{ "cells": [ { "cell_type": "markdown", "id": "cc74719d-0dab-4858-8153-5a388750b4d6", "metadata": {}, "source": [ "# Explore Multiome Data\n", "\n", "This is the data exploration notebook for the multimodal data from the Neurips 2021 Multimodal Data Integration Challenge. You can find full documentation for the competition at https://openproblems.bio/neurips_docs/\n", "\n", "The goal for this notebook is to introduce you to the multiome gene expression (GEX) and Assay for Transposase-Accessible Chromatin (ATAC) datasets. " ] }, { "cell_type": "markdown", "id": "8c0762d9-f00c-4a27-a3e8-b778b38174be", "metadata": {}, "source": [ "## Loading the data" ] }, { "cell_type": "code", "execution_count": 17, "id": "0b616a17-980c-4d18-8b83-53d455cd9663", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:07.490236Z", "iopub.status.busy": "2021-09-10T16:46:07.489636Z", "iopub.status.idle": "2021-09-10T16:46:08.962676Z", "shell.execute_reply": "2021-09-10T16:46:08.961909Z", "shell.execute_reply.started": "2021-09-10T16:46:07.490157Z" }, "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import logging\n", "from sklearn.decomposition import TruncatedSVD\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error\n", "\n", "import scanpy as sc\n", "import anndata as ad\n", "import matplotlib.pyplot as plt\n", "from datasets import load_dataset, Dataset\n", "from huggingface_hub import hf_hub_download" ] }, { "cell_type": "markdown", "id": "c46128bf-b348-4693-b8ac-7c9b79c06e95", "metadata": {}, "source": [ "The data is stored in two AnnData objects, one for each modality. Full documentation for AnnData is [here](https://anndata.readthedocs.io/en/latest/). \n", "\n", "Let's load the multiome data." ] }, { "cell_type": "code", "execution_count": 18, "id": "8d911781-b881-49fe-9dcc-5c043ec3a16b", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:08.966278Z", "iopub.status.busy": "2021-09-10T16:46:08.965870Z", "iopub.status.idle": "2021-09-10T16:46:24.275522Z", "shell.execute_reply": "2021-09-10T16:46:24.274638Z", "shell.execute_reply.started": "2021-09-10T16:46:08.966254Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 42492 × 13431\n", " obs: 'pct_counts_mt', 'n_counts', 'n_genes', 'size_factors', 'phase', 'cell_type', 'pseudotime_order_GEX', 'batch', 'pseudotime_order_ATAC', 'is_train'\n", " var: 'gene_ids', 'feature_types', 'genome'\n", " uns: 'dataset_id', 'organism'\n", " obsm: 'X_pca', 'X_umap'\n", " layers: 'counts'" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "REPO_ID = \"paupaiz/Bone_Marrow_BMMCs\"\n", "gex = \"multiome_gex_processed_training.h5ad\"\n", "atac = \"multiome_atac_processed_training.h5ad\"\n", "\n", "adata_gex = ad.read_h5ad(\n", " hf_hub_download(repo_id=REPO_ID, filename=gex, repo_type=\"dataset\"))\n", "adata_gex" ] }, { "cell_type": "code", "execution_count": 19, "id": "987f41fe", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 42492 × 116490\n", " obs: 'nCount_peaks', 'atac_fragments', 'reads_in_peaks_frac', 'blacklist_fraction', 'nucleosome_signal', 'cell_type', 'pseudotime_order_ATAC', 'batch', 'pseudotime_order_GEX', 'is_train'\n", " var: 'feature_types'\n", " uns: 'dataset_id', 'gene_activity_var_names', 'organism', 'sample_pm_varnames'\n", " obsm: 'gene_activity', 'lsi_full', 'lsi_red', 'umap'\n", " layers: 'counts'" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_atac = ad.read_h5ad(\n", " hf_hub_download(repo_id=REPO_ID, filename=atac, repo_type=\"dataset\"))\n", "adata_atac" ] }, { "cell_type": "markdown", "id": "e502bf40-ec3d-47c8-88ba-5c814f7e4f86", "metadata": {}, "source": [ "### What is the data?\n", "\n", "Data in AnnData object is stored in `adata.X`. The shape of the data is accessible using `adata.shape` or `adata.[n_obs|n_vars]`" ] }, { "cell_type": "code", "execution_count": 20, "id": "9ffedbaf-3a85-4cdb-a4fe-db83374336c8", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:24.277944Z", "iopub.status.busy": "2021-09-10T16:46:24.277714Z", "iopub.status.idle": "2021-09-10T16:46:24.283550Z", "shell.execute_reply": "2021-09-10T16:46:24.282742Z", "shell.execute_reply.started": "2021-09-10T16:46:24.277916Z" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The GEX data has 42492 observations and 13431 features.\n", "The ATAC data has 42492 observations and 116490 features.\n" ] } ], "source": [ "print(f\"The GEX data has {adata_gex.n_obs} observations and {adata_gex.n_vars} features.\")\n", "print(f\"The ATAC data has {adata_atac.n_obs} observations and {adata_atac.n_vars} features.\")" ] }, { "cell_type": "markdown", "id": "feb0b17c-42b5-4b05-9e4a-bd015c9f80c9", "metadata": {}, "source": [ "As we can see, there are many more features in the ATAC matrix than in the GEX matrix. This is expected, because ATAC measures accessibility over the entire genome, while GEX only measures expression for the 25,000 genes in the genome. This data has already been preprocessed, so peaks found in fewer than 15 cells and genes detected in fewer than 20 cells were excluded." ] }, { "cell_type": "markdown", "id": "00a9141d-5b78-4046-bbba-db271a004b73", "metadata": {}, "source": [ "### Preprocessing of gene expression\n", "\n", "In this dataset, gene expression was measured using 3' capture of nuclear RNA as described in the [10X Multiome Product Guide](https://www.10xgenomics.com/products/single-cell-multiome-atac-plus-gene-expression). Note, not all RNA is found in the nucleus. Comparisons of nuclear and cytosolic RNA have been previously reported (e.g. [Bakken 2018](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0209648); [Abdelmoez 2018](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-018-1446-9)) as have comparisons of single-nucleus and single-cell RNA sequencing ([Lake 2017](https://www.nature.com/articles/s41598-017-04426-w)).\n", "\n", "For gene expression data, cells were filtered based on mitochondrial content, UMI counts per cell, and genes detected per cell. Size factors were then calculated using [scran](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-016-0947-7) and stored in `adata.obs[\"size_factors\"]`. \n", "\n", "Counts were then normalized per cell by divided the UMI counts by the size factors. Original counts are stored in `adata.layers[\"counts\"]`. The size factor normalized counts are stored in `adata.X`.\n", "\n", "Finally, normalized counts are [log1p transformed](https://scanpy.readthedocs.io/en/stable/generated/scanpy.pp.log1p.html). These normalized counts are stores in `adata.layers[\"log_norm\"]`.\n", "\n", "More information about best practices for single-cell analysis can be found [here](https://www.embopress.org/doi/full/10.15252/msb.20188746).\n" ] }, { "cell_type": "markdown", "id": "e3e5316e-4e7b-4568-a0db-2f99ae278b0e", "metadata": {}, "source": [ "### Preprocessing of ATAC\n", "\n", "The chromatin accessibility data acquired by ATAC-seq as part of the 10X Multiome protocol was processed using [Signac](https://satijalab.org/signac/). Quality control, dimensionality reduction and translating peaks to gene activity scores was performed using Signac, following the authors' instructions. After loading the peak-by-cell matrix, counts were binarized to only represent an accessible versus non-accessible state of each region. Cells were then filtered based on 5 quality control metrics comprising the total number of fragments, the enrichment of fragments detected at transcription start sites (TSS), the fraction of fragments in peak regions compared to peak-flanking regions, the fraction of peaks blacklisted by the ENCODE consortium, and the nucleosome signal, which describes the length distribution of fragments which is expected to follow the length of DNA required span across one nucleosome or multiples of it.\n", "\n", "Since ATAC data is sparser than gene expression data, peaks were included if they were accessible in at least 15 cells.\n", "\n", "Finally, the data was binarized by setting all values `>0` to `1`. Raw UMI counts for each peak can be found in `adata.layers[\"counts\"]`." ] }, { "cell_type": "markdown", "id": "c3c42443-d686-4f68-b301-cc3607752065", "metadata": {}, "source": [ "### Feature metadata\n", "\n", "More information about the features are available in the `.var` DataFrame of each object. \n", "\n", "#### GEX feature metadata\n", "\n", "The GEX `adata.var` DataFrames have the following columns:\n", "\n", "* `.var.index` - [Ensembl Gene Names](https://m.ensembl.org/info/genome/genebuild/gene_names.html) for each gene\n", "* `.var[\"gene_ids\"]` - [Ensembl Stable IDs](https://useast.ensembl.org/info/genome/stable_ids/index.html) used to uniquely track genes whose Gene Names may change over time.\n", "* `.var[\"feature_types\"]` - Denotes the each feature as a gene expression feature. Should be `GEX` for all genes\n", "* `.var[\"genome\"]` - The [Genome Assembly](https://www.ncbi.nlm.nih.gov/assembly/GCF_000001405.26/) used for read mapping.\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "3e39bc43-f815-4ca3-8099-fa92363c6d5d", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:24.285280Z", "iopub.status.busy": "2021-09-10T16:46:24.284905Z", "iopub.status.idle": "2021-09-10T16:46:24.333422Z", "shell.execute_reply": "2021-09-10T16:46:24.332700Z", "shell.execute_reply.started": "2021-09-10T16:46:24.285252Z" } }, "outputs": [ { "data": { "text/html": [ "
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gene_idsfeature_typesgenome
AL627309.5ENSG00000241860GEXGRCh38
LINC01409ENSG00000237491GEXGRCh38
LINC01128ENSG00000228794GEXGRCh38
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13431 rows × 3 columns

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" ], "text/plain": [ " gene_ids feature_types genome\n", "AL627309.5 ENSG00000241860 GEX GRCh38\n", "LINC01409 ENSG00000237491 GEX GRCh38\n", "LINC01128 ENSG00000228794 GEX GRCh38\n", "NOC2L ENSG00000188976 GEX GRCh38\n", "KLHL17 ENSG00000187961 GEX GRCh38\n", "... ... ... ...\n", "MT-ND5 ENSG00000198786 GEX GRCh38\n", "MT-ND6 ENSG00000198695 GEX GRCh38\n", "MT-CYB ENSG00000198727 GEX GRCh38\n", "AL592183.1 ENSG00000273748 GEX GRCh38\n", "AC240274.1 ENSG00000271254 GEX GRCh38\n", "\n", "[13431 rows x 3 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_gex.var" ] }, { "cell_type": "markdown", "id": "81405498-07ad-47ec-a093-6ab4432d23b0", "metadata": { "tags": [] }, "source": [ "#### ATAC feature metadata\n", "\n", "The ATAC `adata.var` DataFrames have the following columns:\n", "\n", "* `.var.index` - [Genomic coordinates](https://www.idtdna.com/pages/support/faqs/how-are-genomic-coordinates-defined) for each [ATAC peak](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-020-1929-3) that are directly related to the reference genome, and include the chromosome name*, start position, and end position in the following format: `chr1-1234570-1234870`.\n", "* `.var[\"feature_types\"]` - Denotes the each feature as a gene expression feature. Should be `ATAC` for all peaks\n", "\n", "*For the curious, chromosome names like `KI270726.1` represent scaffold that are either unlocalized or unplaced (see [Genome Assemblies from Ensembl](https://grch37.ensembl.org/info/genome/genebuild/assembly.html))" ] }, { "cell_type": "code", "execution_count": 67, "id": "1ee4e5ad-9532-419d-a7f2-3862911c481f", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:24.335042Z", "iopub.status.busy": "2021-09-10T16:46:24.334679Z", "iopub.status.idle": "2021-09-10T16:46:24.352597Z", "shell.execute_reply": "2021-09-10T16:46:24.351932Z", "shell.execute_reply.started": "2021-09-10T16:46:24.335013Z" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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feature_types
chr1-9776-10668ATAC
chr1-180726-181005ATAC
chr1-181117-181803ATAC
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chr1-267562-268456ATAC
......
GL000219.1-90062-90937ATAC
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KI270713.1-29629-30491ATAC
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" ], "text/plain": [ " feature_types\n", "chr1-9776-10668 ATAC\n", "chr1-180726-181005 ATAC\n", "chr1-181117-181803 ATAC\n", "chr1-191133-192055 ATAC\n", "chr1-267562-268456 ATAC\n", "... ...\n", "GL000219.1-90062-90937 ATAC\n", "GL000219.1-99257-100160 ATAC\n", "KI270726.1-27152-28034 ATAC\n", "KI270713.1-21434-22336 ATAC\n", "KI270713.1-29629-30491 ATAC\n", "\n", "[116490 rows x 1 columns]" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_atac.var" ] }, { "cell_type": "markdown", "id": "7b8895a0-1cc0-4e7b-891d-44054e61528f", "metadata": {}, "source": [ "### Observation metadata\n", "\n", "There is also information about the observations in the `.obs` DataFrame of each AnnData object.\n", "\n", "#### Gene expression observation metadata\n", "\n", "The GEX `adata.obs` DataFrames have the following columns:\n", "* `.obs.index` - The cell barcode for that observation with the batch label appended. \n", "* `.obs[\"n_genes_by_counts\"]` - The number of genes with at least 1 count in a cell. \n", "* `.obs[\"pct_counts_mt\"]` - Percent of UMI counts mapped to mitochondrial genes. \n", "* `.obs[\"n_counts\"]` - Number of UMIs detected in the cell\n", "* `.obs[\"n_genes\"]` - Number of genes detected in the cell\n", "* `.obs[\"size_factors\"]` - The estimated size factor for the cell. See [OSCA Ch. 7 - Normalization](https://bioconductor.org/books/release/OSCA/normalization.html)\n", "* `.obs[\"phase\"]` - The [cell cycle](https://www.genome.gov/genetics-glossary/Cell-Cycle) phase for each cell as calculated by [scanpy.tl.score_genes_cell_cycle](https://scanpy.readthedocs.io/en/stable/generated/scanpy.tl.score_genes_cell_cycle.html)\n", "* `.obs[\"leiden_final\"]` - Cell type annotation based on the `feature_type` of the adata object\n", "* `.obs[\"atac_ann\"]` - The cell type annotation of the cell from the joint ATAC data\n", "* `.obs[\"cell_type\"]` - The cell type annotation of the cells from the GEX data\n", "* `.obs[\"pseudotime_order_GEX\"]` - The [diffusion pseudotime](https://www.nature.com/articles/nmeth.3971) annotation for the developmental trajectories annotated in the data.\n", "* `.obs[\"batch\"]` - The batch from which the cell was sampled. Format is `s1d1` for Site 1 Donor 1.\n", "\n", "For more info on how the QC metrics were calculated, consult [scanpy.pp.calculate_qc_metrics](https://scanpy.readthedocs.io/en/stable/generated/scanpy.pp.calculate_qc_metrics.html)" ] }, { "cell_type": "code", "execution_count": 22, "id": "ab76d5df-6c0f-4907-84ed-aba1dc8e3a9d", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:24.354458Z", "iopub.status.busy": "2021-09-10T16:46:24.353920Z", "iopub.status.idle": "2021-09-10T16:46:24.386104Z", "shell.execute_reply": "2021-09-10T16:46:24.385537Z", "shell.execute_reply.started": "2021-09-10T16:46:24.354427Z" } }, "outputs": [ { "data": { "text/html": [ "
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pct_counts_mtn_countsn_genessize_factorsphasecell_typepseudotime_order_GEXbatchpseudotime_order_ATACis_train
TAGTTGTCACCCTCAC-1-s1d11.0610081508.01022.00.453484SNaive CD20+ BNaNs1d1NaNTrue
CTATGGCCATAACGGG-1-s1d10.6042301655.01081.00.455631G2MCD14+ MonoNaNs1d1NaNTrue
CCGCACACAGGTTAAA-1-s1d10.6500697230.03304.02.435348G2MCD8+ TNaNs1d1NaNTrue
TCATTTGGTAATGGAA-1-s1d10.8122741108.0793.00.347226G2MCD8+ TNaNs1d1NaNTrue
ACCACATAGGTGTCCA-1-s1d11.6747701851.01219.00.534205G2MCD16+ MonoNaNs1d1NaNTrue
.................................
ATTCACTTCCTGCGAA-14-s3d70.0000001475.0967.00.636243G2MCD8+ TNaNs3d7NaNTrue
GCTCTGTTCTGCAAGT-14-s3d70.0143626963.03237.03.019859SG/M progNaNs3d7NaNTrue
GCTGAGGAGTGAGCGG-14-s3d70.0683991462.0876.00.495807G2MErythroblast0.791014s3d70.828536True
TACTGAGGTTCGCTCA-14-s3d70.0000002808.01584.01.125766G2MCD14+ MonoNaNs3d7NaNTrue
CAATAAGCAGATAGAC-14-s3d70.0000001488.0970.00.636224SCD4+ T naiveNaNs3d7NaNTrue
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42492 rows × 10 columns

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" ], "text/plain": [ " pct_counts_mt n_counts n_genes size_factors \\\n", "TAGTTGTCACCCTCAC-1-s1d1 1.061008 1508.0 1022.0 0.453484 \n", "CTATGGCCATAACGGG-1-s1d1 0.604230 1655.0 1081.0 0.455631 \n", "CCGCACACAGGTTAAA-1-s1d1 0.650069 7230.0 3304.0 2.435348 \n", "TCATTTGGTAATGGAA-1-s1d1 0.812274 1108.0 793.0 0.347226 \n", "ACCACATAGGTGTCCA-1-s1d1 1.674770 1851.0 1219.0 0.534205 \n", "... ... ... ... ... \n", "ATTCACTTCCTGCGAA-14-s3d7 0.000000 1475.0 967.0 0.636243 \n", "GCTCTGTTCTGCAAGT-14-s3d7 0.014362 6963.0 3237.0 3.019859 \n", "GCTGAGGAGTGAGCGG-14-s3d7 0.068399 1462.0 876.0 0.495807 \n", "TACTGAGGTTCGCTCA-14-s3d7 0.000000 2808.0 1584.0 1.125766 \n", "CAATAAGCAGATAGAC-14-s3d7 0.000000 1488.0 970.0 0.636224 \n", "\n", " phase cell_type pseudotime_order_GEX batch \\\n", "TAGTTGTCACCCTCAC-1-s1d1 S Naive CD20+ B NaN s1d1 \n", "CTATGGCCATAACGGG-1-s1d1 G2M CD14+ Mono NaN s1d1 \n", "CCGCACACAGGTTAAA-1-s1d1 G2M CD8+ T NaN s1d1 \n", "TCATTTGGTAATGGAA-1-s1d1 G2M CD8+ T NaN s1d1 \n", "ACCACATAGGTGTCCA-1-s1d1 G2M CD16+ Mono NaN s1d1 \n", "... ... ... ... ... \n", "ATTCACTTCCTGCGAA-14-s3d7 G2M CD8+ T NaN s3d7 \n", "GCTCTGTTCTGCAAGT-14-s3d7 S G/M prog NaN s3d7 \n", "GCTGAGGAGTGAGCGG-14-s3d7 G2M Erythroblast 0.791014 s3d7 \n", "TACTGAGGTTCGCTCA-14-s3d7 G2M CD14+ Mono NaN s3d7 \n", "CAATAAGCAGATAGAC-14-s3d7 S CD4+ T naive NaN s3d7 \n", "\n", " pseudotime_order_ATAC is_train \n", "TAGTTGTCACCCTCAC-1-s1d1 NaN True \n", "CTATGGCCATAACGGG-1-s1d1 NaN True \n", "CCGCACACAGGTTAAA-1-s1d1 NaN True \n", "TCATTTGGTAATGGAA-1-s1d1 NaN True \n", "ACCACATAGGTGTCCA-1-s1d1 NaN True \n", "... ... ... \n", "ATTCACTTCCTGCGAA-14-s3d7 NaN True \n", "GCTCTGTTCTGCAAGT-14-s3d7 NaN True \n", "GCTGAGGAGTGAGCGG-14-s3d7 0.828536 True \n", "TACTGAGGTTCGCTCA-14-s3d7 NaN True \n", "CAATAAGCAGATAGAC-14-s3d7 NaN True \n", "\n", "[42492 rows x 10 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_gex.obs" ] }, { "cell_type": "markdown", "id": "874d4324-6bbc-4d7c-84dc-3eba2a9f7548", "metadata": {}, "source": [ "#### ATAC observation metadata\n", "\n", "The ATAC `adata.obs` DataFrames have the following columns:\n", "* `.obs.index` - The cell barcode for that observation with the batch label appended. \n", "* `.obs[\"nCount_peaks\"]` - The number of peaks detected in the cell.\n", "* `.obs[\"atac_fragments\"]` - Number of UMI counts in the cell (both in and not in peaks)\n", "* `.obs[\"reads_in_peaks_frac\"]` - Fraction of UMIs in peaks\n", "* `.obs[\"blacklist_fraction\"]` - Fraction of UMIs in [Encode Blacklisted](https://www.nature.com/articles/s41598-019-45839-z) regions\n", "* `.obs[\"nucleosome_signal\"]` - The [nucleosome signal](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-020-1929-3#Sec17), which describes the length distribution of fragments which is expected to follow the length of DNA required span across one nucleosome or multiples of it\n", "* `.obs[\"phase\"]` - The [cell cycle](https://www.genome.gov/genetics-glossary/Cell-Cycle) phase for each cell as calculated by [scanpy.tl.score_genes_cell_cycle](https://scanpy.readthedocs.io/en/stable/generated/scanpy.tl.score_genes_cell_cycle.html)\n", "* `.obs[\"leiden_final\"]` - Cell type annotation based on the `feature_type` of the adata object\n", "* `.obs[\"rna_ann\"]` - The cell type annotation of the cell from the joint RNA data\n", "* `.obs[\"cell_type\"]` - The cell type annotation of the cells from the ATAC data\n", "* `.obs[\"pseudotime_order_ATAC\"]` - The [diffusion pseudotime](https://www.nature.com/articles/nmeth.3971) annotation for the developmental trajectories annotated in the data.\n", "* `.obs[\"batch\"]` - The batch from which the cell was sampled. Format is `s1d1` for Site 1 Donor 1.\n", "\n", "For more info on how the QC metrics were calculated, consult the [Signac documentation](https://satijalab.org/signac/)" ] }, { "cell_type": "code", "execution_count": 7, "id": "9fb0fd91-f0f5-4615-a69c-5301a5ed1380", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:24.387570Z", "iopub.status.busy": "2021-09-10T16:46:24.387188Z", "iopub.status.idle": "2021-09-10T16:46:24.410109Z", "shell.execute_reply": "2021-09-10T16:46:24.409531Z", "shell.execute_reply.started": "2021-09-10T16:46:24.387541Z" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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nCount_peaksatac_fragmentsreads_in_peaks_fracblacklist_fractionnucleosome_signalcell_typepseudotime_order_ATACbatch
AAACAGCCAACACTTG-2-s1d26421.089630.7163900.0006230.832734NKNaNs1d2
AAACAGCCAATAGTCT-s2d43232.026371.2256350.0000000.888535Naive CD20+ BNaNs2d4
AAACAGCCAATTAAGG-1-s1d14624.065580.7050930.0017300.688525CD4+ T naiveNaNs1d1
AAACAGCCACCAGGTT-2-s1d27177.095770.7494000.0005570.772973NKNaNs1d2
AAACAGCCAGCTACGT-s2d45269.045731.1521980.0003800.846552CD8+ TNaNs2d4
...........................
TTTGTTGGTGTAATAC-s2d4905.08911.0157130.0000001.080808Erythroblast0.697933s2d4
TTTGTTGGTTAGACCA-2-s1d26669.086990.7666400.0017990.639382CD8+ TNaNs1d2
TTTGTTGGTTCGGTAA-1-s1d17074.098730.7165000.0014140.868516NKNaNs1d1
TTTGTTGGTTTGGGTA-4-s2d18404.0135570.6199010.0009521.495506CD4+ T naiveNaNs2d1
TTTGTTGGTTTGGTTC-s2d41437.012561.1441080.0013921.185714cDC2NaNs2d4
\n", "

20952 rows × 8 columns

\n", "
" ], "text/plain": [ " nCount_peaks atac_fragments reads_in_peaks_frac \\\n", "AAACAGCCAACACTTG-2-s1d2 6421.0 8963 0.716390 \n", "AAACAGCCAATAGTCT-s2d4 3232.0 2637 1.225635 \n", "AAACAGCCAATTAAGG-1-s1d1 4624.0 6558 0.705093 \n", "AAACAGCCACCAGGTT-2-s1d2 7177.0 9577 0.749400 \n", "AAACAGCCAGCTACGT-s2d4 5269.0 4573 1.152198 \n", "... ... ... ... \n", "TTTGTTGGTGTAATAC-s2d4 905.0 891 1.015713 \n", "TTTGTTGGTTAGACCA-2-s1d2 6669.0 8699 0.766640 \n", "TTTGTTGGTTCGGTAA-1-s1d1 7074.0 9873 0.716500 \n", "TTTGTTGGTTTGGGTA-4-s2d1 8404.0 13557 0.619901 \n", "TTTGTTGGTTTGGTTC-s2d4 1437.0 1256 1.144108 \n", "\n", " blacklist_fraction nucleosome_signal cell_type \\\n", "AAACAGCCAACACTTG-2-s1d2 0.000623 0.832734 NK \n", "AAACAGCCAATAGTCT-s2d4 0.000000 0.888535 Naive CD20+ B \n", "AAACAGCCAATTAAGG-1-s1d1 0.001730 0.688525 CD4+ T naive \n", "AAACAGCCACCAGGTT-2-s1d2 0.000557 0.772973 NK \n", "AAACAGCCAGCTACGT-s2d4 0.000380 0.846552 CD8+ T \n", "... ... ... ... \n", "TTTGTTGGTGTAATAC-s2d4 0.000000 1.080808 Erythroblast \n", "TTTGTTGGTTAGACCA-2-s1d2 0.001799 0.639382 CD8+ T \n", "TTTGTTGGTTCGGTAA-1-s1d1 0.001414 0.868516 NK \n", "TTTGTTGGTTTGGGTA-4-s2d1 0.000952 1.495506 CD4+ T naive \n", "TTTGTTGGTTTGGTTC-s2d4 0.001392 1.185714 cDC2 \n", "\n", " pseudotime_order_ATAC batch \n", "AAACAGCCAACACTTG-2-s1d2 NaN s1d2 \n", "AAACAGCCAATAGTCT-s2d4 NaN s2d4 \n", "AAACAGCCAATTAAGG-1-s1d1 NaN s1d1 \n", "AAACAGCCACCAGGTT-2-s1d2 NaN s1d2 \n", "AAACAGCCAGCTACGT-s2d4 NaN s2d4 \n", "... ... ... \n", "TTTGTTGGTGTAATAC-s2d4 0.697933 s2d4 \n", "TTTGTTGGTTAGACCA-2-s1d2 NaN s1d2 \n", "TTTGTTGGTTCGGTAA-1-s1d1 NaN s1d1 \n", "TTTGTTGGTTTGGGTA-4-s2d1 NaN s2d1 \n", "TTTGTTGGTTTGGTTC-s2d4 NaN s2d4 \n", "\n", "[20952 rows x 8 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_atac.obs" ] }, { "cell_type": "markdown", "id": "39578337-0954-4162-b506-ffb6583fd9c6", "metadata": {}, "source": [ "## Visualizing the data using UMAP\n", "\n", "The exploratory datasets have already been preprocessed and prepared for visualization using [UMAP](https://umap-learn.readthedocs.io/en/latest/)." ] }, { "cell_type": "markdown", "id": "009747fe-f660-4a97-872f-2c1958d940f8", "metadata": {}, "source": [ "#### Visualizing Gene Expression" ] }, { "cell_type": "code", "execution_count": 8, "id": "df66bbdf-88be-4ca4-86d6-d107e698c71c", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:24.411526Z", "iopub.status.busy": "2021-09-10T16:46:24.411176Z", "iopub.status.idle": "2021-09-10T16:46:25.964201Z", "shell.execute_reply": "2021-09-10T16:46:25.963098Z", "shell.execute_reply.started": "2021-09-10T16:46:24.411497Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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XVqNUq0koyMVvtyNJEpkzpuIeHCbo9TFS08hwbQODh+rwDI8RcHnImlWFNT+HsaY2Bg/W0re3GohpDhtfeesY79kPg72zm7b1WwAwpCThH7Mz1tRKzoLZKLQ6VDo93lEb5SsvIKEgF0NqMj7bOFI0SsNLq9j7t0cIeb3kL12AMS2Z+hfeIBIM0bZuC8O1jbgGhvCOjeN3umh4+a339Pz9pPnpIzV4fMeeq/QkPV3Pr8Ri1BAMB7H7HAB4gh6GXEOEI2G8QQ/DrhEAFk4z4QoNo1Vr2du1j1AkhMPnYE+9g1882opaqSYUCSFJEkqhpDC1EIfPQUSKoFKqSDWlMuwaweFzMOwcIcmQRJIxidK0SR84/pGaVqTop+s4I0Ulurfv/dAOPJ7hUXb9/sGJ7cZXV9O37xB7//Yo4x3dDB6qRYqcGfeHjIyMzJmOLMx9RDo2bsczasPZO4CtrQuVTkvpReeQOasSe08f/jE7OQtnozYacPQMEHC5Ccbt3jo3bmewupagy03jq6sByJ49jfSqyWTNnU56VQWG5ESs+bl0rN/KpIvOIej1EQkGseRk0v72NmZ/5RZm33UzTW+so2f3fprfWIdv3IE+KYH2dZvZ83+P0r1jLyFfAGfvwHuGO/Haxtny8z8cI/BVP/EiPpudPX95iKSSApRaDfqkBHp37uPQv57Ca7Mx68s3cfiJF0kpK8He0cOuPz9EOBBEYzahMRgwpCQxcOAw5uxMZn3pRoIuD0mlxYS8PiKBEAP7D7P3gcdQ6bQIRcwuzD00QsDp+tQEkmA4epwWKCpFGXIM4Q/5CUfCJBkSAfCH/EgS9Dn6USnVgETbaDuFyQUUpRSRYU6PtyAIhAMUZhm46expZFozkYgSjoRQCAU9th4SjQno1DoC4QAj7hFSTSlMzZxCcUoRVr11Yiyu3mE23PMbAPb99in2/PqJY8a6/mu/xt7Wd9rOz4dBkqJ4hkaQou8vgLVv2Erzqg0EnC4WfPuuifKqG6/E3tlDNBzGkpvF9Fuvpe751zn85Ev07jkY04TGQ/kEvV72/+OJj/yyInPyCCEiQohDQohqIcQBIcTCo/atFkLYhRBvvM/xjwghOuJtNAoh7v9kRi5zJiGEcH9C/WwSQsz+JPo6U5CFuY9I5oypaAx6CpcvYuYd1xONRBg8VIfGaCCxuBC/w0nX5p3UPvsKQZebipUX0Ll5B75xOzNuv56h6npyl8wjb9EcAJQaNflL5lGx8kKSSwrxDI/Rt2s/07/4BQ4/+SKuvphAZkxNZu7dt6NLTMCSk4kpLQW13sCi//c1Ak4XKr2epNIikksK8AwNE/R46N6+F8/wyAnnEQ1HEEKw7++PT5RFAkFGG1spPm8ZnqERFColroEhRhpaMGWl0bp6I47uXhCCgNtDQkEu2bOqUOt1zLrzBmZ++SbSp01Bqdfjs9ljgu/IKL279uPoGaBt7SYUajWJ+TkTGrqAy03rWxtpeettNv/0d8csvX1S/OzOaRPOEFEpSpetm0g0wpB7mNbhNlpH26gfbOBgzyH6HQOkmjL5xeP1uLxBTFoTZq0Ju89O51gndq+dZGMSB7oPMOoeRa/1M2+KGYfPgVqhJhQN4/aF8Ia8OH0u8pPymVcwlwS1hWAkxFhrN6tu+wnPnns3I4dbeHrxl9BaTURCYQ797UWqH3yZXT9/iF0/f5jB/Y0AXL/1HyROyj3h3CKhMM0vbfzAc9D8xnq8o8d74n5YnD39pFdNjtlQvgfhQJDkshIiwSCeUdtE3YDbw+b//j2TLjwbKSrhHRljsLqOhMI8dIlWWlatZ/BgLfv+/hjeURuj9S24BoYRCiXO3gH2/PVhAEYbW2h6fe07Y+rtJ+D2EAl+vuI3Kpc9dYNy2VOdymVPReP/bzgFzfokSZouSdI04PvAL4/a97/AzR+ijf+QJGk6MB24VQhReArGJXOaqF129w21y+7urF12dzT+/1TcR585hBDKT3sMHwbZAeIjEnC5GThQgyRJ5C6cTdjnp/GV1eiTEqi89lLakxMwZ2dx+LHnKFi2AFtbFwkFuSQW5gEQDgZRqtUEPTEtg7NvEI3ZSNDlxpiaQtG5S6l9+mXMmemUXrwCXaIVlU6HEILGV97CZ3Ngykyj9OJzgJi3aTQcwZKTgd/uJOB0E3S5CHl9JBTmYc3NJuT1oVCraVu7CSkaxW93Yu/sIaW8BF2CmbGWdgIOF0IoyJo9jeTSIsJ+P4klhRx+7HnGmtsJewOkTJ7EcF0zroEh9AkWAi43ugQrW37+B4JuLxqTkeTyYlw9feQumsNgdT0BlxuN0YCtrQO/zY5Cq6H4vLM48M+nOPzYCyQW5aExGUiaVIjWYqbhpTepvP6KT/y6OrwO3EEPvpCPEfcIOpWWYDiIVW/FrDfhC/kJhUPo1FqEiHD2zDS0aolBl42y9FJsHhtOvwutSse4106aOZWIFGXQPYQn5EUhFHgCXiSiBEOQaDSDCKMWKgadQ3St38v4a4dY+n/3kfMfFxM1q0gpKKb4sqUE3V7qH3+L9lXbmXnPtZjz0hna10gkEOTJ+bdz/fYHUSjf+b2p/scrFJw3j4FdNfTtqWa8vofSK5efcN5jrR2YszKw5GSg0uuO29+39xD6xASSSgpOeLzPZkeflEDI6/vAZfPqx54nvbIcrdVMNBxh4EAN+uQEqh99Dq3ZhEqrofTic1CoVfTtOUjuwjnYWjqYeccNDFbXk1xawlBNA5FAkKSSAkJeL0qNeuJ+seRmo7W84wzUs2MfQqlEpdOiUKtIKi4gqfjE8/h3IS64PQgY4kX5wIPKZU8R2XTDU6eoGwswfmRDkqQNQohlH+H4Izea5xSNR+YUExfcjruPapfdzdRNfz0l95EQQgE0AQslSRqJbzcDC4i9IPiAGUAacDtwS3zfbkmSbou34Y6P8zxgELhOkqQjGoxrhBD/ByQAd0iStPVd/S8Dfgq4gBJgI/A1SZKi8Xb/DpwD3C2EmBsfA8A/JUn6Q7yNHwM3ASNAD7BfkqTfnIrz81GRhbmPwHBtI9FIlOSyEgYP1uLo6SexIBehVBAJhencvJPenfsxpnej1GqIhCMM1zWh0qgpWLYIgKXf/waDh2oJebwADB2uR6lR07VlF8bUZIJuD9nzZxH0+ujZeSD2gLskJriVXnIeju5etFYrm/7rt5SvvJDUyaXorCZ6dx4gZ+4MsmZX0fLWRiLBEEklBex78AmigSBKjYac+bPo2bEP37id1CllhH1+rLk5SJEo0UgEfUoifXsOIUUiBF0eksuKmXH79Ti6+1DptYw2tuHs7UefYCH/rAVs+9WfyZxVSUrFJIZrGgn7/YzUNCJFozi6+0nIy8HVP4hKpyVz1jQ8QyOM1DXS8uYG8hbPxZCSDFKUgMtDx9vbCXq85J81n97dB8iZN/MTvbaNw00ohAKLzkxeQh6BcAC9RofL78Kis9DUHiQh0YdG68buczB3chJ2vwOn30nHaCdRKYperSMnMRutWkOWNYue8V7MWjOTMyvoGO1EpVShEkp0ajfhSBCfw0VtoJbwmJtQ7ziRASfrzv8BOYunkXPubESRAv+Yg841uzCkJjLzvi/Q/vo2RqpbUBl1jDV2kDylCIVSScNTa8hdPgtTZgphrx97Wy+OzkH6th3mkqf++z3nXfv0K+SftYCCpfNPuF9rNqE2HCvk9e46QMDlpmjFYnb/+V/MvfuLGFKTaX5jHelVFcfUtbV2YM3LoXPzDrJmVdG5eSdSNErI6yN3wWwsOZnMvOsWWt5YR+uazQTdblInl6JQq3F092HJySTo8ZKQn01icQFNr61FKATWvCxsrR3Y2rupuOJCADRGAwqlkrrnX6f04nOYcu1lseVzCXb+/u+YszI+5l3ymeAXvPMAPoIhXv5xHsJ6IcQhYoJYJnD2SbTxv0KIHxF7cP5JkqThjzEemdPL6bqPJogLTU8ANwJ/ICY4VccFO4BEYsLbZcBrwCLgTmCvEGK6JEmHACOwT5Kkbwoh/hO4H/h6vAuVJElzhRAXxcvPOcEw5gKTgS5gNXAl8EK83d2SJH1bCDEL+CIwDxDAbiHEZmLy01XANEANHAD2n4pzczLIwtyHwGuzI4XDuPqH0JoMaIx6DCmJ1D7zKnmL5qDSaTGmJtG/9xCSJKE26BEKBc6efmZ/5RZ8Y+OEfT6iYQ1Bt5vGV9eQUJBLWmU5ky6M/SbmLZ5HNBRipL6ZoZpGsmZPQ2s10bf7ICjAkp2Fq38Q9+AwRSsWU7BsIRqTAaVaxXBdM0Ur0kkuK0al05G3aA5Dhxuof3EVRKOojAbSKiaRXlWBJSeT0eZ2ml55C7XJwNTrVhLyeomGwyRPKiLo9tB/oAaiEgUrFrPx/l+TOaOKwep6EksKcHT1IkWi7Pjd35GiEv37aylesRgpEmXabV+gbfUmnD19mDLT0CdaMbQm4Rm10fbWBpQaDeacDMY7ehiua0Zt0GPOSsfR1UfSpEIyZ04lqSiffQ88/okKc1EpSoI+gUgkgs07zrjXTll6GVqVjmHXEBISNq8HS6KEWmiozJpKy0gr2QlZWHVWNCo1kWhMmFMr1WRZswiEA1h1FrQqLe6AB5VChUahYcwzRqoxlRH3COpBP2YhsGbkMpLhY1PNK6iTTLSv341n0EbZZctY+j+x36Wpt11C59rdbPvRA1Rcfz7O7kEC424qrj8fgPZV29nzP49x84HHmHXfdXSs2cXwoSZu2fM47sFhRpva8I/bSSjMw5SeOjH3s378TdxDI9i7eunff5igx0PZJecyVF1PwbKFpJSXxARtr4/kktiqmEKtYuhwPUUrFpM9dwZ+uxOlRk3h8tgLiyRJ+O0ORhtiHtBai5n0ygrUBj0KtRpzTgaOzl7G27swpqXg6h8i6Pbi6htEoVETcHkwpqcwdLie0kvOndDExZbpVQwcqKHkgrNpXb2RwcN1ZM6YSkJBLoPVdSSXluAZHo3Zi/oDKLUaUsqKmX3XzaiN7342/VuS9xHLPyy++BIpQogFwGNCiKnSR3M5/g9Jkl4QQpiADUKIhZIk7fiY45I5PZyu++jdPAS8SkyYux14+Kh9r0uSJAkhaoAhSZJqAIQQdUABcAiIAs/G6z8BvHTU8Uc+74/XPxF7JElqj7f7NLCYmDAXAV6M11kMvCxJkide7yVgCTEztVclSfIDfiHE6x9t6qcWWZj7AMaa22l6bS2WvCyGaxqZ9eWbUGq1dGzcTkJ+NkqNGnNmOg2vrkap1pC7aA4hrw9LTixUx9ChOnIXzaH+hTdwDQwhhIKF3/kaY02tCCEI+2PLtFOuvQyVVkP23BlkzZnOoUefw9ndh1ApUel0tK/bTEp5CTO+eB3j7V04uvsmgvEuu//bjLV04B+3Y0xNRp+UgKOnD6VGTerkMjRGAxkzp9K9bQ9pleX47Q5QCqLBEP37qxlracfdP0QkFEKKSiTk52Dv6Kb5tbVEI1GCHi+VN1zBUG0jHPnpliRKLjyboMsdy4GlEBCNEgkGUajVDB6sJeT1EvT6UKrU6DPSSCrMwz00QubMKgara1BoNDi6ehFKJZkzKkmbUgrA8v/6j0/0GgfDMZsqrVpDljaLcd84jUONmLVmJqVNQqfWISphzGujOLUYjUpDVIrSMtzK9Jxp7Gg9SK6ljOKsmLAmSRLeoJeoJGHRmWkYbECtUGPVW1AqFLTV1mAajeLd0UJoaQH9vaOI/kEue+GXtKzaim94nN63D/DCRfdhLchicHctK1//LR2rdzLj7mtY8ouv8tfU87lx179IKs3HMzjGkl98DZVJz5Nzb2fZ7+5FZdAScseW8oerm0FFLMxNTz9Dh+spPves+GWM2agF3R58Y+O4B4cYqmmkd/dBCpbFbNzHmtvo3bWfKV+4HLXRSMubG6i84QqaV61npK4JoVBgSE5En5xINBxm6HADLas3kj1nOlOuvYy6518ndUoZTa+uwZCajHtohEnnL4stzUYiBD0e3MOjCJWSrPLJGJKs9O46gNpgwN7RTTQapfmNdajNRohIGNNS0FnNhLxecufPIrEwj9GmNhpfWc2kC1eQWJSP2qDDMzxC65rNnPWf30Kl03LwoaepuvFKVDodtc++Rt7iuViy/+20dd3ElsROVH5KkCRppxAiBUgFPrJ2TZIktxBiE7GHpCzMnZmc9vsIQJKkHiHEkBDibGJashuP2n3EgDp61Ocj2+8luxz9cnHkmMiHrH/0tl+SpM+UO70szL0HkWCQQ48+z7RbryFj+mQ0ZiPuwWE6Nmwlf+kCdFYLOfNnoTWbyJk/m8NPvsBwfRNag560qeWMd3Qz3tbJpIvP4cA/nyTsD2BMTQYJpEiYtKnldG/bQ/q0yYx39CBJMf1tNBJl+6//ijk7nanXXc7hJ14i5PXG03/FwlQkFuWTWPTO92zocANNr68lIT8nljrM5yccCKBPtOIZGsHmdNG39yBJRfmEfD56tu/FmBJ7ILav30I0GkUKhZGEQK3VYMnJxNU/xLRbryHk8TJw4DAH//VUTGiTJFCrSJpUyPDhepz9gwi1mszKyVQ/+jz6tGTMmWkklRczXF2PJEHY6yO1YhKJhXn07TlIOBAi7AuSNbmM/gM1WDLTMWWkEI1E6Hh7G93b9jD37i9iTEv5RK61w+fA4XcQjUYpSC4gU51J+1g7GZZ0lELDmCOAEgMb93VReYkeIQTZCVnYPON02broG9CRbYr5EmmUGjwBD56gl0RDIkII5hXMxeax0bh5B3qnwLbnIO07Wyj55+2Mrapm5OW9ZC+sYtfPHsLZPUTRxQtRqFV4+scYb+xGCMGq639M1vypLP3l1xAKBffY1gPQtWEvtQ+/QcDuouLGC9AmmkmdXoqtvoOSy5cCsPP+h5nxzatw9PcSdLtJnz4VgI5NO+jfW03qlNKJF5OzfvwtouEwiQXvOFRkzKxkpK6ZptfXgCSRXlVB15bdKJQKClcsoWXVeqKRCBqzifTKcoRSBSLm2ND42lq8Izb0SQmgEDh6+rBmZ9K2LhYCZ8vP/0jh8oVkzajE1t7JeFsHCflLmHzNpWhMRnp37cfVN4hQK/EMDFNx5UU0vbaWzs070ZhNjDW3s/03f2PePXeQXFpE+/otaC0mpGgUjclI6cXnoFSrCPn8jLd14h4aIyE/m+w50zCkJDJYXcdoYytTv3A5EEvLZ8pMO8YG8TPGDzjW1gnAGy8/JQghygElcFI56IQQKmJLVn8+VWOSOeWc9vvoKP5JTKv2+EkIUArgauAZ4AbgowYynRt3xOkCvgD84wR1tgKPCCF+RewxfQUxhx8V8HchxC/jny95j+M/EWRh7j1QqNXkLZ6LSqNhuLYJpVbL7LtuQaXV0LFxO16bHffAMM2rNjDlmkuxt/egNRnJmj2Nnp37mP2129Do9egTreQumE3r2s2odFoKly3k8BMvYu/qRZ+cSNgfoOqmK1EoY8KAQqmg+IJluHoHGappJLm0GM/QGAqVmpSKSYT9flS6Y22YUipKCPv9eEbGGGtuRwgFUlRi6k1XIBQKDvzrKUQ4jL2zh4DHg0qvw5CaTDgYJBIModZp8Xt86BOtCLWKzk07MWeksf8fT6CzWhhtbEWh1RANBNGYjIQDQYrOXsyBh55BZ7UQ9HgZa2tHbdRjSExApdOQWj6Jzg2xDBiG1BQ63t5G4p03oVSrCHu9EI3iHbUhhSM4e/o48M+nSSzKY7y9G6FUcuBfT7Hw219BqdGc9mtt0pkoTinCorOgVqppHm4myZCEVqXjrX1NOPzjlBdqWD4jA6USXH4X3bYeEg2J5CXmkjB7DLUq9kLXPNxCYXIBOrUOnVpLgj6BnT97iKJLFpFvzeXQUy/St+0AU/7xJQJNI+Sm5TPlNwtpeXUzxuxU9GmJDO1vovCCBZjy0uhet5fSq5bTsXon8390O29/43eUXnM25tx06h55g/49DRiSLUz/2tUkTsql5LIlrP3Kr9CYDJz7t+8CkLWwkvSqyVgKM+nesoe8BXPo2LgdjcmIhMRwTSMDB2qIhkLYO3sYbe2kd/seqm6+GmtuFtacLDJnVuIbtbH7zw+hMZsYb+0kc840sudMJ7m0iO7tezCkpeLq6ceYbiWlrBj34DDOnn6mfuEyLNmZpJSV4B214Xc40CVa48uzKoZrGik+fxn27h50CQnxpfdeXP2DZM2ZzlhzO9Nvu57ODVtJLi1i6Y/vIxqO0LvrABVXXIjf7qRv70FGG1pQqFQUrliKKT2FaCiEKSMNgLrnX6fo/OW0rn6b2XfdjCEliebX1xMJBSk6Z8nEvdC6ZiOll5x7zFL0Z4nIphueUi57CmK2TXnENCk/OAXOD0ds5iD2QLv1yINXCLEVKAdMQoheYsbma07QxhGbOQ2wgWOXxGTOIKZu+utTtcvuhnfdR6fA+cEQv0eO8DtiQv3DHLvE+mHxEBPIfkRMS/yFj3j8XuAvvOMA8fK7K0iSdEAI8QiwJ170T0mSDgIIIV4DDgNDQA3gOIk5nBLE6YiyPnv2bGnfvn2nvN1PksZXV5OQn0vG9ClIkkTXll0MHq4nc0YlI/VN6BKsqHU6xto6MaenoDYaKFi+mJ2/+VtMS2EysOg/7gYhaHr1LUovORdJkjj0yHOEvD4ypk8he850opEIWot5IhenFJVofG01AbsTQ1oKpRetwNbWRdvaTaSUl+AZGSN3/iysednHjDfo9rD/H0/gGbXFfmojUZQ6LUq1ioSifDKmTSFgdxIOBGhbt4WkkgKkaBStxYJvzIY5K4P8pQvY/+Dj+G12kspKEEKgUCpJKi3E3t6FLjGR7q27kCIR8s5aQPe23RCVsORlIYUjzL37dqoffx5nbz/z7/0SKJVs+8UfUZsMBOwuis5dSiQQIhoKodCq6dt1AIVaTdDpQmM2kjl7Ol0bt5O/bCFJJYUkv4cH5emgy9aNUijITshm3DuOBGyubSISUVKapyMSjVCcWkRtTwf/9c8ufnl3LrPyY3Z9495x1Eo1Jq2J9pF2ht0jlGeUY/OMoVfrse9swV6oxLa6hub/9wQl376ciq+vZMQ/SnRtB3lVU1j3gz8Q6XGgNuq4Zt1f2Pf7p+nfVk3GnAoq77iMA396jvP+8X0an1mLs3sIXZIFz+AY+37zJF8fXz9x/wRdXvb8z2Ms/tlXgFi4jmgk5sHsHhxmvK2TzFlVOLr7yJk/C12Chf591QiFEmtBDgG7E6EUtK3ZTNjnJ2/xHNyDI6ROKad/fzVTrrmUuuffACTCPj/z7/sySrWKweo66p9/g0kXr8CQkkTdc6+TVBzzOA35/LiHRsieM52CZQvZ+ss/kz1nOo7uPtxDw+gTrSg1WjwjoyAEUihMxuxpeAaGsOZlY8nOxNHdx3B9M8aUJCquvgR9goW6515n8tWXMNLQQs/OfeQunMNYUwujjW2c9eNv4uwboOGltyg4awGu/kHC/gC6RAsBlyc+Nh9SNIqrb4CsOdOxZGd+YvfbeyGE2C9J0ucqPpbM55t4PLjfS5K05AMrH3+sW5Ik00n2uwz4jiRJl5zM8fE2THGzAQOwBfiyJEkHTra9j4McZ+49yF8yn+SyYgCEEOQvmYdSqaRt9UaEEGgMBkAiEghgykwnEgxT/fjzlF1xAdNvvZas2dMQChFzLohEEUoltU+/QvKkIhKL8jCkJNHw0ps0v76OxldWT6Tialu7ifHWzrjHbA0AScX5lF9+AebMNFLjAl3vrv10bNw+Md6Qz0/5ygspWLYAS1YGCo2a5NJihFAwXF1P375DNL+xjrY1mzBnp5M5s5KMaVMYrmnA0TtA0blLOPjQU+isFkovPQ97ZxcIsLV1oDUacA+N4h4eiUXlVwj69xxErdchFAqSigvJWTAHoRBYcjMJebzs/svDhH0+VHo9SqUKJAmFSsXgoRpSKkoY2FeNQqUiffoUNBYTUkSi6OzFlF95EUG3h4MPPU3dc699ctc7KY+cxBzqBupRKpTsrXfQ3O1ncMCCSqGiLL0Uq95KVmISZ81IQKN6R2OYaEhErzbQPtpOQUoBs/NnkaC3kpOYQ6oplYoLlpKlTiGwowMUAtumenbe9lva/uNp9n33Qd68+xcknj2F2Y9/k6qvXMWW7/+V2n+9Rtn155K1sJJIKEzP5tjvQ87SmQQcbjJmVxAJh7l6zR8nBDkAjdkwIcgBKDUalBoNmTMrKVyxmCnXXkZyaTG2tk4GDtZy6JFnMWdnYExNwtU7wGhjK7nzZxMNR9AnJ1JywQqM6akMVtehs1jQJSSQMa2CpKJ8hELBWFMrEMsYUnTuEnIXzCZ5UhFLf3gvpZedB0olapMJY2oyA4fqCHm9qHVaMmdWklicjykjDd+YHb/ThRSVSK+agtZixhr3Ys2eM53huiY8I6NMumA5aoOePX/+F5FgiMobrkAoFdQ99xq5i2bTsWEr3jE7OQtmEQmFEQolqRUloFRQcsFyyldeQObMKjxDIzS9toZoOEz2nOkkFObRt/fQRLy6I0TOkAwlMjL/rgghvkfM0eD7n/ZYTpJ/xDXWB4AXPy1BDuRl1vdEn5RA2O/Hb3eiS7AgFArmfO027J09GFKSsHf1otbrQKGYiDvntzuwNXcw1txGSlkxW372B7RWM8mlxSiUSqpuuhqFSknnll00vb4WIRQx+5xgcCI3pS7RyvQvXodKq0Ft0BPy+ujasgtzTiZ+u4P8xfOAWAYHn81BzdOvUHn9SkYbWgj5fKROLkNt0JMSCKG1mKi8fiUbfvALAnYXkhTFkJpMyO2lbfUmSi5cTtll59H02lq2/vLP6BOsuIZGUBsNmNLS0BoN6KwWWtdsQqFUMt7STuacaRAFlU6LNTeL/v2H6dmxl2gozEh9M5FAAI3ZzOQrL8LR2UvQ5SaiiXkwDh6sQaXT4+ofwpCaQsjjpW/HPlAqSMjNimkR83OwZKWTUl6Cs/uTzUvqDrjRqrSYtWamTwpitBqYU1hI3UAd3ePdlKeXo9do+NLFk+ke76Z3vBe9Ro9aqcbpc6EQSgQClUJFJBrB7XdPZHLIKyxlW/co+tRE/P02Cn51LV2/XcXM793E0J56Als6qFnbwNUv/QYpFCLiC9DxxnaKLl1M/jlzUem0REJhah9+nfHmbkYOt9LwxBrylr6/1+8R28qGV95iYP9hzv7v7yJJEqa0VKy5WeTMm4FQxELrdG/fQ9asaYy1dKBUq8icPY2g281gdT2pk0sxpiYTDvjp3LiDrHkziYbDMYeKmkZ0iRa8IzZ84w60FhMDB2oQCgWOzl6SS4souvwCWt56m/b1W0mdXErH21sJef1Mu+UaWldvZLyjG53VwuQrL0ShVDJU04AxNRlzVgbTb72W9vVbMKQm4+jpY9aXb2asuR3f+DjO3kFW/Px7HH7iRaRolOw500kqKaBjw1a6tuxEkgAhSP9F7FmhNZuYdsu1BBxOhmoaADClpzJc24Q5M33ivHVs3E7/vmoyZ1QeswwrIyNz6pAk6VfArz7G8SellYsfuwnYdLLHx9s4YwIpy5q592GoppGuLTsBCHl9NL2+jtpnXqV17WZCXh/DdU24+4dY+O2voLNaKLlgOZMuXoFSq6H0svOovOlqSi44m+Haxol0VT67g+6tu4gEQyQW5ZE5fSqFyxdhzctmrKWdSCCIITkRtcGAZ2SUtvVbGTxUS8uq9diaOybG1rF+K82r1pE6OeYBmr90Plqzif79h+lYvxXPyAjtG7YS9vkQCiXuoWF0iQlM/+J1TL1uJQGXC3tnL52bdxINhZBCYRJLCtGYDBStWEzGjCnkLZmHLsGKz2an8JwlGNNS0CdYGW1sxZCSSN2Lb2Dv7GHq9VeQMWMqOqsJa342FVdehCkzjZY3N5BSMQlJkoiGI+QvXYDPNk77+i0oNRrmfO1W5tx9G6b0VNxDo4x3dtO1eRedm3YyUteMIS35E73eOpWONHMqbr+fttFuqnLLaR5uRq1U4wv6aRttx+6z0z7WjkqhosfeS894L06/i3A0zLh3HG8wFj9w0DlE13g3HreLh6dcx1OL7sTtcpB06XQSZxZTPGM61nklmCwWZnxxJVe99lt83SOsvuNnFJ6/AHtbH1e++Xu61++l8dl1LPvtvUiRCPv/9Bxzv3cLk2++kKW/+hprv/xLxlt6jplHzb9eY/3d/4sUlSZeNCpWXshZ//ktIKZprrzhCtKmliMUCtrWbCTk9lB22QX4HS58tnFm3nkDo/XNqHQ65nz1VrLnTMOYloLGaCSxpICeHXsRCgWWghxGG5px9g4AMc3ywYefoeWttwEJa14W+WfNx5qXzey7bo55zA6NMNbcgXtwGIVCQeV1Kym75Dx0VgsHH36Wrb/8EyqdjqDby1BtEyMNzYy3d6HW65hx+/U0v76W9g1baX97B0IVc1QoWL6QSDDEaGMLDS++Sfq0CrRWC4XnnjUR/ucISrUK18Aw+UsXcPDhZ1DpdSQV56NLTKB7+x78ThdDhxuouOpihusa3zMlnoyMjMyZgqyZex8GD9VhTEtmsLqe5lXryZ4zjcXf+zqD1XWM1LdQsHwhrvhDrOKKC2PLglGJ5ElFsdhYRXnYO3uYfM2luAaGaHz5LdKnT2X+vV9i+//+H5mzpjNS1zgRaDVn3kz2/f1xRhpaSMjPYbSpjaDXy6w7b0SXkIAQ79g3+p0uAnYnGdMmA7FI/I7ufvRJCUy6+BzsHd0o1Wr2PfA4UjSCKSeTsNtL61sbGG/vJqEgF/fgEL6xcfRpKQgk3ANDBMadtK3bwnh7F+2KbSQUZKNPSqDxpVWkTq3Aa7MT8npxDQxjSE5CkiRqnnqJuXd/kWgozGhjCynx5em599yOe3AUKRxhrLWD1rWbkABLVgYBhx3P0ChKnRb3wBBqo5GaJ14idUoZY20dBB0ugh4P2bOnfWLXW6VUYdVbae5x8ofHvPzze/GYaSE/KqWScDSMRW/BF/IRJUqaKY10Sxpdtm4EMDlzMhplLEVVujkNi86MWWdGoVIx+zs3suaLPyN38TQqLz0Xk8lCyV9+Ss/mA0T8QVR6Lddv/Qf+uAb14if+CyEEFz56P0P7Glh71y+5cddD3D301sR4y65eQcasCqyFWcfMo/y6cym+bAnRcJiRhmbSqyoQKtU76bOcLhpfXU3+0vm0rdmMNS8LpUZNUnE+YZ8PfVIiapMRKSox0tBCUnE+LRt3EAmGUKiUaBMsZM2aRkJhLh1rNmPJyaLw7EW0vLEelcGAe3CYSDBIw0tvIkWiZM6spHPjDvRJMS2lSqclvbICa142w7VNpFWWkzaljOGaRiJShMSiAnRWM1I0ykhTG2MNTWTPnYkuKYGmV9cQDoWQJCm2FOty075+KyGfjyXfv4d9DzxK+rTJ2Dt7yVs8D63ZhD45kcHqekYbWph8zaUIhWDgwOGYuUNyIt7Rcbyj4wRcLtQGPZFAkPn33hnLdJKU8L4pymRkZGTOBGQHiPch5PXh6h9CZdDTs30POQtnY40bSffuPoAxNZmW1RupvG5lLPQCEPYHaN+wjbDPx+SrL2H3nx8idWoZvtHYEpSzt5/CFUtIKsrHnJlGz4595C2ZN2H3NFzfjM5qRqnVsPN3f2fBfV8+JkTHwYefYfJVF6M2GAgHA2gMBqSoxHBtA56RMbRmE41vrEMKhUGSKD5/Gdb8HKy5WSjVavb89WH8405KLlxG0OvH0dVLOBAgd8Fsenfuxz00TCQYQgiB1mLGlJ6Co6efkN9PxB9AqdFiyckgdUo5rWs2kpifg7NvkKJzlhDy+dGazaiNsWDGrWs2EvYHQJLIWzwH18AwwzVNKNQqwl4fi/7f3TSvWk9CQQ4Z0yvZ9cd/kDN/Fm1rNqFQKdEnJ2FMTabqxis/8WsPUDdQjyfoQafS4Qv5SDGkkG5No6a/luLkIjpsnehVegpTChlw9FOQXAACItEo4UiIYdcwxanFE+2F/QFUOu0xfTw6/SYuffYXhDxe1n3lf8haWMnArlpu3PXQMfU61+4m/5w5CMV7K9NfvfK7zPv+rWTMmXzcvpqnXiZ73gySiguIRqKMt3eSPKkIgPGObkJeH2lTyujbczAWxy3BQvvb20gpKyGlrJix5nas+Tns+9ujGFKSGe/oInfBbJz9gxSdvRif3U7rW5soWL6QtnVb0Oh1+J0uosEQlpwsAi43QqUkGgwSjURIm1JOyOPD2dfP5KsvZay5jf69hzBnpZMzfxbuoVECTheeoRHcw6NkVFUQ9gcIuD24+gaxZGfi7B9EoVKhNugwpqXg7Oknd+EcOjbtYO7dX0SKRBiqrsfZN0AkGMQ7YmPJD75xzDkcrmvCkJyIxhxbrWlbu5mh6noW/sdX0cSDDIcDQfr3HgIge95MlOrT9w4sO0DIyMicDLIw9x54R220rtlI0YrY8qKzb4C2tZspWrGEhHgMrrrnXsOUmUbmzKqJH/4DDz2NOSudiD9ISsUkml5fiykzHXtHN6UXn4OrfxB7Rw+GtGQKls7HlJFG7+4D2Fo6cHT3kTmripTyYoZqGtEYDRNR9Y8w2thK0qRCpGiUbb/8M4u+eze2lg46t8S8TBML87HkZOIdtxMNBik8ezFKtRpJkgj7AzS8+AbDdc3kzJvJYE09YY8PpUZN6WXn0/DiKjQWE0GHC21iAon52bFxmE2EfT6M6amkTS2nbc0mLDmZFJ+7lPoXV1F62fkM19QzeLCOlIpSxhpbyJhZyWhjK4mFeeTMn0lScQGHn3wJW0s7Co0aoVAQDYU568ffBGJpzcaa25GiEVAq8QyOkFhSgDk9jYzpUz7Zix/H7rUTjoZJNiZj99lx+Bzo1Xr6HQMEw0H0aj05STkkGRLpdwyQakph1D2KPxygMLlgop0xzxgj7lHK08uO76O9D2th1jveqG4vvlEH1oKP7lk5UtNKYmkeKu3x4VzcQyPoExNQat7RMrWu2YguwXrCbBtDNQ20r9tCJBxm8lUXk1RcQPVjz6PUaQAFYy1tKBQKchfPJWB3MdbSjnc0FnZMn5CAKTONxJIC1Dot7eu3UnrZeTS+uIqic88isbiA8dYO3EOjjLW0k1JWgntoGPfAEJFgCGteLpGgH9+4I2ZyYDIy6fyzUahV7PrTP9Gajfhsdqbfci32rh6cvQOxYNQzpjLe0Y1SpSKtqoKAw0Xe4rnUPftaTIATgrzFc0nIz5mYp6O7D1f/ICMNLShUSgwpyWTOqsKUloJ31IbGbMIzNMzAoTqISpRcsPw4gfxUIgtzMjIyJ4NsM/ceuAeHUel0KDUaNv/09xjT0rDkZVP77Kt4x2I5plPKS8iZN2tCkAt5fRjTUrBkZ1K+8gIUKhVhnx//2DiV161EazYy2tiKyqDH3tHN4Sdfwmcbxz/uICpJKLVqIqFQTLul05K/ZB7RSJSQzz8xrnAgQPMb61Cq1cy/70uotFrSppYz+66bmXnHDaRNLSOppIC0ikmodHoUShXeURu21g6qH30OoVCQOasSKRohc/pUSi85B2NaCvaOHipvugZTWgppVZOJBAJIUQmtxUzm7KrY0nEwiN82TsWVF+IaGKJn134ypk3B0dnNSG0zVbdcTfnK81n6428yWF1H2OvDOzpGzVMvxwITSxLRaJRZX7oZQ0oyR79IDNU0ghAIlQq/zYF7cJiMqsmfmiAHEIgEUSnVCCFINCRSkFxAuiWdsvQychKzKUjJJ8mQSCQaweaxoRAKQpEQOtU7cQB7xnsJhAMUpRQSjUR4tOpGvCMTOcpJKMo+1hvVZDgpQQ4gtbLkhIIcxIz8jxbkILasnzYlJmAGXG5G6psn9iWXFuMdG8eal4M5O7aMW7hiCbaWTqLhEJXXX0HI4yVgdzJc04AlO4OkkkLO+vG3qbrpKhIL88ieVQVCwaQLz8aakwVCkDSpCCkapWfXAfr3VWPOSqd3zwGMKcko1Wqi4Qiu/gEcXX3kL5lP8XnLsDW3c/jJF9FZzWRUTUYIQTQcpuGlVfjGxqm84UpSykpQqLXY27sZa26ne9seilYsoeHFVYy1duB3uDBnZ+LsiTnVuAaHY449ahWRUAQksORkI1QqWt5YhxSNsvdvj1Dz1Evs/dtjFK1YQlJJAd3b957UtfmsI4TIEEI8I4RoE0LsF0K8KYQoFUIUCCF8QoiDQogGIcQeIcRtJzh+jhAiLIS4+iT6/qsQ4pAQoj7e16H430du613t/uBd2yeVjSJ+Dj6yIbwQ4pGPO4fPGkIIKZ6P9ci2SggxIoR4I759mxDiL/HPCiHEo0KIh0T8R1II8T0hxI1CiJ8IIfqOuhcOCSESPpVJnSHImrkPQdDtYe//PYIlN5ucBbOofepllvzgG8fVa35jPUG3m9zF81AoBFJUQpdgpm9vNcmlxViyMzj40NMEXG4Kli9CkiSaXl0TS2Zu1KNQKClYvpCk4oKJNvf9/THcA8OkT5vC0OF6yldeiHt4FK1RT+7COQS9XjQGA2G/n5DXT9Pr60goyKF7226MaakoVEpCHi9zv3470UiE9vVb0RiNtK7eQMlFKwi6PHgCErbaOiSfF31yArO+fDP2rh7qn3udsM+PymRACkXQJyXis9mQhEBIEmWXnkdW3KbNaxunbc0mkicVkTV7Go6ePmqefpn5995Fz469+B0OBvbXkFxahDE9hc63t4NKiUKhIGfeTEJ+H2ON7eQtnkv+0vn07trPYHU9ky5YPqEJPZNw+p2YtCYUIvY+ZPfaSTAkHFfPE/CgUWlQK9VEohFGalvJqDpeQ/eR+u4epPrvL7Pk51896TYCThdai/mdNvsGGa5poPi8ZYS8XjQmI96xcfY98BhVN11FQn4O0UgER3cfvbv2kz13JmqDjt1//CdZc6bj6B0gGgpRsHwRvbv24xkYZsG3v0LDS6vw251U3XglrWs3YWvpQKnVUnH1xTg6ekgszifodOPsG0Cl0zHa1EZiYS6O7j6CHi8LvnkX9o5uOt7eRkJRPvb2ztiyrdtLxrTJtK7ZyOwv30zQ40WhUlL9+At4hkawZGeSOrkUQ0oSxsw09v3tMfSJVorPXUpyaTGb//t3qI0GDClJVF63kp6d+3D2DTLe3h0ru34lbWs24xu3M+OL16HUqPHbnQQ93tOaAuxUaOb+81drb+BdwV5/+r3zTjrYa/xBugN4VJKkB+Jl0wAL0AO8IUnS1Hh5EbFgwH+UJOnheJkSWAf4gYckSXrhXe3fBhRIkvSTDxhHwdF9fVw+Toyyd7WzjJOIVxYPRPvGu8/HmULSzgXH3Ue2BTs/VtBgIYQbaAUWSJLkE0JcCPwS6JUk6ZL4vTAbuAf4O2ACbpIkKRo/fiNwLXA34JYk6TcfZzzxNpWftdRdJ0LWzL0HtrZOwoFYajeNyRjLQ+rx4OjqxZqXPbHvaEovOQeNyYi9s4fh+maqn3wR9+AIhpQkOjZspWXNRhzdfQilMhb/S6VCY9BjTE8ld/4schbMom/vIdxDI0DsARvy+JjztVtIKStm5p030L5+Kwf+8BTmrEzcgyNs+env6d29n779NTS8/BaO7l5SJ5eiVKvRJVnJXzKPuV+/nUgwyNZf/Bnf2Dgtb21gxpduJm/hHDwjNuyHq8lfvpjMmZV4BkfY/j9/Yai6gbDPj0KtIiEvBykSJqW8BCkqMeXqSzBnZZJWWUHdc6/Rsnojdc++xmhDK81vbsBvd6BQqfGPOwk4nXjHxgj5/My953ZCHi95i+ahS7RgSk3BkJLEaFMbo/WtGNOTaX3rbQYPN2Dv6GHylRcfFxz5TKHP3k8g9M49cCJBzh3w0DLSilKhxBP0Muwaxpf98Zfo1EY9CUUnPi/jzd00PrP2A9vY+7dH8Y7agJhJgRBQcsFy7J3dVD/2PEM1jTi6eln6w3snliUDjlhwZwDvmI2Ay4MpMx3v2Dg6s5HEonyaX1+Lq6cfCdj3t0epuvFKqm66itHmdiQJFGoVc752G/XPvEbA6SKltBihVJJWWYEQgpwFs+jZsY/0mVVIkQh7H3iUrq07SSopoG/PQaKRaGz5viCXpJJCFtz3ZdQGPcbUZDQmIwn5Ocy882Zmf/XWWFzD6nq8Q6MUrVhM7sI5JJfGnXO+cScKhYKx5g5cA8MUnLWQrFlVJOTnkFiYx9DhBlR6HQqVCltbJ81vrGe4tvGMz+UaF+QeJJZXU8T/PxgvP1mWA6EjghyAJEnVkiRtfXfFeNLybwFHv+3eQyyW2EfO4/pREEJcKoTYHdcSrhdCpMfLTUKIh4UQNUKIw0KIq+KpmfRxjc6T8Xru+P9nhBAXH9XuI0KIq+MauK1CiAPxv4XxKr8ClsTb+qYQQimE+F8hxN54f3fF2xFCiL8IIZqEEOuBtNN5Pj4OcUHuuPsoXv5xeRM4cn6vB54+QZ0/AcnALUcJchZAI0nSyIfpRAixTAixRQixKn7OHxAi9vYthHALIX4rhKgGFgghviWEqI3/3XdUGz+OH7tNCPG0EOI7Jz3r04zszfoe9O46QMGyBfhsDtIryzGkJjPe3g1RiYwZU9j1+wdZ/L2vH3dcQmEeCqWCodomgk43g4cbmHzlRbgHR9BZ484BWg2WrPRYrDqDAZVOgzEtBVNGGlJUwtU3yEh9MwGbG63VQvUTL9G3qRZFRM0FD/0QQ3Ii4+2dFJ69mJyFc2h6dS3aBEssEPD0KRiSk0irmkzY58eQlkrPrv2MNrQw7dZrIBpFazGj1saW3JJLC3H29DK6/yABp5PiC5YT9vrImFlJ3sLZ+Gx2hmoa0Vot6BIT0BgN9OzYOzFPEPhtdsovPx+1MZYYXaXTobVaWPidr9Lx9jZ8NjuGlCRMaSkkFOYy2tjCjDtu5MA/n2TG7dcT8QfQJyWgMRlpfOUtWlato/L6KzB+wqFJPgoVGeUTn0NSlF1uJ0vMCcfUUSmUgIQ36KVnvPeYYz4O+mQrlXdcdsJ9IV8A3+gHZ5RZ/N137l1n7wBBtwdzVgaJRfnM/uqtuPoGiUaOfVnt3LyT4bpGhBAUrVhCwOUm5PGiNhlxdPdRNrOSwUO1VN5yDQ0vvUUkFGLvA4+x4L4v07f3EI7OHpR6HSP1zZRfddFEqJ32DVvJmjUNU2Y6LW+uJ6WsBEdbB9NuuZbR5jY6N25HpTeQPKkQndWCSqdjvKMbSYqSu2A2kWCQ8Y4e9EkJ8RAmehxd3Zjj8Qo1ZiMqbUyIDnl9sbBC9U34nS4sOZm4h0ZQqFRxZ4+SY+bstztx9PSRXlWB1mpirLltQiA8Q/kFx+bTJL79C+BktSpTgf0fof4BYum9EEJkE8tluRyYc5L9f1i2AfMlSZKEEHcC/w/4NvBjwCFJUmV8TImSJL0ohPi6JEnTT9DOs8S0P6uEEBpgBfBVYkLNuZIk+YUQk4gJIbOB73GUZk4I8eV4f3OEEFpguxBiLTADKAMmA+lAPXCsp9OZw+m4j47wDPCf8aXVKmLn4OhgjjcADcAySZLCR5WfQywN3BG+KYS4Kf55XJKk5Sfoay6x890FrAauBF4AjMBuSZK+LYSYBXyRWL5gAewWQmwmJh9dBUwD1MTu64/yPfhEkYW5ExD2+xlrbqfssvNoX7eFtCmlGJISmHrdSlRaDVIkwoJvf+WEx7oHhunbe4hIIIBSp8U1MMRQTQMBlyumzXDEMj24BoZJr6xguK6JgYO1uHoHmXXXzbS9tpWkyjwigSCtL21Gk2Ri4ffuQqtORGc1o9CoyJpdRd0Lb9C9Yx9pleWUXX4+5uwMap96mdxFc2l6bQ1pleU4uvvY+9eHseZn4xt3EA2GcPT0Ye/qoW/vQZbd/21y5s4gc0YlHW9vxdbayWhDC8UXLENrNqExGgj5fDh7+gi4XPTu3IspKx1baycZ06eCUKA26nH2DmDOymDLz/5AwfJFDFbXkTNvJobkRBKL8hiuayLgdBH2B0iaVET1Y8+z7P5vU3HFRbSu3sj0W66Jn5MhrPk5+Owu3APDJBbmfWLX/OMwEAry++Hu44Q5rUpLWXoZerX+lAlyH0TatEmkTZv0kY45Ypfo6h/ClJFKz459ZEyfgsZkJBqJsuevD5G/dD4VV1xI4fLFOHr6UOl1+Gz2CXMDKRpl26/+QmrFJDrWbmbe3bfRvXUXw/XNuAeHKb34HKRoFGNqCu3rt6CxmjGnp9K/vxq1QU/Pjr2kV1Zgykgl5PPh6hsEocQTT/eVMX0KKp2Wvl0HqLzhipi9pSRR88yr5C2eS//eQzi6+wBB0Ocn4nAy3tHN9FuvnfBelSQJW1sntc+8SurkSZRfdgGWnEzGO3pw9vRha+0g7PNTckHsmRBwe/CN2/HbnWgtZvb+9RGEQsHi791z6i7Yqee9vjSf5JdJHPX5D8B3JUmKiqNsQ4UQybzzYE4CNEKIlfHtmyVJqjmJfnOAZ4UQmcTyvx4JzHkOcN2RSpIkjZ/g2KN5C/hjXBC7ANgSXxK0An8RQkwHIkDpexx/HlB1lD2cFZgELAWeji/p9Qsh3v6oE/wEOW33kSRJh+NL5tcT09K9myMvA3OB7UeVX8Cx+Vt//yGWWffEtcUIIZ4GFhMT5iLEtMXEy16WJMkTr/cSMeFSAbwqSZIf8AshXv/Qk/wU+Mwss3b32Rkb97B2Y/MHV/6YqHQ6zvrxfWjNJqbf9gWEQoFSoyGjqoKUsmLsXb14hkdoeOlN9j/4xDHHFp2zhCXfv4fksmJUajUqjYakkiLGmtsZb+siY8YU8pfORyKmJUidXEZyaTEBp5N13/g5Q/vr6d16gMH9DSTPKESpV1L35OvMuucLTLnlIppeXUPvrgNkzqjEmpuJe2AEW2sn5ow0dAnWCUP3gw89gyE5iWm3XUvY52f6rdfgtztQGw347U6sudkM1zURjURQqlX0761myrWXYUxPpfrh59j2q78A0LlpJ5bcTNQGPcllxWhMBjKmVZBeWUHY78fW2kHJ+csYa24jb+l8hg7Xx0K6DAyz/ns/p3PjTopWLKH0kvM4+PAz6BOsLP3hfQQjESJqJcEEEzsfe5Yuu42+sVEaX15NxO+nbd1mRuOpoiLB0DHOEmcaeRodLxVXHVcuhECv1n8KI3p/opEo23/9V4Ie7zHlja+uxjtqI+z3I0WjAAiFIKW0GGtuFq7+QXQJZtIrywk4XPTuPkAkFMbe1UskGERtNjLe0U3qlDIGD9USCobIWzQXQ2oK1Y+/yFB1PTnzZzL/3jsJOl0MHqpjuK4Zv91B+coLSC4rAqUKndXC3HvuoOSiszGkJpNcVoJCIah95lUyZ1bitztx9Q1S9/zruPoGkMJhvKM2Fv7HV9FaTYT9PkbrmnD2DRIJhnAPjTDe3s3+vz+OWq8nbUoZky48G31SAoOH6hhraiV73kwyZ1bFHHcCAdxDI3Rt3kntM68SCQRRKBUY09PIXTz307hkH4Xuj1j+YagDZn2E+jOIaVYgprl6RgjRCVwN/J8QYqUkSWOSJE2Pa8b+E3jgyPZJCnIQS9j+l7gG7i5A9wH1T0j84b0JOJ9Y4vZn47u+SSyh+rT4vE7sbRQTZu85aj6FkiR9sO3DmcXpuI+O5jXgN5x4ibWRmGb0WSHE0R5wc3kn2f2H5d0PjiPb/n8HO7mj+UwIczv2dPLcK9U8/PQ+Dtb2UVM/cNr6GjrYxL7fPYVC9Y7S0tHTT8j7zoMvsTAXrcVMOBAkpezEWpDMmVVkzanCZ3fE3vj9AbSJVnw2B52bdtCxfguHHn0Ov20cgzEZvSmVnvUHqbj+IhZ8+8vkzZvL/Hu/hCU3B3vTAH17D+EaGGLKFy7HkpvNwP7DGFNTsGRnULBsIVt+/ifsXb20rd3EUE0jaVPLaFu7mZDbi0KlQp+YiKO7F6VGHdOQlRYS8vmpfux5ABZ86y70iVYCLjcqo4Gi85YCUH75+VRccRFll56HUqUkZ+5MJl91CWq9Do3RQN7iedhaO9EnJWLJzmTOV2+lcPkizJlp5CyYTdXNV5E9dwapFSWUXnIOCoOe1tVv07h5O+4EI+YZFagKsvH5vHi9XiSFYNod15OQn4O9I5bZoPqx5xltaDldl/xzh0KpYNqt1054YUMst2/VjVdiTEuh6JyljNQ3E/L5EUJQcsFylBoNtc++NiFUO3sH8IyM0fTaGlpWrUel06HWaTEkJVJ87lJC/gBjjS0MVdejUCpInlRIclkRvbv2c/jJlxBCQflVF5O7aA5qfUy76+jpZ6yxBVtrJ4cff4E9f/oX3pFR0qaUklRSROHZiwh6vRx65FnURgOpFZNQqFRIUYmsuTOofvJFfDY7Kq2W6V+8Do1BT9/eatrXb6Fv7yGSyooYbW6j8oYr0CclAiCUCryjNsZaOgj7/Uy/7Qso1Wpa39qIzmqh8oYrMGelozGZmHTR2WTOqJzwZj9D+QHgfVeZN15+srwNaOPLhwAIIaqEEMflOYtrXH5DTLAiLsgUSJJUQEwj8jVJkl75GGN5P6xAX/zzrUeVryNmMH9kjInxjyEhxHtFhH6W2NLbEmLLc0faH4jbcN0MKOPlLsB81LFrgK8eaVvEvH6NxBKxfyFuU5dJbOn5TOV03EdH8xDwX+8luEuStIPY0vYbQoi8uFDXeBIC2FwhRGHcVu4LxJbi381WYKUQwhC/TlfEy7YDlwohdEIIE/CRHFw+aT4Ty6ydPTYUCtDr1IzZfDz/Wg2Havu54OwyUlM+tjPSMWitJiz5xxo517/wBkKhYPZdN6NQKUkpjwlwaVNKaV29kbzFcwgHgiiUSoZrG8mcWYklJ5Ox5jamXnsZo42tZM2axlBNA4rEBKpuvJLu7XtRqFW0rdrO0I4mpnzxIkxZqbSs2cDBvz/PpKuW8M+SK6n40tmMNbQzVN1AwytvYcnKYNLFK7DkZpKQn4PGaKB390HCPh8KrRYJSKkoiYVHueJCpHCEyVddzMb7f838e7+E1mLGP+5grKkdc3YGSq1mwrMxGongHRpBCChYMp+uXjfBoI6SND3m7EzSplYw2thCJBSaWAJNKi7A2duPISUJQ0rSxDlzdPdhzc3CO2Jj95/+xfx778Q7aqNh/RZKLz8fBdD09lZCI+NoJxejUmvILy4mMt+BrbWT8isuRGuO/T5Ou+UaFKcxUOvpotXv5fK2as42J/HnvI/nwXoq6N19gKDbS9GKxZjSUwHo3r6XaCiESqfFOzZOxvQptKzagCUnk2goBPqYckNrNjHl2svo31eNZ3iUkMdL8qRCEgpy0RgNOHr6mfWlmPlKyOujb9d+is87i7xFc+nddYCBA4eRolEUChXOnj7M2Vl0xjM3KFQq8pfMQ6nR4OobxJCWgiUrA/fgEK6BYTo37URt0GPKTEdrNpE1ZzpaswnfuIPksmISi/IYOlxH7vzZJN2Qz3B9E76xceZ940sMHDyMLiGBaDhMx4ZtJBblY+/sIaEgF6VGTc/2PWTMqGSkrhFdghV9UiJjLR0EnC7s3b3x8CxZhPw+mt9Yh9dmx5yRxvRbr/3UruP78dPvnffUf/5qLZxCb9a4DdoVwB+EEN8l5pXaCdwXr1IshDhITBPmAv4kSdIjJ9vfx+AnwPNCiHFiAmhhvPxnwF+FELXEltf+i5jH7T+Aw0KIA5Ik3fiuttYCjxNbZjuSz+3/gBeFELcQE/A88fLDQCRuTP8I8EegADggYmvLI8BK4GXgbGK2ct3AzlM18VONbcHOp5J2LoBT7M16BEmSeok5ObxfndeFECnEzvWjvCNUH+FomzmAlZIkdb6rzl7gL0AJsJHYNXh3PwdEzLP4iNbvn5IkHQQQQrxG7PoOATXABxskf0qc8aFJ9hzoYd2mFiKRKLk5Vrp6xrFadMyensvAoJNrV566dE9SNMp4Sy9JZe+YBYy3dyGUSizZmTS9tgZjeip5i96x43UNDIEEhx55hrn33EHr6o1UXHERinjOyIDThat/CEmCgMfFSG0zM277Alt+8Fe6397HSHUrWcsnk1iRw9CuFjw9NqZ+8RLsA91YMnNxdw3RvXEfFbecQ1QdJeL1odRpSSkrofL6lQDYu3oZOtxAetVkDj3yDJOvvZSWNzYgRSMo1Crm3/slurftJWf+DFRaLdWPv4ApIw1dgoWQx0PuorkTKYt69xzEOzJG8XnLsPePoE9Lpenp53H2DpA6uYyU8mLUBgOJRe9vOrHnLw+RUJSPISUJlUZDxvQpeANBav7xONbcLBLLS2hbtwX9tHLGt+9HX5BDwUXLMWh09K/eSEJhLG9tJBSmf+9Bcheebtvpk+ew1025zoDmXdkZ3nKMokdJskZNpf7UvnScDAGni2g4MpGt5EhZLISOBYgtwfrGbMdkHTlC65pN6JMT6diwlWk3X4M5K5aYfrSpFXNmOs7eARKL8lDpdEQj0biDDLS/vQ2VVstIXROW3CxsbZ2UnL8ckAh5/Vjzs3F09eIdtcVyE6cmM3S4gfyz5mNMTaFtzUay58+i9qmXUGg1BOwuJl24nPSqyUQjEQ49/CwFyxehSzBjzc1msLqevj0HSS4rxtHdR9rkUrRWC75xO0lF+dS/uIpJF61Apdey63d/R20ykjypiPSqyQQ9HtrWbsackUrJBWej1GpoXb2JSDCAvauXcCBI7oLZjDW1Medrt044VpwqhBw0WEbmOIQQ64h5tn7oZTlxkiFj3tWGSZIktxDCQEyz+mVJkg6cbHunkzN6mdXjDdLaMUpigg61WoHLHcBk0FJanMqS+YVcu3Iar7xZx9ad7aekv/HmHt669SfHlAXdXoJuDwqVkvKVFx4jyAGoDXr2PvAY875xB1qzibQpZRx69LmJ/VqLmeSyYhpfeZPGF96cWNpqf2s7xuIETHlpDO9upfnRLXh77ViLsml9bQtdr+zD1tCOZ8BG2uxJZM2vYtmP7sOSm8XM269nZH8HB/7xNOFAgJDPjzUvi4T8bGZ9+Sb84070SQnkLZ6LQqHEMzTCcE097sERAk5XLE3S8CiNr64mGo4AgoAz5piRPrWc0ovPwTM0TM+mrRj0KqZet5Li85ZReM7iuDduTPCzOULUNnk4EXO/fjtaswlHVx9KrYZwNEq/x8Gsu25Bn5zEmN+HccEMfC2dpN20EpVCgdPnpWPvAVz9g2gMBkab2+jfexD30MgZbTP3XwPtNAW8+EJ+7L53XtwOeF0kqFVnhCAHsXvxaEHuSNkRQQ5iS7AnEuQASs5fRvbsacy/984JQQ4gpawErcXMaGMrAad7op0jFJ29mLxFc5h63eUkFOSSv3geCfnZ+Gx2enfuY7y9i4DTjdZiRqXTklRcwOSrLmLgQA21z7yCa2CY1rfeZuF3vkpifg7G9BT699fg6OmLfTfVajzDozS8+Ca+cTvt6zYz9brLUWliAZ9Veh3O3n5GahtRG40olAqGaxvofHsbc+7+IillJYzUN+Po6sOUmY5AUL7yQvRJCbj6hzCkJMbmaDZTfM5SfKM20ivL8Y6OH/Ndl5GROT1IknTuRxHkTiH/EEIcIuaU8eKZKsjBGb7MOjziIjHBgEIpEMDwmIfcrASWLyomGAyj0agwGjToDe9lh/rhiITCtL6ymbJrVhyXEzO9qmLis1CIdx9K/77DFJy1AI0p9sC25ufQumYT7qGRiaWsoMuNb8iJRht7cDa+uprkmbkoNCqUGiWT7zoXa1Y+La+9jTkvmezsqQTdPhILcjjwh+dZeP+XSMzPZ+sPH2DqHRdiyc1i0mXL8DnH8LvduF1OsieXT/Q1eOAwhWcvxtHTz/z7vgTAnK99EaEQSNEoCfm5hHw+Fn3nq2itFvr3HqLptTXMuusWDj70NJMuOoeU8mKmxb1M1QY9Pts4vjE7frsDlU6LJTuTcEjC639vEwaFUol/fJzUitiydJLeiC3kJ3/JPCLRKPb+QTocASS1GvPZ81EFQzi37kNt0OMZHaN7624CTjfL7v/2MVkSzjRejDs/9HtsNLrGyBMqtrgdLDMnkqb6ePfmqSbk9XHw4WeY/ZVbjxG4jjB4qBZDajKW7PfOQqHSndiuvOLKi963b63FTGo8UHHQ7cHVP0haZQUppcXYWjswpCQTslqoe/51Zt91MwkFuXS0d6M26ClfeQHO3gEKli3C73DSv68aoVSitZjJnjudxlfeIm1qOX27D1J545Uc+OdTlF12HpmzpqFUq2L34FkLCPljsQETCvPo3raH4ZpGis5ZwuChWoZrG0gszkefnIC9u4++XftxDY4Q8nhJq6ogHPDTuXEHU667jLGmdoZqGpCiUXzjdvSJCR/yCsjIyHwSSJK0iZgjy8dp41TE1ftEOGM1c+2dY2zc3o5Br0KpENidAaaWZ3D7jXM4UNPH+s2t/M+fNpGRZmL2tJwPbvB9CDo9NL/w9nHaH2fXIG/c8OP3PbZoxWKKViye2O7ZuQ9dggVjagqRUIjuLbsJOd1kza0i7AkyvK+Ngf01ePucpBSXE3L5sNX30/DUW2QvqMJeNwgBBcM7m+ndfJib9j1K3/ZqdMlWshdUklRSiBCC3KUzKL3kHEzJyRTOmcm+vz2Ke3AYW1sXyeUlWHIySZtSRtDjpen1tROCqFAoMGenY85KR5dgRQhB9twZ6JOTcXT3Mvmqi/GOjjHe3s3mn/6OmqdfJuj2kFxWQtfmHWTNqppIAZWWomHuNMsJzwtAzvxZTLvlHdsii1ZLoi6mmfSHw4w4HaCRCPWOkGY0Y/VHsGRnYMnNYvBQHZkzK0mvqpjwkD3T+dnYMPfbHdzX3UJv0M9Gp41an/vTHtYxqPQ6Jl204oSCHMSWWaXoO9+DSCjEYHXdx+rT1X98zDqNyUjFFReRt2gOGpORjOlTseRkklxaxMw7bsDZN4C9o4fpt13LrDuvR2M00PT6WobrmkgszCPo9oAEGqOB4ZoGEgryiITCOPsGCDicZM2qIqm4gPH2Tnb89gH69hzk8BMvolQpSZpUhDE1haxZVSg1akbqmkirrAAk1HotM++4AUNSIubsTAqWLUQoRCxIcVEBuiQrYa+P4ZoGis5ejLUgl+3/89fPxP0pIyPz78sZq5nLzrJyybkVjNjcVNcNoNUqWTSvgHG7j0VzC7DZvQyNutm5r4vC/CRMxpjtSm3DIDa7l6ULij50X/pkKwt/cieBcRe6pHeEE0NaIhU3nA8QexgJBcFgGJ3uvRygILEgD6VajVAIWl5bD74Ae376CBmLpjNa10HzyxuZdu/lKJQq9vzqMcKumAF4JBBi9GAXQbuLpGkFBN1ehg828+LF96DS6jBmJGOaP522zjGKC94JpuseGqF7624WfOsuhCKWB/MIMY/bAPqkROxdvdhaOyhasQRTehrRcPjYcRfmkjF9KhqjgbSp5TS9tpbcBbMxpCQhIXD29lN2+QVIUWlCMAwHAu9rMyQU4pik5LEgujGigSCq1CQMeh327fvwCxhqaMFUkEPJ0gX07NyHZ2SMskvPY8fvHqDj7W0s+n93n6ibM4b/zS5hRsMeLktO4f9G+/h+Rj5P2AaZZjBjUSrRHzX/TwshxPvG78uadWyIlbA/wGhDCxnTTj5HbvOqDZRdei6mjA8X8F6hUuK3O0ivKsd81DEz77yRtrWbAJjxxYmwYYR8fspXXojaENMY6qyWCSclV98guYvmkjmzitQpZbFQJYPDJJcW0bV5J1W3XsvBfz6JKSOd1KnlE0vMIZ8PY2oyuqQEdAkJ5C54x4ytf//huIevmqLli8hdMBu17tTazsnIyMh8FM54B4jHnzuAxaxFoRAcrOlHq1FiMesYG/dwwdnlSJLE9KlZqNWxB2VtwwAKhYLJZekf0PI7bPvx3xmpbqHqSyspvnTxcftbXtlM3SOrKPzh7bQ9soqVf7yXzrV7sI+MU3Llcswm/QmXAUebWomGIxz407PMuudGXN2DvHX7Tym+ZhGj+zpxdgwQiYQ554/fIXf5LDrW7mHnfz+Ib9hOatUkRg41M+Oea9AmWtAlmFHNmIpPrWP29Hc0kWF/zDA7pez9o9L77Q7cQ6MfWO9EhHx+Ot7ehr2jm4orL8aclU7A5Wbn7/7OWf/5rZNaAm18dTVhs4GUnCxMCQlEAkFqX3iD4i9eg3PbPjRmM62r38aUkYrf4SKlYhJTr7mUSCg04axxJvL3kV7ONyfxkG0AZziMRqHAGYlwtjmRa5M+/D35eaf5jfWkT5uMNTfruH3RcPjY0EHdfZizM1AojxWWHT192Dt70JhMZM6IpfOMhMIMHDiMo6efwUO1AOgTrPgdLiy5mcy47Tpcg8Ps//vjFJ+3FF1CAgMHDjPlmktR6XV0bdmNf9xO9twZDBysxZqXTca0yads3rIDhIyMzMlwxgtzTa0jFBck4XQHqWsYYMmCIppahnn+tRpuuGo6RUdpqQB27+8mwaqnrCSVaFTiX0/u5carp2PQv7ftUue63SSV5bP69p9x+Yu/4vUv/JCzfv11Uqtib/fRSISgy8uGH/4D25iDadcsJ6RU4bI5MUwrY0pFLkbD8W/mtv21DDU0U3HTlRNlIa+Pllc3seHrv2P2N6+n5qHXCbm8JJXnY2vuIWh3Yc7LwJSTwvz7b4GgErVRR9f6vUy+5SISCo9/uLWu2YQ+KYHsOdNP8ix/OIbrYiEfhFJJ7sLZRMNhlGo1zt4B3IPDZM3+8J7FoUiE4YYW7OEAoeomJl99CRqjgXAgSMfb2xhrbo8tFVdW0PDCG0SjsdRNnZt3suT796DWn1Q80NPG/w52cXlCKkEpyg9629jmsSOACq0Bq1LFPem5XGA9sWPBJ4FneJT6F1cx56u3fnDlMxj30AjVjz73vlra9g1b0VrNJOTn4ujuY7ShhZDPR+UNV044IAWcLtzDo7St2cycr95K6+q3yVkwG32ilfoXV+EdG8dvd1B101UxJ422bpLKihg6WMu8e+9En5iAd9SGe3gUQ1LCh9Y6fhCyMCcjI3MynLE2c0coK0lFpVLS3DpCIBRhZNSN2axj4bx87A4fHV02Hnx890T9ebPyKCuJOR4oFIIVS0vQv8+yqKt3mLVf/iXb738QtVHH1h8/QM+m/Sj1Wkaau+nfWYMQgm0/fIDKb15H5gUL6XX4cCUlMfOas5k7q4RQOEJn17E5pKVIFLVRT+lVxxqF1zz8Og1PrWPRT77Egh/dzvwf3IYhLZHBPfVkzKkg79y5pM8px29z0vTU2xScN4/sRdPIWFTKSEMD76bptbWkVpRMOBm8H47uPsKBmAG4e3CYtnWbP/CYozGkJKHUael4exshj3dCQyYUiolQLB+WAbcTa2khyUJFOBBkvL2LlrfepvGV1Yy1tGNISSJzZiVjze0EPB5Syovp3bWf+ffe+ZEFuVGbn1AoQiBw+gJ+52i0SEj0BwNkqDVU6ozoENQGvOzyOnFGPt1g44aUJCquuPBTHcOpwJSeytx77njfOp7hMQION8bUZLJmVVF101XkL52PWq8jEgoBcS/zkkLm3n0bQiHIXTSH3X/6J9FIhKzZ0zGmJDHvnjsYa2wl7PMTDgQY3F+DBGgtMVMMQ0oSQZcbv/2MDT11yhBCZIhYAvo2IcR+IcSb8WC4BUIIn4glt28QQuwRQtx2guPnCCHCR6W4+ih9/1XEktjXx/s6FP/7yG2doO0dH7cNmQ+PEEISQvz2qO3vCCF+Ev/8kyOJ7OOBetcd2SfzwZyxNnPvZkZlFsFQmKdeOETVlExCoSh1TcNcfVkl110x/T2PK8pPOmH56JgLk1GLOSeNL3e8wpu3/YSQN4DSZOQrA28yPmTj9S/8CKUUpexn92ATSkxGLYrcTNL9XhRWA/sPtnPW4grcbh/jdg8F+e+0L0UihN1eFO+ypdGm6Bk52IwqQYnn/jF0VivhQBBUCob2N6JPtmLOSaPo4sX0bjlI9YOvUHXHZRQsW8iJlKimjFSMaSnv6WF4NL279pM9byYJ+TmxIKxxb9sPiyk9FVN6KjlzZxxTbs5KPyZUxXtR8/TLpE4uI72qApVCgVIIBvYfxtU/SMtbG1GoleQvmkvpJeew74HHcHT30btzL4bkJPw2B6UXn4M+0fqhxxuNShyoczE26iIaBbdP4ppLPp6zzHtxfVIGW112/neom3vTcllkKuG/+ttRIFhuSeQcy4nvw08KoVCcMu3Rp80HCfNH4i8eTUpZCUG3hx2/eYBJF68gsTAPQ0pSzEyhs4eOjdvJmjWNgQM1dG7cTkJhHgGnm4FDtShVauZ89RaUWi3Vjz3P3v97hLJLzyWhIJeceTNP0yxPno1b6m7gXcFely+dctLBXuOBb18GHpUk6bp42TRiyeJ7gDZJkmbEy4uAl4QQQpKkh+NlSuB/iAXiPVH7twEFkiT95ET7JUm6O16vAHgjngLslCBJ0sJT1da/G7+r/8tx99G3Jn/94wYNDgBXCiF+KUnS6IkqCCE0xPKm7n+ve0LmeM54zdwRNmxtZdXaBsKRKPNm59HUMsxlF0xGr1NjNr0jMLk9Mc1Ta8cokWiUHXu6CIWO14q43T6CwXecAEZr2vGFwtT+6zX2/e0l9v7gb6jNRvL++xsEtBocu2tpax1EOzqGc8NuLGY9SYlGDtd143b5KSnK4NDhTgKB2Ju/QqPGMnkSI+u3EznK023KFy7lK71v4G4fxd09Qv+2arzDNoQEQaeb5b+/jytX/Y6lv/gaC//zDjrX7CISCKFQqVCeIAtC9twZH0qQA5hy7WUk5MeEGa3FTHpVzNZnyO/l1b6OY+qOhGwA+CNhWldvZODA8VlXNt7/v/TuO/Sh+gYoveRchEIwXN9MMBwhFIlSdfM1aM0mkkoKCDrd9O05RM+OfSz89ldIr6xg2i1XU3n9SorOXUrG9CkTSdM/iLomO919bto6nQgkRsYl0lMNH3zgSfCmY5T2gI8l5gR+ll1EsVZPokrNH/LK+F1eKZcmpJ4Rzg//jnjHxgn5/B+qrsZkZPH3v04kGJrwrm1fvwXX4DBVN12Fe3gEn81O8YVnM9rURsub61HrdAS9XppXbaBz005Sp5aROXMqWouZ9vVb8Tucp3N6H5m4IPcgkE8sR2g+8GC8/GRZDoQkSXrgSIEkSdWSJG19d8V4UvNvAd84qvgeYg/n4XfXP5UIIR4RQvxJCLFDCNF+RHMnhDAJITYIIQ4IIWqEEJcfdYw7/v8ZIcTF72rr6njqrf8VQuwVQhwWQtx1OudwphAX5I67j+LlH4cwscwb33yP/SpiqdRaJEn63sfs63PFZ0aYq28a4sJzyvnSLfNQCMF1V0zDYj5W6+Xzh/jzg9sJh6Ns292JxxPEZvfidAdwut75wY9EoyiVCiyW2MN9pKWbqXdcTkSCkksWEq6YRPY151D4wzvJLMkirzgLXXYqLY+vIpqbifHGSxi3e3C5/LhcfgZG7DQ09+HxBvAHYplfpGgUpUGHoTAHV9M7QY3b1m3GOzbOjdsf5uw/fpsVf/4Otxx4HICEkjwUSiWe/tgLS8F587n8hV+h0p86T7mIFD2uTC0UnJuee0zZpbVf5+meep7vbSNtZiXWkoKJfd5wGF8kTNUt1+DMSSUSPbbNI0GJ343WbEJjNKDWaSlITMKi06FUq1j47a9QsfJCKm+8ipz5sxhtaiUSCmNr68QzNEYkGOTw4y8QCYVxdPcRjRw/h3dTmGfE6wtj0kkEQxIpCWDQffBxJ0NbwMdYOCbEzzNaqdAbT0s/nyc+rC1v99bdjDW3U//CGzh7B5Ak6QNzpw4drp/IzTrp4nMoXLYQ74gNZ08/AaeLplfeQmPUo7WaKVt5AUGXJxbnrqcPY3IyeYvmok9KQG3QfeiXi0+QXwDvfmsxxMtPlqnA/o9Q/wBQDiCEyCaW6/JvH6P/j0ImsJhYHs1fxcv8wBWSJM0kJpj+VhzvtfUsseTuRzRDK4BVwB2AQ5KkOcAc4EtCiEL+/Tkd99ER/grcKIQ40TLL/wOCkiTddwr6+VzxmVlmXbaoGJ1OjUatZGjExfbdXTS2DnPHDXNIT4sFItXr1Hz33uUEAmGWLSrGYtZxyXkV7NrXhdcX4uwlJQBIUQmfL4gkSThdPg7W9VL3zd8z/WtXUfaFczFPKaarZ5T8NCsej5+unhEMpQUYphbHNGhuH0KrJjMzAb1OQ1PLAOFwFJNRR1PLAMXJevydvVjSkzGVF094e0a8frRmE0pNzNZMazGitcQe/F8fX48UibLvd08RDUcw5556z8dOj5Mml53zM/JYO9jDvOR0VEKwcaSPq3JiXq6SJLHvkWf5r2X3k2FOpkBvZqdtkORwlMlhHZtG+knV6qjtd1IqpTA110BIiqI86r3A1tqJd2yc4nOXHjeGxKLYWrTbG8agVxKJRpGA8LiD1rc2kFJegi7RSu+u/fTs2Mv8e7+EUquh7LLzCbrdNK9az5RrL8OQnHhc20fz4pox9KowDrcgMwWsFhVVFadnqfOetNwPriRDNBwiGgmj0urft173tj14R8coX/mOjV80HCESDKI2HHts+coLgNiLgiElEd9YLCvDwm9/ZaJOJBTi4EPPMP22L6DSaik6ZynO3n5a3tyAUChisRXHbKh0WvRJCcy880ZUOj2DBw/j6h1g9lduBUliztduO6bvMzTF3HvFnXn//HunlqMFpT8A35UkKXq0/CSESAY2xDeTAI0QYmV8++b3SsD+IXhFkqQoUC+EOPIjKoBfCCGWAlEgm9gS8eBRx70F/FEIoQUuALZIkuQTQpwHVB1ln2cFJgHHLmX8+3Ha7iNJkpxCiMeIaW/fHaBxG7BQCFEqSVLzx+3r88QZL8xFJYk31zUSDIZJTtRjMmp5+sVDLF1YiEat4KGn9nLXrfOxO/0U5SehEIJHn9lParIR27iX6tp+pk/NYv7smBBhd/hwuQOUTsrimWVfYehAM9byfJb/+TsYkq0YUhIwGrXYxt2M2Vykp1mZXlXI28+sJrM4i/FIFGnIxozzZtF5uI2IiJCanII1wcDoqIvUZAvaFDP1fQ70jhD+XU0sXhDLzuBu6SApKwOt+fj0TiptzNt2wY9uP23nMt9gJjueWqrSmoxJpUYpxIQgF4hE0CqVeCon0UuUxUYrG0f6GA74KDMnsmN0EE84hACMCjV6naDJbSdRrWOS+Z2XrMyZle85BpcnDBI8tWqAZcu0DA8IMtLVTMqMGZyPjofQu9w0/etfZF94EZue3UaCfwDX4BBpFZNQqFT4xx3HCXNub4SB4QAZqRp6BwJkJgsCfgmjXjBiF/iDYZrbHEyteH8hUObU4xkdIOx1ojZZiQYDmDJi38VwwIdKqyfkc+Mb7ceSWwpA9ryZSO9yGBk8VIuttYOp1608YR9HcgWrdLoJQW6wuh5jajLmrHSSS4toXf025ZfHNGzahASUGg1SJMJYSwd5i+Zgyc4g5PMz1tRGyOsjY8ZUgh4fBx96ClN6KrO/cstpOkOnlG5iS2InKj9Z6oCP4mwwAzjirTUbeCYuyKUAFwkhwpIkvQJMhw+2mfuIBI76fER6vBFIBWZJkhQSQnQCx9imSJLkF0JsAs4HvgA8c1Qb90iStOYUjO2zxOm4j47mD8Q0uA+/q3wL8CjwlhBi8aeUwuszyRktzB2q7UepEDS2DPPVL87nt3/dyoyqLBRKBQkWPcFglCsvqeRw/QD+QHjC2eGcs0ooyk9m6652zCYtVqsery9IV4+d+uYhrBoFgf2HGTncijrZQu515+GfMYXpc2IeoZIkUVSQRjAUxjbuwePxk3nLpQSVCiwKBVhysY25Sc9Lo6e6FceIl5GURBQKgd3hxR8MYTTqUHg8TE17JwixdVrFCef5SSGEQB1/O87UxzTo48EAVrUGhRA819vKFEsSVVVTcI4M4IuGuTgzn/3jI7S4HbjDIUpNCQwFfJxXkkaC5vjl30AkwusDnVyRXYhSxLR1vU473e0SMyrMbD88ysiwRFWVBrsnzIhNIMJqIl4vrV0+uvr9FOboOOt736Tx5TexmswEPRIRfwCP3YUqLZcevxV3n5/VW8f58nWZ9A4G6On34/VFsJhUDI0F0agVGHQalApQq8NMn5oCZ3BKsH83vKP9qHQGFCo1AccY0aCfkNuBPi0H//gwusQ07O21qIxWtAYz+uRY+rDx9lrUehOmzIJj2suaPY3MmVXH9TN0uIHhukYqr78CgMNPvkjpJeeis1qIhmKaQIjZlvpsseVX99AI/QdqMKYmU77y0omYdd7RcYZqGtCajRSevRiNKaY1X3b/t0/LOTpN/ICYrdPRS2TeePnJ8jYxzdaXJUn6B4AQooqYlqrn6IpxJ4XfAH8GkCSp8Kh9jxBzYHjlY4zlZLACw3FBbjknFlIgttR6JzEB9LZ42Rrgq0KIt+PHlwJ9kiSdOCn1vw+n4z6aQJIkmxDiOWLL2A+9a9+LQog0YLUQ4ixJkuynos9/d844Ya6hZYhDNQOsWFqCQgiSk4x85+6z2LW/G4UiFqpEikoMDrtISzUhSRKbtrVz9x0LaGkf4bW36klKNKLXqWlsGaEoP4ktO9qZPjWLzh4baclGzE2NDLb1cO2Gv+IZHKNjwz6MBg1btjeQmmIhNzuZnOxk/j97Zx0mx3Xl7fdWNdM0DPOMcDQjZpmZmRKHHPAm2SQb3OBusphseOMwbMCJHduJE8eMsi3JkixmjTTM2DPNVHC/P7pFlmyZLeeb93n0aOp23apbVXemT517zvkZhsnIaAyn00ZJSRHTGsro6BphcHCCeDzN7OoA1cU+MqNx3DaFQGmQ8XAUbXgUUyroAgy3C00z2L6ri1n1JShj4yAl3qbpb+p93To5Sp3LS/ELlrg2hIdZFiyj2O7g6spGHKqKVVGYUxTEpqgIIVgSLOXJkT6K7Q7m+UOHl40jmRSmlASPihGzqyrnlFQdNuQAQk43e6JxsrrB9FkqtdMMKn1edF2yvNHNwHCWex4eJZORvOvqUmxWhQ07Ipi6k/LJfp7TFjK73E7xBRezedMIY9uS5LQEN12Wz8a9/4lxvE6TuiobZcU2OrujuH0qFQ0qJda8gX+wI4rdrlIcmKrU/0aSnhzFURRCtTlIjQ+hJSII1YJEIFQLmfAIjmAZppZDmgZaLIyRihGavQQjl8HIpHD4T5xlfSJt5OKm6fjrj2QoH1IxAY6pezi6p5XMZJSRnfuY+85rOPjwU4Sm19OzZiON550B5HWYj9ZifjtyzpnNdz69Zi+8jtmsUkophLgG+F8hxBfIx6B1A58q7DJNCLGdvLcrDtwmpfztqz3fG8AdwANCiN3AFqD1RfZ7HPg98DcpZa7Q9iugHthWiLMbA65+Q0d7CvCZOR+/83v7fgSvfzbr0XwX+PiJPpBS/rSwTH6/EOJCKeXLy3L6/5hTrmjwz3+7kUQqy1WXtpBMZtmyvZ9pDSHKSrw8+WwbFovC0Egcm1Uh6HexYF4lmYzOkgXVPPr0QQYGIySSOWY2lqCoguuvmEtb5zgzp+W/IB58fD9zZpXRWBekfzBKVYUPIQTxRJrevnEmJpM0N1URDOTj8KSUZLMaB9oGaZpVTSyeoq1jGCEl0zMRis9aztNr9iKAIr+LSnIk+0eQqgX79FqiOYnX4ySdyREYG6HP4qKluQ67+80tetuTjFNsd+C2vDr1hJSuYVfVY4y0rK4jkThecMyUlmM0maDef3yMWiybIZJJU+PzE89l8dkd7G5NkM6aDI7kWL7Ax8h4jol4jpF9XbjSGWr0EXaWLUMaBtPuv4PW5jOIhapZWW8SnFFONJYjmTY4c3kAm1XlTw+P8GxmHT0zn2KlbwFfrv2HV3XNU7wyDC1LtKcVb2Uj2dgEVncRqbEBzFwaUwKGDopAtTkRqkJR3Zz8cqoApEm09yAgKaqZedgYVO353xO7N4CeTaOnkzj8L7/48ti+g0jT5OCDT9J0/eVMtHVi5DR8NVV0r16Lr7aaGZecc8LQh7eCqaLBU0wxxavhlDPmdMPk2z98hlXL6xkYiNDdF+Hic2eyblMPLpeVcDiJ02ElpxkkklmaZpZREnLj8zp4/OmDlJV4mDWjhJKQG1VRuO/hvbz3pkWUlniPPY9u8qs/bOLyC2eTzujMaCwmFkuxdUcXy5ZMw+1ykMnkcDhstHUMMTGRoLIiSE11iLaOIVwuO9rgCKZu0qcJVFNiUaDULlAyGUjEMYuLybq9lFUESadzlJb4GOxoozhUhDNQgvIqDas3k+Gdewkf6KD5xitfdh8pJTnDwG453vErpUSSj4UciEUosjvwF5Z8u/rSlJXYcDnyZTzWbYmiqCbRiRSD3ZPUt20gVTMLhzbIqO6nbFojankJ56w8cRzcQHaUfakOLgisBODe8SdIGRmuK74Al+pgZ+IA8z2zXuEdmQLAkAZjmXGKbCE6EzGmC4mR00iN92NxuNESEaxFIfREDE9FA/GhbjB1FJsduzeAYrFh8/jIxibITI7lC0/bnGiJCIqqYg+Ukh4fxuJ0YWg5bC4fWjKCq6QKYbGTi0/gq55OOjyEBKxOD1aX97hx9qx9nqKaSjzlJVgcDrrXbMRfV03/89uwOh2M7NpP4/lnnDL14qaMuSmmmOLVcMrl1T/w6D7OWtXI1h39WC0qppRUlHlJJLLksgYtc8pZsaSWi86ZRXHQTSyWYWQsgSJg+ZJa3nHdAnbsHuRA+zi79w9z1qoGfvmHzaQzGv2DEcITSZ58to3//O6TfOSWFeiGyfNbulizoZOcpqMoEIul0XWDzVs72LajE7fLwdzmWgzTRNMMpISRkSgZpwtHeRAhBBUeC4qA3GQUzTDJWmxYo1G0nE5P7zglxT5MU6LmYiRHepho2/FW3+qXRUnTTKZffM4r6iOEOGzIxbIZkrksAyNZnt4QQQiBIgQWRaHI4WAsdST0pKHGSVbX2bI7X7urYtMzqJseZDRmYjNSCMLkYgNIU6N+fh3ekU00F3KrdKkfM4aEkeLe8ce5bfD3rItuY1N8N1W2Uu4cfZCfD99N0kjz4fZ/409jj7E2+kqqLvz/yVjm2FIz0VyMtSPrMaUkZ+gMDO6nM9KGNE20RAQALRpGsVqRmGBoWFxeimpmoWdSJEd6EYqFbDyKqWURqhWBxFs9HdPQUe0uLE43ejqJM1iBvSiEragEq8uHlowiCh5im8ePanOSGO4hPphPMNSzWbR0hgP3P4ZqteCvr8HicJCORIl09eIuLcbh8zK8Yy8zLjn3lDHkpphiiileLaecMTe9sZimmaWctqye01c14HHbONAxjqYbvO+mRfT0RujuneRvj+xFVQVutxW320Z1lZ9EIkskkubMlY143DamNYQYHU+yakkt3/vpGn71h808u76TvoEIFlUwNBJj/4FRFs4tJ5nMMjIWo7SkiIryAOPhODa7FbfHQSDgZuuOTjTNQNd1GuvL8Be5GJ1M0t8zRkkuSeP86ZRMjJJEZVxYKSpyI8rLmFUXYuH8eg60DfL8lna8NbNRHW6koZMcH3zZ9bTeKlSbFbvveI/HyyGRy5LWcoCgyGOhturYeDWvzUFtUd6r1t6dZtPOGJOpDOORLOlYjK6xHIPWOZiGlfOums/8L34W4fTQJRvIPHs/3pIA7X+8i/7sMC1brzrm2LrUGdMm+GzVLYS1SfanOlnhm8/1JReiS4Mb93+aB5p/THu6h7+FV7+q6/t7RTM10kaGuJZg3cgGJnNR/tb3EJqpHd4naA9wQ/01KOjUu608Lg6guL38jd0IuwvV6cEeKMXIZUj0t4OiIg2N+GAnWjqBq6yGXCKCarMBAtM0UK2O/PKsy4cWj2D3BbC6fZi5FEJR0OKTpCaGQAgcgXzYhGp3Yvf68dc1YXHk40H7N2zl4IOPUHfWCgLTG+h9bjOp8CR77/obmUgMq9NB4wVnMv99N1E6d/ZbcYunmGKKKV5XTrkEiLlN5QAsmlfF89t6CQXcmKakutLP5h39LJxbiaYbZLM6gyMxxsaTBPxOTFNy9SXNAFRVFGFKyW0/X0fLnHI03aSi1IeuG/i8DuKJLCDYtK2Pnr5JZs8IcsaKfIzdwMAE7Z1DDA5FaKwvpaoyyMREAhAgJf0DE4QnEtjtFiyqitA1vB4Hoxt3EKgvR+0cIFlcy6RpkknryJ5hRrvDVFcGaW6qRlEUDE8Tka49ZMYHsbm8J1we+ntAEQK3zY7bZgMbeNzHJl+oioJaKLoaKLJgswlqSx00lkJ8bJyqllKUaSWU1IcYDWvs2DJJX1Lj6nfMY9dqE7FrM3JBGf++7W5uL/kVMT3Bpzq/wVdr/hFN6txYfDFzPTP5cvf/4lXcLNh2LbfP/Ab1jiq60wOsjjzPU5GN3FhyCaY0UcQp927zhtIaPYhLdVLrqUFKydPDa3BZnLRG2yhzljLX38yuyT34pJNm5wyeGnqGpJ7i2tr8kvv2kR08F9nEB6a/m8v9Z7JubCNNZghDphEWG1tSB2hwl1Nk2LHaHTiCZWQmxxjKZQiFR9AmswRn1GHkchjpOJqiIg0d09SxIMkldIxcFqRES+UY2NLGzMvPJz7QjqKoWOwuhJpfkheqimrPZ45XLJlPrLcVIQwwc8QHR2h/9GlWfOrWwyVtFFXFX1v51tz4KaaYYorXmVPOmAN44LF9HOwYZ8mCKoIBJ/2DURxOlafXdaAoggvPmUltjR+v10FNdRFd3RP0DkRIZzRsNjUfK/fQHpqbyrDbFNo6wjTPKqc45MJqtbBwXhW/vH0j4YkkyXSOzq5RHni0lQ+8ezmRWIpsVqOk2MfYeIzikJe+gTAVZUXU15WSy+kYpkmRz4XLZad/IExMCMKjERriGVJWB7bxcZzCpLiqAm1whOpZ0ykpKUIpZOOpViuhmQsxtRx67oU1E/9+cFlt6ObJVRf6hrJUl9sIBY7EEB7oU7DsbMUqk+zJ+ThjaRGOSDeOM5eycWeSxoBKcfEcIg6NeaVO5lSUogqNpJHhX3tu45nIZjSp8a6yKzjTt5jz/Cs5mO7ClCY+i4cfz/hX0kaGTbFd/GjwTu4ce4hn5v32Dbwbpx4CwbaJXXQne1kYnEdST1Eb81A3oFA0v5TuRA/X764lOrkbmYyy9XyVWYkgf5b3IeIZrN2TXJAtRRFjDFn6QLHSHR1hRkMzqmJlzqSGr7we1RCkJ4fIxsIMGCZW00R1eRjYs4vi2dMwtQzCYsPq9JAcG0BRLEi7QE9FAYXQzAVkohE85UVkJkfznrt0gon2HXirmwCT+EAnB+5/jlWf+yiT7ftBZkhPjJIaHaN6eQulzbNOWmh6iimmmOLtyillzCWSWe752y6WLKjG47YRT+RorAvS2T1BMp3D57FT5HNgt1kYGYnjL3JSW+XnuY3dTEbT/OJ3z5NM56iuKGJ4NM5F583kiafbSKU1PG47gyMxunonuODsGWi6ydw5FaS29SEUOy2zSzEMg7LSIrweB7puUFJcRP9gmEQyQ3VViHQ6x74DAyxfki8rYhj5GLo5TVVMbywnl0gh+4fRuvtp9xXTOBamdFEztuCJxeGjvQcQqhWb++WLx78dGI7HSGo5aor8dEyEsTsdlNiduApFio+mrTvNUxsmuO6yYkp8+WXYTNcgjm/8FPdpCyi/4BwmDubYsz9Cdtt2rnz/TWipNG2/akWRkLtlHuc6AnhcKqByd9N3SRgphpJhrjn4caqspUzoUdIyQ1ANENVSZMwsET3O6TvfzSJ3Ez+a9hUandUnuJK/T6K5GHsi+xCjMQbVQcqdZfyq7XYWBOYRzUZBSqZ5G/hb30MkaxTam5LMiVeiq8MccIe5PHQ5qaIUSmoI+2CCP8WeQLXZKDKtjAWs7IzvZ1ifoMJTwcyDO9HQEXYrRlow7C6nVpoILUPD2fkXmqK62SRHetFzGcCOlslhD9gxrRqKopCJjpMY6KTurHPJxqNkJ4dxl9agWG0cfHA1nooSSpuns/IzH0ZLpTF0E1coiJQWOldvo/HCInLxJCXMeKtv/RRTTDHFG8Ipta7kcto4a1Uj8+ZU0Dy7nHRG46k17Vx83iwyGZ1Q0E02Z7BoXhVXX9bCgfYxnny2DYfdwsc/tIpsTqesxEMymcXhsFIW8lJS7CbodzI4HKOhLkhVhY816zspK/bQ0lTOu69fSFmpF5vDhtWigoTunlHaO0YwDJNQwIvf50JRBF6vkyWLGg+PV1EEZaV+rBYLNpsFEY1iHx7B7bBSGw/zoXvGUGwvnrFqZNMo1lM/o/WVEnS6CDic6KZJwOPBoiisDw8zkkmRbutD6keq+2cyBuWzJdu7I4fbHA2VzP6/LzKyqY3RDdtZOddO34hJww03olgs2H1eGj9yE/e7D9D9zHq2bHrqmPOrKFyw74NcG7mVJvc0/r3np3zo4FepHl3Edw/ew2OTz6FJjRnjK1nQdxV7dpr4jRI2bo8xMp4jEtO4/8lxctobo+X6ZpMzc2SNI4XxR9Kj7Js8QK82jEWqpLQU19VeidPiZDCQpWzxIopsPqbZajBtNrKKzlCpgURSWVTFc+2rGTy4GzESo6x5Lk1tbgIdBqEhE5NiXKaPhKrTkq5GtdnY5ZxgwkzjNa0scDopstrwN8zBUVyJoWtMtLcT7elDi0+gWAysDrA43TiDZTiKq0gMdTOyt5/48DD7/vQ3pFSxuDyYhk7TtZdSPn822VgYgORYmFjfOCM7Wpk4eJB577mcykXzqD9r5Vt1+/8uEEKUF8ToO4QQW4UQDwshZgoh6oUQaSHEdiHEfiHEpoKiw6F+RUKIB4QQO4UQe4UQ738V5/6xEGKHEGJf4Vw7Cv9eiSrFFKcAQggphPjuUdufE0L820n6XCmE+OLrdP5LhBBbCnNp+6GxCCH+TQgxUJhXbUKIvwgh5hzV7w4hxAEhxB4hxK+FENZCuxBC3CaEaBdC7BJCvKpsKiHEb4UQXYXztwohvvZKj3FKeeYURTCtPgTA6rXtHGgb46v/fD5/fWgvMxpD1NcEsdst/Py3G7HZLLznpkWMjie5/5G9bNjSS0NdkOKAmzUbOpg9s4zSEg9nrmhk285+OnommDmtmP0HRnnPjYvxeR2YUvKjX63no+9fQfPsfKxe5/Z+unvGuPLiFlRVwem00dJcy3MbD7BofgNdPaO4XXbqakvyWazl/sPjdzfU4G7I63Rmczr/1hjB4nmhVvERnMWVZGMTJEf6cJf9feh7ZnUdzTSI5TKsDg9xQXkN5VY7TtWCKU0e6evkUotKW8CGVVHBakH22dnbl2VhVY6SUF7WzJiMc3DOKnKRLCXJNEvn+7j7wTE+8s5ypGkSHRykzxXlhpqbsCgW1m4cY0ajl/JSB07VwYZFd1BhywfJP7/wLspsIaSUfEKexYJt1zHTVcfPT/sqTt3H9v0xkDAR0XhmY4SyEitOu4J6giK1b0e2hXcwkBomlosxs2g6KS1F3IiTc9pxqU5iepx7e+/n4orzsDktdMa78Vo99McHIJvG7rIR1+PYhY3RTJiMLU3crlHa6yCbnWRglY/RWApNc3H2n/sJ33o5ZekIXTs3Ux31UF/nIri+m753tRDSIviFIDnag5ZMYOYyeMpqEKRBKAiLDann0FMJTC2HloySTWRxBnzYPV6mXXAaeibOZGcP6fF+qpafQbTnABanm1wyiqlnsbndFM+eD8LEW1H1Vt/+N539Tz17My8o9tp03lmvuthroVjuX4HfSSnfUWibT17ftA/okFIuLLQ3An8RQggp5W+AjwH7pJRXCCFKgANCiDuOKsp7UjkvKeXHCvvVk1eQWPBqr2WKl8+Gro3HzaOVDStea9HgLHCtEOIbUsrxk+4NSCnvB+5/jedFCNEC/Ai4TErZKoRQgaOLkH5fSvmdwr43AauFEHOllGPkC0+/u7DfneSVQn4KXEJeq3cGsLzQtvwF572FlydX989Syj8LIRzktYVvl1K+bA3gU8ozdzQ3XDWPT37kdIQQCAEBvxPDMNm0rZd4Motpmqzf1MOuvUMYpuTic2Zxw5Xz2HdwhJqaAKXFHnTDJBJLo+kmNqvKd3+ylnnNFVgtKgc7xgD4xw+s5L6H9x7OKl08r4pZ00MoL7gzK5bOwOm0UVURYCwcP2kWqkgkWDbjpZdPVZsdoVrQMkn07N9H7FzW0BmOx8jpOmeXVOGz5I2zrf0TbNmZQJteySNqlrVbY3QlYuwIj2NaDRa3eNj0cL7A6/a9CbLBIn4/+5tMX1yBs8hHSdDKB28sp/e5zfzo191I6ead0WWoQqV0bhNix2piB1t5dM0EUsrDhhxAmS2EKU2EEFgUC3+c/R2uCp3HPbEHaLPs5VvezxOJ6+w5mMTlVBge1aiucKCqb39jbiA1xJ7J/ch0jtnOBiazEfpTg8z2ziRn5riw8lz6kwPcVHcNm1ufxf2zNUhpsm5kA4OM0zx7OdO9jZxbcSYXVJ7LO+qv5bzKcwg4g0yuqsPfPJ9zK8/EN5ih0zLEjhvLmVdajqlA73wvufNmU/RsNxMXzsD/VCeaKmhXJtATCYayY0hpomWSeaU1aSINA8ViQU8n8dXMQFgdTHQM4q3wkRzpxFlcjqJa6X52I91r9nDg/sdwBEuRhoaeTiGNJD3rnsfuc5GeiLH+Oz8lMTL2Vj+GN42CIfdL8pJVovD/Lwvtr5ZzAE1K+bNDDVLKnVLKtS/cUUrZCXyGvIg6gAS8BYPQA0wA+gv7TXFqUTDkjptHhfbXgg78Avj0Cz8QQlwhhHi+4DF7sqAAgRDiFiHEjwpe3h5RqEskhHALIfqEEFYhxDQhxKMFr/FaIcSJ0tQ/D/y3lLIVQEppSCl/eqJBSinvJq8IcnNh+2FZANgEHIrLuQq4vfDRRsAvhKh4DfcHjugGvyLJuFPWmFOVvP4qgNdjx+9zsmxxLfOaK6ipLKKuJsBEJEUmq3PWykYslvylfPQDK7nxyvmcc/o0otE0O3YPMr8lr+d6/eUtNM8u4/ltvdx9305GxxI4HBbmzCzl6XUdAHg8dkJBNzntWKFvVc0fv6jIzZKFjYclrV6INE0yw2Ok+wZZs66NdEY74X5AXrbI0JGGwWTHrlPWoOvPZfjaQAe9mTTJFwigvxCf3YEhTfxOF8UO5+H7tKq0jDq/h/PKaih3OXE25hjOpnAlBlCLhmiaY6d1TGH44BjRuI7EyidK3kHytgeJP78XALtNoe70pdx8XTWVM6pY/okPEusfwsjlWH7L1Qxt24PTcuz4TFOiGwZ1m85nY2wXALmBEKMHXfxx9CFW+Rbylzm3UV1uZ9l8H9dfWsLH3lPJ6Uv+PuIYfVYvzdZGtFSC3ngf5kQcRzhDR6ILl+Lkwf7HyMkc9/Y8wHiRxuYr/SimgM4R3BYXOyZ2YREWwus206BUoCoW9kX2U9yaoOi5Pv7Uex8Ow0q6PIBiddBvDqMIGMmMYmIifU5GP7qMTfYOOptsdE+00VA5F2kKUmaWLAa+6unYA2UgFExNR7EFMbQM0jSQWoaKBdOxF4WYaO8n3tvOwJaDzLz8fLyVPkzDIBs3kIoFq9uLq7iMhe+/Gi05ib+uimkXno0z6H+rH8Obydc5Vk+TwvbXX8MxW4BXUoxxG3Doy/RHQBMwCOwGPiml/PuIX/j75o2YR4f4MfAuIcQL/8iuA1YUvLx3kTe+DiOljAI7gLMKTZcDj0kpNfIG4ieklIuBzwE/OcF5X8s8BqCwvPoe4NFCUxXH6hP3F9peDd8WQuwoHOMuKeXoK+l8Si2zvhjzmisQQrC3dZg9+4dxOq2EJ1Ncev5svB47sXiGPa3DHGgbY9miGn5311bmt1RwxUVzeP/NS1m9tp0zVtTTNKsMwzDZsqOf886cQaDIiaoozJpRyvbdgwAMjcQJBYsIBd0nGdWJMbM5Ul19BFcuwljTjmnmPXh6Ionqdh1nBPobmklHRlHtDqLd+/A3NKPa3lypr5PhUBR+PjbAj8b6qbHaeWjGAiKGTrPzxBJIs4rLSGvHGrE+r4WWWRZ6U3FcqoWQzU4iYTBRHEQ4BaN6irMuqOHeTTE+/t4yAM5Iz8D+kdNxNTeQ2NOJo6ECi9tJSfGR+9N0zSVAQVmipomWpqLD93j7gTj7ulOUuS28Z/Br9JZE2LtvM2ZfOaYsoWnetPzYLPnrOHuF/3W9b28ljw+uJq2ncakuZv+tF2ejm13TM0TsKWYXTcOtphnv7SQTsuMwVM4ZqyU2txgFlXVjG5gXs1ObKmdfqoOliy6lY+Qenux4BFnsw2Vx0uKrJpMaJWDzsO7RO6hNGaTOWkVDwsLW59YjC47Rh/sfY7almsVqLb2ZPpZbZzGZjZA1xyi2+vE6Q5i6hjNQgs3tY3DrThSbD1dZLZnoOLaiYvR0Ei2TpPq0M8lODlOxaBGe0hJabrqB5775E1SrBYtDR4vHcBVXcvDBp5l2/mKcxeWUL2h+ax/Em0/tK2x/Izj6j9xF5L+AzwWmAU8IIdYCVuBQsGsQsAkhri5sv0dKufvNGeoUL8IbNo+klDEhxO3kvbdHezCqgbsLni0bcKIlxruBm4CngXcAPxFCeIBVwJ+O+n59PUS4T+Sx+Qmw5kRe6WM6ChHilc/vQ8usHuApIcQqKeX6lzvYU9YzdzSlxR7Wb+omFs8wGUnTUBMknsiyt3WY3961hXsf2M1zz3fTNLOUshIPjXVB6qr9h/uPjCWYmEwBeQ/bB25eyqqldaxe2048kcXtsnH68noAunsnGRqJv6xx6bpBMnms/q/qdBBcmY+BPO/M6bhd+WXGyNY96LHEcccw9Ry5RBRFVVEsdiKdezCNU2sVothiY6nbxyybi4Rp0LLvec4/sI1r23cypOUD6zcmonRlUuimgWGa9EYnCgWDj6XK5sS6+wD0OrF2+agyAugdDvZGJ1nY4ub6pVk6evaybPtNBC5eQaTGxXMjPfT1drLvW78iq2eJb95PfNM+zEz++OOTGumMydnXLGbzrgQHOlMkdJ0fj/TzI28PO1ojDO/z8dfbLfRvDmEVCiFKuVK7iT3JNtrTvW/q/XwzaPTU01Q0i/HsODWfeh/a8Dg21YaBSeZAN+6BFOccKIZEFkMVTGztZJZaz0hmlAsqzqF0wQLSMou1yMPfBh4m3ORjJDFCTItT6ijl/pL9jJxZRVyLs3uWxsiKANM9NjbLIUaLLLgVF9lkgkpbKSvcc1g0+wKmT19ISUML9d56qqtaKFJcOAIlpMf6ycYmUG0OyubOBDOGkGBqOg5/MUV1MzEzSXLxUXb/8VEQgr1/up/Wvz1O03VnEGgMoKXA6vbS8cRGnIEiVJsdi/3F41X/jnmxyfxaJvleYPEr2H8hsL/w8/uBvxSWodrJf0HPllKGpZQLCvFvXwV+dmh7ypA7JXgj5tHR/C/wQeBor8kPgR9JKecCH+bIcuPR3A9cLIQIkp+Tq8nbMZGj5s8CKWXTCfq+lnlMISmhhHwYwSEGgKMD3quBgdcyv6WUCeAZ4PRXMNa3hzEHcMHZM5gzqxSbVWV+SyVFXgf7D45y5UVzeNf1C3nHNQuYM6uMaCxD32CEx55u475H9mJKSSqVI505YiB53DYeeqKVUNBFLHHEGJuYTLFqWR0thcLFJyMWS9PbH35Z+xaftRxr0fHFgVPhIWwuH6rdhWq1YvMFUdRTz2F6utfPwzMXsr9lJf9bPQOLEKxPRvneUA9Xt+3gW8PdtKcT9EYnURWFUrf3sIesu2eUvoH8fVItFmauWEqxzYk0IDtqYXFliCZ/gO5knLG1m8h+8S6+1XYJm7o3M3TgIO6P/4yKkko8igObaiO57QCjtz/CyO8eZvhnf+XRnWF+vGeAn20cQJ0uMYtNPtzRytxZbq4QxeR0k20dI/j8Jo/u6OJAb5IZ9S5q9emsj+1ge2I/3QMZ9rW/ohCFU5IdE7u4u/sv1HtqCdj9NHob2DS2lY1nKJRvCtPcbiVjNekxRnDPn8l5u/0EHUE6T3dw7/CDeNf30hHpYG9sP/U9ChmLgcviwJ4wWemax3kVZ7I1vIOEnmTn5C4WhxZSYykllosymhpHTcYo2T3ASmUW9qEkdYFG2iyT7O9YTwfDtMYPsr9/M/rQIN1BgWmzsi11AIu3iGx0HCFUimcvxVVcgd3nJxsNoyhWhGrF1DVmXbEMu9uCxQ6CHOOtw+RSEl+VDzObJDSjgemXnIXdFyI+2MnBBx9nZPf+k9+4vx++DKRe0JYqtL9aVgN2IcThYHEhxDwhxBkv3LGQpPAd8l/MkP/yP6/wWRkwC+h8DWOZ4s3hjZhHh5FSTgD3kDfoDlFE3jgCeN+L9EsAm4EfkE+GMaSUMaBLCHEDHM4wnX+C7t8GviyEmFnYTxFCfORE5xFCXAdcCPyxsP0h8l7md74gTOB+4L2Fc64AolLKoZPfgRdHCGEhn0TR8Ur6vW2MOZfTRlmJj/POnIHdbmFafQghBMGAiwMd4zzx7EEASoo9fOGfzuHGq+bR0zdBR1eYBXMrueCsGRhG/hkoikKRz0HTrDJuv3srDz/RSjan8393bD4uVu6lCAY9NM16bdly0jRBVVFtDhS7E1M/tbxyh/hCeT1+iwWrUHhfcSX3TJvLH+tb+NXEELm8+iZ3Rsf4ZmyMS9q2E3C6cFjyZVcqygOUlRwJj7DYbMya5qRllhtTQlmxjblFIUazKXZduIChr1+Ft7YWLZuD5/bjcDmYtKSp+NK7eSA8yLfKTR5sGuSp4T4+MJ7il3c+R8uuHbQOJPjetjYWfPZRdv94kLu/1sqTt/fx3/duo7HMT72zErfLwo0XVbC/PUUypVO+7xymjazCogislrd/woOUEq/FTWe8m72RvBGzc3I39Y4qBhd4IeRlxsLTMEIuNpeOkrt0HkuLF+GpLCEtM/jsRczwTCNiydBZkWW6pxGv1YtrwSzS9UVsCe/AodqpddWwomgR9/c8SHZojHPM6YxOjJAVw2xrmaT34G7Gaiy0qNW0J7vZnu1kobqIGd5pNFTMJb61Az2dxunw0eibBrkceiaJzRcgMz7K4E/uRHW40dMJxlu3YxpW7EUhhKIyur+DorpqqlYsIzC9Dj2jY3H48FQ2IkSS7b++F6vbi8XuomzeHNwlobf4qbx5FLJWbwV6yCcf9AC3vpZs1kLQ9zXA+SJfmmQv8A1guLDLtELQ+n7yX9C3FTJZAf4TWCWE2E1+2ekLLzeLcYq3jkLW6nHz6HXIZj2a7wLFR23/G/ml0q3AS82Ru8lnlt59VNu7gA8KIXaS98Bd9cJOUspdwKeAPxbm6h6g8ahdPn2oNEnh+OcWMlkBfkY+e3tDYZ+vFtofJv9y0k4+YeQfT3bRL8GhmLld5ONL//JKOos3Qht0yZIlcsuWLa/7ccfDSdZv7uHKiw+Xf0HTDe7883Z6+yOEgi7mNVfgdFjxeuxMRtJMawjx099spL4mQHffJP/62fMO973jz9uZNb2YijIfVRUvL+A9raexKBasyutXH87QssT72vDVziIbm8AZLENK+aJJFqcSOdPEpihEdJ19mQStmRSLXV7mu7wMa1n6c1mWuH3H9Xt2UwSPS2VxixcznWXgW3dQ9sV388RgN8VKAs3M0WZ6mL3vAN6friP1resQbju6NPD8411MXL8Y89qz+cITXfQ9Mcby6SlOe7yT0IxGbu21cM4VjVxTX0653cpdz3bwmy+u4pG1o/znHdv58eeW4BJO+vZvJcwsrr6gmFDASu9ghkCRBa/bQnu6lwZHFapQ34K7+spJaEn+2PUn5gaaSeopNDNH0BZk48jzWEyBLyKpqZxFq9nDdYGL+HPXX6lTy6ifNp/17U/jiGlka4pwqy7CuUkyZoZaZzVD6RFm+2dxQeXZPD28Fq/Fjcvixm1xMf7b++mvkTjrq4m7PYyaaQLZOIPqJGfrc/A3NBDICDyeEGOb9uKZPQ1fWf5v9+ODq6l0ldPiP/K7nBofYiw2SEpLUqEUY/X7SI8NIbGBmSObMHAGbKjOEtofeZLG81chZAaLy8fuOx9h0T+8m/hAF2N72wk0VpNLwvDOvTiDfubdfO1b9WheEUKIrVLKJW/1OKaYYoq3F28bzxzkl0dnTjtiyMfiGXr6JqmqKOKfP34mmaxOMpnD4bAyc1oJyxfXYugmjfVBzj9rOmetbCAaO7KseuPV81g8v/plG3IA68eeZ1+k9XW9LtVqx9/YgmKx4gyWkY1NEu3eT2KoGz2XPfkB3kJshRoufouFVR4/HyiuZH5Ba3ZvOsnvwoOsi0+SSh9JiNi2a4DFzU4Wt+T3EzYrnmVNGIPjNPzoAZwWK8KUTOsdRATdCJuFkuJyEAI3NvZ/6mraQyuo0rJ8f24tf/uPczhwzjQyl1xOztrLOdfCQnuI1r1JhiaTPLRhAMMwmDvTxVWLZnHrNzbyg3s3UTP5A66c20XQl3+h6ezNEI7kPaMfa/9P9qU6iOgxRnMTb+YtfVV4rG6uqb2C/dEDJJIR7IMJwtkJ5g/7uXx3GelSJwtrl7KiZBk5t4KjqAhbKMBQapDS0lqqhlX0jCCciuNQHBRZfRiYnFd5FuWOUn564P9IaAmeH9vCuqHn2DC6ibTNxFtRiWfSQM+Nc03NMlyB6bitM5nTvJJnR9axVevC6vRQedZyfGXFJPUka0fWc3rpCho99UT7+ohv3AmAnsuhj+Qw9ycIj4yTGhtAKCqKaqB6/MSHJ3EEa+h8/BlS4TidT23CVlRMZmIYV0kRIzu2I1SV0MwqDA0cQT/JsTDpySjmSbKwp5hiiinezrytjDmHw8rsGaWs39xDKq3xu7u2snXnAKUlHhwOG+WlXjJZjWfWdZDL6ezZP8xv79rK2FiCkdEEy5fU8pNfrz+8lGq1qBiGZGg49rLOn9GzdCV6afafKLby9cPm9eOrmUEuHkFLvbxkjFOJxNZWpG5wni/IqpiNZ7qHue+hPYc/n5hMHbOcLVSF3Nkt/EIZx/jMRUgp0XI2YuUl6G4H5s2rKA9Ws7R+CfMaF3H1+aezYHEcm8XKwumluGwxpgVcnPuuaay57GKWNzTTNi9Kty/C/t5JZlcF+NqPO/jYDzbzx/Xb+dC8Ic7xH8BfeTmjXQdIPPIOsgN7OGuph2rHKHsPxvli/BvMdc9kw/av8u0tP+HS7R/jc53fJqK/vLnyRiOl5PmxLejmkfvos3mZ529hMDOElsswkB4iN6eC51dIrjNX8Oiu+2ibbOeZobVU7kuTmggz2t1OT6oPoZsEktVMd09neeliDNNgID1ImaOMEmcIRzhLW7wDHQM1niWtpUhd1ky3GCUXj+NwexlIDeEQSRYEGnhkaJALq67GqlrZOLqJTG8+jCStZ+hKWTGkhc5EN9tie8gkwkSGukiFB6iYPRNbqAjTBFQrbfExXOX1JMIJdE0jOTpO+cI51J25AovDjqHrKA43FYvmYXPbcQaK8VQ24q8tY88f/4rN5UJPZdh5+58IH5wK1Zpiiin+PnlbGXOHSKZymKbJ1Zc2o+kGe/bnQzduvm4hp69oxOu109Mf4f5H91EccrNwbiW11X56+yYpKfZgsx5ZOhsdT/DU2vbD21JK0rETG1BpM40qFCzKG5ugIIRAsVjx1kwnM54vmWLkMifpdeowfteTaBMxDMMktWOcz86YzjuvW8AlbTsY0XIsWVZKODd4TJ+94R52pJOktTQ+p4/qUICKNXvIesuJn9bEeHKcbDZLLhzlr0OtmI4AINEyWbYmY4xHsjy0Jczzdw3QWOyjyG3n6ckwV55ezXM/P4917V1ouslos419MTd3dtbRXXQJ1bWNjNpuIrX3SWJ97SR3PUTAqWG3Srp648yM1PF+lvPP4XdzWlcS2XEfydUfAkDrefSkxaPfKCSSjJEhY2T4U/d9RHNRehJ9bBh7nipvLXuLwlxSci7TvA3U2yrJrN/D3M05zN5hrO1jtM4ykQE32RInV9VcRrRIotm6CXidPDn4NBkjS6O7np0Dm/Gqblq26DixYcOKVmRjbnAOfal+MoqOHk8yp1WltWsbdbkiprlDlNnS7Iv00RbPsn1yhInH1jKYTnIwPkq1U8NjsdLin8M5zZcQOG05exPdTIxrWBxuPEVWihvqyViddDnGiA4M0Gfto2x2MQNbdhIdmsBe7MXmUkmN9COEwO4WVCxeQTYeoeeZNYCg6ZpLsDodLPvEB0BKxvYdfEue1RRTTDHFG83bKmYOIJ3RaO8KM7eQcTo4HCWV1vD7nDzw+H7e/84lPPDYPkIBN8VBF4OjcVYtqSUXixLu7aesuZkf/996rljgJlhZQnH9sWVz9GyO3h27aFi2+A2JWfvr03GqiwUi1sPiVXNe8hzhA9vwNzYjFJXJth0EZy5CvFCa4m3EukSEVe4ipDTJ6llctiOlI7b2bsNpdZDVc5T5SrFZXDw1OkpzSRmzXV4sikJ3Rzf641sZv24ZPk3nwTUjXKBuwes3ucrfwqdHHFxaHufAYIbP/k3hQH+Snnuu5rM/2ca+rhiD42muXNpI33iUM1tKWdDgxWZEMaWgybKVdrGUaqWNqhUXc6A9Sv9QGkWLYDXDVMd+S8q1BLvDTtnI9wjcvJ3kw1fjvugehO34LOU3mj2RfaT1DEtCC9ka3sFATyvLZp3NQGaIlJFmODVCjaeanlg3ET3OWWVnsGZkHaZpcmHRaTwZ38jC57IM1VpYedpVdCa62TK+HSEgZAtR6gwBCpkNuzl79sU8pHQwwSAZM41VsXB51SUYw+Ps6t9GkTNASagK80A/M884n/8bvocSezEXVJ7PRDZCmbMEt8VOXyqBRFLrOnK/xrt6QcDowXZKG+pJxKLYrCblzQsZ2bcLhQzC6iKipfELE6FaEUIlEZeM7W6ldtlMBAbCGqBv3Rbmvftaol17EKqVwW1dVK9Ygp7O0L9xK3NuuAKb+9QuVzIVMzfFFFO8Gt52xlx4MsXGLb1cdsGxah2GYTI8Gmfn3iF03eTyC5sAiTRMVKsF0zBIjE/gKyshPJlCScdQVAVTN/CVFqO+AsH7Q/fs1Rh7v3swSmlAxWXNcdayIPc9EyOVgUtPc+OwCRz2I8aakc2g2k+tAsIno7d/HMMwaagrfdl9RmIjaIaGoij0Tg4gpcGC6sVM6hpaOo7P6UVVFCKZNDU+P23dHRS3PcTXtzbypRXDWMwcOUOjK13CVzotvGtFObPjOd798zGkULn23BkUW3I8vXOMZdU5Fi5dCrqV2b4+BlNFhOjHUT2XnsEcRWY/wdpGxqMQiebIaRJVEVhUg/rIbYTcfkbdpzNt2RlYrQoWVcHMTICeQvFUn/xiXydiuRi6NAjaAwAM//LPPDFvgukNC8CUeNojKDMqsP5hA3zwXNaObaDKVUEsl6TEGeRMzxIGfnMvkXNm0eMZI6OlkbrBiDEBqoLX4qHBW0f/WCdN5XPZPTiIzamRNtJkRAKbYmO+ZRpd6T4MaWIfSTIjGaT8wrNZP/o8p5etJGQPsnlilHqXixLH8QWmU5Eow60HqZjVSHwiisvvZ6LrAMG6BhLhMJMD+YQ2m9OGu7gEi5JDahlCM+YiFJXBffuRuRjZtInD58FfUYPFCpnoGA5/CTZv4G2RRHQ0U8bcFFNM8Wo49QqanYRQwHWcIQf5YsCj4wk8HhuGLglPJNHHB8kl09Qtno+eyzHe3UsiHKZyzmwI5N/QR9o60DWd4dY2KubMQlFPnr24bnQDFsXCypJlL7pP50AOTc/LSTU1HClG/b7Lj022cDsUdrZluONRg8oSC5ef7mEialAWsrykIZeLRzByGZyhl1cT782ivNSP5JW9ICSyCWqDtYSTYULuMsLJYdrH+xGKDSlz1BWye91WG0IIntkDDs7ja2dsRrhL0eKjxGedx+9/sYuBfhd25wGaGpOcOb2cjy8c5p7IdOqco5zVmGG6Z5IFjU68fi8jIzZ8yiSNMxbS1mdgtSqoaojO/hw+j5XyEjsj4xm8bgsL5pZhj1xBXJ3OZLeF3fsmicY1Tl9eitL5V/TBNWi9j+G9di3CWYxSMLJeb6SUmJj4bL5j2nZeFsCt2ZhZNJ2AdDPe+wR6Rw9brm2gfHMHq0bL+VH/XM69pI/t6eeZiIwwcEaUXfeF+MAVE6QHkwz5rUy01uCYlcASTOZlvCwp+tKD6K4JMqZOAy2M2jppKpqFZmrMUKdhX9PGzHd9gIOxDhKaQZp6Hh4a5R21fhQyPDTwDLdMu/G46xBSUmx3kx0dwpQKE13tlDfPJXxwHznTjlAUHB4n2WSSyb4Bque3gJ5mrHUnmnRi5LJkUxJFGLg8NsY7D1I6axYWhxu7L/iG3P8ppphiilORt50xdwgpJdKUZJNJnL78sk3/YJQzVzZiEwY/vX0L77uuGW9p3jhLTUaxOmzYHE72P72W6auWoagqpdPzZWYMw6B93UYqmmcTGxlFz2SpbG7C6jheFWRFyVIGU8NkjRx21Xa4/a7HoqAILlvl4Zu/m+Dmi7xIBE0NL34dF6zw4PepzKy1UeRR2daa4Z4nYrz70iJaph05d3K0D1dxJULJX49itcEp6HWw2V75lJpWMg0pJb0TfRjSwKa60M00wsxhVSCajlLkLEItXO8/XDEdAD07HVMaZJITCJuHjKHy+y+soEnfgbA5+cC7ZlDiSWFdHaVXnUbLyiKq/E508l7Y6Y1+VDXAxGQWSYLTlpVhsynEEhpOu4rNpjL41/dQvvx/UNxWtPE0lo7bsDg/R7ZyiE+2fZb7Hs5ir/go5dNuAGcZiUdvQAk0Q2oAz2X3I2zHl2V5Leya3MNwZpSLKo+U2BFCUOEsY075bCyKhclshH3LHexbkyIxEKPdoeB2zKHytCcYmmzEWeLB4nRRZqtkxdXb6bFZKZ1fT25LC3OKkzzxhME/vsvPgrIAi0ILGUkPF5Qfilk/vpk6ew3qyHRm1Dh4Ov0YsRUKcxQLc/yzMKWkJznCcM6KVVFYHKxlnr/yuOu4q+vPTFujEayvozJQR07LEqgJoVqs2N12SuvmcHDdBvwuJ5nJcRIuD/GRYchGQUhyGY1sKofVbsXhdpBNazh8RRi6xFP65nlI/39BCFFOvmr/UiACjJCv2ZUjXyW/lXzF/jjwEynlbwv9ZgO/ARYBX5FSfucFx1WBLeSr5l/+KsZ1Nnlpp1ullL8qtC0AtpOXR/rOi3ae4k1HCCGB70kpP1vY/hzgkVL+25s4hoSU8rilAiHEb8kXIv7zKzze2UDulUhvvRG8bY25cE8vuVSabCJFw7JFZJNJLjqjAZvLQXR4lMtaLHh9bmwuJwD+ynKsTgfRoWEUIejbuQczp6FrGja3C0VVUG1WosMjeIIBcukMFrvthOfeMLaJ4dQoZ5SvosKZ1xGdjBus25lmMm6wbI6DTFYSSZhcddbJ46m2H8gS9KkUeVQWzXaQ0yVD4/phYy5vuJoc7fCyOE7t2J9Xyp7BvRjSwKpaqfSVMalJDDOH25L33DksDsYmDXTDZOO+cba3TeL32BiLZPj3+Tv4ZcdCMpkca3aOsuCyRSS3/oXTzzyN5/eNsXyWhYWzg1SVuBgLZ7BZFYp8+WcbT2iEJzM4HBY6e+NEozlWLDmyRFx5ze95MPwMVq2LC8qW4/bUsDJUipQl/CH3L5T2/RN657fRfB9FjmxEDTRhKV9OZvt3SD77Cdzn/wYjvBtL8YkKkr9y5gaamSPznunh9AgWYcHVFWWmvYg/jt3PpidnU9sYIeseY/bZHjyGTlCpoPTgbn7WMZ9sxkblzAz+pTE2PFxNNmfSeO5OEvtO56F1aS6fFaby9P388eHTCdzg4fM/6+WS92wiqsUI2oqwKjYMabDevJcy7TpGM+Oce1+Gnuu6CPtjzPA1cnb5PADGM2EUodDXaSWZ1lk0z324kPRVtZeTO2+AeDiOCPnJdnZTOiOvlRubNMExxoxVy5jcsgkjoeOfWU18ZBSLIkFRMTQDr9+KrgscbjdCSIpqpyFUheRkBKfPh6K+feNLXwtPfvG/byYviF5LXoHhy+f/z1dedbFXkV+r/ivwOynlOwpt88kXUe0DOgri6AghGoG/CCFEoXDwBHkNzqtf5PCfJG8MnvCtRwjRLaWsP8kQ9wA3Ar8qbL8T2PmyLm6KF2Vsz4bj5lFJy8rXWjQ4C1wrhPjGqykeLYSwSClPtcr6ZwMJ4C015t62f+1CtTWUz5pJw7K8DmpyYpJUJEJkcBhD06hfuvCwIZeJJ/LLdAE/lXNmUz57BkXlZVidDkqmNRCqqyEdjZFLpUmMTxAfD5OajGDktBNmKxbbi4loEUodR2redfXnmIgaRBOSoTGNS1a5WN7ifFnX8g/X+JlWfcRwXNHiZCJm0NaX1x4VQuApr8NAYfXmJA+sifOF20b52DeH0Y23Jpvy9abYE2J22WwqfRU4bU4sQmDoKepDtaiKymh8jLtXd/Mvv9rJ3AY/7zsnxCfP0PnvW+cj513BJ26cS/PCedy7upNcz3Y8q94LwNdv34vHYqGqJG/8loQchw05gH0HIsTiOi2zA1RXuCkpPn5pOyd1vtj1fRRHkHguQqT3YYzhDSyqPYvY8j/yhZpZDG69Ddv8TyO1BLbZ78V79dMYsW5yrX8g+eiNZFt/h9TTHKsEc3ImcxEiuSiGNPjqr7v4za4HGYzn/waOZsYYnuhjQuazr7X+OWhxD2OxNNn9Z/LAHc2MxdPcd081d8SXUKu4+UL1Bi6Y3ciN9Vczv3EMPeWmom0+j6+PM3dunFyRj6BWRvXcJ5kYjzF/eScL7PP54PT3cFrpKpaFlrCiZBmmmmHAbMNrdVP6D9dTWV+LiYlmGjy4OkxrR4pN3Z1s6+2mvtpBY72d4UScofQIo+lxIpNj+CrrecbTSn/bARSLijRNMokEnuIgpq7TtWUnMcWJY/E8wj39CDNDNqOTSesoVpV4RMPQNJBZFKuVjg2b6N6yg4m+frTs2yf7+/WkYMj9EqgjLxReB/yy0P5qOQfQpJQ/O9Qgpdx5IrFxKWUnee3Kfypsj0opNwPaC/cVQlQDl3HECHu19AAOIURZwfC8GHjkqPMsEEJsFELsEkL8VQgRKLQ/I4T4phBikxDi4CF5MiGEQwjxGyHE7oKyxTmvcXxvOwqG3HHzqND+WtCBXwCffuEHQoh6IcTqwnN6SghRW2j/rRDiZ0KI54FvFbZ/WnimnUKIs4UQvxZC7C941w4d752FZ7hHCPHNF5zr+0KIvYXzlJxgLF8VQmwu9P1FYV4hhPgnIcS+whjvKsjXfYQj6hHHSdy9WbxtjTmhKCiqko8hMgysTieGppOJxdFzGpO9A2QSCaJDI/Tt3E02mdfdHG3vZLSjm3B3L+lYnKKyEkzTRCgKFc2zsbtdSDPvDevYuJnR9k7a12/COEpmq8JVxvum3XyMOsCiJif/99UKPnJtEfGUZHDcQHkVq6CpjIlpSqpLLWzbn2HNtrw83mTc4Ht/mOCBtXF+9pcoyYzB2KRBuHeU5NjL04c9VTFMk1QuxXBsmJAnREpLgBFldmk9AOW+chx2P5efU8Jp1/n5wHc3YFMkSi7GI+s7uGt4HFWb4PM3NrL2JxeDo4g5tzzK3gOT/Pwzyzl7ZT6u8Kf3HeQHd+4nmdJJpnSeeW6I+S1B3O68g9rrsTKt/ngHwTWh8/j9rP9hd2QHyzo+x929f0Dm8kbg/RtcuL3LcJ13N7aGK1BrLiH1+M2YsS7IRchs/x/cl9yLpWwFqWc+TO7AH17ePYknWT34LLe338Uvd9/Lf/7xAPvaJT09gnsfzfKTXX9k+6MO4g9uYq0yxNqxIG69kmzGykdOOwOkwuSEDYdDY9YZm1EqWllwxQDDpR70sQ2EYwbp5Aoy2SJStT0snaUQXLiWzKzVPPXUNPZsW8FjO7rxx3Q2PT3AHZ33sHroWTaP7sWu2GhyLqAv1c9kLso+vQspDBY6m9h1953Ei3dSUQmaJtB1iRw/QKnPQr0/SPtkGwdjbYy3dWFoBu9ovJ7ambMpmzmd0dZdTHbuPfyiVdU8m0BFEFPL4CuyYGDD7bUSrKlEKBYsNgWrTUHqGrn4BA6fm/KZ0ylpqMfmfHkvUn+HfB14odveVWh/tbQAW1/B/tuA4wObj+d/gc8Dr+wN58T8GbgBWFU4/9HV1m8nLyM2j7xM0teO+swipVxGfsn4UPvHyKuYzSXv5fudEOLtlYn22nkj5tEhfgy8Swjxwmr9PyTv/Z0H3AHcdtRn1cAqKeUhkfsAsJK8UXg/8H2gGZhbMN4rgW8C5wILgKVCiKsLfd3AFillM/Asx86HQ/xISrlUStkCOIFDIQBfBBYWxvgRKWU3eamv70spF5zoBefN4m1rzB0iOjzC4L4D2F0u4uNhdE3DWxwkMjxCOhLF6nBQOn0afTv2EBkaQVgt6JkMKIJAbTXRkTFGD7QTrK4mPjqG1WFHURUysTg2txunz4c0TUz9SHHWreEd9CT7jhuL064wrdpGz7DOwGiOb94eZiL68j3CuiH55u0TfOLbI3QOaCya7aC+0sqTm5Lc+l/D7GzP8m+3Bgn6FC49zcOv/rWckYM9/OwX+447lpHLvGIv0FtBRsvQNtZGIpfEptoYiY3gd/px2lyYhfEPjCX50V9aKS/ycG1dHdVBN09sHUZPRTmLNczoTZDb+QBtD/6Cj3/3eZyNS/jTf5xJRZkLt+uIwX3LJY0snRli685xduwJM63ey8GOKEXeEy+nH0IIQYt7BnP9C9iw/FE+fPqdWOsuxeNWueTcIC63wuq+GPvGh9iavhbb3H/ETPZjb/kwzmX/jkz0gcWB65xfEil+Bx39uRPfi6zJz+6N8MzmGAdv+w1doz1kkw52PrqS06bV8M5lGu/YM0g6qTBnR4gly6oZO2cWe56Zy5rtKcoq0nzko/203fkUFYuf4NufLOb94gKKN9RjUWFb3xBPRavY53Dz8Oph6sosXHFlhIwjyYQmMfZcQO7AIq4730nt8m0os7ci6zO4F4AjVkWZnMnffruAsWiK/V1Jlhcv4dKqC0hqSXTTYDRiIHNzKHH7cdotXN6ykAtnL8BVXIVQLXR1dlIx7GGxo5m6RcuIGBpWxYrd4ybe24qUKp7iUjLJJEN7W3F4PVidTrSMhhQWQpUhohMamfAoRi6DoiioFoV4NEtkXMMdDBHu6WVo/356t+865gXshSQnI2QSicPb2VSK/t17X8HMhac2JekazHGg58TP8y2i9hW2vxGc9DVWCHE5MCqlPM5IFEL8uODl2AFUHvpZCPGVlzjkPeSNuXdSEEcvHKsI8Espny00/Q4486h+h/QvtwL1hZ9PB/4AIKVsJe/5m3mya/o74w2bR1LKGHkD+59e8NFK4NAy7u/JP4dD/ElKebSMywMFzeDdwIiUcrfMf+HtJf8clwLPSCnHCsuyd3DkuZsc0XX9wwvOc4hzhBDPFzSFzyVvKEJeN/UOIcS7yXsZTxlOGjMnhPABJVLKjhe0zysI176lFJWXUVRWipQSf0U5ejaLze3GEwyQjiVITkYxdR130M9w60G8JcVUzJnN0L5WzJxGZHQMdyiIr6SYXNaLNAxUm5VcKgXSxF0coL5kMVbFykR2EkUonF9x9ouOp6nBjsuhsHiWjV8/GOP7f5ykqsTCded6KQnkb/fmfWlaptlxFsqQGIbk7ifiPPF8kvOWugh4FRbNdjCjNm9kWC2CC5c7qSpReeJbv+C/rj2f27famF1vp+WCpTwyPMFjG5NctMJ9eBzxgU5cpVXY3C9fquytoH2sA4FAFSqRdISQO8RYYpxiT4h9w/upC07D6lS5/pw6OvtSNJR7yWomV5R38OfdxSx2pKmzbeLuiaX0d3ZzxtIqAOY2+mnvipHTTObMzN/HWFRDFVBe4SIUcuByqICgpsp9wrFldnwP+5xbj6kjF7L6D/+sKAIjMMF9A4/TYY7xfNTBpDfGGfXfIrv7J5CLYWm8muRTH8KY2IP/ll7a+lMMjev89oEoZy5y8sDaJLd9Lh93ef/aBP0jGts6kpQsLsEz5mdlxM3p3i2k9SKEvxzHzTfxpQoXkSe7eGB/hgFFsLzFSW2Ji2HZytMPh7i4RuP6mUsZMTr5fWYj3gYVdeBcRralmXnG86QNO6OpQUafNBmsdqLRgq70gD3JnAonk2xg3hYnbYtcrH60hU+/08umfTrq8p188/PTWNO7nZEBN+EBF+s2JfjADWdgtyisbg2TqpiD2g6pKo2uZCsLQ/MwnW500yBj0SipCqG7FP7Wcz831h/RS3WXN5Du6cdZXIXFZqN2/izGW7cTj2Sw2lR004KSyGB3qsQiOawOK4amk80K3F4blnI/CjmknqaktpxMMkdipIdsJIwhvFTMOVa1JZdMYXHY+fOafGzqnDoFe6iCzoEcQ+M6a7ansFsFt1xRxO0PxrjhAi9FbpU121OEozqd/Rqb92U5f5mDrkGDHxSe4SlAL/klsRO1v1r2Ate/gv0Xko+DeylOA64UQlxKPnHCJ4T4g5Ty3VLKjx3aqRAzt+BkJ5RSDgshNOAC8nF4q17mWA958AzexjHkbwBvxDw6mv8l70H9zcvcP/mC7UPPzeRYL6xJ/jket6z/EhwTq1Twwv4EWCKl7BNC/Bv5OQr5sIAzgSuArwgh5r6C87yhvOTkFULcSP6mjwohrMAthfgHgN+Sz1B6S5BSgpQIRcE0JZ0bt2D3uKmZ34I0TYI1Vdg9blSrFSklo+2dBGuqcYcCCFUBIRAWC6UzpjHZN8B4Tx8On4fi+lq0bJbSxgZcoQB7o/vpSw1wadWFdCV6sCk2/LaXNpD+5adjNFRZyWkSIeDRDUlOn++krU/jvmdilIesVJZYqCrJG3Of/v4oN5zv5RsfKyGWNDjYm+PxjUmmVVn5wo/GUBX43qfL+OrPxhi1XMp18+u5pdJg4+40jVU2br3Gj9MuuOXfB3n/FUWctciNv2HOS47x5aAZGt0TPcwomf6aj/ViNBY3oBkaRc4iusJdxDIxdFMnnBxndtksbBYnpjQprfZyyzc2YJqSjXvHuGzYx3VnV3DeGafh238H//arTsaTksTnao4cu+7Y5JPikINoPEcmZzIwlGLOTD81VW503SQayxEKHruSItNjpJJpxkcFddX55Kf/G76XalsZ/9H7U673X8S7RyL8wmxk/fh9POlZzmJP3mhQShcj0+Oknv04arAJxVOBEd7D6Qta+P3DUfZ1ZVnWbOcL7w3y1Z+PYRhQUWxhRVWSTmcrvkadcJ9C55xhZrlVthmr0ZwaWmw2jfUrCV52FkVb29i1qZyxSgVT19jYZWVs0EbqhmLu6b+f2ZxFhbuSiblRvn5tFc8+2Mlf9y5D9U/SVJGktNpJ+2SAYPMWxnvKCTZ0M2kTuIWVWMUFtK6RnH/uBE/3dtE7XkeLOQuXESBgLWVBvZNNB4apaMqw9/drKD/nXMpLXDRNczGejnPXg8NQNoajIoUjlCZn6IwoA5TmqrArFVxcfBapwRHsNZUYuSw923YjVIX+3ftIx2KUVJcQj2pUzJlDrK+NbEwjlRAYmgkCrFYDVEFOs6DYPSgWO+nJMdKJHNGJNA5rjlzKRi5joljzMbNDrW0A3LfDy/R6N3ODo5Smw6TC1fQkE7QmKrl/7QQXL7djt0JWk3zyO6PYrAKLBZ7dlqapwca86XbKQhamVxus3pKhsdpKOmtiswjufCzGyrlOpte8tLf3DeTL5GOdjl4iSxXaXy2rga8LIf5BSvkLyL/MA0XkEyAOU4gh+g75JbMXRUr5JeBLhT5nA5+TUr77NYwR4KtAqZTSOFRfUEoZFUJMCiHOKCyBvYf80tpLsRZ4F7BaCDGTvDfqwGsc29uNN2IeHUZKOSGEuAf4IPDrQvN64B3kvXLvIv8cXi2bgNuEEMXAJHmP7aE5qZB/ObkLuBlY94K+h74IxoUQnsK+fxZCKECNlPJpIcS6wlg95DO4X9+yBa+Cky2zfhlYXHgzej/weyHENYXP3tK6GNGhEQb25gXvFVXBV1FKsKaKbDJFx8YtJKNRosOjpKMxhBAEqisJ1lYRHxmlb/tuHB43SJNIf14zMjk5iWLJB1GPdXSRmJxEURRa/HMOl4FYHFrAdF8jm8e3veTYvv+ZMnwuBUVIInGToE/BZlV4ZH2Ci1d6mFlr45DudyJlMjimcdsfJ3A5BTPr7Jy71M2lp3mw2wTVZRbqK6wMjGb5/HsDXH5uKUJR+M4fJnj4uQRrt6e475k4Dpvg8tO9JFKv39KqKlSKHG/sHHXZXBQ588axZmiUekpRhMLM0pl47B5sqkosPclofJSvvG8GD28c5J3n13HmgjJ+eO8BDvRO4pxzPhctKWPbLy85RqpNUQTKUYGLqiqQEoJ+G3Nm+g+3pzIGfYOp48bmXPkNsAeR5pEXN6/qpsFRzc9mfI2OdB8Z7zxWzfwwH112Pw7sjGsRbhv4A+lnPkpm6/9gRjtwLPky6BlSaz8JQOeAxvJmB1tbs1SVWrn1aj8z66ycscDJclsPLY4oZ5aspEJvp9k9kwUzVzFnUuC3BDFEjru7/8I37t8CmhPFcNGf7cYs2cf0lmECRZLmUANzuIAiKiiLn0V89VJkOkvN9sc4vWUN2R4PO0Ylo7NtTKuxEBkoo6wywz9Mv56bemfibm+koXs7Y5MqzvJe/DX9TIy50Sb83PdkmFBJlvKZg5y/sI6Lm1sInXYW27tVYnEdt0tl9eoMZsaB1jmbhho7NRYHzp/fR3PUjbO0jt7IJF6bF8WioqeTJAY7mbZqOdNXLSdYU0WgshJvVR3V8+bhCgSxOJxY7Ra0TBLVomJz2DE08i9zUkdVBdnJYQzsFJWXkkuliYSz5HKQ05S8gsTQMNGhYdLhEVZUhSlNtxLpH0TaXHR2R3hoo0ZHX4Z0WmfX3nHC4Qy9Qzr15RYqii0kUhKBZP4MO5v2pjl/mZt0VvLP7wnwv58p4wd/nOBLPx6jrsKK33vyWpVvFIWs1VvJLw3Kwv+3vpZs1sJy1jXA+UKIDiHEXuAbwHBhl2mFRIH95Jc7bytksiKEKBdC9JNPivgXIUR/YbXndUdKuV5Ked8JPnof8G0hxC7y8VP/cZJD/QRQCktsd5N3YmRP0ufvikLW6nHz6HXIZj2a7wLFR21/Anh/4Tm9h7yH9VUhpRwiH9/2NPnM5q1Syr8VPk4Cy4QQe8gvof7HC/pGyBuye4DHgEMOLBX4Q2FebCc/zyPAA8A1b3UCxEsqQAghdheCQA9tVwAPko87uEVKeULP3BupAHEIKfPqDopFJRWNMdbRhZ7LUdU8m9HObpCQSyax2OzUL114uJ+h68RGRikqL0NRVaSU9GzZQXFjHTang/jYOIZuEKqrQbUccVz2JwdIaEl2RvZQ7aritNLlLzm+B9clKA2obN6XYXBMx+UQnDbfydmL3Ty+McnMOiv1Ffm398370mSykmXNTu55Msa7LvYhJSgKrN+VoWMgR6VnnIqKEn745yQ//kI5T21O8pfVcf75PSEmYwYIwZ+ejJFMS/xehX96R4DSwNtz1WAoHiWrG5R5PDitNsLJCdK5NFbVwmgMppcFcFptrN42zHJ/P3KyB3v1XKxlR8JaDEPy4Oowl5wdxGY98s7SO5DA47YS9B9fP/C1sGPPBKXlNshtwgw2Ue2oQEoTY2g9asVpCCGQpo4o6PpKKdF0sFnzxuanvzdCLGnys68Usz96gKE7xhmd18VFSy6nxBFiIjLC3lw3kWyUlWVL0VNuvA4bTzyfZGPrBPWVFlp7sly6PITTaqW9P0c6qXE127DkMmiVJexaO8y8T5/P57+bQPWEsVss6GkPTWdvpKkqxKUlyzl4/9N8u62FG8UOxn1WTlsUonLODL76+ywZXSHjGOLz1zfyx0cz/OsHyugfzvHg6nEWNXuor3bwx/tH+ci7KrBaFMIRjZKgjWwiyUR3L2VNM1FUldGOPXgrGnC68svbupYj3NVL6fTGY+TqTMNEURXGO9pJRaPk0hqKInH5nKRiaUzDxOZ2Yne5iA6PEqoKEJo+l7H9m3GXVjPSMUg2kcDm9lBUng/FiA4OojlDPLVdcsHMCe7d6qE2qLO0Pk0sZ2V7j5WnDhTx+esFUVHMD++e5GM3BvC6FAbGNDbtybCs2cmmfRnKAirzZto5d4mbB9fFeOL5FNUlVj51cxCr5dW964opBYgpppjiVXAyY2498J6j4+WEEF7gPuB0KeUJvxHfDGPuEIam0b15OxJJVfMcVKvKSFsnNpeT6PAIwdoaiuvyS2/t65+ndsE8Rjs6KWmsx+7Of5nIQjbrS/FA38PUuKoJOYLUuF9eUdLeYY1w1GDhLAe/eSDC+l1prjrLy+w6G9+9Y4KffjGfZbm7PUsyY2K3Cu5fk+BfPxjip/dGqCyxcM3Z+aVC0zTJ5OAfvznCFad7mDfDTiJtsnDWkaVBTZdYLYJnt6awWQUr5znJJaPkYpN4KurzCRGmjlDfsiWgl0U4lcQw88tppe789eumgSoUsh3rsVW2oLjy3rz8/JXkPeBHkFKyY3+CWdPtuGzHXm9Ky5HRNYLOE8fKvRbif1rBl+eey/kl53NV6FwAtL6nyO7/NZ4L7zhu/32dWb53R5iSgIUv3hKiyJP36oy1DtKr9vGstpkb6q4hPjbM09FW0m3L+dz109l+IMPtj48wvTFHT3yIBscsrKqF8xZ7ae3OMTaps25HmnfXDbD4xiZ+1XE7FiycVrKSLRvK2TvWxaJl4zz/6DxqF+3hwM5SrjjTibWsh7FkhM2PzOeMuRFKxmxUD+3DvPoKgj47vzlwL+VDy6ivr2JR9gC/bq9kRqOb0tkHSekpFnpWMBHRuPfRcT79gep8XKGmkYrG8BaHAMglIlhdvnyIhKEzvn8LSWcplbW1jKUTCE0ndaANt1NSNncZejZLKhIlORElUFPBZF8fDkuG0KzFaJks4e5O7DYDoajomSSKakG4y3B4PPRs3YFQVRw+D06vl/6ucawOG+GJDE1zSpjsG2Ak62My62Jrn5PqEgV3doTqkGBbuJzpgTjrugN88xMl/PMPRjFl3vMOsHpzktVbU/zXR0rQdEkma7JuZ5qLVriP8Qi/EqaMuSmmmOLVcDJjbj6QlFK2v6DdCtwopTz+24k315gDSEWjTPYOkIpE8ZWXko7FsdptmKZES6exOuxUz2tBz2SxOk+cYT6UGiZoDx6j6HA0uyb3MsPbiNPy6kseTMYNbBaB26mQSJl4XMcaIN/8XZglcxyct9TNxt0pntma4ou3FB+zT+dAjkc3JPnH619cLqqtL8f6nWned3kRpq5h5DJYXV6yu3+MMbEP11k/ftXX8FbRF52kyOHEMdaGpWQaiv3kRZPj2QyJXI4K77GrOlldJ2foeN8A3Vsj1kOvGaPY24hXdRNNGOxti9Fy8DxcZ/4IS8UqntuZpqM/x3svK+KZrSnGIzrLW5zYbYJNezJcfkY+Pu+J55P8ee0Is+ZMMK1tDMslOvVaCXUZH/+xPkSgoZ33nzedH97Xz8IWnfY2N5U+P9LXx/uWraRnKMeTm1OcscwkTCd+h4ff/N5P/fxORKATj9OKZWI248YQI9EEpzd6SfV0oc8oo8xRwkzfDEa63bSpz2FZ52fzWAilKE6j10XXhJtLaieZtrCasroAvUNJVIukqsTD42snqCqz0zwzbyynNQ3NNPDZHSRzWTK6jl21YFEULIbGcPs+Et78PK+rrKKvqxOHohIM+Bg60E2woRa3z0vv1p24QwFMQwM9ybr2Is5tSqLrJusOuplTlaPYb0HPZskkM0gEnvIycvEkQlVJhScYTLipbGnim78L86+Xh8llNEYmdH6wtprPXqsghUoxQxhY+eWaIi5pGucnz5Tw869UsGFXihUzTRxeL8EiFU2XRBMmxf7Xb1l1ypibYoopXg0v6Y6SUu4EWoQQnxNCXHRUu/ZihtxbgaJacAX8FE+rR7VaqVs4H3cgAFJSv3QRRRXlCCEOG3KZRJLI4NAxx9gV2Us4e3y9ts54N4OpYeYFml+TIQcQ8Kq4nflbfrQhNzqp8+3fh6kts+J25N/ow1GTdFaSTJv816/HMQrFgRurbC9pyAHMqLEd1oBVLFasrrx3y9b8YRzLTxYu8uajmyadk+NIKRlOxNAKAYXSNMh0bkJKk5qiAD67A1v13JdlyAF47Y7jDDkAu8XykoacLnWu3Psxonr8FV9LrvU3VA5twavmDZkH1ibYuE/ivW49onQlhiFpqrdxxsL8XDp7sYvrz/NhUWD9zjTJtMn37phA0yVNDTaSMTtb1lcy48pzqAvNYjBjZe2Ai4FwhnctW0S5s4wlFTPQBmfxz1c30xptRwnmY9J3t+cQu3az8fY1fPv7JTy9NUlTvQOyHpZvTBHbWUGWKPWOEE1lHlK5GHO3S84MLCP6RIYv/XiA+U1uJvYvoaSmhGCFl7OWNLJgSSUWFTrVCu7bKtANyZ8fnuSOv0V58rlJTl/mxlp+5PerNzpJWtPIGQb9sQiTmRTj6QRDiRjCYiVUWUe5zUG124vVlBjpLFlVJTwZQzjtxEbHyKXSGJqGarOiWmwkYzpN5Wl04cIUDi68cDqNLTOIjkXxlIQomd6I2+9hoHsMKpuxBiuxuNyEHfX84S99/Oslw2jJBFVNjTgcKotq09z2N52fPGiAp4SAz8JnLpxk8bwQ37yiC3P4IM9tneDgjnZu/e9hDCPvBT9kyPWNaDy6IcEUU0wxxVvBSxpzQoifkC/KFwL+Uwjxr2/KqF4hDo+bQHUlgcoKgjVVjHf3Eh8PUz2vGUVR8JUeKfCcikSRxvFJAhdVnke5vfS49pyZQzdfSZbzK8fnVjhtvou5M+x0Depkcib3PBnnC+8LoumS0+e7UNUTL9uMR15+qRuhWIjfvQgz3vN6Df11waIolLm9CCFwWKwohzVnJTKXgpfwHr8QM51l32Wfpe/f/+9F95m4fy2RjiGeeW7ohJ9bhIV/qnz3YYPs5dD/9d+hx5I4l/0blrp3YmZzaLrkqU0p5k63ISwOfv9wjDsfixEsUmmoPOIBNgzJJ783ysHeHNef52VWnQ1VgepSK1+7tZh0xmTMsY0f/9LH48/V8NuNVm54Zx//e9c4rd1ZGiptPLQuhaoILp2xhLKJC3lsQ5LfPxxldJoL98VZvvwBLzv3WnBM24JL8SKW3URRoJF9gxHGGcThMJETMXrOKaUnN8TpF60iFy3hV/f2051q5S8H0py3ws6COSqhoCBjWtF0SMXT3PlQGM1UKK9wk0wZPLctQnfiSAWD6cFiyjxebKrKrOIypgWKqSsKUiosxEbGCQ+M4a8ox/C4GMmmKGqoRdpVioo8uENOpCkZ2L2PspnTKK6rI1hbjdNtpb55BsX19firqoh3H2S0rY3y2TOJjkZITsTwV9XiUTVG9+/n8z+NEc3ZGR1Ncu7KIIq/FMMwGdyzn1BFMR6XwtyKFMuqJrjzyQw5YSMVifLnTXaGoyqxaJrP3ODiJ89V8IkrBW1tE/QOawyMaTywNoGU8DYo6zjFFFP8nXKyZdY9wPxCqrcLWCulXHyyg77Zy6xHk4knCHf3Uj57JulYDE8oeMznfTv3IBSFUF0NTt+R0hWGptO+fiMzz1hF7/ZdlM2cjsPrYe3Ieub4ZxOyB194qjeUwTGd9v4s37p9ku9+qoTOfo2SoIV121NccaYHq0Xw+MYET29Jc/t/VKAWYnRybXchnGVYq49VoDEm9oJiRx/ZiN79EO6L/nii075ldE6OY5GSoh13Y6tdiHP6aUgtA0JBWF5ZjF+2dxipGzga8zXnzHQWLRJHdTtRnDY6PvJtis5ZjG1xE/6m16eW6uTD6yk6fymKzcrQj/6MJVRE8qyz8bkVgkV5742mS37y50kaKq1UhFQWzHIeDpRPpg0cduXwcxwY1SgLWbCogqGJNNsmt/H4U26+elMLqbRJ154R5i6v5Lt/CPPJdwT525oEZQELdzwaxeNSWDXPyTmLXWzcH8VR3svpVfP52P8MMWt2B7UtJnufr2XZ6YP0yX3Mj1cRiw8z3GBQzRxWlazAZlO5Y9N2nn6ihH/6cITf/SHEv36wlMZqG+OTGnc+GmVsJMXMegfP7jZQFKgpVaguUbl4lY9QwEoqYx6T2ZkITxzz+ziwZz+B6kqcPi9CUTBMk5yhk9F1iqxWQDIx1IuWjDMet+Mo92L09ON22Tk4LCi1JrAWFaHF4/l7Z7VhczlxBwPkkkmcfj8Du/eSNQXbej0sqEwwlHTQEQ2ytDrC43sceB0mTaUJ/rK7jBuXJ4kkJH/ZEeTMJp2rlub47TN2PGqSRAauWZKluKoM1SJY12rD7nYyd5qdHQczXHracbrdr4qpZdYpppji1XCy0iS5Q1WXpZQp3uJyJC8HNadT2TSLxMQEkwPHe15q5rcQqKrA5nRgSIPe3oPs7tpGTmjMOH0lQlEonzXjcHJEqaMEh/rmK7lUllgoDVi4/lwPW/ZlmIwbOO2Cc5a6qCi24HEqzKi1c8d/VR42AACErQhhdSONY3Vl0xv/hfTGL2GbfgP62HaM8J4TnjfXdT/p57/6qse9s30SKSV79vWiacbJOxSo8vqxjh0EoZLr30Ni859Id2wg1/fK9bLtteWHDTmA3q/+krb3/zeDP7ibbM8I2c4BcoNj2F8k43DwB/eQ7Rk+4WcvRuDSVSi2vIh8+ceuo+SdF/Ds9hT7u49UNOgd1ljW7OD5PRm+84cJnt5ypA7mbXdHeHZrvjxK95DGt38/QXtBm3fN1hx/ubuSlUuzfOq7o/zpLwOoTz+NApQHVbY83k4iZbIn9ywtcxPYrQKXXaHIo3LdWcXcfWc5j7Tu4QfndoEjRl+7yjn1j3NuwwJ2PbqSR9dXMntfmjMm6phhzmNPe4r718TZvqESxZ6hOhTg7Hk2/v3nI/zHL8doH9AZj0qCxW78NXH+/cN+hicMHFbBjBo7UsA/3zbK9+6YOHx9pmEQ7u7FNI7MiaqWJlz+osPJR6qi4LTaCDhdKBYriYkouaREVNTRmi4iPJgja7GTKSsh5Mph8fnQY5OkNAXVZiOXSZMYD+fLkIyMohbqSW4bKGLHoJfnB4I8sj9Ab1gQdBmMZv20jripCFm4Zv4k1Y4ILZVZrm4ZR0vGGe0bZcNBhSpflq29XjpjxQhF4vb7GYpasChgmJL461gOaIopppji1XAyz1wKOJT8IIBphW1BvvzQvBP1eys9cyO/u4+is5YR1dK4g4FjPAG5dIZcMomnkFU3ngmzsX8jdpud+SXzKXUep7f7ltPRn+Nvzya49Ro/dz8R45bLi7C8yJIrgDGxHzXYRHL1rZjxHuzN/4DMTqL4ZoDdh7V0EVJLIqwnXkI0U8PI1Chq8Qkf7TF86869/M+d+5h48AYAnts1ymVffJpzF1bwnX9o4sIvPsfOX1+O2/nSJVLMVBRTS6M4i0juuB9r2UyyHetxL7gSS7DmJfueCD0SP1y6pv+/fku6tQfX3EYynYPIdI6yD11BbihMxceuO2H/2NoduObPwOJ7/bJdM1mTT353lB98thSHXSGnycNlSQCGwzplQRUhBM/tTBNLGFxS8Pb88r5JNuzOkEiZXHGGm3ueTGC1wIw6FVfpdi4/GOHnlkU0nLeWm2dfhCJUatxVXP25fsqCKooiOPeKNoQrTHhCpTjWgH9LJ8/OcqF6w+iJIv7jsosYv/sRemf4OTBYy9YOK9ec46WocoicpvCj/7Nz7VkuECp/eDTGey7xcelpHv7xW6s55/QSZhTP5MlNSboGNbI5SbBIoXdY555vVL3YLTkpuXSGgeEsk/39NC9uZPvOEVyMYa2vQI5NYrPZiEwYRNIurHYbuiGZ7h3HHfCTS2eJTUS4fX0RKdyk0hqnzXNSYvZzIFXLquBBkhY/45OSrlGFuWVRaqvdkI0zmVSwl9Uy1BcmGteo9ut4Aj7WtrkoKXby3qvLeHJTksoSld8/HKexysqBnhyff0+Q0uBrKwd0qnrmhBDl5AvILwUiwAh5PdMcebWHVvLFVuPAT6SUvy30m02+yv8i4CtSyu8cdUw/8Cvy2q8S+ICUcsMrHFc90AX8t5TyXwptxcAQ8HMp5cdf+dVO8UYhhDDIS3BZyM+b90kpU0KIhJTy9XFvvwkcVej6ciHELeTVIt7SuXayvzxNJ/n8lCI6PIqxZDaO+krUbBYjl491k1ISHRrG6nKSiSdwhQIoQqHYEeLy6Ze9xaN+aSqKLVy4wo1FzSdQvO9rQ/zLh0L8+J4IP/r8sRJCeng3qcfeifedu3Gd8b/keh/HUraMzNZv5A06dxWULnpRQ86IdpB88ha81zxz0nH94oF2fvNwJyvnlDAcTtM9nKS5oYh/ee9c7l7dyxmfXsvn3tlE8/se5NnbLqCu/MUNIyM+ipmaxNKwDHfLRQiHB0fdQsLPbcE724st5H8lt4yJv60lNzxBuqMfi9+L1HSqPnMzk49swFrqJ7H1AKFrznrR/r4zFiANk8iTm/Gfv/QVnfvFcNgVfv7lcrI5yUhYpyyU/9X76s/GOHuJiz89GT9cqua0+ccm2kQTEsOQ3HKZj0c2JKkIKXzoqiLiaZOH9gX4jlHPJdk25oWuY++Bp1DbRshOW8CnxrayvuoyrMUBVpas4F9/PsK3Pl7Op747ypIFPpK53Xgi5WSGq8jKHBsbFzIej/HsTpN0Sue58fXQ7+MLly/D5uzgd49qCFMl6FPQdcm21hSVgWZuWFVGW1eC/hGdOQ12mhtt9I3q9A7Hue3uCc5Y4DqmhM7LIZtI0rdrD6tHZuGTLkp6h9nWaeE9189leGIc3eMg5/bgEjEqAk5SGUl83KRvIMnOXR5On5Ym4PcxGLOjigxXzJlgMuqgXS1jf2eaWqef2YFJigIKNV6B6SjirzvcLKvUefagm5uDE4R88OSBEBpxlrjHWVrrI1Dp5nt3TGBRBapiY0mTneZGOy67wOc5NaSuv28//Wbygui15OWXvvzp7LpXXexV5OUU/kpeBP0dhbb5QBl5BYgOKeXCQnsj8BchhCgUDp4gr8F59QkO/QPgUSnl9UIIG8cLux+S86o/yRC7yMss/Uth+wbyEmRTvAaij3/vuHlUdOFnXmvR4PQheTYhxB3AR4DvvcZjTsHJs1l7TvQPqAE+/+YM8eRIKTGzOWxZjVB1JQDpSIz46BhaNkv3lu0kJyI4vV60cgd3dN7D5vFtPNT/KJFc9C0e/UvjciiHdVyvO9fLz75Uzuw6G59797ExfGa8h+RDV+K7eQ9CCITVTW73j9DGtmObeTOORZ/HNutdmIl+jPDuE55LH1qH4qlGKIVaZ5lxxjLjJ9z3vRc28N6L6xmeSPK9u/fz7v98jnue7mUynuMT187kg5dNI5bQWPujlzbkpJbBWjYDe8MysmNhont7DhfWtTdPozc7wbYdXSfsm+keQurHL+VmB8fRJ2Nog+PU/89HaXrku7S99z+IPbeT1J4uar/2QdzzXlqizMzmiK3ZccLjvxZ2tmX4zQNH5tyt1/iZUWPjzIUunnj+hfKDeT75jgDf+WQpF6108+mbg/zPx8tY1uJmZq2DUmYwtyVD4qxu3OkEqyzNTI8UgdVGsryU+cHt1JRZueuxGFec5qMkYOH2fy9n536Dhvocs+eFUe0J1rS189dn4oxEMrhKhrHbBC2+ObQdcHPLX+7F2rKLc1YZnLHQRSwpmYybtPWkeecFLgxTkslofOjqIhbMsLK7PUPQpxAqsiCk5J4nXnlWcCoSJVhTzfnLXJyxsozk8ABnl3eSGwmz97kwY21RnEKCYRBNJdFi4ziCWfSiAGdX9/PIdpWnDhYR8MCN5zpYtaqa2mCW8ESOM+rDrGlzMxpT2dnv4JnuYnLOYsZjkkhC8q4lo9jMJNGEQFgdzKo0sVsEYVnOQ5t0+kc12vtzDIcNfG6VadU2NuzOoJ8CstsFQ+6X5HU1ReH/XxbaXy3nAJqU8meHGqSUOwvyWMcgpewkr/bwT4Xt0YIE5DFZZEKIIvIal/9X2C9XqKb/akgB+4UQhzyaN5FXojh0rnohxGohxC4hxFNCiNpC+2+FELcJIdYLITqFENcX2oUQ4ttCiD1CiN1CiJte5bjethQMuePmUaH99WItcMwfYiGEp/CMthXu/VWFdrcQ4iEhxM7Cc7mp0N4thPhGQX1hixBikRDisYJSyUde6pgvRAhxcWGfnUKIp44676+FEJsKKicn7Hsq8LJfJYUQCwsTvBv4T/Ju9bcUs+B5S+1pY+ind5HacQA5GSfbN4y+eS8l0xqw2GyUTW+kqqUJRVWpcJZxfd1VtPibQMJTQ0dk+qK5GBPZyePOk9bTb9o1nQyvW0EIQX2l9Zh2xVuH7z352s5a3xPog2uxlC1HsXnIbP364f30kU1oXffnl1ONYxVq7LPfh+eoxIixzDjD6dETjsNhV3lw/SCRhM7fnuvnK+9tpqbEzffu3k+p387HrpnJhy6fTk3pEUNuX3eUXR1H7q/Uc8TW/gpp5J+jLeDHO/vI77bN48br8dA068RLdUM//DOZjoHj2uPrd+O/ZAXBK8+g4x+/TfZgP/YZ1eijEZyzaxn/89PHZDSPpEd5qP+xY46huhyUf+w6pPn6xkP96r4oH7zqiLZvTZmV//q/ME0NNhbNPt579fjgajqSbZQELKiqQmOVjS/9eIx9j++l6+k9rGQnAZ+FM+afzff/qpBwlrJrieBAto6upeejnebgzIVh9h1MMDiZ5pGBJ/hl+29YccPTZGwjdA8kOGuWm6Xl05ldEeJjF7ZghGv4wC0RRmQXpmanJjedFt80OnNDBJfuIZ2TPPF8El1a6BhRePi5BBtaBTkdNu9J0NGb5oJlbmbV2mistnPespdXSuZoJjQPm7pdNFbZqCi1IxQLf9hWQcxwEkkpeKpn4U1qBBQLmtWO4XTx5PMC1Wfjyf5Krl5mssjbwaWzRujpCDPcM0IsZ6fak8TvzNEzruJwQEtFhlhSMt7Tz61Leyn36zze6mdHv4NkTqCaGf73iSB7Ug0sqte4qiXKaXWTJKJJrBYYGtfZ25nlEzcFjqsb+RbxdY73cLkK7a+WFmDrK9h/GzD7JPs0AGPAbwpfkr8SQryWuIa7gHcIIWoAAxg86rMfkvcqzgPuAG476rMK4HTgcuB/Cm3Xkpf9mg+cT14KrOI1jO3tyBsxjw4jhLAAl5Bfcj2aDHBNQV3qHOC7Bc/wxcCglHK+lLIFePSoPr0Fb99a8prx1wMrgH8/yTGPHk8JeeP1OinlfPLeXYCvAKullMsKfb/9GufpG8ZLLrOKvMjwOwv/xsnr1Akp5Tkv1e/NYvT2+7GWF2Mmkjhn1qN63Ew88Ayqz42reQYAaSPN/ZGnONO+iriWoMJVTjQXpS85QMgRwmf1MpIexWlx0pvs50DsIOeWn0XQnq/lpps6v27/PbfOuAXbKa6ccEgFQRaMT+fK/O+dtersw/vYpl0LQOKxdyDsflxn3IZQbegjm1BD8xCWIwbFHP+J/x4njTSRCcmO9giZnIEi4Ot/2IvDprK0KUSx30FZML9UaBhmPhAd2NwaJpMzmDctf2+FxYbv7I8e9gQKi4rFe+T3xGaxUeY7vlzMIRq++4kTts954NsMfOdOsr3D1P7Xh4k+vQ0ME+ecBtzzZ9L58e/gO30+7R/4bxp++BmCDaUsDB4fIzj0wz8TvHwV3hUtZPtGMLMazukvT/3jxfjarSFKCjJrY5M6W1sz/PzL5S+6/8qSpdjVI0IraT3N+y7ZzvBTw1CzGGdVMaP9fqzWDF+q2kZpwxXs+Msc7Cn45PVF/PK/3dxt6Hy6ZA0H60PYZRm23nO5YGGIwdQo3vvW4J/Rwaee8HDeUicOm+AdF/l4+C8xPveBFs6tdTEZ05k3w8Ffw4/zo8E7+dV//ifrnvKxtzPHJatstPdleWR9mpEJA59D4av/UMJ7vzbEf3/YR3t/jr2dcP6yV/b3L5KxoR9y5ghBOAYZXZAzBMsuDGLu38n9nU6aKzK0xjWe6/DwkZXDOHIqF15YxuzKGfz3Dw/itWkoGIxGDISWYywdQA2UMr8mRSTj4CdrSgg6c7xjQZL+qAO/02B+bY5s1sDls/GeGTZSKZ1H18e5Y7WbX3y5jivnCayhLM9uS9PUYOdbt0/w6ZsD7G7PMnf66ysT9yp4sfTs1ydt++XxchLlLOTj6D4hpXxeCPED8lqa/yqE+ApHvkwrhRA7Cj8/J6X82Isc71HyToYR8t9TR7OSvIEGeRH3bx312X1SShPYJ4Q4FLdyOvDHQvLfiBDiWfKxgve/jOv6e+GNmkfOo57nWgqe2aMQwNeFEGcCJlBFfjl/N3kj7JvAgy/wCh96LrsBj5QyDsSFENlCXGbyRY55dJbbCmCNlLILQEp5KHvrQuBKIcTnCtsO3tzfpZfNyV4lW8kL0V4upTxdSvlD8m89pwTFN12MPj6J6vOQ7RkidaALa3kx/nNX4Jk/C4D2eCc5Q+PZ4eeIawkiuSj9qUEWBOdR664mo2cYSo/w5+778NuKaPY3YVOOGG0WxcJHZ33olDfkjsbWcCXWmgtech/3BXcgUKDgnUtv/g9S6z51zD65RJKx/W1EYynMQqLMhBZlyfYbSLpH2f7Hs/nLf53OnPoixiNZRiczbDsQZktrvvjy1gNh5n/g4cPHe9/FjXz4yhnHnOOQIRfZvhc99fp4QLXRSSzFflSvC1uxHyMcxRLw4ZrbSO9Xf4Fr7jTiG3cTvO4cVJcdq2Kl0nX8i3fdf/0D3hUt+fvT2kNqV/tx+7wU0jCPq2lY7LcQjuZ/hTQdJmMGz2xNsa8ry5d+PHbcMbxW7+H5qJkav27/PdOr/h97Zxkmx3Et7Ld6mGlnd5aZBSuWxbbMEDPEkDh0kzhwQzf8Jbm5YWaykzhmjNmWZZBtMcNKWmbeYebp78esbNmWLdmRE98bvc+zz05Xd1VXd9VMnz7n1DmzyCQMFFn9nHbmXL55YwX37lAwbq9FrRLMK6pneWmCxItbufJCB59+v5P9BVbGQyGKUvN5/BkVn/pBiL/coiDYqsN/dhmL5iUpK1Lx//7oRRP0UulSsf7ZPhxmBd/6k5ef3uklOuJijXkJ1zz/PS5ZbeIbHy4gm5M5a7GR6lIV/3WDHadDw4PPx6gqlujqDaEVSdbMkpmYirFh0zi79x/bbH+EH/7Ny5ObIvzxoQBNVRrufzZEOp7AqAeF3oKjwESlwUy/z0Q6p+SW3ZVs7dTxmXN9bO/Ts69Phf/gGB/45hA2o8SierAV2dg3bmXnqIUVLfDophStBR6qXAounz2NP65iy3Qlj3UUksgq2TRRweOdRbzQa+LQgUl+/ojgqnPMzKrTIilUHBqSWb89QTiW44xFesoKFdz3TIiekeSrVpD/ixh+i+UnwiHguCGpjmIeeef2N2MUGJVlefvM9gPkhTtkWf6uLMttM9qW8SOf30SQQ5blFHnt4edn2jpRjjZPvOujNfwTeSfmEcz4zM38fWpm3I7mOsAJLJgZ/ylAK8tyN/n50Q58RwhxdMiFI2OY49XjmSP/0nDMNk+wv4K8tu5InytkWT7e3P6XcDxh7jLyq4I2CCFuFkKs5V004RUGPYZ5TeTSGUxL5uB4z+mQyyGUCoQqr/3QKrSUGlyYVEYEedPhIsd8/j78KE+NPUtnqJsGUx0FGjvuhIeXprYgI9MR6CaSzkd0l8Q7Yz7JZLJs29FD7iSb8k4EISnQr/kdQp2PtWdYeytK5/xX+hacJDwywEN/38EFhz7Oc+7thLNRHvSs56qCcxhIjvLVqe9z8YoK9v/1Am7/f8tZPbcQGcHP7uvkb+v6ufBLL3Drl5e+YR9yyVe+xxqnA0n1atNxavzNH/xvRNrtR06nqfjOR8mlM7g+dimOy9egdjlQmPQUvu88Ivt60JQWoC4uOH6DgPWsxegaKwht3PeGx8R7Roh3vfJb575jHVM3P/KqY3YcjvPnRwJ8+DsTKCSoKlaxfluUSDTHf17z5pk99myaQju+ir2Zbpa8dxGJwQ4S0/l79NXP1tB2bguRPR24vP2EpyNoyl0Uza1jQaOF2tMLWaldQHOVis+/38hP/tPJlat1TOzRsneTip3tMjrHNB+7AAoPrOdDV5Zx0bktjLnT3HC+heVz9EzJUxTKTlYPnklI4aYv1sVfHg2w57CfH37SiV4rcf4KIx0DCXpGsqxdVUxhgZZ9nXH2HvSTzuRwFb55FhW9ThCIZEmmZDQqcAeyRBNZ6ua38NFlk0RGB9i4Pcht26wc8jm4cIWelU1pssEkKbUNvRo0KjU3LAmypmIcq+xhvn2Csxu8DAV0+Kd9pHOCrCwR9IUwa7Kc3+xlocuNTi1z7x4b+uQk750zwiUNI2RQc+vXbDjVEW46N8OfHg5yz/oI0XgGm1mBzaTAG8znVb7n6TAPPPfW/QNPMl8l70N2NLGZ8rfL84BGCPEfRwqEEHOEECtfe+DM6tKfkDdtviGyLE8CI0KIxpmitcDhf6CPAD8FvnSUVuUIW4BrZj5fR14j9GZsBK4WQihmzG+rgB3/YN/+t/FOzKMTwQJMy7KcFkKcTt5XDyFECRCTZfkO4MfMCP7/SJuvYRuwSghRPXO+I07pTwOfOmKWFULMezsX9c/gTc2ssiw/DDw8YyO+mPxS9EIhxO+Bh2RZXv+O9/BNEJJAaTMjH+7HOL8Z3xMvoSp0MKIKUJY1Mxmfxq620WCuI5gK8ufe25lnn4s36cWf9DPXPgdk2Os7wFh8ktWulWxz7yCeifPUeP7Srqu6kiJ90Zv2I53OoFTmNUyJZBpJCDSaVwSTcDhOKByntCQ/P3r7JzEZdRQVWpjVWo4k/et9bSRdAZrW/G/1VMqLP9hJtaUQf1Ubd80+i1KDgysOfxZ/JoRaUvLfVZ+iMzbAM/4thLMx1i5agkpRx+KWAhY12vnyn/Zzycoy7n9xmIXNBUze/Cj65krMK+YCEHhhD5O/eQB9SzWl/3UdEhLSjAA+9dcnMK9uY/hrf6Tx7reefkzO5gg+txuhUORNrd/6MKZF+YXZQpJQlzop/9qNCKWC2KEBFGY9mvI3H+Mj7R5ZECHLMtF9PRjnNbx8PYH1O7CsakPXmNfCF7z3rNdlr1jZpmdlm54JT35F6+8f9OO0KZj2Z1k8S/dy2396KECRXYnHnWD+9E5KdAlyQRVNC+azwLCAAy89TFHbHOJ7u9CeU8Btf+ogKVT8x3vLWFCWRmE24Ln/aR4cctK+qYeLtKM85GjAWj9Mj2Yz1dqreWSPwCWXEO5MkohoeXGfn+lhFQ3z5nG+P4tGqeIvj/r40acL2dc+zmdmn4FCKfHge54lG1Szbl+U3sW38IvhKn736ARnz67BnijlOzedhYzEr+7xY9fFKXVASZGO8ckYBzv8lBYbGJ5MY9RL2M2vBBX2BLJUuVT4Qlk+foWVb/xukjMWGdi1Y5SmWiN9Pj3j00l0JjVnLlBhdxjpHIhQrY1xyGMnKwvWHzTwgaXTWBQ5EhlBKKVjQlHFLOVhvrBqiFBcwRfPHCUjmXCHMnR79Vw8N4I3pqTCEsNVkWXSD7fuKuErF/g5b4WR3u378KaMLDjNRVOlRKFdwZ5OBS/sjvP9v3n54EUWekfTzKrTcPFqE/9KPpvcdNfPNSvgJK5mlWVZFkJcCvxCCPEl8j5Ig+SfBwC1Qoi9vBKa5FdHhSZxAbsAM5ATQnwGaJFlOQR8CrhzZiVrP/CBt9vHmX4e4tirWD9F3jfvv8j76R3vPA+RN83uJx8y5Yszwue/DZazP3dXcP3P4OSvZj0edwKPCSHayc+bI775s8n7q+XIL6b5+Elo82VkWXbPvKz8XeT9laaBs8ib7n8BHJgpHyDvX/mu403jzB2zghA28v4MV8uyvPZYx/wz48zFOvtJu/1YVuatAC9NbWE8Ns5S52ICqSBWtYUqYwWdgW7GYuME0kGGoiNcWX4J9488jEvrolBbwOFgB2qhocnaQDQTQafQ0x8e4Orqy3ls9CmuqrwUpXRs2XfX3n4ymSxajYpwOE5pqYOaqld8vTy+MFNTARSSRGNDCS9t7qCsxE5tjYtMJvuyIAj5B/lrfDMBSGZSaI6TCSGby5FKZdBp37pJOBcLIOmtANzjfpL++ChfrcgLd9tC+1lkmkUsm+Ds9g9zacGZnGdfyXhymqd8G3nQ8wz/U/VppJSGVZrlVBWZ2dzu5r9+twedRsFzvzgT913rCW8/RM0vP0vgpX2MfuNmDIuacFy8CjmdIbK3m4w3iOumywk8vZ3kyBSmRc2oXA6EUoGusRJJ82rNXXjrwRn/yOpXlUf2dJH2BLCuXYScSiPp3tiPyfPABtRFNswr207oPsmyjPu2p4ge7CfRN0rTfd8lOTzJ0Ff/SMX/fARd/YnHxRscT/PE5giLWrTotRL15WpueTjAf1xm4Zt/9NI5mOT8JRoagl3UZ8ZQVxTj2baPkqvPJ+7z4li+kIlf3EHhey/grs05ckh88PICght3o2+ppXvvKI+PupiaTuA0wVc+XsZYbJwXBw+S6l9MdYma1fP1hMIptrQneXKbn/MvHSU6OAtyMv7JfmxF5WQSQbYcFHz9P0roH5hmi2c70mQJ/lQdjy/4FK6JpSyw19DiMjA8EWO5biXhuIKSQg27drrpmBZ84kMyNrmQWCyLq0jP9/7iJRjJ8sNPFxJL5IjEcnz251No1fn7MDSRYlljlrVLjOzd76HLbaCtxcxdT3j49FkRBkMGIt4AjaUQzJnY1KnknAUSY/0TzGqysmFXlFW1IRKSkVs2WTi/2Y8kSdg1cTRq2DZowqBMs7AyhrnISdTrJyU0PLRDw8r6GHfuL+HDF+q489kkkViOG5f6yVrK8MeVrN8W5awlepqr1Pz3zV5+9tlCXtob56ozTW+Ydu9EEe/SOHOnOMUp3t0cLzer/bV/5M2sD/CKg+q/FH1TzcuCHECzpYGLyy/kydGnSeVSdId66Q31s8e3H0lIFGqd6BV6Nnu2s9i+gGtrrsClKyQjZ0nmEuzx7UMgaLU2kZLTGJR6Vhae9oaCHMC8OZW0NJYSiyVxFpgpL7PT2T1OKBzD6wvj90dxe0LIwPikH7NRSzyRYnzSz649/SSSafoHpti9t5+NWzrJZLOEw3n/sWQyTSaT5cDYAdLZN88RGwhE6e176y+QciZJZOe9yNl8bIVrnOfzlfKP0Dv0An296/nPrh+z5O9fxqQ08OHiK1htWcj1nV9iODnBs4GtJOUUz/q38O1Dt7H4S/cynpzm1w924gslOTQY4HcPd9MzZx7VP/00AGqnFXV5IcnhafRz6rCcvoCSz14DkkR460GKPnghpZ97L5azFpONxIns6Wbwi795Xb+zscSrTLVHMM5vxHb2EoRCelNBDqDgitPR1JYx+efHjnufsrEE/Z/+Gb6nthLvG0NTVkj/p3+G0Kip/+vX3pIgB6DVCFqqNfSNpvj2zW46BxKUFCpRSILv3lTAtWdouG5JlgVLikhN+8iEI5R/6nrCVQa6SmLEdnXw/NmwU+rl+kuc3HBxPhi2UCmJigR3JvrZ0p6gsCrO/hHB138/jYgW0iStpG8oQuhwPnqD2aSmygWxoJvDfWEOeUbZf2gErVbDYHcn6VQSb1SLyaDGaHPSUnAad8YOMx0JkPQIPKoxpIMrcIUq0UQ19PSO8+hzI9z2yEEWTG3kE8t9bO45yJ6DHhyOvPbxc9fZ+Ox1doYm0tz0gyl+fa+fO75dwi1fc1FTkGBpVZj2/iwTw27MqiRNhTF273UzFRQ83w77e9MM+DQocgnqylUkozEODGSptKfwxFSsnZ3m/v0FeEMyFSV6oikFQ1ErWX0BKpElkgCtGnQ2O6WtzXSm63m2287ZCxX8YUsR5S4N370tii+QwR2AyjmN/OqBKE6rgk9eZeOhFyL88h4/H7nUihD5HMn/cm+5U5ziFP+2HC8DRI68o+qRCEpHv3bKsizXHKvevzIDxF96bicn50jlUpxdspbecD/l+lI2TW9lYcF8BiNDnF60kk3T28jIGWbZWrCrbTww9AixbIwCtQNPykubfQ6rCpe9SojrG5iitMRGLicjCYk9+/ppqC8mnckxOemnuMjGwPA0KpWScDiO0aBBrVYhSSCEoKWpnD37+0ilMggEzU1lGI1aNm5+ResrBNTXuZiYCKJSKVCpFDjsJooKLce63HeMFwI7+FzPd/mU5QJWOi/iru4tfGNJPmOCLx3kgoMf42rn+VgURr4++EsK1A7mGZvQZYxcXLyCsa0llBfq+fUDnRQaEqxdbOXSmgxkkuSy1ehbq8mm0nRf/jUa7/k2CtMrq+CjsQy5oXGmf3UPtb//Yj6OYDyJQn9y06rJ2RzZcIxE/xij37mVpr9/n94PfY/K738cVeHr/dfkbI7A09vRNJQx8JlfUvS+c4m2D2A7dwnm5cfPmPFG/OoeP7VlSv749yB//WYxDouC3981hW9vDzdWDDMaEEh1Kg62BLnE3UpsaJTY2Y3Y93npVU5Rtfp0ivSvaILlbJZ41yBSTTF7BoNs7QxxYK8JXzjH2kV6+kfTWLRR1hbci3zhRzndZOfLv5mmezBKicmLyTBFVW0BvmkrTavdFBebsU67eGp9F93uQobK1hOdv4evlXySh+4bwqm0MbeylP0dHvy5ShoqdEyN9SMcCWLKMN+78ix+85cdTPqVfOT6Nhoq1KTSMuFolt2dSerLVfzuQT8r5uqJxlKkp0dY12EnI0ssKg/T7beiVmRJJdPIco5wSsvCBjitWcnOfT6uWKWkq9vPpvFSrmkZYM+kFacmynhAydySCHqTlp2jDs5cU4wy5iGXy6HSqhkbCaCIeWlYvZyO5zfhjmmxGmUmEnaa6oz84aEQ3qSRK86ysmqejo17Yyxq0RGM5jjcn6KyWEl5kZKX9ibI5mQuXfOPm1hPaeZOcYpTvB2OJ8z9gnxslc3A3cAm+QTssv9KYc4d97Bh6iWUkhIlSqYSbiKZCHOts0jmUvRFBphvn8t8RxsPDz9GLBMnmo6RIcNcyyyc2gK2eLZTqHViUplY4Ggjlo1TrC1iX/sQiUQau82AQqEgncng9UawWvSUlthRKhVMTvpxFVk5eHgYg1GHUqEgHIkjyzKuIiuDQ27MZh1KhYTVYkCSBGPjXlLpHLlcDiEEDXXFFDotbN7aSW2tC5VCQqtTYz5K4Hkjc+zJIp3LcM7Bj3CObQVfKv/Qq/at827iht3/g86UZZ65kWpNOU/4X+Q3tV/ntxN34dx9Nj+65Gy+NvUjzhy6nIN7+vjgFUXc9aSfS1dUofjdI9T+7r8QSgVyJos4yswM0LF7FINGosiqRFP2xqFJ/lHC2w/hufdZqn/2ny+XxXtG0NaVIYQgsqeLyO4uNKUF2M5f9ur74w6gclpJ9I+jclpfJYy+XXyhLHazAv/Tm+nb2oeyvpqaGhP+XZ1I6SSFn7yS6LO7iXX2Ufa5G0m7fWwd2cKC2WdgUL1y/tSUl6m/PkTBZWeia6gCYHdHnMc3hZn05KgsymEUE8y+sJZ1o+PoXgwxEq0kmcyiJsgX36vm7o1mcoGD6FZP4e6ahTSWIh6XMdoneKr2QWLqMD/W/xD3YIBkIse0J0jb/Gbue1FiVo2azqE0CLh8RZqLz6zggefCCEkmGJZZNldH/2iazsEkWo3EtC/D+csN9I8maRIHeXq4mkGPxKJmDUudwwRCWVQGI7du1JFKZYlmNJj1EufNifNie5b/+YSL7u0H2Thg4ZrT1aRkBQf6ZCzyFAW6FLGMwFxRyy2PhGmpVOBOmvjsdQ6+8ls3K6sDzClLkVDZ+dXDSS6aE+X2nQ4+f1GSnpCTEqeK+go17b1JHnw+zDlLDYSiOcwGCV8oy/ptUe79B1KWvZZTwtwpTnGKt8PxMkB8hnzwxPuBG4C9QogfHVnx8W4ik8syHBnl/uGHqDFWMxGbYiQ2RpWxglJdCTaNFV/Kj1ZS0xXs4eHhxwmkgoTSYdKkkZCwa+3sCxzAqrYQTIeIZ+Ps8OxiMj6Jzx8lGIxhNmooLbaTy+ZobiilyGnGVWQlk8mwd/8AlZWFpDNZigqtNNaXUFRoZlZLGQa9BjmXQ5IgHIrjcJhwuax4vBGGxyI0NuQzVwgEkUiC8XEv2ZxMb+8EPX1TdPVMvHytsixz4OAw7Yf+0VXib4xKUnJH3U+JpV9txvSmA/zd+wwavUyLupIVcQtzDI34M0FeCO7g0dbf0qCoQ61Ussw8jzk1JVx/7UIqapbitGn57q3bkT6+BqFUEIqm+f1jfa87t7O3E+3eA28qyGUjMSZ+f8/bDgXR84Hvoql0UfWTV8eq09WXvywkj//sbjL+EPrW1yugVU4rANqakpMiyAGYkiHGfnE7sixTOduFrWMvqSkvYasLb1rDXQ+HMC5soexzNwKQ8IQYk0JM7dpNvHuQZCp/L9RFDsq//GHk8leEjPaBKJesMbGsbpz6Cg03XDmXh/4aQLygwJzYjyIbokDn56zKHYR7n0aX7MCgVxHeWsl4j4m2ZhMolaQDei4ceT8r+8+ls89DYZWSIa8Ff8LK/v1dFFnSnLFQjc0soVfLbNzl5Sd/7ccfzjAxnWT7njEGBqdBwOevt1NdouK955gpL1JhiI/TunI+560p4PPXFXDuPBlFMkSJU5BJJSlxCGSlFqtRoqxQYng8zpJZOg7t6CaSFJy3ysYz7Uq27/Hy9H4FvakKEmlBTmvHE9VwWl2Sav00ixzD9BwYYEGrkYhkIxmNYjfKlFrTFDbV86NPO/nugxq6R5K01qqZ8GQ4Y6Gea88xc/ZSPVedaUKnFbz/Qgtf/5DjpIz9KU5xilP8Ixw3K/SMJm7DzGqla8iv7ughHy35XcPT48+iVWiYb28jmolSrCtmKDrEWGQcX8aPTW3lupqr2OnZTTgVoT1wiCpTFe64G6fGQX90iI5AJ06tk6lEPutBJBNlrW0t2QR0D00gBJSXORESVFU66e4ZJxiOE4unUKsV5HIykUic/sEplAoFxbkcA0PTOB1mQuE4VqsBq8VAJJJkbMzH6KiXZCqD1aJFElBb46K42EZ//yS9A9MEw2lKXCYWzq/B4w7R0TVGNJ5jbCKIxShRW/3Oaa0AxvtULA9cDUfJMsFMmGKNk4XWBgbjI8ySm6kyz2Vb2z04VXnT5BevbiC69+/cMP8y9k76kI1Bdu1Xs2yphmcPmsk5W+gaDmEzqekZfSWUQ0dPgPISAwVXn3ncvoWkFNqzF79t7WT5Nz6Aqsj+pvXrb/sG4p+00ji0ZS/x7iEy4SjJkQmK3ncxhln1rDuk4N4OBb/43HIcm8Zx37EOSaul8P0Xc8vfvTgyLtS6Hnqu0PDHP8b54JnVLGjWkk5n+cUfNvL5m1ah0SgxtW7G7Ghjtb4GZ/ARkp5mxn3F3P6tKu7+fQR1Ksrq+SYuPucDRKJJRJ+bTfvCeMc8rGiIMebT854lQTbvSiDkQnQKIwGfl03GCP5gI3q1loyxksHeOHsPegkEVTjtanwhF96hDK5YhsN9CS5a4WDBHDsPPx9k6wGZ9t4UL+2NsbhVhz8EU0EFbQ1akrEY4ekYPaKCJlOaRa3l/HnjNGe1+Lnqqhbco246dgdQigCTPhUbBxxcpRogHdYzEdVRbo7y8CYjSy8S7J8U9E97uLQ1yHhQTTIps6cjQkXxKPWNan78eBW6nVGSso7HnvfzzZvK+OUXivjSrz188ZfTGPQSJp2CNQv1PLk5ypQvSyYrc+5pRmbXnVzT/ylOcYpTvB2OZ2Y9EpLkavJB9/4O3CfL8puqhP4VZtZ0Lo1CKOgLD7DNvRN30sMSx0L2+9tJ5JKsLlzBgoI2Hhp6jFwuhyQpCKaDtFqaabE1MhGbJJAMstu/H6VQcEHpOaTkNOa0jYlJP/FEmsqKArp6xslkcmg0Shw2Ix5fhIpyBxOTfiKRJK3NZbQfGsFi0aNRK5h2h7GY9QRDMZIpqK60Icsw7Q6TzWZQKASVFU6i0QSBYIxURmJo2E9ro4O2OVUolQpkWWbjlk4i0RQulx2HVU8kGqO2xkU6nWPn3hHOWFlHJJogHk/hLDCf9PsbjWUx6PPm0PHkNIv2XsVcQyNn2pbxwi3FKOuHaF0e54ai97A30sFlopmQXktu68PkZt9AZ28Ya9k4GbeWYChLj1vBmTUHsQk99gX5ld7dX/8zznMXY1sx+7j9cYfdKBVKbPo3j812MkiOuVGXFJw0s/bOw3H6RlOcs1iJzZrPjJAcnSS8o520N0A6EEZOpgg1zGVqOMiSD60itnUPucIivvigmj98VIW+spgnHhpkdkGcsvlVbNr2CJPlesZeWsAHa0axrl1KNpdDIUm0d0ziD8ZZrLoHZenp5CLDSNYGEvo5GPUSv7p5MxNeCYOzlnLDCDarllBCTToRIRRJYzWpmYwVcpD7SNoTVPTXY1OWkszqqStTMBl10D0YJSNrUKTdNFRqiGLg01cX09U5QXmpmZRs4M51QS5YbqTQruTWew+g0tu47qJy9FqJaDzHHU+FWL1AS2+3jxV1UXKxME922Pn4+6qJTIyxvVdFdakKkQiyb9LKkroMh/cPU2GJI5FDodPz5D4tq+coScZjyMk4jfPrefDJSZbXhMmhIImaQpuSkC9It1vHnbuLMWpSrK3zYzIqUZDj4ivnEYnl+NSPJ1k2W8vT22IUOZTUlKq49lwLNpOEVvPOCPmnzKynOMUp3g7H+0WaBr4IbCUfkLEfWCiEuEwIcdmb1vwno5JUSELiUKADX9KPTtIylZimWFeEhEQ0YIIOxQAAwjRJREFUE2XDxEYGokMMxUcwqYxEM1EO+A/SHx5kPDZBb2SAZc4lmFUmCrQFVBjKSCbTTLmDKJV5H7fa6iIqyguwWY0YjTp0WjX9A9NEIvnA09PuECaTllKXDaVCSducKmqqC1EpFVRVOigrdRCJxoEczgIzxS4bWo2KqekQapWSlsZC5rQ60WhUjE/4SWeyjI37aKgrxqBTolLKeH0htFo1O3f3vRwSZdodJBpNEIkmCYUTJ/XexhJZfnvHOL+7fYx0OkeJppCeRetYbV3MGusivvSRSs5squA8+0pSuTSD0XFe6pH48OD3eLy4isMHhvHGvTgVpTQXwoLsBlaUx0mJekblBobHIoyORyl6/3mY59cjyzLp7JtnLXeanP8UQQ5g5Ju3kBz6x8NMJUen8dz/PJUuFbNrVPQPTuUXd6TSeB5YTyYUwTi3CW1pEZJKSToQYtJawcATu7n7hSR9j+/mCt1BlGol9zzlx2KAogorOa2OQGAJl1acz/xWHUKdD+HSMZBmT2eCdCrDoY5JFAXzuGd7KS/samX/k2EC9z0BgKR1oiLC1z9UiKvISFePm47OIQKhLDmFBbXegkHyk55axdCYHa2sQpvNYi8s4oaLK7lkucTlxm/gTG0lkjSgllKMBMPs7Qtjt+nQ69UY1AkkAQPjaf78aJBJH8xpsFDhUrG7I8GWAzEaK9Vs3BMnI9RoLTYUksz1a5XEvdOkYnFabdNY8dE+ombd5giJsT5kWWbLgIlNQw4GxlPMqcygNRpYd9CEwaBmpHeSzYMW1nc72DFsRMqmea7bTNrRiNJgZnmVh48snWTRwmKWnlbO1skSIrEsQsCcei2LZ+tI56DQpiCZyfHNP3reMUHu3YwQIjuTzPzI35ffYv3PCCH0R21H/sH+vCCEeJ3QK4S4UQjx+qXvx2+vSghxMpPIn+IYHDWPDgoh7j96TvwTzv2qMX67c+U17R18g33HnJ8n0OYlQoiWt9Of4/0q3QfsBRqAC8gHy7to5u9dFzgvkU0yEZ/igrJzaLY04tIWUawvxqo20xPqw5f0U6kvQ0KgUahRSSqUCiWBVJBDgU7K9KWU6ou5supSyEEoFGN03IcsQ31tMYlking8xdCwG2eBkVA4hs8fYcnCOjQaFUaDFq8vTFWFk8ERD5IkyOVkcjkZnU6NIEc2myURT6NQCDbvGKFv0M+OPSM01BVTXl7A9HSQeDyNPxBFrVYi52R8vjC9/ZM0N5VhMmhRqSSCwRh2q4FsNstpiyqIxVNEIkmm3DF27h09qfdVr1XwH9e4qKvS8fO/jOIPpnlmQ4QvlX+I+cYWlNNFqIdq+dlPIswy1NOXHma6rJMHmn/ODa5WGsp9PHtgmj6vQF/egvn0m7DVNXPRT4ZxWFWMjg7jyfbT7pOIZCRCiRBdU10n9RqOEMi8uZAIENrWTmLoFR/Fulu+grbqxPNsZxIxsqnk68qFQkJSqwhue5EytZ8FbTUIIZDUKpxXn4d11SIMbU0UXnsBxR+/hvoLF7J8bTmlliwrrpyN/ZIzaZTcPHpnJ1JnJ4c7wviNhcSTOW7fqWHML+OJqxl0lJMefIJkSiaelJk/t4zLLlpAwHwmWlWG0lY7L6XL2ZIQRLb/D+0jZj72wRU8uu4wKrWO5QuLUJDG4/Fh0UZYudDOhnYtxSYlFTkDuZiaG1aHuCq2nD0v/JCXDqo4bPwscfNS9CYjkXCEmN9Kewc0NxTisOl5cdsYq+fkiCVkPniRhQK7iUwsRjojE5kc55y5aS5bo0enkaivMaG2OtCZzfhjSu5+bBKVXoeluBBHVTnG1ARfOH0EMiksDmvexUEoeH6kkgd3m4l7Jqi0xvFGFHi8cazaJJ1uI7MqIaYpZEeXzNadU8jRINGUmp3DRm55PM62zUNkYhHWb4syNp3m2nPMzK3X8ZNPF1JgU7LjYJKWGhWxxD8/Y8tb4YLPjF57wWdGBy/4zGhu5v/JEFKOTsPUJsvyD157gBBCcayKM3yG1yduf1NmkrH/s6gCTglzRxH4g+7awB90g4E/6HIz/0/mPJoFpICPHb3zHx3z49Sv4m2M8XHm9cnmEuAdEeYOks+FdiSy9kHyqV2+LcvyB9/OCd9JtAoNF5Sdg1llYn+gnbH4OPt87aglLcFMCG/Kx2nOpSx0zOc052KuqryUa6quYGXRMgwqA3XmauyavLYnHEmwZ/8AABXlBaTSGXbs6mNw2E0uJxMOJ5iYDFDisqFSKakotROOxFGrlIBg7qwKorEkwWAUSUAoHMcfiCIpJKqqnKRSWSpKjZj0CqxmDTlZ5nDHKP5AlFnNZZy2pIGnnuthz74BqquLKCtz4PaESCTSmIw6otEEmUyWeCLF3v2D6LQqsrkcSxdWsnZV3Um/t1azinmtRi47t4CDXVE6emLIsszASJyXdoYpmB3gS2t7ycYCfN+/gAd+a2JoIo6cTWMymPl+WwfLG/O/5UKhpNih5okfrMZVbKO10kAiE6OlUU1HdwCLzoIxrGewfTfR1CsZZQ6OH8IX8x+zf/6Yn6nQ1MvbPYkYG8OB1x03r2M7E+nXC1pHkwz6iIXGT/jeZHJZEtlX2kyF/aSjodcdpy4uwH7xSuz1NWhtltfsc6KpcJEamyJ6oBv/U5swlTiorjZhWbOI8o6tTGd1/E6cQXvMTse4QB/18st7fBh0End9p4TqEjU1pSqssW1Mb/sdiqyPtnoFiWSO53fH+eC3J+nt99HR6+GS+vW86J/LaKKGH37CQk/vBAOHd3PXM3HiW77CSKgUjVqwwv9+fn3LJlqcYyw2bKJYKqTFdJCwphw3pTwlNfHcjhCt5oP84kNu/ueiXcxSPkFtiWBgPL94xh/KcmDAQKk0TXmRkspiFZ++vhSDPkF7b4LbNmrZtM3N0N52Kpw5oqMD9Awn0dut1DSXUFRfy5+e19M3GCEeCKIyGOnINHPIZ+eOlxS0uQKsmZVjdlGYK9q8eMIKljTKRLJabt5eQjytwKaJs39YRaUlyvsXTGAw6RmXyyipcCCplJRb4pS11NPa7OCZHVH+589ePv6DSb71Jw8dA0luusLK3d8ppsypQqV812Q0fB0zgtvN5FMWiZn/N58kge51CCEGhRA/FELsAb488//IvnohxB4hxKeBEvK+1xuO2v9dIcR+IcS2I0nuhRC3CiH+IITYDvxICNE2s/+AEOKhmaD1R7jhKC3P4mP07SIhxHYhxF4hxLNHnWP1URrGvUIIE/ADYOVM2WffiXv1v4kZwe118+gkCXRH2AjUCSHWCCE2CiEeBQ4LIbRCiL8KIdpnxud0yAtVQogfCyF2zsyHj86Uv7b+t2cyjTCz/7tCiP/k2GNcIoRYJ4ToEUL86Kg6ESHET4UQ+4HThBCfm5lnB49uG1AKIe4UQnQIIR44lqZRCPF7IcQuIcQhIcR/H1X+AyHE4Zlr+YkQYhnwHvKZLvYJIWrfys08nhRsPEZZJfA1IcS3ZFm+562c7J9BhaEMgBtqruGJ0fVcW30liWySFyY2cl75WRwOdHIo0ElPuI8P1F3/cr0baq55lU+UzWqgsb4Ery9CTVUhO3b1YjRqSSbTuIqshCNJxqdTLF5QQCqVoat3EqVSwmTS0n5omKpKJwaDlmAohtsT4vRVrWzd0c3zL3RiMaupqy4iJ8uYzXr8gSgCGY1GRWGBmRe3DFBZYWPxggoOHBxjfpuK8hIHPn8Eo1HL4JAbvUFDa2s5Xd3jJNMye9unOHdt4+vux8nEaVfjtKspdmqY1WDgxR1B9h6KcOX5BTzbFaSoUM/4nhdxp+xUlqXwhveg0BmprJhP1llLLBFCRLwMJCPowtNUCCUDOz3c2lvDVxZNQyRIfc0qALQGI3FFnHA8jkGd/35Y9VbCiTD215hXc3IOtVKDdNQL1FAqQU8yxkqT9VXHdraexu5YiKwsU6Y+tvN6wdmrXpeG6804HOxkIjbBOaX5hRtqjQWheOP3JEf9qxeDf/77Q3zuejuFugzjLx5AlwhjWbOY0Ja9yOkMhrZmMpKKF58a4CbXT9jUcxVerY1BqYhCm5LHfS/QJi/muzeHuO5cM9X9P+QLh/7IecYg/rFuto818f4LDOzvSFFbbaVvJErU6+CDlxTw8MY2ArvHKCoycYXpe8yZ9Tt6Dq7lPdZfo5Squc//DaxKL4XW23mu4yYKq/1IkswTe+1owtdx+Nml1Jo6KU49h9J5I85kiIS+lcmhCLVVDn75p01YCytR6XRYCyVGxuJ8/9Y4V52hR5ONMadGwYXzpzGYrWztTmJQDlFii9PRCWZvgMMHddy9Lsx155vRW03IKh0P7DJRWpim1RSnrRQOTBhoyPhZ6Mqi0mqIJCU2HJSYUxzmnFkqFhVN4FGU4gkrae8JEZJtTMYMJIJ+UlkllQ6Z4YCSR56ZpHtCTSonkcvB+SsMNJSraa7W8PsHA4xOZegdSXHZGf/alF3H4Xu8XgOmnyn/R1Ix6YQQ+47a/r4sy/fOfPbKsjwfQAhxphCiTZblfeTTZv1VluVfCyE+B5wuy/KRhMsGYJssy1+beYh+BPjOzL4yYJksy1khxAHgU7IsvyiE+DbwTV5JI6aXZblNCLEK+Asw6zV93gQsnUlH9mHyLkOfB74AfEKW5c1CCCP59GRfBr4gy/K7zuL0L+KdmkfAyxq084B1M0XzgVmyLA8IIT5Pfu3lbCFEE7BeCNEAvA8IyrK8SAihATYLIdYfo34Vef/+X4h8Cq5rgMXk07O9PMZCiBvJR+uYBySBLiHEr2VZHiE/P7fLsvx5IcQC8nN5CXnBdrsQ4kXADzQCH5qZS38BbiKfm/hovibLsm9Gw/ecEGIOMAZcCjTNzE+rLMuBGYH0cVmWH3ir9/R4oUn++xh//wksI//FeNdiUVswq0xk5Aw6pQZJITERn6TRUs8VVRdzacVFrzpeHMO5vdhlY1ZLPlSFs9BGV68fm9VAMpkmm81SU2Hm4OFhEok0VZV5P7dYPIVWo6Kqwkl9rQujMe8ztGffAKlUhtISG7U1RZSU2EilswwNu/F4QySSGZYtaWB0MobFosaoUzI+Ps34VJh97YNEowmcBWYikQTT00Ea6oqJx1NMTgWxWY20NBRw4OAQ0diba51OBga9AptVxc8Mg+hNEh19UeITGmxeJ4HpCQam4txQ7WbPPjObDgr6JjzsHG9nYLoHT2CcZCaJvqiRrGsBI2ELy+plRqIKUtO9GHx7CO95mJw8Ts6iZfYNGxh1R+mY7CSWjOGPvl4zt3t4DyO+EVLZJN6oF4AzzXYaNXoGknG+MzHAF0Z7eCbkRSNJ3DhwmCv72tkTy2vPngv5uHHwMNPpFL+eHkEIQUbAsyEfXx/rQ869uVnNl/SxuOAV94jIzoNE93e/vP1mi4ySo5Mo4hHkRBKsVr7UMZeRkIJfbDGhn92ArqWWeO9B9OVOPmzZj7PgDM5a5WDAUE3NvBLG3GnueXGEH9/pJhzNsW5LFE9hC+GYgrXLy1mY/CGfOD/IX5+IMRWQiMVTnDbXhNo1n9/c0c+efiurlxSRTEE4oSI42oHZ1USltoOBXAPTSRc9wSYcPlBqMpRVDBEs+gCdXcPMXXkOd36vhmvPL+Kgv5FgKMHgum8zNpXmGx9xUV6QwWy1kgyO0eqaoGdKxRNb4tjNCuw2Da11DmQZrrtiHsYCO+1jEFCXYzZpmev0sHHAjE0Zprkoim86xM5DCUYPdXPd2XrOrhpmPKCmwhJjfZedeApGgnrMZRXkZNg2aMYXkTCroqiUgkVLKrl7o4p1vSV0+ApYPNfM+WcUEkvKRGI5ahwxxn2C0+bq0GsFN5xvxBfM8vimCJKQSaZkrjrLxG3/XYwkvXs1c+TzaL6V8hPltWbWe4/ad/TnW4APzDy4ruaNH/wp4PGZz7vJm8COcP+MIGcBrLIsvzhT/jfySe+PcDeALMsvAWYhhPU15ygDnhb5nJz/BbTOlG8GfjajMbTKsnx834t/P96peXTkpWAX+Xyvf54p3yHL8sDM5xXAHQCyLHcCQ+Rdvc4G3jdTfzvgAOpfW1+W5UHAK4SYN1NnryzL3jfoz3OyLAdlWU4Ah8krqwCywINH9echWZajsixHyAuKK2f2jciyvHnm8x0zx76Wq2Y01nvJz8EWIEj+JeLPIr/+IHaMem+Jt2WfnpEy39W/aAqh4OKKC17evqLy4rfcxsRkALNZh0GvweU0cvrKWoaH3VRWOBkZ81NeamN8wodCKRGNJonFklRVOnl8fTdqrY7yEjOhUAyjQUskGiUcSbFkYR279g7S3TvJkoV1dPV6qKmyo9Go2bl3hGAoztKFlZgMKgaHpzEaVOzcN0k0lsOa9aN1ukjnFJiMOrq6x0Go8EZjOIsK2Ll3GFlSYDVqKHCYMBher3kKJPIBjNO5LFatHrXi7bsDfLumlmRWpsSpxqDPYjW5UJaoIBrGryvGMmyhZzRKSzSH01KAWWtGCEGlsQCAaU+cSVUVLSURspMJugwNNEx0kHNUEZZlwsExun47D5NNzdhoCAkJpeLVUzYn55CEhElrIpfLIYtXBKeDiSgqIeHLpFEhmKXLK5pfaFzAg4EpBpIJ5uvNLDNaqNboyCHjy6T58cQgP5ga4tfljVysN+LvO4C9vu1V55VzOaLuUVRaAy5dEVrlK/faunbpq47zdu7C3jgfSfH6r5ucznDOAg12l5Gx6QxWk0RmwWJWmDXIyRTu2x5FZ/guovRryCmwnn0NDr2Wz85K8fTWCFajgsTupZhsgq9+phCnQ9C8e4RnPtzFb26Pcp6lggcfsNDg9HHJ4sewzv8ojz64nkDWydxKHcMRG+rOH1GmWMHfJr/GFyo/zXc772KO08+V5s+xno+yXHc70YyeDxu/jbl/mon0ei5v9FC4cBsAnuEOztD+jiefuQCt/hN84KNn8eQLY2w5kMTpsDDm0TK3Ms5gUGJwMkepaYpPf9/NskYFbcXtGGtbuX1dksX1RaRDXkxznfS3y0wFlWg8gqISG9XVOizRPu7abuSsVYKQ7GR2Q4oRj56Pnh6BuIQ/oeIbt+VwBwsptWbICQUHxgzcs6eAhgNTaFVZggkVw90p9nSluHJ+AKvDQUExbN4Xpcya5r3nWvnc9a/OAfzre/0c6k+ycp7+f8Pih2FeeSC9tvydInrU5wfJa8+eB3a/yUM0fVQA+iyvfhZFj3H8sXjtW9Jrt38N/EyW5UeFEGuAbwHIsvwDIcQTwPnktTvnnOD5/p14p+ZRXJbltqMLZkSJExlzQV5L+/Rr6q85Rv1bgBsBF3mt7RtxtPbj6HmYkGU5ewJ9etM5KPIxeb8ALJJl2S+EuBXQyrKcmXENWAtcAXwSOOMEzveGvC1hbsaGfWznpf9D5HI5PJ4wMX2C3v4prBYDs1vLCUcSbN4xwtyWOEKS2Nc+gZzL+weNjvlYs7yK8QkfYxNBdBrQ6zVo1EqGxqO8tKUHnVZBLAGDw34GhnxEwvlFE4e7xnEVWYnFkhQ5jRQVWkjnFKASGIs0hD16wpE0E/4IkWQCQ5GOBeVW/Ik4k8EwzQuKSYss/lAcg1WHL+in3JI3ScqyTCSVRKtUIssQjCcJR0PUmvP7c7LMLv80861OlCcYW61Nb4K54PGlUQgt20YKcbgUaGxadAjm1BiYVa1HZfQTD8fhzi2YP3wunZOdyOR9zbRNEmkpTa7AjFBb8Sag1OxC0bGe0srFaE06MnIWg9qARql5WZjzRr2EE2GqHFU0uRoxqA2v69+nC/O5UguUKmK5LMWqfJ7WErWGTxW+8oKpkxTUaHTc6Z3gt9MjHAmT/B5LAUalkpz59YFh/YMjZGJuJIVMbUUjKsWxTbZCkrA3zDumIAegrS5jbTX0f/cWHnWcyR++Wslv7w9wmXES35OHMZ+xBMPcLoQsYzknh6RWEd55kP6XJpmzZhlrFuiRZcfLmuVssJ/DlvezwXsm6Ww/BfOvo2hrP2o5x44eFUusL3Fa4X5u3ncmNlOUFdUHMfsP0pq+GaPzaqZUyyiwSjwW/xY3lt/LGZnf81j0S1xt+TYil2EguxBhaeAu/ycx3ruZ83W/YFH9xexbcAcNqHh2j5NND+1AG29EKWJ4/RkcFglZoaV7OINRGaay1MhkJEU0NMlDEw7eYwmxsFnH3u4YsYiOomo7JSYf7oSO2XYT04MR/vKQj6qyEsy6IPJEJyPTOiQhM+zX8shuM0a1lpaiOOlUmvpSFaeXTxOVdaxqTuNJ6Cl3wrhHkE7LtBSFCWYMLGzW0QRMDwyzvFLFrHod3/rNCB+80MCShUUEI1ksRgUXrDCwoFmD0/rP9IN+23yVvK/T0Say2Ez5O44sywkhxNPA74GjU8eEARPgOWbFY7cVFEL4hRArZVneSD5w/YtHHXI1eT+8FeTNb8HX6Bgs5M1ZAO8/UiiEqJVluR1oF0IsApqAkZn+nSLPv3IebQSuA56fMa9WAF3A08DHhRDPy7Kcntk39gZtPAR8G1DxyqKHI3Pw7fTnViHED8gLlJeSn4sAFUKI02RZ3jpznk2vqWsmL2gGZ3w2zwNemDHv62VZflIIsZl8pJB/pI9vLszNqKdfK3nagXHy9uv/05SW2Bmf8OPzRZFlQU+/m5HxEBWlVi4+t5HJ6QA9AwEM+iSFDg0797v5xIdOo7vPQ99gCIfdQDyWQ6+LUF7qYOXSGkKBCBXlVpJpQSgUZtniCiam8rHqrrvSytbtfXh9YaorHbiKrOSUMpJZRTyWRpj0WE16CsoNTIRCBEJxDu6d4oqL5nDbw13U1xVw5vI6RLGYEZZeMQ/G0kkmIyFUCiXlZitpIJhMsj/gQSkkWsw21JKCt6Jvjaai+KN+NBSi1sdw2cdpcTWhVAri6Tjd0z2oJBWxA2MoLAbCS2uYGB2mpriYqdA0uVyOEhkiPi1FrjLsaj1SykR2YCdpi4sBrY751hLcwQnCyTBKhZJaez6CsUFtQK3QvPz5zWjWvfl+yAuzkVwWPYIrrIV8xlWOUZn/ekgKJYGBwxhcFahmtHuB/iH0TguCGMmQD6XOgJCO/bCXlKpjlh8hG4ujsJpw5/T0DKf49NU2wMbY5i2QzTHx89t4bGWUy9reSyF2lDYTi5x/xVKsJfLUzzGe9+ArjWWi5OLTnHOakXNOy+eL/VRrjnse3M/cRgvOzk9yZ/pOvjz7hwRNKzBN3MWg4WIe8b2Hc1cVodn/Rc613spQuIRDsWUYlRIa13yeS/2QJaG7qTIfJm5xsC/oJ+CTeKr4CkoVdhY45vD8piCJ8QzXrG1GERf89h4FNu0kX72gnKS9kN3dgkFPlkPBJH1TOs4618n4ZJoiq8zCViVyMoPbm0OdizAaMXBRa4C9AxquXGvijIYJHj+gZkW5h86gg/3jAkmSmFsS5qzlFg6NGejqETRVKCkqMfLEngJOX6ClqsVG8EU3s+sNfOAiDT2jWR57McOaepndk1YGBsMos2ZiGSW7Nhu4aGma/l4vKqOF39/v41sfc2LUSdhMCiqL33wc3w088Yuyuy74zCjkfZsqyGtSvvrEL8r+UT+n1/rMrZNl+Y3Ck9xJ/oG3/qiyPwHrhBDjsiyf/hbO+37gDzOO5f3kfZeOkBD5YPYq4FgL8r4F3C+E8JPXFB5xVv3MjEIiR35h31Mzn7MzDu+3yrL887fQx/9zWD8WvyvwBx28Zh5ZPxb/h/3lToDfAb+fkT8ywI2yLCeFELeQN8fvmbEMusmv/nwdsiynRH6xTeAoDdsBjhpjTlAhJcvynhmN2o6ZoltkWd4745vXBXxixl/uMPmXmKPr7p+Zo53kXxiOmGRNwCNCCC15AfFzM+X3ADfPuABcIcvy61MkvQHHCxr8WjWrTN7Z9U1Vov/K3KzvBLIsk83l2LW7n7HJKEWFOmwWIwc7p1nUVsrwWIBcLk1DXQnFRRYGhqbpG/Sj06lIJhIc6vJy8fmziMXS7No3zMXntmKx6OnunQIhYTHpcBWZSGey3PfwfpbOL6dn0EdRgZpUMsO2/ZO0ziukqNhIOp6BeI6RqQiGAiVBd4IF8yoQMYnKchvbdw+jtknMrip5WcOWymYY8HspMppQCAVGtfplTU4kk0YAiYERjEVONOYTeynI5XKMBccJxAIEpx3kMioMRcNkkFAJGVmWUUgKshnIpBI4HzxMaEkTubs2YP3WFdjthfS4e9Gr9KRTEnqdRImlhAHvIHq1nlwuhz/ux6wzU2Erp98zQI2jhkgqgtNYwJBvGJVCRam15KSMcTyX5SNDndxS2Yz2GJrJTCKGQqMl70971H3IZgmP9qKx2AmNTqDU6rDX1b+u/mtJDk8Q7xnCunYpsiyTHBxnUlNIiVOJWpUfGzmbZfTHf8W0ZDbPGLo4K7kLpf58ksMqVPFPo13xCyS1CaVr6evbP/xnFIULkbQFjD5wOU9mvssNV81HkZyks3uSqp4b6InNwyr3kdNXIddeh+PwF2iXL2Ig1kiNoYsNgcu5wfoVnKVVxIJutAoluVg3QamJgWQLFc3zKV52BeF0hA2PDfLI/hIqGjx8bO1sRoaGuX19jlr1IHNMCZ4M1rFwlpV1O3NUlMXQSzaymRQ6jURDlZ5G6RDJZI6U2orLlGbEAxt7dDTVm9AZDezqSHKgL41Rk2NtnZ/mogi/3VyG3ZDlk9eX4nKouP4b45gNAptR0FiYYNKb5rrzLWzbNs5QQMfsaolsLMJjh500VWs4u2oEfyDFo72VFKhDhBJKRgIa5lRLVBXK3LdZUFao5IMXWegaTnH1WWaUinfWu0T8HwgaLIT4AmCRZfn//av7cop/T2YWPuwBrpRluedf3Z9/Bm+qmZNleeif1ZF3M6lUhv3tQzTUF7N0sZFIJMH+9iEcNh0KlQq9Xkupy8nDTx2isszMrOZiykttOAtMCMBgMFJeakOpkKitspPLyeza28eGTcM0zSrAYTRTVGhEIUlk0lmeeLaDttlllJU4UKkUDE/HmB6Pkk3KxCMpiqvNjAyGOK2lgFZbMYMTAfbtm2BuQwmhcIyWslIC/hgFjrwWSa1QUu8oRDqG2s04ozWa6BtCoVZzMJvAodZSZXhFqBuIhvAkEyyyv5I+bDzqZzg4iQoZhXWI+SVzeW4c/GhY63Qx5RukobCeUf8Eyq4olZ++BkmrYaxjjKmHXsJz0VyUkgKdWkdrSTXT4WnGg+PEUjES6QSzy2ahi+gIxAKoFCpUChVT4SnSuTQOg50qx7HcOd4+OknBHdWtb7hfqT12iCxJocBYXEVopJt0PH7C51OYjWjKXaQzMv5wlsLq0ld5gANE23vILD0N65pWLgsXE77z46TF/cjaq1HMuwul3YFkLHtVnazvMLHnP4RmzqcQkorth5N0+q/GIT9F3/NbqTvnS7TMryDSrcFR1oLwRjCk9pD01ZAr+jDjgaVU8BQTqVrmaZ5EJ7sZ9BaQDisoU7ajFjGM7ENjWMbggc309EzQMH8lFyTej/X0R3luk5ef39LO4lY1SqHAJ2sxLW6koRO0kRG+f0MxUwN+bj9gwqaMsaA6w+Pb47yYLaCuQkMy2EdhzTw0SS8aTZbmOgvtO7txT1vIZDRk1Ap6w3asRhmVMsd4QIUcmuZ7D2apL9XwgQt0/OoePy92qLlkYY6v3pLisrU1nFU5xkvtWbwxI++Z7ceoVzDly3HHnjKUSsHS+hj7xwysqfEyGDRz9tkSDVUGeqY01JSq+eNDAbJZeN8FFk7xxgghHgJq+Qf9f05xireLyAfdfZz8ooV/C0EOjqOZe7v8X9PMpdMZRka9bNoxyurlNVSW2di0tQsZCAQzjE0EOPeMBrbvHmXhvBL2HZrGatZSWmxBrVYyNR2msS4fW667c4CBQR9VtS6GI+MkyibI7KxhdouLmgo7Q6N+Bkf8XHNpG3++YwdtrU4Wzq8hkUmTimfZe2CY6kobkqTGVaCjc+sedviSOBfE8W52YDIouOi8ufzqT5v41EeWo1G/NbdITzKBTqFAq1CyzTNJBpnF9kLi2QxaSUm/dxp99zCddcVU6U00GM0cGG8nmkmiTGZoNtaQfvEg3jlWVIMBas5by7aObZiMNhoqGolt2I1nZzvB6+aRyqaw62wksylmlbTS7+4nmAiRzqZRSkqEgHQ2Q72zDo1Kw+HJDhZWLHhZ6/dOsutPt1N9+orXhRF5M5JhP5JCiUr/iiAc906gtRW9YY7XvV0JHnkxwrf+o+B1+8L9E/z4Tj9f/q8m9FqJZN/DpA79EVkzB0mrhkQPmeldmC55DoUpL9zececLVGs7UDXdSCKZRh3aS/eu52kpz9G6+j1sG7HR8dIGnIU2lpk34NWvJZ5RsKE9wxnO9cS0lzM8McQi/V/w5copX/tl5H3/jdK3g7SswyxN0ps+jT7rTSyP/z/kXAZtzfkQOMzNAzfRWDBFXYma2WffyNBEitsf7ODgmI2rzzJx9uw0mzokNu+axGWHMnOM+qZint8cgWyQzUMlOK2ClQssyBEPXk+cKluMhw86uGKOF3VxFZGMjsnhSRLRJMGYIKu30TWU4dqVWSZ9ORbNKyCWkFFFx1EnPHhwYaso5+FnvQxMglWXJpuDTywbI53JMRg0ssNdxiLnOI2OILfucDEWNfKnzxtQqlRojAYO9SfxBTOcNkd/SjN3ilOc4l3JPzPC9v9K+gemKC8rwOGw0NyQoqjASCyeYtKdZO2qOu5+aB/LF1chKST6R/yEInHsNgOFBUb8gThLF1ag1Si47b7d2Cx6cvEI9WVG+kYjuH0KtCMVVDoV9A9M093r5oarFnDaoioAVi2roboiv0BBq1Sxp2OMXfsnWb28gVg8xd5DU3ROqbj+0oXEYmmMV6q55+97mXZH+MInVh/zemRZRs5kkVTHHvoCTd6Rf93EEBqFghqDBZWQ2B8KoJIUZHM5DELCrtJiV2tYPz1Gs86B//lNpAwGlG11TDzwPBSdRbp3kgMRP0ZTCWF5il7vJCljnEylHlnOoRAKisxFCCEY9Y/ijnpQSypkZNK5NMUmF8FEkKnwNKXWEhZWLCCZSXJ4ooMFFfNP/mAD7R2TKCRB3TnLkET6LdXVmF4d/06WZTKJGLKcQ7xBFKB5jVrmNWpfPv47f/bymffaMRkkTDXFfPv/FTM8maasUKCpvYSswcnAUxdR6lyOCPYiskkij52Ldv6X0DTdSIvlMA5dGLck2LpjkOs1n6VAG8IdOZOpsQlqBn9AqbYbVfEHSQ/vpXuyBUW8j0sL+yi/6Hf0PvYXZB2klYWQVrF/93qWh55FMrTi0agZj1XzUvB6JKHBbEowpjmL8JQbffll1PrdDLpLsdY28PxL3QwM+znjtFrYk+T5zcM0l5cRSigIxjJUO8K01hWRU6t5/3tsTPWFsNsCNLbV84cHAgTDGlY1yRTbolw3f5oNAwWcbZlmfhF8/kkzqYyaa5dGGPYGqHDoKNd52DxhpWvET7k2RlirJ+AvYnarnXvvmyaWkImlJGxWHTddauPZjUA8zO4REw2VSaa9Spx6FRfPDfL99XoG/VpSabh73SSdwxl+88XCd1yQO8UpTnGKt8spzdxx2HNgmDktpfQPeRgdCxJPJEkkM1x0zmy27hpmYNhHNJqibVYxzgID7YfHAYHdokGlVnCw00NlqYmxqRC5rOCMldVkszn6Bt3YbSa27x5jbq0ZjcXCrv1jrD6tmuaGIgBUKgW/vnkzZcUWVi6r5ta7d3HRWY2EYhnWb+jijBV1uD1RWpqLeO7FHq66sIVpf5ISlxmTUcNERxfGAgcm5ytan1hHH+Ht7RTdeMnLZQPDPpQKifJS68tlwXQSo1KNQgg2useJZTN4JyNk+5NccfFsHh4bYLbZRqXBjFrIvPTkUxS1zmZObS0Tv3mAoTnN5DYeRvn+VqSAj1LsBNwTJOocGFQGhBAEk0EWVixgz/Be9GodsXScnJyjylZJj6eXCmsFxRYXqWyaQxOHKDIVUWYrJZvLnpBmLpfNkk4k0RhOPIvQ0IgfSRKUlVhAlt9Qo/Z2GdiwGVOJC1t9DaNTacbdWba1x6guVXPJGhOb9sU4bbYOxVGCw2d/NsXnr7NTVjSTczXWT51vkKxnPwrXSqLP533CjWf9DUlXSGRkK/LIOixn/xnfXYu5u/9yFl36KZorINT3HArvdrS9v6RHPgt/0X/QmvgNOmcLWdMcFIN/Yrj7DEa1DlpOn0/E+2uwfpj1h93kClOclttH7cjdRFauZ2p0gOapL/Bs6P2cMzuIFEwTGqjk3rQTa0k9s1qr2bBfwVdudLB1zzRNNSYOdwbwDA0xGEjTUOvkvDObiPr8TA2O8sgBA7LSTCKRQaNVMTkV52NnxghMuukN2VHp9NQUCw6OqJHJYk2OEksrKTBlWLZ2Nv/xvSkWuII0FcQ54DWRkRXUVWiY9iRQkabD56DIEEcrEiiETI9Hh1aVY2hayXmabjptjTTV66hkkFv3VbJmgS4fPHi5iRLnP+e995Rm7hSnOMXb4ZRm7hhksjnknIykEDz30gCV5Q70WiU6Dew54OX6K+ezfVcvc1srmD+nlE3bB1j/Qg9arZLz1zbR1eumbzhAVbmFQDCOWiWorXAwZ3YJ+9onQIYpd4IFbdU0lujY0+3LByYuMJDO5PjTbdsxGtSsXFrNxee1EPW4sVu0fOCq2XgDCZ58poOiQiM6rZL3nNdCMJxAp1MxcaCddq+avZLEOWe04KisICck7n14P5dfOBtJIVDVV+GsfXXcx0gkiUr1auHIMhPGA0ApBL5kHIVdjd2gYyoRY6HNyVQixiyVGoDTzz4Pb0cPg39/GlNDOcWlgqnFRYgD/VgiYJlTjjZjxFI2hz0je1Er1JRaShj1j5LMJjFgQJZlTBoT01E3CqFAoVAQToYZ8Y/iMhdh1VkBTtjEGgsECU5MUTqr+YTHvrL8KO3aOxBK0VZdgcZs4gu/mKZ/LM3HLreyaX+c7pE0l6wxsaLt9YLnzz+XF+7/+2YPjZVqrjm7BvQ1qMrybkmZRb/HUbecQCTHCzsjTHnXYNcu4CrAX3g1Op+dsG8MU2s9an2E6eksY6n5JGwLmVceIzI1n/3xM6ke+w22zCShpvmMj7qp6LwTZaATzYXzmD3xLAWRw+wdq8SgaqIhdA+J6WG6tB9AqWljW66WtpItWCx7WOw3ccCXwVWgRp2dYH+3AbPFzDPPDnDh2WU8M6XgnKYsKpeRXS/s544tJn74+WbmyUl+eoefH1w4wOO9ZXgiGu7cbqHSpmVeWZSsrYhHNkaYXavmrnUh9NpSUskMXz/fTeeBYZpccM0FNrbvztBSnEBWaEmkk+RyUFcQo3tay7hPos6RY15phNGQhpVztASmPIRytXzgjFKUCsG6TQpu++9CEqkcAoFGfUojd4pTnOLdzSlh7hhs3j6I2xtl8bwyTEY1Dz56kPddPQ+lUsGmnRO4vVH2HfKQyUJVZSHTnghXXTyLJ57pIhhOoFTA3DINcY2WRCLD6ESERDJHJic42DHFmuWVbNoRIpuVSUVj1FU5MFlMzJ9TilqtxGTUsG1HP1t2DDKruYiD+8fRiCyxSIzNh8OctaaeSDjK4Y5RRsYC9PR7mTenFH2FDWV0DEkS7Dkwilaj5LTFVTTWOlEoBNt3jzA27mVhmUT5nFlIyrxQNLvl2EnkZVlmt9/NIlshdSZrPgBvKolCSOhUSrZ4J6nTGJnKpWjIKek/sA/73HriQag2FxPYu5GMTqLymivwHepGU+9CEhKziltnBDLBgdH96JQ6/HE/dr0df9xPTs7RXNSEWWsmnonTWtzCRGjyLfvJGR12jA77PzodTirWqnKe2BShfyzCyjYdY+4MX/lAAfMaNMetW+xQ0lqjfnn77qdDuAoU/O2xWm79liDcu474zg2Y53ydEpcLgNozP09nroPOLjcVpTZqihbz/NMhLHKG0tJVyBqJnCwoTb1ALjqKXHwaWlsRpowVXYkOk9TDjh27IDpFrHglZ+nWoYpqeS7zFc6afTPPdjqpqnFhT76AuvIStjyXIpFRcNqiSg4cnsTj9rF5t4lSp4KtXYK1i4MIjYGAqYoHHwvwzY/UUe9O8dfHI3zscivxkIeYpYKiEivnn6llT0ecQETJoYkcs5xwxkId+w+4ubItSI9Hz+oqN+6ggkM+FaGkIBkKsq7DxvWrEvzyaQv/tWoAtdrJbTuK0GoVtBUHqamx0zkocVZThNICiOrU2CsKWbcjxuoFej753vxCH636XR8g+BSnOMUpgFNm1lchyzKHuqZobijkwKEJtuwY4pzTG7jnoX2cvaaGw90eFAoF114+j8fXH4RcFp1ex+794xTYdbicBhobipGzKUQ2y4QvjcWsJZvNEI5k8PqjLGgr45GnDmG36rnhqgUvn/vx9R1MTYeZ1ewincmy98A4CoUgmcoyt8WF3abluY0DxGIpFswtQ68TmLMRXCV2ckY7TruB3/9lMzdeNovpri4kexEBX5iFq9pePkc2l8M3NkF0yk3F/DlIksShgSkcJj2uAhM7fFMMRyNcVFKFRqEgnctx70gvF5dUYVKpmZwK89SeXi44vYlCrY59fg+qPzyBOGMuLUteOc/47//OUG0BBbNKiew7jGgtw7phEO3sGtTNFdh0VrK5LL3uPqKpCBqlFoWkIBAPoFfpsRts6FQ6gvEg7qiHpVVL/omz4J0nnswRS+RQSAJ3IEt9ufpV+9MZmS//xs23P1qAQffGAkV7b5Iih4JCm5LOwSS/umU3P/lIijGxjO2H4lyx1oRWLbFt1zBub4SVbQbMBiWJhEBOeskKIy/t9XG4YxCH3YIgxeXntTLglgnu+TO1p11ONjyNyexgU6eKF/ZHWFk1QJFNpi+9hOnxcc7W/hS/qo0GnkAs+RWfu72cP36liKGRAA89PcCgz4HDpsbMKKevqmdqYppLL5hFNpvjzgf3Mxky0lxnY8ksHbc8lmBJq5Zm0ygRjxdt/SIe3xRBJeU4p3qMu/YVI0kS+7ui1NhjDPnUfHCZh7GolZd6DLx3Nbiy/YyG9Ch1evQ6Jf4pP3vHzUwkTEQSErMcbuZVprllWzFLZ2sAiXAsx/7uJHf8T/G/3C/u3WpmnQl4+nNgKfn4XCngR7IsP3TUMbvJp3rsIp/maOVR+/YBSlmWX5s/9RT/JgghHMBzM5su8hkX3DPbi2VZTh2z4ts717eBl2RZflYI8RngT7Isx2b2PQlcK8ty4CSe71tARJblnxyj/CPkr1MLbCCfF/jNc0S+DU5p5mYYGQtQVGhiX/s4/YNeJt0RJCEocBiQAb1ej8moo3fAw+PrD1NabCMWTVBR7iCdkdm+e4RF8/MrCgsKrOSA7pFhNu8YZHazg32HPHzk+iUY9EoaawsIhJI8+UwHdpueBW1lXHh2M/FEms7uaYZG/BS7zMxqKqKq3Mau/aP4+/sxaQRKhYYpdwiNWkKU2JlfX83TG7qpKjNz3TmVqDVKqhcvQKXVvJwTNByJo1Yp0WhUKIXAVOhAkiRkWWZXyocU9HNDQRN2lRa/MsE27ySNJis9Pg9GpRLTjCm1oMDA/L0HiG/bxbjTSuDypYjLllJdlo/1JmeyTPz2QfSzasiNjZKIRjBpjdiCWvRrljI+MsiUfwS9Skf7+EFUChW1BbV4o14MGgMKSYFGocFldpFIJwjEg8wpnv2vmA7vKDqNhG4mLZTV9Hpto0opeN/5ZvTaNxcsZtfltXmhaJYf3ebj119dQs9omi3tUWQZ0hnQqqFtdgm/uWUzpzufISXS6Od9Ad+EILr7p8xTKmm+7Dr8Ox9CYyyme+ck28araNGpuPuxLhwqPwrlAO+55HQe22Mk6V5HRlJRU7+CXCTDw1Of4oqL57B74BrqJrbzp8t2sGv/xXT3uakuVRPJ5li9QMuqhaeRjYfxTEvEE2l+8cet2IvKOTSsZEdPgt0726lvncP9z4VYUJjk/OWFhOI5SgqUNFdr+PXDLqb9aVY05/jC1Rr2dktE00kMzkJWFAe46tIadmzup9Nr5qyzannwiWH29MtoVRaGgwaqbGH++8M2bvqVGYVBcOFKIxeuMOILZalwvfuDAb8Vvve74Wt5TbDXr95U8baDvc4EaH0Y+Jssy9fOlFUC7znqmGpgbCa4K4BJCFEuy/KIEOLE/RzeuA+KE0yvdIqThHXfi6+bR4G21W97Hs2kdmuDYws/QgjlycqTK8vyN47a/Az5vKmxmX3nn4xzvAV+LsvyT2Zi370ErCYv1J1UTtkRgHQmy6PrDuPxRMjlZEpcFhLxNFOeCHsPjHP2mgZsNh3FTjVFhUYOdU7z+NOdjIyH0evUTEyGqa22U1luZf2GbrbvHuRwxxhL5pezdGE5GrU6b1JNZxidCKLVKFk4x0X/kBezUcMPfrmBjq4plGSZ3VrMhec0c8VFs3lxSz9T02FsFhVYnaj1OvQGNRXldi4+bxarl+WzIcxudqEOTZGMxtBbLai0+Yf8kcDAHk+YUDgfAy2TTqPSaJBzMocnxlBoBDlJZpt3ku2+KTypBMF0kq3TEyTvX8cCs4NYJs2L0+PcN9LDxJVL0c6pJZbNIu/upuTm9bh0M35eQqAstDJ993qa7U5cGS2ZPz9Ddv8g8b5Rgr2DKIREnyefuaTcVk46l6HWWYvL7EKtUJPOplEpVHijXorNLvSaE1+88K8kEznRdJKvEIpmyeWOrRmf26B9efyOh9mg4C/fKMagV+AqUDCvUcvHLrOi1whGJpN0PPINAm4f93ctZ7zgJsb2PoR7qA9RcjGTmvOJhnJICjUJpRMdft6zUENVy5mUFDmxlLQwnGgi9fjpfHDZAC8Gr+LJwVWIVIBLch/k43MeweU0kUxl2TBWS6f2EtyeCOlMjtKyUpbMMfHkthzT3hTr1g+RTKQYnkzgqmpGZKNcvCzJLV93MZ5uYvGsfKaOkLqQgWQJNc4M5dIwf7hnio9frONbH7axzDWKJjSCVfbwwZUhQhPThNUu9ndGuPVFDXfvtDC2fz+Ll5RTWmbhrAVKPnqRlvPOLOOzf8rRXGvk/ZeXce5pBox66f+qIHcz+byaYub/zTPlb5czgJQsy384UiDL8pAsy78+6phzgXVHbd9HPt0WwHuBu4/VsBBijRDiJSHEE0KILiHEH2YeegghIkKIn85E7D9NCPE5IcTBmb/PHNXG/5upu0kIcfdM0OJT/APMCHKvm0cz5ScNIcStM2O+HfiREGKxEGKrEGKvEGKLEKJx5rgbhRB/F0KsE0L0CCF+NFOumGnjoBCiXQjx2aPavWImk0IJ+bRvG2b2DQohCmY+v25OCSGqhBAdQoibhRCHhBDrhRC6mX0fEULsFELsF0I8OJOZ5ERRk9fOvSOpUE9p5gBZhmgshccXRZLAH4ixcF4ZnT3TaLVKFEqJW27bgcWioamuiLJiK9t2D+MNxInGUpx7ZiPPb+ylb8DH9VfOR69Ts2v/CFt3DTNvVjFPPtdFXZUFf9chrPVN2G06hseCtDYWEE/EuOo9sxkb8/HCC4cpr3IRT6QxGTUo5Axdhwapa6mke3CUVCrLssWVLJhbhscb5fmN7cwt1/DklglWLXBR2VJ3zOsrc1kYc0fp3z2MJATp6RgVU4dQJ5KcMbsJd1cvfVIYNYIcAodGz3A2zEWf/ghKSWKjewIZmQtLqzGr1FDfSBFQByTPW4086SOtUqFyWslEYhjn1GOYXUtiaJLyb36I6VufRLT3oz3YR/MNV7F/ZC92vY1oMopV/0oQVp1ahz+Wn+fFlmIU4t2fC1PO5chlMng378K5djnIMt6NOylYvRShePN3pe/82ct155qZ23DsvK7HIxrP8emfTOFyKFk2R8sFK0x8988+bBYFo1MZBsZTdA+luNhloSs2n4K0zP/8xcclpb2cc+VSEj4/Qzt+gMswyD7VTaRDFha0nsXmnYPYlB4clgbG3EmUIkto2bMsrCtnLO3jtEYjkpTlmfZP0Fj9cWZb9aTSeXcAq/c5xsZrueSCNv7woBdDdphr1jSwbuM4h3phXq3Mj271YdMGWDC3lJpKNT5flEgozG1PKglFshzsg2giSqHVwFDUglkd47f3ZrjpIgkpm8arrWXvRAxZ9nPehW2o1YL+rTv5ycfqyCh1qLJ6/vMPEX76mUIUcYFSrcBgN+KwqChxKrEY3/3z6h/ge7w6nyYz298D3q5WpZV8NP0341zgs0dtPwj8FfgJcBH5XJs3HKMewGKgBRgiLxBeBjwAGIDtsix/XgixgHwqryXkhYvtQogXyT/DLgfmkk/rtQfY/Rav7xSv552YR29EGbBMluWsEMIMrJxJRH/mzPkunzmuDZgHJIEuIcSvgUKg9Ij5XghhPbphWZZ/JYT4HHC6LMuvygv8JnPKD9QD75Vl+SNCiPtm+nAH8HdZlm+eqf8d8vmHj36pORafFUJcT14gfkqW5X1v6e6cIKeEOUCtUrByaTUvbOknnkgTDCXw+uIolIJAIMG8OaVcdG4L6zd0c+7aRn7/l62kUlkKHXp27x/FatExOOSnqtzGcxt7WdRWzrJFVextH6O9YxKzSUNHt5tSRyGb1ndy8Vl1hKMaCuwGRkc9VFcVsWn7EL5oDmcqTbU1i9FloqbSxuhEkJpKB5ecr+Fw5yQ6bV6TMDo4iUZk8YxN09bqYmDIQ3VtMRmFhr5BL22z8qbPdDbNyP52dCUVmFUZhH8CEOhc5ZTOKs2H3lBrKVEYOBzyoSp0oFEouKy0hu6uLoYMaqqtdvq9HtRxH0mlAk2pE4CMP8z68SGqHthCPByg6saL6Z0cwNU2CwcgGbSE93Shn11D4OkdlH3zQ3j//gIl6Tia1cUIixmz9pUAuw69HbPWDIBGefwFAe8Gwp19CARF56xmt9+NWammcl7rcQU5gB980smd60LUlavf1DfujTDoJOY2aEgkZTYfiKNnmkuXq1mxOJ8VIpOR8YWz2Ez/hftpH0Nd+5hr9KCOD7JpX4TFc0ro1t7APr+fS1cUkUuOkUsZ6ZtWU6BRkQxluWSpAasxhDj8KbrU9/PophDlBTr+/KiHYtNsDj64kdlfPh/h20f3eIrOTByjKc3ouJ8vfKCS6Wkb9z+yh4moE4tBSfuoic/e4GLHAQ0Xn25Hoxb88UEf71mpx+P34zObUCoFbl+Ur/w2iVEn0GpM6NVpfvqIhN1UTVOV4BPnJNE5ytEb8i4ArqZ6/CPj6KwW7NWV/PWbea1mzuhgsqsHvdVCS83/jjn1D1LxFsvfMkKI3wIryGvrFgkh1ECZLMv9Rx3mBfxCiGuADmZMXG/AjiN1hRB3z7T9AHmfqiOJh1eQj+gfnTnu78BK8talR2RZTpDP1frYybrOf3Pe8Xl0FPcfZUK3AH8TQtSTTx96tOr8OVmWgwBCiMPkhaNDQM2MYPcEr84HfDzeaE49CgwcJXTthpcT9MyaEeKsgBF4+gTOc8TMqgIeEEJcI8vyPW+hnyfEKWGO/MKAnn43kiRYOK+cqjIb0VgKtUpBkdPItt3DvLiunyKngW/+YD0IMOiUjE6EmD+nlGAwgcOuR6VUcKhzir4BL9dfNY95s0sJBOP0DnqprbIx6U+zamEJE/1jeBJalGTRhqcQyQIWL6hg975RJibDzClzcLjbTX1dAV5/nFA4wf2PHuDay9qw2/REYyk2bB9h1bwivOMBjPosRrsNSaUkHk4wPTBFqqmIFzb3YK+MMmdOKyqtFleZk2S0kEwqjcFmfdmMZ3TYEZJgrq2AuDtI0mZmZHAQLzkW2p1YdAaUP7iHaYMO46xaJIeJWP84o5/7NVU1hShnV+Jc1Uouk6b1A1fjG58ksqeLoeFRUkMjzHrf5WT8YTRlTtJjbpQ6K7n2YWznnfaqcVAqlBBNkk0nUOjfnrbqn4l3y26EJGFbPBeAOqMZlZBQK0/MdCdJAoUk3nIElOd2RLn54QB3faeEj1+eD6Wy83CC2hI9Oo0SlVLQMZDkvmfDfPMjBSRTGRbUZ5keUqC3VjGprCU7kSHu66TYYcJYrCU79SwbRltZMS/N7CYrbUUxHtqegu0fIbrsL/Rov0L9trNoKvox0+NazmgzM+5O4FLl80BfuFzPY5tBKano8GsI7R3jqQ3DFJc4mYoWcXqJj0RAzaRDR1Olir1dOrI5mZ/dOsiWQxKfukJHRaGaMxdL3PaM4OwlNpzGGD+4M0tLhWBhRYSJqI7Z9RpqKixMHJ5Al8kg53JE/QFCk9MUVJcz2t6B3mLCWOAAQEgSOrP5HQkz8y5lmPxD7ljlb5dDvKIdQZblT8yYqY6sclsJbDpGvXuB3wI3Hqf91/oaHNlOnPKT+5fxTsyjN+JoH5X/ATbIsnypyCeyf+GofcmjPmfJL6jxCyHmAucAHwOuAj54Evr02nPpZj7fClwiy/J+IcSNwJoTbVCW5bQQYh2wCjjpwty/vc/ctl3DJJMZFs+vwOuLEY+leeDRA+SyMhu3DbLnwBjthydxOvSsXlaDzaZDpVQwp7WES8+fxb6DEyTTGeprC5iaDgMya1fV87e7dxOLp+jp96BSSFhMWhKpLPVN5WzqijExFeDpF/voDqhR6k10dE1hsWiIxVP4sjoO9XjYtaUDnz9Gd5+H2VUGJnoGADDo1XzqI8uZu6ieqMZGgVGistJJJpnCmktROznIXffvYWAwQCWFBCem6Nm4FYBcKoM8MvWyICfnZHLZDMaC/KKIiNdHKBIhFApREUvj3rqbQFcfXDif9NpZeJ1qhve1E5qYQE6kcF6wAnnYgzmQwVJZxt7f/43JkgLsF68iTAzRVsOzTgXOmy4lF0viuGwN+tYadM1VrxoHWZbpHQgx/ben8D+x5aSOsS/qI5k5aQulXsbUVIuxseblwMIWlQb9CQpyR7j2XDN67fG/hrmcTDYrI8sy2w7GKbIreHZHlIGxFNmczNPbopiMesymvBBcV67m/RdaCIYS/OjXL/H3F6KsPK2G88+ey0XnzqKquoRH9uipd+Uw6cBruQhTcTOP70gwOJrgvu0WQknIzv4aQk4TSeoIlXySa6oeZqHpWRpbSpHlHJ3eMm6/bw/rR1Zw+nsuJ6afS5nLiN5SjKGgGpWI0FgcpLjMQTCtYtMhDb+5Z5zGkiTf+v0oHUMyC6qm+Pn9KR7YkOZrt6QZmcrQMyITmHLjNKdYUDKJOhOhyKHEbjWCEBQ11GKw28ik0vhGRrGUuIiFwkgKiVQi/zvsHhgiHU9gKys5Yf/D/wN8lddrwWIz5W+X5wGtEOLjR5UdbYI7F3jqGPUeAn7E8bUXi4UQ1TO+cldzbMFwI3CJEEIvhDAAl86UbQYuEkJohRBG4MITuqJTHI93Yh6dCBZgbObzjcc7eOalQpJl+UHg68CxUgOFAdMxyt9oTr0ZJmBiRst23fH695q+CmA50PdW6p0o//aauUgsSSaTY3Q8yIolVezcN0oymeG5l7pZsrCKVDpNOp3F7U0RCiepKLUSCicpLDBgVOUoLzETjqS48uI67n1oPw6bHpNRzX/+xwqefr6byekIVeVWQpEU116+EI1GycrFJfhDSQw6NQUOE939HswmLZIE1RUOSorMZLM5SqpLiCRkFraVsWVLnK5RP62LIRZP0b37EMFYDpvFRHljJb6BQSbG/MjFdUSWLubicjsHOydxVpUDYHYVEpqaZrKzBxIpDFIWtU5HQVUlUV+AdCpNYGwcjcFAocGMrDMw/tIu5E0duLM5jP9xPtlMhpLGRvbd8gj2ymKkpQ14//IkVd/8EPHRKbb89A+QzWHdtIfOPQ/ReOUaTJWlVJn1bNq9n7L7tyBFE9T+8UsvP1yTQ5MoHRYkg5ZUOkf1TZehOAET5Vsa41QUtVKDSqEimcuiU7y9ae8fGCZT4kQtSVhUGtR260nt55vxkzt85HI5ls3Ro9dKlBaq6BxM88z2GGajxNc/6EClzN/T258MYtJLtJQnMBY5+MJNK/FH4Pt/9ZLOBqk19+GPKmhwaWifNJFIxOkb9jO/uQhHYSF9/SMIOUdWqBiKzqaxuoIH7xtjSUUhbYUtxFJ17NvYzqqFpdzzfIx4WmJfe44FLRlqqyzUVNopdtnYuWeQcMSOP2ljrwde8CdQq8AXErx0IItJl2PErWLcp8Vii9M3paeuPH9dB/sSPLnZzpmLtcTUJu7fHOLasxU4C8zs3N1HQ30xeoVM1Oenom0O44c7CU5M4Wqqx1qSj5uYjsXwj41TVF/7TxunfzVfvaniru/9bhhO4mpWWZZlIcQlwM+FEF8kH2YhCnxp5pA1wDeOUS8M/BA4njC9E/gNeTfcDeSFwNe2tUcIcSuwY6boFlmW9860/ShwAJgC2oHgW7m+U7yeQNvqu6z7XoSTuJr1BPkReTPr18mbTY9HKfDXI4tmgK8c45g/AeuEEOOyLJ9+pPCN5tSMRvCN+H/AdvLfge0cW0h8LUd85lTk5+nvTqDOW+ZUnDlgw0sd9A4GyeVAkiAQTGAwqCmdI9OxJUk6laN8SQaHsgB92opOqyIajpKLBmkfSfH+axYSi6d49KnDyMicf2YzBp2SW+7cxQfeuwCLWcMv/riZVUtrGB33UlluZ2/7JK1NRYxNhlh9WjW337eH1qaivHk3HcMXTqM3GZjyxTn3jEZam4pe/kF8fH0HFrOWlnon04cPktQX4jJmMRcV0ts1ir7QRV21A8/AEJYSFyqNhtCUm8DEJIlQmMqFbUx29eKoLEet06JQqQi7PUx0dGEpLqKkuYmpxzeQ1KtJqxVkXzqEemEjqXAYfW05PX95AEV5HfZwCGN1CcVXnEnM7SUy5aFkYRvIOcbue5qQIsOs914CgC+VwKxUk+ocQt+ST17ve2Qjkd2dGBY1I+m1aGtK0FWXvGPjPBQN0xUOcLar/C3XzabT7P7j7WjfeyEmrZZqg/kd6OHrGZlK8dyOKM/viuML5SgpUPCbL7qIJXJYTQqyOZknN0c5f7kBhZSfH75QFqUCPvOjQW640EltmYq+3jGGA3a2HohQ4sjSMZijyplCQZwyS4h5jRZIBJFTXlziENsHDGhrzqPCGKdvKsVDu6w06vcw39nJX3vfT7XNzYfPN/K1u4xkcoI7v1NOKpXksXUdrF49h0qXku27R3lp2xDbhypJZQQ1pSrqS1Jcc14h0wGZhzZEmHLHiaUklEqJ0eksVgOctVTP/c/GmF/ip7ZWwwVnVJFMCzKJACqVEq1GiU4JCqWS4OQUzpoqZFkmm0qj1LwSsy+dSJLLZVGoVEz39lPS3Eg2k0GhfPe+w4p3aZy5N0IIUQbcLMvyeW+z/hrgC7Isv22NmhDCKMtyZGZl4UvAf8iyfLwFG6c4xf8p/m2FuXgi/fJigl3DB+kb9tM3OYYlVEZKSqAwZKmcrUQadtHS4GJj+2H6D8XQalVce/k8JqfC6PUqEsk0z7zQg16r4rKLZqNRK+nuc/Psi72oVQrmzSmho3uaubOKWbaoiu27BylxmbGY9ARCcfqHfFxwVjM+f5S7HtxHNptlfp0FpVaNrNKzp30MOZvlooVWKtpaOdw1TVNdAdl0ipykwu2J8MLmft539QKymQzB8Uls5aWkk0k8fYPEQyFMhU7C025KZjUz2dFDUX0NepuVjqEDjCUmaUyWoDUa8QwMoTEaqFmykMTQBH63h8i+bpLrdmFa0Iy6roSsVolnegJFgRUNEiVL5uHvHyIRDFN/3hkv399cKo1QKhj+xi2Ufel6FKbXr+D2Pb4ZtcuB++5niO7rRmE1UvenL6NyWF537L+C0MFu9NVlKA16Jva2o3fYsVSUvmPny2RlMhkZ7UwMuud3RVm3JYpJL1FgldjXneQHn3RiM+eFkXAsxxObIlxz9iuC5d+eCDK/UcvsOg1//HsAbzBD90CQamM/08kStBol73tPKeQShBMK/njfOPMqPIhsght115NT2elQ3ICrpBxfyoHNZuW5vTEyQos/GMEdMdNUmuIsx0MYK84mnDHyp+d03FDwdWbfeDfjXvjvv8T40X8WsXPPABMBLVqjnURSpsSpwu/z0T2uZU9XiivXGjAmB7l9s43yYi2xWJJAWEatUhAIZ7nCtJEzPnYevX1TVJTZEAgUKgV9/dOUatPUL257+bqjPj/6o/xA5VwOhEAIQTqRJDTtxuIqpG/rTmqWLkSSJBSqd19Ykv9twtw/ykkS5u4ivxpWSz4W3vdPTu9OcYr/Pbx7X1HfQYZG/Tz1bBct52Xp7QgRcgyTs6XR67UkxUHiBwupLrYw37SAvx3cTSiUpKLIRT8DXHHhLG67dzcNtQ5aG4t59oUeTEYtyxdXkk7n2Li1B483SmNtAf3DPkAQT2To6HYj58inCZtfidGgodhlpqm+kJ0bdtM7HECnM1Fe6mTKH6ZSjuOscKFSSWg1Sqa8HpSTIQ4cnkAbGGFfb4jOaZkLlpdiV6eRczkUSiX2ijIiXh/Tvf1ojUYclRWYCgsorK2mf8duSlqa0Brz8bxKi6vIbhjEXqrBUFOFzmJGmvH5ypq0pMYTqCuLYG0bvqd3UHnJcnKHhhHPHkSp0ZC+cD6RKTc5Xxin3kLHfY8Rj8Zg42H08Rz6xirCOw/Tec3/o+aXnyU16UNTWUR6wktk2ov1vNPI7OlBU+kiPeWj4Y5vnvSxDo2OE56YpnRR2zH3ZxNJIt0DWOY0AeDr6mPgpa2ULV2I0WAg2N6NZNIhJAkhvbN+V+u2RukdSfGZ99rJZmWe3xnDapT4wg0OOgaTrGjT87Xfe/jNfxUhzfQl95o44vMaNC8nhf/oZVYAtu6FXLqe4bEwu3syFDkk7rzvEKsWufjmlVF2DejRyILcku309kzhkjsw6iX0iS0Edj3NaoWOsPF0lE3nY1P10+cvQRt10zEUpq65lBvmPk9JLMUdzwrO1P6Un6zJYbH8kFlNpQxv9NDdk+ArNzr5xd0+1GQZHo9xxSqJC1eYuP0RE2qlTLGqE0drKw9siFNmSPO+M5M8s28lxgM+asuNyNEIU6EUjdUFlJcXYDbp2N8+REV5ARazDnf/IOVts1EolcRDYbxDI+gtZqylJQzvO4BCpcZeXkr9itMY3LUXpVpFxbw57+h4nuL4yLL8Aq92cn87bZzU2GenOMX/Rv5tNXMvjm+mI9RJZEKJcEQwxVyENJNkpgzMay3nYLuHrMdIJiGRCij4wLWLmJqOUFNnofOwF18gRmW5HYdNx3Mbe/F4oyxdUEk4kiQQijPljlBf7aCu2o5KpeTvTx5i+aIqDnVO4bDrqCyzkstl0KUiPLvLwxXn1XOwY5IzzplHT+80RlWGl3ZN0dzs4rGnDtPUUMg5pzdgUAv6tu/E3jwLq82Et6+ftEKNzWYkODFF2ZxWIK+ZOOKYf4TR9kNk3QE0Tjuu2fmg7CmPnzgKfLEMplyE9M5u9E47ljXzifeM4B7oY0KfJLuxm6L5s6k9Zw3x0Sncuw7i8U4x/0PXMvGnRwg8s520VUekqQDjcBh7WSnZSJyUQ49BqaHkpsvpuPwrSColld//OO3RAIpSJ21GW95E5guhdjlO+jiHJ6aITnlwteXvS9/WnfiqXOj0BmZZ7OTSGRJjk+ir8uE8xh57FuGw4lo8DzmVZvqZjSQVEq4Fs9EWF570/h2NLMtkc7B5X4yHX4zwvU84X84UIcsy29rj7O5M8smrbMdtK5uVcQeyFFgkfveXLegMRkwmHS/sjlDlCGHVCzxhBSUOA3UVasqKjVh0OQ51uDngKaKQXlKpBOdX70DER+kMVDClPB1PMMVl5zUwsO8pCI+TKX0PkWCUyhILnR4Vq5dVMz7u485n0lzx/9l77zhJrvJQ+zlVXZ1zmpzjzua8ygGhBJLIiGwQ0QEnfO0Ltq+v472fr40NjmDAgWSChFCWUJZWu6vNaXZyjp1zqPT90aOVhAQISSuB1M/+5jfTp0/VOafqbPdbb7zcQzhgoVyFhpCdufkExaoFySwys1hmoL+Vr95W4NqdJTxOwWB/E3/7zSxLsQoee4XeZo1Gn8S1b+xldj5Gbn6BqtWB1eFk4/o2ymUVxSJhUZ5+JtUqVSYPHMTu8WAYBm2b1jO1/xBqpYLV5aRt8wYsisLcsZP4mxvxRMJIsoxhGAh4zv+ZV5rXm2auTp06Lw+vS80cwObwBg4ljyHbJRwWG3nvEkITCCuMLM6jZ33YtywScvt4d8c72HdwhlCDle8vf49P7PkIVVVnaTlLU6OX9mY/07NJ9h+ewSLLfOwDu7jzR2fobPMhy9DVEeKm9+5ECEFPV4CvfuMQ8WQBxSKzZ0OY6y53E24KUzgRw9AN1g00cvtth+iNmDSG7Pz2py4CrYrTIWOxWgm1t1GNL1OWdGSrwiN7p9izKUq4rZmxx/fRe/5uhCRh6Dq5WJxSphblZ5qgSwLPM4rPp1JJxo/NMnVmid2/upPGjmZkn5vC8XEWP//feN52AQU1SY8/jKNiMvLl76Lfsg/PZ28kvJrB1HQq00sQ9OB//+UYtzxM0m0y8JHr0HN5xh55nO731Kr+DH7vLzGrGpJNoemvfoRRVZlcSVIemaXnK5/F1I0XlJ/t58HT1ICnqYHlY6fRymXaNm+gyWrBsvalLSkWnJ2tTN5yF4rPSzKVpKGtCckiU1paxbd9Axa3i/LCyjkX5oQQWGQoVU22r7Pz1/+ZYNuggzdf5OZ79+f45j1ZPv6WF2aCHpmp8p93Zvk/vx7h0x+/kJsfzNHRqHDDlTIHD07yyP4Zyqaf43MSF2yykM9k8Dl9JAtWWoMFNkc9fPZ7vVywo4uGBieevV+jYzBAqiAoxRcxnEOUSzaG5wIEAlEee0JjIVblB/tW+d0brVx3voTNUmViIsYF5w2QyRRRNY1yIY+mG5xe8OAPFrn+fANTUymVDDKZIpcOJRmeU2gNVXHbTSTJIJnKoak6wmanqkElV6qVqlMrzJ0cwxUMoFerRPt6sNistG/dRGximnImSymTRbJYcDrslDJZZg8fo33rJkzTpFIssfToXqJ9PZQzWRS7nUh35zm9x3Xq1KlzLnjdaeZM00QIwXI+xtdP/IDyiUacF85glCXsuTCtjQGu77uCW6ZvZ2YhzW9e+F7uvX+MQqnKZRf08KNHxujpDPPQ4+PousmOLW2sxvNMTCVobPDw0ffvolrVuPNHI7gcMgJBU6OXpoiDb/zgFEKAYuoEwl5aggouPUcaN5de9uz60ytTcxhCcHwyj91uZV2DwOp04G9qJJnIYZTy2OxWSukMoc52ShWNalVj8uQEW/cMISsKWqXK8vFTqKcmse4YItDWgmmYSLLA0HS0kxOkLSaGCYl//h52mxMmVhGKhY6//nVSd+2lMr2M3NvE2Pom9OUkHbceIvLeK0ncsw97Q4iWz7wXPVvAVDVMYPpPv0Ll8nWsf9d1SBYLlrXSYif/+4eEB3to3FzTkBmlCkv/8D2MqorkcVI6PkHw+gsJXn/Rj98ytEqVJ/72Xzn/dz+JbH1xfk75lRiGquJtff4Ai+kfPYqh69grKsE928gcOQlCQvG68G/fiHSO/aseP1bi4cNFfv+DQfYeL/Hf9+UI+SSu2O1iOa7xtss8VFWDj/7FCl/8TANB34urYvDAgSxS+gxzqyW6OsIcmotSLqYoJqa5YEuY/nCVibSbRCJPZ8RCWq1FkPY2yaj5DHNp6FnXx8LoCJ0Dg3z3vgXQDLZ0lImpPiYWYEuvhq4ZDA60UChUaIj6OH1mnlQqj9ttw+9zMTOXYPfOXpwOG2MTS7Q2h1hYSqIoMisrGZoafVitVoqlCul0gaF1rVhk+Wyks65qjD72BDaXi46tG1kZm0CSZRw+L06/j/G9B/A3N5FeXCLc1XHWH9Tp95JbTRDu6sDu8ZCcmcPh92FzO3H6fOfclP6zqGvm6tSp82J4XQlzC4VFvj/7QyK2MCvlVSyShZt6P8iR5HHG51ZImTE01UQqOLGVfZTKGhtbu5g8U+CS87pobwvw//7xYTYMNrASy1MoqXjdNrrag7hcVhaXs1x6QTfLKzmePDrPlVt83PbYIlWjlk7EZrezri/K6vwyLZ1NiOQSOc1CrGLhYx/Y86y5Lo+M4woGsHp96IbBPQ+Mct1VQ1gsEj+69xjhphBbNraiqyrFTI75+RjOQID0xASBgIv2rZvILK8SGx4hZHFisSoImxX3lkEWTw9TTGeJRhqwedzET4yS+vvvQ1mt1TaTJLBbsLZEcPS04rr+fBY/+TcQcKNctB57okzkfVeSuPkhPLuG0HNF1Fia3NIKxcVVNn/pjxi57T4qmSztF+7G39lKJZvDYrc/rzCmxtMs/dP3KY3OEXrHZbjWd6NEA8z+0Zfo+vxvIWSJQiyBqetk55do3rH5nO2R3Ng0zvZmqsk0hoDlh/fRfs1lKN4XEoH+4lE1k1zBIFs0+Jfvp3jTBW7KVZOqanLfgQJ/9zsNz3tcvmjw1dsyfPrdP9v0enKiwr37cjR5Mhw7tcxv39hEouri9MlJAkEPPe1hmqJ2Hnv4BKo9yKU7Gjh1fAKnw4LTYcHjlBmbF0hOH62+PBnTwzfvMwh7BX2hDN95MohNMfn0jT4GO51IkmB4ZIHuzig2m0KpXGV0bAmbTUHTNFLpIufv7uPRvWfw+VwE/S78fhcnTs0iSwJFsdDaEmR5OU1HZxS/x4GqGxw8NMGWoSYmjw5j0av07NmJxWYls7xKamGRSqEIpknblo2YpoHd46GQSFJMZ2js72Ni3wHUUplQRxu+5kYq+QJWhwO7x/1y39afm7owV6dOnRfD68bMmlfz/GDuDraHtjCaHafV2UxeK7BSXqGsl6h4EthMk4gUYPyUIJ20YLEoJNwFOtr8pNIlvv2DY3jdNqZmUmzZ0MxKPEd/d5iRiThv3bOBfL7CPQ+MMjmdQNNN7Ff0sXWbjVNnVkhlVTZvjLJnRzvZ/ijhsJs7f1Thskt6cLttpOMphNWBLAty+QqK18/ooZOcybt5w9YQHrl61ul9sNFCpKv25f1U9vuGkI9gW5SOjihPCeg2l5NQXw92nxc5X0JYZBZODuNtbEDXDMpHJ9HsCvlv3lfLkG+aWAfbUa0S4qJ1OFqaKH3xh8gBL7aN3VRG5mh+55U4Qn6W/raWwHrpn2/G0hym/Q8+SO4v/h3ntn5mHt1PYWWV1OQsq6dG2PHJD5Icm6Lj4j3Pe2+UsJ+Gm65n8lN/zcq//AChWHBu6kFpCJ01u7oiIXJLK7wcDx9apUp8epbGgadr2RbGZ5DsNjx9nYx87w4cdjuNF+3Cv23jORfkcgWDR44WeeRwkQ9c6+MvPhVBkp7OzfWmC3+ykGFVaik/Xghjs1Uu3upCGDLRoA2zksDjcnHlGzYQO7yP+R8+gXH1pbi8dvobqySXFrFYFSo6ZLNgmAa61U67bY7puI/2DgeXbFxmz8YGhk8laQ5oDLRViPo9Z/fquoEWymWVk6dniUb8eD120pkiWzd3ceDgeK3e8O4BDh6ZxBrxcfjoFBaLhNvtwOWyEwp6OTO6hH05TXZ8jGB7GxaLjOJwse687WRXV2uBPesHURy2WgQrEOnpIjYxhdXlYuH4aQzDwOp2Us7n8DU2EJ+eITEzRzGTwRMOY2gamaVlGvqfv77x6x0hRN40TfczXv8KsMM0zV9fK4b+r9RKHNmAR03T/Phav13U6rM2UEs6ewj4tGmaP628V53XEUKIPwE+Ri13m4tarsA/NE3z9Nr7CrXKEG+nlgC4Avwp8DDwXaCHWpWG20zT/INXev6/KLzmhbml0gqJSoIN/iGubL4cl+wkq2bRDQOnxYlddpDXCqz3DzFbmEM3NPZcGCU4b5AbsJExYuxs6OPRkWPYfBp9HS1csKeL2bkUB47Mkc2WqWoGhUKV46eWuWBPB4oi4TBK5Bbm2bNjA/29Ee57aIz2Fj9+rwO/146QJK69sA1X0IWuaTz06Cl0V5CerjDF2Qni+DFMH1vCRSq5LN1+HUkSVIulmj+coWOaJt5oBG+0Vis1uxonNT+PJxzGGQxgdTrRKhUS0zO0blyPoRt4MVAcNhSbFX0lSeKRI1ijQZp///2kfvgYScpYEnnKh8dwLeZp+5ObmPnfX8Hx8auIf+Nu3C0NxL5+N9knTiI7bOjJHHqhRPH0NKbNwmo6htiXoHnnVkrpLOVMluGb70QrV2g9f8dPNJMKSUJy2NDLFYxckfzjJ2j8tbdTWI2TX4nTsHHwrP/b4qHjhAd6sK5F5b4Qxn7wMLLdysrBYUJDXUR2DQBg6AaSLGENBxCWmunS39yIuhKjGk8S6ut6iTvwZzMxX+H2R3IYJnQ0Wvjbb6bY3Gfjyj0/e31WRfDmnyLsPcXiUoqh1hLt7Y386l/F+MBlWVbTBn/zzTIfe5uHrdt3EHN3MB2rkM/JREM2Qh6FfCGN364zmWvgz2+x8p6LS0huuOVxJ7/b5+TiPX3MzaU4MGahM5DH0CUe2b/M1ZdYcTprJvallRQgcDgU/H4n84tJkuk8u3b0srScQrFYiIQ8zMzFcNgVKlWNpqYgoYCbXL5EMOAiky0gByKkSzr9LW4U5al71YQ3GqWQTIJswaIoKKEApWyO5o1DTDy2DyHLOPxetHKV5dEJQm2tBNpasbmclLM5VscnURwO/E0NGJqOZHlxJuxfFO780fx7+bFkr9de0Xouk71+gVr9yVsBhBAb1343UPuyvdE0zSfW2t5BLdFqXZj7BecrU8PP2Uc3da07V/vo86Zp/j8AIcS7gQeEEBtN04xRE+SagA2maVbW9tUla8f9P9M0H1yrD3y/EOIa0zSfrxrJa57XvJl1tRxjJDOGCRS1Ak2ORkp6mYpe4YLoHv5l9Ks0ORo4L7yL2xfuZmdoO/viB7iu+RpuW7ibfAw+vv3d3HPsEFFrlMSSRqlYZXo+jWGYvOGiXi7Y3Ylhmhw5vsDhYwuks2XetsNJsLUZ04RCxWA2oTM8usplW4O4rBDt6eLBO/ZRdYa45opB0kvLpBeXCTQ3YXU5UWx2ls6M4AoGUCtlqsUybZvWU8pmWRoeRUgSrRuGMHSdaqmEJxJm/71PYLEqNDV40KsqgdZm7F4PY4/spee8XUwfPIIRasWpZrC7XUR7u5m4+yGkfeMYV22iY9sW4vfto3Jmlnx3EE8wiOawYPd6yS8sYT5yGqms0f3HNyFkmWosxcTH/g+WhiD5Qg7bdbuQPE4MTSPQ1c7qyTOo5QqK04GhadhVUBcTeC7ZAqZJ5yXnIVtrSV5NwyD92DGO3nIbgckslqqOe9sgxy7vp0c1mY6vsnvbNiJD/Yzf/SDNO7cgyTJapYK7IfKse17NFzjy1W/RtH0T7RfsQitV+N5Vv4kj6ue8P/wIM489Qe+bLsPT3MBjf/VFLvrcb9YSyz6wFzQd76ZBbA3hV6QE1KNHi3z7niyzyxqRgMy//M9GdMPEahHI8ssz/sxcHIFJY0MAq9XC48dKZDN5Qs4MgUgzbmuZH9w9wkXbI0S9ArVc5MiZLFuGwrT09hGfm2FyPsd8RiFgKdPs1zi8GGBjp8z4io2dXTmEoYHdz31HDHpaBB1NdqqqRm93Iw89cgoT6GwPMzufoKnBT1NTgJGxRUIBN6qms7CYQhKCYMBFVdUpFCts3tjO+MQKG4bamJxeIZ8vo1aqdAVkmtYNoOk6pWIVj8fBytgE3oYo8alpQp0dxCenAfA1NZJPJMiuxAi0t1KMJ1DLFWSblcia39zk/oN4GxsoJlMEWpoIdz1fScpXhpdqZl0T5L7Ms8ttFYGPvRSB7mdo5o4DHzZN89CPHfOnAKZpPqc6RJ1fbNYEuefdRy9VoBNCfBD4DLUavMeplbfKPyXMrfX5T2pa3C8Dc0CXaZrZn3HevwdOmqb55Zcyv19WXvOauag9QrqS5fHYPt7V+RZuHb+Njbk2Woe6GM1OELQGsMk27BYHHosHzdRpdbbyZPIIhVMhKrNuku1VtkbXc/zkPE1BhcNLRS7Y3cGure2YpsnUbBK/184Dj06Qy1doiLgJd7YjhIRit+GyyLT1upicSeJvaSLoq9XsbQ7bCXTXSg/5GhtQ7HYMTcPh9fDAo2P0RxxkV2OYhoGuahRSaVwBP927n/6szywvU8nXhLnmoUHMbJzG/h7yiSTuUJDV8UkiPV2UNMEdJ1WcthnesMlDJBIGIFCVsd/4RjJmmYknDuBz2IjpeVoGd+KKhIiPTzF5x49Y987riD18inKTl6nH9pO+cx+OgA/8brx7NiCfmSaZyWKzCDbe+FaEJNG8YzMn//tWgr1dmAakJ6cpFnIEbFYm7nmYyNAA7sYokiwhJInZ6XGkoAfLUD9tQ0NUDJ3I0cMYna0U2xo4+e1bOf/3PoXd70WyyKQmZymnM88R5hSng9Y927F5PZz++l3ET01x4yP/cvb9B3/v87Set5NAVzvn/96vnk0eG9ixkcQjB9BKZaxVFfGMagLniqaQTDyt85s3+lEUCasigJcuxFUqKqfGEmQrXpqCDsqlPJPToyiediYWNDZ0O7DqeRxSjoWZVd56vgdfQwDFZqes6rSUYySrFkKZOOlMjrIh0xE2Wcz6uOe0Sne0yC2POdjVnSPgD5FXrXiDPi7elmNicplwKMz/+lKK37hRZdPGDs6MLmCzWQn4XfT3NaPpOjargt/vwshnSBoVmnvaqVRVfD4L+qqBzWZl+9ZuDh6ZpLe7Ab/v2ZrKRCJPPJ5l/VAbDX09GLpBIZmmcaCPcr6ArFhwh4OU83lkq0IxnkS2WpGtNtRSiUIiRWJ2Hl9TA00DfaxOTCHkX26tHDVNyo9n6Hautb+UL2GHEOLoM14HgR+u/f15apqUvcC9wNdM00wDG4D/eAlj1nn1OCf7SAixnloN1fNN04wLIYLAp5+n62FgkFqJt9kXIMj5geuAv3+xc/tl5zUvzAH0+3rodLfxb2P/wUbvOhyuIFP5GTpFM4lygiub30BRK3JN6xs5nRrGXZDobt3M7t2CyhaJ5rCNUrFCt18jFPWRKRgcPLJAPl/F7bKRTBWJJQq8+apBzozF2LqhGV9jLf3HA4+Os21TCzbgA++q1QAulmr1Xnt2bsGqyKiqzsJyls62AA8+NoFjpoBWVfG3dlNJxChmshi6TiGZRvLYsMk2pLVSdJWKwY8OrnJjdydtrQFiU1lWJybJLq9idTqoFIqUczn6Otv58Pt2YZFh4uQkqYUlDEMnFbHR1deKzawVcS8Wijg39pJPptCKJVxuNz1XXMLikRPIiRyWnT3oukHr+65h/ovfxdEdpdzipfOmX6N8691YXS4MXSd5ZozZxw6w5cM3svjkURYPHcPqduHraMEe8GNoGk/+07/jaWlESBKdl56H1eNm6O1vwtA0fJuGOP2923H5vMT2HyFqtdL5hgspJdPEhscRFpmZh/ex+QPveM79FpJEy66tALgiEZrPryWHjZ+aRK+qvOvef2LlrofQCl1YXU9/XlncLnxbN1BNpNAKRayvgDDX22bjXz7bSMDz8goRmmaQyercfSDJ9n4DXSsTDViJzc8Tsguagw3YS2XiiRSm4karpMjPjxInit9Ypc2ugKeBzOIMAYedf7rLzvt2J4k6VBYtNn54wMNVWyu0hCW+fr/Bj45W+PvfVrn7sQRX9OURwsDrURBmhUy2gGdhkcZNnTQ3BdB1A00zUBQLx07MEAp6ULxecvkyxWIZ0xTohoHdVhOyt23uYjWW4cD4+Nm/rVaFhcUkfT2NZ9dsaBrNQ4ModjtOvw8hSYw+/DitmzdQymSRFQuYoNhttWCaWAxTN2pR32Icu8dDdnmVUHvry3ovXmHaf872F0rJNM0tT714SjMHYJrm14QQ9wBXAzcAnxBCnLsopTqvBOdqH10OfNc0zTiAaZrJn2ABecFPtEIIC/At4AumaU6+xPn90vK6EOYArLKV88wNOEY1sOWQWkyejO8n6o9Q0os8sPgQ0YqPgaZ1OMwgXnuIKmkcDsHkgUM0Dfbjkqp8794pdCQuu6iH5kYfX/rPfTREPKQzJZLJEv3d4bNlwgA8bhsWS03wysXi6KrGf985gsvnYX4xw2987AIKhSpPPDlNS9jB9s0tGKrK8Mkk2Uye3PQsNq+XJ8eKbFOXeFg+yo7wVho0PwCh1kYG15lIksA0TBxeDw6fF3coSG5llUhPJwsnhxl7dC8dO7axuFrg5FiCqy7qILsSx+HznU2aml2No9istGzfRGp+kWK+gGSRkex2JJcD3HZ80Sh6toCzq5XoJ64ndXyE3OIys3/x72z4009gmiYrx04zdtf9dFxyHmASWT+Aze/DUFUm73+U9PQsisuJWiiSX17F21L7Qs7OLdBz5SW1L11g8C1XIySZB//k/6GVSiTGJpCtCp2X7GHl5Bk2vf/tuKLhn3rfHSEf1VyRM9++FwC1UObw332b/FKcd157GUa1irBYan6IqkppbpFiFUxXAWvQ//Juwp/Ayy3IAXz1tjRWs8B5Axouu0m+YkORDdoba2ONTy4R9LvpGujGmsiRWq7wzcdc/No7vLicATyBABPHj2E1DSyKyXvOSxP16FjlIt2bi5w/6Cath3n4dIHrNy8hNC//+t0yG7pMYlUXpx9LcOMbw4yPz6NpVfoUmWqpTL5U5eSpWZobA+TzJdrbwnS0hZmZSxCLZRBCsGlDGydPz7P/4Di7d/RSrapMTa8SjXhBgNNhw6LIbNvybH/GarHI4vAZ7F43pmHgCvjILq+wMjKOM+Aj0t3J3NGThDvbsTqdiJiErmtEuruQhMAVDOBvbny+y/nLxCzwfHbi2XM5qGmai8BXga8KIU5S08qdArYDt57LseucE16VffQMtgIHgXGgXQjh/SnauS8BY6Zp/t0rNLdfSF4XwpxpmqiVCqGyC92l4QoECEk2zt96PtnlVVLDi+zOd2A6FaLuRpx+B18b+zpbUm00B1pxer0Us3kqVZOeiERPm5db7h/F57Hx4Rt3sBzLs31LC5IkIf3YU8bOrU8XdS9lsiAE73vbJhxeD6lUEZfTistp5Y3bgkwfPkZDXw+VTIZU1UHu+Bz9ESc2h403XL2V1JmTnFcYxC4kqtYSlVyB5NwCm4f6GHnoMdyRENVCka5d27G5XBTTGSyKFZvLBZjIikJnR4jQNetJzS9i97hJzs4hTBNTCGRZxmK3E5+cRtc0LDYrst1OpVBAi6UwNrVQ1aoU/uU20tcsUFlYJbBrA11XXIieKzL72AHsAS8T9z9K9xsvIT05Q8zpYO7xJxGyjDMUQCuVMXWD6OYhjGqV1RNnKMbTLB46we5Pf5QT37wZb2sz9oCf7NwChlEL2AhuWcfqsWHWv+N6jv7Hd4iu78f2AlNJqPkiufkYO37nPZimSWZ6iYEbr+C7V32ai37/PfgGunC0NCJZrVQTKVbHVtDKVfw9564O67lmOQHxjJsbL0xxbMbDjgHB8Cxs7KiQL1RwORV0VSU1M4qneR2Hj6xw2WYdW2Ge/3y0kU+9vYqwOlnMWuluasSeXWA6Z6NSNmhwlnE6iugs86G39hJbteL35AmHNVwOmYamENWFJHNTWR4ZiRJ0FvD0W4lPxxnsb8blsoMQuN0OVFVHlmW6O6N0d0ZZXkkzOR2jqzPK3EIcgEQyT0ODD5fTTqlYxe93oen62ZyRhUKZM6OLhPQM3eftQpZlmocGkSwyDr8fXVUpJFNM7DuIbLMyffAIDf29lLI5TF0nvbBIKZ2hc+c2rA7Hq3znXjKf5fl9nT57rgYUQlwN3G+apiqEaARCwALwD8ABIcQdpmnuX+v7NuBx0zRXztV86rwsnKt99ABwixDib03TTKyZWZ+FEOLtwJXA75qmWRRCfAX4eyHEJ0zTrAohIsClpml+Vwjx54AP+OhLnNcvPa9u7ZpXiOTsHPPHTlFIpqjkCygOO/6WJkqZLEsjY5iKRGXIy7pdeyjMrjB98CiX5zfS0dKHJxqhef0gJ6YLqLpBvCLjdDv46DvX86mPnEdHe5Dd29uxyPJzBLkfJ9rbjcVay4c18cQBkmdOMn/yNIauU87mcfg8LA2PoJYrXHvFIOftaKOhv5dQexvBgJNoTzf+xijJ2XlcgQCR3i6cnVGOn9iHw+fFFQzSsmEd8ekZpg8eQZIkUguLlHM5Stk8U/sPolbUmh8eoNisdO/ZxerJM+RW43Tv2Yk3EkabWUWfXMYVDLC8/wgOu4Pm87bTedn5qMtJjP5mxHKKwGA3nVdeRLlYRLcILHYb7sYGNr33rcw9foBgbxcLB45gqBpqscTy0ZM0bt9I0/ZNuCJBmrZvAiHQKmVSY5NkZhdITc/hbW1m+ehJFLeLtvN2UM3lKSwnCHR3MHLHfZQzWZq2b0ZxOjANg6UjJ56TsuRgcpWcWgUgvKGHyAevqJlWSxWyM0skz8xidTmIXrILx5pmUAhB9I0Xse233kPnlbvPyV58pfjIDX48Lgs2m4OHjkoksyoPHTHRdAFCprkpiFbMoBgl9GqB/t4g3cESCSK0+gssLsRYSWs4JJWJ6TjVkkazV6UhYmVV9bKQUrBYbRw/NUt8JY5s6iynHQjTIJ6qEMvZ8HqdXHOenR0b/JSrgp6eRk6cmqMx6md5JY2qatjtVmKxDKqqA+D3O4knsuQLJWxWC5WKiiRLzM8nGJtYIl+sAHDi5CynDw+Tiac5cWqWwf5mIt2dSEIw/vh+Zo8eB2om1eUzoyh2O5gmhqoCoOt6reKG3Y7d7cFis70WBDnWghw+BsxQczCf4SUGP7wArgROCiGOAfcAv2ea5vKawHYj8P+EECNCiGHgKmrpJer8ArMW5PCcffRSgx9M0zwF/AXw8Np++du1t35bCHFUCDEGvB+4fC2SFWo+djHg9JrW93YgK4RoBT4HDAGH145/3Qp1r/loVqilnzB1nVw8Ti6RJNTWimKzMXfsBIG2VnLFNKlKmv629VQKBVbGJrF73FSLJWSLBavLQb5sYLdA0Rago8mDzenA8iJ8qoqZDJV8kdjEFOVyLXdc55aN2NwuZg8fA0kQbGmhnM/j8nlJjE3SedEeqqUysclpWjcOndVIACxMT7A6P8OGHecjKwrTh47iDgVJzM7hDPhxB4NUCgUsikKlWMLu9RCfnKaaSJGdmqd5ywZ0GbKLq4QGurG53Ziaxvjt99N4/jYkxUJjfy/JsSlmv3M3Ac1KziMR7e7B+4ZtZGfmqawk0YTBpne/5ew6px58HLVYwu734WtvZvHwCYSQiJ0aoWHjOpYOH0dXNdov2o2vowU1X8QVDTG/7zBCCLxtzeSXY7Ugim/fQrVQwuZxY3HYEQJ6rrqUQGc7WqXK6e/dxoYb34L0DOf10VyaNqcbh1xTPpdUFathIj/PPctMLTJ5x+Ose//V2P3nNqfcK8VyQuPYaIULNskIycI9e9PY5SKD3hU0u5+w02B2pUBL1M1q0U6pkCVoKZEsK/jtKl96KMybdsu49FVczQN87l/TfO4dSbA4mZw3QS3j80pY7SaTixbmkxbcviAXD2UZnlNYTMhcucPk1GSRZFYm4K7yhj1R7DYFIUEsnsXtsrG4lCaXL9PSHKCnq5FKRUWWJfY9OYZhmAgBF5w3yMJCEl3XaWkOYbcrLC2nKWfStHe3UtF0nI5aGhTTNMnFE6yMjNO1ezuyLLN4+kytPZageWiA+PQsXTu3oVYqZFdjJKfn6LvovGftn1eLetLgOnXqvBheF2ZWSZYoF4tkV1Zx+H0snBrG0HSivV1oapXC7CoNrS3MHDnO4KUXsjwyTimTxe71UC2WCEfbUTJZgh3tGKrK0plROndsfdYYydl5/C1NP/MLwenzgctKW3AzD9x5BK9bYSjgR5IluvfsoJTLo9jtFDJpViYmcWRKTB88guJ0UEgmuffEcR6rFPjjzTuwKApN7V00trRTVk2WDh/HqlgItrWQmlsg2NrC0ukRdLWWpqSUzpCPJzCqVfRCmZadm0nPLODpbkOSBKXlOI5BH1hk3G2NCCFRnJxnJp7C1A2829dhaW3Ap2lURhYxDQNr0EchnSHc308ll0dWFCx2G/NPHKL1gh3Ez4xRjCfITM9jcdiwelwIi0R4XT9N2zcSOzlCuK+75qx+x48QQqKczSEtrRIfnWTlxDDuxjANm9aTnp6j/YKdmKaBKxwCwGKzsul9b3/Ode73+J/12qEoJIanyUwvEu1twtXTcbao+sh372fmvv30XHfRqybMZWdHcUZbsdh/PIDs5ydXNAh6Za46z4WmmySzOk0RF+2NPlyqSbWUQ83lKGhu0ukCVj2DZHNgKj6qpTKrZSe5kmAxlsfncrJyZIFfvUZF0wUuj52L+1ZZSkKxCrqwslzwU9ZUPn6Vm+nJBG1hE0VxcGDYYDkucf66IhvXtyAJwcJSkmQqT1NDgJGxZYYGW4nHsywsplBVjWyuTFOjH4vFgmkaWGSJdLpAoVghFHRz+sw827Z0EQq6sTb6AXAqT3+MCSHwRsJ4I0/7UjavXwdAamERwzBRrFYkWcbmdBLp7CDY2vILIcjVqVOnzovldWFmBbB73LRv3Uwpk0OrVjF0ndjkDKn5JRS7HWGRCTQ3olWqKDYbSBLlfJ7+i87D2xAl2N5KJZ9n6cwokZ7nJpKtFEsvuDrBQyuPMlmZ5dq3XcBFV+1GWqtykFpYYun0CLnVGNV8gUBbK+XGAM5QiNxKjIaBPjqamtlgdxKfnAFg9vAxUgtLHDw6z2JWEOrqZOrAYRSHHcMwMEwTVyhApLcbb2OUQEsT3mAIV3sTmm5g93vRVJWuSy+g9bwdpOYXSc8t4mlpwmOxwck5TCA/Ok3XFRdhmibaYoLi6SlEVcV+ehmrKZGfXeDMrfewcOgYADs+9SFckTCYJoM3XM3u3/gIerlCYSVO6+5t2LxuTN2g87LzeeTP/47Rux5gbt8h3I1hqrk80Y2DlJMpBCArViSLzKb3vY3IUD/R9YM/V8LgpyjFUox+9wGGv/2jWqDG3Q+jVyrs+h8foGn3BibvfByAW67/DA/85t/+jLP9/FRyqZ+4R+zBBmSr7SWd/5EjRT77j6t85Qdp7j9QAGolvP7gH2Lc8lCOv/hagpmsj6wIcHA5yD/e6eOO4z4Wy1402UM8U6E/YuCwSbz3ogK3P+nGZynRHtGoaBYa7SX2DitMJWUyuo2CaaWsShSyRXb1akhmiVJZxeuxMb1YZaApy/UXCiwynDmzwOxcnEpVxapYWF5NoSgyUzOrdHVGsVktOB02KhWVpeU0mqbSGPUDglgsw7qBFnTdwOtxcPzENPueHOPAoQnSq3EWT50hnsgyfmYOLZtHLZdJzMyxMjaBrmmMPvI4pmFQLZZwhwK0b3t2oKVseV0809apU+c1zOtGmHuKlvWDKDYbdo+bpqF+Ondswe7zUMnl0DWdsceewND12pP62vduLpZgfO8BJFmmY/sWJEnC0PVnnbdpsO8Ffylc23Il6/3rnpOU1sTEpGYq6t6zE0PIJFULqbl5moYGUaxWGjWdt/Wvo5zPk5pfRKtWMU2T87e10GgtUs7lQQhcoQCxsUnMtbx1E3sPICGYvb9m/izGkiwfPIa7pQkhyxTTGTANwl3tpMemqCQzxCamsbc3kpueR8Pg1LdvxVQ1pLAX7w0Xcuq7t5PzK7Tu2oqnpZHQhn50TaeUTJOeniU61E+wr5vE2BSrp0cJ9nax4T03EBseo7AaZ+yOH5GZW6T7jRfTumsLuz71IbxtLQR7OsgvrdK4bSOmYSDJMl2XXYDifGk+TdGN3Wz99LsYvvkRFp84SeiiXci2mgC15VffQeL0FGe+cz+JMzOse++VP/E8hq5RSiz9XGObpkEpvoihayzFtee8b3X7ENKL1w49erSIQxGcnqqSKeiMzlWZXVbZ0m/nzRe6+V8fC/Pnn4ywccBHU2OYjlYfH7/eSne7i5aWMOuH2mht8DKXsdLd4qGpOcg1u0z2TbpxW1S8LpM7R6KYWhW/z0WhIiHbPfzDHV5ueEOYquLjj7+U5uIL1oESpDksEwy6cbvs2GwWnE4bDocN04RKVcXjcuB02jAMA5tdoaU5iCRLWGSZcllFICgUyximwUB/C4ZhsLCYIJ0tUq5o+H1OImEPFVMmhQOP24FrNUbx+CgroxOkywaGy49ssdCxbQsLJ4dp7O+tPajVqVOnzmuM14XP3I9TzuWxuV2o5QpLwyNUCgU8kSjVYoFqsYS/pRHFbie3EkNIgnB3F4VEklBHLTJ19shxIj2dOLzel21OE2NLpGMJNm7pxuqsmdry8QRIMi6/DyEJErPz6KqKXq2CkGjo63laqze/SGJ2DrVUxup0gBDIioWWDetJzS+gVirkVmJEuztZHh3HqFRp27EV2SJz4hs3E9k8hC5MTBOqmRzVRApXcyM2v5fMzDyeUJDwUB9Lw6PIioIkSzi8PuYf2kvfW65GK5WpJtOUkhmC/d0sHz7O+nddz6Evfx0hSbV5uV0UllcpZ3OE+nvwNDUQOzVCdOMgFrsdb2sThZUYrXu2U80XUEtlEqMThAd6cYafE/T0gjA0jQP/97/wdTUTjLqxtjZjjwQZ/uY9JE5P88Z//h9n+576r7vIzi5x/Eu38rGJ72PoxvP6RRqaSjG2gLup8+eez+yyyl//V5Iv/l7Di1rPT+Kbd2c5b5OdppCFdN7gv+5Ik84b/MWvRp/T99Bwma/dluF/fzzIf9y6zKW7w0xOLrJ1Uwv/dWcOiyyYWSzyjksVbntc4zPX50lWbSwul2lu9DAxXySZE0iyRMRrsJj1cmZa41eutZJJxbnniJ93XFiitSXI8koGj8dOZ3sUSRIsLqVIZ4tks0XcbjuKRWawv4XZ+Thz8wmq1ZqgqygypmEiW2SiYQ+NDQGePDwBQHNjAE3XaW8L47BbqVa1s6XDniKbLSLJEm6XHdMwyCdTeNZM87/I1H3m6tSp82J43WnmoGZyHd+7n8XTZwBwh4K4grWqAoaho1aq2N0u7D4PstWK3e06K8iVslkKyRR2z0vzrTI1nfzRM2dfO60Ct0M5K8gBuMMhCo4qsWotRUMxmcKiKAhJwhX0nxXkAHxNDbRt3UTb1o1EerqwWGspSRSblWhPFy1Dg4iKSvz0GEI3yYxOM/7De9EKJRwBP1VVxWK1ET94AtHgRPI6cUZDJLNZ1EKJQiaDJxpBL9eiCR0BP//tMMlUK0zc/iPcQT8Ls/PMHznO3OMHWP+u6wHY/rH3s+2m97L71z/C1l95N45QkMbNGxBCYF2rjeluajybW04tlgCwul24IiHaL9j1ogU5AK1cZWFvLdhiaXSZqXsOYA96WXz8OOENzzaXr//ANax7z1VY3Q7u/NCfcP/v/9XznlOyKC9KkANob1T4wu+Gyc6Pk50be1Hn+HH2nSxxdLTMX30tAUBjyMIVu130tj1/gM7WARtNYYmleIVLt0DYL+HzOvjX7yeplvK8YXOJDV0ybRGdz/2KmzQNJGIlekIlSqUcqg5ev5+LdrXy2Ck727tLBDyC1WwtYvTS9WmaGvyMT67Q3BSgMRpganqFx/eNMD65TCTkRtcNKmWVdKbIvgNjtchWmwVZElgsEi1NAQzTQFN17A4r2VyJhgYvTocVl8tKa3MIj9tBsVh53rJr5dgKlGvlP4Uk/VIIcnXq1KnzYnndOosE29qo5HMEWluwWK0gBAsnz2CxWskur5JZWMLu9yJLMqVcjmqxRGJmDofXw8ClFyKEQFc1JIv8omp4qqkMxdMTaPEU1tZGGnraaOp4dsLS4YX9HMqfIepu5cqWNxDqaMPmdiErCrqq1eqe2msaCUmWSU7P4QoG8DZE8EYjrI5PMfbYE0R7u/E1NhDp7+XU927DFvJjCiilM+iGzqb3vpWFU8OEOjuYvPthCl4H+soRMoUypaAXR8iLy25n7OHHqaSzGIUSejKDJeQkvGMTIcWGIxTkT9c18qn1PVw6tP7sGk58+wdYnU4Grq+ZLQdvuAp7wIdeVYmfGaNpywamH3yM3b9xE8BPFNyK8SSSYsHue+Ha0OUnT5OdXebtd3ye+MkJpu7ex87PvA+AN3/7z8/2++E7/yeXf+F3mXvoMOO3PkxmeonI5j6ifUMc/sJ32Pbpd/3UcUzDwDR0JIvyU/ud7b8WjeyM1h4QKrkUVrf/7D76u28luWKXiw09z28SNM2aBjVXNBieqvLVH6Zpa1Rw2AR2W03Af+xomS0DteOLZQOn/WnBP1c0SOVM9p3U8Dh93Hkww4X9GTa2CWJFP7Io0NMeoCGqsLiUIputcvMBFzv6LXQ3aHRETTo6ZAI+KGlWPEE31+1exeeTiCcUFIvB0kqagb5mNE1ndGKJUMCNrukYJpwaXqCnqwHdMJibj2MYJtlcCYfDhmGY9HQ34vU4mJ1P4HAoeDxODh+ZpKc7SqmoYrdbOTk8R39vE6VSFYfDisNhJZ8vky+USSRzdDUFURz2F3Q/6tSpU+eXndelZg4g1N5C07oBLFaFarnM+GNPYPd6QIAkSShOBxbZQjGbZebQsVrkptOBNxqlWioxf/wU88dPkl56cbkvM/c9gXNjHyDIHzqFns6hF8vEv38fJa3EmcwocjFNZ1Fie2ALAM6A/2wd0VwsRnJ2DoBqqYSh64Q627C5HKQWl0jOzeNvbsQdDrMyNkl8aobM4hIWmxXFYkEYJn3XX8WBx/Zz9cn93O6taSC/e80uPqlWON3Vx+n+VootDSxrKlqpSrlQRCtXMJwOvt7q55LFNA2hMP/gs7CYTvOn+8doffIUQggWDhxheWyKMxEvzkiIX5k+zVSlRCmVYezO+8ktrTB+94O07N56VounqypP/O2/olVq2j/TNBm76wH0apXlo6eInxn/ua6xoRsYWs230eJykF+Oc/dH/ozJO/fy4G99/my/ofdfjdXjZPT797Prf17Pr63ezZu/+WeUk1mcjTaKqRVMo3Ye0zCoZJPPGqeSSZBbnESrlF7QvCTZgqel52zAQymxhKmrZ9+/9gI3QsAX/jvFqcnKc47/8i1pvvLDDL/z+VWOjpZYiOmUSjqXbK9pdZ88XeLK3U5ufzRPsaTzoT9Zolwxzh7vc8u89yovqbzO+Zsd/MGvhJhJOIllLVy0QWPX9h6QrPznHRniiRymNcrmPoWgp1ZLtarqrMay5HIl/vH3G4l4DHL5EuGglw3r2unrbSQa9VEuq0xMraKpGtOzMRSrQldHFL/PydxCfM2kKjBNSKeLuF02ymWVeDLH0ePTtDQHaW4KcurU7JqgK1AUmVKpSltLCJ/PSXtbmEi4JuDPLSSwWCR6uhpx+n11/7iXESFEfu13pxCiJIQ4IoQYFkIcWCvt9VS/9wkhjgshTggh9v6ksl5CiD8RQnzmJ7y395ws4vnH+hUhxD/8jD6fXCsO/+PtnWt5z+q8RIQQD63lIjwuhDgjhPiHtXqrT73fKIT4thBiQghxSAhxpxCi/1Wc8i8cr1thLhdPkIvFmT1yHLHmN9i2cT2GbmBzuwm0NONtjBLt7sLh9+KNRmjdMIQr6MfqcFDJF3AGAxSTqRc1fuS9b8I11Iv/ij3olQqp5RUkxYKtvYmyXmahuMSK14PPXI9cetoxPruyiq5puILBWiJUYHViioknDqDmCsyfGKaYTCFZLJRzecJd7QTbWsgsryC7HPg39OPp6eD83/kE0f5uUn4n45rKzN5D3P4f36YnmaM7mcM1MsN4Os1vmDn+ozPMwqkRUsUi2qZBvBv6Obq6QioWJzExSfT0JN+9827+vMmN4XTwwwNPsjQ2yUnF5I8aHLTs2caNNi++fJnph/ZicdgJdLaz9ab3Yvf7cDdEGL7lTtRiiUv++Hew2GxolQrZ+cWa8LomHAZ7nxtF/HyYhkkll6d5zwYG3/1GANRyAU9fkKH3X4uh62y46bqz/Xuuu5Ds7DCOsJ/Ihu0orrVACyGwh5zc9/H/w7cu+hjldAxT1yinVp81nj0Qwe6PUIotPO98DE2lWsxRySZRS/nnCH3+ziEky9Mm0f52K+2NCr2tCj94KA9APK1zYrwm2D10uIQiw5c+18gn3x7k2gucfOQtfi7fUYvwvWtvgYBXwiILihX4+p82Mzanki8+LdCF/TLlikk8rWORZRZTLlqb3OSzGW6+ZxqXnOfSnWH6+jr44ney2KUiA51WHDYLkiSwWy34/S4OHBpnZTWNAE6dmWNuMU42WyLgdzE5vcLQYAtOpxVdN+jpimKzWRjob6Za1Yknsuh6bU4tTQFaW8P0dDdQLFSwWRUWFhOsxNKYpoEsC1ZW0wT8biamVpiejVEsVTh5evbsOdYNtBAOebHbX5iG9LXK0g/ufe/SD+6dXvrBvcba7/e+zENMmKa51TTNddSSAv+WEOLDa+9NAZeYprkR+DNqpZZ+LkzTPP/lm+pLxzTNfzFN8z9f7vMKIX6h8+Gcji2/93Rsefp0bNlY+/1y76Mf532maW4CNgEV1srAidqT3C3AQ6Zp9pimuR34n8DL63j8S87rUpjTVJX41AymCYrdzvyJ0whZrhVoXz+IxaoQbGvB19iAOxykkiug6k8HikiyTOfObQRbm2nZsO7nHt/UDRI/fJD4d+/hwOFZxpwRcrE4hWwWz84NuBU3ZzIj2GUbK64KDyzv4+DoGVbLMdJLKyyeOgOYmKZJMZ1Br6pohRLxex6j57ydmKZJIZlmcfgMqbkFwp3t9Jy3i7YtG4n2dlHOZnlsYZa/HT6O4/gYbZrOoYCTU+vaubPRy6Wt7agSPGGF95yYZlg2+N0rt/BnnQGMfJF5p41B1eSMUyE9MsV72rron1jkdzv6UW0Kxx0St3dHOW63sNvl5TPzYxweG+eB/QfY+uEb6b3yUiSLTGZmntHb7wPA39mGxW47a2rMzi9z+N++Sdv5O5AVhT2/9TGcocALur6Z2XmO/ed3n9UWWdfHto++F1PXyYzPYw/JzD22n7s/8Wfkl5YY+e5+9IqGJD/tebDjd95JaHAdoXWdbPzoNZRTMRKjR/G09aOW8me1deV0HNMwcERbyS9NP2tcQ9dJTZ4kvzBBMbZAZvoM+aVpDL3m6F/JJNCrZbRykenhMT75V8sAeJwS117g5nMfqfl6nZ4sc2SkDMDf/26UXRscyJLgh4/kscgSva1Pa6H++KNhokGFN+x04nYIJheq3LuvwFJco1g2yBUN2hsVZElQLBtouonfI3PDZQ20tzfgd5QIuisEXTmmp+f5s4+7efNlTcTiWWLxbC2ZryTQdYOujijrh9rYs7sft8uOoZssr6aZmFzG4VBIZwrE4jWBtFSqcmZ0kampFdZS/CFELTdcPl9ifGKJkbEl0pkC8WQOw4BMpoSqGXjcdgqFCrlckZ6uRmw2CydOzpLNltC0Z0eWv55ZE9y+TK2uplj7/eVzINABsFbY/HeAT6+93mua5lNPuPuA1p9y+NCaRmZSCPHppxqf0gI+kzUt2BkhxL8LIUaFEN8QQlwhhHhcCDEmhNglhJDW/o6sHSMJIcaFEJG1n+8LIZ5c+7ngJ4zxwJp26H4hRPta+1ktohBiuxDi2Fr1gl97vkUJIS4VQjwihLhjTdv0L0II6am1CSH+Zu3484QQvyOEOLn281vPOMcfrR37mBDiWz9Ji3muWBPcnrOPXqpA94z7+I01ze73hBDPSq5pmmYV+B/UarJuBi4DVNM0/+UZfY6ZpvnoS5nLa43XpTBXzRew2u0snjyNbK3VqDRNk4VTw7hDtZJYQggyy6skZuaYVf3sPzSHaZosnh6hUiyyeGqY5ZFxEtOzjDz02FlzXiKZY2U187zjqslau54voqVzBG+4jKGBBvq9EuFQ+Gx0rCIpfHLgJhazq1S0Ci2BKOPFCaYytQoQ0d4uFLsdxeFAq1QIdbRhD/goR7zkkykKyRRquUzn9q3PyoknhCDQ0oKRzPLfE+N8s5xl2Gvn4zMpwOQWo0xD1eCHsWXi4QCKomC2NJDB5I3CSh6Tv8rH+NW5Uc7YZf65J8IfvmkHnpYmLv7EB+lDIrP/CPNeJ5/dtYdQfhhzeoGbl+bJ97TSfOEuHvnzz5Ncy5Fn93kZfOu1qKUykXV9CElm4cmj6KpGsKeDnZ/60Nl0JD8rLYlWqfKvHTdQyeRJnZln/duvxzQMSokMD3z6b6hkCwhJYuR799H1pi2U4nFS42NYbAbTP3qEPZ/7OM6In2Ks9j1USq6QW5zC5vNgaCaBvha0ahlMnWouRWF1nszMCIamUU7HKKdWEUJCLebQygVMwyA7P46hVrDYHOjVCo5wM1aPH0m21LR0xRy6WsHQNWTFRnNbhD/40HMd9csVg3/+foZ3XeHhnicKPHK4yC0P5jgyUmZyvsp7rqoF4+i6yaHhEuNzVf7kSzH++ftplpMaf/XvCa46z0Vfu5XbH8vz/ftzzC6rCGHyyJESJ8bLDE9XsVkFPZ1hLr94Hf29Tfh8Lvw+J8sLC0ii9jBjGCZ2mwWLLLO0nOLM6AKj44uMji1itytIAjTNwGZTCPjdBHwuLBYJt8vGwlLt2q7Gc8iyTLWq43TaME2TSlVnYTFV26MBN7JcC4SwKTKmCal0EdMEU0A06sWqyGxY1wZCYBjGc67Z65i/5Nn1NFl7/ZfncMzDwODztN8E3PVTjhukVt5rF/C/hBA/S6XaC/zN2nGDwHuBC4HPAJ81TdMAvg68b63/FcCxtbJQfw983jTNncDbgX97nvN/EfiPNe3QN4AvPE+frwG/YZrm85qPn8Eu4DeolZrqAd621u4C9q8dXwI+DOwG9gAfE0JsFUI8NcfNwDXAqxHdfC730QDwT2ua3Szwqz/ewTRNHThG7T5vAA69DOO+pnldBkA4A37K+QKGaVDK5lEcdmxuDxarhf2HZnE5rWxY1wiYWKxWrri8EwC1XCG7vIIrFCBRlmntbcXrUrD7fUiWmsbc8lMCIla+cjOBqy8gefvDuDYPkD94CmtDiMZrL2Tla7eg2Gw4B7vIqXlunvkhF0TPI1vOURFldvSswziyjO7TsLlq5rTjpWE6HW20hjrR4xmWF1dZPH4a2WalbdN6ZEXB0DSysTiuUAiLVaGUTJGamqNg11n1NfL/XbiOt+Q0jrlk3mL3ciqfJY3JbhWedDjYH7FzeVXHkskyF7LTtq6XPwpGCTRp/OnkMO+Llzn4yN00BIPsvWgz97znCg4vznPb6Vk+12Rjm9vgMw3t/HpLLwAPSoJSPInaGGHs7gdpvyBPbnEVq9tBeF0/Iz+8F5vXQ3igB3djlFIqgyPgA6CYSGGx27C6nlslwWKz8u4H/4lSLM38I0dwRAKsHB7hyBe/Q9c152OoJVLjY9gCVvKLc7iaw3RddSFNOwZA6BRjCwQHW8+W+6qkY+jlIitHjtDxxvU4ow0kxyYoLueIbDiPYnwJvZxHyBKOYAOSYqUUX8Di9CApdhKjR5GtVqr5DN72AbJzY5imiV4pISk2qvk0kiTjDDefXYPV7afT/dx9Y7dJfOsvmvkfX1jlkm1OfvBwHsOET7zNwiXbnMRTGl/+QZp1XTZuezjPSkqjvdFCqWyi67Bno4O9x0ps6LHxritqDwzFssGVu91k8jo2q8TmvppmL5XKE0/kWFpJc96ufpxOOw1RCbvdSjjkYTWWJRrxkc4UUTUNwzBZXslgGCYXnDfA+MQSXo+DqqohCcHyapqWpgDZfBm3x8HychqASNjD4lIaTJNo2EMo7GF2NoGmaZTLVQyjpnnWAKsioWoGFlkmn68wOxsnl6/g97s4f3c/p4bn6O5swOH4+cvrvQZp/znbXw6e84EnhLiMmjB34U857g7TNCtARQixSs1sNv9T+k+Zpnli7fyngPtN0zSFECeAzrU+X6Vmnvs74CPUhC+oCXZDz/hs9gohfvx/23k8LXT9F/D//dia/IDfNM1HntHnmp8w1wNrWkuEEN+idh2+B+jA99f6XAjcYppmYa3fzcBF1JQst5qmWQbKQojbfvIlOWecy300Z5rm42t/f501re7z8PNHFr6OeV1q5tRyhZWxCcrZPLIkYXO7qBbyBFqaaW324XdbufuWJ1mcWsTqcjI6ESOZLmJoGr0X7sHhcZPDQSpbQXHYcfl9Z8/t8zoJBtwcPjrJiVOzZHNP+0fZe9tJ3PYQrp0bEIqCra0RS7hmOoy851oc/Z0AOC0O2lwtgIlFkeh2d9Jgj9J74R7K+TyjiRFUQyXoi+A0aw+zIuDBtFtxuJzIsnw2iGBlfJKV8SmWhkcwDQNXNMzADVfTbbXz9rKgNVPEm8jilCUS8SQrksnbzyxQCvpIuOxUFlfZcuA0c4rEB0JNJOJxwl+7hfJdD/GFzkHK/R1k33k1WrnC1LFTHNXK3Dg8z5Ja5Q9GFvlAySDwwD7K1SqqaXD+73ySll1bWTp8EovDzsht92IPeOm67ELsfg89b7yY8EAPAKVkmkP/+l9nr9/C/sMkRiefcz/1qsr0vfvJza/y7Us/idXr5ug/fY/0xDxvvf1vcHc0MPPgfrRyCUfYT3YmjTPajmJ3IdkUkGQqqVU63rieydsfZPKuvSjeCFrJwb03fZHAQA8H/u+/M33XESTFRnZ2mZuv/kN8XevRSgWKsQUq6QTOcAuuaCuSLONqaEVxeSkll8gvTmHzBhGShMXuxBlpxtPYic3386XL+PV3Bbj6fBf/+PsN3HSDj5BPJpXT+da9OR46VCJfMKhqJhdtcVBV4a9+PUxPq5UPX+fj3Vc+O5WO0y6xfZ2dy3e6GOqycdMN/lq700Yk4uX8Pf0IAaVShaYGP6Zp0tYaZuP6NuYXk3R3RolGfAT8LhTFgtdjZ3EpSaFYxaLImLrJSixDPJ4jkytRqahIa1+kFovE8nIGIagFU8RzlEpVSuUKrS1hymWVxgb/2bk6HDZkWUK2SFTKVfp6m7DbFCamasFHjQ1+rNbX5XPp8zH7c7a/HGwFhp96IYTYRE3zdYNpmom1tl8TtULoR4UQTz3BPDO6R+dnKxee2d94xmvjqWNN05wDVoQQl1PTjj2lGZSAPaZpbln7aTFN8znm3JeRH0/g+tTr8prW6Redc7mPftK1OcuaP+FGavvqFLD9ZRj3Nc3rRpjT1afL+izFSxDtwBXwI1sVJEnG4gty+EyCliYfTU1ewg0+ziyU2Hs8zkosTy5fIb20TGwpzje/+QTHjs3R3eajquo8eWSOiekEd/1omH0HxihXVCRZJpHMkUjkMEwTwzBwbeyj5Tc/gDXoI/voIQxNJ3fgBKXRaSS7DbNaJX/4NLKQubzpEnq93eTUPKqh4VHcSFKtbulIdpx8Jc867wCFr96Jni/iCYfovvh8HJFQLfghX2D60FGyU7N4DQmtUmH00ScwDZPZR/fxgXATnywJ/u7+k4SX4nw0qXHABpeVdB5vC3NvNknYYuHdusLQeTsJGvDZpi6+nBa4bTZsCysosoXfbOrkreEm1r3tWq5fybEnV2XzYop9RpVwKEpELRGsVLh/eop3T57E5q0JFVq5Qqi3k0BnO+pgmDPHDzB+14N425qZe6KWcNoR9HPhH/x6LUky0HftG/A0Pp2+pZzKMvPAQW59z2cYv/0RqrkC73/y34ls6aOwkmT5wGkkWWauvMSJr95NbHSVofdfxdK+M9zz4f+Pai6FM9yMxe5DLVWpZBL4e0Oc/Opt3P7OP2H81ofpe8ceMAzO/5MPM/CePYQ3Bqhkpmm9fCeHv/wdcvMJ7P4wisuLrlXP+txZ3T7KyRVC/duQLApWTwC7N4inpQfF4UZSfn4t0lN+bl6XzOU7XAghuHyni899JMxtf9vKu97o5S9/NcJvvzfEP/1+Ixt7awEyDpuEz/3CfK1tNgW/z4VFrmmYPW4HFovM6MQyXo+DcMjLuoEW3Gs53lxOGz6PA6/XSaWiIYBisUw2X8YwTDTdQCBYv66NYrGC1+tgaF0r64daaW4Koqo6u3b00NXRgBASk9MrGIZJLJ5BWss5l8mWUCwyqqrR19tUu77PEN5CQQ+y/Lr5KPtZfBYo/lhbca39ZUcI0Qn8P2omStb8zG4GPmCa5uhT/UzT/MdnCFKL52Iuz+DfqGl8vvsMweleambPp+a95XmO20stoANqptpn+WSZppkG0kKIC5/R5yexSwjRteYr927gsefp8yjwFiGEUwjhAt661vY4cJ0Qwr6mPXzzTxnnXHEu91G7EOK8tb/fy49dmzVz+19R0+AdBx4AbEKIjz+jzyYhxEUvw1xeM7xuPgFlxULnzm2sTk5TLlfRhYI7HKJ5aJCpvJ2v3z3DqTMr3PvgKKuJIuu3dREvyoxOJiiXNRw2hemcwpe/e5qS7MQhacTiWVRVZ2klRzjoQkKnWlWZnY1hs1nYub0XSZZ4fO8ZRsaWcPS2k33sMIVT40geJ6n7nyB/+DSp+/djqBpGVaWy8HSqE9VQqWhVpvIz6MWa83uovY2tuU6yw7MYpTKyx4XktBOfmia9uES4s52ObZvxNTbQNNiPKxBEVKpYnU7at2xASIItH3oXge5Oot1dNJ6/jd999zu4UXbwAdnJVYcn+XtrAG1jP5+KtnHZXILufSe48aFjyKsJ1HyBcjpLpLmRjU1N6KrK8M138OhffgGv28XHHjyOR5I57rXzOY9gZSWF//L1XN3bx+cOTZ4NTOi+4iKatm4k2NtJV7iTvg3bGbjuSqwu57NyyZ2++U4e/rPPo1VqAt1/X/Ipxm5+kLEfPMzhb97G/f/7H7E5/fh7Wznyxe9y6PPf5O4P/W+yk4ts+JP3YZom23dehKnC+rffQH4uz+Sdh2i5ZCvD33yCakbj61s/RezYBHMPjxAYHOC8/3UDl//jTfTcsAO1AHZ/mPxynAd/48vEj8Wp5mB57ylmbj/MLW/+DHv/5BtU0gXSU6cxNHVtv9kI9m8FwNXQ9ooVcm8IvXwaKlmWaG8L4/E42LqpE4ADh8ZraUYUGZvNSjyZJ5bI0tjgw2ZT0A0DXa89vIQCHrZs6kCWJBx2hS2bOikWKxw/McviUorO9ghOh41Dhyc5cnwKm9WC22XHYpHQNHPNP8+KzWahXNEwDZOV1QyZbJEtmzrp7W786Qt4HdL0liu/CXwMmKGm8ZgBPrbW/nLRI9ZSkwDfAb5gmuZT5sw/BkLAP61p4V6NUkA/BNw8bWKFmilvx1pww2ngk89z3G8AHxZCHAc+APzm8/T5MPCPQoij/HQz4JPAP1DTLE1Ri8Z8FqZpHgb+HTgA7Af+zTTNI6ZpPrm2huPUNIsngOd3xD5HDEUan3cfrbW/VEaAX1vbPwHgn9fav7F27U9S8y28AcCslal6K3DFWmqSU9SEveWXYS6vGV7z5bwM0zxr3smurDJ3ZoKundsRapknHz9NWrdyeDiOxSLzW5+4gOnZFG0tfu649wzpbInLLuqhHFvF7fOAw83w6Cqb1zdRVTVy2Tx2u0JrS5BqRWN+KUmxWKG5Kcj0zCpWq4LdZiFfqNDX04Bpgj2Vxhidwn/FecROj1K9ay+eXRsIXHURZrWKZH86KvH7M7cyk5/j2vBluL78GM2/8yGETSE+M0e449kCgmkYmNQSAaeXlmlZv47UwhLphUXUSoWmwf5anrpn1I/Nr8Q4+Z0f0rR5PTavm6OHjjEbdLNxeoWeN15MdMMgWrnCyslhDFWnsBojPjzGure/mcTIOM27thI7NcL0Q08gWWTsQT8Wq5XuKy7i5H//kNEbLuXkmWE+1NXK/81mcVsF78pqXHHF1QhJopzOEDs9Stv5O5/33lULRdRiCVlRsPtrAp5pmtz61t+n6bwNBC4dIrC+E1dFZvS2e6FkYeLYcWxViZ6rz4eLW+mPDmCUKkzd/QS52RVM0+ToP9/Mho+/iez0Alt/9SpOfW0vndfsppLM0XPdBaTGj4Fsw6JYcDa0oWY1vr7nw3RetYPM1Arvvv+fueUtv8fcQ4cI9LWTHptj3QevoefaXXRdffE52MW/OBQKZUbGFmlvizC3ECefL2OaJl6PE1XVqFQ1VFWnoy1MPJGjv7eJYydn2LW9F4tF4sjxKQqFmmDudtloiPqZmFrB6bCi6Tq6bqLrBkKAy2nF5bKzGssiSRIOh0KxWKWnq4HWltdmRQdRL+f1khFC7KAW7PCqaG6EEJcCnzFN80Vr1IQQbtM082uRno8AH18T/n6pWdPk3m6a5oZXey6vNV7TjibFksq//vsTvO8dWwGBy+Pn3lNVQssnOH9nO8GWKNPHFvHZJVJFHUWxMD2XJpOr0NzkZWImwemRVQZaXaymqyxOLDK3kGZdf4S5+TSaXkXCYO+T83S0uhkaaMbdbmdhMUlnR5RstkgmWzxb2kiWJISuEy1WyScKdO7aQjJVQEtnKY1MkjtwkoYP3XB2/te3vYnVx/axGCqwdNM62pw1s5ltPk58dA7vBVuwezyYpkns23cResvl2L0eQlaFzNIKQpJoGOjFYrVidTw3GtTqctK4eYjIUD+5pRUuvO4q7H4fFuvTQWUWu425xw9i6Dqexijr3v5mlg4do1oo8uQ/fo3Iuj7Wv/t6ztx8R62O5vp+zvzgbmw+N53fuJ2vvONCGo+MkdzSw03zKSpHRzg4vsrOX/0V7H7fTxTktHKZvX/9z1z8h7+J9AwBVAjBW37wLL9kMnKGofe/FavFinNlI23BNhzK0+uVXQ763345B//mmyRHZygnM7ibIhSWEkgigK+rmekf7aPzjeejFjUSw4soHi/2gItAbwCbB2743v9h9Ja72PKpXwHgrT/4a8Zve5Q7bvxD3vPEV2rJiH/4KB+ffm0Lc3aHlUKxQiKRw+W0s3VTLVp6anqVUKi2Fz1uB8Nn5jFMk5GxRcDk4JFJFEWmUlFxuWyoqo7bbadcUenpijIxtYoQ8NSzpWlCsVQlvyb4ybKgsz2Kw64wPrnymhXm6rw0hBB/AHyKn24C/WXgS0KIIcBOLcL2l16Qq3Nuec1q5gzD5JY7TtLS5CUYcPKtm4/y/ndu4+vfrf2f2LapheuuGuIf/u1x8oUqpmlSKmts2dDI7EKG3/rERSytZpmdTxMNuzg1vMrSSprGBh8dbX5mZ2NsWNdMPJknmSqye3sXsUQWTEim8pQrVRoiPpLpAm6XnVKpSqFYQZYEQyEH1Qf3471wKxafFwTY25swdR3xY+a4aqlMPpvG5nXjctSCr4xKlczyKkKR8TfXfIgKJ0ZxDvWcPT67EkNx2HF4f3oN2bm9TyJbrUzc9zCOUIjM9Cydl1+AI+BHcdiRrVZMwwAh2Dt8iq2bNuLUTXxtLcTPjCHbbQhg7O4Had6+mUB3Byf/+1Y2vucGDnzxa6huJx1DA3iuvoTbV2fZ9uBBNrzpahzBn50zzjQMhPSzPQFmkrMEnH68di8ruVVCziAW+fmfU8rJLMIiY/O6OP5vt/LkX38dE7D67KTHFul7y6Vkp5dIjc1iGibbfuNdSIrM4I1XMn7HQ7ReuJXY0Qlazt/EN3Z/BMXjJLS+G1PTSU8tcNPwd37mfH/ZqVRUdMPAYpGxKs++zgePTFAsVnE6rHg8TgrFWjoXIWq+b1ATyJsa/RQKFaJRH9WyyvRcHEkSNDb4WVpO43bZiIS9rKxmUDWdHdu6sVkVDMOkUCjj8fz0VDW/rNQ1c3Xq1HkxvCY1c/FEga9840m2bGhiYTHDnT8aoa3FSzpbxKrI2B0W0pkyBw7PctH5XTz8WE1roChVRsbjlMoat99zmqOnlqhWddwuKxsGGwFBsVTl5OkFtmxoorUliMOhsP/QAqvxIu0tbiQhsFotBPwuAn43lapGPJFj6+ZO0pkiFlki1Bhgdf8xck+eQk9m0HN5Wn//JiozS9jam5DdT6feSE7PkEvESXZa2Na8jcdW9yELibylwLXNV1LWKxxJHuO8jbuedQ28DZEXdK3azt9ZK3tlGKSn56gEfczvPYjV7aLjsvPJzC0w98Qh3A0RHFE/EoKT37qFDe95C4XVBFMPPobF6VirtTpO+wU7GXjzFdgDAXwdLUSGBmm/YAfj5SKJioZdtr0gQQ54QYIcQEfw6Wj5Bk+Uklri+OIJtrVtfU5fe/Bpf7xNH72ByKZeggMdfG39e5CEQLZb2fn7H6Dtkq0oDju5+VWW9p9i9Lv3Ex+e4vHP/Rs2j5O33vF5Gnauw+KwUViMs+dzHyay5fVRXcZm+8npwLxuB8Vilfb2CKZhkE7nUVUdIQna2yLomk4qU8DjdpBMFWhqCDA5tYxnTUvX2lyrzdvf28Sho1P09TbV8s2taYslSbxmBbk6derUebG8JoU5p1NBVTWcDgWr1cJQf4SZ+TS33jlMQ8SFphmMT8VZWski1pKOdrYH6eoI8OSROeYXs7Q0+ZhfyhAOORkZi3P1GwaQJMHCUoY77j2NYQpUVcfnc1NVTXq7I0RDDpoaA8zNx8lkS5w6M4/FIuHzOjh9ZgGrVcZptyKEwN3bTubB/TT/xvvIHxkGWaYyt4wl6HuWMOfRBMVkijNNWfrVAYZ8AzhkB0WtyFfG/pP1/nWcSg+zLbgFm/zi8mwVVmJMP/g4/W+6gpZdWzn05a/jaW9h5NZ76L7iYjBNLHYbTYbE8v2PI1sVDn/5Gwy9681suPEt+Ds7WD19hqYtNTeIp8pubf/Y+8+O0Wt38tmeddDz7IoZuqGTLWcJOH+6gJcqprDKVlw213Pey5VyjMcn2NiyAYtkQZEVHIrjbEH7n0bTrvUAfHL+Ng5+/luMfv8BlvedYM8f3cRdH/rfXPq3v8XeP/4SW3/tHczcs5/tv3kjqbFZPC0R+t5yCW2XbifQ1/azL/LrhL7eJtrbwswtJAgG3DUNXLFKR1uYYqlCOPS0MO33Odl3YBQhBOsGmlEUC1arQijoQQjB1k2d9SjVOnXq1HkBvGbNrMOjq9xx3zCKIrN1YzOHji6wrj/CwWMLvPP6jdz70BjJVAHDAKdd4QPv3sq3bj7OW9+0nmJRpaszyBe//DjbNrVw6QU93H7PMOftbEexSOw9MIPXLfB47Az0NuF21zQFE5PLRMJejp2cRZIEQggcDoVstoSiyKiqjsOuUMyVCExP07O1H3tfB6nbHgRJJnT9pWSfOIb/sqe1bAWtiE2yYpGeK3c/GT/MfHGBDf4hej3dzxJcKnqVxSMnaezrxfGM6NCfhq5qPPS//prgQDeNmzeQnZtn4Lqr0FWV1VMjBHs6mX/iEP7OVnRVI7p+4CXeJSipZebT8/RFeslX8rhtz5M1F1jNrdZ8A/NxBhr6mUpM0R/tZzGzRLacpVQtMdg4cFaIixcSRNzhFz2var7I43/8JXpvuJjWi7dSiqfJza/SsPWlr/n1hGmamGZNo/Z8lEpVqqqGx+M4G6j0eqZuZq1Tp86L4TUlzOULFQ4cmcflUGhq9HLg8CwLS1lSqSKGCRaL4IpL+rBYJBKJIkISzC+kmV/M0N8XIZks0tEWoFrVmJhOki9Uedub1/ODO0/T1uzjfe/chgC+d9sJ5hdSvOHiDkqlKusGWvH7nRw+OoWm6vT2NDK/kCCTLSHLEoZhYJow0NuEkCC1EEd22mlYWqJ4ehzZ7SLy/utA1cg+fhhTN3AO9WBra+SO+Xvo8XRhl22sluPIQiZVTXFF02VM5KZwyA6anbUUDclKiqAtQEkrcf/SwzRIQXY070QIQUErkq6maXE2P+ua6abOvYsPcEXTpSiSQrVQxOpyUsnlUQtF3I3Rc3KvNF17ll+bYRgcXzzBhub1zxFcR1dHibgj+B1+SmoJu2InUUgScYdJFpI4rA40XcNpdVJUS3h+gkBYp84vOnVhrk6dOi+G15QN48HHJpAlwbr+KIpcy21VKqtIssDjtrJ+oIHDxxe4494zjEzE6GwLcNP7d7Guv4FqRSdfrHJ6dIV4ski+UMXlUmhu9HHBrg46273c/aPTjE3Gue7KdQwNNuL318xBxVIZTKiUq0iSYGximabGAAN9TSiWpwMaxqdWKJZUDIeD1vYojsEuIjdeS/RDN5B5cD+pB/bh3rGB1NgY5UwagDe1XsWgr58zmTGG02c4lRqmqlep6lV6PF00OxsZzY5zNHmcb05+B83QSFbTOCwOdrbsOqutS1aSTOSmnnPNJCRanM3IojbPp0pl2TzucybIZctZDs0dJlfOATWtW66SY0vr5mcJcjWtjkl7oB2v3cd8eh4TkIR0VuvmtDqRhITH7kE3dIaXhjmzfIaSWnq+oevUqfMiEELk1353CiFO/oQ+n1kron50rZj9B1/ZWdap8/rlNeUzd91VQ9zz4Chjk3H2H5rF4VBoCLuYW8xQKqucPFPLLi/LErlcBVU1OHlmhTPjq/T3RHHYFFRNY9P6RhaXsxQKKv/wb3uRJMEH372VBx8d5/Ctx9m6qZlUusTonav0dvmZmJnC45ojHLRjs1poaQmRz5fp7mrAbrdy4uQMkixojHrJ5WvaOjWdw9XyTGFJ8Lh9jC2PVxi5oZlWt1GrZZIZpcPVSkDyMaZOcM1wAzONWb5T+j7rrX1saNtMupLGxKTN3crR1Al2hLaiGRq6qbNYXOJw4hiXNlzExQ0XPOt6HU+dpNHRwKbA+lf0PnntXra0bMam1HLqKbLyvGbk0dUxPHYPiqyg6iqFapGwO8LY6jg94W4qeoXjCyfoCLTT6GvEarHSHe5mNbdKRa08Kz1JnTqvF2b+8AvvpVYQvZ1a+aXPdvz5p1/OpMHPQQjxSeCNwC7TNLNCCC+1RK916tR5BXhNCXMA0bCLx/ZNM9gX5sxYHE03CIdcJBJFvF4b+XyF1mYf2VyFg0fnQAi2rG/i5MgKNquF7ZtbwRRIkkDXTRRFwmFTOHZyme1b2unqLLJhsJFb7zrBm68cwCILWlvCJJM5RieW0DQDq9XC0kqa1pYQPq8DEAghUSypOJ02JGB0/2l67RLV+SW8l+wkFoXOShfsn2DraoTgNRFUQ+O+xQdYn4vQfSDPVR94A21eD10BL5OZWcKSjxOp06TVDDk1zxuaLsWr1FKR3DJ7G1c3X0Gzs5FEJcXx9ElmCnNc3XwFbsWFXbZjERakV0k5+5QgBzxv8INmaBSqBXrC3SSKSRyKA6usIACvw8uhucNIQsJpddLoa2Q5u4xFsjCVmMah2MmUM/id/lduQXXq/AKwJsh9GXgqiqoD+PLMH36BcyzQfRa41DTNLMDa7/84h+PVqVPnGbymzKwA6wca0HWD7s4wVquFvu4Q1YqOqhmoqoHbbSOTK9cSkharmIbBNVcM4nRYaW/x88STs2i6TjjoRJYEf/S7V7B+sIEN6xvYf2gWSZI4ObzMhbt7aG8N0dgY4K77R7A7bWze0EG+WGF+IcmGoTasVgsjY0sYponNZqFQKGO1WjAFqJEgzsEuLNEQ6WycKWcKyefC3teGVi4xGZ9AkSx8uPf9pKMW7r9EpagVsbU0IDsdnFBHIWBntjBHp7uDt3fcgN/q42DiCCWtxObgBhocEVyKiw/3vo9eTzfbg1uYyE1xMH6EypqZNmx/dZKvmqbJXGoOwzSe896ZlRFShRTb2rYihKDBE0WRFSYTU6SKKRo8UayyFY/NTaO3AYBkIUm6lMEqWylUi9RKItap87rjL3lakHsK51r7OWFNC+cxTXPyXI1Rp06dn85rTjNnUivh1dbi5103bOIb3zvMQG+E8akE6WyRgd4WVmM5MpkyzY02ShWN79x6nEKhit/n4Pqr13HzHad479u2MDWX4uTwMvsOzfLEwVnaW3w0N3hwOa20NPlYWk5RKlXxuBWOHpuiqcFPZ0eY2bkErc0BcrkSQghsVgvFYgXFITFjHeWC1t0EG5w8nDnI+rCdu7X9OOQo5uk5HM2D+C9cz9I99zDZ0UDVUGl3txKxhwjZg5T1CnbZxtvarwPg+rZrkYTE3tX99Hi6MMxaWa/LGi9mJDPGIyt7uajhfI6nTqHqGhsC6zicPMp3pm8mWU3hkB34FA+XN11CxP7ioz9fDIZpUlEr2BU7mqGRr+QJOANIQmIiPkksHyNXyWOTbbjtbnRDp6JVqKpVusKdZyNX59PzOK1OVEND1VUskoVEIYFFknEoDkpqGbfNhdf+wqJ669T5Jab952yvU6fOa4DXnPrCZrXwgXduo1CocNu9p2mMehidiLFpqBGBYHImQVODh9YWP1XVoKXRSyTkQpIElYrKQ49P0NHmZ24xTbWq09bi5yPv3YFVkbHaLOw/NMv3b6/5/waDHh5+YpbWJg+dHWGWVtKsrmZpaQ4SS+Q4fmqWXK6Ex+tAkiSMljTT+WkyapbjueMsFBdpOn8PuwYupdPZhiuuEnaECAQbiW7ditPiZKm0zOn0CI2ORoYzo2SqT9dbnsnPkVGzAKSqaQ4nj7EnshOnxcF8YYEGe4TLmy7h+7M/JF5JMFOc5c6Fe1goLtHt6qTF2cw6Xz9vbL6ckC34it4nIQQdwXYmE1MkCgmqWpV0qbY2i2Qh4AigyFZCrhCqoZIqpABYyi5zavk0sXycg7OHODR3mPn0AolCEkzWtHWNtPpbsMk2VE0lUUiQLWVf0fXVqfMqMftztr9k1kyqeSFE97kao06dOj+d15xmDiASdqPpBhfu7kJVdQrFKts2t+Jy2Tg5vESuWEXTdHZsaWPLxmb+7b8O4HBYOHJikZZmHx969w6ePDLHsVNLXHJ+Fz+48zQf/cAuRsZjDPZFiIZrqS8URaa50cuBo0t84J3bCAe9OJ1WDh6ZYuNQG53tEdKZIsGgG1mSOJE6xfXBa3lsdR95tcAVTZfypbF/Z2doO8czp2m4op3vVA4SWZmh7C3RmTcxDZOiVuLuxR/x6XWfxDANjsSPsVheJlVN0+XuoMPVzkR2ik8NfPTsNbhv8QGijihvar2Kj/V96Gx7uprh3oX7SWkZbmi7FoGERZKfcw1fKXrC3ZxeHmZb21a61hICu6xOYtUY/eF+ji4cI+gI0hXuZGR1FAxQdRWrVKsIIBA0ehpQJIVitUiylKKslSmpZRRZQQiBRbLQGmh91dZYp84ryGd5ts8cQHGt/VzyV8A/CiHevRYA4QbeZprmf57jcevUqcNrLM/cz8Pyao5v33KM3/rEhfzdvz5KS6OPa64YoFTWiIRqQsXicpbmRi+qWvO5+6ev7uW3P3nRc7LS67rxgjPV371wH4vFZaySgiIp5NQ8UXuEZDVNp6udTYEh9sb247K4KY9Ok3RWUAMOdoa2sT6wjmPJEzyw/AiKpNBoi5LRsrQ6mjiVHeHGzrfT7Gw6O1a8nMAm2/AoNeFzNDvOfGGRvJZnIjfFbwx+8lUV5J7CNE3GY+MY1MyuxWoRq2RFsVhqpli9wqbmjWTLOap6lXg+jm5oSMhU9AoNniiFahHNUGnzt6GbBlOJKQSgmwY+m4+h5nU/cx516rzavBx55s5FNKsQIm+aplsI0QmMASvPePu3ge8BvwfcBKhrP39jmubXX8q4derUeWG8boU5gEpVw2a1kEwVcdgVHI6fXHPy5eLhpUdJVjP0e3uQJIn7Fh9EN3UujO7h8dX9DHh7WSwt41O8vCF8EQeW9nNaneStbddxKHmUt7Vfz3JpBUVSuG/pAVqdrXS625nNzzFdmOVt7dfhsNRScjwRO0DQGmDA1wdAXi1Q0kuEbEFWyzEaHQ3nfL0vlNVcDAlBSS2zkl9BEhIVrVIrzyUsuO1uEsUk/dF+JuOTCFNQMSookoJu6BjUAilciouCWkCRFFRDxSpbCTgDeO1eQq7gzyzvVafOq0k9aXCdOnVeDK9JM+sLxWatLT8Y+PHgr3PHkdQJFCy0u1p4fHkfG/xDLJVWCdgCOC0OEpUUimRlrrjAkdwpyjYToUocS51EEjJCCJrWKj68p+udLBdXuG/xAWLVBE32Rip6FYfFgWEa7AnvfJbw4lZcuJWa1vEXSZBLFdMkC0l8Di+pYgq7xY7f7mMuM49u6GhoyJoFgSBTylDVq3gUN1WjimEayJJMg6eBUqVIsVpEFjJeu4d8pUCDJ0pJLTGdnMZr92C1vLj6tXXq1KlTp84vKq+5AIhfdH5t8GPowqDR0YhuGuTVIkUtz2x+jmZHE53udj7Q/W6GfIOcyYwyX1zkouh5zObnGfT285Wx/+Kfhv+Nk6nTANgtdmTJwsXR80GYFPQC/z7+Db4x+R0OJY5gGga6qr7Kq/7p2GQbspCZS81TUAsUq0Vag604FScSEoqkYJWsuKwuEoUEAtDQ6Q53o5s6hmGgaiqqoaGZOg5rTTOpGRrzmQW6I9147V7i+cSru9A6derUqVPnHPC61sy9Gkzkpvi1gY/xxTP/gt/qY2dkGzISw5lRVssxBn39xMpxqkYFRbKwI7iVWCVBoyPKY6t7KWllNDQcUi3pbkEr0uCIciBxiF/peT922caVTZeBEDQ4omRXYuRiCVo3Dr3KK//JTCYmaylVTBOP1YMQcHD2EKZp4rK5MDGRJYl0KV8LaBAWSmqJ5ewyACYm+WqeilrBxMQqWUmXM+zq3Imqa7U6sJKFpewSAaf/rLBXp06dOnXqvBaoC3OvIIZpMJIdp2qoXN3yRvbGDuC2OPmPiW9xfmQXLouLM5lRVsoxorYIHsVDoppiODNC1B4B4KqWN7A/fpD7lh4mo+VRjSqDvj4GPL18f+ZWbux6B82u5rNj+hob8DacmxqrLwe6oVNSSyiyQtgdYjUfw7rm7yYQCElQrpYxTROn1YlFtpAupQEoVAtYJAuyJNfy1VnsKBaFklZCEQqL6UVSxRRehw9VV7FZbMjyqx/wUadOnTp16ryc1M2sryBj2QlcsoPT6TO0uVrxKR6+Nv51+jw9PL6yn7yWZ6G4RFktMZ6foNXZTMgWYNDXhyxkinqJydw0fsVH2Sgxnp2gzdlKi7OZZDVNqppmubj6rDFHMmPcv/zQq7PgF4Asyezs2EHEHaaiVXEoDiyWWiCKjEy2lCXsClOoFgi6gmRKGRyKg/ZAG7KQ0YynNW+SJIEJFa2CburMpefJVnK4bS4aPFE6Qh1Y5brPXJ06derUeW1RF+ZeQVpdzbS72uj39uKyOHl7xw2cF9lN2BbkDU0Xk1VzDHh7UVExMZkvLoIQrJRjqGaVoDXAzvA2cloer+KlqJeIOGpVG7o87fR7e3lo5RFU42kfuU53BztD21+tJb8gymqZ2dQcjd4GIu4wxWqRkCuIjo4kJJZzywRdQTRdA8CpOFlILxJ2hemN9KKbOqqhUqgWKKklrLIVn90HJkhIyJIFr92Lx+Z+lVdap06dOnXqvPzUzayvIC6Li35fL9lqlv+a+Da9ni5GsuOkqml8ihcTk6nCDE32RhbKS2CaTOamaHY0ssE/xKHkUe5auA/VUIk6IuTVAkvFZRqdDcwVFvAoHtpdrSjS0ylWbLIV2y+4Nmo8Nk5/pA/TNIm4I8ynF0gXMzUzqxBg1jR42XKWFn8zAUdNQxcvxnHZapHIAoGJidvmIlfJs9aIIisspBdoD7ThWktKXKdOnTp16ryWqGvmXgUMDEp6iYOJo2imdjY3XIujibAtiNfmZXtwC7Ik47Q4qRoqx5OnGPQOUNErOGQ7sXKcXDVHwBagqldZKC4x5Oun3dUGgGpor/IqXzjd4W6CriD5ap6JeC0YQhYSHrsHzdBo8jVSVstUtArZUpbTy6fx2Nz0hLpJFVM4LHZMTBTJQqqUJuAMEC/GscpW/A4f6xoH64JcnTp16tR5zVIX5l4F9q7uRwiJt7a9ibAtTE7NU9UrDPj6GfT2Y5oGMjLJSoqN/vVM5CYZyY1yJHEUgcTbOq5no389CEFOzXEseZLF0hIBWwC34iJZSfEfE994tZf5gnFanWu1WjsoqSUkJKqGSq6Sw26xs5qL4bQ6aznnDB1FVuiL9jGVmCZdyqDqas2cKmqKZlmS6Qn3sL5piGZf888YvU6dOnXq1Pnlpm5mfYVRDZXl0iof6n4PqqmRqCTodncikDgYO0xOz9Nob2C6MIcFC9+ZuRmfxYNdtuOzeSkaJe5ZvJ90NcN1bddwKHGEhcIiVlnBMA0kIRG0Bfhg93te7aW+KLpCnfgcPo4vnMBn92FgkMjFWc4u47A4qOpVNENjPDaOufZPM3WavI2s5mIAJAtJVnOr9EV7CTqDr/KK6tSpU6dOnXNLXTP3CqNICh/p+wBW2YrL4sQwDSbyU9gsNjaHNuCyOOj2dvLB7vfgsjiQkQnZQrQ6myloRd7Z8VaKWhG3xc1wZoSZ/BxXNF/GjV3vAGCltMo3Jr/DnQv3MpadeJVX+/NTVsukimlcNhcOq510IU3IE8ZmsVHWyuimTru/DcVSK+PlUBy4rW6i7lq0KoCma2xv31YX5OrUqVOnzuuCumbuVeb6tmspaEUcsp0fzN4BwmQ4PYJd2DAwccoOVsqrLJVXeGPTZYxnxyloRdJGlryW52P9vwKY/Ovo1/AobrLVHO/suIHHYwdwWV65MmUvFxWtSrqUYV3jIE9OH0Q3dQqVAusbhhiPT+B3+mv+dBYPpgl+p4/Z5Bwnl04RcYfpi/TitXuxSPWtXadOnTp1Xh/Uv/FeZQ4mjmCYBte1XcNVzW9gPDfJRH6SI6njpKsZDAz63D3MFucwMJguzFHUSnS5O1ksLZJVs4RsQT41cBOTuRnuW3yAslHl7R3Xoxs6e1f3szuyA1n8ciTL7Qx1UNWqjMfG2diygYnYJCYmuqmTr+TJVXIIIXBZXbhsLkKuECFXiKpWrdddrVOnTp06r0vqZtZXmQFfH7vCtTxw3d5OLmu6GNXQUISCU3bikOwkqimqhspYZpweTxetrhYGvb1E7RFm8nN8a+q73L/0CPtiB1BNldvn70I3db49/X3S1Qym+Sov8ufEspYXzq7Y6Yl0o8gKpjDZ2bEDv92PYRoosgWv3XP2mLogV6dOnTp1Xq/UNXOvMr2e7me9ruhlJASxSvysg3+1qtLqbGamMIdbcfP/t3cvv1GVYRzHv890Cp2WTulAy/0OgtyNC4KCUTDBRBNYmKgL3fgv6MqY6NqNK4Mbo3GDISqJGEiIJAQxJsaIchGQyv0mAkUqSGnndTEDtuMlIaWlp34/m5nznHPePGf3y3vOe053uZtdv+xhWesSbpW7eXLiE2w5tZVlrYtZOPZBDl09zPGuk6xqX0nb6HHkc9mYlbstl8vR3lz5BFlDfQOlplZykSOXy5HPV1aqji20GOAkScKZuWGjp9zDxsPvEREsaJlPEABMLUxmw/SnGd8wjkVjF7Kv8wBrJq6mt9zLkatHOdl1mrpcHcX6Ijd6b9Jx7Rhf//oNp34/zc9dx7nwx8X7fGUD1zamjUJ9AYC5bXNpb24zyEmSVOXM3DDxw5UDTG+aSkNdAwevHmJy4yR6em9RHFVkf+ePzC/OY8fZnfSWy3x2ajsRQS+9zB4zizH5Jha0PMCxruN8d/l7xo0u8diER8mFWV2SpJHOMDdMPFRaSpky529cYFrjFNZNWcvlm1c41nWCVe0r6ezuZH7LPA5ePczkxkmUU5nlpSVsO7ODpnwjy0qLWVZazL7LB5hTnG2QkyTpf8IwN0xEBHXUkRJ0p1ucu3HhzmKHzce3UMg30F3uZm5zJaj1lnvYeW4Xj7StoDjqr4UAS0qL7uNVSJKkoWaYG2amNk1mXf3afu+Ie2bqOs5eP08h30ChroHW0a389FsHEwrtFOub/2M0SZI00hnmhqGxo1r6bRfyBeYUZ/WrzSvOGcqWJEnSMOWDVZIkSRlmmJMkScoww5wkSVKGGeYkSZIyzDAnSZKUYYY5SZKkDDPMSZIkZZhhTpIkKcMipXTvB424CJy45wNL0sg2I6XUdr+bkJQtgxLmJEmSNDS8zSpJkpRhhjlJkqQMM8xJkiRlmGFOmRIRMyNif03tjYh4JSLej4jrEdHcZ9/bEZEiYnyf2oZqbUHNuDciYm9EHIyIjRGRq+7bHhGdEbF1KK5RkqS7YZjTSHMUWA9QDWNrgDM1x7wAfFn97asjpbQcWAosBDZU628BLw5Ou5IkDYxhTiPNJuC56v/HgT1Az+2dETEGWAW8DDz/TwOklHqAr4C51e0vgGuD1rEkSQNgmNNIcwRoi4hWKjNvm2r2rwe2p5SOAJci4uHaASKiEVgL7BvsZiVJGijDnLLm316M2Lf+CZVZtxXA7prj+ga8TfS/1TonIvZSmc37PKW0bcDdSpI0yPL3uwHpLl0CWmtqJeBYn+2PgG+BD1JK5YgAICJKVJ6hWxIRCagDUkS8Wj3v9jNzkiRlhjNzypSUUhdwLiLWwJ2A9hSVBQ23jzkBvAa8U3P6s8CHKaUZKaWZKaVpVELg6iFpXpKkQWCYUxa9BLxevSW6E3gzpdTR94CU0ru1NSq3VD+tqX3M31e19hMRu4HNwNqIOB0R6wbSvCRJ95LfZpUkScowZ+YkSZIyzDAnSZKUYYY5SZKkDDPMSZIkZZhhTpIkKcMMc5IkSRlmmJMkScqwPwGGDqhkR+JNeQAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata_gex, color='cell_type')\n", "sc.pl.umap(adata_gex, color='batch')" ] }, { "cell_type": "markdown", "id": "5b4b75e3-55b4-492e-b97d-94973683d41e", "metadata": {}, "source": [ "Note, for the `.obs[\"batch\"]` metadata, the symbol represents the site and donor in the following format: `s1d1` for site 1, donor 1." ] }, { "cell_type": "markdown", "id": "525958c8-b1e7-48e7-b88c-8813f729bc05", "metadata": { "execution": { "iopub.execute_input": "2021-09-07T22:10:01.876824Z", "iopub.status.busy": "2021-09-07T22:10:01.876516Z" }, "tags": [] }, "source": [ "#### Visualizing ATAC" ] }, { "cell_type": "code", "execution_count": 9, "id": "3d854968-fa7c-45a2-9a46-f943762eabc8", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:25.969329Z", "iopub.status.busy": "2021-09-10T16:46:25.967474Z", "iopub.status.idle": "2021-09-10T16:46:27.361604Z", "shell.execute_reply": "2021-09-10T16:46:27.360942Z", "shell.execute_reply.started": "2021-09-10T16:46:25.969296Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata_atac, color='cell_type')\n", "sc.pl.umap(adata_atac, color='batch')" ] }, { "cell_type": "markdown", "id": "40467524-9f94-4f23-85fa-83755a009f08", "metadata": { "execution": { "iopub.execute_input": "2021-09-07T22:38:40.529449Z", "iopub.status.busy": "2021-09-07T22:38:40.529142Z", "iopub.status.idle": "2021-09-07T22:38:40.532866Z", "shell.execute_reply": "2021-09-07T22:38:40.532198Z", "shell.execute_reply.started": "2021-09-07T22:38:40.529424Z" } }, "source": [ "## Simple modality prediction\n", "\n", "Task 1 of the competition was Modality Prediction. A full description of the task is available on the [Task Documentation](https://openproblems.bio/neurips_docs/about_tasks/task1_modality_prediction/).\n", "\n", "Simply put, the goal was to take one modality as input and predict the other. Methods are given some training data in which modality 1 and modality 2 are known, and then a set of cells where only modality 1 is provided.\n", "\n", "You can make your own train / validation split in this notebook:" ] }, { "cell_type": "markdown", "id": "40cd9c88-4d2f-45f8-a590-1e22e00ff9b9", "metadata": {}, "source": [ "### Creating test / validation split\n", "\n", "Let's start by using `s2d4` as our hold out sample." ] }, { "cell_type": "code", "execution_count": 23, "id": "c68f8611-1f0c-46c6-9208-7f0bebda0b1b", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:27.366882Z", "iopub.status.busy": "2021-09-10T16:46:27.365092Z", "iopub.status.idle": "2021-09-10T16:46:27.373839Z", "shell.execute_reply": "2021-09-10T16:46:27.373253Z", "shell.execute_reply.started": "2021-09-10T16:46:27.366852Z" }, "tags": [] }, "outputs": [], "source": [ "train_cells = adata_gex.obs_names[adata_gex.obs[\"batch\"] != \"s2d4\"]\n", "test_cells = adata_gex.obs_names[adata_gex.obs[\"batch\"] == \"s2d4\"]" ] }, { "cell_type": "markdown", "id": "9d7814da-b807-4408-8d5e-f1311f1f720b", "metadata": {}, "source": [ "As we can see from the Task 1 documentation, methods for task one should expect the following input:\n", "* `input_train_mod1`\n", "* `input_train_mod2`\n", "* `input_test_mod1`\n", "\n", "Metrics then expect as input:\n", "* `true_test_mod2`\n", "* `pred_test_mod2`\n", "\n", "With that, let's subset our data into these expected objects focusing on the subtask of predicting GEX from ATAC. " ] }, { "cell_type": "code", "execution_count": 24, "id": "80837a98-19dd-4634-bbad-72e4a1873f74", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:27.379914Z", "iopub.status.busy": "2021-09-10T16:46:27.378158Z", "iopub.status.idle": "2021-09-10T16:46:27.437633Z", "shell.execute_reply": "2021-09-10T16:46:27.436902Z", "shell.execute_reply.started": "2021-09-10T16:46:27.379883Z" }, "tags": [] }, "outputs": [], "source": [ "# This will get passed to the method\n", "input_train_mod1 = adata_atac[train_cells]\n", "input_train_mod2 = adata_gex[train_cells]\n", "input_test_mod1 = adata_atac[test_cells]\n", "\n", "# This will get passed to the metric\n", "true_test_mod2 = adata_gex[test_cells]" ] }, { "cell_type": "markdown", "id": "959468dd-6fd6-4d24-8897-56a25b4c9a6c", "metadata": {}, "source": [ "### RMSE Metric\n", "\n", "The metric for task 1 is RMSE on the `adata.layers[\"log_norm\"]` data." ] }, { "cell_type": "code", "execution_count": 25, "id": "4224784e-221d-4b70-8898-5ee09946e9d5", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:27.444723Z", "iopub.status.busy": "2021-09-10T16:46:27.442925Z", "iopub.status.idle": "2021-09-10T16:46:27.451020Z", "shell.execute_reply": "2021-09-10T16:46:27.450418Z", "shell.execute_reply.started": "2021-09-10T16:46:27.444691Z" }, "tags": [] }, "outputs": [], "source": [ "def calculate_rmse(true_test_mod2, pred_test_mod2):\n", " if pred_test_mod2.var[\"feature_types\"][0] == \"GEX\":\n", " return mean_squared_error(true_test_mod2.layers[\"log_norm\"].toarray(), pred_test_mod2.X, squared=False)\n", " else:\n", " raise NotImplementedError(\"Only set up to calculate RMSE for GEX data\")" ] }, { "cell_type": "markdown", "id": "fbfeecb0-5dea-414e-96d8-e86449360195", "metadata": { "execution": { "iopub.execute_input": "2021-09-08T01:31:42.781205Z", "iopub.status.busy": "2021-09-08T01:31:42.780908Z", "iopub.status.idle": "2021-09-08T01:31:42.784338Z", "shell.execute_reply": "2021-09-08T01:31:42.783640Z", "shell.execute_reply.started": "2021-09-08T01:31:42.781180Z" } }, "source": [ "### Method\n", "\n", "Let's try a method that runs linear regression on PCA transformed data before projecting the data back to the feature space." ] }, { "cell_type": "code", "execution_count": 26, "id": "343fe5b1-ce8f-43af-903b-eab5dd1482c2", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:27.456736Z", "iopub.status.busy": "2021-09-10T16:46:27.454906Z", "iopub.status.idle": "2021-09-10T16:46:27.470368Z", "shell.execute_reply": "2021-09-10T16:46:27.469760Z", "shell.execute_reply.started": "2021-09-10T16:46:27.456705Z" }, "tags": [] }, "outputs": [], "source": [ "def baseline_linear(input_train_mod1, input_train_mod2, input_test_mod1):\n", " '''Baseline method training a linear regressor on the input data'''\n", " input_mod1 = ad.concat(\n", " {\"train\": input_train_mod1, \"test\": input_test_mod1},\n", " axis=0,\n", " join=\"outer\",\n", " label=\"group\",\n", " fill_value=0,\n", " index_unique=\"-\", \n", " )\n", " \n", " # Binarize ATAC \n", " if input_train_mod1.var[\"feature_types\"][0] == \"ATAC\":\n", " input_mod1.X[input_mod1.X > 1] = 1\n", " elif input_train_mod2.var[\"feature_types\"][0] == \"ATAC\":\n", " input_train_mod2.X[input_mod1.X > 1] = 1\n", " \n", " # Do PCA on the input data\n", " logging.info('Performing dimensionality reduction on modality 1 values...')\n", " embedder_mod1 = TruncatedSVD(n_components=50)\n", " mod1_pca = embedder_mod1.fit_transform(input_mod1.X)\n", " \n", " logging.info('Performing dimensionality reduction on modality 2 values...')\n", " embedder_mod2 = TruncatedSVD(n_components=50)\n", " mod2_pca = embedder_mod2.fit_transform(input_train_mod2.layers[\"log_norm\"])\n", " \n", " # split dimred mod 1 back up for training\n", " X_train = mod1_pca[input_mod1.obs['group'] == 'train']\n", " X_test = mod1_pca[input_mod1.obs['group'] == 'test']\n", " y_train = mod2_pca\n", " \n", " assert len(X_train) + len(X_test) == len(mod1_pca)\n", " \n", " logging.info('Running Linear regression...')\n", " \n", " reg = LinearRegression()\n", " \n", " # Train the model on the PCA reduced modality 1 and 2 data\n", " reg.fit(X_train, y_train)\n", " y_pred = reg.predict(X_test)\n", " \n", " # Project the predictions back to the modality 2 feature space\n", " y_pred = y_pred @ embedder_mod2.components_\n", " \n", " pred_test_mod2 = ad.AnnData(\n", " X = y_pred,\n", " obs = input_test_mod1.obs,\n", " var = input_train_mod2.var,\n", " \n", " )\n", " \n", " # Add the name of the method to the result\n", " pred_test_mod2.uns[\"method\"] = \"linear\"\n", " \n", " return pred_test_mod2" ] }, { "cell_type": "markdown", "id": "b4b78161-2a27-4c1f-93ef-72885facc670", "metadata": {}, "source": [ "Now, for comparison, let's create a simple dummy method that simply returns the mean for the input modality 2 data. This method returns an identical prediction for all cells and ignores the modality 1 information altogether." ] }, { "cell_type": "code", "execution_count": 27, "id": "29631ec5-3af9-4b75-9d54-3d3c9b43e6ed", "metadata": { "execution": { "iopub.execute_input": "2021-09-10T16:46:27.476556Z", "iopub.status.busy": "2021-09-10T16:46:27.474409Z", "iopub.status.idle": "2021-09-10T16:46:27.483533Z", "shell.execute_reply": "2021-09-10T16:46:27.482967Z", "shell.execute_reply.started": "2021-09-10T16:46:27.476510Z" }, "tags": [] }, "outputs": [], "source": [ "def baseline_mean(input_train_mod1, input_train_mod2, input_test_mod1):\n", " '''Dummy method that predicts mean(input_train_mod2) for all cells'''\n", " logging.info('Calculate mean of the training data modality 2...')\n", " y_pred = np.repeat(input_train_mod2.layers[\"log_norm\"].mean(axis=0).reshape(-1,1).T, input_test_mod1.shape[0], axis=0)\n", " \n", " # Prepare the ouput data object\n", " pred_test_mod2 = ad.AnnData(\n", " X=y_pred,\n", " obs=input_test_mod1.obs,\n", " var=input_train_mod2.var,\n", " )\n", " \n", " pred_test_mod2.uns[\"method\"] = \"mean\"\n", "\n", " return pred_test_mod2" ] }, { "cell_type": "markdown", "id": "5dca627c-5fc8-462c-9960-c400e2d86b2e", "metadata": {}, "source": [ "#### Run comparison\n", "\n", "You can run this simple and dummy method side-by-side and compare how performance is influenced by batch effects. Consult the batch correction literature for strategies to mitigate this technical noise. [Lucken 2021](https://www.biorxiv.org/content/10.1101/2020.05.22.111161v2) is a good starting place.\n", "\n", "Now the challenge is up to you! Can you do better than this baseline?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }