{ "cells": [ { "cell_type": "markdown", "id": "c3d9578e-7526-4a58-b399-3402ce525e47", "metadata": {}, "source": [ "# Other type clustering and markers\n", "\n", "In this notebook, we use marker gene detection to select clusters that contain cells that don't fall into other major cell type classes (B, Myeloid, NK, or T), 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": 2, "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": 3, "id": "ce51fff7-f097-46a4-b3a9-4e5466a2f8e8", "metadata": {}, "outputs": [], "source": [ "cell_class = 'other'" ] }, { "cell_type": "code", "execution_count": 4, "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", " 'PRSS57',# HSPCs\n", " 'MKI67', # Proliferating cells\n", " 'IL3RA' # pDCs\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": "af18e4a3-59fd-4303-ae45-142dca71b270", "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": "b8749342-86fa-41bb-a7a6-548697e2fecd", "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": [ "hbb_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'HBB', cutoff = 0.8, clusters = 'leiden'\n", ")\n", "sc.pl.umap(adata, color = 'leiden', groups = hbb_pos_cl)" ] }, { "cell_type": "code", "execution_count": 13, "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 = 0.3, clusters = 'leiden'\n", ")\n", "sc.pl.umap(adata, color = 'leiden', groups = ppbp_pos_cl)" ] }, { "cell_type": "code", "execution_count": 14, "id": "fe8a8459-e5b0-4e02-8033-8fae4ce8aa9f", "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": [ "prss57_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'PRSS57', cutoff = 0.2, clusters = 'leiden'\n", ")\n", "sc.pl.umap(adata, color = 'leiden', groups = prss57_pos_cl)" ] }, { "cell_type": "code", "execution_count": 15, "id": "b754f7e0-4d83-4da2-8c22-ae62b07d7f88", "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": [ "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": "markdown", "id": "95cef90e-0868-4f15-8ba4-459540e9a20c", "metadata": {}, "source": [ "## Select clusters and subset data\n", "\n", "Here, we use Python's `set` class to keep the clusters we want, and remove off-target hits." ] }, { "cell_type": "code", "execution_count": 16, "id": "b332cc49-eefc-4758-937a-7c7f00e4d400", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['21', '22', '29']" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keep_cl = hbb_pos_cl + ppbp_pos_cl + prss57_pos_cl\n", "keep_cl = set(keep_cl) - set(fcn1_pos_cl)\n", "keep_cl = list(keep_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": 17, "id": "1f90d9cf-52d6-4bd8-9705-dcf0c12c3445", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata[adata.obs['leiden'].isin(keep_cl)]" ] }, { "cell_type": "code", "execution_count": 18, "id": "e6112150-52d0-4308-bc18-d6a016bff765", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(24603, 1236)" ] }, "execution_count": 18, "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": 19, "id": "92039b6a-8857-4cd0-b1bd-ab403d870c9b", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata_subset.raw.to_adata()" ] }, { "cell_type": "code", "execution_count": 20, "id": "caab2695-f02f-4eb4-8a73-5d38d0dc9953", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(24603, 33538)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_subset.shape" ] }, { "cell_type": "code", "execution_count": 21, "id": "1caf26f6-d7d1-44e9-9c29-ce6017808b49", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset.raw = adata_subset" ] }, { "cell_type": "code", "execution_count": 22, "id": "982cbf10-4642-4975-a64f-acbc45786894", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.pp.normalize_total(adata_subset, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 23, "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": 24, "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": 25, "id": "66ef0c55-4a33-41e2-bdf9-0df07e0449d9", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.pca(adata_subset, svd_solver='arpack')" ] }, { "cell_type": "code", "execution_count": 26, "id": "23d33666-1351-4be1-9cc8-27bd306bd14b", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-02-29 03:36:48,713 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans...\n", "2024-02-29 03:36:58,593 - harmonypy - INFO - sklearn.KMeans initialization complete.\n", "2024-02-29 03:36:58,695 - harmonypy - INFO - Iteration 1 of 30\n", "2024-02-29 03:37:09,062 - harmonypy - INFO - Iteration 2 of 30\n", "2024-02-29 03:37:18,475 - harmonypy - INFO - Iteration 3 of 30\n", "2024-02-29 03:37:27,866 - harmonypy - INFO - Iteration 4 of 30\n", "2024-02-29 03:37:37,202 - harmonypy - INFO - Iteration 5 of 30\n", "2024-02-29 03:37:43,099 - harmonypy - INFO - Iteration 6 of 30\n", "2024-02-29 03:37:46,573 - harmonypy - INFO - Iteration 7 of 30\n", "2024-02-29 03:37:55,926 - harmonypy - INFO - Iteration 8 of 30\n", "2024-02-29 03:37:58,630 - harmonypy - INFO - Iteration 9 of 30\n", "2024-02-29 03:38:01,946 - harmonypy - INFO - Iteration 10 of 30\n", "2024-02-29 03:38:04,745 - harmonypy - INFO - Iteration 11 of 30\n", "2024-02-29 03:38:07,977 - harmonypy - INFO - Iteration 12 of 30\n", "2024-02-29 03:38:11,134 - harmonypy - INFO - Iteration 13 of 30\n", "2024-02-29 03:38:14,692 - harmonypy - INFO - Iteration 14 of 30\n", "2024-02-29 03:38:17,404 - harmonypy - INFO - Converged after 14 iterations\n" ] } ], "source": [ "sce.pp.harmony_integrate(\n", " adata_subset, \n", " 'cohort.cohortGuid',\n", " max_iter_harmony = 30)" ] }, { "cell_type": "code", "execution_count": 27, "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": 28, "id": "4e6f833b-9e8c-41ee-9a79-71fd1414abaf", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.umap(adata_subset, min_dist = 0.05)" ] }, { "cell_type": "code", "execution_count": 29, "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": 30, "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": 31, "id": "7371a4ec-314a-46dd-8eeb-df2a2279f3fb", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.72 s, sys: 5.4 s, total: 7.12 s\n", "Wall time: 1min 14s\n" ] } ], "source": [ "%%time\n", "tasks = [\n", " (1, \"leiden_resolution_1\"),\n", " (1.5, \"leiden_resolution_1.5\"),\n", " (2, \"leiden_resolution_2\")\n", "]\n", "adata_subset = run_leiden_parallel(adata_subset, tasks)" ] }, { "cell_type": "code", "execution_count": 32, "id": "dcc077c5-f127-40d6-b6ae-779b3cda04dd", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "clustered_h5ad = 'output/ref_pbmc_{c}_clustered_{d}.h5ad'.format(c = cell_class, d = date.today())\n", "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": 33, "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": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iI02C2uDt2ZSk1DVs3/MhPTpNwem0odWYWP79DGKbX0t2ziEC/GOora0kLXM3TqcdjVrLgD6PsWn7m9TUVuB02nA67Wi1RhTFicPhICqyD7kFSfj7ROPmGkjS0R/o0mEiTqedG697ld0Jn1JRWcS+g18QGzWIvl3vJz1rD5t3vkOLqIHExY4gOzeRQ0e/p7j4FMdPbaZD69Fs2/MhRoOFx6buR6czkZV7gMjQro19eIUQQgghhBDiL0+CDaJBlZXnsezbBzAa3cnK2U/bljey98BSrBWnCWvSCReTB7sTPiEuZhhHUn+i1lYOiho/32gcjmqKSzMwm3wpLc/A0yOM4pJTqFU6VCoVnh5hFBadQKM1YLfXolHr8PAIoqLiNGq1Bru9BheTF2XlORgMFkxGDwZfM5ON2+ejUqkpKc0AoG/36WzZ9Q5qtQ6T0YMbr3+DPfs/Jr7NGD5feQ8qoKQ0k8rqUjzdmzCg9yMkHlmB0eDKpJs/o7Q8G2/P8EY9zkIIIYQQQgjxVybBBtFgnE4nZeW5vLN4KGYXH+yOWiLDuoMCG7e/Tq2tAl/vaIwGCzl5R7A7qur21Wj0Z35RQKM1UFtbjsXFF2tlAbeO/IjjJ7eyY/+HmF18qa4uBhXY7dUYjR64mf3JLzyKl0c4dkcNtbZKqqvL0GlNGPQuXHftHFpGDSHh8DKOHl9HZm4iJaXp+Hg1paw8h5raCoL84yguzaC6uhy1WgMq6N5hChqNhvDQruza9xF6vYWjJ9bj692U4IDWBAXE4ekeQlzs9ahUqkY66kIIIYQQQgjx1yPBBvGH1dRW8PnKu7HZqgjwa0n7uJvIzj9MUsoPFBSmUlFZiNHgQVrmNlQqLWrVmS/zDkctAF7ukTRv2gsfz3C+W/ssCjYA1GodTqcdD/cQyspyUBQnXdpPYvu+BYAGsANqwkK6kJ65E0UBtUpFSHAH0rP2odVosNlrcHP1x+Gw4XQ6qK2tJDiwDe5ugaSl76SisoDoZteSenID3TveQWVVCQeOrMTfN5r0rF0AqFRqTEYv1CoV1spCwPmr1quZcusKWkQNRKvV/5mHXQghhBBCCCH+siTYIP6wA0nfkJt/hKzcA4Q36czWXe+hUmsoK8/Byz2C8opcFAVKy7NQq7WoAD/fWIpLTlJdU45Wa8Ti4kNNrRWT0QN/31iMBgsqlZqUYz/jVKCquhgXkztVVaXEtRhBZeVpikpOode5UFaeh97gip93U04Xn8Bmq6RJYDzJx36gX89H2LjtNYICWpOetQtFcXLTsPl8t/YpbPZa/H2iKK/Io7QsF3e3AGy2KjRqPaiguroMh9OO4nTgVGyo0KDgwNUcSHlFTl37VWi5pscD3DDkxcZ7E4QQQgghhBDiL0Td2BUQfx9V1WWs3fJK3fLCpWM4XXSSuJhhlJXnoTgVjqdtISy0C/GtR9Ory73knT5MeUU+peW56PVmnM5aVCoVOXkH0OlcAFCjQVEceHqE4mLyoLQsg8yc/WRm7+PmEW/TNLw7KhVUVhWh17uQnrULtUaLq8UXN9cAamxWKioLOJW5iw6tbyEkqAP+Ps15bOp+ggNa4e8TzbhRH9Gn23QAEg8tw8Xoic1WQUb2HkpKM1AUG3Z7DXq9C2XWXLQaA66ufnSNvw03t0AiQ3vi4R6MVmOkpras3nGJCO3CiMEv/GnvgxBCCCGEEEL81UmwQVwGFfsOfF635OkRwuIvxzHzhTBUKjW5+UcI8I1l977FbN/zIRu2vY5GrUeFGg/3AJoEtMbzl3kV3F2D8fVqhovJi1p7BRVVxXh5hHL/7ev4z7QDPHbfPtzdgkk8soKSsgw83UMBsNkqqbCeprqqhODAdtw1fjV6nQu+Xs256brXyC9MBZzsPbiUAN9YNm5/E1BY/ePjaDU6WsfegEqtweziRaB/K0xGTwx6V9RqHdNuX0fHtuNRqzUUl2ZiMfuzZddb+HpF0iS4Ld06TCYudjhNgtqh1ZgAaNn8Ou6asErmbBBCCCGEEEKIX5HbKMQ5qqrLMBndOJi06pfbGmJ45d3uPDXjKOmZezmUsprk1B/x9Agl7/RRsnIS6dRuPLsTluB01mDQu1FTWw4oqFQ6XM0+OBUn1op8fLybUlh4ghbRQzDoLBxMWYVGpUNRKTiddmKa9uOWEe+SeGQ5X3xzLwBajQE/nyicioJWo6Ow5BT+3lGUlGVTUpZOaFAHBvR+hFOZu9lz4HM83YNxOOx0iZ/EnsRPMehdycpJxOzizegb3mPN+tm0iBrM3gNLUau0VFYVUVyaTkhQPNU15ZhdvMnM2U/ndhNIz95Lu1Y3crroOH27TePNhQNBUYhpdi0JR5bxn6mJmM3ejfuGCSGEEEIIIcRfjAQbRD1pGbv54pt7uGv8ajZuf5PggNZUVZeQeGQFDkcN3p5N6RI/kcVfjqNXl/tQqdW4WgLYuutdTpzaisNRg1qlx+Lqh63WSq2tErOLDxq1kZraUoxGNxwOG1ZrLsGB7VCpdWRk7UanNRIaHE9NTTn5hcdoFTOMvQc+w8s9DLu9impbBQ67DS+PUErKMnEqCnZ7Ff26P4yLiwcJh79i2h0beOGNDhhNrni4hZB87EeahvWmurqE0yUnCQ1sR3FpOh7uoaSeWIdKpcbHKxKj0YOI0C5s2PYaocEdOJW5C7Vai05rQq9zwWR0p6q6BE+PULw9I9h/aBkqlQo/nyiemH6osd8yIYQQQgghhPjL0TZ2BUTjUhQFRVFQq8/cUePn3YxWMcP4ctVU+vd8CF+fKBwOO34+Ubz3yQ0UlmQQHBiHxexLQWEq2/YsYPigF2kVM5SqqhJ8vZuScmwtwf6tqK4up7KqGAUHVdWlPHjnZn7e/ArpmXsY0vdJ1m9/jc7tJlBdVczEUZ8yf9FAnE4HoCbxyNe4ufpTUn7mdgYV4FQchIV0JFLdHS/PULJzDlFankli0jJaRg3ltff74nDa0Kj1dGgz5swtHQmfUFldjKd7CCnH1+Fw2ogM64G3V1MKi06ASkNm9j7iYq5jUN8nCA/pjM1ew6dfTSY4qA0AOq2RcmseigJVNeW4uwXh7hrI3RO/bbw3TgghhBBCCCH+wmRkwz/cvoNfUlFZSM/Od7H4y/HEtx7Nqp+eIDigDakn1uNm8Se6WX/iW9/Cp1/fgadbE2ptleg0BrILkqitqaCqugijwZW2rUay98DnVFYV89Bd29mw/Q1KyrLIykmgT7fpZOUkciprLygOuna8nZ17FzJ9yibmvtEOg94FP59oyqx5qFUasnITMOjdiGsxHFcXX+yOWk6mb0Wt1hIcEFd3+0a3DrfTrePtrPj+MU4XHSO0SQcmjFrMs6+2Iq8gCb3OjM1eg0ajxWarxNurOd4eYZw4tRW9zoSbqz+FJaeIbtofFxdPjp3YiFqtwde7ORqNnrTM3VRVngaVGkVx4HQ60Kh1TBq9lLYtb2jst08IIYQQQggh/pJkgsh/oJ82vkBaxk5OnNpGRvZ+ena+C4Cbr3+LHzc8j4drMAeTvsFs8kajNXLgyEpWrHkEu62SdnE3UVVdQlrmLgpOJ1NmzUat1hIZ1pOd+xYDKvx9Y5j3bncycxJQqzRoNQbyC1I4lLKa0tIstFoD3699igC/Fqzf+hpqtYp+PR8mPXMfBadTKSg8hkZjwM01gAOHl5ORsx8/n2botEbyCpIJCogjr+AoTqedzbveYdf+jzmRvoXC4jTSMnZgrSiiVcxQPN3DAIUmAa1xswTQoe04NCoVNbVWdDojldVFFBSewOGoJTf/EIeTv6VJYDxNAttz/NRm4luPomXUQHR6FxyOGs7E5RQiQrvSJLBNY76FQgghhBBCCPGXJiMb/iGOn9pKaWkOm3e9xcjrXmXbrvfJP51ChzZjcDrtJBxeTuvY4aCCjOz9pJ3aTpk1jzYtbsDV4kermOv4ecs8NCoNCYeX4+sTRWHhcWrtFYAOi4sn8W1uobK6CKPenbSMXZSWZ2KzVaPTuWCtyMfptGEyeOHlGUK5NR+n045GayAypCsl5dnkFSThcNjRaPRYLH4UFBwlwL8lOXkH8PVuTo9Od7Nt93vU2irxcAtGb7CQcuxHTEZPmkf0pKQ8l/LyXLRaAwa9hfzCVPx9ovH2jCAqsi/p2ftxswQQEtyOxV+Mx2avwKBzw883Cqdix9e7OTqtgdQT6zG7+GB31DLplqXMe7sLNns1oPDSk6UYDa7y9AkhhBBCCCGEuAiZs+EfoKbGyp6EJZw4tZXqmnK+WHkP909ez8ofHqOg8DiJR74GFHILkjiUvJpyax4Ohx0Fhe17P0TBibWyiP0HP0et0qLRGqitLSe6WV9OpO+iuroUu6OGpNQfKShMxeLiQ2zUYOJih7F200voTC44nTa8PZtRWHyc7LwSjHo3FBRQqTiRvo1aWyUqlRp3t2D0OhcqKk+j1mjo0fEODh79Fp3GiFqjpsyai5dnOFFN+5JbkIROZ0aFiuTj688ELUoyMehd8fQIRa02oFFrqa4qJ7ppP7JyE/lx4xxUKi0qlRpQExHelZqaMnp2nsaXq+4jJCieGXfvpKj4JJ8su42C08ew2asAmHb7BkxGt0Z9L4UQQgghhBDi70BGNvyP2bX/Ezq2Hcu+g19gMfuyffcCyivyMRrcyczZT2lZNmYXL/R6C7263M13a2fRJLA9mTl76dDmVrbteR+9zkxVdQkGnQtenuFYLH4oTjsFRcfRqHX4eEXiVJzkn05Fo9aeefSjopB/OhUP9xAKi08Q4BtLVm4Cep0FT4+QM090qCqhzJqPw1GDzVZFhzajyS1IRq8zU11dhsHkzunCowzq/QQrf3yMmtpKBvb5D5t3voW7awBuroHU2qtp22IEPTrdxYn0bfyw/jlqbZVkZO9FrzPj6RHK6aLjaDV6FMVJTW0lKpWCXueKw1kDCtgdNfh4RaI4nXh7RdC/9yN8tWoarWKu42DSN/Tuch8btr+J02mjqCQNvc6CRqvnpZmFjf32CiGEEEIIIcTfgszZ8DdWVV1KUUl63XJtbSWbd76Foig0j+hDZWURWXkHURSFA0lfU1VVSpsWIwgP6YxGo6NZRF/Uag2KSsHbM4KkYz9g0LlQVV2Mv280I4a8zG2jP0enNZKWsZuaGisto4fg7RVJREgXLC5eVFYXY9S7YnfUotUaCQvugJdHGL263IvF7IfJ6Ebn9hMoLs3AZPJErdbi4xVJp3bjGTZwLrfeuJC4Ftej0xtxNXvTv+fD7Nz/EUaDG9073kGtzcpd41fhYvIhJz8Za0UeCYe+5rUP+pCeuRsvzzAc9hr8fKIwu3hhcfFGpzXgVJxoNFoMehe0GiNmFy+0GiMGg5nggDYM7PsEOp2Rquoydu5dRNOwXmzd9R4GvYWVPzyGl0cI3TtNoU/Xabz8VIkEGoQQQgghhBDiMshtFH9DC5eOxuziTfPIvqQeX4+3d1OC/dtwKnMnMc0GkFeQRF7BUbJzD1FRWURufjIajR67o5rkY2txOmux2Wt5aX4HFBSiInoxqO8TfPDpjQzo9SgLltxERWUhP218nh82zGHiLUtJSl2DTuWCw26nR+c7WfbtA/Tt/gA79n6E2exD3ulkamrLyczZR2lZNuu2zKNn57vYuP0NsnISuWHIyxw4spJWMUPZuO0NEo8sx9srApPRg6073+XWkR/i7h6Mj1cEiqKwbst/SU3bgFZj4IbBL9O+9Y3sTVxKZk4CrmZ/cnKOUFicRuvYGyi15lBbW4m3ZzjVNaUEB7alrCwHUMgvPEq3jndw8tROrNY81GojxSWncLMEYjS4Ya08za0jF/Hdutl4ujfBqTgZ2u9p+vd+BJutmlOZu1GrNY39lgshhBBCCCHE34rcRvE3kVR4ihivUFQqFdbKQnRaIzqtCZVKxaYdb7Nm/WzKrXnc+q+FbN79Ns3CerFj30dUVOZjMnhid9RiNLjh4uKB1VpAdW05ZpMX5RX5RIR0wcO9CaXluWRk7aZJUAcczlo6tB7D5h3zUanV2Gw1VFQWoNMaaRUzjKKSNLp1uJ2PvhyHqyWQdq1uYO+Bz/H2DEet0lFUkobDaadpeA9OnNpC9453kpmbQG2NlZZRQ9i6ZwE+3pEUFp0kptkAQoPjWbv5Je6/Yz3vf/IvXM1+FJWcorKqmNtGLyU9ay89Ok3B4bDzxoL+BPi1wGL24ejxDZwuSqVNi39x+Oi39Ok2jdYtRuBi8iCv4Cg/bHgON4s/KSfWUVFRiK93JE6nk+sHPkdy6k9cd+1sPvzsZg6nfIuHWwiDrnmCHp2mNPbbLYQQQgghhBB/axJs+Jt4ZOkdjGw5kM5xN/LFN1NRqTRnvmS3HMmufR9RUVWEp1so+YVHMZt8qKm1UlCYCipQnE6cig2z2Y+KinwAPD3DqaosJiykM6eLjlFYdAIAk9ETd9cgjAYLuaePolapaRLYhtSTG4mLGUbzZv1Zv/llXEyenC46gUqlwc01AJUKAvxaknT0e+x2GwaDhX49ZrDv0JdEhHZh6653CfBtSURoZ9Kz9pKbfwQP9xBimw9iQO+H+fbnJxl34yKOntiA2eTFWx8NQa3ScuN1r2F3VLM3cSnX9HiAbXsW4FQchDfpRNuWN7Jl1zsYje7odUbS0neTW3CYljFDSTy0jMljl/Pi/A4Y9BYC/FpyKmMXfbpP5acNc2kXdwtJqWu4deQCsnIPsH7rq4wY/BLdOkxqzLdZCCGEEEIIIf4nSLDhL27H3kU0j+yDyeiBRqPDoDez6PNb6dt9OomHl7N19/tc2/vf7Pwl4ODhFkRG1j58faIoKjqBU3HicNYCEBLUgYzsPQC4WgKxVhRwTY8ZbNrxJp5uYZRZs4hvM5qy8lxqaq3k5B7gmu5nttc6qnE6bFTXlKMoDvp0e5Ctu95Gr7cQ2iQencaAXu9GwuGvsNurGdJvFiqVQnrmbppF9KawOB2d1kD/Xg+j1erZuus9CgqPU1h8En/fWI6nbcTNNQijwZX41jdTWHyK46e2UFySzrgbF7Fh+xt0bDOayqpiXFy8KS3LwcczHLVai8NpZ93WV/D3jcZht+HtFUHHNmN5Y0E/Qpt0IvXEOnLyD+PlHk5wUBsKi05SVp5DeUU+PTrdSVFJOndPWC2PsxRCCCGEEEKIBiLBhr+4M4GD5hgNrlgrTuNi8kKtVjN/4WB6dbmHiJBumEzu7D3wObn5R9hz4DOKizMwGCxU15TiYvSisroQk9GXqurTmF18UBQHtbWV2B3VABgN7oCCp3sIgf5xnMrchavFj5raCpwOO3mnk9FpTYQGd8CpOKioKKDUmkdtjRW93gVvr0hQnFTXWCmz5tCpza24uQey78DnFJdmYjJ60KPTnRxK+RZvz3Bqa6zEt76FMms+NlsF3617hn8N+S9VVUVotQaSjv1MgG8Mnu6hbN+7gPjWozHozRSVnKJVzFDSMvawYfurdGo7jv0Hv0Svd8HV7IdWYyS+zS1kZO9j9A3v8PLb3blh8Iu8tWgwvl7NKC3PwdsrnP69HsHdLQiHvZaCwmPkFiQTGtye+NY3N+6bLYQQQgghhBD/IyTY8Ddgt9dSWHySPYmf0T5uFGkZu1ix5hEiw7px5OgPhAS2RaPRU1Nrpbwij6qqEmptFajVWvQ6C9U1JQDodWYcDgdurv5U15RRVV2C2eQFKhU3Dv0vX307HZPRi/ZxN7Fz70JKrTnotC7Y7FXodWZqbRU0j7yGjKx92GxWopr2J78gmfKKfLp3upOMrD14eUZwMGklnh5hFBQeRaMx4esVSVhIR05l7GJIv6f58LNRNA3vhaI4OV10HEVx4nDUolZrKSvPpXWLEfxryMuYjB58unwySak/YDJ6YHfUEhXRh8NHv6Nr/G3sOfA5Qf4tCA6K52jqT1RUFuLhHkxeYSq+Xk0pr8in3Jp75jYK3xakZ+3hpuveoKQ8k5Cg9qRl7KRTu/G4Ws48NUMIIYQQQgghRMOQR182gpraChwO+++mSzy8glc/G0tq5j4OJK1k8DVPYjH7sXnnfB6YsonSsiwMehdy8g+fuW2iJI1yax5OpxOAiJBuOBw16HRmjAYvVCoNPt4RVNeUMaDXIzSL6IVe70plZTHrt75Gm5Y3UlR8gr0HlhLV7Bo83EIxGNzR61xwOu3ExQznVOYOqmuK0elcyD+dgsnkjrdXU/Yd/Jwh/Z+h4PRR/L1jCA5oTVRkP1xdfIhtfi1bdr6LzV7Doi/GMGzAs5w4tQWdzoivV3MqK4vx92tBoH8rUKlJPLycJ1+K5OOvJuBq9qVdq5twMXlRUVlIja0CFBWulgC6xU/GoHdjw5ZXyDt9FLVWi9HoAYqTltFD8fGMxN83BoPelczsAwT4tSDvdDKulgBMJg+uGzALP59mEmgQQgghhBBCiAYmwYY/2emik7z+QV+OpW2qt77cWsCvB5nkF6Ry+Oj3pKtcmb96Bqcy9vD+JyN57YPeREVew+6ETyguzaBnp3vx9Ykir+AINbUVKIqCm2sAarWe46c2o1JrsduqaRLYGqfTRlzMcOJaXI/DYaOsLBeDwUL7NregAHsTPyXAryXl5XmkntiIVmegprYMm70GtUZPWsZ2TAZPQE2trRK1SkNOfhLWiny8PcNxMXmg05vJK0rheNoWKqoK8feNJiggjs7tJ9AyejDX9vo3vr7RtIoeRnV1GcnHfwS1iryCZI6lbaZ1i+sJCohDrdZwMHk1Xh4RqDU6snITCQ/thlqlw2z2ZN2WeazdOg9vz3Biowah4CAitBvH0jZjd9TSMnow90z8jofv3oVKpcLTI4Ss3AOs3TKPzdvnU11d9ue+8UIIIYQQQgjxDyK3UfxFLFgyCru9hjvHr+TAkZV88c1Umob34GTGDrp2mMy2Xe/iavZnaP9ZpGfvYfuehahQU1VTQmhwB46d3Iy7WwBGozv5BUcJ8G9Bbt4hDAZXamqtGA3u1NSUodHo0OtdKS3LJDy0KxUVpxnQ61FUag0Hj6ygoPAYp4tOYLNXotdbqK2txOziS2VVIRqNFqfTgdNpx2zyoVXsMA6nrMJo8MDpsOHj04xTGTtxOh00j+xDTt4hNBotp4tOMur6tygsPsH+g18AKmz2KtRqLaVlWUSG9qSgKBW9zgVrRT5xLYaTk3sYf79YKiuLOHZyI3q9mZoaKwpO9BozNbZK3N0CcHP1Y/yoTzh2YgMnM3YQHtKZTm1vxWCwUFVdxusf9KVP9wfIyN5L4pEVDO7zJN06yhMnhBBCCCGEEOJqkpENf4IvvrmPrNyDF03j6hpAUEAcAEeOfk/7uFF0bHsrd4z5mkNHvsHhsKNSazh6YgNJqT/h59MMV8uZIEBaxg7sjkpstiqycvZjNvmQkbUHp9OBtSKfjm3Gcl3/ZwCw2aux26sANaGB8TQJbMuqH//D4aTV1Noq0etc8PVuiqs5ALOLD2q1lqqqItRqHS5GTxTFiVptoLK6mEPJq6iqKiHALxaziydp6btwcfHC4bBxPG0TUU37U1qeh5trIFt3vct1/WdTUVmIxeJPaHAHbhj0MjqtmcrqIsqteZhdvFEUhdTjG4gM70ZpaSZ2Ry1arQGNRoe7WzBeHqFo9HoUagnwi6GsPI/k1J/4YePzdI2fhM1WhcFgYdm3D2AyunFtn/+gVWtpEzuCaZPXEhbS4Wq/3UIIIYQQQgjxjyfBhj/BqOvfxKC3UG4tYMGSm+rW19RYAUg8/DUd24zhQNI3rFn3LBqNgc7xEykqOcXp4uPo9WYqq0vIP32UPYmfkJm9n4rKQiqrigHQaPTo9a5nbm1Q6+nbYzrDr52Lj3dzPD3CyS1IxqB3Y9Itn+PvG4vR4EZ05DUkpf7A/kNf4HTaSTmxjvSsvVRWl1BYnEbbliMoLcvG4uKNWqMBFAwGN7QaA/GtR6FRa9CotTicNlKPrycz9yC1tjJMBneaBLXFbq8l5fjP+Ho3Rac1ode58Op7vTEa3KitKcfN4o9OZ6Bj29Fo1FoACovTiI0aTHVtOYeSviW3IAkXkzvNInpRWVVMcWk6NTUVqIHHpx1izMgF6HQm7PYa3Cx+LPhsFF3jJ5NwaDmBfi35avU01Gj4ctX9JBxezo8b51JRWfhnv/1CCCGEEEII8Y+jbewK/FN8/OV4rrt2Dk3De1JdU47NVs3iL8bRsf04iopPkZ61nyD/OGpsFexJXEJYSGdOFx1ny863yS88hgpQnA5qaisxGFwJC+lMbt4R/P1iOZi04pdSNICDr79/gAC/Vri5BpB6Yi1V1SV8smwSdkcVarUeV7MfWbn7qagsIjKsF9U1JTjsdpoEtSEp9QfCmnRm8673cHcNwtMjhEBDHKkn1lNQeBSdzoRWa8DuqMXHqylNgtpz5Oj3aLUGxo/6jOWrH6SkLButRk+TwDYcT9uCWqWjuPQUD9y5FW+PcF59vyel5bkkHllJWJOO7D3wOSajB4F+seQVJKNRabC4+JKRk87JjF1o1VoMOgsxzfqTmLSCQL8WFJdmkH98HU6njciwM4//9PaMQKPVsTfxM8oq8vH1bsqB5FWYTB4cSFpBbPOBREX2abQ+IIQQQgghhBD/FBJsuIrSMnZxuvgEvl7NyMxJICs7kYrKIt7/9F8UFZ/imh4PsSdhCX26TWPZtw9gteZRUVVIoF9rMrP2otUZ0WoNGPSuNIvsTUrqj9hsVWg0OvIKksnOO0RlVSFulkDKrHmAA7VKi1NRyM0/RG7+YQx6d6qrS9DrXbEY/dCodZSWZ2LUexDX4gZST6zDz6c5Ab4R7D3wGSMGv0R+QSppGdupqiqiuqaE0OCOOJ02XEzemF28MOgtAPTsei87di9Aq9GjUesoLDqBSq2mdYvrMbt4k3L8Z+yOGpqGd6G0LIsfNzxHz853ExHanbiY66mqKmb1zzPx8gynuCSdW29cRMKhZRxM+gabvQYP9xAAmgS1485xKzic8j3Bga2JjRpEdXUZ/r7RoFJzOOVbVCoNqSfWk5ufhK9vNNW1Zdw68kPeXTycMTd8QHBgG4wGSyP2BiGEEEIIIYT455AJIq+SpKM/su/QF6hQcU3Ph1n5/cNYKwoICIgjM2sv3p4RuLkG0jyyN00C2/Hh0lGYjJ5EhHRm4/a3UKvVaDR6KioLcDrtqFQaVCoNHm4hFJVkoNFocDiq0Otc0etdUKnUlFtzUKFBwYFO64LNXo1e54JKrSXQL5aamnIcDhul5Tm4uHihRkVpeQ52RzVGgzt6nZkyay56nYkWUUM4dnI9VTXldG47jkMp36JW66ipLcfusGNx8cTHqylj/vUeR45+z9bdH1BTY0WrMdCj0xSy8g6SlPojTocdtUaDl0cYXdpPpKwin583vUjHNmPYuvt9vNxDcThtVNeUodEYqa4pw2zyxM3Vn4LCY0SG9aRz+3F0aDOa79Y+g+JUMJu9URQn7eJu4stVUxkxeB4/rJ/FrSM/ZPf+T6iutdKz812N3QWEEEIIIYQQ4h9LRjY0kJPpO1ix5jHSM/dgMJgBFU6njdtu+ZyEg1+QlZNIVLNraNtiBA57DRq1lqyc/ew98BnurgFUVBbj7RHBz5tewuGsxaB3p6q6FG+PCHQGMzm5iQAUlZwEnDgcABps9kps9koUxQGoUWt0OBwqnE4HRqMbJqM75dZ8qmrKKClOx+Tiid1RQ0lJBvFtbiEr9wCni07i6x1FZs4+4uNuwdMjlC2736ZpWE+8PELZtvsDVCo1KpUab68IbLYqenS5m8073uKDJTdhs1XSs/O95OQdpl3cjZRb8ygsOkGtrZLggDhKy3O4fuDzFBQe4/ufn6ZP9wdIOroGT/cQKqvLsNkr8XRvglZjxN3VH53OhMXsR01tBZGhXdh7YCnHTm4m/3Qyt964mLz8I+gNZvQ6F/x9onn13e4EBcRxKnM3RaXppBxbR4c2YzAZ3RqvQwghhBBCCCHEP5hMEPkHrV3/Brt2r+C19/tyPG0jNnsFlZXFVFYVoSiw6POx7Dv4FVqdC17uYVjMPljM3hxL24TB4E7T8B5U15RTVp5PetZ+HM5aAGpqS9FqDBSVniQnNwFQ0Gj0gBOdzoVAv1YEB8ShURtQFAWtxoRWo6dZeA/AgUoN1dUlOJ0O3CyBeLmFUGuroqQ0HafTTtOwbtTUWNHrXDDqzeh0RhTFweGj32IyutMyagjHTm4i6egP9OhyL2qNDheTJ0XFaQT4tmDd5pfp2HYcttpKAnxj6dx+HAeTv8GgN1NmzeNY2hbcXQNxOh3U1FhJOrqG42mb8PeLITN7P9f1n0XX+MnU2soxm7wpLc9h9A3v4OPdnJoaK8Wl6Uy8+TNimw+kXaub0GoN3H/7OopLTvHZyrv4fu0sThedoKjkFA/fu5vwJp3IzjvMll3vUWrNRlGcjdgrhBBCCCGEEOKfTUY2XIGC3Ezee/9Wsgt3QoUbDrUNrXc1QN3tCzqNgUF9Hyfh0Ao0GjUmowe7D3xG6xbDCW/SmfVbX8PHM5IDR77DYHBFwUZJaQZNw3tzPG0TZpMPBoMFd7dgTqZvASAsqDNZefuxmHyprCrB3zcKp2IDnDgVG26WADQaHf8aMo+CwmPsO/gFpWXZgJOSsgwUHAB4uodwKmsvWq0endZEdY2VQP+W5OQdoqq6mLLybFJPbuCaHg/iavEj+diPqFUaKqqKUJxOjqR+h9nFm517P8TTI5TCklOs+uEJHPZa3lo0mCD/OJqG98CgM6PTGsnKSeBQ8rf07jaV1BMbOV20DTfXAE6c2gyKCoBR171BVk4ih5JXEd/6FkwGNxYsuQmn00afbtNo2/IGFEVh254PGNz3SXbtX4zR4EqQfysOHlmJxeLH92tn4eURzvUD5+Bi8miEniGEEEIIIYQQAiTYcFnSs/ZzJPknVi17HptNj6bGH5VnAYraDkC7VqNIOLSMyLButIq+Hg/3YE4XHaW8Ip8ene+hzJpDQeEJvvp2Br7ezck7nYLJ4I3NUfHLCAUnaenbaRLYDputEofTjqvZDwCD3o2KqnzatryRnfs/wsM9mPDQbmTnHqayugSn0065tYBjaZtJPrYOp7MGV7Mf7m5NKC3LQKPWoVbpcDhqqKouPXPrgmc4JSXpaDQatu56F7VKj69XczQaPd073MHQ/k8BkJmTgN1eg59Pc4x6N/KKUtFodCiKkw5tRvPV6umYXXyprC4htvkgFMVBq5ih7DvwOaerimjdYgTl1gKKitK4ts+/OZzyLSVlWXRoM5Z9B77AWlnAvkNfUF6ej05roF/Ph3A1++LuFkxWbiKlZdkcSvmeVT8+QXrWHsJDOjNi8At4e4ajUqmpqC5mUJ//0KndeKwVBVjMvo3WR4QQQgghhBBCyASRv6u2upqPP7+TfT/shOATqCt8UCpMnKr0YWC/plQ5M6mozKVNixEYDGaCA9uy/+CXdOtwO0tX3k37uJs4enwd2XmHcTptNAvvxdETG7A7quDMAy0BUKu0KKhRlFpMRi/Uai1V1UVnJodEi4IdN0sQZdbsX9Lr8POJoqAwFYfTjqd7CGXWXByOGgD0elcc9hp8PCOpdVRjteZjs1cDTlQqDX7eUeSdTsJk9MTTPZTsvMS6Nut0LqjQotcZCA3uSKk1Gx/PphQWnyQzZz9BAa3JyT2Cm5s/vt7NKSw+SXl5PnZHJbHNBxLo3xK7vZYh/Z/mxTfjiQjtRrOI3vTsfCcAP216kdCgDpwuPkHz8N5k5OxjzYbnKCnJxNXVnwk3fcT3a5/hZMZO2rQYQUhwBzbvmE9B4QncXQMpr8ijX88ZpGXsICN7P26WAB6buh+VSvVndg0hhBBCCCGEEBcgIxt+x+dvvMr+zG8weQWiPTUUb89w+j/UAxeTB03DezJ9ZlPc3Qz06DwFh8PO+q3/xem0czxjOyaTB3kFyYwc+l+Sjv3Irv2LaRLUjuTjP51TjlOx1/1eVV2EWq1HcUJEWE9KS05RWp5HmTUbtVqPUW+hqrqUkrIMfH2icHMNIvX4WsxmHyoqClBQ8PeJRq93obg0g7KyLAwGd1wtfpSV5WGx+FBmzUGvM9G761RcTB4s/+4hPNxC6NphMj9vep5auxUFB9aqQjq2GUvqyY0Ul6ajVuvw8YxAp3WhqPgElVWFmE3e1NRY6Rw3jpuue53nXm9NaVkOocEdqK4pJzK8J4eSV9Gz851YKwvZuW8RP218gWYRvdmbuJRWMcPQqLXU2iooLk5j4/b5nMzYRYe2Y9l/cBlpGXuoqbWiUqlxqhTMJi9KSrMIb9KZ5pHXoNeZJNAghBBCCCGEEH8hEmz4HWNnPMJNtnsxGlwBKCkoxMPXu277a8+mkXpiHT9tfI8WUX1wOG107zSFIP9WdGk/gW9/msmR1B8os+ZRbj2Nu2swTufZwML5BpVoAAXnLxNFpmfuqhutABDk3wprxWmqakpRq/Tk5h+mrCwHBQcWFx8cDhtV1UWEhXRh+573cTpt+Pu1oqAgBb3ehMXig5trAFFNx1BTXcGpzF3Etx5N07Du2B21uJq98faKoLw8n4qqQtTAoeTVlFvziW1+LXkFRzmS+gPNwnpgrSzA3y+WYyc3YTS4ojid7Nj7Ia1jb2Dr7ndJPvYT/r6xrPjuYYxGVxIPr+Rkxg66xE9m7aaXyMxOwFpRQHbeAZpH9iUipAtl5Tm0jBrK3sQl+HhGYKutILs8EwCdzkygbwyxzQfSp9vUq/BuCyGEEEIIIYRoCPI0it+hVqvrAg1AvUADgEajIab5AAoyxvLO+0tpFzeK8JDOuFr88HQL4taRC/B0b8KWnW+jKE5W/PDwJZT6/09ScDhs6LQudcv5p09gt9eiKA5MJjfczAEE+LdArdLi5RlOu7gb6dH5bg4cXkZYUAcMegsalQYFherqUmpqrDidNtLSd7Bt7/ucOLWVnza/QF5BCn26TqWgKJXTRSewOapxNfvRvOk1lJRnE9fieoID2xIUEIfZ5EXqyY0E+rXCbq/BYvYlvElnvD0jWL/1NUrLzzwNom+36WjUepoEtSO8SUeSj/1EyrGfaB17Pa1ih1FaloWvTzM6tB2Lh1sTBvR6jOy8Q2zc8RrRTfvRtcNkmkX05JoeD6PTuqACjqdtwWT04Pu1sygqPvVH314hhBBCCCGEEFeBjGxoINOmtQEW1y1/8c1URl3/BgAVlcV4uAVTWp6NyeCFzVaJCh0Ktl9Sn70FQAEc6HUmNBoT1w2YxeqfZlJVXYxKpUVR7NTayqi1lQBQWV1KVVUhVTUloFJx5OgaAv1jyT+dSkhQezJzE9FoNGTl7kelUmPUuwFQa6umqCQDL/cwqmqKqa4uw83Vn2NpW9i6+x28PCIoK88nKKQNzcJ7sX7rf2kfdzMffTEa0FBanoVB74arJYDM7H0oODmWtomUE2vp2/0BXIzuHNFocThraRp+5hGbmTkJ3DBkOlt3vcfLb3UlODAOd7dgrBWnUaGiW4fJ2B01xDYfSGiTeL796SkycxLILTiCi4sPJpMHPTrdRZPANrRucT2FxWl4uDf5E95ZIYQQQgghhBCXS0Y2XCXdO02p+71F1EDaxd1EXOz1BPi3RK3SYTC4YtR7okKLyejJ2VsqzCYfam1V2B3VrN08D63GgJ93NBqNDp3OwplRDxpARVVVIVqtCZu9BqfThlqtokv7SbhZ/Mk/nUKvrlPp1vFOVKhpHtGXmtpy/HzPTCoJ0K/XQ3h6hFNbY6XWVs3+Q18QGdqTm4e/TVBAS9KzdrFpx1uoVVpe/6AvGo2RmKb9cLMEEd20PyfSt1BVXYKfdxR2Rw0atZ6s3APsP7SMIP84yq0FnMrcjd1ew+nikyz49EZ27l+Mv280FVWldGk/AcXpIDv3IDv3LWLnvkUEBcRxKOlbKquKqLVVUWbNp6DwKEH+rejTbSqtW1wPgLdnOGq15s99U4UQQgghhBBCXBIJNlwlwQFxACSn/sxbHw2hfdworu39b3LyEunf+2HUaqixlRMU0IKq6mI0agMALi6eWEx+OOx2SsuyKa8opKq6BLu9GhQVep0FrVZHk6D2GHQWPN2aoNXqcXHxQYWOXfsXE+jfisqqYsrKc9FrzYCaY2mb6NphMiWlWXh7RGCzVbFx+xsUFh2nutaKSq3C6bDjVGx89PloCgpT0WoMHDn6PUajBw6njfLyXBKOLMdaeZpDySvx8gjHqdg5+0ATp9NGyrGfKK8oICK0G0tX3klB4TGaBLYjLLgjpdYcTEYPqmpKCPSLJrpZf1BBVu5BjEZ3WkYPYd/BLxh30yKm3b4Bd0sATcO6067VSLp1mIyLyaOR3k0hhBBCCCGEEJdDHn35J8g7fZTDyd/SNLwnm3bMZ/A1T7IncQkRIV1Jz97LvsTPKavIx1pRgFatJTCgFVm5B7DZqtFqDNgd1b88GtOJVmNArdahKA4czlo6tr6VxKSvsdtraB7ZB3fXYDKy95CZk0BsswGkZe6mqroML49QbPYqKiuLARUOZy1qtRqn006vLvdxPG0zDocdtUbL6cLjuJg8KSnLRKsx0iSwLRVVp6mtraLMmodKBaFB8WRk7/sl2ODE27MprhY/iorTKLPm4OHaBLPZG2tlIS5Gd3LyD2N28cXN7E9B8TGGD3yRU1k76dxuPNFN+1FZVYyLyRNFUdBo5O4eIYQQQoj/FSqViq+//poRI0Y0dlWE+EPCw8OZPn0606dPB87t28nJyUycOJGEhARiYmJISEj40+vYp08f2rZty6uvvvqnl/1bMrLhT+Dn3ZzqmnLyT6dw68gP8fGKYFDfx4ludg39ejzInRO+oWl4d5qGdkWl1pCdewi9zkyTwPa/5KCgUmsI8G1Bp7a34ubqj6I4cThq2ZX4CYH+LQkJbk9+wVF2JXxEQeFxDHoLpzL3YrPXoFFr0OtdaBrWg6im/fDwCKZfjxnENBsIwPG0rQDU2Kz4eEbQofVohg9+kd5d70evd6Gg8Bg+XpFYK/MJ8I2lTcsbKCg8Ru9u92E0uOPuGkx1TSklZVnEtxmNv08LLBZfOrUbh9NhJ7fgKAD+3s2JiRpIj053Ed96FCMGvkBs82tRqzVYzD6o1RoJNAghhLgk27dvR6PRMHTo0HO2ff3113Tp0gV3d3dcXV1p2bJl3T+GAIsWLUKlUqFSqdBoNHh6etK5c2dmzZpFaWnpOfnl5uYydepUIiMjMRgMhISEMGzYMNauXXs1myj+wS6lz4WHh9f1Y5PJRHh4OKNGjWLdunXn5Ld792769euHh4cHnp6eDBw4kMTExIvW4Wz+O3bsqLd++vTp9OnT57Lak5OTw+DBgy9rH/G/beLEiahUKubOnVtv/YoVK+o90n7Dhg2oVCpKSkrq1mVnZxMXF0evXr3O+5kN9c8Ps9lM+/bt+fLLLxu8Hb/t20899RRms5mUlJSr/jfifMcGYPny5cyePfuqln2pJNjwJ1CpVAzp9yQd246td/IAqNUaPNyCuO2Wz7h+0Fz8fWPw8gzHZHQjM2cPQQFx+HhFo1apyStIZuueDygoPIrNXonR4IleZ6K2poK09D2UWXPRaU10ajOWmtpybPYqPN2b4OHehLLyPBIOf0V23gH6dJ2KwWCmoqKArvGT0euNVNeUcfuYrxja/xlOFx/Has0jwC8WL48wvDzDCPJvTf+eDxPTvB/ulgBGDn2FLu0nodeb8faK4Pprn+OaHg9y4MgKUCn4eDUltvlA/H2jMRldaRbRm7gWw2kRNZAbr/svbq7+eLgHN84bIoQQogE5gA3AZ7/8dPwppS5YsICpU6eyadMmsrOz69avXbuWm2++mZEjR7Jr1y727t3LnDlzsNls9fZ3c3MjJyeHzMxMtm3bxpQpU1i8eDFt27atl19aWhrx8fGsW7eOl156iYMHD7JmzRr69u3Lvffe+6e0VTQuxemkMCuZ7NSdFGYlozidv7/TH3A5fW7WrFnk5OSQkpLC4sWL8fDwoH///syZM6cujdVqZdCgQYSGhrJz5062bNmCq6srAwcOPOe8+C2j0cijjz76h9sUEBCAwWD4w/mIq8jhhN1p8P3BMz8dV7efw5n+9cILL1BcXHzJ+xw/fpwePXoQFhbGDz/8gLu7+wXTnj0/9u/fT8eOHbn55pvZtm3bedPW1tZedv3h3L796/p5e3tfZM8Lu9K6nOXl5YWrq+vvJ/wTSLDhLyQkqB0ajY57J37H0P6z6dVlKtU1JVRWFWB28aFbxzvQ60x16atrSjGbfcktSEZRbLiYPKmuKWPz7ncADUaDG1VVpRQWn8Jur8LXJwoXowcHklZRUHQCp+Ig5fjPDBvwHL7ezVmy/A5W/fQEUZF9UanUNAlsi7tbEE6ng8yc/RQWn+TI0R/Qas2kpm0kKKAVt478kB6d7qSi8jS5eYe4Z+J33Hvbj5zK2k1VdSnXDZjNtDs2MP2ODQzo/QixzQc03gEWQgjRwJYD4UBfYMwvP8N/WX/1WK1WPv/8c+6++26GDh3KokWL6ratWrWK7t278/DDDxMdHU1UVBQjRoxg/vz59fJQqVQEBAQQGBhIbGwskydPZtu2bVitVh555JG6dPfccw8qlYpdu3YxcuRIoqKiaNmyJQ8++OA5V3zF/57cE3vZ8Okj7F71EgfWvsfuVS+x4dNHyD2x96qVeTl9ztXVlYCAAEJDQ+nVqxfvvfceM2fO5MknnyQlJQU4M6y7qKiIWbNmER0dTcuWLXnqqafIy8vj1KmLP0Z8ypQp7Nixg+++++6CaXbv3s2AAQPw8fHB3d2d3r17s2/fvnppVCoVK1asAKBbt27nBDAKCgrQ6XRs2rQJgJqaGh566CGCg4Mxm8107tyZDRs2XMrhE1dibRIMeQ3u+Aj+vfzMzyGvnVl/FfXv35+AgACef/75S0p/4MABevToQdeuXVmxYgUmk+mi6c+eH1FRUcyfPx+TycSqVauAMyMfZs+ezfjx43Fzc2PKlDOT+y9btoyWLVtiMBgIDw9n3rx5Fy3j131bpVKxd+9eZs2ahUql4umnnwYgIyODUaNG4eHhgZeXF8OHDyctLa0uj4kTJzJixAjmzJlDUFAQ0dHRAHz88cd06NChrh1jxowhPz8fOBOU7Nu3LwCenp6oVComTpwInLmN4tej+cLDw3nuuee47bbbcHV1JTQ0lPfee69eO7Zt20bbtm0xGo106NChboTJH70NRIINfyEajY4H79yMp0cIHduOZtT1r3P7mGXcPmYZ4278EL3exOzHMrhh8DzCmnQm0K8FFRWncSp2VGo1JWXZuFoCUKElMrQrg/o+Qad2Y/DxjECrNdA0tDuB/i05fnITAb6xBAW2xmj0YNf+j+jV9V5axQzlmh4zOJD0Ddv3fsiSr28nPKQzocHtufG61/DxaopWo2Pbnnepri4DoKjkFNm5Bwlr0okbr3uNZd8+gJd7E/5z/wGahnenWUTPuskyf23Fmkepqj7/sCchhBB/B8uBG4HM36zP+mX91Qs4fPHFF8TExBAdHc2tt97Khx9+WDdZcUBAAIcPH+bQoUOXna+fnx9jx47lm2++weFwUFRUxJo1a7j33nsxm83npPfw8PijTRF/Ybkn9pLw41vUVNS/6lpTUUzCj29dlYBDQ/S5adOmoSgKK1euBCA6Ohpvb28WLFhAbW0tVVVVLFiwgNjYWMLDwy+aV0REBHfddRf//ve/cV5gREd5eTkTJkxgy5Yt7Nixg+bNmzNkyBDKy8vPm37s2LEsXbqUX08b9/nnnxMUFETPnj0BuO+++9i+fTtLly7lwIED3HTTTQwaNIjU1NTfbb+4TGuT4KEvIK+s/vr8sjPrr2LAQaPR8Nxzz/HGG2+QmfnbvyX1bdu2jd69ezNy5Eg++eQTtNrLu/Vaq9Wi0+nqjRp4+eWXadOmDfv372fmzJns3buXUaNGccstt3Dw4EGefvppZs6cWS+gfTE5OTm0bNmSGTNmkJOTw0MPPYTNZmPgwIG4urqyefNmtm7disViYdCgQfXqsnbtWlJSUvjpp59YvXo1ADabjdmzZ5OYmMiKFStIS0urCyiEhISwbNkyAFJSUsjJyeG11167YN3mzZtHhw4d2L9/P/fccw933313XUCyrKyMYcOGERcXx759+5g9e3aDjGgCkBvk/+KCAloBUFKaRcqJdZhNnljMvnRoO4a+3e4H4MPPx1BbY8Vmq8TNNYg9iUvo0WkKVdWllFecZtTwN7FWFrFs9TRMRg9CmrQnPWs31dVlVFWXMrT/bDw9muDr1ZTKqmI6tB1DeJPOmIxupBxfy4Dej7L8uxlk5iTQovkgmgTF4+sdCUDr2OGAgqvFD4B7Jp6JfJuMbhdtV5f2kzAaLp5GCCHEX5UDmMbZxzbXpwAqYDownDOPa25YCxYs4NZbbwVg0KBBlJaWsnHjRvr06cPUqVPZvHkzcXFxhIWF0aVLF6699lrGjh17ScO4Y2JiKC8vp7CwkLS0NBRFISYmpsHbIP7aFKeTpK2fXTRN8tal+Ie3Q6VuuGt3x44d+8N9zsvLCz8/v7orp66urmzYsIERI0bU3cfdvHlzfvjhh0v6wvbEE0+wcOFCPv30U8aNG3fO9muuuabe8nvvvYeHhwcbN27kuuuuOyf9qFGjmD59Olu2bKkLLixZsoTRo0ejUqlIT09n4cKFpKenExQUBMBDDz3EmjVrWLhwIc8999xlHQ9xEQ4nvLjm4h/lL66BPtGguTrXqG+44Qbatm3LU089xYIFCy6a7uabb+bNN9+87DJqa2uZN28epaWl9frrNddcw4wZM+qWx44dS79+/Zg5cyYAUVFRHDlyhJdeeqnuS/7FBAQEoNVqsVgsBAQEAPDJJ5/gdDr54IMP6m6nX7hwIR4eHmzYsIFrr70WALPZzAcffIBer6/L77bbbqv7PTIyktdff52OHTtitVqxWCx4eXkBZwLlvxeIHDJkCPfccw8Ajz76KP/9739Zv3490dHRLFmyBJVKxfvvv4/RaKRFixZkZWVxxx13/G6bf4+MbPibcHMNpEfHKXXLJqM7R4+vR1EUuv7yxX3q5J+ZMGoxb8yxY7H4Ulqew7G0jeTkH6ZFswE8eOcm2rQcQad246muKaNZeE9mP3IST48mAAT6t6RpeA+u6T6dyLCuBPq3xN0tmKPH1zGo70yefTSdm4a9zs3Xv8Ggvo8D4GrxrQs0XI4Av5hz5q8QQgjxd7GZc0c0/JoCZPySrmGlpKSwa9cuRo8eDZy5WnXzzTfX/ZNqNpv59ttvOXbsGE888QQWi4UZM2bQqVMnKisrfzf/s1dbVSoV8sCuf66inKPnjGj4reqKIopyjjZouQ3V5xRFqfs/q6qqismTJ9O9e3d27NjB1q1badWqFUOHDqWqqup38/L19eWhhx7iySefPO+95Hl5edxxxx00b94cd3d33NzcsFqtpKenXzC/a6+9lk8//RSAkydPsn37dsaOHQvAwYMHcTgcREVFYbFY6l4bN27k+PHjV3pIxPnsSz93RMOvKZzZvu/872VDeeGFF/joo49ISrrwKIrhw4fz9ddfs3nzpf9defTRR7FYLLi4uPDCCy8wd+7cepMKd+jQoV76pKQkunfvXm9d9+7dSU1NxeG4svmIEhMTOXbsGK6urnV92cvLi+rq6nr9OS4url6gAWDv3r0MGzaM0NBQXF1d6d27N8AFz62Lad26dd3vZ28jPHtLRkpKCq1bt8ZoNNal6dSp02WXcT4ysuFvQq1W4+UZBkDn9meiyj9tfIHIsO7ENh9wzlwILaIGEdt8INf0eACL2QcAi8WHGwa/CEDvLvdcUrntWo2st6zTGS+QUgghxD9HTgOnu3QLFizAbrfXXfGEM1+sDAYDb775Zt1kYU2bNqVp06bcfvvtPP7440RFRfH5558zadKki+aflJSEm5sb3t7eaDQaVCoVycnJDd4O8ddWU3lpt3pearpL1bx58z/c5woLCykoKCAiIgI4M2ogLS2N7du3o/5lFMaSJUvw9PRk5cqV3HLLLb+b54MPPshbb73FW2+9dc62CRMmUFhYyGuvvUZYWBgGg4GuXbtedJK7sWPHcv/99/PGG2+wZMkS4uLiiIs7c9ut1WpFo9Gwd+9eNJr6I6MsFsslHwdxCU6f/1aXK053hXr16sXAgQP597//fcERBO+++y6PPPIIgwcP5rvvvqNXr16/m+/DDz/MxIkTsVgs+Pv7n3Oh83y3KjU0q9VKfHx8XXDt13x9fS9Yl4qKCgYOHMjAgQP59NNP8fX1JT09nYEDB17RBJI6na7eskqluuCtUQ1JRjb8jQ3o/Sharf6C21UqVV2gQQghhGg4gQ2c7tLY7XYWL17MvHnzSEhIqHslJiYSFBTEZ5+df9h7eHg4Li4uVFRUXDT//Px8lixZwogRI84E+b28GDhwIPPnzz/vvr993Jj432FwufAM91eS7lI1RJ977bXXUKvVjBgxAoDKykrUanW9L1pnly/1y4bFYmHmzJnMmTPnnLkYtm7dyv3338+QIUPqJtY7ffr0RfMbPnw41dXVrFmzhiVLltSNagBo164dDoeD/Px8mjVrVu91dmi6aCA+l/jEgktN9wfMnTuXVatWsX379vNuV6lUvPfee4wdO5YhQ4awcePG383Tx8enrt9cyojq2NhYtm7dWm/d1q1biYqKOifwdanat29Pamoqfn5+5/Tniz1JIzk5mcLCQubOnUvPnj2JiYmpG4lw1tmREFc66uKs6OhoDh48SE1NTd263bt3/6E8z5JggxBCCCEuU0+gCWdu6D0fFRDyS7qGs3r1aoqLi5k8eTKtWrWq9xo5ciQLFizg6aef5pFHHmHDhg2cPHmS/fv3c9ttt2Gz2Rgw4P9HASqKQm5uLjk5OSQlJfHhhx/SrVs33N3d6z33ff78+TgcDjp16sSyZctITU0lKSmJ119/na5duzZo+8Rfh1dgFAaz50XTGM1eeAVGNXjZl9PnysvLyc3NJSMjg02bNjFlyhSeffZZ5syZQ7NmzQAYMGAAxcXF3HvvvSQlJXH48GEmTZqEVqutm83+UkyZMgV3d3eWLFlSb33z5s35+OOPSUpKYufOnYwdO/Z3nxJgNpsZMWIEM2fOJCkpqe62KDhzn/zYsWMZP348y5cv5+TJk+zatYvnn3+eb7/99pLrKy5B+1Dwd7v4R7m/25l0V1lcXBxjx47l9ddfv2AalUrFO++8w/jx4xkyZEiDP6FkxowZrF27ltmzZ3P06FE++ugj3nzzTR566KErznPs2LH4+PgwfPhwNm/ezMmTJ9mwYQP333//RSfFDA0NRa/X88Ybb3DixAm++eabujlXzgoLC0OlUrF69WoKCgqwWq1XVMcxY8bgdDqZMmUKSUlJ/PDDD7z88ssAf/i2dwk2CCGEEOIyaYCzs17/9h+Rs8uv0tCTQy5YsID+/fuf92rQyJEj2bNnD56enpw4cYLx48cTExPD4MGDyc3N5ccff6x7nBicmX07MDCQ4OBgunbtyrvvvsuECRPYv38/gYH/PyIjMjKSffv20bdvX2bMmEGrVq0YMGAAa9eu5e23327Q9om/DpVaTWz30RdNE9P9lgadHPKsy+lzTz75JIGBgTRr1oxx48ZRWlrK2rVr680kHxMTw6pVqzhw4ABdu3alZ8+eZGdns2bNmnp9/ffodDpmz55NdXV1vfULFiyguLiY9u3bM27cOO6//378/H5/Pq+xY8eSmJhIz549CQ2t/2V24cKFjB8/nhkzZhAdHc2IESPYvXv3OenEH6RRwyODzvx+oY/yRwZdtckhf2vWrFm/O9pGpVIxf/58Jk2axNChQ1m/fn2Dld++fXu++OILli5dSqtWrXjyySeZNWvWJU0OeSEuLi5s2rSJ0NBQ/vWvf9U9arm6uho3twtPlu/r68uiRYv48ssvadGiBXPnzq0LAJwVHBzMM888w2OPPYa/vz/33XffFdXRzc2NVatWkZCQQNu2bXn88cd58sknAerN43AlVIrMfiSEEEKIK7KcM0+l+PXVmRDOBBr+1RgVEqJB5Z7YS9LWz+pNFmk0exHT/RYCIuMbsWZCNKC1SWeeOvHrySL93c4EGvrFNl69RKP59NNPmTRpEqWlpb87UuliJNgghBBCiD/AwZmnTuRwZo6GnlyNx10K0VgUp/PM0ykqSzG4uOMVGHVVRjQI0agczjNPnThdfmaOhvahf9qIBtH4Fi9eTGRkJMHBwSQmJnLffffRp08fPvnkkz+UrwQbhBBCCCGEEEKIf6gXX3yRt956i9zcXAIDAxkxYgRz5szBxcXlD+UrwQYhhBBCCCGEEEI0KBkbI4QQQgghhBBCiAYlwQYhhBBCCCGEEEI0KAk2CCGEEEIIIYQQokFJsEEIIYQQQgghhBANSoINQgghhBBCCCGEaFASbBBCCCGEEEIIIUSDkmCDEEIIIf7n9enTh+nTpzd2Nf4UEydOZMSIEXXL/6S2i7++8PBwXn311bpllUrFihUr6paTk5Pp0qULRqORtm3b/un1AzlnxNW1YcMGVCoVJSUll73vbz/fL8Vvz7k/kwQbhBBCCPG3MXHiRFQqVd3L29ubQYMGceDAgYvut3z5cmbPnn3J5aSlpaFSqUhISPiDNW58l9v2P/KPsGgYubm5TJ06lcjISAwGAyEhIQwbNoy1a9fWpQkPD687D0wmE+Hh4YwaNYp169adk9/u3bvp168fHh4eeHp6MnDgQBITEy9ah1/nbzabad++PV9++WWDtzUnJ4fBgwfXLT/11FOYzWZSUlLqtfdquFBfv9xzRly+s5/lc+fOrbd+xYoVqFQq4PzvT3Z2NnFxcfTq1YvS0tLfLUdRFN577z06d+6MxWLBw8ODDh068Oqrr1JZWQnA008/XdfXtVotPj4+9OrVi1dffZWamprz1vvXr0GDBp1T7rfffkvnzp0xmUx4enpedoDgQl577TUWLVrUIHmddTX/3kmwQQghhBBXzKHA9hpYUXXmp0O5+mUOGjSInJwccnJyWLt2LVqtluuuu+6i+3h5eeHq6nr1K3ceNputUco9qzHb/r/A4XCw4WACn21cx4aDCTgcjqtaXlpaGvHx8axbt46XXnqJgwcPsmbNGvr27cu9995bL+2sWbPIyckhJSWFxYsX4+HhQf/+/ZkzZ05dGqvVyqBBgwgNDWXnzp1s2bIFV1dXBg4c+Lt982z++/fvp2PHjtx8881s27btvGlra2uvqL0BAQEYDIa65ePHj9OjRw/CwsLw9va+ojyvtC5n/RPPGafTSXLyEXbs2EZy8hGcTudVL9NoNPLCCy9QXFx8Sel/3Td++OEH3N3df3efcePGMX36dIYPH8769etJSEhg5syZrFy5kh9//LEuXcuWLcnJySE9PZ3169dz00038fzzz9OtWzfKy8vr5fnrv0E5OTl89tln9bYvW7aMcePGMWnSJBITE9m6dStjxoy5pDZeiMPhwOl04u7ujoeHxx/K60+lCCGEEEJcge8qFaVjrqI0yf7/V8fcM+uvlgkTJijDhw+vt27z5s0KoOTn519wv969eyvTpk2rWw4LC1PmzJmjTJo0SbFYLEpISIjy7rvv1m0H6r169+5dt+39999XYmJiFIPBoERHRyvz58+v23by5EkFUJYuXar06tVLMRgMysKFC+vqPWfOHMXPz09xd3dXnnnmGcVmsykPPfSQ4unpqQQHBysffvhhvXqnp6crN910k+Lu7q54enoq119/vXLy5Mm67Xa7XXnggQcUd3d3xcvLS3n44YeV8ePH1ztGv2374sWLlfj4eMVisSj+/v7K6NGjlby8vHr1//VrwoQJiqIoisPhUJ577jklPDxcMRqNSuvWrZUvv/zygsf8f8GyrZuUJhNvVhjWr+7VZOLNyrKtm65amYMHD1aCg4MVq9V6zrbi4uK638PCwpT//ve/56R58sknFbVarSQnJyuKoii7d+9WACU9Pb0uzYEDBxRASU1NvWA9fpu/zWZTXFxclMcee6xu+6xZs5Rx48Yprq6udf3kq6++Ulq0aKHo9XolLCxMefnlly+aL6B8/fXXdb//+vXUU08pivL758HZ8+vZZ59VAgMDlfDwcEVRrryvX+7nhaIoytatW5U2bdooBoNBiY+PV77++msFUPbv33/BY/xXsWfPLuXBB+9TJk0aU/d68MH7lD17dl21MidMmKBcd911SkxMjPLwww/XrT973BRFUdavX68ASnFxsZKYmKgEBAQoY8aMUWw22yWV8fnnnyuAsmLFinO2OZ1OpaSkRFEURXnqqaeUNm3anJMmKSlJ0ev1yuOPP16v3r/9G/RrNptNCQ4OVj744IMLpjnbrtWrVytxcXGKwWBQOnfurBw8eLAuzcKFCxV3d3dl5cqVSmxsrKLRaJSTJ0+eU35ZWZkyZswYxcXFRQkICFBeeeWVBv1790fJyAYhhBBCXLbvq+DOEsj5zcWvXOeZ9d9X/Tn1sFqtfPLJJzRr1uyyr4LOmzePDh06sH//fu655x7uvvtuUlJSANi1axcAP//8Mzk5OSxfvhyATz/9lCeffJI5c+aQlJTEc889x8yZM/noo4/q5f3YY48xbdo0kpKSGDhwIADr1q0jOzubTZs28corr/DUU09x3XXX4enpyc6dO7nrrru48847yczMBM6MiBg4cCCurq5s3ryZrVu3YrFYGDRoUN2V23nz5rFo0SI+/PBDtmzZQlFREV9//fVF222z2Zg9ezaJiYmsWLGCtLQ0Jk6cCEBISAjLli0DICUlhZycHF577TUAnn/+eRYvXsw777zD4cOHeeCBB7j11lvZuHHjZR33v4vl2zZz49xnyCw8XW99VuFpbpz7DMu3bW7wMouKilizZg333nsvZrP5nO2XckVz2rRpKIrCypUrAYiOjsbb25sFCxZQW1tLVVUVCxYsIDY2lvDw8Euum1arRafT1Rs18PLLL9OmTRv279/PzJkz2bt3L6NGjeKWW27h4MGDPP3008ycOfOSh33n5OTQsmVLZsyYQU5ODg899NAlnQcAa9euJSUlhZ9++onVq1cDV97Xz+dinxdlZWUMGzaMuLg49u3bx+zZs3n00Ucv+dg2pr17dzN//qsUFxfVW19cXMT8+a+yd+/uq1a2RqPhueee44033qj73Dufbdu20bt3b0aOHMknn3yCVqu9pPw//fRToqOjGT58+DnbVCrV746MiImJYfDgwXWf/2dt2LABPz8/oqOjufvuuyksLKzbtm/fPrKyslCr1bRr147AwEAGDx7MoUOHzsn/4YcfZt68eezevRtfX1+GDRtWb7RRZWUlL7zwAh988AGHDx/Gz8/vnDwefPBBtm7dyjfffMNPP/3E5s2b2bdv3znpruTvXYNosLCFEEIIIf4R7M5zRzT8+hWSrSidcs+ka2gTJkxQNBqNYjabFbPZrABKYGCgsnfv3ovud74rPbfeemvdstPpVPz8/JS3335bUZT/v+r526uSTZs2VZYsWVJv3ezZs5WuXbvW2+/VV189p95hYWGKw+GoWxcdHa307Nmzbtlutytms1n57LPPFEVRlI8//liJjo5WnM7/P5A1NTWKyWRSfvjhB0VRFCUwMFB58cUX67bbbDalSZMmFx3Z8Ftnr3yXl5crilL/auJZ1dXViouLi7Jt27Z6+06ePFkZPXr0BfP+u7Lb7eeMaPj1SzWsnxIy6RbFbrc3aLk7d+5UAGX58uW/m/ZCIxsURVH8/f2Vu+++u2754MGDStOmTRW1Wq2o1WolOjpaSUtLu+T8a2pqlOeee67uauzZ7SNGjKi3z5gxY5QBAwbUW/fwww8rLVq0uGC9+dXIBkVRlDZt2tSNaFCUSzsPJkyYoPj7+ys1NTUXbdOl9HVFufzPi7ffflvx9vZWqqqq6tK8//77f/mRDQ6H45wRDb99zZhxX73PrYby6yv0Xbp0UW677TZFUc4/skGv1yvjxo277DJiY2OV66+//nfTXWhkg6IoyqOPPqqYTKa65c8++0xZuXKlcuDAAeXrr79WYmNjlY4dO9Z9Fnz22WcKoISGhipfffWVsmfPHmX06NGKt7e3UlhYWK9dS5curcu3sLBQMZlMyueff64oypmRDYCSkJBQrz6/Pm5lZWWKTqerN8KspKREcXFxaZC/dw1BRjYIIYQQ4rLsqj13RMOvKUC280y6q6Fv374kJCSQkJDArl27GDhwIIMHD+bUqVOXlU/r1q3rflepVAQEBJCfn3/B9BUVFRw/fpzJkydjsVjqXs8++yzHjx+vl7ZDhw7n7N+yZUvU6v//18vf35+4uLi6ZY1Gg7e3d10dEhMTOXbsGK6urnVleXl5UV1dzfHjxyktLSUnJ4fOnTvX5aHVas9b9q/t3buXYcOGERoaiqurK7179wYgPT39gvscO3aMyspKBgwYUK/tixcvPqft/ws2Hzl4zoiGX1OAjNMFbD5ysEHLVZSGmfREUZS6SfaqqqqYPHky3bt3Z8eOHWzdupVWrVoxdOhQqqouPgTp0UcfxWKx4OLiwgsvvMDcuXMZOnRo3fbf9rWkpCS6d+9eb1337t1JTU294rkufu88OCsuLg69Xl9v3yvp6xdysc+LlJQUWrdujdForEvTqVOnyy7jz3b0aPI5Ixp+q6ioiKNHk69qPV544QU++ugjkpKSzrt9+PDhfP3112zefHmjiRrifPr1uQRwyy23cP311xMXF8eIESNYvXo1u3fvZsOGDQB1c108/vjjjBw5kvj4eBYuXIhKpTpngtWuXbvW/e7l5UV0dHS9Y6DX6+v1u986ceIENputXl9zd3cnOjr6nLSX+/euoVzaGBQhhBBCiF/kXeK8YZea7nKZzWaaNWtWt/zBBx/g7u7O+++/z7PPPnvJ+eh0unrLKpXqopOiWa1WAN5///16X/DhTKDgt3W8lPIuVger1Up8fDyffvrpOXn5+vpesJ4XU1FRwcCBAxk4cCCffvopvr6+pKenM3DgwItOqne27d9++y3BwcH1tv16cr//FTlFF/8CdrnpLlXz5s1RqVQkJ1/5l7vCwkIKCgqIiIgAYMmSJaSlpbF9+/a6YNeSJUvw9PRk5cqV3HLLLRfM6+GHH2bixIlYLBb8/f3rfemC8/fzhnap58Fv63Klff1CLvfz4u/gUp84c7WfTNOrVy8GDhzIv//977rbXH7t3Xff5ZFHHmHw4MF899139OrV65LyjYqK+kPnEpwJoJ09l84nMjISHx8fjh07Rr9+/QgMDASgRYsWdWkMBgORkZGXHeQymUznnHNXqrH6r4xsEEIIIcRl8b/E/x4uNd0fpVKpUKvVv3uV9nKcvUL666ux/v7+BAUFceLECZo1a1bvdbF/Rq9U+/btSU1Nxc/P75zy3N3dcXd3JzAwkJ07d9btY7fb2bt37wXzTE5OprCwkLlz59KzZ09iYmLOubp1vra3aNECg8FAenr6OXUJCQlp4JY3vkAvrwZNd6m8vLwYOHAg8+fPp6Ki4pztl/Kl77XXXkOtVtc9aq+yshK1Wl3vS8vZ5d/7suHj40OzZs0ICAi4pC89sbGxbN26td66rVu3EhUVdU5A7lL93nlwIVfa169EdHQ0Bw8erPeYxN27r95cBw3lUp9q8Gc8/WDu3LmsWrWK7du3n7NNpVLx3nvvMXbsWIYMGXLJ88SMGTOGo0eP1s1f8muKovzuozOTk5NZs2YNI0eOvGCazMxMCgsL64IM8fHxGAyGuvkQ4MzcIWlpaYSFhdXbd8eOHXW/FxcXc/ToUWJjYy+pbXAm0KHT6er1tdLSUo4ePXrJeUDDnQfnI8EGIYQQQlyWTnoIVMOFvnqogCD1mXRXQ01NDbm5ueTm5pKUlMTUqVOxWq0MGzaswcrw8/PDZDKxZs0a8vLy6v4pfeaZZ3j++ed5/fXXOXr0KAcPHmThwoW88sorDVb2WWPHjsXHx4fhw4ezefNmTp48yYYNG7j//vvrJlObNm0ac+fOZcWKFSQnJ3PPPfdc9AtpaGgoer2eN954gxMnTvDNN98we/bsemnCwsJQqVSsXr2agoICrFYrrq6uPPTQQzzwwAN89NFHHD9+nH379vHGG2+cMznm/4KeLeJo4u1z0T4e4uNLzxZxF0hx5ebPn4/D4aBTp04sW7aM1NRUkpKSeP311+sNuwYoLy8nNzeXjIwMNm3axJQpU3j22WeZM2dO3eifAQMGUFxczL333ktSUhKHDx9m0qRJaLVa+vbt26B1nzFjBmvXrmX27NkcPXqUjz76iDfffJOHHnroivO8lPPgfK60r1+JMWPG4HQ6mTJlCklJSfzwww+8/PLLAA12ZfpqiIqKwdPz4gEzLy8voqJirnpd4uLiGDt2LK+//vp5t6tUKt555x3Gjx/PkCFD6m5buJhRo0Zx8803M3r0aJ577jn27NnDqVOnWL16Nf3792f9+vV1ae12O7m5uWRnZ3Pw4EHeeOMNevfuTdu2bXn44YeBM6NsHn74YXbs2EFaWhpr165l+PDhNGvWrG4iYDc3N+666y6eeuopfvzxR1JSUrj77rsBuOmmm+rVb9asWaxdu5ZDhw4xceJEfHx86oKEl8LV1ZUJEybw8MMPs379eg4fPszkyZPPCS7+ngv9vWsIEmwQQghx1VgryzldfOZKksPhoNZWy7GMFNJzT5KQ8te/6iPOT6OCZ9zO/P7bf2fOLj/tdibd1bBmzRoCAwMJDAykc+fO7N69my+//JI+ffo0WBlarZbXX3+dd999l6CgoLrZzG+//XY++OADFi5cSFxcHL1792bRokVXZWSDi4sLmzZtIjQ0lH/961/ExsYyefJkqqurcXM78wbMmDGDcePGMWHCBLp27Yqrqys33HDDBfP09fVl0aJFfPnll7Ro0YK5c+fWfSk6Kzg4mGeeeYbHHnsMf39/7rvvPgBmz57NzJkzef7554mNjWXQoEF8++23V6XtjU2j0fDaHfcCF+7jr95+zxVfrb+YyMhI9u3bR9++fZkxYwatWrViwIABrF27lrfffrte2ieffJLAwECaNWvGuHHjKC0tZe3atfWehBATE8OqVas4cOAAXbt2pWfPnmRnZ9edRw2pffv2fPHFFyxdupRWrVrx5JNPMmvWrPMOjb9Ul3IenM8f6euXy83NjVWrVpGQkEDbtm15/PHHefLJJwHqzePwV6NWqxkzZvxF04wePb7eXDNX06xZsy462kalUjF//nwmTZrE0KFD6wULLpR+yZIlvPLKK6xYsYLevXvTunVrnn76aYYPH14XIAA4fPgwgYGBhIaG0qdPH7744gv+/e9/s3nzZiwWC3Dmc+HAgQNcf/31REVFMXnyZOLj49m8eXO928leeuklbrnlFsaNG0fHjh05deoU69atw9PTs1795s6dy7Rp04iPjyc3N5dVq1adM+/I73nllVfo2rUr1113Hf3796d79+7ExsZeVr+70N+7hqBSGmomGiGEEOIXU2bdSOqpJErKi3C3eBAV1oJ/9R/HZ99/wNFTh8k5nQWKwu3/ms4TU15q7OqKK/R9FTxVVn+yyCD1mUDDYFPj1UuIhrJ822amvT+/3mSRIT6+vHr7PfyrW89GrJn4q/v000+ZNGkSpaWlmEx/7Q/EvXt3s2TJ4nqTRXp5eTF69Hji4zs2Ys3E5aqoqCA4OJh58+YxefLkxq6OBBuEEEI0HLvdzvQXJ7Bi/ZK6dWqVmpCACLQaLQ9NnEVoYCRTn7+V9JwT3DZiKjPvfPkvPcxUXJxDOfPUiTznmTkaOumv3ogGIRqDw+Fg85GD5BQVEejlRc8WcVdlRIP4e1u8eDGRkZEEBweTmJjIfffdR58+ffjkk08au2qXxOl0cvRoMiUlJXh4eBAVFfOnjWgQV27//v0kJyfTqVMnSktLmTVrFhs2bODYsWP4+Pg0dvUk2CCEEKJh7E3awRufziHh6G4KiwtQUAAFrUaHyeCCojjpHX8tOw5uIjayNVv2r8WgM7JlUSpeHr4Y9P97M9oLIYT4Z3jxxRd56623yM3NJTAwkBEjRjBnzhxcXFwau2r/swYPHnzBx2H+5z//4T//+c+fXKM/3/79+7n99ttJSUlBr9cTHx/PK6+8Uu+xyo1Jgg1CCCH+sIycNHrdFo1apcWp2Hl+2js8NO+2uu0qzjwtwOF0Eh3ekoHdRvDW0rnYnXZuGz6V3h0H0a/zkEZsgRBCCCH+TrKysi74FCIvLy+8GvhpMeLySbBBCCHEH1JVU0XMcFc0aj0uBiO+XkEcy0ji9n9Nx1pRymdrFtSl/Wzuz6jVKlzNHtz4YC8qaypQoSLxqwK83L0bsRVCCCGEEKIhyY04Qgghrtjh4wm0HxWIRqXDw+xO1zZ9CPRpgqI42XVoM2u2r8So/f+JsZ59/yEmzhyG0+kg0LcJer0RF5NFAg1CCCGEEP9jJNgghBDiihxLTwZFRZc2vTEYDLRs3o7cwmxQgaebDzHhcZSWFVHrqMVsdCMmvBXjht1N7w7X8vyCx8gqyKB1s3gSvsxr7KYIIYQQQogGJsEGIYQQV+T9Zf/lwZcnUltbTVV1Jf+e/BwZuWm4GEy8/+QyPN29CfYPZdTACdTYqggPbs4bS+YQHR7HsfRkNCotWfnpVFZZG7spQgghhBCigcmcDUIIIa5I8+vMOBxOHE4bDqeDTnE9STp+ALvDjs1ei0atpUXTNvTtNJiikgL8vQPp22kwI6b1oLq2kiZ+YQT6hvD8tLeJiWjV2M0RQgghhBANSIINQgghLlvKycP0nxKHgoJea8BodEGr1hIdFsu+pF2Yza54unrh7xPMycyj3PavaWxP3EBZeTEpaYeprLaiKApJK0sxmyyN3RwhhBBCCNHA5DYKIYQQl63/na1RALPJjZbN2lJuLaG8opRjmSk0C4thaI+R3HjteFRASXkxVVUVxIbHEewXSs/4fui1BpyKE6Pe9HtFCSGEEOIfZNGiRXh4eDR2NX7XxIkTGTFixEXT9OnTh+nTp/8p9fkrkmCDEEKIy5KQvBtFcQIKnVr1ICXtMBq1hreeWMqArtdTVVvB+j1r8Hbzo0XTNnRs1Z3N+35i7NApnC7N50TGMapqK/Fy90Oj0TR2c8TfzMSJE1GpVHUvb29vBg0axIEDBxq7akI0mNzcXKZOnUpkZCQGg4GQkBCGDRvG2rVr69KEh4fXnQcmk4nw8HBGjRrFunXrzslv9+7d9OvXDw8PDzw9PRk4cCCJiYnnLXvDhg31zrHzvTZs2ADAsmXL6NOnD+7u7lgsFlq3bs2sWbMoKioCznxpVKlUxMbGnlPOl19+iUqlIjw8/I8fMPG38+vPcr1eT7NmzZg1axZ2u72xq/aXlZaWhkqlIiEhobGrcskk2CCEEOKyTJl9Y93vm/f+SGW1FZVGQ+8OA/Fw9aLYcpxP3lnG4J43MG3MTN76z1ImDr+P3Ye3YLfbyS5IR4WKzQtTGrEVosE4gL3AD7/8dFz9IgcNGkROTg45OTmsXbsWrVbLddddd/ULbkS1tbWNXYV/LKcCGachOfPMT+dVvgE5LS2N+Ph41q1bx0svvcTBgwdZs2YNffv25d57762XdtasWeTk5JCSksLixYvx8PCgf//+zJkzpy6N1Wpl0KBBhIaGsnPnTrZs2YKrqysDBw7EZrOdU363bt3qzq+cnBxGjRpV75zLycmhW7duPP7449x888107NiR77//nkOHDjFv3jwSExP5+OOP6/Izm83k5+ezffv2euUsWLCA0NDQBj564kopDgdFmzaQ88VnFG3agOK4+h/mZ/tVamoqM2bM4Omnn+all1666uWKP48EG4QQQlwWg8aAXmekRUQbvD18GdbrJp6+6xXSc04QG9Ga0PAQDpSuZda7DzHqkWu4Z87NfLTqLVZv+gqdTo/BYOTrR1dy56wbqayqaOzmiD9iHXA9cBfwxC8/r/9l/VVkMBgICAggICCAtm3b8thjj5GRkUFBQcEF9+nTpw9Tp05l+vTpeHp64u/vz/vvv09FRQWTJk3C1dWVZs2a8f3339fb79ChQwwePBiLxYK/vz/jxo3j9OnTfzjfjRs30qlTJwwGA4GBgTz22GP1ruj16dOH++67j+nTp+Pj48PAgQO57bbbzgmq2Gw2/Pz8WLBgwR85pOICjmXDhz/Csq2wZu+Znx/+eGb91XLPPfegUqnYtWsXI0eOJCoqipYtW/Lggw+yY8eOemldXV0JCAggNDSUXr168d577zFz5kyefPJJUlLOBHSTk5MpKipi1qxZREdH07JlS5566iny8vI4derUOeXr9fq68ysgIACTyVTvnAsICCAhIYHnnnuOefPm8dJLL9GtWzfCw8MZMGAAy5YtY8KECXX5abVaxowZw4cffli3LjMzkw0bNjBmzJirdBTF5chbsZzNMeHsHdSXQxPHsHdQXzbHhJO3YvlVLfdsvwoLC+Puu++mf//+fPPNN+ekO378OMOHD8ff3x+LxULHjh35+eef66V56623aN68OUajEX9/f2688f8vjFzJ57TD4WDy5MlERERgMpmIjo7mtddeO287nnnmGXx9fXFzc+Ouu+66aHD4448/pkOHDnXn7pgxY8jPz6/bXlxczNixY/H19cVkMtG8eXMWLlwIQEREBADt2rVDpVLRp0+f3z/IjUyCDUIIIS7LM/e9xr9vn8vpkjzsDjup6cnsOLiJR/47hTc+ew7NyUBuCHqILnG9CA2MoLC0gJiwlrSJ7kjv+Gupra3hpnk3MmbIHbiYzI3dHHGl1gGPAvm/WZ//y/qrHHA4y2q18sknn9CsWTO8vb0vmvajjz7Cx8eHXbt2MXXqVO6++25uuukmunXrxr59+7j22msZN24clZWVAJSUlHDNNdfQrl079uzZw5o1a8jLy2PUqFF/KN+srCyGDBlCx44dSUxM5O2332bBggU8++yz5+Sr1+vZunUr77zzDrfffjtr1qwhJyenLs3q1auprKzk5ptvbojDKX7lWDas3g3W6vrrrdVn1l+NgENRURFr1qzh3nvvxWw+9/PxUu5jnzZtGoqisHLlSgCio6Px9vZmwYIF1NbWUlVVxYIFC4iNjb3iWxg+/fRTLBYL99xzz3m3/7aet912G1988UXdObBo0SIGDRqEv7//FZUvGk7eiuUcGHsjNVmZ9dbXZGdxYOyNVz3g8Gsmk+m8X9StVitDhgxh7dq17N+/n0GDBjFs2DDS09MB2LNnD/fffz+zZs0iJSWFNWvW0KtXr3p5XO7ntNPppEmTJnz55ZccOXKEJ598kv/85z988cUX9fJdu3YtSUlJbNiwgc8++4zly5fzzDPPXLCNNpuN2bNnk5iYyIoVK0hLS2PixIl122fOnMmRI0f4/vvvSUpK4u2338bHxweAXbt2AfDzzz+Tk5PD8uV/3ntzxRQhhBDiMuw+tFXpf0dr5T+v36OMerifEtwf5dH/3qWMfnSgcv3ULsq2/euV6+/vqrz52Vzlw6/fUN76/EXlpoeuUd5a/oFSXmFVgvurlKZDTMrRU0cauyniStkVRRmiKEqHi7yG/pKugU2YMEHRaDSK2WxWzGazAiiBgYHK3r17L7pf7969lR49evx/E+x2xWw2K+PGjatbl5OTowDK9u3bFUVRlNmzZyvXXnttvXwyMjIUQElJSbnifP/zn/8o0dHRitPprEszf/58xWKxKA6Hoy7fdu3andOOFi1aKC+88ELd8rBhw/6PvfsOi+poGzj826X3JgLSm4AiKvaCir1GjS32mpjYjUaTL7HEaEyiiaYYo4mKJKLGbixYsIIFFcEGAtKb9N7Z/f7gdd/siwUVNGXu69or2TnPmZmznj3sPjszRz5p0qSnHrvw/KpkcvnP/nL5uoNPfvx8ojquLl29elUOyPfv3//MWFtbW/m6deseu83MzEz+3nvvKZ7fvn1b7ujoKJdKpXKpVCp3cXGRx8XF1apPEydOlA8ePFiprF+/fnIPD49n7rtt2za5gYGBXC6Xy1u0aCHfvn27XCaTyR0dHeWHDh2Sr1u3Tm5ra1urfgh1T1ZZKT/vZCU/qcXjH9oS+Xlna7mssu4v5n8+r2QymfzUqVNyDQ0N+cKFC5XOmydp2rSp/Pvvv5fL5XL5vn375Pr6+vL8/PzHxr7IdfpxZs6cKR82bJjSMRgbG8uLiooUZRs3bqxxLZ87d+4T67x27ZockBcUFMjl8upr+uTJkx8bGxsbKwfkN2/efGJ9fzViZIMgCILwXA6c8aNRQ2sCQwKIS46iYwtvQiIuo66iSlxKDKMW9WBMv3cwM2mEjYUDF2+cprA4HzWpjN0ntmBqaIaFqRXONjUXDBP+JkKpOaLhfz38T1w98Pb2JjQ0lNDQUIKDg+nTpw/9+vV77JDwP/Pw8FD8v4qKCiYmJjRr1kxR9uhX1kdDWsPCwjh79iy6urqKh6urK1A9rPdF6w0PD6dDhw5IJBJFTKdOnSgsLCQp6b+/LrZq1arGMUybNk0xpPbhw4ccP36cKVOmPPW4heeXnFVzRMP/KiypjqtL8jq6I71cLlecXyUlJUydOpVOnTpx5coVgoKCcHd3Z8CAAZSUlLyyfk6ZMoVt27Zx/vx5ioqK6N+//wu1LdSdnKCLNUY0KJHLKUtKJCfoYr20f+TIEXR1ddHU1KRfv36MGjWK5cuX14grLCxk4cKFuLm5YWhoiK6uLuHh4YqRDb169cLW1hYHBwfGjx/Pjh07FCMUHnne6zTAhg0baNWqFaampujq6rJ582ZFm480b94cbW1txfMOHTpQWFhIYmLiY4/5xo0bDBo0CBsbG/T09OjatSuAot733nuPXbt20aJFCxYtWsSlS5ee+Tr+lYlkgyAIgvBcurXuQ0TsLVzs3CkrL6GsrIS+HYcQEn4VuVyOuqomv+z/hk9/ms/P+9bxZs+xZOVlsuG3paz/dQXZBRmsXSDml/+tZT475LninpOOjg5OTk44OTnRpk0bfvnlF4qKivj555+fup+amprSc4lEolT26MuZTCYDqj/gDho0SJHYePSIiopSGqL7vPU+z3H+rwkTJhATE8Ply5f57bffsLe3x8vL67nqFZ6t6BmJhueNqy1nZ2ckEgkREREvXEdWVhYZGRmK+d1+fn7ExcWxbds22rRpQ/v27fHz8yM2NlYx1eJ5NW7cmJiYmMcuMPkkY8eO5cqVKyxfvpzx48ejqqr6Qm0LdacsLfXZQc8R97weJY6joqIoKSlh+/btj73uLVy4kAMHDvD5559z8eJFQkNDadasmWLKhZ6eHiEhIezcuRMLCwuWLl1K8+bNyc3NVdTxvNfpXbt2sXDhQqZOncrJkycJDQ1l8uTJL7VYb1FREX369EFfX58dO3Zw7do1Dhw4APx3EeBHifP58+eTkpJCjx49WLhw4Qu3+bqJZIMgCILwXLxa9UJTXRsTA1MyczNIyUwm+O4lTIxMaeLYHCRysnIzkcvlpGUmsXTDXNRUVMnITSOnIAtTI3PaNRNfjv7WGtRx3EuSSCRIpdIX/pX2STw9Pbl79y52dnaK5Majx+M+ENeWm5sbly9fVvp1OCgoCD09PaysrJ66r4mJCUOGDGHbtm34+PgwefLkF+6H8GQ6mnUbV1vGxsb06dOHDRs2UFRUcwHdP395epJvv/0WqVTKkCFDACguLkYqlSqNpHn0/HkTYI+MGTOGwsJCfvzxx8duf1w/jY2NeeONNzh//rwYjfMXoWFuUadxz+tR4tjGxuapyaegoCAmTZrE0KFDadasGebm5sTFxSnFqKqq0rNnT7766itu3bpFXFzcY28DW1tBQUF07NiRGTNm0LJlS5ycnJRGtD0SFham9LfnypUr6OrqYm1tXSM2IiKCrKwsvvjiC7y8vHB1dVUaSfGIqakpEydO5LfffmP9+vVs3rwZqF68FaoXr/y7EMkGQRAE4bloqmuS+DCOQ2d3YWZiSVOHltyJuk5/r2GUlZdQXlFGg9I8ulg1ZoDXcMoqSolLiQZAT1uf/d/Uz3BM4RVqATR8RozZf+LqQVlZGWlpaaSlpREeHs7s2bMVoxDq0syZM8nOzmb06NFcu3aNBw8ecOLECSZPnvxSH/ZmzJhBYmIis2fPJiIigkOHDrFs2TLef/99pNJnfzSbNm0a27dvJzw8XGnVf6HuWJqA7jMSCbpa1XF1bcOGDVRVVdG2bVv27dtHVFQU4eHhfPfdd3To0EEptqCggLS0NBITE7lw4QLvvPMOK1euZNWqVTg5OQHVQ8xzcnKYOXMm4eHh3L17l8mTJ6Oqqoq3t/cL9bFdu3YsWrSIBQsWsGjRIi5fvkx8fDwBAQGMGDGC7du3P3Y/Hx8fMjMzFdORhNfLqJMXGpZW8KdElBKJBA0ra4w6vd4fCJydndm/fz+hoaGEhYUxZswYpUTZkSNH+O677wgNDSU+Ph5fX19kMhkuLi4v1eb169c5ceIEkZGRLFmyhGvXrtWIKy8vZ+rUqdy7d49jx46xbNkyZs2a9dhruY2NDerq6nz//ffExMRw+PBhPvvsM6WYpUuXcujQIaKjo7l79y5HjhzBza162mnDhg3R0tJSLFacl5f3wsf3qohkgyAIgvBc9gf8hoG+EfnFeeQVZGNhasVQ7xFcvXWR1IwkVFTVSJVqcCL6Jpv2foOOhg52Fk642Lmze80ZbCzsX/chCC9LBVjwjJj3/xNXD/z9/bGwsMDCwoJ27dpx7do19uzZU+e3AWvUqBFBQUFUVVXRu3dvmjVrxrx58zA0NKxVUuBJLC0tOXbsGMHBwTRv3px3332XqVOn8sknn9Rq/549e2JhYUGfPn1o1KjRC/dDeDKpBLo1e3pMN/fquLrm4OBASEgI3t7eLFiwAHd3d3r16kVAQAAbN25Uil26dCkWFhY4OTkxfvx48vLyCAgIYPHixYoYV1dX/vjjD27dukWHDh3w8vIiJSVF8T56UV9++SV+fn5cvXqVPn36KG7P6eHh8cQkmJaW1jPvGiO8OhIVFVzW/Od2jv+bcPjPc5ev1iNRqaeLeS198803GBkZ0bFjRwYNGkSfPn3w9PRUbDc0NGT//v10794dNzc3fvrpJ3bu3EnTpk1fuM3p06fz5ptvMmrUKNq1a0dWVtZj777So0cPnJ2d6dKlC6NGjeKNN9547LoTUD1iwcfHhz179tCkSRO++OIL1q5dqxSjrq7ORx99hIeHB126dEFFRYVdu3YB1aM3vvvuOzZt2kSjRo0YPHjwCx/fqyKR19VKNIIgCMI/Xkj4Vd5fM5noxHAMtSG3GDzdOqBFFA3Me+IfdJCy8jIsG1pjbtKIyPgIxg54m0171oIE7h3IRU9H/3UfhlBXzgBfo7xYpBnViYbur6VH/wqFhYVYWlqybds23nzzzdfdnX+06BQ4d1t5sUhdrepEg5PI8wj/EA8P7uf+B3OVFovUsLLG5av1mA0R1xjhxYlkgyAIglAryekJtBtrq3iurwn5//kA7mrfjAaGZpSUFfMgMYLcgmy0NHX4aOoXxKdE43fsZ0rKiok5Voa6mvprOgKhXlRRfdeJTKrXaGhBvY1o+LeTyWRkZmby9ddfs2vXLh48eCAW2XsFZPLqu04UlVav0WBpUj8jGgThdZJXVVXfnSItFQ1zC4w6eb32EQ3C35/4CyUIgiDUirmJJVKJFJlchlQiJb9UholhQ4z0GqCrrcfEN2awfOM8NNSrJzo3amDF19uXUlRSSGVVBcb6JpSUFYtkwz+NClDzDo1CPUhISMDe3h4rKyt8fHxEouEVkUrA+hUtdioIr4tERQXjLt1edzeEfxgxskEQBEGoteKSIrS1dIhPiWHArDZoamiTnpWCd+t+yCVyAkNOY15qRopKKqhKaO/RhcCbAXRq0Z3dawJed/cFQRAEQRCEV0QkGwRBEIQXUlFZwRqfTzgQ4EdqZhKqUlWM9RtQWFqAVCrl3REfYKBnxNVbFxk/cDqdWopJ/IIgCIIgCP8WItkgCIIgvJS1vp/y3W+f0cK1LYe/uwRAZk46gTcDGNh1BIXFBRjqGb3mXgqCIAiCIAivkrj1pSAIgvBSFk5YxuZle9HW1OZ+3F0KivJRV9dgSPfRqKqo8v3Oz4mKD3/d3RQEQRAEQRBeITGyQRAEQagToZHXWfT1VBZMXMGpy3/Qq8Mg+nT8698DWhAEQRAEQah7ItkgCIIg1Jkvtvwf88YvRYoUNTU1JBJxfzhBEARBEIR/IzGNQhAEQagzA7oMp6S0iNlfjBWJBkEQBEEQhH8xkWwQBEEQ6kwzZ0+M9E3YtHTP6+6KINQ5Hx8fDA0NX3c3BEEQ/tFe5bXWzs6O9evXv5K2/o1EskEQBEEQhL+NSZMmIZFIFA8TExP69u3LrVu36r3tUaNGERkZWe/tCEJaWhqzZ8/GwcEBDQ0NrK2tGTRoEAEBAYoYOzs7xftAS0sLOzs7Ro4cyZkzZ2rUd+3aNXr06IGhoSFGRkb06dOHsLCwx7Z97tw5pffY4x7nzp3Dx8fnsds0NTUVdT16v7777rs12pk5cyYSiYRJkya9/Asm/O38+Vqurq6Ok5MTK1asoLKy8oXqe1VJg+XLl9OiRYt6b+efQiQbBEEQBEF4cVVVcCsMzp2t/m9VVb032bdvX1JTU0lNTSUgIABVVVUGDhxY7+1qaWnRsGHDem9H+GuRyWSkxMYTfeseKbHxyGSyem0vLi6OVq1acebMGdasWcPt27fx9/fH29ubmTNnKsWuWLGC1NRU7t+/j6+vL4aGhvTs2ZNVq1YpYgoLC+nbty82NjZcvXqVwMBA9PT06NOnDxUVFTXa79ixo+L9lZqaysiRI5Xec6mpqXTs2BEAfX19pfLU1FTi4+OV6rO2tmbXrl2UlJQoykpLS/Hz88PGxqYuXzrhJchkVUTGnON62E4iY84hk726a3lUVBQLFixg+fLlrFmzpt7bFV4dkWwQBEEQBOHFBAXClAnw0SJY80X1f6dMqC6vRxoaGpibm2Nubk6LFi348MMPSUxMJCMj44n7dOvWjTlz5rBo0SKMjY0xNzdn+fLlSjHffPMNzZo1Q0dHB2tra2bMmEFhYaFi+5+H9kZGRiKRSIiIiFCqY926dTg6Oiqe37lzh379+qGrq4uZmRnjx48nMzPz5V8E4ZWIvXefnd9s5Mi2nZzZe5gj23ay85uNxN67X29tzpgxA4lEQnBwMMOGDaNx48Y0bdqU999/nytXrijF6unpYW5ujo2NDV26dGHz5s0sWbKEpUuXcv9+dR8jIiLIzs5mxYoVuLi40LRpU5YtW8bDhw9rJAYA1NXVFe8vc3NztLS0lN5z5ubmqKurAyCRSJTKzc3NMTMzU6rP09MTa2tr9u/fryjbv38/NjY2tGzZsq5fPuEFhN7Zz9Kv7PjuF298do/hu1+8WfqVHaF39j9755fw6LyytbXlvffeo2fPnhw+fLhG3IMHDxg8eDBmZmbo6urSpk0bTp8+rdjerVs34uPjmT9/vmK0xCOBgYF4eXmhpaWFtbU1c+bMoaio6Il9ys3NZdq0aZiamqKvr0/37t0Vo4B8fHz49NNPCQsLU7Tj4+NTdy/IP5BINgiCIAiC8PyCAuHzz+B/vzhnZlaX13PC4ZHCwkJ+++03nJycMDExeWrs9u3b0dHR4erVq3z11VesWLGCU6dOKbZLpVK+++477t69y/bt2zlz5gyLFi16bF2NGzemdevW7NixQ6l8x44djBkzBqj+0Nq9e3datmzJ9evX8ff35+HDh4wcOfIlj1p4FWLv3efUrgMU5RcolRflF3Bq14F6SThkZ2fj7+/PzJkz0dHRqbG9NvPY586di1wu59ChQwC4uLhgYmLCli1bKC8vp6SkhC1btuDm5oadnV0dH8HjTZkyhW3btimeb926lcmTJ7+StoWnC72zn1/8hpObn6RUnpufzC9+w+s94fBnWlpalJeX1ygvLCykf//+BAQEcPPmTfr27cugQYNISEgAqpNXVlZWipE+qampQHWSom/fvgwbNoxbt26xe/duAgMDmTVr1hP7MGLECNLT0zl+/Dg3btzA09OTHj16kJ2dzahRo1iwYAFNmzZVtDNq1Kj6eTH+IUSyQRAEQRCE51NVBZs3Pj1m80/1NqXiyJEj6Orqoquri56eHocPH2b37t1IpU//WOPh4cGyZctwdnZmwoQJtG7dWmkO/Lx58/D29sbOzo7u3buzcuVKfv/99yfWN3bsWHbu3Kl4HhkZyY0bNxg7diwAP/zwAy1btuTzzz/H1dWVli1bsnXrVs6ePSvWfviLk8lkXDp2+qkxl46drvMpFdHR0cjlclxdXV+4DmNjYxo2bEhcXBxQPfrh3Llz/Pbbb2hpaaGrq4u/vz/Hjx9HVVX1pfqbl5eneC8+evTr169G3Lhx4wgMDCQ+Pp74+HiCgoIYN27cS7UtvDyZrIq9R+YC8sdsrS7be3RevU+pkMvlnD59mhMnTtC9e/ca25s3b8706dNxd3fH2dmZzz77DEdHR8UoCGNjY1RUVBQjfczNzQFYvXo1Y8eOZd68eTg7O9OxY0e+++47fH19KS0trdFOYGAgwcHB7Nmzh9atW+Ps7MzatWsxNDRk7969ivePqqqq0sgf4cle7gojCIIgCMK/z907NUc0/K/MjOo4j+Z13ry3tzcbN1YnO3Jycvjxxx/p168fwcHB2NraPnE/Dw8PpecWFhakp6crnp8+fZrVq1cTERFBfn4+lZWVlJaWUlxcjLa2do363nrrLRYuXMiVK1do3749O3bswNPTU/FFMSwsjLNnz6Krq1tj3wcPHtC4ceMXOn6h/qXFJ9YY0fC/ivILSItPpJH9k8+55yWXP+5L34vV82goeUlJCVOnTqVTp07s3LmTqqoq1q5dy4ABA7h27dpLfVnS09MjJCREqexx9ZmamjJgwAB8fHyQy+UMGDCABg0avHC7Qt2IjrtYY0SDMjm5eYlEx12ksUO3Om//UeK4oqICmUzGmDFjWL58OXv2KN/RqrCwkOXLl3P06FFSU1OprKykpKREMbLhScLCwrh165bSCDS5XI5MJiM2NhY3N7ca8YWFhTVGyZWUlPDgwYOXPNp/J5FsEARBEATh+WRn123cc9LR0cHJyUnx/JdffsHAwICff/6ZlStXPnE/NTU1pecSiUTxy3RcXBwDBw7kvffeY9WqVRgbGxMYGMjUqVMpLy9/bLLB3Nyc7t274+fnR/v27fHz8+O9995TbC8sLGTQoEF8+eWXNfa1sLB47uMWXp3igifP6X6RuNpydnZ+7FogzyMrK4uMjAzs7e0B8PPzIy4ujsuXLytG//j5+WFkZMShQ4d46623XrgtqVSq9F58milTpiiGr2/YsOGF2xTqTn5Bap3GPa9HiWN1dXUaNWr0xJE2Cxcu5NSpU6xduxYnJye0tLQYPnz4Y6dc/FlhYSHTp09nzpw5NbY9bnHSwsJCLCwsOHfuXI1t4rbHL0YkGwRBEIRXKjL+HpFx9xjYdfjr7orwooyN6zbuJUkkEqRSqdJq98/rxo0byGQyvv76a8UXsqdNoXhk7NixLFq0iNGjRxMTE6P0xc3T05N9+/ZhZ2f30sPVhVdLW6/megkvE1dbxsbG9OnThw0bNjBnzpwa6zbk5uY+80vPt99+i1QqZciQIQAUFxcjlUqVFs179Ly+76zxZ3379qW8vByJREKfPn1eWbvCk+nr1S7pWdu45/W/ieMnCQoKYtKkSQwdOhSoTgo8mib0iLq6OlX/M3XP09OTe/fu1Toh5unpSVpaGqqqqk9cz+Rx7QhPJtZsEARBEF6p6Z+N5N2VI8gvyH/dXRFeVFN3eNYQ6Aam1XH1oKysjLS0NNLS0ggPD2f27NmKUQQvysnJiYqKCr7//ntiYmL49ddf+emnn56535tvvklBQQHvvfce3t7eNGrUSLFt5syZZGdnM3r0aK5du8aDBw84ceIEkydPFh9W/+LMba3R0dd7aoyOvh7mttZ13vaGDRuoqqqibdu27Nu3j6ioKMLDw/nuu+/o0KGDUmxBQQFpaWkkJiZy4cIF3nnnHVauXMmqVasUX7B69epFTk4OM2fOJDw8nLt37zJ58mRUVVXx9vZ+qb7K5XLFe/HPj8clMVRUVAgPD+fevXuoqKi8VLtC3XCy88JQ3wqQPCFCgqGBNU52Xq+yWzU4Ozuzf/9+QkNDCQsLY8yYMTXOMTs7Oy5cuEBycrLijj+LFy/m0qVLzJo1i9DQUKKiojh06NATF4js2bMnHTp0YMiQIZw8eZK4uDguXbrExx9/zPXr1xXtxMbGEhoaSmZmJmVlZfV78H9zItkgCIIgvFKnNoUC0ORNA4qLi19vZ4QXo6IC77z39Jh33q2Oqwf+/v5YWFhgYWFBu3btuHbtGnv27KFbt24vXGfz5s355ptv+PLLL3F3d2fHjh2sXr36mfvp6ekxaNAgwsLCFAtDPtKoUSOCgoKoqqqid+/eNGvWjHnz5mFoaPjMxSyF10sqldKxf8+nxnTs37Ne/h0dHBwICQnB29ubBQsW4O7uTq9evQgICFCsVfLI0qVLsbCwwMnJifHjx5OXl0dAQACLFy9WxLi6uvLHH39w69YtOnTogJeXFykpKYr30cvIz89XvBf//PjzWih/pq+vj76+/ku1KdQdqVSF4QO//c+z/004VD8fPmA9UunrTQ598803GBkZ0bFjRwYNGkSfPn3w9PRUilmxYgVxcXE4OjpiamoKVK/Tc/78eSIjI/Hy8qJly5YsXbpUKSn8ZxKJhGPHjtGlSxcmT55M48aNeeutt4iPj1fc0nXYsGH07dsXb29vTE1NlRYJFmqSyOtqJRpBEARBqKWPv53N9iM/oKmuRfRRkXD42woKrL4rxZ8Xi2xgWp1o6NT59fVLEOpI7L37XDp2WmmxSB19PTr274l9E5fX2DNBqDuhd/az98hcpcUiDQ2sGT5gPS3c33yNPRP+7kSyQRAEQXgtyivKyS/MpYFRw9fdFeFlVFVV33UiO7t6jYam7vU2okEQXgeZTEZafCLFBUVo6+lgbmstRqYI/zgyWRXRcRfJL0hFX88CJzuv1z6iQfj7E8kGQRAEQRAEQRAEQRDqlEjLCoIgCIIgCIIgCIJQp0SyQRAEQRAEQRAEQRCEOiWSDYIgCIIgCIIgCIIg1CmRbBAEQRAEQRAEQRAEoU6JZIMgCIIgCIIgCIIgCHVKJBsEQRAEQRAEQRAEQahTItkgCIIgCIIgCIIgCEKdEskGQRAEQRAEQRAEQRDqlEg2CIIgCILwt5KWlsbs2bNxcHBAQ0MDa2trBg0aREBAgCLGzs4OiUSCRCJBS0sLOzs7Ro4cyZkzZ2rUN2fOHFq1aoWGhgYtWrR4atvR0dHo6elhaGj41Li4uDgkEgkqKiokJycrbUtNTUVVVRWJREJcXFxtD1v4F6nrc/zatWv06NEDQ0NDjIyM6NOnD2FhYY9t+9y5c4p6n/Q4d+4cPj4+j92mqampqGvSpElIJBLefffdGu3MnDkTiUTCpEmTasRLJBLU1NSwt7dn0aJFlJaW1tg/KSkJdXV13N3dn+elFf4CnnV+LV++/JX15dH7aNeuXTW2NW3aFIlEgo+Pzyvrzz+NSDYIgiAIgvDCqmRVnEsIZee9AM4lhFIlq6rX9uLi4mjVqhVnzpxhzZo13L59G39/f7y9vZk5c6ZS7IoVK0hNTeX+/fv4+vpiaGhIz549WbVqVY16p0yZwqhRo57adkVFBaNHj8bLy6vW/bW0tMTX11epbPv27VhaWta6DuH1klVVce/ceS7t3M29c+eRVf29zvHCwkL69u2LjY0NV69eJTAwED09Pfr06UNFRUWN9jt27EhqaqriMXLkSPr27atU1rFjRwD09fWVylNTU4mPj1eqz9raml27dlFSUqIoKy0txc/PDxsbmxrtP2orJiaGdevWsWnTJpYtW1YjzsfHh5EjR5Kfn8/Vq1ef70UWaqiSyziXm8bO9BjO5aZRJZfVW1t/Pl/Wr19f4zxauHChIlYul1NZWVlvfYHqc3Tbtm1KZVeuXCEtLQ0dHZ16bftFlZeXv+4u1I5cEARBEAThBey7f15u9eNIOV96Kx5WP46U77t/vt7a7Nevn9zS0lJeWFhYY1tOTo7i/21tbeXr1q2rEbN06VK5VCqVR0RE1Ni2bNkyefPmzZ/Y9qJFi+Tjxo2Tb9u2TW5gYPDUfsbGxsoB+SeffCJ3dnZW2ta4cWP5kiVL5IA8NjZWUX7u3Dl5mzZt5Orq6nJzc3P54sWL5RUVFYrtXbt2lc+ePVv+wQcfyI2MjORmZmbyZcuWKdUdHx8vf+ONN+Q6OjpyPT09+YgRI+RpaWlP7avwZMH7DshnWTnIx6CheMyycpAH7ztQb23W9Tl+7do1OSBPSEhQxNy6dUsOyKOiop7Zn4kTJ8oHDx5co7w274NH+7q7u8t/++03RfmOHTvkHh4e8sGDB8snTpz41LbefPNNecuWLZXKZDKZ3MHBQe7v7y9fvHix/O23337mcQhPti8jTm515Xc5F3wUD6srv8v3ZcTVe9v/ex6dPXtWDsiPHTsm9/T0lKupqcnPnj0rr6qqkn/++edyOzs7uaamptzDw0O+Z88epboOHTokd3JykmtoaMi7desm9/HxkQNK75v/ZWtrK//www/lGhoaSu+Rt99+Wz579my5gYGBfNu2bYrynJwc+dSpU+UNGjSQ6+npyb29veWhoaGK7Y/+jmzZskVubW0t19HRkb/33nvyyspK+Zdffik3MzOTm5qayleuXKnUj2ddux/V+/PPP8vt7OzkEolEvn37drmxsbG8tLRUqa7BgwfLx40bV5uXv96JkQ2CIAiCIDy3/ZEXGH5wOUkFGUrlyQUZDD+4nP2RF+q8zezsbPz9/Zk5c+Zjf2161tQGgLlz5yKXyzl06NBztX3mzBn27NnDhg0bnmu/N954g5ycHAIDAwEIDAwkJyeHQYMGKcUlJyfTv39/2rRpQ1hYGBs3bmTLli2sXLlSKW779u3o6Ohw9epVvvrqK1asWMGpU6cAkMlkDB48mOzsbM6fP8+pU6eIiYl55ogN4fGu7T/I+uGjyU5SngaTnZzC+uGjubb/YJ23WR/nuIuLCyYmJmzZsoXy8nJKSkrYsmULbm5u2NnZ1fERPN6UKVOUfjneunUrkydPfuZ+d+7c4dKlS6irqyuVnz17luLiYnr27Mm4cePYtWsXRUVFdd7vf4P9mfEMDz9HUnmxUnlyeTHDw8+xPzP+CXvWrw8//JAvvviC8PBwPDw8WL16Nb6+vvz000/cvXuX+fPnM27cOM6fPw9AbGwsw4cPZ8iQIYSFhTF9+nQ+/vjjWrVlZmZGnz592L59OwDFxcXs3r2bKVOm1IgdMWIE6enpHD9+nBs3buDp6UmPHj3Izs5WxDx48IDjx4/j7+/Pzp072bJlCwMGDCApKYnz58/z5Zdf8sknnyhG5NT22h0dHc2+ffvYv38/oaGhjBgxgqqqKg4fPqyISU9P5+jRo4/t++sgkg2CIAiCIDyXKlkVcwM2IH/Mtkdl8wI21PmUiujoaORyOa6uri9ch7GxMQ0bNnyutRKysrKYNGkSPj4+6OvrP1d7ampqjBs3jq1btwLVX7LGjRuHmpqaUtyPP/6ItbU1P/zwA66urgwZMoRPP/2Ur7/+Gpnsv8OZPTw8WLZsGc7OzkyYMIHWrVsr5vEHBARw+/Zt/Pz8aNWqFe3atcPX15fz589z7dq15+r3v52sqgrfuQtA/piz/D9lvvMW1vmUivo4x/X09Dh37hy//fYbWlpa6Orq4u/vz/Hjx1FVVX2p/ubl5aGrq6v06NevX424cePGERgYSHx8PPHx8QQFBTFu3LjH1nnkyBF0dXXR1NSkWbNmpKen88EHHyjFbNmyhbfeegsVFRXc3d1xcHBgz549L3Us/0ZVchlzHwQ//VoeE1yvUyqeZMWKFfTq1QtHR0d0dHT4/PPP2bp1K3369MHBwYFJkyYxbtw4Nm3aBMCmTZtwcXFhzZo1uLi48NZbbymtB/IsU6ZMwcfHB7lczt69e3F0dKyxhk9gYCDBwcHs2bOH1q1b4+zszNq1azE0NGTv3r2KOJlMxtatW2nSpAmDBg3C29ub+/fvs379elxcXJg8eTIuLi6cPXsWqP21u7y8HF9fX1q2bImHhwdaWlqMGTNGKZH322+/YWNjQ7du3Z7/Ra8HL3eFEQRBEAThX+di0u0aIxr+TA4kFmRwMek23Wxa1Fm78sd98XvBeiQSSa3j3377bcaMGUOXLl1eqL0pU6bQsWNHPv/8c/bs2cPly5drzEEODw+nQ4cOSv3q1KkThYWFJCUlKea2e3h4KO1nYWFBenq6og5ra2usra0V25s0aYKhoSHh4eG0adPmhfr/bxRxMbDGiAYlcjnZiUlEXAykSbeuddZufZzjJSUlTJ06lU6dOrFz506qqqpYu3YtAwYM4Nq1a2hpab1wO3p6eoSEhCiVPa4+U1NTBgwYoPgyN2DAABo0aPDYOr29vdm4cSNFRUWsW7cOVVVVhg0bptiem5vL/v37FaOFoDqZsWXLluf6cinAxbz0GiMa/kwOJJYVczEvnW6G5q+uY0Dr1q0V/x8dHU1xcTG9evVSiikvL6dly5YA3L9/v8Y1rm3btrVub8CAAUyfPp0LFy6wdevWx44MCAsLo7CwEBMTE6XykpISHjx4oHhuZ2eHnp6e4rmZmRkqKipIpVKlsue9dtva2mJqaqrU9ttvv02bNm1ITk7G0tISHx8fxUKrfwUi2SAIgiAIwnNJLcyq07jacnZ2RiKREBER8cJ1ZGVlkZGRgb29fa33OXPmDIcPH2bt2rVA9Rc5mUyGqqoqmzdvfuZw1WbNmuHq6sro0aNxc3PD3d2d0NDQF+r//46IkEgkSiMfhLqRm5pWp3G1VR/nuJ+fH3FxcVy+fFnxZcfPzw8jIyMOHTrEW2+99cJtSaVSnJycahU7ZcoUZs2aBfDU6Ug6OjqKOrdu3Urz5s3ZsmULU6dOVfS9tLSUdu3aKfZ59J6MjIykcePGL3o4/zqpT0k0vEhcXfrzNKLCwkIAjh49WmNxXQ0NjTppT1VVlfHjx7Ns2TKuXr3KgQMHasQUFhZiYWHBuXPnamz78xSnx12n6+La/bipVS1btqR58+b4+vrSu3dv7t69y9GjR5+r3vokplEIgiAIgvBcLHRNnh30HHG1ZWxsTJ8+fdiwYcNj52fn5uY+s45vv/0WqVTKkCFDat3u5cuXCQ0NVTxWrFiBnp4eoaGhDB06tFZ1TJkyhXPnzj0xMeHm5sbly5eVftkOCgpCT08PKyurWrXh5uZGYmIiiYmJirJ79+6Rm5tLkyZNalWHUM3Qona/4tY2rrbq4xwvLi5GKpUq/dL56PmrTFT17duX8vJyKioq6NOnT632kUql/N///R+ffPKJ4m4WW7ZsYcGCBUrvybCwMLy8vBTTlYTasVDXrtO4+tKkSRM0NDRISEjAyclJ6fFoNICLiwvXr19X2u95p49NmTKF8+fPM3jwYIyMjGps9/T0JC0tDVVV1Rr9eNJIndp42Wv3tGnT8PHxYdu2bfTs2VNphMTrJpINgiAIgiA8Fy+rZljpmfKkQZoSwFrPFC+rZnXe9oYNG6iqqqJt27bs27ePqKgowsPD+e677+jQoYNSbEFBAWlpaSQmJnLhwgXeeecdVq5cyapVq5R+jY2OjiY0NJS0tDRKSkoUX2Ae3Vrs0WiERw9LS0ukUinu7u6P/UD6OG+//TYZGRlMmzbtsdtnzJhBYmIis2fPJiIigkOHDrFs2TLef/99paG3T9OzZ0+aNWvG2LFjCQkJITg4mAkTJtC1a1elIcnCs7l6dcbYyhKeNBRZIsHY2gpXr8513nZdn+O9evUiJyeHmTNnEh4ezt27d5k8eTKqqqp4e3u/VF/lcjlpaWk1Ho9LYqioqBAeHs69e/dQUVGpdRsjRoxARUWFDRs2EBoaSkhICNOmTVN6T7q7uzN69Gi2b99e77dJ/CfxMmiIlbr206/lGtp4GTR8ld2qQU9Pj4ULFzJ//ny2b9/OgwcPCAkJ4fvvv1cs6jh9+nQiIiJYvHgxkZGR/P777/j4+ADUekqBm5sbmZmZNW6D+UjPnj3p0KEDQ4YM4eTJk8TFxXHp0iU+/vjjGomO5/Gy1+4xY8aQlJTEzz///JdZGPIRkWwQBEEQBOG5qEhV+LbHTIAaH1IfPV/fYyYq0tp/oagtBwcHQkJC8Pb2ZsGCBbi7u9OrVy8CAgLYuHGjUuzSpUuxsLDAycmJ8ePHk5eXR0BAAIsXL1aKmzZtGi1btmTTpk1ERkbSsmVLWrZsSUpKSp31W1VVlQYNGjxxQT5LS0uOHTtGcHAwzZs3591332Xq1Kl88skntW5DIpFw6NAhjIyM6NKlCz179sTBwYHdu3fX1WH8a0hVVJjw7dfVT/73i8p/nk9Yvxbpc3xprq26PsddXV35448/uHXrFh06dMDLy4uUlBT8/f2xsLB4qb7m5+djYWFR4/FoLvr/0tfXf+5FVlVVVZk1axZfffUVGzZsoEmTJo9dQHPo0KGkp6dz7NixFzqWfyMViZRvHavXNXjitdyhLSqS1/+V8bPPPmPJkiWsXr0aNzc3+vbty9GjRxXThezt7dm7dy/79+/Hw8ODjRs3Ku5G8TxTLUxMTJ64jolEIuHYsWN06dKFyZMn07hxY9566y3i4+MxMzN74WN72Wu3gYEBw4YNQ1dX97lG7b0KEnldrUQjCIIgCMK/yv7IC8wN2KC0WKS1ninre8zkzcYvtpiiIPyVXNt/EN+5C5QWizS2tmLC+rW0eXPI6+uYINSh/ZnxzH0QrLRYpLWGNusd2vJmA9vX2LOXs2rVKn766Sel6Qn/VD169KBp06Z89913r7srSkSyQRAEQRCEF1Ylq+Ji0m1SC7Ow0DXBy6pZvYxoEITXRVZVRcTFQHJT0zC0MMfVq3O9jGgQhNepSi7jYl46qeXFWKhXT534K4xoeB4//vgjbdq0wcTEhKCgIGbPns2sWbNYuXLl6+5avcnJyeHcuXMMHz6ce/fu4eLi8rq7pEQkGwRBEARBEARBEIS/tfnz57N7926ys7OxsbFh/PjxfPTRR0+cvvZPYGdnR05ODkuWLGHhwoWvuzs1iGSDIAiCIAiCIAiCIAh16u81NkYQBEEQBEEQBEEQhL88kWwQBEEQBEEQBEEQBKFOiWSDIAiCIAiCIAiCIAh1SiQbBEEQBEEQBEEQBEGoUyLZIAiCIAiCIAiCIAhCnRLJBkEQBEEQBEEQBEEQ6pRINgiCIAiCIAjCv1S3bt2YN2/eU2Ps7OxYv379K+mPIPxdSSQSDh48+Lq78Zcikg2CIAiCIPytpKWlMXv2bBwcHNDQ0MDa2ppBgwYREBCgiLGzs0MikSCRSNDS0sLOzo6RI0dy5syZGvXNmTOHVq1aoaGhQYsWLR7bplwuZ+3atTRu3BgNDQ0sLS1ZtWrVU/v5qP0rV64olZeVlWFiYoJEIuHcuXPPffzCP9+kSZMU54+amhpmZmb06tWLrVu3IpPJXnf3nmn58uVPfC8JwqNz+0mP5cuXv7K+PPpb8b/X6Xnz5tGtW7fnqis1NZV+/frVYe/+/kSyQRAEQRCEF1Ylk3Eu6iE7b8RxLuohVfX8RSguLo5WrVpx5swZ1qxZw+3bt/H398fb25uZM2cqxa5YsYLU1FTu37+Pr68vhoaG9OzZ87FJgilTpjBq1Kgntjt37lx++eUX1q5dS0REBIcPH6Zt27bP7K+1tTXbtm1TKjtw4AC6urq1PGLhdZPJZMQlJ3E7KpK45KRX9mW/b9++pKamEhcXx/Hjx/H29mbu3LkMHDiQysrKV9IH4V9ELoP0JEiIrP6vvP7O89TUVMVj/fr16OvrK5UtXLjwv92Sy+v9fNfU1GTx4sUvXY+5uTkaGhp10KN/DpFsEARBEAThhewPS8RuxWG8N5xhzK+X8d5wBrsVh9kfllhvbc6YMQOJREJwcDDDhg2jcePGNG3alPfff7/GL1N6enqYm5tjY2NDly5d2Lx5M0uWLGHp0qXcv39fEffdd98xc+ZMHBwcHttmeHg4Gzdu5NChQ7zxxhvY29vTqlUrevXq9cz+Tpw4kV27dlFSUqIo27p1KxMnTqwRe/v2bbp3746WlhYmJia88847FBYWKrZPmjSJIUOGsHbtWiwsLDAxMWHmzJlUVFQoYnJycpgwYQJGRkZoa2vTr18/oqKintlP4fHCYx7w7W++bD98kP2nT7L98EG+/c2X8JgH9d62hoYG5ubmWFpa4unpyf/93/9x6NAhjh8/jo+PDwAJCQkMHjwYXV1d9PX1GTlyJA8fPlTU8eic+bPH/WJbWVnJrFmzMDAwoEGDBixZsgS5XP7EvuXm5jJt2jRMTU3R19ene/fuhIWFAeDj48Onn35KWFiY4pfqR/0V/qKSouHodjh/AK6eqP7v0e3V5fXA3Nxc8TAwMEAikSieR0REoKenx/HjxxUjzgIDA5HJZKxevRp7e3u0tLRo3rw5e/fuVar38OHDODs7o6mpibe3N9u3b0cikZCbm/vU/rzzzjtcuXKFY8eOPTHm2rVr9OrViwYNGmBgYEDXrl0JCQlRivnzNIqOHTvWSGBkZGSgpqbGhQsXgOpRbgsXLsTS0hIdHR3atWv3jxvtJpINgiAIgvAa3Yu5xbwva37x/KvbH5bI8G2BJOWWKJUn55YwfFtgvSQcsrOz8ff3Z+bMmejo6NTYbmho+Mw65s6di1wu59ChQ7Vu948//sDBwYEjR45gb2+PnZ0d06ZNIzs7+5n7tmrVCjs7O/bt2wdUfzm8cOEC48ePV4orKiqiT58+GBkZce3aNfbs2cPp06eZNWuWUtzZs2d58OABZ8+eZfv27fj4+Ch9kZs0aRLXr1/n8OHDXL58GblcTv/+/ZUSEkLthMc84PcTx8kvKlQqzy8q5PcTx19JwuF/de/enebNm7N//35kMhmDBw8mOzub8+fPc+rUKWJiYp46QudJtm/fjqqqKsHBwXz77bd88803/PLLL0+MHzFiBOnp6Rw/fpwbN27g6elJjx49yM7OZtSoUSxYsICmTZsqfql+kT4Jr0hSNFw+DiXK5zklhdXl9ZRweJYPP/yQL774gvDwcDw8PFi9ejW+vr789NNP3L17l/nz5zNu3DjOnz8PQGxsLMOHD2fIkCGEhYUxffp0Pv7441q1ZW9vz7vvvstHH330xJFLBQUFTJw4kcDAQK5cuYKzszP9+/enoKDgsfFjx45l165dSkm73bt306hRI7y8vACYNWsWly9fZteuXdy6dYsRI0bQt2/ff1SCWCQbBEEQBOEVSnoYz7yvJjJigTdNBhvSe3pz9p72fd3dei5VMhlzD9zgcb97PiqbdyCkzqdUREdHI5fLcXV1feE6jI2NadiwIXFxcbXeJyYmhvj4ePbs2YOvry8+Pj7cuHGD4cOH12r/KVOmsHXrVqD6V9/+/ftjamqqFOPn50dpaSm+vr64u7vTvXt3fvjhB3799VelX6qNjIz44YcfcHV1ZeDAgQwYMECxVkVUVBSHDx/ml19+wcvLi+bNm7Njxw6Sk5PFomXPSSaT4R948akx/kEXX8v6Ca6ursTFxREQEMDt27fx8/OjVatWtGvXDl9fX86fP8+1a9eeq05ra2vWrVuHi4sLY8eOZfbs2axbt+6xsYGBgQQHB7Nnzx5at26Ns7Mza9euxdDQkL1796KlpYWuri6qqqqKX6u1tLTq4tCFuiaXQejTz3NCL9brlIonWbFiBb169cLR0REdHR0+//xztm7dSp8+fXBwcGDSpEmMGzeOTZs2AbBp0yZcXFxYs2YNLi4uvPXWW0yaNKnW7X3yySfExsayY8eOx27v3r0748aNw9XVFTc3NzZv3kxxcbEi2fG/Ro4cSUpKCoGBgYoyPz8/Ro8ejUQiISEhgW3btrFnzx68vLxwdHRk4cKFdO7cucbUu78zkWwQBEEQhBeUkpH01O1yuZyqqioAJn0yiFZvWTL905HsO/0bl2+dI784D4ABnWv3pfWv4uKDjBojGv5MDiTmFnPxQUadtvu0Yd3PW49EIql1vEwmo6ysDF9fX7y8vOjWrRtbtmzh7NmzStMxnmTcuHFcvnyZmJgYfHx8mDJlSo2Y8PBwmjdvrjRio1OnTshkMqU2mjZtioqKiuK5hYUF6enpijpUVVVp166dYruJiQkuLi6Eh4fX+ngFSEhNqTGi4X/lFxaSkJryinr0X4/O3/DwcKytrbG2tlZsa9KkCYaGhs/9792+fXul90SHDh2IiopSXL/+LCwsjMLCQkxMTNDV1VU8YmNjefDg1Y/2EF5CRkrNEQ3/q6SwOu4Va926teL/o6OjKS4uplevXkrnnK+vr+Kcu3//Pm3atFGqozbr6jxiamrKwoULWbp0KeXl5TW2P3z4kLfffhtnZ2cMDAzQ19ensLCQhISEJ9bXu3dvRfIiNjaWy5cvM3bsWKB62lxVVRWNGzdWOqbz58//o95Hqq+7A4IgCILwdxJwdR092o3nxr1o9pzy4Yu5P1FSWoyWpjaJaXHoaumxYfeXNDK1wtLMlsi4uxgbNOBM8HFk8ip0dfRRUVFBRaJBWUX1F/YfPvZ7zUf1fFLzn5xoeJG42nJ2dkYikRAREfHCdWRlZZGRkYG9vX2t97GwsEBVVZXGjRsrytzc3IDqaREuLi5P3d/ExISBAwcydepUSktL6dev3xOH3j6Lmpqa0nOJRPK3uDvB301BcXGdxtWl8PDwWp+/Uqm0RpLuZafUFBYWYmFh8di55bWZyiT8hZTW8vytbVwd+nPi9dHaNUePHsXS0lIpri4XZHz//ff58ccf+fHHH2tsmzhxIllZWXz77bfY2tqioaFBhw4dHpuYeGTs2LHMmTOH77//Hj8/P5o1a0azZs0Ux6SiosKNGzeUEsjAP2oBYTGyQRAEQRCewzfbv6L1W6ZMXd6VU1eO43dsC2/M6cDFkNNM/GQAU5YNYc/J7dyMCKZPx8EUlhRQXlGOjlb1h4cHCRFUVlZQVlGCtqYujUytySvIec1H9Xws9Gs3JLq2cbVlbGxMnz592LBhA0VFRTW2P2sRMIBvv/0WqVRaY9G8p+nUqROVlZVKvzZFRkYCYGtrW6s6pkyZwrlz55gwYUKND5ZQnbwICwtTOq6goCCkUukzkxl/rqOyspKrV68qyrKysrh//z5NmjSpVR1CNT1t7TqNqytnzpzh9u3bDBs2DDc3NxITE0lM/O/6KPfu3SM3N1fx721qakpqaqpSHaGhoTXq/fM5AyjmpD/uXPX09CQtLQ1VVVWcnJyUHg0aNABAXV39saMihL8YzVqev7WNqydNmjRBQ0ODhISEGufco5E9Li4uXL9+XWm/551OpKury5IlS1i1alWNhHBQUBBz5syhf//+NG3aFA0NDTIzM59a3+DBgyktLcXf3x8/Pz/FqAaAli1bUlVVRXp6eo1jMjc3f65+/5WJZIMgCIIgPIdubaYhVYXKqirefnMuZiYWbF95hGbOrZgxcjGqKqrsX3eR7z/6jXW/rmBglxFMHjKLjiada9TVv/Mwdn55igZGDV/Dkbw4L0dTrAy1eNJEBAlgbaiNl6PpEyJe3IYNG6iqqqJt27bs27ePqKgowsPD+e677+jQoYNSbEFBAWlpaSQmJnLhwgXeeecdVq5cyapVq3ByclLERUdHExoaSlpaGiUlJYSGhhIaGqr4xapnz554enoyZcoUbt68yY0bN5g+fTq9evVSGu3wNH379iUjI4MVK1Y8dvvYsWPR1NRk4sSJ3Llzh7NnzzJ79mzGjx+PmZlZrdpwdnZm8ODBvP322wQGBhIWFsa4ceOwtLRk8ODBtapDqGZj0Qh9naf/uqivq4uNRaN660NZWRlpaWkkJycTEhLC559/zuDBgxk4cCATJkygZ8+eNGvWjLFjxxISEkJwcDATJkyga9euiiHo3bt35/r16/j6+hIVFcWyZcu4c+dOjbYSEhJ4//33uX//Pjt37uT7779n7ty5j+1Xz5496dChA0OGDOHkyZPExcVx6dIlPv74Y8WXPTs7O2JjYwkNDSUzM5OysrJ6e52El2DaCLSe8Su6lm513Gukp6fHwoULmT9/Ptu3b+fBgweEhITw/fffs337dgCmT59OREQEixcvJjIykt9//12xeO7zTJt75513MDAwwM9PecShs7Mzv/76K+Hh4Vy9epWxY8c+cy0SHR0dhgwZwpIlSwgPD2f06NGKbY0bN2bs2LFMmDCB/fv3ExsbS3BwMKtXr+bo0aO17u9fnUg2CIIgCMJz+GDyZwT/JufOvkreHfE+Pdr1p1FDawz1jBjeewJ7vj6Lo3X1F9C3h82nqWMLAOzbuzG85wRFPfaNnFk990ccrWv3q/VfiYpUyrdDWwHUSDg8er5+qCcq0rr/mOHg4EBISAje3t4sWLAAd3d3evXqRUBAABs3blSKXbp0KRYWFjg5OTF+/Hjy8vIICAiocTuyadOm0bJlSzZt2kRkZCQtW7akZcuWpKRUz1OWSqX88ccfNGjQgC5dujBgwADc3NzYtWtXrfstkUho0KAB6urqj92ura3NiRMnyM7Opk2bNgwfPpwePXrwww8/PNfrs23bNlq1asXAgQPp0KEDcrmcY8eO1Zh+ITydVCqlb2evp8b07eSFtB7O8Uf8/f2xsLDAzs6Ovn37cvbsWb777jsOHTqEiooKEomEQ4cOYWRkRJcuXejZsycODg7s3r1bUUefPn1YsmQJixYtok2bNhQUFDBhwoQabU2YMIGSkhLatm3LzJkzmTt3Lu+8885j+yWRSDh27BhdunRh8uTJNG7cmLfeeov4+HhFYmzYsGH07dsXb29vTE1N2blzZ/28SMLLkUihxdPPc1p4Vce9Zp999hlLlixh9erVuLm50bdvX44ePaqYUmRvb8/evXvZv38/Hh4ebNy4UXE3iueZaqGmpsZnn31GaWmpUvmWLVvIycnB09OT8ePHM2fOHBo2fPYPBWPHjiUsLAwvLy9sbGyUtm3bto0JEyawYMECXFxcGDJkCNeuXasR93cmkdfVakuCIAiCIDzRsYv7iU4Mp1f7QTQwMsNA1wh1tcd/8fy72B+WyNwDN5QWi7Q21Gb9UE/ebG79lD0F4e8hPOYB/oEXlRaL1NfVpW8nL9wcHF9jzwShDiVFV9914s+LRWrpVicarJyevN9f3KpVq/jpp5+UphoJr5ZINgiCIAiC8MKqZDIuPsggNb8EC30tvBxN62VEgyC8LjKZjITUFAqKi9HT1sbGolG9jmgQhNdCLqu+60RpcfUaDaaN/hIjGp7Hjz/+SJs2bTAxMSEoKIjZs2cza9YsVq5c+bq79q8lkg2CIAiCIAiCIAjC39r8+fPZvXs32dnZ2NjYMH78eD766CNUVcUNGF8XkWwQBEEQBEEQBEEQBKFO/b3GxgiCIAiCIAiCIAiC8Jcnkg2CIAiCIAiCIAiCINQpkWwQBEEQBEEQBEEQBKFOiWSDIAiCIAiCIAiCIAh1SiQb/mWKS3K5fH3r6+6GIAiCIAiCIAiC8A8mkg3/QH++wUhmZhkrVtxBll9EZmIKqqoa6KgbQWo2PMxRxJUWFdeop6Q0/5X0VxAEQRAEQRAEQfhnEcmGfwC5XE5VlQyAhIgoNr//KVRWgVxO2cMYcjMOsG37dX748jQxIVfJj7hLZNgdQu/cobK0jNy0THxXfM2D64eJD4/E59PP8T+1mgO/TiMu7DT+vnv4+dONIJORFpfIlWMBABTlpvH9+qEc/HkLcrmc7JRILu76+HW+FIIgCIIgCMJzWL58OS1atHjd3RAE4R9IJBv+rqpkUFZBYV4ee/xu8t37H3AmIJmsfHWatm3PlT1/EOSzg+0bj1OVFE5YwCHuxRgSdDwXI50elBeVsOOLDczv/RbnfHejo6rB3u/3cHarL6V5Ufh8p0kT+94cP5JNZe4lftop4dD6z7h2eC0P7sVy4Mvv2f311zSWDOTa4dPEXT7NF9MWkxiVxrm9O0mIv8nNs+dJiAgnPjySqsry1/2KCYIgCPVAViUj7dw9YndeIu3cPWT/SX7Xp7S0NGbPno2DgwMaGhpYW1szaNAgAgICFDF2dnZIJBIkEglaWlrY2dkxcuRIzpw588R6s7KysLKyQiKRkJub+8x+nD17lv79+2NiYoK2tjZNmjRhwYIFJCcnM2nSJEX7j3vY2dkB0K1bN+bNm/eSr4hQn2RVVUSG3Ob6qfNEhtxGVlVV720+6fzp27fvS9UrkUg4ePBg3XRSEOrJn895HR0dnJ2dmTRpEjdu3KgRK5fL2bx5M+3atUNXVxdDQ0Nat27N+vXrKS6uHrl99+5dhg0bpvi7sH79+ld8RP9eqq+7A/WporwCqVSCimrNw8xKfYixeUN+/fxb1LTU8OzdBhf3tq+hl7VQUQnZBRSplfMw4goOrt3JTUjit01bsLK15uDhJGbPHUDczV/YeaEcB2sHDPRVyYy5RFuvviRrV5CbkYRa2kFS7mkQYzaGsAsH0NbTYeJ7b3M58Dh6ps1xaJqNoboNwbf0UM+4y34feyZPbs2Kb5IZ2zUYIxMrSoociL9+kYyUXBpZ2aClnoxnJ1cundhFIxt9LG0diL0eTmlWMPH3M9BvaEfy/Xx6DXfBo9+75GcloaKqjq6Rxet+VQVBEISXlLA/mOtzfSlOylaUaVsZ0/rbCdi8WT9/U+Pi4ujUqROGhoasWbOGZs2aUVFRwYkTJ5g5cyYRERGK2BUrVvD2229TXl5OXFwcv/32Gz179uSzzz7j449rjsSbOnUqHh4eJCcnP7MfmzZtYsaMGUycOJF9+/ZhZ2dHQkICvr6+fP3113z77bd88cUXingLCwu2bdum+LKooqJSB6+GUN9Cz11iz/rN5GZkKcoMTU0YMe8dWnTrWK9t9+3bl23btimVaWhoPDa2oqICNTW1eu2P8A8nk0NKARRVgI4aNNIDqeS1defR9bK0tJTIyEhFQmHr1q1MmDBBETd+/Hj279/PJ598wg8//ICpqSlhYWGsX78eOzs7hgwZQnFxMQ4ODowYMYL58+e/tmP6N/pHJxuunTyHtq7OY/8Y/PzxFxTk5tJ1SH+unDrJlaOnadW9KxZ2Nnh274RcLqdBI/PX0Gtl9yL9yciMwU7WnqjIWPIfxrH1y4Pk5uRi7GDMwxtJNG/SiH3HrxAdkoqbYy7J0dl0GjeSPZf+4Pb1IFq0cqdpixa8OSuGrxdocTtwD1VVVQwcOQj/swEUZzzEzKKS2OgKpBYZtGxtRK8+k5CVZnAqIJBhA3TJy9Hn/p0iCnMz8e7eD0e3NqhQSlhoKLlFCUTGaONsVYSbQz+iok9i3/wNzCyvEh8ViYm5JmX55RzJD8ErXxsVbYPX/bIKgiAILylhfzAXhq8HuXJ5cXI2F4avp8veefWScJgxYwYSiYTg4GB0dHQU5U2bNmXKlClKsXp6epibV/8tt7GxoUuXLlhYWLB06VKGDx+Oi4uLInbjxo3k5uaydOlSjh8//tQ+JCUlMWfOHObMmcO6desU5XZ2dnTp0oXc3FwMDAwwMFD+e2doaKjoj/DXF3ruEj9/vLpGeW5GFj9/vJq3V31UrwkHDQ2NJ54vEomEH3/8kePHjxMQEMDChQvZsWMH7777LgsXLvzvMYSG0rJlS6KioujZsycAQ4cOBcDW1pa4uDhF7K+//sqSJUvIycmhX79+/Pzzz+jp6dXb8Ql/IdHZcD4BCv80EllXHbragJNxvTQpk8lYu3YtmzdvJjExETMzM6ZPn65IBP/5emlnZ0fv3r2ZOHEis2bNYtCgQRgZGfH777+zY8cODh48yODBgxV129nZ8cYbb5CfX73+XJs2bWjTpg0AH374Yb0cj/B4/+hpFB0H9lL6I1CYl095aSkAPccMRd/IgNKSElxbtUZTS4fbgVfJSktj5biZfDltPhcPVH/YqKqsrP/OFpcp/jfkbBBnfz/MnUvXyUlvxi8rVTl9zJ+g21pcDLhCShZUVVYRcUuN4eNmIK9Q50RQI5o5VyDVc0BLJZ/duwMplRmRm5PJndDbXAu+zZQxhVx+4Mi19M7EJMq4eOY0pRk53HpgRFR0Glb2zuw+UURyVC7H9uwmLTsWVY0HxMRpoqPbluT4HBo5NaWhpRmB5wIJvZ3I8aCrZBdrUyXTJyPLicycXPwOpfPbBj+SU0JwdR9IyN0iMnNSUX0QRXmOnMD9R4i/dgJ5yX+PmYJiKK8AuRzKX8HrLQiCILwwWZWM63N9ayQaAEXZ9Xm/1vmUiuzsbPz9/Zk5c6ZSouERQ0PDZ9Yxd+5c5HI5hw4dUpTdu3ePFStW4Ovri1T67I9Ge/bsoby8nEWLFj12e236Ify1yaqq2LN+81Nj9n778yuZUvEky5cvZ+jQody+fZupU6cyZcqUGiMhtm3bRpcuXXBycuLatWuKstTUVMVzgAcPHnDw4EGOHDnCkSNHOH/+vNLIHOEfLDobjkYrJxqg+vnR6Ort9eCjjz7iiy++YMmSJdy7dw8/Pz/MzMyeus/8+fMpKCjg1KlTAOzYsQMXFxelRMMjEomkRsJXePX+EcmGCweOUZSXT1p8Egt6j+LHD1aQm5FFVWUVp3bs58tp1cNlLv1xkrtXQrh++gIlBUUs3rKebiMGEX3zDkV5BRTnF3Jx/3HKS8soyitk19of+eTNyax994PHtltZ+ewPUdFhdynOL1Qqq6qsJCc9k5ibx5EVFvLhrEMc3bid4rx87l0N4eSvv5Odmk7g3iOc/nkThSlhOHm04NjZEtQatUddUoR5486k5Rux5qvfSUuIYv6gBCzMzWnXzJRew/oweEhLytTNUJFIaNWxLRoqhRhVZtBAdgYr/QBMjMpoaOFCsxYtsHV1olkrG0JvxTJ9ShdaejVj2Lj2UF6JunozOng2wMPVEmvn7jxMreTE4RMYGWqQnnqbsIRWpOe64dpISvsOVWjq67Dy0x4MGdIEz2bvYGpsyOyFw6kqq0J+9QGxsbcp0jXm6IGDbPjsR2IC44gPukpVfgGUVUB5JbLsfGSpGSLpIAiC8BeVfjFCaepEDXIoTswi/WLEk2NeQHR0NHK5HFdX1xeuw9jYmIYNGyp+0S0rK2P06NGsWbMGGxubWtURFRWFvr4+FhZiSuA/VXTYPaWpE4+Tk55JdNi9euvDkSNH0NXVVXp8/vnniu1jxoxh8uTJODg4YGNjw6RJk7h//z7BwcFA9dQKPz8/xYgfU1NT4L+/GD96DtW/Mvv4+ODu7o6Xlxfjx49XWgNF+IeSyatHNDzN+YTquDpUUFDAt99+y1dffcXEiRNxdHSkc+fOTJs27an7Pbr2P7p+R0VFKY1QE/56/pLTKPKycqgoLUVDRxs9w+qMVHFBIeHXQrnmf5Z3v1oCQOzd+5zw3UPUzdsc3vQrqmpqGJubUpCTy/JR7/DemmU4tWjK1ePVF8ukqFjSE5O4f+MOXd7sz9q3FxJ7775S2/omRhTm5qOuo0Nkoj6qeuV4eP33Q0341RDc2nly7PdLnL2mwZo1rZ5+LJnZmFiYsfdgBhMm2DNw4HkWT00i+2EpzTo0RSKXEH3jBm5GxqydsZiCnDz6jB1OQW4KqlpSjI2KsTfPZ98ve+hkqUncnVIs7PTRMNSiue015DI5FeUVZBZJyMaT5Af5mKXmoaZRyOTpfYi/GcjtsNtUysvoMrgdVlYeZMfGcPNeNFqOg7h1O53i/ADS0/Ioz03im41XaOOYSVV5ES3btsHUQJ0bIXcxMLSkyvIKrfXacelmIZlF0VjY2LNlqwu5qXo8jNXh+MVIIku34VysQVvvN6iQ3URfXx175w4knszhk1M9mPrGCcJGdqJ7UUt6dumARLWcK3dOYmT4Bvq6uqCmwsXQn9HSNKSl21DUzBrW5aklCIIg1IGS1Nw6jautP9/a+WXrkUiq5yJ/9NFHuLm5MW7cuBfaX/hnys+q3a+5tY17Ed7e3mzcuFGpzNj4v0PaW7durbStUaNGDBgwgK1bt9K2bVv++OMPysrKGDFixDPbsrOzU5oyYWFhQXp6+ksegfCXl1JQc0TD/yosr46z0q+zZsPDwykrK6NHjx7Ptd+jvwGPrr919TdBqD9/mZENu9ZsZF734Xw9YzErRr/LT4tXsmbaAsX27+cvpay4hK4jBgGQFpfIgQ1buR14ldKiYkoKCqmoKKe0uIRuwwfx5uypJEfHkpeZxYRPqkc2TF6+kPAroWSnPuTghm2KRIOWni4aWlpoG+jRvEt7tPV1sXdzpn1LFXRNLDhz+DrHD97Ab+MxIm/eoTA3H1l+LOMH//eX9/37EzlyJJmHpXFEFFwiI+sBWTlxtOrhhVHDBopREH/80YVWPXrTyMGBwz8fRqKnw84Lywm7+5D8zBz0DA1o2b0jUTcj0NRWoyg3HydXOypLMtFUqcLWrAztChkFcdfpNKIH73y+CAc3F7b/IUVTK4xidwuSH2ZyM+Qu5wMPcTP4BjoWDmQkPOSwz1l+up9E0PmrnD9fwtEfvkCa/AcNLd1JzTelsERK22bqmJiZY9TIkT0H73E1rJAmjZ3Q16jAuMQbqYYOafcfUKqhTU6VJpE3Etjhm4ysNI+ZY5rS3sQGZ3dTdLSOEXglgfMX8hg05jKqVm2o7CvnXlIb2l1Qo0WHN7gZrY2uvgndu8xC39wema46F69toqlFNwykhqzc3q56WsULSEoJJSsn7oX2FQRBEJ5Oy8KwTuNqy9nZGYlEorQI5PPKysoiIyMDe3t7AM6cOcOePXtQVVVFVVVV8eG3QYMGLFu27LF1NG7cmLy8PFJTU1+4H8Jfm75J7eap1zbuRejo6ODk5KT0+HOy4XFTiaZNm8auXbsoKSlh27ZtjBo1Cm1t7We29b+LS0okEmSy+r+zjPCaFVXUbVwtaWlpvdB+4eHhAIrrd+PGjV/q74FQ/157smHt9A+Y33skFw8eQ6oqRUdfjw9+/prFW9ezYu8virjFv3xDx4G9cGvTgqrKKoIO+RMfEY26lhZqWpq8+9USJvzfPNw7tKEoLx/bJo3Jz8pBTV2dsrJSNixYzt7vt5CbqTwkTt/ECIkEJFIJ3iPeIOrmHWwaO+Lo7oJERZX46DQMDWQc//5rzvtuIuj4Jc7sPkiXN/tz6cgp0uISAZBmBnHmj2tcuZxDhayMnNwEcvOrV7P2XbmOYYOr/zhIJBLyskpo1aML836oHgqnpial3/A2TF6xCPeObTiwwQen5i0JORuCTKZKbEQ0UomEivICNHV1SShpjGvXgcRH6/Dbyh/w6NGBLm4JlMbGMrqXlPErR9PIXAN5biXlpTKi7z1AXUuV0rw8VI/9QYmaMXrE0tzDgoBrurzRRQ+9okjMrG0pzn1I3wE90dcsRFuSioN1PHJJGk08XMkvhqoSFT7+chb3g4vY9N1N0mNVSAs/jo6GBkcOnMBI342TZw1QU9HH1dYVHU977Btlsu+8CvOtwmnjbIl2gS6VxeXcvJ3Lw+J4rgdu5mbgVm5d8OVS4I9kliRh5tCKoZ1WQHIWVFRAbiG5+Snk5iVTUppPQWEGt8P/+G9G83+SEkUl2ZSW5lNUnE1iys16OXcFQRD+rRp6uaJtZQxP+nFfAtrWJjT0evHpDo9jbGxMnz592LBhA0VFRTW21+Z2ld9++y1SqZQhQ4YAsG/fPsLCwggNDSU0NJRffqn+7HHx4kVmzpz52DqGDx+Ouro6X3311WO316Yfwl+bU/MmGJqaPDXGqGEDnJo3eUU9qp3+/fujo6PDxo0b8ff3r7FoqpqaGlWvcZ0J4S9Gp5Z3MKltXC05OzujpaX13FN11q9fj76+vmKx0zFjxhAZGam0Bs8jcrmcvLy8Oumv8OJe+zSK2DvV2agxH82h08Betdpn/4atnNvzBxKpBHev1kgkEjKTU9HW16N51/Yc3eJHs05tGTJjEr6frcPZsxlx9+5z74ryvVktHGzoPX4EFWVlJEfHEXfnPi26dWTgtLEEnzyHiqoKnft5khx2DVl5EapSGQWZKdw4dZF9+0Lp0M2GU+eL0A9LwsqxEWOd1dDRleBq4M31qCzi44txtIXRH8wkPjyKu5eu0XFQb0LOBqGmro65rRUeXu34Y/Nv6BoZcOmPk1Q07MOkxc5s+nAV1q7OJEfH8M6nizj0ky9JMfHklupjohHN1UM3QVULDeNmdOjQnqiQ2xiaW3NprxwPmyj0bTujbWCAR29dgvf64NDClVMnEjA1iOdBUCrWZjpYWRgxqncShm4m+C3VxdY4DR0t+G7zQSxU4sjT6kl4qi0xyXkkHbhCr15tKFPJ5e6NS7RqVkyfbm25cS2MDxf24McfdjF0UFvSsu/yZj856phSUliCNDYVa2drzl1QZZyVB38cL8DIPIleJta0tD9KgF8hHi4GxBYa4bvVgT691uFq5wkSCW5mXmSQjuaDNHTVTbgZ/Rvmxs7oGVqQVhRLRPRprC1bY6hlSnlGBmoW5ophVS6O3QFIz4wiKSUMc1M3cvOTMTVxrMOzVxAE4d9JqiKl9bcTqu9GIUF5ocj/JCBarx+PVKXuf9PYsGEDnTp1om3btqxYsQIPDw8qKys5deoUGzduVPzyBdXzgtPS0qioqCA2NpbffvuNX375hdWrV+Pk5ASAo6Py34XMzEwA3NzcnrjQo7W1NevWrWPWrFnk5+czYcIE7OzsSEpKwtfXF11dXb7++utaH1NGRgahoaFKZRYWFs9cLE2oP1IVFUbMe+exd6N4ZPjct5HW4y1My8rKSEtLUypTVVWlQYMGT9xHRUWFSZMm8dFHH+Hs7EyHDh2UttvZ2REQEECnTp3Q0NDAyMioXvou/E000qu+68TTplLoqlfH1SFNTU0WL17MokWLUFdXp1OnTmRkZHD37l2mTp0KVCdt09LSKCsrIzIykk2bNnHw4EF8fX0V1+aRI0dy4MABRo8ezSeffELv3r0xNTXl9u3brFu3jtmzZzNkyBDKy8u5d696fZXy8nKSk5MJDQ1FV1dX8bdAqB+vPdkwfN7b7F3/M8d+8aNl1w5o6+k+NT43I4tzvx9GIpHg2KwJWro6NPb0oEXX9lRVydDS0cauiQuVlZXsWvMjMXcjuOp/Bh2D/9ara2hAUUEB5nbWHN7ki7xKhqmVBZUVlQSfOIt1Y0eO/uKHoYU1CZFJyCoqkMtkyAEpcoqKCjHRLEO9woaOrTUwtzNHXqFHZWUlIacv4tqmBfr6atjaVg9bU9NQR6JjQbPOVgAMmDKaoMMnKC0upqqyiqy0h2Qkp5CV+hBTe33+2PwbhbpyVLPLUFPXYPf3W2jZojk52cUUqTVDTTMMaZYKGRkFGDS2YFvMWdr26cqR7Wco1dbmYfBJXPu9x93Ici5dCKeNe3NkahoYSgLJTLJEl4eoNmhLaAtjjE9rs2bVdRraNkGrPA1ttXJSSm3QM9ZHT7uSytIipOXhSGVwO/gkWvIMxk+fQmzSA7IijmLSyJrT1zU4E+NFq6R47t2OpP/ouYTcj8XKwZ6C2BvE3T7PZ58Mwam9BXMba5MSHUeepIzwm6mUFUtIbighzFyX0ioJTg2imDS3lLF9q+jctgWyolxyiyTcTTiKuUV3TGlIA3UtrMw8UJdocuTExzjZdSE28hyenmNwMe8IRtX/1r/umcS9SH9M9ew5G/gNDRu6MuqNH9DTFetACIIgvCybN9vSZe88rs/1VVosUtvKhNbrx9fLbS8BHBwcCAkJYdWqVSxYsIDU1FRMTU1p1apVjfntS5cuZenSpairq2Nubk779u0JCAjA29v7pfsxY8YMGjduzNq1axk6dCglJSXY2dkxcOBA3n///eeqy8/PDz8/P6Wyzz77jE8++eSl+ym8uBbdOvL2qo/Ys36z0mKRRg0bMHzu2/V620sAf3//GouQuri4PHPY+NSpU/n888+ZPHlyjW1ff/0177//Pj///DOWlpZKt74U/oWkkurbWx6NfnJMV5vquDq2ZMkSVFVVWbp0KSkpKVhYWPDuu+8qtj86fzU1NbG0tKRz584EBwfj6empiJFIJPj5+bF582a2bt3KqlWrUFVVxdnZmQkTJtCnTx8AUlJSaNmypWK/tWvXsnbtWrp27cq5c+fq/NiE/5LI/wIra1RWVLB2+ge4tG7B0BmTnhhXmJvHh4PGI5fJ0dLTZebXy7BxcaKkqBgVFRV2fb2RvhNGcmDDVhKjYsnPrLloj7WLE6XFxfQa8ybBJ86hqaOFW1tPDv64DQd3V+ybuXH1WAAV5eXYu7tibN6Q+8E3ycvOpbS4GD1jIyrKyxn74RzuXwvFvWNr3Du2qdHOlvWnqCor4p3FQwB4++1gpg0vp2XX1qhrapIWn8jJX/fSoltHAg/6M2Nt9bzQ0pISPhqxAJw00ZVA3s1YGtpak5GURmFhGVVyDdRVqmjbow05ZSYkJ+RgopuEob4BKQ/iUFFRpaFVIySOo1BLPYxjczfuXrqORNOI0oICIu8k8uFHU1i16ke0dNQJSHyDUeuy0PC9TXqBAZYNy4nPsmHosDb8tu0QEZmOLF3Rmt1rNjFkeC9SY8MZMr4LQWdjcezUlpSMLAqSYmju4sqB34+SGptAsz7TSA09gIqmNpbWhVRWGlJcoEfvN1rRqKEZOWnZSA1MuXzyNCrqZhw4dgc70yiO3xvMxUOdSYg5jJqqN/q6VWhr5BOfeIMr91wY3L0hxkYGlFXko6KuAUb6HD75f7RzH01C7l3SrQpw1W1HbOhZmrkNJjs7FllGAf7B36KprYFD424UFmUwfvi2Gv9egiAIwouRVclIvxhBSWouWhaGNPRyrZcRDYLwusiqqogOu0d+Vjb6JsY4NW9SryMaXtbFixfp0aMHiYmJYnSMUDvR2dV3nfjzCAdd9epEg1P9rUsi/PP9JZINf+bz6dc0crJDS1sbr6H9FOVJUTGc/G0fpcUlFOXn4+TRhIjrYZjbWmPt4kjHAb3YuuwrGliac/X4GcpLy/5bqVSCroEBleXlVFVVoaqqioqqKma2VgycOobGrTzwWfE1Nm7OGJuZEnH1Jlp6OrTo2pGgwyfoPKQvny04gLH8Fh0H9eD0zoNoamvT9c0BDHx7LBnJqTSwMEfyp6xfSVExVRUV6Br+9/6u109fQFZVhUQqxaaxIymxCcTcDufq6Wu06daSrIcZZKemU1RQQO7DTBpYWdCxXw90tXXYu3k78ioZpeUS2vXvRXlZJRm5GnTxbsTNs5do3qUdl46coqKsgsoqCW17deDu5Rv0fWc6MbfvYWFrju/3O0hJ0SE8zZmOjU5RJDHAQJqDurMhI7sM4cCB06Q+LKHfsCGoqSSRUNEMo7zrnDsbiVxWSpW+JSMHNadjBztuBF9GXcsM5yYeFBbls2FLOmpZ+7Gzt2TTMSs+e7sCfQs3ynL9sXN34kFMBREXQ3h3zjvs2HUBMycpm/wM2LGikuRMbc6ERJJf2o0Fk9W4m3ASB4vJpOfm4eqoQXZ6FBdDLuPq2pTS8mTKkSPTU6Fz4zHsu/gJw7t9ARpqRIWfwtG9FxJVVRKjLiMrLeVq1O9INbV5mHWflIe3MNKxZOxIH+xs6ucXt7+7ivIKViw+RnLIlxhopNK0dXemfb7ldXdLEARBEIRnKCsrIyMjg4kTJ2Jubs6OHTted5eEvxOZvPquE0UV1Ws0NNKrlxENwr/LXy7ZALBhwTIqKiqY991/7yX87ez/Izr0LnZNXeg8pC+6BgaoqKpgYGrC2ncW8sb0CRzdsoOivAIAGjnakpuZjZauDv0nvcWBH7cx/qO5aGhrcmzbLroOH4iWtjbJMXHcOHUBVXU1PLzaY2Zjib27KwE7D1JRXs6w2VMVfbgddI0rx06ja2jAtRNnsWvfBzMLfZLuXGfO+pWoaajXOJYf5i9l+pdLUFOvXlglIzmV/d9vYdqqj0AOmanprH3/O8pyklA3MOOrPWu4dDKYoofx3Ll8g7Jy0NGQUFRUjHvnNrTo5kVOWio3zlwhPrGC/iNaE3cvChUVFTJTUikoggxZUzQeHsG9cwcO77mFhUk56vpSVOTFUGVJZm4pmuqlRMSoMnVOb3IfhBP9sJyMhFjKCitQc32bD2dqsmfjAVybNeOQfyzTp7qRnZtJVGgqXb074NzCgqg0A9RVpegaq6NVGMcB3wM4ONoTFnIXIytTZOUPcW/dgBv3mpMRH488/xYYejB1Wj8Cg37hZJAhPb0aUZEZTUKpGc6NpASFutLM8TJvDfIiW+LI7TtHMdeVkVZxHW+P6eSXlaKvoYemRBdNDQ3uJhdSVn4etNXIKUnFw3oC67anERl5ndZtL1NUZoFXZz1UVTRJiA6isCwbTT1jrK1a42TTmYLidNyc+5CVE4uBXiN0tI2RSv+6v1bUt+kTfVCN3gfIQTuFlbuPYWRs/rq7JQiCIAjCM/j4+DB16lRatGjB4cOHsbS0fN1dEgThX+4vmWz4s8ObfEEi4e6layRFxdKmrzeyikqGzZlG6IXLqKmr8/s3m6go++9IBh0jfbS0tVHX1ERbT4f5G76oUe+DW/dQVVPD1s2ZoMMn6PRG9Zye0uIS1r6zENc2LfAa0g8z2+p1FhLuRxNyJpDGnh6EnAkk4X4UKTGJtOzRg2YdmtHcqz3FBYXoGug/NunwZ7vXbcLa2Z6OA3sjk8n4adFn3H9QRnaxCR+vn8oPq4/hpH+bjDw17oRX0rF5KR0H9SItLomUmDhSYhKoNO9NaUYMH6weze1L1zA0MSJg10FKi0sxNjMl5UEs/aeN506KHUYlF7lzM5YJ772JkZ4u6z5ZRUNrW3aebUQT03CuxznSxCYGW3trbKxMOBjsRE9PGWFBB0jItubTT9tz/LwmFN6mXUtzHLq2IDO8kPdXRJOdX0XQ0Q7Y6pVz7tJNMjNC6dVtGPceQEDAz3Rs7UpBViGdBvShqPguEZfzySGZFp6juXt1C8X5WuiYduNO8AUMbaypqDCgoCSD+ZMd+ONiIzT18mjfRIsKeUM8HLX49Id49A3CaNnYDBtbFUwbNkcrK4lkSQG6GiYYNnLkXkYE9yMP0cigGREp0bRr0w4rixaER55g39F5yOXQr8cybt7aRROXfhQWZhLx4BStm4/Gs9lIzBu61eEZ/Pey4p0PSLqbgL2HAx9tfPKiWIIgCIIgCIIgCE/zl082JD+IQ1VNjTuXgvEeOZjjPrtJiY4jK/UhOoZ6RASHKmLV1NToOfZN8rJyaNGtI1kpD2nWqQ2hFy7ToksHjMxMAaiqrOLAhq14De2Pmc3js75xdyMpKigg7l4kA6aMpji/kNi792nkYIPPiq9596slrBo3ixV7f0EilXLzTBBHt/rRa+ww2vfvUevjq6qsYtfaDZQUFZP6IJ63V39M6LkgkqLiiL55G20DPTR1tEmLTcDZsxnJ0XGoa2rQtPdwwo7soqqqEpdWHthYWxEbG0fE9TBUDB0YNM6bwAPHyElLJz87ByMzc6rKSylTT0Wer4O2jjmpabloamuRV6JBWvu2NAqJQktLSq5aD9o3ziAxOZCw+07s2zWKoOAskmT5uEgSSEwxwMDOisvHzzFqZEesLRpw52YAWkZ6nL5igbHkLk1cjbly9xYdWzRBVQZp6VHIZSkYmw8iKleGcUkuAcHhyKX6WEiSuJffjn7tczAwysDQYiy60sNI1How77NUFsxKQletHWoSdRafi2XJW4V42NhSnBiHpooOmqWFaJi5Ui6pxLRxc8gv5vzlUMISlzKh+wauxu6FknKC4w/xMDMWT8eBZBfFUVieS8MGzgzqvYpf90zCwbYTLd2HYWvVlpy8BCzMmr7UuSsIgiAIgiAIgvBv9ZdPNvxZWnwil46coqSwmJToOOLu3Vds029gwhvvjqd5p3aoaqhzbIsfQ/6z2GTygzgaWjVSjDg4tWMfZrZWeHRu98S2Qs9dQkVdDefmTdHU0VbaVlVZyf4ftvLmrCl8Oe19GrR0Iu7CXWat+QhTy0bPHNnwZ3K5nM8nzmHS0vc5sMGH7LSHLN35E0d+2cFpvwO07d2N3MwsOr3Rh7T4RO5fD8PK2RJrew2unIzF0tkeA2ND9NU1ObbvMEV5BZRWqKOjDSUFBciRU1Glx8ChrbG2dmbzdxupqqiiUkWfh3m6NNRKR6NRa3Kyi7BqIOPgrTZ4tdPFySSXSk1NzgdrMmKECToG+7ilbUr4QUve7m6FikxGYUoU5ubqRGQbUZESRkJUOPNXzObIvj9ITyxAz8KVJs5mlOvdpJFueyiSkZwWjEHD9lwPjuZBXA4FKro4Wxhy+UoS7041QyaXciXMhe4d9Dh8OhIz7fs0bdGEinIVXOxS8b3hSmM1HfJKYxnctSFlZdFkZefRvNlw9C2NkKqrEZN6jZNnY+ns5MThm5vJLPbHysSZhmau5GUl89ZbmyktL+DqDR+MjWyxsWrD5l+HYGnRkoqKIhqaOBN2dz9D+3+NmakLBnqNMDK0RkWlbu8xLAiCIAiCIAiC8E/1t0o2ZCSl8M2MD8nPyQOZDJkcNDQ10DbQ4/MD1XcY2PThSqZ/8fRbRT24dQ+7Ji6oqD59bn5uRhYPE5JwadUcqF6NOD4iGolEws41P5Aak0hVZSVIpZSUq+PcpBGNPT2U1nmojSO/7MDEwox710LQ0NBAQ1uL8KDr5OXm4+TZnMTw+8jlMiyd7KmqqGTqZ4uQSKX4LF9No4ZWZKY95GFWJhlJqaiqqWFma4VRQxOKM/OIvBuOVCoFTXO6923DxeMnyZE7oFL2EBsbLezcnFBVV+f+jTA8vTtz6dh5NPSMWb/Plbe8QukwfCoPrhzGxqoMAzVTMsJOcF/WnRbNUshI06Bx4wYY2/fj7q0MtvyeiaPxTe5nuuFmW4SD3k0Ks3MYv7Ad6oUunL+cTP8+Dhw5eYU2zc2JehBHUIgqoXGNsDIswmdlM36/noxOaRzdvN9iyLvnmDs+lbae7dBQLcW4gSPFpaqEBYdTKJfSsmkD9PW0SEkrpFJmxo6j93jnLVNMG5oSEnuQqIRbWBtMREMnjLTicNQ0tTAzb0Kr5qOJS7hCbl4S2XkJZGY/oGnjfjRx6ceWHSOQStWQyWXo65qRkxtHWkYEY978Bc9mw5/r31UQBEEQBEEQBOHf6m+TbMjLzObHDz6lgZUFoWeCqgt1bGlg2ZCPNnyAprYWAOWlpcjloKGl+dJthl24jLqGBm7tqu/neumPk+z97hd0DfRo6d2JW4FXSU9IwdHdleS4JCrLy/Ea0henFq5I1A1p3qFZrdrJz68g5Mw5ws6eIykhH3VNLYozY0nINkNdU42Bgxy4fekaH25ZR3J0LBKpFB19PTJiz7BvUxCWDvbk5+RgY2dHaVUFuelZpMbG886KD/jt659waOpK9K27FOcXYuvmSoWBB5k3D6Glp0s2TWjeuISK0nJ0DfVp2qk9P3yymYj8drRxiUIdNTIfFtOuhyWn/0ikhWM52dkFOLXqQG6VA4lx2SQkF7JzV2+uh8g5fyaSLj1y0Ndz5OD3m3B0cODG9VtI1dTRNbOjZVMzWnv1oEQ9HHmSLl/vU8FOIwD31v0w1Dck7LYf+rpdkWqY0sKlDG09DQqK8nC3b0R6djRWHt0YPOQ4S+e4YGuljYZWJVIqUZGqkpWbzK3wWxRWdiDw/k/MfHMyOdnmmNqlE3B1NZ6tJ5CQcJmmTQcRHeqPuq4BJ4O/obKqjEUzr9PIrCknz39ByK3fsbFsjamJE7n5STjbe+No15kN2/pSUVnCx3Nv/6sXkRQEQRAEQRAEQXiWv02yASDwkD87v9oAgI6BPl3e7E+3EYPQNdDnp0WfMXHp+0RcCyUnI5Ps1HSGz337pdo79JMvb0wfj0Ty39u+FOUXcGzrTtKTU0mPSwKpBAs7G7QbNeXOhbMUpsVSXKGLf3gHWjVOx8lOjf6Dm9BnwogntrNnTwIFKZEkXt5LRZUEPRMDdLQ1cW7RhLKSMlJi4ki4H83AqWO5F3yTxMhouo8cgrmtFWd2H6K0pASXFu4Y6+iy18cPNW19NNQklBQXo6amRuveXQm9eIPc1BSW7t7EJwsvYKtxhQYWDWjSawRhx35HRcOaB1G3oSAF7zf60cTZmZDbZ7l25h7adl74/qHBrPdcaedUSExkBaeP7OdGkjNZ+dosXmBLew8pWmo2XI4sJOpBDE4mRZRnJuHYpQ8/fnsfO1tDYrK0mTGqETfCM0jN1WDwG6Z8s/ou7ww5TGGRGxpybUKTbdBVz2LwwDYYaKtRRSmbd2Ywpn8Wro3bcO/eQfaflmNo4E5nTymHrsrp5X6VktIUOrebQ/LDLNLyDXhYrkF0xF10m1owztOAh6XRpGTcpUPzSWgameD7+0RS0+8ydcwebt7eQwNjB+TIKShMp7gkG1fn3lSUFxN6dz/pmZHo6Zpx49Yu1NV0KS3LAWBQr9V4d5qLurrWS51ngiAIgiAIgiAI/zR/q2TDvWs32TBvKQ4eTZi8fAHGZg2fGFtaVFxjrYW6dv9GGMe27iI/O4eOg3qTnQs3orMpCv6D+GwzTLRyKNFuxpIv+tGsU5tn1rdh4aeEX7mBXC5HVUMdI9MGTP50IVuXfEXHwX04t+cPeo8bRpN2rQjYdZD718OY8ukH/Pr5t+ga6mNhb0tqbDxRYQ+QyEvR0NHG2Kwhqcl5GDQ0p6ooA0tbcywc7SjWdMfBqozLgSkUJ1ymc/ce+B85iaONEb0HDODzrw5ha1aAlaM9X27Tw8UsicZtWtFAV4terWSkFuaSr9ORBg00cHDQpTg1kCqJIfaWLmRmZ3J8y884uTii7tIKI3SR6qVyYvNOuk/4P5asXYp+rhbTFkxnxVcP8DQOwtZBgrRCjnkTTYz09LgS1ZnZkxwJDExCX+MK+cUFyNWG0s2jDC0dc+7HJxIRvw+JahN6Nm/Hr6dW0svrUzR0dbF3MEQmgVOn1yArfQsHm9skFUSia2qFiYk9paUFmGnbYmLujFT9P+trpGSBuREVsgoOn/g/0jMjeGvwJowMrcgvSGP3wZnEJARRUJQO/Pcto61lwldLMuvnBBMEQRAEQRAEQfibkr7uDjwPLS0tZny9nHnff/7URANQ74kGAFu3xry96kMW/PQV5rZW3Dt7HN2HN7F2ccDNrgADAzmmkhsc3LGXTp1Ocv50FFC9KOTD+KQa9Tk2c0VTRxupqgpVlZWUFBXx44LlLNv1E7auziCTEXzyHEZmDWjRtQNubVty9cRZMlNSKS0uISnyAVEht7FztUbfyAADY0NUVaU0crTBRL+SEXMmY29rS1JUFlu3PiAxMo6LRwIZ8uZwAs9fprwwn5JyVXbtPkuZfi4p5SY07tILaUU2m/bNwKWJGdrGGpRrm2DfsTn6+mpkZZUzY8Z1pEYdsbK358SBPTh6Nsa9/1jOXM1FuyQbPTV1Fp0uo8Xkj2nd3Z4BPXrS2quAiIu+/N/0q3i2MaCrdy+MzEo4f6svP+1thU7mWYLPHia7IJnwkDiqKo1pZK7D2et/8IPP78hkGpg18Obwzhyik8pw1emNo7UeRuoZJEfe5GZQLO08x9PIpZJsjQIaGbrQyqQnZ89/g2pmIZoa+tyO+IPQ6zsB+OPOOqLjgzh84kOycxOISbhMTl4Sy9c6svvQTKLjL9LUZSD21h1QU9WiY5vptGs1mUWzrtf7eSYIgiD8c8XFxSGRSAgNDX3dXREEQRCEOvW3SjbYu7vStH2rZy7s+Kpoamuha2iAroE+zTq1ZerKxZhZN2LgtLFIJSpY2FhSWSUj/G460dH5/L69eq2J0uISLh05paintKiYvMxsmnVuh6WzPRM/no+GpiaFeQU0ad+KnV9t4Kr/GdQ0NDC3tuLnj7/g6FY/SouLOXniIfburmSlPCQ5Jg57dxdSYxNo3asbb86eiodXOx5G3aGsKIXjW38mJOQmUbdv0qtNLoH79tHErpxdBy+THhNOx2ETaGhlzI1becTeNuJ6iDofLTmLg7Mx+1ICaf6GPhH+P6FWAX3HXWHjp+tp1cqYfv0siIsr5NCRVDBtQtOB+zly5Tu8Ro1ETVebYiMd3BIkRIUUUZWWw4OzN3Gw70GcdBxePWdTWVVB8KUr2Ln3prGzMWsX29C6lTPRURJuJ4ZhZatH6OVzXD6/m0q9fuw45cAh/1N8+Hkezq0cyc5RoZ1XJ9JSIijIruB+Xjwl2tqERCTjoC7H3bI76iaOfL8zkV6dvyK+Io2Dp+NxdelDE7ueAAzqvRIney96dfmQ8vIirBu0Ifz6fjq3ew81FU1a2w0iMfUGC94LYt2KYsYM/Ynxw7bSwMjudZx6giAIfx1yORSXQUFx9X9fwYDJtLQ0Zs+ejYODAxoaGlhbWzNo0CACAgIUMXZ2dkgkEiQSCVpaWtjZ2TFy5EjOnDnzxHqzsrKwsrJCIpGQm5v71D5IJBI0NTWJj49XKh8yZAiTJk2q9bFYW1uTmpqKu7t7rfcRXq2qqiouhZ3j4JmdXAo7R1VVVb23OWnSJIYMGVKj/Ny5c0rn588//0zz5s3R1dXF0NCQli1bsnr1akX88uXLFe8DVVVV7OzsmD9/PoWFhUr17tu3j27dumFgYICuri4eHh6sWLGC7Ozs+jxMQXisR+esRCJBR0cHZ2dnJk2axI0bN2rEyuVyNm/eTLt27RTvg9atW7N+/XqKi4uB6veJl5cXRkZGGBkZ0bNnT4KDg1/1Yf0r/a2SDX91Ni5OTP/iY9w7tGborMl0Hz2EXqOGYKqpiqwonTb/+RyhpaPN0JmTFfslRccScT0US0c71DU0iAq9A4C6uhrZaen0nfwWzb3aY9TQFA1tLVRUVBg1/13a9++BqakaEiQ4t3RH39iI9IQUGns2o02frhzYsI2kHGNyaEKjxq14mJBLemIaqqoqSAojyS01pEX7PjRxUqfX2DdpbFhOs8aNGTvEhhKJI12bJrL4PS0aGWSQsjWIg5//hNXgj1myajfOXVWJK26HmpqETT/eYeTIQB6EJ6OteZ+pXmboq87gQUw5Poc0uXxfQr9uRUyf1Zjbd+6hb2FF6u1QmlhL2bT2LKrqjQi6XMzuE5r0aB+OsUUVd0Jv06tna+YMGUNshhrmjp1JbK/B7riHrJ6ZS36ZGu5z1RjaT58HBVUUlapRoaKGplop9hJNblxfSUyBPkkVMQSGbSE1vIrKyggaGjagvd2bVJQ8QCaXod7AFIDb4Uc4cPh99Cu0ad38LaJiNYlOzyI24SpRcefJKkzmo9k3X/k5JQiC8JdWWAJxD6unoj3Mrf5v3MPq8noSFxdHq1atOHPmDGvWrOH27dv4+/vj7e3NzJkzlWJXrFhBamoq9+/fx9fXF0NDQ3r27MmqVaseW/fUqVPx8PCodV8kEglLly59qeNRUVHB3NwcVVXVl6pHqB/HLu6n/Tg7Ri70ZtbqMYxc6E37cXYcu7j/dXeNrVu3Mm/ePObMmUNoaChBQUEsWrSoRiKhadOmpKamEhcXx5dffsnmzZtZsGCBYvvHH3/MqFGjaNOmDcePH+fOnTt8/fXXhIWF8euvv77qwxJeE3mVnOxz6aTuSiD7XDryqtc7037btm2kpqZy9+5dNmzYQGFhIe3atcPX11cpbvz48cybN4/Bgwdz9uxZQkNDWbJkCYcOHeLkyZNAdZJu9OjRnD17lsuXL2NtbU3v3r1JTk5+HYf2ryL+stWTrNR0Or/RlwYWZgCMW+BIm97dlGJkVTKkKlKcmjfFqXlTAKQqUlp060jgYX8A3Np5smHeMkpLiigvKafDwJ4EHT5BfnYusXfCWfT1NIxMGxAfHkVRXj6X/jjF/ZBbBB7yx9zOioaGRZjqF5AWV4REKkFWVQXGHlSWJ+Bgq07k3TMUyUyxKyoiPzuPjMRkGtk6MWf0bR481OFmwB2kWQkk5+hzu2gYQ9S3Y2kp5/yuh7jblfHTJw8wkRfTtIcbn6zoxq8+4WTfvUpBbiItps0iKCgDw6Az2LWA0FO/EhRYSWJRM/q/0ZDS7JvEp6eQGJOLpk45DRoa4PtzPD3fLMLO3Y0TR09QUKrLjPenItcsIf5uKL/cy+TAXSP6tNXiTnoIx6LCyc2cx6wTWfy2xhUtdRX+OKOOnrEtLVzkpGVmIm83jc4qDbBzKkFNXQVtGwtattdFLpcp/i1SHt6iQ/u3wVgPWUwlA/q1pbgkh+IS8Gr/HhlZ0a/kvBEEQfjbKCyBtJya5VWy6nJzQLfuF9CdMWMGEomE4OBgdHR0FOVNmzZlypQpSrF6enqYm5sDYGNjQ5cuXbCwsGDp0qUMHz4cFxcXRezGjRvJzc1l6dKlHD9+vFZ9mTVrFt988w0ffPDBE0cm+Pv7s3LlSu7cuYOKigodOnTg22+/xdHREahOntjb23Pz5k08PDywsbHh448/5r333lPUcfPmTVq1akVsbCy2trbk5uaycOFCDh06RFlZGa1bt2bdunU0b968di+iUCvHLu5n+orhyFH+0pWWmcz0FcPZtHQv/b3efE29g8OHDzNy5EimTv3vLdebNm1aI05VVVXxPhg1ahQBAQEcPnyYTZs2ERwczOeff8769euZO3euYh87Ozt69er1zBE+wj/DwwNJRMwPpSzpv4liDSstXNe1wGyoVb20KZPJWLt2LZs3byYxMREzMzOmT5/Oxx9/DIChoaHivLWzs6N3795MnDiRWbNmMWjQIIyMjPj999/ZsWMHBw8eZPDgwYq67ezseOONN8jPzwdgx44dSm3/8ssv7Nu3j4CAACZMmFAvxydUEyMb6smAKaMxaGCEo0cTBkx5i/LSMq5fuUlFRYUi5vivu2vs133UYCrLK3Br64lLq+ZE3ggjJyMDiURKx8G9UVVXY+73q7hx+gJeQ/tjZNqATR+uYs/mI/z+4x6mrPiAgdPG4uHVntjbEdw+E0BlbiJ5mZnYuejQtJ0nnTsZkZWSRtdhA1FVVaUiJxaJVMKd4HByS7SJKdRmzXY7VIpUiErQQ1Xfku79W9PNPQm5RmckEhus9DO489CVyHZuJOq4EhF7j117HqKmpkpsriF67t1ISg2koKCS5FxTsmQtSS5sydT5wzEsu0qOrCV3byVg26oRMUkqJBc0ZfqwBqDjRGHKbU7dMMHRuxutupthoAVJZTqoG1pi29QFA80rtGmtzxjPXkwevoFWLTT5Zok9KUmXyczLo01zXTxs7fBQN8bDoj0VFZlkJt5H18gCtaJKUFGhpfswtLUMFa97n27/h3lDNwBUVDUIu3uALu1nkJn9gJbNRuDm3Lu+TxlBEIS/D7kcMvKeHpOZV+dTKrKzs/H392fmzJlKiYZHDA0Nn1nH3LlzkcvlHDp0SFF27949VqxYga+vL1Jp7T8aderUiYEDB/Lhhx8+MaaoqIj333+f69evExAQgFQqZejQochkshqxUqmU0aNH4+fnp1S+Y8cOOnXqhK2tLQAjRowgPT2d48ePc+PGDTw9PenRo4cY8l6HqqqqWPbj3BqJBkBRtnzjvFcypeJJzM3NuXLlSo2pPM+ipaVFeXk5UH1u6erqMmPGjMfG1uY9Jfy9PTyQRNjIy0qJBoCy5BLCRl7m4YGa68zVhY8++ogvvviCJUuWcO/ePfz8/DAzM3vqPvPnz6egoIBTp6qno+/YsQMXFxelRMMjEokEAwODx9ZTXFxMRUUFxsbGL38gwlOJkQ317NbFq0hVpJhYmBGbkkFlRSVqamoADJg0uka8S6vqXyWadmyNVColKy2dTYtX0sDKgnO//4FEIsG1TQvcO7XmRsBFGnt68NaiGWRnV+L/yxYiroUil8nYuvQrpKpSJMhp3bsrMWG3SYnLxsK+CDNba0YtfI/bQfEUyxyxcckl9UEc4z6cw5FNv6BrkMz0bxzooNeaX7cE07FLG7b4FqA/OJ3OKTF4N5eQ/VBGTLoqiVsSaekcjkq2KUuW3KK0sIAP34onMeQyd8M70PctPYYPtUaSWYqZjROqaqpEPWyAxeVQgoI0KJSV066NCQ2NNcnOSKdMXsX2g3IaOdwj5mIW+q3MWO97n7jYFJo0SqVXv6EYjpyNuUTCmYu+dGjkRnmZFoYa6shMPLkdXYJnE01UpZ2QSqScClpHO7dJqJrZcD/yKO06ToOK6oQDUglnAteRk5dI907zMTK0BiDt4V1mTDqOuro27004goaGLmYNGr+6k0YQBOGvrqS8egTD01TKquO0Neqs2ejoaORyOa6uri9ch7GxMQ0bNiQuLg6AsrIyRo8ezZo1a7CxsSEmJua56lu9ejUeHh5cvHgRLy+vGtuHDRum9Hzr1q2Ymppy7969x46GGDt2LF9//TUJCQnY2Nggk8nYtWsXn3zyCQCBgYEEBweTnp6Ohkb1a7t27VoOHjzI3r17eeedd56r/8LjXb1z8f/bu+/wKKq2gcO/Ldn03ivpISSE3ntHihRRBEQpoggqdlQUFcUGKKIIIl1AQbqoIL13SCCQkEIC6b3Xze5+f/CZ981Lx0BAnvu69oKcOXPmmWGy7D5zCmnZ1/+SZcBAalYSRyP307ZR57sSw5YtW7CwsKhR9t/JjQ8++IDBgwfj7e1NYGAgbdq0oU+fPgwZMuS6SbOTJ0+yatUqunbtCkBsbCy+vr7Vn03Fw8WgMxD9ajjXyKldKVNA9KvhOD3qjkKlqLXjFhUV8c033/Ddd9/xzDPPAODn50f79u1vuN/f7/1/v3/HxsbW6KF2qyZPnoybmxvdu3e/7X3F7ZFkw11Wr0EgKpUSCxtrbuej0d//Sdi7OPH0e69SUVpKcPNGtO7bAyONEc26dWTdt4v4fdHPXDxznuBWTdBVlLJ8+mz6jH6St36chU6nIzU+kTMHjtKkayf0+cXYeroQF3GOssISiosrqHB8BGP1HhRKFR98kYtbbga2miAsLxzmt6Iinh73NM26tyc9/zQaz9NYGak48Mc+MsqaYlL/PIZie45uD6ZYa0lgoBH1g5I4lOiIVacKCrV2OPUy5Y9Nm1k4PRuPJjrenzyBdTvG8OuC35n01hMsmH+EDk2LyUi/xLojVhQXlWOvO4urkTNao45kHTlLlZsZ9dxTict1RJlSRdOgQrJiTVE4jORSWgYxFw/T5bGnsa0owt7fnouVO/AxaUF6cgQtAvthb+rMvmPfU6EuoEFOCiWZyRg7uWDr4keXdq+QmHQUExOr6mvfsuEILE3sWPDzY4wdvraW7wghhPgXuNWnubX81Le2Vus2GAwoFFc+OL/zzjsEBwfz1FNP3VFbDRo04Omnn+btt9/m4MGDV22PjY1l6tSpHD16lOzs7OoeDZcvX75msqFx48YEBwezatUq3n77bfbu3UtmZiaPP/44ABERERQXF2Nvb19jv7KyMuLj4+/oHMTVMnPSarXenejSpQvz5s2rUXb06NHqe9XV1ZXDhw8TGRnJvn37OHToEM888wwLFy5k69at1Z8lz549i4WFBTqdjsrKSvr27ct3330H1N7vlHgw5e3PuqpHQw0GqEguI29/Fnadb7wS4O2IioqioqKCbt263dZ+f9+vf79/38n9+/nnn/PLL7+wZ88eTExMbnt/cXsk2XCXWdvb/uM2PAJ8APBrVHMcXkDjUAx6PYlRFzi95xAN27Wg99NPsO2nX6nfsglu9Txw862Hu78PR7fuJiY2Dk3SZdr16My+P3bgF1BK0eGlaBqG8OuhBjz76FZKrZwY8VofkqKiiDyVyLKZy1j94zY8WzxCPb0tyRbBtO9TSu76eHIvtcbKIhGjECuOhxsRl51Pt06FZCaq2DvHh0ffdeSt9jH07+xFj04pxOg7Ym6uJklVxC/r8ylTJzH4qRIU0ZV06vc4RWv/IjI3mZjynvhaQEF+Io8/3plVf2Yx7qXn+fCttRz5fgcnT7hRr3gfZWZPUlFeiXe9BuxZH4eLkzE7jxbx7BAfZv8Sy5tjA0hXm1KiraJ3kwmoVCpS0qLJrsrgzzUTmPziKZRKFT5GgaCxrL6uR48twcLKkedGbvzH/3ZCCPGvpLrFVaFutd4tCggIQKFQEB0dfcdt5OTkkJWVhY/Plf9bd+3axdmzZ1m79kpy+e8Prw4ODkyZMoWPPvropm1+9NFHBAYGsnHjxqu29e/fn3r16vHjjz/i5uaGXq8nNDS0uhv7tYwYMaI62bBq1Sp69+5dnVwoLi7G1dWVPXv2XLWfdHmvPU72rrVa706Ym5vj7+9foyw5+ereFqGhoYSGhjJhwgTGjx9Phw4d2Lt3L126dAEgKCiIzZs3o1arcXNzQ6PRVO8bGBjIgQMH0Gq10rvhIVSRXl6r9W6VqemdzecTFRUFUP3+HRgYeFv/H8ycOZPPP/+cHTt23NZkwOLOyZwND7CwDq0YMmkcfccOZ/Kirxjx9kt4BPji5OlGdnIaX02YTOSh42ycvwxTCzMKc/PoMLgPdsZmeHl7YWPZmrIKFdkpKbw+3gQLG2v6jRtOWnw8er2BFp0b4xfsxYUkU9auimDrym1QVYKRkZrn3nmckqwMgusZcSHKHrW6hD6DM5n9R2M27PPDYGLP7oWZeDqZMWR4GGO/eInyAiWFhVqOlaWTUeYOGQcJ69aG7iMG49clCL9veuLhquCd58p47rVurNzlxSufJ5JbEoOziwVLfx3LsD5mtGjWnDe+ncUrE92xMtdRz9EOT7diHO1PUKE9y/YDaYwbbM2FmEg8qsCmSsWcZalUVhRjrbBDk2+Gl0MTYqL/ImLHjxicbdDqKtlz+FuOH1hM307v0bLl6Jv/AwghxMPKVAOqm3yEUCuv1KtFdnZ29OrVi7lz51JSUnLV9luZzO6bb75BqVRWLyu4bt06IiIiCA8PJzw8nIULFwKwf//+q1a3uB5PT09efPFF3n333Rrd3HNycrhw4QLvvfce3bp1Izg4mLy8a0yq+T+GDx9OZGQkJ0+eZO3atYwYMaJ6W9OmTUlPT0etVuPv71/j5eDgcEvxiptrFdoBVwcPFFy767gCBW6OnrQKvXroTF1q0KABQI3fD41Gg7+/P97e3jUSDXDlXisuLub777+/ZnsyQeS/m7HLrT3Zv9V6tyogIABTU9MayxXfitmzZ2NlZVU9/GH48OHExMTUmIPnbwaDgYKC/8wt9OWXX/Lxxx+zdetWmjdv/s9OQNwy6dnwL9BhQO/qv9s42aOr0rFv/R+Ul5Zxes8hNMbG1KsfQOeV/Zkx/h3i8+sz6mkfzuyLxymwMYEB5njV9ycpOpbCnHw8AnypKC2jOL+ABi1CSbTQ4W3txqEjPnw9vgkq9ZVfUJ/QErLKMmnc2IZPPmtLcKAtmQn7Obw/hzCnKPJN2jL5NQ9efvEozaY5EtjwMPamrlQdzGLG20r2bqjAL0dDdEoZP66IYOLHXrSdPJ6Dx4pI+esQX33egBW/pjPhxZ706LGbnp+X82eBjtCtJxj9hDvbft2Iw8ueeOU3xLpKze4tK2k85lFOfrIfR9MQPD0c0Rur0Wsr6dLahqzcMjTqfCxNAggwD8XLMphKRxdijm/mcMKveLu3ZF/4D7Ro/QyW6tp9GieEEP8qCgU4Wl97NYq/OVhfqVfL5s6dS7t27WjZsiXTpk0jLCyMqqoqtm/fzrx586qffMGVccHp6elotVoSEhJYsWIFCxcu5LPPPqt+Yvz3qhB/y87OBiA4OPi2egq88847/PjjjyQkJDB06FAAbG1tsbe3Z8GCBbi6unL58uUbTib5N29vb9q2bcvYsWPR6XQ8+uij1du6d+9OmzZtGDhwIF9++SWBgYGkpqby+++/M2jQIPkQXUtUKhUfTfiG56cNQYGixkSRfycgPnxhNqpa7r1zO1544QXc3Nzo2rUrHh4epKWl8cknn+Do6EibNm1uqY1WrVrx1ltv8frrr5OSksKgQYNwc3MjLi6O+fPn0759+xqrVIh/F9sOjhh7mFKRUnbteRsUYOxuim0Hx1o9romJCZMnT+att95Co9HQrl07srKyOHfuXPXqKvn5+aSnp1NRUUFMTAw//PADGzdurF7GGOCJJ55gw4YNDBs2jPfee4+ePXvi6OjI2bNn+frrr3nppZcYOHAgX3zxBVOnTmXVqlV4e3uTnp4OgIWFxVXzoojaJcmGfxkHNxde+/4LAPKzcijMycXCxho7lyvjrOoF+VKeqCAzORW9LoM3v/6kekxfs67tSb14CXtXZ3TaKspKS2lobUWhJga/I2X07+3ND29/zOOvPc/hLTvRa61pFlzBmj1lzDgQweXJOkzNczE2UuOgjmHXqfrs2XQRD0dzBiib8dvvZ9lQYEZVUSqX8jzR2gTz+Zd/UKWtovsTA4n5ZS8VBgfOxqcycbmOF0fGEtZyH4MGDmfF4haoTI24mHCWHu0ieXHiSeZ98jR9R4UzM+oQW5eY0rRNKDNmnOWlL5+jsYcrR7etJq80hKqCMvTaEk4fj8PTNwNrSy8s1LaYlKnIqszG174p+2KX09J7IJ19n7r50zohhBBXlrV04cqqFP89WaRaeSXRcBeWvQTw9fXl1KlTTJ8+nddff520tDQcHR1p1qzZVePbp06dytSpU9FoNLi4uNC6dWt27txZ3b28NtnZ2TF58mTefffd6jKlUskvv/zCyy+/TGhoKEFBQcyZ7FsVBgAAZAZJREFUM4fOnTvftL0RI0YwYcIEnn766RpdjhUKBX/88QdTpkxh9OjRZGVl4eLiQseOHW86k7u4PX06DOaHqWv54PtJNSaLdHX04MMXZtfpspdwJfG0ePFi5s2bR05ODg4ODrRp04adO3deNafHjXzxxRc0a9aMuXPnMn/+fPR6PX5+fgwZMqR68j7x76RQKaj/dWMinjgMCmomHP4/V1z/68a1Ojnk395//33UajVTp04lNTUVV1dXxo8fX7199OgrvYxNTExwd3enffv2HDt2jKZNm/4nRIWCVatWsWDBAhYvXsz06dNRq9UEBATw9NNP06tXL+DK0saVlZUMGTKkRgwffPABH374Ya2fm/gPhUFmhnmo6HU6ln3yNRmXkrF3cWLcp+/edJ/MpFQc3JxRqlTkpmeyb/0f7NnwF1Xuj2GUs4+jTp0oOavg3fcD2fnXdoxpj9raQFhrS14ZcZaQYHPKy3VoDLn0bZNJytmjmPl2Z/uhClp39sA3aCFd23xJ+9On6PO7BSfDSzGztmHi1EoyteBVGsjGTZkE1Lfi2N5Evhq8iUPmU5g4MQBTlYHRz+2nWysHSoxi2P3LYZr3eBIbpRE29lE09W/Nih+X88zI7tg4OpKbewYnhyBy8y5jbu3E4r0voFYa4+IWypOPzgWN5N+EEOK2GAz/vzqF7socDaaau9KjQYi6otPpOBq5n8ycNJzsXWkV2qFOezQIUdsyNiQT/Wp4jckijT1Mqf91Y5wHedRhZOJBJ8mGh8S5IyfxaxiMibkZ4XsOUVFeQaveXSjIySPpQjyhba/f7fL3RatoP/CRGpNdZiWnYufixLy3Pubp915hRK851POx4/MFT3P24ElGfpbHU+96cHh2AWdPpdDUOxEjZRXWqmS2RzXj6Rc68tlnjdm2LQ1/92KOnNZjYW/Gyy+cxNXVlIbe+ZgqY9ib7Ei9yljSyrsyuEcJPZ7qgLZEwaefXUChreLjL5qQ71GEka6EqLwYcte5kJL7B6WpbenU24cmITa8N2UH7YPCcXQPZNjAvmzbl43GSIGDzW6iMzNo1+YpwhOW0Cz0cdx9WtyLfw4hhBBCCCHuGwad4crqFOnlGLuYYNvB8a70aBAPF0k2/MtVlpfz84zvCWndjAatmmFmdWVcUpVWi9rIiMLcPJJjE2jQqulNWro1+Vk5nNp1gO9W27J+fUd++3EVf+2vJD7rIl2bFnHWJoDty5xp2siOQV09KC/X4+dnSYcOTowadYS2ne2YuzKGIa3MSTl3mjORZaQUezBsgB9mpvnE+9sz4pF6/PrJBV4dUY8SlTE6syh8LRXMX55Dr3bNcA7T8NcvWSxZc4Gnn1xDZVZ90lKgsNKJ0cN7sXVfIYN6OWBjocLFUU10zB/4NWxLRlYUxy9uYMRTP2FkJEvhCCGEEEIIIcSdksHp/3IaExMGvziW5j06sXHe0uolvTbOXUpawmWs7GxrLdEAkBybwLrfK1i1qh2VlTrmrHZG4xjGtB+G4uQ9FF1kFhVlOtLcs/l2fgzfzL3Ahg1JxMcX4VK6Hs9WGgb/6EBimimezboSnR+AxsKOX7Zm8fthDbGrilhzchsV6kVM+Pgim3dm89FHCWw5CuWlXlhZKyhPraRTHx8au0Xz6/rHadGtN0H1Knn8uU54N9EzfIATh0/FUUUJ5mZGhAb35rcDM9gdMZ+wgH6oVLL0kxBCCCGEEEL8E9Kz4SGScTkFZy/3m9b7hQh6E4gNdza5V1xcEf7+lvz+ewpWVkZkdcikIS48FfYb8Yk62nb2x22QCYumJNCsnRUl0QoGNz3MN5sa8O67YcTEFHMxN4+StDI89Lu4kNUIO8V5Dl1qQav2J1CatSXAxQ13d3NsbNQsXBhPYmIpLi4mDBlQQoWJDTPf78r8b/6iSdsgNm1I4tH2es5G/EVcpBHDn3qEQmUVZiZlOFjUw8nSBCONjsLCZAotq7iUe4YeHd+8o3MXQgghhBBCCCE9Gx4qt5JoAHiEoDtONAD4+1sCEBJiTUCAJYMJxVtnjat1FoF+Rnh5meOTaUn9oeXEHCshObmET/YFoW6g4tu5h4m+kE58RjYetjn4dRhJYqYlRy83RaeDd998FUcTB9LTy0lLK2Px4gQmv1OfXt2ccLEpRleaSedpbsQeSeW3LTrIyicpLo0EVRjhsQH4GUfz+c96jp9Vo8urZMfpn9h9fhvGRmaYGtvw0+/PYW3pdsfnLoQQQgghhBBClr4U12DNnc1XUFmpY9CgA/z+SwvQG/D2tkCrvbIc2jZi6fC9L680GMz7X4azfXsGXZ9Vc/acHdriMno+HcSOPWn4DldjecGS1qamzJuTgtGhS7RoYceZmDzKynT067cfY2MF1tYacnIqycgoZ9vFZygufpEKgzWdm/izZsgeDp/xorDEwO+7K5n+USeeffMMNhoTwkZ9wCB/e4wUeixN67Fm4Q5+/dMLN9sT7Dm/mCH95gD6G5+oEEIIIYQQQogbkmEUolZVVurQaK4sB6Wv0tOjz27++KsTeZRhjBpbTPmZcB6jIRqu1Ptg3Cwee200nxw+QtxWLfHbsggMzKHRdGtWDLRGYavEuq8a0/2Q2L4UxQoVPUZoycw25+wWLfXraWnhFM6+zM64u6vJzD1Kow6bKcz7lBefdmTVhpc5sWMSj/RxIvEyOJpB80aWXMo8hrlrCU6m3enZKJk8XR5+LXuTX5iCp1uTuryMQgghhBBCCPFAk2SDuHvScjnoUoi9woz6ON20+scfR3I5fSXpqVZMfXccTk4mtBn+O3YlZqQmVRLY0oRTOflYpmp4bFgmSabWHPjaCGuzKno1yyGnsIo/z7thMkGHYX45Vk42NAlZStumn5KVkMRfW2NwtK4gxxBCg0BzJj2rwsUvlDdePcV3H/rhYG+EkZ+sJSyEEEIIIYQQ/5QkG0StqELPAo4ygTa3td9xkimmgi74AVBWVsSfinicEpywCVay72warRSe7A6IYveTlTA2j+aH3Ph5Wyr1m4BxlgmX0lRkZFdQ+Egug/WWxJuZceCbQob2N6V9l2wupTYjPb2c998PYeRT+xg20p+1ESm4a+MZNOgixoYuNHRtiEdDJ4xMZGSREEIIIYQQQvxTMkGkqBVqlIyh+W3v1wKP6kQDwIYNOcQcrOKnuHPsI4EJDZvQLNSB/nM+YPH8tjj/6cbJnGwe63seowwz7Kyt8fS0QOlwmYpzppyLP0XuJS0WVipyNUYk5wVRUlLFwEcd+WDyLlT6SvLOvEvnEHtC/ZxZvawjn30Rj08jSTQIIYSoewqFgo0bNwKQmJiIQqEgPDy8evvBgwdp2LAhRkZGDBw4sE5i9Pb2Zvbs2XVybCHEv1fnzp155ZVX6joMUYsk2SBqjQlG/7iNxx/3YnhHfz7r344JtCGVQg4fPoDtsBU4O5uyeG5bnvsugNOZHox/WsfX89vw1VdNyOjvgD4N3O270jnAje7dXLHV2PDtrHSeeNSEnev3kRobz/QfwjhxsTFl5zPo1cgf/xAbNm4YBhpJNIgHV3ZxKRPXbCXqrUl1HYp4COl1Oi6e2UPEnp+5eGYPep3urh8zPT2dl156CV9fX4yNjfH09KR///7s3Lmzuo63tzcKhQKFQoGpqSne3t488cQT7Nq167rt5uTk4OHhgUKhID8//4Yx/N22QqHA2tqadu3a3bDtO+Hp6UlaWhqhoaHVZa+99hqNGzcmISGBpUuX1urx/tfSpUuxsbG5qvz48eM899xzd/XY9xOdQcfZgj3sy/6ZswV70Bnu/j0+atSo6mTSf//9ek6fPs3jjz+Os7MzJiYmBAQEMG7cOGJiYu56rELca0uXLq3xHnytV2JiYl2HKZDVKMQ9UF5SyoHf/6L7EwNvWtfISIkXNtU/byaKpLA83iw1Jlabw/yqo7yv68bBwCIq+ppiZqamXj0L1rTpiLaRgV7dXQEDmZkVbNmSQkLiHn5YdomDO3R8NOURPtoUSZd2YSzfX8xv71+gdSt7rK3vfJlPIeqSwQDn4xL5+vg2PEvVmCdn1HVI4iFz7uB6tvwwicLs5OoyKwcP+j3/DSHtBt+VYyYmJtKuXTtsbGyYMWMGDRs2RKvVsm3bNiZOnEh0dHR13WnTpjFu3DgqKytJTExkxYoVdO/enY8//pgpU6Zc1fbYsWMJCwsjJSXllmJZsmQJvXv3Jjs7mylTptCvXz8iIyPx9fW9qq5Wq8XI6PaS8iqVChcXlxpl8fHxjB8/Hg+PO59jqLKyEo1Gc8f7Ozo63vG+D5rDOetZmPgKOZX/ucftNR486z2bNvZ35x6/XVu2bOGxxx6jV69erFy5Ej8/PzIzM/n11195//33Wb16dV2HKB4ABr2Okpj9aPPTMLJxxTywAwqlqq7DuqahQ4fSu3fv6p8HDx5MaGgo06ZNqy57mN6n7mfSs0HcdSbmZnQd8ugd7Wu/zxG/bfWxcbTHNLMK/eQEPnh7C5nlPxBo5sI6zgLQr7sHgx71xMxMjZmZEd7eFhw5kkNakg+lFRaMm9KG1z6NoeLgAn74qYRLGQVo1SqWzO+EifGdLfUpRF1LXjQT13df541tRxn3+yI8pk+v65DEQ+TcwfWsmj6kRqIBoDA7hVXTh3Du4Pq7ctwJEyagUCg4duwYjz32GIGBgYSEhPDaa69x5MiRGnUtLS1xcXHBy8uLjh07smDBAt5//32mTp3KhQsXatSdN28e+fn5vPHGG7cci42NDS4uLoSGhjJv3jzKysrYvn07cKXnw7x583j00UcxNzdn+v//fs6bNw8/Pz80Gg1BQUH89NNP123/v4dR/P33nJwcxowZg0KhqO7ZEBkZySOPPIKFhQXOzs6MHDmS7Ozs6nY6d+7Miy++yCuvvIKDgwO9evUC4KuvvqJhw4aYm5vj6enJhAkTKC4uBmDPnj2MHj2agoKC6ieFH374IXD1MAqFQsHChQsZNGgQZmZmBAQEsHnz5hrnsnnzZgICAjAxMaFLly4sW7bslnqQ1KXDOev5IubxGokGgJzKFL6IeZzDOXfnHr8dpaWljB49mj59+rB582a6d++Oj48PrVq1YubMmfzwww91HaJ4ABScXE/0m95c/LILSQuGc/HLLkS/6U3Bybt3j5eUlPD0009jYWGBq6srs2bNqrHd29ubTz/9lDFjxmBpaYmXlxcLFiwAwNTUFBcXl+qXRqPBzMysRplKdX8mSh42kmwQ1SL2HSYlPrFW2qqs/E8Xw2IqUCpr3mp/EE02JTdtp1UDJypaFlJZWca2vS8yZkx9fF4vpP1jLUmlCFcs+fTTc9fc9/33Q7lwYSg/rxjH4qRUSrwL0VnXR5eTx7m1AcQdH/DPTlKIOlIVHw8njmG/7QAVlYV45Cait34MpY/fzXcWohbodTq2/DAJuNYc01fKfv/hlVofUpGbm8vWrVuZOHEi5ubmV22/Vpf//zVp0iQMBgObNm2qLjt//jzTpk1j+fLlV/1/datMTa/0kqusrKwu+/DDDxk0aBBnz55lzJgxbNiwgUmTJvH6668TGRnJ888/z+jRo9m9e/dN2/97SIWVlRWzZ88mLS2NoUOHkp+fT9euXWnSpAknTpxg69atZGRk8MQTT9TYf9myZWg0Gg4ePMj8+fMBUCqVzJkzh3PnzrFs2TJ27drFW2+9BUDbtm2ZPXs2VlZWpKWlkZaWdsNEzEcffcQTTzzBmTNn6NOnDyNGjCA3NxeAhIQEhgwZwsCBA4mIiOD555+/Zs+S+4nOoGNh4ivc6B5flPjqPRlScSPbtm0jOzu7+t/tf93K74R4uBWcXM+luUPQ5tVMqmnzUrg0d8hdSzi8+eab7N27l02bNvHXX3+xZ88eTp06VaPOrFmzaN68OadPn2bChAm88MILVyWKxf1NhlE8hKq0Wn6Z8T1OXu70fGpIdfn5IycJbtkUdz/vO2q3ogrUSlApoV+/fWzb1vnKRFecpz/BWPOfHgQpFKK4hTa9HCx4gWbMW9aPZ4ev5ZJRCcNpRRzZnCaNibShuHnaNfcNCrKq/vueSX2JHxTF9oaeNNqnwtev1R2doxD3g7K33sC8vBRTA2jVVRiAcPc4ZOFWca8kntt/VY+GmgwUZCeReG4/vmGda+24cXFxGAwG6tevf8dt2NnZ4eTkVD2et6KigmHDhjFjxgy8vLy4ePHibbdZWlrKe++9h0qlolOnTtXlw4cPZ/To0dU/Dxs2jFGjRjFhwgSA6t4YM2fOpEuXLjc8xt9DKv6eI+Lv4RWzZs2iSZMmfPrpp9V1Fy9ejKenJzExMQQGBgIQEBDAl19+WaPN/56Izdvbm08++YTx48fz/fffo9FosLa2RqFQXDWU41pGjRrFsGHDAPj000+ZM2cOx44do3fv3vzwww8EBQUxY8YMAIKCgoiMjKzu7XE/Ol+4/6oeDTUZyK5M4nzhfhpad75XYV0lNjYW4B/9ToiHl0GvI3XVjRLHClJ/fgWrJgNqdUhFcXExixYtYsWKFXTr1g24khD93+Fhffr0qX6/nDx5Ml9//TW7d+8mKCio1mIRd5f0bHgIpSUk0bR7B3RVOgpy8gBIvXgJE3Nz3P4r0ZBK4W21q9WD/v/fq/76qwsKxZV0wlM0oYByksivrjuOlthz9VOp63nhmS1UVKiY/N4pKtDiiz2hOAPQs6frleOj42v2V++zmjPo0APg4W5JpzYtmWTRlsf7dEWpvvOxqkLUJe1XszArL6VEeeUp6i8ekRRaKOj3zow6jkw8TIpyr53kvdN6t6q2Vus2GAzV/0e98847BAcH89RTT912O8OGDcPCwgJLS0vWrVvHokWLCAsLq97evHnNVZqioqJo165djbJ27doRFRV1B2dxRUREBLt378bCwqL69fcXz/j4+Op6zZo1u2rfHTt20K1bN9zd3bG0tGTkyJHk5ORQWlp623H893mbm5tjZWVFZmYmABcuXKBFixY16rds2fK2j3Ev5Wlv7d691Xp3i6xgL/6Jkpj9V/VoqMmANjeJkpj9N6hz++Lj46msrKRVq/88/LOzs7sqifDf7yt/Jz7/fl8RDwZJNjyEtBUV5KZlkpeRdWWGOcDZywNLW2sykq5MivXBB2fZSdxttXtWc4njqkts3ZrKrFm39sGpkHJK0d5SXQsLI5Z/3IkNnKcKHXaVNsw6uJKDpbGkUUgxlbxKB34jimxKaIMXqv+6xTduTOa3xem3dU5C3E/S1m8go7SUZI9QDMpywi1zGZYUipOtP5jI3CPi3rG0c63VercqICAAhUJRYxLI25WTk0NWVhY+Pj4A7Nq1i19//RW1Wo1ara5+yubg4MAHH3xww7a+/vprwsPDSU9PJz09nWeeeabG9msN9ahtxcXF9O/fn/Dw8Bqv2NhYOnbseN1YEhMT6devH2FhYaxbt46TJ08yd+5coOZQkFv1v5NfKhQK9Hr9HZzR/cHW6Nbu3Vutd7f83XPln/xOiIeXNv/WkmW3Wq+2/dveVx5Gkmx4CPk2DKb9gN4Mn/wi1g52AKjUKpQqFX4NgwHo0sWJkTS9pfaSyyvY9EcqJ+dW0BovevVyZdKkIPIpI4or2cdv30xAkXx1b4JosrhE3i0dR6/Tk6IowAkLPLChHrY0LXHCSqchkTwKKEePAc9yc36POUg2JZT9VyKjb183hg/3vqVjCXFfKciHl17AefEP5F9OxyOqE/mqEoqNSsjz9CAvIBjUMipO3DveIR2wcvCA6w6IU2Dt4Il3SIdaPa6dnR29evVi7ty5lJRcPe/PrUw2+M0336BUKquXEly3bh0RERHVX9IXLlwIwP79+5k4ceIN23JxccHf3/+WZz0PDg7m4MGDNcoOHjxIgwYNbmn/a2natCnnzp3D29sbf3//Gq8bJTtOnjyJXq9n1qxZtG7dmsDAQFJTU2vU0Wg06Gph3o2goCBOnDhRo+z48eP/uN27qYFVB+w1N77HHTSeNLCq3Xv8dvXs2RMHB4erhsj87X6egFPUPSObW0uW3Wq9W+Xn54eRkRFHjx6tLsvLy5OlWv+FJNkgqnUdOgAzSwsAGoeoWT1r3i3td1ZziXaPWPPixECUXJmxWq1WosdA1f8PY3j99fq4u5sSTw6/8Z9eDy3xJBinmx4jc380kZ9swA1rOuPLr9qzqDRauvTswR7LZC6QzdbKKMKPHuOSPo92lZ6UoSWfsuo2jIyUmJjIzLTiAXL4EESEoy3IZ079llRqNFhUFXEm5C/sKjTUL/OgrLkXTq43H08tRG1SqlT0e/6b///pf7+MXfm57/OzUd6F2cDnzp2LTqejZcuWrFu3jtjYWKKiopgzZw5t2rSpUbeoqIj09HSSkpLYt28fzz33HJ988gnTp0/H398fuPKhNzQ0tPr1d4+H4OBgnJxu/v/T7XjzzTdZunQp8+bNIzY2lq+++or169ff1goY/2vixInk5uYybNgwjh8/Tnx8PNu2bWP06NE3TBT4+/uj1Wr59ttvuXjxIj/99FP1xJF/8/b2pri4mJ07d5KdnX1HwysAnn/+eaKjo5k8eTIxMTGsWbOmeiWNv4ez3G9UChXPes/+/5+ufY+P9f4aleLefK4oKCi4qvdKUlIS5ubmLFy4kN9//51HH32UHTt2kJiYyIkTJ3jrrbcYP378PYlPPJjMAztgZHvjpJqRnSfmgbWbVLOwsGDs2LG8+eab7Nq1i8jISEaNGnXHE/SK+5f8iwoqKyoozL3Su+BydByXomJIS7hMj6eGkByXcKWOFnKuM4XDI8pALu8JJzO55hMRO8xoiAtfshcXF1MUCgVeVVa0ybv9dW+dOtQn7P1BWJSDC5YsfzEDU650rbLBFM+kUppf1mNraYPp5nj8Q4NphzeuWN2kZSHuYwGBpHh4MyPOjLZnKsiwsCFfY8Yp32AOhrWlwiuI5ABbeHJYXUcqHkIh7QYzfMparBzca5RbO3gwfMpaQtoNvivH9fX15dSpU3Tp0oXXX3+d0NBQevTowc6dO5k3r2aSfOrUqbi6uuLv78/IkSMpKChg586dTJ48+a7EdjMDBw7km2++YebMmYSEhPDDDz+wZMkSOnfufMdturm5cfDgQXQ6HT179qRhw4a88sor2NjY3PCDe6NGjfjqq6/44osvCA0NZeXKlXz22Wc16rRt25bx48czdOhQHB0dr/v0/GZ8fHxYu3Yt69evJywsjHnz5lWvRmFsbHxHbd4LbewHMznwV+w1Ne9xB40HkwN/pY393bnHr2XPnj00adKkxuujjz4CYMCAARw6dAgjIyOGDx9O/fr1GTZsGAUFBXzyySf3LEbx4FEoVbgNv3Hi2G3Y7FqdHPJvM2bMoEOHDvTv35/u3bvTvn37a84tIx5sCoPMLPPQS4iMJjk2gcLcPIryCmgdZorS3h/HoCakXUrCN6Q+uUUQfuwC9X1McPOtRxIFWKDBokLFiehyVKUZNAh2wsLGmnNk4IUNkX8eIrdAR98nuwOwmgj8kozYumcbb418GQ03fuNKpZACyv/T80FbBaUV/LFpCz2HDUb9/+O4CvPyyc5Kxs7ZHhtrV/Q6PUqV5NHEAy72Mpw8SOmOv/glw5XHjTMxrcpDWVmMQaHHgBEJr71JQLcbz2AvxN2m1+lIPLefotw0LO1c8Q7pcFd6NIh/l+nTpzN//nySkpLqOpSb0hl0nC/cT542DVsjVxpYdbhnPRqEuBcKTq4nddWkGpNFGtl54jZsNtbN7l1STfz7SLLhIRN7OpL87BzqBQewf/0fPPbys9XbUi9ewsXbk/LLp9HY10Nt6VBj30tRsYCBesGBnCGNUrSE5Flx5tJFWjVsiloFK1YkEFOWy+vjQjCq0HAxFUJ9rnzxN2BAgYJiKrDg5k8yciihiEq8sa1Rnp2Wjp2TY/WH2YKcXEoKi3DzqfcPr44Q94ltW8HEFP30TRRZF3OUZ+heOpdMH1vijC1oHR2OSq3hQNvOtHvrdZT3Zy9kIYSo9v3339OiRQvs7e05ePAgL730Ei+++KI8eRfiPmHQ666sTpGfhpGNK+aBHe5KjwbxcJFkw0Nm+fTZJF+I57nPpmBuY4Wpudl16y6bPocBz41g9ax5PPvJO1yMjOJs5BnUTzWmF4Fs08fQscKTtZlHSUm6jLq9N1PoSizZVKEnGCcqy8uJiThHaKua3aK++y6Gtm0daNr0ygSVRXkFpNlq8cUO9TVG98yfH0uHDk74ees5sWMnzbr3uWHsQjxoiqPOY+LhidpggHcnY3B1o+zYSTJc3UgxNiLO1BaXqK100FtirlfCzK/B2wdMTes6dCGEuKlXX32V1atXk5ubi5eXFyNHjuSdd95BLZPbCiHEv5b0NX/IDHj+acxtrdm+aj2m5maUl5Ty24Kfqrev+3YRKXEJ6PWQkJCLsZkpCqWSc0dOELHvMJeORtLY4IoxarwOFnJu1xEaZVuhjMhgEm3JoJhfd2zEUHFlUqrDO/Zg42x/VRwhjxnj0uDKMIiKsnI2zF3MZfKo5NqTWfXs6YqPjzlKlRHBzUMl0SD+dZJ+mEvcR+9TvGwxec1bkXwhlthmzdnl3xxVRhktTx6mzLSYCpUB2nWA4AaSaBBCPDC+/vprUlNTKS8vJyYmhvfff18SDUII8S8nPRseMjnpmfww+RN0Oh3PvP8qnoF+bF+xloqKCjQaYwwGA817dGSbWxrDaIwSBR8mreM1p96oKw1gADOrKytW5GflYGxmyuk9hwjq2xZ7zFjAMarisxnn0R0jYw2b0o6S72hEUl4h9lYWdI8yxcHViQxnAy5YYsO1vywlpZzC0/3Wlt4U4t9AV15O3t7dKP9Yj0VJBUsTsnnUxIAeFY4GLSVqI3Sfz8A+MECWuRRCCCGEEPc96dnwkLF3ceLdZXNo2K4lNo4OJCkKyKCE7OR0PAJ96f3ME1jZ29Iixx7l/89COyTJi+TwC5hZWlQnGgBsHO3JL05EAZgW6bkcHceztGC4XxeMjDUAOBU3p4HCmRaXMuiWXoFOq+WgcTIOmFNxnV4MAMcjVrH38HecPrsWgNOR69hzaM7duzBC1DFVWRkpv64lXhuDorQUizBnHNCTa2zCxnIVJ529sAsOlkSDEEIIIYR4IMin1ofUwBee4bvXPqCkvIT2Lz3JzvKd5K9ch5uvN4U5OaRHxRI42AsAYxsPnF1MANDr9BwtjKXcVk0Qjuw5MZ/He35JQWY+GZeTUXpUEZOUj6d/fZKNcsDWmvRTdng2bke8oYIOLn7kGCWRTzladDjzn+RFLNlEk0W98zF0bD0Be1uf6m1NQh+7txdIiHtNr+di11D8fo8hr7iYbN8QdPpU3A2VBLlaYvTmpOsvgy2EEEIIIcR9Rno2PMRa9OxEQP1gIlfvJicyhazkFH545xPqBQfScXDf6no/Lk0nNa+KQxdPs1x7HpO4ctwiy0kryqZN7w/QV0FS3EV8w4JZGvkuiZuPYK4zo/yXcPw1FXiHJRNY5cbhghTCI4toqvfEH3sS/qgiL6+y+jjaE0mYrI0BFGz44w0UCgUKhXy7Eg+B0lIoLKBbngHbAjMuVECHI0cwKMBKrcLIyhoCg+o6SiGEEEIIIW6ZzNnwkNLr9Sye+iUZl5LxbdyIA+u3oNaoadi2OXpPKzLiLvP+zC+q619MvcSOo7sZMeApzBRq0hIvkZpwmfLiUqJLkmk1qBcNjFyZG7GBxhVOhHsb4+1ojunBk3wzy4wlywZyMTqXvNRYej/WHoANG5Lo0MERMwsDZiamaCsryUnLwKWe5w1jz07LwNjEGEtbm7t5iYS4Z0piYon4fiEJikrsC0ppm5ZIhFaJb+OGuM/8EqqqZPiEEEIIIYR4oMin14eUUqnk2U/eJi7iHCdPHsfeyxlDpY4MTRn5e2NxsLBly8KVJF2Ix8zWCmMvOzRPNURXqibVrIDU/CgMOlPaP9qLRlSwZPxHZHZthW+YMzmOzsQcTGPEkFDKvOzo2rkAtWkVfkEqyhzcqmNo0jyNjJxzVOQ708SvCWcPHcc7OOCmsVeUlqFUSo8H8e+x+mw8trEX6Ec5OQo160pVPDmwG6YdOl2pIIkGIYQQQgjxgJFhFA85/0YhOI/piKWrAxoTYyy0RjgGepGkyCe5uJKKhg5EJ8Vx6Pd9mC5I5Wyqjpmbl/LhjBiqtFpKCoto47+cQOtQfL396BvUnnPGmYS6ZrN/3q/8vmw5g15yZPOy5cx47g3OHjpGcUEhAKv+sESlDqKpfxN+3zGV9Lxwcksu3DRmdz9v7Jyd7valEeKeSNu/C5+1P9FMX8ZyQyV5FVoe9bLDdOAgCAqs6/CEEEIIIe4L3t7ezJ49u67DELdBkg2Czvjy3Ltv0OqR7iQejiDzeAyG1CIiLhwieuMBiuLS0Hs35qdFEeiSD+N5ooD62QfZtuk3Ph/zCnM+c6P9tIG4hQWx/8wxXM9dpoNzMFm5lSRcSCE3MwNnE1sen/g8LXt2wcLaCr1Oz8gBQQT4XJkEskent7EwccPa2vWq+HS6KvR6/b2+LELcdXq9nlU/jSQ5LZs8A/Rw88NzyWLsf1oBPr5gaVXXIQpxUzqdnj17Mvj550T27MlAp7v779fp6em89NJL+Pr6YmxsjKenJ/3792fnzp3Vdby9vavn/jE1NcXb25snnniCXbt2XbfdnJwcPDw8UCgU5OfnX7PO0qVLq9u93isxMRGDwcCCBQto1aoVFhYW2NjY0Lx5c2bPnk1paSkAH374IQqFgt69e191nBkzZqBQKOjcufM/ulbin9Pp4VQUbD985c97cIszatQoFAoF48ePv2rbxIkTUSgUjBo1qkb54cOHUalU9O3b96p9EhMTUSgUhIeHV993N3qJh4/BAGVaKK688uf9PNB+z549N72H9+zZU9dhCmQYhfh/1g529BgxiHaP9uDott2sm/0jqvxygpo3Il9dSW70cczdbFk5ZRZqjRqDtpwjO0xwbNyFglIlvyccw+ioCWVW1uyYlcugNovIj00nP9eN35KWowpqSPyHS+nx2HA6dirm7PEIkoq2oTO+zLiRG1GrNETnLKej/Qb2bfqTFt06YmphDsChEwuxNHeicejgOr5KQtSOksIiDm75k02/TsckJ5QClSnGb7zFE20agbl5XYcnxC1bvz6JSZNOkpxcVl3m4WHKN980Y/DgG8+/c6cSExNp164dNjY2zJgxg4YNG6LVatm2bRsTJ04kOjq6uu60adMYN24clZWVJCYmsmLFCrp3787HH3/MlClTrmp77NixhIWFkZKSct3jDx06tEZyYPDgwYSGhjJt2rTqMkdHR0aOHMn69et57733+O6773B0dCQiIoLZs2fj7e3NwIEDAXB1dWX37t0kJyfj4eFR3cbixYvx8vL6J5dK1IK9x2H2SsjK/U+Zox28MgI6tbi7x/b09OSXX37h66+/xtTUFIDy8nJWrVp1zXtj0aJFvPTSSyxatIjU1FTc3NyuqgPwxhtv1EhitGjRgueee45x48bdnRMR972SSsguA91/JRhUCnAwBXNN3cV1PW3btiUtLa3650mTJlFYWMiSJUuqy+zs7OoiNPE/JNkgOPTbX0QdPU1uZhbjPn2HjMQkrOxsKC0u5fyJ85goDFTqtbzw2uOsnbsIg74SRjWmwa9ZFJhoMGyLpkeDMexy2E7VfhVPtzcn2dwNQ14ifYb4o7MJJtDTg8Thzmw5kk168lICAnvi79uDgqqjqJRGxMUV07fLSgBa9eyCsalJdXwdWl2d1RfiQfbDJ+OwuBRFx3J7mn79LQHNZLiEePCsX5/EkCEHrnr6lZJSxpAhB1i7tv1dSThMmDABhULBsWPHMP+v5FxISAhjxoypUdfS0hIXFxcAvLy86NixI66urkydOpUhQ4YQFPSfVV7mzZtHfn4+U6dO5c8//7zu8U1NTau/+AFoNBrMzMyqjwOwZs0aVq5cycaNGxkwYEB1ube3N48++iiFhYXVZU5OTjRr1oxly5ZVJ0AOHTpEdnY2jz/+OOfPn7/dSyRqyd7jMOXbq8uzcq+UT3/p7iYcmjZtSnx8POvXr2fEiBEArF+/Hi8vL3x8fGrULS4uZvXq1Zw4cYL09HSWLl3Ku+++e812LSwssLD4z9LjKpWqxu+KeLiUVEJG6dXlOsOVcmfuTsKhqKiI8ePHs3HjRqysrHjrrbfYtGkTjRs3Zvbs2WRmZjJ27Fh27NiBi4sLn3zySfW+Go2mxv1qampKRUWF3MP3IRlGIXDycsfe3ZmclHSMTUwwMTOlykqDykiNk5cbejX0HjWU8N0HadivHyezuhGifxar2X0xKk0hp9iEhdszUO+qQnv5AnklFzDtaY2uQWfijYdy5veObDCKZ7/BlZAnS7C0teD85R8pyk6jc/M3USqVXLxYTHLylXe6/040CPFvUaXVsmneUt7r355+0alEuMfQfekySTSIB5JOp2fSpJPX7Gb7d9krr5yq9SEVubm5bN26lYkTJ9ZINPzNxsbmpm1MmjQJg8HApk2bqsvOnz/PtGnTWL58OUrlP/9otHLlSoKCgmokGv6mUCiwtrauUTZmzBiWLl1a/fPixYsZMWIEGs19+EjxIaHTX+nRcCPfrLz7QyrGjBlT42nt4sWLGT169FX11qxZQ/369QkKCuKpp55i8eLFyIJz4mYMhis9Gm4ku+zuDKl47bXXOHjwIJs3b2b79u3s37+fU6dOVW8fNWoUSUlJ7N69m7Vr1/L999+TmZlZ+4GIu0qSDQL/RiGUFBTS9tGezBz/JkbGxrTo0YmWvTrz7qIZjJv+LgmRF3jlu8/wdnWkhXsEads/w2GjK50aFhDonEVg3gryC09inPUXbUMbUPzzXgqMn6S8REPrkBiabzPDMWMuZTvm0SCsAy+89AvN2/QhKy8WgN693WjVyqGOr4QQd09hbhaJW7+jwlDBr5blfDL5MvbOd6ebuRB32/79WTWGTvwvgwGSkkrZvz+rVo8bFxeHwWCgfv36d9yGnZ0dTk5OJCYmAlBRUcGwYcOYMWNGrQ1biI2NrdFr4mb69etHYWEh+/bto6SkhDVr1lzVS0PcWxEXag6duJbM3Cv17qannnqKAwcOcOnSJS5dusTBgwd56qmnrqq3aNGi6vLevXtTUFDA3r17725w4oFXXlVz6MS16AxX6tWmoqIili1bxsyZM+nWrRuhoaEsWbIEnU4HQExMDH/++Sc//vgjrVu3plmzZixatIiysptkRsR9R4ZRCAD6jh1BQXYuKpWKR0Y/iUKpZPrTL1FRVk5uegajP3wDbaWWoqxMHExh0ucfsGXTLtJTCvANDaBEaQkhHbFz+wonPx9M878gIVZP8ql1lOQ1wynMnPKAQB63fYqYUxFsLZtE44z2FOXmEBTUjnnL+jHmyV8wNra4ebBCPEAqKyrYvWYzKVGXyDIvol3rCQx8eVJdhyXEP5KWdmsf+G613q2qrSe1BoOhehK8d955h+Dg4Gt+gfsn7d8OIyMjnnrqKZYsWcLFixcJDAwkLCys1uIRty8nv3br3SlHR0f69u3L0qVLMRgM9O3bFweHmg9nLly4wLFjx9iwYQMAarWaoUOHsmjRIplgVNzQzRINt1vvVl28eBGtVkvLli2ry6ytrauTtFFRUajVapo1a1a9vX79+rfUe03cXyTZ8BDb/OvvNGvVBHcvN2wc7bFxtOfIHzvITEolKSaeJ994gd9+WE5ou5aYmJmy7ac1hO85RIuuHdhndAldkIrsvUmUpJbiqrKned8qTLo2I1elx9EykzbW5wjs0oAShZr6vexZ/c1Z9mnO0bndGEounSEjLQ5lkSXfLu7FkL5fY2xsQXpmNCWl2fh5t6/ryyNErTh3Lp/Tf13AWuPIR8vOoTKSt13x4HN1Nb15pduod6sCAgJQKBQ1JoG8XTk5OWRlZVWPed+1axdnz55l7dq1wH8SBQ4ODkyZMoWPPvroto8RGBh42zGOGTOGVq1aERkZKb0a7gP2NrVb758YM2YML774IgBz5869avuiRYuoqqqqMSGkwWDA2NiY77777qphO0L8TXWLC4/caj0h/pcMo3iINW/TFEfnmtnxARPHUK6tIi0hCWMTEwJwRVehJTnuIt2eGICDpwdnT5zE6lQujTxb0OWZkQQ9PpYVySFcyq7HtkP9aBTcBG+Oc6G8LS17NmPfyo3oYkvxbdCFuCwdx6IOs+5cd5y9nyaony1xCXs4fW4dF+J2olSqUKmM6uiKCFG7iou1rJz2FXlad1748XlJNIh/jQ4dHPHwMOV6K+QpFODpaUaHDo61elw7Ozt69erF3LlzKSkpuWr79Zar/G/ffPMNSqWyejWIdevWERERQXh4OOHh4SxcuBCA/fv3M3HixDuKc/jw4cTExNSYF+JvBoOBgoKCq8pDQkIICQkhMjKS4cOH39FxRe1pFHRl1YkbcbK7Uu9u6927N5WVlWi1Wnr16lVjW1VVFcuXL2fWrFnV93B4eDgRERG4ubnx888/3/0AxQPLRH3zRIJKcaVebfL19cXIyIjjx49XlxUUFBATEwNc6cVQVVXFyZMnq7dfuHDhlt7jxf1Fkg0PsbPh58nJzgNgwTufoq2o5I9lq1n+ydcoMFBaXAz2GtZ9v5ioY6eJOHgMCytzjIyNKcjIISX+En8uWcaTwxqwdXs3vCwv0dl7D8mnTuPk5MxHz5cSH72Rwc91YtdXs2jW4CkaOPQmLKw/z3RuT3FOItv3fkmzhhNZu1rBmahN2NnUY+/h7+r4ygjxz2VklLFkyUUat+nNcx0r5N1W/KuoVEq++eZK99b/TTj8/fPs2U1RqWr/xp87dy46nY6WLVuybt06YmNjiYqKYs6cObRp06ZG3aKiItLT00lKSmLfvn0899xzfPLJJ0yfPh1/f38A/Pz8CA0NrX793eMhODgYJyenO4rxiSeeYOjQoQwbNoxPP/2UEydOcOnSJbZs2UL37t3ZvXv3NffbtWsXaWlp0lX4PqBSXlne8kYmjbhS767HolIRFRXF+fPnUalUNbZt2bKFvLw8xo4dW+M+Dg0N5bHHHmPRokV3P0DxwFL8//KWN+JgevX7/D9laWnJM888w5tvvsnu3bs5d+4cY8eORalUolAoCAoKonfv3jz//PMcPXqUkydP8uyzz9ZYCUg8GOTj70MssL4fNrZWADwz9TWMjDX0eGIAEz59h4NbtmNmacn5tFi6PjmQ9gMeIeroaToOfAQbZwdsvJty7Dg06dcIgE3zf6JBsyAuRkVi7+VJSUERiXGXKM1KI3bfehx9bSmIOUJwtxCsPLwJ8NGTVDqDktImZJ3Pxd7pO1QlHqjVGgY9MrMuL4sQ/5i2opIN3y/Hy8ucpyZ3wW+CLN8q/n0GD/Zk7dr2uLvX/PDn4WF215a9hCtPxE6dOkWXLl14/fXXCQ0NpUePHuzcuZN58+bVqDt16lRcXV3x9/dn5MiRFBQUsHPnTiZPnnxXYvubQqFg1apVfPXVV2zcuJFOnToRFhbGhx9+yIABA656Ov03c3NzSTTcRzq1uLK85f/2cHCyu/vLXv4vKysrrKysripftGgR3bt3v+ZQiccee4wTJ05w5syZexGieECZa8DZ7OoeDirFlfK7sewlwFdffUWbNm3o168f3bt3p127dgQHB2NicmVVuiVLluDm5kanTp0YPHgwzz333B0ngEXdURhkXZyHWtKlFGxsrbC0sqwuiz0dyfJPvuL1+TOIOHCEM/uO0rRLO3au3ki3p4aw+dsl+DcNw9bNG2PPOLp2eZmLcck4B9THqDyX4pIMTv11kq7Dh2JpZsSZU+fISssiPz2bKlN7ju75g54DHudckpby8mTyC+Yz4ZlvOHliNRlFJ5k4eiuVlaWoVBpUKul2Lh5Ml09F4FVVBi1b13UoQtxVOp2e/fuzSEsrw9XVlA4dHO9KjwYh6opOf2XViZz8K3M0NAq6Nz0ahLiXDIb/rE7x99CJ2u7RcCMlJSW4u7sza9Ysxo4de+8OLO4q+Sb3kLsYm4CrmxMqTwVmlldWgvAJDULn7IalrQ2dBvXl4KZtKFUqfMMasG/1byiqlDh7uYK+nN693iT6VATHD6ynl9s4DIoq/tq+grHPTqeirJy8vAqyCMHaIRILNRz8fRchAfXxCWtEmWUuMYd+wkr5Ebu2RnOxjZL3gtaQmh7Jjv1f0qrJMwT5d6vjKyTErUlPL+PAgSzMCg/i1SCE96fnsOFdk7oOS4i7TqVS0rmzc12HIcRdo1JC0+C6jkKIu0uhANN7OG3a6dOniY6OpmXLlhQUFDBt2jQABgwYcO+CEHed5GUfcp26t0dfUsqKT+eQlnAZALWREe/PnML2lWspKSqixSNdaf1IV/qNHk6LXh0Z8eFLlFVU4hXWECONEbFxe6lyieLE6QWYGFtSnOFOWqGOc4dPsObLORTlppMVfQ4rextemvUBVOaxd+FM4nZuotCwl07NDYQnT8Mzq4Stuz/mj73HOBdXjIdbkzq+OkLcOo1GiZ2dhl5PP05o6zBWr+sEbdrWdVhCCCGEEPelmTNn0qhRI7p3705JSQn79++/amlX8WCTYRQPKb1eT0pcIp6BvgAU5ORhYW2FSv2fiYfiz5zHt2Ewe5euZ81PG+jYpy1nj5+hxKQQd3s3GnRsT1ZsJN0GDK9u58DRBaydex4HKz1WGhuCmzWi5SNdsbCyQqlSsnfdFuysvTg9ewkXvfypH6IkpFUYW08cYOTg/pTrVEQePcqBC/G8OGoani7/ifnRR/exYkUbrKxktQohhBBCCCGEuJ9Jz4aHVEVpGWcOHK3+ec38Lez/4xCndh0gMymFi5HRmDvYo1AoaDawO2ZGVRz9cxd9Rz6GSa6awqR8rKydqdcgiJWfz6luJz+9lE69G2FRlYGpogqNpTlJSWlUVlSQlZLGmR+3Yl5RQduXhxPWyAJnHxsykjKY+Mx4DKWWxGw4RZFGgaaRDSvWXHkqnFpRCsDmzR0l0SDuW4s5QRX6ug5DCCGEEEKI+4L0bBAAzHjjR+zcPWgQpOHimfPYubmQXanjkT6d+frFd6gsK+eJyZPwb90aCrOYOeslOnV5kZMHjvDE0D6k/bmHKic9MfEF2Hh7Y+FigZ1dJb8sPEGjJg3wcLbBWGOMoszAufQ/8XRtiI2lN1VWTpSEmuGcWkzWqThKzlwm3auA1JKdjHr8UwJ8OzE25iDf+bXCVCaLFPexfMqwQZZkEkIIIYQQAqRng/h/Dub5nFr7PdtX/Eqbvt05uOlPzm3+gy/GvUZarinJhQr0ZcUkJSShV2ooPqOinpcz7vU8yNNHkOl9kWTlCaIzEwiPiMQvuBXFl9S4marwcLDGLziI5l3bY+ZsTdM2T6LVWpN8PIrJ49diGlnBmBlvs+vyTI5XHcXEIoXWIf1Jjc4GYFFgO0k0iPtaiR5MDJJoEEIIIYQQ4m/Ss0EAoNPpmDJwNEW5eQCojIzQGwzkoWLilBc5dfIcZQkJ2DdpRv8hvdEoDBQUlfD7+q30fbQbtvV8MVXp2bVuE7n5pZjaOnI59jiNmzXn6Jb9tAhphH1jHxxCmnJk9Uqcm/qSeOEwWenGXDh2jEETniX88Fx0OSE0ecSU9MhSBo98FYtrrBstxP1mdSnYK6G7LD4hhBBCCCEEIMkG8T8+GzWJ9MQkfEKDKS0upqC4FBMTY7IKiknJK6JJfW9sLS3wDQ6gRa/OvP/SB+gr9Xz72xI2//oH6eGnyCvMoNUjj3ExNpa06DN4eNqTb3GYAZ1fpLhSTUJ4CmY+RoQfyKZ93yAaNejEF18H42fzOBQ4EPBoK4xL02nb7qm6vhxCCCGEEEIIIe6ADKMQNYz/4j1emfsZjTu3RqGEhq2agF6PprQYXxsbrE1NSTgXjV2mgjNrt9KuaQiq0nzKsjOoKkzH2KWYpKxc/tqwhdz0M6jsT1GsTqfinBc/r/+CtKKLmFtZcXxnMsNenoCVZUN+fP0D3I4No3OPEdh5e2Km9+Tyn+fr+lIIIYQQQgghhLhD0rNBXGXptFn0fuYJTMzMyc8v4Kvn36CyUovWALaOtmgMCh4bPZyTR4+SWwnWJkYknD2DtZsnbp5WhLRvwcUsFfYaPVYaFauWbiAsyB/f1mE0b9+adStfJfK0EcGu7hQU5FOvngnJp/dTUl9P/r5CunQdjU9Qfeo/2r2uL4UQQgghhBBCiDsgPRvEVUZNfR2Xep7YONrhHeDDc5++i6mZMWpTSC4po8raCv9OLUgvLudiSiYn9x/BxN4JTWU5SmMbYo5FYdBWcnDtFgpKi2jV2RHUCn77/kdWzf6YyD0nyMuqIL6gikoTa85sPwzmHuTtLcbc1ZG05L3syp1V15dBCCHELdBjIJosjpJENFnoufvPMNLT03nppZfw9fXF2NgYT09P+vfvz86dO6vreHt7o1AoUCgUmJqa4u3tzRNPPMGuXbuu225OTg4eHh4oFAry8/OvWWfp0qXV7V7vlZiYyIcffnjNbfXr169uq3PnzigUCj7//POrjtO3b18UCgUffvjhHV8nUTt0Oh1nTkWyZ/sBzpyKRKfT3fVjjho16pr3xsaNG1EoFADs2bPnqns1NTWVhg0b0rFjRwoKCu56nEIIcSMyxb9gxRdzUaoUDJowGlOz/8yor9fpUCiVxJ06ywcr56NDwXsvvENFUQnLPpzFIwN68cevP1Nm70tBQibltnnEb4nHxsWTytVrsWsbxk9T3qPDhI7EJhTwzJsvkhgVg7tVE8qczenUtwef9WmEsbM1camRmKvscW3iRGLkfsyL7evwigghhLgVJ0nhFyLIo6y6zBZTnqQRzXC/K8dMTEykXbt22NjYMGPGDBo2bIhWq2Xbtm1MnDiR6Ojo6rrTpk1j3LhxVFZWkpiYyIoVK+jevTsff/wxU6ZMuartsWPHEhYWRkpKynWPP3ToUHr37l398+DBgwkNDWXatGnVZY6OjgCEhISwY8eOGvur1TU/enl6erJ06VLefvvt6rKUlBR27tyJq6vrLV4Vcbcc3HuEBbOXkJ2VU13m4GjPc6+Mpl2n1nf12CYmJnzxxRc8//zz2Nra3rR+fHw8PXr0oEGDBvz666+YmsoqSUKIuiU9GwQaBztyi8v47JUPapTPfe0Dzh0+ycAJo/jujY/IT8/gm5Xf8s2GRbgH+LJr91GMzTXEHzqNva0ZOZlWVGqV5KSlU2TvRUqqlipLD2LO/0FyfDJrvv+JgHJnysjmr9VL+O27T7Cwd0TrqgK9GX37vULR6ViywnPp2OTdOroaQgghbsVJUpjHkRqJBoA8ypjHEU5y/S/s/8SECRNQKBQcO3aMxx57jMDAQEJCQnjttdc4cuRIjbqWlpa4uLjg5eVFx44dWbBgAe+//z5Tp07lwoULNerOmzeP/Px83njjjRse39TUFBcXl+qXRqPBzMysRplKpQKuJBb+u9zFxQUHB4ca7fXr14/s7GwOHjxYXbZs2TJ69uyJk5PTP7lU4h86uPcIn06ZWSPRAJCdlcOnU2ZycO+R6+xZO7p3746LiwufffbZTeueOXOG9u3b06ZNGzZu3CiJBiHEfUGSDQ+5ZfOWs3fd74SEBtGle3sO7ztGcsJlYs/H0nvUUELbNmfp/JX4tG2FibUVGmMNAI+9OAZ7F0c09gE0b9qQ5JMnMS3SUWxsgtJMh7mFCUaVJVBUQAOvMbg1CSexpJydqQtIS4/GSZvGhcjfqHIow73SAUt/c6JyT2KSaYu9uxtGOlnyUggh7ld6DPxCxA3r/EJErQ+pyM3NZevWrUycOBFzc/OrttvY2Ny0jUmTJmEwGNi0aVN12fnz55k2bRrLly9Hqby3H400Gg0jRoxgyZIl1WVLly5lzJgx9zQOUZNOp2PB7CU3rLPgmyV3dUiFSqXi008/5dtvvyU5Ofm69Q4dOkSnTp147LHHWLFixVW9Z4QQoq5IsuEhl5mYRFVxMWt+WEFelYGdv2xgz7o/+H3pavat/wOAlu2aMeL5EaiNjNjwy2/V+xZl5dC+bTNsAuvTpHM75hz6BQoLMLeG3LJKKvOLMaTFsXvhTyQfscKMeHbsKWT/sVTKq7Sk74wmL+M82QXnUUarSSj9g/ImLpTWTyGf03V1SYQQQtxEDNlX9Wj4X3mUEUN2rR43Li4Og8FQY96D22VnZ4eTkxOJiYkAVFRUMGzYMGbMmIGXl1ctRXrF2bNnsbCwqPEaP378VfXGjBnDmjVrKCkpYd++fRQUFNCvX79ajUXcnnMRUVf1aPhf2Zk5nIuIuqtxDBo0iMaNG/PBBx/csE7//v357rvvqudzEEKI+4GkPh9y/UYM5seYONz9fNm3fT+T3hxHSUERq5etZei7LwPQoOGVD3UXjp+iUdOQ6n0HPN6HkrIKLBzsGTF5DgDTl32Dk4sza37+jezICMpLijHxzkdtVIj+fDreeVZYulfQ4o1XSU7Poqx0N9G7t2I4b4+PYyvs6geQczCYbtNfv/cXQ4ibOLjmNAWm9vTpX7tfSIR40BRQXqv1blVtLaBlMBiqv5S98847BAcH89RTT9VK2/8tKCiIzZs31yizsrK6ql6jRo0ICAhg7dq17N69m5EjR8rT6TqWm5Nfq/X+iS+++IKuXbted4jPgAED2LBhA/v376dDhw53PR4hhLhV8j/ZQ87IoKf7oL50fqwPZuZmpMQnUqEuo3FIAKamxjXqNunQGktbm+qffRsGA+Dqb4VOV8WvP22kfdc2WNvbMu7FpynMyeGtro0JatsGQ7krpYaTpB9NoFJrxNa5X2Jt4oattS3avcYY2xpz6bftlKfl4N6i5b28BELc3J9/UFxcRLNtf1Hw2od1HY0Qdc4ak1qtd6sCAgJQKBQ1JoG8XTk5OWRlZeHj4wPArl27OHv2LGvXrgX+k9BwcHBgypQpfPTRR3d8LI1Gg7+//y3VHTNmDHPnzuX8+fMcO3bsjo8paoedvU2t1vsnOnbsSK9evXjnnXcYNWrUVdt/+OEH3nrrLR555BH++OMPOnbseNdjEkKIWyHDKB5ybn712LhpO3Nf+5DyslKcvdwpzM0joGkoNo726PV6Th0LB6iRaADYtmUnu7bu5eSZXygoTKFHv664urlUb7eyt2d+RBJd27+NpTqAnm+8gLGxLZb1bLEp1ODoZcS5zRtwD6hPi8f60fPTCQR2b0K/Cc9JN0BxX8jNyaOsrJwSYysOFFVCcBDOIZ51HZYQdS4QB2y58QR0tpgSiMMN69wuOzs7evXqxdy5cykpKblq+/WWq/xv33zzDUqlkoEDBwKwbt06IiIiCA8PJzw8nIULFwKwf/9+Jk6cWJvh39Dw4cM5e/YsoaGhNGjQ4J4dV1xbSKNgHBxvvDKWg5M9IY2C70k8n3/+Ob/99huHDx++aptCoWDBggWMGDGCPn36sHfv3nsSkxBC3Iz0bHjImVlY0L9vZ8LaNGPmq88xaOJYdFU6nDzcMBgM6HQ6os/FYG5hjp2zglNnf6VX53cA6Nq7PVptGWamnW54jEatmhIQEoSZhTkZY9Lo++Zr1RNwGeYbaiQWiipAo7p75yvE7Ti6/zhlWidOnLbA6+0RmFhKEkwIACUKnqQR87j+bPxP0ggltf87M3fuXNq1a0fLli2ZNm0aYWFhVFVVsX37dubNm0dU1H/G0BcVFZGeno5WqyUhIYEVK1awcOFCPvvss+oeB35+fjXaz86+Ms9EcHDwLU04eSNVVVWkp6fXKFMoFDg7O19V19bWlrS0NIyMjP7RMUXtUKlUPPfKaD6dMvO6dZ6bNLp65ZG7rWHDhowYMYI5c+Zcc7tCoWD+/PmoVCr69OnD77//TufOne9JbEIIcT2SbHjI6ap06C2ssHZx5s2vF2JsagINr2z75qUpOHq6EdqpLdkZ2fgENKdF4xFciNvJxcuH8PfuSFrmOTq2nnDT45hZXJk1vP/kmuMN/7cHg2XNkRtC3HNlZVU89tgBZi22pUOX1piYmZJx7FPGWzWu69CEuK80w50XaM0vRNSYLNIWU56kEc1wvyvH9fX15dSpU0yfPp3XX3+dtLQ0HB0dadasGfPmzatRd+rUqUydOhWNRoOLiwutW7dm586ddOnS5a7E9r/OnTuHq6trjTJjY2PKy689l8U/TW6I2tWuU2venf4GC2YvqTFZpIOTPc9NGk27Tq3vaTzTpk1j9erV192uUCiYO3cuSqWSvn37smXLlnt2rwshxLUoDLU125J4IKWlZPDRMy9jGxjAZ99/ctX2owcOcHL/IUaMexatmR02JqCWwTfiX8Kg15GqzeKQcSbtc8MwU1USmb6PpfOL2R1xmg3T+9GwTYu6DlOI+5oeAzFkU0A51pgQiMNd6dEgRF3R6XSci4giNycfO3sbQhoF37MeDUII8SCTng0POVd3Z9r268GQoQOZ8+FsWvdoR8t2V75cFeQXEnchGROlCdYOdnUcqRC1ryT2AJqE45Rn9+TFpF1ohmRz9rUSRvc5yrELTzIjyY3lbeo6SiHub0oU1MexrsMQ4q5RqVSENQ2t6zCEEOKBI8+oH3LpqRmsXvsnG37bTklBPluXrSE3J4+5MxegVCpxdPfAxNaK/IKUq/b9avp3dRCxELXHIqgTP50wxrgqi7hVETisyyb9ohEHGu7DSaVlbIcbTw4mhBBCCCGEuDZJNjzkThw9jbmhij3LVuHgU49m3Tsy64XJDHyiH5ZWFnTs2Jzo+H18/sm7aLXllJaUVu9r532B0rL8ugteiFow6e0JtO7YgFF9qsh3zcW1uQGjn/uSlplNJ9faXbZPCCGEEEKIh4UkGx5yXbq1wxQDWuB8xHlys/MosrAmMiKKH2fMZ/qYVzA3rY+Hj5Ylvwzj8w+/5nLcRQx6A/37vI6Zqc01283KyK6RmBDifqVSqyhYc4xkB3u0haa0so3BJGcfr73hX9ehCSGEEEII8cCSZMND7lJCMgqFkkKlkrSkBPb9tYOPv3ofCytzUpLTKVdraNWiEef3WuJo+hQFZbHM+3YeOl0V9rbe1233zKlILicm37sTEeIfMOlYD8Wpcoo2G2OVpaKdaTNyHL4nOaWorkMTQgghhBDigSTJhodcg0bBBHXpQIXBiPJKKCjXsu3XTWRn5lBcVoFfoxCOHjqJwbicI/sO0KZDb7x8/VHfZB3wbo90pn5I4D06CyH+Ge9mDeg/tgsuDolcLN7LYu9EUiqy2fJHUl2HJoQQQgghxANJlr4UVJRXMKLbk1igI09hhIM55FYZ42xrRZP63oSnXsbLzRt9VSmlqlLeeP1dbO1s6jpsIWrdkpVvsmfdIc5aWtG+4WC0Y8cxz7auoxJCCCGEEOLBIz0bBBGnI3Hy9SYPNRqlgjKtmpfeep7GAV5YWJozfNBgtFo9J0+eQ6k0SKJB/GuZoMC8XgYDXZ0IOroDt837eHrdT+xPOoNep6vr8IQQQgghhHhgSLJBcPLwKfKys7FHh9JgoLhKz4pFyzidmIaJgwNGxkY4WpowoH8PKgvPo9fr0Ov17Dn0bV2HLkStGjbiSxoHDqDYKolFAfH8lr+V6V0H4ZQJ25b/WtfhCSGEEEII8cCQZIPghdfGYW1jg9bWDpWRCjcvK3waVuAb4IudmwsHD5/m6OloghqG4mRbnxcnPMvyn+Zz4MBmDAaQgTji3+L88ROUJVXS2KU9A9Uafjiqw9PWgqBmYTwy+sm6Dk8IIYQQQogHhiQbBAlxiaSlZVKFgoJKPUmJBeiLG3J4/zHKjG2Jj7xAaHNnWndpS/sew9CWadm/7yAXI51ZuXYBBRV1fQZC1A4nDw/qBTXArMqfsw5+fHLZnQ+mHIKUlLoOTQghhBBCiAeKJBsEji6OtOnUisqKyuqykuIS3NydWPDx52hLCjlx5CRl5QUUleZh0FqiMBihMiskPnYHNiZ1GLwQtcjB1QWNqREX8zdiOFdFSZfdVBR/xk+j+qEtLq7r8IQQQgghhHhgSLJBYGFhzguvjOWxYQNo2CQYM3NT8tMzqGdnhb1GT6myiD6Dg9Hpq8hOy8LN3Y685AoMWhtSL5lSUSFdG8S/R+8hoxn93LeobMxprjHDWgfh7w7lu/e+rOvQhBBCCCGEeGBIskEAoDHWcOLIKaIiYzE2NSElI5d9p6IwdvZAo3Zi76ZLfPnpKwQ2NiK4hYaAEF/MzCx5//1PiIo+TnJqeF2fghC1QqlUYWvjToEhkM2xFvz+RBMUm+LR7NvDsVEDSE6SHg5CCCGEEELcjCQbBACmZqbM+uFTjI2N0FXpMDG7MjYiLSkNVUUlFVVWBNVvjFKpQq9Kpls/X57sNZDMzAwWLprN0dOr6vgMhKgd2kotW5etYeKwpnj3BbuTf7Gj/BKRXdVcbNKczz6PJj//ypCjnb9s5Mz+o3UcsRBCCCGEEPcfSTaIalVVVZSXl+Hlb4FKqQKgR9+ulKvUNGvdBBNdPU5sz8Le5FHiz+eiUCho2rQ5Xbv2op57u+p2ToT/zNwlj9TVaQjxj6iN1Pg3CmHbj1/R7aIV1uZ26FV6VOeLWBy/k7Stv7Hz7ffZsfsoDbuHENahFQAnd+7n9O6DdRy9EEIIIYQQ9wd1XQcg7h8VFZXY2ltxITIVXaUC0LF1yw4Cg/05evAIZe2TGdTjK3Yen0NhSSF/bozn2+9X4t+8gOPHy2ka1h+lUkk9zxZ4uDWp69MR4rbMP72ZMWGPoFEZUZibh61bU+wDQ4lIOUZ7l0xI8KXn00+wrVEKeaWeGJWWUFlpzO41m4nYdwRtRSUegT7YODvi0yCwrk9HCCGEEEKIOiU9G0S1iBNncXGzQ1sOer0eUOHu6Uqv/t1xc7an4QVXUgsvYK3pgrfLILK1Cl56ewJNGg9ERUNWLvoZAEd7f1yc6tftyQhxm1wt7FEprrwlVqVepldqNp+c20urxHq4xT1CydMt2F9VjJmNAx5+XmTMOMqf329FY2JCubaCtPRUok5EMHPc63w98e06PhshhBBCCCHqliQbRLV2nVszfPQzqNUqwABAuTaDv/5aTm5uMj0se9Cp3WB2/H6Qw3vDKS9VcPTAQXr3epxPpn+B2nE/WTnxdXsSQtyhAQHtUClVnLiQzOwtO/F64SVanG6Gu1LNyYgScs1UDPwpHj67yFL1dJQfm3DhbDTrt67gR4uzHPcsJj87G0s7W4a99WJdn44QQgghhBB1SpINooZGTRsy/eupXEk2GMhMLictUUdevor84wns+ngZoa00dOzRlL4DexF7aRsbN88AICcvgdy8xLoMX4h/ZNWW1xh/4AO8u4diYmvLV9/2Rd3RjorOahwVW7hUdZK41vvo9OVlNiZ8QVubRMqcL+AaVx+fFGc8fH0ZO+1Nfpn5PcmxCXV9OkIIIYQQQtQZSTaIq5iYmeLg7ISZpRKFUk+F4SJ2biUscS9kxenDNDxhy47d6wg/FU5Rnpr4OB3xaZm0b/48Keln6jp8IW6bTqdFW1XBmTJXbArVtA4IpjA7j9iEZHR7mtA0txztCSPc957BK/gSBfoAOmxuTIw+GauzQbhanCLW+jLF+fnYuzqTFB2HpZ1NXZ+WEEIIIYQQdUaSDeIqarWKTt3aU1pkwKBXYmJ3mfwsEw7nX6CksoxVpcnkJpmSlpJFVVUpbp75/PTtF6xYPZk2zcaSkZZZ16cgxG05E7WZzkvHUq9eAP1CO7C/OAb/xiEktFfj1FSNb30XTI5oUQcYM+zPKsqCHse81Bu9hwcF6XmUlFrS4rIZ9UJ9OPT7dsrLynl36ttsXreurk9NCCGEEEKIOiHJBnEVb796jJkwEhd3Z0BBflIgljYq1Apzysu05BQUYqICm+QSGgT14tCflbTr3B5f27dQqUxYvXx9XZ+CELfF3qgRr7Qdw4+Rf3A0LYqw/AQOn1xC3vcacndHUvzzb1zyM2Vly0Dmm3akrMFZogwR5CW7ogQuO+nwaRLA6osHibsYj8bEmI8+mk63Hj3r+tSEEEIIIYSoE5JsENf15by3sHIsR19uTU5aGVVVClSaclp0qsfwJ/qgsCjC2isNhe1BwsP34RvkiEaj4eXJ4+s6dCFuWVrCZQ5t/gujKgVeRnZcPh2LuT6QpQsOkFvxK1tiozhW+Sj6FsZYOGppok2jNLwE87atscGeQ0EVmFUoiD8fT2CyikPpMQT0aUPsotMU/ZVf16cnhBBCCCFEnZBkg7gue7t6fD1vEbZ2NqDUo9NXYECPwaBl47GpqJoUYW9ZjxbBrxB+OJFtW7ZTVFhU12ELcVsMBgOBXVuyNe00y/q9w6vNh7Nmq47Lx104fyiC4PZ+RAeYkntZRenpUPI9srjonYzF1n0UJ12mp3F9Oqbb0qFXd3LNFdiY29J2WH+ajG2PXSenuj49IYQQQggh6oS6rgMQ9zcXF1c86nmQX5CLUpOPrtKCmOhIVOYqSnNKKdJ+QL16jbG29cfK1oRt+95nSL/ZdR22ELfMzbcepXlqLAvNsLa1JidEhT4jm6E9mjB1+SFMCs7Q3qaYkq2VBFrWw7HhEzz76tv0LhuL16kSrCMSsHa0wz8slOl9uuHq742JWlPXpyWEEEIIIUSdkp4N4qY+//YjQhuGYWxeBnoDldoyKkvNKMjRkBLRkhPbNZi7nKKyQiuJBvFAOjJ/HdNaPg2AS66K93o9ytpfzGlm0oZmcQ0JNbSgXVoh7jGnCU9IYFC3D+iX44X1/3fkcWoVjKOXG+GFlzi0/k8ABk8eRerFS6z7eXtdnZYQQgghhBB1RpIN4pZM/2YqS1fsxMLGCI15EZaul7DzicAx6BhVWgW2DlaoDY4UF5XUdahC3LKo7EsAdB7Sj/VzFlKmrWBL9AG+O/EboV2O0K9TfZ72VZARc4YqO1NUptk0Pb8PR7sLRMdEoQcsPBypauGKs68n+2etIPNyKr+GX6axLhBbBwf++GNf3Z6kEEIIIYQQdUBhMBgMdR2EeHBUVVXy7LCxZKXnAwqcQw5TWWKFpYU9YQHjGP/qsygUiroOU4ibOpF+gWf/nEH46IWUastJyEkloTiDps4B7L98hqRzEWiSDDSJD2e1nzVOri1I/fMnjFQmaGNBoQSTeo40HdMP3f4Euj45EDMLcxzcXSitrCIlLoHfisJ5teUQSqKLUFsbYeJmWtenLYQQQgghxD0hPRvEbVGrNYx/bSTunu4oVAYqS6wozvQkP7cMr5BsSTSIB8arO+dSoi3ndHoszZeNx87CGmdzW/TpRVgczaCdZRh9evbmm9ZufP7sdIwq8zBRNEQXC/lmerKtDaiyyghVupAQGc1P02ezbfkaivMLMFEpeHf3AkynFxHz1hlKLhRRcCz3qhjWRyRRWaWrg7MXQgghhBDi7pJkg7htLh42vD/zedZuXUuzxo+gLbOgMMWbrb/9RUramboOT4hb8prbIF5sNIjVF/ZgmlLKF9M/ZmPsATbE7setexOadm7H0d3bWfv058Q8PZQKN3O82ntTpQDLcgVWRZDazIp927ez3i6RaG065fUsKczNZ/vKdTQ+WcnwxQPxnRJMwoILJH5z4aoYCsu16KVvmRBCCCGE+BeSYRTiH6usqGT3X/sIbRKEu4dnXYcjxE1NO7icrB8uo+us4fGuPdiWcJzzx0/RvVE7isMv8eyLE7EzteCHhAkcOl8PE4WaBlvyMGDA4GjGupQjtEizYG+9QurlGXOyXhkdIjV0GdSf7GPR9Bk2hP1bd9B47KMEOHuxKXQtQTo3uqYNuG5MBzZtpd2jvaR3kBBCCCGE+FeQZIMQ4qGSWpRNy58moDfoGaZuRIJlGc19GqBWmDDAJoSoXUfRWqqJI5d3Rr5MflE+52Oi0SflsWn+cjTmphTr8onRlKJVKvHKVBHRzZwJNh3JSE/jhGsRQ7sMICYvmbOZF3nkXAMUcwrwDfSk4/5e143rxPa9HNi0lVe+++weXg0hhBBCCCHuDhlGIYR4aBgMBkIXj8Wg1/NSs0F4Nw+he/2W1LNy4WCkE/6BQcSorIlPyKNPm26kJyZxdON2Si6kUl5WTufH+6PXVqErVeCeocamVEFKoBGNTlaR56rmbAtjHH29KNdV8narYfzU7x2WG/bRYlBjyq2LOP7XnuvG1qx7R1x8vO7dxRBCCCGEEOIukp4NQoiHRrdfXmfX5dM0dvTnxDPzUaCgoLKYyKwEOniGARCfXYSLpSnmxmqqtFqKcvOp0lYx6833yMnMwsHCnrKyYkpKy1AbFBg7WeNkZ4/PsM480r4Hz26dycLur5E+9SLlLctI/+gyZk2tSI3JZsihJ1EbGV03vvTEJJKzq1g0N4r33muAu5/3PboyQgghhBBC1C7p2SCEeCh8ffxXdl0+DYBSoeDtP/axKTIZWxPL6kQDgJ+DJebGajZ+v5SqSi22zo78vngVxfpKVFoDl7NtyLMzosgakptY4lzPk9e+/ZyZKVsprSpn7cAPmfPcZKoeraLxk22I+0rJnyWnWBZ4mHXzl9SI6XJhBl8d2UJmUTm6qiq2LlvNb2umE2S5j2U7TnPgYuY9vUZCCCGEEELUFkk2CCEeCg0dfKr/nldeRLHRaboH2ROTk8S7+xaSnZJeo37rPt0wMTcDwMnLA0NyPpaWlqQFXcDbUk2WLdjFFdNtYF9e/vJtlgWNw8XUlo6rJjF11TwW5u5h+bwfCHP147JVEbsaxLLcLq7GMexMrFBVOXM6OY85++PY7tOGs/4jGPf5W1R4+pGbncfmnzfxW2TK3b9AQgghhBBC1CIZRiGEeCgUl5diPac/7ub2vN16BCNDe/DZ0VUMq98VByML9i1ez9DXx1fX//n8Tip0Wmz2p7P3z20oy3UozIw44JZHi0vmlBmqcG0dzHH/SpoU2OB2WccvDomYGxnRxt2PUSEDuRwVR9tuPVjRcxUfPbmVOX1f4tHAduy9cApfVw88rZzYn3SG2PQqyg2l9PZtjK+DBQtXDmFH5csYVRairlIQm1vKjKc608bHsQ6voBBCCCGEELdOXdcBCCHEvWBmbMK8nq8y7dByXtw5h71J4awe+EH19v9ONAC0N/Zl/4Y/iDh5hsqCUsqVeiqKSzBRmbCniRY0atqmZmAT5M6kvs9g6mjD2e+msTUlnMOFMWTklbA3+zw/WVlSONcS/zh3YvKTAYhJTMTC0hx3SwcOpESy8biOMBdPJrS0AGDk0NWUH4onKcNAekE2XtplfPTKbiICO9CvqQ8fPBKGh43Zvbt4QgghhBBC3Cbp2SCEeKiUVJbx6q65LDm7jddaPM4XnZ+rsb0wN4/E8zEc27GXtQWn8TldAloDmBSzraGSXhdsOeFbzpNdHqWJ3hlLG2siEy/w24ldNHikPZvjD5GfnYuvmTOLn/+c7Xu2cslFz4CAdry6ay5KFAwN7sKPR6IIcoWhgQPYl3SaEwkGvuzfBFu1Fztj0kkrLGPpsQSKSwsJqjjJSXUzwAhQ0L+BG6ueaYuF8fUnmxRCCCGEEKIuSbJBCPHQ+f70JrytnJl6YCktXetzOiOOwyO/AyD9UhLrv13MI6Of5JUP3sCsUEeevQqvzAoOtTdntHsnDuzeQ6ZlFV4uHlg72HJAlUzh5QxKzRTY5Rrwca8H7n40cvJjetdBFGvLsDWxZPy2rwhxqIdKqWZEg26Ep2ZwPKESc42K7w9eYOvzXSnV6sksKmfj2WQUwNx90VjlZ1BoqcHMxIHs8ioaOFtx7p1+dXsRhRBCCCGEuAGZIFII8dCZ0GQAffxas2fY1/jZuLH2v4ZTlNsYMWHmB7j7e3PEv4wkhyqsNCaUmZryYZtnuBwdT7hPJcF6e/LPXyInPgULY1N6B7SmT1gHTD0cmNJkKGZmJfQNCqRCp8XWxBKAo6lRjAntQ3f3zlzK0dLJx483ugYza/cFmns64m5jjru1KZ62ZlzILOKVzkE0dLMjx8aFKqUtEzsGYqlWcD6jiHE/H62ryyeEEEIIIcRNSbJBCPHQstCY8nrLJ3C3/M/EizOPraa4sozEc7G0itZQqdSjzCpF62BCVUEpFZezKTLRcdqvHBSw2ySZqmNJKEoqSavMx9PLC4sGHnTdC+Gz1jDy/RcoriwDYHiDbpRUlVNaqaegTAtA3wV7+e25jiwZ3hqAF349jolaxY9DW/LBn5FM7R2CXm+gygAf/XWOoioDKgX4Oljc+wsmhBBCCCHELZJhFEIIcQ2lRcV89trbXEiKx8TcDJMm9dirvkyBooLCihIwUWNRrCPH2MDAKBs6eDem3tNd2XrxKB09GzEipDsjNk/HokJBX00wHx1fycpXv2LH+XJaeNrRytuBx5cc4MtHG+NjfyVxUKXTo1ZdyQGPWnmEz/s3Ijw5lwEL91Gpv/JWrUJPnwbubH6uS51dGyGEEEIIIW5GVqMQQoj/UVRRysa4A2jKDJQbgYmJmjRfIz5sPIHonEusjt6NQ6Yet6wqziszuWhWhI+qmOLsBILsvRgR0h2AZxv1oUu9JpSVlNKpa1esLa35KO9TutV/ml2XTvHr6PYYDAYqtVpWhcexJTKTtaM7AbB0RGuS80uZuSsaKyPIrlDQtp4trX0caephV5eXRwghhBBCiJuSng1CCPE/SirL+CvxBBWbIylzNWVd7D4ul2QxdNBQAJzNbPFJV/P9ifUYLsZzrJ4xpYoqnM1s+GLAy/x0bgdvtRrKX4kneLvVMFRK1VXHmH54BW+3GkZ2Xh5nY2P4PiaTlzv50rleWHUdvd7A2bR8LNQ6fJ3sUSgU9+waCCGEEEII8U9IskEIIa6hsrycWeMn0+vpx/ns0CridNlUuJvR07sZDmpLZu78CfNyBUV2KtrmOuDvHMwIv6749KjPyYwYbE0saOseWtenIYQQQgghRJ2QYRRCCPFfyrQV5FcUY1auoGm39jTu3JYuihQKdvxGXHIOuUWJ/GKIx0dvQ1AypAVYkGBfxdnScGa1ewNjCxP6WrSu69MQQgghhBCiTslqFEII8V8isxPYGHsACxsrMi+nMOLxx2jhHYp9loGQOCWl4Zepp7BhQKEXF82LOZ6fRC8nH1RZxYw5Oovkoqyr2swtK2TaweV1cDZCCCGEEELUDRlGIYQQ1/HtK+8T2LIxu1dtIL2BGXjYULE9mrxAC/yPl6AcFEhgyyAO5KTSyjWYV1s8fs12dHod53Mu0dDR9x6fgRBCCCGEEHVDejYIIcR1vDT7Y7ZbpxDuU4nFkQxUf8VhaWeD+nIBW1qW0di5AQMbDsDOxPK6iQYAlVIliQYhhBBCCPFQkWSDEELcwOthgzlpnUtiP1ecfDx4sv8QbA0mqHVQlp7L/ojVPN+ob3V9vV46iwkhhBBCCCETRAohxA38efYAT0Y5kabK4HebElJN3DC3siQgs4Jw4585sN4ED49zbHxxDubGRkzffo72vo50CXCu69CFEEIIIYSoMzJngxBCXIfBYKD592Ow25dOtq2BsHgjjJ5ujqJMy/qEQ7SIUbOjmRadWkE/3w7M7TkBLytJMgghhBBCCCHDKIQQ4joUCgWHn52P2sOW5rFGKLQGqvbHcyDzPEo9GFBiVargyaDO/DbkI0k0CCGEEEII8f8k2SCEEDegMTbm1Y7DsLG04a8WZfzimYzthRL8M4yI62JLx6Zt6RVuTn5WTl2HKoQQQgghxH1DhlEIIcRNlJeVMe6Dl1npEI9pMWgtlLxl0pk3nnsFGxOLug5PCCGEEEKI+44kG4QQ4hZkluQxaP1Ugu08mdltAlbGZigV0jlMCCGEEEKIa5FkgxBCCCGEEEIIIWqVPJYTQgghhBBCCCFErZJkgxBCCCGEEEIIIWqVJBuEEEIIIYQQQghRqyTZIIQQQgghhBBCiFolyQYhhBBCCCGEEELUKkk2CCGEEEIIIYQQolZJskEIIYQQQgghhBC1SpINQgghhBBCCCGEqFWSbBBCCCGEEEIIIUStkmSDEEIIIYQQQgghapUkG4QQQgghhBBCCFGrJNkghBBCCCGEEEKIWiXJBiGEEEIIIYQQQtQqSTYIIYQQQgghhBCiVkmyQQghhBBCCCGEELVKkg1CCCGEEEIIIYSoVZJsEEIIIYQQQgghRK2SZIMQQgghhBBCCCFqlSQbhBBCCCGEEEIIUask2SCEEEIIIYQQQohaJckGIYQQQgghhBBC1CpJNgghhBBCCCGEEKJWSbJBCCGEEEIIIYQQtUqSDUIIIYQQQgghhKhVkmwQQgghhBBCCCFErfo/23UUfSCz5XQAAAAASUVORK5CYII=", "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": 34, "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": 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 = ['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": 35, "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": 35, "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": 36, "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" ] }, { "data": { "text/plain": [ "[,\n", " ,\n", " ]" ] }, "execution_count": 36, "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": 37, "id": "453f6295-f338-4fa6-a7d0-9367b407955b", "metadata": {}, "outputs": [], "source": [ "umap_mat = adata_subset.obsm['X_umap']" ] }, { "cell_type": "code", "execution_count": 38, "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": 39, "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": 40, "id": "4963701b-cba3-4baa-b6ad-6d867ffa482a", "metadata": {}, "outputs": [], "source": [ "out_csv = 'output/ref_pbmc_{c}_clustered_umap_meta_{d}.csv'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": 41, "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" ] } ], "source": [ "obs.to_csv(out_csv)" ] }, { "cell_type": "code", "execution_count": 42, "id": "f5c0f411-061b-49d5-b285-696947ecd932", "metadata": {}, "outputs": [], "source": [ "out_parquet = 'output/ref_pbmc_{c}_clustered_umap_meta_{d}.parquet'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": 43, "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": 44, "id": "c24b071d-d7d3-4267-a312-9b27e8458fa7", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: adata.X seems to be already log-transformed.\n" ] }, { "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" ] } ], "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": "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": 45, "id": "b821bba8-647c-4c0d-9169-9c6f0a0746a3", "metadata": {}, "outputs": [], "source": [ "study_space_uuid = '64097865-486d-43b3-8f94-74994e0a72e0'\n", "title = 'Other subclustering {d}'.format(d = date.today())" ] }, { "cell_type": "code", "execution_count": 46, "id": "f86e2cdd-6a58-455a-ab26-376becf8208b", "metadata": {}, "outputs": [], "source": [ "in_files = [h5ad_uuid]" ] }, { "cell_type": "code", "execution_count": 47, "id": "5bf89a91-f70c-4117-8f98-b994f887cb58", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['9db48bed-cd91-49ae-abd2-447ae478ca96']" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "in_files" ] }, { "cell_type": "code", "execution_count": 48, "id": "48b8181a-b1b5-4842-95ad-8f810d763476", "metadata": {}, "outputs": [], "source": [ "marker_list = [f for f in marker_files.values()]" ] }, { "cell_type": "code", "execution_count": 49, "id": "51552f96-3c37-47af-b2a2-fb3acfffa6e8", "metadata": {}, "outputs": [], "source": [ "out_files = [clustered_h5ad, out_csv, out_parquet] + marker_list" ] }, { "cell_type": "code", "execution_count": 50, "id": "c1e98d95-6e02-45d9-9a21-af17505a4f35", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['output/ref_pbmc_other_clustered_2024-02-29.h5ad',\n", " 'output/ref_pbmc_other_clustered_umap_meta_2024-02-29.csv',\n", " 'output/ref_pbmc_other_clustered_umap_meta_2024-02-29.parquet',\n", " 'output/ref_pbmc_other_res1_markers_2024-02-29.csv',\n", " 'output/ref_pbmc_other_res1.5_markers_2024-02-29.csv',\n", " 'output/ref_pbmc_other_res2_markers_2024-02-29.csv']" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out_files" ] }, { "cell_type": "code", "execution_count": 51, "id": "86bb3c73-e330-44fc-8616-44deecd49990", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "you are trying to upload file_ids... ['output/ref_pbmc_other_clustered_2024-02-29.h5ad', 'output/ref_pbmc_other_clustered_umap_meta_2024-02-29.csv', 'output/ref_pbmc_other_clustered_umap_meta_2024-02-29.parquet', 'output/ref_pbmc_other_res1_markers_2024-02-29.csv', 'output/ref_pbmc_other_res1.5_markers_2024-02-29.csv', 'output/ref_pbmc_other_res2_markers_2024-02-29.csv']. Do you truly want to proceed?\n" ] }, { "name": "stdin", "output_type": "stream", "text": [ "(y/n) y\n" ] }, { "data": { "text/plain": [ "{'trace_id': 'beb28374-13bd-49bd-9cf9-3da98aeff5fd',\n", " 'files': ['output/ref_pbmc_other_clustered_2024-02-29.h5ad',\n", " 'output/ref_pbmc_other_clustered_umap_meta_2024-02-29.csv',\n", " 'output/ref_pbmc_other_clustered_umap_meta_2024-02-29.parquet',\n", " 'output/ref_pbmc_other_res1_markers_2024-02-29.csv',\n", " 'output/ref_pbmc_other_res1.5_markers_2024-02-29.csv',\n", " 'output/ref_pbmc_other_res2_markers_2024-02-29.csv']}" ] }, "execution_count": 51, "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": 52, "id": "01a93b15-c0c3-41ce-8e09-a1672072c243", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "Click to view session information\n", "
\n",
       "-----\n",
       "anndata             0.10.3\n",
       "hisepy              0.3.0\n",
       "matplotlib          3.8.0\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",
       "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",
       "harmonypy                   NA\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_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",
       "patsy                       0.5.3\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",
       "pycparser                   2.21\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",
       "pynndescent                 0.5.11\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",
       "sparse                      0.14.0\n",
       "sql                         NA\n",
       "sqlalchemy                  2.0.21\n",
       "sqlparse                    0.4.4\n",
       "stack_data                  0.6.2\n",
       "statsmodels                 0.14.0\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",
       "umap                        0.5.5\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",
       "zstandard                   0.22.0\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 2024-02-29 03:46\n",
       "
\n", "
" ], "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import session_info\n", "session_info.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:root] *", "language": "python", "name": "conda-root-py" }, "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 }