{ "cells": [ { "cell_type": "markdown", "id": "c3d9578e-7526-4a58-b399-3402ce525e47", "metadata": {}, "source": [ "# Myeloid cell clustering and markers\n", "\n", "In this notebook, we use marker gene detection to select clusters that contain Myeloid cells, then subset our dataset and perform a round of iterative clustering at multiple resolutions. At each resolution we identify marker genes, then generate plots that we can use to assess cell type identity.\n", "\n", "The outputs of this analysis are used by our domain experts to assign cell type identities to our reference. " ] }, { "cell_type": "markdown", "id": "b18d5c96-9119-4785-bed6-ccada92b66d2", "metadata": {}, "source": [ "## Load packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "f1712a90-fa7c-4736-82f9-e66e1c055204", "metadata": { "tags": [] }, "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "\n", "import concurrent.futures\n", "from concurrent.futures import ProcessPoolExecutor\n", "import copy\n", "from datetime import date\n", "import hisepy\n", "import os\n", "import pandas as pd \n", "import re\n", "import scanpy as sc\n", "import scanpy.external as sce" ] }, { "cell_type": "markdown", "id": "0b2b992b-131e-4bf4-b503-1a1bf728f8ba", "metadata": {}, "source": [ "## Helper functions\n", "\n", "These functions will help with subsetting and performing leiden clustering at multiple resolutions in parallel.\n", "\n", "`select_clusters_by_gene_frac()` allows us to compute the fraction of cells in each cluster that express the provided gene (> 0 UMIs). This fraction is provided by `scanpy`'s dotplot function, which calculates these fractions for use in display. We then filter clusters based on the cutoff provided as a parameter to this function.\n", "\n", "`run_leiden()` and `run_leiden_parallel()` enable parallel computation of multiple resolutions of leiden clustering." ] }, { "cell_type": "code", "execution_count": null, "id": "d01e3d42-c0f4-44f6-becf-92708c42ccbf", "metadata": { "tags": [] }, "outputs": [], "source": [ "def select_clusters_by_gene_frac(adata, gene, cutoff, clusters = 'leiden'):\n", " gene_cl_frac = sc.pl.dotplot(\n", " adata, \n", " groupby = clusters,\n", " var_names = gene,\n", " return_fig = True\n", " ).dot_size_df\n", "\n", " select_cl = gene_cl_frac.index[gene_cl_frac[gene] > cutoff].tolist()\n", "\n", " return select_cl\n", "\n", "def run_leiden(adata, resolution, key_added):\n", " # Make a copy of adata for thread safety\n", " adata_copy = copy.deepcopy(adata)\n", " adata_clustering = sc.tl.leiden(\n", " adata_copy, \n", " resolution = resolution, \n", " key_added = key_added, \n", " copy = True)\n", " return adata_clustering.obs\n", "\n", "def run_leiden_parallel(adata, tasks):\n", " with ProcessPoolExecutor(max_workers = 5) as executor:\n", " # Make deep copies of adata for each task to ensure thread safety\n", " futures = [executor.submit(run_leiden, copy.deepcopy(adata), resolution, key_added) for resolution, key_added in tasks]\n", " \n", " results = [future.result() for future in futures]\n", "\n", " # Assign the results back to the original AnnData object\n", " for result, (_, key_added) in zip(results, tasks):\n", " adata.obs[key_added] = result[key_added]\n", "\n", " return adata" ] }, { "cell_type": "markdown", "id": "215a6050-26e6-4eb8-bafb-097d9bb7aae6", "metadata": {}, "source": [ "## Read full dataset from HISE" ] }, { "cell_type": "code", "execution_count": 2, "id": "ce51fff7-f097-46a4-b3a9-4e5466a2f8e8", "metadata": {}, "outputs": [], "source": [ "cell_class = 'myeloid-cells'" ] }, { "cell_type": "code", "execution_count": 3, "id": "fd31898d-1632-46b7-be93-96cc1013bfa3", "metadata": {}, "outputs": [], "source": [ "h5ad_uuid = '9db48bed-cd91-49ae-abd2-447ae478ca96'\n", "h5ad_path = '/home/jupyter/cache/{u}'.format(u = h5ad_uuid)" ] }, { "cell_type": "code", "execution_count": 5, "id": "5c9e19d4-0499-4306-be54-3d4a126c1697", "metadata": {}, "outputs": [], "source": [ "if not os.path.isdir(h5ad_path):\n", " hise_res = hisepy.reader.cache_files([h5ad_uuid])" ] }, { "cell_type": "code", "execution_count": 6, "id": "8aae664a-fc23-4099-b23a-841ccf9d22f0", "metadata": {}, "outputs": [], "source": [ "h5ad_filename = os.listdir(h5ad_path)[0]\n", "h5ad_file = '{p}/{f}'.format(p = h5ad_path, f = h5ad_filename)" ] }, { "cell_type": "code", "execution_count": 7, "id": "aab78ec3-4e68-49a0-880f-2131e757812c", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata = sc.read_h5ad(h5ad_file)" ] }, { "cell_type": "code", "execution_count": 8, "id": "ad58bc0c-412c-42c7-a267-8d14ffb9a094", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 1952128 × 1236\n", " obs: 'barcodes', 'batch_id', 'cell_name', 'cell_uuid', 'chip_id', 'hto_barcode', 'hto_category', 'n_genes', 'n_mito_umis', 'n_reads', 'n_umis', 'original_barcodes', 'pbmc_sample_id', 'pool_id', 'well_id', 'sample.sampleKitGuid', 'cohort.cohortGuid', 'subject.subjectGuid', 'subject.biologicalSex', 'subject.race', 'subject.ethnicity', 'subject.birthYear', 'sample.visitName', 'sample.drawDate', 'file.id', 'subject.cmv', 'subject.bmi', 'celltypist.low', 'seurat.l1', 'seurat.l1.score', 'seurat.l2', 'seurat.l2.score', 'seurat.l2.5', 'seurat.l2.5.score', 'seurat.l3', 'seurat.l3.score', 'predicted_doublet', 'doublet_score', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_50_genes', 'pct_counts_in_top_100_genes', 'pct_counts_in_top_200_genes', 'pct_counts_in_top_500_genes', 'total_counts_mito', 'log1p_total_counts_mito', 'pct_counts_mito', 'leiden'\n", " var: 'mito', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns: 'celltypist.low_colors', 'hvg', 'leiden', 'leiden_colors', 'log1p', 'neighbors', 'pca', 'seurat.l2.5_colors', 'umap'\n", " obsm: 'X_pca', 'X_pca_harmony', 'X_umap'\n", " varm: 'PCs'\n", " obsp: 'connectivities', 'distances'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata" ] }, { "cell_type": "markdown", "id": "ee048c77-b7fa-40d0-a5f5-11fd202a7af8", "metadata": {}, "source": [ "## Plot major cell class markers\n", "\n", "To get an overview of cluster identity, we'll use a set of marker genes that are expressed in major classes of PBMC cell types:" ] }, { "cell_type": "code", "execution_count": 9, "id": "52a64e22-c3f8-4c24-9cc4-6986b6eb1215", "metadata": {}, "outputs": [], "source": [ "markers = [\n", " 'MS4A1', # B cells\n", " 'CD3D', # T cells\n", " 'NCAM1', # NK cells\n", " 'FCN1', # Myeloid cells\n", " 'HBB', # Erythrocytes\n", " 'PPBP', # Platelets\n", " 'MKI67', # Proliferating cells\n", " 'IL3RA', # pDCs\n", " 'PRSS57' # HSPCs\n", "]" ] }, { "cell_type": "code", "execution_count": 10, "id": "8d82e0c0-7066-4e97-94b9-9186aeffe701", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_dotplot.py:747: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " dot_ax.scatter(x, y, **kwds)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.dotplot(\n", " adata, \n", " groupby = 'leiden',\n", " var_names = markers,\n", " swap_axes = True\n", ")" ] }, { "cell_type": "markdown", "id": "6a72de3e-140c-4e3c-816f-9249d310f564", "metadata": {}, "source": [ "## Select clusters to retain\n", "\n", "To select clusters, we'll use `select_clusters_by_gene_frac()` to select clusters for our desired cell type. We can also select clusters that express off-target genes (like HBB and PPBP), and use these to filter our list of clusters." ] }, { "cell_type": "code", "execution_count": 11, "id": "fdfbab17-765a-48f0-b32a-238e9969186d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color = 'leiden', legend_loc = 'on data')" ] }, { "cell_type": "code", "execution_count": 12, "id": "976b80af-9813-4f35-827a-3d8688c1a163", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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jHI1GGIZBWZaMx2O63S66rjOfz6mqijzPabfbKIpCkiREUUQYhvi+T57nzdoa4SuzbbsRbSK6QNf1RpyJqodEAjT7K8Xz1rIs6rrGsqzmeQoPX50kkUieDqQgkzwRLIdiinagaC+madoIKyG+4N1KmaiWOY5DmqZkWUYQBNi2TRzHTctIVL/qumY2mzV7AUV4Z1EUTauzKAp83ydJEiaTCb1ej7quG/+POCZx/ZqmnameieuUb6oSgRBhcRw3rW+gEfBCsEkkkqcTKcgkjx1RCVuuDmRZ1ggmwzCYz+eoqkoQBGRZhq7r2LbNbDZr4gNM0wRoRFIQBGeuZz6fN/9fXtIsWppRFFHXNZ7nNW+YSZJgGEZz+bPZDM/zmv2Eqqpi2zZ5nmNZFoqiNJUzWSGTLGOaZlPlFa1uMVSy7GuUSCRPJ1KQSR4ry7EUsKgixHHcTDomSXImr0lECNR1zWg0Qtf1xpOTZRnAQ9/YRBDn+x2DOC9AGIbNYIC47DzPm12Dk8mEfr9/ZlBAVNUMw8AwjObny+tyJE83woso2paw+LAhkUgkIAWZ5DFRVVVTLTBNE13Xm/aieNOK4xjLsgjDsPGNiSqXpmlNjMCDiDe7B6/vQb7SXkAhqJYpioI4jmm1WoxGIxzHQdM08jzHtu2m7Sk8ZqJC9n5LoyVPD6J97TgO0+m0qcoKRMtSVM4kEsnThxRkko+E5TccEZBZ13UzaZamadNmFCtnVFVlNpsRx/F7Lu9houuD8kEDX+M4xnEcoihqBgFERa8syybHTPjfREtKiMdlgSZ5uliukrZarebDxvJzQooxieTpRgoyyUfCsjgBGnN9WZbEcdxkhjmOw2w2YzKZUFXVmSrCk4CIwRDZZ1EUNRU9EW8gIjV8328GDkQLVraonm7Ehw1R8RWVs+WpXDkMIpE8nUhBJvlQeNCkL9YRxXHcTCeKVp8Qa0EQNFUDUTlb9nY9CTy47zJJEoAm+iIIgiZkVrQqgUawiXw0uVT66WP578EwjMZzCGerplKQSSRPJ1KQST4URBVJCDFhfBdhrVmWNfETIs5CtCZFAOuTiojgWEa0XRVFwfd9TNNs2rRxHNPpdJrpS5FZJt94ny6WYy6Wd6TK6phEIgG5XFzyISHEmJg+FJOUIicMaJLLRTI+0Hz/JPMw/5qoeLVarUZw5XlOnue4rksQBE1VTWSdCeTy8qcLVVVpt9vMZrPme4HwmsnnhETy9CErZJJHTlmWjUkfFsIrCIL3LPQWrUrRuoyi6JGY9R8HonUp2qxiYEGIL+GdcxynMf0LX9ly5UTylPCQSthydUx8Xd5UIZFIzjeyQiZ5JIi2pJieVFUV0zSp65ogCJocsCiKUBSFPM+ZTCbkeU5ZlkRR9LhvwtfEg2+Uov20nI8mqn6iShhFUVMVedKrgZIPB/10o8NytIp4Lj34s+XnmKycSSTnFynIJF8zYkpy+f9ClAlfmBBceZ43Qmw8HjeVpDAMv6HfZB527EVRMJvNME2TMAwZjUbNAnPRqqyqiiRJmtaurIA8fSyL9uW/pYcNewiR9rCqmkQiOR9IQSb5qnkwKFVRlDMGd9F+FJUgEfkg4ivEDkg4v5WhZW/YZDLBdV06nQ6e552J+BBVMhH/IYJyJU8Py6188bf0fsiJXInk/CP/yiUfmOWql/BCCVEmQlNhIdCiKMIwDKIoIgzDJsX+PFaEHvamqigK0+m0acmKDKrxeNx45pZ9Z7Li8fRg2/bXLcLP49/RByHPF681WVae+Sp+DlCWD1+ZJpE8aUhBdo75SmuBln+/vNxbVGuWT1tVVXPasiybfK2iKBqjvtjPJ/LDltuVYt2REG0PW0t0HlhuO8HCO7Yc5ZEkCcPhkKqq8H2/8ZYlSdLEYIi2r+TpQCyml3xlyrKiqmqqqm6+ByiKkskkpSgq5vOMqqrJ84ooWgjd4TChLBfnESJtWaxJJE8ScsrynPCw/CIhloTRXAiu5RVGoqUovEzw7p5IeHflkbhsMRkoxIOYlkyShKqqMAyDJEmaANSqqrAsiyRJ3rME/DyybNReFmdRFFEUBe12u/GOiUqhZVnMZjNs26aqKlzXbR47yfnGsizSNMWyrKe+2vWVyPMKTVvUD5KkpCgq0nQxrX1ykmKaKoah0mrpzGYZ83nB3bvQ65lkWdm8/uV5ieMYmKaCrmtkWYnvG+R5hePozXUZhqxVSD56pCD7Bke8+VdV1URKLO/HS9O0qcQsry8Sni7h+xLLr8Vl1HWNpmmNUBNCTHjG6rrGdd2mRSlab6JK5jgORVE0S8OFCDnv1Z/3u33ivhBeMdd10TSticawLKupPi6LZvkmfb6xLIssy5q/X8lZoqjAMFSSpODgIGZz02U0SgnDgrIs8H2Ty5c9Dg4ikqSkLCs6HZMsqzk6ihgOQzY3fVotnZOTFMvSGI9zfF8ligouXWoRBClxXBKGGvN5wcWLHnleEccF7faTtbpNcr6RguwbgOU3ZvF/UW0SmV5CaIl2oNgNKc4jBEGe5423S3wqF9OPaZqeqc4sC6jFp8t3hRvAfD5vKmRCyOm63lxeWZYEQdAcx3kXY18J27ZJkoQgCOh2u80S9TzPG/EqokKW70fJ+cc0zTOV7KeV5crU0VGEZSlMpyXb2y6HhzFFUfGf//M9rl71cRyDqoK33hqxvx+wszNne9vl1q2QT31qhZ2dKRsbLlGUc+fOmF7PQ1Xh4GBOp2MxncJ0mnB0FAM1zz3X4513xjz/fJfDw5iNDZtWy2A2yxpRlmUlpilFs+TDQwqyJxzROhRp9+Jny2GjYnpRTDOKT9xlWTKdTlFVFc/zmmqWaDfmeY7xQB5SVVXEcXxGGAiP2PJEpWhFCuElWm9CtNV1jW3blGXZiEYhCJ9GRHAsLFrCrVarqT7O53NUVcUwjOY+Er8TYleKs/OLqI4+rRUy4emK44LRKCeKKiaTmCyrWF/3+K3fOsHzdO7dm3FyEgElvm9T13B8HHFyktDpWBwfJ1y+7BLHGcfHKffuRXQ6BuvrNu+8M8SyDDRNIQwDXNdE1zWOjyM++cl1hsOE6TTj/v2INC1otXS6XQtVhbt3ZyiKyqVLHmlanP6tPr3CWfLhIQXZE8aDfi6g2ZGYZVnTalRVtVlkLRZ2i2k9wzDIsqxZ1i3WFYmqVxAEmKZJu90miqIz1TBxHaItKao4y4uQlz/Ji9+LY07TlFar1RyXOFZRYXsaEYJKVDWDIGgEqzD1r66u4rpucx+JBeQgJ+meBpIswXO8x30YjwVFgckkw3VVvvzlMS+80AM0LEsjjgsOD+dYlkavZ3PtmoKuVxwcxKRpyeamS1WVHB2FbG/7VFXF/n5KntenFTeF116b8txzPpNJxsqKwZUrHXZ3A3Z2EtptjV//9X2ee65HXcN4HBHHBa++WtLpOPi+jmWpjMcZOzslq6sOk0nC5qYLIIWZ5JEiBdkTwPJ0o3jjFkJHtATF75aXWIvke+ERE9Wo+XzeGMSn0ymO4zTiTExDLu+UFNlg4jxRFDVLsMVaI1HBWf6d8JkpioJhGE3bNEkSoihqrjdJElqtFnEcP5VZWw+ug1qersyyDMuyGi/fg1XE5UEMyfnlaRFjRbGYllQUhTgueOutMaurDvN5TpqWXLjQYjqNGQ4jul2bJCkoCtjedvnSl45RFJXhMGF93WQyKRiNxnS7GnkOt2/PMU0Vx1G5eNHmS1+a0G7bXL+usrsbMhoVBIHBeJzzyU+usLJicv9+yLVrbebzlKOjiEuXPHo9l729Gb5vMpuVeJ6JqipYlsF4nBFFOWFYoChgmiq6LitmkkeDFGSPieVICpHiLkQX0Bjh8zzH87xmCk9RFGazWTOZ5zhOE62wzPKbehiGwLvCSzAcDgEaX5jwhGmahmVZTRUnTdPGh+Z53hnhILxOYspStC9d12U0GmHb9plFyhLOrIkyTbOJEZlOp3Q6nUaA13WNYRjkeY5pSnPxeSbNFh+yTON8P851vTDqu65OUZS4rkYQ5MRxSZYVFIXOa68NyfOaOC4BBdfVefXVIb5vcnCQ8O3fvsUbb4yYTlM2N21ms4Kqqul2LQ4PYz7xiS6//dtjOh2L+/en3L4d0e9btFoa7bbG/fshSZIzneYYhs79+xG/+3evceVKm8kkIY4r2m2Tw8M5UbQQZKap0WppBEHF7m54OlRQ0e9brK+7gC5FmeTrRj6DPkJEFUxUskRKu2jnZVnGfD7n+Pi48VwpisLR0RGwSH4/OTkhTdNmP+SDIuur5cGsMcuyABoxZhhG400Tbcc0TZt8MdGOjKKoOY1lWei6TpIkJElCp9NphF6r1Wp8U8BTKTAcx2n+L3xkwu8nzP1BEDQCXXiKREaZDI09v1imdW7E2HLOl3jNOzyMTl8vCk5OEu7enTMapWiaShjmDIcRUZRx5870NFOsIAgS9vYCkiQjTXPeeGOC4yj82q/tc/9+gKKoZFmNoqjkORwehug6/PIvH3D9eos8L0lT+OQnu+i6QpZVOI6GbeuYpslkUpLnFUlSEAQZX/jCIWtrLlmW8/bbM4KgZHXVZTxOqGv44heHzXRnUdTYts54nDEYxOzuBuzuzptgWonka0EKso8IYcpfDkUtioIwDCnLkiRJGqN9URScnJwwGo2YTCbNtOJyu+/By/p6EVOXIux1Npud2Tc5m80wDKOptsG7wwWKojR7Gy3LwnEcwjA8U+GDRYVuWZQ8bQjxLCpgIkrEMIwmEHb5ebK8GxSkl0zyjUOWlaRpyXyeURQ1nqezszNnPk+J40VFa28vpK4Vbt4c0e3agIrnmRwdZSRJgaap2LbOW29NsSydTkcnywq6Xes0ILbi5s0xilJjGItcsd3dBMcx2d+PCcOMixcd9vZi+n0bVYXXX58RhiXDYcz6ukEUlVy4YDGZpKyueuzuzomi6rRbAZ2OgapCFCWoas3OzgSoCIIERYHXXhty48biGOI4Zz7POTlZdCxEOK1E8tUiW5YfMsuTkcvGeSF8hB9M0zSOjo6aluDyIuqPCiEYlic6y7LEcRw0TWM0GuH7fjOJ6bouur54CgkvlBAQ3W4XTdOawQMR8yCGBh68bU9TRpn4miRJ83i7rouiKE0VMQgCXHdhHBYDE+K+lkgeNw+Gp4q8sDQt0bTF95aloWlqE1lRVTVBUBDHBXWtUVUQhjl1rRIEKXt7ARsbLnleYtsad+/GKMqiAvbKK0OuX/fZ30+wrJKDg0Vcxeamy3CY4Xk6vZ5Fmpbcu5dQFDWjUcCbb454/vk+ZQlBkGKaBqpanU5lpmiawu5uShhGvPxyjzt3Fm3KZ57xKMuaX/zFPTodgyDIyHOFlRWLKCpRlMXxf8u3rKFpKq++OmJ93eHu3ZBnn+3S61W4rvx7lXww5DPmEbNswK6qqglEFa08sXhb+K+iKDqTfi8iEB6nOHnQeB8EQROpsdzCjOO4CbYUQbFifN+yrDO3xff9Zql2q9VqPG6iDSfuM5HXdd7xff9MrltZlk1MieM4TQtZtHykGJM8bsIwxzQ1FGUxXTgep/R6FvN5hm3rJMnidSNN61OPWE1RVKjqItIiz2vStCTPa5Ikw/cN2m2Toqj48peneJ7K7dsBvZ5JHC8CrafTnP39iGee8djfj9nYcDg5Sbl82ePkJMM0FcIQ0rTirbdmqGrNyorFeBxx9WqH9XWH8TilqkoURT09vpwwNLEshTSF8TjFcTRu3Jhw6ZKN7xu4rsFv//aQb/mWPoeHi00Aqgrr6w47OwFHRzMODgLabYO1NZ/r17v8xm/ss7Hh8MUvHhMEXXRd48oVXwozyVeNbFk+YsSbq0i7F8ukRTVM/F+Es4rUfCF04MkKUNV1vYm70HW9uV2ijZZlGaqqNq1IkWsmbq/jOM0UpqZpzWCC7/t0Oh0Mw2hymICnQozBohqZpilJkqBpGrPZrIkj0XUdz/OaJH9h8JcesqeDJ2nXYlku9kLmeYXnGURRQZaVpxPWClVVk2UVWVae/hziuOTgICEMc/b2Qu7enXFykrC3t2hZFkVJEOTcvTvh1399nzwvWd+wGI8zDg5CTFNlOq3Z3Y2ZzVI0rebgIDv1cY3odg0cR2NlxSSOa27cOGI+T+l2DS5d8gjDgk9+cpXBoOA3fmNAnteMxxWTScp0mqDrJrdvT3nzzSmuq7K6arKyYqEoNf2+C9S8+eaUlRWLw8OEPK/QdY1+3+HOnTmqWtPpmEwmOVlWs7Mzw7JUtrd96ho8z2Q2y1HVmuEwPhWh1RP1uEqeTKQge4QIc76YSEyShDiOm7VCQPNzsf8xCIIzU3dPGkVRkKZpU80T3wshIeI5wjCkKIomcb4oCrrdLkDjL6vrupkqFLdd3FdiLRNwRtx92DwukSPalKI9rOs6tm3jum7zPFr2GIoWtxRl54M0LRmNUrKs4OQkZG8varxHsBBlQbB4zUiSgjQVH4Ae7kv6at/sH3a6sqya55UQDnlesb8fMpulzGbZ6d/pYn8kwJtvTijLihs3pti2Rp6XGMZiYhIUVlZM9vZCYNEx6HZNxuMEXVeYTDOyrCLPy9MdlTCdJKytmSiqxnRa0GqptNsGR0cJhqERRTmqqnDhgru4jEnKYBARxxlbW22uX29xeJigaSpxnHPrVkC3q7G56TKfZ6gq2LaC7+sMhylXrvisrRmnQwUFe3sx02nGnTsBSQKWpaHrUFXguiY7OwFBsJjAnExydneD0wqcjabBjRtj5vOYbtdhd3fG/ftz3nxzyGCQce9eQFHI/ZiS3xlZS30EiLaSqGKIFl6aps1UoRAkwqC/nHr/jYAIhhXToN1ulyiK0DUd27Gb22voOu5pdQdoxJnjOGfanoZhYNs2k8kE27aJooh2u90MOMC70R0i3FZc3leqIH7QxPO6qlA+4oR0scFATKrGcYxt2021ERa3fTnrbXljguQblzyvKMuKL3zhkF7PYTBY7Gfc3PSYTFKiqGA+z1GUmu1tj89/fp9u12R11abV0jk4iLFtnU7H4PbtOaurDo6jsb7uEEUFg0FCv2/h+8apqT5nddVmPs+BGlVVMAyVwSDBdXV0XSEIcvK8OhVNGRsbDtNpxva2x/FxxGyW0e2a5HmFbWuUZc3zz3fIskVsRRwvMsT6fQdF4TS+QqHdNhmNYg4PA65c7WE7OlGUk2c5lm0RRTWDQY7jLBaET6cZFy+2GAwSxuPFvkrDWLRHw3ARCTSdxqyt2RwdpayvL/xm6+sGN24EeJ7OF784wXUN8rwkiuDevRm6XuF5Nt2ug20b5HnNm2+OsKxFpez55zu8+uoIVVW4fXvC1pZLEGTUtc9oFPDMMx7TacZgsEj9Pz5O0HUNy4LZLAMU7t4NKcuKopjRahkcHsb87t+9ztFRQJYtEv8XrVAd25YRGZKHIwXZI0IY8UUwq5hYFD4qMcUohMU3khgTi66FKBMZZaKaU5Yltm03uVlxHDcCQlXVxhe2PEUqzruyskKSJE1rU2SficEBOJup9ju1cz/o+hn1g4q3R7Br8MG2rOM4jZCs6xrHcTAMoxGwZVk2YbxP63qd84JhqBwchFSViqaB62rcujUFFGaznDTNT4WDynye8+KLXWazHE1TuH8/YmPD5f79OZalMhrFTCYJ7fai3ZemBWtrNqNRzJ07M9bXbVzXYDJJsW0N09QZDBaGd8NQODoKabVMNE3FdQ2yrMKyNI6OEno9k5OThRk/SUpOTmI0TWVz0yUMcyaTlH7foq4Vjo4WIvHevZA0LXBdg9ksJc9LTgYpH/vYClUFw2FGYCqoKljWom3pOBCGFaapEMcVs1nOzk7ASy+1KYqaslQoipKqUqmqxYeT3/7tMba9uP0vvdTlrbfmxHEGLD4YTyYK29seul6zvu4yGuXEcU1VpXQ6BoeHEdevd7h7d7EDs6pE3I+GouR0uyZhWDOfJ6dVaYVnnmlRVXDjxoTr131s2+Du3Sn376c8+2wbz9OYz2uyrGQ8rvC8xQfurS0P37cIw5yyrDEMFdOsyPMaw5B/y5KzSJn+NSIiCUQuFyzM72EYUlVVk1AP7waBfq2ZYY+b5X2aosK3vLNSeMBES1OEm4oBB7HoXOxqFEMOojW5XF0U7TvhowLOLFz2fR/f9z/6O+ERI2678IwVRYFt203rVgxMiPtDpvWfHzodi37fYn8/JooK1tZckqTAdTVAwTAUyrLm7t05BwcBWVYxGGTousLt21PyvOZ//+8TPvnJFVZXXXxfw7JUnn22w8lJwmyW0+1a5HnN0VHMfJ4RhgXTadoEsyZJxeamh+vq1PXCsJ9lFa2WQZIUjMcplqWR5xUXL3qkaYnjaNy/H/Dqq2PiuOStt8bUdUW3a5EkFZal4rg6SVrh+yaWpdJuGRyfxNzdmbC3F6AbKtNpzm/+5pAoKnnnnYAoWrQaHUfBccEwamazDE1TOTqaEwQ5qrr4YLhYKl5x6ZJHUdTs70coSgnU2LZJp2Ni2wq6rrCzEzCb5XQ6BhsbHkmy+NDT7Trs7y/E6Hd+5wXCMGc2S6nrgv39kBs3ZhwfB0TRIpX/5s0A19VOY2lq7t6NGY9zkqSm3zdR1RooGY8Tqqo+besq3L075/AwZjCIUZSKnZ0Zo1HCdJqjaarMLJO8BynIvgaEeCiKgjiOmxgLEfIpJirhfJnURWYWLKpWaZoynU7Jsow4jnEch6IoGsEmbvvyhKlYdC6S/oXhv91u4zgOvV6vGYSo65pWq9WEyIrg2SzL3pNnJk7zYYqWR1EdE4j9o7quN4vhRQ4ZLASb8NwJgao+wuuXPD46HZNnn+3w6U9v8PGPr5LnFXt7Ia2WwZUrbYbDmJs3pxiGiqKoTCYxs1lMVdWcnARYlsLqqsMrrwzRdTg6WlSy7tyZcfmyT7ttousqR0cJGxsOuq4wHIp1azW6rrKx4ZCmJWVZM5/np+t/YHc3oNMxMAyVsqzxPIP5PCOOy9M1bgrPPOMTBAWeZ2FZOvOgxHZ0Tk4S0qQkDFLeemuE79tMJhnvvDPl3s6cq1d98qwkikrW100UBfp9izRVaLcNLMvg7p2YTtfF921Go5T5vCAMS4oiZ2vLod02+M7vXOfkJCHPC8IwP63cOQRBymAQYFka9+4FrK976LrGpUstsmwRuzEaRaeV+pJu1+S110742MfaeN5iQGB11WcwSChLGI1Sjo5iDg5Cbt+en1YgHVZWdN54Y8xwWKLrCmlasrcXNXEf4nXu7t2Ivb05JycBN25MmM8zRqOU6TRlNErlByzJe5Cv8B8A0Z4T05IiFHU52LUoCqbTadOuPG+IaqBoK4pl56KaIyiKAtM0T3fWLVqPYgITOBOM6vt+s0xbeKY0TSPPFun1rus2Qk0IYCHAWq1Ws0wdaCZbnwR+pxdcsWbKtu3G0C9avaJ9Ke7vJ2nyVvL147o6pqmiaQovvNDlmWc6HB/H3L07JUlysixnPs/Y2ZlT1/Dccz3u3w9YWfFQVYWVFbsJLV1ZWdgFFut+olPPVc7a2qJy1e3ahGFOUVTYtspslnF4GHHvXkAcV6yumk1LM8tqJpMMqDg+jvE8HV3XWFsT09IqjmNQU5PlFUGQkyQlOztzDEPh4Djj+Dhha9vh9u0xu3sxk3FEVSnM5wWt1uL5fe9+chqkWlHXFW++OTldZ5SwumIwHsesrS2E4WLBt8Xrr4+4dWvKr/3aEVlWc/16l8mkIM/Btg18X8NxNObznMuXPYqioNczGQwyZrOUVsvkxo0xda3iuhb37wcYhsav//oJL77YZm3NIo4L2m2Lb/3WVYoCVlYsrlxxqeuS4TBjOs04OUl54QUfRVlMnL7xxpT9/ZjxOCVNK1zXwrYVPvWpLmVZMRotfHwLv17JrVsThsOYd96ZcXQUNQMbEolSP4axrdlsRqfTYTqd0m63P+qr/8CIu0i8gQoflKZpzOdz6rpmMpkA73rJnoZpOFVV6XQ6RFGE53mNh0xV1SZHS9wf4vRZlqHrOq7rNj6x5ZVSwvD+4H0u/Gei2ibaeKINXJUllm03lUrh11t+HD6o4f+r5Wt5vNvtNkVRNDluIipkdXW1OU4RiSJWaEnOH+NxAigcH8fs74fYtsZ8ntFqmWxvewyH6Wk7U8c0NTRNYTBIcRyVOC7p9aymxWmaKq2WeRrToBCGBWFYcOHCouWo61DXCnle4/s6jqNzdBRjGCpJskjAL8uKsqzx/UVlTFTQXNegLCvSXMEyasbjlP6Ky2gY02obhGGFrtXMg5LRMGY2T0jikgqYTQpMU2E6zfB8Hd/TePPNKbNZzMZGi+Ew5/Jlm7JUeO21E9bWHGazRfs0y1I+9rE+v/ALd/k//o+LvPrq+DR+I2k+tGTZIpaj1/MZj+eMRjHPPLPKZJKSZSW6XrG25jMep6yt2cxmGWtrLgcHCbpesr7unYbVljiOiWEYHB3FbG87wKIFmWU1nc4iX/HgIMD3Da5fb7O3F9JuL3x76+smg0HOiy+2qKqasqzRdY1udyF0x+OCj3+8z3QaY9sGa2sunY5OWcLFix6atlhU/qTzjfb+/Y3Ek//oPyGI3ZNpmjbRFUEQMB6PmzT7B8NOzyO+7zeipqoqoihq2rciGDZJkjPTprBod1ZVheu6OI7TTKCKLQDCV7Y8WSkqRKZpNqn1tm3jOE7jUSvLEtMwaXc6FEXBysoKpmk2x7Cco/ZhGeJFVe+rxTTNZqWU53m4rothGPT7fYCm5SGE2Hl+Pj3taJqKYSgoihBUBr2effphL8d1dbJM7Fxc+LVcd9GG29pysO2FCd/3F8+/oihJkoI4LonjEtNU2dsLUFUIw5KyXIi1JCmYTBZJ9VBjWRpBkHF4GKNpCpalYVmLacBu18CwDPyWjefozEKVjU2f8aQgjEq6HQvf17FtFVgY2quyZjbPqSuFNMvRddjfD/A9jVu35hiGhqYZQIFtw82bU954Y8zamstgkHByMsEwSiaTlFdeGXHhQpfDwwjPU7h3b4KuL6I2XNfA8wwUpWQ0mp5OgkNdV8RxwcaGTbttn95vKp3OYk3ZO++MUdWKl19exfcXHs6dnZjBIDoVXDq6XhPHBXFc4fuL+2k+z3j22Ta2bXDnzoyjo0U4badjcPNmzO5uRBjmDAY5RQEnJxnvvDOjLGvCsGRnZ3L64avmy18ecHKSEkUlw2FCUcgq+NOOrJA9BGGgXt4jWJZlk58l2mOapnF8fNws3n5aUuZF9ISYBFzkDHWZzWZNdUxRFDzPa04rvFKiNSnOWxRFIzxExlmr1Vpkn2kayelqKXHfG4bR+KzEU1fEZoj7fnnTgG3bhGHYLEtXFIUkSb6ux0qY8N9PLD0s0kRUEEUEiFiF1Gq1zkSKCL+Y+PQv2r7SP3Z+mU4zHEdjOEyYTHIGg8XuxVZLJ4oKhsNFzEIQJFy40GI8TtnYcJtWl+dp7O7O6XQcbFtnMsnpdHSCYBFXsbcXousajqOzurqoEG1teRwfx02cRZZV2Pbi+lQVkqSk27OJwmwh0GyTKFl8AMrijDBR2Vgzycua6SQhnKckacF0kjCdLjxaVbWIv4jjisEgodU2ODxYLAVvtQwsS+PNN4cYhsWlSw43b0546aUusOhC3L495+rVLmGY8dZbI65d6xJFGfN5yXPPLXLHPE/j5CTm0iWPk5OYJKlYX/cpSzg8nLK93cKyxOtUxeFhwGiUcO1ah9VVj6qCJMkZj2N838TzFhOipqmfZrYtXi+SpObll9c4OgpQVZ3VVYvBIGuGMSxL5/p1n/k8p64X07MnJzmGARcvOnieTppWbG76wCJoNkkKoijjpZdWMQyNqqpZW7Ox7cVwx5Oa8P+kv39/I/NkPuKPGSHGYPHmKqo2Ivw0SRIURWnalIKnQYwBjRgTrUTRitQ0rYmvEKJECAtFUZoKmhBkInBWVITELkc4zS87vWyRvyWiH4qiwPM84jhugniDIMD3/UYgqar6ntVEojUqVjcti6Dl+A7x+IoICiHARaaaOF4hNJdbrMtiTFT/xECDoihNFdAwDHzfbyJCTNNszisEmLjtkvNNp2MyHCb0ehZbWx537mhsbDinUQmwuuqQZRVbW21AO21jlqdtSIXptKTfd4njgiDIT6c1K9pti9Eo4erV9ulzvz6tuFVN5MYi6kI9FX0KrZaObS8CXqMwRdUN3rk15+JFlf39mIsXbYoSum2Ne/em9HsmpqGQ6jqzQcrefohpGFy44DKeZERhxvq6jWUtJjkt2+D4KELXFe7fD7hwweHwMOPoaHY6wV1ycBDyzd/cY28v4OAgZm3NQVUVwjAlzyuuX+8ynyfUdYWuW9i2xe5ugKYZ+L7B7u6YCxc6wCL09tatY9pt9zTawmRz0z69vpo8V7BtlV7Pw7R0orBgbc1nPi8YDKa4roFh6Pi+TpqWeJ5BmhbM5yXPPts6XXeXcXSUEoYlpqmRJBX370e8/HKXGzemjEYFSZJTlgqet6iYOY7K8893iePFQMfVq4s2p6IsVjn5vkkY5njehx+OLXlykB+734flqbcsywiCgDiOG0N/EASP+xA/NOrT2/6VEKZ8WFShYOGLEkn8QuAIsSJ8d8vVRyHMhO9MmPFVVW0qaEIEwaKNads2nuc1URnCq9bpLF6ARZs0iiIURSEMQ0zTxPd9HMeh1Wqd8aGJgFqx1ilJEtbX17Ftm3a7TZqmTWaaGFRYWVk5syhcLAYXVax2u91U+YSwExVD0zRptVp4ntdUxkRiv5hiFdOXsir29LCyYqOqCnlece1aC8NQmc8XpnHDUE+rJhpxXKJpC2G1ve1SFDWwyAfb2PD45Cf7WJZ+GkOhcemSTxSVHB3FdLs29+4FhGFBWcJ4nKNpi1Zmv2+SJAXv3A65+U7MZKZwMlGZThK+5Xf18D2Vj3/MQ9dV1tccppOEdttkNi84PgnIspz9/QmXLvlsbdn871eGuK7K3l7Mb/3WmMFwYf5fWTFRlJq9vRDXVdnZmbO56TAcLqp5UZQQxxG//uv7zOc5pgmzWcL2tsd8nmAYNe+8MyKOSzzPRFEK6noRT7G+7mHbcO3aCmW5yHy7c2dMltVMpxGvvTbAsozTBP7F39hzz3W4d2/Cc8/5TCcRN24cc/PmAF3X+LZvW8V1La5e7eJ5BvfvT3EcjSCoabVU5vOM//W/Buzuhly/3mJnZ8YXvzgkCBY7Pnd2Avp9myQp8TybKKr4tV875Pr1Fleu+IzH4elQj85gkLK/H3J0tIhImp5uM5A8XciW5QOIKsqyOV/EEkTRYmRarLOR0OSLiUqTEFbCWC/8UsKgLlqOoiolziumNpdDYMUSc1GNWo4VARrBLFrLotUnHi8RwyEes3a7TVVVhGHYVOyW289hGGLbdnNsdV037U1N0xrzvRCYcRzTarWa54xoY1qW1Qi9KIqaSqCo9ImWrhCEURSdaU2Kapm4D6Sh/+miqt7dW5okCy9YGOanPrDiNC7CJAgKHMcgzyvu3w+4erXFm2+O+aZv6rOzE3Hxosd0uhgKKIqKZ59d+LAsa1EZa7dNdncDPvnJFfb2QpKsRtFMDgZQRCm+m2OYGqahoeoqWZyxsWExm8UY5mKv5WScM54mmDqcnES02hpJDDs7CbZTc3wcMRpWbGwYJElNXStEQcIsKInjHMdZxF247sJP94Uv7OG6JhcutKhrBVXVUNXF5UynCUmS8vzz65ycBIDKM8/0mExSZrMEXVcxTZVr1zq88cYQw6jZ2mqdtlBzxuOAixe7pCm4rkFdl4xGc3TdIE0rPE+n17PJ8xJYRI64roLnmayvO7z11pQkyahrDUWpODmJ+P2//xJ3705otVzSNGU+r9nashiNFoMGjmPwrd/a5fBwcXwLQZefpvqrPPOMRxTlFEXNyy/3UVWVS5d8qmoRHLuyYj/W5+LDeJLfv7/RkYLslOVg0uU8qCAImngLEWOxvFz7aWW5Ned5XtO6tG0bVVUJgoDV1VXiOKaqqmapuNjZKEQZ0CwhL8uyibAQ4kQIKtu2m+yu5dBUoGmRhmFIlmX4vt8IQkEQBGd8ZGJ7grg+UalbDu8VvxPtT1H9E5Enoh1qWVazUkpUy4QnbrlyJqp+rus2lTfDMBpvnBCg0jP29CL2SOq6gmlqhGF+Ks4WYadxXJ7uuczJ8wJVXWSDLRLpMxxHbQT8/fsBur4wsnc6Fm+/PcU0VV54ocvBQUQQLjY/eK7CrbsxV6/4BLHCfJ5RozA4HPP8833abYM4rWi7FYfHJY6jUlcwOJljmIuk/iSp6XVN3rk9o9dVmc8iDg/rxdRmpXDzrSHf9u2bHB0l1DW02gpvvTlnNitotXUGRwFb2y4ng5DLl/vs7MzY2HDJspogiE4/HCtomk6/bzGbJaev1XD79pRv/uaLDAZTFEU9rTYvlp8vbA4qUZSxvd1F1yveeWfExYsdgmARx7Gwn8RouoHrmFy86DMcBmxs+Lz11pBr13rcvz/jwoUOw2HE9raHolTMZiWtlk63a1BVi9y3Z56xSVMVRanRtArD0JjNSqpq8YFxY8Ok17O4fTvgmWd8Ll1qc+/enE7HwrJUPvaxlVMfWs31623iuKTTMR/vk/IBnsT37/OCfNU/RQgygaqqzGazZmG2eMMUAuFpR9wHoi0ofFJ5njOZTHBdl9FohK7rTZJ/djpZmcRJI1qEz2y5tbl8HaJKWZZlEwwrvFXCUyYux7btM7ERQmALkba89km0KA3DwPO8pmrlum7T3rQsi263i23bdDod2u12kxu2srKC7/un6eEO7XabdruNruvNTs7l8Fth3hfVLyFQl/14ohooK2JPL4ahNpOVcbzwEJXlYhn5eLyo5nY6JuvrNmtrLq5roqoKaVpw69YERVEYjzNOThKuXGmxseFi2zpFUdHr2Vy92mY0Smm1dDptlVpRidNFC3Q0LvB9Fc0w2dq02dry8Vomw1HG0cGc178cUOQFk8mEo5OcJI05GaQMhxGKmnPz7RGrqyZf/nLEvXslNSVqXTCfLSYRv/SlE26+ecxsluPYFr22xsV1eOaKz/aWzVa7ZqVrcXAwpWNmFEGEQkESLvxX+/sBm5suqqow3B8zGiSMRwlbmzaTSXBqY6hwXY1Ox6GuLRxHX1T0DI3d3QmWpTGbJdy6NWA6XQTA5jlcvNji0kUXRYE33zxmNku4c2dGHJekacGzz3Z4660jOh2L4+OgqToeH8eMRgmj0SI89/Aw4ehwznicEEUQBDWep1EUCpubDq+8MuL+/YQ8X1T/btyYomk1sAj2/fKXB+ztBWiawt5eyGi02OYg+fD5lV/5Fb7/+7+f7e1tFEXh537u55rf5XnO3/27f5dPfOITeJ7H9vY2f/7P/3n29/cf6TFIQXaKqE6IvKsgCBoPVFEsXoSkEHsvdV03q4ySJGmqiHEcN8JCiJR2p7NoX+oLo/vyNKSIvhD+MXFeIVREjIaohomfC4ElhJ+ojKmqiuu6TWSG8KOJywea1UwiymN5ibdoIQLNyicR7QE0bVHf96mqqhnoEDl1wne2urraHLO4nuVKrBCmy8MHEoll6TjOoi0Yxzm+r9PpmKfPkcWScN830PVF9tgiiV4Fano9E8fRmjVJRVEzHKbUdcXRUUSWw3xecDSA45OY8aSiyCGvdOJYwbYVHFun07UJTrPM4rTg+jML76ama+zs7lLVKnfuzHDbi1bh9etdBgcRqlKTJSlrPZs0V9CTgLW2wrpb0PdgOAh444t7dOySeVDyxhduo4VT7o9r1ro2rl4TxjVZURGOA771Yxa+XvKJ5z1mk5Df+s19Llxo88wzXdqejqUpqErFfBxSZDllmtPve7TbGkFQ0O87ZGlCq6Xzm7+5y7PPrtFqubRaDqurNopSMRot1kqtrVmsrTlk2WLf56VLPaKowDRVtrfbVFVNt+tRlhpFUeI4OtNpycHBjPV1k7pWqFG5cqWF72uMRjFBkJGmOa+9NuHbv32dICjY2LCARUTJzk5MWcLamrvIavMMfvM3DwmC7HTv6CLodzH1+XRQliWff+2L/H9++Rf5/Gtf/EheF8Mw5Ju+6Zv4sR/7sff8LooiXnnlFf7hP/yHvPLKK/zsz/4sN27c4Ad+4Ace6TE89S3LZf+PqIQFQdDkZJVl2VR6hPH6G/1N81EGpC4n7wu63S7w7sokIZCEABL34fLE4fLxLLczhVAWlSYhksTTdlkAidPEcYzneYRh2EwwisdYXN67oZJZk5G2fDtM02zakmLSVrQhxRCDqAiKqApRPRVhrmKHp/DQiRaspmnNc02cT/jW5AJxyTIHBxGuu8gDMwyVOF58iNE08bewyMoyjIUvzHV1xuOU8Tjl0iWPKCoa31mrZbK7G9Ltu9w/KNjY8EnihPv7KZZhMpwqfOIFnSDK2VhVGQUGdRpgW5AVNWlaYloF93YCbLPm/m7EpQsdsiTl7ZtzPv6Cz53bMyoUMkXFqzJefbuk29V4vj1lnCiols3hWwcYls64dBf5a1XGnb2ES/2axOyQTGf013z0NMBaWfivah1aWsUkVtEMhb17Mc9+cpPjnSO2Lm8xmEbEkynzqMbW4fKzFzi4f8xgVqIZNr/329fZP0y4d+sYp9069c9NcByTlRULXTe4ceOIy5e7JEnB6qp/OnkKQZCdBuYqdDoWtq3ieSZZVp56vXT6fZutLYcvfOGEy5e9RQu3pxHHCpubBgcHCdeutU5tDCo7OxHdrsHlyz5JInaLmly40OHkJMJxNLa3fVzXpNdb7AWtKmi3H3/78sN+//7Z//mr/M3/68fYHQ6an11cWeX//Zf+Gn/8Oz7zyK/vYSiKwn/4D/+BP/pH/+j7nuY3f/M3+T2/5/ews7PD5cuXH8n1PtUVMrEgXLQr8zxnPp83Lab5fN5EW4hqzje6GINHG5AqKj3w7qogIbaEYV6k70dR1ERVAE0shfi/MOgLgSYeG6Axu4uW5fJUpqiMiYqTuD4h0oS/TVS/xPeiIiYqWMJHJm6LOK+ojGma1uzhFMMFomK2HOYq2pIie0z8XLRggTNVQCHKlh8bIc4kTzfr63aTpA/gODqKAmVZo2lgmhpZtvBq2bZGWVZcuOCd+qzypu0ZhgtLQL/vsLcbcWnbZG8vZjRXafkOG5sWW2sKtariujbTGYwGAa2WjmGUjEchpp2h1vDSi2vEsc7VbYf5LCaOcra7KqQZsyDFd+D41pDRJOVbNo/pWjn3jyKGe3PKd94hnQcMpznPbhu08xmaYfHyJzqsrTtcMgd0ehYeIRvbLZLJFKOMeOmCweRwSktJeN5LeO4CZPu76GVJcP8++fEAw9C5umXSblvc+M0diiSnTgr0OuXunQmj3UMqdJ57pkMcprzwwhqTQUhZKmRZxbVrayiKiq5rhGGG7y/axUlScPlyC12HtTUPx9FQVbBtne1tn4sXPaqq4Fd+ZZdWy2RtbeEHOz7OmE5TptMK1108BgcHGUlSnubElRRFjeNoeJ6GZRkMhzF7ezFJkvNrv3bC0VHM/n5EWYKicDpwcH752f/5q/zJz/2fZ8QYwN5wwJ/83P/Jz/7PX31MR/ZeptNpk8H5qHiqc8jE5Jx4QxYiQKTxi1aSfGP8nVlO2hdmeSGQ5vM57Xa7qUaJ9UliujLPMrRTcSUqU6JlKDxkoloJZ3dECqFjWVYjapbbgKK9KbxkYmIS3l3rtNxGXN5C4LpuI/5EdQ1oBJpYzSSqX8vHo2kaURSd2Uspfi9uT1EUTatSPPeWxbI09ks0TcV1VcqyIgwLul2TNF2IASHUWi0D19WbRdsLDxKnFRWL3d2YFz/WJYhU5qOIla0O8yBnnmhMdidcvrLCbJJTFymGqlAqOkmUc+WCwngSsb7msrqiMpzMOT4JWFszubDtk4Q17bTE8GvmlsvBvWM+dtEhPtzjsgvXL6n8r/8RUrYMrpgxek+l0ldY306ZpiplGtFpwe7JlN+1ZXL75ojjQUF/BbpmwK07Jf2OiqWXtOMT+us2/mTITqBThTnXrvkMQpM6COlZFbWlo4czhhOX57ZK/DWPVtfl1hsD1CJlo+/QKUpmJ0MutqHt17TbBq5ScDjOcX0Fz3M5Pg5x3cUHpo0NjywrGA5TTFPl9u0RV650uX9/hqYt7vfDw5gsy/ldv2udNK340pfGbG25p8HOKjs7M3R90cZcfJBTWVszSZKAPC9JkpoLFyyOjmJ0vabd1tne9lhdBdvW8H2d4TBp/HN5XmEY5++1oSxL/ub/9WM8rGW3GGuBv/V//zh/5NPf8di7CEmS8Hf/7t/ls5/97COtEp6/R/WrYNnsLZaFx3HcxFmoqsp4PCaO4zM+pyeV8gk4RiFghEAZjUbNAvC6rpvJSLHpQFVVzNMpxpp3g1yXH5tlQbI8fSi+iuqVqGaJ04kpyOWdkOK4hEfwQe/WcudexFEIoSWEkhBnIgpF/F+0MpdPv+xrWxZ04rLExKkYWFgWn/A7LyaXPF1Yloauw3yeoesqWbb4cCIM+6qqoCiQZSXttkmeg+cZrK46XL7cZncv4t5OwGBYEobw5Zsqtq7SX+0TTEIs22D7osudOxHz6RxVr7j1ztHiukqo1RjXMXnpxRXyuOTu3gCrSmn7GrpSc/zG21y/oFJoKs9fX2X7UguzCHlhW+OSX9Lp2VhFiKMn9IIB37425ls25mxqAc9qh9x5ZYftbYdnrxpc7idY7Ra/50LClpGybmSL1h8JmmXyu17qcHXdpB1OcaZDPAPaXY+qLnluveKT3TlarWDOppx8+T4v90MutDOSIKY+nDGbBRzeHXNy94DrFyxco+K5izV6UjAeZ1zoa2xvu0xP5liWxvq6S7+jEwQx29tt9u6NTzcfmBwdRQwGAY6j89ZbM+bznFZLZz4vToNoDfp9i49/vI2iLB6Te/cijo9DXnxxsYWg1dK5cyekKEp0XeP557u89dYEUDAMuHFjQl0v1mKFYX4uxRjAr375tfdUxpapgfuDE371y699dAf1EPI850/9qT9FXdf8xE/8xCO97KeuQibe8MQbqQgSXX4DnM/nTbvtGwFRXXrcTCaTJiqi2+0SRRG+7zcrk6bTaTNdKKYyxcRhFEVNK7CuKpZrknVdkyYJ+mmbT3iuHqxeiRam+J0IjhUiW1TsTNNsHnMxOftgtpn4BCZElji9mKoUfjFRCRSnE21Y8bMH91wuH7+4vuUqoETyMExTwzQ1xuME29YRT6k8X+y3hHf3YqqqwtqaynCUUSslWVGyd1DQ8k38tk1dFXTaNVGSMBwkvPS8x8lJQF3r9HsVo3HNM8/YuNcuouoFmloxD3Kimc5kOCObJTy77ZDsjQgsh/7JPt90xcJe7VLtHJJPIy754PY8lCDimeMbnNSX6a9A6deElYrZX2Ny4y5X0pCt7TaGbXGcxpjMWTHA0ULu7BQ8d8liV9MwdIV2R+VAy8kCC7MYkWgun3y2wlRL2ldbfPnVI6b7UwwsXrRmBP1ttjsp8xlsFgMuXOnQ35ozMVSS0mR/XHI4mTO+H9PdsHDTHLubktU2VjLj2W1omRpGnnB0krDasZmMQtbXfS5f9bi/G2EaOi+/uMl4nvPyyy43bwYMBulpcK9PFBVcueIxmeSEYcHamoXvG2TZItrE8yz29xO2t93THZ8Gt2/P0DSVNC04OSnp9y2gZjTK6fcXCf62raFp5+v14mA0eqSn+zAQYmxnZ4df/MVffOQeuifjnfwjRFQvhH9M7KFUVfVMztWTzqM05n8t1yNaiw8i9i+KNVMiaqIoiiY7zHEckiQhTVIs22r8YyL6wrKsJg9MtB2NJRGlnrb4RFXMNM1mKEMcq3h8hVASVajltueyYHqwEioqZ3EcNyb+5VVRQnSJdvbymiYRdrvcehWnWfbHiSrZ8n0nq2SSr0SvZ5Om73pfYSHKRDSCrivU9eKDRL9ncuNWRqej0un5OEbBF76c4jg201HCC1dNXn7RZRbWaIFCt62zcydhGNT44wLfjcljC1PJabVsWp7K9EAl8wzefHXKt7zUJtgfYWz5zCZw8L9vUiom6eFt1jccpkODVhxTb/dYPRnRfX6dw1tTNjoq0XhAq5oTXblENovQ84Q/0C8ZXOww2hui+zaf+JTNfJTTq4cU04q1DRu17aM4CaPEwNVLLE1DCQdkt3M+saoyVE2uXVL4//2WxbPpiIsXLSa+yjDIWWun3LyhY9Yj6vUVLrVqXuqMOHA86GscHIMXTcgAzepQqAr1+BANHaVMefGyz92DlBW3wC5T8rjg+vVVpkHJ7r05plHh2CU9X6G9YnN8nLC/P8Y0NTStpKogTWFtzaSu4datkPX1xTDGzZtTrl3zaLWM06XyCoNByPb2IqakKBarruq6wvcNFAVc93wJsq1+/5Ge7lEjxNjbb7/NL/3SL7GysvLIr+OpFGTia57njYlcBIcGQUC3233PnsonjY+qh/5+17MsxpbFmdj/OJvNGmEm3jhEPITI/irKAr3UzyTVV1XViCARxrqcRaaqKvpp2r8w4AshJ4SXaAkKwSVEl6iiLU9NLu8sFSJORGkIcSXe/IRAEon+4nyi1SpYfl4JRDVteeJSXO5yZUx8SJBI3g/LWqxREuR5RadjMp0udkUeHSa02xqzcPEmvnsIWxsqWW5waS1F1QqC0OT+ccnuoGZ7rSLKUsYTGzSFjz1rECYRValj2QnxDLJZRrel4HcrZrcLDLdkeOsuepig+216bRNjEtOa7zK7voVGRTBJ6VSwOR0TfuxjDL/4Np++7rE/nGF12gzjlM1ygGqWDGcRB2kHtZ6zqkYMYp1RqrLhwQoF07imr8xQszmRcYGuG3PZK3n7MMD0LFr2hL1xxcXZMXp6ke/+7mscf+EtmFi004yVCxeYHQ745pfXCMc103vvoF++zKzweHYl5d69OR9ftWDNIrcdrlgJrxzYuEZMrapc/1iLokj5+CcqvnhnymR3znNbPgc7Y9IC1lYsxkcRnq5zdcvm9dszem2b7/7uyxwfJ2RZTa9jMJ5EFMUiqDfLCu7eLbh2zeOddxabFm7enGPbGpNJwac+tUaaLoYLFqZ/nTAsmv2j543PvPQJLq6ssjccPNRHpgAXV9f4zEuf+FCuPwgC3nnnneb7O3fu8MUvfpF+v8/W1hZ/8k/+SV555RX+43/8j5RlyeHhIQD9fr+x53y9PDWxF8IrJszkwlwONOtthMk6DMOP5JjOA0JkPPh/EbSapmmTsi9iHpYXd+d5TpEXdLqdd6cz0xRN0+h0u03la3mfJNC0HauqOrOeCWj8Z+Lfclt6eYpx2aQvFqOL54A4XqBpbS8vFF+Ow1gOrl32tIljFse23KqEs6Z9cduXF63LCpnkq0HEL+i6RhjXOJbCm7cWeyDzfDEMcDzWSJMKRdFo+RW6qvKlL8+4etnh4qaG46jEUc7h4ZzeqoVKvfhXJ4RpQaftEZwcEFUOGx2F4ugEJZwxDXQcp8A3K7Y7Ktn9Q7I8Z57WGMdjzJ4NqoIeh1BbHB2H+BdW8YqASZCw8sKzvPMbN3n+xXXSkwPs9QtoBzukehfW+tgHd6m8Docnhzxz9QpvvH4fXyvIKh3d90nyAs/XoLtFMBxwSc25ERuYpsF6dsRhpFD0n8EzUux0RJYqlKZDYXocTGF72+XkKODKx9b55d8Isab7pO4aFy96GHpNWCiEkwR9rUdyElCaGpg6Ya4RTAu8jkuVhagrmxxOa1quztaWy//64oRe26JGY+fWPi8+v4rZa5MEGXmtMJsV/IHvXuF//PoxvZ7LZJKxtmbRapkkScX6uk23a2LbGp2OxZtvzvju797CsjTKcjGZubXlPZbn24f5/i2mLIEzoky8Ev5//97/60OLvvj85z/Pd3/3d7/n5z/0Qz/Ej/7oj3Lt2rWHnu+XfumX+K7v+q5HcgxPhSATuw7FnkPhcyqKgjRNm0XhIubgPERbPG7ECqVlARxFEVVV0Wq1KMsSz/M4OTk5k5gvJi+XJzHLsqTX6zUTjEIUCRGz/HU5p2y5HbksckQVTDwXhNFfVNHEOiTxvHmwnSmuS7AcbSEqgKJdKfxny9lj4nKFIFsOsxVp/svIFqbkd6KuIYwq4gTu7SfYjs5qR+P1txIuXXK5v1tj2ZBkJUGoYVtweVvh3mHB3XcSvullmIUleRJhugVRBKt9g8ODnKuXbcrREZVRMhpoXOjmaPGMCBcrCijaLcy3b2ArOeZWF7fSObhzjKUlGCd7eKsbHFQ2G3qOVascDQMKRcHt+jj37jOvVK514E6uoM9mTDSD1SLDXOmRWl3Gb9+Bro+W5qw6NTMFJqHCx9ddTnSH+OSYINZZu7zC3gTc4Ji+Y2K5oCUZlWUzsdpsJCcM9DbTTCWfzClrg8qySTSffkcjCwLiUUjib9K70ic7PsHR4SjWeCfq0J0dcembNhkNC+7HBqam4Js143tDXvqulziZV+zcnlCHAWFrhc7mBnY4YBIpDDKLVS+nu9Hj7dszTMfihY/1GQwSXNfE9xXStMI0VTRNxbZVOp2F/7XT8Vhbs8hzuHbNIwwLVBU2NxeC7KM2+T+OHLJLq2v8ix/5qx9ZDtnj4qkQZMtGfuFXiuP4zESl7/tMp9NvODFWVxXKI2hxPQpPmqgcLbczhV9MCCGRnC/Ey/L+xn6/TxAEZ6InxPTmsuASVSjDMBrBs7yoXAiq5YlNcT1iv6W4PPGcEN43eDdzTlyX67rN4IColsGiSicE/PL1i/2UokIm2qLLFTtxXnGe5eNdfhxExUyKMsn7URSQFxDHBcfDmqoExdS5v5uzsWpw535G2684HilcWNPIi4rLFyp+/bdrrlxUCMKMqtRpO3Nu7lT02hk9v2J9wyaaxGQqpPMUT02IY4VuOKSajyndFbJiSj2O2Oop3J85bBQnlIfHrPkWx7lCx1JJ05jNzT73JgprLYP88IiiqjGmE7zL26R79yn6q0zHY3TLp9O1yHcP6Fg6+foFZkcndG2Y5xWkIb3eBhOlZnJwRL8sMK9fxwwC8iDkJANbK7A1jSPDpavUKGVFcjTEcm2OzS6+bTCc52xu9ziOa6xwRu760FonHgxoqxGJu442OyaLUg6MS9g9HcqS2aQgKlRsvcQqUvaKNmavRb+YoHU88vYqw6M59w5Snn9hhTu3R3R6Pv5mn7arcudegKXmHE90Ll5tUxqLoNnJICGMC/y2zaVLHoqyyKD7jd845Hu+5zLdrk1RlHiewcWLHklS4vsGtv3Ru44+ivfvsiz51S+/xsFoxFa/z2de+sRjj7r4KDh/jeglloWYCB0VVQnx5ifCQMWqpG80HpWa/nqe7Mup+g/qexGAKkSJrutMJpNFtTJJG79XnuekadpUxOazeSNyiqJgNp02j6P4KiI0hIAS64zEtON0Om3M9qJKJkTe8vkcx2mOUZxWHK9t2yRJ0oj3BwNcRWCtuNwHxdTyc2o5zkNU+kS1T9x/yxEe4vJBCjHJw6lr0HWoK5iEOp2uzsWLCnEELU8jLSosu8C1FS5u2ByMDA5GFW/cUOl2Ct54c0q/XeE6AcNZyXPPGnz8hQ2mQcnBTsjO3Tlds6SrTEjznL5WUmsKYVpSRwd0ypRLekqKxqf8KXmYUffaaLbLlXrOLClwTYeiUFhJBnQOblNOZvT7HvbGKoe3dtEvXsLd36Wrl7TiAf3pmCIvKXUH9WQXv06ZDWf4Wo3itlEubNNJA2zdI1ndYHwy4520IkfDNcFQVHS/zfp8gn18TKWpbLxwlaIquLDeRtVrvJ6LNT+hM7pLUSbo4wMuHvw27U0fvQpoBfeJrS5ut00rG9EZHtIvYy5vGDy7qZIlGrrn88mNlC1/sSf0ZC+m2D+hqyaotsPhUc71Z7oYmkI2GLBz45gqLVnvmng9m/UNh4PbA+JpRNss6NslpqnS75t0uyZJUvD7ft9lVBW++MVjVFUlCBZZc4oC43H6uJ9+HxqapvFdn/gUn/1938N3feJTT4UYg3NeIVs28IuqhGhTxnHcVMlEeypJkjNvhpKvHsMwME2TKIreI8qWIyFM08RxHLIsw3VdhsMhvV6PJEnwfb8RXMsriITfTxj9RZtRnNZxnKZKJdL3RRVN+LKE30s8B0RVTvjHhF9MtEqXK3FFUTTXITLOlgNmRZ6ZCL5NTz1wy0JwuXooxJ/YJLDsJVuewBSXvfxVIlkmSoEKhhNIMtDVCl2riVJIU41Sgb3dnLLSMMwUjRLT1BhOS9a7CuNZSLttYeoFWWWy3oE3bx9x/aJPAZRlTLgfYppgKin91TYnb93iwtUVTu4N8YoxbrvH/M176FqN72to8wlVrqGZBoZRoUyn5CtbFI5BcPMuLV0lzXNqpaKV5TidDsV4QGttlVDRmU6m2FpF2+8wORrgmCppVdGNIyb9NbIkJYtjbFOnanVpj0fkG1tUVPTCMYMgQumtkpxMcVwDvcxw2n32h0PahsGxYmLVKrFm4hsqal3iqOB2fOJZQMvU2Y3hnXsZvWfWiMcxdj1hXLfZeqbPwb0Ms22yuurw5o054TxCs2wy2+WinnDx4xsclm12JhrK4AB7pU9h6ETzmE63xauvHXH9ExfZvTUgwsPruWzaMdraKvE858LVFqZlkKaL17fZrKCu4dlnO3S7BoahcfVqmzguaLdNTPOjFStP0urD88a5rpAtr0USBnPRbhJvokmSEMcx8/lcijG+9tVQeZ4ThuGZTzKO4+C6btNehMVjMp1OKYqC6XRK99S4r+s6YRg2FTIhpKqqIg6jpg2YpilhGDKfz/E8rxFYwOmL16wRWeKyhJgRk5RZljUrnIR4FLloIq5iecJTeMKWs8hEy1GExM7ni4qe8JCJ0y1PiIrjFKJStFfF/S6OR5xneQG5RPIwDBVMAypgtQdRBPNY4+h48XdoqjWqoVKpBd22RlkVaLWC52UcjypqxSdOS0zDJk9jxrPFonFN0Tg+GBJNClrdksuX2xiOzu7Nu7R9k8n+CWpVUqstinu3ydfaoNuEmo7RX0NzdeosRT08Ya452FmKd3zIiqOzqsNKnbNOjW5pJJMJaCbxeIoxHeJUNTYqx/f2MLUC6kVlu9hapz8dspqHbBYJmqXhH+1zmCZ04zHRO3fQUHC7PXpJxMqlbSwF8vmcm6nBxcsXSFo9lGmMrus4xZS1eo462CdTavaOJ+ykOkFeczKc8m0veVzTQmyjQkkLlGBGPAe17cI84PiNO6w7CZ/4pnVUx6Fl6iibfX7j1Rn6/g5+eMylXk1UQ3Z/H5KEnXsTLj+3ycEb97n2qav83m9ps+aX4Lcwi4w4ysiijMPDEMcxWFlx+OZvXuPq1TYnJwk3b45YXXUJw5y6ViiKj7yeIvkQOdcVsgc9P6L1JJZKTyaTxmj9pIqxqiyp+ehiLr4aHky2X/5eVIOW234ACgqKqpz5ma7r2LbdtAqjKGoM/UVRsL6+3gwBZFlGFEVMp1P6pzk04nF0XbcRcQ8m58O7ER2apjVVN3jXn5WmabN/UoilNE1xXfeMwBICfzmiY3nZvDDnizw7MZQgxKWYKhVCbDk/TQTmijbtg3lp4v8SSVFAUUJeQl1CEEOeLypkh8cVea7it+H2/RLHgDjO0QyNNKlpezW+lzKLwKhz3rht8X2/X2EwSlDqGoUQFJciGeO4BkGQUedg5xPaTkmSRCSRg03C1Q2X8NYd0qxiNZ+R2gpqe5N0dIIdRtDtYWgVxXCKn86Iw4jSXsWeH3EwrbnQ0dFMlSjLcJKMTNEwwjmD68/xTDAid1yyUoEoJEpC0nab3skxeruDWpXkZUVdV2ROB3M24DhX0Xvr2MGIsqyxL1ykODnE9R2Oj2L0FR3NdskyCA9PcNdWcFCwPJODwxHe+ipaXlJkBcOoot9SmdQmG3pJ4a1y+yDGtVIuXFvncAqTQUjXqtmPTNJKY6VvYax46OOAmwcFld+iv+Hx+pdnFGlK77krZPuHcGGLZ9d0xlGF39LYv7FHa3sTRanIDA8qBa/vYtoa9/ZzNjdtLlxooesKaVqwsuKwteViWTqet3gt+yiN/bJC9uFxbitkojIm4iyWTdfz+byZ6lsOGH0SUU7jFT4KvtqdnQ9q+OXvRXv4wcsyrUWrcnnvY13XhGHYtIuFGV9TtVO/REAQBBwdHREEAXVds7a2RpIkTTux0+k0bcvlxHsFmrVJrus2okosPRetVSHkRHWuKAqiKGqqZML0L/ZWKorCdDolyzLSNCVJEjRNawYURDtzOYNMkKYpaZqeqYoJobacdSYqacu+NynGJMtEMVBBVYNjgWVAv7P4m1rpQpbChTVYXVX5Pz5t0PZrqlpnMInJC4uiqNkbwSdfSjg6CggjGIcBnt9Dq6ZsXGzhtU2SYsZL1zzaKx6Fv0IZpGxYc7p6STCZs9rtYBQBh16X9oVnKEcDXMfGN3XYuUV56zb60R5RVpEWBv74AFPT2brQZq7XjO0WheFRWCaVY1Jvb+KnGbM4YRYHzPf3QcmxKFnprWFtbBEmMQUqiqqjaDZekTLpX+Ny18UrE9rrfbodD2V+gmprpKaH01JpZRF55WI6Gusff4ELaso0qzmJClTFoJwH6FVIgMnVix3inQOUSYjZcgmocIkoi5obb04JdsfYpsXRBJJpRKzblJrGvS8O2UsUus+ssn25zdHemIsXdbyWhWvXrKzq9Ag4un9CyzMwsoz29gbrHRhGJitbba5dtjnZm7K15bC1ZlDXNZ6n03Vrej0HXVeZTjPG45Q0LclzuWv5vHCuBdlySyjP82Y3ZVVVBEFAFEVPvJF/OV3+Q7+ur/F8Qnz8TuF44v4WlSlRrVwWWNPplDRLmxVGqqo2QlrkxQmBJaZl8zwnjuKm4pTnOeZpJpioYInhDVG1EtOf4nKFmV4sl7csiyiKABofm4hIEblnQkSK2y4GFITwWr5+IULFfbScgyc+ECyvXRIDCuJ3y8vNJU8vRQmatjDyG/pigfhwBkUN9/bAcTWyChwP8lyjbVV8+ZbGcAIYJ2xtWNhuTFTUFIoBCuRljqarXNn0KPMIdI/hsUaZG9RzlYOjKYquY50ccHm7w3FUEOcl00KltqFWai5QMLm9Q1YlBIMp+/sHGI5P17XQVBW1yGnZBpPuClXLRR8OcCwXP5mxXsUYwRRTN6nqEmt0QGwa6EmO59iMjwZguVSjQxJNpUXFaBqRZxW5UjOmopMdk0UhSTIj3DukrHKKsiSbBKj37rGSR4wSAz2Z0h6NKYdD0ihjzclpz8ZsdAyoa8rawZoeMnr7HhvPbtG/ssnB3gg7z+gT4Kg1a12VtLdCe9sn7/X5xGWVi9WYtFSI1RqiAnU6Zh7lGKbO5CTjmW0N/+geSlZgRgGa71CmCaPRnE54zGwS89I1i1UzYzwIeOH5HgcHCRe3TFxXp84zvvC/R9y5MyUIcuK4wLZB0xRcV5ei7JxwbgUZ0JizlxdMi3gB4ImujC3zUVXIvlJ8Rr20JuhBxP24nNZfliWO4wCL5ecilNd8YHVQE/dw6rFansbU9UWK/7K/L8sysixr9o2KScuausmTEz8X7cA4jhvRFcdxI6hEDIXruo1AM02zyQ8TafxxHBMEQXNacR1iJ+dgMGiqWsJHt7zDUvjHlitzQkjCu9Oh4vzLx7G8numrrWBKzi+6xukScUhSiFMwtcVXVYe374Bjw2q7pFYjBrMazw559rIKZRtNVTk4rtju1bx4sWAWVOiGg66cEEQVQZwzn08ZR3PSaEq35xNMI/x4guO3iEcz7F6H7oUN6nhKHCd0Ll5hMgrJ53O6Vc2KBlsX1inrinl/nbS7glOUKLaGFgVUUUKtqKRHhwSGR+05RG6bfHJMGtbMawPV9cirHEWrcbod1K2LKEWJpyiUrk93pQ1mjVXX9FotklJDa/XoeD5K10PTLYyixG45xGs9Kq9Nr2+wZtXono0fDtH6XYqipqXmzI9HOK6Ob2vYvkfLU7m/c0Ix3mPdNxkcD8g7m3SvbWGS4R3eIH39dbadiJHWRW87XKt3WbncI/c9bNuC4ZSea/C7P2GzsrXKSWeTVtdidctlcOOY2c4Rlm4QGx1G45ij3TGGZTAfRRRBiGko7O/FjA4C5sdTnn2+A1Q4jkqvZxIEJYqyCP89rwvHnzbO7eqk5cqSqMYAjTn7wb2BTyJlUaCd+o8UvrJg+rBRTtuA74c4VnjX6yR2goqfi/ae8EiJFp+maVRLLTnRthOP2bIoEaLG931UVWU2m+G6bvN1eXpSTDu2Wq2mDWkYRvOYi1aj7/tNIC3QDH94nte0NMXlinbs8oJy4TkTOWciZFbs4xTxKsJbJ3x2ovImBg1EJVDs/RTCVgygLN8/cvry6SVOQFFhHkOaQZIs/GRQsr2hUeUQJTmerXN5q+L1mzooJd2WwTRMUbSKmzvwwjMqKiGDUYRv+3Q71umHHwVHTzAUk1ld4Ogaga5ShoBicsmBm/OCztGEdLtNkNWYbZNep0+0s09uaLS2LtF1RihVTjAfEWUZdpTgORZGHBA5Hlp/FX82oCxKHEpix8UuQnLPhTzFiBK0GmrdoH7rDXJNoW73KZKUZK1DZ17DPGDW6dP3LKJaQ0szNMcnn0ekcU5o6Viuj2JDcTwkICeIAlY6bewiYxbGRFVNZ2OV+3FJoeREdhtPUehc3qQuE3JNZePCOuPDI6ZWm75l0m2bJJlCVevMJwFGMOSWv8WWP0VTcgKji0aKkyTEQ4ujrODFvsHJsMAsY1582affdtE8k8O5zpql4Dgq41GO2Wph+DYXVhWKvkYYaYwzjVYNLasiz2smk4KLFx3Ksjp3S8afZs7tI7lsil6e3IvjuHnDfhLE2FdqRwoho6rqYxVjXw3iWJvvH1LVEz9brkwuB6cu/2z5q2BZiAgxBotpTs/zMAzjzGJ4sWNTDG7UdU0URYRh2LRZLctiOp0Sx3FzWiF+lj1cANPTLDRxOSJUeD6fN0vphWAT5n1R5VrOTFvOJxsOh43vTvjUxGCAEHRAE7mxPBn6sPtOcv4x9EUQbNsF21xUxIoS6lLDtguOxgVv3YGqUnn9RsU0KZgFc2y7Ii1zeh2XXsthPJ3gOR2myQqaZZLkEStrbdZ6Dn63z2Si0F1zaFsZ06BCL2NK02EYV3jjA0xHJ0xq6pMBHBwzCiBUY1zLIr/1DnuTgODghJnZwr9+lcQy0dUKo+WTWRpOPKOqa1RTY65qtKscx/PJ8gQjjmgVFTElrmNixSFFu8t89x6jaE7H6DLOMrIqwi9TCt0gy0PCpCabjIlNcFb7XHBhdT6iGk5p+w6t7U2cTOdgnFHbJkUUENY6dZHzvANdu+RKPaH74rOEhwd48zmabWOUMa2VHn44YKa3GFZdStOkrgtWjILWxU1W6oA0LwlnKco8xu22qOqKtCh5plvizMdsrOjEq1cwLz9DlGnkac74cMLVXokaTJne3eWCEWHVMN4ZcP/OnNt357QcBadM0HWVk4OQ0WjxOienLM8XT/a7/NeIaB+JhHOR6J6mKa1W60zF5XHzpExPPkycvq9YfMhpl/1j9mka/vshKlEfFCGGVFVlOpk0IizLMsqyZDAYkCQJk8mE6XTKbDZDVVUGgwHz+bypmInkfeEjFMcvoixEBUzEoohYDrGfU7TCxb5KMQUqWqHCP1aWJUEQNCJKeOeEl1EMACzHY4jzCZN/WZZNG3M50HZ5w8GT8MFC8tEQRYtqWFGApkNRQZiAa0O7A4ZSEiU5K57O/iDBdnJW/ZROG5I44toFg/k0odeL2T9wOB6lXFi18Gx4/e0xyTxEUWqmB8ckeU6rzJmnCuHRlML2sNFxs4TKdmg5KvNpQss2ya0+G15NlLSxZyNW6gonmhGrJi3LYDYPUbodYsMhnCaYaUIymlDYLkpvFVc1KNcuERcFG90+5nBENp1gdPoo7Q4nTgc/S+lYOtumzfztN/F0C7+/jTo4IRwP8Wcx/ZZF37bot/u4x4fUtU5UJpDF1G2fcDCk23fZ2GgzG01Z3VzFWusSuetEmkEVBcS6QnRvlxfWbbpdG11VMNMKr+3SNiu2jm5wwQ7Qe12cqiK1PTi8i9GycfoeVtfBbpto8ykXr3VwHJOgdQHt0jVK3eeCG+NFI2bHI167W9C+uMZv3TdxXJtBYdPaahOmFdsvXwIU1jZbbHgVmaJTZyXtvsXGhns6kFZL/9gj4ld+5Vf4/u//fra3t1EUhZ/7uZ97z2nefPNNfuAHfoBOp4PneXzrt34r9+7de2THcC4FmWgFCdElqhWqqjIajZo3Tsm71A8RqO8rFh/SJltel5SkXzlBOkmSD3ZwD1CdrosS7bwgCJjP52dOIyIuRD6YeMwnkwlBEBDHcdMWNE59baIlKQJohXFf1/WmerU8SQnvikQxZCB8c7quN5OdyxsIRNUrCAImk0kzWCD8bUKQida6OK9od4pKmZjqlC3Lp4eyAtOE+Rx8d+EXCwJY7ULbg9EIalXn0lbNOE5xNI20KqlqG9twKLKCo+OEO7swCXI21w08u0WahQTzgpbbRqlVcmosz2Z13eHwYILlu2AYpGnIxoZPNhih7x+T6zrtVoFiZHTrAZPBiIvalCPV42Seo6z0afV9FGpyr4WVJih5QZnE6IC7vkIeBWRhiOr7lKMT8iRmqmvknTb5hUvoRYGRpLhtj1C3KA2TsapjrfaoTY1ZWlADJipVy0LLc8ZRTBZMmag2RVmhVxqFYaIeHuJ3POIyR60VjCKjyhK6pDh7X8YzDU4iHSMpMcqS4vlnUU0TfbRPAtR5StusmOoms2mMoUAaRbTrhHZ3HXV8gjm4j5pXUFZs2DknWp/Kcpi+/hb7X75LFs+Z7g+YjAP0NKZQTeydW1zwE565aHH9is2vvJ7TdQpGb+3g9202L7W5e1wSz2Iu9Gv6XYvBIOXgIETXF6b+80ZVVdzd2+W1t29yd2/3IymghGHIN33TN/FjP/ZjD/39rVu3+M7v/E5efPFFPv/5z/Pqq6/yD//hP/yaCwwP49zlkIk3SOHjeXCtThzHjEajR3qd552qLFE/QCXv69mLudwi/GpYzgETiEXd4jEXp2m322d8hctLw0W1TQwGLC8aFxWzMAxxXRfPWyz1rarqPe1PVVUZDoa02q3mdkRR1CwVX95lqSjKe/ZkiueoiAcR1TNxHUVR0Gq1mt8Jf6SoAkvOL1W1+FcDBycQhIsw2FkEJ8OMulq0MyeTAs3QCMMC9Jq2k5HmOt22was3Y1RVZa1XsntcEoVTXrzSJ6piyihiY2OFMDji/k7G9lpFTYZrmKwZCa5rkIRghEeEacXl9RZ7Oyd4h7cx1zboDI+Y1G00r0BNK7qeSZwXpHv38QwdtQKlKhmlKeu2Q6aquGrNrFLRV1bIb7xOarv0FIWkSDEUDaoCs9VDyzLyukapKizHoe710d65yZ5l4BYKtuehBBNK08IxDOitUoQz9MGQxG+hahq6bmKoFRQl05Vt7MNbFF6b2OpizQb4ukbQX8PNYoZRgqY5OGrJ24OEay2FpLaAhP3Mxd7sUQ1HbLUs7h/FtFa6DOKCuNIZFw4byX2Uyx9jHkW4bYM4t8j9NtPbu1z69EsMducYlNQ6tFsOQVSxO6tpd9u0t1vYRUrvQpdoEKC2PaKwoLPiMQ5KbNfm5Zf7HBxEp3lkKoahfmResg87h+zN27f4z//jV5mFQfOztufzB7/zM3zsmeuP/PoehqIo/If/8B/4o3/0jzY/+9N/+k9jGAY//dM//aFd77l7BX8w5VyEctZ1zXw+P+Mxknx1vJ8Yez8t//W0YT/oJyEhsMrT2AxYiG/R9ls+zXLVKQzDM5OOo9FoERR8Wo0KgqBpTYqKmWgvxnHMZDIBaMz6onIWhiGmtTD8p0nynmBZ0f6sqqqJ1ojjmCRJOD4+Jo7jxkcmBlPCMDwTbhsEQbO1QAhO2bY8/6jqwsQ/DxbCrOXBvQMwNFjrFRhWTpZr7E8L7u5P0Yw5QZBzd39OpaTsH5Y8/4xJVUYkmYbn2nRaNcdhhqPXfPunL5Bmc7JE5cJFm27LYnNzE9dxmJcqZhSTqxFFVWGWCof3BxjBhNTpEhcKheegeypqDPX4hGIckAxmuJuXcaKIutMHx2HzhReJs5K8LgmzErUG6/iA2rJYcz3qF15EX1knUQwUr43pe+hb22gVVGlCrChUYchIMeiYFpZjojgmdadP5jpUQQpZRjicoKysYmQZJjVZVRIOJsSagbt3C3PjIu48wLi/i1nnpL0++TjgIK7QdQVTrQiLmq3VNnqnC4ZBy3W4vOqSD+esGAW3xzmXN1yGpcn1jkJaaWy3ctLeFaIko2uW7EYe46givb+Hv9nHHd6Hk2PmgwGp4jA6mrFxrcuKC3U6g9mMw6lCEJeMSxOryun6KuQJWxc6bG46vP76gH7fQtcVVFU5N8b+N2/f4t/9P79wRowBzMKAf/f//AJv3r71WI6rqip+/ud/nueff57v/d7vZX19nU9/+tMPbWt+PZyPR/EBxLTbsllaBHIuJ7U/iTwsXuJJzUp7WJvzcaGdiiKBEDDtdrt5vJMkIYoiiqLA9/1G8KRpSlVWjZG+qira7TZVVTWRG0JQ5XmOZVm02+0zXrDlJeHCX6YvtUJFBtvyaqa6XkR1iAqYEHVpmjKbzZhOp8zn88YLKTLTgKaFKlqg4jSS842mw3gOs2Bh6t9eX8RfFFXNWtclTDQu9Gy6LZ261HDNFm7LYn9fYziLGYwKeh0I4orJ5BjHcTGVgriouHFrTl2VPPtsB9dX0eoMNY1puyW+pzDUdILCJckgbzlQq8SzALXK0YqMcXuT5OZbjA/2STYu4l9YpygVCCecrFwmeXuH+XBINg9QNIVOVVPpOnZeoFcVte8zLTOS4YByNMLVKqooIRoOyff3yKhQNjaoooxqMkO3dULTokpj9CCk2j+gFSeLCIgowGm7xCqUvktiaKiqgrHRx4xCErdLenBMmMW4a31is0c5HdMLB7SDGa1ZANMhLcOgqFIGScVM00milKnTo6fUHHau8IwLt51NfL1ikCist6AsFPwNl341ZKLYbOop/vCAorOKcjLmnbiD5pn0XriOoxWs2gWjezPC0mDTKZhGCq1iwtHbx1RhhOK6hPOcyaRkevs+iqLg6QppWjGdZh/5LssPi6qq+M//41e/4mn+86/96mPxfx8fHxMEAZ/73Of4g3/wD/Jf/st/4Y/9sT/GH//jf5xf/uVffmTXcy4F2bL5eznUczm+4Ekx0z+IcpqNtcxHeawf5Mn+QdqY8HiEpTDYw9n7cTabNc8TTdNQtcX9rp62N8fj8ZnAWFHFMgyD+XzeeNbE88n3fTRNW2waWNpGICZ6hcgTFTfDMBgOh43nTOSjiWw2WFTfxOWWZcl0Oj2z9Fy0NperfU/KsIrkw6EuQVNPhVgBszDG9xJsU2Mwi8iSAZMwZ2PDIimgVsfUJbT9muuXfZQqZRqUZEWE67mYlstqW8HTNLKsRlMKdnZL4kSltnX2DkOiyYzBYYiZm2wQUaBhjQ4p0oye36KrQJ4m+NMTOs9fJcalNxoS7u2hmBrOdIZnl5QvXcdr+URxSWVq5OsrOGWBYygU/TW8dguzTPHmc3ygjDNcy6Bq+1R5je5YKAf7qHoFeYLf7mLEAa2VxS5Jc7WPatvEtkEQRDhBhK1qlFmKlZdobR8zzsgVBSOckuUZpDXl4S5u18Xr9Cg6XdJsTqlC2V5lloZ4lo4dLHZsZmnOaj4kdz2u6RFRr8dWMmSwd0IrnxE6Xdb7KvHugDlthrsBKjHGxhb+/BjrU5/Ey2esXF1lchgyncyh1yfLKjRbwVnp0yYiM1psrduovk97xcH3VZK8xt/o47o6H/94l7KsiKKSKCp+x+fNNwL3DvbfUxl7kFkQcO9g/yM6oncRr6t/5I/8Ef723/7bfOpTn+Lv/b2/xx/+w3+Yf/2v//Uju55zKcjEnSem1pYnLcVE3pNadXrcfBCL+PJ9+NXcn49DBD+4quhhLFfAhPhZXrslhI4IklWgSdMvT59fYppSrIIS3i4xwOA4TuMlE0Z+0zQb034Yhk3QrDDvi0nQJEmYz+dNeO1oNGpEmdjH+mCkiBCbkvOFaYGqLGIvwqjEMRV2D2oORglqCa5n0WmXTGcxVy6qKIqK52r4vsVoNKNWCwzdwTcdlKoims4ZzqHTVTD1gE5fxXLnKPkEDY+WrxDlOpqjEdkKYe3Qb2moly6i+TXZhTUqx0Jv2QRhTplWXO3rzD2XmWmwVqdUW6vkeY537w5Fy6evZLjzOWmSUikQxDHx8R5VrqC4XcKypOyvMO/2KVFx4px5r0Oa54RFCdMZhecwLRIswybevc80jDBth/LomBwd5dIa4YsvUM/nGFeunMby1ESahqqCbRo4/T5+t42+0oO6YrC3B3mB63SoUXHzCLvWUG0PRdUIh8eYF7Y4DmqcdMa9ozHHdw+ovDbPfvPzmH6PbhZQxzF232eeV6xc7VNpHuNKx1/t4B+/QzmJ8IMRnZ5Np+2TWC0MR2XDN+g4BYO6TVLUvLWbsL5mcfvVQwaJzkZfp922eOONESezmrKsuXzZOzem/vlp9f9Rne5Rsrq6iq7rvPTSS2d+/rGPfUxOWf5OPKwKJvxDwjQuDdAP54PknS3fvx+22Pp6BPRXI0zE5Ytk/+XbI0STqqocHx8332uaRhTHzQcAseZJbCFYXvMUhmGTh2ZZVhNfIdqoy8co8szEBwrhiRMVMjHRKW6b2EyQJEkj5IRvUnK+0NTFVGVeZmQZnIxmbG/UbK6aWHZFkhXU5Ky2HOaBSrdjUOQVq30F2+5ybbNHlNWU1Dx/1afd7RLnCQcnM3aPEt65pzI6nqOaNpqbsbbhURk5ttHGS2NyPSVXNIK7A4IppHGOXpX0LYfY1DGKhGRjDW+lS7cumAUpZbjwdGlFTitICI4PyXpdtFolM01Ux8bwu1SmgqbWtNtt0iKlci1MBUKloAxm+BWY/RX0bp9K0VBVjVrXSFc6OL5HNBujeg7t+RRvnqLt71E5Nto8YhpElMcD6pUtamXxN1MqNRMUItMgO9qnffkShgLGWofQMBnFOVWdkI+nGI7L2uWLaJ027bUOR1FMn4TNa1sc7Q8Y391hZzgim5xwOKrplxEXLzk4VcKz2xYXewp7icY8qbGfuUbUbsPJLit+jRpPcSyF1Usdfu1LMS9uZKz1DX7Xxzvsvn3CYJRz/ZLLIKjZ2Y/wPJM8Tmg5ClF0ftICWqdbUB7V6R4lpmnyrd/6rdy4cePMz2/evMmVK1ce2fWcD2n9AMLYvxwLIN4ExRutbO2cpT6NknhU5ynLEur6PYGxXyuicvVhCD+RkA9LQwKnX5dT/QXVaT5YnueNOBJLy1VFwTgdg3YcB9u2ieOYbreLZVmEYUhd100r0jAMTNNkPB6jLi2SL5aGFIQfUnjYHMdpjP51XTeRGO32/5+9P421LE/LO9Hfmue1533GGDIicqwhSds0djEUSNdA9QXfC6aFLFtGlm2sCyUZsLBkt0z37Q9GNjZyC4Nx20bYsnyRaSMMcgkb3BTUdVGUC27WlJVDZMZwIs68xzXP98M5/5U7oiKzMisjcog8j5TKOPuss/faa629/8963ud9Xp8oitq8PXG83q3l+TN8fcjLio4jock5kiKjyA17Rxm2rpNVKqaZEaclNw5KpCZiawNeupGwDI4w7E2ubOns7EUczVSOZzEbo4rxwCO0Y8JMwvL6KJQkmUlT5+hml5FdMLm9pGM7aHJJo9TISsWV0ZjDKKacBtiqhNTZxDF1ktkRktVBc3Kic+fpxCmqYVFNj1EvX0G6cZ15PcO37JOb5yxGLQvCIiczoE5z1oKYWFVwG5Uqi2HrHOrhlNCSUQwdv5KQPIu8ltCmRxTISMMxSZGgZSWabVJlOWkaofZ8rKomP3iFarJAHo1QqZFpsBSdTAd9OoHNDeKdW1RBgtPrY1y+wP7uhH4eUnge9cEu81nBpfNjQs1AzmuumBk3FIduA/mFC4yUjFtHEkQKGiWHUUFTVZy3JWTPwVMXxJnMcNMnzSuOZgWWpVM2x1hrXfaDGlkpmUUmrm/y1IZJsnfEaH0NS4OokBiue0wmGa4uPzRp/ec3NvEd93XLlr7rcn5j84G8fhiGXL16tf352rVrPPvss/T7fc6fP89P/uRP8oM/+IN827d9G9/xHd/Bb/3Wb/Gbv/mbfPKTn7xv+/DeP4v3wGqiu1AKTNOkLMs23f0Md+Lr0VIaXlu5UhTlvpGx1ed8EHgjmXSrGWJCsRJxE0LJOjo6Is9zptNpW/4sy7L1hgkytvp3ovTZ6XTa2ZurERhiLJPIMROq2mrivyiTrip7Yp/eLRMpznD/oCmQZRVZriJJKvuHJUkgoesKY6+kLnXWxjq+U7I+sohDE6VJWO93kOuCa/sJKCG7kyXDrkpdmcznDbVkAjlVU+N2bHzT4DjIUVSFKEopGx/Vsigbm8JR0CyD5ycpHUNF0UrWNJmDownFV17BmyVEu8cYpkE3TSkUSIGlZmI+9yJRd0DftlFVleMspTq94SolyKqCPFpSqxKNDIVSo483YDrFlCqcssYPI7KmZDk9wrx9k7LMkLwuVRKglBWyrpPsHYDjYsUpqqqTJRH6cBP9wkWMtXWqJMXf2CALljRlwUGckVaQJSWa7RAXObNbR4RhTJoVKPNjtBIsMrLb+xx+5Qbp3i5H3jqm4ZLbJtrNl7j98oQqy/HsgnVXI58ukOqG9OCY/GjB3l7Ezs2YoLGINY9+R0MzVLpbPbpSzNCs6VoySpVz8XKXgxCO8biwZWH3XDpahixLGIaMZWkPBRmDkwrDd3/Lt77uNt/9zd/6wKpbn/vc53jmmWd45plnAPiJn/gJnnnmGX7qp34KgO/7vu/jF3/xF/mH//Af8qEPfYh/+S//Jf/hP/wHvuVbvuW+7cNDl0MmsLp4isiLNE3bUtLDpJDdT+WorqqTuZVvIXB0da7lwwxd1ymLkrqp22wywzDaWZRCAVssFui63maJia5f8fN8Pj9R0uIEST457rZttx2Vq1jNXRNdnWVZYtt2e85ETlme5xiGgWma7b6cBcm+91GWJVVdk6QNX34+YnNLZ/+o5uC4oNsp2N+XMKyKhhpV1qmlgqpQKUqNIEyxHYXtUcE8aMgqE9cMqUoVz6149vmIpx81saweYXxIVy/JSpX6aI7hycThgm6Z4psucTAjaxyGSoo0XMP6g/+KZNuklUkzP0C1VMrJHNu0sXs+aZaQLxZIaYbU7+KgsKgrfFlCkU2yKqCIItTxJsrBPomiY8kNRg25DGUYocqgGw6N75EFAeZijqLI5JZJ3u3j1DXT/UPG/R5pVlEkIdr6GC2KKUwDraopyhIjTshsFzNYkI/H1IsARZPIFYPa8amzCC3PKOMMa9wjXwQk25dQ4gTTtrh5MMOWGrIopvJdJNUhmk+wumPK+ZRksMH2doedxELeu45iGhzXFr4hI+kqx7nButfgOgYv3q6IFYc4Srj0ofPoeo2mq9SNhKordLcHHN84whqNUZqKvq9g9x3StMLzNEzz7f2ufUdyyFyX7/7mty+H7J3CQ7tq6rreenbE4ieGWz9MZAzur3J0PwJg3w9kDO6cThBFEZ1Op80aowHLtgjDsFWrBIES45sEORIRHKmcYlkWSZKczMqUZOrmtSNQhI9sNb5DVVUsy2qbEUT5XmSVCVJ2RszemyiKgqquOF5EyLKN5ZRIGLi2yeixGkkyCcKIS9s6N24lxPmSEoWmVqjqBf2OzuGkYFe18bQFcTjFkk0mQUTHVfjwox6OlxIEE+qyYZlIbF20uXE7IEob1lWZ2lqjSg+p/TXW1Yw0yLGe/SzztXOo8wDFs5Bijdi1MPwRR0cTNmZzyk4X0yyhNyArMw6jEKuRmK8P6GQ15bU5gaXj39w96bxUQVJUlDSikqBj2iSOSZ4XOLJCWlcojkMgKfi2hRQkqI5Jx/eo4oRKalBMA6UEVI3mcAKGito0FJ0OeZKj+x768RFBb0jV6SLt70KW4IQLgloBWaGqodINzHCBSs3iKKBbFdSahaprTAyfvm+xXizIzw05rDKcxRGvLGf0XINlXaHoHdY7Nr4mM1E8No92iDOPxdGEtQtbVMGcV8wNDDKSwubq1Qkf/lPbWGWEGgZYOkCNYWsn5eO0wrbVt52MvR148tJlHr/4CDf3dgniGM+2Ob+x+b7wfT98ZxNar41YjMT4GzF8+mz+3/3BGyGCD8r39W5EGIYtYTIMA1VT23mXolQpMshO5tCd+MFWI1pWfY5vpJFBHF+hCKuqymKxQJZlXNelaRqS5CSdXbzW6vV/RszeO6iqirIqyYoCmoI0DVGMnHmgIitzpoFNEE0YdD2+9FKIbVlI6BRJhmZKNJWGM6hQQojjGaOxjOUYpNmcvm+QVwZRnKHKBa7rERznDM/1SNMZui0RhwWpX6IsdkiWIeglsyKgTBooCqJFiNXk9BKNvMqpr81h2GVQhUiOyyyJ6Wsy08Wcfp3T0WxKucE8XlA1FdLWOp26oA5SFmWMozqoccS8qZCRSYoSZTajSFLSvECyHORgiaJCg4QUzckzHcW0QNNwGkgnh8iahgRUF7aos5Jkbx+946FNb1B3NmgMEzXPUeqCQtYw6pLa9pBqlbiSUBYheafDMs3pxAGGBN6gz16t0zcbsjxgXlmUmkdyMKXn68QXL+IvInJZw54eUioaynTGcdZQdOG5WypPPyqzG0NTgL9xnnNRTLC/YOORNcqxRZ6VDFyZ/VmB4XhoZYKqdbix1NneVEB9eL9XZVnm4tb2O70bbzseSsopFAGB1dmJItLgDG8P3i9kTBCs1bJkFEWtj6yu69b7JZQq+9RDY9s2uq5jGEarYN0dKfJax/HuxwXhk2WZOI7bn/M8J45joii6o6vz7LPw3kGaZ8jSSeNH3/OxTNga+mhqRZ7rlHmEqbrMZ0dEZcY8WGIbNaaVs96JUZop+3sNnlYz6jjcOshRGwPd6rOMKqqywdJgFqpM5wmzKKUqa4pMwu7abJ+X0d0+Zlmj9Yc4HQnL0OlrCgw66FKFOhwTxEdE7hbe+TWaZUysO0hRjDvoINUyblWhJjmqZ1NGIVpRcqQZKI6FZ9ikCkiaTWLqxJaJt32eRmqQdZVKVlD6HRTbpjncZ+mY2FlCOpsimTZKkYMi04Qh1aBH3vdpkpiyzLCOpsi2jdHtolx9BVkzKLMUZjPyRUazu4uWh9BAIde4RkMdTpBUFTVJWCti9H6f0PSYYTA9XjCtVHS5oT8/pu82FGnKUWMQXrtOkOXM5gXa+gCSJd64i2U16JbMh7YU4rji4nmfanbEfDKnCnPWzw9JKokLWzZGnTBRuuSSxsZIZfNCn6Jo8D2FpGio67PP7sOGh5KQiRl/Ir18MBicdMCdpZmf4QGhqipkWSZdGc2V53mb5p9lGYqi4DgOvu+jaRpVVRGG4R1Gfsdx0HX9jue+17zO14KIdBEkbLlctjEcTdO06f+iS/Nh81M+rKiqCk1VKeuKqqqZhEtc0yRJUwy1xDEawijBNisaVaFr2mwPDWZRwyLQ0U0dy7XQVI+6KQiDGYOOSZTMyDKVqlGYLDnxnWkOXU/j0sUNiqLB1DQMKUS1uyyTirR/CUOWicMaq9vhOJ5RLCIKS2HkmYwuXaLjFSzLnHpkoYYT8mCOcbRPXKZYj1+h2txiMZ8guT7F+hrrQYgz3uJ47xUGVQW6hpkXpGVJtL+Ptn2OPJgiNw1SnNNMp7hNg5Ln5MES07bJq5L03CNUSYKqayiGiVKplIaJmhRQlSj7+6Q0zCSFuizRD49omhrVVVGGA+SqRgmXWLLGIkzpbG9SRAFW1yVd22I/qGlkCzNesmXJDNWaZRBxoFi8lOqYPQ+nKOmOOmhlhkJNfOOIOki5WnhIG1vYwSGVpqIpUBQ1YajhGRLzaUAeREiGxe4c0qRiev2QsZ5y7XZMllakYYrfs1BVGcN4f9zsvp/wUBIyUWsWi5hQLpqmYTgcvpO7dob3MN5Q+K2qnjQ1nHq28jwnz3NUVSVJEqqqakmaoijout6GxMZRRBiGbzmqQvjYqqpC13WqqmrncwrFLAzDdpzTGd79kCSJsqqYhgE0NbZuEiQJtqkjKTVoJZvrQ5ZhxvrIRrdikkwiTec4dsazzx3h2h1qZYljOximwywsGA76NPKC9Z7FwE3QFIsgzuj4Ptf2j5lMJxwfJ6jdDaw0ot/toOkFaWVAp8vhLMTvD1BHHfobm8yjhMk8oDqaQ6ePEpQE/pDm3DZGVDO4eJHDLz9HuPsKiubgmBbKZEJlagQvfhHbG5OGAUbZkMjgzOboVYW0cwulUWiqEkfVqOOA0rLQO12KYQ/CEMXx0PZuYQCNphNM99FUFaUoyB0PRiOmkobuWnRtC2t9neSxx1G3z2EUBWqRk6cZRX9EEixxBx3qJEH3utSqga9qbHgG/sVtlr0epDFzySBXfapagkWG0YC13oX+iOEj57j41CbKlcvkHQ/1xivsPD9hobgc3o6QR2N8p8bwNV56YcpuoKHrEmO/hiRCGw4YbHaxRkMGA4cGGI0sDg5iqupMWHgY8VB6yAREaUjMtBSqwRnePN5PXrDXwht9/4qqtkRHmPTLsmy7HcVzlWWJ4ziE4Uk3kd/pACfHWuSXrU4PgBNvmvCLvRHked5OBFj1pimK0qrGcRyjKEo7PP0M7z6UZcliucS1rJNwYEViGQY0Tc2w4xNnBTf2GoZ9jck0xTc9NE2mqnuARu2bzOcxXUuirEsM7UQZrcscqdK4dRiw1rPRrZRHtofMZ3NGnQ5VMkfX4Ggeo1cuui4jaS7zJsaloZzcQkFiUpTo8ylkNkZfJuuNUdMIaTyic3RIIeuEPRv99g5ur4M6KVHrnMJ2mUUN/apBU2VUpSE4fx49CJHLBs33qIDI0+gN11Hnc8Iyw33kUfI0pUoinEal6nSQ6xxUmUJSkaIAQ+uhD/vU4YLScqgmR/Rcl8IwaAyN5eEusm0Tl1AWFU1WITk2TV2i+n0CLPT4GLXbJ4lzOpqCo9a8Mp3Qi5YEus18mWNrGp6WUjkNt5cVVrUk02q8uuLmYUhns09jdVGTQy5c8kiDDHdkU4QJWRDh9ntUms0FS8LquRxMC/y1DlmcoVBSyT6mdqJiOx0TX5E4+5g+nHgoFTIRoimyx4qiwHVdBoMBQDvf8gxvHGfH67XxeiRmVYGKoogoitoMM0mSCMMQ0zTbkqdhGG1mWa/X+6rnuFcUxtdCnudtVpl4/iAIiOOYJEkIgqAtXwpl7QzvHhRFQVlVNEgnCfN1Q1FWOJZNVVZEeUZR1DhmgKqZqLpM1UANKGqEajRcuqijqCXjoYPGgrq2GQ8tZCUkTjM8z6coM7K4QSpPMu88V6fRFPLGwDMKXMehY9QYSoHXNfC6NvLmRUpFx1kbo9QesaJQXn8FVS2wJAk3zjEvXmAaBdhFhp8WSJ6Hen4bRTfIipPtDrsDdEkljlKa6RRp6zxSnrKUazLDwAhL8nBBpqlofofk+BA6HnINlSJRxHPU8Qap5aMaOo3rIcsSxCHyfAbzOUpVcbyckt7cIW8UjPMXUcoaxbEpmxKlLpE9D0uR0OoSbTmlslyWswl5DVFUsmhKRkqNYTpE3QEXLgzQLZlsPCYrZCRdpoihmc6JixydBmYLlGyB5tlkZcPeUsbsdk7yzy5cooxT1KqkUCzyRiYuJSpFx24KKs3BN2tQdeIVLcEwHmot5X2Lh5KQCf+YCNM0DIM4jplMJm0EgSjjnOFVvNMLcVW+N4fkvp4vUSiyZVlSlVU7rLwsyzYoVpQYxXUpyzLj8ZgoigDuaPd+o8T4XiSxLEviOG67jiVJYrFYtPuzOvv1zGv57kFeFqchwSqqqmJoKjQnN52+52FoGpPZHh3fwbdVDDWj303ZGEpsr+V0/BCNElnOiZKQrNLp9wqi8KTbd2Ps0LNilnGFpBgss4ZGlVjMQwZdl4aSWSiTV1PCqsQ0bbIyJd3fQ/d8skcukB0fMBw4bFohW5vbEMckcc6RUlBefRFXN9CahqvLgCqMme9OWYYlRZkRFQ3m4R7R8S5Fz0HzuzQ7r2C5PtrWRSTfoXAdtH4HPUsxVI1cM8j2d1FtB62G3LCpiwJz2Kf2fWRZQR6tU5kmIRVy16PyfVxNx8lzyjzHCJbEnovS69DxfRQa9KJmWepkpkGpy+iDLrLXwypimiyhaCzC/SOKc1tslCnTuKSSG4Lr++DbbF3ZxKwTtp48j2manP/AFoZU07N1FrcnJMcBm/ICzbZ45FyXrgkbF/psremMu3D72gInjZDSmKViU+UF2C414Dgauq48lFEXZzjBQ0nI4NXxSaLrTXSzlSuLfvkeJQAPKx7m/DJJklA1tY3GCMMQTdNwXRfgjpLh6nxK8bimaZinI5lW8VrZPPciVGmatun/Yu6mqqqtajedTlkul6Rpemb2fxdBVzUWUURV1ZR1TV03RGlKkMRkRcHRdEK306WqUpIiYDzq0HUtptNDdGPE5DgmbzSk2qapK+paJYpKKqnCcWWybMo0aPA8k27XJA6W1Dkg1QSphKWP6JsNkgxFI9NoDZZsko8vI+kVk6MpeeOxjCPywQVudFyqRsHWdYbdITNFp5EbmuEaniyTqWDGE4qegp7DFWo6tkUm65RhhhIvyf0ucRxjHh6izRe485Bs5xbJoEeYRhTEWLoFaUY67GPLElW4pHjpBZrpEVVdkd28DlmG+ehTGPuHyHmBqtsk57bo9TssTBOvqKmefxGlLFGGY+osw5AryukMbTojmR6QTefMbZfa85CaGnPY5/YXXiEMI7QwxFZg4Os45Myef4562Gf31jFZWTC5foi9vc4irdj80x9E6XXYb2yI5kwxuBGa1KpMYA2p/C66Auf+xCU65skE+Y2RThgWSEh0Ojqa9tAu2WfgISdkgozJstx2utm2jed57/DevTtxVpZ8cBAEyXEc0jRtk/vjOKYoijtmaYqZl7ZtY1lWm1F2r/PzZkmTUMmapiHLsnYeplCVRYafUOvO1LJ3FmV5MgmiKksMQ8czLbIsxdK0E0JvWZiaiqKqJ99zaUyeZyzCkEHPJc8znnpizFon57FHXbbWVDY3ZAY9g3G3R7BUkBWHR875mLrN/iTGtlQUpaLnu5R5jqxHzGIduztAKlTio4BZkVGkBbps4TfQXdNJpjMaV0UvDCpNI9UUgiRCieY0WUJ6OEVb67EWZRjjDUZ6B0uSydfWiC0DxTLRdAvDsMjqEpIUw/dRrQ650pD3x5hZgbG2ji/Z1IpEpRtYnT6UGXVWUFsOqqyimBZ6URGWDdXRHtg2kq7QFBlmGJPkKapusShLyvGYwnVoyoKsqqhlGdOyKFyPIqrontuiK1U0TcmCmtJ1aPo9qv6AsGkoioabqU423GC4tYZmaOhliWE2JKZDESzZGFgEhwuO44onP7RNpciUqomrphhNQ6+aM789ZfzoOnGQc3OuECxSZF1n7EtsnvfPyNj7AA/1GRZqg/DO9Pt9HMc5My7fhXe6VPl+QV3XBMtlO8ZIKFTw6hgkESCrKEpLxMRcy1U1TIxq+nqgKEpbupQkCcuyCIKg/X1VVS1RFP8/y+97Z5CXBVVdY9sWddNwOJtiWhaNJNFxXKIkIS1PPr9S0+D4HssoIFjM0A0DRc7Jsoo0CTg+2mcyzxk4EEQ5QRxi6C7nNkc0koStz+maGoOeTZzKHMyWDHwPSVHpjhpmxwvsoYnU93A6a6yv65hShrLZ5XZtom+u02Q60eEe1BmHlOR6F73TZ7B+GctxcLo9JqM+zuUnCY4OicqMIFrSSFBJDd1+j0g36CGDJDF9+WVytUGRFQxdRTZNmiwnU2TKJKVBJpEUyn4f3fPQDJVlGVNPJiRyg7OcYagGuVSjJBmy6ZBrBrrjoe7fwlBUjAbqJEOKEjRLR+34GOMhWlHQ3d4iWy5JcoWlpKLNjohnM9abiCKNyOKIQpWwzYogLLh5fYI2WxCFc5Z7IXYRcXiQE/YH+CMDXVc53I1QKolyGZDEDbXroW6usXZpDUXTuL4T4vdN/tSf3qLbM4mrsxvltwO///u/z/d+7/eyubmJJEn8+q//+h2/FxNO7v7vZ37mZ+7bPjzUhEwQMV3XCcOQKIralv97lX/eq6jfIqE6U8YeHO4m/7KiYBgGeZ5zcHAAnITImqbZKmemaWIaBrZttwqYmMkqSpzCX/b1QJA/0UwQRRH9fr+N6BDDz8Ug81XCfqaYvb2QJYn5acBwUZQMOh1oQFNUDqYTpsslPd8/mdFbFEynU3RV4/z5LeZhgmmqWFpNIZl0XBmZkv1JxWjUQVVLijpgZ3eP2WyBZXvYVsbxIqeqNNb7NkESQV0zm86RqorFcUJ1cEhJxFHWMM1k4qxkPLIw10Zk5SE9W2HQGTJGRb/1IvbaiHRymyQNmIQz9DRhcbSP0h1i9IdoeU63qvAdj/TGNeJkQba+RmP5qOfW0bwuC0NFigOCskEpKprJBNswkdb6KEWGOZlTBwtMWadJC5ROB8mx4fIV8iwlrUoK1aD2fYzlEuXoGEwPfzwkkxQK3SDJYxTfJ09ibr18A/ODHyafLmmGA4a+Sj2d4T9yidmyQfa6RKVKdzQmWiR0bJPixgtoI5ubBwGjJx7HGPdRlAKtYxIfL7lxPWatiehd6FANx7iuitex8IqYPK54ZEPHsAw+cNlifcPF7jnYro7f0b/2hfKQoa4qXvzjL/K53/49XvzjL77lNe6NIIoinn76aX7+53/+nr/f29u7479f+qVfQpIk/vyf//P3bR8eXtPOKcTiIcqUy+WS0WjEbDZ7J3frLeHu0U/S+2DG13sV9yIvSZLQNA2GYTCZTIATf1fTNBRFwWw2w7ZtZrMZruuedLx5XhufoarqHf5HcT280ZFg4m/LskSWZaqq4tatW7iui+d5zOdzmqZpJwmI8WPC43amML99kGWZnusiAaqsAA1pnmGoGmudLseLOcsgoNfpsFwucW2bvCzIkgRDUwjjDNeGnqezDDI0OcfuefR9CVlyWAQJiudgaBq392IaDFRVxnFLrt6a47l9TEvFtDZJ8xRPCcm9dVwC5vMFWnCEuXmZYH+fYLEPlo82LtmfJdiODdIak4M9Ss+jk2RIcczEdhnJFSz2URgTGAW2alIZJtJiQa+U0MOEjAJH7xLfuM6406XxPOZHB3hrmzSb60RhTLW7j2tbyI4LhkGmyNjyCLmsMSSF5uWr6JublMsZUr+LdP0aDEeka2O0OCFKcowkJC1KivE6iiKRzmb0nnyCo+e+iOp10VHZOzzG7g4IK5nRuo9s6Eh6g2npqNqYIItwOwNKzcI/77K/N0dtGpZVh74DUW+MMb/FIq0xgpQsgzrLePSDA47mYPYNUt1BcSRUV0NKC/IgQe1a1HWDorx/PnPPfvLT/Oo/+T+YH03ax7qjAf/Tj/0w3/DtH3lgr/uxj32Mj33sY6/5+/X19Tt+/o//8T/yHd/xHVy6dOm+7cNDvZLLstyWfkzTxDAMXNelKIp2CPN7cYG5e9G9n/t/Vr588BDnTyhVmqa13ZhN09Dr9VpPl1ByoyjCNE06nQ75XTlkb3YMkthOEC7xOSiKgiRJME2zVcokSWr3ra7rM3XsbYT4LMZpSl4UNHVFnOdIQFlX5E2N53nomo4syydTIFyXqm5okCirEk1pOF7MWSxjet0u4/EAqgVhFOPaEmsDD2SFtaHP5prOYCBjmyGaBH1HwTNS5pMjoGBjTUMxfeIiZ1HbuB0PZX2DpoioywUbH/4GnK01NHsdY2sDVWnwxyP6l5+gp7ugyGw7PsMiR3b7sL7N3PXolzbWaIPk4BhpPKQuStLJEWavC/sHNH6XYjSA+YKOrtPcuoW1DNCbBiNPkauaCok8jqlmh2h1Q12XNEVJqcjUaYLaH5DmFcXWBlkUMn35FeaLiOlixrHhwuYGyfSIKE5pBmNmN2+z1F3mZU0VhzTrAyLDwJwfE5cNiaky6vtkRUluysSpxiKI2T0siHf2MM+dw9ZqHE9F1hS4/jL22KMcX8AhIcxq1p56hOUi52BnTt/RiI8W6OmcdBbQG9m4AwfdUFGUh3qZvgPPfvLT/Iv/+afvIGMA86MJ/+J//mme/eSn36E9uxMHBwf8p//0n/irf/Wv3tfnfejPtDAsS5LUpqfruk5d120Z6P2yyLyhpPmz8uXbBqFUietx1UyfpimWZVGWJYZhMBgM2igX89TorygKtm2/6dcVZdD5fN4SL6B9LlE6vSOy4zQ7TTQgnBH3B4+6rgnTFFPXqcqSMMtwTgl63TTkZUkQhkiKzGQ+pwZ2j46QypI4iajrBseysQ2TzbUBaV6gqBqe5+M5BjKwNe7gGA37hwcE0YK6KOn2hkiaQ5w51FVBnCloasFimdLvD/EtmbqM2V/IxKVGWirY29sEUkG68zK3XrpNFhZUixnFwW3iJKFKlyzkgiNJRvMGTMM91DjEqkPkrk+SxbijEWZaUKyNkW2HMgrB8dGlGmnvkGjQJ9c0lLIgtx1k00TtjUh1larI0Q0Da+0cSV1Q+l3qJx6j0TTSyRy9qDAsi2YZUJsmHUXBIWfo2jgS1MuA3toammngBgtMz0c1HOwiZm82ZZkU6FVOoZyMOdq/eczejX3mssXxcYak5ljjLv2Bhf/oBdKjY0qvi6RruFvb0OhU85SqKNg5VvjmD3agqUgNl+3/4XEkRWZjqDN64iLDdZ+6BlV96JfnO1BXFb/6T/6P193m//zf/8XbUr78WvjX//pf43ke3//9339fn/ehP+NCPVJP09NF5+VgMGiDN99rCtnXi1WyJczjZ3jnkGUZkiSh6zpN07Q3DJIkYZomruu2qpTwctVVhW3bJz6zUyVrFWKO69eCqqpomtYSL3GDIkKVVwNoRZdymqYA7Riys1iMB4u8LIjj5KT7VZJQFRVdVZEkGUs3qPMCVVbQFIVxt0dDc5KnZZisj9dQZIW8LNEUhdligYyKphlITUMtSRQVzOYhilQwGHbZGG/iuilVFUI5Z9i32Z16dEddpDo/mXc5n1JWSzY21rnkZ8hVieRaREHF8SvHnOtucHmrh5En5J0+QZRhWhbuM9/Ipmyjjs4hBUvOe+toqomSN9RBhCOpNEnMokgoVYW8SrAaico2UOoaJVjgJBHa0TGFLKMNByTjPnIcIjcyUr9DksZIQCVJSL5P+fnPI7kO1vktcsejCRdw+RKYGtrGOnqny/5kQZLFxGXBolEwNAN1MCDMcrYeWUOtGjbOnWPUsUgknURWuXkcYSymuHWGdhqSe+7CNotaJ1wuCV+5TmPo3Hpxh3Iasf+FlzDOX2Tzw9v0uyr+B87z/G6CbLn0PQ01iZnkGpPGYuelyUl58iGOAHotXP38c1+ljN2N2eExVz//3Nu0R6+NX/qlX+Iv/sW/eN+96A89IQPaLjVFUVBV9aTsc2pgFplM7xVS9lr7+WaVLaEYvhfxMBFJVVWZzWbtRAnLsk5UMNO8IwtMmPkd121nXd7tJZNl+Q0TJfF6qyOVoihq0/tFqV+QRpGHVlVV+5rvF2X5nUBZlkwXcwYdn9liQZblyLLE3nRCEEcUZYllW5i2RV2WHM5nOJqBIStEwZJ5sGQ06OM6DpZlYmgaNQVFmWFYJnGSYKgSi3iJpMpkaURWRPhOFyQTv9tHkiW2BhlSbeF0+2R5RpzGhJnE3uwq89rEGfYwyyWlpmCuddmN5zSDLpkHzmgNOn0OgpTZC19GVi3S6W1mfZfZ0TFYDrVuka0NySQZXJ9CM5BkqMqKyrSokgTZMAlNgzRYoNgOgaWTTmewf8RS11DqCq0CGYli/zZWnFHToA5H1NRkmk5pm1SmQXXtJsraFkUUMktz3G6PpN9h4DoYZUoUxcjIrD96gWuff4HM8wnjHL1pcO2G5twGepkhd7rMrS56mhIbfW6joTUpjg7q45epywbr3BZaE9P0+yjBnDJIScKGqlS49MgQrYhpTINu7yTaQjE0zj06QLat92XExXIyva/bPSh86lOf4oUXXuCv/bW/dt+f+31x1ldzlgR0XW//EwuZZVnv4F5+NQzDAE72VeAOM/8pOZMkqfX7vB/wXiWS98LqtAjTNAmCAE3TSNOUOI4pyxJN01gul63na3W8kWEYrepb1/VXXQPiGhIQ265CELjVvxWjlMRnQxA9oayKhoAzlezBwTZtgnbOqIGqKGiKimtZ1DRoqkZZ5Pi+z9ZohG7o1E3DhXPn6Ho+x5MJWVliajqSpmOZJop0Mrt0czDAMAx6nk8Shyf/9g2KOsI2a0w9Z3NNx/VdfCcjDWbQSNRlQr/XoedaaKZOHMwJqwqv18NXM+T1HqFmgH4eY22d1DDwHRPJMZnIFdroHF2vQzNwqYCiyNBUlYOqIFFkrKakbiSwTaQoBFsnNi0aVUffPE/hd3EsG+/8ReytC1hhSGCoVIfHaF4HrT8icx3KJELt9WkkBXk5p5R1KtPC0hSawyOKQsGsSupRF/n4mOO8oEBFVwHXIvzSF9AvnqOWANtmP65Q85rs8Ij1vkcULFEtlePjgjqfsbx+E/vKeerzTxLFBUOrwgpmSFeeYrw5xtkYUFYNm1dGPG7HWB2XEo3e0AVdp1Y0ul2TPH94bjbfLPxB/75u96Dwr/7Vv+JP/sk/ydNPP33fn/t9QciEcV+W5bZEoygKuq6jqmorOyZJ8rbt073KSqsETORMWZb1mgPR7zZzvxXF4mFSnd5LSJIEz/PaOZJ1XbfkWqhSRVHQ6/VaYi5S9lebAzRNw7Ztmqa5g+TdPYhcBNAKiM+FeD2hGovSaRAEJEnSdn++GRXuDF8/6qZmEQXAyc1WGEWEUYyuqqRlSZblTBZzfMdlMpuRlSW6plE2NUVR0nFdttbWkCUJZBnfsanKEteyUHWDg+mURRiSlyWe32VzOCQvK7rekJ5rsJgtKMuEga/T79hIqoeu5ngdF6SGvQNQ9YKDIATFp0hzgtpC1hzcIiWNbzH5zH8DEpymoJzFdIcbuJN9mrzC3TlCtk6mT9QN1EWJvQiwx1uMGgWjt4XieihoGFmC09Sou3uoZU5TQXP9BsV8Rio1WPMleA6a5xBlMdrGFmZZ0Vx7BXntHJVqYOQplWky1zSWSYRMTqGq6GnO+ngd2/Ox+j2ysmA+OcIaDOlR4o6HVGVFHcVcu3VMJOscSyZlmuNbFlmZocoatu8T3zgk33mZIk5I0Fn7pg+z0XcIFglGPEPv+OSaSWrZhGmDuzFEDZfopordcygaGV1/eG423yyuPP0U3dHgdbfpjYdcefqpB/L6YRjy7LPP8uyzzwJw7do1nn32WW7evNlus1wu+dVf/dUHoo7B+4SQrUKQMjGKRtO0VnF5uxQyUUK9G+IxkaKeZVm7GNu23Zq4e70epmm2ZaW3ChFEeoa3B/VdIasilDWOY2RZJs/zliiJUnuSJO3oo7qu25uK1RT/uq4xTfOOMuYqObtXE4BQvMQcS0EA8zxviViaphRF0eaniY7M1a7Ls/Ll/YWu6WyP1zA17VT5PDnPVVmhSDKyBB3XPTH6WxZN3RAmCYaqIsnyyZilssK3LCxdR5NlbNsmzjNsQ0dWFCRFoSxzfNPi5u3baKoCTUmaZ+hGQ5LmqKpMmoRIzIGS+eQmURzS75mEiYNtWEynEWEkY7s9DmYFC2/MxUeuYI030f/EN7MMC7SNAY1UU6UJiaqgjAfMywpJUVAUlXNApatkFaRlhjU9Akmm7nQpHZPq4iUwdVBktCKj2doi73WQ+mOMbg9F06mjGGl0Dm02pU5SmiefwM4jmroCqUZ56SUsWcZ1HCTfxVrMcQYDEt9Dcjs0XodaM5D7Q5aqjjfoEx7N6WwMMNeGoNX4ikxzfEAzGjOvG+ytEeb2OkWSEXW6bK0PwHEoq4S8ODl2riVRmA654XJwlFBbLkVe4hsN2miAM/DRdeV9WaZchawo/E8/9sOvu80P/M2/jvyA1qrPfe5zPPPMMzzzzDMA/MRP/ATPPPMMP/VTP9Vu8yu/8is0TcNf+At/4YHsg9S8A9+ky+WSTqfDYrHA9/239bXFgibu8oWXLEmS9mdhXn5QuLvUY1kWSZJgGAZVVeE4DnmeUxQFtm2zXC5bslgURatoiM48TdNahetMuXhvQJQHVz9+QhETIbG2bTOdTllfX7+jRKiqaptbttoBKa7b1Q5JuPN60zStVcmEX02URe9WzzqdTusns22bNE1xHAfLslof2+p4sjPcP1RVxSIKkSWZOEupyhLPdojzjK7jEKcpZVGi6hpJkWPrJtBQVhWuZSEjkdcVuqIyjyOUBjzHJi8KylomiUPyssa0TGSpYRkuWesPSeKASgJDNfAcl5d3D5GqDMcxyZKA6zePWd/cJAin+LZHXc/JCgtTsdjdnzDQIpzhgGQeMRp0yaYh8d5NessYLIkiiBkYHpGSweERHUkitFyoc6paw3RNePElJM/GjTKaTgf6feKXX0I/dxFpdoxqeeRlheoYqL0R7N6C9XXKW7fRLl08ucE4PEKdzSkNHVXTSOoaazYleuJJFtd3cLWTgOYgTumP+hxmOcPNDWZXd9C311guQuosp5ElatMijwLC4yn6xcvkYY057BAtAqbXb9K/coELH7jCy1+8hjros7nukukdqoM9MB1yd8Bg3CdPMlRNxrMUepc2oGngPWgzedDr971yyHrjIT/wN//6A80hezfgfUfIBMQdvshZEj+LQctvJQn99XAvI7bjONR1TZIk9Ho9giA4GUZ9OjZHbKcoClVV3XH8HMdpjdl3l6fuxhsNDj3D/cG9SM7dEAPv8zxvS+eaprUzL+GklC1JUnt+syxrOzNlWSYMw3YqRVVV7XbifN9N0F4Lq9eHKOkLwibyysRzDYdDVFVFVdWWJL5fPIxvF6bzGXlZYegaSBJhFOPYFrZh0HBC2jRVZRlFuJaNosjUVc1kuUDXNFzLpqEhy3LKqqSqGwadDllxMr80K0tc0ySMT6wamqJQc1KqViSZMEupyhgkg9nsiGF/zN7BdVTZZzLdp9vR0U2HorY52N9HwabjVch5wrDXJYmhzgP6FTT7e6iSTD5b0kgNngqmpHE7DsmDiHVNopgsMKQaybbQFJ2TvZFpVJ26LrF0g/zoEGk0RHM9ivmMZr5EH/bBsqiahjxJ0OcBjEcoVUlVlhSGSTqd4lUVSX8EaoUbZXBum/0/fhZ5ewu/1yc92CeVJQp/gNXrEy2WECdkdc6ihuLGLVKzS3erx2TnmA986ArH0ZLCGiMXCRQJqdHjwuU1siRl5+UDHvnwFdJZSHetT7OxiZ5ldDe6IFSe92Bl4u1Yv+uq4urnn2M5meIP+lx5+qkHpoy9m/C+JWTwag6U6CRLkoQkSdqyjPD13E+IkpBYxERHncibEtEHeZ63Hjc4MVn7vk8QBG2JKU1TPM8jDMM2cf21YBjG1yRsZ3j7sXpeRCk9TVO63W6rmgo1SlEUoii6IypDGO+DIMBxHFRVbZP2Vz1movFDlEDvda2s3izcTd7FDYHneaing6xVVcW27fbfd8/bPMPXj6qqKKuSJD1Rx6oGup4HEpRVhaHphGmCoajIiowinyxW2WmEiWkYZEWOrp4omEEc49oWiqwwDZY4hkGa5UgSxEVBU9f4tk2YJKiKgizJZEWM3FTMgxlyk7CIEkyrh6F6pGWE3FSUhUWazVE1HVWGMGgYDsfM54fYZYysOJhBhB4c0vg+yvwYXXXQpofknk+5dxO3kijiJX5nwMI2MeOM5vw5rM9+FoZD5I11qrKiiAMs2yevc/Rapjg6QtNk5MGYNJhjqQZpXaOlKUQxkq4Rdj3sKKV0fDRVIjvYx3AdcsWkOT6i3tgAWSKbzmnWRiz2D3B7PfYj8HsGYVSxyCosy8Df6nP4latImkWmmJh5gqIp9J64RF7J6OGE0u2iujbT4xC336NvKEj9EXJd4q/3MesCut138Mp663i3rN8PI95/YSenEOqCUBZE7pJ86rUQHh2xQN2ro+z1FKfX6kBb7ZATuWiGYbTbiowpMfxZkDY4DYoMwzs65cqyRNf19rlEVMHdOCNj706snhfDMNopEmEYto8L9UyQd1GqBiiLAk7VVE3T2qiMVdIlSpJCwaqqqi2LrmL15uPu61rMtpzP50iSRLfbRVVVsizDsiyqqjojY/cRgoDLkkyaZcBJTt08WGJoOrVSo6sqpnGiqgofqKoq1PXJ95JtWqR5hiLLGCulZVPTycoSx7YwdAMlCtEUBUVW2qYNVVWJJjNc06CpQvz+BVR9Spo1hNkUpSnQDQ1Nr+h2N5Bkhel8Tm+oU1Q5rtclT1Q2HIvcUglsFb+s8FWXNF6SRBFumlGO1jFUjfzWPrEiITcKTQPRYop26RHk6ZwyCCmKis5iQamoyNMFlWkhdzvUuoXy5S9hPPEkBTL6wT50OsiGQa5r2PMlWbdLo+ksr13Fu/Io1DX5bIp8+QpZEtHIEkrXYybrdP/EN7K8eY0OEbdeOKZ/8RxHtyY4oyH60QR/e5v5sqCvSKjn1sjTiDiukZMF+Xidw1duUOYyw3NreIMemiWBKjHs9cB1TsqUZzjDa+B9S8hWp7WLuYKaprUqQZ7nbSlRKAtwpz/n9cRFoRaILzjP86jrmuVyiWma7e8sy2pT2QXhyrIMx3FaVUPs12w2w/f9djvXdVvj/73I4f0sUZ4pbG8dooQpyPrdpF2Y503TbDsmdV0nSRJ0XW/DWQVJ9zwPVVGI4rjtjGyaBsdxSJKkfT1hwl8tKb5Rn6TYR3HuRfNAGIbtvogOTXFjcdYgcv+gaVrrEVUUha53okjIskyZv+obXSXDogu3ruuTLktoiUCUJuiqiiFr0ECSpWiqSlGWVFVNI4Eiy0hNzXI5oyp0xqNLTGc7dDrrhPEej2xe5CsvPQvSAEvX0HXYP1iwNvKpioJFuKTjDMj9EfOooFjMyTSbQT6lVhqyIKLprZFlEaqmkc0D5LLC6o6Jb91EGnRxggitKCltm2q5xEhTirUNkrUxftWA36EKl0i3bpD2+2hZjhyHlJ6HPuhTzeZoqk5i2Wi3d0n9Dv6jjxPmNVFR0+v1iW2Tjm1yuAxRHJsySDja3UcuZWrL5olv3OYPX5ngnR/TUSwWSgONitvRsaWS3dkcs8wYntskmClYpoTue3gdhwuXtoirBt3x8McrnYNnZf0zvA7e97e0gpS1d6SnX2ZCUdB1ve3GFATt9bDa1SaaB0RcQZZljEajtjQlVAxRmrQsC1VVW9IXRVHrc6vrml6v15JBz/PaDrnX6g59o2TsjXh/zsjYW8eq0gl3Xita2013Qp4WiwWz2Yz4lGyladoSIKHeJkmCdnp9iiHgq9eNeD1xHYjrvNfrtaRpdR/uBaEgC4hyucgpS5KkVZdFqf8M9x+rJFdRFCRJwjpVx1aJva7p6NrJ980JITv5ijcMg7wsW1+ZIis0NEjNq140VVVOku6rkuP5IVIVkaQRYXRMnCw4PtrB0mVu7b3MxngTz+2gmzazeUJvMEJRLQoaeoMNNENFlRWWy5sUusJABn3kM7c2kPwuGxc3KMsaOUuRLYPy8kXqV65iFGAhU87m1GVFbVk0VocFDdHeLczPfpalY0OwpFF0GllGKiuq5QL6Q+o0oUpzqiwlynPU8Qjlwx9GdV2qssAqEsrJIYHtkScJ8fZFDKlmb55RqSpZUTHNoKhMrk2WJ163JCItl5iOTXq8RDM1bi9KOqMBUm/APFTRLJXFrT0GfZ+kUIlqUCwN1VThPttezvDw4n2rkK1CGOiFwlAUBbqut91lk8mkVSgMw8CyrHbRUxSlNdbbtt02Awg/T9M0bYea+L0o8QglQ5blO9QFYaIWRG2VlI1GI5IkaTvrRIbVKgSZvNvILb6471bOVv99poS9dayWC19LpRSK7Oq8SFEqEo0eURRhGEZ7HQjis9qVK7qDRceluH6EkiWeU3TjwknejlBcVr1kdzecCKxeD5Zltf5F4Ssry/KOxH/RhHCG+497qY+r9otVpUyQ7aqqyIsC/fRn0zBJshRd1VBOc6/EdRBFMUUdUhUhqqZRUuLZXTTNYrk4Zu/wJlvrl8izEM9zKIoETbeZHd1AHY9RZQOKnG63yyTMGNodvLVNpvt7hPhYdkw2HDEtaor1dabPf5HNvKF2HbLhGuWt6+ipi3LuHPOjQ6wswZIVGA7Rq4akqvGv36RRFGZJwujcObLJMVJdkR4doNUNhetSNg0uNUmWQhgRHx+i9vpksoLkdDjaPcRdH6J+/o+Z1BrnN/vsJCXJwRGVXKPqGrMoRclSzI1NPN/n6GjJ9jdcRC1lBlWO4dkolk0ZHeOMtvD6fVRTZa3fpZhPUVQFJPl9OQbpDF8f3tem/ruxmqkkDP5iXMx8Pm+9ZqKMWFUVnU6HOI5bpU3MF8zzHNd1kSSJKIruKIsKwhWfpnCLbLTV1xaBtaJkKrxhgriJsqooZYovZFEOFYu3bdt3zCWEV0fsrJ5613VboneGrw+CtL/R6BFJknAcp/WLdTodsiwjTdN2VJLYzjodKC6iUEQMRpqmrcdMqGsiqkI0j7iuy3w+/6rXfy0Cdi/cva34eTwes1wuaZqGwWDQlt4dx2nDZc/wYPF6zRRVVVHVFbqmv27eYF7kKLLCIppTZTFZvoRGQtVMgniKKmvM5scMh+fZ2/8KFy/8CSQqykZlsYjQdA/LMFkup3huF6QYw3BRaZgeHOB2OqRhjFTVNHvXiSuN9dmEtGvjxAoNMdHREVpRUKqgRhlNt4ufJCTTY7SNTRRdJzqeMzR10gZyXUKOU0pNx+QkQmJeqwwdncTzUS2L+PoNbMeizhsi00JTaiJ3RLZ7E8M0iZKMquuhljnhwQR70GHv5jH++pjlbMnwice4dHGdZV6xe3CMFgcEWUXdGdA1JOZhwCOPXqZSFHRdpWhk5KbC7XfoDodUZYnykBGyd+v6/TDgfV+yXMXdif6dTqf1enmeh6ZpuK6L4zjtGJsoitovOVHKgZOSong+y7Lo9/tYltV2pZVlSb/fx3VdDMNoyZHIoep0Om1iu1BNRJlTvJ4sy0RRRL/fb9UP0RAgcDcZg5PFVKgYYp+EagKvlkTu9+DUhx1iSLcgIa+1+K1eL6vnR6hcYhtxnYlAVkG0RHp+mqbIp+dptUtYKCOWZVGWZetBWw2RBd5UB/HdC7742yiK2saS5XLJdDpt9+MMbw9er5lCUZS2hKkoCnlxp2ouPvO6dlIR6Dg+kgJRfMTB8Ssslgf4Tg9N05GUBlVTefzKN9FUKUUtIaNyYWsb25KZzndYG/fwXZVeZ0Ayn1DmGbo3PrkuqxTl6JDG7uJsbmFsb1GFJYFcUSkWnX4P3fFx/R7G2pi0yGm6PVS/wzKOmUwnyJZGZhrITU6jqBwtpyiKSmVZ3NzfZVSn1LJGFSVEf/w5lqhky4jd4yWeIVNEMcVigqUbFAVMVZd4MQdFw9AlppmC4vpsXtpC63iocsPz12+zyDM8TSKsZDobI4rDHXS5wVRVwsUS1VAokoSqyJFP58w+jGTsDA8WZ1fLa0CYpEWchK7rZFnWdqdJktT6uMQCKBQsoT4J9UsoWiKqwHXd1t8jyNZq2Ktt21RV1aaqCz+QeFx428TfVVXVlhoXiwVwooyJcqjwmSmK0gaKCkKWJEn7OuK9WZbVRmm8VrdoU9dI7/OuOsMw7uiahVeN+/fqYhRY3V4cW1mWW4XS9/1WdRU3B3Ect+dfNII0TYNmGHdcj6ILUsRh3L0fb0S9u7uUea/yt4C4IRFqrbh+xHsREyXOlLJ3DqvKmIjHEFi9aZjP9wjjKYqqI0kyjtWllmpkWUVSKsaD8+iyQpqn6IZDkueoSgVNiSxJeLZPXsokZUVZNfi98UlWXZkRKw5K06Cc26ScLjCWc1K7Q6UvSPMAS1Epdvd50Tc4N8nQFZnGsgnyDGMwQJ3NSXSZ0DJoDo6wL5wHWUYuZKaLBfpwjNld51ZZ4FNy+/AYfzRiXVcIZQdTjjmeRngbI9Ib+yyVGiSZoe2geh20NGEHlcuPb7K/t+D67TmmbuBbJvNZyOS56yhSjuxvc7B/yPDcJvvBgq1HLpHF6YlirWknnj0J3Pd4tMUZ3hmcEbLXgTBBC0VLhHWumqhFTIEoGwkiJkiaWJyF10YQJNd120VOmKaFj0goV2VZ3rMbVBAt4TOqqqqdiSjKX0J5EQur2G/hg8uyrN1XoE1dFyQUaM3j9yRkwPtxiRVkA+70VgniJMjRm/XhCeVKlPoE2RfhrI7jtKRc1/WWlOd53hK1pmnQNI3FYnFH+VOWZVRFpW5evTHI8/w1yfbdZet7uRpWQ2+Fn1H8W1zHQi00DOOOjuMzcvb24u6GgNXzK35XVQWyrJClIWWTocg6ZZWio2GYDpbUgaYhLxKqNEYxHYbdPnmR0iDhWha2IVHWFWlZIjUlVaGRNwoyYFUliWHjUCGtjyl396g1yLe36QZzlnGE9MQHGGcZRzufxzRlxq5PkqUcFyUvJjEXHBu3KLnR7XM5zzi+epV6OOac3+H6fEZVy/i+B2FCJ8lYLJa4vR7R5jZ1HFEtDqkVCefcNqVuYEgVcZTQ29wkjSI2BinzUCYJF/S2LuL1bF74yssoqsb2I0P2dqfoZk66LEA38A2TtMhRTRPDtomWCVQFFx6/QlkUqCvxRGc4wxvB+1vieIOQJKk1yosOTFH+EeZ/MVLG87zWhC18YKslLFF6FGRPlBrFYio6LcXPYiETpUqhRKiq2pawdF3H930Mw2A4HGJZFpZl4bouo9EIwzAwDKMtVQoFT5bl1ucmuvyEb201G01ss1rCfL9mTgkyJoiG4zgtaV3tahQk5vWOk7guhAIl1LbV8qPwB4pZkkJJq+u67cAUvkZxPfR6vXaUUmvsrqs7MvXgrY3ZutcEAuGrjOOYMAzbmA6hEK++5zO8fbibUK/ehAmkWcR8fosGuHn989BUWIaNaXUoy4KqTFFVDc8dYqgGjtWlyCKapkaWQJIVmlpHVw06notn95B1k6aRoAbFsVE1mUbT0OZTyqZg7/gQTc5JFY10MaeWS3B1sosjqvGYz01usez65JZOx1CZNTWl1JDIOX+8iNjdGBNaBl/KM1zXwKek0nTo9Cl9j8HFi9xMc5xBF6XXRx8OkeWKpWGRhzMUVaVpSqKbrxCbFupwwHx+iLW9SRDOOUpTzj/5OG7PpVR11s6t0xn1ufRnnsEdDIEGQzcwLIN4ESFJcO6xR8iS5IyMvQfx+7//+3zv934vm5ubSJLEr//6r9/x+zAM+fjHP8729jaWZfHUU0/xi7/4i/d1H96fq+rXCaGCCCIlyJAoHwolS5Af8d8qqVrdbjWBXSycgoit+sQEQRPdc0Br1hbkTkwVWC2hwqsDq8V+e56H4zityidiEkRJU+xfWZZ0Op3WGC6ImiiDmabZkkd4/y20qwPgVwNXLctqfzYM4w5CDnceJ7FQCsVrdZC3OOeiy1aEvsZx3DYOCLUuSZL23IvrUdM0fN9vvY7i3Aq1963iXuc7DEOapiEMw7aZRZIkFosFZVl+VXn3DG8PvlbfVp5n5HmKoposowmPPvoRVNVgY+0p+r1tHMun01mnqguapmIw3KZuSnTDxDQsJFQMTaXT6VA3NVEUglRR1ZDHFYokIakqizSi1gwOZAl58zz9rS16doegSbGvPIry6GMEWU6xdgU2Nli/coWj/X32sxxF1Uj39vljzaCeLegMPAJZYRbFXNu9zq3pghfkhslyyvNyQe/yJSRZprsxojo4oPF8zEuPsNAMDF8DCXoXz2P2Rxjf8AzTazsc7B8x2lpj+7Er+MMOeaORpUsWYUgapSyTDNdyGG5uoKoS5x+7gmYYHO3sURQVXuekEcd4jRiiM7xxVFXFpz//SX79//r/8OnPf/Jt+d6Iooinn36an//5n7/n73/iJ36C3/qt3+Lf/tt/y1e+8hV+7Md+jI9//OP8xm/8xn3bh7OS5dcBQYpWFyWx2AF3lGVEqfFei/KqerLqJbr7ucVCK1Qt0zQJw5AkSe7o7iyKog0AzbKsTVOvqqrtinMchyAIWtVCURQGg0HrXRNlTEEQxAIfBEFbhoJXS7Ficb/7S/+1ymH3wut1f73bcbfXqiiK9hiKOAhBnES8iSRJLVEWafeC1Ati3el02kBgoZqVZYlt2xR53nb8appGr9drO2tFmVlcd4IkCeLseV7rM/x6ca/RS/eK98iyjP39fbrdLnmet8fl7puGM7x1VGWFrMj3JMr3UmlXP2+apnPj1h8hyQqSXBOEU9aGl8mLk07JqsopigxNNaA5+a6qK1BUjaZuUDWZIs+hkYjCBY7bA2qaIqffsyjLiiiN6Vg+UtOgKSZVlVJqGrXv00z3iZuSZm+P5twWRhgxD3P2ywZlMGA5O8bQFIr1EXuTQ1TbJVlGLOMYy/GprS2CwyM01yZyO8SHh1xVNLqmxmFRcKnbQ1NVZvMAq9+nlhXiWiKcTAgtHaKI9W/8MB3H4upL1+gqMpLpYCMx25/g9ftITU2VxFSSxOGtAzqDLse397F8h0c++Diapp6eg/fm99i7CZ/41K/xv/zC32Tv+Fb72MZwm//3j/zv/I/f+v0P7HU/9rGP8bGPfew1f//pT3+aH/qhH+Lbv/3bAfjhH/5h/vk//+d89rOf5c/9uT93X/bhTCF7ALj7S/GNqEerhG7171Y7P8Vcw7quW8VLKA91XZPnOWmakiQJ/X6/XTSzLCMIAsqyZH9/vyViQukSr7H6vECb+q7rOoZh4Ps+nU7njngPoJ1vuApBxupTb9Pr4Z0kY9XXUIvu3rfXyoES3q+yLOl2u+37FyVpoVCJ7kigPWeiZCkeF+dideSRaAbRNA1N11sVSnThClIr1FWhago/olDJFotFG7Hy9eJe53M1fBZOlFkRgSEmXazGtZwpZfcXivrajRNVeTJkOzstt6/6/QCKImNj/AGquqKuCob9i9h2B0lSkWQZ2+6SpwlNLZFlMVVRkCYhaRiexu5MKaucoszRTJM0DJABWVZI4hhFU7F1E9d2qBVIyIiOZ2RBxPTai8RVTkRBIZcsd24S5hJR3eBGEbM0omPbJKrCFxYBXd3galHwcl1QNQ3S5hpf3L3NpzWZ5XDMPF5yI4lJi5SXqwZ7c4trVc6ibig9l9tViaabSJZJ3O+SlyVBlpMHActlhN8bsLuzi97tkqUpF556gssffBJ3OER3fY5v7yFRUWQ5Ts+jyHPcjo/teXRHg7NS5VvEJz71a/yN/+0H7iBjAPvHt/kb/9sP8IlP/do7tGfwkY98hN/4jd/g9u3bNE3D7/7u7/Liiy/ynd/5nfftNc4I2XsAYoFe9SWJGZiWZbULr1DPhNcMThoFTNNsvU5i9JLwuQlPmljc0zRtPXEiJ0sobEIx0zStLUcJc7doWFjdZwDl9Lnfrfhaben3UoKAtrQrytaiE1eSJMIwxLbtVjGDO31ldxMicT47nQ6+7+P7PrPZrD0vgmQJ9UxMdRCxGatRGeI1xHldDQkW6qn2FhcNQTbvFYuyStbE64nrcTKZtMcvTdO2zHqGBwtxjauafsfxVhSFqiyp64KmzqiKDIoTgl9UBYZhokgqcTxHM3QM08K2Oyiqiud1sV2PIsvQNaCqqZsaKolur4+m6pRFiapqNHVGlqTEacjezi2aLCGqUlTbZCqDo5uYps213R0SSWZv9yvYssTCsVlf32SBRqZZXLp0jtwyydIFB9GCW47O0WKG1+9honG4WPJSCe7akNuGQaZAnCVYgxEBNUdxhlbV6P0emt8hr8Aer1GjcP1wn2maMF8uaRSVJIvxfZ/l8TEvfvE5mrph7dwmTs/FtC26oz51VTPe2iBLEnTTOIu4eIuoqor/5Rf+Jg33uOE7fex//Wc/9o7dzP3cz/0cTz31FNvb2+i6znd/93fz8z//83zbt33bfXuNM0L2Lsbql6dQ0ATpWR3Ds9oZqWkanue1/xa/j+O49SMJP5imaW3Hnaqqd5CIPM/bkpnrum0MhyiJjcdjfN9vOz89z6PT6bQ5a6sq28OCbrfbdsQKP50kSXd4+VZHZQmfnWiQECVKoYS92uFWURRFa4bP87w9tnmet4PmV0t+Ijh21W+42o3b6/VomqbdB6GGrmblvRWICJXXgyhTJklCFEXIsszx8TFBELQl2NU5sWd46yhPS+ZFlhMulmTJyTmqypL09CaKpiE/PXdxEFBkBWWeo6g6puNSVgWu3aUqKuIgwNBdqqImCpbIisLkcL99vbzMkFFRDQNTt+h1e5RNRZalSHVFlaXIjQpVRZbE6KbK8nCJ5w6ZT4/Yv3WDo8Wcg8kBHadDmgZIeUGl1Dx26QmiJODCo5fZHA/RMhXVNtl+/AOoloUra3xu5zbHDSwtjYlagSoRoXLt+g2OZIlr0znHkym3wgW9zTGpofGFl18mlitMzyUIIw4XC648/iSe42JYBl6nw2RvhkpNXtfUp2XZPMnpj4csZnNuPv8Sju9RVzXd4eCe5+IMbw5/+KVPfZUytoqGht2jHf7wS596G/fqVfzcz/0cn/nMZ/iN3/gN/uiP/oh//I//MT/6oz/K7/zO79y31zgjZO9i3Kv0KRYy4ecSpEuUpMIwbAdYi4Ve+JhWy0pioRTkq65roihqVR6x6Mdx3MYuiKYAUSIrioJut9t2ngr/FJzkoK2Ss9WS5t3va3VW4r1+fichSOtoNGI+n7f+J8Mw6HQ6qKrKfD5vJySIAODVsUhFUdDv91vvle/77fkRZEoolsJfJo6vJEn4vt+a/KMoakvQomFElK0FYRclwSRJ2vMh/GaiY/Ot4o3epYrh6GLu6mqIbBRF7Xt9mIj72wFRaq9O7QpFllGVZUu0TsqTDWkck0YxkqKQZxlZkpAlCeXpNeD1eqiaTq+/jW+PT+dfqsiSiqoZOL5PVVYoiorj+UiSxGBtDTi52VIllQqoy5LFbMZyNqdMcmZ7x8wOpkRhxmwyYzmZcbS/R51CWmdMjw4JD+fYik2RJGTLkCBOmIYLxuubTOdT0iRFkmS0MsepaibJhGHTMFvO0DUTSdNJlZquIaNQUi4jJGS+dOsGyuYmz16/wdLSuJmn7OYlpaqSOg6q55JpJmme0yDxwac/yPF0iqrKlGWF1++gq1BrBmmUMNrcoEHl+PYeL3/+y6iGjqYbBNMFnTMydt9wONm7r9vdTyRJwt/9u3+Xn/3Zn+V7v/d7+fCHP8zHP/5xfvAHf5B/9I/+0X17nTetsSZJwh/90R/R7/d56qmn7vhdmqb8+3//7/nLf/kv37cdPMOdWC1hiSwpoXKJBXc1K8vzvDZ7rK5rwlPfB9BGKQCtoVyoaHVdEwQB8Gp4bdM0rboBtEOvBXEQ8zpFc4CIaRCqmyiV3e0hEnlrq+U28V7f6YVakFuRgB/HcauIiQT9zc3NlrSKbkihOIpS43K5bM+FKGmKzDjRcCGUShFNIkYxifBecVzEfFXHce6YgyrKg77vM5lM2jmYi8WinZsqrpW3S5US+5ymaZvjd3R01JbWxbUjctfezeXtdxMkWSZPU2RFIY9jyqJg56VrDDbXONjZY7A+ogHiMCRPMxoajNMO4CxNaeqT55AkiXA2ZxHu4/b6mLqFqugnJEyTKcucppGo64okDGmkBmqJOAxBbtBUnXC2oMhqbM9gfjRjNptSlyXnH7vCwe0d6gosx2J5tEQZK8x3j5A2JZIqIUiWqLJBp+tRpTHjtTVsz6eSFA4WB4y2L1DlKZMm4Rue/jBFnmIcHmEoNbNgwhP9IWmj0vcNJlnOy4d7bJ+/yM7+Puf7A6ZBhOO7fOQbnuHZ577MWreP1PEpkoR5FFEqDQfzKb1BjzCMgIbJ7X1Uw2Dn2g06XZ+mKlguFww3xwRBjGWayLLCcHPtnb4MHiqMBxv3dbv7CdEwd7fP+7VyOr9evClCJgxsN2/eRJIkvuVbvoVf+ZVfYWPj5AAtFgv+yl/5K2eE7AFjdcySUB9Eycx1XSaTCZ7ntYZqQWxEJ6bwhAl1RXiBRHeeeC7R2SkGpguysFwu24Hquq63Sf/CxL1aXhWkTzQSrA5cXyUGgqCtDkQW7/NeXX0PGoIMWaYJpyTB9/07SKJIol8sFvR6vTs8WpqmtXEUq34+QTjEiCvh/xMBruJ189NOSnGOFotFO+FBKJOC+K3GbkiSRJ5lrbqpaRrdbpc0TdsQYUGM7kf8xWtBHCfP81piH0URnU6H5XLZqqzi2GRZ9lXBxGe4N066HCuqsuTGCy9x/rErJIsFumURzRa4/S6TvQMkRaHIcizXQZJlDm9dx3EdOsMuSBLHuwcMNsYYtkNX2qYoAupSJ4sL8mif4foGeZITRwFZnjFe3+Tm1VdOwoencxzP4XhvgmGoLGYTqqrB9l2W0wlNJfHZ3/kk3dGQaBbgdD364wHXnn+J9a1t4jKiOxyQ7iXkWY5pmFzbe4kPr/8pru9d47H1KwRVRF1WWIZB3xlQITOfTbmydY5gMaMyFWxZJwwifF2nqhqM85cxDRV5sUC2TKZxiBKq/PFLL+JoJq8cHfHYI5f58tGEJK/YHo4IwyWNbqNKEsOtdeJlSDYv2H7kHOEixO11qeqGum64/NRjWI6FqmlnnrH7jG/64LeyMdxm//j2PX1kEhIbo22+6YPf+kBePwxDrl692v587do1nn32Wfr9PufPn+ejH/0oP/mTP4llWVy4cIHf+73f49/8m3/Dz/7sz963fXhTw8W/7/u+j6Io+OVf/mXm8zk/9mM/xnPPPccnP/lJzp8/z8HBAZubm19z8TwbTvrWIUziIpBULPZCjXEcp/XwiI5IoUgIH5PwIYmFXIy9ERMITNNswz6F90j8rShHipKniLkQf1dV1R2jplZHNwmCFQRBW+qDE0InHlsul+17FeVQ8RpCdft6SNrXitgQ+ybI7Wq5V1GUttNVlAjrum6JZhRFGIbR+qJE96uYjCC6IIVhv2maVjkSx9zzvFZBFK8pytIAvV6vVTnF+RafobIs20w5QfZWU/Sn0+kdx/PtgBhuL46LUAzFDYOu662/TRDZ9zspE+XIey34SRiimybHu/t0R0OyJCGNIw5vHaDpGlXdsDye4XZsDMdm9+rL6F6H4OAI03XI8pQLVx4lrwqSZYjrd7A8myCYEMcBpm1imD6e43F4++BEAQ8D3NGYZBlS1zlREFLFJYtFgGqq6I6CZ3cJZjMMx0NqZMo8pWpquqM+NM1JR6SqUlYFmq5h+BrRLGQpJ1w69xiz+SHnNi5yeHzA89ef4xuf+SaCNCcPFlSKwnx5TN/wWVQZB4s5dVHwyPYTxOkCWbLYnRyTFik9v8fe8SFbm5tcv7XH1YNb6IbBmtsFVebJ9W2u7t5CV1UubW6x7vms+V2qukI1DeowQ5VlVEXmeDrBt13OP3aJsiiwXRfttKJQlCXa+5SQPcj1W3RZAneQMul0Lsw//6n/84FFX3zyk5/kO77jO77q8R/6oR/il3/5l9nf3+fv/J2/w3/5L/+F6XTKhQsX+OEf/mF+/Md//L4p+2+KkK2trfE7v/M7fOhDHwJOSMGP/MiP8IlPfILf/d3fxXGcM0L2NkEQMqFyrJKqMAzb0UurqfyCwAlz92rQrPB/rU4IEKRCzMUUqoZpmmRZ1pY28zxv1bTV2Ayh0IjFX5QthQ9uNYZBEEeBLMvuMJ+vptQLvJmsszcKYchXFKVVpFZN+mLfVsdfiQ5XeLWMKyYpiMaI5XLZkkjRaCHI1HK5bBUzwzBa35qYEykChhVFaY+pOI+CdK0eX1FaFf4t0U0rrgehWD0I1NUby2ISzSLCY6hpWkvOdV1vfZFn4I4h1XVdUxUF8unN1WR3n7qqyNOc+TwgXS4I5wu2r1zixgsvkkUJdS2jmhppkrGcz+iPerh+l8ntPdYubpCECVbXJVge4Xomcm0jySpXn3ueje3zTA4OybOUuj7xsI42h8wOZiiqRBSGbJy/QJrFmLZLp+uynIX0hl2qJmd2vEBCRVYVTF1D66q4nkcuQ1ZkyJpCmIRc2LrIjZuvUMsNWZHS84YcBUc8eu4Kt44OGZoeizxhY7RBVCSsDzaYBRHL2ZRYksiLClvXUSSZOMuZLpd85vkvYpgG290hV2/doqbmmz7wYaqy4Cs7O1zcWOObzz/K/nKBI8PQH2LYBsF8wRNPPc7urds4HZf+aA1TVdFPyVjTNFR1jaooFGVJUZbY9+g4fljxoNfve+WQbY7O8b/+v/7JA80hezfgTX3jiS93AUmS+Gf/7J/x8Y9/nI9+9KP8u3/37+77Dp7htbEaLCoUG0VRsCyrLScKZUks7GKGJZwoUrIsk6Zp630SpCpJElzXbcffCBO66PZbbSoQDQDL5bIlcatTC8S2gsAI0mIYBq7r3lGmE/ukn2ZtCdVosVi0HYNCQVr1Yb3Vsqbw3YmoCPF/MSdS07T2fYnSLLw6LigIglZJEyqiIGVAm+gvjpfw7glTu1D+RPaYIFTivAZB0JJEQa7F3My7lUmxv2JfwjDE87yWNEZR9MA8ZMKX9LXu80RorWmarX9MnH9xPCS+dizJwwoxCzE7DX+Gk2ORxTGW61KVJWWW4/U6IMlMdg/Y2F4ji31uXC348n//PEUas1gsiKdzzI5PMJmjNTC5eQvHssnriqSqyIIQuZEpyjlV0oAj4zg96qLkcOc2cZHRRCmSqaNpOo7pkncrDF2nPx5zND3k8SefYn40Jc9y1i5sYVoadVaQBhmT42OGwzFOt8PFJx7l5itX6Y48bu5O0SQDXT8pgdZ1znS2YDgas3+8g6LqqKrDWndIniXohorUgIaJp9nItkpSVgwlqMqGoqqQVYVpsKRuar7rG78JWVb5r5/7DH/yicf58o0dgiRiuQzRy4psFvCF7AU2t9ZJsopJGmDUGRU1B2FA4ZnYnS5hHGN1uyzCkI7rUlZVq45pqoqmqkRJgn3XVI4zfH34H7/1+/muj/w/+MMvfYrDyR7jwQbf9MFvfc+Gh78ZvKlvuyeeeILPfe5zPPnkk3c8/k//6T8FuG9ptWf42ljNwxKJ+atp8GIb4QsD2ugBkZklFn+hfNm2TV3XrfolBpKLEUEiTFaoYp7nsVwusW27LUUKH5V47mRlQRElOKGyCeIgDOmizCn2WaTXA63XShjl4zgmy7L2/a4qZ18PBPET8ymFMijUxdUw3LtHEOm6TqfTacdgiYgRcfMi/FHimAjVUPj4hAInSGlRFFiW1Spkpmm2kSRhGNLr9e4gyaJZQpxDQYgEwe50Om3zBbzaRPAgSNlrkTHxuGiEEOQ5z3Pm83mb5i9KvJqmwSnZfL+UL1eVMFXTqMoSTdfJswzl9PdIEuHppIW6rsiSlLqqsByTOExZzBb018YspnMMRSJJY5ZpQe0WKLLMtedfoL+9ze7BAcNOjyK7dnKDpUk0eYmsglpZJNWSZJkyvLCBKSkM1i6zfnGLGy9dI4kCOp7N8Nw54uUcw7Vp6prtpy5z4dJlPv+Hn2a0fp7dG7s0DVx4/DKGrtEbjjnY2cH2LEyrS78XsogW7E1u4zh9gmTKha1HUE2HyfERhqnz4o0vc268hWPbjO0etmGxSDNkXScIFpwfjInSBFVVUBWF3cMJl7a2OZzOMUyNIAz5jm/4U3zmpRfwTZPbx8f0LAvNMrg9m3IchZSKzGDYp6Zm2Omwv5gzDQMe29xmfzphHsW49sk4pChJ0Fdy/PKV0n95ek2X1Ynv7QxfPxRF4SNPf/s7vRtvO95UyfKnf/qn+dSnPsUnPvGJe/7+R37kR/jFX/zFr/lFf1ayvP8QSlZZlq0qJsqQwowvDP3CXyaIk1BhVjPJVkNihb9JKDNClRFkatWYLzr+xKIqiJJQkla9S4L4hGHYhquKRgQRSCuUoFUCJJ5XKFCrxvE3itX5okLZEuqcGMYuiKIIVhWKoyBpgiyIYylKg6sDwkU57u7y7epwcEGcRaeryPcSpeXVj6gIhRXl206n0zZNiGMsCGAURW1npyB7gsgKH9w7CXFTIIi2IJNt+VvT0E9HTb1fSJlAnqbop2WwVaIm/p2EIbKioKgqs4MDemtrTA8PqYqSsii58cLLSNQossHejRsUecHBjR0aUyNbLOmM14hnM5qqIk1z1i6dJ88TOiOHMqrxez10XSdLMqq6ptvvMTq3yXT/kEaucWwfSVXxuh6WaxGHCaOtDeqiRFF1sjSkKhqODna5cf06g/U1Nta2cF2Hkordw1v0ekOu7V9lcryPqurcPrzN0x/4Rl64+iyPXHgKRdZ4eeclLl94hMvnnqCpJFRNRZYV0iTD81xM3eSFvZvkaUnfdVhGEUfRkq5uE5Y5s3BJmOTousoXrr7AY2tbJFHCK9MJ88khm+Mxi7LgmSuP86ELF3hh9zYyEkiwOR7TtR3qpkZTVNa7fRZxRNd1GXa6ZHmOpqokWYZ6WoEoyhJFlnFOld6H8do9W78fHN4UIbtfODuh9x/iw786y1KWZaIoajOxRPSBiM0QJaPV1l1BLISaJpQcYcAWPiexwIvthaoliIIogQpy5rpuu3+CyKyO0xElVZFTJWY9rpI8UTIVpVCRa6VpWlvevBeEqR6+2tAuZkaK8VCrnaDiuIj/xHEQx1pEjwjSJFQfQVwVRWlzw0RcRlEU+L5PmqbMZjOAdgC4aGQQpWJxDPM8b4fBZ1lGv99v918ob6LTVTROCI+gIIlFnmOdKqAi3V+Qt3cS4tzqut6G4YrjLjLYxPEUSuX7CaJ0KYz+4XyOPxhQVzVFlqIZxgk5UzWKLENRZOIgZD5ZoJsawTJk5ysvUSQZw8119nZ2kGQFRZYYbq7h9nrsvPgKowsjbrz0HIZhEacpTz39P7A8OARkVMugSHNMz6QuJda312lqGVTQVQ1ZlWmkGkXWkRVI4xTV0FjO5mR5SR7HpGHIYGONwdoau7euoWs212fXMFSLL+38/+gYPQzVxPK7LBdHXLv1Ct/+p78LSZEY99bwnT5r/QHhqdKbFzmSIjP0OuRFwd7kEFnRCLOk3ebW4TGWpjHqddg9nvDS7R0Gts/LuzvQSEyiBUOvx6UL24RpytDzWB8M+dKNV3hkvMWo4zMNAiqpYa3Tw9R0Nnp9Xjk8YL3XwTcdbMuiKAtURW3Ll8rpdZoXBYauU5TlHaraex1n6/eDw5smZNevX+e3f/u3yfOcj370o3zwgx980y96dkLvP1Y7LoW6JeItxKIrlBKhsIjFXJAQodgIP48w+EdR1I5Oquuabrfberrg1eHF4rkMw2Bvb49+v98qTMLILqI6RClOBJgKQ7dYkAVpWlV3xHB04Y8TpFO8fxGxIUqsggAJ4ibKpeI5PM9ru/wEwRJKlVAGBRFbLTsKkiNIrOjEXD3+4nWrqmqJrSghChJSFEVLMMV7ECqcOGZin8T7Wj3mQvmEE2IjlER4NT5EZJgJ5VSUXIUSJ5oHHkSDxBvBavlWnIdOpwPQ3kQIlfGNEjLxPt6rysSqIhbMZni9HnCimp08LlEWOZIsv9pE0UBZFiRBiKIqpElKHKT4A5/ldE5dVtDUhEFIXcloOhRZwWhrDUmRCedz5osJ08MdNNnF8btYlo3td5Glk7iJ9c0NalmCqibLTz6zXqfDwe4+bsdD01SKrGR2dDIiazGf02QZumGjeSbdTp+KHNU1kWSZl248T5qnfPZL/43N8TZUJY0Eqmox6o6wnA7jzpCnHvsQzz3/HFtb2ziGCbICkkRVnkR/5HVJWhQEUcjmcMxXdm5gqCqTMGRn7zau5ZDECR989ApXd3ZYhku+/PI1kqZGVWQ219d5ZLhGRY1pmEhSwyyImMVLLo7XCeOEJ85dICtzep6H3Ehc3dvBMxws08KyNLa6Q5AlDE1vy5WyJFGdeiFVVX1oSNnZ+v3g8KY8ZL/7u7/L93zP97RlKFVV+aVf+iX+0l/6Sw9k587wxrGq2ABtp1pZlnie15ISofKIkpUoCwrT+eqIHtGVZ5yWjYRaJRSbxWLBYDBoiYBYCNM0ZTQatSQsSZI7zPiGYbTZZkKtE/ufZVnrhdM0rfVSua7bGvhFaRVoVTShIKVp2hLQ1dgPQYxEHITruq3qIhZ6UaoVzykeF8dNEFRxfAQ5EF631Y7X1b8VRFa8BzF4O01TfN+nqqpWyQTaMvNqV6ZQFdM0pdfr3REFsjq3UpxnQW5Xm3B0XW+bKcQ1IzLBVs/JKuqqQjo9RvdDTBdqYBiGGLpBkiZt7Icg73eXysX7WQ0yfj1i9l4lYgKyopwEs6oK6qm/MD+1I5ycC4W6qtA1DQlYTOeYlonlnhzHNAhxux0G62ukUUS3fxLroCgKqqGjGwbhIsByZCRJ5WhnD8M28DtdBmtr1HnDcr5EUiUsywS55vFzT/HCs19i+8oFDNvBK32qqqTIci48/ihpkiDLEq5/Em2RBDGKInHz9h6jtSFdU0c1VNbWN8mzjLppTvxtwYyO1yOPM8Jkyu70gG9+5qNsjDbpddfouh2SMOTSuYtIqoaq6wRhiGGeNAMEZUFdVtiaDraLaRj0bQfdNCmrBmv7PGle4AwGXL32Co2icThfMOp1uH58hKY53D4+4KntLV68dRtdVVgfjjEMHb92eO7GDTqWxUu7O6Rpyp987Ale3L1Fz3ExTB3fNpmGMberQ6ZRTNPUjDpdHN2gkeDy5jbw+tfrGc4g8Ka+uf7e3/t7/Nk/+2e5ffs2k8mEv/7X/zp/+2//7Qe1b2f4OrA6YHo1FFaUF4UyFYZhW1pcNf+vEiNBqMqyZDqdtotlkiQtKRNeLkE8xFQA8fpAm3cmlCZBIASpEo0CgiC5rku/329Vn9Uoivl8fqIY6XpLhDRNY7FYfJXKI9RA8Xpw0k0pSNdqVMfqTEixL6vBtIK4CXIkCJxokJDvQVoEgRLeOWHSFwrg6gghoUCujlsS6p0ge6KBI8/zVgUUHjph0l8N9hWvJZ5TTA8QRE0Qsfq0MUCUPVchn5YP3wgZeyNEKI7jlnBbp0Zpca2Ja1U0qABtuO6qYipuNN7pKQ4PCkWWIyunzSy2fTq82sQwTaqiII1CdMtCVhRkRcXvdVE09aS8qap0xyOKLEeSZMqiPL3xqpFlBa/XQZJl4uikbL134waDtQGGbkIj0RChWzqSWvHI409QVjWO16Wh5vFv+CCu3yELY2RDxvZsFFtjOjugLjPSKGa5nJ6MXOpbxMsA3/PxRn3cQRdVV8mKmGWwRDd0VMMiSANeeuU5PvfSH7JzcJ3/5//tL3Jh6zEePf8klmZx8g2ioBg60JwY5i0LGrh9dHRCSmWZpCjoeh7P79zAc12UqqbveziOS6/jkdQ1nW6fcW/II5ubLJOYK1vn8DsuI6/LCzu3eOriJZZJyuevvohcN8RZQt9x0FUVSzPYGgy5tr8LJdiGyd5syh8+/xUO58cUNRRlAQ1MgyXXjw6pqppbhwdMFnOiJGFxekNZvMPezTO8e/GmCNmXvvQl/v7f//tsbGzQ6/X4mZ/5GQ4PD5lMJg9q/87wJiFywISaI0p+q4udKL+JDstV/5fwn3W73XYx1zSNfr/flrtWk+GFkqYoSmvKzrKsjVYQPjZBWMRcRtu28X2/JWNCuRMqkfCECeKgqiq6rrcdhq7n3dGxadt2u2iL0UZiPmfTnAxXFxMCxHarhttV35jofhTvU/jGhJq4ercrmhGE2ig8XHmet+VCOGlgEB2rwvC/mrO2Gtkhnj9JkpbQwQlJC8OwfU+GYbTEdlXhE0pdkiTUp4qkUJgsy7rjvWuahnEaxPtanapvtN38jZY809MbAREYLK7T5XKJZVlt+VIondmpOiTKvKvl4IdxMLmivqq+ivNUFgWKqiIL5fr0fSuqgqzISLJMkeXkWc78eIKqaoTLBXmWoenaSReiphIvA8o0wzB0JKnBsE1UQ0dSGryez/H+Ht1Rj4tPPE4tw4XHLuF1fdI0o25Orm9/2Me2PcqyQlMUxsNNLNtFN1QaaqJswvHtKWVRMbq0SZHGKJZOWKbM5yHdXo8Xrz6PrmlEWUiULJnOD9ncehQFjcvnH8frdE4+OxVYlsliNiMrcuqioMwLaBrs065J6/Q7JEkTLq9vUtUNlmnimyZdx0aTVTRJYa3fJUkCpLKhasDTTaZhwJ9+/AnOD0e8dHuHW5Mpf+aDH2ISLHB0izjLeflwH0mSeG5nh1uTIxoFPvv8c9i6Qd/16Xs+t46OiLIMRVZQZJkL4xHXDvZ5fucm1w73+W/PfZHbx4e8dOtWe82W1ds7feQM7368KUK2XC4ZDoftz7ZtY1kWi9M27DO8OyCIFrw6tFqUMIXKtVpmW80qEwRlZ2fnDsO3oihtaQnuVN8EwRGm9LunCAgiE8dxG6UhyJ1Q6YBWcYJX4zyEr2g1p0vkVrmu2+ZyiegPQTTF8wn/0WrQq2VZrTrmeV77foBWfRH7LI7HavOC+FkY+cX2q5EfIqQ1juN2ZNF0Or1D/VnFqtpzN+kTryf8e6PRqCVYojwqfGFiALw4n9LpdoKUF0XRmuZXR2YZhtGSta8Hr5UBJ96HtuKfMU8z34QPT4z/ElMKxHsTvjH5lOSuxrbcfXzey2pZdZdicnf2mnZqGRC/sxyXsigoT49fniTkaXaiZlY1SRhRFjnUEnXV4Pg+cZAQLgOqsiZYBridDqqi4HU6NDU43S6u16U/3iJcTk86jTWd2fERYTDH8zsYhkUYBuRFDlKNqmvUNFx9+fPEWUwSJWRZilLo2F2TtUtjHNtk48JFFDVna7zOYDhkf7KHqkscHt7id//gP/GHn/99nv7An+H//pHv4/LFR9E1jYPDPWRJptfrYljmiVepqk9GFskSFQ1VXbE5GJDmOV3XIStKjoMFfc8DVSJMUxzdRJUkDFnhyzs3KcsCVVW4MF5j7+iQR0ZD/uClF/j/Xn2BMI74pscf5+Xd23Q8n7zOCdOIi+N1Xrx1g/PrY6qy4ng+w7Zs/uilF/jM1edQZZmyLFiEES/v3yZIIv7Tf//v2IaBJMksoxDXsLh1fMTN/T12Dvc5mk8J4/htu8bO8N7Am05d/M//+T+3pls4WcD+63/9r3zpS19qHzvLI3tnIaIDhHIlTPGCnAlVCmhJhzDXG4ZBt9ttYzIECRFzB4WHbDWLS5QGxYIqgmVFrpnjOO3/V0cwiecX+yuUstUmAEGghD9MLNLw6uBqQYaEKhaGIbIs4zjOHcdCkiQGg0Gb3SXIlfBhCUIqPHaCdAnFUZBMZaWMJ8p/IrdNkEKAyWTSvhfRUSmIw9caX3Q3wRDlYVEyTdO0JaaCCAo1Tvj2xLES2Whw8nkV2wkyJ+aZirgNUfZcVfC+Fl5LRRPvY/W93t2wIY6FIKqig1Yoo+K4i/mnwoMn1GDR4CBe773m11FUlSLLQJLQTsvzIpFfM4zW5F+VJ5EWTVOj6fpJUGySUDcNTVWi2hbQsHZ+m/LUP+n1Nqnriu6wT0ODpqlsPnKeaBkS1BVer0OepgzWxmR5QlXlyPKJF1FRNUzHhkZGkkFWJLyOS5lX5EVB3YBh6IyGW3i2T6nbVFVJaoXYtnd6o95QKQ1lkRGlKWEaohk6Te3z/M0XeO6V5xn3x3zw8tOMhmMWiyUdy6XXG2EZBsvlgngZIBkaluOwCENcxyENQ6S6Ic0zkijGH49xypplGnPr8Iie72IZJnuTY5IspW/aPLW2je5a7OzdwkkMArnCKEvGnk/f8wiThDCLSbOUxXyGZhicG21QFgWaqrB3dMxaf8DxfM7AsbF1nVqC6/sHzJOAy+ubPHdrB0VW8QyDF27doK4bhn4Hf+wQ59Dvurx46zYXx2M2hiPiNG27M89whjd9FfzQD/3QVz32N/7G32j//fXOGDzD/YdYmISnSyxuYhEWRGtV7Vo1pwMtgRIq0GqpU5jsRVnSdV3qum7nUa4Gvwpzvu/7rR9KLLqiqUCQRzEnU5QwV+Mt4FUiJnxSwpPURjwUBb1e745OTtEgALRlSXi1zCaea5WgiuYB4cUSf7sacSHiQ1aT/SeTyR1zG1fDUlf9dm8GwqsnyqerMyFXy3di30TpVDQPrKqIURS1vjzhsYNXVS5xzl/vunotRWq14eL1sJp5t6pOisgVsY0oq66OfxLXRpZl7Y3D6rm7F+4mau824iZmJArIsox8+phQzBRVpWmgqk78c3maoZ5+JpIwRtEyHN+jyDJ002z/Ljxe4HZ9wvkCSTkhdoZt0hk8QhycECQAVVHZ3L6MblrEQUQpl9heh6pIkWSTLEkxTAvbsyiLgpyKqpbw/QF1VbFMAhzTpTda52D3Nt3BAABJkVElhTCN6Pl9ojjilYMv8Ydf+CQXtx7h8iNP8eQjz9D1utSNShAGNHGMYZoUWUqcpZzvbLN3eECUJPQ6nRPFPcvpWxaVabIIAwxVw9V1mqpgtlziGSbUNV3bpZFkNvtdrh8cUlQyj21uU6Ew7vpcPTpgsz/k6u0v8NTWBdAM4rIgSWJkJDzLZL075tpkl+SwYHM0ZGc65dxghG2ZzMKQH/gzH+VXPvV/4VsWsgyaavH8rRs8vrXNZLlAkhU0WSbNDCRZIsxyXty9xZX1TXbDgM3h6H01fundhp/+6Z/m137t13j++eexLIuPfOQj/IN/8A94/PHH223SNOVv/a2/xa/8yq+QZRnf9V3fxS/8wi+wtrZ23/bjTZUsVzOZXuu/MzL27sHdmVqrHYWic1IseEKFEIqKWNQFwRGPCwP2auhsHMctAQiCoDWbCwWmrmvm83m7qIocLEEexD6sEiVBsIQitUpkVpUsQSxFgKx+avZfHQIO3PFcqyZ80ciwOvlAEMHVWZ+CgIh9Xk3DF+pdHMfcvHmzNeqvjpkSeCthrKJLVMzFFE0Swke32hgBrypN4j2LcybIkDj/IhzX9308zzvxlb1O0vjrlQffqKomtlttRhDXx+o8VBEcLGJDRJlbKGpi9JS4YRDfQasKptjf1cdWGxVWt19Vju8+d2832sDlsmzLmpJ0ci2rmoaingTDGpZFZ9DD7fjUVdV6zZIwoipLdMtAUVXcboc8S2mAMstJ4xjLdTBM86SLsyipKGjqGkkB03HQVI2yBF03UVQNWVWp6gZJUVHlk5K4bhioho5ve5RlTpol9NfGlFVJkp9M6kjLjCgJOJzs8dkv/j6//Os/x2w5oVFqnrzwJJvjMaqm03Vdup0u5zY3qfISWdVYH455ZX8XwzDpd7ocTSdIDXi2TVEWbebXV3ZucHX3NoqkoCsqYZYw6HQ5Wswp85w0zXnqwgUeWR/zhZuvsLU2Ymc2wzUNrh/ucWVjA83UcBwHwzTY6A7wLJsPXLjEK4d7bHVHbPT6vHzzNrIMcZHz6a98mWuH+/zBC89xZXOL4/mSMI7pOzbnB30USSIpcj5/7WVmQcDnb1znCy9fpabmi9eu8tkXv8LO0SHP377B0WxGcI9O5/cjqhr++Cvw239w8v/qAVtFf+/3fo8f/dEf5TOf+Qy//du/TVEUfOd3fucdnec//uM/zm/+5m/yq7/6q/ze7/0eu7u7fP/339/Zmvc1GLauaz7xiU/wPd/zPa+73VmOydsLsSgLX1QQBG0chDBJrxITURJbHaskUvFF91/TNEynU/r9PvP5vC0riiYAUVJaLpdtSVOUD4VqJoiEKF2K7e5eLFebCOBVUiRKp2JuJLzqGxNka1XZWn0/q/llq8RrlRysGsbvDooVY4yEZyyKoq8y6t8PiPwxcUzFcRKEabWxQcRzrB4bodzdPSZLnGdB6FZnooZh2B5rVVVp6hO/jsCqQnZ3Z6sg96vE8/UUtdX3sIrV3DFBHLMsa6dMiHKtUGxX41nE9quBsqvXzup1sTo5QRyHVYIuzq9QZ1+vk1Tc0LxRrOaNiQDY1d/VVXWHclYWxUnchRhyf9p9WZUVqnbyPGkcY650ywoi15Y36/pEeSoKsjjFciySKMa0LXTTJIrmzGa32dx8sn0/kiQRJxGKomLoBmVRgCwhI1HToP3/2fvzIMny+yoUP/fm3W/utXdXb9Mz07NpJFnI9iA8zzYGh235GWO9B8gGG2/YPxkwDjYZMIEBL5gAyQT4sUjGyBYCOyRM+D1QsFiyhGQhSxpJo9EsPVuv1V1LrnfPm/n7I+t865O3q9ep6q7uuSeio6qzMvMueTO/J8/nfM7HMKcdhgDWO+to11rYGnTQrDWRZik2Outo1lr43Jc/hWQ0wksXvoqnnv4s1jbPo2Lq+HP/5/8P/+f/8X/BNEyMt8lxkiTIt9/bFU0HMEGSZuhFIQZxiBOLK7BtC+uX1pGZOo7ML2DYH2A9HmKUjGFaFZgVHTZ0ZNoEK615vLB2AZPxBGuddfi2iwtbm9AqOtq+j7VuD+fXL+P+w6voBwFqfhWnz5/DYrsNDRowzrE5GODwwgLWO5uoaDos00KcZXh1Yw1LzTa+7sGH8OVXXoJlWhiPc4RJjFOHj2JzGODI/BwudbvoBAOMsxGOrxyeNulkCTzThmVUcHxpBUvNFuaaTRjCz3vQsN/r98c/C7znN4D1rZ3bFtrAT34v8H+8dc83tyvW19exuLiIj3/843jyySfR6/WwsLCAD37wg3jHO94BAHj22Wfx8MMP49Of/jS+/uu/fk+2uyev+OnTp/HTP/3TWF1dxXd/93fvxVOW2ENIIzow9SNRPdE0TQXFUhFj9AQfx05CKhRcgFkuoieJeWMsM/Z6PfX8/HCnSiMnCriuq8qCUtGS0Q3cf5lbxhFHspRKnxxVIQbBSj8SzwPVGRkGS9JSLH8VfW1Uv4bDIS5durQvZAyAaqzwPG9mygLLe7ZtK28Vzy9fY/5kxyd/klDyXPG1ZgMFVTQetyRjwKxCVuxyZANB8f6T8dW/4kqCTNB/yJgV3o/KJ6+jYnNAmqYz46t4vcou4iKxJsGX4cd5nquGDP4keb1auflmF1Bp3pe/s6PSsCwVfgpM51vKcUr0lwE7CqC9XZYfZZkKkq0Y00gMTAC9YiDZznnT9ekjHc+b+tjSFFmewnXrGI1SjEYJLq+fRxSFsC0HSbZN3rcJcDJKkWYptrY2VFr9QmsBSZrCNqZf2kb5CI7j4unTT+HMhRfx/LmvIIkT3HfkAZxcfRDHF09h3p/DIBzAMKeEjJ8ZVdtG1bKQDIbwfR/Vqo9a1YdRqeDi5jp6/T6iPMVEm+BLLzyPkQ4s19tYmmshDiMMtwYY9ocIkgSfe/5ZhEkMo6KholWQjTJ0wwCDKMJXz53Bc+fPYr7RwFMvn8azF8/DNg0sNltwLBtxEmGQxAiiAKNRhvXBAKZl4czmOvJJjvuWD6E3HOJzLz6PQ+0FVB0P57s9VAwT/STCoWYTT7/6MnRNQz+MECQjrHW38OKlC7ANE45pYhDFuLC1jhcunMMfPPcMnnn1lZu6lu4VfPyzwN/6Z7NkDJj+/2/9s+nfbwfYqMipKJ/73OeQZRm+5Vu+Rd3noYcewtGjR/HpT396z7Z7y4QsiiL8u3/37/Dkk0/i1KlT+NSnPoWf+Zmfwblz5/Zs50rsLbgY2batFlypLpCY8DYau6mc0I/FciODRqUaIeMJuK18OztIKjxyu9w3lkCZoyWVDt6Hah9J4Hg8xuLiouq+pAJHckYlRaoksmtTqiFUEOV9AMyoaTz+NE0xGAzQ7/eVIrVfcF1XqUNUKOmHk74xlnDZScu5lQyDpTeMGWZyPidN/yS/VBxv1ut2NWi7kBUZWit/lx2kChNgbm5OEehut6tKxmmSIBgGymPGQGBZDuXvvE752pKEc/Yqm0vYFMISOLdFgtjpdG7YCygJbL793sm2r5cx/XN5PiVN2BksPr0tvaILE5gSOE3TtkuX269VkiAfjRBtl1mmAbPbYcWjHKN8hEGviziKkCUJqtvRNlmaTElbmqHqtWFUXCRRAk0z4Hk12LaDNJ1aFfJxjk6/s60CjRHGIRr15pQcJxHy0QiNegPZeIQgCjAMBnjupaex1V1HrdZEZazh0tZF+O600efRU49jc7iFCTSkcQzH96EZFWiGgdF4jF6nh1a7Cc91gckE7VodJxaX0PJ8bKxvYq7VgqMZsBwHg/4QF7sbuHD5MqwJkJsanl07iyRMkOQ5jrbnMd9sTpP+t6/HluOh6lSx0mgjykY4Nr+IN584ifPrl+HYFtZ7W2jWarB0HeFohLVOF288cQJbvT4ano+qM52CoVV0pKMcnz39LDb7PTQcC71eD5/8ytP47AvPYnVuHhe3NnF5q4PReDr70tJ1bHS7+PRXv4ILmxv4g+e+inObG3j27FmcXb+MNMsQbjfavB6Qj6fK2LXw3t/Y//LleDzGT/7kT+Jtb3ubmkS0trYGy7LQbDZn7ru0tIS1tbU92/ZNE7LPfvaz+At/4S9geXkZ73nPe/Bd3/Vd0DQN/+Jf/Av82I/92J4a3ErsLYokh92HVI3omYnjGMPhEJ1OR3X3cfFhWajf71+hCHAGo67rKvuKJUySBS5wMvuMagXvJ/1pABRJJIkjqeNiShM/VS7mc/GYi74hkhb5T3ZTFs8XFTHOpOz3++j1ehgOh7clB0sm8ZNEsuOVQ9WpnPH1IYHgBIDBYDBT1mXWGgmu67qKRHOmJLCjtBV/3wtIJU0S2vF4Om9T5tIlaYKNjQ0MBgP0ej1UKhUVtLu5tTX1K0WR8i6y45XHIX1psrTIfZDXBc8lVUPHcVTHbmU7WoLXaZqm6tqQkxokdrxgO18IDNOcEjARZ6FpmiJlFXH9EkkUzZCzsfiCkY9GsGkLsG2lNvFx/c0NjEcjVHQD9WYT7nZY82QyjcUAALc6VZKjtAt7W7W2remYr4kG+LaLUT5Cq95CEAWwLRtVr4p+OIBlTr/gdQddBFGAVy+8iIuXzyBOQuRZhhfPP4enX3gKZ9degQkTX3ruixiPM3zxuf+NWq0J27IApUJDHVd7vg3LdbG5tjYd2TQcYpyNYELDIw+fgjbKEQ2HQJbjXHcTh2otOHYFS0sLCMIQDcdDNMmgY4JONMTLFy9ga9BFOgYePnwU0WQEvaIjHWfYGnTx/NpFfPyZr2Ct10MYRgjCCGcvXUY3DrHYqGMrHODVS5dxfmsTG0Eff3D6WdRcH284eh/Ob27gkWMnEGQxsjSDYVs41Gyj5vp44fw5JFmK+UYDFa2C0xfPoaIbGE9y2JaJfhSg6nhwTBvdYIA4S/D7z3wFL1w4gzTLXhdhsl987kplrIjLW9P77Sfe9a534emnn8aHPvSh/d3QLripLsvHH38c/X4f73znO/GpT30Kjz76KADgb/7Nv7kvO1di/0AyRK+UXLgAKG8X4yoYUOo4DgaDAVzXxWg0Qr1eV+SAZR+WwhhrwIVckiQ5d1L6oWRDAcmXzATj3yWB4zgeLl6y3MhyGJ+Pxy2VMEKWM/k7y1+yRJbnueow3U8wikI2KJBIMUi12WyqpgruMzs7WSrmXM/xeDxTqpbnA9jxq5H00SdCxFf5tn4tj5gc7H4tSD8Vrx2WEIEdLyHjTUgeB4OB8pVRDYuiCPPz86osLqdQSP+YjCyRpcxiwwjPD8dt1erT7DoqcVTgJqIpRl5flW2lSq/MBr5qmoYkjDAe5/Dr9Svyx1hu5BcK23XV7zxfo+1jlI8ZZZlS4sLhEGF/2hRRMTMAOyGzSRSpEidV1slkgvn2ccTxEL7fUPufZAnCNIZpmNjsbU7N/vkIjWoDcRJjs7eJfq8Dz63if3/l00iTBIOwh15/A0mcIE1SxHmM44cfwstnv4pTJx/BuQsvYnnxGFbmltHtb6G+cnz6ZW77M0gHMIgjaJkGVEx0L29OmxPqVdi+h1EYbhv9NXQ2OmhUG/jCl56G326gajnIsxF0w8BGt4+WX0WU5WjV6ojDBOlkhDObHay0GtA0HUfn5vAHL55GnGX42pMn4TkeXrhwDpWKBt91gPEE860WsjTHfK2JC1ubONxso2E5eHX9Iiaajjm/hpcvriEaxTAnOhqei04aYjQeI0pirLRa2BoO4bsOsmiEL7z8Io4vLWA8BpabLXSDEN1+D45lI8kyvHrxApyuiwoquO/Q4Xs+GmOzu7f3uxX8xE/8BH7nd34Hv/d7v4fV1VV1+/LyMtI0RbfbnVHJLl26hOXl5T3b/k0pZM899xyefPJJfNM3fRMeeeSRPduJErcfXDhInqSXiiVGlrMYAeE4DjqdzowHp9frYTKZqJwtEiN2Wtq2rYaJy5IRS2hyfiRVB9kpxw5PguUjOY2Az03ICA95TBKyVCn/XyRoUrGj6sIA3P1GmqYqzJb5cZZlqXNuWZYaCE/yKMtqfG3ZuEEFhx4s+q1keC7Pged51+22JK5l2L8RMgZgxtDO6JNi/Ir0tsnnZscor9Usy7CxsaFCeEmqi4SbPyWJIhnlbSRrssQtrz2WzjVNm/qwRAivKoULMibPVcUw4FZ9+EKR5P3l7/wbyRcVNlmyJJnjtlgSTeNk6ssaA425Nkx7Wt4jwRuLCRT9fl/4Cx2E0VR9zfMMtmXDMqfvPaNioFFtoKJX0B10kaQJoiSEpmsIkyHG+QjnL72Ky5cvIo5iXOpeQpZnmK8vIE6HOLx0HHW3iSfe8k0YY4Kzl8/Ctl3EaayOgefAcz1YjgPD0OE4FjpbG3j+mefR7wwwykYYbHUQbfWQJzHSOMFSowEzTPDiq2ewdvHCdNZmcw4N28HFtUuIoxiZPkE+BsaTMb746st46vTz+PIrL8J1TDy4sooXL13ExqCLY0tLOL6wDECD53i42NlAmKXYirqo2jbyiQbdMhGlI8Rphn4SwdQ1HGq2kU1GOLu1heXWHBxdQ55PsNbpIRuNEUQRKrqBlVYTLa+GKEsxmQAL9To+8/xXkWYpOr0BlubaWGw0pl7KNMFWr4dkH60Rdxpzzb29381gMpngJ37iJ/CRj3wE//N//k+cOHFi5u9vectbYJom/sf/+B/qtueeew5nzpzBE088sWf7cVOE7KWXXsKpU6fw4z/+41hdXcVf/at/FV/4whdmFrESdw9YuuQoI8uy1KIRx7FSxxgp0Ol0YBgGfN9XPi6GvTIxnx/oVHXCMFSmcy6aXPhIMLgP3B85aUCOdiJB4vM7jqPISNHnVSw/cjHlfa4Fbod+MUZY0J90u0AyRbUSmJKQRqMBx3Fm4kA4DYAlN5aVGVsShqFSjPr9vioBU/mUQ8m5vW63e0OEbC/AUh0ANeGgCHoWpW+LZJLqbBAESpFlKZEkiQ0Zu4HXJL9oAFBfUmQUBsm9JGx8L/Da4+gsXmcVod5e7bOyWK4kIdG3v1BMJhNlppdxHCRs4/EYaRwjH+XTrth8jCSM0Jyfg+N7mF9dxrDXh1+rKeM8AIy3HzscDtFsNtX7xDAsOLaHyWS7LIrpseXjfNoNOR7DtV2kaYI4CREM+9joXsLFtXPo9jfR7a5jvXMRFy6fhTaZoNtbxyDo48LGORgVHWmeYZSMcKi1As/2YJs2PMdTx18xDIwBaPTKVSpIogRREMDUpzEaw94QXnX6+dTr9ZEOI7QX56FrwP1HjuHk0ftwYuEQetEQQT6CWdHw1fPnp/ESUYQ4iXFkbgmtWhO25SAfTbDV7+Hw/AJeOH8OQRTBMi1ULQudYR8XNjawOj+PIEoQ52Oc39pAEIZoeT7avofV1hxeuXgBF7c20fJqcF0bX3z5NGzbRb3qIx5nmGCMy90uHj96AqZpozMM0Q8DGNsjsB4+egxpPkLN9wG9gqdePI1BFOITTz+FC5sb0y+I92j58o2npt2U18Jie3q/vca73vUu/Pqv/zo++MEPolarYW1tDWtra6qhqNFo4Id+6IfwUz/1U/jd3/1dfO5zn8Of//N/Hk888cSedVgCN0nIDh8+jL/1t/4WTp8+jQ984ANYW1vD2972NoxGI/zbf/tv8fzzz+/ZjpW4PZBdZrJzj0QpDENVkpGkjYu8MpFH0+gJljCpgjG4lCU3kgV6nGT3oiRNMoqCCyDVtOKsSR6HLD3xtqsd826QXjP6mJhDE4Yhut3uVec97hW4b/RyMSTXMAx0Oh1FpKiUmKapQnVZZuPcTvr+5PEyLJbqk+d5GA6HM5McqEByKgP3hz9939/z45bluquRpt3IMLshqazyfrZtq7mt9HeRzBWbN4pqmfRa8trk9XW17k1gx5tHBfJq/sJinAp/0szPkiIwjbGQKCq5vB/3wbQtVIwKLNtCtdlAxTDQXJiHYZrw6zVgW8njNln+pB+RPs3pcfE1N7HV25haFiwHYRwiTmNs9bcwjAa4cPkswniIZ57/Ep55+ct48dwLeOns8/jK6S9AdyxoFRN+tQHoExiYYK69gKrrIJ8A2STDqRNvUMeTjabl1myUQQegY+qPi4YBsvG28qiPsf7KGfQ2N3Dx5VehjSdYXllAPsnx6rMvwtBNnHv+JbRsG4YGHF1YhG+aqFQsRGmEquOiP+gjihO8snYeFzpbWGi2YGICTdeQJykmoxxLrSa+eu4VDJIYwyREw6ujMxig6VVxuDWHNx07gZZfw4NHVjEZj+G5HubbLbSqNaTjHBu9HhzbBTDGGBM8fPgomp6L+XoD/98ffAYrzRbWeptYbraw2e/i7Po6Wn4d5ze3cKm7hS+/9AIGUYgoSTEaTdAZ9PHK2gUMwxDBPn8O3QlU9Gm0xbXwl793er+9xq/8yq+g1+vhG7/xG7GysqL+/Yf/8B/Uff7pP/2nePvb347v+Z7vwZNPPonl5WV8+MMf3tP9eM05ZL1eD7/xG7+B97///fj85z+Pxx57DF/60peu+Zgyh+xgQZIQLjpUVthF6XkeOp2OSuW3bRv1el0tbiRsTJT3fV8RMbkdmv1l92Qxv4mPo1dKLoC7RQvwEt6L3B4ZZ0HFiNEH+w2W4/I8VyXDLMuUT6xarSIMQ6UASX8bc942NzdVThcHvFPxYgmSpIF+PJ5fes663a5SRtfX17GwsIAwDFUDwY36wm4HJPmm74yEhbEsjEdhvIscmyUVMKpd/B3YUVb5BUF670hqZWMIG1mAHWLIxoSiP5FfhKSnUWanyftdzetIhYwlU5lnpiY6xFOT+STPUWs11f157cRRBHu7jMnmkR0SOkKlMs0ZG4bTkWSe4+HMxVdQ0Sp46vnPIR+PcfbcCxgmIQwd2Oqsw3amobKX1i7AckxUay0sLxzCVncTC41lBKMAbsXG6uHjqFl1zLcX8OCJR2BbVyqyyXbOYBTHMCsV5KMccRxB0yuIBgGGgz5e+vIzmDt+FOHGJuaWlhCkMWqui8FkjGaric4whOtZiJIMH/vyF/Dk42/Gs2fPwDQrCMMEo3EK13ZxbuMyzEoFlmGiEwaooIIXz5/F4yfuQz8IUfWdadMENLy6uY6FegPr/SFMXQO08VQ9HI0wTBJk+RhVz4U2ATb6A5iWgVGa4OseehRffOk05moN2JaFKE2mobzjEY4uLONSdxOH5xdhOw5evnABK+05PHB4FbqmYbU9j1a9jmEUYqnVhrP9eXo7cSdyyBbbUzJ2u3LI7hT2NBj2qaeewvvf/3788i//8jXvVxKygwdpYo+3c4r4f3rCdF3HYDBArVZDt9uF53nI8xxBEKCx7XWgosCIBprJZTkU2PGwSZO+DKEtRhTIRU/+vNpCtdv/r3f8zLLiz/X19ZkZj/sNz/MQx7E6ZzTWy6HlzBUDdsJMOTs0TVPVdCE9c57nqYkCVD9536lfyJppoOAoKqpKUm2TkPM4dwt33WtcbRtXC5aVkyo8z5vpwOW1J78wXA+8JoujxuRMUMZm8LzwS4i89vn7DLHa3v9i9h2fQ25vt+uaqtpuBG40GkHbfp6K8IuORiOEQQjDNGYaa/g+3pkjOiWe4wkwDIfY6KwjjPp49cIriLIQL738LM5vXcAbTr4Rzzz3BeT6tGxqWCaiwRCthRUcaq1go7eORx94HM+88GUYpon7Dt2PlaVjCLMQ9y3dh4dOPnbN12OU56joOnrBEL6zPQZN15GlKdbPr2F97RJ0DRhlo+nopLkmfMdFno8w8jws1utY63QxyGOEUYRnz55BMhpN1TGtgvNb62i4LnTDxPnNdfSGASyzggcPryId5/jfTz+Dk0dWMUhCDAZDHFtcwXqvg2a1jizPsNJqoxeEGGGC3mCIjUEPNccBJkC70cDFzS14toXVhUVsDfpI8xwNvzZVeMcZXNeBqVVgmjYeP3oUn3nuq3ji0cfw7NkzeOToMax3e1jrdfAdf+hrsdhoo+p5cET38O3C7Vi/8/G0m3KzO/WMvfHU/ihjBw17SshuFCUhO3iQZRn6boIgUAZvqjEyB8p1XTXo2fd9hGGoyjb0NlmWpTopGQArJwdQnZELk/yGzoVLLlSvhXhd7bil92cwGKBSmc7IvB1kjAZ2ernq9fpMWXYymShVTHrkAChT/3A4VOd/t/FMVI7YkUoFiORETkkAroykYPQJiaHyR90GInYjmIzHmGCH0FDp4QQDEiWWvBmoS3O+vP5kF2bxupJdmCRhJC4k9QxY5mPZKUviK71q3F85y5XbvsIfOR4rHxlwZen9au+DNNmZeSlLrfQe0gO3m89y+t7IlEq20d3A2uYFfPErn4FbreH82ZfRC3vo9jdgBBcdHQAAk2FJREFUWhZsy8V4PM08820fpuMgTUdo1+roxAGQpojiIU4ceRhpGuPR+9+Mre5FfP2bvhkL7cWpJ9AwrziGIqLtEW6WaWIYhvAdB5fOXYBXq6J3aRMXu5uY92sYV3RUG1Wc2drEYnsOw2CIi1tdtFpVVHQT/SjEF194HlXfw8mlFZzdXMennn0WRkVHu1bFZDzBMImw2l7AmY1LGAQhFlsNPP/Sq3jLI49B18YYxhE2hkPMeT5W55fxlXOvwjYqqOgV9MMQulGBpRs4PNfC6XMXMIxjPHzsGFzLwtnNdWiVCrJkhPl6DRc2N3Hf8jKMSgVHF5dxsbMFswLo0HFy5TCiNEU+ynHs8CEsVOs4tLCgulJvF8r1e/9wU4Tsm7/5m6//hJo204mwG8oX9OCCCheJCRcdZmHRm8OFp9/vq0R8pvRzUWF4qRzDQ6UM2GkqkIuUXFCuRcL2CiRBk8lEkY7hcHhbYi0kqEjSn0XfGGdUclwSyW0Yhopk0CMlh8AT8jXg68dzTQJGAs3nYT4dDfKapmF9fR3AlDzejvLtXoBkkeeUpVxgatKlGkSye7US+rWuPamaSQ8jST6JGjuOJfmj8sn3mOwqZsadbduqYYZksoirlTa5f/ziw3/c5yAIMJlM1Pu2GIRcfP71zcsYBD184fnPYWPjIvrDDrrDLRi6CU3TEQR9wDKwtXkJ84vLsDQLtmnB85swKjps3cLa5gWsrhwHMMHhpaMYRAFOHr4f9x99CPVqHb1hD57jXZeURUmCivD7GZUKsm3/XZom2FhbR783wP2nHsCg38NglGF1cREvnz8Hv1bDF0+fhl6ZoObWsNnrYr3XgWkYePrcGRxuttENhjB0Hd0wRJxkqFVdZNkIW8EQq/NzmK9W8fKlDUTpdLRTPxjiD506hcvdLjzXQ5TE6PSHaDfq2NjqIMoSzDUaCJMUR1pt+NUqzmxcAiYaVlttpPkIWZ4jSlI8tHoU3aCHYRRhvtZCkqeI0hRZnuObHn8znrtwDsfnF9Go1tD2fRxaWLytg8nL9Xv/cFPBJh/72Mdw7NgxfMd3fIfyRZS4t8DFmmnwMvmc5TJpfmbZksoLTdMs9dVqNUUulNdFxCvQp0VlYrdOyP0iY1J944LIiI7bBS6wcvJAvV5Xw7T5PuPizRgR3/fVoj0cDpXqJUtfPB7DMOC6rhrsToLC7kN2WMruVnqtBoMB6rUa5ufn0e/3EYYh6vU6+v2+Ijzc1s1gv15TCV5TQRDMnA/+jaSs6HXcTSWS+8zb+aWk2JBCUkWyRS9ZQlVnm/ACs0PvVefktkqcZRn6/T76/T6WlpbgbueQFffnaiAR5GtKX6au62riQ7FRovj9fJRP3xemYcI0LXT6mxj0u+gNNuE5HjaHEziWjTFyhPEQldSEb3rY3NyApVt4yxuegFExkMYJXj33IprNOWxuXYLluDhz/mV0oy5OLB/HhfVzSNJ5VHQDaTbdJ5KybJRdQdBcexpYOwxDOLYNVCowDQNBEGI4CKDlEywsLeD08y/Ati3MLS1iGMfwPQ/eeIK3nLgPn3r+WViVDGk+wly1jihNcN/SMr780iu4f3kRmmEiG0/QrtdQtx3kAFzTQT4e4WKnh14QYJSPMN+o46i/gi++cBqLrTbyUYaKpqPuuah5LsyKhsvdPioVE53eOtp+FRtrlwAtx9rmJrqDPlbac4iTFJhM8NTLL+HE8iKiLEcnHOLo3DyGYYDLgwBfPP3CdK6tbWOts4HJJEerXoe1Taitcl2+q3FTCtkv/dIv4Vd/9VexubmJ7/3e78UP/uAPqtECN4OSYR9skKjQ1E9PGQBF0OztD0Rgx1DNNHSpBkg/GTAbY8HFhAvSXpUhbxQy62wwGChS1u/3rxuNsZfg9AIqNVTKSMoAqMVY+vSiKFJmf5ItCZIHLu7s0HQcB7o+HQ0UBIEq3fExNHs7jqNyzfiTpVRJMm4F4zyHfpu9L77vKy9ko9GYMdwzRqSoEskSMdUlaf4vkiNe5yT5/F3TNEWcpYeN51uqbMWxVhsbG7BtG+12W33xkdssQhJHbpPqmozwSNNUNTpwP4s+N5KhMArxldNPwaiYePblp3Fh/Rxqro+a30anv4Xf/cz/h7e+8UmMsxidsIfBYIjFRhuPPvgmdPoddIcd1PwG1ruXcXT5OPJ06k1cWjyK+dY8fLeOpflDyPMRxuMctWoDzVrzmscJANl2+dwyTfU773v2hZdgN3zkaYYkyaAZGvphjFqtiophIIxjPHP+DMaYoNPtwXVcXOxuwa5oMCsGNvp9LLba2Op10QlCzDcaGAYDhEkMaAYW6w2c66zDsRyYuoZeEKPmO7iwsYljSwuoVxvI0hRbvR6CLMZKcwGGVcF8tYbPPPssHNeGp5uwPRvnLl3CcnsOG1s9rCy0sdbv4o88/Ng09NkwEI9SJNkItmGg4VVxqN2Gpuvw7GmTwZvvu/+2kbFy/d4/3JKH7NOf/jTe//734z/+x/+IU6dO4Qd/8Afxzne+84ZfnPIFvTtA35hckNlJyVIHF3SW1Tjeh0n6pmkiiiJUq1VomqY8PSyRyMBYWU65HaDqFATTOYj9fn8m2HM/SRnVqHq9rhQvLposddFzx+kAJEO9Xg+e52Fra0vt69Xy0Wq1GgaDgcpso1Iph8KzpMWIEsMwZmZeMoyWBJsTGCR2U1sOIprNpuo6TdMUvu8rMqbr+kzuGgmwVHBJhun3kjEZ0ocpv2zwJx8TRZFqgpFNAQBUTh+JmvQI0qvJUGUAM9st+i0ZYmwaBqztTlN+6SAxdba7K6mc7Vauzcc5zl86C8Ow8PLZ5/DF5z6HXthDmsZYrC3gzOYZVKDj5Qsv4tjyCdi2jWZ1DmtbF7Hgt7G4dAiT0QQb4Sbmq3PQ9QriLMV8awG6YcAzHdx/5CEE8RDAdqyNpmNhbhnNWvOahAzAdl6YqY6Z1/hwMETV89ANA+RJjHCUwbNsTDQdTsXAVjDARNewtrmJMIpweThAy3Pw9CuvoFVvYL3bhV7RYRsGBlEMz7KwGfYRBDF8b1rC1DAtn1qWha1+HwaAVrOJ5195EYeWDiNOUyy3Wzh76RJs28axxSX0ghCnz76Kml+F606vt5rjI8li1DwfyWgEz7QwwTS81jJMNDwPi402gjhEzfcxyjP8oQcfxtrGJuaaDdQ8HwuNJprbJfn9RLl+7x9uaeV74okn8K//9b/GxYsX8a53vQvvf//7cejQoduWYF7i9oCDummAbrVa6nZ2BLquq77ZszzCko0sfbJUye5K/h+YDW3db1VMggsTySMXzP0gYzwuZrmxZMRyotwn3jcIApXKTyVvOBwqUsbnob+vCNd1VVcsicZgMEAURSqyhOSP6gmVQhIzvkbz8/PKrC7PDf/OxP/9xF5cG8PhEJcuXVLnja83S70kLCRS8lqVHjFJfGR5kueUz0GyxmuLZWWOuyo+Xm5P0zSl4NFHxnwzqTDv1nXM7ei6jjhJ1D7xdaKNQEZ38OcgGOxk2sXTjLeqV8fm1hrWts7Dt320vTYOzR/D6QsvYKG5hDAe4GseeAsWW/PTVPrN86hXazAcFy+cfwkX++uo2Q0Mhn1c3lzDaJRhfWMNi81FGBUTjuNhYW4FnuvjzNqr+Pxzn8UXnvnf6A17CONrexZ914W5ff0a26XLbDSCYU8DXeebTbTac1hoz8OyHaRZio3hAK9cWsNkMoZeMfDWhx9B060C0HF4YRGAhgcPH0HLb2C934ddqeCZs6+i1w9Rr1XRCwKM9Qm2BgMMsxTtWhU1v4ZBFGGz14WmVVCxdBxdWsDGYIARxjg0t4AkS6DrYzSqPmquh4ZXxWSioVH14NsuXMtCy/cRjFKkWQbbNOE7Fk4sL+PsxiW0aw28fPEC6q6Hly+tYWluDvlkAm0yUcdd4u7Fa5IiPv/5z+PjH/84vvrVr+Kxxx4rfWX3IDheiQuGLK2x7EKSMTc3N1PeYUmLpUwZr8AFg+oMsd+ETHbDscQ0Go2wtrY2Uzrd60HajF6gGb/VaqlSInOyJIFlaZGKC7ATkMsoBalS7UbIWE5klAcN/CR2LDOTjFA1I0nh85qmiV6vp7K46BnkPt0u7AVJZocoS3ZBEGAwGKh4D0mkuL3duhqLyhihaZp6v3BbJLGmacKyLNTrdYRhqIKRuT/AznsK2Clly2aDMAxnZqvKcyOVJJJD13VV8wav7ziJVaizYRgY5SOlfE4mE/iujzAOMcpH8BwPvUEXG53LOHfpLKpOA+3mIgzTQpYnqPst2KaNKIhxoXcZL517GY49VY86wz42emvwbBMVjHF28yyCLEKSJbANE0ke4/LWRTiOi/FkvJ2F56NZayCOQvz2730Iz57+Ii5vXb6h11bXdaSjEaIkgb/9RbHdbCHfPu7Ktgp4eGkZlYqGpdYc6l4NDx06jMvdDlYX52FZNqyKgQcOH8aZ9YtwXRvHFhbQrNXQ8HzUfBd5lmOh1sB4NMEbjh2HqenoBCEOteqoV2to1RvIdCAIIoyyDE3bRdV0cObiRQATPHj4OL72oYcx12ggyzMcX1rAy+cvoB9GuNwd4JXLl1CtVFCr+dA1DUEQ4ne//CWstOYxzGIstFoYjSd47twZGBUda50NvHz5EoI4gq5pJSm7i3HThOzChQv4uZ/7OTz44IN4xzvegXa7jc985jP4/d///Zlv+iXuDZCIkRwwGX48no5Vkl2SJF1UA6RfjONtuAAVVbIibtYkfjPHA+x0V+Z5rjK6mHDPET17jTAMMTc3pwgpF1wqNLydYbxUGnne4jjGYDBQnjeqHMDO4G9pynddF41GQ5WHmVzP42PMBx9D9YSlU76WzPMiWeS5kijGX9xOpfNWMBgM1GtNYsSZoVKxlZ4rvha8XUZUFO8jCZbsIgampLDZbKrzLzstZeMLgCtGhJHUS9IM4Ip9ZmwNvX5sJDBNE5Y5VWY1XcMonz5PNsqQj3NESYTxZAzbmo4+y0YZHMdFzWtgdekITNOGbug4c/kl9PpbaNbmcHnrEo4duQ+HmyuYm1tGb7CJJI1x8tD9ePjYGxClGdY2zuPk8gn4rodjqw/i0NJxVJ0quv0ufLsKTdfRqDYw15hDu7GAw0tH8ewLX8K7f/ld+P0vfxzZaPfpDRKmYcB3XSRZin4wRKNaBTD1mXUG0zmdFV3H2UuXkI5y1DwPvWAI3TAwTCJougbHsbE8N4e1bg+P3XcSG90uVueXcH5rAw+sruLE0gqOH1pB06+i0+/iU899FVV3GkCsAdB1DecubWC+MYdBEGICDRcHQ1SMClDRYBgmXl2/hI998csIkxg6AG0MLM614XkmHjpyGPcvrWCt14Fv22jXavBcF/O1GizTQBBNp03M1euYrzYwjCO0/Bp0fXr9rm/PFC5xd+KmCNm3f/u34+TJk/jMZz6DX/qlX8K5c+fwj//xPy4Hjb9OwFE6MtCV5uOimkAvmeM4qlwmVRzpG9sN++kjozrX6/WUUmFZFprNpvJX7RXY0eg4DhqNhlIQHceZUQp931eklYGs7Aikb8l1XWVEZyxJ0ctFFYu+KB4fMH1N5ubm1OLMWaIs3cqxSbIjkZ4xDozfLX6Br7s0wx9UWJaF6vZirVQioWYVzynVJ6pc8guIJPiSoMmIF3rySLRYHrdtW5USZacmz2FRpeT0BI5mopeT2yTYQDAcDtX7kGVKAIiTqRpoGtO/WaYFDRqMijElaxVDdTWOx2Pomo5Xzr8Ax/HRH25hMOjBs6vwbQ/NWhPLc4dxeesCwiyE71TR9tpYXTmB5fll9MMBfMeD79fx8toLqPoNLC0so9O/jCAY4sih4+gOtoDJdqNBlqJVn8Pjp96C7/zG/xv9/gD//N/+A3zp2c/dsBrbrNbgWDay0QhBFCHbDn+tVCrI8hxV18Vyew6DJETd8xCnKVaa82h5VSzV6jg0t4CGY2MQhKhUdIRpisdOnMTxpRVsDQdYajTQjwN8zQMPwnOdadZYRcOZjS0EYYzVlQWYkzGyLMd6r4evO/UA8vEYjx47gVfX1mDrOqqegzhLEcQJoFXwlVdehms6OH3hPF5dX0eeA93+AM+cO49uEOHQ3DxeuXQRDcfFQrM1VdwdC6cvnEdF11HRKxhEEWzLKhWyuxg3ter91//6X9Fut3HmzBn8vb/39/C1X/u1+Jqv+Zor/pW4t8AIBACo1+vKVMyFgsZjYLowVatVRdqKqeUs81yLjO0npMmao4qojpCA7CWZYCcblSXbtlXcAhPcbdtWagmN5VSjmMDf7XbVPnKE1W4wTVOpKEmSYHFxUREzHivzp7IsU140JvGTZDN6geeGRJJkoPjayfN60JGmqcqZC4IAvu8rgiljWIAdhVgqufLvspxJgk1iK0vychSYJFEsJ0sjP98jsiRK5Y7lbCpuVEZlaZuPkxULPs9oNAImO8fB36lmc3D4ZDJBRa/AMqfvkZNHH5p2DPY34dg2lloL6EV95NoE2SiBY3twLA/9wRZSLYdrudjsbWCY9JFlKU4snsRDx96IUTrGV09/CZbt4pGHvwYb3U006m1Uveo0TNb14bs+FloL+N7v/FH8jR/+e1jf2sI/+8A/xOlXb3xWsmWaCKIIVc9Dtl3G9BwHNc/DIAxhVCpYarZhmxbW+x2YpoHReILa9n6cWDmEQ/MLeNPx+zAIh8jSEaIohjGZ4FPPPI2q4+FSp4M3HrsfD60cgW1ZmEzGaDXqqNkuTh05CtusYHVuDhvdDkzLxGavh5OHV9GPIjy0uooxxojSGJf6HdRtG5u9Aaquh7lGDQ8cOYYJgG9+wxvh2iY2ewPYto2vnDuD0WiE58+dxauXL+P48mGcWb+M+VodTb+KOEtuaybZvYKf//mfx1vf+lbUajUsLi7iT/yJP4Hnnntu5j7f+I3feMV788d+7Mf2dD9uKofsZ37mZw58KaLE/oDqwHg8RrVanQmSlGUvfpg7jqMWcRIfPs+duoaoQqRpOhMfYdu2Ku9cLen+VkDTPhVEErDxeKzy20h45N+oQpIoJUmCer0OTdOU2nU10phl2UyZuNfrwXEcRchIROgH5NQF/p9lUJ4bRp7U63UMh8Mr4h3udui6jq2tLRUdUq1WZ4KMpWIor135U3ZJSlIlG1xkCZPXHgkvVTr+HZjt8ORzs/xJ0siQYFlqBXZ8clRhCR4PsNPNySBnmYPG7cvOXtuy0R12cGL1AayvX0CSZGhVW4iDASaahuX5VUwmEywuHUGnu4EsTzHOHDTcJuBqQGWMdmMOvWEXywurcEwXg0EXj554A+47cr8ig5PJRM2zdGwH3/R134Gf/6sWPvD//it85ssfw31H77+hJH9gOq5o+qJMy5lhHEPXNNx3+DA6gz7cbRWtVa2jNxxC1zRYpommX8W5jXUs1Ov44ksv4s33P4BnXj2DRtWHYzuw4xSH5ubx6uWLaNZG2AiHaDkeIjPBRrcLDRou5RkeOXYc/SiCqVfw2JHjuLixjmEQ49jCAp5bu4Ca4+PhQ8eQjlPct7SML778EiaYIMvHOLN+GfctLeIPXngOrmViMs4xV2vDqmhYbs9judXCMIpx7vIlHJlfxFpnE8M4RqvqY67enL6Pb3OszF5iPM5x+pVPoD+4iHptBfcf/wZw2P1+4OMf/zje9a534a1vfStGoxF++qd/Gn/8j/9xPPPMM6rKAQA/8iM/gp/92Z9V/6eXdq9Qjk4qcdPgB/5oNJoZlwTsGM/lLMGDBio+SZIoMsIOOMMwVGI/CdGtqD4s13KBt217xjfHxZHlQDmjMooiVb7s9/vqTR8EwTW9bex4pS9Kqmie583MneQ+smTGeJJ6va4WaX4L7Pf7qlOWSt3djmJcBGdd8jUjIZaNHsWsNmCnPEmSJL1dkojtFp7L56RnUM68lARJGv/pA6OPk8RKfo7mea6iTkjo+Hx5nmNzcxOapqHdbs945kg6JRHkts9fOgdoGl46+xzWNy8giALkkzHSPMU4GwFjoF5rYTDswdB05NoYluXAqFRQr7XwB898BvcfPgnNMLDQWEIyStD0W1iaO4QTR07CsXdUHbUfk53ztdXdRJzGWJxbgmvfvFd5vdNRx1XzPCRpCs91kWyrwZ1giGa1ijhJEKXTf3k+hq5pCJMEn3zmS1iuNnGuu4Wq42AYR2hX6/jSiy/g1NHj+NKrr6LqmICuodPtw7RM9IMAk3yEiu1iqebj/MYmmvUmHMuAbTl44cyrqHoubMvFQq2KESZwDBNhksCsADW/ilcvruHw/Dw6/SGaVR+GaaCiGXjDiRN45dJFjMcTvOH4CQRphobnw/dtrDTmsNhq7ZvtY7/X76ee/jB+63f+Mrr9c+q2Zn0V73j7e/Gmx/7knm9vN6yvr2NxcREf//jH8eSTTwKYKmRvetOb8J73vGfftntTr1ir1UK73b7i34kTJ/Ct3/qt+G//7b/t136WOEBgqdIwDDSbzRkvFMtyMvX9oEHXdYRhiPF4rPKg2OVIgglARQxIo/y10Gw2AUzJT7VaVedFerUcx1H5YgBmGh64+PO+QRCg2WwiDEM19P1aYNkxSRJUq1VFLur1ukr9d11XEQCZUM9uWZYleR+pdvb7fUW2pWpzN6JIehicK0u2LM1KNZX/J2GR2V18TmCWgFEFKypeJHXMmpMNAZLwseuTKqZUW1neliVWknKqnbquq9Io1U4AM6G+PDYSS2kpiJIIVa+G/rCLfr+L85fOoR8OkGU5qlYVjuXAsGwEQQ9bw0104y5c08VcYx6b3csYjyd48OhDmEyA4bCHMB7AszysrhzHytLhK95XJJBplk4nBBgmluaXcezQ8VsiY2mWYaHVQrvRmM6+jCJMNCCMY8RpiovdTfi2jThO0PCr0CYajswv4fDcAtq1BlrVGt588hSOHz6E+w+twtQriNMUL69dwLGlQzANA48dO4IHVo7gvsXl6XxJ08apw0fgeVUcqtcBVHDs0Aom2RiL9SYWvCrmWy0sN+dgGxpc18bZy5cwGefoRzEuD0Jc2upgea4Nx7LRqldhGQYWai2sbV3Gpa1NXOxs4b7lFfTiCKtzbRj6BCcWlqdTDA6wh/NaeOrpD+PffPAdM2QMALr98/g3H3wHnnr6w7dlP3q9HgCg3W7P3P4bv/EbmJ+fx2OPPYZ3v/vdez5G7qZWzKsxw263i8997nN4+9vfjt/6rd/Cd37nd+7FvpU44KDBmWRGmpNvV7jrzYILj+d5qruOERLsJGUYLktOLGGy3ESiJRUPDlev1WpotVpqAa7Vair2gNth9AW7UaUqIctZ/BbKSIZrlVMZ8Mnj4xxKDramn6lSqWB+fh6XLl1CrVZTZJRlM5ICZpzJIFRJLGhUZ0NCEAS35fXbS0iTODPYWGbO8xztdnvGbE9Ib1eRkPG1lOSMX1QAzJQcgR3yAUyVUSqRvK/8ndvjPpAoywgZ7qsk2yTj8rnkeCfeLmdryuP1HA8VrQLX8fDI/W9ElEWIsgjhoIcXzp/FcmsF3X4Hh48cw33VJs5vnEUn6qLebMOzqjh99qs4unIfRpMJFudXpl2ZKyfR7W+gXZ+DUdl9GfJdH2mWKh/brYKhsaZhoLGtgmXb17tRqWC5ModRPkKrXsfa5iYsa2rH2Bz04DsuKrqOR44cw4tr53Hm0iV0oyHefN8DeP7CGVzqdhBkEUzDxKGmi+cvXEKWj+FZBoI4RtP3kIxyROMMh6ttjGo5Lnc3sdhcQNDvY6XeBHQNVsXAcqOJNAcq+hgn2gu4PBwCmgbLqEDDtDsWOjBXbyGIYxxuzyPNp+n9wyTBxfVNLDRbWGi0pl3A258ZdwvG4xy/9Tt/GcrYOIMJAA2/9f/+JB5/5Lv2tXw5Ho/xkz/5k3jb2942M4none98J44dO4ZDhw7hS1/6Ev7G3/gbeO655/DhD+8dSbypV+v7v//7r/n3N73pTfj5n//5kpC9jlDsuLudSfu3ArnIcaC2TFGP4ximaaJWqynFCYAq47HUSLKVZZkqG7muq4iMJGKe58347KiysBlC0zTlG+M3Li6Y0gR+LW8b1Z5Wq6WeWyo4JF1JkiAIAlSrVUX82GEpS24y54yJ/bquo1arodPpqAYEAGqfi9EXBxmyBEk1V9Om0wqiKFKkerdsxWL2GLAT6Cu7JEnK+BqwIUJGxZBo8xqR47P4vDI6o+jBlM0CKgh2+8sEy6E8Rkm2XddFGIZqagGvSUncJGzbxurSEZy5+AoePvEYvvjc53CpdxmtagOd3gZOHHkAk/EEY+SYb61gc+sCHNPHGBPU/QbMiokUMSqaicW5QxhEfdx/9GHUq/Wrfl5MJpPXTMZ2g2PbcGwblzqb0KABE2C914NtWhiNc2g58PyFc6i6LibjCdIsw6VOB8uNFt78wP04sbiCTz7zZaw05jAa5Wj6NQRxgBcunsehdhvVWg1fOX0aVdfDhc4W7IqBmm2j5XnoBiFW2nPoDodYXT4My6zAc2xc6nbhmBZcS4fnzOGFtYt47NhRBFGCC1ubeMPR+/DS5iVomODk4cMYBBGW2030wiHsWh3dYYCvPfUQgjRGNhrBLfgH7wacfuUTVyhjs5ig2zuL0698Ag/e9437th/vete78PTTT+OTn/zkzO0/+qM/qn5/wxvegJWVFfzRP/pH8eKLL+LkyZN7su09XTnf/va349lnn93Lpyxxl+EgkzFgJ6+JJR1mUQE74a1FtUcusMUh3ADQaDRQq9Xgui6q1erMmCguxlzwJKkjCZQZZPydTRM3ej6lOZyLbhAEijw4jgPf91WXLDBV1Xq9njKhJ0miDN6WZanAWkYusGzJcGCpivL83C2Q++o4jpoLKodu87Up3r/4PCRiVExJakjyipEUvH5k8wSvLamy0W94PQ8jn5P7QH8kyZ/cD5kxx+1JRexaJWjTMNGotdALpo0ijxx7Iw4vHcPq4jG8ev5FABP0hl1okxy2W0cv2MLRw/fhvtUH0R900Wi2AU3DseXjePD4Y1ieX7mjpGGpNYd2vYFGtYrldgvd4TRGZrHZxqHWHDCZwLYsNLZ9oBc6m2hWqwiSGHONBk6uruJrHngIJ5ZWYFQM+K6HuXoLZy5cxAOHVuE7Lo4vzGO53UJFN9DpD7HV6yJIEozGY1QwxrMXzuGLL5/GfUtLaNWrSLIcvutOZ1NWzGmZst5AJxrgSHMevSDAM+deQbtewyBJkKc5FhptNFwX5zY3oGtTS4F5l5ExAOgPLu7p/W4FP/ETP4Hf+Z3fwe/+7u9idXX1mvf9uq/7OgDA6dOn92z7e/qqMc+pRImDDpkVRZWsVqthc3MTjUZD3QZAxU8sLCxgY2NDzeNkdIWu68p/xYWPZIqLISHzqhhNkCSJUk+kMsd/u4HbIVFi52a320We54ogSvWK5nyWZ/lTZmuRJDDDivvI+I48z9XA6uL8yrsh8mI3DAYDANOu2MFgANM0Ua/PKjfSOwbsdOxKZYzgtUVIpVOqiNKvJUd3yS8I3HaxZCp/EiSWxdKmTOknSAjDMFSzaK/nB0yzFL7rY3nuEDZ7l4GKho2tNaz3LuPkkVOwLAe268MzHWi9y+j2O7AtBytzhxAnIVzLw7ETJ2HoBg4tHLqhbmtZet0PGJUKjEoFtmWh7o8wCANEaYIky3B8+dCUKOc5lttzWGq3sdHroeH7qHse/vezz2Kh2cRWrwfX8XDyUBOb3QGW2nPoDPtTQg8gjELkoxF0y8EjR49io99Hs1pDq1qDUdGxHg6xMQgQJyFW5xZxedBHHEWwTAtV30Wr3sAgjPC/vvoV/PGv+UM4v3kZSZYiilNkeYK1zgYWm2206zW0/Dqsu5CMAUC9trKn97sZTCYT/MW/+BfxkY98BB/72Mdw4sSJ6z7mqaeeAgCsrOzd/uzpK/e+970Pb3rTm/byKUuU2BdwwWKuk2VZiKII7XZbZXN1u11VSpqbm0OWZVhYWECSJPA8T5EwmWdGkJRxQSnON6RKQn8POzEty5oOhN4Of72WMgPsEDx605h3xk5OmtXjOEaz2VSxGFEUodlszpTDZPmSagrvq2nTSQHc/72KBrnd2K3bkZDxDyRRo9EInufNlCL5PPwpIy2kWijLi7JMyd+LI5pYspbdyXLWKJ9XoqjAyc7IyWSiviSzZM79ll3QMpD2WqqsZVpIsxRzrQWcOPQAzq69DN/zsbjwRlR0AxXDRJzEWF06inZjHsNwCOg6Lncu4Q9/zTdPlVrLgW3ZN0TGpA/vdsA0DLTrDURJgtXFaQdmkmWo+z5W5ueRjUaoui7SLMMgCnF8eRl1z4dp6himMVaac3j10iVoE2B90Mdio4G6acEzLTz9yktYaDah6xXYlgPbslDRdVi2AydL4Ts2esMBzmyswzAqeOTYMaz3+9C3Gzw8y8Eb778P5zcuoVmrwzQMLC+1oGs6alUP+WSCVrWOqufDuUtFkfuPfwOa9VV0++exu49MQ7OxivuPf8Oeb/td73oXPvjBD+K3f/u3UavVsLa2BmBa/XBdFy+++CI++MEP4tu//dsxNzeHL33pS/grf+Wv4Mknn8Tjjz++Z/txU4Tsp37qp3a9vdfr4fOf/zyef/55/N7v/d6e7FiJEvsJWWaS5SN2OI7HY7TbbbVw6boO3/dnUvBl2rpcMLnQsnzIRZj35balUsXuudFopHLRgiC4Yl4l94UhtvQIcV4hSR59QSSLHKZdqVQQBIFqEKDyRfVMdvpJ8/doNEK9XsdgMEC1WlXhtLIZ4W6A7HwskhvDMFRMCcntbmqVRJF4SeM8f+6mcJGoswReqVSUKstmExmuLJ+TJJt5cLIcKc36zBkDoH7Kbbuuq/YfuDG7AZP8Dy0dQdWrbV8rY1iOi35/EzW/hYqu4+jhk9jqbQGTCRbaizCN6f7eaIYYr6v9Vsh2g7td0rdMEzVMuzQrug7dNHG5s4VD8wvwXAd5Ph3FFGcJjiwsIR7nOLSwiIV6A0GaQoeGeJTBsWy88eQD6EUBsiSFbVSQZyM4VRMNz4NVqSDNMjyyehRhlmIrDNDya5iMgXOdddzfWsVLaxfwyLGTeO7Mq9A0HWtbm5jkgG1XkOsTzNcbGOU5KgfcMnIt6HoF73j7e/FvPvgOABpmSdn0/fOO73jPvhj6f+VXfgXANNpC4ld/9VfxAz/wA7AsC//9v/93vOc970EQBDhy5Ai+53u+B3/7b//tPd2Pm8oh+6Zv+qZdb6/X6zh16hR+/Md//IakvjKHrMRBAgkYiQVLhjS367quwjfluJwiiobrq0HmX/H+0gzPRP5+v6/KaYQshUmyJxdmEkxJIkjcWq2W2oZUUtigwDmXfF/GcayUozRN0ev1VIPD3ULCrgdJKF3XRbPZVKTU9314njdDVm70dQZwRZmTpcHdbte06cgjxrFcaxuy7AlAvT6cPEASQ5JOUs3rgmSbz1OtVtXrfz2M8hEqegVREqkwV5rv0yxFRZ++R/Lx9LlvlITtui0RmnunMQgCjCcTVLYJ7yjPMdpWvjuDAdJRivV+F1pFx1qnA9+wcLnfw3q3g5ZfxaVuByuteXzl7Ms4tXoUcZrANAxUtArCJERFNzEZj5BNgMV6E2GawrdNxHmG4wtL+OJLL+Lx4/cBmgbHtpFlOfLxCLbt4HC7hSOLK4pM7ifuSA5Z4wje8R3vuW05ZHcKZTBsiRLbKJrTi/EDN7oI3+q2ZekxyzKV+wVgZgg2S2ibm5uwbXsmT4rg+CT+TuVtNBohiiI1l5QD4qvVqiIGAGZ8cqPRSKX0M05jr/N37jRIyhg3wv97nqeGwEsCdb1rQSqhknzx/1SqiqXCwWCAJEkwPz8/02m5WzmRUx0AYGtrSxGs+fl55UWUkFEdVNPYVCBnXl4LN0NGXyv4RemgEDJgOqichvkgijDKc7i2jcvdDhabLbx88QKyUQ5oYzx//hyOLC7if37h8xhNxvAtB1Eaw7MsHF1cwdrWBgzDRpwm8EwTaT6G69jI0hF6wQAnDx3CRn+AYTREPpnAt130ogAPHT2CM2uXUHNr+NqHTqEz6GO+3sCpo8dvy2tzO9bv253Uf1BwcK70EiXuMK5mlr7ZD7lbXbR0XVdEiL6v8Xiscshc11UKCo31JFAMCpUxB5zRGEWRyj3L81wZ+X3fVx2XMo6BiyBLmlys5fYk7qa4i6tBljLZXEHv3LVUUeDKvDBgtluRJIpEjNuRmV9F4ibVKulXK+4zSfJgMFCNIcyek00mxewzlsl5zQyHQ9i2fd1RMLeLjBEHrXNXdi/6rqvKhKsLi8hGI8w3mnAsC1GSoO5WEcYRvumNb0Y3CHG5s4UgsuA5Ls5cXsNjx+/DSxcuouq66A2GcGwHF7fWsdRoIUgzrHW2YFsW0vEEX/fAKYzGE2SjFBuDAR48dBSmaSBOY+TjCU4ePoIwjuG7Nx+cexCh65V9jbY4qLh7C84lShxQ3MqixYUzTVNomoYoilR5iWWz4XCoOidZWiXoG6O3iIGyvB+T503TVHEcwLTDkNtmXAZJGSMvuKAzTV52flLpuREc1EgU+XrRQ9jv91XgsTTuF+9f/P9uHZe73QfYCRqWURe6rs90+O4G6ftitysVzjzPVU4c70vzvgz3lZEr/CIgI0zuNEhyGXh7UGEIsm4aBuYaDfiui0a1ina9jlatjnSU4/HjJ7DcbuOJRx7FJM9Rc328cvESDs+1cXLlMA7NtzHXqGOh1kIYxfhDD5xELwrhGjYOt+dxfnMTozyDaztoVH1c7HZwZGERrWoDf/jRNyAbje4ZMvZ6xsH8hCxR4nUI2X3peR5s24bv+zPesCiK1EJOLxeJDrsquQDXajW12FLl4mB1esMYm8HgVz52OBwiDEMEQaCy2qrVqlJeiJtZwA+q50yWxEhypadKev6IGzluWeqWMRnFTkySJ77+rVbrhkgZHyOVTs4sDcNQGeIlAZQlUhI4Gd/CfbkTr1WR9FKpvRvHc5mGAde2UfN9fO2ph1HzfJxcPgxN13Dq+DEcWVzEmx+8H+1mA/ONGtZ7Pei6Bt914Xs+bMPEW048CNe1cHi+jXQ0gm2aiOIY+kTDY8ePo+lXsbqwCNMw4DnO9XeqxIFHWbIsUeKAgESLHXckSKZpqqHeUjEgUUqSRI1OosKj6zq63e5M5yBnXKpZgdtqHL1kpmkiyzKlljDygSRlOBxeEfOwm3pxo12XB6U7UxIWErHhcIhms3lFNIUsOcrbdouLICGTAbrFKIdiDEalUsFwOEQcx6hWqzPPs1tUBjsR6/U6NG06/F3XdXQ6nRlfmCT18vXj8zH2hBMe7oRvS6qIPF8H4fq4VVQqFXjbr7VlmjiyTe7TLEOYxJiMJ1jrbmAYxXjbo2/A2tYmOv0+HMvEuY0NnDxyBNlwhF4Q4eseOoXROEdnEMBzbTy0ehTj8cFQM0vsHUpCVqLEAQIXbJZrGGPBRVPmgzFNXs4Spf9MGrUHg4Ey70syQFVE+pi4SMswUSopnPHJcubVSkk3uogelMWWcSAMVmWKPbtseQ6KPjFJIHYjY9KzReK0G+TzcTbo1UqffH1kHARfN9M0VaZer9dDkiTKF1ZsBpBD0NlBTDWVKitxMyX412r6L6qQ18tGu5tgbJ9T0zBUebHqebiwsYF2rYYHV4/iK2deQsP1EcYJzm5exmKzjU5/gFE+QavawH3Lq3BsWz1XiXsLJSErUeIAgcZsBsPyHxd0Lk4yIZ8RDQyYpYGfmWEMr6UCxnwydtnRd8YsMvrUZMK8aZpqpBQDRyV2y/W6Gm7mvvsNObCdRnfmscn8r908YNciCrsl35NU07clU/75XIy+kM9fjEbh/6Vamee5mqSQ5zmCIMDm5qZ6fdkgIPO9+JPXAkkdib1U74r7WTwne/V6Fp/zeg0Vdzs8x8H9q6vI8xyDMMSRuUU0PB9r3Q4mAJJRim94w+OYTCaoXqfhosTdj5KQlShxAMHFPE1TpUqRIBRLfcxqsm1bZZDJDr5qtao6JlmSMwwDjuOogdZSEeMiHsex8lAFQaBGMjGOQ3Z47ha9cTXstniTLN5ukIyRhDLVvlKpqDKgDP6V2E0VA3YUq+JtwCzJ4t+KWVvcnixTFsujfBw9f4zAqFarGA6H8H0fAFTpstFozMy75OvHx8opAyRo/Jskj/KYJPaSNFGRlaPDSJLvVWiahmatBmAatru6sIjFZkuNdrobfXQlbh737hVeosRdCrlYapqmCBM/lGV3Jc3cTHtn2Y3holRMRqMRarWaSvqX5Kfb7SIIgpnQWKpjaZqqvKxqtYo4jhXZI26GjF0Nt5uMsXzLcwZAzbBkmU+Wh6+H3bLqisSleN6kd0v6xKhoSRM+XzcAqpxK4lKcVen7PhzHUccl41B47HJfihEchCyLMiyZt1+v3FxsXLgW5HNJAsoolwsXLuDChQvIsuyuHdl1PcjrolKpqLKmvX0dlHh9oCRkJUocIBRHK1niA5l/IziayXEcxHGMMAyxtbU1ky5Phcv3faV28HmpjnEQOYNpgSsJRhRFiKJIzde8miJyvRyrgwIu+o1GQ00dcF1XkVH6sYok62ZAdU0qS7IhQ6pSLB/GcQzf91X5UZ5rEmvuk6ZpM8n7Mi+OsRby2pDdnPJ5iw0K3LeialYs216LHBXz1gBc9f78AkKiRyJI1bfVaqHb7eKFF1440BEYJUq8VpSErESJAwQuglQKhsMhsixT43Ck2sD5kpZlodlsQtd11Ot1ZdDWdR21Wg2e56mSWJZlM6oas8UYfcDOSZIUliOL3YEslxXJyrUS/DlPEYCaE6lpmhrwvt+QY4FM01TD1avVqhrKbtu2ymm7GTJ2tfvt1lHJ8h/9fJK8UBXlbfT58W98HWUJlH+XnjSSSwAzURb0BBZVK1lGlQ0kJFFyBBNv5/XI57yeaibHOZFsSoIlM9NkVEiz2cTq6qqKazkozSAl7h38yq/8Ch5//HHU63XU63U88cQT+C//5b/c9v0oPWQlShwwcDGSsQtBECgS0+/31aJJn00cx5ifn1clyjRNUa/X1eIr1RR2bgJQERu2bc/M74zjWKXVDwYDOI5zhaJyo2qF3FeCpVAAalD6foG+KqkQATsm+SRJ4LouarXajCr2WnxRMgOsmK8lxzQBO2U9/iPpopdsMtkZ8s594gQFvrYkSHLUVrvdxvr6OtI0xebmpgoFlj624jEWDftU+Yqdv9LXxkYUSep283vt1ozAfScJk+dPHmuWZVhZWYFt2wemIaTEPiLPga88DWxtAe028OhjwD6WbldXV/ELv/ALeOCBBzCZTPBrv/Zr+K7v+i584QtfwKOPPrpv2y2inGVZosQBBNUMlqjYacnRSVyY0jSdCS8FdqIRPM9DkiRqMY3jGK7rKiWCz09VguDIIDlAPAgCpZDQ1M+F+LVAdjnuN6Rhnz4tlic9z5shUHKawV6CREZ6uPgRzH2Tt0uSQ2JEEs6OSElmZFTEeDxGEATY2tqCruuI4xiHDx9W+XL0He7WMSmfj9dAnudqm/y/9J9RLSt63oqQzy8nTpB4cju85tfX12dI+/Hjx1VGW4nbj31fv//XJ4F/9SvAxsbObfPzwI/+OPC2P7L327sK2u02fumXfgk/9EM/dNu2WZYsS5Q4oDBNE67rwrZtFUdBT41lWTMJ/OxCk92WRWLBkh1LRzR+G4ah4jWkSkZ1jqn+9I+ZpqnKnnw+x3HU87quq0qgBPehuJAWyZgsKwLYtbvxViCJhGVZ8DxP7QsJhGVZakrCXpCx3UprMqhVggomiQzvJzPhSF7YaMAgYBksKxUqwzBQr9fV9bK4uIj19XVkWabIEwlQcV8kuL8sMbPcKJsO5HmWpUxOhpDnQj4/fY58nXn8DC3e2Ni4QkHlc5a4B/G/Pgn83N+fJWPA9P8/9/enf99n5HmOD33oQwiCAE888cS+b0+iLFmWKHEAUezGowrWbDaR57kiTLJsxa40dtxRBePiJX1F8nYu7Lw/AKWwDQYDAJgJguWCzv2YTCaI41gRMi6gvD8N8lEUqVKpVMbYnECyJ1WTm1HPdisPTiYTeJ6HMAzV4HbuK4kkFSYZqrtXMQ6ye7JoiieJkon5V9suH8/zJKMq+DvPdzGmwvd95fNiUDC7d0nYi/vHa0MSPHm9yPuw1MrjoKpHtYzX5LWOUdd1ReAZeRFFERzHUVMmiDsxRaDEbUCeT5Wxa+Ff/T/A1z+xL+XLL3/5y3jiiSfUlIyPfOQjeOSRR/Z8O9dCqZCVKHEAcbWsJxlZwHIbzfhUxbhAU0lxHEctdjTQU5ngfbhgB0GALMuwsbGBOI5h27aKu+B4Jiou3FaapopUEVS6OF+TCzFJgDS7MzPL8zxl+C6iqJztdm6k4lUcGUQ0m000m024rqu6UV3XhaZpSt25FTJWNMoXu1SLJUHedr25oNJXRmJO71nRuyVDW2X5kNvhFACpppFc72byl7EY0uPGa437JLuAuc/0mnF/SOhuxHtIddVxHJWfxtfr5MmTakZriXsMX3n6SmWsiI316f32AadOncJTTz2Fz3zmM/jxH/9xfP/3fz+eeeaZfdnW1VB+1ShR4gDiWqRABnaSSFGRoM+IC5ZUJZIkUSqQ53kqrV0qXlRgXNdFv99HvV5XGWZ8fqmuEVzQ2ZUpVQyW41qtFoIgUMSOJbper6fUK/qo5KJNAnm1c8FzQBUsjmPU63UMh0OlujEEV86HpEomuxtvFbLLkf8vEjQZccHXRpKe4n25XwCUn4qeP6lYMi6ChFwSd5Jzqp1ZlqFarWJra0sFBpPsFtVFgtcESbc05cuOSel9kzMzqezJ55Xl72IHL+/HBoSjR49ecW5L3IPY2trb+90kLMvC/fffDwB4y1vegs9+9rN473vfi3/5L//lvmxvN5RfM0qUuEsgF0ESKCo7wA7xoQIiCYC8H4mP9A/Jkh0wJUG1Wg1xHF9BVphvVavVVAm0UqnA3Z7Pt7i4CMMwYJomDMOA7/sIguCKbjp2j9ZqNdW44Lqu8sbZtq1S4+M4viK4lAu24zgqZ40EhtuqVqsYj8dKDTMMQ3VUUm2SMQu7qUU3iiJpJCHi70W/lSRtsoRJ8HdJtuS0BvlcJEYkR7s1DlSrVViWpQjc5cuXMR6P0el0ZghP8RiAnTJhUfUrZqlJssl9IPHkFwn+n2SMxyWvWfn8MlutDEm9h9Fu7+39XiPG4/GehF7fDEqFrESJAw4uUixDyc64oslbJrYXIxFIUpIkmSnrJUmiFmQZb8CSZRRFKqGf9+O8RbmPURTBtm0V0cGGABrmNU2D7/tYX19HtVqFpmlot9tqv5rNpjKaTyYT1Go1DIfDmSDbWq2mctEYzUGfGUuesoOQ6piu62qbspwr9/9mlRepcEmPVzF7TG6jqCRJIkiyI59XGuj5mvF4SVBlFAWwQ0Z5bQBQRMy2bYRhqHx1JN0y2qJ4ToqDxmUHZrEbU16rRe9Z0Y9GMi/jP3gNlT6x1yEefWzaTXmtsuX8wvR+e4x3v/vd+LZv+zYcPXoUg8EAH/zgB/Gxj30MH/3oR/d8W9dCedWXKHHAUFzoCFnGY9mIRIwLKpUGy7IUEZM+oyiKMBqNlBmfZUzbtlWnJRdgafKXg8tJ+kajkRrT0+12larGaI4wDNFqtdR+BEEA3/exsrKiSAfJBGdZ9vt91ZxA0ieVLNu2Fang49jcIBd2YFo+lftN3xuPTeJWymC7lVGvp+DIx5CY8CdfPwDK/1V8TpIy2ZzBDDmWCnlei/4xEtR6vY5+v6+ekw0XxfgUokg8CUk+Se6p2vInr09erySKfCw7JqkA2rY9E8civWjXanoocQ+gUplGW/zc37/6fX70x/bF0H/58mX8uT/353Dx4kU0Gg08/vjj+OhHP4o/9sf+2J5v61ooc8hKlLgDkIscIRdhuYgBs2GscrGVBEOqZ0mSqBJmlmVKCSOyLINlWUptMgwD/X4fpmmqn5qmwfM89Ho9VKtV9Pt9FRkRBIHah2q1isFggDiO0Wg01PZYUmQHaJZlakZk0YPGQeaSUJJ0ydE6jOgwDAODwQDtdlul2ZOI1Ot1Nd2Aqg19UrfDDL6bF0uWQotKEcmLDFxlswS7DOXfeAz0lfG1ZCl5t20DO8oZs8nyPEcYhpibm1MlaNkIIa9B2SlaVMEkkZTlTF7PVPWo/pF8S7LI88DuYW6DKi1VUj6/JPO7vZdK7B/uTA7ZwpSM3cYcsjuBUiErUeI2Q3prAFyhaHAxK5aBCJZzuBjLgE5gp8wlc6uodNH4zgUxDENV5pMdk7JU2Wg0FEkieaOiYxiGGmfDSA7mkDHAlospVRASLxIIqj0kE2waaLVa6Pf7qNVqSNN0JnSUihkJBIkLMFXUqABSIbsZZaXofboWditbyucBZicDUFGiiiS3xb/zWiCZ5nb4PPxdqpV8DABFxmUzBO8v94cNGPQOkkgX95v7yutU3ofkf7fGCzkGjPsty+0swdPrJtVe/p2kujjHczgcquuF50N61eT+l7jL8LY/Mo22uI1J/QcFJSErUeI2YDd1QS4YxZwnqT4AmCFLvJ2ZWqZpqjJQsVxJRY1qBBWSyWSilBUqYixbsSOThK9oxB8Oh8rnQ9WNsRosL5IwTSaTGW8Xy1E07PPYq9WqWvDlOavX60o5oYrEYyY5KJrzAcws/LvlbF0LUoW5HsmSJIn/l8qU7ErkvrCEzPszdV+W/1jGI+HmqCRJWtisQGIjy5ac0MBrRV57juOoUnKn00GWZTOD5Tkmi/fn/vE64peE0WiEy5cvIwgCHD169IrB8sXrXe4HyRPVM5JLSTRls4DneepaZJI/z7vsMpWdwDzvkrhKQlx8LUscIFQqwONvvNN7cdtRErISJfYZ0pi9mydM3k4CRcWBnT4yV4uzLIEpAaIRmqW7OI4xHA6V0rW5uQnf99FqtRCGIdIkRRRHSr3iQshoiGazqcoSW1tb6Pf7yihPMkeVjCZ7lidbrRaGw6FSsVj2kuoay1LAjjFddtmRWHERJYFxXVdFcJD4cMROsYOxqCreyqJ7NRJXVM9Ifvn6yWMDoAgPjfWc48njJIHghADpvWK3qfT2kaBGUaRGZ3F7DFGlYihJtTwvrusiCAJl7m80GiqjTpImXnOy/Mjrdjweo9frYX5+/qqkV5JLbp/7QAJFUsX9LBJIWdaVKinPHT2CssOUih+VWF4nPH8MQqYqWBzqXqLEnUBJyEqU2CNIEiBN2rt9yBdDN/k7FwsAavHmoiFLk1Lhkt2TXOxbrZaKiiAhiqJoqnZYJuIkVqZ80zRV6bJSqSCKIui6rsgX/VyMtaBvhIoI1TKSSA41Z2cgCcrVug9lXIIkp1TYJEng78BOdx7Lk/uxmBaft7iN3fxVUhmTP8MwVCSAna0s2XIEkoTscKQCKUkKGydI4GUmG71XxdIg/1GV3NrOdLp8+TIWFxdnlCxJpngdJ0mCfDQCNA3dbheWZc0Qud1Q9EVKcio7Xov3kz5D/l0SLnb+ytgXNgbw/PL+jG8Bdq4reazs+pRK8m6vd4kS+4mSkJUo8RogS1WyY44/pUdI/i7JDwlFEARqwQamCxODTrmoM1CT26bxPQgCtfgHQYBOp6MWHCosLI9Jjxmzv7jPrusqo7+u65ibm1OxCFTR+v0+lpaWlFLD5H25kEvF5Eayo7jgF1WKa5Gha/1tL1A0xRf9U1TDruY3Y4mZviaqVpxDOhqNEEWRyge7Ec8ay7bcL3rA+HqxfC3Lmnxd5LVH0n/o0CGsra1hOBxiY2MD8/PzSsGU4a6S1OXbxzwYDOB5npoUcTXwOuD5lAG2wM6XFzm6il8ypJ9M0zT1XuBweACqTMn7knxRhcyyTCmK0qdo2/ZMBIf0XdJrKeNGSpTYb5SErESJm4RcOLnQyJKKXPiK5ThZSiERC8MQABShsiwL3W5XESkASsEajUZwXReDwQCGYajbpTGfi1We54iiSA0ez7JspvSl6zocx0Gn01HHRgWDC1YURTNJ7Bo01Ot1mKapEvmpKMiFn+fmRiE7Su8kpAopiUAxlkK+5vy7DGZNkgS+76tSGBWk4sJeq9VueV/pneN2SdA56oq3U92UvjseB7tSGXly8eJFNWCdvjVeDzLDbmNjQ10j0lx/M8SF540kTKpSxWkUfC2KfkbZXCInCtBDJ8u20gZAksUGCJbFpW+TX4Bc11XPw5JyiRL7gZKQlShxHciZgPwWTxWCi4hc6OSCx2/00h8VxzGiKEKj0ZhRvLgtLgpJkiBJErVYUE3rdDoq/oEly9FopLrdWI4ZDodKMeOCzMWKi5Ac8M2RRvSSkSiapolGo4EoiuB5Hmq1GvI8V0b8oln6VlBsetiLRa9YTryR+xeztKjcFEmmjCghWaHyRGP67Qg3JXkhmSD5oEJmGIby7/V6PUXWqd5xkkIYhor89/t9VV7l33gN8zqLoggrKysz6mqRVF+LmPN1kWX9opIG7KhnJF+83oEd7x6Pm8cLQL0PgCsDePm6yikTxetP7nfR8yfP+dWOr0SJW0FJyEqUwJU5UVyEqfxQWeLf+MHOxY8f1NJYP5lMFInxfR+XLl3CcDhUMQ6Mi2D3XBRFStFK01SVhPg3EigqLlmWqUWF/h52PYZhqPw0YRgiCAI1hohE0HEcRFEEAKpM0263sbm5OePXktEVVAscx1EL1F4sTPIcFiMebrVcdD2lTr7e3L4MLKWiBOw0H8hoCJJzqfBwW7e7xMXtkRRJVZZkwvO8mXNCY79lWahWq/B9H8PhEEmSoN/vY35+Xv1OBYplv6WlJeU/lESmODXgRomwJFXSS0bwdpIxqfTydSsq1/Ia1jRN5ejJbmbZkcz3t1TT6NWUrzlLzzwX5VSBEnuF8koq8bqEbL2XH9C6rqtYhSiKZrK0pFdFdkBSJWBWFkfTyG/s6+vr6gN+Y2NDlRR7vZ5SVWiOD4JALQjcDqMIwjCEZVnKbyYXFRKlMAyVoZuPZTcbCRW9Z9I4zQgM27YRx7Hy3shSDhcs3/fV7yxZvRZjfTHLi2rM1YI/b2ZbRdVNHjNvLyppcr6lDGXl4l/M9DoIkOdJ+rRIOIpJ/JPJRM33ZJes67rIsgznz5/H+vo6gCkZmpubQ71eR61WQ7vVgiZ8VfL8Fo35EsXXgT9JrKQSzfvy+udtsguVpFOWLfmcJNYyWJbkmdet3A/+TvWb5E8+p/S4sZFClq5Ln1mJ14qSkJV4XaBoIuZPLmIkWvShsHyTpqlKpZcjfdhJSGITx/GM14XBlZVKBf1+XxEM3pbnObrdLmq1Gnq9HhqNhiJZckA2lTSWCQEo7xg9MOyYy7IMQRAA2OlcpJeGGWBSAZB5WFy0mKRPxYEKHZVCxjDw/HGBuh4xuVECVSwJSnN30bfH55WPu9ZzEsWFUwa2SoVJNk/wPiSldxq7nc+iUimJym6PowIsH8/RVCdPnlT+QTaGSI9gkUAXCRQJk2zukPu72/6TRFKdlI+V25Ovi+y+pJIln0t69zhmC8DMNcz95j6ydM/nluVplk153qhQk6CXKPFaUI5OKnFPQ6oE0mTP0mIURfB9Xxl4dV3HcDiE7/uqpOi6rioZslyRpulMjpf0eLFMKeMMBoMBACgfF9v2SdIYNcFymUyzl76mYmmP4ALj+z6CIFB/55gjjj4i2eBz0fDPmABgZy4hF0VJBmkkJ+GTmWF7pRDwGLkwkxBJj1bRF1QsVRV9SFcjBMWPP5J0EkBJ1A4CESNeixq5G4qvX1FJuxk1ks91q57AYlSMVE35XPJ1lq8vS5q8HxXOIqmiwiW/nEkPnlQUee2RAHK7tBAwDoZq9b2ulN2r6/dgMMDf+Tt/Bx/5yEdw+fJlvPnNb8Z73/tevPWtb71t+1AqZCXuSXChJqnh/+kLogeFRIqxEdVqFXmeI45jpZJdunRJeUWomDG7SypJwM43ZpYvgWlJhvEV9H3RYwZAlSEZTQFMCQBJH8kQFxdpTAagwkBlij1N2xz6zf9zn1iWBKBUNYKLkud5cF1XlX0YPstFScYvcBHKRyNUqB6kKczXoBxQdZDqIhdQuTBKQrgbeZBkjIt3sduQxyH9RLJcddBwrf26GXJ8NcIk/3+z50CqWbuR4Rt5vCwRy3IlIb88cBsyTJeNK1LhYlm/2BHM2/gZwded6rcM8AUw4ynlNcNt8X0GXBnvUeLGkedjfOIT67h4McLKiotv+IYFVCr7S3R/+Id/GE8//TQ+8IEP4NChQ/j1X/91fMu3fAueeeYZHD58eF+3TZQKWYm7HnIxJuHgt2V2Fcoh2iRG/KbcarXQ6/UUUXMcR6lKw+HwigWfPhuZyi4hVR0JkrLdQEJ2LbDMSDAAkz4vGvRd11XDt2UXmlQP2u22yipj2bFWqymlTmZncd/ZxcmcKhnIKecWXmsBvlkljUoVS7R8LahEyBJjUTkpKjSy1CVztljWld2idxOkelNUll6rWnUr4HVPksL9uJVzK68pPqf0bEk1LUmSK7x97HLm8fOxu3ns5O98P6VpCt/3ZwgdJ0YA2DVag40+lmVd4du7F7Df6/eHP3wWf/kvfw7nzkXqttVVF+9971vwJ//kkT3fHgBEUYRarYbf/u3fxnd8x3eo29/ylrfg277t2/AP/sE/2JftFnFva6sl7lnwg1qWLWSnVZZlCMMQSZJgc3MTURQhSRKsr6+r39kleeHCBaV4cT7kZDLBYDC4wvzPUhoJ3W4gWSuCZIwkR+J6ZIzP67quKk9SBWAMgTw3LJHKCAcAqhSztbU1YwAfjUYzXjk+D703JG4y64z34bmXJURJfiRuhIwVX1tNm3YEUqWUCgrHDnEfJFGWKgubLlhmkrlhLCEfZDJW/N7M80MyIJsQ+HdJSmXTyW7Pd7P7stv+8Jzz/1SDpYp5s9uVx8D4CUmwZKm6OCtTZgPK7mRJ2qmeA9NrU87RpPeSSirPN9+rMrhWEl8Se3ZN3wHN467Fhz98Fu94xydnyBgAnD8f4R3v+CQ+/OGz+7Jd2RQl4bouPvnJT+7LNndDqZCVuCshF20a2xk3wW+/XCC63a76gPR9H8C0TEcljGVM6VG5kbfFjd7vdkMqZ4zBuBqkz4YNBzJKo1KpoFqtqqDT4nxKWa4hobmWErObWlC8Tfq7dvMxkVDxdpkoT4JGFYT7xDmJ0kdIL9zdiKJ/CsDMFwYAM3ldmqahWq3eMum80U5X2flIEsiyXxzHqqvzViDJplREi15C+SWAX0SkQidLk/K55HuZtzH8lmSM3deSuKly/TZZZJgsIX1m9wL2a/3O8zGOH//PV5AxQtOA1VUPL7/8nftSvvzDf/gPw7IsfPCDH8TS0hL+/b//9/j+7/9+3H///Xjuuef2fHu74e78NCrxuoXsguRMwKKaFYYh4jhWpUkuxByj0u/3kee58k4V1a4bJVkHgYztRihIwnYjY7IbzHVdaJqGWq2miC3nV7Lsyjy0Yggs1ShCEmSpUBTVlGKHq3w8cTWiK9VKORNyOBwiTVNVYhoOh1hfX1eLJX9qmqaaEljmvRtRVBAJmW1Hldc0TTSbTTQaDXUuis91I5Ck42qPk40QkvjFcYzNzU30ej31+vDauJn9kMST/5eeS/5NvuYkgyTfVNl4DUvyz7J70Qcm1TGqKHxudmhTYSl2YZII8toscXV84hPrVyVjADCZAGfPhvjEJ9b3Zfsf+MAHMJlMcPjwYdi2jV/+5V/Gn/kzf+a2fk6Upv4SBx780OQHqAxkZUmEQ5oZFUFTOk3t0kR/t4OLCXBlSfB6j5OLArtBh8OhOjfsHNV1XSlmcRwjSRLV8MD7UUVgFps0RwOzZJH+HllqkqRiN6JQ9O5JUK2oVCrY2NhQ0whYRiIBoXp3r4R3TiYT9frw/cAvIczZYoDvbkb94nnkfWSTyG7b5P2kZwrYIUDFpgoSEypRwE4jSRAEGA6HMAwD1Wp1psx3Pa8VlU9uT5Iq6TGUOWVyv+Q2ilEqNOrzGmKpk+dUKmry8Xw9ZNmYn0M8Z9zGtc7z6x0XL16djN3K/W4WJ0+exMc//nEEQYB+v4+VlRX8qT/1p3Dffffty/Z2w73xKVXinsZkMlGlyPF4rCIaGFMxGo0UGZO5RN1ud8ZXtpuv627EzR4HF8zdHsfxSJ7nIYoipZgBO40RTPiXCgBHPlGBYPclO0a5GHIRpOImVQ0uZHxtZHOALENxv6hOcMElAZybm0Oe5+j3+wCA1dVVVKtVRQTuRiWsqB6RaPD/7KoNggC2basB5dfD1QjPtUhCsSFANsxQGWJZj/cj8eH7k8okv0h1u12kaYq1tTUAQKvVQqPRUPe71r4CO9e0LEHzdZbv9aJ9QV4LsmNZNgWRzMmUf5bJuW9FQpgkCWq12oxnTm6DTQKWZZWE7CpYWbmxsu6N3u9W4fs+fN9Hp9PBRz/6Ufyjf/SP9nV7EqWHrMSBhlTDqATIwEYZdsrfoyhSsyBfjyj6aHZDUS2hWZ/KovTnmKY5E2jLRY0ki+oASR8XZ9kZt5snDNgp6UgvjyxJMdKDnjXZPMCSkTSMs/R0N5IwYjdvFq91vkZ8XXYb27SX270eqARtbm6iVquhXq8rckOVicSYvkaa3eVcTHm9ep6HQ4cOKUX1WvskS+CSzPN4Zr2FKQxjJ1tMRpvIqRAsWUovnJxdyWuNBFN+EaSvktfzZDKZGU5ezLe7G7HfHrLz5yPsxkr220P20Y9+FJPJBKdOncLp06fx1/7aX4PjOPjEJz6hiPh+o1TIShxISJWE3g1ZimBmF5UbqiXsLpQRD6837NbZuNttxeR/LkLsBmVZkIuLbduqAYJhslTPisZ+uXhJwiRLSTIqI47jGWLGBY8ZaFJ54XNLk/ZBC259LeC1LFWYJEkUUWBpludzr3Cj569YwjQMA8vLy0jTVA0wZ7eaVLto7Nd1XZW/fd9X18/GxgY0bZr/dfr0aSwsLGBubu6apUzZcUvFledteo3G0PUKslECx/Zm/Hc8Fr4PZCcmryeSLvllA8CMQk/CJW0VzEIDpt4+Kstymse9UkbfK1QqOt773rfgHe/4JDQNM6SML/973vM1+5ZH1uv18O53vxvnzp1Du93G93zP9+Af/sN/eNvIGFAqZCUOKPgByzZzlsSyLFMfcCxjSj9ZidcOdmeyvOL7/kxYKl8LTh2QvhjZQCEz4YCdwFkAMwsTFRW58EqyIRcuqbjs1ghwN5OyolmfJnRGuFSrVUVOb4fCMsoyGFdZjGT5T74OfM/2+31Uq1UAs3lkJJecflE0x9NjxvgZAHj44YcBXLusyueWBn1ep9MvbhEsy9vexxSTiaaCl+Xj5YSMoieOx1uccVk8J8VgW2DnfQFAEVCOYrvbcCdyyI4c8fCe93zNvuWQHRSUhKzEgYNs3+eHGDPFDMNAr9dTixM7JcMwvCohO6jxFAcNXEgYF0HSxTFSVAioSLZaLRWcKZUwEiapGtB/w0VSjq7hN1CqEtI/JsueRewWxbDXuJ0kT6o8bMAYDAaqNEkCfBCJZ7H5gkpnpVKZmZQhCRPVUtoSdF2fCXJlZiAAPProozd0zMX4mjzPoOsGsiyB4+woZLLBhYoWS48Er0Uqk+zAZAMRMKvS8ksh3zdy6kPRL8kojIP4Wl4Pt2P9vhNJ/QcBpWZa4sBAKgMyMoHEjO3m9DgFQaC6y/gBuVv2VknGbgzSb0OVQPptGCrLkiO9ekEQzGR+kYjxNWG4rKZpahFi7IRMXS8qXtdaqKis3WvgcZOIcNi7jOm40wu4NPjz/1It4zHIUUZSaWJJFoAiKbx2OCs2z3PUajWYpol+v49z587h8OHD133NZWgsABiGtb3dnQH1U39pBECf8YrJ7mU+j0zk52xafjZJxViqXsXzwMcXmx5uxxeKuxWVio5v/MalO70btx0lIStx4CDNtPzG6bouOp2OIgKGYajWeRnl8Ho18u8FuPCzY4yKDNPGbdtGp9NBvV5XiwmjAgDMjIyhD6dSqey6SLGkQ0WtqBRIk/9ui9btIiW3azuyG5iD7KvV6i01Kch5ovsBeU6KoapXiyiRI7x2i8mQSiiJzsLCglJl19fXMTc3p2bGXmvfqMpKo75l2UjTGJOJhsnEUESNTQlyTqr8EsIvDTKrUJYf5aQE2bHJfeGxyiYjdp2WKFFESchKHBgUP5T5wUXTN8sAjUYDaZqqhb84HLvEzYNDxLl40FzNsnCtVsP6+jocx1HemyiKFGmTBEx2Z3Jx5usniQV9ZHIcDrBT/imqCndaGdpPkKCyLG/b9swooJvBfpKxIorKmCTWMqOMBEf6rOTj5Wtb/BxoNptXqLXXAx/Lz5Fph6czE/LK65UqJI367CimaZ9qHgkav3hID6QsXcrj57HzSwhfV2A2B61ECaBM6i9xAMFvljKMUXZX8lut67pXdNxd7xt0id1BNcH3fdRqNWiapspHnufBNE0VtsqZko7jwPM8eJ43Y4KWXjAuYEWCIb1jNIKTeEjVhb/fy5Bmb5aFZSPD3XD8u3n9JOkqEjCJ6xFOy7LQbDZn3u/Xg/RrEVIB07QdgiVVWxrti18IpAdOTiuQnjn5j8ST74EkSdQXSjYx3M3RFyX2ByUhK3EgQYMzsJNHJQ3jNIQzLJSz4hh0WuL6kItnlmXK5wVMFS2SMmm0Z5lSGpZp0OdClaap+kcVTM5XlHEOfG6Wj3h/7p9MOb8XQcJJlVF23t1Lx3ytYyn+rUjQJpMJPM+76WgTkh7+I1kajVIAOySMXyToUZXki0HU9EPyWgd2onXocZVeOnnt0kcny/OlMlZiN5QlyxIHEix58UOPZn4AKlSSxmeWINgB+HrOILsRyLZ8flvnosFMJRkdwLIxFy2e7+FwqEbf0HS+Y6Y2rtgmfThyyDfLSVTjZADn6wGyTEtf0d3YeXc9yLLz9Y6v6CXci+tBmvQ1raJUK3mdyqw++UWB178kyvI65RdGGdtCMsfrnYSO7x2Z51eiBFFeDSUOLPgtk990ZWu5YRiqlMY29OKQ8BK7g+fI9300Gg3U63U0m03UajWlWlEFYAmNJSCSuDzPUa/XVRmJUxSA6eJHwiw71QDM+Mhkpxqwo6zdKyOubhTFjtL9IGP5KL9CedprsFRHFAnO1R5zLezWJHCz4OcIw6TlCKckjdSXONlgIDPzdpS10UwHKRV67mcxoZ/vJW5XnhO+j0qUkCgJWYkDC+nRYNI1w2BlcnmapqokMB6P1SzGElPs5lXhqCSSpSRJ1LmmR48lTNn6LzvMNG06WJwLlFTPbNtWHZrAbLYcISMAgiBQM0rDMHxdRJVw8ZZl2v1Cxbj+4O5rQb4e0jclUXx+qcTKx16PfF7veW8VVLro1dN1HZhA+Rl3FLRp7Ig0/nNmK0mWLNlzH0naaK+gSlacZMH31+vhGi9xcygJWYkDC36AUQXjLDwZhcB0banCDIdDNbrl9YpiOcXzPDiOA9M0Ua1Woes6ms2mCnX1PE91lXEh6vV66lyTTG1sbCjyJr1gUh2h4qDruiplyrZ/kjJp3KeRvdPpIAgCDIfDe37Bkv6xvXiuvQSJFEmG9FCRRMpomqLfk5C+rxslVsWS5V6BeXj8HQBM01bqFs+hJFXS/yXPCQkcy5T0AAKzgcX0BXIeKwD1GXavlaVLvHaUhKzEgQYJAaMW+GHm+z7q9Tqq1Sosy0Kr1VLKmDRGv17zfmRpBNjJPvI8D4ZhqHNlWRZs21ZeLpZXbNtGtVpVtydJAt/3lfJF7xh9X1yEqTbQ6EwSxvIlPUGSQLAxYDweYzgcqlFB92LpUi7swKyH7LWQj5v1Iu1mnCfRYuktyzL1enDkEW0BtAjIst5wOFRkRpIaiTtNQugJ4xcGjmiiYlU05UsFU5JnqrmcMCBVY5b4CfnFhMR1L4bBl9g7/MAP/AA0TcMv/MIvzNz+n/7Tf9r1dXrooYdg2zbW1tb2dD9KQlbiQIMLh2ma6gPSsiz1gTmZTGa8RyQHJACvZ9Msyyn0hrFcwvMYhiE2NzdVGYZzEtltxjJNrVaD67pI01T59rg40xzNhgpgxx9DdSSO4ysiLYqzArm/VDbl/fcad9JnKMt9MgbkTiomTMaP4xhhGCIMQwRBoHLpSNDSNEUcx4qgkcxEUaTCmumrIvGUx8zfb4R47mf2nAxyZVYejyfLMkRRBMdxVM4hiZq8VqmQUTmmKiZDfGXJlgSX6vDr+XPpRkCC3+12b5ta7jgOfvEXfxGdTuea9/vkJz+JKIrwjne8A7/2a7+2p/tQXhUlDjT4oUdCBkxVHZa45BgWKmc0oHued0+qLNdCcS4kS4q+7ysy5bouxuMx2u02qtWqStPnvzRNFVHzfV/NCeXCzX9cnBzHQRzHymtDElY0dZOYsXzDUif3k/P9eBz71XF5JxfD3YjG7SBickHj68dZmWEYIk1T9TozroTEjF94SLz6/T4Gg4EiZGEYKuLW7/eVotrtdlUJmuorj/dqC+ztKlPzywYVXX6GsGFIBtoWU//5XpANACR4xRwy+SWFJVM527PElej1enjuuefwyiuv4Ny5c3jllVfw3HPPodfr7et2v+VbvgXLy8v4+Z//+Wve733vex/e+c534s/+2T+L97///Xu6D2WbR4m7BjLbB5iWDRhKCky9YwAUkRgMBgB2QiJfD3EYDGCl74Vji6g8MVeMnWay3MgAV+mF4T8+hmVKnkv+lMoWxymRbLmuq0hYlmWqbMpFijEA7HyjUnajqezXw42qLfsdNyHLWje7Hblv4/EY4zyHsf067XY/SQhIQPlaMWOO6g2JlfT68YuObPzg60c/5+bmJnRdR7VaVaHNJOQkdVRkWe7jdcD77XbOSWj2OzhVdnHL65CqL7/UyGR9+eWPhE12VFJ95nHwfEnyxnNZ4kr0ej2cPXv2ittHo5G6vdFo7Mu2K5UKfu7nfg7vfOc78Zf+0l/C6urqFfcZDAb4zd/8TXzmM5/BQw89hF6vh0984hP4hm/4hj3Zh/KqKHHXQOZdceSJbdtKMfM8TylBo9FIkZHih3u1Wr1Th7AvoE+uVqspTw+/0TN9n+GahmEgjmMAO+Z7OeKIni/HcVCtVq+YVZkkCSzLgu/7qqGi2WyqDjbpFcuyDIPBQPmQpBJGrxqVCCoVlUoF1WoVruvu2YJ8K2by14qrqR8yq+pmMPOYyUSRsd3KgSyh0WwfxzHiOMZoNEIQBMjzHEEQqOYJYKpIshwpM7gAKNLBkt54PIbrunBdF6ZpIgxDjEYjbGxsqLgTWgt4bSZJMuMvkypT8TiLX7z2C/L6k00pMuSV9gieBxJcnhPeB4C6naRMGvllPAa3UWIWk8kEFy9evOZ91tbW9lVZ/O7v/m686U1vwt/9u393179/6EMfwgMPPIBHH30UlUoFf/pP/2m8733v27Ptl4SsxF0HfoulysJvrfQxua6LWq0Gx3GwuLioRv6wpMnZl3f7t1SSF8MwlKrEBY1dlRyDJP1hJK58HImWLFkOh0P0+/0rOgHpR5MeMA7DlqNoqHbxPjSAMxDTdd0ZHw+VNBLqvX5t1KK6rfbIktHNfMDfymJQLHHdCuR29V3ICk33fL1YeuTvURSh1+upQF+az1lG7Ha7qoGDhI1lTMMwEASBes2TJFHELooi6LqOfr8Py7JmyAgVJ0noSd6ousmRWXcCkjCxVMkvcvTVAVARF1QJeW3L65RfKqj6OY6j5mKaQs0sPq7EFLzGroUsy/Z9dvEv/uIv4td+7dfw1a9+9Yq/vf/978f3fd/3qf9/3/d9H37zN39TVWNeK8qrosRdCX7IUyFj9x9nLPL3fr+vuqTodfJ9X7Wj320gMfI8D67rKhO267oYjUbKE8ZOLyplaZrOLNhy8eX9qWJwbqVMjgemSlwQBDMdZ5ZlKTIgjcv0yrD0SMWLxE3Or5RzLfeyK1Y2BnA72raKwa466fHZS8jyogzVvdVtUXUsHhMA5UmyLEvdzvy3OI7V60yPF7ATwitztkiMJQGjyikVThItmt6lYhRFEWq1muqcZUcj1TK+X/l3ea4kbqeCxM8K/i7Lj7JEz+uWZIqNRCyzs2xLZZJqYtFbVs6w3B03ainZb+vJk08+iW/91m/Fu9/97pnbn3nmGfz+7/8+/vpf/+vqmvn6r/96hGGID33oQ3uy7dJDVuKuBD1NMiuJZTN+mFNBCsNwpjW92LIPTD+ISdwOmtmW6pau64pQhmGoyooEz8XS0pIiY1QNZSgmCQLLjnI+H0e9cKwM4y7CMFSkdzQawfd9AFD3k6QgDENFgLm9fr+vCByJAxc26SfaS+WAC72MMpCK3zjPMd6+Xni7VFzlvhQ9XDeyn7vNN5Q/bwTcbtFrJeMzqIKRXJMgk3jTByb9TbIbshhdwZI0y92DwQCmaSIIAkWwqaq2Wi1sbW0pkpVlGfr9vnp/8rrgIkrCTeJ/tXNxuxUkGXEhP0eo6MoYHX6pAGbLnryN4dWyPMnXx/O8Mu7iKrjRPL7bMeHgF37hF/CmN70Jp06dUre9733vw5NPPol//s//+cx9f/VXfxXve9/78CM/8iOvebslIStxV4MfbrZtI4oiZQ53HEeVRvhBOB6P0e12FSHwPE95a/htmEb3g0DO+EFP3xYnFVAdS9NUtecnSTJTnpSLCQB1PrhoVyoVDAaDmawolmRI0DRNQ71eVwPcWd6ybRvD4VAZ9yuVyoxx37Zt9Pt9tfj0ej3UarUrSJ88v/sd+yC7ORXE8OfxeKw8VFTOqDbyXF7LTL/b9iSJ2u1aupqhnbdJRa2oxJAkFEN5qWSRsIVhqDyEJEy6riMMQ+URpBk/jmPU63WMx2PlMeOXGk5fCIIA9XpdlUODIECtVlPEi9clr0GSQ13XUa/X1ePZfHJQyAkVMapgPF88Fn42ADsDxnkfdhjz/crPF34R4vUO3JtzSvcK/BJwLQXMNE31ZXA/8YY3vAHf+73fi1/+5V8GMH1ffeADH8DP/uzP4rHHHpu57w//8A/jn/yTf4KvfOUrePTRR1/TdsuSZYm7HvyAc11XERIqNPwJQJmR4zhGq9VS5IMftiyx3clSpixnjMdjVKtV1Go11clG1YHTC+gFajabM2UnlshYkqIqRI8XSRbLu1xwgdnByFI9o8+Lf+O+MiKBJc/xeKzUNyp53W5XKZV8LsYA3A41RC6CoyxDPspn/lapVKb+tW0f22QyQb/fRzAcQtd1RNvRDvo2IZIddlzAgR3yJJPrJemU5EoSr2IshXx+uY/FrkcSdoabUo2R5IuREyxtA1BEgZlyjBSI4xj9fl91KsvOSMajUHll2YbeRF4/nueppptKpaJmngJQJFCqkgcBspGBRn3up4yxoPInuyv5/iAZlrEwMvFfZpSVuBKapmFlZeWa91leXr5t18zP/uzPqi86//k//2dsbm7iu7/7u6+438MPP4yHH354T8z92uQOSAD9fh+NRgO9Xg/1ev12b77EPQwqW8WSDtUdLmCDwQC1Wg2DwWBm0SE5q9Vq1w0ILOJGFTWZWVT0ytCTJdPESTTZ8ei67swoKWaykSAVFzq5oPA5qASwlML90XVdqV+e56nFneetmKdkGAa2traUST9NU1iWhcFgoEo/bDiIogitVkstzjIaY78ht5OPclSMnXNVXCQnkwkGvT6yfIdcGoaBdLs8W9lW9+QCLpscSFZlU4NUVWQZk4ql9Iax1Mj7sBmCSgtHWhWvIZakqcaQGJCQDwYDNBoN9Pt9tU1JNOgR5HuF11SSJGrkFl9zYCcclWV0uU1eOyzxyQYS+s9I8g4iSIj5u9xPnnceW/F1B6COneefx30vELL9Xr97vR4uXrw4o5SZponl5eV9i7w4KChLliXuKUh/ARUw+UFJMkFDPAlDtVqdURbiOJ7ptpIDtrlgFiHJ2G7kjP4eqXCwdMdv15wtKQ3SJAQsP8mO0d18SSQKXGylP8pxHKWi8Lwwb4oLOgN1qaKNx2NEUaTOFTDNfOM5o2F/MBgo8lav11V6OzDtoGLshtzfvSBjN+rpIvI8h16ZnsNxnmOyrXxJj5hpmbB0G4NttciyLNiii1V2M7KTkF8GGI0gSRNVlCIB5fXGc8HnZZmaahQVXDYjMG6CA90rlYqKF0mSBNVqVZXweUwsLbIsxPcCS4/MIqvX68obyGuETSCSJLLjcDweq8VZxqhI+wCvL3oapVfroKhkEspnKBTJ8XisFELpSeVrTUWN5BaAOnf3Chm7HWg0Gqq8zetVftbdyygJWYl7Evygl34OfpDyje04DnzfRxzHM34PGZPBcg/9UJPJBHEcq/FCDMDcbfvA9MOa3Z3yA0UutvSCeZ6HwWAA3/eV4kQ1gaoDSRyJ4W4fUtLMXiQrLK9x0aRnSpZUNE1Dt9tVys9kMlGLLRcoz/MATL8tc6GvVCrKIxQEgfJlkbBIhWgvlZHrLXRFY7xlWzO3V7ZLtrquI0tTmJYFfZso+dXqTHTDeDzGKBup56gIQzevAzZhSPVJlv2kqiVN4Vy4qWLy8fxSQZLE5g6pdDKewTRNdDodpZryfJNsyeuR54D/qtUq+v0+sixTcSr0GQJQKievH+4fG0toCWAnrixPk7DwHMhzcxAh30N8HwCzWWR8P0jFU44nI2E/qKTzIEPTtHsuL/JGUBKyEvckpIkWgFKCZHYS/WSe56lAVH6r5wJJxYgfvoyI4KIiDfFcuPg89FuR6NETxsWK5Qx+6+bwbi7aNJUDO/EeN9uJyPtyUZBqmCRr0ihOL500kZOYkViw65IlLSo48/Pz2NjYALAzyorHQnP4nVIKmDWVj0aobF8flW3SApKkbeKmSk9pCn37vHPfScZGWQZTvLZ8HXmupUesqKwUfXi8Tqm4UYHidUePnyxnUi2bTCbodDqo1WrqugagFLVGozFDEIIggGVZqixP8kbyPJlM1BcNwzCUF4zvnUajofZlMpmg2+0qtZRNHfLYqORRHSM5vxtICr/U0bwvyf1u3bNy+gWVTxkuW6LEtVBqqCXuachv6vwQpQeLsxNltxrLDvw7F59mszkzX5EZTI1GQ5nj2f3I7XKxlB/MVNYAqLwmXdfRbDaV8sCOSvrFXNdVC+CtkBlpOKcJXWZH8XlJWqU5mY/hnEMqdAAUOeNjGXlBSFWJ/1iivR2QhnjuD435PO5hfzBjyuexqevAdTEWzyP9eVTWpClfF4s1Sa/0I7GsyetI7iNVWnl+OBOUXxgAqFI6CRuvwziOlcJKw77neaqU6bquImK1Wg1BECgizdeV8055G8ulzNxiJ69M3LdtW/naSOT4PqDXiqSP3jEZlHrQwdeLHklgJ+yXhJm5b7KkC2BGXS1R4nooFbISrwvIb7H80HRdVykPXCA5+idNUzSbTbWAypR5YLY0QWmd95WmdS5O3W4Xtm2jVqupRZg+IZYmWcLhv72KBZDeKHaJybITfUz0qRWN/pwZSuUwCIKZUTskud1uF67rKv8Y708wVuF2QhIevj6apimVzDQNRdQ0TUOaJNBF6VYqIbquIx+NkKUpjO1zJ039WZphgonyD0mViMRMliBJbKg+kQxzP9lEkSSJep4oipQqCewQAx6rjCcBoMqENKDzNWVALNUsEohms6mej8oxrxUGDzPxH4Dq9uX+A1BRMnzP8H0jmweKRvmDDunb4zHz9eT7F9jJnpONGmXJssSNouyyLPG6BhcoacKXGWRcrLig07/FkhEDZmV4Kg3L9JvIEpim7czjlGoTFzj6foi9/CCXx8kSHPeN3XIMFJX3o+pBtYSZb1EUwfd9dDoddSzMbZpMJqo5gESUMR37DS6UckEEdhQlnnved5RlsLb3eTKZII4iZfKfTKZBsePRCIaYWUiiKYkUCapt2zNZSdL/pQjhNimL41hNWSBxIVmj6iJLyMCUlPG1INEjoWcZU/oaSfr4BUJeB7t1A9IfKDtySST5d+4zMG3wYKYfld4wDNXz0FsmiedB9o9dC1ItZLSLbBgieeb5vZuUwBtFuX7vH0qFrMTrGtLrw5IUFyh+qEoFRapJ/KbPMiS7COlNMwwD1WpVETuqLbslwcvu0P1aqIqdjdLLxv/T20OFI01T1Ot1hNs5XNVqFd1ud0bB4WOookhFjiWw25ntJr09kpwp0pGmsLb9TJqmwRTjmnh/Nl2Mx2OEQQC/WsVkPMFkMp4h8dKkX6lUFFFlqYrkjYRJ5m/RP8jrgiUwkkCSLv5OssURRNwmlVYSOHntyjwsGV/SbrdVAj+/QLD0LCNgCJr5uY+MNYmiSCmirVZLlXpJxngM8tzezd2GjHAZj8cqHJfnSaqAjH8pUeJmUBKyEiUEZLcUsKMq0T8mS36yc5C38zl2My0XPU13EvTFkEzI8txwOFRKHwBFxqgWcoHl4u37PqIomgnSJAHjOZIBmtfDXpZ4SIJkN6EhSrX5aIRsNFK3AcAEUwJiWRawnUPG55DeL+mN0zRtZhi7LHkWU9qLqlaxVEkljwqmaZoYDocz44uGw6E6v4ZhoNvtYjKZoNlsqucKwxCNRkMl7vu+rzLIer2e+vLB14olRoJEnbl8vV4PzWZTNcLQE0jywfI11Ty+N0hwSVQPwvV/q5CfD/QGFtVuOfezRImbQUnISpS4BuQ34N08LzezuBykhWi38qwsZbFU5Xkeer3eTGbUZDLNSKNXjsPE6Tlid6Vt20iSBK7rXkHGbpevhsclS5jAjh8MmgbLtjHaJprcT5IKe9tnOM7zmbKmVAEH/T4c4RtkLpcMsZQqGsvWJGYsMZKsESQ5LJWTJDIQmA0ULA+zvExVzHEcBEGgSpPD4RCapinVUg4dZ4wGS7phGKJWqynSQTJFnxrLVrxOAKjSPZU0WZ4kIb+XSAq/aMg5nfy8uNuVwBJ3BuUVU6LE6xBcOKhYSN+SZVnodDozzQxc/EnOSBC42I9GI2X2pjpEE/hupZtrkbG9ImqSgLHERIxE9AVh2TZG2/sfxzHy0Qij7bBgQyihAFQ+XRzHqImMtiRJsLW1pRTD3UriVL9oyE+SZEZVotIEQPkNaYbnc3HSBLsw19fXZ0qWJENULWXOHkkESSD9gdIbR7LF0VqMOCH5YkMM90em8ktSIicO3M4O29sB2hSoAjNm5HaX6EvcOygJWYkSr2NQuQGgwmsZd0DSwBDR4XColDKCQ7ipgjFUlxlqVNHuBGRzAstryge1bYhXBvhtosDStGmasB0HlYIBXXqyeG56vd5MaRLYSeAvKmM819wfbo/3ISnj0G96xtj9q+u68n7R3J8kCer1uur2JTFiIwFJAjtfZeMAiZSMuqA/kGSOZVGa2FmSZ97WcDicCXqV5XxgVo29Az1k+w76APl6lChxqyhLliVKvE4huw9ZapxMJqpbkKOTqIrJgdlyVFAQBPB9X3mbGEZKY/edVEXyPJ8JgtU0DWkcw9neN8MwMMpGwPYukijJbkRJogCosVoshSZJooz1juMobx2VL0lMpNeoSFBI9BhHwv8HQQDbthEEAYBpfh3vQ2WLpv3NzU0VfSHnodIzKG9j16Mk5TIEmGZ9Rrlw7is7SamWcZyX7CTO8xxpmirSKb119yIMw0Cz2ZwpOZcocbO4N98dJUqUuC4kUZK5SlxYWZakp4jEgkoLvUhUmVhuW1xcVAv2nS5R5aORKkOSaOiF4e4T7DQ2kEzIgE8SKem1Gw6HCMNQkVN6peiZo7J14cIFVcqlQscuPAAzIb1smmA5cTQaqcy3YnQFB8DHcYwgCDAcDjEYDFRJcn5+HrquzwwmJ9kkUWY5maVVGaBM0z7PGyNdGIXR7/fR6/UAQJE2kjkqrY7jqHK1zNi7F8Hju5uy1UocPJSErESJ1zHkIkm1hV4flqToHSJZYFmS3Ze+7yuytrS0pJ7nTi5OJCYT7CiAJGDFWAySKaobJDD8naU9Ek+qXywvsmx4+fJlmKapOhnjOFaxJzTQS0LC/0sSxuYDmZMGQJU1Saa4vywtUoniYzmflYPp6XXidjh3lKRS0zTU63VYloVGozHTKdpqtVCpVJCm6cyMVY5qYhcqQSLG88gy8b2qjpUosVcoS5YlSrzOwUBRmvpp9JYEQibKUxmRBACAGiEl/UN3ArIMJ9PpZaI8j1GW7SSZYRadLB3SlyV9XzTVs6zX7/dhmiaq1SqCIEC/30ez2ZwJDKU3S3rLWErUNA1hGM7MRiURtCwLg8EAjuMAgFLEWBZl7AVni0pvGpsyuA2SKzYTSCN+v99XfjE2ElDxGw6HKuSXZIsdtnI/ixlwB0EtLVHioKP8ylKiRAnVcUkiQEWHI3p8359RvJrNJjRNQ7VaVcoK529Kc/vtAiMfSEZIQEgkOeidypJUbKQaRJ+cJHWcyMCfMjyY54ilPTnAnp2XDNIlKeE+8ZxTbWOXHkuYruuq0iHJsQyalQPAmQ/H5gq5z+yEZRCtbdtK9bJtWzVeMNSYuXIkniydym3JUjXLlNJjSDLJ/5PUlShR4uooCVmJEiVUecl13Ss8RSQlXFAdx1HxGK7rIooiNJtN5Sm7E0oICQ+VLHYX8jhYwku3S3wkUzw+ElB2yWmapkgGVTCSmm6ni8FggG63q8qCVLnoyZKzGuM4xtbWFjqdjiJcLE+S+LBRgESRhI9GeiqTVPl4vFTHaKInGSXRklEX9K3JzlOWS7m9MAzh+z4ajYYicnEco9VqzYw/YqnXdV3VlcvJBFThpMn/XvaPlSixVygJWYkSr3NQ9cnzXCW+SyM4B4vbtq0WWkZbOI6Ddrs9M0z5dmM8HiOKIqWOsUOU6o0MJdULJCFJkplxT4z4YNcksGPY9n1/aljXdzx3LM/JXDF60vhYmvxZGjQMQ5UKeT92U1Ld4n41Gg01hotKpOu6yLJMkaZ+v6/Kxevr6zNTCYIggK7raDabSlEjuab3q5hL1u12EQSBUgn5+rOEyS5UwzCUOsjpDVQFeewsm5YoUeL6KD1kJUq8zkGFJY5j5U+iEVt6k8IwRLvdViSEY3fuRImSIPEAdkbWSMWrOHSbI6F4fFSJJNGk74lZYLKLkMoX1Z80TZVyVRzcTYIox0cxq4rnjWU/7qv0szEg1jAMNaybyfvAdKSVZVmqqzGO45mxTiSVjDShId+yLPR6PdUZOxgM4Pu+8rG5rqsGyLMRQI6K4v2o1JHMspGDnjGqkPK8lChR4uooCVmJEiXUAssOOi7u9F2Zpgnf9wFAde4Bdy5jjKSFZIOlN2AnqoL7y+NimZVlQUkWJpMJJuMJoEEl18uYCJYhXddVhItkz7Zt+L6PwWCASqWiyoQESV6/38ehQ4cU8ZJlUNnRyg5W2eHqOA42NzeVF45xJABU2ZglSZZreVxyLmuWZcrfxvFLPBf8G0u3pmnO5I/JcyX9bNx3NknI6BAea4kSJa6PkpCVKFFCxR4wQoHp7lTBWGorDlS/U2CArWEYKjCVt5GMsSGBqpbrujNqjzTPnz9/HlXfhycGidPjRcLneZ6K+mD8BInVxsYG6vU6+v2+KuvRLC+JEVP26TsjmWJDAUt8HF/leZ4igCxfsvlCJuqzNOo4jkrol74yCZJu/p0xJvSz0X8WBIEaZk7yK2c0smzN3wGo4yjGnpTqWIkS10dJyEqUKKFKU8Tc3JwiBsBsXhn/fyfAkp6cEgBAkS8qd0zJT5IEcRxjeXlZjfjhcG6qOOwazEYjFXory5dUo4bDoSJXVI3SNEW9XsdgMFD7wlInANWxyI7KLMtQrVbV+WNZkASQsRZU6GR3J4kRZ4jW63WVI8bIDc6z5LYIkjrP89TrzHMWRZHyx9HvFgQBqtWqKrNyniWJ+ng8nskwYywGlTO+DlTQZP5biRIldkdJyEqUKDHj/eFcRi60JA93WhWT8xc5nkjXdWWGD8MQhmEgjmN4nofhcAgA8DwP6+vrqnnBdV3EcTzzHDKlnnMdGfBK3xkjIGzbVr4teq3YGUnCx7+xQ5OkqtVqKT8YzzdJlOM4ykBP0mUYBobD4cxkBOakDYdDVQ4MggCWZakyIpU03n9ubg6j0QidTkeRPXrRmL4PTBsVSP6SJJkhjEEQKELHJgcAqolBBugWs8dKMlaixPVRErISJUoAwMxoH+IgqGLSpE7lheZ2+sIYUcHRRYPBQKXk9/v9mWOjmT0MQzQaDWxtbSnVDZjOiqSHjmZ/6U9LkkTlsG1tbc34qWjEZ1MAiRmzxri/URSpAeyMypA5ZjTfs8RJ/1cYhmg2m+h2uyp8l1MUuG3616iQjcdj9Hq9GX+bzGQDdl7bbreLRqOBMAyRJIkiXePxWI1aIomlwkjyxU5N1dG67SErUaLEjaH82lKiRAmFg+r1oSKVpik6nc5MQCtLjiyZUcFhuU+W/wAoApFlGS5fvjxT2mOqPdWd0WikYiBIRABgY2NDedio2DEYlyROzsekb4xqU5IkquwnOy4ZLzGZTNDtdtVx0mQvj4OKmDTN877MEiNJI+GTj5eNB1T+gOkEAHZ9siuU9+/1ejOdnKPRSGWVyUHiLPly/0uUKHF9lApZiRIlDiy46Eu/F/1cVHvoJdN1HbVaTXme2E3IMpvjOGooN8uZjuOoMiejPJi51uv11JigOI4xGAxQr9dV4wCJCLsigR3vluycpLrGhP16va4CZ23bViOQ6Nej2sXssF6vp0qdzP7i6KLdyA5nbQLTUmGj0cBwOFT7xrKkjASh561SqcDzPKXMcXsAZqYIkHjKmZ+ys5NRIpxrWqJEieujfKeUKFHiwEJ2RUqiQe8VS41c9Pv9vopwIBEKwxBpmioSJhWlyWQyY9ancsXtjEYj9Ho9RUJYKuX26bVj5yOjIqgwWZYFz/PU/pHoUVkisaxWq8r8LsuyjuNgYWFBdS1ymHeapir7TIKkDtiZNcrOUHaE8hiZJyYjQmTzBiceyOHrVAQ7nY7qvGXkhlQtZVK/9KuVKFHi6igJWYkSJQ4M5MJNAkEyBOws7gx5ZZCtLA/GcawUnyIYRUHQgC/HKMl8MAAzY6MIOfuSAaj0ntGk77oukiRRhIgqUq1WU92UchtU8eQoI/riaKJnOdJxHFValJDHTYM9/Wuy5Gqapkrjt217xrAvVbfhcKhIqGVZKox2YWFBnedKpaK2K0ujcrblQS2FlyhxkFASshIlShwYcOGWKhfHIvX7fVU61DQNYRgiDENFYDhySNd1lRMG7ERhAFBkibAsa8Z4LmdDcnoBvVTMH2P3KaMqarWaGjlk2zY8z1PNAiwLsrOTXjFuk+oTA2CpfHEsExsZZMdrp9NRJVISTHm8RchwWfrHGL/BfWCkBeNAeG4Mw0Cz2YTv+xgOhzAMQ70OVMjkqC1m1nH/73RnbokSdxNKD1mJEiUOFKiMUR2St9HTxPIYYx2YocXbSVgAKKWG43wkSEII3ocRF3IuJQDlraKXjduniiezw9hY4Pu+Ur88z8Pm5iYajYZSorgdSV54rMz04jFLwgPsZInJkU5SJaPniwRXRpgwR4z+O5YlOVaK26JXjjEccibnZDJRw+ZZsqVyCEApmCVKlLg+SoWsRIkSBwpyjqSmacqcTzM7ADWyaDweK/9TUf0q4mojfKgaMdOM5Uk5g5L7RTJGhYvlQBIdhs6ypOr7vurQnEwmWF9fR71ex9bWllKZACiDPB/LMUTMSsuyDLVaTW2XMzZHo5GK95AZbYQsPzJYVpZfadzn/ZjeX6lUFNElYaQKye0C05KmNP3LweIlSpS4OZTvmhIlStxxSJLAsqOc7xjHMRqNBrrdLgCocl6WZSohnyiWyK5XMiOJkIoVvWEsiRZBwzuf33EcRUKoUDFMVR7XeDzGYDAAAEW2GMExGo0wGAxmgmqDIFD+sTAMVZZZnueKYLFcyLgMCaX+adPOR5r+ScJ4rDxudpqyIcB13ZkEfpZUuU2WNW3bRq1Ww3g8VsfMiI8SJUrcGEpCVqJEiQOBYsQFRw4BUOoMiQoJCdUrqkIso0m8VlIgPWbyuaRKx5FL9GDR8yWbCDzPU+RGxl2QdHFbcji3jI0wDAO9Xg/ValUpdwy49TxPnQOSJO7jdMc1pX7xXMuxWCyPsvHANE017YDKI4kbyRwfx23KYez8W+kfK1HixlESshIlStxxsBMvz3NFBKjeMJeLyhKN8nEcq8eTmO2mZr1WyOBY+fx5niNJEuW3AjBjbGd+GeMv2KEoZzuyFChjLTi0m2VMKl+WZalwWRK1Wq2GWq2mAmV5LkkiqfqRfBVvlyG2BLdBjx5fF03T0Gq1lBooZ2NS/ePtpTJWosTNozT1lyhR4o6D6hh/csg1B3m3Wi2kaapIhyRJrwVyfNDNQnrPkiRRKh6VIXaDyvsNh0M1FJx5ZSRm7MbkMXLfGDLLxgCOTeJtwNQfRjO967qKyPLvUhmjeieDXvl8VBjjOIbjOPB9X5Flliz5GMZ8SBWPxK1UxkqUuHmUClmJEiUODGgg39zcVFlcnOlIIiHT4YHXNu7pVsmYLGPyOUh6GLbKfa1Wq2o8EsNYHcdRXaEMrWV6P2M+WPJk9AVLoyR+sgTJAeuM/oiiCK7rotVqqaYHhtbKMqrrujAMY2YQeBAESiVjrhgVNl3X4TgOqtUqRqORajTgPyqA8vlKlChxYygJWYkSJe4oGLPA8lkURWg2m4qU+L4PwzDQaDTQaDSuUIdutTz2WgjDtRQ6Oc/RMAw1rokkiqVWdlmS0JG0FccNtdvtGU+Z67oq/V/XdTWHcjKZYHFxUQ0/tyxLzdykUscyq+u6qtTJ0jAbJVhqNQxDZZeFYahKxeyqpPGfURn0jdEnV6JEiZtDWbIsUaLEHQVLbSyHsSQ2Go2U74rdiVScOp2O8ivdKvba58RIDJI1GZkRhqGKwGBSPwBFnKgGkoiR3HDUkWVZM6VIz/NUgj/HO8kxTkEQYDweo16vqww37hPHPOV5Dt/3VUhslmUzql2apjO+tdFohGazqWaBsrzJbkoStjIMtkSJW0NJyEqUKHHHwNIe4xbkIG4a/GVHJbv+SNLYLXi1UUm3E0XVjL4rqmUkL2mawvM8ZYK3bVupThxxVK/XVa4Xy38MZ2VcBjPPHMdBmqbo9/twXRfValUpjiS6LLGyJJwkiZoBysR+AOq5GGExGo0UiXMcZ2YbNP4X52mWZKxEiVtDWbIsUaLEHQN9YfQdMWl/MBgookKSIlPpJXm7HWTsWkGnRUJCUPGjMV4qWywVxnGMbrc7k4HWaDQQxzF0XVeZYDT+c1tUq4BpDIVpmvB9H5PJRCXyM8eNjQKVSgX1el2db9/3sbCwoEqSTO93XRdpmqqB5yyh6rqOer2ulDjmlt2qD69EiRKzKAlZiRIl7hjoHyO5YulO0zRVkpNGftu2FZG5nUrMtUjHbhMAGGWRpqkaTQRAKVwAlPIlU/LpoZOEikoZuxeZ4B8EAeI4RpIkqgzJmZaDwQBxHCuvWbPZVD4zjnPSNA3D4XDmsdzver0O13VRr9eVWd+yLDWjEtjJTKOHrESJEq8NZcmyRIkSdxQsfbG8xuBUEo3hcKiIGsnKfuSN7QXYbEDVjvvN/9MfJ4eTW5aFLMtQr9fhOI6aw0nfFiMxWMa1bVupiXL2JW8HgLm5OUWS6G2jb6zVaimCaFmWGkfFyAxmoknyB+yUIiWplB6yslRZosRrQ0nISpQocccgjeyMiwCmxEXTNIRhCMMwVIcgO/hYviziVv1ksmvzZkCyQxSfQxIxDh5vtVqKWGqapjxlw+FQPS7PcwRBoIzzzArj31hCZBmTZnr+jXEZLE+Ox2MMh0NUq9UZbxj3icn8juPMeN5IzjhbkwRMKnY8vhIlSrw2lISsRIkSdwRc8MfjMdI0xWQygeM4qgOReVlBEChVSQ7CBq4kYLfqJ7tVxU2SMSpQu5HC8XgM13URRZFSx1gqJPI8h2EYSNN0JvmfzyfPVxzHKjyXhIn7YFmWIk8kaUmSqG5JkjaWJ0ejkSp1pmmqzrssp8rpAvzJbcrg2BIlStw6SkJWokSJOwL6w+I4hmVZiKIIaZoqHxWN7yzzAVcSp4NUuuQ+kozx+IgoiuA4jgqB5bBvdlr6vq98Z5ZlKdLGUiK7S0nkiqoeCRvVQ3auAlAzNukFk4odw2GZ+UbPnvS9yXFIWZbNlDWpnpUoUeK1oSRkJUqUuGOQMx8Z5zAej+H7PobDoSrNkYBkWaZiG4DdzfYHJQaDBIZlPXZYSm9YvV5X3jASUXq6WIbkAG92O9JnR48XiRgVLSpkMrhVThag2shh4rIkyfMplTCa9mX4qyyRcv8kiStRosTNo3z3lChR4o6BfiZpHh+PxyqGgeoRU+NN01T5W1fDQSBjEiQzTMQn4dQ0Dd1uV4W5cn4klTYSoDzPldGfQ8bp/2L5kQSMqhifk/9IDnk/es9Irkgaqerx/iRZJH/cB3rIZBdoScZKlHhtKN9BJUqUuCNgvAUVm/F4rAiC7/uI4xhhGCJJEqRpqoZqc8TPtUjZQQIVJMZ40LDP9P1KpaI8YcPhUAXeymBYer9YwiUhYgwIs8FYRuQ26e2Sxn8+vyRfjNiQQa98rAyZlT4+qmNU6UqUKPHaUBKyEiVK3BGQZNDfxAWeqfTz8/MApsSNkRBxHCNNUziOc9VOy4MG6a9iQj8VsTAM1fExW42lQ5YoqXaxFMnnJKGiAsayZxEyjkISNDYEyNKobAaQTQGScFG55M8SJUrsDcp3U4kSJe4YqMwYhqGM5aZpIk1TxHGMVqsFwzDQ7XaVKd1xnF0VGamYHSSTOX1j9XodQRCo2+nf6nQ6qrGBURbSI0ZCxY7OOI6vCGNl+ZGPI5ECdrxs0tMmc8OkR4wKmvSTSbVNhvTysXz8bgG5JUqUuHGUpv4SJUrcEchwVJbQ2HnoOA5c18Xm5iYcx1HGc3rLgCszwCRBOQjkgApgpVJRTQpUuUhEOXeSXiz6wEjGZBclTfjS08U8MalakTBJXxjLmgCuIF1FpYvES/6dvjyqdvy7LHvKweJlUGyJEjePUiErUaLEHQPLcQBUWY4GcXZeSn+T7/tqbiNJl2VZqNfrqiPzRsH77lfZjfvHEqzjOCpdfzKZqDBYmQtGkkm/loyuYBQGy46SFAGY8YbxdzYSyE5ImbgvVTj5jzNFeX+WM9M0Va8FiZ8kZiUJK1Hi1lESshIlStwRyNIaiQgVGRIxkjGWMZlPliSJUoxM00S/30ccx9c0lzPwlCCh2O/h2FSkqIDJ9Ht6yjhjUtd11U0qDfwclUTPFwBFpkiQuC0SIxIzlm9pzpdEbrcyJICZmAy5Lb4exU5LWfbk/UuUKHFzKAlZiRIl7hhILkgcSAQ4A1Kmwfu+j2azCdd14XmeIjEAlGpG7NaBGUXRnuwzFatrwXXdmWR8BrIy4sMwDERRpGZLOo6DarU6Y+xneZMKmjwmki6eH5Ih6f3iOWXKv1S9SKCKipkcX1V8PqkoskRJFVB2WkpyWKJEiRtHSchKlChxR0FPFNUyzlNkaCzVJV3XMRgMkOc5+v0+TNOE4zgIggC+7yMIAkV2duvAvBEidSPly+vlnJGokABWq1VFYrgPYRiiVquhVqthMBioGIlarQYAM4TJsiyVys+yrPSJSZWL8yuBncYGqnG2bSvVTPr25E/GjvBxvI0lT75WeZ4jy7IrSpvyHJYqWYkSN4eSkJUoUeKOgooQFTKSDQacyswrznrk45hq3+12FQHZjVQx4f56uNHy5W5kw7ZttNttVV4dj8dqVJKmaWr0ET1ZJFKO48BxHJXvRb8WfwegmgNItnhfnhueJxJYKmdSweKoJI5tksqXHPMky47Se1b8yRKrTO4vVbESJW4dZZdliRIl7jikUZ1kgp4rKmckHUyaj6JIkZw0TZW/aTeydCs+MZYLizMpub/F21garFQqaDQaGA6HCIJADe5uNBpKxaKJX4awspwpFabRaKTM/NwXOcxb+sWootF/Rs8Zx03t5gOL41gRXUlkuT2SNamsZVkG27aRZZny9XEOZ5lLVqLEraN895QoUeJAgIs50+tJtEgCaHinksaSpeu6yggvR/gUjelX297VIMuBRexWovM8D2maKqKS5zlc11Vdi57nKSWQczsJKmXFwFYS0t1ImLxdTjzgPsn7Se9YlmUzI5cYtjuZTFTJU5ZEWT7l9mXMBtU8Pl+JEiVuHeU7qESJEnccxdgFkhPXdaHrOlqt1kzWVb/fV+OVqByR9ERRNBMMSw9XESQd9Fbt9vfdyBifS5IUmRlG8z5N+FEUwTRN5HmOJElgmqYinXKGJyMxirEScj9kvhrPh8wlk54wkjsG7jJPTNd1jEYjxHGsOlOTJEEYhiqQlyVXEi2pXsooDMMw4HmeKm2WKFHi1lESshIlShwIyJIaE+2ZzUVjOxPvqTYBUGVMXdcxHA7hOA5qtZoq2Q2HQ0WidiMOVIWazSaAHWWtSMZIsGT5kyRF13VVigzDUJGrNE3VaKggCNBoNJSixMdLpUmGuRY9cdJrB2CmvCn3iyRRdlNKhY1EK4oiReCo1tF/lmUZgiBQxxLH8RVD4Eej0Uwps0SJEq8N5buoRIkSBwZUYqrVqhoinue5ClYFgCAI1P2ozoRhOFOiJDErjg+S0RHFkma32wWwM6KIj+F2r9Y1yBIeFSPDMOA4DkajEXzfV3M4SboMw1DTCOj3onLFciyVMgkZAMufkoQVB4jL/DEeF8uhAFCv12eaAbh/8rg0TVOElQpfMRqD2zsI0xFKlLibUerMJUqUODAoerZc11UdlhyrxDgJaVb3PA+1Wg2maWIwGMx0LI5GI0UWZBYZHy/HExVhGAbiOAaAXe9nWZYicNxX3/eRpimq1eqMJ4u3j0YjtFotNS6JZT8qbQQ7I3dTn6S/TRJF6R2THZDybzyPJID0hbEBAIDyo9G/J0c0eZ6nuj6pprF7lKOVSpQocfMoCVmJEiUOFIp+KJb/bNvGeDxWWV2DwUCZ0vM8V0SB3rI0TeH7vvJ0ATvqV7EjEZgSqiRJZlQnesGSJIHrumqbMhJiMpnAdV3lx+KAdIIeLpZQSRapvJH47JaTdjUyttvvRHGwuhxtBECNp5Kmf0k2SVTTNFWNFZVKBZubm6hWq+qx3W4XKysrSNMUaZqi0Whc83UtUaLEtVF+lSlRosSBBBUeEh/+ZDmPZnwGrkZRhCRJVGApMA1gpdeJ8RF8bgDK98UYjaI/jPeh8sb9YLmPyhuN+OwODcNQ3ZfdoOPxGPV6XcV2sHOUBGq/MrykL012hpIcuq6rukHZUEFCKbtJHcdBmqZIkkQ1TmxtbalyqzyvJUqUuHmUClmJEiUONFhOo5IkSViSJPB9XxGxSqWCIAiUKkYViBMAAMyoPrZtIwzDmUHZ7CwkwZKzIpnCPxwOVbmRqhEfY5omarWaKlPSS0aVjB2WhMwiu93gNmnWt21bnTfmprFDlPc1DAPD4VBlj/F4rhczUqJEiWujJGQlSpQ40CAJk8GprusqsiUVrGq1qpQez/NUIj2T+hmLQVO9TKWXA71lQr6c2QjszKlcX19X3Z1xHKNerytvVbVaVbMqbdtGmqZwHEf5tYpp/dyHgwCZzs9SMQBFKFmi5ZxM+tRKdaxEideGkpCVKFHiwEN6tpg0zzwtEjaa6mu1moqcyPMczWYTWZapMmKj0VBlN6o6tVoN/X4fzWYTcRyr4FY2FEifV57n2NzcRK1WQ7fbheu6qNfriqzYto04jhVZM00Ttm0rAinjLXhsBxFFglUkZySxJUqU2BuUhKxEiRJ3DeTcRHZMep6HwWAAz/OUEsacrVqthuFwOOM5Y66W7/vq8WEY/v/bu5+QqNo3jOPXNM2M8ydHKsWEWkhYpBSuXETkQqLIFm4izSCkTZuI2kZEuGvRpmg1aov+oBBB1CZQkAqCEAMXEWEbKYgCnXG0nPT8Fv3up1HH3vK19zj6/cBQHo9z5mz04j7Pc99u16CFMQtU1oE/Go26Pl22Q9KqYrOzs/NGIdmORNvpmT/we7UGsD+xFu4BWG0IZACKgj3es0eI9vjSKjX5j9DskWUoFHJtGRKJhL58+eJaZFjD1kwm46pYFrQkuTVk1tzVqmpbtmxxnym/jYQt6LeRSTY5IL8pKwAshUAGoGjk7xi0BqtWvcrvJD87O6vS0lI3nFuSa41ha8qmpqbcBIBEIiHpx67MeDzu1n/FYjFNTk4qGAwqFospGo0qnU4rGo0qkUjo+/fvrkWEpHlh0ap0+dcEgKUQyAAUHXv0lz9OyP4/OzurRCLh5jJaiLNKlud5rpN/OBx2Y5qsn5bN0LTRQRUVFW5aQC6Xc48pbeelPa5c2LfMAptV8QDgVwhkAIqSVaNCodC8ClQul3OL/pPJpAtZNjA7Ho+7PmW289Kqa6WlpS6kRSIRt35sYmJCyWTS9euyJrX5zVWt4aqNIJqZmXE7KgHgn1BDB1C0rDJmYcxmSlobBtvtaD22IpGIMpmMC2TWo8w698diMUk/5jxu2LBB09PTikQiKi8vd4POg8GgSkpKlMvlXG8z2+FpVTcbiE4YA/C7qJABKGoLO9DbSKS5uTnFYjG38N5Cm60bs1mRoVDIjVnKZrNu7ZlVwaSfzVttvdrk5KRbt2ajmuLxuJsBSRAD8KcIZADWBOuUbxUzG1dkvcG+ffvmRhZZGwprhSHJDQK3qpqtQ8t/HBqNRiXJ7eS0lhbWZNbaXQDAnyKQAVgzLDhZMLN/bTekrfOyEGbDwG2mo/SzO7/NubRdmrZhwMYE5Q8Zzx/rBADLQSADsOZY89j8OZG23svaUFgly+ZL2rFwOOyCnU0AMDbnceF8TR5TAvi3CGQA1qT8gLRwxI915Zd+PIacmZmZVz3LD3S2/iwYDLpHlfmvhdcCgOUgkAFYl/KrYNb1X5KrepWUlLhHnTZHEwD+Fn7LAFiX8jvnWwVtYTd9ghiA/wp9yAAAAHxGIAMAAPAZgQwAAMBnBDIAAACfEcgAAAB8RiADAADwGYEMAADAZwQyAAAAnxHIAAAAfEYgAwAA8BmBDAAAwGcEMgAAAJ8RyAAAAHxGIAMAAPDZRj8u6nmeJCmdTvtxeQAAsAz2d9v+jmPl+BLIMpmMJGn79u1+XB4AAPwLmUxGyWTS74+xpgQ8H2Lu3NycPnz4oE2bNikQCPzXlwcAAMvgeZ4ymYyqqqq0YQOrnlaSL4EMAAAAPxFvAQAAfEYgAwAA8BmBDAAAwGcEMgAAAJ8RyIB1qLGxUefPn190vKenR2VlZZKkK1euKBAI6PDhw4vOu3btmgKBgBobGxd9b2xsTOFwWHV1dQWvHQgE3CuZTGr//v3q7+933x8cHNSxY8dUVVWlQCCghw8fLucWAaCoEMgALGnbtm0aGBjQ2NjYvONdXV3asWNHwZ/p6enR8ePHlU6n9fLly4LndHd36+PHj3r+/Lm2bt2q5uZmjY6OSpKy2az27dunmzdvruzNAMAqRiADsKSKigodOnRIt2/fdsdevHihz58/6+jRo4vO9zxP3d3dOnXqlNra2pRKpQq+b1lZmSorK1VXV6dbt25penpaT58+lSQdOXJEnZ2damlp+Ts3BQCrEIEMwC91dHSop6fHfd3V1aWTJ08qHA4vOndgYEBTU1NqampSe3u77t+/r2w2+8v3j0ajkqSZmZkV/dwAUEwIZAB+qbm5Wel0WoODg8pms+rt7VVHR0fBc1OplE6cOKFgMKi6ujpVV1err69vyfeemprSpUuXFAwGdfDgwb91CwCw6vkyyxJA8QiFQmpvb1d3d7dGR0dVU1OjvXv3LjpvfHxcDx480LNnz9yx9vZ2pVIpnT59et65ra2tCgaDmp6eVnl5uVKpVMH3BID1gkAGrEOlpaWamJhYdHx8fLzgwOCOjg41NDRoZGRkyerY3bt39fXrVzU0NLhjnudpbm5Ob9++VU1NjTt+/fp1NTU1KZlMqry8fAXuCACKG48sgXVo165dGhoaWnR8aGhoXnAytbW1qq2t1cjIiNra2gq+ZyqV0sWLFzU8POxer1+/1oEDB9TV1TXv3MrKSu3cuZMwBgD/R4UMWIfOnj2rGzdu6Ny5czpz5owikYgeP36se/fu6dGjRwV/pr+/X7lczvUpyzc8PKyhoSHduXNHu3fvnve91tZWXb16VZ2dndq48Z9/5UxOTurdu3fu6/fv32t4eFibN29estUGABQ7KmTAOlRdXa3BwUG9efNGTU1NamhoUG9vr/r6+go2gpWkeDxeMIxJP6pje/bsWRTGJKmlpUWfPn3SkydPfuuzvXr1SvX19aqvr5ckXbhwQfX19bp8+fLv3RwAFKGA53me3x8CAABgPaNCBgAA4DMCGQAAgM8IZAAAAD4jkAEAAPiMQAYAAOAzAhkAAIDPCGQAAAA+I5ABAAD4jEAGAADgMwIZAACAzwhkAAAAPiOQAQAA+Ox/0hrpUrroj3gAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcn1_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'FCN1', cutoff = 0.5, clusters = 'leiden'\n", ")\n", "sc.pl.umap(adata, color = 'leiden', groups = fcn1_pos_cl)" ] }, { "cell_type": "code", "execution_count": 13, "id": "78db446c-0946-4f95-a2a3-49194c064c62", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "il3ra_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'IL3RA', cutoff = 0.5, clusters = 'leiden'\n", ")\n", "sc.pl.umap(adata, color = 'leiden', groups = il3ra_pos_cl)" ] }, { "cell_type": "code", "execution_count": 14, "id": "8e6f9777-058f-43ba-822a-c6f286d07b7c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ppbp_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'PPBP', cutoff = 0.8, clusters = 'leiden'\n", ")\n", "sc.pl.umap(adata, color = 'leiden', groups = ppbp_pos_cl)" ] }, { "cell_type": "markdown", "id": "95cef90e-0868-4f15-8ba4-459540e9a20c", "metadata": {}, "source": [ "## Select clusters and subset data\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "b332cc49-eefc-4758-937a-7c7f00e4d400", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['12', '16', '17', '18', '20', '24', '25', '3', '9']" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keep_cl = fcn1_pos_cl + il3ra_pos_cl\n", "keep_cl.sort()\n", "keep_cl" ] }, { "cell_type": "markdown", "id": "c0d18382-dda1-419e-b4e3-09f8cd5f84f2", "metadata": {}, "source": [ "Now, we can filter the dataset to get the subset we're after." ] }, { "cell_type": "code", "execution_count": 16, "id": "1f90d9cf-52d6-4bd8-9705-dcf0c12c3445", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata[adata.obs['leiden'].isin(keep_cl)]" ] }, { "cell_type": "code", "execution_count": 17, "id": "e6112150-52d0-4308-bc18-d6a016bff765", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(397356, 1236)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_subset.shape" ] }, { "cell_type": "markdown", "id": "b21de900-0f3a-4e0b-a740-411a0f24da40", "metadata": {}, "source": [ "## Normalize and harmonize subset\n", "\n", "As in the original analysis of this dataset, we'll need to normalize, select marker genes, and run Harmony to integrate across our cohorts.\n", "\n", "It's important that we redo this step for our subset, as gene variability may differ when computed within our subset of cells rather than across the entire set of PBMCs. This key feature selection step will affect our ability to cluster and identify cell types, so we do this iteratively for the subset we're using now." ] }, { "cell_type": "markdown", "id": "03b5238b-ab38-49b7-bbae-37ca5e4aac48", "metadata": {}, "source": [ "We previously stored raw counts in `adata.raw` - we can now recover these original count data for analysis of the selected cells:" ] }, { "cell_type": "code", "execution_count": 18, "id": "92039b6a-8857-4cd0-b1bd-ab403d870c9b", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata_subset.raw.to_adata()" ] }, { "cell_type": "code", "execution_count": 19, "id": "caab2695-f02f-4eb4-8a73-5d38d0dc9953", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(397356, 33538)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_subset.shape" ] }, { "cell_type": "code", "execution_count": 20, "id": "1caf26f6-d7d1-44e9-9c29-ce6017808b49", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset.raw = adata_subset" ] }, { "cell_type": "code", "execution_count": 21, "id": "982cbf10-4642-4975-a64f-acbc45786894", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.pp.normalize_total(adata_subset, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 22, "id": "a58df468-2c79-4130-a312-a609818a0fca", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: adata.X seems to be already log-transformed.\n" ] } ], "source": [ "sc.pp.log1p(adata_subset)\n", "sc.pp.highly_variable_genes(adata_subset)\n", "adata_subset = adata_subset[:, adata_subset.var_names[adata_subset.var['highly_variable']]]" ] }, { "cell_type": "code", "execution_count": 23, "id": "21c0b089-e1f7-455d-9a22-f83fc6012b35", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/preprocessing/_simple.py:843: UserWarning: Received a view of an AnnData. Making a copy.\n", " view_to_actual(adata)\n" ] } ], "source": [ "sc.pp.scale(adata_subset)" ] }, { "cell_type": "code", "execution_count": 24, "id": "66ef0c55-4a33-41e2-bdf9-0df07e0449d9", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.pca(adata_subset, svd_solver='arpack')" ] }, { "cell_type": "code", "execution_count": 25, "id": "23d33666-1351-4be1-9cc8-27bd306bd14b", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-02-27 05:54:49,813 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans...\n", "2024-02-27 05:57:41,140 - harmonypy - INFO - sklearn.KMeans initialization complete.\n", "2024-02-27 05:57:42,950 - harmonypy - INFO - Iteration 1 of 30\n", "2024-02-27 06:01:10,978 - harmonypy - INFO - Iteration 2 of 30\n", "2024-02-27 06:04:33,864 - harmonypy - INFO - Converged after 2 iterations\n" ] } ], "source": [ "sce.pp.harmony_integrate(\n", " adata_subset, \n", " 'cohort.cohortGuid',\n", " max_iter_harmony = 30)" ] }, { "cell_type": "code", "execution_count": 26, "id": "699af738-90a1-4226-b62d-a06db232679c", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.pp.neighbors(\n", " adata_subset, \n", " n_neighbors = 50,\n", " use_rep = 'X_pca_harmony', \n", " n_pcs = 30)" ] }, { "cell_type": "code", "execution_count": 27, "id": "4e6f833b-9e8c-41ee-9a79-71fd1414abaf", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.umap(adata_subset, min_dist = 0.05)" ] }, { "cell_type": "code", "execution_count": 10, "id": "6951ac70-1dc0-410b-a270-9d7fef296c39", "metadata": { "tags": [] }, "outputs": [], "source": [ "out_dir = 'output'\n", "if not os.path.isdir(out_dir):\n", " os.makedirs(out_dir)" ] }, { "cell_type": "code", "execution_count": 29, "id": "4da77eb6-0734-4a13-a5b4-77f5acdeb9a0", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "subset_h5ad = 'output/ref_pbmc_{c}_subset_{d}.h5ad'.format(c = cell_class, d = date.today())\n", "adata_subset.write_h5ad(subset_h5ad)" ] }, { "cell_type": "markdown", "id": "c752e2ce-149a-4216-b0bc-ec61d1b11b5e", "metadata": {}, "source": [ "## Cluster at multiple resolutions\n", "\n", "Here, we use our helper functions to perform clustering at multiple resolutions. This can be helpful for finding a set of clusters that correspond well to marker expression and distinguish functional cell type differences." ] }, { "cell_type": "code", "execution_count": 8, "id": "08c868bc-b0d6-4766-9d5e-7fd1ff4051a8", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4 µs, sys: 3 µs, total: 7 µs\n", "Wall time: 15.5 µs\n" ] } ], "source": [ "%%time\n", "tasks = [\n", " (1, \"leiden_resolution_1\"),\n", " (1.5, \"leiden_resolution_1.5\"),\n", " (2, \"leiden_resolution_2\"),\n", " (2.5, \"leiden_resolution_2.5\"),\n", " (3, \"leiden_resolution_3\")\n", "]" ] }, { "cell_type": "code", "execution_count": null, "id": "6e8aa7af-0c2e-4cf7-b024-26b5e1d1ed3e", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = run_leiden_parallel(adata_subset, tasks)" ] }, { "cell_type": "code", "execution_count": 4, "id": "b5869b75-aa00-41c4-929d-4996dc574548", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "clustered_h5ad = 'output/ref_pbmc_{c}_clustered_{d}.h5ad'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": null, "id": "2dbf92ad-464b-400b-bc5e-9877e3d44679", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "adata_subset.write_h5ad(clustered_h5ad)" ] }, { "cell_type": "markdown", "id": "83589686-e888-4af0-b6ec-2b7be0605a3f", "metadata": {}, "source": [ "## Plot reference labels and clustering\n", "\n", "Now that we've clustered, it's helpful to plot reference labels and clusters on our UMAP projection to see how they fall relative to each other." ] }, { "cell_type": "code", "execution_count": 32, "id": "8c9cbf9d-181d-4af1-8617-18bfd01c833f", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(\n", " adata_subset, \n", " color = ['seurat.l2.5'], \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "id": "2a4bd40d-b3ec-4f5d-b727-d37823b0e526", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(\n", " adata_subset, \n", " color = ['celltypist.low'], \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "markdown", "id": "d3b5ee62-78d5-4bd6-8bb1-fdc9ad1368d4", "metadata": {}, "source": [ "CMV status is also helpful to view, as CMV can drive expansion of some cell types." ] }, { "cell_type": "code", "execution_count": 34, "id": "6ffb79a9-30d4-4439-bc3a-846ea125195b", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(\n", " adata_subset, \n", " color = ['subject.cmv'], \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "id": "18c4f87d-3e65-46de-b0b1-dfe72ef92819", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "[,\n", " ,\n", " ,\n", " ,\n", " ]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "leiden_cols = [t[1] for t in tasks]\n", "sc.pl.umap(\n", " adata_subset, \n", " color = leiden_cols, \n", " size = 2,\n", " show = False,\n", " ncols = 1 ,\n", " frameon = False\n", ")" ] }, { "cell_type": "markdown", "id": "9a240c73-8c36-4abe-bd6e-b14e98526470", "metadata": {}, "source": [ "## Save UMAP coordinates and labels" ] }, { "cell_type": "code", "execution_count": 36, "id": "453f6295-f338-4fa6-a7d0-9367b407955b", "metadata": {}, "outputs": [], "source": [ "umap_mat = adata_subset.obsm['X_umap']" ] }, { "cell_type": "code", "execution_count": 37, "id": "5c3ea986-a993-49cf-9908-6ead3b58d8f0", "metadata": {}, "outputs": [], "source": [ "umap_df = pd.DataFrame(umap_mat, columns = ['umap_1', 'umap_2'])" ] }, { "cell_type": "code", "execution_count": 38, "id": "d812a1fb-2076-45a8-8438-c7dced685eab", "metadata": {}, "outputs": [], "source": [ "obs = adata_subset.obs\n", "obs['umap_1'] = umap_df['umap_1']\n", "obs['umap_2'] = umap_df['umap_2']" ] }, { "cell_type": "code", "execution_count": 5, "id": "4963701b-cba3-4baa-b6ad-6d867ffa482a", "metadata": {}, "outputs": [], "source": [ "out_csv = 'output/ref_pbmc_{c}_subclustered_umap_meta_{d}.csv'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": null, "id": "6f2b245d-ce94-4c0b-a621-314947e3f8c7", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n", "/opt/conda/lib/python3.10/site-packages/pandas/core/internals/blocks.py:2540: RuntimeWarning: invalid value encountered in cast\n", " values = values.astype(str)\n" ] } ], "source": [ "obs.to_csv(out_csv)" ] }, { "cell_type": "code", "execution_count": 6, "id": "f5c0f411-061b-49d5-b285-696947ecd932", "metadata": {}, "outputs": [], "source": [ "out_parquet = 'output/ref_pbmc_{c}_subclustered_umap_meta_{d}.parquet'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": null, "id": "0a4cc3a1-393b-4e53-9db1-fdaec15cfff4", "metadata": {}, "outputs": [], "source": [ "obs = obs.to_parquet(out_parquet)" ] }, { "cell_type": "markdown", "id": "a912d4ee-d392-4b27-9538-3af821ca87cf", "metadata": {}, "source": [ "## Compute markers for each resolution of Leiden clustering" ] }, { "cell_type": "code", "execution_count": null, "id": "c24b071d-d7d3-4267-a312-9b27e8458fa7", "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:396: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'names'] = self.var_names[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:398: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'scores'] = scores[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:401: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals'] = pvals[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:411: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'pvals_adj'] = pvals_adj[global_indices]\n", "/opt/conda/lib/python3.10/site-packages/scanpy/tools/_rank_genes_groups.py:422: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n", " self.stats[group_name, 'logfoldchanges'] = np.log2(\n" ] } ], "source": [ "adata_subset = adata_subset.raw.to_adata()\n", "sc.pp.normalize_total(adata_subset, target_sum=1e4)\n", "sc.pp.log1p(adata_subset)\n", "\n", "marker_files = {}\n", "for res_num,res_name in tasks:\n", " res_csv = '{p}/ref_pbmc_{c}_res{n}_markers_{d}.csv'.format(p = out_dir, c = cell_class, n = res_num, d = date.today())\n", " sc.tl.rank_genes_groups(adata_subset, res_name, method = 'wilcoxon')\n", " df = sc.get.rank_genes_groups_df(adata_subset, group = None)\n", " df.to_csv(res_csv)\n", " marker_files[res_num] = res_csv" ] }, { "cell_type": "code", "execution_count": 11, "id": "75225ed4-769d-44a5-b9b1-4580db10cceb", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "marker_files = {}\n", "for res_num,res_name in tasks:\n", " res_csv = '{p}/ref_pbmc_{c}_res{n}_markers_{d}.csv'.format(p = out_dir, c = cell_class, n = res_num, d = date.today())\n", " marker_files[res_num] = res_csv" ] }, { "cell_type": "markdown", "id": "69f65516-7e5e-4f63-bfd4-f8c47d993453", "metadata": {}, "source": [ "## Upload assembled data to HISE\n", "\n", "Finally, we'll use `hisepy.upload.upload_files()` to send a copy of our output to HISE to use for downstream analysis steps." ] }, { "cell_type": "code", "execution_count": 19, "id": "b821bba8-647c-4c0d-9169-9c6f0a0746a3", "metadata": {}, "outputs": [], "source": [ "study_space_uuid = '64097865-486d-43b3-8f94-74994e0a72e0'\n", "title = 'Ref. Myeloid subclustering {d}'.format(d = date.today())" ] }, { "cell_type": "code", "execution_count": 20, "id": "453b25e1-1785-4c24-b785-67b14dc16e7b", "metadata": {}, "outputs": [], "source": [ "in_files = [h5ad_uuid]" ] }, { "cell_type": "code", "execution_count": 21, "id": "17d1c934-f725-4d9c-8458-30c54c3098d3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['9db48bed-cd91-49ae-abd2-447ae478ca96']" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "in_files" ] }, { "cell_type": "code", "execution_count": 22, "id": "d2c8d2f6-c0a7-4d17-8e50-16454da75c52", "metadata": {}, "outputs": [], "source": [ "marker_list = [f for f in marker_files.values()]" ] }, { "cell_type": "code", "execution_count": 23, "id": "c4346a9a-ad96-4760-b06f-b14b56429a65", "metadata": {}, "outputs": [], "source": [ "out_files = [clustered_h5ad, out_csv, out_parquet] + marker_list" ] }, { "cell_type": "code", "execution_count": 24, "id": "ec2319e2-a974-4b13-91a9-48e1d4902258", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['output/ref_pbmc_myeloid-cells_clustered_2024-02-27.h5ad',\n", " 'output/ref_pbmc_myeloid-cells_subclustered_umap_meta_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_subclustered_umap_meta_2024-02-27.parquet',\n", " 'output/ref_pbmc_myeloid-cells_res1_markers_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_res1.5_markers_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_res2_markers_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_res2.5_markers_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_res3_markers_2024-02-27.csv']" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out_files" ] }, { "cell_type": "code", "execution_count": 25, "id": "f10e3d26-bad6-4b40-8646-aedc75c8b136", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "you are trying to upload file_ids... ['output/ref_pbmc_myeloid-cells_clustered_2024-02-27.h5ad', 'output/ref_pbmc_myeloid-cells_subclustered_umap_meta_2024-02-27.csv', 'output/ref_pbmc_myeloid-cells_subclustered_umap_meta_2024-02-27.parquet', 'output/ref_pbmc_myeloid-cells_res1_markers_2024-02-27.csv', 'output/ref_pbmc_myeloid-cells_res1.5_markers_2024-02-27.csv', 'output/ref_pbmc_myeloid-cells_res2_markers_2024-02-27.csv', 'output/ref_pbmc_myeloid-cells_res2.5_markers_2024-02-27.csv', 'output/ref_pbmc_myeloid-cells_res3_markers_2024-02-27.csv']. Do you truly want to proceed?\n" ] }, { "name": "stdin", "output_type": "stream", "text": [ "(y/n) y\n" ] }, { "data": { "text/plain": [ "{'trace_id': '20f4fe92-d4aa-4d19-bf23-be792631332d',\n", " 'files': ['output/ref_pbmc_myeloid-cells_clustered_2024-02-27.h5ad',\n", " 'output/ref_pbmc_myeloid-cells_subclustered_umap_meta_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_subclustered_umap_meta_2024-02-27.parquet',\n", " 'output/ref_pbmc_myeloid-cells_res1_markers_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_res1.5_markers_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_res2_markers_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_res2.5_markers_2024-02-27.csv',\n", " 'output/ref_pbmc_myeloid-cells_res3_markers_2024-02-27.csv']}" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hisepy.upload.upload_files(\n", " files = out_files,\n", " study_space_id = study_space_uuid,\n", " title = title,\n", " input_file_ids = in_files\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "id": "01a93b15-c0c3-41ce-8e09-a1672072c243", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "Click to view session information\n", "
\n",
       "-----\n",
       "hisepy              0.3.0\n",
       "pandas              2.1.4\n",
       "scanpy              1.9.6\n",
       "session_info        1.0.0\n",
       "-----\n",
       "
\n", "
\n", "Click to view modules imported as dependencies\n", "
\n",
       "PIL                         10.0.1\n",
       "anndata                     0.10.3\n",
       "anyio                       NA\n",
       "arrow                       1.3.0\n",
       "asttokens                   NA\n",
       "attr                        23.2.0\n",
       "attrs                       23.2.0\n",
       "babel                       2.14.0\n",
       "beatrix_jupyterlab          NA\n",
       "brotli                      NA\n",
       "cachetools                  5.3.1\n",
       "certifi                     2023.11.17\n",
       "cffi                        1.16.0\n",
       "charset_normalizer          3.3.2\n",
       "cloudpickle                 2.2.1\n",
       "colorama                    0.4.6\n",
       "comm                        0.1.4\n",
       "cryptography                41.0.7\n",
       "cycler                      0.10.0\n",
       "cython_runtime              NA\n",
       "dateutil                    2.8.2\n",
       "db_dtypes                   1.1.1\n",
       "debugpy                     1.8.0\n",
       "decorator                   5.1.1\n",
       "defusedxml                  0.7.1\n",
       "deprecated                  1.2.14\n",
       "exceptiongroup              1.2.0\n",
       "executing                   2.0.1\n",
       "fastjsonschema              NA\n",
       "fqdn                        NA\n",
       "google                      NA\n",
       "greenlet                    2.0.2\n",
       "grpc                        1.58.0\n",
       "grpc_status                 NA\n",
       "h5py                        3.10.0\n",
       "idna                        3.6\n",
       "igraph                      0.10.8\n",
       "importlib_metadata          NA\n",
       "ipykernel                   6.28.0\n",
       "ipython_genutils            0.2.0\n",
       "ipywidgets                  8.1.1\n",
       "isoduration                 NA\n",
       "jedi                        0.19.1\n",
       "jinja2                      3.1.2\n",
       "joblib                      1.3.2\n",
       "json5                       NA\n",
       "jsonpointer                 2.4\n",
       "jsonschema                  4.20.0\n",
       "jsonschema_specifications   NA\n",
       "jupyter_events              0.9.0\n",
       "jupyter_server              2.12.1\n",
       "jupyterlab_server           2.25.2\n",
       "jwt                         2.8.0\n",
       "kiwisolver                  1.4.5\n",
       "leidenalg                   0.10.1\n",
       "llvmlite                    0.41.0\n",
       "lz4                         4.3.2\n",
       "markupsafe                  2.1.3\n",
       "matplotlib                  3.8.0\n",
       "matplotlib_inline           0.1.6\n",
       "mpl_toolkits                NA\n",
       "mpmath                      1.3.0\n",
       "natsort                     8.4.0\n",
       "nbformat                    5.9.2\n",
       "numba                       0.58.0\n",
       "numpy                       1.24.0\n",
       "opentelemetry               NA\n",
       "overrides                   NA\n",
       "packaging                   23.2\n",
       "parso                       0.8.3\n",
       "pexpect                     4.8.0\n",
       "pickleshare                 0.7.5\n",
       "pkg_resources               NA\n",
       "platformdirs                4.1.0\n",
       "plotly                      5.18.0\n",
       "prettytable                 3.9.0\n",
       "prometheus_client           NA\n",
       "prompt_toolkit              3.0.42\n",
       "proto                       NA\n",
       "psutil                      NA\n",
       "ptyprocess                  0.7.0\n",
       "pure_eval                   0.2.2\n",
       "pyarrow                     13.0.0\n",
       "pydev_ipython               NA\n",
       "pydevconsole                NA\n",
       "pydevd                      2.9.5\n",
       "pydevd_file_utils           NA\n",
       "pydevd_plugins              NA\n",
       "pydevd_tracing              NA\n",
       "pygments                    2.17.2\n",
       "pynvml                      NA\n",
       "pyparsing                   3.1.1\n",
       "pyreadr                     0.5.0\n",
       "pythonjsonlogger            NA\n",
       "pytz                        2023.3.post1\n",
       "referencing                 NA\n",
       "requests                    2.31.0\n",
       "rfc3339_validator           0.1.4\n",
       "rfc3986_validator           0.1.1\n",
       "rpds                        NA\n",
       "scipy                       1.11.4\n",
       "send2trash                  NA\n",
       "shapely                     1.8.5.post1\n",
       "six                         1.16.0\n",
       "sklearn                     1.3.2\n",
       "sniffio                     1.3.0\n",
       "socks                       1.7.1\n",
       "sql                         NA\n",
       "sqlalchemy                  2.0.21\n",
       "sqlparse                    0.4.4\n",
       "stack_data                  0.6.2\n",
       "sympy                       1.12\n",
       "termcolor                   NA\n",
       "texttable                   1.7.0\n",
       "threadpoolctl               3.2.0\n",
       "torch                       2.1.2+cu121\n",
       "torchgen                    NA\n",
       "tornado                     6.3.3\n",
       "tqdm                        4.66.1\n",
       "traitlets                   5.9.0\n",
       "typing_extensions           NA\n",
       "uri_template                NA\n",
       "urllib3                     1.26.18\n",
       "wcwidth                     0.2.12\n",
       "webcolors                   1.13\n",
       "websocket                   1.7.0\n",
       "wrapt                       1.15.0\n",
       "xarray                      2023.12.0\n",
       "yaml                        6.0.1\n",
       "zipp                        NA\n",
       "zmq                         25.1.2\n",
       "zoneinfo                    NA\n",
       "
\n", "
\n", "
\n",
       "-----\n",
       "IPython             8.19.0\n",
       "jupyter_client      8.6.0\n",
       "jupyter_core        5.6.1\n",
       "jupyterlab          4.0.10\n",
       "notebook            6.5.4\n",
       "-----\n",
       "Python 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\n",
       "Linux-5.15.0-1052-gcp-x86_64-with-glibc2.31\n",
       "-----\n",
       "Session information updated at 2024-02-27 17:08\n",
       "
\n", "
" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import session_info\n", "session_info.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "54a8a69b-6ff6-45d5-b640-6e9d3d53463a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }