{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Processing and integrating PBMC TEA-seq data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebooks provides an example for TEA-seq data processing in Python.\n", "\n", "TEA-seq is a method for trimodal single-cell profiling that allows to get gene expression, chromatin accessibility, and epitope information per cell. The method is described in [Swanson et al., 2021](https://elifesciences.org/articles/63632).\n", "\n", "The data used in this notebook is on peripheral blood mononuclear cells (PBMCs) and [can be downloaded from GEO](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE158013).\n", "We will use a single TEA-seq sample in this notebook — `GSM5123951`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Change directory to the root folder of the repository\n", "import os\n", "os.chdir(\"../../\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import muon as mu\n", "import muon.atac as ac\n", "import muon.prot as pt" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "from matplotlib import pyplot as plt\n", "plt.rcParams['figure.dpi'] = 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare & load data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use `*_cellranger-arc_filtered_feature_bc_matrix.h5` and `*_adt_counts.csv.gz` files with counts. For chromatin accessibility, we'll also use `*_atac_filtered_fragments.tsv.gz` files with fragments as well as metadata in `*_atac_filtered_metadata.csv.gz`.\n", "\n", "For this notebook, we work with a single sample." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# This is the directory where those files are downloaded to\n", "data_dir = \"data/teaseq\"" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/teaseq/GSM5123951_X066-MP0C1W3_leukopak_perm-cells_tea_200M_atac_filtered_metadata.csv.gz\n", "data/teaseq/GSM5123951_X066-MP0C1W3_leukopak_perm-cells_tea_200M_atac_filtered_fragments.tsv.gz.tbi\n", "data/teaseq/GSM5123951_X066-MP0C1W3_leukopak_perm-cells_tea_48M_adt_counts.csv.gz\n", "data/teaseq/GSM5123951_X066-MP0C1W3_leukopak_perm-cells_tea_200M_atac_filtered_fragments.tsv.gz\n", "data/teaseq/GSM5123951_X066-MP0C1W3_leukopak_perm-cells_tea_200M_cellranger-arc_filtered_feature_bc_matrix.h5\n" ] } ], "source": [ "from glob import glob\n", "for file in glob(f\"{data_dir}/GSM5123951*\"):\n", " print(file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construct simple metadata parsed from the filenames:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'GSM5123951': 'W3'}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meta = {}\n", "for file in glob(f\"{data_dir}/GSM5123951*\"):\n", " tokens = os.path.basename(file).split(\"_\")\n", " meta[\n", " tokens[0] # GSM5123951\n", " ] = tokens[1][-2:] # W3\n", " \n", "meta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we will load RNA+ATAC counts." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/bin/miniconda3/envs/issue57/lib/python3.8/site-packages/anndata/_core/anndata.py:1830: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Added `interval` annotation for features from data/teaseq/GSM5123951_X066-MP0C1W3_leukopak_perm-cells_tea_200M_cellranger-arc_filtered_feature_bc_matrix.h5\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/bin/miniconda3/envs/issue57/lib/python3.8/site-packages/anndata/_core/anndata.py:1830: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n", "mudata/_core/mudata.py:437: UserWarning: var_names are not unique. To make them unique, call `.var_names_make_unique`.\n", " warnings.warn(\n", "mudata/mudata/_core/mudata.py:437: UserWarning: var_names are not unique. To make them unique, call `.var_names_make_unique`.\n", " warnings.warn(\n" ] } ], "source": [ "get_h5_file = lambda root, s, w: f\"{root}/{s}_X066-MP0C1{w}_leukopak_perm-cells_tea_200M_cellranger-arc_filtered_feature_bc_matrix.h5\"\n", "\n", "s, w = list(meta.items())[0]\n", "\n", "mdata = mu.read_10x_h5(\n", " get_h5_file(data_dir, s, w)\n", ")\n", "\n", "mdata.obs[\"sample\"] = s\n", "mdata.obs[\"well\"] = w\n", "\n", "mdata.update()\n", "mdata.var_names_make_unique()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
MuData object with n_obs × n_vars = 7966 × 138155\n",
       "  obs:\t'sample', 'well'\n",
       "  var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n",
       "  2 modalities\n",
       "    rna:\t7966 x 36601\n",
       "      var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n",
       "    atac:\t7966 x 101554\n",
       "      var:\t'gene_ids', 'feature_types', 'genome', 'interval'
" ], "text/plain": [ "MuData object with n_obs × n_vars = 7966 × 138155\n", " obs:\t'sample', 'well'\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " 2 modalities\n", " rna:\t7966 x 36601\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " atac:\t7966 x 101554\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use [rich representation](https://muon.readthedocs.io/en/latest/notebooks/quickstart_mudata.html#Rich-representation) to explore the structure of the object." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mu.set_options(display_style=\"html\", display_html_expand=0b000);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "MuData object 7966 obs × 138155 var in 2 modalities
Metadata
.obs2 elements
\n", " \n", " \n", "\n", " \n", "
sample object GSM5123951,GSM5123951,GSM5123951,GSM5123951,...
well object W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,...
Embeddings & mappings
.obsm0 elements
No embeddings & mappings
Distances
.obsp0 elements
No distances
rna
7966 × 36601
AnnData object 7966 obs × 36601 var
Matrix
.X
\n", " float32    scipy.sparse._csr.csr_matrix\n", "
Layers
.layers0 elements
No layers
Metadata
.obs0 elements
No metadata
Embeddings
.obsm0 elements
No embeddings
Distances
.obsp0 elements
No distances
Miscellaneous
.uns0 elements
No miscellaneous
atac
7966 × 101554
AnnData object 7966 obs × 101554 var
Matrix
.X
\n", " float32    scipy.sparse._csr.csr_matrix\n", "
Layers
.layers0 elements
No layers
Metadata
.obs0 elements
No metadata
Embeddings
.obsm0 elements
No embeddings
Distances
.obsp0 elements
No distances
Miscellaneous
.uns0 elements
No miscellaneous

" ], "text/plain": [ "MuData object with n_obs × n_vars = 7966 × 138155\n", " obs:\t'sample', 'well'\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " 2 modalities\n", " rna:\t7966 x 36601\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " atac:\t7966 x 101554\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we will load protein counts." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "prot_counts = pd.read_csv(f\"{data_dir}/{s}_X066-MP0C1{w}_leukopak_perm-cells_tea_48M_adt_counts.csv.gz\")\n", "prot_counts.set_index(\"cell_barcode\", inplace=True)\n", "prot_counts_total = prot_counts.total.values\n", "del prot_counts[\"total\"]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/xt/tvy3s7w17vn1b700k_351pz00000gp/T/ipykernel_62585/1322958841.py:1: FutureWarning: X.dtype being converted to np.float32 from int64. In the next version of anndata (0.9) conversion will not be automatic. Pass dtype explicitly to avoid this warning. Pass `AnnData(X, dtype=X.dtype, ...)` to get the future behavour.\n", " prot_raw = mu.AnnData(X=prot_counts)\n" ] } ], "source": [ "prot_raw = mu.AnnData(X=prot_counts)\n", "prot_raw.obs[\"total_counts\"] = prot_counts_total\n", "\n", "prot_raw.obs_names = prot_raw.obs_names + \"-1\"\n", "prot_raw.var_names = \"prot:\" + prot_raw.var_names # feature names will be unambiguous then (e.g. gene or protein)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 720873 × 46\n", " obs: 'total_counts'" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prot_raw" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['prot:CD10', 'prot:CD11b', 'prot:CD11c', 'prot:CD123',\n", " 'prot:CD127', 'prot:CD14', 'prot:CD141', 'prot:CD16',\n", " 'prot:CD172a', 'prot:CD185', 'prot:CD19', 'prot:CD192',\n", " 'prot:CD197', 'prot:CD21', 'prot:CD24', 'prot:CD25', 'prot:CD269',\n", " 'prot:CD27', 'prot:CD278', 'prot:CD279', 'prot:CD3', 'prot:CD304',\n", " 'prot:CD319', 'prot:CD38', 'prot:CD39', 'prot:CD4', 'prot:CD40',\n", " 'prot:CD45RA', 'prot:CD45RO', 'prot:CD56', 'prot:CD66b',\n", " 'prot:CD71', 'prot:CD80', 'prot:CD86', 'prot:CD8a', 'prot:CD95',\n", " 'prot:FceRI', 'prot:HLA-DR', 'prot:IgD',\n", " 'prot:IgG1-K-Isotype-Control', 'prot:IgM', 'prot:KLRG1',\n", " 'prot:TCR-Va24-Ja18', 'prot:TCR-Va7.2', 'prot:TCR-a/b',\n", " 'prot:TCR-g/d'], dtype=object)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prot_raw.var_names.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a `'raw'` matrix, in which both cells and empty droplets are present. We will take advantage of this for denoising protein counts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add a protein modality to our multimodal container. We will only add droplets with cells." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "mdata.mod[\"prot\"] = prot_raw[mdata.obs_names].copy()\n", "mdata.update()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "MuData object 7966 obs × 138201 var in 3 modalities
Metadata
.obs3 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
prot:total_counts int64 863,957,1108,899,1155,835,820,643,822,776,406,...
sample object GSM5123951,GSM5123951,GSM5123951,GSM5123951,...
well object W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,...
Embeddings & mappings
.obsm0 elements
No embeddings & mappings
Distances
.obsp0 elements
No distances
rna
7966 × 36601
AnnData object 7966 obs × 36601 var
Matrix
.X
\n", " float32    scipy.sparse._csr.csr_matrix\n", "
Layers
.layers0 elements
No layers
Metadata
.obs0 elements
No metadata
Embeddings
.obsm0 elements
No embeddings
Distances
.obsp0 elements
No distances
Miscellaneous
.uns0 elements
No miscellaneous
atac
7966 × 101554
AnnData object 7966 obs × 101554 var
Matrix
.X
\n", " float32    scipy.sparse._csr.csr_matrix\n", "
Layers
.layers0 elements
No layers
Metadata
.obs0 elements
No metadata
Embeddings
.obsm0 elements
No embeddings
Distances
.obsp0 elements
No distances
Miscellaneous
.uns0 elements
No miscellaneous
prot
7966 × 46
AnnData object 7966 obs × 46 var
Matrix
.X
\n", " float32    numpy.ndarray\n", "
Layers
.layers0 elements
No layers
Metadata
.obs1 element
\n", " \n", "
total_counts int64 863,957,1108,899,1155,835,820,643,822,776,406,...
Embeddings
.obsm0 elements
No embeddings
Distances
.obsp0 elements
No distances
Miscellaneous
.uns0 elements
No miscellaneous

" ], "text/plain": [ "MuData object with n_obs × n_vars = 7966 × 138201\n", " obs:\t'sample', 'well'\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " 3 modalities\n", " rna:\t7966 x 36601\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " atac:\t7966 x 101554\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " prot:\t7966 x 46\n", " obs:\t'total_counts'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Processing individual modalities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Protein modality (epitopes)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "prot = mdata[\"prot\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### DSB normalisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This normalisation method developed for CITE-seq data uses background droplets defined by low RNA content in order to estimate background protein signal and remove it from the data. [More details and its original implementation are available in the `dsb` GitHub repository](https://github.com/niaid/dsb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preserve original counts in a layer before the normalisation:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "prot.layers['counts'] = prot.X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Specify features corresponding to the isotype controls:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['prot:IgG1-K-Isotype-Control']\n" ] } ], "source": [ "isotypes = prot.var_names.values[[\"Isotype\" in v for v in prot.var_names]]\n", "print(isotypes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalize counts with `dsb`:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "muon/muon/_prot/preproc.py:109: UserWarning: empty_counts_range values are not provided, treating all the non-cells as empty droplets\n", " warn(\n" ] } ], "source": [ "pt.pp.dsb(mdata, prot_raw, isotype_controls=isotypes, random_state=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot values to visualise the effect of normalisation:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.scatter(mdata['prot'], x=\"prot:CD3\", y=\"prot:CD19\", layers='counts')\n", "sc.pl.scatter(mdata['prot'], x=\"prot:CD3\", y=\"prot:CD19\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Downstream analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can run conventional methods like PCA on the normalised protein counts:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "sc.tl.pca(prot)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca(prot, color=['prot:CD19', 'prot:CD11b'])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(prot)\n", "sc.tl.umap(prot, random_state=1)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.umap(prot, color=['prot:CD3', 'prot:CD19', 'prot:CD11b'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RNA modality" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 7966 × 36601\n", " var: 'gene_ids', 'feature_types', 'genome', 'interval'" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rna = mdata.mod['rna']\n", "rna" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### QC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform some quality control. For now, we will filter out cells that do not pass QC from the whole dataset." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "rna.var['mt'] = rna.var_names.str.startswith('MT-') # annotate the group of mitochondrial genes as 'mt'\n", "sc.pp.calculate_qc_metrics(rna, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.histogram(rna, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter genes which expression is not detected:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_var(rna, 'n_cells_by_counts', lambda x: x >= 10) # gene detected at least in 10 cells" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter cells:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_obs(rna, 'n_genes_by_counts', lambda x: (x >= 200) & (x < 2500))\n", "\n", "mu.pp.filter_obs(rna, 'total_counts', lambda x: (x > 500) & (x < 5000))\n", "mu.pp.filter_obs(rna, 'pct_counts_mt', lambda x: x < 30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the data looks after filtering:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.histogram(rna, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll normalise the data so that we get log-normalised counts to work with." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "sc.pp.normalize_total(rna, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "sc.pp.log1p(rna)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will label highly variable genes that we'll use for downstream analysis." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "sc.pp.highly_variable_genes(rna, min_mean=0.02, max_mean=4, min_disp=0.5)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.highly_variable_genes(rna)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2910" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(rna.var.highly_variable)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Scaling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll save log-normalised counts in the `\"lognorm\"` layer:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "rna.layers[\"lognorm\"] = rna.X.copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and scale the log-normalised counts to zero mean and unit variance:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "sc.pp.scale(rna, max_value=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Downstream analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having filtered low-quality cells, normalised the counts matrix, and performed feature selection, we can already use this data for multimodal integration.\n", "\n", "It is usually a good idea to study individual modalities first. Moreover, some multimodal methods can utilize principal components space or cell neighbourhood graphs from individual modalities.\n", "\n", "Below we run PCA on the scaled matrix, compute cell neighbourhood graph, and perform clustering to define cell types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### PCA and neighbourhood graph" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "sc.tl.pca(rna, svd_solver='arpack')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise the result, we will use some markers for (large-scale) cell populations we expect to see such as T cells and NK cells (CD2), B cells (CD79A), and KLF4 (monocytes)." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca(rna, color=['CD2', 'CD3E', 'NKG7', 'KLF4', 'MS4A1', 'CD79A', 'IRF8'], layer=\"lognorm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first principal component (PC1) is separating T/NK (left), myeloid (middle), and B (right) cells while monocyte-related features seem to drive the second one. Also we see plasmocytoid dendritic cells (marked by IRF8) being close to B cells in the PC1/PC2 space." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca_variance_ratio(rna, log=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can compute a neighbourhood graph for cells:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(rna, n_neighbors=10, n_pcs=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Non-linear dimensionality reduction and clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the neighbourhood graph computed, we can now perform clustering. We will use `leiden` clustering as an example." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(rna, resolution=.75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise the results, we'll first generate a 2D latent space with cells that we can colour according to their cluster assignment." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "sc.tl.umap(rna, spread=1., min_dist=.5, random_state=11)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(rna, color=\"leiden\", legend_loc=\"on data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plotting across modalities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `mu.pl.embedding` interface we can display an embedding from an individual modality (e.g. `'rna'`) and colour cells by a feature (variable) from another modality.\n", "\n", "While variables names should be unique across all modalities, all individual modalities as well as the `mdata` object itself can have e.g. UMAP basis computed. To point to a basis from a specific modality, use `mod:basis` syntax, e.g. with `\"rna:X_umap\"` in the example below `mdata.mod['rna'].obsm[\"X_umap\"]` basis is going to be used. " ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.embedding(mdata, basis=\"rna:X_umap\", color=[\"prot:IgD\", \"prot:IgM\", \"IGHD\", \"IGHM\", \"prot:CD127\", \"IL7R\"], layer={\"rna\": \"lognorm\"}, ncols=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ATAC modality" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 7966 × 101554\n", " var: 'gene_ids', 'feature_types', 'genome', 'interval'" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "atac = mdata['atac']\n", "atac" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Locate the fragments file (use `tabix -p bed` to generate an index file for it):" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "ac.tl.locate_fragments(atac, f\"{data_dir}/{s}_X066-MP0C1{w}_leukopak_perm-cells_tea_200M_atac_filtered_fragments.tsv.gz\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adding metadata to the ATAC modality:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
original_barcodesn_fragmentsn_duplicaten_miton_uniquealtius_countaltius_fracgene_bodies_countgene_bodies_fracpeaks_countpeaks_fractss_counttss_fracbarcodescell_namewell_idchip_idbatch_idpbmc_sample_idDoubletScoreDoubletEnrichmentTSSEnrichment
0GTGTGAGCATGCTATG-13876017870217316136920.790714117850.680584100430.57998451000.29452569c6c7c43ef411ebb8b442010a19c80funblacked_accurate_myotisX066-AP0C1W3X066-AP0C1X066X066-Well30.0000000.2571438.046
1TCACCGGCACAGAACG-112820729412429137510.87415531280.72896831590.73619221940.51130369c7d3ee3ef411ebb8b442010a19c80ffabulous_panphobic_tahrX066-AP0C1W3X066-AP0C1X066X066-Well30.0000000.1142868.997
2AAAGGACGTACAATGT-11611795240498945610.91421136020.72198838630.77430328280.56684769be295c3ef411ebb8b442010a19c80ftricky_anaemic_mayflyX066-AP0C1W3X066-AP0C1X066X066-Well30.0000000.08571411.081
3CAGCCTAAGACAACAG-14496724156017456159180.911893120330.689333137240.78620572410.41481469c161123ef411ebb8b442010a19c80fagonizing_haughty_collieX066-AP0C1W3X066-AP0C1X066X066-Well32.3518251.82857112.804
4ACTCGCTTCCAGGAAA-11652688960622755840.89674042860.68829347470.76232526580.42685169bf6b003ef411ebb8b442010a19c80fexorcistic_harmonic_bushbabyX066-AP0C1W3X066-AP0C1X066X066-Well30.0000001.40000021.016
\n", "
" ], "text/plain": [ " original_barcodes n_fragments n_duplicate n_mito n_unique \\\n", "0 GTGTGAGCATGCTATG-1 38760 17870 2 17316 \n", "1 TCACCGGCACAGAACG-1 12820 7294 12 4291 \n", "2 AAAGGACGTACAATGT-1 16117 9524 0 4989 \n", "3 CAGCCTAAGACAACAG-1 44967 24156 0 17456 \n", "4 ACTCGCTTCCAGGAAA-1 16526 8896 0 6227 \n", "\n", " altius_count altius_frac gene_bodies_count gene_bodies_frac \\\n", "0 13692 0.790714 11785 0.680584 \n", "1 3751 0.874155 3128 0.728968 \n", "2 4561 0.914211 3602 0.721988 \n", "3 15918 0.911893 12033 0.689333 \n", "4 5584 0.896740 4286 0.688293 \n", "\n", " peaks_count peaks_frac tss_count tss_frac \\\n", "0 10043 0.579984 5100 0.294525 \n", "1 3159 0.736192 2194 0.511303 \n", "2 3863 0.774303 2828 0.566847 \n", "3 13724 0.786205 7241 0.414814 \n", "4 4747 0.762325 2658 0.426851 \n", "\n", " barcodes cell_name \\\n", "0 69c6c7c43ef411ebb8b442010a19c80f unblacked_accurate_myotis \n", "1 69c7d3ee3ef411ebb8b442010a19c80f fabulous_panphobic_tahr \n", "2 69be295c3ef411ebb8b442010a19c80f tricky_anaemic_mayfly \n", "3 69c161123ef411ebb8b442010a19c80f agonizing_haughty_collie \n", "4 69bf6b003ef411ebb8b442010a19c80f exorcistic_harmonic_bushbaby \n", "\n", " well_id chip_id batch_id pbmc_sample_id DoubletScore \\\n", "0 X066-AP0C1W3 X066-AP0C1 X066 X066-Well3 0.000000 \n", "1 X066-AP0C1W3 X066-AP0C1 X066 X066-Well3 0.000000 \n", "2 X066-AP0C1W3 X066-AP0C1 X066 X066-Well3 0.000000 \n", "3 X066-AP0C1W3 X066-AP0C1 X066 X066-Well3 2.351825 \n", "4 X066-AP0C1W3 X066-AP0C1 X066 X066-Well3 0.000000 \n", "\n", " DoubletEnrichment TSSEnrichment \n", "0 0.257143 8.046 \n", "1 0.114286 8.997 \n", "2 0.085714 11.081 \n", "3 1.828571 12.804 \n", "4 1.400000 21.016 " ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metadata = pd.read_csv(f\"{data_dir}/{s}_X066-MP0C1{w}_leukopak_perm-cells_tea_200M_atac_filtered_metadata.csv.gz\")\n", "pd.set_option('display.max_columns', 500)\n", "metadata.head()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "atac.obs = atac.obs.join(metadata.set_index(\"original_barcodes\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please note this metadata is available for the filtered (after QC) ATAC data so this modality can be just filtered using these cells.\n", "\n", "For demonstration purposes we will still go through processing steps before removing barcodes that were filtered out." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### QC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform some quality control filtering out cells with too few peaks and peaks detected in too few cells. For now, we will filter out cells that do not pass QC." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "sc.pp.calculate_qc_metrics(atac, percent_top=None, log1p=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.histogram(atac, ['total_counts', 'n_genes_by_counts'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter peaks which expression is not detected:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_var(atac, 'n_cells_by_counts', lambda x: x >= 5) # a peak is detected in 5 cells or more" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter cells:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_obs(atac, 'total_counts', lambda x: (x >= 1000) & (x <= 30000))\n", "\n", "mu.pp.filter_obs(atac, 'n_genes_by_counts', lambda x: (x >= 500) & (x <= 10000)) # number of peaks per cell" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the data looks after filtering:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.histogram(atac, ['total_counts', 'n_genes_by_counts'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a few expectations about how ATAC-seq data looks like as noted [in the hitchhiker’s guide to ATAC-seq data analysis](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-020-1929-3#citeas) for instance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Nucleosome signal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fragment size distribution typically reflects nucleosome binding pattern showing enrichment around values corresponding to fragments bound to a single nucleosome (between 147 bp and 294 bp) as well as nucleosome-free fragments (shorter than 147 bp)." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching Regions...: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 1.19it/s]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ac.pl.fragment_histogram(atac, region='chr1:1-2000000', barcodes=\"barcodes\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ratio of mono-nucleosome cut fragments to nucleosome-free fragments can be called *nucleosome signal*, and it can be estimated using a subset of fragments." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Reading Fragments: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000000/1000000 [00:06<00:00, 149011.41it/s]\n" ] } ], "source": [ "ac.tl.nucleosome_signal(atac, n=1e6, barcodes=\"barcodes\")" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.histogram(atac, \"nucleosome_signal\", kde=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### TSS enrichment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can expect chromatin accessibility enriched around transcription start sites (TSS) compared to accessibility of flanking regions. Thus this measure averaged across multiple genes can serve as one more quality control metric." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The positions of transcription start sites can be obtained from the `interval` field of the gene annotation in the `rna` modality:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ChromosomeStartEndgene_idgene_name
AL627309.5chr1149706173862ENSG00000241860AL627309.5
LINC01409chr1778757803934ENSG00000237491LINC01409
LINC01128chr1827597860227ENSG00000228794LINC01128
\n", "
" ], "text/plain": [ " Chromosome Start End gene_id gene_name\n", "AL627309.5 chr1 149706 173862 ENSG00000241860 AL627309.5\n", "LINC01409 chr1 778757 803934 ENSG00000237491 LINC01409\n", "LINC01128 chr1 827597 860227 ENSG00000228794 LINC01128" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ac.tl.get_gene_annotation_from_rna(mdata['rna']).head(3) # accepts MuData with 'rna' modality or mdata['rna'] AnnData directly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TSS enrichment function will return an AnnData object with `cells x bases` dimensions where `bases` correspond to positions around TSS and are defined by `extend_upstream` and `extend_downstream` parameters, each of them being 1000 bp by default. It will also record `tss_score` in the original object." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching Regions...: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:16<00:00, 61.24it/s]\n" ] } ], "source": [ "tss = ac.tl.tss_enrichment(mdata, n_tss=1000, barcodes=\"barcodes\") # by default, features=ac.tl.get_gene_annotation_from_rna(mdata)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 7639 × 2001\n", " obs: 'n_fragments', 'n_duplicate', 'n_mito', 'n_unique', 'altius_count', 'altius_frac', 'gene_bodies_count', 'gene_bodies_frac', 'peaks_count', 'peaks_frac', 'tss_count', 'tss_frac', 'barcodes', 'cell_name', 'well_id', 'chip_id', 'batch_id', 'pbmc_sample_id', 'DoubletScore', 'DoubletEnrichment', 'TSSEnrichment', 'n_genes_by_counts', 'total_counts', 'nucleosome_signal', 'tss_score'\n", " var: 'TSS_position'" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tss" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ac.pl.tss_enrichment(tss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll remove the barcodes that were filtered out as indicated in the provided metadata." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "# To avoid issues with nan being converted to 'nan' when the column is categorical,\n", "# we explicitely convert it to str\n", "mu.pp.filter_obs(atac, atac.obs.barcodes.astype(str) != 'nan')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalisation" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "# Save original counts\n", "atac.layers[\"counts\"] = atac.X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There can be multiple options for ATAC-seq data normalisation such as LSI that uses TF-IDF transformation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we will use the same log-normalisation and PCA that we are used to from scRNA-seq analysis." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "sc.pp.normalize_per_cell(atac, counts_per_cell_after=1e4)\n", "sc.pp.log1p(atac)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will label highly variable peaks that we'll use for downstream analysis." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "sc.pp.highly_variable_genes(atac, min_mean=0.05, max_mean=1.5, min_disp=.5)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.highly_variable_genes(atac)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10867" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(atac.var.highly_variable)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Scaling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll save log-transformed counts in the `\"lognorm\"` layer:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "atac.layers[\"lognorm\"] = atac.X.copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Downstream analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this notebook, we are using PCA on the log-normalised counts in `atac.X` as described above." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "sc.pp.scale(atac)\n", "sc.tl.pca(atac)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can only colour our plots by cut counts in individual peaks with scanpy:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca(atac, color=[\"n_genes_by_counts\", \"n_counts\"], layer=\"lognorm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will compute a neighbourhood graph for cells that we'll use for clustering later on." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(atac, n_neighbors=10, n_pcs=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Non-linear dimensionality reduction and clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To stay comparable to the gene expression notebook, we will use `leiden` to cluster cells." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(atac, resolution=.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use UMAP latent space for visualisation below." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "sc.tl.umap(atac, spread=1.5, min_dist=.5, random_state=30)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzwAAAENCAYAAADKT2DPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzddbgc1fnA8e+ZmfW97hpXoiQBgiVIcGuLFqdQSoWWOlSgpVR+pVBoKRQoTnGXIIEEosTd5br7+u7MnN8fs8m9CQkECoSE83mefe6On5m9986+c855j5BSoiiKoiiKoiiKciDS9nUBFEVRFEVRFEVRPi8q4FEURVEURVEU5YClAh5FURRFURRFUQ5YKuBRFEVRFEVRFOWApQIeRVEURVEURVEOWCrgURRFURRFURTlgKUCHmW/JISoEkIc/zHrVAohwkIIfQ/LbxJCPPb5lFBRFEVRPtre3MsURfnfqYBHOWBJKWuklEEppbWvy6IoiqIoByIhRH8hhBRCGPu6LIqyJyrgURRFURRFURTlgKUCHmW/JoTQhBC/FEJsEUK0CyGeFkLkppft9NRJCDFACPGeECIkhHgbyN9lX4cJIeYJIbqEECuEEFP7LJslhLhZCDE3vf1bQoidtlcURVE+e+lmXz8VQqwUQnQLIZ4SQng/ZpufCyEahRANQogr0/eCwellHiHErUKIGiFEsxDiHiGEL71sqhCiTgjxEyFES3ofl/fZ70dtmy+EeDV9D+kQQswWQuzN96xJQoi1QohOIcSD289NCLFaCHF6n2O7hBBtQohxH3PuR/a5l9UKIS5Lz88SQjwihGgVQlQLIX69vXy7NvHezf3zo+6B76d/dqWbkU8WQgxO32+702V+ai+ug6J8blTAo+zvrgXOAqYApUAncNce1v0vsAQn0LkZuHT7AiFEGfAa8AcgF/gp8JwQoqDP9t8ELgcKAXd6HUVRFOXzdy5wEjAAGANctqcVhRAnAT8GjgcG49wf+voLMBQYl15eBvy2z/JiICs9/1vAXUKInL3Y9idAHVAAFAE3AHIvzu1C4ERgUHrfv07PfwS4qM96pwCNUsrle9qREKISmA78I12OccD29f+RPq+BONfkEpx72t7a0z3w6PTP7HQz8vk499i3gBygPH1sRdlnVMCj7O+uBn4lpayTUiaAm4Czd21LnL4JTAJ+I6VMSCnfB17ps8pFwOtSytellLaU8m1gMc4NZrsHpZQbpZQx4GmcG4miKIry+btTStkgpezA+d897iPWPRfn//UaKWUU+N32BUIIAVwFXCel7JBShoA/Auf32T4F/F5KmZJSvg6EgWF7sW0KKAH6pbedLaXcm4Dnn1LK2vS53QJckJ7/GHCKECIzPX0x8OjH7OtCYIaU8ol0GdqllMvTyXvOA66XUoaklFXA39L73Fuf5B6YAvoBpVLKuJRyzic4jqJ85lTAo+zv+gEvpKvuu4B1gIXzdK2vUqBTShnpM696l/2cs30/6X0diXPz2q6pz/soEPxsTkFRFEX5GJ/k/28pUNtnuu/7AsAPLOnzv/6N9Pzt2qWU5m6O93Hb/hXYDLwlhNgqhPjlXp5b3/JVp8uPlLIBmAt8QwiRDZwMPP4x+6oAtuxmfj5OrUzf+141Tg3V3vokn8HPAQEsFEKsEUJc8QmOoyifOZVRQ9nf1QJXSCnn7rpACNG/z2QjkCOECPQJeirpbW5QCzwqpbzq8yysoiiK8rlrxGlGtV1Fn/dtQAw4SEpZ/wn3+5Hbpmt8fgL8RAhxEDBTCLFISvnOx+y3b/kqgYY+0w8DV+J8X5u/F2WuBQ7ZQ9m317qs7XOs7fuL4ARz2xV/zHH6+lAtlpSyCac2DCHEkcAMIcT7UsrNn2C/ivKZUTU8yv7uHuAWIUQ/ACFEgRDizF1XklJW4zRR+50Qwp3+B3x6n1UeA04XQpwohNCFEN5059XyXfelKIqifKk9DVwuhBghhPDTp3+OlNIG7gNuF0IUgtOHUwhx4sft9OO2FUKclu6sL4AenNYGezMswveEEOXCSbhzA9C3g/+LwMHAD3H69Hycx4HjhRDnCiEMIUSeEGJceniGp3Hulxnpe+aPce594PTzOVo449dlAdfvxbG2awVsnL5BAAghzulz/+zECYrUEBHKPqMCHmV/dwfwMk4TghCwADh0D+t+M72sA7iRPjcPKWUtcCbOzaYV5ynZz1B/I4qiKPsVKeV04E5gJk4Ts/npRYn0z1+k5y8QQvQAM4Bhe7n7j9p2SHo6nD7mv6SUs/Zin//F6eC/Nf36Q59ziQHP4SRreP7jdiSlrMHpe/oTnHvdcmBsevEPcGpytgJz0sd9IL3d2ziB1kqc5D6v7kW5tx8zitP3aG66qd9hOH1mPxBChHHu0T+UUm7b230qymdN7F1/OkVRFEVRlP2PEGIEsBrw7NI3Z78ghPgtMFRKedHHrqwoym6pp9eKoiiKohxQhBBfSzdfzsFJJf3Kfhrs5OKkxr53X5dFUfZnKuBRFEVRFGW/IoS4IT3I5a6v6elVrsZpnrwFp+/INfuonJV7KGc4PVzCR217FU7z6unpoRS2z79wD/tb83mfj6Lsr1STNkVRFEVRFEVRDliqhkdRFEVRFEVRlAOWCngURVEURVEURTlgfSEDj+bn58v+/ft/EYdSFEXZ7y1ZsqRNSlnw8Wsqn5S6HymKouy9Xe9HJx7jl20d9m7XXboy8aaU8qQvrHCfwBcS8PTv35/Fixd/EYdSFEXZ7wkhqvd1GQ5U6n6kKIqy93a9H7V1WMx7o2y363pLt+V/IYX6FL6QgEdRFEVRFEVRlP2bBGz2v4RnKuBRFEVRFEVRFGWv2Oy+SduXmQp4FEVRFEVRFEX5WBKJtR8OaaMCHkVRFEVRFEVR9opq0qYoiqIoiqIoygFJAinVpE1RFEVRFEVRlAORhP2ySZsaePSrqGMrzP07mElo3dA7v2k1bJ0F7Vv2vG0yAutecbbdW7v7w7D3v6cDiqIoymdreUcNT21dTNw0qe7u2jF/cVsVy1vrqQ/37HHb1niIOS0b/+cyyP3wy5ui7Ev2Hl5fZqqGZ3+0dRYEi6BwxM7zl/0XXv0hDJgKZ90F61+HBf+Cr98LtQshoxjKJ8ETF0Drenjv/5wA5vQ7ncBnwV29+yoZB4dfC8NPddad+Uc49lew9mWYfSuc/H+QXQn1S+Hon4Phgvol4M2BvIG9+3n5B84218yFrHJoWAbPfxvaNsOUn4PbD+WHgMsHpeM+90unKIqifDaklLxZu5Fx+aUU+zN2Wnbb6hk8suUDTisdyw3jT+DWhXNY2FjH/Sd8jae2ruTw4kr6Z+Ty7fkPEbdT/HbmeyRMyQtnXcg/1rzD8vh6YjEXiZiLaf36c9HQiRxZOIS3tm3muQ1ruGXKNG5e8xLvNW/gP5OvYH1zN5a0ufSggwGY27KVkVnF5Hj8O8p00dx/E07Fefbo72NoOsu7lvJM1b8pctcxqeDbCC0LQxRQ4S+myJv3hV5LRdlfSCTWftiHR3wRTzYmTpwo1UBvn5ENb8AT50HuILh2ae/8qjnw0Kl9VhSg6WCboLnBToI7CMkwDD8Dauc7tTSpCLgzQJqQCIFwgUz17uagr0HJWJhxExz/Oyg72AmUhOYESeEmKBoFFzwBfx/tbDPiTDjvEahbAm//xgm2SsbCFW/Ai9+FVU8767kDTsC1vbxXvQuBAvDnOYGQonxFCSGWSCkn7utyHIjU/eizc/vK97lz1RxOqhjO3Ud/fcf8x7cu4M+rp2NaAALNNkjFNKRm47OD9FgJ8jx+OkIxThlRyYr2BloaJbpu4IprxPxRfHkRZNJPQqZw+1JoAr4/5HjW1IZ4adM6HjrtG3SaXbzRtJiDC5p5YlWYFs3Luf0P5oiCoXxvwdPoQvC9Ycfw/YOO5J2aLfx980vk+LdwbNEELhtwBTet/jV+FtHP28HWeBlNKS8J2yBp5fCH0b8kZXkpD+SgC9UYRvnq2vV+NGaMS778+u7HFx1Q0fSlvXepGp79xaa3oXoBzL3dmY60wtJHYMAUePYKaFq5ywbSCXbACXZyBkFnuqlay1oYdCysfBpO+osTlHiznIBHpuCQq50gpXEZrHkRsirgjH/C2zdCrL33EP58MHxOWZJRCBY7AVDTSqe8L30Pws2ge6B+MTxyFuQN7lPGvjcRCfcd07vfn39EszpFURRln3li/QpaYj38Y90chAaLtjXwwaA6NJfNrxa+QVVbB64sQSqmYXhtkikbT4bzIC2a6GEQpWyzmhF+8IUzyfWF6Cxs5YZBx/Dbt2fhcXvpaRVobsl3DjqSV5uX0ml28Vj1O1w96ERG5k/hBzOfB18PJTndlGRu48ShQ3lyq2B9Ty0X9D8Uv2EQM1Os62rmhZpF/HL22xiWwaEjYrzXupC1nV7iVhmLI53kuiJYIsC4rE2kpEGXGeWPa3+GT0uQ7RrNr0bdtG8vuKJ8iTgDj+5/VA3Pl1X7Vlj+X+ipcwKO9/8Ku6tCzKyAntreac2VDnQkjDkfVj6Znp+u5QEIFEIg3wl8AComQ+kY+ODfznTxWGhasfNxNBfYqZ3nBQoh0uK8zx0E/lyoWwTFoyHSBqFGGHICNCyHaDtIywm8uraBtEEYTs3S7lzxFlQeupcXS1EOLKqG5/Oj7kef3IqWRl7ZuIH2aJRcn5cHqhYgDECCsARWTMPtB7/lJuSJYUc0pAEZbjdxI4pm65xQNoS3mtagoRHtNtADFkjBYa7BrLZqyAk24TJhaOAoXJrOSxvXQsBmVEmQ6lArHreJx21hJgVmNEjclSLoTWDokqAJbR3ZJAMxvB6TUa6hbLMb6UxEOSrvIBb2rMSruRmTMZiNsfVEzBQpW6dfIIOobEITFplalGkF60lIA13YSCloSGYDgl+OfBKPrlodKF9Nu96PRo9xy+f3UMMztKLxS3vvUjU8X1Z3HdoboOxK84CdcN73DXagNygROhSN3GW+AKQTpETaepfVzndeWRXQXQuhht51d93vdq6AU7OzXccW5yU0aFoFuteZ37bJOd6QE6FuIXRWsePZwE7Bzi7Ha1oFa1+EaTeDrn5NFUVR9oVwMskZLz7qVMinBIYusF0C3ZDIlEBE3QhvClO36UrFoUdHS2rIgE1PJIXm0vFZHo7LHclb9WsJZsbw4MOXEWZ4ZhPZYiXLqg/ixMr1+IwU/16RRcJ0kVOoEzFtWnuiuFwSTZcIy6Aoswsto4eaUC6mpZNKSYZ6EmyNSjTDAE2yQV+LEAIh3MzrWo2WCNAtUiyTG5EIRmSUUxcO05FqwdBAQyelu1kcqqQ74eXgrDo0YZOUBklbZ07LGpoTXXyz/7R9/XEoyj4ngZQU+7oYn5j6Jvll0lkN1fPAk7FzsOPJgkR37/T2YGcHHbBBM3oDE2nBOzfj3KVsPlw7ZDvBidxeMSmgu855G2l1pgFyBjj9b9a+uPPmqUjveyMAZnp6+Gmw5V2nrxBAZrkTHG16s09x3U7mNqGDFU/P3KV803/hBET+XDj6ZyiKoihfnDWNzTT1hFnY2vtQTQBuaWCmbKz0v2xbWoiYhtQASxDASyJkEjA89Lhi2JZGJGTyh/dnYbkNUl6daEoQ1GxyPFFy3VHcMYsP6gYSCERJWTr+YAKfN0GOlqRqUz4y00NWFozPHU5x1gY6UlsIpzx0xH0cmlfFScVrcaXGMrNhJLrbQyJlIRGcXjaBt6uWUJpTS000lxNLJrGgbSV+zzz66TpLWsvJ9ml0xCDhcdMYDhJwJdiaKCKccpHljlMTzubf0f+gCZuDc4YzPKtin3weivJlIQELFfAon5Ztw1MXOjUbGaW98zX3zsHOdp5MSKTTdU68FHIHwuIHnVqWHftMsfvM4+naFNm3FeauAVF6uqceOrf1JjzYTvc52dha1vQGOwOPhfMehbsOg9Z1zrzq2U5g1ZeVdLK5lR8Cm9OBkCsDhIBk+pyk5fyM7TklqaIoivLZiySSfOvxF+iMxdCzBegCNIlH10l0m+hCw86ywQCpQ4EI0hqKIkzBr46dyobWVt5s2ETIjjn/yjOgLRlGS7npbNfRDJuG+mxeaRtNhiHoli6qEjn49QCGsLBtyPRGCbhTtOXHSLoMQlEvK81OVjeZjKoMYkoNXZOsaS9hdFDSFhuB5UsRtSxSHX6+P+oofjJ+Ci7tKYq8DbzXNpjXGxbiMZJMztyMLmzWdheBJhmUVUSG7mZrrB4hNHQy6Ux48emtDMlopTUeZFhGC26tGVABj6LY+2ENj0o98mVRM88JdjJLIdbZO39HTU+fj0r39AY7Qod+R8Ls23cOdnp30PvWl+ckDRB9flE1t5OZbXcMr5NyOqsCCoZ/eL/H/tbp27PduG/CkxdBKgHuTMgsc+ZL26np6T0oxDt7gx2AzGL4xTanjAAFw5yfLu/uy6YoiqJ8Ll5cvIbuzhgj8wswwzbCFgghSAgL6RZotobepSOSggBuWs0IaJClecj3B3hy0yqawmEn2Nn+LE0HKykRUoIG5VouJeFCOts8GD6TcNSD1ZpPKuTBtjRawkEaQxkkdQ3bFBR5vFw8ZBRWooKGnmHETBemKSjOC7M6NJjThh5HZlaM/nkdHDm4jhMGFHHp+/fRGhlKT6qEWLIcTbOxpM7m6CTmtA8mnjLIdcewtSrazCoKPSHyvGH88ngemXwzPl3i001y3dlowsYm9VGXTVG+ErbX8Ozu9WWmanj2teVPwPSfO2PkBAqdV6xPjY5mpJMQ2OyombH6NGnLGQSv/qg3ANrFtdMTPLXWpCVsceqQKK9eEt25ZseT4WRecwV2bqamGWDGYeYf4PAfwrw7dt6xlYD2jTv37XnlWkhFnXJur63JGeDURnmznAQMwG7ze9gpp6/Oz7c4TeuyKyAVVwGPoijKF+TPM97jqaUrKXdlkOv3kevzQlQgTAFx0AwNaYNl2HgKEqQiBvEeE6ELMGB8UQnfm/4KKc0CTYDpzMcEkhoeNArtLOqtdmq1LoxOF/7COCcNWUV1dz6btg1AdGnoGT4yfN0MyWllSaSCsOXCl1XPyx01nDPsVKaHpuNFp7Mrk1iWi9oWk3yjBZ/HJMsdJ8MT4fdr7iKMxpLmHKzGg7CF5ODcSrI8LtaGmumyDHK8MbI8MWKmQcrW8btMDGERt1JkuoL8ecyDxO0IGa4cUnYCl+bZ1x+RouxzEoG1H9aX7H8lPpCkYk6QkOiBto0QbYPm1TsHHpnl4C9IT+wmS1tPbTrY2fWj3D4tOX+k3jvbjO282o400+k+QNsFinubonXXpWtyBPhyIbPSCZDe/o2z3B1wUlmbSfBmO31+pO2UoSSd8a1mXu++Kyc76ay3Ezoc+WPoaXCCrAX/gk0zVLCjKIryBdna3sH9S5cSsk02tXfSHY+zor4J05YIBMLWmJRXit/ScXlTBPKj+PNj2EGcbqSaYGFdHXZM4k7qEAER05xEBykNIQVJ06Y+1kPQ8iJNgZkp8aRsst1xcrxRkrkxZJGJx/KQG4wTcKXI9MYY7C0mHPcQinkImxYaArfQKPRkEO4ZRhU+3qibC7ZO0ixjXMZZ1IT8ZOtFDMhyE3RH0W0XgUgJby/uIUkDBd4okZSXMvc4qrtySZg6XSkvhtafKSWDiJoJQlaEZ+teoTZap4IdRenDlmK3ry8zVcOzLwkNsvs5AYWVhBP/BB/c7YyHE01nUfNmQldV340ACTn9nXFvahek5+36i+bUotx5speqLps7F+6S8U3ovf1khOEEX32F0rUxwRJY81zv/FgHxLudQU3BabZ23RqnRueIH8L9x0HjcmfZ6LOdAAYgf5hzvv5cGPV1qJkPRWOg8hCnz9Ir18Kob8CkK52Ap2UdDDn+E1xMRVEU5dNyGzq5Ph+RSAKfW+eHR07myXeXkTBsIikTYYMRh2TcxsZNrMWLmXSBDZMLy+mKJ9jU3Y6OIAsPXakElpDYKRvLAiFBeiXSBeGYiXTpSAO6ohm8OPNwIqVxbAS6ZdBJDBnKAV1SkBVjTVMt8Z4Apf4MnkksAPwEvSZxrYNk0seEklqKgj3IlhP425RvATAp51DOffUJhgyooyATflB4Ng8tXo7lkhQwioArRnZOCSWecjriXUzIHc2wbD9JW+eWNS/QmYxQHrSZ1foeXt3DBZXn7dsPSFG+JCSCpNQ/fsUvGVXDsy9smQl/7ucMxPmDxZBV7gQfngwnQUDf5mnbBxQNFDk/84Y4AUpnlRPsuALpFa0+B+gb/GjO+n1llPQGOwBZZb3vR34DSsb1TocbP1x+acPoc8Cf59TKPHNp736GTAOX30lKcPL/QSBdO9W+yQneDr8W3rkFikbBtJvglFudxAeBAifd9iNfc2p7Tv3bR1xARVEU5bPwyAdLOfj//sn9sxbx3ne+hUiB4dVJxUxqwz3oEek8ZvPBB60NiDhk4SVVF+AIfRC+dp0FTQ1sbGrHj5MWujsWd/IcJAVaUoAbpFviljpudIr9QUiCFhcMMLIJRdzY6M4zQLcPLEF3a5Cp+UdR7KnEkhpev0mH3YmmSYQA09SQgCktji2eRtIKUuNfykNbZgIwIruYgwvLaWjLJ9MexvnDxpLj84EumV3bQ6FRxKkVI3myejZHl+Rx3ciTuXzQKYTNtQwLugjq89jWfQcXV57J6SWn7tPPSFG+TJyBR7Xdvr7MvtylOxDFu53ajHiXU8vRUQW+bCdI8ASdbGhW0mle5g4622gGRJqd9101O49fk4qwU1M3YThNzHZM673r62445xH4yXq49HWn9mb7PvOHwWl/h7PvdwKVAVPZ46/HhMtg/WtQPM6Zrp7vZJkDOOMf8OP1Tsx1/3Ew5jxnLB0rCdVz4aXvQrTVabq36S0wE7D2ZScV9ppnnDTVFYdC3qBPcXEVRVGUvbWtuYPb3plLj0zx8qYN1LV3k6/58KcMcvID4BYkIxbBuIE/riMS4PJohKNJ9CgsCTcSz7OQSGwPhF0mphfMDEi6JB6PwDCcB3C6LrB1m5Rt0RiLMCw7n2e//k3e/s4V3HLKCXjjGaRiOl16hAlFpdw39Wx+OOICTsz6GuMyysgKJMjOjKGlbMyIC7fLwuM2uajoMO56ow3NHkbM0piXzhDqNVw8dco3eWbat+jStvKHNQ9z47FTOHXQUMrym1kXn8WLddPR9A6azfVsCm+gI9lOTXwDCauZZV1LiFtRJuYeTNAV3Jcfk6J86eyPSQtUwPNFe+E7ToABTjBy5zioWwSGB1Y+05v62TZhzAXQ/ygYeFzv9tsTFnjzdu5zs500IdmnD5Dsk1QgWARlB8PKp+Gxr+1ce9OxBZrXwF2HwJvXw7ZZ7Da5wEl/gViXE7BtfQeyK52BRe8YC6EmmPlHp5aqaJQTeD1wAiy4G4rHOttHO+DiF2H8xTD+Itgw3ckCB06/noFTYdhJe3kxFUVRlE/rqoeeJx4y0eIQs0xOeeBRWiMRMtxuHnhvMSkPCE2gt9tcPfxgji6rpCwnEwBpC8JWEgkMFVlOl08BehikJUGXRG2TpG6DBTIpsbwWwmvjjmicN2QMA3JyuH35+1y/8lW6zTjS0jClzerOJmY2bOWEZx/g5tkz2RCuwZYQ1JNUFHTjCaYIR3z8Y9xVvN9STZu/h7efNzDNbNZHtnHxzMdojHZz2+p3kVJQ4S+iJhTmgtn30qhXk+HKJZT0sLXD4JbRV3J84eFMzB3Fko51hOMldEs3tfHB+D3fIttd/pHXUFG+aqQUWFLb7evL7MtdugPR8NOcZmmZZemal3TtTKwH8ofsvO7i+6BqNnRXQ266xsOf6/yMt8PkawHhpJbuy5VOCGB4eW1jiqdWO0FPbW0N918ylE0PfrdPpjcBx//eCbCWP55uepYNWZW9+9P6JA944wanpkZzOQHKsJOdgCXWBSuegvf+AvPuhMtehVNvA18OhBpg/IVOXx07BW/+CpY96gwu+tJ3oXOrUzM1+XtwyUv/2/VVFEVR9spp40cwOC+HAjyYpu0Mz5aUWC1JhuTmIqVTc5N02dw7cxHzqmopzgiSk3DhSkJpLICvSaO1OcLFpaPwNoNHCqRfYnskuqHh0p2vGZ6ogYgKpJQMHZbLH+fN4tB77uG+9fPBYyEMCAgvZw8YihAxnty2jI2xFk4ZNhS3y0M8ZdAWCpCMZWGaGrGIi8vefZaQHSLgduPD4LScI7HiWTTHIty7bj73rJ/Lu41buW/SzzmjdCoZLhdVkVZ+MPxsqtvK2NKR4LcL5vK3D2r4++IFPF7zHCmti1QyyBX9LudbA8/fx5+Qonw52Yjdvr7MVMDzRRt/odNvZ9rNzpd8T1Z6gQXz/+EECH1llEDreoikkxhE26HyCKe/T+lYpymcndx5PJxU1Pmpe/jrvCS/fMcJblY2W1z1Spy52yLOdgBIJ/V03+0O+trOqavtdOIBzeWUM9ICp98Bv26Ck/8C1y6D8x6BGb+Fsokw9QZ443p49ExnTKH8YXDItyHc5Oxn+/g8oSY4+FInmPvxGpj6y//lyiqKoiifwI9OOIJXf3oZ3xwzhpxayAkboAuqzRDLN9TjEwa2G0yvM8BoYV6QBTV1xCyTVFDSGo9zSGk5mT4vU4YMQPMKEi6JoQvQJaZmIxPgbhPoKYHRqZNt+Fjd3YQVtLA0i1RIxxfzgykIm0nm9CwhuyCCJW1chslpA4eSNCGRMugOB2mNQ2lOD7lBk4qSBgoKtzL3nG+z+I/X8v3xJzLjxF9wYfkkHlqwmmPyhnP+wAlcMfdhbl3zJk31Lia6x3JQZgXCHSE7O0ZpIAPDMGmLRhkeHEepdyhvHX8zU0t2HXtOURTYPg6PttvXl5nK0vZFCbfAs1c4/WiKDoIP/u3U8CS6nZoSM+b0c4klnQE/t2c3S6V/mn3G3qmZ6/TvkRIqDnFqXIS+85g4ANkVzPrT4TDtD/DwaRDq04Rte3ADO4/rA/Dy93vf6x6nPIluZ//uDKdsSx91khYMO8lppmb4oHCk02cnf7BTXimdgK5tg9OMr98RTrO5Y38FW2Y4TfK2zoSxFzjjECmKoiifu41bm/m/f79NQXEmXo/B20s3YeoS2ZIgK9NNZ7ZFazKB3mbhzTeQbRYEBbH2BO4UJP0Syw1IyYLmeobrWTSaEYYPLmZlUxNBw0O7HUXYYOsSM18yqbCYMk8m35tyGCe+eB92IIkUXlJIQlELdB2EJLQpgJ1h4/WkyC8Ic8W8++ju8SGkh0I9E5lKYGgWhiuKZvsR0uQHc17iV+OnMTynkLZEmJKMDAZk5nLhoElku30kbROXriGkzZzqBvKOC1Dqy0UXGt85aDwbly0nI7+FbquKb/Y7B0Pb/zJQKcoXR3zpm6/tjgp4vgjd9XDvMb2JB1rW7Rxk9B0bRxhwwZPw3/OdDvzxTme+y+tMb5cMw7OXOe+DRU6mt+KxTrO07ftuXu3UDl3wJJQfAutectJZd1Y5fW+SMWccHsPz4bTU4AQkE69wUmVvVzAM6hdD7XyYZzgBz7+Pcrb/2RYw3LDtfTj+Jif5wernoHWdU75T/wZb34f/TIO8wU4A1bENWtb+b9dXURRF2SsrNtbzw1ufJxZKIOqaKc3PRKZszKAAdEKWiUgKpCnxeV28/KPLOeFX95EUkkg8CQJyNS/1mVGnjUinYJWvizXvvouQgny/n/H5JXgydF5avR4DHTNhMrezlgEZOfTLzmF4SQZbEk3kBbOp6opQ4c8mEbVo647i9vpoT8UwtBTJhEHK1NENSVD3cbhWzuuRDkoKJfkZJlayjO5kDY3J1bxcU0yO9xBOfusuhmUV8+7FV5KyU6zrWcVDR1yKEBr3LF9EwOVCSpv7Jl/MXWsX8+05zzCmsIQ1za1kZrfTnGjZ1x+RonypSSCl0lIrO6Ti0N0Aix+EF6/pDXbA6dOywy5tHqUJT3zzw8PqxLv2fKx4yElUoOm71NYIp2/OH0qcWprjf+ckQgDoP8UZ60favdnadvXd+U4ABU7ABBAs6F2e6HZ+Dj0RBh8PusvJ3vbw6fDmDaAbEMiDYafC4gechAjz7nTKmDfYKZM3C067fc/npiiKovxPwuE4jY1dPPH0Av7x4EyiiRQIge0S1Lf2oLUkCTSknPGnERgRiZTQ4zL5zp3PYfkFlkdgBsHMELRZCVxhgZYAowenK6kFmJJkyqQjHMXoERhdgiQWtkeghaGmoYth99/OUQUj+dlBJzJar0T06JxYMoS2SAw0QUa+gea2MC2D5tYMLEMj6Nd448wreKl7I8mYG0/4INZvy2FYoICAO0muP0qMEJkuL4cVDuDIooEAvN38Kv/Y/Bfeb5uBhmBwkY9jB1TyeM3j/HLVL/mgYyEJSzI5ezxVTZlEmg/l9BKVNEdRPopEqCZtX3nhVnjsG87Ampvehuo5Oy/3ZEIyunNa6b4ppTNKnWDIjDr9XiKtzkCfu1M2yenfs/5lZ/3W9c6rr8rDnNTXVsI5zpE/gkfOdJZ1bnMGPY229gYuRWOdJncNi5xg5JUf9WaCa1rt/NwwvXf/2ZXw/l9h4pVODY6VgoLhMGCKk5wh1gWPnQ2+XJhwqdMHqLsGxl3kJGj42j3OfryZe3V5FUVRlL2zfk09t/7xZS65cgp33vk2LakElksgDYE7ZZOR5aMrmsDyQKLIhbfNxBWyMbM0fF43qQyIRVJsSnYxKJhNjR0iYlgIC2xDIuICXQrsIFxcPJplkVpWB5voajdZ1JhgkWgAPwgTEHB4QQXzm+tJWhYBzcfFAydx38z7kC7osuLk+fzE40m63F24XSkm+4dTFWuhUXaQ4TP53dJXmTZiI/nBDp5bOY6ENHi1bhOTysPkemIMyQhw39oP+O3Yk8j1+DFti37+IQwJHsTQ4EiWd1Zz/fKnmZA7gAmZKcYF6jGAsypPZ0imxpzzv41HNxDiy93xWlG+DGzVpO0ryEr3m0mE4O7DnQ79TSs+XGviy3E68OcNcfqz9M2ShnQyo22v+RG60+9FSyc1SHSnx9PpM1ho40qneVlfFYdD7bze6doPnADma/92gjBIp8QWTkro8klw1yTIGQCjvgHH3Qg99U72tOp5vdnYNAMC+dBd5zRZ8+c555JVCe/+AWb9xWmeZvig/xFOkzZPBjQsgzHnOsHSnNuc4xt+WP6Y875uEZz/+P92/RVFURQAkokUhkuneksL133vYZJS8rsbXyAz24ewJNKngSYoDQboWtHMIYcP5INoBxYSS4Dl19AssFySkGbiAkSHzRZPJ2VuP43JGKYlkRlOtjXLC1iwcNU2cg/PRHaD1MATglHDilncUwcuiWFrLNCq8ZcZPD3tYkYUFBFNpuhsjuLN0vnW+IlMKx/MD557lSPcAxg/oJgfjJjCnOat3LPxPdaHtzK7eROn9YNcn05mliAmTfwuN5osQcpONnbEeGLTfJZF/0NPyks0NYhsr0VHMsLa+oUcWTKAo/JHsqKtEbe5mBNKW4jZWbzT9haz2iFuxzmt9Ph9/REqypfe9qQF+xsV8HxS3fXQtNIZHPO/34S6+eAvgLP+5QQ72xUOd8a58WbDoGOdTGSz/+pkJjvuRqhdCJoGa15wEgMkoyA0p6P/0JNh0xtOkLM9WcHU62HD69Cw1Jm2E72BA0DByJ3H3AkUOuWxkjvXoFz2mhOsFB3kTF8zH4KFTrrr5rUw4yY49tdOqumZtzg1Ouc/Ac9dAdhOwoILngDbgkX/ccbbaU7X/miGMwBp/lDY+AZUzXX6IPkLAOE0X9veNE/oThIDRVEU5VOp2tBIuCtKXlk2P730PlpDcUYNL2HsYUNI2hI054Ha0IFFLF5eTXFhBpOPHkZdcxd1sQhVZowfn38My5ZXkYylmLO1loKiTBrawvg94E7C1FGDeHPbVmIZAivqpKm+84xTuOP1uWwOd+FtsqnN6mFdbQ+YbjRTcPy4ISzoqoKADQIK3QGaUiFS0ibg9QDgd7t46aqL8boMynKyGJFXwHOXX8DQwnw8hsHM+s38d/Nybp10NlJY/Pz9N1lYV8QTJ5zLgyvuB08ES0juOeS3tMQWUhWaR5ZvPRlGDVti+azuHIpPeCn3+nh742bWdrTSYraTH/CwsH0Ibo+P5d2Z5HiTuA2N/v6KffpZKsr+QiKw5P5XE6oCnr0RbnUG0TS88NRFTtDh8vdmOou2OpnNsvs56xx0FhxzA6x7DTa+Ccsedr7gAyRD8N6fIdEDJWPhijedhARZFU4H/vuPhQ2v4cTQ6aZv/Y+GKT9zBg19+hKnaVyoAQpGOAkBwBmrJ6ufk71txBmw4r8gdJL9jmbl1ggjwi8TGHcGZJY6r+0K+6Te3PY+bHrTOc7UXzo1OpEWWPGEM1joulec1NLLn4QP/pUu21HOT6HDoGNg3cu9+wsWOwFOIgRn3Q0vfgcQTirrQ6/+LD8hRVGUr4TWhk5yCzOxbcnPLvgXoe4oWoaflMcFhs7qVXXUbWllcFkOSQGXXjmFqdNG8dpzi1mwoornX1mG5dewvTrN0RhPvLKInrXtnHDiaG6/7msMKM/D5TFYtLKK3zzwJjPWb0V6oC0exTYE14wezwkHD6MpEeHOGfMotjU6m+JUZgepr+kiWmiwpaUdj+6m0NI4pKycN5dtQRMGkwZWcO4TT3LriSdxZL/+DCrM2+ncRpf2Zut8o3YjM+o2cfbA0ZxYMYzqUBf10R5mbKjmmWMuY07dFuyMdn637EWC+iP0z2hneMYgTLOHuJ1LjZ3DyvaN5AXjZGUGKPOW0hFrodiXwSHFg3mlPoEhDH427LtMLhj6RX+MirJfs1UNzwEo1Ax3jHWCgO566Kpy5vdN6+wOplNKdzo/VzwJR//MGVenZr6zjrSc4KBukRPsDD4ehkyD2bc6NUBDToC8QZA/HNrWO4FT8WgnI9rgdDX74OPghnrnvW07GdCev9KZTkagdS3OUNcGVE6GrhpCRiG1mYeRs+wWBq16CC5+fufzS4SRr11HquIo3MNOhpxKWPUc/HVIbw3M4vudTHDdtbDskZ23zyh1+hKFGtPBTrqJHjj7OusuJ5lCZpkTiI36ujPOj6IoivKJrJq/iV984w5OveRI3nh6IamgH3xebNNGaCZSd5GbGyDSESNR00EsEuetF5cyddoo7r/tDToDBtKvo/WkmHr4UN5btY3W+m6OOWoIY8ZW8Owj8znnvEPIL8vm6AmDcb88i5CVJN/nIzPDQ+P6Vg473akJuWTywVwy+WAAbFty84Ov85A3hGZKNkQ7QIcKfwb0CCaWl1Hd1cWWjg6azTCXvfYcV46YxC+POXqn86sNd/G7RTM4q3IE3x08meNLh/Cfxz/gAXsRGYP9yEiY38+Ywb1f/zozO5bTEd6ALSGgVbIlXsDJhWfQY3ayNe5jeXMVGTk2Qlj4fEmOKq/g2vzD6RfMI27FaY11c9WQaYzIKvvCP0dF2Z9JKfbLLG0q4PkonVWw9BGnz0rzmj1nSvNmw4CjnVoVgK5qePxcpzmaKwipMBzxI5jyC2efVXOcdM/tm2H6L51xbN68wal56a5z9uEvcJrOocPh34eeRuf4hSOc5mSPfs0ZE8fldzKx2ZZTC3XMr+CNX0DpePjxWjJNm0kLX6ak5r9Ok7dwi9OEbbuOLYiVT2NtmIV87VpE4Qho2+hkb1v7Ihz5U5hzK8y6BQ79jhPcJSPsCGpWPQOkByktmwBH/9xZ1LkVDr7Y6cuz3XmPfgYfiqIoylfPuuU1fPD+RgKZPmY9/wEpKcCWYFkQT6LHNIgYFI+rJDi8jEXzNmMHPCxY38Bvf/gI5YVBukNxNBN+8r0TOfnEsSxfXUtbR5gTpo5k1sx1rFhRg5Hr4b3NNRRmBojZSUSWIK80yNrGVoZPLGXSYYOo29qC2+OisCyH9p4I373zeYYNLUKLgp4rseOSEj2LC0eM5fY35/L1gw/iiUvPo66zm+veeY1FoToeWbH4QwHPwuZa5nWuZmHPSnJeyyY2wkfETpL0Woh2uHLsOB5tmsd3Fj/FWSVjaI42YrqihC03IbePO1cvoX9uBTnBEJcdVMYRhccTI0xXKsbXKiaiid6n0rdNvOwL/gQV5cAgQY3Dc8CZfxcsvLfPDB2wAA1cPkhFnNk9dU6wUzLO6Wvz7s1OooGGpXDm3ZDbH/od7qxbNNJ51S1xfl4z1wlaXv6BE7BoLqc/TeMK+Mb9Tu2JpsOjZzkB0o/XOU3amlaBLxt+WQu3jXCCnp9tdtbNG+QkIgBcMkF5eSmUjXcCJpdv53MsGUvD6c8R2TyXQS2vIvKHOn1xou3IngY6S48hx3MfItHtbHvlDPjXYX2a9NlOFjYzAfVLnH5Iw074/D4TRVGUr6AHbp3O6kXbkB09kDIR+TlgSzwunVTMxpZOIoH1q+uRwNSTRjHh+JE89dxiti2ronNLM3988lqKynMZMMAZXuDgMZWYpsXq9fVMmTqcoqJL0HwGrQ/PINPjIbfLx9bMGA3dIf554en0y8shFknwvVNvIyMnwGPzfkNPNMG2xg7KC7KZeekVHP/y/RxcWsrTJ16IZdtUZmdzyIByAAI+N7848miuf/p1horcD53jWQMO4t3WVaxtqKd/cQGxPDdZPi/vN20jIU1GlxSjNejEU3DSwBFMEf34xdJnyPWbxJKAP4VpDuCUjJcY7ptLRcE0XMboL/BTUpSvBpW04EAz+ftOcDH/n05nfbZnSbN7g52+rKQzEOewkyDeDW2boXzCh9db9yo8dSFMuhKO/DE8cKLT1Gva753libCTjjq7snebUd+A1vWk3NlouoH+gyWgGZjozD9mOpk+jbHbR4ceMq13uxk3wQf3wDkPw0FnEUtauG2JrvV2OCudcDxMOJ5E6je4DeGk5bRMttZ3s7LBZPzpL9K/4QU4/FonGLvsNXj5WujY4vTdGXICDDgKZv7RGXdHURRF+Ux962cnM+vlZbx0+yugaxCOgtskISVS1xGa5jR11kBIiVuDE04eywknj6W9qYtwV5R+w0s/tN/Hnv2AB/47l598dxoDi3K4+Yf/5aofTmPaaeMA6IhEkRLygn4AbNtmymnjyMoL0h2LU1GQxet/vJJMv4emWJgCVwZHFvQHQNc0ThrV2z/mmlkv8kFTDTMuvZJBWXnU9nRTlpGJlk4FrWsadx32Tee4p0bJ9TjHjKdS/OqDN7l29qv8bNyxJE2Lo8oGoAnwG25+v+q/xCyJ2yU5a+DhHJqdIhp/EyECn9fHoShfWRKBrZIWHGBy+sFxv3Gaoj1wijM+zZ74cuGqmb3T3qzdBzvg1Oz0PwoGToVUzBlvJ9TUu9wTBE+QSNyipTtBvwIf2pSfE0tYvLWsDVvCqMogg4r91LfF6bQzaA9DbluMgkw3a2rC9C/ykZfhdsbEaV4DxaPpiZrMXNHIxNq7KZtwvNN3KK2tJ8nstZ0MKfEzql8G6AY5uZnkhkIEK0bBqIN7y9f/SPj2LNg8A4ad4iRdACfVtaIoivKZGz62kuFjKznvO8dw9VG/JxRxBg9F1xGGDpqGYWiYUtJ/SDHX/eW8HdvmFWeTV5y92/2OPaicMSPLGTGkhI76Lnq6o3R19j7Qyw04Qce6rU3UtXQz7bBh/Piv5/PB1lom/+luhAX3XHwW4wcXMbdtKSGamd5dwwk9FZhRDw8tXsZ1Rx1OWVYmx1cMxm+4KPIHeX3LBr771itMyCzlz8edwJDi/B3HfGzTEm5c8iZ/O+wMzuo/Cq/LxZSygdRFujlz4EjKg1k71p1aPIyhwZ+wtqOFYysGpputHU0ev/lsPwBFUXZQNTwHqoZluw92DL9T89Ky2umQv/2L/66m/9JJMHDVu5BdAbkD4bJXe5f/bDOdCTftjVH8Ho3sgIukabN0Sw/dUZPqlhhSghQSt0sjnrQRAqpbY/ztzn/z/CN30N7SzNiJk7nzX/fSGMsgmrAoy/MyYNjJiOGnAOBOWpQlNlC29i6ILN8R8HRFUqyrDeM2BD5Pb0e0nIDBUSNzdjx924k3s3dsH0VRFOULMe+VpfS09oDPi7BtZ3iDZAqXW+cbl0xl/qx1XHLNVDRt919IfnnVA3S2hfnn09/F5TIYP7qSf/453ZpgUBHPvvMLVmxu4LX31uAVGodOGMjqqkZuvGc6Xd0xFi/awqyeBgYX5BLwuIlHU2iaxmNVL/Nm82wmVfSnKtHNq+tXE+7y8OKaddgei2lDB3PlQZO48qBJAJRnZJHv8bNqaxNPZazi12ccA8B7zWuZ0bKYPK+PvHQND8Bp/YdzWv/hO/XD2a40mElpUA1grShfBIkaePTAVXGIk3TAtmD46fDgCU5Tt+trnb449x/r1PAc9ePdb5/ogWTYafK2O54MVm/uoC3kjKOT5TfoiZnIdF6AeNIklh5i56xDnYQDQghmz/2Af/3pJ4wYeyinnHMVD//z9/zkR9/np396mI5wirZQirwMF1kBFwBet87EKcdB9t1OUgNASkltW5y2UIoBhT4SSYtowqI9lGTZ1hCakEwcnIVpQVmeR41CrSiKsg8dd95kNi7dxsBRFYRDMR7962v0G1zAv+fdzJtPzKd6ZQ3rFm7l8BPG7Hb7cE+cSCiOtOVulwczvPzuX9MJReK4QjYTh5Uyt70JSxfopmRDZwfb9BCdzQkW/eZ7SCkRQpBo6OSJjmV0dPtoaijh3sQGRvcrAil5oXENLzatYeOFP8VIB2JjCouZfdFVvLR0LccdNBgA007xVuN81vRUc/mwaaxqa2J8Xjn3rZ/L+sTjlPoLOafsYnQtxrDMg3dbfkVRPm8Ci/3vu6AKePaGEDDtd73TN3X3vi+f4PRpyf+IPP5n3gWn/u3DCQP6GFjsJ2GG0IQgL8OgO2ruWJYwYUSZj+6YRcqycRs6PVGTt9+diZSSaWddzJQTv8Hst19g/ntvEeruID8vj8ElfnwejUTKxuPSes9l3Dd37HtTY5TNjVFchqCqJYZMz/N5NCxbYgHzNzjnq4lMSvP2fA6KoijK58sb8HDdPy/fMX3hz07f8f74cw8lrziLUYcO2uP2dzx+NbaUuFx7vv1fdMYk3npnNRnFbnL9HmgwIceNZUq6w3GuPOZgYskUlm2jaxqLttaRKfIZIA9hVmcVwqWhWzZLuxsRHhhlFnLp0RPoScTxGAYBlxsAn9vF+YeN3XHcV+r/gdd4j4A1hjuXLyJhWzy8aAV6TpJxFVF6Upu4b+tN+I0UPx1+Dznuwj2dgqIonxMJKi31V1b/Iz96uRAfGewArKsLE4o56Z13ffBmS9jWEieeksSTXUwZlcfizd10m0EA1q/4gEHDxtBYuw0pJS2NtWRk5VLXnqC2PUE0YVGY6Sbo0zmosjdNdMq02NLotNW2LInPo2FogljSJhK3dyqDrkFepntvroaiKIqyD+i6xsRjRn70OobOx31Vuf+F+cRNk9xmk46x+cTy3UiXxBUX1LX18MLiNbS5EgT8bq477ki+9cBzCA1KB2eDlKA5HZulLRE+wdpIG/M3VvG7WTMpCWQwrDPAtPHDOWNyby3U+o4WntnQQEW+h4A/yXB3Dt2dNs2xGCS6MARk6gnazACR5GCyXCpBjqLsC1KK/bJJ2/5X4gNUQTqYMHRBOGbtmL89mdr2lmQ9MQvTspFSMmXaGQwfcwhvvvAI115wFGbKaTLncnsA6I6ahGMmQa9GQ2eCjQ1RpOyNpjY2RImn5I7jRhM2Ejh8eDY+d++vRlmum1MmFOJx7X8RvaIoivLJjMvLxd+eRGuPUtfchdTA8ghc+S7wahgJEBYs3FhLY3eI/LwAqUzY1NCBJkC6oMDvQ+oSS7fJquxirj4XI2CR5/HwVtF6/lj11k7HvGH+GyxozmV+ayWFgTxqrSoOG5bF/009mamV3fiNBEIYfK386/z14D+hCXU/UpR9xZLabl9fZqqG50ti7IBMRvfPIGVKNtaH2dwUQxO9tT2xpEQT4HNpvL28lXgKhOHhD3e/SPWWdei6zgN//y3rVyykqLQfGs5woAI4aqRTIyQEO/XBGVTsp6olihCCY0flsqYuQobPIDfDzdEH5bK5McLAYj9Br/o1URRF+aq4868XY5kWHW0hbr7/LeZU1ZIR8BKOJ5Fe0EybjISOxzA47Z8PE5UWmldgSIEZEthBSUsqAj4oCMYoz4hQH/NS4AvwwGnncPk7jzK5ZMBOx/z1pOO46K0nyYiM4tajvsEf177EcUWjOL5kGGNLv8fyrrkcX3Q2Pl2lmlaUfUkC9v/Qh0cIcR1wZXpXq4DLAT/wFNAfqALOlVJ2pte/HvgWztgw10op30zPnwA8BPiA14Efyr5P9Xc97kcs+8xMnDhRLl68+HM/zoFCSkkobmHbkpmrOva4nmVZPHTnjQwYOorNa5fzxvMPcfoFV3P5tU5/oyy/waQhWWT4VMCiKPsTIcQSKeXEfV2OA5G6H30yyZRJc3uId5Zt5vZXZkOWRgqJy6eRsCxsTSANJ4uoFGAj8QQgWZDATmiMLGmkICdMTvwofn/o+WR69pDNVFGUL6Vd70elB+XIbz05dbfr/mHMix957xJClAFzgJFSypgQ4mmcYGUk0CGl/LMQ4pdAjpTyF0KIkcATwCFAKTADGCqltIQQC4EfAgvS+7hTSjl9T8dW34S/hIQQZKaDlKmjcllVFaI9nMJjOAkM+q63Ztl83nrxUTxePyeffQUXfecGNMDj0Tj6oFwMff/LpKEoiqJ8ObhdBhXFOVx28iRGDyjm+y+9RjiRIJxpISWIpHSe02ogNZBBm5jHxpDgSRlsbS5iUGAUtx91qcryqSgHACct9f/0t2wAPiFECqdmpwG4HpiaXv4wMAv4BXAm8KSUMgFsE0JsBg4RQlQBmVLK+QBCiEeAswAV8OyvcoIuDh2WTTRhEU9aLN3aQ9J0auU0TePRF9+jtcfcaRuvWyPDZ6hgR1EURfnMTBhewTNFF5A0LeY11HLLjFkk3BYiBXpEcMq4IbzYuB5Mgd3tIQ8/PV4Xpe4hKthRlAOERHzqLG1SynohxK1ADRAD3pJSviWEKJJSNqbXaRRCbE/BWIZTg7NdXXpeKv1+1/l7pAKe/YDHpaXTSrs4McvNsq0hfG6NygIfGT6d+vY4izb37Fh/wuAs8lVGNUVRFOUzVp6TBcDAglyOGzCQG995lymV/Tm8ooIBhblUvJTJ3esWo0uItMaZ9+1ryPSrZmyKciCx95zzLF8I0bfN8L1Synu3TwghcnBqbQYAXcAzQoiLPuJQu3tSIj9i/h6pgGc/Y+gak4Zk7TSvPN9HboYbkPRELRXsKIqiKJ+7kswM7v3amTvNu+70o7jgqHHEEilCsYQKdhTlACMlWHtu0tb2Mf1Pjwe2SSlbAYQQzwOHA81CiJJ07U4J0JJevw6o6LN9OU4TuLr0+13n75EKeA4Qfo+e/qk+UkVRFGXf0DRBaW7mvi6Goiifo/+hD08NcJgQwo/TpO04YDEQAS4F/pz++VJ6/ZeB/wohbsNJWjAEWJhOWhASQhwGfABcAvzjow6svh0riqIoiqIoivKxJJ9+4FEp5QdCiGeBpYAJLAPuBYLA00KIb+EEReek11+TzuS2Nr3+96SU2wervIbetNTT+YiEBaACHkVRFEVRFEVR9pL1P4zDI6W8Ebhxl9kJnNqe3a1/C3DLbuYvBkbt7XFVwKMoiqIoiqIoysf6DNJS7xMq4FEURVEURVEUZS8IzE+ZlnpfUgGPoiiKoiiKoigf62OytH1pqYBHURRFURRFUZS98mmTFuxLKuBRFEVRFEVRFOVjOVnaVA2PoiiKoiiKoigHKPt/yNK2r6iAR1EURVEURVGUj6WytCmKoiiKoiiKcuCSAtNWWdoURVEURVEURTkASVSTNkVRFEVRFEVRDmCqSZuiKIqiKIqiKAck1YdHURRFURRFUZQDmgp4FEVRFEVRFEU5IKlxeBRFURRFURRFOaCppAWKoiiKoiiKohyQpATT1vZ1MT4xFfAoiqIoiqIoirJXVJM2RVEURVEURVEOSKoPj6IoiqIoiqIoBzSpAh5FURRFURRFUQ5UKmmBoiiKoiiKoigHJClVHx5FURRFURRFUQ5YAktlaVMURVEURVEU5UCl+vAoiqIoiqIoinJAkqgmbYqiKIqiKIqiHKik049nf6MCHkVRFEVRFEVR9orK0qYoiqIoiqIoygFJovrwKIqiKIqiKIpywBKqD4+iKIqiKIqiKAcu21YBj6IoiqIoiqIoByApVZM2RVEURVEURVEOYKpJm6IoiqIoiqIoByyVllpRFEVRFEVRlAOWatKmKIqiKIqiKMoBSSJUwKMoiqIoiqIoygFKqj48SpqUkniiA8tKsaX6VUDg9eTgdmeSFawkN2coAKaVYN3GJ8jPG0Vu1hBcriCapu/bwiuKoigHDNOyaW7pprsnxrMvLQFg+PASLAMOHd2fgRX5ADS29XDX83M4//jxFOQGKcrO2JfFVhTly0z14flq6+6pYvna+0imwqRSoT2uV5g/jrzsEWypfpVkKkR710aisSaCgTKOPvTm3v2FqvF583C7gjvmJRI9rN30X4KBUoYMOOND+zbNGD2hGnJzhn22J6coiqLsN2a+v44HHplDbSxCMm5iWBJpA5bk9dWbSHlAe3IW3z75MDoTCd5cvIHuWJwNre1sbGnj1AnD+eMlJwPOQ7wVGxsYMaAIj7v3a8Om+jbueH0OJ40fxmkTR3yoDM2RMK3RCKMKir6o01YU5QugmrR9BbW2rWZz9asUFUygvXMtkWjjh9bRhAtbpnZMP/7YM/z9r3M+tN4Dj5+NJm7mkHE/ojtUxaIVt+N2ZzJy8DdpbF2E151NKFJHR9cGXEZgtwHP8rX30dK2nLyckVSWHsPW6tfwevMoKTqUgL+ArIx+WHYKXXN9thdCUb6kpJRg2wjdqT2143GwLKSE2quuwjd+PEU//xkAHY8/Ts/Lr1B25524igp32k949mz07Bx8o0d94eegKHvj1VeW8u7765hy1HDeens1VQ0dJPNc4BEQl+AW+IROHBvbrYMUPPD2IuIuEJZEs8EjNJDwxqINpLpT3Pztk3lmxjL+8fQcRg4o4vRjRjFraxVjyop5/K3FtNtJ4ilztwHPBS89xdaeTi4eMJahhfk8t3YlI4fkcEzuCIYXFFKemUnKsnEbqmWD8tVg2TaaEAjhBAyheAKPodPQFeKHT7zCRYeN55xJowG4ac67VHV3cu9JZ+HWe/9GpJS8un4DY0uKqczO3henobK0fVUsWfkPEskeRgw5j0UrbwOgs3vjHtfvG+wAjB5bzM9/NQUAy5Lc+be5BIJu8vID9IS38d6CG0iZEUAjmexh+dp7dmybkzUEgIL8cTvmdXZvZkv1a1iWSXvnGgDaO9fS3rkWgO5wFc1tTlOG0sJDaWj5gKEDv8Hg/qf+bxdCUb6EUi0tyHgcPSuLpt/fTM9bb4Fl4jv0MMpv+xvbvv4NzEiYQc8/T2zNGuIbNmDHYhR89xpiS5cRW7GCtrvvJvOUkwkccghmZyfVl1xKctMmRMCPu7SUsjvuxDNwwL4+VeUrLhpLcu3P/8vA/gWMP6iCv/zzLaxMg/lVjQhbIgI62BIssPwaaIJIzEazBEaPjWEJkn6JdDlfvgxbEIsknPWF5K11m1n6k3vpjiUQAtY2t7LkxXeQhmDWyq0MK86nvbmN48cM3lGm6cs28Ory9XQSp6qjC4I2j25bithgYGTF2VBfxVNr1kDUwyG5JSwK1fHISedweGX/fXMRFeVzVNPahd/jIp5MccObbzMvVIuG4OtDRvLjQ47g1Lvuo39GPj89eSobm9v5vxnvE7GSnDluJPPqq6kOdfGXxe/xzeFjGZSVx5rOJq5672ma6+MU+bIozs7gkdPOJuh2f2HnJNk/a3i0fV2A/VFb5zq6erawteatT7V9cUkGU44dyJRjB+J266RSFiecNATDcD4OJ9iB4sIJCLHzk69QpAG3O4ucrEE75m2pep2WthW0d65B9PlIDSOArnkxdP+Oea0dqwFo71yHaSbo7N76qc5BUT6pbeecy/qx4+iZMWPHPKura6d1Ug0NxDdt2mleZN48Qu++u9t9Wt3d1F79HTqffBI7FqN7+nS2nHEmW047nfb7/0PPa69BKgW2JDZ/PltOPQ2zsRF6QoRmvEPJLX9AJpOE33mHTVOm4h09isLf/JquJ5+k7vvfJ1lXR7KqimS6TDISJbFpM1tPO42O/z5B819vZf2hh9Hw29/S+fwLxFas+GwvmqJ8hFAozpatrbz91mpefGs50qcjLEAHK6CDBkICtnSeyFoS2xDYBkgdbCkRpkRL2OgJSVKTbA51O98MBKAJ2q0Epk9wyZmTSBg22CASIG1Jh4hTlBNkeGnBjjL9/c05vLN5K0tqG9CTAi0rhZ5tkuX2kJXMhrAXyxJofpMVsUZMr8XC1nra4mE297Tuk+uofLXEIwm+OfYGvjH6euq2tgBgWTaRSGKn9bZubaGlpWeneTNmr2P1+obd7reqsYNr/u8ZFqyuojUU4alFKzjtbw9y2e1P8bdXZjN/Ww0mFkk9yZObVnL2cw+ij29hQ9FmgkE3l089mJ5kkns2f8Dhz9zN5ePGc9FBY/jP+oVcNetZQqkEHzTW0JwIIQMWDfFu1libOXr633hiwwp+8uJrHH3HvfzxhXd5dfMqtoXbPp8LKAEpdv/aC0KIbCHEs0KI9UKIdUKIyUKIXCHE20KITemfOX3Wv14IsVkIsUEIcWKf+ROEEKvSy+4U26vN9kDV8OyllBlDEzqdXZuxrDgAza1L0ks18rJH0t61eq/3J4SBlCbTX92ApglOOm3ozstx0d6xDimtneab6WBow5Zn6Fc2lVXrHqalffmO5RIbv6+QWKydCaN/QHZmf+Yu+j3haDR9Hs72mcF+zJz3U1JmhGGDzmFQv5M/yeVQlI/U/cqrNN5yC+6iIpK1tWAYyB7nxtH6j38SX72G+Pr1RGbNwlVRTqqhES07G7u9HYDSO/5O1onO/7W6H1yLHY0ybOkSNJ+Plr//neiixeRefhmNv/4NdlcXqc5Oup5/nvjKVQAIv5+M008jPHcuZmsrVqvzRcru6ACXC1Ip2h98ELunB0wTz/DhsGE9LX/+C/idBwR2T4jmv/yF4BFHfvgEbZvm3/++93yffobuZ58DoPI/9xOYPPnzubCKAoTDcTweg5nvroGkBbZk/cYmhKHh1w2K8jLY0tyBlpDoQDxTR7oFImEjDYHUAU1gpyQIgS+lkZIW2GDZ0vnikg56hBBkeNw8uWglsSKBSIGegFSWoC4ext0Ff3r8XR69/gK+/eSLbIt3IwyBHoV+viDNYR23pvHK2ZdgGXD2f/5LoqADy7BJdQOmTr7fy3Fv/g1TWjwz5WpG5pTt0+urHFge/NNLTH9sHpkZLjpbwyQzgiRjFpqAR//+JkXlOSze1sqW6jbyLOjoiZOhC9q8Bgh45vFryC/MoqG5i5tue42Kkmye+NeVAPz0wVcBGF9czP2vf0AoksCb5WbN9DaqEj3YuWD7Nc44ZARbZ3exNrMeS9pI26SpxSY3142ZcnHdy6+yta0bXDCuqJSlnfVcv/ANgik3wiOpjrVzx4rZuBJu7B4DETTRAM2widkJbvjgVYLZCcwyjftruwhoETI3+HniyKupzMr+zK+ptP+nze8A3pBSni2EcAN+4AbgHSnln4UQvwR+CfxCCDESOB84CCgFZgghhkrny/HdwLeBBcDrwEnA9D0dVAU8HyGZClNTN5NYooPahvd2s8b2Roz2Jwp2QENKk8aGHlYsa2DCIeUUFWega24sO5nec4qUmdrttmADGk0tS6ltdMqVEawkK6M/umZgWgkSiS4+WPYXDptwPZFYS5/tICNYQVfP1h3Bz4Ytz1FWPBmvJ/sTnIOi9JKWRfXFl4Cuk3PB+TT8/OcgJYldanAApGnSfk+6maauk6qtA9gR7IATQLTddjvB447FjkQQXi913/8+uZdeSmzZcmIrV9L55FPYXV2gaSTXr0cmkzu294wcSdU550IigZaZCR4PJJynd75x47Bti8SSpTvWj61ahba9SUD64QBCEH57BuG3ZzjbW+mHD6bp/AwGIBzpPTFddwKp++5TAY/ymave1srihVuZ+fYaNqxrwNZAGjrSBegCkZKYAehyW0Tr2nEJQdKvIXUBunBqd9zOA1ARkQiXBK+GoWskYzZI5y7h7gE7AG6XTsy0kBp0x5OYAmQQDAm2DkhwCYEVkKQCkj/NeJ85jTVoHji0sIwSd5BhJQVMb9zChs1NXPSLh7nlN2fRFo9ihN2k3BZImNq/P4/WzsTlTpDtSvLTpQ/w/JTr8Rrq64ny6XS2hvjZ+f9iyKgyDps2kqfufx+EoCcpkT4/GAZ4nCQe69c3MmNZFdJj4DZ02lrDWF4XLR4NpESTcMOfXsLndSNLPURKNDqsBD+67QW+d+6RLN7i3L+qVjXRE0/i9+i8VbUVKUDoNtIHFUMDfH/DUyQtA3/cQ8KdwvQkodhisH0Q3Z4mugrW4/YFEC6NTZFavIE2/LZGJCUpzukimXLz4OpF2EkNT5aNbelYUsNKCjQkXpeGEBLDbUJJBDduWlpsHlm5nF8fNfUzvsKffhweIUQmcDRwGYCUMgkkhRBnAlPTqz0MzAJ+AZwJPCmlTADbhBCbgUOEEFVAppRyfnq/jwBnoQKeT2fJyn/Q2b0Jjyd3t8t9ngISqRC27dT4uF2ZJFM9u13XIXCCJCfwmP7KBqSEU08fDrAj2Nm+rq55sOx4n+0AbIQwMM0Iq9Y/hKZ5cBleDh33E9zuDLq6txCJteDz5bOt5g3qGmYDEo87k0SyC487m1C4Fo87G133YdsppDRpaP6AgZUnoiiflBUOU3P11cSXOgFEbNGinVfweNLNypzf+9SWLc78dE2LUVSE2da2I6AQgQDRZcuQiQQ9bzrNRmU8TmTuPPS8PCr+dRdWTw91P/6Jsx9dxyguRsbj5H33Gppv+p1TFtuGQAA7FNqph+WHygfYnZ186IFV316ZicSuS3cOdgC8XnLOPZfMU1RtqfLZ+/m1j9HeESGvMJ0uWjj3BdvrAlsyoqKANV0dWEKAEFSU57KltdO5dQgQ0qnhsXWwsjQC6MRSJpawwQOGreE2NBJxy7nbmBISNhgCv66TcEPCsJE6CBO0BEgDhAEbujtoWxnDq+v0z8/h/ku+jttl8N6arVxXUcjL1hLmT1jN3J51mFmSfv5sqlu7yCwzmNW8hQEBPz53EFvroTGUYnFTPUeW99t3F1vZbzVua+GX5/2DpohFdVeUd97biAj6wbQQlo3L68Y0LWQkhszKoLk1gu7XQQjMlEXRyGJqO0PECl3oUZuMoJcNjW3ohk48qWN6BQ1mgqZt25i0uoLnf3kJyZTFRTc9CjqITBe5QZ1if4CjJw3kb6vn8U7LRnS/RXFZkLoaE7elQwlIIZkb3UzATJGdIdB9Fhg27TST7Y3jNz2YSQ2fN0VxoIdvDtnKgsZ+2B4dISSr60rwBJwHcNFwCs0Ctwtcfov+/lyGBwdz2djxn8+F/vRJCwYCrcCDQoixwBLgh0CRlLIRQErZKITYnjWoDKcGZ7u69LxU+v2u8/dIBTy7YVkJOro30xOuRQidRKKDvJyDCPiKqGl4l6KCSbjdAWrr3wMkGcFKJh/8Sxq6bbZt+hORaD0Aup6BZYXp/c3o/Q1JpSxmvLWZgsIAEw8tB3qbueVlj2DEkPNJmhGWrLwDy0qQlTGQ7tA2QDJ6+GXU1M+iq2czQrhIJLuZvfAmhgw4g221bxGJNnLIuJ+zVb5GPNFJfu5BuI0AnT1biMac9qqJZBcuVxDbTjG43+lUlB79xV1g5YCRqKqi5oorMBs+nJ0QcGo9EgmCU6bgGTYMs60VLZhBqqmJ8FtOMGM2N+Pq149UXR3YNjLSG0hYHR077S783vu0P/qoM/BZ3HnQQCpFqqaGAS+/RGLTJvT8fGQigbQs/EccQXT+fGRolzTxLpcT0GyvrdmV1wvb978n27PmWOm7TChE5+OPY3V3458w4aO3VZS9FAnFmfXOGsKhOPhdNMfinHfJZBo2t7Jw7mZOOXMUCHh1+kqkT3DW2OH86NqTaG7v4aqfP0JEOv1uKguyadrSQaxAB10QMS10E6QGwpRYOsQtC+mSCBNMA3ALLpsygTOPGsX6ulZ+9uJ0slwegkEPNWYPCLjr/NP562uzqeruIpFvs7a7lYsff5rLjprA9Q9Mx6Vr3Pmzk3hn8WKSIs7EkjIGZeZgJSR1bd3g0djWnSRoBNG1TH52xJFMLq3Y15dd2Q8tn7OB31/4T6IpG7u8EFw6hBNO4g63C68hiCUtTr/gUOgMEdEMyvrnM3t5FRs3N4OAppYeCgqCNFpJdE2jJ5nE9IE0LIJh8Jg28TyNlBseW7qCSCpFXtBPJMMmlAchErjQeO9H3+bWpe+Tn+0hnIBct8nB7go6AlUkM6JYKYHfl8QtINCVR90WH4X9OtF1m9bOADlGnAxfHM0j6QxlorktLFuQSrjw+Z2H48GMGNGoTlYgicsVJKmbSCR+zcvazhZW1IWpCGbxnUMP+WwvtPzIpAX5QojFfabvlVLe22faAA4GfiCl/EAIcQdO87U92d2B5EfM3yMV8OzG27OvxbYtQGLoXkwrhgRKiiYycuj5aJpBU+sSurq3EArXEo938OTM//Cbd/px+sgxnFLRgpQWo4d9k+Vr/w2AEC6CgWLMVJRYooN5s6vp7orzrauPYczwy2jtWIVh+KlvmkfKirFm46N0dm8mK2MgIwafS27OUJKpMKFwPVW1b9PVsxkAmc4Al0h2sXrDw2RlDGTowK+TlzOMYw6/FcPw7UhBHYk2s2z13RQVHIzblcGGLc8ipUl+7ihchm9fXGplP1d79dU7gh33kCH4Dj6Y7qee2rFc6BrBk04k9NrrhN97j+Axx1D6xz/S8KtfOcszMqi4+1/4Ro4ksWkT8XXraLrpd04wYVkEjjoKd/9+JNatJzJ7NnZ3N21/v8PZeZ8mL1nnnoNn0CCqL7nUaeaWFnlrD4lFUrtrLtqH1pv8Qy8pwWpu3lFDtYNlITIy8FRUEN+yGdxuNK8X4Vd/S8pno66qjavOuB13lp+kLREuDSnAY2hcesXR3PinczAMnWeeW0hRRTY14TBb27u46NoHaOoKM7BfAdua2snwuLnwiNHctmkWegqys334MPDm6Gzu7EQ3NPQui+OPHMbAIYVsamyjORZhQUsDna4kl9zzDJ2RGNOGD+a6s46iMj+b+q4eOmMxfvrIa1T3dGMGbCxdggcWJOpZMKuOU6YM5cTiIUwuGMrrx/ySPE8QbbTztzWvpoabZ87kwnFjkRrcOOsdBIJzh49G11Q+JeWTu+nSf5OwBMLlYvyQfIIFWcybvgrpdQMSj64x4JCBvPTCUvTmDi74znFcdPUxvPedBwGoKMnhD7ecQ0aml87OKE/PWsEL765EcwksJN86bTKN3SHWVjWxONJMdXcPd7w3H2GBmSuQLvDENX467Ug0Ifj36g+wNBNPIEVcS/FuZAWmx3nYlu2Jk5UZw5YanfU5oAs8uolLNynOtMnPDCMRhLo9SDTKcsJsjhdiauWsrI2je0zygjHKM+Lk+6I0h2NolOAmm9Z4PR4tiL9E4M/4nP6W9hxatEkpJ37ElnVAnZTyg/T0szgBT7MQoiRdu1MCtPRZv+8TkHKgIT2/fDfz90j9V9kjm5ysYTuSBnR2beCDZf9HJNoMQF3jXELhWgb2+zqpjKtwyVoqs8IEqcKWKVLGYC5+PErCcoINKVOMG3k1xxzxV4oLJjDl2MG89s7lfOO8gVgySTjSQH3TXAzDS0+ohmTK6UfQHdpKZzq4cbuC5OUMI5HsTk9nEJNFeH0DGNL/DJoj2fx5zjBSnqOJp2yW1CT5yxubiCctZqxt5tZ32pg47tcMGXAG/cqPYerkv3DkpN+RmzPki764ygFCz81LN62BzJNORPd5AfCOGkXZ3f9i6OLFGLl5AGi5uQiX8/dQesstDHr3HYbOnUNg4kSa//wXqs47n64XXsQ9ZAhYFpmnn075HX+n46GHicyZg/B4eg+saTvVzqSqqtk87QTs7u6dyndedRUTN27k4I0bOKeqisWpJCIY3Cmg2Wmf2/VpzmY1Nn442EmvK0MhJ6tcwnniZvf00P3yK5/gCirKnmmawDY0IgLOOHsiKQMwNP77xHx+fPG/dzzifO7FJbTWdnPthVM48ZhRdHZE8Hl0tjS1o+kaAysLeGjmMmy3QJiSWFeCJ2+5lEf/cDFjfTm4WlPoAuYs2sKQ4jze2riVVQ0taIbg1Q/WEdBdCBveWbmZmpZOAMqyMxlVUkQskkRLQT89k2IZ4KjCSi4dMR4BbOxoZ9KwclKWxdyqeu75wGlO+nT1AtYlt/D6JZdw0dhxXDx6HLMu/hazLrlip/FGFOWT8PUvRBRmI4XgzIuPItQdB5+HI6cO5bYHv8Xjs3+N8BrYHh3fpEoSRc6g7vfdczn/ffhqHn7kaior87j+d89z3i2PUGP1UFKQgYhJvnfqZI49dChPLFpBRyyO7YFktnSSk7kF0gY9Du4Gi7oN7Rxy413Y3Rpuj4nQbBJxF0lLQ/htCjJDTOhfx4AgWLEMor44XkyyfXG8hoXPa9LUkUPYdKNrNgFvHJeeQiAJZm4hmBEnw5uiwBfFkhBL+UhInS6zk3L/fH437Gku6LeEkBbluYalH3PVPi2xh9dHk1I2AbVCiGHpWccBa4GXgUvT8y4FXkq/fxk4XwjhEUIMAIYAC9PN30JCiMPS2dku6bPNbn1sDU+6g1GBlHLLLvPHSClXfuzZ7YeOmfwX5i3+I15PFl3dzhef3OwheD25+H0FLNiwktfWeDhp7Lf4zduCRVU1nDLyNF7+fiVzF92ExEVTRxNbWiM8u+VUrhj9HolEF6+sbGJMvwAFeaNp71xHZkYl7Z3rWLfpCdyuTEDSv+x43lg+l03bCrnlvOtobV9IRelRO5VvzIgrWLj8VmZty+WR1ePI9sHyG0/lm0/4aQ0lOeee+QTcOgGPzta2KDUdMdrDCRZVdfLI/Cqm//BoBuUHmLPsHnICQcaP+s4+uMrKgcBVVETC46HyoQfxjR2LjMXwjhpNxnHHovmcmo6sU08htnIl8fXrCb37LnYshtneQccDD2CUlxF64w08w5z/ffEVKyj5618Jv/sOsVUrqb78CqefT2kpVqfzRavykUeILV9O6223gc8HsRjRZcs+XGtjGIz3+TgvO5s20+Ifba38pr6B6W5Pb0CT3h5N2zmoicU++sS3Z78Uove46aQJvpEjP/0FVT7SV+1+VFqZx+2PXM1vbngGw6WjWRLLgMmTBtG/IAvd0PnXQ7OQWS5u+s6Z/PXhmbR3RbjivMPo3z+fX/3zNSwBKzfVY1uS8aPKWd/URsK2eGLpSk4aOYSxRw6kXsYZnpfLktW1/OZ3LyKHuInHTS4cNZan31mOpwie+8lFLNpUy6HDKncq4+++MY0bH36Tlo4IVqckmkhw4znH8uyMldRr3Rzz1H+YUFzGkqpGTNsmw3Jzf/Rtwqk4D25awBvHX0c4luS6p57nuIEj+O40lfBD+XT82QE0j4u/vfxDisvzGD5hAOtW1HD4sSPQ0g+pTj1jPCHLZHVbB++u2Ma3OYY1a+uZ9d56ZJGb1VuboNJDpFVjVlU1j1xzNnfP+YAXFq1mdUsT0YE2uaUe5BaB5oHZN13Nja/MYHr9ZnI1L+1lIZ4Uq4jmWWhhDR2J32fiSmbRIeNICQnToCfhwdNeQocVxshKQovBUBHi/dYS8BjoriRxU8OWkhSShOXCo6fwGSb9srpo687AraVoT2XQHvOiCZu4qdMWN7CkRltC4nElObzoc2oe+r8NPPoD4PF0hratwOU4FTBPCyG+BdQA5wBIKdcIIZ7GCYpM4HuyN33xNcBDgA8nWcEeExbAxwQ8Qohzgb8DLUIIF3CZlHJ7j9+HcNrhHXA8nmyOOeL/sG2LZOp2vJ4cxo78FgD/fm8LGbHHmVzUyntbRlKU6aSwfXdTiDUtfp7Zej7vbY7jczlNDOdW6cTtsxha6OKJxY2UZdYxbcBWRucmuG/NwYwrHcPI7OW8VXsY2d4Eww8ay5tVUda0ZnFhCxw2sLcD9La2CNc8toTLj+hPse7GwgtIsnwBAH4wJY93125iYV0mzSGTg3OyKc60OXpIPq0hJ+CxbOe73oNzt5AZ3Uwk4mV7l7ZNzSG8Lp2CDA+r6ruZ2C9nx2jAirKdlJK2u+/GXV5O8Y2/pa61leiiRfjHjQOPh67nn6fn1VepuOduwMmKprndkEhQcssf0Hw+el59lc7//nfHPrO+9jW6fT5IpYgsXUpo+huAU3PjKi8nVVeHq6yM8qefxjt4EEZBvhPwbA9M+gY76eDFNXQoNx9zDHXTp1ObSvFvIdCk3RvseDy92+9ag8NHNGWD3oxtUqJlZyHjCWS6z09s6VJqf3AtZkszlffei56V9ekvtrLDV/V+NHJUOc+9fB3t7WGWr6hh6tQRXHDh4SSSJnc/9j5PvLwYSxdUNXWRl+2nvSvM3MVbKC7LprI0h+qGTnwug1QsyYrVdUwe2w+jIsCfZr3PE/OWk9gSIZGyaHGlmDxpIB2hKPrwAFm6h5MOGcbT81dSE+qhKDuDC6f2XuIF66r567Oz+N7phwOQ4/LQZsYpy8lE1zROHjGMNY3NbBIdzGuu5tiKQWyr6mBYcT4DNw9mUXw9pu48JLh9wyvU99/EvGad7+IEPPXRDeS4i0lYLuojPYzKLf7iL77ypRePJnjk1tc59PhRXP/nc7ntr6+zaWsrxeV5CK/OPxct44OuNn5ytjPY+3HTRvGXp97DcGvcdK0z+PpzLyzm9VUbiZYaGDHJby+Zxvxn6inw+Llj5jwWtDcg3JKGdWFGntJNm1HDyV1H8PPzTyEv4OfEcUOZ3rKR9mQU6bMJk4QsgS5BczkpnKfmDmVjso1VnfUkbBdra8pIWAnGl9cxPruBtpIMTipdics9jNndzjAlxb4wekCyqqWYRGQSa7rrGFTYRsx0occkwYIkhd4waGGSlsHalkIaU4dxfbQUt5FkWF4rm8Mv8NDm2bRbpfxk2Pc/m4suAfvTfzeUUi4Hdtfs7bg9rH8LcMtu5i8GRu3tcT+uhucGYEK6Td0hwKNCiBuklM+zN3VX+zlN0zl0/E93TDf3xPjT9PWMyBtKv8wC3q+LkLBCXHBIOV7D4BfPrqS2MwXoRFJQEHTTGk6ypKaHJTUwtWIzSUvw0IrBBFyVRFNxYmYW984fBYQBCFtN/PWCU3l1ZSMTK3M48x9ziJkW100bSk17hPVNIVbX93DOGTfTrNezpK0aISCaNFlfs5L3tuYj0/mmNrWEWXWTk3ltdX03Ly1v4MJDKhlWnEFPPMWtb5zNT09wMsSFEyYn3TEb25acPLqY11c1cdSQfB654hAV9Cg7tNx2G+0PPpSudSmhctRoYsuWIVwuUg0NeIYPJzp/PkhJsqYGd6XzNDjra1/DKC4m82QngA9Om0Zs7Roii5eQe87Z5F5wAe1334MdiRBbtqz3gOkmcLjdSNPEKHQGOIz2ybSm5+djtbWRdd55JGtqiM2fD0Bq7VpC0ShHbHGahGZqGr8v6vOladfMax73jqZpxoABDH7lZZpu+SNdTzzhzBs0CHPbtg8FQHZXN3pFBVZt7Y554bffBk3DCoVUwPPZ+Urfj/Lygvz7vm/tmF68qppHX1yIdANI/v34bMqKsphy2BDGjSjnT4/NIJGyQANbSDJ9bpoDJm911pFRJXAXSBrjPRhC4knAhtpWcoZXMi/UQqpeoMfgoH7F3H716VS3dmHZNqf99j9UZmdx8pEj2VDbwtamDjpCMd7881U8NHMxL81dg5b+s5qxcTMx3cTMsEFAu4gw67qrAGjWxlK1tIffH3wiQZeXo0uH05Lq4qbJzhfQxthmHtr2E5o7C2iIHMOStnquHHgYv5p8zBd81ZUvs19d8zALa5uRdV3Ub23l+CuOZuOGRhYt2caMtdsYM7yU9XWtbK5p3RHwAJxz4jgisSTDBxYBcMpp42hzpVgZauO6847i6FED0N6ehcvnYl13G7awcUUE7iw3gXAunckUdkgjw+1GSsmKtjoqRjZhxnS6a0uIiBQ/PfxIntq2jCYrhpVw81Ljejx4sG0DzTBJuSVumeTrJcuo9HbyeOQQlvZUsj5WgmlpuMwsUt4epLSZ4j2Yvx1zOjcsf4A5LSkC7iRjKweQ0prI8cYBmwIjRDjhYmu1lysPrua03Fm8FRrB5MA2glqc+1vPwJY2mvhserLI/62GZ5/4uIBH75MmbqEQ4hjgVSFEOf9rhdaX2O9fWcNTi2p59prDGVGSCcA765p5YZmTAW9dezHr2os5ZVQ+lXkB/v3e1p0uhgBOHV3Eq6ua0TWw0t+PNnT1ozGUTiCQ8pDhMdjY1L1jm6+NL+XKowbwmxdWs6i6E9OyWVHvLL/msaU77uhPLapm+upGwvEUcVPi0mBdQ4hFDdlIoChDx+v2MLI0kxeX1TOxfw4PzN3G1rYIHrfGXTM30y/Pz1PfOX5HmS3LpjzbS3VHjPrOGIYmWLC1nY1NIYalr4GipOobIJVCy8ig/O9/xzNwAINefw0rHKbq7HPwjByJe9AghGHgKi3dsV32179G9te/tmO68Ybria9YiXC5yL/6agAnMNB1UpudAAW3G8/IkSTXryf7G1/H6gmx6ZBDyfrGN+h+zhnkE13HanNGkw69886H+ub4heD+8gq2WiZ/a2rin+1tPOjfuUnODonetPBmXR0bDj1sp4xx5pYtGKWlmA0f7hdp1fVmx9Tz8rDa28n7zndwl5d/aF3lU/vK3Y8s2+aGm56lanMr/7n3WwSDXizL5t0563ns9cXOGDuWDQhOO/Yggpk+Hn1nKe8s34JtOIOKZnhdjCovZuHqakSmDrYkbkgCUZ2EsJAIZMxiWGEei5dV4/GCJyU456gxnDZmGOf95TGa4lHawhFqQj3UdnQzt7rWqTVy29w0/x0emLeY6rZupAtS9TbNXWESAYmpwWBvLjGXyWGllTy/fi1HlFby4MaFVCfb0Qy49e3ZHDN0IA8e/r0d5y1lkM6eUjY0ZlLgc0NK491t27h0zHjKA9n77PNQvlwaWrpI6ILKCf24+jdfp7R/Pvc+cCUbm9q58Z7ppGyL/NwAo8uKdtruqnOO2PHetiU/u/1F4vEUg7KzOfPQg+iKxXF7DbIL/awLOZlCCwJ+jJCgbouf0w89lUXdtRx8+784f+xoHqtdQlk/DV1zE/ImQLN5qWoN7WYPbpeJy7CwNBsZdZOdEYekjs8XJx5381LLWIb6O1gWLqPL9OFJJgGB6epmc1ceAkGV3MQF71+Px9NFvt+Dx5CsDG2h2FtKxAwz0N/CYH8rZq5OKOqlwFuDhkRIF5sSI4mlurmo/zWfWbAD7Jf/cT8u4AkJIQZtby+dfrI2FXgRZ9TT/Z5lS97b2MKhA/LQgCm3zqIllEDXBNGEyYjfTEfXBOGEhXuXvpSvr26mLNv3oc9dAm+taU7vv3f+9mBnu7ygm6p2c8c2L61oZMG2Dhq6nKYxLy1v4KcnDOGxBTU09SR2HCdpQVs4iVt3QqCUDT96ehnYGUCc5pDFxH4e5m9uY/qqJgxNYEvJZZP7ceiAPKbd/j5uXcOyJWeOKyOSMLn6sSXUdsbI9hnkBd0UZ3kpyfJy4h2zuen0kVx2xACmr2rkwXlVZHkN7rt00v987ZX9S/OttxLfvMmpbYnH8ab7qliRCKE33qDszjtxFRdRffElCMOg/ZFHSNXVk3vB+XiG7JwYI+v0M7AjUXzjxyHSfX0GPP8cUkra//Mf2u++B5lMklixAqO8jK4nnkTPc5IfpJqaduxHy8vDbnGSudjpwKcve9s2Dg8EOBx4q6uLD6JROi2LnF06RrsGDeodHwg+lB57O6OkBDscxu7ZZbwtTXOytvl8DJ07h2R1Ne5+ahyRz9gBfz+KRhOsXFXLpIkDqWvo5LLfPEZItyi0NTZvbeZHNz1LXpaf1o4wdo4L2w2kBMIWvDRvLSP6FyIsiRQCaQG6JGSlWLypllRQYNsSVxiEBmbUhICGlpKYmRreLA9Wt9MMR7RLXnt2BQvmbaPeiIBPsL69nQsmjuaNBevoTpmkfJJYKZiZJptbOtGDGraAhmiE3z87AzcaScuisS7E8Pw8nty0jJ5wCnfcIBg3+NnJU0n2WDywcj4vxebwr6yLGJ1dQVcixuXzHyBmltLTksO4YVkUxLMoLNM5/s07efioSzg4t4InVq/kyTUrmdK/P784fMrHXVrlAGLbkt/+30vog3JhVQNut4vS/vkAVLlCbPB28scfnIY74OKV/2wi0dnEs/NWULu6lcvOnUxOdmDHvjRNcPrU0SxZUc0pRzr3tGyfl/d/fBVSSn49awbPbVpDsxlByxCUZWRx99KFBKMaQkJ1ZxdSh9r6PMqMTNA7ychI0EgNlqaR5487raw9KeKWwONNYhvg9ZgkQ24W1g1imdGPioJOrq18D49mcXPNJbQkYnh8zvfDeNLmyKLl2NKgOp5D1HLTFfVR6BpOjbmcJG56zAAtySCDCttZG+vH5kQ+pj2K7428kc5kD4Xe3Y8n+al9yoFH96WPC3iuYZemAlLKkBDiJODcz61Un7OeeArLltz86lqw4fnl9QzI81MeyYROAyOQ5NenjeDSBz4glnIilkn9c1hU1bljH+mBq2no2n3n5uRumv3vqqYjutO0ZcsdwQ5AcyjBlpYIlbk+WkJOOwEJGMIJcty6c0MpyfRw0aH9+NP09Tu2XVzdW1bTlvhcGg/Pr2ZjS5hrpgzk7ve2smBrOycfVMzR//cu4YTFxP65rKzt4t31rc7xu+NowC2vrUMi+d0r63bsc3V9N6PKVFOdr4rE5s10PPAg2DaBKVMouOY7iHRa6KYbbyK+ejWlf7sV35gxlP3jTuq+fTXt992P3dlJsqqKfg/8Z6f95V50IbkXXUhi82aqL7oYBPR75BHMmhr84w+Gq79Nx4MPYYfDmLV1IARWezsl//cXMo49lo2HHAq2jbu0lHhLy+6KzJxImDdCIcZ7fTSaJsvjcfJ0nWxNcwY7bW93Mr1p2k7BjsjJQXZ24h0zmlRjE1Zr645l8SVLdn+BLAs8HgJHOQlGVLDzuTgg70fdPTHCkTj3PjybaCTBghVVDB9SRGtjD4lkEn++l8suPZzrbn6WlJA0d4YZOqiAtY1tzo1IFxi6wESyoaENqYFEYgc0sCSaBQlDIg1nXalJhIXTiTtqIw2BNARbOzsxPU7WKYHANCXRzm5EtkDoMHtdFf0njKGiPJeuphasuIW/SycZBxEX+DGImiYj8/IYVJnH65EtCAtiPpMlRgMaNloQkiaYfhe3v7KAy8aN5+RJA5gZXsGarnp8+Djtzf9QmCk4rGgIz7TW8HTjckTETbQ2jMgUXP3Gc1w5YjJ3LH2fQFGEZzq3cE3qEDJdKh38V8X7czcwY8VmEIILz5nEmdPGAk6N6M9nvkFbMsrbZ1/OkJx8fnTWkdw6Yw5/e30O0e4EgQwP375g50RQP77sWADmbq7m5H88xMR+Zdx8xjTW1DTxzf6jyYq6eWrtKsKZJrXJDioGdRIMSv42/FrClsWcWRvQNcjPctPUBR5vCk0TkJJEEx6klGgIXMEYpiXoas/B40mQlR1CxC3yqcAyQ7zQPBY3OlHZjd8lCcW8BN0+EpqFLScSly24RAhw43ElWda9hiyPTb4RItOIUOrtptnMIi5tdHwcWzQBl2Z89sEOIA60Gh4p5QohxFlCiLOAVVLKN9PzU8DjX0D5PnPNPXGOuXUWHkOjM9rb0bm+Jc64mv4cHBnAP0fPZ0l1J+E+UUvfYEfgBDvw6Wv1Am6NeGrPUVG2z0VXLMWLyxt2OoauCUqzvFR3xggnnY7TjT0JWkMJBuQFaOyOETed/fpdGnlBD7WdsR2B27wt7QwpyuC57xzOO+ubOfffC2iPpBDAmWNLWFPfjQA8rt7y2fbOwQ6Atv8F98r/oP6nP9vRd8UK9eAd69xgzK4u4qtXA9Dyt9sIv/8+ibXrCB5/HP6Jk2i7+26szk56Xn+dzFNOQdo2drrmRAsGqTr/AuxwGD0nmw2TD3cGCE0fJ/vii+h69DGnAOkGw5E5cwi98QZ6Tg5Wezvx5cvB7d6RIQ1AZGYiXC6yYjFWxmK81tODWwgO9vv5SV4+QghEViae7GwSGzZ8qE+OjERwDx1Ksr4Bu7199xdke1tVw9iRHlu43Zh9mrYpn60D8X60YlUtP/r5E/j9LjqFhXQJhFdj3bYWtKSFpmtkdNvMfn8jCSERugBTsn5TC5pXw05JNEOgIcGUmLrTX4Yk6DEbLSmxfBrSp0FcotkSQzrBkRQSqQnQwIMgEUpiZwjAGXjU1kAKgatHkpvho92M89/5K50EhQKkKcnpcRHVDMIyRSxlolmwvqWdy4sOIXubl1TMJBZLYbsERe5MUjGLdj1BjzuKZur8Z/0y/jRtGmcOG83StjrOn/sECWnR3uxmVPYIXjQbsFwmwmMT7RJ4cmzi/jB3Vr+DryiF5pIIW8f4LJvqKF9qtpT85uV3iBTqWG6neWZlhVP7/+aaTXS2JAgabn78/Sc5+dQxvLh5AxdPGIeM2by9YiOz2us4rLaJMRXFpCyLlGljWhahZJIrH30eIQQGGhP+9A+63EkymjV8NTbf+NooHmlYhVGQIKFJRFLy0Nal1Me7yPW7Cdsx1kcacGtukqaOoVlYpqAiUEJDpBPpieHBxOtKESxOENQkecFOQikf/eOH8/K2EHo/k0x/DI9mkbQ0cv1x/DKDw8q6qEtIcl0t/D975x0eR3m97fudme27WvUu2bJly71jYxvTbMD03gmkAAkJaSRAEgIhkApJgJCEUEPvvRhwbxj3XmVbvffV9t2Zeb8/RpZtbCDJj2Ly7X1duqSdnfLuzGrffeac85xSV4xNvR7SbAkK3L20h7w0RDPx26PEDQez/VvZGinliU0zMMpszC78lBP63yD530tpE0L8AytVYAVwpxBispTyzi9kZJ8T4d7N3DH9NZ7YOonuiPVOKIh4CafFeK1sO3kRL4aE97Z8TOd4PpvrHD5ATNlUQdI4eK890eRhj2WYkvq+qFKG29Yv2jbUdTF1cCYvrWugKN1JY0+MSNJEhhN8lEU7W8n1OfjH4r1keWz9x/nboj2E+0SUTVX49rGDeHRZ1UHCbx+/f3cHzT0xLpsygG8eU/ZfnYMUXw0SNTXEd+6PHsbWb6D9/vsxwxGC77+Pmp+Hlp1DsqYGvbOLZFMTalYWWV+/Ckd5OfVXX01oyVLSTjuN1t/+znJnk5L0yy4j42tXoHd2IaNRet/a379GOJ30PG19h1X8fhS3GzUzk9535ljixzxAbHxEfcveXqTDwWiXizfLBh32NSUrd6Pk5h60TC3Ix2hugUSCRGXl/ieEwDl2DLGNm/YvM0wcQ4eSd+svqbvq69grhqKoGvbSVIf4z4v/xfno/TmbkFISDCWQaSpIiRozSfe56DFj6G5BJ0mCWxsQDmHZPamAXQFTohqSpFsloYEWBkUHJCR8whIlALpECBB9WsgQEuxYluq6RJiCpLQ+47UQuDWVsG5i9mX9SAW6wlGETSBVawhIwCboIoEuBVKBPJub9kQEVHh37U7OzR/G01s2U5aVSXWoh47uBGqagZoVR1FA2lVkm5N5W3eTGVF4q2UjNrsbGVWIBg3u376cBCaKQ1KWncF5A0dz785F6DYD1W4QjWmocYkhBH/Y/D7re6q4eeRpzMgb+iVcyRRfFPN37qEtLWHdA8vQebRjLSM3FvFC/TYae3vJMZxMzChke3gPnb1h2gJhVFNw8yUzKSzw86c5y1hf3ciYknyu+ecrbKhugpjk9stP4rxxI8n0utnZ1MbOYDumDZKKRJlg59mWbWhhQUGbH0VLJ9udzgt7tmJ3GpimiYoCioHTkSBpwID0XlRhkjC6SHYVoaiCssxOfPY4oYSNE7Mq6dY9rOgeRCjtJaYNzWBgxl56DSfVoWxy7V5CsodovJVAsoOoYccp7Hg1G5m2EiJGC5owyfWG2dqZT7ZjCteVl1PT9X1OyKpgrjuNEl/653QVxP/Jpe3L4tNS2o4FxkopDSGEG1gGfKUmmEBzL1vn7GLk8RNIH6yyrbEVt83yMgcY1JvBdTumsCKnlrcH7qLVHcJmKCQ5QJAoVgrZJ1GU4aSxO/bJKwGxhu10zf0Hya4G7NkDyJz9fcgvP+y6H3fcAr+TcFw/KEK1pbGXdXUB0l02Gg9Ii4v2CRjrvp3VobuuK8rd7+9iSK6HrnASp03Brio0B+KMKEhjdFEay/d08I/Few8RYvtYttu6871oZxvfmD4w5eT2P4ytqIi0s88m+P77/dbLnf94AOHzISMRMAzyfvJTfLNmIux2zEgEpa9JqPeY6Qx8/jns5VYNj5aTjbDZkIkEsW3bKHvhebqefZbWO+7Ef8H52MvLiaxYgUwkiKy0GjGbvb3IRAK9uRlsNtyTJhHbsQPFbkdva4NYny1UWhrsq635qAPbgagqGEZ/7c8+jI5DozlqYSFlr76CLT2dljvupPu11yAaJfOb3yD3xhsRQlC+aBFqmq+/71CKz42v/Hz0weKdvPfWBm74xZlkZHnZW9eB1ATCAFvIQACKLgmGQygeDSVqWmloQqLFpJVa4FQxNAABIUn/VKUIK83ElGQrTjr1ONZ3MIHU+5xksZ5HKEjT2p8QkPCDVEELCyLSRIlLkmlAX/qbUMCVVIgIw0qjU/qEj10wOjeX7d0dNOsR7AYYApbuqMbrsWPzq9R19aAmQeiQ9JtWt3NdoCVtyBCs2FtHstZgwpiBbOjqxGPYUTINOkWI49LKybZ5+WBtDfd1fEDcqUJMxZYVRdjA0BWEMHmlbh2qKlnatDcleP7HmVhaxNRhJSwP1CD8MUwB393wGmmKh1jYxMTkB2cdQ8nlp+F22fl++HjS+hpiXzljAmNK8xk3wLrZnev3WrrfAdubWvnt+SfzqzkLWFJfyw3HTSepmmza1EirN8r2rnZsOkTWJ9BdNmp6mnA6bIxUi6mPBgh5etDsBqoWJ0PTsCtO8lwtuLVk3/+eSk/Mhd8RY0b6HrKUIOm2MOvNUvyOID5bEKeiE9Rhb1sm0wfWkaNEyUoLYQqFrribsHEMPxj6QyRw4/onaIpvxakFuX3sOZxSYNnD57kW4tDyWXr+p7bZ/L/xFYzwfFocOLGvwY+UMsJX0Ppzy6aXCJQ9wLtvLuXR5VXc+p6D7889m9XNllNTpydEY1YPc0orMTBx6CpJ9WCV4XPZDrfrg/g0sePUBFJP0P767zATUTJPvAYj3E3H679HmsZht9EPI3acNoW2YJyeqH7Q8oQhOWtMfn9kaB9q391vCZRle8hNc5Djtb6MTh2URU80iW5Irpxq1Rzk+x3cNHsYrb2xjxU7+1CAZXs6mLe99RPXS/HVRthsZH3zG8jEwdFCGQwivF4Uvx/X+PEoLhdCVVF9PqRp0vHQw8T37ME2YAAgkaaJlpOD99TZAMR37wbAf/rpZH7969jy82n/wx9RHE7SL70UACU7m4xLL7GElqJAMklkzRrMnh4yv3sdrnHjUDMzrAH19lpRn0/DOPT/zTV+PGr+oX0+jKYmqmadRPNtvyL/tlsZvmE9Q1etJO+mm/pFvi0vNyV2vhi+8vPRPXe9w8qVe/nz79/mn3+dS21DFygCiURIcNk0FCGQDgXVkCgSFCmsaExfWqdDUxG61edN2ARqXKJFJcIEqUhMmyAQiqGFTdSkQAkZVvqaA7BZdTzuiLREi7svEtT3gyH7ojeWEEIBktY2SWmiJAFTIiUIw0qnq2rpxEyaiKQk6QXDB5pdYXJFKTGpY9pA1QWKBNwSI6ZR0pZPTnsawzKzsTs1kArHZg4jHpc4TBvT8wZhJhQmpBfxteHjCETilsW2lNbHQKcDPaqgahKfK06aO44ZcfDwh9uoC/R8ORc3xRdClsfNeRNHYtiTYIKqSmwenagWRFMFxXlplKT7cbvsAKR7XHSEw/xj2SoC0RjFeX50aRJOJhg1OZeKkmykBlubrRtg3zh6Al+bOI72RJR7V69kzPhiTh48BGlIBuVncMrlQ+i1h0n3JtANA5mxgqGDNvLw9AsY4MglTXVht/UiRQRFgluJYld0Mp1RXFoSgaTQ3oNfjVJkDzDE24JT0VGFZF1PCduDBcwuLidHczDe2UK6FiNLDXNUWi1lznd4o+Z0anqf5J5J3+T5aX/mgYn39YsdAKetGCE+Z7ED+9PaPvpzBPNpZ2WYEGJf92oBDO57LAAppRzzuY7u/0i8R9LZVMAddadi6N30vL3PJGD/yw6oSZbP3EG81voSFBcHfxkSQFf4Ix3cPwWnKoh9RCx47Bqydg1muIf047+Bb8LpmOFuelY8T7J+C/YB4w7Zz+HeOx+t+1GBfSN+c3PLIesrSAysrJ/azjBCCAxTkp/moCLPh10VRJMmf1tkFW3vaA4SiutoioKiQKJPddlVQaLvNc0YnMWH1Z0I4NSR+YwvzfgPzk6KryLOigqU9HTMrq6DlstAAKmq2IoKaf3jXWh5uaRfcCEN119PZOVKOv/1L2Q4jK2wkLRzz6HjnnutDYVAuFw03XobabNPofvZZ5HJJGphIcHFiwnOnw9Yzmvdzz6HY/hw4jt2oPh8mDErpbPt9l9TdM9fEC4XHQ8+RGzHDuiLQKGq4HJZj/WDbw7sOz5SgsuFc+RIomvXfuxrN0Mhel56CffUqfhPnZ3qq/Pl8ZWej2r2tmFXrXuMqz7cw4crQdpUpFcFmxVxiSaS5Bf4aWnvxTQkQpdIDaQGhqpgtyvE4jqKkOiKtKIsfdOZoVo21KIvnC+kQMRNfDaVLvqeS0rUuKQ4M4N2GaVLjyOlxN6rYBOgGxLFBrqmoIakNXGoIA3QhXUsRQp0G1b/n6RENw2EBqohEKogoUoimsncbXuwm9bYASQCxVQwMGmNBBG90NMZAQ0GFvsZ5MtECwt6k3EWN1bjFHYqRTsTCovQMySKXcFUddAMtKRKwlSgRzBpaAVruvfg1XycNWI4+V7fl3B1U3yRnFQ6GJcvjikFUkr83igCSXdUI6LYMYXJT5fNYWZJOWNy8rh6/ktUVnfzSP1qupMRTh1QgSkM5jbuQnoUPAOgqaiJJ7esxNA0Hm9YjbfLTobfzsObl5M9qJXsoXZaRA/vxqs4Y4SdXqOa1o4y7HYdhy3JLVsf45GpP2ZNx16WtW2m09iC1xYlTYszytlNeVqQ91tLMKXCC00TmZpdTcRwsDuehy0kSKgm0/y91MVLKHQ9Q4U9wDR3K0tDBayL5WAXBn4tiibbWdPxGHb78ZS6y3Br7i/+Akj+J13ahn8ho/gc2PqoSaBK0ujroDeRjs8es+KWh2FtbWD/g49cQ+3fSGf7KB8VOwCdkSS9jVZjQs1nFdgpPstGMd7dgv1TTJ1siiBpHrrfw8eG9pM0D97WqVkfEC29cW55Yxu3nzmC29/a3r/+KSPyWFrZTtIwOfBlJA54MG1INr+/YAyqIijwp+5s//9A3Te/iRmymuMeeLcZVaXoz38munUrXf/6F3g8CLuDyMqVAJiBAIrXazme1VsF/cLjQUajmJ2dBF56CXtZWX/0yDiwx42i9BsKyD7RYgaD/U8Lh4N4dQ0df/ubtaBvXceYMcQ3b4a+8aoZGZimiQwEULOzMUMhZCyGmp2F0dFJbMuWT37xfaYIsS2b8fdFp1J8KXwl56NEQuf+v86lrb6L9pYeUBUrtcyuIQwTm66gSxNpU5B2hebuoJXGhkRolkCSfZF6HYluE5h9kRopLWMBQ5NIu4JISoS0/j+diiAqJN1O0BIg+2oxFVNS09KFaRdogKkCQlotFExIqhJMS7zQlyInFWF9W0hay2yGQFesjwGnCcE0iS7B1SRR3FZNj6lJHDGBCSR9EtNjYkbBZtjRYxItIXA5NUKaTl17gJ8//y5njRvGG5W70B2gmjC5opTtrW0k/H2p2ToIlySp6ggp0OM2rig7llvGno3PbifD8SV8+UvxhRI3klz6wT1kOCV2NUjSUIlLlfL0TtzZYX459Bqe272O97tWUhlqZFRbIZXxNrR8la5khEyHixGZucxv2IU0JJl2GDZyL11RF/fuijGzcBzu3DBqQQC3M4kS1UBKBvh76E3aaA2mE4/G0JwS6eygNeYlnRgZDpXX6laxpH0eQneiOaEmkomamEaW7V2y7W0kZClVXZOIG93Mx4XfnoPfVo/iSDDSFqPEXUnUNCl0dBMwVDZFs7BrYQY6FXbECoknFAZ4uoiYdiri7ZS6v7z66a+iS9snprRJKWsP9wMUAzd9MUP8zzENya4XJI0rJHPrB/OtvaM4c5PVaCpLd6Lpn6xMDzwp/6nYUf8j0dv3jvk36l+KM12Hzd/QPlKw/dHHAElT4neqFPqdxJImAssooTTTxUvr6g9a9/EPa7n1jW1WqrjNOhMH7tJnV/jje7u4463tKbHz/xOKipqZiW1AKTgc1o+mgWHQ+pe/0P34E9Z64TCtd9yBo6IC78knIxwOzEgEz9FHE3j5ZWtXTqclThQFfD7a77oL0Vfzs+9/oeifD6CmpYGiYBs4kMTu3Qf9nzjGjGHw++8hbJq1rz6xo3g8FNz+q/511awsjEAAGbBuauT+/OcoHg9qbi6m04Xi9aLlZB/8Wu12sNuxl5WR9e1vk/ujH+I/5xxybrjh8zq7Kf4NvqrzUVNTD3Pe2cT6TfUIhw1UFemwITWB3aEhQzpK3ESE9IPTQhQBJmhyny0aGMj+m3LCkChxExRL7GBItJCBiBmgQEyxjApA9tXu9H1J0bF6Gyh99y5sYGp99zD6vsUI03Khsu56CevOmpVMiFRhfEE+SgyUBOhxieEAwwmqX7NWd4HpEtjSrHuqIk2QzJCYHgkhkxHp2bjsKhFdR4mDC5Xy0kyW99ZiekykA5Juye1rFvL79UsRUYHL0FCiGkpEAwOEYpKTY+NrC1/g5b1bUmLn/yMUIRiekUuWW6HI66CrIx2vqqOKbp5pfIXXd27FZtPp1PbwftsKhqfncMaACkpyA+TnNeGyQ2WshsK8HgaU6kgpUFFRVY01vQvx2U20vi9zLrvG38ZfT5YrwgB3kqKeQax9x8eezhw6Ym4iCTuT0qbz7LTbaIv1cnHBGr5T9h49AReaUcxlQ04iotlpTvoZn52gIG0bQzKrGejr5rqyS9ANN+lKGRuixdTFB1HgdrIhWEqLkUaTkcUEhyRD9ZBtL+Kcku8yIv1CpmRdwoSMyV/uRfgfTGnrRwgxDrgMq99BNfDq5zSm/zOv3RSmPU3n/bQqdjqDTEwOwq1r2HWVoe05FER8vDpoO4qwQvUew0bIvj9t7T/UOAfxSWUvWrrV7VcPWg0SjaBVJK35D+4CrCmH1u9Udxzcs2cf+keiPvse21TBgEwXhgnVnRECMYNAzOgf4/hiP2tre/q3UxUr1W0fAjhjTAEVeWlcMLGY655ey8rqboIJE7ddZergrI9/oSn+5yh95GEAzEgEMx6n84kn6PrngwDodXU4L76Y+J7dxHdVghBoublEVq1CRq30s+Y/3tVvFmDss3o2TeiL2Ox752Veew09z79A+x/vYsBTT2LGEzgrhtJ+3324xo+n5403Cc2di15XR/Ntt1H60EMYwRDhFR+QdtLJtN9zDx0P/LM/AmV0doKq4p15IuFVq2i++eb+3jvW7WknekMjvjPOINnQgHvcOLoef5z0Cy+k4M47vrgTnOI/4qsyH8WiCW79/lN4nRqhnigKCnKfaFEV4qaJ6VaRmmL9EwiBSJggrToZRYJpmAiPJST2uc/YpYJpWmlqqg5mwgQhUAwwbAogrH46QqBGLEEk+8SKIkGJSfBY9Tumw/piJ0JW/Y5qSoRiCSy7IkhGJUk3SNXap+GANc3NVkqbAgoCT60k6YOYNFDswhJOJgSljswGt1AZlp5LfV0X4WCSHbEOpEtg7wWRhEGj0tnirsKMqRB2osTAcFvpcEKA1iP48fRpONPtXDp6DMe9/gDteg9BpZc8n4/x2Z+H926KIxGHauPVY637G8FkGE3R+HHTu8BWbKrO1t4tnF12AW81ReiiGacNji5pZ1fvJsbmduFQkuyMvUyWR8HvimOKCCHdRoa7l2hSUpoRoLcnn41bs/n5CdP547plPKBu4aajb8GnpWEb4ePh1z/kzKGjuKPpCRqinbzTVInPtoTfj7+MVS2V2EUzFw6eyrzORSzrWEtX0ocpVRrj4LHZGOUZjCmX82jN3ZhIZnuXYqCzJTkIRVbhMK8mFG9n1oAY/vgTnJF/JYrnyr4zcMKXdu6/6nyaLfVQ4BLgUqATeAEQUsoj9ox3V5r0bBV4dCdn9wxnelspfxtpuT0h4MOCeia2FeAwVeKqdScsjo4TQexT5OmB9TKfRFm2m8bu6EFpYOlODTloEoo7neCGd1HsbkKb56L683CWjj5o+8OZFfynJA1JOGGS5bEftHxglpuazki/2Nnn3ialxOtQcWgqxw3N4bfnjkY3TdqDcTI8dm46dTi3vLaF3miSO88ZxYnD8g45Zor/fRS3G8XtJvub30RxOul84J/IeJzwihVgSoTPh62oiNi2bZiBA1JFD/z7QOx23BPGk3HFFcS2biXjkkuIrVuPmpWFY8iQ/tVyf/pTANwTJxI591xabrutXyXl3fBjWhMJup56CiUtjdjmzaBpOEeORMvMJPOqKzECvYQWLNx/3H2pctEoaBrJ+npimzdT+Lvfkn7B+dhKUvbSRxpfxfno/dfX0dLWi5HmAJcNGTOs1DXNspUWppWCZqWm0b9Mi5kYDgUpwHRq1nOKQEhLlJi6iWaCrkgMu7I/vWRfumnfHKIkTCaOKGbdrkaSClYanCrwZTrpScSRpkSNgGKYqGafoAErzUFCwpSYDitSZOqWYMKQCEMgbYCwXOWkBoppiSTTkAiV/kiUYTfpVUyUAGSEnUSNJNFsiRaDiuIctgTa2djailYqIKai9Sp4NBsyKRk1NMS5Y4ZxbvE5dEWiGKaJXVW5Zdws/rJ+GZrN4KHjL2SgL3UD7v9HfDbLO/0XJx/PK7tdvN/zLn5XDEd6JbPcG1nZloUiB1AX2YCmGOQ5erELg7pYK15HFsGYHYdq4NZ0BODUfVTYRzJ9xHQ2+no5ZdAwXti9ncHpmQz29s1HTrjpypkA3JN/DVsD9dy26TWrKbyiMr3wTu7c9neqw+sY5+vBwxzG+jpoSZ5IhX0wF5QcS1fsfTZ1BRjkMbjM10quprMnmWBxXSExM5+qrk50E24e/QtU8wLQhn05J/gTEF9BW2oh5cd/yRdCmFjWn9+SUu7pW1YlpTx8c4uPYdKkSXLtJxQFf5Z88EuDjWuDuAwbPt1JWEtw+4SFCAke3caoWA6jGwvJjrnZmNXCu6WV+OMOAvb4f+35s68HYd+chMeh0Rs7TKE0EK/fSufcB0h2NWLLLiVr9vdxFAw57LqHQwBuu9rfL+ejeOwqqgK9sf121KWZLmq7oh+7z2yvnVyfk+3NvZRle6juCPP01ZO59sl1RBMGvzprBJdNHoBdSzV3S3EwRjhM4K23sBcXU/+d6w4xCFD8fjBN3NOmEdu8GSMYRJomOdd/j477/kr2d75N9nXX/cfHlVLS8Y9/oLe2kX/7r6j75rf664b2kXf7rwgtWkR4yVIK772XrsceI9nQgJQSs7u7b4AKisvJgOeeQ8YTuEaP+q/PxWeJEGKdlHLSlz2OI4mv4nz09dP/QlNjD3q603IYS5iYThVpUxGGiVNViJrScklTsEwKFNGXcmb1yTHtfT1r9jmoCfbnTgsw7FaNj4iaaHGJ9KiYwkp586s2QkaShEOxsuJMac1ThpXGZtj6bnklQJWAAqYqkJrsjziZlokahiLAAZgSLWwd0+PUiOo6SVViOEGJAYrAcIBQIdPjoiEtbH2ZbBT4seMrcLFb6UbYDdQuFcNpzSsiAWoEBqdn0ONM0BYOc/IJOzGkzvUlv+X8Z57Hpivcf97pzCw/fCuHFP9/0xEPsKZrPUVOwTvNd7G5o5DKcB4OBVQlzjC/SSBsZ1zGOJZ2VdERAhH18MNJFbzd9hY3DL2GyVnj/uPj6qbOw1XPke/M4eyik/nG6p/j1+oY5W1AxUQVcGrJ3/n19hfoTQa5d/Q57O76GwsDaVybsZdMpZ0GI8qDrZNZ23ksD079GlJKBqUdGUL+o/ORo6REFv3kx4ddt/rHPzli565PS2k7H+uO2iIhxHvA8xwhVqBSysP2flHskBv30uoM8U5xJV7TRm7UQ5srzODeLE6tGcavJyziznWzmNZayrullQQccbKiLoL2BAn134nhHIzRdzdNYqWL7RM7mjVfHYS7dBSOb/39sPvZ14B0eL6PnS3Bg+JNB+7ro2lsAFluG52RJAnD5O5zxyIEVHeEuXf+7o/tkZPh0uiO6swclsv1Jw5hZVUn7cE4d72/i3nbWknoJg6bwu1vbsc0STUYTXEIqsdD5iWXAFC+cAGJxkY6/v53PEdNxjV2LI5hw9g9dSqRFSuoWLP6oG2zv/nN/+qYenc3Dd+7ntiOHchYjN6FC8E0yPnxj+j81+M4R4zAOWY0Hffci3PUSLwzZxJds4bY5s3k/eLnZF55Jc2//S29r71O3i9+gf/MMxC2T7eeT/Gl85Wbj+xeB2gKQjeRDg27ppKIG5iGDlISx8oywGFDSBCaQGpi/6vSDVA00CwbaUsEmVYYRuurU4uDNK1+PaZLIGIGirBsoHtJoLstoxqXqhKL6QgNdLslqBQFTATY5P50bCFR4qAoAgNJRUYmO2I9/SkOzqhAV62+g3FMpBAI02p6KiSoUfD6HQT0OKYhuffk08hyuXlp/iYWbN9LsZ6OKiRmtjXXaq1WOMlhqhim5JtHT6SiLJfmYJBKfCzvWMva7s2YSDSHwrVvvMnTF17A1NLSz/Wapvjqke3wc2qBFfAd4BnOGl8PT+xZycXl4yjypCPjNi548XlEoeC9C39x0LZXDP7vDGk6YnuZ1/w7msKdxOIG78R+x7EZw8hyzaIl+g5ZzjFkOQbzTM3tTEifii6HEwz/Cy9r+WH5C3gcU2lpv5yIsYvvDf8NBa5hKF+FvoZHeL3O4fhEwSOlfA14TQjhAc4BfgzkCSEeAF6TUs79/Id4KBv/blI9RzLrQQVfsWDNHw1a1sDoa6BhEYAgL+ZjRusAiqJ+StObebZ8M0KAy7AxvWUAfx3xIfIAm4ljW8rw6DaeHrLpMxvnR8UOfHKNz76+N1ccPYDb3th60Lr79iWBuG5y9KAMNtR2E+/TZ52RJIOz3XxrRhmnjS5gdXUXH+yxaoXSHAdfZgUr46E3bpDuVHhhbQONgRiGIfnFacOYu72V44flcsNJFVR1hHhoaRXHVeT8dychxf832HJzseXm4nnkkYOWF//9byhuz2d2HKOzk+jGjWi5uejRKGaH9T7Xu7qoWPkhAPGqarqfeBJbcQkFv74dvasLR/lg/GefDUDBLbdQcMstn9mYUnz+HKnz0c3XPUFzQxcPvfQ9nE47P776MULBKMccN4yamg6kpiAQSMMkkTQtoQGWaFHpi6T0fcCbIGWf4NElwma1BzBjBtitNDgSVrsBkhLDvs98QPSlJoPpUcAEJWxa9Tmqtb8oJjgEyj6raCERESv9TPaJJ9PVl2onLAEkhODGb87kW/e+3BfdEeimxHBZuW8Jw4CkYEpFMatqGtDdlglCuDPOUeUFXHvSFEYOyGdXZwed0QhSBdWvokcFSpcG3Qq29DiTp+xCGjmserOA3yxazJAdOQzPy+HMqZNpivZwcukYzv7ODNY0NDB3zx5G5OZ+8Rc6xVcKvz2PWSV5zCqp6F8mpeSPs05mTN6hPdf+W3qS9XQnqhjqzaRc3UqBFiZkVpOVcR4FJVZp4Z7gKtZ0JpmYMZLxmWcQT04nkliHxzENIQQFuc9R8JmN6Ivhq+jS9okpbYfdQIhM4ELgYinlif/ONp91CsGGv5rUvNcneEoEr5xkYB4+gwwAXZj02KJkJFwoWBPD30Z8SFIxObd6OD32GOlJF+uzm1ib3YgQAl2Y//a9w0y3ja5I0jLV+YTTua9e5qN//zecOiqfaYOzuPWNbYc8N6Yojc2Nvf3HOXNMAW9ubgbAZVOIJU2rt5wqOHdcES+uayDTbcOQsPLnM3HZ1f/DyFKk+PxJ1NejeDz0zptH2x/+aNlj330XvhP2l3PIRAJht3/CXo5cUilt/x5Hwnx047X/ormxm0deuZ5Qb4zLzrrXeqJvbrXm2D7hoSiY9r7UYMNqNmr21elYBTCW+LBc10zLZU2AqWC52VimbP13zgy7lf4mkybSLlCEgmZTiCcNbAjifXU2kj5rayFRdMCUqEL0G/QoUlh9fRSJVPtmSWlNaGlCodsl0e2AKhAxE2wKIgmmSyJsgiuOn0goEufltVutVDkn2IJgD0L20ens6e3C1g6ZhpPy4Tks76lHjQpynR66nJ3MGLsLReYR2DWBdS1NuKTGkKxsXv3WZZ/ZdUqR4vOiK16DQ/HRFXqKePheumQhw/OewGffX66gmwk05X9jPnKUlMjiHx0+pa3qp0duStun1fBkftLGUsquT3p+H5/1BGPqkrV3m9i80L4ZIm2Q7D14ncwx0LUZDEwMIbFLlUpvOy2uEMe2l6GUxemtBa/pACTv5+9me2YbkzqLmdE6kGcGb2JjdjOaoTC4N4O9aV3oqkQVh0ZpKvK87GoN9T8+a2wBO5p72d0WPmTsCpbQOHlkPm/1iZD/BEWAz6ERiOlkeuxEEzrRPu9sr0MjFNcZV+JnY32AKWWZrKruwudQURWFLK+dv102gTP+ugybKnjte8dQmunm/W0tTB+cxa9XPkOGx8Fvj/nafzyuFClSfHakBM+hHKnzUU9HkHtvep6CIfms31hHY1uQeDhmRV1MibSpjBtfyqZV1ZZhgU2xXAIBoZsIm0pujpfGnrAV/YmbGE7FShWTlqObVBQrI8GUKH29d1BA0RSSWA1KExnWjaqBLh8NHb1W1EaBi0+bwHvvbaRLMZGaQIkZSLuKmpRoJricNgaX5bJ+d2P/fhGAIa1jagqGHQxNWK5pyT5vBCSqU8FwCAzTJEPaMQ3osicwXOCPaBgBnawJfvZEujkxYyDrVtYxpCSbPZFupg0s5cITxvD1d14l1+3ivUu+QUI3WNvQyIj8XG5eOYcTS8q5btTRn9m1SpEixX/OYQXPDz9G8Nx45AqeT6vh6QAasJz74eCYhwT+o2LRz4pwi6R2Lig2MJOHX6errx+3imIVYwLVad3ML6nCr7sYW52Pt39twcmdQ0iMj9ChBdgRa6fJHyDH4WBEbT5n1A7nvaJKFhRXUZrpprrzYIvo3QeIHU0Bv8vG7rYwdlXBpgqiSaM/8mNiOd8caDNtV+GjHgT7IkB5XhvBuEmW1059dxRTwvQhWczZ0kpXOGGZEmQ4aQ8nWPTT48nxObj2ybVAgO8cP5jTRhfgc2r8ZV4lmqLwy9e3Upjuor47yrrabhbsaOWFtfWMLZnI6vZtuLoddEZ72dRew4yiEUjArv7b7uUpUqRI8XlxRM5Ha5fuYtXSSrQtjcQBadcQCAjFwGnDdDnZsL0RVVOQCQOhKlbNTUJHmJZ4aWkPoRiGZQdtSnyKncxcLx09YSLBOFl+B6FokkTfRCIVK2o0oiibLXVtoCmoQQNhV2iKBi3hFDXIdjup395GrDuJ3SlIz/bQFYyg26weOzImQZhUxgPE/QItDqreF5WSfQ1OAZspMA1JeVYm9e3dDMzOZHuoE12VjPfnsKmllV49gUMoZKp2PEk77//2aoQQzP7Do7h6BHdcPou3MrYzMD+DX784H01V+PX6+RRlemnsClPV080LSzdT3d7FHZfOYl1HIy6bjdmlQ2mLBhmXXYQmFFQlZZ6TIsWXiZBfTZe2T/smez9wPPAB8BywXP6nOXCfMS2rTXqqrSF4iyEZgmgHVs+AdEj09K14GA/p41sG0eQNErLHD9lvTOqkbfAzqb2IP4xbSkzTURKQP02yJtzA9ox2AALRBHZVHGQ5faCLtG5CRyhBWZabuu4oicTBHtMum4KqCLY17bfpPZzh2r69t4eTmBJi3VHsquDCSSXM2dJ00HqFGW56orrV3wG47cwRnD6mgOOG5KBUWG/KM8cWktBNjrt7EeluO89ePYUpg7K45bUtNPfEiCXhnXN/haYo/G71S7xTtZZSXw5xI8nc8+/AoaWKulOkSPGlckTNR4m4zupF26nZ3QKqyoiRRdRUtdPdHUEoApvHSVyAiOtogGmaKKaJKYQlbOwaxHTLmECASJoI1erHk+iJ0BiJW5/odoWu3ihpqsbwEUVs2tKAkgQMneaWAIpdwUhKVCmQuuWoZjMBA3p6Y+Rke8nLTaMxEKSrK4IwQYtakSOPz07CIegOR5AKaCgQ0TFtfbWeNiviE1MlUhNUt3QjVWjs7iU7aeM7l8zg7ucXoZkCwwlxYZLvdR+Urn3P186krTdEUaaf75w+FYATx5ZTF+rhtDcf54TiQfz1+ClMLCji7s6lNHQHKPGks/Dsa8l2ublg7hNUBjpId7gYnp7LMzMv/6IvdYoUKT7KV7CG59NMC34oLOuZ44GvAfcLIeYCD0gpq7+A8R1E0weSD35pneXMYXDMHxTW/tkkusx6vl/swGEb5jhMjYv3jsZtHJxHqbnBGdEY25lP0BYnplodr49pGsiScAetg+soD2RxfGMZi4sOftn76nYEUJLpoq4rysq9Haiq0t/Ic59JANBfP3M4HJqCYZj9BgUOTWFUURpbG3uJ6yYJQ/Lc6jqKM1x0R3RyvHZy05yMK05nZVUXO5uD5PqcFGe4Kc44uOu0TVWwqQqLbzwBVYj+Op3fnjuam2cPI+OAfj1nD56CQNAa7qEnHvpYl7cUKVKk+KI40uajVx5ezBN/nQcOjZnnjOe7t57Nj654kJ7uMCBIRBPgcaCYVp0OigIOxRI4mtX4VqgCYYA0DURCR+omaoYLY1/zUUUg7SpISa8h2bStARSBKSQqCp3xOEmfiiIlqg5G3404VQq8bgeBUIxdNW3UO2MkpYItag3D0K06nEA0gaEpqCFQIhIlaZLwKaAKMqSNdiOB0VcDlOZyUOLzsqerm2hCJxaX3P/qMnx2O72ROHkOD6PKC0iaBqsq62juDlKYmcbwolyGFx1sMmDXNMrTs1l98ffw2hxofVGbJ6+5kKRh4HU68DkdAHxt6CS2dDWzqq2ONLvzC7zCKVKk+Di+iqYFn5qr1HcHbZEQYgOWJeidwG7g4c95bIeQUQHpQ6FnD2SNEjj8gtY1H7PucEgGwUhCtHX/8o+KnfQhEKyDNdkNTOwoIj3pYmJHITXp3cxuGEJp1M/Tgzex29/JmTXD2JTbwKSeYlb4Gwjbk/2pahKrhgagO3qwg8KBMR7lMDVAzj4jgbhuMrbYz7XHlvH95zYS100qW4LEdZO8NAcZbhs7W0LEkiY/PXkoFx1VQq7PyfN9IijLa2f57g4eXLqXX581kkE5Xj5Kb7KXbJcPKwQGqiLI8NjZ0lHLY1vm8aOJZ3Fs8SiOLT4y+pGkSJEixT6OpPlo4rEVvP/aWto6w0ycUYGUUF/dYSkKTbFSPuIGUujMOm0Mm5dXklBVQuE4Rm/civAAUtfBZUc6bcw6cRjzl1daec6GRBgg4gaqIiCcwPDYrYakKhAzsZkCLQmJuETaFIS0RIuuQ+HQHAKVLeyuaydSoqHYBbaQgYxLsFt36jSPhq5IBBJFFUhD4rCpxAyDDpHknGNGUZSTxn1zPyQUjNOgG5hJgyGlOXSGwnREo4wrzmfW8MFceOoEHHaNP722hKbuIG6Hjec3bWHx3mruPv0UfA7HIeewJxrDf4CIcdg0HDaN93ftZsHuKm496XguHzLhi7qkKVKk+Hf5XxM8ffafZwMXAznAq8AEKWX9FzC2Q3BlC056cL+DWG+txJkN4SaweSyBs4/uHX1/HBicOIw1Ws9uUJ0wJV7EvnKgc2qGM/oyjfhIgwUd7dAF/riDjvQQ5+wdxYhAHgPzMqg+rZ7529v797W9OUhFno9QLElPNHnY5qCGPDjic/MpFays7mRJpWWtW90e4nvPbmT64Cw21vcQ7POd/t25oxma5+GEPy2lLRhnwY5W7l+4B6em4HKoPHf10ZTlePntO9tZtruDa59ax7PXTCHXt38y+dPaV3l0yzzOGjyFPx779YPGNbdmA+/WrKPYl8WzO5dyzeiT+c7YUz/5gqRIkSLFF8SRNh8NHVPC4wt+1v9427pqfE6VcDiJN8NNoCuMEJYF9ZJX1yENE9PlsIwBTBORSIIEYdOQuok0DRYs2IHNa0dDEIrrYFNQDfjx92bRtquF1z/YTY+eAFWgqApJw4Q4FGX70HwOqlu6QAdNl+zc1cKg0izipkFDdReGQ8WmqOg2A5wq6BIVgapLTGk1I73jB6fzj9c+oL4jgLTBh5tr6GoLcezkAaze3UAklkARgn/86DzWVTZw0zNz2Lq7haCZ4E+rPyRbOkjzuXnup5fhsGm8t2s3y+pquP61BA9feC521Zq/TVNy3UtvMK+5ip/POJZrJh5c4/zy5m0s3ltNUYGHf+7+kPumn83JJUO/yMubIkWKj0N+NSM8n1b91wbcBKwA/gxUAUcJIc4TQpz3eQ/uQExDUr/IJB6wzrIeN5l3jUm4ATAPFjsfJWHE+OGqEVy0SOOxvT/oX+7IsH4bSRh6uoIvVyEpDBymxu5nBCNOsTF6YBqjtUy0TMnQaCbDenN4YsIHBM/q4MzRhf37uvSoYmYNz+Xnpw2jMRCjKMPF7JF5vPbdaYwoTAPghzOH8LvzRvVrrpEFPnwuW7/YAcjzWwJlb3uIcMLA79JQgGdXV/PK+qb+pqObGgLEdZNgXKclEOc371gK7/oTyxHAnrYQWxr21wkBPL9zKRIYnH6w43tVTwsVGUX89YRrOaFkDAlDJ258jBtEihQpUnw5HDHzUbg3yuI315OIW9H86spmfnLJAwSDCUzDJFjXgZLQEaYJhoFpSlAUbIpAsSlIvxtp03CoClI3ELqB12tFQLIQTJ1YRn66G/r66zz6r+Wcdvk0xo8oJBuNQXYPajCJLW7iVlXOOX0CwwflAeB32pl27FBmnzaG0y+YSFUkyPBRRZw9eRhP/vXraMVukl6FH3/rRK45dypKUqIAp06uYGdDOw0dvQhFYDcEwY4wSMm6miZCbpOMPA+apvDQqx8wZ8tO4mkQT5PsiHbRm2vQ5Iyyq6eTx5euA+A7U49C2mB5Ux1twf3mPi2BIEu2VGGXCuWZB5vvrWtr4PxJI3jkwnMozkgjbugkjE/oO5EiRYovHvkxP0cwn5bS9mLf74q+H9gfM5FYd9i+EOoXSlb/TjLoTBhxJbx7pfz0PjkaDJgFLzb+hq4PGwCQBwRd4vv0gAG7XsBSrQqodjDjMPcbkuoMwZVtk2kd28GfBn7I1LYS7hxwDOMvs7RiQ3eUF9c18OK6RhQBd18whjPGFLC0sp3K1hC/O28MF00s4d7uSrK8di6bPIBh+W7umrud6tYEt72xldIMF82BKN+YXsZxFblsrO8hqkd4YmU1CcPARLBgRycLd3RSkCHoDOmMyM+gN2owMMtNJGlyxlhLxPhddq6ZUUZ3NMnM4XkHnY6HTvo+UT3B9KLhBy3/8eJH2NXdyBtn30JFZjHrrvgLdjVlUpAiRYojiiNmPnr+/nm8/OBCvvebCxhYUcCNF/4VzeXot4+TPjckDasXjwR0A7ffzQVXH8f44yr4/W2v0VrZQgww012ISIJwZxin205bV5jOBduQ4QRFpZk0x5ME23r53uX/pFtYNtf5fj+0WcU13//WiZx+xjgMw8RhKqzeWMWSNXsYWJTJZRdMZsroAWxatIfutB5u+tmZnHTUUBau38OggdlMrCghJ9PLO/M2M3fTbhzbbfgyXMSTOrdePgsMSSKps3h7NasaGwi0RkDCa4u2QtKkeFga3ZEwM0aUsT7WzoxhA6jt6OaowcUAjCvI56yhwxiUnkFxur///BVmpPHAZWeT7/cdUt/ztQXPoJuSbZfeiE1ROWPACBwpp9AUKY4sjnBxczg+7VNkK319oPseS6Adyx3nCy0SzZ0gKJ0liXZKmldKzCRIHfKO4uA6nr60NaFa4uaDOZu5f/m9XFJxO0/u+NnBOzUhawx0bt7XVwAGnqDSsMB6OmcczGgvQGqSvE3ZXH3eULICmaQN3L+LM8YW8ud5lUgTsnGT4XEwoTSDNKcNt10l02NnSJ6XnmiS29/cxtBcL3ctX8r6Pc5+w4PyXC/toQRXThtIcYab6eXZ3LD4URKFay0B1joUmfBhL1pPtyJxF9iRvjyqV42lsSfKrt+cypaOWu748HkuqZjBWZO9vL8hytLKNmYMyek3HZiQN/iw57YtEkAAGQ6r5icldlKkSHEEcsTMR8edPYHWhk7WzNuMw6GCBCOaYOiITCqrugAN0Ze7LKVEtWskEzrP/n0+77+xHlOCWxWE9vXjcdhQVJWismyqdreClKiKYOzRg2h5byuapjJm4kAq6ztpae9l74fVzLz4KLZta6SgMB0AVVWYNq2cNxZvQbpUDCRFuemMKs0nf5aDikFWd/mygiwCwS3c+NtXeP4v3+Tu15bQmYihaNbNvnSfE0dS56SjK/otoF94cx2yIYpis6yqTQWkR6GrMYwmBMHeOD21IbZ2NfH6r77Owm17+cu7yzhz3HCuGTmB99buYldjGxUHiJsTRhw6HwUSEdzpQdyqE5tipb+lxE6KFEceX8WUtk/7JDm06h0GALcIIW6XUj7/OYzpsLiyBEXHCj68TdK6FqRppaS1rgHNB5oLNAeE6kHzWh/c0U6Tv2+4lpMLr6PMbuUIf7TRbc+uvv3nWg1MzQMcq915cMFdLlrWGCz/OZQuLuSsV9SDtndWu/jjoMn8vHINhd1+5ixv4Y63twOgKYJrjxvE9PJsvn3sIB5cWsUNL27ihrMHUN+xmysmjKI0PYMzxxQS00129dRw63tv842Rs5g9cAIL6zYRM5LY8ioPOqamCCJ6DHvpBxSp5Vzy9t3kuv3Mrd3AgtqNtHQrxGun4/AEGD22hoH+fGYNGMfsgYcv/vzmqFk0h7vIdqf9H65QihQpUnyuHDHzUfmoYtL9Lt56fS17ttSDqpCT72f3hlryBmQj7DaiYUlvKEHpkDwa6zpJ6ibSNGlp6kEoglv+dDG/+8XLJKQknmHH1pukraEbhMAlBKpTY09VB6ZDI2nXGHP0YH7150t54dElPPLoMoIdYZ559rsHjSsZiDFxXClrdjbS1NjD3x5fxEtzNiBMycYPqzjv/KO4dNZ4Vq/cw4qqBn7/1AJOOXo48zft5vJjx1ExII9xQ4qQEt5btZN5a3Zx5WlHccHpE/jzg/OI+AWJDIEmQeuwGpM6bRoNkRCGDZx2lev/+hrNMszO5naeXrwe7IJ4ROfJNRuZOWowuiK5ZsZRjC7OP+S8+mxOLiidTL4z/Qu6kilSpPiv+F8TPFLKXx9ueV/H6/nAFzbBAOSMkXgKrMhLdyUk+3p36iHQg5a9dP9jYHHL47THavlOxUPUhbcCEIoG6E22k2bLwZkFibDl6Na9EzIrILBn//Fq3oOy2SbLfgaY4M4FPSrZcL+kYIpAj0nW/EECmdxVNBOzU6VEizO9txjp1PFPsJqQAowt8WNTBd2RJEY4l/b2Vpq7JD88oZg7Pnye2t42hmYU8WHzLla37GZwegF/PeFarp3/90POQ5rdQ2ukG+HSaWINTe2Q67LSBbrjYVSngZa/CensIZx08XbVGkLJGLMHTkBKyab2akZmD+i/g3bNmFM+h6uVIkWKFJ8dR9p8dOy5E1nx3kZmXXQ0y+ZuJdQZBE2jrTUIpkRxaKBoNOxtwURBuuxWs1EpkYZkwevrMWI6iqYAAp9LwxbVKcvzUrO9iZPOmcjcJbvA48A0Td5+dS2aEDzy4GJAkJebRnNzD488vpQLzp3EOy+vZc78rWgOlcwcN1rMZPjgfGyqQobXyXGThuw7X4wsL2B5UyN7OrsoKcuiJRxGc9sYP6SIn//tbfweJ4F4nKVbq1lUVcNpE4dx5flH87dVa0j6IAl4uiWJLIVMh5eq3gBChZ21HejeDnIKfJgSoj6TWLqJkAJ3g0lrMMS6xiYGZWcyujifhKGzI9DK2MwiABSh8LORZ32RlzFFihT/Kf+jpgWHRUrZxadX0HzmbH5QEG4GVw4cdTNEmvcNyPrlzrUiNfvoiNXTm2znxrUTuH/HlQAsa32GlztvweaFjCFgxvoc3SR4iwXjvr//ZY2+RtCwVPZbqplJ2PuWpOZdSdXbJk0r9l/xyuJWZEzganZy1s4RzNhTyOCKOq54925awt38Y+lOkoZECCjKkRQW9lBWYim2hfWb+aBpBysat/PPmdcxwJdDW7ib6xY8gEezCllVYV2qHGcaTeEuEqZudfPuoy0aIN3uIWHqODQbxQVBMtJMLqqYgYJgQu4g6oPtnPHaHVzyzt38fcPbn+GVSZEiRYovhy9rPnr0jtfpbA1SPqaUk8+bSG97L4pN7Wt0YzBi3AC8uT50vw+pKqAqqHaNgUPzKCnyE+kKkZvlpdDtZLAOGeleuhIGe9tCGPkZDB4/gK9dczxaMI6tJ8oPfnIqixfuALuGYpgYSZ1X31rPwkU7WLx0J5s312M4VWJ2QYHmILq3i2Q4gR7X6egNE1Pgp798kURS56U31mFKid2uUZaTQa7XQ1FGGuFogg+31PD2sm14DI07vzmbfJ+XVSv28NScNaS1maTt0lHjYPgFuU43tY1dqF0GjjAoSHSPpCUaIg0NdPBLB4V4KPalMWFCEYlBBuMqCli7p4FTnn6QCxc+xpz6bV/05UuRIsX/hf9B04LDIoQ4Eej+jMfyqXRutc5m1nBBuPnQM9tbc/DjabkXUuqx+sk0RLfxYvUdjMs8hauv/DYnfUPQsRUCtZJIM6QNtgSOMwNyxkkSARgwSxBqkVS/B8leMBKw+QEryjRgNtS+D8rABI/bt1JcZONrvymmcJpgm387TcFddPV2sKWjlsvf+RPZhfloehd/PetCeoxWunzLuWfbcpa0L0M3dHJdfmYOGMdLuz+gqnd/46CwbuXYqUJgSGiP9VLqzaYx1ElZeh7VgVYMKTm3fCq57jRe3LWc7niYuJ5ECME/Ns5BVRTS7B62d9azN9BCjiuNo/JTFp8pUqT46vNlzEemabJz7V4QgjHTh7L5g11IKTGjcbBZ0+rWDfWYLhs4HQhdh6BB0mVnd2cIpTtE/Z52cNi57/nrcLptbFxXy1P/WEBvT4RJxwzl1IunEA7GWD5/O2kZbkaOLeWkU0axZ1sDUcNgXVULjWt2M76igFFD8tmyupoBHo3qzl6KRuTzoxtOZeSYErZWtWKzq6xdU01tV4Af/fEV7FLB25Dg7785lxeXbqKzM8yNf3mDsUV5+NKdODSN6RPKePiFD+npDELSRKoghUCoKooiMDRJcmeI3DQnASOB3+elsyeMu8Xk5itPYP3yKja3tVKtR4l4k7Qb8O6WSlRVwWW3sXpbHe21EQaOy2JYet6nnPEUKVIcURzh4uZwfFofni0c+rIygSbgys9rUB/HUTcrBGokBUdb0Y4Bsw06t1t1O/tGmTUKOq3sNYp9Iyj2jABge28WVEPFqMGcd9NRvH2xSTIMJz8i6NoFJccLhCJo3yRJhmDcDwTOTMGSGy2xA5BeDuFmSIZh9W/2jcrOD08fRcerGhuWSba9E2VTXitHnVHK2OwZLKrbTGO4iysnzyQ3bTfv161iTvVaCjyZNIe72Nxegy6tENLssoksazz0TpeKQrYrjaawNafXhSwb67reDmaVjmd503auH386v1z+NN3xsLWNopDrTmdG0Qh+NfXSfuOCZ0/7KcOzSnBpVjFTQ7CDqkDLv91oNGkavFu9lumFw8lypWp+UqRI8cVwJM1HiqJw27++AwLSMjx845fn0ri3lZa6DppquyxhEItx1HEVrFuxB3QToQhk0kAmDdwOG5OnDKJi0mByCvx87aS7GDA4lz899A3amnuYfNwwAJbM2YzdoXLDr89Fs6n8/c43iTo1ZJqDEYPyaG3spm57M3eufRnDriIMk9nnjOO95Tupqe3AEzbwZXs55/KjmTpuED/8++usqWrk5m8cz9a9Ldxy95vsqW0n22sjkIyzraaVcLYAA045dgR/enohcS+IhED3CqRN4DIUCqJ2Ws0YCYdJG3FMJ2RHTUbZ/ESjSc6fMop/vb6KjnAEexx0n0pxZhqXVYzhqukTEEIw4aRCpgwtZXxZEYpizU97Q/UkzSTD0gb9W9chGIrxwZq9nDC9Aoc9ZW6QIsUXgeCrmdL2aZ8QZ3zksQQ6pZThz2k8n0jWSEHWSOuDMdIuqX3v0HX2iR1gf3dPYIT/eOqXGhTPUEiGJOmDQXVA63rJwFMURN8HbttGSc8eWPdnyalPwcBTYNvjYERh0OkK6YMlWx+R+AdDpBWSIUgXdowy6K2GVf4tvDTkFZ5dCvedcA1vn3sbG9urmVe7gUX1Wxjsz8eQJoqwEtL2iR0ApMnsARPZ0lF70GsyMGkKd+NS7USNRP/yhKnjtTv5/vgz+Pq799LSJ4hUoeCzuXn73Ntwqjae3bmEN/esYmd3Iz+bfAG//vA5BqTlctNR53PzssdZ17qXV8/8OZs7ahiTU8aIrJL+Y2ztqOWRLXP54YSzKPPn8U7VGn627AlyXH5+d8zXmFE88r+6lilSpEjxH3JEzUdTTxvX//eWFZWsW7QdoapgtyNUBRIJ1i3chjRNhGEgHU4U3URpDyHtClf+7CxKBuXSWN3G0OGFDBpVTFVVOyfOHt2/32ULtrNzbxsP3T+P2/5wETNPH8O7q/eiS8l13zsJNZxk6fxtjDuqjPW7mtHsGgVpHnIzvNTsbUcLJYl3dbP8N408d/+3ePjWS2np6uXJ+euo3NNKgctNMqkz2J1BpCuG7pRIXcGmClraAxw9biCv1u5G6AINgS4kUUyMtgg5ikY4YWI6wVShpSPE5VccT01rN1f86mlaPN0kpkXxrXQzoTmbB+69kmgswVOvrOT5D7cQTST5+RUzOefhx5gxpoxrzprKL7fcR8JM8q+j/sBLm7Zw1tDh5Ph9/efjvardzK3eza+OORG/w8mTL6/k8UXrKFyxmj9ffSbledlf5FsgRYr/P5EgzE9f7UjjE2t4pJS1H/mp+7Iml4/izhHkHt507CBUF/3Z3VsesiTptickLash0Qvr/wI1c616nFCTZMh54CmE7L45J94lLLFzFuRNFPiKBe58GHCy5QwHUP02lJ8DQy6SvDPxZRy6k4uM05mUV85Afy4CWFS/BZdq58xBkxmeWUx3LMQd0y/nkooZqH0DvHTOn7l7ndVKosSXzcisUn40bn8BZ9zUcR5gGa0gWNW8i4ZgB/WhDpJ9TYYyHB68dieGNNneWc+dK19gZ3cjcSPJczuWsqu7kbm1Gzjt1dtpDnUzs3QsjaFObv/wOS595y52Pmey+xXr3Ty/diPv1axneaPlPHdM0QjS7G7aowGumfc3Ht78Ps/vXPZfXMEUKVKk+Pc5kuejCccPJ7c4AymtBqNoGrLvDqhAgKpBIoHLqaHYNeI2O4//YxEA99/8AjuXbGfb1kb+cNtrbNtUx+I31hPsDnPV92eRke1jxBjrJlRbZxjZEeYH155IVpaXsiF5lJRmMXr6ELwZLhK6yfOPLudn3zmZGUcPQXdq2ITgxKlDKchNY9iAXPa2drK9qQ1/hpvLZk3ANdBHu8/k+q8fz/mzxmG6BXE7XHDToyxcvBNbUDIsI4txAwq5ctRoHN0mmi5IdiawOVWkDQyXIFSusLSzgZqWLqoaO5GGCSakS400lwNdN1i8opKHnvmArt4IvZE4Ty9aT31vgGf2rObcF/6GuiOX2ZnH8s+Vq7hz4xKufPA5/vHwIpZ9YDmVvrxzK69Wbmd7RxsApxw3Aj1PY1esh7P/+TRPrtrA/J17Dr1AKVKk+Gz5/6WG50ghdwK0re970Nfz4KN4iyCwF/yDwOaBudcYuPvShe1poNig5l3o2m6SPQaO/4vCac/s14GDzhRICRUXW65sQoHZTyjMucwk1mn1+wHIHi0AQfmaEUhhUrR7HDcUPcrqlt1IJJkOL13xEPdueBOXaiPPk8Hk/KG8X7MBo+9dEk7GEAgkVrO6bZ11ZDg8OBQbcTOJQ9U4c9BRtIYDLGncSrrTQ74ng4l55cyr2UBrNIAmFGaXTWJF0w4mPf1jpuQPZbA/n2vHzKYm0MoDm9/FrmgYpknC1GkKd/GNUTM5uqCCIm8WJZ5stv5ZothgyPlw7ZjZjMwewHHFo4jqCTIcXh466XpuXPIYzeFu7l3/JoY0mVZQQaEvi8ZQJwPSckmRIkWK/1/QbBqDRhTTVt+FjEZQDRuGaSKjsX4BJKSJ2+ckbJiUDy2gu7aFG076DTEdpK4zuMhP7ZZ6nv/Lu6xduJ0zrjqG7955AS+8c0P/cS771rEMHVHIqaePpaszRNnIIh66+jhOOvUudFOiIXHbVcZPHMjiDyoxnQpJAat2N/DjP7zCho31SAW82XZ62yPc8/JSXJkuCorSmDR+AG/8YytqRCI10CMGDoeGYkKziNDV2smATD+OhMCUEhcqV500mXd27WVHWxuuDDfpDgczJg9mXbyFQJ5J7lo3J8way3u7dzPh5vuYXVjG4LwMbvjByby4cgtv7NiJLUNBHZikKzNM+wYPPzUnYy+38dbKrRzlyefFV9ewZVsDM6YP5XfHncTlHWOZWlRKRI9TXpbLnRefzB/nLqFLxPnNvEXYUNj2yx8RSSTpjcTIT/d9wpVLkSLFf8URLm4Ox1dS8LSulUTaJVsfPWDhx4TXklFAQm8dyKS1bJ/1tCmtXj6efEgfDI3L4dVTTab/VhBqllS9CWOuVcibJGheJYm0wPYnJWO/KyiYakV2pAGKBs5MweCzBCNcXioXRXloxn2EW0L94+iO7/87aiR59rSfsLG9pj9yso/Lhx3Hy7s/IKYnsCkq148/g0A8zP0b3uH68aczvWgE/9o6j5Utu0iaBpvaqlnbuv+Oli5Nnt6xqP/xqhbrztjq5kq+NWoWb1WtpiHUCYBTsZEwdSblDcHncPPPWd/lNytfYNOPX+WHAy6gKtBCgSeTkwaMoz0S4NRXb2d8dhlnbO1lUomf12RH/3H+vvEdhFB4fe9K/jnruxxfsj8tI0WKFCn+V1n86mqa6zpZtXwPis+DTBoYuoFQVWQsDsJEOu0YmWlEFEnC46SpqZPour1I00TJykS43WSlu/BIg8EjivD4nMydv5MlK+7iV3+5hLUrq1i9Yg8333EuRYNy2bC+lnff3sjyZbu4657LGFycxa6adsyEgcOmoWkqP/nRbHZXt7G1qY02NUZnfSNOwwQp0FtjCKcCmoIeTHDvd8/ihXkb2NPchR2JMMARg/NPHsNLizaDKfG7nfzonGMZ48tiwdKd3PSj2WTmeWmcH2bvOx34IzbeW7CDubFtRPOsfYQMnQd3rgMJaq7g7fZqMusS7NzVwuWzJvBG7x6C9hjpSUGsw403w0v5gBy8Xid/PPcMHnxqObPPHsulp01iV0s7Q3KzOWHAIDZ11/DdNQ9zZuZRdLyeICfTRZMZASHRnTpPrV7P+6sr2drQyls3XkVJVvqX/TZJkeJ/iv/FGp4jDtOQLLvZtMTlgSdcgM2332Cgf3FfOts+sXMgo78F/oFWiCZQa1L1thVZWXbT/h137ZLseV0S74Jhl0HxcZA/RZA+WFD9tgkCRl0taFsvactsYnVwO1VDWg86joIAK27Tz7TnbwZgZFYJ2zrrcak2Lh42g+qeFmJGEr/Dw5rL/8I5b/yWrliQ3kSUf22dT32wg7+se4OhGYXU9bZjHFAD5LU5CCXjHI5X9qzglT0r+MnEc/qjMjHTOimvvPEUp486hsu3PYdE0JMR5vJdv6J2bTs2RWVy/lAGpuXit7vJqutgz5r1FPaUUTY+j+o+R7k3qlYDkONKo8ibxbYlC9i5YimnfvfHuP3phx1TihQpUnyVqdrWwB+ufQS3z4VEIA0ToSg4nDYSvSGk1wVJHdPjwPS7cQmT3oYOIt0hhKpYtT6aimbXuOrmM/nmLecAsPD1dSxatgfdNLnhW48hhQBFYc+uZu76zZs4nTYuuXIaDqeNIUPzOW3mKHb/cwGKz8GPbzmbd9/bjCPdSe2WBjSPguFQMQ2JzSaweWwkhYkI6KAJEg7Bidf+DS1gUD4ylz1NneT63MycUc7GPU0kpcnkRDq3/eRMLvneI/icDtqbArz13mZaJ0R4MbKBAcNyiDfrJF2AW+DsEXh0laipo8RAjYMtCFpMkEjX+N2CZRgrBTdfeDx/3PgOybw4WdvTUJcEuafrXcpPHMAvVy7GmZAUxtK4/JHn6CRBerrgtFkeBqel4VWdVO9oZ/POHobMKiTf9NASDmJ4JL+Zvwh7u8Kgwkz8biePvLSC+uZubv3ubDRN/cRrmiJFin+DlOD5bDENSbQNPAUCaUpW3GaiOsE/GHp2g9BA6ta6OeOhc8vB2ys2iLZB5nDo2slBF0ixQ918GH6ZydKbJPGg9bzNb+1TSig7BQqnSbb9y9pm53NWClt3pWmlfF1opcPZ0yUr74C6/DA1p7Txm2mX83b1OlY279z/Wvp+uzU7EX2/8cC2znoyHF664yEe37YQAJdiZ3hmMS3hbmp6rVzlE4pH4dDsPL9zKS7Nzs2TLmBC/mB+vuwJ3qtZj0AcInbK0/JpDncTNvYvf3bHEnJcfloifQYHuol9wQoe2VuJWe4i15XGBUOn8dtVL3H0jm4GtkZ58+gEHzhV/pxxDDsXPMfmUi8i3o6xO0ihJkg4bHhCMRLFufzhuG8xJKOQt9Y9Qc3GdXTU11L6GQoe0zRQlNSElSJFii+WWCRBKBglO89Pb0+EX33/KcZPGYx3zCACgQj2WBKjN4w0DaadOp7FC3aA24nUdZS2bkQwhCsvjcypZbRva8Kxp92ysNZ1XGlO3n9hFeOOGcKd33uK3rZelN4wGQNzCMV1VEXhyutnoUhAN4lFErzxwmoSzQG2LNlFXkUe004Yxq5dLTS2Bbj/nwuJ5dnJGZnNrRccyz0vLKEuFsawCwxMTAUcEoRdISklGBLDBnuaO3FKQbA7ytMrNyNNyCnwkD4gnb172wiF4oR7Ypw0azgtSoyVr1RRMMTHw1dcQKE3nQvve4bqtm4iJSZxr4G7SeBpBNUQFJoOhKbR7AgiFYnuk7z++no8dj/hQJj4HhVjgMr8D3exPNCCkgGDMjMpHpNFQ8MOlJCgNzNKTWwjTUnJGdsv4vFN2wiNV1iiNSESAqeu4qgzQReUZafzj2+cQ5rLyfwVO2lqDXD9FceSk/nZpbgZhomq/lftDFOk+OryFajXORxHtOD54JcmLSthxh8VcsZC0wpAWmIFLGEiFJAmtPfV8ihOMOPWeq4cK12tfROHXBwzATufgZ4qSec2oO87dDKwfx3FJlj7Zyvqkz8FfCWw+1UIt1j7i/dYvXnq5oH9lHaWJOcxyJ/PBRXHsK5tL6pQsAmVQen5tES6uWXKxdy+4lkG+/NJs7sBaAh1MqtkDFW9raxr3YMuTaJmgsUNW9nSUYvf7iaYiBI3dBY1bMVrcxLXk3xnwT/49phTKPBkWufiIy/QpdmpC3WQMHXOK5/KG3tXYkhJc2R/uwpVKBgadJ95DMflDWZD+2raogGe3LaIEZkluOMdeHW4ZvhM7FmZ9CYM9ua7WDU8HZshuWJxM6pu9nf8s7Vo7Nh0H8HhI9GTSYYcPZ2X7rwFX3YuQyZPpWzcRAaOnYBpGDx18w+xuVxcdufddDbWk5aVQ9Punbz1l9/j9HoZPXM2gyYcRU7pwP7xblu6kHkP3U/uwEGcc+OtqchRihQpvhAM3eD7F/+D5rpOHn33BqLhBNs31bNjUz3S4wCbDT2SQHHYMR0O5u1qwkxz4FM1InYVmZPOYIfEW5zNzp4wSprTsqlWFFAUgsE499/2KsWFaTS0hrFpCthtdLb0QiIJpolLhb/+7Hk0m53jTxuHmjRY8sZ6WpJJ6lraKZc6wa1NNI5qoWJQLttaOxk9Ko/pxw/juceX05yAbK8TUMhId3PhZRP4/b/mMXXUQNq6Q+T4PexsaOPMY0aycXcT6xtbSPigQYvSuG0Hda09OGMSVRVU9nSzY2cHNlUgV5j8+I2n+MYVx1Dg8VKV7EJxJPCURKHLg6lpaMU2WtZGsSUFsyYO5o3gbqIFkg3BLpydGvQ60f2SpA2OOnMopTnZvLh6C4093XzorqMoM42WWJjspTZmHXUpPs3OzhKFoD9JVk6I3mY3RpsLT52B7hYk08AfV7n1D28wcmAuw9PTKbO5+Pqsu8ktzeKE8ycweeoQhpXn09nWy/WXPciU44byo1vPZndVK4MG5PDWsx/yr78toGxMEcedOpap08rJz0/vf0/887HFvPTkBxw3bSg/+9W52B1H9NepFCk+U76KKW1Cys9/1JMmTZJr1679j7YJt0jmXGrFRTKGWaYDNe9yqKpUAWP/w3PmwPtXQbQdpt4u2PWCpGsHIKB0phXVcWSA5gRvMTjSLcHiLoBIs7WPUdda+yw7TWHet00SATj9BYEzQ8E0JNufMNnxlLWutxQKpwgGXx3nN6teZF7tBq4YfgKPbZ1H0jR477zbGZCWiyFNNEWlOxbiJ4sfZUXzTmxCJSkN8tzptEZ6ABiTPZCtnbWYUpLp9KEbOjluP3sDLdgVFaQgsS+sBcweOIEdnfV0xnr7Izzl/gL2BJoZmVnCtq566zQJBUOalghTNIq8mVxUcQzzazextnU3g/35hJLx/sjPRR0eiiPw/tgMdgdaUOJJYjbB8MxidnQ1YBcqJ33YSEFPEpvDCVKiJw6fTncgx1z6dQJtzWxdNB8pTS669be8eOctDBg1Fl9OLlsXzu1fV1FVvvPQ0+xds5KSkaN5/lc3E+qy6o88mVmUT5zCsZd9nb3rV1M+6WhsTuenHj9Fiq8CQoh1UspJX/Y4/hf5b+ajlYt3cPsPnkEIwVHHDMHIdvPBsl2oEQMlaVh9KaoaUdxOjMw0ooPS8SgKLz95PZfMvptkV5DH372R60/+A8FQlHSfneJBBezYUMuAUSXEdcmgwTmEuoJsXlNN1qACOtuCKEJy3S/OJJnQOeHcCVx5zO9wex08v/p2wBJit/3oKZbtbcYeiFOS7uOibx7L2GlD+Pv9c9k8bztX/+RU7nt4EZqAuQt+hm5YbREURdDeFeTqHz9Ji4zjsKtEDYMij5u6eARpE1QMy2NrcyskoSIzk+Z4AJvNQWcgzBDDy47sXozcBM5aO86aJOdPG8eC2jrCBUFCg3phs4ey/EK2RdoZ1plGS30vpkOQ9BoEB5qk9zhwhFVK8zI4Z9JIXtm2iQ2uJmZmDGbde41EM0EKOEqm47c72JQXIOjtIRk2iQdcVBSoRHLrSbb4aO704moWlCd8tNUHcEqVQIZ1w9JfmwAEtkAMw6aSyHbgdtq5YPoIYuEYb76xEbfbwXd+cRq/u+9dLjhzApXvbqeyvpNEhgOBoDgvnQcf+AaL525h8oyhnPudh0BKhCEZlpPFzFkjOWnWSLZtrOOYE0f09xZKkeKrzkfnI1d+iSy/4obDrrv1zzf8W3OXEEIF1gKNUsozhBCZwAvAQKAGuEhK2d237s+Bb2F92/+BlPL9vuUTgccBFzAH+KH8BFFzxN6ScOdB1mgrTa17p/VzIPZ0SPSA5gB3LvTWWMs33AsnP6bQWw2R1v1iBwnpQwQNSyV2HwTrrCaiat935EiL9Tt3Agw9X8GIQbQT0kqtdLi9b0hGfh0UVdC6xlpXc8MpjygoNgG4+MbIWbxbvY5IMs6VI06kI9rLgLRc5tZu4JcfPM2d0y5ndtlEyjMKaIn08LXhJ/DA5jkMSS+gIxLAQJIwDC4ffjxPbV9EVywIQDyYRCBwaQ4CiQjsf0m8V7PPps5iQNzNwlseRDYF2J1I4B6cT87XjsGe6wfApqjEjAR7Ay08tnUerRErpLUn0NK/DwEUNPcSammldtAgEqYONkGR6eDJU2+gI9rLn999lNzeWuKaoHDAQJordyIUBXd6JuGuDtxpfnTDIBkJo2gaRtKqF1r+3OMADBw7gUhvAH9+ATa7g9otGznluh/RuHM73U0NgNXN/O17/kjd1o04vb6DBE24q5NN89+lt6ON6g1rmX7RFRx9/iX/yVssRYoUKf4txhw1iLyiDFqbe1i1vJLoQD/47AjVQIkkyY4n6ZISn0MhPdNFzd5uTMNk+aur+NdL1xPqDvPcG+voGJqHY287sZ4QY6YPZe+OJnTdpKWum+bKJgpKskDT6GzrBUXhtIsmc8bXptPW2E1vR5iMbC+JuM7itzdy/BnjUDWVLW9vxK2qlFUU8MCcn/SP+dQTRrD+rc1oquCEE4ZTWmJlAzz96ipeensdf73jIgYPyGXIgFyKkknGTRjA24u3UJSdTk1HFEODUbm5uJKCZbKBjfZWpFfFH5AIIejK0TH9OvhNYgUmSc3Jszt3kPSBViVQa9IYnJdL5dZ2ThtRxppQA4pTQRcStVfBv0MhzWOnS4+xo6GNjp4grfEQokywcE8tap6GIsGmKHQtaSHksNF6hsTliaB5YKhRwquXfI3qUDPf//7LhPxxXD0KfpegDYnuV/C7bATicXIGZdCzpxsj24nUJSJhEkvGeXzxRmxRg5HDCsjJS2NgaRZ4VF6ct4G/3nI+v/zzW0SicaQiqTMi/OaPb7Bm/i6yXlxJmsNObySOVAW76tupfn0lK1fuZscHVdz+p0uYelzFl/V2TZHi8+f/Hiv5IbAD2NfB/mfAAinlH4QQP+t7fLMQYgRwCTASKATmCyGGSikN4AHgWmAlluCZDbz7cQc8YgWPEIIT7lPo2GKy9CdWzxs9CijgyYMRXxes/p1Ej1hixz8IAlWW9bRqt9LcNLcEBRx+K6Iz8BSoetsSO/sY9S3Y9HdAglayC2PUcpLJy1j5Kxftm+CE+wSLfyypXwgjv25tc9TNCoFqSdEMgaIJ4gFJwxLJ4JMKWXP5n7Ef0Ctnfu1G3tizkmAiyp/Xvs6vVjzLtWNmM+e8XwEQN5L8Yc3L/evv7K4nkNjv6KYiiJtWRGef2BmfM4gN7VWHPW8dLW3YUHCfOYFYSzc9C7ZiPL6E0pvOosSTjUOzsSfQjCbUfrGz7zglabmY0mSQPw+jIp/n173LdWNPI2YkeHLbAgzNxs1LH+cXky/khknn8tacdeRNmcLSgXYq6mvRo1HCXZZzW97gIQTaWugKh/rFjt3tJhGNgpR0NzcRaGuhadcOkvFY/zV3uN37X4yU1G3dCEAsFCQWCh78YqWkeuM6FFWjbPzBNxSioSAub8qONEWKFP933B4Hj731I+a+vo77bnuVHEWjJ6kjc50MHTGI470+Hv/N6wTaAgSau8gcN5RAZwi7y4bTZaOrJUlWthdVCDKz08gdmMOlPzmdlx5eQnNLEBw2POkuZl1yNE/fNxcZjTFy6hB8mV4Mw+T7Z/yZZFLn1ge/yS+uepgV72/h+DPGAfC7568nHk8yfob1BbuxtoNtG+uYdeY43lj3K+wOG6f3vY63X1rDiqU7CfRG+dsf3qF6Vyu/+M35TJ42BIC93d3MW1uJ4QFUwSurtuDQFfSRVqQkczdEXAbSDbUFQVwJjSHtOeyuD6BFJAmvwLRDvMzE8JrE66IMtHtZtL0G1L652QBb2OSognw6ippJhGMY9V5anFZUybdDxci0MyQ3i249wqzh5XTmBZlfVc19U0/hg1AV7zZsJ1Lcza9fnMNPz5rFd644lnvvm8+sU0fS1hNCT/aSNA1kQEdVBBMrClkajBM0k+hOSDM03FFJXb6BLaZQtbaOZqeN7OF5JDQQikJ6lhchIOkRmA4VIyFZurMWWewiGota2SUKCEOSyLET1QzWNLfjHZrOyLH7m3ebpiQciePzpjIQUvyP8H+s4RFCFAOnA78F9oWKzgaO7/v7CWAxcHPf8uellHGgWgixB5gshKgB0qSUH/bt80ngHL6KggesL8A5Y1TOfU+iqFZ4eOlNBm0bIHOY4Px5gh1PSTp3SCb9RNC1Ez78tSTUaNKyGibdKLhwgcLiHxm0b4JYl2DALNj5nMRbCEMvFhQfK6idb6IIiA59hw3vLaF4+AgKpk5DdUj8gwSz/imwH/DdOW2gIG3g/nB15YuSnc9KjBgMvch20Gu4bcUzdMVCjM8pY1hmKS9VLiOUjPY/33JATc0+zh48hce3LSBpGtwx7TJ+/eHzJEwdFYVROaWMz/t4wWMOSKfwpjOQQDrQu3I3icYuAOrD+22kS305JM0k9X0W1QaSxlAHSdOgLtjOYrai+Rz8ad2rXDv6FALJKIFklJb6zVQFWqjvbWfG12ayydRZ0bSDY668mLYXXkXv6UVRVao3HJwyojkcHH/Vtcx94F4AJp9zAZ2N9bTXVvevs/H9d2it3sNv315Id2T/OSpMT+OGk2cc9vUiJaah8+ErLzBo/ETKJ09l1WsvsX7O65zw9W8z4dQzD79dihQpUvwHqJrKqRdM5uRzJqL2OX2d8YMH2dPYyV//dgFnXTuTh25+hkhvlB/+41u8/egS7vnhU5SPKWXH6r3ct+AWrnrrRi4c+TPqmntQVIXpM4exbtluiseWce0vziArx8eC19YxsDyX5o4Izz2wkBPPHMeM08eRiCcZP30odz//XQYMyesf16ijyw8a5z/vmsOaZZVk56Ux4YDnujqC3P+7t0nP8jI+z8eggbls21BPNLLfRCcQjyPsCiJpIqV1I+yiaWN5bv46cjwurhg3kl83r8e0SZS4wpkVI2nbG8J09yITBtJutdHWTAXTNGjr7CWuaig2EHEwkZaI8CqsCTdTMbmSAQmFii0T2NPTiixvJWtgD5teGEXLHoPmqQaPVq4jY52CmqVx533vcdolo+nV48QSYV7btZU9T3eyMaeKa34zg2XP1tLQ2MP1lx7D3+auIFwaIyOoMvfNDTSd4EVKgekWeHBy0cQJ/G75MjSfxlXfm0lSwJ5wGCVuoiRM7n9mCZ1mElSrXsFpCLCpRBWJ9Ai0kIkCGE4Fwy3QbQJpmgSzDR5evo4KTwYnThnCrb97nTXb6vn77y9h9LDiz/U9miLFF4Ho+/k/cC9wE3DgXek8KWUzgJSyWQixr6FjEVYEZx8NfcuSfX9/dPnHckQLnn3sEzsA0+5QSIbAlW0tG3Hl/ucUmwRT4iuBRCTBsjl/okcdz9G3nU64BUxXMwvm/RTNNp6jr/4phVOtbU/6pzV5rX27nMbKrbj9GRRfpFBxkbVfLbOTaCSMm9LDjm/gKYJkBIpPOPQt8PtjrqI7HuKc8qMBuGnyebg0e//zN046jytHnMjlc+6mOdwDwPLGHeimwdmDp+BQrV45HtVO2EjQEu7Bpdq5dvQpPLTlfQB8NhfBPhFls9vJtPlpDHcSrW7DDMfxThx0yLiqelsOWZY09xdDOVUb6Q4vLZHu/uPYhIrP4ep3jtvUXk13PESRJ5OLjz+Pn4YayXtuPpphHPTPkF0ygI76WuY+cC9On59YMEDjrh3sWrEUI5lEKColI0ZRt3WzZdMKDMrJ5NvXXouqaexaZNX1CFVlyFFTqVy5/JCx7137IXvXfsi8h//Wv2zJU4+gaBqNO7ai2e2c+M3vYLM7Dtk2RYoUKf5d1ANsjZ/9/VVIU6IqCqrLzvf/+o0D1pRIUzLy6HJ0v4vbHlvADcos7n3rBnTdYNPqaj5Y04AZinLTHy6gqDwfgMeW/hKAv9zwNLHuIB6vg+t/c0H/Xv05PqKxJD7/4cd3wVXHUFqWw4ixB89Xmdk+brj9HLJzfUycagmhq39wEi7X/vnovu+cTXt3kHPveYqw0NENwYdN9ahJuOqkyVTrQWQdZEkHbZE4LTt6mDyglFJvGnPf2EoyYOCICzorJEq+gXdqGnqbQdgXxBUzUHa6kQaYdogpKvWb8zESKpOnvcY0R4IPPhxBIqERyBFoveCpUUBAms2B2gWdhTHeb11EerUHezgNT8zFlmQrZMJbH+ygK5Bg2vhSrjp9Mk9s3Eh3UYhuaRJu9yFViWIK8hweOprC3PPqcvINlWgsSWuFyXNzN2DawO6zMXZIIYta6nGkK5gxE00V/PqWs9ixtZHH5qxBqgKfTeWoMWUs2FyFTEqkCvFMMGyCx5euxdFmcuvzc9GCJkaOwvVPvsVNFx7P3IU7GD4wj2+fNw0hUnU+Kb6ifHyEJ1sIceAd74eklA/teyCEOANok1KuE0Ic/28c6XD/JPITln8sXwnBcyCaU6B9TGS4YIrg/LkKQhU07qph469W017jZ/wpAmcmtNXESCR6SbiW4B1yFZCLnkww569/omj4SNa+/Rrh7i7ee+Aerv7rI0gp2bP6Q966748gJd958CncaYfOMr5SwYQfHv6D67iSUQc9PlDs1PW286NFD5Pr9veLHYCtnbUA1Pa2s6TB8toOG9ZduPZIgL9vmsPsgROoyCikKtBKnjudYMASPL2JCL2JCInmHhrvfw9bto+yq07E6DMt0ISKKU3MT3hfCAS5Tj91fRGhfWsmpUFMT+KzuRiXU0YgEaE7HiLfk4GqKPz6lGu4trOZ5u42pu7oJqc3SX75UNz+DDrqrdc06YxzWP78k2xfsgBFs6Jh0jToaWvB6fMRC1qNlDI9bpLbN2BzORlWmI80DaRhHFbsfBymYbDgkb/3P/ZmZjP9osv/7e1TpEiR4pNI83x8mtIF3z+Fc797Eqqq8PrcTdz90DzqGruYMm4gALu3r8cwJXavq1/stDd0cs/3H2f2Vcey6NW16CY8cOvL/OKf3ySR0HntuZU8+s9F+NPdvPTuTw573LGTBzF28qE3uQBOOXv8QY8PFDurd9Xxx1cWkxtSiceSSJ9CHMm2zg6UbMG6jhbe270H0w89oQRCgy3dbWze1sJJxw8jc3Q6wcogaTkuuvQwalilvjsEhoJzYAwcJp5KJ3bppMORRCqQ3J5D3DBY5y3H7YyzdUsZ+l6BkALVkGhBBZcpEHFJwEiiFCewFcagQyNa7YQyiS/m4YTYGBa3VxEplgweZkW/nrv+Mk679xHCwkDawNkKJwwbSGswTIctTCxLcuNxx3DXG0v515ZNuCWQMIk5oSUexqVphKVOIltBjcH3H3sTR6/ETFPQgfpCaG6vRvMKhCrQvRLdqYBqNTUXPoHuFoSLFWxBQUyJ8YtX56I0GazYUkPFgFxOmDTk33ynpUhxZPEJLm0dn2JaMB04SwhxGuAE0oQQTwOtQoiCvuhOAdDWt34DUHLA9sVAU9/y4sMs/1i+coLn0xB90aCiiuFcc/+jeDIy+p/LHTiIWVd/l57WFryZWQCsefNVdq9ewe7VK/rXc/nSeO7WG/FlZbPrw2UAeLOysTmcSNNqLBfUDX5f1cwZOelMy/D+V2NtCnexvaueLFcaE3MH0xULUt3bxojMEvLcfhY1bMUmVOyKRtLUkUC+Jx1TwoqmHfQmLJHTHQ9xz/Hf4tZlzxAyYsQbu6i/+y2ETaX4xjNJeDWrqAnQpfGx41FRMDCRyH6xA6AJBb1v+4huObENyyphRdN2AEZlD7DGUVlJvLmV3gwNf1jH4fHS09pMy57K/n2tfOV5FEXBNAzS8/MJtDSTVVxKW02VVXPTd8drXU0Da2sa8DjsnDa6gimDDr5bqTkc6PE4Q48+hlB3F027tn/q+a7ZsgF/Ti4V02ZYznIpUqRI8Tmyr0fLOSePZdLoUooL9s9Hs86ZQP22OjJy9md1/Om6R9i4qpoNH+4BtxtUAarKjZc9gEj3sGFjHRgmBUXWfvb1gWlu6OLFx5ZxwVXHUDQg678a6+7mDvY2dzJs+BBm1giW653EpMG44gLSnQ7e3rubXLcbeiJEnaBIwdABuTSmB3mnshJDN/EiGZnu5+snHM1tCxdi9LWoSe70YNol6m4DXY2glqpItyAe1DFckvVVg0AKhE8iEhJ3u1U7k0gHPWZCRxLpVkjs9hBsVTGb7UQLBGEzjhBwyvghvJ/cQdIeZ8wwSzwubNuMmRNCtLiREvIdbpbsqkFKMHIkhlvwwAerrKiMUzItr4j6OdUkpmSwt7Wb4gwf3d4gUgNDBSImPYMlWlhBSQpISkwbmHaBV6rYWhKce/5E3txbSXdvBC0ChgdMG+huE2dAwdBMTJ/ATEjeXrMDaYPjR5enHN1SfPUwP32VwyGl/Dnwc4C+CM9PpZRXCCHuBq4C/tD3+42+Td4EnhVC/AXLtGAIsFpKaQghgkKIo4FVwJXA/Z907P85wXMgaTm5hywbe9Jp/X8nYzGa9+wCrCJFaZrYnE6CXV39xfcOt4f88qHUbt7A9mULWfHiMxQMqcDzjR/wWGMHrYnkYQWPlJLazRvILx+K03N4QXR0QQXDM4vZ3lnH3Avu4MltC7lvw1ts76pne5+ddK4nnaPyh/D6HiuFsTncfUhspicW5h8b5zAhfzALtqyi/q43McJxcs6dTKyqjVhVG2lTrBSGfe5uH2WfbfXh0FQNXU+gKSqmaUWHdnTWE9MtM4INbVW0RQKsn/MGx2xqJ39kASMnTWf2d39I3eaNrJ3zOqUjx7L27ddIxvbX5mSXDOScG2/l8Ruuw+72oBsGSMmUQSXk+LzopsGczbt4Zd1WynOzyfLuNzS45I67sDucZBQUEQ0F+ce3Lu1/zuZykYzuP84+Wip30lK5kx0fLOWcn96SsrFOkSLFF8aBYmcf37jlnP6/O1p6aO+KobhdOBwq8YRJTmEGa5ftIhrVMW0K2YPy8Ga42bGjiSXzt3H3r9/g/MuOxmVXefeVtWTl+rjiOycecpxEXGfDuhomTi5DOyAl70DOOXokD7+3ivpoiCfvuoyfPP4W7+zdzfqaJtBB2GDk4Dxq9V62BdsgQ2eT3oyeEFbxvoTewYIVzmZinQpldj9V4R4EAi1qwx6DSKGJFpM4u0EPS0y7IOkUGJoATJK5EiUMnoSKgUQkJYou0D0qwiZAgr3TS9Q0sAmBbkhMCdsa2hC1Omq+wpzNlRw7oIxnGpZiGxTBTzYnT6/gplnH8ezC9azYWsPQ8lz+tXYD7Yk4plOCAdPGD6bk1KP4wcNvkJHmpD0WRZESIYWVsmYHPQ2EKbFFBUZeAtMmMJrsvHPr1cSjOnm5aZy8eRDfu/NFQkUquhtsHoWYx8DebaK7BSIBMg3eq9rN+1V7uGjSGG69aGYqvS3FVwf5ufTh+QPwohDiW0AdcCGAlHKbEOJFYDugA9/rc2gDuI79ttTv8gmGBfA/Lng+jW1LFlC9fg2q3c6o42ah60kEsHXRvP51yidPZejR0/FmZFI0bCRCURBCYWZWGvcPL+Xo9MOLmT1rV/Lmn37LyONnMfu6H33sGPwOD92xEA9ueo+F9ZsBq34mZiRRhcKlw47lgiHT+gWPxLKWPrDexsBkd08zA9PySOs1MYKW61n7K6v610mbUn5QpOajHCh29omisdllbOusI6Zb6XQl3mzqgu0gJZdUHMNLu1ewN9DC5o4aVjXv4oSvf5uKacfy7t/+zG6a8efmcfR5F1M+eSoA2aUDeOueP0CfTfredauYfNb5OH1pCAThHstcYdaoCgrKh9JRX0djdy9LK6vpCIX7BY/D4yHS3c3zf/k9eiJOZlEJUy+8jN0rP6CjvpaM/ELaqvda0aLDWLLXbdnA9mWLGHvSqR97XVKkSJHii+S5++fR3BTAYVO44kensHN9LbFQjHUrrc9FVZecfvoY8sty2L6tkdx8P0IIVFXhrEuOJj3Dy4yTRx523y88s4InH1nKdT88ifMunnLYdRSh4PU5CNmTPLluA4vbajFdAr9qJxxI4BQql00dR1Iz+fr8lxF2CaqJMFWQoBpg2CDoT7C4u5oTCgdj1Bi0NYZI+iQJO4TLwR4Q+PaC6lKJuyXSAdIGmKAFwBYQRG0S0w5qXKDFQHGpVLjTWOvqpkNJYuTpTM4pZsO2NoQKp00cxltLtxJoCfJOWyXfnjaFuyZcwerGWu7YtYontm2iWPVxxcyJXHmSlW2T7nDyp/kfYDrAdMLL67ZyzYlTSHM7MDSIxHRsIfA77AwtzKJ6VSMtSZBCIGMSOTgOBow3S3lvYyV/fGMxcU1y7uhhnHHqGJY11lOlBBmTlseWnU24cjWCRVGUHhWpKkjFBBu8sHEzZ08ZwdiBhZ/L+ypFis+Fz0DwSCkXY7mxIaXsBGZ+zHq/xXJ0++jytcCoQ7c4PP9fC56hR0+np7WZ0TNPwTQMnrzx+oOezyoZwLbF87E5HMz+7o9Z8tSjDJt2LMdcehWVK5Zy1vijcDjth913weChlB9liaWPY2HdZlY27yLN7u43BgDLHEDVFP5y/LdwqDZ0afaLnGkFFaxo3tW/7rCMIhSh0B7tZU3LbqID06h47DuHHEvAx4qdw61b6M1iU0f1Qcure1tRALuikufN5KqRJ7K3p5ljikZwatlENEUlPS+f5sqd1Gxaz9q3XiGzqIjRJ5wMwNAp05n59W+z+s2XiQZ70RMJnv1/7d13fFXl/cDxz3PunsnNngQIhI1sEFBUFHDvqnVrtdXWVTus1mp/ra2tba2trVvrrC1u694iCrL3TEIge94kN3efc35/3BhAgq22Egjf9+t1X9w8Zz3n3JBzv+d5nu/z0+sx9J3BW12wg1fXbGL45goMw2RZVQ02i0Ze2s5uHxfe8VdWvfVqz0SnrXU1rHz9X0Q6O7jsLw/z4ZOP0FhZTnpuHu2NDZiG0RP8KE2jdOK0L/xchBBiXzvxgpk43Q7OunI2S99ew0cvLoWMNHDYUYkkgycN4vGHFnDNTSfy7e8ezR9/+RKXXnEERx57CJ9+Ws4xJ43HYtV63feUQ4eweWMd4ycN2uvx/7Z0BZtVOyoGq959D/TUn00Dg/QMJ49e9g2qg+0UBvygKaxJxSGuPJabjZhJE+was0oGsL22EdfwGMs3bCMRtaD5TRJpChUzMDXQHZDwaeg2E90Gpga2VtBQWOIaWtREs0BMmeiawu7TyDXdLKeNhBdMCxg+g8XtO/BZ3DitVrxOO+cfMYFHPl3O2bPGMSw3C4BhvgIWr2piU3kjdz6/gIlDixhVkurydsmcKTR0dfHals20xaOUt7Zx8xNvELeYkOi+ZaBoT8RZ3FaPOdKCETPBCkm7CZUu3Ekbf/3eqdzw1OtE7SamDd7fso1Qa5S8gI+lP7mCC/7wD9A0ykpyaDSqsEZMlA6mVWFxW7jg0PGMLM7d6+cixP7oa2jh+dod1AGPOy2dIy74FpDqgjbl5DP49MVndlvesqOKSCiEoesse/XF7jE8Fpa+/CyTTz6Dw795Ua/79mZkcvIPbvrC4+d7AhR4AtR27Z6aujOZaqH5/vsP0ZWMketOZ1igiLUtVXxctwkNhYmJCWxsq+Heo6/kO2//lSJvJuFkjIDDS2MkuFsA/u9+NzVUTyIDA6jpTlcNkOXyMyV3KDWhVkKJCPNPvAEDkyfWv8ff5l2LvaWD+751LpNPPoMpJ5/B7EuvINhQz6ZPFjDs0J3ppDcv+ohPnnuagqHD2bo01WK1a7CDUngcdkzT5J1N24jGYuRnpDNn+GDSXKnuZ5rFwlM3XUc8mrpGTn8aZZMPxZ+bi8vr5+N/PkW4ox2n18esrG/gHJXOso43qFixDCOZwDQMxh49F5fPjxBC7C8GDsvnsptOAmD6ceM5/KxNfPj+ZtANzHgCt90KSZ1oZ4SGuiDvvraaD15bxcbKJt56cy03/vRkZh/dewvPsBEF/OK3Z33h8QdnBsh0uWhpCaM8YLhAMxQtzhiGI8b5L88n0tXMrGF+8jQLZl4L68IREnke7EkLyQ6TxY21/Oi0cfxl66uUDS+ieX2QcRNivL3US1LZ8G0ysFgVcQ+gAVYwNRPDB5ZWUJgkXCYOtxUiOsoBsaTOhsxOVBJs7VBakMWwjCw2bayn0OfnvmvOpKa9gzZXkme+fz4Ly6uY+Ou/8LvTj+XIssHcc84prK6sY11VPSN2CSz+snAxr9eWk53vp7YujAOI2U3iGaAMsLcA3em0Tx0/ks2trVRubKRD6YCCdhtYrRx//f14051oOuT5fBw/ZAger5NBBRl8f/6rZOV5qdseomFtOxeNGEeDp4v3W7Zj6mDvUFx68WRslt67GQqx35KA58DV3lhPc/V25l15He2NDWhWK76MTCLtQWJdIZ751c2MPnIO5csWM2j8BLqCrbt9mf8qRmQW47btOY7EbXEQ1mN0dScIaAgHaQgHe5bbNStRI9Hz880LnwSgsauduJmkIRLEbXUQTsZwaNaeiUsB0uxudFMnlIjtdswvytrWHOngtKHT+e2S5yhvr+eeVa/ht7v44/KX+Lh2I7eXziMejRCPhHu2iUfCNFaWU7d1EzUb1jFu7glUrlxGuD2Iw+dnwOixDJ4wlfcfe2DngUwTv8vJtw6fAoDN4cTqsBPp6AClsDudxCMRIqEQNoeDwhGjcXo8rH7ndfJKh/LN2/7Agqf+hmkaXHnvk9T/dilap6Jw2EhsDhcVK5cQC4U+f3pCCLFf2bRqO8lwnB/+8nTqdrSiDIP03DSCbWE+fmst5SurmHBIMS11QeYcMwalFOPHl/xXx5w7fCg3/vN1lJZqdSFhkrSbeG12OolRTzuzJ2zBF+jA1jwM02Jg0U3sWEgmDLS4hUgywR9fWkk44CVSH6esrA4ju4WCzDK2b0/H7bYSwiDpMjGtikmObFa1NRLJBVOZJLJMLFGgVce0goqaJHwGuhMsIY14ADYFW7hn+hzOev8pNhc08+7mtbxbWcVT6zbSFAsxKpBDVzxOOL7zHhmqC1H58Q4WF2WwqqWBSydN5L3NFdR1dHL0sFIy3W4ySx08u2YDpktH9yaxROzoDoXpMHli+xoy2+wE0lxEWzpRcUjLcdGUjKICFjx+jREZuZR4/Tz55gpOnjma46eN4JMXXmVccT7zv/NNzrn5MSKhBCWjs5nb5GDBxm3EVJKE/hVHfwvRh6SFZz+WqO/C4rfTts3Kxr8bjL1cw1e8c5Dg+489SMWyT+loauTUG27lgSsvwuVP45u/+B0PXXMZAHO/fQ1zLk91exsw6hAAwu1Bypd9yoiZR2C199697YsMCxSyNVgHQLrdQzDeRVjfGYyo7tYcACsaSQziuwQwAO2x1Jf4uLmz/LNsajEjSZbTT3M0le45pidS44O6U5jrXxDolKblUd6emq/nsrf+jEWlnkI9sOaNnu3XNldRP8HOobf/imkDdj5dLF+6mM2LPqKlZkeqlayzsyczWumESQydMp14LMpH/3iMZCxVV6Vp2OwO4t2JDRKxKIlYqiUH0yR/6Ag6mhsJ1tcSDcWp2bAOd1oah593CXmlQ1FKccEdqSQd9du20nWkzifPPkHTkio0pTAMg8Lhoxg0buK/+1iEEOJrs2lZBYNGF/PJa6tY9MZqvvebc/D4XT3L7/rR36nb3orb6+Dw06bws289zPjpQ7jwphP46S3P4aps4pUFP+0Z6D5hcqqr2vZtTZRvrOfIeWO+Ur3yfD42ms3oTshWbprMMKFEDFsghj0tSUV7DsGIm9qOALnxJDG3DpYE7oTC9OpETCshawy93o6WSLJ5TRFNbT6qu/xoTpNO3cDlshHXEphWWB9tQYuCv8tKVE+QTIBKqlR2NwdoJkQHGKCgMOSmVotSkN/Jryt+SOYRBdQ1B3ik6U94MlwYjgF8XLuDefYiXjjrGwwfvnMOwrfeXMuHH25k+YgNxHw1DNzmxGlasMTg/PHjGJgZoLKpjRdXbCDm0sFjYA8oIi7QIwamRdGhxegqawUU8SYvZ5QN4+W31hF3mmxRHdDRgddh59snTmPOlGEUBdJ45XsXEnC7WFVZyw3XzuKh5heoqtTwBvMwaxJ844gx5Kf79vp5CLFfMpEWnv1VoqGLhruW4yhNp94cRe1HkDfZ3C3gmXn2BURDnUw7/Rzm//wn2BxOpp95Lg6vl5xBpRSUDSctZ89+tp88+zQr3/gXpmkwdva8L1WvT2o38kbVCmzKQsLUCca7SLO7aY/vbCnx2pw9k4omu/MAakrDqlRP4BPfJYHBrlnYPtvX0EABPx/5Tf607GU2BWuAnYGO02LDMMyeYOmzhAluq51fTD+X25c8y7SCYTyw+g2Sps6solE0htvx2Vw0htvZ1tnIBa/diWkarLjgLuwWG7FwF8NnziJrQAn1W7fQsqOKjIIixhw1h1GzZpM7OJUxzu5wMvvi71CxchnlyxaTNaCElh3bsdjsONxuwu3B3a5XzYa1fOPnv2HRM09Tt3UjkY52jv3e9Qwcu3NuCV9GFstfe4kPnngYI5nE5nThcHsoGTOOqjUrGTp1+pf6jIQQ4n/pg2cX86sL/sJpV82jZkcbS95Zx4mXzGLk5NKedS772ak8d+87nHDRLG743hNkDszmtEsOJzMvneLCAKeeOL7XrF5/+tW/WLO8ivyiAMNHF+2x/Ivct2IJG50tqYydhk5LR4TsgJs2swObP4lpQjCeQ2UogNsZI3tYI66InaaWPHLH1WMYULEll5gbMvNCuNOjNFdkUGkE0KyQ6XPR1Rnl1HEjOWJUKbe8/BSj5qxm26ZCNpQXgqZR0OmkLRJFz47jxEKiWUMLaQzOCvD9k2fw2NtLObZsFO+Hqwg22DjOHIbTTDIsI59P2sNsq23mqlf+ySgznYefTj2cbIl1cPGVhzF33hje8bzN6tA2BmV5ufvsk2gOdTEwM5U9b1B2gKsOncbW5ibeXLeFw0cO5l/BLWQ5daYP6+DDcidRQ8MwQDdNFu3Ywa++NY+nP1rFpx11JDSD20+fR55vZyKjgZkBfvXAG/x943pyi6yYY8MUOjMZnl7Ap4EdzJ1Y9lV+hYToU4pUt88DzUER8FjSHDiGBnCWBRgxUZE5WpE3Zfd1sopLOOn6m3jmtptRmkZ2ySB8mVm4vD7Ov/2uve57zFFzMA2D0om9Z775Issby0kau8+LkzR1/HY3HfEwPruLzu65dnYNZJKmnkoL2F3msTqIJOMowGd3E4x3YVEah+YP542q5QzPKCTHnU5FRwMAdmUh3p3VL6onsCoLmQ4fLbHOnqxm4WSc7717H62xEGtbqpheMIJlDVs5s2wGMwpG4rTamT3/pz31GZlZjN2Smkj0H7feQFt9LZf/9W8MmXwoY46ag8vvZ+E/n2D4jFm7ne+nLz1DsL6OnEGlzPn2NWxc+D5LXnyGcHscTyADT3qApm0VZBQWUzppKq//9Q+0Vu/o2X7AqLF7XNdNn3yEkUxSOHwUU045k+dvv5WaTeuJdYV6zdomhBD7yuAxAxg9YxiHHD6CMycNpmpT3W7BDsChc8aQXZjBr773GP40F8PGFOPyuxg8KJvHHrl8r/v+xgUzKBtZwOCyvC9dr/e3VaBjoDtS32TscRvt3hBZmptgm47bZyMYTYAFdFy0drjpbHfR3mFitXvQYhrOehu2bAsGMZTLwON0YVo6yc0zGFyXxxItyuRBRXS0RwgnEhhARpYbylNfoJqIkpPmpqkwRNKqY093Ee6wUN7Zyg+WvkxCg8aXOnAWH04sGuby8w9lVM5JJHSTP+p/Qc+FhgEOjvCn5m2L6HHO++QOAnYvT03/MZOMgQQTHcQbTOY/9TanXXx4z/l3hqM8+fZyEtYY3zrezrmTp2N7UWNz/ht4M2s5NTCKt1YMoK6rk+kFhcwoK+bqd18hEkuStlFxiCt9t2DnM28t2UR8gMms4aPINsfzp1WL0dyNtMeiPb03hDjgHIC/ur2ndOlnNKeV7EtG45tZiNWlKDhUoVn2fDoWC3fRsmM7gYJCvIEMXvjt/7Ft1fIv3Pdnk5l60vecY+HfuXDUbHLcaQxJy2N4RiFHFx+CVbPSEQ/z7THzGJmRmlw2152OCTg0KwFH6g+qTVnIdKaawruSMUwgw+UnGO8CUmmmX69ajgk0dAXpiIVJ9HSFUzg1W089kqaeCnagZ+JPgNburnIWpbGwdgNRPcH33r2fCU9cy2kv/ZrLx87F0z0G6fwRqbkfOlubiYXDpOfmY3M4UUqRnpdPxfIlLH35OZa+/ByPfP87PHXT9RiGTrC+DtMwaCjfwlv338WSF5/B6fFSUDaCE6+7gZbq7ZimSUv1dj59YT6t1TuwWK2Mn3ciWQMG8vQtP6ajqRHTNGmsrKC1toZZ513SfR4mnc2pyXq72lpBKQZPmPylPychhPhfKS7L5/dv3sS048aTkZPG+MOG97pec32QuqoWZs8eQcWWOn5w2SO0NHV84b6nzCzj8mvnYrd/+WeZt848Cr/pYlx6AcPc2Xxj9GhMExqiEW4edzwuzYOpIN9lRfOGaQkFcDsysWfESST8GB3ZkIRoi0GsJo1oSwFtKozLG0N3dbFYq8KwmLR2RWjuDNOmO3hn+1C2hLLQLJDwGyQ9Bo3tIZJtVjRDI54wsbqTuDLixF1xlEcnGTeoqm0laA1z3psPcPmSy3h805OcP20cRlYcp9/g4jnTAKhYX4+91sZgLRUAWjUrWY4M3pi/hOce+Yjnn13M0T+4l1sefI3W9jCdkRi5E3YQy3mVV6se4a1lWzCbB5Nunc5JA85jR6SDpMVks3MVTza8QMQaJcvr5oypo2keD5e+8BzheIKkYbBsRw2NnSEuu/xwEh6I202qiRLNUax1BEkWa0wpG/BFH4kQ+y1lmr2+9mcHRQvPfyqQV8Dlf30Eh9vD4z++GovVhi8z+2s7ntfm5MOzbu/52TRNJj/5fQBcVhs1oRYuGz2Hlc2VNISDxIwkejyCRWkkTJ3maCdHFI7muMGT+N3S52mMtO9xDJuycOO0b/DQmjd7yuJmcq/R+Xkjj2TBjjVsCtb1dG9LGDrT8odRF2qlqrMJE2iPhblz+UuUpuWxpnkbf3r/SUa3pVIfdDQ1MPrIY7DadgZVQ6fO4MhQJ3ani02fLMA0DO77zoU9k71mFg1gxpnnEotE8GVmUVCW+hJwxk9/yUu/u41oVwjTMBg0bhJ2t5uNH39IpCN1vi/feTvu9HQqln2K1W5n5jkXYXe58aRnMvLwo/jg8YdTY4FMk+WvvczsS/ZM2y2EEPuTabNH8dhHP8Wf4eblZ5bisWn40tz/fsOvaFh2Nquv3Dk1Q1sszDMvLwJToXkNNHuC34w7jnu2vsHgQCtWLcmO5gFomkkkEaNTg4tnT2CcP49bl7xM3BfCY1HoJrQ0eolYLAwdZ3DSxJH8YNELWEaGsVhMmtuDRNPdqM9SQVsMbN4k8U4LV48+gucbFxGyNdBV5yEasZCoDzNv6lDezKsAq46pK7a1dPBsxUqGF+SyrrWRbz8+nweOP50Vi8qJ3qsz8foymLbzXE+9eCbegAttYBqtK9fy6oL1PB/aSiLbJLF9IL7RAeYOOQP3mV1MLi2iJDv1QPPOY3R+/N6bDPG3MzCtEa9/MhtbDV5o30JzR4StoTZu+/B9PmyqZEewneGOLOaMHYIz1yA/x8WJxSN5eulqDA2i6Ly4YQOnjhz5tX2mQnwtDtAxPAdFCw9AdGsbzY+tJ9kW/eL1QiE6mptoq6tFTyb26ezHhmli1TRcVjsjMgdQ29VKU6SDpfVb8FgdQKo1xmHZGUgE410sadjSE+xYVOojtXb/mzB1vvv2vTyy7p1ej2lXFrJdO1M0/23t22zraAJS3d0+c/ygSVwx7jgcllSMfFjRSOJ6grJAAZO8RRRWNHPj4uc5ad0TrL/0Ut4aVcA5r9xBVyJ1vZWCrZ9+whv3/JHMwuLuvSo0i5WyaYdx7m1/YOC4iQw7dGZPsANQNHwUl9/zKEdelEocMWj8RJq3byPS0c6A0eOw2h3YnE4qln2auj7xOO8/ej/xcBdNVRXYHE5OveEWrHYHdpebgYfsHO8jhBB94Y2nPuY3Vz5CNBz7wvVaG4KUr6uhq7WLWDDMvrsbQViPY7GaDEj3YyiDhmgn69vqqWgwsGs2lDIJBnVUiw+9zY7dFSPujPBc53JsA4N4fXHcFg2b3cTjtjAiv5ZDypbww4/+zNvbNpNMgMeMUVbciNsVQykdb0mY7JFWrK4kFneS32/4EAMTi8XAYtdJpBk0zVGcc/ZkLhw2keR2LyseH0V+chIJ3eDYghEUm2l0VHTyzRf/wc22Txn7rbE8r2q4+sVXes5Ntyjmb67kN4+9S6nVi6M1iQWFXbNwwZiZXDHmZ+S6BnPGtDE9wQ7AqcNHsuLSKzl/yBjc1jjnjR7OitZamhMh5g4cih0L2zqD7AgFUU6TDZZ67lr/EWE9QUV7K8Xp6fz86NnYdY0cl4eR2V/fA1Uhvk7K7P21PztoWngi61qIrm8hPjYLa2DPVNCmaZIMx3jiJ9ditdk4+xd3kIhFySj8cgM//xsWTeOdM29DoXDbHCw463YcFjuhRITxOaVMzS+jOdJBmsPDwur13L3qFTa2VrO6eRtWzUJZegGl6fmsaCynepd5dD7r5vbZmB8F2C1WYnoSt81JsS+rZ7+D/LnkezNoj3WxsHZDzz5eq1zGw/OuocibyY0fPY6mFIu/+XseqG7h3fZXcWRupS5gJ6l5ecU2CGtXI/7m7YQTMZqSitaaanasW43d5eKICy9DKY1wR5Dlr77I5JNOoyvYttdugVabjfFzT2Tw+Cmk5eQydMp0Vr/7JslYjMETJtHR1EjjtorUGJ1dTP/GuQAUjxzDVY/+E02TuQ6EEH3v7X8uYu3ics66ei4DhxfssVzXDSrWVXPtCb9nzKFD+L/7LyIzNw3bV+iq9lUVutNZcNwPcFvt2DULxxQOI6brbGkNclbRSZQGAlTkdlLsT+NvHy/hVWMFS4JVbG3qIDfDR5HHz6Tc4Ty5agUhRwyH3U4w6qQ1mcAZiFLs60TTdDRlwaoMLFkJXBY7wwO5fLQ2SV6Wh6w8N4fmlPL22o3UBzvBpaMb8PG2Kn546BEM7czk4frFZBlOVl9yJQ++tJh6SwhjkobRlurq/f6nW2kfYsPnTD00LN9Yx+rtDWyraSU708OvrjuZcEeMZU31fLJ5O/MOH0mwK0K6x9XrdfHY7RxbcBkzs08nzZ7N0/OyWVBbSVOkiztPHE95WyObopCeUU9NexqRuB0zCjdNTHX7PnfSIZw1YQxW7aB53iz6o/08uOlNvw549FCc5r+twzUiE//sAViz3VgLPD3Lo+VBwisaSTt2EJ3v7SD0SS0Tp51IJ63klQ7pky/Inl3m5cnsbnm5e/aeXbDG5wzm1LJDgVQw8sT692iKdLCprYbXT7+VPy9/hVcql3BY4Ui+P+kUfvLho6xrTQ32P23IdJ7d+jEAN049k5OGpBIunP2vO1jRVMGPp5zOhtZqljZs5Yii0TRHOphbMp5vvnIHxw+eTE2ohX9sXMDEwkn8oqIL3OPwZ69iRv4QZhUcwpMfrmTDoGGECs9hdURx1YbNRHSDN264ley8fAL5qXShz9z2U+q2bOKDxx+icsVSTrr+RoZO2XsWtc+y5G1Z8gmaprHkpWewOhwkYzEOP/diPnzyEdLzCygaMRqH28OQyYf2bCvBjhCiL21dVcVvLrmX8248havuOIf1Syp3S0X9zjOfUrG+hktuPImbL3qALWt2MPnokZSOKmbyrN7H+Xzd0u0765fjSo0ZfeKYs3vKRqan/r3z1BP5bsc0Mhwe7l7/Jis6N7GupY3azrW8e/pVfOuDf7CupZ6inKO4etJoblv3FFHVimFozHWdye9tH6CsJn+fdRmDfZlwDEx8+TbaYs38beQ5tLfFqevcyOHOIgzdxBG3cunDzzK6IIcKOnn83eU0hzp5aNEyGAy6Hc4aMobBMS9P1n6EgYnTZ7BszTZuPv8hBpblcvsPT2D8sCIC/lQ3wasffJVqs50f/+NVlmyu5tnvn8fg3Mxer4umLKTZs9FNnZrEAlxOJ48sX0+9ZSNKS/Cj6WfwfN1WRqUPxJEcwiBvJgHXzu6IEuyIA51kadvPGOEkiZoQidoQ0fIg8YpUt6+sy8bgLE0ntKiW6JoWlKawBBxoTiu+oiwWP/UM6Xn5HHr6OX18Bl+s0Jv6Y+yzu6gPB/nuuOM5omg0xb5sfjvrIn4766KedacXjmB96w5MoKarpWd8jm7u/K29dMwxvFKxhHNf+R0nlk4hpicIJaLcMPVMvvHy7ZjAptZadNMgJ2ME179zJ7bMw9Ht2QwacDxlRaX8vqELPbeYnKY6agsG83ZLO8dmpfFeSwdnhi18nL0ze1BWcQlVq1eSVVxC8/aqvbbwhDvacfn8KKWoWrOSdx++F6Vp+LKyScRiJGNxhkyZTnpuPnlDy/BlZH0dl1sIIb6y+m1NbN/awO+veYzcokyqq4NY7FaeWvZ/+ANe/v6nN6mpCVIysoi0TA/+DA85RVk8fffbDD1kANPn7pmRcn8yxJ/qnuV2KhqagvzfhNMZFxhEwOXi2XkX7bZutipifaSR+jYfLYNjYDUwTIVrl2Q6146czeLtO5hyxz2cMn4kkc4ERSMyGJqbyY/eeAMtDAvbd6AHTKw5tSzOW0TW2BwiSSsjbKMo0D288OePSOTYMG0a0XiSpRuqmXLUCFZsree5xxZx1J8v6DleUXEatQ0dlGQGqGvuxNPdIvR5LeEwme5U8PJS1Xt8GHwWI5pJiXc0m1cW4dUUp1x0HIWeAiYGxuK07NmjRIgD2gHQfa03/TrgseW4sRV6SVSHeoIdgPiOTpyl6XinFhBd00LXsgYyzh5Owc3TsFRsJXfwEPJLD5z8+GcNO4wZBSMp8vX+NGprsI4HupMWnFI6jVOHTuPiN1Kptr32nX+MjykZR547nYW1GyhNz+fKcccxs2AkAYeXnIzh5AaGsGVbaj8+Tz4NbZtJ61xNc96prMLKqupUBiFPIJPWtEwK7RYeqWlhgs9FWyJJxIQP2zo5NjsdgMPPu4QJx52MPyuHw8+9uNe6V65YynO/+TmHnn4OU04+g2d+mUqFbRoGnc1N+DKzGDjjcPxZWQTy8v/7iymEEF+DmSdPwp/lozOcZEdlE2gayajBtvW1jJ1Rxpxzp/PQX9/lz/e8y533XsiQoXks+NdKtq7ZQXHpnnPA7a+uHXYC5w+aRa4zvdflL1ds4LWKbQzJ1rlq5GEMzcrg7fYgza0+jF2+RJ1fOo20cBoLbQ3MGFhChsfNWePGUB/qJNPnYlJZIW9uKcemK+zYMA2FKy+OaYuz8c0aluq12IbayYhZScR1huVn8vg/FjFz0mCa6k1aahpoaOogNzvVk+Kh2afTkYiR4/LC8b2f2/2LlnDH+x9x96knkB2w88sN71FoKaDZsBK0NFDiK2GWuwy7ZmdG1pTekJ/swAAAJ1ZJREFUdyJEfyABz/7HmuEiUb1zbId1sB9rrhtTN3EOScc/p4SON6swOuMA5A4ewnm//mMf1far21uwA5DnCTAxp5Rl3WN77JoVhSLH5Wds9qDd1h2TPZAl5/5hj324C4/lw84w14w9jX+seYELS0dytWUoAeLkWm2grHTqOmHDpMuAMV4na0KphAXLO1NzCWlAmdvJ8w1tDHTZSb7/OhabnQnHnrjXurt8fryBDHxZWVjtdjIKi4hHojg9XkxMjv3u98kdVLrX7YUQYn/hSXMTMhOYhoFKJpl98jis9lR32zMvP5LymiDvv7+RUGfqb+dhJ4zjsBPG9WGNvzyrZtlrsAMwJiuPo0ogM1BNQWAbUd2NAkYEcshy7Z6F7qQxIzhpzAgATiTVra8kkE67ivFazWbOzxrNBzvKuWDOHG7++5uMGJZOZ6yNvOxMtle2knAoWlwGRf401jW34AE+WLqVRMCK12nHbrfywrurGTe8kOcXrWNcaQE5hwzZa93zfD5yvB4y3W5K/QHSgwF8lkFEA0HKMrP41cTTKPD497q9EP2B4sBs4VHmPsibPWnSJHPp0qVf+3H2puHBVSS27j5/ga3YR9qcEpxDA+hdCSwe21627h/iepILX7uT0vR8/lXxKVE9wSB/Lg/MuYoPq9dyRtl02mNhHlr7FmcPO5yBaTm7bb+gtZPlHWGmpns4ZcVWZqR7Ge9zs6g9xNKO8G4To1qA+HNP0jr/SYzWZiyZ2bjPOA/3aTu7CGp6kusf+j+sNhvXPPbsPrsOQhwIlFLLTNOc1Nf16I/68n6k6zoXzPwlLcEommmgWy3QFWHiUWP4zo0nUDw4m86OCP6vMf30/qAt1sTD225niGcy91d8QmfEzhjnDH48+RDqIjVMzZxJS2wL5R1vckjG+TgsuwcRz29eT0xPYm2G2/7+DuccMY46d5htrW1s2tSExVS4WsGI69h9dqJ2g7iukxex09EVx9BAd4KWMDEtCt2jUAkYOzCfx35w9l5qLcTB6fP3I29msTl63rW9rrv4qR/st/euft/CA2DxOkgAu34rT+zoJPRxLc6hAaLrW0jUd5F23GBULxOS9gdxPcGa5m1s72zCa3MR1RPMHTieP694mRfLF9MeD+O22vnbunfQlKK+K0hNqJnHj/0+douN1ds/pLKtlotnXMhlRVkcHvDx64o61ndFubggC4syea2pgwy7hdqKctbf/Tss+YX4rrierqcepvPu3+KYeSSWnNQYHsNiJfuKH3FUzpefsFUIIQ5EFosFR8CLmTBRug6aBobJ8kXlfPDaas7/3tG8+OAHON12zrxidl9X92vTnmxne7gWq9oMhoO4oXFK6UieqHqA6sh2rGYG4eQLbOl4FZ91IDe/3EFJIJ3fn3gspmmydMUO0t1OLjxsIhu2N3DCtBGc9MZTKOC7h0+hrrqd1d56MgIeNm6qJ6KZYFHUOhNYNROrRSPuBhUHW9hEUxrfPfFQjhy799YdIcROB2ILT78OeFrnb0ZvjxHbGkwVaAr0nZ+S7+gSADo/qiHZEMY7oxBrRv8cYOi1u3jy+B/gtjrIdqexsrGCWUWjWd5Yzovli7l/9escM2AcHpuDk0uncsOCR6kNtRI3dOwWG69XLqeyvZ4bppzJ9QPzSLdZyXfYKI/EOLk7aHm2YQ01oQTJaGr+Hi0rB/uEqURefxGjPYhmt/fUp8Rp54JDZ/bJtRBCiH0pGo7z8wv+iiPgpbo2CICpgKQOKLR4nNMunEk8luSff30bu9PWrwOegZ4hfKf0BvKdRZxWqFEX7mBKdgnhHUexsnE+f93wMl0tGWT5pnNK8WFsa32CpJ5KsBNNJHlj9Wb8LgdXzZvB98+chcdu52/Hno6mFNMLB6DrBiN/fRflzR1oXjBtqaxSKg5Jr5a67FYwkwpTg+OKB/OtuVP79qIIcaA4QCce7dcBT2R9C2YkubPgs2DHoeE9NB8znPpinnnuCPT2WL8Ndj5zyC7jdY4oHgPAxNwhBBxe2mIhgrEuFIo0h4enjv8hSUPH250m++G5V9MeD3NTZRvvtFTx/pThjPa5SZgQNwzsmtbzy2QdMBDvZVcTevDPtFx0KmgaaT+6FZWe0XP8qmic0g9W8ePB+VxevHv3OSGE6E8ioSir19Rg+tyYHgf2WIKECdg0stNtnHTJYdTVBRlSlsdv//k9rLZ+fWsGYIT/EADS7VDsST00m503k4Ut96FUO9t3zKOucxhpDi/vfucS7N2TXrvsNp699jzsNisn3/8EXfEY7139LabkFbGpITVpdlc8jpYA3Qq6w8S0K6xKEXfomBZwBhW6VaEcoCcUr28pZ8V193LzRXOZfsig3isshOih9L6uwZfXb5PBx7Z3QPcTIawKZd95qmlzBhJaUEvzw2sxkwa2HDfOoQdv16q7jrqMWw49m/uO+S4fn3MHeZ4ALqud9lgX725fBUC2O40h6fkMcNopdNjxWDSeb2jj2GWbub2iHoCnx5WiACPYSvj5p7GWDiPtF3/AOriMjj/9Br2pYbfjdhkmt26tZUtXlH0xlkwIIfrCuooGugZnEgk4sccTGHS38GiKK39+Kg8+8CG3/mQ+ACMmDmLo2OI+rW9f8dqcfLPkWs4ruY7Xz76Ad869GIum4Xc62drWwqe11QCUZAfIT/dRkpFOcSAdi6bx5/c/4cwH/s5Lqzbgdzn59alzQYEyUt3Uk5joPjA8EHeYmAqSdkjaTGIek7pYmLuf/pCa2ra+vARCHBCU2ftrf9YvA554dSdN963GjKcCHkdpes97gI63t6M0BSaYyVR5bHsHNT/7mM4FNX1S5740Ja+Mc4bPQinV8xRtbXMV8567lSvfuZfVTdt61r1lSCELp40g225jsMtBsdPGUE/3DNaROCVOO4M3rcZobsR9+FE4ZxyJ47CjMMNdJNat3u24fovG9HQPh326kfurm/bZ+QohxL7y3isr+cmvXkB3WDC9NvKG5ZNw2Uh67SQ8Nv75twUQ14l1RHu2eeu11Zx41G9Ysqi8D2veN8YFZjAmfSoWTeuZoHNb55ssaj6Tmz74M13xeM+6959zCn+/6Cw0pRianUlhmp+SzHQAgv4GDplpMm50FrZOE6upIA4YYDoVugNMFyQyFIZNkVvox2e3c97F97NsxbZ9f+JCHChMwDR7f+3H+mW7ebIluttYndim3Z/YWAvc+KbkY4STaE4ryWAMoyOOGdcJfVSDZ2oeZlxHc9voeKsKa7YLz4QDZx6E/4VQPELS0Ml2+RmSvuf8NvPrW1nQ1smOaILlHWFOzw3wSTDEtmicRHpqArrwW69CRhbRd14DwFI8YLdsbl26wUfBLjJsFoZ5+nd3QiHEwWn71kYwDFAaeizBRncXVrcFrbvl4cjjxnL47NHkF6W6/FbVttLeGSakGTz69MdMnlZKMBjGZtX425/eZuYxozhk8sHV7Sqmt+G2x5g9zIZnl7GgAKZp8kz1u3xa20R9QwdrtzcwJDeTZS3l1MSbqO+KYcmwobIM6DRwJe3kuTxsj3aium9IhgO2hzvYYXQyYmg6OdmSWlqIL7K/t+b0pl8FPPHGMNG1zbgPyd7rOlqWg8xvjoCojrJZMBM6DX9Yhua0YCvykqjrIry6ieAzW7DmuEk2hrFmOg+6gGdawXBy3ek0hIN0JaK4bTtnnY4ZBldv2I4JXFGczak5AU5YtoX1XRHuG1nCPT4XC6/4PuHnn6bjrtuxZGUz/oZbiA0bSXtSJ8nOhHkK+E5RNkdkyA1GCNF/LF++jaodLYycPAjtteUYTkXSYSXu1rCnWXE0JZgwsYTjTplEdU0rOTl+KnY0c96PH2XKmBI86S5qG9p59LGPePTxjxg7opCNH2ymtbnzoAt4irwn8pvNr+O0dO2xbFlzJQ9XvoTT7eWSWfOYNqiIIx9/kLiW5K45F3Jr8/tsUyFMUwenwmFYGejOpLohhM/pIGiJYgA+i51EQ4KrvncMxUUZe1ZCCLGTBDx9J9EYpvGPy8CA2LYOlM+G2ZlKSmDJcKC3xgAwmmPU/3YJJAw0l42M80dg8duxpDuwBBwkqkPobTFQkGyJkHHOcKxZrr48tT7z56O+TXOkg2x32m7lSdPEbdHwWDRuGVLIozXNrA5FSLdaeLy2mZWdEQJnno/nzPOxAiUuB+WRGLeU5JDrsPHrinrOzgtweIafsT4XDq1f9qwUQhykli3fxlW3P4PuUFw5dyo2p42QU2GaJiXKSR1h4hk2lmyq5sLLHqS+Nsig4bl89zuzSc/1UlSYQbKigw3raojHUvexxtYQP7ztdEZPGNi3J9cHPFY3V5ddh8fi2WNZujWN5pZ0RqYVc/2xh3H74+8QrA9TXOLlvvK3aPY2Y+v0EA9reLCTZnWysKKKu844joZImEeWL+PC8eM5fOBAiv1pOA6ChBFC/DcO1IlH+83/7I63tkH3MB0jHIfEzjE7enscLLukpI6llhldCZrvXw0GKKeFZHkktdwE/7yBJJsiuMZmodTOuXn0jhgd7+3Ae2gBtpz+PTnc2OyBvZZ7LBa8mkZDPElTPMG8rDQ2dkXZ0hXlo2AISHWVBkgCVZEYz44rZXq6F6UUp+XK0zMhRP915z1vYmqACeX1rURdqfuPtStJwGOn3gyDVUPXFLU1bSinhQ3Nrfzk7n/RoscIm0mWeUKEJ3uZeFgpQatOZsDL7BPG7XaczVvqeeOttVxw3gzS/P37wdy49LG9lmd5XBjOJLVmahzoqbPGoBbAsoLl1MbryXPpVPk0zLidUBQKnH7mX3oOYwtSc8JdNGH8PjsHIfoF00QZB17E028CHnOX+UIT1bs3eyunBcfANOLVnRjtcdDAOTab6MomNJeVtGMHEasJEd3cCkBoYQ1mXAcTvIcWYC/09uwrvKaZrk/qUDaN9OMG75Nz2590JJL8aHM1czL9rA9H+W1FPR+1dTLI7cCj9T5pq9OiMSPg28c1FUKIfc8wTBwOG1oraDGddxZtRrcAmsL022jTE8yYPJh1m2poCUcIFLgpK8hlUVU1Jel+vnlYGe3tYZRNw0zo/P65BWwqrweluPjkqbs9gHvx5RW8+vpqyobmMfeY0X130n1kS2szf1z+MeeVlOCxtXDT6vvZHmpj5CEDSWx343NFGZXdQL63g8U7BhJNWrE5tZ5gRwjxFR148U7/CHj0UJzo6pa9Lje7kjQs28Yt7/yJt7YsJGnoHFI2mvfffBdbrpvOBTWEP6kDwJrnxl7kI14dQvPasBXs3oTumZyHsmg4ygI0PbQGx8A0/LMHfK3ntz/5eXktLzQGcShFzDRZ1hEGoDIa73X9fLuNnw8t2JdVFEKIPvPhhxvZWt6I4beg2y3oTgVJE92hULpJpeqialMldotGLMNCnWFw2ZyRfHfAkQwZksvP7nmV1z/ZiKlg7NAchpXl0ZWIMbWoeLdgB+CiC2YyYng+w4bkctUVj3LaGZM4cvaoPjrzfe+6D19hbWs952atIGa20xTJoNNIY2VnJSGXn2DYT6YzTGPUh6YpSlxp3DX7+L6uthAHPOnS1kdMw4TP5tnZJf30rn7w2u28uWUhl046g6GZA1lasxYjnERZNFyjs+haUo/eHiVZH8YIJTBCCbK/MxalFGbSIPRxLc7hGdhy3LhGZdLy943EK9oxYjqemQVoNksq1XU/d3lRDovbu9gajvWUWYACp40cm5VTcwNM8HvItFupCMc4MlOSEQghDh7pmW6U24rfYaXBraO7FcpQKKM7a6umUGGTiMMkaVNYwwa/efAtXr33CgDmThvO8g3bqfbEWNXSyIY1bUT1JE+cey4ALZ1hnv90LadPHUN2lo/h44q57q8vUd/azNDVO5g8Ywgeh32P4Kg/unr8dO5e8xxdpkmuJca49Freqi3Ca7czODCYsSUjmZI1mIRhEtUTjMss7OsqC3HgMwHp0tY3mh9cu9dAB6AqWMvrmxdw6shjuGHWt7EojfOPPpPgW5W4qzKx5rnRW6LgsIChozktmDEdS2YqVXJkQyvtr1YSr+4k85sjUu8r2gEwoknqbvkEFGR/bxyOwr133TJ1g/ZXK7EVeg/YrG/DvE5enTCUCR+vo8swsQB/HjmAU3sZl1Picuy5AyGE6Kei0QQ//u2LRNyKtjQDQwN0ExUzUwFIEtBMSEAiM5WnUjcVhwwp4so/P8dFcydTXdVKc2MXlNlw2Gw4seJ3OvA6U39Pn164knvfWoxhmlx+9FRufPRVykNBLEU2Xojt4K677iZNOXnnu5cQ8Ox9XE9LOMxvP17AacNHMrXowJzodE7JUIot5/GzD+vJGB0B080vD7mWURl7TqUghPgfOvDinf4R8CjbFz/J2tK8DYBV9RsZ9oc5WJSFSyadzo1HXEFnUzSVccKmkXPVeCweG8F/VRDb1o5mSbUaOYcF8B89AGueh65P63FPziVS3obZkUBv3JnooPOtKhwXjSayqZXQghoCpwxBOS1oLivJpggtT24g2RTBlu85YAMeAL/NyubDx6IdBE8QhRDiP2UYBta4QTQLkm4TLa5QCiwWha7AoptEMwAdVBJMG+gOxcL6GkwT/vD+Qto3tpNblMaD15+D22HjsvuexW6z9Bzj9Glj0E2T0rwM3lq7hYuOnszPXnubDjNBm68dNOgIRnl22Vq+dfhknqr4lI8by/nNxNOImVEy7Gl82Lie3697hQ3lBgldP2ADHoARRYX84+w/oB0EPSyE2F9Il7Y+kAzFUc4vPo24nhpfEo5H+etJt/Loiue5Z/HfOax0CocVT8S0aZAwCC2uxT0qi4wzy3bbXlk1IhtbSX5UgxnVyfrWGNwjM+laVL9zHYeG/6gBxGtDRDe2EtsaJLK+mfY3UhOXah4byaYIymkhUddF8+PryTx7OMp2YKZklmBHCCF2V98ewj4hgN6YSoCDDiphYpgK0w5JK6kno3YF0VSyHQU4rRbiHtgWaseRYbCusJVFtVWUebJ46ppzdjuGxarxXOVGHlyxjGS7zkc3f5uiTV7WUw0JK4Qs5Lv8nDJhJKsb6nmzdj2fNm/jjfpFPFo1nzxtBJGkjYZ4K/nOHN78aCO/cri58Ygj9vHV+t+RYEeIfcw88CKeA/PbdjfTMGn8wzLi5e1oXlvvZ2OForRU8/aU4rEcO2wWJww/EoCqlurPdgRAZFUzTfeuJry6qWfzZDBGw90rSTSEMaM62DTsBR6Ua2eQ5Z6aR8Et0zEiSRr/tAIzbpD97bG4x+WgpdlJ1oeJl6e6wJlRHYDouhba39z2P74iQggh+kJjUwfn/vQxtrS0MigzHWtn6paU9CliARPdAfaADZQCw0R3mZhWMHQTzWMhauigIJYHyXSTP7z7Ief94gm21bX2HGNV23a+teR+mm3NRNDJzfficdnJGWjF6k1itRv8YubRLLj2cp7dtI5T/vEk09zDmX/E5YxMK8Zv9bMyuIPNXVvJd7cTtLUTy4vzUvubvFO7uu8unhDiwGGCMnp/7c8O6BYepSmsOW7iOzoxQoneV0rCmLwyhmcPZmHVMp5a+TL/XP0aFmVhUuGYnnWwKkzDxBJwYMvfmZlND0ZJ1oZ27s80qf3FIgLnDCf9tCG4RmVh8dgAsGa7sZf4cQ5NxzEoDdM00Swaxq5zAAE4LRDViZYH/7cXRAghRJ9wOGyU2Dxsioepr21HM8AwQHcBKAwDuhJJHHaNZEQnmQYqapDMVjQRxRpSKFNhdik8Licxu2LA6GxyAjunRdjcUceOSAsqxwJNVtqtccY/8BcePvkUjhswmmMLR+OwpG7r4/MKGJebz7SCEkal59MYCbG6MhflbqcgvQm71cDpj5GZ5sLh62JV51pm0/tcN0II8ZnUxKMHXgvPAR3wAOR85xA63ttOaGHtzqBHo2cSUgCF4u4Tb+FHr/+Wn71zFwX+XO484UaGZw/GMTIACZNkewy9MYIOmLtMWuoYmEbayaXEtwbxTMkjXtdF57s7sHhsOMdmE1nfgjXTiS3XgzXDSc4Vh2DEdGp/tRiL14ayaSirwtwl4FG6SdrpQ3GUSAYzIYToD9L8Lp6+93JueewN3lm6BT0ZJ9PhpCUYI2EH7JB0QpdFx/CbGC4Y78tlc7CFcFYXSrdycu4YajraWdvZRG0kRKPRhd2+8zZ9ZslUqrs6aYmEmTtiDK9Xb+WNyi0UedKZ7CtiQdNyxqaXkWFPY0phEc+d9U0qQ7Wct+h6RvqHY7dY0LHSlXAQTVhp7fJisXm4aeJ5jM8Y1ncXTwhxYNnPW3N6c8AHPAD+IwfgmZRHeHUTthw3XasaiSxt3G2dYdmDePH8e1BeG+YurUGx9W1AanJSLArfzELsBd7dtvUdWoA+JovmR9bhGplJ4f9NByDRFKblsfXY8j3kXjOhZ309GMXoiGN0JSi6bSax7R2EFtbim1WELc+DmTTQ7BaEEEL0Lz+/YC4XHTOZhWsqGVOax6+ef5/1tY3oAEkw7Ca610TpsLW9jbBKYJqQwOCfO9aCzWDK4BhWZ5BvZF6AVdu9r/Z1I49mbXMD1777CtdOnM5tRx0DwMLm5dy5+VGOyJ7CdcMu6Fl/TbCCqB6mIlTFkm/8kld3bODDuq1cPWIWWW4PJmZPq5AQQvwnpIWnD1l8dnwzCkk0hXcPdiyQutMAit2CHSA1f0/cAJsGMZ1YdSemYe4xp44RTpKoDZGoDWEv9uEsC2DNcOE9rBB74e4Bki3XQ+bFo7Ck2QFwDPDjGLCzNUdJsCOEEP3WoPwMBuVn8ObqzaxraARlYu1SxPNJ9UBQ4LBb6NAiEFaouBXDYuKxmYRj4FYWupJJNpc3Qtme+6/ubKcqWctP1z7D2LwrGeDJYExaGXPzZjAre/Ju655YOAOvzc249CEAHFc8guOKR3z9F0EI0T+ZHJBpqQ/opAW9sWW7STt+UHcnQ1LBjkVhyXLiGJa+27pamr1n/h7NqoFdES9vp+OdKpoeWE3721XosWRqvzlu/HNKgNR8OgDKokg/fjDucTl71MM1LAN7nnePciGEEAeHw0cM5twZ41CmwmbVsAXBG7UxVsulNJCBqYFpBTOpKPK7cOa2U1DcgkNzsHFZAU9HPubZbcs4/e2HeX7bamLJ1P1o3qAyTh46AoumMLqT7vhtXq4ccg6j0obsVgelFEflTiDDIV2ohRD/C2YqS1tvr/1Yv2nh2ZXvsCJcIzOJbmsnOH8L6CZmVCf7ojGEN7emMqap1Hpt8zcT29GB3hbrefKmt8aIVbYT29ZB59vbyblqHPZCH/4jB+A7rAhl7XdxohBCiP8xp83KT045ktOnjObVj9bxyAfLMTt18tPd/PWMU3l9yxbW1teT5ndx+vDhXL/8Kay2tUTZQHbZMFoMnQ0d9axqrWX1on9xg/kaK8/8Pi6rjd9NPp2EoWPTpMeAEGLfUsb+Hdz0pl8GPADWTBfmxlQ6T9tAH2mzU60zicoOQh9Uk3H2MCweG5nnjSC8polYZQeuUZnYC7xoHhvO0VkEn9+C0ZVIpRHtJsGOEEKIL6OsIJtHjRhJr2LeqKF8e/ZULJrGv5Zs4IPNlbxw5flku/zcPeVCFjUvZ31bDTcMnUWmy0WO088gdy6/XPZ2auKeXUiwI4TY58z9PwV1b/r1t/fP0j4nqrtwlKbTtawhlXa6yIs1N5V6uuOd7bT9YzOOAX5cwzKw+OwoTRF8cStGV4K8G6fukcRACCGE+DJWrdqOSppsrmykICuN+cvWcEhRPhNLCsn2p+5HP1s1n5+sfJU5hdMZEcglx+mnNRbmF6tfJcfvZN3ZP8RltfXxmQghDnpfsUubUqpYKfWeUmqDUmqdUuqa7vIMpdRbSqkt3f8GdtnmJ0qprUqpTUqpubuUT1RKrele9iel1BfOQNxvW3iAnRdfNwgtrqP9xXK0NDvZF49G89jo/LAaW5EX+6A07MW7BzX+2QPQ22NYvHJzEUII8dXF40lcYbAYEGwK8dAHn3LPx0sYnpHJQxefQUM0xIuVG5iZPQwDk0JXRs+2AbuL7ww7jHy3H+2L7+dCCLFvfPUebUngetM0lyulfMAypdRbwEXAO6Zp3q6UugG4AfixUmokcDYwCigA3lZKlZmmqQP3AJcDi4BXgXnAa3s7cL8NeKKVQWIbUimnMcHoiKH57RjtcZofXYclw0m8vB1bgQeUQnPvHth4p+b3Qa2FEEL0N/948hPqK1pxuS3YK5oJzLGQZrWzubqFK/72PA2ZYbaFg0wZkI3XacdjdfZsq5Ti2lFH9mHthRBid181LbVpmnVAXff7TqXUBqAQOBk4onu1R4H3gR93lz9tmmYMqFRKbQWmKKW2AX7TND8BUEo9BpzCwRjwWHM8Pe81r5V4cwSjIw6A3hZLJSkAErVdqbJQAovPvu8rKoQQol8bMiqf8EIbSSf4JxfzbmM1oc44SoO19Y1E4wbKrljdUovbaSNmJLFqcj8SQuyn/gcZ2ZRSA4HxwGIgtzsYwjTNOqXUZ+mPC0m14Hymurss0f3+8+V71W/H8FhcVpQrFc8ZoSSxNS09y7TA7jcS2yA/HW9uw0wegKOwhBBC7NdKS3NxGIqkF7baOlnYuAPDZmKxQ7rbCXHAUMQbbEzJyeWuDW/2dZWFEKJ3JmDs5QVZSqmlu7wu720XSikv8CxwrWmaHV9wtN768ZpfUL5X/TbgUZqi4OZppJ+956xtRlt8t58TVZ1EN7dhRJL7qnpCCCEOEjmZPt677yqumjwVWztYoibGqC70UR00ml0YPhNsJracCItby3m3fmNfV1kIIXqlMFGG0esLaDZNc9Iur/v32F4pG6lg50nTNJ/rLm5QSuV3L88HGrvLq4HiXTYvAmq7y4t6Kd+rfhvwQCro8Y7LpeBn03COydj7ioZJ9rfHSpc2IYQQXwuHzcp3Tp/BG1dcxJT8QtLTwqRnhDGK46hAnKzcNiaX7iDbFeXvh327r6srhBB799WztCngIWCDaZp/2GXRS8CF3e8vBF7cpfxspZRDKTUIGAp82t39rVMpNa17nxfssk2v+nXA8xnNbcNVlrmXhYBFYU1z7NM6CSGEOPgMzM5gxKA8ujb5CTa7MfTUbTihaxiGBZfVTZZDpkIQQuynvrhL278zAzgfOEoptbL7dRxwO3CMUmoLcEz3z5imuQ74J7AeeB34bneGNoArgAeBrUA5X5CwAPpx0oLPcx2STayynfDyxp2FFkXhL2aAbqBsMoGbEEKIr9/Fh05ka30L7zRUglvHVFa8FPLY1FsBk38znYQQQvSp/yJL20f0Pv4GYPZetrkNuK2X8qXA6P/02AdFCw+AZreQ8Y1huKbm9ZRZM10oTUmwI4QQYp/JS/Nxz3mnMDGrAKIaKqmYlFuETbNg0w6a55BCiAPVV+zS1pcOur+sGacMoavQi73Ih71Aug0IIYTY9+xWC49/40z+uXIN84YPJc/v6+sqCSHEf2D/D256c9AFPEopvFNkUlEhhBB9y223cdGUCX1dDSGE+M+ZgC4BjxBCCCGEEKKf+qpjePqSBDxCCCGEEEKI/4wEPEIIIYQQQoh+yQQMCXiEEEIIIYQQ/ZIkLRBCCCGEEEL0ZxLwCCGEEEIIIfotCXiEEEIIIYQQ/ZJpgq73dS2+NAl4hBBCCCGEEP8ZaeERQgghhBBC9EuSpU0IIYQQQgjRr0kLjxBCCCGEEKLfkoBHCCGEEEII0T8dmPPwaH1dAXHwufrqq8nNzUUpxQknnNBTvnDhQsaOHYvD4WDChAksX768D2sphBBCCCF2Y5LK0tbbaz8mAY/oE2efffZuP0ejUU4//XQ6Ozu58847aWho4IwzzkDfz/8DCSGEEEIcVEyz99d+TAIesc/96U9/4rrrrttZsPl1XvvdpTQ0NHDllVdy5ZVXcumll1JZWcn777/fZ/UUQghxcLnu9X9y7Ts39XU1hNiPmaksbb299mMS8Ii+t/0DKqvrASj0pFp0ioqKAKioqOizagkhhDh4VDS2MqDwPo4c9Aq/WHUcTaFQX1dJiP2PCaZp9Pran0nAI/qe1bPzfbQNALO7aVQp1Rc1EkIIcZAZnJPB9vYcooaV1oSXhvbOvq6SEPunA7CFR7K0ib53xE8Z1DgY7nuX6mQmADU1NQAMGjSoL2smhBDiIHLnzL9T1dTMENXF6ML8vq6OEPun/Xy8Tm8k4BH73CuvvMLatWsB2LFjBw8++CBTp04lJyeHe+65B5/Px0MPPcTAgQM54ogj+rayQgghDiol2VmUZGf1dTWE2D+ZJhj7d/e13kiXNrHP3XHHHdxwww0ArF69mssuu4xly5Yxf/58vF4v11xzDTk5OcyfPx+LxdLHtRVCCCGEEJ8xdb3X1/5MWnjEPvdFmdfWrFmz7yoihBBCCCG+hP0/BXVvJOARQgghhBBC/Hsm+32Cgt5IwCOEEEIIIYT4z+znKah7IwGPEEIIIYQQ4t8yAVNaeIQQQgghhBD9kmlKC48QQgghhBCi/9rfM7L1Rpn7INOCUqoJqPraDySEEP1DiWma2X1dif5I7kdCCPGl7HY/Ukq9Duxtoqpm0zTn7ZtqfTn7JOARQgghhBBCiL4gE48KIYQQQggh+i0JeIQQQgghhBD9lgQ8QgghhBBCiH5LAh4hhBBCCCFEvyUBjxBCCCGEEKLfkoBHCCGEEEII0W9JwCMOWEqpgUqptZ8ru1Up9QOl1N+UUmGllG+XZXcppUylVNYuZad2lw3/3H4jSqmVSqn1Sql7lVJa97LXlVJBpdS/9sU5CiGE2P/J/UiI/ZsEPKI/2wqcDNB9gzgSqPncOucAHwFnf6683DTNccBYYCRwSnf5HcD5X091hRBC9FNyPxKiD0nAI/qzvwNndb8/AlgIJD9bqJTyAjOAS9nzBgOAaZpJ4GNgSPfP7wCdX1uNhRBC9EdyPxKiD0nAI/qzLUC2UipA6snZ059bfgrwummam4FWpdSEz+9AKeUGZgNrvua6CiGE6L/kfiREH5KARxzIzP+g/DlST8umAgs+t96uN52nu3/+TKlSaiWpp3CvmKb52n9dWyGEEP2V3I+E2I9Z+7oCQvwXWoDA58oygMpdfn4aWA48apqmoZQCQCmVCRwFjFZKmYAFMJVSP+re7rM+00IIIcS/I/cjIfZj0sIjDlimaYaAOqXUbAClVAYwj9Sgz8/W2Q7cBPz1c5ufATxmmmaJaZoDTdMsJnVjmrlPKi+EEKLfkPuREPs3CXjEge4C4Kfdzf3vAj83TbN81xVM07zv82Wkugs8/7myZ4FvftHBlFILgPnAbKVUtVJq7n9TeSGEEP2G3I+E2E8p09xbt1MhhBBCCCGEOLBJC48QQgghhBCi35KARwghhBBCCNFvScAjhBBCCCGE6Lck4BFCCCGEEEL0WxLwCCGEEEIIIfotCXiEEEIIIYQQ/ZYEPEIIIYQQQoh+SwIeIYQQQgghRL/1/23lEXTKYv8IAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.umap(atac, color=[\"leiden\", \"n_genes_by_counts\"], legend_loc=\"on data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multi-omics analyses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the downstream multimodal analysis, we will use only cells passing QC steps in each of the modality. Since cells were filtered out in each modality above, we can just take their intersection:" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "mu.pp.intersect_obs(mdata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiplex clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can run clustering based on neighbours information from each modality taking advantage of multiplex versions of algorithms such as `leiden` or `louvain`." ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "mdata.uns = dict()" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "mu.tl.leiden(mdata, resolution=[1., 1., 1.], random_state=1, key_added=\"leiden_multiplex\")" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.embedding(mdata, basis=\"rna:X_umap\", color=[\"prot:CD3\", \"leiden_multiplex\", \"rna:leiden\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multi-omics factor analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To generate an interpretable latent space for all three modalities, we will now run **multi-omic factor analysis** — a group factor analysis method that will allow us to learn an interpretable latent space jointly on both modalities. Intuitively, it can be viewed as a generalisation of PCA for multi-omics data. More information about this method can be found [on the MOFA website](https://biofam.github.io/MOFA2/)." ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "prot.var[\"highly_variable\"] = True\n", "mdata.update()" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " #########################################################\n", " ### __ __ ____ ______ ### \n", " ### | \\/ |/ __ \\| ____/\\ _ ### \n", " ### | \\ / | | | | |__ / \\ _| |_ ### \n", " ### | |\\/| | | | | __/ /\\ \\_ _| ###\n", " ### | | | | |__| | | / ____ \\|_| ###\n", " ### |_| |_|\\____/|_|/_/ \\_\\ ###\n", " ### ### \n", " ######################################################### \n", " \n", " \n", " \n", "Loaded view='rna' group='group1' with N=5805 samples and D=2910 features...\n", "Loaded view='atac' group='group1' with N=5805 samples and D=10867 features...\n", "Loaded view='prot' group='group1' with N=5805 samples and D=46 features...\n", "\n", "\n", "Model options:\n", "- Automatic Relevance Determination prior on the factors: True\n", "- Automatic Relevance Determination prior on the weights: True\n", "- Spike-and-slab prior on the factors: False\n", "- Spike-and-slab prior on the weights: True\n", "Likelihoods:\n", "- View 0 (rna): gaussian\n", "- View 1 (atac): gaussian\n", "- View 2 (prot): gaussian\n", "\n", "\n", "\n", "\n", "######################################\n", "## Training the model with seed 1 ##\n", "######################################\n", "\n", "\n", "\n", "Converged!\n", "\n", "\n", "\n", "#######################\n", "## Training finished ##\n", "#######################\n", "\n", "\n", "Warning: Output file models/pbmc_w3_teaseq.hdf5 already exists, it will be replaced\n", "Saving model in models/pbmc_w3_teaseq.hdf5...\n", "Saved MOFA embeddings in .obsm['X_mofa'] slot and their loadings in .varm['LFs'].\n" ] } ], "source": [ "mu.tl.mofa(mdata, outfile=\"models/pbmc_w3_teaseq.hdf5\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This adds `X_mofa` embeddings to the `.obsm` slot of the `MuData` object itself. The weights for the latent factors are stored in `.varm[\"LFs\"]`." ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.mofa(mdata, color=['prot:CD3', 'prot:CD14'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MOFA factors can be used to define cell neighbourhood graphs, which are thus based on all the modalities, as well as for subsequent non-linear latent space construction such as UMAP and clustering." ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(mdata, use_rep=\"X_mofa\", key_added='mofa')\n", "sc.tl.umap(mdata, min_dist=.2, random_state=1, neighbors_key='mofa')" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(mdata, resolution=.3, neighbors_key='mofa', key_added='leiden_mofa')" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=['leiden_mofa'], frameon=False, title=\"UMAP(MOFA) embedding\")" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=['CD3E', 'prot:CD3'], layer={\"rna\": \"lognorm\"}, frameon=False, cmap='viridis')" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "mdata.obsm[\"X_mofa_umap\"] = mdata.obsm[\"X_umap\"].copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Interpreting the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can describe factors by the top features, which they are defined by." ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.mofa_loadings(mdata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More detailed analysis of the MOFA model can be done with `mofax`, which is available [here](https://github.com/bioFAM/mofax), using the model file saved during the training above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Weighted nearest neighbours" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another way to leverage multimodal information is with the **weighted nearest neighbours** (WNN) method, which constructs a multimodal cell neighbourhood graph based on cell neighbourhood graphs of individual modalities. `muon` implements WNN as it is described in [Hao et al., 2020]() with the generalisation to an arbitrary number of modalities proposed in [Swanson et al., 2021](https://elifesciences.org/articles/63632)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this to work, we'll have to re-calculate neighbourhood in each modality because we have filtered out cells after that had been done above. That usually leads to having cells with no neighbours, and `muon` will be explicit about it and will return an error." ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "for m in mdata.mod.keys():\n", " sc.pp.neighbors(mdata[m])" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "mu.pp.neighbors(mdata, key_added='wnn')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, we can use the defined cell neighbours to perform clustering or non-linear dimensionality reduction." ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(mdata, resolution=.55, neighbors_key='wnn', key_added='leiden_wnn')" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [], "source": [ "mu.tl.umap(mdata, random_state=10, neighbors_key='wnn')" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=\"leiden_wnn\")" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [], "source": [ "mdata.obsm[\"X_wnn_umap\"] = mdata.obsm[\"X_umap\"].copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cell types annotation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the results of any multiple multimodal analyses — or multiple ones — to define cell types. Alternatively, cell types can be defined using a single modality, e.g. `'prot'`, and the cell types labels robustness can then be checked with multimodal embeddings." ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.embedding(mdata, basis=\"X_wnn_umap\", color=list(map(\n", " lambda x: \"prot:\" + x,\n", " [\n", " \"CD4\", \"CD45RA\", \"CD45RO\", # CD4 T cells\n", " \"CD8a\", # CD8 T cells\n", " \"KLRG1\", # NK cells\n", " \"CD14\", \"CD16\", # monocytes\n", " \"CD19\", \"CD21\", \"IgD\", # B cells\n", " ]\n", ")))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Label clusters according to the markers:" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [], "source": [ "new_cluster_names = {\n", " \"0\": \"naïve CD4+ T\", \"1\": \"naïve B\", \"2\": \"memory CD4+ T\",\n", " \"4\": \"naïve CD8+ T\", \"3\": \"effector CD8+ T\", \"5\": \"CD16 mono\",\n", " \"6\": \"CD14 mono\", \"7\": \"active B\", \"8\": \"NK\",\n", "}\n", "\n", "mdata.obs['celltype'] = mdata.obs.leiden_wnn.astype(\"str\").values\n", "mdata.obs.celltype = mdata.obs.celltype.astype(\"category\")\n", "mdata.obs.celltype = mdata.obs.celltype.cat.rename_categories(new_cluster_names)" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [], "source": [ "mdata.obs.celltype.cat.reorder_categories([\n", " 'naïve CD4+ T', 'memory CD4+ T', 'NK', 'effector CD8+ T', 'naïve CD8+ T',\n", " 'naïve B', 'active B',\n", " 'CD14 mono', 'CD16 mono',\n", "], inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add colours:" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [], "source": [ "cmap = plt.get_cmap('rainbow')\n", "colors = cmap(np.linspace(0, 1, len(mdata.obs.celltype.cat.categories)))\n", "\n", "mdata.uns[\"celltype_colors\"] = list(map(matplotlib.colors.to_hex, colors))" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=\"celltype\", frameon=False, title=\"UMAP(WNN)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving multimodal data on disk" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "text/html": [ "MuData object 5805 obs × 113187 var in 3 modalities
Metadata
.obs42 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
rna:n_genes_by_counts int32 1375,957,1052,1253,783,681,922,828,1083,1161,998,...
rna:total_counts float32 2509.00,1405.00,1777.00,2399.00,1501.00,1018.00,...
rna:total_counts_mt float32 200.00,119.00,298.00,277.00,448.00,144.00,411.00,...
rna:pct_counts_mt float32 7.97,8.47,16.77,11.55,29.85,14.15,24.49,27.18,...
rna:leiden object 2,2,7,0,8,3,8,3,5,1,0,2,2,2,1,2,6,0,3,0,0,4,4,1,1,...
atac:n_fragments float64 13705.00,11567.00,25610.00,30969.00,16007.00,...
atac:n_duplicate float64 8269.00,6897.00,15043.00,17513.00,8686.00,6703.00,...
atac:n_mito float64 50.00,0.00,0.00,128.00,899.00,4.00,3.00,0.00,0.00,...
atac:n_unique float64 4163.00,3516.00,8395.00,10883.00,4839.00,3152.00,...
atac:altius_count float64 3777.00,3145.00,7613.00,9992.00,4314.00,2806.00,...
atac:altius_frac float64 0.91,0.89,0.91,0.92,0.89,0.89,0.90,0.89,0.89,0.91,...
atac:gene_bodies_count float64 3070.00,2545.00,6168.00,7951.00,3514.00,2263.00,...
atac:gene_bodies_frac float64 0.74,0.72,0.73,0.73,0.73,0.72,0.71,0.72,0.74,0.74,...
atac:peaks_count float64 3245.00,2648.00,6466.00,8669.00,3617.00,2408.00,...
atac:peaks_frac float64 0.78,0.75,0.77,0.80,0.75,0.76,0.77,0.74,0.74,0.76,...
atac:tss_count float64 2422.00,2053.00,5054.00,6165.00,2644.00,1812.00,...
atac:tss_frac float64 0.58,0.58,0.60,0.57,0.55,0.57,0.54,0.57,0.59,0.57,...
atac:barcodes object 69be0ea43ef411ebb8b442010a19c80f,...
atac:cell_name object viceregal_unconstant_hornet,...
atac:well_id object X066-AP0C1W3,X066-AP0C1W3,X066-AP0C1W3,...
atac:chip_id object X066-AP0C1,X066-AP0C1,X066-AP0C1,X066-AP0C1,...
atac:batch_id object X066,X066,X066,X066,X066,X066,X066,X066,X066,X066,...
atac:pbmc_sample_id object X066-Well3,X066-Well3,X066-Well3,X066-Well3,...
atac:DoubletScore float64 0.00,0.00,0.00,0.00,0.00,11.71,0.00,0.83,0.00,...
atac:DoubletEnrichment float64 0.37,1.23,1.26,0.69,0.89,2.46,0.34,1.69,1.00,0.74,...
atac:TSSEnrichment float64 17.69,18.75,21.54,21.58,15.49,23.57,19.00,18.32,...
atac:n_genes_by_counts int32 2846,2366,4987,6409,3105,2126,3849,2472,3107,4512,...
atac:total_counts float32 7103.00,5916.00,14559.00,19267.00,8280.00,5259.00,...
atac:nucleosome_signal float64 0.67,0.77,0.69,0.42,0.54,0.69,0.53,0.52,0.41,0.69,...
atac:tss_score float64 9.91,5.17,6.09,4.33,6.03,10.30,5.83,3.20,14.67,...
atac:n_counts float32 7102.00,5915.00,14559.00,19266.00,8280.00,5259.00,...
atac:leiden object 0,0,7,1,9,4,9,0,6,2,1,0,0,0,2,0,3,1,0,1,1,5,2,2,4,...
prot:total_counts int64 863,957,899,835,820,643,822,776,406,923,909,1320,...
sample object GSM5123951,GSM5123951,GSM5123951,GSM5123951,...
well object W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,W3,...
leiden_multiplex object 0,0,4,1,1,0,1,0,5,3,1,0,0,0,2,0,6,1,0,1,1,3,4,2,2,...
leiden_mofa category 0,0,6,2,7,0,7,0,5,3,2,4,0,0,1,4,8,7,0,7,2,3,3,1,1,...
rna:mod_weight float64 0.33,0.30,0.34,0.30,0.30,0.33,0.21,0.32,0.33,0.31,...
atac:mod_weight float64 0.33,0.30,0.33,0.30,0.26,0.35,0.29,0.33,0.34,0.31,...
prot:mod_weight float64 0.35,0.40,0.33,0.40,0.45,0.33,0.50,0.36,0.33,0.39,...
leiden_wnn category 0,0,4,1,7,0,7,0,5,3,1,0,0,0,2,0,6,1,0,1,1,3,3,2,2,...
celltype category naïve CD4+ T,naïve CD4+ T,naïve CD8+ T,naïve B,...
Embeddings & mappings
.obsm4 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
X_mofa float64 numpy.ndarray 10 dims
X_umap float32 numpy.ndarray 2 dims
X_mofa_umap float32 numpy.ndarray 2 dims
X_wnn_umap float32 numpy.ndarray 2 dims
Distances
.obsp4 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
mofa_distances float64 scipy.sparse._csr.csr_matrix
mofa_connectivities float32 scipy.sparse._csr.csr_matrix
wnn_distances float32 scipy.sparse._csr.csr_matrix
wnn_connectivities float32 scipy.sparse._csr.csr_matrix
Miscellaneous
.uns7 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
leiden dict 1 element params: resolution,random_state,n_iterations
mofa dict 3 elements connectivities_key,distances_key,params
umap dict 1 element params: a,b,random_state
leiden_mofa_colors list 11 elements #1f77b4,#ff7f0e,#279e68,#d62728,#aa40fc,#8c564b,...
wnn dict 3 elements connectivities_key,distances_key,params
leiden_wnn_colors list 11 elements #1f77b4,#ff7f0e,#279e68,#d62728,#aa40fc,#8c564b,...
celltype_colors list 9 elements #8000ff,#4062fa,#00b5eb,#40ecd4,#80ffb4,#c0eb8d,...
rna
5805 × 16381
AnnData object 5805 obs × 16381 var
Matrix
.X
\n", " float32    numpy.ndarray\n", "
Layers
.layers1 element
\n", " \n", "
lognorm float32 scipy.sparse._csr.csr_matrix
Metadata
.obs5 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
n_genes_by_counts int32 1375,957,1052,1253,783,681,922,828,1083,1161,998,...
total_counts float32 2509.00,1405.00,1777.00,2399.00,1501.00,1018.00,...
total_counts_mt float32 200.00,119.00,298.00,277.00,448.00,144.00,411.00,...
pct_counts_mt float32 7.97,8.47,16.77,11.55,29.85,14.15,24.49,27.18,...
leiden category 2,2,7,0,8,3,8,3,5,1,0,2,2,2,1,2,6,0,3,0,0,4,4,1,1,...
Embeddings
.obsm2 elements
\n", " \n", " \n", "\n", " \n", "
X_pca float32 numpy.ndarray 50 dims
X_umap float32 numpy.ndarray 2 dims
Distances
.obsp2 elements
\n", " \n", " \n", "\n", " \n", "
distances float64 scipy.sparse._csr.csr_matrix
connectivities float32 scipy.sparse._csr.csr_matrix
Miscellaneous
.uns7 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
log1p dict 1 element base: None
hvg dict 1 element flavor: seurat
pca dict 3 elements params,variance,variance_ratio
neighbors anndata.compat._overloaded_dict.OverloadedDict 3 elements connectivities_key,distances_key,params
leiden dict 1 element params: resolution,random_state,n_iterations
umap dict 1 element params: a,b,random_state
leiden_colors list 13 elements #1f77b4,#ff7f0e,#279e68,#d62728,#aa40fc,#8c564b,...
atac
5805 × 96760
AnnData object 5805 obs × 96760 var
Matrix
.X
\n", " float32    numpy.ndarray\n", "
Layers
.layers2 elements
\n", " \n", " \n", "\n", " \n", "
counts float32 scipy.sparse._csr.csr_matrix
lognorm float32 scipy.sparse._csr.csr_matrix
Metadata
.obs27 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
n_fragments float64 13705.00,11567.00,25610.00,30969.00,16007.00,...
n_duplicate float64 8269.00,6897.00,15043.00,17513.00,8686.00,6703.00,...
n_mito float64 50.00,0.00,0.00,128.00,899.00,4.00,3.00,0.00,0.00,...
n_unique float64 4163.00,3516.00,8395.00,10883.00,4839.00,3152.00,...
altius_count float64 3777.00,3145.00,7613.00,9992.00,4314.00,2806.00,...
altius_frac float64 0.91,0.89,0.91,0.92,0.89,0.89,0.90,0.89,0.89,0.91,...
gene_bodies_count float64 3070.00,2545.00,6168.00,7951.00,3514.00,2263.00,...
gene_bodies_frac float64 0.74,0.72,0.73,0.73,0.73,0.72,0.71,0.72,0.74,0.74,...
peaks_count float64 3245.00,2648.00,6466.00,8669.00,3617.00,2408.00,...
peaks_frac float64 0.78,0.75,0.77,0.80,0.75,0.76,0.77,0.74,0.74,0.76,...
tss_count float64 2422.00,2053.00,5054.00,6165.00,2644.00,1812.00,...
tss_frac float64 0.58,0.58,0.60,0.57,0.55,0.57,0.54,0.57,0.59,0.57,...
barcodes object 69be0ea43ef411ebb8b442010a19c80f,...
cell_name object viceregal_unconstant_hornet,...
well_id category X066-AP0C1W3,X066-AP0C1W3,X066-AP0C1W3,...
chip_id category X066-AP0C1,X066-AP0C1,X066-AP0C1,X066-AP0C1,...
batch_id category X066,X066,X066,X066,X066,X066,X066,X066,X066,X066,...
pbmc_sample_id category X066-Well3,X066-Well3,X066-Well3,X066-Well3,...
DoubletScore float64 0.00,0.00,0.00,0.00,0.00,11.71,0.00,0.83,0.00,...
DoubletEnrichment float64 0.37,1.23,1.26,0.69,0.89,2.46,0.34,1.69,1.00,0.74,...
TSSEnrichment float64 17.69,18.75,21.54,21.58,15.49,23.57,19.00,18.32,...
n_genes_by_counts int32 2846,2366,4987,6409,3105,2126,3849,2472,3107,4512,...
total_counts float32 7103.00,5916.00,14559.00,19267.00,8280.00,5259.00,...
nucleosome_signal float64 0.67,0.77,0.69,0.42,0.54,0.69,0.53,0.52,0.41,0.69,...
tss_score float64 9.91,5.17,6.09,4.33,6.03,10.30,5.83,3.20,14.67,...
n_counts float32 7102.00,5915.00,14559.00,19266.00,8280.00,5259.00,...
leiden category 0,0,7,1,9,4,9,0,6,2,1,0,0,0,2,0,3,1,0,1,1,5,2,2,4,...
Embeddings
.obsm2 elements
\n", " \n", " \n", "\n", " \n", "
X_pca float32 numpy.ndarray 50 dims
X_umap float32 numpy.ndarray 2 dims
Distances
.obsp2 elements
\n", " \n", " \n", "\n", " \n", "
distances float64 scipy.sparse._csr.csr_matrix
connectivities float32 scipy.sparse._csr.csr_matrix
Miscellaneous
.uns8 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
files dict 1 element fragments: data/teaseq/GSM5123951_X066-MP0C1W3_leukopak_perm-cells_tea_200M_atac_filtered_fragments.tsv.gz
log1p dict 1 element base: None
hvg dict 1 element flavor: seurat
pca dict 3 elements params,variance,variance_ratio
neighbors anndata.compat._overloaded_dict.OverloadedDict 3 elements connectivities_key,distances_key,params
leiden dict 1 element params: resolution,random_state,n_iterations
umap dict 1 element params: a,b,random_state
leiden_colors list 11 elements #1f77b4,#ff7f0e,#279e68,#d62728,#aa40fc,#8c564b,...
prot
5805 × 46
AnnData object 5805 obs × 46 var
Matrix
.X
\n", " float32    anndata._core.views.ArrayView\n", "
Layers
.layers1 element
\n", " \n", "
counts float32 numpy.ndarray
Metadata
.obs1 element
\n", " \n", "
total_counts int64 863,957,899,835,820,643,822,776,406,923,909,1320,...
Embeddings
.obsm2 elements
\n", " \n", " \n", "\n", " \n", "
X_pca float32 numpy.ndarray 45 dims
X_umap float32 numpy.ndarray 2 dims
Distances
.obsp2 elements
\n", " \n", " \n", "\n", " \n", "
distances float64 scipy.sparse._csr.csr_matrix
connectivities float32 scipy.sparse._csr.csr_matrix
Miscellaneous
.uns3 elements
\n", " \n", " \n", "\n", " \n", " \n", "\n", " \n", "
pca dict 3 elements params,variance,variance_ratio
neighbors anndata.compat._overloaded_dict.OverloadedDict 3 elements connectivities_key,distances_key,params
umap dict 1 element params: a,b,random_state

" ], "text/plain": [ "MuData object with n_obs × n_vars = 5805 × 113187\n", " obs:\t'sample', 'well', 'leiden_multiplex', 'leiden_mofa', 'leiden_wnn', 'celltype'\n", " var:\t'highly_variable', 'gene_ids', 'feature_types', 'genome', 'interval'\n", " obsm:\t'X_mofa', 'X_umap', 'X_mofa_umap', 'X_wnn_umap'\n", " varm:\t'LFs'\n", " obsp:\t'mofa_distances', 'mofa_connectivities', 'wnn_distances', 'wnn_connectivities'\n", " 3 modalities\n", " rna:\t5805 x 16381\n", " obs:\t'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'leiden'\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns:\t'log1p', 'hvg', 'pca', 'neighbors', 'leiden', 'umap', 'leiden_colors'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " layers:\t'lognorm'\n", " obsp:\t'distances', 'connectivities'\n", " atac:\t5805 x 96760\n", " obs:\t'n_fragments', 'n_duplicate', 'n_mito', 'n_unique', 'altius_count', 'altius_frac', 'gene_bodies_count', 'gene_bodies_frac', 'peaks_count', 'peaks_frac', 'tss_count', 'tss_frac', 'barcodes', 'cell_name', 'well_id', 'chip_id', 'batch_id', 'pbmc_sample_id', 'DoubletScore', 'DoubletEnrichment', 'TSSEnrichment', 'n_genes_by_counts', 'total_counts', 'nucleosome_signal', 'tss_score', 'n_counts', 'leiden'\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns:\t'files', 'log1p', 'hvg', 'pca', 'neighbors', 'leiden', 'umap', 'leiden_colors'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " layers:\t'counts', 'lognorm'\n", " obsp:\t'distances', 'connectivities'\n", " prot:\t5805 x 46\n", " obs:\t'total_counts'\n", " var:\t'highly_variable'\n", " uns:\t'pca', 'neighbors', 'umap'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " layers:\t'counts'\n", " obsp:\t'distances', 'connectivities'" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata.update()\n", "mdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now write `mdata` object to an `.h5mu` file." ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [], "source": [ "mdata.write(f\"{data_dir}/pbmc_w3_teaseq.h5mu\", compression=\"gzip\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] } ], "metadata": { "kernelspec": { "display_name": "issue57", "language": "python", "name": "issue57" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 4 }