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Created August 21, 2019 21:31
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Scanpy Workshop notebook
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Scanpy Workshop - 5th Danish Bioinformatics Conference"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This tutorial is adapted from existing Scanpy [tutorials](https://scanpy-tutorials.readthedocs.io/en/latest/) by Gokcen Eraslan."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Download the data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data consists in *3K PBMCs from a Healthy Donor* and is freely available from 10x Genomics ([here](http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz) from this [webpage](https://support.10xgenomics.com/single-cell-gene-expression/datasets/1.1.0/pbmc3k))."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On a unix system, you can run the following to download and unpack the data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mkdir: data: File exists\n",
"--2019-08-21 23:20:49-- http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz\n",
"Resolving cf.10xgenomics.com (cf.10xgenomics.com)... 99.86.163.71, 99.86.163.40, 99.86.163.109, ...\n",
"Connecting to cf.10xgenomics.com (cf.10xgenomics.com)|99.86.163.71|:80... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 7621991 (7.3M) [application/x-tar]\n",
"Saving to: ‘data/pbmc3k_filtered_gene_bc_matrices.tar.gz’\n",
"\n",
"data/pbmc3k_filtere 100%[===================>] 7.27M 2.21MB/s in 8.2s \n",
"\n",
"2019-08-21 23:20:58 (904 KB/s) - ‘data/pbmc3k_filtered_gene_bc_matrices.tar.gz’ saved [7621991/7621991]\n",
"\n"
]
}
],
"source": [
"!mkdir data\n",
"!wget http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz -O data/pbmc3k_filtered_gene_bc_matrices.tar.gz\n",
"!tar -xzf data/pbmc3k_filtered_gene_bc_matrices.tar.gz -C data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-info\">\n",
"\n",
"**Note**\n",
" \n",
"In Jupyter notebooks and lab, you can see the documentation for a python function by hitting ``SHIFT + TAB``. Hit it twice to expand the view.\n",
"\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Install Scanpy (or make sure it's installed)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Uncomment and run following if you are using `conda` on a Mac or Linux system:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#!pip install \"scanpy[louvain]\" -U"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"See more detailed [installation instructions](https://scanpy.readthedocs.io/en/latest/installation.html) on the Scanpy webpage for troubleshooting. Windows is unfortunately not officially supported but there are links to precompiled packages on the webpage. Easiest way for Windows users is to upgrade to Windows 10 and install WSL (Windows Subsystem Linux).\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import scanpy as sc\n",
"import louvain # we will not use louvain directly, but let's check if it's installed"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make sure that this works."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Documentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Please refer to https://scanpy.readthedocs.io for the Scanpy documentation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Let's go!"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"# people love imports with short aliases\n",
"\n",
"# set verbosity to \"hint\" level\n",
"sc.settings.verbosity = 3 # verbosity: errors (0), warnings (1), info (2), hints (3)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"scanpy==1.4.4.post1 anndata==0.6.22.post1 umap==0.3.10 numpy==1.16.4 scipy==1.3.0 pandas==0.24.2 scikit-learn==0.21.3 statsmodels==0.10.1 python-igraph==0.7.1 louvain==0.6.1\n"
]
}
],
"source": [
"sc.logging.print_versions()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"sc.settings.set_figure_params(dpi=100) # sets plotting options, curious uses might look up other useful options here like vector_friendly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read the count matrix "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read the count matrix in `mtx` format as follows:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"... reading from cache file cache/data-filtered_gene_bc_matrices-hg19-matrix.h5ad\n"
]
}
],
"source": [
"adata = sc.read_10x_mtx(\n",
" './data/filtered_gene_bc_matrices/hg19/', # the directory with the `.mtx` file\n",
" var_names='gene_symbols', # use gene symbols for the variable names (variables-axis index)\n",
" cache=True) # write a cache file for faster subsequent reading"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"adata.var_names_make_unique()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 2700 × 32738 \n",
" var: 'gene_ids'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data set consists of 2700 cells, 32738 genes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-info\">\n",
"\n",
"**Exercise**\n",
" \n",
"Check the documentation to find out how to read single-cell data in csv or loom format.\n",
"\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## What is AnnData?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"AnnData is the main data structure that provides a convenient way to keep track of single cell data and cell/gene annotations. It was initially built for Scanpy (Genome Biology, 2018).\n",
"\n",
"There are four major components of an AnnData objects:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![img](https://falexwolf.de/img/scanpy/anndata.svg)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- `adata.X` stores the gene expression counts in a cell x gene layout.\n",
"- `adata.obs` points to the cell annotations e.g. cell type, total counts, cluster IDs etc. which are stored in a [Pandas dataframe](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html). It's typically indexed by cell barcodes.\n",
"- `adata.var` points to the gene annotations e.g. gene IDs, gene symbols, whether a gene is highly variable or not etc. This is also stored in a Pandas dataframe.\n",
"- `adata.uns` contains unstructured data that are not directly linked to cells or genes e.g. nearest neighbor connectivities, PCA eigenvalues etc."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Those who are familiar with the [SingleCellExperiment](https://bioconductor.org/packages/release/bioc/vignettes/SingleCellExperiment/inst/doc/intro.html) or [SummarizedExperiment](https://bioconductor.org/packages/release/bioc/vignettes/SummarizedExperiment/inst/doc/SummarizedExperiment.html) Bioconductor packages in R can immediately see the resemblence of these classes to AnnData."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's have a look at the raw count matrix:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]],\n",
" dtype=float32)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.X[:10, :30].A"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks very sparse to me!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-info\">\n",
"\n",
"**Note**\n",
" \n",
"Being a good scanpy user requires being a good scientific Python user, which requires experience not only in Python but also major packages built around it such as numpy, scipy, Pandas and matplotlib.\n",
"\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's have a look at the cell annotations:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" <tr>\n",
" <th>AAACATACAACCAC-1</th>\n",
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" <tr>\n",
" <th>AAACATTGAGCTAC-1</th>\n",
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" <tr>\n",
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" <th>AAACCGTGTATGCG-1</th>\n",
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"text/plain": [
"Empty DataFrame\n",
"Columns: []\n",
"Index: [AAACATACAACCAC-1, AAACATTGAGCTAC-1, AAACATTGATCAGC-1, AAACCGTGCTTCCG-1, AAACCGTGTATGCG-1]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.obs.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There is nothing yet 🤷‍♂️ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-info\">\n",
"\n",
"**Exercise**\n",
" \n",
"Try adding a hypothetical \"celltype\" column to `adata.obs` where the values are all \"cell\".\n",
"\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When we need to store multidimensional variables for cells and genes, we need the multivariate equivalent of these components called \".obsm\" and \".varm\". We will come to that very soon."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preprocessing and QC"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show those genes that yield the highest fraction of counts in each single cells, across all cells."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"normalizing by total count per cell\n",
" finished (0:00:00): normalized adata.X and added 'n_counts', counts per cell before normalization (adata.obs)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 500x550 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 491,
"width": 499
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sc.pl.highest_expr_genes(adata, n_top=20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We typically use acronyms for the scanpy package as well the subpackages such as preprocessing (e.g. `sc.pp.filter_cells`), plotting (e.g. `sc.pl.pca`), tools (e.g. `sc.tl.tsne`)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's do basic filtering:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"filtered out 19024 genes that are detectedin less than 3 cells\n"
]
}
],
"source": [
"sc.pp.filter_cells(adata, min_genes=200)\n",
"sc.pp.filter_genes(adata, min_cells=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This removes cell having fewer than 200 genes expressed and genes that are expressed in fewer than 3 cells."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 2700 × 13714 \n",
" obs: 'n_genes'\n",
" var: 'gene_ids', 'n_cells'"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we end up with 13714 genes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another important thing to note is that (most of) Scanpy functions modify adata objects `inplace` and do not have a return value."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-info\">\n",
"\n",
"**Exercise**\n",
" \n",
"Interpret the \"barcode-UMI count rank plot\" on the <a href=https://kb.10xgenomics.com/hc/en-us/articles/115003480523-How-are-barcodes-classified-as-cell-associated->10X website</a>.\n",
"\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mitochondrial gene counts and other QC"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mitochondrial genes are used as an important QC metric.\n",
"\n",
"Citing from \"Simple Single Cell\" workflows [(Lun, McCarthy & Marioni, 2017)](https://master.bioconductor.org/packages/release/workflows/html/simpleSingleCell.html#examining-gene-level-metrics):\n",
"\n",
"> High proportions are indicative of poor-quality cells (Islam et al. 2014; Ilicic et al. 2016), possibly because of loss of cytoplasmic RNA from perforated cells. The reasoning is that mitochondria are larger than individual transcript molecules and less likely to escape through tears in the cell membrane."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's calculate percentage of mitochondrial UMIs in each cell as well as other QC metrics with the `calculate_qc_metrics` function."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"adata.var['mito'] = adata.var_names.str.startswith('MT-') # flag mito genes as MT"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>gene_ids</th>\n",
" <th>n_cells</th>\n",
" <th>mito</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>TMSB4X</th>\n",
" <td>ENSG00000205542</td>\n",
" <td>2700</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>B2M</th>\n",
" <td>ENSG00000166710</td>\n",
" <td>2699</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MALAT1</th>\n",
" <td>ENSG00000251562</td>\n",
" <td>2699</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RPL13A</th>\n",
" <td>ENSG00000142541</td>\n",
" <td>2698</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RPL10</th>\n",
" <td>ENSG00000147403</td>\n",
" <td>2695</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" gene_ids n_cells mito\n",
"TMSB4X ENSG00000205542 2700 False\n",
"B2M ENSG00000166710 2699 False\n",
"MALAT1 ENSG00000251562 2699 False\n",
"RPL13A ENSG00000142541 2698 False\n",
"RPL10 ENSG00000147403 2695 False"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.var.sort_values('n_cells', ascending=False).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"TMSB4X is expressed in ALL cells."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that gene names are used as the index in adata.var data frame. Therefore, it's accessible with `adata.var.index`. You can use `adata.var_names` as a short cut too."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"sc.pp.calculate_qc_metrics(adata, inplace=True, qc_vars=['mito'])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>gene_ids</th>\n",
" <th>n_cells</th>\n",
" <th>mito</th>\n",
" <th>n_cells_by_counts</th>\n",
" <th>mean_counts</th>\n",
" <th>log1p_mean_counts</th>\n",
" <th>pct_dropout_by_counts</th>\n",
" <th>total_counts</th>\n",
" <th>log1p_total_counts</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>TMSB4X</th>\n",
" <td>ENSG00000205542</td>\n",
" <td>2700</td>\n",
" <td>False</td>\n",
" <td>2700</td>\n",
" <td>46.003704</td>\n",
" <td>3.850226</td>\n",
" <td>0.000000</td>\n",
" <td>124210.0</td>\n",
" <td>11.729737</td>\n",
" </tr>\n",
" <tr>\n",
" <th>B2M</th>\n",
" <td>ENSG00000166710</td>\n",
" <td>2699</td>\n",
" <td>False</td>\n",
" <td>2699</td>\n",
" <td>44.949261</td>\n",
" <td>3.827538</td>\n",
" <td>0.037037</td>\n",
" <td>121363.0</td>\n",
" <td>11.706550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MALAT1</th>\n",
" <td>ENSG00000251562</td>\n",
" <td>2699</td>\n",
" <td>False</td>\n",
" <td>2699</td>\n",
" <td>59.883335</td>\n",
" <td>4.108960</td>\n",
" <td>0.037037</td>\n",
" <td>161685.0</td>\n",
" <td>11.993411</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RPL13A</th>\n",
" <td>ENSG00000142541</td>\n",
" <td>2698</td>\n",
" <td>False</td>\n",
" <td>2698</td>\n",
" <td>28.460371</td>\n",
" <td>3.383046</td>\n",
" <td>0.074074</td>\n",
" <td>76843.0</td>\n",
" <td>11.249533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RPL10</th>\n",
" <td>ENSG00000147403</td>\n",
" <td>2695</td>\n",
" <td>False</td>\n",
" <td>2695</td>\n",
" <td>32.784073</td>\n",
" <td>3.519989</td>\n",
" <td>0.185185</td>\n",
" <td>88517.0</td>\n",
" <td>11.390962</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" gene_ids n_cells mito n_cells_by_counts mean_counts \\\n",
"TMSB4X ENSG00000205542 2700 False 2700 46.003704 \n",
"B2M ENSG00000166710 2699 False 2699 44.949261 \n",
"MALAT1 ENSG00000251562 2699 False 2699 59.883335 \n",
"RPL13A ENSG00000142541 2698 False 2698 28.460371 \n",
"RPL10 ENSG00000147403 2695 False 2695 32.784073 \n",
"\n",
" log1p_mean_counts pct_dropout_by_counts total_counts \\\n",
"TMSB4X 3.850226 0.000000 124210.0 \n",
"B2M 3.827538 0.037037 121363.0 \n",
"MALAT1 4.108960 0.037037 161685.0 \n",
"RPL13A 3.383046 0.074074 76843.0 \n",
"RPL10 3.519989 0.185185 88517.0 \n",
"\n",
" log1p_total_counts \n",
"TMSB4X 11.729737 \n",
"B2M 11.706550 \n",
"MALAT1 11.993411 \n",
"RPL13A 11.249533 \n",
