{ "cells": [ { "cell_type": "markdown", "id": "c3d9578e-7526-4a58-b399-3402ce525e47", "metadata": {}, "source": [ "# Myeloid cell clustering and markers\n", "\n", "In this notebook, we use marker gene detection to select clusters that contain Myeloid cells, then subset our dataset and perform a round of iterative clustering at multiple resolutions. At each resolution we identify marker genes, then generate plots that we can use to assess cell type identity.\n", "\n", "The outputs of this analysis are used by our domain experts to assign cell type identities to our reference. " ] }, { "cell_type": "markdown", "id": "b18d5c96-9119-4785-bed6-ccada92b66d2", "metadata": {}, "source": [ "## Load packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "f1712a90-fa7c-4736-82f9-e66e1c055204", "metadata": { "tags": [] }, "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "\n", "import concurrent.futures\n", "from concurrent.futures import ProcessPoolExecutor\n", "import copy\n", "from datetime import date\n", "import hisepy\n", "import os\n", "import pandas as pd \n", "import re\n", "import scanpy as sc\n", "import scanpy.external as sce" ] }, { "cell_type": "markdown", "id": "0b2b992b-131e-4bf4-b503-1a1bf728f8ba", "metadata": {}, "source": [ "## Helper functions\n", "\n", "These functions will help with subsetting and performing leiden clustering at multiple resolutions in parallel.\n", "\n", "`select_clusters_by_gene_frac()` allows us to compute the fraction of cells in each cluster that express the provided gene (> 0 UMIs). This fraction is provided by `scanpy`'s dotplot function, which calculates these fractions for use in display. We then filter clusters based on the cutoff provided as a parameter to this function.\n", "\n", "`run_leiden()` and `run_leiden_parallel()` enable parallel computation of multiple resolutions of leiden clustering." ] }, { "cell_type": "code", "execution_count": 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 Myeloid dataset from HISE" ] }, { "cell_type": "code", "execution_count": 3, "id": "ce51fff7-f097-46a4-b3a9-4e5466a2f8e8", "metadata": {}, "outputs": [], "source": [ "cell_class = 'myeloid-dcs'" ] }, { "cell_type": "code", "execution_count": 4, "id": "fd31898d-1632-46b7-be93-96cc1013bfa3", "metadata": {}, "outputs": [], "source": [ "h5ad_uuid = 'c38df326-662d-459b-982d-0186c022f70d'\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 = 397356 × 1112\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', 'leiden_resolution_1', 'leiden_resolution_1.5', 'leiden_resolution_2', 'leiden_resolution_2.5', 'leiden_resolution_3'\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": "0e4aeb94-d3ec-4a21-bb0c-9034ab88e2b6", "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 Myeloid cell types:" ] }, { "cell_type": "code", "execution_count": 9, "id": "52a64e22-c3f8-4c24-9cc4-6986b6eb1215", "metadata": {}, "outputs": [], "source": [ "markers = [\n", " 'FCGR3A', # CD16-pos monocytes\n", " 'CD14', # CD14-pos monocytes\n", " 'IRF8', # CD141-pos DCs\n", " 'FCER1A', # CD11c-pos DCs\n", " 'AXL' # ASDCs\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_resolution_2',\n", " var_names = markers,\n", " swap_axes = True\n", ")" ] }, { "cell_type": "markdown", "id": "6a72de3e-140c-4e3c-816f-9249d310f564", "metadata": {}, "source": [ "## Select clusters to retain\n", "\n", "To select clusters, we'll use `select_clusters_by_gene_frac()` to select clusters for our desired cell type. We can also select clusters that express off-target genes (like HBB and PPBP), and use these to filter our list of clusters." ] }, { "cell_type": "code", "execution_count": 11, "id": "fdfbab17-765a-48f0-b32a-238e9969186d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color = 'leiden_resolution_2', legend_loc = 'on data')" ] }, { "cell_type": "code", "execution_count": 12, "id": "976b80af-9813-4f35-827a-3d8688c1a163", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:394: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "irf8_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'IRF8', cutoff = 0.6, clusters = 'leiden_resolution_2'\n", ")\n", "sc.pl.umap(adata, color = 'leiden_resolution_2', groups = irf8_pos_cl)" ] }, { "cell_type": "code", "execution_count": 13, "id": "92504ea1-7eb2-46e9-8327-84837689b684", "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": [ "fcer1a_pos_cl = select_clusters_by_gene_frac(\n", " adata, gene = 'FCER1A', cutoff = 0.1, clusters = 'leiden_resolution_2'\n", ")\n", "sc.pl.umap(adata, color = 'leiden_resolution_2', groups = fcer1a_pos_cl)" ] }, { "cell_type": "markdown", "id": "95cef90e-0868-4f15-8ba4-459540e9a20c", "metadata": {}, "source": [ "## Select clusters and subset data\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "b332cc49-eefc-4758-937a-7c7f00e4d400", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['24', '24', '27', '34', '35', '36', '36', '37', '7']" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keep_cl = irf8_pos_cl + fcer1a_pos_cl\n", "keep_cl.sort()\n", "keep_cl" ] }, { "cell_type": "markdown", "id": "c0d18382-dda1-419e-b4e3-09f8cd5f84f2", "metadata": {}, "source": [ "Now, we can filter the dataset to get the subset we're after." ] }, { "cell_type": "code", "execution_count": 15, "id": "1f90d9cf-52d6-4bd8-9705-dcf0c12c3445", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata[adata.obs['leiden_resolution_2'].isin(keep_cl)]" ] }, { "cell_type": "code", "execution_count": 16, "id": "e6112150-52d0-4308-bc18-d6a016bff765", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(34641, 1112)" ] }, "execution_count": 16, "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": 17, "id": "92039b6a-8857-4cd0-b1bd-ab403d870c9b", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = adata_subset.raw.to_adata()" ] }, { "cell_type": "code", "execution_count": 18, "id": "caab2695-f02f-4eb4-8a73-5d38d0dc9953", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(34641, 33538)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_subset.shape" ] }, { "cell_type": "code", "execution_count": 19, "id": "1caf26f6-d7d1-44e9-9c29-ce6017808b49", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset.raw = adata_subset" ] }, { "cell_type": "code", "execution_count": 20, "id": "982cbf10-4642-4975-a64f-acbc45786894", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.pp.normalize_total(adata_subset, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 21, "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": 22, "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": 23, "id": "66ef0c55-4a33-41e2-bdf9-0df07e0449d9", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.pca(adata_subset, svd_solver='arpack')" ] }, { "cell_type": "code", "execution_count": 24, "id": "23d33666-1351-4be1-9cc8-27bd306bd14b", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-02-28 23:47:10,422 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans...\n", "2024-02-28 23:47:22,737 - harmonypy - INFO - sklearn.KMeans initialization complete.\n", "2024-02-28 23:47:22,943 - harmonypy - INFO - Iteration 1 of 30\n", "2024-02-28 23:47:36,580 - harmonypy - INFO - Iteration 2 of 30\n", "2024-02-28 23:47:49,270 - harmonypy - INFO - Iteration 3 of 30\n", "2024-02-28 23:48:02,274 - harmonypy - INFO - Converged after 3 iterations\n" ] } ], "source": [ "sce.pp.harmony_integrate(\n", " adata_subset, \n", " 'cohort.cohortGuid',\n", " max_iter_harmony = 30)" ] }, { "cell_type": "code", "execution_count": 25, "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": 26, "id": "4e6f833b-9e8c-41ee-9a79-71fd1414abaf", "metadata": { "tags": [] }, "outputs": [], "source": [ "sc.tl.umap(adata_subset, min_dist = 0.05)" ] }, { "cell_type": "code", "execution_count": 27, "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": 28, "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": 29, "id": "08c868bc-b0d6-4766-9d5e-7fd1ff4051a8", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4 µs, sys: 3 µs, total: 7 µs\n", "Wall time: 10 µs\n" ] } ], "source": [ "%%time\n", "tasks = [\n", " (1, \"leiden_resolution_1_{c}\".format(c = cell_class)),\n", " (2, \"leiden_resolution_2_{c}\".format(c = cell_class))\n", "]" ] }, { "cell_type": "code", "execution_count": 30, "id": "6e8aa7af-0c2e-4cf7-b024-26b5e1d1ed3e", "metadata": { "tags": [] }, "outputs": [], "source": [ "adata_subset = run_leiden_parallel(adata_subset, tasks)" ] }, { "cell_type": "code", "execution_count": 31, "id": "b5869b75-aa00-41c4-929d-4996dc574548", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "clustered_h5ad = 'output/ref_pbmc_{c}_clustered_{d}.h5ad'.format(c = cell_class, d = date.today())" ] }, { "cell_type": "code", "execution_count": 32, "id": "2dbf92ad-464b-400b-bc5e-9877e3d44679", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "adata_subset.write_h5ad(clustered_h5ad)" ] }, { "cell_type": "markdown", "id": "83589686-e888-4af0-b6ec-2b7be0605a3f", "metadata": {}, "source": [ "## Plot reference labels and clustering\n", "\n", "Now that we've clustered, it's helpful to plot reference labels and clusters on our UMAP projection to see how they fall relative to each other." ] }, { "cell_type": "code", "execution_count": 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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", "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" ] }, { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAM9CAYAAAB61HC3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5xU1fn48c+d3nZme2PZQu9FmiCoIApGscYegzVqrDGm+P0lUROTqGnGLonRxBI1MVhQRESKCCJI77uwsGzvMzt95t77+2NgdaUIug32eb9evGDOPTPnuXeH3WfPnPNcRdd1HSGEEEIIIU5whq4OQAghhBBCiM4gia8QQgghhOgRJPEVQgghhBA9giS+QgghhBCiR5DEVwghhBBC9AiS+AohhBBCiB5BEl8hhBBCCNEjSOIrhBBCCCF6BEl8hRBCCCFEjyCJrzgqL7zwAoqisGfPnmN63v3334+iKEfVV1EU7r///mMP7gR2zTXXUFhY2O6vK9e6433Ta7xkyRIURWHJkiVf2/f000/n9NNPP+YxDvim/6+FEOJ4JYmvECeo9957r1snt36/n/vuu4+ZM2eSmpqKoii88MILXR2WEEKIE5gkvqJD/eIXvyAUCnV1GD3Se++9xwMPPHDIY6FQiF/84hedHFFb9fX1/PrXv2bbtm2MHDmyS2PpTk499VRCoRCnnnpqV4cihBAnHFNXByBObCaTCZPp+H6bBQIBnE5nV4fRrmw2W1eHQE5ODlVVVWRnZ7NmzRrGjRvX1SF1CwaDoVt8fYQQ4kQkM77iG5s/fz5TpkzB6XSSlJTEOeecw5YtW9r0OdQa30gkwo9+9CMyMjJISkrivPPOo7y8/JBjVFRUcN1115GVlYXVamXo0KH84x//aNPnwJrI119/nd/+9rfk5eVhs9k444wzKCkpOaZzOrDmcenSpfzwhz8kMzOTvLy8Yzrn6upqrr32WvLy8rBareTk5HD++ecftI7yqaeeYujQoVitVnJzc7n11ltpbm4+YnyHW/+5Z8+eNksFrrnmGp588kkgsdb0wJ8DDrX+dN26dZx99tm43W5cLhdnnHEGn3766SGvzyeffMLdd99NRkYGTqeTCy+8kLq6uiPG/lVWq5Xs7Oxjes7hHHif7dy5k+9973t4PB4yMjL45S9/ia7r7Nu3j/PPPx+32012djZ/+tOfWp/r9/txOp3ceeedB71ueXk5RqOR3//+961tzc3N3HXXXfTu3Rur1Uq/fv14+OGH0TTta+M8mmt8uK/xnDlz6Nu3L3a7nfHjx/Pxxx8f0zXasmUL06ZNw263k5eXx4MPPnjYmOfPn89pp51GUlISbrebcePG8corr7QeLy4u5uKLLyY7OxubzUZeXh6XX345Xq/3mGISQojOdnxPxYku8+KLLzJ79mxmzJjBww8/TDAY5Omnn2by5MmsW7fuiBuybrjhBl566SWuvPJKJk2axEcffcQ555xzUL+amhpOPvlkFEXhtttuIyMjg/nz53P99dfj8/m466672vR/6KGHMBgM3HPPPXi9Xh555BGuuuoqVq1adczn98Mf/pCMjAx+9atfEQgEjumcL774YrZs2cLtt99OYWEhtbW1LFy4kLKystY+999/Pw888ADTp0/nlltuYceOHTz99NOsXr2aTz75BLPZfMwxf9lNN91EZWUlCxcu5MUXX/za/lu2bGHKlCm43W5++tOfYjabefbZZzn99NNZunQpEyZMaNP/9ttvJyUlhfvuu489e/bw6KOPctttt/Haa699q7i/rcsuu4zBgwfz0EMP8e677/Lggw+SmprKs88+y7Rp03j44Yd5+eWXueeeexg3bhynnnoqLpeLCy+8kNdee40///nPGI3G1tf797//ja7rXHXVVQAEg0FOO+00KioquOmmm8jPz2fFihXce++9VFVV8eijjx42tmO9xl/23HPPcdNNNzFp0iTuuusudu/ezXnnnUdqaiq9e/f+2utSXV3N1KlTicfj/PznP8fpdDJnzhzsdvtBfV944QWuu+46hg4dyr333ktycjLr1q3j/fff58orryQajTJjxgwikQi333472dnZVFRUMG/ePJqbm/F4PF8bjxBCdBldiKPw/PPP64BeWlqqt7S06MnJyfqNN97Ypk91dbXu8XjatN933336l99m69ev1wH9hz/8YZvnXnnllTqg33fffa1t119/vZ6Tk6PX19e36Xv55ZfrHo9HDwaDuq7r+uLFi3VAHzx4sB6JRFr7/fWvf9UBfdOmTcd8npMnT9bj8Xhr+9Gec1NTkw7of/jDHw47Rm1trW6xWPSzzjpLV1W1tf2JJ57QAf0f//hHa9vs2bP1goKC1scHznXx4sVtXrO0tFQH9Oeff7617dZbb9UP91/8q9f6ggsu0C0Wi75r167WtsrKSj0pKUk/9dRTD7o+06dP1zVNa23/0Y9+pBuNRr25ufmw530kq1evPij+Y3HgffaDH/ygtS0ej+t5eXm6oij6Qw891Nre1NSk2+12ffbs2a1tCxYs0AF9/vz5bV53xIgR+mmnndb6+De/+Y3udDr1nTt3tun385//XDcajXpZWVlr2ze9xl/9GkejUT0zM1MfNWpUm/f3nDlzdKBNfIdz11136YC+atWq1rba2lrd4/G0/r/WdV1vbm7Wk5KS9AkTJuihUKjNaxz4eq9bt04H9P/85z9fO64QQnQ3stRBHLOFCxfS3NzMFVdcQX19fesfo9HIhAkTWLx48WGf+9577wFwxx13tGn/6uytruu88cYbzJo1C13X24wzY8YMvF4va9eubfOca6+9FovF0vp4ypQpAOzevfuYz/HGG29sM/N3tOdst9uxWCwsWbKEpqamQ772hx9+SDQa5a677sJg+OK/4I033ojb7ebdd9895ni/DVVV+eCDD7jgggvo06dPa3tOTg5XXnkly5cvx+fztXnOD37wgzZLJ6ZMmYKqquzdu7fT4j6UG264ofXfRqORsWPHous6119/fWt7cnIyAwcObPO+mD59Orm5ubz88sutbZs3b2bjxo1873vfa237z3/+w5QpU0hJSWnzPpg+fTqqqrJs2bJDxvVNrvEBa9asoba2lptvvrnN+/uaa6456tnV9957j5NPPpnx48e3tmVkZLTOZB+wcOFCWlpa+PnPf37QOuMDX+8DYy5YsIBgMHhU4wshRHchSx3EMSsuLgZg2rRphzzudrsP+9y9e/diMBjo27dvm/aBAwe2eVxXV0dzczNz5sxhzpw5h3yt2traNo/z8/PbPE5JSQE4bAJ6JEVFRW0eH+05W61WHn74YX784x+TlZXFySefzLnnnsv3v//91vWsB5LDr56zxWKhT58+nZ481tXVEQwGD4oHYPDgwWiaxr59+xg6dGhre3te6/b01bg8Hg82m4309PSD2hsaGlofGwwGrrrqKp5++mmCwSAOh4OXX34Zm83GJZdc0tqvuLiYjRs3kpGRccjxv/qePOCbXOMDDrwf+vfv36bdbDa3SaIhsaThq+dpt9vZu3fvIZdSfDWeXbt2ATBs2LBDngck/m/cfffd/PnPf+bll19mypQpnHfeea1rq4UQojuTxFccswMbYl588cVDbk5qjyoOB8b43ve+x+zZsw/ZZ8SIEW0ef3mG9st0XT/m8b+69vFYzvmuu+5i1qxZvPnmmyxYsIBf/vKX/P73v+ejjz5i9OjRxxzLlx3uZiCqqn6r1z1W7Xmt29Oh4jraWL///e/zhz/8gTfffJMrrriCV155hXPPPbdNMqdpGmeeeSY//elPD/maAwYM+BbRf3s5OTltHj///PNcc8017T7On/70J6655hreeustPvjgA+644w5+//vf8+mnn7bZDCqEEN2NJL7imB2Yrc3MzGT69OnH9NyCggI0TWPXrl1tZpt27NjRpt+Big+qqh7zGB3hWM+5b9++/PjHP+bHP/4xxcXFjBo1ij/96U+89NJLFBQUAIlz/vKMXTQapbS09Iivf2Bm9avVHw41S3y0d8zLyMjA4XAc9DUA2L59OwaD4ag2UB3vhg0bxujRo3n55ZfJy8ujrKyMxx9/vE2fvn374vf7j/k9+W2u8YH3S3FxcZtPHGKxGKWlpW1qIC9cuLDNcw/MIBcUFLR+avFlX43nwPt88+bN9OvX74jnNHz4cIYPH84vfvELVqxYwSmnnMIzzzzDgw8+eMTnCSFEV5I1vuKYzZgxA7fbze9+9ztisdhBx49U1urss88G4LHHHmvT/tXd8EajkYsvvpg33niDzZs3H9MYHeFozzkYDBIOh9sc69u3L0lJSUQiESCxntRisfDYY4+1mXV87rnn8Hq9h6xwcUBBQQFGo/GgtaRPPfXUQX0P1B7+uhJpRqORs846i7feeqtNybWamhpeeeUVJk+efMTlKyeSq6++mg8++IBHH32UtLS01vfrAZdeeikrV65kwYIFBz23ubmZeDx+yNf9Ntd47NixZGRk8MwzzxCNRlvbX3jhhYO+ttOnT2/z58AM8He+8x0+/fRTPvvss9a+dXV1bdY0A5x11lkkJSXx+9///qD38YH3qs/nO+g8hw8fjsFgaH2PCyFEdyUzvuKYud1unn76aa6++mpOOukkLr/8cjIyMigrK+Pdd9/llFNO4Yknnjjkc0eNGsUVV1zBU089hdfrZdKkSSxatOiQ9XYfeughFi9ezIQJE7jxxhsZMmQIjY2NrF27lg8//JDGxsaOPtVWR3vOO3fu5IwzzuDSSy9lyJAhmEwm5s6dS01NDZdffjmQmP279957eeCBB5g5cybnnXceO3bs4KmnnmLcuHFtNlN9lcfj4ZJLLuHxxx9HURT69u3LvHnzDrm2dMyYMUBiI+GMGTMwGo2tMXzVgw8+yMKFC5k8eTI//OEPMZlMPPvss0QiER555JF2uIKH9sQTT9Dc3ExlZSUA77zzTmtN59tvv73T14xeeeWV/PSnP2Xu3LnccsstB5WV+8lPfsLbb7/NueeeyzXXXMOYMWMIBAJs2rSJ//73v+zZs+eg9cQHfNNrbDabefDBB7npppuYNm0al112GaWlpTz//PMHrfE9nJ/+9Ke8+OKLzJw5kzvvvLO1nFlBQQEbN25s7ed2u/nLX/7CDTfcwLhx47jyyitJSUlhw4YNBINB/vnPf/LRRx9x2223cckllzBgwADi8Tgvvvhi6y+rQgjRrXVdQQlxPPlyObMDFi9erM+YMUP3eDy6zWbT+/btq19zzTX6mjVrWvt8tZyZrut6KBTS77jjDj0tLU13Op36rFmz9H379h1U/knXdb2mpka/9dZb9d69e+tms1nPzs7WzzjjDH3OnDlt4uAQ5ZUOVeLraM9z9erVhzz+dedcX1+v33rrrfqgQYN0p9OpezwefcKECfrrr79+0Gs98cQT+qBBg3Sz2axnZWXpt9xyi97U1NSmz1fLmem6rtfV1ekXX3yx7nA49JSUFP2mm27SN2/efNC5xuNx/fbbb9czMjJ0RVHafB0Oda3Xrl2rz5gxQ3e5XLrD4dCnTp2qr1ix4qiuz+HKrH2dgoICHTjkny+/177OgfdZXV1dm/bZs2frTqfzoP6nnXaaPnTo0EO+1ne+8x0dOOjcD2hpadHvvfdevV+/frrFYtHT09P1SZMm6X/84x/1aDTa2u+bXuPDXcunnnpKLyoq0q1Wqz527Fh92bJl+mmnnXZU5cx0Xdc3btyon3baabrNZtN79eql/+Y3v9Gfe+65Q17rt99+W580aZJut9t1t9utjx8/Xv/3v/+t67qu7969W7/uuuv0vn376jabTU9NTdWnTp2qf/jhh0cVhxBCdCVF17t4N4oQQnQjF154IZs2bTrmu/4JIYTo/mSNrxBC7FdVVcW7777L1Vdf3dWhCCGE6ACyxlf0CKFQCK/Xe8Q+qampbW4QIL4Zv9+P3+8/Yp+MjIzDlhnrqNc6ktLSUj755BP+/ve/Yzabuemmm77V6wkhhOieJPEVPcJrr73Gtddee8Q+ixcv5vTTT++cgE5gf/zjH3nggQeO2Ke0tJTCwsJOfa0jWbp0Kddeey35+fn885//PGStZiGEEMc/WeMreoSqqiq2bNlyxD5jxoxprZMrvrndu3d/7W2iJ0+efNAtcTv6tYQQQghJfIUQQgghRI8gm9uEEEIIIUSPIImvEEIIIYToESTxFUIIIYQQPYIkvkIIIYQQokeQxFcIIYQQQvQIkvgKIYQQQogeQRJfIYQQQgjRI0jiK4QQQgghegRJfIUQQgghRI8gia8QQgghhOgRJPEVQgghhBA9giS+QgghhBCiR5DEVwghhBBC9AiS+AohhBBCiB5BEl8hhBBCCNEjSOIrhBBCCCF6BEl8hRBCCCFEjyCJrxBCdJY9y6B0GejaF23hZih+v8tCEkKInkTRdV3v6iCEEOKEV7MJNr3yxWNrKtiTQYuDxQHZJ0H6ADBZuyxEIYQ40Zm6OgAhhDjhaSokF7VtizQm/hxQv53WD+Gm/BzW/QMm3A6KfDAnhBDtRb6jCiFER6vfDiXzD31MMYPBAij7G7TEcgiMUPF5JwUohBA9gyx1EEKIztC8F3a+C/4a0KKgmEDXQdETa36tyRDxAl/+lqyALRUGzYK0AaAoh3lxIYQQR0NmfIUQoqPpGuz6AKwp+ze2GRKzvCZrIuFN7QdqnDZJr2IFFAg3wJb/we4PuyZ2IYQ4gUjiK4QQHU3XIGMIqCGwuBIJsNUJ+ZPAkQaNJYljGMGcBBhAj4BiTPyJB6BqE2yd29VnIoQQxzVJfIUQor1FWmDb/754bDAlNrjFw4m/1QCEvdBcluhrsIGuAirEWsCRCkYbGC2JxNdgBrMdbO4uOyUhhDgRSOIrhBDtzZoEhVNh7/Iv2hQDqLHE+l6LJ/E4FoSoHyzOL/qZk8DqBvREMuzIAjUCwRpw50HE1+mnI4QQJwopZyaEEB3B6gZP76+0JSWS2WBN4nFLJaAlZoTTBoLRCk27wJIE9gwI1Sbq/GKAjKGwe0niuZnDYMhFnXxCQghx/JMZXyGE6AgGIyQXfPHYmQ4Dzkncqa3V/ju4Wd0w+hpILgSzA2o2gr8c1CgEqwAVqteC2ZaY9U0f1GmnIYQQJxKZ8RVCiM6QPgiW/Aa0WGL97oFNayYn+PZBsAGCtRCs/9KTFL6o9KCAvwriEfBWQOaQLjgJIYQ4vsmMrxBCdJZBF4AtLbHWN2sYZI+GjEGJpQ1r5oCvGtDBZN+/DtgMGCBvYqL6gxpLvI5ZbmsshBDfhCS+QgjRWbKHw4irAC2xSS25D/irE5Ueon7w7QHFkqjiEA2QmO3VoHwVaDq4CxLJr8WduPmFEEKIYyJ3bhNCiPYQD0Pddqhel0hujZYj9I0kljx89gyEm/bfkU1J3NRCDSb6mJwwcBZUrYG0QbBncWLzWywOqh9O/1XiBhhCCCGOmsz4CiHEt6XrsOQB2PIaBBrbJr1aHIrnt+1vsiZuZNFnGokNbgbQ418kvRjB6oJ9nySS5NLF0HdmYlZY9SWes+HFzjk3IYQ4gcjmNiGE+LZWPf7Fvy32RIK6a2FiucLI70HWyEM/z5mR+Fvfv3YXExAHNAjU0Vr1ASNsn5vYEHdAcp92PQUhhOgJZKmDEEJ8G5oKH/0ycRvicTeCLfmLY8HGxF3Yvk4smEhqdy0Ed2/Y/UGi8kO4GeLBL/oZrYmbWQDkT06URxNCCHHUJPEVQojuItQIVk+iBjAkbmvcUAzefYnNcI506HdW4sYX7rwv+gkhhDgqkvgKIYQQQogeQTa3CSGEEEKIHkESXyGEEEII0SNI4iuEEEIIIXoESXyFEEIIIUSPIImvEEIIIYToESTxFUIIIYQQPYIkvkIIIYQQokeQxFcIIYQQQvQIkvgKIYQQQogeQRJfIYQQQgjRI0jiK4QQQgghegRJfIUQQgghRI8gia8QQgghhOgRJPEVQgghhBA9giS+QgghhBCiR5DEVwghhBBC9AiS+AohhBBCiB5BEl8hhBBCCNEjSOIrhBBCCCF6BEl8hRBCCCFEjyCJrxBCCCGE6BEk8RVCCCGEED2CJL5CCCGEEKJHkMRXCCGEEEL0CKauDkAIIYQQh1a+4XP2rvkUgFOuv7WLoxHi+CczvkIIIUQ3lT14eOu/P3nuSSLBYBdGI8TxTxJfIYQQopsyWSxtZnrX/Pv5LoxGiOOfouu63tVBCCGEEOJgIZ8Xu9vT+jjib8HqSurCiIQ4vsmMrxBCCNFNVW7egBqPtz6WpFeIb0dmfIUQQgghRI8gM75CCCGEEKJHkMRXCCGEEEL0CJL4CiGEEEKIHkESXyGEEEII0SNI4iuEEEIIIXoESXyFEEIIIUSPIImvEEIIIYToESTxFUIIIYQQPYIkvkIIIYQQokeQxFcIIYQQQvQIkvgKIYQQQogeQRJfIYQQQgjRI0jiK4QQQgghegRJfIUQQgghRI8gia8QQgghhOgRJPEVQgghhBA9giS+QgghhBCiR5DEVwghhBBC9AiS+AohhBBCiB5BEl8hhBBCCNEjSOIrhBBCCHEETz75JIWFhdhsNiZMmMBnn33W1SF1Wy0tLdx1110UFBRgt9uZNGkSq1ev7uqwWkniK4QQQojjhqrprNzVwFvrK1i5qwFV0zt0vNdee427776b++67j7Vr1zJy5EhmzJhBbW1th47bHnRdp84bZV99iDpvFF3v2GsFcMMNN7Bw4UJefPFFNm3axFlnncX06dOpqKjo8LGPhqJ3xlUQQgghhPiW3t9cxQPvbKXKG25ty/HYuG/WEGYOy+mQMSdMmMC4ceN44oknANA0jd69e3P77bfz85//vEPGbA8VjWE27mkhHNVa22wWAyMKk+iVauuQMUOhEElJSbz11lucc845re1jxozh7LPP5sEHH+yQcY+FzPgKIYQQott7f3MVt7y0tk3SC1DtDXPLS2t5f3NVu48ZjUb5/PPPmT59emubwWBg+vTprFy5st3Hay8VjWE+2+ltk/QChKMan+30UtEYPswzv514PI6qqthsbRNru93O8uXLO2TMYyWJrxBCCCG6NVXTeeCdrRzqI+oDbQ+8s7Xdlz3U19ejqipZWVlt2rOysqiurm7XsdqLruts3NNyxD6b9rR0yLKHpKQkJk6cyG9+8xsqKytRVZWXXnqJlStXUlXV/r+YfBOS+ArRA+wNRphX29zVYQghxDfyWWnjQTO9X6YDVd4wn5U2dl5Q3VS9L3bQTO9XhaIa9b5Yh4z/4osvous6vXr1wmq18thjj3HFFVdgMHSPlNPU1QEIIdpHQFVpiWtkW80AfH/jbka6bDxWVktET/yWO6PKxeNDCzEbDFi7yTchIYT4OrUtR/fR/NH2O1rp6ekYjUZqamratNfU1JCdnd2uY7WXcExt137Hqm/fvixdupRAIIDP5yMnJ4fLLruMPn36dMh4x0p+8glxgtjhD/OH0io+bWphXm0THzb4+MPeRNILoAHzG/2cuWo7fymtojbSMb/tCyFEe8tMOrrNWEfb72hZLBbGjBnDokWLWts0TWPRokVMnDixXcdqLzazsV37fVNOp5OcnByamppYsGAB559/foeOd7RkxleI49wnTS3UROIYDeA2GfneplLi2uE/5iqNxvlrWR0TkpPI3D87LIQQ3dn4olRyPDaqveFDrvNVgGyPjfFFqe0+9t13383s2bMZO3Ys48eP59FHHyUQCHDttde2+1jtId1txmYxHHG5g91iIN3dMd//FyxYgK7rDBw4kJKSEn7yk58waNCgbnO9ZMZXiHayxR+iMRY/5uf54yq7g5FvNKY3FmdVs58ljT6mp7nZ1BIk1WTkl0U5WJTDP88AjHY7vtGYQgjR2YwGhftmDQESSe6XHXh836whGA1H+Mb3DV122WX88Y9/5Fe/+hWjRo1i/fr1vP/++wdteOsuFEVhRGHSEfsML0xCUdr/WgF4vV5uvfVWBg0axPe//30mT57MggULMJu7x0SL1PEVoh20xFUeKa3mlGQnva0WhrodlIejGNCxGgw4jEbsxi9+z1zjDVAcCBPVNcZ7XPyyuILzM5O5ulc68+uaKQlGuL0giys37OL+fr0Y4Pzi47vlTS2kmkwMSbLz7L5ahrrstMRVFjb46GU183JFAzFNo0499G/7SQZIt1h4e0x/Mizd4xuREEIcja6o43u8OlQdX7vFwPAOrON7PJClDkIcJV3XW39DLgmGaYnFWdXkpzwaZ6DDwnPldfytvO6wz7cAOVYzZZEYSQo4jAZq4xqTPA7qo3Ee31vDB/VewvE4e6NxMiwmPEYDeVYzP95exvAkO1aDgZVNflItJu5P6kVlOMY5GcnENZ31vgDPVdQzwe1gQcPhS9mMS3aRZjaTbJL//kKI48vMYTmcOSSbz0obqW0Jk5mUWN7QETO9x7teqTZyU6yJKg8xFZvZSLrb3GEzvccL+cknxGHsCoa5e1MJq4JxDCQ2hwGYFehttaADpeHoUb9eFNi7f0OZTwdfXEMBlnuDpBoNWI0GaqMxNvkTMxlrmgMsa/azIxBmTyhKf4eNpY0+nh9eBMAH9V5mZXr4fUklb9U1Y1Eg32ZmeVMLGuAC/F+JwQy4DAbybGY0dA7+0FAIIbo3o0FhYt+0rg7juKAoChkeS1eH0a3IUgchDuO6Tbt5r97Xps0AFNjMNMfiDHBY2RGKEoprqEA/m4U+ThtrW4LUROOH3IDxVRYFojr8Y0g+y5r9vFLZSKHNQoHNQhidOcOKWNjgY7DTxu92V3FrfiZNsTjosCcU4b16L/+vTy6P7a1mRyBCQyzOkVYZfzczmVsKsgirGmM8zm9xdYQQQojjjyS+QhzG3lCEqKbR12FjVyBMutVMivngD0lu3FxKQyzO/0b3ByCu6bxd28SfSqswKAYyzEbKgmEq41rrrLEJUIFz0z08OiSfmnCMG7eUMtBuZWlzgFNSXExKdnFJTipOoxFd16mNxjEqCpesKyam6Vyem8ZQlx27onDZxl1MTXWzpNFH+DD/o1ONBj4cP4hcm/z2L4QQomeSxFeIdhBUNRzGtkVS1vmC9HNYSTJ9USuxORbnlcoGLs9J5Zy1O7kwM4Wf9snlgrXFWAwKPynKYZzHyfiVm2mOaeTazHw0bhC3b91LXTTG88OLuHLDbga57Dw8sDefNft5dE811+Wl87kvyGN7azlUSXIjcEqykzPSPdzUO7NjL4YQQgjRTUniK0Q7+W91IxFN56rcb7/2zB+Lsy8cozIa5Yw0D2et3oHVoHBtXgbj3Q562SwUByO8Vt3ARI+L6ekert9cykZvgNponK8WRxtis/C3EX0oDUWYnu751vEJIYQQxyNJfIU4hJ/t2MeD/fMwd5OdwnP21XJ1bjp2o4HXqhpRFKgMR7kiJ415tU08XlbLsCQ73pjK574gXy1k9uHYAQxLkrq9QgghejZJfIU4hN3BCH0c1q4O42tFNI3xK7bgNpsIqSrlkbZb21zAzMxk7izMor/T3jVBCiGEEN2ElDMT4hCOh6QXIKRq9LZb+V5OGvPrvZRHvqhCkWsx8vmkYT2+ZqMQQghxgMz4CgGUhSLMr/ce1xu//HGV35dU8I+qRgxA+ekjJekVQgghvsTw9V2EOPFlWc1MS3V3dRjfistk5LeD8lk+fhA7pgyXpFcIIdrBsmXLmDVrFrm5uSiKwptvvtnVIXVrX3e9dF3nV7/6FTk5OdjtdqZPn05xcXGnxSeJrxCA1WCgv/PEuHd5X6cN15dKqAkhxAlFU6H0Y9j038Tf2qGKOLafQCDAyJEjefLJJzt0nA6ha9C4G6rXJ/7Wv7r1uf193fV65JFHeOyxx3jmmWdYtWoVTqeTGTNmEA6HOzw2kKUOQgghhDhebH0b3v8Z+Cq/aHPnwsyHYch5HT68oijMnTuXCy64oMPH+tZqN8OOeRDxftFm9cDAcyFzWKeE8NXrpes6ubm5/PjHP+aee+4BwOv1kpWVxQsvvMDll1/e4THJjK8QQgghur+tb8Pr32+b9AL4qhLtW9/umri6o9rNsPHltkkvJB5vfDlxvAuUlpZSXV3N9OnTW9s8Hg8TJkxg5cqVnRKDJL5CCCGE6N40NTHTy6E+pN7f9v7PO3zZw3FB1xIzvUeyY16nLHv4qurqagCysrLatGdlZbUe62iS+AohhBCie9u74uCZ3jZ08FUk+vV0TXsOnun9qog30a8HksRXCCGEEN2bv6Z9+53Ior6v73Ms/dpRdnY2ADU1bb9ONTU1rcc6miS+QgghhOjeXFlf3+dY+p3ILEdZmvNo+7WjoqIisrOzWbRoUWubz+dj1apVTJw4sVNikDu3CSGEEKJ7K5iUqN7gq+LQ63yVxPGCSe0+tN/vp6SkpPVxaWkp69evJzU1lfz8/HYf71tLKUxUbzjScgerJ9GvA3zd9brrrrt48MEH6d+/P0VFRfzyl78kNze30yplSDkzIYQQQnR/B6o6AG2T3/0367n0Xx1S0mzJkiVMnTr1oPbZs2fzwgsvtPt47eJAVYfDGXFVh5U0+7rrpes69913H3PmzKG5uZnJkyfz1FNPMWDAgA6J56sk8RUnJDWuEQ5GcbpPjJtSCCGE4DB1fHvBzIc6pY7vcaUb1PHtjiTxFSekcCCKtz5AVkFKV4cihBCiPWlqonqDvyaxprdgEhjkbpWHpGuJ6g1RX2JNb0ohKD17e5ckvkIIIYQQokfo2Wm/EEIIIYToMSTxFcetFe9sJRqJd3UYQgghhDhOSOIrjl8arHl/Z1dHIYQQQojjhCS+4ri39qMdXR2CEEIIIY4DkviK41bfkYnbG4ZbVHRN9mgKIYQQ4sgk8RXHrazCVMxWIyjgawx2dThCCCGE6OYk8RXHtWFTCkCHXRuraKj0HbJPOBAlFlU7OTIhhBBCdDeS+Irjm66AAiNOLSISjB10uGRdJbs2VBHyh7sgOCGEEEJ0J5L4iuOa3WXF6baxe30Vab3cbY75GgOg6MRCMWpKm9s+MR6HcBhaWjovWCGEEMed3//+94wbN46kpCQyMzO54IIL2LFDNlUfzrJly5g1axa5ubkoisKbb77Z5vj//vc/zjrrLNLS0lAUhfXr13dqfJL4iuNecoaD+gofJWsrCAej6JpO8fYa9m6ro7nGz8DGTfQf0wuiUYjtnxXevh0WLoBtW7s2eCGEEMdE1TRWVe1k3u7VrKraiappHTre0qVLufXWW/n0009ZuHAhsViMs846i0Ag0KHjtgdN16gMlVHi30ZlqAxN79hrBRAIBBg5ciRPPvnkYY9PnjyZhx9+uMNjORS5ZbE4rmmqxur3E9/4LDYj0WBiLe9Lljg3mO2MPqMfiqaB0QhLl0CLD849b/+TNTDs/91v587E40GDuuZEhBBCfK0P9qzjd6tepzrY3NqW7Ujm/yZcylmFozslhrq6OjIzM1m6dCmnnnpqp4z5TewO7GRF4yICqr+1zWl0MSn1DPo4B3RKDIqiMHfuXC644IKDju3Zs4eioiLWrVvHqFGjOiUekBlfcZwzGA1Y7EbQaE16Af5wygBOmt4fRVESSS/Aaad/kfTCF0kvQP/+MHBg5wQthBDimH2wZx13Lp7TJukFqAk2c+fiOXywZ12nxOH1egFITU3tlPG+id2BnSyse6tN0gsQUP0srHuL3YGee/MnSXzFcW3FW1sJtXyxqS2tVxKTzh+C0207thdSlMQfIYQQ3Y6qafxu1esc6iPqA22/++w/Hb7sQdM07rrrLk455RSGDRvWoWN9U5qusaJx0RH7rGj8qFOWPXRHpq4OQIhvIhZVWf3+F5sL+ozOIDs/owsjEkII0VHW1JQcNNP7ZTpQHWhiTU0JE3I67mP8W2+9lc2bN7N8+fIOG+Pbqg6XHzTT+1UBtYXqcDm59vxOiqr7kMRXHJdKN1Zhd5gpGJFFaqb7658ghBDiuFUX8rZrv2/itttuY968eSxbtoy8vLwOG+fbCqpHt+nuaPudaCTxFcelAWO77zcdIYQQ7SvD7mnXfsdC13Vuv/125s6dy5IlSygqKmr3MdqTw+hs134nGkl8hRBCCNGtjc3qR7YjmZpg8yHX+SpAljOFsVn92n3sW2+9lVdeeYW33nqLpKQkqqurAfB4PNjt9nYf79vKtuXhNLqOuNzBaUwi29YxE0h+v5+SkpLWx6Wlpaxfv57U1FTy8/NpbGykrKyMyspKgNaayNnZ2WRnZ3dITF8m5cyEEEII0e0dqOoAtEl+D2xL/uvUH3RISTPlMBufn3/+ea655pp2H689HKjqcDhnZpzfYSXNlixZwtSpUw9qnz17Ni+88AIvvPAC11577UHH77vvPu6///4OienLJPEVQgghxHHhkHV8nSn83/hLOq2O7/Hi0HV8k5iUOq3T6vh2R5L4CiGEEOK4oWoaa2pKqAt5ybB7GJvVD6NBqrMeiqZrVIfLCaoBHEYn2bY8DErPvlaS+AohhBBCiB6hZ6f9QgghhBCix5DEVwghhBBC9AiS+AohhBBCiB5BEl8hhBBCCNEjSOIrhBBCCCF6BEl8hRBCCCFEjyCJrxBCCCGE6BEk8RVCCCGEED2CJL5CCCGEEIfx9NNPM2LECNxuN263m4kTJzJ//vyuDqvbWrZsGbNmzSI3NxdFUXjzzTdbj8ViMX72s58xfPhwnE4nubm5fP/736eysrLT4pPEVwghhBDHDV1VCaz6DO+8dwms+gxdVTt0vLy8PB566CE+//xz1qxZw7Rp0zj//PPZsmVLh47bLjQNKiugpDjxt6Z1+JCBQICRI0fy5JNPHnQsGAyydu1afvnLX7J27Vr+97//sWPHDs4777wOj+sAuWWxEEIIIY4Lvg8+oOZ3vydeXd3aZsrOJuv/7sV91lmdFkdqaip/+MMfuP766zttzGO2ezesWA6BwBdtTidMmgx9+nRKCIqiMHfuXC644ILD9lm9ejXjx49n79695Ofnd3hMMuMrhBBCiG7P98EHVNx5V5ukFyBeU0PFnXfh++CDDo9BVVVeffVVAoEAEydO7PDxvrHdu2HhgrZJLyQeL1yQON5NeL1eFEUhOTm5U8aTxFcIIYQQ3ZquqtT87vdwqA+p97fV/O73HbbsYdOmTbhcLqxWKzfffDNz585lyJAhHTLWt6ZpiZneI1nxSacse/g64XCYn/3sZ1xxxRW43e5OGVMSXyGEEEJ0a8E1nx8009uGrhOvria45vMOGX/gwIGsX7+eVatWccsttzB79my2bt3aIWN9a9VVB8/0flXAn+jXhWKxGJdeeim6rvP000932rimThtJCCGEEOIbiNfVtWu/Y2WxWOjXrx8AY8aMYfXq1fz1r3/l2Wef7ZDxvpVgsH37dYADSe/evXv56KOPOm22FyTxFUIIIUQ3Z8rIaNd+35amaUQikU4Z65g5HO3br50dSHqLi4tZvHgxaWlpnTq+JL5CCCF6rPD8TQDYzh7exZGII3GMHYMpO5t4Tc2h1/kqCqasLBxjx7T72Pfeey9nn302+fn5tLS08Morr7BkyRIWLFjQ7mO1i+ycRPWGIy13cLoS/TqA3++npKSk9XFpaSnr168nNTWVnJwcvvvd77J27VrmzZuHqqpU71/CkpqaisVi6ZCYvkzKmQkhhOixwrXNUFKDbdLArg5FfI0DVR2AtsmvogDQ66+PdkhJs+uvv55FixZRVVWFx+NhxIgR/OxnP+PMM89s97HazYGqDodz5owOK2m2ZMkSpk6delD77Nmzuf/++ykqKjrk8xYvXszpp5/eITF9mSS+QggheizNF0JrCmAqSO/qUMRR6C51fI8Lh6zj64JJp3RaHd/uSBJfIYQQQhw3dFVNVHmoq8OUkYFj7BgUo7Grw+qeNC1RvSEYTKzpzc4BQ88u6CWJrxBCCCGE6BF6dtovhBBCCCF6DEl8hRBCCCFEjyCJrxBCCCGE6BEk8RVCCCGEED2CJL5CCCGEEKJHkMS3Bykp+TMlJX/u6jCEEEIIIbqEJL49SFLSaYCrq8MQQgghhOgSUsdXCCGEEEL0CDLjK4QQQghxFB566CEUReGuu+7q6lC6rWXLljFr1ixyc3NRFIU333yzzfH777+fQYMG4XQ6SUlJYfr06axatarT4pPEVwghhBDHDV3VqV2vU7ZIo3a9jq52zgfXq1ev5tlnn2XEiBGdMl570HUdb32AunIv3voAnfEhfyAQYOTIkTz55JOHPD5gwACeeOIJNm3axPLlyyksLOSss86irq6uw2MDWeoghBBCiONE+TKd9U9ohL6UI9kzYNRtBvJOVTpsXL/fz0knncRTTz3Fgw8+yKhRo3j00Uc7bLz20FDpo3RTNdFwvLXNYjNRNDybtFx3p8SgKApz587lggsuOGwfn8+Hx+Phww8/5IwzzujwmGTGVwghhBDdXvkynZX3tU16AUJ1sPI+jfJlHTePd+utt3LOOecwffr0DhujPTVU+tixurxN0gsQDcfZsbqchkpfF0XWVjQaZc6cOXg8HkaOHNkpY5o6ZRQhhBBCiG9IVxMzvUey/gmNXqcYUIztO/P76quvsnbtWlavXt2ur9tRdF2ndFP1EfuUbq4mNScJRem4WfIjmTdvHpdffjnBYJCcnBwWLlxIenp6p4wtM75CCCGE6NbqNnHQTO9XheoS/drTvn37uPPOO3n55Zex2Wzt++IdxNcQPGim96uioTi+hmAnRXSwqVOnsn79elasWMHMmTO59NJLqa2t7ZSxJfEVQgghRLcWbji6ZQxH2+9off7559TW1nLSSSdhMpkwmUwsXbqUxx57DJPJhKqq7Tpee/i6pPdY+3UEp9NJv379OPnkk3nuuecwmUw899xznTK2LHUQQgghRLdmS1OAr09qE/3azxlnnMGmTW2nka+99loGDRrEz372M4xGY7uO1x4stqNL7Y62X2fQNI1IJNIpY3WfsxZCCCGEOISM4YnqDUda7mDPSPRrT0lJSQwbNqxNm9PpJC0t7aD27sKd5sBiMx1xRtdiN+FOc3TI+H6/n5KSktbHpaWlrF+/ntTUVNLS0vjtb3/LeeedR05ODvX19Tz55JNUVFRwySWXdEg8XyVLHYQQQgjRrSlGhVG3HTllGXVb+29sOx4pikLR8Owj9ikalt1hG9vWrFnD6NGjGT16NAB33303o0eP5le/+hVGo5Ht27dz8cUXM2DAAGbNmkVDQwMff/wxQ4cO7ZB4vkrq+AohhBDiuNBVdXyPR4es42s3UTSs8+r4dkeS+AohhBDiuKGrOnWbEhvZbGkKGcORmd7D0HW9tcqDxZZY3tBVJcy6C0l8hRBCCCFEjyBrfIUQQgghRI8gia8QQgghhOgRJPEVQgghhBA9giS+QgghhBCiR5DEVwghhBBC9AiS+AohhBBCiB5BEl8hhBBCCNEjSOIrhBBCCCF6BEl8hRBCCCEO4/7770dRlDZ/Bg0a1NVhdVvLli1j1qxZ5ObmoigKb7755mH73nzzzSiKwqOPPtpp8Zk6bSQhhBBCiG9J01Qqtm3B39yEKzmFXoOHYjAYO3TMoUOH8uGHH7Y+NpmOj/RJ1zR8NVVEgwEsDifurBwUQ8fOeQYCAUaOHMl1113HRRdddNh+c+fO5dNPPyU3N7dD4/mq4+MrJ4QQQoger3jVCj56YQ7+xvrWNldqOtOu+QH9J0zqsHFNJhPZ2dkd9vodoWHPLnZ/+jHRQKC1zeJ00ufkKaQV9u2wcc8++2zOPvvsI/apqKjg9ttvZ8GCBZxzzjkdFsuhyFIHIYQQXU7TNZ7d+P4xP6+8paH13+F49LD9vJEAVf7GbxSb6B6KV63g7T//rk3SC+BvrOftP/+O4lUrOm7s4mJyc3Pp06cPV111FWVlZR02Vnto2LOL7Yveb5P0AkQDAbYvep+GPbu6KDLQNI2rr76an/zkJwwdOrTTx5fEVwghRJczKAaGpxccsY+u6/z209doiYYAUDWNmz98kh2N5czZuIDfrnqd6kATwVikzfOaIwF+9cnLvLx9Kf8rXkF1oKn1WE2gud3PRbQ/TVP56IU5R+yz+J9z0DS13ceeMGECL7zwAu+//z5PP/00paWlTJkyhZaWlnYfqz3omsbuTz8+Yp/dny5H17ROiqithx9+GJPJxB133NEl40viK4QQokt4I21nowrdWQAsr9jKFfMeaXPsX1s+IqrGiWoqFkNilV5Mi3PbqHPol5zL2Kx+/OaU7xGKR/ndqv+0mf1tDLcwND2fNFsSz25cwI+X/oPPqnZy/4pXeGT1G4SOMFMsuoeKbVsOmun9qpaGeiq2bWn3sc8++2wuueQSRowYwYwZM3jvvfdobm7m9ddfb/ex2oOvpuqgmd6vigb8+GqqOimiL3z++ef89a9/5YUXXkBRlE4fHyTxFUII0UX+3/IXeX/PWkq9Nfxy+Uvcs/QfrK0p4Z9bFjEuZwAAkXgMgN7uDCxGEw9MuhJV19hYt4eqQFNr0ppksVHcVEmRJ4sKfwNb6sso89Vx34pXSLMlcfnAU0ky27li4BTqgl5e3PoR5/c7mT+dfj12k6XLroE4Ov7mpq/vdAz9vo3k5GQGDBhASUlJh4/1TUSDR056j7Vfe/r444+pra0lPz8fk8mEyWRi7969/PjHP6awsLBTYpDNbUIIIdrV2ppdDE3Lx2oyt7ZtbdjHxro9nN9vAqqm0hINkuVM4def/JugGqGfJ4fd3hpmz/8LVqMFfzTMrP/9GlXXKPRksaFuN8sue5i/rJnL8sptjM/uj6IrbGksw2ww8uyG9/FGQzw7/Wbqg15u+fApvlM0llVVO3g3ZQ0mg5FLB05mRUXiuW/tWgXA42fczI7GCsp8tZxZOPqgc9F1vXVmqjHcgtVoxmm2dc6FFK1cySnt2u/b8Pv97Nq1i6uvvrrDx/omLA5nu/ZrT1dffTXTp09v0zZjxgyuvvpqrr322k6JQRJfIYQQ34qu6+z11hLTVVZVbef1nSuIq3HGZQ/g+uFnElFj6LqOLxLgqXXzeG3HctJsbrKdybTEgoxIL+LzusRmGwWwKVAVaKQ62AwkNq01hv3c8MHj7Ggs59w+YxmeVsBDq98grqmU+WpRNY1gLMzV8x8lpEbRdI3Xdy5HQWFu8afs89fx6OdvYTWZCcdjqJrGysod/HzZPzmzYDQPrXqDbY3lXDxgEr1caa3n9s+tH5GflMG0/BEsKdvMpoY9jMvqzz82f8h/z/t5F1ztnqnX4KG4UtOPuNwhKS2dXoPbf7PUPffcw6xZsygoKKCyspL77rsPo9HIFVdc0e5jtQd3Vg4Wp/OIyx0sThfurJwOGd/v97eZDS8tLWX9+vWkpqaSn59PWlpam/5ms5ns7GwGDhzYIfF8laLrut4pIwkhhDghvbFzBY+tfZu+KTkUN1YS11X6e3KoDnkJx6P4IkE8Ngct0RDheAyNtj92DChkO5OpDDRhVYxEdBWrwUSS2Y4/FiasxTBhwGoyE4wnNq7pwJ0jZ/HUxvdIsbqI6yoxNU4gHsFhsuKPhxni6cX0wlE8uWE+drOFHww/ixe2LiYaizIys4g9vlqaIgHyXGlkODwk21wYUdB0nVtGnc2nVTu4dOAUKloaSLcn4TBb+aRiGxNyBhCKR/FYO3/GrCc7UNXhcM67+/86pKTZ5ZdfzrJly2hoaCAjI4PJkyfz29/+lr59O64k2Ld1oKrD4Qw6Y2aHlTRbsmQJU6dOPah99uzZvPDCCwe1FxYWctddd3HXXXd1SDxfJYmvEEKIY1bmq6Mp3EJDsIVfrXyFcDyKyWAkGA1jNBiIanH+Ou0mfr7seaYXjOLj8i2ouoZvf0WGmQWjKfZWscdXS1xTsRrM6OgMTM3DpBhZW7cLMwZiaBhQ0NDJdiSjqhpNUT/oEEfDpBiwGswE1AhOo4WAGmVoam/2ttQRjscYmJLLlsZ9mBUDMV3DZbJxZsEo9vnrsZusBKNhtjSW8dq5P2Ngai8eX/cOKyq2890Bk9jtrWV97W7OKhzFyTmDaImGcFvtDEjpxdzilYzIKKRvcg61QS+rqnYwq+/4Lv6qnPgOVcc3KS2dqbM7to7v8ejQdXxd9Dl5cofW8e3uJPEVQghxTJ7ZMJ9qfxOv7kyUTCpMyqQ+5MNutBCKRwiqUXRgSFoeRZ5sksx2/r1jGSYMnJo3lMXlmzCgYFJMpDvcGBUDs/qMI6apLKnYhAEDO5vKSbI4CMeiWIwmbEYzES2OL5ZInC/oO5G3d32KRTGhKTp2k5WpvYexpWEfoXiUcn89VkzEUHGabKRYnDRGW4jrGhE1xpm9R1IeaGRPcw3pjmRUPc78ix/gH5sW8o8tH+K2OChwZ/CzcRfx+Lp30XWdPb5aMu0exmb3Y5+/gRuHn0lvdybheJTtjeWMy+7fhV+VnqMr7tx2vOqKO7d1d7LGVwghxDFpDPt5v/Tz1scRNYaiKKQ53ZT56ujjzibF5sButnLVoNO4e+k/ADBioCUaIt+VQbm/njHZfSlrqWNEZiFzSz6lIeQjNymVDHsyLosDqzGxtCGsxdCBiBbDgMLswdN4e/dnfL/P+RSlpPPrz/+ByaBQ3FSFrmmkWV1U+huwm22Y9ChRLYbdbCEQjGA3WDAbTXxeuxuH2YLBYCCiRakNNvPytsUEYhHMBiO1gWZaIkFu+uAp/GqYLLuHMl89Zd5aSnxVBKMRPq7YitlgYHKvIVw/7Ey2Nuxjfe1urhx8Whd9ZXoGg8FI76EjujqM44JiMODJ6dXVYXQrPTvtF0IIccyKPJmMye5HksnGD0d+B4fZhtVgojHcwqiMQlwWGzubq7io/yksKd/Mokt+w/l9xmM0GVlXu5tgPEKqw00gFqY+6KO6pYn6kBeXxUaeK51d3ip0Xac25OXk7IHcMORMwmqUdKubXq5U5u9dyx0nzaJ/jpu/73iLHEcy1w6dTpYzmbqQj80NZRgUA75YgEA8SlSLs8Nb2bpkIq7GaYi00MeTg9FgoJczFQMKf/n8bdbW7iISj5Nic2Ezm6kKNTE9fxRWo5m4HieGRl3QS1iNUh/yEo7HeKtkFXd8NIdVVdtbK0CsqS7hr2vf7uKvlBDiqyTxFUIIcdT80RDZzlQePvUabj9pFt5IgMawjzg6d46aRW3Qy4CUXFwWO8vKNzG/9HMuffthPFYn3x8ylWSrk7im4osEsRhMGAwKFqOJuK4RiEdYXrkVj8XB4LQ80m1udjVX81bpZ6TYXBR6ckBRuGzQZP678xOWlG/kztHnMjAlnyWlxQy3jiHdnozTbAXg2v5nAzAkaRAegxujYiSixXCYbNiNFnyxIHFNpSboTSS2WpyoGsFtsWE2GAnFY6SYHRQlZbCvpR4dyHJ4ElvzdB2TYiTT7mFi9kCC8QivbV/OQ6v+w10f/Y17ljzH6HWONtduY90eND1xt6y3t64kVt35dVSF6Okk8RVCCHHUNF0nHI/y8Oo3+PumD/iseie6pqOg8+tPX0VRDDSG/QRjEd4s+ZTz+oxna+M+VlcX47bYieoqcV0jw+am2t/EiPRCakJNpNmTMKCQbHFSE2zCHw0xe+g0GsIt1AaaCcejnJ0xg1tHnMMzG94nrquU+ep4Yv27bG3aS12kkXVNWwmpEa7rcxnX9LmIk5LHkWZJYXtLMUE9gKZrmBUTmq6T50pjZ2MFgXiEukAzETXOyTmD2NSwj+ZIgAm5A3n2zFsJaTH+vO5twvHEWuNALEKG3U0cHYvRSKbDw5amMqr9TdSHfNjMVib1GkxYjbGmqJHL5z3Cj5c8x+7maj7at5FwPMaSfZvYUrmHWH2wq7+cQvQ4srlNfGMhNYimaWzxryPTmk1QDTIkaWRXhyWE6EC7mqtYsm8TZxaM5m+bFnBxv0n83/IXcZgs5CWlkeNMZVXVTnY0VZDtTMYbCWBUjKQ73CRbnJT76xmeXkhxcyX1IR+heASb0cKw9AIu6j+JV7cvpSkSYG9LHZl2NxaDGRSdmoCXfHcGw9ILWLJvIxf2PZkNdXtJd7gp9VYTiEWJqjHM2PnB4HOp9+o0q/X08/Riaf1ymmJ+tjXuY3RGHz6vKSHLmUyRJ5u1NbsIqVGcJisOs42GkA/QmXfhfayv3c2Opgq21O1hff0e8lzpqJpKSI3ijQSJ6Sq5zhRaomGCsTAWo5l0u5t9/noKkzIoSs7GabKSYnOxpWEfPxo+i36bTEROScGvh/nT6rn8YNhM+mwy4j4jHwwKoU11OEZmdvWXWYgTliS+4pjtCZSwoG5um7bLc25kk38NA13DybBmdVFkQoiOdtFbv6Mh6MUbC7Piikc4783f8JOxF/LYunlUBRpRMJBktpPucPPHU6/hgrd/R1yNMyKjD0YUVteVYEDBbDBiM1loiYaYWXgSC/asZXh6IdlODxvr9tIQ9pNny2NXsJSR6YVsrt/L5F6DiagqQ9MLWFtTwoX9TgYUdHQ0XeODkh0kGdz4tEacZhuf1W+ityub3sZCljV+Qq+kNEwGE3u9NUS0OBk2Ny2xEEE1ikkx0MeTTW93Bp9WbOOC/hN5bcfHZNo9+GIhQvEoFoOJi/pPZMGetUzLH8GW+jK8kSCn9x7GxxVb2OdrYFQ4i+2uJkwGA3FN5a6kqWwx1qHZFCIlzdxePoYPT25ge1ITM719OH3EGFoWlZH8nSKiFX7CWxpImz0UxaB09ZdaiBOSLHUQR60hUse/9/7toKTXgIHPty1m5NZBkvQKcYL74+nXUhdpAXSuePcRyv0N/Gbla5R6q4nH4/zxtOuoCTVhVyzcvOhpfjL2QlR0ipsrqQ41AZBsdpBtT8GkKIzKLMJhtpLrSsVqMvPB3g00hwM8ccYPUIxxjBhoCvvRgU31ZZR4qxiRlk+pt4aH17zB/StfZvneEj6vLuX28WdgcwbZ0LSDynA1FqMZfyzAwvplhLQY1QEv+3x15Cal0Tspg6LkLIJqlKl5w8h3Z5Jmc/Np5Q4K3Zks2LOWLEcyRoMRVVMxKAZSbE4+rdrBuX3H4bY4GZqWj8NsI9uZSlRVSVKs9AulcG7fcQxOy8cWNbKuajfsC3LDtsG4enmodAVIKte4v9f5TBs9loaXtxAu87Hnk2LUliiK00y8MQxAaGcjuqp13RdbiBOQzPiKr1Ue2sNHde9iVEw4cFKrVrU5nmHOpp99IIMiQ4nXBuRjOiFOcOe9+RuuHjSN+z99BVXXMAB5SRkEYxFGZ/Thk6ptxOIxzEYTRoMBl9mOLxqkd1IGU3NH82rJYkyKgbqwD7NiRNNVLEYLITWKSTFyUf+JeEN+PqnejqZrxFWVqK6SYnUSU1UyHG5C8SiDU3uzsnI7RUm5lLSUo2oaSWY7GQ4PPxpzAT//+AXOKhjJtuom9gT2gEFneGYhjaEWDIrCjqZKgMTd2tDJciQTiiVuxOE02zgpoy9r63aRl5SK1WChxFdFZUsjA1N7cVJmP1ZUbmVCzkDeKF5Bpt1DOBJBi8a5/+QreXbtfCwhwKDw830noxgV0s7uS/yTWqrdYXpXWVHcFiIVLTTYw2hWhVw86JoGIQ1Lngs9opJx4wgCa6qx9kvBkiN3ihPi25IZX9FK1VXmVb/OmqaVvFH+L57f81dC8SAtMR+6puNXfQclvXbs9HUNYlDyKEweC8ZkWxdFL4ToaPUhH68++ivu+cdyomvW4PFHGBgxoQH7mmoYkpZHRaCB4ekF/Hnq9cQ1lQFGN75IgDN6j6Ix1ML7+1YzOWc4GQ4PvZypoCiM9AzDajBjxIBZMWFAYcG+9fhjYYLxKGajCY/ZQSgWxR8PUxVowhsKsLh8E2fkj6Q23Ei2I5lUm4v+7kLyTH14ZuN7pNmT+KBsAzsDJQT1CCfnDMBjdlDmq2ePtxYrRhwGCzajGQWFuKah6ireaJD+KTmEAnaGZxQws3AMf5l6A+F4FKvRSJmvlgW7NzHSNZrdTVXENZVsZzK6CfymOO9Ur6U0Xs8ZhgH8oe8V2NKd+Iky96NFfOwqw7g3RE3YS2VuFJPJQHZSKjk+O7o/ijXPDZpGdK+PeGOYaG2Q4JYGzBl2IqVefB+VdfXbQIjjmiS+PdyBCf/SQAmv7J1DRXgvJYHNNMbrSbVksrDmLZY1LiBM6CvPVMg29+bivNmM9IzDYrBgcJixFrg7/ySEEB0u3tSE8cNljPHCyFt+xIdmH0P2NuLV4/zfgt3M2tGM6aPl5LszOTelH2+sX4TdZKW5pZFxqQVM7DWAsZl9qAs1oxhU6kM+xmT1Q9FhT3gPvlgADQ2DAm+UrCDZ4iDdlkQfdxZJlsSa4fE5A0ixOLmkzzRURefUXkO4dOBkomqcCn8TU3NHU+zdw2dN6yj31VMTaGJQch59k7JJsbpYW1vKh2XrKXJnkOlIJtnm4dzCUwhrcZwGJ6FYmKHpBcweMo2VVdv53LeG4emFPLZ+Hv8t/oRXzvkJd405n+n5o7h2xKlsDmzgs9pizAYjjYEW5ky9jSen3UT22jhX9Z6MZoadq4p5hlUEHRrTIn0YXpFMgxLEpCpklyjYT86BQBxTtgNTppPo3hYwKJiL3OgmhcZ/b0PzRWn5pIJohR9Tpp14c6Sr3w49TkVFBd/73vdIS0vDbrczfPhw1qxZ09VhdUvLli1j1qxZ5ObmoigKb775Zpvj11xzDYqitPkzc+bMTotP7tzWg0W1KB/UziWmqdRGKyFRnZJQPIwBA/XRWuJE2zwn25RHv6RBDEgaitlg6YKohRBdIbxlCy3z5pF88w1U/uAWfuZ08dFJvRmwo4mBAQPDtjRRMmEI+U+8RbCykulnTiajsYyshhbqp6WwZOu/2GyJYcpMwR+LUBfysrp6JzE9TiQeJdnmwqgrFLgzUQwGJuYMZLevhgHJuTRHAozPGcCcjQvIS0pnR30tV/SZgY0k8qwFDE7Lpz7o5aPKdeiKhkoci8nFLyZcxrw9q1lfvxuP2YnHbqc5GqApEsRsNOC2WqiN1pFidTIhezCL961nS30ZvkgQq8FMXlI6r+5YxuCU3mwt2Y1rTZBPc8sI+gKsKdtJterl0n6TuXHzIJ5NWo9SG2Zl9SZOmTQGq2YmY5cf3W5AK7KyqbSWpbQw0dWXEeWZ4Lagh2OEVlSBSSHeFMFa5CFemajtG9vrgzhoZgVjshUtquIam0G8IYR3YSmmZDtaMEbK+f26+J3R+XRNJ1LqRWuJYkiyYC3ydOhmwKamJk455RSmTp3K/PnzycjIoLi4mJSUlA4bs73ouo7WGIBIHKwmDKnO1pusdJRAIMDIkSO57rrruOiiiw7ZZ+bMmTz//POtj61Wa4fG9GU9JvFt8Vewcfs/KOp9NmgqqakDsVmTW4/vDuwgxZxGiiW964LsZEvr56PrUButaG1LM2XSEK9t0y/DlM0p6VNxm1OxGx1ffRkhRA9Q99TTeM45h8byMprHDCNlzWbODThQUnsRVjcSL92DpVcK9XXV9GkKkvO/j8hOdbHg5vM4uS7GaK2AxQve4amrJrGqajtZ9mRcFju5GDg9fziL9m1kUs4grPEUijKdvLJtKecUjSXZ6qQ+7GNT3R421+1hREYfJvTuhcts528b38dutDKzcDSPrnubgcm57PHVousKNcFm/r3zYzbV7+Gpabfw2Lp32NxQht1opjHkxWy08J38YQxKz6Y26GVXQyPZjnSaIl5cxiSspgApFidTc8ewrnIfa4L7qPLo/Hrcpfxx6RvEnXYU1Uiq1UNoRjaXGU7n6fXvc3FFP57JW0p+uZWrTjuVtOUhfuWdSnWsFppjJIecYIGwAUyajlEDFAVDmpXYvpbExTYCBgXQIaajBuJogRiBDbUEV9dgsJkwJlkx5zgJrq/FUuSh6Y1iPGcWYOmd1IXvko4X2lxP8zu7UL1fTMoYPRaSZ/XFPqxjfn4//PDD9O7du02iVlRU1CFjtSe12ktsWxWEY1802syYB+dgzPZ02Lhnn302Z5999hH7WK1WsrOzOyyGI+kRSx2qajfw8WcP4PWVsn7LM6zf9izbSl5n3eZniMcTH+F7zCnYelBSt8n7OfWRWtj/m5+CghETDfFaFBR6W4u4pvcdfDfnGi7Ku5osW54kvUL0YJm33UrSmdNRH3yE3mm9MDqdBLdsgRY/Rkfie0N03z7MJjO6yQhA7eghfO+JeQxeup6WuW8xLmzj90Nn4TBZmRlL4tfLasnfVcnSsk3E1DhlLXU0RQJ8XL4Zp9mG0+hmacVmUq0uBqT0wmqysKmulOZogI8rt1DkyWBIThr/2vYRJkUh351BfbiFuBYn0+ZmXe0uxmf245ZFT5FiT+LJaTfROymDGDoOs4WPKzazcM82ylrq0ExBUux2vNEgsaiR8dn9WV65jSc3vUnU5KVPahqg8PzcN/GhEzOGafa3kLrNyoIN60h5v5nb1g6hV5WVe9eMpjlNxbW4BS2q8WzeetIdyXjsLvRwnLTrh2GOaxgjOihAREMrD6LpOtbhaSjJFgzO/Z+oKUAoTmiXF/+KStRgjFiFn8DGWhSLAVOWk6Y3S7ANTCFWe2LfECO0uZ6Gl7a1SXoBVG+Uhpe2Edpc3yHjvv3224wdO5ZLLrmEzMxMRo8ezd/+9rcOGau9qNVeYuvK2ia9AOEYsXVlqNXerglsvyVLlpCZmcnAgQO55ZZbaGho6LSxT+jENxT2snvvfNZt/isQBxTycqYAUFXzKY3NxVTUfApAmiWzRyR2ES3C/Jo3WNW0jKDqpznSgAkzRoyYMWNXnFzV62a+k/NdrEYradaMrg5ZCNHFQhs20PTGG5gzM0mZPZuW+fMxFxZicrmIlJWhx+NgsTAibCG/tgWDYgBFYSxJYDSS9X//hzE5Gfv4caQ+9ATfKRqDr6Gej8+byMgyLz/yDMdutNAc8rMnXMLHldvo5Urj/dK11LR4KXRn8rdNHzAtfwSjs/ryWdVOnCYbxc2V3LzkLzSGWri07zRUDTwWB7oC3lgIm9HMTm8VBUmZXNnnTP67YxUtoQgmDARiEbxqC/n2XAy6kWp/E43hFoanF6KZW5iaP4KZmWeQbEpmXe0uAvEwFotGoLeF8wpOZ6BtCLdZT6fOEOCD0AYucv2b5qGpVGQYiVh1Lk6ZgmIw0TLYxfc/7YPmj2LJc4EODS9swaCA4jTimJyTSG6N4Dwpi8jmBvRAHC0aB5uCwWPGkGpDbwqh+2IQVsFhRPdGaX63lMY3i7ENSCH4eS3RMl9Xv1U6jK7pNL+z64h9mt/Zja61f6Gq3bt38/TTT9O/f38WLFjALbfcwh133ME///nPdh+rPei6npjpPYLYtiq6qqjXzJkz+de//sWiRYt4+OGHWbp0KWeffTaqqnbK+CdkOTN/oJpN25+nyVt80DGrJZnszAnYrB6CoVoK8qZRWb2CQf0uBSAcacZoMGM2n1hlY1bUL2GHfyOnpE3Hr/qwKlY+aVqEGQtWo51+jkH0chTSy967q0MVQnRDdU8+RfoPb0ELhdh5xhk4R44iXldHdPduHKecQuCTT1AUhcyf/oTaR/6AKSsLLRhEbWrCkp9PcN9eTA4nqzMspPYfSN3ObSyYUMh9y+tQTQY+/L9rebX0UwKxMEbFTLYjlcsGTeLf25dRG27mgYnfY87G+bjNdgo8mei6zpWDT+cfmxeyt6mJiKoSjkUZnJXFhrpS7hn6ff5W/D+mF4zgs+qdnJM/kT+u+w8pFjf9U3LY0LCLIns+aS4HxmgSqXY321uKmT18Misrd3Jq3hAeXvk/hjS6aSg0UOFvYErOMD7ct5YxmQNpCIS4NDKaPwfm0t9VSKrFxS01I7jV/AZ/P/N2yj+pJassgBZVSR3Xi/D2RtTG/ZvSdB2MCorDBCrowRioOliNiWMxDVQw5DpQFAXNH0X3xjD1SUKtDqIHv5QgGMFgNZF0Rj6BtTXYh6TjOSMfPa6hmE6cua3wrmbq/7bpa/ul3zgcW9/kdh3bYrEwduxYVqxY0dp2xx13sHr1alauXNmuY7UHtcFP7LPSr+1nHl+EMc3VobEoisLcuXO54IILDttn9+7d9O3blw8//JAzzjijQ+OBE2zGV1UjlJS+Q3HpWyQ588lOn8BXT9HlyKW+YQPhiBdPUgGV1SvJzhjXerzJW4zPf2KUi9F1neX1C5lb+RIVwVKiRCgJbKPYv4WWuJcLsq/i8rzrubL3jYxPmyJJrxDiIPtuupng2rUkX3gBgRUr2HnqqShmC4GPPyayc2difarFwqDPVmFwOql/+hnMBQXEvF4UiwX3eeehuFwQV1FiccaVtzBoazkTShrol9qL1OuvI9zchHPNRkZn9mV0Zl/GmJK5eI+fV7YvJcPp4SdjLqLS30BDyEdc17CbrWxq2MuvP30NXzSE1aoQ1v3URmtZvG8jLdEQv1r3DHlJqbxZ/Cl5rjRe3PEh+c5sfjH+Cm4bdR7RuEqOtRfNoSAnF/VieFYumY4k7lv5ClX1Md7Yug6LYqLaGmFU6iAuKzoLn9+ICxfLKtaTZNBoLLRzSv5wLt6dR2aDhXp3mGH2/vz93Tcx7K7GkeTAnZ9KeHM9an0IdA00HSwKBrsJvSmK7o0mlpxpQFyFiLZ/fS9oNUHUqgBGpwUMEK8JYhuWDq7923P271FKvWIQgc+qUaxGouUt6LpO/T+3dM0bpoNoLdGv73QM/Y5FTk4OQ4YMadM2ePBgysq6aa4Qibdvvw7Wp08f0tPTKSkp6ZTxTpjNbaoWY0/5Uqpq1xAKNxBXgyiKGUVRcLv6kZ15EuVVy2gJVBCNtWD27aamdjVjR95Jkiuv9XVyMscdYZTuS9XjqLqGZX+lBV3X2eT7nC3+9TgUJ6CQYkrj7KyLaIl7cRndGAwn1O89QogO0PvZZ/Av/wS1xU+8phZLXm/UujqMgwYRKy8n+fLLCSxeTPWDv8XocqIrBpIvvoja3/4OTdMIrl5N0mmnEt25E2w2LKmpKE4Hpuxsrn5xGV7jJ2TOOp/MkI8LdgWI5WYy+DtXkWxKYVRgLx+Xb6YoOYs3iz/lvolXUVtvYEHdQlKsLnZ7qxlTNI7maIABnhzm712LESMDkvOIhA1sq6vEFw+ybN82zCYjGBWawiEeW/82EzKGUeDohdsU58PiYp4653vsCu5mjNKXTLOL3c01XNZ/Jm/vXcaayl0UB0u4MP9MaNG5KOdkNF8cozHIjN4jmb9nFZeET2LTgDpO3ZrGlMJhRE0txCr9UK6B1YjisaIH4oAOAQ0tFseQbk0kahGN2j5usmuDaGhgVsCkY85xEavwo/qj4DLhGJVJ0vhcIsVNaABJJgxGA/XPbcY8wEOs3I/BYsS/spKU7w5Ai6o0vroD99Tex/2mN0PS0VUROtp+x+KUU05hx44dbdp27txJQUFBu4/VLqxHmdodbb8OVl5eTkNDAzk5OZ0yXvc4629gW/FruN2FVFZ/isOeQVnFYnRdxeXsRVwNY9q/XlfXdULhWvZVfoxBMaMY4tisqYCGwWAiEvXh7uDSHp2hKlyOL96M25RMXaQGX7yZfcHdWLBwcspplIf3MjJ5XOIXAXNyV4crhDiO2E8azc6TJxK59TbSCwvJfPYZoqWl1D3+BL7//Q/dasExcSLBTRuJlVcQWruWQVu3UPXAA3j/81+aXn6F3D/+gcZXXiH8+VqSZ8/G+9prOCZMwJyVyY4F7zAgNQdjQyMRRefd8j2cNfxc+ozpz1P177K0fAtRNc64nP4UR0tJtSXhj4aZlDuY7U2VbGnYi9Vo4YeDLmFfZA+VPj9RSzNaLM53+5/CsNRChmblMbd4Jc9umsdoz0gyrKlcNWYES3clEY5/zr+3rSAUi/KdPuNYWLKFgO6jqQVyLHk0VRczJDefPEsROcoOArVRqt1estaVoVa7qB7oZ0vMz7amJu5mKA9XvEevlHSuyh/PY5ve5dqGkbjHZRGvDKLFVVRvBK05itYQQUm2oocjpJe1YMiwo2kRTG4r1v7JhIubMbjMYFbQa8JEtjYS3tIIdhNKWMWUakfRIdoUJVYTxJLpJFrmI7SxDt/iMqyFHlRfhMCGuuM+8bUWeTB6LAdtbPsyo8eKtaj9qxX86Ec/YtKkSfzud7/j0ksv5bPPPmPOnDnMmTOn3cdqD4ZUJ9jMB29s+zKbOdGvA/j9/jazt6Wlpaxfv57U1FRSU1N54IEHuPjii8nOzmbXrl389Kc/pV+/fsyYMaND4vmq426NbzTmx2gws/yzBwhHfahqCIPBgq5r6HoMMGAxuYnGmwGw2zKIRoOoWhj4Yl2UggUUyEwbhs2aQv8+52Mxd+xal87wcd0HFAe2MSZ5Ir64l8ZYHefnXNnVYQkhjjP+j5fjmjKZvddcS+7DD1F8+RUsnnoW5zdU45gwgbonnsA1bRpqcxOB5cuxDRmCweFA8wewDRhAaMtmdFUl5vWhhMMoDgdqXR3oOrZRo+j1yMO0vL+A0M6dtLz7Lpb+/dG8XnRFYZtbYYhqZ8f0cfzF04xutTD/ovt5duP7uOIe4jWVvNDyOW6Lg5NzBvBR+SZSrS5GpBWypGIz94y7kEdW/ZeopuGxuIjqUSZ4xrMnWszozCJO7TWMJz9fiD8e4Kq+38HujrBhTxOpVg8NegUX9TmN3657gSxjL0anDGFt/U6q9N3s8dVyvTKZ+jQzUXuQ6f48flrzP9Lcbq7WxmCtUwlFQ4z2ZeGKGjHlJNEca6H3mYNpWVSGJc9FvCFMuNSHqZcTAjFcU/LQ/VFC2xpRTAZi9SGMyRYURSFeH8LSx0O0KgAt0cTKvTiQZME+KIXoHi9Gl4XoXl9i2YOuYMiwodWHIa5jzLKTPLMP0XIfnjMLu/T91B4OVHU4nLTvDe6wkmbz5s3j3nvvpbi4mKKiIu6++25uvPHGDhmrPbRWdTgM8+j8DitptmTJEqZOnXpQ++zZs3n66ae54IILWLduHc3NzeTm5nLWWWfxm9/8hqysrA6J56uOu8R3X+XHNPv2UF27hli85UtHDCQWSe2vfbifyeAgriWWPei6xpeT3wQLiqLTK3sSfQpmogAOewafb3qCkUNuwGw6Pio96LrOZu9aVjcvBxRGeMYyNmVSV4clhDhO1T3zDPGKSmwjhhOrqsbSOw9jSipNr7xM2i23UH7LD0mdPRtDcjIKOnosjn/hByTNnEl03z5aFi7EUlBIaPNmTFmZOE4aQ7SsjND69RCNgtGIuVcvYuXlWIcMQTEaE7vM1Ti1Z0xka4adopfe4bHx6QyfPIOfjD2fXb4a7ln8HOFgkGk1UaIuByvTjQTVKPeffCX+aIBnNi4gy+nhykGnsWzfFpZX7uD0nDEsqvgMk0HBpJjxxvw8PPk6FpVuYaRnOBY1iWZDJboGm+r3clruSPz+Wl6uXMa9g27jg/qF5HgcfLB1DQ67h7p4MwMMGUxsyOZl1waub5lAc6HOGbsy8Df7qXQGGOxNxZXhRq0JYEiyoIXioIHBY0ZrjGBMs6HWhcFpxJzhwJRqw9IrCe87u8FphJCa+HFmMiTW/VqUxAY4SPyoMykQ0xM/+qyJ/oYUK1pMBX8c00AP8R1eTL1diZ9rozOxD0nDYDNhsB23H/Yepo6vleRZfTos6T1edVUd3+7uuHn3l1d9Ql7OKehA/6JZ7Ktc8qWjypfSXR2DYsViSWLSmHv5aMU9iVb9cFP+UXTdQnnVUgyKAYsliYK8qYwdcUcHns234401YTc6W9fzAoS0ILWRSjQ0POYUhrtP6sIIhRDHu4ybbya6bx/G5GTKrr+elkgUU24uobXrSDcaMaWl4pl1LmXXXIvB5SLt+uuwDBiIYrejtbTgnHYGSadOofIXv0SrbyDj5psovfQyTJmZxBsbSb/1h/jfX4Chd2+iW7di7dULx6hRBNesIcWWhHvzVqJnnU5KoYXBq3fwr3fvpObcqTQGm8lsjrDJqOKPBjk/fhaRfmZe37GM4ZlFBGJhiptC9E/pxX93rmRS6ngMhjgui4VCTxaRiIHpadmkOhxUhmpR1S30suYSNfmwGCxURyt5aXcFg2vsFObnsbzlI94vX0F6TTq/aDiNX3jew21JRmkK8ifHEno5MljVvJOmigh9/EPQzHDaDdO55/WnuUIZTZ7NhiMUT2xqsxrQQipYDVgHpxBsqIKIRqwxRGhwOo4djQAoyVYUUxytJYpiMqBHtESS++VpKsOXkmBVS/zTG0k8BuI7vKBAfJ8f57Q81JYowXW1WPKSsPXv/nccOxz7sHRsQ9I69c5txytjtgdDlrvT79zW3R0XiW8wWMfO0rdIcvZm15557ClbRNuZXR19f/WGZM8gVDVMLOajrnHLl/oYaN0C+5VZX5PRQlyNUl61gpTkAQzocwEAsXhiF25nlDYLhmoxGMzYrF//DakqXE6GNZs0Swa6rhNQW5hX/TrfzZ3NGQZzh8cqhOgZLL0TlV4KX3mF7SNGou9vq3/scewnjcGYnIwxJ4d4VRWK20PatdcSWLkS7wcLseTnE1q1CltREQaPB//HH2P0eNAiERSTicYnnwKHA2MgQNKUKdj696d5wfvooRDKP//NmKxMwvYMCkubyStpxHPhD/i4aSm3La8ke28tYZOBmnQXO8au5cN4CLvJzM7mSq4bPp0n18/nvztX0Bj2URlfj8Fv4BdDzmFzUzlDCsfhshu4e8nTXFZ4Fssq1zMz8xSKq/bgT2nAYFJxGAz0HTKWDXWLmJE5hvF+D3/MWMbTmavRY/DdmkK0mErUAeYGI5fVDybQSyGjfxpu1cLutzZy355JaIAx14FeHkz8+Imp4DJhTncS/Hh/nVUDEIwTCUSxq4kbWugVQXQToLF/Qxxf/Cgz7p/53V8ZTXGZ0QMxFKcJPbi/r8MIUTWxLMIEsb0tRCv9mJJtuCZ0zgaijqQYlHYvWXaiUhSlw0uWHW+Oi6UO20v+y97yRehAQa9pNDXvIhiqJsmVR0PzTiCO0WjDaLQRjbYAKkaDA1ULYjTY8LiLaGwuAWIYFAua/uXF8SasFifpqcOprPkUXY+T4unPsEHfZ9O2f2E0Whk74laMxm9/H+nPmj5muPsk7MaDE+m6hk2EI83kZI3HdIixVF3FqBiJaVHM+2d6m6INbG5Zy5S0M/HFmmXTmhCi3dTP+RvmXr0IfraK4JrPUSMR9GAAXdPp/ewz1D/2OPnPPM3uq64CVcN50klE9+0jVlWFHolgHzWSyPYdZD/0e+r/+lfiNbXE6+tRzOZEopySgt7UhOJyYcnrRaRkF9jteM6eSWT3bjRfCynf/S4tSensboiixmIMPWc0i997lUDZPorS+1L58Xw2XHc9UbOfMb2KeHfXavokZzMotTdnFY5me9U+3in/jBHpRVzktbGwqYmqHPi4YjvTssczpWAg/2/lPxjhGI456KMpOcwE90Qy3FbcpPNO9Xz61adQUV3ByFOnsGbXNhqj5awP7eMqfQRpfXJQjQWYN+4mYG0hb+QIPNt8+CtqKGxJAl3DMjgNs82EucBD8/92gtGQSGKTLVAXxn1+H8JbGoiWeMFqxOA0o3nDiT4a4DQB+hflzmKADRTdiDHLhlofRg+pGLIcaPXBxLzO/p/qpsIk1OYIBpMBtTGMbVgaaZcPltlR0aN1+3pWsViIpuYSHPZMnPZMKms+xesvRUMlFG7EZvWQ5CzAbHRhMlqxWZIBULXg/r/DNDZvJ/HdAjRdBQwoinH/CHGi0QBNzTvJyTwZUFAUExu2/I1m3y40NcqhfjWoa9jc5nEwVE951fIjnstA1zBshkOvGc5IG46ua8RigYOvgRZlYe3b+OM+VjYubm1PsaQxJe1MAEl6hRDtpv7ZOVgHDcR12qkYMjKxDhtK5j33oDV7MToc+N56G/dZZ6JrGpasbMzJyVgKC8n59QPk/O63JF90EYoOvf/+N+L7yrENG4ZisWBISSFeVYV16FAMZjPYbJgy0omUlGBISSHjhhtwTpiAOTsH1e+n+c03Cf36/7Gm4RNSt31I5Q9uJrfXMKaThTGazNCIi/5+lTV1JaQZbNQFfSwq28jy8i08vm4eoU/LsUY1KvyN3OpdRXmag+8PPouZuZOpL9vNjs2l+KMRgsZGSk0BRgezWLx7Hv3SU1lQtZTtdTVUB+uJZSTxSf1aPNlmbJkuCpLT2bH5Q14vX8nOwFaq7SEmlKWzdd8GFK9KXtCNGtu/58QXwz2zCPvAFCwFbohr4DBh8dgw5DnwvbN7f9KrQFRF80USN7ZQFLAZQdEhoEJEPfBjDEwmLAOSUVviGBxmcJjQaoKJ8XRQ0q1ghvjeFvTmKLoCisuCfWSmJL2ix+vWSx22Fb9GMFSP178HizkJVQ1jMrlITx1OXcNa7NZMkuw5qFqcQKgKLRrHaDBjMXuIxrykeIbQ5E3sADUYbGhaBKPBjKqFUbBiNFqIqxGs1mSiMT9JrjwsjS5MRhu+lnIMBgu9ciby2fo/YrOmkZoygBRPXzxJBXhb9mA2OzGbHDgdWZjNTpJcR74BhMd85GUM+b1OO2S72WBhZtaFAJya3jnlPoQQPZdz4snYhg5FMRrxvvoqOX94hMof34Nit4PBgHPKFJpfe414fQOa30/uQ7/HnJVF1W8eRG1uQg+FiTfU41+0CO8780BTMffOI7J0GbjdKBYLyVdeQdNLL6PHVVAMGEwmvO+9h+bz4ZgwAbWmBnQdPRRinD8X16bVNA4bjltxknzHHfT/+7P4a6uwmPzMO/unPPzaY4x2paHFw5yxLkzL2Tms7lPH5tI6RihZuGJO1uxYzmlZ40hWsvCkuDEoCtPM2WBNwe2Lo1rcTEj/Du9uKsFbWUXvpAJG2u3sytEYaB7N41tf4fv9xlNqd3Pqj87DOLeEsnU7GeUYS5M5yPQdmThVFU1P3KTC1jcZLaRS9chqLL1dRPf4MKbYwKigeiN4zszH+85utFAMIjqKI7FcQffHMaZYwWZEDUS/WKUHYFJQDAqRTQ2Jer9uK0RUTL2cxOtDENfRQ/H9M8OGxKxzbhLh7Q0Yj+NNbUK0l24746uqUZq8u4jF/ACEI43E1QjhcAP1jZsxKFYi0SZ6555GKNKE2eRBwQyKiWjMh92WhU4Uo9GO2exB02IYFBOqFsZmTcOd1BunozegEY7Uo+kqO3a9nkiig7XoegxNi1LbsJH4/r/3VS5hxZrfUVaxlH6F56JpMTQtsabKbLLjSTq4mHVNpLIzL5sQQnwreiyGbehQIjt2UPWr+8j+5S+p+fVvSLnsMrJ+/jPSrr2WeF0t4S1b8L79NlgtaIEgdU8+Sc4vf0H6D36AbdhQFJuN4Oo1OCZMQPF4iGzfTtLUqRgdDiJbtuD/aDF6IIB92DAK/vkC1r59sfTrhyElhZaPPsLcvz9qfT2Kw4GzoQLNase1eSv6Ky8SeeVfuIYOIft3v2Pcuytpuef/cDTHMaXlcfnQszHuLsb18XaUWJxeukaqycwU+0RODmQSD9bx5q63iJqbMWox8nbXM97en1FJfbHbMqje/A6GFYtx+0MMy01nUcM68hxZJBmM/G30bIZUuqkINFJgTyVaaGboVVdiznPgHuIiJTcVxWjAYDGR8/MJxJsjlOQkYR2Zzl59O2FHjKCuEYmqxMNxMBhwzygEkxFDmhX7iLRERQcTYFAwOi0Y7RasQ9NaixaZ85MS1S+sBgx2E4rThG1wKnpMg7CGIdWSWO5gUjBYTRCD8OY6rH08xOuCXfvmEqIb6La//sXiATQtSmrqMAb1v4wNW/+O0WhFVcMEglXoKJiMaazd9BQuVy8waURjOroeBxTCkWZUNZyo87v/Dm6afiBJdRCJNhOLhTEZk1C1MAZl/0dKugGLxYXFkkRKcl9a/PuwWdzYzB7iaojCvOnYbWkApCYP+NrzKA0Uk2XN7chLJYQQ7cb71lsYXC7QNIzJyXjffhv76NE0vfoqqddcQ3jrVojFsI8YgWvmTOoffxzFZsNzwQUA+N5/P7G0wWaj8YV/kjrmJIIrVmLt2wfXzJmE9+xBrawksn49yddcQ3zfPmoffZTI9h1k3vNjGDeW6iefImYwY8zJQd27l5RAPRm338qKSCrLSl/jll0ltLz9NpaiIty6kdj5l3NjSyPFzXHs/hrC0QCf5huZWTCWuRENlq/E749gTc+jdPXnjNhWTEVKC0lBjexUO7bqPVjjYZYm+TEP7EdyaR0zqjLYU7qPUwZfRbrmZOvcvzPsRz/io9ceZULyWDaXbKK+fBU1JZsZqo9BGWHFbk5HMRpIPrcPn81/C2t5jLz0UcRrAliDZkxhBYPNgOPqwUTnlhDe3kiswo/BZUJrjBCrC0FUSyS5yRaiVT7waxg9lsRPa7eF2N6WxOY2pwlzkYfojiaIaqi1of17uBUMSWa0hjAGtwXboMQtk+P1YYKhWlwny88j0bN1281tG7c9T3bmWJKTClm/9W8YDVaafbuIxYJoOiQ+x/lSvV6TE13TULUQCmZ04vs3skVwOXoTDNXv39SW2DGgYEJHx2R0oOnR1mTYZc/DaDLTEtgHGMnLmUxm2jA2bn+eFHdfXM4c+hScjUExsq3kdYYNvJrG5p2kePqhKN12Al0IIY5a/d/+hm3gQIKbNmGw2XGMGknjSy8T3rkT2/Bh2AcPJm32bBpffAlLYSGuKZPZd/Mt5Dz4G+K1tWA0ESkuJrx5E4HVa7CPGUO8qpLQ52ux9OtLePMW9EgEJSMD99TTiezYSXTvHtxnnYViMNL0n/8Sd7mxWoxo8Tjp11yDfcRwyn/9IEosijk7C2JxtFAIFIX8p5+m+IVXiZ42haZH7ufVC0dzQ+5pJOX0o37lUqp6pdO46AMKzr4RXVXIpZRd1X70jAFYdyxgwoWXseSVf7EvyYGr3o+zTzqeLV78tfVERw1GDQdxOqxcdNP1xGIxFn9SzICtPtx2D59ltZDltFO7YylJLcmkhvNx5zr4zBUm1ZNJ/xWNWHq7sI3LwTe3BM93ClE0hVhtEMeYLJrfLCHeFEJJMmOwm1CrghDXwW0GX2JRr+I0YbCbUYMx2F/lwTY6HVOqncjOJmLeCGa3NfHTLRBD80XAYsSUbsfgNGPJcmIblobJYcaUZu+6N5YQ3UC3ytR0XSMUTtQxDASrMRpsrFr/JxqbS6ipX0sk6tufvMZJbFD7oo5tPB7AbElUS9CJAUYUQ6KPP1iJjgqoGBQToKADNouHuBpE0yKAjtnkwh8qRyFRPcJssuFrKSU9dSguRzaFvc9iYN+LMZscGI1W+uSfjaap1DduQdWOcGtAIYQ4DkT2llH+o7tJvuACXKeeiuu006l/9hm8H3wARiOOsWOI7StHMRppfvNNWj78ENuQwYnn7t5Ny7KP0aJRrH37YLDbCGzYQMpVVxFe+zmmtHRUTSP02WoMKSm4pk2DSATvf/5L3NuM6vXSsGABpqxMlCQXjsxUtFgMRdNoeOklym67nYI//RGDpuEYO5aiV14m68+PUlXQn6btW3DHAxSawDp+HL+efDUDRw6ldvUC9n6yiMGrNQadcy3euU9TOf9Jtn+yFN3kwF6zkYokN9tXNJCek4Nz2zayJpyDeU8lLcOGEx4zmvQhY1G91Rj8Nbx8749448H/R/3nH6CeOYDlafX0Xl9P4+5SzM50TI4B/K3vZmKKgwGpYUZkOdg7ow/lxdsoeWUJfrcV3zul+D7eRzDNQmVpJZZeLgwuSyKxrUus0TVkO6AlhiHZkrhdcVxDbQzD/o1ppnwX5hwXgRVVGJOtoGkYXGasfdwkn1eEfWgaqDrxKj/R7U34Py6HmCZJrxB0s8Q3EvWyt+IjfC1l2Kxp7Nj1OuFIE7lZB+5AduDObADq/n8pKIoNAIcte/8xA6BjNFgwGa2kpwzFoBiwWpLR0UnM+saJxHyAcf/YzfvvBGdAA/ZVfczIITfQv+h8Kqo/ITtjDA5bamusjc3FNDYXs2rdHzAYTIcsQSaEEMeL8Pbt1P3lz2hqHNXrBaDpX/9Cj8Xxzn2TcEkJ0YpKzJmZOCdNSlRiSHKhtbRQ86c/o7icxKqraHr1NcrvuJPwzp3EKyoJrPgENRCked48aG4GqxW1qgrF4cBgNqM4ndiHDqPOk0Sj3YL3vfno4TB6XEWJxXDPmoVn5kxUxUjt+q34r7iB0GeriTc04OiVTU2uiU8f+zMrVi/DPXQwwb0VlMx9m/q77sazYBH6pJksa/yAlnWf09vgIaX3SdRXVqE37KG5voqNgV0UFZjIb+7L2T/8ESl5fbBm9kaLxbHUl9AvLZc+l9zJkEtuIeXUSzFkDyRcvhPHh6X0i0YoDezCnDOc9FPOIT0S4qfVJxMdl0tqWi7xtc0MyXFQdNkUgjST5jHjGJsFKASX7SG0oJhAeQsKCuYc1/47sSlojWEwgBaMQVSHqIa5lzNxEwKAiErLsnIUi0K0IkDqRf3RoiqBZZU0vbmbSEWApOm9E2t9bUacE3MJb2kkWheg5ol1XfUWE6Jb6FaJr82agt2aytad/8bbUoqmxdE1lYrq5RT1nknv3GkMKLoYmyUZg+JoXbpgNiUS38bmLRiNdkwmG6AQV2OJEmHxAKkpA4nFwljMTrLSx5Hs7o+uqyRmj81YLYmk1qCYUONBzGYPqzf8lU3b/0l17TpyMsdjt6cTjflpaNpGIFhNLO5n4pif069wVlddMiGE+Nb0WIyWhR9izMgk+OkqTLmJdaCRXYnauo7x49GamjA4nfg/WU7l//sFqs+H6/TTUewOIsU7idfWYbTZCG3YADYbGbfcQvIl3yVaXoFj4kTwJzYqY7eDrtPyzjuojY2Jsd9+m0EXXkwvp4doWRkGo5F4TQ1pN9+EY/RoQhs2kHLZpbhTnFge/S2pN1xP/Zw5lN92O8OWbiCzvAaHqrNrxgwGZmWTt3MnG1OdlI0fQ8Mnb+JwOYn06oPxhpswDhhO0dW/II6RoRfdxEzPScz/3wtw3jAWv/YaZR++ijFnEKbK9fjKd7PqXw9RMee3VO/YSmaSCc2RRv7oU1keW8/6Ze8TiQUILp1L0wv/wdxkoKWpEf/8D1ix+D3qh/gp+9cntCypYtjV55B8fj8gsZ3E4XLgTsvCi4LaHELVQVN0DGnWRIkyZf8tiZ1GDBk2tIiKZVhq4m5sNfvXApsNaIEoLZ9UESv3J6qZqRqoGpFSH8kX9cfoNBOtaCHeHEbzx3BNlDW+x6qwsBBFUQ76c+utt3Z1aN3SsmXLmDVrFrm5uSiKwptvvnlQn23btnHeeefh8XhwOp2MGzeOsrKyTomv221uy0gbRjjiZW/5R/QuPJWm5p3E1Rh1DVuIx4OoegQDFhIJa4KqRlEwY7Y4iEa9+1tN6FoEVVH2z8ja0FGJRH0EAhXEtRgKZkwmKymeftQ2bMBhzyEcriOuhgEDuq6S7OlLbf0GSravJreggB27/otiMDF+1I97/G3/hBAnBsVsxnnKJEIbNpJy2aUEV6yg5pE/YB00COJxInv2oHm9uE6eQNadd+J9912a//c//Is+wpKbixYIYs7JoeEfz5N07jkYHYllZ75330NxOWl55x0MqSlomgZeLygKSr9+6Hv3Yuvfn95/m8O+m27CUlBAvL4eXVWxDh5M06uvYb3wu9RNOBP3K88Q6dMHBdj78kto5RU4x43Bn5NBdaCZ0Zd+D09NPd65/6PgH/9g+zN/Jb2giPxJ09lRWk9KVhLl8/6O15RCypTLsYz8DqU1YaKaGdeYGTTEzfTufwrxBi9WAkQUOOMHt7JwzuNcfvEDVDfV89F7/8SuwtBf/Rbvf/bSWJDOxk2vkzP+LGp37mWnrYWoqqMTxZqXh6UuCUuRmbqWesr+u54iZSjOidkoFgNxf+JnWHI8BrpCbF0N5mQbmI2oLWHQdRSXBcWsoNWEwWpA9UUSH1haFEyZDuLVARSXmVip94ubmfrjaApEm6PEKgMYU6xYcly4JuZiznRAUVe9y9qPrms0Nu8kEmnGak0mNXlAh+6xWb16Nar6xR1fN2/ezJlnnskll1zSYWO2F13XCIUqUNUARqMTu71Xh+9HCgQCjBw5kuuuu46LLrrooOO7du1i8uTJXH/99TzwwAO43W62bNmCzWbr0LgO6BaJr7dlL057FiaTDYc9k32VywAwKhYCoTrCES+goaohDix1MBptoCqYTa7EMS3+paTXAMRJTh5MOFSLoihU1a4GNMymJIKRBswmDw57KsFwPbUN6zEoVkDBbElG1+IkuwsYNOBnbNn+ItkZ44mEG3A4xjKg78XYrB5JeoUQJxTHSSfhOOkkAKINDVgKC9HDocTs6t+fw5SXhxYKU/f445iyMjFnZhBvaMQxcSLJ1TU0/POf5D7yME3/+Q+xQAAtGkUPh8n94x/wL16Mf+lSTLm90FpaCK1Zg15cjOJwEG9qxLdoEeENG0n+7nexFBYS3rULg8uFoutE5s8ja9BgQrEYkV27MGZlwdAh+FQTlXY7/RobsZSU8uFTf2Far754fvAD4rEYtj6j2fj+q4y6/CYal7xMr9OnMfnqG/nPb+/DaHOSNWkWZpOB6LApDMlPotEfo7puJ67UFPyGPtTVe1n7+XbS8vKp94RZ9r/n0O02rOPPYe1LzxHJOYlh2bmc6r2cBncjGYP6sWPzElJGn0+OZierTKGpcTNmPYOwRaHapeIrXYzxPRPZuRPI6Z3OvrIdaIP+P3vnHS5HXbb/z8z2vnt6r8lJck56LyShJSFACAHpUkVUiqKgIiCvKIoVREARlF6k905IIb335PRe95TtfWZ+f3wTEF9ff2+hBJnPdXEddnZ2p5zN7H2euZ/7qaVo9xDIoMTSSJE0KCo4TEgGCTWSBhOYS12kOkLILiNqSkFNZA6PKU4juUxoigaRDFhksTyQQsuoOI8pxlGXgyRJDD68n+wLxyEZjqqbvf8j+ga2c6DxSRLJkQ+XWS0+akefT0HetE9lm7m5uR97/Mtf/pLq6moWLvzn2ftHC5FII37/KhQl8uEyg8FJbu5xOJ2jP7XtLl26lKVLl/6Xz990002cfPLJ/PrXv/5wWXV19ae2P//IUfHpD4XbSWc+mlg2ZtRZuF0VHGp5DkVJIssGFOXImGENGQuSJJHtrUPV0qQzMf4+4UGWhZ4fCRwkmQ7jcpTidJaQ45uILAsvbjI1iIaEzZIHGHA48rBavGR7azAYzFhtWaSSAYKhFiLRLiqqJ9Pdu5GunrXYbXmf0ZnR0dHR+WxQAgEA1FSKlkWLMZUUk3PllZgqK0m3tWIqLBQe4FiU2PbtmKurKbz1J2QGBrCOHUPpPXcz8sSTZHp6kb0+mo49DlNlJaHX3yC6eTPJ/QdI7N2LFolgra0FScKQm4vB6WLo93chud1o6TRqOIycm0Ns61a8559HqKKU8I5tWCeMxzn/GDJ+P8kTTid7wXxm1I3HPDDElFPPYNqMOXRKKi8+9SA7lp+GXU1y5o0/YfToUgpmLyESjuLvaMfk8pE7fg7h3g46171BLBKlsy9Ib38QW3YB5I5m+L0niPV3og22YPZks/aNp1HcHjy5ldQdShBv6cMaacA3JZve8SlMQwY8QQeqpDBx9li2fvAnDgyvZ0/bKmzZLhzllYxOlWLPK2L0RaeSTg3TvnsbpnETMQeTYDNgzHMcHj6hiCa2eAZ1OAlJFUxGUi1BTBVuLDVZSLKMOpQAwDLah8FqEqIXQFIx5dmRc+0QyxB+s01k/ALZF3zxRe+Offd+TPQCJJIj7Nh3L30D2z/1fUilUjz++ONcdtllR3UBLBJppK/v1Y+JXgBFidDX9yqRSOPnsl+qqvL6669TU1PDkiVLyMvLY9asWf/UDvFpcVT8CygtWvBhNm4iGcA/uBuLyUVxwVxcjhJUJY0siW5UCQsqSTKZBEOBfYcF8ZEPn2hUU9UUIIvIMlWhd2ArkUgXwUgbqXQQTVOxWXPIZOLEEj1AhtysiYyqOBlVyZDORBkeqSeeGOLYub/CavWwbc/d2G05OBwlJJIBBgZ3f7j/ew4+hKpm2L73no8dVzDURmfPB5/y2dPR0dH5v6EmEvTd9nMAZLMZTVUJPP0MXdd+l+4rr8JYWERs+3ZQNVItrVhGjSYzEqDnhh8x8sSTdF51FfGdO7GOH4/s9RJdswYlGkUJhVATcZShYeTKSlwnHE/Zww9hLimh5IH7MbhdZIaHsdTWkn3ZpaT7+nDMm4tn/nwKb7mF0KuvkbKYyVx2EUW/+y3OWbOxXXwh2k9/SP7kOt7asI6c395B+M234JlXOTTQTZbDie+22zGNmcWud95k9+r3MecUY59zFhaXB4/bgWKwMCE/l7wpC5HNVvzDUejaTee6N/Dv2YD3xPMpOvE8bFVTSA2kibbXI8UC2CfNYYtpL0lHknAkRn97K+0b3ibujNJTobHg+79h93MPk2MtIeVSkT1ZrNlzP77+YZLuOPkUYOlI00cLhfMmUipLeLsCBB0jZEYSyDYTGMTgCtIaWCXx9ZYWt9ntNdlk/HHR+Gc1oCUV1Ggax4JiTGUu8ctMQOpQANUfw3FsCbZx2chm8d0omY6Kr/z/FZqmcqDxyX+5zoHGp9A09VPdj5deeolAIMAll1zyqW7n/4Kmqfj9q/7lOoODqz/1c/XPGBgYIBKJ8Mtf/pKTTjqJd955hxUrVnDGGWewZs2az2QfjgqrwxE6ez5gYHA3yVSIjJIgN3sS0fgBZNlMOhPCIFuRJQNpJYnZ7CWVCgAaPs/Yw6OJj3hwDMiyCZPBSlpJABqlhQvo7t+IpimYjC7iiSEOp30DMi0dr9MzsJVEoh+rJRuDwca++scwyCaMRiseVzmJZBCDbKS7byOybCQS7SGRDDC68jRk2ciEsZd87Hgc9nzMJicAipJGkiSSqeCHIl9HR0fnaEC2Win+7W9IDwwQWbWarK9fzvD9DyCbjEgGI6osi8EIHg9yVhbh997DVFGO8/jjSPX2kP31K7BOnMjQY4+R6u6h5K7fM/TkU8RWrkS22UBVsVZWogwNg6JgmzyZyHsrSe7bjzEvD/uMGURWvodz/nwi69eTfc23MU+ZRl5hIdJvfoM8HMJ8/kUwbx6B675HZsIsnvvtz6kYibDv8b9SfsKx7Oxso66snGBvF6/97qdUTp5COJrCMm4BNKylttTJzkN+xi86mXRmiMZX9xAZPxpTXjlqKo0y4sddNopcl4TZojLkKUCxWiiZMxq1r5JY/XpyfXYCZNDQUIe68eQch9FkprPxECm1maHG3SiJMKZcF1FfFgZfPqE1z7FO2kdZwsmh7lcos0wkY8hix/Z12NxQPKuW7avfZob7JNIpEx6ThYySwOg04JiUR3RbH7LZhBpKkR6Kke4KI1mMWKo8pPujoELwucaPylhm0RQnecykWoNYSlyf62frk2I40PCfKr3/SCI5zHCggWzf2E9tP/7617+ydOlSioqO3iZB4emN/Mt1Mpkw8Xg3dnvpZ7RXAlUVYnv58uV897vfBWDy5Mls2LCB++677zOxjxxVf/5pmgbS4altSpqhkf2kM1FsVh+gYTLZSSvCEpFKheBwNNlI8CCybEWSjHg9Y5AkMMhmsnxjUdUEsmwmlY4iIWE02ElngkiSjCwd6QYQJBL9SBgxG12Ewm04bHlUlS3FYLBRU3k6oUg7GSVBIj6I214CSBiNtg+FbCDU8rHjMRpt2Gw5APT0b6J3YCst7W9++idSR0dH53+BJEkkGxuRVRVkGeu06SjxGObychxz5mCurEANh5GMRlJ792EaNQotkcB53LH4f3cH5upRyBYLXdd8m9i6dVhqa1GGhjAVFRLbtAnfeefS9b3riKxfT+zgQawzZpDp6yP87rtINjtaJkPOVVcRzy2meyhB4zvrSXR0Irnd9P/617RfdilcdT2O4xYxOZgi4PYR332Q11e+TjgUZMSci8/loXLeErwFRZz89SsIrX+GYEyh71AzNUMqQVwEm/fAhGImTajCFetieNXjGMonE+zpwFNYwuDWd3CFmkkEhmjb8hyujJNjL/kGecY46cFuCqpriAWG2L2nCWt+OYa8aiZ4J0L1bFKOAmZfdAVTck4guO4l3GVj8UadjLQ2UZgzis6eA6SC/YTtMu0Hd2IbtDL15NOg2MBwrJ6gNEgyESWRiBJd1wsZhJ/XYyLZFsJU6MBY6iRxaJicS+tEigMcHlOMqBQDWjhFujeK69hS0gNf/FHFyWTgE13vf0N7ezvvvfcel19++ae2jU8CRYn+/1f6H6z3SZKTk4PRaKS2tvZjy8eNG/eZpTocNcI3HO2muf1NQqFOPO4qkqkAkWg3aDKxuB9JMpH4uw+00XgkiFvYHFQ1gaZl0FQVTVNIZ2KMBIWHJZUOMjC4E0VNIR0OAJckw4cjjA0GC7JkQpZM2O25xFPDyLIZp6OEVPtaHBmF7XvvITbUQH7OFNT+vQxvvZtkMoDX/VGL7IGGp/j7QXiappJIDLPn4INYLF7C0W5ysieQSAyjqh91iH6hOToH/+no6PwPUZNJAi++SOLgQeJ792Fwu1EDI2iJJLFVq4iuW4dldA3uU07BeeKJYLUy+Ls7SHX30HrGmSjxOK6FCzHl5KCpKpaaGjQ0TEVF5Hz/B0hA90034/3KV8j/8c3Ya8ehRSJgNpPcv59UdzfhVaswOByk7v4tFT4D+Vdcjn18HdFVq5DsdgxuN7se/QPDq55HOulEfF1tpNsaMFRU4BldRzrUQTgtsTA3i7pwim2P/IX8ylEsXHoirfs3886GBxjZtwFpygrmLFpIb9JKumMvx59/AWpfI2o8zP61qwj1dhIcGsEd72Kg/QCqLUi0v5vI1nbceaOJRCKMOXYJp331K8ysXUR+0XiabcM4c/LxZGcRTJgZc95YJp58Kia7ATXRgmmUgzk/uIQi32h8JaPJKbJgyrHT3X6Q3r37SbsVRnmmUpBbhTbeREZKgUkiFB/CH+rAUupGshlJDyVItwdA1fA/fgBlJIltSi6S0/TRL1NE1UNSJfBmK4mGf10p/SJgsXg/0fX+Nzz00EPk5eVxyimnfGrb+CQwGByf6HqfJGazmRkzZlBfX/+x5Q0NDZSXl38m+3DUCN+evk3MnXYTo6uW0zewjVGVy/G6qkhnIvi8Yw97UT7yo2QyUQyyk7+v2NqthR9WhCFDIjkEGFHVFBoZQCKdPjykQk0CKkaDDUWJiUxgSQZNQskksVl8xOL9SOkYU9Iu5nf2MW7by7Ts+wsTOlswFk6ltel5IWBb10Lz+yyY9bOPmd0DoVbaulaSSAbJ8oymrGgBPX0b2Vf/GLsPPMDmnb8lHOmhq3fDx0T9F4r16+C9d2HPHhga/Lz3RkdH539J5P1VRDZuwn3O2SQbG8n9zneQnC7UIzFOqRThd95h6J57SPX0YCoowFJRgezzoabTpBobccyaSaK5GdJplP5+rKNGkWxrI7p2LXg8qAMDjDz5JFo0Snz/fpJNTeRd9z3kvFwMTieW6mr8f/wTSjSGpqrw61vJ+P1w2qkM9nSROO1UxmAjXViDZeVqMpddRcX9z1Fz7MkEuttY9u3rKD3jXNZ3tzK4cT0FE6dQPn0O2999m9DAALLByHDzAQbrd/POnbehdnVjGT2DDx68h2jTLqYuOgmzzcbCb15P4biJDLW3kl1WwYRJYzDbbHQlGkhLKVyTF9PvHEvDxnX0D9eT7t+DSTZR8kED8UiYzJubefSGb9G6bSOR/kEMOTYUk8Kax/9K0DlCa/3r2CxGxo45BnfuWHJck5h49sn05nQxEuxjx9rXGDD3MOwaojG5k6QpQUZJkemOgKqCZABNVIKN2VZQNDRFEWJXAyQwj/fhOKYIc6lLrPMFJ8tbg9Xi+5frWC1ZZHlrPpXtq6rKQw89xMUXX4zReFS5RP8TNlsxBoPzX65jNLqw2Yo/le1HIhF27drFrl27AGhtbWXXrl0fVnS///3v8/TTT/PAAw/Q1NTEPffcw6uvvsqVV175qezPPyJp2tFTsksmA2zbey8+dxXx5AiDQ3uRZQvpTAhxD0eIV9AwGhxoGijqEaErAyoSZiwWF6lUBFVLfrjcINtQ1IS4aMgSVks2blMu1oY36SiqBFXBrBkotZbSSQApk6aw6BjcySTKvueQM0mcI734TB5IhgnOuJCE/wD5Kx6GYDdoKnj/uVcmGG7H7SxDkiS277mbyXXfQFFTrNl4I5PrrmA40IjRaKW6/L+O/zgqWfcB5ORCMgGbNopli5ZAVdXnu186Ojr/Ywbvf4DEgQO4liwGRWH4qb+R2LkTOSsLdXgYubqK/O98h94f3QhGI7bacUgapNraMFeUY66oQAkERKOZ241t3Dic8+cz+Kc/oakquVdfhRqJYvC4Cb7yKqaSEuIHDmCtGU2mrx/JYCD/ppuof/wFTD0d5J24kJ61m6k+fwXDW7fQpSTpCIfIqZhMRjJS9t6rRG74FdFwnOOPH0fPjTdhnTaV3ZFh9qx8i6mnnI7d6SIajlC79CvkeKxEAwG2f7CBfmMRmaAf75BKX2A3JFIYA30suuEm3n30UZK9TRgtZnLqZtG/fgMTc4+h3VGPIaccLaeSSEcDoeZd5FdUE1ItSIMtmA0mChLFhBZMp7AkD0PnPgx7UjSVm7CONDDc2cHJV13Pm7/+LXmTavDk5bPz1VeYPOcsar5yInm5XvoPNLJn5VvYMx5MEZnWwd3kTJ2FJw6BA52MsU9H8pjwLi4n8HIzZDSs43wkDo2AVYbo4eKQBL6za3BMySfweguexRVf6Ma2IxxJdfivmDr+qk8t0uydd95hyZIl1NfXU1Pz6YjrT5IjqQ7/FQUFyz61SLPVq1dz3HHH/aflF198MQ8//DAADz74ILfffjtdXV2MGTOGW2+9leXLl38q+/OPHFXCN6Mkae9aSX7OVNZt/QkWs494oh9JA006Inw/wmzykEoHsVkL0NQUiVQAWbZgs3rRVGFxkCULipZCUaJIkomcoS6smoHO7BxMsg1TZICk0Ywkm5jQ00lO5x5GciowJIaJeIpwpOJkR8LErS6spXOQ2z6A6uPRevegmq0YalfAjK/9t45v1/4HmDD2EgwGcUtKVRXkRJKEFGdfw+NMn/QdAPbVP8aY6q9gMh7Fc9X7+2HLZhgeglRK/EEBcMU3xcQhHR2dLxyJhgZkqxVTQQHJ9nY6Lv86+T/8AaF33iHV0Eiqtxdjfj6ZtjZcy5Zh9HnxnHkmg/fcg2PePKIbN+JZejKy10Pn17+OqbQMLZnAtXgJjjmzxVQ3g4GhP91H+WOPkhkaxjJ6NP577ia2YydqIoHzmu+Sfu8dMm0tGOw2vBdcgMHpRJ0znx0fbETes4OsWIDKk04mHEuReP0VTIX5WHLzeHfNu3z18Wd44qbrKBlbi2/mUuTIAO/e8ROKz7mB9JbniAcDmG124pEQvuoJRIJBcnx1KME2UsYYUWcpifY9TDr5TDY/fBcGhxcSQUpmLCTc0cQJ37qOtc8+DTYPoQMbiAUDFI6qIaYaiA70UTj3JGKd9YyZMAZDRKZz/14SDgM1lhrMo71sf/dlUmocSZJQomlm+U5mzEUn4piSz/s3/4GQPMzYknlog0m6A41Is0/ApjZSlVPLzqdfZGL2AkxVHjJDCbRQUtSCFESNRwFDlQs1lMLoMGMbm4VtXDamgs/+lvanxT/P8c2idvR5n5ro/aLyz3J8jUYXOTnHfqo5vkc7R1W9fmBwF5JkwGS0UZQ3C1VNkYr7Gde6l6aiakr72uionEJBIkWnBQzpFE57CanYAHZM5Ph7SI07heHAIcwmJ6qWoTB3Bl196zFlMpQEh3HGkgSMChKF5DqrMXXsw5BOkDFbKOhq5FDJaMqGB7GEB3Fjo8/tIWPKYB/pgGAPzPomdG9FGnMShikXwuHMYNJxGGmDvHH/5fGNqT7jQ9ELIMsG2L+PaKFMYd6MD5dXl59ydInezk5QFNi1E2JRmL8ARkaguhpOOBHs9s97D3V0dP6PqIpCx2WXUXrfn/Hf9Qfcpy1DjcUYfvQxcDhI9feD1UKmvZ2ca64hMzREdPMWVFXFmJVN6J13yXR1EcvLJ/9HN2AsLSP3mqtJNjYR27aV8FtvUfLHezG4XERXr8FcXU34vZX0//w2vGecgWQwYLA7yGzZgK2qnNjIEJaxY/Df+XvUWJT48guo++63qW/cga2gkqZnnqI5HMCWTGE0aeRu2oTrwqvQNI2c8nLsXh9NLz+Emk4gyQZM9e9SPGkK/rYWUskk3oICUkqKqgUnUz15Iu/f9TOcFjOGdJR0OEBn3Ibk8JI/cQZl5cXsWbsWe/VMVr7wKk6TRNrhwVwylrwaI7O/cj6xvnY+ePpxAge34HFa2PTc38jOLmZazik0F8TZsf4lJpYvJSOlSYTDqGg4PVl0KIcIb4/R+NBmll3xA178/U/xx8Nk+9xopjR52zbhrizG5rRSXTGNxEgM2iSQZQxeC8pQEgwgmQxYxvuwVHiQZIm0P4ZsNfxbiV6Agrxp5OdO+Uwnt31RcTpH43BUf+aT2452jpqKbzIVZNf+ByjInUpHzxq8rkpC3Rsp6thPuGIOvcog9sgIiiuX8pYdqJJMwlsIqspIViGewU5s8RANFeOo6Kxn2JdP0aQrKFv1BzYVF5AVDmDNmwT1b5IzajmuUD/K7idpr5xMxpmHpKQYvf99MoAqy5g0CQxG0lULMXbvwhDpg+oTYagRJpwNfXuhZxssvxdGnQgj7dDwNsy64v92IjQN2tpgZBiKiyG/4JM4vf/zfQBRuR30w4svQG6eELh146GoSK/q6uj8GxLbuZPM4CAjT/0NAM1sJr5li7gmpFIgy9jnzCHr/PPoveU/UAYHwWzCUl5B6X1/ou+2n+M98wz6bv0pmYEBsr72NZKtLXiWLWPovj9jmz4Nx+zZpLu78f/+LsoeuB/b5MlIhz2TwddfJ93fj6W8HDWVIvjmm0TfX4Xs9WK55SY+eP4pahYej9HrY9Afw+sx0LV/D/bWDprUBDULTmLe8uU8+v2rsXt9nHTjbwke2sahfYfIycsm0t9FTlkF/tZmZi8+m/oPPqA12I+zoBx/0wFmXXQ1O/7yCyJpmYpllxHvOMhITxfhvWvxZGdTdcIZdG9bxagp09n0+mvY7WY0DcpyZ5Ay91M4bhybX/gbM077Cuv+9ihWp5Ps/DIwyaSTMXLKKmjYuA5N0zCYTCSjUfJ8ZQTDQ8zLXU5j1l5GerrRJIl0PEYqFuOYky5CdShUxsfCZBupDSNIPRnMFW4y/THUoBjuJLmMyGYj9mn52CfnEnqzjewL/utCjI7Ol5WjpuJrNrmwWrPIzqpFVdOY1t+N2+wk4ikgv30reUqaFArtjhw6CqopdFeTt+8NXJZsekZPwjQygprqpyYQYzi3mjEdB7A41rPDAeVN24mVTMW77XFSJhuOfa8gBVoxWtzYAj3kduwnXjodqXQupsF6tKgfScuAMRtLyWyQTOAuhc33gsUFa34F+RPh1LugYBLsegomnwezrkDTVLbvvYfpE7/9Pz8Jqiq8spkMzJkLDfWQnQNGo3hueBhMJvB4PvlfwN/zwRqQDXDMfOHhvexyMBg+3W3q6Oh87tinTCG6cSMZ/wCp5hZMo0ZhLCjANmUKlqpKRh58kMSuXfgH+nGftoyRvz4IiSQZv5/OK6/CWFSI/8/3o6RSOObPx7X0JNyqhmXsGGJbtpDpHyD8xhukenrBINP/uztwLVqEOjxE3vXX4160iIF77iXcshrFaCK0v56OmTOYWFpK1qzZLLRayVgtpKJRLKteovTXt3Nw3Spmfe/7NP/mZxiVBHa3hzN+eR9qaIiRgT52b93NgrPPw5SJ8srv3iKTXc20c65g0wvvMn3SDOTBIdo/WE1FXTHeZC/2nEJM0QBzXTY2E6WnuwFTViHRkV58lgwNwQB7Vr7JjMUnsv2dd3CVVhEx9LPiez+gqaEVX1ExBz54H1VTMVlt+CrKsSl5eEbZWfngfVhdbmxOF/FIGGd2NiWzp5LYvJ5Buuk9cAhPSSGD7a0YTBbKJ00lTynitZfv4oDTy/FDX8Vc6caSbaW3rR6vIxejw0599xaq4+NR0iqDPe2onS0UjddFr47OP+OoqXdLkozN4sMgm/F6RmFKq+Q3b8Ub8pM92M1Q9Xwy2aOwqhrTmndTFBxmMKeQkUQvFW/eTmHTZoZKJ+JLpFHTMUKeAkIkyA8OkbF78YT8pMacTFagHzXcJawJ0UGKsqdisnhxN62Gvj0Q6UXKqgCDGRIBaHoHpl8Kmaio7BZOAZMdbG744Hei8hsb+thxTK79X1Z9VRWsVph3jBC4TpcQwQcPQDAIjQ2ioSydht27Pnqd3w+BTzCuZs48IbyPoIteHZ0vDY45c0gPDomBFQ47xGKkGuoZfvAhDEVFGPPzSba0kgkEsR93LJLdjrGoCIPPC6om7gbF4yTq6+n58S2YK8pBVXEvXowSDBBvasJUWICpohLZ4cA+YzruZaeRbG0lvPYDlJERzFWVeObPg+AI1bJM8U9+giEcRdq2k8YdW9mzbhWu675Nw6b1JKNRzIODLDN6yKmo5L5vXsTKB+7B33KIrnVvMLh7HYneFgY7WjEYTeQW5CInQ9TNH0Pap9DftJqgIYBi89LR2Iy3sJjE8CAHXn6fwb3bOPPKK3GXVHHa9TeTV1lFfmkJZbXjsQcdzDzxEqyZKJlkiGdu+zEpiw9vYRGGjBGHy8fYeQtJZdcQUcxse+VFDIoJX0ERY+bOR0mnRZ783hQWi4Oy7DrcRUWkAlFk2YBRM2AeNPL++ocpqBxNTk0F6bkGNr7+N8IdA2hVZkhIKME0zX3bUF0S5kIXlsk+Av4ewmu7OEpu6OroHFUcNVaHD1FVCHahPrgEYkOE7S48+VOgdQ2akiJpsZM2GLFafESTIexKGjMGSMeI54/D3LsXkDCgErc4sMlWtPgQEhJIBpH1i4R8zHdh3e9FY0BeHVg90H8AEsNiPwxWyK8F/yFwFcNxN0AyKny84R449BqUz4WRDphwJsy9BkbCYJBFlfaTYvs2CIfAlwWtrZBJg8UKvT0gy2C2gNsF0RhYzCJVobND2BIkGbKzYPt2mDoVtm0D/4AQ0QBnnwu+fx0Po6Oj8+Ug2dLK8COPkPO979J+3nmokSjWmhoSBw+iDAkhjMNB0e2/YOCXvyL761+n/9ZbwW7HYLEgO524TzoJY3ERI08+RaqxEXNdLVo0Rrq9Xfwxr6qYq6owFRWhjIwg26x4Tz8d/31/RstkcM6dy/CGzRR877s4yoppu+fPpEaPZ9zZJxNz59Bx2aX01o5FPbSP8lPOIfC3v2CwmnEUFDEwupK000HDpnXMOv0rFI+tY8PTT3Dqd2/A6nCQTKuQTtDS2EZysJvhzlb2rHyLacvP4+Cat0lrBs746V009kTZ88cbqJt4DsZyA92b3sKbX4hkkOlJ2FBbtpCIRvGacpl7/DkwykxLb5j9Lz/GrKUns3vl25g9uaRG+hkz9xg0VWXPe28xa9EFqB0RNu9/AUeWj3QiQTIaxWS04DHl4vbm0jG0H7c9n2hymLJJk9D8Cn1t9UQyAbLKyiitm8jg9gZy3WV0xuspSlRSYK/EnOPCHrFirnSD00C4Kkr1tJmf90dKR+eo5Kip+H5IoA12PIJ8wi1E7S48mKFsLky+AMlgxawZ6CwZhyFrNO5EBDkZhWQQ1DS2voMYJAMGbxmYXdhSSdT4CJLJAZIRjBYk2SK2M3AQjBbACGNPhfb1QvTO+hZkjwF7Ngw1g5KG+DCsuh32Pwcb7oLxZ0HRVECCY2+AyefDK9cIIfpJmsZfeQmmTYfaOsjNheoqcHuhp1t47hQF0GBwUDSdIUH9IVEB7u+Drk545hloaoS/PSV+HhG9Ojo6On+HubQE2e1GDQQx5edjGVWN5HSSc+W3MBQXgaZhyMrC/7s7kH1e+u+8E2NhIb6zzgKDAU3TiG3bSmzjJmSXC2NuLqV33ol17FiMJSW4li3DcexC0p2dGLKzSbY0E9+zl0RLC2QySDYbyaYmrLXjGH7ueeqtxYz9411M/O7XCbpy6QulaSr2USgZmXnmV5BDAaLf+gG7q6sI5xcS27yZ+KCEs3AqI62tvHbD9xjsaqdlx2Zev/t37GkLs23zblbe+0tMTjcd+3ZzzMVXYqyegbt8DPMvvZLND/6OGkeQ+RdeQeO+p6h/8ynGzT+OyinTGe73IzXupGrabNzZuSSlOI0tWzi4bg1KfxMut5Mxc+fjKx+N1e0mGYugZjLsfPs1llx5LYbqUXiVXCacuIRkLEo8FAQJksko4fgQgbifrOISQvEB7D4vjj4bVoudUHqYhdO/ijFlom3bFoLpQRLGOCdf8D3y3RUknAmCOcM0R/YwUjyCd165Lnp1dP4FR1/FN9wHT50HqTAY7RAdgEQIDMbDP81QNAV694KSBG+ZqMIeGW4hm8Dig/gAyEYykgGjpopKstkOBeMhOgRmNwTbIDYCWRUinWGkExb/DN68TrxXzSnQtRlUBTIJyK+DMUuFr3ffc7Ds97Dq55BJwcm/Fq9JxUDNgNX9z49v9So49j/n2/232b8f1q39+LL8fCFoK6tgdA3s2Q1LThLiuLUVCgvAaBJeYUkSTSpm8/9+H3R0dP4tiW7YgGPuXCLr1zPy+OMkDtXjXr6cZGMDsU2b0dJpjLm5KOEwst0umtuMRiSHA3NREemuLvKuvw41nSb4woukWpqx1taixuMo0RgmrxfJbCY9MIDscGDMzcFUVExsxw5K//RHkgcPEX7nHYIJBW3hIorUEJH1G7BPnYr33HMZHomQjCWRH/wj+8uKmLz8HLbedzeZ+gM0JIOYFbAblqJ4N+Pz5FJ9/PEkiyajtm5HiweoO24J7z90H5KvhExfE0omQ8m4Ohp37mT2suUomsS6F19AjYcxShrpdBKD0YzJZKJs2jGUuqp499W7Ka2dyLRTl7Pn3bcw2+yUjZ9ITlMOjhUlhIcGeePu3xEeHsTqcGKyWhjDNCZevwKjx0rHvt0YTRbee/CPhPr7cOXkEQuOMHrmXFq2b8Xu9RINjEAGqrInMpzqI5GIMOeiC/jgkUeodc4hN6sMKctARklzMLyJslgNUSnI7BXn4JxT9Hl/jHR0jmqOvorvy1cJMRsegKxqsOdAOipELwix628UP7UMBDvB5oOsUWDPBdkMyREwWMBox6gkQU2L11qc4K8XrxncL6bfeMsgGQElJWwD2x8UghsZendCKgrZo0Qlt3e/qAKv+RXkjxcifPFtMPGcj/a/7QOof1OI5aHm/3x8U6Z+/PGRqUj/HQYGoKUZps/8SMQCnLBIvO+kyaLxbclJYrkkiWESNru4zXhkfV306ujo/AOaohDfu4/hJ59CSyQxlZWjptNEVq1CttuFX9RioeiXv0TSNHKvvRZDUREkEhhyspGMRgp+dAOxTZsx5uXjWnQissdLfPcerHV1mHJzUIJBtEwGY1YWmUE/qf4BEnv3kjp0iMiqVfTdeiuZwAiORBjfzg8weDxEhwfp+OsDbL3+u7SueZM9v/4JDUWFtLZ2sfHRP9K8/QN67AYsdgdjFi0mbl/DcZd+A/uo0Yyddyxawxoqx46i68Be3rrnN/hbGund/B6Lr7sVg01EfY2eMpkNzz7JoZ27ifW1k04myJ9xPFljZ5A1fi7Tl60gFRogb3YlRpuTcELl4NrVZDIKJTMWEBke4vW9f+KR71/N2icfwa46MJksHHPuRahphWbjPl6779fsfP5lgv19bHrxb9icLnHeJQ2DwYgnLx9VUwn095JVXEyGDF2JetyjijG4zeSUV+AtK6KDgzRrewhKw2w78BoFtnKMbgsVx8xgx6rX6N69n/j+oX/1q9bR+VJz9FV8MymRKBAPwB/ngqcQHPnQ/D6oKSFs1ZRIWtDSkD1WVIOPiEz5SFUzxEe6XgVHLuTWwsB+yK6Gnt1QMg2GmoTAnnWl8O36D4omN181jDQBEkw8F/a/CEoCJpwDRZOhfz8M1sPl70GoB4ZboWKe2Fy4Dw68IprejvvRf32swSDs2QXzF/7z59XDlermZjh0AJaeAu+9I6wN8TgUl8C4cVA96pM48zo6Ojq0nnMu2V+7jMTBQ4TXrAYktEQC89ixxDduJOeb3yDV00vywAHi27djHD2KTGcnpDOgqsheL2owiGSx4D3nHEaeeAJDlg9laBj7vLnEd+5CkiQKb7uNwbvvBoOMlkpjGTeO8Ntvk3PlleR87TIG7voD0U2byAwMYD5mHlpnF/k/uJ6u235Bu1kia/JkttbvY+75FxN95x0M5Yvoai7CN249VRMmYcvOIa+iii2vPE/X/j0cc+5FtO3dhclmp7O1k0BbPdNPP5dofyfBgT7aN+4g7XUjyTJn33ATm9fvJNspMxzVGN76NmfdcjuNvVEKfRZC/b2UVZXx0HVXYXB6Wfatq3nmJzdQWjeB2gXHs+axBxnq6cRXWMy4eQsZ7GynbNwktP1x1rW+Q3qoj4mLljLY2UZp7UTsW2S2BN/gmLMuIievjIYXVrOt4Q00ScWZlUO5fRxSlomDBz9AUiWqJs7El1NIx8YdjMqdypDSS0XtFIKRASaceQoEMlhH6/0bOjr/jKMmzuxDjGbo2gaPnykazvz1oqlMNoIzH2LDYLIJXy8yDB06/EJJPC6cCn07RQU42CEqv3l10LdbNKp5S2GwERBNdOSMEZXb/j3Q8AYYD880H2kVy81uaHoXJp0PB14Uwrj5fXDmQs5YeO174C4SVoisKnAXitSHgvGi+e1f4fH816IXhEe3p0dYFqIxEXXm9YHDCaNGC4vDUT4zXEdH54tF+cMPIdtsuBcvRlUU3CeeQM8PbyCxcydIEgO3/xJDQYEQudnZZOobRH/D4emN5tpxJHfvQUulkB12JJMJpbcPLBbie/YiOxzIdhuJvXsw5uTgPPscMo0NDD3wACgKkVWriG7cSHxgEHlkiIIbf0Rs927Cvb20dLVjV1W8+SXsb28lGYkytC3DUH8vqdSrVFROZMt7b5BZs4bgqEqyy6uwu73kVY1i51uvEQwEkDyFGMonQcsB3r37l5z1H79gz8q3yKosxzfnJDJmO1anAy0yxLb312L2FZJTWIlBhsFdH7D6lSdRVYWKSVMZO+cYmrZtZrini0w6iTMrm4pJU+k4sBckCV9hEY2b1zP1lNNZ+/iDxIIBSu1j6cyk2LfqHUrrJhANDNGsNSBbTfQdbGRkbzs9oSaOu/TrDHa20dNQT1f/IdR+BU9eIXl55ZiwUjp9EuOrFhCMDODJqsTm9VJumYY524mUq+es6+j8Vxx9VgeAvc/BtzYIm0HJdLBnCX9uqBMyMcgkwewS9gPJCM5CUdH1lkHXBjE9LTYkGtMmnA1LbhPCOasSkESUmZKBYDd0bYWuLVA0DZAh6oe6M4SAzasVVd68WujdBeOWiapxfERst2IutK2D3LFQueBwsxzC37vtoX99jD090Nb68WXd3R81n/X0iBgxowHa24Suj0VFzNjCY8VwC1306ujofIIo8Tj9v7sD/z33iqru7t0Y3G5sEybgPnkpljE1opFNUVDicVS/H0wm3Gee+eH1KLF5C55ly0CSiG3egn3uXOTsbOHpPZwik3PFN8j4B7FNncK+tiAju/fhOOYY7LNmYRk3jlRvL/F5i4gVLiA85CL40ksU/vIXEIkS7uqgz+ImZvGRP3Eund3vkyjII29cHY2b3sbicFLwo98y6vzvE918Aua8saQTCWSjEWvVFHq2rEQ6tJLhrnaKxoyjfv1ackrKGexto/29pwlFFZ655Qa8haXMW76ciSsupHLxOTT0xPC4bWSXlXPyt69HzWTYt/pdjr/k61RNmY7N7aF2wfE8+oNrQANNVUgnEuRUVNPQ0oeWUrHIdjE1S5LIq6wmGYtgdbiJDQVAg/3bV9KfbGfO5Rew5eVn8Xd1kFdZxbKf3kxCijPc00lvdxMVlnGEh/1srn+Zg10bsdu9BN5oQdM0JFkXvZ80iqLw4x//mMrKSmw2G9XV1fzsZz/T4+K+oBw9ymn9XTD1IrB64aTbhWgtnwsHXxNeXHs2mJzCi6ukRDVWO+yPjQ2CswBsHggAwy1CNKPBjkdg3/PCt9u5BQomHJ5MpoLZKaqzuWPAZBX2iMnng69KvIemiMpxZBCi/cLicNx1sO9ZIcbHngqpOCAJ4fv3nPgf//p4fb7/7O+VZZAlSCaFJ9c/AJ1dQgyXVwjvrj4xTUdH51Mi/NbbpLs6sU+ezMBvf4t7yWL8v78L1wknkGhqItXaBk7Hh4IXmw3bxAkk9+7F4PWC1YIyOETgxRcxV1UR374d2zHzMFituFasIPjCCxTccgvpnm6SLS1E169n9KJFhPfvwTB/PulRY8n0tGMbX4d9oJlE3Qwkq4ui23+JnEoztG4+yYr3cDceojCrGuO00USLssidexIHX32SpNvJpOMW4z+wHbucIuLaz9bHmqmcNI2h3i7qpi0k3TIWf3Mr85d/n7KZRbxy5+1YbDZURaGirpahxg8w2N0MxsBbUkpn7wButYHm1a8RGehh3tkXcnDNKmrmHMNIXw+FY2p56g9/YmL58Txx4/dQMmkiw8PYPG4y6TQt2zcj2dxktBSlkyeSTsQxt9oIDfpJhMP0NTbgzM4hHgpidxYz0tvD9jdeYdqpKxjZ2Y4ty4eqKLjycvG3NuPweWmx7KdQGcuoGbOJNg8S6xrG68iDtPp5f4Q+ExRNY1MgwkAqQ57ZyGyvE8On+N34q1/9ij/96U888sgj1NXVsW3bNi699FI8Hg/f/vb/YliVzufK0ePx7doOhZOElzYdhWmXiIrsffPE1LRQFyBBfEgIYU08xJYFMT/YC8RzWhpsuRAfFBXhI4dnsIEShaoTwJkHnZvFmOHRJwqh3faB2F7ju6JanAiCIw/mXAmvXy8qxjYvmB3CQuEtF8K5fI5obiue+s+PS9OEiM6u/u+dh1AI9u4BpxO2bYUVZ4jcXse/17x1HR2do5dUVzehV1/BWFyMa8ECkq2tGLKz6b7++2S6u5ELCkjv3w+yjOvUUwm/8gpyfj5qMIjR50NJpcBoRBsaQsrKwj6+jnRbG+YxY0k1N5MJjGCbNp34li0kkxlMSopxO3fQ0htB+erpWMePJ/vyr5FqbcV72mmke3qI791LfMcOLGd/n9cf/CGe6tmwaTWJbDPzrryOQ71JBt97mMG2VqafugKHL4vonhp6rVHMuR3kGmN07NvNqAWLGT7YSk7OJPY9cw9GrwtDmYPRM+ciu7NpbetjcO9mUhmFgrJyehoPsfi7P+Hl71+EzeMlp6QUWTZQNW0ma594iJzScqYvO4OO1dsIqcPMP/8S3rrvLowmE7HACFaXm4G2ZhzeLFLxGDNPP4ttr76A2WpjpLeb8knTSMaioIES9IB5gOJ4FY7FRWQ6o+zY8SYGo4lMJoOkaVidTkbNmEsqFiHmD5D0R5h9/rnYD5rJ/9qkz/uj86nzuj/AzY3d9CbTHy4rtJi4bXQxp+R6P5VtnnrqqeTn5/PXv/71w2VnnnkmNpuNxx9//FPZps6nx9FjdSiZJprUJp4lRG8mBa9+G37YBq58SIaFxcHqA80g1pUkSMcASVgg5MOHE/eLn4484Qs2WUGJi+rtcPNHXl+zDWZfCZEBePOHULME0kkhgJMRse6uJ8BdICLPUmFRXZbNEOoWy/MmwAtXiArz85f/5+NKBGH7Q7Dypx9fvmP7h564D+nsgJXviXSG/AKYOAmysnXRq6Oj85mhxmIMP/hXPGeciefkkzF4vdinTEHx+yn+za9xn3IKeV+/HNvMmaCqhxvgQO3vB4OBol/9kqKf3kr2eeeRdemlyKpKqrUN19KlRFauJNXUhDrgR0qlcMyahaO0COv06fTffjsFvQ1UPP4Yedd+B4PDiWyzsePpJ2hct5a2399JMmJm5/d3cdzp32R0RRbdsT6cc06jsLSE8Ibn6Dl0ELutnODBfMomz2TypUXkTDQROrARV0LGOpyi4e4S4p02uppfpXDaFViqllA8aSYH1n/A3t3NxOIZaiZPxOzJgZxKbLJC97ZVFE2fj7u0hra9u/B3ttPXVE/11BkYzWZyyyoYCHdg93ox22yccMk3iAVH8BWV0FN/AKPJTGR4EFVR2PLis5TWTaSgejTV02dRqJUz3N2BecBIOHGI2hNPZLh4iM0vPkPjni14LLlYHU4yiQQ1s+aiaRo9DQeYNecrzJhzOpl0kgJ35ZdG9F6+r+1johegL5nm8n1tvO4PfCrbnTt3LitXrqShoQGA3bt3s27dOpYuXfqpbE/n0+XoEb7/yBE7w/s/F/FjkgzpCCRGgAyYHCIvV1OFuJ31DfEzfyJULBTVWKNZ+HmPWBtG2iHSD4FO8JRA8QxRLd7/oogBfmwFRHqFoPaWiteHuuG0eyA6KPKBNVWIbEmGtg2w40FIRWDDPSLpIdz/8eOweUXk2ahFH1+en/+RUD9CUTEcf4KwOqTTMEMPIdfR0flsGX7iCVxLTsKUn4f0d30EvT+5lf7bbsN7xgqi27aRaGwUT5gtZH3rW0g2GySTdF13PZaxYwm+/DLDTzyBEo2iJuKMPPscksmIYd4KAJR4DMlkREuncU6eTKKhkczQMLHde+i4+BKUUBCDLxul1UTz6vdIXXoLuVd/ncoVToI/vxNrTh4q45haVQzAjGUr8GWNxjN8Kf5dFl76zko2/aGV3sd3kJ1bSMvWDEbDNLwnvE54YxDUAsLmNYSC77HuiYeweT3EQkG01s3EYgnGn34hnuo6bFOW0LBtG/LueRiUOM6CMkCjZNx4yiZMIREJ0/7ONtRkmoaN63j4mm/x/iN/5pRrvk86Eae4dgJFY8YiJb14cotIxCIcWrea/tZmDCYzu1reo2bmPHKmVjJp0UkMNDdicThweHwEo/2oqkrFxCkce8kVBAb6xVhooD/aSvvgHsrmTGXLy899pp+RzwNF07i5sZt/dov6yLIfN3ajfAo3sW+44QbOPfdcxo4di8lkYsqUKVx77bVccMEFn/i2dD59jh6P7z9iccJXHoJVt4kKLRJgEAMq1LTI8B21WOT9pgJCdGaSojntopfg9xPFuumosEZIJph8Dhx4Vbx3xyYonQ1v/EC8TlJh3nVCXG+8F0J9YhuuInjtWkiGwKSIyq49B9IJQIPIkPAf738Rplwohmm48v/z8ZTP+fjj4pL/vI7BIJIeALKzP8GTqaOjo/PfI+viiz8meAG0VIrsr12Gc+FClECAdHs7ktmMZrFgq6xAi0aQ3G4MdjuZtjZaTlyEpa4O99KlpP1+TLm5mMtKSbW1M/LWOixlFWipNLFdu8m+5GKUYJBUTx99j7yBo9yJc+nJDD38OKmKpZiNU6mam4D4bGyFMhUXuhmZfS9h/wjHXX0mwaxiclWNvLIqTFoxkUQrWnY9UrCYkLOHqKEBNexFMW/k5Ktu5LWbDzL1RxIHDsZR40PMOfdi6gc1pHQcX9N2nHnjOPTeq1gbmxh7yoUYDDInfv1Kdj//CEZ3BfnTj2fvM/ex5/13GOntpmrKdFyObHLLqkkraZRgilg8w97GflL+GGlDCk1RcOR4iIwMYrLZqZw4meGeHho2rsPidDLnK+fib+klEurB6cti7xvbSPrtKPRj8Flp2rgV5E1oJolYMMC5P/0VO958lcHuTjKBGNkV5Z/Tp+WzY1Mg8p8qvX+PBvQk02wKRJjnc32i237mmWd44oknePLJJ6mrq2PXrl1ce+21FBUVcfHFF3+i29L59Dl6PL7/SCIEL30L5l8Pz33to3gxNf1RU5vJDpPOE5m586+D928T4rF4uqjqJoNC9CZCQgBXLICBfRAPiiqwLIPFA5IGc78NrWsg0CEygetWCP/wodeFkHXkiTHHoU6xH0oKPOWAJh4f+0MhoFfdBt/cIKrG9qzP9RTq6Ojo/F+J7dpF6M03STa3IJvNJBsbcZ10EiOPP46WSIhrqdUKiQSSy4Vks2Fwu8kEg0iKgpZIINntGNxuLKNHEdm5i9zLv0bORRehxuNsXv4gFcdGiB5oI50/jXTYhqm6Bn9pBvmRZhwFKv3ySYy9toeKSZMBaPvL0zjLx5GzaCLbfqfQ15TGnDFQd2MPQw2dGBNlWEr62f3eGyz97s0EQnHaXmqmb18u8ew/YzV6CG4owOgyU7DieHr2/g4tpZKd72FoJER2djbZ1TVEnWU0PP5rRk2fRcOmddSddAbe0kri3Y00b9+MEnKSX5dDx77dJOMxlFQak9WKwWLF5MlF6e5DdhopcF5Mb/Qx8iorGOxox2Ay4YovoXTyGPzxVxjq6SLPeC6dwQdZfMXVvPirn+ArKiEeDDKu9us0HXqJcKSVugUn4PKWky2fwpizjcQjYbb/7QVqFswnr6bq8/2gfMq82D/Ctw60/3/X+1NtOSvyP9kM49LSUm644QauuuqqD5fddtttPP744xw6dOhfvFLnaOTorfha3XDuE7DqFzD3ajCYRPrCX08SjWZmB2TSsPtpITBDPSJL1+CGgUMQ7oayuSLarHc3dO8QAyfiI8KuYLSJpIeJZ8PgIbEdJSXGIefUQOM7cNyN4C0RNoVdj4totVARhHsg1CssGGb74R2WxH5ds0Nsa6RVpFTo6OjofAFRAgF6br6Z/O9/n8SBgyRbW5F9Poy5uRhLSjDk5mLIyyO5fTskEiBJaKqKuaQElAyW/HwSu3ZhzM9HdjpJtbSgqSqMjDD80MOMPPYESk01vjw7Od+8EdvGjQz88lekL3iPTMNblBx8g4Pe32Mt6aFm5hbq759JYzpDOn8l0uxJzCyrIhlQ8XdliA9KjPthMxt+k0A1dGEOFSDP2E9kMMSrNz6KJ7kEgy0Lm6IR6jXjneljpGgHOZYrmHCsg4yyAMUxiY7Xf4TFbiVWNp5iZRJdbzUzbtHpTFkwD0PffNzOImz5MLIxiBYoIhlIEW1zkVs2luHuJmqPPYHw4ADRQICO/XvFd01EYsjxAslYmHQqicPrpb+1hSkXmVn7xI/JKiiiZMw4DMb9ZHUWoqkq+dWjiQVG0FSVrpaN1C2eSW7ZOXQd3IdkTJI/2QCAzenimMu/HBXHPPN/T678d9f7nxCLxZD/wZpoMBhQ/7FPR+cLwdHr8T3CvGuh6T1ofBt6dkFBrWhwU4GCOtEUt+AH4CsVTWyufIiFxDqVC0UcWvc2QIVUDOx5kDtOVHPnXS0EbudWMQJZNosEhnQMKo8TgzOCvbD/JYiHRPW3b48QvJoqqrq5tXDJG7DuThhsEIK8f5+wPejo6Oh8AQk8/zyS1Yq5vBxzeTneM8/A4HaTfcH5mAryGb7vPuwzZ+CYNeujXgWLBTSN5P79JPfsId3RDoqC0eNBHRmBRIJMeweWyZMxzDyVQel0mppa8cytouvKq/Dfcy++C85H+tvXiWzfT2Ta7aiqiaRczt7GPYSNq1DdjXhcTnyv7WHd92HVtRragJHqeUYO3uOlqKyQXOks5HghQwcHcCjzMIXnEta2Y5aKCGRWkVc+Cl/fV3CX2VCD+ez8ST91VePpf+UZSpd+lSmnnMmU6XW0tbxIpG8bQ53j6W3KwlWRomnbS4xEkhi9cdxFNk772VlE1f1ERnqwOJ20b91J59Y9DLS34csvZNl3b8DmdKGmE3z19juJDQdJBeNYHA52vv0aqqqSSiUJDQ1zYO1axi04HrvPh8FowpmVw3GXfgPN1sOBlZvwb8ijauoMRs+ezVBwK+uffeLz/ZB8xsz2Oim0mPivQsskoMhiYrbX+Ylve9myZfz85z/n9ddfp62tjRdffJE77riDFStWfOLb0vn0OXqtDkfIJOHAy7D5z6IxbcWfYPMD0LxS+G+zRkH3FtHEZjCJ/F+rVzS3KTFwl4n8Xk2F0ScI8TvSLry6qSigwpSLYPvhmBJbjkiM8BTDKb+Dtb8VY41X3C8qxlv/KoRy1Xw47mZ4/Awx8rjqWKhZfDh7+FUx7EJHR0fnC0jgpZewTZyElkkjORykGptI93Rj8HoxV1VjcDro/u73SDQ1iRcYZIjFwW6HaBSsVkzFxWjpNObiYuI7dqAlEqjISKhYamqIRXPxXfMDDDufRJpyOqZMO2afk5SxhM49JfRtt5IKg9mjEFcbMcQryS8/QEXRBgZZysbdL6NlOqn1XUf52cUEmyAQSRPaYkSpiZPYHkSZO0xsfT2oVkqqZzH1m9l88MgzlOadwY5dtzJ5xrfZv+V5Mu69lE2eTee+er5yw/Xsf2qYtsjjaC2LcS+vAf9b5Gdl0/qCA7/hETBEufRXT7DhgQ/obNpAetCJ79gakoEGov17SERHKBxTSzwwTCadJtjfy+jZx5AKxIi09RMxBEjF42iqimwy4ckuINSVxlagEBkaxKB5OGHFnexf8zqZcBdLvn4uW/e8QTQ4wEhPF8ecdzHxUJBpp5z+uX5OPmuOpDoAH2tyOyKG/zK+4lOJNAuHw/z4xz/mxRdfZGBggKKiIs477zxuueUWzGbzJ749nU+Xo1/4gqi0bnlATFQL9cDup0RFtXs7tKwSFgeLW1gRuraJCW7pqLAzjLSJBAdNE4JXTYkxxkoaUfBWAEmIZk0VQzCsPnAVQP54MerYWyESHo67CTbeI/7TJPG+SkpYLb617u/29w0Ye/Lncqp0dHR0/i90XPY1yh78Kz03/xhTXh7p3l7Svb3kXfsdNE1DS6dBg5GnniS6ZSvupUsxl5Ux/MILZBoakIsKsVaPIr5vH6a8PGS3m0x/PxiNZFpbMZWWYjnzOoKBEgy7H6Ho4kX0BY/lwEMw6avdhB+9C/PUE+junYkpy0eoHSxeCLWD17ydirPzaF5TisECU7+doXNzANXeDwN1dBvb0VaVkExKjDkzQsNuA66omfaeRxgz5nKGU0lKawyUnxSiq7udxh1R4u+CsXwvjp6vIdn85E234k89S8xjJ9mqsviqCznw3ko61zVjm+tm6MB2vJVTyW46ny71e2QVVeLJLURK1dC1vQHFuwlnwktAHkKTEhgtFoIDfXzlpp/y/G0/xldSznBXB978AhRFwenLYqini6JRYwgPDTJ2+hmsf/Y+vnLTLwj3xuja3syY40sonTWZN++9E1dODsec8+W9o/jPcnyLLCZ+9inm+Or8e/HFEL4AfXuFr/bZS0SUmDNPjA2WJCGG82th9jXw/CWi6S2/TjSqaYgmt1QYJLNoZFPTYsxxpI8P/26UjSJXVzbB3GtEdbnxHdG4Vn0sNL8P48+ChrdE5RdJNLzN+7aYOle3XAjuudfAhrvFTx0dHZ0vGFoqhWQ2oyYSxPfswTFTxCoqkSjhd98lceAAaipJ6J13sU2bhnfxIoIvv4KxuAgNiXRbG4m9e9GMRnwrTif46msY3G7k7GwkVUV2uchEFRJhC4PycrSRPqiYS1bjzeTd8RDWLAP+nUn23A+5Mx24y8BTDfseACY+iqSdgK2/mGnfk9hxl4Z37j4ObX+V4nVZ2OcVEU6fgr1ARk3A3J8aeOsihYRnAxPPGMf2l9+myHMu9Qcewm6rourMMXS/v5e8uQFyCsvY80iIwcRKSmfkEi1ZCAd3MnXiRWx5oIWg935s+RIjve3Ujf8lknsLHQd3YIpW4bJNJp3/JkoyQ/7oaoyxUnZveQpiHhZceDHrnnwSoydEPDpC4egxhP0DpJIJDGYLvoJ8hpsipNVB0ukIZpuDgqI5hCIHuej2+zA5JB6/4VrOuPFWtr7yPLNWnI3V8cnfzv8i8VlPbtP59+Lo9/gewVcB7/4YHDnw1RfAXSSqs4MNYtRwIgTPXigiytIx8NcLQaxlhOi1ZoGWEu9lcopIMnu2WL7sHsAoLA5qCvY/B/tfEI8TI7DzMYj4YddTMNgohDeH83xX/0L4g51FogqtZIToTUZg3e8/v/Olo6Oj8z9ETSSIbtoEwOCf/4xsd9B1zbdJDw3Rc8MNSBYzkTVrcM6ZgxYOk9y3j8H7HyATDBDfuYvIu+8S378fQ76IdIxu2IgpLw9VUUju2EHCN5f60I+R7D6kiJ90WMUmtZKx5tPivIPuDTJrfmjEmO0ge7KDeD+MNIB/NySt9ZgyZ5Ham09WHaz9gYZkgM6/jaeu6kcEi76BoXY2kb4k3ash2ArRoSCly/uomjCX1ue9ZJx7mXOzzIlXXYqT+Qw2ezjxxmOYc9ZZGKxm5lw9iazem5F2XY7xXYnMwVICA8Nkatdw0rm/p1L+Bb7syUTDffRsTGIaPYkTrjkHR7aNeDiEz38DBz5YRWPDi6STATRTmPq3WtDMg7h8BWQXlRDsHSQ8HCARDhEbCjLc0Y+n3I67IBeQcGZlY+5cwcx5t9C3RSPcqZHlmsvBdasZO3cBb/3xTjLp/zrW68uAQZKY53OxIt/HPJ9LF706/yOO3lSHf8TignOeEBXXp86G/AmisjvzG7DlPvAfEOu1rwe0w/5dDaIDYnliGDCKaq+qiGgyMsLG8OrVgAGsHjAoovKrpCAeEJm/yGL74T5AAWs2lM0SVoecMbDrSbE83AvbH4alvwKTDcr+IbtXR0dH5yhGy2QYefoZlECAvO98h8zQENaJE1CGhoh+8AHuM89EMpuJbNiIsbAQJAnr5EnIBiOS10voxRex19VhrR2HZcwYFL+f4Sefwp/9A0oW99K324M9vYsO/2lYRlvIxOoIKDNJNvShmMtBMiIZ4dCjEB1QsBUFcOfZUFGgt4bo6ASaEqXhnX5MqRrMTiiYBfFhcXMOMqRiCSZ8w0b5cTJb/xzAv8NCbg0E2yUKjT9n8x1B/JtdJO0RrJtdvFr/CNbAYtRRqxlqjlCy6Disw5NJqHVkpSx0DsaZMPc8Wnemkcc9g/bmBOQxdvKn2OioX8nehIPWps0ocpwz/0Mh/vsFOMcaaIiuQVUSxJO91C48jub3+sg4etGkFGazCyWTQNLMSAaN8OAARosZm9vNcHcHeYVDNK0JsPQ3HkjZKBo3moknTSTY34crOxejyfR5f1R0dL6wfHEqviBEpbcMftAKC2+Azk3QtlY0spmOBFargHZ4WhuiWQ0ACWxu0ezmKoDsKmF3CPcezuOVDotjVVggTA7hEy6cKkRwOiV8vlnV4MwVAzN2PQWxYejdC1v/IpIdDBaxOdkgxLGOjo7OFwSD04lj3lwhaoGM34+ppITA88/jOmkJqYZ6Cn/1S6IbN+I580wqnnic7K99jXRvL+aCfOyzZpE4eJBUWzuJAwcJPP8CRq+HrMkeet/qw3DoBULBcpS0TEHuFpSMDUu+Few5eEcbxTBORVgbNGOYZFijZ/cA/btDmHOSONpsLLrTSXZ1FpYckC2ivSPYCrmTwL+hkKolPvo3weA+lcH1JVjNuRgsoq6habDn0COk5+0kI22i/ESJqctPBG8bY+ouxZyVJuuYqcTKU+ScNUh06k60rBibXrqJiCmOsf4iXL4xIOUQWb2I5Zf/lbbte7HnS5TlXMJLtz9OT3Qt3qJsah2Pkhf9HinrbiafvIQTvr+IFTfeTPmEiTizPCCrmFyQySRJJWIYjCayikuQjUZMYzdhLG0hcMjOQL2frW//laHODnyFxSz86mWf86dER+eLzRfH4/uP9O0T09K2PCCqu1oGTG6w+yDYJWwMagoKJ4tUhnRcWBKUtBCy1ixIDIks30xcjDtOhkUVWUkJX7DRISwWyaAYWawkPtp+xXwhuDs2igizZXeJCq8k/122r46Ojs4Xi8BLL2EdV0uysZHE/n3EDx7CVFZG1gXnE1u/gczQECNPPkn2VVeSe/nlhN5/n0xXF+6lSxl6/HFCr76GMTcH15KTMDgd2CZPpv6dcgrremm/532cLX8hmrOITsstlC2BeB9IkW7Kpq8m+6QL+OBG0NIQ7o1hy4F4OIVJ8pCIDSJXrcUeWEEmKWPPAdPwNsyxg/SqF2J2i0u8pwqGwxtQieJILaLyZFGzSAxD9waI9qtY5gzjjtvwnWiid1MjiUO5VB3npWeDzMSvG+k9OEjXDhnvXDtDr0L2iUOMqs0nb7KJzb9NEqjcQqZlPwO70+Btx1mwnKGmZzCZXUydewW94WfJdy8jqhxk7Al1GEwmBlv8NDyXwFToJ9mbRX/4ZcwOM6FQA0bZh9XppGrGePoP+XF7Sgj7Rzjhku+iJGDt3R+Qmz+NE37/5fb26uh8EnxxrA5H8DeI4RYtq0VTmXrE62QANSESHlAhuxpyRsPBVxBhJ6pYR4mIGDQ1A2XzRNQZ2uFGN0SVF0lYGywe8B8UAldTofJYaF0tpsENt0BWlRDSoT5IBA7bInR0dHS+uHhPPx2A4CuvkHvttfTfcQfRVatJTp5E5IMPcC1ahH3WLNzHH4+mabjmz0fLZOj76c8ouv0XqMEQxqJCgq+9RiqZQ+G0sxh9YhvBpx+l7BvnM3LjfcS1Gmacv5XG15xYtQ76QosZjE3D1zREqCUbyZwkLL+PEpiAwZxF/jTIGpdL4wsnEU9lcPpMlJ8ssff+6WipaUy6CppfhUwUzC5whmdjMGvIOX00vmrGXZDFSANULYPGZyQcxU4G/mZFG51kINiIq7yaQKsJCYkNt2hYp7nAA8Nqgtqvusk5poDXf3Q7+fffQCphJGuBg4NNUcpOnE5iJEXzrLEsv/oWciUje+91kek+jgPhbZz7wAo0TWHzM2/Q+jpYjOXM+9Yo1j78FHnxC6mY56C59TFsjGGg+wDdB1s44aKr8WSV4iqVSScTmCxWTi5agC3ni1mj0tE52vhiWR1ACM5wr4gMM5jE0AkAFGFdMNsBo7BB7HwUZKuo5CYikIoIK0LhZEgEoWO9KC1IRmFtkI68lwbZNcLr68wXtoWcGhGVhknciwv7oXefEMomO7gKP5fToaOjo/NJke7tRVMU0t3dmPJyIZMh+8KLMPh8BF95Fcxm/H/4A1o6Te/NP6bv1lvpufnHyDYbhb/4OQN33YV72TKsY8eBqhI2zcCer6H0tZNqaSV7Zi6mgnxG/2QJQ08+TrjXTN0N1ThLJNyusST7svGNAbNbwur0oBp6Mal2YgMS+/8KRTMd5I01Y/VKHHoMsmqg5myJPX8WITuKohHphlRQJlBvYHhXDiS8WDxgz4f2d6HkK/WEeoZAhdDrFtwty8lENIabMoR9CVwTFeSQEcuYDPLLbrpfl2h/LMn0464gHTaSdZzCyFtGysZMwuwaIJ4Y4vgDuWRH8qjftJrOzrcIZFZTVDqL5ICTWCiAYXga9tRCNGcn7975LPmexShyHyP7TORX1lA18Tg8xvkkgjHadx5k7Q+TbLsjw+t3/QYAd4WEyfnF+7rW0Tka+eJaHQ68IvJ9978grAlHkE2ieU1CJJVJBiFunUUQ6QFbNsSHIHsMDDWIlaxZQhSrGdGUlkkLAZ07Brq2gs0nRh1zOO5MPSyW0YS9YeCgEMZnPgDe0s/ldOjo6Oj8Xxn4wx+wT59O8NVXsY4dS2zbdnKu/BaDD/wF7+nLMZWVEfzb01inTiW6bh1FP72VlhVnYK6qInHoEObiYorvuIPwqlX0rg4hTT+HyhPjDNx5O5Ft27FMXMrwxma6su+gInwttuOPIZyeh7+1CLMXoj3i5prFA+FOsDmHSCWcyBYLRhcUzxaVXaNV1BwMZrDmQnRIgZgMc+NYGq3IksxQYCs2ZTwmiw1k4UJTkqA6ujBJbrzlbnLqoHMVREJ9OMcNE+0ejX1pAsdOFykURh1voP1d6OnYhFzzLvnyFVgX93Lw0Xcotl+LpgRp636KgtwT8NjrqDy7nwPP+Rl/uUTyUB0d6zKMWB7DPLCQZDRF5WkKB1Z+QI5yOZ4prfgTL6ONlBJudlEyT6bi2DxsTjee/AI23eRk4jckcsbrgldH55Pki2d1OIJshr3PfNTEhgwGO5iMwnagHV5HzYinIz3CsuDMF1fMoSYRjZYzFgb2i6utwQRoIiZNU8XoYV85BLtF1Vc9fEWODworhJKCoWYonCT8xLEhXfjq6Oh8Ycm68EKGH3oYdSSAGo9jnzkTLZ7AMXkyyfp6Mn19OObOwVhUhH3SJAAKfvIfBF9/A3N5GYp/EIPTQXzHdtyGKOaSY2i85gkw9dI2axHVlZfibbiUohtkGPoOKXsVVlXCPkajcxWMvxyK58r0bNCIDmjkjs9m71/EjbrBvRDqFpdmox1yp0PPKrDlQrRHAosGm+wkZcibBOnwdCS7hMkqahWyCdJhkLQSBi1PIrWezfjLjHSuAYPkJt6fjT0XlHftpC2gJAzsuhcKpsO4Y2eTNWYOVp9E+6osykutKFaNdLeXafO/ja82hrsQejbmYwjm47ZKvP2AHy0lo0mnU7DQjKQ4aHsYzFIhE/7DQPsbo1l46fWkpU52vbyZ2mVTGOzqoGrKDAAkWSF7nB7TpaPzSfPFrfgCbLgXenZAw9siq/fvkSyi0ot6eMHh7N288aLiG+4VLcHls6F1zZEXQfZoUQk2OUWlV1XgxFugYALct0C8R9XxYmqckhaDNLIqRTnh5F8Lb7GOjo7OF5jEoUNkIhEsRUWYiooA0BQR9ZjYvx9jYSH9v/wV5opytFgM3/nnYy4vZ+jhhzHm5hHbuoVUWztqMol70Yl4Tj+dwfv+zL7d53LC4yW8/lWZrBrE0EwrlJ0g0fyKRlYt9G+Guktltv1WZfFfJDb8h8bgXnHzzuyBnDoY2Am+GlEVRhPvoSSFQLZ4hcg12qFvs6gKuyshZ5pK124FU9REyr0Bn30u8QGReGmygyqrkJSZ+UOJtF3hre+sZtRyGDfnRBrfGCJ3jI/ciTLReCerbupi/DnTUXwKeTkhtj/UhNI8G0+lSiQQIDOURUrtRcp4SRW+irXnTExOAxoQkzaTVVSO3V2APVti1IW97PhTlBN+WvPh+W96ScXihtLj9Wqvjs4nzRdb+AKs/pUQpS9fLewIBZNEpq+S/Ph6BgcoUT7M5E0GxXLJKK56qdDhxxbQkh9NdiueJlIj4sPivWtPF5Xg1jWQSULRFJh0Lti8YmSyjo6OzheU6IYNWEaPRlM12s4/n+xLL2H40UepfuMNlFCIvl/cTslvf0Nk3XrS/gFks5nQypUovb1UPPUUXd/9Hko4TKb4BArOm4lkAltlBZIs49+rMvDnR/G5G7Bd9jManoXCmRK7/6xhy4Lp10m0vq0xtE+MJ/aNBSUOeVPEzTRLNnS/D3WXQbgN+ndAoAFcFTD9eoltT20iur+G/Dof/l2QNU7UJhLDwt9bsUxl5xMKSqsJWw5Ungz+nZA7WdRC3GVCMCeGxE1D2Z2m8jgjqAbee/g3eAPfpfpkmba3oWIpHHocvGMgFY9QeGIf7X8bRbRfYcjyAL7wN7FmicAga1EIu8dJ/1aZtNSLs9AKmsyJd/qI9oJm72PXfQm6IvdzyT23EwsFee8v93La9278XD8LOjr/rnzxhS9A43vw7n+IARM1S2D3E2K5wSlSHI5UewFcxRD1i2VqQghfi/twhi/gKBCT3zRF2BvcpTDcJGwTkgTFU8VEuECnyAMOdcFJv4FpF4pJbzo6OjpfQHpuvhmjLwslEsa1aBHBF15EcruI79hJ5fPPoUUi9Nx4I6X33kt8926imzcz0tLOu3449/g6si44n7Si8u2bH+WygTTRDhOPLqniztPnsPf+NLlZ2wgylmz3Ojr2noAqO7H4wOaTKJyj0fgidI7y443bGFPmJJOA9rfEJTqrFjpXg5oEZ7G4XKfDgEFUflFFm0ZwqIOM/SBVtUtwFAlhnF0Hh54EsxuQxXR6swOmXCux9ZcayRAUzYZp10mMtIVoXtVD3+tjqDlb9EY3/E18HXhHiRuLpcdKeCphuEmj+WWw+iBvsnDBGcwSe7Y+jLzvQrInyoRaIXuc2N9QOzjKggT8fagpmHrxGJQElJ8oIxk0kul+vAV6k7SOzqfNv8d9lPI5EO4WwrNk2uGFBlH1la3inpdkEIvD3YeflgFJXNEyscOvkSAVE9VfRRF//o+0Q9lsqD0V7FlimlsiAGOXivfKGw+b7oGenZ/pIevo6Oh8UsT37sVcVo6xsICcb34Lx+zZWKdOJd3cjBqJEH77bR55dx/m6TNp3XkAy/jxZF9yCY6CfKaNtGKfPp3Y1q3cf+3tdGSMvDmlkK5lc/lJeYquV1/AOzVA0WyJbTuHWdU0Qqyxh1FnwNz/kIn0anStg1QAypIe5N120jEwGCWcpaKVYnAPGAxiHlF8WFyacyaJWkRiCKL9YqCm1VxGlnkJeTPAXSJRvUJUXbPGwdTroGQhzLxBfDV0vKuRMwFMVoj0wtNXP8zOR9uw5YhIeIMFBncfTsiUIdQB826DcV+V0VQY2AajV8C4r4q2kdqLDIQ6NarLLsZglpENkBwWFWmDVYjjuGU747+RwGR1MHIQ8ibLWLNgz5/QRa+OzmfEv0fFd98LEOiA0plCmL5+vRClkuGj5jeDWVzhMinh3T0igP8esxPSycPe4MO4ig6/hwbH3wwb7xFZwia7uNot/yMkRmDOVZ/Fkero6Oh84qS6ugi+8gruk05CGRlh+IknSba34zt9ObFdu3AtOYnn730aR5aHVfnjsUgayy8+hePH5gOQ7unh0cfepSFpZNji4hdXLmFD8yAdQzGqch249u9kwXmn8Ojv+6jJbsR0/3OY8jxYzvkJalqjZIHM7vtU6i6F3k1w8FGwFwjR2LcRZvwAGp4TFVzJJBrcUIT9Yc7NMtF+lX0PQzokkikZk8JRqhF730ImDovul9n1RxX/HlEHKZoDzlLY94DI9m14XgHbIOVz8on1Q85EIajDvUkCyU2Uj59B55t2PFUw7gIZX43Gjrs1PBXQ8T4gp1CiZlRFfC3M/jFs+x1kj4dg0+EajBlyxkPp8bD2ob8x/6vn4y6HkeA+SmsnfG6/ex2dLxv/HsL3CD274eGTxZ/qSgqmfw12PSEEbTIkjFzI4CmFYLt4jcEsos0G60Uyw4cctkfkjoNgp0iJsDgh0i/+fDdYxBVu5uVQuQDGnvzZH6+Ojo7OJ4CmaUTXr6f/F7djKi1FTaewTpnKjnnLyISjPLG1i8vnV/JKc5gSn41p5T6eu+95fvKzr1HgsZKob6D7u9/Fd/75qLEY2Zddypn3b+a6zHRCC4Yw3HcnpvMuYM0eG6/1dfGAmkPVV8vwN3lwFknkT4XXzlXJGgezb5J46yINbw3kT4fmVyDWL9IbrNmiZiEDMTXNrJslup41Eu6E8pOgf5to4YhGVZIj4CuR6d8GY8+HVFDYJZIhcXPQUSREcKRHpF+6KsWNwExSVJiza0XznMULYdP7SO0LsOcbyZ0I5oJhmp7MQlHAaNEIxw9gzdRhyxbpmCONUDhLVKR7t4DZC6Xzxfsqpe/g8Y5izKJR2PNh+3tPMO/sr36ev34dnS8V/x5WhyMUTYIftIj83UwcWlYKcRpoPSx6AVQhemUTTP2a8PfGh8BXBpg+ei/JAEhiDFAqCunI4elumhhdrKVFNNrUi3TRq6Oj84VGSySIbdlK5UsvkvvtaziYP5r782aRuu9eejQLt1RluG9zD3luC6eaRihd8zqtspNbn9pEMJ4m2tiI/4RTiSw9HWN2NsORBP2hBMFJQYwmmZ+XnMCmepniXBvPLzyOCbdMxFPno/RYiexakAwSiiNDMqrR8KwQscULRFhO8TGQOxEsWaDEoGqJJGobgzKbboRQJ9jywFMpEekSNQp3joxRk8kaA64S2L3xVfobujC7oHghVJ4iXG3+PaKBLjEsrAvuKhg+AOO/Br4xQsRafCB3Hs/4S41ULoWRliiHXhzA7BJfoPY8CZe5jtzjW4gEurEVgMGk0rtBIdAMx98DU6+WyJsikV0nMfuK2fg7Oxjcr2HNknTRq6PzGfPvVfE9wq6nRP7uhj+AvxmGGwBJiF1N+Sj93OQUgpYjWYma6KTQMnzYBaFm+CgS7e8xgizBN9ZCfu1ndWQ6Ojo6nxot/giPbmzn5AkF5Dgt5LosfOOx7dx08jjqij185287+eqsUu58t5Gc1oOcf+Fi9g6mqLMrOJ57nIIbf0QirfCrV/eyYmYFqQ3r6WjqIHH8KbiSZup3JPhKXhWNjiHqCt0ErEn+uq8RQ6uFSQtszOgvRR6VYvAuF9XLhSjNnwZDh4T9IatOeIH9HWmssgGLR3hpx10EeZMk1lynkUmKG34mK0y8CuJ+jdZ0lNx+J+3vippFybHQtUZUc1PRw73MRtEopymixSPYCLZ8cBeLr4Xhg0IIaxJM/oaYAqekYMy5sOlW8I4VKRGZGGgZFcXRjM08GsvhWPiqpRIlCyUchRKapqGpIBv0nF4dnc+af0/hC6BkoG0dPHOhuLdl9Qmxqxw2h41dBk3vipJCOirGFRvNgCauUpn4P39fZ6GwPBRMgDP/IpIfdHR0dL7A3PLyPs6bWUpDf4TFtQVsah3CH07itBiJpzL0hZLU5Lt4cnMHd503GaMskcqo3PLyfu46dzKSJJHMKDy2sZ1jx+Tx7O33k71iOfta/SiKisvjpL4/zOWTRjG/NJedoUFirznoqB4kq0wi/70CDnoHqKjPo78nhSdtw1EEoVYoPRH8u4SgPP5uie71Gs5qjeZnJQJNYLRB6XEQ94O9EBqfFTWOiVdAy2swXC9qHUd6mK1ZIp3B5IL8qdD1gYhMcxbA+Etl3r5M/dAVZynrxDUqgNY3gaE9orKspkWryMmPQ+OzEt0bNJIjkI6L6jIGSI6Ao1AI93CniFMbfSbsvQ9OuE/i4KMw6+Z/rxuuOjpfFP59/+V1bhZ5u+NOFWOKCyeBqoHJAlYPdGwSIY/pqPDsailAE6YvR47IprHnHh5NfBijHY79IZxyB0w4Wxe9Ojo6/xZkFI0DXSHe2NvL6feu57gxeZw9vZRkRmFXV4B4SmFSiYdrjq9mbYOfdEbjp68doK7IzXBU9EZc8+ROFtbkUqDFCMtmRuU6UYwmvjK3mnmjsjluTC79Wgx3mUx+tpW38vYyv+9tFk8sJHgoQN42J/tObcV7WZTcm4L80b2DTG6KdXltuKtFLWL3AxqxQcivNeAuE8IyNiDiyiLdkDVaIneiCObpfF94eb1VooprcguxO/oMsHohOQQdK0GNiwa6phdg5ZUqyTCgiRiyZFsh8QO1FM4ScWjpotdwVIaQZHj9XBhu1JDNQvRqKfEV4akQ7SKpEShZIFIkqk4R/uMx54OrVGLmjXqlV0fn8+LfV/hWzIO5V8Ppf4LFP4WzH4VFt4rkB9ksIsmOoCRETo6mHQ6D7BKpDfGRw7YHoHQ2uPJh+qVQtUDEmeno6Oh8wVnXOIjHauSnbxygL5hgUW0eAP3BOD67mQtnl1OV4+C379RTU+Ammszw+OZ2Ftbk8sa+Xg71BLn1lf0cPyaPl3Z1Y8/NxXXCCdTku1A0jePG5tP8+J2sbRhkSpmX+b96n33dQWoqsljpXow0YOBX+VvJWzzEiinF1Ey1oey3sDReSUuxn7JXSjEYRJ2ifztkorDzXpVRp0uUHCdqFEXzRFNc7gRRvTW7INwlGtUi3SIdwlkgms2aXoayxYcPXjn8UwazDxJBcVPPUSIi0JCMpGMG+ndCKg45JaMJ1ttRUqLSPLBd+IO1w33Rw/ug812RMVw4R6L2QgOxPoj2if0Y3A2SJCHJuvDV0fm8+Pe1OvwzlIwYTnHXJBEGaTCLjolY3+GMnPQ/f50jD77fKISxpF+wdHR0/n3Y0xXgN2/X09AfJpzIUJZl49iaPDY0D+G0GDl3ZinD0RThRIZ8t4V39vfzu7Mnc8rda3GZTagSnDI+n0N9EUqy7HxvUQ2/fbsefyRJU3+YKxZUs3xKMW/t6+WG5/fy+3Mn88Pn9vCXi6dz9wut/OK0CdzxdDNnnFTAnVsO8rXGaaT9MsPWCB8Ut3NGbx1KQvhxo91igEW0H4qO1fBMUNl/hwHfGOHRTYXAUym8t84i0fgmadC94fDlWxaWB0eRsEYYLJAMiLlFjjyw1R6k5UUHNnMZ1lwwmWGkSQzOkC0iIMiWC8HWj74y1H8YEiqZxPtVngz2XIk992nIFqhcKlE0V8JTqX+H6Oh8nny5Ro0ZjKBZYdY3oXcP2H1C/O5/SdgfRrqA1OHB7wnxGtkEV28R/6+LXh0dnX8zeoMJ3FYjyyYW0hdKUlfoYkPLMN9fUsMjG9t5dXcPErCvJ0h5loPBSJLT/7iO2gI3A5Ek588sY2dngFlV2Vw8t4JYKoPXbuJAbxCXzcjurgB/WddKKJ7CaTWQ7TCxcEwuE0q8nDw/jz/vr2efY4RxUQunTirimHMN7HtYo6MlzckzCzhxsYHOVQr2Amh7S/hokwHw9ykMSRlsuQb6Ngl/byYJWWMhNgg96yEVVclkbcWqzSAdlsmZBKULReU41gfpoAjwiXaL4Rb1T9Vg80ikRiAVzoAhQ+kCI0arkfb3IBGJI9kk1IwVT7logMPAR5XjwxnDyRCMOl3irYs1iuYJr7FvjEY6LAS3LVf/LtHR+bz4cglfEA1sx/5Q/L+SgT9MgZqToO50yB4Fb90AratFecFsg6+vEgMvdHR0dP4NmT86h3Z/mAc+aMVuFs1szf0hntrSQYs/Qr7LjD+SxmMzIRvAH0mSzKg4zEZOGl9AeY6DM6eVYpAlntjUzqyqbGZXZZPIKKytH6SuyM2syiyueWonRV4buU4LyycX8+KOLpZPLua21w8wscTDwb4gW+oD9P3JSnBaAO8smZXdUY5pzab+Gdg3MoKjQiNvdRb5M2D4AyMF04wYcw9n7bZB7QWQMwG235nBkqWSUhLEtYOMXTqdzlUwuEukM0gARqhYAi0vASbo3wL2fAMmu/Dqxro1Ysa9KOYiOl8rxjsOFC2FFneCAsFmMHtEm4h2RPhmwFEswoJ6Nmj4aqDsBFEh7tsM+dMlMsl//nvQ0dH5bPhyWR3+O+x5Vohgg+n/u6qOjo7OF53haIqT71rLQDhJkcdKWbaDHR0j+GwmAtEUZqPEGdNKeGNvP49/bRbffWYXyYzKkro85o3K5e73m7jsmArW1A+ypytAOJ5GBXKcFkq9Voqz7HSNxBlb6CKcULhwThn3rmzild095DkszB+bwxs7+nC5DCgq/GBJDZ2BJIMrDawe7OGK9ulsPbGRpd5yQv0K8m4HhYsyJNqMTP2OjNEG71ymMuZcYWeo/xuYc8JoUoLMSBamyn1YU5MIdQorRCYB9jyF2IABk+MjG0PxXOhaKxIsS4+H9ndEq4eagVk/hg0/FufLng+xHjDYxM3BVEhYG+LDoh961Omi2U5NHa4++2HJg3ojtI7O0cK/b3Pb/5aJZ+miV0dH50tDlsOMomqU+myMxFJ0jcRIplV+e+YE4opGMKny8IYO7BYD/kiCl66ax9XHjaIvmKTIa+PJr89mIJRkd+cIi+sKuOW0Or63qIarjqtmbfMQb+3vI60oPLuti+6RKGf+cQOv7O7mwjnltAxGeXt3Pwt6KvjRwvGUZtm5490mJhR7CJPkL2fNJJWXREvIRPfJvNjdjmF8gp/u2kPtJdDymobRKjH3ZxI5E0SzWe0lsOA2D1mjHKSVAONPnYRmjBEeGCETB0UNEOmPIEmgGAbInZJmzFdEM5stG5CgcxWgiMqt2Qm77gI04YyLD4FrNBQdI5ahiUh4gwmKFkDHe8JfbHJCoE1EsgVbNbrWaHS8/88y4XV0dD5L9Iqvjo6Ozpecq5/YzvqmQWKpDBkVnBYj4UQGs1GirtBJPA05Lgs7OkZwWo0sqS2gL5jg9+dO4fvP7aZ5IEKpz4qEhKJpHOgN87VjKtjfE+b6JWP4w8pG/mNZHV3DUc64byMXzCrjhe1dJDMK0ZTCkrp8VA3WHRji7IMTeax2JxfNKcf2RB4YNNZNaCJEmtOkShYXl+Cp1Gh6SVRcq5dJuMthzwtpYocMHP974eB798YD4O7CPHgC834useo7CsEmmcJ5wmdbOFPi0NstqAPFpA09eHMrSEVF+kO4WzTLOUtFQkO4TQhZVRHtH9ZcKJ4H/t2iyusbAw3PiufzpwhrQ3wAyk4SSQ6L7peQjZJIzLTp/l4dnc8TXfjq6OjofMm5b3Uzf1hZTyytYZAg22FiIJJGhsO2BVEVtplk/JEULrOBLKeFrpE4JqMkBK+iEk+rrJhSSMtQnDmVWUwq9XH7mwe5bF4le7oDdI3EMcoSk0t9pDIKwXia1/b24rIYUTWNS+ZW8vz2Do4fU8Cu1iAWWeaKirE8va2D0piXrYFBrrZN5Kl4A8sKysh3WPF7w0TbJN6oaqAg7uBnV43lly8fYtyfx+AqBncFjLSEqVrsZu/GKPQbsRvMJIbB5IV0QKQ9ZE8SY4tlo0huiHYLC4TJJprV7DlivWivyAOeeQNs/73IEjb7INr50fk0+8Ty6uWQO0kmHdYoX6zfYNXRORrQ/yXq6OjofMm5cHY5GjJvXjOXfLcFp9WE22rAaxPe1MFICq9NVIE1VcNqMqCioqgqZlnCKEE0rWI2ygTiaY4fk8uqej+lWTYqsx1sah2iezjOSDTFwpoc3j/Uy7sH+hgIJTh7egmqplGd66S+L0ixz8ErO3qZsr6CG06oZbAwxM7QEAWnKKRdaR6JHSRvtsaBil7qroCnd3WStmY4a2YxMzdXQ1JjYJ+Kp1olq1Zk+iarHuNA451Y7QaGMymsE1MYrBBPtJLJJDB7YGg3oAj3QnwYLD4wWg6fIEWI4dgwYIYFd0DHKiieL+wQ0W4+bBWXbaJ5bsIVkD9VomiOpIteHZ2jCL3iq6Ojo6PD3q4g33p8G92BBIvH5ZNSMqxuGOLIF4TPJmM0GAjERSU4qcDEEjcmWeZgb4h4WmVKmRd/OEFahUAsRWW2nVBC4c5zJvHw+jYUTaO20M2fVjdjMxuIpRRkNMxGAx6bEUWD6lwHe1qDLCsoo3iCmd+9c4gyn53rF4/l4ffaGAylMZtkRhU5OKO1jreGO5k7OptNpR0s3jiOv4WbSGkKx5gK8TZ5qTwFulaBtSDGiX9wkAGirRK2HI2B3Sr7H02hJS1EB4GUqOZavIAk0hqiPSLVMmdKEiWTJul3EjlS3TWIoKBMTDS7KUnImQhmB9ReBCMNElWn6qJXR+do4ssXZ6ajo6Oj8zE2twzxq7cOcdWx1bx7sJ/VjQMYDaKSmz6sfEfiKgZUOLxsbKETt9XM9vYRrEaZPJeZVn8EgySR67aybEIhT23tYGqZj7JsOxajzIbmQd4/OIDbZmJudTZtQ1EsRpk9XQFhgSjzcag3RErWeNHfwY2WsYwv9lDksfHWgV48NjO9kQQTs3z87uLxyLKEq81HbzDKlaWjyDpGJvhMAVmzVQwvenFd2o1FK8Zoh3ivnfq/aTgKJaK9GsMHNQ60/ZpyzzW4KiG2DqTD1oa4X9gaVAWMDlH5TYU1wu1m1KTI/kUGFDHlLROBwrmQHIFQByQGIR3VRa+OztGILnx1dHR0vuTU5LuYVZnF8iklnDe7ggse2ITLauCt/QOAuHWvIfy+R+4RHuqNUOBOM7HYxVA0xbhCN5tbhpFkif5gnFgqw5K6fF7e1cNZf1xPZyDJVQurcNvNdAxFqCvxsKVtmPu+Oo0nNrUTSyusafAjSxKqplGV4+C9g30sHV9IgdvKuvpB1rUPUlVuZe/BMBt3jvDbt+spi3rY4xjgZ6a5NGXFMR6y8arUxOxdHoK+9wj2n0nZTAsjG0yYnLDrTxrH3y3GExe2/hBvuZjgltEUYs4k83/ooHONhtkjYskc+aKJrvZ8K82vQu4EaHxJnBSzHYpmQDoOY8+WseVKqGmNtnc08qbooldH52hE/5epo6Oj8yXH5zCzqLaAK5/cwaSfvE13IM4NS8dhksFrM35odzjy02GWcVkMWE0GugNJugMJplf4sJkNmA0yPoeZbKeFhr4IHpuJUCJDgduMZJBYODqb53f28IvXD3H8uBxuenEv7UMxwvE0S+sK+caCKrx2MwYZGgYi9IzEWdvoZ/nUIqaOdRFNZeh2B7nx1d00D0XIG3YxP17Cbdpmru/dSHCZn5g3RcndIwSjK/BUg3+lkenXw0gjjDkPGp6GWDyDmlYZ3AOeKrBMSNOTH2DvXzQaNidpd47gqRLNbPEB2PsXEU2WCkPJMYACeZOh8jQJ/x7o2yrOTjIErW/oDkIdnaMV3eOro6Oj8yVmKJKkZTDKra/sx2MzMb7ITetwlHhSxWKS6RyO0jQQRdNExRdEBXh0vgOjJBNPKZiNMvUDYsqbjMZgLMONS8fys9cPkusyU53j5LdnT+bHL+1jfZOfE8YV8Na+XsxGGYtRJsth5tSJRbitRsaXeHl6awexZIadnUGMEsTSCnkuC40DUXwOE4aEgYVqCaPHW6lyuunKDpAYVml/zMSqyiYCpiSl2Xa+OruMjTtGKJfcjG8sxi2bCQwodGkRikx2lJgKfgsmD1jcYPXC2hkNZD1XwIQaFya7xNBeKF4Ik78ps+lnKhYPOAolLD6NrHESu+7WmP5DsGVLGEx6LUlH52hHF746Ojo6X2K6A3H2dQdZUlfw4bKbXtyL2QBv7R8gGE2SVDSQwCBJqKpGic9K23ACl9WIpGmkFRVVg2yniZ5gCoCpZV5a/FFiqQxem4kTx+Xzfv0Aw9E0o/Md+CNJavMdbG0PIUnw3nULeXFHN89u78JhNhBPKURTGVIZjZMnFNA6GOVQb4iFNbm8e6Afk1EmS7Jy/rhK/njwEP+PvfuOk6q8+///Omf6zO5sryxL7wgiIgp2jUgUNXprrLGkGtQQU27N905ifjFR025zpxi9b6PGFmMS1FhiB2yoKCBFeoftbXb6nDnn98fKJitFkC3Avp+Pxz5gzlxzPtc5M7u8ufY615lQlcfClS2ceXQZQbcL580AFSO8fPmKKtZsjvL0T2IMqi/CVZ3GrPcRPDqFa3uA9vWQtW2GfjFL9WgPz/0yRmxojMrFpQw+q+OWxkXjOy5WW/5HyBtsUDoZ4rXgDXfcuMJKdSyDNniGgq/IwU7BV0REOv3pzU08t7yWowflU5zrY1NjjMff20Y0lSXkgXimY8qDCfjcBoZpUBB0U9uWJux30ZLIEvS6yPW5+dvXp/Hw25v489tbyAt6qYukCHhMvnfWGNbURvn7+9vwuk2OHlTIWRMrqY8kaY6lGFwcYtn2CCu2tbGxKUYsZZG0bL5+yjD+/t52CgIeatriOJgkMlkKQx5Gl+Xw+vpm/vOo8aRfC3Bf8VK+MXIcD25Yx/TUAMZEiwlPcPjJ4g+40hpL+LQMQ1sL+eGGRVz01iReH7cOO+HiWLOcmlScU4aUk1PRcUvieAOYZRa5fjdNK6FtA5wz18QwdTMKkUONgq+IiABgZW1e+rCOVbURHAcaoyn+sbSGirCPLS0Jgj43BQEPsbRFNmuTsmzaklm8LvC5XeQFPGxvTeJzg9s0GZAfYENjDNuGc46s5OVV9cRSFgZgOeB1GRw5IMzSHe187eShfP7oam59eiU+j8na+iibm2KMrQizbHsbXzh2EI+9u40Hr5nCnMeWUl0UxMZhQ32UirwAdZEkW1sTlIf8nL5hBHUn15OxbII+N47j8M6GFj57RAUTHhuOlXE46zdeHr+7ifTkKJbbZt6rLYyoKWH4ZB/+LQHqYkmGtRRTeV6Gf66o5X13Pf/zmaOpeduBmRHKyn0MLAz29VsmIvtJwVdERFiwpoG/LNpCJG5hY7Oqpp3GWAYXEPK5SGUdxlbkctYRFdw9fz2leX5aYmlq2lKEfQaRlINpQNYBv9vEwCFjOxhAZdjPiLIcCnO9LFzfwjFDCvjJ5yawrTnO9Y8uxnQZRJMZvC4XbhOa4xkuPHogf5i/nqDXhW07fOszI/ndq+vI8bs5blgx89c04DINcrwuwgEvS7a0YBoOXo+bEVY+NaEYTdEUFfl+LjmmmrZEhg2NMb5x0kjq25P84uXVjMnL5zNLR/HcuA/J+WcRr1Zs4Celx/J/jR9ydPMARnnymf5zWB+NkqoF++Uchl3s8IW/v8UvL5lIRSIX24KCERr5FTlUaEKSiIiQsrLk+T1sa00weVABIZ8L04BRFbmkbRuX4bBkaxu3PruKhGVTlR8gmspiGNCWcnDoCL0AhSEPp4wqpSLPj8uEpO2wsTHOCysayPW7+LA2yp0vrmFQcQjLcfjMmDL+cPnRbG6KMag4REmun3jaIsfnwm3AkQPzeeSdzTTGMjiOQUmuD49pUhb28bmjqnh/SwuGaZB1oC1hYVdYuEwoyfVxzJAi/ufldayti3Lh5IG8t72ZDDYzxpeT9lqsqqhnqJ1H6vg2wsUulq2JcOIRRcz6XpAV3gYe+WEr5S253Hb/OjbXx8nUu/jTGcczujyMkwXH3utpFZGDjEZ8RUSEeNoibdnk+j28uLKWlz6spzGS4IMd7TTHOi5Y85jgc5sU5fhIZrI0xtJkPwp+PjekrH/tL8drEkvbOMDEAWE2NcfJ2k7HaIsB0VSWqUMKMQxYuq2NiyZX0ZrIUB9JsaEhRmW+n7X1UaoLA6yra8eh425xJ40s5qwJ5fzXEysZVhykKMfH6+uaOHFEMROq8vjTW5s4fXQZH9a2s7kpyuTBhdS0dlyIN6m6gIb2FEdVF2DZWUq9QQoKPdz+3IccWZ3P/FX1pFMwtDTE5KZK4hVJrhgzhPXvZFiUs4NLP1fB4OKcXn5nRKQ7acRXREQIet3c+dJalm9v47pHFhP2uViyrQ0nmyXkdXHFsdUMLgqRtGzi6SyDikIMKgxiAMcMzsdjmuR4TIpzPADkBTyd6/42xdJcMGkAsVSWaCpLMpPFbcD7m1tZU9tOnt/Nc8treXdjMxsao7QnM7y3pZX8gBuXaRLwebBsmDKkgJFluTyztJbikBvDMDANyAu4KQx5eG1tA9OHF/PyqnqaoikGF+fQnsjw2fFlxNM2frfJOxubiKct7nxxHQ8/XsPvX11LXSTFW+saGVsZZlK8jKNaK3gpsIn5W2q5+IXX+NOH62lfC+9saumz90dEuoeCr4iIAHDZ1Gre3tCEaUBJrp8TRhRjOVCZ72fRxibWN8QIeV1EUxbvbW6hpi3JD84ey6aGGOmsQzxjE4lnAKhrTzEg34cBpDMWS7e1cs3xgwh6Df5j8kC+MG0wp40pwcEgmckyuCjI9rYkDZEUWcfGZUAkmaUg5CXs93DZ1GqOHphPQ3uStzc142Bg2/DuxpaOaRmmgc/joima5qRRJeQF3TRFUzRF09y1YCPNsQR3L9hAa8KiIZpiWGkOy4L1ZB065iq3JjnriEpedW/lpdZtbG6JcdaUMiblFOIyDVwlNkdVF/TtGyQiB0xTHUREBID/XbCBacOL+GBbG363i5Rl8YsX1tAYTfP/PjuKX724hkTG6byFca7PxLYdkllwHIfjhxXyzsZmTh5Vyksf1uN2GQwvzaUpliJt2bTFM4R8bgYU+FlZE8XvhqQFxwzJp7YtxXlHDmBHa4K572/ns0eUs2R7GwPzA7TEUnxYFwNgXGUuq2vbmTG2nNfXNeJ1GzTHMnz15KFUhP386a3NjCjL5f1NzUwfXkRuwMczH+zglNEl/PW97ZiAYcCM8eU8v6KOvICHgQUBWuJpkhmbK44bzPLtbSTSWU4cVUwiaTNrfCXt2QzjKvP68u0RkW6g4CsiIgDc+NgS/nPmaAqCXr71lyWcPbGSUeU5/PCJFRSGvLyyup7SHB+xTJYdrUkGF/jZ1JLk3Anl/HNlPUUhDzvaUgAMLwlR05Yga8O1Jw+lLpLmb+9tIZWFIweGWbI1QthnMrIszIqaNkyjY01e+6N/kQoCbjJZG8t2SFoOeX4XhSEfxblekhmbRCbL1uY4tuOQycK5Eytxuxz+sbSWsM9D0soQTzu4XZDJQtDnoirfz/r6GAU5XiKJDAMLAqQsmzy/h3S2Y1WKy48dxKTqAloTGf6yaCvDSnK44bQRffiuiEh3UvAVERGgYx3fZ5bVkBfw8Mc3NpCxHAYXBXl66Q4CPjcD8gOcPLKEv72/Hcu2sbI2jdEMYb+bVNbm6MEFrNzehtft4rMTKliytYXFW9oIeExMw6A9lSXscxFJZfGYMGlgPhub4qSsLPlBD1uak519KQq6aU9ZDC4OsaUpjpV1qMj343O7iCQyYHRcaOc2DWLpLIZhEPa5WdsQ6xyRdgE5fjeRpEXY78bjNokk0swcX8GsiQP41l+WYGU7LsCbMa6cba0JdrQm+c8zR5Mf9PDYu1s4cmA+pWE/5x45oI/eFRHpTprjKyIiALhdJieOKCGTdfhga4SlW1t57N1ttKdtrKzD0q1tPLushrMnVFKZ56cplsGhY+pAUY6X19c2MXlwIQ4GO1oSXDh5IFX5AWJpm4H5fgxgYGGAKYPyKcrxsXR7GyeNKsHK2mz9KPSGvCYlQTc+j0kmC3WRNAYGpmlQkecn6DGoj6apLgzic7sYkB+gMMdLNJlhWGkOQ4s7bioRcENByMO4yjD5QQ+V+QFcBqSz8J0Zo/C6TcChONfHsNIcNjfH+I/JVTx13XQWbW7mzpfWMGlgPhdMrmLWhMo+e09EpHtpxFdERLpYtq2Nv763lQff2syAfD+1kSS5PjfNCYuhxQEaohmiSQsHuO6UYby3qYWxlWHmra5jdEUeK3ZEmDK4kNW17ayubSPrdIyyXHfaCD7Y1oaBw9bmBGvroxTnemmKpvF+NPk2ZTmd6wHvFHRBPAsuA8ZXhlnfGMPAIZayyQ+4aE5k8btNPj9lIO9tbiGeyrCpKYFpdqwu4TGhsiBIMm1jmJAf9DJhQB4L1jYwMD9IczxNXtDLcUOLMIDLjxvET59ZyaTqAtyrAhw9uoDSI3WTCpHDgUZ8RUSkU317khdW1tIST+NxQVVhEJ/bJGF1LAfWHM2QzdqYBkweGCaSsNjQGGVNXTvN8QxnjivnidnTeWFlHZuaYhSEvBiGQcDnZunWNtKWjds0GVoSxO9x0RrPkOt3E7cgnukaer0uKAm6sBzwuQ0cYOn2CJmsTSzdsYBwJGVj0jHt4Z2NTayua6cg5CM/4CbkdWHb0JqwyPG7CfncVOQFiKUslm1rI5KwSFg2V08f8tFFddv4/fz1RBIZFm1ppSTHy5EnBika0ydvhYj0AAVfERHpVBzyUR9Jksk6fP/s8UQSacIBNx6XAY5NJGXh97jweVxMG1HKn9/dgt/r4qjqfPxuF88sq2HabS8TSWQwHIfWWIZcnxsTOGdiBUu2tvLcijre3tDMqNIQM8dXkEjvevuzCQNyCfvdNMSzpG1IWw62A26gNNfPZ8aUEfSa+NwGFbku2pIWGxtijCzNYWVNG5GURcjjYkhxkAeuOYaNjXGOHVrI+1taSFk2K3e00RRNAg6LNjVz3anD+eE545j37ZOJJC3+46gBPLm0hspKPy6fRntFDhcKviIi0sk0DW45Zzy24/Dqqjoa2tPURdK4TYNkFmwH/F4X5x1ZSXV+ENtxaIqm2dAYY2hJiFHlYaYMLsQBvjBtEH6fmyHFIZIZixv/spT2pEVF2Ifb7SLod/Pyh3V8/+zRBD0Q9Pzrn6RYKktjrONWcBOrwowuD5Hrd+Fxm+T63ayuixD0uYmlbba3Z8nzu7GBLc0xrjx2MH6Pi+NHlrCuIcpfFm3j5pmjeXZZLSeOKGZocYibPjuGb35mJI4Dcxfv4MMdEY7+qN8PvrWZsyZU8vWTh/fJeyAiPUdzfEVEpIu0ZXPZ/y0kaztYjk1jWxLTNKltS2I54PeYhP0e2uIpMlkwgFe+ezJfuPdt7KzDGWPLeHV1Ay2JDHkBN5ceM4i75q2jJWFRFPLQnrQYXhJiZW2U4hwPxTk+VtVGAQh4IJHp2p+ikIdE2iL10ahvrs/A7/XQEkuTsSHHYxDNOLgAx+gI51X5fmrbkoR8Lr4zYzRvrG/irfWNnH9UFT+YNQ6AXz2/mpr2JHecPwHT1KiuSH+gEV8REenC6zYpyfVxxwUTWL4two5Imm2tScIBFwDJjE17IsXgwiA2HUuHnfSzeWQsh/931li2tCSpa09Rme8nmsqyaHMzLQmLwqAbgOGlIWrakgRc0BjNsLkpjsuAfL+LsydU8f+dMxavyyDQcfdj0lYWx4GqggAOEEk51Ld3hN6RZTlEMw5Bj8GQkiC203ER3JHV+R0rQ9gOd768lkWbmslkbf6xZAe/fGE1De1Jnli6A5/LJJLMcM/89bTG031yvkWk9yj4iojILn5/2WRGlOVy7cnDGFTYsRRZczzb+XzCgq1tSSYNzOPy4wbiNaE5lub+tzbi95j85HNHMOe0kTTH0ny4o42SHC/NcQuPq2OZsmjKwjFMysM+pgwu6LgTXMCN22XwwFubGVQUImsbdIzDGiQsh+0tCQA8JuwcoF1bFyXHZzC0JIf2ZIYcr0l1UZCgx8XAgiAlOT4iiQy3n38E1UUhThpVQnnYj9s0uWxqNZcfO4jGaIqmWBrD0KivyOFOUx1ERGSP1tVH+eqfFtEYTeE4Nm6XSWHIh5XN0hxLY9mQdWxSHdNxcQEDCgO0xDOcPrqU19Y10BrLYDkdUyJyA26Gl+TQ0J7illljWVMXZUVNhIuOHsAdz63CwWBLc5zSHB9bWuLYNuT4XcSSWXbG7p03qMjxmuT6PaSzdsdtijc343aZDCoMEkvbDMj3M6o8h4ff3toRsIcU0tCeZtbESt7d2MyV0wZz+3MfMqgoxE8+d0SfnF8R6V0a8RURkT0aXppDPG0xYUCYRMamNOxnXGUesVSWSMrGwSHo7ZjCUBx04wDbmhP43SZLt7XxX2eNoyDkYdKAMEUhD/l+N1nb4ZJjqinO9fG7V9exozXBsm1trKuPURj0MLAgwJCSHBwHrj91OKl0R+itCPsYkO/ruGkGEEvbNERTNMUyvL+5hWwWjhyQj2lAeyLFqaNK+cfSGpysQ9jvYdaEAXx+ykAKQ15OGlnC+AF5PHDNVH4wa2wfnmER6U0a8RURkT3654oarn3wffICHvIDbppiacZX5vHWxmZyPAY2BomMzbkTK3hldQODi4IMKgrhdhnE09ZHK0LA6tp2ikJeIkmLVCbLF44bzIamKGvrY+xojXP0oEJWbI9Qke9nXX2UU0eX8sqHdR2jvDYMKQmyuTlB5qOFfk0g4DVJpm2Kc73Ut6dxgIDHJGs7ZLIODuAxwO02SVk2F0yqZFBxDhsaYkwelM/pY8spC/v77uSKSK/TiK+IiOzR5OoCLps6kDyfm4DPzVXTBvPelmYALNshkbEJeExqI0lOGFFMXSTJ6toIzfE0721uYVNjlPZEhvyAh8KQj2nDCollbP60cDP1kRSbG2IML8lhbV2UjG1T357E6zZ4fW09aRsMBwwTThxRQlHIiwn43R23Sa4I+8kLeqj7KPQCJDIdt1feyTQNZowrI8/v4rYLJrKuPsp1pw5n+vASHn1nS++fUBHpUxrxFRGRvaqLJHljbSOr69p5btkOTAw2fXShmdcEBwOXaeDzmCQzWQqCXiZV57OuPkZrIk1VfoAcv5tM1mbhhhagYyTW63ERS2epyPPSFrfI2jbDS3Pwe9zUt6cYkO9nfUOM1niaoNdFJJmlKOQilbEJB3185cShvLSylpTl8N7mFqoK/GxuTnb22wBOHFVMns/DUx/U8OTsaSzbHuHyYwf1xWkUkYOARnxFRGSvysJ+zp9cxZiKMM2xDKeMKaU810tBwI3tdIz8ThlcQHVBgIzl4PeYrKuPsrU5TnM0zZKtbfjdLu6/6hiOrs7H5zIYUhrixs+MAKCmLY3j2KSysKExzvaWONGUxYodERqjadymSTSVxWVALO0wqbqI7a1J/vuFNby2rpmlW1soCnm7hN6Q18XgIj9LN7fy3pYWrj15KHWRFOMH5PXVaRSRg4BGfEVEZJ8t3tKCyzR4ZWUdTy7dzsamjpFfE/joGjfyAh5OGVnKWxubqIskSVoQ9ruYUJVPUdBLeZ4fB2iKpXhyaQ1W1uHUUSW8vbGJsRVhYimL7a1x2pI2VYUBspZNyspi2Q4Zy8brMjFdJkGPSU1bChvwuU2KczxEEhl8bhftSYv/uWQSN/1tGSPKcvj2maOIJi1OHV3WV6dORA4CCr4iIrLflm9vI5LM8Pi7W5m/tp62uIXjgNdtEPC4aElYnDamhI0NMcZXhikIeXlueR1DikM0x1KcNaGShxZuJuAx2dqS7Ji3S8f6wKYBpmFg2R3/PA3I9xNNWiStLJOqC1i0sRnLgZljy3hpVR0Zu2PKRcjnZlJ1PvPXNuF1Gdw0cwyvrKqlJZ4hbdn89drp5PjcfXviRKRPaaqDiIjst/ED8jh6UCEOUJYbIOgx8LrBbZpYtsOXjx/Mki0tHD24kBc/rOdrJw3nS8cPZvKgAmrakry8sp6zJ1TQHEthAoVBHwkLpg8rJODp2IcBFAbdVOT5iactRpbmsrq2nZFlIQDe2NCIA8wcV4rX4+K2849gXX0M03EoyfUxIN/PyNIwv71kEn/64lSFXhHRiK+IiHx68bTF5B+/iNdt0p6wcJlQXRigqiDEytpW0hmHW845gs8dNYBL73mLrO1g2TZul8Gmxhhhn5tYxqYpmiL10R0qjqrO5/0trYQ8Bh63i1NHl/LCilowwbYcso5DKgtDigKdUy3Kc30MKgry3pYWXMDMCZW8t6WF/++c8ZwyurTvTpCIHFQUfEVE5IA4joNhGIz4f88S8pi0JbOUhX3URlIMLgpS05qgNLfjlsWV+QE2NETJOh13eTNNCPrcJDNZUlbHP0cGkB9w0ZLI4nUZpLNO593acn0m7SkbgNJcL23xDLbjEA54GFMR5p2NTfjdLj53VBU3f3YMfo+rr06LiByENNVBREQOiGEYAMz/zsm4XCbleR2hF8BldIzQbm9LkchkMXA4cWQxBjCyPAef20UsaZHvc7MzojpAa6Jj+Df90Zq8Dh0XyP37SE1bLE0q64ADbpfBe5tamDWhkp+cP4Erjhus0Csiu1DwFRGRblGZH+SWc8bziwsnEPKYjCgOsr01gfXRjShsB9Y3xKiNpDiyKsympjjFuT68bjhhVCkjy3PxmFAe9lEY8nT5ByrHawIG0ZSN12UQ8JiE/C5Kc72Mq8wjlcni4PDauiaqCgIML83pq9MgIgcxzfQXEZFuM2tiJQDVxSE2NsZIWR1TFz6avkvIa7K2th3L6bi9cE1bApdpkshYrK1rJ8fnor49BQ7YH73GBOJpm8KQC48BFXkB2hIZvG6T/KCXlniKgQUhnrjueABcptHbhy0ihwjN8RURkW7X0J6itjXOwo1N/PGNzQwtDrF4SzMZ2yGT7Qi9J48sJuvASyvryfG7SGRsgh4XKStL2nK6BGa/qyPQ5oe8gIGVtWmNp/nTF4/lZ8+v4sLJVVx8jO7IJiJ7p+ArIiI9xsrazF/TQFnYT1GOlw+2tvLrl9fyq4smcu7v3mTqkEJW17bRGs9gGAYel4nfbdAQs7rsxwDcpkGO30Vprp+A10VtW5JJ1QWcPqaMz00agKmRXhH5BAq+IiLSayLJDFua4hTleLn39Y1UhP2cPbGSM+9cQCJtkbIczppYztNLaztf4zUh5PfgNg2OGJDHiLIcvnziMEzDoCDo6by4TkTkkyj4iohIn/vmY0sIel00RpPgGHz+mIFc/8hi3Cb4vW5+ct4RHDesiO2tCUaW5fZ1d0XkEKXgKyIiB620ZbO1JcawEoVdETlwCr4iIiIi0i9oHV8RERER6RcUfEVERESkuWA2MgABAABJREFUX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV/ZJ/fffz+GYbBp06b9et0tt9yCYRj71NYwDG655Zb979xh7KqrrmLw4MHdvl+d6573ac/xvHnzMAyDefPmfWLbk08+mZNPPnm/a+z0ab+vRUQOVQq+IoepZ5999qAOt++++y7XXXcd48aNIxQKUV1dzUUXXcSaNWv6umsiInKYcvd1B+Tw9l//9V/cdNNNfd2NfunZZ5/ld7/73W7DbyKRwO3u22//O+64gzfeeIMLL7yQCRMmUFtby29/+1uOOuooFi5cyPjx4/u0f33lxBNPJJFI4PV6+7orIiKHHQVf6VFut7vPA9aBisVihEKhvu5Gt/L7/X3dBW688UYeeeSRLgHv85//PEcccQS33347Dz30UB/2ru+YpnlQvD8iIocjTXWQT+25557jhBNOIBQKkZuby1lnncWKFSu6tNndHN9UKsU3v/lNSkpKyM3N5ZxzzmHbtm27rbF9+3auueYaysrK8Pl8jBs3jj/+8Y9d2uycE/mXv/yFn/zkJ1RVVeH3+znttNNYt27dfh3TzjmP8+fP5+tf/zqlpaVUVVXt1zHX1tZy9dVXU1VVhc/no6KignPPPXeXeZS///3vGTduHD6fj8rKSmbPnk1ra+te+7en+Z+bNm3CMAzuv/9+oGNu8O9+9zugY67pzq+ddjf/dPHixcycOZNwOExOTg6nnXYaCxcu3O35eeONN7jxxhspKSkhFArxuc99joaGhr32/eOmTZu2y6jmiBEjGDduHB9++OF+7Wvn52zNmjVcfvnl5OXlUVJSwve//30cx2Hr1q2ce+65hMNhysvL+eUvf9n52mg0SigU4hvf+MYu+922bRsul4vbbrutc1traytz5sxh4MCB+Hw+hg8fzh133IFt25/Yz305x3t6j++55x6GDRtGIBDgmGOO4bXXXtuvc7RixQpOPfVUAoEAVVVV3HrrrXvs83PPPcdJJ51Ebm4u4XCYKVOm8Mgjj3Q+v3btWi644ALKy8vx+/1UVVVx8cUX09bWtl99EhHpbYf2UJz0mQcffJArr7ySGTNmcMcddxCPx7nrrrs4/vjjWbx48V4vyPrSl77EQw89xKWXXsq0adN45ZVXOOuss3ZpV1dXx7HHHothGFx33XWUlJTw3HPP8cUvfpFIJMKcOXO6tL/99tsxTZNvf/vbtLW18bOf/YzLLruMt99+e7+P7+tf/zolJSX84Ac/IBaL7dcxX3DBBaxYsYLrr7+ewYMHU19fz4svvsiWLVs629xyyy386Ec/4vTTT+faa69l9erV3HXXXbz77ru88cYbeDye/e7zv/vqV7/Kjh07ePHFF3nwwQc/sf2KFSs44YQTCIfDfPe738Xj8XD33Xdz8sknM3/+fKZOndql/fXXX09BQQE//OEP2bRpE3feeSfXXXcdjz322AH123Ec6urqGDdu3Kd6/ec//3nGjBnD7bffzjPPPMOtt95KYWEhd999N6eeeip33HEHDz/8MN/+9reZMmUKJ554Ijk5OXzuc5/jscce41e/+hUul6tzf48++iiO43DZZZcBEI/HOemkk9i+fTtf/epXqa6u5s033+Tmm2+mpqaGO++8c499299z/O/uvfdevvrVrzJt2jTmzJnDhg0bOOeccygsLGTgwIGfeF5qa2s55ZRTsCyLm266iVAoxD333EMgENil7f33388111zDuHHjuPnmm8nPz2fx4sX885//5NJLLyWdTjNjxgxSqRTXX3895eXlbN++naeffprW1lby8vI+sT8iIn3GEdkH9913nwM4GzdudNrb2538/Hzny1/+cpc2tbW1Tl5eXpftP/zhD51//5gtWbLEAZyvf/3rXV576aWXOoDzwx/+sHPbF7/4RaeiosJpbGzs0vbiiy928vLynHg87jiO47z66qsO4IwZM8ZJpVKd7X796187gLNs2bL9Ps7jjz/esSyrc/u+HnNLS4sDOD//+c/3WKO+vt7xer3OGWec4WSz2c7tv/3tbx3A+eMf/9i57corr3QGDRrU+Xjnsb766qtd9rlx40YHcO67777ObbNnz3b29C3+8XN93nnnOV6v11m/fn3nth07dji5ubnOiSeeuMv5Of300x3btju3f/Ob33RcLpfT2tq6x+PeFw8++KADOPfee+9+vW7n5+wrX/lK5zbLspyqqirHMAzn9ttv79ze0tLiBAIB58orr+zc9vzzzzuA89xzz3XZ74QJE5yTTjqp8/GPf/xjJxQKOWvWrOnS7qabbnJcLpezZcuWzm2f9hx//D1Op9NOaWmpc+SRR3b5fN9zzz0O0KV/ezJnzhwHcN5+++3ObfX19U5eXl7n97XjOE5ra6uTm5vrTJ061UkkEl32sfP9Xrx4sQM4jz/++CfWFRE52Giqg+y3F198kdbWVi655BIaGxs7v1wuF1OnTuXVV1/d42ufffZZAG644YYu2z8+eus4Dn/729+YNWsWjuN0qTNjxgza2tp4//33u7zm6quv7vKr8xNOOAGADRs27PcxfvnLX+4y8revxxwIBPB6vcybN4+Wlpbd7vull14inU4zZ84cTPNf34Jf/vKXCYfDPPPMM/vd3wORzWZ54YUXOO+88xg6dGjn9oqKCi699FJef/11IpFIl9d85Stf6TJ14oQTTiCbzbJ58+ZP3Y9Vq1Yxe/ZsjjvuOK688spPtY8vfelLnX93uVwcffTROI7DF7/4xc7t+fn5jBo1qsvn4vTTT6eyspKHH364c9vy5cv54IMPuPzyyzu3Pf7445xwwgkUFBR0+RycfvrpZLNZFixYsNt+fZpzvNOiRYuor6/na1/7WpfP91VXXbXPo6vPPvssxx57LMccc0zntpKSks6R7J1efPFF2tvbuemmm3aZZ7zz/d5Z8/nnnycej+9TfRGRg4WmOsh+W7t2LQCnnnrqbp8Ph8N7fO3mzZsxTZNhw4Z12T5q1KgujxsaGmhtbeWee+7hnnvu2e2+6uvruzyurq7u8rigoABgjwF0b4YMGdLl8b4es8/n44477uBb3/oWZWVlHHvssZx99tl84QtfoLy8HKAzHH78mL1eL0OHDj2g8PhpNDQ0EI/Hd+kPwJgxY7Btm61bt3aZftCd5xo6fhV/1llnkZeXx1//+tcu/+nYHx/vV15eHn6/n+Li4l22NzU1dT42TZPLLruMu+66i3g8TjAY5OGHH8bv93PhhRd2tlu7di0ffPABJSUlu63/8c/kTp/mHO+08/MwYsSILts9Hk+XEA0d5/HjxxkIBNi8efNup1J8vD/r168H2OuKGkOGDOHGG2/kV7/6FQ8//DAnnHAC55xzTufcahGRg5mCr+y3nRfEPPjgg51h7t91xyoOO2tcfvnlexz9mzBhQpfHewpLjuPsd/2Pz33cn2OeM2cOs2bN4oknnuD555/n+9//PrfddhuvvPIKkyZN2u++/Ls93Qwkm80e0H73V3ee67a2NmbOnElrayuvvfYalZWV3dqvfe3rF77wBX7+85/zxBNPcMkll/DII49w9tlndwlztm3zmc98hu9+97u73efIkSM/dd+7Q0VFRZfH9913H1dddVW31/nlL3/JVVddxZNPPskLL7zADTfcwG233cbChQu7XAwqInKwUfCV/bZztLa0tJTTTz99v147aNAgbNtm/fr1XUabVq9e3aXdzhUfstnsftfoCft7zMOGDeNb3/oW3/rWt1i7di1HHnkkv/zlL3nooYcYNGgQ0HHM/z5il06n2bhx4173v3Nk9eOrP+xulHhf75hXUlJCMBjc5T2AjukHpmnu0wVUn0YymWTWrFmsWbOGl156ibFjx/ZInX0xfvx4Jk2axMMPP0xVVRVbtmzhN7/5TZc2w4YNIxqN7vdn8kDO8c7Py9q1a7v8xiGTybBx40YmTpzYue3FF1/s8tqdI8iDBg3q/K3Fv/t4f3Z+zpcvX87w4cP3ekxHHHEERxxxBP/1X//Fm2++yfTp0/nDH/7ArbfeutfXiYj0Jc3xlf02Y8YMwuEwP/3pT8lkMrs8v7dlrWbOnAnA//zP/3TZ/vGr4V0uFxdccAF/+9vfWL58+X7V6An7eszxeJxkMtnluWHDhpGbm0sqlQI65pN6vV7+53/+p8uo47333ktbW9tuV7jYadCgQbhcrl3mkv7+97/fpe3OtYc/aYk0l8vFGWecwZNPPtllybW6ujoeeeQRjj/++L1OX/m0stksn//853nrrbd4/PHHOe6447q9xv664ooreOGFF7jzzjspKirq/LzudNFFF/HWW2/x/PPP7/La1tZWLMva7X4P5BwfffTRlJSU8Ic//IF0Ot25/f7779/lvT399NO7fO0cAf7sZz/LwoULeeeddzrbNjQ0dJnTDHDGGWeQm5vLbbfdtsvneOdnNRKJ7HKcRxxxBKZpdn7GRUQOVhrxlf0WDoe56667uOKKKzjqqKO4+OKLKSkpYcuWLTzzzDNMnz6d3/72t7t97ZFHHskll1zC73//e9ra2pg2bRovv/zybtfbvf3223n11VeZOnUqX/7ylxk7dizNzc28//77vPTSSzQ3N/f0oXba12Nes2YNp512GhdddBFjx47F7XYzd+5c6urquPjii4GO0b+bb76ZH/3oR5x55pmcc845rF69mt///vdMmTKly8VUH5eXl8eFF17Ib37zGwzDYNiwYTz99NO7nVs6efJkoONCwhkzZuByuTr78HG33norL774Iscffzxf//rXcbvd3H333aRSKX72s591wxnc1be+9S2eeuopZs2aRXNz8y43rNjbeegpl156Kd/97neZO3cu11577S7Lyn3nO9/hqaee4uyzz+aqq65i8uTJxGIxli1bxl//+lc2bdq0y3zinT7tOfZ4PNx666189atf5dRTT+Xzn/88Gzdu5L777ttlju+efPe73+XBBx/kzDPP5Bvf+EbncmaDBg3igw8+6GwXDof57//+b770pS8xZcoULr30UgoKCli6dCnxeJwHHniAV155heuuu44LL7yQkSNHYlkWDz74YOd/VkVEDmp9t6CEHEr+fTmznV599VVnxowZTl5enuP3+51hw4Y5V111lbNo0aLONh9fzsxxHCeRSDg33HCDU1RU5IRCIWfWrFnO1q1bd1n+yXEcp66uzpk9e7YzcOBAx+PxOOXl5c5pp53m3HPPPV36wW6WV9rdEl/7epzvvvvubp//pGNubGx0Zs+e7YwePdoJhUJOXl6eM3XqVOcvf/nLLvv67W9/64wePdrxeDxOWVmZc+211zotLS1d2nx8OTPHcZyGhgbnggsucILBoFNQUOB89atfdZYvX77LsVqW5Vx//fVOSUmJYxhGl/dhd+f6/fffd2bMmOHk5OQ4wWDQOeWUU5w333xzn87PnpZZ25uTTjrJAfb4tT92fs4aGhq6bL/yyiudUCi029rjxo3b7b4++9nPOsAux75Te3u7c/PNNzvDhw93vF6vU1xc7EybNs35xS9+4aTT6c52n/Yc7+lc/v73v3eGDBni+Hw+5+ijj3YWLFjgnHTSSfu0nJnjOM4HH3zgnHTSSY7f73cGDBjg/PjHP3buvffeXb6vHcdxnnrqKWfatGlOIBBwwuGwc8wxxziPPvqo4ziOs2HDBueaa65xhg0b5vj9fqewsNA55ZRTnJdeemmf+iEi0pcMx/kUV6OIiBymPve5z7Fs2bL9vuufiIgc/DTHV0TkIzU1NTzzzDNcccUVfd0VERHpAZrjK/1CIpGgra1tr20KCwu73CBAPp1oNEo0Gt1rm5KSkn1aq7c797U3Gzdu5I033uD//u//8Hg8fPWrXz2g/YmIyMFJwVf6hccee4yrr756r21effVVTj755N7p0GHsF7/4BT/60Y/22mbjxo0MHjy4V/e1N/Pnz+fqq6+murqaBx54YLdrNYuIyKFPc3ylX6ipqWHFihV7bTN58uTOdXLl09uwYcMn3ib6+OOP3+WWuD29LxEREQVfEREREekXdHGbiIiIiPQLCr4iIiIi0i8o+IqIiIhIv6DgKyIiIiL9goKviIiIiPQLCr4iIiIi0i8o+IqIiIhIv6DgKyIiIiL9goKviIiIiPQLCr4iIiIi0i8o+IqIiIhIv6DgKyIiIiL9goKviIiIiPQLCr4iIiIi0i8o+IqIiIhIv6DgKyIiIiL9goKviEgvyTYtx47VdNnmpNvJbP5nH/VIRKR/cfd1B0RE+gOraRnRx4/peOAvJXDK3ZCox3EHsNu34iqfhukL920nRUQOc4bjOE5fd0JE5HBn1b1NdO4pwO5+5Jrg8kF4GGbuEHLPfJTkez8lMOX7vd1NEZHDmqY6iIj0sMyWF7DqFrH70EvH9mwCWpZjb/kH6c3/JLPlRex4Q292U0TksKcRXxGRHuak20ku/TWpD++DRAs4iY+e8XQMPzgO+IvBSkKm9V8vNIN4J36DwJT/h2G6+qDnIiKHF434ioj0MMObixkoxj3qcvD4wQxCqAq8uRiF4zFLjoJAZdfQa/jAk0N68e1E/nwkqVUP9ln/RUQOF7q4TUSkhzmZOOl1f+mY6JCOgWmArxDTX4iTbMGO14JjdzT2l0KyHpwUpFvAcOMk6rFqXgMDfKOu6MtDERE5pGnEV0SkmznpdtJr/9z52PAECZzyfxiGG/KGgDcHIxPBM+RzmAUjwfSAkwYMyLRDsBJMH/iLwB2CTJRMzZtkm1f03UGJiBwGFHxFRLqb4QJXgGzT8s5NyXd/SjZWC/EacIdxMjHS214mW/sOmF7AABww3LhLp2DkDoJEA7j94ApCNoWr5Jg+OyQRkcOBgq+ISDczPEHclceT2fhU5zZ3+RQwXRAeBvFaSLXgxOrASuAecDxG7mBcQ84HO0s2tg0MN5RMwSieDHYSs2Ac6S3/JPKXqaTXPNqHRycicuhS8BUR6QGmvwj/0d/rfOwkGgid8D8dUxnsBDgWtK8FJ4VV8xY5Zz+FmTsQV+XxOFYGJ14LDQtxtj4DjoVds6BjBNgbxklH+vDIREQOXQq+IiK9IDDlv4i98R2IbOjYYHg/esbsCMOuIK7wCLJ1b0PLB5Bu7rqDbJps0wfYratIrf1Lr/ZdRORwoVUdRER6iRkqx25eDkVH4h30WbL17+Iedj6ppXeSeO0b2KYXrHjHNAfDDZ4gpKJQMKbj4jfTA7Fa7Pr3+/pQREQOSQq+IiK9JHzWE6RWP0zi1S+RdrIEjryR1NI7IVqD1bYeMMEbxsgbihPZCMk2IAPRzRihChzDgHQb7gmz+/hIREQOTbpzm4hIN3GyKZKLfoJ/8s0Y7sAe26XW/w3TV0D89W/jRDYABnjDkI6AnQGy4ArjHnMV9o55mOXTsTb87aOFH0xINRC+uhbTm9NbhyYicljQHF8RkW7Q+uhRtP1vacfIrcvfud1xHKya17u09Q27AE/VqbhHXAp2CgKlHVMb7DSQBcONUXEs7qKxeCbegLX2YbxjvwyZOCRrwTFIr/zfXj5CEZFDn6Y6iIgcoMQ7t0DbhwA4betxUs2k1/8dDDfeUZdh7XgNd8Xxu7zOFSojAxDb8tEWs/NPp+YNktteBBwIDSK95iHwFYMVBSws3cxCRGS/KfiKiBwAJ5shteS/Ox6UTCU47acYvkJcZVPIbHkRw+XFP/nm3b7WP/oKvINmklz8C/AVYbeuxk5HsLe93DGtwRWEbAximzte4P7X1AbTV9TDRyYicvjRVAcRkQNguDwEjv9v8r+WIP+CebgrpmEYBu7iIwkc9Z1PfL0ZKCY47XaCk7+Dt+pkck76H3IvfIvwFevxHnc75FQDLjAD4C/Cd/ojuAbPwjfqsh4/NhHp8Lvf/Y7Bgwfj9/uZOnUq77zzTl936ZC2YMECZs2aRWVlJYZh8MQTT+yx7de+9jUMw+DOO+/sltoa8RUROUC+sdd0y368oy7v+EuwvOOP8V8iOP5LuzYc/rluqSdyKMpmbV77oIGa5gQVhQFOmFCCy9Vz43iPPfYYN954I3/4wx+YOnUqd955JzNmzGD16tWUlpb2WN3e4jgOkWSETDaDx+Uh7A9jGEaP1ozFYkycOJFrrrmG888/f4/t5s6dy8KFC6msrOy22lrVQURERA4Jf1+wlW/+5j22NcQ7t1WVBPnv6ydz/okDe6Tm1KlTmTJlCr/97W8BsG2bgQMHcv3113PTTTf1SM3e0hRrZlPTJtLZdOc2r8vL4KLBFIUKe6UPhmEwd+5czjvvvC7bt2/fztSpU3n++ec566yzmDNnDnPmzDngeprqICIiIge9vy/YykU/eK1L6AXY3hDnoh+8xt8XbO32mul0mvfee4/TTz+9c5tpmpx++um89dZb3V6vNzXFmllTv6ZL6AVIZ9OsqV9DU6x5D6/sebZtc8UVV/Cd73yHcePGdeu+FXxFRETkoJbN2nzzN++xu19R79x242/fI5u1u7VuY2Mj2WyWsrKyLtvLysqora3t1lq9yXEcNjVt2mubTU2b6KtJAXfccQdut5sbbrih2/et4CsiIiIHtdc+aNhlpPffOcDW+jivfdDQe506hEWSkV1Gej8unU0TSUZ6qUf/8t577/HrX/+a+++/v0fmGiv4ioiIyEGtpjnRre32VXFxMS6Xi7q6ui7b6+rqKC8v79ZavSmTzXRru+702muvUV9fT3V1NW63G7fbzebNm/nWt77F4MGDD3j/Cr4iIiJyUKso3PMtwD9Nu33l9XqZPHkyL7/8cuc227Z5+eWXOe6447q1Vm/yuDzd2q47XXHFFXzwwQcsWbKk86uyspLvfOc7PP/88we8fy1nJiIiIge1EyaUUFUSZHtDfLfzfA2gqjTICRNKur32jTfeyJVXXsnRRx/NMcccw5133kksFuPqq6/u9lq9JewP43V59zrdwevyEvaHe6R+NBpl3bp1nY83btzIkiVLKCwspLq6mqKirjfo8Xg8lJeXM2rUqAOureArIiIiBzWXy+S/r5/MRT94DQO6hN+ds0B/dd3kHlnP9/Of/zwNDQ384Ac/oLa2liOPPJJ//vOfu1zwdigxDIPBRYNZU79mj20GFw3usfV8Fy1axCmnnNL5+MYbbwTgyiuv5P777++RmjtpHV8RERE5JOxuHd+BpUF+dV3PreN7ODsY1vHtbQq+IiIicsjo7Tu3He764s5tfUnBV0RERET6Bf0XSURERET6BQVfEREREekXFHxFREREpF9Q8BURERGRfkHBV0RERET6BQVfEREREekXFHxFREREpF9Q8BURERGRfkHBV0RERGQPFixYwKxZs6isrMQwDJ544om+7tIh75PO6VVXXYVhGF2+zjzzzG6preArIiIihwzbdti4uZkPVtawcXMztt2zN6CNxWJMnDiR3/3udz1ap684jkM62kaytZF0tI3euKHvvpzTM888k5qams6vRx99tFtqu7tlLyIiIiI9bOXqOp59aRWR9lTntnCuj8+ePpqxo8p6pObMmTOZOXNmj+y7r6XamojWbMK20p3bTLeXnIrB+PKKeqzuvpxTn89HeXl5t9fWiK+IiIgc9FauruPPc5d2Cb0AkfYUf567lJWr6/qoZ4emVFsTka1ruoReANtKE9m6hlRbUx/1rMO8efMoLS1l1KhRXHvttTQ1dU9/FHxFRETkoGbbDs++tGqvbZ59aVWPT3s4XDiOQ7Rm017bRGs39cq0h90588wz+dOf/sTLL7/MHXfcwfz585k5cybZbPaA962pDiIiIgepjRs38re//Y1vfvObuFyuvu5On9m8tWWXkd6Pi7Sn2Ly1hSGDCnupV4euTCyyy0jvx9mZNJlYBG9OXi/16l8uvvjizr8fccQRTJgwgWHDhjFv3jxOO+20A9q3RnxFREQOUqlUimg0yo9//GNuueWWvu5On2mP7T307m+7/s62Mt3arqcNHTqU4uJi1q1bd8D7UvAVERE5SI0ePZqbbrqp8/Htt9/eh73pO7khX7e26+9Mt6db2/W0bdu20dTUREVFxQHvS1MdREREDmJ+v59bbrmFv/3tb/j9/r7uTp8YNLCAcK5vr9Mdwrk+Bg0s6Pba0Wi0y0jjxo0bWbJkCYWFhVRXV3d7vd7gCYUx3d69TncwPV48oXCP1N/bOS0sLORHP/oRF1xwAeXl5axfv57vfve7DB8+nBkzZhxwbcPpq5nLIiIislePPvooF1xwAV6vt6+70ud2ruqwJxd/bmKPLGk2b948TjnllF22X3nlldx///3dXq+37FzVYU/CA0f22JJmezund911F+eddx6LFy+mtbWVyspKzjjjDH784x9TVnbg76+Cr4iIyEHKsizcbv1ydqe+WMf3cLbbdXw9XnLKe3Yd376k4CsiIiKHDNt22Ly1hfZYitxQx/QG0zT6uluHLMdxPlrlIYPp9uAJhTGMw/d8KviKiIiISL+gVR1EREREpF9Q8BURERGRfkHBV0RERET6BQVfEREREekXFHxFREREpF9Q8BURERGRfkHBV0RERET6BQVfEREREekXFHxFRERE9uC2225jypQp5ObmUlpaynnnncfq1av7uluHtAULFjBr1iwqKysxDIMnnnhilzYffvgh55xzDnl5eYRCIaZMmcKWLVsOuLaCr4iIiBwyHMehpTVGXX0bLa0xevoGtPPnz2f27NksXLiQF198kUwmwxlnnEEsFuvRur3FcWys5q2ka1ZhNW/FcewerxmLxZg4cSK/+93vdvv8+vXrOf744xk9ejTz5s3jgw8+4Pvf/z5+v/+Aa+uWxSIiInJIaGiMsHZdDam01bnN53UzYngFJcXh3ulDQwOlpaXMnz+fE088sVdq9pRM3VoSq17FSUU7txm+HAKjT8FTNqJX+mAYBnPnzuW8887r3HbxxRfj8Xh48MEHu72eRnxFRETkoNfQGGH5yq1dQi9AKm2xfOVWGhojvdKPtrY2AAoLC3ulXk/J1K0lvvQfXUIvgJOKEl/6DzJ1a/ukX7Zt88wzzzBy5EhmzJhBaWkpU6dO3e10iE9DwVdEREQOao7jsHZdzV7brF1f0+PTHmzbZs6cOUyfPp3x48f3aK2e5Dg2iVWv7rVNYtW8Xpn28HH19fVEo1Fuv/12zjzzTF544QU+97nPcf755zN//vwD3r+7G/ooIiIi0mNa2+K7jPR+XCpl0doWpyA/1GP9mD17NsuXL+f111/vsRq9IduyfZeR3o9zUu1kW7bjLhzYS73qYNsdYfvcc8/lm9/8JgBHHnkkb775Jn/4wx846aSTDmj/GvEVERGRg1r6E0Lv/rb7NK677jqefvppXn31VaqqqnqsTm+wU/t2Yd6+tutOxcXFuN1uxo4d22X7mDFjumVVB434ioiIyEHN6923uLKv7faH4zhcf/31zJ07l3nz5jFkyJBur9HbTN++jYrva7vu5PV6mTJlyi5Lxq1Zs4ZBgwYd8P4VfEVEROSglp8XxOd173W6g8/nJj8v2O21Z8+ezSOPPMKTTz5Jbm4utbW1AOTl5REIBLq9Xm9wFQzA8OXsdbqD4cvFVTCgR+pHo1HWrVvX+Xjjxo0sWbKEwsJCqqur+c53vsPnP/95TjzxRE455RT++c9/8o9//IN58+YdcG0tZyYiIiIHvZ2rOuzJ+LEDe2RJM8Mwdrv9vvvu46qrrur2er1l56oOexKcOKvHljSbN28ep5xyyi7br7zySu6//34A/vjHP3Lbbbexbds2Ro0axY9+9CPOPffcA66t4CsiIiKHhN2u4+tzM2JY763jezjZ/Tq+uQRGn9xr6/j2NgVfEREROWQ4jkNrW5x02sLr7ZjesKdRWflkjmOTbdmOnYph+kId0yCMw3ftAwVfEREREekXDt9ILyIiIiLybxR8RURERKRfUPAV6SdszWoSEZF+TsFX5DD1YFMNm5NxLlr3AVVLFjBo6Ws81Vrf190SERHpM7q4TeQwMb+9hbeirXy3fDB1VpqjV75DzLG7tDGA75QMZFwoh3PzS/umoyIiIn1EwVfkEGc5DquSMWzH4cc1m1ifihO3stTbGew9vCaEwc8GjuSyovJe7auIiEhf0lQHkW7SV/+H/OKmD3mypeGjkOtgOA7TQ2Fy9rIOYwyHs/OLe6uLIiIiBwUFX5FuUhdrJ55J73P7WDpFNJ0inkmzPdKKZWcBSFkWsXQKgJZEnKzdddw2ls12hux7GrZzUUEJOS4Xq5IxzgwX4TVcbE2niDh7Gu+FYV4/GXvPz4uIiByOFHxFPgXHcXAcB9txyGSzZLJZ2hIJNrU2s7KhtvPrw3/7+7bWZprjUdY1NrCmoY7GeIwdkVZSVoZ4OsXm1mYiyQQt8Sj1sSixdIrWZALLztKaTBDPpHk50sw3tqzipaY6ANakYowJ5HBlUQXPtTXxf407qM2kePffbj/5cZfml3J+QSmFbk9vnS4RkUPWXXfdxYQJEwiHw4TDYY477jiee+65vu7WIW3BggXMmjWLyspKDMPgiSee6PK8YRi7/fr5z39+wLXdB7wHkcOU81GoTVgZkpkMaStD0rJwmS68bjeZrEUia+19H//290gmTeTfRoStj/5eE23v2JDNUtMeIfvRq9KWRTpr4TZNWhNxMm4Xb0RbubVqOKVuDzWZFNcVD+T9WITvbFtH2OUiYLg4K6+Iv7c2YOOQ3E2f3o+3U2elids2OS7XgZwiEZFe5zgO8dY2rFQat89LMD+vR29ZXFVVxe23386IESNwHIcHHniAc889l8WLFzNu3Lgeq9tbHDuLVfMGTrwGI1iBu2I6htmz/zbEYjEmTpzINddcw/nnn7/L8zU1NV0eP/fcc3zxi1/kggsuOODaurhNZA9qoxGaE/E9Pu82DKxu+vbJ9/rANIgmO6Y4WDi4DYOSYA5p28bvdrEk0spix+JLxQPIODZ/aaljVTKOxzB4trWR1qxFzLHZW48m+EN8q2wQUTurC9tE5JATqW+gbs06rNS/BhHcPi9lI4cTLi3ptX4UFhby85//nC9+8Yu9VrMnpDc8QeKNb+PEtnduM0IDCEz/Bd6h5/VKHwzDYO7cuZx33p7rnXfeebS3t/Pyyy8fcD2N+Irsgedj/+PN9fiozA1jmibJTAbTNHFwaIhFMYCqvAIA2lNJWuJxYlbHD+a9BdFcrxcXJkWhHLZGWrABG4fSYIgcrx+/51/TEU7wBZjqOJyx5n0AyjxeclxufloxlEeb6jg+J48F0Tbie5jb6wF+MmAYJ+QWfNpTIiLSZyL1DWxftnKX7VYq3bH9iLE9Hn6z2SyPP/44sViM4447rkdr9bT0hieIv3ApH/9Xyont6Nh+xiO9Fn73pq6ujmeeeYYHHnigW/an4CuyB0XBEEXB0G6fC3i9nX8vCeWQsv415SHX5yfo8VIfbSfs7/h7KpsBG9qSCVpTCUpDudTE2rFsh4EF+Wxta8HAYGBePj6Xm82tzTTEYxQGgpTlhNmSiHF34w5uqhxCodtDs5Xh8WETaLYyzNm6hlNzC0g4WZIfhV4TdlnKbLQvSJFL83pF5NDjOA51a9bttU3dmvXklhT3yLSHZcuWcdxxx5FMJsnJyWHu3LmMHTu22+v0FsfOknjj2+x+aMYBDBJvfAfP4Fk9Pu3hkzzwwAPk5ubudkrEp6GL20QOkN/tIc8f6FylAcBlmlSE8wh5fRiGgd/txe/1UhbOY1RJOQXBEGNLyhmcXwhAWU4u1XkFBDxe3C4XBcEg+b4AqazVMZ8tFuXKYB52JsPMvGLmj5oMwB21mxjvD/HA0HGM8ocod7nxsGvoDWPwxZIBPNxS14tnRkSke+yc07s3VipFvLWtR+qPGjWKJUuW8Pbbb3Pttddy5ZVXsnLlrqPPhwqr5o0u0xt25eDEtmHVvNFrfdqTP/7xj1x22WX4/f5u2Z9GfEV2oz2VIsfr3a+RA69r/7+ddu7/468tDIQg8K/HQbeH0lAuXrebwSk/L7Y38/eWBq4vraLFsjh/3Qe0ZTOEDBdN7HrB3aIxx1Dq654fGiIive2TQu/+tttfXq+X4cOHAzB58mTeffddfv3rX3P33Xf3SL2e5sRrPrnRfrTrKa+99hqrV6/mscce67Z9KviK7EY6awHeT2z37zw9uEJC9UcjwwBHBXMxDDg9txDTMJi68h1yTRc5bhdLE9FdYm+528uiZJTPKviKyCHK7du3n8f72u5A2bZNKpXqlVo9wQhWdGu7nnLvvfcyefJkJk6c2G37VPAV2Y09ze09GJR4/vWDvS6TpjlrUe7xkszaXUKvCWwaP42w1usVkUNcMD8Pt8+71xFdt89HMD+v22vffPPNzJw5k+rqatrb23nkkUeYN28ezz//fLfX6i3uiukYoQE4sR3sfp6vgREagLtieo/Uj0ajrFv3rznbGzduZMmSJRQWFlJdXQ1AJBLh8ccf55e//GW31lbwFQFsxyZlZQl4Dq2QWObx8u6YKeS7PbwUaearG1bQ9NEM33dHT1HoFZHDgmEYlI0cvttVHXYqGzmsRy5sq6+v5wtf+AI1NTXk5eUxYcIEnn/+eT7zmc90e63eYpguAtN/8dGqDgZdw2/HOQxM/3mPXdi2aNEiTjnllM7HN954IwBXXnkl999/PwB//vOfcRyHSy65pFtrax1fESCTzRJNpygIBPu6Kwck6zj8YMd6Ct0evlU2qK+7IyLSrXa/jq+PspHDenUd38PF7tfxrSIw/ecHxVJmPUHBV0RERA4ZvX3ntsNdX9y5rS8p+IqIiIhIv6B1fEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfEVERESkX1DwFREREZF+QcFXRERERPoFBV8RERER6RcUfOWwlLQy1EYjfd0NERE5jNx+++0YhsGcOXP6uiuHtAULFjBr1iwqKysxDIMnnniiy/PRaJTrrruOqqoqAoEAY8eO5Q9/+EO31HZ3y15EDjJ+t4fyHE9fd0NERLqZY9u0bNxKuj2KNzeHgiEDMcyeH8d79913ufvuu5kwYUKP1+pNWcfhzWgbdVaaMreXaTl5uHr4FtCxWIyJEydyzTXXcP755+/y/I033sgrr7zCQw89xODBg3nhhRf4+te/TmVlJeecc84B1VbwFRERkUNC/fJVrP7HC6Ta2ju3+fJyGTXrDErHj+6xutFolMsuu4z//d//5dZbb+2xOr3tqdYGbtq+jh2ZdOe2So+X2wcM55z8kh6rO3PmTGbOnLnH5998802uvPJKTj75ZAC+8pWvcPfdd/POO+8ccPDVVAc5ZNnpbF93QUREekn98lV88NDfuoRegFRbOx889Dfql6/qsdqzZ8/mrLPO4vTTT++xGr3tqdYGrty0skvoBajJpLly00qeam3oo57BtGnTeOqpp9i+fTuO4/Dqq6+yZs0azjjjjAPet0Z85ZCVfnAVmOC/elxfd0VERHqQY9us/scLe22z+h8vUjJ2ZLdPe/jzn//M+++/z7vvvtut++1LWcfhpu3rcHbznAMYwM3b13NWXnGPT3vYnd/85jd85StfoaqqCrfbjWma/O///i8nnnjiAe9bI75yaLMhvbi+r3shIiI9qGXj1l1Gej8u1RahZePWbq27detWvvGNb/Dwww/j9/u7dd996c1o2y4jvf/OAbZnUrwZbeu9Tv2b3/zmNyxcuJCnnnqK9957j1/+8pfMnj2bl1566YD3rRFfOXSNyIW17dhLGmBSaV/3RkREeki6Pdqt7fbVe++9R319PUcddVTntmw2y4IFC/jtb39LKpXC5XJ1a83eUGftOfR+mnbdKZFI8L3vfY+5c+dy1llnATBhwgSWLFnCL37xiwOebqLgK4cs3/QqUms/BBuy6Swu76H3w0dERD6ZNzenW9vtq9NOO41ly5Z12Xb11VczevRo/vM///OQDL0AZW5vt7brTplMhkwmg/mxKSsulwvbtg94/wq+csgyXCbmqQOw5+8g88JmjM8MwvQdmj+ERERkzwqGDMSXl7vX6Q6+vDAFQwZ2a93c3FzGjx/fZVsoFKKoqGiX7YeSaTl5VHq81GTSu53nawCVHh/TcvJ6pH40GmXdunWdjzdu3MiSJUsoLCykurqak046ie985zsEAgEGDRrE/Pnz+dOf/sSvfvWrA66tOb5ySDNzvGA7uMYXYb26bZfns2tbSb25g+y27v31l4iI9B7DNBk1a+9X9I+a9ZleWc/3cOAyDG4fMBzoCLn/bufj2wYM67EL2xYtWsSkSZOYNGkS0LFu76RJk/jBD34AdFxQOGXKFC677DLGjh3L7bffzk9+8hO+9rWvHXBtw3Gc3YV9kUOCYzuknlyH+9gKXOUhjH/7JnVSWay1LWSXNuAaUYDnmPI+7KmIiByo3a/jG2bUrM/06Dq+h6vdreM7wOPjtgHDenQd376k4CuHvNSrW3E2RDAnl+A9suMiNyeaJv1BI/a6NoyBQbxHV2Dm/muuklUXJduSwHCbeIcX9VXXRURkP/XVndsOV31x57a+pOArhzTHcUg9uhoyWfCY4NjgGPwhL8bX2nJwnz0EbBt3YZD0hmacdBbf6BLstIWTsDBzfRimQTaSBAdceYfPcjUiIiLSlS5uk0Ob7YDbBCcLiZ1XezqcU1CM95QBHXOAP+KpymPn//NMrxu8//r4G1436P+AIiIihzUFXzmkpda3QHumyzbv1WMYuptfexle1y6T+Hcy/fpWEBEROdzpX3s5ZCX/sQ7qU52PfVePxTAP33lJIiIicmAUfOWQlHmrpiP0GuC5fLRuXiEiIiKfSBe3ySHJjqQwcrwa4RUREZF9puArIiIiIv2CFr4TERERkX5BwVdERERE+gUFXxEREZE9uOWWWzAMo8vX6NG6PfKBWLBgAbNmzaKyshLDMHjiiSe6PF9XV8dVV11FZWUlwWCQM888k7Vr13ZLbQVfEREROWTY2Sxb57/PqsdeZOv897Gz2R6vOW7cOGpqajq/Xn/99R6v2Vtsx6EmEWN9tI2aRAy7Fy79isViTJw4kd/97ne7POc4Dueddx4bNmzgySefZPHixQwaNIjTTz+dWCx2wLW1nJmIiIgcEtY+MZ95N95JdHtD57acASWc/Ks5jDjvpB6r63a7KS8v77H995VNsQgLm+qIZa3ObSGXm2OLyhgcCvdY3ZkzZzJz5szdPrd27VoWLlzI8uXLGTduHAB33XUX5eXlPProo3zpS186oNoa8RUREZGD3ton5vP0xf+vS+gFiO5o4OmL/x9rn5jfc7XXrqWyspKhQ4dy2WWXsWXLlh6r1Vs2xSK8XL+9S+gFiGUtXq7fzqZYpE/6lUp13JjK7/d3bjNNE5/P1y0j7Qq+IiIiclCzs1nm3Xgn7O638B9tm/etX/fItIepU6dy//33889//pO77rqLjRs3csIJJ9De3t7ttXqL7TgsbKrba5uFTXW9Mu3h40aPHk11dTU333wzLS0tpNNp7rjjDrZt20ZNTc0B71/BV0RERA5q219fustIbxcORLfVs/31pd1ee+bMmVx44YVMmDCBGTNm8Oyzz9La2spf/vKXbq/VW+qS8V1Gej8ulrWoS8Z7qUf/4vF4+Pvf/86aNWsoLCwkGAzy6quvMnPmTEzzwGOr5viKiIjIQS1W29St7Q5Efn4+I0eOZN26dT1eq6fEPyH07m+77jZ58mSWLFlCW1sb6XSakpISpk6dytFHH33A+9aIr4iIiBzUQuVF3druQESjUdavX09FRUWP1+opQde+jXvua7uekpeXR0lJCWvXrmXRokWce+65B7xPjfiKiIjIQW3A8RPJGVBCdEfD7uf5GpAzoJQBx0/s9trf/va3mTVrFoMGDWLHjh388Ic/xOVycckll3R7rd5S5g8Scrn3Ot0h5HJT5g/2SP1oNNplxHzjxo0sWbKEwsJCqqurefzxxykpKaG6upply5bxjW98g/POO48zzjjjgGtrxFdEREQOaqbLxcm/mtPxwPjYkx89PvmX38B0ubq99rZt27jkkksYNWoUF110EUVFRSxcuJCSkpJur9VbTMPg2KKyvbY5tqgM0/j4ye4eixYtYtKkSUyaNAmAG2+8kUmTJvGDH/wAgJqaGq644gpGjx7NDTfcwBVXXMGjjz7aLbUNx+mDS/ZERERE9tNu1/GtKuXkX36jR9fxPVz11Tq+fUnBV0RERA4ZdjbL9teXEqttIlRexIDjJ/bISG9/YTsOdck48axF8KPpDT010nswUPAVERERkX5Bc3xFREREpF9Q8BURERGRfkHBV0RERET6BQVfEREREekXFHxFREREpF9Q8BURkX5rcg0MrOnrXohIb1HwFRGRfivU1x0QkV7l7usOiIiI9JU7i+DlVF/3QkR6i0Z8RUSk3zrKC3Ny+roXcrDbvn07l19+OUVFRQQCAY444ggWLVrU1906JN12221MmTKF3NxcSktLOe+881i9enWXNslkktmzZ1NUVEROTg4XXHABdXV13VJfwVdERPo1z+F7d9bDUtZ2+GBtknnvxflgbZKs3bM3oG1paWH69Ol4PB6ee+45Vq5cyS9/+UsKCgp6tG5vcRyHWDpFWzJBLJ2ip2/oO3/+fGbPns3ChQt58cUXyWQynHHGGcRisc423/zmN/nHP/7B448/zvz589mxYwfnn39+t9TXLYtFRETkkPDG0gT3zG2lsTXbua0438VXPpfP9ImBHql500038cYbb/Daa6/1yP77UiSVpDYawbLtzm1u06Q8J0zY5++VPjQ0NFBaWsr8+fM58cQTaWtro6SkhEceeYT/+I//AGDVqlWMGTOGt956i2OPPfaA6mnEV0RERA56byxN8NP7mrqEXoDG1iw/va+JN5YmeqTuU089xdFHH82FF15IaWkpkyZN4n//9397pFZviqSSbIu0dgm9AJZtsy3SSiSV7JV+tLW1AVBYWAjAe++9RyaT4fTTT+9sM3r0aKqrq3nrrbcOuJ6Cr4iIiBzUsrbDPXNb99rmnrmtPTLtYcOGDdx1112MGDGC559/nmuvvZYbbriBBx54oNtr9RbHcaiNRvbapjYa6fFpD7ZtM2fOHKZPn8748eM76tbW4vV6yc/P79K2rKyM2traA66pVR1ERETkoLZifWqXkd6Pa2zNsmJ9igkjuvdX9LZtc/TRR/PTn/4UgEmTJrF8+XL+8Ic/cOWVV3Zrrd4Sz6R3Gen9OMu2iWfShLy+HuvH7NmzWb58Oa+//nqP1fg4jfiKiIjIQa05sveQtr/t9kdFRQVjx47tsm3MmDFs2bKl22v1lk8Kvfvb7tO47rrrePrpp3n11Vepqqrq3F5eXk46naa1tbVL+7q6OsrLyw+4roJvP7Jw4UIWLlzY190QERHZL4XhfYsr+9puf0yfPn2X5bbWrFnDoEGDur1Wb3Gb+3ae9rXd/nAch+uuu465c+fyyiuvMGTIkC7PT548GY/Hw8svv9y5bfXq1WzZsoXjjjvugOtrqoOIiIgc1MYN81Gc79rrdIfifBfjhnX/r+W/+c1vMm3aNH76059y0UUX8c4773DPPfdwzz33dHut3hL0eHGb5l5HdN2mSdDj7fbas2fP5pFHHuHJJ58kNze3c95uXl4egUCAvLw8vvjFL3LjjTdSWFhIOBzm+uuv57jjjjvgFR1Ay5mJiIjIIWDnqg578r2ri3psSbOnn36am2++mbVr1zJkyBBuvPFGvvzlL/dIrd6yc1WHPakK5/fIkmaGsfuFs++77z6uuuoqoOMGFt/61rd49NFHSaVSzJgxg9///vfdMtVBwVdEREQOCX2xju/h7GBYx7e3KfiKiIjIISNrO6xYn6I5YlMYNhk3zIfL1O33Pi3HcTpXedg5vWFPo7KHAwVfEREREekXtKqDiIiIiPQLCr4iIiIi0i8o+IqIiIhIv6DgKyIiIiL9goKviIiIiPQLCr4iIiIi0i8o+IqIiIhIv6DgKyIiIiL9goKviIiIyB4MHjwYwzB2+Zo9e3Zfd+2QdNtttzFlyhRyc3MpLS3lvPPOY/Xq1V3a3HPPPZx88smEw2EMw6C1tbXb6iv4ioiIyCHDth02b0+yYm2MzduT2HbP3oD23XffpaampvPrxRdfBODCCy/s0bq9xXEcrGSaTCyFlUzT0zf0nT9/PrNnz2bhwoW8+OKLZDIZzjjjDGKxWGebeDzOmWeeyfe+971ur69bFouIiMghYdX6OC++3kJ7LNu5LTfk4jPHFzB6WLBX+jBnzhyefvpp1q5di2EYvVKzp1jxFKmWGE7W7txmuEx8BSHcQV+v9KGhoYHS0lLmz5/PiSee2OW5efPmccopp9DS0kJ+fn631NOIr4iIiBz0Vq2P8/fnG7uEXoD2WJa/P9/IqvXxHu9DOp3moYce4pprrjksQm+ysb1L6AVwsjbJxnaseKpX+tHW1gZAYWFhr9RT8BUREZGDmm07vPh6y17bvPRGS49Pe3jiiSdobW3lqquu6tE6Pc1xHFItsb22SbXEenzag23bzJkzh+nTpzN+/PgerbWTgq+IiIgc1LbWpHYZ6f24SDTL1pqeHaW89957mTlzJpWVlT1ap6dlU5ldRno/zsnaZFOZHu3H7NmzWb58OX/+8597tM6/c/daJREREZFPIRrfe+jd33afxubNm3nppZf4+9//3mM1eouT3beR3H1t92lcd911PP300yxYsICqqqoeq/NxCr4iIiJyUMsJurq13adx3333UVpayllnndVjNXqL4dq3+cn72m5/OI7D9ddfz9y5c5k3bx5Dhgzp9hp7o+ArIiIiB7WBFT5yQ669TncI57gYWNEzKxHYts19993HlVdeidt96Ecnl8+D4TL3Ot3BcJm4fJ5urz179mweeeQRnnzySXJzc6mtrQUgLy+PQCAAQG1tLbW1taxbtw6AZcuWkZubS3V19QFfBKflzEREROSgt3NVhz05f0Zxjy1p9sILLzBjxgxWr17NyJEje6RGb9u5qsOe+Itze2RJsz2thnHfffd1XjR4yy238KMf/WivbT51fQVfERERORTsbh3fcI6L06f33jq+h5ODYR3f3qbgKyIiIocM23bYWpMiGs+SE+yY3mCah/aaun3JcZyPVnlwMFxGxzSIQ3yN4r1R8BURERGRfkHr+IqIyEEhuammr7sgIoc5BV8REelzTtam+cnXPrFdNJbpvJuU4zi89fJ6Mi3tRNrTrF7XRjK1+6v+V69r5cM1rT1+JyoRObgp+IqISJ8zXCaV37gIgNS2euoeeLbL86ntDdi2w7uLG0lnOi7EMQyDUd4otmFSW5+gekAIy7JZs76ty2tbWlMkklny8zy8vGAH77zfQNZ2yMRTLF3WSPYT7mAlIocPBV8REekTW275P9K1TdiJFK2vLGLDN39NNp6k9p4nSazc1KVt459fxLBtTjm+Ap/XhWPbWC3txN/4AF9+iBGDcvB7DEJBN+3RDM0tKbKxBNFlGyjI9zF0cJimljTVA0KYbnh/aSOxeIaxo/JxufRPoUh/oYvbRESkWzm2jWF2DZNWa5RMQwuBEQM72jgOrfPep+kvL2N4PXhK8klvayBT24RtGOQdOx7f4HKS67cTnj6B+IoNVHz9AhKrt9D411dwrCy5U8dhYRIoy6f+7/PJ+AOM/N5lrHl1Bb4Fb1N09SzWPfkOVZedRm6OF5/XZMu2KJu3tpNKOwwdnMOwwXlkLBvLsgn4D/0bE4jI3in4iohIt0k3tLD99gfxDiil8IKT8VeXgeOQ3tZA2/zFmAEvrS+8g3/0YNKbdhBftw2yNqQz8NG/RobfCx4XTnsCDHCXFmLVN1P6tfNoe2kRofHDyJk6lu23P0i2sozAN75A5PeP4dm6Hf+AYpLL1hMbOwarqBB/Qz3e2ZdS15yhsMBLTo6Xmto4mXXb8A4fyBHj8kklbbYsr2H80ZUE8wJdjmdHbRy/30Vhvo90e4JExsEf9NBQn6CqOtwHZ1hEDoSCr4iIHJD4ig3U3DUXd34uyS212NEEvuFVJFdsxDeiCquhBf/QKhJrt5CNJ3FiCcg64PdAMoOZn4PjMXEaIuA2wbIxwsGOHBxPguN0tA/6IJ4ClwmOQ/7Z02h+7h18x4wlu3IDdjIF6SyJUSNI5+TgTcUJ+Nwk2hIkz/4MvqoSGpvSmCYUz59P85FHkQ0GKC4NkW1qIRXIJddtMyTdSN7UsVhNEbIFebhdJh6PiZW1Wb22jVFDcom0pyks1g0TRA41Cr4iIrLfnKyNY9s4qQwbv/tbkuu24goFsZMpnKyN6fMy6GdfZ9ONv8E9oJjM1nqwrI4A63XjLi3AisSgPQ5uD2bYj90SJef4CWR2NJFatw0MOkaBDQMcB3dlMdmMhdPUhpWTgzuTov34aTimC9f2WuyCMGZLG8aJUzCenYcv0kb5f5zEuve2YmKTGD4cT0URAycNpD3uYG6rIRFNYH2whqHXnU9xoY/Gba3seOxVhkwbQeSNZcTPOZPwgtfInToO39ihGIaBy2WQ2lyLuzgPVyiA4zgdx+x29fXbIiKfQDP6RURkv2Sa2mib/z4rP/MNPpz1bTI1jZgeD1mXgZOxIG1hxxJs+/nD5E47gsDQAZCxAANXST6kLayGVkikMEIBMMBTmIdvVDWJDzdjNXesymCGQx2h1wD8PqyWduyGVhwHfMMqydoQWvAmoeUr8CdjlJYGcOFgN7XRcurJtJ58Ai8OBF9jI+7SQpIDBhAzPKxY005zS4pMeTktrhys4hJaI0kMw6Am4pA69QS2PPA8m048lUCuj+3HTKc+v4x3Fjfy4ZpWotE09Su3kWloBcCxbKxYqo/eDelp2WyW73//+wwZMoRAIMCwYcP48Y9/rKXxPqXbbruNKVOmkJubS2lpKeeddx6rV6/ufL65uZnrr7+eUaNGEQgEqK6u5oYbbqCtrW0ve913mskvIiL7Zct/3U1iW33HA6cjGODYmBkbQgEcjxsnkcb0ePBXl9H83EKwHYz8EEXnnUT9vf8Ay8I3ohqrtgkjFMDMCZHctAOSKQKjB5NMpnFME0wDw+vBLMjBjsSxTQPz2COpP+MMjJJnKRxajPWXxcRPOQHbsQltf5fmsaPwNjbh37iGisKpkBOgdfx4it54Cys3h+bJI8jJhqhrymIFc7Cq/ERW1FNaFMAwoKUtRfLcs3EZBs0tSeIJi1jcIpGwiMcz1DXGMT3F1C+rx4h4GR6vIXfqOFLpLIlElvw8b9++QYc5x3FobkmRStv4vCaFBb4evcXuHXfcwV133cUDDzzAuHHjWLRoEVdffTV5eXnccMMNPVa3tziOgx1J4aSzGF4XZrhnz+f8+fOZPXs2U6ZMwbIsvve973HGGWewcuVKQqEQO3bsYMeOHfziF79g7NixbN68ma997Wvs2LGDv/71rwdcX1MdRERkvzT++SXqn5iPXddM7glHEv9wE3Y8gaeyGKsxgjscItPaTuGZx1J8yWfI1DSx+Qf/S7Y9DukMoanjiC1di7e0ACPgo+iCU6j/v6fA66bg9Cm0vvoemR1NkM4QPGYMVnOUFl8uoTVr8ZQWQH4Yz3e+iDcUo/XWB0hlguScOY1MYxuRkjKSpo9UNoudacPwBHFHLfzLlpG/ZBl2wEfzuWdh1O0gfsYA8lND8EZaacz6cGUTVBQEaNoRwUlnyJSWYFkOOW6bnDwfta071w/umHYMNqFoG7nvLcaaeSpDRhYRi1sMrs7FcRzaoxnCuQrB3am2PsHK1a1dblTi97kYOyqf8tLAXl756Z199tmUlZVx7733dm674IILCAQCPPTQQz1Ss7dkm+KkN7RA+t9u/OJ14R1agKuod+awNzQ0UFpayvz58znxxBN32+bxxx/n8ssvJxaL4XYf2JitpjqIiMh+yfvMMYy893uET56Mr7oM0+PGXZyPpyiPgjOnknPseMhYBMYOYe3lPyK1pY7ii04lOHoQht9HfPEaDL8Xd3khqVVbaPjj01i1zVj1rTQ88BxWQxuB4VXgcpGpbca2LNxHjsFTWkDz+CNIHn8skSfmEf/W/xHOK8Y4biJbi8K0Hx8g4/URXPAGvqZWSj/4kPDTTxNNLSU2dgSNn5tF24knYra0E2xoozg5GCsSZ0O4llhuPdGARby+FW97hEAqhplOE96ynqOGB2je0ADpjukMoTffxoxECC5fiWOatB1zDN6/PcOHa1vZvK2VLduaeePtWlata9zjOcxYtn5Vvp9q6xO8/0HTLnfnS6ayvP9BE7X1iR6pO23aNF5++WXWrFkDwNKlS3n99deZOXNmj9TrLdmmOOlVjV1DL0A6S3pVI9mmeK/0Y+cUhsLCwr22CYfDBxx6QcFXRET2Q7qumYaH/knzX18lXdNIekdjx80k6ltIrNlG81NvYLfHCIwbyrYf3Uvpl85m+88eouXZtwiOH4oZ8mMEfDjtCUyfF++wAbgKcvEMKscMB8Dtwsl0TC0o+vblZFtjZLY1kNpSy8prBzNi5pE422rJa6nH/c2ryBw9Ac/mDaStZjYvXgrrN2GdWoY1ooz1/xHAkzXwFB1FtjCXxvA6AitXkho3GnvoQLKLlpJ7z5+o3BQi4q4j6PPRFComMnAwwYoihowupb1qCC+vqsUkRv6bCwlgkZw6Gdvnwz+wBF9lCe7iPGo+exaJTBInm6Q9miUat3Bhs25jhNr6jgCxaEkjGcsmnrB4+70G1m9q7+N389DhOA4rV7futc3K1T1zS+qbbrqJiy++mNGjR+PxeJg0aRJz5szhsssu6/ZavcVxnI6R3r1Ib2jp8f+c2bbNnDlzmD59OuPHj99tm8bGRn784x/zla98pVtqKvjKAXMch2zaIpvM9HVXRKSHuYJ+8k+fgre6DKu1HXdhLk4qg7sgTGD4AEqumEFsxQbii1aBz0vjn18GjxscB9sBXAae8kJ8A0uJvv4BVnuc1OZaXEEf+Z85hpxjx+POC5H2B2l5YgGxgVVYp07HOmI0Y5eE2WEHaayoJhPKpeGf77LNlYedduHf7qG89Di8HywkVmaxPTgPB4Oma2eS39JIeUMzZUzAP2MKrs1bSIwbR9nwEtpOPYmoK0BFZCJBcgGHvPffo+TIIQwIZhlY5MbrLSTjKcBfFsY2TbwhH/h8NIdLyWyrx/f4P3AcaHXVYXoMdtQkCPhceHxBWlpTbN0e493FDQwaGCIay5BIWIwZkYcBtEczJJJW5/nNZHT75N1pbkntMtL7cclUluaW7r/I8C9/+QsPP/wwjzzyCO+//z4PPPAAv/jFL3jggQe6vVZvsSOpXUd6Py6d7WjXg2bPns3y5cv585//vNvnI5EIZ511FmPHjuWWW27plpqa4yv7zc5kide3wL99z/jKwtiJDJ6QH9OjJX1EDldbf/oAiQ3bcfm9DPnlN2h5fiFO1qb97ZVkdjSC14VvYBnxpWspu/Z8dvzsoY5pDTlBbI+b7JY6/JOHY21tgrICrA834R1Yjp3JEJg8nMR76/CUF9BcUEo21gr55XjTKVrzi8ktLyA0qJSc518iE4njveJcQlUlNL6zCqOphTV2I/VDDUqcYmiKkLvGIH3qQNpbVjHwHRMnnSV5xFg877xP5KQT8DS3QjwGza2kjj6KwgIvtmWT/GAV1Z+ZxMb3t5GTjREtHYDVHMHJyaW8wkNDvUVRoY90cztGNkukPIbdnIcTc0gForQFtlOZHIPLtKkoy8V2XGSzDulUjPb2KEXFZeQE3dQ0JBg1LI/lH7ZyzKRirKzNh2vbmHpUSV+/zQedHbVxlixv/sR2R44vpLK8e+emDhw4kJtuuonZs2d3brv11lt56KGHWLVqVbfW6i1WQ4zMmqZPbOcZWYS7JNQjfbjuuut48sknWbBgAUOGDNnl+fb2dmbMmEEwGOTpp5/G7/d3S12N+Mp+SbZEidd0Db0AViyN4XZhuHruSlAR6Xu+4QPwTx6G7YKa+5+h9u65xFZvJvbOctLb6gmOHUL7vMWEpo4nsXIjudMn4MSTGEEfvgHFuKqKSK7aBkEv739mDO4zj6Zk9nmYHhfevDBGVSl2WRG5p0yhfWCQSPkAsqEg2SGD8D75T1o3NeCffiQtWTfrtidZ+vRiUgVegtEWjhs8nCOso/BmhpFXOoWQB9jqwZedQgIPsUGVFDz2N/x+F8FNm8gbUUGmrJzwhGGEnBTZeJpkWxyqA2zY2I4310+ioops1iFQV4vLsGjPRKkeGKKkyI+TE6TV8DMybyiNgbXkvL+IcCLLmMARFOb7SaVgx45GdtTESCXTtLQ5Hb9iTnfcDW7i2AJ2bGvAbdhs2lJLTV0Ml2lo7u9u+Lz7Flf2td3+iMfjmB+7BbfL5cK2D93RecO7bwNU+9pufziOw3XXXcfcuXN55ZVXdht6I5EIZ5xxBl6vl6eeeqrbQi9oxFf2gZ21SbfFyCYzONZuvtFd4An6MH1esqaB36+rmEUOZzVPvoinrJjWR17GNaICrCzxF5bgG1uN2+Mltmw9oRlHQTaLtzif5LrtuAcU4xtSgWM7pN5fByEf7gEFZFZtx3G7MP0eGlN+Cotc+MePIRz2sXJ7AtZtwbNyNY0zZuL2mjgNLRSMreBDZxnV7eNpi6ax/BkKVqwjtHYz3i1biH93NgXleWzc3E5hrouaFW8TyBZjlZUSyOm4I1xxuUPjP5YSnzgRw7Exkin8BUGykRi+SBt2TpCiFctpOOEk0pksBhD0QjQFpmFQkO8lGrMYWuphzYp6CvJ9NNo+bMdm8hF5fLi2mVTahctMYZDG5TIZO2YQmzfXEY1Z5OS4MXBoiyQIeXPJulz4vClSKRPHSTFoYAlbtjVy9KShJJJpAgEvXk//XYHUcRxefb12r9Md/D4Xpxxf3u1LcV111VW89NJL3H333YwbN47Fixfzla98hWuuuYY77rijW2v1FsdxSC7asffpDl4X/qMru/18fv3rX+eRRx7hySefZNSoUZ3b8/LyCAQCnaE3Ho8zd+5cQqF/jTiXlJTgch1YGFfwlS6seArD6yabzGDFUgRKwmRiSdItsT2+xp3jxxP0kbRtmpraqR5Y3Is9FpHe4mSzJBuaia5YC3GL+rvm4hk3qONXh6ZBYOAAzMIQdjRBYNxgUq0tYLpof/pt8s8+DhubhDeL2zIw25IYjoOdsdhOMyUNLtI5eWRXrKXs/JPY/Kd5RE47meDr72BOHkNzxWCMaKzjbnElRZgGWFkozjHIXb6cbcVVeNdtIF1dSrTMS3lOJdH2DB6PSTKRwNzRSHjoAPLLcmj/zSN4Ghqp+fxF+OrryVYUYdbXQWklWdNF2ueioNDH5uxaBjljOPrIYlymwcKfPUHr1AmEAj6cl/5B7MSRjK310PTmh6TGjiA2YgSmkaWwwENDM4QCNlUDcqirayGZTGE7bnJzAiRTCbKWRXlpAdtr2/F5HSwrS8byU1jopj3Sju14CARCTDqimPWb6hk2uAy/30M8kSYU9PX1R6FP7FzVYU+OmlDUI0uatbe38/3vf5+5c+dSX19PZWUll1xyCT/4wQ/weg/dgZ7OVR32wDu6uEeWNNtTkL7vvvu46qqrmDdvHqeccspu22zcuJHBgwcfWH0FX4GO//1l2hOkW+P/uk2oy8Ad9GG1J/f4Ok9eEG9uAMPUFAeRw5njOFjtMZrfeh9POIdMLI7V2t5xm14HMg1tePJzMEMBgoOryDoWiXVbwAYj7RCcMJRUJIpV24CvshTD7cYd9BNdt4UMFq4sZJsiRF9ein/kQNxlYWIbmojGbfJGlGKfcgJt9VGaYzaVw0vYUZvAMGBkicn6NbU0pl/j2NRgNldWUedPU2oOwrYdAt44yR1xiKawB1WSscBvZgks/oDIgAryjCaaCseQM+9l0lOnUtpYi2dACVsDYbK+KEcPHcr7y5o56ohCXC6DFZvqSLS68LgcTKeFba4minb4KKquprA8TDSaomlTLe6iQjyuFNF0O1nbxIcHACvrYBiA45CT48PnzyESSWOQwO9zkbEs0mkLw3Dj8fnIDXmJx6NMOGIQGzbU4zINxoyu6tsPQx/qi3V8D2cHwzq+vU3Btx9zbIdUawzDNMhE/m39Q9PoCL57+mi4DPwlebjcJoapaeIi/UGqoZnohs0UTD6ClveWY6VS2M1tGMEATjIJbjdkbYLDqml5/i0MTFx5IZIfbib39KPANDtWdogl8A+tJrlxC2Y4h2ykvSMcmwZ2JovTliCZsgiNqCC5vR3f5CNo84VwojGiph9z6w62R9fjGTyYkuoAY0oH8uYLO3DcFkVPPIcVysPV1IwvHCB2+YU0OdvwtOQTSCWx8vLJNLbgLcgluGo1AaMd9+ChbPWXUvT6c7SOnYqZEyLPm8WpqaNt0BC8QEWxj1htG7mNdRhTJhBvi9PYnCZmGQQr2vDELQw7nxEVAdi4g9VJLyVDi9m2ow2wsLJBfN4M6bSD12eQzWQwDOejka+On7O5OSGCfpOG5igZy0VuyEVbexaP28HvMwgGvUw8YjCO47Diw21UDywmm7UpyO+ZC48OZr1957bDXW/fua2v9ZvU0hZJ8s77W0mmLOzdBDrbyuIcwhPVP41MLIlj0DX0AtjOrqHXZeDK8ZFTXUzOgCLcXrdCr0g/km5sxuXzEduwlXRtPXZLBHdJAaZhYIZyIJ3BCPqJrlyLp6IQ77ByovOW4J84FNPrwRXwkW2PgcdFcss27EQaOxLF2tqM0ZTAU1SIpzAXZ0gRAy89g2BlKd5xg6Ewj5DPoHBgEU3NKVyr1zO1bDCDNzTSsMJmwfpljDoqF9Nykz9xJO5xVTR/8VxS7Uly0zEqn/2QocUe0h4fyZRF3tvvkM1YpAJB8kcOxTliMJ5Sg+Z8N25fGreVxrN4Ga3uXIpzvRRkali1eQ3N9c2sLi7A5TZpb24nZtXh8xqUuCsZO3wYleUBInFYbjQRHxtie12CcG4OpulicJWHrOPHwMZtmni9JlnDi40LB/B6XcSTGVqjBtmsjWFYxBNJPO4MYGG6DPLCQTZtqeed99bhOA6btzTQ2BQhGktiZbNs3trYby6KMwyDokI/leVBigr9h3VI6w2GYeDK8+MuCeHKO/zPZ78Y8bWyNv/453IWL6vF63WRTmf57OmjyA35GDO6DNMwyESTmF43Lm//uHggm7FIt8XJJtI7Bxz+NcVh58OAByedJVAaxtWPL6oQEWh59wNyRg2l+c33yB07nMiH63CAnEFVJOsasVrasFMZzJwAVkMb7vwQmdpW/KOqMUyw0xZ2NI5/SBXJ2nrMrAmJNLHFawieMhHTZeLKDfJSzXxmVJ5KoqmFnOHVJLfWYJgm1qjxbFqyiRYzl4ICH6GgB2PFEpqO9eGvG86O9h1U1mWIuLw4TRso9OaRDObhbY+QcbkJBDwYbpNoPEt7WSW+WARr0yKs04fjqq0kb8M6Ao7N9qGjacpbw6nJStbXpEiHcwkHs0Rqd1Az3GJifR6rC1wEvF78rfnE7M0Y5R4GMpSm5jiYEVw5QRoCBlVtHtIZm+qBhdTXN2BZFtmsw7DBJayr34YT82DbBobR8ePXMN24XQbJtEnAl8Gy7M4xiPy8ENlslmQyQ8bKkp8XoLKiEAyDtrY4waCPeDzFyOEVffkxETnoHdZDdo7jkEhm+MVv57N4WS0A+eGOJTH++fJqXlqwlq3bWgHw5Pj7Reh1HIdMLEmitpVsPI3hd8POCyQ/+gHrzvWTU11MqCSPnAGFCr0i/ZwVi+OvLMWdE8RTXEjkw3UYGGDbZKJxMEwwjI5VXzIWrpyOuZahyaOwkwlCQwdhJZMwvApvfhi314fpdWEGfQSmjcaTGyS1fgfxtz7klLypJDZtY2OgkreXbKBxW4zgEePZ+u5GBuQb5PocBuXbRLbWU5MzCNc/YrTXt3PMqBGMPnU0RtYiWhmn3mMQzQmTLioib/VyqmaMxj+lmrZBReBykfX6cI05nkyLC29bC6nCEsx0mqBjMWq1F2fTFhoHuon7TVyP/pOhE4+gIDGYRn8Ro4YW4qTcZNxpWoobMVuKaE+nMIIJMhmLbCJDtRkgmkjjDqRpa23HdnLIDYewsiYNTe2YCR8u06QgL4gBuEyT6qo8bBtcLj/BwL+WbzIMiERitEc7RncBkqkMNbUtpJIZMpksO2qaCedqjqvIJzksR3zjiTTvvr+V+W9uxMp2nb7g97koKAjidhmkUllOnDaUUNDLsMFFfdTb3pG1smRTFqbXRaY5hmMa2Il05/OGy8Ad8uPrh/PFRGTv7FSaprfep/ikqWQiUZrmvUVw1BBStY1kIzEMrwcnlQLDwJ0fxmpuA4+nY3ssjqcgTCb+0ZSqVAZ/VTnJbbWYOQHsWBInmsRbXY4Vi+MkU6SNLE6un7TbxPXmerJrayj/yrnUGX682RQb02EGZVux3F4aEuBa/Tb1gTSpUUczdEMLjfkFBMclSdZXUpgbxIhsJ1bqpnZ7HTnGMLxuNw4OWStJaISbrTuayUmDO53HkQPS+BMZvGNG8+zKd/DXFpDngrgnD7OiEbOhiJaqbSTaUpSlczEjeSR9TaR9HjzBBA42Zwybyt/WPENp63CSngjlvjI8bg/rM6v5/9n773hJrvLOH39Xruocb8537szcSZrRKEtIQgghIZKNbQz2mmWd1j+xuzj+2GB/f/s1Xmx2nY3T7hobsA0YI0AEgaQRCkgaSZPzzJ2bY+fclev3Rw8jBFhLGEkzbL/1uq9RV53uc6r6dJ3nPOc5nyfTHgKCi57cnmyMjVydIABZVvE86+I5SY4RNmwcx8W0XAThO2+9iEYN0qkIZsumrz9BMhF5RfpFly5XIj90Ht+1jRr7Dy5RqrSJRJRvO9+TDTM6lOR1t07xr991LZoqsZF7IV+6XW/jtl7eFH2vJG7bxqo0aa+WsYt1zEINXwg6y2qajJoOd7y7g+mu0dulS5dvo3F2FgSBzG3X41s2taOnAIHW2QW8lgUCRLdOENu9DTEcQlRUBE1FScTAtlGyaVzTBstBEAQERcbMdSSUfNMhtmcb7RMLKOkkSBKCoSFJMuZaAfnxsxi9GaK3XEXDCLFytsjS+lEmJhOUKw6heo5ItYTQM8ZgK0PISuOdXyJ68CT2iTCpZp2FRI221oecjzL6wGnkVJOx4QbGpz9FyTlGabVKNCvhSwvIxROcrSZ4sN7mySOzhApDqJpIeCqKPJxnrb5OMVgmNDPAcLAJXwdB1TAMBeSAZC1Dy0+w/8Aag9XtaBFw4w1Chkal2iDVHAQ6m9o0tTM+beRqyJIIBPhBx5srdhzo+F4nhlfTOmV1TSUa0ZHlFw/d6VSEUqlBpdYkl68RBAGnz66+Ul2kS5crih+qNezFlQqf//IJLNujWjMxdBlBgN5MhADwfB/XCXj24BILSyXabYebrhvjmt0vSMMokUuXHeTVxjUdzHwNRAHBkAjaHkYmhtu0Ogkn/i8I7ejSpcsPhppO0lpYQY6FsQplnFoDORbFtUwwbbSRAdoLq4TGhxBEEadawxgfpnX6PIKhIcoSxlAfrZkFAstGyaYIXJ+WLGCYLs0zc8TeeB12roASDaP1ZZAjITKyRLNYwV7OER8ZwPFg+rp+TkYsqhWHZm8/+RNHiF69FffQeaSB/k64RbGKOjVCY2OBSmGVUWGEvDcE5RLJdpXrJgZYnm+y/vZbqUbPsbkgsuY0eePuezglFig6QMjEtMKYfQsIpRjrlQW27Guj3Z1BEKKEEXGqPtKAy9bNMfInj+MpfWT70gSlGrG4RLslIBAnW49Qo4UsyTieAdTx/U6ogiwJuF6A63m4goWGQAD4gYKAQySi0W5btNrmRQWILZsHOHhoFuisYNqOx/JykVBIBwHyhRqbJnoZGU7j+wEbuQr9fclXsQd16XJ5ccWGOlSrLXRdYXW9jqKI/PMDx6nW2owOJ1laqeD5PrIsocgSQeBz/d5RbMfj5NkNWg2bcFjFdX1+8u27GeyLv9qX8wPjtm0C10OO6Piuh2c6OPV2J+ZOlcH1kMM6erLr1e3Spcv3hu96FB57htj2zdilCoIkEbgu7cU1gsAnCAKiWyZpzswTyCKyqhHaMk773ALtao25RIirEmmcdht7ZQNlpJ/lSpk+J0Dvy2LlSkhhHce08G2HYEsfM1qObcm95E/NINZlCo7GnjGZ6sYaG2sSwcgQPVQozVdp6SrtdA+oRQbbBmclG1FyKElLXFNNUE7JjPZvpVTyWCvMs5zKIcgi9/TfQPX4SebcBDddPcmZmToTo1HOlvPkS1UK2lkyjWkET6eVckGYITzTS3Z2Duf262k2TGRfww5KuOpJMpEbULwwddkmHui0m1WarQBFtsiko1RrbXzfw/UEBHxEEWS5s+G6JVfoNfpotUzCoTDxhM7GRgXfCxBFAcf1yKSjiIKA7bhUqi0URUJVZBpNC02VUFWZesPCMBQUWWZwIMnSUhHd0Ni5ffjV7kZdulwWXLGG7+/+yaPEIhq5QhNDlzAtD88LkCQBVRFpmx6iCLqmAEFHxuxCuK8gwNBAlHrD5jU3jJNNRxgeSiBdwfJcQRBAAGa+hue6ncQTbRshgNBA8odenqRLly6XlsD3EUSR5twSobEhVr+4j4/EJd4byaImYrSW1jCG+2nOL+PVGoQmhmkvrxO4HpGtE3jNNr7rYi2vgywh6hpB2yLwPIR4hMjwAHahjNCXwTx8ClHXWUsYRFyfcKGKFI9ibRlFPj2Poigk9u6gZgYcmV9jpLzEYquXhOYiazrV9TlqA9NsWziEc2wJbWqMWS+EOTaIGFMQbQ3fX6NHDmFvStAXCXju5AbZqM6qMctu/SbOLh/Dj1tEtDCioyFXe1hhhpZcIlvbyli6nxkrz1i9wXmlTUoYIixLlKoWkaiOJZWw2hAK0iAFqG6Fvl6DlYLI5HiMpeUimyb7aLcsZhdzKJKI6wb0ZePkS3UkUUCSRRzHR5IEBEHAcVyy2TjVSpNW20YUBTwvQJYENk32s7pWRlUkCqUGstw5J4kdr7HnBcRjBj3ZOAEwPPjDvY+lS5fvlivO8H3m+QUs22VhqczMXOni8W8sGX0rui5imj6K3Dn/rVcbi2oIwDt/dDc92ejF2KnHn57l+r0jaFdQOEBHoqyJ13JQ4gZqLETg+Z3MSl26dOnyPVD4+vOEJ0YwVzbQ0gk8z8MY6KF2YgZj0wjVZ48ih0OEJ0ewyxWcQgU1m0JJxWktrOA3Ot7NwHYIRBHZ0PA9H7/WAEUGTUHv62F9bR1NVQnbLr7tIKoqckhHyaRYrVWIrBaoxQeYvHGa+aUGtVaewqpLWDeIhgRWdB9qIju3JlBKK0jzzxDfsocFc4RC3WYhVGegJRKvPkpjbYrKdB/9zWVSk32cntWID9iUlAWGlAyLtRL1tsPm/iGizUGeNRcwpaPo9T5uydzC8sYqJWcBXRwgEU7imCKtlo+p5Umu14nPFyjsvRrbkdAVh3gUyjWfRFzCsR1MC0IhgVbbJBTSaDQ9kjGD4aEktVobVZGYmcuhKhKeH+B5PrIs4rrfrjEvSd8wgkUQwLuwkVvXFdptB0WRcByP/t4Epu0wNdn/f22q4y5dvpkrxsXZajsA7JzuZ3I0zex86UXnv9noVZWOd/Pe12/BtjsPA8f9dqMXoFa3qNYt/vLv9vP84SX++YFj1OomYyMplCvIYPQ9H7NQx2s5IAhImoIgCF2jt0uXLt8X6Ruvxm+1iW6dpDm/glOqUDtxDmstR9C2EQiIbdtE9eBx7I0isR2baS+tYRfKBKaNFNIJjQ0TBJ2BJr5rGt+0QJIgCGhHQ5gLK8i6hieAOtBLZHoSSVNRRwZoL6wQr7VRh3oZGIny/PIGuiaxXgpQQhDW8tQ31rBbM8Q1hfpcjaraxyN9ezhwXqIv4TLon0Nqn2U50yCf3oMfDlOT62xkIqRSo6T7dfLlBo3yGpGlFRKtAXrbIZZnfdaWDhARbO4I30tE2MLXKzOI/ims8CBtT4H8Co26DwEorTR2eoLcrmvwvIBrrsrg+iK266MqHu22CYJAMqnjOj6iIBIJhxDxqdVbnDy9Qtu1qNQ6G6s9X8S/sET5jbW6b1uQvDCguZ5/Ue1BlkXaF8ZK1+1slFvPVVBlifmFHAtLBfKF2svddX7oqNfrvO9972N0dBTDMLjpppt47rnnXu1mXbF88IMf5NprryUajdLT08Pb3vY2zpw586Iyv/iLv8jk5CSGYZDNZnnrW9/K6dOnL0n9V4Th67ge/+vjz2I7Hn/+kac4eGwF/5uMWEkSLj4UVEUkGjUYHowzNZHhm5OxSf/C1SoXvLxf3z/P2HCSWFRnZDCBKF6e4QFWpYlnORdfB76PXW2i98TQe+OEB5LIuvoqtrBLly5XOoIoEp4cRY6ESF63CytXxDFNlGQcr1YnND6CkohhTIyAJOE2mvTe9RpCI4P4QCAK4HudDWsDvfi2jWRoHUvO8wiVG7QGMrR1hbCuM6OLHBVcXAGeb1Q4PpRhffsA884q+f0HCbwlqhtlvKhF2WhTLeYZknMM1+fQV86wWjCx1la4VdepCzEqtsGGMEna2sa1rRSZgUFiO0cYyNhsGegjf/wMDbdCREySSUyxL94kMiQTZoSI1cNc1ELMR9mo1fH8DdKVJGI7QqIQIlF1aW94CKIPeFhyBUeuEkgiiVhAtVZFlloUvQpttYrjepTrkMub2I6PJEqUSh0JM9dTcD2ROfk0stZ5bvu+g6pICAI4F7y935pY1Pum0D3H8VGUFzzDqiJe1GUPAvD9gHqjTS5fJZW68qXOgiDAypdoL69h5Usve8a6n/u5n+Ohhx7iYx/7GMeOHeOuu+7izjvvZGVl5WWt95Ui8AO8tSbe+SreWpPAf3nv52OPPcZ9993HM888w0MPPYTjONx11100m82LZfbu3ctHPvIRTp06xVe+8hWCIOCuu+7Cu6Bj/YNwRYQ6nD6X4yv7ziKKApGwRqHcxDIdkgmdjXwL4MJDIujs6vUDIhEV2/YwLY9opLORrd6wkcQXHhjfQNM6m+BaLRs/gLfcPc32rX18/dl5fN/nzts2I16CGFnXtC96Yr8Vu95GlETk72Epync93JaNEtGxq03URLgby9ulS5dLglOtgyDgVGrYpSrtxWWQZeRwCDUVxyqUyd56HfnHnyWwbCJbJrALZTzLwqnUkeNR3HKF5A17qB06iRyPYp6aRds2Sb66TsLVCFwXRBF9sA87V8QzTfSBPs5ik/z6Gfru2MtzCR/37POsZmx+LP1mnnYqOMs+/d46wZEcwt4pbNdAT2fwa+uEF4sUhsYY25RGqsySr6vohsxoosHSQydxezZTnuynVfWIj6wQn13nmWQbVcmiRzYhlosMh/pYkI+Syu9kUfsqA6XtxEczLK+YRAwbt5DAby6S2j7FqebzpBtjJCNJesegtubSKIt4rkvVsxnsF2k225ixBuJSL0bUxVIsDDOMZbkMDyaxbO//6IkVRQH/gkEiSQK+FyArHe95EAjIioBpui96j64p2I5LMhGmWGqQToWZ3jp8Ra1mfivt1Q1qR093Vg8uIOoasV1bMQZ6L3197TbRaJTPfe5z3HvvvReP7927l3vuuYcPfOADl7zOVxJvvobzzBo0v6nvhGWUG/qRxmKvSBvy+Tw9PT089thj3Hrrrd+xzNGjR7nqqquYmZlhcnLyB6rvivD4fvXRs9QaJo2WdeEH7xON6EQjBpoqoWsSfhCgaTIEYDs+pbJJo9lJ+VirWdQbnWQN3zB6v9mbGwmr7NrWx9RkBoDHn5rjkcfO8dT+BZaWqnjfIb7K/5YZUeAH+M5Lz0QCx/vO6uOAGjVwTQffcb/tXOAHWOUGvuthVV6YEQmSiGyoCKKAlox0jd4uXbpcEpxKjfbSGoHj4Lbb2MUS4elNYDu4tQZyIo4SCRH4AUIAKDJurYHam0FNJUhcvR1BgL4334nXaGFMDHc8vsN92Gs54p56wSMcIGoqzdU1fNNCySQRJZHiQJrU7knsUgXNFEimrubq8O0sfvRLqIbOSMTmnLWBWS1zOnKGvNJgLLLO8OI++kfm2TteI2Of4SnveYLxOBt9YSqJEY69Lszg63dR1xwywxJ6eIxSLM2UP8JwkGCnZDEY0ohmXeLyEKpvIgnDnO7JUa0EZHvWuMpawIgoWFMZWusgaAGl8BJ55wD5ZZt8vYDll7Fdj7gkYogxbtyxk9dP3MLQQIRW28athXE9GVEyyBfq5As1JKkzLsWjBrL0wrNcljv//83Pd98P6OtLXNgQJ+F6HrbdSXABL4RHmJaD7weUKw1EATRNveKN3sqzR15k9AL4pkXl2SO0VzcueZ2dNNMeuv5iqVPDMHjyyScveX2vJN58DeeRpRcbvQBNF+eRJbz5VyYsplqtApBKpb7j+WazyUc+8hHGx8cZHv7B1Ukua8N3bb3Glx8+jWk6pBIGPekwpXITXZMpllusbdRIJ0OMj6aJhFRabRfP99G1zmV9418/CC6GOSTiOgIgSxdCJARo1C2eO7TMUH8MRRHZPJnlzEweUQyIxXW+9PBpTpzZoFJtX2zb333yAIEfXFxiCTy/I9L+EihRA+EllCP0VATxO6QHFkQBJWIgSOKLdIYFQUBUrtyHWJcuXS5PzI0CkS3jqOkk5vI6qRv3Yi2tgyAgagqB4yKqKl7bRElESezaSmzHZgLLJvB9zLUccjhEa2UDq9XG2ijiOy5+2wRZQtZ01HSKmupgew5fHVhheUhAtAIWcrPcsFClPbNE++AMXqFCoX0aeb6KdsNOknabyHCIzKYRYlt62R3dy46+ERqlNnVtglkjydOVVVbbaV4jbiV05gs0m4s8s3yS22dXeb6ynwX3MfZXHuPplc+TTyRpx0c423LZX5njaGOWI5UNyuU5TgVzDKger5O2sGacILoxgz51LYqiM+D10q8scEsRrm54bLZE8obHtvppVAmcuEc8JlBzLE6eXKG9eopTrTXUkMG2PgFd9RkdCmPZLq4n4bidJfxqvTPOqKqEqkoXjVj/m2IddE1hbb2CZbn4foCuK4iieHGc078l1G1wIE0ADA1+Z8PiSiAIAmpHXzrGs3bs9CUPe4hGo9x444389m//Nqurq3iex8c//nGefvpp1tbWLmldrySBH3Q8vS+B88zayx724Ps+73vf+7j55pvZsWPHi879+Z//OZFIhEgkwpe//GUeeughVPUHD+O8bA1fx/H4xP2HKZSaCKLARr7J0kqVSs3E9XxEoeOpffubd2JZDrWGie/7KIqEafkkojqT41kiIaWTyEIEXZOpVE0kSUSSJJJxHT8A2/XRdYknnpnFMBRmFwo0WzauF5CI6cwtlPjyw6f55P1HOPSlU8wvlnjPO6/BbZp4ZifWVlQk1JcxT7qoSN3Nal26dHlFiG6ZwLcdmrOLqMk4lYPHkGIR5EQUORxC1GScRpPSs4dBkpBj0Y53tieN3p/Fa7WxCiUKjkkx8FDiUdRkHEFVwPWoBz5mSCMWThNOJLgnezvDbhLXMolXwHdtlP4U8uZ+LF1BNWLM9oisSyXKDz9K7HyDEakf5dbriay0SDWKnPaWyQ+UcbJpappLRS+gBC0We3fhKR5rnONLfUkCz+M1JZtrtSQRow9PjlIVZmmF5ln3l9FCUdR2gZs3lhhPC+wu1xnw1tjbs51o71b82We4KnqKvVujjAwn2AhVSUg17Ogg4+vzFJM3MNU+zq0DYfrNGWrmKpqVp14v0eOGUQhYrVh4gU9PT4Lrr5lCkT20GAz2J+ksRgq4rk8saqDrGiFDvbhYKMsistIZumVFQhQCQECWJFwPNE3Gsh0EAUIhFUGA1bUy4bBGrdb+zl/4FYBdKH+bp/db8dsWdqF8yev+2Mc+RhAEDA4Oomkaf/Inf8I73/lOxCtYAtXfaH27p/dbabqdci8j9913H8ePH+cTn/jEt537qZ/6KQ4dOsRjjz3G5s2b+Ymf+AlM0/yB67xsvzXX89E0mVbbYetUFkURCYdVDF2hXrcIgHBY5WP/dJBSuc2eHQNk02ECH0QBLNdleaVCy+ws9XgeWHbnS967e5BIRMVx/E7qXsC2fVwPzLaDIArEojr9vTEc12PvQBJdk4CAcuiFGbgSNZCNl559tDYqL99N6tKlS5dLTHtlHXM9j1Oq4Vk2bqOF77h4zSaJq3eiZJI0Zxbwmm3kWAQrX8IzLXzHRYlHMZfXiW3bjJqIoZ9botcIUVldw7ccknt3ICVi2I5DYWUBNxoCUSRUcwjWikR3T5Pas4Pm/pO0Dp7HioTAWSVT99gZjbGYttAy1yGIAmUhoLfdJGqss6YtszkSJzQ8SVzQGMvNE63OoWsGfdVlWrUacYYRgiTj62u0RZ3FZhkr6CVSX2O6kidrbGanMsrV62fZtLHA3PjV7HRUjsQVTqYiOKe/RmhgOzOjN5A/dI5TRx9iYe4Qm7J3occn2Llpis2T4wzIixjTd1CPpSjbNpbcIhF2OOBnsUINrLZNEA+wHIvZuQ2On1wkHg/hNqBcbREArucRjisUSw3qDZNY9IWVPlEUqdc7YX/xWAhJlgiH1IvGruf5yJJAEICAgK6r+H6AgMDKWulf/uIvc3zrpY3e77Xc98Lk5CSPPfYYjUaDpaUlnn32WRzHYWJi4pLX9YrR+j8Yvd9rue+D9773vXzhC1/g0UcfZWho6NvOx+NxpqamuPXWW/n0pz/N6dOnuf/++3/gei9bw3dxucJtN43zi+++AUkU2bWtn0hY6+xQDTqhsrPzZSpVk2bb5uTZHBv5JqblEgRgtt2OnEsAmyYyaKp4cca8/8AS9YZNrWHRkwkjXNgA6/sQCikkYzr1pkUQBDQaNv07+vCDgIH+OOcWSsiKhO8HnJnJA7zk0kqoN/Hy36wuXbp0uURo2TS+4yIaGoIoEhobIjQ8gG/ZlPcfxs4VCU+Mkn3tjcSmN6Gl4iixCE65imdZqOkknmkRnhjFGBmgWalyZjhDvd0id/IcnqESsV3WUgnqrQr5sMVGIYc3NkDRtSgmQiztHWd9dy9t28ZwFHomd9I/NIwWz7DW43JWrtGbmyFXqnIuOsLwplvJ907SW62wXlxlMDSMBDwXEznXG2WL2abXrBKlxtcNAXp346hhatYJbpIChqbuJq2naKo91IZuJTp+F33lMsLKMax2hY38WaqxBNlQL72RBM+OBSj5ObKCzP78F1nyBTbW8yw1RGqNPDptnlz8IqvRGn21DHkrzp6IjlIJc/XOCbZkJ+hNpRgdTiOn2+TsZQzZIxrRO1rygkDbtC86WSq1NrIsEovq2BccOKoiY1kOpuli2w6aKiNJEqII3oXlaUWR0DWFwYEkyWSYwYErN9RB1L67jd/fbbnvh3A4TH9/P+Vyma985Su89a1vfdnqetkJfZc5Cr7bct8DQRDw3ve+l/vvv599+/YxPj7+Xb0nCAKsSzCxuWyzM3z10TPceuM4n/rsYeYWy7RNF1Ho6PWKIgT+RbUWHMfHcXyiUZV63SagI/Hi+wF+ACdPb4DQ8QSHwgqNhoNlufRmI+TyDURJIJHQEQWB9Y0GiiKTiBkUik1kWaQnG8GyfEIhlV989w1AxyNdvbBs9I//fJgffdMOdF15dW5Wly5dulwCgiDAzBWQIyGkkI7baFI9epr0zXsRRIHW4iqB5+NbFk6lRuPcHImrdyAIAnONGlskCW2wr5NWt1Kl3mwi96bRdIFI/yC5E2egUiGpaYyoBiuBwPbZKpXeBM21HDMJlVEtjh0PIUUFNmbriIkeymfnWKlWmejfxOn+8yiRKYYUgZO2h3ruMJo7hOU7lAe2cfX5g+hjV5NJDKGWVsnZZdaENcL9WfqXjuNZTbLuKppn8ZrENk6rIbz1A2xWeqmvnuKhhMvO+G30tpY5kB2iRpGrag5jkSxfXznP9voSV6kRtD3XM188w+5KwKlQHtd2mLNLTCbHeLrwHLuTW0kO9fLUzCG2OBLlkktL6OHs8TPEMr0oukS51sQqqFRDVXwkzLyM6bcxFB33m6ISbNvpOHSsjtErCDA8lGFltcTwYJqFpTyGoTLYE0WSJXK5Kq22TaNpQgC1Wotrrp4kdAUnsFAzSURde8lwB9HQUDPJS173N+S0tmzZwszMDL/+67/O1q1bec973nPJ63qlEHtDEJZfOtwhLHfKXWLuu+8+/uEf/oHPfe5zRKNR1tfXgY6H1zAMZmdn+eQnP8ldd91FNptleXmZ3/3d38UwDN74xjf+wPVfVh7fas3kc18+gWm5bJ3qYS3XoFhuE4l0lmq+kaTCv2D0Tm/JXnyvKMJQf/zia0kSEESBkKEwNtzZ/appMo3GhZhcATbyDWQZXDcgl2uyvtFAFCGbChEyFN75o3t4yxu2EwSweTLDrum+Fz5fFLhm1yBmqcHb79zcNXq7dOlyRePUGlQPHqe9tIakaUiaBgTg+5T2H8bKlVB70ijpJFp/D77jgCTi2w4bZgslneDo8iJrp89RnV3kyXqZRrtFPvBwyjVKh05glGpobsC5uEYom2UnMoIoMdjTQ8z2GDs3z5n8EfpqFWqZLOm+JOnRQSLHl4k/8BRxBZJym4bVQI73sS3dS1prUj/8AMbCAgORQc7E0pw3y6yvnqJRWUavHiRq1jlZmefJ+CTLiUnsVpmZeJLTtTUS80fpbwcULIfWyDXsSk4QbVd5PKnSYxb5kcE7yEcllg0fq3iYGafFnNaL0nQw4qOU5ShKdZVkIooup5mlRDgWIaNEiB75KreNbCEdN2iRYMwv08s6xVaB5doiueZZUokoI63NTKUmCAjQJJ3AU/EEE13v+KZ8H1RVvujt7cnGWFjcwHFc8sUa/X1JQobGwlKRcrmBJElEIzqu6+N6PrF4iFbbwvN9ZucuvfLBK4EgCMR2bX3JMrGdW18WdaNqtcp9993H1q1b+Zmf+RluueUWvvKVr6AoV+64L4gCyg39L1lGuaEf4WXIZ/AXf/EXVKtVbr/9dvr7+y/+ffKTnwRA13WeeOIJ3vjGN7Jp0ybe8Y53EI1Geeqpp+jp6fmB67/sdHyXVyocPLbKwmIJ1/OpNyyiUZ2RoTjzi2WS8RDFcpNGw77o8Y1FVWp1G0HozIQjIRXX8wkCgSAICIcUNLUT8O960GiaKIqM5/p4vo/vd5IJeV7n/b3ZCPW6hRFSsG2P3p4oP/7mnReNWz8IeGb/PCFVYse2PiRVeVk6R5cuXbq8UtilCs2FZZx8meRNe1EiIQpPPodTbyCKEr5tI4YM/JaJmk2B7yMn48S2TnLqzFni8+u0rt9BfvYIk9FReibHWD87i1CtY6aiSKfmkIKODKMlCCiuB5JAWVeIth0iU2PYKxscGc/Ss1qkUGuyK5pkdVOCidUzPB4bYiARo/epBzC230BE8kFU2GjViObOYgcGTXOQtfEITiRJ0KoxUVuk5rRxxYB5tYkb76HeLrLT1phNbmZrNE7gyvSVZoj17GSpnqPUOk+pOYmbqDNdKxNvrbMQDdOXnSYXmJxq10goY+zKHSQXOJyK9rLLaeD6FpvrNofiCYxEL/2xYZJKjNVD/4wYiSEOXs14ZpzZ/DzlnMWGVSCi6BScEllzmFSPwcZ6lVBYx257eL6PiIiqSti2h2Eo6JpCpdq6GLYXMlQs22XTRA8z5zfw/OBCumOfbdNDlEoNbMul3mgjCAJjoz0USnV2TP/gklCvFt9Rx9fQiO18eXR8f9i5HHR8X2kuu1CHYrlF27SxbJdbbxrnzEwB23Ypltr0ZiOd9JeiQLYnTC7X0bRtm52gfkUWcT2fWuMFWbFIWCWdCjG9tZfPf+kkIUNhy6YsGxsNag0TWZYY6otRb5homkyp2kYSRcIhlVyxyTVXDXJursjBo8tMb+7lkcfPUyg1+cV3X9/Vze3SpcsPBR0JsjyiJOMTQOBTOXySwHGRVBUxFoFilejWSbxGi4ZrQ7nOacFm13qetmWx1htjfHGV8eQIuXKdXknipOyxvW2izVRZSEfIVppIgOR5WCGNtgC1gTR9noy/uI5zcoHk/pNU7x5mk6Eyo4fIRmI8HMiMWGVSTgxzTkTam+Jwo8h0c4GUZ9FEwMj2IbcNvHiaTHqIE5Ui4d4h5iqr1OqnqcgKb2+ofJUEX9c2oHWUiilwY9ll3bN5WC3TZ4WINiokYgvsKDapTN2OfnYfPbZP1Wlw0oFsvUZ2qMm+UJ2dLY24kEQ2N9BCWZxgldFClXDL5IhnMyLr1NLjyIGH3PA4UD1KjzGApgUogBe4ZK0hEANqjRaRuILttykZBdLtQSRJxPd8RAlajonjeBfGQFAVhbZpI0siZ86tX/wubcdDEODY8SViUQPHdclkYsRjIXqycfqu8H0nxkAven9PR+XBshC1TnhDdzz+/pDGYogj0Y56Q8uFUCe84YfZmXfZGb5X7RjgocfOXbjpIpWaSa1uddLyOhdylwtAvTPby2YMbMunZTq4Xsd7KwgdD+7ocJK19QblSpsvPHgKUYBW2+HMTJFdO/o4cXIdz/NY3ahiWj6GLuP5PrlCnd7eGLffMk6jYZOMa8TPN2mPuMRjOpvG090fWZcuXX5oEESR2PYpAt8nvmsrVqmCtZ5D7ckgShKtfAFcm8CykTSVeiqCbFpkclW0zVuI+g59G2VaAcgLecZH+gmCgJ0LBcJbN+E3WkS9NsVwiN58jdmISn/DRBIkUk0bbSDDo+0qt995LS23zKy8RjqUJDxfRM6vsaVXo1xVaZRO0nt1mLVmnmhrA7QQufAo5Gcx2jVCPVlyCKRUnbTk0Di+D3Wwl+0NE23z3ZTdFr0L+3F9kaau0PLbHMrEiKoRXpu+hvVTX0KODJDzqqzrIiurz7NDkImNXMOpcpFrc8+ypCuMcy2HRZlyRMd3ltCyO4muHkJyLdpyi4I2Qt+aRU/IxGkE6IrDqr+C4mscZz+SkOTzis17rCxVuY7oi9gtEVVQqcXLRLwIrWiZlJjArAe0fZOwoeG3AkSxs5Lp+T6CIBBcWPtUFfHiGPkNavU2u3YMo2kqkbDO0kqRoYHUFT9+CYKAlr1yN+pdbgiigNQffrWb8YpxWcT4fuGrp8jlGxdf33L9KKIo8Pgz5/F9n3Rcf5Fygq7JxKIaO6d7KJdNWqaD4/gXc5kbuozrdlQfPN+jrzeGoUsECPT3RCAIOHRklfGRFMl4CNPyCRkyfYMpohGDeMwgX/eoeCrHT210tBFv6Md2PPp6I+zeOfBK36IuXbp0edkRRJEgCKgfO42aTqHEIhjjw9A0kQyD+unzmMUSicNniTVNhoYHUUWJTZksEU2lPxxmcbwPp97i3MwMgqEjiAK11TWCpVkGclXCisKo6dIQBZKIxI/NsfbIc/SVq7TiKrG8yZDXg1WHTERBl9cZrq6i9/cSSoyxok+QSCVYS/YipoZQG3kyfVvZkHTOVvIYjQLHzu0nWHqGgW13sLvnOvLxCdTqOjGvxUijSL+aRbXbTNoSdafCiNrDF1YeRNUTLFJGtH28hs3WQKSaGuF4Y4lI4zyq6zFsenD0i+yu2lw3dheC5jLYrmAgUerbTD6RJNNoEngedRMOxxY5YKyhGAq+G7BVzBAXfX7ezDCrnOFM9AgzsRNIA22WUofINEMo1Rh6K0a76eIHAWkjTtCWUGQJXZMvGq7hkAYI9PbEsB3/Yua2HduH6clGATh9dg3jQkILQ//Bxf+7dLnSuSwM3zfdNU1PNnLx9cxcif6eGIauYFsetZaFrnXiayUR2qZLq2Vz/FQOWZFwLsxyjQsbAVrtTqyKKIJl+eQLDUzLY3gwTr1ho2kSN14zxNJalVKlhSrDT7x1J+1AYtOWAcqVNqMZnTuvGeBH3rQDVRH53b87RKNhsbZe70hq2C+kJ/aKLYIgwN14wXiHTopiv/nS2dy6dOnS5dUm8Dwqzx+78CLAKdewG03ay+uUnjkIAni+T2A7WGt5lGwKr1yj/MDj1I6fZf3J59CH+hEkCU32eURaRz2zgNdq015Y5fjmATQiaEP9RKc3EdUNhiSFoNJA7E8RjigkMhHOlSoI4TCinkTV4syMD3Ni8kZsQWAwqtMjLKD09VMprHKtFsVePkwweRNPnSswp2QYM8vE8meREhkqA+M0w2mEZpm8UuaUkCeeGKM8uItjQpHByAglGWQv4Fx9nmu0UcKldbbmiwiCwKmoRM4p4TVW2Tl/kslagXP9fRgIKOEkmYnbKFeXSDgibmmecu8Yoq5wdVsibhXo11s0Qx47U1czZdyGXPKpqKvomXHqJRVFMRlRxhlqbKLH7yNvFhkTt7Au1wmnJUQCAlsCT6TZsvG8gC2bBxgZzhD4Aa7rUW+Y9GTj6JqKockXY3+PHV8il6+TTIaZGOtBupDSLZOOXvHe3i5dflAuq81taxs1vr5/nqXVCpblcd3Vw5TKLU6fy2M7HqIoIAoBrteJ8/UvaBWGwzLNbwrMFuikexSEjhKEpspEIxrlahvL8pBlAdcN0DUR0+oYzZIkMD2V5dS5PJl0CN+HfSdr3LEtRqlqocQi7J2MY1ouE2Np/svHzvDZ334N+AFeoYXUF8HLN5F7XjDg/ZZN0HaR0pdeDqRLly5dLiWeZSOqnXTEhQNH8TaKiOEQoiDgNltAAAEomRReo0mjP81yRGWLEqLZbtGf7cGaW6JezGFv7Sc6WyVnW/THExxI6Uy7IsKzJ+n/kTtxW23sjSLlrzyJlE2SvWcP9sp5PPoRLBt9+xRKLMJ8aY304nPURm9hOJUGYOmDf0n7pjiN3hGWlDDbeoYJLxdYbM4w7dWwjSRyfgZ3fA/t9XMcSUeI6CMMJvs5sfwIvdoWmiEdZXWO40YL2y8BAnvEMfoLCwibbuVk6Tn6mg4FVWTAlemLjBI2a3xZLXHLRo1YINMOZUhMXMNjLZObA4sZs4SsQL8UY9Vq4JbPs5xMsquts+F7BJEQeUEgaw5R1tZxNIvNxhSKa7CyUWQtWCFGHM8V6IskMZ02ETVOtdLZd+I4Pql0mGKxiShCIh5GEMCyPUzHxLO5aPiKEQvF0cmkEli2y87tI69av+rS5XLjsvD4foPZhRI92TCSKDI9lWFppcKZ83l6siE0VSRkKHh+x7CNRRS+EXvtftMSTzrZWVoTRYGrdg7iugEnNxxSPXE8178QBhEQCSt4XsByxaHS9vC8gE8+tsKzcy0Wcya5QoueqIQQjVHCYLI/wu9/cYVbtw+wvlzhc//tNvyGjVdsI/d3ZtFS5sUxMmJIvWj0urkmbr6JfabwCt7RLl26dPnukDQVt9ag9PRBwr1ZUBUkQ8Ot1NEHelGSCeREDGejiFdtoD5xmG1aBG9lneFMFncth10oodgCpVqAW28R86H1/EmifkDl3AL6O95Aa2kVcy2HU2sgqSoYOpVHTmBXwqjJOM56kfXSIgeLh6iUF/BLS8inT9Ku1Fg89hDSz95KebQPvVply9ICRwpLWOXnGfeqPNc/gC5LFHQZo7hKZtPNJMVBhhYOILdt7qiKDPSOcOPyWYSgxLRg0O+pvL7ockZoU9MS+G2bkcgmCukBXM0AWeFA8wSWonB7/61UBncibLqVhhFmtjbLeP4wi+sHSBTnqTXyLJdm6Qlsno15xJUeGqEkS3qTuhsQF6IocRPdVxEtiWK+QL1qsnkiwy2DexmSJBKKjO04qChUKm0CEURJQlFFPDcgElcZGk5Rb5hk0nE0VcK1OkavoFyI9zMVXBdy+RrTWwZf3Y7VpctlxmVl+B48ssKBwyvs2NbHyXMFcoUGqiKRyzXw3ABVuZB9TYCNqs0Fhy+W7Xd+9AIMDyZ49GyT9brHiVPrCAJsSgmcOblCqeXhXciFU2s6KLLEQ6caWIg4PmzJKGwairBS9/nfT5Xo64uj6hqfe3qdswstXrunh3A6zJ88uMyNv/AlDq01kfte8PBah9a+YxY3r9BC0GWQRJRN3YD8Ll26XJ74loXWm8Faz4PnI8eioMi0llYvyJqJ6P09hKbGEEI61tk51iM6lacO0XzuBMrWSY5u7kcvVJid6MGLGHDNNiLpJH5Yo3DkJFI4hBzScWt1Fq9P4lRXsUpFWqdnKX1uH9HrryK82OSq1C5yehtvZDdG4wDNuRncep7W8gxpP4RsKKyF4gSOS9izOKpHaFsa5y2LwfgY2uRNrLpgShGMza+nFSh8ObuZQ/kzHBgeZGr6XqxoFCFxM87UTVwrGoxXcyh2iZHleTI1lxGpF0nvZ5NjkBm/icjZZ+nbWMIrLdKXGCWZGica6SVvqEhGhEXZpJQe5Ewqwc2DtzMcQEEoc60VYbutM5WeYsNe5hSnSRtJ+jUgWsOz26w385Q8g9RwhESPjKtZ+F5ARDLRvAZKysILbDwnYHGhhOna5CpFas0WqiIRjonIF2RlfVfE8wIc12Mln2extPSq9qsuXS4nLptQh0985jBX7xpkcaXCM88vkIgbBEEnd/neXUMcOLqM63ZS1gmCQKHpoaoi9abLYKLza1eUjgxZqdym7QQ8vWBy+2QIL/Apt3zO5Gy29qocXDJZr7m8fjpKw4XlQovRtIEuw5aRGB+4f5mbdmYoVEyqTZdffMsU5xcqfPxrS1w/neGeG/rpTer809eWuP8Dt5KvWvh+QJ8kIKWMi9fk1y3cQgu/YaNMJglqNu56HUGXO3+igNQTQZBFBPmymoN81zgrNVAEpFQY8Qq9hi5duoC5lsPKl/A9FztXIjI9iVNv0jxyGmQJr1hD9AKk4QxSOIIzs4g4mCXwfNz1ArWeJNP33sHxY8c5EdfYVrUwDZXRhTypO29m45HHUSwftT9L6tqrqJ08Rru4SGJ8E7MnzxFoYXoHxlB6Yxwolbh5dBPezEEWSk3GBrKclFSGU700Vw5jNgvYiU3EKgu0k0Nk7TpPiBJ3jezmmbWnuEUbY1+jRULRuCaZ5sjqDMOlBUqCQAaXxwdGiSp9rDYPckNyB3augFKfZRCdktlAHt7CvF9hcnUNITJMcsftBOefwXYtDrXOE+qZZrYxx9vHfhSzvEQ5f5pyO4dlhLFCWZxqP9PxOqKRwGq1aSWTjIYzrNsNFMuhaNeYiA1QKOepBiKB7rBnaA+nFmdoBBX63Qi+EuAJYQrLZVwExjcNMbe8htkMEAWBBfUMw8IE6+E53jT0Bo6ensdu+0iiiB/4GLqG5/nE4yHisRBDg+lXu4t16XJZcNkYvn4QYFsuH//UASzH567XTvHAV07TalnYjk8QBJRbHhFNQhTA0CXqTsDppRZ+AOmwRCysoCgCq0WbqaxM3QxIxxROL7dYrnlcPayzWnVwPEhGNTRDpFKxOLFqYShgqDK37enj0VMVEpLHz759O7Gwwq98+DClukW+ajKYCdM2PX7h3nFml+p85P95DQ8/v47r+dx9/YvVHoIgAC/AXasjD0QRJBFntYaYMAhcD+d0AXlzGm+phhTTUEYTr87N/z5xSy0QBbxcEz/fAkDe1YMS1V/llnXp0uV7pXFujsb5RcKjQ/i+i1ttYOeKCKqMW2ngV+pErt1B+/gMYiaBEg6j9WawiyXMfJm1qQGmY2menz3HwkCKcc1gr6CzfuIMxYhOJCyQCMIoiRhqZQY/8DmiGvQdK1HZqbNJjBLOTnDm7D6kaITByRt4rLLAHc0k1voKJ6LHOB6K00eMhlzh+rLARjbDXFDm3QNvYnX9LH3pEYq1POfKGyTSIyRDMcz8WYqJKHvkLE6jTK5ynsfEAmnTI2U5GMlJBtoBq5pBf/8wMxsH2S5PIlTn8Ya2ISweQ1Ai6IbGst9i1crTDGwmWi498UlmJJesqJEx27TqeQ709zKV2EJfYY2W5/FVaZndkatIrp8hNHUbtY059NQAUT3KytIqeblEPJlgR3YnlVaFyuoShbKFEAph+Ta6H0MUTVQabNQMTFlkc3+S5fUCUsQhJMSoly2EQMCXHfAFpIjN1RO7CIc1ypUmiXiou6mtS5cLXDaGL4BpOjzxzBx7dw/x4f/9FARQajjEDImWE7BQdhmJS+QbHnXLJxrVcdomk/0Gy0WbtCGiKiL1QCFfNpnMajRaNvcfqdETkamaPgNxkQARy4P1ukezaTPdrxHSJM7mXQoNFxGfhhkw3megaTK6IrKcbzM5EOHG7VkapsviWoOYJPCr79nFddOZ7+r6vELHUBSTOoIg4G7UEVMhEMBdqKJOdsIgvGILMWlc9gLS1uk8fsMCx4cLoWXKnj7kUFcyp0uXKw3fskESESQJ37Ror6xTf/YY+pYxrEIJWZBxNooEjoMzu4J+zTb8fBlj+ybMk7Oo4wM4roNFQGTPNmr/637kq6Z4dqqHXlXnptEJ5vc9jSAK2BvrDF83irnuog8M0l49g7O8zKHrrqXXaBMU8ngVg1DMIjR+Habv40tF/nr2bxiVhklrSX5C3MLTsoknJJlODaHPP8tJOcyNQ1s5PHeQaVwWh7YQk0LM5DewgyXC0auIrR1FrMyQ1pPUBB/L99jQZbYow6gqVJcPEjP6sWNJWJ9B0LKE7RoMXo3nVFAHtlI4/WWKkQRxMUx87QyV8Ztx2iVKuoKviBSsAndnbyE49VUsQaY0tgexVaYnO8nR9aPoSgxBEPBLAavqHLtHbmA0MkzpyMMsSSPoukm76UJU49n2c7xl6E6axYCl9TKe7DE+nOb4bBPNd4kkPDwHcEUE3UFCRlBdIhGDqd4JchsNhgfTiGJ3Ra5LF7jMYnybpku9YaNrMomYwd13TXNw2eKZOYuFgoVludQtn2eXbIoNl/mSw6YejUdPt3CNCH9/sM7hvEAmIiNFIvztk3nyQYhSy2cyrTCa0TEljVzVpd502DwYoWYGPDVr8vCpJvmaTcv0sN3OXKDUcJhZqrOw0WK0J0yuYvG1wxusFduUGjY//+PTVBrOd319ge0hpYyLM2+5N4q3XMPLtxDkF4zcwPX/pY941Qj8ACffwDpXxG/Z2GcKBF6A0BNBHIph3DyCcfNI1+jt0uUKRVAVSk8fxFzNYRfKyJEwgSTiOy5qJoU1v4KzUcKZX0VIxtD7s6jTE2gj/QiqgqCqmMkY4elNJJIJBF0lPDbEzWqczfNF1j/xRYZvvJqhG/YQTSbRR69C7x/A3FiiMrWJ/PQ0m32TfNtAzGylGU3QsyGjffQzZB75IoWzh3hX34+yTeynx4tSf+oM2/edYvPyYY6W85zNbmWDGkoozlZVRQonWcvPoR3/CpnqKpO5DbZWF6iG4qwmU5hyGE83OJ1QyRoJhNxR9NwiJ5NhanaZ571VTEHm+YSHk52kuPI467g8vfwkrhJmXXQI6htossFoOMlQKEG8vIxYXua6YIj64nGc7HY2ZIdDlaOEqiWcwgoJMYruBciOixKDeDBM1FeZy83g9O3EMyzW5Qpe0sG3BG4WbkIoFgkiNnoUBMFnvVQgJHkYsoJvg6p76GkfRVLJxlJk9X4UWWKhvMDocLZr9P6APP7447z5zW9mYGAAQRD47Gc/+6LzQRDwW7/1W/T392MYBnfeeSfnzp17dRp7BfDBD36Qa6+9lmg0Sk9PD29729s4c+bMdywbBAH33HPPd7zv3y+Xza/BtDze+P7HeH7V5Zd+/1kScZ2f+71nQBTpSRvMl1yeWzA5XwlYLrU5tmpybL7Bxw+2OLNh8YWn12m0Pb5+qsyfP7jMP31tiWt29IAkkIlpPHK2ScWVODFXZ9tUil/96as4MFMlpMtEDAlJBM/rGLyRkIQsgqHI3LwzSywkc+BcmYmBEJ4XcNtVWf6f9+ziv/7dMbYMd3JZn1qo8ku//+xLXqM8EP32Y8Nx5L4I8nDi4jEpE8Kvmvim+23lX2l806X99CLW4TXc2Qq4ndR46pYM+vYe9JEE2je1vUuXLlcukqGjxCO01zawS1X8lTzto+doPHcc33EQYgZyb5rwL/0YlX3Pcmp5iVNffQKv0UTQVPzHD3ImJLF/fg6qDWg2cb5+CIoVhJZF/cAx3EoNLZ2m8MRz2Itr6H09DEaSbJreTV9zjVuCOlvKs4yP9KFEddTeKna+yq58imgtyiY1we7UBPYODWOLTsJucM3Zr+ItHyEansC32/hLh3DWz7B34CoiEzcyH06SjQ3g6gpOtJ+pUC8DW29nWB3gjpJLpG8n5zIJVjZt57VOChWRSmDiaQKbybJhGLgjN3BcqTIRnmBs6Bo2lYqo8QnOjm7nQG0F1WwyOnwD2fhW4n1j6JV5rNo6xew410W30Q6nEbMjNGUQXQdbktA8D1VSWF1bpNooYdPAkdoMeAZDLRGz5RBoLkrvMOEgRbYngh4NkGWRnpROeKiFkrBAdxEIiCRFEhmdseEeInqErb1bX+0u9bIQ+D7m7DLNI2cwZ5cJ/JfXWdRsNrnqqqv48Ic//B3Pf+hDH+JP/uRP+Mu//Ev2799POBzmDW94A6ZpvqztulT4vs/c3BzHjh1jbm4O/2W+n4899hj33XcfzzzzDA899BCO43DXXXfRbDa/rewf/dEfXfIwncsm1KFSt/nTfz7Nr7xjmscOrvF7f3+C+VybctMhGVGpNCzwA27eFGE212a1HiAI8NabhxAlgYNni5ycq5OOq9i2iyRJ/No7p/kf/3iKesvh3/3oFB95cJ6W6XL7nl5OLlQplC1szycTU9kxnmAp3yJftajUHQRgfCDEm24aIl+xKZTbPH2qiK6INFoOsYjKW28e4l2vH2fHeJxUTAM6sxNvvYHc/+1G7neDW23jLdaQR+IgCEgXPveVxFmtIQDyQIzA9XHX60g9EURVesXb0qVLl1eWxrk56k8ewjVNtJEBzKMzCCENNZXA2SgQeB7C7i00r9uG/vt/D4CUiBG+ehtiPIx9bpE5JaB3ZpXMvbdybijFdCRO/k/+ntCeaYSogX1uiaWETmbTBH2RMF6hQnjnZlzfZ19umevbAs+pFpPHz9IqrxMf2kHfjiFOzi2QSzcY8XWCE3Mk7/wRfnPuL/kP/T+LevQB+sIxwle9GWf9DC0jzPPWPL+b+zv+YOTXGAsNcuzIp5DSY0yFBymcn6fHTfN87xJ1R+fWyjrKtT9G5blPougxYjvuYbFwCu38s2zE+5lSR4kMbmImd5JMu4wtaTS0BAEBlqSzKzuKa9vMNFbp8UTEehUiKRoRnZrXJqyEqbcqmL5DjyNSVCHjyYSiKdz8Om0ZLEnEVVV6am0atoQXlhhM9jJfX8FyDFLpCH3RPpaqi0iCjOM51M06Pj4CApIoEdNjpMMpJFEiGUq+yr3p0tM6MUPpi4/j1V5IGCXFIqTuvZXQ9k0ve/2CIHD//ffztre9DeiM+QMDA/zqr/4qv/ZrvwZAtVqlt7eXv/3bv+Unf/InX/Y2/SCcPHmSBx98kFqtdvFYLBbj7rvvZtu2ba9IG/L5PD09PTz22GPceuutF48fPnyYN73pTTz//PP09/e/6L7/IFw2Ht9EVOVzX1/h0Lkyq4U2bbuzO3WsL4yuCIQ0GU1TmC3a+ILMb7yz84V8Yt8CjxxYZ3mjRTyicPXmJKYTYNoe55Zq1FoOoijw1w/MIosCnh/w/OkCy7k2oujzxhv6GeuP8LXDOVzXp1J3eOcdIyiywOxqC0OVuH13D7IsMtkfIR1TMTSRe28coFy3ufWqHn7uQ/svXocgCAjK92cgBp6Pu1BFmUwhxXW8fJPA8/HbDr7tYp7IYZ3OEwQBfuuFEIvAD76jjNr3i2goCOFOyIIgiyhD8a7R26XL/yVEpsaR+tJgu1inZhE0hcj2SQRJxHMcAk3BPHIOvn4EdWwQZAlEsBZWaTx1GLfZpu/MCqHJEZqn5tidyKDJCr3v+RHs+RXsk/P41QaRuonwpSewV/LIiRccBaOSzny5xI2JJM+xQNIXGLh+N1Ikw/TIILcEGbKezsjUjSjtFu9xptgWTxFM3IC26RbyJx7i2dJRtPwCUbPJNW4fQ2IvUqVGRh8jHaio6VFCKYHYtdPcIvRyc2UDefJGxPP7SUf6MWKbqZ9+nEg+R6JnGymzjib7SIqKpkRopMdJJKfZ8GtoqkpvcwPbd3mw+RwjcpiybyJIAXnFZ6U+z9PV/YQcD9GySRtJwqEEYyunCbsBVqGBnOxBFGWijk/YCyip4EkQGAbnW+uokkYoJmPIGmfmTyAg4vkujmcjS52MpZIgockaUS3CQnGRpfLyJR0XLgdaJ2bI/+OXXmT0Ani1Bvl//BKtEzOveJvm5uZYX1/nzjvvvHgsHo9z/fXX8/TTT7/i7fleOHnyJJ/61KdeZPQC1Go1PvWpT3Hy5MlXpB3VahWAVOoFuddWq8W73vUuPvzhD9PX13dJ65Mv6af9gDz/P+8BYO+WFL/+l4dpWR5eDiYHwhiqxFKujSiolBsWf//QHJbt4flQbzq0bI/hjMZDz20gCuD7Afc/sYKhSliOhxcEQIDvQ8v0+LHbhvniU8t8+Zk1YiGFq6eSLOY6ygT/uG8RQxO5blOSP/vMGW7ekeUDP7+bfQc3sGyXjz80z2e+tsi10xm2/vTneffdk0DHcIVOqML3gyCJ6Lte+ILVyRTOcg2/aSH1RhDiGn6hibNaw1utIWgKgqEQEBBYHlI6hNwbBsfvGN9CxxD3LRdRkwlcH8dx8ZbKULQwbvzO2XykpPEdj3fp0uWHF992cGp1lHgMZy1P4HrIkTDuRpHa154HoLBtBHX3VmKfeoRoJkXl2Dl0z0NKRLHX82gDPSj9WdxCifrxc6xetwX3n7+KmSviOw5KrYWSiEE8QmHrMPL2MSKbB/ni4imiR04RZAZ4cu4f2D11PdNlkWeV8/QM3kEUaDXXaZz7GpIQ4vGeLbw5LuMePcFIMsXqM/9IYfI25PmDaM0qO/t3og1MsuPUI4z1/2ui0RRKPINiRJlrzrFRKXJd327+ZvFp3inFCWSdwsKzWNM3crB4hG12FaO9RnLz69EcgaFGCcEzObX0HBktQ95usdY2uSqzG5k2RbNC48gD3LnzXuobC7Q1AcFqM6qNI4kCdwkppFqe3tJ51sXNhJUoVv8u2q4JnkCpUSetx6ioDpZroskyaUPEadYwlQDbd0goBp7vEsgepVYJCQlZkhEu/BcEAYqkIIkS2WiWRCj+Q6XkEPg+pS8+/pJlSl96HGN6AuEVjGleX18HoLe390XHe3t7L567HPF9nwcffPAlyzz44INs3br1ZY0R932f973vfdx8883s2LHj4vFf/uVf5qabbuKtb33rJa/zsvH4foNzyzX+y/86wpMfvosA6E/rfODndjPSG0aWodywCYKOnNk3qLc9hADKdQuAaEjG9aHWctAVEc/vJLmoNx0CwHQCWpZL2wmIGhI/+bpRDp4rk6tYjPSGSEYkVElgvdyGAA6eLfFnnznDzEqN3/nYCX71HdP0Z0JIksjP37uJW3dl+ZU/O4BXauNXLl1Mj7NQQe4NI4RVgppFUGqDIuLNV8EOCJo2frFJkGtBzcJbqOAu1bDPFrFP5jAPr9Hev4T1/CrtpxYx9y/jHVyHvAU+WKXWJWtrly5drmwCz6N27Ay+aaIM9KBlk+ibx4i97nrEbGfJvCdXY7jYROnL4J1ZQE8lMfZsxV7aILxrCm1iCLfaQEwn0FJxrn/tLbh6JyNcbrwXoSdJGQ9/aoADy4+ycOpBfn3mQ5Se+zJn5VVuWmiRyvRy3fko5yIyH7jtd9hz4604fpOG6DHrbJBfa3KtaLCRX2ChNY/prJMf2cSptQc4U5vnsHMWs7XEkQOfwi6tkIok8dZP8cXlr6BYq2zaWOD6aJb/fP5DbGuv8LRcQs6MU49EGHYi3J65iXpUodeTERaPIQqgbbsbJzqAVFtCUBRGAp00HkJtDdN3qUdSnOufwJcVvsppxNYqgaQihGIYDoTCCRZjEs3sFuJSiIpVQ2y1MUVwVQvVB89sYePhiwIBAYWwgplI4gfgqgp2s0LdrBM14gzGB9jRvx3Ls7A8i6HEEKIgIgkSlmczkhompsde5R51abHmV7/N0/uteNUG1vzqK9SiK5uFhYVv8/R+K7VajYWFhZe1Hffddx/Hjx/nE5/4xMVjn//859m3bx9/9Ed/9LLUedkZvlNDMVqWx23//mFSURVVEfmF//4MJxdqaLKAKAjcsaeH1UILURCI6J1LcH2otjwkSSCiS0gCSAIU6g6q8kKZq6eSbBoIo8gi2bhGpekxv95kYiCEKgl84YO3Um54OK5PPKxguT6RsMKnHl2kUrf5hTdv4s03DfKrPznNb757BzMrDfJVi//wY1uRs+GLKYr/JbxS+7u+F2LSQFAk1KE4ykgCfVcfovxNIQc+4AGyAAGICb2jGqFIaDt60Xf3I4RUxNE4JFSkzSm0G4ZQNqcxbh5BS31/nukuXbr88CEZOpnbb0CORpC9AEFWaB0/hyjLaJPDIIq0fI/qw0/jFCo488uwvIG9UUSQRJqHTlN74gByKo42MgCiQO6v/gnp/DLRviybPBkjmSBmewSPHuJHzySoenV+Q3o7K7vCjMdTePNrrOcWcGZX2KgvI1VrCIslBEEmIocpb93JxLYb+P2ND7Np6maUa6/l6+I6x5ouvi8yUzzD5uwtPFx9hjmphZQc4Hj5OOccm22xq1kNajzmnOPp+Yd4t7OZ7dFprvMSOMsHmO65GrGZw5p9ltHlOc4aEmq7hdWo8XzhEKVWkT50lMISnhcQikepxEIYSGyOjfP4k7uIR9O8deQtpLVhmqpOcekMWqtFvWSyLbqV/vQYYjxOf3YcR5NRfPBVhUAASxRIWR5ZV8ISBRp2i5pVR0FAQUBND1BstqhVa6yWNpgrz2NIOn3RXlarq3iBx3BqiJHk8KvdlV4WvPq3b3z6QcpdKr6xDL+xsfGi4xsbG5d8if5S0mi89CTiey33/fDe976XL3zhCzz66KMMDQ1dPL5v3z7Onz9PIpFAlmVkuROc8Pa3v53bb7/9B673sjN8f/y3HufoTJlYROWOvX2oikjD9CjWbOpmgOsFPH+2TKPlYrkBhioSD8soEmgShDWB9bIFAiRjnThV1/UJgIGMQaFqslJs8+D+NWoth/60xtPH89guBAL8/P94DkMVadkBkiAwORAhrMvEDJl9B3M0TI93f/BpPvrgHHs2pfh/f3YXh86VGe0LA/DZJ5b4my+d/xev75tjc/9PfOvGtsD2EOM6Qjb0om9O2ZRGiKqIaQMCUMcTQCfMQd/ZizYUx9jWh5qNIEoicjb8XbehS5cu/3cQBAGlpw7iVuvEb7sWOZPAq7eofu05nIVVUGVkxyPzrnsRgoDYa69HSkRxV/IEhoqoqRhjg/imiZaMISdiuNU6AQJafw/F+gaN8/Oc3Cawel2a5tQwr6tvo3pqlfFn2tyxMcbs1jC/JP8Y8bbM6LyL36pTXXqS5Qc+TnhulddYfXxUeoL/PvZLnDnxEJsdg4+sP8KaX+JJ+xh3923nb3J/z7a+G7nGUwm23EzKkxiIpImdfYJddbjD7SFlBkxe8x6EZhlFjSJuvY1TtfN8TS6i1wp81Z/FSQywXy/xF+bDyLZLSkkQ234PDRzyhkRZVAlZLmZIp+TU+VevbZOfP4lcq5NvayBp9E7sRFINBMmnWi/gSiJ9chSpXiNQVAQ/wDdrpESN/oFN+EGA77kYgkzSAYmOt9gSIB6KEzMiBLqELkn4gY/l2bSdzipj3IhzPj+LaZs43nc/zlwpSNHvbtz6bstdKsbHx+nr6+ORRx65eKxWq7F//35uvPHGV7Qt3wuRSOSSlvteCIKA9773vdx///3s27eP8fHxF51///vfz9GjRzl8+PDFP4A//MM/5CMf+cgPXP9lFeML8KvvmKYnafC5J5b488+epVizGMzqrOZNvAB0BWrNzo9aAKotF1WR2DISYynXxHI6Rq7nd5QioOPp7U1q3HF1Hw88tcxQJkSjbTPcGyUeVphfb/Duu8b5+okCubJJ2/ZJRxXOLNVo2wE/fdco//jwAr4PYV3iR14zjKHJ/PdPnuQ3f2Yn/7/37CTwfARJ5I03DOB5AV7NxNtook69OE2kMvTC8pNvuniFJspQ/CXviW86uOsN5GwYd6UGQdDx9iogaCpyOoT8f/A0d+nSpctLIQgC6Zv3kvvyY+jZNNbcCtL4AFJIR1UUTM9HdFz8pok+NYJXqeKVa6hjAwgBCJqCXa7iLq7SVhQEUUTbOoZ1bIaWbaEGLu5t01RPPMZ0aQBpa5wjN21j82NHGbnujcwMy/y/h/6c34z9LGNvup33V/+AD36+wtx0jI09IxgzJfo3DXP711o4mx9HGbmO/Bf2ce/Vt/BWaYR3DfwSZTPHb0VvR070IY0ZCIJIMdlPpFbAj2Xwm2U+maqyvVoifXYf7ViEPsficPMsM16SfY0vc0Nygtf23MtSc4m+xDjXywKb5XEivaPknBKNoTEUUaY/Ns6n5z7DyEaSPYPXcyo4y4Cv4rsuPYKNic/J/Dn6QiEi7TaGGmKlukrgmRiOSEyLUpIsEtFh3HKJhdws6VAcVVLwzSqyH2C7PromIapRSrUcplsnEAIG1DSOptCwGrTtFlEtQiqUZL2+QdsxaTQbDCeH/s9f+hWENjaAFIu8ZLiDFI+gjQ38i+e/XxqNBjMzL2ycm5ub4/Dhw6RSKUZGRnjf+97HBz7wAaamphgfH+c3f/M3GRgYuCQKBC8Xo6OjxGKxlwx3iMVijI6OXvK677vvPv7hH/6Bz33uc0Sj0Yux0PF4HMMw6Ovr+47e8pGRkW8zkr8fLjuP7w3bs4z0hPjoV+YIAtAUEVmUGO0PEQ/LiKKIIgv4PgR0bMC27XFyvkaj7TGUMehNGoQ0Ed8HXRWIGCJeEPDPjy+STWoIIuQrNj0JjVMLVW7ekSWb1HnqeJ6NUmf2LArQtgNGenX2Hchx254eBFHg1HyNP/70GX7rb47wuceXefLoBnPnSlRmSriuj6pIaEGAX7VQJlMvea2CKiFl/uXZqVcxcdbruKsN/LpF4AWIcR0EAZIa6tYe9Ksu36WULl26XHnErt5GdM80/b/4E9iZONZwL80jZ3BbJjgupQefwGtbOIUqQiyCM7+KvbCKdXYBd62ANtBLXfAp6xLR7ZsQdA2v0kCqmsgPH+e65hhH79pD5rqruKbhMfLONzE1sYns3+/j5uIATqVI68wcv7Oxmwdix8l7eSZNeHDpy5STOuKW66llh3nMXec/bX2Oe5PXENv/dSJzB2nKUT498zH2zxygsf8fsQvz/Hnuk9RL80iRLIejMq+L3EBJDxF2A9ILp5DjfexQJ1hbaXJ3ZC/j0Qm2JKfZuZ6nv+aRKBQp2gV8EeYq5xm1DJq1Bk6rzm3iZvotcEUotBaRRJH40ASlhEJN9skKBorlEMsMsl5bI1Vr4VcDHN+laTcYTAwQR4FQiJSgIWg6Zb+NJQQo8QyiESbXLiJVitRaJWRBQpN1iphE9Sg94SyJUBIQaDotEqEEMSP6Q2f0AgiiSOreW1+yTOqNt74sG9uef/559uzZw549ewD4lV/5Ffbs2cNv/dZvAfAbv/Eb/Lt/9+/4hV/4Ba699loajQYPPvgguq5f8rZcKkRR5O67737JMnfffffLsrHtL/7iL6hWq9x+++309/df/PvkJz95yev6Tlw2Or7fzO3//iHedGM/f/TpM1y3NY2uS3x63xJeAJoioEoBDRMycZl81UUABjM69bZL03QZzIZIRTUOnSvz7rvH+U8/vZ1d7/kS7/+pbTx2OMeBM0WapoemiPSmdMp1h//P26b440+fpm35XLUpzvG5GhMDYebXm+zdnEaVRWzHI181WS+Z3HvDANvH43zm8WXeeecYjhvwttcMMT3a8d56hdZLqjsEtkfgB4j6C073wPVBFBBE4eJ5a74MLQfcACRQd/QgKvJln864S5cuVyb2RhFBV1HiUZZ//2/Jvuteqvv2I0bC2KsbOCs5hGSUoFLHAyRVRenL4iysAGAmIshj/XB8lvBQL4gi1vI6iCLa+CD2Sh5j8xhuvoggSRwYqpDx+xk4vAyyjDrUg71RYq5PxLAktrzuNs5/5UlSV43wZ+rD/NKBrbg7G5yz13nQO8vrM+/mjmYBMd7DsZbNqnmM6ck7wPcJHVmlsWOASduj1SjwUXM/D1qH+XD4p2hX1xmRo1S23YS3toLZztEjR9ivW9wU2YkYjfFc6QhN30STVHamdxIqNXDqFezePpqNElLgkI33oUWyHF8+zJb+7VCvIukhzleWiIgqiiCiGRFW15bxcfn015P80g1lRF1HU8OUNJFyq4iKjC5I9EohlHiaZm6JmiKSiGcREJkrzpFFpaapOIFLKpREkmTqZp2x9CiVVpVUOIUm/3Bnz/yOOr7xCKk3vjI6vj9sXA46vq80l43he/hcmZ0TcSSpM7uwHY+tP/0Ay/kWkgBbRqKcX23StnwkETRVoml6GCr0pUNslC3iYYWNkslgxmCl0MYPIBFWmBiMUKqarBTaREIKpu3h2D7JmELT8tm7Jcmf/vtr2fvzX+b23T38wX17+YdH5tl3cJ2pwRj7TxVxfZ8P/vxu7rl+gOSbPs3OiRi/f981/M8HzvHTd03wppsGX3Q97lr9JZNYeDULXB8p9YJ0mLtaRwgrHQ3fcpvAD/AKTfxiGzQRbfcAonTZOem7dOnyQ0Lz1Cy1A8fRJodxZpaI33oN7ZlFtNF+6k8fxS1VcItV8H3EWBi/0QZBQJ8cxlzLQzxMUGkgayrKaB/m0XOE9mzFXlzH2DpG45mjhPduJ3L1NkoPfI0Tt+9k8/I6PHuO2HW7aM8soI0OELgefjpCsVElXbJxBnvo3T3NH879DYl5hZXkOmkZRjI7SSUnSBUtbGuNudY5XjtyD8+Zi6SNDKUjJ9iV7cMfmOITyx9lT+YW/mDtb/gf7mvoUXvRJ6/h185+kA/Ib+BBeYE7Ytexz13merefJ5UlXtN3M4eLx9iV3MF6fY3NVghJ1hAIcFIZ7PV5ese2c3DtAFopS7/RoOLbqKpG2PawFIXAs5nzCvQGKRwnBrE2QeCT8ASagocjSYSNBKZZx/FtoqKOGksiB+B7LpIoE41lWF05SR6XiBoiHc2SCqewXRtFVKiaVZarKwwnhumJZl/tbvSyE/h+R+Wh3kSKhtHGBl5RCbMfNnzfZ2FhgUajQSQSYXR09Ic6zfVlY/h+8OMn+MW3bOL5MyVM2+MtNw+xVmwx8Y7PoUgifRmDat2iUHNQZAH8AC+AkC7SaPuM9hrYTsBaySQRlmlZHY9uw/QQgIguUmv7/Ml/2Muffvo0c2tNJElgy0icD7/vWizb4w//6TTpuMpXn1+l2nAZ7Q2zdSTGE0fytCyXVFxj+2iMJ44VuGZLkjuu7qNY6ySxePtt31kT93vFN1289TqBKOCt1ZFHE/gVE3kyhfR9Jsbo0qVLl+8Gr9UGz0eKhmmvbGCenkMb7sPNlVBH+tn4+AOIsozvugQtE0dX6X39jZS/+DgYOp7rIAUCBAGCrhO02+AH6OOD2PkScm+a1mgvjXoTRZI4OxCj99ARBlZs+n/ux3jYOcD2TywhGyFCuzYzt2OEq1M9mAurzK6e5o8zj/PrQz/Lfzv037lO30aovcK66vEzUz/PSuE8m3Nr+GYdKZrlo7ENBNGgZVbYqd9AS1zmpFDip/vewtMzzxCu3MUm72kagU/ftnGcleeIZ7ez4DUQirPcxxf5u4H/yon6WfRwGNkS2NEOk+8LE/JksuE+GhuLeLE4kmvx8GGVW7Y3kASJwLaIIGMrEpYkkrerCIjEbI+UkaBo11EkFafVwpBlapKPd8GpkQwUym6bkew469U1XFEgjEwjcDBdi6Sg4oVCIAgEgU/drJMOZ3A8h829U4jCD6/B0qXLpeCyMXy/QaFi4noBqZjKr//FIX7stmEeO5Lj9z5+AkURcX2fZrvj9QXIxDU2yhaxkEjL8nG9znFR6ITCjvWGWMq3CQgYzBg4bsDNu3oIvIBHDm7wt++/gULd5gMfPcafve9afukPnu2kMnY9wrrMO+8c5X9/cZawIeO6AYok0DQdomEFXZX50L/dzUcenOPLv/davEITuefFOyAD18eZKSEPxRAjLyxB+U0bMfziJSmvaePlmsgDUQLAPpXD2H3pA/W7dOnS5V/Ctx2K//xVIrfuRU0nkfQX1GWsXJHCp7+KNtBDu16nuZonhEhwQUJK0FSiN+7GqdXxqg2EIABJ4nS8xDWjN1B5dD9mq41kOhhTo5RCCvK5BTRZJXvvbQhbhxDXqijpBPZGAXN2meCmXYRFiZmvfpnnd3t8Yv2L/JXx7zhWOs2j6nMoyV7+6+Sv8Mn1B3iqdBrHWuQ/9/8MY4M3YjdrfHb1K6zJDfbE9vDU6lNcJ/bzoDZD223w67ltzIZlohObOV0+xNXNCHnZY6cxzZKZY590nghhfnr0R/ij2b/ip7XbqLcroEdIKGGkZgsnFCLTP8Ha6lmqYsC2ge1UqxtQzNGMxSjVcmR8GUeWqOPQF2gIkTimY9K22iyVe9kVz9HCwVFUYrJByarSlEBFwgkchACiToAVjeHYbWRNpzfSQ82qU2mVuWroKnzfR1Ne+RT3XbpcaVx2U8NMQqcvbeD7YGgSy4U2jx3awCeg2nRxXJ9oSCIVVTvKDQ2bqaEI20aTxMMKhiqiSAKiCMmoynKhzUhPCMeF5VybRtvlwf2r+ATsnIzTlza4ZnOK5Y0mv/W/j1KoWNieTyysUG+7fORL5/nK77+ON14/QG9CQ5IFXK+T/U0QBP7bx48zt1rnawfXsXNNfN9/0fUIsoiyOY2bf7G2oLvRJPBfPOcQRAFBEghaDkGh1TV6u3Tp8opjza8Qv/06jMG+Fxm9yx/6G6oPP0Pve36U8M7N+OdXMOptAstG3dzZ+R1YNm6hTOYtdyDKEvZ6HmtmkVx1leIjT+M1WmiqytKeCap7N5OVVEKqTnjrBI3Dp/nT1b/nZP0c6//r02gjA8Rvu5Zzs7M8948f5+/Th/Fk+PHVrfyY/btcfd3r6Jc28W7pThRJpinY9KijbKafn135Az50/PfYZx7h0/bXebp1lPbJM+zODbLVGOOu+V1cffy1HOm1+Wf9CP/xzAc41V7kiLPCpBumrLisGw479E1cI45yaPEQrVPbqAs+RUPlKe888ewI0eEp9HoVM7eBohiEA5Gzi0fwRBE90YPt2Qy7CqoRwbJsImqUOckiV9tA9QMSkQRjRpGa6CEFAr6mIRthIuE4mqLTDBzCrkAmNYiW6QOho68c+AGSKBHToiSNJGdz57pGb5cu3yWXncf3G3iez6OHcpyYL/NrHz6EJILndVS8AFIxhUxMZb3UJkDgX901zueeXGG8P8yD/+MOhn70M7zmqh6ePVUiVzaRJLhlZ5Ynj+XJxHVuuypLAMytNinly2y0RK7dmuaeG/v57Y8cJ51QWcmbXL0lSViXefRQDkMVcb2OXFo8pCKKAvfc0M+zJ4vYXsC/fd0or33NMHumXlrNoUuXLl0uV6zlDaRYGDn24tUrc2kdORbB2ShQ+dqzuKaN32ihDvcR2b6J2jNH8R0bP19BiIXB9ZCScTrbcAOkeBRnJcdxZZUxpxc1k8QwXUK7t+CVqtQPnkK5fSfLO6MM/cMJ5EwSVxX5/cRDoCrMJurcv+1PATjbmud0c46jpQ3+7dEkmR9/AwWnzL2HfpatQYawPohKP8d5muEW3KBO0ieEuXfiHfzp8qdx1AjqusGbIgFfznocyR/ipthedjtJNoXGaJhlngmWiESyLDSX2BnfxlAliq9bHHUW8X0fORJH8wL2eL189Ik4t13fRlEbrCx67Mg6OL09tEybHhfadpuy45MkwNQkRFHoqBaZJrIPfduup+W0sTwLs1amUraZqbfoyzr0ixHyYkfC0/M83MBlU2aSYrOE7VkookJYizCS+uFMXNGly6XmsjV86y2HD3z0OEPZEP/prw7Qsju6vfGwSKXZMX/jIYnfeNd2/uqBGd584wAf++ocIPKv7xnnHx5eoGU6mLaPqoo4js/bXzPEifka51drdJytAroscGuqSS07Qq3p4Lg+J+ZrDGUNVFnE8Xxc18cPAkZ6Qjx3poIiCTheQDQkMRLX+LN3beNUANdtzfCHf3OEv/qvr8HQLjuJ5C5dunT5nrHXC5hzy5hzK+gTQ/iWjSDLVB97Fq/VSRYkaipYNmIyTmDaWIqIPzlMrNrELVZpxw00SULKpmB+lei1V6H1Z3BLFR7NPcct2lbOnz3I18bz7BfP897J96Cfy3PCKXJkokG/keC+gZ8mesGr+f7ZPyGlRPmN4ffwdO0wXyo8Tsmr8pb0HezPP8NPSbtIp/fwvFUmrNapWhVagstQFb4knGC8vYd9x9fp21RiajDNcmuVG8XNpDzwrRYjDuTiPRxkiU80v8bnxz/ELy/+PvclfpLJ1CiNyganrA1adpXrjSkKsodaq1MTfSRJRnNslqQafimNEYNWfZDNiXUMQcT2HaxIBMds4asqphAgixKqD+FApKd3gpWZQ6xqIiECMnqaNbuMh09YixAEAaOpESJahIbd4MzGWbKRLGPpS6+32qXLDyOXrXUWDSm8554JvvD0Cm+/fZyFjSY3TKf40CdOAyCJ4HgBf/aZM5i2z1h/lLbtE9FFDp0pQOBz3XSa9/7IFh45uM5ffX6GtUKDU4sdo1cSYCCj8ZOvG+f0YpXTp4rYtsuNO7LkKxa9SZ3P/tb13PH+J7lqupOE4tnTJTQZdg5HObpUQyBgvenw8/9wkjuuGeDpE0Xe/3O7UVsObrGFPPDDlSu9S5cu//fgmxa1pw4T2jaJObOIlStibxTx602i1+7AjYUJsgnkhQ0wO8mC/GodKRFDG+rBWsmzGFXJei5SfxZzZR2xUkOuN6l9/QDG5DD6phG+Li1x+9CtTPe8nt4vfI2dP3cH5lGH5S2DPNk4w7+p7mWtWecvgvvRFZd7pJvYLEzyusy1BEHAn8/9Hc+0T/Dvh36GB9a+xjWR1/Ge8l/xetaJKCE038EQVU4UT9Bn9HKwcZawovHG4XHWCv0YfQW+Vn+ePZLB7zSfRpL7uSu1nXuMnYjzNXYlJ/Fsk83iMDmhSKNcJ+FIpFyYOT/M7HiSbLhIQwzoM9LYskDLbLKlLeFHXIqqSJDIsy7ZjAsRZN+jXa+R6RmmVVgjakQo4dIrhjCrBcrhPE1FQJck7MBjxSmTUkIQBMSiPYgINOwmMSNGTI9x7eg1r3JP6dLlyuKyNXwBto7GSUZV/vjTZ1AVkff9xDR/9cAMpu0j4JNN6Hh+wC//xBaWci1UWSQSktl/uoTjwhtvGOSDHz/B4ZkyfgBOsYRyYVfceH+E8YEIh86VqK4XuDojsmwanJirMNwTYrO3Qe7hhxlIJ4mFFe5/Ypm3TYnMZ9LcOhjh6FKNmG/yIzcOMzw+wL/elSQxkEBK6HhtByl++QpXd+nSpctL4TVbCJqOFA2j9mVQejPY+TKJ115Le2aJ9twyhqZhbB6jurDReZMsQRAQBAHB0XPEtk7gNKrog30cTepMHaxQy4K3a4JQbp3T6wd5tv557hNvJ5dpID11jPD4EIef/ioj47ezjQwfrD/NcfUov9n7QQaCVT5a/BjZswWiIz28ofAeRrUBUkqMHdIWBFNlyc9Tat5PxSkz2zxGKojzqHuQmtfgtcnrOVJ8nN36FHIszAPtL/ArQz+BJo3w19Mf4ODpz/ELkVtYTkS53tjGg6vPcMRfRfPanFZKTGe3I1UbmBGZ414eyW7y+r3Xs1GcR24KxFUN13JpF2t4URlLFonqCbArTHk28sBmavkVDD2MYFZZL6+gBR6xdgtX1zhUs9k0OEB/oh8XyDULjKhpSnYdS4Sh5DBtu40PxPUYpWaJVLgbVtely/fKZbe57VtRZJFcuU0yonLNz3+Zv/7lvfz22/roCYtsG43xM2+Y4LNPLDG3VOOG3jCm5RA2ZG7bneEvP3uWkCHxb67rIxOSEKIxfvUntpKK6dRaLuuLG+w/VWSsP8IT503OrjbIVWxqLYfI9DSrW2+mNxRQWVrnF940yVJT4MhChY8+Pc/EQJS33DXNw88scfDEGk98+VG8Sifrm7dcg25+iS5dulyhlD7/KELg47c7z7TI1dMoPSncWovItTtIvO5GfMehduBk51knCOB6eLKEW66CLGLliwiOh+jY9JxaQnRcgkoBp1AmrCWoO03GJneS3nsV0dUirVt2UbrzGt7R93bkUo4HZv+eG/P9TKkjHG4f4o/X/5wbG5O8NrabvorEG8W7eI1yBzFb5f1D/4Y3yOPckdjLupMjLoQ5as+R0dOUvDp7Q9ezXd/EF/b8T8YTm7i/+AhrSpvfq/8Tf5f7DOLKKnZgcZB1frzvHialBIl0wGO5c0iNNOXKKiFH5ktf3op/XuMGa5i7pt7KglZBl3WKksO60GTZLFE0VEKWg6JHaAQOmijRDFysVo2CKbN/qYGKgOz5aE6Ab1ucOi1w6pSFVKuSP/U8leIK/UaanNtgtd7GasU5X5ilbtWpmjXqVp2aWX91O0mXLlcol22M7zfziUfm+R+fOMnuqRTvfdMYX/3i8yzXAh4449Fou9SbNp4PP7UnymOLFq/dFidWX2NLzOXXngkxnDVwvYBK3UIPXCxJQ/Pa/MJoiT8+n+bf7IAvzXqcrSoYmoSuCPzeTS53/MgtLO17jKeKOm/4idu4aksPv/q7++Dsce4Z8+nZsYXP7JtnvXcLf/mbd1xsb+AH3cxqXbp0uSIpLiyRHh1m4yP3k3zDzVSfOIC9XiB+27WdHPEBQIC5kqN59DT61glESaJ+agbH8/FCOlFBwifAzyQIqSrN+VVausisv8QOs4/4DbtQDANzcQ0lEaXRrvNfhh/iP2Xfw1NPfIY3XvWj3Fr7NdJ6ivGgh2U/T/9KwAdP3Ub8bbfxlvx/ZjpzFddLO9nrx9mIunyu9TS6FfCYdZysGOFN8Vv5VPGrVIU2ZadORA5xtbGVZS/Hwzv/hr/feIBEpcYThcc46fQiGw7z0hk+MPEfWF05zNP+Cj+n3Iqb7WHADnOgvcFUPU5UCWjK8PT5Xu6ZWmMhl2FosIEj2pTqImFVRCmJZLMSoqbjC+DWysR6RygUl4j4MoLggySzLrlkTZUTOYXhwQaKrGG4PiuSzVBmnFKrxPklG8Uf4O7rs5zZOIvtWmzt24ooiEhiV9u9S5fvlcve4wvw9ttG+Nd3T/D//fFN/PYfPcpTB1fRPIufvj7BcEJgJCXxU68b5hffsQWnbbI+u8L2UIsjtRDvGm9j1ZvsZpXpUIv3DObZJJbpTWr89XyCHTGLh862+Y+TeXpUh56kzHvfvoVnqzonPvMl/nlG5u3X9/D+393Hkw8+xy/u8Lgp1cJrNjn29Emu29HDda3THDsyT+n8AgD2qfyrfMe6dOnS5ftDDXdSrWf/1ZtpHDlD6s230/fzP0Zk91b0yRGksIGoqZTaLeRUAjUWwa/UiWyZQNs8jr59E42IRsNQMCwHZyWHHo+S8ER2t3tRwwb2uSUqjz7LH0lf4q+Mx/mn7UuMzgTsE44xuHM3M6ee4zXLPbwjew8jrRj/MfRO3rmxg4/dLfMfi3/Nf2v8KD87+FYSMR3SSY5VFhj47AhLeZ1eNYUqh/in2tf41M4/ZVjr5+f01/KlHX/FyfZ5flu/l9c++W/46+V/IqL1shzR+W9Db2AglKCvNcLvzP0Ft/Tdw25jitWQTJ+7jT/4ZEByTcTWVARFYJYWwxGNQj7FcNgkrPTS70eJRgT6+0Z4bCnLuRx49TI+AastFbtYxAOUSAICAd8PiAsqtVDA1iGbqKchlkwqkk+uonF6oca2vmnuvWYnOzZb+L5PIpRgS+8WFEnpGr2vII8//jhvfvObGRgYQBAEPvvZz77o/Gc+8xnuuusu0uk0gvD/b+++4+Su68SPv75tetvZ3dnesskm2fTeQyCAAWkioHLYTj0L6Hl6d55nPbvo77xT0bMjKKL0XgJJCIH0vkk22d1s77PT+3zL74+FKAqeHgkR8nk+HnnAznxmv5/5fieZ97zn/Xl/JA4cOHBW5vl68fWvf50lS5bg9XoJhUJcddVVHD9+/CVj1q1bhyRJL/nzoQ996LQc/3UR+GqqzIcvn8LIo49yfWCAr920FMXuoDzSzb+GOvlKQzfne8b4f7c8y9fWSqhmgZ/2BllKP1fXZ2nWkpQ4FTYEI3g1i6pqP6vKi3x2RpRrqqNcOr+EjqTKZ2fH+WTpSS6Y2MH1/kH8drjCM0CivZ+1rlHiJzrp2LabnGGRM6DGK1GiJwhKWU7sOgLWZLcJ+6wQlmmRHBo9y2dOEAThr+P2TS7KTe44hGfBTFK72pAkmWRnH/Etu+jv6iEzMk4iEiPrdzFc6cdQZGRVoW96FV1GDlc8jWc0hiVJSDaVYjxJHAPXsjn8V+tBJLuGVR3AZWms36ait/dTKVXQUqwikYmz8q3vQZvbzH0TT3HlyFRaUiUcaCjw1tQ0Ftin85XazXxv8FfsnTjAsUceZiLhZ+/Ufs6vbSFWTHEoe5yg5qfSXsaVpRcwo3oxH+38CutLV1IRms2bsx9kgW027YkY19Reybxpa/nRvM/y67n/QTBRy6OR/exIH+aO0UdoP1rgktVZVG0pe9rKcRYloiNZQtIYw8F2+jJlHByIYkkmDqeHXHSEq1Yk8ZdnGbZBPKNS7igyXISApGGk4oybFsNSAUc6SzBnYtcNTgxpPHTQS0FVmRIqpbQExpPjWJZFJB2dbF+m5+mP9mNa5v9yFd/YLMMktf8Esaf3kNp/Ass4s+cjnU4zb948brnllle8f/Xq1Xzzm988o/M4UyzLIh6PEw6HicfjnOlCgGeeeYYbb7yRHTt2sHHjRorFIhdffDHp9Ev3O/jABz7A8PDwqT8333zzaTn+3/Titj8kqxoN61bjzphse3ALNU4/Fy+s5RdbNVZavQRH21nps5MdtlgQcLKudgQjWSCVtFgTVAnYLJr8EMkUuZqTlJfYUbIZPLVVpIc6yJZruO0yyYyBrybE2MGjqA4Hmmdya8hlZQXMoZNYQIVTRlY1SqdNIRuJMmX2FBrPW4hqt9O7dQcNa5djFAqMtbXjra4426dOEAThL2Ik04Tve5rg5evwzJuOpGkofg+mLDF6zxMEPno9h3u6ON9yIg2PcGJGNapDYXRqiMrRBKXPHMAW9DO2qIXa/glkJIxEGkkClyWRbj/JktIKchMRvl+7ixEtzfb1MVKxCUolJ6O6gweyj/GDrQ8yLMX5pHUFn215hs+lPfyPbxOapTHvWYP6VSG2D6dwVri5ec4W1ngVTtr2MU2/EE+8hKWhSlb7F3F7z295OrKVKn89Q4VxdHRcle+mJzbMoJqiTMrT6jX5wcBDvNlRyrGExHRHHUeHR/lk6RV8M7+dA+F+yiNBSv3wlgU6v9ku4V0+jJFtZbpUhVZrZ8c+G+3BOI3+KVijPRT9UKFLjNrgZG+O1ikO2och4YZmW4H2qI26apOCZOEwdUBmek2WuiqLXE4no41it7vxOyd3eCtxBfDY3fhdPsKpiXN6W+L41gMMf+8u9PHYqdvU8gBVH70W/9r5Z+SYl1xyCZdccskr3v/Od74TgJ6enjNy/DMpEonQ09NDoVA4dZvNZqOxsZFg8Mwsnnz88cdf8vOtt95KKBRi7969rF279tTtLpeLysrK0378183fHkmWyHQcxzPWw3lXrWb1imYG9x7k3avK8Acmv5qb683T7Cywxh8nn0xSNMFnl1hVmqXSXkQxi1S7TBpr/Gh6EcmmkRoZQ3E6cBh5jEyWYKmPsUPHkJ0O9GwOze0iEQ9j9/tAlrGX+HGVBvDX1zB2pJ3AlAbGjrSz/+d3Em7vRJInT6nqsNN88Xln85QJgiD8VRSvGzXgIXe8G8XrxjIMzGyOxPP7ydWWI41GmF/fQG7LHhqaG5nuL2VebT3OlkbM8xcjLZ9L1u1gRqiS4IUriPudtF00n+0LJP5n+iGeM46yXTpO3Gvy2Yr3Ywv4mD7q4vs715J2w8FCBxfGp3LzyBV8rmMt4WQC1XLxY28bFVkXP5Sfpvy912IrqPhtOqNSP/9YcwOxhy9jpW8+m06YuPMtrPLP54aKN7OpzWJstIKRziCNz3ySqWPree7EQ1QVfVzqmsdK5zz0nItDkT7ydVX47DaWVDewuLSWLb2lVKo2Dk77Kfc2foejodvpc/Tiqx2hMObnnpO7qW2YRjrRSWtVkvBEGUc7IxxHorK0jkeP1aFKMsvqstRWNjGtzk5lVRkOX5C5QTt1WegZcYFpISkKDrsP06HiK0INTuQ/+Ip3PB1GVTRkScZtc53tl8lZE996gP7P/+QlQS+APh6j//M/Ib71wFmZ1+tVJBLhxIkTLwl6AQqFAidOnCASibwm84jH4wB/Emj/+te/pqysjNmzZ/PpT3+aTCZzWo73usn4AjRfvA7N5QRAz+X46pPHWHf0BMV0dnJVMZBXHdiNHIZsIya5afLJZGNxSh0qNoedYiZDbiKCs6yUbHgCJAk9n8dRWkIuGiefSIIkYWYmVzMrmoqezWLqOpgmhWicAqBnc5S3thDr7kVWFOrXLMPu96LabWfr9AiCILxqxqwmlGAJRjbHxH1PYWRz2NcvYeqCGWSeP0igzSQ1HuFQrZ8NdU3EjnXi1gu0zJrBaOEkJ4Meks/sZmTBNOy15azMSuBZSFBz0pJJsHCgGWc6zzubv0Orq4UPmAs5tmSM2xq/RHsgxs+N37FVj1C7W6a9LkNST9KWaWOWUcb7a65jR3w3kZIkTbrOdRNT6Q+PcGDqZqRYH1boKG+xX809o0+xvSvOyMlqPnLBavy5eu6q66DY0cpPoo/wpoph3FYdw9WjKOFqKo9ezn+FbqU8OoV3Tz+P79yjkHOOsaS5gbbMMZxmJfnRmVQ3NXLXwBiL5+Qo2vr4/LHv8lHXhTgrXRRiE1Q4DSbUSmLRYaY2NeK2x/EEyyjIXmr9bp7Y08+KVkioErok4SwziFgyaaVIoiPLwrnl9FsjhCQZdyZHOBXGwqKgm/RN9NMcasLv9J/tl8hZYRkmw9+768+OGfn+3fhWzUVSXjc5vbPGsqz/NUPd09NDSUkJknTmFuubpsnHP/5xVq1axezZs0/dfv3119PQ0EB1dTWHDh3iU5/6FMePH+fee+991cd8XQW+msuJZVlIksTIoaNcXJEhPfJCSxdFQpIVdiU8rHHnmbpiPnomSzYWp5jLYhZ0CskkYKE47RQSSWx+L4V4EnSD3EQUAMs0kVQZS5bxVJYT6xlAdTvRk2mc5aVkxycACExtRJYkUmMRLCA4pQF/fc3ZOTGCIAinSai5CYDxOx+l7LoNjD7xLIndRzCXzSFR5qa2pYV8/zDr/SEA/NOacBkG28LDrJ47g46BHgqrgzSNxCiOjeC+6gJyPYMsk1rJTxvDHB0nr6h83LiUH2g7+LF3J097j/KNSCtTRmTU3mEeLu1ig38mGzPPATDX3UI9Pn448htsWGQKEp+Y9jb++eQv2aDPor5MpyNdwFZ0EzYzrCxZRoO7kYPrd7BlrJo5ahDHyYWU1EeYOLkK68qjfKX7Pi7vvpE1VWEuXJzgWOkstuVO8JG7n+CSKRdwuNjHSD7Bv3k/RkmpRH3azqbIUU7Me5C3+q5mSb6aTGomPpeTJzocrJzqxaVoPHvIjmthBnv2BCH/VOxOB4c7YuzoHGXxbAOX3YdSiDImydT6yijERxnqdlDu1SkmJ2ism4mCjN+ysDlcWJbFviN2aqef23W96UOdf5Lp/WPFsSjpQ514FrS8NpN6HUskEn+S6f1jhUKBRCKB33/mPmzdeOONtLW1sW3btpfc/g//8A+n/n/OnDlUVVWxfv16urq6aG5uflXHfN19LOrbtovxYx2MHWonPTL2+zsMC1lVuLAqD6ZJ/7M7Gd7fRnJoFKNQwMjnJ5PCFvhrqjEMHaOoo7le+NroxQ80soSlm/gba8nGJvvxShb46qsx8r9/kYwdOMLEiZOYuRxWoYiey71m50AQBOGMMy0wTPwzp6KORiGWQtVNenbsRl3cSnrvUWJbdhF7egc2u42VpZWkHRqLJSchu5Oe8Dj5wVHMfB5HUy36RBzf6oUU8wWcl66hLhfgg7um8JZ576fKWcmUzUe4y7mdg/Up4i7ItLRyQ/FKnIqdq1mGv2BjiqOSkBrkkq7P8duhzTgKFdhLm1hoa6bKWc7SwhJyg+U81tbDTwZvI5JM0eE8wL25+4lms4zM/R3WBQ8xnB8C4JB3Ez+zHudO2+N8f/B2wmoXMwOV7G/TWN7s4ZDZxkP6Qyz2tDJiy/Hdrsex50s4Zg5wgjD56iw2RcUulWFz1VJa5ieb1gkPZenP2HB5vQDIVoKxsIQ9kSM9ZiLb/CQHPXzvdxKav5SVq5txlRrkijkmkmMc6D/J80cskgOdSJLEZStLqS0tP5uvhrNOjyRO67hzXbFYPK3j/i9uuukmHn74YTZv3kxtbe2fHbts2TIAOjs7X/VxX3eBb8OaZZTPnIanugJneSmq6/c7pBnZPPl0BjR1svTBMjFyOcx8EXuJH0s3wDKJdHbjLi/FyGQpZjLINm2yN6UsTf5jDyR6B1EUBUyLYiZLom+IQuKlDcOL6QzOUCnOsiD9z+854yshBUEQzqSR9g7yqTRjv3oI39rFZLv7sddVopaXYMaS+EpK0PI6pstO7uQArtapDFQHiAyNEN74HEMHDmNNrUOPxKlI5PAsnIla4mf8t4+RSCfJ9w7TG0zw87YfILX1YQQc7Ox/hClJLz9Y28fG5E6aqWBhsYbO9HYkIwL5IuHjx7jLtpPzAos5mDvBdu+9pA7MpbJUY5e5nSd7BhhOR4hG7RSco1RNjbLQUYlpJOhPJZiWW4TqLHJicwsXsZhIPosZHGFqlQv3scsZa6/j7eYVOPe/CaNpD8vOi/N8pJ0PeT5ORrH4/j0dhCIuzuv6MO8PrWJGsoZdtn6SAx7CkWGml8coKkPo2TSr64doLQtSWd7Id+6IMDZ8kgf3FLlgdYaC18eReJTv/sYkUVRYv7bIj+53c8eTPcQTQfzBKsokB42+CvJWGEpKz/ZL4m+GGvSd1nHnOk3TTuu4v4ZlWdx0003cd999bNq0iaampv/1MS+2iKuqqnrVx39dlTr8IXeojIHn90zW3r5IVVBVFT37B9nXF9K8+Wgcya5RNn0q44eOkR4ZB1XBU1VONhxDcshYufxkEAxoLtdkza7LgZ7JUcxksQwDxeHAyOUmyx+yeSzdxOH3kh6PMH70BKFZ01/bEyEIgnCalNZUEXv0WaTls4iPjFIIR/EG3CiLZ6K6nNhcTuqa6zGTGfTlKrZQEFtsgvhjz6FPryNwYgjf0sWMdQ8iqyrh2QGev/9HzEu40ZqrSR9spyHtosW5FmeDTOtl85hm6mw98Ci/ZTeLqxZRba9gb7KN8qhMeVU9zughdrfmuTK1ivbkSYoYePoXU+LS2Jq9g/XSejbZt2PlJQ7U3sNixwxGUynMSC0pDaYFAjwh/wptmUTLxi9yS9ftLB28lnXnBfn31rfyZeUOxndPYWBARR6qIxY7zqHnQkxbNJu7D3TRURXHG/GSq5f56Ns9hOMqo1kDw76Xb3ZtZ4rTzT83V5PPlHHHHoPzpzkI1Nfx81uHcdjyfLLdzhf/PkBa0bnnMQcjY04+/o4yAqURbPgJqCajo36am1xIegZXaRUu4L/vznDBAs/Zfkn8zXDPnYpaHviz5Q5aqAT33Kmn/dipVOolmcbu7m4OHDhAMBikvr6eSCRCX18fQ0OT3yS82JO2srLyjHQlOB18Ph82m+3PljvYbDZ8vtP/QeLGG2/kjjvu4IEHHsDr9TIyMgKA3+/H6XTS1dXFHXfcwaWXXkppaSmHDh3in/7pn1i7di1z58591cd/Xezc9kp2fO9n6OkMudgrfLWhyPBH/f3coTIUl5PE4DAS4CoLkh7+fcmE5nFTTKWR7TYkJGS7hsPnwxnwMtY2+WK2B/yTi+Cw0LweJMvCV1vN9MsuwhkMnJknKwiC8BqwDINwbz8ltTWoLyQCTMOgmMtjWRaZaAynz0shk0VzOUiOhvFVVyAjkWk/iTNUhuG0UTjRS7ajh9zUMsobW9gfDzPjQA++lQuIt3eC28VP3c9wUOnnN3P+ky/03EK1vYKoGePfa/+BWfuu4PCi+9mw6xOE0xnmaE5OusJc4L+U/ZkDzA1fxHHfJub6qtmaOUDGzFFARym4+feKj/LLzYMUpz3PkDXM+4qfpmsixnA0S4MvyDWz4jzpOMzBYjfRRy4hsvxOatovpa45z8pWP7XjK7kj/FOu9FzOopYpPNvdz0RJG9dVXkDvYIwtW1K0LFc4Mt7NFU2reXRbnIqKCIkJL1vZQ05JUD+4CtU00XU7ncPKqbejKeU57G43FaEisuXiprd66B46xrTGBafWsOw+msWyYOks51l+NfxtebGrwyup+9IHzkhLsy1btnD++ef/ye3vfve7ufXWW7n11lt573vf+yf3f+ELX+CLX/ziaZ/P6fJiV4dX0tLSckZamr3SYrlf/OIXvOc976G/v58bbriBtrY20uk0dXV1vOUtb+Gzn/3saQnEX9eBr2VaDOzcC5LE8QefBNNE87nRU1ksy3xha81J9hI/+VgckJA1FbMwWbfiCJZQSKUmf5akyUxuKoOzNEguFsPu8xJoqp9se6ZpuCvKsHk8TLR3YskyrqCfsulTKWay1K1cgixWkwqC8Dpl6DqyolDM5ejZe4BAZQXq0ATBtUsw8wXSh07gXTIbvVBk/GQ3pmFi97qRJZlgXQ0jB9rAMDGPduOoq0RRNVytzWhBP7ppMP7LB/GsW0xfpIfHvcf4kPwmdm6+j5/MOMr6aRcxFBvCnvNRujFA7zX9hPUofekwUSPGIu8MEo9cwYf/XiaZzXF31x7uln/JsviVfGvV1dw98ACPJncwrbCakwdLCS4+RPFYK8vsizjeI/Pe98W48zYvqaKOq2GERbWV9GT6me2YQ6d7B3FtjKqjV9HSpOIwnNzh+jz/pH6BvO6lRu7mkWOVzG9xcLirQInHYmAozVvWapjuLEY6z+278xgxD5fMjvPb7UGyGQWnDaZXw55OCVmVwShSV2bRVClx5cXVqKqEV81wy90JJM3Jx68vRTd0usZGKHdVEfSL3dn+2Mv18dVCJVTedM0Z6+P7RnY2+vieba/rwBcgF4sz0dFN77ad5KJxHAE/mbHw5J0vk/FF08AwAOtUPa/qcqJnsgDIdhtmvgCyDKZJSUsT8Z5BZE3BKuqUzpxGZjRMJhrDXV5GamSUBe99O8HmxtfuSQuCIJxmsaFhsskUiqLiDZWRicZQHXbCW3cz5a2XTG7Kc7id6iXziQ4MoRcKqE4H4ZM92BxOGhbNI5tIMvbIFigPgF5Eq66kYkojqX3H+Grwcf4+eT4ut49ocZyvaPfRJFUwU2sk45OxSRoXWHN5eGQn2zKDaKUTdOcGWeydxcLkm/hV11bml8WgysmTx8axEn5Gpz3B9e63Ez0ylRWhSvp9m/Ama9jlO8QV3ovZEzmJ3tXCyeQI1vxthHZcRzFWjlt1cO3FDu7a10mZK09qaDrf+5cqegp93Nb/KEfvuIDPv6eSgNPOpt79bDwWoaXMgTUwi/KgnZVz7fSPFDl0LExr0ziL5wX50u7DzJ9h46JUM7/c6mY0qRLwyAS9Kn6vzNO7srzjPIunDkI2b/GNj1Xy0LNpLlnpQZbg6V1p3ntFAMuySBXSeO2izOGVWIY52eUhkkAN+nDPnSpamL0KlmWRSCQoFotomobP5zujLczOttd94AuTF+3Zr/03smajce0y2u//g11BJAnZpk0Gs3AqoD21kO2FDScwXwiQVQV0A83jxh0qJd4/hK+6ErvPSzYao6SpnpH9h1E9brLhCJIs4/B5mfX2K/HXVr+2T1wQBOE0MIo6qUiE9EQUf1UIm9vNWMdJ9FQa3TSomdOKrChk40k8ZUEUVaWYy9F/sI1CJkvDonmYLieRgQHSPYPIyQSWzUYwGEKJJDFiCbTSAMnOPg40ZrnfsY83NV3IgvJ5/HjkLopmkWfiu7lGPY+ni3v51vRPMVaM8ouRe1kYr0ZJNHFXuJPEtK1MNWpIGXYm7L2M6BMs2/M5oqtvpyTZTFLrwjkyn2srLqG8apR6bTYOX5pH+54j6yxibbkCz8rt3D5+L1+c9W5+O/QUTsPiOutjpIazHGy6iw85r+XjJ+5hlm0RRuc07DOeZSgOy8xWZjXVMa3Zz7P702zbl8CmwKVrA4yM5zlvtZ1ne3o5cdxg5zY/i2e62LI/x4LpdkzTYkqNSjwcY9UchU17CvQnvFx3kY/V853cfFuEf3+vWMgmCK+F1+3itj80evAI7vIyXKEyvDV/sOJPksCyTgW9kqZiFXWw2UDXmcz6/j4jrLicGC8sjCum0sRSaZBlMhMRirkcpdOaGNixF7OoYyFhGSZN69eQjyXwVIRey6csCIJw2mQTCWIDQ1TPnolmt5OaiGLrHsGuaaSCTlLjE4R7+7G5nIx3ncTucRNqnsKUZYsxdQMk6Onr48HwFlY468nMLSVYcCKlvVAWQLPbCFRXctgxwVyjmsZjUBZ1YC7I0p49yVfr/5GgFuBS/1p8o146fn0XR2Yspaa2kkfG0/x4zRJu67qNfH8NAzWjJCmQ0pNoksaaN0U5YtYxaPYSNuKs1Go5kNnHzGQlvzC+QclgCX839UKeunMaR53PsGSojLf4rmZwKEHFzkuJr32M7/4sySWtcP7MK/nmfQ7+6eoreeQxPzkpitY3nTm1FieGstiGDcrKDVbOcTESNjhvkYt7NsUwbQkGHyjlN4FfUjK6gitXrmPrvhTNNSoNFQq7juYYj+pMrfNi83uQbWG+9KEyfG4FVZH46NtKzvZLQBDOGW+IjK9RnOzskBgY4uDtdyOrKoVkEntZkGIsiepwYBTyGMUikizjDAbIjE2cerykqmCaWFiA9JJguGz2dCInTqJoKprHQy4Snex8pmlYusGUi9bgCZVTNv3VNVQWBEE4m4q5PINHjmEUi5imgcuQCc6eTi6TObV9e3RwCJvTiaKppCciNK9YCkAmnqD7ZDdlqQIOpxP/4tn0HThMb22WeWYTibufovT6N/PD4TtZFKvFiseY6WtmyJ8n2DwVp+yg8/kdNA8YFK9dwk27P0OZEsIqUXl6fB+SAm8JrWX3HpX508Z4oLgbBZWP1vwddY4qno5tp1GpZPRIiK4+F3WLjhOJmRS75+D3G3z4kga6U2M8vnOUSNlBSo9ew7qmRh4Z2sVg2S5suotpfZchB5IEpRI2WY/xzupLUT1DBKQSwuYhTu6Zw9RGmUsXVZDUnXz15xM4baDYDGa1dvDkpulUzx2gWp/CyUGdOc02+kZ1ugZ0nHZoqtKw22VKfTILp0KyYGd6g42fPRDjGx8ViRNBeK28ITK+ijb5NAINtUzbcD592/dRSKVwuFwYmewLO7ZNskxjMuhVZGwvdHDwVJRRzObJRaK8ZEUckBmdwDItiuns77dGtiwMw0BSFGweN4EGsWObIAivX6ZhMNx+gmBdDaqmMdE/iOp0MNzRidPnhd4Rkl4HnopyNKcDzW4nG0vQu/8Q9fPnoGTyeHxevLNrSd/7NMXWZtKRKL3OERZVzwCnnVhPHxdKc9nhPU7TjBbcvjmkU+1IeoIGTzUbvD/DM9vFB+MSLVUzuDi4Gqdip0mrYu02+KJ7N+Uzg8ywXcThcA41ZWO4p5lHpv6KiDzODU1v5jb1JN+6YQrf2ZrDVzbEiisyfG/wl5w8+BmG3TGmZVdz4ngDads4Ow5VECx1k+tdgRUrZSIvMydYxTbH/czPL6bW52frAQmfB46PT2dBvZehMQedyb1s3VqDYXqJJkCzyTy5qYXLV8nsO1pBLmiSyphs3ptj7QIHl6/xsLc9x43XlrBxZ5qqoMT+wxMsW+RmWr1NBL2C8Bp7QwS+L5JkmZqlCxg/3onD58FRWkIqHHnpoBdrfA0TSzeQbBrJwZE//WWaiqyqZONxrD/sFXwqQT5ZIxyor0V1OP708YIgCK8TsqJQP38OeqFAOhLF6fVg93jwV4SY6OsnsGQOpQ4Hoyc6cXi9TPT2kUsmKWtuJNo/CPEU+uAwUnkZgSvPJzY8StPShVSPTDC++zC26Q0UTJOA7GZlxRIyVgGHZWeRNovM2Bg7Bp7ju/abUMq8VHgr+H/9t+JVPUT1BJcE1/CblU/RHu5mjTSFwyNxYkaWiBkhHLqVynwJ51c0UWEvw1e2j9+d2MHz0i78BxfxgfLVfKxC5UD8EYo2F466JIk9TXz779Zy43d6CJWnSZJG0/3IziS+shxKVyMVriZ+cX8ah01BKzNAd5BOS9RXqjy5o5lV87xkdJN8weIj1wT4+YNxnA4FRS0yOKZT1GF6VZ6dbZAvWoSCCt/45QQrZrtYMc9Dc41GpiA6NgjC2fCGCnxfNP+d1wLQs3UH0guBqqypk7VoponsdOCrqSIzEcGM/9FWw5oCRQOKOmZR/+NfPdn1oajjriynat4s7D6x8lYQhNe3bDyB3eNGLxZRbTZkVUXPF3D4vGhOJ3q+gOZw4PB5cJX4kRWZqhlOsokkntIgcq1McM4MsvEEkiyTPHQc5k7HjCewsHA11qBkMkiKTCaXxp4p8p7jn+W9uQ8xsyJLV7qHhppm/mX4O1zfsYpy1cNwYZz9qWPYJY3aXIAvyjcwa8YiHo5spmrCRJIyJPVx8pE63ln2jwxH+sm5B+h/6HKuXqMz4Xbw4NFO9nU6qG6ay/C+ZsZK9yMF9nPj9/zYHDKN1R4SvQb19U6c9SNcuXA+4cEAu47kyTlGWNJUyQULPfxqe45DPXGOdUjk8hpSrsgnri9n/4kc3/ttlGTG5ERvHpdTJZWZfM8Jp+x43TKHOvKUeBU+eUOQ3zyRZPU8J7uO6Vy2RiRMBOFseEMGvgDR7j4s00LRNCyniau0lOTQCJKqYubyJIdHMNKTLcxeLF/QPC4s08RWUkJmIjJZ9fAH/YAlh53qRXPRHA7yyRSN5604a89PEAThdBk53klJfQ2ZSBSb00VpQy2WZTFyvAO7x4MkSRRzOUzTwtQNnD4v4109KHYbkiwjyfLkWK8X2QLN6wYgmcsQmFJHOhajkMmi2GzMmDuLcCbM24pLmWdL4K5tZPmRJEaXzm3T/oPfxjdyre0SDoePoJsF5uoN/Nx4nN5x+BxrCHqaeGzxJ3hk/xBfyn6euvb1/GvXY5QW6vj8dZ/ksZVtHDxWwUeWrOR/docpCxTIdtWQb9lKucugcZqBpRscsG3iuVQWV9/l9KLiDPZyz3EbR4Z9uH02vMUqDnYWyebzLJzh4vFIjKuXK8guifufjfDdXxfw+10sarWx+1AcxW2xZG4JmazBwc48qiyzYaWTgTGT8ajBnU8mGB7XkRVoqjn928AKgvCXecMGvv66GrxVIWqXzmf/L37LlIvX0rPlOTLjEYyCjJn7g236LAtHMEAhkUJ1u8jGEvgb60gNjZ7q8uAsD5KLJphywWpsbtdZelaCIAinl14o4gh4Ge/qRpJkcsk0ZU31SEDFtGbSkRipiQgOr5tgbQ2Rvn6cfh/usiDR/gGKoXKK2Rze8jI0pwNV1TBdDkrra7E5HPgqQ/QdOIysKISapzBw+AglNdXMLzZjLwtid7spmhnUmhJKdBcf9r2FXC7LLFslS+SZjBYjXJn4IN/iuzy+O4q/xeDe8qeoVFbhSNcwPudhqitMvtt0Bbm8hac0x87qu6k/5KdhQZZd+1VmLRil1lFC1khiO7gch81HSccFON0Z1p1/mE2bFjCSyiBFA7SGyugczLNhtY2BkVFODlRy3gIPPtNCK8b57WMOcroL3WnS1Ztm1xGVTH4ykH1oaxqYzKX83SVuVs51kS8YpLMGP7wnwaKZDnxuhVlTRJmDIJwtb4iuDn+pbDROPp6g7a4HyU3EQAKQ/qBu9+UpDjuzrrkMZ2kJ3qqK12KqgiAIr4no4DB6Lkd0cAjTMAnUVBGorGDkRCeKzUagqhLN6aCQyaA5HIx39VDRMoWBtmM43G5y6TQ2lws9m8U0TZqXL2G4/QR2j4do3wD1C+dRyGQwTINo3yCukgDxoRHKm5sY6+yiunUGRw/tITrTztxENfc4d5MZVOgxD/Je6ULeZ32H+ZENtPn2YPVPYcH8NMHhWVzkuYpls+x8rO2/qU7Mo9TpYtaUDFsfnYFtxn5mqa08VHicqgPXkJHijA66oWwQqXyI86ob6T5iI5V2E0+BgUJlmcqblyr86skMy6dDWShAqTZO96DB/Xs92DSYVqchoxOO6jhVgzl1OR7a73txLyQAHLbJfZKm1dr4zPvK+MBXhgGJq9Z5mNFoZ9YU+1m71oIgwDm11YmzxI+3phJZVpBUFX9jPfVrl6PYbaieP8ji/tGGJVMuXENo9gwR9AqC8Ibj8vuIj44hKyreinLyqTR9h9oINtZRyGbJp9MMHz/ByPEOIn39SIrCeHcfNqeDXDqNJ1iCLEmU1FbTvHwJeqGIoetEB4ZQnQ4mevtJTUSJDYyQSyRx+f04fV78laHJ+mBVpTJYzaLCFJw+H82OBorRerw4GK0scnDFg6xX3sbD8/+LZYtN1peu5mTlbob1Pr7Q/XUCsSYODI1x/ITC4/sLLFkbYbo6nZOjSaRNV7Noqk50zEVF8yCLy6awMFhPf2eA/lE/JS4DQ1LRTYv5LQ427i5gs6kUc1nufjrBz55ycjzso7VJRQYGRot4HRYSEo0NHh456OPFDcNefNsoFGFKtY1PvauUj3xjlNYpdgzTwuuSCXhlTPOcyTW9YWzdupXLL7+c6upqJEni/vvvP3VfsVjkU5/6FHPmzMHtdlNdXc273vUuhoaGzt6E/8Z9/etfZ8mSJXi9XkKhEFdddRXHjx//k3Hbt2/nggsuwO124/P5WLt2Ldls9lUf/5wKfAEUTWPlJz/E+q98ihmXX8RYWzua20VZSzPNb1qHozQASJPfVckS06/aQMPqZWd72oIgCGeEZVlUTJuKp7yUYjaL3eVCczjIROPYXC5SExOoqorN5SSXzpKKTJAaD5NLppAlibKmBipamvGUlWIaBqpNwxMsQbVpGIUClmVSzOdJRyJIqoKsyCg2G6ZhUDVzOr17D2AaBmahyEj/OB2PNaA27ufNFeuYE60kY+TYZmxh/7MnMAcr6W4P82Xb+/l65stElByRit0Umw5RO38/QTWAoyRF3jnA2EApyrT9BAizap6ToY5q3NY4nQerSKXsuFwymtNDJguFgkzXQJG+cfB7Vba0e9F1WFCbZFadSXuvTnVIQbJMjvXBUFRmy94Cpjm5FnqSiaaC0w7dQ0V006KlQWP5bCcOm0TvcJHnDmY52l34c5dD+AsYlsG2+D7uCT/Jtvg+DMv43x/0KqTTaebNm8ctt9zyJ/dlMhn27dvH5z73Ofbt28e9997L8ePHueKKK87onE4nw4Ltebg/O/lf4wx/NnvmmWe48cYb2bFjBxs3bqRYLHLxxReTTqdPjdm+fTsbNmzg4osvZteuXezevZubbroJWX71Yes5VerwcsLtnQSa6lHtNgCO/O5BKua1ornc2ANeHF7RtUEQhDcu0zDoeH4nZqGIYrej2mwUsllkWcYyDUzTwuZwYBSLVExvZqS9A9O08FeUU1JXw1BbO5UzWyhmMox1daM5nNhcDrDA7nXjr6wgHYkSHRhCkmXq5s2mrzhCYVcPvooKfJXlbD60kQZvDVrMQHeH8Gk54kaGicQ4NbYQab9Fm9HPMnk2vzjeTmmTQt+embz1QieNNRpfeGgHV81qprrKxu/u1rBSdlJZk6iRYU65DV3xYPOk2b1fptwvk0ib6IZMbUjm5JCJxwkzpzg40pnH4YALl7q4f1MSVZOxazILZzp4dn8Gl0NiWp3KjrYiigylAYlowjq1CaimwWWr3WzZl8EwJarLVCTgA28JEPQpBP2itvfVemhiC5/u+Q5DhbFTt1XbQny98Z+4vHTdGT++JEncd999XHXVVa84Zvfu3SxdupTe3l7q6+vP+Jxejcey8IUEDP9+3y6qZPgPH1zifG3mMD4+TigU4plnnmHt2rUALF++nIsuuogvf/nLp/1451zG94+VzZh6KugFmHXdFZRNn4q/rkoEvYIgnBNkWUa22zEMHbvbgaXrlDU3nmoBWcjnUe02NLuDpqWLqF8wF5AwdYOGxfPR8zkSo+NUz5qJu7QEzTG52UW4u4+TO3YT6R/C0HVcfj+/OPprvrrvP/FVVRAbHKJv/2HyQ/UEFB+qw07AoVPVOhO3aaOlaRY2p5OQUsKxZ1eTzycoeGSawwE+c10TC6qqqdIqWGlbxxR7C9v2pZm15ijXXBRk1QIftgXb+cD7fJRXR2jvKmBZMmNRg6Zyg1wBIvkkaxcpVJSq2FQJm01iPGpx76Y0F85KksxY5IsmBd9xbN4Y2bzFvvYisgTzW2wkUhZFHVqbNJrrFN5zmY9o0mRmo0YooNA7VOBoT4HSgEIibdI1ILK9r8ZDE1t4z4lPvyToBRgujPGeE5/moYktZ2difyQejyNJEoFA4GxP5c96LAsfjL006AUYMSdvf+zVVxX8ReLxOADBYBCAsbExdu7cSSgUYuXKlVRUVHDeeeexbdu203K8cz7jKwiCcK7r23+YdCwGpokkTZZ6SaqKWSggaSoWoKkasiLj8HkxdR3VbqeyZSrJ8ASxwWFM08TucaMoMrGhUXyhctKRKNWzppOKxHB43JiGwe7jz1PqLsVnuMgnU4CFq7wST8DN2IkukEC12/FVlNPemcIjpXDbLY5GSqmtjLI33EBFicXvzN/hefYd/OBTldg0ifu3JOkZKvLx6yffPNuOjmGzevjRxnr+4SofX/5phEUNKdKWnwOdBv9wlY/jncPsPOFmZo2Ow+cjkdYJRwziaZMyr07B1LBMk7ieJZfSMAwVRYbqcgWnXcJhkyjo4HZK7DpSwGmDukqNdMZgcNxkzjSNo91FfvmFKibiBqYF0+psf+5SCK/AsAzm7bv6T4LeF0lMZn4PLLwXRTpzmfX/LeOby+VYtWoVM2bM4Ne//vUZm8erZViwYuxPg94XSUxmfp8PgSK9/JjTwTRNrrjiCmKx2KnAdseOHaxYsYJgMMi3v/1t5s+fz2233cYPfvAD2tramDZt2qs65hu2nZkgCILwl5EUGUVVX6jJtZBkGbMwmZ20ijqSMhlI5FNp8qk0sk0DJDLRGMV8AdPQkWSFTCSKK1iCoqqodhv+qgpiQ6M4fR70fAG9UGSadwr+ygrCPb0o2mQdsJ5OEI6GcQVLyMbjyIpCNp6kwpPHdIRwkMbni5AdkZhfZceb7uJL1VeyY0aB//7NBEUDLp6ToWyKBATRc2k+/ZMCs6dX0Fxj44kdOdYsdDE+lKVtUKe12c5dm9OAl2jKpK1PorQkT/eQgdsJ5X6ZwXGwJINrlia5fZuP82Yb+Bx5HtpjZ3DM4Hv/WsFNN4/idUHrFAeqApk8dPUXcTvBYYcZDXYuXuph99EcFy1zn7Xr+0awPXHwFYNemGy3P1gYY3viIKv9C1+7if2BYrHIddddh2VZ/PCHPzwrc/hL7Sq8ctALk+dzyJwct+IMNiK58cYbaWtre0k21zQnJ/bBD36Q9773vQAsWLCAp59+mp///Od8/etff1XHPOdLHQRBEM51FS3NGIUCJY31IEkvKf8CsAwDyzTRnJNFf5ZpoSgK+VQas1hE1bRTW7sX8zlkTSUdjeGvqiIViRIdGiHc28dEbx+yqhIdHMLmclFSXYXT6UMvFFFsNtzBwKlj5OIJamZMo2FmPf+1zaJCllAsuPXRJImczNEjeW64qpYlVcepdSU4PqSxeZ+OoRs8t62LRTNtrN8wSkd/kfnlQ7x1eQFfZAR7MUU6rTMcNrDLOkEvICnEkgaKPLmVfTRhoqgKLpfEwwf9aLKBbso8ftCOXYV/f28p/3NPjCWtDiIJ2HE4x4sbfeomZHIwpUZj5Twnqxe4WLtA9H5/tUaL4dM67nR7Mejt7e1l48aN+Hy+szKPv9Tonwl6/y/j/i9uuukmHn74YTZv3kxtbe2p26uqqgBobW19yfiZM2fS19f3qo8rAl9BEIRznM3hoHr2THLxOFgWrpIA3lD5ZHebF0lgFIsgSciyRDE3uRObYtN4sWJOsdtwer0AZOJxBo8cwTIMgrU1uHw+PGVBShtqySVTpCNRRo530nH/ZkzDwMgXiA+P4i0vI5PLkPCapCMRBnbv4l01gzQ3zCIYKuPq+TEGH9hJS6XO//v1BLuNFMEqN8vPzzEYc/DIox0Mdmeocce57Schzp+r0HHXTn71RJr1NyzhMx8Kcf4SD9/+eDkVQQVV0qmrVCkUwDAlais0bDZQVYmKEg3F0vnYxVGqK13Ma7bhcUl85zcRDnXk6ejLochgGGDTQJFh5RwbaxY4ee/lfh7amkZTJey2M/hd8TmiQis7reNOpxeD3o6ODp566ilKS0tf8zn8tSr+wujvLx3317Asi5tuuon77ruPTZs20dTU9JL7Gxsbqa6u/pMWZydOnKChoeFVH1+UOgiCIJzjirk8ei6PLMtIkkR8cBjN7X7J5j56Lj8Z2VkWRqEIsoyiqZiGMXmfLCMrCqnwBKrDjqxLpIbHCbVOwxsqIx2Pk41E6dm9H1lVcQZ8ZKQ4DVeswCjqFJMZFE1lorsXFShs60a+ogELidLmOsI9veR7R3CMRhlumU+geQYfmC3T17MAp10mXkjwiRuqOHoM4rIKkpPVC2zE8iqPey/G069yMRK64sHj1tm6N8tli3JsdnnpGtbJFgAkekZMXuyYdLy3iKYo/GBzGdNq88STJskMFHWLgFdiIg4NlTLjMZOgTyaWNAnHTUYmdNYvcfOJvwuejcv5hrTCN49qW4jhwhgvtzDpxRrfFb55p/3YqVSKzs7OUz93d3dz4MABgsEgVVVVXHPNNezbt4+HH34YwzAYGRkBJhdr2Wx/mzXdS22TNbwjJq94PqvkyXGn24033sgdd9zBAw88gNfrPXW+/H4/TqcTSZL4l3/5F77whS8wb9485s+fzy9/+Uva29u5++67X/XxxeI2QRCEc1wmnmDoaDsNC+eh2e20b3kWSZIxXyhfeCV2r2eyNtg00RwOUuPjYFqoTiepIwNYDhlXbRBXwE86Gkd1OpCYzDBrLidmsUigpprho8fJ9k/gaioHJIrZLIn2QVwOD3UbliKrCuPHetn2rd+x7ss3MNobZvr5q+l/ZBPq1Hqie4+QWfgmwnGTB59J8bbmAR7eluVr/1bGs72VhMrt/PyBBNMb7GTzFu+9wsfW/Rl27o+QLjpY3OrgyW0xptfC+6+r5tu/iuB1ScTjOTK6DbdD5pJVHh7YmqLEI2HkM7jtBkeHnMxutjMa0fn0e0pprNLY257D45BorLHhtIsvVU+nF7s6wEuDtRfz6be2fP2MtDTbsmUL559//p/c/u53v5svfvGLf5KxfNHmzZtZt+70z+d0ebGrA7z8+fxR4My0NJOkl/8G5Be/+AXvec97Tv38jW98g1tuuYVIJMK8efO4+eabWb169as/vgh8BUEQBMu0GO/uJROLYXe7CE2dwolnnkOSJF7pbUK12zAMA0s38NdUk08m0fN59EKBYG0tuXSKbCwBikx6IMzEM0e54HufpHffwclfIEnYZRu6ZJAZmEDxO1DsGrKmUcxmsXQTdzCArKnY3S7C7b1E2k5y6NEjLPnwRTz5pfspXn4dc/ueIrn+bYw8/AwXf2gdP3lGY/1SN1uPmMydCg/ukrlstZuV85w8tTODxynTP6qTKxpUBFWWtNrZuHEQpxMMZyn9PQluWAtPHIULWxPcsbuSqlKFaNLgmvU+HtqaYiSic8lKN5es9HDH4wnWLHAxa4qdeMrg098f5wf/VvkaXr1zx8v18a2xhfjaa9TH943m5fr4Vsvwxdewj+9rTQS+giAI5zDLsrBMk569B7AMYzKQNS185WXkczlMXSefSP7J42xuF4qmgSTh9HqIDg0jK+pkKYSu468MER8aweZxYxSKVLfOIDE6SiYWxzRMYh39aA47Q5sPMOcjbyHS1kPVghlUzG7h6KOb0ZxO9t38axZ//l2M7DiCbEgYiolvag37/vMBYssuYUVtmuD82SiFFF1JJ49+4zGWXlhHaXaYqkvXEj86jLVgHjufi6BUVLP/pIFdNmmRBrHbLHaPB0kYNt4SvYf9s9+BbsEVS03ueqrA+a0WhyNeRsdzLJlpY850D7fcFaOhysaUao26CpWp9Rr3PJ1i7jQHs5vtNFRpGKZF/6hOY5V2Fq7mucGwDLYnDjJaDFOhlbHCN++MtjB7ozOsye4No+ZkTe9S25ltYXa2icBXEAThHJZNJEmOhwlUV6KoGoqmkhiboJjPEekbwND1Ux0bXiQpMpYxmSKSNQ1TL4IFsqqeKo8oaagjPjiMqevIqkrF9KmMn+zByBdwBwMc/N49VK2Zi6epkt2f/TlX3fNN4mPjpEbD7PnMz8lFEtRetAQUiVDrVNxTQ+TSadwVZQw+sx89L9Ozs5uKEplE7yjmJW/hQK/JhjUu8pu38lzlm6mY3ciHr9Bo+9VT/KLYQKzPR2uzjcPtOWw+DwXdJJaa/Gr3U+8uIVSicO/GMF1DFtG0xAfe4uNnDyR43waFdSsrePz5NFVlCrOa7fz3b6LUhlRGIgYr5zhx2CWWtL5BU2SC8AYiAl9BEAThlHw6w8jxDkzDAEmikM1iForAC0FusXhq7KlAV5EniwQt6/cL4mSZ0NQm0pE46cExhp8/jOZ3U7ZkOuWN9YQPd6OUuciFo8QP9bHiX9/N+Mkecqk0dtVBPp2m58md9D22iyVfey/FVA5PsIRMJEb7bU+iZwo851nDje8PsfkD36L2fe9E80k0VJWQHBqlf/9J8m99L7Pzhzm0pYe9M94MY0kqn/o5Y0uvYq59mMTC8ylu3cxm50rWtGQ5332cNtsMplcV+NHmEsr9EvEMOGwSZQGFSMIkFFA41pvj9v+oASbrFeMpAwC/R2QdBeFvnai8FwRBEE6J9g/iKSujfsFc6hfMxe5y4XyhJ6lZLE6mR2UZJJDkye9DJUkC00RWJxsFyTYNWVHAssjGYoy3dVL/pmUE5zWDaTJ84BiWC2InevFVVlC+eibjXd1UTp+GL1RGKjzBkR8/jLepEld5CX0P7cTudqEXi/hCIew2B8XxOJcFTpDqG6Dl6vMYe2or4YjE0fY2dg/sQx8eofzJO7ByBtNXNrO492luaO5ibOGlxGQfV//bBsbDBVxjPVzg6yb87D5ufzBNNK3y0y1+lrdAgzXKwmk2gvlx6n73Lf79Mp3hCZ1LljqwXtzljsmAVwS9gvD6INqZCYIgCBQyWZITk63IYoNDjJ/sxjKM3w+QZUpqqtBcTiZ6B3B63KSiUQAsfXLci9lgs6iDZTHWcRKA8sXTcZeWoGbsZKNxjGyBsulTkBI6u79+G+7yEjSfm5HWo9irS8hPxIke7WGw9QLkjgE8s2sYtSU4+fHfYL9wA3rnAPlEmt6ndjN29CQt77iAQP840XiKwe09SJ4BWj9zM+pwB5GeAZJt3ZysWUfFcJiLLphK8YmH2fdNJ2HtIuqvuJbK3/2Qww3XsSz+PMtWlDP9/sfpz81gcLzIv12vcKjjAK53bWDv0Qzfvqmex97+GXqVt1Jz4XIsC9GnVxBeR0TGVxAEQSCfzpAOR4j0DeAuK0FWJzOY0otNbU2TaP8gY8c7wdDJplKo6ssv4JIUhbKpTSh2G8V0jlw4Ts8zu4m095CPJvDWV+ByepjxlvW4PF5cfj++8lK6njtK9Hg/vfc9z+KvfRzHjifwNlVQUl9NoN8i1T/GxGObWPDxd+AsC+CfUsP6W/6ZtlseYGTbQfT772Xa/Aoa1CoCiQ4yu/eTkz1kRsJcNSdHTVMpS+d7WfqRK4n3DHPj7H6yBYvgu6+l6fiTDHka+N3GCHuPZSkLBpilDPD8b55nxadu4L5bD7C1y8bGvQXsV19H0yUr2H00y3OHMq/VJRIE4TQQGV9BEAQBzWGntLEeCTB0nVwiRVbXsXs95GKJl4w1TRPJmhz3cixdZ/RIB2ahQHoojM3pxu5xU0ikyY7HOfD13xI73seCj12Lni2QHotQc94C+jvCSFkTVIWjR6IE57ZQPc3HyHNHGN60n2IiQ8UMlczoBBOBBkrGu/jtDw4Qy3lZftlc3FVl9Dy9k9CsqRzemyP2wF7mv8PHwFiM/c/2ML3Fx8H/uYcZ11/Mwn98O/GTg8w4+hB6IsXUVTPJb38W+dgTlNSUUuitxd1zhDbHxRz6VYRGLcyKuXFmr2mANUsBWDVPbEUsCK83IvAVBEEQcHg9JMbGcQdL6Ny2A295KaZunAp6JUXG5nKRT2cm++96PejZLMVcHtXhQC8UwJzs9GCZFoVwkvREhPGd7QRnNOJvqSV8sIvR545QiKWov2w5h3/+MIqqovld5CJxjEyBvpOdVF28gP2f+w9KW5vwF5dwfMwDKRN7RQkLbvkK0YPHcBuHSA+HaVqZoNc1mQ1OD4xB3mBs/3EkuYPyxlJOPvY87toK8hddRXVNmNG9x9HdAe764HexlwdZce1SejbuotQ/QMotM960iOZLW7FnIuw90k358ag/OiwAABdRSURBVB/RpdZjzl5AVZ33bF4iQRBOAxH4CoIgCKeEu3swDQNPqJzkxAmQJRweN0gKuXgcAElRyUZjAHgrykmOjgNg6gbhfR14m6uwVIgd6iF6rI/sSIzGy5bT9etN+KZVIxkSkg7uqjIURcEe9JGPphnZfQT7/Hkkfvo4Zr5IrKMfq6jjTeeovnA+jdds4MSJOMNf/gF6JELlslmM3vcImqTgXn4+pq+EejNKz8ZdFFApxGKkSupx9JygePOXuKerE1mSCEytxeNWiXb2sfcnYySPd1OxOEzdumX0ffs2nom+jfqBnfhXriTTP0wm6qHGDSN72imd+fK7dAmC8PoganwFQRAEAPKpNN7ychw+L9lYnGBdDbKikEukULXf50nMoj65gA2J9AsBMKaFns6TGZ5AVhSSJ4dJ9o0RmteCnsrx7Me+T3p4glT3GFMuX0P/07tx15SSS6aYONxJ/OQAtesWYkcn1TdK2fxpVK2aw5wPXIk6fSYnnzvCE2/7F2Jf//Jkj991CxnumqBQMHC4bbhmt5KTXez5r98gOxzER2KULZ7Fwg2t5CbiNM6vxSrqWJLEwZ/eT2BGA1ouhZVK4q0rp+KfP8KgXEnjJSuYXuxG1hy4w32UN5az+rolzPCnmPXOS87KdREE4fQRfXwFQRAEACJ9A/gqQ6g2G+HuPmwuB3qhyHhXN+ZIFsMtobg00oMTqF4HxWgGT30Zdp+XfDJFsmsEZ02QzPAEjoAfNInnP/xdKpfNYsnn3sNDV/0bubyM0yWTHRrH01RB3folxAfjZFUXSniQ8J5jSEhUrppD9Eg3hUQa0zBBN0CRabp0Jf1DOZR4lFx5HerYAEZXJ1Wr5jHl0pXsvvl2HGvOo5jPU9i/D7fXTjIHjtZZmPt3ks/pqApoLgeypmJk88y4/kKSQ6MMbjvG5Xd+hWTPCIpd5eHcfOpu/xLXPv5fZ/vSCGfR1q1b+da3vsXevXsZHh7mvvvu46qrrjp1/xe/+EXuvPNO+vv7sdlsLFq0iK9+9assW7bs7E1aeEUi4ysIgiAAYPd6KGbz5NJpUhMTWBa4SgIodjuWT8EZ9BGsryU4owFH0IenMYRpWhQyWfRUHnvAQ3jvCYxMAUeZD2fASz6Vxf7+D9B9sBv+7n0o6LhCfmZ86HJkZLrufYahJ7chjfRj9zqgaGAVdcYPdFCIJtHcTtANZIdG6YxGMsMTBK0Ulc1lVKtR7KkISsBH3h+i/bdPko+nSOzaTXbzFoxwhNTgONbwMHQcw+5zo89aRGjpHMpam2DpCnL+Ctp//RTushBVi2bw6FfvwVnqIzUwzrryYWZ87+u09+TP9qUR/oBpmfSnB2iPn6A/PYBpmWf0eOl0mnnz5nHLLbe87P0tLS18//vf5/Dhw2zbto3GxkYuvvhixsfHz+i8hP8bkfEVBEEQTklHY1imxfCxdvR84dTtsqZhFor4KkLk0imMYhHDMOGFXr/9j+3GP6OeqsUzyafS2FxONJud+zf8M1VvWkr1htW0feWnlM1pou/RnUhTp6MlJvCUesiG4yT7R8CwkDQFWVVRvS4KkQShRTNID42TGY1QuaSVCF7SoxFqQwrJgXEkSSI4vZHBbQcINNeQGImSj6eRsJDtNqrmT2XE20TpaDuJnkGyDbO4/ocfoLy1iV9/7zm8ex6nu+EC3KM9lI4cZd6n3s/+r/4Y9xe+xv5H9nPJ9fOoqnRRXS6WxPwt6Eh0sXnkWVJ66tRtHtXD+ZVrmOZrPuPHlyTpTzK+fyyRSOD3+3nqqadYv379GZ+T8NcRGV9BEAThFHdJAD2fw1USAEk61cfXNA0sLBLj4xTjWYxCET2VwVkSQHU4mPW+y/A1V1GMZ+i59zkOR6opoOH86s0ko0VGn9lD02UrUAyJioUzcMbHyAyH0eprSVVNxVZWguqyIykyRr5AIZZEUmRGdx4hPRrBLOgMbT9MQM7gMDKM7j9BenCchjctp2/TbsCi+Yo1NF20hEBdGVgWUnUN2UQGe3QYs1hEdTtx9h2l7cf38+g7v8j+kxaOxkamDO6kbOV8Lvrhp6icGuJN932HbQez3PSBKTjMPIp4p/yb0JHo4qGBx14S9AKk9BQPDTxGR6LrLM3s9wqFAj/+8Y/x+/3MmzfvbE9HeBnir7MgCIJwimkYaA7HZLbXstBd5aQKKkNJNynDgep0kE8nAVCddjS7HcsyGRnTOTgQwFcdwl9VQW32GJmJcZyHtjMxlOJkqpSy5gb6n9nP8s+9j+Yr1uCZ0czIY89iNbWQ02Uyl78TM1cE06I4ZxmGrCE7HSiaiqQqOGoqGdlzBL1/AKtoIKkKB07k0WumEJjZRHwowonfbqRu3UJsXhf0dBOZs47M4AhIEjPeup6p77iUePcw2YkYC3bdSsBjp2pWPYXbf8Z97/gCv1rxfuzFNJZl0bP9GBMdA+SL4ovRs820TDaPPPtnx2wZefaMlz28kocffhiPx4PD4eA73/kOGzdupKys7KzMRfjzROArCIIgnGKZJrGRMZw+L97KCorpJKpNI2DLYpeL5FJZFL8fE4nyma08dsPX6NwxgM+hErn5/9GxaT/tTevY/Z/3sfsoFEqrsV1yBdae7fQ9tRtPUzV33NPPoVsfRUqnqFm7AGsiDIUi6iO/w3ohw6y17aJy0TTMbA49k8fy+skNjUFlI45QEFd1KZIs4ek6iG3BPEZTKkcHoWR6PW1PHiRzxTuxVYdoYpgFVy9DO/8iIoMROo+G8dZXYPO6SA9PMLrnGPaAl6pls6i89kpW3nozNp+baXU29noWs/aaBdRXvvwOdcJrZzAz9CeZ3j+W1FMMZoZeoxm91Pnnn8+BAwd4/vnn2bBhA9dddx1jY2NnZS7CnycCX0EQBOEURdMIVFYQHx3DLBYxLIV8Xidr2Hiuv5JHO+o4EqviZKGBnmGTsn+4geGEi77+JK5//QyuBStwyUXyzbOpqHQTG01ju/N/KHFZDHeHGV50BbZMHPn69+N89/tI1M+mOtGFrBdQLr0KfdYCANZ966OMbjsIgL+5Gs1tR7EpqBODhOY0U7W4FUeJl7QzSOF4B3J9I9qzT5Aei1LTUol6509wlQfpeXwH7jlzKGuuQn3r2zFa59N9bIzkwDgz3305stfL7m/9CllV2fCJNzNzaT2PXP95Vsx1MLXWdjYvhfAH0vpftjX0XzrudHO73UydOpXly5fzs5/9DFVV+dnPfnZW5iL8eaJaXxAEQXgJV8CPO1hK74hO22gJpR6DpG5HsmJYqPgcRcI5NxPdBrK3lrRh0Lq4hv7deY6OyARtEtmF60hbFpZlMvsfrmb/vnGyW7ehPnA75puuxtt3hOHn4/iaqvAsWkrRXo92121oNhv26nKe/9JPMRqmYgaC6OMnMSIJJFlCzxUZP9SJJEtkxmMoQxPgcaF7PEiSgiwpjO5qwzG1mVzzbLTyBqLuSqRt99O1804u+Oermf3t/wTg3l8eYJRh1t+8mto18wGweV1cevsXUWwaiL0q/ma41b9se+i/dNyZZpom+bzoBvK3SGR8BUEQhJeS4NCwh1BzAzYzjccYIxVNUZBdSBIMhy3SGZ2JuM5AwkVJicw9z6ZJ7dyF30oxesv/oCoyyV/9mvK6UsZaVpFftQH1sivxX/omSrJjZCoaMTdcSfqRRwgPJ1D9XpSKSmb92wdpfcfF5CNJrNoGpMQLu8UtXY3q91JcvJZMOE56OIysKXjqKyCTRT2wEy3gozgeQUelcmYN6QfuR9/+LOO/upNjW44iBUo4+HwvI31RLMsi/YPvMiPXQctbz8d0e3ixyZFiE6UNf2tqXNV4VM+fHeNVPdS4qk/7sVOpFAcOHODAgQMAdHd3c+DAAfr6+kin0/z7v/87O3bsoLe3l7179/L3f//3DA4Ocu211572uQivngh8BUEQhJeQJImlC8uYUufE5ZQZTTvJFBXSWTBRGEm7iMRNbKpEVbkNXEESSQt53kJK68uo+ey/UlPrZuonP0iPvZHxlIyh2EhPX8JEWQvSijUUHn8Y+49vRt5wJVaolkJjK2ZVPbnyBsYHE3hqQzirKzDnL0cP1ZKPJynOWYZ6aCfYbGB3UDQUMqNRMC20UCnWm69FDXjQKsuxdB1/VQmu+lriB45w5W2fJUQCPZ7g+UNZIjEd7f03Med9lzG0o40HPvYD4knjbJ964RXIksz5lWv+7Jh1lWuQpdMf1uzZs4cFCxawYMFkGc4nPvEJFixYwOc//3kURaG9vZ23vvWttLS0cPnllzMxMcGzzz7LrFmzTvtchFdP9PEVBEEQXlFHT5Y9hxMMjuaxXthATQIUFSwTZAkUBXKTTSAAmN3iwrKgYuwoz+6KYbbOxywaWOkk7lCA6goHzUMdFPIRRlMQ/fVvKL/uauK79lHo7cOYvRj5yG6iWQ1jWivq+DBGOIxZVQepJNpAB5KpY67egPr8kzhLfLS8883s++Yv4ILLCPS34S73g2XiLA/Qed9WKpa0Ur1qDpG2k6z//r8QbutCsWns+dmjNLzrGpa8ec5ZPc/CX+bl+vh6VQ/rXqM+vsLrnwh8BUEQhD/rltsGsNklwhEDt1Nm4WwPz+1NYBggSeByQDr70sdIEpQHVWZNc7P7UALLsCARwVldTsCjESpRWbkkwG9Xf4CW73yFpkCeuzd8nIq1i8lEkphDg4xWzqLm4pXE8yrphx7CG+kBj4/s8U4oFMDnR3MoFFJ5FJ8Pc3QY75IFSLEJjHSWi370KZ755++RGByndtU8SqbVMuWaixl4dCtawMvST1zPSE+EoqxSV+87K+dW+OuZlslgZoi0nsGtuqhxVZ+RTK/wxiQCX0EQBOEVReNFfnTHMHbbZLbX61aw2STGwjqWBU6nRD5voWlgWRI2FUoCGlPqHPQPFygv1RgLF4gkimBJxJMGLofMeSWDdJ6IMfrg4xjzl+OIjZAqb0KdOZt8ZycrGvLsPpBA62kntepStP5O7PffRj6nIxs6uJ2YrYsw6qbg3rOZ/JRWlB2bsZcF0ZMpionJjKCtrAQ9mcEyDJZsuodUFqrinQx4m7l0XelZPruCILzWxEckQRAE4RVF4kXcLhlJgsoyGx6XzNiEjmlBwA+Z7GTupKxEo7HaQVGHaMLgZH+eWKLA7kNJUhmDVMrEMCxuuKqcdNbk6XAV9kWLSFz/jxQq6wle+WbUo/uwH9mFsmsrex/Yi/nQ3RR3Po9j7xaufv9ibKUlmNPnQHkFliVj7ziEvW0X6eqpFH1lGAWdTP8wudJqsADTIrXuasrnTsW2cjUNdW4iMZ1CRydL5rjZuC16dk+uIAivOZHxFQRBEP6svsEcOw8miSaK2FSJ0XAR44UNslQFJHmy3rfEr5JI6dRW2clmTRIpnSV1Kr0ZmUi8SDCgcbJvssWTJuko3cfR40lq1i9jZCiJLZtAbj+MzaGi2O0YmRQJTzXm8SPYHSrZ+plYdY3YNj+EZLOx4TPX0PP8Mfoe3EJ6917c1aUkZC9U1yP3dKKEh5n2tvWQK9AWWsFHPr+OVMagKmQHoFg00TSR/xGEc4kIfAVBEIS/yLHONI9ujnD+igCbt0fJFycXt5kWTG200dtfQDfApkGozEYiaWDHIGfB6qUBgn4bTz83wfC4QTCgMtM1wXPtFvh8KL2dmHXN2BwKNgzc2x/D2L2L2KwV6ItXo+7fjrlwBe5iCt/+TYw5qqmYGmLsia14L91ApihTOHgA+Yn70d98HfaJQRSjiJLPYr3zg9gCPi5dF2RgpMjyBaKeVxDOVSLwFQRBEP4imZzBk89OUFZi52RfhuHRIsYL7yB2G3jcEhNRi4BXprbSzvHuLEV98n5NhSVzvRw+niYY0Aj4VEo8sOW5MNiclPhk4gMTNPvSJFI66b4hMmkdaelqyq0J4pE81tOPUfSVEKgtJRNJYQVDmAf3QjKJ9O4PY9t4L8UjhzFKK3FNaWDq/BqOhFawZIGfliYX7d1ZzlsaOGvnTxCEs08EvoIgCMJf7fjJDMmUzrGuDAPDBV58I3HYJWTZIp+H6iobsZhOfbWN0XARj1uholTjeHcOn1slltQxTYNUBipKVSITOYrIKLKMLEExMoFULOKpraTwyH0YK9ejjQ9RjMdR9j5P6zVraXuqDdqPIK25AGcoSFmin/CeNoqyxpt/8AkObTxCj6eZsvoQb78ihN0mShsE4Vwm/gUQBEEQ/mrTp7iYO9NDKmNSWa6haZNZXdO0yOXA51Uo5k1WLvLR3pXj0vNLyeUsckWwLIuKcg2fV8F4Yc+IcFSniEqoVMUwoWgATjeyy4HLo2JfvJgGZ4K68+ZRvng2VmSCgUeeQevtoH5mJfZND9JSo1E4eRJjygzsEyPY0ClsfJyrFlosmO0RQa8gCCLjKwiCIPzf5QsG37t1iII++VaiKVBVoVFX5WTXwQSWBYvmeFm/soTNO6KMhQuYpoXDIWNTFXoGMmRyFj6vzETURJYg4FOIxA00dTKYLg/a6RvOoyhg6QaOcC+F392J8vcfwdj6FPqqi1FNnTnLajj+1EEy1VMIjZ2AwX6Wr6lh1rsuPctnSRCEvxXq2Z6AIAiC8Ppl02TetLaEaY1O/uvWQZCgb6jIyHgR3QCnQ+ZwewrdMDl4LI2myuTy5qld3lQZvB6VSGyyGNi0oFg0UGQo6iDL0D882QlC1y3sXUfISjZUo4hzzxYyugGyjOn2M37r7aSnnoeMxMzLlxN0LWX69MBZOjOCIPwtEhlfQRAE4bTYuC3CgaMpVBWyucnbWqbYOHGygMRkEDyl3kFnT4ZcAQJemWTGRHmhAqFQ/PO/X5bA7YLkeAqcbpxSHuM3tyKvPA/fnJkU9+/GPmMmoeYQDTVO5kx3n9HnKwjC648oeBIEQRBOi4tWB2mscdDS5AImyxQ6TxZO3Z/JmbSdyFBdYScYkMnkTAI+FdOEUKmE3zMZ3ErSZKb3DykKqJpEMg24PGAZWIf2ofR0oAz3EhlPEa+aDnY7S+f5RNArCMLLEqUOgiAIwmlz7ZtDAAyODpFM6qCAaXCq64OmTpYuFPXJYHYiqqOpUOJ3MBrO4nRAvgCKDHnz97/XssCmQqEAPo9MLq9iiwxT9oPvk4qmcf7udlZ/80Z0xUGJT7y1CYLw8kSpgyAIgnDaHelI0dmdpX8kRzZn4XTKJJKTZQ0v7voWKlUoD2oc6chRWiIRjVvIEujG7zfGeJEsgcMObpdCoQimZaJFw6y9tIVN22NMa3TwprWlZ+fJCoLwuiECX0EQBOGMyWQNnnouSqjUhscl034yTWdPnsXz3OxvS9NYa6ej54VtjDXQdQiVyoyGJ6Njicls8Yv/tWlQFlRIJk3SOYsp9Q4aqh3ManHjcSln62kKgvA6IQJfQRAE4TUzES3SM5ijrtLO3Y+PE/CpLJrl4YGnJjDMyXKGUKlC/4hx6jGaBliTi+OCAY14QueClQEASks07DYZr1uUNwiC8L8Tga8gCIJw1v3kzmEyOYN8wcTlUCgNyHQPTLZ5UBRoqLbT3OhEL1qsWOg/y7MVBOH1SgS+giAIwllnGBaKImFZFpYFsiyh6xZ9Q1n6RwqctzRwtqcoCMIbgAh8BUEQBEEQhHOC6OMrCIIgCIIgnBNE4CsIgiAIgiCcE0TgKwiCIAiCIJwTROArCIIgCIIgnBNE4CsIgiAIgiCcE0TgKwiCIAiCIJwTROArCIIgCIIgnBNE4CsIgiAIgiCcE0TgKwiCIAiCIJwTROArCIIgCIIgnBNE4CsIgiAIgiCcE0TgKwiCIAiCIJwTROArCIIgCIIgnBNE4CsIgiAIgiCcE0TgKwiCIAiCIJwTROArCIIgCIIgnBNE4CsIgiAIgiCcE0TgKwiCIAiCIJwTROArCIIgCIIgnBNE4CsIgiAIgiCcE0TgKwiCIAiCIJwTROArCIIgCIIgnBNE4CsIgiAIgiCcE0TgKwiCIAiCIJwT/j+5zY+YCTiWhAAAAABJRU5ErkJggg==", "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}_subclustered_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", "/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}_subclustered_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": { "scrolled": true, "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" ] } ], "source": [ "adata_subset = adata_subset.raw.to_adata()\n", "sc.pp.normalize_total(adata_subset, target_sum=1e4)\n", "sc.pp.log1p(adata_subset)\n", "\n", "marker_files = {}\n", "for res_num,res_name in tasks:\n", " res_csv = '{p}/ref_pbmc_{c}_res{n}_markers_{d}.csv'.format(p = out_dir, c = cell_class, n = res_num, d = date.today())\n", " sc.tl.rank_genes_groups(adata_subset, res_name, method = 'wilcoxon')\n", " df = sc.get.rank_genes_groups_df(adata_subset, group = None)\n", " df.to_csv(res_csv)\n", " marker_files[res_num] = res_csv" ] }, { "cell_type": "code", "execution_count": 45, "id": "75225ed4-769d-44a5-b9b1-4580db10cceb", "metadata": { "scrolled": true, "tags": [] }, "outputs": [], "source": [ "marker_files = {}\n", "for res_num,res_name in tasks:\n", " res_csv = '{p}/ref_pbmc_{c}_res{n}_markers_{d}.csv'.format(p = out_dir, c = cell_class, n = res_num, d = date.today())\n", " marker_files[res_num] = res_csv" ] }, { "cell_type": "markdown", "id": "69f65516-7e5e-4f63-bfd4-f8c47d993453", "metadata": {}, "source": [ "## Upload assembled data to HISE\n", "\n", "Finally, we'll use `hisepy.upload.upload_files()` to send a copy of our output to HISE to use for downstream analysis steps." ] }, { "cell_type": "code", "execution_count": 46, "id": "b821bba8-647c-4c0d-9169-9c6f0a0746a3", "metadata": {}, "outputs": [], "source": [ "study_space_uuid = '64097865-486d-43b3-8f94-74994e0a72e0'\n", "title = 'Ref. Myeloid DC subclustering {d}'.format(d = date.today())" ] }, { "cell_type": "code", "execution_count": 47, "id": "453b25e1-1785-4c24-b785-67b14dc16e7b", "metadata": {}, "outputs": [], "source": [ "in_files = [h5ad_uuid]" ] }, { "cell_type": "code", "execution_count": 48, "id": "17d1c934-f725-4d9c-8458-30c54c3098d3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['c38df326-662d-459b-982d-0186c022f70d']" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "in_files" ] }, { "cell_type": "code", "execution_count": 49, "id": "d2c8d2f6-c0a7-4d17-8e50-16454da75c52", "metadata": {}, "outputs": [], "source": [ "marker_list = [f for f in marker_files.values()]" ] }, { "cell_type": "code", "execution_count": 50, "id": "c4346a9a-ad96-4760-b06f-b14b56429a65", "metadata": {}, "outputs": [], "source": [ "out_files = [clustered_h5ad, out_csv, out_parquet] + marker_list" ] }, { "cell_type": "code", "execution_count": 51, "id": "ec2319e2-a974-4b13-91a9-48e1d4902258", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['output/ref_pbmc_myeloid-dcs_clustered_2024-02-28.h5ad',\n", " 'output/ref_pbmc_myeloid-dcs_subclustered_umap_meta_2024-02-28.csv',\n", " 'output/ref_pbmc_myeloid-dcs_subclustered_umap_meta_2024-02-28.parquet',\n", " 'output/ref_pbmc_myeloid-dcs_res1_markers_2024-02-28.csv',\n", " 'output/ref_pbmc_myeloid-dcs_res2_markers_2024-02-28.csv']" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out_files" ] }, { "cell_type": "code", "execution_count": 52, "id": "f10e3d26-bad6-4b40-8646-aedc75c8b136", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cannot determine the current notebook.\n", "1) /home/jupyter/scRNA-Reference-IH-A/03-Subclustering/08a-Python_Myeloid_cells_DCs.ipynb\n", "2) /home/jupyter/scRNA-Reference-IH-A/03-Subclustering/09-Python_NK_cells.ipynb\n", "3) /home/jupyter/scRNA-Reference-IH-A/version_adaptation/01-Python_adapt_Myeloid.ipynb\n", "Please select (1-3) \n" ] }, { "name": "stdin", "output_type": "stream", "text": [ " 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "you are trying to upload file_ids... ['output/ref_pbmc_myeloid-dcs_clustered_2024-02-28.h5ad', 'output/ref_pbmc_myeloid-dcs_subclustered_umap_meta_2024-02-28.csv', 'output/ref_pbmc_myeloid-dcs_subclustered_umap_meta_2024-02-28.parquet', 'output/ref_pbmc_myeloid-dcs_res1_markers_2024-02-28.csv', 'output/ref_pbmc_myeloid-dcs_res2_markers_2024-02-28.csv']. Do you truly want to proceed?\n" ] }, { "name": "stdin", "output_type": "stream", "text": [ "(y/n) y\n" ] }, { "data": { "text/plain": [ "{'trace_id': 'c0740709-e7c0-4b44-9a2b-32e70c4f9d64',\n", " 'files': ['output/ref_pbmc_myeloid-dcs_clustered_2024-02-28.h5ad',\n", " 'output/ref_pbmc_myeloid-dcs_subclustered_umap_meta_2024-02-28.csv',\n", " 'output/ref_pbmc_myeloid-dcs_subclustered_umap_meta_2024-02-28.parquet',\n", " 'output/ref_pbmc_myeloid-dcs_res1_markers_2024-02-28.csv',\n", " 'output/ref_pbmc_myeloid-dcs_res2_markers_2024-02-28.csv']}" ] }, "execution_count": 52, "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": 53, "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 2024-02-28 23:57\n",
       "
\n", "
" ], "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import session_info\n", "session_info.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "54a8a69b-6ff6-45d5-b640-6e9d3d53463a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }