{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Processing chromatin accessibility of 10k PBMCs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Please see the first chapter where getting the data and processing RNA modality are described](1-Gene-Expression-Processing.ipynb)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the second chapter of the multimodal single-cell gene expression and chromatin accessibility analysis. In this notebook, scATAC-seq data processing is described.\n", "\n", "The flow of this notebook is similar to the scRNA-seq one, and we use rather similar data normalisation strategy to process the cells by peaks matrix. Alternative normalisation strategies are discussed elsewhere." ] }, { "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": [ "## Load libraries and data" ] }, { "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\n", "import anndata as ad" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import muon as mu\n", "\n", "# Import a module with ATAC-seq-related functions\n", "from muon import atac as ac" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the MuData object from the `.h5mu` file that was saved at the end of the previous chapter:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MuData object with n_obs × n_vars = 11909 × 134726\n", " var:\t'feature_types', 'gene_ids', 'genome', 'interval'\n", " 2 modalities\n", " atac:\t11909 x 108377\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval'\n", " uns:\t'atac', 'files'\n", " rna:\t10915 x 26349\n", " obs:\t'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'leiden', 'celltype'\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'celltype_colors', 'hvg', 'leiden', 'leiden_colors', 'neighbors', 'pca', 'rank_genes_groups', 'umap'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " obsp:\t'connectivities', 'distances'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata = mu.read(\"data/pbmc10k.h5mu\")\n", "mdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ATAC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we will only work with the Peaks modality and will use the ATAC module of muon.\n", "\n", "We will refer to the `atac` AnnData inside the MuData by defining a respective variable:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 11909 × 108377\n", " var: 'gene_ids', 'feature_types', 'genome', 'interval'\n", " uns: 'atac', 'files'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "atac = mdata.mod['atac']\n", "atac # an AnnData object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To filter and to normalise the data, we are going to use the same scanpy functionality as we use when working with gene expression. The only thing to bear in mind here that a _gene_ would mean a _peak_ in the context of the AnnData object with ATAC-seq data." ] }, { "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": 6, "metadata": {}, "outputs": [], "source": [ "sc.pp.calculate_qc_metrics(atac, percent_top=None, log1p=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(atac, ['total_counts', 'n_genes_by_counts'], jitter=0.4, multi_panel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter peaks which expression is not detected:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_var(atac, 'n_cells_by_counts', lambda x: x >= 10)\n", "# This is analogous to\n", "# sc.pp.filter_genes(rna, min_cells=10)\n", "# but does in-place filtering and avoids copying the object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter cells:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_obs(atac, 'n_genes_by_counts', lambda x: (x >= 2000) & (x <= 15000))\n", "# This is analogous to \n", "# sc.pp.filter_cells(atac, max_genes=15000)\n", "# sc.pp.filter_cells(atac, min_genes=2000)\n", "# but does in-place filtering avoiding copying the object\n", "\n", "mu.pp.filter_obs(atac, 'total_counts', lambda x: (x >= 4000) & (x <= 40000))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the data looks after filtering:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(atac, ['n_genes_by_counts', 'total_counts'], jitter=0.4, multi_panel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or on histograms:" ] }, { "cell_type": "code", "execution_count": 11, "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, ['n_genes_by_counts', 'total_counts'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### ATAC-specific QC" ] }, { "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": 12, "metadata": {}, "outputs": [], "source": [ "atac.obs['NS']=1" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching Regions...: 100%|██████████| 1/1 [00:02<00:00, 2.67s/it]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ac.pl.fragment_histogram(atac, region='chr1:1-2000000')" ] }, { "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": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Reading Fragments: 100%|██████████| 1000000/1000000 [00:05<00:00, 185853.88it/s]\n" ] } ], "source": [ "ac.tl.nucleosome_signal(atac, n=1e6)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"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": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ChromosomeStartEndgene_idgene_name
AL627309.1chr1120931133723ENSG00000238009AL627309.1
AL627309.5chr1149706173862ENSG00000241860AL627309.5
AL627309.4chr1160445160446ENSG00000241599AL627309.4
\n", "
" ], "text/plain": [ " Chromosome Start End gene_id gene_name\n", "AL627309.1 chr1 120931 133723 ENSG00000238009 AL627309.1\n", "AL627309.5 chr1 149706 173862 ENSG00000241860 AL627309.5\n", "AL627309.4 chr1 160445 160446 ENSG00000241599 AL627309.4" ] }, "execution_count": 16, "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": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching Regions...: 100%|██████████| 1000/1000 [00:30<00:00, 32.72it/s]\n" ] } ], "source": [ "tss = ac.tl.tss_enrichment(mdata, n_tss=1000) # by default, features=ac.tl.get_gene_annotation_from_rna(mdata)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 10069 × 2001\n", " obs: 'n_genes_by_counts', 'total_counts', 'NS', 'nucleosome_signal', 'tss_score'\n", " var: 'TSS_position'" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tss" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ac.pl.tss_enrichment(tss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalisation" ] }, { "cell_type": "code", "execution_count": 20, "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." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One is [latent semantic indexing](https://en.wikipedia.org/wiki/Latent_semantic_analysis) that is frequently used for processing ATAC-seq datasets. First, it constructs term-document matrix from the original count matrix. Then the singular value decomposition (SVD) — the same technique that convential principal component analysis uses — is used to generate LSI components. Note that there are different flavours of computing TF-IDF, e.g. see [this blog post](http://andrewjohnhill.com/blog/2019/05/06/dimensionality-reduction-for-scatac-data/) about that.\n", "\n", "TF-IDF normalisation is implemented in the `muon`'s ATAC module:\n", "\n", "```py\n", "ac.pp.tfidf(atac, scale_factor=1e4)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we will use the same log-normalisation and PCA that we are used to from scRNA-seq analysis. We notice on this data it yields PC & UMAP spaces similar to the one generated on scRNA-seq counts." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] } ], "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": 22, "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": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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6NeRrnKA8XKrKbbfdxve///1znouLi8NbvveT8wPU1dXxz3/+kx49egTs/9BDDzFv3jxyc3OZPn0669atY/To0U0aj4m6ShFJxtcwRUQuByradkjGGNNx1Zu7LCIPNHRrzUEa09oyMzPJzs4mMzOz8Z0bMWPGDJ5//nk8Hg+VlZU899xzzJgxg169eoWVI5yRkUFpaakbPNfU1LB79+5GXzd9+nT+/Oc/A7B+/XqOHTsGwKc//WmeeeYZjhw5AsDRo0c5cOBAg8eaPXs2v/jFL9zHb731FgAffPAB48aN45vf/CaTJk1iz549jY7LtLpv4E23GykiW4AngfvbdkjGGNNxNZS20cv3NQOYhPfiC3AtsD2agzKmrSUmJkZsxvmyyy7jy1/+MpMnTwbgjjvucIPy6dOnM3bsWD7zmc8wb968kK+Pj4/nmWee4f7776eiooLa2lq+9rWvMWbMmAbPu2TJEnJycnjqqaeYOnUq559/Pr169SIlJYXvfe97zJ49m7q6OuLi4njssccYNmxYvcf6+c9/zr333ssll1xCbW0tM2fO5Fe/+hU//elP2bBhAzExMYwZM4bPfOYzzfwumWhR1TdEJAvvtVyAvapa08bDMsaYDkvUt5q/3h1E8oF5qnrS97gX8LKqzmyF8QWYOHGi7ty5s7VPazq49957j4suuqith9Hqzpw5Q7du3YiNjWXr1q3cc8897oyxCV+ofz8i8oaqTmyjITWJiHwArFBvxz9n20uq2i6Litt13hjTXtR3rQ+nw+BAoNrvcbVvmzGmHSsuLuZzn/scdXV1xMfH87//+79tPSTTNmqAK0VkCnC3qlYDg9t4TMYY02GFEzw/CWwXked8j68HVkdtRMaYiBg1ahQFBQVtPQzT9jyqeouIPAi8JiI341s8aIwxpukabXaiqv8FLASO+W4LVfW/wz2BiDwuIkdEZJfftqUiclBE3vLd5jZn8MaEq7H0JGNC6ST/bgRAVZcD3wbWA1ZT0BhjmincToGJwAlV/RlQIiJpTTjHE8DVIbb/RL1tYseram4TjmdMk/To0YPy8vLOEgiZVqKqlJeXn1OerwP6jnNHVfOAOcDKthuOMcZ0bI2mbYjIEmAi3pXaq4A44PdAWKUIVDVfRIa3YIzGtMiQIUMoKSmhtLS0rYdiOpgePXp02MYvIjJaVfcAB0XksqCnX2qLMRljTGcQTs7zDUAm8CaAqn7kq7jRUotE5EvATuAbqnos1E4ichdwF0BqamoETmu6mri4ONLSmvLHEmM6hW8AdwI/DvGcAp9q3eEYY0znEE7wXK2qKiJOd6qmtTML7X+AR/BewB/Be3H/SqgdVfU3wG/AW8IoAuc2xphOT1Xv9H29sq3HYowxnUk4wfOfReTXQF8RuRNvkPvblpxUVQ8790Xkf7E/IRpjTESJyGcbel5Vn22tsRhjTGfSaPCsqj8SkauAE3jznr+jqn9vyUlFZJCqHvI9vAHY1dD+xhhjmuzaBp5TwIJnY4xphnAWDD4MPOEfMIvIXb50ikaJyBpgFpAiIiXAEmCWiIzHewHfD9zd5JEbY4ypl6oubOsxGGNMZxRO2sZ9wK0iskhVN/i2/T98eciNUdWcEJt/F+b4jDHGtJCIzAPGAG7dPVX9btuNyBhjOq5w6jwfBD4D/EBEFvu2SfSGZIwxJlJE5FfALXgnQgS4GRjWpoMyxpgOLKwmKapaDGQBF4vIX4CEqI7KGGNMpExT1S8Bx1R1GTAVuLCNx2SMMR1WOMHzTgBVPe3LodsIxEdzUMYYYyKmyvfVIyIXADXAoEgcWEQeF5EjIhJy0beIzBKRChF5y3f7Tqj9jDGmI2k0eHZqhfo9fkxVR0RvSMYYYyLoJRHpC6zA2+xqP7AmQsd+Ari6kX1eU9XxvpvlWRtjOrx6FwyKyJ9V9XMi8g7eqhgBVPWSqI7MGGNMi6nqI767fxWRl4AeqloRoWPni8jwSBzLGGM6ioaqbfyb7+s1rTEQY4wxkSci3YB5wHB813wRQVUfbaUhTBWRt4GPgH9X1d2tdF5jjImKeoNnp4mJqh5oveEYY4yJsBeB08A7QF0rn/tNYJiqnhKRucDzwKjgnUTkLuAugNTU1FYdoDHGNFVDaRsnCZGugbfUkapq76iNyhhjTKQMaas0O1U94Xc/V0R+KSIpqloWtN9v8PUOmDhxYqjfO8YY0240NPPcqzUHYowxJipeEZHZqrq+tU8sIucDh1VVRWQy3kXq5a09DmOMiaRwOgwCICLnEdidqjgqIzLGGBNJ/wSeE5EYvGXqIvbXQxFZA8wCUkSkBFgCxOE9wa+Am4B7RKQWb8m8W1XVZpaNMR1ao8GziMwHfgxcABzB25nqPbytXo0xxrRvj+JtjPJOpANXVc1p5PmVwMpIntOYtlBWVsaqVatYuHAhKSkpbT0c08bCaZLyCHA58L6qpgGfxjuTYYwxpv37ENhlM77GNN+qVat48MEHWbVqVVsPxbQD4aRt1KhquYjEiEiMqm4QkZ9Ge2DGGGMiYh+wUUReAc44G1uxVJ0xHd7ChQsDvpquLZzg+biI9ATygT+IyBGgMrrDMsYYEyFFvlu872aMaaKUlBQWL17c1sMw7UQ4wfN1eGuEfh1YAPQBrMWqMca0c74GKReq6oK2HosxxnQWjQbPqloJICK98RbbN8YY0wGo6lkRGSYi8apa3dbjMcaYziCcaht3A8vwzj7X4StzBIyI7tCMMcZEwD5gi4isxS/lznKejTGmecJJ2/h3YGxwRyhjjDEdwge+Wwxgza+MMaaFwgmePwA80R6IMcaYyFPVZQC+hd+o6qm2HZExxnRs4QTP3wJeF5FtBJY5uj9qozLGGBMRIjIWeAro73tcBnxJVXe36cCMMaaDCid4/jXwD+AdvDnPxhhjOo7fAA+o6gYAEZkF/C8wrQ3HZIwxHVY4wXOcqj4Q9ZEYY4yJhiQncAZQ1Y0iktSWAzLGmI4snPbcr4jIXSIySET6O7eoj8wYY0wk7BORh0VkuO/2n3grcBhjjGmGcGaec3xfv+W3zUrVGWNMx/AVvOVGn/U9fs23zRhjTDM0OPMsIjHAQ6qaFnSzwNkYYzoAVT2mqver6mW+27+p6rG2HlckeTwetmzZgsdjhaHaQllZGStWrKCszCramq6hweBZVesAa+ZujDEdlIhcKCK/EZH1IvIP59bW44qkgoIC8vLyKCgoaOuhdEmrVq3iwQcfZNWqVW09FGNaRThpG3ki8u/AnwjsTnU0aqMyxhgTKX8BfgX8FjjbxmOJioyMDD744AM8Hg8ej4fExMS2HlKXsnDhwoCvxnR24QTPt/i+3uu3zXKejTGmY6hV1f9p60FE0969eykqKqKoqIjExESmT5/e1kOKuLKyMlatWsXChQtJSUlpV+dKSUlh8WL7I7XpOhoNnlU1rTUGYowxJipeFJGvAs8R2Oiq0/z1MDMzk5qaGlSVzMzMth5OVDipEUDUA9XWPJcxHVGjwbOIxAH3ADN9mzYCv1bVmiiOyxhjTGTc5vvqHwV1qr8eJiYmMnny5E6d89yaqRFtlYbRmrPrxrREOHWe/weYAPzSd5vg22aMMaadC1EtqVNWTIr0osH2VkHCSY1ojaCyNc/lzxYemo4inJznSap6qd/jf4jI29EakDHGGNNUTrpGpNI2LHWh9dnCQ9NRhBM8nxWRkar6AYCIjKCTrtg2xhjTMUV6oWBDgZylF0SHLTw0HUU4aRuLgQ0islFENgH/AL4R7glE5HEROSIiu/y29ReRv4vIv3xf+zV96MYYY4xXpBulNJS6YOkFxnRtjQbPqvoqMAq4H7gPyFDVDU04xxPA1UHbHgJeVdVRwKu+x8YYYyJMRF4NZ1szj33O5EjQ8yIiPxeRQhH5PxG5LBLnDaU1G6UsXLiQ5cuXW3pBkPaWJ25MtIQz8wzeRYJjgfHALSLypXBPoKr5QHBJpOuA1b77q4Hrwz2eMcaYxolIDxHpD6SISD/fX/z6i8hwYHCETvME506O+PsM3smXUcBdRHGxeUZGBunp6WRkZETrFK62WlDX3tmMvOkqwilV9xQwEniLT3KdFXiyBecdqKqHfPc/BgY2cP678F50SU1NbcEpjTGmS7kb+BpwAfCm3/YTwMpInEBV833BeH2uA55UVQX+KSJ9RWSQ3/U/IjweD+vWraOwsJDhw4dbUNtGwl3wZznjpqMLZ+Z5IjBdVb+qqvf5bvdHagC+i6o28PxvVHWiqk4cMGBApE5rjDGdmqr+zNfk6t+DytRdqqoRCZ7DMBj40O9xCSFmvUXkLhHZKSI7S0tLm3ySgoICCgsL3ZnnSOY+m/CFOyMfaoa6JSkfwa+19BETbeEEz7uA8yN83sMiMgjA9/VIhI9vjDHG69cicr+IPOO7LfI1v2o3WjpJkpmZSXZ2NjfccAN79+6NWu6zBWVNU9/3K1TOeEtSPoJfa+kj0RHpRbkdWTil6lKAd0VkO4GtXee34Lxr8Xa9+oHv6wstOJYxxpj6/RKI830F+CLe3OM7WuHcB4Ghfo+H+LZFlH+ZukjXe/bX2Wo/Rzt9or7vV6iSdC2p8ey8Zv78+axYsYL58+c3+1imfs6iXCCiZSE7onCC56UtOYGIrAFm4V20UgIswRs0/1lEbgcOAJ9ryTmMMcbUqy0bXa0FFonI08AUoCLS+c7BIlnvOTi47GxNPKL9YaAp36+W1Hh2XrtixYpO9eGmvYnmB9OOpt7gWUREvTY1tk9DJ1DVnHqe+nSYYzTGGNN8UWt0Vc/kSByAqv4KyAXmAoWAB4hK1OnxeNi2bRs1NTXExcUxZcoUEhMTW3zc4OCyszXxiPaHgdb+foV6P7Y4MXIi3YioI2to5nmDiPwVeEFVi52NIhIPXIE33WID3lJFxhhj2ien0dU+QIBhRCiIbWByxHlegXsjca6GbNu2jfz8fPdxfHx8RH7Jt4eZ5mgGf/7BbXsNMpsyrlDBemdLtTHtQ0MLBq/GOzuxRkQ+EpF3RaQI+BeQA/xUVZ9ohTGaRtgiFmNMfSLQ6Krdq6mpce+npqZG7M/K0ajn3NTrtRP8rVy5MuTrInX9j+Yiu5aMsaXjsoY2JhrqnXlW1dN4F5j80rcyOwWoUtXjrTQ2Eyb7ZG2MacQEYDjea/54EUFVW1Krv90677zzKCgoIDMzs97UjVCzma018xru9doZj7P4rbKykgcffJDKykqSkpLccUbq+h/NWfaGxtjY972l46ovdaSsrIyVK70VGxctWtSuZttN+xfOgkFUtQaI6iIP03zt4U+Lxpj2KUqNrtqV+Ph49355eTk7d+5k//79jBs3jm9961s8/PDDvPbaa+418rbbbiM3Nxf4JJhrSYDXFA1dr/3PEzyesrIykpKS3CDa2d6c63+o9xPN/OSGxthY8B+tca1atYply5YBkJSUFPWJp/aaFmOaJ6zg2bRvnW0RizEmoiYCFze2uLsjGzlyJO+88w4jRoxgypQpbrfBf/zjH+Tm5rJv3z727Nnj7p+bm8vcuXMDgrn6AryysrKQwXZzhbpeO4FVZWUly5Yto7KyEoAlS5a443Fe5wTRwdtDHa++QK21/1rZ0O+otlrkt3DhQvf73NSJp+aMz/5C3LmE0yTFGGNMxxWNRlftyoYNGzh69CilpaXs3buXmTNnkpqaSlJSEunp6fzkJz9h+fLlzJ8/n8rKSpYsWcLq1asDAp/68ptXrVoVEGxHshOe/zmcwGr58uUALFu2jKSkpHPGE04edmN5wtHMA27q9yfU+wkefzTW9aSkpLB06VKWLl3a5AC9OXnYlnvduTQ68ywiSXhznetE5EJgNPCKL5XDGGNM+xaNRlftSkpKCkVFRZSUlHDgwAHS09MpLi7mjTfeoLCwkHfeecetA7xs2TKWL19OSkpKvTOI/tvnz5/P+vXrGTNmDPBJ4LRx40YeffRR1q5dG/YMpP9r/YN35xwej4dFixYBBMwuN1VjqRzR/GtlJGZYg8ff3mZtm5MqE+p77vF4Gs3PN+1TOGkb+cAMEekHrAd2ALcAC6I5sPbK8paMMR3M0rYeQLTFxnp/lZ09e5aYmBgmT55M3759UVWmT59OZWUle/fupbS0lOzsbHcRnhOUNbQIDyAvL4+8vDwGDBjAwoUL2bhxo5vG0ZR0Dv/Xrlq1yn3N2rVrA86xePHiFgWJrZHKV9/vwuBuf835XRk8/va2ridS31/r2NdxhRM8i6p6fN0Af6mqy0XkrSiPq91qb5+AjTEmlEg1uupo6urq+Oc//4mqIiIkJiaybNkytmzZ4gYqa9eudRfbVVZWus85M8L+wVp5eTnr168nMzPTDQRXr17NypUr8Xg8TJo06ZxA0b9ShjMzDd7fH48++iizZs06J9+6ufm3rS04PxtCt96OZLe/hoLVjjyhZR37Oq5wcp5FRKbinWl+2betW/SG1L5Z3pIxpoPYICL3iUiq/0YRiReRT4nIarzNrjq82tpa936PHj1ISEigqKgoYJ+amhp3Rre0tJSlS5dSXl7Ojh07yMvLIz09ndzcXFauXOm24l61ahVr1qxxZ4T9K1MkJSWxYsUKkpKSWLt2bUAOrDPJsmjRIrdGs7NtzZo1VFZWsnLlSsrKytzgb9GiRSxduhSgWfm9/nnBwfed3N6GjhluXnFwfnZ9vwtb63dla+RHh6M553U69oWTsuHxeNiyZQsej6clwzQREs7M89eAbwHPqepuX2vXTlVgvymssoUxpoO4GvgK3kZXacBxIAHvpMl6vI2uCtpueJHz0UcfufdPnz7Nhx9+CED//v25/vrr3ZnlWbNmkZSU5AZ/O3bsIDc3l7S0NLfRypYtW9yA9sEHH2TJkiUhg8BQqQT+KQsbN27k/PO96zSdXGb/WW7w5jUDATO09f1103+GFTjnvn+lDud9AQEzxPWVZAuuKOJ8cAg1m+v/vuvLE09JSWm17oXtJT862ue1FI/2pdHg2fcnv00ikuh7vA9vpypjjDHtVFdudFVXV0d6ejoDBw5k9uzZTJs2zX3OWZyXmZnJZz/72YAydv369SMvL89Nudi4cSM5OTlkZGScc47giRT/+2vXriU3N5f09HTAO8PozFY7s9w33HBDg6XygoP14DxsZ+HhpEmTWLZsmRvkV1ZWBlQHcRqBZGdnu8cMDmaDK4rUt7Ax1PsONb7WbJHdXvKjo33eaKR42ILFFlDVBm/AVOBdoNj3+FK8uc+NvjbStwkTJqgxxrQ1YKe2wTWwK9yac51//vnndenSpe7tscce03/84x96ySWXKKB9+/bV9PR03bp1qy5ZskQBXbJkiS5fvlwBTUhIUEAnTZqkc+fO1T179rjPOfuVlpYGnLO0tNTdXlpaqkuWLNElS5a4j7OzsxXQ7Oxs97WlpaU6d+5cBXT58uUhj1Wf4PM5x8nOznbP29i4HM57mzt3rruf//nrG2dDGnoPzX2uM6usrNTNmzdrZWVlmx1/8+bNunTpUt28eXNUxtAZ1HetDydt46fAHGCtL9h+W0RmRix6N8YYY1qgtLT0nMelpaXccsstfPzxxxw5coTjx49z8803c9111wGfpFI41S+Sk5OJjY0lNzfXXdAXajGhMwvrX6lj48aNbNrkXZfppEZkZmaSl5fnzhQ6CwofffRRALfiR/CxkpKSmD9/PmvWrAE+aR0dPMO6evVqN9Vi9uzZ5yxU9E/lcErzOUJV/Qhe9Ld69eqA1BB/Te1Q2NBz/rPSDaWLNFd7XVDY0jSMxmaNwzm+LVhsvnDbc38oIv6bzta3rzHGGNOa/BcMOuLi4qipqWHu3Lk88cQTAJSUlPDSSy8F7DdmzBjee+89ioqK2Lp1KzNnzuSll17iwIED7N27l7y8PEaPHn1OeTknrcPj8biBc3JyMjNmzGDFihXuwi6PxxOQTwy4AbpzLCdAdVpv/+Y3v6GwsBAIzFMuKytz0zAWLVp0ToDrn26Rm5tbb752Y8Gxs09rBLzOhxRnEWWoCh7Oew+V893YOcNJGWmLALulgWtjwbFz3IyMDLZs2RIyyHYWLJqmCyd4/lBEpgHqy5v7N+C96A7LtFft9VO8MSa0rtDoKlQFAmcBoFMDOiYmhrq6Og4cOADA5s2beeaZZwKqcmRnZ1NZWcnWrVvJz88HcDsU/vjHP+bAgQMsXbqUq6++mi9+8YsUFhYyZswYFi9ezHPPPUdhYSEPP/wweXl5zJzp/QOtE4BnZ2e7M+RLliwJKG9XXl7Oxo0befjhhwMW+2VlZQUEt6tWrXKDyy1btrBmzRo3ePXvnpiTk+POnje0qK++BYmNXdv983vrq5UdLicXvKHFmYAbWDvnCfec4eQit8Uiw5YGro0F387x/ReoWqAcOeEEz/8P+BkwGDiId5X2vdEclGm/rM61MR1Op290NXjwYHfRXzBVpVu3bvTv35/S0lIGDx5Menq6O1sMkJqayi233MJnP/tZ5s2bB0CfPn2oqKigsLCQH//4x24TE4Ann3zSDbo3bNjAvHnzeOqpp3jkkUfcChtDhgxh9OjRfOMb33CDmBUrVgAwYMAAysrKeOyxxygtLeWJJ56gtLSUHTt2sHbtWk6dOkV+fj5jx45160knJiaSk5PD+vXr3bGsXLnSDbad2er09HRycnJCztz6z4DXt6ivtLSUbdu2ISL8+te/bnSxZPCseahjNxaY11fBw5//TL7ThbGhc4Yaa33jCRVgt5eJovrSMxoLvp3XOT+/zpaa0daLHcOptlFGJ7rIRlt7+Q8XLe2t05MxplGdvtFVcXFxvc9169aNs2fPurO+Bw8e5Prrr+fDDz/k1KlTHDlyhOLiYjweD5///Oc5evQoPXr0oGfPnlRUVADe2tGJiYluAJecnMzhw4fxeDzs3LmTnTt38stf/pLS0lJGjBgBeGe2i4uL+cIXvsCtt95KXl4ew4YN48iRI5SWlrJu3TqWLFnCk08+SWlpKbGxsZSWlvLQQw8RHx8PeGetH3vssYD3s2bNGjd1o6yszC2156R5FBYW8sADD/Dyyy+7+zj5z7m5uYwePdpNLfH/PeVc09evX+/OujvHaej3mhOclpWVndNSPLihSqjqHcHqO5cTIPkHSjk5Oc1qYx48CRQqwG7qRFG0fvc3Nze6s5e2a/P3F2oVof8NGAD8B/Ab4HHn1tjronHrCNU2nFXM4a5QNsZ0PHSgahtAAd6qSf8Exvi2vdPW46rv1pzr/LJlywKqbfjf/v3f/10B9xYbG6tjx45VQHv16uVu79evX8B+eFMVFdC4uDgFtHv37pqZmal9+vRRQPv06aMXXXSRduvWLaBqB6BTp0517zuvd24JCQn62c9+VtPS0txtEydOVEBTU1PdKhp79uzRJUuWaFZWlgJ677336ty5c3Xr1q26fPlynTZtmgI6bdo0Xbx4sU6bNk2zsrJ0z5497vfGv2qIU0EjuJKGf8WLrVu3ampqqg4ZMkTvvfde3bNnT4P7NyTUuUP9bvT/vVlflRP/cwZXC2lMqGoiweMPZ59w3mukf/c3typHtKt5tLXWen/1XevDSdt4AXgNyMMWCobk/4nTZmaNMe3M1+jkja5iYmI4ezb0r6cePXoEPK6trWXXrl0AnDx50t1+7NgxunfvzpkzZ9xt3t+dn+RPnzlzhr1797oz0BUVFe7sNEBVVRUjRoxg1qxZvPfee4wfP55du3ZRU1Pj5lw7+z377LPu6/r27csll1xC37593dk058/tW7ZsYezYscyaNcvNX33//fcpLCxk6tSpgHfmbcCAAbz++ussWbKE3/3ud2zbto0pU6Zw++23u62/ndbg8+fPD2gR7r/QcNKkSe5M/mOPPUZRUVFADWj//YF6FzMGp0OUl5cDnDPrXVZW5uZq+//edFIy/Ger/fO7g6uFNCTUeJ0Fis5Yw5mNDtYav/ubmxsdrcWAbZ0u4WjrxY7hBM+JqvrNqI+kAwv+T2e5wMaY9kK7QKOr+gJnwA0cw+EfONcneHGiiLhBNsC+ffsoKyvjxIkTAfvV1dXRo0cPTp8+DUCvXr3o168fxcXFHD9+nMcff5y+ffsyZMgQSkpK+OMf/0hubi5FRUXuAsRx48YB3sC6sLCQK6644pxmK5WVlW5utZN+sW3bNvLz89m4cSPPPPOMu9/y5cvd12VlZZGbm+sugNy+fTuTJ0/m9ttvZ9KkSe5+ZWVllJaWkp2dzfz5889JzYDQnQydxjHV1dXk5eVRWlrKgAEDQpbTc9JAnHxuJ0D2/11bX7UQ/3J9Trm/nJwcILALYfBYGwp+60vJiOTv/saC0uYGrZEOdts8XaKdCCd4fklE5qpqbuO7dk0222yMaa9EZCrwO6AnkCoilwJ3q+pX23ZkraNXr16N7hMcADdF8OtiY2PdwNl/thlwA2fwzno/8MADlJWV8fjjj1NVVcXx48c5e/Ys3bp149ixYxw7dozY2Fhqa2vJz88nPz+f7OxsrrnmGl599VUmTJjAk08+yfz580lOTga8gWJZWRl//OMfOXbsGAUFBW4QvWnTJmbMmMGnP/3pc3KpneogiYmJJCUlsWnTJpKSkkhOTnarW3g8HreqCHgDYsCtlLF48WIKCgrcGtb+waUzW5yWlkZeXp4b0C9evPicChtOsPrwww+7rw2eoW6s06EzMw3nBvNOeTyAUaNGsXz5cr7yla+wePFiPB4PW7ZsISMjg71795KZmcmqVatYunQpNTU1fO1rX3ODUP/f/Q0FqeEEsI0Fpa2Z+9zQeK02tFc4wfO/Af8hItVANSCAqmrvqI6sHQv+FBrOn3eMMaaN/JQu3OjKSbloSHMD51D8a077B87BevXqRUlJCX/729+oqqpyFyT6p5I4x0tISKCqqgqAvLw83njjDY4dO8a9995LeXk5O3bs4HOf+xyPPfYY69evZ/r06Rw7doz09HTOO+88hg0bxnnnnUdZWRl79uwJOcM+atQo4uPj8Xg8blWP3NxccnJyWLlyJZWVlfzhD39wA2en3bdTZi8nJ4c1a9aQl5fHmjVrWLp0aUBwuXLlSnJzc91gubS0lPz8fBITE+tdrDd37ly3JjYQsuFLMOec8+fPd2fMQ9W5Xrp0qZsGs3nzZs6cOcM999zjlhbcv3+/+14XLlxITU0NNTU1FBQUuEGo/+9+51jV1dXEx8cHBJ6RaFjS3KC1Oa9raLxtnS7RXoRTbaPxj+1djJVrC09nrzxiTEehUWp0JSJX4y1l2g34rar+IOj5LwMr8JY5BVipqr+NxLnD5dR5bm9OnjzJ7373O/exMyvdu3dvqqqqqKmpYezYsRQXF7sz2X379uX48eMcO3YM8JbDA29HxT/+8Y+AN7j+4IMPGDFiBIWFhW4A2K1bN6ZOncrx48fdah6TJk0iISGB/Px8/vWvf5Gfn+8GTQ4nGN6xYweFhYWkpaWRmpoakN+cl5fHmDFj2L59O/BJaot/JY4tW7YAuMFyWVmZG1yWlZWd0wEROCc3W1W59NJLKSsrc2eFg2dG/QPaBx98kIKCgnrTIGpqapg4caL7F4J169Zxww03AN7yheBNkUlJSeFrX/uaOxsbirO9pqbmnMAznAC2saC0NXOfbXa5cY1eVcR7xV0ApKnqIyIyFBikqtujPrp2qr2kaUQzOI3Ese1DhjHtQlQaXYlIN+Ax4CqgBNghImtV9d2gXf+kqotaer7mCvrQ0K707NmT06dPU1tb685S++dKv/vuu+52EeH48eMBr3/77bcZPHgwCQkJbkDdvXt3twb1iBEj2LdvH+DNxXbuO/sePnyYwYMHM3Xq1IAZeqd5zLRp0zhy5IhbEm/06NFce+21rFixwg2onUBx8+bNbN26NeT7XLVqFXl5ecydO5ecnBx3waCTDhLcRbG+Ri6TJ09m06ZNfPTRRxw4cIDq6mquvPLKc87npB1UV1e7KSvBAWRBQQGbNm0iOzube+65h3Xr1jFnzpyA5iKFhYUMHz6clJSUsINbj8dDXFycG3g2J+e4rRflNSXgbuuxhiMaYwznI/kvgTrgU8AjwCm8F8xJDb2oM2svaRqNdXZqSQAcicC3vXzIMKaLi1ajq8lAoW8BIiLyNHAdEBw8m3qcOnWqwef90z5UlR49etCnTx8OHz4MeGfVDx70Tuo79azPnDnj3nfSHZygGWDYsGH06tWLwsJCiouLA2pkO+khRUVFzJw5k48++iggTSMvL49bbrmFJUuWuGkKTk62/z7PPfcct99+O8nJySxfvpzt27ezePFiHnzwwXNae1dWVlJaWsqDDz7oBjb1teh20mucryISMjBy0g6ysrLIzs4OOYPqP7uamJjIDTfcEDBLXVNTw8yZMwPaWzvHzszMxOPxuAF3cD1q/8CzOTnH4b6mPQSuHWEBYTTGGE7wPEVVLxORAgBVPSYi8RE5u2mR4M5OwUF0SwLgSAS+7eVDhjFdmUav0dVg4EO/xyXAlBD73ejLsX4f+Lqqfhi8g4jcBdwFn/y5vLNrziLF06dPByw6jI+Pp3v37lRWVtKvXz/KysqAT6qPvPHGGwwdOpR9+/YxePBgBg0axNGjR91SfY5evXpx8uRJqqqqSEpKorKykiNHjlBYWEhCQgKFhYUsWLDAnVndvn07mzZton///hw9ehSADz/8kEGDBtGnTx8KCwtZtGgR06dPdyt/xMXFUVVVdc6iv6SkJDdYBm8AHty+3AlOp0yZQnx8fMBivlCBUXDaQTgd+vyPA97Flenp6YiI243Smcmurq4O+GCxYEH9/72akwIR7msiHRQ2JxjvCCke0RhjOMFzje/PcwogIgPwzkSbNhbc2Sm4VWlLAmALfI3pHHzX7DuB4fhd81X1K61w+heBNap6RkTuBlbj/StmAFX9Dd5GXPiahXR6kVik6F82zwmc/RUWFlJZWUmPHj04ePDgObPUjpMnTzJ16lSKi4v56KOPAG93Q/DWpM7OziYnJ4cHHnjArWAB3g86R48epV+/fpSUlFBSUuI+V1lZyYYNn5QTz8jI4Lvf/S5DhgwhNjbWrfGckpLCkiVL3MAtLy+P2bNns3bt2oAZameW1wkSExMTA9pPZ2RksGHDBkSEsWPHuucNN8DMzMykpqaG6upqxo0b5y4YvOCCC9zZayenW0SYM2cOgPvV/2fS0tngcNMmIh0UNicY909XcWbo21v6RjQWOYYTPP8ceA44T0T+C7gJ+M+IjsIAzU+zqK89qgXAxhii1+jqIDDU7/EQPlkYCICqlvs9/C2wHNNqnHJs/rPVEFgXOyEhgfPPP5+LLrooIGdZVenXrx/Hjh3j+PHjzJkzhwMHDhAfH091dTUAffr0Yfny5cyYMYNvfvOb7N+/n+LiYkaMGOEeKzs72w2udu/ezZAhQzj//PMDyukNHz6cUaNGceedd/LnP/+ZCy+8kNjYWH74wx+6gXPwLG9woLdhwwY3v/ngwYPu/pmZmVRXV1NZWcnf//53YmNjmTJlyjkBXmJiInFxceTl5REfH++mcTjBoPNBZebMmUyePJnExMSAGef68qxbMjvcWCDenKAwWmXoOkL6RiSFU23jDyLyBvBpvGXqrlfVFi826Shas2JES/OMLVg2xoQQrUZXO4BRIpKGN2i+Ffi8/w4iMkhVD/kezicCCxXNufybrzSVk+PsvxixZ8+ezJ8/n1deeQWAnTt3us85gXNiYiLXXXcdd999NwDf/va3ef311wFvvvA777zD6NGjSUxMJCcnh6997Wtua2OnCYyzcPHYsWPk5eWRlpZGbW0tb731FuANvFNSUpg5cybHjh1za1F7PB6qq6vJyspyc5KdvOsRI0YwZ84chg8f7gaI8fHxbkALUFJSwpAhQ84JooPzoKdPn05ZWRnPPfccAwYMYOvWrWRnZwe8xglGa2pq2LRp0zl51u0tII1WGbqOkL4RSeFU2+gPHAHW+G2LU9XGi2d2Aq1ZMSKcNAsr/2aMaaKoNLpS1VoRWQSsw1uq7nFf++/vAjtVdS1wv4jMB2qBo8CXIzmGlrj00kuZP3++W43DaU7itNKOiYlBRDh69Ci9evWiW7duiAhHjhzhmWeecdtNtwfNDZz9+bcnP3XqFC+99BInTpwImZudmJjI9ddfz4kTJygoKABg69atfPzxxwwaNIj4+HgmTJgAwNGjR/nRj35ESkoK6enpjBkzhqKiIjdw7tGjh1th5Pzzz2fo0KF4PB7Ky8s577zzePLJJ6mpqaG8vJz33nuP4uJid3Y3PT2d6upqtm7dytSpU5k2bRqHDnk/q/kHgU5KRk1NDYcOHXIrj8THxzcaLDqz3tXV1aSnp7tpIg6n2cvUqVPdoLmh3OrG+M8MRyMgjVaQ29XqP4eTtvEm3j/NHcM789wX+FhEDgN3quob0Rte22ssoI1kMBvOzHG0g3kLzo3pdKLW6MoXkOcGbfuO3/1vAd9q6Xmi4brrriMmJsZ97Nzv3r17wH7B18FBgwZx772hi5WoKiJCRUUFvXv3drfV1dXx3HPP8d577W/ivW/fvsydO5ekpCReffVVpk+fTmlpKarKzp07ueyyyxg0aBAvv/wySUlJFBcXM378eC688EI3naG6uvqcTo5O0N2/f3/69+8PwODBgzl48CAej8edLT99+rT74SQtLY0jR44gIuzcuTOgpjXAxx9/TFFRESNGjCAtLc0Nah2HDh2iqKiI3NxcbrrppoD0hMmTJ7Nt2zZSUlI4e/YsgwcPDqik4eRQBzc6cXKa+/Xrx44dOxg8eLBbxcR5n5EUPDPsLIqMVC5xVwtyoyWc4PnvwDOqug5ARGYDNwKr8JaxC7W6utNoLKCNZjDrBLLz589n7dq1LFy4MOrl36w2szGdizW6ijz/oDuUfv36nbPt5ptvpqqqChEhJiaGmpoakpKSqKurQ1U5c+YMPXr0cPevra1l9+7dvPrqqwELAxsyYsQIbrzxRk6dOkVsbCz5+fnMnDmT2tpa+vXrx8svv0zfvn1JTExk0KBBdOvWjb59+5KUlATA5z//eWJjYxk5ciQA48aNo2fPngDcf//9XH/99fzpT3+ioqKC8vJyYmJi3FSNYP6z1UOGDOH48eOUl5e7s+Q9e/bksssu4+OPP3ZL6T3//PN4PB769evH1KlTqaqq4tixY/Ts2ZP+/fu7NZ337dvH1KlTGTlyJJWVlRQXF3P48GFSUlIoKipi0KBBbhBaU1NDXFwcNTU1AakbF154odtNED4JVOHcRic33HADzzzzzDnvC7y1p+Pi4qiurg54TXMXDoaqFNKVcok7inCC58tV9U7ngaquF5EfqerdItK9oRc2RkT2AyfxLmKpVdWJLTleaysrKwsouxNpTiC7ceNGcnNz663n3BSNzSxbbWZjOhdrdNU+xMTEuEEq4AbKTiAeFxcXsH9sbCwTJkxg/PjxiAh1dXXU1NTQvXt3Tp8+Tffu3RERTp8+7S7i69GjR8B5gmfXgx876urqiImJOacboxM4gzdofOWVV4iPj2fAgAFhvefY2Fh69+7N6dOnz6lp7XQYrKmpoWfPnsTExHDixAkSExM5duwYpaWlXHDBBYC3HvapU6fYsGGDGyCLiFsBIy0tzQ3AZ86cybhx49i1axdTp06lqKiI4uJipk6d6n6Q8G9iAt6qIX/4wx/cnOqxY8cSFxdHRkYGGzdupLi4mKKiItLT05kyJXC+0L/ahDNbDd523a+//joej4errroqrO+X//EcjaVZtIdaz11ROMHzIRH5JvC07/EtwGFf+bpIlKy70leHtMNZtWoVy5YtY/ny5VFJcQhuURpciq45GptZDp5pj0Qah6WCGNOmrNFVB9atWzeAgOA2OKcWQrchDw6U65sxb2wm3XH69OmAHGj/Ji71Hffo0aPue/DfnpiYGNCgJSkpiX79+jFt2jTy8/M5fPgwPXr0IDU11c1VLioqciuFlJSUuF0NBw8eTL9+/di3bx8jRoxg165dbNq0iREjRrjnOHz4MDfeeGPIChOPP/445eXlHDt2zM1lz8zM5LnnnnOrdvTv37/BDw3BQa+Te+18ba7G0ixsZrpthBM8fx5YAjyPt9bzFt+2bsDnojaydso/lSKSs8579+7lgQce4NFHHz1nQUJycnLIUnTN0dSZ5UikcVgqiDFtyhpdmYhpSn1qJx+5e/fu9OjRg/j4eD7++GPq6urOmYmurKyksrKSLVu2cPLkSQC3mcuIESMAbzpMv379zumM6NSvdgJt57z9+/d3c8737dtHQUFByDbd5eXlJCcnc91111FcXOzOaBcWFjJs2DBiYmIoKipi69atJCUlhZWHPHfuXLc2dTR1tSoX7UU4perKgPvqebqwhedXYL2IKPBrX6H8AG3ReaqhmdLgVIolS5ZEZFbVv/j8yy+/HHAu/3SNlgafTS1nF4k0jpYew2aujWkRa3Rl2pTH42HixIlUVVVx/PjxequDOAE2eGenL774Yk6cOEFycjKq6qZrgDegTk5Opri4mJ49e7rBuFMububMmZSUlLitxkeNGhVWm+6hQ72ly50PCcOGDWPKlCls374dVa23q2GwlJSUBjsPRootAGwb4cw8R9MVqnpQRM4D/i4ie1Q133+Htug85T9TunDhwoDAraFUiuB9m+LRRx8N+OocD4hIukZzRaJ2dEuP0Z5nri2wNx2ANboybW7nzp2NLnw8ffo0ffr0AbytuJOSkti1axfFxcWkpqYyZMgQt0bzkCFDqKnxVszt378/p06dYsiQIVx44YVkZmaybds29u3bR58+faitrQ3ZGAXODT6dHOJx48a5rcALCgrcxihgs72mjYNnVT3o+3pERJ4DJgP5Db8q+vxnSv1nmlevXh0QCAanUrQkyMvIyHBnnB31dQ5sqvYY4DVlTO15EWN7DuyNAWt0ZdqH+gJnp9ydk0t95swZsrKyUFUyMjL417/+xYEDByguLnYD65MnT7qVRLKysqiurmbw4MHExsa6M8jODHVFRQWvv/562DO0wbPKW7ZsOWeWuaFj2QK+rqHe4FlEfqiq3xSRm1X1L5E+sYgkATGqetJ3fzbw3Uifpzn/kJ0ZZie32UnRWLVqVYOL6RYuXEhlZSWlpaUsXbqURYsWhRWslpWVsXLlSoCQr2ls5raxQLQ9BnhNGVN77pzYngN7Y8AaXZn2zePx0KdPH+Lj4zl58iRz587lyJEjbpvsYcOGceDAAVJTU6mrq6OiooILL7yQPn36uCkUmzZtIj09ncLCQrfxyeTJkwFv2TknqA6Hs59TA9pZgxTu620BX9fQ0MzzXBF5CG+B+4gHz8BA4Dnfp8NY4I+q+rdInsDj8fDMM89QVFREdXW1WyOyMWVlZdx2221uDvLq1avd4NR5ftWqVVRWVrJs2TLAGwCmpKSQlJTkbktKSgor6HOqdgDs2LHDneEOHlNjedj+udHOdv/a0PPnz2fFihXuMRoL2qOpswSd7TmwN8anSze6Mu2Df14yeGs/x8TEMHDgQD744ANKS0sB7+K/sWPH8sEHH+DxeMjMzCQ+Pt5tf52cnMzkyZPd31f+wa7TktsRFxcXkG4RDmdWOdSMczgspaNraCh4/hvei21PETmBrysVEepOpar7gEtbcozGFBQUUFRUBDStC9CqVavIzc0lPT2dAwcOsHTpUvbu3cv8+fNJSUlxg9UlS5awfPnygADQmX127oeTnuC8ZsuWLe4Md3D+dEMztcG50Rs3bmTSpEkBgf3ixYtZunQpy5Yto7KykqVLlwYE7eEG+pFiQacxraZLN7oC+M53vtP4TqZJYmJiGixVF9zW28lP7t69O/3796ekpISsrCzi4uI4evQoCQkJVFVVoars3buXoqIiioqKAuooHzx4kMLCQvbu3ev+PvVPofD/HdvSGeDmBsG2gK9rqDd4VtXFwGIReUFVr2vFMUVMZmYmlZWVfPzxx4wdOzbs1y1cuNBN1XBqPIK3IsbLL7/spnLk5OScU1YuJSWFRYsWsWrVKiD04kP/joEpKSnua8D7nzxU/nRDM7X+udE7duwgNzeX6urqBsvoOQ1eFi9eTGJiYoefATbG1Ctqja46gnBrGJumCQ6ce/To4dZCPnHiBFdeeSXvvfcexcXFAZ0Fz5w54953qleAd+Z47969AV3+/J9PTEzkhhtucNMwGxMq+G1KGqcFwaYh4ZSqu05EBvJJQf1tqloa3WFFRmJiIklJSRQVFQV8Ug3HpEmTSEtL45133iE9PZ3i4mK3EsbatWvJzc1l1qxZIWdPgwNm52twmTv4ZBZ55cqVLFu2jCVLlgRU9XC+hjNTm5KSwurVq92Uk9mzZwe850WLFgUsbnQavLSnGeD2uLjRmA4u2o2uTAfltAp3Go+EKzY2ljFjxnD8+HEGDBjgLtDbtGkTF198Mddffz0AxcXFbg3mfv36MWzYMCoqKrjyyivdesr1zRzPmjXrnPM2JaANta/lI5tIaTR4FpGbgR8BG/GmbPxCRBar6jNRHltEZGZmukXTPR5PWLlPTmCZnZ1Nfn4+V155Jb/73e/c5xvL1/V/3j/odbbPmDGD6upqSktLKSsrCxkkNjetwQmg/XO0Qx0z1HtoSeDa3NcGvy5UeooF1Ma0iDW6MgAMHjyYw4cPU1tb66ZdnD17lrS0NDfF0al+4XwFb5fDs2fPMnr0aEpLS7nuuuvcesgOj8dzTtvrzMxMqqurEZFzco+DX98aLB/ZREo4per+E5ikqkfALbCfB3SI4Blw86ScVbiNcXKQN2zY4G4LDuCcNAn/BXiO+gJfZ0b5tttuIy8vj7y8PHd2PCcnJ2Q5unACx+B9mludI9TCQ2dhYWNjaG5Fj3DSU9pjtRBjOoooN7rq9PyDSPB2fHVaOPsTEeLi4tzudg3p1q0b8fHxVFVVAaHzh3v06EFdXZ17PBEhNjaW5ORkpk2bxquvvuoupBs2bBhvv/02AGlpaYgI+/btIy0tjfPPPx+A+Ph4Jk+eTHl5OS+88AJz5szh4MGDqCrjxo3jnXfeQUQYOXKkWwausLCQkpIS9u3bR3p6Otdee229E1ChZnoTExPDXqjfGiwVw0RKOMFzjBM4+5QDHSaJzL/FZk1NTVizz07VjPz8fNLT0/F4PG5aBXwSwIWqAd2YlStXkpubS1ZWlvtnqYaarAQHtDNmzOCRRx4JaONd3zj8g15nv4bqUdfXlCWc4LW51TPCSU/pLJU5jDEdS9++fRk1ahQ7duygV69ebk5veXk5Q4YMobKykmPHjgEwcuRIFixYwIYNG8jPz6dfv3585jOfYfv27W4gWltbG1ABwsnBTU1NJTc3l+PHjzN37lxOnDhBZmYm5eXlPP/88yQkJHDw4EGysrLc4G/cuHHuOJ1yb84ML+Dm9jqpCtnZ2SQmJpKYmOiusRk1apR7DP8g1+mMN3ToUKtbbEwI4QTPfxORdXxSI/QWIDd6Q4osZ7VvTEwMmzZtIi4uLuzZZyc3ecWKFQGVNZygNFQN6PoC1uDAOi4uzr2ANdRkxTlOaWkpy5YtC5j1cJqq+I81JyeH6dOnu4sWH3zwQR5//HGuvfZaVqxYwcaNG93c7frSOvybsjgLCxtafOj/2qYKN5fbZpyNMdEwZswYTp06xdmzZ1FVDh48yKRJkzh27Bhz5swhMTGRPn36UF1dTX5+PsOGDSM7O9v90/+WLVs4dOgQc+bMAbyd8eLj491g0wlQQ6Up+M+E3n333SGfv++++wIC2FBCzfA6x21pqoLN1hpzrnAWDC4Wkc8CV/g2/UZVn4vusCInPT2dXbt20bt3b7KyssK6gDgB8MMPP8ypU6cQEa6++mpee+01ysvLeeCBB+qtAe0fADt1oNevX8+aNWvcqhpORQwn4PavwgHn1mN2yswBlJeXk56ezn333ce8efN4+OGHee2119yAODc3110Q4fF4SE5OZs+ePdTW1pKdnd3gQkeHf7C6YsUKd2FhS2tDW+6yMa0n2o2uOjIntWHgwIFccYX3V1tBQUFAxQf/WVanVJp/UOy46qqrAo4djWCzJce04NeYyAurPbeqPgs8G+WxRMWrr77K0aNHOXr0qPtnq4b4N0iZO3cu+fnebuGPPPIIubm5fP/73+fYsWPMnDnznAWBEJhi4ASZeXl5LF++nOXLlwPeSh6TJk1y93VSQpz6yytWrHBTNRw5OTlu0fYFCxbwi1/8gtzcXPbt28eePXsAbyDvnBO8gS/AgAEDKCwsZMGCBcyePbtJ6Q/BKRMtqQ1tucvGtKpoN7rqkCZNmsSsWbMCfheE0xDDglBjjCOs4LkjcxZb9OrVy2232VDultMgZfTo0Tz88MNMmuSt0JeTk8P777/v1n3+6KOPKC8vZ+XKlW4etZOG4Vi0aBFPPvkkRUVFbN68mRUrVriz0dnZ2e4+ji1btlBWVuYGqgcOHOCxxx5zn1u5ciVr1nizZx5++GEA7rvvPn7xi18wY8YMVq1a5R5v+fLlZGVlMXnyZG6//Xb3daFmfRuaEQ714cC/CUy4x/HfP3hm3RgTFVFtdNXRdOvWjdtuuy1k+oRVYTDGNEWnDp49Ho8b6IkIb775Jlu3buXQoUNuWsZrr70WUFWitLSU9PR09uzZwyOPPMLq1asB7+ywM4Pbt29fCgsLueaaawKaqGzZsgXwzjQ7i/duuukmdwb4wQcfZPHixcydO9dNr3By2SZOnEheXh433ngjf/3rX1m8eHHAnwPz8vJYu3YtSUlJPPjggyQlJfHyyy+zYsWKgBnojRs3MmbMGPec8+bNIyMjI+B1wbO+wTPfDUlJSal3n/qqdfi/dvHixe7MOjQ8A21pHsY0X2dodBVJ06dPr7c8ms0qG2OaoknBs4j0A4aq6v9FaTwRVVBQwIkTJwA4ceIExcXFgHehXW5uLu+9955b29IpIefkMqenp5Obm8tNN92EqrrpG85CkRUrVlBYWEhWVhbgzW92/uyXlpZGbm4uK1eu5MEHH2TAgAGUlpaydetWEhMTA9IrNm7cyKZNm+jfvz8A+fn5bsCYkZHBvn37uPzyyykpKaG0tJTbb7/dHa/z1VksOHr0aHJzc3n//ffdsTqzvE4+dai6zv5lmFoSsNZXraO+/RpLHwlO82jq2Cz4NqZjN7qKlH79+jFlSqfvQm6MaSXhNEnZCMz37fsGcEREtqjqA1EeW4tlZmby+uuvu8Ghf73MadOmAXDRRRcxbtw4ZsyYwZ49e9zgeOPGjQBs2rQp4JgffPAB5513HmlpacydOxeAxx57jNTUVHeflJQUioqKWL9+PYsWLXLznxcvXozH42H58uVumkdZWRmbNm3i6quv5uDBg1RXV3PgwAFycnLcYHz06NHk5+e7Afzy5cvZu3cvOTk5ZGZmuikcDz/8sJubPXfuXHcxY32BrPPckiVLWLJkCUDIknzhBqGhqnU0tF9jQuVbNyVnuqXBtzGdQUdvdNVSPXr04POf/7yVWTPGREw4M899VPWEiNwBPKmqS0SkQ8w8JyYmcubMGffxiRMnGD9+PDExMQwbNozCwkJ+//vfs2PHDjddw/nT3Y4dO9zXTZw4EYDdu3dTVFTkzlY///zznDx5EvAWzr/wwgvJyMhwZ6+3bt1KTk6OW+Jo5syZbgAM3jQPp1ZzSUkJU6ZMYcWKFWzduhWAqVOnEh8fT1paGsOGDePAgQP89a9/5cEHH2TRokVuo5UXX3yRPXv2MGvWrIDqH6HafO/du5cHHniARx99NGTrcP+SfA7nudLSUnbv3h1QYzqU4OC4vqC1sWC2ocWY4QjOsXbyzcGCadOlRK3RlYhcDfwMb7fC36rqD4Ke7w48CUzA2yPgFlXd39Lzhis+Pp7bb7/d/n8bYyIqnOA5VkQG4W3j+u0ojyeiPB4PPXv2pKKiAvAG0++//z51dXWoKs8++6zbljQ9PZ2ZM2eybNkyxo8fz6BBgzh69Chnzpzhgw8+cAvhd+/e3Q3IDx486J6rW7duzJ49m9LSUoqKiujXrx8DBw50Z4/BO+PtLy8vj5qaGsCbrrFz586A5z/++GOKiorYtGkTU6dO5cCBA+zbt4+pU6fSr18/wFvE35kxnz9/PitXrqSsrIycnBxWrlxJcnKye7yysjI3T7u6utpdRAjnthT35zz30ksvkZ+fz/vvv8/WrVvD/oVU34xxU2eSm1rvOTjHOviDgVX/MF1EVBpdiUg34DHgKqAE2CEia1X1Xb/dbgeOqWq6iNwK/BBvr4BWMWHCBAucjTERF07w/F1gHbBZVXeIyAjgX9EdVmQUFBS4gTPAsWPHSE5O5uzZs/zzn//E4/G4qRxz5sxh3bp1ALz11lvua+Li4tzAuU+fPgEz2f4+/PBDHnzwQYYMGeKey8m3Bm/+sVMtw0kj2bdvHy+88ALg/dOix+Nxg3MnqHdcdtllzJ49m1WrVrmLFEeMGMG+ffsAb4qKf/1pgAceeIBZs2a5ASLgvjYzM9NN0fjhD3/ISy+9FNByfP78+axduzagHF9paSn5+fkUFha6NarDUd+McUs7B4Y7c1zfB4P6zt+SWtbGtEPRanQ1GShU1X0AIvI0cB3gHzxfByz13X8GWCkiok73qiiKi4tzazgbY0wkhdMk5S/41Qj1XShvjOagIiUzMzNg5he8TUZUlYqKChITE93Z4yeeeILKykoGDx5MbW0thw8fRkTcmeGEhISAQDzY4cOHAW/6xQUXXMBHH33E2bNnAW/Q/Y1vfCMgcAZ44YUXqK2tBaCurg6A/v37c9ddd5GTk8OaNWtYv349W7duZdu2bfTt25fk5GR34eP555/Pvn37mDlzJuBtkOK0hD1y5Aj33XcfP/7xj91GLODtVFhQUBBQvq68vJyFCxfy3nvvsXz5clasWMFjjz3GgQMHAipw3H777Wzbto2amhpKS0spKysDArsohgpo65sxbmnnwHBnjpt6/pbUsm4OSx8x0RTFRleDgQ/9HpcAwavy3H1UtVZEKoBkoMx/JxG5C7gLCFg/0hLjx4+3PGdjTFSEs2BwAHAnMNx/f1X9SvSGFV0iwqxZswDchYH+Je2cPGb/1t5VVVWICOFMmDiBNHjTPCoqKvjqV78aMJMczJkBP3TokNsZ0J+T0uH8Ypk6dSrTp0/n9ddf58orr3SD8mPHjvHmm2/y2muvcdttt5GXl0dJSYkbZO7evdste+csWHzllVeYNm0aS5cuZfPmzYC3xjR4U1/8S9M5OdtO5RCnWyJ4A9jGytVFUktnrhs6bn21rKPB0kdMtLX3Rleq+hvgNwATJ06MyKy0c403xphICydt4wXgNbwLTM5GdziRVVBQ0ODzPXv2PGdbWVkZp0+fdh/HxMS4s8Lh/qXRmXEG3DSP888/n6KiIvr06UNCQgJnz56ltLT0nHMAPPPMM2zZsoXXX3894LjJyclce+21buOUzZs3M3PmTK6++mq34kZCQgJ79uxh5cqVPPzww2zbts19nJSU5Ja0mzFjBitXriQlJYUvfvGL7kyrM4s9bdo0t860/yK7JUuWuE1hAPd4waXw/MvVOQsSm9qgpTEtnblu6LiN1buOpGh9CDAmyg4C/oWTh/i2hdqnRERigT54c66jzmadjTHREk7wnKiq34z6SKIgVNqGv5EjR56zzT9wBgKC2uZKSEhgxowZ/POf/6SiouKc9I/gc/hX9AAYOHAgI0aM4KKLLmLbtm306dPHrcgB3moSpaWlATnQZWVlvPbaa5SXe39P/exnP2Pu3LluA5gHHnjAPUZ2djaLFy8mMTGRyy+/nCNHjvDjH/+Yyy+/nLKysoDWtUlJSW4ecFlZmTvz7KSkFBQUuAsVnZnncMrlBT8XblDdGVIeovUhwJgo2wGMEpE0vEHyrcDng/ZZC9wGbAVuAv7RGvnOxhgTTeEEzy+JyFxVjcQCk1bV2MyD/wxxNFVVVfGjH/0o7JnrPn368OlPf5oXXniBs2fPcvjwYUaMGMHjjz9+zr7dunWjtLSU0aNHc95557nB84svvsjgwYMZMmQIJSUlHD9+nD/+8Y8AZGVluXnTCQkJ5OXlkZGRwfbt2/n5z3/OsWPH3O6Kq1atYuXKlaxdu9adTfZPyXD2KS0tdbsaLlq0iL///e9uQBg8s+of8DopEpWVlZSVlbkBcLg1mi3lwZjwRbLRlS+HeRHeBeXdgMdVdbeIfBfYqaprgd8BT4lIIXAUb4AddaNGjWqN0xhjuqhwgud/A/5DRKqBGt82VdXe0RtWZDgL2urjdPVrDcFl6mJjY90FicFpGxUVFbz44osBwf2bb74Z8rhnz54lLi6OO++8k5/85Cf07NmTPn36UFxc7AbI4A2S+/Tpw8cff0xcXBzf//73uf3225k+fTrr16/nxRdfdPcfMGAADz/8sNuopbKykkWLFrmNXjZs2EB+fr67mHDhwoXk5OS458rMzAwYY/DManDAG6p1eGM1mh0NVcxo7RnpzjALbjqfaDa68k2q5AZt+47f/dPAzS09T1Ndf/31rX1KY0wX0mitT1XtpaoxqtrDd79XRwicgYCybaE4i/RaQ/Asd21trVvJIzhtwwmq/QPuUCXyYmJi3H2//e1vU1JSwqlTp7jgggvcDwa9evWiV69eVFVVMX36dAYMGMA3vvENnnzySSorK90FgkOGDGHq1KmkpaXx5JNP8vDDD7upGhs2bOCmm25i2bJlFBQUBDR6KSsrcxcmZmdns2TJkoDSeM4+S5cuZenSpZSVlbFw4UK33nJZWRmVlZUsWbIkIAB2Au61a9e6xwtu3uK/X3Cw6gToq1atcsewYsWKRj9QtUTwOVvrvG3N4/GwZcuWgEoypl3po6ongM/ibXQ1Bchu4zFFleU7G2OiKZyZZ0RkPjDT93Cjqr4UvSFFTlJSUoPPx8fHt9JImkZV3XrPDVX48A+6/XO133vvPU6dOhVQOQS8Hyaqqqq47777eOqpp9i3bx979uxh9OjRPP744/zud79jxYoVAZVBUlNTA4LljIwMqqurERFycnJYtWoVubm5pKenk5mZGZAP7czChir95mx3ZpSXL18ecrZ2/vz5bNy4kZycnAa7GgZraWvv5gg1C94V0koKCgrcD1pOh07TrnTYRlfGGNMehVOq7gfAJOAPvk3/JiLTVfVbUR1ZBDRUGq69c2aam7O25tSpUwGvHThwICdOnKCqqgrAbUt+yy234PF48Hg8LFq0yJ05LCoqIiEhwd1/5syZDB06lG3btgGflKtbs2YNixYtYuPGjeTm5rJixQoGDBgQULIOvMGkU1/aqcrh3w58yZIl5+Q8O9auXUtubi6zZs1yA+7gBi6htLS1d3OEWvjXnPM6Cy8zMzM7xAyak6YTnK5j2o0O2+jKGGPao3BmnucC41W1DkBEVgMFQLsPnp1avZ1dt27d6l38mJqaSrdu3Th8+DA9evRw604//fTTlJeXM3r0aPbs2QN4W30PHDiQw4cPU1VVRWJiops7nZycTHl5OcOHD2fmzJnk5+e7s8uPPvookyZNAj7JUZ4xYwZz585l/vz5pKSkkJiYSF5eHmvWrHHzpMEbVDqdDoGAEnHBKR1OwO0E6xD+bG6owLY1cpSbU0mjo83kJiYmdohxdlUdudGVMca0R2GlbQB98a6UBm+dzg4hNjbW7eDXkfnPAodSX+AcGxvLxIkTefZZb2+E06dPc/r0aXr06EF5eblbEzouLo6amhqOHz9Ojx493Nd7PB63TXh5eTn9+vWjsrKSESNGALiLDP0/pKxZs4Zly5aRnZ3tLjacNWuWm/PrzG6HCio9Hg8rVqxwg1kn3cNJ6XAC7hkzZgDeQN0/AAaaFAw3llLRVgsA23omt6PNfJuGdcZGV8YY05bCCZ6/DxSIyAZA8OY+PxTVUUVIZwicgQYD54bU1tby3HPnduF18qOd4zoLFwEGDx7MwYMH6dWrF6NGjSIzM5PHHnuMYcOGceDAAbZu3erOVBcXFzN37lzgk0Yq6enpbiCal5fHpk2b2LRpE9nZ3vVJ/sGYE5w6lTqcetJOKbzgxiuOZ599ltzcXCZNmuRW6ti4cSOTJk1yx9FQYxZHYykVbZWv3JSZ3GgEuh1t5ts0qsM2ujLGmPao0eBZVdf4Sh1N8m36pqp+HNVRRUhD6QxdRXDOdHBZvGDFxcXU1NRw+vRpSktLueqqq7j33nv57W9/6+7zqU99itLSUkSEhx9+mGeffZaJEyeye/duCgsLefzxx7n11ltJTU2luLiYYcOGkZmZ6c6kOrPQ/qXwkpKSyMvLY+7cuXg8HpYtW+aWwnM4wawTiIM38F2/fj25ubmkpaW5qSLhBL7Bs9/BM80dofNfUwPdcILttp75NhHXYRtdGWNMe1Rv8Cwio1V1j4hc5ttU4vt6gYhcoKqhCw+3I109cA4lLi4uZNk78H7YcGahRYSpU6fi8XhYt25dwGsqKiq48sorWbZsGVdffXVAx8SYmBjKy8t57LHHuPTSSykuLubw4cOsWLEiIL96x44dAd0fg3OgwTsT7b+I0L/2s/+CwenTp5OXl8fevXvJy8tz86+Dy981JjjgjlTnv2imfzQ10A0n2LYc5k6nwza6MsaY9qihOs9OAf0fh7j9KMrjMlFSX+AMgR82UlJSeP3111mxYgUzZ86kd29vae8+ffpwxx138OSTTwK4gbNT9q+uro7YWO9nshMnTgDeNJG4uDi3LJ7H43Fnip0AHT4JWBctWsTcuXPJy8sLqNPsBKAZGRkBtZ0XLVrEkiVLyMzMZMmSJYA3jSQpKanRYNW/DvPChQtZsmQJpaWlbk3q4H2aU7c5VP3nhjSlbrIT6DqzyI29NjMzk+zsbDIyMqw2c9fxb3gD6NMictJ3O9HWg4qWPn06zLIcY0wHVe/Ms6re5ft6ZesNx7QXpaWl7v3i4mIuvPBCdu7cSUVFBffccw/Hjh0DvHWbKysrSU5O5tChQ4A31zo9PZ2nnnqK3//+9/zxj3/k2LFjpKWlsWfPHgYOHOguKCwqKmLr1q0kJiayaNEiN0B+9NFHARg3bhzz5s1jzJgxbvvv4NnglJQUkpKS3MWFCxcudNuH+ysrK2PlypV4PJ6A8wV3OwyuSe2/D9DkPOimpn+0JOe4sdc6wbaTX96cc7RnttjxXKraq63H0Jp69epSb9cY0wbCqfN8M/A3VT0pIv8JXAY8oqoFUR9dK/jOd74TcntNTQ1VVVX07t2buro6VJU9e/bg8Xi44IIL6NmzJyUlJaSmphIXF8czzzxDRUUFn/nMZygvL6e2tpYePXqQlpbG+++/z44dO8jIyGDv3r1kZmYyZMgQYmJi+Oijj6itrUVEqK6uZseOHQBMnjwZVWXHjh3069eP66+/nldeeYWhQ4eSmJhIcnIyGzZsYNiwYbz11ltuQDh+/Hj27t1LRkYGb731lnushIQEkpOTeeWVVygvLwdw93de73C2v/322wwdOpS8vDySk5Pd58+cOcO0adN46623uPjii9mxYwef+tSnePHFFzlx4gSJiYl87nOf45JLLuGb3/wmp06d4i9/+QuDBg2iqKiITZs2uYFnRUUFO3bsYOPGjcAnCw/B29TFaeRy6tQpN585OA0iuKRdfekW/s1agIAA2/+rUz3EKbsXauGicz9USkbwtsTERKZNmxZ2MNeSnONwXuvxeKipqWHmzJmdLq/ZFjuG1lEbXTXH0KFD23oIxphOThprwiEi/6eql4jIFcD3gBXAd3wtXlvVxIkTdefOnWHv7x8oRZuzCC8mJnQmTF1dnbtYr759Qh3HCdy7det2zmudx2fPnsXj8RAbG0tCQkLA9pqamoDyc6dOnaJbt26oKqdOneK8887jxIkTHD9+nKNHj5KWlkZCQgLx8fGUlZVRXFxM79692bZtG5dffrmbgzxy5EhOnTrFe++9x8svv+zOJANMmzaN2bNnk52dzaZNm9wyeImJiRw+fJiUlBR69OjBypUrueaaa8jLy+PKK69k5MiRJCYmcsMNN7B582aOHDlCVlYWjzzyiDvzvHz5csA7+7t8+XIWL17M8uXLeeGFF5g/fz5XXHFFvbOOoWaeQ6V1OLOXmzdv5m9/+xvZ2dl8/etfB7zBmf+HoJUrV/LCCy9w3XXXuTPSK1asCBifM8ubnZ19TkDXkpnS5r62ofF0dK018ywib6jqxKidIIJCNLrKAXa210ZXTb3OQ+C1fvHixfZXB2NMRNR3rQ+nVJ2TCDsP+I2qviwi34vQoK4GfgZ0A36rqj+IxHHbQkMBsf/z4e4X6nF9z3Xr1i3gT5X+27t16xbwmp49e7r3nV8wvXv3pnfv3qSmprrP1dXVkZKS4gaX6enpAIwcORLw5kf37NmTKVOmcMUVV5Cens7kyZPxeDz07NmT8ePHk5mZSWpqKo8//jh9+/YFAmeF7rvvPgDuuOMORATwlsrbsmULxcXF9O3bl6qqKlavXs2bb75J//79SUlJ4YorrgA+mf0dP348VVVVxMfHk5eXR3V1NVOmTDkniEpJSXGrdzhBVmJiYsAvWo/Hw3PPPUdhYSGpqanMmjWL2tpaCgq8f2jJy8vjgw8+oKioiJqaGvfc48ePd48RPJvtzO46ecb+Y4pmikZ9OnM1DVvsGFKHbXTVHBY4G2OiLZzg+aCI/Bq4CvihiHSn4YWGYRGRbsBjvuOWADtEZK2qvtvSY5uWCw7ag8vbOUF5XV0dcXFx7N69m/j4eHfh4NGjR9m+fTvV1dXnvF5EiIuLo7q6msTERK6//nq2bt1KTU0NhYWFDBo0CIDjx4+Tn5/P/v373S6HxcXFbN++PSAt44orrqC0tJTCwkL3+PUFlk7QXF1d7bYZ93++oKCAwsJC0tPTmTNnDrt27aK6upqamhrGjh3rHqOoqAhV5YorriApKSkgEA1O02gozzjaKRqhWIDZJfWlAza6MsaY9iic4PlzwNXAj1T1uIgMAiLRMWIyUOhrFYuIPA1cB1jw3M40VBcavKkgEFhXu6amhk2bNoXcX1Wprq4mISEBj8fDiy++SLdu3Rg4cGDA+ZzjiQjZ2dmcd955rFu3jsmTJ/P3v/+dQ4cOMXXqVLZv387MmTO54IILEBEmT57sniszMxOPx8O2bdvc2e1NmzYxdepU0tPTycjICBibf0CamJjIrFmzAoLeuLg497mMjAw3jcM5/tixY1m3bp0byPsHqf7H9k8vaG4g6wTBToUNWyRn6tFhG10ZY0x71GDw7JsdflNVRzvbVPUQcCgC5x4MfOj3uARo9TxqEznx8fFu18JwSrllZGSwZ88eTp48CXwShDsdEM+ePeuWyEtNTSU/P5/y8nK2b9/uBqcff/yxe84FCxaEDEo3bNjgzjLPnDmT7OxsqqurKSwsZPjw4QF5z6FmZTMzM6mpqaG4uJiioiL279/PDTfc4M5u79+/3x3PwYMH3Znr4Blh/2M3pdpFY3m8zUnfsKoUXUdHbnRljDHtUYPBs6qeFZG9IpKqqsWtNSh/InIXcBcQkJMbaenp6QwePJj8/PxzuvKZxsXExAS0Efdv+V2f0tJSN1COjY1l0KBBfPjhh6SkpNC/f3+Kioqorq7mwIEDPP/88xw9epTExEQuueQSysrKOH78OH379uX8889nzpw5AfnK1dXVxMfHk5mZ6c44jxgxgnHjxrF3717GjRvnPt9YIJmYmEhcXBxFRUUkJydTWFjI9u3bUVWysrIYOXIkZ8+eZdCgQWRmZjJ8+PBzjhV8Dicgr66udhcw1qex4Lg56RvRqEphAXn70hkaXRljTHsUTtpGP2C3iGwHKp2Nqjq/hec+CPjXFBri2xZAVX8D/Aa8q7BbeM5zJCQksGjRIveXfX2pBqZh9aV2+FcNCXb27FlSU1MRET796U+7jVcOHjzI6NGjiY2NdYPrQYMGcfr0aTfNo6amhn79+nHo0CGysrIAePzxxykvLyctLY0PP/zQnSWePHky/fv3p3///uzatcv9GWdmZlJQUIDH4+H111/H4/EQFxeHqjJlypSAANB/0d/evXvd12RlZbkLCFNTUwMWWfoLDladgDwvL4/4+PgGA9jGguPm5DA3J+COxgy4iaoH8E48/DjEcwp8qnWHY4wxnUM4wfPDUTr3DmCUiKThDZpvBT4fpXOFFBcXx1e+8pWAQKBPnz4B7aZNyzSUL11VVcXHH39Mamoqzz33nFvvulevXm6NasfBgwfxeDyICDU1NSQkJDBy5Eh27txJcXExxcXFlJeXk5ycTGpqKps2baJv374UFha6s9RHjx510zacwDkvL4+0tDQADh06RFFREUBAQOsEjf4l6rZt2wZ4Z9id5jD1/cWivrrK4Qaw/sFxpGZ3mxNwR2MG3ESPNboyxpjoaDR4VtVNIjIMGKWqeSKSiLe0XIuoaq2ILALW+Y73uKrubulxw9W7d2+++MUvnjNL2FD7ahNZFRUViAjFxd6MIGeBoH93Q8fx48fp3r27+/OpqqriyJEj9O3bl6KiIgYOHEhCQgJz5sxh8ODBVFdXu+XlEhISiImJCUjbgE+CvNTUVLcm9sSJE93FgM4iPCdoLCgocBvMpKens3v3brfyxogRI5gyJTBl3wl0ncWT2dnZAQFvNALYaGrqDLilcbQPnb3RlTHGtLZwOgzeifdPf/2BkXgX+v0K+HRLT66quUBuS4/TVP369eOOO+4I+QvdSRMwrcN/ttap1FEfJ3Du27cvffr04cCBA+5zhw8fBuBvf/sbOTk57Nmzh9OnT9OjRw/i4uI4dOgQffv2JTc3163R7FTOKCgocAP4Hj16MG/ePHdBX3V1NeDNl963bx8jRoygurqajRs3Ul5e7nZmDJ519s+/TktLIysrKyIzsuF2EIxG0NrUYN/SONqNh1X1L75GV9l4G139ClugbYwxzRJO2sa9eMvKbQNQ1X+JyHlRHVWU1Rc4m7YjIo0u1Bw8eDDdunVj8ODBiAgHDhygb9++HD9+3N3n6NGjrFu3jmPHjrnbnBrR+/btA7wfngoLCzl48KDbUKWyspLDhw8zZ84c4JPg1Mltnjp1KiNGjMDj8ZCfn8+kSZOoqKhwU0WKiorYtm2buwjRqRftPOd0T2xpYBtOANtegtamLIpsK11kdjxqja6MMaYrCid4PqOq1U7FAhGJxbvYpEOaN29eg78kExISAqpGmOjq2bMnMTExnDhxImC7f83o2NhYxowZw+zZs93AcObMmUybNo2SkhLS09PZu3cvJ0+epHv37kyePJmzZ89y7Ngxjh8/TnJyMrfeeiu7du1yy805wfX+/fuZMmUKs2fPDji/UxHjr3/9a8B2J8BPSEjg1ltvZd26dcycOZPi4mJqamrcoDV4gaHzeMuWLe7ixKuuuqrZ37eGgr5o5B43J8hsyqLIttJePmhEWcQbXYlIf+BPwHBgP/A5VT0WYr+zwDu+h8URWGhujDFtLpzgeZOI/AeQICJXAV8FXozusKJn4sRzWpQHcD4kmNYRExMTMOMcExNDz549SU1NZdeuXQDU1tZy8uRJN6Ctrq5GRCgpKQnIlwZvasf27dvd6hd9+vRh8ODBbsOTsrIycnNzqa6u5uDBgxQXF1NQUBAycCooKGDfvn2kp6e7QWBWVlbAgkOnVrTTrMS/iYpzTP+8emdxofO1uRoK+qLRQbCztgJv7+OLkGg0unoIeFVVfyAiD/kefzPEflWqOr6F5zLGmHYlnOD5IeB2vLMHd+PNUf5tNAfVlsKpT2zC56QqgHeRptPR79ChQ5w6dSog5QK81Tn8A5nevXtz4sQJt/sgwEcffURhYSHDhg0DvIsJT5w4Qd++fbnooou47DJvWVunWcnrr7/uBpTvvPMORUVFDBkyhNTUVIYMGVJv4BQcWMXHx7szyaGeDydonTt3LuvWrXPTQ5rCf/a3tWeXO2sr8PY+vpaKYqOr64BZvvurgY2EDp6NMabTCafaRp2IrMab86zAXu2gXUSc2cmG9O3bN2S1BxOof//+HD16NGCbiJCRkcFHH31EUlIS8fHxHDhwgH79+nHs2DHGjx/PlVdeyZYtW9ixYwdpaWlcdNFF7gyww6mzHBcXd07agzPbm56ezpw5cwJaYV9yySVceaW3KpfTATAjI8NtWuKMEaCkxNsv4sILL6w3DSE4sJo+ffo5nQGbGnilpKSwYMGCJr3GETz768x+Rypft7Vns030RbHR1UBfEA7wMTCwnv16iMhOoBb4gao+H2qn1mqGZYwxkRBOtY15eFdmfwAIkCYid6vqK9EeXKSNHTu20X26d+/eCiNp3yZNmsShQ4c4dOhQQAWMxMREYmNjSUtLY//+/UBgbvKECROYN2+eu3+o+sjgnb10WlqPHDmSW265he3bt1NTU0NsbKzboCRU2oP/MRITE7nhhhvYtm0bIsLkyZMDxhrq9c4+zrmaOpPaln/mDz53pPN1u0gKQ1fUrEZXIpIHnB/iqW/7P1BVFZH6JlSGqepBERkB/ENE3lHVD4J3inYzLGOMiaRw0jZ+DFypqoUAIjISeBnocMFz8KKwUJKSklphJK2nd+/eVFVVuY1FqqqqiI+Pp66ujtraWrd2ckxMDHV1dcTGxpKQkODOzPbr14+RI0dSXl7uNhB5++23AUhOTmbo0KG89dZbpKamurO+jvoCWCfo9Z81nTVrVljvJ3gGNDEx8ZzzNiYuLo7JkydHrdpFfSJdaSPSwa7NLndazWp0parZ9T0nIodFZJCqHvLlUB+p5xgHfV/3ichGIBPvRIwxxnRY4QTPJ53A2WcfcDJK44mqcAIW/9rBbSE2Npba2tp6n3eC3GDdu3fnkksuYejQoeTm5hIbG8upU6fcUmkA48eP5/3336e8vJzU1FTi4+PdShG9e/fmb3/7G9dff71bCs6/TbXH42H79u3uYj3wBqFjx44lJSWlyQFhWwVq9c3WtkbJskjPFFuwa8IRpUZXa4HbgB/4vr4QvIOI9AM8qnpGRFKA6cDyFp7XGGPaXDjB804RyQX+jDfn+WZgh4h8FkBVn43i+FrdyJEj2b27+Y0O6wtu6+OkPaSlpTF06FDGjRvHrl27KCoqCsgD7tmzJ6dOnWLChAmUl5e7dYkBevXqxZe+9CV3dnfcuHEBKRPvvPOOm9Zw2WWXBZRXc2aPndc5gmeCg2eHndzfuLi4DhXA1Tdb2xoly1o7LaKL1DA2jYhSo6sfAH8WkduBA3greiAiE4H/p6p3ABcBvxaROryl8X6gqu+24JzGGNMuhBM89wAOA1m+x6VAAnAt3mC6UwXPwe26m8oJnJ2geMiQIQwdOpSPP/7YnQHu3bs3dXV1nDp1iszMTPr27RsQ4MyaNYvJkyezbds2amtr3RleJ2/YfybYqVu8d+/ec1IjnCDQP60hMTGRBQsWnLPwrak6an5sfbO1rfF+WnumuIvUMDaNi3ijK1UtJ0Twrao7gTt8918HxgXvY4wxHV041TYWtsZA2ouxY8eyadOmZr8+NTWVtLQ0d+Y4Li6O2bNn4/F4zlnY1tCsYKhc3uDgeNasWQGzi03R0mCxs6UMdLb3Ax33A46JuE7V6MoYY9paONU2lgPfA6qAvwGXAF9X1d9HeWxtwqnhWx8nFzguLo7evXtTXl7uPte/f39uueUWEhMTGTt2bEA931DBcFvmvXbGYNEEsp+x8elUja6MMaathdOidbaqngCuwduGNZ2Wd6dqt8Kdpbv00ksDcpsTExO5/vrr3Vlkp55vS9NAjDGmhR7Cm27n3+jqP9t0RMYY04GFEzw7s9PzgL+oakUUx9PmEhMTGT16dMC22NhPJuid/jBxcXGkp6fTp08fhgwZgsfjCVjgZ4wx7YGq1uHtAvgIsAxY3VEbXRljTHsQTvD8kojsASYAr4rIAOB0dIfVtq699lqSk5MBbzD9uc99zn0MuGXeduzYwfjx4xkxYgRZWVmWW2qMaXd8ja4+AH4OrAQKReQzbTsqY4zpuMJZMPiQL++5wtfqtRK4LvpDazuJiYnceuutbs5ySkoK/fr1Izc3l/PPP58rrrgC8M4+V1dXk5+fT3Z2tpUDM8a0R52m0ZUxxrQH9QbPIvIpVf2HU8/Zt81/l05Voi6Yk7Ps2Lt3L0VFRYwcOdINkqdPn47H4yE+Pt5mnY0x7VWnaXRljDHtQUMzz1nAP/DWcw7W6eo718e/2Qicu6DQKhoYY9q5LtXoyhhjoq3e4FlVl/i+doo6z0Gz5mGzRhPGmA6uSzW6MsaYaGsobeOBhl6oqo9GfjjRExcX16zXWaMJY0xH1lkmQIwxpr1oqNpGL99tInAPMNh3+3/AZdEfWmRlZWU1vlMITlqGLQY0xnREIrJcRHqLSJyIvCoipSLyhbYelzHGdFT1Bs+qukxVlwFDgMtU9Ruq+g28JetSW2uAkfLmm2+29RCMMaYtdKlGV8YYE23h1HkeCFT7Pa72betQnDbZxhjTxXSpRlfGGBNtjdZ5Bp4EtovIc77H1wNPRGtA0XLkyBFGjRrV1sMwxpjW5jS6qgLu6QqNrowxJprCaZLyXyLyCjDDt2mhqhZEd1iRZwv+jDFdUVdsdGWMMdEUzswzqvom0KGThm3BnzGmK+nqja6MMSZawgqejTHGdDjW6MoYY6LAgmdjjOmEOlujK2OMaS8seDbGmE6oszW6MsaY9sKCZ2OM6Zx6+b5mAJOAtb7H1wLb22RExhjTCVjwbIwxnZCvyRUiko+30dVJ3+OlwMttODRjjOnQwmmSYowxpuPqFI2ujDGmvbDg2RhjOjen0dVS36zzNlrY6EpEbhaR3SJSJyITG9jvahHZKyKFIvJQS87ZkLi4uICvxhgTTRY8G2NMJ6aq/wUsBI75bgtV9fstPOwu4LNAfn07iEg34DHgM8DFQI6IXNzC84Z08803k5iYyM033xyNwxtjTIA2yXn2zX7cCZT6Nv2Hqua2xViMMaazi3SjK1V9D85puhJsMlCoqvt8+z6Nt7Phu5Eah2Pw4MFMmzaNwYMHR/rQxhhzjracef6Jqo733aISOM+bN4+YmBjmzZsXjcMbY4yp32DgQ7/HJb5tEVdQUEBeXh4FBQXROLwxxgTo1NU2Tp48SV1dHSdPnmzroRhjTIciInnA+SGe+raqvhDhc90F3AWQmpra5NdnZGSwf/9+MjIyIjksY4wJqS2D50Ui8iVgJ/ANVT0WaqeWXFSdPyk28qdFY4wxQVQ1u4WHOAgM9Xs8xLct1Ll+A/wGYOLEidrUE+3du5fCwkKGDx9OSkpKc8ZqjDFhi1rw3NCsBfA/wCOA+r7+GPhKqOO05KI6efJk4uLiyMzMbMrLjDHGtNwOYJSIpOENmm8FPh+NEznXeLvWG2NaQ9SC53BnLUTkf4GXojGGxMREpk+fHo1DG2NMlyUiNwC/AAYAL4vIW6o6R0QuAH6rqnNVtVZEFgHrgG7A46q6OxrjsWu9MaY1tVW1jUGqesj38Aa8ZY+MMcZ0AKr6HPBciO0fAXP9HucCVknJGNOptFXO83IRGY83bWM/cHcbjcMYY4wxxpiwtUnwrKpfbIvzGmOMMcYY0xLWYdAYY4wxxpgwWfBsjDHGGGNMmCx4NsYYY4wxJkwWPBtjjDHGGBMmUW1yM6c2IyKlwIEmviwFKIvCcNqbrvA+u8J7hK7xPjv6exymqgPaehCdUTOv89Dx/02Foyu8R+ga77MrvEfo+O8z5LW+QwXPzSEiO1V1YluPI9q6wvvsCu8Rusb77Arv0bSurvBvqiu8R+ga77MrvEfovO/T0jaMMcYYY4wJkwXPxhhjjDHGhKkrBM+/aesBtJKu8D67wnuErvE+u8J7NK2rK/yb6grvEbrG++wK7xE66fvs9DnPxhhjjDHGREpXmHk2xhhjjDEmIix4NsYYY4wxJkydJngWkatFZK+IFIrIQyGe7y4if/I9v01EhrfBMFskjPf4ZREpFZG3fLc72mKcLSEij4vIERHZVc/zIiI/930P/k9ELmvtMUZCGO9zlohU+P0sv9PaY2wpERkqIhtE5F0R2S0i/xZin07x8zStoytc58Gu9b7nO/y1wa7z7j4d/md5DlXt8DegG/ABMAKIB94GLg7a56vAr3z3bwX+1NbjjsJ7/DKwsq3H2sL3ORO4DNhVz/NzgVcAAS4HtrX1mKP0PmcBL7X1OFv4HgcBl/nu9wLeD/FvtlP8PO0W/VtXuM434X3atb4D3Ow633l+lsG3zjLzPBkoVNV9qloNPA1cF7TPdcBq3/1ngE+LiLTiGFsqnPfY4alqPnC0gV2uA55Ur38CfUVkUOuMLnLCeJ8dnqoeUtU3ffdPAu8Bg4N26xQ/T9MqusJ1Huxa7+jw1wa7zrs6/M8yWGcJngcDH/o9LuHcH567j6rWAhVAcquMLjLCeY8AN/r+LPKMiAxtnaG1qnC/D53BVBF5W0ReEZExbT2YlvD9+TwT2Bb0VFf6eZqW6QrXebBrvaOrXBvsOt8BdZbg2Xi9CAxX1UuAv/PJDIzpeN4EhqnqpcAvgOfbdjjNJyI9gb8CX1PVE209HmM6AbvWdw52ne+gOkvwfBDw/+Q9xLct5D4iEgv0AcpbZXSR0eh7VNVyVT3je/hbYEIrja01hfOz7vBU9YSqnvLdzwXiRCSljYfVZCISh/eC+gdVfTbELl3i52kioitc58Gu9Y5Of22w63zH1VmC5x3AKBFJE5F4vAtF1gbtsxa4zXf/JuAf6stk7yAafY9BOUTz8eYedTZrgS/5Vu9eDlSo6qG2HlSkicj5Tq6miEzG+3+1QwUBvvH/DnhPVR+tZ7cu8fM0EdEVrvNg13pHp7822HW+44pt6wFEgqrWisgiYB3elcqPq+puEfkusFNV1+L94T4lIoV4E/hvbbsRN12Y7/F+EZkP1OJ9j19uswE3k4iswbsCOUVESoAlQByAqv4KyMW7crcQ8AAL22akLRPG+7wJuEdEaoEq4NYOGARMB74IvCMib/m2/QeQCp3r52mirytc58Gu9dB5rg12ne88P8tg1p7bGGOMMcaYMHWWtA1jjDHGGGOizoJnY4wxxhhjwmTBszHGGGOMMWGy4NkYY4wxxpgwWfBsjDHGGGNMmCx4Nl2WiLzeBufsLiJ5IvKWiNzS2uc3xpiuxq71JtI6RZ1n07WISKyq1rb0OKo6LRLjaaJM37nHt8G5jTGmw7BrvWmvbOa5kxOR4SKyR0SeEJH3ReQPIpItIltE5F++rkaISJKIPC4i20WkQESu83v9ayLypu82zbd9lohsFJFnfMf/g9MpKej8I0XkbyLyhu84o0UkVkR2iMgs3z7fF5H/8t3fLyLLReQd31jSfdufEJFficg2YHmo4/r2u1lEdonI2yKS79s2xnest0Tk/0RklG/7Kd9XEZEVvte948wSNPQeReQHIvKu73g/CvG++4vI877n/ykil4jIecDvgUm+sYwMes0k3/5vOePxbe/me7zD9/zdYYxvgohs8n1/1omvI5mI3O837qeb+c/KGNPO2LXervV2rW9Fqmq3TnwDhuPtQjUO74elN4DHAQGuA5737fffwBd89/sC7wNJQCLQw7d9FN4OV+DtmlSBt0d9DLAVuCLE+V8FRvnuT8HbLhdgDN6WstlAARDv274f+Lbv/peAl3z3nwBeAro1ctx3gMHO+/B9/QWwwHc/Hkjw3T/l+3oj8He83bwGAsXAoPreI5AM7OWTJkN9Q7zvXwBLfPc/Bbzl9317qZ6f1S5gqu/+D4Bdvvt3Af/pu98d2AmkNTC+OOB1YIDvNbfg7VIG8BHQvb5x281uduuYN+xa71x37Vqvdq2P9s3SNrqGIlV9B0BEdgOvqqqKyDt4L7gAs4H5IvLvvsc98LbX/AhYKSLjgbPAhX7H3a6qJb7jvuU71mbnSRHpCUwD/uI3UdEdQL3tZp/Ce5GcqqrVfsdd4/f1J37b/6KqZxs6LrAFeEJE/gw869u2Ffi2iAwBnlXVfwV9f64A1qjqWeCwiGwCJgEn6nmP/wROA78TkZd87yHYFXgv1KjqP0QkWUR6h9jP+V71BXqp6lbfpj8C1/juzwYuEZGbfI/74P3lVl3P+I4DY4G/+74/3YBDvtf+H/AHEXkeeL6+8RhjOiS71tu13q71rcCC567hjN/9Or/HdXzyb0CAG1V1r/8LRWQpcBi4FO8n3tP1HPcs5/57igGOa/05X+Pw/uc/L2i71nO/srHjqur/E5EpwDzgDRGZoKp/9P0JcB6QKyJ3q+o/6hlTsHPeo6rWivdPoJ8GbgIW4Z1xiBYB7lPVdQEbvX8KDfUzEGC3qk4Ncax5wEzgWry/ZMZpBHIKjTHtgl3r7VrvsGt9FFnOs3GsA+7zy6PK9G3vAxxS1Trgi3g/2YZFVU8ARSJys++YIiKX+u5/FuiP9z/3L3yfxh23+H3dSpBGjjtSVbep6neAUmCoiIwA9qnqz4EXgEuCDvkacIsv32yAb0zb63tfvtmQPqqaC3wd7y+bYK8BC3z7zwLKfOMOSVWPAyd9vwwAbvV7eh1wj4jE+Y53oYgk1XcsvH9mHCAiU337x4k3FzAGGKqqG4Bv4v3Z9mzgOMaYzseu9XatNy1kM8/G8QjwU+D/fP/xivD+KemXwF9F5EvA3/hkRiBcC4D/EZH/xJuf9bSIHMSb5/VpVf1QRFYCPwNu872mn4j8H95P2jnhHhd4G1gh3kUigjdX7m28F48vikgN8DHenD9/zwFTffsq8KCqfiy+hSkh9AJeEJEevvM8EGKfpcDjvvfh8XtvDbkd+F8RqQM24c1xA/gt3j/Rven7hVcKXF/fQVS12vdnv5+LSB+8/89/ije38fe+bQL83HchN8Z0HXatt2u9aSEnCd6YdkFE9gMTVbWsrcfS2kSkp6o6q8IfAgap6r+18bCMMSbi7Fpv1/qOzGaejWk/5onIt/D+vzwAfLlth2OMMSYK7FrfwdnMszHGGGOMMWGyBYPGGGOMMcaEyYJnY4wxxhhjwmTBszHGGGOMMWGy4NkYY4wxxpgwWfBsjDHGGGNMmP4/VpuF5JLUzlMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.highly_variable_genes(atac)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "14896" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(atac.var.highly_variable)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Scaling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For uniformity, and for consequent visualisation, we'll save log-transformed counts in a `.raw` slot:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "atac.raw = atac" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After filtering out low-quality cells, normalising the counts matrix, and selecting highly varianbe peaks, we can already use this data for multimodal integration.