"RPL10 11.390962 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.var.sort_values('n_cells_by_counts', ascending=False).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`log1p` is a very common operation and is defined as `log(x+1)`. It is used as a simple way to squash count dynamic range into something more sensible."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>n_genes</th>\n",
" <th>n_genes_by_counts</th>\n",
" <th>log1p_n_genes_by_counts</th>\n",
" <th>total_counts</th>\n",
" <th>log1p_total_counts</th>\n",
" <th>pct_counts_in_top_50_genes</th>\n",
" <th>pct_counts_in_top_100_genes</th>\n",
" <th>pct_counts_in_top_200_genes</th>\n",
" <th>pct_counts_in_top_500_genes</th>\n",
" <th>total_counts_mito</th>\n",
" <th>log1p_total_counts_mito</th>\n",
" <th>pct_counts_mito</th>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>CGTACCTGGACGAG-1</th>\n",
" <td>407</td>\n",
" <td>407</td>\n",
" <td>6.011267</td>\n",
" <td>833.0</td>\n",
" <td>6.726233</td>\n",
" <td>53.901561</td>\n",
" <td>63.145258</td>\n",
" <td>75.150060</td>\n",
" <td>100.0</td>\n",
" <td>188.0</td>\n",
" <td>5.241747</td>\n",
" <td>22.569027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CTCATTGATTGCTT-1</th>\n",
" <td>303</td>\n",
" <td>300</td>\n",
" <td>5.707110</td>\n",
" <td>592.0</td>\n",
" <td>6.385194</td>\n",
" <td>54.391892</td>\n",
" <td>66.216216</td>\n",
" <td>83.108108</td>\n",
" <td>100.0</td>\n",
" <td>119.0</td>\n",
" <td>4.787492</td>\n",
" <td>20.101353</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TACGCAGACGTCTC-1</th>\n",
" <td>340</td>\n",
" <td>337</td>\n",
" <td>5.823046</td>\n",
" <td>717.0</td>\n",
" <td>6.576469</td>\n",
" <td>52.719665</td>\n",
" <td>66.945607</td>\n",
" <td>80.892608</td>\n",
" <td>100.0</td>\n",
" <td>75.0</td>\n",
" <td>4.330733</td>\n",
" <td>10.460251</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GTGAACACAGATCC-1</th>\n",
" <td>424</td>\n",
" <td>424</td>\n",
" <td>6.052089</td>\n",
" <td>871.0</td>\n",
" <td>6.770790</td>\n",
" <td>46.153846</td>\n",
" <td>59.931114</td>\n",
" <td>74.282434</td>\n",
" <td>100.0</td>\n",
" <td>91.0</td>\n",
" <td>4.521789</td>\n",
" <td>10.447762</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CGACCTTGGCAAGG-1</th>\n",
" <td>341</td>\n",
" <td>341</td>\n",
" <td>5.834811</td>\n",
" <td>865.0</td>\n",
" <td>6.763885</td>\n",
" <td>57.687861</td>\n",
" <td>72.138728</td>\n",
" <td>83.699422</td>\n",
" <td>100.0</td>\n",
" <td>88.0</td>\n",
" <td>4.488636</td>\n",
" <td>10.173410</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" n_genes n_genes_by_counts log1p_n_genes_by_counts \\\n",
"0 \n",
"CGTACCTGGACGAG-1 407 407 6.011267 \n",
"CTCATTGATTGCTT-1 303 300 5.707110 \n",
"TACGCAGACGTCTC-1 340 337 5.823046 \n",
"GTGAACACAGATCC-1 424 424 6.052089 \n",
"CGACCTTGGCAAGG-1 341 341 5.834811 \n",
"\n",
" total_counts log1p_total_counts \\\n",
"0 \n",
"CGTACCTGGACGAG-1 833.0 6.726233 \n",
"CTCATTGATTGCTT-1 592.0 6.385194 \n",
"TACGCAGACGTCTC-1 717.0 6.576469 \n",
"GTGAACACAGATCC-1 871.0 6.770790 \n",
"CGACCTTGGCAAGG-1 865.0 6.763885 \n",
"\n",
" pct_counts_in_top_50_genes pct_counts_in_top_100_genes \\\n",
"0 \n",
"CGTACCTGGACGAG-1 53.901561 63.145258 \n",
"CTCATTGATTGCTT-1 54.391892 66.216216 \n",
"TACGCAGACGTCTC-1 52.719665 66.945607 \n",
"GTGAACACAGATCC-1 46.153846 59.931114 \n",
"CGACCTTGGCAAGG-1 57.687861 72.138728 \n",
"\n",
" pct_counts_in_top_200_genes pct_counts_in_top_500_genes \\\n",
"0 \n",
"CGTACCTGGACGAG-1 75.150060 100.0 \n",
"CTCATTGATTGCTT-1 83.108108 100.0 \n",
"TACGCAGACGTCTC-1 80.892608 100.0 \n",
"GTGAACACAGATCC-1 74.282434 100.0 \n",
"CGACCTTGGCAAGG-1 83.699422 100.0 \n",
"\n",
" total_counts_mito log1p_total_counts_mito pct_counts_mito \n",
"0 \n",
"CGTACCTGGACGAG-1 188.0 5.241747 22.569027 \n",
"CTCATTGATTGCTT-1 119.0 4.787492 20.101353 \n",
"TACGCAGACGTCTC-1 75.0 4.330733 10.460251 \n",
"GTGAACACAGATCC-1 91.0 4.521789 10.447762 \n",
"CGACCTTGGCAAGG-1 88.0 4.488636 10.173410 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.obs.sort_values('pct_counts_mito', ascending=False).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use violin plot for visualizing the density of computed quality measures."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 900x300 with 3 Axes>"
]
},
"metadata": {
"image/png": {
"height": 251,
"width": 867
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sc.pl.violin(adata, ['n_genes', 'total_counts', 'pct_counts_mito'],\n",
" jitter=0.4, multi_panel=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Indeed, plotting functions take any `obs` keys or gene names as a parameter:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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7t1p1jhwvSOG6hZHjfCW2KSyvp70q3ggo1XF3Tx7vlsJ1AAAAaCACeA3SFL4laefI8fJqe21rRaXzdtoawHeu9Fh9x22XwnWSJDPrXEuXTuUHJSUlKikpSfUpUIOysjKNGTNGe+21l/bdd9/v2tu2bbtNX372AACkJsT/OwngYbSOHK9L4brKfVtXc9yQcSuPUxd1/sXk888/18qVtW34glQ88cQTeuihh7T99turqKhIO+6YuAfT7bffvk3fadOmhS4PAICstmTJkkZ/DtaAhxHdw3tzCtdV7ts8clx5X/D6jtu82l7ISGVlZd99d/daegMAgEzDDHgYFjlOV2KySuchk1htd9DsJGmSJPXo0UOdO9e2YgWpGDZsmI466ijtvffeOuigg75rHzJkyDZ9R48eHbI0AACyXmFhYe2dGogAHkZ0MVEqM86V+26qZsyGjLup2l7VcPcaP/CZ2KAloaCgQAUF29zEEw00dOjQbdpWr169TRs/ewAAUhPi/50sQQljTeS4VQrXVV6fvb6aMRsy7vpqewEAACDtCOBhfBs5TmXXkcp9l1YzZkPGXVptLwAAAKQdATyMryPHu6Zw3fcixyWSlpWfuPsyVZy9ru+4qewfDgAAgAYigIcRvUtlZzNrWcfr9o6O4e5llR7/vJq+1TKzFqr4IcrP6lgLAAAA0oAAHsakyHEzSYfW8bo+1YxRVVufKh6vymGq+Pde1bgAAABoJATwMD5SxbtPDqrtAjPbV1L3SNO/qugWbeuWvKY2P44cr5b07zpcAwAAgDQhgAfg7qWSno80XWBmO9Zy2XWR41WSxlTR59XkY1Vdsw0zK5R0YaRplLtvqaUOAAAApBEBPJwHJJWv4d5J0igzq3LvbjM7R9IFkaaH3X1j5X7Jtj9Fmi5IXlvVmM0lPSupfbKpNFkTAAAAAiKAB+LuMyQ9Emn6oaQJZnZEeYOZdTSz/5X0eKTfXEn31jD0vZIWRs4fN7P/M7OOkXGPkDQh+Zzl/uDu0Q+HAgAAIADuhBnWLyTtJ+m45PkRkj4ws9WSNihxC/foLebXSPqJu6+tbkB3X2VmpyixHrytEr9UXSfp/5nZYkktk+1Rb0m6scF/GgAAAKSMGfCAkktGBkl6QpJHHmoraRdVDN9fSjrW3T+qw7gTlQj1MyLNlhyzcvh+StKP3L3yrewBAAAQAAE8MHff6O7nSzpc0kNKhObVkjZLWizpFSU+KHmgu09OYdzJkg6SdK6klyXNk7RJiZn1LySNkHSUu59d1XpyAAAAhMESlHpyd6u9V43XT1Ka9+BO7mjyZPILAAAAGYgZcAAAACAgAjgAAAAQEAEcAAAACIgADgAAAAREAAcAAAACIoADAAAAARHAAQAAgIAI4AAAAEBABHAAAAAgIAI4AAAAEBABHAAAAAiIAA4AAAAERAAHAAAAAiKAAwAAAAERwAEAAICACOAAAABAQARwAAAAICACOAAAABAQARwAAAAIiAAOAAAABEQABwAAAAIigAMAAAABEcABAACAgAjgAAAAQEAEcAAAACAgAjgAAAAQEAEcAAAACIgADgAAAAREAAey1Lp163TeeefpkksuUXFxcdzlAACAOsqPuwAA9fPCCy9o5MiRkqQBAwbEXA0AAKgrAjiQpfr27atOnTqpefPm6tOnT9zlAACAOiKAA1lqzz331KJFi2RmcZcCAABSwBpwIIsRvgEAyD4EcAAAACAgAjgAAAAQEAEcAAAACIgADjSSd999V3/5y1+0efPmuEsBAAAZhF1QgEawaNEiHXfccdq8ebMWL16sm266Ke6SAABAhmAGHGgEBQUFatGihSSpTZs2MVcDAAAyCTPgQCPYaaedNGXKFM2dO1fHHXdc3OUAAIAMwgw40Ei6d++eUvh2d7311ltatGhRI1YFAADiRgAHMsSdd96pY489Vocccog2btwYdzkAAKCREMCBDLF8+XJJ0po1a9g5BQCAHMYacCBD3Hnnndpzzz112GGH8cFNAAByGAEcyBAtW7bU5ZdfHncZAACgkbEEBQAAAAiIAA4AAAAERAAHAAAAAiKAAwAAAAERwAEAAICACOAAAABAQARwAAAAICACOAAAABAQARwAAAAIiAAOAAAABEQABwAAAAIigAMAAAABEcCBJmLRokUaOnSo7rrrrrhLAQCgScuPuwAAYTzwwAN65plnJEk/+clPtPfee8dcEQAATRMz4EATcfzxx2u77bbTAQccoC5dusRdDgAATRYz4EAT0b9/f61Zs0bNmzeXmcVdDgAATRYBHGhCCgoK4i4BAIAmjyUoAAAAQEAEcAAAACAgAjgAAAAQEAEcAAAACIgADgAAAAREAAcAAAACIoADAAAAARHAAQAAgIAI4AAAAEBABHAAAAAgIAI4AAAAEBABHAAAAAiIAA4AAAAERAAPyMz2MDNPw9fX1Yz/53qO91+BfxQAAABNFgE8txwcdwEAAACoWX7cBTQxmyXNrsd1O0lqGzn/qHIHM2suaf9I0wJJxXUcf109agIAAEA9EMADcveFkvZM5Roz6yzp40jTp5LOq6LrfpIKIue93X1xqjUCAACgcbEEJYMlZ7VfkLRzsmmNpFPcvaoZ6+jyk28I3wAAAJmJAJ7ZbpXUJ3L+P+4+p5q+0QA+pfFKAgAAQEMQwDOUmR0q6ZeRpn+4+6gaLukVOSaAAwAAZCgCeAYys2aS/igpL9m0StLlNfQ3EcABNCHPP/+8hgwZoosvvlhz586NuxwASAkBPDNdKKl35Py2WtZ0d5PUJnI+uVGqAoAMsGjRIt1///1atmyZZs6cqd/97ndxlwQAKSGAZxgzayXpN5GmmZIeqeWy6PrvVZLmmtmJZjbSzL40sw1mttbMZpnZcDPrl+ayASCYcePGVTj/+OOPq+kJAJmJbQgzz9WSdomc3+juW2q5JhrA10h6X9LhVfTbO/l1kZm9Iuk8d1/akGIBILS1a9fGXQIANAgBPIMkZ7+vjTRNcveX63BpNIDvlvwqt0LSJiW2Moz+fZ8kaaKZHe/uKd0cKLk3eU06lR+UlJSopKQkleFRT23btt2mjZ89clFBQcE2r3de6wDSJcS/J+bujf4kqBszu0ZSdDHjQHf/Zx2uW6SKs+YrJd0laaS7L0v2aSVpoBLLW3pE+n4m6Yhq9hav7vnq/KIZO3asOnbsWNfuAAAAsVqyZIkGDhxYftrF3Rek+zlYA54hkjufXBFpmlHH8N1RFcP3TEm93H1YefiWJHdf7+5/k3SYpNci/XtKuqFBxQMAAKDOWIKSOQYosZtJud/X8bo1kk5MXttV0gh3n1ddZ3dfb2anS5qhrUtFrjazu919Qx2fs0stj3eSNEmSevTooc6da1uxgnQYMmTINm2jR4+OoRKgcY0YMUJjxoyp0MZrHUC6FBYWNvpzEMAzx/mR4zWSnq7LRe6+UdLrqTyRu680sz8osUxFknaQ9ANJr9Tx+hrfiklsS55QUFCggoKCVMpDPa1evXqbNn72yEUlJSXbvN55rQNIlxD/nrAEJQOYWRtJgyJNzyWDdWN6tdL5YY38fAAAABABPFP8WFKLyPnIAM85p9L5zgGeEwAAoMkjgGeG6Oz3YiX28W5slWfY86rsBQAZJrrMDQCyEQE8ZsndT/pHmoo8xb0hLaG9me1We+/vtK90vjyV5wSAuvr4449VVFQUdxk1mjp1qkaPHq2ysrK4SwHQBBDA43egpHaR8zp9ELKcmY2WVCLpW0kTU7j00ErnU1N5XgCoizlz5ujII4/U4MGD9ec//zktY6b7/hWLFy/W4YcfrlNOOUX3339/WscGgKoQwON3dOTYJb2d4vWLtHU3m45mdlAdrzstclwqaUKKzwsAtXL37wJzNswuc3M6ACFkxDaEZrajpD2UmAlu5e5F0cfcfVVctQXQO3L8lbuvSPH6lyVdFjm/VtK5NV1gZgdLOiPS9KK7L0nxeQGgVt27d9f777+vRYsWafDgwXGXU6VOnTrpgw8+0OzZs6vcTx8A0i22AG5m7ZW48+MpStyNsfxTNV6prteTH7i5193/HrTIMKIz1p/V4/rXJc2StE/y/Gwze9Xdn62qs5l1lfSCpObJps1K3J4eABpF7969a+8Us169eqlXr15xlwGgiYhlCYqZXSjpa0m3Sto/WYdFvqK6SjpY0igzezUZ3HOCJX6z2CfS9HWqY7h7qaSfSSp/b9ckPWVmv49+KNPMdjSzy5S4Q2XXyBC3uvu0VJ8XAAAA9RM8gJvZ3ZIek9SqvKmGvq0lFUb6nSjpteSNa3JBR1Xc//ub+gzi7m9KulSJdw+kxN/rzyXNNbMlZrZQiQ9pPqyKu58Mc/d76vOcABAXtiEEkO2CBnAzO1fSDZGmNUqE8XOV+DBhZS7pz0osk3AlQvhBkh5o3EqD6VjpfE19B3L34ZIGSFpY6aGdJe2qivt8L5d0gbtfX9/nAwAAQP0EC+DJ2ez/jTS9Lqmbu1/q7n/VtjeGkbuvd/dLlFgjPrl8KEnnmFnPxq45gNaVzjc1ZDB3/5ekbkr8QvO8Ekta1ivxs/1KidvPXyppL3d/vCHPBQBxYacSANku5Icwz5HUQYmZ7M8lnezu24Tuqrj7bDM7TtK/JfVINp8nKatncN39PdWwBKeeY5ZIejL5BQAAgAwTcgnKjyLHN9c1fJdz97WquHzl6Or6AgAAAJkqZADfP/l9s6R/1nOMV5RYpmGS9kxHUQAAAEBIIQP4zkosP1nq7sX1GcDdt0hamjzNlZ1QAAApYBcUANkuZAAvVmLmunltHWtRHrzXNXAcAAAAILiQAbz8Vuc7m9lO9RnAzPaRtKMSM+ncOh0AAABZJ2QA/yByPLSeY1wTOf6wAbUAAAAAsQgZwF9KfjdJt5pZl1QuNrOfSLoo0jQ2XYUBAAAAoYQO4J8qsXykUNIEMzuitovMrJWZ3SbpGSXCu0v6QtI/GrFWAAAAoFEEuxGPu7uZ/Y+kNyW1kLS7pPfM7BNJUyR9ty7czC6R1F7SIZJOUOKDl+Ufe98i6QrnVmgAAADIQiHvhCl3n2hmZ0l6VtJ2SoTqXsmvcibpj5XOy8N2maSr3H18gHIBAACAtAu5BEWS5O4vSTpS0oxkU3RDV9fWsB1lkhZJGuDuf2rcCgEAAIDGEzyAS5K7f+ruB0gaLOl5JW6uY1V8bZD0uhIfvuzm7q/HUS+QTlOnTtVFF12k1157Le5SAABADIIuQanM3cdIGiNJZtZJiXXfbSVtlLRc0kJ3L42vQiD9rrzySk2YMEEvv/yyli5dWvsFAAAgp8QyA14Vd1/s7p+5+/vuPsXd5xG+kYuOOuooSVLfvn1jrgQAAMQhYwI40FTcfffd+uabb/TCCy/EXQoAIMMtXbpUt956q66++mp99NFHcZeDNIl1CQrQVHXq1CnuEgAAWeDOO+/Uxx9/LEmaPn26ioqK1LJly5irQkMFC+Bm9pc0D+nufmGaxwQAAMgY5eFbkoqLi/Xuu++qf//+MVaEdAg5A36eqt5isCEI4AAAoMlYuXJl3CUgDeJYgmK1d/lONLBXvo47YQIAACDrhAzgE1T30JwnqbWkztp6i3qXtFbSbZLWpb06AACADOce7/zjmjVrNH78ePXr10+FhYWx1pLNggVwd+9Xn+vMrKukqyRdIWkHSWdL6u/uK9JXHQAAQOYzS2UhQfqddtppGjdunI455hi9/fbbsdaSzTJ+G0J3/8rdr5F0ihKz4AdLeizeqgAAAMKLewZ806ZNFb6jfjI+gJdz9yJJf1RiLfgQMzsh5pIAAACCinsG/LnnntPw4cM1evToWOvIdlkTwJP+EDk+N7YqAAAAmqCOHTvqoosu0q677hp3KVktqwK4u3+pxAcxJenwOGsBAAAILe4lKEiPrArgSRuUWIbCr14A0AQRQNCUxb0EBemRVQHczAoldUyeFsdZCwAAQGgE8NyQVQFc0jXJ7y5pbpyFAGiYzZs3x10CAuLvG0gP3gHKDVkRwM2swMyuk/Qrbb2ZzysxlgSgAc4++2wVFBRo2LBhcZeCAAYNGqQWLVpo+PDhcZcCABkh2I14zOwvKV7STFILSe2U2Pu7nbbejr5Y0oj0VQcgpKKiou++X3fddTG7tCFWAAAgAElEQVRXg8a0ZcsWvfLKKyorK9PYsWN18cUXN3hM3oIHkO1C3or+PNX9VvSVWfJaTx7f5e5z0lQXgMAee+wxPfvss7rxxhvjLgWNLD8/X8OHD9eYMWP0m9/8Ju5ygKzHEpTcEDKAl6vv1IUpsQPKb939njTWAyCw0047TaeddlrcZSCQCy64QBdccEHcZQBAxggZwCco9RnwUiVC9zeSPpBU5O7L010YkKvWrFmj//qv/9Lq1as1evRo7bbbbnGXBABAkxcsgLt7v1DPBSDh3Xff1Ztvvikpsd768ssvj7kiAAAQxxIUAIEcc8wxGjhwoFavXq0hQ4bEXQ4AABABHMhprVu31pgxY+IuAwAARGTFPuAAAABAriCAAwAAAAGldQmKmZWmc7xauLuzhAYAAABZJd0BtvyGOdymDAAAAKhCYyxBIXwDVfjb3/6ma665RkuXLo27FAAAEKN0z4Cfn+bxgJywfPlynXnmmSorK1NxcbEeeeSRuEsCsha34gaQ7dIawN19ZDrHA3LFDjvsoL322kuzZs3SIYccEnc5AAAgRnyIEQigoKBAU6ZM0bfffqsuXbrEXQ4AAIgR2xACgWy//faEbwAAkL0B3MyOjrsGAAAAIFWxLUExswMkdZfUOllHVb8MWLK9uaQWknaQ1EXS95PXsoQGAAAAWSV4gDWzIZL+V1K3hgyjxH7jAAAAQFYJGsDN7FxJfyk/TX73SufRtsrtAIAmzoz/LaDp4vWfG4IFcDPbUdL92nb2uqogXvnVFe2/UNKbkl5uhDIBAACARhXyQ5jnSGqrrWH6n5IGSuoh6UhtDd2PSuoqaT9JJ0q6Q9IqbQ3mzSRd7+4vBKscAAAgA3AjqtwQcgnKcZHjV9x9UPRBM5slaR9Jfd19brL5c0njzWy4pH9IOkzSLpIekfSTxi8ZAAAgc7AEJTeEnAE/IHJ8ZxWPf5j83tPM2kcfcPcFkoZIWq7ELPgQM+N2gkjZ+vXrtXDhwrjLqNLGjRs1f/78uMsAgCbN3TVnzhyVlpbGXQpyWMgAXpj8Xizp31U8PjVyfFjlB919oaQHIk1npK80NAVr165Vz5491aVLF40aNSruciooKSnRwQcfrN12203Dhw+Puxwgo/EWPBrTFVdcoe7du+vUU0+Nu5Qq8frPDSEDeGsl1n8vc/eyKh6fGTk+sJoxnowcH5quwtA0rFixQnPnzpW765NPPom7nArWrVunL7/8UpI0efLkmKsBgKar/N/gTP23mCUouSHkGvBVknaq4fE5keN9q+rg7vPMbKMSN+XZO421oQnYfffd9eSTT2rq1Km64YYb4i6ngnbt2mnUqFH64IMPdOONN8ZdDpDRCCBoTMOHD9ejjz6qM888M+5SkMNCBvDlSgTw6kL419q6Q0qVATwyTmdtXdIC1NnZZ58ddwnVOvXUUzP2LU8AaCr2339/Pfjgg3GXUS2WoOSGkEtQPk1+b1HVByjdvUTSfCU+ZLm/meVV7mNmzSR1Sp42b6xCASBT/OQnP1FBQYGefPLJ2js3YTfddJPy8/N1yy23xF0K0Kh4Byg3hAzgb0WOb6umz7Tk95aS+lXx+NHaOmu/Mi1VAUCG2rJli/7xj39o8+bNeuEFbn1Qk7///e8qLS3V3//+97hLAYBahQzgz0vakDweZGZFZtajUp83Isf3mVmb8hMzaylpWPLUJU1vtEoBIAPk5+froYce0oABA3TbbdXNW0CShg0bpv79+2vYsGG1dwayGEtQckOwAO7u30p6WFvveDlQ0mdm9utIt2eV2KZQSuwbPtPMHjCz30maoYo7n4xt3IoBIH6XXXaZXnnlFR1yCLc+qMnJJ5+scePGadCgQbV3BrIYS1ByQ8gZcEn6laTXlQjh5b/CrS5/0N0XS/q9tob0XSRdIelqSbtFxlksaURjFwsAAACkW9AA7u5bJA1SYg34xmTz7ErdbpH0kiqGdCWPTdIaSae6+5rGrRYAAABIv9Az4HL3Ene/Q9LOkk6VNKnS46XuPkTSpUosO7Hk10ZJf5N0mLu/H7ZqAAAAID1C7gNegbtvkPSPGh5/TNJjZra9pDaSvnX30lD1AQAAAI0h2Ay4mU0ysyvNrEMq17n7RndfQvgGADSmESNGaMiQIZo6dWrcpaCOysrKdN111+ncc8/VqlWr4i4nCHZByQ0hZ8APlXSIEtsL/kvSXyW96O7FNV8GAEDj2rJliy655BKVlZVJkkaPHh1zRaiLCRMm6L777pMk9erVS9dcc03MFTU+dkHJDcHXgCsR+k+S9IykJWb2ZzPrF0MdAIAs1BgzgPn5+TrppJPUrFkzDRw4MO3jo3Hsv//+6tq1q9q0aaMf/OAHcZcTBDPguSHkDPgrkk5Q4hby5TuctJF0vqTzzWyBpKckPeXuMwPWBQCAxowZoy1btig/P7aPRyFFO+20k2bPnq2ysjLl5eXFXQ5QZyFvxDNQiX29L5P0TuSh8l1Ouki6UdJ0M/vIzK4ys51D1Qc0NV9++aWuv/56ffjhhxXa165dq1tvvVXPPfdcTJUB8SF8Zx8zI3xngWeffVa33Xab1q1bF3cpGSHovzTuvkLSnyT9ycw6Szoz+dUr2aV8YdPBya9hZvaatq4X3xSyXiCXXXLJJXrrrbf07LPPasGCBd+133vvvbrzzjtlZjr88MO1xx57xFckACDr/ec//9FZZ50lKfEL069//et4C8oAcawBlyS5+wJ3/z93P0TSvpJ+K+k/yYfLZ8XzJQ2Q9LQS68VHmNmxsRQM5JiePXtW+F5uv/32kyTtsssuKiwsDF4XAKB62fghzPbt26tTp04yM+27775xl5MRYgvgUe4+y91vdfe9JfWR9ICkRcmHy8P4DpLOk/S6mc0zs7tjKRbIEQ8++KA+++wzFRUVVWg/66yzNHv2bM2YMUNt27aNqTqgetkYQICmrLCwUDNnztTs2bN1+umnx11ORsiIAB7l7h+5+zVKrAk/VtIjkhYmHy4P450l/SKeCoHcYGbab7/9VFBQsM1j3bp1I3wDQAbK1l1QdtxxR3Xt2jXuMjJGxgXwcp7wtqTrJF0paXL5Q/FVlR5mdrSZeT2+XqzD2L3N7FEzm2Fma81sg5n9x8xeMrPTzGzbtAUAWSRbAwiQDrwDlBsy8uPeZrajpFMk/Zek4yW1SD7k2vpBzWz+QObB6R7QzLZT4t2CC6p4uHvya7CkqWY21N2np7sGAAAA1C5jAriZtZJ0sqQzJPVXYr9waWvglhIBfIISu6L8PWiB6RUN4KslfVvH676pqtHM8iWNUWKf9ahVSvyi0lFbf44HSnrPzI5gv3UAALIL7wDlhlgDeHLWdqASoftHkrYvf6hS1y+UCN1PufvccBU2mmgAv8fd72ngeL9VxfD9L0nXu/tUSTKzTkos5blWiZ9tG0lFZnaAu29s4HOjiVm8eLHmzJmjo446qkHjLF26VF988YX69u3LW6oAUEf8e5kbgq8BN7M8M/uRmT0paYkSM9n/LalleZfk9+WSHpZ0hLv3cPc7cyF8J9dgR/d9m1xd3zqOt5cSwbrcaEknlYdvSXL3xe5+nRJ3HS3XXYm19UCdrV+/Xr169VLfvn01bNiweo9TUlKiQw89VN///vd1++23p7FCAAAyX7AZcDM7TomZ7lMklW8uXH5L+vLQXaLEUoq/Svqnu28JVV9APbV1eY0kTWngeD+PjLda0oXuXlZVR3cfaWbHaOs68V+Y2f3uXtLAGtBEFBcXa+XKlZISM+H1tXnzZi1fvlyStGTJkrTUhqaDGUA0ZSxByQ0hl6C8rophu5xJek+J0P2cu68OWFMcekWOF7r7svoOZGZ5StxJtNxT7r6ylsuGaWsAby/pRElj61sDmpZ27drptdde0+TJk3XxxRfXe5xWrVpp/Pjx+uCDD3TRRRelsUI0BQQQANkuzjXg/5H0lKS/uvtXMdYRWnT9d0Nnv/to67sJklRUXcdy7j7TzGYrsQRFSrwjQQBHnR1zzDE65phjGjzOkUceqSOPPLLWfsuWLVObNm203XbbNfg5AQDIBKHXgK+U9CdJR7n73u5+exML31LFAN6g9d+Selc6/3cdr4v2a9gn6YBG9PTTT6tjx446+OCDVVxcHHc5AACkRcgZ8FMkjXX3zQGfM6NYYuHiQZGmKWa2h6QLldjFpIcSH0ZdJmmapJclPVHDTiX7RY6/cfdVdSzly8jxnmaW5+6ldbwWCObDDz+Uu+vzzz/XypUr1alTp7hLAgCgwYIFcHev9S6OTcCeknaInJ+jxC4wlf8evpf8GiDpJjO7xN1fqWK8zpHjBSnUsTBynC9pV0nzU7geCOLmm29WaWmp+vTpQ/gGAOSMjLkRTxNR+Q6YQyLHxZKWSmonqVWkvbMSe3Zf5u6PVbp+58jx8hTqWFHpvJ1SCOBm1rmWLt8lpZKSEpWUsMlKCG3btt2mLdt/9oWFhbr//vslZf+fBenTvHnzbV7vvD6Qqyq/1vPz83m9N7IQP1/j0+ThmNldkn5ZqfkpSfdLmuzunlymcrCk/yfprEi/UkkD3P31yHgzJO2bPH3e3U+tYx0/lPRqpOlod38vhT9HnV80Y8eOVceOHevaHRlmzZo1uvTSS7V69Wo99NBD6tq1a9wloZ5uuOEGffjhh7rtttt03HHHxV0OUsDfHRDWkiVLNHDgwPLTLu6eyiqDOgl+I54mLjoDXirpDHc/290/9uRvQp4w2d2HSrok0j9P0qNmFt1DvCBynMra+sp9m1fZC03ezJkz9cUXX2jJkiX68MMP4y4H9bRhwwaNHz9e69ev12uvvRZ3OUjB+vXr+bsDchBLUML6paQnJXWT9LW7P1dTZ3cfbmaHSvqfZFM3JW5m9NfkeXRP9ZBvZXSp5fFOkiZJUo8ePdS5c20rVpAOQ4YM2aZt9OjRDRpzn3320cSJE7VixQpdc8016tChQ4PGQ3x++9vf6vXXX9cdd9yhAw44IO5yGmTEiBEaM2ZMhbaGvtYz2R133KHx48fnxN8dUlf53/bzzz9fgwcPjqmapqGwsLD2Tg1EAA/I3T+R9EmKl90h6WJtfbdikLYG8OgipVRmsSv33ZRKQbW9FRO9S11BQYEKCgpq6I10Wb1623tYNfRnX1BQoCeeeKJBYyAz/OpXv9KvfvWruMtIi82bN2/zes/lf2duvvlm3XzzzXGXgZhUfq1v2bIlp1/vmSDEz5clKBnO3RdKmh5pOixyvCZyHP3gZm1aVzpfn2pdqN2aNWs0ePBgnXTSSVqxovLnXuO1ZcsWnXfeeTrmmGM0e/bsuMsBAKBJIYBnhzmR4+jOJ99GjtulMF7lvktTrgi1GjdunIqKivTqq6/qpZdeirucCj799FONHDlS77zzjkaOHBl3OQAANCksQckO0Rvx5EWOv44c75rCeN+LHJcoceMfpFm/fv102GGHafPmzerfv3/c5VTQs2dP9e/fX7Nnz9Z///d/x10OAABNCgE8MDNrpcQs9iJ3r+u9tdtHjqP7fc+MHHc2s5buvqEO4+0dHcPdy+pYB1LQoUMHTZo0Ke4yqtSiRQuNGzcu7jIAAGiSWIISiJmdZmbrJa1TYknJsSlcHt2+cGrkOJrumkk6tI7j9almDCCtHnjgAZ177rlatGhR3KU0OaNGjdJZZ52l6dOn1945C82fP1//+c9/tGXLlrhLAYKKbnSA7MUMeDhfSWoZOa98M5wqmdlxkqJ7v70ROf5Iibtalq/pHiTpnVrG21dS90jTv2qrAaiPuXPn6uc//7kkqV27dvr9738fc0VNh7vrnHPO0ebNm7V27VoVFRXFXVJazZ07V/PmzZOUeDeHrU4BZBtmwMP5WNLCyPm5ZlbjByfNLF/SXZGmTZK++8Scu5dKej7y+AVmtmMtdVwXOV4laUx1HYGG6Nixow488EDl5+erX79+cZfTpJiZTjjhBEnSiSeeGHM16dehQwdtt912atasmXbYYYe4ywGC4g7muYEZ8EDcvczM/ijpt8mmQklPmNkp7r7Ne6hm1kzSo5IOjzTf7+7fVur6gKSLlPhlaidJo8zsx+6+zZ0xzewcSRdEmh52942V+wHp0KJFC02ZMkWbNm1Sy5Yta78AaTV27FitX79erVtX3nU0+7Vs2VKHHnqoysrKlJeXV/sFQA5hCUpuYAY8rGGSPo+c/1jSu2bWLxm4ZWbNzKyfpAmqGJY/lfTrygO6+wxJj0SafihpgpkdUd5gZh3N7H8lPR7pN1fSvQ360yDtysrK9OCDD2rEiBFxl5IWzZo1I3zHxMxyMnyXMzPCNwBJ0nPPPaf/+7//U3FxXfe2iB8z4AG5e7GZnaTEOu3yRYuHS3pT0nozW67ELHblxDJD0ok17JryC0n7SToueX6EpA/MbLWkDUrcGj76K/MaST9x97UN/CMhzZ599lldddVVkqQ99thDxx9/fMwVAQAyCUtQKpo+fbrOOOMMSVJeXp6uvfbamCuqG2bAA3P3r5XYrWRspYdaSdpNFcO3S/qLpO+7e7V7dSeXkQyS9ETymnJtJe2iiuH7S0nHuvtH9fsToDHtvvvuysvLU4sWLbTrrqls7Q4AaApYglJR+/bt1bZtW5mZunbtGnc5dcYMeAzcfamkQWbWR9JPJR0jqYukHZTY53uBpNckjXL3qdUOVHHMjZLON7NHJJ2jxGz495QI9MslTVHiA5vPuPum9P6JkC5HH320vvjiCzVv3lxdunSJuxwAQIYhgFe0yy67aNasWVq1apX22WefuMupMwJ4jNx9oqSJaR5zktjbO6t169Yt7hIAABmKJSjb6tixozp27Bh3GSlhCQoAAAAQEAEcAAAACIgADgAAkCVYgpIbCOAAAABZgg9h5gYCOAAAABAQARwAACBLsAQlNxDAAQAAsgRLUHIDARxA1iktLdWaNWviLgMxYQYQQLYjgAPIKlu2bFGfPn1UWFiop59+Ou5yAABIGQEcQFZZtWqVJk+erLKyMr399ttxlwMAQbEEJTdwK3oAWWWnnXbSY489pvfff1+33HJL3OUAQFBlZWVxl4A0IIADyDoXX3yxLr744rjLAIDgmAHPDSxBAYAMU1JSogEDBmi33XbTxIkT4y4n4xBAkAmWLl2qQw45RD179tT8+fPjLgdZhgAOABnmyy+/1Lhx4zR//ny98MILcZcDoArvvPOOpkyZohkzZuj111+PuxxkGZagAECG2XfffXXppZdq5syZuuiii+IuB0AVfvjDH+qUU05RcXGxTj755LjLQZYhgANAhmnWrJn++Mc/xl0GgBq0bt2ad6hQbyxBAQIoLi7WOeeco0GDBmnp0qVxlwPknMbaGWLTpk366U9/qsGDB2v58uWN8hypmDZtmvr166ebbrop7lIQE25ElRsI4EAAb7/9tv76179q7NixevbZZ+MuB8g5jRVKxo8fr6efflpFRUX629/+1ijPkYoHHnhAb7/9tu6++2598803cZcDoJ5YggIE0Lt3bx1yyCFauXKlBgwYEHc5QM5prAB+xBFHqFevXlq7dq369+/fKM+RitNPP10vv/yyjjzySHXs2DHucgDUEwEcCKCwsFAff/xx3GUASFH79u01ZcqUuMv4zoknnsgyNiAHsAQFTd7MmTN1wQUX6KWXXoq7lCZv5MiRuvjii7VgwYIGjfPRRx/p/PPP1xtvvJGmygAgM9R1H/yHH35YP/vZz/Ttt982ckWoD2bA0eRdd911+uc//6lRo0Zpw4YNcZfTZC1fvlznn3++3F1mpscee6zeY1122WWaNGmSxo8fr3nz5qWxSgDIfLNnz9YVV1whSWrbtq3uueeemCtCZcyAo8n7/ve/L0k6+uijY66kaWvTpo0OOuggmZn69u3boLHK/07LvwNAU9KpUyfttddeysvL05FHHhl3OagCM+Bo8m688UZdeOGFat++fdyl1FtpaWncJTRY8+bNNWnSJK1evbrBfxf33XefbrjhBnXo0CFN1SGTcCt6oGatWrXS9OnTtX79ehUWFsZdDqrADDhy0vvvv697771XK1eurPLx5cuX65577tHEiRMlSR06dFCzZtn7n8OWLVviLiEt8vPz0/aLkLvrnnvuyagP0KFpeeaZZ/TYY4/Ve4eWzZs368EHH+TzKaiXgoICwncGYwYcOae4uFgnnniiNmzYoC+++EIjRozYps/VV1+tp59+Wm3atNGKFSuUl5cXQ6Xpkwsz4Ol26aWX6sUXX9Tvf/97do1AcG+99ZaGDh0qSdphhx105plnpjzGww8/rGuuuUZmpunTp2u//fZLd5nIQtyIJzdk75QfUI38/Pzv9sf93ve+V2Wf8vZOnTplffiWqp8Bb6y7A2aD8r/j6l4DyF7ZEEA6dOiggoICNWvWTJ06darXGOWv3datW6tt27bpLA9ZLJvfrcVWzIAj5+Tl5emjjz7SrFmzdMQRR1TZ5+6779bJJ5+sfffdN3B1jaO6GfAtW7aooKAgcDWZ4YEHHtCZZ56pAw44IO5SEECmhfKePXtqxowZKi4urvfM9amnnqopU6aoffv2/CIJ5BgCOHJSu3btavzk9/z587VkyRL17t07YFUVffbZZ5o7d65+9KMfNXis6gJ4U16akpeX1+DdVJA9Mi2AS1L37t0bPEavXr3SUAlySSa+1pE63sdAk7NlyxYdfvjhOuWUU3T99dfHUsOiRYt02GGHaeDAgXr44YcbPF51S1CacgBH00IoAZBNCOBoctxdmzdvlqTvvodWWlr6XTguKSlJy3hVyZXdUYDaEMDRVPBazw0sQUGT07x5c7333nv697//rdNOOy2WGrp06aJ3331XX331lU499dQGj1ddAG/KH8JE08JrHUA2YQYcTVKPHj107rnnavvtt0/ruO6uadOm1emW9n369NHpp5+elk+0Vxc+cjmUrFu3Tp999lncZWSssrIyTZs2TZs2bYq7lCBy+bUOIPcQwIE0uvHGG3XggQeqX79+QZ+3uvCRq2vAy8rK1Lt3b+2///66++674y4nI1111VU68MADNWDAgLhLSbuq3oIngAPIJgRwII1mzZolSfriiy+CPm9TW4JSUlKir776StLWnzkqKn8NNpWfT67+sglUZmZxl4A0YA04kEYPPfSQ9ttvv7RsLZiKprYEpUWLFhozZozeeustXXXVVXGXk5EeffRRDR8+XCeffHLcpaRdVQGEAA4gmxDAkRPKdzaJ+6YznTt31l133ZWWsUpLS1VWVqbmzZtr06ZNMjNtt912Vfat7lPxuRxKTjjhBJ1wwgnbtJeUlKh58+ZNfpaoa9euaXstZoONGzfGXUKDbN68WXl5ebV+JiRT/q1DfNgFJTewBAVZb8OGDTrooIPUpk0bjRs3Lu5y0mLhwoXabbfdtPPOO+sPf/iDWrZsqZYtW+q9996rsn+uznSn6o033lDbtm3Vs2dPrVu3Lu5yEMi3336rrl276qijjsrKrTcnT56s9u3bq2vXrlq6dGm1/dauXauePXuqbdu2euONNwJWiEzS1CcXcgUBHFlv/vz5mjZtmoqLi3Pmf0qffvqpFi1apFWrVmnUqFFyd5WVlamoqKjK/tXNiDS1mZI33nhDmzZt0syZM/X111/HXQ4CWbVqlUpLS/XBBx9o5cqVcZeTsnfffVdr167VvHnzatzZ5+uvv9bMmTO1adMmvfnmmwErBJBuLEFB1ttnn31011136bPPPtPPf/7zuMtJi/79++vaa6/VunXrdOONN+rHP/6xCgoKdPPNN1fZv7qg3dRmxq+88krNmzdPe++9t/bff/+4y0EgnTt3Vu/evfXDH/5QHTp0iLuclJ177rmaOnWqdtppJ/3gBz+ott8BBxyg22+/XV9++aWuvPLKgBUCSDcCOHLCL3/5y7hLSKv8/Hzdd999351Pnz69xv7MgCd07NhRTz75ZNxloJFVfl23aNFCf/jDH9S1a9eYKmqYtm3b6s9//nOd+t5yyy2NXA0yHUtQcgNLUNBkzJgxQ/vtt59OOumkam9OsmLFCh199NE69NBDtWDBglrHXLhwoQ499FD17dtXK1asSHfJdVbTLiiXX3659thjD40dOzZwVUBFJSUlGjx4sHr06KFPPvmk3uPkyj7g7q6zzz5b3bt314QJE+IuJ6O999572nPPPTV06NCs+bu++uqrtfvuu+vll1+OuxRkIAI4moznn39eM2fO1KuvvqpPP/20yj4TJkzQe++9p8mTJ+vVV1+tdcxXXnlFkydP1vvvvx/r/0Crm+kuLi7WI488orlz52rEiBGBqwIq+vzzz1VUVKRZs2bpueeeq/c4VQWwbAllUUuWLNFTTz2lOXPm8M5NLZ588knNnj1bzzzzjL755pu4y6lVaWmpHnzwQc2bN0/Dhw9P69hN7Z3NXMUSFDQZQ4cO1auvvqrdd99dBx98cJV9jj/+eP3oRz/Sxo0bNXjw4FrH/P/snXlcTfn/x1+n275rU6nIkl3ZI7KTJAyRMRgzxhhjZ1ZjGcMMX2Z88R2GGYOZnzBJWSdLYwuVIoSQpFVKe93qLp/fH8097lr33m73Vj7Px+M+dD/r+5zzOcf7fs7r8/4EBgbi8OHDMDY2xvDhwzVtstIoeiAbGhriq6++wtmzZ6lmlKJzunbtipkzZ+Lx48eYPXu22u00Fwfc0dERCxcuxPXr1/Hxxx/r2pxGzbx58xAfH4/+/fvD2dlZ1+bUCYfDwerVqxEREYElS5ZotG0qQWkeMPSXFEXTMAzjAiADqIlQ4uLiomOLmj+3b9+WuyHN77//Dg8PDx1YRKE0HFu2bMGJEyck0n777Td06tRJRxZRKA3HoEGDJL4vXrwYU6dO1ZE1bweZmZlwdXUVfXUlhNStSVURKkGhUFAzg7xixQoEBgYqpf1ubLxtUVCioqIwcuRI/Pnnn7o2haID5I1rTW06FRoaipEjRzaaNR1qWf0AACAASURBVBMPHz6En5+f0psqlZaWYsaMGZg9ezbu378Pf39/rF27toGtpGgTOnHaPKASFAoFwL179/DTTz8BAHr06IENGzbo2CLVeNseyN988w1iYmKQmJiImTNn6tocipaRN941dQ+sXLkS6enpePXqFcaNG6eRNuvDli1bcO7cOZw7dw7z5s2DnZ1dreXDw8MREhICAHj58iXOnz+Pv//+G3PnzhWf0aNQKDqGzoBTKAA6dOiAfv36oUWLFo3iP11Vedu2op82bRqMjIwwffp0XZtC0QHyZsA15YBPnz4dRkZGCA4O1kh79WXSpEkwMzODn58fbGxs6iw/ePBguLm5oW3btpg1axYsLCwwfPhwODk5acFaCoWiLHQGnEIBYGpqitjYWF2boTaKtt9urg740qVLm82mSxTVachFmJs2bcKmTZs00pYmCAwMRFlZmdLl3d3d8eLFC/b7jBkzGsIsig552954NlfoDDilSXL27Fl8+umnePbsma5NaRQocsAVpTcWioqKsGLFCo2H6aI0b+T9sGyuPzYpFGloFJQ38Hg8rF27Fj/88EOTW/NEZ8ApTQ5CCCZPnozKykpkZ2cjPDxc1ybpnKY6A/7TTz+x2ntfX1907NhRxxZRmgLyxntjH+sUiqagDvgbDh8+jPXr1wOoWb/VlCSkdAac0uRgGAZ9+vQBAPTt21fH1jQOFDkfjX0GvHfv3tDT04OrqyscHR11bQ6liSBvvDf2sU6haAoqQXlDt27dYGJiAktLyyY3gUNnwClNkn/++QcvX76kq/r/panOgE+YMAHZ2dkwNzeHmZmZrs2hNBHkjXfqgFMobx+9evVCZmYmOBwOrKysdG2OStAZcEqTxMDAoNk434cOHUJYWFi92uDxeHLTq6qq6qybmZmJbdu2ITU1VWGZmJgY/O9//0N5ebnaNiqiZcuW1PlWk+TkZGzbtg25ubm6NkUpuFwufv75Z0RHRwOocZr37t2LCxcuqNSOvPGu6B7QBGVlZdi5cydu3brVYH1QKMpCZ8AlsbGxaXLON0BnwCkUnRIWFob33nsPAHDp0iUMHTpUrXYqKyvlpldXV9dZd/r06YiOjsaBAwdw9+5dmfzS0lIMHz4cXC4Xz549w7Zt29SykaJ5xo4di7S0NERFReH06dO6NqdOvvvuO/zwww8wNDREVlYWDh48iJUrV0JPTw+PHz9G+/btlWpH2w74F198gV27dsHMzAyvXr2Cqalpg/VFodQF1YA3D+gMOIWiQ2xsbMAwDDgcDqytrdVuR5EDrihdHNHGHoo2+DAwMIClpSUAwNbWVk0LKQ2B6HrUtTlLY0Fkr4WFBQwNDVm7TUxMVHoLom0HXGS3lZUV9PXpvBWFQqk/9ElCoeiQYcOG4fbt2zA0NESXLl3UbkeR1EQZBzwkJATXr19H//795eYbGxvj9u3bePLkCYYMGaK2jRTNc/HiRcTHx8PX11fXpijFihUr0LdvX7Rt2xaWlpaYPXs2PDw84OjoqNJGMfKcbWXe9qjLt99+i2HDhqFz584wNDRssH4oFGWgEpTmAZ0BpzR5ysrKcObMGZSUlMjkZWVlITIyki1TWFiocvtXrlzB48eP6yx3584dtTSiXl5e9XK+AeD169coKCiQWXSpjAbcxMQEI0eOhIWFhcIyzs7OGDp0KH312ciwtrbGyJEja3UKk5KScOPGDYm0goICnDlzBlwuV26djIwMnDt3rkHi6vr6+sLFxYX9PmDAALi7u6vUhjxnuyFnwBmGwbBhw+oVqef27duIj4+XSRc9m4qLi1VqLy0tDRcvXmSdMT6fj7///hs5OTlq20hpGtDncPOAOuCUJs+0adMQEBCACRMmSKTz+Xz07dsXY8eORZ8+fRAQEAA/Pz+V2j548CCGDh0KLy8vZGRkKCwXFxeHPn36oF+/frh06ZJax1Ef/ve//+HRo0d4+vSpRLoiB4vydvDo0SP07NkTPj4+OHHiBJs+atQoBAQE4IMPPpCpU1lZid69e8PPzw/r1q3TorXKo20JSn25efMm+3y4evWqRF5wcLDc51dtFBcXo2fPnhg1ahS2bt0KAFi5ciX8/f3Rv39/OkNKoTQBqANOafKIZr5LS0sl0oVCIRu1o6KiQqKsqm1XV1fXKucoLy9nZwul7dAGIkdbesaSOuBvN1wulw3PJz72RWNU3v0gEAjY+0UXY1kZmloYwvLychBCQAiROae1XQtF8Hg89t4W1RP9W1ZW1uR2BKSoBv2B1TygGnBKk+fo0aM4ceIEAgICJNINDQ1x9epVxMTEYMyYMfj7779VngFfsGABrKys4Obmhg4dOigsN2zYMJw4cQI8Hg+BgYFqHUd9CAoKwvnz52UW41EH/O2mV69eiIyMREFBAYKDg9n0v//+G+fOncPUqVNl6piZmeHq1auIj4/HzJkztWmu0jS1nTBHjhyJiIgICAQCmZ36jhw5goiICJV28LOzs8OVK1eQlJTEXqPt27ejX79+GDRoEDgcjkbtpzQuqASlecDQX1IUTcMwjAuADKBGSyqu99QmeXl5AAB7e3ud9K9NlixZgoSEBJn0IUOGYMOGDUhJSUGbNm1gYGCgsT5zcnJgbGyMFi1ayOQJBAKkpqaiXbt2yM3NhZGREWxsbGptr6KiArm5uSrrgd9mKioq8PDhQ7Ru3bpZjvPq6mqkp6fLhCcMCAhAUVGRRNrMmTMxZcoU8Hg8ne2qqsheCqU+DBo0SOL7okWLMG3aNB1Z83aQmZkpvteIKyEkU9N9UAkKpVly7949tG7dGq1bt8b9+/d1bU6DI5IMyEtfvnw5PDw8ZN4Q1IfLly/Dzc0N7dq1k6uNDw4OhoeHBwIDA9G6dWu0bdsWaWlpCtvj8/no06cP2rZti507d2rMzuZMdXU1unTpgr59+6JVq1Z4+PChrk3SOKNHj0aHDh3w1VdfSaTLm+3Ozc1F27Zt0bp1a5lFp9pizJgx6NChA7788kud9E95O6ATp80D6oBTmiVPnz4Fl8sFl8uVWZjYHKnNARdtriNvkx11efjwIfh8PgoLC5Geni6TL+rr/v374PF4KC4uxosXLxS2V1FRwV4nTdrZnCkrK2N//PB4PKSkpOjYIs2jaOzK0zjn5eWhpKQE1dXVePTokVbsk6Yh7jUKRRoqQWkeUA04pVkyadIkbNq0CQzDYOLEibo2p8GpzQH/5ZdfsHv3brzzzjsa6+/DDz9EXl4e7Ozs4OPjI5N/6NAhhISEYObMmTh9+jRatGhRawxxS0tLHDt2DNeuXcNnn32mMTubMzY2Njh69Ch27NiB4cOHa/QNR2MhPDwcJ06cwMKFCyXS5TngHTp0wH//+1+UlJRg1qxZ2jJRguPHj8u1l0KhUKShGnCKxmksGnCg5lVdY5otEN1vmrZpzJgxbMQXcVq2bImwsDC2b030q047mr4O9WmvsY2J+iAUCqGn17hfZGrifEu3MWLECJkY91OmTMHSpUvr1U9D0JzGG0U3SGvAFy5cKLGoWl3o2FQM1YBTKGoiEAgwfPhwGBsbIzw8XNfmAABmz54NPT09GBsbazRWOCFEYbQT0cz4/v37YWhoWO9Z8I0bN0JfXx+LFi1SqrxIl+vg4IAHDx7Uq28RK1asgL6+vloxqhcuXAh9fX18//33GrFFV/B4PAwaNAhmZmY4c+aMrs1RyL59+2BgYIApU6ao3ca4ceNgZGSEkJAQNk3eDHhjC71XXV2NAQMGwMzMDOfOndO1OZRmhCac5sWLF0NfXx8bN27UgEUUdaAOOKVZUlBQgEuXLqG6uhqnT5/WtTkAgIiICAA1/zFHRkZqrN3KykqFzkdFRQUIIYiIiACfz8eJEyfqFS85PDwcQqEQx48fV6r8nTt38Pz5c+Tn5+PKlStq9yvO8ePHVbJBU3UbE7m5ubh+/ToqKysbtQN+4sQJCAQCREREqOUgV1RU4OzZs+DxeDh58iSb3hQc8KysLMTExIDL5eLs2bO6NodCkaC5PAubMlQDTmmW2NvbY8uWLbh27Rq++OILXZsDANi1axfWrVsHZ2dnjWpEFem/gZo3AdXV1Vi3bh0EAgHGjx8PfX31b/vNmzfjxx9/lLuDojxGjBiBBQsWoKSkBDNmzFC7X3G2bduGX3/9FYsXL1a57o4dO/D7779j5cqVGrFFV7i4uGDjxo24detWoz6WdevWQSgUIjAwUC2pjKmpKXbs2IHz58/jm2++YdPlRUFpbHHA3d3dsX79ety+fRvLli3TtTmUZoQmpMPbt2/Hvn37sGLFCg1YRFEHqgGnaJzGpAF/G8jIyMD06dMV5p86dUpurG4KpSkiFArh6+srkz5u3DiZcIUUSnOAxgHXPlQDTqGIcezYMXh4eKBnz57o3r07bt++rVL9Z8+eoW/fvggMDGxWO0TWdSy1zZCrSnl5OcaNG4f+/fvXGlZQWQQCAWbMmAFPT0/cu3dPIq+srAxjx46Ft7e3TKzx5ORk9OrVC1OmTEF1dXW97WisHD9+HB07dsR3333XIO0fPnwYHh4e+M9//qOwzNKlS9G5c2f8888/AIDTp0+jY8eOEjPSDU1ISAg8PDywZcsWhTPdmp4Bz8nJgY+PD0aNGoXi4mKNtk2hUCjUAac0GXbs2IGnT58iMTERSUlJOHDggEr1Q0NDER8fj1OnTiE+Pr5hjNQBdTnYmnTAb968ibNnzyIuLo6NrlIfnjx5gpCQENy7dw9//PGHRN7169cRGRmJ2NhYmYW0ISEhuHPnDsLCwpr1Rks7duzAkydPsGnTpgZp/7///S+ePn2q0AEvKyvD9u3bkZycjF9++QUA8L///Q9PnjzB5s2bG8SmuuzUlgN+6tQp3LhxAxcvXtToomkKhUIBqAac0oRYtGgRsrOzYW5uDj6fj9mzZ6tUPygoCKGhoXByckKfPn0ayErtU9cMuCZn+wcMGAA/Pz/k5+drJK64h4cHgoODkZSUhJkzZ0rk+fj4YPTo0SgsLJSJ5T59+nScPHkS7dq1Q/fu3ettR2Nl0aJFyMrKwnvvvdcg7S9ZsgRr167F3Llz5eabm5tj8eLFiIyMxPz58wEAn376KVJTUxEUFNQgNimyc926dfjoo48ULiKuz+JieYwfPx4HDhyAiYkJhg0bptG2KRQKhWrAKRqHasC1S1RUFNauXaswf+vWrfD29taiRRRKw1FcXIxx48bJpA8ePBg//PCDDiyiUBoWqgHXPlQDTqFIERISgvHjx+PGjRs4deoUAgICcP78eYkyQqEQn3/+Od59913k5eXpyFLVCA0NRUBAAK5evcqm7dy5ExMmTMDDhw9rravKDHhaWhomT56sUhzsqqoqzJ8/Hx9++KHczX6AmlX5q1atwrRp05CTkwMA2LJlCyZNmoRnz54pbJvP52Px4sWYPXt2rTrbv/76S+b8EELw5ZdfIjg4GK9evVL6eCg1REVFISAgoFHEyT979izatGmDESNGoLS0tNayima6FUlQTp48iYCAAFy4cEEiPSwsDAEBAbh06ZLE300FQgi+/vprTJs2DS9fvlRY7vnz55g8eTL9caJjLly4gICAAIlwmupCJ06bCYQQ+tHRB0AHABsBXAPwEkAVgBIAzwAcBTALgIGSbV0EQNT4eDXAcbmI2s/IyCCaxMrKigAgvr6+xN3dnQAg3bp1kyhz8+ZN9vi+//57jfbfUNjb2xMApH///oQQQkpLS9ljmD59eq11jx49Snx8fBR+Tp8+zZZduHAh225aWppStoWFhbF1Dhw4ILfMnTt32DKrV68mOTk57Pd58+YpbDsyMpIt9/PPPyssJzo/3t7ebNqtW7fYuuvXr1fqWChv6NmzJwFAXFxcdG0KcXNzY6/lnj17ai378uVLueN82bJlcsu3adOGACDdu3eXSHdyciIASJ8+fST+biqI33Nr1qxRWO7TTz9ly6Wnp2vRQoo43bt3JwBImzZtVK4rPdaPHDnSABZSxMnIyBD3k1xIA/iAdAZcBzAMY84wzD4AjwF8DWAQgJYADAFYAGgLYCqAgwCeMQyjjACxZwOZ26iYNGkSGIbBxIkTMXHiRPZvcTp37oxOnTrB0tISI0aM0JGlqiF+XABgZmaG0aNHQ19fH+PHj6+1bl2LLMVnwP39/WFsbIz+/fvDyclJKdv69u2LVq1awcHBAQMHDpRbpn379ujevTvMzMwwatQo2NnZYdCgQTA0NIS/v7/Ctr28vNCmTRvY2NjIDS0nQnR+JkyYwKZ5eHigS5cusLCwwMiRI5U6FsobFN0/ukC0nsDExASDBw+utayqGnBFxyl+z0nff00B0T1nbm6OUaNGKSzn7+8PIyMjDBgwAC1bttSihRRxRONw0qRJ9W6LEDoD3hygGnAtwzCMJYDLkHWYqwC8AmAKwFYqTwBgFiEkBHJgGMYNgHhMuOcAlN0Wbjwh5JGSZZWioTXgAoEAHA5H5m9phEKhWpt/6Ap5x1Lb8YnYvXs3Dh06pDD/448/lljgqM55ET0n6toCWbptZftSppyic9HUrnNjQpnxpS34fD44HE6dYyw9PR3vvvuuTHqPHj2wa9cuuXUUHaeyz5LGjDLjn94jjQN1xxjVgGsfqgFvnuyHpPMdB2AMAAtCiBshxA5AGwBbUON4AwAHwO8Mw/RS0KZ4exUA2hNClP1o1PluSK5fv47ly5cjNTWVTfvnn3/Qp08fTJo0CZs2bZLQgeriP5ySkhKsWrUKGzduxPLly2VC5FVXV2PDhg34+eefZerKezAr87DmcrkghCArKwuZmZkysyPSM+R1nZf79+9j+fLlSEhIYNMYhqnTMZLXtrLXQJlyis4FdSzUpzE5nPr6+uwYi4iIwBdffIH8/HyZcupEQdm7dy/Wr1+PqqoqiXTx45d3LjIyMrBy5UoZ/XhtxMTEYPny5UhOTlZYhsfj4fvvv8f27duVblcRyox/eo80DhrT/UbRPTQMoRZhGMYXgHjsthMAggghPPFyhJAXAD5nGOYqgAjUOOBGAH4EIE+OIu6A3yWEKDv73aSYPHkycnNzce/ePVy8eBEAMGXKFJSUlCAhIQERERFwc3OTOzumLTZv3iyxwPHKlSsSjuyBAwewevVqAEC3bt0wZMiQevfJ5XJRUFCAtLQ0AICxsTHs7Owk8lXh/fffx+3bt3H27NlanQgKpSEoKCjAlClTIBAIUFpaKjOrraoDfv36dSxYsAAAYGdnx/6tDMuXL8exY8ewa9culJaWKuVATZs2Denp6YiLi0N0dLTcMocOHcKqVasAAF27dqUSKopKUOVC84D+LNYu4sF2iwDMlna+xSGEnAawUyxpKMMwreUUFXfA79TPxMaLKN6zeNxnd3d39m9DQ0N06NBB63aJ061bNzAMAxMTEwCQiVHdqVMnGBgYwNLSEq1by7uUqsPlcmFsbAw9PT3o6enB2NhYJl8VevToAUDWdgpFG5iZmaFt27YA5I9BHk/+I1NRFBRXV1dYW1tDX18fnTt3VskWUf9dunRRevZS3nNKmo4dO8LQ0BDm5uZo06aNSjZRKMq8jaQ0fugMuHYRX412hBCizP7G+wEsFfvuC+BPqTJeYn83Wwf8zJkzSEtLk3Cy4+PjcfnyZbi7u8PMzAyOjo46tLBmg5iBAwfCwsIC+fn5aN++vUS+r68v0tLSYGRkBFtbaam/enC5XJiZmaF3794AAAMjY0DsJUhlZaVK7e3btw9fffUV6wRRKNrEyMgId+7cQW5urtwxqGimW5Fj7ubmhmfPnoHL5aJVq1Yq2bJmzRpMnz5dXAtaJ+Hh4UhNTYWHh4fCMgMGDEBaWhoMDAwk3lZRKJS3BzoDriUYhnGE5OLKOCWrSgdRlghdwTCMDQA3saRm64AbGhrCw8OD/fUfHx+PTZs24fHjx3BwcFDZ+U5MTMRvv/2m0Z0iAaB169awsbGBh4eHjPYyIiICCQkJGnO+AbC6VkNDQxgaGgIGJhL5Ige8rKwM27Ztw5dffomNGzcqjC+up6cHDw8P6Otr7/f5kydPsGfPnlpjgatCeno6fvnlF+Tm5mqkPV1DCMHhw4cRFRWFU6dOISIiotbyubm5+OWXX5Cent4g9iQlJeHXX39VGBdeGaqrq7F//37Exck+Cs3MzJCfn4/9+/ejurpaIo/P56OoqAh5eXkSr+IVOeAAYGNjo7LzLaJDhw4yb5Vqw8DAAB07dqxzltLJyUmu8y26F4qKiuTWKywsxJ49e/D06VOlbaI0L6gEpXlAZ8C1RzGAkaiJkd0KwC0l67WQ+l4l9V1cfsIDcB9vAYWFhfD19WWd59u3b2Pfvn1K1y8vL8fgwYNRVlaGBw8eYNu2bQ1lKsvZs2fZEFQXL17UWIhE6R8QRN8YTPUbx0jkgC9btgy//fYbm75t2za8evWqUSzQGjp0KHJycnD58mUcPny43u0FBgbi7t27CA0NRVRUlAYs1C379+/Hhx9+KJF2+vRpuTtCAsCMGTMQFRWFHj164O7duxq1hcfjYfDgwSgqKkJ8fDz27NmjVjvff/89vv32WxgZGSEjIwP29vZsXn5+Pnx9fVFVVYW0tDR8++23bF5SUhIePHgAoMYRcXBwAKBYgtLUGD58OLKysvDPP//g6NGjMvkfffQRwsLC4ObmhhcvXshpgUKhNAWoA64lCCFcAOp4AsOlvks/ccUd8IcAhAzDvANgGoD+ABwBVALI/Lf/g4SQ22rY0ajQ19eHsbEx63yam5urVJ/D4cDExARlZWUwMzNrCBNlEPXDMAxMTU011q60xIQYyNeASx+nqalpo9ESiq6fqtdREaJj1VR7ukZ0PBwOB0KhEISQWsdtQx6/np4eTE1NUVRUVK97R1TX2NgYBgYGEnmi+7uqqkqmD1GoQkKIhC67tigoTYm6rl1zG9sUytsKdcAbMUyNd7RELIkHQHqvZHEHXA81M+CdpMoYAbAC0BXAIoZh/g/AJ4QQ9d8f6xgLCwskJCTg5s2bsLS0hJ+fn0r1jY2NER8fjwcPHmDMmDENZKUkQ4YMQWxsLDgcDqvX1gSyDrikBEUkUdm6dSuGDh2KgoICGBsbY9iwYY3GAb927Rpu3bqF0aNHa6S906dP4/r16xg6dKhG2tM106ZNg5OTE2xsbFBVVQWBQIB+/fopLB8SEoJLly7Bx8dH47ZwOBzExcXh7t279bpeK1euhKenJ9q3bw9ra2uJPGtra9y+fRspKSkym8y4urrC09MTAoEAlpaWbHptEpSmxLVr1xAXF6dwc529e/ciKCgI/fv317JlFApFk1AHvHEzH4B47O9wOQs3xR1w6WX3eajZRtUOb/T+DICZAHowDDOCEPJaVaP+3WinNlgxdnV1tYyGsz4IhUJcu3YNXbp0QatWrTBlyhQ2XdTPlStX8OLFC8yaNat2Ix0d4ejoqPGZs+rqaoSFhaFly5YYPlzyBYaXlxdbRh4xMTFwcnJiI6RUVFTgl19+gbW1NWbNmiVXl21kZAQrKyv2u6CFLfSqX6GgoAAWFhbQ19dn+5PelbK2a1NYWIjExEQMHjxYbT14RUUFYmJi0L9//1pnS1u0aME6c8qMl/z8fDx48ACDBg2SG52Cy+XCyMgIHA5Hoj0ej4e9e/fC19cXJSUlaNOmjdraYG3j7e0t8b2282RgYKDS+ayNgoIC3Lt3D4MGDWLHgb29PUaOHClx36lKYWEhCCGwsLBAZGQkvL29wePxcPv2bbRq1QpFRUUYOnSojGMtFArh7Ows056pqanGnjUCgQDXrl1D9+7dNbpeQxmsra0lrh2fz0d0dDR69OgBY2NjxMTEYNCgQUofb05ODlJSUjBo0KBG84Obohriz3cAEs90SsOgjfNLd8JspDAM0w/AFQAiPQEfQFdCyBOxMiYASlETJ1xEBoCNAA4TQkr+LdcCNfHHv0WN/lxEFIAxhBCVxJMMwyg9aM6cOaPR7Y937tyJgwcPwsnJCSdOnJDRL9+9e5fVyk6dOhWff/65xvpWls8//xz//PMPAGD9+vW1bsUuTkREBDZs2AAzMzOEh4fDxsYGM2fOxKNHNXsl+fn5YcOGDUq1tXXrVhw5cgRubm44fvy4Wscxffp0PH36FJMmTWJjFqvK0qVLER0djYEDB2LHjh1qtSENIQQTJ05EVlYW3nvvPSxdulTp/Llz5yIxMZGVMFhbW+PkyZMalQQ1N6ZMmYK0tDSN30/Tpk3Ds2fP0LJlS+Tm5rK68vv374PD4UAgEGDdunUICAjQWJ/KsmXLFhw9ehStW7dGWFiY1vsXZ/PmzQgNDYW7uzucnZ1x/fp1+Pj4KLWJT1VVFQIDA/H69WssWLAAH3zwgRYsplCaPrm5ueJrbOhOmG8LDMN0BXAab5xvAPha3Pn+lx6QdL6vAfAihOwROd8AQAgpJITsQ81seqJY+REA3tek7Q1NYWEhgJodJ4VC2f2GxCMH5OXlac0ucQoKCuT+XRci2ysrK1lZiXhUkNevlX9ZITpPxcXFaq+YF9kuaksdRHXr04Y0QqGQPS/yzm9t+aJ00TkpLy+nM0l10BDXEHgz3kWRVAoLC9k+RAsqFUUCaWhEdhQVFek84oT4+Vf1WvB4PJSVlalUh0KhaAc6A97IYBimB4DzAMSnjY8TQibLKWsNYAAAd9SEItxKCJHdu1myjjtqFmuKnPtUQkg7FW1URoJyCwCePXsGF5e6iitPcXExDh48CB8fH4U66g0bNiAlJQW//PKLSuHDNEVOTg7Wr18PZ2dnfPXVV0rLN0Rh2dq3b89GSElNTcWiRYtgaWmJnTt3yoQt4/P5CAoKkkjjtRkA8uQKsrKyYGtrCwcHB7Uiizx48AAXLlzAjBkzJCJUqEJaWhrCw8MxceJEiU2T6sudO3dw9epVzJo1Cy1aSAcKUpyflZWF5cuXY/jw4eDz+fD09MSgQYM0Zldz5P79+4iKisLMmTM15EFZ1gAAIABJREFUKsdISkrCxYsX4evriytXruCdd94Bl8tFZGQkHB0dUVJSgjlz5sgs0Pznn3+wc+dOmfY4HA6OHTumEdsKCgrw559/YtiwYezGVLri9evX+PPPPzFixAhYWFggPDwckyZNUnoDn5iYGMTHx2POnDlaW3BO0Syi6Fki5syZg8DAQB1Z83aQmZmJdu1Y16hBZsCpA96IYBhmMIBTqFkwKeIKgLH/RlHRVD97AMwTS+pCCHmkwfZdUCOFQUZGhkYdcG2QkZEBZ2dnpXe+UxZCCO7evYv27dvD3NwcOTk5sLGxgYGBAbKysuDi4gKGYSAQCJCTk6PwvPH5fLx8+RIuLi6oqKiQWQhX1XE0jB6fZ7/r6enhypUrcvWfGRkZaNWqFSvlEQgEyM7OhqurK3JyctCiRQuN/ojJysqCg4ODjFNVXwoKCqCvry+xKO9tgcfjITExEb169ZI7ZktKSsDn82FjY6MD6yTJy8uDqalpvRzB06dPY9OmTTLpDMPg2rVrCuvl5ubC0tKS3aVWmsrKShQVFelsMy9CCDIzMyXuRx6Ph1evXsldpyA6lwzDoKysjA3HSGl+SE8SLFy4EMHBwTqy5u0gMzNTfAMuKkFpzjAMMwPABUg635cAjNOk8/0vkVLf+2i4/SbL8uXL4ebmhmnTpmm87bFjx6Jnz55wcHDA1q1b4ezsjH79+mH27Nlwc3PDxx9/DAAYP348XF1dFequx4wZA1dXV6xfv56NcCKBvpHEV6FQKHeh6ZIlS+Dm5ibxIA8KCoKbmxv8/PzQqlUr9OrVS34favDjjz/CxcUFgwcP1kh7IuLi4tCqVSu4u7u/lXGR27Zti379+qFbt24yeampqWjdujVcXFyQkJCgA+veEBkZCWdnZ3Ts2FElOZU0iiaNCCEK8/766y84Ozuje/fucjcP4nK58PLygrOzMw4dOqS2bfXhk08+gZubG2bPns2mDR48GC4uLvjpp58kyl64cAHOzs5o3749PDw84OzsjDNnzmjbZAqFUg+oA65jmBrWA/g/1IQLFHESgH8DhQpMlfpOp07+JTY2FkDNa1tNc+dOzSalXC4X0dHRAGpew4v6Ev0rskH0ryIbY2Nj5eqXCcdIJk2eEy3vWEVpd+/eBSEEycnJKCkpkamrDqK2b9++rdGQcXfv3kVlZSUKCgreut0BhUIhsrKyANQ429I8fvwYRUVF4HK5uH9ft3t03b59G3w+H1lZWcjMVH8yqbYNd+StCwGAW7duQSgU4tmzZ8jPl1XpFRYW4smTJyCEyN2ZUxtI3/eiiDDiaSISEhLYN2FZWVkQCASIj4/XrsEUCqVe0DCEOoRhGGMA+wFIv0vaB2A+IaShdpaQnlHXrNaiCbN7927s2rUL06dP13jbR44cwdKlSzFy5EgsX74crVq1gq+vL1q3bo39+/dj7ty5bLmwsDAsWbJEbjuhoaE4ceIEVqxYIdexJvqyDrg8R33Pnj3YtWsXZsyYwaYdOnQIR44cQXBwMMLCwuDt7a22/lua//znP7Czs8OYMWM0KkGZNWsWnj9/DisrK43tLtpU0NPTw86dO7Fr1y589dVXMvl+fn7YuHEjKioq8O677+rAwjcsWrQIr1+/hru7Ozw9PdVuR5GTLcqTJ8P58ssvUV1dDU9PTzbEpzjOzs44cOAA4uPj8c0336htW3349ddf8dtvv7HhUw0MDBAaGopz587JRJ/59NNPkZ+fj9atW0NfXx9Pnz6ViQZEoVAaN1QDriMYhrFEzSz3EKmstYSQ9Sq0o4eaON/6hJBsJesMAHBDLGnuv1FSNEJT14A3JZ4+fYo5c+aw3wkYVPabDZO4AxLlQkND4eTkpGXrKBTNExoaqjAEX1RUFIyMZH+AUihNGaoB1z5UA95M+Td6yUVIOt/VAGap6HzfRs3umLkAVAn2LB0+5J4KdbVORkYG2rVrh7Zt2yI9Pb3O8rNnz4apqSkOHDiA3NxcdOrUCa6urhqTJ4jadHNzQ0JCAjw9PeHk5CTxij8yMhJWVlYYM2ZMra/MxcnLy0Pnzp3h6uqKJ08kI05+9913MDExwerVqyXS//nnH8TExCApKalG/6rHAfRkX2zt3r0bJiYmWpklEz8/KSkpKtePiYmBnZ0dvL29UVFRoVJd8bFy8uRJ2Nvbo3///nJ1v28TX3zxBUxMTLB58+Y6y/7f//0fzMzMJN6MKMPff/8NKysr+Pn5KT3m1UHRDHhpaSlatWql1riRB5/Px5gxY2BlZYXISOllMxSK7qAbKjUPqAOuZf7dPOcMgL5iycUA/Aghf6rYXA7eXMPeDMPY1VZYjKlifxcBuKNiv1rl+vXrSE1NxfPnz2uNcgDULMQ6dOgQuFwujh49iri4ODx+/BiZmZm4dOmSRuyJjY3F48ePkZGRgZCQENy7dw8vX77E+fNvIo8cP34cJSUlOH/+PHJzc5VqNy4uDsnJycjMzGQ38hEREhKCyspKhISESKRfuHABAoEAxcXFNTITPQ7A6IFIPaBPnDiByspKrSwwi4mJYc+POuf8zJkzeP36NXueVSE6OpodKwcOHEB+fj57Xt9mDh06hMrKSqXCUf7111+oqKjA4cOHVXKkw8PDUVJSgnPnzuHVq1f1MbdWFK0fKCgoYMeN9A9YdcjNzcX58+dRUlKC8PDwerdHoVAo4lANuPbZCWCg2PdXAEYTQu6q0dZJAKJtFvUBLAKwtrYKDMMEABAPQ7GvAbXmGmH8+PGYMWMGhEIhJkyYUGtZhmGwfft2HD9+HGvWrEGvXr3w/vvvo7y8HFOnTq21rrKMHj0as2fPRkVFBb766iuUl5cjNzeX1W4CNdFUXrx4gQEDBsjdNlseI0eOxJw5c1BaWioThWXTpk3Yvn07FixYIJE+ZcoUREVFwdzcHEZGRhCKZr/19AHBG0dlwYIFOHr0KN5//331DloFxowZw54f6RjlyvDxxx8jMTER7dq1g5eXl0p1AwMDWa3zunXrwOPx0K5dO/Tq1UtlO5oTW7duxd69e7FixYo6y65atQoVFRUIDAxUKRTnsmXL8OLFCwwcOLBB5U6KHHBHR0d06dIFXbp0qZfGXESrVq2wdu1a3Lx5E8uWLat3exQKhSIO1YBrEYZhJgMQ3ymiBMAgQoha4QkYhrECkIIaDTgAVKFma/krCsr3Rs0mP6KAwIWo2d4+R53+a7GLasC1xIULF/Dtt9+y34UmLVDlFQTjhENgqt/ILrZs2YIBAwbowkQKRaPs3bsXf/zxh9w8utaB0hyR1oAvWrSoQULlUt5ANeDNCIZh9AFskUr+QF3nGwAIIcUAVoolGQE4xzDMNwzDsKEFGYZpyTDM16jZ1EfkfBMAn2ra+dYVmzZtgpeXF86ePdsg7ScnJ8Pb2xvu7u4YPHiwjBY9Li4O7u7usLe3x+DBg+Ht7Y1Hj1Tf22jdunXw8PBAhw4d5Ea1kKa0tFTiO9E3rPmXY1hrubeFgoICjBkzBv7+/uw29M2NK1euwNXVFS1btsRff/2lUt0LFy6gZ8+e+O677xrIOuV49eoVRo4cicDAQHbrdEWIR/4pLCxEYmIiG9ZQXrQfbR5jWloa+vTpAzs7O8yaNUtCwlNWVoYJEyZgxIgRdcrSxo8fD0NDQ9jb2+ssLnlT4tixY/D09JS7Q2pzhE6cNhNEmxfQT8N+ALyHGqdX9BGgZvZa1c9iOW1vkGqbABACyAbw8t+/pfM/bcBjdRH1k5GRQbSBkZERAUBGjBjRIO1//vnnEudv8+bNEvmzZ8+WPr/ks88+U6kPPp9PGIaRaKO8vLzWOgcPHiQ+Pj7sx3vcdNJr5UHi7TdZIv3YsWMqH3Nz4ODBg+y5PHr0qK7NaRDeeecd9hh79uypUt2xY8cSAERPT48IhcIGsrBu9uzZwx7DiRMnai27ZcsWdlxbWVkRAIRhGOLj40OSk5NlymvzGDdu3Chx/yYlJbF5p06dYtN3796tsI2ysjKJNrp169agNjcH+vbtSwAQe3t7XZvSIIg/y318fMiRI0d0bVKzJyMjQ/w+dCEN4CvRGXDt8Y7Udz0A7dT4yOwnTQj5BsBM1EhKRDAAnAC0/PdvEekAAgkhP9f7iBoRixcvhouLCz766KMGaX/atGlo164d7Ozs0LlzZ0ycOFEif/bs2WjRogVMTEzQtWtXtG/fXuVXhBwOBwsXLoS9vT3s7Ozw0UcfwdTUtNY6imbAoU9nwAFg1KhR6N27N/r164dhw4bp2pwG4YMPPoCVlRVMTU1l1gjUxdy5c+Hi4oJFixbpNLLC2LFj4enpiYEDB9a5U6r4DHjLli1haGjIrrOorKyUKa/NY5w0aRLc3d1hYmKCsWPHwsPDg83z8fGBj48PevToAX9/f4VtmJmZYeDAgWAYBqampvjkk08a1ObmwPz589GqVSssXLhQ16ZQKEpDNeBagmGYJABdNdDUt4SQdQr6MAcwC8BYAF6o0YYLUBMtJQk1oQrDCCH1j9FVC1QDrj02bdqE06dPs9/5jl3Bc/eBQcol6Oe9Cbs4bdo0LFq0SBcmUigaZfXq1Qqj6/z444/o37+/li2iUBoWGgdc+1ANeDOCENKNEMJo4LOulj7KCCG7CCHjCSGuhBATQog5IaQDIWQSIeTPhna+tUVISAimTp2Ke/dqQpiXlZVh/vz5+PzzzxWGTrt69SqCgoIkYvo+efIEwcHB2Lev7n2Itm3bhvfeew/79+9HUFAQbt68KZMnb4ttPp+P5cuXo2fPnvjwww/r1LiqwrNnz5CcnMyGfWN3wZTaDVOkfxYKhVi1ahU++ugjtTTRt27dwtSpU3H8uCph57VDREQEe33ff/99bNiwQdcm1Yt9+/YhODhYYSjG06dPIygoCDdu3EBsbCyCgoIQERHB5h87dgxTp05FQkKCtkzWCvJmuWvLKy0txbx58/Dll1/WuoumPCIjIxEUFISrV6/K5PH5fKxcuRKffPKJynHHo6OjERQUhDNnzsjN/+mnn/Dee+8hKytLIr2wsBAffvgh1qxZg8TEREydOlWp0JKUxkNcXByCgoLqFdqSxgFvJjSEroV+3u4PGlgDLhQKiYGBAQFA/P39CSGE7N69m9Vr/f3333LreXp6EgCkTZs2bFpwcDCrIS0rK1PY54sXL9j2TU1NCQDSv39/mbzFixfL1D158qSEpvPnn3+uz+FL0KZNG7bdAQMGkL4zvyC9Vh4k/aYvk9AMLl26lBBCyJUrV9jyP/30k8r9DRkyhAAg1tbWGjsGTWFra0sAEFdXV/YYExMTdW2WWpSXl7PrAYKDg+WWcXJyIgBI3759iY+PDwFAbG1t2XwLCwsCgAwfPlxbZmuFhQsXymhiRZ9z587JlN+xYwc7Hi5evKhSX6L7y9PTUyZPXNP966+/qtRu7969CQDi4uIik/f8+XO23SVLlkjkbd68mc3r378/AUCMjIxU6puiWwYPHkwAEBsbG6XrUA249qEacApFDgzDYMyYMQAAPz8/AMCAAQNgZWUFZ2dn9OjRQ249UVnRv0BNTG89PT0MGTKkVr11y5Yt0bNnTxgYGMDb21uiHfG8ESNGyNT18vKCvb09GIaBubk5Bg4cKFNGXaytrdl/9fT0QAzMAADE0EyiXF5eHgCgc+fOcHNzg7m5OXx8fFTuT945bCyMHTsWQE08dWNjY3h4eMDd3V3HVqmHiYkJhgwZAj09PYwePVpuGfFrIe+6iP4W3SvNBVVnwH18fGBhYQEXFxd069ZNpb5qG+9eXl5wcnKCtbU1+0zQRLuOjo7w8vKS+zwZPHgwzMzM4O7ujsDAQADN7/o2dzTxDCWESoebA1QDTtE42tKAc7lcmJiYsN+rq6vB4XBq3TxEuo6iNHkQQlBVVQVjY2NUVFRIOOziefLg8/ng8/nQ09ODoaGh3DKqIhAIMHz4cPa4AaCy+yQQc3voFWfB6OGb19vm5uas9EYgEEAgEKhth7LnSxeIrktVVRUMDAygp9e05xjqOtfi41B6TCpTvyny/vvvIyUlRW7esmXLMHnyZJl0ZZ4NiqjtHPL5fAiFQrXuJXnXS0RtzxPxsd0cr+/bgKrXjcYB1z5UA06h1IL0A8zQ0FDiP9inT59i1apViIiIwNdff42vvvoKv/32m8zsQW0PwosXL2LNmjXIy8sDwzDsf4jS/3GK58lDX18fxsbGMv9RZ2RkYNWqVRJ68suXL2P16tV4+fIlm3bgwAFs2bKF3QWQx+Nh/fr1yM7Oljhm0cw3MTRDYWEh0tPTwePxUFZWxs4OcjgcCTtWr16N4cOHIy0tTaH94ojOV3JyMlatWoV79+7h2LFj2LBhA8rLy2XK83g8bNmyBQcOHGDTXr16hdWrVyM8PBxr1qzBhQsXkJaWhlWrViEuLk5h3+Xl5fjuu+8QFhYmN9/U1BRnzpzBDz/8gJKSEqWOpzFjYmKCP/74A5s3b5Yb41p8HIr/feXKFaxevRrFxcV4/fo11q5di3PnzrH5onvjzp07Mm1evXoV8+bNw+LFi2Vi2Z89exbr1q1DYWGhTD1lSUpKwtdff61WnHygZjxVVVXhxYsXMtdY0S6Z0s+Gujh+/Di+++47lJWVSTwfSkpK8O233+LkyZMAau5reff0N998gxs3btTaR21v3BiGQVhYGDZt2iQR9QUAjIyM2B+Wip5dmZmZ+Oabb3D9+vVabaDoBvqjiQKAasDpR/Mf6CAOuDxEulhRjHDRR9mY2BUVFWzdOXPmNIiN48ePl9AD8ng8YmJiQgCQ6dOnE0IIuXnzpkz84F27drFpPXr0ID4+PmSgzyDSa8V+0mvlQeK5YDurIXZ0dCQ+Pj5yr8WdO3fYdry8vFSyvV+/fgQAad++PdvXunXrZMqJ2xoTE0MIIWTmzJkEAOFwOAQAMTQ0JMOHDycAiJOTk8I+V69ezWr2nz9/LpOfn59P9PX15epnmyIJCQnsuduxY4dSdXg8HrtOITg4mMybN489xyUlJYQQQgYNGkQAkLZt20rUFQgExMzMjO2zV69ebN7r16/Zc7to0SK1j6lbt24EAOndu7da9YOCgoiNjQ07fsS1sX/88YfadolIS0tjx/Pq1asl8j777DO235ycHLn1Rfd0ixYt1LYhMTGRvQY//vijyvUnTJhAABArKyu1baA0HqgGXPtQDTiFUg86dOgAALC1tQUAVv7Rpk0bpeobGhqidevWEm01lI2ifzkcDtq2bQsAbAxhR0dHWFhYQE9PD+3atQMAtG3bFnp6euBwODAwMPjXYFOAqbmlGSNzGBrVREIRzcyLdODiODo6sjOD4jGLVbXd3t4eANC+fXuZcu3atYOenh4sLCzg6OgoUVd0bdzc3Nj+azvXojwHBwdW/y6OqakpGxO6oa6ZNnFwcIClpaXEta8LfX19iTEkOg+urq7sWBClSV9z6X7Ez6GpqSlatWolk64q0mNeVYRCIXsc0jOJqkY5kYeVlRUcHGo2Epa2UfTd0dER5ubmcuvX9/gAwN7eHtbW1mAYRu49VReasIHSeKFRUJoHVANO0TiNJQ64QCDA/fv30aFDB6SkpMDCwgL6+vpwc3NTuo3S0lKkpaWhe/fuDWIjIQT37t1Dhw4d2FfSZWVlSE1NlVhM+vLlS1RUVLCOFQDs2rULBw4cYF+BC80dUNX9zQZBnPhD4Bfnse2uWbNG7oK+58+fIykpCePHj1fJdj6fjwcPHqBz584oLS1Ffn4+OnbsKLdsamoqTE1NWQccAO7fvw93d3ekpaWxC0Pv378PDw+PWl/RJicnw97ennXepSkqKkJ2dja6dOmi0vE0VnJzc1FWVqa0Aw7IjqGkpCS4ubnB0tISwJt7o3PnzjAykgxZWV5ejuTkZHA4HHTt2vXNDzzUhLPMzMxE167qb2lQXV2Nhw8folu3btDX11e5/uTJk9n7wdjYWEJaMnfuXLz//vtq2ybi9evXyMvLQ6dOnWTyHj16BEdHR7Ro0UJuXXn3tDq8evUKJSUlajngmrKB0jiQ1oAvXrwYU6dO1ZE1bwfa0ICr/vSjUJoIHA4HPXr0wLZt21BRUYGPPvoI586dw9ChQxEdHQ0vLy906dIFYWFhcHNzQ79+/WTasLCwQPfu3ZGSkoIbN27Azs4OAODv74+7d+/i4cOHCAoKknAkCgoKcOrUKYwcORJ8Ph+XL1+Gl5cX7t69i3feeUdi5oxhGHh6ekr0aW5uLhPJRdxxFfHw4UNUVFSwDjgxNEN5dgqqywph3aEPOKbWMOS90WTLmwEHavTAIiessrISoaGh6NevH8rLy/H06VNMmTIFHA4HKSkpOHXqFMzMzDBu3DhERUVh8ODBuHz5MgBIOPeZmZmIiopCYGAgjI2Ncf36dXh7e0scR/fu3ZGbm4v4+Hh2plf6XMhDnlMkjrW1tdzZ8QMHDiApKQne3t5wcHCAr69vnX3pGh6Ph6ioKKV/AEZGRuLSpUuYMWOGxBiSjv7B4XDg5eXFfk9NTUV0dDQmT54MMzMz9O7dW277VlZWsLKyAlATEz4tLQ2TJ0+Wu9g1JiYG2dnZmDRpksSMnaGhoUTfynL//n3cv38fQqEQDMPAzOxNpJ+SkhKF+m95XLx4EXw+X2EkCltbW5kfeDweD6GhoejWrRtu3boFQohMBJKnT58iJiYGU6ZMkfgRGR4ejpYtW8qNgHTjxg3k5uZi0qRJEukODg7sTLw0CQkJePDgAYRCIQYPHizz40zec4XSfKATp82EhtC10M/b/UEj0YATIhk318XFhQAgLVu2JACIhYUF+fHHHwkAYmBgIFdTTEhN3HFRHdHn0KFDrM527dq1EuXHjh3Laqrbt29PALC67pkzZ2rkuCIiImQ04J5jggkYPQKAuI16n/SfOEdCN7ht2zaZdi5cuCARI3nhwoWsflWkf9+0aRMRCATEwcGBLevm5kYASKRduHCBbbd79+4EABk3bhz5+OOPCQBib29P+Hy+RP8inb6vr69GzosiLl26JHH9GIZpEjHCRZp3MzMzUlhYWGtZ8RjvRkZGdZYXx9nZmQAgs2bNUqr8ixcv2Fj827dvl8l/8uQJq+/fu3ev0nYoori4mJibmxMApFOnThLj2svLiz3uefPm1dnW5cuX2fKRkZFK2yC6FsbGxnLHPJ/PJ/b29jJ2/P7776xu/NGjRxJtPnr0iD1Pv//+u1J2ZGVlSaxrcXR0JEKhUOnjoDQ9qAZc+1ANOIVST8RnpkWvqsX/Ff0t0lMrQjpPX1+fTZN+jS6eLsoTzQCq88pdGXsAgBiZvplp1OPIxAIX7ZYpjrg94sfE4XDYWU19fX0wDCPRp3ievLbEz4F4m9LaRUXnUNNIty99PI0VeddDEdLnXxWdqKiustdBT09P7hhQNl9VxK+X9HkQP05l+hK/7qqMAVHb4v2L9yduo7z7gmEYGdv19PRUfjaIn1vRMVBNMIXS9KAacIrGaSwacBF79uwBl8vFrFmzEBUVhUGDBiEmJgbdu3dH+/btcebMGbi6uircwAcA0tPTERcXB3t7ewiFQgwbNgyPHz9GcnIyxo8fL/EfYklJCSIjIzF06FAIBAJER0fD09MTd+/eRUBAgMZCUI0YMQL5+fmwsLAAAFR3GI5SgQF45UWwausJzsuHMHwezZbv3Lkzfv31V5l2rl27BqBmk4/q6mqcOnUKvXr1ApfLRUpKCsaPHw+GYfDixQucP38eZmZmGD16NC5duoSBAwciNTWVrS8iNzcXV69ehZ+fHwwNDXHq1Cn07duXXdQqoqCgABcvXsSoUaMUamo1xbFjx/Dw4UP07dsXdnZ26Nu3b4P2pwkEAgFOnTqFLl26KLVI9urVq7h69SqCgoIU6vHlkZGRgdjYWAQEBNQaTlOc+/fvIz09Hf7+/nIdwDt37uDly5fsBkn15cmTJ3j48CEOHz4ss0V7aWkp+Hw+Vq1ahXfffbfOtq5fvw4+n48hQ4Yo3b/oWnTu3Bl5eXkghEiMeQB48eIFbt26hfHjx0to6yMjI+Hg4IBevXrJtHv79m3k5eWptKHOgwcPkJycDKFQCG9vb3GtKqUZIq0BX7hwIYKDg3VkzduBNjTg1AGnaBxtOuApKSkQCoUqR/BQRFZWFu7evQt3d3d07tyZTU9KSoKVlRVcXV3x5MkT6OnpqbU4Sh5CoRAxMTGoqKhAnz595OqX5eHv74+SkhIQQlBaWgr9Xu+AsW+Lilfp0De1gHFVEYyeXGDLOzk5ITQ0lP1eWlqKv/76C+PHj1eoNVWFR48ewcTEhN2cRPqaCIVCxMbGomvXruxiwAcPHsDCwgJmZmZ49uwZvLy8EB8fj1atWiE/P19Ci5yfn4/U1FRWq19VVYWEhAT06tVLaaexuREXF4e2bduyaxOaKk+fPlU64sd7773Hxqzn8XiorKxkf4TW5pgQQhAbG4tOnTrJvceSk5NhaGgosdC5NhISEuDq6qqRe0cdHjx4AHNzc5kftZTmB3XAtY82HHCd64Xpp/l9oCUNeEJCAtHX1yccDofcvHmz3u1lZ2ezMZAZhiEXL14khBASHh7O6nDDw8MJh8MhBgYGJCEhod59EkLIsmXLWK2Zh4eHUnV4PB6rB3R0dCQAiKm9K2njX6O35hiZEs/3vpHQDY4cOVKiDZEm3tzcnFRXV9frGM6fP08YhiGGhobEwMBA7jVZsmQJq1knhJDTp08ThmGIiYkJcXJyIgBY7bihoSEBQHbu3EkIIaSyspK1d9OmTYQQQiZPnkwAEH9//3rZ3lTZtGkTu7ahsrJS1+aoTWxsLNHX1yf6+vokPj6+zvKzZs0iPj4+xNvbmx0nbdq0IT4+PiQ0NFRhvc8//5zVkEtz6dIloqenRwwNDUlSUlKdNuzcuZNdT1JaWlpneU3z999/s/dOSkqK1vunaBdpDfjhw4d1bVKzh2rAKZRaePnyJfh8PgQCgcSukepSVFRotPwjAAAgAElEQVTE7uRICEF2djaAml/CQE14tufPn0MgEIDH42mkT6DmLYGI7OxsCASCOusUFxezf4t2yqsuL0Z1ac0OhYIqLvhE8u0Wl8tld8MEauQfQM2W2NK77alKVlYWCCGorq4Gj8eDQCBATk6ORBnRcYrOZ2ZmJggh4HK5eP36NYA3OnXRro+islVVVWwUF1E70v++bYiOOy8vr97XT5fk5OSAz+eDz+crdU+JdNZCoZCNfCIaL7VpukXnKzs7WyZeuCiturpa7loJRW29fv0aFRUVdZbXNPLuHQqF0rSgYQgpTRZ/f3/s378fAoEAEyZMqHd7nTt3Rnh4OI4fP45+/fphxowZAICPP/4YhBA4OzvjnXfegaWlJTgcDvz9/evdJwD8/PPP8PDwQFFREWbOnKnUwjDxrcDbt2+P3NxcmPp+AGM7F+jp68PQ2gFG9q2BNMl6RUVFbCjAyMhIbNiwAR9//LHCTUWUZebMmeByubC2tkZVVRX4fD4mTpwoUWbXrl3o3bs3G67www8/BI/Hg4ODA1q2bImYmBj4+fnh9OnTcHR0REFBARYsWAAAsLS0RGRkJGJjY/HJJ58AAEJCQnDkyBFMmTKlXrY3Vb7//nu4urqif//+rKSnKTJhwgT89ttv0NPTw7hx4+osL7o/DAwM0KVLF5SVlbFjurZ7Z8eOHejevTuGDx8usxgyODgYpaWlMDMzw7Bhw+q0Yc2aNbCzs4OXl5dOJChz5sxBdXU1bG1t5YZPpVAojR+qAadonIbSgPP5fJSWlqJFixYoLCyEhYUFGIZBcXExrKysUFxcDBsbG5XarK6uBpfLZWMbi3j9+jVatGhRa+SJyspK8Hg8Vn8qD6FQiMLCQlhaWqK8vJx1UKuqqmBpaYmCggJYWVmBw+FIHB9Q4ywbGBiAx+OBz+dL6Hzj4+OxcOFCNgIC0TdCZd/ZEPKrQYQCcAxNwOeWwSzxMPTw5h7/9ddf2Y1zDAwMWO10aWkpOBwOuFyuwg1upCkqKoKZmZnERi1AzduD169fy9Uli47d2NhY4rzz+XyUlZXB2toaxcXFMDExYeOb10VJSQmMjIwkFr0JhUKkp6fD0dGx2erD8/PzNaL9VvV8AzULEhXdb9LjWBzx8a4u8+bNw/379wHIOtxffvklAgIClG4rNzcX+vr6sLW1lbknREgfq6Jy2obH47HPFErzhmrAtY82NOBUgkJpEvB4PPTr1w+2traYP38+7Ozs0KdPHwwcOBC2trbw8PCAra0tdu3apXSbZWVl6NatG+zs7HDq1Ck2fcOGDbCzs6t1Vj03Nxdt27aFg4MDrl+/rrCcn58f7Ozs4OLiAjs7O/z+++9o164dHBwcsGTJEtja2mLYsGHg8Xjo27cvbG1t8eeffyIiIgJ2dnawtraGjY0N7O3t8dlnn7HtnjhxArGxsUhMTIRQKATRN0Z1WSGS9q7E/V2LkX0tDPd+Xoh79+5B/Ed2WVkZoqOj4eDggHbt2uHVq1eIjY1Fy5Yt0aJFC9jZ2eH777+v89wdO3YMtra28PLykpC1AMCUKVNgb2+PNWvWSKTn5eWhXbt2sLe3ZxcOnjlzBlVVVejVqxdsbW3x5Zdfwt7eHp07d0ZJSUmddly5cgUODg5o3769xEZDPj4+cHd3h4ODg1KSgqbGJ598Ant7e8yfP79e7Vy4cAH29vbo2LEjioqKlKpDSE30D1tbW/zyyy8SeXw+n71PDx48KJG3e/du2NrawtfXF/WZ+CkuLsatW7dw69atesk/QkND4ejoCHt7e+zevRstW7ZEmzZtWOkZUPNDbuDAgbCzs8Ovv/6KuLg4ueW0DZfLhaenJ+zs7BAWFqYzOygUivpQB5zSJCgpKUFiYiIIIbhy5QqEQiHu3buHW7duAajZTh14E1JPGbKzs/H06VPw+XzcuHGDTb9y5QqAmpBuinj69ClycnJQWVnJ2iANIYRt49WrVxAIBLhw4QKysrJQVVWFS5cuAQBu3ryJ/Px83L17F4QQREdH4/r16xAIBODz+ayzIrILqAldBtTot/l8PsAxRFVBDvgVxRDyq1HyIgkAQXlpiYSmvLy8HLGxsaisrER2djZSUlJw69YtcLlcVkcr3o8ioqOjIRQK8fDhQ5kdNhWdv2fPniErKwvV1dXIyspiz3thYSG7w2FUVBR4PB5SU1NZ/XdtxMbGoqqqCpmZmWw4RPHzU1paipSUlDrbaWooM0aV4ebNm+DxeEhLS0N6erpSdbhcLmJjY+X2L36fRkdHS+SJbBZdM3UpKCiAQCCAQCBg12yIUCUedmRkJICa+/TEiRPgcrnIzc3FkydP2DIVFRWIj48HIQTXrl1j75Xc3Fw8fvxY7WOoL3l5eXj06BEEAkGtEwAUCqXxQjXglCaBra0t9u3bh+joaMyfPx979uzBgAEDYGxsjKioKHh6eiIxMRHffPON0m16eHhg+/btePjwIVasWMGm//TTT9i6dWut2uJBgwZhw4YNyM3Nxdy5c+WWYRgGISEhOHnyJNzc3PDy5Ut899136NGjB7Kzs/HBBx9gx44dGDt2LJyc/p+9846L4uj/+OcK3MHd0Xu3AApYKEqzAfaG3dhLouKjxoiJJfZUk8foo4/R2FsSS+JjokYUUWNBERsoKoqCqID03uHm9we/ndxyd3AgoCb7fr32xe3OzHe+Mzt77M1+9juW2LlzJ65evYoVK1ZAW1sbBQUFyMzMRFVVFXR1dVk+DhkyBLdu3YJUKoW2tjaqhdqQ2raHpd9wVJUVw6RTADJuhMEQRawFPoqLizFz5kwkJyfDwsICfn5+6NSpE548eYKMjAxoaWlh0aJF9fbdkiVLUFJSAg8PD6UYxPv378fhw4exYMEC1nEfHx989dVXSE1Nha2tLRITE7FgwQKYmJhg+/btiI6OxkcffYTNmzfDyckJLi4u9foREhKCFy9ewNraGt7e3vT4vn37sGbNGvTt21fl8t/vOtu3b8eOHTvUjj1NmTdvHl69eoU2bdrUGQdfEV1dXRw4cAARERFK15uRkRG9Tms/Afnqq6+gq6uLPn36vJZ8w8HBAdbW1gCgJJdqyMz6+vXrcffuXYhEIvz888/47LPPYGRkxIoNLpVKsW/fPpw/fx4rV66EqakpEhISYGRkhF69ejW6Da+LnZ0dtmzZgjt37mDx4sVvzA8ODo7Gw2nAOZqct20hnr8je/bswa5du+h+tZEDKpz7KuXTvn8SgoK/HpV/+OGHGDNmTIv4yMHRHMycORMPHjxQmdZQDTgHx7sApwFveTgNOAeHAhMmTICpqSmOHz+Op0+fwtHREZ6envWG4Tp06BBMTEwwa9as16r/22+/hVgshq6urpL2VRXPnz9H+/bt0bFjR6Snp9PjsbGxsLW1hZ6eHhwcHHD16lV06dIFbdq0wePHjxEREQFzc3MMHz5cKVwaQ+1H70Sg+gU6wtfCw4cPER0djby8vAZpZtPT09GxY0e0b98eL168QHV1NYYNGwYLCwsEBgZCT08PMpkMH374ocryH374IXR0dCCVSpW0+WfPnoW5uTlGjBiBO3fuwN7eHt27d2e1a9iwYRAIBHByclLSg+fl5aFLly6QSqUwNjbGqVOnNG7X205RURH8/f3h4OCAuLi4N+1Ok8AsWtOrVy/MmTMHxsbG2Lt3b73l5s2bB2NjY+zfv58eYyaNGHlIbGxsjQwLNZFOTExMcPjwYZYdTa6p+igtLUXPnj1hZ2eHO3fuqM134sQJmJqa0ihKdXHx4kVYWlpi8ODBtA0Ntbl8+XIYGRnhv//9LwBg2bJlMDIywvfff69Bqzg4ON4YzRFcnNv+2RuaYSGewsJCGhR/7Nix5Pvvv6f7f/zxR51lBwwYQAAQPp9P5HJ5o31wdnamdfr4+NSbf/fu3TT/r7/+So9/9tlnigH+yfTp0+nnjRs3kg8++IDup6amqrS9du1a1sIM3iNnEo+P9ylt7v3GUFtmZmZ0YRtNOHLkCC27d+/e2gsT0E1HR0dlebFYTPN06dKFlabYZmaBFAAkKiqKEEJIaWkpq44LFy6wyoeHh7PSJ02apHG73nYuX75M2/X111+/aXeahOXLl9M2iUQiAoAEBATUW47JGxQURI9NmzaN+Pv7EwcHB2rT1dWV+Pn5ER6PRwCQwYMHs+xock3Vx40bN6iNVatWqc03duxYmq++RXrmzJlD8yYlJTXKJrMQl4eHByGEEDMzMwKAeHl5adw2jrcbbiGelqclFuLhNOAc7wRSqRRr1qxBeHg4QkND0bp1a5w6dQp6enoIDAyss+ySJUuQn5+P4cOHN+glrdp89tlnWLJkCQQCAVasWFFv/uHDh+P333+HlpYW+vfvT49PnToVFy9exPPnz9GqVSssX74c5eXlyM3NxXvvvYeAgAA8fvwYvr6+sLS0VGm7duQRwtdSmU9bog9ra2sUFhbCyspKqVxdDBgwAKNGjUJlZSWCg4NhYGCARYsWISoqCq6urrh8+TJ4PB5mzJihsvw333yDjRs3QiwWK+mB58+fj4SEBHTr1g2zZ8/GnTt3YGdnBy8vLwCAWCzG4sWLqda/to67R48emDhxIq5duwYTExN89NFHGrfrbcfHxwfTpk1DSkoKJk2a9KbdaRLef/99XLt2DW3btkX79u1x+PBhfPrpp/WW+/bbb3Ho0CEsXbqUHmNeKjY1NUV+fj6EQiH09PTA4/EwYcIEJCYmKr3H8OGHH9Z7TdWHu7s7Zs6cicTEREybNk1tvoULFyIlJQV9+vSpN77+nDlzEBcXB09PTzg4ODTK5pdffokdO3ZgyZIlAGq09jt37tSofzk4ON4cnAaco8nhNODNz9KlS1kRXyptvVBl46GUT/gsClppd+l+//79G/SiKgfH28bEiRPx7NkzlWnz5s3D2LFjW9YhDo5mhtOAtzycBpyDAzV6YUdHRzg4OODQoUPNUkdlZSWmTZsGd3d3eHh4aKTxzsrKQufOnaGrqwsnJycayjAzMxODBg3CuHHjUFZWhlevXmHAgAEYP348PvjgAwQFBeHZs2fYv38/fHx88Ouvv2rk35QpU2Brawt/f3+WppwQgsToc0j45VtUFNTo4atKi/D02AY8igxDXFwcHj9+DLlc3qAZcIbQ0FCYmJggKCgIhYWFSulFRUUYNWoUgoODNY4lXZvTp0/D19cXGzZswNixYzFkyBBcu3YNvXr1wvz580EIwbJly9CtWzcaYrA+zp8/D0NDQ7i6utIlyzdu3AhfX19EREQ0ys+W5o8//oCPjw+2bdumUf6kpCQEBQVh1qxZjdY6Nwcff/wxevTo0SBNe2JiIgIDAxESEsJqC6OVlsvlePz4Me7fv0/DGtalo24sd+/eRY8ePTSONhITE4Pu3bs3yQz0li1b4OPjg5EjR6JHjx50ASJF5HI5Zs+ejcDAQFYoTg4Ojrec5tC1cNs/e0MTa8B79epFtVhOTk6vbU8VirpbAMTAwKDeMlu3bmWVGTZsGCGEkM2bN7P06evXr1fSTS9fvpzY2dlR/Wp9XLp0iVXe3d2d6gE7dOhAj1v6jyAeH+8jdv2mK9Xp5uZGPv744wb1y6tXr1g2fv75Z6U8ilrxPXv2NMg+Q7du3QgAlm48MDCQpQ1nPk+ePFkjm97e3rTM4cOHCSF/6dI10R+/DTBtMDIy0ij/smXLaJtv3brVzN5pxvPnz6lPs2bN0rjc0qVLabmYmBh6fPjw4cTf35+4ubnRdHt7e+Lv79/o8VcXivrxlJSUevNPnTqV5k9PT3+tuvX09FjX38yZM5XyxMTE0PQlS5a8Vn0cbyecBrzlaQkNODcDzvHWM3XqVOjq6kIkEuH9999vljo6d+4Mf39/GBsbw8DAADNnzqy3TN++fWFsbAwejweJREL1uv3796cRWnx8fDBw4EC0adMGXbp0Qffu3WFra4vhw4fjgw8+gLGxsUZt6ty5M3x8fCAWi2FhYUHjIAOARCKB1MwW2nom0G/rDgCQ2blCZGQJsZ4RtLW1IZPJIJFIUFpa2qB+MTU1xcCBAyEUCuHg4KAy9nGPHj1otJSgoKAG2WeYNm0ajI2N6VMIZ2dnhISEwMrKCgMGDIC7uztGjx4Nc3NzjBs3TiObISEhEAgEMDQ0RN++NSEaZ86cCWNjY0ydOrVRfrY006ZNg5GRkVqdfW2GDx8OW1tbBAQEaBRHvSWwsrJCcHAwLCwsGiQPGTFiBGxtbREUFARnZ2d6nHmaIZFIIJPJIBKJ6DLxr7PAjzree+89WFhYYPjw4bCwsKg3/7hx42Bubk5XhH0dmPHauXNnWFhYqJQdODs7IygoCLa2thg5cuRr1cfBwdFycBpwjiaH04A3P+PGjcOLFy/ofrlTb8iNWyvlE2TEQ/vpX6sVtmvXDjt37mwRHzk4moN+/fopheFkGDt2LObNm9fCHnFwNC+cBrzl4TTgHByoiXqwbNkyDB06FBMnTsT9+/ebpZ7KykosXrwYixcvprNsQI3GcsWKFQgNDW3QDHJZWRlCQ0OxfPly1nLwDGfPnsXkyZMRHR1Nj23atAkBAQEYN24ckpKSWD7MmzcP9vb28PPzw7Vr15CYmIjq6mpkZGQg6cpxlOeloywnDc9ObUfuo/+3yf8r0NHTp09x5MgRHDt2TK3Po0aNQrt27ahW99GjRxg5ciQCAgJoLOaDBw9i6tSpdIn3Bw8eYMqUKWrtRkZGYvLkydi7dy969OiBgICA114e/uTJk5g8eTJiY2PrzXv+/HlMnjwZ165de606W4qUlBS8//77r/VD6eTJk+jTpw/V0mtKREQE+vfvD19fX3Tq1An9+vVDfHy82vw5OTkICQnBd999V6/tiooKLFq0CEuWLHktrbbiLHdqaiqePHlCr1cmLTs7GyEhIdiwYUOD7ScnJ2PatGnYt28fPVZVVYUlS5bgk08+QUVFRaN914RHjx5hypQp+OWXX5q1Hg4OjjdMc+hauO2fvaGJNeDHjx9n6SD79+//2jZVcfjwYVrHoUOH6PFTp07R4zt27NDY3q5du2i5kydPKqXb2Niw4vUmJCSw2jlx4kSat3bcayhoX5nPhu28iX5bDwKA8PgC4h66h3hN/4z4+/uTjh070nwymUylv+fOnaN5PD09CSGEBAcH02N8Pp9kZmYSgUBAAJDRo0cTQv6Ks64uHjijUdfV1aW2Ro0apXE/qsLAwEBjLXerVq0IANK5c+fXqrOlCAkJeW0NMdM/DW03816C4jZkyBC1+VeuXEnz3bt3r07bP/30E82rGBe/IVRWVlIdrLu7O7VnbW1N/P39yRdffEEIYccdv3//foPqmDJlSs01xOOR/Px8Qgghv/76K7X3008/Ncp3TRk2bBgBQLS0tEhVVVWz1sXxbsBpwFseTgPOwQHAzc0NxsbGEAgEAKBSh9wUdO7cGQYGBjAwMEDnzp3pcVdXV5iamkIqldI41Zrg6ekJqVQKExMTuLm5KaUz7WD+WlpawtHREQDA4/HQs2dPmrd9+/as+L98Ph98Pp+uRgkAUpt2kNm2BwBIrJ3A4/MBQc0MuFgspv3XtWtXlf66ublBW7tmRc0+ffqwfAMALy8vGBkZwdfXFwCof0weRX8VYY67uroqtb2x1O67psr7NtCjRw/w+Xx06tQJBgYGjbKheC4a0m5Veesq7+fnBy0tLbRu3Vrxca1K3N3doa+vD0NDQ3Ts2FFjnxRRjOIjEokgFovB4/Ggp6fHSmf8atOmTYMlcD169ACPx4OXlxckEgkAoFOnTjA0NIS+vj7c3d0b5bumMP3drVs3es1ycHD8/eA04BxNTnNowEtLS1FVVYXKykr6wlVzUFpaCkIIdHV1WcfLyspQXV1N/yFrSnFxMQQCAcRisVIaIQQ5OTkwNjamxyorK1FYWAgejwdDQ0MlHzIyMqCtrY0RI0aAEAKBQABCCIrbDYbAqObFzKqyYghEOuDx+OAVpkMc9zuAGhkLj8fDlStX1C5IVFJSguzsbNbNVG5uLggh0NfXh0AggFwuR35+Psu/nJwcGBgYgM9X/Zs+JycHRkZGyMrKAo/HY7W5MRBCkJubq/FYYOp/V8jLy4NUKoVQ2Li10pj+AdCgdiuWk8vl9CXWuigoKIBYLKY/3uqipKQEPB4POjo6GvukSFZWFoYNG0b35XI55HI57ScfHx+sW7eO+qWjowMtLdWLVNVFXl4eZDIZ6wZY3XdDc5Cbmwt9fX211xPHPwtOA97ytIQGnFsJk+OdgPmHffDgQezevRtffPEFvL29AdRoxLdu3QpjY2NWhIyCggJs2bIFXbt2RWBgIJ48eYKDBw9izJgxrKgKDH/88Qdu3rwJQggMDQ1RVlaGOXPmQCqVqryBZvj555+RnZ1Nb5onTJhA0+q6YT9w4ACKi4sxa9YsVFdXY/Pmzbh//z4CAwMxfvx4pKWlYfbs2ejQoQM+//xziMVi2NnZobi4mPWPuaKiApn3I6Hfzhc6prYQihXq/P8VMl+8eIGCggLIZDIcPnxY6cubEILt27dDLBZjypQprDTFG7Bdu3aBEIIPPvgAZWVl+P777+Ho6IihQ4cCAG7fvo0ZM2agbdu22LZtG53BZW4CTUxM1PaHJqSlpWHXrl0YMGAAPD09681/9OhR7Nq1C927dwcAmJmZobS0FGPGjMHOnTvRq1cvpVU23wbqmvm+cOECoqKi8K9//Qv6+voq8/B4vAb/4FiwYAH++OMP/PTTT+jSpYvG5ZjZ57r8vX79Ov71r3/VmTchIQGHDh2CWCzGmTNnsG7dOtaTKKDmBl4R5kkQg+IMeX1+RUZG4ty5cwBqZueHDBlC0xT7Pz8/n8bjDggIqNNmXbx48QJ79+7F0KFD0alTpzrzKl5zz549w4EDBzB8+HClJ2lZWVnYtm0bgoKC4OPj02jfODg43gDNoWvhtn/2hibWgDMUFBQQHo+nFKd7x44dVKt17do1enzevHkEANHW1ia5ubmkS5cuBADp2LGjku3k5GTC5/OV9K+ffPJJnT5FRkYqlbl8+XK9bTl//jxLU7px40aWjcjISNK1a1e6f/z4cVo2MzOTpQfU19evaaeeCfH4eB9r85z7X5b+m9lu3rzJ8kdR/x4eHq7SZ0Ut/u+//06++uorqpVNSEgghBBiampaZ8zi14XRpJuYmNSb9+XLl3S81N58fX0JACKRSEhFRUWT+9lc5OfnE21tbQKAzJkzp8nsPn36tN53BBpDXl4e9Xfu3Ll15vX09GSdI3Nzc6U88fHxSnpYxW3atGka+VVeXs56J4HH45EnT56ozDtnzhwCgIhEIqoJbwx9+/YlAIitrW2DyvXs2ZMAIG3btlVKGz9+PAFApFIppxf/G8NpwFseTgPOwaGASCSiM+GK8XVtbGzoY23FGVY7OzsANbOezOwxAJVaVZlMxpp1Yh49M2XUYWpqSmfH+Xw+xGKxRrF/zc3NIRKJwOfzYW1tzfKJseHg4ECPWVpa0s+1ZwFFIhEAQFtPWdZBBFpKMgaJRKIkAbGysoJAIIC2trbaWMeWlpYQCoUQCoWwtLSkPhsYGNCZWMW229vbq21/Y2HqrO+8ADXtZOQCjORGKBSCx+NR36ysrBot83gTiEQimJubA9CsDzRFcba4PslJQxCLxRr7y6QzM9pmZmZKeeqLQlT72lCHUCiElZUV3TcwMFA7Y674PcJca42BsdPQ81ZXOeaYtbU1pxfn4HjH4DTgHE1Oc8YBT0tLQ1hYGMaNG8fSkT548ABSqVTpn9TNmzfRqlUrGBsbo7y8HLdv34a7u7tKScmrV6+QlpaGiooKGBsbo6CgAB4eHvX6lJyczNK2anrjmZSUhIqKCiqHiYuLQ2ZmJlq3bg17e3vI5XIcPXoUjo6OrEfxjx49Yi3eIwcPOfYB0DG1BV+r1g1CdRV0onejuLgYJSUl0NXVxfbt21VKDB4/fgyhUIjWrZXjiTMw4QPbtm0LAIiNjYWZmRn9gVBRUYGtW7fC0dERAwcO1KgfGoJcLkd0dDRcXV3py6d1kZ6ejoiICHh5eaGgoADm5uYoLi5Gu3btcOPGDTg5OTX6Rcc3RXZ2NpKSkhr0QrAm3LlzB7///juWL1/epD9KNPWXuT4tLCxw7tw5TJkyRUm/HRUVhY8//litDVNT0zrDbCqSl5eHx48fQ1tbG+bm5qwfubVR/B5pLFVVVbh58yY6dOjQoHdJKisrcfPmTXTq1ElJf04IQXR0NNq1a6dWjsTx7sNpwFueltCAczfgHE1Oc96A5+bmIjw8HG3btkVSUhKGDh2q9uWvsLAwmJubIzMzE0ZGRqybzkePHuH+/fsIDg6ud+bo2bNnuHHjBoYOHUpnwMLCwmBmZqaRDrmpyMjIwNGjR3H16lXExMTQf7hEIEJZ1ymqCxECcdRO8PDXdb5mzRrk5uYiODhYoxfULl68CD6fDy0tLRQVFaF379515q+oqMDx48fh4eGhdDP/8uVLXL16FUOGDEFlZSXCwsJQVVUFFxcXldElzpw5wzp3UVFR1IcnT54gNjYWwcHBSE1NxfXr19GvXz+Eh4errPvFixe4du0aRCIRrK2tm/wGtimJiYnB06dPUV1dDX9/f9bKpwyXL18GIQQ9evRgHS8rK8OJEyeQn5+P5ORkLFmypMEvDzP8+eefEAqFsLOzw/Xr1zFkyBDWj9cbN24gJycH/fr108jelStXUFVV1aiINDExMQgLC8Mff/yhNo9MJkNYWFiDbTeWbdu2oaioCKGhoSpfbC4tLcWJEyfg5+en8nswLCwMly9fxpIlS6Cnp4f4+Hg8fPgQQ4cObdSMdlpaGi5duoRBgwaxoiZFRkaioqLitTTsHG8O7ga85WmJG/A3rhfmtr/fhmbSgBNCSFBQEAFAhEIhAUAWLFigMt+ePXto7GoARCAQkLi4OEJIjZZcT0+PACArV66ss3oQra0AACAASURBVL7q6mpiYWFBAJDZs2cTQgjZt28f9eHRo0dN2r66YDTszObu7k78/f2Jb0A/Je234ubXI4BqB319fWmM6NDQ0HrrPHv2LEsnC4AcO3aszjLz588nAIipqamSvpqJWz5lyhRWjHEtLS2SmJjIynvw4EHWubt9+zb14dChQ8TQ0JAAIIsXL6Yx1d3c3KhGvHbdtra2tD6BQEDi4+M17PmWJTExkWhpaVFfHR0dlfL8+eefNP38+fOstPfff581Trp3794oP06fPk1tMNr+GTNm0PT79+/TmPA///xzvfYU35c4ffp0g3x59uwZ1ZK3adNGrQa8V69eDW5nY9myZQttz6JFi1TmmTx5MgFAHBwclNLu3btHy3t5eZHc3FwilUoJAPL55583yicXFxcC/BWjnxBCrl27RusJCwtrlF2ONwunAW95OA04B0ctmBUlSc2NvtoV9WrnI4RALpcrfVa1QqUihBCap/ZfRTstQW1fmbYxsb7VImDPctduR12oal995RTtUx9r2auurmbZUdWXtftZMb2qqoruV1VVKbVJLpcr1V1ffW8LzJczg6oxrtiW2uejvn1NUVWHoi+KfdzQsdRQnxT7RLFvtPnsc/w6K2w2lLrOQe3jqtJrj2fFNja2HerOk2I9HBwcbwecBIWjyWlOCUpWVhZOnTqFNm3a4NmzZxg1apTKF6MIIfjtt99gaWmJjIwMGBsbw9/fn6bHxcXh3r17GDVqVL0yjCdPniAqKgojR46kuvPffvsN5ubmdFGaliAtLQ2HDh1CeHg4nj9/Tl+Wk0tNUd5huNpyojuHwS/Lp/szZsyAUChU23e1OXPmDIRCIbS0tFBYWIhBgwbVmb+srAxHjx5Fly5d4OTkxEpLSkrClStXMGLECFRWVuL3339HRUUFOnbsSMNKKnL8+HHWubt06RL14eHDh7hz5w5GjRqFly9fIjIyEoMHD8apU6fg5eWlFGoyMTERkZGR0NLSgp2d3VsZfpDh+vXrePLkCaqrq9GzZ0+V7xVERERALpejb9++rOMlJSU4evQocnNzkZycjFWrVtUbkk8dp0+fhra2Nuzt7XH16lWMHDmSpUOOjIxEdnY2DUNZH+fPn0dFRQX69+/fYF9u3LiBX3/9lRXHXqolR1Elex7p4sWLLfZC4oYNG1BUVIRly5apjNldVFSEY8eOoXv37qyXqhmOHTuGS5cuYdWqVTAwMMDdu3fx4MEDjBo1qlE6/BcvXuDChQsIDg5macJfp9853jycBKXl4TTgHO8kzXkDziCXyxEbG4t27dpBR0cHWVlZyMrKQlxcHHx9fREVFQUtLS2VNwYpKSl48uQJHB0dWZEQXr16haKiIhgYGODevXv0ZcjaVFVV4fLlyzAyMqo3nq8q0tPT8eLFC+jo6LBWh6yP+/fvw8rKCmfPnsWmTZv+8kfPCjl6juALtSGxbKVUTnT3GFCYjpKSEkgkEixbtoy+IHnnzh0UFBTA398fQqEQcrkcUVFR4PP58Pb2Vrtgz+tQXFyMhIQEdOrUqc4FgeLj4wEALi4udcZhZ7h79y4cHBwgk8kQGxsLJyenFlk0panJzMxETk6O0g8IuVyOu3fvwtnZWe1CNmVlZXj48CE6duzIugktLy/HgwcPlI43hEePHsHIyEhllB91Pr8u1dXVuHv3Ltq3b4+qqips27aN9ZKlkUiOtIJKEELoGDl//jy0tbVx7949yGQylJWVoV27diy7MTExyMnJQWBgYJP6+7pkZGQgLy+P9cO1qKgIT58+RadOnZCamorS0lIUFhZqNL6fP38OANDV1UVWVpZSP3C8G9S+AZ83bx7Gjh37hrz5Z8BpwLntndzQjBpwhpCQEAKA9OzZk2RlZRETExOq11KM5/3NN9+wyj148ICIRCIa15eJX52cnExkMhnh8/lEIpFQnfCNGzeU6h47diy1v2/fvgb5nZKSQuN2AyBbt27VqNzWrVsJAGJtbU1++OEHlh7QonU7as+29xQlDbjPgFFU921mZkZ++eUXQgghmzdvpuXee+89Vr+iDn396+Lh4UGAumOse3t7Uz8CAgLqtfn111/TWMkffvghAUC8vb2b0u0WITMzkxgbG1OduyJz584lAIi/v7/a8n369CEAyPTp01nHmRjUmsbJrg2jxzcxMSGZmZmstPT0dGJkZEQAkCNHjjTKvjqmT59OAJA+ffpQfb+NjQ0d+0G+nen17ubmRvz9/UlpaSlZu3YtvYYBkP3791Obly5domPryy+/bFJ/X4e0tDRiaGhIeDweOXr0KD3OxPGfNWsW0dXVpe9BdOnSpU57N2/eJFpaWkRbW5te/5po9TnePjgNeMvDacA5ONTAhMN78uQJcnNzkZ2dTdMUNY+3b99mlUtJSUF5eTmAmlnB1NRUADUzT4WFhZDL5SguLgZQM/uWnJysVPfjx4+V/NCUrKws5Of/JQfRtHxCQgKAmll6xfIAUFZc9Nfn3FfKhQVadIXAsrIyGktZsW7GPvO3Ib41lKdPnyrVVRvFujXxg8nz4sULare5/G9OFMdybf81aZfidaHJcU1hzll2djZdqp4hJycHOTk5rHxNBeNvQkICkpKSALBXuywrr6TXO3Ocx+PRcowmWrHditdvXFxck/r7OjB9Swih/SiXy5GYmAig5glESUkJM8lR5/UD1Mx+V1ZWoqKiAnl5eQDezWuCQ5nmeDLJ0fK8OytQcHAosGPHDuzatQvBwcFo27Ytjhw5gsjISNy8eRMDBw7EL7/8AoFAgB9//JFVrnfv3ti6dSvOnDmDQYMG0RBuXl5e2L9/P169egUbGxscOnQIPXv2xIgRI5TqPnz4MD799FNYWFhg8eLFDfK7Y8eO+OmnnxAeHg57e3ssXLhQo3KMRtTDwwOPHj1ipbXy6IGkxKcQaIlg5aesBSd8LTg7OyM7OxtmZmZ0sZLVq1ejvLwcubm5WLNmDQBg586dWLNmDfh8Pj3W1Jw6dQphYWGYPXu22jx//PEHDhw4AD6fjylT1IRYVGDt2rWwsbFB9+7d4eTkhO3bt9erVX8bcXR0xJEjR/DkyRN89NFHrLTt27djx44drCXTa3P06FEcPXoU06ZNUzr+66+/Kh3XlNDQUPD5fDg6OsLR0ZGV1q5dOxw+fBhPnz7F/PnzG2VfHbt378aePXswcuRIFBUVYdOmTawfxYYGemjbti2qqqrowj18Ph9r166loRu1tLRYffn+++8jKioKr169ws6dO5vU39fB1dUVBw8exLNnzzBv3jwANW0JCwtDeHg4Zs+ejbCwMHpjPXjw4DrtDRs2DJs3bwaPx4OZmRkeP36sNKY4ODjeHJwGnKPJaWoNOBPlovYLg+Xl5RAIBBAKhSgpKYGOjg54PB6Ki4tp3OOKigrweDz6oiUhBKWlpVQ7KZfLUV5eTvMIBAK6YA0Ds19dXY2qqipoa2uzbDQGuVyOnJwc1sqdim2orq5GZWWlkvaZEII1a9YgIiKC7leYtUeVvTd4Qm2Q6krw+ELwFF4I03pyEbxXDwDUrPA5ZswYfPjhhwBq4hQLBAJWH2lKcXExdHV1kZ2dzWqHOtS1SZ1t5hzWPmfl5eUoLy9XerGwtLQUYrEYFRUVdFwAUDqfzAusUqn0rZ5JksvlqKiogFgsZn1m0srKyujiT28jiuO5qTh27BjWrVsHuVwOgUAAfW058ivYD3KZ2OW1IYSgrKxMbX+VlpaiurqaFT8bYI9FVSh+DzHU/t6pTX021VF7HDBj/m0exy1FY/v0XYDTgLc8LaEB5yQoHG81aWlpsLe3h6mpKe7cuUOP37hxAyYmJmjdujW+/fZbSKVS9OvXDytWrIBUKsX06dNx//59mJubw9bWFs+fPwchBAEBAZBKpdi9ezfKy8vh6ekJmUwGmUwGFxcXfPXVV5BIJBg2bBgAYPPmzZBIJOjduzfatGlDX7yUyWT46aefGtWm0tJSmJqawtTUFMOH18xYb926lbYhPz8f7du3h6GhIS5cuMAq279/f6xZswZpaWkghCAuLg43f9uFmI0zEX9gFWI3/wsP9ixBdflfS3K/SnyIqKgoREVF4eXLl6ioqAAAHDx4EFKpFBKJBFZWVvRRtyZ89tlnkEqlEIvFMDU1rfeN/NzcXDg5OcHIyAhXrlypM++YMWMglUrxzTffQC6Xo3v37pDJZDhw4ACuX78OmUwGfX19BAcH0zL/+9//oKenB1dXV5iamsLe3h6pqanYuHEjJBIJnTXu0KED7O3toaenB19f37c2FGFhYSFcXV1hYGCAEydOoEOHDtDX18eZM2dQVFSE9u3bQyqVQiaT4bfffnvT7iqxc+dOSKVSBAUFNbntuLg4REVFISMjA5Vy5RtPVdFIqqqq4OPjA5lMhsOHDyulHz58mPan4lgeN24cpFIpvvrqK5W+KH4PZWRkAADi4+NhYWEBGxsbPHv2TKnM+PHjIZVK8eWXX2raZAA1N5iK4+CXX36BTCaDt7c3KisrG2Tr78bEiRMhlUrx+eefv2lXWgTuB9ffA+4GnOOtJi4uDqmpqSgsLMS1a9fo8cjISBQVFeHFixc4ceIECCE4f/48Tp8+DaAmdN7169eRl5eH9PR0xMbGorS0FJcuXQIhBGfPnkVGRgZiYmLozPbjx4/pKntnzpwBAISHhwOoCW3GLDl/7949yOVyOgvdUNLS0qhm9vLlywCAs2fP0jYkJCQgISEBZWVluHTpEi1XVVWFc+fOAahZRlsul6OgoICml2Ykg1RVojw3HeV5mfR4XkbKX5/z8ugN+Llz5yCXy1FVVYWsrCzcunVL4zYw/cLYUvRTFQkJCUhMTERpaSltszqYvj9z5gwKCwtx9epVyOVynD17FleuXKE3G0xfMJ+rqqrw8OFDFBYWIjU1FXFxcdTP8PBwEEJY8p3r16+jsLBQ4za3JMnJyYiPj0d5eTlOnTqFBw8eoKKiAhcuXMDz58/x+PFjEFITo/78+fNv2l0lmPF88eJFlmb7damsrKRjPi8vD1W1fj/xeDyVN+C5ubmIjo5GdXU1a9wwMNcCAPodArDHoiquXr1Kv4cePKh5yhQdHY3c3FxkZGSwJg00takOpo6Kigr8+eefiIiIQHV1NV2N9J9MY/v0XYVTLvw9EKxevfpN+8DxN2PNmjV6AEKBGu1oY2MQA4CDgwPKy8vh5uaGTz75hC477+LiguzsbPTv3x9Lly5FdnY2PvnkE4wfPx6FhYVYsWIFhgwZgry8PPTo0QOzZ8+GSCSCra0tdHV1sWbNGrRu3ZpKEVxdXTF+/HgsWLAAOTk5+PTTT+Hq6ooOHTogJycHixcvhouLC5ycnDBp0iQYGRlhzZo1NBZ3QzA0NERaWhqysrKwadMmuLi4oEOHDrQNAwYMgFAohIODA5YtW0blE3w+H61atcLDhw9hYmICkUgEkUiEarEeRKb2MPXoCy2JPgwcvWDU7q+Y2lKUoTTjObS1tdG6dWs4OTmhV69e6NChA169egVTU1MMGzYMc+fO1ThEnZubGwoKCmBtbY3Kykps2bKlzhB01tbW4PF4aN26NT799NM6ZRNMCLY1a9agVatWsLKyglQqxZo1a9CtWzfEx8eDz+dj48aNcHFxAVCjrc/IyMDkyZPRpk0bBAUF4YMPPkDHjh2Rm5uLpUuXokOHDtDR0cGVK1dgZGSE9evXs2LDv02YmZnR8frVV1/BxMQEVlZWWLlyJVq1agWxWIyCggL4+fnh888/f61rrDno2LEjsrKyEBoaCi8vryaz+/z5c0RFRUEgEMDOzg4CoRDAX7OBAoFApc5dIpHAzMwMBgYGWL16NQwMDFjpHTp0QHx8PPT19bFhwwYars/JyYnKvhRDljK4uLggJycH/fr1w7Rp08Dj8eDs7Iz8/Hz4+/tjzpw5SteUs7Mztcno1DXBxMQEOjo6sLa2xooVK+Dr64vMzEzMmjXrH7/EvLOzM+RyeYP79F1h9+7drP2uXbvCzc3tDXnzz6CgoAAbNmxgdjesXr26oK78jYHTgHM0OS0RB/yfzPz581mz1RUOvqi27KA2v/DFLWi9/Ct/z549G/z4m4PjbeDMmTN1ygy0tbXfyicCHByvA6cBb3k4DTgHhwbExsbC0dERAwcOxA8//ABra2v4+vrCxsYGv/zyS6PthoaGwsbGBrNmzYKZmRmMjIzQtWtX2NraYs6cObh58ybatGmD4OBgKot49eoVvLy80KVLF6SnpyvZ3Lt3L0QiEYyNjeHp6YlOnTqxojrMnz8fNjY2mDlzJqytrfH1118r2VDSe/KUZ63Tb57Gva3zkXHrDMCvSU9OTsaNGzfw888/w8bGBr/++mud7V+5ciXEYjHMzc1Vhmv74IMPIBQK0aFDB5bMQC6X47333oO+vj709PRgZGSE0NBQlXW8fPkSnTt3hrW1NSwsLNChQwc4OzurrK+6uhpjxoxBq1atlHTk27Ztg7W1tdIPi/fffx92dnZUVpCamgoPDw907doVmZmZeBu5e/cunJyc0L9//yaVbzQHGzduhJWVFb777rt685aXl2PgwIFwdHREbGysyjybN2+GtbU1vv32W5XpPB4PKSkpiI6OxrVr13D16lUaSpRJv3jxIhwcHDB+/HgljX9ISAh0dHRgYWGBmzdvNqClqnkT52rhwoWwsbHBkSNHWqQ+Dg6OZqI5gotz2z97QwssxKPIsmXLaMB8FxcXxeD5pG/fvo22KxQKCQAik8lYNpltwYIF9PODBw8IIYQcOHCAHvvpp5+UbDKL0ChuzGI81dXVdJENpk5ra2slGzNnzmQtytBl0lKlxXdEBuY1iw0ZmpOu4xcSf39/uigJs/Xr16/O9jOLqwAgq1evVkrX1tam6dHR0fT4y5cvldqopaWlso4dO3ao7NtVq1Yp5U1OTqbpISEhrLTOnTsTAMTS0pIeKygooPnHjh1LCCFk79699Njhw4frbP+bYsWKFdTHmzdvvml36sTZ2ZkAIK1bt6437+3bt2m7li1bpjIPc/3a29urTA8PDydisZg1VsRiMb0WevfuTd5//32alpqaSsuWl5ezyi1cuLBRbVbkTZwr5nupT58+LVIfx5uHW4in5WmJhXg4DThHk9OUGnBNsLW1xa1btxAQEIAZM2bgyZMn8PLygq6uLlauXIk2bdo0yq5QKEROTg4mTZqEjIwMyGQy+Pr6QiaTYdasWZg8eTJu3bqF/v37Y+rUqeDxeLC1taUz8kuWLFEKuWdpaYmwsDBYWVnBx8cH9vb2WLZsGQ2JJxAIkJeXhwkTJqCwsBAff/wxPD09WTaOHz+OrKwsul9t5AAiYYcBFGiLUZGfBfMugyDRFUOQ9xI8Hg+VlZVo3bo17Ozs6u0bXV1dREVFwcHBAd98842S3r2kpAR37tyBv78/Fi1aRF9+09PTQ05ODtLS0qCnpwdjY2MsXLgQ3bt3V6rD1tYWMTExEIvFsLCwgIuLC6ytrbFq1SoYGRmx8urp6SErKws8Hg+rV6+GhYUFTTM0NERCQgIWLlxINccikQhlZWUoKyvD6tWrYWtrCzs7O8TGxqJdu3ZYtGiRRiERWxpbW1vcvn0bvXr1wqxZs1S+VPi2oKenh6SkJCxatAju7u515jU1NUVycjIkEglWr14NY2NjpTwGBgZITEzExx9/DA8PD6X0pKQkXL58mbXojoODAw0/p6WlhaVLl+L27dsYPXo0Ro8eTcsKBALI5XLcv38frVq1wtq1a2Fqavo6zX8j50pLSwvZ2dlYuXIl2rZt2+z1cbx5amvAvb29OQ14M8NpwDneSTgNePMyffp01mp+FW17odrUSW1+QVoctJ9dpfseHh7YtGlTs/rIwdEchIeH47PPPlObLhaLGx2diIPjbYXTgLc8nAacg6MW5eXlmDp1KkaNGqW0JLYmZGRkYNiwYRg0aBB69uyJffv2Aai52AYPHoz58+dDLpeDEIIFCxbA09MThoaG6NChA3r16qW0siZQs/BHQEAAduzYwdpXXGUvJCQEhoaGWLVqlVrf5HI55syZgyFDhrB0rY8ePUK/fv2wfPlymo9NTRSI0qyXSPjlW6RdrYkLnR59CglHvkFxDluL/ujRIwQEBOD48eOIiYmBhYUF3NzcUF5ezsr38uVL+Pn5wcbGBlu3blXr9969exEQENCgG599+/YhICAA4eHhSn2vjuXLl6Nfv35KK4ECNcuQT5kyBaNHj6bLbq9atQpt27aFsbExBg0a9NbrqRnu3r2L3r1748svv8RHH32EQYMG4cWLF6w8iYmJGDBgABYtWtRg+4cOHUJAQABOnDhRZ77o6GgEBQXhP//5j9o8tc9dY8ZCfWzZsgWBgYFKuv/c3Fzcu3cPycnJuHPnDm7duoW0tDTI5XLMnz8fgwcPxsuX9f/P/OGHHxAQEIBLly5h48aNCAwMxPXr1zXyjRBCz9Hz588RExOD3r17Y+3atQBqQiWOHj0aU6ZMURp/zJgdM2YM8vPzqb0FCxZQez/++CMCAgIQFhZWry/p6en06ZbieyUcfz+4idO/Cc2ha+G2f/aGZtSAnzx5Ukk73RC+/fZblg7U2NiYEMLWct66dYvExsaq1CZbWFgo2ezZsycBQCQSCWtfKpUSQmq03Ux5kUik1reoqCia7/PPP6fHZ8+eTY8nJyeTSZMmsTXgU1cQj4/3EWO37jSf64x19LOhnTMrP6Mvd3FxIX369KH5fvjhB5Y/K1eupGna2tpq/Wa04r6+vhqfB2NjYwKAeHt7K/W9Kp4/f65W/00IIb/99htN3759O0lNTVU6d8eOHdPYvzfJhAkTlHyvrZkODQ2lafHx8Q2yb2dnRwAQNze3OvMNHTqUACA8Ho9UVlaqzKM4Rm7dukXHgo+PT4N8qgstLS2qeQ4LC6PjWCqVUv8Ux+mtW7fo/ooVK+q1z2jKAwMDqa0hQ4Zo5FtMTAyt69NPPyXjxo2j+/n5+WT79u10/7fffmOVrT1mVdmzsLAgAIiHh0e9vnz44Ye07NSpUzXyn+PdgNOAtzwtoQHnZsA53im6du0KFxcX2NraNmqVvf79+8PS0hLW1tbQ0dHBpEmTAACDBw+GqakpfHx80K5dOzg6OsLPz4/Gq5ZIJBCLxZg4caKSzXHjxkFXV5faqr3P5/OpjjswMFCtb66urvDy8oKZmRkGDhxIjw8fPhwGBgbo06cPrKysUFpayipH/j8KioGjF/jaOtBr3QnaesYwcOoCvpYYRg6urPwODg7Q1dXFhAkTMG3aNPD5fOjq6mLQoEGsfIMHD4ZMJgOfz8f48ePV+j1x4kTo6urWmac2kyZNomVq970qLC0t0adPHxgYGGDEiBFK6UxZOzs7BAYGwszMDP3794dQKASPx4OVlRV8fX019u9NMnr0aMhkMgwaNAi+vr4wMTHB4MGDWXmCg4NhZGSEHj16wMHBoUH2mfM1YcKEOvONHTsWEokE48aNU7m0OwAMGjSIde4aMxbqY9KkSdQPxQhAJiYm4PP50NfXpysDmpiYwNnZGT4+PjA1NVXqN3X2dXV1MW7cOEyYMAESiUTjx/tOTk70HA0ZMoSeu+HDh0MmkyEgIAB2dnZo164dfHx8WGWZPrO3t6ffC05OTvDz86P2Jk6cCB0dnXrPFVBzXrW0tCAUCjF58mSN/Ofg4HhzcBpwjiaH04A3L3369GHdhJe7DoVcz0Jtfn7uc4ji/1rdz8TE5K1cvpyDoz6OHj2q+GIUDERy5JWz55HOnz9PF+zi4Pg7UFsDPnfuXLz33ntvyJt/BpwGnOMfDyEE33zzDZYsWYLS0lKsXbsWS5cuRU5ODhYtWoR169bhwYMHmDVrFl12XBVJSUkICQlRuvG8f/8+Zs2ahYiICJw9exazZs3C/fv3sX79eri6ulKNOOPH4sWLlWagGYqKitCtWzf07t2bztQdPnwY//rXv7B79264u7tjwYIFUPWj9+zZs/Dy8kLnzp3xySefYPDgwQgMDGS9bPnkyRPMmDEDKSkprLJEq+5IHrXT8/LylHyIiIigba+L8vJyfPrpp1i5ciVCQ0Oxdu1aLFy4sE6dsGK9H330EdavX4/Q0FBs3ry5zvz//e9/ERoairy8PHz55ZdYtmwZKioq6q0HqDlfX3/9NZYuXaqkbX8XYNrOLLuuSEREBGbOnEljpSteIy2hcz927BhCQkKQlJTULPZPnTqFWbNmscY+Q+3zryNQvpY0HSN1sW7dOnzyyScoKSlpVHnF8VdWVoajR49i9uzZKrXZJ06cQEhICJ4+fYr09HTMnTuXfu+8Lj///DNmz56NhQsXYtWqVaiqqmoSuxxvFuaJD8c7TnPoWrjtn72hCTXg58+fpzosRY3jmDFj6GdPT88arbOhoVo7o0ePpvGoKyoq6PGAgAACgJiYmFBdcrdu3ahtgUBA5HI5uXDhAj32/fffq6xjxowZNM/y5ctJQUEB4fP5BAD9C4CcPn1aqay+vr5KzblirN9hw4ZRzaufnx/VA3p8tF0pDrji5jlvs5KGsKCggFW/iYkJAUB69epV5/nYtWuXSj+hQRxkRb0ws8XGxqrMq6iFnTx5Mv28Z8+eOutgCA8Pp2V27NihUZm3BcW2f/HFF0rppqamBADp2bMnIYR9jWzZsqVZfSsvL6dxqMeMGdMsdUgkEgKADBw4UClt27ZtrHE8e2hXpbGtGPu7MURGRtL+/M9//tMoG2fPnqU2Nm/eTPts3LhxrHzV1dVEJBIRAGTYsGFk7ty59BpPS0t7rXZkZ2ezvneAtzf2PUfd1B7jhw4detMu/e3hNOAc/3iYKBZisRi9evWCkZERxGIxAgMDoa2tDTMzM/p4ri6NL6O/9PT0hJaWltJxHx8f+tnPzw9mZma0fh6Ph7Zt28LExAQikUhtvOOAgAD6uUePHtDV1UXHjh0BAHZ2dgBqwqQ5OzsrEi0mUwAAIABJREFUlVWM9a0Ym9rf31/JV5lMRmdACI8PCOp+3E6EOkrHakeQUeyHuujYsSN0dHQglUqhpaUFIyMjCIVCWFpa0jaqw8vLCwKBAKamphAKhbCxsVErT7KxsYG1tTWEQiECAgJgYGDA6s/6cHJygpGREXR0dNCpUyeNyrwt2Nra0rYzMc0VqX2uFK+Rzp07N6tv2tradKzWN1Yai7e3t1r7TLQQBlMdOQQ8UmeehtKqVSuYmZlBW1u73tjm6nB0dKTfVcyTLUC5TXw+H127dqVp3t7e4PF4cHZ2hoGBwWu1QyaTwdW15v0PsVgMqVRK9znebQjhpMN/BzgNOEeT09Qa8KKiIlRUVMDIyAhFRUWorKyEoaEhcnJyIBKJIJFIkJKSAgsLCwgEysuyM6SlpcHExIR1Aw6AlgVqlpK3trZGeXk54uPj4erqSl9AU/RDHc+ePaM3l0DN4/CcnByYmJjg8ePHsLW1hUwmUypXXV2NJ0+eQFtbGyYmJigoKEBFRQVatWrFyrdlyxb89NNPf92Aa+mizEv5xdDaiK/vBk/+1+PnRYsWYejQoaz6mbbXR25uLoRCISoqKiAWi1FWVgYdHR3o6urWWzYzMxNSqRTFxcXQ1dWts0xJSQlKSkpgYmKCwsJCVFVVKS0GVBeNKfO2oNj22qg6V5qMzaaisrISWVlZsLS0bBb7VVVVyMjIgJWVlVLa8uXL8eeff9L9Ya3L8OdLbeRV/DWX9O9///u1X7gtLi5GWVmZysWCNEVx/NXVZ7Xbm56eDgMDA4hEokbXzcB8/zAvk+vr67+2TY6Wh4sD3vJwGnAODtTcFM+cORO7du2CVCqFoaEh4uLisGfPHhQXFyMhIQEHDx5EWloaq1x0dDRWrFiBzz//HE+fPoWlpSW9+S4qKsLGjRsRGRmJW7du0ZXGrK2tkZ6ejunTp+PEiRNYtWoVAgMDsXXrVkilUhgZGeH27dtYv349cnJyANTckK5fvx63bt2Cg4MDbGxskJmZie+++w7x8fGwsLCAUCiEi4sLbt68if/+979KWt0HDx7g5MmTePXqFbZt2wYej6d0811UVISTJ0+y9H9yac1MPSEE2XGXkfvoBgCgLCcN6TdOoSw3HRm3w5FXwUN1dTVSU1NRUFCAPXv24MyZM9i8eTPKysogEAjoDd3t27cxZMgQnDp1ilV/RkYGvvvuO7x8+RIymQzGxsaQSCQwNjZm3UgTQrB3715s3LgRwcHBOHLkCAAgPj4e+/btw7Vr17Bv3z4UFRWpPN+XL1/Gpk2b8Pvvv+Pw4cNYv349Hjx4wLqRfvToEdatW0f18H/88Qe2bdvG0rjKZLJ38uYbqFmFtPbNd3p6Or777js8fPgQ1tbWiI6OxoYNG1BQUICioiLs3r0bDx8+rNf2s2fPsG7dOiQmJqrNw/QvE4/+xx9/xMGDBwHUrMTYXDffQM0KtOnp6Vi/fj2ys7NZabXjoRuKCAxE7EkkxXck/vzzT5XXmyLXrl3Df/7zHxQWFtJjzLiuD6ZsREQEpkyZgu3bt9M0xfFXV58JhULWjw1zc/MmufkGap5YWFhYQF9fn7v51oDTp0/jhx9+YEXbeRvhJk7/JjSHroXb/tkbmjgOuK2tLdVi3b17lxBCiJWVFQFAgoODiYuLC0sTSwghZWVlVEsKgHTu3Jll86OPPqJxg5k8TCzeLl26qNQ4nzlzhlRXVxMDAwMCgEycOJEQQqhGWV9fn1RVVRFCCBk5ciQBQMzMzGidqampVAtaOz6xubk5AUB97t27t1I/bN++XUkL6Dnr38Tj433EYVAI9dPpvWVEZFhjT1tWo2vn8QW0Dh6PR9zd3YlAIFDpi6GhIUv/zsBo0FXFQlfk4MGDrH7j8XikuLiYtGnThtXnwcHBSmWzs7NZ54TZJBIJKS0tpfkcHR0JABIUFETu379P4zdv2rSpTt/eZYYMGUIAEGtra1JaWkrHyowZM8iAAQMIAOLg4FCvHW9vbwKAuLu7q83D9G/v3r3JsWPHWNdAcyOXy+kYVNRMV1ZWkoCAANb4Pz2/E1k8qgvr2L///W9CCCFpaWn0elu+fLnKuoqKioiOjg4BQObMmdMgPwsLC2lZRa31r7/+2vjGc7wxHj16RL9HvvvuuzftDgtOA97ycBpwDg6AzkTx+Xzo6ekBANVom5mZsT4zCAQC1gyWYprivp6eHtVcq7KjiJGREfh8Pp2ZrJ3f2NgYfD5frS0dHR0l/2v7I5VKVabn5OTg8OHDrGPVRg4gspp8Ql09ADzw+AIIxLr/vw8IdGrsCUS6EMpq+kMoFEIgEFBfzc3NWXYZH8ViMWu2vb7+YTAxMWGVY2ITM+UkEolaOyKRiGpfFeVEjNZclS8ymYw+Yq/Pt3cZxTYLhUI6vtVdA/XZqX3e1dXFxNsWCAQtInHh8XgwNTVl+QEAqampShFOrKVyWEvYq6cyM/tisVjt9cYgFArpLHVDx46WlhYty3yHKPrO8W4hlUrr/G7i4GhqOA04R5PT1BrwkpISHDhwAN26daMvEeXl5SEmJgbdunVDWVkZbty4AV9fX9YLjJmZmYiJiYFAIIC3tzf9cmW4fPkyHB0dUVxcjPz8fHh4eACo0bj++OOPaN++PQoLCxEbG4s+ffrQl/mys7MRFxeH7t27g8/nQy6X4/Lly3B1daU351VVVbhy5Qo6derEkkG8fPkSz58/h5+fH8uX3NxcxMbGomPHjoiNjYW/vz+NZSyXy/Hvf/+btXQ4AQ/lnUaB6P5luyTjOfhCLYiNLFFdXoqS9GeQWDui5FUitPVNISKVqLi6H2KxGNra2igvL0ePHj2wbt061g1zYWEhdu7cidGjR7POnbo2qSI2NhY8Hg8XLlzA4MGD0aZNGxQUFODWrVtwdXXFgwcP0K1bN5ULvKSlpSExMRFmZmYoKipCYWEh2rVrx/qnWFhYiJs3b8LPzw8ikQhJSUnIzs5W+dLi34XKykpcuXIF7u7uMDAwQEZGBuLj49G9e3dUVlYiMjISHh4e9UoNSktLERUVBW9vb7UafOZcMeMwLi4OAoEA7du3b46mKZGdnY179+6he/fu9IfYkSNHsGnTJppHX1uOrb0KcTtTiHV3/rq2BQIBTpw4AT09PaSkpCA5OVnpelMkPT0djx8/Rrdu3Roc3o0p27ZtW5w7dw4dO3bU+EVhjrePZ8+eISMjg74Y+7bAxQFveVpCA87dgHM0OU19A56QkICkpCT07dsXAJCcnIz79++jf//+dBb34sWLyM/Ph66uLnr37q3WVlZWFs6fPw8ej4egoCClGT3mZtfd3Z3W11Q8ffoUT548Qd++fXHz5k0QQiCRSJCRkcGKoMJACMGNGzfwww8/KMVErjJ1RmXbnhrXLa+sQEFyHAxLUiAuZmvl3dzcEBISQiM1KPqpyQ1JTk4Orly5AisrKxQWFrLakpSUhEePHsHHxweXLl1Cr169oKenhwsXLsDMzAz5+fkQi8UwNzdHTEwMPD09ER0djT59+tBZbYbs7GxERkZCIBCgTZs2rFUzX7x4gbt376J///70hq2qqgpbt26FtbW1ytUz3yX+/PNPGBsb48WLF7C1tUVSUhLatGmD58+fQygUQltbG5cuXcKoUaPQvn17xMfHIyUlpVGrxRYVFeH8+fPo3r07JBIJwsPD4enpSTXMJSUliIiIgL+/P27fvg2xWIzc3FzweDy4ubkhMTER1tbWSElJgbW1tdLqpsx5DAoKgkQiwfXr1yEQCNT+eCKE4MSJE1i3bh3KyspQVFQEXV1d9G3NR4hbKUqrgA8idJGVWwB9fX0IhUIsWbKEtQpmfn4+Ll68SMefOi5fvgw9PT2VkXMiIyMhkUjodRIREQE7Ozs4OTlp1K9lZWU4e/YsXaVTnV1F8vPzERERgerqanTv3l1j7X1xcTHOnTuHbt26tchTC47m5V1/CfP8+fOwsLCAi4vLm3ZFY1riBvyN64W57e+3oQk14JmZmUQqlRIAZMOGDaSkpITGrGZ0nbU1xz/88INae507d6b5unTpopTOaLehoDdvCnJycoienh4BQGbPnk21hoxGdf/+/az89+7dI3PnzlXS/vn7+xO/bj2I57zv64z9XXszbOdDABAdYyvi599Npd3Q0FASHR1N/fz22281alvXrl1ZOti9e/cSQggpKCigevnWrVvTuOb79+9ntZ3H49FzysS4Hjt2rFI9Hh4e9Nzo6OiQly9fEkIIqaiooPr2Tz75hOafNGnS30KX++OPP7L6V0tLi/VXcdPS0iIxMTFELBY3OgY6ozX38/Mjs2fPJgCIvb09TWdi6tvY2NDzx9Svq6vLOrc6OjokJSWFZZ95x2LEiBE0vj6PxyORkZEq/fnqq6+ofcauUCgkv4R0JMlr3EjyGjdiYyIjAIiBgQHx9/cnc+bMYb2/wMT779u3r9p2/+9//6O24+LiWGknTpyg70XExMSQ77//nrZX03jdEydOJACIq6srPXby5Elq986dO0plgoKCaNsVz0F9MO9reHt7a1yG4+3lXdaA79mzhwAgIpGIPHv27E27ozEtoQFXfv7LwfEWUVlZSXWfxcXFkMvlNKJBcXEx6y9D7X11aaryKUZCaMpVBauqquiKjIWFhcwPFVRXV7N8SUxMxI4dO3D58mW1tirtuoCIpA2qX15ZU7e8ugpVNu7QenlbKc/169dx5coVtf2qDiafXC5n7Su2WfGcMelM2wkhNJ3Jr6puxWOVlZU0UoGqMQGAFWVFXcSVd4Ha/cv0G/NXkerqapSUlNC+0fQcqqpP8VyVlJSAEAIej0ePMeeKGcsAaBQaxjfF61eVfWalSUKI2hVmFeN6M31AiBztDKvABPIS8dl9EhMTg0OHDmHcuHFKddbX7urqaqXVUxk/q6urUVZWRvMqjsP6UOWDYp2qvm8U8yqeg8bUxfH3QfGae9tR/H/QFKvU/p3gbsA53mosLS1x6dIlxMfHY8KECRAKhbhy5Qpu3ryJCRMmAACmT58OiUSCzMxMGBoa0n+6qjhz5gyOHTsGQghGjRqllP7bb7/ho48+gpeXF7p06dJk7TA1NcXly5dx//59TJgwAWPGjAEhBPr6+khJSUHPnj3xxRdf4MyZM2q/XOVifVTadYXcuJXK9Lqw7/8B8h7fgMzeFVX/x957h8dRnf3798xsk7SrLlm92ZYld9nYIIMpJoAhDhBqKMHvm5DQfiGQ8A012CkQEkJIQjPJCwmBUEI3mDi0QLDliu24CzdZclHvdcuc3x+jHe+qeSWr2T73dc21u7OnzZn2mWee85yoBIQjGkvZOtSOpqB0VquVSZMm0d7ejt1up6qq6qiDypYtW8by5ctJTk6mubnZ9E2MiYnhiy++YPPmzZx99tl8+OGHXHzxxYwZM4bIyEhSU1OpqakhPDyc9PR0Vq1aRWFhIStXruTyyy/vVs/y5ctZvnw5QgimTp1KVlYWYAzc/OKLL1izZg3XXnutmf7FF1/kpz/9Kampqdxwww397rPRwo033miGfTxw4ABpaWns27ePnJwc9u/fj6qqKIrCF198wbe//W0KCwv57LPPKCkp6fNc6I1XXnmFd955hwsvvJDo6GjOOOMM5s6dawq/v/3tb7z55pvMmzePoqIirFarObHTrFmzKC4uJj09nbKyMrKzs8395OeDDz5g+fLlXH755cTHx/POO++gaVqv7jIRERHk5OTQ0dFBQkICzc3NXDDeRqTjSAyBv1ybzq0feAiLOjLwesmSJUycOJFp06bx1ltv8f777wfFvu/K9ddfj91uJyYmxhwP4ueqq65CVVVcLhennnoqp5xyCklJSYwdOzbwNXWfPPfcc8yfPz9oO6+66io0TcPpdPY48dCbb77J66+/jtvt5hvf+EbIPup///vfeeutt5g/f35I6SWSoeKWW24hJiaGtLQ0xo8fP9LNGVVIH3DJoDPYPuCBlJeXoyhKnxEcjobH42Hr1q1ERESE7L956NAhrFYrYWFhVFRUkJ2dbQ6+slgs1NfX09jYaM4GuW/fPnRdp7Ky0tz+nm7UVVVV/O53v6OoqKhHiyaAbovAmzYTX2IuKD0HLvK2NeNtawYFHDFJIW0Tug9fyXqs5VtRve3out4t/rDNZuOKK67guuuuG5Q4wgcPHsRutxMbGxvUf37Ky8v56quvKCwsNGO267reY9q+qK+vp6GhgczMTMAYR5Camkp4eDjFxcVkZWUNWqzloUQIwZYtW1BVlUmTJvUqwPznRWlpKeXl5XzjG98AjEGCQghzoik/brebjz/+mHPPPdfshx07dtDR0WH6Ire0tFBaWoqiKOTm5prjLfrC5/Oxa9cuxo8f321SrLq6OpqamsjIyKC1tZWDBw+aN+SOjg5KSkoAzH2zf/9+fv3rX7Nx48agslIjfPzi1GaqmtxEhWlEOoz/1pWrLP6PlwinyzxOYmJiuP322zn11FOpqqpi7NixPbZ7165dpKWldRt3MBRUV1fT0dERNJHS0qVLSUlJISIiApfLRUdHB0IIxo0b12MZpaWl1NXVkZ2d3aNPu3+/+98yZGVl9TgBmOT4QA7CPDput5t9+/aRm5vb78HUPSEn4pFIAtiwYQNZWVlkZ2ezdevWAZdz8cUXM2PGDCZMmMBjjz121PSrVq0iKyuLnJwcJk6cyLhx45g7dy75+flcddVVVFVVkZubS3Z2NkuXLuXvf/87OTk5jBs3jjlz5pCZmUlWVhYffPABLS0trFq1iqeffprvfe97TJ48mUceeYRt27Z1q1dY7HgyT6Oj4Gp8Y/J6Fd/uxhq2/d//Y/vzd7P9ubspX7MspH5oqSxl87t/5ss1q/hy4ybWr/+S+vr64LLdbl5++WUuvvhibr75Zp599lnWrl3bq7tAX3zxxRdkZWUxduxYrr76avLz84MGEu3YsYP09HTOOuss5s2bZ67//ve/T35+PldeeWVI9dTU1JCXl0d2djZvv/02jz76KLm5ucyePZt7772XvLy8oPJHMz/4wQ+YNm0aU6ZM4a677uoxzcaNG8nOziY9PZ3Zs2dz8cUXs3DhQrZv305OTg5ZWVl8+eWXQXkmTJjA17/+dfMB9JVXXmHixIkUFBTw6KOP4vF4mDlzJhMnTiQ/P59bbrklpPZ++9vfJj8/v9sbh4qKiqBzZPbs2eTm5vLoo48CcO6555KXl0deXh5f+9rXePrppxk7dizPPPMMGzduNN8K2TXBHdNa+aS4gbl/+Ip5T+yioc14cL3rtZ1s3baddevWma4wdXV1LFq0iPT0dMaNG8czzzzTrc2//vWvyc3N5dRTTx3yV/v+wbPZ2dmmm1lhYSGXXHIJs2bNYuLEiWRkZDB+/HjGjx/Pk08+2a2M9957j6ysLKZPn05eXh6NjY1B/2/ZsoXs7GwyMjIYN24cU6dOZcqUKaYbjURyInLhhReSl5fHj370o5FuSshIFxTJccPu3btN38y9e/cyefLkAZUTKN5DEfJfffWV6evpv4nt2bPHzF9RUUFVVRVgzGgZ6LMKRwY6/+xnP8PhcARZugN9bM30qhVvyhS8yVPBYjtq+zzNdfg6juRvqy7rI/UROurKET7Df9XfpCZrDFGKiiKCrfE+n4+tW7eydetWXnzxRTRNY+LEiUyfPp0ZM2YwefLko1oPi4uL8Xq9NDY2smXLFgDzE4x96hdOxcXF5nr/Pgr1oauqqoqKigoAtm3bxq5duwDDyrl58+Z+lTXSBLYzsK8C2b17dzf/4Q0bNrB3717zuNq9ezczZ840/y8vLwcw+8nfL/68bW1t5jHetR2htLdr+oqKCqqrq83t8O+TntKvWbOGlpYW8zzxW4MVReH7k9pIdeq8XtmBEFDV7KW21UtUmMbBhiNjArxer2kF9/l8pkh99tlnOe+884Isy/66i4uLcbvdQ/pmpLS01GxLcXExc+fO7TYjaeBDQE/9vn37djNNeXk5tbW1QVbwPXv2dHtALisro7Gxsdewk5Lji8Gw8J5o9Pc+MRrQFi9ePNJtkJxg/OxnP4sEfgTwox/9qM+wX/0hLy8Pp9PJ/PnzWbhw4YAvQnPmzKG2tpbTTz+dhx9+2Jz8pjf84vKSSy7hxhtvJDs7m5/+9KfExMSwaNEipk+fTlZWFtOmTeOWW24hPDyciooKdF1HCEF0dDSxsbE9unC4XC5UVSUjIwOr3YEveRLuCeehx2SCqvXQmu7YXLFYIqLRHOG4MiaSMuebaDbHUfM54lJRLXaixk4javxMIpKySTj9KnxJ+Si6F6W1ht56WAhBZWUlmzdv5l//+hevvPIKa9as4dChQ+i6TlxcXDd3kSlTpmC327nsssu4++67CQsLY/HixeY03OPHjzcfsJ5//nnz9d+cOXO6pe2L+Ph4cnJyTKvxmWeeiaqq3HvvvSxcuBCLxcKiRYu6+SaPRubMmUNVVRVTp07lscce6zGkXH5+Pk6nk/PPP5/GxkZsNhuffvopM2fOJCoqinnz5nHjjTcGuZBMmDCBvXv38pvf/IbJkydz2mmnsXv3bnJycnj22WeJiYmhoKAAi8XCnDlzeOihh0KaYKawsJCIiAgWL14c5PYyZswYMjMzmT59OnfddReFhYWkpKRw9913s2fPHqxWK5WVlVitVjIzM3G5DDcSr9dLTk4OUc5wrpvQzjlphsiekuJAVRSumRnLnGzj/J2U5GB/nZvvFCYQHR1DVZuxvZqmERERYfp3v//++xQXF9PY2IjT6eSCCy5A0zTuu+++biETB5usrCwSEhKYM2cOt912G5qmUVhYSFFREePGjeOCCy5g7ty55OXlcf755/PAAw90m79gxowZ+Hw+YmJiWLx4MXPnzg36Pzc3l6ioKObMmcO0adNITU3l5z//+aiLbS0Jneeffz7o96mnnjpgA9SJypw5c8xzYjBCbzY2NvL444/7fz6+ePHixr7SDwTpAy4ZdIbSB9zn86FpmmlVDsUvtS8CQwJpmoau6yiKErK4b21tZcuWLWzcuJGNGzeyY8cOU3grihJS1AIdFT1hHN70mejWCJQu2yR03VwX+D3wf6Db+mNB9/lQOxqxHPgSrWYfKiLkCAxgzDDod2koKCggPz8/SEi43W5zoqGgejv7H45YAo91H/vxHzvHE721ObD/ejoX+tpWv2VZ0zQzXeBbGX++Y+2vnvL7fcTXr1/P+vXr2bx5M263u9fzRQjBGSkerhrXTkJYZ+QgXaAAqtr7sSgErKvUeKXYTkW7tc92JiQkcMopp1BQUMDs2bPNybSOtm2KoqCqatB2DsZ1KXD/DGZaSd+M1uuDEKLbQ5b0AR96pA+4RBLAwoULsVqtPPjgg6Snp5OUlNRtgpr+4H84CA8Px2az8eCDD5qWuoMHD/aYp62tjbVr1/Lss89y8803c+GFF/LjH/+Yl156ic8//5wVK1awZs0aioqKKCkpYfXq1WzatClI4AhFxedKwpM6g91NKqtWfkHJoUoqd65n4+PfYe+7Txxp46d/Z+Pv/pdDK97i0Mq32Pi7/6Xsk5eMcnxeil/+BRt//102/v67FL/yEELveSBnqPg62tj23N1sevy7bHjmR6xd+iKriopYu2krRUVF7Co9hAhBhHu9XjZv3swLL7zADTfcgMvlIikpiSVLlvC9730Pu92Oy+UKCpO2a9cukpKSSEpKIj4+HqvVSkJCwjHtYzAekgoKCnC5XHz66afHVNZwcs0112C1WnniiSPHw+HDh3E4HNjtdp588knzJpGUlGS67fz1r3/FbrcHTUTj5+GHH8ZisWCxWLj66quJjIxk/PjxhIeHm+sffPBBFi1ahMVi4Yc//OGA2u4/Vx977DHKysp45513eOCBB1iwYAE33ngjS5YsYf369bS3t7N582ZWrVrFnj17KCoqYseOHQB468pYVVTEvt27TPH993U15PxsG+N+vo1NB3r3ad5R0ca3lvyXtz5ZywRLGdE2vde0FRUVPPLIIyxYsICzzjqL66+/nt///vesWLGix/CVzz77LBaLBbvdzqJFi8y+PnToEJmZmSQmJprb0B+8Xi9nnnkmdrsdi8XCwoUL+0y/bNkyrFYrFouFV155pd/1SY5w9dVXY7Vaeeqpp0a6Kd3wh94MRLqgnBhIH/ATEEVRnMBC4BJgGhAD1AEHgOXAX4UQu0auhQPjnXfeQQjBW2+9ZQrklStXhhzJpCvr1q3j0KFD5u+33nrL9FPdsGEDqamp1NXVsW3bNrZt28amTZvYvn17r9FKamtrEUKYfsy1tbXoum5EItBcOFInoEeloDvHgGacevUf/sP43L0Be1QiCEH9no2mJbBhtxGvu2HPBuh0CGnYvYH0c6/H09pIy6HdZv0tB7/C29aMNWLg0Uraaw/TUWf4B+N/OyZ0PC0N5ja1X3E/alMFauMhtIZDKM1VKPT+Jq2urg4hBBUVFTz33HNs374dMGJz/+IXv+CSSy5h0qRJFBUVmb70gX1aVFQ04H0MxsypmzZtAuDDDz88bgZg+o/3pUuX8oMf/ACA//znP6abzj/+8Q/S0tLMc6GoqIgJEybw3nvv4fP5+OCDD7q9aXjnnXfM7x999BGtra3s3r2bQN59992g9H/4wx9CbnNDQwP79u3jjTfeQAjBI488wttvv91reo/HY8be94cyrKut5a7pzTz8XjUC+LD4SKjM97cZx6FPwOe7m5me1rNP82e7mvF16pZ9B2tZck0kH+y3836JnXZfsHhxu92m0K6rq6OkpISSkhLeeOMNNE0jLy+PgoICxo0bR3Z2Nq+99hpgCOY33njD7Os1a9ZQVmaMv1ixYgX5+fkh9xsYx3pg/P/AfdUTS5cuNd8SvfnmmwMKOSkxePfdd81z7bbbbhvp5gTR2/1GcvwjBfgJhqIo5wB/w5iNMpDEzmUG8BNFUX4BPCSEOG7O7iVLlvDKK69YsHl+AAAgAElEQVRw11138eqrr9LR0cFVV1014PK+/vWvc/PNN7N9+3acTid33XUXTz75JK2traxfv56XXnqpV0t4T6SlpZmvpnXNRmL+bCrL9mJPyMJSeAXenvLMu46qTZ+SUHAu1vBIFFUletwM08KRNu86arZ8TsKM8wGo2vAhcVOMKehtrlhS5l5Fc9kOBILIzMnHJL4BwpOyGTPrIup3b0Czh6FabKAo2GOS8DTXEzd5LmhW9Og09Og0Y5t8HtSmctSGw2iN3QV5amoqHo8Hp9OJ3W4nJyeH4uJiIiIiWLFiBStWrACMmO8zZ84kJiYGl8vFzp07mTVrVsjRT3ojPz+fRYsWsWPHDlPIHg/86U9/4vXXX+enP/2pue7qq6/miSeeoLS0lCeffJK8vDxuvfVW2tvbzXNh0aJF+Hw+Lrroom5uPo8++ih33303Xq+X22+/nWXLlpGens7GjRvZvn07qampPPLIIwD88Y9/5MYbb+yxbc3Nzezbt4+9e/eyb98+9u3bR0lJCTU1NYBxLlRVVR116nS73U5WZiZ6eyPz8mPZWVrFJZOczEj0cfd5Y1iyoppLp0ab6RfNT+am18qIdKh8e1bvfp43zI7lg+0NNLT5ePDCZBwWuGxsB+dnuNlQZWFbjYWttRbqOlQcDgcZGRm0tLR0G2Pg8/nMB3A/7e3tOJ1OXC4XCxYsICYmhosuuoj58+dz22230draOiD3gMTERB577DGWLl2Kpmm99r2f++67j9WrV+PxeHj44Yf7XZ/kCH/605944403ePDBB0e6Kd3oGuUGGFAUKsnoQ/qAn0AoinIB8C4QOIzfC1RgWMG7mov+LIT4/hC0Y8h8wAeT6upq8+a6bds2du7c2W0GvFAQioLuTESPTEGPTEZ3jQGtb7/TExqfG7Wx00LeePioFvLeCAsLIy8vj0mTJjF58mQmTZpETEzMEDRY0hutra2UlJQECe19+/Z1e1PRX5LDfUyO8zIp1svEWB9O6/Dfh4SAQy0qW2stbK2xsL3OQpt34K/2LRaLGXI0Ozub7OxscnJySElJGZW+xZLjg5UrV3L33XcHrbvsssuOq3B7xyPD4QMuBfgJgqIoKcAWwG8WagLuAV4QQrQoiqIC5wN/AALf598khPjTILdlUAX47bffzvLly3n66afZv38/9913Hz6fjx/+8IemdXDbtm3MmzePxsZGVFVF0zTeffddzjnnHMCwWl155ZVs3LiR+fPns2HDBnbs2EFycnI3q5fX62Xnzp34fD4iIyM5fPgwdrudqVOncujQIaqrq8nIn070+JnokSlU7ttJ+frlxE87h6aSrfjcbeRccjs2VyylH71AU+l2Ms77H1wZ+VRu+IiDn72CollQrQ4UTSPljCvwtjVxuOhtVKudnG/chhCCkg+exdvaiKJasEbGoqDgbqhC0SxMuH4xjpjeJyPytDSw990/oqgaOZfcjiXMiBRRsX455auXoigq9thkWsv3YnUaFsaI5LG0lu8jLDGT1ooSdJ8He1QiYy+5HUv4kUk8Gku2UPbJi0RmTyNp9teNejQrOZfejsURQUd9BXuXPoU1IpqsC79HyT+fpb36APi8xMTFMTYjLUiQl5WVUVlZSUZGhjnT4bZt29B13YyMcvjwYXRdx+fzceaZZ3LbbbcxefLkoMl5mpqauOSSS/jyyy/JzMzkjTfe4K677qK0tJSHH36YO++8k/LycqxWK3Fxcfh8Ps444wz+8pe/jBqfyjvuuIM//vGPWK1WFEXBZrMRFxfH2WefzQsvvIDNZqO4uNicYAjg/fffZ+HChXR0dGCz2cwwmNHR0ei6zumnn055eTk7d+6ksLCQpUuXmiEjH374YRYvXoyu62iaxrRp0/jyyy9RFAWXy0VDQwOapqFpGmlpadTX19PW1kZubi4VFRXU1dUxduxYnE6nOZGP/yE2Ojqajo4OcnNzSYpysHPnDg7XNpEZY6OiyYPXJ/jtpak8s7KaA/UexrgsXD49hr+tqcZu0bBqCvd8bQyL/nmYA/VuvDpoCtg0Y2Buq1tHAGFWhfPzInn8sjQWfXCIF9fVoQBXz4jm15ekce/Sg7yzuZ4Ep4VfLkjhVx9VkBxpwaIqlNS6eeKKdCaMceDTYV+jxsoDOr98Zztuj/Fy0Ol0MnXqVJqbm/nqq6/w+XzYbDZiYmKorq4mLS2NMWPGUFlZyd69e1EUhezsbMrKyvB4PKaFfNu2bRw4cIDY2FhKSkrIz88nIyOD5cuXM3nyZD799FNzspx//OMf3Hfffei6bk5QdM0117Bt2zYzlGF0dDRnnnkmr776atCbjl/96lc888wzqKrKuHHjqKysZM+ePZx//vm8/vrrIU9mdTxx5513smzZMp544gkuuOCCkW7OoFBXV8dLL73E22+/3eMU7meccQY33nhjr5M19YdNmzZx/fXXM3nyZF566aWjHiObN2/m2muvZeLEibz88ssn5DElBbgkZBRF+SuG3zdAOzBPCLGqh3SRwH8wfMMBKoGxQojuo40G3pZBE+AtLS1mmMArrriCnTt3mnE+IyMjTbFx//33d3sNO2fOHL71rW+xdetW/vvf/7JmzRoAkpKSaGxspLW1FZvN1m3K+draWnMQlaqq5iCYsaedz941HyOEjitrMuOv+H8AbH/+XtprD2EJi8TbZrwuTD/328ROnMN/nzAmMInJO43sBbew9c934W4Ith6Gj8nG3VyHt8WYBCd20hkI3Ufdjm67zyRx1kWknXV1r//XbP2C/cv/D4DsBbcSk3cqAFuW3IGnua7nTIpyxO87gKyv30xsfqH5e++7T1C/a72xnV+7gbKP/2bUc/EPiMk9hfI1yzj0heHbnjbv2xz49MWg8qbe/AdsnkbUxkOoTZWs+/hdfF4vLpeLqVOnsmfPHjNOtcvlor29HY/HY+a3WCyceqqxPTabzbSSNzc3c88995jp7rjjDn7/+98DcNZZZ/H555/3uNmj6S2N0+kMGpjqx2azmTfhe+65h1/96lfmfxdddBH//Oc/Q67jhRdeICYmhpKSEu65556QJ2gJCwszX30nJydz+PBhAOLi4oiPjw+K3R7IVTPjuXp6JJc/t7fbf3lj7OysOPLWKTnSwuHGI85ahdkRrNrXvT964rPbx3PhM7tp8xw5hlfcMZ4zfn9kuMvp2RGs7FLerWfEc/d5R0ImPvmfSh79pDIozXXnTmXlzgpKDlaY6/zRY8LDwykoKGDjxo1mX4aHhwf16+TJk48an/iRRx7hqquuIi0tjXnz5pmuWX4Cj4FANmzYQEFBgfk7Li6O2traHuvYunUrkyZN6rMdxxvt7e3mA+U3v/lN3nrrrRFu0bHR3NzMq6++ymuvvXZUVxNFUTj33HP57ne/2+NMy6Hy4x//mN/97neAEWf+aOMXfvKTn5iTaJ2IxxQMjwA/8R5bTkIURUkGrgtY9WhP4htACNGoKMrlwA7AiuEX/n3gd0Pe0AEQERHBnXfeyfLly7nlllsoLS3l/vvvx+v1cscddwDGRB2nnHIK0dHRNDc3m6HsGhsbzQFTmqaRmJhIc3MzY8aMwel0cvDgwR59VF2J6UTVNOLVBa6MfCo2/wdbZDwRp1zKGMKo+2otiQXnmekTZ11IxboPiJ9yNk37DQt41LgZaPZwEmacR9P+bcRPMyzxY2ZdxIF//x1FtaDaw1A1C4mnXGBYwFcaFvD4qWeD0Gk5uAtPawOKasEWGQ+Kgru+AkWzkjC974GEkTnTcKZNQFE1XFlH4sWOmX0R5auWgqriiE2l5fAubM5YhHLEAh6emElrxT50rwd7dCKRWVOCyo6fPo/2mkNE5kwlevwp1O5YjWqx4sowLtoxE2ZTv2sd1ohoYieeRlPpNtprDoPQicyeisUZjU40ekyG0aZmhZqtn5M4pRBvbAyJbkFNTQ26rpOamkp7ezuHDx9GCIHH4wl6Y+F2u9m8eTObN2/G5/MRHR1NS0sLcXFxZGVlce6551JfX8+9995LdXU1Bw8exGazER8fj8/nY+7cuUFTgo80t9xyC4899hg2mw1FUbDb7SQkJHDOOefw3HPPYbPZug0S+8EPfsC6detMC7h/MGNkZCRer5fMzEyqq6uprq4mMjKSJUuWmGHyEhISKC0tNQf9xsTEUFdXh6IohIeH09LSgsViQVVVUlNTTQt4UlISqgJNDfWckx9PQZqDV1uc1Ld0cLDeg6rAmWOdlDd5+d/ZUYyNt3P2eCdr97cyNs7KgXovHp/gx+ck8tSKKsrqPKREWrl8egwvrKnGZlGxWRRuOyOeyiYPpXVuPD6wqGDvtIC3uHV0ARE2lfn5kWTG2LhmRgzPr6lFVeCamTGkx9j59qxY3vpvPUmRFm6bm0Bjh4/kSCtWzbCAf3NadFB/XjMjlv8rqqGuc4bN2Rnh/PIMH1vHOrnz7Trq2wRR4VYyx0SxYW8dmRnGNSQ1NZW9e/eafXXgwAHcbjfR0dFERkaSlJREQ0MDFouFlpYWwsLCcDgc1NXVER4ezjvvvMN7771nuqvExsaiaZo5MPyqq65ix44dlJSU0NDQQGxsLGeffXa3eND33HMPzzzzDIqimG8qdu3axfz584c8zvlI4HA4uOuuu1i2bBm33nrrSDenV3Rdp6GhgerqampqaqitraWmpoaamhpznf97Tw9aPSGE4OOPP+bTTz8lPj6e2NhY4uLigpau63uyVi9cuJBPPvmEyZMnhzTg/YYbbuCjjz5i4sSJTJgwod99ITGQFvATAEVR7uSIgNaBFCFERR9ZUBTlNcA/gnG9EGJWX+n72Z5h8QFva2vjqaeeYtmyZUEW0v4gNKvhv+0cg+5KRHcmgvXok9hIhhhPG2pTJWpzRednJYre0zDWo2Oz2bj00ku56aabhnSWw+FG13UqKirMqB379+83v/cUPm+gKAiSwnXSnDqpTh/pTp20CB/JEToWGcgWgGaPwoFmlQPNGmXNKgc7P5s8g9dBiqKQlJREVlaW6Wvu/+53XZEMPx6PJ0hMdxXV/v9qa2sHHNFEKCAyoxE2C2pJHYp74LEToqOjgwR6oDiPj483vx9tZuMTHemCIgkJRVH+heHfDbBaCFHYV/rOPNcDgb4BmUKI0kFqz6AK8M8++4z58+ebvqU2m82cbhqMSAoej8ecBKM3bDYb4a4o6mu6DCDTLEQkj6PlwM7umTQL6DoIHVQNzR6Or6MNQhWDqkZ4QgYo4GlrwRPkfiJQbWEkTDsHoetUbvjQqKcriorFFYu3qabTRUQhPDkHiyMCe0IGVWuXmeX505vl9ORWomrGusC6VBXNFk76+f9L1Zf/wtfeTHtdZa/b6cqaimZ3oHvdNO7d3FmWcqQNXduhWsyyFM1CRMp4msuCYyVrETGge/G1GWHnNIcT3esmLC6F3Gvu5+DHf6Nq6xf0REREBE6nk6qqqh7j5vbEeeedx/Llywdtop/BYPny5SxYsMC8UYeHh9PW1mYe1/5JovzbqCgKYWFhpruDoig4HA7a29tNq3Zger/1y2q1mmm6TsRjs2joQseiKExICkMROiW1bjJjrGiqwvbydjRV0OY2nvbhyJ6PtCt4fNDuNdqbE28jLdrG3up2Kpt9XDgxku3l7ei6oKzOTUdntRbV8OU+d7yLj75qosV95DjSFCPsoL8egPhwjYRIC9vLgwdN+9NaVOMQVxTQFAUUyE2ws7OyA4sKv700lQ1lbby4rpYxLgv1rT6a3TqJLg2vDroumJPjpKLJg67DrqoOmjqMrU12WTglM4LNB1s5UO8x2+bfjrRoK2lRVoqrOmho9eETR84KY/IeDa/PF3St0jQNVVVDNiT4Jy3qiqqqqKqKoihMnz6dc845h9/+9reoqsodd9xhug2MFj744AOeeOIJbrnlFjo6Onj++ec577zz+Oijj7jhhhu6hVbcunUr99xzD5GRkdTX15uuT5qmYbVaKSws5Jvf/CY/+clPaGxs5Morr0QIwdq1a7n55pt56qmnOO+884Li219wwQVs2rSJgoICUlNTefLJJ7Hb7dx33308/vjjZGVl8cQTT1BTU8Ozzz5rzqLc0tJCTU2N6QYJUFpayoEDB3A4HEydOpV9+/YBkJOTQ2lpKZWVlaSmppKWlkZHRwdbtmxBVVWmTp2Kpmns3bvXdL9LTU0lMysLkRGNb2Iiul1l/5srET4f2ZPzsO6rR+/wsHfvXlpaWrDZbCQkJFBVVYXdbjfC33ZeFyZMmGAOYPcPok5ISCA7O7vbPvG/VdQ0jQsuuICUlJRuYt3tdvPUU09RUFDAj3/8Y374wx+adb/11ls4HA4efvhh1qxZg8fjoaWlhdmzZ/PAAw/0eTw8//zzvPHGGyxatAiAn/3sZ1xxxRV85zvf6TXP008/zbJly3jooYeYPn061157LZ9++im//OUvjxpJqC+kAJeEhKIoNRwZfPl7IcSdIeQZDwTOcPItIcRrg9SeQRXgU6ZMOar/5MlLF9F7jFjCI/G2DvqMu8dM5oXfY/8//zzo5a5YsYLTTz990MsdKOPHj+8Wl1sy+IxxWahs9vY05OGEoqtQ37Fjx6hyQ5k4cSI7duxg7NixtLS0UF5eTkREBC0tLcTGxpphLf1ce+21R510qLCwkFWruntgZmRkUFpq2Jhefvll3G4327dv5ze/+U1QuoKCApxOZ1BM9okTJ6IoihmOMjs7u9vgfTAilvhJSkoyxXRubq45oZiqqhQWFvLVV1+Z0YTS0tKIiYlhy5YtQeXNXrwQoow3srWb9rD7hY8ByLn2HOKn5VDz/gb2fLHRTN/bOAGHw8HMmTNxu92sW7fOXD9r1qxuoUoD25WamkpWVla38vbu3WuOAUlNTe0xXK/Vau32QPnJJ58wYcIEoqKiiIiI6Db43W6343a7Of98w5744YcfYrPZeo1O5na7cTgcCCG47LLL+OUvf8nEiROB4DFiA0HOhCk5KoqiJHFEfIPh2x0K+yAoNPXouSp34VhifXdF6cW9RLF0nxZ90OrULIY1uBcccak44rpfzI9WpqJasMcPrv9y1LgCDFF/lKggmg3NEYFqG5i7jmIJ3RVEUS24MvKxRSf1kUjBHt17VJiecDqdo27w0LHGPA8VLcSgL5oCDouRWOHI91BRFcMq7M+V6LT0eWQlOEMP1xfqNvixBpyC501wMT7BbrbRT2CR8REaqtLzmZDo7H34lKqAfRSMrlIUxRzADpCXlxcUPWc0cPnll6OqKpdffjlXXnklqqpy5plnomkaV1xxRVBar9fLueeea1p6FUUhPj7e9Jn3j/MJ9HGOjIwkMjISVVXxer3mOIcnn3ySP//5z/znP/8x86uqis1mMwfe+/vO348RERE4HA4sFgtRUT3Pt+B3BVIUhcTERGw2GzabDZfLRXh4uJlG2DXiszqv3YpC9Iyx2E/NwRoZYZYVlhJrim+AiMwx2KKdWCPDcWYngc1CxJl5WF3hKJoKmkp0bjooCo6AcgDi4uMBQxT72xEWFobV2j1cbkJCwpF8cXE9bmdsbCyqquJyuUy/cn/fmO2NiMBqtZoRnSIjI3nggQe4+uqrmT9/PmeffTYLFizguuuu45ZbbuHuu+8mPz8fVVVJSUkhOzsbVVWZN28eu3fvprKyspsQt9lsXHzxxVgsFi699FKysrLMB6P58+f32PbRhLSAH+coinIKsC5g1deFEB+EmPcg4Fd+zwshvjtIbRp0H/D6+noefPBBVq9ejc1mw+fzHYlQEhFHR+55EB5tWnv87iiqqga9ive/jvd6vVitVnw+H5qmmev9Azh1XTcvJv51gU/rfvcXMC78/joCzyd//f42+Nd1/d9frq7rQa4G/jT+ugO3yf9bURRzG7xer/mfv38Cy/Dn97e3a/n+egPb6G9TYBsDL7Jd3SEC3YBUVTUnJur63d/GwLL9691utznwz79tgf3ur8diseDxeMz952+Lv2yLxYKvsZKw3Z+itNUH9bnX62XevHncf//9QSJlpKmurmbJkiX8+9//prm5GYvFgq7rQf0XuI8URSHCCsnh3k4fbZ3UCJ2UcC/xYQItQF36y/Hn8++3rsdnV6tUYL8Gfu96rnRtX+Cx5k8XWBcQdEz46xJCmOdi4PnhJ/Ac6OkY6ulc9P8XuM3++v1tDOyfwGuHv11+N53A869rX/i3pafzvad2+PMFukEFXgf8bWv3Cg40Cg632zjconGwReNgi0plm0a727iWdd1uf3v814Ls7GwuvfRSLrvsslHjdtXY2Mi2bdtoamqioaGBhoYGmpqaqK+vp6mpicbGRhoaGmhsbDSjAwVuZ9f9HHjd7Po7ME9XAvd9IF2vP4FldUUoCjgseK0KmtOOcFjBYUE4LOCwgMOKz66ihtnMp76eyvIfV/2NHd9bvwghUBUF3D5o96K0edBb3Whu3fjd7un89EKbF8Wn97qNvfVD13sEdD8XQw312lu5fux2O1FRUbhcLqKiosyHLP/3qKgonE4nY8eOPaYB9jIKiiQUErv8rukxVc/UckSA9z6tXBc6BXZfmKZKt9sd8oju3oiJiTl6qLRPlvX9v0TShbVr1/Lb3/6WHTt2kJGRMdLNwefzMWHChF5DyEkkx0JRUREHDx4MmjV1JHn//fe5/PLLR7oZkhOUlJQUFi9ezMKFC4+euAeOVbeEghTgxz9dzXf9CX8QmLY/ZsCyUBPu3LnTDIs2EP72t7+FHKdYIukvXq+XDz74YNT4gUvxLRlKdu7cSX5+fjdf45HgpptuGukmSE5gDh06xIwZMwZ8rFdU9BlIblAYHe+hJMdCV+fl/sTjC0w7KudOnzZt2tETSSTHQE+RACSSE5GuMcNHEv9gOYnkZEVawI9/ujpWDYdT/9Gm3Eqi0y89Ly/vmHzA3W43s2fPZteuXaYl3WKxYLfbaW1txeFwmH6gKAo6KsLuQG9uwRY7Bt3rBa8bLSISX0s9WO2oqoLP7TY6TlXxdrRjD49CKDruumrQFMLikvG0NCIEaPZwvO42NNWKoim4WxsJc8bi9XSgWm14PB70plpwuMDThjUsHM0Rgc/jxtveRlRKDp72FjytTWhWBygCFBWBQHg8CN2DYrHjbm4E4SMsNomE3GlU79pAe2MDvvZmLM4YvB3N4HYDCvjcYLWDasERGQ+6B92n425twuKIICwqgdb6CnRPB9aIKISuo+gerBExdDRW40rJoenAboTFgqZZAIFP96G3toHFitC9WMLC8dZXg8WK5ohAc4TjbqgBn44zJQevp5X2igOAD2xhaPYwLFYbilCwOV00VhzAFuHCERmLxRaGt6MDVAVvewuelkZisidisdqpK9uFu6URmysWoXtor6/C7ozBGuFE1az4OtqxhrtoratA18HX2gAWG6rFis1mxKoV6AihY7E5aKk+aPi/Ch8RjiODmKxWK/X19finePf5fBQUFLBkyRIeeuihUSEI9u3bx5w5c6ipqTFDa/qxWCzm2AN/++12O5riw93hxelQcLt9eHSB7oWsBBtuXVDX7MGnw9gEBzsOt5OdYCUrMYK1uxtIiXHg83qpbvOSEGGlpslDuMOC2+2h1QtWBarbICYcbBaFikaBVYGUKIXyRoErHGyqitsnCLeqCBR04/DG4/Xh8YKuCHQdxrhsVDW78XggJkKjye0j0q7Q4VM5a3wUH22rRdehQ4BDA7tVQVNVwmzGYMh2txcFaPdCuEWlvt0LijExT6zTTkVTB6pQyEoMo67FTWm1l+gIBY9PIHTQhZHWrYPPB8kxNmqb3bR5jP+iwyE6zEZjhyA6TKWxzU1tq0ADrBZo6TDGxLX7wKqBRVFo6hBE2KDNC2EWMNx2NaIdKnurPbgckBhpp6KxA6GA1wuJLpUDdTqRDtAVcHuM9WF28Pqg3QOuMIUxTgtuHzS0GaEOw6wWMhIjqWr2UN3YRmuHjs1mAc1Ka2urOS7C7zscOGDNbrczd+5c7r33XqZMCZ5Ya6R4+eWX+c53vsNnn33W7VgfCnoL3RiIarVgsVlwt7R3+QPDb9snjDuu3rmup4inNguq3YLe3G4cOG4vaIA/0qd/hG6H90gZKihhVkSHxwiN4LChWBREc+c+tGmGD7cfqwoef6hZjtz11YDPwBALFgW8PWy7CmhHylKiwhDN7UaB/uosXcryowT0SW/l03M0lK7Y7Xa8Xq85zqLrvlJVFYvFEuQW0tf+tFgs3HTTTfh8PqZPn95n3b3hD9s4lMhBmMc5iqJcDbwasGqSEGJ7iHlXAad1/vyXEGJQhg0P5iBMIQTLli3jtddeM2OqhpRPUdBdyegx6fiiMxBh0UZQYMmJhRAorbVo9WWodaWoTRUo/XgGHTduHNdee60Z9mq04PF4WLlyJe+99x5r164dkDiJsOikROgkR+ikdE6ckxKhMyZMTqAzWmnxwKEWjcMtKodaVQ63aBxqUSlvVfGJ/l+/IiMjueCCC1iwYAFjx44dghYfO0IIGhsbqayspKKiIugzcBnoJDaDjQBDENs0ROen8d3Sbb2wH1lnhAMaBfcgnw4dPnD7UNxeQ9i7fcbkPoHrOo6sw+1DGUVaMS4ujsTERHMZM2ZM0Hf/LLLHgowDLjkqiqJcCARGPZkthFjXW/ouebcA/neSbwkhBmVEzFDNhFleXs7q1aspKiriyy+/7DU2aE/odhd6dDq+mAz0yBRjgh3J8YnPg9pwEK2uFK2+DMXdEnLWsLAwZs2aRWFhIaeddlpQyK3RSnl5OcuWLWPZsmVUVlYec3maIkgM6yLOw43fLpu8Hww1uoCqNpVDLcZyuFU1RXeDe3CejGbOnMmCBQs488wzT4jZX30+H3V1dT0KdP/3rjHDRxtCoVOMW7oId82wQg+mNtdFsHh2+wxLfIcPRR/d57jT6WTMmDHdRLX/e0JCQrfY5UOBFOCSo6IoyixgbcCq+UKIf4WYN+l82PgAAB6OSURBVDAM4RIhxC2D1KYhn4q+o6ODTZs2sWrVKlatWtXjRAC9IRQN3TUG3ZmAiIhHj4hHOCJHh3VCEowQKO0NqC3VKM3VqC1VhpW7pxlDeyEzM5PTTjuNwsJCpk2b1mPs2+MBn8/HunXrWLZsGZs3bx4SweG0dgrzcJ3kTmGeHKEzJlwPiqMtOTrNHsUQ2J0i+3CnyK5oU/Hog3utsVgspKenc8YZZ7BgwYJjCr92vOLxeKiqqurRkl5dXW2GOpSD+kcGm81mhgmMiYkJEtaBAtsfp3ykkQJcclQURUkAAs1i3xFC/CWEfBagjSPjAB4QQjw0SG0acgHeldLSUlavXs2qVavYtGlTyFM6+xGaDd0vxp1+UR4lRflwInSUNkNsm4K7tRrF1799abPZmDFjhmnlPlHFSEtLC6WlpZSWlrJ//37ze1lZWb+P/6OhYFjNk01xbgj0lHCdaLs4aU8Trw4VrX53kU6R3WpYtps9g//EEh0dTXp6OpmZmWRkZJCRkUFmZibJyclB8fklvePxeEwx3tjYaC5df/vX+dP2543riYymaUFxtwOXwPjcXWN1OxwDm7RtpJACXBISiqJUA/4pqx4RQtwbQp5coDhg1TeFEO8MUnuGXYAH0trayoYNGygqKmL16tUDfm0vNKshxDuFue5MkKJ8sBA6Slu9Ibabq1H8olvvabTP0UlOTqawsJDCwkIKCgqOu4v9YOLz+SgvL+8mzEtLS4ckzGGYJkgKsJYb7iw+ksJ1HCeAJhQC6jsU04p9RGyrVLYZA08HE03TSElJCRLZ/iU6OnpQ65KETkdHRzeh3pNo77o+cNK20YSiKLhcrh7FdF9COjw8PORJdY5npACXhISiKP8E/AMoPxVCnBtCnuuBFwNWDdoBNtICPBAhBHv37mXVqlWsXr2aLVu2HNNgHqFa0SPiDFHujEePSECERfU51fxJj9BRWusN9xHTsl0zYLENhkiZPn06p512GnPmzCEjI+OkuCkcK42NjaaVfP/+/ezfv5+ysjIOHDgwJEIh1m6I8uxIHxOivYyP9hE5iv3MdQGHWlSK6zV21Vsoa1Ypb9Fo8w3+seV0OsnMzOxmzU5JSTlu3aQkwQghaGtr61O4NzQ0DPq5558mvq8ZI51O56iZEXU0IgW4JCQURbkT+F3nTzcwRghRf5Q8rwH+6dC2CyEmDWJ7Ro0A70pTUxMbN25k586dFBcXU1xcTH19n111VIRqOSLKIxIMq3l49MkpynUdpa3WtGyrLdUoLTUo4tgiGMTFxTFhwgRzKSgoICIiYpAaLfF6vRw6dIiysrIgV5aysrJB9zVPifAxIdoQ5LkxPsaE6SP2Usmjw94GjeJ6jeI6C7satEF1HdE0jdTUVDIyMkhPT+9mzZYPjRLJ6EQKcElIdAreEoxoowAPCiF+0Uf6scAOjky+c68Q4pFBbs+oFOBdEUJQVVVlinH/cqyv6oWqIcLjOl1X4tGdiYiwmBPLfaUzBKDaXHnElaS19pjFdkJCArm5uUGCOz4+fpAaLekvzc3NpjDvKtAHwy82yqYzIdpHboyXCdE+Ml2+IQuT2OxR+Kpeo7hOo7jewr5GbVAGRMbGxgaJbP9nSkqK9M2WSI5DpACXhIyiKK8A3+r86QEuFEJ80kM6F/AfwB+dvgEYJ4SoHsS2HDcCvDeqq6vZuXMnX331lSnKq6uPrYt0mxM9JgNfbKYRClE9tjilI4LPi9p4EK12P1pdKYrn2CIKJCYmBgntCRMmEBsbO0iNlQwluq5TWVnZTZyXlZVRXl4+4IlV7KpgbJSPCTFeYh2hR7vpvZ0K+5tViussHGwZ+Dlnt9tJT0/vZslOT0/H6XQeczslEsnoQQpwScgoipINbAb8d4IOYDHwjBCiQTHedZ4H/BGYEJD1h0KIPw5yW457Ad4TNTU1QYK8uLh44AM8VSt6dCq+mEx8MRlgDRvk1g4i7lYj5nbdftSGAyj6wCzcSUlJQUI7Nzd3WGYbkww/HR0dHDhwgNLSUvbs2cOWLVvYtm0b7e3tR888CkhMTGTq1KlMmjSJrKws0tPTSUxMlD6zEslJghTgkn6hKMo3gDeAwCj1PqAciAa6Os2+LIS4bgjacUIK8J6oq6sLEuRfffUV5eXl/SpDgBGXvFOMj7irin92ybr9aLX7UVuq+l1ESkqK6UaSl5dHbm4uUVFRQ9BYyfGC1+tl165dbN68mc2bN7Nly5YhicrSXxRFIScnh6lTpzJ16lSmTJlCUlLSSDdLIpGMIFKAS/qNoijnAc8B6X0k04HHgbuFOEaH3Z7bcNII8J6or68PspRv3769X5Zy3e4yxHhsJroraXhcVXQfasMhw8pdtx+1H7NLJicnk5+fH2TZjoyMHMLGSk4EhBAcPHgwSJDv379/yOu12WxMnDjRFNyTJk3C5XINeb0SieT4QQpwyYBQFCUcWAh8E5gIJGC4pJQAnwF/EkJsHcL6T2oB3hV/KMSVK1eycuVKtm/fHrJ/rNCs+KLTDUEenQ7WQYxv7Wk74lpSfyDksICqqjJlyhROP/10Tj/9dBkCUDJo1NXVsXXrVrZs2UJxcTFut3tQyo2NjWXy5MlMnTqV3NxcGeZPIpH0iRTgkuMSKcD7pra2llWrVrFy5UrWrl0bsl+sQEF3jUHYjn2qXqWjBbW5IuQpRMLDwzn11FM5/fTTKSwslO4kEolEIjlhkQJcclwiBXjodHR0sGHDBlauXElRUdGAB3UOBcnJyaaVe/r06dJqKJFIJJKTguEQ4DJAqUQygtjtdnMKdSEEu3fvZsWKFaxcuZKdO3cOa1sURWHSpEmm6M7OzpauJRKJRCKRDAHSAi4ZdKQFfHCorq6mqKiIlStXsn79+kGZ9KQrYWFhzJ4923QtkWEBJRKJRHKyI11QJMclUoAPPu3t7Xz55Zfs2rULn+/YA9domkZeXh4FBQXY7fZBaKFEIpFIJCcG0gVFIpEA4HA4TNcQiUQikUgkxzdyWi+JRCKRSCQSiWQYkQJcIpFIJBKJRCIZRqQAl0gkEolEIpFIhhEpwCUSiUQikUgkkmFECnCJRCKRSCQSiWQYkQJcIpFIJBKJRCIZRqQAl0gkEolEIpFIhhEpwCUSiUQikUgkkmFECnCJRCKRSCQSiWQYkQJcIpFIJBKJRCIZRqQAl0gkEolEIpFIhhEpwCUSiUQikUgkkmFECnCJRCKRSCQSiWQYkQJcIpFIJBKJRCIZRqQAl0gkEolEIpFIhhEpwCUSiUQikUgkkmFECnCJRCKRSCQSiWQYkQJcIpFIJBKJRCIZRqQAl0gkEolEIpFIhhEpwCUSiUQikUgkkmFECnCJRCKRSCQSiWQYkQJcIpFIJBKJRCIZRiwj3QDJCYnm/3L48OGRbIdEIpFIJBJJv+iiXbTe0h0LihBiKMqVnMQoinIKsG6k2yGRSCQSiURyjMwSQqwf7EKlC4pEIpFIJBKJRDKMSAu4ZNBRFMUOTOn8WQX4RrA5JxNJHHnzMAsoH8G2SCRDiTzWJScT8ngffjQgofP7FiFEx2BXIH3AJYNO54E66K9rJH2jKErgz3IhxIGRaotEMpTIY11yMiGP9xFj/1AWLl1QJBKJRCKRSCSSYUQKcIlEIpFIJBKJZBiRAlwikUgkEolEIhlGpACXSCQSiUQikUiGESnAJRKJRCKRSCSSYUQKcIlEIpFIJBKJZBiRAlwikUgkEolEIhlG5EQ8EolEIpFIJBLJMCIt4BKJRCKRSCQSyTAiBbhEIpFIJBKJRDKMSAEukUgkEolEIpEMI1KASyQSiUQikUgkw4gU4BKJRCKRSCQSyTAiBbhEIpFIJBKJRDKMSAEukUgkEolEIpEMI1KASyQSiUQikUgkw4gU4BKJRCKRSCQSyTBiGekGSCTHG4qi2IBzga8DBcA4IAoQQB2wB1gLvCmEKBpgHfHAhZ3LJCARiAMagSrgIPBvYDmwQfQxpa2iKGd3ph1sPhdCnN1LnRHA9cA3MPooDmjFaPda4FXgEyGEPgTtkhwFRVECj5dWYKoQYs8AyvkrsLDz50EhRFoI9b0ghPifftYzHvgMSAlYvQ04VwhREWIZycBFwNnARCAdiMQ4b6uAauC/wCfAR/0otwTIDCXtUcgWQpQMQjmSHuhyDB4NL9COcT3fDxQBHwohPhkN9SiKkgXsC7EOHWgDKoCdGPeCl4UQh0LJPFz9dlIihJCLXOQSwgI4gLuBQxg37VCWTcBZ/agjGnga6OhHHVuBBX2UeXY/yurP8lkv9S0ADoeQfzUwaaT368m49LAvPgeUAZTz14AyDoRY31/7Wcd4jAe3rudVfIj5ZwBvYIiDUI9tD8ZD4vgQyi8ZpPMpa6SPixN5GaR99CUwe6TrAbKOsfxm4MeANlr67WRclM4OlkgkfaAoyqnAixhioCstQC3GG6V4wNpDml8B94s+TjhFUcYCHwHZXf4SQA3GRTMMiO2ljt8DP+paR2fb/95bvQGMDfjeBFQeJf0aIcR1Xer6X+D/CHZv04FyQAGSOj/9tAFnCyHWhtA+ySDRi1XrdiHEE/0s568MoQVcUZRxGJbv1IDV64HzhRB1R8lrBX4D3E7P7pZeDKu3oPfzth24VQjxlz7q+Qzocbv7IALjXPBTAkwRQjT3sxxJiHQ5Bo92fVMxDC5xgK3Lf63AN4UQH45UPT1YwOsw7kE9lW/HMOyE9/D/00KI2/po37D120nJSD8ByEUuo30BLsa4eAQ+0W8GbgFyuqS1A2dhCF69S54n+6gjAuP1YGD614HzAFeXtDZgNvAkhqUuMM+Dx7CdgeX8dQD5pxNsuW8C7gCiA9IkAIsBd0C6CkK0Zspl0I7p3qxiOf0s568B+QfVAo7h2nWgS94iICqEvE7g4x628SPgRgz3EyUgvQJM6Dxei3vId8Mg9r0F442Dv+wG5JugIV8GeAyqwBnAp13yVwBxI1UP3S3gi0OoIwn4Pt3fTv7PaOi3k3EZ8QbIRS6jeQFOxbDS+i8gHuBOQA0h79c6b66BF6D/7SXtooA0eqg3fGAWhuUjsH15A9zWYxXgHwbkbwNO6SPt5V3qe3ik9/XJtPQgMP3Lv+mHKwpDJMAx3saUdcn3OeAMIa8CvNsl725CdAUDtM5z3BeQvx5IHaS+/12Xtl0x0sfDybAcy/UN46Hp7S5l/Hqk6mEAAjwgb16X+9IhwDLS/XYyLjIKikTSC4qihAEvY7xSA+OGfJkQ4nERwuBBIcTHGEIzMO1vFEWJ7lKPAtwcsOolIcTfQmmjEGIdcFPAKgvw/4WSdzBRFCUHw1rv5zEhxPre0gsh3sRwLfBz+RA1TdI/zgZuHckGdLpifUawW8cnwIUiNBeNH2C8tfKzHjhNCPF5KPULIXxCiMcJPiejgEdCyd8XiqJ8DcPK7udZIcQbx1quZGgRQngx3nh2BKy+rvPafVzVI4TYCSwJWJWM8dZ20BmufjtekQJcIumdu4CcgN8/F0K8158COkX4/wWsiif4xg6GX3mgP+g7/azjdYzIK36+1p/8g8SpGD61fv4SQp41Ad9zek0lGWqWYrgE+Xmk08d02Ol8kPs3weJ7OcYg49YQ8scDPw9YVY3hd1rd37YIIf6MIfz9XK4oSlR/ywlomxN4niNjIPZjXGMkxwFCiHLgXwGrUgmOynM81fNBl99TB7l8k+Hqt+MRKcAlkh5QFMWBYUnzc4iBW8AeItgKfk6X/+O6Vj+AOgIHtiQPIP8xIYR4BWOQzyTgUhFaSDtXwPc+B9RJhpQtwC8DfjuB54bbSqUoSjaG+E4PWL0UuEQI0R5iMbdiWKv93C+EOHAMzXo04Hs1xyZUfkbwtt0UokVfMnrY3eV3ao+pRn89XUNsDrUWHK5+O66QAlwi6ZmLMAYM+nleCOHuLXFfCCFKMSxd1wLpQogLuiTpGo/1igFUsxjDbzZKCDFgK92xIITwCCG2CyHePVrazljqFwWs2jB0LZOEwK+AjQG/59H9Tc2Q0Sm+PwMyAla/geEfHdJ51/nAEOiOdRDD4nwsfAh8F8gVQmQIIb4YSCGKouRjRGPx87YQ4l+9pZccNwzonjAK6hnT5ffeQS7/aAxXv41q5EQ8EknPXNTl90fHUlinT2lvlGGEdkrs/P0tRfn/27v3WEnKMo/j3x8iwjgMCiJrQFBBvKAYUHfWGxoNw6KLChpkIwqIEhBETYSQBR1xFBWQi8RBFjarLhnAG8YbblAGCRclIIJ30WxwIZKZIDDcBtjl8Y/nbU9Vne5zuvt0V/eR3yfppKq6q946fU6ffuqt930e/RFYFREP996tdvx1zJ82cCqUuwsXkBOJOk6fzNkY5FhNSYeS46U76fhOlXRZjLk4TBnuspZ68L2GnIj8/wMc6uXUb21fUsagDi1yJtlCg3iAzzLzffswHnqyWL2wshzk/+7F2M5+leX7yWwl49TW+7aouAfcrLt/rCw/RBaNGYsyobOZf/lE4H8lnSXpdSWn8aIkaRNJSyTtLuk4Ms1bNX/4KWWsvE1QRNxCDpfqWApcMM6hKCX4vpJ6JckvAe8aMPiG2XMfFnTRPCqSXkk94FkdEW33ONoCSXom9eGDt0TEXYutnfL3eFRl0+qIuHdUx+/SXivv22LkANysQdImwK6VTb8bdvjJAM4kx+JWbQt8kOwdvFfSFZJOlrSiTOhaLK4lixXdTBZG6fR0rgeOiIgTJ3ViNssp5O+p4w3Uh3WMjKSdyL/tavB9D/CBfrIMdfHixvqNw57biH20svwAI8imYu2S9GTgQrLOQ8d5i6EdSZtKepqkf5J0Fpkfv1OUZy1w0kKOP0/brbxvi5UDcLPZllH/h7F+3A1GxANkD961PV6yBdmL8DFyRvlfJF0t6YQyfnaa7dRj+x+AjZKe0ObJWG8R8ShwKJlPvuPUEiyPTDneldSHIUFW7DtryMNWM+k8EBFj/9zOR9IewD9XNq0uw8VsEZC0o6QjyYvSvSpP/QL4jylqZ6Wk6PYgP8vrgevIDp0tyKQA5wD7lc/8SLX1vi12HgNuNtuTG+sDpzAbRkSsk7QX2eN4PL0DV8hxuq8qj1MkfRs4oeR4nRqSnkRO+LmbHGv4dGYubl5RHh+StH+ZrGoTFhE/l/Rp8mIPMlvN+cCKETWxA9nz9qzKtkeYKV19uKTLI+KSAY9bnXzc9y11STcz+zPfy+0R8boBzumDleVHgbMH2NfG5wBJr57j+ScBT6X738WfyXoQ/dwVbaudQd0DbCjtPjDAftP68yxKDsDNZht07OnIlHGvqyV9kSyOsD/Zg/bcOXYT8BZgH0kfiIgL5nht2x4jM7/cAX/LfrI3Odb4JeU1ewKXS3pZRNw3mdO0hk8Cb2Um7d7eko6IiH8fwbHf0Fg/GfgtcFFl23mSro+I/xnguMPeSdmZ/gPwvr8zJW0NvKOy6audz4FN3JbU06D24zHgO2T6yGYav0m3czdZEbmbTcm/722YSXG7NTnP6Njyub64z3ba+nkeFxyAm822obHe+njrMgZ2bXkgaQeySuFeZIq4nbvstjlwvqRHI+LLLZ3qnMrtzTsq648A35N0BfBNZm7P70r2uB7X+knaLBHxaMmKcj0z3xOnlawoo8xgcFJEfApA0n5kqk7I3uyLJL1mgFvk1Yu3aZgj8a/MVNEFOHdSJ2ID20h+D9wF/JLMDvS1AS8I22zn8xHx8bleULJP7QEcTX7ORAbTayQ9FhFfHbDNbtp63/4ueAy4WUOpuFcddvLMXq9tS0TcHhEXRsQREbELefv+GDJAajpH0j902T41IuIhMkCpzoZ/X+khtykQETdRnzC4jHpV14U6vhN8F0dTT0+2nHqBoPlUC+4s67dqZUQsjQj1egB9lbDvoprp59aIuGbI49jofXmu33lEbBER20XECyPiwIg4dcggsq125hURGyPiuog4mAzAozwl8o7T0xbTz/P3wAG4WXe/rizvKmmq7hZFxG0R8YWIWA68mfrtxy2B907mzPoXEfdQz7G8FdlDY9NjFfXsPCskvW8Ex/1wRFSrTHb+Hg5hJjAAOE7S3n0e85eN9d0WcH4LUu5YvaKyaSruSJkBlCEnX6psegrwnsmczeOXA3Cz7qoV75YwM155KJIOlPR9SR+RtEdJddh5bqmknSW9UlKzLP28IuI7wIGNza9fyPm2qJlffeJ3G2xGGTJ0GFAtaHN6ye07rK9HRNdMJxGxFjijsknAf0lqVu7r5qrGenOseZve1Fj/5kTOwqy35nyOZh59GzMH4Gbd/aCx/tYFHu8AYF/gNLLs+t4AkpaTY1f/AFwDvG2Yg0fEj4CfVzZtv5CTHYakbSUtl/TSAXa7v7Hu/0lTJiJuJPO3dywjs6IMa76sCydS73XfDvhKHwWB1lKfv/HOcRYRmse+leVbI+I3EzoPs16aGbPc+dEyf9mZdXcNUK1Wd3hJqTew0ntXDeDvAn5UlptZEV41TBtFdazdxgUcZ2CSfgisI3u0vzjArs0LhTtHdlI2SicDv6qs7yPp8HE0FBEPAweTJds7VjDPBN2yX3VI0/MY8oJ2IUrQX819fFnb52DWh2a2r1a/M8wBuFlXERHUc/Y+A/jIkIdbSb2wzwUR8X+lnduB2yrPHdjn7fZudqks/6rnq8bj95XlPSXt2POVddUiJY8AN43ulGxUylCUQ6l/aX+OzOk9jvZuIXvCqz5Z7hjN5Qzgwcr6WZKevsDTGfR7cjcyF3LHlQts32wcntdYH2V2I+uDA3Cz3s6jHhyvlLTPIAeQdABwZGXTBuq386E+GWZzckb6QJM+y0S1ainubwyy/wh8q7K8CfDh+XaQtDv1HsrLnQd8ekXEDeQQqo6tGO846zMoaTiLJ5KpCZf12qGkSKyWft+eTHvZT4aHGkmbSDoJmKvwSDcvb6zfMGjbZi14d2P9vydyFo9jDsDNeii3tA8hCwlABgDfknRMdRJlL5LeC1zMTPEDgKMiolkw4QyySljHW4BL+53oVnoFq4UUbgEu7WffEfoh9V73Y+bKXlFKkV/KTPGUoB442XT6OPUMQWNT7kIdQlbt63g2syePNZ0JVKtovgy4QVJzYmRPkl5LDqdaRf3zG933qKlO2N4w4rzpZgsm6fXAUZVNDwKjyANuA3AAbjaHiPgxmW+7Y3PgHOBmSUeWdGN/I2nrkvHkanKi2hMrT58eEWu6tLEBOIgcgtHxL8BvJa2WtI+kJY12lkp6o6QLgWvJymYADwHvLoV8WlPaO5KZbBmbAt+VtLI6BKC8P0eTvYLPqRxiVck7bVOsXJQeRkvVYkvwenRj8zvKxW2vfTqBezUI34n8e7xR0rGSnt/IRCRJzymf6Z+Qw0aaPdm/pp7bu5fnV5Zv6/kqs5ZJeoGkzwDfp16I8eSIWD+h03rcmqrcxmbTKCLOlfQgsJpMSQjwIrKy3bmS7gHuJavvbU29xwwyWPlYRJwyRxtXSdqX7IXopCJcQvZSHAUg6T6y5PBW5dH0F+CAiLh54B9yBCLi6jIx7z/Ji/vNyB7TlZI6kyu3Y/aF/+qIWNnaidqCRMT1kj4HHN9Se2tKlcyDKpvPlnRNr+wi5ULhIEk/BT7BTGXMPcsDYKOku8jP5zb0Lkd/Pzls7LNlLPx8nlVZ/nOvF5mN0LGSDp7j+U3J76ZuZeQvIudzWMvcA27Wh1LafQ9ybHXzNvRTyB62bZgdfF8HLJ8r+K60cQUZ2J9PvTe8Y0tgR2YH348Ba4DdS4/9xETEV8h8sn+qbBY5ifUZ1P/nrAPeExHNHk6bfiuZncZsnN5PvdLlEuDiUl67p4g4k+yRPpt6ikLIu1nbk5+pbsH3n8jMKztExKo+g2/Ii8yOZptm4/BUYOc5HjsxO/jeQCYWeFdEtHJHy+rcA27Wp4j4PfD2Mn55fzJl4G7kF+6W5PCLu4FbyWEhX4+Inw3Yxp3AEZJOIMeCv5qcXNkJvDcj00XdSd4SvxK4pGRTmQoRsVbSLmSp+TeTt/K3JS9c1pP5yi8DLoyI+XJC2xSKiI2SDiPTdY69Iyci7pZ0KHA5Mxe5u5PzJ94/z753AB+S9G/kpNEVZd9dyIvnzcjUoOvIISNXAVcANw05lGtpZdmp3WzSghzjfR95UfkLMg3ut/3/d7KUw+XMzMzMzKwNHoJiZmZmZtYiB+BmZmZmZi1yAG5mZmZm1iIH4GZmZmZmLXIAbmZmZmbWIgfgZmZmZmYtcgBuZmZmZtYiB+BmZmZmZi1yAG5mZmZm1iIH4GZmZmZmLXIAbmZmZmbWIgfgZmZmZmYtcgBuZmZmZtYiB+BmZmZmZi1yAG5mZmZm1iIH4GZmZmZmLXIAbmZmZmbWIgfgZmZmZmYtcgBuZmZmZtYiB+BmZmZmZi1yAG5mZmZm1iIH4GZmZmZmLXIAbmZmZmbWIgfgZmZmZmYtcgBuZmZmZtYiB+BmZmZmZi36K/bRZYD51sNRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 465.3x400 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 353,
"width": 368
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sc.pl.violin(adata, ['CST3', 'NKG7', 'PPBP'], jitter=0.4, multi_panel=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Remove cells that have too many mitochondrial genes expressed or too many total counts."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>n_genes</th>\n",
" <th>n_genes_by_counts</th>\n",
" <th>log1p_n_genes_by_counts</th>\n",
" <th>total_counts</th>\n",
" <th>log1p_total_counts</th>\n",
" <th>pct_counts_in_top_50_genes</th>\n",
" <th>pct_counts_in_top_100_genes</th>\n",
" <th>pct_counts_in_top_200_genes</th>\n",
" <th>pct_counts_in_top_500_genes</th>\n",
" <th>total_counts_mito</th>\n",
" <th>log1p_total_counts_mito</th>\n",
" <th>pct_counts_mito</th>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AAACATACAACCAC-1</th>\n",
" <td>781</td>\n",
" <td>779</td>\n",
" <td>6.659294</td>\n",
" <td>2419.0</td>\n",
" <td>7.791523</td>\n",
" <td>47.788342</td>\n",
" <td>63.331955</td>\n",
" <td>75.031005</td>\n",
" <td>88.466308</td>\n",
" <td>73.0</td>\n",
" <td>4.304065</td>\n",
" <td>3.017776</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AAACATTGAGCTAC-1</th>\n",
" <td>1352</td>\n",
" <td>1352</td>\n",
" <td>7.210080</td>\n",
" <td>4903.0</td>\n",
" <td>8.497807</td>\n",
" <td>45.502753</td>\n",
" <td>61.023863</td>\n",
" <td>71.813176</td>\n",
" <td>82.622884</td>\n",
" <td>186.0</td>\n",
" <td>5.231109</td>\n",
" <td>3.793596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AAACATTGATCAGC-1</th>\n",
" <td>1131</td>\n",
" <td>1129</td>\n",
" <td>7.029973</td>\n",
" <td>3147.0</td>\n",
" <td>8.054523</td>\n",
" <td>41.340960</td>\n",
" <td>53.829044</td>\n",
" <td>65.490944</td>\n",
" <td>80.012711</td>\n",
" <td>28.0</td>\n",
" <td>3.367296</td>\n",
" <td>0.889736</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AAACCGTGCTTCCG-1</th>\n",
" <td>960</td>\n",
" <td>960</td>\n",
" <td>6.867974</td>\n",
" <td>2639.0</td>\n",
" <td>7.878534</td>\n",
" <td>39.029936</td>\n",
" <td>52.898825</td>\n",
" <td>66.691929</td>\n",
" <td>82.569155</td>\n",
" <td>46.0</td>\n",
" <td>3.850147</td>\n",
" <td>1.743085</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AAACCGTGTATGCG-1</th>\n",
" <td>522</td>\n",
" <td>521</td>\n",
" <td>6.257668</td>\n",
" <td>980.0</td>\n",
" <td>6.888573</td>\n",
" <td>44.897959</td>\n",
" <td>55.714286</td>\n",
" <td>67.244898</td>\n",
" <td>97.857143</td>\n",
" <td>12.0</td>\n",
" <td>2.564949</td>\n",
" <td>1.224490</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" n_genes n_genes_by_counts log1p_n_genes_by_counts \\\n",
"0 \n",
"AAACATACAACCAC-1 781 779 6.659294 \n",
"AAACATTGAGCTAC-1 1352 1352 7.210080 \n",
"AAACATTGATCAGC-1 1131 1129 7.029973 \n",
"AAACCGTGCTTCCG-1 960 960 6.867974 \n",
"AAACCGTGTATGCG-1 522 521 6.257668 \n",
"\n",
" total_counts log1p_total_counts \\\n",
"0 \n",
"AAACATACAACCAC-1 2419.0 7.791523 \n",
"AAACATTGAGCTAC-1 4903.0 8.497807 \n",
"AAACATTGATCAGC-1 3147.0 8.054523 \n",
"AAACCGTGCTTCCG-1 2639.0 7.878534 \n",
"AAACCGTGTATGCG-1 980.0 6.888573 \n",
"\n",
" pct_counts_in_top_50_genes pct_counts_in_top_100_genes \\\n",
"0 \n",
"AAACATACAACCAC-1 47.788342 63.331955 \n",
"AAACATTGAGCTAC-1 45.502753 61.023863 \n",
"AAACATTGATCAGC-1 41.340960 53.829044 \n",
"AAACCGTGCTTCCG-1 39.029936 52.898825 \n",
"AAACCGTGTATGCG-1 44.897959 55.714286 \n",
"\n",
" pct_counts_in_top_200_genes pct_counts_in_top_500_genes \\\n",
"0 \n",
"AAACATACAACCAC-1 75.031005 88.466308 \n",
"AAACATTGAGCTAC-1 71.813176 82.622884 \n",
"AAACATTGATCAGC-1 65.490944 80.012711 \n",
"AAACCGTGCTTCCG-1 66.691929 82.569155 \n",
"AAACCGTGTATGCG-1 67.244898 97.857143 \n",
"\n",
" total_counts_mito log1p_total_counts_mito pct_counts_mito \n",
"0 \n",
"AAACATACAACCAC-1 73.0 4.304065 3.017776 \n",
"AAACATTGAGCTAC-1 186.0 5.231109 3.793596 \n",
"AAACATTGATCAGC-1 28.0 3.367296 0.889736 \n",
"AAACCGTGCTTCCG-1 46.0 3.850147 1.743085 \n",
"AAACCGTGTATGCG-1 12.0 2.564949 1.224490 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.obs.head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 409.1x400 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 377,
"width": 357
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 451.25x400 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 397,
"width": 417
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sc.pl.scatter(adata, x='total_counts', y='pct_counts_mito')\n",
"sc.pl.scatter(adata, x='total_counts', y='n_genes', color='pct_counts_mito')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-info\">\n",
"\n",
"**Exercise**\n",
" \n",
"Make the same plots for ribosomal genes.\n",
" \n",
"</div>"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AnnData object with n_obs × n_vars = 2700 × 13714 \n",
" obs: 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_50_genes', 'pct_counts_in_top_100_genes', 'pct_counts_in_top_200_genes', 'pct_counts_in_top_500_genes', 'total_counts_mito', 'log1p_total_counts_mito', 'pct_counts_mito'\n",
" var: 'gene_ids', 'n_cells', 'mito', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts'"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's do the cell filtering based on number of genes and percent mito reads:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"View of AnnData object with n_obs × n_vars = 2638 × 13714 \n",
" obs: 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_50_genes', 'pct_counts_in_top_100_genes', 'pct_counts_in_top_200_genes', 'pct_counts_in_top_500_genes', 'total_counts_mito', 'log1p_total_counts_mito', 'pct_counts_mito'\n",
" var: 'gene_ids', 'n_cells', 'mito', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts'"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata = adata[adata.obs['n_genes'] < 2500, :]\n",
"adata = adata[adata.obs['pct_counts_mito'] < 5, :]\n",
"adata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This removed 362 cells with either high-mito UMIs or high number of expressed genes`\\o/`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Total count normalization"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Total-count normalize (library-size correct) the data matrix $\\mathbf{X}$ to 10,000 reads per cell, so that counts become comparable among cells."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"normalizing by total count per cell\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Trying to set attribute `.obs` of view, making a copy.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" finished (0:00:00): normalized adata.X and added 'n_counts', counts per cell before normalization (adata.obs)\n"
]
}
],
"source": [
"sc.pp.normalize_per_cell(adata, counts_per_cell_after=1e4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"See `sc.pp.downsample_counts` as an alternative method."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's logarithmize the data:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"sc.pp.log1p(adata)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Set the `.raw` attribute of AnnData object to the logarithmized raw gene expression for later use in differential testing and visualizations of gene expression. This simply freezes the state of the AnnData object. While many people consider the normalized data matrix as the \"relevant data\" for visualization and differential testing, some would prefer to store the unnormalized data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Be careful about running `sc.pp.log1p` multiple times!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see how expression values look like:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 1.6358733],\n",
" [0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 1.625141 , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 1.1117153, 0. , 0. , 0. ],\n",
" [0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 1.429744 ,\n",
" 0. , 0. , 0. , 0. , 1.429744 , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 1.429744 ],\n",
" [0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 3.55831 ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 1.5663872, 0. , 0. , 0. ],\n",
" [0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ,\n",
" 0. , 0. , 0. , 0. , 0. , 0. ]],\n",
" dtype=float32)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adata.X[:5, :30].A"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"adata.raw = adata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Identify highly-variable genes."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"extracting highly variable genes\n",
" finished (0:00:00)\n",
"--> added\n",
" 'highly_variable', boolean vector (adata.var)\n",
" 'means', float vector (adata.var)\n",
" 'dispersions', float vector (adata.var)\n",
" 'dispersions_norm', float vector (adata.var)\n"
]
}
],
"source": [
"sc.pp.highly_variable_genes(adata, min_mean=0.0125, max_mean=3, min_disp=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 385,
"width": 701
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sc.pl.highly_variable_genes(adata)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Actually do the filtering."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"adata = adata[:, adata.var['highly_variable']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Regress out effects of total counts per cell and the percentage of mitochondrial genes expressed."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"regressing out ['n_counts', 'pct_counts_mito']\n",
" sparse input is densified and may lead to high memory use\n",
" finished (0:00:05)\n"
]
}
],
"source": [
"sc.pp.regress_out(adata, ['n_counts', 'pct_counts_mito'], n_jobs=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Scale each gene to unit variance. Clip values exceeding standard deviation 10. "
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"sc.pp.scale(adata, max_value=10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Principal component analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reduce the dimensionality of the data by running principal component analysis (PCA), which reveals the main axes of variation and denoises the data."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"computing PCA with n_comps = 50\n",
"computing PCA on highly variable genes\n",
" finished (0:00:00)\n"
]
}
],
"source": [
"sc.tl.pca(adata, svd_solver='arpack')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can make a scatter plot in the PCA coordinates, but we will not use that later on."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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