP5qkLoxZeSeNPNBK7bZf/3eDxOPB5vy7dozck+n4+5uTkIehn5f97IwG+8kpWv/JTM939B8cAMjfxJ47kq4x7vxX/NOPHX34h77ISos539hxMin9XVVRYXF3ENxdnxF2+n9nt3s/q1R8g9NkHxmWmqixn7HNntwLN3AO++ISKv2I/vshH7b9ttPrbmgvn5eTKZDMXYTo7e9Jv4lg8QmnkYd2oS6Swi8JrTT7b/KjL919BwmbahVaaxXfb0yWLNXCZELhPE68/hD63hdJWR5VPvwTCgXlcp5n3kMiFq1RO+mp6eHiKRSNvGdb/fz86dO5mdnSWfz5P17iLr3YW7Mk+geAh3ZQlXbQXZMG1EA6grPkqOBEVnH2ve3TQUd8f6LxAITuDxeMhkMtRq5y90FQgEAsH2RQh8BAKBQHBRs36H9sLCAvV6/bjQJ4Qk6WjOEpqzjKyYDnS9oVCruKhVXBjGiYChoigkk0nC4XBbnRWSJBGJRGznZT6fp1zWmJ/XmJ83cDobuFw1HI4GkmQ6i2o1hXJZpVxWObH1t3M7fK1SNIFAgPn5eSqVCs56AGc9gIFBXS5TV0rokuk0kgwFTXejNlxI66qJqqpKMplcV85G0G6s9zEcDpPNZkmlUhSLRQzDoO7wU3ecmpXH6XQSDocJhUJdXzZDIBC0FrfbzdjYGCsrKywvL+NA4RJHjEscMSpGndVGibRepm7ogIRLUokqbsKyE0U6MR84HA47sNdOLEGI1+tlYWGBtbU1wj6VO66NcMe1EUqVBjOrVdYKdRq6gabIxIMavREHqnJi3pJlmVgsRjweb/t85na7bXHFysoKekMhnQqSTgVR1DouVxWHs4Ysm+LbRkOhUnZQKTvQ9RPPQFEUent7CQaD235OtsoGW+VMdF2nXq9jGAaSJKFpWlfdo8vl2vAdqQEPybe9kOTbXkhtNUfhmWlKB+doFMzAthJw49k9gHfvAGroRMkWWZbp6elpu21rXTuZTBIIBFheXiabzeJIhuh9x0vtY4yGjlGrI2kqknJqwD0YDBKLxdomkGsFkiQRjUaJRCJks1nS6TTFYhFd11GP/896ZFnG7XYTiUTw+/3bTtQk6B7Wz2fz8/Nks1ncYz0M//7rGfrQaylPLVN8ZprysWX0Sh1JlXEkQ3j3DeLe2YfsOPFutlusup5AIIDH42FxcZFMJoMa8NDz9hfT8/YXA1CeWqaeyWPoBorHiWskgezcKIDxer224KndSJJELBbD7/eztLRENptFi/jpuecl9NzzEgAaxQp6uYqkKig+F9JJ373L5SIejxMIBLpqrjofFEVhYGCAYDDI3NwctVqNfHIf+eQ+pHoFZ24BV24epVpAMnR0xUHVG6cc6KXuDm9oq52i7/WsF2suLS3RaDQo5AIUcgHAQHNUcTgrSJIp9GnUVSoVJ3pj4/ju8/no7e3tSPlxTdMYHh5mbW2NlZUVyuUyJWcvJadZkhTDQDYq5jOQVAx5oyBYkiSCwSDxeFyUTxcImsxjjz3GkSNHKBaL3HPPPWc8Ttd1UilTHB+LxdrVPYFAIBB0EBFlEQgEAsFFj+XADAQCJ4kSZKplL9XymevTu91uotEogUCgo050K3tKuVwmlUqRyWTQdZ1KRbXLbp0Oy9kSiURwu90ddfr5fD7Gx8cpFAqkUimy2SwSEpruRtPP7FD1eDxEo1ERyOgirPcqGAxiGAaVSoVyuUyj0bD/bpUWEs9MIBCsR5ZlEokE0WiUTCZDKpUyhZ+SSp/qp48zl+/z+/226LWT85mmaQwODpJMJkmn06TTaer1Om6nws6+M89nLpeLSCRCKBTq6NhoiSvWP4NqtUqjrlLIqxTyZz63W+yiViLLcteXepIkiXg8TiQS2fAdaVE/oVv2Ebpl3xnP7Zb3EMz3aWhoiFqtRjqdplAoUCqV0HUdSZGRlBPPwRK3eL1ewuHwtslScT6cbFdVq1UqlYptV8myjMvlwuFwbLsAvqC7sTbDVCoVUqkU6XQaHXCPJnGPJs96biAQIBqN4vF4OvpeWuV/e3p6SKfTZDIZOxObazgOw/FTztE0jUAgQCQS6QpBgtPpZHBwkHq9TjqdJpfLUS6X0XUdxeNE8ThPOd7KKncxlKz2+/3s2rWLXC7H6uoqhUIBQ3VSDg9TDg+f8TxVVe3NJ52cEyyx5smbYECiVnVSq57+HVMUhVAo1BXv4fqshqVSyRacVioVkCR0aeMmMWte8vv9hMNhsZFHIGgRf/Znf8aXvvQlZFnmNa95jV12+WR+/vOf23Pf1Vdf3c4uCgQCgaBDCOtLIBAIBM8bZFkmFAoRCoWo1WrmzqRSiUqlgq6bO9XXCxPcbnfXBQ9cLhd9fX309PRQKpXs/12/01xVVVwul30P3VQOSZIkuwxNo9E45zNwuVzCWdTlWKVLOlmyRCAQbD8URbEzV1SrVXs+qFarZnBfkuzgQTfOZ2CKb5PJJIlEglqtZpd3ajQa6LqOLMtomta189n6Ej+VSsW2KU5+Buvtom4XvjzfWP8dWWLb9XaVVbbQ+o66VSSiaRqJRALAFricbNt2Y79bgWUHdzrYK3h+4XQ66e3tJZlM2uNIqVSiVqvZ36GiKPY44na7u25OUxSFWCxGLBZD13XK5bItkjEMwxZvdmPfLVRVtUuFWZsoTn4GTqez6+yhZiBJEoFAgEAgYNtUll21/hladpX1LnbTvLDe37Te11GtVjEMM4OPoij2N9SN85okSXg8Hls41mg0bMGp9R46HI6u7LtAcDFyyy238KUvfQld1/nc5z7Hu9/97tMe93d/93eAOQ7dfffd7eyiQCAQCDpEd65oBAKBQCBoMZqmoWkafv+ZMwV0M7IsbygnsR1RFGXb34NAIBAItsb6YPaZdiR2O+uDHdvxHtYLNcPh8LlPEHQd659hKBTqdHe2hBC4CASdQ5blDcH97crFcB/P500Ulq8mEAh0uiub5mLxdSiKsq2/I4Fgu/PWt76V//Jf/guFQoE/+qM/4vbbb2dwcHDDMZ/5zGf4xCc+AcCb3/xmRkZGOtBTgUAgELSbizOntkAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEGwzEokEf/7nfw7AwsIC1157LX/7t3/LQw89xP3338873/lO3va2twEwPDzM3/zN33SyuwKBQCBoIyKDj0AgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEHQJH/zgB0mn03z4wx9mcXGR3/qt3zrlmN27d/PVr37VLnkrEAgEgosfkcFHIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIuog//uM/5pFHHuFXfuVXGBoawuFwEA6HueGGG/ibv/kbHn/8cXbt2tXpbgoEAoGgjYgMPgKBQCAQCAQCgUAgEAgEAoFAIBAIBIJtSfj2v+90FwSClnH11VfzyU9+stPdEAgEAkGXIDL4CAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEXYwQ+AgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBF2MEPgIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCARdjNrpDggEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAkEz6XG7OPb6V3Xs2gKBQCAQNBsh8BEIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBBcVqiwz4PV0uhsCgUAgEDQNIfA5zvv+v/s73QWBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgeAU5E53QCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEJwZIfARCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAi6GCHwEQgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIuhgh8BEIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCLoYtdMdEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAg2Q/rbv77lNsK3/30TeiIQCAQCgUDQWkQGH4FAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBoIsRAh+BQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgaCLEQIfgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoGgi1E73QGBQCAQCDqBYRjUajVKpRKVSgVd1wGQZRmn04nL5cLhcCBJUod7enZqtRrlcplarYZhGEiShKqquFwuNE3r+v7ruk6lUqFcLp/2Gciy0CILBAKBQNBqDMOgWq3adpFhGIA5J7tcrm1jVwgEAoFAINj+1Ot1SqUS5XKZRqMBgCRJOBwO3G43Tqezq22S9f6mWq2GrutIkoSiKLZdJXwdAoFAIBAIBILNIgQ+AoFAIHheUSqVSKVSZLNZ21F0JmRZJhAIEI1Gcbvdberh2TEMg2KxSCqVolAoUK/Xz3isoih4PB4ikQg+n69rHGCNRoN0Os3a2hrlctkOIp4Op9NJIBAgEomgaVobeykQCASCdmGJS8rlsi26XR8EcbvdKIrS6W6eFsMwKBQKFItFOxBlzc2SJKFpGm63G5fLhd/vx+l0drjHJ1hvU+RyOVtoeyZUVSUYDBKJRLrqPgQCgUAgEGx/qtUq6XSaTCZDrVY767GSJOHz+brK12EYBqVSidXVVfL5/Dn9TS6Xi1AoRDgc7jo7t1KpbLBtG40GhmEgy7Jt27rdbrxerxAqCbYFDcMgVz37uNIq/A4NpQvGKIFAIBBcXAiBj0AgEAieFxSLRRYWFigWixv/UCqhLC4glUqAgeFy00j2gMeDrutkMhkymQxut5uenh68Xm9H+m8YBmtraywvL1OpVDb8TapX0UppJL2BISnU3UF0zUWj0SCXy5HL5dA0jVgsRiQS6Zjzq1arsbS0RCaTOUXUo+TTKBXz2eiak7o/ApJMpVJheXmZ5eVlAoEAiUQCl8vVie4LBBc9jUZjg/NWVdWucJYLLl7K5TKpVIq1tbVzBkGcTieRSIRQKNQVQRBLrJpKpahWq6c9xjAMKpWKPW8vLCzg9XqJRqP4/f6Ofl/ZbJbFxcVTbApZqaE6SkiyKfbRGyr1ihvDUKjX66yurrK6uorX66W3t1fMyQKBQCAQCLZEtVplYWGBbDa74b/r5SrFQ3PUU3mMuo7sduDe0YMjGcIwjA2+jkQiQSgU6phtlc1mWVpaolwub7yHYpnGzBJGpQayhBz2o/bFAdMOXlhYYHFxkVAoRDKZRFU7F6oxDINsNmtvJjsT5XKZXC4HmJviwuGwEH8Lup5ctcafP/5UR679B1deRsjp6Mi1BQKBQHDxIgQ+AoFAILio0XWdpaUlVlZW7P8mz8/hePgh1IkjSKlVTnYBGYARClMf20H12uvRBwYplUocPXqUSCRCT09PW3cp1Wo15ubmbCcKgHvlKP6Zn+PKzODIryAZJ3bdG0jUvBHKoQFy/ZdRTOyiVqsxPz/P2toa/f39bXW+WOKk+fl5O4ArV4r4Dj2Ce+ZZnCszKJWNDiRdc1KJ9lPu3Ulu1/U0fGGy2Sy5XI5EIkEsFhPCA4Fgi+i6Ti6XI5vNUiqVThEpyLKM2+3G4/EQDodxOIRTqhU0Gg3y+TylUolSqUS9XrdFVla5Qq/Xi9vtvmjGvUqlwtzc3CnBg3KpzvJCiWpFR5LA69eIJd0oikSlUmF+fp6FhQWi0SiJRKJjO4az2Sxzc3MbsujNzxRYmCmyMFckt1ZD1w1UVSYSc9LT76Fv2Eso7KRQKFAoFPB4PG2fj8F83+bn58lkMvZ/c7hyeIIrOFx5ZLXGya+ZYUCj5qRSDFBYi9OouSgUChw5cph4PEE8Hr9o3k2BQCAQCATtwTAMUqkUi4uLdhbBynya5S88SOb7T1OaWIDGqdkF1Ygf//5RYnffQPDmvdRqNWZnZ8lms/T19bU182+9Xrf9LBa1Z49S+u6j1J+dpLGwahpS65DcTtTRPhzXXYLrJVcj+zyk02my2Sz9/f0EAoG29d+iWCwyOzu7QfhtrOVgcgaOzUE6C4YODg16EzDUB4O96Jpmi78jkQjJZLIrhPgCgUAgEAgEFztC4CMQCASCi5Zarcbk5KTtpJBnpnF982so08dOEfWsRwKkTBrHY4/ieOxRGv0DlF/xShrDI6RSKfL5PCMjI20JdufzeY4dO2Y7vHwzTxA59ADO/NJZ+m/gKKziKKwSmH2CmjtMesdNrI1cT7FY5PDhw/T39xMKhVref13XmZ2dtR1ecilH+GffxHf4Z8iNM6fHlWsV3AsTuBcmCD3+7xSHLiF9zZ3UQkkWFxfJ5XIMDQ11dIebQLBd0XWdlZUVUqnUWcv86bpuixGWl5fx+/0kEomuKVl4Mo1Gwy7vBKBpGg6Ho2uFB5VKhdXVVTKZzBlLI5XLZXv8dDqdRKNRQqHQtk2FbxgGq6urLC4u2pnclhdKPP7wCkcPZVlLn5oJR1ElEj1u9lwW5tKrIrjcKisrK2SzWQYGBvB4PG3rf6PRYG5uzn4mlXKDp362yuOPrJBeqZz2nKOHTvx7aMzH/uvj7NwXtOfjnp6etmXXK5fLTE5O2t+907OGPzqL5iyf9TxJAtVRQXUs4wkuUy35ya4MUK+6WVpaIp/PizlZIGgC1rxrCT4tYbyiKKIcikAguKjQdZ3p6Wl7E1NlPs30X32J9PeeAv3MJbwB6qkc6e8+Sfq7T+Lsj9L/a3cQfeU15HI5Dh8+zNDQUFsyL5dKJaampmy7qvLIMxQ+cz+NyfmznmeUKtSeOUrtmaMUPv1vuF50Fd633Q5+D8eOHSMcDtPX19cW29AwDBYXF+0NcUajAY8/A9//KRw8evaT3S6MG/bDi65H6onbJV8HBgY6lvlaIBAIBAKB4PlC13ngyuUyH/3oR/nMZz7Ds88+iyRJjI+P88Y3vpH3ve99BIPBTndRIBAIBNuAarXK0aNHzdrt9TrO//h3HA/+EOkMQdSzoczO4Pmn/5fqDTdSedltVIGJiQnGxsZaKvLJZrNMT09jGAZKOUfiyfvwLR644Ha0UprEL76Of+4XLF55NzVvlJmZGXRdJxKJtKDnJrquc+zYMfL5PADeiZ8T/ckXUcpnTvd8OiRDxzv1FO6ZA2Suup21S19EsVjk6NGjjI6OioCiQHABnLI7U2/gzx3GU5zGXVpArWWRDANdcVB2JSi5e8kFdlNzBO00+IlE92TsqNVqpFIpstnsKaWGwMxC5PV6CYfDHS+JZGEYBisrKywtLdkiF0mv4akt4Kou42hkkQydhuygokUpaQkqWtTOerO6usrAwEDXCq3OxMmBnNRKmX//6jTHJvJnPa9RN5ifKTI/U+RH35ln/w0xbnpJL1BlYmKC/v5+wuFwy/vfaDSYnJykVCoBcPjAGvffd4xC7swiuZM5NpHn2ESe/mEvr7h7iHDMxfz8PNVqlZ6enpa+n6VSicnJSRqNBpLcIBCbxu1PnZKt51xIEjg9OWIDB8ileilkkhfNnGyVnLAymhmGgSRJOJ1O3G43gUBAZDITtASr/F0qlTpjuUJr7FQUhXA4TDQabWuWCoFAIGgWuq4zNTVlZ3Jc+vyDTP+P+9ALpxdLn43K7CoTf/ApUvf/nOH/54044kEmJycZHh7G5/M1u+s2xWKRyclJdF1HzxfJ/9NXqTzw8wtvqFqjfP9PqT7yDL733o3zuktIp9M0Gg0GBwdbahuebJsbU7PwL1+AuTNvJttAqQzf+wl8/yGMF10Pd99GDZg8epSBwUERwxEIBAKBQCBoIV3lfZudneXOO+/kiSeeAEzHRSAQ4LHHHuOxxx7j7/7u7/jmN7/J5Zdf3uGeCgQCgaCbsYJwtVoNymU8//ovqFOTW2pTMgycP3kQ9dgUxbe/g7rHy9GjR9mxY0dLglmFQsEW9zjX5uh76BOo1QsTxpyMOzXJ0AP/i7lr30YpvoO5uTkURWmJ48UwDGZmZmxxT+ShLxN8+gdbalNu1Ig88jVc84dZeuk7qACTk5OMjo6KNNACwXmQTqeZnZ0FQNLrRFYfJpJ6HLV+mrGlUcRRzRDIHiSx+APyvjGWk7dQccXtjB3Dw8Md+/YajQaLi4ukUqlT/iZJOoYhAZJdhiyXy6FpGn19ffj9/vZ3+Dj1ep2pqSlbJOKoZ4jknyRYOohinDmrWVmNkPZeStqzh0qlwpEjR+jp6SEWi7Wr61viZMHnow8u8cPvzFGvnX2H9snUajoP/3CJwwfWuON1w/QOeO13upUin/XiHl03uP++aZ762eqm25udKvAv/+sAL79rkEuvirK6uookSfT09DSx1yeoVqu2uEdWqkT7D6E6LjyIth5JNgjE5nC4C6QXRqlUKkxNTTE6OrrtsovkcjmWl5cpFoun/buVSWthYQG/3088Hm9r5qjNoOv6huwv2+2ZPF84XRnbRl1ncb7E4myRbNacF/x+jWS/m2Sf+d5ZWfh6e3sJhUJdIV4VXHwYhmGPJbIsoyiKeNcEW8YwDKanpykUChi6zuR//SwrX3poy+1mvv8LCs9Ms/uj78c93suxY8cYHR1tiSDeyoio6zqNhVUyH/5H9MVT1yQXgp7Okf2LT+J5w0vxvuWX7HKw/f39Ter1RqznYIt7vv4f8I3vwSY2xGEY8L2H4KmDGO99Cwz1MT09jSRJHSk3JhBczHz5y1/mn//5n3n00UdZXV0lFotx66238ru/+7tcc801ne6eQCAQCNpI1wh86vU6r3rVq3jiiSdQVZU//dM/5Vd/9Vfx+/1MT0/zO7/zO3z+85/n1ltv5ZlnnqGvr6/TXd7WVCoVUqkU5XLZLgmgqio+n49QKCQCpQKBYFtj7YanWsXzyX9GnT7WtLaV2Rk8n/hnCu94NzVgbm6OoaGhprUPZiDREvc4sgv0/+SfUWpnL59xvsiNKn0Pf4q5699OKTbG7OwsHo+n6TuArRryANEff5HAsz9qWtuemWdJ/vs/svBL76ZcLrO4uCjsAsGWqVartl0kSRKapuF2uy+aQEYqlWJubg4AV2mB3tlv4aqsnNe5Egb+/BG8hUlW4jewGrvB3rU6MjLSdruxWCwyPT1tijgBRa3hD67h8hRxuMrIsoFhQL2mUS27yOf8lPI+arUaU1NTRCIRent72/5s6/U6R48eNTMNGTrR/BPEc48gc/psDetx1VP0rv2AcOEXzIVeQtkRZ2FhAV3XSSQSbej91pifn7fFPf/+1Wkef/j83r0zkVqu8Nl/Osxr3jbKyHiA2dlZNE1r2U7t+fl5W9xz32eOcvjZtS23Wa8ZfOvLx6jVdPZfH2dlZQW329100a0luDXFPbWmiHvW4/KuEe6ZID2/g1KpxNLSUsuESs3m5JJrAKqjjMOVR3WWTbGgrlCruKmWfDTqDlswGIvFSCQSXSWcaTQaZDIZUqnUKRnNXC4XkUhkW5f4u9gwDIO5uTnS6TQAhXyNn/14mad+tkqxcPrMYC63wmVXRbnm5gQ+v8bs7Cz5fJ6BgYGLxl4RdB7LX5hOpzeUEJUkCb/fTyQSwev1indOsCmsMk4Akx/+LCtf3rq4x6K2tMaBd/0v9v7LB3GNJJiZmWHHjh1Nnfcsu0rXdRrLGTJ/9A/oK5mmtV/8/HdBkvC++eWk02l8Pl9LNmRZZc8BjE9/FR746dYbXUnBf/9HjN+4F2lsiOnpacbHx3E6nVtvWyB4nlOpVHjLW97Cl7/85Q3/fX5+ns9+9rN84Qtf4CMf+Qi/+qu/2qEeCgQCgaDddI1n59Of/jSPPfYYAP/wD//Ahz70IXt37eDgIJ/97Ge5/fbbWVtb47d/+7c72dVti2EYZLNZjh49yqFDh1hdXd1Q3z2XyzE/P89zzz3H3NzcacscCAQCQbeTy+XIZDIAuL7x1aaKeyyUuVncX/0SYJbRWh8YagYLCwvU63XkWpm+h/+1aeIeC1mv0/vop1FKWXRdZ3Z21i4T0wyq1SoLCwsA+A/8pKniHgv33EGiP70PMJ2EVuBYILgQ1ttGBw8e5NixY8zMzDA9Pc3ExAQHDx5keXmZev38S/B0I8Vi0Rb3ePNHGT76mfMW96xHNhoklh6kf+brYOiUSiU7e0q7KBQKdvlFSdKJJBYZGJsgFFvF5Skhy8dLXkmgOWp4AzmS/XP0jx7F5TEzFaVSKY4dO9bUce9cGIbB1NQUlUoFyagzmPoWydxD5yXuWY+rnmJ05UsEiocAWFpasue8biWXy9kB7Ae+PbtlcY9Frabz5f87wdwx87nOzs6esbTNVlhvV3z36zNNEffYGPCddW3Ozc01fbxJpVJ2ZppQ8mhTxT0WLm8Wf8QcY1ZWVs6YCaebqNVqTExM2Dac05MlNnCQ+NABQskZfKEVvMEUvvAy4Z5jJEaeIdJ3BM1p3tvKygpTU1Mbgt+dwhIqHThwgPn5+dOu48vlsn2MJQ7cDrRznG4nhmEwOztrj40Hnkrz8Y8c4Kc/WDyjuAegXGrwyINLfPwjz/L0z81sEWtra/bGAIFgK5RKpQ3+wpPHCctunpyc5PDhw01fAwsufiqViu0nWPrsj5oq7rGop3Ic/u1/Rq/WqVQqLC2dZ7mp82R5eZlyuYzRaJD96081VdxjUfzcd6g89AugNbZhsVhkZcW0x42v/0dzxD0W5Qr83ScxllftuU7MTwLB1vmVX/kVW9xz88038/nPf56f/OQn/O3f/i3RaJRGo8EHPvABfvCDrWVOFwgEAsH2oWsEPtYEtXfvXt7xjnec8ndJkvjDP/xDAL7whS+wuLjY1v5tdwzDYH5+nmPHjtk1jlPLZX7y/QX+45szPPDtWZ54dIVqpYGu66RSKY4cOWKr+QWCVqDrOplMhoWFBebm5lhYWCCXy22bxV+j0WBlZcUOAh88eJCjR4+SSqVaEmBqFY1Gg0KhQDabpVAobKu+n4y1ExZAPXgA7bFHW3Yt9aknUZ8+4XRpVqCkUCjYzv7YM99GK2Wa0u7JKLUyySe/AkA+n7ez7TSD+fl5dF1HyaeIPHxf09o9Gf+zD+KaPwyYz2C7jB2C7qBcLnPo0KENtlGpprOar5MtNdANg1qtxuLiIs899xyrq5svx9NJdF1nZmYGAFdxnoFjX0E2tuYkDmSfo3fufqA1IsczYZUAMgwD1VGhb2SSQDjD+Wwg1xw1kgMzhGPLgCnasOaLdrCysmKW5TJ0BlL/hr+yefGphE5/5rv4S0cBc/yzshl1G5bwAGDycJaHf9TcIEu9ZvCNL0xSqzbs77WZWCJYgKOHsk0TJ23AgPvvO0apWKfRaDA/P9+0puv1uh1I8wSXcXpaJ4b1hhfRnOZY2u1zslVyrVKpgKQTShwj0jeBw10843giSeDy5ogNHsQfMZ9RoVBou1jwZCyhUiqVwjAMakaDKWOZh/RD/EB/lh/oz/JT/TDTxip1w1zrr6ysMDk52ZXiVV3XSafTTExM8PTTT/P000/zzDPPMDExQSaT2TbCpHOxurpqCwd//L15vvbZSUrF838e5VKDb35xigfuN8fXbDZrB2sFzaNSqdhZu0qlUlePa1slm80yMTFh28R5o8yz+iwP6s/xgP4MP9IP8Lg+yaph+ggrlQrT09MsLi5e1L+LoLksLCxgGAaV2VWm/0fr/ASlw/PMffTbgGmDN2sDa7VaZfm4YKj0lQeoH55pSrunI/cPX0bPFeyyxM3CEt0AGFOzZlmuZlMswSfMDXHFYvG0JZUFAsH5841vfIPPf/7zALzhDW/ggQce4PWvfz033HADv/Ebv8EPfvADnE4nuq7zx3/8xx3urUAgEAjaRdeU6Dp0yNyFeuutt57xmKuuugowHXI/+tGPeN3rXteWvm13LOPdciBNPLfGIw8ucWziVAfv9745yyVXRrjulgTBsJOpqSmGh4ftbEoCQTNoNBosLy+TTqdPEZOsrKygaRrRaJRoNNqVaZ91XWdxcdF2pK+nWq1SKBRYWFggGo2SSCS68h7ADG5bzuX19yHLMsFgkGg0isvl6mAPL5xsNmsGORsNXF/9Mq385SXA9bWvkN+1mwbm7tlwOLzldi0RgSs1ReBY6wRKAN6lg/hmnyLffxkrKytNSf1sOcIBYj/+EnKtddngJAxiP/wsM6//farVKrlcTtR4F5wXVnkpXdfRdYMnZ0s8cDDPc4sn3teIV+HmcR837fDidynMz89Tq9W2TekZi+XlZarVKpJep2/2m1sW91gEM0+R8+8gH9jJ3Nwcfr+/pWVfLHtW13UUtUbP4DSqemGCVEmCYNR0MKdX4qTTaQKBQMvt3PW7h6OFJ7ck7rGQMOjLfI8jjgR1vMzNzTE8PLzldptNOp2mVqtRrTT4t680P6MeQCZV5Qf3z/PSVw6QSqWIx+NNKzuZyWSo1+vUqnrL+g9QyNf5j2/OcOfrR1hbWyOZTOJwOLbcbjqdxjAMZLmGP9rabFuSBMHEMVam91IulykWi3i93pZec7MsLi7a4p5o38QFCZ8kCfzRRRS1RmZpiHw+TyqVIhqNtrDHp8cq+1etVmkYOgeNOWZJ02CjCKZElYxR4CBzDBkxxqUeisUiU1NTjI6Odk3Jrkwmw/z8/CnrQ13XKRaLFItFFEWhr6+vJeVK2kWlUrGDtU88ssKD313YdFsP/2ARr1flmpsSLC0t4ff7t936rdswDIO1tTVWV1dNYe46HA4H0Wj0oitrn8/nOXbMnOPyRplnjVlSnDouFqiwaKzhNZzsknpJSEGWl5eRJGlblAvdrjQaDTO7ryyjqmrX+pfOxXo/wdRffBG9VG3p9eY//l2ir7wG91gPq6urTSnpnUqlMIDGYorCZ7+z9U6eBSOTp/Cpb+H/1deTyWRIJpOo6tbDOLlcjkqlgtFowL98AVolnD00ifH9h5BedAMrKytEIpFt++4KBJ3mT//0TwHo7e3lE5/4xCm2+759+3j729/Oxz72MR544AHS6XRT/NMCgUAg6G66w5MDthPH4/Gc8Zj1k9dzzz3X8j5dLKysrNjinp98f4EvfmritOIegFpV5/GHV/jXjx5kfsbcuTM9PU253NzyMILnL7VajaNHj7KysmI6Kho6B6YK/PxgliMzRTtjwsLCQtekvV+PrutMTU2xumqmmy2VGjz0yAr3fX2Gr35jhkcfS1Gtmrtjl5eXuzZd+urqKocPH7YDP3rDoFyqo+uGvXP28OHD226njdVf9ZlfILcho4RcyKM99cSGa2+FWq1mZ9IJTfy4pQIli9DEgwB2ucatYj+DtWXc089sub1zoeVW8Ew/veHags5Qq9VYW1sjk8l09S7narVqzy+pQp0/+9Yi//DD1Q3iHoBUocFXn1jjD78yxyOTpk20srKyrTL5WFkZAaIrD+GsNu8bkYDeufuRGlUajUbLy0RlMhm77E+8d/6CxT3rCURSdrmudmQasWwGrb5GPPtw09pVjAo9az8ETjjruwnDMOz378lHV8lmWpdl6PGHl8nnzPatLHhbZX3/n3kiRW6ttVmSnn0yTTZjBruacQ/r++8OrCLLrbepNWcJh8sM3nXrnFwoFOy+BWNzm85q5Amm8ATNjGALCwtUq60NVJ6O6elpW9zzM2OCY6yeIu5ZTx2dCZb4uTGJbhgdKbN4JlZWVpiZmTHXh4bOgWqKb+SP8qXcYb6RP8pz1TQNQ6fRaDA9Pb2t5uKTsTKeZFIVvvetrf/+P/j3OVaXyhiGYWfsEmwOK7vXzMyMvS6qVXWqFdPmqFarzM/Pc+TIkY58862gWq3a4p41o8jDxuHTinvWU6DCz41JZgzzO1xaWmpqNliBOYfncjkmJyd59tlnOXToEM899xyHDh2yfWnbDcu2KR9bZu0HrfcT0NBZ+v/MUuGZTGbLv5nlJwMo/dtDUG/9Myg/8HP0XMGcM5q01rLnzyeehbnmZtY8hW//AEPXqdVqokKAQLBJjh07xk9/apbR+8//+T/jdrtPe9w999zDO9/5Tn7v935PxPEEAoHgeULXZPAZGhriwIEDPPXUU2c85oknnrD/LRwX54eVKQXg5w8t86PvnF/K92Khzhc/OcHb3ruLcNTJ8vIyg4ODrezqBWMYBoVCgbW1NRqNBg6Hg3A4jNPp7HTXLghrh6skSfh8vqbtOO5GLHFMuVym3jD4ziOrPPJ0lkL5xMI47Fe5+YoQN10RJp/PMzMzw+DgYFfs9DAMg5mZGQoFc4H9Hw8s8tNHVqnXTwQGH38yw3e/v8AtN8a58YY42WyW+fn5puwWahapVMou/7C8UOJnP1niwJMZajUdzSGz9/IwV98YJ5ZwMzc3hyRJ20L5b2VPAnA83Pxa7mfC8fBD1K66hlKpRKVS2dIYZJW5UcpZfAvPNquLZ8WVmcG5Nkcl2EcmkznjYvF8WO94Chz4MRLtEXj4n32Q4vBl5PN5arXathtHLWdhJpOhWq2iKArBYJBIJLIt7qVarbKwsHCKY9/lcpFMJrsuC+Di4iKNRoO1UoP/8Z0lUoWzO2frOvzLj81g8LUjXhYWFggGg03ZQdlqLBtJ0muEUz9vevtqo0hw7RkykStJpVKEw+GWzNeGYdjOaF9gDZdna2JESYJozwKzE2O2sLJV2SDWi5+i+SeQaW4wwF8+iqOWpqqFSaVS9Pb2NrX9rVAsFu0A6OOPtLZ0jK7Dk4+scONLeu0sPlt9F8vlsu0cffynrS99Y+hmNo9bXt5HOp3echbIQqFwvHSbgSfYvtI9nuAK1bKfbDZLo9HouiwX1liiufJb/l0CsXnKhSB63UE6nSaZTDaji+dFqVSy7d4njSnSFM773GWyPGvMcok00NSMUZslm83a/p2pWpbvFqcpGxvHyql6jh9Lc7zMM8Sg5md+fh6Hw9F1Nsa5WC/mf+Df5qhVty68a9QNvvftWV7/9h3k83mq1WpHn+d2xfJVFItFDMPgmSfS/PyhZeZnTHFxJObkiutiXHFNDKhy9OhRxsbGtoWtfjZSqRS6rlM2ajxmHKV2AXbKM8YMLhzEJD/Ly8tdm0m1Xq+j6zqapnWFX+lcGIbB/Pz8aYWy1rorlUoxMjKybb51wzBscczS5x6ENm0EWf36Iwz85l3gcZLL5QiFQptuK5/P02g0MKo1yt99pHmdPBu1OuXvPILn7heRTqeJxWJbam69z4zv/3Tr/TsX6TV48gBcuc/OnCoQCC6M73znO/aGpNe//vVnPO6mm27ipptuale3BAKBQNAFdE0GnzvuuAOA7373uzz44IOnPeav//qv7X83I8vA8wGrTn210rDrs58vpWKdB//DFAFks1nq9eaUdGgGVjryyclJ0um0XXP+0KFDdk3nbsfKZHP48GHm5uaYnZ3lueeeY2Zmpuuy1jSLVCpli3s+8Y05vv+z9AZxD0A6V+drP1rhy983d5Jks1ny+c3trG02pVLJdsh+49tzPPiTlQ3iHotKRec731vkez8wU6+nUqmu2eFXq9Vscc/hZ9f41Eef46mfpajVzHeuVtV58tFVPvW/n2PiOVNsMjc311Xf/5mw54VSCWXyaNuuq8zOIGXN38rKLrFZrPO9i88hGe0ZByTAO//Mhutvlmq1eiIj39SZBbvNxj17EKlqBmG3m31Qq9U4cuQI8/PzlEolGo0G1WqV5eVlDh06dMIB16VUq1UmJibssbFUapDNmlkuyuUyU1NTLc/sciFYWYYAvvCz9DnFPRYG8K8/TVOoNJq6g7LVWM8lkD2I2mjNLq5w2hTgl8vl42KC5lMqlWyhRSDcnOwsmlbH4zPti2ZlfDkd+XweXdeR9BrB0sGmty8B4aKZxWytDZnrLgTLfpubLpBeaX12oacfNwNh9Xq9KXaXNSemlsssLbRnbjnwlPku1uv1LX9P1nyoOkuoWvvsUKd3DTAwDKPrdo+uF1f4wktsNc4ryzre4yKh05XubSWWUGnNKLLEhWfOmGGVkmG+F53MtmQYhl2uarqW41uFqVPEPRYlo8E3CpPM1s2xxcqEs52w7IdctsrhZzNNa/fooSyZlDnOtnJOuxCssk+HDx9mcnKSbDbb1c9rdXWVYrGIrht87bOTfPMLU7a4ByC1UuF735zl//unQ1TKDTvr8HZmfUaSKWOZKhe25jeAw4b5GzQrG2wzyefzHDlyhAMHDnDw4EGee+45VlZWuvo9BDMjkjUuPzdd5J++Oc+ffGKS//a5ab7/RIZaXadarTI5ObltMvnUajW7r5nvtc9P0MiXyT5s2t/N8tXUnp3EyG2trQuh8lPTzq9UKlt+3pZvwcjm4bmJLfftvHjkSfva3f7tCQTdyNNPm2NANBrdsPk+n8/z3HPPbXtbRCAQCASbp2sEPu9617sYHh7GMAxe+cpX8qlPfcpOMz83N8c73vEOvvjFL+Lz+QCEUXgerE/L/vTPU5vaHXbwFxmKhdqG3RadxjAMpqen7cXV1JEcj/1kmdVl04G8Hcpn6LrO0aNH7cVVJl2hUDCd+JlMhpmZmU52ryWsfx9/8lSGQ9NnXxD/9Ok1DhwvidItKf6tfszMFnns8XN/Dz98cJl0uvOO8/VYJbkKuRpf+9xRGqcRKAHU6wZf/ewkxUJ92wSzLYeiMjfbltJW61HmZjf0YbNY57sy7S2X4FozBaDlcnlL86sVyJMrBdRc+8ZhCQPnqjludptj+WxY81mlUqFe13nsoWXu+/QEP/zOHIVcDV3XOXbsWFcL7GZnZ6nX6xSLdb74xSn+x988w0f+7gAf+8dDTB8v9Wkd0w1YtsxaqcHjMxf2rtQaBj+ZODEvbQdb1PoePIWpll3DWV5Crpc2XK/ZWDaf5qjgcDVPKOINZO32W/U8rd/EXVtCMVojgPJVzPGvGaKQZmLNCVbZ31aTSVUpFesbrr0VrGe3MNe+IE4mVaVcqm+4/maxztec7es/mKIX1dGdoltr7SXJdVze5pST8QRMG7/RaLRN0FSv121B3zFj81mIpo+X10mn0x3bYFIsFm2/z4OlOfRzZH/UMXiwZG5WKJfLXfeOnQtrPjv0zBpN/ckNOPh0ZsM1OsnKyoot6imXy7bYp1uDUOt9FT/78RLP/SJzxmMXZot89+vmvNttG+EuFCvTY8PQmWVz/oo1iqwZxwWxXeLzAOzyVuvHiHq9zsLCgr3hqRup1+usrJjj+g+ezPCP35znwHSRQrnBYrrKNx5a5aNfm7NFPtvBTwMn7IF6tkhlun1ZBQGKzzTHT2Dfw5H2+mvrk/MYDXPC2KqdYZ8/1UZ/06T5e+m63jUbHwWC7cSBAwcAs/oJwA9/+ENe+tKXEggE2LNnD729vezevZtPfOITneymQCAQCDpA1wh8vF4vX/va1+jv7yeTyfD2t7+dQCBAJBKhv7+fT3ziE3z4wx9m//79AFsqIfJ8oVqt2s6yJzaZFr/RMPjFY+YivVtqaq9PR37fZ47yuY8f5rvfmOGfP/IsT/7MdFIuLy93dRacdDpNtVqlXtf53L9O8NH/eYC//+/P8L1/N4Ps2Wx22zkrz0WhULAXcz956vx2mP/kuGMtl8t1PGCl67rtSH/0sfN3XD36c/NYS1jTSdYL9Z54dJV67ez9qVV1fvGY+U11k7PuTFjOCmW+veIYOCHw2YrDpdFo2O+5c+3CMq5tFedxQZFhGPa8sRmsccuxMtN2kZXjuMCn27IFnI1SqWQHYb78fyf47tdnOPjMGg99f5FP/p/nKBXrNBqNrhHYnky5XLbn46/cN82zB7J2tvXFxTKf+cwkheMiwW65B8uWefBInsYmzIQfHjLvt1qtdv27Vq/X7aCTq7TYsutIgKtsZt1rle1itet0N7d9p8t8hrqub2nsOxvWe+KuLbWkfQBHPYOkm/NHN9mPVl8W59rXp8XjYpxm/A7Ws1ucbW+w3Pq9tnoPVv/bLfBZf81uGydtO8VV3HL2HgtFraOo1Q3ttxprF3zdaLBAZtPtzGKKVRuNRsfGDss+mK3nSennNw6vNEos1Asbzt8unBgXm/9dLsyeGP86ue60SggBTE8X+Lf75zh02LS/rCw53YZV5tfQDR576Ny+swNPpSnka9tmI8yZsDLtLbJ2QaW5TmbmuFgwl8s1pV9bxTAM+x2cXyjx8f97lL//2CEee8IcL1KpVMvsvq1i+Y3ypQbf/OnpN8wcW6rw0LPmN7VdNh1Y9kDxQPs3Mxaembb70IzNTPWJ9vpqqNZozCxu6MNmsef6dgp8VtIYhe60CwWC7YC1iT0UCvHRj36UF73oRfzHf/zHhvHs4MGD3Hvvvbz3ve/tVDcFAoFA0AG6RuADcNlll/HEE0/we7/3e+zcuRMATdO4++67eeCBB/ijP/ojO8gcj8c72dVtwfrUnSvLmzeiV5bKp7TXSazg3Nx0wd6lBoABP7x/DkPvrJPyfLDu4anHU0wcNp0ghg4/fXCZpcXShmMuFixxz2KqQip7fmKdg8eKNBrGhvM7Ra1Ws43nw0fO33F1ZMI8ttFodFx0puu6LSA59EzmvM6xvrFqtdr1jiNrjJI64Fi0rrmVcXL9uWq5vfegVAvmIMTW7sF6x9Vi+8cvpbj1Z9BuLCf4wmyRyUMbn3k+W+Pp4wLBbnGWn4wVFEilKkxMnFpKsVrVeep4uZluKbVojYEzqc2JRpfzdUrHSxp2+47t9f1z1FpbuslRy5xyzWZiPTdNa67YV1HrSJK+4RrNxu57vXXjooSBo2GOE930XlrjcW6tfTZc7riN2Yy5wGojn2uvyNy63lbtRqv/itJ+kbys1Df0oVuwvkfV0dzArpWxqF0bEqzftUT1nBlvzkaVuh3U79SzstZ4M7ULsxOmj5fp6vQa8UIwDMMeo1tRttBqU9f1jq7brE0xa2tVPvWvR3nkkVU++9kpZo8LkLpREGOJPRbnS2Qz536nGg2DiefMeX07B6yt97FobO19LGKe32g0usJnUKlU7Gf6xa/NcGymyGqqyte+Pcfq8VJ23VbW1MISwD1xjs0Ijx00x8BmlG1qB1Yfa8vt9xPUVsxrbvXdtO5BT7f/HvRMfkMfNot9/lqb/Qtr289XIxB0C5Yv7cCBA/z6r/860WiUj3/846yurlIoFPjWt77F3r17AfiHf/gHPvKRj3SyuwKBQCBoI10l8AGznuRf/uVfcvDgQSqVCouLi3zpS1/illtuoVarcejQIQBGR0c73NPux3IKNxqGFbfdFPXjgaxOixMsrH6czvFSLNSpdVl/T4fVt3Tq1HtIpyobjrlYsO6neo6sMesxDKjrxobzO8X669fOUNbqdKw/ttP3sN6hYX0n56K+7rhO9/9c2Pend8Cp2ITfZoPDaSuD9iaQ1l1zK44v+9w29x9AMhob+7ANONt8tv6/d+u3Z/Urnz+zoCB3/G/dcg/W+1HbwjhRPy487fZ3ra1jShPGj7M2b7UrNbd9SQJJas/zlLYQhD8/WvsMtkI7u6TrzXueVhvtHr70Zo8x7U6pB/a32m3v44mxpMkPtc33a82pWxH32G11eOywrlvnwp5JvcXzTquxNrG0qs1O/i5WAHd1tWKPyQDLK921cWw91jdVq55/36z19HZ9B+FE3xsX+P2dTIPuGvOtd8wwDNInrbNWj/vguvE9hBPvYrFy9v4Vyif+3i2/+9mw+mh0YE1orFNKbfa3Wn+e0Ql/U6PJ481mUtk24Xrb4V0VCLoNawP7/Pw8Ho+HH/7wh9x7771EIhE8Hg+33347Dz74ICMjIwD8yZ/8SddssBMIBAJBa+k6gc/Zdr399Kc/tXdoXX311e3q0rZFUZTj/1dCc2z+Ubs96ob2Oo3T6QRgeIf/lPsaGvPhcJr9dDgcbe/b+WLdw55LQhvSw7s9CiNj/g3HXCxY70/YryKfZ6DB51ZwavKG8zvF+uuHgtp5nxcKnDi2m+4hEj2/9yt8/DhJkpDlrpsyNmD3z3H+z6dpaOZ4I22h3sP639dQ2jt+GZIMsnpKPy4U6/4Ntf3jr65u/Rm0G2ueGhz1oWqn9ntsd2DDcd2G1a+eHjdO5+nfm9ERH2BmZOwGrHHQd4b+ngtZAvfxeanbx8T134Iut9amsNpv1W9itavrzW3fME602ao52noOutTab0CXzO+xm95L6941rX190pr4fdr938I6ajNY19vqfGbPyU3+bs4H65rd9D7CurGkoTa1Xau9dt2vNV5pbH3cUo+30alnZc/LFzhG+mVtw/nbBeu7dLmb32+X50SbnbSH3W43AMPDPgYHPADEYk727A5u+Hs3oarmNxyKOM+7fJ+1Tt5u7+B67LFE2to9aOvGkW5Yi1m+NEmSuPKysP3fQ0GN0WEvAC6XqyN9OxfWmmkocfb+DSXNv0uStC3eQWuOkV3tX9cqrhPzy2bfT0mS7HMlZwfWtcev2SzbkHbfw3EfXbfZhQLBdmD9fPU7v/M77N69+5RjwuEwH/7whwGz1OO//du/ta1/AoFAIOgcXWNZfexjH8Pv99uluU7Hpz/9aQDGxsbYt29fu7q2bXE4HLbxPr4nuOl2dhwPMHaL4CQYDCJJEm6Pyt1vGyPe40ZWJHbsCXDH64YB8Hq9XdPf0xGJRADo6/fwxl8eY/feIJddGeZt7xjH6VSQZZlgcPPPrBvx+cwgr8+jsnfEe17nXLPPfPcURem4A0bTNDuYfeXl4XMcfYIrrzCP9Xg8HV/MSpJkP4fLr4md1zmXX2se5/P5usJZdzYsZ5gea38Jx8bxspFbETGoqmr/xlX/+T2fZlH1nfjNtnIP1jdSCya23KcLpRZMbujDdiAUCtnz2SteO4zTddw5rkhcd0uCkXFzDLTmjG4jEAggyzIOh8xLXtxzyt937PAzPm6KVsPh8x83W4k1l1w56NnU+Zf3u1EV8zvtZjsDNtqBFVdrx0Wr/Vb9JtZzq5abawtUK06s9Cat6rvVbllr3bjekBzU1O6y1+HEeBw7R5CqmcST7g3X3gpWG9F4e21Q63pbvQdrPq/X2v9O1KuuDX3oFqyxpFZpnsDAMKBecW1ov9VY74ZHcuJl8883jBdV6uzmGK/XXBfudISRzzPdlIrEuBbacP52QJIke4xO9G3ODjkbid4T418n151+vx+Hw4GiSNxzzw4+8Ou7ee97duJyKSiKQigU6ljfzoS1RvYHHYzuCpzz+GDYwchxG9fv97e0b63E+u7jnPuez0ZM6q5NCaqq2u/ZK2/r5U13D/LK23p577070DQZVVW71t9m9WvngJtk+PRzqCTBLZeZx1nrsW7Hsgdco8m2X9s11mP3YSs+LeselP72+5vUAdO/stVvzD6/t43+Gk2DeGTj9QUCwXlj2SgAd9111xmPe8UrXmH/+2c/+1lL+yQQCASC7qBrVgFXXHEF+XyeqakpfvjDH57y96effpqPf/zjAPz+7/9+u7u3LVEUhUDAXGhfef3mggqhyAkHR7cE51RVpbe3FzCz+Nz763v4nQ9fyWt/eQf+oOnMsv7erXg8HhIJc0E1usPP3W8a4c7XDBGLu5AkiYGBgW2xC+dC0DTNfh9feFUY5Ryjj9sp84JLTadFJBLpuNNCkiQ7yH7l5WHc57HrMhjQ2LenuwL0Vj927AkwcA6h1dCYj9GdZv+j0WjL+7ZVrN2gjb7+tl/buuZWdqRKkmQHhirB9t5DOWReT1XVLQXj7CB8uAddaW9QrxobALpzV/CZUBSFZNJ0cu65LMz7P3Qpb3vPLt73ny/hhbeZz8Tv93dt8EqWZWIx0764+uoo9967g/37w+zbG+TVrxrgTW80Rbdut3uDU6KTWLbMZX0uIp4Ln2dv3WXeRyAQ6LrA9cnIsmwHEkvu1jnTdUmj4jTniFZ9f/bYWHKj680Tm5aLZoBV0zR7936zsX6Tkta6YMD6tjstiF6Pde/J/uYHsk+Hqkm2OKYZv4PV/5429R/MDETR44KorX5P1vm1cvv6D6bgpVbxbOhDt2D1p15x06g3ZwyvlrwYhrKh/Vbj8XhOZAGUNm+jW+d6PJ6OiQPD4TCSJOGRVXY5Qud1zi5HGJdsCuO7xUdxvljvyMBQ8227gWHfhmt0ClmWGRkZscfhYNAUHDscDkZGRlo2324Fh8NhC3Vuekkvqnp2W+OWl/chSRKapnWNjbsZrO/HL7kJsbm5QkGmn/CG9rqB3t5ePB4PkiSxZ1eAq6+M2CKzoaGhjvuXzoTP5zNFepLEO27vpTeyURDh1CTe8MI4w8cz+HSLn+lcWOOSezSJ7G6vyMO7bxDYum1o3YO2Y2DLfboQ5GgQOdic8d0+f7iN/qbBHqTj31s3rVMEgu1CT8+JzXRni3fF43F7fbC6utryfgkEAoGg83TNiua6667jxhtvBOCee+7hRz/6EYZhoOs69913Hy972csol8tcffXV3HvvvZ3t7DbCCsoPDPs25Zzef0PcdsZ0k+MiEokwNDR0yuLA7/czNja2LRYNiUSCoaEhvF4vsiyjKArBYJCxsTFbCHOxYb2PQz1u3vJLvXYWhJPxuGTe8co+gj6tqxy34XAYWZZxuxXe/PqhM5akAfB6Vd7yxmEUxdwh1i3P1O/343KZQrLX/vIOduw5fb927gty99vGANMJ0K0Cg/VYzgo9nsBwtc+xbWgaek/vhj5sFjsQHBnacr8uhHJ4aMP1N4t9vqxQibfvHhpOL7VgfGMftgnRaJTe3l5kWUbTZPqGvHjXjX2Dg4NdnT0rHo+fsDX6Pdx5xwCvfe0Ql10WRpYl3G43w8PDXXMPfr8fTdOQZYnbLrmwcXk05mBPz/Zypns8pu2XDezBaNE1soFdIMkbRIrNxu/3I0kSuq5QzDVnp7xhQC4TAmjpHG3Nn1UtQkltTRafrMfMgOp2u7sqYGWNx4MjPtrRrcERP/Jx27IZc8F6gc+5gr3Nom/Ii3y8lm2zAlG1ihejVQPAaWjUnBi6uqEP3YLX6z0uLpAorDVHvF5YM79rj8fTNuGnJEn23NtHBGUTbh0HKklCQGeF/Oszadzi7iOpnN1n0at4uMndB5iZELfbphhLRDK6K4Av0Lz3xeNVGd8b3HCNTuJwONixYwdjY2P09/czMjLCzp07u25MWE/8eEbWnn4Pr337Dnz+U5+Pwylz291D7D2e0Tcej3eNjbsZXC6XbSsOSZuzUXoJo0pmFupuys6kKAqjo6MMDg4SCoUIBAL09PSwc+dO+567EUmSGBwcRJZlogGN337DIO99ZR93Xh/hTS+K819+eYRrj2dZj8fj28JPAydsGkmR8V7aXl+H9/IRoHm+DnX38Fa7dEFoe8zrmZlztyaOsm3L/iR42jQe7xoFOJ7ZbXvN2QJBN3DJJZfY/06n02c8Ttd1arUaQNdmqRMIBAJBc+mqrTOf+tSneOELX8jRo0e55ZZb8Hg81Ot1qtUqAFdddRX3339/V+746Vbcbjcul4tyucyr3jzC//2HgxRy9fM6d/elIa650cwyE4lEus5xEQgE8Pv9VKtVGo0GmqZ1/W76kwkEAl0j/GgHXq+Xnp4eFhYWuHSHj9/rGeHhp9d44nCOUkUn4FG5eo+fq/cEcDnNhd/g4GDXpHFVFIWBgQGOHTvG4ICXd79jnIceXuHJX2SoVnUA3G6FKy8Pc/21UQJ+bYODphuQJInh4WEmJiYAeO0v72BlqcQzT6Qp5mt4fRr7roxsKA8xNDTUdd//6bACmzpQvfIqnA892Jbr1i6/Eo6ne96qs9Dn85FKpSjGx6m5g2ilteZ08izoioN836X29beCoih4PB6KxSL5XdfjXjjSjC6ek9yu60GSu6Kc34ViBenC4TDZbJZarYaiKLYQpduRJIne3l6CwSCrq6sUi0UMw8DpdBIOh7subbz1ey8sLHDLTh/LuTrfOZA753m9QZX33WoGPlwu17ZxpofDYVKpFBV3kpK7D09prunXSEeuBEwnUquctlYAOJPJkElF8PhzyPLWFAuFbIB6zbQvWinYcrlcti2e9l6Ke+37TW2/ITlZc5sCn24TnllBZq9fY3xviINPZ1p6vSuuM0UKPp+vKe+iVZ7U6VLYfVmYp3+e2nKb5+KKa8178Hq9W74Ha5zSGxqVYhCXt/U2BUAxa97D+vK23YKVkXNpaYlCJo43sIqi1TbdXrXkoZwPAe0XyYRCIRYXF9F0uIxBHjemzvtcCYkrpGFkSUJV1Y4LQnp6eigWi1Ct8irfGD8vL/FMNUXROOG38Eoa+5wR9jvjqJIZ5LSyIG4nLPuuVqtx7c0JvvfN2aa0e9UL4qiqvCGLc6ex1kbdLKZYj8fjoa+vj7m5OYbH/Lz3dy/h8IE1po7k0HWDngEPey8P43CYY7Nlv293IpEIxWKRXinMspFlnsx5n+vDxS7J3OjSjYI7SZIIBoPbLtDpdrsZHR1lZmaGSqXCeL+b8f4TYgxZlkkkEtsiy7LFej9B7DU3kHvkcFuu69k7gHevmXFnq74O63y1P466Z5j6gfOfd7eC6yXX2tffql/Osi8bgHHjVfCdFvvMJAluNvvfLXOTQLDduO666+x/P/zww+zbt++0xx08eBDj+K6O4eH2ChEFAoFA0Bm6SikzNjbG448/zl/8xV9w3333MTU1haZp7N+/n7e85S28733v61jq6O2KVe5pYmKCYNjJW9+ziy9/aoKVpfJZToIrr43x0leaiyCv19t1AQOL9XXsBduDWCyGJEnMzy8Q8Kq87LooL7vuVMeELMsMDg523OF8MoFAgMHBQWZmZoiEHdxxWx8ve3EPmbUqkgThkANVNYPZsizbWZq6CU3TGBsbY3Z2lnw+Tyzh5taXn7p7x+/309/fv21ElbIsEw6HWV1dpXb9DTgeepBWy5IMoHr9C4DmODXXO/3Xhq4l9tx3mtDLs5MduAJdczVt16XlJM6P7Sfy0/tQKoWtd/IsGJJEbo+ZAdDKsrUd6bZdrxfKdgrgRKNRSqUSa2trvPaqEMmAyv3P5FjOnyqAdigS1454uHt/CI/DzMi2XUSPYAYILGf6cvIWhiY/29RxMevfSdljZlJota0Yi8VYW1ujXnWSWYkRSSxvuq16XSG1ZIrYg8FgS21JS1AwNzdHxrObcPEXuGsrTWt/MXADhqTamSC7Cas8azab5eoXxFsq8AmGHezYfaK0azOwftNMJsP+62MtF/h4/So794aA5tyDVXIml8tRXIu1ReBjGBKl4wKfbtwgAuYckEqlqNchvThEtP8Im+mm3pBJLw4BZra6dgeuFEWhp6eHubk5klKIyzF4ypjGOEe+NgWZK6VhIpIZqOzr6+u47aSqKiMjI0xNTUGlwnXuHq5xJZlvFKjoDZyyQq/iRT7+oJxOJ8PDw9tmjbKe9ULjq26I89xTaeami1tqM9Hj5rpbTLFTNBrt+PPczkQiEVRVZW5ujjp1dl0SYtcloQ3HrBdXdOMYd6FY81w+n+dSaQjJkJjjzBkCLAK4uUoaRZMUNE2zMyAJmoPb7WZ8fJxCoWDav/U6sizj8Xi6Ukx1Plh+gsht+5n+b1+mnm6tnwAg8aabAVNwv9UMPlbGq2KxiPv2F5Brg8BH6Y3i2L8LaI5taPkcVldX4dbr4Ls/pqVpHi/ZiRQ3+92tcQWBoNu57bbb7DXdxz72sTNWNvn0pz9t//vOO+9sU+8EAoFA0Em6buUfjUb567/+aw4ePEilUiGfz/PQQw/xG7/xG0LIsUlcLhfDw8OmIR92cu8H9vC6t+9gx+7ABmemy61wzU0J3vWb+3j5qwbt0hrdXJ9asD2JRqPs3r2LRCJximPW4XDQ29vL7t27u07cYxEMBhkfHycSiRxPkyuTiLuIx1z2zslYLMb4+HhXlbZbj6ZpjIyMMD4+TjQaxe1243A4cLvdRKNRdu7cuS0d55bTQI/FqV9+RcuvV9+7D723ecHt9SXp1kaup+5s7TegKw7S47cCzdt1GQgEzHYUlcz+X9pye+civ/M66oETwUSB4FxIkkR/f78thrhp3MeHX9XLr70oxs3jXvYPurluxMMbrg7x53f38bbrI3gcsj1udltGinORSJhClqJ3iHRkf9ParSsuFvpeDpjixFYLvFwul30v2XSEXGZzYpZGQ2ZxZgBdV1BV9ax17JtFOBw2s4tJMnOhl6A3aQmWdw6Q8Zo7+JLJZFfa63YJvxEfl1zZujH6l15trl00TWuq/Wj1v3fAy94rWpup4UW39yMrUlNLu1rzYqUYpFpqveC8kImj691VYvdkFEWhv78fgGrJT3phGMO4sCC93lBYndtBo+ay55ROBPojkYgdVO+Vwtwk7WKIGOppxhgNhVES3CTtJiaZ71dvb2/X7Kh3OByMjY3Z60NZkuhXfYw5gvSrPjvbUCKRYGxsbNvNxeux1l6yLHHnG0fw+je/3nJ7VF75phEUxSyTGYu1phTk84lAIMDu3bsZGhrC7/fjdDpxOp14vV76+vrYs2ePvWnpYsDKOOx2u5ElicvkIa6SRolx+rnUj5tLpAGuk8ZxShqKojA8PLwtMo9uNyRJwufz0d/fz/DwMIODg0Sj0W0p7oETfgLZodL7zpe3/HrO4TjRO64Gmic6tuwq542Xowz3bLm9c+F5k/k7ORyOpm0ctO5BSsbgpTc2pc3Toqrw+lcAZvah7TxvCwSdxO128773vQ+AH//4x/zVX/3VKcc89thj/Lf/9t8AeOlLX8rIyEg7uygQCASCDrG9IreCTeP1ehkbG+PYsWNUq1XGdgUY2xWgVtUpl+rIioTbrSIrJxY8wWCQ/v7+rgwWCLY/mqaRSCSIx+M0Gg10XUeWTXHMdnCWOZ1O+vr6SCaTFAoF6nUz84Oqqvh8vm3z3bhcrrYEN9uF0+kkGAyytrZG+c5XoUwcQc7nW3It3e2hfNfdgBnc3uqOMItIJGLuLMfN0uWvpveRf21ZJqKVfbdR95hZb5oVEJBlmXg8zsLCAtl9N+M9+gSuxYmmtH0ydW+I1etfA5gCJeE0EpwvsiwzMDCAx+NhdXWVarXKJX1uLuk79TuWJIlQKEQikdiWwQufz2ePK0vJF+Esr+AtTm+pTV1SmR14FQ3VTPPe19fXpN6enVgsRqFQIJ/Ps7rYQ62mEYqunne5rkrZyfJ8L/Wq085y2Q4hqyUAOHLkCBUtymz45Qyk/x0JfdNtltUoM2FTROn1ertWTOH1eu15+SV39jN1JEc+t/mSSKfj8muijIybIoW+vr6m2pFut9vu/0vvHODYkRyF02T72io79wbZd4UZcOnp6WnaPfh8PtxuN6VSiczSMPHBZ5G2WN7uTNSrTnKpE6LnbhaJ+/1+kskki4uLlPNhlqedhJPH0JxnyXJ7nErRR2ZxiEbdtDkGBgY6Wh40mUyiqirz8/N4JRd7pX52Gj2skKOK+a660IjhR5bM9Yk1JnVb5kBFUez1YS6Xo1Qq2WtEt9uN3+/fFuvEc2H9/hMTE4TCTt7yrl188VNHSK9ULqidYNjBa39ljGj8hNBsu6xBux1Jkp5X5dQVRWFkZISZmRlyuRxxKUBcClA0KqQpUKeBgowPFyHphMjA4XAwPDwsNmMKzov1foLkL7+Q9HeeIP/40RZdTGL0v74V2eXA4XA0bb4LBoMsLy9ToYL/A28k86G/h8bm7fmz4bj+Ely3mpszEolE0+Y/p9NJNBo1s/i8+uXw1HOw2LzsojaveilSr9nvnp7Wi6EEgouZP/7jP+a+++7j4MGDfOhDH+KRRx7hnnvuIRqN8r3vfY+/+Iu/oFQq4XK5+N//+393ursCgUAgaBNi9f88wuVy2Vk5rJ2tmkPGH3Tg9WnIioSiKHb2jsHBQeEgErQc6fhuTIfDgaqq285pqygKgUCASCRCJBIhEAiI76bD9Pb2oigKhsdL+dWvw2jBO2VIEuVXvQbD70eW5aYGt1VVtdsr9OwhO3xt09peTz6xm7WR6wEzONRMcUw0GjWzeUgyy7e+hYaz+Zk9DFlh+da3YDhcbcvCIbi4sMpkWLZRIBCw5yJN03C73fT29rJnzx76+/u3pbjHIplM4nQ6MWSV6eHXkfONbbqthuxkeui1FH1mXfe+vr62/TaSJDE0NGRnx8umosxPDZPP+jH0M4/1tarG6mKC+alhW9yzvp12YL1PADn3GNOR26nLmxMF5J2DTMZejS470TSNgYGBrrafent7UVUVl1vltb8yhtPVvJ3ng6M+XnqnWVY4FAq1JPujZVfYmTLU5v7W4ZiTX3rNEGAKT5pZas0SskmSRKPmIrva37S212PoEpmlYTBkHA4HyWSyJddpJvF43A441Sselo/tJjU3QrngR29stOUbdZVSLsTKzA5WZ8dp1B12OeFuKI1nzWVWeSZVUuiRQgxJMYakGAkpiCydyDK6c+fOrhP3rMcSVySTSXp7e0kmkwQCga4e5y6U9VmWw1En9/zaHq65Mb5hw9WZkGTYf32Me399D7GEG0mSGB4ebtpmA8HzE0VRGBoa2uAv9EhO+qUIw1KcASlqi3tcLhd9fX2Mj48LcY/ggrAymEmyzOh/fSuKvzXjVs+9L8W/31zvNFP8aNlVANpYv51hp9nIkQD+95zYTNZsW8Py/0gODd7zFvA0Wai8fx/Sy83yaIlEoqNCaIHgYsDr9fK9732PK64wM9V/4Qtf4K677uLGG2/kD//wD8nlcgSDQb7+9a+za9euDvdWIBAIBO2ie7fVCVqCJEn4/X78fj+1Wo1yuUyj0bBFFmaqaCFOEAgE2xdLIDM9PU19z17Kr7ob11e/jNSk2uIGUHnFK6lfejlgBv6aHdwOBAJ2xoCly+5Crpbwz/+iae0Xo6MsXPNmwFwoNru0lbWL+PDhw9QDMRZuey893/4oSrXUlPYNSWb5hb9Muc9cuPb392/bVOWCzrPeNrpYsXZmHz16lGoVZoZfRyj1OInF76Po559NJecbY6HvNuqaKYzp6+tre3BblmWGh4dZXl5meXmZWtXJynwfKaWOy13C4awgKw0AalUHlbKLavlE8MDlcnUs40Y0GkXXdRYXF8m7hjkSfzM9az8kUD5yXpna6pKTpcANdlkuq2xct4vPVFVlYGCAyclJkn0e3viOcb74ySMUC1vLhDO6K8Cr3zyKqsk4nc6WCT1VVaW/v59jx44xNOrnNW8d477PTFCvbd2uiMScvPEd43i8qm2/NFvE4HQ6SSQSLC4uUlxLICt1/JGFprVvGBLpxVFqZXNc2E5ZRGKxGF6vl5mZGSqVCuVCiHIhBICiVpEkHV1X0BsbvzGv10t/f39XZQ60voFkMkkmk7HX+WDOAR6PR2xE6DK8Xi+jo6NMT08DVV58xwDX3ZLkyZ+tcvRQlqX5ErWqmRlC1SQSPR5Gxv1cfm0Uf8B89zRNY3BwsOVlMgXPD9bbxNVqlUwmQ61Wo9FomOLB4yUk3W73RSW4E7QPSyBz+PBhXCMJdv7dezj4qx9FL15YBrOzEXv19Qz+5l2AaXs3q7SVhdvtJh6Ps7y8jPf1L8FYy1P6xoNNa18K+gj+8buQw347U2qzvzcrm+3Ro0dhoAfjN/8T/M9/gUJx643vvwTe9UaQZTwejygdKRA0ib6+Ph599FE+9rGP8elPf5qnn36aSqXCyMgId955Jx/84AdtAaJAIBAInh8Igc/zGE3Tuj4gIBAIBJshGAxSLpfN4O8112E4HLjv+xJStbqldg1No3znq6ldfQ1gOoxatQO6v7+fWq1GsVhk4eo3Un8mQGjiJ0hsPqBoALn+K1i64jUYiobT6WRwcLAlDlqn08nQ0BBTU1NU40PM3/nrJL/7L2jZ5S2123B5Wb71rZQGzQB3T0/PRS3MEAiahaZpjI2NMT09TaFQIBO5klxgJ6H0k4TTT6LVsqc9z5Bkcv6dpCNXUvSaWUZkWaa/v79jmSskSSKRSBAIBFheXiabzaI3VIp5P8X86ccDh8NBNBolEol0NCgVj8dxOBzMzc3RwM1s5JdYqq8RLjyNrzKDs57eULqrITkpOeKsuXeSdY9jSObyzev1MjAwsG1seZ/Px+DgINPT0/T0e3jHB/fwna/N8NwvMhfcluaQufXlfVz1gjhgzjcjIyMtFXoGAgH6+vqYm5tjbFeAt757F9/84hQri+cu6XQm9lwW4mV3DeL2qLYIr1XPMxaLUalUyGQy5FN9GLqCPzrLVj8FvaGQWRyhUjTHgt7e3qYH0lqN2+1mfHycXC7H6uoqhUIBwC7BZWEFviORCF6vt2uD27IsN124LWgd1vu3uLhIKpXC69d4wYt6eMGLetB1g3LJFGm53AqyvPGdi0QiJJNJIXIXtASHw0Eikeh0NwQXIU6nk4GBAaanp/FfNcbuj/0ah3/7n6gtrm2tYUmi554XM/jbrwZMW7lVGQUTiQSVSoVsNovvna9CCngpfvY7oG+tXJcymCTwobej9sXsjKOtsg09Hg+Dg4McO3YMabgf4w9+FT71JTiwyfLqmgqvehnSy24CWbYz1XWrvSQQbEdUVeX9738/73//+zvdFYFAIBB0AULgIxAIBIKLkkQigWEYrKysUL/8SvKDQ7i//AXUo5tzWNSHhinf/Xr0mBlQjEaj9PT0tMxhYWWpmJqaolgssnLJHRSSe0k+8SW0YvqC26s7fSxd9ioKvaYwxgqIqmrrTAG/38/Q0BDT09PUIn3M3v2fCf/sGwSe/sGmMioVRq5g5cbXobvNAH4ymRQ7wgSCC0BVVUZGRkilUiwuLtJQvazGX8Bq/AVo1Qyu0iJaLYuETkN2UXbFqbjiGPIJx7LP5+uakmUul4vBwUHq9TrZbJZyuUy5XEY/7ly3Sq15PJ6uCsgHg0E8Hg/z8/Nks1lqapCl4I0sAZJRR2vkkQydhqRRVzcKlhRFIZlMEg6Hu+Z+zpdgMIgsy8zMzODxwqvePMrEwSw/+/ESk0dynEu/6nDKXLI/wjU3JQiFzZIgHo+HoaGhls5lFpY4bHZ2lmSfh7e/fzc/eWCRn/14iWrl/AM6oYiDF97Wz65LQsCJ77KVWaWszHqGYbC2tkYhk6RS9BNKTqE5N5ddr5wPsrY8ZGe36enpIRqNNrPbbcMqCRUIBNB1nXK5TKVSwTAMZNnMEOVyubbdNyfYHsiyTG9vL7FYjHQ6zdraGpVKBVmW8Hg3jm1Op9MuD90N87BAIBBshmAwiGEYzMzM4LtsmEu/9PtM//WXWfnKTzfVnnMgysiH30Lg2p2AKe6xyiC2AisT0czMDNlsFu8bXopj/25yf/85GscWL7xBWcZz9wvxvPFlSJqKLMsMDQ21XDQdCAQYHh5menoaPRaG33onxg8fgW89AKvn6XOSJLhsN7zudqQe01fm8XgYHh4WAlSBQCAQCASCFiIEPgKBQCC4KJEkiZ6eHhwOB/Pz8xjhCMX/9B7UZ36B46c/QZk4d0kUA2gMj1K9/gbql14GkowkSSSTSaLRaMsDPdaO/oWFBVKpFKXYKFMv+iD+2ScJTv4U19rcOduo+uJkhq8jN7gfXTODh1YmgnYERAOBAKOjo8z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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 472, "width": 1148 } }, "output_type": "display_data" } ], "source": [ "ov.pl.markers_dotplot(\n", " adata, groupby='leiden', \n", " n_genes=3,\n", " key=\"rank_genes_groups\",\n", ")" ] }, { "cell_type": "markdown", "id": "ac4340a1-e2da-40b1-8c75-f5349a60ff43", "metadata": {}, "source": [ "cosg is also considered to be a better algorithm for finding marker genes. Here, omicverse provides the calculation of cosg\n", "\n", "Paper: [Accurate and fast cell marker gene identification with COSG](https://academic.oup.com/bib/advance-article-abstract/doi/10.1093/bib/bbab579/6511197?redirectedFrom=fulltext)\n", "\n", "Code: https://github.com/genecell/COSG\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "98c36865-2b79-4cf1-9643-6786d4902785", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[96m๐Ÿ” Finding marker genes\u001b[0m | \u001b[1mmethod:\u001b[0m cosg | \u001b[1mgroupby:\u001b[0m leiden | \u001b[1mn_groups:\u001b[0m 10 | \u001b[1mn_genes:\u001b[0m 50\n", "**finished identifying marker genes by COSG**\n", "\u001b[92mโœ… Done\u001b[0m | 10 groups ร— 50 genes | stored in \u001b[1madata.uns['leiden_cosg']\u001b[0m\n", "CPU times: user 813 ms, sys: 4.63 ms, total: 817 ms\n", "Wall time: 839 ms\n" ] } ], "source": [ "%%time\n", "ov.single.find_markers(\n", " adata,\n", " groupby='leiden', \n", " method='cosg',#t-test\n", " key_added=\"leiden_cosg\",\n", " pts=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "id": "a36c127f-1142-47a7-9a5c-3052b468ac42", "metadata": {}, "outputs": [ { "data": { "image/png": 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groupranknamesscoreslogfoldchangespvalspvals_adjpct_grouppct_rest
001LYZ30.1392158.3089551.485183e-1992.036780e-1951.0000000.536060
102S100A929.85933910.3410626.640705e-1964.553531e-1920.9974160.245822
203S100A828.55685810.2186782.308892e-1791.055472e-1750.9689920.156552
304FCN128.2871788.9070524.969369e-1761.703748e-1720.9767440.176781
405TYROBP28.1842238.6336909.127943e-1752.503612e-1711.0000000.292436
..............................
195916RPS273.6539900.2278372.581968e-041.744291e-020.9842520.994475
196917MT-CYB3.345087-0.0518008.225686e-044.283594e-020.8740160.935280
197918RPS33.2971530.1066179.767012e-044.870720e-020.9842520.995264
198919RPS163.2606410.1372491.111605e-035.405871e-020.9763780.985793
199920RPL313.2229460.4029091.268796e-035.918458e-020.9842520.971192
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200 rows ร— 9 columns

\n", "
" ], "text/plain": [ " group rank names scores logfoldchanges pvals \\\n", "0 0 1 LYZ 30.139215 8.308955 1.485183e-199 \n", "1 0 2 S100A9 29.859339 10.341062 6.640705e-196 \n", "2 0 3 S100A8 28.556858 10.218678 2.308892e-179 \n", "3 0 4 FCN1 28.287178 8.907052 4.969369e-176 \n", "4 0 5 TYROBP 28.184223 8.633690 9.127943e-175 \n", ".. ... ... ... ... ... ... \n", "195 9 16 RPS27 3.653990 0.227837 2.581968e-04 \n", "196 9 17 MT-CYB 3.345087 -0.051800 8.225686e-04 \n", "197 9 18 RPS3 3.297153 0.106617 9.767012e-04 \n", "198 9 19 RPS16 3.260641 0.137249 1.111605e-03 \n", "199 9 20 RPL31 3.222946 0.402909 1.268796e-03 \n", "\n", " pvals_adj pct_group pct_rest \n", "0 2.036780e-195 1.000000 0.536060 \n", "1 4.553531e-192 0.997416 0.245822 \n", "2 1.055472e-175 0.968992 0.156552 \n", "3 1.703748e-172 0.976744 0.176781 \n", "4 2.503612e-171 1.000000 0.292436 \n", ".. ... ... ... \n", "195 1.744291e-02 0.984252 0.994475 \n", "196 4.283594e-02 0.874016 0.935280 \n", "197 4.870720e-02 0.984252 0.995264 \n", "198 5.405871e-02 0.976378 0.985793 \n", "199 5.918458e-02 0.984252 0.971192 \n", "\n", "[200 rows x 9 columns]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ov.single.get_markers(\n", " adata,\n", " n_genes=20,\n", " key = \"rank_genes_groups\",\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "id": "f17aa02c-aa52-465c-bb32-9c3f67afcbe7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'0': ['LYZ', 'S100A9', 'S100A8', 'FCN1', 'TYROBP'],\n", " '1': ['HLA-DPA1', 'HLA-DPB1', 'HLA-DRA', 'HLA-DRB1', 'CD74'],\n", " '2': ['RPS12', 'RPS6', 'RPS27', 'RPS14', 'RPL32'],\n", " '3': ['LST1', 'FCER1G', 'COTL1', 'AIF1', 'IFITM3'],\n", " '4': ['LTB', 'LDHB', 'IL32', 'CD3D', 'IL7R'],\n", " '5': ['FTL', 'FTH1', 'TMSB4X', 'OAZ1', 'S100A8'],\n", " '6': ['CCL5', 'NKG7', 'CST7', 'B2M', 'GZMA'],\n", " '7': ['CD74', 'CD79A', 'HLA-DRA', 'CD79B', 'HLA-DPB1'],\n", " '8': ['NKG7', 'GZMB', 'GNLY', 'PRF1', 'CTSW'],\n", " '9': ['MALAT1', 'RPL27A', 'MT-ND4', 'RPS29', 'MT-CO3']}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ov.single.get_markers(\n", " adata,\n", " n_genes=5,\n", " key = \"rank_genes_groups\",\n", " return_type='dict'\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "c3a56ca2-bbfe-4eb7-bc60-58696f93eb4b", "metadata": {}, "outputs": [], "source": [] } ], "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 }