\n", "\n", "However, as in the case of gene expression, we will study this data individually first and will run PCA on the scaled matrix, compute cell neighbourhood graph, and perform clustering to define cell types. This might be useful later to compare cell type definition between modalities." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### LSI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When working on TF-IDF counts, `sc.tl.pca` or `ac.tl.lsi` can be used to get latent components, e.g.:\n", "\n", "```py\n", "ac.tl.lsi(atac)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We find the first component is typically associated with number of peaks or counts per cell so it is reasonable to remove it:\n", "\n", "```py\n", "atac.obsm['X_lsi'] = atac.obsm['X_lsi'][:,1:]\n", "atac.varm[\"LSI\"] = atac.varm[\"LSI\"][:,1:]\n", "atac.uns[\"lsi\"][\"stdev\"] = atac.uns[\"lsi\"][\"stdev\"][1:]\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The respective neighbourhood graph can be generated with `sc.tl.neighbors`:\n", "\n", "```py\n", "sc.pp.neighbors(atac, use_rep=\"X_lsi\", n_neighbors=10, n_pcs=30) \n", "```" ] }, { "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": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] } ], "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": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "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\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With muon's ATAC module, we can plot average values for cut counts in peaks of different types (promoter/distal) that are assigned to respective genes — just by providing gene names.\n", "\n", "For that to work, we need the peak annotation table with `gene -> peak` correspondence. The `peak_annotation.tsv` file was detected and loaded automatically when we loaded the original data. Here is how the processed peak annotation table looks like:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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genepeakdistancepeak_type
gene_name
AC024558.2ENSG00000288436chr3:126607163-126607753802distal
AL138899.3ENSG00000288460chr1:158113208-15811398314318distal
AL138899.3ENSG00000288460chr1:158115189-15811546112840distal
AL138899.3ENSG00000288460chr1:158118041-15811813410167distal
AL138899.3ENSG00000288460chr1:158124927-1581254172884distal
\n", "
" ], "text/plain": [ " gene peak distance peak_type\n", "gene_name \n", "AC024558.2 ENSG00000288436 chr3:126607163-126607753 802 distal\n", "AL138899.3 ENSG00000288460 chr1:158113208-158113983 14318 distal\n", "AL138899.3 ENSG00000288460 chr1:158115189-158115461 12840 distal\n", "AL138899.3 ENSG00000288460 chr1:158118041-158118134 10167 distal\n", "AL138899.3 ENSG00000288460 chr1:158124927-158125417 2884 distal" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "atac.uns['atac']['peak_annotation'].tail()\n", "\n", "# Alternatively add peak annotation from a TSV file\n", "# ac.tl.add_peak_annotation(atac, annotation=\"data/pbmc10k/atac_peak_annotation.tsv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can plot average cut values in peaks corresponding to genes just by providing a gene name. By default, values in `atac.raw` are used for plotting." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ac.pl.pca(atac, color=[\"BCL11B\", \"CCR6\", \"KLF4\"], average=\"total\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also average peaks of each type separately:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ac.pl.pca(atac, color=\"BCL11B\", average=\"peak_type\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see how this component space here resembles the one based on gene expression from the previous notebook. Looking at top loadings of first two components, we see how peaks linked to BCL11B (ENSG00000127152) and KLF4 (ENSG00000136826) demarcate lympohoid / myeloid axis while peaks linked to CCR6 (ENSG00000112486) define B cell axis." ] }, { "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": 31, "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": 32, "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": 33, "metadata": {}, "outputs": [], "source": [ "sc.tl.umap(atac, spread=1.5, min_dist=.5, random_state=20)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "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": [ "Again, we can use the functionality of the ATAC module in `muon` to color plots by cut values in peaks correspoonding to a certain gene:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ac.pl.umap(atac, color=[\"KLF4\"], average=\"peak_type\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Marker genes and celltypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now define cell types based on chromatin accessibility." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] } ], "source": [ "ac.tl.rank_peaks_groups(atac, 'leiden', method='t-test')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0_n0_g0_p1_n1_g1_p2_n2_g2_p3_n3_g3_p4_n4_g4_p5_n5_g5_p6_n6_g6_p7_n7_g7_p8_n...8_p9_n9_g9_p10_n10_g10_p11_n11_g11_p12_n12_g12_p13_n13_g13_p14_n14_g14_p15_n15_g15_p16_n16_g16_p
0chr9:107480158-107492721KLF40.000000e+00chr14:22536559-22563070TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ...1.314566e-244chr2:86783559-86792275CD8A7.444581e-320chr14:99255246-99275454BCL11B, AL109767.11.069735e-230chr9:107480158-107492721KLF47.999720e-201chr1:24909406-24919504RUNX36.664347e-143chr22:41917087-41929835TNFRSF13C1.873048e-153chr19:18167172-18177541PIK3R2, IFI304.831525e-87chr17:83076201-83103570...2.896804e-139chr22:41917087-41929835TNFRSF13C9.642899e-92chr5:150385442-150415310CD74, TCOF18.302140e-09chr9:107480158-107492721KLF46.012456e-43chr16:81519063-81525049CMIP1.356473e-24chr17:81425658-81431769BAHCC18.694046e-34chr16:88448143-88480965ZFPM12.133287e-12chr10:133265906-133281093TUBGCP2, ADAM84.538238e-08chr22:22926399-22936461IGLC72.602094e-08
1chr11:61953652-61974246BEST1, FTH10.000000e+00chr14:99255246-99275454BCL11B, AL109767.12.026255e-163chr14:99255246-99275454BCL11B, AL109767.11.085833e-272chr14:99223600-99254668BCL11B, AL109767.12.092935e-183chr10:128045032-128071717PTPRE2.538496e-176chr4:6198055-6202103JAKMIP1, C4orf504.098742e-117chr22:41931503-41942227CENPM2.004780e-141chr9:134369462-134387253RXRA1.081515e-80chr1:24909406-24919504...1.340255e-90chr22:41931503-41942227CENPM2.474419e-89chr9:107480158-107492721KLF41.689408e-07chr3:4975862-4990757BHLHE40, BHLHE40-AS18.784248e-39chr15:39623205-39625650FSIP1, AC037198.22.395729e-23chr17:3910107-3919628P2RX11.222270e-29chr14:101807949-101830976PPP2R5C, AL137779.21.364485e-08chr19:21593423-21595308AC123912.21.443596e-07chr10:110353286-110359160SMNDC15.102884e-07
2chr1:212604203-212626574FAM71A, ATF3, AL590648.20.000000e+00chr10:8041366-8062418GATA3, GATA3-AS1, AL390294.15.332028e-161chr11:66311352-66319301CD248, AP001107.32.221809e-250chr14:99181080-99219442BCL11B, AL162151.13.031413e-157chr20:50269694-50277398SMIM256.313702e-159chr2:241762278-241764383D2HGDH, AC114730.23.053371e-116chr2:231669797-231676530PTMA1.188464e-119chr5:1476663-1483241SLC6A3, LPCAT17.206631e-77chr2:28388837-28416648...5.215648e-87chr5:150385442-150415310CD74, TCOF19.352640e-89chr3:93470156-934709983.688178e-07chr5:150385442-150415310CD74, TCOF11.520758e-37chr11:114072228-114076352ZBTB165.202906e-23chr12:108627138-108639115SELPLG, AC007569.15.350308e-28chr5:35850992-35860227IL7R1.421720e-08chr17:82211956-82220400CCDC57, AC132872.24.006489e-06chr1:117653309-117657455TENT5C1.223868e-06
3chr7:106256272-106286624NAMPT, AC007032.10.000000e+00chr7:142782798-142813716TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR...2.245007e-147chr12:10552886-10555668LINC024465.458067e-216chr14:22536559-22563070TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ...6.400878e-155chr11:61953652-61974246BEST1, FTH14.827014e-161chr20:24948563-24956577CST74.800075e-117chr19:5125450-5140568KDM4B, AC022517.15.836709e-111chr20:40686526-40691350MAFB3.732520e-75chr1:184386243-184389335...3.798579e-78chr19:5125450-5140568KDM4B, AC022517.19.052628e-83chr19:56476473-56478541ZNF667-AS1, ZNF6671.903205e-06chr1:220876295-220883526HLX, HLX-AS11.466923e-36chr22:44709028-44711972PRR53.427431e-22chr22:50281096-50284890PLXNB23.843163e-27chr5:134110288-134135061TCF71.117150e-07chr17:75771404-75787641H3F3B, UNK4.607566e-06chr2:181303834-181310073LINC019344.285367e-06
4chr19:13824929-13854962ZSWIM4, AC020916.10.000000e+00chr20:59157931-59168100ZNF8311.054954e-130chr2:136122469-136138482CXCR42.905790e-222chr7:142782798-142813716TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR...1.374339e-152chr2:218361880-218373051CATIP, CATIP-AS11.946499e-150chr2:144507361-144525092ZEB2, LINC01412, ZEB2-AS1, AC009951.64.220997e-114chr6:167111604-167115345CCR6, AL121935.11.224408e-96chr2:16653069-16660704FAM49A2.346287e-73chr20:24948563-24956577...4.163668e-76chr6:150598919-150601318AL450344.38.325901e-69chr22:50298976-50310027PLXNB2, DENND6B3.217514e-06chr18:9707302-9713342RAB312.943967e-29chr3:4975862-4990757BHLHE40, BHLHE40-AS14.286493e-22chr6:11730442-11733107ADTRP, AL022724.38.037828e-27chr19:16363226-16378669EPS15L1, AC020917.36.283947e-07chr9:91419015-91426704NFIL3, AL353764.16.142867e-06chr20:47414623-47417478LINC017546.489840e-06
5chr9:134369462-134387253RXRA0.000000e+00chr14:99223600-99254668BCL11B, AL109767.14.600452e-130chr14:99181080-99219442BCL11B, AL162151.18.071691e-211chr17:82125073-82129615CCDC572.041006e-140chr1:220876295-220883526HLX, HLX-AS11.038407e-142chr2:86783559-86792275CD8A4.062172e-112chr19:50414004-50420358POLD1, SPIB1.830272e-96chr18:13562096-13569511LDLRAD4, AP005131.32.775838e-71chr22:37161134-37168690...5.636845e-72chr2:231669797-231676530PTMA8.058508e-68chr22:49942843-49973919PIM31.418807e-05chr17:81044486-81052618BAIAP21.611984e-28chr17:40536232-40543738CCR71.324495e-21chr17:16986865-16990016LINC020902.373697e-26chr22:39087900-39092994APOBEC3H1.207371e-06chr6:146543038-146547054RAB326.715263e-06chr19:16116910-16120475RAB8A1.125913e-05
6chr3:72092464-72103763LINC008770.000000e+00chr5:35850992-35860227IL7R4.620867e-122chr14:99223600-99254668BCL11B, AL109767.16.169497e-207chr17:40601555-40611036SMARCE12.660882e-133chr20:1943201-1947850PDYN-AS14.491744e-139chr6:111757055-111766675FYN4.490952e-109chr6:150598919-150601318AL450344.31.517345e-93chr9:107480158-107492721KLF42.792462e-71chr19:10513768-10519594...1.203014e-71chr6:167111604-167115345CCR6, AL121935.11.020474e-64chr6:113854439-113860529MARCKS1.726017e-05chr2:47067863-47077814TTC7A, AC073283.12.769793e-28chr20:35250675-35252861MMP241.660974e-21chr20:43681305-43682881MYBL22.832015e-26chr16:85609841-85617514GSE11.210676e-06chr21:34907551-34910714RUNX18.304409e-06chr11:102473481-102475121AP001830.21.142937e-05
7chr5:150385442-150415310CD74, TCOF10.000000e+00chr10:33135632-33141841IATPR1.398564e-120chr1:24500773-24509089RCAN3, RCAN3AS1.984912e-184chr19:16363226-16378669EPS15L1, AC020917.31.234663e-123chr1:182143071-182150314LINC01344, AL390856.19.402171e-135chr4:1199596-1209141SPON21.072746e-108chr10:48671056-48673240AC068898.18.200235e-91chr8:55878674-55886699LYN2.976013e-70chr4:1199596-1209141...2.637658e-72chr6:14093828-14096232CD831.679937e-62chr2:218361880-218373051CATIP, CATIP-AS11.838801e-05chr10:128045032-128071717PTPRE2.444100e-28chr15:90854201-90857369FURIN2.832322e-21chr19:50414004-50420358POLD1, SPIB1.255745e-25chr20:63733192-63743479SLC2A4RG, ZGPAT, LIME11.598500e-06chr17:8068680-8069932AC129492.11.317718e-05chr16:81808702-81811338PLCG21.249782e-05
8chr6:41268623-41279829TREM11.154384e-315chr14:91240967-91256390GPR68, AL135818.11.221951e-120chr17:82125073-82129615CCDC573.170907e-181chr14:61319750-61346673PRKCH, AL359220.14.704178e-117chr6:44057321-44060655AL109615.2, AL109615.37.512762e-133chr16:81519063-81525049CMIP3.692239e-98chr5:150385442-150415310CD74, TCOF19.510751e-96chr7:100364953-100375457PILRA, PILRB8.570418e-70chr10:70600535-70604482...4.668276e-71chr1:30737200-30766455LAPTM51.446541e-63chr11:1777309-1784076AC068580.22.950714e-05chr18:13562096-13569511LDLRAD4, AP005131.31.177026e-26chr11:114065160-114066911ZBTB166.424121e-21chr7:98641522-98642532NPTX22.160392e-25chr14:105856766-105860740IGHM2.075807e-06chr21:44965117-44970844FAM207A, AP001505.11.640535e-05chr16:81816510-81818969PLCG21.814464e-05
9chr22:38950570-38958424APOBEC3A2.957899e-309chr6:37512323-37518673LINC025201.330774e-118chr7:142782798-142813716TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR...1.603307e-178chr2:136122469-136138482CXCR45.492263e-117chr1:212484685-212489524LINC027713.852391e-129chr1:184386243-184389335C1orf21, AL445228.21.305389e-97chr10:12262528-12266420AL512770.17.056151e-87chr22:21936035-21941162PPM1F, AC245452.19.957822e-69chr2:144507361-144525092...8.482316e-67chr19:13092541-13106133NFIX, LYL1, TRMT15.471164e-63chr8:144308853-144327923DGAT1, HSF1, AC233992.14.156898e-05chr11:76626256-76631044LINC02757, AP001189.52.186765e-26chr20:33369063-33370940CDK5RAP11.480746e-20chr6:4281598-4282429AL159166.12.905881e-25chr17:78107894-78136274TNRC6C, TMC6, TMC8, TNRC6C-AS12.410035e-06chr12:121780861-121808228SETD1B, RHOF, TMEM120B, LINC01089, AC084018.1,...1.846176e-05chr17:16986865-16990016LINC020902.062376e-05
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10 rows × 51 columns

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" ], "text/plain": [ " 0_n 0_g 0_p \\\n", "0 chr9:107480158-107492721 KLF4 0.000000e+00 \n", "1 chr11:61953652-61974246 BEST1, FTH1 0.000000e+00 \n", "2 chr1:212604203-212626574 FAM71A, ATF3, AL590648.2 0.000000e+00 \n", "3 chr7:106256272-106286624 NAMPT, AC007032.1 0.000000e+00 \n", "4 chr19:13824929-13854962 ZSWIM4, AC020916.1 0.000000e+00 \n", "5 chr9:134369462-134387253 RXRA 0.000000e+00 \n", "6 chr3:72092464-72103763 LINC00877 0.000000e+00 \n", "7 chr5:150385442-150415310 CD74, TCOF1 0.000000e+00 \n", "8 chr6:41268623-41279829 TREM1 1.154384e-315 \n", "9 chr22:38950570-38958424 APOBEC3A 2.957899e-309 \n", "\n", " 1_n \\\n", "0 chr14:22536559-22563070 \n", "1 chr14:99255246-99275454 \n", "2 chr10:8041366-8062418 \n", "3 chr7:142782798-142813716 \n", "4 chr20:59157931-59168100 \n", "5 chr14:99223600-99254668 \n", "6 chr5:35850992-35860227 \n", "7 chr10:33135632-33141841 \n", "8 chr14:91240967-91256390 \n", "9 chr6:37512323-37518673 \n", "\n", " 1_g 1_p \\\n", "0 TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ... 1.314566e-244 \n", "1 BCL11B, AL109767.1 2.026255e-163 \n", "2 GATA3, GATA3-AS1, AL390294.1 5.332028e-161 \n", "3 TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR... 2.245007e-147 \n", "4 ZNF831 1.054954e-130 \n", "5 BCL11B, AL109767.1 4.600452e-130 \n", "6 IL7R 4.620867e-122 \n", "7 IATPR 1.398564e-120 \n", "8 GPR68, AL135818.1 1.221951e-120 \n", "9 LINC02520 1.330774e-118 \n", "\n", " 2_n \\\n", "0 chr2:86783559-86792275 \n", "1 chr14:99255246-99275454 \n", "2 chr11:66311352-66319301 \n", "3 chr12:10552886-10555668 \n", "4 chr2:136122469-136138482 \n", "5 chr14:99181080-99219442 \n", "6 chr14:99223600-99254668 \n", "7 chr1:24500773-24509089 \n", "8 chr17:82125073-82129615 \n", "9 chr7:142782798-142813716 \n", "\n", " 2_g 2_p \\\n", "0 CD8A 7.444581e-320 \n", "1 BCL11B, AL109767.1 1.085833e-272 \n", "2 CD248, AP001107.3 2.221809e-250 \n", "3 LINC02446 5.458067e-216 \n", "4 CXCR4 2.905790e-222 \n", "5 BCL11B, AL162151.1 8.071691e-211 \n", "6 BCL11B, AL109767.1 6.169497e-207 \n", "7 RCAN3, RCAN3AS 1.984912e-184 \n", "8 CCDC57 3.170907e-181 \n", "9 TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR... 1.603307e-178 \n", "\n", " 3_n \\\n", "0 chr14:99255246-99275454 \n", "1 chr14:99223600-99254668 \n", "2 chr14:99181080-99219442 \n", "3 chr14:22536559-22563070 \n", "4 chr7:142782798-142813716 \n", "5 chr17:82125073-82129615 \n", "6 chr17:40601555-40611036 \n", "7 chr19:16363226-16378669 \n", "8 chr14:61319750-61346673 \n", "9 chr2:136122469-136138482 \n", "\n", " 3_g 3_p \\\n", "0 BCL11B, AL109767.1 1.069735e-230 \n", "1 BCL11B, AL109767.1 2.092935e-183 \n", "2 BCL11B, AL162151.1 3.031413e-157 \n", "3 TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ... 6.400878e-155 \n", "4 TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR... 1.374339e-152 \n", "5 CCDC57 2.041006e-140 \n", "6 SMARCE1 2.660882e-133 \n", "7 EPS15L1, AC020917.3 1.234663e-123 \n", "8 PRKCH, AL359220.1 4.704178e-117 \n", "9 CXCR4 5.492263e-117 \n", "\n", " 4_n 4_g 4_p \\\n", "0 chr9:107480158-107492721 KLF4 7.999720e-201 \n", "1 chr10:128045032-128071717 PTPRE 2.538496e-176 \n", "2 chr20:50269694-50277398 SMIM25 6.313702e-159 \n", "3 chr11:61953652-61974246 BEST1, FTH1 4.827014e-161 \n", "4 chr2:218361880-218373051 CATIP, CATIP-AS1 1.946499e-150 \n", "5 chr1:220876295-220883526 HLX, HLX-AS1 1.038407e-142 \n", "6 chr20:1943201-1947850 PDYN-AS1 4.491744e-139 \n", "7 chr1:182143071-182150314 LINC01344, AL390856.1 9.402171e-135 \n", "8 chr6:44057321-44060655 AL109615.2, AL109615.3 7.512762e-133 \n", "9 chr1:212484685-212489524 LINC02771 3.852391e-129 \n", "\n", " 5_n 5_g \\\n", "0 chr1:24909406-24919504 RUNX3 \n", "1 chr4:6198055-6202103 JAKMIP1, C4orf50 \n", "2 chr2:241762278-241764383 D2HGDH, AC114730.2 \n", "3 chr20:24948563-24956577 CST7 \n", "4 chr2:144507361-144525092 ZEB2, LINC01412, ZEB2-AS1, AC009951.6 \n", "5 chr2:86783559-86792275 CD8A \n", "6 chr6:111757055-111766675 FYN \n", "7 chr4:1199596-1209141 SPON2 \n", "8 chr16:81519063-81525049 CMIP \n", "9 chr1:184386243-184389335 C1orf21, AL445228.2 \n", "\n", " 5_p 6_n 6_g 6_p \\\n", "0 6.664347e-143 chr22:41917087-41929835 TNFRSF13C 1.873048e-153 \n", "1 4.098742e-117 chr22:41931503-41942227 CENPM 2.004780e-141 \n", "2 3.053371e-116 chr2:231669797-231676530 PTMA 1.188464e-119 \n", "3 4.800075e-117 chr19:5125450-5140568 KDM4B, AC022517.1 5.836709e-111 \n", "4 4.220997e-114 chr6:167111604-167115345 CCR6, AL121935.1 1.224408e-96 \n", "5 4.062172e-112 chr19:50414004-50420358 POLD1, SPIB 1.830272e-96 \n", "6 4.490952e-109 chr6:150598919-150601318 AL450344.3 1.517345e-93 \n", "7 1.072746e-108 chr10:48671056-48673240 AC068898.1 8.200235e-91 \n", "8 3.692239e-98 chr5:150385442-150415310 CD74, TCOF1 9.510751e-96 \n", "9 1.305389e-97 chr10:12262528-12266420 AL512770.1 7.056151e-87 \n", "\n", " 7_n 7_g 7_p \\\n", "0 chr19:18167172-18177541 PIK3R2, IFI30 4.831525e-87 \n", "1 chr9:134369462-134387253 RXRA 1.081515e-80 \n", "2 chr5:1476663-1483241 SLC6A3, LPCAT1 7.206631e-77 \n", "3 chr20:40686526-40691350 MAFB 3.732520e-75 \n", "4 chr2:16653069-16660704 FAM49A 2.346287e-73 \n", "5 chr18:13562096-13569511 LDLRAD4, AP005131.3 2.775838e-71 \n", "6 chr9:107480158-107492721 KLF4 2.792462e-71 \n", "7 chr8:55878674-55886699 LYN 2.976013e-70 \n", "8 chr7:100364953-100375457 PILRA, PILRB 8.570418e-70 \n", "9 chr22:21936035-21941162 PPM1F, AC245452.1 9.957822e-69 \n", "\n", " 8_n ... 8_p 9_n \\\n", "0 chr17:83076201-83103570 ... 2.896804e-139 chr22:41917087-41929835 \n", "1 chr1:24909406-24919504 ... 1.340255e-90 chr22:41931503-41942227 \n", "2 chr2:28388837-28416648 ... 5.215648e-87 chr5:150385442-150415310 \n", "3 chr1:184386243-184389335 ... 3.798579e-78 chr19:5125450-5140568 \n", "4 chr20:24948563-24956577 ... 4.163668e-76 chr6:150598919-150601318 \n", "5 chr22:37161134-37168690 ... 5.636845e-72 chr2:231669797-231676530 \n", "6 chr19:10513768-10519594 ... 1.203014e-71 chr6:167111604-167115345 \n", "7 chr4:1199596-1209141 ... 2.637658e-72 chr6:14093828-14096232 \n", "8 chr10:70600535-70604482 ... 4.668276e-71 chr1:30737200-30766455 \n", "9 chr2:144507361-144525092 ... 8.482316e-67 chr19:13092541-13106133 \n", "\n", " 9_g 9_p 10_n \\\n", "0 TNFRSF13C 9.642899e-92 chr5:150385442-150415310 \n", "1 CENPM 2.474419e-89 chr9:107480158-107492721 \n", "2 CD74, TCOF1 9.352640e-89 chr3:93470156-93470998 \n", "3 KDM4B, AC022517.1 9.052628e-83 chr19:56476473-56478541 \n", "4 AL450344.3 8.325901e-69 chr22:50298976-50310027 \n", "5 PTMA 8.058508e-68 chr22:49942843-49973919 \n", "6 CCR6, AL121935.1 1.020474e-64 chr6:113854439-113860529 \n", "7 CD83 1.679937e-62 chr2:218361880-218373051 \n", "8 LAPTM5 1.446541e-63 chr11:1777309-1784076 \n", "9 NFIX, LYL1, TRMT1 5.471164e-63 chr8:144308853-144327923 \n", "\n", " 10_g 10_p 11_n \\\n", "0 CD74, TCOF1 8.302140e-09 chr9:107480158-107492721 \n", "1 KLF4 1.689408e-07 chr3:4975862-4990757 \n", "2 3.688178e-07 chr5:150385442-150415310 \n", "3 ZNF667-AS1, ZNF667 1.903205e-06 chr1:220876295-220883526 \n", "4 PLXNB2, DENND6B 3.217514e-06 chr18:9707302-9713342 \n", "5 PIM3 1.418807e-05 chr17:81044486-81052618 \n", "6 MARCKS 1.726017e-05 chr2:47067863-47077814 \n", "7 CATIP, CATIP-AS1 1.838801e-05 chr10:128045032-128071717 \n", "8 AC068580.2 2.950714e-05 chr18:13562096-13569511 \n", "9 DGAT1, HSF1, AC233992.1 4.156898e-05 chr11:76626256-76631044 \n", "\n", " 11_g 11_p 12_n \\\n", "0 KLF4 6.012456e-43 chr16:81519063-81525049 \n", "1 BHLHE40, BHLHE40-AS1 8.784248e-39 chr15:39623205-39625650 \n", "2 CD74, TCOF1 1.520758e-37 chr11:114072228-114076352 \n", "3 HLX, HLX-AS1 1.466923e-36 chr22:44709028-44711972 \n", "4 RAB31 2.943967e-29 chr3:4975862-4990757 \n", "5 BAIAP2 1.611984e-28 chr17:40536232-40543738 \n", "6 TTC7A, AC073283.1 2.769793e-28 chr20:35250675-35252861 \n", "7 PTPRE 2.444100e-28 chr15:90854201-90857369 \n", "8 LDLRAD4, AP005131.3 1.177026e-26 chr11:114065160-114066911 \n", "9 LINC02757, AP001189.5 2.186765e-26 chr20:33369063-33370940 \n", "\n", " 12_g 12_p 13_n \\\n", "0 CMIP 1.356473e-24 chr17:81425658-81431769 \n", "1 FSIP1, AC037198.2 2.395729e-23 chr17:3910107-3919628 \n", "2 ZBTB16 5.202906e-23 chr12:108627138-108639115 \n", "3 PRR5 3.427431e-22 chr22:50281096-50284890 \n", "4 BHLHE40, BHLHE40-AS1 4.286493e-22 chr6:11730442-11733107 \n", "5 CCR7 1.324495e-21 chr17:16986865-16990016 \n", "6 MMP24 1.660974e-21 chr20:43681305-43682881 \n", "7 FURIN 2.832322e-21 chr19:50414004-50420358 \n", "8 ZBTB16 6.424121e-21 chr7:98641522-98642532 \n", "9 CDK5RAP1 1.480746e-20 chr6:4281598-4282429 \n", "\n", " 13_g 13_p 14_n \\\n", "0 BAHCC1 8.694046e-34 chr16:88448143-88480965 \n", "1 P2RX1 1.222270e-29 chr14:101807949-101830976 \n", "2 SELPLG, AC007569.1 5.350308e-28 chr5:35850992-35860227 \n", "3 PLXNB2 3.843163e-27 chr5:134110288-134135061 \n", "4 ADTRP, AL022724.3 8.037828e-27 chr19:16363226-16378669 \n", "5 LINC02090 2.373697e-26 chr22:39087900-39092994 \n", "6 MYBL2 2.832015e-26 chr16:85609841-85617514 \n", "7 POLD1, SPIB 1.255745e-25 chr20:63733192-63743479 \n", "8 NPTX2 2.160392e-25 chr14:105856766-105860740 \n", "9 AL159166.1 2.905881e-25 chr17:78107894-78136274 \n", "\n", " 14_g 14_p 15_n \\\n", "0 ZFPM1 2.133287e-12 chr10:133265906-133281093 \n", "1 PPP2R5C, AL137779.2 1.364485e-08 chr19:21593423-21595308 \n", "2 IL7R 1.421720e-08 chr17:82211956-82220400 \n", "3 TCF7 1.117150e-07 chr17:75771404-75787641 \n", "4 EPS15L1, AC020917.3 6.283947e-07 chr9:91419015-91426704 \n", "5 APOBEC3H 1.207371e-06 chr6:146543038-146547054 \n", "6 GSE1 1.210676e-06 chr21:34907551-34910714 \n", "7 SLC2A4RG, ZGPAT, LIME1 1.598500e-06 chr17:8068680-8069932 \n", "8 IGHM 2.075807e-06 chr21:44965117-44970844 \n", "9 TNRC6C, TMC6, TMC8, TNRC6C-AS1 2.410035e-06 chr12:121780861-121808228 \n", "\n", " 15_g 15_p \\\n", "0 TUBGCP2, ADAM8 4.538238e-08 \n", "1 AC123912.2 1.443596e-07 \n", "2 CCDC57, AC132872.2 4.006489e-06 \n", "3 H3F3B, UNK 4.607566e-06 \n", "4 NFIL3, AL353764.1 6.142867e-06 \n", "5 RAB32 6.715263e-06 \n", "6 RUNX1 8.304409e-06 \n", "7 AC129492.1 1.317718e-05 \n", "8 FAM207A, AP001505.1 1.640535e-05 \n", "9 SETD1B, RHOF, TMEM120B, LINC01089, AC084018.1,... 1.846176e-05 \n", "\n", " 16_n 16_g 16_p \n", "0 chr22:22926399-22936461 IGLC7 2.602094e-08 \n", "1 chr10:110353286-110359160 SMNDC1 5.102884e-07 \n", "2 chr1:117653309-117657455 TENT5C 1.223868e-06 \n", "3 chr2:181303834-181310073 LINC01934 4.285367e-06 \n", "4 chr20:47414623-47417478 LINC01754 6.489840e-06 \n", "5 chr19:16116910-16120475 RAB8A 1.125913e-05 \n", "6 chr11:102473481-102475121 AP001830.2 1.142937e-05 \n", "7 chr16:81808702-81811338 PLCG2 1.249782e-05 \n", "8 chr16:81816510-81818969 PLCG2 1.814464e-05 \n", "9 chr17:16986865-16990016 LINC02090 2.062376e-05 \n", "\n", "[10 rows x 51 columns]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = atac.uns['rank_genes_groups']\n", "groups = result['names'].dtype.names\n", "pd.set_option(\"max_columns\", 50)\n", "pd.DataFrame(\n", " {group + '_' + key[:1]: result[key][group]\n", " for group in groups for key in ['names', 'genes', 'pvals']}).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having studied markers of individual clusters, we will filter some cells out before assigning cell types names to clusters: likely doublets in clusters 10 and 14, proliferating cells in 15, stressed cells in 16." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_obs(atac, \"leiden\", lambda x: ~x.isin([\"10\", \"14\", \"15\", \"16\"]))\n", "# Analogous to\n", "# atac = atac[~atac.obs.leiden.isin([\"10\", \"14\", \"15\", \"16\"])]\n", "# but doesn't copy the object" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "new_cluster_names = {\n", " \"1\": \"CD4+ memory T\", \"2\": \"CD8+ naïve T\", \"3\": \"CD4+ naïve T\",\n", " \"5\": \"CD8+ activated T\", \"8\": \"NK\", \"12\": \"MAIT\",\n", " \"9\": \"naïve B\", \"6\": \"memory B\",\n", " \"0\": \"intermediate mono\", \"4\": \"CD14 mono\", \"7\": \"CD16 mono\",\n", " \"11\": \"mDC\", \"13\": \"pDC\",\n", "}\n", "\n", "atac.obs['celltype'] = atac.obs.leiden.astype(\"str\").values\n", "atac.obs.celltype = atac.obs.celltype.astype(\"category\").cat.rename_categories(new_cluster_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will also re-order categories for the next plots:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "atac.obs.celltype.cat.reorder_categories([\n", " 'CD4+ naïve T', 'CD4+ memory T', 'MAIT',\n", " 'CD8+ naïve T', 'CD8+ activated T', 'NK',\n", " 'naïve B', 'memory B',\n", " 'CD14 mono', 'intermediate mono', 'CD16 mono',\n", " 'mDC', 'pDC'], inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and take colours from a palette:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "cmap = plt.get_cmap('rainbow')\n", "colors = cmap(np.linspace(0, 1, len(atac.obs.celltype.cat.categories)))\n", "\n", "atac.uns[\"celltype_colors\"] = list(map(matplotlib.colors.to_hex, colors))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(atac, color=\"celltype\", legend_loc=\"on data\", frameon=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we'll visualise some marker genes across cell types." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "marker_genes = ['IL7R', 'TRAC',\n", " 'GATA3',\n", " 'SLC4A10',\n", " 'CD8A', 'CD8B', 'CD248', 'CCL5',\n", " 'GNLY', 'NKG7',\n", " 'CD79A', 'MS4A1', 'IGHD', 'IGHM', 'TNFRSF13C',\n", " 'IL4R', 'KLF4', 'LYZ', 'S100A8', 'ITGAM', 'CD14',\n", " 'FCGR3A', 'MS4A7', 'CST3',\n", " 'CLEC10A', 'IRF8', 'TCF4']" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ac.pl.dotplot(atac, marker_genes, groupby='celltype')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving progress on disk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this chapter, we have been working on the ATAC modality only. We can save our progress into the `.h5mu` file. That will only update the ATAC modality inside the file." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n", "... storing 'feature_types' as categorical\n", "... storing 'interval' as categorical\n" ] } ], "source": [ "mu.write(\"data/pbmc10k.h5mu/atac\", atac)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Next, we'll look into multimodal omics data integration.](3-Multimodal-Omics-Data-Integration.ipynb)\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }