diff --git a/examples/Example_Preprocessing_10xGenomics_scATACseq_10k_PBMCs.ipynb b/examples/Example_Preprocessing_10xGenomics_scATACseq_10k_PBMCs.ipynb index c8bf9f7..d0699c5 100644 --- a/examples/Example_Preprocessing_10xGenomics_scATACseq_10k_PBMCs.ipynb +++ b/examples/Example_Preprocessing_10xGenomics_scATACseq_10k_PBMCs.ipynb @@ -1,273 +1,130 @@ { "cells": [ { - "cell_type": "code", - "execution_count": 1, - "id": "176d7ddd", + "cell_type": "markdown", + "id": "88930b84-062e-4b46-a8f1-46d60be91832", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Numpy, Matplotlib, and Seaborn have been loaded!\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - " \n", - "\n", - " Toggle show/hide\n", - " " - ], - "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "from IPython.display import HTML\n", - "import random\n", - "\n", - "# Standard data science libraries\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "\n", - "plt.close('all')\n", - "sns.set(color_codes=True)\n", - "matplotlib.rc(\"font\", size=20)\n", - "matplotlib.rc(\"xtick\", labelsize=20)\n", - "matplotlib.rc(\"ytick\", labelsize=20)\n", - "matplotlib.rc(\"axes\", labelsize=24)\n", - "matplotlib.rc(\"axes\", titlesize=28)\n", - "matplotlib.rc(\"legend\", fontsize=14)\n", - "matplotlib.rc(\"figure\", titlesize=24)\n", - "\n", - "## If in IPython, load autoreload\n", - "if 'ipython' in globals():\n", - " print(\"Welcome to IPython!\")\n", - " ipython.magic('load_ext autoreload')\n", - " ipython.magic('autoreload 2')\n", - " ipython.magic('matplotlib inline')\n", - "else:\n", - " %matplotlib inline\n", - "\n", - "# Display all cell outputs\n", - "from IPython.core.interactiveshell import InteractiveShell\n", - "InteractiveShell.ast_node_interactivity = 'all'\n", - "\n", - "print(\"Numpy, Matplotlib, and Seaborn have been loaded!\")\n", + "# Preprocessing Notebook for 10x Genomics scATAC-seq Data Set\n", "\n", + "In this notebook we demonstrate the preprocessing steps that are applied to the 10x Genomics [10k PMBC scATAC-seq](https://www.10xgenomics.com/resources/datasets/10-k-peripheral-blood-mononuclear-cells-pbm-cs-from-a-healthy-donor-next-gem-v-1-1-1-1-standard-2-0-0) dataset before we apply the EMBEDR algorithm. These steps are a synthesis of those demonstrated in the [epiScanpy tutorial](https://nbviewer.org/github/colomemaria/epiScanpy/blob/master/docs/tutorials/Buenrostro_PBMC_data_processing.html), the Signac package (part of Seurat) [vignette](https://satijalab.org/signac/articles/pbmc_vignette.html) and the [SnapATAC tutorial](https://github.com/r3fang/SnapATAC/blob/master/examples/10X_brain_5k/README.md). \n", "\n", - "def hide_toggle(for_next=False):\n", - " this_cell = \"\"\"$('div.cell.code_cell.rendered.selected')\"\"\"\n", - " next_cell = this_cell + '.next()'\n", - "\n", - " toggle_text = 'Toggle show/hide' # text shown on toggle link\n", - " target_cell = this_cell # target cell to control with toggle\n", - " js_hide_current = '' # bit of JS to permanently hide code\n", - " # in current cell (only when toggling next cell)\n", - "\n", - " if for_next:\n", - " target_cell = next_cell\n", - " toggle_text += ' next cell'\n", - " js_hide_current = this_cell + '.find(\"div.input\").hide();'\n", - "\n", - " js_f_name = 'code_toggle_{}'.format(str(random.randint(1,2**64)))\n", - "\n", - " html = \"\"\"\n", - " \n", - "\n", - " {toggle_text}\n", - " \"\"\".format(\n", - " f_name=js_f_name,\n", - " cell_selector=target_cell,\n", - " js_hide_current=js_hide_current, \n", - " toggle_text=toggle_text\n", - " )\n", - "\n", - " return HTML(html)\n", - "\n", - "hide_toggle()\n" + "Specifically, in this preprocessing, we download the filtered counts-by-peaks matrix for the [10k PMBC data set](https://cf.10xgenomics.com/samples/cell-atac/2.0.0/atac_pbmc_10k_nextgem/atac_pbmc_10k_nextgem_filtered_peak_bc_matrix.h5) as well as the [full fragments tsv](https://cf.10xgenomics.com/samples/cell-atac/2.0.0/atac_pbmc_10k_nextgem/atac_pbmc_10k_nextgem_fragments.tsv.gz). We then merge the various metadatas and assign each peak to a gene using the [Gencode human genome annotation](https://www.gencodegenes.org/human/). Using the fragments we can then assess the extent to which each cell's reads are enriched for transcription start sites (TSSs) and filter out cells with low TSS enrichment. We also filter out peaks that appear in too few cells ($\\leq 10$) and cells that contain too few peaks ($\\leq 200$). We then normalize using [term frequency-inverse document frequency](https://en.wikipedia.org/wiki/Tf%E2%80%93idf) normalization after which we use a truncated SVD to reduce the dimensionality of the data. We omit other common steps such as reducing to \"most variable peaks\" because they do not appear to have much effect (see [comment](https://satijalab.org/signac/articles/pbmc_vignette.html#normalization-and-linear-dimensional-reduction-1) in Signac vignette)." ] }, { "cell_type": "code", - "execution_count": 76, - "id": "b411bf1d", + "execution_count": 1, + "id": "7919bcfc-85f6-4ca0-9da7-ff3cb7c30043", "metadata": {}, "outputs": [], "source": [ "import anndata as ad\n", "import h5py\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import pickle as pkl\n", "import scanpy as sc\n", - "from scipy.io import mmread\n", + "import scipy.stats as st\n", "import scipy.sparse as sp\n", - "from tss_enrichment_utility import *" + "import seaborn as sns\n", + "from sklearn.feature_extraction.text import TfidfTransformer\n", + "from sklearn.decomposition import TruncatedSVD\n", + "\n", + "from read_h5 import *\n", + "from tss_enrichment_utility import *\n", + "from find_genes import *\n", + "\n", + "%matplotlib inline\n", + "\n", + "sns.set(color_codes=True)\n", + "matplotlib.rc(\"font\", size=12)\n", + "matplotlib.rc(\"xtick\", labelsize=12)\n", + "matplotlib.rc(\"ytick\", labelsize=12)\n", + "matplotlib.rc(\"axes\", labelsize=16)\n", + "matplotlib.rc(\"axes\", titlesize=20)\n", + "matplotlib.rc(\"legend\", fontsize=10)\n", + "matplotlib.rc(\"figure\", titlesize=16)" ] }, { "cell_type": "code", - "execution_count": 3, - "id": "19268524", + "execution_count": 2, + "id": "3833a362-4748-492f-8ff9-2ca11a8af117", "metadata": {}, "outputs": [], "source": [ - "def read_h5(filename, omic='ATAC'):\n", - " \"\"\"\\\n", - " Read `.h5` (hdf5) file.\n", - " \n", - " This function was taken from the epiScanpy repo: https://github.com/colomemaria/epiScanpy\n", - " \n", - " Parameters\n", - " ----------\n", - " filename\n", - " Filename of data file.\n", - " omic\n", - " Type of single cell data present in the data file\n", - " \"\"\"\n", - " # open the file\n", - " f = h5py.File(filename, 'r')\n", - " \n", - " #extract obs and var\n", - " barcodes = [x.decode('UTF-8') for x in f['matrix']['barcodes']]\n", - " var = pd.DataFrame()\n", - " if \"id\" in list(f['matrix']['features'].keys()):\n", - " var[\"id\"] = [x.decode('UTF-8') for x in f['matrix']['features'][\"id\"]]\n", - " var.index = var[\"id\"]\n", - " if \"name\" in list(f['matrix']['features'].keys()):\n", - " var[\"name\"] = [x.decode('UTF-8') for x in f['matrix']['features'][\"name\"]]\n", - " del var[\"id\"]\n", - " \n", - " \n", - " # extract and re-construct the csr_matrix\n", - " keys = [k for k in f['matrix'].keys()]\n", - " X = f['matrix'][\"data\"][()]\n", - " # try to find row and column names\n", - " rows_cols = [{}, {}]\n", - " for iname, name in enumerate([\"indptr\", \"indices\"]):\n", - " if name in keys:\n", - " rows_cols[iname][name] = f['matrix'][name][()]\n", - " \n", - " X = sp.csr_matrix((X, rows_cols[1][\"indices\"], rows_cols[0][\"indptr\"]))\n", - " adata = ad.AnnData(X, obs=pd.DataFrame(index=barcodes), var=var)\n", - " adata.uns['omic'] = omic\n", - " return(adata)" + "# !wget https://cf.10xgenomics.com/samples/cell-atac/2.0.0/atac_pbmc_10k_nextgem/atac_pbmc_10k_nextgem_filtered_peak_bc_matrix.h5 -P ../data/10kPBMC_scATAC/00_raw_data/\n", + "# !wget https://cf.10xgenomics.com/samples/cell-atac/2.0.0/atac_pbmc_10k_nextgem/atac_pbmc_10k_nextgem_analysis.tar.gz -P ../data/10kPBMC_scATAC/01_clustering_analysis/\n", + "# !tar -xvf ../data/10kPBMC_scATAC/01_clustering_analysis/*tar.gz -C ../data/10kPBMC_scATAC/01_clustering_analysis/\n", + "# !rm ../data/10kPBMC_scATAC/01_clustering_analysis/*.tar.gz" ] }, { "cell_type": "code", - "execution_count": 4, - "id": "e26600c5", + "execution_count": 3, + "id": "0d8e6377-07fd-43f5-ac21-1ac9e5a6e34f", "metadata": {}, "outputs": [], "source": [ - "adata = read_h5(\"../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_filtered_peak_bc_matrix.h5\")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "2e614b37", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[W::hts_idx_load3] The index file is older than the data file: ../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi\n", - "[W::hts_idx_load3] The index file is older than the data file: ../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi\n", - "[W::hts_idx_load3] The index file is older than the data file: ../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi\n", - "[W::hts_idx_load3] The index file is older than the data file: ../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi\n", - "[W::hts_idx_load3] The index file is older than the data file: ../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi\n", - "[W::hts_idx_load3] The index file is older than the data file: ../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi\n", - "[W::hts_idx_load3] The index file is older than the data file: ../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi\n", - "[W::hts_idx_load3] The index file is older than the data file: ../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "It's working!\n", - "It's working!\n", - "It's working!\n", - "It's working!\n", - "It's working!\n", - "It's working!\n", - "It's working!\n", - "It's working!\n" - ] - } - ], - "source": [ - "from tss_enrichment_utility import *\n", - "tss_enrichment(adata, \n", - " fragments=\"../data/10xGenomics_ATACseq/atac_pbmc_10k_nextgem_fragments.tsv.gz\",\n", - " gtf=\"../data/10xGenomics_ATACseq/gencode.v38.annotation.gtf.gz\",\n", - " n_jobs=-1)\n", - "\n", - "adata_2 = adata.copy()" + "adata = read_h5(\"../data/10kPBMC_scATAC/00_raw_data/atac_pbmc_10k_nextgem_filtered_peak_bc_matrix.h5\")" ] }, { "cell_type": "code", - "execution_count": 7, - "id": "09024c88", + "execution_count": 4, + "id": "ad6a4f4c-f24b-468c-8b6c-af1be9dcb249", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", "text/plain": [ - "
" + "AnnData object with n_obs × n_vars = 9688 × 144023\n", + " var: 'chromosome', 'start', 'stop'\n", + " uns: 'omic'" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(12, 5))\n", - "\n", - "_ = sns.histplot(adata.obs.tss_enrichment_score, ax=ax1)\n", + "adata.var = adata.var.rename(columns={'name': 'peak_ID'}).set_index('peak_ID')\n", "\n", - "_ = ax2.plot(adata.uns['tss_enrichment']['x'],\n", - " adata.uns['tss_enrichment']['mean_fold_change'],\n", - " lw=1, color='C0')\n", + "adata.var['chromosome'] = [name.split(':')[0] for name in adata.var.index]\n", + "adata.var['start'] = [int(name.split(\":\")[1].split(\"-\")[0]) for name in adata.var.index]\n", + "adata.var['stop'] = [int(name.split(\":\")[1].split(\"-\")[1]) for name in adata.var.index]\n", "\n", - "_ = ax2.set_xlabel(\"Distance from TSS\")\n", - "_ = ax2.set_ylabel(\"Mean TSS Enrichment Score\")\n", + "adata" + ] + }, + { + "cell_type": "markdown", + "id": "b65f0377-2146-4fed-bc3f-cdf55d5605cb", + "metadata": {}, + "source": [ + "## Get the genome annotations!\n", "\n", - "_ = fig.tight_layout()" + "Downstream it will be useful to have gene annotations for the peaks. We can load the annotations using the `get_gtf_annotations` function." ] }, { "cell_type": "code", - "execution_count": 8, - "id": "c6fde731", + "execution_count": 5, + "id": "395ca8e1-2341-40e0-8fcd-ba76f4c5b1ab", + "metadata": {}, + "outputs": [], + "source": [ + "# !wget http://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_human/release_38/gencode.v38.annotation.gtf.gz -P ../data/10kPBMC_scATAC/" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "14abca30-eac8-456d-8594-814059e71019", "metadata": {}, "outputs": [ { @@ -291,128 +148,183 @@ " \n", " \n", " \n", - " peak\n", - " gene\n", - " distance\n", - " peak_type\n", + " seqname\n", + " source\n", + " feature\n", + " start\n", + " end\n", + " score\n", + " strand\n", + " attribute\n", + " gene_id\n", + " gene_type\n", + " gene_name\n", + " level\n", + " hgnc_id\n", + " havana_gene\n", + " tag\n", " \n", " \n", " \n", " \n", " 0\n", - " chr1_565113_565543\n", - " OR4F16\n", - " 56510\n", - " distal\n", - " \n", - " \n", - " 1\n", - " chr1_569179_569635\n", - " OR4F16\n", - " 52418\n", - " distal\n", - " \n", - " \n", - " 2\n", - " chr1_713534_714806\n", - " AL669831.1\n", - " 24331\n", - " distal\n", - " \n", - " \n", - " 3\n", - " chr1_752436_753020\n", - " AL669831.1\n", - " -13300\n", - " distal\n", - " \n", - " \n", - " 4\n", - " chr1_762144_763353\n", - " AL669831.1\n", - " -23008\n", - " distal\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 80229\n", - " chrY_23418918_23419001\n", - " PRORY\n", - " 129245\n", - " distal\n", + " chr1\n", + " HAVANA\n", + " gene\n", + " 11869\n", + " 14409\n", + " .\n", + " +\n", + " .\n", + " \"ENSG00000223972.5\"\n", + " \"transcribed_unprocessed_pseudogene\"\n", + " \"DDX11L1\"\n", + " 2\n", + " \"HGNC:37102\"\n", + " \"OTTHUMG00000000961.2\"\n", + " NaN\n", " \n", " \n", - " 80230\n", - " chrY_23422186_23422618\n", - " PRORY\n", - " 125628\n", - " distal\n", + " 12\n", + " chr1\n", + " HAVANA\n", + " gene\n", + " 14404\n", + " 29570\n", + " .\n", + " -\n", + " .\n", + " \"ENSG00000239906.1\"\n", + " \"lncRNA\"\n", + " \"RP11-34P13.14\"\n", + " 2\n", + " NaN\n", + " \"OTTHUMG00000002481.1\"\n", + " NaN\n", " \n", " \n", - " 80231\n", - " chrY_23584049_23584422\n", - " PRORY\n", - " -35804\n", - " distal\n", + " 28\n", + " chr1\n", + " HAVANA\n", + " gene\n", + " 29554\n", + " 31109\n", + " .\n", + " +\n", + " .\n", + " \"ENSG00000225972.1\"\n", + " \"unprocessed_pseudogene\"\n", + " \"MTND1P23\"\n", + " 2\n", + " \"HGNC:42092\"\n", + " \"OTTHUMG00000002338.1\"\n", + " NaN\n", " \n", " \n", - " 80232\n", - " chrY_28816422_28818023\n", + " 39\n", + " chr1\n", + " HAVANA\n", + " gene\n", + " 34554\n", + " 36081\n", + " .\n", + " -\n", + " .\n", + " \"ENSG00000229905.1\"\n", + " \"lncRNA\"\n", + " \"RP11-206L10.4\"\n", + " 2\n", " NaN\n", + " \"OTTHUMG00000002408.1\"\n", " NaN\n", - " intergenic\n", " \n", " \n", - " 80233\n", - " chrY_58855905_58856257\n", - " NaN\n", + " 47\n", + " chr1\n", + " HAVANA\n", + " gene\n", + " 52473\n", + " 53312\n", + " .\n", + " +\n", + " .\n", + " \"ENSG00000230368.2\"\n", + " \"lncRNA\"\n", + " \"FAM41C\"\n", + " 2\n", + " \"HGNC:27635\"\n", + " \"OTTHUMG00000002469.1\"\n", " NaN\n", - " intergenic\n", " \n", " \n", "\n", - "

80234 rows × 4 columns

\n", "" ], "text/plain": [ - " peak gene distance peak_type\n", - "0 chr1_565113_565543 OR4F16 56510 distal\n", - "1 chr1_569179_569635 OR4F16 52418 distal\n", - "2 chr1_713534_714806 AL669831.1 24331 distal\n", - "3 chr1_752436_753020 AL669831.1 -13300 distal\n", - "4 chr1_762144_763353 AL669831.1 -23008 distal\n", - "... ... ... ... ...\n", - "80229 chrY_23418918_23419001 PRORY 129245 distal\n", - "80230 chrY_23422186_23422618 PRORY 125628 distal\n", - "80231 chrY_23584049_23584422 PRORY -35804 distal\n", - "80232 chrY_28816422_28818023 NaN NaN intergenic\n", - "80233 chrY_58855905_58856257 NaN NaN intergenic\n", + " seqname source feature start end score strand attribute \\\n", + "0 chr1 HAVANA gene 11869 14409 . + . \n", + "12 chr1 HAVANA gene 14404 29570 . - . \n", + "28 chr1 HAVANA gene 29554 31109 . + . \n", + "39 chr1 HAVANA gene 34554 36081 . - . \n", + "47 chr1 HAVANA gene 52473 53312 . + . \n", + "\n", + " gene_id gene_type \\\n", + "0 \"ENSG00000223972.5\" \"transcribed_unprocessed_pseudogene\" \n", + "12 \"ENSG00000239906.1\" \"lncRNA\" \n", + "28 \"ENSG00000225972.1\" \"unprocessed_pseudogene\" \n", + "39 \"ENSG00000229905.1\" \"lncRNA\" \n", + "47 \"ENSG00000230368.2\" \"lncRNA\" \n", "\n", - "[80234 rows x 4 columns]" + " gene_name level hgnc_id havana_gene tag \n", + "0 \"DDX11L1\" 2 \"HGNC:37102\" \"OTTHUMG00000000961.2\" NaN \n", + "12 \"RP11-34P13.14\" 2 NaN \"OTTHUMG00000002481.1\" NaN \n", + "28 \"MTND1P23\" 2 \"HGNC:42092\" \"OTTHUMG00000002338.1\" NaN \n", + "39 \"RP11-206L10.4\" 2 NaN \"OTTHUMG00000002408.1\" NaN \n", + "47 \"FAM41C\" 2 \"HGNC:27635\" \"OTTHUMG00000002469.1\" NaN " ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "metadata = pd.read_csv(\"../data/10xGenomics_ATACseq/atac_v1_pbmc_10k_peak_annotation.tsv\", index_col=None, header=0, delimiter='\\t')\n", - "metadata" + "feature_type='gene'\n", + "annotation_source = 'HAVANA'\n", + "\n", + "gtf = get_gtf_annotations(\"../data/10kPBMC_scATAC/gencode.v38.annotation.gtf.gz\",\n", + " feature_type=feature_type,\n", + " annotation=annotation_source)\n", + "gtf.head()" + ] + }, + { + "cell_type": "markdown", + "id": "d624060d-8b40-430d-95ba-5394e0b46f15", + "metadata": {}, + "source": [ + "## Match peaks to genes.\n", + "\n", + "We can then give the identified peaks a gene annotation by finding genes that overlap with the identified peaks. This is done with the `match_genes_to_peaks` function." ] }, { "cell_type": "code", - "execution_count": 47, - "id": "89dc3fad", + "execution_count": 7, + "id": "6e7d1547-9478-46e6-8bc1-b56effb205cf", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/pandas/core/indexing.py:1732: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " self._setitem_single_block(indexer, value, name)\n" + ] + }, { "data": { "text/html": [ @@ -434,1304 +346,453 @@ " \n", " \n", " \n", - " name\n", + " chromosome\n", + " start\n", + " stop\n", + " gene_name\n", " \n", " \n", - " id\n", + " peak_ID\n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " chr1:9781-10672\n", - " chr1:9781-10672\n", + " chr1\n", + " 9781\n", + " 10672\n", + " DDX11L1\n", " \n", " \n", " chr1:180678-181311\n", - " chr1:180678-181311\n", + " chr1\n", + " 180678\n", + " 181311\n", + " RP4-740C4.7\n", " \n", " \n", " chr1:184004-184867\n", - " chr1:184004-184867\n", + " chr1\n", + " 184004\n", + " 184867\n", + " RP4-740C4.7\n", " \n", " \n", " chr1:186550-187463\n", - " chr1:186550-187463\n", + " chr1\n", + " 186550\n", + " 187463\n", + " HES5\n", " \n", " \n", " chr1:191198-192095\n", - " chr1:191198-192095\n", + " chr1\n", + " 191198\n", + " 192095\n", + " HES5\n", " \n", " \n", " ...\n", " ...\n", + " ...\n", + " ...\n", + " ...\n", " \n", " \n", " KI270713.1:21358-22260\n", - " KI270713.1:21358-22260\n", + " KI270713.1\n", + " 21358\n", + " 22260\n", + " NaN\n", " \n", " \n", " KI270713.1:25966-26842\n", - " KI270713.1:25966-26842\n", + " KI270713.1\n", + " 25966\n", + " 26842\n", + " NaN\n", " \n", " \n", " KI270713.1:29713-30529\n", - " KI270713.1:29713-30529\n", + " KI270713.1\n", + " 29713\n", + " 30529\n", + " NaN\n", " \n", " \n", " KI270713.1:34051-35030\n", - " KI270713.1:34051-35030\n", + " KI270713.1\n", + " 34051\n", + " 35030\n", + " NaN\n", " \n", " \n", " KI270713.1:36930-37826\n", - " KI270713.1:36930-37826\n", + " KI270713.1\n", + " 36930\n", + " 37826\n", + " NaN\n", " \n", " \n", "\n", - "

144023 rows × 1 columns

\n", + "

144023 rows × 4 columns

\n", "" ], "text/plain": [ - " name\n", - "id \n", - "chr1:9781-10672 chr1:9781-10672\n", - "chr1:180678-181311 chr1:180678-181311\n", - "chr1:184004-184867 chr1:184004-184867\n", - "chr1:186550-187463 chr1:186550-187463\n", - "chr1:191198-192095 chr1:191198-192095\n", - "... ...\n", - "KI270713.1:21358-22260 KI270713.1:21358-22260\n", - "KI270713.1:25966-26842 KI270713.1:25966-26842\n", - "KI270713.1:29713-30529 KI270713.1:29713-30529\n", - "KI270713.1:34051-35030 KI270713.1:34051-35030\n", - "KI270713.1:36930-37826 KI270713.1:36930-37826\n", + " chromosome start stop gene_name\n", + "peak_ID \n", + "chr1:9781-10672 chr1 9781 10672 DDX11L1\n", + "chr1:180678-181311 chr1 180678 181311 RP4-740C4.7\n", + "chr1:184004-184867 chr1 184004 184867 RP4-740C4.7\n", + "chr1:186550-187463 chr1 186550 187463 HES5\n", + "chr1:191198-192095 chr1 191198 192095 HES5\n", + "... ... ... ... ...\n", + "KI270713.1:21358-22260 KI270713.1 21358 22260 NaN\n", + "KI270713.1:25966-26842 KI270713.1 25966 26842 NaN\n", + "KI270713.1:29713-30529 KI270713.1 29713 30529 NaN\n", + "KI270713.1:34051-35030 KI270713.1 34051 35030 NaN\n", + "KI270713.1:36930-37826 KI270713.1 36930 37826 NaN\n", "\n", - "[144023 rows x 1 columns]" + "[144023 rows x 4 columns]" ] }, - "execution_count": 47, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "adata_2 = adata.copy()\n", - "adata_2.var" + "upstream, downstream = 2000, 0\n", + "\n", + "match_genes_to_peaks(adata,\n", + " gtf,\n", + " upstream=upstream,\n", + " downstream=downstream,\n", + " verbose=False)\n", + "\n", + "adata.var" + ] + }, + { + "cell_type": "markdown", + "id": "45b9043a-9682-45a3-a13c-bc25c76d1310", + "metadata": {}, + "source": [ + "## Filter cells and peaks\n", + "\n", + "Now that we have the data loaded, we can perform quality control filtering. Specifically, we're going to filter out peaks that don't appear in enough cells and cells that don't have enough reads or peaks." ] }, { "cell_type": "code", - "execution_count": 45, - "id": "367ef1d5", + "execution_count": 8, + "id": "409f6e06-ef77-4898-ba8a-0eb940ac883b", "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", - "
peakname
0chr1:9781-10672chr1:9781-10672
1chr1:180678-181311chr1:180678-181311
2chr1:184004-184867chr1:184004-184867
3chr1:186550-187463chr1:186550-187463
4chr1:191198-192095chr1:191198-192095
.........
144018KI270713.1:21358-22260KI270713.1:21358-22260
144019KI270713.1:25966-26842KI270713.1:25966-26842
144020KI270713.1:29713-30529KI270713.1:29713-30529
144021KI270713.1:34051-35030KI270713.1:34051-35030
144022KI270713.1:36930-37826KI270713.1:36930-37826
\n", - "

144023 rows × 2 columns

\n", - "
" - ], "text/plain": [ - " peak name\n", - "0 chr1:9781-10672 chr1:9781-10672\n", - "1 chr1:180678-181311 chr1:180678-181311\n", - "2 chr1:184004-184867 chr1:184004-184867\n", - "3 chr1:186550-187463 chr1:186550-187463\n", - "4 chr1:191198-192095 chr1:191198-192095\n", - "... ... ...\n", - "144018 KI270713.1:21358-22260 KI270713.1:21358-22260\n", - "144019 KI270713.1:25966-26842 KI270713.1:25966-26842\n", - "144020 KI270713.1:29713-30529 KI270713.1:29713-30529\n", - "144021 KI270713.1:34051-35030 KI270713.1:34051-35030\n", - "144022 KI270713.1:36930-37826 KI270713.1:36930-37826\n", - "\n", - "[144023 rows x 2 columns]" + "AnnData object with n_obs × n_vars = 9688 × 144023\n", + " obs: 'n_genes', 'n_peaks', 'log_n_peaks'\n", + " var: 'chromosome', 'start', 'stop', 'gene_name', 'n_cells', 'log_n_cells'\n", + " uns: 'omic'" ] }, - "execution_count": 45, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "adata_2.var = adata_2.var.reset_index()\n", - "adata_2.var = adata_2.var.rename(columns={\"id\": \"peak\"})\n", - "adata_2.var" + "## First we make sure that all cells have one gene and that all genes have one cell.\n", + "sc.pp.filter_genes(adata, min_cells=1)\n", + "sc.pp.filter_cells(adata, min_genes=1)\n", + "\n", + "adata.obs['n_peaks'] = adata.obs['n_genes']\n", + "adata.obs['log_n_peaks'] = np.log10(adata.obs['n_peaks'])\n", + "adata.var['log_n_cells'] = np.log10(adata.var['n_cells'])\n", + "\n", + "adata" + ] + }, + { + "cell_type": "markdown", + "id": "30dc64ed-f3f9-4e9d-9673-7556b73a78e6", + "metadata": {}, + "source": [ + "Based on the violin plots below, we can set some minimal thresholds for the number of cells and peaks in a sample/feature. We'll set these thresholds pretty conservatively, based on what other pipelines use. In particular, while we could set thresholds on the maximum number of cells or peaks, it doesn't seem to be common practice." ] }, { "cell_type": "code", - "execution_count": 41, - "id": "02c26e73", + "execution_count": 9, + "id": "b001f07a-a6a9-40a2-a2a3-4620414b5ccd", "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", - "
peaknamegenedistancepeak_type
0chr1:9781-10672chr1:9781-10672NaNNaNNaN
1chr1:180678-181311chr1:180678-181311NaNNaNNaN
2chr1:184004-184867chr1:184004-184867NaNNaNNaN
3chr1:186550-187463chr1:186550-187463NaNNaNNaN
4chr1:191198-192095chr1:191198-192095NaNNaNNaN
..................
144018KI270713.1:21358-22260KI270713.1:21358-22260NaNNaNNaN
144019KI270713.1:25966-26842KI270713.1:25966-26842NaNNaNNaN
144020KI270713.1:29713-30529KI270713.1:29713-30529NaNNaNNaN
144021KI270713.1:34051-35030KI270713.1:34051-35030NaNNaNNaN
144022KI270713.1:36930-37826KI270713.1:36930-37826NaNNaNNaN
\n", - "

144023 rows × 5 columns

\n", - "
" - ], + "image/png": "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\n", "text/plain": [ - " peak name gene distance peak_type\n", - "0 chr1:9781-10672 chr1:9781-10672 NaN NaN NaN\n", - "1 chr1:180678-181311 chr1:180678-181311 NaN NaN NaN\n", - "2 chr1:184004-184867 chr1:184004-184867 NaN NaN NaN\n", - "3 chr1:186550-187463 chr1:186550-187463 NaN NaN NaN\n", - "4 chr1:191198-192095 chr1:191198-192095 NaN NaN NaN\n", - "... ... ... ... ... ...\n", - "144018 KI270713.1:21358-22260 KI270713.1:21358-22260 NaN NaN NaN\n", - "144019 KI270713.1:25966-26842 KI270713.1:25966-26842 NaN NaN NaN\n", - "144020 KI270713.1:29713-30529 KI270713.1:29713-30529 NaN NaN NaN\n", - "144021 KI270713.1:34051-35030 KI270713.1:34051-35030 NaN NaN NaN\n", - "144022 KI270713.1:36930-37826 KI270713.1:36930-37826 NaN NaN NaN\n", - "\n", - "[144023 rows x 5 columns]" + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, [[ax1, ax2], [ax3, ax4]] = plt.subplots(2, 2, figsize=(12, 10))\n", + "\n", + "min_cells, max_cells = int(10), int(7500)\n", + "min_peaks, max_peaks = int(1000), int(2.e4)\n", + "\n", + "_ = sns.violinplot(data=adata.var, y='n_cells', ax=ax1, inner='quartile')\n", + "_ = sns.stripplot(data=adata.var, y='n_cells', s=2, color='k', alpha=0.1, ax=ax1)\n", + "_ = ax1.axhline(max_cells, color='r')\n", + "_ = ax1.axhline(min_cells, color='r')\n", + "\n", + "_ = sns.violinplot(data=adata.var, y='log_n_cells', ax=ax2, inner='quartile')\n", + "_ = sns.stripplot(data=adata.var, y='log_n_cells', s=2, color='k', alpha=0.1, ax=ax2)\n", + "_ = ax2.axhline(np.log10(max_cells), color='r')\n", + "_ = ax2.axhline(np.log10(min_cells), color='r')\n", + "\n", + "_ = sns.violinplot(data=adata.obs, y='n_peaks', ax=ax3, inner='quartile')\n", + "_ = sns.stripplot(data=adata.obs, y='n_peaks', s=2, color='k', alpha=0.1, ax=ax3)\n", + "_ = ax3.axhline(max_peaks, color='r')\n", + "_ = ax3.axhline(min_peaks, color='r')\n", + "\n", + "_ = sns.violinplot(data=adata.obs, y='log_n_peaks', ax=ax4, inner='quartile')\n", + "_ = sns.stripplot(data=adata.obs, y='log_n_peaks', s=2, color='k', alpha=0.1, ax=ax4)\n", + "_ = ax4.axhline(np.log10(max_peaks), color='r')\n", + "_ = ax4.axhline(np.log10(min_peaks), color='r')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a0d6217d-93c6-49ff-9fa5-1d4a9945af30", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 9661 × 143896\n", + " obs: 'n_genes', 'n_peaks', 'log_n_peaks', 'n_reads'\n", + " var: 'chromosome', 'start', 'stop', 'gene_name', 'n_cells', 'log_n_cells'\n", + " uns: 'omic'" ] }, - "execution_count": 41, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "## Filter the cells\n", + "sc.pp.filter_genes(adata, min_cells=min_cells)\n", + "sc.pp.filter_cells(adata, min_genes=min_peaks)\n", + "\n", + "## Define the number of reads in each cell.\n", + "adata.obs['n_reads'] = adata.X.sum(axis=1)\n", + "\n", + "adata" + ] + }, + { + "cell_type": "markdown", + "id": "0835501e-b0a0-4ae8-97ff-30d7d53dcf4e", + "metadata": {}, + "source": [ + "## Calculate TSS-Enrichment\n", "\n", - "adata_2.var.merge(metadata, how='left', on='peak')" + "For the 10x data, this step isn't strictly necessary since the data are of sufficient quality. However, this is a necessary check for most scATAC-seq data sets. To do this, we will need the raw fragments matrix, which we can also get from 10x's website. We can then use the `tss_enrichment` function, which determines how far each fragment is from a Transcription Start Site (TSS), where we expect high-quality scATAC data to be enriched near TSS's." ] }, { "cell_type": "code", - "execution_count": 77, - "id": "b3fda8bc", + "execution_count": 11, + "id": "c21fcda1-7db5-4e0c-8573-d3dbf98a96aa", "metadata": {}, "outputs": [], "source": [ - "find_genes(adata,\n", - " gtf_file='../data/10xGenomics_ATACseq/gencode.v38.annotation.gtf',\n", - " key_added='transcript_annotation',\n", - " upstream=2000,\n", - " feature_type='transcript',\n", - " annotation='HAVANA',\n", - " raw=False)" + "# !wget https://cf.10xgenomics.com/samples/cell-atac/2.0.0/atac_pbmc_10k_nextgem/atac_pbmc_10k_nextgem_fragments.tsv.gz -P ../data/10kPBMC_scATAC/00_raw_data/\n", + "# !wget https://cf.10xgenomics.com/samples/cell-atac/2.0.0/atac_pbmc_10k_nextgem/atac_pbmc_10k_nextgem_fragments.tsv.gz.tbi -P ../data/10kPBMC_scATAC/00_raw_data/" ] }, { "cell_type": "code", - "execution_count": null, - "id": "42d956c9", + "execution_count": 12, + "id": "8317e29f-21ed-4abf-8621-7a55dcf55381", "metadata": {}, "outputs": [], "source": [ - "gtf = {}\n", - " with open(gtf_file) as f:\n", - " for line in f:\n", - " if line[0:2] != '##' and '\\t'+feature_type+'\\t' in line and '\\t'+annotation+'\\t' in line:\n", - " line = line.rstrip('\\n').split('\\t')\n", - " if line[6] == '-':\n", - " if line[0] not in gtf.keys():\n", - " gtf[line[0]] = [[int(line[3])-downstream, int(line[4])+upstream,line[-1].split(';')[:-1]]]\n", - " else:\n", - " gtf[line[0]].append([int(line[3])-downstream, int(line[4])+upstream,line[-1].split(';')[:-1]])\n", - " else:\n", - " if line[0] not in gtf.keys():\n", - " gtf[line[0]] = [[int(line[3])-upstream, int(line[4])+downstream,line[-1].split(';')[:-1]]]\n", - " else:\n", - " gtf[line[0]].append([int(line[3])-upstream, int(line[4])+downstream,line[-1].split(';')[:-1]])\n", - " \n", - " # extracting the feature coordinates\n", - " raw_adata_features = {}\n", - " feature_index = 0\n", - " for line in adata.var_names.tolist():\n", - " line = line.split('_')\n", - " if line[0] not in raw_adata_features.keys():\n", - " raw_adata_features[line[0]] = [[int(line[1]),int(line[2]), feature_index]]\n", - " else:\n", - " raw_adata_features[line[0]].append([int(line[1]),int(line[2]), feature_index])\n", - " feature_index += 1\n", - " \n", - " ## find the genes overlaping the features.\n", - " gene_index = []\n", - " for chrom in raw_adata_features.keys():\n", - " if chrom in gtf.keys():\n", - " chrom_index = 0\n", - " previous_features_index = 0\n", - " for feature in raw_adata_features[chrom]:\n", - " gene_name = []\n", - " feature_start = feature[0]\n", - " feature_end = feature[1]\n", - " for gene in gtf[chrom]:\n", - " if (gene[1]<= feature_start): # the gene is before the feature. we need to test the next gene.\n", - " continue\n", - " elif (feature_end <= gene[0]): # the gene is after the feature. we need to test the next feature.\n", - " break\n", - " else: # the window is overlapping the gene.\n", - " for n in gene[-1]:\n", - " if 'gene_name' in n:\n", - " gene_name.append(n.lstrip('gene_name \"').rstrip('\"\"'))\n", - "\n", - " if gene_name == []:\n", - " gene_index.append('intergenic')\n", - " elif len(gene_name)==1:\n", - " gene_index.append(gene_name[0])\n", - " else:\n", - " gene_index.append(\";\".join(list(set(gene_name))))\n", - "\n", - " else:\n", - " for feature in raw_adata_features[chrom]:\n", - " gene_index.append(\"unassigned\")\n", + "tss_enrichment(adata, \n", + " fragments=\"../data/10kPBMC_scATAC/00_raw_data/atac_pbmc_10k_nextgem_fragments.tsv.gz\",\n", + " gtf=\"../data/10kPBMC_scATAC/gencode.v38.annotation.gtf.gz\",\n", + " n_jobs=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a4ab6e28-02ee-4bb3-bc8f-98db17ba3344", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "View of AnnData object with n_obs × n_vars = 9661 × 143896\n", + " obs: 'n_genes', 'n_peaks', 'log_n_peaks', 'n_reads', 'tss_enrichment_score'\n", + " var: 'chromosome', 'start', 'stop', 'gene_name', 'n_cells', 'log_n_cells'\n", + " uns: 'omic', 'tss_enrichment'" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## For this data set, this step doesn't do anything...\n", + "adata = adata[adata.obs['tss_enrichment_score'] > 2]\n", + "adata" + ] + }, + { + "cell_type": "markdown", + "id": "ebf0fa12-92fb-47fa-860d-60d37f5ceff3", + "metadata": {}, + "source": [ + "## Normalize using TF-IDF\n", "\n", - " adata.var[key_added] = gene_index" + "While there are several proposed protocols for normalizing scATAC-seq data, the simplest is to use [term frequency-inverse document frequency](https://en.wikipedia.org/wiki/Tf%E2%80%93idf) (TF-IDF) normalization." ] }, { "cell_type": "code", - "execution_count": 79, - "id": "86c8ed67", + "execution_count": 14, + "id": "83aa49ba-30b7-4a5a-806e-46d9b467b38a", "metadata": {}, "outputs": [], "source": [ - "gtf_column_names = ['seqname', 'source', 'feature', 'start', 'end', 'score', 'strand', 'attribute', 'other']\n", + "adata.layers['tf-idf'] = TfidfTransformer(norm='l1').fit_transform(adata.X)" + ] + }, + { + "cell_type": "markdown", + "id": "3b71f9ba-69eb-4f9b-a8d8-beaffbaf6ae0", + "metadata": {}, + "source": [ + "## Linear Dimensionality Reduction with SVD\n", "\n", - "gtf = pd.read_csv(\"../data/10xGenomics_ATACseq/gencode.v38.annotation.gtf.gz\",\n", - " sep='\\t',\n", - " names=gtf_column_names,\n", - " comment=\"#\",\n", - " header=None,\n", - " index_col=False)" + "After performing TF-IDF, it is common to use an SVD to further reduce the dimensionality of the data. This process (TF-IDF + SVD) is known as [Latent Semantic Indexing](https://en.wikipedia.org/wiki/Latent_semantic_analysis) (LSI). " ] }, { "cell_type": "code", - "execution_count": null, - "id": "48f9baf8", + "execution_count": 15, + "id": "5f1c344f-2b2d-4369-8419-47694b79608f", "metadata": {}, "outputs": [], "source": [ - "gtf_other_cols = []\n", - "for gtf_other in gtf.other:\n", - " gtf_other = [gtfo.strip() for gtfo in gtf_other.split(\";\")[:-1]]\n", - " gtf_other_cols.append({gtfo.split(\" \")[0].strip(): gtfo.split(\" \")[1].strip() for gtfo in gtf_other})\n", - "print(gtf_other_cols)" + "SVDObj = TruncatedSVD(n_components=200, n_iter=20, random_state=42)\n", + "adata.obsm['lsi'] = SVDObj.fit_transform(adata.layers['tf-idf'])" ] }, { "cell_type": "code", - "execution_count": null, - "id": "b672bb54", + "execution_count": 17, + "id": "09bea031-3cc0-4397-adbf-6134bae4ad4d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(12, 5))\n", + "\n", + "_ = ax1.plot(np.arange(adata.obsm['lsi'].shape[1]) + 1, SVDObj.singular_values_, '-o')\n", + "_ = ax1.set_xscale('log')\n", + "_ = ax1.set_yscale('log')\n", + "_ = ax1.set_xlabel(\"Component Number\")\n", + "_ = ax1.set_ylabel(\"Singular Value\")\n", + "\n", + "hax2 = ax2.scatter(*adata.obsm['lsi'][:, :2].T, c=np.log10(adata.obs['n_reads']), cmap='viridis')\n", + "cax2 = plt.colorbar(hax2, ax=ax2, label='Log # Reads')\n", + "\n", + "_ = ax2.set_xticklabels([])\n", + "_ = ax2.set_yticklabels([])\n", + "_ = ax2.set_title(\"SVD\")\n", + "\n", + "_ = fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "0bf288e8-88fd-4f3c-b142-6e0d3d54c951", + "metadata": {}, + "source": [ + " Examining the scree plot for the SVD components, we can see that 50 components should be more than sufficient to describe the data." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d84e20bc-a815-408e-8a36-073a926c05f5", "metadata": {}, "outputs": [], "source": [ - "gtf_other_df = pd.from_records(gtf_other_cols)" + "adata.obsm['lsi'] = adata.obsm['lsi'][:, :50]" + ] + }, + { + "cell_type": "markdown", + "id": "f74d20f4-4e58-4b02-85ac-45ed7b6a6d48", + "metadata": {}, + "source": [ + "We can then save the results to file for later use." ] }, { "cell_type": "code", - "execution_count": 63, - "id": "6196e8aa", - "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", - "
seqnamesourcefeaturestartendscorestrandattributeother
0chr1HAVANAgene1186914409.+.gene_id \"ENSG00000223972.5\"; gene_type \"transc...
12chr1HAVANAgene1440429570.-.gene_id \"ENSG00000227232.5\"; gene_type \"unproc...
28chr1HAVANAgene2955431109.+.gene_id \"ENSG00000243485.5\"; gene_type \"lncRNA...
39chr1HAVANAgene3455436081.-.gene_id \"ENSG00000237613.2\"; gene_type \"lncRNA...
47chr1HAVANAgene5247353312.+.gene_id \"ENSG00000268020.3\"; gene_type \"unproc...
..............................
3150109chrYHAVANAgene5718410157197337.+.gene_id \"ENSG00000124334.17_PAR_Y\"; gene_type ...
3150164chrYHAVANAgene5719073857208756.+.gene_id \"ENSG00000270726.6_PAR_Y\"; gene_type \"...
3150170chrYHAVANAgene5720114357203357.-.gene_id \"ENSG00000185203.12_PAR_Y\"; gene_type ...
3150174chrYHAVANAgene5720734657212230.+.gene_id \"ENSG00000182484.15_PAR_Y\"; gene_type ...
3150274chrYHAVANAgene5721218457214397.-.gene_id \"ENSG00000227159.8_PAR_Y\"; gene_type \"...
\n", - "

53065 rows × 9 columns

\n", - "
" - ], - "text/plain": [ - " seqname source feature start end score strand attribute \\\n", - "0 chr1 HAVANA gene 11869 14409 . + . \n", - "12 chr1 HAVANA gene 14404 29570 . - . \n", - "28 chr1 HAVANA gene 29554 31109 . + . \n", - "39 chr1 HAVANA gene 34554 36081 . - . \n", - "47 chr1 HAVANA gene 52473 53312 . + . \n", - "... ... ... ... ... ... ... ... ... \n", - "3150109 chrY HAVANA gene 57184101 57197337 . + . \n", - "3150164 chrY HAVANA gene 57190738 57208756 . + . \n", - "3150170 chrY HAVANA gene 57201143 57203357 . - . \n", - "3150174 chrY HAVANA gene 57207346 57212230 . + . \n", - "3150274 chrY HAVANA gene 57212184 57214397 . - . \n", - "\n", - " other \n", - "0 gene_id \"ENSG00000223972.5\"; gene_type \"transc... \n", - "12 gene_id \"ENSG00000227232.5\"; gene_type \"unproc... \n", - "28 gene_id \"ENSG00000243485.5\"; gene_type \"lncRNA... \n", - "39 gene_id \"ENSG00000237613.2\"; gene_type \"lncRNA... \n", - "47 gene_id \"ENSG00000268020.3\"; gene_type \"unproc... \n", - "... ... \n", - "3150109 gene_id \"ENSG00000124334.17_PAR_Y\"; gene_type ... \n", - "3150164 gene_id \"ENSG00000270726.6_PAR_Y\"; gene_type \"... \n", - "3150170 gene_id \"ENSG00000185203.12_PAR_Y\"; gene_type ... \n", - "3150174 gene_id \"ENSG00000182484.15_PAR_Y\"; gene_type ... \n", - "3150274 gene_id \"ENSG00000227159.8_PAR_Y\"; gene_type \"... \n", - "\n", - "[53065 rows x 9 columns]" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "HAVANA_gene_df = gtf[(gtf.feature == 'gene') & (gtf.source == 'HAVANA')]\n", - "HAVANA_gene_df" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "f6bcc4b1", + "execution_count": 19, + "id": "37cdbefd-04b1-4e43-9ea4-1135acf8bc55", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/_v/n82vwlfd3wg7_t3361n20xhr0000gn/T/ipykernel_80505/2931172980.py:5: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " subset_df['left'] = np.where(subset_df.strand == '-', subset_df['start'] - downstream, subset_df['start'] - upstream)\n", - "/var/folders/_v/n82vwlfd3wg7_t3361n20xhr0000gn/T/ipykernel_80505/2931172980.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " subset_df['right'] = np.where(subset_df.strand == '-', subset_df['start'] + upstream, subset_df['start'] + downstream)\n" + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'chromosome' as categorical\n", + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'gene_name' as categorical\n" ] - }, - { - "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", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
seqnamesourcefeaturestartendscorestrandattributeotherleftright
3140301chrYHAVANAgene253743255091.+.gene_id \"ENSG00000228572.7_PAR_Y\"; gene_type \"...251743253743
3140305chrYHAVANAgene276322303356.+.gene_id \"ENSG00000182378.15_PAR_Y\"; gene_type ...274322276322
3140431chrYHAVANAgene304529318819.-.gene_id \"ENSG00000178605.13_PAR_Y\"; gene_type ...304529306529
3140462chrYHAVANAgene320990321851.+.gene_id \"ENSG00000226179.6_PAR_Y\"; gene_type \"...318990320990
3140466chrYHAVANAgene333933386955.-.gene_id \"ENSG00000167393.18_PAR_Y\"; gene_type ...333933335933
....................................
3150109chrYHAVANAgene5718410157197337.+.gene_id \"ENSG00000124334.17_PAR_Y\"; gene_type ...5718210157184101
3150164chrYHAVANAgene5719073857208756.+.gene_id \"ENSG00000270726.6_PAR_Y\"; gene_type \"...5718873857190738
3150170chrYHAVANAgene5720114357203357.-.gene_id \"ENSG00000185203.12_PAR_Y\"; gene_type ...5720114357203143
3150174chrYHAVANAgene5720734657212230.+.gene_id \"ENSG00000182484.15_PAR_Y\"; gene_type ...5720534657207346
3150274chrYHAVANAgene5721218457214397.-.gene_id \"ENSG00000227159.8_PAR_Y\"; gene_type \"...5721218457214184
\n", - "

528 rows × 11 columns

\n", - "
" - ], - "text/plain": [ - " seqname source feature start end score strand attribute \\\n", - "3140301 chrY HAVANA gene 253743 255091 . + . \n", - "3140305 chrY HAVANA gene 276322 303356 . + . \n", - "3140431 chrY HAVANA gene 304529 318819 . - . \n", - "3140462 chrY HAVANA gene 320990 321851 . + . \n", - "3140466 chrY HAVANA gene 333933 386955 . - . \n", - "... ... ... ... ... ... ... ... ... \n", - "3150109 chrY HAVANA gene 57184101 57197337 . + . \n", - "3150164 chrY HAVANA gene 57190738 57208756 . + . \n", - "3150170 chrY HAVANA gene 57201143 57203357 . - . \n", - "3150174 chrY HAVANA gene 57207346 57212230 . + . \n", - "3150274 chrY HAVANA gene 57212184 57214397 . - . \n", - "\n", - " other left right \n", - "3140301 gene_id \"ENSG00000228572.7_PAR_Y\"; gene_type \"... 251743 253743 \n", - "3140305 gene_id \"ENSG00000182378.15_PAR_Y\"; gene_type ... 274322 276322 \n", - "3140431 gene_id \"ENSG00000178605.13_PAR_Y\"; gene_type ... 304529 306529 \n", - "3140462 gene_id \"ENSG00000226179.6_PAR_Y\"; gene_type \"... 318990 320990 \n", - "3140466 gene_id \"ENSG00000167393.18_PAR_Y\"; gene_type ... 333933 335933 \n", - "... ... ... ... \n", - "3150109 gene_id \"ENSG00000124334.17_PAR_Y\"; gene_type ... 57182101 57184101 \n", - "3150164 gene_id \"ENSG00000270726.6_PAR_Y\"; gene_type \"... 57188738 57190738 \n", - "3150170 gene_id \"ENSG00000185203.12_PAR_Y\"; gene_type ... 57201143 57203143 \n", - "3150174 gene_id \"ENSG00000182484.15_PAR_Y\"; gene_type ... 57205346 57207346 \n", - "3150274 gene_id \"ENSG00000227159.8_PAR_Y\"; gene_type \"... 57212184 57214184 \n", - "\n", - "[528 rows x 11 columns]" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "upstream, downstream = 2000, 0\n", - "\n", - "for seqname in HAVANA_gene_df.seqname.unique():\n", - " subset_df = HAVANA_gene_df[HAVANA_gene_df.seqname == seqname]\n", - " subset_df['left'] = np.where(subset_df.strand == '-', subset_df['start'] - downstream, subset_df['start'] - upstream)\n", - " subset_df['right'] = np.where(subset_df.strand == '-', subset_df['start'] + upstream, subset_df['start'] + downstream)\n", - "subset_df" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "id": "b8f10773", - "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", - "
namechromosomestartstop
id
chr1:9781-10672chr1:9781-10672chr1978110672
chr1:180678-181311chr1:180678-181311chr1180678181311
chr1:184004-184867chr1:184004-184867chr1184004184867
chr1:186550-187463chr1:186550-187463chr1186550187463
chr1:191198-192095chr1:191198-192095chr1191198192095
...............
KI270713.1:21358-22260KI270713.1:21358-22260KI270713.12135822260
KI270713.1:25966-26842KI270713.1:25966-26842KI270713.12596626842
KI270713.1:29713-30529KI270713.1:29713-30529KI270713.12971330529
KI270713.1:34051-35030KI270713.1:34051-35030KI270713.13405135030
KI270713.1:36930-37826KI270713.1:36930-37826KI270713.13693037826
\n", - "

144023 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " name chromosome start stop\n", - "id \n", - "chr1:9781-10672 chr1:9781-10672 chr1 9781 10672\n", - "chr1:180678-181311 chr1:180678-181311 chr1 180678 181311\n", - "chr1:184004-184867 chr1:184004-184867 chr1 184004 184867\n", - "chr1:186550-187463 chr1:186550-187463 chr1 186550 187463\n", - "chr1:191198-192095 chr1:191198-192095 chr1 191198 192095\n", - "... ... ... ... ...\n", - "KI270713.1:21358-22260 KI270713.1:21358-22260 KI270713.1 21358 22260\n", - "KI270713.1:25966-26842 KI270713.1:25966-26842 KI270713.1 25966 26842\n", - "KI270713.1:29713-30529 KI270713.1:29713-30529 KI270713.1 29713 30529\n", - "KI270713.1:34051-35030 KI270713.1:34051-35030 KI270713.1 34051 35030\n", - "KI270713.1:36930-37826 KI270713.1:36930-37826 KI270713.1 36930 37826\n", - "\n", - "[144023 rows x 4 columns]" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "adata.var['chromosome'] = [name.split(':')[0] for name in adata.var.name]\n", - "adata.var['start'] = [name.split(\":\")[1].split(\"-\")[0] for name in adata.var.name]\n", - "adata.var['stop'] = [name.split(\":\")[1].split(\"-\")[1] for name in adata.var.name]\n", - "adata.var" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "id": "c8e1405e", - "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", - "
namechromosomestartstoptranscript_annotation
id
chr1:9781-10672chr1:9781-10672chr1978110672DDX11L1
chr1:180678-181311chr1:180678-181311chr1180678181311DDX11L17
chr1:184004-184867chr1:184004-184867chr1184004184867DDX11L17
chr1:186550-187463chr1:186550-187463chr1186550187463WASH9P
chr1:191198-192095chr1:191198-192095chr1191198192095WASH9P
..................
KI270713.1:21358-22260KI270713.1:21358-22260KI270713.12135822260unassigned
KI270713.1:25966-26842KI270713.1:25966-26842KI270713.12596626842unassigned
KI270713.1:29713-30529KI270713.1:29713-30529KI270713.12971330529unassigned
KI270713.1:34051-35030KI270713.1:34051-35030KI270713.13405135030unassigned
KI270713.1:36930-37826KI270713.1:36930-37826KI270713.13693037826unassigned
\n", - "

144023 rows × 5 columns

\n", - "
" - ], - "text/plain": [ - " name chromosome start stop \\\n", - "id \n", - "chr1:9781-10672 chr1:9781-10672 chr1 9781 10672 \n", - "chr1:180678-181311 chr1:180678-181311 chr1 180678 181311 \n", - "chr1:184004-184867 chr1:184004-184867 chr1 184004 184867 \n", - "chr1:186550-187463 chr1:186550-187463 chr1 186550 187463 \n", - "chr1:191198-192095 chr1:191198-192095 chr1 191198 192095 \n", - "... ... ... ... ... \n", - "KI270713.1:21358-22260 KI270713.1:21358-22260 KI270713.1 21358 22260 \n", - "KI270713.1:25966-26842 KI270713.1:25966-26842 KI270713.1 25966 26842 \n", - "KI270713.1:29713-30529 KI270713.1:29713-30529 KI270713.1 29713 30529 \n", - "KI270713.1:34051-35030 KI270713.1:34051-35030 KI270713.1 34051 35030 \n", - "KI270713.1:36930-37826 KI270713.1:36930-37826 KI270713.1 36930 37826 \n", - "\n", - " transcript_annotation \n", - "id \n", - "chr1:9781-10672 DDX11L1 \n", - "chr1:180678-181311 DDX11L17 \n", - "chr1:184004-184867 DDX11L17 \n", - "chr1:186550-187463 WASH9P \n", - "chr1:191198-192095 WASH9P \n", - "... ... \n", - "KI270713.1:21358-22260 unassigned \n", - "KI270713.1:25966-26842 unassigned \n", - "KI270713.1:29713-30529 unassigned \n", - "KI270713.1:34051-35030 unassigned \n", - "KI270713.1:36930-37826 unassigned \n", - "\n", - "[144023 rows x 5 columns]" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "adata.var" + "adata.write(\"../data/10kPBMC_scATAC/02_processed_data/atac_pbmc_10k_nextgem_preprocessed_data.h5ad\")\n", + "np.savetxt(\"../data/10kPBMC_scATAC/02_processed_data/atac_pbmc_10k_nextgem_preprocessed_data.csv\", adata.obsm['lsi'], delimiter=',')" ] }, { "cell_type": "code", "execution_count": null, - "id": "cf7c7c9d", + "id": "17d7f058-ba43-4aea-90d3-279923223610", "metadata": {}, "outputs": [], "source": [] @@ -1739,9 +800,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "EMBEDR_kernel", "language": "python", - "name": "python3" + "name": "embedr" }, "language_info": { "codemirror_mode": { diff --git a/examples/Example_Preprocessing_TabulaMuris_scRNAseq.ipynb b/examples/Example_Preprocessing_TabulaMuris_scRNAseq.ipynb index 207dbb9..82c1a73 100644 --- a/examples/Example_Preprocessing_TabulaMuris_scRNAseq.ipynb +++ b/examples/Example_Preprocessing_TabulaMuris_scRNAseq.ipynb @@ -20,27 +20,29 @@ "name": "stdout", "output_type": "stream", "text": [ - "scanpy==1.8.1 anndata==0.7.6 umap==0.5.1 numpy==1.20.3 scipy==1.6.3 pandas==1.2.4 scikit-learn==0.24.2 statsmodels==0.12.2 pynndescent==0.5.4\n" + "scanpy==1.8.1 anndata==0.7.6 umap==0.5.1 numpy==1.20.3 scipy==1.7.1 pandas==1.3.4 scikit-learn==1.0 statsmodels==0.13.0 python-igraph==0.9.7 pynndescent==0.5.5\n" ] } ], "source": [ + "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import numpy.random as rnd\n", "import os\n", "import pandas as pd\n", + "import re\n", "import scanpy as sc\n", "import seaborn as sns\n", "\n", "sns.set(color_codes=True)\n", - "matplotlib.rc(\"font\", size=20)\n", - "matplotlib.rc(\"xtick\", labelsize=20)\n", - "matplotlib.rc(\"ytick\", labelsize=20)\n", - "matplotlib.rc(\"axes\", labelsize=24)\n", - "matplotlib.rc(\"axes\", titlesize=28)\n", - "matplotlib.rc(\"legend\", fontsize=14)\n", - "matplotlib.rc(\"figure\", titlesize=24)\n", + "matplotlib.rc(\"font\", size=12)\n", + "matplotlib.rc(\"xtick\", labelsize=12)\n", + "matplotlib.rc(\"ytick\", labelsize=12)\n", + "matplotlib.rc(\"axes\", labelsize=16)\n", + "matplotlib.rc(\"axes\", titlesize=20)\n", + "matplotlib.rc(\"legend\", fontsize=10)\n", + "matplotlib.rc(\"figure\", titlesize=16)\n", "\n", "%matplotlib inline\n", "\n", @@ -57,7 +59,7 @@ { "data": { "text/plain": [ - "AnnData object with n_obs × n_vars = 5355 × 23433" + "AnnData object with n_obs × n_vars = 951 × 23433" ] }, "execution_count": 2, @@ -66,12 +68,14 @@ } ], "source": [ - "tissue = \"marrow\"\n", + "# tissue = \"marrow\"\n", + "# tissue = \"brain_non-myeloid\"\n", + "tissue = \"diaphragm\"\n", "\n", - "file_path = \"./../../t-SNE_Project/tabula-muris-master/00_data_ingest/\"\n", - "data_name = f\"00_facs_raw_data/FACS/{tissue.capitalize()}-counts.csv\"\n", + "file_path = \"../data/tabula-muris/\"\n", + "data_name = f\"00_facs_raw_data/FACS/{tissue.title()}-counts.csv\"\n", "meta_name = f\"00_facs_raw_data/metadata_FACS.csv\"\n", - "anno_name = f\"03_tissue_annotation_csv/{tissue.capitalize()}_facs_annotation.csv\"\n", + "anno_name = f\"03_tissue_annotation_csv/{tissue.title()}_facs_annotation.csv\"\n", "\n", "metadata = pd.read_csv(os.path.join(file_path, meta_name))\n", "annots = pd.read_csv(os.path.join(file_path, anno_name)).rename(columns={'cell': 'cell_id'})\n", @@ -125,17 +129,8 @@ " cell_ontology_id\n", " free_annotation\n", " cluster_ids\n", - " ...\n", - " subsetA\n", - " subsetA_cluster_ids\n", - " subsetB\n", - " subsetB_cluster_ids\n", - " subsetC\n", - " subsetC_cluster_ids\n", - " subsetD\n", - " subsetD_cluster_ids\n", - " subsetE\n", - " subsetE_cluster_ids\n", + " tSNE_1\n", + " tSNE_2\n", " \n", " \n", " cell_id\n", @@ -151,201 +146,120 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", - " A22.D042044.3_9_M.1.1\n", - " D042044\n", - " 3_9_M\n", - " Marrow\n", + " A8.D042105.3_11_M.1.1\n", + " D042105\n", + " 3_11_M\n", + " Limb_Muscle\n", " Multiple\n", " M\n", - " B-cells\n", - " immature B cell\n", - " CL:0000816\n", - " NaN\n", - " 6.0\n", - " ...\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " False\n", + " Diaphragm\n", + " skeletal muscle satellite stem cell\n", + " CL:0008011\n", " NaN\n", + " 0.0\n", + " -8.882184\n", + " -10.730514\n", " \n", " \n", - " C5.D042044.3_9_M.1.1\n", - " D042044\n", - " 3_9_M\n", - " Marrow\n", + " K10.D042105.3_11_M.1.1\n", + " D042105\n", + " 3_11_M\n", + " Limb_Muscle\n", " Multiple\n", " M\n", - " B-cells\n", - " late pro-B cell\n", - " CL:0002048\n", - " Dntt- late pro-B cell\n", - " 8.0\n", - " ...\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " True\n", - " 2.0\n", - " False\n", - " NaN\n", - " False\n", + " Diaphragm\n", + " mesenchymal stem cell\n", + " CL:0000134\n", " NaN\n", + " 1.0\n", + " 5.435094\n", + " 34.060681\n", " \n", " \n", - " D10.D042044.3_9_M.1.1\n", - " D042044\n", - " 3_9_M\n", - " Marrow\n", + " L13.D042105.3_11_M.1.1\n", + " D042105\n", + " 3_11_M\n", + " Limb_Muscle\n", " Multiple\n", " M\n", - " B-cells\n", - " precursor B cell\n", - " CL:0000817\n", - " pre-B cell (Philadelphia nomenclature)\n", - " 2.0\n", - " ...\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " False\n", + " Diaphragm\n", + " mesenchymal stem cell\n", + " CL:0000134\n", " NaN\n", + " 1.0\n", + " -0.888768\n", + " 27.308671\n", " \n", " \n", - " E13.D042044.3_9_M.1.1\n", - " D042044\n", - " 3_9_M\n", - " Marrow\n", + " M15.D042105.3_11_M.1.1\n", + " D042105\n", + " 3_11_M\n", + " Limb_Muscle\n", " Multiple\n", " M\n", - " B-cells\n", - " macrophage\n", - " CL:0000235\n", - " NaN\n", - " 10.0\n", - " ...\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " False\n", + " Diaphragm\n", + " endothelial cell\n", + " CL:0000115\n", " NaN\n", + " 3.0\n", + " -23.209078\n", + " 2.695871\n", " \n", " \n", - " F19.D042044.3_9_M.1.1\n", - " D042044\n", - " 3_9_M\n", - " Marrow\n", + " N17.D042105.3_11_M.1.1\n", + " D042105\n", + " 3_11_M\n", + " Limb_Muscle\n", " Multiple\n", " M\n", - " B-cells\n", - " late pro-B cell\n", - " CL:0002048\n", - " Dntt- late pro-B cell\n", - " 8.0\n", - " ...\n", - " False\n", - " NaN\n", - " False\n", - " NaN\n", - " True\n", - " 2.0\n", - " False\n", - " NaN\n", - " False\n", + " Diaphragm\n", + " skeletal muscle satellite stem cell\n", + " CL:0008011\n", " NaN\n", + " 0.0\n", + " -20.972265\n", + " 2.364300\n", " \n", " \n", "\n", - "

5 rows × 25 columns

\n", "" ], "text/plain": [ - " plate_barcode mouse_id tissue FACS_selection mouse_sex \\\n", - "cell_id \n", - "A22.D042044.3_9_M.1.1 D042044 3_9_M Marrow Multiple M \n", - "C5.D042044.3_9_M.1.1 D042044 3_9_M Marrow Multiple M \n", - "D10.D042044.3_9_M.1.1 D042044 3_9_M Marrow Multiple M \n", - "E13.D042044.3_9_M.1.1 D042044 3_9_M Marrow Multiple M \n", - "F19.D042044.3_9_M.1.1 D042044 3_9_M Marrow Multiple M \n", - "\n", - " subtissue cell_ontology_class cell_ontology_id \\\n", - "cell_id \n", - "A22.D042044.3_9_M.1.1 B-cells immature B cell CL:0000816 \n", - "C5.D042044.3_9_M.1.1 B-cells late pro-B cell CL:0002048 \n", - "D10.D042044.3_9_M.1.1 B-cells precursor B cell CL:0000817 \n", - "E13.D042044.3_9_M.1.1 B-cells macrophage CL:0000235 \n", - "F19.D042044.3_9_M.1.1 B-cells late pro-B cell CL:0002048 \n", - "\n", - " free_annotation cluster_ids \\\n", - "cell_id \n", - "A22.D042044.3_9_M.1.1 NaN 6.0 \n", - "C5.D042044.3_9_M.1.1 Dntt- late pro-B cell 8.0 \n", - "D10.D042044.3_9_M.1.1 pre-B cell (Philadelphia nomenclature) 2.0 \n", - "E13.D042044.3_9_M.1.1 NaN 10.0 \n", - "F19.D042044.3_9_M.1.1 Dntt- late pro-B cell 8.0 \n", - "\n", - " ... subsetA subsetA_cluster_ids subsetB \\\n", - "cell_id ... \n", - "A22.D042044.3_9_M.1.1 ... False NaN False \n", - "C5.D042044.3_9_M.1.1 ... False NaN False \n", - "D10.D042044.3_9_M.1.1 ... False NaN False \n", - "E13.D042044.3_9_M.1.1 ... False NaN False \n", - "F19.D042044.3_9_M.1.1 ... False NaN False \n", - "\n", - " subsetB_cluster_ids subsetC subsetC_cluster_ids \\\n", - "cell_id \n", - "A22.D042044.3_9_M.1.1 NaN False NaN \n", - "C5.D042044.3_9_M.1.1 NaN True 2.0 \n", - "D10.D042044.3_9_M.1.1 NaN False NaN \n", - "E13.D042044.3_9_M.1.1 NaN False NaN \n", - "F19.D042044.3_9_M.1.1 NaN True 2.0 \n", + " plate_barcode mouse_id tissue FACS_selection \\\n", + "cell_id \n", + "A8.D042105.3_11_M.1.1 D042105 3_11_M Limb_Muscle Multiple \n", + "K10.D042105.3_11_M.1.1 D042105 3_11_M Limb_Muscle Multiple \n", + "L13.D042105.3_11_M.1.1 D042105 3_11_M Limb_Muscle Multiple \n", + "M15.D042105.3_11_M.1.1 D042105 3_11_M Limb_Muscle Multiple \n", + "N17.D042105.3_11_M.1.1 D042105 3_11_M Limb_Muscle Multiple \n", "\n", - " subsetD subsetD_cluster_ids subsetE \\\n", - "cell_id \n", - "A22.D042044.3_9_M.1.1 False NaN False \n", - "C5.D042044.3_9_M.1.1 False NaN False \n", - "D10.D042044.3_9_M.1.1 False NaN False \n", - "E13.D042044.3_9_M.1.1 False NaN False \n", - "F19.D042044.3_9_M.1.1 False NaN False \n", + " mouse_sex subtissue \\\n", + "cell_id \n", + "A8.D042105.3_11_M.1.1 M Diaphragm \n", + "K10.D042105.3_11_M.1.1 M Diaphragm \n", + "L13.D042105.3_11_M.1.1 M Diaphragm \n", + "M15.D042105.3_11_M.1.1 M Diaphragm \n", + "N17.D042105.3_11_M.1.1 M Diaphragm \n", "\n", - " subsetE_cluster_ids \n", - "cell_id \n", - "A22.D042044.3_9_M.1.1 NaN \n", - "C5.D042044.3_9_M.1.1 NaN \n", - "D10.D042044.3_9_M.1.1 NaN \n", - "E13.D042044.3_9_M.1.1 NaN \n", - "F19.D042044.3_9_M.1.1 NaN \n", + " cell_ontology_class cell_ontology_id \\\n", + "cell_id \n", + "A8.D042105.3_11_M.1.1 skeletal muscle satellite stem cell CL:0008011 \n", + "K10.D042105.3_11_M.1.1 mesenchymal stem cell CL:0000134 \n", + "L13.D042105.3_11_M.1.1 mesenchymal stem cell CL:0000134 \n", + "M15.D042105.3_11_M.1.1 endothelial cell CL:0000115 \n", + "N17.D042105.3_11_M.1.1 skeletal muscle satellite stem cell CL:0008011 \n", "\n", - "[5 rows x 25 columns]" + " free_annotation cluster_ids tSNE_1 tSNE_2 \n", + "cell_id \n", + "A8.D042105.3_11_M.1.1 NaN 0.0 -8.882184 -10.730514 \n", + "K10.D042105.3_11_M.1.1 NaN 1.0 5.435094 34.060681 \n", + "L13.D042105.3_11_M.1.1 NaN 1.0 -0.888768 27.308671 \n", + "M15.D042105.3_11_M.1.1 NaN 3.0 -23.209078 2.695871 \n", + "N17.D042105.3_11_M.1.1 NaN 0.0 -20.972265 2.364300 " ] }, "execution_count": 3, @@ -378,14 +292,21 @@ " \"FACS.selection\": \"FACS_selection\",\n", " \"mouse.sex_x\": \"mouse_sex\",\n", " \"subtissue_y\": \"subtissue\"})\n", + "raw_data.obs = raw_data.obs.rename(columns=col_renames)\n", + "\n", "## We also need to do some type coercion\n", "dtypes = {\"subsetA\": bool,\n", " \"subsetB\": bool,\n", " \"subsetC\": bool,\n", " \"subsetD\": bool,\n", " \"subsetE\": bool,}\n", + "dtypes = {key: val for key, val in dtypes.items() if key in raw_data.obs.columns}\n", + "raw_data.obs = raw_data.obs.astype(dtypes)\n", + "\n", "## Drop some redundant columns as well!\n", - "raw_data.obs = raw_data.obs.drop(columns=[\"tissue_y\", \"subtissue_x\"]).rename(columns=col_renames).astype(dtypes)\n", + "drop_cols = [\"subtissue_x\"] + [col for col in raw_data.obs.columns if col[-2:] == '_y']\n", + "raw_data.obs = raw_data.obs.drop(columns=drop_cols)\n", + "\n", "raw_data.obs.head()" ] }, @@ -414,8 +335,6 @@ } ], "source": [ - "import re\n", - "\n", "## Find any spike-ins and remove them\n", "raw_data.var['is_ERCC'] = [re.search('^ERCC-', gene) is not None for gene in raw_data.var.index]\n", "raw_data.obs['perc_ERCC'] = raw_data.X[:, raw_data.var.is_ERCC].sum(axis=1) / raw_data.X.sum(axis=1)\n", @@ -424,10 +343,21 @@ "## Count the number of reads in each cell\n", "raw_data.obs['n_reads'] = raw_data.X.sum(axis=1)\n", "\n", - "\n", "## Find any ribosomal genes\n", "raw_data.var['is_ribo'] = [re.search(\"^Rp[sl][0-9]\", gene) is not None for gene in raw_data.var.index]\n", - "raw_data.obs['perc_ribo'] = raw_data.X[:, raw_data.var.is_ribo].sum(axis=1) / raw_data.obs.n_reads" + "raw_data.obs['perc_ribo'] = raw_data.X[:, raw_data.var.is_ribo].sum(axis=1) / raw_data.obs.n_reads\n", + "\n", + "## Determine the fraction of Rn45s...\n", + "raw_data.var['is_Rn45s'] = [re.search(\"^Rn45s\", gene) is not None for gene in raw_data.var.index]\n", + "raw_data.obs['perc_Rn45s'] = raw_data.X[:, raw_data.var.is_Rn45s].sum(axis=1) / raw_data.obs.n_reads" + ] + }, + { + "cell_type": "markdown", + "id": "92b8dd02-669c-4df5-a7a4-173f0f3d39f0", + "metadata": {}, + "source": [ + "Check that there are no ERCCs (spike-ins) in the data!" ] }, { @@ -437,18 +367,23 @@ "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "Index([], dtype='object', name='gene')" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 0 spike-ins in the data!\n" + ] } ], "source": [ - "raw_data.var.index[raw_data.var.is_ERCC]" + "print(f\"There are {len(raw_data.var.index[raw_data.var.is_ERCC])} spike-ins in the data!\")" + ] + }, + { + "cell_type": "markdown", + "id": "9ca472cc-70a9-4ad6-9a36-ceb0687985a6", + "metadata": {}, + "source": [ + "Now we can do some quality control and assess whether we need to filter based on these metadata..." ] }, { @@ -459,9 +394,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -471,15 +406,20 @@ } ], "source": [ - "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(12, 5))\n", + "fig, [ax1, ax2, ax3] = plt.subplots(1, 3, figsize=(12, 5))\n", "\n", "_ = sns.violinplot(data=raw_data.obs.perc_ERCC, ax=ax1)\n", "_ = ax1.set_ylabel(\"Fraction ERCC\")\n", "_ = ax1.set_xticks([])\n", + "\n", "_ = sns.violinplot(data=raw_data.obs.perc_ribo, ax=ax2)\n", "_ = ax2.set_ylabel(\"Fraction ribosomal genes\")\n", "_ = ax2.set_xticks([])\n", "\n", + "_ = sns.violinplot(data=raw_data.obs.perc_Rn45s, ax=ax3)\n", + "_ = ax3.set_ylabel(\"Fraction Rn45s\")\n", + "_ = ax3.set_xticks([])\n", + "\n", "_ = fig.tight_layout()" ] }, @@ -491,7 +431,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -503,8 +443,8 @@ } ], "source": [ - "min_genes, max_genes = 500, 25000\n", - "min_reads, max_reads = 5e4, 2e6\n", + "min_genes, max_genes = 500, 50000\n", + "min_reads, max_reads = 5e4, 3e6\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 5))\n", "\n", @@ -547,17 +487,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "filtered out 268 cells that have less than 500 genes expressed\n", - "filtered out 50 cells that have less than 50000.0 counts\n", - "filtered out 5972 genes that are detected in less than 5 cells\n" + "filtered out 46 cells that have less than 500 genes expressed\n", + "filtered out 35 cells that have less than 50000.0 counts\n", + "filtered out 9241 genes that are detected in less than 5 cells\n" ] }, { "data": { "text/plain": [ - "AnnData object with n_obs × n_vars = 5037 × 17369\n", - " obs: 'plate_barcode', 'mouse_id', 'tissue', 'FACS_selection', 'mouse_sex', 'subtissue', 'cell_ontology_class', 'cell_ontology_id', 'free_annotation', 'cluster_ids', 'mouse_sex_y', 'mouse_id_y', 'tSNE_1', 'tSNE_2', 'plate_barcode_y', 'subsetA', 'subsetA_cluster_ids', 'subsetB', 'subsetB_cluster_ids', 'subsetC', 'subsetC_cluster_ids', 'subsetD', 'subsetD_cluster_ids', 'subsetE', 'subsetE_cluster_ids', 'perc_ERCC', 'n_reads', 'perc_ribo', 'n_genes', 'n_counts'\n", - " var: 'is_ERCC', 'is_ribo', 'n_cells'" + "AnnData object with n_obs × n_vars = 870 × 14100\n", + " obs: 'plate_barcode', 'mouse_id', 'tissue', 'FACS_selection', 'mouse_sex', 'subtissue', 'cell_ontology_class', 'cell_ontology_id', 'free_annotation', 'cluster_ids', 'tSNE_1', 'tSNE_2', 'perc_ERCC', 'n_reads', 'perc_ribo', 'perc_Rn45s', 'n_genes', 'n_counts'\n", + " var: 'is_ERCC', 'is_ribo', 'is_Rn45s', 'n_cells'" ] }, "execution_count": 8, @@ -581,7 +521,7 @@ "source": [ "We can see that the filtering results in 5037 cells, each containing a measurement for 17,369 genes.\n", "\n", - "Looking at the quality plots again, we see that the cells that were mostly spike-ins have been removed." + "Looking at the quality plots again, we see that the cells that were mostly spike-ins have been removed. However, there are still some cells left that have high ERCC or ribosomal gene content, so we will also place a filter on those. This results in the removal of another 267 cells and 71 genes." ] }, { @@ -592,9 +532,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -604,87 +544,133 @@ } ], "source": [ - "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(12, 5))\n", + "fig, [ax1, ax2, ax3] = plt.subplots(1, 3, figsize=(12, 5))\n", "\n", "_ = sns.violinplot(data=raw_data.obs.perc_ERCC, ax=ax1)\n", "_ = ax1.set_ylabel(\"Fraction ERCC\")\n", "_ = ax1.set_xticks([])\n", + "\n", "_ = sns.violinplot(data=raw_data.obs.perc_ribo, ax=ax2)\n", "_ = ax2.set_ylabel(\"Fraction ribosomal genes\")\n", "_ = ax2.set_xticks([])\n", "\n", - "_ = fig.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "id": "a2464f40", - "metadata": {}, - "source": [ - "# Normalize, Scale, and Find Variable Genes\n", + "_ = sns.violinplot(data=raw_data.obs.perc_Rn45s, ax=ax3)\n", + "_ = ax3.set_ylabel(\"Fraction Rn45s\")\n", + "_ = ax3.set_xticks([])\n", "\n", - "To finish the preprocessing, the filtered counts are normalized, logged, and then scaled. We then use scanpy's implementation of the `Find_Variable_Genes` function to identify highly variable genes. This function identified 4,561 highly variable genes. These genes are then used to generate a projection of the data using PCA." + "_ = fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 10, - "id": "a28341e0", + "id": "4e59a592-53f7-435b-a9e1-764fa8521c14", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Trying to set attribute `.obs` of view, copying.\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "normalizing counts per cell\n", - " finished (0:00:00)\n" + "filtered out 130 genes that are detected in less than 5 cells\n" ] + }, + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 811 × 13970\n", + " obs: 'plate_barcode', 'mouse_id', 'tissue', 'FACS_selection', 'mouse_sex', 'subtissue', 'cell_ontology_class', 'cell_ontology_id', 'free_annotation', 'cluster_ids', 'tSNE_1', 'tSNE_2', 'perc_ERCC', 'n_reads', 'perc_ribo', 'perc_Rn45s', 'n_genes', 'n_counts'\n", + " var: 'is_ERCC', 'is_ribo', 'is_Rn45s', 'n_cells'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "data = raw_data.copy()\n", - "sc.pp.normalize_total(data, target_sum=1e6)\n", - "sc.pp.log1p(data)" + "max_perc_ERCC = 0.1\n", + "max_perc_ribo = 0.1\n", + "max_perc_Rn45s = 0.4\n", + "\n", + "raw_data = raw_data[raw_data.obs.perc_ERCC < max_perc_ERCC]\n", + "raw_data = raw_data[raw_data.obs.perc_ribo < max_perc_ribo]\n", + "raw_data = raw_data[raw_data.obs.perc_Rn45s < max_perc_Rn45s]\n", + "\n", + "sc.pp.filter_cells(raw_data, min_genes=min_genes)\n", + "sc.pp.filter_cells(raw_data, min_counts=min_reads)\n", + "sc.pp.filter_genes(raw_data, min_cells=5)\n", + "\n", + "raw_data" ] }, { "cell_type": "code", "execution_count": 11, - "id": "2bd230ee", + "id": "6a40d7ba-6023-4a39-bd68-5d6fbcd160f6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "sc.pp.scale(data)" + "fig, [ax1, ax2, ax3] = plt.subplots(1, 3, figsize=(12, 5))\n", + "\n", + "_ = sns.violinplot(data=raw_data.obs.perc_ERCC, ax=ax1)\n", + "_ = ax1.set_ylabel(\"Fraction ERCC\")\n", + "_ = ax1.set_xticks([])\n", + "\n", + "_ = sns.violinplot(data=raw_data.obs.perc_ribo, ax=ax2)\n", + "_ = ax2.set_ylabel(\"Fraction ribosomal genes\")\n", + "_ = ax2.set_xticks([])\n", + "\n", + "_ = sns.violinplot(data=raw_data.obs.perc_Rn45s, ax=ax3)\n", + "_ = ax3.set_ylabel(\"Fraction Rn45s\")\n", + "_ = ax3.set_xticks([])\n", + "\n", + "_ = fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "a2464f40", + "metadata": {}, + "source": [ + "# Normalize, Scale, and Find Variable Genes\n", + "\n", + "To finish the preprocessing, the filtered counts are normalized, logged, and then scaled. We then use scanpy's implementation of the `Find_Variable_Genes` function to identify highly variable genes. This function identified 5,016 highly variable genes. These genes are then used to generate a projection of the data using PCA." ] }, { "cell_type": "code", "execution_count": 12, - "id": "929821c3", + "id": "a28341e0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "extracting highly variable genes\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/EricJohnson/opt/anaconda3/envs/EMBEDR/lib/python3.9/site-packages/scanpy/preprocessing/_utils.py:11: RuntimeWarning: overflow encountered in multiply\n", - " mean_sq = np.multiply(X, X).mean(axis=axis, dtype=np.float64)\n", - "/Users/EricJohnson/opt/anaconda3/envs/EMBEDR/lib/python3.9/site-packages/scanpy/preprocessing/_highly_variable_genes.py:237: RuntimeWarning: invalid value encountered in true_divide\n", - " df['dispersions_norm'] = (\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " finished (0:00:01)\n", + "normalizing counts per cell\n", + " finished (0:00:00)\n", + "extracting highly variable genes\n", + " finished (0:00:00)\n", "--> added\n", " 'highly_variable', boolean vector (adata.var)\n", " 'means', float vector (adata.var)\n", @@ -694,7 +680,11 @@ } ], "source": [ - "sc.pp.highly_variable_genes(data, max_mean=np.inf)" + "data = raw_data.copy()\n", + "sc.pp.normalize_total(data, target_sum=1e6)\n", + "sc.pp.log1p(data)\n", + "sc.pp.highly_variable_genes(data, max_mean=np.inf, n_bins=50)\n", + "sc.pp.scale(data)" ] }, { @@ -703,19 +693,39 @@ "id": "22f29b7a", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 3749 highly variable genes\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, { "data": { "text/plain": [ - "4561" + "
" ] }, - "execution_count": 13, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "data.var.highly_variable.sum()" + "print(f\"There are {sum(data.var.highly_variable)} highly variable genes\")\n", + "sc.pl.highly_variable_genes(data)\n", + "_ = plt.gcf().tight_layout()" ] }, { @@ -739,7 +749,7 @@ "computing PCA\n", " on highly variable genes\n", " with n_comps=200\n", - " finished (0:00:08)\n" + " finished (0:00:00)\n" ] } ], @@ -755,7 +765,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAFgCAYAAACmKdhBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABJAklEQVR4nO3dd3xkV3n4/8/0URu17Wt7d722D25gDC50U0IIJSQhoXzpEFIhkB4SCJgQEsIvJCQkpBASehKICaGa0CEUg3s9ttdel11vlVarXuf3xx2tx7Kknd2d0Ujaz/v1mtedW+bq0dXVaB6dc56TKpfLSJIkSZJOXLrZAUiSJEnSamGCJUmSJEl1YoIlSZIkSXVigiVJkiRJdZJtdgDLQAG4CHgAmG5yLJIkSZKWvwywEfgRMF69wwQrSa6+0+wgJEmSJK04TwK+W73BBCtpuaK/f5iZmeaXrO/tbefgwaFmh7HqeZ2Xhte58bzGS8PrvDS8zo3nNV4aXuel0czrnE6n6O5ug0ouUc0Eq9ItcGamvCwSLGDZxLHaeZ2Xhte58bzGS8PrvDS8zo3nNV4aXuelsQyu88OGGFnkQpIkSZLqxARLkiRJkurEBEuSJEmS6sQES5IkSZLqxARLkiRJkurEBEuSJEmS6sQES5IkSZLqxARLkiRJkurEBEuSJEmS6sQES5IkSZLqxARrGbn9vkP8xUd/zEy53OxQJEmSJB0HE6xlZF//KN+5bhcPHBxpdiiSJEmSjoMJ1jKyfXMJgLt2DTQ5EkmSJEnHwwRrGVnf00pbS44duw83OxRJkiRJx8EEaxlJp1KE07q5ywRLkiRJWpFMsJaZs07rZteBIUbHp5odiiRJkqRjZIK1zIQt3ZTLsHPPYLNDkSRJknSMTLCWmbNO6wbgrt0WupAkSZJWGhOsZabUlmd9T6vjsCRJkqQVyARrGTp9Y4kduw9TdsJhSZIkaUUxwVqGtm8ucXh4goMDY80ORZIkSdIxMMFahrZv6gTgrgfsJihJkiStJCZYy9DmtW3ks2l27DLBkiRJklYSE6xlKJtJs2VDh5UEJUmSpBXGBGuZ2r6pk3v2DjI5NdPsUCRJkiTVyARrmTp9U4mp6TL37RtqdiiSJEmSamSCtUxt35wUuthhN0FJkiRpxTDBWqa6Owr0lgrcurO/2aFIkiRJqpEJ1jL26LPWctPdBxkdn2p2KJIkSZJqYIK1jF38iPVMTZe57o4DzQ5FkiRJUg1MsJax0zeX6O4o8KPb9jU7FEmSJEk1MMFaxtKpFBc9Yh033nWQkbHJZocjSZIk6ShMsJa5i85ex/RMmWvtJihJkiQteyZYy9zpG0v0lop2E5QkSZJWABOsZS6VSnHR2eu4+e4+hkbtJihJkiQtZyZYK8BFj6h0E7x9f7NDkSRJkrQIE6wVYOuGDtZ22U1QkiRJWu5MsFaAVCrFRY9Yzy07++0mKEmSJC1jJlgrxNlbu5kpl7l/31CzQ5EkSZK0ABOsFWJNqQjAwcNjTY5EkiRJ0kJMsFaI7o4CAH0mWJIkSdKyZYK1QuRzGUqtOfoGx5sdiiRJkqQFmGCtID2lol0EJUmSpGXMBGsF6S0V6TtsC5YkSZK0XJlgrSDdpQIHD49RLpebHYokSZKkeZhgrSC9pSLjE9OMjE81OxRJkiRJ8zDBWkF6Z0u1DzgOS5IkSVqOTLBWkJ5KguU4LEmSJGl5yh7LwSGEFHAO0AP0AbfEGB0QtER6S8lcWFYSlCRJkpanmluwQgi/CDwA3AB8s7LcHUJ4bWNC01wdbXmymRR9gyZYkiRJ0nJUU4IVQngp8E/AjcBrgGdXljcC/xRCeEnDItQR6VSKng5LtUuSJEnLVa1dBH8P+HiM8eVztn84hPBR4PeBT9Y1Ms2rp1KqXZIkSdLyU2sXwQB8bIF9H6vs1xLoKRXpM8GSJEmSlqVaE6xB4JQF9p1S2a8l0FMq0j84zvTMTLNDkSRJkjRHrQnWl4B3hRCeVL0xhPA44J2V/VoCvaUC5TIcGpxodiiSJEmS5jiWMViXAt8MIewiqSa4gaT16s7Kfi2BI5MNHx6jt7PY5GgkSZIkVaupBSvGuAe4AHgj8H3gMPAD4A3Ao2OMexsVoB7qyGTDlmqXJEmSlp2aJxqOMY4A76881CQ9lcmGLdUuSZIkLT81TzSs5aGYz9JWzFqqXZIkSVqGFmzBCiHcBfxsjPH6EMLdQHmR85RjjNvrHp3m1Vsq0jdggiVJkiQtN4t1EfwWyVir2eeLJVhaQj2lIgdMsCRJkqRlZ8EEK8b46qrnr1qSaFSTnlKB2+871OwwJEmSJM1R0xisEMIfhxA2LbBvYwjhj+sblhbTWyoyMj7F6PhUs0ORJEmSVKXWIhdvI5nzaj6bKvu1RI6UarfQhSRJkrSs1JpgpRbZ1w1YM3wJ9R6ZC8vLLkmSJC0ni1URvAx4WtWmXw4hPHfOYS3Ac4Cb6x+aFjI7F5al2iVJkqTlZbEqgk8B3lJ5XgZePc8xE8AtwG/UOS4toqu9QDqVsougJEmStMwsVkXwcuBygBDCDHBpjPGqpQpMC0unU3R3FDg4YBdBSZIkaTlZrAXriBhjrWO1tER6SwX2HxptdhiSJEmSqtSUYFULIawDinO3xxjvrUtEqskZp3Tx5R/ey9DoJO0tuWaHI0mSJIkaE6wQQhp4J/DLQNcCh2XqFJNq8Jiwli/+4B6uv/MATzh/Y7PDkSRJkkTtZdrfBPw68JckJdvfRZJw3Q3sAF7XiOC0sK0bOujuKHDN7fubHYokSZKkiloTrFcD7wDeXVn/TIzxbcDZwC7gtAbEpkWkUikuPGstN93dx/jEdLPDkSRJkkTtCdbpwI9jjNPAFMn8V8QYJ4G/Bl7TkOi0qAvPWsvk1Aw33nWw2aFIkiRJovYEa4AHC1vsBkLVvizQU8+gVJuzTu2kvSXHNXfYTVCSJElaDmqtIngtcA5wZeVxeQhhlKQ160+BaxoTnhaTSae54Mw1XB33MzU9QzZjNX1JkiSpmWr9RP7XwEjl+duAPcDHgf8AcsDr6x6ZanLhWWsZHZ/itnv6mx2KJEmSdNKrdaLh/616vieEcDGwHWgFbq2MxVITnLu1m0I+w9W37+e803ubHY4kSZJ0UjuuPmUxxnKM8c4Y4w1AOoTwxjrHpRrlshketb2Xa+84wMxMudnhSJIkSSe1mhKsEMKaEEJqzraWEMJvk8yF9d5GBKfaXHjWWg4PT3DnroFmhyJJkiSd1BZMsEIIhRDC+0IIg8Be4GAI4Vcr+14G3AW8B7gPeNZSBKv5hVO7ALh//1BzA5EkSZJOcouNwfpj4A3AV0mqBG4D3hdCOAf4deB24JdijJ9reJRaVEdbnkw6Rf/geLNDkSRJkk5qiyVYLwL+PsZ4pEJgCOE1wAeB/wWeF2OcaHB8qkE6laKrPW+CJUmSJDXZYmOwTgU+M2fbFZXle02ulpeujoIJliRJktRkiyVYOWBwzrbZ9f2NCUfHq7ujaIIlSZIkNdnR5sHaHEI4vWo9U7X9UPWBMca76hmYjk13e4EbdxykXC6TSqWO/gJJkiRJdXe0BOvTC2z/73m2ZebZpiXS3VFgfHKa0fFpWos1zR8tSZIkqc4W+yT+6iWLQiesu6MAQP/QuAmWJEmS1CQLfhKPMX54KQPRiZlNsA4NjrN5TVuTo5EkSZJOTosVudAK0lVJsPoGx5ociSRJknTyMsFaJbrb80DSgiVJkiSpOUywVolcNkN7S47+IacnkyRJkprFBGsV6e4o0H/YLoKSJElSs5hgrSLdHQX6h+wiKEmSJDWLCdYq0t1RcAyWJEmS1EQ1T5gUQng08FbgyUAXcHGM8ZoQwruAb8cYv9yYEFWr7vYCh0cmmZyaIZc1d5YkSZKWWk2fwkMITwS+DzwC+MSc180Av1L/0HSsZufCGrCboCRJktQUtTZz/DlwJXAu8Ftz9l0DXFjPoHR8ZhMsx2FJkiRJzVFrgnUh8IEYYxkoz9l3AFhb16h0XGYnG+53HJYkSZLUFLUmWGNA6wL7NgID9QlHJ6LHBEuSJElqqloTrO8CbwohZKq2zbZkvRb4el2j0nFpKWTJ59ImWJIkSVKT1FpF8K3A/wHXA58mSa5eGUJ4L/AY4KLGhFebEMLFwPuASWAX8IoY42QzY2qGVCpFd3vBBEuSJElqkppasGKM15OUZ98L/BGQAl5f2f2UGGNsTHg1uw94WozxycBO4PnNDad5nGxYkiRJap6a58GKMV4DPD2EUAR6gEMxxpGGRXYMYowPVK1OkJSOPyl1dxS4436HxEmSJEnNUFOCFULIAfkY43CMcQzYXbWvDZiotUteCOH1wKuA84FPxhhfVbWvB/gX4Jkk1QnfHGP8RG3fCoQQtlRe+85aX7PadHUkXQRnymXSqVSzw5EkSZJOKrW2YH0QyAH/b559/0jSavSaGs+1myQB+kmgZc6+v6ucaz1wAfCFEML1McabQwgbgH+f53wvjjHuCSGUgI8CrzoZx1/N6ukoMj1TZmhkklJbvtnhSJIkSSeVWhOspwK/u8C+/wHeU+sXjDFeARBCeCxwyuz2SkvYC4DzYoxDwHdDCP8DvBz4gxjjHuCy+c4ZQsiSJF+XL4PxYE3V1f5gqXYTLEmSJGlp1ZpgrQP2LbBvP0mL04k6C5iKMd5ete164Ck1vPYlwCXAW0MIbyWZFPk/juWL9/a2H8vhDbV2bcdxv/b00SkAZtLpEzrPycDrszS8zo3nNV4aXuel4XVuPK/x0vA6L43leJ1rTbD2kYyZ+sY8+84HDtYhlnbg8JxtA8BRr1qM8aMk3QOP28GDQ8zMlI9+YIOtXdvB/v2Dx3+CqWkAdu46xLZ1bXWKavU54eusmnidG89rvDS8zkvD69x4XuOl4XVeGs28zul0asEGmlonGv48SevQI6s3hhDOJynb/rkTijAxBJTmbCsB3p3HoLMtTzqVon9wrNmhSJIkSSedWluw/hj4CeDqEMKPgPuBzcDFwN3AW+oQy+1ANoRwZozxjsq2RwE31+HcJ410OkVne97JhiVJkqQmqHWi4QPARcCfkUwyfEFl+afARZX9NQkhZCtzaWWATAihGELIxhiHgSuAd4QQ2kIITyCZMPiEuv6djLo7ChwywZIkSZKW3LFMNHyIpCXrj0/wa74FeFvV+suAy4G3A78GfIhkzNdB4FdjjLZgHaPu9gK7Dw43OwxJkiTppFNzglUvMca3kyRT8+3rA35mCcNZlbpLBW66u4/pmRky6VqH2UmSJEk6UTUnWCGEV5KUQz8NKM7ZXY4xbq9nYDp+Z2zu5Ks/vp+dDwyyfXNns8ORJEmSTho1JViVuaUuB24CrgMc4LOMnbO1hxRw8919JliSJEnSEqq1Beu1wPtijL/ZyGBUH+0tObZu7OCmnX389BO3NTscSZIk6aRR6wCdXuoz15WWyLnberhr12FGxqaaHYokSZJ00qg1wfoWyZxUWiHO3drDTLnMbff2NzsUSZIk6aRRaxfBNwFXhBAOAl8E+uYeEGOcqWNcOkHbN3dSyGW4+e4+LjxrbbPDkSRJkk4KtSZYt1eW/7rA/vIxnEtLIJtJ84jTurj57oflwpIkSZIapNak6B0kSZRWkHO39XD9joPs6x9hXXdrs8ORJEmSVr2aEqzK5MBaYc7d1gPAzTv7TbAkSZKkJVBrkQutQBt6WuktFewmKEmSJC2RmsdNhRDywE8BASjO2V2OMf5JPQPTiUulUpy7rYcf3baP6ZkZMmnzaUmSJKmRakqwQgibgO8CW0nGYqUqu6rHZZlgLUPnbuvl29c/wN27BznjlM5mhyNJkiStarU2abwH2A+cRpJcXQKcDvwpcGfluZahs7d0kwJu2Wk3QUmSJKnRau0i+CTgd4DdlfWZGONO4I9DCBngb4Dn1z88naj2lhy9nUV2HxxudiiSJEnSqldrC1YvsLsymfAw0F217+vAZXWOS3W0vqeVvf2jzQ5DkiRJWvVqTbDuB9ZUnu8Anlm172JgrJ5Bqb7Wd7ewr3+EctmpzCRJkqRGqrWL4DeApwD/Dfwj8HchhAuASeAnK9u0TK3vbmV0fJrBkUlKbflmhyNJkiStWrW2YL0F+ABAjPEDwBuBVmAj8BfAbzckOtXFuu4WAPb2jzQ5EkmSJGl1q6kFK8Z4ADhQtf63wN82KijV1/qeVgD29Y9y5ildzQ1GkiRJWsWcefYksKazSDqVsgVLkiRJarAFW7BCCB8C/iTGeHfl+WLKMcbX1jc01Us2k2ZNZ5G9fVYSlCRJkhppsS6CTwXeV3n+NGCxEnSWp1vm1vW02IIlSZIkNdiCCVaMcVvV861LEo0aZn1XK3feP0C5XCaVSjU7HEmSJGlVOuoYrBBCPoTwVyGEi5YiIDXGup4WxiamOTwy2exQJEmSpFXrqAlWjHEC+GWgpfHhqFHWdyeVBPf22U1QkiRJapRaqwheC5zfyEDUWOt7nAtLkiRJarRaE6zfBn4nhPDcEIIDeFagNZ1FMukU+/qtJChJkiQ1Sk0TDQOfAjqBzwKTIYT9PLRyYDnGuKXewal+Muk0vZ1F9ppgSZIkSQ1Ta4L1NSzFvuKt725ln2OwJEmSpIapKcGKMb6qwXFoCazvbuH2+w5Zql2SJElqkFrHYGkVWN/TyvjkNAPDE80ORZIkSVqVau0iCEAI4VFAAIpz98UYP1KvoNQY67uTSoL7+kfpai80ORpJkiRp9akpwQohdAFfAC6tbJrtX1Y9LssEa5lbV0mw9vaNcNapXc0NRpIkSVqFau0i+C6gF3gySXL1s8DTgI8DdwEXNyQ61VVvpVS7lQQlSZKkxqg1wfpJkiTrB5X1+2OM34wxvgL4KvDGRgSn+sqk06zpanGyYUmSJKlBak2wNgJ3xRingTGgo2rfFcBz6h2YGmN9dwt7+2zBkiRJkhqh1gRrD9BVeX4P8LiqfWfUMyA11vruVvYdGqFcdlozSZIkqd5qrSL4XZICF58HPgq8LYSwFZgCXgn8T0OiU92t72lhYnKG/sFxekoPKwYpSZIk6QTUmmBdDmyqPH8PScGLFwGtJMnVG+ofmhphy/qkd+fdDxw2wZIkSZLqbMEEK4SwA/gw8NEY4w5gB0CMcRL47cpDK8xp6zvIZtLcuWuAx4R1zQ5HkiRJWlUWG4O1G3gbcGcI4dshhNeEEDoWOV4rQC6bZuuGDnbsOtzsUCRJkqRVZ8EEK8b4JGA78A6SKoIfBPaEED4eQnhmCCG10Gu1vG3fXGLnnkEmp2aaHYokSZK0qixaRTDGuDPGeHmM8UzgiSQFLp4FfAm4P4Tw7hDCuUsQp+po+6ZOpqZnuHfvYLNDkSRJklaVWsu0E2P8XozxV0has14E/Bh4E3BDCOHHjQlPjbB9cycAO3YNNDkSSZIkaXWpOcGaFWOciDF+Gngj8A+VzY+ua1RqqO6OAr2lInfudhyWJEmSVE+1lmkHIIRQAl4IvAJ4AlAGvkpSbVAryPbNJe643xYsSZIkqZ6OmmCFEDLATwEvB54HFIHbgD8EPhZj3NXQCNUQZ2zu5Kpb99F3eMz5sCRJkqQ6WWwerMeSJFUvBtYA/cCHgA/HGH+0NOGpUWbHYd25a4CLTbAkSZKkulisBesqYIqkYuCHgc9VJhnWKnDqunby2WTC4YvPXt/scCRJkqRVYbEE6zeBT8QY9y9VMFo62YwTDkuSJEn1tmCCFWN831IGoqW3/ZROvnLVfUxMTpPPZZodjiRJkrTiHXOZdq0eZ2zqZHqmzM49TjgsSZIk1YMJ1knsyITDuy3XLkmSJNWDCdZJrNSWZ11XC7ffe6jZoUiSJEmrggnWSe6RZ/Ry885+Rsammh2KJEmStOKZYJ3kLjl7PVPTM1x7h8UiJUmSpBO12ETDHzqG85RjjK+tQzxaYqdvKtFbKnLVrft4wvkbmx2OJEmStKItNg/W04By1XoX0Eky+fBBoLfy+gGgv0HxqcFSqRQXn7OOr1x1H4MjE3S05psdkiRJkrRiLdhFMMa4Nca4Lca4DXg5MAS8GGiJMW4EWoCXAIPAy5YiWDXGJWevZ3qmzNW3201QkiRJOhGLtWBVey/wZzHG/5zdEGOcBv4jhLAG+Gvg4vqHp6Vw6rp2NvS0ctUte7nsgs3NDkeSJElasWotcnE+cOcC++4AzqtPOGqGVCrFxWevI957iEND480OR5IkSVqxak2w9gAvXGDfi4G99QlHzXLR2espAz+6bV+zQ5EkSZJWrFq7CP418FchhI3Ap0gSqvUkSddPAm9qRHBaOpvXtHHK2nauunUvP/HYU5sdjiRJkrQi1dSCFWN8H/A6kq6CHwK+UFmeC7wuxvi3DYtQS+aSc9axY9dh9vaPNDsUSZIkaUWqeaLhGOO/AFsqj0sry60xxmOZL0vL2OPO3UAhn+HvrriJkbGpZocjSZIkrTi1dhEEIMZYBu6rPLTK9JSK/PrPnsf7PnUD77/iBn7zhReQy9acg0uSJEknvZo/PYcQHh1CuCKEcCCEMBVCuLCy/V0hhGc1LkQtpfO29fLqZz+C2+49xIe+eCsz5fLRXyRJkiQJqDHBCiE8Efg+8AjgE3NeNwP8Sv1DU7M8/ryNvOApp/PDW/bysSsjo+N2F5QkSZJqUWsXwT8HrgR+BsgAr6/adw3wivqGpWZ79qVbGBqd5Mqr7uPHcT/PffxWnvroTeSymWaHJkmSJC1btXYRvBD4QGUM1tw+YweAtXWNSk2XSqV40dPO5C2veCynrmvn3792B2/+px/w5R/ey+HhiWaHJ0mSJC1LtbZgjQGtC+zbCAzUJxwtN6dvKvG7L3k0t+zs47PfvZv//Mad/Ne3dvCoM9bw1As3c+7WnmaHKEmSJC0btSZY3wXeFEL4bNW22Zas1wJfr2tUWnbO2drDOVt72H1gmO/e8ADfu+kBrrl9P6977jk87rwNzQ5PkiRJWhZq7SL4VpJugtdXnpeBV4YQvkEyJ9bljQlPy82mNW288Gln8J5fewKPOK2LD33xVm7d2dfssCRJkqRloaYEK8Z4PfBkYC/wR0CKBwtdPCXGGBsTnparXDbN63/ufDb0tPL+z9zI/fuHmh2SJEmS1HQ1z4MVY7wmxvh0oAM4BSjFGJ8aY7y2YdFpWWst5njTLzyKQi7DX/3n9fQPjjc7JEmSJKmpak6wZsUYx2KMu2OMI40ISCtLb2eRN/3CoxgZn+IvPnEN+w+NNjskSZIkqWlqLXJBCOF04IXAaUBxzu5yjPG19QxMK8dp6zv47RdewPs+fT3v+tjV/NYLL+DUde3NDkuSJElacjW1YIUQfga4DXgnyWTDT53noZPYGad08gcvvZB0KsWff/wa4r39zQ5JkiRJWnK1tmD9CfBN4KUxxv2NC0cr2ea17fzhyx7De//zOv7yP67jSY/cxE9cdCobehaaQk2SJElaXWpNsE4HftvkSkfT21nkzS97DJ/6xp1854YH+Ma1u3jk9l6e94StbN/U2ezwJEmSpIaqtcjFbUBvIwPR6tHekuPVzz6b/+/XHs/zn7iNux84zJ9/7Bp+fNu+ZocmSZIkNVStCdbvAX9YKXQh1aTUluf5T9zGn/3SpWzbVOIDn72Jb123q9lhSZIkSQ1TaxfBt5O0YN0aQrgD6JuzvxxjfEo9A9Pq0VrM8dsvuoC//8xNfPjLkeGxKZ596ZZmhyVJkiTVXa0tWNNABL4H7K+sVz9mGhKdVo1CLsMbXnA+l5yznk9/cwcf/vJtTE5NNzssSZIkqa5qasGKMV7W4Dh0Eshm0rzueefQUyrwpR/cy849g/z6z5zHmq6WZocmSZIk1UWtLVhSXaRTKX7hsjN4w8+dz77+US7/tx9x3Z0Hmh2WJEmSVBcLtmCFEJ4MXBNjHKo8X1SM8dt1jUyr2qPPWsvb1rbxd5+5ib/59A2ct62HFzxlO1s2dDQ7NEmSJOm4LdZF8JvApcBVleflBY5LVfZl6hmYVr913a285RWP4WtX7+IL39/J5f/2Ix4b1vKcx2010ZIkSdKKtFiC9VTglqrnUt3lshmedclpPPlRm7jyqnv5yo/u48dxP6etb+dJj9zEpeeup62Ya3aYkiRJUk0WTLBijN+a77nUCK3FLD/75NN55sWn8oOb9/KdG3bz8f+9nU9/awe/86IL2L65s9khSpIkSUdlkQstK23FHE9/zCm8/dUX87ZXXURHS473X3Ej/YPjzQ5NkiRJOqpaJxomhHAu8ItAAIpzdpdjjE+vZ2DSlg0d/MbPP5I//ejV/O1/3cAfvPRC8jmH+kmSJGn5qqkFK4RwCXA18FPATwLdwOnAZcAZJIUupLo7ZW07v/S8c7hnzyAf+uKtlMsL1VqRJEmSmq/WLoLvAq4AziVJpl4bY9wKPIOkeuA7GxKdBDz6zLX83FNO56pb9/HRKyP7D402OyRJkiRpXrV2EXwk8EoeLNWeAYgxfj2E8E7gz4BL6h+elHj2pVvoGxznm9fu4pvX7eacrd086ZGb2L65RE+pSDplI6okSZKar9YEKw8MxxhnQgh9wMaqfRE4r+6RSVVSqRQvf2bgOZdu4bs3PMB3btjNP/7PzQDksmnWdbewfVMnz3v8Vno75w4RlCRJkpZGrQnWncDmyvMbgNeEED5fWX81sKfegUnz6SkV+eknbuO5j9/Kjt0D7D4wzN6+Ufb0jfD9m/fw/Zv38MyLTuXZl26hpVBzDRdJkiSpLmr9BPo5koIWnyAZj/UF4DAwDbQDv9GI4KSFpNMpzjylizNP6Tqy7eDAGFd8ewdf+P49fPv63bzqWY/g0WetbV6QkiRJOunUlGDFGN9e9fyrIYRLgRcArcCXY4xfaUx4Uu16O4u87nnn8ozHnspHroy8/zM38rKfOIunXnhKs0OTJEnSSeK4+lDFGK8Frq1zLFJdbNtY4g9eeiH/8N838dGv3E7f4Dg/9+TTSVkIQ5IkSQ1Wa5l2aUUp5DK8/gXn8+RHbeIL37+HD37+FvoOjzU7LEmSJK1yC7ZghRDu5sGy7EdTjjFur09IUn1k0mle+axAT0eBz373bn5wy14uOGMNT330Zp7S297s8CRJkrQKLdZF8FvUnmBJy1IqleKnn7iNx5+3gW9dv5tvX7+ba+84wD9//ha2bSyxfVOJM07p4ozNneSyNuhKkiTpxCyYYMUYX7WEcUgNtaarhRc8ZTs//YRtXHvHfu7aM8RNOw5ww46DABTyGc7f1sOjzljD+dt7KbXmmxyxJEmSViInCtJJJZdNc/HZ63nOk89g//5BhscmueO+Aa7fcYDr7jzAj+N+ADataSOc2kU4rYsLzlhDPpdpcuSSJElaCWpOsEIIZwJvAR5HMunwLuB7wDtjjHc2JjypsdqKOS44cw0XnLmGl5fL3LNnkFt29hHvO8T3bt7DN67dRW+pwC889QwuesQ6KxFKkiRpUTUlWCGEy4AvAqMkkwzvBdYDzwNeFEJ4VozxW40KUloK6VSKbRtLbNtY4jmPg+mZGW69p59PfWMH//DZm/n61ffzkmecxZYNHc0OVZIkSctUrS1Yf0ky79VPxhiHZjeGEDqAr1T2P7b+4UnNk0mnOW9bL+ds6eHbN+zmim/dxeX/9iPOO72Hn7r4NB6xpdsWLUmSJD1ErQnWOcCLqpMrgBjjYAjh3cAn6x6ZtEyk0ykuu2AzFz9iHV+7+n6+dvX9vOffr2PL+g6eeuFmLjxrLe0tuWaHKUmSpGWg1gTrfmChsmp5kvFY0qrWWszxvCds41mXnMb3b97LlVfdy7996TY+emXk3G09XHL2ei44cw0tBWvHSJIknaxq/ST4buDyEML3Yoy7ZzeGEDYDbwPe1YjgpOUol83w5Edt4kmP3Mi9e4f44a17uerWvdyw4yC5bJpHbu/lkrPXc+62HpMtSZKkk0ytn/6eApSAu0IIP+DBIheXVp5fVimEAVCOMb6y3oFKy00qlWLLhg62bOjg5y/bzl27DvPDW/fyo9v2cXWl3HupNcfa7hbWd7dyyTnrOW9bj+O2JEmSVrFaE6wnAlPAA8CWyoPKOsCTqo4t1yc0aeVIp1KccUonZ5zSyUuefibx3n7ueuAw+w+Nsq9/lBt2HOR7N+3hlLXt/NSlp3Hx2evIpNPNDluSJEl1VlOCFWPc1uhApNUinU5x9tYezt7ac2Tb1PQMP7h5L1/64T388+du4ZNfvYOtGzvYsj55bFzTxrquFnJZky5JkqSVzAEi0hLIZtI88ZEbefz5G7jhzoNcHfdxz94hbt15L9MzSaNvCujtLLKht5XTN5bYvrmT0zeVaCtaoVCSJGmlqHWi4XcDfxRjnJpn31rgX2OMz613cNJqk06luODMNVxw5hoAJqemuX//MHv6RtjbN8Le/lF27R/mc3fvpFzpbNvdUXjw0V6gu1RZdhRY29VCd0fBcV2SJEnLRK0tWG8gKWTxkhjjXbMbQwg/AXwEmGlEcNJql8tm2LaxxLaNpYdsHx2fYucDh7lz92H29Y3QPzTO7gPD3HR3H+MT0w85ttSaY+vGEls3dHDO1h7O2NxJOm3CJUmS1Ay1JliXAP8OXBtCeAPJxMLvBt4IfBF4dWPCk05OLYXsw8ZxzRodn6J/cJz+wXEeODjMPXsG2bl3kBvvOsj//N9O2ltyPOqMXs4/vZf13a2s7SrSajdDSZKkJVFrkYsbQwiPAf4G+FeS5KoTeFOM8W8bGJ+kOVoKWVoKWTataePcbQ8mYKPjU9x410Guu+MA19x+gP+7cc+Rfa2FLGs6i6zpakmWledrO4us6WyhkM8041uRJEladWouchFjHAshfA94OckcWDcCn2tUYJKOTUshy8Vnr+fis9czNT3D/fuHOHBojAMDYxwYGOXAwBgPHBzmprsOMjH10F69Ha051nRWkq+uIhu6W9nY28aG3lbaW2z9kiRJqlWtRS46gH8EXlRZfoSkJeu6EMKvxhg/2bgQJR2rbCbN1g0ltm4oPWxfuVzm8MgkBw6NHkm+9h8a4+DAKPfsHeSa2/cfqWwIyRiv0zZ0VM7XQU+pQCGXoZjP0lrI2volSZJUpdYWrBuADuAFMcb/BgghXEjSZfDjIYRnxRhf2ZgQJdVTKpWisy1PZ1ue7Zs7H7Z/ZqbMgYFR9vSN8MDBEe7fP8Q9ewb54t33MFN+6DziKeC09R08YksXZ2/pZlNvG9lsmmwmTd45vSRJ0kmo1gRrJ/CyGOOu2Q0xxlHgdSGELwP/1IDYJDVBOp1iXXcr67pbeeT2B7ePT05z//4hBocnGZucYnximv7BcW6/7xBfu/p+rrzqvoedq60lR3d7gd5SgVJbnmw2TS6TJGBbNnRw7tYeWotOxydJklaPWj/ZPC3GWJ5vR4zxv0IIP6xjTJKWoUIuw/ZND2/xApiYnObOXQMcPDzG1HSZqakZJqamGZ8qc//eQQ4eHuOevYPJvukZJqdmmJ4pk0mnOPOUTs7f3suZp3SxZX0HOVu+JEnSClZrFcF5kyuAEEIaGKlbRJJWnHwuwznzlJRfu7aD/fsHH7Z9emaGHbsOc8OOg1y/4wCf+sYOALKZFFvWd7BtY4lT17dz2roONq1pM+mSJEkrxoIJVgihD3hGjPGaynoK+CxJafa7qg69CPge4Eh3STXJpNOcdWoXZ53axc9ftp1DQ+Ps2DXAjl2HuXP3AN++YTcTk0mlw1QK2oo52opZ2ltylNryrOlsYW2XpeYlSdLys1gLVtec/WngucDbGxiPpJNQV3uBx4R1PCasA5JCG/sOjXLfviF27R9icHSS4cpjX/8oN+/sO5KAzSq15ljb1cK67hbWd7eyrruF0zd3sq6rpRnfkiRJOkk5ulzSspNOp9jQ08qGnlYuesS6h+2vLjW/f2CUA4fG2H9olP2HRon3HeL7N+89cuzmNW1ccOYaztvWQ3epSHsxmag5lUot5bckSZJOEiZYklaco5Wan5icZl//KLfc08/1dx7gSz+4ly98/54j+9OpFK3FLG0tOdorXQ9PW9/Bmad2sn1TJy0F3xolSdLx8VOEpFUnn8twyrp2TlnXzjMvOpXhsUnuvH+AoUo3w6GxSYZHpxgeS9YPHB7jhrsOUv5eMuZrbWcLuWyaTCZFNpMmm06RySTr+WyGjtYcHa15Sq05CrkMpJKkLZNJsX1TJ2vtlihJ0knraAnW5hDC6ZXnmapth6qOOaXuUUlSHbUVczzqjDWLHjM6PsVduw9zx/2H2NM3wnSlpPz0TLKcmp5hbKJM/9Q4d+6aZHBkgvIC9VXXd7dw3rZeTt9coqM1R3tLjvZijvZKQmb3REmSVq+jJVifnmfbf89ZTwELlnGXpJWgpZDl3G09nLvt4eXm5zNTLjM0OsnE5DSUkzfBsYlpbru3n5vv7uM7N+7ma9fc/7DXZTOppGtiVdLV3pKjtZCMDWspZOlozXHO1h7aW3J1/i4lSVKjLZZgvXrJopCkFSadSlFqzT9s+6nr2vmJx57K5NQM+w+NHumWOFsJcajqMTw6yQMHRxgamWBkfIqp6Qf/V5VJpzhnaw8Xn72Os07tIp/LkMukyGUzzgsmSdIytmCCFWP88FIGIkmrSS6bZtOatmN6zeTUDKPjUxwYGOPquI+rbt3Hv3zh1ocd196SY313C2u7WzhtYydZypTa8nS05Ohoy1NqzdPekiOdtiuiJElLzSIXkrRM5LJpctk8pbY8p28q8fOXbeeu3YfZfWCYqekZJqfLjE9O03d4jH39o9xx3yGuumUvM/N00k4BbS05OlpzlFrzdLTlaStmKeQyFPMZivksXe15ujsKdJeKdLblyWfTjg+TJOkEmWBJ0jKVSqXYvrlz3lL0s3p629l5Xx+DwxMMjkxyeCRZDo5UrQ9PcP++IUbGpxifmGZ8cnqBrwfFfJZiPkOuUjUxk05RyGfY1NvGKWvbOWVtG2u7Wii15cnnMvOeR5Kkk5kJliStYJl0MhZsvvFgC5kplxkbn2ZgeJy+wXH6Do8xODLJ2MQUY+PTjE1MH6mgOD1TZmRskuvuPMB3bnjgIecp5DN0tubpaEtayTrb8rS35mgr5mgtZmmvLNuKuUphjyy5rEmZJGl1M8GSpJPM7ETLrcUsG3trHyc2MDzB/fuH6BsY4/DIBIeHJyvLCfYdGuXOXclcYwuVrwcoteboKRXpLRUry0Ky7EzWS605uylKklY0EyxJUk062/J0ti1exn62dWx4bJKRsSmGKsvh0SQZ6zuctJjtPjjMjXcfZGJy5iGvz2bSDyZdpSI9pQK9pSIb17SxeU0bLQX/bEmSljf/UkmS6qa6dexoyuUyw2NT9B0e4+DhMfoOj1eWyfrNO/s4NDj+kIkWe0oF1nS2kMumyaZTZDNpujsKbOxtZWNvG+u6WyjkM+SzabIZi3ZIkpaeCZYkqSlSqVQy4XJLjtPWd8x7zNT0TKXFa4Rd+4fYdWCYvoExxirzhk1Nz3DTzj7GJ+Yv3JHLppNkK5umkMuwprPI+u5W1ne30FMqVio3psnnMnS15+npKFreXpJ0QkywJEnLVjaTZl13K+u6W7ngjDXzHlMul+kfHOeBgyPsHxhlYnKGyalpJqdmmJyaYaKyHJuYYv+hMX54y15GxqfmPVcmnaK3Miassy1PR2ueUluOUzaUYHqGUlv+yHYnfJYkzccES5K0oqVSKXoqRTNqUS6XGRqdZGBoopJ8TTM+OUP/4BgHBsbYf2iUg4fH2LF7gMPDkwuWtW8pZCm15WktZEinU2RSKTKZND0dBdb1tLKhp5WejgLZTJpsJunO2NaSo62YteuiJK1iJliSpJNKKpWiozVpharF+MQ02WKOnff1H6maeHh4gsMjkxwenmB0YopypaT9xNQ0N+/s4/9u2rPg+bKZFJ1tBUpteQq5NLlsMmastZilsz1PZ1uBrvY8ne0FutqSpa1lkrRymGBJkrSIQj7D2t42MjMzRz+4Ymxiin39oxwaGmdqOkm+pqZnGBqd5NDQOIcGJxgcmWBicprBkQkmp2YYGksStvnK3LcVs3S2F+hsyx9Jvjrb8nS2J3OgtRaztBaytFQe2YwJmSQ1iwmWJEl1VsxnOW19x4LFOxYyM1NmcGSCQ0MTDAyPJ8uhcQ4NTzBQeX77fQMMDE8wNb1wwpfPpWkpJElXW0uO9mLuSEGRtpbskef5XIZcJikCUsxlKLXnaW/JkbYLoyQdNxMsSZKWiXQ6lbROtReAhZOzcrnM6PgUA5XuiiPjU4yOTzEyVllWrQ+NTnJgYIx79g4yNDrJ5NTiLXGZdIrO9jztxdyRFrGWQubI8+qWsvm2F/IZEzRJJzUTLEmSVphUKkVrMUdrMcfG3rZjeu345DTDo5MMjU4eqbA4NT1zJGEbGJrg0NA4I2NJonbw8Bij4w8mbvN1Yaw2m6B1VboxFvIZUqRIpyCTSdPRmkuqM7bm6GhLujiWWnO0t+ZO4IpI0vJhgiVJ0kmkkMtQyGVqrrpYrVwuMz45zej49JGkq7rFbHR8ulKhcZxDQ+Ps6x9lcmqGmXKZcrnM5HSZoZFJZubJ0lJAb1cLvR0F1nQV6Wp/sAJjLpOmtZgkYR2tOTpb83SXCmTSjjWTtPyYYEmSpJqkUimK+SzFfJbujsJxnWOmXGZkbIrBSkXGwZFJDo8kLWdD41Pcv3eQm+/uY3BkkumZhZvL0qkUPaUCazqLlNryFPOVLov5LMVClpZ80n2xtZitVI1Mxp1ZAERSo5lgSZKkJZNOpY4U2ZjbvXHt2g727x88sj5TLjM1NcPk9AzDY1MMjUwyODLBwPAEBwZGOXBojP0Do9yzd4ix8SlGJ6aYmFx8jFlbVcJVasvT01Gkt1Sgp5Qkam3FbKUYiMmYpONjgiVJkpaldCpFPpchn8vQVsyxrqvlqK+ZnplhbCLpwjg2Ps3w2CSDlcTscGU5u777wDA33dW34GTShXyG9uJDKy+2FZPkq1RJ0Dpa83S05CjkMxTzGYr5LJlMihQ4obR0kjLBkiRJq0YmnaatmKatWFvRjHK5nBTzGBhjcHSS4cpjaHSSodEphseS58Ojkxw8PJ7sH5s8arEPSMaVZbNpekpF1nYWWdPVQmdb/kjFxdZiVQXGYjYpCpLLnNgFkNR0JliSJOmklUqlklapGhMySLouDo0mE0MPDk8wNDbF2MQU4xPTjE1MMzNTrhT2SKo2Hjw8xoFDY9z9wGGGx6YWjgVY19PKaevaOWVdO6XW2ZaxLMVc5kgrWSFXWeYzFvqQliETLEmSpGOQTqUq5eXzsPbYXjs9M8Po+HRSeXHsoXOWHRgY5b59Q9z9wGF+dNu+ms6XzaQflnS1t+To7SyyplSkp1SkpZAhl82Qz6YZnS5TnpyipZC1C6PUICZYkiRJSySTTtPekqa9ZfEWs7GJJOkan0xaxcYnphmbTJbjk9OMjU8dWT+yfWKasYkp+gfHufP+AUbGF24ty2fTdLbnKeSyZNIp0ukUuUyKtpZcpeLig5UXO1qTcWe5TJpMJk02nYyNa2/JkcvagibNZYIlSZK0zMyWwz8Ro+NT9B0eY2xymsnJGSamZsjms9z3wACHhsY5NDTBxGTSpXG6XGZycob9h0a5a/dhhkYXL5P/YJyZI5NHtx9JznJJ2fx8hmIhSzaTJHCZdJKcldrydHcUKLXlrdSoVckES5IkaRVqKWTZvLb9IduSUvidR31tuVxmdHyKwdFJhkaSQh9T0zNMz5SZnikzPjHN4GhSjXG2fP6hwXHu2zfE8OgkE1OLl8uHZMxZW6UkfntLlo6W/EMqNna05uktFentTErp57IWANHKYIIlSZKkh0ilUrQWc7QWc6zvPvbXT8/MHCn6MZuYzcyUmZyeYWBogkND4/QPjjM4MluxcZK+w2Pcuy95Pt98ZtlMmkwmRTadIptN09GSp9SWo9Sap7WYJZ9LxqLlc2ny2WRZqJT5L2TTR0r+J+X1c6Qdg6YGMcGSJElSXWXSaVqLaVqPoTpjtYnJaQ4PT3Dw8FjyGBhjbGI6aUGbLjMxNZ1UchyZYMfuAUbHk7FpkzW0nCXxpejuKBx59HQU6eoo0FpI5jHLpGcf6QXXO9sLlFpzFgvRw5hgSZIkaVnJ5zKs6WphTQ2TS1ebqYwlG5+aZmJimvGpGSYmp5PHVNKqNjA8Qf/gOP2DY/QPjrNzzyDX3nGg5uSsWjaTpqdUoKej8OBk1C05Nq8vkUtBT6lAV3uBlkLSumYydnIwwZIkSdKqkE6lKFTK1dNa++vKlbnNHmwle3C82XzrU1MzDMy2sA2M0T80zq4Dw5VJqaeYmWcm6hRQyGdoKWQpVuY0S4qZJMuWwoPrs8fksunkkUkfqdzY3pqjvZgjnTZZW65MsCRJknRSS6VSdLTm6TiGpGwhM+UyhZYCd+48SP/gOIeGxhmdmGJsfDpZVsamjY0nzwdHJhgdT0rszyZ4R40XKLXnWdvVwtrOFtZ0Fim15Y+0orUWsw9J4Aq5jAnZEjLBkiRJkuoknUrR1VFgy4YOtmzoOKbXlstlpqZnGK0kYZOT00xOzzA1VWZ8avpIxcbBkUn6B8c5MDDK7ff184ObxzlaWpbPpo9MRl3MZ5Nl1QTVs61onW1Jl8fuUoFSa562Yo58Lm33xmNggiVJkiQtA6lUilw2Qy6boXQMrWnTMzMMj04dqcg4MjbF2OTUg5NUV01WPTYxdWTb8NgUBw+PMV6ZrHp0fHre7o2ZdIqWQpbWYpbWyrIln00qNuYyR6o25ivVGgv5DJ2teUrtebrakjnPTqZJqU2wJEmSpBUsk05TastTasuf0HlmymUGhyfoGxyn7/A4g6MTjI5NMTI+xchDlpNHJqqeOFJIZGbe5GxWWzF7pPJiMZ8lm00SskIukyRshSR5q07kZp+3FLLksyunFc0ES5IkSRLpVFJ+vrO9wLaNx/76qekZJqdmGB2f4vDIBANDEwwMTzAwNF5ZTjAwMkHf4BiTU8mxYxPTjI5PHXXsWSad4sVPP5OnP+aU4/zulo4JliRJkqQTls2kyWbStBSy9JSKNb+uXC4zMTXDyNgUo+MPbSkbHZ9mZCxZnrG5s4HR148JliRJkqSmSaVSFHJJtcPujkKzwzlhJ89oM0mSJElqMBMsSZIkSaoTEyxJkiRJqhMTLEmSJEmqExMsSZIkSaoTEyxJkiRJqhMTLEmSJEmqExMsSZIkSaoTEyxJkiRJqhMTLEmSJEmqk2yzA1gGMgDpdKrZcRyxnGJZzbzOS8Pr3Hhe46XhdV4aXufG8xovDa/z0mjWda76upm5+1Llcnlpo1l+ngh8p9lBSJIkSVpxngR8t3qDCRYUgIuAB4DpJsciSZIkafnLABuBHwHj1TtMsCRJkiSpTixyIUmSJEl1YoIlSZIkSXVigiVJkiRJdWKCJUmSJEl1YoIlSZIkSXVigiVJkiRJdWKCJUmSJEl1YoIlSZIkSXVigiVJkiRJdZJtdgBKhBB6gH8BngkcAN4cY/xEc6Na2UIIBeDvgWcAPcAOkuv6pRDCVuBuYLjqJe+OMf7Jkge6CoQQvglcCkxVNu2KMYbKvv8H/BmwBvhf4DUxxr5mxLmShRCG5mxqAf4+xvgG7+fjF0J4PfAq4HzgkzHGV1Xtezrwd8BpwA+BV8UY76nsKwAfAH4eGAH+Isb43iUNfoVY6BqHEC4F/gR4DDANfBP4jRjjA5X9bwf+CBivOt0jY4x3LVHoK8oi13kri7w/eC8fm0Wu80uBf6w6NE3yPv3YGOPV3s+1W+zzW2X/sn9vNsFaPv4OmADWAxcAXwghXB9jvLmpUa1sWeA+4CnAvcCzgf8MIZxfdUxXjHFqvhfrmL0+xvjB6g0hhHNJ/uA8B7gG+CeSN80XL314K1uMsX32eQihHdgDfGrOYd7Px2438E7gJ0k+DAEQQlgDXAH8IvA5kkTgP0j+kQDwduBMYAuwAfhGCOGWGOOXlyzylWPeawx0k7wnXEnyz5n3A/8KPKvqmP+IMb5sieJc6Ra6zrMWen94O97Lx2Le6xxj/Djw8dn1EMKrgLeS/O2b5f1cm8U+vw2xAt6bTbCWgRBCG/AC4LwY4xDw3RDC/wAvB/6gqcGtYDHGYZJftFmfDyHcTfLf0qubEtTJ56XA52KM3wYIIbwVuDWE0BFjHGxuaCvaC4B9wHeaHchKF2O8AiCE8FjglKpdPwfcHGP8VGX/24EDIYRHxBhvA15J8l/TfqA/hPDPJP/V9kPpHAtd49n/Rs8KIbwf+NbSRrd6LHIvH4338jE4huv8SuAjMcbykgS2ihzl81svK+C92TFYy8NZwFSM8faqbdcD5zYpnlUphLCe5FpXtwreE0K4P4Twr5X/WOv4/VkI4UAI4f9CCJdVtp1Lci8DEGPcQdJSe1YT4ltNFvrD7f1cP3Pv3WGSbirnhhC6gY3V+/E9ux6ezEPfnwGeF0LoCyHcHEL41WYEtYo87P3Be7kxQghbSO7nj8zZ5f18HOZ8flsR780mWMtDO3B4zrYBoKMJsaxKIYQcSdP9hyv/4TgAXETShPwYkmv98YXPoKP4feB0YDNJl5/PhRC2k9zbA3OO9d4+AZU/3E8BPly12fu5/ha7d9ur1ufu03EIITwS+GPgd6s2/ydwNrAWeB3wxyGElzQhvJVusfcH7+XGeAXwnRjj3VXbvJ+Pwzyf31bEe7NdBJeHIaA0Z1sJsAtVHYQQ0sBHSVpOXg9Q6Yr548oheyuDVh+w69rxiTH+sGr1w5U/Gs/Ge7sRXg58t/oPt/dzQyx27w5VrY/N2adjFEI4A/gS8MYY45FurzHGW6oO+14I4X0kA9c/ucQhrmiLvT/gvdworwDeVb3B+/nYzff5jRXy3mwL1vJwO5ANIZxZte1RPLyrhI5RCCFFUp1xPfCCGOPkAofOdrXyd6I+ykCK5B5+1OzGEMLpQIHkntfxeQUPbb2aj/fziZt777YB20n6/vcDD1Tvx/fs41Jpkf0q8Ccxxo8e5fDZ9xWdmCPvD97L9RdCeAKwCfj0UQ71fl7EIp/fVsR7sy1Yy0CMcTiEcAXwjhDCL5JUEXw+8PimBrY6fICkSf4ZMcbR2Y0hhEuAQ8AdJJWs/gb4ZoxxbrOzjiKE0AVcQjI4fQp4EUnf8zcCOeD7IYQnkVRSegdwha0qxyeE8HiSbpifmrPd+/k4hRCyJH8LM0AmhFAkuY8/A7wnhPAC4Ask3dduqHRRgWRsxVtCCD8m+QDwOuDVSx3/SrDINV4PfB14f4zxH+Z53fOBb5Pc2xcBvwH84RKFveIscp0fw+LvD97Lx2Ch61xVofGVwH/N/Tvn/XzM5v38xgp5b/a/m8vHr5GU+9xH0lz8q5ZoPzGV/4z+MknCuieEMFR5vJRkvNCXSZqNbyKZl8K+0McnR1Kydj9JX/83AD8TY7y9cg//Ckn/6X0k/aB/rVmBrgKvZP4E1fv5+L0FGCWp2PqyyvO3xBj3k1Rr/FOgn+SfCNXTC7yNZGD1PST/XHiPZa0XNO81JimzfDrw9qr35+r53l4M3ElyX3+EZO6mo7XenswWus5He3/wXj42C11nKsnWC5m/l4H3c40W+/y2Ut6bU+Wy1SMlSZIkqR5swZIkSZKkOjHBkiRJkqQ6McGSJEmSpDoxwZIkSZKkOjHBkiRJkqQ6McGSJEmSpDpxomFJqqMQwquAf63aNATcBfwz8A9Vk1Ee7fXbYow7GxDfTpJJRl9V73NXzn8Z8A3gqTHGb9Zw/E8Bvw5cTDIJah/wQ+BfY4yfaUSMq10I4U3AvTHGK5ody7Gqun9+Isb41SaHI0nHxRYsSWqMXwAeRzIh4lXA35LMOH80X6i87oEGxfWzwJ806NzHJITwXuCLJBN1vh54emV5CPhUCOFRzYtuRXsT8HPNDkKSTla2YElSY1wXY7yz8vwrIYQzgDeyQJIVQsgBU5VZ6vc3KqgY47WNOvexCCG8DPhN4HdijH85Z/enQgjvA/qXPjKtdlW/a+VmxyJpdTLBkqSl8SPgshDCOqAVuJuka9xW4GXABqA3hPB85nQRrHTr+y7weeBtwGnArcCbYozfrf4iIYSnAG8h6XKXBe4E/ibG+C9V5zrSRbCqS+JTgN8CngGMA/9OkvyMVp37cuB5wBnABHAD8Icxxh8cx/V4M3DTPMkVADHGq+d8X8+qfO8XVL72N4DfjzHGqmO+Wfme3wn8ORCA24BfAa4G3gG8GigA/wP8eoxxuPLarTz4MzmD5GfSDnwdeH11d83KB/S3VY7ZBOwGPgZcHmOcnHO+XwE2A68DWoDvAL8aY7x/zvf3S5WvHUi6lX4W+N0YY1/VMWXgT4F9JMnpGuAa4NdijDdXjtkJbAG2hBBeWnnphxfqElr1838c8AaSn+8Q8Gng92KMY5XjLmOerp/zdWmtul+vJLkXTwN+DLymcq3eC/w8MFW5br8/T9fZzhDCvwHPBzLA54DfiDEerPraWeB3gVcC24CDwCeBP6qKeysL/K5hAi+pQewiKElLYxswTfLhddYfAWcBv0TSdW9skdc/Cfht4K3Ai0g+dH4+hNA1e0AlOfsakAd+meTD6YdIPnAfzcdIkrGfA/6KJCH4wJxjNlf2PR94FckH/W+HEM6v4fxHhBA2AeeQfGiu5fhnkXSdHCL53n8VOA/4bghh85zDzwDeQ5Jg/QIPJlMfADZW4n4H8FKSJGmuNwNnkiRivw48hqQFMld1zIeBPwA+AjwX+Dfg9yvb5zvfGSTJxRtJEpmPzfn+/hz4O+CrwE+TJA3PAr4UQsjMOd/LgOdUzvVqkuTls5VkA5L7aA9JcvO4yqOWLqEfBXaQ/Pw/UPne31zD6xbyZODXSK7LK4HtwH8BHwcGgRcD/0SS1P/SPK//a6AMvITk9+SnSZK+ah8jSeA+QXJN/gx4beVrzHUsv2uSdEJswZKkxshUPvR2AC8k+eD6uRjjSAhh9pi9wM9Wd1Wq2jdXCbggxthfOW4PSavYs4FPhBBSwPuA60haGWYqr6u1UMAXY4y/U3n+lUpryTtCCO+KMd4OEGP8xao4M8CXgZuBXyT5wF+rUyvLe2o8/p0khUJ+aralI4TwfeB2kqTzt6qO7QUeH2O8q3JcmqQ1aFuM8RmVY64MITyZJAH7vTlfaxB4/uz1CyHcTtIa8wrgX0II55F86L88xvj2ymu+EkKYAv4khPDnMcYbqs63M8b4/2ZXQghrgfeEEDbFGHdXWlh+t3K+d1QdN/t1nwf8d9X5JoHnVrWUAXyKpMXyezHGa0MI48CBY2xZ/ESMcTbh/GoI4ZLK9zlfElqLduBZMcaBSpwbSO7Pq6rus/8NITyH5Ofw93Nef3OM8dWV518OIfQBHwshPD3G+LUQwpNIku1Xxhg/UhX37HEXxBivqzrfw37XJKlRbMGSpMa4jeTDcB/Jh8ePk7RiVPvvY/jA9/3Z5KrixsrytMoykLRUfbAquToW/zln/d9J/kZcPLshhPCMEMI3QggHSbp3TZK0CiyYFZ6oEEIbcCHwH9XdyGKMdwP/R9K1sdrts8lVxW2V5ZVzjrsNOKWSmFb7dPX1izH+H3A/SUsQJC0zMKcVqmp9bjxfnLM+9+f2EyTX+eMhhOzsg6SS4mDV15v1v7PJ1QLnO15fmCfOEznn92eTq4rFfg6n8nBz78dPATM8+HN4FklX0U/PuW5fqeyfe92O5XdNkk6ILViS1Bg/S/LBfBC4Z3ZMyBzHUimwr3olxjheab0oVjb1VpYPGdtzDPYusL4ZIIRwIUmycCVJN6wHSLo8frAqhlrdV1nW0nWxG0gx/7XaM8855o6rmVhke5akq2X1+J+512F222xXxJ7Kcm48e+bsn9U3Z328spy9ZusqyzuZX++c9aOd73jNd97CCZzvWH4O88X+kJ9DjHEihNDPgz+HdSRdYYcX+Ppzr1ujqnJK0sOYYElSY9xUVUVwIfX8j/qBynLumKRarSfp7le9DrCrsnwBSSLyc9UtKCGEbpKy6jWrdI27laT72x8e5fB+kuu0YZ59G3h4YnCi1i+w7brK89mvt4FkzFJ1LNX7azVbtOGZzF904eA825ph9h8E+Tnb5yYy9fKQn0MIIU+SbM/ejwcrMT1pgdfvnrNu65WkJWOCJUmrw+3ATuAXQwj/dBzdoV5IUjFv1otJumT9sLLeStJiVT1e7Gkk3cjuPo543wV8NITwWzHG987dGUJ4NHAwxnhvCOFq4BdCCG+PMU5X9m8BHk8yv1g9/Xzl68yOwXoCcArw/cr+b1eWLyap6DdrtmLfN4/x6/0vyXU+Lcb4v8cV8cONk1QsrKfZ8XLn8WA3PEiKSzTCC0kKtMz6BZKulLM/hy+TFNDojDF+rUExSNJxMcGSpFUgxlgOIbwJuAL4egjhH0jm0zobWFdVwGAhzw4hvIfkw/PFJMUNPhJjvKOy/8skE9j+WwjhX0nGXr2VB1sUjjXej1W6Hf5lCOFxJGNu9pB0/XoO8HLgscC9la/zBZKqiX9PUkDhcmAAmLfM+wnoAP47hPCPwFqSynR3kFQMJMZ4Uwjhk8DbK2N+vkcyLuitwCdjjDfOf9r5xRh3hBDeDbw/JH0+v0XSMnMqyfisD8YYv3GM38MtwJNCCM8luaYHqsvMH48Y4wMhhG8Bbw4hHCCpIPky4PQTOe8izq3cZ/9Ocq/9Kcn0Al+rxPPNys/h05UJq68iSVS3khR++f3Z4iyStNQsciFJq0SM8bMkH8oB/oWkPPkvkbRsHc3LSD7IfoakMt8/k5TZnj33lcBvAE8gmY/rNSSV9Y7WDXKxeH+LJJlqJSkE8vXKspekK+L1leO+XDmuiyQR+weSecCeGGOc2xXsRP0Zyff0b5VYrgF+ck5hiVcB7ya5Bl8kGZP2bpJy5McsxviHJD+nJ5N8f58laZ3pJ0nujtWbgVg514+Atx9PXPN4GfAD4G9Irs+9JBUeG+GNJGPv/oOktfPzJK1Yc+N5O8mcWp8lKeP+epJrNt9YOklaEqly2W7JknSyqpoo9swaxoytWlUT0r4uxvjBJocjSVrBbMGSJEmSpDoxwZIkSZKkOrGLoCRJkiTViS1YkiRJklQnJliSJEmSVCcmWJIkSZJUJyZYkiRJklQnJliSJEmSVCf/P7lbvknm42u7AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -790,13 +800,13 @@ "computing PCA\n", " on highly variable genes\n", " with n_comps=50\n", - " finished (0:00:02)\n" + " finished (0:00:00)\n" ] }, { "data": { "text/plain": [ - "(5037, 50)" + "(811, 50)" ] }, "execution_count": 16, @@ -821,9 +831,23 @@ "text": [ "computing tSNE\n", " using 'X_pca' with n_pcs = 50\n", - " using sklearn.manifold.TSNE\n", + " using sklearn.manifold.TSNE\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " finished: added\n", - " 'X_tsne', tSNE coordinates (adata.obsm) (0:00:47)\n" + " 'X_tsne', tSNE coordinates (adata.obsm) (0:00:01)\n" ] } ], @@ -845,10 +869,10 @@ " using 'X_pca' with n_pcs = 50\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", - " `.obsp['connectivities']`, weighted adjacency matrix (0:00:03)\n", + " `.obsp['connectivities']`, weighted adjacency matrix (0:00:02)\n", "computing UMAP\n", " finished: added\n", - " 'X_umap', UMAP coordinates (adata.obsm) (0:00:09)\n" + " 'X_umap', UMAP coordinates (adata.obsm) (0:00:02)\n" ] } ], @@ -860,12 +884,12 @@ { "cell_type": "code", "execution_count": 19, - "id": "82567236", + "id": "64d8cf96-0fed-48f1-907d-2e3cae690bba", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAFgCAYAAACmKdhBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzddXgc19XA4d/Mola7YrJYsuUxy0yx4ziJw8zMnDRN25QhSdukbUrp1zZtmKEhh5k5jplXJjHTrpZh5vtjVmuxZXbs+z6PH1m7M7OzkvbOnHvPPVfSNA1BEARBEARBEARh98n7+wQEQRAEQRAEQRAOFiLAEgRBEARBEARB2ENEgCUIgiAIgiAIgrCHiABLEARBEARBEARhDxEBliAIgiAIgiAIwh4iAixBEARBEARBEIQ9RARYwl6jKMpliqJoiqJctr/PpZuiKI/Gzql4f5+LIAj7jqIot8c++0fs73PppijKx4qiiLVSBOEgJO6BDm3G/X0C3xUDXARVoANYDTzodDqfHmS/McCNwEKgAEgAWoEVwEvAk06nMzjIvr8Efh/7dozT6XTuq/P+rlIU5XbgNmCh0+n8eP+ejSD0F7uwbQMeczqdl+3iMc4GrgSmAqmAG2gClgPvOZ3OxwZ4PYAlTqdz1iDH1IA6p9OZP8i+QylxOp2VOzjngY4VBdqApcC/nE7nW8N4re8MRVEeBS5lGD8fQdjTYp0JHwGfOJ3OIwbZphj9c1nldDqLezx+GfBI7NvPnE7n4UPsvxWQAJxOpzTE+QzrnqbPa3cLAfXAJ8DdTqdz/WCv0+dY4h5I2C9EgLXz7oh9NQFjgFOBhYqiTHc6nT/suaGiKL9B/0OXga+AxwAPkA0cATwIXA9M7/siiqJIwFWAht5wXQ3cui/Oew9aDHwNNOyl4++KnwN/BOr294kIwq5QFOV+9PbAD7yBfnMkoX+uT0ZvWx4bZPeZiqKc53Q6n93Jl3UB9wzxfOcuHssKlAMnACcoivJ9p9P5fzt5bsP1L+BZoHovHX9XXALY9vdJCMIQIsB8RVGUQQKiq9DbnwhD3FPu4j3NKuDl2P+T0du2S4FzFEU50ul0fj38tyHugWLEPdA+IgKsneR0Om/v+b2iKEcB7wG3KIryf929lIqi/AL9A10DnO10Or/peyxFUU4CfjTISx0DFAOPAscBlyqK8gun0xnam+e9JzmdThf6zdQBw+l0NnBgNXaCMGyKosxDvzGpBeY4nc7aPs+b0G9CBlINjADuUhTlpZ1sSzr7tiG7od+xFEW5HHg4dm4POp1O3x56rTin09mKnj1wwHA6nQdSsCcIA3kdOA09OPpxzycURTEAlwPfArlA3hDH2ZV7mpU924pYkPYIepD1B/TMoGER90A6cQ+074gAazc5nc4PFEXZCIwFZgCVsSHz24EwcILT6Vw7yL6vK4ry3iCHvjr29QH0FJofAacD/9uL5307saFl9Mby+8B4oLU7dUBRlBHAr4ATY9u4gM+AO51O57Ker9FjmP9yp9P5aJ/n8oGfofdc56GP7H0B/M7pdH7b93xjDfnVwMXABMCM3gPzMfAnp9O5SVGUSqAotstHiqL0fL9S7DiPMkjKjqIo5wA3ofeom4HNwNPA3/qmccZei9jP53bgXPSRyRr039ndTqdTzK0QeunxGQP9BuPSHk/3+5wMYG7s64t9gysAp9MZRr9pGEgNeo/q94HvAX8d5mnvC48C/wQS0T9T3/b4rI5Eb2+uBsqAb7rTnRRFKQN+DRwFZKIHUO+jtyOber7AUKkzsVTun8WOk42eQvQBcMdAvfaKotjQf4ZnAwp6j3wN+s/+TqfT2dQnNWlbj/aoqkd7+jGwoG9alaIoMnANehro2Njx16MHofc5nU61z/YaeurUWcBd6COZaeht2F+cTmffdCtBGK516J+J7oAo3OO57vuA29nerg1mt+9pnE6npijKvejtwszh7jfIscQ9kLgH2qtEkYs9o/vi2P3HdDn6MPSLgwVX3Qaaf6UoSjZwClDhdDq/RL/5AP2Cuyf1Pe9uP0K/kFejp9W8FTuvEvS5EjcAW9Bv0N5Bb2i+jI3I7ZCiKFOBlbHjONFvrF4DDgc+VxTlhD7bm2Pn8B/0eWxPA/8HLENvoA+LbXoP+k0G6ClSd/T4t6Nzugu9oR8bO/6/0H8+dwHvxM6hLxP6+z8zdn4Pos+x+yPwmx29pnBI+hj4R+z/q+j9N7pyGPu3xb6W7eLr/xY9ne+XiqKk7eIx9pbB2qN/AL8D1sT+/wWAoigz0Nuji9B70P+Cno5zEbA09vwOKYpyHPrctQtjx7kHPbg6A1gSa696bp8KfIn+Obejt5X/ATagt/1jY5vegf477n4P3b/ne4ZxWk/EjpmN3q7cjx5A3ht7biAp6D+bOcAL6G1gLvBwn0BeEHbWA+h/f6f2efxq9MDgmaF23sP3NIO1E7tC3ANtfw1xD7SHiRGs3aQoytHoPZga+sUZYF7s6we7eNjuAO1RAKfTuVZRlGXo+cKjnE7n5l0/Y90g593tSPT0oxV9Hv8v+gX7V06n884ex7oX+BR4TFGUIqfT6RnidY3Ac+g3JgudTucnPZ7LjZ3LQ4qiFPcIPm8HFqE3QGf3DEoVRbEASQBOp/MeRVFSgAXAo8Od4Kkoyhz0vOQaYKbT6WyMPf5z9B7/k9Bzxe/qs2su+g3UIqfT6Y/tcwdQAfxAUZS7+vT2CYc4p9P5cazn7/v0SX8ZprfRe0xPUBTlVfQ5Rd8Cm4fTW+h0OtsVRbkT+DN6L+xw5x6kxHp3B9LodDr/O8zjDOZy9LlIXvQe856mAlOcTme8QEYsVehx9M/+RU6n86kez52L/nN5QlGUcX1He3qKBUvPAD7g8J4T5xVFmYAesD0YO4du/0bv4f0vcGPP4yuKYgcMoKckxbIZyoF7hpuCpCjK+cAF6IWQDu9uTxVF+RX6zdMFiqK8McDk/HLgIeBap9MZje1zD/pk/p8y+Lw8QdiR59Bv3q9GD95RFCUPOB54xOl0enqOlgxgj9zTxD73N8S+7TftYmeIe6Be5yTugfYCMYK1kxS91O/tiqLcqSjKC+g3PBL6BbQqttmI2Nd+KTzDOH73RFAV/Qai26Nsnxi6t8672/19G5bYcPYx6D06d/d8LtYj9Qx6SsoZOziVE9FTfv7Zs2GJHac+duwc9FSd7mHxG9An9F/Xd8TP6XQGnU5nyw5ec0euiH39fXfDEjt2BL0nS0X/nQzk5u6GJbZPM/AK+oTcIa84grCznE5nHXqP5Rb0NLCn0C9mLkVR3lYU5aLYZ2Yo/wQqgRsVRSkd5ksno6fODPTvup18Gyk92qM/KoryJnpgAPCLnp+nmLt7Blcxc9Enqn/VM7gCcDqd/wM+R//8zWNol6CP/Nzm7FOVLJZ98AAwRVGUcQCKomShp8I0ALf2Dd6cTqcnNu9id3S3Rz/reaPmdDq96IESDNwe+YAfdgdXsX3Wo49qjY0Ff4Kw02J/e08Di5Tt5b2vQO9MeGCofXfznmZyj7bi7+gjzZeg3w/8cmfeg7gHGpK4B9oLxAjWzuvOM9bQU20+Ax5yOp1P7qHjH4n+4XsndjPV7Wn04ejLFEX51S70CuzMeS8Z4LEpsa+fDfLaH6Kn5kyhdyPa15zY16JBesS7U5/GAm+i30Qlo8+7qB/iuLuju3f6w75POJ3OCkVRaoESRVGS+9w8uQbpeauJfU3dw+cpHORivY+3DPDUPU6nsxPA6XR+pCjKaPS0kAXon7nDgGNj/y5VFOWkgdKPY/sHFb0Iz9PoqRznDOPUepVw3k3dwRroZdrb0dNL/uV0Ot8cYPuB2qNBP7M9Hp+H/rP5dIhz6W6Pygdpj0bHvo5FnwM1A71j8tPYTefeMBX9hubjAZ77BP1nNmWA5zY5nU73AI/3bI8G7VkXhB14AL0z5UpFUW5Dnx+42ul0DvT57Gl37mnKY/9An9PegJ4i+8e+HSLDIO6BBifugfYCEWDtJOcQazz00ID+4Riqos5gunOSH+3zuu2KoryGnut6KrFh+uEa5nl3axzgseTY18Gqz3Q/nrKDY6fHvp69g+26e1u7j7c3S4oO570Vxs6lZ+PSOcj2kdjXHY0kCEJfKQw8WfxRevy9xUZOPov96+4lXoSeBnY0+vIP9wzxOs8CPwDOVhRltnPnyh3vrp0N1vZFe7SjzIB93R61OweoruZ0OiOKorQCWQPs1znI8UR7dOjqHmEdKlup+7lBU2kBnE7nckVRlqOn+32NXkzhe8M4h925p9nltQL7EvdAQxL3QHuBCLD2js/Re22OYnvqyw4pipKJXg4V4BlFUQabOHoNOxlg7aSB5nJ0f6hyBtlnRJ/tBtP9/KlOp/PVYZxLZ+zrrgSrw9XzvW0Z4PnhvjdB2C2xeTo7cyPQvZ8GvBubp/Mgevtzz1DbK4pyK/qIyF/YcSrd/rQv2qNyp9O5ehjn0hn7urfbozRFUUx9e8pj8zcy0BeWFoQd6f77Th9im4zY185hHO9+9HlI/0VPWRsyc+cAuqfZWeIeqDdxD7QLxBysveMR9OHsM7tz9wcTm6DY7VL00pjL0AOzgf61AEfHqtnsS935yPNiF/m+utejWL6D43T3lM8f5utuRG9gJsUmgO5I9/yDnek56X5vR/R9QlGUUUA+sK07RUsQdtOu/I0OV1fs6w6DNKfT+Sl6rvxhiqKcuRfOZW8a9DMbs7faoyXoPf2HK4qSOIztd7U9ktErivV1eOxYO3pfggB6hbogMFpRlMGCrO6UtVWDPN/T0+iFaPKB54dxTTyQ72l2lrgHEvdAO0UEWHtBrBf6dvSG5Q1FUaYPtJ2ilwd+q8dD3WkqNzidzqsG+gfch37zNNiEw73Cqa+58x76QoG39HxOUZRZ6FWvOtArzgzlFfQekhuVPqVIexxvjqKvM0Nswva96KU//9snIEVRFHOsl6xbdxnrwh2/q7iHY19/1fNYscmlf0H/nAx7JFIQdqADvYd0Z/5GAb3NUBTlDEVfULjvc3a2fzaHmnfU00/R0zn+uLPnsp99gX7zOE9RlLN6PhH7fj568Y/Pd3CcR9BvXm5TFKXfujqKosiKohzR/X1sMvmz6D26f1H09ap6bm9XFCW5x0O70x79obsdjB3bxvbfk2iPhB1yOp0B9L9XI/DnWCpxXKxwQ/fiwY8O43hd6IsEn45ehXRHDth7mp0l7oFEm7OzRIrgXuJ0Ou+K9XLchr5o5pfo6yd40Nc2ORx9MuNSgNhFfDSwZgeTRh9Cr55zuaIot8WqvOwr16Hf2PxZUZRj0M+9AD2XWEVfTK9riP1xOp1hRVHOQF874Y3Yz2UlegWsAvRJ5KXoNzC+2G53ALPQq6ZVKIryOnpPfQF6VZ8fs/3i8FHsXP6g6GWWO2Kv+/shzulLRVHuBn4CrI1VGPKil6CdgH6T9ucd/3gEYceceknjb4D5iqJ0VwGMAq8OI01tDPB3oENRlM+ATegBUj56daoU9PLF/xrmuTgVRbmf7aWPBzNUmXbQSwJXDuc194RYiuOl6Dc8/1MU5RX0nl4FPSWpC7ikb5W/AY7TFgvIFgNfK4ryAXqZeA29fZmDnl5l7bHbTejtwnXAEYqivAOEgBL0IiOnsL1AxQfo7dMDiqK8GDuvTqfTOejvx+l0Pq0oyqnoxUfWKYrycux8Tou9xv/6Vk4UhCH8CP26ejkwR1GU99BTTIvQ5z450Beq/WTwQ2zndDp31GkBfGfuaXaWuAcShk2MYO1FTqfzt+h/nP9Cn0R4OfoH4UT0Hoyr2D73obun58EdHLMSeB/9w3fyHj/poV97KzAdPf9aQV8X4Xj0cqeHOZ3OV4Z5nNXolYH+xPafy/XANPSh6ouB1h7bh9B7zb4HNKGnHXwPfSX3xfTopXY6nRtizzei3zT+LvZvR+f0U+B89BvWS4Cb0T8fv0Jf46HfhHNB2A0XA2+g/13fhv43OnXIPXRPolfvege9g+ZK9BuoY9Ev0jeir53Ut9T5UG5nx3N6hirTfht6r+4+5XQ6v0G/GXkaPRD6MXr59meAGbHnh3OcD4BJ6L3ExcQqpaG33R8C5/XZviP2Or9CTwW/Br39Go/eE7y+x7bvoP9+wui93r9Dbzd35Hz032UbcG3snDrQg7sLhvO+BAH0TgT0m/NfonfwXoY+cr0IfQ7miU6n82d74aUP+HuanSXugYSdIWnanlgMWxD6UxTlOvSVxy9wOp1DrvQuCIKwNymK8kf0G8u5Tqfzq/19PoIgHNzEPdChTYxgCXtT9xoyO73gsiAIwh4m2iNBEPYl0eYcwsQcLGGPUxTlZOAE9FSEOrZXzREEQdinFEW5BH3JjFOBJU6ns2YHuwiCIOwycQ8kgBjBEvaOM4Fz0SuZHT3IqueCIAj7wuXo8xcWA2fs53MRBOHgJ+6BhCHnYFnQJxA3sL2uviAIws4woE9e/hZ9PZahiDZHEITdIdobQRD2pUHbnKFSBGcAn+3FkxIE4dAxnx2vSSTaHEEQ9gTR3giCsC/1a3OGCrAaADo6vKiqqDQoCMLOk2WJ1NREiLUnOyDaHEEQdplobwRB2JeGanOGCrCiAKqqicZHEITdNZwUHNHmCIKwJ4j2RhCEfalfmyOKXAiCIAiCIAiCIOwhIsASBEEQBEEQBEHYQ0SAJQiCIAiCIAiCsIeIAEsQBEEQBEEQBGEPEQGWIAiCIAiCIAjCHiICLEEQBEEQBEEQhD1EBFiCIAiCIAiCIAh7iAiwBEEQBEEQBEEQ9hARYAmCIAiCIAiCIOwhIsASBEEQBEEQBEHYQ0SAtZ9pmorH4yISCe/vUxEEQRC+A3w+D4GAf3+fhiAIh6CoqvHhplbqXKINGooIsPazzs42mppqqa+v2t+nIgiCIBwgNE0b8PFg0E9jYzV1dduIRMLU11dSV7cNVVX38RkKgnAoemVtI798fQPXPLtqf5/KAU0EWPuZ2WwFwGKx7uczEQRBEA4EgYCfrVs3UF9f2etxVY0CIEkSRqMRVY3i93sJBHyEw6HYNioej5toNLKvT1sQhEOAs6mLiKrhsBoBuO+LSo7+95csqerYz2d2YDHu7xM41CUmOigtHYckSfv7VARBEIQDQDgcBPTRqm6aplJdvQlVVcnLK8FstiJJEhkZI9A0DbPZAkB7exMuVztWq428vJL9cv6CIBx8QhGV/62oo6LFiyzBqIxEAD6oaMUdjLCkqpOyTP2xVJt5f57qAUEEWAcAEVwJgiAI3ez2ZCRJjgdNAJoGqro9bbD7upGcnNZr3+6siO6vgiAIe8I7G5v592fbMMgSv1w0mikFSXxY0cJvT1BYVuNifmkapz64BICXrpxJRuKhHWSJAEsQBEEQ9pNoNIokSfF/3VyuNkKhAHl5pZjNFmRZprBwFKoaxWy2omkqPp8Hq9WGwbD9Up6UlIrDoQdogiAIe8rkvGRykqyMz7Fz0oRsbnx+DSvqXJxVPoJbjxxFiyeIpoHG4HNIDyUiwBIEQRCE/cDt7qClpR7Q5+Hm549EVaPU11fF0gMlQqFgfCTLaDQBJgDa2ppxudoGTAUcKLjq6GglEPCRlZXbKyATBEEYjoLUBM6enMs/PtmK2VBBWaaNpTWdjIylCmbaLTx/+fT4/w91opUVBEE4gNV2+qlq9zO3JFWkEx9kugtTAIRCITRNIxgMxOdeZWRkk5jo6LWPpmm43W14vV0AmM2WeFAmyzIjRhT1+zvRNI329iYAvF4PSUkpe/FdCYJwsIhEVTY2exiTZcdokOn0hzHIEu3+ELcdP5Gb5pdiNm7v0MlJEqnJ3USAJQiCcAC77OkV+EJRbj9O4ZgxWfv7dIQ9KC0tC6vVhqqqWCx60Qqr1UZaWhaybOg3vwrA5+uitbWpxzGyCYWC8aAsGo0gyzK1tduQJMjLK0WWZTIycvD7ff0CNkEQhMH86YPNvLauiZPHZ/PLY0Zz7WHFzClJZWy23o70DK40TWN1vZuiVBspNtP+OuUDhgiwBEEQ9qHltZ08tbSW6w8rYVSs4tJQilNtrGvsYoToGTzoSJLUL+CRJInU1Mz498GgH1k2YDLpE8bNZisGgxFNU5EkmcrKjaSkZMT3MRpNhELBeCXCSCSM2WwhOTmd5OT0ffTOBEH4rtI0jWZPiEy7GVcgjKpqGGKj4kZZYmp+yoD7/eG9TSxe00iG3cxb187eh2d8YBIBliAIwj70z0+3sbahC6vRwJ0njd3h9g+cV05E1TAZRNGCQ00g4IuvhVVcPAZZlvF43BiNRhITk+Npf36/j1AoAGgkJjqwWBLIzi5AVSMEAj6MRhOyLP5+BEHYsZ++tp6PNrUxtySVDY1daECWY8cVAVfVuwEIR8Si5yAWGhYEQdinrp1bxLSCZC6Ynj+s7SVJEsHVIURVVTo7WwkE9JErTdPQNA2/3wvo61wFgwHa25tISNBHQMPhIJIkoWka9fWVuN2d2O1J8SIa7e3N+/MtCYLwHbK6Tg+UtrR6uWRmAUqWnTnFafz01fX8+7Ntg+73x5PHcXb5CB69cMq+OtUDmrhqC4Ig7EOzi9P47znljM8Rc2EOVZqm0dnZSnt7c79yxu3tzbS1NVFXtxWDwYDBYOj1fM/0we5RKVWNYrcnYTAYUVUVr9cFgNWaGPuasDffjiAIB5G/nj6BwhQrXYEwZZl2nrx4Kq3eEJ9uaePRJTX4QtF++zR1BUmyGvnJ0WXkp4j2BkSKoCAIgiDsU5FImLY2Pb3PZrNjtdriz1ks2+faaZpGQUEZ0Wg4vnCw3Z5MR0cLQLySoNFoxu3uACApKY3U1AwAMjJyyMjI6XU8UYlSEIS+vKEIX2xtZ05xGne+W0F1ZwCAb6s7mVWUyozCFI4fm0VhagI2c+9On3pXgHMeXYoswWtXzyI5QRS4ABFgCYIg7DPNXUGeWFrD8WOzGSdGsA5ZRqOJxMQkVFWNB07dHI4ULJaE+HZAr1Ess9lCTk4hAG53Oz6fB4slgUgkBOjBUyDgx27vfZPT0FCFz+chN7c4nlooCIIA8Kf3N/POxmYMkoQsS0hAms3EBVPzuOWlNWxs9nD/uZMpTB18dEpCdN70JFIEBUEQdlFTV5BHv6mm0R0Y1vYPf1PNs8vr+e07zkG32dzi5ddvbGBjU9eeOk3hAOPxuJAkiczMEQQCPlS196Rws9mC2WwhGo2gaf0njCcmOkhMdBAK6ZUC9YqBEgaDEbe7naam2n77BIP632j3PoIgCN2ULDuqBmFVI9lqRAI6/GFavSG+qerE5Y9Q0ewhEI7yz0+38p5z+7zO3GQri6+cweKrZojRqx7ECJYgCMIu+vMHm/l0Sxsr61z8+liF19c1cdTojF456G+tb+Kl1Q38fFEZx4/NYml1J+dNyRv0mPd+sY3PtrTT5g1z7zmTBt0uomqsqO1kbLYDu6V/U76m3s2DX1dx1ewiJuYm7d4bFfao1tYGVFUlHA4SDAaw25PIzi7otY3f76W+vhKz2UJBwSii0QiqqsbLtQNEIhGgO8DSiEbD8dGxvvLySggG/QM+JwjCoe3C6fmcND6bV9c2MqswhVX1XUQ1jbLMRP57ziQq230sLMvgXWczTy2rQ9M0jh6dGU85zrRb9vM7OPCIAEsQBGEXHTU6g1X1Lo5Wsvi/T7fy1vpmvtjaxv3nTY5v89ePtuAKRHhhZT0/OaqMF66YMeQxL5yWT6snxMUzh64y+MCXlTz+bS3leUn895zyfs/f/1UVX1d2oGrwzzMn7tL7E/aOtLQsPJ4uLBYLwWAAo7F/CWRVjQIS0Wg0HmwBFBSMjKcVpqdn09bWCIDVaiMUCpCTU9hrHlc3k8ncKzgTBEHoyR+O8sg31byytpFnL5mGMVa9tjwvmbyUBJZWdzI1P5nRmYmomsZ9X1Zx7dwiMa9zECLAEgRB2EXHj8vm+HHZAGiaytsbmmn1hoiqGgZZv+h4Qvoow3B7+KYVpPD4RVN3uF2Ww0JU1cga5LhXzS4kqmpcNbtwh8f6prKDB7+u4qb5JZTnJQ/rPIVd13PR39TUTAyG/pfixMQk8vKKMRpNVFdvHvA4KSnphMMh3O52JEmmpKT3umqqqiJJkrgBEgShn7UNbn766npOGp/N9fNKaPaECEZU6joDBCIqdoPM3R9sYmubj0Z3kKauID85ahRXzSnkJ69uYFOLlyNGpTMmu/d84nBUZXW9m/E5DqwmwyCvfvATAZYgCMIekJucgCxJ1LkCeEMRkqx6LvrNh5fybXUnp07M6bW9pmmsbeiiICWBFNvO562fWZ5Lpt2CWR745rk8L5l7zx48xRD0NMN2b4gHv65iZZ2bp5bWigBrHxsouOrWXV3Qak3A7/diMJjio1ehUAC3uyNeql3T1FjJdw1J0hckbmqqwWazE4lEsFptZGaO2OvvRxCE74avKzto8YR4c30z188rYVJuEr84ZjQral20eUMYZYnnVzZglCVK0m2omsbmVi9/eK8eu9lAVyjKJU+u4NnLplGavr1wzj0fb+XF1Q0cXprG3aeO34/vcP8SAZYgCMIeMDU/mZ8vKiPdZo4HVwAXTMvngmn90/3e2djCHW87yXFYWHzVzPjjkajKnz7YjM1s4JYFpYOOPrR4gvz01fVIEjx+0VRGZex8ZbhbX17LV5UdXDqzgNQEE1fNKdrpYwh7nsfjxufzkJ6ehcFgJDe3mGg00mvh4ZaWBgIBH7IsYzQaycgYQU3NZiKRMPn5pbF5WXpxi2g0QigUEAGWIAhx503NwyBLzC5OjT/29bYO3t7YzLoGN384aRy/WFRGVbuP6w4rJqppvLa2CYMsYTTKEFsPy+2PxPdfUetiRZ2LqKqRnnhopySLAEsQBGEPkCSJUybk7HjDGIfViKZpJPWpunTDC6tZUetGkuCcKbnkJQ9cFtdhMZJpN+MJRvjzB5v54cKRKFn2IV/z1TWN1Ln8XD2nCKNBpisYRZYkkqymQ7qn8UDT0lIXK+FuISVFTyXsXkS4unoTqholLS2bcDhMNBqOFcwIEYmEAb34RUpKBmazFbPZgtvdES/9LgiCAGC3GLl8Vu8U8kVjMviqsp1tbT4uenI5H944F7Nxe8Hxc6fkUp6XRJLFyPMr6xmT7aDdH6bFEyTTbuHPH2xmU6uXY8dk8pOjRu3rt3RAEWXaBUEQdpKmaWxu8RKJ9i+hvaLWxZ8/3EybNzTkMQ4rSePN62bz0Hm9C1RsbPIgAbMLU8lN6l+soJvVZOCVq2aSl5zA8loXTy3tX5pb07T4OXqCEX7/bgWPf1vLN9WdAPzfmRO479xyLpw2eFVDYd9LScnAYkkgMVGf26Cn/ulf9eIXkJBgo7h4NDk5hWRk5JCY6CA/fyQ5OYXYbHYkSSIx0YHJZCY9PRu7XVQPFASht5W1Ll5d20hU1duYVk8IV0AfkcpxWAhEonT6w/HtJUlibLaDvJQEbjliJM1dQX75+gZuemENAFfMLmR8jp0LpuUf8nM/xQiWIAjCTnrwq2oe+rqaBaPS+dMp43o9d9tbG2lwB7GZDNw4v6TXc+GoytZWH2VZiciSRJqtfwrF/eeWU9Hi5YRx2Tu8QEmSxM0LSnhqaS0Xz+idhqhpGhc/uZytbT4eu3AKozISOXF8NrWdfiaO0G/cE81GJokS7gec1NRMUlMzAWhtbcTlaiMzM5ekpFTy80tRVTU+IpWY6CASCRMOB+MjVt18vi78fi+pqZnI8qE72VwQDlURLcwXgTcxSxZmW45BkraPq0RUjeueX42MnhGxsCwDZ7MHgywxvSCZP548jlMfWEIwqvLspdPIT0ngy23tLKtxccXsAhLNRorTbURVjVGZeor60UomRyuZ++ndHlhEgCUIgrBLNAaKfy6cls/i1Q0DXmR+8+ZGPtrUxiUz87lhXkn/nYEx2Y5+VZmGMqMwlRmF23PoX1hZzxfb2mO5834kJBrcQcoy7dx2nDLs4woHhmDQH/uqLxTcXeRCD6pCmM3WWJVBjdzcEqzW7amAjY21aJqK0WgmOTltn5+7IAj7l0tto11tQkMjoPlIkLankX9b1a5XvDVI5Kfo7cotR4xkemEqMwpTiERVglGVSFTl7x9v4cdHjuLWl9cRUTWyHRbOmZLL4SPT+eKWeRhliYe/qWZ1nYvbjxuzS4WbDjYiwBIEQdhJV80p5MjRGRSl9p/Xcu7UPM6dqqfcral38Z6zlXOm5JKfkoDJIKOhYRyk8t9gNE3juudWs6nFy8MXTKY4zTbotv/36VaCEZWPNrXyxMVTqXcFmNNjErPw3ZKTU4DP542nC3arrd1KNBolKysXWZZQVa3fiGdSUip+vwebbei5eYIgHJzS5GzGmWZgliwkyL3bgW3tfoyyhKrBJU+u4IHzypkwIolFsc7BK59ZSSiiYjJIfLa1HZtpGxFVQwNmF6XEj2MyyGiaxn1fVCIBn29r46Tx2+cjh6MqEVUj4RAr2S4CLEEQhJ0kSRIjd1C1r8MX4qpnV6Fq8MW2Nl68Yia/OU7hytmFFMYCs05fmP9+WcmCUenMKR58hEED1tS7QYLKNt+QAdYPjxjJl5UdHK1kkmYzD7mtcOAzGIw4HP1L5xsMRqLRCEajicLCMjRN61fyPSNj+EVXBEE4+EiShGKeMuBz50zWl/q4890KwlGVdl+YqKqxoamLskw7XYEIBlmiPC+ZjU1djHBYULLsKFl2Vta5SUowkRIr0iRJEj85ahSr690cMSqDcFTlP59XMiLJymPfVtPpj/DkxVMPqeuRCLAEQRD2ApNBxmKU8YdVajoCfLyplSPKMijqcYFZvKaBl1Y18NGmVt65fs6gx5IliQfPn0xNh5/DR6Wzpt7NS6sauGJ2IQWpCaxr7OIHi9dydFkGPzm6jNMmiXLcB7vuuVgGw6HVKywIwp5hNMgsUjKZOMJBoztIeV4SP39tPR9samNafjIPnl/O1lYv1z23hqim8ei3tSz50eH85NX13PleBZ9vy+DuHnOQzyzP5czyXAC+2NrOM8vriKgaFqM+wuUORAY7lYOSqCIoCIKwF9gtRt65fg6laQnIsoTD2r8/a2FZBkq2PV6gIhJV+XhT64AVCMflODh2bBayJPHnDzfz+vomHvq6CoBVdS5c/jAfbm7bK+/FF4py/XOr+cVrG1BjFe2A+JpMwr4nSdKAwZWqqrhcbfE5W4IgCD3VdPjZ3OqNf5+TZGVyfjKSJLGq3g1AY1eQJKuJ8rxkMhL1UaqTxmcDMDUvWU8F3NLGH96rGPA1JuUmMSU/mdMn5fD0xVO579zyQ66gkhjBEgRB2A2BcBSLUR6w4p9BksiwW0hKMDE+p3/hiuI0G09cNDX+/WNLanjw62pGZiTy5MVTUTWN19c2kZdiZVpBSny7S2cW8Og3NZwR6y08Y9IIJElial7/VLI9oaLZw8o6F6qm8QNvKZl2C95QhHMfXUpE1Xjusum9FlcW9h+3u522tiYMBiPFxaKoiSAI23X6w5z/+DI0TeOpi6dRnN47Ze+O48fw2JIabllQCugdOWFVQwLyU/TU9vOm5VHT6eO5lQ18uqWdny/q/zoOq5F7z54E6NUK3/iykopmL2eUHzrZFSLAEgRB2EWfbmnj1pfXsWBUOn8eYKHeBneAZTWdIEnUdPopyxy62EBRWgJRVWNk7KL3+dZ2/vj+JlRN49Ob58UXfDxqdCZHjd5epdBqMnD+1KHXsmr3hXD7I/0uqMMxJiuRghQrBlmK59y7AxHavWGQoN0XFgHWAcJqtSHLhn5FMQRBEEwGCYtRJhRVsZr6J7HNLEplZlEq3lCUE+77moiqccWsAj7b0s6xY7dfc+pcQUBfK6unFo8+8mXpsTjxsppOHv+2lqiqcdToDJITDo1rhQiwBEEQdlFdpx+DLFHV7qfVE+Tnr29gan4y18dKsBemJnDrkaP0dUIyEvm2uoPfvl3BZbMK4rnqPR2tZDF/ZAZmgz4aVpaZSKrNRHGaDZOh/whZqzfEhsYu5pakYehTmdAdCCNLEnaLkYiqcfbDSwlEovznnJ1P1bjoyRVUdfiRgcp2H2WZdkYkWfnX2ROJqtohNXH5QGe12igpGbO/T0MQhANQotnIG9fMIqJq2C29QwBN04iqGkaDzKNLqmnxhJCAKfkpnDdVT2O/+/1NLF7TyPXziglEohyjZPLgV1WcOyWPtY1ufvDSOkrSbTxz6bT4ccfnOCjPTSI7yULSAKnyB6tD550KgiDsYedMySM/JYGx2Xa+quxgTb2bNQ1d8QBLkiTOmrw9kHp3YwuNXUEWr25kXmk6P1y8lgkjHPx80ej4Nj17/kYkWXnj2tn9XverynbqOgM8t6Kemk4/3zu8hAumbV9ouNEd4KyHv0WSJd64ehY2ixGTQcIfYcBAbSiaplHTqa/FVJSeQGm6jf9+UUk4qnLj/BLkHSyGLAiCIBw4rIOUS7/1lXV8vrWdf545ESW2cHB5bhJK1vbMi5X1bjRNwxeK8t9zyjn1gW9ocAeJqhplWXYkCbyhCLWd/nhKod1i5L/nlu/9N3aAEQGWIAjCLjLIEvNHpgNw5OgM1jd2DTk6dO3cIlJsJo5VslhR62JLm4/NrV5+dnRZfA6XPxzlh4vXYbcY+OPJ4+IjU43uAF3BCAUpCXz/xbUA5CZbiapa/ELWLRzVCEY1iGq8taGZc6fm8eKVM/CFomTae6d07IgkSRxZlsH7Fa1cM7uIms4Aj3xTjYTEMUoWSrZYY0kQBOG7qqrdx7fVnVQ0e5GQuOeTrZw5aQQLRqbzgyNKe237t9PGs6zGxfyRaTS6A5w8IYeX1zRyWGkale1+Jucl0eAOctYjS7n7lHEcHrs+HopEgCUIgrAHJJqN/PTosvj3UVXjnY3NlKbbGJOtz4fJsFu4MTa6VZCaQFW7j9FZiby9sRmLQebI0ZlsafXGC0q0eILkJFkJhKOc8+hSoqrG/eeWU56XxMo6Nw2uAE9ePJXRWb2DnIJUfVTN2eyhMC0hfn6J5l1r8v9w8jh+p+oLJEdVjePHZhFWNUozRGqgIAjCd8mqOhfLajo5b2o+NrOBH768jtpOP+dMyePTza1savHyj0+34g+rFKYmcPOC7UFWTpKVBaOMXPPsSra2+fjTKeN5/ZpZANz84ho8wSgpCUYk9GtgX12BCOubuhiX7Riwsu7B5OB+dwcBVVUJBHyxicuiqr4gHCge+LKKDc1d3H6cMmCBhw8qWvj9uxXIksTn35/X73mLUebaw4qpaPZw6VMr0DSNxVc5GJfj4Nq5RSRajOQkWQF9pMxmMtAVjJJoNvLPMydy0wtrMMhSr3W1enrkgin4QtFBL2KqpvH7dyvoCkT4/Ylje6UmDsQYG0kzyBK3H7/zc3w6fCE+3dLGEaMOnUnOgiAIB5JgROWHL6+jKxjBYjRw4fR8DitJ45W1jcwvTWNafjK/fnMj0ajK+BwHp0zQFyvvCkTQ0EgwGTj9oW/p9IcxSBCMROPHvvnwUj7e3Mr3F5QCEiUDFFQ657GltHpCJJoNvH/DHIyGg/e+VgRYB7iWlno8Hhd2ewrZ2UNXCRMEYd+IqBr3f1WFQZb4urKDY8Zk9dtmZEYiVqPM+BFJ8X1+uHgtnmCEf541MT6alGU3Y5QlNCRMBhlZkrhsViFLqjq4/8sqLp6RT3NXkMtnFXBkWSaZsapND54/GdCrA178xGqykyz844wJ8TlRhkHW3urW1BXkjXVNSJKEs9kzrMIXdS4/Fz+xgvwUK49eOGXY869c/jCXPrWCBneQb6s7+f2JY4e1nyAIgrDn3PryOtyBCEkWIzMKUwD44cKR/HDhSADe3tBEIKICcP7UXIrTbXT6wpz60BI0TeP0iSP04EqWuP1YJX7t84ejbG3zceL4bErSEwd9fXOso07T4GBfQVEEWAc4o9HY66sgCPufUZa4deFINjZ1cVhpGjUdfm5ZvJYZhSn8LJYmODIjkQ9vOiy+T6snyDdVHciSRGWbLx54hVWNUFRFliQa3QEyEs0A/PiV9QQiUdJsJp5eVkudK4A3FOWK2UW9zmVTi5eaTj+VHT58oWi/ylCDyXFYuHZuEV3BKOMGWKNrILUdAYKRKJtavISjGhbj8AKsxasbaHDrZX13tsiGIAiCsGdIEhgkuGpuUb/U8mBE5T+fVSKhV7BNMBm46IllXD6zUE/30+Db6g4k4OjRGRw3bnvH4gcVLTy3oo7nVkosUvp3OIYiKmajzP8um87Gpi6K0xMxHcSjVyACrANeWlo2yckZGAwDV30RBGHv0jSNxWsa0TSNY8dkxQOYc3usO/W+s4XaTj9NXcF4gNVXRbMHGShMsbK2wc24HAeSJJFgMnDS+GwKUhJ6LUZ86sQcvtjWzozCFLa1+Xh9XROTcnsvJOwJRvCFonx/QQm5yQn9gqvfv1PBu84W7jljPFPzU3o9J0lSv2BtR2YWpfC7E8aQ7bDsMKWwp8NHpfPg19WEIqoo6S4IgrCf/PW08dR1BkhPNPHL1zcwNsfBRdP1CrSeYIRmbwijQeI3xyr8/ZMtOJu9vL2xmR8fOZI31zexvNbNwlHp8eucpmlIksSsolTG5TiYPMBi93/7aAvPLK/jF4vKOH3SCCb3uRYdrA7u8PEgIEkSRqMxXmFMEIR9a21DF3e/v4k/vr+ZUx9cQjiq9tvm2DFZXDO3iIKUBE66/xuauoL9tlle6yKqwdZ2P/d8so31TR4A7vuyitfXNfFBRWv8c+5s9pCXbOUvp46jKM3Gj48axSc3H8b0WEpHt1++sYFfvL6Bynb/gNWallR3EIxEWd/o2QM/iVhFwdGZvdIen15Wyxdb24fcrzQ9kbeunc2/z57IRdML9si5CIIgCINbVtPJlc+s1Be7jzEZZIrTbbywsoH3nC3845OtfLalDYD0RDP/Pmsi47Id/O5dJ1fMKuCkcdlcPaeQu97bxIpaN7Kkl3m3W4z84vUNzL3nc5ZWd5Jpt/DwBVO4eUEpoYja6zq5udWLQZbY0urd1z+C/UqMYAmCIAyhOM1GXrKVms4AqqahDZA4bo2NQt3/RRWyBNvavGT3WeH+6rlF5CVbedfZQkTVKI5V95tRmMyraxuZPzItvu1NL6yh0x9GAn5/4ph+c7y02EmUpCXy5baOQUeF/u+Miaysc3H8uOxdeu++UITLn16JxSjz0PmT+6V0fL6ljX9+ug1V0/j8+/OGTPlwWI3MKEzdpfMQBEEQds5jS2pYXe/m0W9qmFaQwtoGN795cyPTClJ4c31TfLvfvLWRj2Lp7GOyHayu1wOpT7e0c81hRUhAfrKV6s4AE3Ic/HBhKY3uAGsb3IAeQHV3/j34VRUPfV1NgsnAf86ZyOhMO384aSzLal3MLT602n8RYAmCIAzBYTXy4pUzqe7wY7cYMA+SGnfbm04kCWYUpTKrSL+QNLoDuAIRlCw7iWYjZ0/J4+wpvYvVHD4yg49vSue2t5xc+uRy/nHGROaWpPL2hmYAon0iuk5/mPMeXRrPZ7/usKJBF44sTrdRPEAlp+F639nK1jYfAEtrOplTnNbreZNRItFsYFJuUrzKoCAIgrD/3TCvGJvZwKUz9ayB377tpKYzQE1nIxajTLLVQJbDwsKyjPg+NrOBu04aw/Mr63l+ZT0ral14QlEa3QFkSc9a+MmrG1hV5+KWBaWk2cwcNVrfP6Jq3PdlFaCnG178xAqunlPE1XOLOLLHaxwqRIrgASISCRMOhwAIhYJEIuH9fEaCIPRUmJpAms086PPF6Taimr7gsCRJBCMq5zy6lCueXhHv6RtMIKLy9oZmKlq8rGlwc8fxY/jopsN46pJpbG31cfL937CxqQvQqwa6gxFaPCHcgQiuQISbXljD8yvqd/geNE3jD+9t4ievrKPeFeD8x5by01fXx0fE+jpqdAaFKVZGZST2m8MF8PePtuIKRChMtYk0ZkEQhAPImGwHfzx5HGNj6zCePy0Pi1Hm1InZvH3dbF6/djZPXTKNq+boc3Er232c++hSNrV4uXBaPkZZYmZRCoWperbFFbMK+fvpE2iOpcD7QlHu+WQrv3h9A6AXf7r+sCKm5SczNT8JWZbwhSMEwlGe+Lam13Ww1RviB4vX8tyKun35I9mnxAjWASAajVJdvQmA7OwCmppqACgqUkRxC0H4jvjZ0WXcsqA0PppkkPTFfd2BMFajzIWPL6OpK8iTF08lOcHEllYv43IcdPjCJCeY+N0JCtva/dR2+lnf2MW4HAejMhK5eX0TrZ4Q31R1MibbQWl6In8/bQImo0S2w8LTy2pZUtXB2gY3Z0/JHfIcWzwhXl7TgCxJjM9xUNnuZ0urj2BEHXAULNGij971FIyorKx1UZ6XxOmTRvDcynoWlvWf/9XTtjYfrd6gSBEUBEHYT06flMvpkwa/RnxV2cG2dh8tK0Ncf1MJn39/Hk98W8u4bJk/njSWRIuRrkCEepc+mhWMROn0h/li2/Y5uFfMLuKK2UWEIioVLR7GZjt4bmU9//psG8lWE+/eMAeADyta+XJbO0urOzlnysG5BJEIsA4AkqRPHu+uxqI/JiE6hAXhwPO+s4VlNZ3cMK+k3zpTPYMUo0Hm5atmEoqo+gTfNh8GCepcAe54u4KVdS6OVjJ5d2Mzk/OSue/ccp5fWcefP9xCgsnAJ9/Tc+LvPmUc31R1cGb5CL6p6uC+L6qIqGo87eO4sVmsbehiXmkazV1B3IEIozL1dUg8wQi3vrKOmg4/vz1hDFPzk7lmbhEuf4Rzp+ZhMEjkJycMmmLYV1TVuOPtjXxY0cqRozO566SxXBirQDWYUETl4ieXo2ka/zhjYr9CHYIgCML+88W2dpKtRopSE9A0fW1GgMauIP/+fBuSJDGvNJ2JuUnYzAamFSTT7Alx9pQ8cpKsjMzov+6V2SgzIVYMaWp+MumJ5l6piIuUDJbXdjKnaHunW70rwIamLhaMyjgoUs5FgHUAkGUDhYWj0TQNo9FIUdFoQEKWxeiVIBxo7njbSSiqMjIjkbMm9+8N7PCF+OHL6yhNT+TXx47GYpRRNY3y3CRaPCFGZdiwWwyomgaahixJuAJ6SrAsSWiannrhDUWwmQzkJFm5MlZO/d7Ptlcf/M/nlRw1OpM0m5m7ThpLOKqy6N6vCEdV/nNOOZNyk/hyWzvLalwAPLW0lmkFKfFjATtd0e/Xb27kfWcrGvo6WsNhkCVyHBYau4Jk2AdPsRQEQRD2rTX1bn7yyjpUDX585ChMBonOQBhN0/hkcytKlp10m5myzEQ2t3rJTDTzn3PK4/tPyU+Jr904GCXLzpvXzu71WKrNzB9PHtfrseufW0WzJ8QPjig9KEa1RIB1gOiZCmgwiF+LIByoLp1ZwJfb2plXqhd8UDWNUI8Uu1V1bjY2eVjX0IXFKLG+0cOvjy1jRa0LgyxR0eLlDyePY1Wdi4pmDyeOz2Fcjr7g44QRDmxmA8WpCSSYDNz0whqWVHcyvSCZ/5xTzk2Hl3D/l1WYDDKXzOg9ctS9plY4qmKNFeKYU5zGjIJkOgMRbpxfEt82qmrUdPgpTEtA3omhcl8ogkGWOH9qHt87vGTHO6AHWM9dPp2oqh30C0sKgiAcCFbVubj9bScXTM0fMnVcX9PQgMNi4MVVdZwwLosrZxexrd3HPZ9sA03j6UunsazGxY9fWUeqzcQbsWDpi63t3PrKOjLtZl69etZun/OYbDtNXW1DrpW4stbF3z/ZwlWzi5g/wNIkBxJxJy8IgrATrppTFJ8UDHDdc6tZXefi32dPYlpBCoeVpnHJjAKK0qzc8XYFkqQHVXccr9DsCTE1PwWDLPG3j7awqdXLBVPzmB0rX/ubN534QlGqOvzIkkStyw/A1la9kt+MwtRB5zEZZYnFV85gea2L1AQTmqbhsBq5t0dvY7c/vr+JV9c2cuG0fG5eUDrs9/7Hk8exOTZ3bGeKWsiShGz47qd8CIIgfBe872yhtjPA8yvryU2xcue7FVwzp4imriA1nX5+ecxoEkx6FcEPbpzDo0tq+M/nlbR4w/zqGIVgRGVqvr5ocH5yAq2eEBpgMfZIg4+l8Rnl4XectXlDmA1yv/R6gD+dMp6oqmEYIj3w2RV1rG/08PA31Syp6mB6YQoLRh2YFQpFgLUfqGqUtrYmrFYbDkfK/j4dQRAG0b3u1VANfm2nH1mW4osLmwwy188rjv9/Q6OHhaMysJoMveZZLhiVTr0rQFNXkHUNbsaPSKI8N4mtbT5GZug9eA+dP5knvq3l7MkjhnW+S6o7+dlr64moGilWE89dNp0Um6nfdhFVQ0Iiom6vHrikqgN/ODrkxcpqMsTz6gVBEIQDT0TVSLWZOLIsg0tnFvDs8jpaPCFeWdPI2sYujLLEcWOzmFeqjwBJksTpE0fQ1BVkwSj9MYtR5t6zJ8WPObMolcVXziAlYfv1ZFZxKi9eMYPUAa4xA6nt9HPeY8swGSRev2YWieb+IchQ11qAa+YWYZIlMu0WnlpWyytrG/n05nnDev19TQRY+4HH48bt7sDt7hQBliAcoPzhKGc+9C3BqMpzl00nfZA884fPn8zWNh9zBlhEcZGSxSJFXyT46WW13PPxVr53eAkXzyjg9EkjaPWEWLymkY3NHhZfOZNfHDOany8qiwdhGYkWjh2TxYWPr2BWUQp3nzqecFSlKxjBF4qSabdg6bEuV7LViKqCpoEnFKHNFxowwPrlojLOm5rHqNjk5FZviJtfXIsswSMXTEHJtu/2z08QBEHY9z7d0sYDX1Wjahp3njSWm+aXkJds5dgxWbxX0UJNh5/pBSm9OvxSbCZ+dnRZ/BgDjTTlJFn7vVZucv/HBhOJ6h2WUVX/uitK0xP53YljqXcFWFrTyWElaTveaT8RAdY+0L3GTPcfss1mx2JJwGbbXnmlq6uTtrZG0tKySUoSpYwFYX/zhqJ0BsJI6Iv7DhZgfbGtnVZviFlFqdz8wmqW17q471y9yERPa+rdyJL+1ReKctbDSwlFo2TZzZw5afsIVd/Uu8eW1OALR1kaK1Zx+dMrqWjxIGkwMTdWKn1FHb84ZjTlecm8e8NsNrV4iapavLpTvSvAfz7fxskTcphZlIrRIKNkbQ+iHBYjRWkJeIIRsgcpXhEIR/nLR1soTrNx0Q4qBwqCIAj7x7hsO9kOC2WZiRgkyHJYuPawYgCujqW3f+Bs4RdvbODcKXn8cOFIwlEV0LMuKtt9XPTEciwGmTeundWvyuyqOhc2s4GyTDu3vbWR1fVu/nnmRPJTEvCHo7j84QGDseJ0G/+7bBoWo4zdsnvhR26ylccvmrpbx9jbRIC1l0WjUWpqNgNQUDAKg8GA0WgiP7/3vAev1000GsXjcYsASxAOABmJZh48bzKhiNqrDG1U1Xh5TQP5KQmUZSbyp/c3Y5AlpuWnsLSmE1WDZ5bVMim3d4Wkny8qY/7IdA4rSUOW9OUZVBXmlabxwFfVOCxGDhuZzn1fVHK0ksmsWPnapdUdABxZls6v3thAiyeIDGiSngry8DfVVHf4eX1tI8qRo0iymphWkNLrtZ9ZXsvbG1tY19jFS33WtQI9HeR/l00f8ufxTVUHb6xrIqJqnFU+Ytil3QVBEIR9JyfJystX9W/nu21q8fDbdypQNVhV78YdCHP6Q98C8NIVM2IjTBoRVUPtM9LkbPJww/Or0YC3rp3Nuxtb0IDV9W7yUxK48PFlNLiD/OOMCcws6n8vm5+SsAff6YFNBFh7mapGiUaj8f8PtnBwRsYILJYE7PbkfXl6giAMYVyOo99jn29t5y8fbkHVND69+TCOGZNJqzfE2Bw7swpT+aqqg2PGZPXbL8lqYmR6Iu86Wzh1Qg5T8pP5fGs7H1S04o9E+XxbOw1dQV5e08hXlR28fo1elemm+aXc+8U2trT6WNvYRY7DwgPnlWM1GshPTWB9YxevrW0acj2qUybksK6hi7NjZeXXNXZR3eHj2DFZw64iOK0ghcNK0ihOS+Cjza2UZdrjKYaCIAjCgUHVNCrbffzlwy2k2kz87oQxvdr55TUuApEoNpOBP58yDm8oSiCs36d6Q1FGZiTy7KXTSTDJ2My971mTE4yYDDKJZgMravWsiok5DhYpmYC+EL0EhPtGZrupbyZYt3ZfiM+3tHNEWTpJ1uHNBdtXRIC1l5lMZnJzi+L/H4zRaCI1NXNfnZYgCLtIyUoky26hNMOG2SDz+xPHxp/7x5kTCEW1XvOievreS2tw+8NoGlw0PZ9WT4jzpuaysdlLjsPCzMIUvtjWzinjcwhGVIKRKJ5QBJc/QiTqozw3iTPKRzAxd3tHzLSClPiIlbPZww9eWssRo9L5SY98+rJMOw9fMIVGdwCXP8zVz6wECaxGQ6/FH7t1+EI4LEaMPcqq2y1G/nLaeF5f18hv364gwWTgw5vm7uZPUxAEQdiTfvu2kzfXNyNJ+nzcHywoJcO+PfX71Ik5hKIq5XnJZMVSwh86fzJNXUG+qerg+LFZFKQOPNKUk2TlvRvmIEsSf3y/gqiq0RWKxJfgeObSabR4QgMuPtzXW+ubaOoKcvGMgiGLW3T6wpz96FKMskSW3cw5U/I4cXw2oK9L+XVlB0trsvjtCWOG/TPaF0SAtQ8kJIheXkE4WOQkWXnl6oHTLyRJwmLsfaFodAe4420nU/JTmFeaxqeb25iY62BstoMnLp6Kpmnc+e7naMBvTxjDA+eWc8Pzq/n7x1vQ0Pj3WZM4qzyHeSMzmFuSxocVLby0qp7TJ43o15u3otZFmy/EexUtvQIs0Eetrn52JYlmI5NyHWxq9VGa3n+9kXc2NvPrNzYyNsfBYxdO6ff8qIxETAaJ8jxRTVAQBOFA4w1FkSSYOCKJY8dm9QquQK8Ge/GM3ovMj8l28Ks3NlLT6afFE+SaucXx5yKqxmPfVJOdZOGk8TmYDDLVHX7eXN+MQZb49bGj49smWU3DGknqCkS47S0nBlliTLad2cWDF6to84XwhiJEVY1Wb4gHv6qKB1hT85NZUtXJlPwD73okAqx9pK2tCa+3i5ycAsxmC5qm4XK1YzZbsNlExS5BOBh1+sJc9vRK2rwhlta4+OqWefzmWKXXNpIkMb0wBWezh9GZiTS6g6xv7CKqgUmGF1c18J6zhUl5yXT4Qvz89Q3IkkRpeiKT85MJRVT+/OFmsuwWLp6RT0TVmDxA8NOdYqFpGv86uzy+hknf8/39OxVoEC8739eYbMcBWxZXEAThUKVpGn/9aAtGWeY/Z0+iPC95h2XPe5pdnErTmiDlub2nqny5tZ3/flkFQEmajfEjkkgwyRhlGaNBoih18IWBB2O3GDhqdAYN7iBjs/un4vc0MiORe06fgCcY4ePNbZwUC64ALp1ZyKUzC3f69fcFEWDtI253O6qq4vN5MJsteL1u2toaASgtHbdTi3YKgnDgW17byQ3Pr9ELWgCnTsjGaJBRNQ1/OBpfA+SFlfV8VdnB+VNzKUqz8VVlO5fNKsRhMTCtIIU/f7gFWZLY0OhhkZJFeV4Snb4IJbHRp8+3tfPyGr0tObM8p1+Fv3WNXTR1BVk4Kp3nLpuO3WIcMLh6Zlktf/t4a+zCKXH7caP7bSMIgiAcmFo8IZ5fWY8sSZwzJXengiuAW48cxa1HjqLRHeC4/3xFXkoCD5xXjpJlp/tIwYhebTDTbuGt62YjS+xSwSNJkvjDyeMGfO7rynbe3tDCDfOK4ymM3QUzjhz93ZlKIwKsfSQ7uwC/30tSUgoAFksCRqMJiyVBBFeCcBDqCkSQJXCYDTx84RTykvWc9u+/tJYlVR389bTxzCtNp7Ldh1GW2NrmY11jF7e+vA5Vg3eun02S1cSfTh7LkupOFpZl0OEPs7HJg4SEGhuRMsh6AKdBPA++WzCictUzK5El+NtpExiX4+A3b21kVEYiN84v6bVtnSuAUZaYlJvEHcePGbQsvSAIgnDgybSbuWJ2IR2+MKMybHT6w70WBh6uLa1e2n1h2nxhXlldz+nleSy+agYdvnCvheb7FsDYExrcAb7/0lpUDVz+MCkJRn6wcGS/tENN0/jT+5vpDIS5/TjlgKxqKwKsfcRms/dKBTSZzBQViR5iQfgu2dTi4Ylva7lwej7NXUHufLeCK2cXcfaU3H7bLhiVwQPnlpOTZO0VrNS7AsiSFE/B+97hpcwoTGFKfjLBiIrFaCAlwUhC7IKRYbdwwjg9JcIdiMTK5mpEY1Wa5pWkc8P8EnKTLDj6XIRMBomyzERqOwPkpVj5tqaTryo7+HxrO1fNKepVjOPmw0uZW5LGpNyknV6jZEWti5teWMPCsvReRT+Go7LNh9EgHVLlewVBEPY0SZK4dm4xEVXjlPu/oTMQ5rELp1CWuf3eMxhRafUG+e3bFRw9OpNjxmSSYDJg7nEtyEu20l0D8M0NLZxenkdeckK8k3Bv2tLqpfvFP9/Wjizp6z2eUd77GtviCfHS6gZkWWJDk4cp+QdeBW4RYAmCIAzTvz7bxpfbOmj3hcm0m2n3hXlrQxPpdjOd/jCnT8zpNSI9fkT/uVD3n1vO+84WXl/XREaimQWjMlgwKoOuQASHxcgHN84B9ItliyeIQZZIs+kBWrbDwnOXTUeS9MCr0R3g8W9rOGFcNkqWnZtfXIOqafz1tAlYjDKyJPVajDEj0czJ47MpTbf1q3RoNsrMLRl8ovFQKpo9RDWNlXXundqvusPPhU8sQ5YkXrt6Fim2A6vMriAIwneNpmn4wlEkwB9W448/vayWv3+8lXHZdtY3eXA2e/j7x1vIclhYfOWM+LWrKM3GZTPzWd/o4ZfHlA3yKntOuy+EzWTAajIwtySNy2YV8uiSalRNL9Qxf2R6v30yEk1cOiOfQFRl4oih53DtLyLAEgRBGKYLp+XT4Qtz8fR8RmYmUpCSwIzCZK56dpVeeCLNxuRYT1okquIJRvsFDemJZjY0dbG2oYuHvq5mwagMqjv8XPD4MmwmA69dMwuLUabO5efcR5dhkCReu2YmSVYTnf4wZqNMRqIZTdP41RsbWFXfxbKaTv508niWVHWAJFHT4WdUZu/qpRubuvjTB5u5YFoei5T+63TtigZ3gA8qWlmkZOCwGhk/wLphQzEbJGRJwmTQJ0vvCk1Tqa+vRFU18vKKkeUDL1VEEARhXwhFVN7e0MxfTx1PUoKx1+jV1jYfErC+yUO2w8xJ47N54tta3IEIGsTnWUmSxI3zS/fJ+a5rcHP1s6tISzTz2tUzkSWJa+YWIUv60iCLFP36mJFo7tV5+Y9PtvHM8jqun1eM0SDT6Q/z2tpGFozKoHCQEvP7mgiw9jFNU5GkgdfIEQThwDazKJXHe6xOf8XsQqKqxrSCFNp9oXjhCYDLn17JphYP/3fmRGYWpdIViPCXjzYzOS+Jy2YVEo5q8YV//eEomqbhj0SJqCoWercRmgaeYITTHlxCRNV49tJpGGSJ1Q1d8eev+d8qLpyeT3qimZEZ/as6vbCqgbUNXTz4VfUeC7DueNvJ8hoXziYPvztx59cgyUmy8ua1s5Fl4kU/dlYkEiEQ8AOwbdtGABITk7Dbk3G720lPz8Fise7SsQVBEL5LXlhVz/99so0Mu5nXr5lFhy9EsyeEkmXnRwtHEghHed/ZwoQRSVx3WAmHj8wg024e9oLzu+s9ZzN1nQEumlGAUZbwh1UkKXYNRA/yDLLEtYcVA3DCf7+mwx9mVlEKPzu6jJwkvS1vcAcwyBKNbj3V/u73N/NeRQvvV7Tw2IVTB37xfUwEWPuIpqlUVW0iGo1gtyeTnJyGwWAccvFhQRAOfAZZ4t6zJ/V7vMMfRpYlXIEIAB9tbuXtDc28s7GFr38wnztP0ucqrapz8fHmNv555iRykizxQCMvOYH7zpmE1SSTnGCiKxBB1TQ0DVQNcuwWjhiVzqo6N9UdfpAkitJsnDIhZ8DzNEoSEmA17X4Hz6o6F//9oorRmYlUNHs5fNSupRYCOKy7dxkymcxkZeXj93vp6uoAwOt14/V2ARpNTTUUFu79NBdBEIT9bVy2A7NRYkZhCgDnP7YMdzDCn08dz2ElafzuhDFcObuIUFTlnEeWcsyYTK6aU9TrGF9VtvObNzdy4bR8Lpu1eyXQO31hzn98GTazgQfPm8wvX9+ILEkUpSWwsCyT6YUpPHrhFFJtAwd5WQ4LLd4QX2zr4L4vq7jtOH2ZkztOGMOqOhdT81OoaPbw0eZWABYMkE64v4gAax+JRqNEo/qNls/nweNxAVBSMkaktAjCQejxi6ZQ2xmI54fPL01jVlEqU/tMxv31mxtpdAcxG2Sun1ccf7y208+1z63GIEm8fs0sHFYj9549CbvZEE+BuHFeCec+uhQNuGxGASeM7T8ypWoaDe4ABal6z19x2s6vWdLXw99Us7SmE1mCD2+au9vH210ORzJ2exKyLOP3ezGbLUSjEfx+L4mJB94ClIIgCHvD5PzkXusUJpqNuAIREkwymqbR4Q9Tkm7jsSU1VLb7eH5lfTzACkdVghGVz7e04fJHeL+idbcDrCZPEFcgTIc/TERVyU+xUtMZ4LW1TSwsy+R9ZzMVLV6unF004P4PnT+Zl1bX8/TSOo4dk8lzK+oYlZnI1PyU+OLE5th842SrgQunFwx4nP1BBFj7iNFoIjs7H7/fRzgcwu/3xJ4RJdoF4WCUZjPHi1MApNrM/N+ZE9nc4mVNvZuJufqN/zmTc3lyaS1PL6slOcHIBdN6r2PV3UR8vrWNW19ZT1FqAv+7bDoAhakJXHdYMeGoxpVzCuM9gK3eEHazPmn4T+9v5uU1DVw6s4A3rp21R8qvXzO3GIMsccVuXnz3JEmSyMgYePROEAThUPTUJVPxhKJkJJq5+4NNvLCygevnFXNm+Qhc/nC8sJGmaZzz6FKauoL84/QJBCIqLn+ExavrSbaacFiNzCjcnh7/78+2Udnu4/bjlSHTu5UsO386eRxmg0Sm3cKJ47K5/6sqMu0WoqrGL17fiCxLFKUmsEjJ6lXNEPQMkbMn53H25Dze3tDM3z/eigR8+YP58W2K02y8fs1MzEa5X/Gm/UkEWPuQ3Z6M3Z6Mqqp4PG4SEhKRJInm5joikTDZ2QUYDGI0SxAOVp3+MJc+tRyAR2Plcy+aUcCmVi9vrW/m0y1t8QArPyWBl66YgdEg4bAaiaoaEnovYzdJkvr1MK6odXHD86vJdlh4+aqZ+EIRJEnCF4qSabcMeX6aprGkupPcJCsFQ0wUHp/j4G+nTdjFn4IgCIKwL1hj1flAL21ukCVaPCGSrCZuXrC9kIUGdPjCsTUW4a0NzYSjGp9tbUPvt5O45/Tx/PKNjcwtSePtDc0YZIml1S5yHBYkCR5bUsPkvCTOnpLX6xweXVLD+sYu7j+3nCtmF3LyhBwy7XrRiuPHZfHuhmZ++04F93yylcVXzhx0mZBxOQ7SE81MHKA6b2qsM3NdYxdWo8zIjMR+2+xrIsDaD2RZji84HI1G6erqBCAY9PdaK0sQhANXOKqytc1HWWZiv9zxyjYf31R1cPKEHH77jpOvKjv4z9mTKE23kWQ14QtHey2c+IMFIxmb7eCIUdvzxzVNi1+EQF9X66lLppJsNfL0slom5yUzLsdBbacfu9kYr1YYiESRY5OGAX5znMK5U/MYk73jCn+fbW3n56+txyDLfPK9uWIRdEEQhIPE704Yw5oGN5Pz+q8ZJUsSz146jRZPiIm5SZwyIYfX1zVhNxtQVY0Um4ltbT68wQjfVHVw8+ElVLb7cFgMXPHMCjQgqmp8UNHSL8CqavchSXphiom5SWQ5tnf0laYnEomte+UNRQmEo/EAq7bTz4urGjh1Yg7FaTYKUxN4/ZpZg76/za1ernl2JQBvXDMbi0nmvY0tzChKYUTSvi90JAKsvczv99LR0UJaWjZWa/8eYYPBQEbGCMLhEAkJuz83QhCEfeM3b27ko01tXDIznxvmlfR67tZX1lHT6afdF2JZjYtQRMXZ7GFcjoPXrpmFqmq9UiHu/7KSDze1Up6XRE6SFW8owtmPLEVVNZ67fDo2kwGjQaY0PZFnltfxj0+2kpJg4m+nT+CaZ1diNRl457rZGA0yc4rTeOSCKWTa9R49k0FmwgA9fgPJtlvQNMhPscaDq082t/LnD7dw0/xijhubPazjdK/DsquVAQVBEITd1+4L8Zs3NzI5L5mr5hT1SvPrKyPRzOZWL53+MD87uoyfHV2Gs9nD5U+vQApInDohB7NRZuKIJEZn6YMBlW0+JCTsFgPjcxwDLvj76IVTqGr3M7ek/2ufNjGHF1fVY5Al7jpxLBk9sizu+Xgrn2xpo6LZw78HKCQFelB36VMraOoKcs/p4zHKMlaTjMUk8/DX1Tz+bQ2jMhJ56pJpO/uj223i6rcXaZpGe3szgYCPzs4WcnIGnq+QnLzrFbgEQdg/jLKEhoZR7j/Ks2BkOovXNDC9MIVFShYbmro4PlaAwihL0GefDza10ukPs6LWxdhsB+5AhE5/GIC73tvEhxWt3HXSGI5WspiSl0RqgomFZRnIkp7a0XcErfviN5RVdS6+3NbORdML4pX8lGw7H33vMEw91qR6Y10TTV1BXl3bNOwA668fbeF/K+q5deFIzp2at+MdBEEQhD0iEI5y4RPLCUVULp6Rz9LqTr6t7uxXLbBbpz/MhqYuVtW5eGxJLWOy7TxywRRAX89RAkJRFZNR5oRx2Wxt9fL9F9cwKS+JK2cX8fb1szEZBp//lJ+SQH7KwCnnyQkmnrp4Gl9XdVDUpwDTKROy2dTqZWyOg7c2NHHcmKx+WRUfbWphU4sHoywRiKi8e8McZEnvWJw4woFBlphekLJzP8A9RARYe4nP56GhoQqr1YbJZCYSiRCJhDEaTQSDfnw+D0lJKUiSAVk+cCblCYIwPLcdr5e7LUrrf+H43oJSvtcjv73nor/VHX5eXFXP6ZNGxCv6/f30Caysc3HGpBEAjEiy8u+zJqFqGv/4ZCuyLLG51cfRCozJdvD29XPix3vpihnYLUaMhqHbkXpXgCy7GaNBJhJVue651URUDSS4/rDtI3B9L5K3HDGSonQbJ48ffgGJ6g4/RlmiptM/7H0EQRCE3dfpD1PnCiChXy9OGJ9NeW4ywYiKpmnxOVndbn5xDZtavBwxKp2oqpGeaEbVNGRJYvyIJJ66ZBoOi5ENTR6ufnYlaiyl78vKDs6fmj/onKm+NE3ji23tpCeaGdsjZf32tzfyxbYOjh+TyW3Hb19P8fBRGUzMTeLY/3yNBjS4gpw8ITs+l3hrm5ffvOlEAn64cCRT85N7BWCHj8rgy1u2F8PY10SAtZeEQvriZ5FImGg0gqaF8Hq7SE5Oo7GxhkgkTEdHCwAFBSMxmYaefC4IwoHFKEsUp+98Wu9fPtzMV5UdbGn18a+zJgL65N1xOb3nSHWnWvzt9AmsqnMxv3Tg9T1yhpFb/uKqeu7+YDNzilO554yJdAYiRGNXycKUod9DbrKVG/ukQO7IXSeNZUVtJyMz7GiaJuZyCYIg7CM5SVb+ccYEQhGVSblJTMpNwhOMcOJ9XxNRNV64YgYZParJ5iVb2djkYWFZBmk2E8+vbOAvH27mJ0fp6wd2dwSurHPFgytJgvMm57K2wY3ZIDN5gNTAvlbUufjpqxtQNY3y3CTGjXDgD0WRJYmoqqFk6ddATdOIqBomg8yqOjexl+S+Lyt58OsqHjp/MmOzHWQmWsiwmzEZ9JG1ntcZfzjKS6samFqQ3CuY25dEgLWXWCwJGAxG7PZkOjvbADCb9SDKbk+mq6uDaDSKJElEoyom01BHEwThYNHgDgBQkDK8TpWMWNWk377j5JgxmRw+MmOnX9MfVpEkCX9YjR/zj6eMoysQ5oRx/dfO2l12i5GvKzv50cvruXpOEVfP7Z+asqrOxd8+2sIVswtZMGrn35MgCIIwsFlFvec7BcLReOEjfygKPYrs3XXSWLwhvbjE8loXsiwRiqj0dWRZBhNHOFjT0MX3Dy9hTkkaFz2xHDRYfNVMsh1DX9NyHFZMBgmb2ciKWhfLal0YYhUK37pmFhmx/a/53yrWNuhVB1u9wfj+FqNMMKLy+JIa7jxpLA6rkVevHrjoxYurGvjnp1tJMBlITjBx+3HKgPPD9iYRYO0lXq+LaDSCx+OKR9WSJBEM+klKSiUSCWM2W0lISByw+IUgCAenZKsJgxTYqV61l9c08M7GFpbXunYpwLpwWh5T85Mp6THidmTZ3g1q2n16SeB2X2jA559bUc/6Jg+PLakRAZYgCMJelGG38PhFU4moWr8lOCRJwm4xomr6nOIjy9L58ZGj+h1DkiTuP7ecxq4g+SkJdPrDOCxGzAaZJOuOw4ncZCsf3TQXbyjC/326jcJUG59ubsUbinLC/d/wgyNKOX9aPpXtfiRJT2sfm+3AIOnznX961Chuf7uC9ytaWfafr/nb6eMJRlSyHRb+9tEW5pakcdbkXACm5ieTajMTiarUuwK852ze5wGWpGnaYM8VA9va2jyo6qDbCIPoTgF0OFIwGs2oapRAwEdLSz2yLKOqKpIkU1o6dn+fqiDsNbIskZ5uBygBKneweTGHQJsTCEdpcAcpSbfRFYigofUq2T6QqnYfv3+3gpPGZXNqbJ5WT/d9UcnzK+v5w8ljh6wSta9Eoiq3veXEFQjz51PHk2Dqv75fZZuPR76p5uwpucOucigIQxHtjSDsui2tXi58fBkAT1w8lbLMHRdL6o4hdicN/PsvrWFJVSdzSlI5aXwOozMTqWz3cVhsEeQ31zeTaDZgkCV+9Mo6NH3qMLnJVupdAYpSE6ju9GMxynx687xex3Y2eXjX2cz50/J7pUXuKUO1OWIEay8xGk1kZubGv9c0A01NtQCx4EoiLS1zf52eIAh7gaZp/PiV9Wxu9fLfcyYNOD/KajJQkm6jwxfitIe+RVU1nrp4KoVpg8+FKkqz8cB5kwd9/v2KVtyBCN9Udu50gNXUFcQoS6Tv5MXnf8vreHJpLbcfrzCtT5WmynY/H1Toc0wb3AFK07fno3RPni5Ot3HHCWMQBEEQ9q5wVKWq3c/IDBtLqjtpcAU4ZWJOvALtw99U89TSWqYWJGM3GylJH3qh3kA4ymdb25lekBxf5HdX3XXSWD6oaOXOdyv4cms7I5KsWEwy0wpSSDAZOHG8Xr22xRMkN8lKktXAllYfdS493d5slDliVAZzi/VrX0TV+LCiBSXLjpKt/9sfRIC1j3R1dRIKBeLf22wOUlIyCAT0KlvDTRN0udpob28hI2MEDse+He4UBGFoEVXj0y1tGGSJjU2eIQtQRFSNcFQlHNW48tmVvHXdnAFLvg/H3aeM44tt7Zw2cfiV/gDqXH7OfXQZBkni1atnkpww/MmgL69ppLEryPsVLf0CrNIMGxdNL0CStk+QBnhhpV5sY7B5WYIgCPuCqmlsCoSwyxJ5lj0/srE/aZrGNf9bxaYWL49eMIXidBu/eH0Dn25pIzfJQp07iFGSyHRY4qNEH1a00hWIxItKfFvdwZzi3ksIrW1w889Pt3HF7EK+3NrO/1bWM3GEY8jOv27tvhDX/m9VvABHz6VFEs1Gjh6dyVNLawlHVRrcQTSgzRvqVd49027h5atmEoqonHj/16jBKCPTbfzxlLHk9yjW9PraRv70wWaSrEbe6VFxd18TAdY+0traAEBiYhJWqw2Xq52Ghip8Pg8gUVg4CpNpxx9yj6cLVY3i9bpFgCUIB5i7P9iMJMGpE3KYP3Lgqn/dMu0WfnfCGH79xkZ6ZihFVI3PtrQxNts+rAqBACXptl7zq4ZLQq/epO1CXPfbExTec7Zw7pT+61zJksRNh/evPLi+sQtZgjUN7p1/QUEQhD2kORxhczCEBuSYTRgOgkqnmqbx5NJauoIR1ja4kSWJynZfvNqtpkGtK0iCSSbRbGRkj2vGnSeO4bMtbTy/sp5Gd5A7393Ej48c2Wt+7BPf1rK81kX0qypOHJdNVNUoyxx6pKvb5hYvtZ0Bqjr8+GIFNXqymQ388IiR/PjVdcwuTmVkeiKfb23j7Ml5GGQJfzjKJU8uJ6pqPH7RVBZfOZNgRCU90UxE1fjnp1vJtJs5b2o+pRmJSBJMGLF/qgd2EwHWPpKamonP50GSZNraGgGIRPTJ35IkDXstrKysXDweEVwJwoFodb0bSZLIcJgxDGM06qjRmZRl2kmyGOOjVy+tauDvH28h26H31u1Jaxvc/GDxWhaNzuQnR5fR4QuhahqqptEVjPQawbrx+dWsb+riofMn90rx61aWaY/n6KuahqpqGA0ynmAEbyhKtsNCZZuPHyxey6ziVK6eU8SPjhzJjKKUfj2jfVW1+zAZZHKThxdgCoIg7IimaXRFVTYFQ+SYjCQbZByyzMGyEmljV5B/fbYNSZL41aLRWEwGDh+ld/T94aSxfL61nRdW1dPgDlLvCvDVtnZOL9enshSl2ShKs3HW5Fx+9PI6llR38vzKBuwWI1FVwx9WOaosgw5fiBvmFfPCqgYMEvHKtDsyvTCFW48cSabd0i+42tzq5d2NzQTDKsGISnWHjy+2tmOQJYrSbJhkmaimUdOpr+3V6glRnG4jthwWK2tdPL2sjqiqceyYLCblJvHF9+dR1eHH5Q/vVGbGniQCrD1E01RUVcVgGPhHmpqaSWpqJnV12wCQJBnQ0DSN5OS0Qffry2Qyk5oqKm4JwoHoH2dMYHmti6NHD39+ZWGfik5FqQmo2vB7Boejst3HllYvda4A7kCEj7e0cePhJdz4wmo0DQrTEnpNANY0jVV1blQ0trT6BgywukWiKmc8/C3tvjBPXzyVq/+3iq5ghAfOm8yGxi7q3QFeWtXAy2sa+eeZEzh+bPaAx1lS1UGzJ8jEEUlc8PhyZAleu2YWKfvp4igIwsFD0zS+9fppjuilyl3RKEcm7Z+5OXtLlt3CIiUTbyjK0UpmrwWFjQaZI8oyOKIsg2v/t4raTj+WAYoPWU0GbpxXTMXitTS4/Nz43Go09HWvQB8QqOrwk+OwoGowIkmPcgLhaL8FjHuSJYkzy3MHfO7HL6+l1hVkbnEqPzlqFNMLUvjHJ1upcwXwBaP88o21gB4kyrJMZbuPZk+QmbFS9ONyHMwoTCHDbo5fL5bVuLj5pTU4LEbevm72flmLUQRYe0ht7VZCoSC5ucUkJPS/GQmHg7jdnaSn5xCJhLHZ7ESjEbzeLsxmi1iMUxAOAjlJVk4Yt3ujLrOKU/ni+/OGNQK2rrGLF1fWc+nMAoqGKJJx1TMr8YWj/OTIUVw4LZ+RGTaiqkZUBZNB4i+nju91cZQkiQfPL2dbu4+jRusdOs1dQb7Y1s4iJbNXD2QoqtEYy5k/99GlIElIaERVjZPGZ+MORnh2WR2eUARvMBrfr2f1KV8oyvdeXINBkvj1caORJTAapF2ekyYIgtDTxkAwHlxZJVAOsnlXAAZZ4vcn9q9MHVE11jW4GZPtwGKU+ddZE2nxhHplCHQFImxp9VKel4Q/otLpj9Dpj5BglNCAQERDlvR222ExcuP8Ei6eUUBygolHv6nm359Xcs3cImYVpbKhsYvTJ43AbBx4bNAbiuAPq/FOPQ29nfdHovEg7G+nTwBgTb2LaCyF3mIykGozceUzK1FVeOPaWfHiTLnJVsZmO+L30e5AmHBUoysQQdW0/ZICKgKsPSQajQIS0Wh0wGCppaUBv99LOBwkJ6cQAFk24/G4CAb9pKVlYzDIWCwJWCxiXSxBOJQZDcNLWvnrh5tZ09BFMKpy5wAX1m5jsu0sr3WR6bBw94ebkYAnc5J4/vLphKJav1E0fR8HY3qs1fWrNzewqs7NxiYPP19UFn/cZjYwMTeJ1fVuohoY0AhrsKXVw6TcJK6YVcjpE3No7ArG1/5qcAc4/7FlZNrNPHPpdKwmmfK8ZBpcAaYXpPD6NbMwyFK/VBJBEIRdIcdu4lNlmcRY+7o1ECLNaCDFOPjIy8Hgh4vX8nVlBwtGpXPH8WOo6fAzOqv3QMD1z69mS6uXHx5RypmTc5k0wsHqhi5unF/CY0tqCEbClOc6mJyfQrNHX/y3O/VuS5sPgyyxtdXLU0trCYRVrCaZUyf2X1IkElU5/aFv8QYjPHLBFEZn2fndCWN4ZnkdJ47LptUbIiPRjCcYobbTz/gcB4eXptEZCDMpN4muQAS7xUhqghFH7PrwyZZWXl7TyEurGjh5QjayJGEzGzDKElFNIxTVCARC3PrKekZnJvLTo8v6ndfeIK5ee0h+/kjC4SBNTbU0N9eSl1eKxWJFVaP4/T7C4TAgkZiYhM/nQdM0EhMdyLL+wQ6FAng8LmRZpqRErI0lCAebVk+Qryo7OHJ0BonmPdP0Xjwjnwe/quasQVIvuv3rrElomp5Hn2g24g6EeWl1PT9auH0xyQZ3gL98uJnjxmaxSMnqd4yZhamsbehiSn7/NavuO7ec5q4gy2s7eWFlAxubPXy2pZ2FozJJsZlItZl7lfJtdAcJR1XqOgOEIio2s4H7zy3fjZ+EIAjC4EZbzeSZTTSFw2wIhKgPR1DRb4JnJCbQEolilGCkxXxQZBOFIip/+3gLmXYzX1V2AOANRrj+uVVUtHj5yZEj4/OvAFJtJlRNIznBhCxJPHTBFKKqxjsbm2n3RwC4aX4p1zy3Gk3TmFuSHu+Y+/nRZRxZlsHMohTu/mAzS6o6B13bUNUgHNHnbYWj+teJuUmEIirXP78akwx/PnU8v3ungnZ/mPOn5vFVVQfJVhN2i5EfvbyOrkCE48dk8dePNnPW5FxmFaWSbDHiDUdZUetiWkEKs4pS+fWxo8myW0gwGfhyWzvrGrtYXe/mhwtHYhpmJ+buEAHWHmI0GpEkiEb1P8S6um0UFys0NdXGKgXqTCZzbB6WREFBKSNGFBKNRohGI/h8ngHTCwVB+O772esbWFuvjwD9+KhRO95hGBaWZbKwbPD5Xqqm8fKaRnKTLMwuTsNmNnD5zAL+/slWXl/X1CvAen1tI59uaWd9o2fAAOuqOUVcNWfg0upGWSI32Upucg7zS9P50web+LCilVsWr+XRC6f02varynY6fGH+dMo40hPN2MwHd++xIAj7nyRJ2A0SMiYawxFSDAbqQmFCwNdeP92FXHNNJmyG736AtaLOxStrGomqGqdOyGZjs4c7ThjDr97YiKZpWPu0u/ecPgFXIExaj44wgyxx1OhMajv9jMl2MDrLzvSCZMwGmdzY3CvQsxgWlump5Hccv31tQ03TWF3vRtNAliEvOYH0RDPPXzEDTyASr24I8Ni3NWhASIXvL14Xf9wbiqJpeio7gN1iIKpqfLqllVpXkKoOP/89p5ywqhfIuOH51dx/bjnlecmcMG77fN+ClATOnJTDhBFJ+yS4AhFg7VEGg5Hs7Hyamup6PQZgtdpITEzCbLZiMpnRNA2DwYQkSRiNJoxGEyUlYtFNQThYTclLZm1DFxNzd650bCii4g1Fdmkxx68qO/jLB5uJahqffO8wrCYDp0zMoc0XZmZhSq9tTxifzdrGLo4f2z+42hnJCSbmj0znfWdrv9RDlz/MLS+txSBJ3Hv2pHjK4EC8oQhdgciwS9ULgiAMxRWJYpIkDnPoHdllVgsfd3kBDTQIAyFNxXYQ1BUsz01ifmka2UkWfnjESCRJwhuKkmk3ccuC0n7Fhgyy1Cu4AvAEI7y0qoEjRmUwOksvCPKvsybFn4+oGoFw/5Lr3T7a1MrPX9+AqoEsQXqimTevnU1GorlXUSWACSOS4iNtAAUpVjLtZm49chQTRzio6vATCEc5YlQGn29tp7ErREm6jfOm5KFpGv86ayLXPbeacFSlK6gPdKiaxk9eWc+2dh8NLj8JZiM/WLhnOjeHQwRYe5jdnozFkoAkyciyjMORgt2ejM22vVpNYeHQ+Z8ejxufz0N6etawqwsKgnBgu3F+CTfO77821I5c9MRyajr9/PvsiUzNTxnWPsGIyjXPrtQnEtvNFKfZsBhlIlGVQETle7E1qj7Z3Mav39zA4aXptPvDzC9N57ix2YQiKlc/uxJvOMrD508mybpzlfyOH5vN/NJ0Kpo9eEOReEpkosXI+BwHbb4whWmDzzVVNY2zHl6Kyx/mv+eWMyl34HQTQRCE4eiMRPnS40MCjkm2Y5AkQprGfHsC7qjKt74AAPWhMA2hCCOtFszDKLITVFXMknTApRVaTQbuPnV8r8fueHsjH21q452NrZw7NY/nV9bz4aZWbjtOYcQAHVlPLa3loa+reWl1w4BLhlzw+DJqOvw8eF454wdICUxOMBGrZYSmQXKP68h7zmZeWdPET44aRWFqAlfPKWRWUQq/fdtJdWeAW44o5fCR+qjYXe9vBk3j7Q3NdAUjZCSamVGYwu3Hj6HVG2LRvV/hsBp59rLpdPrCjMvRO+68wSifbmlDlvRCHUYJ9uVvSdy97wXdCwa3tzfT0dECQHGxMuxgqaWlDlVVMZvNpKSIkuyCcChzB8JIEr0q8O1IqzeIs9mLJMETF01lVKzk+3XPrWJNg5u7TxnHglEZ3PflNvxhlfcrWlDRFwI+f1oenf4wG5s9yJJEvSswYIDlDUU4/7FlqJrGM5dMx2Ht3b49t6KeB76qYmJuUnx+lVGWePiCKf2O1VO9K0BygpGIqoEEEXV466wIgiAMxhgLgCSgwh8k22zka48fGSiz6vdsRmBrSB/9cKkqs+1DL96+NRBkfSBEvsnI5MQDvzjZxBFJfLSpjfxkK5Ik8d8vqvAEI3xQ0cpF0/P7bT+7OJXFqxs4dkz/NHRN02j1hJAl6PCHB3y9aQUpvHX9bBpcAXIcll7rUf3fJ9to7Ary6poGbjq8FEmSKM9LBkmvHtsV2H69m1WYwsZmD80efe3Yc6dkc+P8Ej7f2saKWhe+kL72os1oIDdne6DosBr5/YljWF3v5oVVDSQlmIZVnXdPEQHWXhKJhOPBlSzLsXWvIBDw0dnZSmpqJhZLAm1tTXR2tpKVlYfDkQJASkomXq+bxETRaysIh7qnL51GU48KfMORl5zA708cQ0TV4sEVgDsQQZakeArFpTMKuPO9TZw2IYfOQIS5JfoCwFkOC3efMh5PMMLIjIHnhXb6w7TELnjtvlC/ACvVZiKqaqQmDH6ZiURV/vNFJS5/mOrOAMcomfz1oy3kJVt5/vLpuPzhIcvPC4IgDIfdILMo2c67Lg9bQ+HtAZcEaQYDEsSLXkSA9GFUFgxqeoHxYPcwzQHu4hkFnDIhh6RYW/3zRaP4oKKVjza1UN3h4+dHlyFJEqqm8fiSGpKsJt6+fg4AW1q9VLb7WFiWgRwbsXv6kqk0dQX1wAjwhaK8ub6JjEQzd72/iaPKMvjp0WWkx1IPw1GVR76ppjTdxvlT8/iysp3Ptrazss7NvWdPwmyUeej8yVR3+Jk4whE/5tdVHfpaXOipjF3BCG+vb+I3bzsxSBJXzSliRmEqKbb+HYHHjMkiwWRg8eoGWj2hfbokkgiw9hKDwUhCgh1VjTBiRBGyrAdY7e3N+P1eNE1jxIgi/H4vAMGgPx5gpaZmiMWEBUEAIM1m7pcbPxxHK/17HR84r5y1DW4+3dJGpt3CsWOzObZHLr6mafEL0PgRDs5++Fv++dlWXrpiZr9iFHnJCfzjjAloGgMGQadPGsH8kemkDXDR67a0ppOnl9Xpo1VAQmzdlIiqkZJgEosMC4Kw2zRNY4M/SEDTKDAZ6Yiq5FlMjDAbscgyUU3DgL4Y7kKHDYMkIQ/jJlyxWsg0Gr9TZd57jiItUrKwGg385NX1rK7v4pYFI7GZDaypd3Pfl1Womsb8kWlk2i1c8cxKwlGV249TOGaMPk83J8naa47sw99U88S3NaTaTLj8YT7a1NqrJPpnW9q474tKohrIQE6ylSZ3AE2DVq++LldKgokkq5GqDj+FqQkkmGTmlabx2ZZ2NPRrw8trGlm8ugG72UCazcypE0f0m9PV07zSNP511iRykiz7NJVTBFh7iSRJ5Ob2r7iVmpqJpmnx1L+cnAJ8Pg92uxitEgRh9zW6Ayxe3cAJ47Ljgc83VR3c90UlNx1ewoYmD4tXN/LZlnb+dfZE/vbRVs6ZMoLJecmc++gyDDL877LpuANhQlGVUFTFH44OWO1vZlHqkOcy1EUP9EWKs+1m8lISSDQb+N7hpYRVlSy7hYiqiYWGBUHYbUFNY2sojATMSkxgksnIRl+AzaEwOUYj0+0JLErW58n3XJB2SyBIXSjClEQrDkP/9k+WJDJM3+3b6NnFqZw/LY+ClASMssQf399EeqKZSblJJFmN8c69cdl2VtW7+WxLG5PzkslyWPoda2p+Ms+vqOdYJYsRyVYm5/W+r52Ym0Si2YA7GEUFkqxGAmETnf4wVR2++MLHf/lwMy+sbGD8CAfTC1L4y6nj+WJrO7e+sg5JgjPKc3huRQPHKFn8LLYm42NLqnlhVQN3nji235xdSZKYkp+8F356Q/tu/2V8ByUkJJKXt32iu9FoIilp6JsUQRAOXlvbvGTZLXtsUd3/+2Qr71W0sqrezd0nj+PJZbW8sa6JZk+IJ76t5XuHl/Dx5lZOHJfD8yvq+aaqg4oWD9fPLabDF0JDTyUsTU/kv+eUYzbKpA8SKH25rZ1Pt7Rx3dziAdMzANq8If792TaOKEuPT1ru9us3NxIIR7l4ZgFn9liT5ba3NvLW+mb+fOp4FoxK3yM/F0EQDk0WSaLMYiaoaaTGRpvao/ocn8ZIRB/BGmBkY0sgRAi98IWS8N0ZpdoZJoPMzYeXAvoSGq+saSSiahxVlsFtxyvxOUv/Oaec8x5dytsbW7CZjfx8URlbWr388f1NnFmey3Fjs5hbksYnNx826GttafXSFZtLfOyYTH55zGjOePBbJCCqbk+zDEf1/69t6GJtQxfT8pOZNzKdN66djUGWSEkwccuC3mtZvbKmkUZ3kE83tx4wRZG++7UoD0DhcIjOzrb4mliCIAgD+WRzKxc+vpyLn1y+x4553NgssuxmynOTWfSfr3jkmxravCFmFKRw/WHFlKYn8uTF0zh78ggq230kmg24/GH+8P6m+FowodhCkAWpCby0qoFPt7QCenpG9+KQALe/5eSlVQ28vKaBiKpx+1sb+fWbG4n02ObVtY28tq6Jn7+2gZoOf69zPWV8NvkpCUwvSOn1eEWzB4MssaXVu8d+LoIgHJokSUJJsDDJZo0HUuU2KwmSRI7J0OtG2BdV+aLLy+ZAMD5PK/wdmWO1u8pzk5lTrHf4f7S5lSVVnb2eP29qHoWpCfGlPF5d28jKOjf3fVk5rOM3d4UwyhLpNhPTCpL56avr6AiEUbLszCvd3pH206PL+Ptp45FjVf9yU6ysqXfzxdZ2HLGOSJNB5tMtrfzqjQ00dQWZGAuquoOzA4EYwdoLmppqCQb9hEJBsrJyd7yDIAiHJKMsowGmPZgKd/ioDA4flcFnW9owSPqk4CPLMvjNsQofVLRww/Or+f6CUibnJbO81gVAtsPC6Ew7LZ4gsiSRHUv/eH1dE4tXN/B+RQuvXZ3KGQ8tIRhRef6KGWQkmrlkZj7vbmzhiLIMqjt8vL2hGSSJ1AQTE3MdLFKyOGp0Jo98U40/rPLAV1X89oTt6/39cOFI8lfU82FFK5fOKojPe/i/Myfy7PI6JowYurDH3z7aTFWHnztPHLvHRgAFQTj4JRoMHJVs7/d4UyRCR1SlKxqi0GyiMhQmw2ikPRJFhu/UfCuAcDDAh/+5G3OinQVX3hKvBzAQm9nA306fwANfVVHV7mNGn7UST5s0gtMmjYh/f+6UPFo8IU6ZkM1wnDQhG4Mscdd7Fdz13mZAD6D6phsaZYnDRqbz+jWzWFHr4pxHlqJq+uNWk8wxY7KIqBq/fmMjvrBKYWpC/PnuAk4ATV1BFq9u4PmV9fzm2NEsGLVvaxuIK9JekJjoIBQKkpBgo6mpDoNBJj0954BbJ0EQhP3rsNI0XrpixpCFIHbV/JHp/PfcyeQ4LGQ5LERVjb9+tAVXIMIf3tvEM5dO4wdHlBKKalw8PT/ePoWjKstqOvlyWwdHK5mMy3FwZFkG/nA0fvHqCuhrkVw0vYCLphfw2tpG/vtFJQvLMtA0eG5FHc8uhznFaRSmJnDbcQoPfV3NGT0uzgCNXUH+9vEWZEliRlEKE2JrqbR4QjyzvI6nltXx5rWzBizy4QtFeWZ5PUZZYnmti8NHilRCQRB2LKxqLPH6sMoyU23WXvdmeSYTXVGVDKOBbJMRh9GAUZL42uMDYGFSIglDBCkHmo7aKpq3VaCpKgF3J7aUtB3uc/Wc/vUDBpKbbOWuk8YO+FxU1WjzhshyWGh0B3hlTSMnjMtmdnEqRoOMqqlkOyz89gSF8TlJNHUF+fEr6yjPTeJHR+qLAWfaLTR1BQEwG2VsJkN8wePlNZ0EYpkWc4pTuTTLwSkTsinP1edatXqCnPnwtwRj23yypU0EWAeD1NRMUlMzCQR8eDx1ACQnp8fXxxIEQejWPbF3VwTCUe79vBIly86J4/v3IvbMRfeHo7gC21e439Ti5byp+Wxu8XDD82s4ozyHRUoWFzy+jMp2PZVPliQevXD7ulUPXzCFcFSlJL131cBX1zbS7AkhyxI/XjiKWpefvGQribHCGLOKUukKRMhNtuINRbji6ZUYZYn7zitnwch0fOEoo3qUg89JspBsNeGwGLGbB75M2cwGfrRwJDUdfmbtoNiGIAhCN1c0SmdURYuqhDUw9+j7NssS4xIs1ITCbPAHqApFsAIGCWSkeNrgd0VmSRmTTzwbs80+rOBqIPd/Wcm6xi7uOH7MsCu7/viVdXy+tZ2fHV3GkqoOPtikzwu+9+xJvHXtbCQJEkzbRwOXVndS0eyhotnDDxeORJIknllWy/Mr6lCBo0dncPvx27MfxuU4mFaQQqbdzIQRSUiSxIzC7deBvgMa503N26X3vjtEgLWHBIN+2tubSUnJICFBv1GwWKw4HCkYDAaMRlFuWBCEPevTLW08t7IeVdU4bmwWBlnihZX1/O3jLdw8v5Tzpm2/qNgtRu45YwIra13kJVtZWJbBI99Uc+/nlQA0uPwsUrLo8IUxSBJpiSYWKb17/JSs/ik1AL88ZjRvrW/ijPJcUmwmnrx4Wq/n7/18Gy+uamDCiCR+saiM6g4/mgadvjB3nzq+3/HSbGbeum42qqYNWS55f1w0BUH4bks3GhhtMWOVJcwDpGdvDYSoCIawSKABfqDQaGRin9Gu7wJJlpl4zKm7vL+qaTzwVTWyBDc+v5pfHzuaMdkONE3jV29spKbTzz/OmEBqjyyDdY1dfL61PVYwKcyxYzNZ3eDmxHF6J2DfirQbmrp4YmkNM4tSOW2inu3lC0X528dbkdB/B0WpCXyxrZ1RGYlkOyzYzAbuPXvSoOednmjm1atm8PKaxngK/L4mAqw9pL29BZ/Pg6qq8SqBkiSTlSVuAARB2DumFaQwcYSDcTmOeLWnpTWdRFWNpTWdvQIsgMNK0jisZHsv5oamrvj/T56Qg6ppnDM5Fw2Naw/bXu20usOPqmo4mz3MKuq/oGNxmo3r55UwmCn5yby8ppEZhSmMzEjkjuMVjAaZ/JSEQfd5ZU0jd75bwaUzC7hx/uDHFgRB2BmSJFGW0L/MeLd0kwFTCHJNJlSgKhT+ziwmvCc1dQWp7fTzkyNH8sDX1VS0eHnkmxr+dMo4AhGV95wtGGSJdY1dvYpUtHQFMRokjLLEJTP1ubULy/qvy9jtzXVNbGn1EYlqjEi24mz2oGTZuXBaHtvavPzoyFGsqHXxo8VrQZLItptpdAdZMCp9wA66bmmJFq6YPbx0x71BBFh7SGpqBpqmkpo6+B+RIAjCnpSeaOaB8yb3euxnR5UxqyiVI3ZQ3lzVNM6dnMeGRg+d/jBHK5msqXfzyJIaVE3jzPJcMuwWqtp9XPD4cqKqigbMKEzhX2cN3nM4kEVKFouUrPj33QtVDmVDUxeyJLG2oWuH2wqCIOwp6UYjxybrBXZUTcOvqjRHomzwBxlhNuEwyN+5VMFdccmTy+kKRvjdCWO468SxPPJNNZfMLAD09L5fLCrjpdUN8aqz3RaMSufvp41nSXUnjy+pYZGSSd4QnWkXzSggGFWZnp/CFU+vIKrCv86ayC1HjIxv0+AOomqAptEYm5e1os7F1jYvpemJgxx5/xIB1h5itdrIzS0echst1gMiSRKRSBiQMBrFr0AQhD0nxWbi9B7FJJq6gjy3oo7jx2WTn2zl2udWoaowtySVx76tZW5xCn85bQKyJJEejDAm206y1RhP+TAZZL1crkEmGFEZmz14Zb9Of5grn1lJSoKJ+84tjy8U3F2evSB18ItsXzcfXkp5XpKYXyUIwn4jSxLmWDDlikbZ5gmTYpA5zHFg3tTvSdkOCy5/hHSbmcn5yUzvU1XQG4qyscnD79/dxJGjtw8uSJJEht3CU0vriGoa//68ksJUK389bQJFsYp/hh6pmdkOC8coWfzi9fVEVT0l8I31Tb0Wsp9VlMqnNx/GF1vbqXcHuPfzSlz+CFc9s4oPb5q7t38Uu0Tc3e9FwaCfxsYaHI5kUlOzqK7eRDQaZcSIQhoaqgAoKhqNwSB+DYIg7B3/+bySN9Y3sbzGxR0njMHZrK8tNTU/CTQNs9EQn+dktxh55IIpvfbPTbby2tWzMBokEkyG+IVxZa2L7720hqPKtk8+rmzzUtvpp6bDT1cgTKrNTFNXkPMfXwbAkxdPpbkryNT8ZIw9FolscAf41esbmTcyjctnFQJ6nv7xY4dX/lcQBGFvmWSzMlJVaQ9HaIuGDorRq0A4SiiqkmQdvD7AIxdMIRCJktij0JCmaby2tgmzUWbBqHQ+qGhhYVn/6nwFKQnMKUllVZ2LrmCU6o4Ab6xt5P1NrbR6QswsTObLyk7+fOo45pWm856zmQ5/BJMsMb0gmUtnFvDm+iY2tXi5dm4RVpMBq8nAUUomr65tRNP0QKzvUh6qpvHJ5jZK0m0Up9n6nde+JO7s9yKvt4tIJIzb3UlKSkZ84eG+CxBrmkZrayOgkZEx4js3iVIQhAPX8WOzWFHn4rRJORSmJvDb4xWimsZxY7I4c3LesKoY9p1zBbC6wU0oovJtdWf8sXZfGEmSsBilHiNgUjwou/uDzayodek9lmMyuSE2b+uzLW2sbXSzudUbD7AEQRAOBLIk4TAYcBgMZJlNWL6j92iBcJQ/vr+JTLuFV9c24AmqPHHxlEFT7Ayy1Cu4Aqho8XLX+5tA03jxyhk83KdDrpvZKPP30yfgC0V5ZU0Dq+vdnDA+myeX1RFRNT7d2oEMbIjN35pbksbLaxqJahp3nTwOq8nAeY8uQ5YlxuU4mFmYgt1ipNMfJjPRzOmTspEliR8sHNXrdd/b2MId7zixGg37fWRLBFh7UXKyPgfCZrMjywby8kpR1SgJCYlYrTZAwmAwEgoFcbvbAUhKSsViGX4ajSAIB5dAOMp5jy0jGFF55tJpwy6LO5hZxam8ctXM+Pc95z8VxlL2QhEVZ7OHsTkOjLKEpmn8P3v3HSbnVR5+/3ueMn1770XSqvdebLn3ihtgU0zAlNBeUiAQCKGEhJIQCEl+tITQDTZgA8ZG7kW2qtX7Stpdbe8zO+0p5/1jpJHWu2rWrrbofLi4vPu0ObPanZn7Ofe571eO9FCW6aP6eEn2hO1ypDtKXUEQIQT72iIATMkPpHuNFGV4EUBlzsk7h7kBD394aDkA//58PRsbemnui/M/rzXy3hVVeAyNG2YWcqgzyrKq7At6roqiKKNpIvXAeqNtx/p5cm8HjivxGqkgsaUvztHuGJfV5g7KKjidimw/0wuCeA2NgmCqUIiUkr3tEWpyA/hMHSklL9V3U5LpY2pBkLctLudtxwvL/tPNM/nMH/aQ6TP40Joarp+Zej+6fEoe/3DDdPKDnnTT+HsXlrKnLULCdrj2v9YzrzSTngGL5v44tisxNMHKmtxBBTYqc1PvadMKxj6FU8jTV0apBg53dUVw3Uuvesr5cBybjo4WfD4/2dnn18gsHo8Sj0exrCSAmsFSJhVNE+TlhQBqgCNnObwa9ZpDezjB7d/fgBDwfw8sGtQfarR89g97+PP+Tu6aV8LfXD2VFw518XeP70ET8PxHV6MJwcce3cFrR3t5/6oqHlxemS7x/sCScn67owUNwaN/sRSvoWHq2qAc+xOklLT2J/j+q0eZlh8aUuXwzdjdGuazf9zLnfOKeWBJxQVfT5m41OuNopxe3HL4pz8foDjTy51zi4kkHT73x30c6Y7y/lVVvPs02QOf/cMeNjX28Z175g472/WjDQ3818tHmVMc4hNXTqU3ZvE3v9sNSJ7/yOp04GY7LghB3HLw6Boe49yC1Ue2NfMv6w4igdq8AEe6o8wvzSRmuXzrrsEl4oGztvcYSWd6zVEzWCNgYCDMwEA/AwP95xxgdXd3EA73YNs2ICkoKCUzUy3mVpRLXWGGl/+4ey5Jx70owRVA0GsgpSToTfUnKcn0ApLq3CAn3qZMXQMpMfXUlgeXV/LWRWV0R5M8vDXVUD1mOWT5TZp6Y/xy67F0sY1Mr0F+yIsQgpIsH5+9fvqIjf3ZA5009MT49estKsBSFGXUNe7YzMZf/4hFt72N6sUrx3o458xn6nzhphmDtk3ND3Coc2BI8/hTvXCom4TtsrMlPGyA5TN1XFeyoyXM+37xOp+/YTqaSGUynLjR1hu1uOt/NqIJwaPvWcpzBzvpiVncu6AUIQRNvTH64zZffHI/a6fm8a5lFelGxHfOK+Hnm5to7I1z/+IyrqorSM9yDediBVdno2awRkBqBqsZny9wzgHW0aP7sW0L0/Tgui6lpVV4PGdfC6EoE4m6ozz+NPfFeWpvOzfPLqIglErxcI/PLJVketMz6Lbjomti0PfH+uJU5viHzLLva4+gCZh2vJnj3/xuF88d7GJGYYj6rgFMXePPH1qZCtJO49Uj3Xz16YN8YHX1OZVxP6EnmuT/NjZx1bR85pZmntfPQplc1OuNcjE8+91/pXH7RorrZnPdR/9+rIdzzqSUQ167pZTYrjzja/OO5n72tEW4c17xsMdJKTnSHeVDv9pBOGHzzqXl7Grp5++vq6MgI/W5tqk3xr3/uwmAH75tAe/66VY0Ifjve+chhOADD2/D0ARxy8XQBZYj+fBl1bxrWWpWLZp0aO6LMyU/MGyW1/bmfrJ8BlUXubCFmsEaZbpuUFx8fguzi4oqiEbDZGXloev62U9QFEUZAV9+aj8bG3rZ1x7hK7fOAlJ3/N5Y7OKN+fiGrlGU4eVXr7ewoCyTusJQet/0U75O2i63zSnmUOcA180o4L9fHsBraJz6ltg1kOBLTx3A0ARfvGkGPlPndztaaeyN8+ttLUMCrM/9cS9bj/XxnbvnpdeNnZAT8PCxtbUX8iNRFEU5Z0vecj8ZBUVMW3XlWA/lnG1s6OGjj+zkmrp8vnjzzPR2IUQ6K+F05pZmnvHmlRCCmrwgv3vvMizX5ab/fo2Y7fCr11toDSe4b2Eps0sy+d5989E0wbSCEMurcuiJWgRMnR9tbERKic8wuHNeCbtawuxqDXOkO5Z+jIBHZ+pp1lXtaO7ngw9vQwjBug+txGeOj8/UKsAaIz6fH59PFbNQFGX0vHqkm0//fg/3LCjlg8cr9l07vYD9HRGuqjs52761qY+fbmri/aur0rNQw3l0ewv//nw9uQEPT3xgxZD9e9vCvOsnW8kJmvzx/SvQhODm2UX4DH1QwPbeX2yjqTeOJmB3W5hF5dn85WU15Ic83DG3ZMh1/7wvtTB7c2PvkABLURTlYsrIL2LJnfeP9TDOy4GOASSw/QIatzf1xvivl49wx9xillYOXdLiMTQ8aHziylrWH+7hUFeUFw510dQX54dvW8DskpNB2rfumgvA3z2+m3X7O5ldnMG375pLhs/gYMcA7//lNhp7orxS38Wyqhxa+hMc6Iiwdmr+kPW9WX4TIQTZfjPde3E8UAGWoijKJPXTTU2EEw5P7+9MB1h3zCvhjnmDg5hvv1DPjpYwHkPjn26ZOWhfOG4T9KZ6Zc0vzSTDa7CmNoetTX1U5frJPWWB8a9fb8YFugYsbMfFY+iD9p9QkuGlqTfOmtpc5h1/0y3P9vNXbyi5e4KpCxxXErfcC/lxKIqiXJLuWVBKTsBk7vHX24GkzQce3o7P0PjO3fPOWnDCcly+9Xw9zx7sYn97hF89uPS0x94+t4Tb55bwelMfHZEE715WPuSY15v6+N76o6yqyWXbsX46I3G+/+pRHt7azNLKbGKWw7bmMH/1u928e3kFv9neQn/M5sOX1WC7kmumF6SzLipz/Kz70Eo6wgke3d7KTbMKz7hG62IZ+xEoiqIoo2Jfe6qU+qqa3DMe9/5V1fzPhgbuXzL4jfC5A5387eO7WVGVw7fumsvskkzW/eUq/ri7jQ/9ajvFGV5+c7wEfDhu88fd7QBcVpuLxziZpvHG3P//uGceAwmHDN+5vQW9ZV4JL9Z3s7L6wgoBSSkZ6OkkmJ2HmMDllhVFUc6HqWuDGrc39cQ52DGQ6sM6kDxrP8SvP3OIFw51keUzeO+KqnN6zAXlWXz3vvk4w9R6+N76o2xo6MXQBZdPzeORbS08sbstXWn2U9dO46m9HWw42kNppo+6ghAbG3p5+XA3Gxt6WX+kh3+7c3Y6HdBn6vz9H/eytz3C0Z4of3PV8DfrLiYVYCmKokxSn7xmGuv2dfDAkqF3EE+1vDqH5cMELx0DSXQhaAsnBm3P9pu4UpIbPDk75TE0sv0mkaTN31x98s3tZ5ub+OZz9Xzk8hresTRV5U8T4pyDK4CPXzGFj18x5ZyPP52tj/+SDc+so2DJldz1wMRK8VEURRkpdYVB/u6aaXgN7ZyazecETFwJN8ws5PqZhfTHLQ53RZlXmnna1kIDSZvbv7eBpOPy8LuXUJx58nEeWlWFrgnet7KK/KAHV0qun1FIa3+CheVZlGb5uHV2EQNJh5DX4NY5xXzqsd28WN9F0KMjkVz2rZf5u2um8pb5pQCsrs3lcHeUZZXZI/IzulAqwFIURZmkrq4r4Oq6gjd9/l3zS6jO9Q8pF7+qJpenPriS4ClpGF5D47H3LcORqa9P2NkSRhOpKk9v5EqJgIvW+y8ejfKT0vtw2kxyjxxhUWUmWdqZZ/cURVEmGyEEt80tPufj37+qirvml5B//KbaQ7/cxtHuGJ+8euqQlPMTLFsSt12kPJnebTku33nxCGVZ3vQ6LIBPX1s37BhPTfXb0tSHI+Eja2tZt68DQxMc6Y6m9z+0qpqHVlWf83MabWMaYHU5rbwU/z2lei1LfVeN5VDGVDQaoaOjmZycAtULS1GUMRe3HJp6UyVxh1vMDKmFxf/xQj0/3XyML940g7mlmfzjn/axqiYn3Y+qPZygPZzgyrp8PnX1tEHn98Usbv/+BgaSDg8sKeNjay98hupslt/9DrK++xrdCcke+SJ9sTg3BB7AJ1ThDEVRlNMRQqTbegBk+UxcGSXpSB7e2szNswsJegaHFNkBk/99+0K+9sxB/t8rRygIeXh4azNSggvcOKtoUAAlpeRfnztEV8TiczfUDakG+J/3zmNPa5gbZxZyTV0+W5v6WFE9fm+QjWmA1et24OLQ4R4by2GMuXC4F9u26O/vUQGWoihj7oO/2s6etgifOuXuZGNPjGcPdHLTrEJ+uvkYGV6dzY19SCnZ3txPd9Ric2MvO5r7yA14mJIfZEdzPzta+vG0a2TdYg56jJ6YRcxyANjS2Jfevrmxly8/tZ8HlpTxlvll6e372yP8eGMjDyytGFQW/nzohskj71tJTyLMRrEfDROd8VHSV1EUZTyKJGxeOdzNqprcdED0nXvm0Rez+PCvd1DfNUBbOMFHLq8Zcq7lumxr7kdKSU1uAAkUZXhZVZNL0DP4tbc7avHLLc3omuAtLSUsOZ7qZ7uSf3xiL5Yr+eJNMzB0jUxdY+3Uc+s7O1bGNMCqMWahY5KrF5394EksL68IwzAIhbLHeiiKolzi+uMW9Z0DOK7EOKU/yj88sZedLWG2Huvl1SO9uFLyg7cuoL4ryjXTCwgnLHY0FxDyGnzpyf0YuuD3Dy1nd1uYhWVZvN7UR3m2j/zjd0GrcwP8652zeb2pn/sWlqYf54+722jsjfOVdYc40BHlk9ekZr7+48XDrD/SQ2/M5p3LyplWECLbPzhoOxc+U6fEzOZm+S4EAk2oAEtRFOV0vvzUfp492MWVU/PSvRMNTZAX9LCmNpfm/jiLK7KGPXd6YYj3LK/AZ+hcOz2fjY19XDu9AP8wvapyAybvW1lF50CS+WWZSCnZ3zGAKyVP7etACEF9V5RY0uHzf9rH/YvLueeU947xZkwDLE3oVJszxnII44JhmOTlnXsurKIoymjZ3z5Awk7ly6+pzUtvv3Z6IY29MW6ZVYShaWT4DGaVZDCnNJPuaJJ7/2cTuib4tzvn8MSeduaVZpLpM/nQ6mru+MFGErZLls9g3V+uSl9zdU0eq2vyBj3+Q6uqOdAxwP72CAc7B9LbH1hSTl/Mojzby0cf2UlNXoCfvXPxm36eulBLkBVFUc5mRlGIdfs7mVE0NHPgLy+r4S8vGzpzdYImxKB1UbdlnT4dWwjB+1adrFD42I5W/mndAaYXBHnviips12VaQZBvPHuIY31xHtnWrAIsRVEUZWJYVJHFX15WQ0HIM2iG6G2Ly3jb4lTK3tzSLD7/p338bFMTDyytYPuxfqLHFzEXZXh57iOr0+dFkg6Om9qX6Utd741l209VlOHl+29dwEuHu1lUdvKu6LKqHJZV5fD0/g4e2d5KYWhofy1FUZRLlWNZ7Fz3GHnlNZTPXTRi133XskruX1Jxxia+f97XzndePMJfXTmFy6bknfa4E/a2hfnBqw28a1kFc05pQHwq0xBIKZEwKPB6cHklPkPj2ulvvoDTxaACLEVRlHFOSklTb5yybB/aGwKTH76a6ifypZtmpNPvLoQmRLqc+nDilsPvd7WxubGXbcf6WX+kh7VT8zA0gc/QEELwT0/t55rpBSyryqE6N8AP376QhO0yuziDrz19kEe2NfOJK2u5qq4wXZXqVB5D46ppw+fXX11XwLoPZY+LRpKKoijjxdHXN7D9id+AlDzwrZ+MaHXWMwVX336hnsd3ttITs3lsZ+s5BVj/75WjvFTfzUDC4T/vnYfluGxp7GNOaUa6WMb80ix0ITjUOUBnJJF+f8sPevjI5bUj88RGkXqHmqCklLQ7Tfi1IJmqzLCiTGrfefEwP97UxB1zS/i7awdX4/v+qw04ruTF+m7uPE253DcrHLfZ2NjLquqcdEWn+360mfZwgmWV2bSHE2xo6CVmu/zqwSWEvAa/2HKM3+xo5flDXfzsnYt5cm87V9cVUJSRenNMLXiGbzxbz3++dJQ/fWDFkGpRZ3NiJkxRFEVJKZo6g6ziUvKrp1601heRhM3/bWxCF3DF1Dw+tvbcAp93L6tgIOnwnhWVQGqN7cNbm1lelc0335Iq3+4xNExdQxOpRskTzUUNsOqtnYTdXuZ4Vqj89wvU4R5jfeJPANwaeA+6WqitKJNW3HYRQhC3nSH7PnHFFP7r5SP8cXcbt84pPuOdxuE8d6CTpONy3YzC9LbemMW7frKF3phF3Ha5fU4xn74u1acklnRwpWR2cSYbGxoAmJYfoDw7lVt/Ik+/N2bx+Sf28drRHl453M1/3D0PgG/cMZs/7m7j++uPYupiyIycoiiKcv6COXnc9umvXtTHDHkNPrSmmmO9cf76qinnfLNsflkW371vfvr7ogwvjispzvCx/kg3O5r7eefSCv7w/uUIwZAS8BPBiI3YlQ67khsIalnUmrOG7LelxevJlxBoFOhllBqnXxSnnJ1fhBAIAiKExsSL7BVFOXcfv2IKN80qoq4gOGTftIIg0aTD9uZ++mIWecOk3J1Oc1+cTz2+ByGgJi/AtIJUcNTWn6A9ksRxU/nvU05pNHzL7EJ+vOkYj+1qJeDRCSccfrOjlYdWVZMX9PByfTcAUsLyqmx2tvazdsrJdL+iDC8PLq/k1jnF+AwNj6GRtF3awgkqcoZfAH2kO0pbf4JlVdkX7c6soiiKcnYPLq+84Gu8fXE5N80qIstncNm3XsZ2XIozfOfVDHm8GbEAq81p4qC9A4lLpTENQ5xM4ZBSItCYYswl7PaQr4/fqh8TRYaWza2B9yAQ6gOHokxyhiaYVZwx7L55pZk8uLwSKeV5BVeQKos7rSBI0nEpyfSlt08vCvFPt8zEb2osKs/GY6Ru4vTGLK6fUciL9d3cNqeYm2YVcct3X8NxJe39CUxdUJ3rpzbXzz0Ly7h7QSn3Lynn/zY28Z8vHeb9q6rRj8+wnbr26qOP7uD1pj4+fe00bps7OM3RcSXv+PEWXAlfvX0Wq2tUSrSiKMp40NQb4+OP7mRRRRafvrbugq51oqjS7XOK2djQy6LTlH6fKEYswMrTi8nTisnQstDfcNktyec4au9jqecaPMLH7uQG5nlWjXr/kT63i5g7QJFeMSmDEE2omStFudTZruT/NjYiJSwsz2JZ1bk3K/eZOj9+x/DVpq58Q5GJh7ce4+vPHOKWOUX86sGlQKr5sJQSXYOY4/C3j+1ma1MfSyqz0w2KW8MJ/vOlwwghuKw2j7mlQytG2Y4EIUi6csg+TUBZto/GnhhFI1DEQ1EURRkZW5v6aOqN0dwfP6cAS0rJ+36xjUNdA/zo/kVUDpO18DdXTx2NoV50IxZgeYSXVb4bcXGHBDN9bjcCjR63nYP2dgQaZUYtBXrZSD38EK50eDb2KAArvTdQZJy+KtbF0NnZSjKZoKioHF1X66UURRkZuiYozvTS2p+gcBQDkPZIAl0TtPUn0tt+va0ZR0JB0MOi8mwqstrY3NjHpoZenj/YSVmWj8d3tnL5lDxcKZl2PMXxxUNdfO6JvTywpJy/WFHFf9w9l8beGFPzh6ZACiH42TsX47hyQi50VhRFmayum1FIZySJaQgaemKDAibblfzTU/txpeSa6QW8XN/Ne1dWsbs1jBCp1O/hAqzJYsQCLEsm+VP0p7g4XOu/D78I0em2kKHlsMp3I11OG8VaBS4ucRklRys8+0UvgEAjJLIYkP0EtOFTay4WKV36+roAiMUihEITe9pTUZTxQxOCh9+9ZNQDkA+sqmZpZQ5zSjJ4fGcr33j2EHfOLUIT0Bez6BpI8unr6uiKWhzoHGBGUYiPPbqTo90xrpiSxzfumJO+1qtHexhIOjx/sIu/WFGFz9TT679O9xw1ffJlISiKokxkXkNjXlkmH31kJ//v5aM88+FVmLqG5bi852evs7c9gga8cKibcMJO9Tl82wKO9cW5rHZyp3uPWIAlkbg4SCQONg32PrYmX8AvMrg+8DbKjhe1WOBd8+auL13EeaTECSG42n8PIM/rvNEghEZ+fjGJRIJAYGyDPUVRJp/RCED+vK+drz1ziA9fVsPs4gwe3dbCvQtLCXoMXqzvJpp02Ns+gKlrSAlJJ5W98K93zqG5L867f7aVgYQNQF/C5k972vjCk/t5cFklH1hVTVmWj8tP0y8lbjn8z2sNzC3NZE3t2XuqKIqiKGMjJ5BaO5Uf8qTX2HYOJNnfEUEIuGFmIbqAx3e1s/5IN0/t62BBaea4bxR8oUY0RfAa/704OGRoOQy4YVwkfhEYdJyUqRz781kTVW/t4vXki0w3FzHbs+ycz0s9xvi465mVpT4kKIoyfu1pC/ObbS28c1kF5dl+nt7XSU/U4sk97fxpTzsbG3ppDce5eXYxV9fls6As9QYZs1xcKQcVyTjcHSWSsHEcycyiEB9cXc0Te9pwXMnGxh7et6qKty8uP+1YntrXwY82NKJpglc+ftnFePqKoijKm1CbF+Tpv1yJoWvpthvt4VQqeVmmj8/fMJ2fbzmGoXVwtDtGb8yivivK314zbdjrRRI2QY8+4WsnjGhh+aB2cvFysVHJLfq7MTlZTTAhY6yLPowudK7x3zeo0uCZ9LqdCAQ9TvtIDndESSkn/C+DoiiXrq8+fZCdLWFilsMXb57JJ66cQl1hiOtnFrC/PUJ7OMHyqhw+8/s9SAmPvW8ZBcfXfL1wsJP/eukIH7+ilpJMH6uqc/jc9dMpyfQyvyyVEj2tIMisogxWvyEtpDdqcd+PNuE3dX7xrsUYmiA/aFKTF2BxRfabfj5ffmo/u1rD/Nudc9JNjhVFUZSR98b+V639qTW7A0kHIQT3LiyjONPH1LwAf9zdzqyS4bO5frnlGF9/9hB3zy/hk6cJwCaKUe3c5RGD39S2Jl4gQQwhBZZMpgMsSybpdTvJ14qHTeeb51lFgV5GoX76O55jqa2tiUikj+LiSoJBlQKoKMrE8L31R2kPJ/jrq6Zy/+Jyvr/+KHfOT1X/K8zw8p4Vqf4mZVl+rpxWQF/M4qebjxEwdbL8J2+QffWZQ7SFE1Tm+vnLNTUIIajJDbC/I8LskkwMTRDyGunKgqfqGEgQTtj0x20iCZtvvXCYp/a288CSCj58+fn3S9zdGuYvf7WdSNJB1wSvN/Vx/czRXfOrKIqinHTdjAIyfAbVuaksNkMT9EaT/O+hLj5x5RSO9cbpiSbpj9u8VN/NrXOKyPSZNPXFMDTBsb74GD+DC3dRWyN3Oa0A1Bpz8Gsnq0W9Ev8j3W47M83FzPAsHnKeIUwqjPFbtjGRSP0iJJNxFWApijIh9EYtvvfKUXRNcE1dAddMT/3/TLL8Jr977zI6B5J85c/7uaoun8un5POXa6p5bGcbt8wqSh/70MPbSNoumhDMKcngbx/bzeVT8vjLywYHTa39CSqy/dy3sIz8kJcTiQDaeSYE7G0LE/Ia7G4NE7NcgqbG25eUDyk3ryiKMhF1Nx0hmJOPN3j6gkDjhRCCVaf0LJRS8s/rDqIJyPQZPPx6M1k+k5yAycGOAdrCCT5x5RQ+clktK6pzmT9MO4+J5qIGWKt9N9PltlJtzBi03SsCSFx8b1ivNVGUllYRj0dVcKUoyoSR5Te4f0k5beEE88tO/2bmuBJJ6g4kQFs4wQM/3kxvzGb9kR4u/2A+N84q4sZTgiuApRXZbGnqo64wyKtHejjcFaW5L879i8vJDpyc/fre+qPUd0XZ1tzHW+aX8Nnrp/OuZRXpO5/nYk9bmPf+/HWEEPzhoeXommB2cQZ1heP/g4iiKMrZHN36Gi/+738QyMnlLZ//97EeznkTQvDQqiq2N/ezsDyLX25tJujRuboun7ZwgpU1qf6NHkObNM3kRyzAcqVDo32QHL2ATG3oD6fH6aDDPUatMRtdDH7Y5d5rabQP0ud2YskkpvCM1LAuCsMw33Tp9Y6O5nR6od8/tAeMoijKaBBC8LG1tWc8JpKwueuHG7FdySMPLiU7YLKrpZ9wPFUd8C+WV5723K/fMTv9dUmmj6f3d7C9uZ+PPbqDHz1wsrnxx6+o5Zdbmnn3stS1DE1Qm3d+r4WmJnAlBE0Nv6lz5zCpiIqiKBOV4fUipYvp9Z394HHqvSur0l///qHlhLwGXkPjL1ZUneGsiWvEAqyj9j5eT76EiYdbgu8esn99/I/EiXHE2sO1/rcOKgghhOD15AvY2AS0DKaYc4acP1lFoxFc1yUej6oAS1GUcWUg6RBO2AigP2GTHTDJDnh4y/wSVtfkDSlYcfI8mx9taOCRba18cHU1dy8o5e4Fpbx+rJ+KNzSWXFSezaLy7Asa55amPhxX4rgSj6GaESuKMrmUzVrAXV/49oRIDzwXecGJNZHyZoxYgJWl5aOhka+XDrs/RyuixT1CRPbhYGOcUl3Qkgny9VIGnD6K9IqRGtKEUFJSSSwWJSMje6yHoiiKMkhRhpfvvXUBjiupzPHT0h/nw7/eDsDbFp2+6NCnf7+H9Yd7kMDT+zu5e0Ep180oZE1tHn5z+ADoSFeULU293DSraEhFqrNZVJFNUYb3tH21FEVRJrpAduqGlmMladq5lcKpM/BnvLnsKWX0jViAlasXcnvwvUO2O9JmXexhLJlkjrmCTC2XfreHpIxTbKRSQl5PvEib00CxXkVIu7R+WTweHx7PxJ3yVRRlcptdfHJtaYbXINNr4MjUQuXTKc7wIYHLanP5m6tPFihypWRPW4SZRaEhbS0+9ugOWsOpioLvWnb61MPhTM0P8vhDy8/rHEVRlIno9T8+wu6n/0BeZS03/fUXxno4ymmMWIAlpaRfdhMSWek1Vv1uN71OB1EZQQBFRgV+EeIP0R8hEFwubiNXLyJbK6TROUiuVogrHfrdHrK0vAnfV0pKSV9fNx6Pl0BgckzrKooyuT29v4N/WXeQD66p4s55gzMSQl6DP35gBUC6oeRwPnXNVD60pnpQKXeADzy8nUOdA3zy6qlDSravrMnlT3vamTsJqkcpiqKMhEhXBx5/AE/g5BKSnNIKpOuQW1E9dgNTzmrEAqxD1k52WK+Qr5Vymf9WpHR5NvYIEphlLiVbyydLy8OVDkGRQULG8InUL0yn2wxASMtmU+JZjjmHmGYsYI53Yt+RHBgI09V1vDR97awJHzAqijL5PbO/k96YxVN7O4cEWJAKrLY09fLr11t4/6oqqoap9ieEGBJcAQQ8Oq6UBDypFMAjx6sH3jCziE9dM41PjVBjSctxefFQF3NLM9PNkBVFUSaSjsMHePLfv4DHH+TuL/8nmpZKr65duobqRSvQ9ItaCFw5TyP2r6ORCh4EJ4IIQUjLIez2UGxUkXW8smCr00C5PpUZ5uL0L0vUDSPQ6HO7aXGOIJHEZAQpJb1uB5la7pDKgxOFrhv4fBOz/LyiKJeej19Ry9SCINfNOH1PrK8/c4gDHQP4TY3PXj/9nK999/wSbplVxHUzUo1/P/roDtrDCZp641wxLX9QOuJwIolUM+KugSSbGvu4e0EJQc/Q94Yfb2zie+uPUpMX4GfvHNpbUVEUZbyTUg76b397C0LTycgvVMHVBDBi/0I15mwKjHKCIvUGKYTgKt9dSCSaSAVSHfYxXk08CYAmtHRT4TX+W+h1OjEw2csmAJqcQ/iSQQ7a2ynQSlnjv2WkhnpROI5NW1sjQgiysyd+uqOiKJeGgpCXB89Qfh3gfSur+MmmJu5eMHxRo+G8dqSbf3hiH1LC4sosyrL8LK3M4am9bfxscxM/29zEf907n3mnpAge6hzg35+v575FZayoyuHuH26kP2ETMHX6EzaagHcsHVoYqTYvgONKphWoyqyKoowvnUcOsuHXP2LOdbdTOW/JaY8rrK3j9r//Op5AkIHuTh7/p0+CELzlC99SxS0mgBGrZyuEIEPLZkD2sy3xEmG3FyFEOrgCOGBtS3/dajfQZB8kKRN4hZ8io4JcvYjFnisw8eATfjx4ATnuZ6+klHR1tdHb25nepmkapulBCA3DGJoqoyjKpcVOJnAdZ6yHMSKunJbPD962gLqCEI/vbGVHc/9pj41bDrd/7zU+/MhOhICavAB5gVSJ3s9eX8ezH15Ntt/ElfCVP++nvmsgfe4vtxxj/ZEevv18PQC2KxHAiuocCoJellRmD/uYV0zL55WPr+Efb5wx7H5FUZSxsveFp+g8cpAdf3r0rMdm5BfhDYTQDQOhaWi6jqadX5VVZWyMeOSyLfEK7W4jYbeX1b6b0zM3EbePiDz5Jtwt29iYaKdIr2CV7yYgFaRVmTOoNE6mnJSbU/CL8V0gIh6PpoOrUCgLwzARQqOycmTWEyiKMrH1tjTxh3/5NP6sHO74h39Lp0dPdM8f7OQr6w4gJbz88TW09Md550+2UpHt54dvX4AmBJ0DSVrCCQAKQ15+/q7BKXuGrvHb9y7j8n9/iYOdUf7qt7v4zV8sA+Cti8toDSd466IydE3w6/cspT9uU/mGXlrDMfTJ8TNWFGVymXv9HbiOw4zLrzvncwLZudz1pf9ACA2PXy07mQhGPMCqNWbRm+yg3W1ic/I5lnivBFKzVxHZmz4ug2zC9GLJJB3OMQr0svS+U9PpgmL8V5Tyev34/SF0XUdXebGKorxBPJK6uRQL9yEdByZJgDUlP0jIYzCjKIQmBA09MeKWw772CJYj8RqC8mw//3zLTJr64rzlDZUDTzB1jetnFvKH3e3MLTn5ml+bF+Rbd81Nf5/tN8kepniGoijKRJFVVMrlD36ESHcH4c52nv/BNwnm5nPFe/+/QZ9/I92duJZFZlHqddOrqlFPKOLE4rlhVAOHu7oiuO5pjxmk3+1hffwJBo7PVOVrpVzuv42oG+ZPsZ8BEhMvFgmyRT4VxjR2WOsRCGqN2egYdLtt1BhzSMgYVWYdpjjZ7fmotY/D9m4WedeSebxohqIo45emCfLyQgA1wJGzHF7Neb7mTATJWJRwZxt2IoE/K5vMguKxHtKokVLy9P5OijO9zCk5/5tj0aSD39TUmlXlTVGvN8pEcaJCoG56seJRkJK7v/SddDPhRDTCI3//YaTrcsunvkJWcdlZrqiMhTO95ozodEujdSAdXGWKXFb6rgfAFF50dBxsAiKDfpmkV3ZSxXS8BEgQ5ZC9E0hVIexMtgDQ6Rxjhf/69PX3WJuIyjAN1n7meFeM5NAVRVFGTLSvh/qNL+HxB3ntlz9ASsmad36IoqmTe02QEIJrpp+++uDZnCjfriiKMpmdmNwQ2vGbSULQvHcHU1espavxMDue/B1C05BSoql1/BPSiAZYteYsBmQfPhGkzrMAU6T6j5jCw0xzMTut1+iTJwtBbLNeBiBPFFNjzkIiaXeaaHQOAAyZpVrouZyj9j5qzdkjOWxFUZQRteHh/6Vh20b8WdlI1wWgq+EwNUtWT+jZmZfru/mbx3Zxx5xi/naEelYpiqJcagpr67j9M1/HEwyy/YlH2f/iOjb86n8prpvFc9/7Nwa6Owjk5HHLJ7+CL3Tm9hWTQTrgnMDvj280ogGWXwuxzHftsPummfM5Zh+mR7YP2efRfFSadQBUmdNZJNfiShdT8ww6rsiooMgYWpJXURRlPKlYsJTWA7uYddVNJAYG2PXn37HvxaeonL+Eoqkzx3p4b9rOln5cV7KlqW+sh6IoijKhZRQUcei1F2jcvhnHttCASFcn2aUVqQArK+e0wVXjjs289ssfsuCWe5m6Yu3FHfgIicejtLcfIzs7n3C4l3g8SllZzaTpHXvRKjI02AeGBFc6BvOMlZR5pg7eLgz0yRPEKopyiZmydA1Tlq4BwHVdWvftJNrXTcYEXn9lS4tp83bwtkCAu2tUFoGiKMqbEY/0s+k3P6Vs5nxe/sl/w/HZm9nX3MLWx35B59FDLL/3QWqXX37aaxze9ArR3m4Orn9uwgZY4XAvlpWkt7cLx7EBgWUlVYB1PlzpsjX54pDtDjZb7RcpMqvwHE8nHG2OtHku9hticoAZ5mKmeuae/SRFUZQ3SdM0bvqbL471MC5Yn9tJn9ZCRZ0k1798rIejKIoyIdVvfIn6DS/SuG0jdWuu5uD653FtiyOb15OMRRGawBMIYXp9p73G4jveTkZBEVOWXnYRRz6ycnIKAEFGRha6bpBMJghMokqJFyXAskjiYp92f6N9gAZ7PxXGVGZ4Uj1SDiS3c8DexhLvVRTqI1c9JSHj9MtuJJLt1suUGjUEtNP/g8ZiUVpbG8jMzCEvr2jExqEoijKR5GpFzDAX4cGH/wyvmYqiKMrwpOuimx7yKmqoWbKKWVfdzIzLr+e1X/6Q6ZddS371VPrajlE6c/4ZrxPMyWPhLfdepFGPDsMwKSg42brDND1nOHriGbUAq8tu4cXE7/ERIKCF0DFwTgmyQuQQoQeADvsYYdnDIWtHOsBqsPcRlwM02/UjGmAFtBBLvVezI76BoMjCJ848FRmLRXBdh0ikTwVYiqJcsoTQmOlZMtbDUBRFmbCObFnPhl/9L7iSgZ4uKhcsI6u4jMr5S4mF+wjm5hPKS1Vi3fLYL9jz7BNc9u4PUzl/6dgOXDlvoxZgvZ58GReHKGGibnjI/hPBFUC7bCKHQuq8C9LblviuptmuP6+KgQNuP1EZIV8rOWMlkmRfCV/6cQU+Q+cP75f4zlABMzs7D03T8PvVHVtFURRFURTlzcksLElVlpWSeLiPtgN7yC2vZtNvfgJA6Yy56Z5XLXt34No2bQf3TvoAq62tiUQiTklJFaY5OcrSj1qAVWVMZ4fVhUSioeHinvH4KBFeSzxFrTObdqeJamPmed0tlVLydOzXuDgs915HiVF12mOd400F7dM3WU7TNJ3s7PxzHoeiKIqiKIqivNGx3dvw+AMkowMA6KaHzMJiiqfNQmgaobxCGrZvYuOvfsSsq29m2qqrMLxefvqJdzPrqpvoOnqInmMN3PD/fZ6MgsmRVeW6LpFIqjJtf38XeXkTtxjUqUYtwJrqmYtNkj3WJkr0ajqdFhLEABBozDGX0+W20um04OIS1EIk3TjdTjsR2Ue9vZM6z4Lzeky/CB7vw3XmtL9pBSF++e4l+Ewdn6kaWyqKoiiKoiijQ0pJrK+HHU/+Fse2yKuaQsn0OVTOX4KmG1z7kc+kjz306gsM9HRydOurlM9ZRMeRA7hWkn0vriM5EEbTdXqaGyZNgCWEQNcNHMfGMDyEw72EQlkTvifWqBa5mG4uotyYwlFrP8eoPz6TJVnsuYISo4ppIrWIT0pJn9tFQsboclrptTso0E6/7sqVLgIx6IcvhOAa/z04OBjCREqXducY2Xo+XuEfco3y7KHbFEVRFEVRFGUk7Xjyt7z++4cRQsMbzOCaD30Kb3Do0hM7mSSjoJDqxauI9fey5Xe/oHTWfJbe/a7U2i2hMXXllZTPXXzxn8QoEUJQVVWH67ocObIXSAVcE72i4KgGWEIIQiKbGAMINIq1aurMhbyQ+C1u0mGpeQ0WCXZYr+DgMNWYR5IEAkGSxLDX7He7eSb2CCGRxdX+e9JBliUTPB97DFOYXOa7lUPWLnZar5Ipcrg6cM9oPk1FURRFURRFGVY80g+ahpQSKx7F9J28yZ+MDfDIZz+ClJL5N9/FnmefQDdMlt37ID3HGqhetIKpK9biC2XSfewo/swcGrdvomrBsjF8RiNLCIGmafh8ASwricdzcVo3jaaLUqZ9rrmScq2WoMjimcQjuDgAbLaeRUPDOf59wo2z0HcZxXolhXr5sNeKuhEABmQfIIFUgBV2+wjLHpCShIwR0EJIXALa8F2wFUVRFEVRFGW0LbnzfirnLyPW10NmUQmafnJ5StvBvVjx1BKa7sajSNclu6ySqSvWDmoiXL14Jf6sbP787S8jXZd7vvLf+EKZF/25jAbLShCLRSkpqULTtLEezogYtQCr1+nkiL2HIr2S1xJP4RchpHRxsNLHePCSIJ7+vkgr56C1g0qjDlsmsWVySIBUpFewwns9AS0DIU7+I+RoBSz0XI4pTPxaiDItxK36ezCYHNVIFEVRFEVRlIlH0w00XScxECGntGLQvrLZC6lauBwhNKTrIISGx5+qJdDX1owVi5JfPRWA7JIKMotK8Wdm45ngKXSnamlpwLKSOI59vAHxxDdqAda25Et0ua30ud24uAzIPkxONhETCCr0Opqcg8RIzUptsp8BoMtpodNtBuA6/9vxa8GT5wlBsVE55PGEEFSbMwZtM8XkalqmKIqiKIqiTDx//vaXcR0Hw+uldOZ8hAB/ZjaaprHqgQ9w4JVnyC2voXjabCrmLSYZi/L7f/4UUsKNf/WP5FXU4A2GuO3TXx3rpzLifL4gtm3h9U6e+gijFmBNMeaStOLM9CxmQ3wdSeJYJNP7JZIDzuvHvxOk0v1SFQZL9Wo63ZbU9xO8ioiiKIqiKIpyaauYt4S2g3s4sP5ZXvnJf4MQXP7gR6letIK9zz/J1sd/STA7j7u++G0AHCuJxx/Eisfw+IODriWlpH7Di5g+/6TokVVYWEphYelYD2NEjVqAVW5OodycAsAi71q2Jl6kVK+mwTmAiz2kP5aGgYtNiVZFjWc2pWYtwLAVAC+UKx1eiT+BTZLVvlvUTJeiKIqiKIoyai5/8CMAPP7PnwJSmVyJgVQGV/HUmXiDISoXnAyWdNPDW77wbaTrYLyh6ENXQz3rf/ZdpJTc9YVvE8jOvUjPQjlXF6XIRZFewY2B+5FIDkd3A7DIuJIqTx1tTgO2tDhk76LLbSF5fE3WaARWJ8RljA73GCAIu73k6oWj9liKoiiKoiiKAnDdR/6e9vr9eANBCmrrAMivnsqMy69H03WklOnsLd0wGO6jemZBMZmFJZg+P95JUuhishn1AGvA7Wdd7GFM4aFUq01v32I/xw77Fa7x30uHe4xutw2BRqfbwhPRnzDPXEWHe4w6cwEBLYOI20e320a5PgVNXFhz4IAWYpHnCmxpkaMNXkzX2h/ni0/u58pp+dy9YHJNVypvjpSSHsclS9fQVcqqoiiKoihvkjcYomLuokHbepob2f6nR4FUKmEwNx/T6wNSn0Fe/fn3iUf6uezdH8HwePAEgtz2ma9d9LEr527EA6wBt58D1jaqjZlk6/kkZQKJJCkTdDhNpxwpcbBTJdVFqqT6CTEZYVvyJeJEcXFY5L2CF+OPE5dRLE+SKeacCx5nlTl92O3r9neysaGXPW0RFWApAOyNJ6hPWBQaOktDgbEejqIoiqIok0hWUSnlcxah6Tqv/fJ/aD+0l6s/9ElKZ84j1tfDgfXPIjSNroZD5FbU4No2htdH4/ZNFNbWqRTBcWjEA6xdyQ00OQfpdTu5wn8nOXoBl/tuY8ANszX5AjkUstJ/I1EZxsYiW8/HlhYGHuzjRTBMPJh4iBMjTysBIFcrosU5TJY2ur9EN84sZE9rmMum5A3aHnMjPBf/LUGRyWW+W1XxjUuIKQTy+H8VRVEURVFGkm6aXPnQXwHw6D98DKFpDPR2Ub/xJcKd7Sy4+W4SAwPklFXx6Oc+gp1MUr1kNfWvPk9mcSm3q9mscWfEA6xqcyZ9bidTjbkA7Eq+xhFrD+XGNBwsooTxaX767S52WxvRzBVk6XmcqCIIYJFMVxxsdRqpMqdTYUyjXJ9Kt9OOIx2KjIrhHv6C5QU9fPmWmUO297s9JGSUuBzAwVb9tS4hU7weyjwmPhVgKYqiKIoyim74xOfpbW4kv2oKv/jb9wKw8La3svSud5CMRXEsCyklzTu3IKU7qCesMn6MeIBVqJdxbeCt6e+b7EMkiJNwY8wzV5Op5ZKUcdYn/oSDzYuJx5jvWcO1/rfySuyP9NEFpJoQJ0nQ4hymzW7ktcRTSCQnPuLeoT90UWeRCvVyFnoux69lYAgVXF1KhBD4VXClKIqiKMooC2TlEMjKQUqJ4fVjJ2I07tiMphvMuuombvv7r2Enk+x/cR37X1rH4tvfNtZDVoYx6kUuVviu5+X4Hznm1pOpZbM+8QQSiV8Eicg+JJJtyZfI8uaRp5UQd6OY+LBJIo7PYlkkCIoMXOkihCBXK7roKXpCCKre0Mh4sumNWhztiTKvNFOlQI4gR0qirktI09TPVVEURVGUsxJCcNNf/yMHXn6WvS88SdfRQ1TMW0xmQTGuY5NfVcuMtV8ls7BkrIeqDGPUA6wMkU1SxpG4ONLFxgYkEdlHiGzipFLuXk78ARsLgAQxAGr12RjC5PXEy8wyl1DrmT3aw51QpJT8zWO7aeyJ8Z/3zCMveGH9vB782Vbawgn+/vo6bppVNEKjVF6LROlxXOb4vVR5Vc81RVEURVHOLrukgkW3v5X+9hY00ySUW8C+F//M3heeor+tmUBWDnd98T/GepjKMEY9wHLT1QEFR509nFxrJY73vEoVEEgFXif2aBRpFRxz6vESIEmM7dbLVBjT0IWBpvJNAYjbLi8c7ELXBHvbI6yuubACIDkBk+b+OFl+lQI5kgRq1kpRFEVRlPOnmx6u/tAn099v/u1PsRMJhKZRWDt8RWxl7I16gGUIk2v999HltLA5+TwA0/VFFOmVvJD8bfq4eeZqdlmv4WAjEJjCS4IYOiYCgYtkXfyXWDLJNf57CWgZoz30cc9v6nzt9lk098VZUZVzwdf77lsXEInbZAdUgDWSloX8xFyXkH5h/dsURVEURbm0Lb3rnRzbtY3l9z2IPzN7rIejnMaoB1gAQS2ToJaJJnR0TEqMKgBKrGpa5BEABtw+nFNmsWqN2WRoWZQaNcTkQKrRWuJPgCAuYwRQARbA2qn5I3YtQxMquBoFuhAquFIURVEU5YJNW3UV01ZdNdbDUM7ioubalelTsGSCY3Y9ALN9y9HQEGg40gYEmeTg4tDoHGC6uYjD1h4OW3vI10u4wvcWcrQCXks8ScTtu5hDVxRFURRFURRFOauLGmD1OB1sSj7Da4mn6HO6ydRyyBXFSFwi9DNTX0yEVOAUlf0kiXPI3kGLc5hut40sLY9ut524jNLttF3MoSuKMkG0HdrLb7/wCQ688kx6m5SSSHcnruue4UxFURRFUZQLd1EDLK/mS38dk2EAIrIXgGK9kn3O1nRRjKXea+iwmzHxUKCVk6eVIIQgR8tHkgrWFEVR3ujwxpfob29h7/NPprftWvd7fvMPH+XlH//XOV+np7mR9T//Hr0tTaMxTEVRFEVRJqmLsgbrhKCWyQLP5cRkhEK9IrVRCDSpERLZuDhAqsmwKTwcsfdgkSQuo/w++j/MNpeTeXwWy6+FLubQlUtA1HGJSZc846L+WSgjbO71d6IbHmqXrUlvs+JREBpWLHrO13np/75DT9NRBnq6uOZDnxqNoSqKoiiKMgld9E+Steas9NdN1iFK9CoqjenkaoVkWXn0yS5MvEgpme9dwxFrD/1uN/2ym3a3kZXeG5nlWYaULq50Vcl2ZURIKXk+PIAElgT9FJoqyJpo4pF+XNsmmJPH0rvfOWjf/JvvoXzOInLKqs7pWo5t09N0FIC8itoRH6uiKIqiKJPXmH6K3JR8GokkRysgTy+i1pzN1uQLRIkgccnQspnrXUlCxjhm11Oq1yCEoM1qYHPyOYr1Clb5bhrLp6BMIn5NY8B18QrVt2qiScai/ObzH8d1bG779NfIKEg1yu48eohnv/sNapasZsmd95/z9TRdp2bJanqaG5h++bWjNWxFURRFUSahMQmwom6EV+N/IlPkIYRIpws22PsBKNDK4JTmrF7hp9acnf7ekgkEgqRMXNRxKxNf2HF4ORwl29BZEQoQdV3Wh6NkGhqXZwRwAUMFWBOSlPL4f08Wsmjdv4tYfy9HNr9yXgGWEILL3v3hER/jeCOlRKjfd0VRFEUZUWMSYLU7TfTJLgSCW/wPopPqEVRtzCJmDTAg+3gs+n3W+u6kx20nU8slXy9Jnz/FnEuOXkimljsWw1cmsLCTKqPSbTtIKemzHeJSErccBCMfXLUkLfbEE8zyeSn2qB5jo8XjD3DnP/wbjm0Tyj3ZG65i/lIkktLpc8dwdOPTi+EIfY4kSwguy1JrWhVFURRlpIxJgFVuTCHs9tBrd/FY9Ado6Fzmu4Uqs45KYxqPRX8ACJrsAxy0dwJwR+B96TutQgjy9OKxGLoywZWYBm7AR0jTEEJQZBrM9nvT34+0hqRF1JU0JC0VYI2CExX+skvK0x3tk7Eo/e0tdBw+wMZH/o/K+UsxPD5000N2STmObfPi/34bTTdY884PoV2iTaDDTmrGr//4zJ+iKIqiKCNjTAIsQ5jM8azgN/b/A8DF4fXEy1wduJu4jFKgl5EpcqkyptPoHCJXK1RpLMqIEEJQfkqgowlBtdczao832+/jaCJJ1Sg+xqUq0t3J7//l0wDc8bl/Tc9cPfnNL9Db2kTZ7IUITaPt4F4aXt+A0DTe8a2f0tvSSOP2zYBkwU13k1lUcoZHmbyWBXzsjCWY4feO9VAURVEUZVIZsyIXksENP6ebCwE4bO2m1TlKN23M8S7npsA7xmJ4ijIiQrrG7IDv7Acq583weNANM/31CabPD8fXFhVPm02kq41EpB8pJb/78t8ghMb0tdchJGQUXroz4fkekyvOc1a1q/EwyegAJdPnjNKoFEVRFGXiG7MAS6BRptfS43Rwmfc2gkYG+5Jb2WtvxkeQGZ5FYzU0RcGSkq0DMYKaCpDGK18ok7u//B0ATG/q3yjc2UY80k/VwhUc2fwKCMHiO+5nz7NPoJkGfcdTCiOdbbiOQ8X8JRRPm3Xax1BOSkYH+OPXPwcCrvzY5yivmTbWQ1IURVGUcWnsAiwhWO67DoB+t5uD1g4ibh8CjVy9kFpzNmG3F58IYAqVXqVcXN22Q4ft0I7DdL/3TRe/6LEdjiUtpvo8+DTVs22knQisAJr3bOfp//wXpHQZ6O6A4/9mrusQ7e0adJ5j2yrt+DzpHi9aZjZONEKvP0j5WA9IURRFUcapMe+mGnXDPBN7BBeH6cYiVnpvIF8vodU+yvrEkwREiGytgA7nGJf5byVLy6PdaWJz4jlmmIuoMcfm7nPSdukYSFCW5R+Tx1dGV76hU+kxCWrigioLvh6NMeBKBKiZsFHW2VCPRGJ4fVTMW0xf6zEiXR1sfewXmH4/Viye6v4gJXWrr6J22WUUqFmYc6YbBms//TWOWTZTQoGxHo6iKIqijFtjfku9xTmKiwNAoVFOsVGJIUxO7YPV5jSSJM6OxKtYMkmjfYCYjHDY3jNGo4YP/mobb/nBRr6zYx2OtMdsHMro0IVgbsBHre/CCgDUej2ENEGpqiA4apr37qB57w5mX3Uzq+5/P3YizpHNrzL76ltZcucDCKGRWVDCrKtuAikJ5uZRv/FlnvrWF2k7uJdDr73A4c2vsPXxh3Gs5Fg/nXGt3O9jeWYIv5qNVRRFUZTTGvMZrHJ9KmGjhwKtjAK9NL29SK+gQptKkgQLzDm8mvwT7W4TR+19zDKX4SVAhTF1zMYdtx0Qks5kF91uGwV62ZiN5VLVadlsHIhR5jGYF3jzM4kH4wlaLZuFAT9BfWQ/OFZ5PaqC4Cjq72jlmf/6KiC5/e+/wdQVa2k/uJfOhkMc272Nxh2bEJrAG8qgoHY6RQ31BPIKOLzhRTRN49VffJ++tmaQIDRBVlEJtcsuG+unpSiKoijKBDamAVaTdYiNyXVMMeZSZtYO2tdo76fB3Q+AbVlMNefTYh+hWK/AJwK0OQ0csLeRLQpY5b8Br7i4qXr/7975vNS5lcK8EvK0S7cS2VjqdRxcoNN2znicI1N9qHJ0nWxjaM+jQ4kkloQ2y6ZWV8HQ6Rx45Rn2vfBnVj3wfnLLq8d6OECq0IUvMwtBKogCWPXA+wH42SfejZ1MANC8ext2PM4Nn/g8v/vSX4OUVC9ehScQpL+9hZIZc4mFe8mrnMKGX/+Iwpo6qhevHKunNe40Jy0OJ5JUezxEXIdqrwfv8VksR6ZqwppqTZuiKIqiAGMcYPW47QB0uS1D9vlEMP11QGQw27OMGeZidKHjSIew7EHi0iPbaHeaqDAu7lqKkNfkhrJlF/UxlcFqvB5MIcgzzvxr3JC02B1LYAq4LitjyP75fh/ttjOoP5Yy1M6nHiPc2Ub9hpfGPMByHYfnf/Bv2IkEd3z2GxieoamcV77/r2nasQXXdWjZt4MZV9wAwKr738+hDS8y97rbCebksezud6XPSQWRT7HvhT+rAOsU++NJIq5LOBbHBmyZWlPoSMnT/QPYUrI2IzjiM8CKoiiKMhGNaYA107OELC1vUGrgCYVGOaV2Dc3OYfpkJ/uTr7PTehUDk6v8d3OF7y0ctffiSIcSvXrExxZJ2Dzw4y1oAn7yjsUEPENnPpSxpQtx2vS7sOOwP56kxushV9cxhaDYHP7fsNhjUnyRgispJS2WjV/TyBlmNm08W/n2h6jf+CIzr7xxrIfCQE8XTTu2ghD0tjSRXzVlyDEl0+dQMn0O7fX7qVt9NTlllQAU1EyjoGYa7Yf2MdDTRWFtHQCuY/P6H36FlJJpK6+4mE9n3Jvj93IkkSThSsKuS76h82x/BEdKbJk6xkGO7SAVRVEUZZwY0wDLECaVZt1p98/0LMFOWEwz53PUPp4uiEWv20G5MZVsfc2oja1zIElbOJVe1B1NEvCoaoETyYF4khbLJua6rMkIcl1WaKyHBMDRjg52eXyA4IasEPoESqsqrptFcd346BkVyitg6d3vxE4myKs8mV5sJ5M88a+fQzoON/7VF+jvaOWpb30JkNzzT/+FN5D6PejvaOVP3/xHkHDHZ79BZlEJruOQjEbRdIOpKsAaJN808Gkaz4cH0tuibiqgWhr04dM0MvXUDQMpU0FYSNPQJtDvt6IoiqKMlDEvcnEmWVoea/y3AJCnF5NhZWFgUqrXnuXMC1edG+Drt89GCCjPVsHVeHI0kaQpaTE/4Cd0mpSkGq+HmOsydRwVmOg5dpRXvvdvhB76JDnBjLEv4TmBCSGYsfb6Idtj/T30NjcCgoGeTnyhTDRdx+MLYJgnfxccKwkyFSCEu9rIKChiz3N/onrhCsrnLlbl24cRc1JzVD4hyDcNlgX9uEChOfhtZG88QX3CotQ0CJkH6JddzPesOV4dVlEURVEmv3EdYJ3KECYzPUsu6mOurs29qI+nnJv98SQJKWlOWtT5hy+jnmPorM4IDrtvrGiGieztJvrNz3HTl76jGt2Ogoz8Itb+xcdxHZvskgoA7vvn7yI0DU0/mZKZXVLBzCtvIhmNUFw3h67Gw7z++4eRrsvhLa/QsG0F8268k6yioenLlxIpJQ5gCEGv4wKQPB6Yxl2XwwkLjxCD0l3F8RYbEskO6xUEgmK9ijJj9G+MKYqiKMp4MGECrLNxpcvO5Kt4hY86c6H68HoeXj3STWt/gtvmFk+IlJ65fi8tlk2l99zuiDtSosGY/05kFZXyli9+G90wMTzjZ2ZtMol0d7Lldz8nr7KW6kWpIhW6Ofj3JBkdwPQHWHrXO9LbsorLMbw+rFgUJBze9BISl8vf/ZGLOv7xoM922BNPMMXrYX88Qa/jsjzop8DU2ZcAF0i4kvqERdh1aUxagwKs6T4PZR6DoKbhtRbR73ZRqNpYKIqiKJeQSRNgdbttHLJ3IpFUGHUExMisufnppiae3NvOF26aQXVuYESuOZ7ELIePPboTXQgKM7ysqhn/s3bnU5Qi4ri8GB7AowmuzAimA8ijiVRVtBk+70VdB+XPyLpoj3Up6jh8gHBXO+GONta880MgBFY8hsef+ts99OrzvPyT/6Zm8Soue/CU4Em6WPEYQtOYdfUttOzdzozLh6YgXgoOJZJ02g6WTJA4vs4qLiXlpsnCgA8NCOga8wI+GpIWU32DbxYIIcg4Pls426MqrSqKoiiXngkXYPU4HbQ6R5lizsUjTqaH5WgFFOuVeIQPvxi51LAfbWykN2rx7IFOHlxeOWLXHS+8hsaSimyO9cWZVjC+UupGQlK6SFJ33E/UOHOkZEcsgQDyDJ1iU60NmSyqFiwl2vNWskvLEZrGs9/7Vxq3b2Ltez5G1cLlRLo7EbpOpLtz0Hmmz88V7/sEA92dTL/8Ohbddt8YPYOxN9XnwZaSWq+HNsui13bJJNXYu9Q00jPBOYY+4SphKoqiKMrFMG4DLFc6bE2+iImHuZ6V6Tf1DYk/MyD7caXLbO/Ju6O6MFjpu2HEx/H5G6bz/MEu7pg7OZsJa0LwnXvmjfUwRk2uYbA85McjBJaUvBKJkqVrVHtMwq5Lrj56fwKWlBiMfWripUTTDWZfc0v6+4GuDjRNI9zVAcC01Vdz8NXnEJqG67po2slSI5XzLu4az/EqU9dZFgpgScmrAzEAXojG0YDFQT9F5rh921AURVGUcWHcvlP2up002PuQwBRzDkGRCUCVMZ3D9h5KjKqLMo5VNbkTIm1OOb0TjYibkxb9jkuf43JzVmhI4JNwXZJSptObLkRDIsn2WIJy02BBUFWhHCvXfPjv6G48QvH0OQCEO1qJ9fUQ7ekiGY3gC2WO8QjHLyEH97VyAUPdK1AURVGUsxq3AVa2lk+VMR0DDwGRkd4+w7OYGZ7FYzgyZaIqMg2meE0ydX1QcHUgnqApaZFwJS6wIuQn17iwP42oKxFA1HUvbNDKBfGFMimdeXKGtnDKdJbd8yC+jEwVXL1Bc9LCAcqPpwEO1za4KWGlb1goiqIoijK8cftOqQmdRd4rxnoYyiSiC8EMv2/I9iMJi4SUnJi30rjw2/R1Pg+5hk72CMyGKSNHCEHdmqvHehjjTtRx2RqNA5CVEUjdhAAEDAq04seLXrRZNraUg9ZkKYqiKIqSMm4DLGVycqWkMWmRretkjfIC+aQrOZJIUmgaZJ/hsRYHfbRZNtVeDwLwaRfeAlgTYkgDVkUZr7yaIFvXcCQENI0+2+HlSBS/JsgUgtbjPbByDI2467Lp+NqsYChwxr8tRVEURbkUqU+AykXVmLTYGUtgCLg+K+PsJ1yA+kSCgwmLJsviqszTl+3PNYwLTglUlIlMF2JQY+5EupmwJHp8DksA1V4ProQMTWCTCsYURVEURRlMfapULqpsXccQUPgmAxopJesjMRLSZVUogPcMH/CKTJPGpI0rJUcTSaq8F9bc92A8weGExcKAj3w1O6VMYoVmqvqmF0F9Mkmv7TIn4MUBngsPIICrM0OYmkoPVBRFUZQ3GlefEjucYxy0djDbs4xMbfjKfa50cXEwhOpdNBFlGfoFzVxZErodBwFEXPeMAVaOoVPlMdmfSLI/fuEBVlMytVarzbJVgKVMeieKWcwzTlbBHHDc9JqsVGc5FWApiqIoyhuNq0+J2xPr6ZOdmJaHJd6rhux3pctTsZ8Tl1Gu9t9NhpYzBqNUxpJHEywN+km4kgxN43AiSYFhENKHD7QqvSZR16XUM3xA3rRzC/UbX2bxHW8nmJN3xsdeFPTTZtlUeYYP1OTxtCq16F+ZrIK6xtqMIJoAj0oPVBRFUZRhjasAa5ZnKQesbUw1hm98K3FJyNTi6oSMM7oreJTx6kSj0z2xOIcSFiEtyRWnWWPl07Qz9qF69Zc/JNrTRSi/kEW33jdk/0BPF7rpwRfKIFPXyTxNVcCY6/J8/wBeTRz/AKqCLGVyCp7mZoaiKIqiKCnjKsAqMarO2EBYFwZX++8mIePk6cUXcWTKeJRvGBxNWhSZbz5ddMHN93Bw/bNMWbpmyL6+tmZ+/8+fQtNN7v7ydzC9Q0u8nxA/3kMr6kocQH0EVRRFURRFuTSNqwDrXIS0bE5fD065lBSYBjdcYCXCqSvWMnXF2mH3SSmPNwEaruXqYDmGztKgH1MITDV7pSiKoiiKcsmacAGWolws2cVl3P65b6CbnjPOXp1QMEaFLwZ6uvBnZqHp6s9ZURRFURRlrE3oTKYGaz/bEi9jS2ush6JMUqHcAvwZWWM9jNM6vOllHv3cR1j3nX8e66EoijLG4jLKS7Hfsze5ZayHogyj02mh3Wka8eueKLD0Rt1OG432gdPuVxRl9EzYW95SSjYln0EgyNELqDTqxnpIinJRtdfvZ8dTvwMhsOKxsR6Ooihj7FByB+1uEx1uMzM8i8Z6OMopom6El+KPA3CV/x4yT6mCnJQJOpwmivTKdAsaR9q8FP89IFjjuxldDP9xrdNp4cX44xTp5azy3ZTe7kqX5+O/QwC616TUqB6tp6YoyjAm7AyWEIJpxnxytSIK9fKxHo4yQXTU76e/rWWshzEitj72c3qbGymorePaj3xmrIejKMoYa7YPA5Anit70NSJuL09Ef8LG+LqRGpYCeIQXrwhgCi9eMbiy7ab407yW+DNbEs+ntw3IfrrdNrrdVqIyfNrrht0eAHrdzkHbBYJcrQgdk0wte+SeiKIo52TCzmABzPWuHOshKBNIR/1+nvrWl0AI7vuX72J4vBflcV3HpnHHFgqqpxLIHr6B9psx/6a72fbEoyy67a14/IERu66iKBPPEWsPQugEZRZzvCve9HW6nXbicoBjzmGWjuD4LnWGMLnBfz8wtFdiUiYAaHOaeDL6MxZ5ryBfK2GB53KAM/b8rDZm4BFesrR8AJqsg+y1NuMTIS7z3YImhm8toiiTmW1bNDcfwev1U1Q0NpMwEzrAUpQz6XccvELgPd4Q1RvKACHwhTLQTtPP6lSx/l7qN7xE1aLlhHIL3vQ49jz7BFse/yWZ+cXc/tmvv+nrvFFx3WyK62aP2PUURZm4tifXY5Nkrmclufqbn8EqN6aQJEFABNmf3EqZMYWgljmCI538EjJGh9NMiV41KLXvdE3oq8wZdCfbAMmA7KfJPkCBt5Qac+ag4w5be9iVfJX5ntVUmHXHr6lRZkwBoM/tYmPyaSSSftlLXEYJCNUxVLn0xONRLCuJZSUpLCw77d/eaFIBljIpdVo2GwZi6EJwXWYQIQSZhSXc9y/fRdP1c6q4t+nRH3N483qO7X6d6z7690Bq7d+RLa+SkV9IftWUcxpLVnEZ0nXJKascdv+rv/whRza/wtUf+FsKatVaQkVRzt88zypanCOU61Mv6Dqa0JlqzmVDfB1NzkHanCYu8986QqO8NLwW/zNdbgu1xhzme1cDqTVRh6wdhLTsIf0+a8yZlBtTiLh9NNkHmWrOG/a6x+x6kiTYlnyFvdZWLvffNijd0C+CeAng4FCpT8MvVFMb5dIUDGaQm1uIx+Mbk+AKVIClTFK6EEiG/oKfT1pgxdwlHNu9jcr5y9LbmnZu4eUf/ydIydv/9UfnNBNWPmcRD3zz/xDa8Mc27diMFYvRXr9fBViKorwp1eYMqs0ZI3a9Ur2GdqeRMqN22P1SSsKyh5DIUmlob5Ct5dPpNuNKlxdjj+PXQgQIsdfeAkhu19+H/oafmSk8+EQAvxYa9gOhI20WeFbT4Bxgr7UZSybpd3so0E8GWC32UTK1HLrcVg45O+iOtbPUdxUhbfxWwlWU0SCERk7O0MwjKV1AXJSg65IPsHpjFj/e2MjlU/KYX6ZehCaLHEPn6swgpnjzf0jVi1dSvXjwOr+solIM00t2aTlCO/caMWeaMbv6g5+k7eBepq684k2NU1EUZaSVm1MoN08/S7/fep3d1gaK9SpW+m64iCMb/+Z5V1FtzGBd/FeABFeQeheSFGvVaKepL7Y1+TytTgNdTgvLfdelt8fcAf4c+wUaGtcH7idbyychY+RrJYPO35l8lQQnK8r2yDYOWNtY6L185J+kokwwlpWksfEgum5QWTkVIUa3zt8lH2A9vPUYP97YxJN7O/j9Q8vHejjKCPKdRwB0rjILS3jr177/ps61EnH2vfAURdNmUVB9Mo0np6zytOmDiqIoI6ndaUIiKdIrLug6EtVb6UxOzFolSVCm19DkHMKDjyXeK057069Yr6LTaaFIr6Tf7SYgMjCEiY2Fe/x/DjalRk36HFe6vBT/PUkZZ7ZnOc32YZIynv73qTFmXZTnqyjjnePY6f9KKRntSaxLPsBaOyWfP+3p4LY5b35RsKKci/0vrWPLY7/AF8rk3q/89xmPlVJiJ+KYPv8Zj1MU5dLiSgcQaOdx9zXmRuh1u8gQWbwc/yMCuNp/LxnDlO9OyBgN9n5K9ZozFreYbi6kxKgmQ6jMjxONfE8NnEzh4Ybg/envF8q1bE08z+9j/8sizxXDpnPWmrOpNWfTYO3n6divydLyuMp/FxlaNlf47kQTGj4xuGJskjhdbgsgyNCyWeW/cXSepKJMEK7rEotF8PmC6Kcs4/D5ApSUVAES13XRTrNsY6Rc8gHW9KIQj/6FKkY73hx9fQMH1z/H0rvfSWZB8VgPh2QsyhNf/xy6x8ONn/g8uuk572sU180mkJVD9aKzl1B+7vv/RuP2Tax9z8eoWqhmVhVFSQU/T0V/gUBwfeBtmGL4NaVJGcfEm/7A/0L8MaIywhxzOX4RROLiE8PfvNmRXE+DvZ8W7QiX+28/7ViEEGSJkWs7MVENuP08HfsVfhHkGv+9p0070oRGRPYh0Bhw+854zdS/m+REYiFAtp4/7LE+EWCZ91qSMk6upm4UK0pnZyvhcA+BQOh4QJXS3n6MSKQfjs/uVlZOwzDMURvHJR9gKePT5kd/QqS7g6ziMpbcef/ZTxhlka4Owp2tSCmJhfsJ5Q7/ZncmeRU13P2l75zb43W2ITSNSHfn2Q9WFOWSYMkEDjYgsaQ1bIB1xNrLluRzlOtTWOa7Fkj1UYo6YTK0HG4InHw9ldLFxsYUJ28YFWtVtHCEUr1myLWVoaIyjIvLgOzHwcE4zfoqgJW+G+hy2ijSB/flGXD72Zh4mjK9lmme+VQY08jRCs65CuDpCpEoyqXI40m9npmmF8dxcBwbj8fLwED4eJGL07dMGEkqwFLGpcV33s+B9c9St/qqsR4KALnlVax+x4fQPZ43FVydr2s//Bm6Gg9TMmPuqD+WoigTQ0jL5nLfbQg0AtrwH75jcgCBRkwOpLet9N6Ai4MuDPrcLvwihEd4eS7+W3rdDtb4bqVALwWGL27R5jSyK/kaczwrKDweHGyMr6PbbWeN75ZhUwnDbi8e4R1URnwyytdKWeG9Hp8IYIgz3w33CN+QEu0ATfYhut02etwOgloWGVr2sOmbiqKcXXZ2PpmZuWiaxtGj+7Fti2Awi7y8QqSU+P0hNE0b1dkrUAGWMk5VLVx+0VPjHNumq6GevMpadGPon0bNklXndJ1ENILp9RHuaEMIjcyikrOf9Aa+jEzKZs0/7/MURZnchmsifCi5k5gcYJZnKTPMheTpRWRrqRLFjrQ5ZtezN7mFgBaiw23GL4LcELifmIwgEMRl9IyPeSC5jV63kwPWdgr1cqSUNDmHAEG3254OsGxpoWPQ7bbxYvxxdAxuDrzrvNaLTTRCCIqNCytSFHZ7AZC4bEg8hYbOrYH30OEeI1PLHbLu6kxa7QY8wntBzaYVZaKJx2O0tjYQCmWSl1dMMpnA6/WlZ6wGBvqIxSJUVdURDvfi9wePb++ns7OV3NwiMjJGdj2pCrAuQb/Z3sy3XjjMX185lZtnn/uLcK/tsD0ap8ZrUuE9/zVI492Gh/+Hg68+T/WiFSy79914A+ffpLHt4F6e+taXyCgoYqCrAwTc+Q/fJJB9YWsVYv29vPLT71I6Yy4zr1SLmBVlvBuu8MFoSMgY26yXEGgUGuUU6mXpWSaALckXaLIPIJFE3F4EAv34W/+VvruIyF7ytdIzPsYczwoOWNuo8ywAUs9ple8m+pxuyo6nEnY6zbwYf5wcrZD5ntWARBMaY9Pic3yxpcXO5KtkawXDFrc4sdbKR4AkcTK1PI7Ye3g9+RJe/FgkqDKms8B7WfqciNvHQWs7NeZssrTU+0u308ariSeRSG4OvBOP8F2cJ6goYyweH8BxbCKRflzXJRzuJSMjG8dxgFRfLF3X6epqo7+/G103qK6eTl9fN7Zt0d3djm0nyM4uGLHXbBVgXYKeO9jFQMLh+UNd5xVgNSYt+l2XQ4nkpAywPIEgUrocfX0DDds2cttnvkpG/vA/n4GeLva98BS1y9aQXVKBlYhjJ+IkBsIITZAYiCB0HSE0tBGYhm7YtpHm3a/Tun+XCrAUZZyzZJLfR/8Xicty73WjukbGg49KvY6YHCBHG9pYMyCCSCQZIoe5nhVkarnptD2/FsRP8KyPka3ns1S/etC2Ir1iUKn3VGqiIOqGydELud7/dgzhGfVeM2NNSkmb00hAC2HgYUfyFcr0wWmWLc4RDtu7kUiqjDpcXBrtA2RqeQS1DBZ411DiVFOgl2BgAoI2pwGJREcngUOb0zjocbcknqPTbaHVaUivq/OLEDoGXuE7fh1FuTRkZqZuMng8Xrq72wGIRiP4/UGklFhWEstK4rr9AGiajuPYxGKpVGrbTtLd3YHfH8LnO/cZ4zNRAdYl6NPX1rFuXwfXzxj6ZnwmU3weHCmp8E7OF+5Ft7+N2mWX8fuvfhrXsnj2u//KzX/75WHTBbc+/kvqN7xI444t3Prpf+G3X/gEiYEwN/x/n+e6j36WUF4BPceOkoxF8YUyLnhsVQuX03ZgDyXT51zwtRRFGV2WTCJJpaYcsnaMaoAlhGCJ7/RrVacYc9lnbSUie/EIPwEtAyklrnTPOXVvc/xZWpyjrPHdkq5m50qHY85hvPjYlnyZUr2GVb6bCIlsAHzHqxVOVlJKdiZfY8Dto8U9ikAw3VzAMaeeTqclHWAdtnazPfkKQbIoNaoRQuNAciu7rY0AaOjU6LOY5V2aLjbiSJsivYJbAw8ipKDROUC+PniW0UNqdipVtj/FrwW5JfDui7KAX1HGE03TyM7Op6mpnkQiDqT6XcXjDrW1s+jv76G7uz3dCysUygIEQmhI6aZTBj2ekZv1VQHWJagow8v9S8rPfuAbBDSNBcHzX7Ac7mznT//6D2QVl3HtRz4zbl/8hRDklFaw9j0f4/nvf5O+1iYSkX4C2bm88D/fonnPDq776GfILa+mauFy6je8SH9bM+31+3CSSUDg2BZFU2YQj/TzzH9/HaEJMvKLyK+actbHPxNfKJPL3/PRkXmiiqKMqoAWolyfSqfTwgLv2gu+3lFrH/X2LhZ515Kl5QGpD/idbjMhkYX/NAUvADzCS4hsksRSQY+UPBt/hD63m0yRgxAal/tuO2OBhhbnCBZJut02svV8dic3Um/tIkkCHQ0Hh0N2hNneZelzno//hh63kyt8d5Kjn9/NvIkgLHs5YL8OpFL8QiKbCr2OTqeVCmNa+rgW+ygONgEtgzneVIuOXL0IrNR+F4dDzg6CdiZTzbn0Op08G3+UgMjgOv9bEZqgRhvcLDjmDjDfu5pMK4fSNwTv4/X9VVEuBq/XTyIRS3+v66kwJzMzJz2z5feHyM1NvSZVVdUBEl03cF1nRJsPqwBLGXW9LY0kBiK0HdyL6zjDzgiNJxVzF7Pqgfdj+vzptVPNe7ZjxWN0NdSTW15N2az5hHILiIX7CGRmc/tnv05iIEx2SSplJtLdhTeUgXRdgjl5Y/l0FEUZA8t811zwNbYnXuGIvRcDgzhRjlp7meddDUCTc5DNiWfxCD83Bd4x6LyI00eDvZ8MPTtV8lsvoMk5xD5rEws8l6eLKvTJboQURNw+MrRsjtn15OulQyoUrvbdTLfbTpUxA0faHLS2Yx+PEJzjs1QCja2J51l4PKDsP77eKyr7yWHyBVgZIguBQCKZa65iipnKLghp2ey3tnHU2scK/3Vkajm0ug1E3XD63EK9nFpjDm12Azl6IX1uJ0V6OUmZ4IX4Y0hcYjKCxEUwuBnqMbueDYk/k6sVsdZ/x8V8yooy7hUUlJCdnYdlJWlpaQAEUkqEEOmbD6Z58maSpgm6ujoQQqOvrxNdN6isnDYiNyrG9yddZVIon72QlW97L6GConEfXEHqDuCUZZcN2nbtRz5DV0M9U5ZfDoCmG9zx+W8iHYdkPMr+l9ZRteBk1cNn//urJCL9LHnLO/BnZl/M4SuKMkm0OkexsSjVq5DAVHNeep9PBJBIAm/olWTJJOviD+PigC3I1YrwCB8Sl4HjH/Kv9N9F1O0nKRO4uGRpeexObmS/vZVMkcvVgXsGXTNHLyRHLwTg9cSL2NgYeLBJoqOTKXLpkR0ctvcw37MGTehc5X8LEbePIv3CKuyNV0JoTDXm0eY0UmJUIYQg4vZy5Phaqwip9NBcvQhsmZ7Fs2SS1+JP4RcZXB98e/p6qcqMB3GxEWis9N6AJlLBVcwd4OX4H8jS8o6X0xdYMgnAzsSrRGQ/S7xXnrVMvKJcCkzTg2UlEQIcx0pvLy6uYGAgTFbWyaJj0WiEvr6u9Pe2neozyAiU5xn/n3aVCU9oGlNWXHiazFjKq6ghI6+QZDSKLyNVkljTNNA0tj3ya/a/tI7GbZu45VNfAaB01nwatm0kv3rqWA5bUZQJbKXvBtqdY1QZ04d8eC7Qy7gl8CDGG97GNTQMTJI4ZIt8fCLILHMph+wdtLvHaHMaKTYqUzMwp6zBOlHWPU8vptNpwZLJYXs2BUQmIKnQp3LY2Y2Dw3TPInqcNjK03HRQENKyCU3yXk5zvSuZy8r090GRRaVexzGnHhuLBvsAswLLuEN/X/rncsw+RLvbBECNPZNcIxW4HrJ2st16hQBBlvuuI1PLpd7aRZ5eQsTtJSx76Xe6WeRZS6Yvl5CWjSUT7LdfR6CxP7mVDreZuZ5V5B4PhhXlUnBqxdbe3k4ikX6KisrJysojFoti2xam6cHr9eP1Dl7m4vMF8PkCeDxewuE+pJTE47H0mqwLcUkFWC8c7OT7rzbwV1dOYX7ZyNa7VyY3Kx7jkX/4KK5tD6kuWLlgGY3bN1G7/OSs1+oHPsDqBz4wFkNVFGWSyNByyNByht3XZjfS63Yy1Zw3KIlMFwY3Bh7AxcEUXiAVdBVpFURkH1laHq12A+sTT5CnlVBm1FJjzKLMrOEO4yGSxPlj9P8QCNaKO9IzVyfUeeZTY87AwEOhU07UDVOiV1JqVA8Z4zGrni3J55huLkqXeHelQ4/bTo5WmA46JgshBH2yGxsLDz5mmIsABj3PpJs4cfSgVExTmIAkSgRdGNTbu9iZfBWvCHCD/+3MMpeQoeWiawa5nHz/mW0uIyL7aXUa6JWdx2fNBld8VJTJrLn5CPF4lLKyWnp6OnBdl87OFhKJOI5j09fXRV5e8bBpf7puUFZWg5SSgYEwjuOMWOXTSyrA+t8Njexpi/DLrc0qwFIAsJNJdNM8a76tdF2k44CUuLY9aF/pjLnc80//NZrDVBTlEiWly0FrJ0Etg1Kj5vg2ySuJJwCJXwtSadQNOkcXBketfexIrmeuZyW15mxW+29O72+0DyJJFcnoTLbgEwHKjFqEEBjSQ1BkYcnEkOIZMXeAw/Zuyo2pZGres1ZHbHUbsEjS7BymjgUAvBp/ilb3KFkin6sDd1/4D2icqdTriMsB5porKTcGZzDE3SitbgMCQYFWhk87WQ66zJjC9uR6XBx0DHK1IgxMivVKNKEz3bNo2Mc7sb3TaeGQtYPpnoWj9+QUZRxKJuOAwLKSGIaHZDJONBohN7eQcLiPvr5uXNelsLBsyLmnrs+qrJyG67oYI7SU5ZIKsP7qyik8vLWZB5dPzpxw5fw07tjMs9/9BpXzlnDF+z4BpP7YWvbuIJCdky5YAakeWbd/9hs4tkVmQfFZr93VeJh1//EVymYvYM07PzRqz0FRlMmtzWlip/UqEslt+nswROqGUKU+jS63lS6nhYPWDlZ4ryOgZZxyXiMONm1OI7Xm7EHXrDVmsdNaD4CBSYt9hFytCL8WRBc61wXeOuxYdlkbaLD30eY0ssp3Y7qf1unM8awgS8ulRK9Ob7NkagYnInvfxE9j/JvqmYsmNDYmn6bJPshK/8m+ha8lnqLLbaVQK2epb/AskyHM4zOPLh7hJUgmtwbfc86Pm6+XkK+XjNjzUJSJoqysFstKEgiEME2DY8eOIkSqFHssNoBlJUgkYkOav3d2ttDX101hYRkZGdlompZa+jFCLqkAa3ZJJv9YkjnWw1DGicObXwEp6Wk+2cCxdf8unv3u10HCW7/2A/RTqs2cqAYY6eqgec82apasxvQN/wGj88hBkrEBju3aOrpPQlGUSS1bLyBDZBHUstBkqiS6hka5MZVZ2lKejP0ciUub05gu521Li9me5RQ65cPOMhmayXRzIT1OBwNuHw3OfkzLg1f4CYksys3h145W6FNpd5qw3AR/iP4fy73XDrm+LS0OWTvJ04vJ10sGFeYAWOG7gT3JTaPaG2wsHbZ2szu5AUjN4NnSSq+fy9GK6HJb6XBbcKQ9ZB39mYpUuNKl2aknRyskqA39HNNoHWBz8jlmmIuZcZrZLkWZjDweLx5PKh3a5wtSWzvzeHPhRLqRsOtK6ut3EwhkUFKSmmSJx1Pl3BOJOBkX3q50iEsqwFKUUx3d8hoAodyTJYRTZdkFofwCNH349QHP/eDf6Gk8Sl9bC0vvesewx2QVlzFlxVrq1lx4qWZFUS5dPuHnmsB9uNLhqdgvSMgYM83F7LY24hUBlnquocttSfdecqXDk7GfYckkV/nvwicCw153tidV9bTe2sUhayd+kcEu6zUkLiVGNboY+vGgyKjgJuMdrIs+jJCCpIwPOabB3s9uawO6ZXLbMDMwXs3HAt+aC/mRjLm4jBF1w+y3tjLFnHu8sl/KAWsbSVKzdPobPmLN9CzmkL0dAURlhAAZuNLh1cRTgGS593r006xLO2ynGhb7RYAbAg8M2d/hHsPFpd1pZAYqwFIuXa7rIKVE0/T0bFUgEKK/v5tEIsrhw3vIyMimuLiCWCxKMJhBJNJHPB4lN7cQTRuZtaEqwFImBCseIzEQIZT35vqpOJZFV+Nh8ipr2Pzbn6WulVtAuLOVginT08dlFZXytq//EKFpp12XVTpjPn0txyiaNnP4sSbi/Pnb/4TQNGoWr3pT41UURTmVi0tcRgHQhIFEEhSZlJk1lFGTPk4iU7MjgC3tYa91MLmdw/YelnivotacTa05m7iM0WQfIEPLQePMHzAu999Gv9tDnpZKl07IGI5MNdPN10vwixDFk7Q8e9jt4enYrwGJe7z0/alryRZ5r+CAtR3HtZnhXTxoVsoUHq7wvYVG+wCvxZ+iXJ9KghitzlEEgk6nmbDspcKYOiT9MlPLASTZooABt5+AyOCYXU+n28xszzLmeFaSrRVQog+t/KgolwrHsTl6dD8AFRVTqa6ecbx5sMDvDxKLDdDf383AQJj8/BIyMlL1GNrajgESj8dHZubwhYXOlwqwlIsiMRBBaBoe//B3U89Eui6PfeWTxHq7ufpDn6Jk+pzhj5OS1v27CObkkVk4OBf9lZ99lyOb11O9eCWHN72MEBpXffBv8YUyyC2vHnTs6WauTlh0230suu2+0+7XTQ+55VVEujvIOIf1WoqiKGdjCJOr/HeRlHHy9VKqjRlDZkggVeDiGv99WCTJ0nKHuRIctHcQlWGO2fX0uO1sS77ELHMZVwXuxpE2R+w97Eu+jiEMrvDfSVLGeSX+BAV6GfO9q/EIX3q9jyNtnor+HAeHWeYympyDLPNeQ65ehC0t2p0mCvQyTOEZ1Z/PxeKe0lg5VyugzjxZVCLi9rI3uZk+t4sEMUzLJF8f/B6QoxewK/kaCWIccnYigFK9hlytkH3WFjrdFnrdDpZ4rxp0XoFexh2Bh3gt8WeejP2ceeZKdlmv4eCSqeVRa84astZOUS41AwPh9Fqr1CzWyTVVoVAmgUAIj8czpAx7dnYesdgAgcDgwj4XQgVYyqiLdHfwuy/+Nbph8pYvfOu8gqxkdIDffvGviEf60TQN6bqnPbZ5zzae+96/IoTGW7/+QzRNw3VdhBCpx5Qugexc5l5/B4lIGAFs/s1PWXjbWyk4h35VJ6rNnI2madz8t18+5+eoKIqS+lAgz1giOPOUgOlM63UCWoikTLAl8RyFWgXl5pRB+5d6r6LJrmeqZx47Eq8A0OW2AAs5YG1jj7UJiURIQULG6HCaCcseInYv872rT/u4R+w9RGQvu5ObWOm7nq3JF2myD1KqV7Pcd925/SDGuYAIkSly8IkAK303DnpPOGjtSPe4MvEyxZw77DUWei+n0T5AQsbpcduZ51lNQAshkho9bgc5IlUa35UumxPPApIirYrDzm6kdBCAhcU0cwHtTtOknS1UlHNl2xbNzUfSr5+G4UmvyzqVpmlkZaXW0yeTCaR08Xr95OUVDTn2QqkASxl1rmWDlDi2dcYAaTiJaIRkbOD4jNMnKZ0x/BsWQCArFykhlJePEIJwRxuPf+WTBHLyuPXTX2X2NbcSzMlLvyH+6Zv/SPvBvex86jGufOgTZxxH857tPP1fX6V26WpWv+OD5/UcFEVRzkRKyTOxXxORvVzpv/t4OtiFabQPcMTeSyMHhwRYeXoJecdnoAr0MlqcIxjSw28HvkuJVp3arpUx1ZxLUMvEK/wMuP3k6AVYMjloNkoXBtcF3k6v08Expx5pO7S7TWxKPEuWlofEPW0vr4mo1+2kT3bTKztJEudoci9xGWWOZwW15mza7CbiDLDAsyY9y3fE2stBazuLvGvJ1YsIapnM8Cwecu0sPQ9pSXZZr1FrziYie2lyDgLQ5bQTpZ9qfSbzzNXkaIUIIZjFUvrcLnYkdjDFnItPBIjLgUEVJRVlsovHY1hWMv291+s74/GO49DUdAhIVSE82/FvhgqwlFGXWVTCLX/3z+imiTeYmn6VUhKP9OMLZZ5xVigjv4hrP/IZBILCU9ZKDSenrJK3fe0HaHpqYeNATxdSukS62pGOgy+UQTzchz8zG4C61VcT7elm6orLz/ocupuOANBx+MC5PWlFUZRzJJGEj5ctj7rhQQGWlJJ+2U2GyD6nxryudAjLXoq1Spq04tPObsTcAQ5ZO+l1O7CxaHMbcHE55h7mdv970U9Z6G0Ik9neZayLPkxYPsXlvtvJOyX1zSt87Eiup192kyMKGZBhvMLPDM8ipppzzzjbBtBiH2F3ciNzvaso0EoAcU7ZAmMhXythprkYnwgipWSn9RoCQYlRTYFexvXBtw0554C1jbDsocHeT65++jvlJh5cHFwcupxWcrUiivUqTLxUGFM5Yu+hzrOAkDa4j+fmxHP0uh0kiZOUCVqcoyzwrFEpg8olIxjMIC+vGMexiUbDZGUNnx59wonXFykl7e1NlJdPGfHXHBVgKRdFVlHpoO83//an7H7mj8y74U4W3HzPkONfe/iHtO7bxVUf/FuKpsw458fRTRPpusQjYYrrZnHlQ3+NPzML3TB45HMfIR7u54ZPfJ78qikcevV5Il3tHHz1eSrmLTnjdWdeeROB7DwKa+vOeJyiKMr50oTGVf67iLphivSKQfv2WpvZa22mRK9mhe/6s15rQ2IdLc4RZpiLWeu/47THnehplSVymWUuJSgy2ZR8Bh9+9lqbKTNqydbzB50TlwMINBIyNuR6lcY0Dto7mO1ZRoaWk65eeGpw5UoHwdACQvuT2+iTXexNbuIVt40crYi1/tvP+lzHghBaevbpcHI3ABo6OVrhkGOllGxPvowpPFRp0wet13rjcY32ATzCi4kXG4s4UVrcI7Q5DYCgyqijypgxJLiCVF+zfdZWKow69iY3IxBYMjn0gRRlkhJCkJ2dSv3LyyvCspI0Nh4iEAgNm/4nhEiv1UqlCp7bEpDzoQIsZYiE67IjFiffMKj2js7C5GhvD0JoRHu7h91/8JXncF2H1gO7ycg/v9zY537wTRq3b6J26RqmrbqSnLIqXNfFTiRACJzj08jTVl9NuLOdqSuvOOs1dcOgdunp1x4oiqJciEwtd9AaqxPE8WZJ4o1Nk95ASskBaxv9bs+Q48NuL0etvdSas9OpYxXGVDqcYxTo5RywtlNtzOTWwHvYmniBffYWjtp7uS7wNl6MP4ZA4zLfrVzlv4eoDJMrijhs7UEXOpVG6qZTnWchdZ6TAURcxsCV+LRUoNVkHWJD8s9U6nUs8Z0s4LA58RxdsoV8rZQSvYput51+t+vN/AgvOp8WBAQ5WuGws3Q2SQ7ZOwGI0MdUOQ8Yuoi+221jc/I5QHKl7y0kSVKglRKWvWjoZIgcXkr8AQFcqd1FlpaXPndfcgvdbjtX+t+CR/jI9RXS73YPG/ApyqUgHO4lHO4jmYxjWclhAyzXddB1A9d1KSgoHdEGwyeoAEsZosWyabUc2i1n1AKsVfe/n2mrrqSwdvi0vyse+is6jxykZvH5BzWxvh4EgvqNL3Fk8yvc/80fo2kat3/268QjYXJKU3eIqxetoHrRigt6HoqiKKMh4cZYn3gCDYM13lvZlHya3w58j6nGPOZ4lw85PiYj7LReAyRLPFdTYZws3LM18QKdbjMDsp/lvutSZdwlXOu/j33JrVgkabD3McWcjUbqg4ZFkgEZptftTF8/pGUTIMT+xDZ22usByNOKhzS+jcsYT0Z/CsA1vntxhUu/241Ao88dfFOtz+lEoKWbEge1zAmzZqvEqOIW/d0gJVsSz5OrFVFtnsy4MIWXWeZydluvkSTO0/FfsdJ7AyEtm6gMU6iVI4QgpGURECG8wk+mlod2fKF+psjhtuBf4EibdbGHsbEG9TWTUrLL2oBA0Oo0UGnUYQjzjGmIijKZua5Le/sxAPz+IKZp4jg2uj443InHYzhOqo1FMBiis7OVeHyA4uJKDOPMKc3n6pIJsF461MX3X23g/7uilvllQ6fYlZNKTINO2ybfOP2vh+u6dDceJqe0Et08/19Gw+M5bbl1gLJZ8ymbNX/I9mR0ANMfOONU7tUf+iRNO7ey5Xc/p7C2Ln2sPzM7vf5KURRlvOp1Onk2/giSVAqLg0VcRpFIDtrbhw2w/CJIhT4FiyRlRs2g18hqYwYDVn96tun15Is02Aco1WtY5F1Ll9tKp9vMq/EnWeW7CWlJSrUaMkUOizxXIISgx+2gx+2gwphGl9MCgIaGlwBSum+ofijTX21LvkSb28gMYzHLvNeke2edsMp3E11uC7Zr8Vz8URZ61pKhZY/QT3LkRN0wmxPPUqrXMsVz8r3LI7w02Ps5au/lCHupMqbj4uLiYAoPMzwLydHz2RR/hiQJ4m6MDYl1SCQrvNdTbFTiFX6uD7wdgE3xZ+h0W1jjuyWdDqgLI73/VEII5pmr6XbbVP8rRSH1NxEKZWFZCaSE/v5eHCf1+qRpGvn5xQghCARC5OQUYJoeNE2nry81ax6NDpA5Qp8TJ1WAdaYcyv/Z0Miu1jC/2HJMBVhn4dU0lgTPXEp96+O/ZPfTf6By/hLW/sXHL8q4dq17nM2//Rkzr7yJpXe947THeQMhpiy7jCnLLrso41IURRlJMTkACE4EKra0Wey5iib7IFXG0Fn/PrebQ9YOpnsWDZtmWGnWUWnWYUuLemsXBh4kLkGRgSk8TDHm0p1spUAvw6cF0j2YkjJOhpaDgcnT8YeRwN7kZlyZqgbrInkm/iuiMsKV/rvSfbd8IsB1/rchkWxLvpQahIAyo3bI2HxagDJtCn+O/oKw7OWIvYcF+vh77T7m1NPhNtPrdg4KsAAKjQry7VJy9SIkLk/GfkpSJrjafzdRN8JriaeoMqZTZkwhVxRxyN5BRPbh11K9eE797NLkHELi0uW0DrveCqDdaUJDI18vpdAooz6+i73JLQS1TEr06vR1FeVSI4SgqKgcgN7eThKJKLpu0N+fmjl3HJuionKklOTmnkyjLSoqJx6PEQplDnvdN2PSBFj//nw9P93UxD/eOJ0bZw2dHv//rqjlF1uO8Z4Vql/ESDBMDyDRzfNLIexpbuSZ//4alfOXnjFIGk64sx2h6US62s/rPEVRlIlCSkmWyGO172a2J14iLHvpdTuY411BpTlt2HN2JF6h3W0iJgdY7btp2GtuTj5Hp91MlAiZIodbAu9Glwb11i6ytXzuCD405LznYr9hQIZZ4LmMLC2ffreLsOylQCtjwO3HR4CI7AMEUTc8qLFxkjhSSpZ7r6Xf7cFPiI3xdWRrhUzzzBvyWAu8l3PE2sM0c2jmwnhQYUyjx+mgVK8ess8n/FzmvxVINV4+UWDCkkk6nGPY2HQ4zcz3rgHgav89SFw0odNoHWRT8ulU6qdnOQs8l5GUCcqN4Xsz9rvdvBL/IxK43v92Wp0GIrKXQ3Y/LpJjWn16LIpyKcvOzic7O5+GhpPVn6WEjo5mwuFeCgpKycxMpSOHQlmEQiM7+TIpAqxfv97Mw1uPIQTsaQsPG2DNKcnkSzePXGR6qZt341uoWbqaUN75LaRt3b+LgZ5O6je8cN4B1tK73kHFvMUUnkdVweHUb3qZ1n27WHzn2/GOYNduRVGUC7Up8SyNzn7mmatY7buZDqd52JmfU00x5xJPRplqDO0TKKXkudij9MgOIFXxrkivwCN8HLH3si35EjoGtwX/AkgVxIi4vany4MIDUuITAa7y30WH00yDvY+Z5lK8ws+B5DZ22xso0EoHlYOPuRGejT0KwDX+e8nS8ngy9jOiMkyjc5AMkY1fDw4q1lCgl1Kgn6w2G5fRdKPkqZ7T9z+8WLz4mWLOJiDO/DlCFwbX+O8lKRPk6AVkaDn4tdCg6pBCCASpMvg9bhsAXW4rGxNP0+QcIiSyqPMMDjQd6fBc7FGSJDDwYAgTj/BSY8wk6SYAyUF7BwYmvxv4PrPMZcRkhCKjYkhlSkW5lJyoFnj8OywrATCob9ZomBQB1sNbm0k6kuVV2XxwTc1YD+eSIIQgs6D47Ae+wdSVV2Al4hRNPf8gSTc9lM1acN7nvdH6n34X17bIq6xh+mXXXvD1FEVRRkpSxlKl0Inh10JUamdvDVFiVFFiVJGUCQ5bu/GKAIes7czwLCZfK6VPdgOCEq2a5b5r00UUcvRCPPgo0MvS13o29gguLku9V7PWdwcHktvYkXyFTYlnWOW7gcXeK9PHTvcs5P9v786j47ruA89/79tqwb4TOwkQ3BdxE0mRIiVRIrWMFjuxLDux02nbSfp0p2emZ8aezEx6Oqe7T6bnTKfn9JmcTGcmnc4kdmI7jm3Jtixr3yVS4r4DIEEAxELsWy1vu/NHgUWCALhI3AD+Pv+x3q1XtwqHr96v7v39fnX2EmIqZ8r2fFPZWFhoNLZy0OjJbY9QbtTwkfsKAE/HfxtTzXwb0uWfpSfo4EJw/q4IsLqCM+xLv46jomxwHuaw+z4r7S1U2Qunjc0x8rm4Sc9WDo327PnGK5z7KTBKKTdr2Jd+DYCEHps2ztNpRif/jjsjz1FklmU/84s5easiW/gw9UsCAtr8E4zpIc75p3g657c/13sXYi6rqWlgaKiPkZFBHCdCYWEVqVSSePzWbqWdFwHWv3piKa+cvMDXNtYQs6/diFHcOXYkypo9z93ROax+/At0nzxMzar1d3QeQghxpc3R3QyH/ZQYN14J7oj7Ie3+KWwimS16rmZH7Fkein6BCT1CldmQvSl3dRqHCE/l/NaUc+QbxQyHfeSofAxlcsL/hJBMzlVf0EWJWZkdq5QiQpRm/xDFRgWlk8ccFeGJ+NcBnQ2gHon9OolwjFxVwBupvyemcrMVC2dSbTXQF5yn3Ky54c/hVnBUFI0mQpyD7rtM6FE+dd8gxeYpDX0Hgl6OpfcSN3LYEHl4xrzwkXCAg+l3abBWUms3UW9n8uoeiDzJSW8/lWY9gQ4wLusZFjXiPBB5Eh+XYmv2nSPrnB2UB60UGKUcTL97zdVPIeYrrTXJ5Di2HcGybKqq6onFMruWcnLybvnrq6lLZ1MsBM4ODIwThrOOEeKmGeu/wKl3X2Xx1ocoXFB97SeIu55hKEpKcgEWAW3XGL4QueYIcV0+Tb9Fh3+aB6JPZoOQdu8U+913qLeWkdRjLLXXU2JO32kwFFzg3dRLhITsin1pStW+zD2BzlYFbHYP0xm0gIY1kW2UmBU0u4c46x9nU+RRmr1DdAYtWNjZbYbXEuoQhbrpjT1v9fXG1WlGgj6Oe58yEGYqKSoUj8VeINcooMs/y8fpX2WrPz4Z//qUsuoXHUq/T6t/hFxVwO74V6Yd7w+6eTf1IiVGJTtiz8w4l2Q4QXdwjhqrAUdFr2v+QtxLhob6GBy8gGlaBIGPYZgsWvT5UkyudLVrzrxYwRLzw/6ffI9zBz9m4Fwre/6bf3mnpyOEEHet/qAbjWYo6MsGWHX2UursmXsLXjQQ9PBO6sVMkQVMNCFahwQEnPWOc8z7mIXWCvKMAhZZK2ly1tCf6qI7bOOY+zE7Ys/Q6h8locc475/hQtAJQK4qnPZaY+EwbyV/TIFRwoPRp7MBlaGmr1yddg9ywvuEdc4O6uxrb4u8E8bDEd5N/xzQNBirGKEfE5u4yvwqbkzmVTlEWWavnzG4AqgyFzEQ9LDQWk6rd5Q6a0km323SRDiKQjEeDgOXckhGwn5avCOUGpW0+IcZ1cMMhj3Zqo9CiEsu9rOy7Qhaa2zbxnXTOE7k9rz+bXmVO2A44fFGcx8PNZVSHM9cuF45cYE///Ac3961mM310xsZ/vRIN3/2fhvf2bWYh5vKbveU73mNW3cy0HGWpu277vRUhBDittJa45IiomLTjqXCBKN6iDKjKhukbIs+yUDQM2u1udmYWCjAIcbO6LPkGoW8nvgho3qIIqOMkJAz/lEUBlGVS7W1iAZrJePhMI1WJpdoU2QX5/0zNDlrKDUr6QxaWWVP7801EvTjkaY/7ELrADVLvhVAb9BOQMCFsJM67s4AK3rZ38ZXLjujz005vsCqY4/xG0RUdFpumafTnPfP4iiHY+4+xvUwx729uKRJhGOsjmzNjq2zluCoKAVGMclwgteSP8DEIkUmj609OJ0dm6sKaPYOUW8tw1G358ZRiLkgL6+QnJw8lDKylQMvXOikpqbxtrz+vA2w/t3rzbzR3M97Zwb5ky9kvhR+eLCL9qEkPz3SM2OA9fKJCwxMeLx6ql8CrDugZuU6av5o3Z2ehhBC3HYfpV+hO2hjg/NwNifnordSPyalJ1jn7KDezmxxyTUKZuyT1OO3c95vZbXzAI4x/Ya70Czl8fhvYmFjqcwvvEk9jkKx0FpOnV5KT9DGmB6myMh8D1ZYtTxmvQBkAsGRYIAis4yIirHAqmOBNXP7kxx1aX4TjJEKkpxw97HCuT+br3XRxsgjdAVtNxww3k5xI4/d0Rdo8Q+Rqwpn7L0ZN2auTPtJ+i26g7NAJrjVaAqMEobCC1OKjEAmt63SyjQOHg76CfDxuVTxLEIclxT11lI6/BbG9BADfg9rI9uIzfL6QtyLDCOzqpybm08iMU5eXuFte+15G2BtqivkndYBNtVdCqT+x0eb+PHhLr60rmrG5/wvu5fwyxMXeGbVjVfHE0IIIWaitaY7OEe+UTRr89iUTmSqB+rktGNxlUtCjxNV16569UH6ZUCTSifZFpveEwuYtnXtkdiXmNCjlBqVKKVoYEX2WKD9KasxQ2Efh7z30WhKjMopAUV/0M37qZ9RZTawKbqLQrOEJmstCoNcVcih9Pv0h92c8vZTaj41ZQ4xI5dGY/Zqe3eLqBHnrH8ChSLXKJw1uITJLYWpF4mSw5C+1L/RwsIFfNwZ89Y+Tb1JR9AymV9XzQPRJ7CwcVSU3qCDWqspu1p13N1Hs3eIrrCN4VQ/j8d/I3sercNsLp0Q97J4PI+FC6++ffpmm/MBltaaf/9mKx3DSf7tU8vJjWTe0hfXVvHFtVMDqcVlObT0J3jhv+znz55fw33VmX4WF3+BqimM8c2t9bf3DQghhJjXOvxm9rtvYc9Qte+i7dGnGA4HKDUyKzsX826UUjwYfRoff0qezmwywdjYDVXfixu5BKHHe6mXWGStoMbOrCIdSr9Hq3+USqOezdHdGMokzyikwCjBxpmyZQ5gOOwnJKQ3aOfFib+g0VpDrdVEgVGCUooVziZMz2KZPTcruIY6oNfvoNhYQFKPT2msPJOh8AIpnSTJBAoj00A69iSjwRCH3Pdosi71uvK0yyn3AGf9YxhYaEKGgz7KzWrKjGreT/2chB5nR+zZKVsBVzibKDEW8EH6F+RetmK4P/02bf4JNju7qbalkqAQt9ucD7Am3IDvH+jCMhSHzo+yrWH6Be/DtkFeO9XH1zfWcqBzBA0c6xnlD39xkqQb8IPf3khJzrW/uIQQQogblWPko4E8Y/rW9ItsFck22vW0y2vJ76OBx2LPY6sINtO/o7TWTOgRclR+dqXi8hWMy7W4hxnXI6x2tmZXpHzt0em3UmHWvee0lwAAIBZJREFU0OadpC/sYsIbywZYI+EgAN3hOXqCdqqsRdjK4ZHYr834Gg3WCmwceoJznA/O0uIf4rR/gHXODhbayyg2K9hqPn5dn9ndZijo40D6HYZ1PwWqhD2xrxLgzzp+LBwmQow1zgPkqyJsFSHXKMBSNmVWjEet57Nj0zrFK4nvZbcB1pmLKDLKMv3DwnEsZXMhPI9CMRoOEL0ieK6wanna/MeYl93SDQV9KAxG9ADVSIAlxO025wOs3IjFf/dwA53DKTbVFU47/nZLP9956QRBqMmLWFgGaKCpLIfesUw352M9Y+xoLJnyvP2dw/yn98/xe9sWsq5m5i0dQgghxLWUmAt4Nv4N1FX6Pl1uIOglqRMoFGmdwp6leMEpbz8nvE+oMRvZFH101vN52uWw9wEKgwqzLpvfc9zdR6t/hEKjjPsjjzKhR6m3MjleWms2OY+y1/0VbuhSPEtfrrROktIJCowSDGVSby+l0lpIqV/JOe80I7p/1mbCc8lB9x2GdR8A+UYhryd/yKgeZLG5lkq7njbvBCucTdgqwkjQz3vpn6NQbI7sptSsumpJ+lAHhAQoDJbY99Fkr+Ww+z7tfjPdQRsPxp5ma+RxUnqCMmPmFiYX8+kueiD6BANhN5Xmopv3IQghrtvcv+oBL6yvIdSa4z1jLC7NIXpZs+H/b18nQaiJ2wYftg3x7V1NLK/Io7owSsQ0CLSmMi/C33zSyfKKXDbUFgLwnz/qYH/nCH/5cTvrau58F3khhBBzl6HMaw+a1OodBjSFqnTWnC0gu4KS0BMEOsCc5TUsbBqtVYzr0SnFJYqNClo5SqlRRY6Rz5bonuyxt1M/YTjsY2f0CxSZl4o++drjpLuffKOYWmsxryV+gEearZEnqLBqgUyj4UZ7NQutFUyEI5zyD5IIx2iy105+FnMvL6jJWstJbz+rna2UmzW8mPgLAAbCbnrT7YzpIWzPoT/oZkwPY+Pg4fJh+mWqjIVsic2+chczctgV+xKgs6uc5UYN5zlDhZn5TC8GxdcrZuRQY9y9BUOEmO/mRYAF8Fcfd/DnH55jfU0Bf/qlNdnH/8XDjXz7p8cYmHA5M5DgBwe72L6omIUlcb796GK01hzrHeP/eucMtmnw7n+9HYB/sq2eiKX4x1umXtS01nz7xeN0Dif50y+tyZaAF0IIIT6vs95xJsIxclQ+y5yNVx27wr6f0XCI7qCNA+7bs/ZDUkqxNrI9+++L1e9q7EZq7EzJYk+7eNrNFq0YDQcBRUKPUsSlAKvdb+a0fwCAmMrBUhauTs+4SmUqk3E9QqffjEbT7B0CYHf8K1PyiIaCPlq8wyxx1l0zr+lOqbEXZ7dOAjwYfYY2/zgr7M30BZ20+Iept5YxGg6B1tznbKfLb6MzbKE7bGd/+m0KVAmNzsyFPC5v9gxQZy+hzl6Cq9P8MvFdDEyWWPfRHbTh41FsVNAenGZj5OFpVQiFEHfevAmw4o5JqDU5jsnLx3v5q70d/MFjTaytLmA05YNSrKnM5XDXGK39ExhK4Yca21T83raFVORF2HjZFsOVlfn8++emXwiTXsjbLQOYhuJE7zjbFt2dXwZCCCHmDq1DzvjHOe7uwyPNcmvjNVctlFLkqUK6UThEs48nwjE+TP2SUrNySmAFcML9hBPeJ9znbKfBXjX52ppXk9/H1UkejD5NiVnJjuizdPgtlBhTy6mXGVUoFBpNqAJ2xZ7H0y4xY+YKh2VmNVXmIiIqTpt/HFB4Oj0lwDrifkh/2MX5ZCu7Y18hbuTdyEd3RxSb5RSb5QDUGk3U2k0ALLPX0+G3UGZV46gI59Ot2Dic80+i0Syyl2MoE601+923GA9HiJLDqB5kc/Qx8q8IMPelXiehx1Ao9ntvZR8fCQdwSXHSPUBxtGJebMMUYj6ZN/8jv7y+mh2LSyjPjfBb391P60CCf/rDw3zrgXr+7y+v5Uz/BE+uqOCPX2vmYOcIfeNpIpZB2g9ZU5XPl9dVE7GuvW0h7pj8u2dW0DWaYssMvbSEEEKIG9UTtHPY/QBNSK25mIXW8ut63kpnMw32KmKXlXDvC84zqgcZ9YcARZ5RQIO9ilCHtPknABgMLtBwWdqO1iEAIZnqhR1+My3+YQbCHh6KPUdKJ9mb+hVFRjlPxr9Oi3uEXr+dUqdy1uCq22+jN+hgXWQnjopQZzUBihwjf8q4JnsN/ekuNJrRcGhOBFiz+cR9k5SeIO7lstzZyB7jq4DigPsO+RTxRvJHJPQYdeZSzgWnpjy3xz9H3M5jOOyn2KjAUAZjegiAenMZWmn6/PPkGUU02qvYn36b/vA8x919rI5sZTQcZDjop8ZaPCe3YQoxn8ybAAugMj/zC97v72jgn//9EdKB5k/fbeP7/6iEpyd7W/3eA/U89xf70Bp+8I/WU54X4Vt/d4hTF8b5f19Yy8rK/Ku9BAAPN5Xe0vchhBDi3lJolBJXeeQZhWyM7LpmUYS96ddRwKbIrmnNbautRsbDUQBO+wfQaDyd2VaW1BMALLYvbaVXSrEz9hz9QTelRua7ssAoQaMpMjLfd31BJwNhD/1hN8vtjZzy96MwKDWrqLJmLqTwSfoNPFxyjHya7LUUmzMXyqi0FrJDPUMiHM/mHM1Vi61VnPNPs8CsR2udDRa3RZ/E0y7Nicw2ybPBMWrNJvqDLpJMUGM2stBewb70a/QEHVQZi5hglGX2Bk57B2gPTvNw7ItsiDyEq9P42qPKWsQZ/yiFk3+jd5Iv4uEyHPax3Nl0XWX9hRC3xrwKsGaigd/9/mEcy+A/v7AWxzKwDIUbhOzvHGFbQzFnBxIoNEe7x9jbPsyzqxdIbpUQQojbJmbksif+FXzt4ZGesuXvSmN6mO7gLADjepR8NXU3haVsVkbux9VphsILDIQ9HPP2stLayEJrGSYWBcbUyrn70q8xHA6Q1kmWOuuos5dMWQmpNBfSYK3MNClW0GCtYiwcotSc2m/yck32fXQFZ6k0F17z/ZeaVXD9dUDuWpk8slLeSv0D+aqYcT3CCnsTTc5abOWwM/ocx929JHWCFc4m4iqPkCC7xc9RMTQhI3qAcT3MOe9UNigeD0fIU4X8KvE9fHwein6Btc4D2RL9peYCuoN2WvyjjIbDbI89Nes8hRC31rwLsPrG0/z13g62NRTRP+FyoneCoaQHwFP/z14AynIckm7Av37lNJX5Edwg5Mvrq3n5RC/Hesb58w/O8Y0tddJ0WAghxC2TChOYysJWDgfS79DtnyPAJ8BnV+zX0UCbd4JGe9WUbXX5qphl9gYgk4N1NSudzXT4p+nwWyg2FtDutQCZCoQWmT2CB9LvMBoOoQmJqUurYZdvM7OUTZFZzqfpN+kK2ng49sVrvr9lznqW6vtI6cT1fyjzwLgeARTjeoSAgN6ggyYyFRRLzAU8GHtmyvhj6b2MhAPcH32M9c5OVtibaPEO0+6nWeLcR46Rx3g4QqW5kJAQPbmNU6OzwRXAlujjtLpHOOS9P21VUwhxe827AOvN5gH2dQwDEOqZx/RNuFiGYkdjCQMTabpH0/zoYDcrFuQRMRVuoHnvzKAEWEIIIW6JkXCQN5M/wsLmifjX6PRb8HABhYGBr/1s8YfxcJikThA3ctkS2YNSiuXXqDAI8FbyH5jQY2yMPMKayDbO+63ZnJ7eoINqK9OA9px/ipCANfY26iaLNVxLj9/OSe9T1jgPzLr1D+Dj9Gt0BWcni2qsvK5zz3UN1gpiKoe4ymcg7KZqhl5UoQ446L6HqS1agyMoFP1BF9VWAzGVw1n/OD4eE3qESqM+W/zCxGT35ErnlblsAI3OamrtJmxm7p0mhLg95kWA5fohtqlQSrF7aRnvnRlgf8cw6WCWCAt4bnUF33l0CSkv4E/ebOWnR3voG0/z8u9t5eUTvWxvKJn1uUIIIcTncamoRABo1trb+cR7A9Csc3aQbxTTYK0g6Y1TbFZwwvuUkaAfDxfnOm+eMytUGmvyq36BWU+eKkYBOeTzy8R3qTBr2Rp9nKHgAvlGET+b+EtqrSUsddbR7B6i2mrIBlB11hKKjDJiKpf3Uj9jMOyl2TvEZnP3rHPwdBqFwtWpz/FpzS1KGdm8tEJz5nuJ4bB/srIgrLDuJ02SBWZd9vg6Zye9YTu11vSAN6JiRFRs1td31OzbS4UQt8ecD7CO94zxjb89yJLyXP7qN9ZRGLc5N5i4anAF8PeHelhbVcBLx3r5pH2YXUtL+Z2tCwlCTUVelLJcycESQghxaxSapeyKfQkbB1NZHPMzW9gVBiPhAJ8m3mStvZ098a+idYiJSUzlTilvfrmxcJhev50j3ocstzexzFnPztgXcHWS2OR2MVNZPBZ/Hsj020rqcdr9ZtZFdlBh1nLS3Y+LS3dwFuUqWvzDdAdt7I5/Jfs6Fxvhrna20uIdntKr67x3hjPeMUzDZIFZR4O9iq3RxxkJ+ymeLJ5xr2t2D3PE+5AmazV11hIsHJY666YVNam1F1OLNAoWYq6a8wFWz2gKQ0H7YIJXT/VhGYq4c32Zsl0jKYJQowzF2uoCFpbE+cbfHuR4zxhf21TDt7bWY5tS6lQIIcTNd3lz2Yt5NcWqgrFwCIViVA8CmRWRJue+Wc/T7p3mU/fN7LawgbAHyDT6vTynKtA+Q2EfxUY5dVamie3FXk4AJcYCltnrqbYaCbRHd3COBmvmbX0l5gJKzKlB0xHvQxJ6DILMFsRF1kosZVNiVs54jvlof/otOvwWHog+SdkVBUA6vRZOep8Cmmb/MI/FvpwNWC/SWtMdtJFrFEzriXW9LjaSFkLcOXM+wHq4qZT//ZkVvNUywB/+/ATXWLjCVFCVH2XCC/izD87RWBrnP35xFRtqCwBYVBLncNcoR7pG2fZ/vscfPbmUJ5bPvr9cCCGE+Lx2xX6d8XCEYqMCD5e+4Hy2ZLmvPTr9VsrNmhmLF1wMzuJGLo3WFhbM0KA4GY7zUeoVhnQ/jdZK1ka2s9RZlz0+EPTwfvrnKBRL7XWYhsWey1aursdq+wHO+kfRQIVZe0/e5F8IzhMSMBRemBZg7XVfh8m/lYGJedktWJt3knb/FBYOPeE5FIpn49+kN+hkIOhmmbMBS9lcqcs7S0fQwmpnK3Ejl09Tb3IuOM3WyOPXbFQthLh15nyApZSiazTNS0d7rhlcKSDQcH4kRTj5WGt/gn/690d4Ylk5u5aWYhuKX/zuZr7z4nFMQ9HaP3Gr34IQQoh7XETFiJiZvBqHSLYABcBxdx+t/hEKjVIejv3atOfW20spMsuIq7wZb8IBPky/wrDuy5x/hhwde3LroaMiKD7bzo1qexHV9sw9seazQPsoFIYy2RZ9ioGgm1qridPuQbqDNjZGHiHHyKfKXEh3cI6F5jJWRTZnP3OA496+TINiMn2zLGwUBnvTrxISkGPks8heMe21D7jvkiZBMjXOzthzDIUXUChGwn4qkQBLiDtlzgdYfqhp6Rsn0FAQMRlJB7OOvRh/hTMc60+4/K8vnyLhBdQXx/k/nlvJwc4RKXYhhBDijio2KjjDUUqN6lnHXGs7WYlRwUjYz1p7+4w36vlGEU/FfwsTc0p5dnF1E+EoryV/gK0c9sS+Sp5RmN36edLbj49Ld9DGYmMNGyOPYMzy+d5nb6cjaGG5vZG+4DwlRiUaTb4qIqknKDdrAPC0i6FNTCOTClFmVtMZNDOoexkNB8k3SiiknCX2fbfrIxBCzGBOB1j9Ey5/+PMTfNoxAnDV4GomhoKCqMmjS8r5/Z0NfO/TTt5pHeTBxmKK4w6PLCm7FdMWQgghrluN3UiN3fi5zrE2sp01zrarbtuzlRR3ulGedtFoXJ3ONAy+7LZqvbOT3rCDKnMR/UE376VeIq7yeSz25Wl/hyp7EVX2IhLhOEe8D1HARmcXw3oATYiJxWDQy1upHwMQJYeHY1+kfDLAMrEYDQc5H7Si0axn5+38GIQQV5jTAdYPD5znk8ng6rMINQwlA9bVFBCzTb6xpZ5vbJEldSGEEPPPzcqJCnWIQt2TOVZXKjRL2RF9Bks5U7b8QSYwrtC1/DLxXQI8AFL66mkHhjIwJrdoFpillJs1RFSUiIoxGPZmx6VIMKoHqbeWkmPkkasKMZVJeVBLoVEqq5BC3GFzOsB6dGkZ750Z5MnlZRzpGeeDs4MkvZk2AF7d2BUrX1prjveOs6g4nq1I+B/eauX0hQn++OnlFMZm3uMuhBBCzGeJcIzXkj/AUVF2x17AUNdXtXc+u1qj5ZRO4JEGFBudhykyymj2DlE4GTxdKariPB7/TSCTD5enCujwWxm2+qg0F7LeeYiRsJ88VUy5UYNSijLz0tbRbdEnb/r7E0LcuDn9E0dTWS7f/foGHNvk9dP9uEHIwqIba7BXXxTl0aWlUx77/oEuvvm3B/n9Hx0BwAtCvvfpeQ6cH+HTjuGbNX0hhBDijgq0P+Xfx9yPeSP5IxLh2IzjUzpBSEhKTxBwY9vy7yW+9tBa0xOcA8DCos5ewlDYxzHvYz5I/WLW5/b453gn+VMGgh46g1bSJOgLu1BKsdBextrIdorNclzS2ec0u4f5OPUrXJ2e9bxCiNtnTq9gXXTk/CgAQQhtQzfWLb5jOMVoKlMByDYVUdsk7piEWpMzuXplmwb/8+4mWvom2Lbos/WlEEIIIe4Gbd4JWr2j5BlFdAYt3Odsp8FeBUCzdxhNmOljZUwvhlFsVrAt+iQ2EcnZmkWH18I+9zVqzSZWOJs4b5yhysxUVywxFxBXeZQYmd5gWmfKb12+3bLZO8SoHqTNP8nWyBP0h13Um8vo8JspNMoYC4f5OP0roirGE/GvobXO5m0t8Oupt5fe9vcshJhqXgRY/2zHIva2D5NwfZL+NWq1X8EyFMNJjxf+y6fkRkxe+p3NPLNqAffXFVKac+nL47nV906jRCGEEHensXCYZu8QjfYqCozrq3I7EY6yL/061WYDTc5aTnsHGdcjuEEahcFoOJQdu8nZxUDYQ421eMo5PJ3mtHuICqt2ypY0Md2EHgEU/UE3vX4HO6PPoiZzonKMfPbEvwpAoANeS/4AT6fZGXuOXFXAqB4kZuSSSwHL7PWMBAOMhkO06RMc8/YSIcrG6COAxiJzj6KUYrW9hYGwR3pfCXGXmBcBVnlelD94rIn/4afHb+h5DcVR/vI31tM2mCTQmgnXJwg1tgkL8m9sq6EQQghxqx11P6I7aGM8HGFH7Jnrek5XcJbBsJexcIgmZy3rIw/R7p+m0VrNuB5hwWRDY4Bqu4FqGqad46x3nFP+ftr8EzyV81s37f3MR0vs+xgNh+gMWjjovYttONRaTdPG+bgk9BgazavJv6PeWkYqnKA37KDCqCXHyOfN5I9wSdNgrkShKDYrKDBK2Rn9AgWXleZvctbSxNrb+TaFEFcxp3OwLvcf3jrDja1dwZnBFGcHEnhBiCLzK5BpSFUkIYQQd6dGexX5qpjF1urrfk6dtYR6axnrnYcAKDLKMTDoDc4RU3FeTvwNbyd+wkl3f3bL2pUqrDpyVcGMPbTEVIYyKTEyhS8UBlGVQ6Cn56tFVIwd0aepNhpQGEyEoyy211CgSlhsrwFgqb2eIqOcxc4ansv5FgWqlF8k/op3Uj9hXH/2KspCiFtrzq1g+UHIv/7VaWxD8QePLckGRN/cUscfvXL6hs/nBZqciAkKch1Lys4KIYS4a5WbNTwaf/6a47TWnPGOYqsodXYTGyIPZY/1B12c9U+gCVnORlxSDOgeBr1eKq16CtT0rYcFRgm741+5mW9lXmt0VlNlLWI0HObd1Ivkq2IejT9PqEPO+2c45L5HmVnF5uhuiqLlXAjOU2xW4KgIFdalFcUrV6ZO+fvRl/2cHOqAj9Kv4GufB6JPYCmpcizE3WDOBVit/QleOdGHRvObm2pZWBwH4IkVFfybV08T3ECV9jzHpLYoRkmOwy9+dwtRy8CSFSwhhBBzgNaa91M/Z0KPsiP6LDEjB4BPUm/QGbQSkvlCLDeriRrx7PNKzAUsMOtQGLR7zVQbDaRJYSubXFX4meczHo4wFPZRbS6S8u1AzMjlsPsBAAmdqcp40H2XNv8EAL1BB5BZ8Vpg1V3XOTc4O+kKzrHUXkeBUcJEODp5HsVYOEyRWXbz34gQ4obNuQBrcVkOX15fhW0o6opiAIRa09o/gQE3VDR2zA34T++38T/tXiK9rYQQQswpAT594XlAMRIOEDNy8LVHe9AMaCLEKDBKiaipOcWWslnpbOaT9BtMMIKlbXbFf/1zz+fd1EukdALXeYDGyaqE9zpDWSgUFZN5bgaZwLPMqGalsxmAwaCXI+5HLLPXZ1evZqouCFBrL6HGWsyn7tsEnsfGyC7W2tvw8Sk0pracEULcOXMuwDINxX/7UCMAbQMJvvPScfIiFke6RwlvNAkL2FRfdJNnKIQQQtx6lrLZGnmChB7P3sD7ZNqOQKbpbOEsKxofp37FmB6iQJWwPrLzpsyn2CinK2gj35DvVYBPUm/SGbSw1N7AUvs+ANY622i0V5GrCrLBU7N3iIGwmxPeJ1RYtbg6zavJv0OheCz2wrRy+Ak9Trt/GgWMhP00OKto807ys8RfstrZykJ7+W1+p0KIK825AOtyH7QNcnYwgWMaaA2GAsdUpGYo1W5lqlhgKk16cpnr6xureWypLKcLIYSYm67cWhZVMR6J/RqB9mcNrgBqrEZavaOsjmyddVvZSDhAoH1MZfFO8qeUmVVsiT4+6zk3R3ejtZZcZsDTLu3BKQDGwiFMlbndUkqRd8U2zGXOBrSrabIzuVauTuJNNgx2dWpagBVXeSy3N+BrjyIj87frDs7i4dIdtEmAJcRdYE4HWM+sWsDghMem+gLKc6N0DiX4ly+fojrfpGvUnVJV8HtfX8/X/uZANrgCONw9c6d6IYQQYq66Wn8srTXt/mnKzGqWOxtJhhN0+WdZYNZjqEuFhVM6yZvJfwBgmb0BH58LwflrvrYEVxkmFjnkkSTBcnsDoQ444x8j3yim3KzJjhsPR2jzTrLCuT+78pdrFLIt+hQKgxwjf9q5lVIsdzZOeew+ZwelQQs15uJp44UQt9+cDrByIxb/bMei7L//4zutjLsB427AjoYi3jlzqXniv/jpcb64ppK/O9CFBpSC/OicfvtCCCHEdXF1GguL3qCTA+7baDTPxr/Je6mXGNejrLI30+RcqlY3EWZKgCsUddYSoip+3Y2NBRjKYPdkQ2GlFJ1+C0fcjwDNc/HfyQaiR9wP6Q7aGA0HeTD2dPb5N9rMOWbk0GRIHywh7hbzKsL47fvraO6bYNeSMs4Pp6Yc6xlN83H7MOtrCvjqhmqWVeRRkuPMciYhhBBifhgK+ng79WNiKpdtkf8Khyh5RhEKg7jKZ0wP405uSbvoqPsxIQGVxiLiRi4LjWV3aPZz1+WreUVGOXGVS6FRln18IhzFxCJGLg3Wyjs1TSHELTCvAqw11QX87He2ANDcN867rQNELQMvDAm05sxAAlPBf//IYsrzInd4tkIIIcSt55EGFGmdJMfI5cmcr2ePFRll9IbtnAtOspL7s48vtlbjeikaHbnxvxlyjHz2TK5oXXTIfY+eoJ0FZj3VdsMdmpkQ4laYVwHWRZ3DSZJewIL8CKsr8zjaM073aArbUHih5pWTF1hctujaJxJCCCHmuHKzhh3RZ4iqHNRleVYAdfYS+sMu6qwlUx6vthvkpv8mGg9HOOp+xCJrRbYUe63ZxHDYT53ZNONz0jqJQ1Ty2oSYg+ZdgHVmYIKv/fV+APxQ0z2aRgP31xXylQ3VvN0ywPPrqu7sJIUQQohbTOsQjcZQJsVmxYxjco0Ctkefxse7zbO7t7R4h+kKzjIaDrFJ7eKY+zFLnPvYE/sqfcF5fO1hqUv9OFvdIxzy3qfOWsLGyCN3cOZCiM9i3gVYplIopXBMxbc21bK/c4S97cOU50XY3lDC9gZJ0hVCCDG/hTrgleTf4uoUj8aen7Ea3UVvJv+BUT3Ag9GnKTXlB8hbYZG9ktFwkBpzCXtTrzHBCJ7rkm8U0e43U2UuZHN0d3Z8UidQGKTCxB2ctRDis5p3AVZ9cZyffPN+IqZBXtTiqxtCjnSPsrry0pfLH796muM94/zJF1ZSliu5WEIIIeYPV6d5P/kzknoCAyOTe8XsAVZaJ1CTOVri1igwitkS3cPLib8mIMDAZJWzmYGgB01IjlEAZMrjf5D6BfmqiAciT1Jslt/hmQshPot5F2ABlF5WHdCxDDbUFmb/HWrNjw/3YBiK/R0j7FkuFy8hhBDzx1B4gWE9AGi2RPbMuj3woodjv8aEHqXEWHB7JniPcnWacLJDZ5O1ljKzmjKzmkZ7dbaZ8EDQw0g4wDB9rIvsxFTmnZyyEOIzmpcB1tUYSvG/Pb2c0xcmeKip9E5PRwghhLipyo1qltsbiKlcFlh11xwfM3KIkXMbZnZvyzUK2BF9GlCUmJeC2YvBFUClWcdSex15qkiCKyHmsHsuwAJ4ZEkZjywpu9PTEEIIIW46pQyWORvu9DTEDErMyqseN5TJCmfTbZqNEOJWMa49RAghhBBCCCHE9ZAASwghhBBCCCFuEgmwhBBCCCGEEOImkQBLCCGEEEIIIW4SCbCEEEIIIYQQ4iaRAEsIIYQQQgghbhIJsIQQQgghhBDiJpEASwghhBBCCCFuEgmwhBBCCCGEEOImkQBLCCGEEEIIIW4SCbCEEEIIIYQQ4iaxrnLMBDAMdZumIoSYby67fpjXMVyuOUKIz0yuN0KI2+lq15yrBViVAEVFObdgSkKIe0wl0HodY+SaI4T4vOR6I4S4naZdc5TWerbBEWAT0A0Et3ZeQoh5yiRz4dkHpK8xVq45QojPQ643QojbadZrztUCLCGEEEIIIYQQN0CKXAghhBBCCCHETSIBlhBCCCGEEELcJBJgCSGEEEIIIcRNIgGWEEIIIYQQQtwk/z8pSbOKWt4S1QAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -908,14 +932,54 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 20, "id": "f1120a0b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'plate_barcode' as categorical\n", + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'mouse_id' as categorical\n", + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'tissue' as categorical\n", + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'FACS_selection' as categorical\n", + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'mouse_sex' as categorical\n", + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'subtissue' as categorical\n", + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'cell_ontology_class' as categorical\n", + "/home/emj760/miniconda3/envs/EMBEDR/lib/python3.9/site-packages/anndata/_core/anndata.py:1220: FutureWarning: The `inplace` parameter in pandas.Categorical.reorder_categories is deprecated and will be removed in a future version. Reordering categories will always return a new Categorical object.\n", + " c.reorder_categories(natsorted(c.categories), inplace=True)\n", + "... storing 'cell_ontology_id' as categorical\n", + "writing .csv files to ../data/tabula-muris/04_facs_processed_data/FACS/Processed_Diaphragm\n" + ] + } + ], "source": [ - "data.write(f\"../data/TabulaMuris/FACS/Processed_{tissue.capitalize()}.h5ad\")\n", - "data.write_csvs(f\"../data/TabulaMuris/FACS/Processed_{tissue.capitalize()}.csv\")" + "data.write(os.path.join(file_path, f\"04_facs_processed_data/FACS/Processed_{tissue.title()}.h5ad\"))\n", + "data.write_csvs(os.path.join(file_path, f\"04_facs_processed_data/FACS/Processed_{tissue.title()}.csv\"))" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "187ee11e-6637-4858-8ff2-133b9b0eebdb", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {