diff --git a/figures/generate_GN_fig1.ipynb b/figures/generate_GN_fig1.ipynb index 4d6b951..19582e5 100644 --- a/figures/generate_GN_fig1.ipynb +++ b/figures/generate_GN_fig1.ipynb @@ -334,98 +334,242 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "e8a8149e", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3a993103", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 2, + "id": "5a5dfebb", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "grn = read_h5ad(\"../data/temp/reg_t_cell_human.h5ad\")" + ] }, { "cell_type": "code", - "execution_count": null, - "id": "aebeb6b6", + "execution_count": 2, + "id": "d8fbf2bc", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "0.06644623" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#grn = read_h5ad(\"../data/temp/mouse_neur.h5ad\") #Fezf2\n", + "#grn = read_h5ad(\"../data/temp/reg_t_cell_human.h5ad\") #LEF1\n", + "grn = read_h5ad(\"../data/temp/epithelial_human.h5ad\") #CEACAM1\n", + "gene = \"CEACAM1\"\n", + "grn.grn.loc[gene].max()" + ] }, { "cell_type": "code", - "execution_count": null, - "id": "862634d3", + "execution_count": 3, + "id": "71f8a8ac", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "grn = grn[:, ~grn.var.index.isna()]\n", + "grn = GRNAnnData(grn.copy(), grn=grn.varp['GRN'])" + ] }, { "cell_type": "code", - "execution_count": null, - "id": "0f507669", + "execution_count": 37, + "id": "1b00723a", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "['TMEM238', 'POTEF', 'H3-5', 'RBFOX1', 'ZBED6', 'LIPK', 'PIGR']\n", + "PPIAL4A\n", + "['TMEM238', 'POTEF', 'H3-5', 'RBFOX1', 'LIPK', 'FTH1', 'PIGR']\n", + "TMEM238\n", + "['POTEF', 'H3-5', 'RBFOX1', 'LIPK']\n", + "POTEF\n", + "['POTEF', 'H3-5', 'RBFOX1', 'SCGB2A2']\n", + "H3-5\n", + "['POTEF', 'H3-5', 'RBFOX1', 'ZBED6', 'SCGB2A2', 'LIPK', 'MGP', 'PIGR']\n", + "RBFOX1\n", + "['POTEF', 'H3-5', 'RBFOX1', 'SCGB2A2', 'SFTPA2', 'PIGR']\n", + "PIGR\n", + "2\n", + "['POTEF', 'H3-5', 'RBFOX1', 'LIPK', 'SFTPA2', 'PIGR']\n", + "SFTPA2\n", + "['POTEF', 'H3-5', 'RBFOX1', 'SCGB2A2', 'LIPK', 'SFTPA2', 'PIGR']\n", + "MGP\n", + "['POTEF', 'H3-5', 'RBFOX1']\n", + "LIPK\n", + "['POTEF', 'H3-5', 'RBFOX1', 'SCGB2A2', 'LIPK']\n", + "FTH1\n", + "prev\n", + "prev\n", + "['TMEM238', 'POTEF', 'H3-5', 'RBFOX1', 'PIGR']\n", + "ZBED6\n", + "prev\n", + "['POTEF', 'H3-5', 'RBFOX1', 'MGP', 'SFTPA2', 'PIGR']\n", + "SCGB2A2\n", + "prev\n", + "prev\n", + "3\n", + "prev\n", + "prev\n", + "prev\n", + "prev\n", + "prev\n", + "prev\n", + "prev\n", + "prev\n", + "prev\n", + "4\n", + "5\n", + "6\n", + "[['PPIAL4A', 'TMEM238', 'POTEF', 'H3-5', 'RBFOX1', 'PIGR'], ['SFTPA2', 'MGP', 'LIPK', 'FTH1', 'POTEF', 'RBFOX1', 'ZBED6', 'PIGR', 'SCGB2A2', 'H3-5', 'TMEM238'], ['SFTPA2', 'MGP', 'LIPK', 'POTEF', 'RBFOX1', 'PIGR', 'SCGB2A2', 'H3-5', 'TMEM238'], [], [], [], []]\n" + ] + }, + { + "data": { + "text/plain": [ + "(13, 13)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def get_hop_genes(grn, gene, n_hops=3, min_n=2, min_weight=0.022, max_n=20):\n", + " # Initialize list to store genes at each hop\n", + " hop_genes = []\n", + " \n", + " # Keep track of all genes we've seen\n", + " seen_genes = {gene}\n", + " \n", + " # Get genes for each hop\n", + " for hop in range(n_hops):\n", + " print(hop)\n", + " if hop == 0:\n", + " # First hop - get genes from seed gene\n", + " genes = grn.grn.loc[gene].nlargest(min_n).index.tolist() if grn.grn.loc[gene].max() < min_weight else grn.grn[grn.grn.loc[gene] > min_weight].max(1).nlargest(max_n).index.tolist()\n", + " else:\n", + " # Subsequent hops - get genes from previous hop genes\n", + " genes = set() # Use a set to avoid duplicates\n", + " for prev_gene in hop_genes[-1]:\n", + " # Skip if we've already processed this gene\n", + " if prev_gene in seen_genes:\n", + " print(\"prev\")\n", + " continue\n", + " # Get sources for this specific prev_gene\n", + " curr_sources = grn.grn.loc[prev_gene].nlargest(min_n).index.tolist() if grn.grn.loc[prev_gene].max() < min_weight else grn.grn[grn.grn.loc[prev_gene] > min_weight].max(1).nlargest(max_n).index.tolist()\n", + " genes.update(curr_sources) # Add to set instead of extending list\n", + " seen_genes.add(prev_gene)\n", + " hop_genes.append(list(genes)) # Convert set back to list before appending\n", + "\n", + " # Get all unique genes\n", + " all_genes = set([gene] + [g for hop in hop_genes for g in hop])\n", + "\n", + " # Create empty NxN matrix with gene names as index and columns \n", + " edges_df = pd.DataFrame(0, index=list(all_genes), columns=list(all_genes), dtype=float)\n", + "\n", + " # Fill in edges for each hop\n", + " for hop in range(len(hop_genes)):\n", + " if hop == 0:\n", + " # First hop connects to seed gene\n", + " for source in hop_genes[0]:\n", + " edges_df.loc[source, gene] = grn.grn.loc[gene, source]\n", + " else:\n", + " # Other hops connect to previous hop genes\n", + " for prev_gene in hop_genes[hop-1]:\n", + " for source in hop_genes[hop]:\n", + " # Allow duplicates of the form A-B B-A and self loops\n", + " if source == prev_gene or edges_df.loc[prev_gene, source] == 0:\n", + " weight = grn.grn.loc[source, prev_gene]\n", + " if weight > 0: # Only include if there is an edge\n", + " edges_df.loc[source, prev_gene] = weight\n", + " \n", + " return edges_df\n", + "\n", + "# Call function with default 3 hops\n", + "edges_df = get_hop_genes(grn, gene, n_hops=7, min_n=2, min_weight=0.015, max_n=20)\n", + "\n", + "edges_df.shape" + ] }, { "cell_type": "code", - "execution_count": null, - "id": "92b20f17", + "execution_count": 38, + "id": "2cb69b6f", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n" + ] }, { "cell_type": "code", - "execution_count": 10, - "id": "d8fbf2bc", + "execution_count": 39, + "id": "6419d8b7", "metadata": {}, "outputs": [ { "data": { + "image/png": "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", "text/plain": [ - "0.023390712" + "
" ] }, - "execution_count": 10, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "#grn = read_h5ad(\"../data/temp/mouse_neur.h5ad\") #Fezf2\n", - "grn = read_h5ad(\"../data/temp/reg_t_cell_human.h5ad\") #LEF1\n", - "#grn = read_h5ad(\"../data/temp/epithelial_human.h5ad\") #CEACAM1\n", - "gene = \"LEF1\"\n", - "grn.grn.loc[gene].max()" + "G = nx.from_pandas_adjacency(edges_df, create_using=nx.DiGraph())\n", + "# Draw the graph\n", + "plt.figure(figsize=(15, 15)) # Increase the size of the plot\n", + "nx.draw(G, with_labels=True, arrows=True)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "7f6635de", + "execution_count": 87, + "id": "9f5b44b5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "grn = grn[:, ~grn.var.index.isna()]\n", - "grn = GRNAnnData(grn.copy(), grn=grn.varp['GRN'])" + "G = nx.from_pandas_adjacency(edges_df, create_using=nx.DiGraph())\n", + "# Draw the graph\n", + "plt.figure(figsize=(15, 15)) # Increase the size of the plot\n", + "nx.draw(G, with_labels=True, arrows=True)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 28, "id": "4be2d2f7", "metadata": {}, "outputs": [ @@ -440,12 +584,19 @@ " 'ENPEP', 'SPP1', 'CPE', 'HLA-DMB', 'CIDEA', 'SELL', 'TIMM23', 'NFAM1',\n", " 'CD2', 'HSP90AA1', 'PRDX4', 'MRPL18', 'PHLDA2', 'RPS8', 'TSSC4',\n", " 'CLEC7A', 'LAPTM5', 'RDH11', 'MBD2', 'FAM104B', 'H2AC15', 'LEF1'],\n", - " dtype='object', name='symbol_2')\n" + " dtype='object', name='symbol_2')\n", + "> \u001b[0;32m/home/ml4ig1/Documents code/GRnnData/grnndata/GRNAnnData.py\u001b[0m(242)\u001b[0;36mplot_subgraph\u001b[0;34m()\u001b[0m\n", + "\u001b[0;32m 240 \u001b[0;31m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0m\u001b[0;32m 241 \u001b[0;31m \u001b[0mpdb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_trace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0m\u001b[0;32m--> 242 \u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0minteractive\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0m\u001b[0;32m 243 \u001b[0;31m \u001b[0md3\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0md3graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0m\u001b[0;32m 244 \u001b[0;31m \u001b[0md3\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgraph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0m\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -7788,4 +7939,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/notebooks/additional/scprint_overfit.ipynb b/notebooks/additional/scprint_overfit.ipynb index 16a7a9e..5fd0b16 100644 --- a/notebooks/additional/scprint_overfit.ipynb +++ b/notebooks/additional/scprint_overfit.ipynb @@ -959,8 +959,7 @@ } ], "source": [ - "trainer.fit(model, dat\n", - "amodule=datamodule)" + "trainer.fit(model, datamodule=datamodule)" ] }, { @@ -1255,7 +1254,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.10.15" } }, "nbformat": 4, diff --git a/notebooks/additional/tests/bench_denoising.ipynb b/notebooks/additional/tests/bench_denoising.ipynb new file mode 100644 index 0000000..d5f85b9 --- /dev/null +++ b/notebooks/additional/tests/bench_denoising.ipynb @@ -0,0 +1,896 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Denoise Validation\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import huggingface_hub\n", + "\n", + "# Download the small checkpoint from HuggingFace\n", + "model_path = huggingface_hub.hf_hub_download(\"jkobject/scPRINT\", \"small.ckpt\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[92m→\u001b[0m connected lamindb: jkobject/scprint\n" + ] + } + ], + "source": [ + "#! lamin init --storage ./lamin-intro --schema bionty \n", + "\n", + "import scanpy as sc\n", + "from scprint import scPrint\n", + "from scdataloader import Preprocessor\n", + "import numpy as np\n", + "import anndata as ad\n", + "\n", + "from scprint.tasks import Denoiser, withknn\n", + "from scdataloader.utils import downsample_profile\n", + "from scipy.stats import spearmanr\n", + "from anndata import AnnData\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import torch\n", + "torch.set_float32_matmul_precision('medium')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/home/ml4ig1/.cache/huggingface/hub/models--jkobject--scPRINT/snapshots/c1e1f3d864b1d214fc61b4c95552c82ffe57211f/small.ckpt'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_path" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RuntimeError caught: scPrint is not attached to a `Trainer`.\n" + ] + } + ], + "source": [ + "# model = scPrint.load_from_checkpoint('../../data/tensorboard/scprint_test/urxxwu28/checkpoints/epoch=0-step=20000.ckpt') #chocolate-surf-8\n", + "# '../../data/main/gene_embeddings.parquet')\n", + "model = scPrint.load_from_checkpoint(\n", + " model_path, precpt_gene_emb=None)\n", + " #'../../data/temp/last.ckpt', precpt_gene_emb=None)\n", + " #transformer=\"normal\")\n", + "\n", + "# ../../data/temp/epoch=4-step=12500.ckpt latest model maestro (fortuitous laugther)\n", + "# ../../data/logs/scprint_test/f4vao230/checkpoints/epoch=10-step=27500.ckpt looked good as a training run (vermlillion noodle)\n", + "# d1792z9k/epoch=3-step=10000.ckpt\n", + "# '../../data/temp/d1792z9k/epoch=3-step=10000.ckpt'\n", + "# '../../data/temp/6q3dzi3x/epoch=3-step=10000.ckpt'\n", + "# '../../data/temp/grsachbg/epoch=2-step=15000.ckpt'\n", + "# ../../data/temp/za9mg1w3/epoch=7-step=40000.ckpt\n", + "# post debug\n", + "# \"../lightning_logs/version_14/checkpoints/epoch=1-step=5000.ckpt\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#'/pasteur/appa/scratch/jkalfon/scprint/.lamindb/R4ZHoQegxXdSFNFY5LGe.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/SHV11AEetZOms4Wh7Ehb.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/V6DPJx8rP3wWRQ43LMHb.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/Gz5G2ETTEuuRDgwm7brA.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/YyBdEsN89p2aF4xJY1CW.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/SO5yBTUDBgkAmz0QbG8K.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/r4iCehg3Tw5IbCLiCIbl.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/SqvXr3i3PGXM8toXzUf9.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/REIyQZE6OMZm1S3W2Dxi.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/rYZ7gs0E0cqPOLONC8ia.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/FcwMDDbAQPNYIjcYNxoc.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/fvU5BAMJrm7vrgDmZM0z.h5ad', '/pasteur/appa/scratch/jkalfon/scprint/.lamindb/gNNpgpo6gATjuxTE7CCp.h5ad'" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 51370 × 70263\n", + " obs: 'biosample_id', 'donor_id', 'cell_type_ontology_term_id', 'organism_ontology_term_id', 'disease_ontology_term_id', 'tissue_ontology_term_id', 'assay_ontology_term_id', 'cell_type__custom', 'development_stage_ontology_term_id', 'sex_ontology_term_id', 'suspension_type', 'is_primary_data', 'age', 'self_reported_ethnicity_ontology_term_id', 'cell_type', 'assay', 'disease', 'organism', 'sex', 'tissue', 'self_reported_ethnicity', 'development_stage', 'cell_culture', 'nnz', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_20_genes', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt', 'total_counts_ribo', 'log1p_total_counts_ribo', 'pct_counts_ribo', 'total_counts_hb', 'log1p_total_counts_hb', 'pct_counts_hb', 'outlier', 'mt_outlier'\n", + " var: 'feature_is_filtered', 'feature_name', 'feature_reference', 'feature_biotype', 'uid', 'symbol', 'ncbi_gene_ids', 'biotype', 'description', 'synonyms', 'organism_id', 'public_source_id', 'created_by_id', 'mt', 'ribo', 'hb', 'organism', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts'\n", + " obsm: 'X_UMAP'\n", + " layers: 'true'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#adata = sc.read_h5ad('../../data/R4ZHoQegxXdSFNFY5LGe.h5ad')\n", + "adata = sc.read_h5ad('/home/ml4ig1/scprint/.lamindb/gNNpgpo6gATjuxTE7CCp.h5ad')\n", + "#adata = sc.read_h5ad('/home/ml4ig1/scprint/.lamindb/REIyQZE6OMZm1S3W2Dxi.h5ad')\n", + "\n", + "\n", + "adata.layers['true'] = adata.X.copy()\n", + "adata" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sc.pl.embedding(adata, basis=\"X_umap\", color='cell_type')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dropping layers: KeysView(Layers with keys: true)\n", + "checking raw counts\n", + "removed 0 non primary cells, 51370 renamining\n", + "filtered out 0 cells, 51370 renamining\n", + "Removed 0 genes.\n", + "validating\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/scdataloader/preprocess.py:248: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " data_utils.validate(adata, organism=adata.obs.organism_ontology_term_id[0])\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "startin QC\n", + "Seeing 22953 outliers (44.68% of total dataset):\n", + "done\n" + ] + } + ], + "source": [ + "adata.obs.drop(columns=\"is_primary_data\", inplace=True)\n", + "preprocessor = Preprocessor(do_postp=False)\n", + "adata = preprocessor(adata)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "adata.layers['true'] = adata.X.copy()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## regular denoise" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "model.attn_bias = \"none\"# = \"log\"" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 12590 × 70933\n", + " obs: 'hash_label', 'hash_cluster', 'n_genes', 'hashed', 'group', 'treatment', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'pct_counts_hb', 'batch', 'S_score', 'G2M_score', 'phase', 'leiden', 'lineage', 'type', 'cds', 'donor_region', 'dpt_pseudotime', 'tissue_ontology_term_id', 'assay_ontology_term_id', 'disease_ontology_term_id', 'cell_type_ontology_term_id', 'sex_ontology_term_id', 'development_stage_ontology_term_id', 'organism_ontology_term_id', 'donor_id', 'self_reported_ethnicity_ontology_term_id', 'suspension_type', 'BMI', 'cell_type', 'assay', 'disease', 'organism', 'sex', 'tissue', 'self_reported_ethnicity', 'development_stage', 'nnz', 'log1p_n_genes_by_counts', 'log1p_total_counts', 'pct_counts_in_top_20_genes', 'log1p_total_counts_mt', 'total_counts_ribo', 'log1p_total_counts_ribo', 'pct_counts_ribo', 'total_counts_hb', 'log1p_total_counts_hb', 'outlier', 'mt_outlier', 'cell_culture'\n", + " var: 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std', 's_phase', 'g2m_phase', 'feature_types', 'genome', 'mt', 'Donor_2-n_cells', 'Donor_1-n_cells', 'Donor_3-n_cells', 'Donor_2-n_cells_by_counts', 'Donor_1-n_cells_by_counts', 'Donor_3-n_cells_by_counts', 'Donor_2-mean_counts', 'Donor_1-mean_counts', 'Donor_3-mean_counts', 'Donor_2-pct_dropout_by_counts', 'Donor_1-pct_dropout_by_counts', 'Donor_3-pct_dropout_by_counts', 'Donor_2-total_counts', 'Donor_1-total_counts', 'Donor_3-total_counts', 'feature_is_filtered', 'feature_name', 'feature_reference', 'feature_biotype', 'uid', 'symbol', 'ncbi_gene_ids', 'biotype', 'description', 'synonyms', 'organism_id', 'public_source_id', 'created_by_id', 'ribo', 'hb', 'organism', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts'\n", + " uns: 'unseen_genes'\n", + " obsm: 'X_pca', 'X_pca_harmony', 'X_umap'\n", + " layers: 'true'\n", + " obsp: 'connectivities', 'distances'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adata" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5000\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1000/1000 [00:35<00:00, 28.12it/s]\n" + ] + }, + { + "data": { + "text/plain": [ + "{'reco2noisy': 0.7506823171196444,\n", + " 'reco2full': 0.5273230688797022,\n", + " 'noisy2full': 0.36814620672690057}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "denoise = Denoiser(\n", + " batch_size=10,\n", + " max_len=5000,\n", + " max_cells=10_000,\n", + " doplot=False,\n", + " num_workers=1,\n", + " predict_depth_mult=10,\n", + " downsample = 0.7,\n", + " how=\"most var\",\n", + " dtype=torch.bfloat16,\n", + ")\n", + "metrics, idx, genes, expr = denoise(model, adata)\n", + "metrics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# aggregate with KNN" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "subadata = AnnData(X=expr, obs=adata.obs.iloc[idx], var=adata.var.loc[genes])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performing kNN-smoothing v2.1 with k=10, d=10, and dither=0.030...\n", + "Step 1/4: Smooth using k=2\n", + "\tPCA took 1.3 s.\n", + "\tThe fraction of variance explained by the top 10 PCs is 54.7 %.\n", + "\tCalculating pair-wise distance matrix took 0.2 s.\n", + "\tCalculating the smoothed expression matrix took 1.2 s.\n", + "Step 2/4: Smooth using k=4\n", + "\tPCA took 0.8 s.\n", + "\tThe fraction of variance explained by the top 10 PCs is 64.9 %.\n", + "\tCalculating pair-wise distance matrix took 0.1 s.\n", + "\tCalculating the smoothed expression matrix took 0.9 s.\n", + "Step 3/4: Smooth using k=8\n", + "\tPCA took 0.2 s.\n", + "\tThe fraction of variance explained by the top 10 PCs is 74.0 %.\n", + "\tCalculating pair-wise distance matrix took 0.1 s.\n", + "\tCalculating the smoothed expression matrix took 1.6 s.\n", + "Step 4/4: Smooth using k=10\n", + "\tPCA took 0.2 s.\n", + "\tThe fraction of variance explained by the top 10 PCs is 81.4 %.\n", + "\tCalculating pair-wise distance matrix took 0.1 s.\n", + "\tCalculating the smoothed expression matrix took 1.0 s.\n", + "kNN-smoothing finished in 8.3 s.\n" + ] + } + ], + "source": [ + "nadata = withknn(subadata, seed=42, k=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'reco2noisy': 0.34047361142106214,\n", + " 'reco2full': 0.7191949298125354,\n", + " 'noisy2full': 0.3898535051640332}" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reco = nadata.layers['denoised']\n", + "true = adata.X[idx][:, adata.var.index.isin(genes)].toarray()\n", + "noisy = np.loadtxt(\"collator_output.txt\")\n", + "corr_coef, p_value = spearmanr(\n", + " np.vstack(\n", + " [reco[true != 0], noisy[true != 0], true[true != 0]]).T\n", + ")\n", + "{\n", + " \"reco2noisy\": corr_coef[0, 1],\n", + " \"reco2full\": corr_coef[0, 2],\n", + " \"noisy2full\": corr_coef[1, 2],\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# on random expr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 125/125 [00:45<00:00, 2.72it/s]\n" + ] + }, + { + "data": { + "text/plain": [ + "{'reco2noisy': 0.7151437850641974,\n", + " 'reco2full': 0.3239858026438798,\n", + " 'noisy2full': 0.1896732525309344}" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "denoise = Denoiser(\n", + " model,\n", + " batch_size=40,\n", + " max_len=2200,\n", + " max_cells=5_000,\n", + " doplot=False,\n", + " predict_depth_mult=10,\n", + " downsample = 0.7,\n", + " how=\"random expr\"\n", + ")\n", + "metrics, idx, genes, expr = denoise(adata)\n", + "metrics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## with MAGIC" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "genes = torch.load(model_path, map_location=torch.device('cpu'))['hyper_parameters']['genes']\n", + "sc.pp.highly_variable_genes(\n", + " adata, flavor=\"seurat_v3\", n_top_genes=5000, span=0.99)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "subadata = adata[:, adata.var.index.isin(genes) & adata.var.highly_variable].copy()\n", + "subadata.X = downsample_profile(torch.Tensor(subadata.X.toarray()), 0.7)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating MAGIC...\n", + " Running MAGIC on 12590 cells and 3874 genes.\n", + " Running MAGIC on 12590 cells and 3874 genes.\n", + " Calculating graph and diffusion operator...\n", + " Calculating PCA...\n", + " Calculated PCA in 2.80 seconds.\n", + " Calculating KNN search...\n", + " Calculated KNN search in 6.99 seconds.\n", + " Calculating affinities...\n", + " Calculated affinities in 7.14 seconds.\n", + " Calculated graph and diffusion operator in 16.96 seconds.\n", + " Calculating imputation...\n", + " Calculated imputation in 0.11 seconds.\n", + "Calculated MAGIC in 18.12 seconds.\n" + ] + } + ], + "source": [ + "denoised_adata = sc.external.pp.magic(subadata.copy(), copy=True, n_jobs=10, solver='approximate', verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'reco2noisy': 0.31479534784783636,\n", + " 'reco2full': 0.7667664378421589,\n", + " 'noisy2full': 0.38961157609044794}" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reco = denoised_adata.X[idx]\n", + "true = subadata.layers['true'].toarray()[idx]\n", + "noisy = subadata.X[idx]\n", + "corr_coef, p_value = spearmanr(\n", + " np.vstack(\n", + " [reco[true != 0], noisy[true != 0], true[true != 0]]).T\n", + ")\n", + "{\n", + " \"reco2noisy\": corr_coef[0, 1],\n", + " \"reco2full\": corr_coef[0, 2],\n", + " \"noisy2full\": corr_coef[1, 2],\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## with MAGIC rare cells" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 10000 × 3107\n", + " obs: 'biosample_id', 'donor_id', 'cell_type_ontology_term_id', 'organism_ontology_term_id', 'disease_ontology_term_id', 'tissue_ontology_term_id', 'assay_ontology_term_id', 'cell_type__custom', 'development_stage_ontology_term_id', 'sex_ontology_term_id', 'suspension_type', 'is_primary_data', 'age', 'self_reported_ethnicity_ontology_term_id', 'cell_type', 'assay', 'disease', 'organism', 'sex', 'tissue', 'self_reported_ethnicity', 'development_stage', 'cell_culture', 'nnz', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_20_genes', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt', 'total_counts_ribo', 'log1p_total_counts_ribo', 'pct_counts_ribo', 'total_counts_hb', 'log1p_total_counts_hb', 'pct_counts_hb', 'outlier', 'mt_outlier'\n", + " var: 'feature_is_filtered', 'feature_name', 'feature_reference', 'feature_biotype', 'uid', 'symbol', 'ncbi_gene_ids', 'biotype', 'description', 'synonyms', 'organism_id', 'public_source_id', 'created_by_id', 'mt', 'ribo', 'hb', 'organism', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts', 'highly_variable', 'highly_variable_rank', 'means', 'variances', 'variances_norm'\n", + " uns: 'unseen_genes', 'hvg'\n", + " obsm: 'X_UMAP'\n", + " layers: 'true'" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ct = \"microglial cell\"\n", + "subadata\n", + "#microglial cell, microfold cell of epithelium of small intestine, mesangial cell, pericyte" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'reco2noisy': 0.16739547347403197,\n", + " 'reco2full': 0.40762284286749056,\n", + " 'noisy2full': 0.3610326755364074}" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reco = denoised_adata[subadata.obs.cell_type==ct].X\n", + "true = subadata[subadata.obs.cell_type==ct].layers['true'].toarray()\n", + "noisy = subadata[subadata.obs.cell_type==ct].X\n", + "corr_coef, p_value = spearmanr(\n", + " np.vstack(\n", + " [reco[true != 0], noisy[true != 0], true[true != 0]]).T\n", + ")\n", + "{\n", + " \"reco2noisy\": corr_coef[0, 1],\n", + " \"reco2full\": corr_coef[0, 2],\n", + " \"noisy2full\": corr_coef[1, 2],\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## same, with KNN" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Performing kNN-smoothing v2.1 with k=10, d=10, and dither=0.030...\n", + "\n", + "Step 1/4: Smooth using k=2\n", + "\tPCA took 0.5 s.\n", + "\tThe fraction of variance explained by the top 10 PCs is 25.8 %.\n", + "\tCalculating pair-wise distance matrix took 1.6 s.\n", + "\tCalculating the smoothed expression matrix took 6.2 s.\n", + "Step 2/4: Smooth using k=4\n", + "\tPCA took 0.4 s.\n", + "\tThe fraction of variance explained by the top 10 PCs is 35.0 %.\n", + "\tCalculating pair-wise distance matrix took 1.5 s.\n", + "\tCalculating the smoothed expression matrix took 6.2 s.\n", + "Step 3/4: Smooth using k=8\n", + "\tPCA took 0.4 s.\n", + "\tThe fraction of variance explained by the top 10 PCs is 46.9 %.\n", + "\tCalculating pair-wise distance matrix took 1.5 s.\n", + "\tCalculating the smoothed expression matrix took 6.3 s.\n", + "Step 4/4: Smooth using k=10\n", + "\tPCA took 0.4 s.\n", + "\tThe fraction of variance explained by the top 10 PCs is 59.5 %.\n", + "\tCalculating pair-wise distance matrix took 1.5 s.\n", + "\tCalculating the smoothed expression matrix took 6.3 s.\n", + "kNN-smoothing finished in 33.6 s.\n" + ] + } + ], + "source": [ + "nadata = withknn(subadata, seed=42, k=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'reco2noisy': 0.41386242619767566,\n", + " 'reco2full': 0.5781715062761915,\n", + " 'noisy2full': 0.3685645948380719}" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reco = nadata.layers['denoised']#.toarray()\n", + "true = subadata.layers['true'].toarray()\n", + "noisy = subadata.X\n", + "corr_coef, p_value = spearmanr(\n", + " np.vstack(\n", + " [reco[true != 0], noisy[true != 0], true[true != 0]]).T\n", + ")\n", + "{\n", + " \"reco2noisy\": corr_coef[0, 1],\n", + " \"reco2full\": corr_coef[0, 2],\n", + " \"noisy2full\": corr_coef[1, 2],\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## with KNN rare cells" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'reco2noisy': 0.44956156837292166,\n", + " 'reco2full': 0.5479113692785387,\n", + " 'noisy2full': 0.3724976804482466}" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reco = nadata.layers['denoised'][nadata.obs.cell_type==ct]\n", + "true = subadata[subadata.obs.cell_type==ct].layers['true'].toarray()\n", + "noisy = subadata[subadata.obs.cell_type==ct].X\n", + "corr_coef, p_value = spearmanr(\n", + " np.vstack(\n", + " [reco[true != 0], noisy[true != 0], true[true != 0]]).T\n", + ")\n", + "{\n", + " \"reco2noisy\": corr_coef[0, 1],\n", + " \"reco2full\": corr_coef[0, 2],\n", + " \"noisy2full\": corr_coef[1, 2],\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MAGIC Rare cell without support" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [], + "source": [ + "subadata = adata[adata.obs.cell_type==ct, adata.var.index.isin(genes)]\n", + "sc.pp.highly_variable_genes(\n", + " subadata, flavor=\"seurat_v3\", n_top_genes=5000, span=0.99)" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [], + "source": [ + "subadata.X = downsample_profile(torch.Tensor(subadata.X.toarray()), 0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ml4ig1/.local/lib/python3.10/site-packages/magic/magic.py:650: DeprecationWarning: Call to deprecated method task. (Use TaskLogger.log_task instead) -- Deprecated since version 1.1.0.\n", + " with _logger.task(\"MAGIC\"):\n", + "/home/ml4ig1/.local/lib/python3.10/site-packages/magic/magic.py:381: DeprecationWarning: Call to deprecated method info. (Use TaskLogger.log_info instead) -- Deprecated since version 1.1.0.\n", + " _logger.info(\n", + "/home/ml4ig1/.local/lib/python3.10/site-packages/magic/magic.py:436: DeprecationWarning: Call to deprecated method task. (Use TaskLogger.log_task instead) -- Deprecated since version 1.1.0.\n", + " with _logger.task(\"graph and diffusion operator\"):\n", + "/home/ml4ig1/.local/lib/python3.10/site-packages/graphtools/base.py:165: RuntimeWarning: Cannot perform PCA to 100 dimensions on data with min(n_samples, n_features) = 30\n", + " warnings.warn(\n", + "/home/ml4ig1/.local/lib/python3.10/site-packages/magic/magic.py:748: DeprecationWarning: Call to deprecated method task. (Use TaskLogger.log_task instead) -- Deprecated since version 1.1.0.\n", + " with _logger.task(\"imputation\"):\n" + ] + } + ], + "source": [ + "denoised_adata = sc.external.pp.magic(subadata[:,subadata.var.highly_variable][:30], knn=5, n_jobs=20, solver='approximate', copy=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'reco2noisy': 0.3116307487080801,\n", + " 'reco2full': 0.4477594810317442,\n", + " 'noisy2full': 0.3117786337560895}" + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reco = denoised_adata.X\n", + "true = subadata[subadata.obs.cell_type==ct, subadata.var.highly_variable].layers['true'][:30].toarray()\n", + "noisy = subadata[subadata.obs.cell_type==ct, subadata.var.highly_variable][:30].X\n", + "corr_coef, p_value = spearmanr(\n", + " np.vstack(\n", + " [reco[true != 0], noisy[true != 0], true[true != 0]]).T\n", + ")\n", + "{\n", + " \"reco2noisy\": corr_coef[0, 1],\n", + " \"reco2full\": corr_coef[0, 2],\n", + " \"noisy2full\": corr_coef[1, 2],\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## scPRINT rare cells" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5000\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 1.44it/s]\n" + ] + }, + { + "data": { + "text/plain": [ + "{'reco2noisy': 0.7122362370625847,\n", + " 'reco2full': 0.3170816393649402,\n", + " 'noisy2full': 0.20527492811994658}" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "denoise = Denoiser(\n", + " model,\n", + " batch_size=40,\n", + " max_len=5000,\n", + " max_cells=30,\n", + " doplot=False,\n", + " predict_depth_mult=10,\n", + " downsample = 0.7,\n", + " how=\"most var\"\n", + ")\n", + "metrics, idx, genes, expr = denoise(adata[adata.obs.cell_type==ct])\n", + "metrics" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "scprint", + "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": "3.10.15" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/additional/tests/bench_omni.ipynb b/notebooks/additional/tests/bench_omni.ipynb new file mode 100644 index 0000000..0f616f9 --- /dev/null +++ b/notebooks/additional/tests/bench_omni.ipynb @@ -0,0 +1,33466 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "53d9aecd", + "metadata": { + "papermill": { + "duration": 0.060164, + "end_time": "2024-07-17T13:04:59.860158", + "exception": false, + "start_time": "2024-07-17T13:04:59.799994", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# benchmarking on omnipath\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5af23ef8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T13:04:59.913461Z", + "iopub.status.busy": "2024-07-17T13:04:59.913187Z", + "iopub.status.idle": "2024-07-17T13:05:19.706846Z", + "shell.execute_reply": "2024-07-17T13:05:19.706166Z" + }, + "papermill": { + "duration": 19.822052, + "end_time": "2024-07-17T13:05:19.708447", + "exception": false, + "start_time": "2024-07-17T13:04:59.886395", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[92m→\u001b[0m connected lamindb: jkobject/scprint\n" + ] + } + ], + "source": [ + "from scprint import scPrint\n", + "from scprint.tasks import GNInfer\n", + "\n", + "from bengrn import BenGRN\n", + "import scanpy as sc\n", + "\n", + "from bengrn.base import train_classifier\n", + "from scdataloader import Preprocessor\n", + "\n", + "from anndata.utils import make_index_unique\n", + "from bengrn import compute_genie3\n", + "from grnndata import utils as grnutils\n", + "import numpy as np\n", + "import joblib\n", + "%load_ext autoreload\n", + "%autoreload 2 \n", + "\n", + "import torch\n", + "torch.set_float32_matmul_precision('medium')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e1d05202", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T13:05:19.764150Z", + "iopub.status.busy": "2024-07-17T13:05:19.763332Z", + "iopub.status.idle": "2024-07-17T13:05:26.528340Z", + "shell.execute_reply": "2024-07-17T13:05:26.527630Z" + }, + "papermill": { + "duration": 6.793125, + "end_time": "2024-07-17T13:05:26.529572", + "exception": false, + "start_time": "2024-07-17T13:05:19.736447", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RuntimeError caught: scPrint is not attached to a `Trainer`.\n" + ] + } + ], + "source": [ + "model = scPrint.load_from_checkpoint(\n", + " '../../../data/temp/o2uniqsx/epoch=18-step=133000.ckpt', precpt_gene_emb=None)\n", + "# '../data/temp/vbd8bavn/epoch=19-step=100000.ckpt', precpt_gene_emb=None)\n", + "# '../data/temp/1tghqqzx_dir/epoch=18-step=133000.ckpt', precpt_gene_emb=None)\n", + "# '/pasteur/zeus/projets/p02/ml4ig_hot/Users/jkalfon/scprint_scale/o2uniqsx/checkpoints/epoch=18-step=133000.ckpt', precpt_gene_emb=None)\n", + "NUM_GENES = 5000\n", + "MAXCELLS = 1024" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "de65e859", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T13:05:26.588094Z", + "iopub.status.busy": "2024-07-17T13:05:26.587780Z", + "iopub.status.idle": "2024-07-17T13:05:28.379728Z", + "shell.execute_reply": "2024-07-17T13:05:28.379034Z" + }, + "papermill": { + "duration": 1.823623, + "end_time": "2024-07-17T13:05:28.381298", + "exception": false, + "start_time": "2024-07-17T13:05:26.557675", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "CELLTYPES = [\n", + " 'kidney distal convoluted tubule epithelial cell',\n", + " 'kidney loop of Henle thick ascending limb epithelial cell',\n", + " 'kidney collecting duct principal cell',\n", + " 'mesangial cell',\n", + " 'blood vessel smooth muscle cell',\n", + " 'podocyte',\n", + " 'macrophage',\n", + " 'leukocyte',\n", + " 'kidney interstitial fibroblast',\n", + " 'endothelial cell'\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7a31e4ea", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T13:05:28.436939Z", + "iopub.status.busy": "2024-07-17T13:05:28.436655Z", + "iopub.status.idle": "2024-07-17T13:05:31.409946Z", + "shell.execute_reply": "2024-07-17T13:05:31.409401Z" + }, + "papermill": { + "duration": 3.001713, + "end_time": "2024-07-17T13:05:31.411102", + "exception": false, + "start_time": "2024-07-17T13:05:28.409389", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 15728 × 70116\n", + " obs: 'donor_id', 'self_reported_ethnicity_ontology_term_id', 'organism_ontology_term_id', 'sample_uuid', 'sample_preservation_method', 'tissue_ontology_term_id', 'development_stage_ontology_term_id', 'tissue_section_uuid', 'tissue_section_thickness', 'library_uuid', 'assay_ontology_term_id', 'mapped_reference_annotation', 'is_primary_data', 'cell_type_ontology_term_id', 'author_cell_type', 'disease_ontology_term_id', 'sex_ontology_term_id', 'suspension_type', 'cell_type', 'assay', 'disease', 'organism', 'sex', 'tissue', 'self_reported_ethnicity', 'development_stage', 'cell_culture', 'nnz', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'pct_counts_in_top_20_genes', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt', 'total_counts_ribo', 'log1p_total_counts_ribo', 'pct_counts_ribo', 'total_counts_hb', 'log1p_total_counts_hb', 'pct_counts_hb', 'outlier', 'mt_outlier', 'leiden_3', 'leiden_2', 'leiden_1', 'dpt_group', 'heat_diff', 'proliferation', 'apoptosis', 'normalized_growth'\n", + " var: 'feature_is_filtered', 'feature_name', 'feature_reference', 'feature_biotype', 'ncbi_gene_id', 'biotype', 'description', 'synonyms', 'mt', 'ribo', 'hb', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts', 'symbol', 'isTF'\n", + " uns: 'T_fwd_params', 'diffmap_evals', 'iroot', 'leiden', 'neighbors', 'umap', 'unseen_genes'\n", + " obsm: 'X_diffmap', 'X_pca', 'X_umap', 'clean_pca'\n", + " layers: 'clean'\n", + " obsp: 'T_fwd', 'connectivities', 'distances'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "adata = sc.read_h5ad('/home/ml4ig1/scprint/.lamindb/yBCKp6HmXuHa0cZptMo7.h5ad')\n", + "#adata = sc.read_h5ad('../data/yBCKp6HmXuHa0cZptMo7.h5ad')\n", + "adata.var[\"isTF\"] = False\n", + "adata.var.loc[adata.var.symbol.isin(grnutils.TF), \"isTF\"] = True\n", + "adata" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dd9764f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dropping layers: KeysView(Layers with keys: clean)\n", + "checking raw counts\n", + "removed 0 non primary cells, 15728 renamining\n", + "filtered out 5865 cells, 9863 renamining\n", + "Removed 0 genes.\n", + "validating\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/scdataloader/preprocess.py:248: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " data_utils.validate(adata, organism=adata.obs.organism_ontology_term_id[0])\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n", + "/home/ml4ig1/miniconda3/envs/scprint/lib/python3.10/site-packages/lamindb/_can_validate.py:113: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", + " if isinstance(values[0], list):\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "startin QC\n", + "Seeing 1532 outliers (15.53% of total dataset):\n", + "done\n" + ] + } + ], + "source": [ + "adata.obs.drop(columns=\"is_primary_data\", inplace=True)\n", + "preprocessor = Preprocessor(do_postp=False)\n", + "adata = preprocessor(adata)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4ea7a6b1", + "metadata": {}, + "outputs": [], + "source": [ + "torch.cuda.empty_cache()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "33e3aa73", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 30/30 [00:17<00:00, 1.75it/s]\n" + ] + } + ], + "source": [ + "grn_inferer = GNInfer(layer=list(range(model.nlayers))[:],\n", + " how=\"most var across\",\n", + " preprocess=\"none\",\n", + " head_agg='none',\n", + " filtration=\"none\",\n", + " forward_mode=\"none\",\n", + " num_genes=NUM_GENES,\n", + " max_cells=1024,\n", + " drop_unexpressed=True,\n", + " doplot=False,\n", + " batch_size=12,\n", + " )\n", + "grn = grn_inferer(model, adata[adata.X.sum(1) > 500], cell_type='podocyte')\n", + "grn.var.index = make_index_unique(grn.var['symbol'].astype(str))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "028f0ce4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-520125.97, -472260.8 , -354765.75, ..., -396053.3 , -521763.38,\n", + " -335862.03], dtype=float32)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grn.varp['GRN'][:,:,1].sum(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "2366d54d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(5000, 1)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grn.varp['GRN'].min((1,2))[:,None].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "fbb6efe9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n", + "too many genes for central computation\n" + ] + }, + { + "ename": "ValueError", + "evalue": "Must pass 2-d input. shape=(5000, 5000, 128)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[26], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mall\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m 2\u001b[0m grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m (grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m-\u001b[39m grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mmin((\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m2\u001b[39m))[:,\u001b[38;5;28;01mNone\u001b[39;00m,\u001b[38;5;28;01mNone\u001b[39;00m]) \u001b[38;5;241m/\u001b[39m (grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mmax((\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m2\u001b[39m))[:,\u001b[38;5;28;01mNone\u001b[39;00m,\u001b[38;5;28;01mNone\u001b[39;00m] \u001b[38;5;241m-\u001b[39m grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mmin((\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m2\u001b[39m))[:,\u001b[38;5;28;01mNone\u001b[39;00m,\u001b[38;5;28;01mNone\u001b[39;00m])\n\u001b[0;32m----> 3\u001b[0m \u001b[43mBenGRN\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgrn\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mscprint_benchmark\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Documents code/benGRN/bengrn/base.py:176\u001b[0m, in \u001b[0;36mBenGRN.scprint_benchmark\u001b[0;34m(self, elems)\u001b[0m\n\u001b[1;32m 174\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtoo many genes for central computation\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 175\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[0;32m--> 176\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mutils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menrichment\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 177\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgrn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 178\u001b[0m \u001b[43m \u001b[49m\u001b[43mof\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43melem\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 179\u001b[0m \u001b[43m \u001b[49m\u001b[43mgene_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\n\u001b[1;32m 180\u001b[0m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mTFs\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mi\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mutils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTF\u001b[49m\u001b[43m]\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 181\u001b[0m \u001b[43m \u001b[49m\u001b[43mutils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfile_dir\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/celltype.gmt\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 182\u001b[0m \u001b[43m \u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 183\u001b[0m \u001b[43m \u001b[49m\u001b[43mdoplot\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 184\u001b[0m \u001b[43m \u001b[49m\u001b[43mmaxsize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2000\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 185\u001b[0m \u001b[43m \u001b[49m\u001b[43mtop_k\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 186\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 187\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m res \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 188\u001b[0m \u001b[38;5;28;01mcontinue\u001b[39;00m\n", + "File \u001b[0;32m~/Documents code/GRnnData/grnndata/utils.py:204\u001b[0m, in \u001b[0;36menrichment\u001b[0;34m(grn, of, doplot, top_k, gene_sets, min_size, max_size, permutation_num, **kwargs)\u001b[0m\n\u001b[1;32m 202\u001b[0m rnk \u001b[38;5;241m=\u001b[39m grn\u001b[38;5;241m.\u001b[39mgrn\u001b[38;5;241m.\u001b[39msum(\u001b[38;5;241m1\u001b[39m)\u001b[38;5;241m.\u001b[39msort_values(ascending\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m 203\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m of \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRegulators\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m--> 204\u001b[0m rnk \u001b[38;5;241m=\u001b[39m \u001b[43mgrn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgrn\u001b[49m\u001b[38;5;241m.\u001b[39msum(\u001b[38;5;241m0\u001b[39m)\u001b[38;5;241m.\u001b[39msort_values(ascending\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m 205\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m of \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCentral\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 206\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[0;32m~/Documents code/GRnnData/grnndata/GRNAnnData.py:105\u001b[0m, in \u001b[0;36mGRNAnnData.grn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 103\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 104\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m--> 105\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mDataFrame\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvar_names\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvar_names\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/scprint/lib/python3.10/site-packages/pandas/core/frame.py:827\u001b[0m, in \u001b[0;36mDataFrame.__init__\u001b[0;34m(self, data, index, columns, dtype, copy)\u001b[0m\n\u001b[1;32m 816\u001b[0m mgr \u001b[38;5;241m=\u001b[39m dict_to_mgr(\n\u001b[1;32m 817\u001b[0m \u001b[38;5;66;03m# error: Item \"ndarray\" of \"Union[ndarray, Series, Index]\" has no\u001b[39;00m\n\u001b[1;32m 818\u001b[0m \u001b[38;5;66;03m# attribute \"name\"\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 824\u001b[0m copy\u001b[38;5;241m=\u001b[39m_copy,\n\u001b[1;32m 825\u001b[0m )\n\u001b[1;32m 826\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 827\u001b[0m mgr \u001b[38;5;241m=\u001b[39m \u001b[43mndarray_to_mgr\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 828\u001b[0m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 829\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 830\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 831\u001b[0m \u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 832\u001b[0m \u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 833\u001b[0m \u001b[43m \u001b[49m\u001b[43mtyp\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmanager\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 834\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 836\u001b[0m \u001b[38;5;66;03m# For data is list-like, or Iterable (will consume into list)\u001b[39;00m\n\u001b[1;32m 837\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m is_list_like(data):\n", + "File \u001b[0;32m~/miniconda3/envs/scprint/lib/python3.10/site-packages/pandas/core/internals/construction.py:314\u001b[0m, in \u001b[0;36mndarray_to_mgr\u001b[0;34m(values, index, columns, dtype, copy, typ)\u001b[0m\n\u001b[1;32m 308\u001b[0m _copy \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 309\u001b[0m copy_on_sanitize\n\u001b[1;32m 310\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m astype_is_view(values\u001b[38;5;241m.\u001b[39mdtype, dtype))\n\u001b[1;32m 311\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m 312\u001b[0m )\n\u001b[1;32m 313\u001b[0m values \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(values, copy\u001b[38;5;241m=\u001b[39m_copy)\n\u001b[0;32m--> 314\u001b[0m values \u001b[38;5;241m=\u001b[39m \u001b[43m_ensure_2d\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 316\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 317\u001b[0m \u001b[38;5;66;03m# by definition an array here\u001b[39;00m\n\u001b[1;32m 318\u001b[0m \u001b[38;5;66;03m# the dtypes will be coerced to a single dtype\u001b[39;00m\n\u001b[1;32m 319\u001b[0m values \u001b[38;5;241m=\u001b[39m _prep_ndarraylike(values, copy\u001b[38;5;241m=\u001b[39mcopy_on_sanitize)\n", + "File \u001b[0;32m~/miniconda3/envs/scprint/lib/python3.10/site-packages/pandas/core/internals/construction.py:592\u001b[0m, in \u001b[0;36m_ensure_2d\u001b[0;34m(values)\u001b[0m\n\u001b[1;32m 590\u001b[0m values \u001b[38;5;241m=\u001b[39m values\u001b[38;5;241m.\u001b[39mreshape((values\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m], \u001b[38;5;241m1\u001b[39m))\n\u001b[1;32m 591\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m values\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[0;32m--> 592\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMust pass 2-d input. shape=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvalues\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 593\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m values\n", + "\u001b[0;31mValueError\u001b[0m: Must pass 2-d input. shape=(5000, 5000, 128)" + ] + } + ], + "source": [ + "grn.varp['all'] = grn.varp['GRN']\n", + "grn.varp['GRN'] = (grn.varp['GRN'] - grn.varp['GRN'].min((1,2))[:,None,None]) / (grn.varp['GRN'].max((1,2))[:,None,None] - grn.varp['GRN'].min((1,2))[:,None,None]).sum(-1)\n", + "BenGRN(grn).scprint_benchmark()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb4577e1", + "metadata": {}, + "outputs": [], + "source": [ + "grn.varp['GRN'] = (grn.varp['GRN'] - grn.varp['GRN'].min((1,2))[:,None,None]) / (grn.varp['GRN'].max((1,2))[:,None,None] - grn.varp['GRN'].min((1,2))[:,None,None])\n", + "BenGRN(grn).scprint_benchmark()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "00a6b04e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n", + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n", + "found some significant results for 0.0 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n", + "intersection of 3525 genes\n", + "intersection pct: 0.705\n", + "precision: 0.0014132890699662995 \n", + "recall: 1.0 \n", + "random precision: 0.0014136901168079472\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 98%|█████████▊| 126/128 [00:02<00:00, 51.03it/s]/home/ml4ig1/Documents code/benGRN/bengrn/base.py:860: RuntimeWarning: invalid value encountered in scalar divide\n", + " precision = (grn[true] > threshold).sum() / (grn > threshold).sum()\n", + "100%|██████████| 128/128 [00:02<00:00, 51.01it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0013186082339234236\n", + "Area Under Precision-Recall Curve (AUPRC): 0.001318124766336838\n", + "EPR: 0.12054151258061398\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'enriched_terms_Central': ['celltype.gmt__Hepatic stellate cells',\n", + " 'celltype.gmt__Keratinocytes'],\n", + " 'TF_enr': False,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Podocytes'],\n", + " 'significant_enriched_TFtargets': 0.0,\n", + " 'precision': 0.0014132890699662995,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0014136901168079472,\n", + " 'auprc': 0.001318124766336838,\n", + " 'ap': 0.0013186082339234236,\n", + " 'epr': 0.12054151258061398}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grn.varp['GRN'] = grn.varp['GRN'].T\n", + "BenGRN(grn).scprint_benchmark()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a91ccf01", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n", + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAICCAYAAADs5+teAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACfjUlEQVR4nOzdd1hT59sH8O8JM7KnoCLLBQq46qiW4cJRt3W17j1qW7W/OusWba0ddqlYHK2tbbWOKoIKuPcEFQWUKSiI7E2e9w/epIQMkkPY9+e6cgnnPHnOnYC5Oc/kGGMMhBBCiIYIajsAQgghDQslFkIIIRpFiYUQQohGUWIhhBCiUZRYCCGEaBQlFkIIIRpFiYUQQohGUWIhhBCiUZRYCCGEaBQlFkKUuH79OiZPngxHR0cIhUKYmpqiS5cuWLNmDd68eVMjMXAcx/sh5uDgoPJzvvnmmxp5XaTh0q7tAAipq1atWoXNmzej/KpHBQUFuHPnDu7cuYOffvoJJ0+exFtvvVWLURJS91BiIUSOH374AZs2bZJ836RJE3h6eiItLQ23bt0CAKSmpsLX1xePHj2CjY1NtcUyevRomWO3bt1CXFyc5HsXFxe4urqqXKenpyesrKzknmvdurX6QRJSHiOESMnKymJGRkYMAAPADAwM2OPHjyXnN2zYIDkHgE2fPr3GY5wyZYpUDGvWrFFa3t7eXqp8aGhojcRJGifqYyGkgj///BPZ2dmS78eOHYt27dpJvl+yZAmEQqHk+z/++AO5ubk1GmNNev36NdauXYvu3bvD3NwcOjo6MDY2hpOTE/r27YvPPvsMFy5cqO0wSR1CTWGEVFDxQ7Jbt25S3wuFQri5ueHGjRsAgLy8PNy6dQteXl41FmNNSUtLQ9euXaWa3QAgOzsb2dnZeP78OUJCQhATEwNPT89aipLUNZRYCKkgMjJS6vvmzZvLlKl4LDIysl4lljVr1ijsY/n7778lX+/evVsqqTg4OKBDhw4oLCxEUlISnj9/jvz8/GqPl9QvlFgIqSAjI0PqewMDA5kyFY/V1NBjTVG16er58+eSr9u0aYNHjx5BS0tLcqyoqAiXLl2qd6+fVC9KLIRUgsnZZFXesYbI3t5e8vXz58+xYsUKdO3aFc7OzmjTpg0MDQ3Rp0+fWoyQ1EXUeU9IBaamplLf5+XlyZSp2FlvZmZWnSFpXGhoKBhjch/lzZo1Cy1btgQAFBcX44svvsDYsWPRpUsXGBsbw9XVFcuXL0dqamptvAxSR1FiIaSC8iPAACAxMVGmTFJSktLnNBTW1ta4d+8eNm3ahLfffluqCZAxhsePH2PLli3o1q0bsrKyajFSUpdQYiGkgoqjm65fvy71fV5eHiIiIiTfN2nSBF27dq2R2GqDmZkZVqxYgcuXLyM7OxsvX77ExYsXMXLkSEmZ2NhYHDlypBajJHUJJRZCKhg7diyMjIwk3//11194/Pix5Psvv/xSaiTU+PHj5XbwNwShoaE4cOAA0tPTAZStW2ZtbY3evXtj0KBBUmVTUlJqI0RSB1HnPSEVGBkZwc/PDwsXLgRQdofStWtXeHp6IjU1Fbdv35aUNTMzw8aNG2sr1Gp3//59fPLJJ9DS0kKbNm3QsmVLCIVCpKSk4ObNm1JlXVxcailKUtdQYiFEjgULFuDFixfw8/MDYwx5eXk4ffq0VBlLS0ucOnUKtra2tRRlzSktLcXjx4+l7tzKGzx4MIYOHVrDUZG6ihILIQps2rQJw4YNw/fff48LFy7g5cuX0NPTg7OzM4YOHYqPP/643o0GU9eoUaMgEAhw9epVhIeHIy0tDenp6RAIBLC2toa7uzvGjh2L999/HwIBtayTMhxrLAPyCSGE1Aj6E4MQQohGUWIhhBCiUZRYCNGA/fv3Q1tbW6WHj4+PymVbtWpV2y+NELVR5z0hGiASiVBaWqpSWcaYymVLSkqqEhYhtYI67wkhhGgUNYURQgjRKEoshBBCNIoSCyGEEI2ixEIIIUSjKLEQQgjRKEoshBBCNIoSCyGEEI2ixEIIIUSjNJZYxHtWEEIIadyqtKRLSkoK/Pz8cOLECSQkJIAxhpKSEuzcuRMvX76EtrY2VqxYoalYCSGE1AO8E8u1a9cwbNgwvH79GuJVYTiOAwAkJSVh48aN4DgOb7/9Nry9vTUSLCGEkLqPV1NYeno6Ro0ahbS0NAD/JRSxMWPGSL4+depUFcIjhBBS3/BKLN9//z1SUlLAcRwYY6i4jqW7uzssLS0BlN3ZEEIIaTx4JZYTJ05Ivj548CBGjBghU8bV1RWMMURHR/MOjhBCSP3DK7FERUWB4zh07doV48ePh5aWlkwZU1NTAGXNZoQQQhoPXoklPz8fANC0aVOFZTIyMsouIKCpMoQQ0pjw+tQ3NzcHYwxPnjyRez47Oxt37twBAFhYWPCPjhBCSL3Da7ixh4cHgoODER0djS+//FJq+9SXL19i/vz5yMnJAcdx6Nixo6ZirXUikQgvXryAkZGRzEg4QghpyBhjyM7ORrNmzSpviWI8/PTTT4zjOCYQCCQP8fdaWlpS3+/Zs4fPJeqkhIQEBoAe9KAHPRrtIyEhodLPSl573hcUFMDDw0My4osxJvkLvvzXrVu3xv3796Gnp6fuJfDrr7/i4sWLuH37NsLDw1FUVISAgABMnTpVrXpEIhF++OEH7Nq1C9HR0TA0NES/fv2wadMmODk5qVVXZmYmTE1NkZCQAGNjY7WeSwgh9VlWVhbs7OyQkZEBExMTpWV5NYXp6+vj6NGjGDBgAJKSkqSahcRzW2xsbHDkyBFeSQUAVq1ahbi4OFhaWsLW1hZxcXG86pkzZw78/f3Rvn17LFq0CC9evMCff/6J4OBgXLt2Da1bt1a5LvHrNDY2psRCCGmUVOkG4D1ky8XFBeHh4Vi5ciVcXV0hFAohFArh6uqK5cuXIyIiAq6urnyrh7+/P2JjY5Gamoq5c+fyqiM0NBT+/v7w9PTEnTt3sHXrVhw4cABHjx5Feno6Fi5cyDs+Qggh8lVpEUpTU1Ns2LABGzZs0FQ8Ev369atyHbt37wYAbNiwAbq6upLjgwYNgre3N4KDgxEfH4+WLVtW+VqEEELK8LpjcXJygpOTE9zd3VFcXKzpmDQmLCwMBgYG6NWrl8w5X19fAMD58+drOixCCGnQeN2xJCcno6ioCD4+PtDR0dF0TBqRm5uL5ORkdOjQQe7KAOK+laioKIV1FBYWorCwUPJ9VlYW73jyijMQFPMdXuQ8gp6WARxMu6CzzTCYC1vwrpMQQuoiXncs9vb2AFTrxKktmZmZAKBw9IK4811cTh4/Pz+YmJhIHnZ2drzj+evRSjxNv4icotd4nR+P28n/YPfdaTj2ZCNyi97wrpcQQuoaXoll9OjRYIzhzp07Vforvq5bvnw5MjMzJY+EhARe9WQWvERK7lO55yJfn4f/vRmIeHVGZpVoQgipj3gllhUrVsDNzQ0ZGRkYN24c7w/c6iS+U1F0RyJOiMrGY+vp6UmGFldliHFusfI7koKSbJyM/gJ/PPwUb/KTeF2DEELqCl59LEOHDoWWlhYYYwgODoazszMcHBzkTvXnOA7nzp3TSLDqMDAwgK2tLZ4/f47S0lKZfhZx34o681j4U+1OJD7rPn65PwfvtJyKrrYjIeBk+4YIIaSu45VYwsLCwHGcZDJkSUkJoqOjERMTI1Wu/Cz82uDl5YU//vgDly9fhqenp9S5oKAgAJA5XttKRIUIjd2JyLTzGOj8CawN1FsdgBBCaluV17QXJ5jaTCBpaWmIjIyUbJUsNnv2bADA6tWrUVRUJDkeGBiIsLAwDBgwQDIQoToxFe9YykvOicTe+/MQGrsbxaUF1RAVIYRUD94TJKu7o9nf3x+XLl0CAISHh0uOhYWFAQB69+6NmTNnAijbKnndunVYs2YN1q5dK6nDx8cHM2fOhL+/Pzp37owhQ4YgOTkZhw4dgrm5OXbs2FGtr6EyLpY+SMgKR05RmtzzDCLcePEnnry+gH6OC9DKvEcNR0gIIerjlVieP3+u6ThkXLp0Cfv27ZM6dvnyZVy+fFnyvTixKLNz5064ublh165d+Pbbb2FoaIiRI0di06ZNcHZ21njc6mht3gu+zh/jQtwe3Ek5rrBcZmEKDkeuhoulN/o6zIeBrlkNRkkIIerhtbpxY5WVlQUTExNkZmaqNUIsKfsRfg3/SOb48Dar0M7SCwCQkPkAgTFf4U3BC6V16Wsbwdt+JtytB4LjaHdOQkjNUOfzjz6ZaoAqudvOxB3TPHahR/PxEHCKbyQLSrJxOuZrHHy4FK/z4jUZJiGEaESVEsubN2+wcuVKuLu7w8jICEZGRnB3d8fKlSvx+vVrTcXYgEkPeNDR0oOX/QxM9fgJzY2UrwydmBWOX+7Pxvm4PSguLVRalhBCahLvzvsHDx5g0KBBSElJkfqLPCIiAg8fPkRAQAACAwPh4eGhkUDrN/VaG62aOOD9Dl8j/FUwQmJ3orA0R245ESvFtaQ/8OT1BfR1nA9ns+6aCJYQQqqE1x1Lbm4uRowYgeTkZMlclfIPxhhSUlIwcuRI5ObmajrmBkPZEG2OE8C96UDM7LQHbS3eUVrPm4IX+PvxKhx9sp7WHSOE1DpeiWXPnj2IjY2V2o64/EMsLi4Oe/bs0UykjZShrjlGtP0cY9pthLFeU6Vln7y+CP97M/Aw9RytO0YIqTW8EsuxY8ckX3ft2hUnT55EYmIiEhMTcfLkSXTr1k1y/ujRo1UOkgDO5t0xo+NudLUdrXSpl4KSbPwbtQWHIz9HZkFKDUZICCFlePWxREREAAAsLCxw5swZqYUcmzVrhp49e6JNmzZIS0vDw4cPNRNpPcZn5r08ulpC9HWcC3drXwTGbEdyTqTCsjFvriEu8y56tfgAbzUbDS1B3dw3hxDS8PC6Y8nIyADHcejcubPc1YFNTU3RuXNnSVkiHwd+y+BYGTjiA7dv4Ov0EfS1jRSWKxEV4nz8Hvxyfw4SsyL4hkkIIWrhlViEQiEAIDExUWEZ8Tlx2UatGvo7BJwWOtq8i5kd96CthfKFNNPzE/BbxCcIivkWecUZGo+FEELK45VYHBwcwBjD48eP8cUXX0h1FDPGsG3bNjx69Agcx9XIIo/1V9UX7jTQNcOItqsxou3naKJjqrTsvZf/Ytedabj38hQYE1X52oQQIg+vPhZvb288ePAAQNkui99//z1cXFzAcRwePXqEpKQkqbKNnab6WJRpa/EOWhp74Hz8Htx/eUphucLSHATFfI3wV0EY5LwYlk0o8RNCNIvXHcu8efOgrV2WkxhjSExMxNmzZ3HmzBkkJiZK7mC0tLQwb948zUXbwGh6qwGhjjEGOn+CD9y+hbWB8gU2X2Q/wt7783A96U+IWKlG4yCENG68Ekvbtm3h5+cnNTlSrPzXmzZtQrt27aoeJVFLcyNXTHH/AT72s6Et0FNYrpQVIyxuN36LWIz0fMX9ZYQQog7ea4UtWbIE+/fvh62trcwESVtbWwQEBODTTz/VZKxEDQJOC92av4cZHXejjXkvpWVfZD9CwP05uPniCPW9EEKqrMrL5jPGcPv2bcTGxoIxBkdHR3Tu3BkCQcNbOJnvsvlxmffwx0PZJDuq3Tq0Nn9bkyEqFPPmBs4824HMQuWTJlsYu2Fwq6Uw029WI3ERQuoHdT7/eC9CKcZxHLp27YquXbtWtaoGSVne5juPhQ9ns25o2dEfFxP24uaLw1C0MGZiVjgC7s2Bt/0sdLJ5l/Z8IYSojdenRl5eHuLj4xEfH483b2QXPUxPT5ecz8vLq3KQ9V/dWLdLR0sPfRzm4P0O22Gq5I6kWFSAM8934NCjz2hZGEKI2nglls2bN8PR0RGOjo6SPejLu3TpkuS8n59fVWOs15SP/Kq5O5byWhh3wDSPn9HFZoTScnGZ9/DLvdn/P++lbiRHQkjdxyuxhIaGgjEGS0tLjBgxQub8sGHD0LRpUzDGEBISUtUY672UnOjaDkGGrpYQ/ZwWYEL7bTDRs1FYrkiUj6CYr3Ho0bJKt00mhBCAZ2J59uyZZK0wRX+Rizf4ev78Of/oGoDU3OcIi9sl91xN9rEo0tLEA9M67kTHpu8qLReXeQcB9+bgVvI/NHKMEKIUr8SSnp4OABCJFH/AiM+JyzZWj9Lq/h2bnlYT+Dp/hLGuW2Cka6WwXLGoAOee/4iDEUto3gshRCFeiaVJkyZgjCEiIkJuciktLZUsra+vr1+1COu5NwVJik/W/g2LFEfTLpjRcTfcrAcqLZeYHYGA+3Nw48XfNGufECKDV2Kxs7MDAKSkpMjtnN+8eTOSk5PBcRxatmxZtQgbMHOhXW2HIENP2wCDWy3BGJeNMNS1UFiuRFSE0NidOPDgQ7zKfVaDERJC6jpe81h69+4tuSP5/PPPERISAi8vLwDA+fPnpUaK9e7du+pRNkCOpl3r9CREZ7PumNlxD87H7cHdlycUlkvJjcK+BwvQs8VE9Gw+njYUI4Twm3l/9+5ddOnSBRzHSdYLK09cJcdxuHHjBrp06aKZaGsZn5n3R5+sx5PXF2WOL+lxEtoCXU2HWC3iMu8hMPqrSmftWzdxwuBWn6KpYasaiowQUlPU+fzj1RTWqVMnLFiwQCqpiNcJA/6buzF37twGk1Q0yUjXqt4kFQCwN+mI6R13VTrv5VXeM+wPX4iQ2J0oLMmtmeAIIXUO7/U6vvvuO3z00UcQCAQyG31xHIcPP/wQO3bs0EiQpPaJ571MbP8VzPVbKCwnYqW4+eJv+N+djqj0KzUYISGkrqjyIpQxMTE4duwYnj0r68B1cnLCsGHD0KpVw2sO0VRTmJGuFeZ3PVgdIdaIElERriT8imtJh8CgfE6Lq2Uf9HWcjyY6JjUUHSGkOtToIpTOzs5YvHhxVash9Yi2QBee9tPRxqI3TkZ/ibS8WIVlH6WFIDbjDvo5LUA7Cy+Nb25GCKl7aOlawpuNYRtMdf8Rb7f4AAJOS2G5vJIMHH+6CX8+Xo6MguQajJAQUhs0klgiIiIwd+5ceHl5oV+/fvjoo49w7949TVRN6jgtgQ7eaTkFk92/RwujDkrLxmbcxp57s3A18SBKRSU1FCEhpKaplFhCQkIwYMAADBgwAKtWrZI6d+bMGbz11lvYvXs3Ll26hNDQUHz//ffo2rUrfvrppyoFd/PmTQwePBimpqYwMDBAjx498Oeff6pVx4sXL/DRRx/B1dUVBgYGaNq0KXr37o0DBw6gtLT6Z403lkWBmxq0wsQO2zG41VLoaRkqLFciKsSF+AAcCF9EEysJaaBUSixhYWE4e/Yszp07J9UpX1xcjFmzZqGwsFBmWXWRSISPP/4Yjx494hVYaGgoevXqhUuXLmHs2LGYO3cuUlJSMG7cOHz11Vcq1fHs2TN4eHhgx44dsLe3x8KFCzFq1CjExMRg8uTJmDlzJq/YiHwcx8HN2hczOu1GK7OeSsu+/P+JlZcTfqW7F0IaGJUSS3h4OICyD4533/1vFdzAwEDEx8eD4zjJZMny81lKSkqwa5f8lX2VKSkpwaxZsyAQCHDhwgXs2rULX331Fe7fv482bdpgxYoViIuLq7Sebdu2IS0tDV9//TUCAwOxdetW/PTTT3j8+DFatmyJvXv3qlQPUY+RriVGtVuHoa2Xw1DHXGE5ESvBpYR9OBC+CKm5jXsVbEIaEpUSS3R02X4iTk5OsLS0lBwPDAyUKufl5YVjx45h0qRJkmMXLlxQO6iQkBDExMRg4sSJ6Nixo+S4iYkJVqxYgaKiIuzbt6/SesRDoAcPHix13NTUVLLUTFpamtrxkcpxHAdXqz6Y2ekXdGo6VGnZl7lR2PtgPq4k/EZ3L4Q0ACollvT0dHAcB2dnZ6njV69eldypAMAvv/yCoUOHIiAgADY2NmCMITY2Vu2gxGuNDRgwQOacr68vgLI1ySrToUNZZ/KpU6ekjmdkZODy5cuwsbGBq6ur2vER1elpG2CA8yJMcvsOFkJ7heVErAQXE/Zif/hCJGSF12CEhBBNUzmxANJL4BcVFUn1n7i4uMDR0bGsUoFAstFXTk6O2kFFRUUBAFq3bi1zzsbGBoaGhpIyynz66ado06YNPvnkEwwaNAifffYZ5s2bBxcXF2hpaeGff/6BUChU+PzCwkJkZWVJPQg/zYxcMNXjR/RoPh6ckl+7V7kxOBixGMHPvqNlYQipp1SaICme1Pbq1SvJsZs3b6KkpETSv9KrVy/pirW1pf5VR2ZmJoCypi95jI2NJWWUadq0Ka5evYoPPvgAgYGBOH36NABAKBRi7ty5kuSniJ+fH9atW6dm9EQRbYEuvOxnoI152cTK1/mK+7fuppxAdPo19HdaiNbmb9dglISQqlLpjkW8f/2tW7ckTVsHDhwA8N9KxhUTS0pK2Uq45uaKO2+rW3R0NHr16oXU1FRcvHgR2dnZSEhIwOeff44NGzagb9++SoccL1++HJmZmZJHQkJCDUbfcNkatVXp7iW7KBVHItfgn8j1yClq3DuRElKfqHQ70a1bN8TFxaGkpASdOnWCg4MDHjx4ILVsft++fSXli4qKEB4eDo7jYG+vuF1dEfGdiqK7kqysLJiZmVVaz9SpUxEXF4dnz57BxsYGAGBoaIhly5bh5cuX+Oabb/DHH3/g/fffl/t8PT096OnpqR0/qZz47qW1eS+civ4Sr/PjFZZ9mn4R8Vn30MdhDjpYDaBlYQip41S6Y5k6dark68zMTNy/f19qifwBAwagefPmkjLBwcEoKioCgEqbm+QR963I60dJSUlBTk6O3P6X8rKzs3H58mW4uLhIkkp5Pj4+AMr2liG1p5lRO0z1+Ak+9rOhLVCcxAtKsnEqeht+f7gEb/KVbPdMCKl1KiWWQYMG4YMPPpDcnZSft2JoaIjt27dLlQ8ICJB8XbGJTBXi3SiDg4NlzgUFBUmVUUSc2BQNJ05NTQWAGrgjaSRT76tAW6CLbs3fw/SOu2Bv0lFp2YSscPxyfw5uvjgMEav+lRMIIepTea2wvXv34ptvvoGbmxv09PRgZGSEIUOG4NKlS2jXrp2kXHJyMh4+fAhnZ2c4Oztj4MCBagfVt29fODk54eDBg1JrjmVmZmLz5s3Q1dXF5MmTpa4ZGRkp1XRmYWGBtm3bIj4+Hv7+/lL1Z2RkYNu2bQD+u3OpSRyoKUceM/1mGOf6BQa3WgqhtuJluUtEhQiJ/Rm/hX+CtDya4EpIXVPl/ViqS2hoKHx9faGvr4/x48fDyMgIhw8fRlxcHLZt24YlS5ZIyk6dOhX79u1DQECAVLNdYGAghg0bhpKSEvTt2xedOnXCmzdvcPz4caSmpmL06NH4+++/VY6Jz34s/0Suw9P0S1LHjHWtMa/rbypftzHKLXqDc7E/4nFamNJyAk4bPZqPx9stJkJLoFMzwRHSCFX71sQ1wcfHB5cuXUKvXr1w6NAh/PTTT2jatCn++OMPqaSizKBBg3DlyhW89957ePToEb755hscOnQIDg4O2LFjBw4dOlTNr4LwZaBrhmFtVmJUu3Uw0rVSWE7ESnAl8VfsfTAfyTlPajBCQogidfaOpS6iO5baUViahwtxe3An5bjSchwE6N58LHrZTYK2QLeGoiOkcWgQdyyEiOlpNUF/pw8xsf1XMNVvprAcgwjXkv5AwP25eJ5xuwYjJISUR4mF1Bt2Ju6Y7rETb9mOVjqxMj0/AX8+WoajTzbgTcGLGoyQEAJQYiH1jI6WPvo4zsUU9x9g3cRJadknry9gz92ZuBD3C4pLC2soQkIIJRZSLzU1bIXJ7t+jt91kCDjFC0iUsmJcTfodAfdnIz7zfg1GSEjjRYmF1FtaAh30spuEqe4/wsZA+UoMbwpe4PeHS3Eqehtyil7XUISENE6UWKodDbqrblYGjpjkvgP9HT+EnpaB0rLhr4Lgf3cG7qWcBGOiGoqQkMaFV2KJj49HfHw8Xr+mv/x4oUUUNU7AaaGz7bCyHStthirt3C8szUXQs29wIHwRXuZG12CUhDQOvBKLg4MDHB0dMW/ePIVlli1bhm7duqF79+68gyNEXYa65hjgtAhTPX6ErWE7pWWTc55g3/0FCI3dhcLSvBqKkJCGr9qawmJiYnDr1i3cunWrui5BiELWBs74wO0b9HWYBx2BvsJyDCLcePEXfrk3m+a+EKIh1ZZYCgtpeCepXQJOC12bjcKMjv5wsVS+2GhW4Uv8+WgZTkVvQ0FJdg1FSEjDpPK+wfHxshsx5eXlyT2elJSE69evAwBtykRqnYl+UwxrswIdrPrjzLMdyChMVlg2/FUQnr25gXdaToW79UBwHI1vIURdKicWBwcHqSTBGENgYCAcHR2VPk/RvvWE1DQns7cwo5M/riYexLWkQxCxErnlcovf4HTM14hIPYu+DnNhY9imhiMlpH5T+8+x8mtWMsYUPoCyu5UuXbpoLlpCqkhboIt3Wk7FNI+fYWfsprRsYlY49j1YgJNRXyCnKL2GIiSk/qu2+3zGGLS0tLB8+fLqugQhvFk2sceE9tswwGkRdAVCpWUjUs/A/+4M3H8ZCFoMnJDKqdwU5unpKWkKO3/+PDiOg4WFBdq3by9VjuM4CIVCtGvXDlOmTIG7u7tmIyZEQzhOgE42Q+Fs1h2nY77B84ybCssWlubgdMx2hL8KwiDnxbBo0rIGIyWkflE5sYSFhUm+FgjKbnS8vb3x559/ajyohoT+vq37jPWs8Z7LJsS8uY4zz79HVuFLhWWTsh8i4P5c9LabjG7N34OA06rBSAmpH1ROLOWJ714q3q0Q1dCe93UPx3FoZd4DLU08cD3pEG6+OIxiUYHcsqWsGOfj9+Bp+iUMcl4CKwPlA1gIaWx4JZbydy+ENCS6WkK803IqOjZ9F6FxO/E4LUxh2eScJ9j7YD56tpiIHs3H0a6VhPw/XomlvMTERCQlJSmdEOnp6VnVyxBSo4z0LDGszUq0t+qH4Gc7FDaPiVgJLifsx6PUcxjgtAgOpp1rOFJC6h7eieXYsWP47LPPEBUVpbQcx3EoKZE/X4CQus7ZrDtmdvTAhfi9uJV8BIp6zd4UJOHQo8/gYumDfo4L0ESH5m+RxovXcOPTp09j1KhRiIqKUjqXpfycFkLqKx0tffR1nIv3O3wNc/0WSss+TgvFnrsz8TjtPP3uk0aLV2LZvHmz1CRIQhqDFsbtMdXjZ3RrNlbpsvx5JRk4/nQj/nmyDtlFaTUYISF1A6+msLt370oSipWVFbp37w4TExNoadHQS9Kw6WjpwcdhFtpZeCL42XdIyX2qsGxU+mXEZd6Fj8MceFgPoj/CSKNRpc57S0tLPHjwANbW1pqKh5B6wdaoLSa5f4e7KSdwMX4vCktz5ZYrKs1DUMzXeJJ2HoNaLYGxHv1fIQ0fr6awDh06AAA6depESYU0WgJOC11sR2BGJ3+0MuuptGxs5h3suTfr/7dEpr4X0rDxSiwzZswAYwwRERG07wpp9Ix0LTGq3ToMbbMCQm1jheWKSvMQ9OwbHHq0DJkFimf3E1Lf8U4sAwYMQHJyMkaPHl3pkOPGjf46bQw4joOrpQ9mdPSHq2VfpWXjMu/gl3uzcD3pL5SKaCg+aXh49bE4OzujoKBAsidLYGAgDA0NYWFhIVOW4zjExMRUOVBC6gMDXTMMbbMMrlY+OB3zDXIUjAorEuUjLG4XIlKD0ddhHk2sJA0Kr8QSGxsLjuPAcZykvTg7OxvZ2bJbutJIGNIYOZt1x4yOuxESuxPhr04rLJeWF4tDjz5Da/Ne6O+0EEa6ljUYJSHVo8r7sYgTjLwHIY2ZvrYhBrdagvdcNsNI10pp2aj0y9hzdxYiXp2hzn1S7/FOLDUx4/7mzZsYPHgwTE1NYWBggB49eqi1TP/evXuVJj5aTJPUBCeztzCj4264Ww9UWq6wNAcno7/A4cjPaWIlqdd4NYWJRCJNxyEjNDQUvr6+0NfXx/jx42FkZITDhw9j3LhxSEhIwJIlS1Sua/jw4ejYsaPMcQcHB80FTIgSetoGGNRqCdysfRH07Fuk5cUqLBvz5hr23I1AP8f5aG/Vj+7+Sb1T5dWNq0NJSQlmzZoFgUCACxcuSJLC559/jm7dumHFihUYM2YM7O3tVapvxIgRmDp1avUFTIiKWhh3wFT3n3Dv5b+4lLAfBSWy/ZLAf3cvT15fgK/zxzDUlR0YQ0hdpbE97xljyMvL00hdISEhiImJwcSJE6XuNExMTLBixQoUFRVh3759GrkWITVNS6CNLrYjMKtTAFwsfZSWjX5zDf53Z+Jeyr9grPpbCgjRhCrdsaSkpMDPzw8nTpxAQkICGGMoKSnBzp078fLlS2hra2PFihVq1yvu+xgwYIDMOV9fXwDA+fPnVa7v7t27eP36NUpKSuDg4IB+/frJHRpNSE1qomOCYW1WoJ2FJ4KefYu84gy55QpLcxD07Fs8TjuPga0+gZl+s5oNlBA18U4s165dw7Bhw/D69WuZlY6TkpKwceNGcByHt99+G97e3mrVLZ5w2bp1a5lzNjY2MDQ0VGtS5nfffSf1vVAoxJo1a/DZZ5+pFRch1aGNRW/YGbvjzPPv8TgtVGG5+Kx7CLg3B54tp6Gz7XAIOFr0ldRNvJrC0tPTMWrUKKSllY1cqdi5OGbMGMnXp06dUrv+zMxMAGVNX/IYGxtLyijj6OiIHTt24OnTp8jLy0NiYiL2798Pc3NzLFu2DDt27FD6/MLCQmRlZUk91EVDR4kqhDrGGNZmBUa0/RxNdEwVlisWFeBc7E848GARUnOf11yAhKiBV2L5/vvvkZKSIpkgWfHD093dHZaWZRO9rl27VvUoefLy8sLChQvRunVrCIVCNG/eHJMmTUJQUBD09fWxdu1apbtb+vn5wcTERPKws7PTSFwcaJQPka+txTuY0dEfLpbeSsul5D7F3gfzcSXhN1oWhtQ5vBLLiRMnJF8fPHgQI0aMkCnj6uoKxhiio6PVrl98p6LoriQrK0vh3Ywq2rdvj969eyM9PR2PHz9WWG758uXIzMyUPBISEnhfkxBVlfW9rMQYl01KJ1aKWAkuJuzFgXC6eyF1C6/EEhUVBY7j0LVrV4wfP17uBl+mpqYAyprN1CXuW5HXj5KSkoKcnBy5/S/qEN9R5ebK30cDAPT09GBsbCz1IKSmOJt1w4yOu9Gp6VCl5V7mRpXdvSTS3QupG3gllvz8fABA06ZNFZbJyMgou4BA/Ut4eXkBAIKDg2XOBQUFSZXho7S0FLdu3QIAlefCEFIb9LQNMMB5ESa036Z0NJiIleBiPN29kLqBV2IxNzcHYwxPnjyRez47Oxt37twBAF7Devv27QsnJyccPHgQ9+7dkxzPzMzE5s2boauri8mTJ0uOJycnIzIyUqbp7Pbt2zJ1l5aWYtmyZYiOjoaPjw9sbW3Vjo+QmtbSxAPTO+5G9+bjwCn5b/syNwoB9+fifNwelIiKajBCQv7DK7F4eHgAAKKjo/Hll19KdYC/fPkSU6dORU5ODjiOk7uUSmW0tbXh7+8PkUgET09PzJ49G0uWLIGHhweePn2KzZs3Sy3Hsnz5cri4uOCff/6Rqqdr167w8PDApEmTsGzZMsyePRuurq7Ytm0bWrRoAX9/fz4vn5BaoS3Qhbf9THzg9g0shC0VlmMQ4VrSH9h7fx5eZCvuQySkuvCaxzJixAhJM9WyZcukzjVv3lxqlNjIkSN5Bebj44NLly5hzZo1OHToEIqLi+Hm5oatW7di3LhxKtWxZMkSXLt2DWfOnEF6ejp0dXXRqlUrrFq1CosXL4aZmRmv2AipTc2MXDDV4ydcStiPG0l/gUH+jPzX+fH4NfxjdG02Cu/YTYWOll4NR0oaK47xmGhRUFAADw8PyYgvxphkLkv5r1u3bo379+9DT69h/EKLR6NlZmaq3JF/+PHniH5zVeqYqZ4t5nTZXx0hkkbmRfZjnIz+Eun5ykcsGus1xTt2U9Deqi84TmMrOZFGRJ3PP16/Yfr6+jh69CiaNWsmlUgASOa2NG3aFEeOHGkwSYWQuqiZkQumefyMHs3HK52Jn1X4Eiejv8DvDz9Fen5iDUZIGiPef7q4uLggPDwcK1euhKurK4RCIYRCIVxdXbF8+XJERETA1dVVk7HWUzTznlQvbYEuvOxnYIr7D2hq0Epp2YSsBwi4PwfXkw6hVFRcQxGSxoZXU1hjxa8pbDWi30ivPmCq3wxzOtPqzETzSkUluPHiL1xOOIBSpjxxWDVxxOBWS2Fj2KaGoiP1WbU3hRFC6iYtgTZ6tpiAqR4/oZmhi9KyqXnPsf/BhzQ0mWhclTf6SkxMRFJSEgoLCxWW8fT0rOplCCFqsGxijw/cvsGT1xcRGrsLWUWv5JYTD01+mn4Zg5wXo4VxhxqOlDREvBPLiRMn8L///Q9Pnz5VWo7jOKULPRJCqgfHCdDO0guOZm/hQtwvuJNyHIr6/NLzE/BbxCdwtx4EH4dZ0Nc2qtlgSYPCqyksODgYI0eOxNOnTyWrGyt7EEJqj55WE/R3Woj3O2yHVRNHpWUfvAqE/92ZeJQWSv93CW+8EsumTZsgEpVNyqq4FwshpG5qYdwBU9x/QC+7yUqHJucWp+PE0834+/EqZBXKb0IjRBleTWF37tyRzFextbVFz549YWREt86E1HVaAh30tpuENua9EBi9DSm5indifZZxA3vuzYKP/Sx4NB1MEyuJynglFvEy+Y6OjoiIiIBQKNRoUISQ6mVt4IRJ7jtw88XfuJzwK4pFBXLLFZXmIejZt3iYFoIBjh/CykB5UxohAM+msC5dugAAnJycKKkQUk8JOC10bz4OMzr6w8n0LaVlE7PCsffBPITF7kZhieI9jAgBeCYW8cKT165dw6NHjzQaUEND3Z+krjPRb4oxLpswrM1KGOgoXphVxEpx/cWf8L83EzHp12swQlLf8GoK69+/P7766issXboUPXr0wLhx49ChQweFqwWX3zuFgHa8J3UOx3FwsfSGg0lnhMT+jIjUMwrL5hSl4e/IVWhv1Q99HeZBqEM7qxJpvOex6OnpQVdXFzk5Ofjll1+UlqXEQkj9INQxxpDW/4OLpQ9Ox3yN7KJUhWUfpp5FbMZt9HNciLYW79AIUSLBqynsyJEjWLBgAQoLC6WWy6c5LIQ0DE5mb2Fmpz2V7liZW/wGx55uwJHIz5FdlFaDEZK6jFdi+eKLLyRfUwIhpGHS1RLC234mpnn8DHuTTkrLRr+5hj13Z+LBy9P0eUD4NYVFRERI7lS6d+8umcciENA4d0IaGisDR4xz3YoHr04jJPZnFJXmyS1XWJqLwJivEPn6PAY6fwJjPesajpTUFbwSS5MmTZCfnw83NzdcuXKF2lYJaeA4joNH00FwNO2KoJhv8CzjhsKyzzNuwf/uDPSym4y3mo1SOsufNEy8bjF8fHzAGIOJiQklFUIaEWM9K4xx2Yh3Wy9DEx1TheWKRQUIi9uF/Q8+xIvsxzUXIKkTeCWW9evXo0mTJrh+/TrCwsI0HBKpTGxsLDiOA8dx8PX1lVvm2rVr4DgOU6dOlTo+depUyXMVPfbu3Sv1nPj4eMyfPx+tW7eGvr4+DA0N4ejoiCFDhmDr1q3Iza36hLkdO3Zg2rRpcHd3h7a2NjiO4/27VVhYiPXr10vibdasGWbPno1XrxSve/Xbb7+hW7duMDAwgJmZGd59913cuXNHbtlff/0Vc+bMQdeuXaGnpyf3PWvIOI5De6u+mNHRH66WfZWWfZkbhQPhixAU8y0KFTShkYaHV1PYoUOH0KtXL5w5cwb9+vWDj48P3NzcYGpqKrf8559/XpUYiRLBwcEICQlBnz591HrejBkz0KJFC7nnOnbsKPn6/v378Pb2RkZGBnr16oVBgwbB0NAQ8fHxuHjxIk6dOoXRo0ejVSvlW+JWZtGiRQAAW1tbWFlZISUlhVc9IpEIw4cPR1BQEHr06IHRo0cjKioK/v7+OHfuHK5duwYrKyup52zatAmrVq2Cvb095s6di+zsbPzxxx94++23ce7cOfTq1Uuq/KpVqxAXFwdLS0vY2toiLi6O34uu55romGBom2VoZ+mJ4JhvkVOcrrDsvZf/4tmbG/B1/hhOZspn+ZP6j1diWbt2reSvW5FIhJCQEISEhCgsT4mlejg4OCA+Ph6fffYZbty4oVaz5MyZM9GjR49Kyy1evBgZGRnYv38/Jk2aJHP+6tWrsLS0VCtuef7991906dIFNjY2mDt3Lnbu3Mmrnn379iEoKAgTJkzAb7/9JnlPfv75Z8ybNw+rVq2SqjsqKgpr165FmzZtcOPGDZiYmAAA5s+fjx49emDWrFmIiIiQGpji7++P1q1bw97eHlu2bMHy5cur8Mrrv9bmb8PO2B2hsTvx4NVpheWyil7hr8cr4GY9EH0cZtOeLw1YlYdxKfswo2GHQHUu6tK2bVtMmjQJt27dwp9//lkt17h69SpMTU3lJhUA6Nmzp8I7VXUMGTIENjY2Va5n9+7dAAA/Pz+p3805c+bAyckJv/32G/Lz8yXHAwICUFJSgpUrV0qSClB21zZhwgQ8fvwYly5dkrpGv379YG9vX+VYGxJ9bUMMarUE73f4GuZCO6Vlw1+dxu470/EoNYQ+Ixoo3omFNviqCs0NeFi/fj309PSwatUqFBcXa6xeMQsLC+Tk5ODFixcqP0fcj1PT/Q4FBQW4fv062rZtK/PBz3Ec+vfvj9zcXNy6dUtyXNyPM2DAAJn6xP1X58+fr76gG5gWxh0wzeNnvGM3FToCfYXl8koycCLKD4cjV9OeLw0Qr6awgIAATcdBeGrZsiU+/PBDbNu2DTt37sTChQtVep6/vz9On5bfbLFs2TLo65d9KIwdOxbbt29H7969MXfuXLzzzjvw8PBAkyZNNPYaNCUmJgYikQitW7eWe158PCoqCu+8847ka0NDQ7l3S+XLE9VpC3Txtt37cLHyweno7YjPuq+wbMyb69h9dzo8W05HF9vhNDS5geCVWKZMmaLpOEgVrFixAv7+/tiwYQOmTp0KQ0PDSp+zZ88ehec+/vhjSWLZtGkT0tPTsX//fnz22WcAyvbj8fDwwMiRI7Fw4UKZpjA/Pz8sW7YMtra2/F8UD5mZmQAg1aRVnrGxsVQ58dfW1vIn8skrT1Rnpt8M49t/gXsvTyIsdjeKRPlyy5WIChES+xOevD6PQc5LYNGkZQ1HSjSNpso3AGZmZli2bBlevXqFbdu2qfScq1evKmzCLJ8o9PX1ERAQgLi4OOzcuRMzZsyAq6sr7ty5g9WrV8PNzQ3Pnj2TqtvW1hbt2rVT+AFPGg+OE6CTzVDM6OQPZ7PuSssmZT9CwP25uJb4B0SstIYiJNWBEksDsWjRIrRo0QJfffWV0vkafLVo0QKzZ8+Gv78/Hjx4gOjoaHh6eiIxMRGffPKJxq/HhziRKbrDyMrKkion/lqd8oQfYz1rjG63AcPbrFa650spK8b5+D3Yc3cmYt4ont1P6jbeiSU+Ph5z585Fq1atIBQKoaWlJfehrc17ZX6iBqFQiHXr1iEnJwfr1q2r9us5OztLOueVDTWvSU5OThAIBAr7RMTHy/fBtG7dGjk5OXLnzcgrT/jjOA7tLD0xo6M/3K0HKS2bXpCIvx+vxOHHn1Pnfj3EK7E8efIEnTp1wu7du/Hs2TMUFhbS6LA6YMqUKWjfvj12796N6Ojoar+eKn05NUkoFKJbt2548uSJzKRFxhjOnDkDAwMDdO3aVXLcy8sLQNlE04qCgoKkyhDNEOoYY1CrxZjQfhtM9ZT3w0W/uYo9d2fi5osj1DxWj/BKLKtWrcKbN2/AGFO6NAipWVpaWti8eTOKi4uxdu1ajdS5fv16JCQkyBxnjGHLli0AgN69e0udS05ORmRkZLV2eiu6xuzZswEAy5cvl/qjZufOnXj27Bnef/99CIVCyfFp06ZBW1sbmzZtkqrr3r17+P333+Hi4iLz+ohmtDTxwLSOO9HVdhSUDcEvEuUjJPYn7H+wECk5T2suQMIbr3aqsLAwqQ2+jIyMYGJiAi0tzQ4VvHnzJtasWYMrV66guLgYbm5uWLx4McaOHVvpcxljOH36NI4fP47Lly8jLi4OxcXFaN26NcaNG4fFixdLRj41JMOGDUPv3r1lJvVVpGy4cY8ePTBw4EAAwPbt27F27Vp07doVXbp0gbm5OV6/fo3Q0FA8ffoUFhYW+Oqrr6Sev3z5cuzbtw8BAQEya5UpsmXLFkRGRgIoG1ggPiZubhsxYgRGjBhR6TWmTJmCQ4cO4ffff8fz58/h5eWF6OhoHDlyBI6Ojti4caPUddu0aYO1a9di1apV8PDwwOjRoyVLugBlEy4rbgfh7+8veX/Dw8Mlx8RzYnr37o2ZM2eq9LobO10tIfo6zkNbC08ExXyDtPxYhWVf5kZj/4MP0dlmGDztp0NXS6iwLKldvBJLTk4OgLIRQ6dOnaqWpoLQ0FD4+vpCX18f48ePh5GREQ4fPoxx48YhISEBS5YsUfr8wsJCDB48GHp6evD29oavry8KCgoQFBSElStX4ujRowgLC6v2+Ri10RS4detWmfWtKlI23Pijjz6SJJYTJ07g1KlTOH/+PI4fP47U1FTo6enByckJS5cuxeLFizUyrPj06dMyExHFTVFA2fI15ROLIgKBAMeOHcOWLVtw4MABfP311zA3N8eMGTOwceNGmXXCAGDlypVwcHDAN998g59++gm6urp45513sGHDBnTu3Fmm/KVLl7Bv3z6pY5cvX8bly5cl31NiUU8L4/aY1vFnPHgZiAvxe5FfIv9ul0GE2ylHEf3mGga1WlzpBmSkdnCMxyefq6srnjx5gj59+uDMmTMaD6qkpATt2rVDYmIirl27JlkUMTMzE926dUNsbCyePn2qdFmN4uJifPHFF5g/fz7MzMykjo8ePRonTpzAF198gU8//VTluLKysiSjiMRzHCrz16OVMntXmOu3wKzONMmUEHnyi7MQErsTEamy/V4VdWw6BN72s6CnbVADkTVu6nz+8epjGT9+PBhjai3zoY6QkBDExMRg4sSJUivtmpiYYMWKFSgqKpL5i7EiHR0drFy5UiqpiI+LFw2kpToIqXuEOsYY0vpTjG//JSyEyidL3nt5Er/cm41nb27WUHREFbwSy6effgpXV1dERkZiw4YNEIlEGg2qutdv0tHRAQAaCk1IHWZv0hFTPX5Cb7vJ0OJ0FJYTr5p8/Olm5BVn1FyARCGVPlmnT58uc6x58+Z49OgR1q5di927d6NTp06wsLCQKcdxnNL2fHmUzR+wsbGBoaFhldZv+uWXXwDIT1yEkLpDW6CLXnaT4GLpg8CY7UjMCldY9nFaKGIz7qC/00K0s/Cikam1SKXEsnfvXrk/JI7jwBhDYmIikpKSZM6LhyOrm1hUWfOJ71DWwMBA7Ny5Ey4uLpgxY4bSsoWFhSgsLJR8L56JTQipWebCFpjYfhvupBzH+bg9KBYVyC2XX5KJ40834bF5KHzsZ8NM2LyGIyWAhvZjqS9/Gdy8eRPjxo2DiYkJ/vrrL+jp6Skt7+fnBxMTE8nDzk75PhONkXibZFWHFRPCF8cJ0MV2BKZ33IWWxh2Vlo1Kv4Jf7s/G1cTfUSoqqZkAiYTKiUWV/Vc0NeNelTWf1F2/6datWxgwYAAEAgGCgoLQvn37Sp+zfPlyZGZmSh7yJgrWhvJ73osfurq6sLOzw8SJE/HgwYPaDlEjrl69Ci0tLXAcJ5mMqaodO3Zg2rRpcHd3h7a2NjiOk/TdVSTv/az4kDdHSyQSYceOHXBzc4NQKISVlRUmTJggsyhndbl58yYGDx4MU1NTGBgYoEePHgo3fLtw4QKWLl0KHx8fmJiY1Os/Bkz1bTG+/Vb4On0EPS3Fqz+UiIpwIf4X7Lo7FRGvzoAxzfYFE8VUagoLDQ2t7jiklN8Ho0uXLlLnUlJSkJOTg27duqlc361bt9C/f3+IRCIEBwfjrbdU23NbT0+v0rua2uTs7IwPPvgAQNncomvXruH333/HkSNH5O7VXp/k5eVhypQpEAqFyM3NVfv5ixYtAlC20rKVlZXctcDETE1NsWbNGrnnbt26hZMnT0oGjZQ3Z84c+Pv7o3379li0aBFevHiBP//8E8HBwbh27Vq1rjGm7jyvX375Bfv27UOTJk3QsmXLet+sy3ECdLR5F63MeyL42XeISr+isGxW4UucjP4Cd1KOY4DTItgY0tpv1Y7VQadPn2YA2LRp02TO7d27lwFg69atU6mumzdvMlNTU2ZkZMSuXLlSpbgyMzMZAJaZmanyc/58uIJtudxP6rHr9tQqxfH8+XMGgPn6+sqcW7lyJQPAvLy8qnQNdWOZMmWKRutduHAhMzExYRs3bmQAmJ+fn1rP//fff1lycjJjjLE5c+YwACw0NFTtON59910GgB0+fFjqeEhICAPAPD09WWFhoeT4qVOnGAA2YMAAta+lquLiYubs7Mz09PTY3bt3JcczMjJYmzZtmK6uLouNjZV6zs2bN1lERAQrKSlhV69erZafWW0RiUTsUWoo+/b6aJn/a7KP/uzMs+9ZYUlebYdd76jz+Vcnl83v27cvnJyccPDgQdy7d09yPDMzE5s3b4auri4mT54sOa5o3ajbt2+jf//+KCkpQWBgIHr27FlTL6Gcmp15/+GHHwIoayYBgBkzZoDjOFy4cEFu+e3bt4PjOMle8UDZX7fDhw+Hg4MD9PX1YW5uDl9f3xq7cw0NDcUPP/yA7du3o3lzfp2vQ4YMkbsrpDpevHiBwMBAWFtbY+jQoVLnxO/Xhg0boKurKzk+aNAgeHt7Izg4GPHx8TJ1Hjt2DH379oWZmRn09fXRoUMHbNu2DaWlqi+wyGeeV9euXdG+fXuNL7tUF3AcBxdLb8zs5I9OTYdC+dbfDLeTj+KXe7MRm3GnpkJsdHgllqioKOzfvx/79+/H7du3Zc7funVLcp7PsGBtbW34+/tDJBLB09MTs2fPxpIlS+Dh4YGnT59i8+bNcHBwkJRfvnw5XFxc8M8//0iOpaeno3///sjIyEDv3r1x5swZrF27VurxzTff8Hn5VVcDgx3EAyomTZoEAPj111/lljtw4AD09PTw3nvvSY4tWLAAL1++RL9+/fDJJ5/g3XffxdWrV9GvXz8cO3ZMpeuL15Pz9vZWK+7s7GxMmzYNAwYMkDvMvSbt3bsXpaWlmDx5smTuk1hYWBgMDAzkNjcqmmu1fPlyjBgxAk+ePMGoUaMwf/58CIVCfPrppxg/frzKcVX3PK/6qomOKQY4L8IHbt/AUuigtGxmYQoOPfoMp2O+Rn5x/W4WrIt4zRD85ptv8PPPPwMAbtyQ3YxHR0cHU6dOBcdxmDdvHr7//nu1r+Hj44NLly5hzZo1OHTokGQRyq1bt2LcuHGVPj8rKwtv3rwBULYOlbwFF+3t7fHxxx+rHVtd9uOPPwKApA/Ky8sLLVu2xN9//40dO3ZI9RlFRETg3r17GDNmjNSukY8ePYKjo6NUvcnJyejatSs+/fRTDB8+vNri/+STT/DmzRupO6jawBiTzHequO5Xbm4ukpOT0aFDB7l3AOX7CMXOnDmDLVu2wNfXF4cPH4aBgYHkOvPnz8fPP/+Mw4cPY/To0ZXGVt3zvOq75kaumNbxZ0SmncfFhH3IKFC8Qsj9l6fw9PVl9HGYg/ZW/erNCNe6jldiuXTpEhhjaNWqlUznOgB4eHigbdu2ePLkCS5evMg7uG7duiEwMLDScnv37pWsgivm4ODQ4PeCiY6OliyPn5ubi+vXr+PixYvQ19fHpk2bAJTdubz//vvw8/PDyZMnMWrUKMnzDxw4AACSAQBiFZMKUNYJPnr0aOzYsQNxcXFK12kDyn52jx8/VmuRz8DAQOzZswc7d+6s9aHd58+fR0xMDHr37o22bdtKnVNlnlX5cgAkf1zt2rVLklQASEa87dy5E7///rtKiaU653k1FAJOC65WfdDGojeuJR3C9aQ/UCIqkls2vyQTJ6O/wINXgfB1/gQWQppWUFW8EktSUlJZu6aLi8Iybdq0wZMnT+ROnCSaERMTI9ktUkdHB02bNsXEiROxbNkyuLm5ScpNmjQJfn5+OHDggCSxiEQiHDx4EBYWFhg8eLBUvc+ePYOfnx9CQkKQlJQkNUkUKOt7qCyxNGnSBO3atVP5tbx58wYzZ85E3759JXuq1CbxpN7KJtGq6tq1azAwMJDcBVUkFAol2wZkZGTIbabV1B47jYm2QBe97SbB1dIHgdFfITE7QmHZhKxwBNybg952k/FWszHQEtCST3zxeufEQxXFTU3yiM9lZ2fzuQRRga+vr8I9VcpzcXFBly5dcOrUKbx58wZmZmYICwtDYmIi5s+fL9V/EB0djW7duiErKws+Pj4YOnQojI2NIRAIEBYWhvPnz8skGk1YvHgxMjMz4e/vr/G61ZWZmYnDhw/D2NhY7t4/qsyzKl8OKOvzKykpUbpttHhYdUZGhtxy4sSiyvUrLr7a2JkLW2Bih68qnblfyopxPn4PIl+fRz/HBWhh3KGGI20YeHXem5iYgDGGBw8eICMjQ+b8mzdvcP/+fQBQeXl5Ur0mTZqEoqIiyQQ6cTOYuHNf7Ouvv8abN2+wd+9enDlzBt988w3Wr1+PtWvXqnUHoq67d+8iNzcXjo6OUhMTp02bBqCs45vjuBrpE/vtt9+Qn5+PCRMmyG3KMzAwgK2tLZ4/fy53NJe8PhBjY2NYWFgonVD8/PlzAP8141Z8iMnrwxETz/Oqzjk09ZV45v6MjrvhbNZDadmXudH4LeITHHuyCVmFqTUUYcPBK7GI25yzs7MxY8YMqbuS8sc4jkObNm00EympkgkTJkBbWxu//vor8vPzceTIEbRq1Qo9ekj/B4uJiQEAmQ56xpjURlaaNmrUKMyYMUPm4enpCQB46623MGPGjBoZMi5uBlO2WZeXlxdyc3PlvifiDcrEsQNA9+7d8fr1a410qos31gsOlt2vRHzt6th8r6Ew0bfBGJcNGNl2LQx1LZWWjXwdhj33ZuJO8nGaua8GXomlX79+kq+PHj0Ke3t79OnTB3369IG9vb3UkNTyZUntsba2xoABA3D58mV88803yMrKkum0ByDpO6m4tfGWLVsQEaG4fbqivLw8REZGyp3LIc/nn38Of39/mYf4jmXUqFHw9/eXGhGo7jVUce/ePdy5cwfu7u7o2rWrwnLifqDVq1ejqOi/TuHAwECEhYVhwIABUv1Q4pUApk+fjtevX8vUl5KSgsePH6sUo7rzvIh8bSx6YVanX9DVdhSUzX0pKs3Dmec7cCD8IyTnPKm5AOsxXn0ss2fPxrZt25Cfnw/GGDIyMiTj5tn/r2gMlHVI1oWOWFJm0qRJOHXqlGT5EnmJZe7cuQgICMDo0aMxduxYWFhY4Nq1a7hz5w6GDBmCkydPqnStGzduwMfHB15eXgrX6KoqZdfYsmWLpDP86tWrkmPi0YMjRoyQu9WxKncrQNlw+JkzZ8Lf3x+dO3fGkCFDkJycjEOHDsHc3Bw7duyQKj9w4ECsXr0aGzZsQKtWrTBw4EDY29vj9evXiI6OxsWLF7Fx40alA2LExPO8fH194enpKbWkS1xcHLZt2yY1zwso+0NB3H+VmpoqOSZeL8zS0hLbtm2r9NoNja6WEH0d56GdpRcCo7fjdX6cwrLJOZHY/+BDuFv7wrPldBjoUj+WIrwSS7NmzfD9999LZnWXJ15KHwC+++473jOnG4q6NOB5+PDhMDY2RlZWFnr27AlnZ2eZMp06dUJwcDBWrVqFI0eOQEtLC2+//TYuX76M48ePq5xYatvp06dlJgmKm4mAsn6MiomloKAAv/32G/T19eUm3Yp27twJNzc37Nq1C99++y0MDQ0xcuRIbNq0Se57u379enh6euK7777DuXPnkJGRAQsLCzg6OmLt2rV4//33VX596s7zio6OlpmNHxMTI2n6tLe3b5SJRay5kSumevyI28n/4HLCrwo79wGGB69O43FaGLo3H4uuzUZDT0v1IfWNBa8978WOHj2KxYsXIzY2Vup4y5Yt8dVXX6k0Jr8+4bPn/Z+PVuB5hvS2qeZCO8zqJH/YKSGkduUUpeN83B5EpMr2YVVkqGOO/k4foo1F7xqIrHap8/lXpcQidufOHclS4U5OTujcuXNVq6yTKLEQ0ng8z7iNoJhvkFmoeGVssTbm76C/0wIY6sruottQqPP5p5EZQJ07d26wyYQQ0jg5mnbBzE57cCPpL1xNOqhw5j4APE2/iNjM2/BqOQOdbN4Fx9XJ9X1rTON+9YQQooS2QBdv272PWZ0C0NbCU2lZ8eix3yIWIy1P8SCAxkClO5Y+ffoAALy9vfH5559LvlcFx3E4d+4cv+gIIaQOMNazxoi2q5Gc/QShcbuQkKV4l9ak7IcIuD8H3ZuNxdt2H0BboKuwbEOlUmIRL4FuaWkp9X1lyg89JoSQ+s7WqC0mtN+Gh6lncS72JxSUyF+ySsRKcTXpdzx5fREDnD+CvUnHmg20llFTWD2kyh7t5ZfacXBwkDqnp6cHKysrdOvWDQsWLJCZDFlexXq1tbXRtGlTvPvuuzh79my1vcbBgweD4zjo6+tXqZ5nz57B0NAQHMdh7ty5csu8efMGS5cuRatWrSTvzZgxY/Dw4UOF9YaGhmLw4MGws7ODUCiEs7MzJk6cKFnKqDqJRCLs2LEDbm5uEAqFsLKywoQJEyQDaCrasWMHpk2bBnd3d2hra4PjuGqbW9QYcByHDtb9MbPjHrhaKm+9SS9IxB8PP8WRyDV4k994FuRVufO+4uCxhr4kfX1Qfs/7iip+IGtpaWHVqlUAgJKSErx58wbh4eHYuXMnfvzxRwwdOhT79u2Tu3ihhYUFFi5cCKBsrsfDhw9x8uRJnDx5EgcPHsSECRM0+rp2796NoKAg6OvrV+n3TCQSSSYAKvL69Wv07NkTUVFR6NmzJ4YPH47k5GQcPnwYgYGBCAkJQffu3aWes2PHDixatAimpqYYNWoUrKys8PTpU/z111/4+++/cerUqWpdcWLOnDnw9/dH+/btsWjRIrx48QJ//vkngoODce3aNZl1wsSz/m1tbWFlZYWUlMpHOZHKGeiaYWib5XCz9sXpmK+Vjh6LSr+CmDc30MlmKHo0Hw9DXfMajLQWqLLXcWxsLIuNjWWpqalS36v6aCj47Hl/6OFy2T3v70yrUhzK9ryXx97enunp6ck9Fxsby/r27csAMC8vL1ZaWip1HgBr27atzPN+//13BoDZ29urHb8yz58/Z0ZGRmzp0qVK41bFtm3bmLa2Nvv6668ZADZnzhyZMgsWLGAA2OLFi6WOX7lyhWlpaTFXV1ep96SoqIgZGxszY2NjFh8fL/WcI0eOMADMx8eHd8yVCQkJYQCYp6cnKywslBw/deoUA8AGDBgg85x///2XJScnM8YYmzNnDgPAQkNDqy3GxqiwJI+FPN/JvrjiK/P/veJj+7Vh7GrC76y4tLDyiusQje95b29vD3t7e0kfi/h7VR+k7rK3t8eJEyfg4uKC8+fP4++//1bpeePGjYOBgQHi4uKQlpamkVgYY5g+fTpsbW2xfv36KtUVGRmJVatWYfny5VL7wld07NgxCAQCmWXqe/bsiaFDh+LRo0dSM/hfv36NrKwsdOjQQWYzsiFDhoDjOMmSKeVlZ2djzZo1aN++PYRCIUxNTeHr66u0GVIe8c6aGzZsgK7uf53CgwYNgre3N4KDg2XWThsyZAhsbGzUug5Rj66WED4OszHF/QfYGChfeLeoNA/n4/dgz71ZiEm/XkMR1ixefSxOTk5wcnKCu7s7iouLNR1TA1P3mwyFQiGWLl0KADh06JDaz9fWlm5R9fb25tWOv2PHDpw/fx6//PILhEKh2nGIlZaWYsqUKWjdurWk+U+RlJQUWFpawtDQUOaceCfNkJAQybGmTZvC0tISERERSEhIkCp/8uRJMMbQt29fqePp6eno2bMn1q9fDzMzM8ydOxejR4/G7du34ePjg6NHj6r82sLCwmBgYIBevXrJnGvM+93XFdYGzpjk/h36OMyFvraR0rIZBS/wd+Qq/PHwUyRlP6qhCGsGrwmSycnJKCoqgo+Pj9QmUUQ1nJKVVNVRfmvi8gYOHCizHH5lvL29AQA3b95UXvD//fHHH8jNzUX79u1hamqq1rXkiYqKwvLly7Fo0SK5H5rq8PPzw507d3Dt2jWpv+rlsbS0xKtXr5CTkyOTXMT7ozx9+lRyjOM4/PDDD/jggw/g7u4u1cfy77//4r333sPGjRul6vnwww/x8OFD7N69W2pxSz8/P3Tt2hWzZ8/GwIEDKx2okJubi+TkZHTo0AFaWloy55Xt00JqjoDTwlvNRqODVX9cStiHuyn/gkHxkvtxmfcQF/4R2pi/g76Oc2GsZ12D0VYPXonF3t4eUVFRNJS4lpXfmrg8U1NTtRNLs2bNAEBus1ZaWpokgZXvvDc0NMRPP/0kU37//v3Iy8tDy5YtVbq2SCTClClTYGtri02bNqkVd0X379/H+vXr8emnn6JLly6Vlh80aBACAgKwbt06fPnll5Lj169fx7///gsAMpvZjR07VjISq/xWw25ubpg8ebJUgkpLS8OhQ4fQp08fmRWTra2t8emnn2LRokU4e/Ys3n33XaWxqrLXfflypHYJdYzR3+lDdLQZiisJvyLytfI7yafpF/Es4wZ6Np+At5qNgY6WXg1Fqnm8Esvo0aMlfxVmZWXRLpG1RNWtiavq9evXMgnM0NAQZ86ckZvAVE0oYl9++SWuXbuG0NBQuTs2qqqoqAhTpkxBq1atJFsDVGb9+vU4ffo0tm3bhqtXr6JHjx5ITk7G33//DVdXVzx48AACgXSL8Z49ezB//nwsWLAACxcuhI2NDSIjI7F8+XIMHToUP/zwA+bPnw+g7A6wtLQUhYWFcu8uxXcXkZGRePfddxEWFibThNixY0e5S/yT+sGqiQOGt12FrtmjcPbZ90jJVXxHWSIqxMWEvbj38iTeaTkFHawG1Ms/4HkllhUrVuDff/9FREQExo0bh127dsl0ZJL65cWLFwAAKysrmXNt27aV7G2SkZGBo0ePYt68eRg5ciRu3bpVpa0Rnj59ijVr1mD+/PlV3vXQz88P4eHhuHLlCvT0VPtrr0WLFrh58ybWrFmDwMBA3LhxA3Z2dli/fj0cHBwwfvx4WFv/1zQRGRmJuXPnYujQodi+fbvkeOfOnfHPP/+gTZs2WLZsGaZPnw59fX2kp6cDAC5fvqx0B07xfvdhYWEySXzKlCkYMWKESnvdA4rvaEjtam7kiknuOxD+KhhhcbsVTq4EgOyiVJyK3oaHqecw0PkTmOrb1mCkVcer837o0KHQ0tICYwzBwcFwdnZGmzZt4O3tLdlJUvyo2JFJ6ibxX8lvvfWW0nKmpqaYOnUqvv/+e6SkpGDBggVVuu6jR49QWFiIH374QWYyZlxcHAoLC+VO+pTn7t27EIlE6NGjh1Q9Pj4+AMr2T+E4Tuav/+bNm8Pf3x9JSUkoKipCTEwMPvvsM8mOjuV3kjxz5gxKSkokdZbXpEkTdOvWDdnZ2YiOjgbwX/PUkiVLlO53L77DWrt2rcw58eZkBgYGsLW1xfPnz1FaWipzffHdD+13X3cJOC14NB2EOZ33o7fdFOhWspdLXOZd7Lk3C5fi9yO/OKuGoqw6Xncs4iVdxJt6lZSUIDo6WrJpkBijJV3qhfz8fHz11VcAoPJkx+nTp+PHH3/EsWPHcOXKFbz99tu8ru3g4IAZM2bIPXfo0CHk5+dLJjlWdhfSv39/yZD48pKTk3Hq1Cm0a9cOvXr1QqdOnSqNq7S0FH/88Qe0tbWl9hUSb0Msb0hx+ePiWN966y1wHCfZxbKqvLy88Mcff+Dy5cvw9JReFFG8kVnF46Tu0dc2RC+7D9Cx6RCExfkjIvUMFI0gLREV4nLiAdxMPgw3a190a/YejPVkWxbqkiovm0+Jo36Lj4/H9OnT8ejRI/j4+GDUqFEqPY/jOKxZswbDhw/H6tWrpRYajY+Pl3TeV9Zn0rFjR8mWuRWdPXsWKSkpcs/Lu4aiu6ewsDCcOnUKXl5e+Pnnn6XOFRcXo6SkRGp4s0gkwtKlS/HkyRN88sknkoENACQj1nbt2oU5c+ZINQMGBgbi8uXLsLOzQ6tWrQAANjY2GDt2LA4dOoQvv/wSS5culfk/c/36dbi5uanUvzR79mz88ccfWL16Nc6cOSMZ9RYYGIiwsDAMGDCA5o7VIwa6ZhjS+lN0thmGs89/wIucxwrLFpXm4XbyPwh/eRq97Cahi+0IaAnq5qhc3omF0ZIu9UpJSYmk87i0tBQZGRl48OABLl++jNLSUgwfPhx79+5V6w+FYcOGoUuXLggJCcH58+clfSSTJ0/G+fPnERoaKhnGrGmausbLly/Rvn17DBgwAI6OjigqKkJQUBAiIyMxZMgQ+Pn5SZXv0aMHJk6ciIMHD8LFxQUjR46EjY0NHj9+jH///RcCgQA7duyQeh9//PFHPHnyBP/73/9w4MAB9OzZE6ampkhISMCtW7cQFRWF5ORklRKLj48PZs6cCX9/f3Tu3BlDhgxBcnIyDh06BHNzc+zYsUPmOVu2bJH0kYnvnLZs2SJpYhsxYgQNDqhltkZt8YHbt3iafgnnnv+E7CL5d8QAUCTKR2jcLkSknsGgVktga9i2BiNVDa/EIh7fT+qP0tJSSaewrq4ujI2N4ejoiDlz5mDixIm8546sXbsWQ4cOxerVq3HhwgVNhlwjTExMMHz4cFy+fBn//vsvdHR00KFDB+zevRvTp0+XGREGAAcOHMA777yD/fv3459//kFeXh4sLCwwYsQI/O9//5MZKWdubo4rV67g+++/x6FDh/Dbb79BJBLBxsYGHh4eWL16tdwmPEV27twJNzc37Nq1C99++y0MDQ0xcuRIbNq0Cc7OzjLlT58+LTNpUtxsBpQ1R1JiqX0cx6GtxTtwMOmM83F7cPflCaXlU/Oe48CDRejWbAx62U2uU8OTNbI1cWPBZ2viQ4+WITbjttQxC2FLzOy0pzpCJIQ0EEnZj3Al4Tc8y7hRaVlz/Rbo4zAXzubdKy3Llzqff7Rsfq2gfilCiHLNjVzxnusmTHLbARdLb6Vl0wsS8XfkKhx/ugm5RW9qJkAlqtx5n5iYiKSkJBQWFiosQ6NUCCGEn2ZG7TDMaCU62QzDmWc7kJqnuCvicVoYYjPuwNN+BtytfSHgZJf+qQm8E8uxY8fw2WefVbouEcdxKCkp4XsZQgghAOyM3TDF/QdcS/oDVxIPQsTkf67ml2QhKOZrhL88jYGtFsOqiUPNBgqeTWGnT5/GqFGjEBUVpXTSl/jB182bNzF48GCYmprCwMAAPXr0wJ9//qlWHYWFhVi/fj1at24NfX19NGvWDLNnz8arV694x0UIIbVBS6CDXnaTMNX9x0pHg73IeYy99+fhYvxeFJcqblGqDrwSy+bNmyUJo7rmsYSGhqJXr164dOkSxo4di7lz5yIlJQXjxo2TTOarjEgkwvDhw7FmzRpYWlri448/Rs+ePeHv74+ePXsqnORGCCF1mZWBIz5w+xYDnT+Bnpbslg9iIlaCK4m/Yc+9mYhOv1Zj8fEaFWZkZIS8vDwAZWtLde/eHSYmJnKX8gaAgIAAteovKSlBu3btkJiYiGvXrkk2asrMzES3bt0QGxuLp0+fVjoRLCAgANOnT8eECRPw22+/SZLgzz//jHnz5mH27NnYuXOnynFpblSYPWZ2kj8pkBBC1JFTlI4zz77H0/SLlZZtY94b/Z0WwlDXQu3rqPP5V6XEYmlpifDwcKlF+jQhODgYvr6+mDZtmtSy5ACwb98+TJ06FevWrcPnn3+utJ63334bV69eRWxsrFQSYoyhVatWePnyJVJTU1XeVIoSCyGkropOv4pzsT8jo+CF0nJ6Wobo4zAHbta+arU4Vftw4w4dOgAAOnXqpPGkAvy3IOKAAQNkzqm6S15BQQGuX7+Otm3bytzZcByH/v37Izc3F7du3dJM0AokZz+p1voJIQQAWpn3xHSPnejWbCw4JR/thaU5CIz5CoceLUNGQXK1xMJrVNiMGTNw/fp1REREoLCwUOUlylWlbJVWGxsbGBoaVjoaLSYmBiKRSOFKr+V323vnnXfkliksLJQaRi1eljwlJUWyzLkyJaWFyH/DABhIHS8q1EFycvX8QAkhjVs7vXdh2dQd15MOITXvmcJyz7OeYHfSx/C2n4UWxu0rrTc7W/Ey/xXxTix///03zpw5g9GjR+Prr7/W6FLdquyUV9kueZrYbc/Pz0/uDo0BAQGVbiP7H9mVdFMB7LqwS8XnE0IIHyaQ9/lTXhGAU1cvA1C8V5BYQUGBylfmlVicnZ1RUFAAxhgCAwMRGBgIQ0NDWFjIdghxHCeznH59sXz5cixevFjyfVZWFuzs7DBt2jQYGRkpfS5jDDdf/I1HaSEy59qav4OedhM1Hi8hhFRUUJKNG0l/4VnGTZlzni2nw8lM+R5MYtnZ2diyZYtKZXklltjYWKn9WMQXlXerxGc4sio75ZmZmVW5jvLl5NHT05PbzGdjY6NS5/3wZovQMfMdnIr+ClmFLwEAZvrN0Nf1A5joN630+YQQUnW2cLRbiej0awh69i1yitIAAM5mPfB2u6Eqf0YbGBhUXuj/Vet+LHwnR5bv/+jSpYvUuZSUFOTk5KBbt25K63BycoJAIFDYF1NTu+3Zm3TCnM77EJd5DwBDMyNX6FWyaxwhhGhaK/MesDN2Q1icPx6nhWKA06Jqm4fIexHK6pxxL97XIzg4WOaceLnvyvZHFwqF6NatG548eYK4uDiZ2M+cOQMDAwOpbWeri4DTgqNpFziadqWkQgipNXraBvB1/gizO++t1l0oeSUWkUik8kPe3tyV6du3L5ycnHDw4EHcu3dPcjwzMxObN2+Grq4uJk+eLDmenJyMyMhImWav2bNnAyjrKymf6Hbu3Ilnz57h/fffV3kOCyGENBRNdEyrtf46ux9LaGgofH19oa+vj/Hjx8PIyAiHDx9GXFwctm3bhiVLlkjKTp06Ffv27UNAQIBkf3SgLAEOHjwYQUFB6NGjB7y8vBAdHY0jR47AwcEB169fh5WV6lmbzwRJQghpCBrEfiw+Pj64dOkSevXqhUOHDuGnn35C06ZN8ccff0glFWUEAgGOHTuGtWvXIjU1FV9//TUuX76MGTNm4OrVq2olFUIIIapR6Y7l+PHjAIDmzZvLdKYr8vfff+PRo0cAUOnSK/UF3bEQQhorja8VJhAIwHEcRo8eLbVs/YIFCxAYGCh3rsp7772Hw4cPg+M4Xv0sddGbN29gbm6OhIQESiyEkEZFPI8vPT290ukeVRpu/OrVK8mclsYgOjoaAGBnZ1fLkRBCSO2Ijo7GW28pn1RZZ/tY6qJWrVoBAB4+fIiEhAS1H/369ZP8K34kJCTAwsICFhYWMt+Lj1V8VDynra0tVb+FhQW0tbVlngdA6rrifyvGWPF4xXgrvg551654rHy84mMVry0uU75s+XLy6pAXm/g9Kf96xccqXkNcf8VjFeso//Op+L7Ke68rvr/i90T8ACA5XvF1VXxuxfOKfj4V31fx1+IVMeS9p+Lni+MrH0/52Mv/3pWvW97vgriuir/XFa9f8Xe+/HtT8Xe44nXLX1/ez19ct1j52MtfW/xzqPg7JVax3vL1aWtrS71Wef9XxWXEPwPx71T554uPi2MUnxe/DnEZcTnx+1Lx9138fcXf+/K/o4r+76nyePjwodTnoDJVniDZmIj3m2nRogWvpjChUIgWLVpIDXFu0aKF5BdHfL78L5K84dDlywNlTZXiesXPFwgEcp8rPla+vKLz8mIo/zx5dYmvXfFYxbq1tbVlrq2trQ2hUCj5V3xMXK78cXEd8mITvyccx0mdFwgEMtcQ11/xmFAolKpDfKziz09cb8VjFd9f8XsixnEcWrRoIRVT+fe9/HMrnq/4c1P0voq/1tbWlnovKr734tdaMZ7ysYvfg4rXkfe7IK6r4u91xeuXv075mDiOk/kdLv+citeX9/Mv/56J6yv//orPi38O5eMQH5cXu/i4OL7y74e8/2/iMuKfgfh3qvzzxcfFMYrPi99zcbny9VWMq/z/uYq/9+V/hor+76lCvFqJon23pK6ndu2EEEKIEpRYCCGEaJRaTWF5eXmIj4+X+l4sISFBanZ7+XOEEEIaD7USS2BgIBwdHWWOM8bg4OCgqZgIIYTUY2olFmVTXuroyjCEEEJqmFqJRd35KpRsCCGk8VE5sVCSIIQQogqVEotIJKruOAghhDQQNNyYEEKIRlFiIYQQolGUWAghhGgUJRZCCCEaRYmFEEKIRlFiIYQQolGUWAghhGgUJRZCCCEaRYmFEEKIRlFiIYQQolGUWAghhGgUJRZCCCEaRYmFEEKIRqm1H0tjV1paCgDIysri9fzi4mJkZWWhuLhYciwrK0uyerT4fPnVpMuXFStfHijb0kBcr/j5jDG5zxUfK19e0Xl5MZR/nry6xNeueKxi3SKRSObaIpEIxcXFkn/Fx8Tlyh8X1yEvNvF7UvE9YIzJXENcf8VjxcXFUnWIj1X8+YnrrXis4vsrfk/KPycrK0sqpvLve/nnVjxf8eem6H0Vf13x96Hiey9+rRXjKR+7+D2oeB15vwviuir+Xle8fvnrlI9JHIO8mCv+q+jnX/49E9dX/v0t/zOu+LsqPi4vdvFxcXzl3w95/98qlhc/yj+//LHy8Yrf8/JbliiLS/y9vN9H8TFF//dUIX6O+HNQGY7RRisqu3nzJrp161bbYRBCSK25ceMG3nrrLaVlKLGo4c2bNzA3N8dDZ2cYb90KODsD5ua1HRYhhFS7rKwstHdzQ3p6OszMzJSWpaYwNWhpaQEAWujpwdjKCmjWDLC0rOWoCCGk+ombwsSfg8pQ5z0hhBCNosRCCCFEoyixEEII0ShKLIQQQjSKEgshhBCNosRCCCFEoyixEEII0ShKLIQQQjSK1wTJvLw8pKWlAQCMjIxkZmGmp6cjJycHAGBpaYkmTZpUMUxCCCH1Ba87ls2bN8PR0RGOjo4ICwuTOX/p0iXJeT8/v6rGSAghpB7hlVhCQ0PBGIOlpSVGjBghc37YsGFo2rQpGGMICQmpaoyEEELqEV6J5dmzZ+A4Dp07dwbHcXLLeHh4AACeP3/OPzpCCCH1Dq/Ekp6eDuC/fUHkEZ8TlyWEENI48EosTZo0AWMMERERcpNLaWkpIiIiAAD6+vpVi5AQQki9wiux2NnZAQBSUlLkds5v3rwZycnJ4DgOLVu2rFqEhBBC6hVew4179+4tuSP5/PPPERISAi8vLwDA+fPnpUaK9e7du+pREkIIqTd4JZZZs2bh559/BlC2l3JYWJhUMim/KeWMGTOqFiEhhJB6hVdTWKdOnbBgwQIwxiSjwhhjkoQiPjZ37lx06dJFQ6ESQgipD3gv6fLdd9/ho48+gkAgkLpDESebDz/8EDt27NBIkIQQQuoP3nvecxyHr7/+GgsXLsSxY8fw7NkzAICTkxOGDRuGVq1aaSxIQggh9QfvxCLm7OyMxYsXayIWQgghDQCtbqyG8k1+hBDSGKnyOajSHcv69esBAK6urhgzZozke1V9/vnnapWvq7KzswEAWUFBMG7RQiN1JiUloXnz5hqpixBCqkvW/69Yn52dDRMTE6VlOaZC+hEIBOA4DqNHj8aff/4p+V5VpaWlKpetyzIzM2FqaoqMjIxK31hV/f7775gwYYJG6iKEkOqizudftTaFNbSmI3EyVSepEkJIQ6DO55/KnfcVk0RDSxq1xdvbu7ZDIIQQjVIpsQQEBAAAHBwcpL4nVRcfHw9bW9vaDoMQQjRGpcQyZcoUpd8T/p49e4bu3bvXdhiEEKIxvOaxTJ8+HQCgpaWFH3/8ETo6OhoNqiEqLCrG64xs2FqZSbVRamtXeSoRIYTUKbw+1Q4cOACRSIRu3bpRUlFR4qt0vM7IhrmpEfR1/3vP3nvvvVqMihBCNI/XqLCmTZsCACwsLDQaTEOmLSh7q0tKpIdeHz58uDbCIYSQasMrsfTr1w+MMYSHh2s6ngaLE/y3CnR5RUVFtREOIYRUG16JZe3atTA2NkZiYiJWrlxJQ49VIO5Vqfhe2dvb13wwhBBSjXj1sezfvx/e3t44fvw4tmzZgiNHjuCdd95Bs2bNIBDI5qqGsqRLVYg77EUVEouzs3NthEMIIdVGpSVdKiq/pEvFzb3kaShLumRlZcHExASZmZkwNjZW67nJaW+QkPIarexsYG5iKDlOS7oQQuoDdT7/qrykC8dxCpMKNZH9h/v/xjAGek8IIQ0b70kUlDR4qvC29e7du3biIISQasIrsdCSLjz8/01dxXT86tUr2NnZ1Xg4hBBSXXglFlrSRX2SxkLxnd7UqcC+fegCADo6QMuWwOTJwIoVAM3GJ4TUY7w+wS5cuAAAsLKygouLi0YDarjEfSzlDByIf4YNw8jBg4FTp4AFC8qSzPLltRIhIYRoAq/Oe29vb/j4+GDNmjUKy8yYMQPW1taSWfqNndzxDXp6GDlvHmBvD8ybB/TrBxw/Drx5U3b3YmYGNGkCDBoEREX997y4OGDo0LLzBgZA+/ZliYkQQuqAatvoKysrC2lpaUhLS6uuS9QrklFhFQY9HDt27L9vhEKgqKismezWrbIkc/VqWfPZ4MFAcXFZuQULgMJC4MIFIDwc2LoVMDQEIYTUBdXWmJ+fn19dVddP/3/HIhJJJ5a8vLyyxHHuHBAUVHZ3cvQocPky8PbbZYV++w2wsys7/t57QHw8MHo04OZWdt7JqcZeBiGEVEblxCLuVykvNTVV7vGkpCRcvHgRAOTOxG/MpOax/PsvxgYHl92hiETAxInAqFHAv/8C5fdosbAA2rYFHj8u+37RorKms+Dgsuaz0aMBd/cafR2EEKKIyonF29tbaiIkYwwXLlyAj4+P0ueZm5vzj64BkmoJ8/FB1ubNMGvaFGjWrGw02PHjlVcycybg6wucPFmWXPz8gK++Aj78sNriJoQQVal9O1G+j4AxpvABlM3K79mzp+aibQjKZxYDA5yOji4baiweYuziApSUANev/1fu9WvgyRPA1fW/Y3Z2wNy5wJEjwJIlwO7dNRM/IYRUQq3Eos5se8YYjIyMsHbtWnVjatAqfQdbtwaGDwdmzQIuXQLu3wc++ABo3rzsOAB8/HFZf8zz58CdO0BoaFlCIoSQOkDlprDJkydLmsL27dsHjuNgb28PLy8vqXIcx0EoFKJdu3Z47733YGNjo9mI67mKyVnuHV1AAPDRR8C775aNEvP0LBtOLN6ts7S0bGRYYiJgbAwMHAh8/XUNRE8IIZWr0urGo0ePxp9//lkdcdVJVVndOPVNFp4nvUIzKzO0aPrfzpv379+Hh4eHpkMlhBCNUufzj9dwY/Hdy1tvvcUrwMasYhp/9OgRJRZCSIPCK7Hs3btX5hhjDPn5+WjSpElVY2rgaFVoQkjDVqUJkikpKfDz88OJEyeQkJAAxhhKSkqwc+dOvHz5Etra2lixYoWmYm0QKqaV9957r1biIISQ6sI7sVy7dg3Dhg3D69evZXaRTEpKwsaNG8FxHN5++214e3trJNgGoUJmOX36NN59993aiYUQQqoBr2nx6enpGDVqlGQdsIo7SI4ZM0by9SlaHFFKxR0ks7OzaykSQgipHrwSy/fff4+UlBRwHCc1IVLM3d0dlpaWAMrubIhiNBybENLQ8EosJ06ckHx98OBBjBgxQqaMq6srGGOIjo7mHVxDVHFUWOfOnWsnEEIIqSa8EktUVBQ4jkPXrl0xfvx4aGlpyZQxNTUFUNZsRhSjpkJCSEPDK7GIl8RXtolXRkZG2QVodeMKaLgxIaRh4/Wpb25uDsYYnjx5Ivd8dnY27ty5AwCwsLCQW6axqtgURpNMCSENDa/EIp4pHh0djS+//BIlJSWScy9fvsTUqVORk5MDjuPQsWNH3sHdvHkTgwcPhqmpKQwMDNCjRw+Vl5BhjCEwMBDz5s2Du7s7TExM0KRJE3h4eGDz5s0oKCjgHZcm1ZU4CCFEU3jNYxkxYgSCg4MBAMuWLZM617x5c6lRYiNHjuQVWGhoKHx9faGvr4/x48fDyMgIhw8fxrhx45CQkIAlS5YofX5hYSEGDx4MPT09eHt7w9fXFwUFBQgKCsLKlStx9OhRhIWF1fpKAeHh4ejQoUOtxkAIIRrFeMjPz2dt2rRhAoGACQQCxnGc3K/btm3LCgoK1K6/uLiYOTs7Mz09PXb37l3J8YyMDNamTRumq6vLYmNjldZRVFTENm7cyNLT02WODx06lAFgX3zxhVpxZWZmMgAsMzNTrecxxtir9Ex2PTyKxSSkSB0/ePCg2nURQkhNU+fzj1dTmL6+Po4ePYpmzZqBMSY1QVI8t6Vp06Y4cuQI9PT01K4/JCQEMTExmDhxolRTmomJCVasWIGioiLs27dPaR06OjpYuXIlzMzMZI4vX74cAHD+/Hm1Y9M0vnd0hBBSV/EesuXi4oLw8HCsXLkSrq6uEAqFEAqFcHV1xfLlyxEREQHX8jseqiEsLAwAMGDAAJlzvr6+AKqWFHT+f18Tbe0qLZXGS8UxYeLXSgghDUWVPllNTU2xYcMGbNiwQVPxACibJwMArVu3ljlnY2MDQ0NDSRk+fvnlFwDyE1e1qzAs7M2bNzUfAyGEVKM6OckkMzMTQFnTlzzGxsaSMuoKDAzEzp074eLighkzZvCOka+KdyzipW8IIaShqHJbUGJiIpKSklBYWKiwjKenZ1UvoxE3b97EuHHjYGJigr/++otX/0+VVcgscrcmJoSQeox3Yjlx4gT+97//4enTp0rLcRwnNc9FFeI7FUV3JVlZWTKd8pW5desWBgwYAIFAgKCgILRv316t52tKxdWNT5w4gQkTJtRKLIQQUh14NYUFBwdj5MiRePr0qWR1Y2UPdYn7VuT1o6SkpCAnJ0du/4sit27dQv/+/SESiRAUFFSrs92LS0pr7dqEEFITeCWWTZs2QSQSAZDdi0UTvLy8AEAyCbO8oKAgqTKVESeV0tJSnD59Gt27d9dcoDyI3zexTp061VIkhBBSPXg1hd25c0cyX8XW1hY9e/aEkZGRxoLq27cvnJyccPDgQSxatEgylyUzMxObN2+Grq4uJk+eLCmfnJyMzMxM2NraSnX43759G/3790dJSQlOnz5dJ/ozaAlKQkhDxyuxiJfJd3R0REREBIRCoWaD0taGv78/fH194enpKbWkS1xcHLZt2wYHBwdJ+eXLl2Pfvn0ICAjA1KlTAZQt19+/f39kZGRg4MCBOHPmDM6cOSN1HVNTU3z88ccajb1SFTLL3bt30a5du5qNgRBCqhGvxNKlSxeEhYXByclJ40lFzMfHB5cuXcKaNWtw6NAhFBcXw83NDVu3bsW4ceMqfX5WVpZkjsjp06dx+vRpmTL29vY1n1gIIaSB4xiP3vUzZ85g4MCBaNKkCa5fv857hn19k5WVBRMTE2RmZsLY2Fit56a+ycLzpFcQ6unCrXVLyfGcnBwYGhpqOlRCCNEodT7/eN2x9O/fH1999RWWLl2KHj16YNy4cejQoYPCIcDl+0OItKtXr6J///61HQYhhGgM73ksenp60NXVRU5OjmSJFEUosfyn4jyWtLS0WoqEEEKqB6/EcuTIESxYsAAcx0mGGytqUauO4cgNiboTPQkhpK7jlVi++OILydd8JkCS/3h7e9d2CIQQolG8EktERITkTqR79+6SeSwCQZ1c07JuqZCH//nnH1rShRDSoPBKLE2aNEF+fj7c3Nxw5coVau4ihBAiwesWw8fHB4wxmJiYUFKpIjc3t9oOgRBCNIpXYlm/fr1kDgvtgFg1+vr6tR0CIYRoFK+msEOHDqFXr144c+YM+vXrBx8fH7i5ucHU1FRu+c8//7wqMTYoFYc63Lx5E61ataqVWAghpDrwSixr166VDDUWiUQICQlBSEiIwvKUWAghpPGo8jAuZX0sNBS5coMHD67tEAghRKN4J5bq2OCrcZB+X+7cuVNLcRBCSPXg1RQWEBCg6Tgajwr5NiUlpXbiIISQasIrsUyZMkXTcTQaFe/jNLlBGiGE1AU0Vb6WDRw4sLZDIIQQjaLEokEODg6S0XIVH9bmJuju1hqd2jmC4zjJ/J+//vqrdoMmaouNjQXHcZLdStXBGMORI0fg4+MDW1tbNGnSBG3btsWcOXPw7Nkzuc+5fv06hg8fDktLS+jp6aF169b4/PPPkZ+fX8VXQkj14L1sPpH18ccfIyMjQ+653PxC3L57F6FngmBgYAB7e/uaDY7UCUuXLsX27dtha2uLESNGwNjYGPfv38fu3bvx+++/48qVK+jQoYOk/JEjRzBu3DhoaWlh9OjRsLGxweXLl7FhwwaEhITg3Llz0NPTq8VXRIgcjKgsMzOTAWCZmZlqPzcy+jmzbd6CAWB//vmn5Pi9e/c0GSKpAc+fP2cA2JQpU9R6XnJyMhMIBMze3p5lZGRIndu+fTsDwKZNmyY5lpeXx6ysrJiOjg67deuW5LhIJGILFixgAJifn1+VXgshqlLn84+awmpASUkJZk2fguSkREydNRfvvfee5JyJiQkA4NWrV/jkk0/QqlUr6OnpwdLSEqNHj0ZERIRMfQ4ODnBwcEBGRgYWLlwIOzs7aGtrY+/evZIyJ06cgI+PD0xMTCAUCuHh4YHt27ejpKRE5bijoqIwbdo0ODo6Qk9PD+bm5vDw8MDHH38sM5w8Ozsb69atg7u7O5o0aQITExN06tQJq1evRnFxsVTZy5cvY8iQITA3N4e+vj7atWuHNWvWIC8vTyYGjuPg7e2NpKQkTJ48GTY2NhAIBFJLCV24cAFDhw6VaipatWqV3PoUEa8y3apVK0n877zzDg4fPixVbu/evXB0dAQA7Nu3T6q5s7LljWJjYyESidCrVy/Jz13s3XffBQCkpqZKjl25cgWpqakYMWIEunTpIvWebNy4EQDw888/09B+UudQU1gNWLp0KS5euICevTyx4KOlUueuXr2K0tJSeHt7IzExEQMGDMCIESPw6tUrHD58GEFBQTh37hy6d+8u9bzCwkL06dMHOTk5GDZsGLS1tdG0aVMAwPbt27FkyRKYm5tj4sSJMDAwwPHjx7FkyRJcvHgRR44cqXTx0BcvXqBbt27Izc3FkCFDMG7cOOTm5iIqKgo//vgjtm3bBm3tsl+fV69ewcvLC5GRkejYsSPmzZsHkUiEyMhIbN26FUuWLJEs9/PXX39hwoQJ0NPTw7hx42BtbY3g4GCsX78eQUFBCAsLk1k/7fXr1+jZsyfMzc0xfvx4FBQUSPbc/umnn7BgwQKYmppi6NChsLa2xq1bt7Bp0yaEhoYiNDQUurq6lf6Mli9fDl1dXfTu3Ru2trZITU3F8ePHMWbMGHz33Xf48MMPAQAdO3bERx99hG+//RYeHh4YMWKEpA4HBwel12jdujV0dXVx+fJlZGVlSe0b/u+//wIA+vbtKzkmHoouTmTlmZqawszMDHFxcXj27BmcnZ0rfY2E1Jhqv39qQPg0he3bt48BYI5OTuzs5dvs9qMYqfMHDx5kb7/9NtPS0mKnT5+WOvfkyRNmZGTE3NzcpI7b29szAMzX15fl5eVJnYuOjmba2trM2tqaxcfHS44XFBSw3r17MwBs//79lcb93XffMQDsm2++kTn3+vVrqe9Hjx7NALAVK1bIlE1JSWHFxcWMsbL3z8TEhOnp6bH79+9LypSWlrJx48YxAGz9+vVSz0fZCG02bdo0VlJSInXu4cOHTFtbm3l4eLC0tDSpc35+fgwA27ZtW6WvlTHGYmJiZI5lZ2czNzc3ZmJiwnJzcyXH+TaFMVbW5MVxHLO1tWVz585l//vf/5ivry/T0dFh8+fPl7xXjDF2+vRpBoC99957MvVkZGRI3ptTp06pHQch6lLn848SixrUTSw3b95k+vr6zNDQkF24fI1dD49itx5Kf4CFhIQwAGz69Oly61i8eDEDwMLDwyXHxIml/Iez2Pr16xkAtnXrVplzly9fZgBYnz59Ko1dnFh27typtFxycjLjOI45OzuzoqIipWX379/PALB58+bJnIuLi2Pa2trMyclJ6jgApqury1JTU2Wes2jRIgaAXbhwQeZcaWkps7KyYl26dFEaU2W++uorBoCFhYVJjlUlsTDG2KFDh5iRkZEkMQBgvXv3ZpcuXZIql52dzYyNjZmOjg67c+eO1DnxawfADh48yCsOQtShzucfNYVVk5cvX2LkyJEoLCzEwYMH0c7FBc+TXoFVmCIpbgJ5+fIl1q5dK1NPZGSk5N/yo4X09fXl7uVy9+5dAPK3PO7Zsyf09fVx7969SuMfOnQoli9fjgULFuDcuXMYOHAgvLy84OTkJFXu1q1bYIzBx8cHOjo6SutUFlvLli3h5OSEp0+fIjs7W2riqKOjIywtLWWec+3aNQCQNBdWpKOjI3n/KvPq1Sts2bIFgYGBiIuLkxnK++LFC5Xqqcz69euxceNGrF+/Hh988AFMTU1x7949fPLJJ/D29sbhw4cxbNgwAIChoSG2b9+OmTNnomfPnhgzZgxsbGxw5coV3L59G+3atUNkZCTt3ErqHJUSS3x8fJUu0rJlyyo9v74pLi7GmDFjkJiYiNWrV2PkyJFIfZNVdrJCP2tiYiIA4OTJkzh58qTCOnNzc6W+t7a2lttPkpVVdh1xf0t5HMehadOmSEpKqvQ1ODg44Nq1a1i7di1OnTqFP//8EwDQrl07rF+/XjIAITMzEwDQvHnzSutUFhsA2Nra4unTp8jKypJKLIrKp6enAwA2bdpU6bWVSU9Px1tvvYX4+Hj06tUL/fr1g6mpKbS0tHDv3j0cO3YMhYWFVboGAJw9exZr1qzBJ598gmXLlkmO9+7dGydOnICTkxOWLFkiSSwAMGPGDDRr1gxffPEFjh07htLSUrz11ls4d+4ctm7disjISFhbW1c5NkI0SaXEIp74xwfHcWqNRGoIPvzwQ1y6dAnvvvsu1q1bJ3Wu4vgdcQfujh07sHDhQpWvoejnIa7v5cuXMnNlGGN4+fKlVKexMh06dMDff/+N4uJi3L59G4GBgfjuu+8wbtw4NGvWDL169ZJ0yquSrMrHJo+4s7pifJW91oqJSF179uxBfHw8NmzYgFWrVkmd27JlC44dO8a77vICAwMBlO3AWpGNjQ3atWuHu3fvIicnB4aGhpJzgwYNwqBBg2SeM2nSJAgEAnTu3Fkj8RGiKWrdQzMVVjSW92hMdu3ahZ07d6Jt27b47bffZD8UK7wfs2bNAlA2OkwTOnXqBAByh75ev34dBQUF6Nixo1p16ujooEePHli3bh2+++47MMYkTXhdu3aFQCBAaGiozLBidWJLSEhATEwMnJycVE4S4pFy4iYxvmJiYgAAw4cPlzl38eJFmWNaWloAgNLSUrWuU1RUBEB6SHF5qampEAgElTYpAmVDtmNjYzFw4ECZocuE1LYqNc4qWr5E/Ghsrly5gg8//BDGxsY4evSo3DuDimk2JiYG3bt3x++//45Dhw7JlBeJRDh//rzKMUycOBHa2trYvn27VL9AUVERPvvsMwBQaSmS27dvS5quyhPfbYiHBDdt2hSjR49GTEyMzN0ZUNZ3Ib5jHT58OExMTBAQEICHDx9KyjDG8Nlnn6GkpEStZVLmz58PbW1tfPjhh3KbazMyMiT9OsqI7+wuXbokdfzgwYM4deqUTHkzMzNwHIeEhASVYwWAXr16ASgbDi5uQhT7+eefkZiYiJ49e0rNpJf3M3jx4gVmzpwJbW1tbNiwQa0YCKkJHFPhlsLb21smUeTl5eHmzZsAylboFY+jf/bsGbKyssBxHNzd3WFqaorQ0NBqCL3mZWVlwcTEBJmZmTJJIzs7G23atEFKSgq8vb3h5eUldT43vxAZ2WX9JM2tzeHt7Q1vb2/8/vvv6NGjB3x8fBAXF4cePXqgc+fOEAqFiI+Px9WrV5GamoqCggJJXeL5ErGxsXLjFM9jsbCwwNixY2FgYIATJ07gyZMnGD58OP75559KE//HH3+MnTt3wtPTE87OzjA2NsajR49w6tQpmJiY4O7du5K+s7S0NHh6euLx48fo1KkT+vTpA8YYnj59iuDgYLx8+VJmHou+vj7GjRsHKysrnD17Frdv30a3bt1w/vx5qXksHMfBy8tL4eTD3bt3Y968edDR0cHgwYPh7OyM7OxsPHv2DOfPn8fUqVPx888/K32tiYmJ6NChA3JycjBq1CjY29vj/v37OHfuHEaMGIEjR44gICBAKul1794dN2/exPvvv4/WrVtDIBBg0qRJSpfqKS0tRZ8+fXDhwgVYW1tj2LBhMDU1xZ07dxASEgKhUIiwsDB069ZN8pyNGzfi119/Re/evWFtbY2EhAQcO3YMeXl52LNnD600TmqMss8/GXyGnRUXFzMvLy8mEAjYihUrWH5+vuRcQUEBW7lyJeM4jnXt2lXqXH2nbLideAiqqo81a9YwxphkqY709HS2atUq1qFDByYUCpmhoSFr3bo1mzhxIjty5IjUtezt7Zm9vb3SWI8dO8a8vLyYkZER09PTY25ubuyrr76SmiehzLVr19icOXNYhw4dmKmpKRMKhax169Zs4cKFLC4uTu57s3r1atauXTump6fHTExMWMeOHdnnn38uMwz5woULbNCgQczU1JTp6uqyNm3asNWrV7OcnByZegEwLy8vpbHeuHGDjR8/njVr1ozp6OgwS0tL1rlzZ7Zs2TL2+PFjlV7vvXv32IABA5iZmRkzMjJiXl5e7OzZsywgIIABYAEBAVLlnzx5wgYPHsxMTU0Zx3EMAAsNDa30OgUFBczPz4916tSJNWnShGlra7PmzZuzDz74gD169Eim/Llz51i/fv2YtbU109HRYTY2NmzcuHEyw48JqW7qDDdW6Y6loi+++ALLli2Dq6ur3CVHgLKO38ePH2Pt2rVYvXq1upeok9TK2BWkvsnC86RXAIBuHVpJjickJMDOzk6jcRJCiKap8/nHq49l//794DhO6RDT5s2bgzGG33//nc8lGrTyubxiuz4hhNR3vBKLeN+IW7duyR3h8urVK0n/i6J+gMaMx00iIYTUG7xm3hsaGqKwsBAZGRno3bs3li5dKpkFHhERga+++kqyL0n58fikTKmIQTxZuk+fPrUbDCGEaBivxOLt7Y2///4bHMchKioKc+fOlTov/ouc4zi5k8HIf3csMTExCmeWE0JIfcSrKWzdunUQCoUAypIHqzAhUjyUVV9fH2vWrNFctA1E+ZawuLi42guEEEKqAa/E4uLiguPHj8PS0lLq7kScUBhjsLS0xLFjx+Dq6so7uJs3b2Lw4MEwNTWFgYEBevToIVmzShUxMTFYu3Ythg0bhubNm4PjuEr3zKgJ5ftYVNkrhBBC6hPeqxv37dsXT548wZ49e3D27FnJX94tW7ZEv379MGPGDJiZmfEOLDQ0FL6+vtDX18f48eNhZGSEw4cPY9y4cUhISMCSJUsqrePixYtYt24dtLS04OLiIlmLqraV77ofPXp0rcVBCCHVgdc8lupWUlKCdu3aITExEdeuXZOsbZWZmYlu3bohNjYWT58+VTrLGSgbvfbq1St4eHhAKBRCX18fNjY2vEeqaWoei3vrltDXK7tT+euvv6S2KiaEkLqo2uexyMMYU2uPcWVCQkIQExODiRMnSi2YaGJighUrVqCoqAj79u2rtB4nJyf06NFD0h9UV5TP5I1t5WdCSMNXpY2+UlJS4OfnhxMnTiAhIQGMMZSUlGDnzp14+fIltLW1sWLFCrXrFa8LNWDAAJlzvr6+AKDWwox1WcWNswghpL7jnViuXbuGYcOG4fXr11Id+EDZ3hwbN24Ex3F4++235e4YqExUVBQAoHXr1jLnbGxsYGhoKClTL5W7ZWlsm6ARQho+Xk1h6enpGDVqFNLS0gDIbsQ0ZswYydfylh2vjHhJcUX7TBgbG8ssO16flN+eWNGqvYQQUl/xSizff/89UlJSpOawlOfu7i7Zo7yqmzA1RHVvuAQhhGgOr8Ry4sQJydcHDx7EiBEjZMq4urqCMYbo6Gi16xffqSi6KxGPTqivRCKR5GtPT89ajIQQQjSPV2KJiooCx3Ho2rUrxo8fL9mqtTzxxk7p6elq1y/uW5HXj5KSkoKcnBy5/S/1RfkbFlX2iieEkPqEV2LJz88HAKVrXIkXoRQI1L+EePfF4OBgmXNBQUFSZeolJr1WGCGENCS8Eou5uTkYY3jy5Inc89nZ2bhz5w4AwMLCQu36+/btCycnJxw8eBD37t2THM/MzMTmzZuhq6uLyZMnS44nJycjMjKy3nTol79j4ZN4CSGkLuM13NjDwwPBwcGIjo7Gl19+KTXJ7+XLl5g/fz5ycnLAcZzUBEeVg9LWhr+/P3x9feHp6Sm1pEtcXBy2bdsmtebX8uXLsW/fPpl9ydPS0rB06VLJ98XFxUhLS5Mqs23bNslAgxpTLrOMGzeuZq9NCCHVjFdiGTFihKSZatmyZVLnxDtHio0cOZJXYD4+Prh06RLWrFmDQ4cOobi4GG5ubti6davKH8Y5OTkyM/Rzc3Oljq1du7bGE0v54cZHjhzBqFGjavT6hBBSnXitFVZQUAAPDw/JiK/yS+WX/7p169a4f/8+9PT0NBhy7dHUWmFt7G1hamQAAPj9998xYcIEjcdKCCGaVO1rhenr6+Po0aNo1qyZVCIB/tufpWnTpjhy5EiDSSqaVFL633BjmnlPCGloePccu7i4IDw8HCtXroSrqyuEQiGEQiFcXV2xfPlyREREVGkvloassKhY8nWbNm1qMRJCCNE8XoklIiICQNlclQ0bNiA8PBw5OTnIyclBeHg4Nm3aBHNzcwDA/PnzNRdtA8ABKCktlXx/9uzZ2guGEEKqAa/E4uvrq9KWunPmzMHOnTv5XKLBYoDMEjiEENKQ8EosycnJ6N+/P169eiX3PGMMs2bNwu7du6sUXENVPq/06tWr9gIhhJBqwLuPJSYmBr6+vsjKypI5N2PGDPzyyy9VCqyxEK8QTQghDQWvxCIeBfbgwQMMHToUBQUFknNTp07F3r17Jd+L+1rIf8o3hSlavYAQQuorXonlxx9/lHx96dIlvPfeeygqKsIHH3yA/fv3Sw05Dg0N1ViwhBBC6j5eM+/nzJmD4uJiLFq0CBzH4dSpU3B2dsaLFy8AlP1F3rJlS5w9exatWrXSaMANAaMlXQghDRjvPpaFCxdi+/btkmadpKQkydetWrXCxYsXKakoUH5Jl3///bcWIyGEEM2r0tK6H3/8Mb788kup2fdubm64dOkS7OzsNBJgQ1S+jyU3N7cWIyGEEM1TqSls+vTpSs9bWVkhNTUVHMfBwcFBamFKjuOwZ8+eqkXZwIhE/yWW5s2b12IkhBCieSotQikQCKTWA5NHXE35cuI7mdJyM83rM00tQmlsIEQ7x7KEkp6eTiPnCCF1XrUvQikPx3GVJh8iS7wjJiGENBQqjwqjZUg0h95LQkhDplJiobkomlU+rXTv3r3W4iCEkOqgUmLx8vKq7jgalfJ3LDk5ObUYCSGEaJ7G+lgIPw8fPqztEAghRKN4zbwvr7S0FGlpaSgsLFRYhnZJlEZ9LISQhox3Yrl58yZWr16N8+fPo6ioSGE5juNQUlLC9zINUvm8MmbMmNoLhBBCqgGvprDr16/Dy8sLZ86cQWFhIRhjSh9EWvn3JDg4uBYjIYQQzeOVWNauXStZKl/R/BWa06KYqFxikbefDSGE1Ge8msKuXr0qWRpfV1cXbdu2hYmJCbS0tDQdX4NUfkmXpk2b1mIkhBCiebwSi7hPxcTEBNevX0ebNm00GlRDV74prGvXrrUYCSGEaB6vpjBxIunevTslFR5E5fqeTp48WcvREEKIZvFKLB988AEYY4iKiqLOeR4YYygViWo7DEIIqRa8EsuiRYvQuXNnxMbGYs6cOcjMzNR0XA1eaWlZYunSpUstR0IIIZrFq49l4MCBKC4uBmMMe/bswW+//YZWrVrBwsJCpizHcTh37lyVA21oxCPDiouLazkSQgjRLF6JJSwsTDLMmDGG/Px8hIeHywwxLr+zJJEmbgp78OAB2rdvX8vREEJq09SpwL59gJ8fUG6fRBw9CowcKT2puj6o8lph4gRDCUQ95YccE0KIvj6wdSvw5k1tR1J1vBNLZbPtqVNfOfH7M2LEiNoNhBBSJ/TrB9jYlN21KHLpEvDOO4BQCNjZAYsWAbm5/51PTgaGDCk77+gIHDwIODgA33xT3dFL49UU9vz5c03H0eiI71guXLgAX1/fWo6GEFLbtLSAzZuBiRPLEkaLFtLnY2KAgQOBjRuBX34BUlOBhQvLHgEBZWUmTwbS0oCwMEBHB1i8GHj1qsZfCr/EYm9vr+k4Gh1xH0t6enotR0IIqStGjgQ6dgTWrAH27JE+5+cHvP8+8PHHZd+3bg189x3g5QX89BMQGwucPQvcvAmI5137+5eVq2lVXjaf8FP8/ys+yxtJRwhpvLZuBfr0AZYulT5+/z7w4AHw22//HWMMEImA58+Bp08BbW2gc+f/zrdqBZiZ1Uzc5VU5seTl5SE6OhqZmZkK+1U8PT2repkGp6CwbJhx7969azkSQkhd4ukJ+PoCy5eXjRYTy8kB5swpayarqGXLssRSV/BOLElJSfjwww9x8uRJpfutVGU/lps3b2LNmjW4cuUKiouL4ebmhsWLF2Ps2LEq11FYWIitW7fiwIEDSEhIgLm5Od59911s3LgR1tbWvOLShJy8stWhjx07hgkTJtRaHISQumfLlrImsbZt/zvWuTPw6FHZXYg8bdsCJSXA3buAeN51dHTtjDLjlVhycnLQu3dvxMfHV9vor9DQUPj6+kJfXx/jx4+HkZERDh8+jHHjxiEhIQFLliyptA6RSIThw4cjKCgIPXr0wOjRoxEVFQV/f3+cO3cO165dg5WVVbXEX5n8QsWboxFCGjc3t7L+lO++++/YZ58BPXqUddbPnAkYGJQlmjNngO+/B9q1KxtZNnt2WZ+Ljg6wZEnZCLEanw3CePjiiy8Yx3FMIBBI/hV/XfF7gUCgdv3FxcXM2dmZ6enpsbt370qOZ2RksDZt2jBdXV0WGxtbaT2//PILA8AmTJjARCKR5PhPP/3EALDZs2erFVdmZiYDwDIzM9V6HmOMvUrPZNfDo6QeJSWl7NGjR2rXRQhpWKZMYWz4cOljz58zpqvLWPlP6Rs3GOvfnzFDQ8YMDBhzd2ds06b/zr94wdigQYzp6TFmb8/YwYOMWVsz9vPPVY9Rnc8/XonFy8tLkjR69eol+drR0ZH5+voyLS0tpqWlxcaOHcumTp2qdv1BQUEMAJs2bZrMub179zIAbN26dZXW07NnTwZAJgmJRCLm5OTEDAwMWF5enspxaTqx5BUUssjISLXrIoQQVSQklCWms2erXpc6n3+8JkhGRkYCKBvRFBoaKjnetWtXnD59Gn/99RdEIhHi4+Oxc+dOtesPCwsDAAwYMEDmnHjOx/nz55XWUVBQgOvXr6Nt27Yyw6M5jkP//v2Rm5uLW7duqR2fphQVl+DOnTu1dn1CSMMSEgIcP142SuzKFWD8+LIJkjU9fopXH0tGRgY4joOHhwd0dHQkx9n/97eMHDkSnTt3xo0bN+Dn54c1a9aoVX9UVBQAoLWcAdg2NjYwNDSUlFEkJiYGIpFIbh3l646KisI777yjVnya8iT2BfIKihD7IrVWrk8IaVgSUnSweb0h4uO0YGDI0KVrMQ4cykFSqvQ2HVZmxjAQ6lVbHLwSi7a2NoqLi2FkZAQA0NXVRXFxsdRkPxsbGzDG8Pvvv6udWMTL8JuYmMg9b2xsXOlS/arUUb5cddPRlr9tc+sOnfAqnbYdIIRUnYs7cODvNJnjryrMw87Oy4dbq5bVFgevxGJmZob8/Hzk/v8iNaampnj16hWuX7+OpKQk6Onp4fr16wCA+Ph4zUVbj5kaGaBTO0epUXTFJaW4eCEMXTy9ajEyQkhjo6+rW63180os1tbWSEpKwpv/HyDdpk0bvHr1Cvn5+WjdujUEAgHy8/MBAEKhUO36xXcZiu4msrKyYFbJdFJV6ihfriZUvGvR1dHGm/R0GAj1aywGQgipbrw6793c3AAAT58+BWMM/fv3l5wrKChAXl6eZC8WPrPuy/d/VJSSkoKcnByFfSdiTk5OEAgECvtilPXj1KSaTGyEEFITeCWWrl27okmTJigtLUV4eDjmz58PKysrSTIR782ir6+PdevWqV2/l1dZ01BwcLDMuaCgIKkyigiFQnTr1g1PnjxBXFyc1DnGGM6cOQMDAwN0Fa/WVkv69u1bq9cnhBCNq/ro5jKRkZFsyJAhzMTEhDVp0oT16dOH3bhxg1ddxcXFzMnJSekEyefPn0uOv3jxgj1+/JhlZGRI1VOXJkgqcvDgQY3VRQgh1UWdzz+Osbq5I5eiJV3i4uKwbds2qSVdpk6din379iEgIABTy63aJhKJMHjwYMmSLl5eXoiOjsaRI0fg4OCA69evq7WkS2ZmJkxNTZGQkCAZVVZVf/31F9577z2N1EUIIdUlKysLdnZ2yMjIqLwJv7qz3PHjx3k/9/r162zgwIHM2NiYCYVC1q1bN/bHH3/IlJsyZQoDwAICAmTOFRQUsLVr1zJnZ2emq6vLbGxs2MyZM1lKSora8SQkJDAA9KAHPejRaB8JCQmVflZW2x3LqVOnsHbtWty+fRulpaXVcYkaJxKJ8OLFCxgZGUn6kVQlzvaavNshtYd+ng0P/UyVY4whOzsbzZo1g0CgvHtereHGCQkJOHPmDNLS0tCsWTMMHDgQlpaWUmXOnj2L1atX48aNG5LO/IZCIBCgRcX9QtVkbGxMv7QNCP08Gx76mSqm6ihWlRPLd999h//9738oLi6WHBMKhfj555/xwQcfIDMzE1OnTsXx48cBoNqW0yeEEFK3qZRYbt++jU8++UQmWeTl5WH69Olwc3PDnDlzcPPmTakhx4wxaGvT7seEENKYqDSPZdeuXTJzVICyVYJLS0sxduxY3LhxQ3KMMQYtLS1MmzZNshJyY6en93/t3XtQlNUbB/DvIstyWXDFXRFN2NUYTdSQkksoCzoganmJ0mQAM3ImDcvLpDQEZFaOMxZa46RTjqKOOd4qTEBCFEqtQZ3Ke2uyaHgbo6QFBGKf3x/+eIeX3eXWu6zI85l5Z3jPOe85hz3M+7Dv5RwFsrKyoFDYb+I31n14PB89PKbS6dDN+zFjxuD8+fMAHlxji4yMBBGhpKQE//zzj+ibjJOTE5KSkpCRkYGhQ4far+eMMcYeSh0KLCqVCtXV1VAqlbhw4YJwA7uiogKBgYGoq6sDEUGn02H//v0ICgqyd78ZY4w9pDp0KcxkMkEmkyEkJET0VJS/vz/CwsKEy2Tbt2/noMIYY71chwKL2fxgkRhvb2+LvJazDIeEhEjULcYYYz1Vpx7Zqq2ttVhfpba2Vvj51q1bVh8z9vOz34IyjDHGHi6dmt04Pz8fOp1OtBUUFAB48N6KVqu1yO/tN/DLysowdepUqFQqeHh4ICwsDHv27HF0t3qNyspKrF+/HrGxsfDz84OLiwsGDhyI+Ph4YTG61qqrq7Fs2TL4+/tDoVBAq9XirbfegslkslrebDbj008/xejRo+Hm5gaNRoO5c+fi6tWrNvt1+PBh6PV6eHp6wsvLC9HR0Thy5Igkv3NvtHbtWuGp1R9//NEin8e0m3VkjiyZTEZOTk4kk8k6vTk5OXVqPq5HSXFxMcnlcvL09KQFCxbQsmXLyN/fnwDQunXrHN29XmHlypUEgIYNG0YpKSmUlpZG8fHx1KdPH3JycrKYe85kMlFQUBABoNjYWFq5ciXFxsYSABo3bhzV1dVZtPHqq68SAAoMDKQVK1ZQYmIiubi4kLe3N/32228W5Xfs2EEASKPRUGpqKqWmppJGoyGZTEZ79+6122fxqDp79iwpFAry8PAgAHTy5ElRPo9p9+tUYOns1psDS2NjIw0bNqzNqf+NRqPjOthL7N+/n44dO2aRXlpaSnK5nPr160f3798X0jMzMwkArVy5UlS+OUB9+OGHovTi4mICQJGRkVRfXy+k5+XlCSeylqqqqkilUpFarRZN5nf9+nVSq9WkVqupurr6P/3OvUlDQwMFBwdTaGgoJSYmWg0sPKbdr8OBpatbbw0shw8fJgA0f/58i7xt27YRAFq1apUDesaaNf/XWlZWRkREZrOZBg0aREqlkkwmk6isyWQipVJJQ4cOFaXPnTuXAFBJSYlF/VFRUQSAKioqhLTNmzfbHPt3332XAFBOTo4Uv16vkJWVRQqFgs6fPy/Mct4ysPCYOkaHnwrr6vaozGzcWceOHQMAxMbGWuRNnjwZAFBSUtKdXWKtyOVyABCmHTIYDLhx4wYiIiLg4eEhKuvh4YGIiAhcvXoV169fF9KPHTsm5LVmbZz570I6Z86cwQcffICsrCyMHDnSahkeU8fo0tLErH0GgwEAEBAQYJE3cOBAKJVKoQzrfteuXUNRURF8fX0xevRoAG2PWcv05nI1NTW4efMmdDod+vTp02759tqwVp5ZV19fj+TkZAQFBWHFihU2y/GYOgbPEGkn9+7dA2B7mmkvLy+hDOtejY2NSEpKQn19PdauXSucQDoyZi3LdbZ8e8dYK8+sy8zMhMFgwOnTp60GgGY8po7B31hYr2I2m/Hyyy+jtLQUCxYsQFJSkqO7xDrp5MmTWLduHd555x2MGjXK0d1hVnBgsZPm/15s/adSXV3d4UVzmDTMZjNeeeUV7Nq1C4mJidi0aZMovyNj1rJcZ8u3d4y18kzs33//xbx58zBmzBikpaW1W57H1DE4sNhJW9dWb926BZPJZPO6L5Oe2WzG/PnzkZOTg7lz52Lbtm0Wy6u2dz289bV0Dw8P+Pr6ory83OpDKtauvbfVRnv3A9iDeQsNBgN+/vlnuLi4CC9FymQy5OTkAADCw8Mhk8nw9ddf85g6CAcWO9Hr9QCAwsJCi7zDhw+LyjD7ag4q27dvx5w5c7Bjxw6bN2YHDRqE48ePo6amRpRXU1OD48ePQ6fTYciQIUK6Xq8X8lprHufIyEhReYD/LrpKoVAgJSXF6tZ88p4+fTpSUlKg1Wp5TB3F0c87P6oaGxtp6NChbb4gWV5e7rD+9RZNTU3C+w0vvvgiNTY2tlm+O16m69u3L79MZwfW3mMh4jF1BA4sdsRTujheVlYWASClUknp6emUlZVlsbUM/CaTiZ588knhBJKWliaa/qO2ttaijdbTfyQlJQnTf1y+fNmifFvTf+zZs8eeH8cjzVZg4THtfhxY7Oynn36iuLg48vLyIjc3NwoJCbGYn4rZT/PJpq1t69atomP+/vtvWrJkCQ0ZMoTkcjn5+fnR8uXLbf7X2dTURBs2bKDAwEBSKBTUv39/mjNnDl25csVmv/Lz82nChAnk4eFBSqWS9Ho9fffdd1L+6r2OrcBCxGPa3Tq0giRjjDHWUXzznjHGmKQ4sDDGGJMUBxbGGGOS4sDCGGNMUhxYGGOMSYoDC2OMMUlxYGGMMSYpDiyMMcYkxYGF9Ug3b97EmjVrMGXKFPj5+UGpVEIul0OlUmHUqFGYPXs2PvnkE1y7ds3RXe02Wq1WNNtv8+bk5ARPT0+MGDECSUlJOHLkiKO7asFoNIr6HBUV5egusf+A37xnPUpDQwPS09OxYcMGNDY2tlteJpOhsbGxzVUGHxVarRYVFRUdKrt06VJ8/PHHdu5RxxmNRuh0OmFfr9cLa8mznoeXJmY9xv379xEXF4eSkhJRuouLC8aOHQsfHx/U1dXh999/x9WrVwEA9GA+PEd01+EiIyOh0WhQXV2NU6dO4a+//hLysrOz8cILL+CZZ55xYA/Zo4oDC+sxUlNTLYLKsmXLkJGRAZVKJUq/efMmdu/ejfXr13dfBx8yq1atEi4p3bt3D8HBwULABYC8vDwOLMwu+B4L6xHOnTuHrVu3itIyMjLw0UcfWQQVAPD19cXSpUtx5coVODtb/v9ERPj2228xe/ZsaLVauLm5wd3dHcOHD8fChQtx6dIlq/2IiooS3QswGo0oLi7GtGnT4O3tDVdXVwQGBiI7O9vmN6Wutv1f9O3bF88++6wo7e7duxbldu7ciQULFiA0NBR+fn7w9PSEXC5H//79ER4ejszMTNy+fdtqGy0/F61WC7PZjC+++AJhYWFQKpVQKpWYMGEC8vPzO93/gwcPQqFQCPV7eXmhuLi40/WwbuKweZUZ64T09HTRVPcajYbq6uq6VFd1dTVNmTKlzan05XI5bdq0yeJYvV4vKpecnGyzjjfffFPSttvTvNZP83b06FFR/uLFi0X5q1atsqgjMDCw3WUGvL29RWvYNGtZxsfHR1jzpPUmk8nowIEDomPLy8tFZfR6vZB34MABksvlQp5araaysrJOfz6s+3BgYT1CdHS06MTz0ksvdbmuadOmWQSpuLg4io6OJhcXF9EJMC8vT3Rs68CC/y8iNnHiRHr88cdF6U5OTnTt2jXJ2m5PW4GlqqqKtFqtqP5ffvnFoo7AwEBydXWloKAgmjhxIs2YMYNiYmJo0KBBorqDgoIsjrUWRHx9fSkmJobUarUoPSAgQHSsrcCyd+9ecnZ2FtKHDBlCFy9e7NTnwrofBxbWI4wcOVJ04mm9zCwR0eDBg62e3ObNmyeUKSoqEuVNnz5dtPzs5cuXSalUCvmjRo0StdE6sPj7+5PRaCSiB8tRT5o0SZSfk5MjWdvtaR1YIiMjKT4+nmJiYkilUony3n//fat1/Prrr6I+NWtqaqLZs2eL6mh9gm/9ucfFxQmrM966dYsGDBggyq+oqBCOtRZYvvzyS1FQGT58uEWgZg8nvnnPepWvvvpKtH/37l0kJCSI0uRyufDzuXPnYDQaodVqrdaXlpYGf39/AICzszOmTp0qek+ksrLSbm23p7S01CJtwIAB2LVrFyZNmmT1GJ1Oh40bN+LQoUO4ePEiqqqqcP/+fatlL126hBEjRthsPzs7G25ubgAAHx8fhIaG4uDBg0J+ZWUl/Pz8rB579uxZJCYmoqmpCQDw9NNPIz8/H2q12mZ77OHBgYX1CD4+Prhw4YKwb+3Fx2nTpuHPP/9ERUUFTp06ZbWe8vJy0f6JEyfabbu8vNzmyX3cuHGi/b59+4r26+vr7dZ2V9y5cwcLFy5EYWGhRb137tzB+PHjYTAYOlTXvXv3bOYplUqLoNPWZ9NaVVWV8LO7uzsOHjzIQaUH4afCWI/Q+rHY4uJiixckN2/ejH379uH111+XtO2amhqbef379xftS/0iZlttt+fo0aNoaGjA6dOnERwcLKQbDAbEx8cL3waavffee6Kg4uzsjIiICMyaNQvx8fF44oknROWpjfeDWn8uQNc/m9raWiQkJKCurq5Lx7Pux4GF9Qhz5syBTCYT9m/fvo3s7OxO19Py7W4A2L17t/ASpa2t9WO6XeWItuVyOYKDg5GbmwulUimknzlzBlu2bBGV/f7770X7x48fxw8//IADBw5g3759mDBhwn/qS2eEhoYiOjpa2D969Ciee+45Di49BAcW1iOMHj0aycnJorS3334bq1ev7tTJZvr06aL9jIwMi0tUwIPr/xs3bsTixYu71uGHrO3Bgwdj+fLlorTVq1eLLke1/gbo7u4u/Hzy5Ens3LlTsv60x9XVFbm5uQgLCxPSjhw5gpkzZ9q858MeHhxYWI/x2WefITw8XNg3m83IzMyERqNBVFQUZs6cCb1ej0WLFtmsIzY2FjExMcK+wWBAQEAAQkJCMGPGDMTExECn0+Gxxx5Damoqzp49K1n/Hdk2ACxZskT0Mukff/yBzz//XNhveRIHgPDwcEyZMgUREREYP358t39bUCqVyM/PR1BQkJBWWFiIWbNmtXl/hjkeBxbWY7i5uaG4uBiLFi0SXa+vqalBSUkJvvnmG5SWlopOgM7OzggICBDVs2/fPkyePFnYb2pqQllZGXJzc1FUVASj0Sg6XkqObFulUmHp0qWitDVr1gjfADIyMkT3RkwmEwoKCnDixAnodDq89tprkvanI1QqFQoLC0UPAhQUFOD5559HQ0NDt/eHdQwHFtajuLq6YuPGjbhy5QoyMzOh1+sxcOBAKBQKuLi4QK1W46mnnkJycjK2bNmCyspKpKeni+rw8vJCQUEBDh06hISEBAwbNgzu7u7o06cP+vXrh7FjxyIlJQW7d+9Gbm6upP13ZNvAg28t/fr1E/Zv3LiBzZs3A3hwD6isrAwJCQlQq9WQy+Xw9/fHG2+8gbKyMgwYMEDy/nSERqNBUVGR6B5VXl4e4uPjObg8pHjafMYYY5LibyyMMcYkxYGFMcaYpDiwMMYYkxQHFsYYY5LiwMIYY0xSHFgYY4xJigMLY4wxSXFgYYwxJikOLIwxxiTFgYUxxpikOLAwxhiTFAcWxhhjkuLAwhhjTFL/A0tjOwOOR4/PAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n", + "found some significant results for 22.916666666666668 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n", + "intersection of 3525 genes\n", + "intersection pct: 0.705\n", + "precision: 0.0014132890699662995 \n", + "recall: 1.0 \n", + "random precision: 0.0014136901168079472\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 96%|█████████▌| 123/128 [00:02<00:00, 52.27it/s]/home/ml4ig1/Documents code/benGRN/bengrn/base.py:860: RuntimeWarning: invalid value encountered in scalar divide\n", + " precision = (grn[true] > threshold).sum() / (grn > threshold).sum()\n", + "100%|██████████| 128/128 [00:02<00:00, 51.19it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0015201870435813697\n", + "Area Under Precision-Recall Curve (AUPRC): 0.001517869942638539\n", + "EPR: 1.168695729106853\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "NameError", + "evalue": "name 'metrics' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[15], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mall\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m 2\u001b[0m grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m grn\u001b[38;5;241m.\u001b[39mvarp[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRN\u001b[39m\u001b[38;5;124m'\u001b[39m][:,:,:]\u001b[38;5;241m.\u001b[39mmean(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m----> 3\u001b[0m \u001b[43mmetrics\u001b[49m[celltype\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_scprint_mean\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m BenGRN(grn)\u001b[38;5;241m.\u001b[39mscprint_benchmark()\n", + "\u001b[0;31mNameError\u001b[0m: name 'metrics' is not defined" + ] + } + ], + "source": [ + "grn.varp['all'] = grn.varp['GRN']\n", + "grn.varp['GRN'] = grn.varp['GRN'][:,:,:].mean(-1)\n", + "BenGRN(grn).scprint_benchmark()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "53f4b247", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T13:05:33.298953Z", + "iopub.status.busy": "2024-07-17T13:05:33.298784Z", + "iopub.status.idle": "2024-07-17T15:47:57.108943Z", + "shell.execute_reply": "2024-07-17T15:47:57.108381Z" + }, + "papermill": { + "duration": 9743.838363, + "end_time": "2024-07-17T15:47:57.110044", + "exception": false, + "start_time": "2024-07-17T13:05:33.271681", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/27 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 62.5 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 12455 genes\n", + "intersection pct: 0.5380362002678302\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "precision: 0.0008896322223674437 \n", + "recall: 1.0 \n", + "random precision: 0.0008897036558203398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.31it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.32it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.001011442546500521\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0010112919661082434\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 1.794288323583073\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/54 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 11.764705882352942 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3484 genes\n", + "intersection pct: 0.6968\n", + "precision: 0.0008261483363013599 \n", + "recall: 1.0 \n", + "random precision: 0.0008263855307705822\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 58.52it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0008785194847128491\n", + "Area Under Precision-Recall Curve (AUPRC): 0.000876341582078115\n", + "EPR: 2.6620469453287052\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5oAAALfCAYAAAAAF73gAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACzEElEQVR4nOzdd3hUVeLG8XeSkEKAUEIPhBJpka4IiJSgIOKPpoiKdUFYd1VYu6yArqwu9pXVFbAuljVIdbGABAmoiPQSWqRHJIQSSAgJSe7vj+skGWYmmYQbZib5fp5nHmbuvefcM0nukDfn3HNshmEYAgAAAADAIgHebgAAAAAAoGIhaAIAAAAALEXQBAAAAABYiqAJAAAAALAUQRMAAAAAYCmCJgAAAADAUgRNAAAAAIClCJoAAAAAAEsRNAEAAAAAliJoAgAqNJvNJpvNpu+++86S+po1ayabzaYPPvjAkvpQvor7/lv9swEAKETQBABIkp555pmCX7yLPkJDQxUVFaUhQ4YoPj5ehmF4u6koI3ff45CQEDVq1EgDBw7UO++8o/Pnz3u7qX4lNTVV//jHP3TdddcpKipKYWFhCg8PV7NmzTRs2DDNmjVLp06d8nYzAeCSCvJ2AwAAvqd+/foFz9PT05WSkqKUlBR98cUX+uCDD7RgwQKFhIR4sYWea926tSSpatWqltTXsmVLhYaGKiIiwpL6vKXo9/jMmTM6cuSIjhw5oqVLl2rmzJlaunSpatWq5cUW+j7DMPTCCy/o73//u86ePVuwvVq1arLZbDpw4IAOHDigRYsW6fHHH9err76qP/zhD15sMQBcOvRoAgCc/PbbbwWPzMxMbdu2Tdddd50k6auvvtLTTz/t5RZ6bufOndq5c6e6detmSX3Lly/Xzp07NXz4cEvq85YLv8cHDhzQfffdJ0lat26dHnroIS+30LcZhqE777xTf/3rX3X27FldddVVmjdvnk6ePKkzZ87o9OnTSk9P14IFC/R///d/Sk9P1+LFi73dbAC4ZAiaAIBiBQQEKDY2VosXL1ZMTIwkaebMmcrNzfVyy2Clpk2batasWYqLi5MkxcfHKyMjw8ut8l0vvviiPv74Y0nSxIkT9eOPP2rEiBGqWbNmwTE1atTQsGHDtHjxYq1cuVJRUVFeai0AXHoETQCAR0JDQzVy5EhJ5lDLnTt3SpL2799fcK/f/v379csvv2jcuHFq3ry5QkJC1KxZM4d68vPz9fHHH+uGG25Q/fr1FRwcrLp162rAgAH69NNPS7wHdMeOHfrzn/+sdu3aqXr16qpWrZpat26tW2+9VfPmzVN+fr7D8cVN+HLy5ElNmTJFXbp0UY0aNRQcHKwGDRqoQ4cO+uMf/6jly5c7lSlpMqC8vDy99957iouLU2RkpEJCQtS4cWONHDmy2Eln+vbtK5vNpmeeeUaGYWj27Nm66qqrVKNGDVWvXl09evTQRx99VOzXxgrXX3+9JCknJ0d79uxxecyZM2f0j3/8Qz169FDt2rUVEhKiJk2a6NZbb9WPP/5Y4jmWLl2qW2+9VdHR0QoLC1Pt2rXVoUMHPfjgg07l8/PztXz5cj300EPq3r27oqKiFBwcrDp16qhPnz56++23L/k9pWlpaXruueckSf3799err74qm81WbJnevXvrjTfecNjmycRS99xzj2w2m+655x6nfUXLZ2RkaMqUKWrfvr2qV69ecD127NhRNptNDz/8cLHtS0hIkM1mU0BAgA4ePOi0f//+/Zo4caJiY2NVrVo1Va1aVW3atNGECRNcHg8AMgAAMAxj6tSphiSjuP8a3nzzzYJjvv/+e8MwDGPfvn0F2z7++GOjWrVqhiSjatWqRnh4uBEdHV1Q/vjx40bv3r0LjpdkREREOLweMmSIkZ2d7fL8//jHP4yAgICCY0NDQ43atWs7bDt58qRDGfv2FStWOGw/dOiQ0bRp04L9AQEBRq1atYzAwMCCbX369HFqQ3R0tCHJeP/99532nTp1yujbt29B+cDAQKNmzZqGzWYr2Pboo4+6fG99+vQxJBlPP/20MXToUEOSERQUZNSoUcPh6zNlyhS335+SePI9nj59esExP//8s9P+jRs3GlFRUQ7vsXr16gWvbTab8fzzz7usOzMz0xg5cqTD+6levbrDz0DHjh0dyhT9+ZJkVKtWzeln5pprrjHOnj3r8pzuvv8l7SvOiy++WFB21apVpSpbVHE/S3Z33323Icm4++673ZZ/+eWXjVatWhmSjODgYKNmzZqGJGPfvn3GSy+9ZEgyGjRoYOTm5ro9zz333GNIMvr27eu076OPPjJCQkIK3nNISIgRFhbm8D385ptvyvIlAFCB0aMJAPDY/v37C57Xrl3baf/48eMVGxurn3/+WZmZmcrIyNDSpUslmT19I0aMUGJiojp16qQvvvhCmZmZOnXqlDIyMvThhx+qXr16Wrx4sZ544gmnuv/973/rySefVH5+voYMGaKNGzcqKytLx48f15kzZ7R06VKNGjVKAQGe/df2zDPP6ODBg2rWrJm+/fZb5eTk6MSJE8rOztb+/fv173//W927dy/V12fMmDH67rvvFBwcrDfeeEOnT5/WyZMn9euvvxZMAvPyyy/r7bffdlvHm2++qe+++04ffPBBwX1+hw4d0v/93/9JkqZNm+a2p9EK33zzjSSzJ7h58+YO+44cOaKBAwfq8OHDGjFihNatW6esrCydPn1aR48e1eTJkxUYGKhJkyZp4cKFTnXfe++9mjt3rgICAvTEE0/o0KFDOn36tE6dOqVjx47p448/Vo8ePRzKBAUFafTo0Vq8eHHB9/rUqVM6c+aM3n//fTVq1EirVq3SX//613L7mlzI3tNdt25d9erV65Kd151nnnlGp0+f1oIFC5SRkaGTJ0/q0KFDqlevnkaPHq3AwED99ttvWrZsmcvyWVlZmjdvniTprrvucti3bNky3XXXXcrLy9Pjjz+uffv2KSsrS5mZmdq5c6dGjhypM2fOaOTIkfRsAnDk7aQLAPANJfV2paenG40aNTIkGbVr1zby8vIMw3DscYqOjjbOnDnjsvx//vMfQ5LRpk0b49SpUy6PWbdunWGz2Yzg4GDj6NGjBdtPnDhR0Gt26623Gvn5+R6/L7nptWrbtq0hyfjkk088rssw3PdCrVmzpuBcM2fOdFn2pptuMiQZkZGRRlZWlsM+e4+mJCMhIcGp7Llz5wq+/tOmTStVm+2K+x4fOHDAuO+++xx6li/0hz/8wZBk3H777W7P8eqrr7rsmfz2228L6n7rrbfK1H5Xfv75Z0OSER4e7vQ1NYzy6dG09+hed911ZWy1yaoezcDAQGPDhg1u6xg4cKAhybjttttc7v/kk08MSUZYWJhx+vTpgu15eXnGZZddVuzPtGEYxpAhQwxJxoQJE9weA6DyoUcTAFCsU6dOafny5YqLi9Ovv/4qSZowYYLLnsMHHnhA1apVc1nPu+++K0m6//773S4N0rVrV8XGxionJ0crVqwo2P7555/rzJkzqlKlikf3w3nCPmnLkSNHLrouSfrss88kSVFRURo7dqzLY+z39aWlpbntXbr66qvVr18/p+0hISEaOHCgJGnLli0X3d4GDRoUPMLDwxUdHa3Zs2dLktq0aaO33nrL4fhz587pk08+kSSXPc529h6xzZs36+jRowXb33vvPUnS5Zdfrvvvv/+i2293xRVXqF69esrMzNSmTZssq7c4x48fl+S6V98brr/+enXu3Nnt/jvvvFOStHDhQp05c8Zp/5w5cyRJw4YNU/Xq1Qu2JyYmas+ePYqMjHT7My0Vfs/tveEAILGOJgDAheKC3B133OF2mOLVV1/tcnteXp7WrFkjyRzm9/zzz7ut/8SJE5KkAwcOFGz74YcfJJlBtGHDhsU33kM33nijfvzxRz355JPauXOnRowYoZ49e6pGjRplqm/dunWSpH79+rkdvtu2bVs1btxYKSkpWrduXcFw2KKuuuoqt+do1KiRpMKv0cUoGgKLuuuuuzRz5kyFhoY6bF+/fr3OnTsnSRowYIBH5zhw4EDBep327+GNN95Y6rbm5OTovffe0/z587Vt2zYdP35cOTk5TscdPny41HVXBO6uO7vhw4erevXqOnPmjObNm+cwsdDRo0cLhrdfOGz2+++/l2SupWv/2XPF/r0oes0CAEETAODEHg4ksyctMjJSnTt31ujRo132ttnVq1fP5Xb7vY+SOdOrJ86ePVvw/LfffpMkRUdHe1TWE4899pg2b96s+Ph4zZ49W7Nnz5bNZlNsbKyuv/56jR07Vq1bt/a4vtTUVElS48aNiz0uKipKKSkpBcdfqGiP0oWCgsz/ti+cZfXKK6/UoUOHnI7v2bOn5s+f77Iu4/fZfQ3D0G+//abFixfrySef1H/+8x+1b99ejz76qMPx9t5syX1IvZAV38PU1FRde+212rp1a8G20NBQRUZGKjAwUJJ07Ngx5efnKzMzs1R1l1WdOnV0+PBhSwK/Fdxdd3ZVq1bVTTfdpA8++EBz5sxxCJqffvqp8vLy1KBBg4K1cu3s3/Pz58979D3PysoqfeMBVFgETQCAE3soKC37L/4XysvLK3j+1VdfFSyh4SkrhspeqEqVKvrss880adIkzZ8/X6tXr9ZPP/2kbdu2adu2bXrttdc0ffp0PfLII5af22rHjh1zGQQ8CUI2m00NGzbU+PHj1bp1a8XFxenxxx9Xly5dCtbUlBy/h1lZWU49np6cpyz+8pe/aOvWrapTp45eeuklDRo0SA0aNHA4pkmTJjp8+HCJS+NYJTY2VocPH75kQ3VL4u66K+quu+7SBx98oO+++06HDh1SkyZNJBUOm7399tud6rF/z6+66qqCEQkA4Cnu0QQAlLs6deoU9MaVZXidPViUx9C8jh076tlnn9Xy5ct16tQpffvtt+rdu7fy8vIKej09Ye9VKmn4pn1/Sb1QpbF//34ZhuH0KG7dTlf69u2rO++8U4Zh6MEHH3QIl0XD3aX6Hp4/f76gR/Zf//qX7r33XqeQmZeXp7S0tFK352L0799fkhnwV69eXeZ67NeEfUiyK+np6WWuv6i+ffuqSZMmBevYSlJSUpI2bNggyXnYrFS+1x2Aio+gCQAod1WqVFG3bt0kSV988UWpy/fs2VOSeR+kVZP3uBIUFKT+/ftryZIlCgkJkWEY+vbbbz0qe8UVV0iSVqxYofz8fJfH7Ny5UykpKZLM4a6+aMqUKQoMDFRSUpI+/PDDgu1XXnmlgoODJV3c97A0ZY8dO1YQwtxNdrN69epig1p5uPfee1W1alVJ5j3HnvakXvhzUatWLUlyOezZfrz93t+LZbPZdMcdd0gq7MW0/9uhQwd17NjRqYz93s/ffvvNsnYAqDwImgCAS2LcuHGSpC+//FJffvllscdeOORz5MiRqlGjhnJzc/WXv/zFkiGS9ntGXQkJCSkYRujpupy33nqrJCklJUXvvPOOy2OmTJkiSYqMjNS1115bmuZeMi1bttSoUaMkmbPk2u8HDQ8P1+233y5Jmj59eolrJl74PRwzZowkafv27fr3v//tUVtq1KhRMOTWVc9ybm7uJV0/0y4yMlJPP/20JHNNzUceeaTEn8nvv/9eEyZMcNhmD3cLFixwWf7DDz+0dIIje69lUlKS1q1bV9Cz6ao3UzIntoqJiZFkDmF2NQFTUb5yzyoA30DQBABcEnfccYeuvfZaGYah4cOHa9q0aQ4TzGRmZmrFihX685//rBYtWjiUjYiI0IsvvijJXEZk+PDhDvfHnT17VkuWLNHQoUN1+vRpj9oTHR2tp556SmvWrHEIncnJyRo9erTOnj2rgICAgiVFStKtWzfddNNNkqQHH3xQ//rXvwomw/ntt9903333ae7cuZLMAFfaexwvpaeeeko2m0379+8vWJZGkp5//nk1atRIaWlp6tGjh+bMmeOwXMaxY8c0b948DR8+XLfddptDnf369SsI4w888ICeeuophxCVlpamd955pyCQSlK1atUKetUefvhhJSQkFPQKbtu2TTfccIPWrVun8PBw678IJXjyyScLAvlrr72mq6++WgsWLHD4+Ttz5oz+97//acSIEbrmmmucei7tX6MdO3Zo3LhxBcumnD59Wq+99pr++Mc/WrqESps2bQp63u+//34dOnRIgYGBBX9AuFBQUJDefvttBQUFafXq1erdu7eWL1/uMBnV3r179fbbb+vKK690WhIHQCXnhbU7AQA+aOrUqQUL2JfGvn37Csrt27ev2GPT09ONG2+8seB4SUaNGjWMmjVrGjabrWBbUFCQy/LPP/+8ERAQUHBcWFiYUbt2bYdtJ0+edChj375ixQqX2yUZAQEBRq1atYzQ0NCCbTabzXjttdec2hAdHW1IMt5//32nfadOnTL69Onj8D5q1arl8N4effRRl+/NXm7q1Kluv37271GfPn3cHlOc0nyPhw4dakgyoqKijHPnzhVsT0pKMlq1auXwtatdu7YRHh7u8DW99tprnerMzMw0RowY4fT9j4iIKHjdsWNHhzLr1q1zqDskJMSoXr16wdf3P//5T7HfE3ff/5L2eSI/P9949tlnjbCwMIf3VL169YI22h+1a9c2/vOf/zjVceeddzocV7NmzYKf5wcffNC4++67DUnG3Xff7VS2uPftzhtvvOFwvoEDB5ZYZsGCBQ7vp0qVKkadOnWMkJAQh7qmTZvmcTsAVHz0aAIALpkaNWroiy++0JdffqlRo0apadOmys7O1tmzZ9W4cWMNGDBAL7zwgnbt2uWy/FNPPaXNmzfrvvvuKxjSl5OTo8suu0y33Xab5s+f7/E6mEuXLtVTTz2la665Rk2aNClYmiEmJkb33nuvfv75Z02cOLFU7y8iIkLLly/Xu+++q759+6p69erKyMhQgwYNdNNNN2nFihV66aWXSlWnt9iHpB4+fFgzZ84s2N62bVtt2bJFM2fO1IABAxQZGanTp0/LMAzFxMRo5MiRmjVrluLj453qrFq1qubNm6f//e9/Gj58uBo1aqRz584pKChIHTp00EMPPaRZs2Y5lOnatavWrl2rW265RZGRkcrPz1f16tV1yy236IcfftCdd95Zvl+IYthsNk2ZMkV79+7V888/r7i4ODVq1Eg5OTnKzc1VdHS0hg0bpnfeeUf79+932dYPPvhA//znP9WpUyeFhYUpPz9fV199teLj4/XGG29Y3ubbbrtNVapUKXjtbthsUcOGDVNycrKmTp2qbt26qVq1ajp16pRCQkLUsWNHjR07VgsWLNBjjz1meXsB+C+bYVyiucABAAAAAJUCPZoAAAAAAEv5XdBcsWKFbrzxRtWtW1dhYWFq06aNJk+erMzMzDLXOW/ePPXr10+1atVSeHi4OnXqpJdfftnhZndXUlNTNWHCBLVo0UKhoaFq0KCBRo0a5XYB57y8PC1btkwTJ05Ut27dVLNmTQUHB6thw4YaOnSolixZ4vZc+/fvl81mK/bRvXv3Mn8NAAAAAMAqfjV0dsaMGZowYYIMw1BUVJTq1q2rpKQkZWdnq23btlq9enWpZ2d79NFH9corr0gyp3QPDw/X9u3blZeXp969e2vp0qUKCQlxKpecnKxevXrp6NGjCg8PV+vWrXX48GGlpqYqODhYc+fO1ZAhQxzKvPvuuxo7dqwkc7r8mJgYVatWTcnJyQWz1I0bN05vv/12wXTudvv371fz5s0lFa5rdaHY2FiH+2gAAAAAwCu8ORNRaaxbt84ICAgwbDabMXPmTCM/P98wDMNISUkxunbtakgyRowYUao658+fXzCD3aJFiwq279ixw2jevLkhyXj44YedyuXn5xudOnUyJBnXX3+9cerUKcMwDOP8+fPG5MmTDUlGtWrVjF9//dWh3OzZs40OHToY77zzTkEZe7mXXnqpYFbCt956y+mcRWd1BAAAAABf5jc9msOGDdOiRYt011136cMPP3TYt2fPHrVp00b5+fnavHmzOnTo4FGdnTp10ubNmzVlyhQ9++yzDvsSEhLUv39/hYSE6NChQ6pbt27BvoULF2r48OGKiIjQvn37VKtWLYeyffr0UWJioh5++OGC3lLJXMi4Vq1aTr2VduPGjdPs2bPVsWNHp+G3RXs0/eRbBgAAAKCS8ot7NDMyMvT1119LMsPYhS677DLFxcVJUsFi2CXZs2ePNm/e7LbOuLg4xcTEKDs7W4sXL3bYZz/HyJEjnUJm0founNq9du3abkOmJA0aNEiS3E7rDwAAAAD+IMjbDfDExo0blZ2drZCQEHXr1s3lMddcc42+/fZbrVmzxqM67ce1aNFCjRs3dltncnKy1qxZozFjxjiV7d27t9tykrn2WEpKitv6L2Rfw61q1arFHvfQQw9p586dstlsatasmQYOHKhhw4YpIMD6vxs0a9ZMqampCg0NLehRBQAAAFD57Nu3T+fOnVO9evW0f//+Yo/1i6C5e/duSVLTpk0dFhkuqmXLlpI87w2012kv52mdOTk5BV9Ud2WbNGmi4OBg5eTkaNeuXR4HzU8//VRSYVB1Z8aMGQ6vZ82apU6dOmn+/PmWh8HU1FRlZWUpKytLJ0+etLRuAAAAAP4nNTW1xGP8ImieOHFCkoqdUda+z9MwVNY609PTlZ+fX2xZm82mmjVrKjU11eP2LFq0SP/73/9ks9n0+OOPO+0PCgrSHXfcoVtvvVWxsbFq1KiR0tLStGTJEj399NPatGmTBgwYoPXr16tGjRrFnmvmzJmaNWuWR+3KycmRJAUHBysqKsqjMgAAAAAqnsOHDysnJ0ehoaElHusXQfPcuXOSzLDjjn0JEvvw0/Kq017Oyvbs3LlTd999tyRp4sSJ6tmzp9MxUVFRmjNnjsO2Ro0a6b777lO/fv3UtWtXJScn64033tDTTz9d7PmOHDmiDRs2lNiuC8//6quvlqoMAAAAgIrj4Ycf1t69ez0aRekXQdOemO29a65kZ2dLksLCwsq1zqLp3Yr2HDp0SAMHDlR6erpuuOEGTZ8+veTGXyAmJkb333+/pk+frvnz55cYNBs2bKguXbp4VPeOHTuUlZWliIgIDR48uNRts1Jubq6++eYbSdLAgQMVFOQXP75ApcJ1CvgHrlXAP/jatXrhSh3F8YtPFfvMrvbhrq7Y97maBdbKOiMiIhQQEKD8/Hy3ZQ3D0KlTp0psz2+//ab+/fvr4MGD6tu3r+bNm+f2HtSS2HtB9+zZU+Kx48eP1/jx4z2qt2vXrtqwYYNsNpvXf7CLCgoK8qn2AHDGdQr4B65VwD/4wrVa3AoaF/KL5U1atWolSTp48KDOnz/v8phffvnF4VhP60xOTnZ7jKs6g4ODFR0dXWzZQ4cOFfR2umtPamqq4uLitGfPHvXo0UNffPGFR2Od3bEP483NzS1zHQAAAABgBb8Imp07d1ZwcLCys7O1du1al8esWrVKktSjRw+P6uzevbskc4relJSUUtVpL2vf765cVFSUywl0Tpw4oeuuu047duxQly5d9NVXX6latWoetdudbdu2FZwTAAAAALzJL4Jm9erVNXDgQElyOVvqnj17lJCQIEm6+eabPaqzVatWat++vds6ExISlJycrODgYA0ZMsRhn/0cc+fOdTmrrL2+kSNHOu07ffq0BgwYoC1btujyyy/X0qVLFRER4VGb3cnIyNBbb70lSRowYMBF1QUAAAAAF8svgqYkTZ48WTabTXPmzNGsWbNkGIYkcwbV2267Tfn5+Ro2bJg6duzoUK5Zs2Zq1qyZPv/8c6c6p06dKkmaPn26vvjii4Ltu3bt0tixYyVJf/rTn1S3bl2HcsOGDVOHDh2Unp6u0aNHKz09XZKUl5enKVOmKDExUVWrVtWjjz7qUO7s2bMaPHiw1q9frzZt2mj58uWqU6eOR+9/3Lhxmj9/fsEkQ3Y7d+7U9ddfr3379qlatWp67LHHPKoPAAAAAMqL39z5feWVV+rVV1/Vww8/rPHjx2vatGmKjIxUUlKSsrOz1bp1a82ePdup3IEDBySZvX4XuummmzRx4kS9/vrrGjJkiFq2bKlq1app27ZtysvLU69evfTCCy84lQsICNDcuXN1zTXX6KuvvlLjxo3Vpk0bHTp0SKmpqapSpYo++ugjNWrUyKHcP//5T61evbrg9YgRI9y+388//1wNGjQoeL127VrNnj1bVapUUUxMjGrUqKG0tLSC+0hr1aql+Ph4NWvWrPgvJAAAAACUM78JmpK5xmT79u31yiuv6KefflJqaqqio6N1880366mnnirTfY6vvfaaevbsqTfffFObNm3Sr7/+qnbt2umOO+7QX/7yF7ezwLZq1UpbtmzRtGnT9L///U9bt25VzZo1dfPNN2vSpEnq3LmzU5mivZE7d+4stl1F1+uUpKeeekpff/211q9fr99++0179uxR1apV1bVrVw0aNEh//vOfHYIpAAAAAHiLXwVNSerfv7/69+/v8fH2IbbFGTlypMv7KUtSv359zZgxQzNmzPDo+GeeeUbPPPNMqc8jSaNGjdKoUaPKVBYAAAAALiW/uUcTAAAAAOAfCJoAAAAAAEsRNAEAAAAAliJoAgAAAAAsRdAEAAAAAFiKoAkAAAAAsBRBEwAAAABgKYImAAAAAMBSBE0AAAAAgKUImgAAAAAASxE0AQAAAACWImgCAAAAACwV5O0GAJ5KSpLWrm2ghg0zvd0UAAAAAMUgaMLnpaVJt9wirVgRJOkqSdK8efmaO1eKjPRu2wAAAAA4I2jCIwcPSuPGSYZhPiTHf909t2L/ypXS8eOO7Vm1yqZRo6Tly617jwAAAACsQdCER9LSpNmzvd2KQnl5NiUkSD/9JF11lbdbAwAAAKAoJgOCX+vTR/rzn6UdO7zdEgAAAAB29GjCI/XrS3/4g/ncZjMfrp5bvT81VXr5Zfftys6W3nrLfFx3nfTQQ9INN0gB/AkFAAAA8BqCJjzSuLH0/PPeOff69VJiopSXV7jNZjMUGGhTbm7htmXLzEeLFtIDD0j33ivVrHnJmwsAAABUevT7wOfFx5tDZIvq29fQL7+Y9422b++4b+9e6eGHpago6U9/MpdFAQAAAHDpEDTh8yIjzdllN2/O1aRJP2nGjAQtXZqvpk2lsWOlzZul776TRoxwHDKbmSn9+99SbKw5rPaLLxx7RQEAAACUD4Im/Ea7dlK3br+pSZMzDtttNrPHc948szfziSek2rUdy377rTRkiHTZZdKrr0qnTl26dgMAAACVDUETFUp0tPSPf0iHDknvvCN16OC4f98+6ZFHzHtO77+fYbUAAABAeSBookKqWlUaM0batElauVK66SbHYbVnz0pvv20Oq732WmnRIobVAgAAAFYhaKJCs9mk3r2lzz83ezOffNJ5WO3y5dKwYVJMjPTKK9LJk15pKgAAAFBhEDRRaTRtKr3wgnT4sPTuu1LHjo779++XHn3UnK12/Hhp2zavNBMAAADwewRNVDphYdIf/iBt3Giuz3nzzVJgYOH+s2elWbPMZVP695cWLmRYLQAAAFAaBE1UWjabdM010ty55rDap56S6tRxPCYhQRo+3BxW+9JL0okT3mkrAAAA4E8ImoCkJk2k5583Z6t97z2pUyfH/fv3S48/bg6rHTdO2rrVG60EAAAA/ANBEygiLEy6915pwwZp1Spp5EjHYbVZWdLs2eayKf36SQsWSLm53msvAAAA4IsImoALNpvUq5cUH2/2Zk6aJEVGOh7z3XfSiBFSy5bSiy8yrBYAAACwI2gCJYiKkv7+d3NY7fvvS507O+4/eFB64gnzuPvuk7Zs8U47AQAAAF9B0AQ8FBoq3XOPtH69tHq1NGqU87Dad94xl03p21eaP59htQAAAKicCJpAKdls0tVXS//9rzms9q9/lerWdTxm5UrpppukFi2k6dOl48e90lQAAADAKwiawEWIipKmTTOHz37wgdS1q+P+Q4ekJ580jxs7Vtq82SvNBAAAAC4pgiZggdBQ6e67pZ9/ln74Qbr1VikoqHD/uXPSu++ay6b06SPNm8ewWgAAAFRcBE3AQjab1KOH9Omn0oED0uTJzsNqExOlm282h9X+4x9SWpp32goAAACUF4ImUE4aNZL+9jdz+Ox//uN6WO1TT5nDaseMkTZt8kozAQAAAMsRNIFyFhIi3Xln4bDa225zHFabnS299565bErv3tLcuQyrBQAAgH8jaAKXiH1Y7SefmMNqp0yR6tVzPGbVKumWW6TmzaXnn5eOHfNOWwEAAICLQdAEvKBRI+nZZ83ZaufMka680nH/4cPmsilNmkj33itt3Fi4LylJWrzY/BcAAADwRQRNwItCQqQ77pDWrpXWrJFuv915WO0HH0hdukjdu0uXXy7FxkpDh5r/xsUxmRAAAAB8D0ET8BFXXSV9/LHZyzl1qlS/vuP+n36Stm933JaYKI0adenaCAAAAHiCoAn4mIYNpWeeMQPnRx+ZAdSdvDwpIYFhtAAAAPAtBE3ARwUHS6NHm0NqX3yx+GOTky9NmwAAAABPEDQBPzB4cPH7Y2IuTTsAAAAATxA0AT/Qrp3Ur58UGOi4PTDQnBCoXTvvtAsAAABwhaAJ+In4eKl3b8dtrVtLn33mnfYAAAAA7hA0AT8RGWlO/DN8eOG2zp3N7QAAAIAvIWgCfub22wuff/ONlJ/vvbYAAAAArhA0AT9z7bWF92qmpUnr13u3PQAAAMCFCJqAn6lZU+rRo/D1V195rSkAAACASwRNwA8NGlT4/OuvvdcOAAAAwBWCJuCHigbNn36STpzwXlsAAACACxE0AT/UsaNUv775PD9fWrrUu+0BAAAAiiJoAn4oIEC6/vrC1wyfBQAAgC8haAJ+6sKgyTInAAAA8BUETcBPDRhg9mxK0tGj0qZNXm0OAAAAUICgCfip2rWlq64qfM3wWQAAAPgKgibgx4oOn2U9TQAAAPgKgibgx4ouc/Ljj9KpU15rCgAAAFCAoAn4sa5dpchI83lenvTtt95tDwAAACARNAG/FhAgDRxY+JrhswAAAPAFBE3AzxUdPvv115JheK8tAAAAgETQBPzegAGSzWY+//VXaetW77YHAAAAIGgCfq5uXemKKwpfs8wJAAAAvI2gCVQARYfPcp8mAAAAvI2gCVQARdfTXL1aOn3ae20BAAAACJpABdCtm1S7tvk8N1dKSPBuewAAAFC5ETSBCiAw0JwUyI7hswAAAPAmgiZQQRQdPvvVVyxzAgAAAO8haAIVxMCBhc8PHZJ27PBeWwAAAFC5ETSBCqJBA6lz58LXDJ8FAACAtxA0gQqk6DInrKcJAAAAbyFoAhVI0aCZmChlZHivLQAAAKi8CJpABdK9uxQRYT7PyZFWrPBuewAAAFA5ETSBCiQoSLruusLXDJ8FAACANxA0gQqm6PBZljkBAACANxA0gQqm6DIn+/ZJu3d7ry0AAAConAiaQAXTuLHUoUPha4bPAgAA4FIjaAIV0PXXFz5nPU0AAABcagRNoAIqep/mypVSVpb32gIAAIDKh6AJVEA9e0rVq5vPz52TvvvOq80BAABAJUPQBCqg4GCpf//C1wyfBQAAwKVE0AQqqKLDZ5kQCAAAAJcSQROooIpOCLRnj/TLL95rCwAAACoXgiZQQTVtKrVrV/iaXk0AAABcKgRNoAIrOnyW+zQBAABwqRA0gQqsaNBMSDBnoAUAAADKG0ETqMB69ZLCw83nWVnSqlXebQ8AAAAqB4ImUIGFhEhxcYWvGT4LAACAS4GgCVRwRWefJWgCAADgUiBoAhVc0fs0d+6U9u/3WlMAAABQSRA0gQqueXOpdevC1yxzAgAAgPJG0AQqgaLDZwmaAAAAKG8ETaASKDp8dvlyKSfHe20BAABAxUfQBCqBPn2ksDDzeUaGtHq1d9sDAACAio2gCVQCoaFS376Frxk+CwAAgPJE0AQqiaLDZ1nmBAAAAOWJoAlUEkUnBNq2TTp82HttAQAAQMXmd0FzxYoVuvHGG1W3bl2FhYWpTZs2mjx5sjIzM8tc57x589SvXz/VqlVL4eHh6tSpk15++WWdP3++2HKpqamaMGGCWrRoodDQUDVo0ECjRo3Spk2bXB6fl5enZcuWaeLEierWrZtq1qyp4OBgNWzYUEOHDtWSJUtKbGtpzwnYXXaZ1LJl4WuGzwIAAKC8+FXQnDFjhvr3768lS5YoNDRUbdu21f79+zVt2jRdeeWVOnHiRKnrfPTRR3XzzTfru+++U506dRQTE6Nt27bpscce07XXXqvs7GyX5ZKTk9WhQwe98cYbSk1NVWxsrAzDUHx8vK666iotXrzYqcwHH3ygAQMG6J///KfWr1+v+vXrq3379jp79qwWL16sG2+8UePHj5dhGJadEyiK4bMAAAC4FPwmaK5fv14TJ06UJM2cOVMHDx7Uhg0btHfvXnXt2lU7duzQfffdV6o6FyxYoFdeeUUhISFatGiRkpOTtXnzZm3btk3NmzdXYmKiJk2a5FTOMAyNHDlSR48e1fXXX6+UlBStX79eKSkpmjx5snJycjR69GgdOXLEqVyHDh30zjvv6MSJE9q1a5fWr1+v48eP66WXXpLNZtOsWbP09ttvW3ZOoKiiw2e//VYqodMeAAAAKBO/CZrPPfec8vPzdeedd2rcuHGy2WySpEaNGunTTz9VQECA5s+fry1btnhc57PPPitJeuKJJzRkyJCC7W3atNE777wjSXrzzTd17Ngxh3KLFi3Spk2bFBERoU8++UQRERGSpKCgIP3tb39T7969lZGRoZdfftmh3IgRI7Rp0yaNGTOmoIy93KOPPqqxY8dKMoP0hcp6TqCofv2kkBDz+enT0o8/erc9AAAAqJj8ImhmZGTo699vKBs3bpzT/ssuu0xxcXGSpLlz53pU5549e7R582a3dcbFxSkmJkbZ2dlOQ1Lt5xg5cqRq1arlVNZeX3x8vMP22rVrFwRkVwb9Pq5x165dTvvKek6gqKpVzTU17Rg+CwAAgPIQ5O0GeGLjxo3Kzs5WSEiIunXr5vKYa665Rt9++63WrFnjUZ3241q0aKHGjRu7rTM5OVlr1qzRmDFjnMr27t3bbTlJOnz4sFJSUtzWf6GsrCxJUtWqVd221+pzesowDOXm5lpaZ2kVPb+32+LPrrvOpqVLAyVJX31l6Lnn8rzcIlQkXKeAf+BaBfyDr12r7uaSccUvgubu3bslSU2bNlWVKlVcHtPy9+k0XfUGFldny6LTcHpQZ05Ojvbv319s2SZNmig4OFg5OTnatWuXx6Hv008/lVQYGsvrnDNnztSsWbM8atOOHTskSenp6R7NinupfPPNN95ugt8KC6smqb8kafNmm+bM+Va1a7ue9Aq4GFyngH/gWgX8gy9cq+np6R4f6xdB0z6bbO3atd0eY9938uTJcq0zPT1d+fn5xZa12WyqWbOmUlNTPW7PokWL9L///U82m02PP/64wz6rz3nkyBFt2LDBo3ah4mncOEN1657VsWNmz/nGjfXUv/8hL7cKAAAAFYlfBM1z585JkoKDg90eE/L7DCf24aflVae9nJXt2blzp+6++25J0sSJE9WzZ0+XbbXqnA0bNlSXLl1KbJdk9mhmZWUpIiJCgwcP9qhMecnNzS34S87AgQMVFOQXP74+afjwANk7tX/7rZMGD+7g3QahwuA6BfwD1yrgH3ztWrVPpuoJv/hUCQ0NlWQOIXXHvt5lWFhYudZpL2dVew4dOqSBAwcqPT1dN9xwg6ZPn+62rVadc/z48Ro/fnyxx9h17dpVGzZskM1m8/oPdlFBQUE+1R5/M3iwCoLmsmUBkgLElxNW4zoF/APXKuAffOFaLW5i0wv5xayz9llW7cNdXbHvczUjq5V1RkREKCAgoNiyhmHo1KlTJbbnt99+U//+/XXw4EH17dtX8+bNc3kPqpXnBCRzmRP7j9qpU9LatV5tDgAAACoYvwiarVq1kiQdPHhQ592sMP/LL784HOtpncnJyW6PcVVncHCwoqOjiy176NChgp5Hd+1JTU1VXFyc9uzZox49euiLL75w6LksyqpzAnbVq0tF55ximRMAAABYyS+CZufOnRUcHKzs7GytddP1smrVKklSjx49PKqze/fukqR9+/YpJSWlVHXay9r3uysXFRWlqKgop/0nTpzQddddpx07dqhLly766quvVK1aNY/aW9ZzAhf6fdlWSdLvy9QCAAAAlvCLoFm9enUNHDhQklwuy7Fnzx4lJCRIkm6++WaP6mzVqpXat2/vts6EhAQlJycrODhYQ4YMcdhnP8fcuXNdzvBqr2/kyJFO+06fPq0BAwZoy5Ytuvzyy7V06VJFRESU2N6LOSfgyvXXFz5ft05KTfVeWwAAAFCx+EXQlKTJkyfLZrNpzpw5mjVrVsFioUeOHNFtt92m/Px8DRs2TB07dnQo16xZMzVr1kyff/65U51Tp06VJE2fPl1ffPFFwfZdu3Zp7NixkqQ//elPqlu3rkO5YcOGqUOHDkpPT9fo0aML1pPJy8vTlClTlJiYqKpVq+rRRx91KHf27FkNHjxY69evV5s2bbR8+XLVqVPHo/df1nMC7sTGSkU7v31gaSYAAABUEH4zxdiVV16pV199VQ8//LDGjx+vadOmKTIyUklJScrOzlbr1q01e/Zsp3IHDhyQJGVkZDjtu+mmmzRx4kS9/vrrGjJkiFq2bKlq1app27ZtysvLU69evfTCCy84lQsICNDcuXN1zTXX6KuvvlLjxo3Vpk0bHTp0SKmpqapSpYo++ugjNWrUyKHcP//5T61evbrg9YgRI9y+388//1wNGjS46HMC7thsZq/mO++Yr7/+WrrzTu+2CQAAABWD3/RoSuYak8uWLdOgQYOUmZmppKQkRUdHa9KkSVq3bp0iIyNLXedrr72m+Ph49enTR2lpadq9e7fatWun6dOnKyEhwe0EPa1atdKWLVv0wAMPqG7dutq6daskc4jrTz/9pOHDhzuVsS8/IplrZ37//fduH0XXzryYcwLFKXqf5jffSHl53msLAAAAKg6bYR+DCrhgX0ezS5cuWr9+vVfbkpubqyVLlkiSBg8e7PV1hCqC9HQpMlLKzTVfr1kjXXWVd9sE/8Z1CvgHrlXAP/jatVqabOBXPZoArBURIfXsWfia2WcBAABgBYImUMkVHT7LepoAAACwAkETqOSKBs21a6Xjx73XFgAAAFQMBE2gkuvQQWrY0HxuGNLSpd5tDwAAAPwfQROo5OzLnNgxfBYAAAAXi6AJwGmZk/x877UFAAAA/o+gCUDXXisF/P5pkJoqvf66lJTk1SYBAADAjxE0AahWLemKKwpfP/KIFBsrxcVJaWneaxcAAAD8E0ETgCTp2DHnbYmJ0qhRl74tAAAA8G8ETQBKSpL27XPenpcnJSQwjBYAAAClQ9AEoOTk4vfPn39p2gEAAICKgaAJQDExxe+fPNlcAmXTpkvSHAAAAPg5giYAtWsn9esnBQa6P+abb6TOnaXRo6W9ey9d2wAAAOB/CJoAJEnx8VKfPo7bunaVevRw3PbJJ1KbNtJDD5lLoQAAAAAXImgCkCRFRkrLl0vbt0uLFpn/rlsnff+9tGSJ1L594bHnz0szZkgtW0rPPiudOeO9dgMAAMD3EDQBOGjXThoyxPxXkmw26YYbpI0bpQ8/lJo2LTw2I0N65hkzcM6YIeXkeKXJAAAA8DEETQAeCQyU7rpL2rVLevVVqU6dwn3HjplDadu2lT79VMrP9147AQAA4H0ETQClEhoq/eUv0i+/SE8/LVWtWrhv717p9tulK64wJw8yDO+1EwAAAN5D0ARQJhER0nPPmWtw3n+/44y1Gzeay6Fce63088/eayMAAAC8g6AJ4KI0bCi99Za0Y4d0yy2O+xISpG7dzO27d3unfQAAALj0CJoALHHZZdJnn5k9mHFxjvvmzjUnF/rjH6UjR8xtSUnS4sXmvwAAAKhYCJoALHXFFdK335r3aHbuXLg9L0+aOdOcobZZMyk2Vho61Pw3Lk5KS/NakwEAAGAxgiYAy9ls0oAB5jqcn34qtWhRuC8rSzpwwPH4xERp1KhL20YAAACUH4ImgHITECDdeqt5/+aMGVLt2q6Py8sz7+dkGC0AAEDFQNAEUO6Cg6UHHjAnDSpOcvKlaQ8AAADKF0ETwCXTvn3x+2NiLk07AAAAUL4ImgAumXbtpH79zCG1RQUGmhMCtWvnnXYBAADAWgRNAJdUfLzUp4/jtrZtzaVRAAAAUDEQNAFcUpGR5sQ/gwcXbuvWzdwOAACAioGgCcArbr+98PmSJVJ+vvfaAgAAAGsRNAF4xfXXF96refSotGGDd9sDAAAA6xA0AXhF7dpSz56Fr5cs8V5bAAAAYC2CJgCvKXqf5v/+5712AAAAwFoETQBec+ONhc/XrZN++817bQEAAIB1CJoAvCY2VmratPD1l196ry0AAACwDkETgNfYbI69mtynCQAAUDEQNAF4VdH7NJculXJyvNcWAAAAWIOgCcCr+vWTwsLM5xkZUmKid9sDAACAi0fQBOBVYWFS//6Frxk+CwAA4P8ImgC8jmVOAAAAKhaCJgCvKxo0k5Ol3bu91xYAAABcPIImAK9r0kTq0KHwNcNnAQAA/BtBE4BPYPgsAABAxUHQBOATiq6nmZgonT7tvbYAAADg4hA0AfiEq66S6tQxn+fmSsuWebc9AAAAKDuCJgCfEBgoDRpU+JrhswAAAP6LoAnAZxS9T/PLL6X8fO+1BQAAAGVH0ATgMwYONHs2JSk1VVq3zrvtAQAAQNkQNAH4jFq1pKuvLnzNMicAAAD+iaAJwKcUHT5L0AQAAPBPBE0APqXoMifr10tHjnivLQAAACgbgiYAn9K2rdSsWeHrL7/0WlMAAABQRgRNAD7FZnMcPssyJwAAAP6HoAnA5xQdPrtsmZSd7b22AAAAoPQImgB8Tt++UtWq5vPMTCkx0avNAQAAQCkRNAH4nNBQ6dprC18zfBYAAMC/EDQB+KQL79M0DO+1BQAAAKVD0ATgk4oGzb17pV27vNcWAAAAlA5BE4BPatxY6tSp8PWSJV5rCgAAAEqJoAnAZxXt1SRoAgAA+A+CJgCfVXSZk1WrpPR077UFAAAAniNoAvBZV14pRUaaz3NzpaVLvdseAAAAeIagCcBnBQZKN9xQ+Prf/5aSkrzXHgAAAHiGoAnAp11zTeHzFSuk2FgpLk5KS/NemwAAAFA8giYAn/af/zhvS0yURo269G0BAACAZwiaAHxWUpI5CdCF8vKkhASG0QIAAPgqgiYAn5WcfHH7AQAA4B0ETQA+Kybm4vYDAADAOwiaAHxWu3ZSv35SwAWfVIGB5oRA7dp5p10AAAAoHkETgE+Lj5datXLc1qeP9Nln3mkPAAAASkbQBODTIiOlZ54pfB0bKy1fbm4HAACAbyJoAvB5NWoUPs/N9V47AAAA4BmCJgCfV7164fMzZ7zXDgAAAHiGoAnA5xE0AQAA/AtBE4DPKxo0MzIkw/BeWwAAAFAygiYAn1c0aBqGlJnpvbYAAACgZARNAD6vaNCUpNOnvdMOAAAAeIagCcDnhYRIQUGFr7lPEwAAwLcRNAH4PJuNCYEAAAD8CUETgF8gaAIAAPgPgiYAv1CjRuFzgiYAAIBvI2gC8Av0aAIAAPgPgiYAv0DQBAAA8B8ETQB+oWjQZHkTAAAA30bQBOAX6NEEAADwHwRNAH6BoAkAAOA/CJoA/AJBEwAAwH8QNAH4BYImAACA/yBoAvALBE0AAAD/QdAE4Bdq1Ch8TtAEAADwbQRNAH6BHk0AAAD/QdAE4BdYRxMAAMB/EDQB+AV6NAEAAPwHQROAXyBoAgAA+A+CJgC/UDRo5uSYDwAAAPgmgiYAv1A0aEr0agIAAPgygiYAv1CtmuNrgiYAAIDvImgC8AuBgVJ4eOFrgiYAAIDvImgC8BsscQIAAOAf/C5orlixQjfeeKPq1q2rsLAwtWnTRpMnT1ZmZmaZ65w3b5769eunWrVqKTw8XJ06ddLLL7+s8+fPF1suNTVVEyZMUIsWLRQaGqoGDRpo1KhR2rRpk9sy+/fv17vvvqs//vGP6tq1q4KDg2Wz2XTPPfeU2E6bzVbso0GDBqV854B/YeZZAAAA/xDk7QaUxowZMzRhwgQZhqGoqCg1adJESUlJmjZtmubNm6fVq1erdu3aparz0Ucf1SuvvCJJatmypcLDw7Vt2zY99thj+uKLL7R06VKFhIQ4lUtOTlavXr109OhRhYeHKzY2VocPH1Z8fLwWLlyouXPnasiQIU7lXn/9df3zn/8s2xfgd1dccYXLNtWpU+ei6gV8HUETAADAP/hNj+b69es1ceJESdLMmTN18OBBbdiwQXv37lXXrl21Y8cO3XfffaWqc8GCBXrllVcUEhKiRYsWKTk5WZs3b9a2bdvUvHlzJSYmatKkSU7lDMPQyJEjdfToUV1//fVKSUnR+vXrlZKSosmTJysnJ0ejR4/WkSNHnMpGRkZq8ODBeuaZZ7RkyRKNGTOm1F+LuXPnavXq1U6PRYsWlbouwJ8QNAEAAPyD3wTN5557Tvn5+brzzjs1btw42Ww2SVKjRo306aefKiAgQPPnz9eWLVs8rvPZZ5+VJD3xxBMOvY9t2rTRO++8I0l68803dezYMYdyixYt0qZNmxQREaFPPvlEERERkqSgoCD97W9/U+/evZWRkaGXX37Z6ZxPP/20/ve//2nq1Km64YYbVLNmzVJ9HYDKjKAJAADgH/wiaGZkZOjrr7+WJI0bN85p/2WXXaa4uDhJZm+fJ/bs2aPNmze7rTMuLk4xMTHKzs7W4sWLHfbZzzFy5EjVqlXLqay9vvj4eI/aAsAzBE0AAAD/4Bf3aG7cuFHZ2dkKCQlRt27dXB5zzTXX6Ntvv9WaNWs8qtN+XIsWLdS4cWO3dSYnJ2vNmjUOQ1ztZXv37u22nCQdPnxYKSkpbusvq+eee06//vqrcnNz1bhxY8XFxWnUqFEu79u0imEYys3NLbf6PVH0/N5uC7wjPDxA9r+PpafnKzc337sNghOuU8A/cK0C/sHXrlXDMDw+1i+C5u7duyVJTZs2VZUqVVwe07JlS0nSrl27SlWnvZyndebk5Gj//v3Flm3SpImCg4OVk5OjXbt2WR4033vvPYfXH374oaZOnap58+apS5cuJZafOXOmZs2a5dG5duzYIUlKT0/XkiVLSt/YcvLNN994uwnwgmPHYiXFSJK2bTugJUs8HyqPS4/rFPAPXKuAf/CFazU9Pd3jY/0iaJ44cUKSip1R1r7v5MmT5Vpnenq68vPziy1rs9lUs2ZNpaametweTwwdOlR33nmnOnbsqKioKGVkZOjbb7/VX//6V+3du1cDBgzQxo0b1aRJk2LrOXLkiDZs2GBZu4BLpWrVwiWHsrL84uMLAACgUvKL39TOnTsnSQoODnZ7jH3YaFZWVrnWaS9ndXs8sXDhQofXoaGhuvXWW3Xttdeqa9euOnjwoJ599tmCiYzcadiwoUc9n5LZo5mVlaWIiAgNHjy4rE23RG5ubsFfcgYOHKigIL/48YWF9uyx6dNPzec1ajTW4MENvdsgOOE6BfwD1yrgH3ztWrVPpuoJv/hUCQ0NlWQOW3UnOztbkhQWFlauddrLWd2eixEZGamnnnpK999/vxYsWKDZs2cXzMrryvjx4zV+/HiP6u7atas2bNggm83m9R/sooKCgnyqPbg0ik7SnJERoKAgv5jPrNLiOgX8A9cq4B984VotLmNcyC9+S7PP7Gof7uqKfZ+rWWCtrDMiIkIBAQHFljUMQ6dOnSpVey5Wz549C9pU3HsC/BmzzgIAAPgHvwiarVq1kiQdPHhQ58+fd3nML7/84nCsp3UmJye7PcZVncHBwYqOji627KFDhwp6Oz1tz8UqOozXF2akAsoDQRMAAMA/+EXQ7Ny5s4KDg5Wdna21a9e6PGbVqlWSpB49enhUZ/fu3SVJ+/btU0pKSqnqtJe173dXLioqSlFRUR6152Jt27ZNkjm0t06dOpfknMClRtAEAADwD34RNKtXr66BAwdKkstlOfbs2aOEhARJ0s033+xRna1atVL79u3d1pmQkKDk5GQFBwdryJAhDvvs55g7d67LWWXt9Y0cOdKjtlys3NxcvfLKK5KkuLg4r4/dBsoLQRMAAMA/+EXQlKTJkyfLZrNpzpw5mjVrVsFioUeOHNFtt92m/Px8DRs2TB07dnQo16xZMzVr1kyff/65U51Tp06VJE2fPl1ffPFFwfZdu3Zp7NixkqQ//elPqlu3rkO5YcOGqUOHDkpPT9fo0aML1pPJy8vTlClTlJiYqKpVq+rRRx+17P0/+eST+vDDD3Xmgt+uDx06pJtvvllr1qxRUFCQpkyZYtk5AV9TNGhmZEi/rzQEAAAAH+M3QfPKK6/Uq6++KsmcNTU6OlpdunRR8+bNtX79erVu3VqzZ892KnfgwAEdOHBAGRkZTvtuuukmTZw4UdnZ2RoyZIhiYmLUqVMnxcbGat++ferVq5deeOEFp3IBAQGaO3eu6tWrp6+++kqNGzfWFVdcoUaNGum5555TlSpV9NFHH6lRo0ZOZb///ntFRkYWPN566y1J0n//+1+H7f/9738dyu3cuVP33HOPatWqpVatWql79+5q27atoqOjtWjRIoWGhuqDDz7QVVddVaavL+APatQofG4YUmam99oCAAAA9/wmaErSxIkTtWzZMg0aNEiZmZlKSkpSdHS0Jk2apHXr1ikyMrLUdb722muKj49Xnz59lJaWpt27d6tdu3aaPn26EhISHJYzKapVq1basmWLHnjgAdWtW1dbt26VZA6r/emnnzR8+HCX5c6fP6/jx48XPOzrbGZnZztsL7pepyTdf//9Gj9+vDp16qQzZ85ow4YNOnz4sGJjYzVx4kRt27ZNo0ePLvX7B/xJ0R5NieGzAAAAvsrvbubr37+/+vfv7/Hx9iG2xRk5cmSZ7qesX7++ZsyYoRkzZnhcpm/fvh616UIDBw4suE8VqKxCQqSgIMk+sTJBEwAAwDf5VY8mgMrNZmNCIAAAAH9A0ATgV4oGzd9HrAMAAMDHEDQB+I20NPNh94c/SHFxjtsAAADgfQRNAH7jlluks2cdtyUmSqNGeac9AAAAcI2gCcAvJCVJK1Y4b8/LkxISzP0AAADwDQRNAH4hOfni9gMAAODSIWgC8AsxMRe3HwAAAJcOQROAX2jXTurXTwq44FMrMNCcEKhdO++0CwAAAM4ImgD8Rny81KOH47YePaTPPvNOewAAAOAaQROA34iMlFatkiIiCrdNm2ZuBwAAgO8gaALwKzab1KlT4ett27zWFAAAALgRZGVlv/zyi+Lj47VlyxadOHFC58+fd3uszWbT8uXLrTw9gEri8sullSvN5wRNAAAA32NZ0Hz22Wc1bdo05efnyzCMEo+32WxWnRpAJXP55YXPCZoAAAC+x5Kg+fHHH+vZZ5+VJDVq1EgDBw5Uo0aNFBRkaYcpAEhyDpqGYQ6pBQAAgG+wJAm++eabkqQhQ4YoPj5ewcHBVlQLAC7FxhY+P3VK+vVXqXFjrzUHAAAAF7BkMqBt27bJZrPprbfeImQCKHe1ajkGS4bPAgAA+BZLgqbNZlONGjXUqFEjK6oDgBJxnyYAAIDvsiRotmnTRmfPnlV2drYV1QFAiQiaAAAAvsuSoDl27FidP39ec+fOtaI6AChR0aC5dav32gEAAABnlgTN++67T0OGDNFDDz2kxMREK6oEgGIVDZpJSVJenvfaAgAAAEeWzDr7t7/9TR07dtSqVavUr18/XX311brqqqtUvXr1YstNmTLFitMDqITatjWXNDEMKStL2rdPionxdqsAAAAgWRQ0n3nmGdl+X8TOMAytXr1a33//fYnlCJoAyio8XGrRQvrlF/P1tm0ETQAAAF9hSdDs3bt3QdAEgEulfXvHoDlsmFebAwAAgN9ZEjS/++47K6oBgFK5/HJp4ULzOTPPAgAA+A5LJgMCAG9giRMAAADfRNAE4LeKBs1du6ScHO+1BQAAAIUsGTpbVE5OjpYtW6Z169YpNTVVklSvXj1deeWVuvbaaxUcHGz1KQFUUpddJlWpIp0/L+XmSrt3O4ZPAAAAeIelQXPWrFmaPHmy0tLSXO6PjIzUtGnTdN9991l5WgCVVHCw1Lp14bDZbdsImgAAAL7AsqGzTzzxhO6//34dO3ZMhmGoUaNG6tatm7p166ZGjRrJMAwdO3ZMf/zjH/Xkk09adVoAlRz3aQIAAPgeS4LmypUr9dJLL8kwDN10001KSkrSoUOH9OOPP+rHH3/UoUOHtGPHDt18880yDEMvvfSSVq1aZcWpAVRyBE0AAADfY0nQfPPNNyVJY8aM0dy5c9WmTRunY1q3bq34+HiNGTNGhmHoX//6lxWnBlDJFQ2aW7d6rx0AAAAoZEnQ/OGHHxQQEKC///3vJR47bdo02Ww2ff/991acGkAlVzRo7t0rZWZ6ry0AAAAwWRI009LSFBERoXr16pV4bP369VWzZk23EwYBQGk0by6FhRW+TkryXlsAAABgsiRoVq9eXWfOnNG5c+dKPDYrK0tnzpxRtWrVrDg1gEouIECKjS18/c033msLAAAATJYEzQ4dOigvL0/vvfdeice+9957ys3NVceOHa04NYBKLi1NOny48PXkyVJcnLkdAAAA3mFJ0Bw9erQMw9Ajjzyid9991+1x77zzjh555BHZbDbdeeedVpwaQCV3yy1SaqrjtsREadQo77QHAAAAUpAVldxzzz2aM2eOVq5cqXHjxulvf/ub+vXrp8aNG0uSDh8+rBUrViglJUWGYahv3766++67rTg1gEosKUlascJ5e16elJBg7m/X7tK3CwAAoLKzJGgGBARo0aJF+sMf/qD58+fr0KFDmjNnjsMxhmFIkm666Sa9++67stlsVpwaQCWWnFzyfoImAADApWdJ0JSkGjVq6PPPP9fatWv12Wefad26dUr9fTxbvXr1dMUVV+jWW2/VlVdeadUpAVRyMTEXtx8AAADlw7KgadetWzd169bN6moBwEm7dlK/fuY9mXl5jvs6dKA3EwAAwFssmQwIALwlPl7q08d5OysoAQAAeA9BE4Bfi4yUli+Xtm+X/vGPwu0//CCtW+e9dgEAAFRmpR46+5///EeSFBERoaFDhzpsK6277rqrTOUA4ELt2klt20oLF0pr1pjbXnpJ+uwzrzYLAACgUip10Lznnntks9nUunXrgqBp31YaNpuNoAnAUjab9Nhj0k03ma8//1zau1dq0cK77QIAAKhsSh00mzZtKpvNpkaNGjltAwBvGzrUnG02OVnKz5def1164w1vtwoAAKByKXXQ3L9/v0fbAMAbAgOlhx+W/vQn8/W770pTp0p16ni3XQAAAJUJkwEBqHDuucecJEiSzp6V/v1vrzYHAACg0iFoAqhwwsKkBx4ofD1jhnTunPfaAwAAUNlckqC5detWvfbaa/rnP/+pnTt3XopTAqjk/vQnKTTUfJ6aKs2Z4932AAAAVCaWBM2EhATFxcVp0qRJTvteffVVde7cWY8++qgefvhhtW/fXjNmzLDitADgVt260r33Fr5+5RVzciAAAACUP0uC5ty5c7Vy5Uo1a9bMYfvu3bv1xBNPKD8/X8HBwQoLC1NeXp7+8pe/aOPGjVacGgDcevhhc8kTSdq1S5o8WUpK8m6bAAAAKgNLguYPP/wgSRo0aJDD9nfeeUd5eXnq06eP0tLSdPLkSd18883Kz8/XW2+9ZcWpAcCtmBhp8ODC188/L8XGSnFxUlqa99oFAABQ0VkSNFNTUxUYGKioqCiH7V9//bVsNpumTJmi8PBwValSRS+88IIkKTEx0YpTA0Cxfv3VeVtiojRq1KVvCwAAQGVhSdA8ceKEatSoIZt9jJqkM2fOaPv27QoPD1efPn0Ktrds2VKhoaE6fPiwFacGALeSkqQNG5y35+VJCQkMowUAACgvlgTN0NBQpaenyzCMgm0//PCDDMPQVVddpYAAx9OEhYVZcVoAKFZy8sXtBwAAQNlYEjRjYmKUn5+vlStXFmybP3++bDabevXq5XBsTk6O0tPTVb9+fStODQBuxcRc3H4AAACUjSVBc/DgwTIMQ2PGjNFnn32m119/XR988IEkacSIEQ7Hbty4Ufn5+WratKkVpwYAt9q1k/r1ky4YVKHAQHNCoHbtvNMuAACAii7Iikoefvhhffjhh9q3b59uv/12SZJhGBo1apTat2/vcOyiRYtc9nQCQHmIj5d69HAcJtunj/TZZ95rEwAAQEVnSY9mzZo19cMPP+gPf/iD2rRpo+7du+vvf/+75syZ43BcTk6O3nvvPRmGoX79+llxagAoVmSk9Kc/Fb6Oi5OWLze3AwAAoHxY0qMpSY0bN9Y777xT7DHBwcH67bffrDolAJRajRrebgEAAEDFZ0mPJgAAAAAAdgRNAAAAAIClSj10NjExUZJUtWpVXXHFFQ7bSqt3795lKgcAAAAA8F2lDpp9+/aVzWZTmzZttH37dodtpWGz2ZSbm1va0wMAAAAAfFyZJgMyDEP5+flO20pbBwAAAACg4il10LwwYLrbBgAAAAConJgMCAAAAABgKYImAAAAAMBSlgXN06dPKyMjo8TjMjIydPr0aatOCwAAAADwMZYEzfnz56tWrVoaN25cicfecccdqlWrlhYvXmzFqQEAAAAAPsaSoDl37lxJ0pgxY0o89r777pNhGIqPj7fi1AAAAAAAH2NJ0Ny4caMCAgJ09dVXl3hsXFycAgICtGHDBitODQAAAADwMZYEzZSUFNWsWVOhoaElHhsWFqaaNWsqJSXFilMDAAAAAHxMqdfRdMVms+ns2bMeH5+VlSWbzWbFqQEAAAAAPsaSHs0mTZro3Llz2rp1a4nHbt68WVlZWWrcuLEVpwYAAAAA+BhLgmbfvn1lGIamTp1a4rHPPPOMbDab+vXrZ8WpAQAAAAA+xpKg+eCDDyogIECLFi3SHXfcoaNHjzodc/ToUd1+++1atGiRAgIC9NBDD1lxagAAAACAj7HkHs02bdro73//u5566il9+umn+vzzz9W1a1dFR0dLkg4cOKB169YpNzdXkjRt2jS1a9fOilMDAAAAAHyMJUFTkp544gnVqFFDTz75pM6cOaMff/xRa9askSQZhiFJqlGjhl588UWNGzfOqtMCAAAAAHyMZUFTku6//37ddttt+vzzz/XDDz/ot99+k81mU4MGDdSzZ0+NHDlSNWrUsPKUAAAAAAAfY2nQlKSaNWtq7NixGjt2rNVVAwCACigpSUpOlmJiJO6sAYCKwZLJgAAAAEorLU2Ki5NiY6WhQ81/4+LM7QAA/2Z5j2ZaWppWrFihAwcO6OzZs5oyZYrVpwCAMjt92pp66IEBLt4tt0iJiY7bEhOlUaOk5cu90yYAgDUs69HMzc3VI488oiZNmujWW2/VE088oWeffdbhmJMnT6pWrVoKDQ3V/v37rTo1ALiVlia99Vbh64SEi+sxoQcGuDjHjkmffiqNGCGtWCHl5Tnuz8szr9N775UWLjSPBwD4H8uC5siRI/X6668rJydHsbGxCgpy7iytVauWbr/9duXk5Cg+Pt6qUwOAW7fcIu3d67jN3mNS1vrc9cAAcHbunPTtt9ITT0hdukj16km33y4tWFB8uQ8+kIYPN49v00YaO9bclpws/T6ZPQDAh1kSNP/73/9q0aJFqlevntatW6ctW7aodu3aLo8dOXKkJGnFihVWnBoA3EpKMntM8vMdt9t7TB591DmEJiVJixeb/9oZhvnL7bRpxffAFC0DVFb5+dLmzdLLL0sDBki1aknXXSe9+KK0cWPZ6ty1S3r3XbOX87LLpIYNpZtvll5/XVq3Tvp9mW4AgA+x5B7N999/XzabTS+99JI6d+5c7LHdunWTzWZTEr+RAShnycnF73/lFfPRpYs0aJDZ6/LTT4X7L7vM7En5+Wfpt988Ox/3a6IySkmRli0zH99+K6WmFn98o0Zm+Fy7Vtq92/GPN4GBUosWUseO0urVrq+9o0elefPMhySFh0vdu0tXXy316mU+r17d9bm5vxoALg1LgubG3/9EedNNN5V4bNWqVRUREaHUkv4XAoCLFBPj2XEbNpiPC+3ZYz6sPh/g7zIypJUrC8NlSX87Dg+X+vQxw+WAAVLbtpLNZt7bPGqUOSLArk8f6bPPpMhIczTBvn1m4LQ/duxwrj8z05w8yD6BUECA1KmTGTp79TIDaHCwOfS96ICqfv2k+HjzXAAAa1kSNNPT0xUREaGwsDCPjs/Pz5fNZrPi1ADgVrt25i+SiYnOPSZNmkhVq5ZuuGvbtlJ6utnDUnQ4rs1mnofeEVRUeXnS+vVmqFy6VPrxR+n8effH22zSlVeawfK666QePcygd6HISDMcuutltNnM3s0WLaS77jK3paVJP/xQGDzXrXNuS35+4R+Q3njD3BYaKmVnOx7HDLcAUH4sCZq1atXSsWPHdO7cOYWGhhZ77JEjR3T69GlFR0dbcWoAKFZ8fPE9JklJ0t//Ln3yifs6Jk2S/vIX83hXPTCGIc2YUX7vAfCGffvMULlsmfnzfvJk8cc3b14YLOPiJDdTNbjUrp3nf6iJjJSGDDEfkpSVZQ5v//57M3h+/735B6ELnTvnvM1+f3W7dlLLluaQ3gsfjRub5wwoYVYLhuQCgCNLgmaXLl30zTffaMWKFRo0aFCxx7733nuSpB49elhxagAoVkk9Ju3aSX/9a/FBc/TowqF19vq2bTN7Me3LmqxcWf6/XPKLLMrTqVNm6LIPh/3ll+KPj4gwA6V9OGzLlpekmU7CwqTevc2HZPZmbt/uONz24MHi69ixw/WQXLugIHMCIldBNDzcnPho7drC4xmSCwAWBc3Ro0fr66+/1uTJk3XNNdeoWrVqLo/7+uuv9dxzz8lms+nuu++24tQA4JHiekyKG2Lbp4/rcpdfbg7le/VV83V8vHT//da3WzLDLPeWwWrnz0tr1hQGy7VrnWdoLiooyJxkZ8AAM1xecYW5zdcEBEjt25sP+zW5fLl07bVlrzM3Vzp0yHx4giG5AGBR0Lz99ts1a9YsrVq1St27d9cf//hH5eTkSJKWLVum/fv364svvtCXX36p/Px8/d///Z8GDhxoxakBwBLFDbF155ZbCoPmypXSkSNmr4fVilu7k19k4SnDMJcJsQ+H/e47c1Kf4rRpUzgctm9f9zO5+rr+/d3/MalDB+nxx6Vff3V+pKRIZ8+W/nxFlzxi9AGAysqSoGmz2bRw4UINHz5ciYmJmjBhQsG+66+/vuC5YRi69tpr9fHHH1txWgCwTElDbF3p1k1q2tQclmcY5lILDzxQ9jZceO68POm//3XsybTjF1m4cuHP0LFj5nIj9l7Lw4eLLx8Zafb82cNlkyaXpt2XQkn3a7tiGNKZM65D6K+/Slu3Sjt3uj/nffdJH3xgLpUEAJWNZYNeatWqpYSEBH388cd699139dNPPyn79+ndgoKC1K1bN40bN0533HGHAkq6ox4AvKQ0k5LYbGZv48svm6///W/znrXSBj9XQ2Pr1zeHNp44UXxZ1u6E5PpnqFq1knssQ0LM5T/sw2E7dix50ht/VZY/JtlsUo0a5qNNG+f9SUlSbKz78j/8YJ5j3DhpyhTzugaAysLSuysCAgJ055136s4771R+fr5OnDihvLw81alTR0G+eCMHAFykAQMKg6b9l87S3j95yy3m0Nuijh71rOzBg/RqVmbnz5szrt5xh7R/v+M+dyGzY8fCHstrrjEn06lMSvPHJE/qcjUkt6jcXOmtt6T//Ed67DHp4YfNPwIAQEVnyd8tmzdvrpYtWyo5Obmw4oAARUZGqn79+oRMABXWCy84b7PfP+mJn382e6HcTcISGCjVrOm+l+nBB81wGxdXOAMuKq68PPNn5sUXpUGDpFq1pKuvNpciMQzXZerWle6+W/roI3MN2E2bpJdeMv9IUtlCZnmIjzeH4BbVr5/09tvmki92GRnS1KlmT+rbbxe/DikAVASWJMAjR44oODhYMTExVlQHAH4hKeni7p9cvly67bbizzFnjtnzdOG9ZRdicqCKKT9f2rLF/DlbscL8PrtaI7I4s2dLQ4eWT/tQ/JDce+4xQ+Vzz0nHj5vbjh41Z8N9/XXzD1XDhplLq1zM0kUsfQTAF1kSNBs1aqRjx45ZURUA+I0igzjc7nf1S19GhvTEE+ZwupJ07Oj4i+yyZdLEic7HMTlQxWAYZuhISDCD5cqVhQHFnSpViu8dYyKaS8PVkNyQEGnCBDNwTp9uhsusLHPfrl3SiBHm/Z+nTxeWKc3Qe5Y+AuDLLBk6e+211+rs2bPauHGjFdUVa8WKFbrxxhtVt25dhYWFqU2bNpo8ebIyMzPLXOe8efPUr18/1apVS+Hh4erUqZNefvllnS9hXEtqaqomTJigFi1aKDQ0VA0aNNCoUaO0adMmt2X279+vd999V3/84x/VtWtXBQcHy2az6Z577vGorRkZGXr66afVpk0bhYWFqW7durrxxhv13Xffef6GAViipEEc9eo5b/vuO3M5hQtDps3m+Dow0HlioXbtHIfiuVJS+IVvMQxpzx5p5kzp1lvN5XFiY80h0fPnuw6ZQUFSz57S00+bf4BITzfDRWCg43GufobgHRER0vPPm9/rMWMch8IXDZmSGRqjo6VWraSWLaVmzczZfxs1MicTiow0h0zXqGG+vnBURWmG7gNAuTIs8MsvvxjVq1c3evbsaWRmZlpRpUtvvPGGYbPZDElGVFSU0blzZyMkJMSQZLRt29Y4fvx4qet85JFHDEmGJKNly5ZGhw4djMDAQEOS0bt3b+PcuXMuy+3Zs8eoX7++IckIDw83unTpYtSrV8+QZAQHBxuLFi1yWW7ChAkF5yv6uPvuu0ts67Fjx4zWrVsbkoyQkBCjc+fORlRUlCHJsNlsxptvvlnq91+SLl26GJKMLl26WF53aZ0/f95YuHChsXDhQuP8+fPebg5gGIZh9OtnGIGBhmFGBsfHFVcYxo8/GsaiRYbx88+G8cADzse0b28Yy5cbRlyc4/a4OMM4dsz5fNu3uz6X/bF9+6X/GhTFdVqyffsM4733DOOOOwyjcePiv5+SYQQEGMaVVxrG448bxtdfG8aZM851Hjvm+c8QvG/bNsPo06fk7/3FPBITi28D1yrgH3ztWi1NNrCkRzMoKEgzZ87U1q1bdfnll+u1117TTz/9pH379ungwYNuH6Wxfv16Tfx9vNjMmTN18OBBbdiwQXv37lXXrl21Y8cO3XfffaWqc8GCBXrllVcUEhKiRYsWKTk5WZs3b9a2bdvUvHlzJSYmatKkSU7lDMPQyJEjdfToUV1//fVKSUnR+vXrlZKSosmTJysnJ0ejR4/WkSNHnMpGRkZq8ODBeuaZZ7RkyRKNGTPG4/aOGTNGu3btUteuXbV3715t2LBBBw8e1MyZM2UYhh566KFie1MBWM/VRCB269ZJPXqY98ddeaX0r38V7gsMlCZPNo+JizN7prZvlxYtMv9dvtz10Df7LJf0XvmPlBRzIp4xY8we6ebNpT/8wdyWkuJ8vM0mdeok/eUv0hdfmEvcrF1rDr0cOND1jKX24dWe/AzB+2Jjzdlny1NcnDkJ1Pr15XseAHDLimQbEBBQ6kdgYGCpzjF06FBDknHXXXc57du9e7cREBBgSDI2b97scZ0dO3Y0JBlTpkxx2rd8+fKCnsPU1FSHfQsWLDAkGREREcaJEyecyvbu3duQZDz88MMltsHeo1pSj+aGDRsMSUZAQICxZ88ep/133nmnIckYMWJEiecsDXo0Ac9s3272XG7bZhgPPVR8T0NsrGGsW1f2cx07ZvakFq3zyit9o/eK69QwfvvNMP77X8MYP94wLrvMs96n2Fizx3vePMNIS/P2O8ClUNLohJkzDWPZMsNISDCMlSsNY/Vqc4TETz+Znx+ff+5572bPnubPZE5O4WfV5s1cq4A/8LX/V0uTDSyZDMhwN6e6RWUyMjL09ddfS5LGjRvntP+yyy5TXFycvv32W82dO1cdOnQosc49e/Zo8+bNbuuMi4tTTEyMkpOTtXjxYoeex7lz50qSRo4cqVq1ajmVHTdunBITExUfH69XXnnFszdZgs8//9yhXRcaP3685syZoy+//FKZmZkKDw+35LwAPFN0IpBx46Q33nB/7EcfmT1WZRUZaU4WExMj/fKLue2JJ+i98pbjx81Je+wzw27fXnKZVq3Mnul+/aS+fc177VC5uFuDMzDQHCXh4lcTB127ui5vs5kTROXkFG774QfzERxcdHuQLr+8px5/fJ1VbwkAHFgSNPft22dFNW5t3LhR2dnZCgkJUbdu3Vwec8011+jbb7/VmjVrPKrTflyLFi3UuHFjt3UmJydrzZo1DkHTXrZ3795uy0nS4cOHlZKS4rb+0ijpnN26dVNISIjOnTunTZs26eqrr77ocxZlGIZyc3MtrbO0ip7f220BirN7t01SoNv9+/bl6fLLS/8Hugu1aROgX34x74BITs5Tbq5ndSYlSb/8YlPLlkZBOHa1rSwqw3Wani6tWmXTd9+Zjy1bJMOwFVumeXNDffoY6tvXfFz430IF/VKhBJ98It1+e4BWrCi8k6l373x9/HG+Rz8Trsr37ZuvDz7IV2KiTf/6V4B++qnwZ7No+JSk7dsj9eKLV2jkSH4AAV/la/+vlqaz8KKDZn5+vjIzM3X69GnVrl1brVq1utgqnezevVuS1LRpU1WpUsXlMS1btpQk7dq1q1R12st5WmdOTo72799fbNkmTZooODhYOTk52rVrlyVBs6T2VqlSRU2aNFFycrJ27dpVbNCcOXOmZs2a5dF5d+zYIUlKT0/XkiVLStnq8vPNN994uwmAWykp1SXFFbN/pZYsOXPR57HZLpdkfiasWHFQbdpsKfb406eD9eKLV2jbtroF29q2PS7DMLRzZ2F36OWXH9Pjj69TjRo5rqrxWEW5TrOyArVzZ21t2VJX27ZF6pdfaio/v/hgWadOltq3T1P79mm6/PJjql8/q2Dfpk3mA5DM5U9GjKiuI0fC1bBhppo0OaOffrq48hs3StWrS089Je3ZU1Px8a30888Nncoahk3bttXVDTcc0JAhe9W8ueMUuIcOOdYLwLt84f/V9FIs5lzmoHn+/Hk9/fTTmjlzps6cKfzwqV27tiZOnKhJkybJduF8/WV04sSJgrrdse87efJkudaZnp6u/Pz8YsvabDbVrFlTqampHrenvNrrypEjR7RhwwZL2gXAWZMmZ3T55ceUlFRH+fmFPQ0BAfmKjT1u2S9sDRqcLXi+a1ctHTpUvdi6X3zxCiUl1XHYtmOH82dKUlIdvfTSFXruuR8saae/yc4O0K5dtbV1a6S2bo3Unj21lJdX/Nx5ERHn1KFDmi6/3AyXDRtmOi1ZA7jTpMmZi/pcKK78ZZed0nXXHXQZNO1WrIjWihXRatYsXXFxB9W581HNnNnR4Y9SVv0BCkDlUeagOWzYMH399ddO3afHjx/XlClTtGfPHn3wwQcX2z5J0rlz5yRJwcHBbo8JCQmRJGVlZbk9xoo67eWsbk9JrPwaNGzYUF26dPHovDt27FBWVpYiIiI0ePBgD1tbPnJzcwv+kjNw4EAFBVky8hsoF1ddJd1+u+Mad336SJ98UkuRkdZcS2fO2PTOO+bz/ftr6sEH49S3b74+/TTf6X7NpCRp2zZX14xzGsrPD9DWrXXVvPngUg+j9cfrNCfHnNX1u+9sWrEiQGvWSDk5xafE2rUdh8K2bRskm62BpAaXptFAKTRvbq7jWZL9+yP03nvtJV3u9IeSHTsi9f77A7V0aX65tBGAa772/+qzzz7r8bFlauncuXP11VdfSZJiYmI0cuRIRUVFaf/+/fr444/166+/as6cObr33nvVx928/6UQGhoqyRy26k52drYkKSwsrFzrtJezuj0lCQ0N1dmzZy055/jx4zV+/HiPztu1a1dt2LBBNpvN6z/YRQUFBflUe4ALNWhgTtiTlCQlJ5sT97RrFyDJklWlJEkzZjhvW7UqQKNHB2j58sJthiG9+Wbp69+/P0gezK3mlq9ep7m55rIy9sl7Vq+WSvqbYI0a5h8K+vUzl41o396mgAC6LOEfOnRwPXFQQEC+GjTIVFRUNa1dW/Tn2aYLb8PKy7NpxQqbdu8OYBklwEt84f/V0oxYLVNLP/roI0nSgAEDtGjRooKeNEn661//qri4OG3cuFEff/yxJUHTPrOrffioK/Z9rmaBtbLOiIgIBQQEKD8/321ZwzB06tSpUrXHk/aePXvW0q8BgPJXdDZaKyUlmb1wF8rLKwy47dpJqanmmo1lucXaxQTXF8UxdDu/Li95eeY9kfZgmZgoZWQUXyY8XLrmmsJg2bmz89qlgD+Jj5dGjTI/H+xiY4/rscfW6bbbrlNycpD+8x9p1ixzJmV3Vq2SwyRil+IaBuCfyhQ07T1cr732mkPIlKQaNWpo+vTpuu6667Rx40ZLGmmfYOjgwYM6f/68ywmBfvl9jn9PJyOyH5ecnOz2GFd1BgcHKzo6Wvv27VNycrJ69uzpVO7QoUMFPY9WTY7UqlUrpaSkuG3v+fPndfDgQUvPCcB3FfPRJUn6+GOpaVNpyhQzbJaGfXkFq36ZTEuTbrnFcRhxzZrS73+Pk2QGuvh4a5Zoyc+Xtm0rDJYrVzqey5XQUOnqqwuD5RVXmEtEABVFZKS0fHnh9dysWa727Su8D7tNG3N47W23qdiRDPffL/3vf9Kvv0pFp3so7hr25DOE0ApUPGUKmmlpaQoNDVXbtm1d7r/iiisKjrNC586dFRwcrOzsbK1du9bljKqrVq2SJPXo0cOjOrt37y7JXJrF3RIk7urs3r279u3bp1WrVumuu+5yWy4qKkpRUVEetceT9q5YsaKg7gutXbtWOTk5Cg0NVaeLWaAPgF8oqbfR1f1Y114rnTtnDhW169VLys6Wfv65cNvVV0uffeY6ILr7ZbLwl1fz9aFD1fXFFza1bi2NHStduPLUhcEvMdHsbSk65NdThiHt2mX21KxYIX33ndn24gQHS927F65l2b27dMHfTYEKyT7KIjdXcrU6Xfv2rofZ2hmGGTQv5Ooa9uQzpDSfMwD8S5luFsrOzlZERITb/fZ99nsGL1b16tU1cOBASXK5LMeePXuU8PtYkJtvvtmjOlu1aqX27du7rTMhIUHJyckKDg7WkCFDHPbZzzF37lyXM7za6xs5cqRHbfGE/ZwrVqxw2as5c+ZMSdKgQYNUrVo1y84LwDfZF3v3ZDinzSb961/S0qXmsLft26VFi8x/V60yQ2DRecZef938Be+WW8xfHouy/zJpl5Zm9gDGxkpDh0odOwZp9OhBevDBOI0YEajYWOnHH+V0v9eFig75LYlhSL/8Is2ebU641KiR1Lat9Oc/S59/7jpkBgZKPXpIkyZJy5ZJJ0+aPZ3PPGP23hIygULx8eZ1UVTr1lKLFu7L2K/hyy4z/6g1erQ55HzlSsfjVq6UBgwwP3c2bJAGDy75cyYpSVq82P3nQ0n7AXiJUQY2m81o2LDhRR9TGmvXrjVsNpths9mMmTNnGvn5+YZhGMavv/5qdO3a1ZBkDBs2zKlcdHS0ER0dbcydO9dp3+eff25IMkJCQozFixcXbN+5c6fRvHlzQ5IxceJEp3J5eXlGhw4dDEnGoEGDjFOnThmGYRi5ubnG5MmTDUlG1apVjZSUlBLf1yOPPGJIMu6+++4Sj73xxhsNSUbXrl2NX3/91TAMw8jPzzdmzpxpSDICAgKM9evXl1hPaXTp0sWQZHTp0sXSesvi/PnzxsKFC42FCxca58+f93ZzAK87dsww4uIMw4xexT+2by++rssvLzz2lVcMY9u24uubMcOs86qrDMNmu3B/vkdtclfvokXO7T1wwDA++MAw7rrLMJo0KbmegADD6NrVMB57zDC+/NIwTp8uv+8D4I88+T91+3bH6zEvzzAmTSrbtV3Wz4NevRy39etnfvYZhvlvv37u9wMVga/9/luabOA3QdMwDOO1114zbDabIclo0qSJ0blzZyMkJMSQZLRu3do45uKTRZIhyXj//fdd1jlx4sSCY1q2bGl07NjRCAwMNCQZvXr1MrKyslyW27Vrl1GvXj1DkhEeHm507dq14HWVKlWM+fPnuyy3evVqo06dOgWPsLCwgrBbdPunn37qVDY1NdW47LLLCo7v3Lmz0aRJE0OSYbPZjDfeeMPzL6aHCJqA79u+veRf/hYtcl/+2DHDiIx0PD409NL9Munu0a6dYYwebRgtWnh2fIcOhjFxovleT568ZF9+wC+V9f/U7du9+7lgsxlG48aG8fjjhtG8uflHpaL7AwPNP8DZ2+rqD1eAP/G1339Lkw3KPM/+0aNHFRgY6PZhs9mKPaYsU/NOnDhRy5Yt06BBg5SZmamkpCRFR0dr0qRJWrdunSLLMJj/tddeU3x8vPr06aO0tDTt3r1b7dq10/Tp05WQkOCwnElRrVq10pYtW/TAAw+obt262rp1qyRziOtPP/2k4cOHuyx3/vx5HT9+vOBhX/MyOzvbYXvR9Trt6tatq/Xr12vSpEmKjo5WUlKSMjMzNWjQIC1fvlwPPvhgqd8/AP/Xrp05TK04xd3TecstzrNMuvgIuuSSksxJjfbudb2/bVvpT38yh8seOyZt3iy99po0ZIg52RAA67kbth8YKHXpIs2fL/373+a1WZw6daTq1Ut/fsOQUlKkF1807zHNv2BZT/sQ3ubNC4f0x8aaQ/wtmjoEgIdshmEYpS0UEHDx68DZbDblubrLHD7Fvo5mly5dtH79eq+2JTc3V0t+X6Nh8ODBXl9HCPA1cXHOE3jYZ5B1N8lOUpL5S9ilFh4uZWaWrkxMTOGssH37mmuVAiibi/k/NS3NeamUuDhzErGif/P35DPJ1TE2mxQWJp09W5Z35pr9vDNmMLst/Iuv/f5bmmxQppZOnTq1TA0DAJQfV+vk9elj/vLnTknLpLRvL/0+YKMUDEmFCzq7+gVvzBjnmWjdmTBBeuQRqUmT0rYDQHm4cKkUd6HNk88kV8f06yf97W/mrNjuDBwoffON522293QW/cMas9sC5YugCQAVhKe//BVV0jIp//2v+W9CguTp6Pzw8PPKzCycxtb+i2VkpNmepCTPQ6YkjRtHyAR8kX2pFHc8+Uwq7hhXy6zY/3D19dfue0M9Hat3McsqASgZYw8BoIIp6Ze/C48t7pc5ez3t2pn3Xrk7zt5baS4C/5UOHaquxo37qHXrQKe2lNSL6q4NAPyTJ59Jro4pqUfU1f5u3aSffvKsXfZezsWLzdcMpwWsRdAEgErO0yG3xR1n7620LwLfpMkZDR5syNWtJCX1ohbXBgCVR0k9ou72u+rpLM7QoYXP7cNpU1O5lxO4WARNAKjkPB1yW5ahua4U14t6xRXSpEn8cgegUEk9ohfud/VHMU8lJkqXXSadOlW4jfAJlA1BEwAgyfMht6UZmutOSb2jAFBWrv4o9sADnvVy5uU5hkyp+PDJ5xXgHkETAHDJWdU7CgDuFP2j2MX0croLn6NGsVwKUByCJgDAa6zoHQWAklz4xy3J8d7M0mK5FKBkAd5uAAAAAHAptGsnDRliPvr1M+8Nt4q9lxOAiaAJAACASic+3rw3vKiaNaWAMv52fOFyKUBlR9AEAABApWMfTrt9u7Rokfnvnj1S376Ox5U2fA4dai6xkpZmZWsB/8M9mgAAAKi0LrxX/MKJyurVK/1EQvZhtMuXW99ewF/QowkAAAAUYb+Xs1071z2fJd3faR9G+69/maEVqIwImgAAAEAJioZPV/d3uvLgg+bMtHFx0vffm/dvEjxRWRA0AQAAgFKw93IuWuTZ8StWSL16mfdvxsZKV10lffSRY+hMSiKIomLhHk0AAACgDOzLpCQmmsNlPbV2rXTnnebzq682//3++8L9rMmJioAeTQAAAKCMPB1G68733zuGTMkMrnFx9G7CvxE0AQAAgDIqOlnQjBnW1JmXJ23d6nqYLUNs4S8YOgsAAABcJPsyKfPnl34obXGKDrOtWVM6dapwX7du5oRDXbqYr+1LsrRr57hES9HlW4BLhaAJAAAAWCQ+vvTrbnqqaMiUHENoUe4CaY0a5uuYGPNfgijKE0ETAAAAsIh9KK29R7FOHWnKlPIJnu54GkjtiusZBcqKoAkAAABYzD6UVioMnhs2SP/6l/TTT4XH9epl/rt69aVvo527INq+vfTvf0u1apnh044QCk8QNAEAAIByZg+ed9zh+v7JpCTp1lvNSYXy873bVrutWwuD8IWK9oISOuEKQRMAAAC4hIr2dhbdlpBQfvd3Wq1oL2j79tLjjxfeAypxHygImgAAAIBPKHp/p6ththdO8uMrtm4t/h5QSerXT3ruOen4cffB09dnyrW3T5IOHjT/jYsz/01IkI4cMZ83bOi83b7NF99XeSFoAgAAAD6kuGG27kJoUb4YSFescByGW7QX9PRp6cUXzcDqar9d0V5SV4qGP08CXVJSYe9x06aF5Zs2dawzM1P6+GPH9pVVVJT05z+b7Tt4sDCc2lWkQErQBAAAAHzUhcNs3YVQqfSB1JtK6gX1pJe0OG3bSpMmFQbuouFxxw5p5kxp376y119Whw9LTz1V8nFRUdLNN0thYTYlJ7dRzZrZat5c6tCh/NtoFYImAAAA4IdchdAL9xUNpHb2YOrLQfRi7dhxcUHV2w4fll5/XZICJbWWJM2eLV19tbRwoTnM2tcRNOGZvDzPxmAEBUnVqjluy82VMjI8P1d4uFSliuO2zEwpK0tB9npOnTLP5UpAgOM4C8mcvu30ac/bEBYmhYQ4bsvKkrKzPa+jZk3nbaUZxxISYrajqOxssx2eqlHD/HoUdfq059PZValifj+KOn/e/H54qlo15+9VRob5c+GJwECpenXHbXl50pkznrehalUpONhx29mzUk6OZ+VtNikiwnGbYUjp6Z63ITTUfBR17pz58FREhNmWotLTzbZ4IjjY/FoUlZNjfi08Vb26+T0p6swZ83siSbm5xV+n5fkZcf68Z+X5jCjEZ4SpMn5GuLpWL8VnREn4jChk4WdEQSC94DOiXSPpjhulnTulvXulFi3MUzzyiLQ9STqtGjLk+BlRXacVIM8+I86ris7K8TMiSOcVLs8/IzJUTXkXRJZwZShInn1G5ClQGXL8jAhQnqrL88+Is6qq83L8jAjTWQXLs88IQzadVoTT1gh5/hlxTqHKVqi+/96cMGr5co+Leo8BFKNLly6GJKOL+d9UyY8+fZwrWbHCs7L2x4IFznUMHep5+eho5/L79pWuDa+95lzHhAmlq8OV0pSfMMG5/Guvla6Offuc64iO9rz80KHO5RcsKF0bVqxwrqNPH8/Ld+zoXH7jxtK14f33neu4+27Py0dEOJc/ebJ0bZg61bmOqVNLV8fJk851RER4Xv7uu53Lv/9+6dqwcaNzHR07el6ez4jChyulKc9nhPngM6LwwWeE+eAzwnxY8BmxdNY+Y/t2w9i+3TAWLTIfZyKjPS6/QEOdNg/VglK1oY9WOG1eoT4el9+ojk6bO2pjqdpwt9532vy+7va4/ElFOG2O0MlStWGqpjps2r7d9Y9IeSvIBl26lHgsPZoAAAAAnFx3naRm5vOCYbnhktK80x4USk72/QmDAko+BAAAAABKx1byISgj+322vsxmGIbh7UbAd3Xt2lUbNmxQl44dtf6770ouUI73VuRmZembb76RJA0cOFBB3KNZMu6/MlXG+69cuQT3X+Xm5hZ/nXL/VSE+I0x8Rpgu8WeEy2uVezRNfEYUuojPiOPHpbvGVNGXKws/I7p0kc6fPa+DO91/RoRXlTKL/Mj54j2a7dpJtqyzOryv8DMipqXUu7f07bfSwUOFZZs3k85m2bT76AWfEWW8R1Mylz/x1j2aBdmgSxetX7++2GMZOgvPBAa6/sDzRFBQ2cvahYdLISHKtf/nU7Om+8mAXAkIuPg2hIU5f2CX1sW2ISTE+T+u0rrwP8/SqlLl4t/Hhb9ElNbF/DzaVa3q/AtVadhsF98GV79YltaFv9yWVnCw8y/YpVX0l/zc3NJfp1Z9RlwMPiMK8RlhquifEZ5eq1Z/RpQFnxGF/Ogzok5Nacl3zuuASlWUlFTT5VqYRZdmse93tcZmi/bVnNbYlMyZZt99V9qzp/i25StQ6aopSWrZUho7tnBdS8l5Hc2i2wrfR1UlJVW94L2ZnN9z4ZqdR46Ya2U2bWrTwYM1C9bRzMqS5s41Z5stTq9e0mefFX+MryBoAgAAACgXFy7B4m5bcfsvXDPUXdkhQ6QnnnAMqsWFx7i4i7vP0d37KMt7lqRXX3UMpJJkGHlKTk5WzZrZeuCBdurQwX/im/+0FAAAAECl5ElQK8uxvubCtufmGlqyZOfv+/zrTTEZEAAAAADAUgRNAAAAAIClCJoAAAAAAEsRNAEAAAAAliJoAgAAAAAsRdAEAAAAAFiKoAkAAAAAsBRBEwAAAABgKYImAAAAAMBSBE0AAAAAgKUImgAAAAAASxE0AQAAAACWImgCAAAAACxF0AQAAAAAWIqgCQAAAACwFEETAAAAAGApgiYAAAAAwFIETQAAAACApQiaAAAAAABLETQBAAAAAJYiaAIAAAAALEXQBAAAAABYiqAJAAAAALAUQRMAAAAAYCmCJgAAAADAUgRNAAAAAIClCJoAAAAAAEsRNAEAAAAAliJoAgAAAAAsRdAEAAAAAFiKoAkAAAAAsBRBEwAAAABgKYImAAAAAMBSBE0AAAAAgKUImgAAAAAASxE0AQAAAACWImgCAAAAACxF0AQAAAAAWIqgCQAAAACwFEETAAAAAGApgiYAAAAAwFIETQAAAACApQiaAAAAAABLETQBAAAAAJYiaAIAAAAALEXQBAAAAABYiqAJAAAAALAUQRMAAAAAYCmCJgAAAADAUgRNAAAAAIClCJoAAAAAAEsRNAEAAAAAliJoAgAAAAAsRdAEAAAAAFiKoAkAAAAAsBRBEwAAAABgKYImAAAAAMBSBE0AAAAAgKUImgAAAAAASxE0AQAAAACWImgCAAAAACxF0AQAAAAAWIqgCQAAAACwlN8FzRUrVujGG29U3bp1FRYWpjZt2mjy5MnKzMwsc53z5s1Tv379VKtWLYWHh6tTp056+eWXdf78+WLLpaamasKECWrRooVCQ0PVoEEDjRo1Sps2bbL8nPv375fNZiv20b1797K8fQAAAACwVJC3G1AaM2bM0IQJE2QYhqKiotSkSRMlJSVp2rRpmjdvnlavXq3atWuXqs5HH31Ur7zyiiSpZcuWCg8P17Zt2/TYY4/piy++0NKlSxUSEuJULjk5Wb169dLRo0cVHh6u2NhYHT58WPHx8Vq4cKHmzp2rIUOGWHpOu6uvvtrl9tjY2FK9dwAAAAAoD37To7l+/XpNnDhRkjRz5kwdPHhQGzZs0N69e9W1a1ft2LFD9913X6nqXLBggV555RWFhIRo0aJFSk5O1ubNm7Vt2zY1b95ciYmJmjRpklM5wzA0cuRIHT16VNdff71SUlK0fv16paSkaPLkycrJydHo0aN15MgRy85Z1OrVq10+Zs6cWar3DwAAAADlwW+C5nPPPaf8/HzdeeedGjdunGw2mySpUaNG+vTTTxUQEKD58+dry5YtHtf57LPPSpKeeOIJh97HNm3a6J133pEkvfnmmzp27JhDuUWLFmnTpk2KiIjQJ598ooiICElSUFCQ/va3v6l3797KyMjQyy+/bNk5AQAAAMBf+EXQzMjI0Ndffy1JGjdunNP+yy67THFxcZKkuXPnelTnnj17tHnzZrd1xsXFKSYmRtnZ2Vq8eLHDPvs5Ro4cqVq1ajmVtdcXHx9v2TkBAAAAwF/4RdDcuHGjsrOzFRISom7durk85pprrpEkrVmzxqM67ce1aNFCjRs3LlWd9te9e/cuttzhw4eVkpJiyTmLeuihhzRgwAANHDhQ48eP1/z585Wfn+/2eAAAAAC4lPxiMqDdu3dLkpo2baoqVaq4PKZly5aSpF27dpWqTns5T+vMycnR/v37iy3bpEkTBQcHKycnR7t27SoIlWU954VmzJjh8HrWrFnq1KmT5s+fr+bNm7stdzEMw1Bubm651O2pouf3dlsAuMZ1CvgHrlXAP/jatWoYhsfH+kXQPHHihCQVO6Osfd/JkyfLtc709PSC3kN3ZW02m2rWrKnU1FSHshfzPoKCgnTHHXfo1ltvVWxsrBo1aqS0tDQtWbJETz/9tDZt2qQBAwZo/fr1qlGjhtv6JXMypVmzZhV7jN2OHTskme97yZIlHpW5FL755htvNwFACbhOAf/AtQr4B1+4VtPT0z0+1i+C5rlz5yRJwcHBbo+xLweSlZVVrnXay11M2bK8j6ioKM2ZM8dhW6NGjXTfffepX79+6tq1q5KTk/XGG2/o6aefdlu/JB05ckQbNmwo9hgAAAAAKCu/CJqhoaGSzGGr7mRnZ0uSwsLCyrVOe7mLKWvl+5CkmJgY3X///Zo+fbrmz59fYtBs2LChunTp4lHdO3bsUFZWliIiIjR48GCP21QecnNzC/6SM3DgQAUF+cWPL1CpcJ0C/oFrFfAPvnat2lfQ8IRffKrYZ3a1Dz11xb7P1SywVtYZERGhgIAA5efnuy1rGIZOnTrlVLY83oddz549JZkz25Zk/PjxGj9+vEf1du3aVRs2bJDNZvP6D3ZRQUFBPtUeAM64TgH/wLUK+AdfuFbtS0x6wi9mnW3VqpUk6eDBgzp//rzLY3755ReHYz2tMzk52e0xruoMDg5WdHR0sWUPHTpU0GtZtGxZz+kJ+3BcX7hJGAAAAEDl5hdBs3PnzgoODlZ2drbWrl3r8phVq1ZJknr06OFRnd27d5ck7du3z2EJEk/qtJe173dXLioqSlFRUZacsyTbtm0rOCcAAAAAeJNfBM3q1atr4MCBkuRyttQ9e/YoISFBknTzzTd7VGerVq3Uvn17t3UmJCQoOTlZwcHBGjJkiMM++znmzp3rcpZbe30jR4607JzFycjI0FtvvSVJGjBggMflAAAAAKA8+EXQlKTJkyfLZrNpzpw5mjVrVsEaLkeOHNFtt92m/Px8DRs2TB07dnQo16xZMzVr1kyff/65U51Tp06VJE2fPl1ffPFFwfZdu3Zp7NixkqQ//elPqlu3rkO5YcOGqUOHDkpPT9fo0aMLpvnNy8vTlClTlJiYqKpVq+rRRx+17Jzjxo3T/PnzCyYLstu5c6euv/567du3T9WqVdNjjz3m7ksIAAAAAJeE3wTNK6+8Uq+++qokczKb6OhodenSRc2bN9f69evVunVrzZ4926ncgQMHdODAAWVkZDjtu+mmmzRx4kRlZ2dryJAhiomJUadOnRQbG6t9+/apV69eeuGFF5zKBQQEaO7cuapXr56++uorNW7cWFdccYUaNWqk5557TlWqVNFHH32kRo0aWXbOtWvX6qabblL16tXVrl07de/eXTExMWrbtq2+//571apVSwsWLFCzZs3K8NUFAAAAAOv4TdCUpIkTJ2rZsmUaNGiQMjMzlZSUpOjoaE2aNEnr1q1TZGRkqet87bXXFB8frz59+igtLU27d+9Wu3btNH36dCUkJDgsZ1JUq1attGXLFj3wwAOqW7eutm7dKskcVvvTTz9p+PDhlp7zqaee0j333KM2bdooLS1N69ev17Fjx9S1a1c9/fTTSkpK0rXXXlvq9w8AAAAAVvO7uaz79++v/v37e3y8fYhtcUaOHOl0P6Un6tevrxkzZmjGjBmlLlvac44aNUqjRo0q9XkAAAAA4FLzqx5NAAAAAIDvI2gCAAAAACxF0AQAAAAAWIqgCQAAAACwFEETAAAAAGApgiYAAAAAwFIETQAAAACApQiaAAAAAABLETQBAAAAAJYiaAIAAAAALEXQBAAAAABYiqAJAAAAALAUQRMAAAAAYCmCJgAAAADAUgRNAAAAAIClCJoAAAAAAEsRNAEAAAAAliJoAgAAAAAsRdAEAAAAAFiKoAkAAAAAsBRBEwAAAABgKYImAAAAAMBSBE0AAAAAgKUImgAAAAAASxE0AQAAAACWImgCAAAAACxF0AQAAAAAWIqgCQAAAACwFEETAAAAAGApgiYAAAAAwFIETQAAAACApQiaAAAAAABLETQBAAAAAJYiaAIAAAAALEXQBAAAAABYiqAJAAAAALAUQRMAAAAAYCmCJgAAAADAUgRNAAAAAIClCJoAAAAAAEsRNAEAAAAAliJoAgAAAAAsRdAEAAAAAFiKoAkAAAAAsBRBEwAAAABgKYImAAAAAMBSQd5uACo2wzBkGIYldeXn5zs8L/oagG+4VNepzWaTzWYrl7oBAMDFI2jCcnl5eTp+/LjOnDmjnJwcy+o1DEP16tWTJCUnJ/NLJuCDLuV1GhwcrOrVq6tOnToKDAwst/MAAIDSI2jCUnl5eTp48KDOnTtned02m03Vq1cveA7A91zK6zQnJ0fHjx9XZmammjZtStgEAMCHEDRhqePHj+vcuXMKDAxU/fr1FR4eroAAa24FNgxD6enpkqSIiAjCJuCDLtV1mp+fr8zMTB09elTnzp3T8ePHC3pSAQCA9xE0YakzZ85IkurXr6+IiAhL6zYMoyC0BgQEEDQBH3SprtOAgICCz5hff/1VZ86cIWgCAOBDmHUWljEMo+CezPDwcC+3BkBlYP+sycnJsWziMQAAcPEImrBM0V/yrBouCwDFKfpZQ9AEAMB3kAYAAAAAAJYiaAIAAAAALEXQBAAAAABYiqAJAAAAALAUQRMAAAAAYCmCJgAAAADAUgRNAAAAAIClCJoAAAAAAEsRNAEAAAAAliJoAl7UrFkz2Ww2fffdd9q4caOGDx+uunXrKiwsTJ06ddJbb72l/Pz8Utdrs9lks9m0f/9+rVy5UoMHD1bdunUVEBCghQsXWv9GAAAAgCIImqhQkpKkxYvNf/3JDz/8oJ49e2rp0qX/396dx8d47v8ff41EVkmQBWki1K4lRbWWFg3flh61lbYo1ar4VdVR7aNKSznqUC3VjaKlrZYeO22PbtRSWrWLRhIqlpAQW0TIInP//siZaSITEiaZGd7Px2Me4r6v67o/c89cyXzmvu7rIiIigipVqrB7926ef/55nnzySQzDuK52v/76a6Kioti8eTM1atQgPDzczpGLiIiIiBSmRFNuCqdOQVQU3HEHdO2a929UVN52VzBu3Dgefvhhjh8/zrZt2zh06BDLly/Hy8uLhQsX8sknn1xXu6+//jqjR4/m5MmTbN26lcOHD9OxY0c7Ry8iIiIiUpC7owOQW4thQFra9dc9f95k/dlk+ntfjx6weXPB8hs25G1fteo6g72KgICCx79RFStW5Msvv8Tb29u6rVu3bowcOZLx48czefJknn32WUwlPGjHjh2ZMGFCgW1eXl52iVlEREREpChKNKVMpaVBpUrXW9sEBBS7dG4ubNx4I8cr2tmzULGi/dobOHBggSTT4vnnn2f8+PEcPHiQhIQE6tWrV6J2BwwYYKcIRURERESKT0NnRZxAw4YNbW4PDg4mODgYgPj4+BK326BBgxuKS0RERETkeuiKpogTCAkJKXJflSpVSE1NJT09nZ07d/LCCy8UKtOkSRM++OCDQtt9fX3tGqeIiIiISHEo0ZQyFRCQN+z0ehiGwfnz5wHw9/cvcL9ily5592jm5v5d3s0NWrUqvXs07enkyZNF7jtx4gQAfn5+pKWlsWnTpkJl3N3VlUVERETEeejTqZQpk+n6723MmwAob5mPKyfjWbYMHn8c1q79e1vbtvCf/9j3XsrSElvEeiynTp0iNTUVgHr16lGvXr3rXupERERERKSs6B5NuSkEBcGaNfDnn7ByZd6/a9bkbXcFc+fOJTMzs9D2jz76CICaNWtSt27dsg5LREREROS6KNGUm0rDhnnDaIuYW8dpnT17lv79+1uHBgN88803vPXWWwCMHDmyxEubiIiIiIg4iobOijiBcePGMWHCBKpVq0bDhg05deoUhw4dAuCxxx4jOjrasQGKiIiIiJSArmiKOIFWrVqxefNmHnzwQRITE0lOTqZRo0Z88MEHLFy4UFczRURERMSl6IqmiJNo0qQJy5cvt0tbmjBIRERERBxJVzRFRERERETErpRoioiIiIiIiF0p0RQRERERERG7UqIpIiIiIiIidqXJgEQcyLKEiYiIiIjIzURXNEVERERERMSulGiKiIiIiIiIXSnRFBEREREREbtSoikiIiIiIiJ2pURTRERERERE7EqJpoiIiIiIiNiVEk0RERERERGxKyWaIiIiIiIiYldKNEVERERERMSulGiKiIiIiIiIXSnRFBEREREREbtSoikidjNgwABMJhOfffaZo0O55dnrtRg3bhwmk4lx48bZJS4RERG5NSjRFHGgdu3aYTKZCjzc3d0JCgqiXbt2zJgxg5ycHEeHecuxJFf5H+XKlSMgIIB77rmHCRMmkJaW5ugwRURERJyWu6MDEBEIDw+nevXqAGRmZnLw4EHWr1/P+vXr+eqrr/jpp5/w8fFxcJS3Hn9/fxo1agRAbm4uhw4dYuvWrWzdupV58+axfv16wsPDHRylbdWqVaNevXoEBATcUDtBQUHUq1ePoKAgO0UmIiIitwJd0RRxAs888wy//vorv/76K9u2bePUqVPMmjULk8nE5s2bmTJliqNDvCU1adLE+rr89ttvJCcn88033+Dn50diYiLPPfeco0Ms0qRJk4iLi6N79+431M7QoUOJi4tj6NChdopMREREbgVKNEWcULly5YiOjuaJJ54AYNGiRQ6OSCw6d+7M2LFjAVi9ejVnzpxxcEQiIiIizkeJpogTu/feewFITEwstO/cuXPMnTuXHj16ULduXXx9falQoQKRkZGMHTu2yHsILfcfDhgwgJycHCZNmkSDBg3w8vIiJCSEfv36cfTo0SJjSklJITo6mtDQULy8vKhduzajRo3i4sWL13w+69evp3v37lStWhUPDw+qVq1Kjx492Lhxo83yn332GSaTiXbt2mE2m5k+fTqNGjXCx8eH0NBQBg8ezOnTp63lFyxYQMuWLfH396dixYo8+uijHDx48JpxldQDDzwAgNls5sCBAwCsW7cOk8lEjRo1APj000+599578ff3x2Qyce7cOWv9U6dOMXr0aBo1akSFChXw9fXlrrvuYtKkSVc9j+np6bz11lu0aNGCihUr4u3tTa1atXjsscdYtWpVgbJXmwxo4cKFtG/fnsDAQMqXL09QUBB33HEH0dHRbNmypUDZa00GtGvXLvr27UtYWBienp4EBwfTs2dP/vvf/9osf+V5WrRoEa1atcLPzw9/f386dOjApk2bijwHIiIi4hqUaIo4MUvSYev+zG+//ZaBAwfy7bffkpmZScOGDQkNDSUuLo4JEyZw7733XvVqW05ODh07dmT06NGYzWbq1KnDuXPn+PLLL2ndurXNugcPHqRZs2bMmTOH1NRUGjRogLu7O5MnT+aBBx4gOzu7yONNmjSJdu3asWLFCsxmM5GRkeTm5rJ8+XLatGnD22+/fdVz0adPH1588UVycnKoUaMGJ0+eZPbs2XTo0IHs7Gxefvll+vbtS0pKCjVr1uTSpUssW7aM+++/v0Ayag9ms/mq+4cMGcKzzz7LsWPHqF+/PpUrV7bu++OPP2jYsCGTJk0iISGB8PBwbrvtNvbu3cvo0aO57777OHv2bKE24+LiiIyM5NVXX2XLli0EBwdzxx13cP78eRYvXsywYcOKFfuoUaPo06cPa9eupXz58kRGRhIUFMShQ4eYM2cOCxcuLPZ5mD9/Ps2bN2fBggVcuHCBxo0b4+npyZo1a+jbt+81h9uOGTOGxx9/nMOHD1O3bl0A1qxZQ1RUlJJNERERF+dyieYvv/xC586dCQ4Oxtvbm/r16zNmzBgyMjKuu82lS5fywAMPUKlSJeuVhXfeeeeas32ePHmSf/7zn9x+++14eXlRtWpVHn/8cXbt2uWUx3QqmZlw7lzxH4ZRuI20tOLXt3WVKDu7ZDHk5t748y4BwzD47rvvgLx7Ba/UuHFjVq1aRVpaGkeOHGHr1q0kJCRw/PhxBg8eTHx8PKNGjSqy/cWLF3P06FH27NlDfHw8MTExHDhwgAYNGnD06FGmTp1aqM6TTz7J8ePHad68OYmJiezcuZO4uDi2bNnCoUOHWLJkic1j/fTTT4wePRqTycQ777xDSkoKW7duJSUlhcmTJwMwcuRI1q5da7P+5s2b2bhxI1u3biUuLo7Y2Fi2b99O5cqV2bVrF71792b27NmsXr2axMREdu/eTXx8PDVq1OD48eM2n8uNWLduHZA3xLl27doF9iUlJfHZZ5+xdOlSkpKS+OOPP0hOTsbf35+TJ0/SpUsXUlNTefnllzl16hT79u0jISGBAwcO0KpVK3bu3MkLL7xQoM2MjAw6d+5MYmIirVq1Ii4ujv3797Nt2zZSU1OJi4tjyJAh14z71KlTvP3227i7u7NkyRKSk5PZtm0bcXFxpKens2bNGtq3b1+sc/Dnn3/y7LPPcvnyZUaMGMGJEyfYunUrSUlJzJw5E3d3d2bMmMG8efNs1j927BjvvvsuS5Ys4dixY2zfvp0TJ07Qs2dPsrOzeeWVV4oVh4iIiDgpw4W8//77hslkMgAjLCzMaNKkieHp6WkARoMGDYzTp0+XuM2XXnrJAAzAqFWrltG4cWPDzc3NAIw2bdoYmZmZNuvt37/fqFKligEYvr6+RtOmTY2QkBADMDw8PIyVK1c61TGvV9OmTQ3AaNq06TXL5ubmGrGxsUZsbKyRm5t79cJvvGEYeelj8R5nzxpms9k4e/ascfZ/PxsBAcWv/9RThWOYN69kMezcWfITeA1t27Y1AOONN96wbsvMzDRiYmKMJ5980gAMNzc34+effy5x22FhYYavr69x+fLlAtvfeOMN6/vvt99+K1Rv2bJlBmBERkYW2L5u3TprPAcOHChU7+uvv7a2O2/evAL72rVrZwBG7969bcb66KOPGoDxwAMPFNg+b948a5tLly4tVG/kyJHW/VOnTi20f8aMGTafy7VYzlHbtm0L7fv2228NPz8/AzA6depk3f7LL79YY3n77bdttvvKK68YgNG/f3+b+48dO2ZUqFDBKFeunHH06FHr9mnTphmAER4ebpw/f75Yz+Gpp54q9Fr89ttvBmDcddddxWrDMP4+F/nfo4ZhGAMGDDAAo2XLlgW2W/rp0KFDDcC4/fbbC+zPf54mT55c6HgpKSmGh4eHARhnzpy5Znwl+r0jIlY5OTnGihUrjBUrVhg5OTmODkdEiuBsfbUkuYHLXNHcvn07w4cPB2DWrFkcOXKEHTt2WIfy7du3j0GDBpWozeXLlzN16lQ8PT1ZuXIlBw4cYPfu3ezdu5eaNWuyYcMGRo8eXaieYRj06tWLEydO0LFjR+u38ceOHWPMmDFkZ2fTt29fkpOTneKY4vzGjx9vXa/Ry8uLRo0a8eWXX1K7dm2WLl1a5FWmy5cvs2zZMoYMGUKnTp1o06YN9913H/fddx/nz58nIyOD/fv326wbGRlJixYtCm23bPvrr78KbF+9ejUAnTp1olatWoXq9ezZk2rVqhXanpGRYb0H09KHr/TSSy8BsHHjRpv3KFaqVIkePXoU2t60aVPrzwMHDixy/5XPpbh27txpPZ8tW7akWrVqdO7cmfT0dKpXr87MmTNt1nvqqadsbrdc8Y2Ojra5PzQ0lObNm2M2m9mwYYN1+7Jly4C8Ibl+fn7X9VwA6xI6CQkJ7Ny587rbgb/fD0W9ps8//zyQN9w6ISHBZpnBgwcX2lalShXr/ZulcX+tiIiIlA2XSTQnTJiA2WymX79+REdHYzKZgLwPZgsXLqRcuXIsW7aMPXv2FLvN8ePHA3lD9rp06WLdXr9+fT755BMAPvroI1JTUwvUW7lyJbt27SIgIIAFCxZY16lzd3fnX//6F23atOHChQu88847TnFMcX7h4eG0bt2a1q1b07BhQzw8PIC8D92WCYGudPz4ce6++24effRRZs6cyffff8/GjRvZtGkTmzZt4vz58wBF3p9Yp04dm9urVKkCwIULFwpsj4uLA6Bhw4Y267m5uVGvXr1C2w8cOEDu/4Yd33nnnTbrWtaqvHz5snVynfxsJbYAwcHBQN5aj7bWiwwJCbH5XIrr/Pnz1vO5ZcsWLl68SLNmzRg3bhy7d+8mIiKiUJ2goCBrXPllZGRYE6eXXnrJmsBe+di7dy+QNwTXIjY2FoCWLVte1/OwCA0NpU+fPtbn0bp1a15//XVWr15dotsP0tLSOHHiBFD0a1q1alUCAwOBv987+QUFBVGxYkWbdYt6D4qIiIjrcIlE88KFC3z//feA7SsBderUISoqCsi776w49u/fz+7du4tsMyoqitq1a5OVlVVoNkfLMXr16kWlSpUK1bW0d+WSFI44ptN69VU4e7b4D1uLzh8+XPz6M2YUrt+nT8li+F8yVBryr6P5559/cvjwYR588EE2bdpE586dbd67O2DAAHbv3k2TJk1YtWoVx44dIysrC8MwMAyD+++/H6DI+359fX1tbi9XzvavBcuHfkvyZoslQcgvPT0dgAoVKtic1MiyzxKPpXxxYrV84XSt/derbdu21vNpNptJS0tj27ZtvPHGG0UmSUXFkn/W2S1btlgT2Csfli+Z8l/ZtXxpYCuZLql58+YxceJEatSowebNm5k4cSIPP/wwwcHB/L//9/+KnK04v/yvka3X3KJq1aqFylsUdZ7g7/egYevebBEREXEJLpFo7ty5k6ysLDw9PbnnnntslrF8qP7999+L1aal3O23385tt91WojYt/2/Tps1V6yUlJXHs2DGHHtNpeXlBxYrFf9hKGAICil/fVoLj4VGyGNzcbvx5F1PVqlVZvHgxt912G9u3b2fatGkF9icnJ/PTTz/h7e3Njz/+yCOPPEJoaKj1SigUfSXzelWoUAHIm5CqKJarXPlZhnpeuHChyKU7Lly4YL2idiNDQ52Z5fxB3jm0JLBFPfIvJ+Lv7w9QrCTwWjw8PBg9ejQHDx7k4MGDfPHFFzz55JNA3m0Jffr0uWYb+V8jW6+5RUpKSqHyIiIicmtwd3QAxWG5v6d69eqUL1/eZhnL0Lr4+PgStVnUkLyi2szOzubQoUNXrRseHo6HhwfZ2dnEx8dbk0pHHNNeDMPg8uXLVy1jNpsxDAOTyWT9sGzvGGz9fDOwdb78/PwYN24cgwYNYtKkSURHR1uvolnW1WzQoAGBgYGF6p49e9b6fruy7ZKcx/z7LcNiY2NjbdbLzc21eczbb78dNzc3cnNziYmJsfllUUxMDJA3FLxWrVrWuteK9Ub3F+V66l2rjr+/P2FhYSQlJRETE2Ndi7M47rzzTjZs2MDmzZuL/LLpanEV9Rxq1KhBjRo1ePLJJxk6dCgtWrTgv//9L0eOHCE8PLzAc8nfjr+/P1WqVOHEiRPExMTQoEGDAseDvCTT8mVHvXr1iv2aFjf2K9uw/I4q6oq8iBSU/2/6tf6+i4jjOFtfLcnnKZdINC3r+eVfi+5Kln221p+zZ5tpaWnWNfSKqmsymahYsSInT54sUNcRx7Rl1qxZzJ49+6plLPbt22eNwbLUxtWEhITg5+dHWlpaqX7gswwldHWWXxhZWVk2r1Z17dqVf/3rXxw9epQpU6YwcuRIAOs9jykpKZw7d67QENHJkydb287IyCjQdlZWFpD3Bca1rpDl33///fczZcoUVq9eze7du60TtlgsX76c48ePA3Dp0qUCdVu2bMmvv/7K22+/bb0XOb8pU6YA0KpVK3Jycqx1L126ZD1PtmK1XAW1DGu9Uv4hmyW5Gmg5R0Ud15ZrxQLQpUsXZsyYwZQpUwpMZHQtnTp1YsOGDcyYMYN+/foVuDpaFMuaple+FkWpXbs2np6eZGVlkZCQYL2KajkXV75H27dvz4IFC5g6dSoPPfRQofZm/G+4es2aNalSpYq1bnHOU1HvXVvMZjO5ubmkp6dbJygSkZL54YcfHB2CiBSDM/TVknyecomvfjMzMwEKDAu8kqenJ/D3B9PSatNS70bqluUxbUlOTmbHjh3FehT3fErpKF++PMOGDQPg448/tibY9evXp3Llyhw/fpx///vf1sTTbDYzZ84cpk2bhpeXl11jue+++7j77rvJzc0lOjramlRC3vD2UaNGFTniYMSIEUDe7KkzZ860fnFiNpv54IMPWLFiBSaTiZdfftmuMTubf/7zn4SEhPDDDz/w3HPPWYeWWmRnZ7N27VoGDBhQYHu/fv24/fbbSUpKolevXoUmTNq/fz/vvffeNY+/fv16Xn/9deuEQxY5OTlMmzaNrKwsfHx8qFu37jXbGjp0KB4eHmzdutU687XFokWL+PjjjwFu+tdUREREbHOJK5qWD8z5P8hcyfKtu7e3d6m2mf/D+/XWLctj2lKtWrViX03Zt28fly5dIiAggH/84x9XLWs2mzlw4AAmk4mAgAC7X9E0DMOaaPn7+9/wRC/OwN09rwt6enoWOdHL0KFDmTZtGsnJyXzxxRe89tprAEyaNInBgwfzzjvv8PnnnxMREcHhw4dJTU1lwIABJCYmsn79enx9fQu0bflCwsPD45qTy1y5f8GCBbRp04atW7cSGRlJo0aNuHTpEnFxcdxzzz1ERUWxcOFCvL29C9Tt1q0bb775Jq+//jqjR49m+vTpREREcOjQIevkN5MmTaJz584Fjmd5L7u7u9uM1TKhTLly5Wzuz39vYEkm0rGco6KOa8u1YrHEsHr1arp27crXX3/NokWLqFOnDpUqVSItLY2//vrL2sfztxEQEMA333zDww8/zO+//07z5s2pU6cOAQEB1tc8IiKCsWPHWutYvpTK/1qYzWY++ugjPvroIypVqkTNmjUxDIPExETrlfHp06dbh83mPxdXvkdbtGjB7NmzefbZZ/nwww/58ssvqVOnDsePH7feJ/7cc8/x3HPPlfg8WfrFle9dW8xmMydOnCAgIIBmzZpp6KxIMV2+fNl6deShhx6y9jsRcS7O1lctK2gUh0v8VrHMsmoZemqLZZ+tGVnt2aYlgTKbzUXWNQzDOsNk/rqOOKYtgwcPtrl+nS3NmjVjx44dmEyma76xzWazNfmzrAlZWkq7/bJ2tefj5eXFyy+/zEsvvcT06dMZPnw4FSpUIDo6msDAQKZMmcKePXuIj4+nfv36TJgwgejoaOs9gFe2XdTPRcWVX506ddi+fTtjx47lu+++IzY2lttuu41XX32VMWPGMGTIkCKfz2uvvUbr1q1577332Lx5Mzt37qRy5cp069aNF1980ea9h9eK9Ub3F+V66hW3TtOmTdm7dy8zZ85k5cqVxMXFceDAAfz9/WnSpAkPPvgg3bt3L9RGw4YN2bNnD++//z7Lly8nISGBpKQkQkNDiYqKol+/fkWeA8v2Nm3a8MEHH7BmzRpiYmJISEggKyuLqlWr0rFjR/75z38WWlv1an36qaeeIjIykrfffpt169axa9cu/Pz8iIqKYuDAgfTu3btQnZK+/4r7HrX8jlKiKVJy7u7uDv/wKiLX5gx9tUSfvw0XsH79egMwPD09jezsbJtlxo8fbwBG+/bti9Xm559/bgBGzZo1iyzz9NNPG4AxcODAAttr1qxpAMbnn39us97hw4cNwACMo0ePOvSYN6pp06YGYDRt2vSaZXNzc43Y2FgjNjbWyM3NtVsMFmaz2Th79qxx9uxZw2w22719EblxZd1PS/v3jsjNKicnx1ixYoWxYsUKIycnx9HhiEgRnK2vliQ3cImvfps0aYKHhwdZWVn88ccfNsts3LgRKP6C5pZv7RMTE4tcDqSoNi11LfuLqhcWFkZYWJhDjykiIiIiIlLWXCLR9PPzs85qaGu21P3797N27VoAevbsWaw269atS6NGjYpsc+3atRw4cAAPDw+6dOlSYJ/lGIsXL7Y5w6ulvV69ejn8mCIiIiIiImXNJRJNgDFjxmAymZg/fz6zZ8+2ruGSnJxM7969MZvNdOvWjcjIyAL1LOvELVmypFCbb7zxBgBvvfUW33zzjXV7fHw8zz77LABDhgwhODi4QL1u3brRuHFj0tLS6Nu3r3Wa39zcXMaOHcuGDRvw8fGxOduiI44pIiIiIiJSllwm0WzevDnTpk0D8iaziYiIoGnTptSsWZPt27dTr1495syZU6je4cOHOXz4MBcuXCi079FHH2X48OFkZWXRpUsXateuzV133cUdd9xBYmIi9913H5MmTSpUr1y5cixevJiQkBBWr17Nbbfdxt13301oaCgTJkygfPnyfPnll4SGhjrFMUVERERERMqSyySaAMOHD+enn36iU6dOZGRkEBsbS0REBKNHj2bbtm0EBQWVuM13332XRYsW0bZtW06dOkVCQgINGzbkrbfeYu3atUWuRVi3bl327NnD0KFDCQ4OJiYmBsgb4rplyxa6d+/uVMcUEREREREpKybDMgZVxAbL8iZNmzZl+/btVy1rNpuJj48HoF69eqWyjqZlyHBAQMBNtbyJyM2irPtpaf/eEblZXb58me+++w6Af/zjHw5fMkFEbHO2vlqS3EB/kUVERERERMSulGiKiIiIiIiIXSnRFLvJP0TObDY7MBIRuVXk/12j4fQiIiLOQ4mm2I3JZMLDwwOAjIwMB0cjIrcCy+8aDw8PJZoiIiJORHd+i135+flx+vRpTpw4AYCvr6/dJucwDMN69cJsNutDpYgTKqt+ajabycjIsP6u8fPzK5XjiIiIyPVRoil2FRgYSEZGBpmZmRw/ftzu7efm5gJYP1yKiPMp637q5eVFYGBgmRxLREREikdDZ8Wu3NzcqF69OoGBgdZhtPZiGAbp6emkp6ejVXlEnFNZ9lMPDw8CAwOpXr06bm5upXosERERKRld0RS7c3NzIyQkhJCQEAzDsNuHzcuXL7N69Wogbw0fR68jJCKFlVU/NZlMGj4vIiLixPRJXUqVPT8M5r/Xs1y5clqYXcQJqZ+KiIgIaOisiIiIiIiI2JkSTREREREREbErJZoiIiIiIiJiV0o0RURERERExK6UaIqIiIiIiIhdKdEUERERERERu1KiKSIiIiIiInalRFNERERERETsymQYhuHoIMR5Va5cmbNnz+Lt7U2DBg0cGothGKSlpQEQEBCAyWRyaDwiUpj6qYhrUF8VcQ3O1lf37dvHpUuXqFSpEmfOnLlqWSWaclU+Pj5cunTJ0WGIiIiIiIiT8Pb25uLFi1ct415GsYiLCgkJ4eTJk3h5eVGzZs1rljebzezatQuAu+66i3Llrj46u6TlLd+iOMMVVmdR0nPoKI6IszSPaa+2b7Sd661fmn1V/dQ2V+irjoqxtI5rz3Yd0Vf1N9Ux1FfL/pjO0led8W8qOFdfTUxMJDMzk5CQkGuW1RVNsauMjAwqVKgAwIULF/D19bVr+WbNmrFjxw6aNm3K9u3b7RO0iyvpOXQUR8RZmse0V9s32s711i/Nvqp+apsr9FVHxVhax7Vnu47oq/qb6hjqq2V/TGfpq874NxVct68631c0IiIiIiIi4tKUaIqIiIiIiIhdKdEUERERERERu1KiKSIiIiIiInalRFNERERERETsSsubiF35+vpSkomMS1peCnOVc+iIOEvzmPZq+0bbud766qtlzxXOoaNiLK3j2rNdR/RV9VPHcIXzqL+ppdOW/qbal65oioiIiIiIiF0p0RQRERERERG7UqIpIiIiIiIidqVEU0REREREROxKkwGJS4mOjiY5OZlq1ao5OhQRKYL6qYhrUF8VcQ2u2ldNxq0w5ZGIiIiIiIiUGQ2dFREREREREbtSoim3pB9++IGoqCiqVq2Kp6cnYWFhPPbYY8TGxjo6NBHJZ8mSJTz66KNERETg7e1NvXr1GDVqFOnp6Y4OTUT+JykpiRdeeIGWLVvi4+ODyWTi0KFDjg5L5JZ29OhRevbsSUBAAP7+/vTo0YMjR46UaQwaOiu3pIULF7Jjxw7uvfdegoODOXLkCJMnT+bo0aPExMQQERHh6BBFBGjRogXVq1ena9euhIWFsXPnTsaNG0f9+vXZvHkz5crp+1IRR1u3bh2PP/44zZo1Izc3lx9//JHExERq1Kjh6NBEbkkXL14kMjIST09P3nzzTUwmE6+//joXL15kz549+Pr6lkkcSjRF/ic+Pp769evzzjvv8NJLLzk6HBEBUlNTCQ4OLrDtiy++4KmnnmLNmjVERUU5KDIRsTCbzdYvfT755BMGDRqkRFPEgd577z1GjBhBfHw8tWvXBiAxMZE6deowZcoURowYUSZx6Ktgkf8JDAwEwN1dkzGLOIsrk0yA5s2bA3Ds2LGyDkdEbNDIAhHnsmrVKlq0aGFNMgFq1qxJ69atWblyZZnFod8MYncpKSnMnz+fYcOG0bJlS7y9vTGZTLRr165Y9X/55Rc6d+5McHAw3t7e1K9fnzFjxpCRkWH3WHNzc8nOzmb//v0MHjyYqlWr0rt3b7sfR8QZuVJfzW/9+vUANGjQoFSPI+IMXLWfisjfyrof//nnn9x5552Ftt9xxx1lOx+JIWJn7777rgEUerRt2/aadd9//33DZDIZgBEWFmY0adLE8PT0NACjQYMGxunTp+0aa7Nmzazx1a5d24iNjbVr+yLOzJX6qkVSUpIRHBxsdOjQoVTaF3E2rtZP58yZYwBGYmKi3dsWcVVl3Y/Lly9vjBw5stD21157zXBzc7PHUyoWXdEUu/P396dDhw6MGjWKZcuWMWbMmGLV2759O8OHDwdg1qxZHDlyhB07dnDw4EGaNWvGvn37GDRoUKF6P//8MyaT6ZoPW98azZ8/n99//50FCxbg7+/P//3f/2mmPLlluFJfBbhw4QJdu3bF3d2defPmXe/TFnEprtZPRaSwsu7HzkI3o4ndPfPMMzzzzDPW/xf3PqoJEyZgNpvp378/0dHR1u2hoaEsXLiQ+vXrs2zZMvbs2UPjxo2t+1u1asW+ffuu2b6Pj0+hbZahd/feey+dOnWiRo0aTJ48mY8//rhYMYu4Mlfqq5cuXeKRRx7h4MGDrF+/nrCwsGLFKuLqXKmfiohtZd2PK1WqxNmzZwu1d+bMGSpVqnQDz6RklGiKU7hw4QLff/89QIGOZFGnTh2ioqL4+eefWbx4cYHO5OPjQ/369W84hooVK1K7dm0OHDhww22J3Kwc0VdzcnLo2bMn27Zt46effqJRo0bX/wREbgHO8DdVRG7MjfTjO+64gz///LNQndjYWBo2bFh6QV9BQ2fFKezcuZOsrCw8PT255557bJa5//77Afj9999LJYYTJ04QFxdHrVq1SqV9kZtBWfdVs9lM3759Wbt2LStWrKBFixY33KbIzc4Z/qaKyI25kX7cpUsXfv/9dw4ePGjddujQITZt2kSXLl1KL+gr6IqmOIWEhAQAqlevTvny5W2WsSSA8fHxN3y87t2707RpUxo3boy/vz8JCQm8++67uLu7aw1Nkaso6776/PPPs3jxYl577TV8fX0L/DENCwvTEFoRG8q6nwIsWbIEyLunDGD16tUEBwcTHBxM27Zt7XIMkVvJjfTjQYMG8eGHH9K1a1fefPNNTCYTY8aMITw8nMGDB5du4Pko0RSncObMGQAqV65cZBnLPltjzkuqRYsWLFq0iKlTp5KdnU14eDjt2rVj1KhRWmBa5CrKuq+uXr0agIkTJzJx4sQC+9544w3GjRt3w8cQudmUdT8F6NWrV4H/DxkyBIC2bduybt06uxxD5FZyI/3Y19eXtWvX8uKLL9KvXz8Mw6B9+/ZMnz6dChUqlF7QV1CiKU4hMzMTAA8PjyLLeHp6AnmTgtyokSNHMnLkyBtuR+RWU9Z9VbNAi5RcWfdTAMMw7NKOiOS50X5cvXp1li5dWjrBFZPu0RSn4OXlBUB2dnaRZbKysgDw9vYuk5hEpDD1VRHnp34q4vpuhn6sRFOcgmWqZcswAVss+8pyWmYRKUh9VcT5qZ+KuL6boR8r0RSnULduXQCOHDlCTk6OzTJ//fVXgbIiUvbUV0Wcn/qpiOu7GfqxEk1xCk2aNMHDw4OsrCz++OMPm2U2btwIQMuWLcsyNBHJR31VxPmpn4q4vpuhHyvRFKfg5+fHQw89BMDs2bML7d+/fz9r164FoGfPnmUam4j8TX1VxPmpn4q4vpuhHyvRFKcxZswYTCYT8+fPZ/bs2dYZ7JKTk+nduzdms5lu3boRGRnp4EhFbm3qqyLOT/1UxPW5ej82GZqPWuzs6NGjNGnSxPr/zMxMMjIycHd3JyAgwLr9lVde4ZVXXilQd/r06YwYMQLDMAgPDycoKIjY2FiysrKoV68ev/76K0FBQWX2XERuZuqrIs5P/VTE9d2q/VjraIrd5ebmcvr06ULbL1++XGD7xYsXC5UZPnw4jRo1YurUqWzZsoWTJ08SERFBz549GTVqVJkuMitys1NfFXF+6qciru9W7ce6oikiIiIiIiJ2pXs0RURERERExK6UaIqIiIiIiIhdKdEUERERERERu1KiKSIiIiIiInalRFNERERERETsSommiIiIiIiI2JUSTREREREREbErJZoiIiIiIiJiV0o0RURERERExK6UaIqIiIiIiIhdKdEUERERp2EymTCZTKxbt65E+0RExLko0RQREXFi48aNsyZY+R+enp6Ehoby0EMP8cknn5CTk+PoUEVERKyUaIqIiLiIKlWqWB/u7u4kJyfz448/MmjQIFq1asXZs2cdHaKIiAigRFNERMRlpKSkWB8ZGRkcPnyYQYMGAbBt2zaGDRvm4AhFRETyKNEUERFxUdWrV2f27NlERUUBsGjRIi5cuODgqERERJRoioiIuLyOHTsCkJ2dzf79+wvtT09PZ/LkybRs2ZLKlSvj6elJeHg4TzzxBL/99ts12//xxx954okniIiIwNvbm8qVK9O4cWNeeOGFQvXNZjNr1qxh2LBhtGjRgrCwMDw8PAgMDKRt27Z8/PHHup9UROQW4O7oAEREROTGGIZh/Tk3N7fAvl27dvHII4+QlJQEgJubGz4+PiQlJfGf//yHRYsWMXHiREaNGlWo3YsXLzJgwAAWL15s3ebn54fZbCYmJoaYmBg2btzIrl27rPuPHDlChw4drP+vUKECPj4+nDlzhg0bNrBhwwYWLFjADz/8gLe3t71OgYiIOBld0RQREXFxP/zwA5C3/EfNmjWt25OTk3nooYdISkqiR48ebNu2jUuXLnH+/HlOnDjBmDFjcHNzY/To0axYsaJQu08//TSLFy+mXLlyjBw5kqNHj3L+/HnOnTtHamoqX331FS1btixQx93dnb59+7Jq1SpOnz5Neno6586dIz09nXnz5hEaGsrGjRt57bXXSvWciIiIY5mM/F+DioiIiFMZN24c48ePBwpeuYS8q4dvvvkmc+bMAaBLly6sXLnSun/gwIHMnTuXPn368NVXX9ls/91332XEiBFERkYWuDK5Zs0a65XJGTNm8Nxzz9nl+Wzbto3mzZvj6+vLqVOn8PLyKrDfZDIB8Msvv9CuXbti7xMREeeiK5oiIiIuomrVqtaHr68vERER1iSzfv36zJgxw1o2MzOTBQsWADBy5Mgi2+zfvz8Au3fv5sSJE9btc+fOBeDOO++0W5IJcPfddxMSEkJGRkaBxFZERG4uukdTRETEReRPBPPr378/s2bNKnB1cPv27WRmZgLw4IMPFqv9w4cPU6VKFQA2b94MQOfOnUscZ3Z2NnPnzmXZsmXs3buX06dPk52dXaic5b5RERG5+SjRFBERcRGWobOGYZCSksKqVat49dVX+eKLL2jUqBEvv/yytezx48etPxeVoF7p4sWL1p9TUlIAiIiIKFGMJ0+epEOHDsTExFi3eXl5ERQUhJubGwCpqamYzWYyMjJK1LaIiLgODZ0VERFxMSaTiWrVqjF48GCWL1+OyWTilVdeYe3atdYy+WefvXTpEoZhXPOR/75Hy/2QJfXiiy8SExNDYGAgc+fOJTk5mUuXLpGamkpKSgopKSmEhoYChe85FRGRm4cSTRERERfWrl07+vXrh2EYvPDCC9YEs2rVqtYyhw8fLnG7lvolqZuTk8OyZcsA+PDDD3n66acLxAF5CfCpU6dKHI+IiLgWJZoiIiIubuzYsbi5uREbG8vnn38OQPPmzfHw8ADgm2++KXGbrVq1KnHd1NRU632hTZo0sVnm119/tZYREZGblxJNERERF1erVi0ef/xxACZMmEBOTg6+vr706dMHgLfeeosjR45ctY0zZ84U+P/AgQMB+PPPP5k5c2ax4vD397cOud29e3eh/ZcvX9b6mSIitwglmiIiIjeBUaNGYTKZOHToEJ9++ikA//73vwkNDeXUqVO0bNmS+fPnk56ebq2TmprK0qVL6d69O7179y7Q3gMPPMATTzwBwNChQxk1alSBWWJPnTrFJ598Yk1IASpUqEDr1q0BGDFiBGvXrsVsNgOwd+9eHn74YbZt24avr2/pnAQREXEaSjRFRERuAnfeeSddunQBYOLEiWRlZVGtWjV+/vln6taty/Hjx+nfvz8VK1YkMDCQChUqEBISQs+ePVmxYoU1Iczv008/pUePHpjNZiZPnkx4eDgBAQFUrFiR4OBgBg0axPbt2wvUmT59Or6+vhw7doz27dvj4+ODv78/jRo14pdffmHOnDkEBQWVyTkRERHHUaIpIiJyk7AMS01KSmLWrFkANGjQgD179jBr1iwefPBBgoKCOH/+PIZhULt2bXr16sXs2bNZtGhRofZ8fHxYunQp3377Ld27dyc0NJTMzEzc3d1p3Lgxw4YNY/bs2QXqNGvWjD/++IPHHnuMoKAgzGYzfn5+PPbYY2zevJl+/fqV/okQERGHMxmaW1xERERERETsSFc0RURERERExK6UaIqIiIiIiIhdKdEUERERERERu1KiKSIiIiIiInalRFNERERERETsSommiIiIiIiI2JUSTREREREREbErJZoiIiIiIiJiV0o0RURERERExK6UaIqIiIiIiIhdKdEUERERERERu1KiKSIiIiIiInalRFNERERERETsSommiIiIiIiI2NX/B+zNv2l2fpEsAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 17.647058823529413 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3484 genes\n", + "intersection pct: 0.6968\n", + "precision: 0.0030067336747127975 \n", + "recall: 0.3405464698843239 \n", + "random precision: 0.0008263855307705822\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 57.65it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0019620161447192167\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0016630239581753494\n", + "EPR: 4.246105316851987\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "true elem 10028 ...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "doing classification....\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "metrics {'used_heads': 3, 'precision': 0.0008314620117426245, 'random_precision': 0.0008314620117426245, 'recall': 1.0, 'predicted_true': 4855303.0, 'number_of_true': 4037.0}\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 2.9411764705882355 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3484 genes\n", + "intersection pct: 0.6968\n", + "precision: 0.0008261483363013599 \n", + "recall: 1.0 \n", + "random precision: 0.0008263855307705822\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 58.03it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.001001631669014589\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0009939949376875782\n", + "EPR: 4.979989927628857\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 8.823529411764707 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3484 genes\n", + "intersection pct: 0.6968\n", + "precision: 0.0030067336747127975 \n", + "recall: 0.3405464698843239 \n", + "random precision: 0.0008263855307705822\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 58.31it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0025784741889535168\n", + "Area Under Precision-Recall Curve (AUPRC): 0.002226923771398881\n", + "EPR: 12.416585640502555\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/9 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 67.85714285714286 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 12455 genes\n", + "intersection pct: 0.5380362002678302\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "precision: 0.0008896322223674437 \n", + "recall: 1.0 \n", + "random precision: 0.0008897036558203398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:33<00:00, 4.38it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:33<00:00, 3.83it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0010233264582666256\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0010230387694008282\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 1.7288406236830192\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/17 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ0AAAIJCAYAAAB+wOBqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACwiElEQVR4nOzdd1wT5x8H8M8lrLCXspQpKiiggLhR66DuPVpr3aNqbasdirbuVUeXbX+OOqutbbVaW3cFt1bFAYqIbJAhe4+Q+/1BkxKSQHIkYfh9v168hLvnnvtewHzz3D2DYVmWBSGEEKIFvIYOgBBCyKuDkg4hhBCtoaRDCCFEayjpEEII0RpKOoQQQrSGkg4hhBCtoaRDCCFEayjpEEII0RpKOoQQQrSGkg4hHN2+fRtvv/02XFxcIBAIYG5uDj8/P6xcuRI5OTlaiYFhGM5fYs7Ozkof8+WXX2rlukjzpdPQARDSFK1YsQIbNmxA9VmkSktLERYWhrCwMHz//ff466+/0KVLlwaMkpDGh5IOISr69ttvsX79esnPhoaGCAwMRGZmJu7evQsAePnyJYKCgvDkyRPY2tpqLJaxY8fKbLt79y4SEhIkP3t4eMDT01PpOgMDA9GiRQu5+9zd3VUPkpDqWEKI0vLz81kTExMWAAuANTIyYiMjIyX7165dK9kHgJ0xY4bWY5w6dapUDCtXrqy1vJOTk1T5kJAQrcRJXk30TIcQFfzyyy8oKCiQ/DxhwgS0b99e8vOSJUsgEAgkP//8888oKirSaozalJWVhVWrVqFr166wtLSErq4uTE1N4erqiv79++OTTz7BlStXGjpM0ojQ7TVCVFDzDTQgIEDqZ4FAAC8vL/zzzz8AgOLiYty9exd9+vTRWozakpmZCX9/f6lbeQBQUFCAgoICxMXF4dKlS4iJiUFgYGADRUkaG0o6hKjg6dOnUj87ODjIlKm57enTp00q6axcuVLhM53ffvtN8v3u3bulEo6zszM6duyIsrIypKSkIC4uDiUlJRqPlzQtlHQIUUFubq7Uz0ZGRjJlam7TVvdpdVH2dlhcXJzk+7Zt2+LJkyfg8/mSbeXl5bh27VqTu36iWZR0CKkHVs7Cu/K2NUdOTk6S7+Pi4hAcHAx/f3+4ubmhbdu2MDY2xmuvvdaAEZLGiDoSEKICc3NzqZ+Li4tlytTsOGBhYaHJkNQuJCQELMvK/apu9uzZcHR0BABUVFTg888/x4QJE+Dn5wdTU1N4enpi2bJlePnyZUNcBmmkKOkQooLqPdUAIDk5WaZMSkpKrcc0Fy1btsSDBw+wfv169OjRQ+q2IsuyiIyMxKZNmxAQEID8/PwGjJQ0JpR0CFFBzV5Yt2/flvq5uLgYERERkp8NDQ3h7++vldgagoWFBYKDg3H9+nUUFBQgPT0dV69exejRoyVl4uPjcfz48QaMkjQmlHQIUcGECRNgYmIi+fnXX39FZGSk5OctW7ZI9diaNGmS3M4GzUFISAgOHTqE7OxsAFXzwLVs2RK9evXC4MGDpcqmpaU1RIikEaKOBISowMTEBBs3bsTChQsBVLVs/P39ERgYiJcvX+LevXuSshYWFli3bl1DhapxDx8+xAcffAA+n4+2bdvC0dERAoEAaWlpuHPnjlRZDw+PBoqSNDaUdAhR0YIFC/DixQts3LgRLMuiuLgYZ8+elSpjbW2N06dPw87OroGi1J7KykpERkZKtfiqGzJkCIYPH67lqEhjRUmHEA7Wr1+PESNGYMeOHbhy5QrS09Ohr68PNzc3DB8+HO+//36T67WmqjFjxoDH4+HmzZsIDw9HZmYmsrOzwePx0LJlS3h7e2PChAmYPHkyeDy6k0+qMOyrMqiAEEJIg6OPH4QQQrSGkg4hhBCtoaRDiIYdPHgQOjo6Sn3169dP6bJt2rRp6EsjRGXUkYAQDROJRKisrFSqLMuySpcVCoX1CYuQBkEdCQghhGgN3V4jhBCiNZR0CCGEaA0lHUIIIVpDSYcQQojWUNIhhBCiNZR0CCGEaA0lHUIIIVpDSYcQQojWqC3piNcVIYQQQhSp1zQ4aWlp2LhxI06dOoWkpCSwLAuhUIidO3ciPT0dOjo6CA4OVleshBBCmjjOSefWrVsYMWIEsrKyIJ5Jh2EYAEBKSgrWrVsHhmHQo0cP9O3bVy3BEkIIado43V7Lzs7GmDFjkJmZCeC/ZCM2btw4yfenT5+uR3iEEEKaE05JZ8eOHUhLSwPDMGBZFjXnDPX29oa1tTWAqhYRIYQQAnBMOqdOnZJ8f+TIEYwaNUqmjKenJ1iWxfPnzzkHRwghpHnhlHSio6PBMAz8/f0xadIk8Pl8mTLm5uYAqm7FEUIIIQDHpFNSUgIAsLGxUVgmNze36gQ8GgpECCGkCqfea5aWlkhPT0dUVJTc/QUFBQgLCwMAWFlZcY+uiXF2dkZGRgYMDAzg4uLS0OEQQojWxMXFobS0FC1btkR8fLzCcpySjo+PD86fP4/nz59jy5YtUsvmpqenY/78+SgsLATDMOjUqROXUzRJGRkZKCkpQUlJCXJycho6HEII0bqMjIxa93NKOqNGjcL58+cBAEuXLpXa5+DgINWbbfTo0VxO0SQZGBigpKQEAoEAHh4eDR0OIYRoTWRkJEpKSmBgYFBrOYat2d9ZCaWlpfDx8ZH0TGNZVjJWp/r37u7uePjwIfT19VU9RZPk5+eHsLAw+Pr64t69ew0dDiGEaI2y73+cnvIbGBjgxIkTsLe3l0oyACRjd2xsbHD8+PFXJuEQQgipG+euZR4eHggPD8fy5cvh6ekJgUAAgUAAT09PLFu2DBEREfD09FRnrIQQQpq4ek34aW5ujrVr12Lt2rXqiocQQkgzxqml4+rqCldXV3h7e6OiokLdMUncuXMHQ4YMgbm5OYyMjNCtWzf88ssvSh3LsizOnDmDd955B97e3jAzM4OhoSF8fHywYcMGlJaWaixu0jykFkbh6ONPsPv+DERlXZWZ7okQojpOLZ3U1FSUl5ejX79+0NXVVXdMAICQkBAEBQXBwMAAkyZNgomJCY4dO4aJEyciKSkJS5YsqfX4srIyDBkyBPr6+ujbty+CgoJQWlqKc+fOYfny5Thx4gRCQ0NhaGiokfhJ0xWVdRUnotZIbTsRtQZeLYMwpM2HDRQVIc0Dp5aOk5MTANnZpdVFKBRi9uzZ4PF4uHLlCnbt2oVt27bh4cOHaNu2LYKDg5GQkFBrHXw+H+vWrUNqairOnj2LLVu24JtvvsHjx48xfPhw3LlzB99++61G4idNV25pqkzCEQvPOIeXRXFajoiQ5oVT0hk7dixYlkVYWBjy8/PVHRMuXbqEmJgYvPnmm1KDS83MzBAcHIzy8nIcOHCg1jp0dXWxfPlyWFhYyGxftmwZAODy5ctqj500bYfD3691/7Wk2v/uCCG145R0goOD4eXlhdzcXMntLnUKDQ0FAAwaNEhmX1BQEID6JQzxLUEdnXr1oyDNUGFF7RPUPsu+oaVICGmeOL3rDh8+HHw+HyzL4vz583Bzc4OzszPs7e1lJvhkGAZ///23SvVHR0cDqBpcWpOtrS2MjY0lZbjYu3cvAPlJraadO3di165dStUbGRnJOSbSVLB4URAJe5O6Z5woqyxGZnE8dHh6sDFqo4XYCGn8OCWd0NBQMAwjGQgqFArx/PlzxMTESJWrOXBUWXl5eQCqbqfJY2pqKimjqjNnzmDnzp3w8PDAzJkz6yyfmpoqmbyUNG/ZJclKlTsUvggfdjsDPk/xf5+XxfE4Fvkp8srSAADtrAIxsu1yMAzNuk5ebfW+v6SpzgSacOfOHUycOBFmZmb49ddflZotwc7ODr6+vkrVL557iDRNOSUpSpd9nnMT7ax6K9x/NXG/JOEAQFTWFTzJ7I4OLQbUK0ZCmjrOSUeTYxbELRxFrZn8/HyZDgJ1uXv3LgYNGgQej4dz586hQ4cOSh03d+5czJ07V6my4rmHSNPE48kuRqjIo/SzcDbzRVzuXVSIytDOqjf0+ALJ/oRc2b+DP6M3I7UwCvG596HPN4QuX4DurSbByayzWuInpCnglHTi4jTbbVT8LCc6Ohp+fn5S+9LS0lBYWIiAgACl67t79y4GDhwIkUiE8+fPo0uXLmqNlzQPIlGl0mVjc//BgUfzkVP6AgBwOWEPpnp/BxN9a7Asi3KR/BbvvdQTUj8n5T/EdJ+dsDZ04hw3IU0J53E6qnypqk+fPgAgWT6hunPnzkmVqYs44VRWVuLs2bPo2rWryvGQV0MlK6y7UDXihAMARRU5uJK49996lJ+lQ8RW4mbyTyqdl5CmrFE+1ezfvz9cXV1x5MgRPHjwQLI9Ly8PGzZsgJ6eHt5++23J9tTUVDx9+lTmdty9e/cwcOBACIVCnDlzBt27d9fWJZAmSKRi0qkp4uUFiNhKvChQrRfjk8y/UVCWWa9zE9JU1KsjQU5ODrZu3YpTp05Jbrm5uLhg+PDhWLx4MeelqnV0dLBnzx4EBQUhMDBQahqchIQEbN26Fc7OzpLyy5Ytw4EDB7Bv3z5MmzYNAJCdnY2BAwciNzcXr7/+Oi5cuIALFy5Incfc3Bzvv/8+pxhJ86OopdPSyA0ZRTFy99WUURSLMzHbVT73kcdLMKfzfrV2zMkqScLfcd8hrzQNLhZd0LPVWxDomqqtfkK44Jx0Hj16hMGDByMtLU2qU0FERAQeP36Mffv24cyZM/Dx8eFUf79+/XDt2jWsXLkSR48eRUVFBby8vLB582ZMnDixzuPz8/MlS0afPXsWZ8+elSnj5ORESYdIKGrpDHZbggOP5itVR0JeGHKr3XZTVm7pC6QXPYetsezYNC7KhEU49GgRyioLAQDZqcm4l/o7PKz7QqBjhq4OE2Cq31It5yJEFZySTlFREUaNGoXU1FQAst2mWZZFWloaRo8ejfDwcBgZGXEKLiAgAGfOnKmz3P79+7F//36pbc7OzjQrMFFJJSu/I4EOT0/pOmJz7nA+f3jGObUlndjcu5KEU11kZigAIDr7BmZ1/kGqxx0h2sDpmc4PP/yA+Ph4qSWqq3+JJSQk4IcfflBPpIRoWJlQ9k0aAHgMH/52Y5WqIzH/IefzJxdEcD62pj+erat1f0H5S9xP+1Nt5yNEWZySzsmTJyXf+/v746+//kJycjKSk5Px119/SXVnPnHiRL2DJEQbnryUP10Tn9FFV4cJGj9/RlEMRApaW6rIKlFuLsTQhF3UgYFoHaekExFR9YnMysoKFy5cwODBg2Fvbw97e3sMHjwYZ8+ehbV11XiFx48fqzVgQjQlozhW7nYejw9jPUuMbLtC8zEUyY+BZVnklaYjrfAZKirlL0BYJixCSUU+kvLDlT7fpfj/cYqTEK44PdPJzc0FwzDw9fWVOz+aubk5fH19cf78eeTm5tY3RkIalECnqsdXe+s+cLPohtPPt+BplmaWxUjMeyDzXKdSVIEzMdvwuFpLzNP6NQxzXwqGYVAqLMAfzzYgLveuyud7mnUZQ0Ufq/TcipD64NTSEQiqHj4mJyueIFG8T1yWkMbO0VR+T8vqb8i6fH0MbrMEJnotOJ2Dz+iim8MkvNFhq9z9IQm7EJFxAZWi/waYRmVfk0o4APAk8xIev7wIALiaeIBTwhFLKXjC+VhCVMUp6Yh7hkVGRuLzzz+X6jzAsiy2bt2KJ0+egGEYTjMSENIQ5HUC0OPLLmeuxxdgmPsnsBS0VrruwW5LMMBlAaZ6f4s+TjPhaOYDe2P5yyP89fxz7H0wR3IbLV7OPG7icgAQlnZS7n5lJeY9qNfxhKiC0+21vn374tGjRwCqBmbu2LEDHh4eYBgGT548QUpKilRZQho7RQ/wyyuL5W53NPPBzE67EZkZgj+jN9dat5m+LbxtXpfZ7mTWCS8K5c9ekF2ajDupx9Cj1WSEZ8iOMROr69zKSMzj3uOOEFVxaum88847klU3WZZFcnIyLl68iAsXLiA5OVnS8uHz+XjnnXfUFy0hGqIoudSGx/DR3qoPdHkGtZbrbDtc7nZHs061Hnc1cT9ORK2ttYz4Flt9vCh8ivJKWpKDaAenpNOuXTts3LhRskhb9cGh1b9fv3492rdvX/8oCdGwClEZp+P4PF2Mbr+q1jLtreRPTutg4gkeU/vNhqisK5ziUoWIFSKlgHqZEu3gPOHnkiVLcPDgQdjZ2ckMDrWzs8O+ffvw0UcfqTNWQjSm+oP76lzN614Gw8XcDx90/QNvdNgqs7Dbmx23w8zARu5xunwDOCix7LU20C02oi31mvDzrbfewuTJk3Hv3j3Ex8eDZVm4uLjA19cXPF6jnMCaNAN5pek4+WwdskuSYaxniR6t34KndT/O9bEsq3B5AXerXkrVoccXwNHMB45mPigoz4RIVAkTfWvwmNoXhnM07aTSuBqu2lh0h5/dKFgZOmLP/ZkytxOfZV9HH6e6l28npL7Usly1v78//P391REPIbV6kPYnzsV+Jfm5rKQQp55thKWBA1oauSG3NBUitlKlRdGe59zEowz5c/wVl+eoHKOJnrXSZR3NfHA9+ZDK51DVsLZLof9vT7zWpt6IybkltT+7JAnhGefh1XKQxmMhrzZOSae4uBiZmVXTZ5iYmMgsHZ2dnY3Cwqp5rKytrWFoKNvtlBBVlQoLcCFuh5w9LM7FfAURKiVLELiY+2NM+9VKDXqMzr6heKf6VhqQy15Lt9f0q3X9djTzkUk6AHD6+Ra0tewJfR3lJuhNyLuP60mHUFJRgI4tB8HfbjT4vHp/jiXNHKd7YBs2bICLiwtcXFwQGhoqs//atWuS/Rs3bqxvjIQAAJLywxV2bU4reia15k1c7l3cefGbVBkRW4mQ+N34/t5b2Bk2FeEZVavQiv+Vx8mssxoiV0yHp6f0ZKJc8RldqZ+dauk1J683nIitlJl6J60wGj8//hhJ+eHILIlHaMIu3Es7oY5wSTPHKemEhISAZVlYW1tj1KhRMvtHjBgBGxsbsCyLS5cu1TdGQgAAmcXxKpW/krhP6ucbSYfxz4tfkF+WjtzSFzj9fCuS82vvtWXAN1Y1TJX1dpyKViYdNVb/FO+vpX5uaeiqsOyFuB3IKIqpWp6kMBqbbwzElpuvY/vt4fg77nvJcAh56wtdTvgBLCtSWLeIrcSzrGsISz2J/LIMjldDmjpObeHY2FjJ3GuKVjr08fFBWlqaZEVRQurrec5tlY8pKM+UPGP558WvMvsPR7xf6/EWAgeVz6kqPb4Ak72+AMuKcCRiSb2XONDlGaBCVAqAQV+nWbAxaiO1n2Fq/6y57+E8TO74BQ5HfCC1/W7qccTk3IK/3Ri5x4lYIV4Wx6GlkZvU9mdZ13Et6SBeVptQ9e/4/2FM+1Vws+iqwpWR5oBT0snOzgYAiES1fKr5d5+4LCH19YLDHGFJeY/g2eI1APj3jVg1dfU+UyeG4WGsxxrcTvkFt1J+5lzPooBjeFkcB1O9ljDSs5BbpnfrabiatF9hHTUTjlhO6QsFz9Wq7Hs4DwDQ12kOutiPQXJ+BH6PWiVTTsQKcTHuO7iad6kzCZLmhdNv29DQECzLIiIiQm7iqayslCx/YGBQ+2htQpRRXJHL6biEf+cVyy1NVfnYvk6zOJ2zPgx0TNDHaSbe7fJb3YXlGNl2BXR4erAzbqcw4QCAr91IriEqJTRhF769Mwk/Pf5QYZnc0hcKl3IgzRenpNO6ddVEh2lpaXI7CmzYsAGpqalgGAaOjo71i5C88jKLE/DNnfGcjhVPZplVkqjysYpuI2mDoa7skiHKcDSTP1N2TQY6xhjSRrODt4uFuXWWScp/pNEYSOPD6fZar169JC2Zzz77DJcuXUKfPlVTfVy+fFmqR1uvXsoNriOkJpZl8Wf0ZjzJlL+ipzJyy1JxL/UELsZ9q9JxfnajwOfp1l1Qg2yN2iKt6JncfR7W/RCZGSKz3VDXXOn6O7YYiNPPt3ANTy0S8x/C377hkjvRPk4tndmzZ0u+Z1kWoaGhWL16NVavXo3Q0FCppQ5mzqRRzoSb9KLoeiUcMVUTDgC4mgfUXUjD+rvI9hAT6+M4EzZG/y32psszwHx/+bMqKMIwDLpouLt2XRLzHqlliW7SdHBKOp07d8aCBQskE34CkMy7Bvw36ee8efPg5+enplDJq0bR1DTaUNtYFm1pZdoBTma+MtvtjNvBzMAGU72/xRsdtuItr6/wbpffVJoJQaxH67fUESpnZZWFUuOrSPPHudvI119/jffeew88Hk9mETeGYfDuu+/im2++UUuQ5NX0LPtag5z3Hb8jDX5rTWxSh83wbjlY8rOZvi0Guy0BUPXhztHMBw4mntDl63Oq30DHGB93Vzw4VhsSaLLRVwrnOSsYhsEXX3yBhQsX4uTJk4iNreqF4urqihEjRqBNmzZ11EBI/ejxDWFr1BaJ+Q/UVqeBjglM9bktRa0pg9ssRl+nWSivLIGxnpXap5phGB4GuiystSu0JiXmPUBXB24dRUjTU++/Xjc3NyxevFgdsRACoKp782+Rn9ZZrkerN9Ha1BuHwhep7dxvdtimtrrUSaBrCoGuqcbq79hyUIMlneT8cFSKhDRv2yuCRmWRRudk1DpklSTUWa6L/TjYm3ignVUg53Mt9P8FfZ1mY4DLArzjdxgtjFw419WU6fEFGN1uJadjdXh69ZrGp1xUorCXHml+1PLRIiIiAjt27EBkZCR0dXXRoUMHTJ8+HZ06dVJH9eQVUlSeU+cbEAMeJnbYJJktYETbYDx52Q0vi+PR0sgVf0ZvUvp8RnoW6OowoV4xNxdtrXpBh6cHoahc6WNamXphgPN82Bi3QV5pOh5mnMbN5CNyy+rw9BDoOAOX4v8ns+/H8PfQ1rIn2lj2QIcW/bU6EwTRLqVaOpcuXcKgQYMwaNAgrFixQmrfhQsX0KVLF+zevRvXrl1DSEgIduzYAX9/f3z//fcaCZo0XyXC/DrLjPNYJzX7M4/ho2PLgejnPBsdWvSHn90opc5lpKt4xP6rapDrezLbjPWsMafzfpnZqse1X4fJHbfDxrjq+a2ZgQ16t54GexNPmTp0eQaY3PELdLIZJlOP2LPs6zj9fAuuJ/2ohishjZVSSSc0NBQXL17E33//LdVBoKKiArNnz0ZZWZlUDzagau61999/H0+eqD5fFnl1XYit/bnC5I5fwtWi9iWkA+yVa7l4t3xd6bheFR1bDEB3hzegxxNAn2+EAPsJeMfvR1gIHDC90050shmGzrbD8WaHbXCzlJ2sk2EYvNFhC3xtR0KHpwcjXQsMcFmAD7r+AVvjttDl68PepH2tMdxI/hFlwiJNXSJpYErdXgsPr1pOl2EYDBs2TLL9zJkzSExMlBqrU51QKMSuXbvw5Zdfqilc0pzdeXGszp5oDkosemaq3wIB9uPlziotZmPkrvH5x5oihuEh0GkGejlOlbnFZSVojSA32ZZQTTo8PQx0XYgBLvPlTubpaNa5ziW6o7NvoGPLgaoFT5oEpVo6z58/B1DVHdra+r8BaGfOSC/x26dPH5w8eRJTpkyRbLty5Yo64iTNnIitxKX4nXWWU3ZG4l6tp8JM31b6WPAwou0KvNFhKyZ33A5jPStOsb4K1PFMRdHvysm07vnh6ru8A2m8lPofnJ2dDYZh4OYmvU7GzZs3wTCMpIWzd+9eDB8+HPv27YOtrS1YlkV8fLzagybNT0FZJgC21jJj269Vuj5dvj4Gt1kCU32bqp95BhjZbgU8rPvA0cwHunya/byh2NVxew0AkvMp6TRXSt1eE6+JU32ZgvLycqnnNR4eHnBxqepuyuPxJIu4FRYWqjNe0kyVi0pq3T+0zcdoY9lNpTqdzDphTud9yC/LgIl+C+jw9OoTIlET8bOeooochWWyShJxK/lnZJUkwkS/BfztxkjNvM2yLP558Rsepv+FSlEFfO1GIMB+gsJFJUnjoVTSEf8iMzL+W2L2zp07EAqFYBgGDMOgZ8+e0hXr6Ej9S0htUupYNprr/X0+T1crq38S1QxyfU/u4m7VXU78QfL9zeQjmNXpBxQL85BRFIPUwig8fnlRsj80YQ+uJ/2ID7qepEXhGjmlMoKNjQ0SEhJw9+5dxMfHw9nZGYcOHQLw31xrNZNOWloaAMDS0lLNIZPmSCgqU7hvmPsnWoyEaIO7ZQ+Vj9nzoPYZ6ytEpfj8ZhA+6n6Wxvk0Ykp9JAgIqJrmXSgUonPnzujcuTN2794taQExDIP+/ftLypeXlyM8PBwMw8DJyUkDYZPmRrzCpzwdWgzQXiBEKxiGweSOX2ik7vtppzRSL1EPpZLOtGnTJN/n5eXh4cOHUssYDBo0CA4O/93COH/+PMrLq0Y1+/got5IhebU9z7kpd/u49uu0HAnRFgeTDmht6qX2ermsn0S0R6mkM3jwYLz11luSW2niL5ZlYWxsjO3bt0uV37dvn+T7mrfdCFGFg2mHhg6BaAjDMBjS5iNOt9rq8rI4Xu11EvVQ+onb/v378eWXX8LLywv6+vowMTHB0KFDce3aNbRv/18XyNTUVDx+/Bhubm5wc3PD669zH/V9584dDBkyBObm5jAyMkK3bt3wyy+/KH18TEwMVq1ahREjRsDBwQEMw8DZ2ZlzPEQzSoWKezjyGeqI0pyZG9hhTPvVmNN5v1rr3ftgNq1I2kgp/T+ax+Nh0aJFWLSo9mnk7ezs8PTp03oHFhISgqCgIBgYGGDSpEkwMTHBsWPHMHHiRCQlJWHJkiV11nH16lWsXr0afD4fHh4eks4NpHFJrmV0Oo2neTWYG9jDRK8FCspfqq3OZ1nX0d6a+wzkRDMaZd9CoVCI2bNng8fj4cqVK9i1axe2bduGhw8fom3btggODkZCQt1T3wcGBuLmzZsoKChAeHg4dHUbx2qQRNqz7BsNHQJpYOJVUNXpbIxmOiqQ+mmUSefSpUuIiYnBm2++KbU8gpmZGYKDg1FeXo4DBw7UWY+rqyu6desGgUCgwWhJfYVnnJW7XRMPmUnj5WTWSa31lVUW0i22RqhRJp3Q0FAAwKBBg2T2BQUFAQAuX76szZCIhuSWpircN8BloRYjIQ3N0bST2uvccvN1mlKnkWmUT2mjo6MBAO7u7jL7bG1tYWxsLCmjaTt37sSuXbuUKhsZGanhaJqf6Gz5XaUBoIXhq7mK56vKzMBGI/UejvgAY9uvgUDXDGb6tjDWowHrDalRJp28vDwAVbfT5DE1NZWU0bTU1FSEhYVp5VzNVVllMfR4Apl5sVhWhEvxihf6o3m0Xj3OZr6Iz1Pt/xsDHlwtAhCTc0thmWNPP5N8z2d0Md//CAx1zbmGSeqhUSadxsTOzg6+vr5KlY2MjERJSe0TVzZVJRX5yCtLg6WgNfT4yj0ji825g7+ef47iilxYCRyhxxdAKKqApcABvVtPQ1klLdRFpPV1mo39j+ajthnHdXkGeMvrK5jp20Bfx0iyffMN5ebnq2QrcCRiCWZ22kMfbBpAo0w64haOotZMfn4+LCy0s9Tw3LlzMXfuXKXK+vn5NctW0aP0szgTsw0AYKhrjiFtPoKbRYDcsmXCIqQWRqFUWIiTz/5biiCrJFHy/cviWGQUxaBjC9lndmLKrv5Jmhcb4zYY7LYYV5P2o7yyBG4WAejvPB8P0v/C06zLMNGzRl+nWWhp5CpzrLmBPXJLXyh1nqySRKQVPoOdSTt1XwKpQ6NMOuJnOdHR0fDz85PaJ14uQTwfHNGsrJIkScIBgOKKXJyN2Y45nfdDl28AlmXBQgQew0dkZij+eLZeqXpzSl/gftofCvd3th2mcB9p3rxtXodXy0FSs0X3bP0WerZ+q9bjfFoOlpqZui63Uo5idPvP6i5I1IpT0klMrPrUamRkBCsr9a++2KdPH2zcuBHnz5/HpEmTpPadO3dOUoZo3s8RH8psKyzPwv20U4jPu4+k/Icw1DGHiX4LpBTUvjyBTD0V2Qr3mRvYqRwraT64LE/QyXaoSkknKf+Ryucg9cepy7SzszNcXFzwzjvvKCyzdOlSBAQEoGvXrirX379/f7i6uuLIkSN48OCBZHteXh42bNgAPT09vP3225LtqampePr0qdY6F7xKFCWGkIRdiMu9A6GoHPnlGSonnNp4tQxSW13k1WGgY4LR7VYqXb5EmIdKUYUGIyLyaOz2WkxMDO7evcvpQZ2Ojg727NmDoKAgBAYGSk2Dk5CQgK1bt0rNobZs2TIcOHAA+/btk5oROzMzEx9++N8n9YqKCmRmZkqV2bp1K6ytrblcItGQ7g5vNHQIpIlqa9ULH3T9Az+Gv4eXxXF1lk8tjEIr045aiIyIaSzplJUpXpRLGf369cO1a9ewcuVKHD16FBUVFfDy8sLmzZsxceJEpeooLCyUmbmgqKhIatuqVaso6ShQ20ScmmRmYNsg5yXNgx5fgDc7bsdX/4yus+zhiA8wo9NutDB01nxgBIAKSUf8HKe64uJiudtTUlJw+/ZtAPUbaxEQEIAzZ87UWW7//v3Yv3+/zHZnZ2fJuj9EdaXCggY5L636SOrLQMcY3Vu9iZvJR+osu/fBbCz0/wVGetrpEfuqUzrpODs7SyUQlmVx5swZuLjUPmpc0QBP0vjlKNn9VJ1ovjWiLr1bT0NOyQs8zQqts+yOuxOwqMsxCHRNNR/YK07ljgTVWw4syyr8AqpaOTW7PJOm40bSj1o/Z15ZhtbPSZonhmEwst1yzPDZhX7Oc2FrJDutVnVf3xmLsspiVIoq8CD9NPY/fAcXYnegqDxHSxG/GjT2TIdlWejo6GDZsmWaOgXRsOQC7U+U2MqEVgol6tXCyAUtjFxgb9wehyM+qLXs+Ziv8CTzkuTn9KLnCEs7iTc7bqdWuJoonXQCAwMlt9cuX74MhmFgZWWFDh2k3yQYhoFAIED79u0xdepUeHt7qzdi0iR1c5gEf7sx2HG39pkGXBXMdEBIfdkZ1z37QPWEU90fUeuwoMtRdYf0SlI66YiXGwCqVhEFgL59+6q0fDR5tbQ0coO9sQfaWfWGs3nV/HVtLLrheS0TMzqaqnchL0LE+DxduJoHIDb3H5WPLazIxoXYb9DFfhwNXK4nTrfXxK2emq0cQsSMdC0x3ed/Mttfd1tca2tHl6+vybDIK66P00xOSQcAwtL+wIP0vzCm/RqFcw+SunGakSA0NBQhISFYuVL50b+kaSkT1m8G6PbW8qcpMtKzwKQOWxQex2f06nVeQmrT0sgVM3yUWx9LHhFbib/jvqOhGPVQ744EycnJSElJqXUwaGBgYH1PQ7TsYfpppcsOc18KA74xriUdQLmoFK7mAejrNEtheSezTnAx90dc7l2p7Wb6ttDhUdIhmtXCyAUfdT+LnyI+5NRZJqc0BVklibA2dNJAdM0f56Rz8uRJfPLJJ3Wu4MkwDIRCIdfTkAYSWyMhVDfN53uABViwMDewg4GOMQDAzVL5efZGtfsMu+/PQGF5pmSbn90oWt+EaAWP4ePNjtvx+U3Fy2vUJjHvISUdjjglnbNnz2LMmDEAQM3MZipBweqNHVr0h41Rm3rXr8cXYKr3Dtx5cRxllYVwNvNDe2tqERPtYRgGA1wW4GLctyofm5j/AL52IzQQVfPHKels2LABLMuCYRgwDEOJ5xXS3eFNtdVlrGeFfs6z1VYfIaryahnELenkPQTLijgtwfCq45R07t+/L7kN0qJFC3Tt2hVmZmbg82nOrObOytCxoUMgRG30+AKMbb8Gx56qtphbiTAfL4vj5a5gSmpXr44E1tbWePToEVq2bKmueEgjUFZZ3NAhEKI1bhbdYKrXEvnlqk3BdC/1dwxus0RDUTVfnNqGHTtWrT/RuXNnSjjNUFkDLWlASENgGAaOZqoPSn6UcRa/P10FlhVpIKrmi1PSmTlzJliWRURERL3XzSGNT25pakOHQIhWOZp1UriPz+gq3Pcs+zoev/xbAxE1X5yTzqBBg5CamoqxY8fW2W2aNC03FKxBYm/iqeVICNEOJwVJx0rghHl+P8LdsqfCY/96/rmGomqeOD3TcXNzQ2lpqWRNnTNnzsDY2BhWVlYyZRmGQUxMTL0DJdqjqLu0d8sgLUdCiHaY6reEpaA1skuSpLa3s+oNYz1LdLIZiujs6wqPrxQJwedpbNL+ZoXTqxQfHy/TXbqgoAAFBbIrTdJgv+bDVJ+e35Hmq4/jDPwetVrysz7fGB1a9AcAtDLtWOuxqYVRaGVKc1Eqo96pubakQuN3mh6hqFzhvpaGblqMhBDtcrfsiYmem/Eo4ywMdIzhbzcGloJWAKq6VtcmMf8BJR0lcU46lFCap0pW8ZRFtIY8ac4YhoGzua9kGY6aXnN+B5fiv5e7LzHvIXq0mqzJ8JoNTh0JRCKR0l+VlZXqjploUE5JSkOHQEij5Gs7HC2N5Lf2Uwoe13qXgPyH5nAgUsoVDAy1M26v5UgIaVz4PF1M8/4erU1lV0MWisrxoiCyAaJqetSWdFiWRXExjWRv6soq5a+j427ZXcuRENL4MAyDQMfpcvfdSz2BwvIsLUfU9NSrI0FaWho2btyIU6dOISkpCSzLQigUYufOnUhPT4eOjg6Cg4PVFSvRgpzSF3K3G+iYaDkSQhonO+N20OUZoEJUKrX9WfY1xOTcRq/Wb6Nbq0kNFF3jxznp3Lp1CyNGjEBWVpakU4G4J1tKSgrWrVsHhmHQo0cP9O3bVy3BEs3jM/L/JCwMHLQcCSGNE5+nCwfTDojPvSezr5KtwOXEH+Bs7gdbY/cGiK7x43R7LTs7G2PGjEFmZtUCXDW7TY8bN07y/enTyq9ASRqeDk9f7nYjXeq5RoiYk2mnWvcfeDQfX94ejQux36BUKDt+8VXGKens2LEDaWlpksGhNbtPe3t7w9raGkBVi4g0HQ/S/pS7nc9TPP8UIa8aZSYILassRFjaHwhN2KOFiJoOTknn1KlTku+PHDmCUaNGyZTx9PQEy7J4/vw55+CI9qUVPZO7XYenp+VICGm8bI3bKl32YfppFFfkai6YJoZT0omOjgbDMPD398ekSZPkLt5mbm4OoOpWHGn6KOkQ8h8eo9qClXFynv+8qjglnZKSEgCAjY2NwjK5ublVJ+DRUKCmorZZJgQ6plqMhJDGb6DLQqXLpuQ/BgAk50dg74M5+OL2SPwZvQmF5a/eh3JOGcHS0hIsyyIqKkru/oKCAoSFVc1ULG/madI4VbIVCvfRWvCESPO2Gax02cT8Rygsz8ZPjz/Cy+I4lFcW4/HLv3ExbocGI2ycOL2T+PhUPUR7/vw5tmzZAqHwv/m60tPTMW3aNBQWFoJhGHTq1EktgRLNqxQpTjqEEGk6PD1M7vilUmWzShJwP+0URDXmNozKuqpwbFxzxWmczqhRo3D+/HkAwNKlS6X2OTg4SN2mGT16dD3CI9r0sjhe7nYrgZN2AyGkiWhl2gEdWvRXavXQG8k/yt2+K2wq2lh0wwCXBTAzsFV3iI0Op5bOtGnT4O7+38AnlmUlY3VEoqr1whmGgbu7OyZPpplXmwqhSP7S47bGbbQcCSFNx+tuizHQ5d161fE85xb+FzYFsTl31BRV48Up6RgYGODEiROwt7eXSjgAJGN3bGxscPz4cejryx9sSBqfpPxHcrdbC5y1GwghTYgOTw++diMwx/dAves6EbWm2S8bw/npsIeHB8LDw7F8+XJ4enpCIBBAIBDA09MTy5YtQ0REBDw9PdUZK9Gw7JJkudvrWsCKEAJYGNjDx2ZoveqoEJXi85uDsPfBXDzNvCzZnl2SjIS8+6ioLK3l6KahXhN+mpubY+3atVi7dq264iENKLVQfm/EVqZeWo6EkKZpoMtCOJh44vTzLfWq52VxLE4+W4eiihzkl2Xgnxe/AqiajmpUu5VNepVS6gdLAFQ9l8srS5O7j1o6hCiHz9OBV8tBmOcrv9OAqi7GfStJOABQVJGDwxHvN+klFOrV0gGA5ORkpKSkoKxM/kNoAAgMDORU9507d7By5UrcuHEDFRUV8PLywuLFizFhwgSljo+JicGhQ4cQFhaGe/fu4cWLF3ByckJ8fDyneJqzlIInCveZ6Tf/HjWEqJOZgeKB8+rw7d1JGO+xAa4WXTR6Hk3gnHROnTqFjz/+GM+eyZ+rS4xhGKlxPMoKCQlBUFAQDAwMMGnSJJiYmODYsWOYOHEikpKSsGTJkjrruHr1KlavXg0+nw8PDw+kpcn/JE+AwxHvK9xXcxZxQkjdutiNxZ3UYxqr/9fIYHzc/VyTG7jNKdrz589j9OjRePbsmWSW6dq+VCUUCjF79mzweDxcuXIFu3btwrZt2/Dw4UO0bdsWwcHBSEhIqLOewMBA3Lx5EwUFBQgPD4euLs2ULE+ZgiWqCSHcdW/1psbP8cezjRo/h7pxSjrr16+XGo+jbpcuXUJMTAzefPNNqRkNzMzMEBwcjPLychw4UHf3RFdXV3Tr1g0CAT2TUCS/7CX23p/d0GEQ0uwIdE0xzmO9wv2mei1hY1S/hd6eZoUitzS1XnVoG6fba2FhYZLxOHZ2dujevTtMTNS3nHFoaCgAYNCgQTL7goKCAACXL1+W2UdU9zD9NPLLMxTuN9Qx114whDQzbhYBsBS0RnZJksy+Kd5fw1jPCptvDKzXOW4kH8GQNnU/bmgsOCUd8VIGLi4uiIiIUHtLIjo6GgCkZj0Qs7W1hbGxsaSMpu3cuRO7du1SqmxkZKSGo1G/+LywWve7WXbVUiSENE+zOv2AfQ/n4mVxnGTbAJcFMNarmgzZWuCMzJJ4zvWHZ5yFd8sgOJh0aBLPXzklHT8/P4SGhsLV1VUjt67y8vIAVN1Ok8fU1FRSRtNSU1MlM2Y3Ry9q6bUGAP52Y7QUCSHNE8MwmO6zE3G5d1FQngk743ZoaeQq2d/f5R0cffJJvc5xOOIDAMCiLscg0G3cy5BwSjpLly5FaGgobt26hSdPnjTrmQfs7Ozg6+urVNnIyEjJWkPNgY2Ru9R/DkIINwzDKOze7GTWGS7m/ojLvVvv83x9ZyyWdPurUS+6yCnpDBw4ENu2bcOHH36Ibt26YeLEiejYsSMsLCzkln/77bdVql/cwlHUmsnPz1d4LnWbO3cu5s6dq1RZPz+/JtUqis6+Uev+ji0GaCkSQl5dDMNgTPvVeJR+FlklibAxaoO7qb/jZXEsp/oepP8Ff7vGO7s/53E6+vr60NPTQ2FhIfbu3VtrWVWTjvhZTnR0NPz8/KT2paWlobCwEAEBAaoFTKSUVOTj+NOVtZZxMuuspWgIebWJJw0Vczb3RWjCHkRmhqhc199x3zXqpMOpy/Tx48exYMEClJWVSR5cqWuMDgD06dMHACRr9lR37tw5qTKEm6isK7XuD7AfD2tDZ+0EQwiRYqrfEiPaBuPj7ucx0GUhrAXO8LMdhbm+B5U6/nzM18gqTtRwlNxwSjqff/655Pv6JBdF+vfvD1dXVxw5cgQPHjyQbM/Ly8OGDRugp6cn1XpKTU3F06dPtda5oDk4F/uVwn0tjdzQz3lOk+gJQ0hzxjAMfO1GYmbn3RjgugDmBnbwtR1R53H300/hhwez8bIors6y2sbp9lpERITkDalr166ScTo8nnqmY9DR0cGePXsQFBSEwMBAqWlwEhISsHXrVjg7O0vKL1u2DAcOHMC+ffswbdo0yfbMzEx8+OGHkp8rKiqQmZkpVWbr1q2wtrZWS9xNRX7Zy1r3D23zkZYiIYSoqpvDGwhL+6POcixEuJK4D2M91mghKuVxSjqGhoYoKSmBl5cXbty4oZFPxP369cO1a9ewcuVKHD16VDLh5+bNmzFx4kSl6igsLJSZuaCoqEhq26pVq165pPNb5Ipa97c0ctNSJIQQVZnoW8PPdhTupZ2os+zznJuoFAnB59V7bme14RRJv3798Ouvv8LMzEyjt2ACAgJw5syZOsvt378f+/fvl9nu7Ozc7Ffh46K2XjEDXBZoMRJCCBevucxDUv4jZCjRwy21MKpRrb/D6X7YmjVrYGhoiNu3b0umrCGNR3x8PBiGAcMwkmmDakqMyMPSnhfxy7rHUtu/Xva75FhFXzUTfGJiIubPnw93d3cYGBjA2NgYLi4uGDp0KDZv3oyioqJ6XU96ejoWLlyIrl27wsbGBvr6+mjVqhX69++P48ePq/TBIiYmBqtWrcKIESPg4OAAhmGkbtXK880332D69Onw9vaGjo4OGIap9e9+2rRptb5+hNQXj+FjmPtSOJjUnUwS8x9oPiAVcGrpHD16FD179sSFCxcwYMAA9OvXD15eXjA3N5db/rPPPqtPjKQezp8/j0uXLuG1116rs2xnm+GIRNU4o5kzZ6JVq1Zyy1WfhPXhw4fo27cvcnNz0bNnTwwePBjGxsZITEzE1atXcfr0aYwdOxZt2rThfA1JSUk4ePAgunXrhtGjR8PS0hIZGRk4deoUxo4di1mzZmH37t1K1cVluYtFixYBqBoo3KJFC6WXyHjvvfcU/p8gpL5aGLlgcscvkJj/AD8//lhhucS8B+jRarIWI6sdp6SzatUqyac2kUiES5cu4dKlSwrLU9JpGM7OzkhMTMQnn3yCf/75RzJJqyKBTtNx5N+kM2vWLHTr1q3OcyxevBi5ubk4ePAgpkyZIrP/5s2b9X5m5uPjg5ycHMmcf2IFBQXo2rUr9uzZg/fffx8dOtT9qU+83IWPjw8EAgEMDAzqPObPP/+En58fbG1tMW/ePOzcuVOpuN9///06W1GE1AfDMHW2dlIKnkAoKm80sxTUu7tZbbcL6HlKw2rXrh2mTJmCu3fv4pdffgEAlAjzFZY30FF9pvCbN2/C3NxcbsIBgO7du9f7076urq5MwgEAExMTvP766wCA58+fK1UXl+Uuhg4dCltbWj2VNE46PD20teylcL9QVI6Ilxe1GFHtOCcdTSzeRtRvzZo10NfXx4oVK1BRUYHk/HC55bguSW1lZYXCwkK8ePFC6WPEzzzkdf5QRWlpKS5dugSGYZRq5Wjbn3/+iY0bN2L79u04c+YMysvLGzok0kz1dZoFHZ6+wv3nYr7A1cS61yDTBk631/bt26fuOIiGODo64t1338XWrVuxc+dO9BznJLecjZH0M5c9e/bg7NmzcssuXbpUcltqwoQJ2L59O3r16oV58+ahd+/e8PHxgaGhoXovBEBGRga+++47iEQiZGRk4PTp00hKSsLKlSvr9cxIU959912pn+3s7LBv3z6FnTsI4cpC4ID5fkcQ/vI8QuLl3/69mXwE7a0C0cLIRcvRSeOUdKZOnaruOIgGBQcHY8+ePVi7di3+HCp/nrx2Vr2lfv7hhx8U1vf+++9Lks769euRnZ2NgwcP4pNPqqZn5/P58PHxwejRo7Fw4UKZ22sbN27E0qVLYWdnp9J1ZGRkYPXq1ZKfdXV1sWXLFixZ0rgWsAoMDMTQoUPRrVs3tGjRAsnJyfjpp5+wceNGjBgxAtevX4e/v39Dh0maGYGuKQLsxyEu9y7ic+/J7GchwtWkAxjTfpX2g6tGPVMIkEbNwsICS5cuRUZGBvZ+95PcMtaG0i2gmzdvKrxtWj2JGBgYYN++fUhISMDOnTsxc+ZMeHp6IiwsDJ9++im8vLwQGys9lsDOzg7t27dXuF6SIh07dgTLshAKhYiLi8Pq1auxfPlyjB07FkKhUKW6NGnGjBkYP348WrduDQMDA7Rp0waffvopduzYgfLycqxZ07hGiJPmxcm0k8J90dnXG/zRByWdV8SiRYvQqlUrHPz+OApzZJ8t8BndetXfqlUrzJkzB3v27MGjR4/w/PlzBAYGIjk5GR988EG96q6Jz+fD2dkZy5Ytw7p16/D7778r3WW6IU2dOhUGBga4fv16Q4dCmjFHM59a9x8KX9SgiYdz0klMTMS8efPQpk0bCAQC8Pl8uV86Oo1n+oVXmUAgwOrVq1FcVIKLe2VHMfN59Us6Nbm5uUk6CtTWnb6+Bg0aBABNYpAyn8+Hubl5vQfLElIbW+O2te5PLXyKG8mHtRSNLE4ZISoqCj169EBubm6DN9WI8vqM9ILNOiPc+SMFTh2lb22pO+kAgLGxsdrrrEnca05XV/3xq1tiYiLS0tLQrl27hg6FNGM8RnZ4QU3Xkg4gwH48dPmKe7xpCqeWzooVK5CTkwOWZWm6jyYiOvsGjkWtQNDcNqgUsrj4g3RrR4fhNnBszZo1SEpKktnOsiw2bdoEAOjVS3oMgapLUTx8+BAVFRUy27OzsxEcHAwAGDJkSL3OoS5paWlISUmR2Z6bmyuZ3fzNN9/Uakzk1dPJZmidZeLzZDsbaAOnlk5oaKjU4m0mJiYwMzOTO4CPNA4P00+DhQievVvA2dsc8Y9ypfbXbOnU1mW6W7dukkGZ27dvx6pVq+Dv7w8/Pz9YWloiKysLISEhePbsGaysrLBt2zap4xUtRaHIF198gT///BM9e/aEo6MjBAIBEhIS8Ndff6GoqAjjx4/HG2+8odQ5uCx3sWnTJjx9+hRAVQcL8Tbx7cNRo0Zh1KhRAICnT59i4MCB6NGjB9zd3dGiRQskJSXh7NmzyMrKwmuvvYaPP1Y8ZQkh6tDNYRLCM86jkpX9sCaWmPcI7pY9tBhVFU5Jp7CwEEBVz6XTp0/TKp5NQEzObcn3g+e3wffz7krt1+NLj9Cvrcv0e++9J0k6p06dwunTp3H58mX88ccfePnyJfT19eHq6ooPP/wQixcvVrlrdE1TpkyBSCTC7du3ERISgpKSElhZWSEwMBBTp05VeqkLgNtyF2fPnsXly5eljhGvYAtUTTckTjpubm6YNm0a7ty5gxMnTiAvLw/Gxsbw9vbGm2++iVmzZtGHM6JxZga26Oc8BxfjvlVY5m7qMfjbjYaZgY0WIwMYlsNDGU9PT0RFReG1117DhQsXNBFXk+Tn54ewsDD4+vri3r2GaboqsvnGwFr3f9KDfo+ENDf5ZRn4/p7iyT5dzLtggucGtZxL2fc/Ts90Jk2aBJZlVZr6hBBCiHaZ6rfE4q5/Ktwfl3sH5ZUlWoyIY9L56KOP4OnpiadPn2Lt2rUQiUTqjouoEcvW/vtxNvPVUiSEEG3T5etjitc3Cvcn50doMRoln+nMmDFDZpuDgwOePHmCVatWYffu3ejcuTOsrKxkyjEMU+vzAaJ5aUXRte4f055GyBPSnNkauyvcl5j/EK4WXbQWi1JJZ//+/XK7QIvXZ0lOTpbbTVTcpZqSTsPKLVW86JiHdb8G6atPCNEeHsOHi7k/4nLvyuxLzHug3VjqWwGNyWn84nLvKNw3tM1HGj23eOlsZbpGE0I0p1dr+RM1pxVGo0yovVkylE46yqyfQ+vpNA7iN3rx11D3j7C8z9/YOPoqfloVjtTnBQCAMe1Xa2QmAk1KTU3FzJkzYWdnBwMDA7Rr1w7r16+XO3i0LocPH0ZAQACMjIxgYWGBYcOGISwsTGH5O3fuYMiQITA3N4eRkRG6desmWRxP07FqSnO8JiKfvUl7tDb1ltnOQoQkBetsaYJSt9dCQkI0HQfRADc3N7z11lu4lnQQ5SWVSHych4cX0vH48kvM+soXhl7mDR2iStLS0tC1a1ckJydj9OjRcHd3x+XLl7FixQr8888/OHHihNKt7vXr12PFihVwcnLCvHnzUFBQgJ9//hk9evTA33//jZ49e0qVDwkJQVBQEAwMDDBp0iSYmJjg2LFjmDhxIpKSkmSWV1BnrJrSHK+J1G6Ay3zsezhPZntC3gO0sax7eXq1YIna+Pr6sgBYX1/fBo0jLi6OBcAGBQWxLMuym64PkHz1m+rMAmBdOpuzyfmPtRbL1KlT613X22+/zQJgv//+e8k2kUjETpo0iQXAHjlyRKl6nj17xuro6LBt27Zlc3NzJdvv37/P6uvrsx4eHmxlZaVke0VFBevm5sbq6+uz9+/fl2zPzc1l27Zty+rp6bHx8fEaiVUV4td65cqVdZZtKtdE1EskqmS/uj1G6j1h0/UB7N4Hc+tdt7Lvf7S0QTMnYiulfu4xrjUAIDkyHwIdU8ycORMMw+DKlStyj9++fTsYhpFaOmDv3r0YOXIknJ2dYWBgAEtLSwQFBWm0RVxQUICjR4/C1dUVc+fOlWxnGEYyx5uyyxvs27cPQqEQy5cvl1rTp1OnTnjjjTcQGRmJa9euSbZfunQJMTExePPNN9GpUyfJdjMzMwQHB6O8vFxqRgOusRYUFGDlypXo0KEDBAIBzM3NERQUJBWLumjrmkjjwjA8ubfYMopiUVKRr5UYOCWd6OhoHDx4EAcPHpQ78vTu3buS/dHRtXfXJZrDsiJsvTlE7j6GYWBh4IApU6YAAH788Ue55Q4dOgR9fX2MHz9esm3BggVIT0/HgAED8MEHH2DYsGG4efMmBgwYgJMnTyoVm3j+vr59+ypV/ubNmygrK8PAgQNlbuE4OTmhXbt2uH79OiorKxXUIH1u4L9lEaoTLyVdfdobVctziTU7Oxvdu3fHmjVrYGFhgXnz5mHs2LG4d+8e+vXrhxMnTtR5XarQxjWRxsnJrJOcrSyS8h9p5fycks6XX36J6dOnY/r06XL36+rqYtq0aZg+fTq++uqregVIuMsvywAL6YGht44nAwBae5qDYRj06dMHjo6O+O2331BWViZVNiIiAg8ePMDw4cOlVgt98uQJbt26hT179mDjxo04ePAgoqKiYGtri48+0kxvOPGHF3d3+eMN3N3dUV5ejoSEBKXqMjY2hq2trdx6qp+vrnPb2trC2NhY6fKKYn333Xfx+PFj7N69G9euXcMXX3yBH374AU+ePIGdnR3mzJmD0tLSOq9NWdq4JtI4OcpNOlXPdbSBU9K5du0aWJaFm5sb/Pz8ZPb7+PigXbt2YFkWV69erXeQhJu42ARc+CEGF36Iwekd0fjf/Lv4e18cdPR4mPtRVcuFYRhMnjwZOTk5+Ouvv6SOP3ToEADgrbfektru4uIicy47OzuMHTsW0dHRSr3xBAQEIDIyEgcPHlTqWsRLFCha4trU1FSqXF11qVKPMudWtXz1cpmZmTh69Chee+01zJo1S6psy5Yt8dFHH+Hly5e4ePFindemLE1fE2m8rASOMNK1kNmemPdQK+fnNMt0SkoKGIaBh4eHwjJt27ZFVFSU3EGjRDvSk3KRvjcXAMDXYWBsqYdOA23Rd4ozhr723+2yKVOmYOPGjTh06BDGjBkDABCJRDhy5AisrKxk1qqJjY3Fxo0bcenSJaSkpMi0kF68eAEnJ6daYzM0NET79u3VcJVN3507d1BZWYmysjKsWrVKZr+4lfH06VMMGzYMQNWAbUV3GlavXo3Vq1dLbXNyckJ8fLxa4yZNE8MwcDTzQWRmqNT2zJJ4FJXnwEhPNiGpE6ekk59f9cApJydHYRnxvoKCAi6nIGrQtqsVZmzvLHefW7XukR4eHvDz88Pp06eRk5MDCwsLhIaGIjk5GfPnz5dalfP58+cICAhAfn4++vXrh+HDh8PU1BQ8Hg+hoaG4fPmyTBJSB/EnbEWfpMV/k4o+idesS5V6lDm3hYWFSuWrl8vOzgYAXL9+HdevX1cYd/Vlrjt16oSVK1dK7c/NzcVXX32FPn36yDwrq357VBvXRBo3R9NOMkkHqJoSx8O6r0bPzSnpmJmZISsrC48ePUJubq7MH3ROTg4ePqxqqomb3UT7eIziX68+31Dq5ylTpuD999/HL7/8grlz50purYk7Goh98cUXyMnJwaFDh2Ruu82bN09m3Rl1kfespbro6Gjo6enB0dFRqbpu3ryJtLQ0mec68p5dVD93zdvJaWlpKCwsREBAAOdYxf9HlixZgq1bt9YZP1CVdKr3OgOqBgV/9dVX6Nu3r9wWU3WavibSuDma+cjdnpj3QONJh9MzHfEa7wUFBZg5c6ZUa6b6NoZh0LZtW/VESlQmYoVyt4/zWC+z7Y033oCOjg5+/PFHlJSU4Pjx42jTpg26dZMeMBYTEwMAGDlypNR2lmVr/ZReX926dYOenh4uXLggM9tFQkICoqKi0LNnT+jo1P05Srzo4Pnz52X2iRdnq74woarlVY21S5cuYBhGsiqpNmj6mkjjZmHgABO9FjLbtfFch1PSGTBggOT7EydOwMnJCa+99hpee+01ODk5SXWbrV6WNA6u5v4y21q2bIlBgwbh+vXr+PLLL5Gfny/TkgEgeVZTc+zIpk2bEBGh/BTpxcXFePr0KRITE5Uqb2pqikmTJiE2NhY7d+6UbGdZFsuWLQMAzJ49W+qYvLw8PH36FKmpqVLbp0+fDh0dHaxfv17qdtGDBw/w008/wcPDA7169ZJs79+/P1xdXXHkyBE8ePBAqv4NGzZAT08Pb7/9NudYbW1tMWHCBNy4cQNbtmyRO4XU7du3UVxcrNRrpQxNXxNp3MTPdWrKLk1GQVmmZk/OZeRpSkoKa2RkxPJ4PJZhGJZhGJbH40l+Fv9rZGTEJicnczlFk9TYZiRo29VKZuTxz48/UXjcTz/9xAJgdXV1WQDs8+fPZcqEhYWxurq6rEAgYKdOncouXryY7dGjB2tgYMAOHTqUBcCGhITIxFJzRoKQkBAWANunTx+lr+vFixds69atWYZh2LFjx7KffPIJ261bNxYAO3z4cFYkEkmV37dvn8LZENatW8cCYJ2cnNjFixezs2fPZk1MTFh9fX322rVrMuUvXbrE6urqsiYmJuzs2bPZxYsXs05OTiwAduvWrfWONSsri+3UqRMLgPXy8mLnzJnDfvzxx+wbb7zBuru7swDY1NTUWl8fVWYk0MY1kcbtYdoZmfeHTdcHsBEZFzjVp9EZCezt7bFjxw4AsrNMi5c7AICvv/4aDg4OXE5BNCS1IErhvpEjR8LU1BQVFRXo3r073NzcZMp07twZ58+fh6+vL44fP469e/fC3Nwc169fh7+/bAtKnezs7HD79m1Mnz5dMpYlKysLa9euxW+//abSvF/Lly/Hjz/+iBYtWuD777/HL7/8gt69e+PGjRsy864BQL9+/XDt2jX07NkTR48exffffw8bGxv8/PPPMnOUcYnV0tISN27cwOeffw49PT0cPnwY33zzDW7duoUOHTrg4MGDsLa2Vv1Fq4Wmr4k0bk5m8jsZJWj4FhvDstyngz5x4gQWL14s0xXT0dER27Ztw9ixY+sbX5Oi7Brh2rD5xkC52410LbGwy1EtR0MIaYz+d28K8sqk19sy07fFPL9DKtel7PtfvZ76jRo1CqNGjUJYWBhiY2MBAK6urvD1peWPVVUpEoKFCDo8PY2ep0OL/hqtnxDSdDiadUJ4xlmpbXllacgrTYOZgeyMHeqglq4mvr6+lGg4Kq7IxR/PNiAx7yEEuqYIdJwBH5vBKteTWhCFMzHbkVv6As7msrNEiLW16qVwHyHk1eIkJ+kAVVPieBu8rpFz0izTDexszJdIyLsPFiIUV+TiXMyXeFkUp1IdZcIiHHm8BC+LY1EhKkV0tuKuyw4mnvUNmRDSTCgcr5Ovuec6SrV0XnvtNQBA37598dlnn0l+VgbDMPj77785BXfnzh2sXLkSN27cQEVFBby8vLB48WJMmDBB6TrKysqwefNmHDp0CElJSbC0tMSwYcOwbt06tGzZklNc6lIpEsokCBYihCbsxnjPDUrXE5d7D0KR+mcBIIQ0byZ61rA0aIXs0mSp7Ql5D8CyrEY6hyiVdMTT0It7z4h/rkt9glZ1VUN5RCIRRo4ciXPnzqFbt26SCSn37NmDv//+G7du3UKLFrIDpLSl5gM8sdjcOyrVE5pA65gQQrhxNOskk3QKyzORU5oCS0ErtZ+vUd5eEwqFmD17Nng8Hq5cuYJdu3Zh27ZtePjwIdq2bYvg4GClZjI+cOAAzp07hzfeeAM3btzApk2bcOzYMXz33XeIjY3FihUrtHA1itWWXIrKFc9rV1PN5JWdWoKlPS/K/RJ3cc/NzZWUd3Z2lmxnGAb6+vpo0aIFAgICsGDBgloXEat+HMMw0NHRgY2NDYYNG6bWWZEB4PDhwwgICICRkREsLCwwbNgwhIWFqVxPamoqZs6cCTs7OxgYGKBdu3ZYv349Kioq5JYvKyvDmjVr4O7uDgMDA9jb22POnDnIyMjQeKya0hyviXCjaKkDTc1OoHRHgpo9q+vR07pO4lUNp0+fLndVw2nTpuHAgQP47LPPaq1HvJLhxo0bpVpcc+fOxZYtW3D48GF8+eWXEAgEGrmOuqQXPle4T5mJ9x6mn8E/L35VuN/KQYBOQf/1QHEzD4CdSdXMzgYGBlJl+Xy+JAkLhULk5OQgPDwcO3fuxHfffYfhw4fjwIEDUpNASs5jZYWFCxcCAEpLS/H48WP89ddf+Ouvv3DkyBG88cYbtV6HMtavX48VK1bAyckJ8+bNQ0FBAX7++Wf06NEDf//9t9yxNfKkpaWha9euSE5OxujRo+Hu7o7Lly9jxYoV+Oeff3DixAmpvxUurWV1xaopzfGaCHeOclYSBapusXWyHar28ymVdOLiqh5sGxkZSf2sKaquaihPaWkpbt++jXbt2slMs88wDAYOHIidO3fi7t276N27t8J6du7ciV27dikVd2RkJACgoqJCZuoVefRL7CDKN5JfV+w9mFe0k7tPxFbi96erUVD+8t8t0nWwhVVvmpa2Jug//r8/qNHtlsLMwAaA9AzhlZWV0NHRkVqGWCw5ORmLFy/GqVOnMHToUPz666/g8aQbyObm5jLHnjhxAvPnz8fHH3+s9OqgisTGxmLVqlVwdXXF6dOnJRNkjh8/HsOHD8f06dMREhIiE5c87733HpKSkrBp0ybJNC+LFi3C/PnzcfLkSXz//fcYPXq0pPzPP/+Mc+fOYdSoUfj2228lCSkgIABLly7F4sWL8fnnn2skVlWIJ2t98eJFnWWbyjUR7TEtd0duqfTfTlxxFF6YvFD6EYmiOwU1KZV0ar5p17VWSn2puqqhPDExMRCJRLWudCg+V21JJzU1VeVbCJmZmUonKkD+qOBwFCIctdXR6t8vWeU5OQAuQJRrgvLb/9V/9Lb8paQLCgogFAoVxtynTx88ffoUN2/exPvvv4+OHTtK7c/NzZU5lmVZ6OrqIjk5GV988YXkAwsXFy9ehFAohLe3N37++WepfR4eHnjw4AFWrFgBZ2fnWuspKyvD8ePHYWFhgZKSEqmYxQvTbdmyBS9fvpRs37NnD4CqW5DilrP4+iwsLHD06FE4OTlJln/gGmt8fDxu3LiBpKQklJeXw8zMDB06dEDv3r2hp1f32K2oqKqZJpT5u9PWNZGmxObfr/+UA9h9XfnnxZmZys3ZxmmcjqurKwDA2NgY9+7dk1pvRR1UXdWQax3VyyliZ2en9BikyMhIlJSUwNraGnPmzKmzfHjGedxL/V3h/lHtPoO5gZ3M9rDUP/Ao44zC4/TSqyaG5JkXQK/rfcn2aT7fyy2/Z88elJaW1hqzpaUllixZguLiYqlyq1atgrm5ucyxLMtiy5YtqKiowIwZM6R+D2PHjsXNmzfx22+/oUePHgrPKXbq1CnJuWr2OGzZsiXmz5+PFi1a1Pmah4aGorKyEsOGDZPbqjt16hSSkpIwc+ZM8Pl8lJaWYs2aNXBzc8PHH38sUz42NhaHDh2Cv78/unbtyjnWAwcO4MCBAzAzM8OwYcNgZWWFR48e4erVqygpKcFvv/1WZ+J58uQJHj58WOdroK1rIk1LQu59hCTIfmDp6jABHtb9lKrj2LFjSt3h4ZR0UlNTUV5ejn79+qk94TQ2c+fOlfsGJY94GghdXV3Y2ckmi5riKnXAq7YwV01/pH4CYz0rVFSWoZPNEPR2nA4+TwcRcb+BV8syRUxRCQAgO60Af//6CACgzzdC2a2q2YFff/11qSUL+Hw+ANQa86hRo7BkyRKEh4fLlNPR0ZHZ9tNPP6G4uBgdOnSQWSFU/AZqZWWl1OuUkJAAY2Nj+PjIjikQr/mSlpZWZ13ixdJ8fHzklvXw8EBMTAzKy8vh6uqKx48fQyQSwcPDQ255Hx8fHDp0CNnZ2ZL9qsb65MkTfPrpp/D29sbff/8NKysrSflNmzZh2bJl+O233+rsrSl+LlnXa6CNayJNj7m1ES7nfAmg6lm9paA1nEw7oW0LH9iZKvd7VTYXcEo6Tk5OiI6O1tgEf6quasi1jurlGkIH6/6wN/ZATmkKzsd+LbdMYXkWAOD2i19gqGeBAPtxSteflVKCv/f+9/ztNKqWHjA3N5dZJ6cu9vb2AOQ3oTMzMyWLhlXvSGBsbIzvv5dtXR08eBDFxcVKL/iVl5encEyVsi3W6mWUbf1yaS2rGuvOnTshFArxzTffSCUcAPj444+xfft2/PTTT0oNEVCGNq6JND0CXVP0bD0FlgYOaG3mDRM99U4uWx2npDN27Fhs3LgRYWFhyM/PV/vqoKquaiiPq6sreDxerSsdVj9XQzAzsIWZgS2c4YvQhD0or6x9vZSQ+J3oYqf8JKrVl6t+zfkddLEfU694FcnKysLq1aulthkbG+PChQtykxutLvmfW7duAahaOE3eIGpdXV08ffpUapuzs7PCIQPyPgju27cP06ZNq3+wpFnr1XpK3YXUgFPSCQ4Oxp9//omIiAhMnDgRu3btQuvWrdUWVJ8+fbBx40acP38ekyZNktonb1VDeQQCAQICAnDr1i0kJCRIdX5gWRYXLlyAkZGRxqfjV1Yrkw5KDQpNKXjMqX474/qt4CruFSVvMG27du0kb4y5ubk4ceIE3nnnHYwePRp3796t9/IWZmZmammxqtr65dJaVjVW8S2/9etlV3NV5P3335caZwVU9RZ8+PAhVq5cKVO+5rADQLPXREhtOCWd4cOHg8/ng2VZnD9/Hm5ubnB2doa9vb1Mt0ku0+BUX9Vw0aJFkv80ilY1TE1NRV5eHuzs7KT++OfMmYNbt25h2bJlOHz4sORT4M6dOxEbG4s5c+Y02BidmlqZeimVdM7HfsOpfktB/T4UiLuxd+nSpdZy5ubmmDZtGiorKzFr1iwsWLAAJ06cqNe53d3dcfPmTaSlpcHWVnrmW1VarNVb0PJER0dDT09P0hLj0lpWNVbxXYL8/HyYmJjUeQ1AVdKpKT4+Hg8fPpTc5lREG9dESG04dawPDQ3Fw4cPJQu2CYVCPH/+HFevXsXly5clX6GhoZI3K1Xo6Ohgz549EIlECAwMxJw5c7BkyRL4+Pjg2bNn2LBhg1T3zGXLlsHDwwO//y7dE2zq1KkICgrCTz/9hB49emDp0qUYN24c5s+fDxcXF6xbt47L5WtExxby17+p6WVxrMp16/D0oc/n3mW5pKQE27ZtAwClB3rOmDEDvr6+OHnyJG7cuMH53MB/rdrz58/L7FO25QsA3bp1g56eHi5cuCAzuDkhIQFRUVHo2bMndHSqPouJW8tRUVEyt7MUtZZVjVXcQ0x8m03TtHFNhNSm3qO5qk+Bok6qrmooD4/Hw8mTJ7Fq1Sq8fPkSX3zxBa5fv46ZM2fi5s2bDTrvWk0m+tbwtFZ+IlVVeFj3A5/HbRWLxMREDB8+HE+ePEG/fv0wZoxyz4UYhpHc6vn0009l6nz69CmKi2t/hiU2ffp06OjoYP369VK3eR48eICffvoJHh4e6NVLesmGmJgYPH36VGrAmqmpKSZNmoTY2Fjs3LlTsp1lWSxbtgwAMHv2bKl6xN2Aly1bJpWoxK3lyZMnS7WWVY11/vz50NHRwbvvvovExESZa8/NzcX9+/dltteHpq+JkNpwWjlUlZHHDMOgsrJS1VM0SfVdObSishTbbw+vdxzZqSX4fNx1dOzRGl8dXo4+jjPA5ynuzujs7Izk5GTJNDiVlZXIzc3Fo0ePcP36dVRWVmLkyJHYv38/zM3NpY5lGEbqmU5N/v7+uHfvHkJDQyWfhvv27YvLly8jJCRE6dkKqk/DMnbsWMk0LOXl5XKnYRE/bI+Li5NqFaempkqmwRkzZgzatGmDy5cv49atWxg+fDhOnjwpMw3OkCFDJFPG9OnTB8+fP8fx48fh7OyM27dv1zpljDKx7t69G++88w50dXUxZMgQuLm5oaCgALGxsbh8+TKmTZuG//3vf7W+PuKpoZT576yNayKvHqXf/1gO4uPjVfp6Vfj6+rIAWF9fX851hMTvZjddH6Dy165709hN1wew228OZ/8O+4UFwAYFBSl1TicnJxZVHfRZAKyenh5rbW3NdunShZ0/fz577do1hccCYNu1a6dw/6lTp1gAbO/evSXb+vTpwwJgQ0JClH5dWJZlf/zxR9bf358VCASsmZkZO2TIEPbevXu1XlNcXJzMvhcvXrAzZsxgbWxsWD09Pdbd3Z1du3YtW1ZWJreu0tJSdtWqVaybmxurp6fH2trasrNmzWLT0tLUEivLsuw///zDTpo0ibW3t2d1dXVZa2tr1tfXl126dCkbGRlZ+wvDsuzUqVNZVf47a+OayKtF2fc/Ti0dIl99WzoAEJd7F788WabiUQw+7n4WRRU5MNQ1B4/hczo3IYRwpez7n1qWqybq42DSQeVjvFsGgWF4MNazqrswIYQ0oHonneTkZKSkpKCsTPHKlYGBgfU9zStDjy9Aa1NvJOU/UvoYHkOfHQghTQPnd6uTJ0/ik08+qXO2Z4ZhIBQKuZ7mldS79VQceaz8tCdce6YRQoi2cXq3Onv2rKTrLD0SUr/WZt54o8NW3Es9CRaViM6ufZyLiH01egcSQpo+Tklnw4YNYFlWMj6HEo/6OZr5wNGsalbfg4/eRWqh/C7JQNUKf4QQ0hRwSjr379+XjGVo0aIFunbtCjMzM8kU+US9nMw61Zp09HiNYyofQgipS70eBlhbW+PRo0cKpz0n6uFo5oNbKT8r3O9g6qnFaAghhDtO0+CIlyvu3LkzJRwtqKsbtZtFVy1FQggh9cMp6cycORMsyyIiIqLWrtJEPfT4td8+szf20FIkhBBSP5yTzqBBg5CamoqxY8fW2W2a1F/v1tMU7tPX4T6DNCGEaBOnZzpubm4oLS0Fy7I4c+YMzpw5A2NjY5nldoGqcToxMTH1DvRV52c3CleT9stsH++xQfvBEEIIR5ySTnx8vEx36YKCAhQUFMiUVfeSB68qfR0jLPD/GaeebUJi/gMIdEwxqt1nkm7VhBDSFNR7KHttSYXG76iXsZ4V3ui4paHDIIQQzjgnHUoohBBCVMUp6YhEInXHQQgh5BVQ7+WqCSGEEGVR0iGEEKI1Sq0c+scffwAAHBwc4Ofnp1TFv/32G548eQIA+Oyzz+oRYtPB5/MhEokgEAjg4UEDNgkhr47IyEiUlJSAx+OhslLxzPdKJR0ejweGYTB27Fj88ssvku0LFizAmTNn5I7FGT9+PI4dOwaGYWoNoDmh7uGEEFJ7R7N6dZnOyMiQjNkhVclZ3MlCIFBt5mfxdEL6+vqSn/X19VFWViZpPdUsKz4Xj8eTHFtSUiIpKz62rliV2S4mrlt8HvEnGzGRSCSpQ7xdHH/1suJrq34ddcVZMzZxnQKBQPJ6lZSUSMVZfXv1eKq/btVjl3e9iuIW/1z9NZd3HnE94t9H9f08Hk/yOxfHW/P1qv53UD3u6n8r1c8lPkb8Wig6v7y/terXKO93WfNvsvrrXf0YeXVU/x3W/Huu+TqKX8ua11tzW/XXsXp81X/nNV+/6n8bNYlfk+rnkff/UNH/1+rnrPl/sXq8tb1m1a+pep3VX3PxsdVfl7pirX6N4njVSd7vRi5WCQzDsDwejx0/frzU9nHjxkn21VTbvubK19eXBcD6+vqqfOzw4cPZ4cOHS/0s/ldPT09uWQCsnp6e1LHVf6XiYxmGYfX09FgbGxtWT09Pcoz4eBsbG8mX+Bg9PT3JfoZhJHWI2djYsCzLSp1/+PDhkjrE/1aPv/q26tdhY2PDMgwjiaH69+L94vOIt1evs/rrJb6emq9j9TjFZarHXf08NjY2kmuvLe7qdVd/XarXVz3Wmq+L+Puav1tx/NX3V3+d5P2tVP89ivdVfy3lnV/e31rN84nrrrlPfE3VX++a11Tz76H69zWvuebrKI6/Zrw1tymKT9HrV/Nvo+ZX9XOLX+uav5ear5Wic1a/Hnl/Z4pes5rbqv8exD/XjEHetSq6zurxqpOy73/UkYAQQojWUNIhhBCiNZR0CCGEaI1KHQmKi4uRmJgo9bNYUlKSVI+F6vsIIYQQQMWkc+bMGbi4uMhsZ1kWzs7O6oqJEEJIM6VS0mFr6Xtd2z5CCCEEUDHpqDoehxIRIYSQ6pROOpRACCGE1JdSSYeWMiCEEKIO1GWaEEKI1lDSIYQQojWUdAghhGgNJR1CCCFaQ0mHEEKI1lDSIYQQojWUdAghhGgNJR1CCCFaQ0mHEEKI1lDSIYQQojWUdAghhGgNJR1CCCFaw7A0fbTa8Pl8iEQiCAQCeHh4qHRsTEwMAMDNzU3ys5ubG2JiYpCfn4/OnTvLlM3LywPDMDA1NZUcGxYWBl9fX0m5/Px8sCwLhmHA5/NRWVkJADA1NZUcz+fzJXUbGRkhPz8fACTHif9EGIaRxPHo0SN4e3vj/v37kvMDQFFREYyMjCT/ApDE/+jRI8k28bWJjxEKhdDRqZp/tvr34roqKythamqKoqIiAEBlZaWkTm9vb8nrdf/+ffD5fHh7e0u9jtXjzM/PB5/Pl8RSPfbKykrw+XwIhULJ9SqKW/zz/fv3pV4XcdmascbExEi9LuLvxb9zcbxFRUXw9vaW1CU+p/h1MjMzk/lbEV+T+DVzc3PDo0ePJK+l+DWqfn55f2vVr1FcNj8/X+pvrPrfZPXXu/oxNesQvxbi78W/n5q/o+p/548ePZIcIz53zW3i32fN+MRla8YCQOpvoybxayJ+7czMzKSOr3lszdew+jmrX0/1c4n/zmr+TdT8P1H99yj+PdT8m6/+utS8VkXXWf01UqfIyEiUlJSAx+NJ3mfkoaSjRqquN0QIIc1RbWlFpUXcSO14PJ5kGQjdBo6FEEI0QdFH6/J//+Xxan9qQ0lHjTp16oSwsDDYA5gP6Qdmqjw8U/eDNk0/uGsMDwYbQwzKaCpxAorfXBo7ft1FtE7bv3d1nE9RHTwF/34GIB5V74Nc6iWEEELUjpIOIYQQraGkQwghRGso6RBCCNEaSjqEEEK0hpIOIYQQraGkQwghRGso6RBCCNEaSjqEEEK0htOMBMXFxcjMzAQAmJiYwMLCQmp/dnY2CgsLAQDW1tYwNDSsZ5iEEEKaA04tnQ0bNsDFxQUuLi4IDQ2V2X/t2jXJ/o0bN9Y3RkIIIc0Ep6QTEhIClmVhbW2NUaNGyewfMWIEbGxswLIsLl26VN8YCSGENBOckk5sbCwYhoGvr6/C6fx9fHwAAHFxcdyjI4QQ0qxwSjrZ2dkAIJnGXx7xPnFZQgghhFPSMTQ0BMuyiIiIkJt4KisrERERAQAwMDCoX4SEEEKaDU5Jp3Xr1gCAtLQ0uR0FNmzYgNTUVDAMA0dHx/pFSAghpNng1GW6V69ekpbMZ599hkuXLqFPnz4AgMuXL0v1aOvVq1f9oySEENIscEo6s2fPxv/+9z8AVWthh4aGSiWa6utjz5w5s34REkIIaTY43V7r3LkzFixYAJZlJb3XWJaVJBvxtnnz5sHPz09NoRJCCGnqOE+D8/XXX+O9994Dj8eTatmIE9G7776Lb775Ri1BEkIIaR443V4DqlozX3zxBRYuXIiTJ08iNjYWAODq6ooRI0agTZs2aguSEEJI88Cw1ZsppF4sLS2Rk5MDewDzId2MVKVJqe5ZWDU9q2tjmDW2McSgjKYSJwDIH/bd+PEbOgA5tP17V8f5FNXBU/DvZwDiAVhYWNQ6PpOSjhoZGhqipKQEAoEAxcXFDR0OIYSoLCUlBQ4ODiofp+z7n1K319asWQMA8PT0xLhx4yQ/K+uzzz5TqXxTZWBggJKSEhoQSwhpsq5cuYI33nhD5eOUff9TKumsWrUKDMNg7NixGDdunORnZb0qScfFxQU5OTlwcXFp6FAIIUSrlH3/0+itRrpzRwghTUvfvn01Wr/SSadmAhGPy6ntixBCSNOSmJio0fqVur22b98+AICzs7PUz4QQQpqX2NhYdO3aVWP1K5V0pk6dWuvPpH5YlsWLlzkwEujD3MSoocMhhLzCdHQ4D99Urn4uB82YMQMAwOfz8d1330FXV1etQb1qCktKkZJR1a/d39MNPF5THSFBCGnqxo8fr9H6OXUkOHToEA4cOICIiAhKOGrAVBuGl5qZ04CREEJedceOHdNo/ZySjo2NDQDAyspKrcG8sqo1bFIyshEV/wIlpeUNFw8h5JVVXq7Z9x5OSWfAgAFgWRbh4eHqjocAyCssRvjzRDyOSULqyxwUFpeislLx0uCEEKIuTk5OGq2f0zOdVatW4cSJE0hOTsby5cuxbt06lQaLEuUUlZShqKRM8jOfx4OODh+6ki8d6PB50OHzoavLhy6fD13dqm08Hg88hqHfCyFEJW5ubhqtn1PSOXjwIPr27Ys//vgDmzZtwvHjx9G7d2/Y29uDx5NtPL0qMxJoWqVIhMpyEcrKK5Q+hsdjoMPnQ4fPA5/HA5/PA5/Pr/qex4D/7z4ejyfZxhOX+3cbj0fJi5BXxaVLlzhNg6Mszi0d5t9P0SzLIioqCs+ePVNYnpJOwxGJWJSLhFAhT8nFr5aIeDzmv4TE/y9ZiX/mMVWJi8djwGMYyTHVW1+UzAh5NdW7Q3ZtbxrVVxYlTVulSIRKkfqfK/EYBnw+DwzD/JukxAmq2vf/JjFxK0yc9HgMA6ZGOfGHIXFC41X7mW43ElK3Xr16abR+zklHG9Pc3LlzBytXrsSNGzdQUVEBLy8vLF68GBMmTFC6jhcvXmDz5s24cOECEhISYGxsDHd3d8ydOxdvvvkm+PzGuPrGq0PEshAJK7V2vqqkBElC4vF4YBj8l5xqJC7pJCjeLueY6vur1VHzfNW3Vf+ZkMYiIyMDrVu31lj9nJKONqbBCQkJQVBQEAwMDDBp0iSYmJjg2LFjmDhxIpKSkrBkyZI66xBP55CVlYWgoCAMHz4c+fn5OHHiBN5++21cunSJpvR5xVTNCwgALKpSnfYSniIMIJugqt2KrJ7UarboJAns3/KKEqC45SdJtv+Wk9caBGq/g0Gat2fPnsHPz09j9XNKOpqeBkcoFGL27Nng8Xi4cuUKOnXqBKDq2VBAQACCg4Mxbty4Orv2bd26FZmZmfjyyy/x3nvvSbZv3LgRPj4+2L9/P1atWqXxLoJcOHz3NRy+/0Zmu0hPD0JzCxR5dkDW0JHIDhoM0BtEk8bi3zsHUncPGjYZipOfVAsNkEpo0q032fJSyVJcTkFCrO3W6H8tQ57kPKTp4pR0rly5AgBo0aIFPDw81BoQUNV7IiYmBtOnT5ckHAAwMzNDcHAwpk2bhgMHDtTZQSE2NhYAMGTIEKnt5ubm6NWrF44cOYLMzMxGmXSqK7eylnyvU1gAvYx06GWkwyL0EnJPHkf0V9+C1dNvwAhJc1OVA1n81yJsPOTdIq2Z6BhAcnv0v9Zg7bdQqydAScux+s/VOsM0Z5rsuQZwTDp9+/aVLOr2yy+/yC0zc+ZMnDp1CgzDID09XaX6Q0NDAQCDBg2S2RcUFAQAuHz5cp31dOzYEefOncPp06elWjq5ubm4fv06bG1t4enpqVJsDeFB6M3/fhCJIIiNgePn62F28zrMr11Gq2++QNKSpQ0XICFa1BhukcpLTuLbovxq30v13qyRvORtr947tKFadCdPnsTIkSM1Vr/GphPNz89HZmYmpxcuOjoaAODu7i6zz9bWFsbGxpIytfnoo49w6tQpfPDBBzh79iy8vb0lz3QMDQ3x+++/QyAQqBxfg+LxUNLGHc++2QmvMUNhkJiAlr/+jKT3PgQ0PDssIaSKSMRCBBbQ4EwhVUMLGKnhCnypMXW8qvF3fD74fN5/A8X/HTwub8ykMoqLi9V8JdI09i5VUlLC+di8vDwAVbfT5DE1NZWUqY2NjQ1u3ryJt956C2fOnMHZs2cBAAKBAPPmzYOPjw/nGBsaq6+P7EGDYb/nf+AXFUEQF4sS97YAAP2kBNju/wFmt25ALz0NrI4OSh2dkNNvANKmTIPI2ERunbppqbA7sBemN69B/0UKGKEQQnMLVFi3QIFfF2QNHY6ijt7avExCXlksy0JYyUJYKQI4jLMTDwzX1eFDT1cHero6EOjrwUBPFwIDPegq+JDaqlWrekZeO6WTjvg5TnUvX76Uuz0lJQVXr14FAM7ZVh2eP3+O4cOHw9jYGFevXkWnTp2Qm5uLH3/8EStWrMC5c+dw9erVJtttutzGVvI9v6gQAGB59jRcl38E3r+T9lUaGYGpqIBR5BMYRT5Bi+O/ImrnXpS6tpGqSxAVCY8ZU6CTX5XMWT4flUbG0M18Cb2XGTCKfAx+fh7i1n+upasjhNTHfwPDhVLTaYkZCfTR0sIM1hYmUnekNP3IQemkI36OI8ayLK5cuYJ+/frVepylpaXKQYlbOIpaM/n5+bCwsKiznmnTpiEhIQGxsbGwta16gzY2NsbSpUuRnp6OL7/8Ej///DMmT56scoyNgf6LZMn3QlMzGD55DNdlH4InrEBBZz/Er1iNkrbtAJEI5ldC4LzmM+inpaLtwrmI+O0PiAz/WzDOccsm6OTnocijA+KXr0SRdyeAYcBUlEPvxQtYhP4NaGBwKCGkYRSVlCGuJANJ6VloZWOJlpZV77vnz5/XaGcClZsh1QeFVj3Qk/8FVN2T7N69u8pBiZ/lyHtuk5aWhsLCQrnPe6orKCjA9evX4eHhIUk41YmT5f3791WOrzHgFRbA6q9TAAChmTlKnV3Q6uvt4AkrUOrohKid+6oSDgDweMjt2x/Pvt0FkY4ODJIS0fKXn6TqM34YBgBICF6JIp/Okm7YrK4eypyckTZ1JtKmz9beBRJCtEJYWYn4Fy8R8TwJBcXcH4soS6Wko8osBCzLwsTEBKtWrVI1JvTp0wdAVcat6dy5c1JlFBGvCZGZmSl3/8uXLwEA+vpNq6sxPz8fprduwGPm29DLqOoVmDb5bfALC2F2o+qWZuq0WRDJ6SBR7NEBOf2regRanf5Tal+liSkAQDczQ5PhE0IaqeLSMkTGpsDTS7PPupW+vfb2229Lbq8dOHAADMPAyclJ5s2fYRgIBAK0b98e48ePl9vKqEv//v3h6uqKI0eOYNGiRZKxOnl5ediwYQP09PTw9ttvS8qnpqYiLy8PdnZ2kltzVlZWaNeuHaKiorBnzx7MmjVLUj43Nxdbt24FgDpvDzYGAV6KW3WZw0bixZz5MLn7D5h/PxTkd+uhsHx+956wOncagugoMBUVYP9d+TU3sB9aHjsK1+WfION+GHL7voaijt5ykxchpPmKTUhGR4/24PM18zxe6aSzf/9+yfcHDhwAAPj7+2tkGhkdHR3s2bMHQUFBCAwMlJoGJyEhAVu3boWzs7Ok/LJly3DgwAHs27cP06ZNk2z/4osvMGLECMyePRs///wzOnfujJycHPzxxx94+fIlxo4diwEDBqg9fnWrPjiUFc9I4OGJrKEjUBDQDQCgm531X/l/V3aVW9e/nQ94QiH4eXkQWlfVnbT4YxgkJcD0n1uwO7gXdgf3guXzUdzOA7mBfZExbiIqbFT/AEEIaVrSUhKRnV+IFhamGqmfU5dpcaunS5cu6o5Hol+/frh27RpWrlyJo0ePSib83Lx5MyZOnKhUHYMHD8aNGzewZcsWXLt2DZcvX4aBgQE8PDzw2Wef4Z133tFY/OokNThUQypNTfH0h0MwDrsL89BLMHkQBqPH4TB6EgGjJxGw3b8Hcas3IHvIcI3HQghpWLkFRY0r6VRv9YixLIuSkhIYGhrWNyaJgIAAnDlzRql45MUEAF26dFE4a0JzUmFpJfleLz0NZa3lT+2jl54GABDp6KBSzjioQl9/FPr6AwCYsjKY3biGVt98AcPoKLh+tgz5Ad0lrSNCSPPTqWtvlFcINVZ/vW7apaWl4b333oOrqyv09PRgalqVGXfu3Ik1a9Zgw4YNagmS1K3YowPYf8dEmd5S3DIyvXUDAFDStr3keY4irL4+cvv1R/SX3wIAeGVlMLl/V00RE0Iao8iH9zRaP+cZCW7duoURI0YgKytLqos0UDU4dN26dWAYBj169EDfvn3VEixRrNLUFHk9esP82mXY7d+DrGEjZToBCKIiYXGxqvdf1pBh/+0QCgEer+pLDlH1Hn4NONiXEKJ5ZaWanQaH0ztIdnY2xowZI+mOXHN+tXHjxkm+P336dD3CI6pIfvcDiHR0YZCYgHbzZkDwLKpqh0gEsyuhaDd/NnhCIUpbOyJj/CTJcXrpafAeOgD2O7+FYeTjqiT0L0HUU7gt+xAAUCkwRL5/gFaviRCiXabmqg/oVwWnls6OHTuQlpYGhmHkjt3x9vaGtbU1srKycOvWrXoHSZRT7NkBsRu3wDX4I5iE3YXX2GEQGhuDV1EBXlnVNBhltnZ4tmOn1GwEAGCQnIRWO75Eqx1fVk2BY2wCXnEReBVVkz6JdHURu24TKs3MtX1ZhBAtauXsptH6ObV0Tp06Jfn+yJEjGDVqlEwZT09PsCyL58+fcw6OqC779aEIP3EGGeMnobS1I3jl5WD5Oihq74Hk+YsQ/vtfMvOuVbS0wbNv/oe0KdNR6N0J5dYtwCsuAqujg2K3Nkif9BbCfz+NnEGDG+iqCCHa8uTBHY3Wz6mlEx0dDYZh4O/vj0mTJuHYsWMyZczNzQFU3YojqkuZvwgp8xdxOrbM0Qnxn61Vujyrq4vcvv2R27c/p/MRQoiyOLV0xMsW2NQyCDE3N7fqBPTgmRBCmgxH17YarZ9TRrC0tATLsoiKipK7v6CgAGFhVRNIWllZyS1DCCGk8RFWlGu0fk5JR7z42fPnz7FlyxYIq/V2Sk9Px7Rp01BYWAiGYSTzphFCCGn8XiTFa7R+Ts90Ro0aJZkBeunSpVL7HBwcpHq0jR49uh7hEUIIaU44tXSmTZsmtZ4Ny7KSsTqifxf6YhgG7u7uTXaBNEIIeRV5d1E8S706cEo6BgYGOHHiBOzt7aUSDgDJ2B0bGxscP368ya1XQwghr7LoJ480Wj/nrmUeHh4IDw/H8uXL4enpCYFAAIFAAE9PTyxbtgwREREaX2ubEEKIepUUFWq0fs5zrwFVY3HWrl2LtWuVHxNCCCGk8TIykZ19Xp1oEA0hhBAJF/f2Gq2/3kknOTkZt2/fxpUrVxR+cXXnzh0MGTIE5ubmMDIyQrdu3TitjZORkYEPPvgA7u7uMDAwgJWVFbp3747vv/+ec2yEENIcRYTd1mj9nG+vnTp1Ch9//DGePXtWazmGYaTG8SgrJCQEQUFBMDAwkFqueuLEiUhKSsKSJUuUqufBgwcYNGgQcnJyMHToUIwbNw6FhYWIjIzEqVOnmszqoYQQ0hxwSjrnz5/H6NGjwbKs3Fmm60soFGL27Nng8Xi4cuWKZIDpZ599hoCAAAQHB2PcuHFwcpK/OqZYfn4+Ro4cCQC4d+8evL29Zc5DCCHkP62cGuEs0+vXr5caj6Nuly5dQkxMDN58802pGQ3MzMwQHByM8vJyHDhwoM56vvvuOyQmJmLTpk0yCQcAdHTq1Y+CEEKIiji964aFhUnG49jZ2aF79+4wMTFRW1ChoaEAgEGDBsnsCwoKAgBcvny5znqOHj0KhmEwduxYREVF4fz58ygpKUH79u3x+uuvQ09PT20xE0JIc5CcEAPXNm3qLsgRp6TD5/MBAC4uLoiIiICgxrLI9RUdHQ0AUrMeiNna2sLY2FhSRpHy8nKEh4ejRYsW+Oabb7By5UpJ6wwAXF1dceLECXh5eak1dkIIIYpxur3m5+cHoOqNW90JBwDy8vIAVN1Ok8fU1FRSRpHs7GxUVlYiKysLa9asweeff4709HQkJyfj008/RVxcHIYPH47S0lK1x08IIU1VR9+uGq2fU9IRT/J569YtPHnyRK0BqYu4VVNZWYn58+djyZIlaNmyJRwcHLBmzRqMHz8eCQkJ+O233xo4UkIIaTziop9qtH5Ot9cGDhyIbdu24cMPP0S3bt0wceJEdOzYERYWFnLLv/322yrVL27hKGrN5OfnKzxXzToAYMSIETL7R4wYgV9++QV3797FW2+9pVJ8hBDSXBUV1H4Xqb44d9/S19eHnp4eCgsLsXfv3lrLqpp0xM9yoqOjJbfyxNLS0lBYWIiAgIBa6zAyMoKDgwNSUlIkS2dXJ94mXgWVEEIIIDAy1mj9nG6vHT9+HAsWLEBZWZmky7R4zE7NLy769OkDAJI1e6o7d+6cVJnavPbaawAg9xageJuzszOnGAkhpDly95QdXqJOnJLO559/LvleEwNE+/fvD1dXVxw5cgQPHjyQbM/Ly8OGDRugp6cn1XpKTU3F06dPZW7HzZs3DwCwadMm5ObmSranpaXhq6++Ao/Hw9ixY9UaOyGENGWP7tzQaP2cbq9FRERIWjhdu3aVjNPh8dQzf6iOjg727NmDoKAgBAYGSk2Dk5CQgK1bt0q1UJYtW4YDBw5g3759mDZtmmR7jx49sHjxYmzfvh3e3t4YPnw4KioqcPLkSWRkZGDDhg1o27atWmImhBBSN05Jx9DQECUlJfDy8sKNGzc0MitBv379cO3aNaxcuRJHjx5FRUUFvLy8sHnzZkycOFHperZt2wYvLy98++232L9/PxiGQefOnfG///2PltImhJAa7Fs7a7R+TkmnX79++PXXX2FmZqaRhCMWEBCAM2fO1Flu//792L9/v8L906ZNk2oBEUIIkU9HV7MztXC6H7ZmzRoYGhri9u3bkilrCCGENH2JsbWvHFBfnFo6R48eRc+ePXHhwgUMGDAA/fr1g5eXl9yuyUDV7NCEEEIIp6SzatUqMAwDhmEgEolw6dIlXLp0SWF5SjqEENI0eHbqotH6693drLZnOppYa4cQQojmJMfHaLR+zjMSUEIhhJDmJz83W6P1c0o6+/btU3cchBBCGgF9A0ON1s8p6UydOlXdcRBCCGkEPHz86i5UD+qZQoAQUqdRQX3R1ctdqa97d243dLiEoxcpyejq5Y41yz+ud10Hf9gp+ZsIf3hfbpmIRw/w4bvzMKh3AHr5emLs0AHYueNLhWuF5efl4autmzB2SH/08vVEUGAAli5eiNjnVQtjPrh9VeaYI0eOoGfPnjA2NoaRkRG6dOlS69jI2nB+pkMIUc3Et6aisKBA4f6Y588QcuEcBAJD2NnZazEy0hjFRD/D7u++hkBgiJKSYrllQi6ew/KP3gefx0O/AUGwsm6Bhw/uYe/Ob3H3n1v4ds8B6OnpS8rn5eZg5lsTkJQQDy+fzgjsNwCZLzMQcvEcbl67gm/3HJQ5x5IlS7B9+3bY2tpi8uTJ0NXVxenTpzF9+nRERERg69atKl0XJR1CtOSNKdMV7svLzcHUSWMAAJ+u3QT7Vq21FRZphIQVFVi9/GO4t/dAa0dnnP3zpEyZ0tJSbF77GRgw2HXwKDw6dARQ1clr64Y1+O3nH/HTwf2YOmuu5Jhd336NpIR4vPn2DLz30TLJ9vAH9zF32htY99kybPniG8n2u3fvYvv27WjTpg1u374NS0tLAEBRURH69euHbdu2YezYsejevbvS10a31whpYEKhEMEfvofUlGS8PXMu+gcNlimTnZWFLzavl9wSGdQ7AJ98sAAx0bKjx0cF9cWooL4oyM/HlvWrMXxAb/To1B5/njgmKXM19G+8M+MtvNa9MwL9O2Ly2OE4cmAvhEKh0nEnJsRjzYpPMOr1fujl64mBPf0xeexwbN+8TqZ3a1FRIfZ8/w0mjxmGwC5eeK17Z0wZPwL/++YLCCsqpMo+vH8PH8yfhYE9/dHbrwMmDA/Crm+/Qqmcta+6ernjnemTkZGehlXBH2Fw3+7o5t1W6vbk/bv/YMnCOVK3n/739Xa59SkS+vd5rPj4fYwd0l8S/5ypb+DShbNS5f48cQyjX+8HAPjrj9853zLdt/t7xMVEY8WajeArmEg5/EEYcrKz0ee1AZKEA1QNY5n37gcAgN9//Unqd3El5CJ4PB5mL1gkVZdXp87o1ec1xMU8R3R0tGT7yZNVye6DDz6QJBygar2y5cuXAwD+97//KX1dALV0CGlwX2/bhLu3b6J7z0C8s2ixzP7kpAS8M/0tZKSnoWuPXgh8bSBysrMQcvEcbl+/hh17DqCjdyepY8rLy7Fg1hQUFxejd9/+4OvwYWllDQA4cmAvvtq6EaZm5ggaMhwGAkNcDf0bX23diAdhd7H5y2/rnFPxZUY6ZrwxFiUlJegZ2BcDg4agpKQESYnxOPbzESxashQ6OlVvL9lZWXhn+puIj4tF2/YeGDvhTYhEIiTExeLQ3t2YPHUmTHR1AQB/nzuDTz/5ALp6ehgQNASWlla4ffMafvjfDty6cRXf7z0MfX19qVjycnMx660JMDUzw8DBQ1FeVgajfxciO3b0MLasXw0TE1P06vsaLCwtEfk4Avt2f497d27ju72HoKvEXGPffbkNurq68OnsB6sWLZGbk42roX9j2eJ3sWTpp5gwuWqplbbtPTDxrak4+uMBuLdrjz6vDZTUYWfvUOd5AODpk8fYt/t7zFnwHlzd3BWWy8p8CQCwd2gls8/E1BSmpmZIfZGClOREtGrtVHVMVibMzC1gaGgkc4y4nit/n8PwkaMAVC0DAwAuLi4y5cXbapsYQB5KOoQ0oNN//I6jPx5AK0cnrP38C7nLg6wO/hhZmS/x1f/2olvP3pLtM+bMx9RJo7Fx1QocPv6n1DFZmS/h3q49dh08CgMDA8n25KQE7PhyCywsrXDg6O+wsbUDALyz6AMsnD0Nly9dwJk/T2LI8FG1xh1y4RwKCvLxwSfLMemtaVL78vJyJQkHAD5fvxLxcbGYNvsdmaSalZkJgWFVF93CwgJsWL0cfD4few79Avd27atie28JPv1kMS6e/Qs/7tuNmfMWStUR8/wZho0ai+BV68Hn8yXbY2OisW3TOrRp2w7f7jkIM/P/lrg/sGcnvvtqK345cgiTp86s9VoB4IvvdsOhtaPUtuLiIsx+ayJ2fvslRowZDwOBAG3be2KSiSmO/ngAbdt5YPb8RQpqlK+8vAyrl3+Etu08MGX67FrLmltUtTxepCTL7CssKEB+ftX6Yonx8ZKkY25ugZzsLBQXF8kkHnE96enpkm3W1lUfVOLi4mTOId6WnJyM4mL5z5zkodtrhDSQyMfh2LTmUxgaGmHLV9/DxNRUpkxU5GM8ehCGISNGSyUcAHB0dsGosRPxPDpK7m22hR98LJVwAODcX6dQKRRi8tQZkoQDAHp6+lj4wUcAgL9OHlf6GvT1DWS2mZmZS77PynyJ0Ivn0aq1I2a/865MWStra0mCuhLyNwoLCjB89DhJwgEAHo+Hdxd/DL6OjtzYdHV1q/ZXSzgA8PuvP6NSKMSSZZ9JJRwAmDJjNiwsLXH+tHSyVqRmwgEAQ0MjDB05BoUFBXgS8Uipeuqya8dXSEqIx6drN8lcT03enX1hZGyMy5cuIirysdS+nd9+Kfm+oCBf8n33XoEQiUTY8/03UuUjHj3AtSshAAAe/78PDIMHV93q/fLLL6UWwiwuLsbGjRslP9dcQLM21NIhpAFkZWbi4/fmo7y8HJu+2A7XNvJvo0Q8egAAyM7KxO7vvpbZHx8XI/nXzf2/BQn19fXRpm07mfLPnlYt0+7bpavMPi+fztDX18ezp5F1xt+r72v47qtt2LJhNe7evoluPXvD1z9A5s058nE4WJaFX0A36Px7C02RZ5H/xuYvG5utnT0cWrVGYnwciooKJbfPAMDeobXkU391j/997W5fv4q7t2/K7NfR0UVCXGyd1wpU3SI8+MNO3Lx2GampL1BWozvyy5cZStVTm/AH93H4wA+Y9c67Ur9LRQwNjfD+R8FYvzIYs96agNcGvg5L6xYIfxCGp08i4Oziivi4WKnW85wF7+HW9as4vP8HhD98gI7enZD1MgOXLpyFi2sbPH/2FBXlZZLygYGBmDJlCg4dOgRPT0+MGDFC0ntNKBTCzMwMeXl5Ki3gSUmHEC0TVlRg2ZJ3kZGehhlzF6Bv/0EKy+b/+wny+pVQXL8SqrBczYfiFpZWcp/LFBUWAYDk+U51DMPA0soaGRnpMvtqsndohR8O/4rd33+NG1cv4+K50wAAZxdXzFnwvqQzhLiLeIuWNnXWWVRU+G9sVnL3W1u3qEo6hdJJR1F58afvfbu/r/PctcnLy8X0N8YgLfUFvDv7oUu3njA2MQGfz8ezp5G4EnIRFeXl9TqHUCjE6hUfo03bdpg6c27dB/xrxJjxsG7REof27caVkL9RKaqEZwcv7NhzEIf27kJ8XCwsLP97fWxs7bDvp2PY/d3XuHntCp6EP4KNrS3mLHgPdg6tsOKj92Vax/v374e/vz9++OEH7N+/HwKBAEFBQfj888/RoUMH6OjoSHUyqItSSScxMVHpCuVxdJRtmirjzp07WLlyJW7cuCFZOXTx4sWYMGECp/pycnLQsWNHvHjxAkFBQTh79mzdBxGiZls3rsHDsLvo1acf5ix4r9ay4jfXD5d9hvFvTlH6HIo6AhgZV93Hz87KlHmwzbIssrMypd7Qa+Pm3habtu+AsKICkU8icPPaFfxy+CCWf/QerFu2hE9nPxj/e8vwpRKJTHze7KwsufuzMjP/vQbp+BRe67/1Xbp1X+lrkueP478iLfUF5i58HzPmLpDad2DPTlwJuci5brGS4mIkJcQDAHr6esotM+utqve9z7/8Dn36/9dBoUfvPujRu49M+VXBH4HH46G9Rwep7S1tbLF89QaZ8uKWtIubm9R2Ho+HRYsWYdEi6edT8fHxKCwshK+vL3TraMVWp1TScXZ25rxCKMMwKnXDFAsJCUFQUBAMDAwwadIkmJiY4NixY5g4cSKSkpKwZMkSletcuHChSvceCVG333/9Gb//+jOcnF2xetO2Ov9fdfD2AQCEP7yvUtJRpG17T4T+fQFhd26jg5eP1L6IRw9QVlYGr06+KtWpo6sLL5/O8PLpjFaOTlgd/BGuXQ6BT2c/eHh6gcfj4d4/tyCsqKj1Fltbj6o327C7tzHg9SFS+9LTUpGcnAiHVq2VTiAdvX0QFfkYEQ8foGuPXipdU3UpSVUfugP7DZDZ9yDsjsw28bOYSpFI6XPo6ulhxJjxcvfdv3cHSQnx6N23PywsLWHnUHcvuIf37yE1JRk9eveBsYlJneUrKytx4cxf4Ovo4K0Z85SK+fDhwwCASZMmKVVeTKWOBCzLcvpSlVAoxOzZs8Hj8XDlyhXs2rUL27Ztw8OHD9G2bVsEBwcjISFBpTqPHTuGI0eOYPPmzSrHQ4g6PHoQhm0b18DI2Biff/UdjI3rfjPo4OWDDt4+OH/mT1w4+5fMfpFIhDAVxn8EDR0Ovo4OjhzcJ9X6qKgox7dfbAEADB05ps56Ih9HoLBQdnaF7Kyq1oi4W7OVtTX6DQhCclKizMPrqvJZkg+lgf36w9jEBH+eOCaZkgWoet/Zsf1zVAqFSsUmNnbiZPB1dLBt41qkpb6Q2V+Qny/zAF4e239bhA/v35Xafu6vP3Dj6mWZ8iampmAYBhlpqUrHamBggOWrN8j98vbpDACYOmsulq/egLbt/2sJyfsdvMxIx4aVweDr6GDuwg+k9gkrKmSmxxGJRPh66yYkxMdiwhtTkPhc+plefn4+arp69So2btwIJycnzJunXJISq9cznbo+pXFd/uDSpUuIiYnB9OnT0alTJ8l2MzMzBAcHY9q0aThw4IDSi8O9fPkS77zzDqZMmYKhQ4di4cKFdR9EiBoVFRVi6QcLq24Td/KVm0Cq8+3SFX7/Puxft/kLzJ85BSs+eh8/H9qPdh4doG9ggPTUFwh/eL9qzMi9ut88AaBVaycsfP8jfLV1IyaPHY4BQYNhIBDgWmgIEuJjEdhvAAYPG1lnPWf+PIETv/6MTn5d0Kq1I4yMjBEX+xw3rl6GqZk5ho0aKyn78YpViHn+DPt2f48b1y7DL6A7wLJITIjD7RvXcCb0FkxMTWFsbILglevx6ScfYMab4zDg9SGwsLDEP7du4OmTCHTw8sZbdXQjrs7NvS0+Xr4Kn69biQnDB6F77z5o1doRxUVFSElOwv27/2DoyDFY+tnaWusZPGwkDu3dhW0b1+LeP7dha2+P6KinuHv7JvoOGITQi+elyhsaGsGzoxfu37uDlcs+RGtHJ/B4PAwePkrpsTrK+uXwQZz98w/4+PrBwtIK6WmpuBJyEWWlpVi+egPae0rfWsvKysQbo4ega/desG/VChUVFbh9/Sri42LRM7Av5r+/BOF3pTtdjBs3DiUlJfD29oapqSnCw8Nx5swZWFpa4sSJEzBRoiVVnVJJJzAwUCbBFBcX486dqqaliYkJ3P69DxgbG4v8/HwwDAMfHx+FS1jXJjQ0FAAwaJDsA9agoCAAwOXLsp8wFJk3bx74fD6++uorur1GGkRebq5kMF/Yndt1tk5mAZKkY9+qNQ7+chJHDu7FlUsX8efJY+Dz+LBq0QKd/brgtUGvqxTLm1NnoJWjE346uBdn/jwJYUUFHJ1c8N6HyzBh8ttK3UofNHgYysvK8Oh+GJ6EP0J5RTla2thizIQ38db0WbCtNnecuYUlfjj8Kw7v/wGXzp/Bbz8dgp6+PuwdWuHtmXMhEAgkZfsHDYaltTUO7NmJ0IvnUVpaAjuHVpgxdwHenjFHZmBoXUaNm4i27T1w5OBePLh3F9dCQ2BsYgwbW3tMmjIdQ0eMrrMOG1s7fL/vMHZs/xx3bt2AsFKI9h4d8PXOfUhPS5VJOgCwasNWfPH5ely/HILCwgKwLAsfX3+1Jx3vTr64f/cfXA29hIL8fJiZm6NH7754e8ZstKvxLAcAjE1MENhvAB7dv4frV0LA19GBW5u2CF61HsNHjwOPx0MLW+kYR40ahf379+Pw4cMoKSlB69at8e6772LZsmWwsam7g0hNDMuhOSIUCjFgwABcvXoVS5cuxaeffirp8VBWVoa1a9diw4YN8PPzw9WrV2V6Q9Rl/Pjx+O2333D37l34+clOs21iYgILCwulOjj8+OOPmDJlCk6cOIGRI0ciPj4eLi4uGulI4Ofnh7CwMPj6+uLevXtKH1dYUoonMbIDvAghRNtysl6iVatW6OCm2vx/yr7/cRocun37dly5cgUeHh5Yv369VFLR19fHunXr4OnpibCwMGzZskXl+sWtETMzM7n7TU1NlWqxvHjxAosWLcIbb7yBkSPrvmVACCGvutgo5W7VcsUp6Rw8eBAMw8Chll4UDg4OYFkWP/30E+fg6mvWrFnQ1dXF11/LDqojhBCifZySTmxs1Sjeu3fv4uXLlzL7MzIyJM974uPjVa5f3MJR1JrJz89X2AoSO3DgAM6cOYNvv/1WMn8QIYSQ2rXt4FN3oXrglHSM/x2clZubi169emH37t24desWbt26hT179qBPnz6SeXqMjVUflOXuXjUlSPUptsXS0tJQWFgoKaPI/ftVq+yNHz8eDMNIvsQzo547dw4Mw0j1jiOEkFddZnqaRuvn1GW6b9+++O2338AwDKKjo2X6aYv7JjAMg379+qlcf58+fbBx40acP39eZuDRuXPnJGVq0717dxQWFspsLywsxNGjR9GqVSsEBQVxni2BEEKao+zMumePqA9OvdciIyPh7+8vGWRUswqGYcCyLAQCAe7cuQNPT/nTOigiFArRrl07pKSk4NatW5LWSF5eHgICAhAfH4+oqCg4OzsDAFJTU5GXlwc7O7s6b7tR7zVCCFHswT/X0LNP/8bVe83DwwN//PEHrK2tpVo14v79LMvC2toaJ0+eVDnhAICOjg727NkDkUiEwMBAzJkzB0uWLIGPjw+ePXuGDRs2SBIOACxbtgweHh74/fffuVwOIYSQf3UK4D5lkDI4z0jQv39/REVF4YcffsDFixcl09I4OjpiwIABmDlzJiwsLOqoRbF+/frh2rVrWLlyJY4ePSqZ8HPz5s2YOHEi53oJIYQodv/WVfSSM8+cutRrGhxzc3MsWbKE0+SbyggICMCZM2fqLLd//37s379fqTqdnZ05T89DCCHNnUhUqdH61bZyKMuyKi1ZSgghpPGxamlXd6F6qFdLJy0tDRs3bsSpU6eQlJQElmUhFAqxc+dOpKenQ0dHB8HBweqKlRBCiIZZWLXQaP2ck86tW7cwYsQIZGVlSXUmAICUlBSsW7cODMOgR48e6Nu3r1qCJYQQolnPIx/B3l5zrR1Ot9eys7MxZswYZP67kl/NWWnHjRsn+f706dP1CI8QQkhzwinp7NixA2lpaZLxODUfzHt7e0umnrl161b9oySEEKIVbu29NFo/p6Rz6tQpyfdHjhzBqFGjZMp4enqCZVk8f/6cc3CEEEK0Ky8nU6P1c0o60dHRYBgG/v7+mDRpkmRN8OrEi7dlZ2fXK0BCCCHak5mu/DLbXHBKOiUlJQBQ66px4gk/eTy19comhBCiYQyj2fdsTrVbWlqCZVlERUXJ3V9QUICwsDAAgJWVFffoCCGEaJVv90CN1s8p6fj4VK238Pz5c2zZsgVCoVCyLz09HdOmTUNhYSEtHUAIIU3Mw3+ua7R+TuN0Ro0ahfPnzwMAli5dKrVPvGKo2OjRo+sRHiGEEG0SCis0Wj+nls60adOkFlFjWVYyVkckEgGoGrvj7u6OyZMnqyFMQggh2mBh1VKj9XNKOgYGBjhx4gTs7e2lEg7w31o6NjY2OH78OPT19dUWLCGEEM1qYeeg0fo5d1Pw8PBAeHg4li9fDk9PTwgEAggEAnh6emLZsmWIiIjgtJYOIYSQhvMs4r5G6+eUdCIiIgBUjcVZu3YtwsPDUVhYiMLCQoSHh2P9+vWwtLQEAMyfP1990RJCCGnSOCWdoKAgyaJttZk7dy527tzJ5RSEEEIagEtbzd6h4pR0UlNTMXDgQGRkZMjdz7IsZs+ejd27d9cruDt37mDIkCEwNzeHkZERunXrhl9++UWpY1mWxZkzZ/DOO+/A29sbZmZmMDQ0hI+PDzZs2IDS0tJ6xUYIIc1RUUG+Ruvn/EwnJiYGQUFByM+XDXDmzJnYu3dvvQILCQlBz549ce3aNUyYMAHz5s1DWloaJk6ciG3bttV5fFlZGYYMGYJ9+/bB3t4ec+bMwcyZM1FSUoLly5cjMDCQFp0jhJAaMlKTNVo/p3E64t5qjx49wvDhw3Hu3DkYGBgAqOpOffDgQUkZ8bMdVQiFQsyePRs8Hg9XrlyRDDD97LPPEBAQgODgYIwbNw5OTk4K6+Dz+Vi3bh3mz58PCwsLyfaKigqMHTsWp06dwrfffouPPvpI5fgIIYRww6ml891330m+v3btGsaPH4/y8nK89dZbkoQj7jYdEhKicv2XLl1CTEwM3nzzTakZDczMzBAcHIzy8nIcOHCg1jp0dXWxfPlyqYQj3r5s2TIAwOXLl1WOjRBCmjNNT4PDqaUzd+5cVFRUYNGiRWAYBqdPn4abmxtevHgBoOp5iqOjIy5evIg2bdqoXH9oaCgAYNCgQTL7goKCANQvYejq6gIAdHTqtVo3IYQ0OxFh/6Bbrz4aq5/zM52FCxdi+/btkilvUlJSJN+3adMGV69e5ZRwgKqlEwBIzXogZmtrC2NjY0kZLsTPm+QlNUIIeZWVl2m2k1W95rB+//33sWXLFqlZCby8vHDt2v/bu/e4qMr8D+CfGRiuw/2iWMKAIhlSSAiYCpLLxazMpUT9IZpkrmbm5bVqGaKbm7pra7ZriukimWaabnkDRBHMGyJW4qaGykURM0XBgQGGmef3B8uJw8wAM8xF8Pt+veb18jznOc95hlPnO+c8txPo27evzuVWV1cDaH6dpo69vT2XR1sZGRlITU3FwIEDkZSUpHMdCSGkJ3JwMuzKAJ16vzRt2rR297u5ueG3336DQCCARCLhTQIqEAiwZcuWrtVSTwoKChAfHw8HBwfs3r2bpughhJA2PPpKDFp+p4LO1q1befOracIYw4EDB3jbugSdliccTU8zNTU1Kh0EOnLu3DlER0dDKBQiKysL/v7+Wh1PCCGPg8sXCuE+KsZg5ettiTiBQNCpwNQZLW056tptbt++DalUqra9R5Nz584hKioKSqUSWVlZGDJkiF7qSQghRDudDjqMMa0/uoqIaO450bJmT2tZWVm8PB1pCTgKhQKZmZkIDQ3VuV6EENLTefV/yqDld+r1mi5jbbpi1KhR8PHxwY4dOzBnzhxurE51dTU++ugjWFhYIDExkctfWVmJ6upqeHh48DofFBYWIioqCk1NTcjMzMTQoUON+j0IIaS7aaiXGbT8TgWdzj5V6Iu5uTk2b96MmJgYhIeHY8KECbCzs8OePXtQVlaGNWvWQCKRcPnfe+89pKenIy0tDVOnTgUAVFVVISoqCg8ePEBsbCyys7ORnZ3NO4+joyPmzp1rvC9GCCGPuNs3yzDAz3BPO4/s6MjIyEicOHECKSkp+PrrryGXyxEQEIDVq1cjPj6+w+Nrampw//59AEBmZiYyMzNV8nh5eVHQIYTozeefOWPzhuapvyytlNhzsAxu7gq1eW9VmGNcrAQA8Nm/K/DcEMM+YTwquhx0FAoF7t69i4aGBo15PD09dSo7JCQEGRkZHebbunUrtm7dykuTSCRdalcihJCuaKgXYvMGZ7yX8pupq6KVwJDhBi1f56BTUFCA5ORk5OXlobGxUWM+gUCApqYmXU9DCCHd1v5v7fF/Ux7AUyI3dVU67XLReYQ8P8Jg5evUZTo/Px8RERHIzs5GQ0ODwXqxEUJId9Srtxz9BzRA0STAZ58adoS/vtXLDLvki05POsuWLUN9fT1vbE7b4NIy0zQhhDxuhEJg1rv3MP/tPjiWLcZ/iyzhH6C5CUKTn36wwt6vHfDjeStU3TODyILBSyJH5B+keG1iNWxsNN9j83Js8fV2B1y5ZAlFkwBP9JUjdsxDTJz8AGmfN7c9BQXLsCGtgnecnYN2A++1pVPQOX36NBdULCws4OfnBwcHB5iZmem7foQQ0i0NC69DULAM589ZY/0nLvhsy61OH6tUAmv/5opd2x25NBsbJeplQvx80Qo/X7TCgW/tsS71Fjz6qDZfrFvjgh3pvwcPOzsFSq5b4F9rXXHyuC2eDdLcaaGvd+cH3utCp6DT0obj4OCA/Px8DBgwQK+VIoSQnmDW3Lt4M6EvCs/a4PQJGwwd3rlXV5vWO2PXdkc4OTfhzZlViBothYODEk1y4KcfrbHu7y64cskKi+b2xtadNyFs1VByOEPMBZyYFx9i9vy7cO+lQEODABn77fCPVa64Vmyh8dw//3gW4Y/aNDgtQSY0NJQCDiGEaBDwbANGjpICAD5b54LOtDjcqjDHF1ucYGmlxKebbuG1CTVwcFACAMxFwHNDml+JufeS48olK3x/zJY7ljEg9V/NXbZDhtZh+apf4d6rucu2pSXDq6/VYOEHv6GmxnRvpXQKOgkJCWCMobi4mNptCCGkHTPn3IOZGcMvly1x+JC4w/wHv7OHQiHA0GF1GOCnvmewrS1DxAu1AIAzp2y49F8uW+BmefNTzNTp96FuOswxYx+it4fm3nSP5Ou1OXPmYOfOnfjhhx8wY8YM/P3vf9e49g0hhDzOJD5yvPRqDb7b44DUf7lgVLQU5iLN+S/8YAUAyD9lg9EjJRrzyeqanxkqb/1+G79yqXm5FnNzhmcC1bfbCATA4GAZMvarr4RCYdghLjoFndjYWMjlcjDGsGXLFmzfvh39+/eHi4tq10CBQICjR492uaKEENJdvTmzCpkH7VBxU4S9uxww/v80L0L522/Nr75kMiFkso5fRjXU/57nflXzsQ6OCojaCWyaZkkAgFvlJejva7hmE52CTm5uLtddmjEGmUyGoqIilaUNWq8oSgghjyv3XgqMn1iNbWlO+PcmJ7w0rkZjXqWi+Z6ZOO0+3p53T6fzPcq33S6vp9MSfCi4EEKIZolJ92Fvr8D9KnPsSHfUmM/FtfkppLJS+2cCJ+fmYx/cN4O8nUkQfrujuSNBQLBhZ+PXOegYcj0dQgjpaewdlEhMap6EeHu6Ex7cV3/jf2Zwc1tMwRkbNDRo92Peb2DzANSmJgEu/GitNg9jwI+F6vcBwLVLF7U6p7Z0er1WUlKi73oQQkiP9/qkauza4YA7v4rw71RntXleHleDbWnNQenz9c6YPV/zKza5HJDLBdzMBAOeasSTno24WW6BL7Y4IihYpvKqLeOAHSpvaW7wqat9qP0X04JOTzpeXl5afQghhABWVgzTZ1UBAL7PtVWb58m+TZj2VnOebWlOWPa+O28wZ1NTc9fozRucEPeiF365bMntEwiAt/5X/pmTtli+xJ17ldbQIMC+vXZY9Rc32Ntr7khgK7bv2pfswCO7ng4hhPREY8Y+xPatTigt0TwrQNKf7kOhECBtkxMy9tsjY789LK2UsLJikD4UQqH4/fGl7ZNMzBgpfr74ADu/dETGfntkHrCDnZ0SdXVCNDUJEBxaB/+AeqRvdoaFpVLl3D5+T+vtu6rT5aBTV1eHq1evorq6WmM7Tnh4eFdPQwghPYKZGTDz3XtYNNdDYx6BAJgxuwp/iJFiz9f2KCywwZ3b5pBKhbCzV8LTqxHPDK7HyBdqERBYr3L8vEV3MThYxk342SgXQOLTiNEvP8SEhAdYt8YVACC2Uw06RYVnDDoNjs5Bp6KiAu+88w4OHjzY7no5XVlPp6CgACkpKTh16hS3cuj8+fMxfvz4TpfR0NCA1atXY9u2bbhx4wacnZ3x0ksvYcWKFXB3d9epXoQQos70WVXc67P2jBxVi/yiqx3m6+fbiIUf3NWpLiNH1WLkqFq1+y7/t/mVnE8/zWuhGYpOQUcqlWL48OEoLy83WC+1Y8eOISYmBlZWVpgwYQLs7OywZ88exMfH48aNG1iwYEGHZSiVSowdOxZZWVkICwtDXFwciouLsXnzZhw9ehRnzpyBm5ubQepPCCGPovMFVlzPNnUTkD7h5WPQ8+vUkWDDhg0oKyvjttuO0+nquJ2mpiZMnz4dQqEQx48fx6ZNm/Dxxx/jp59+woABA/D+++/zzq9Jeno6srKyMHHiRJw6dQqrVq3Cnj178Nlnn+H69ev44IMPdK4jIYQ8qv62whUHvrXDvbtm3CSjD2uE2LvLHn9+t/m1XnBoHZ4epLrGj0DQ5eGb7dKp9IMHD3L/fv7557mnHYlEgujoaC7ovP7660hMTNS6/JycHFy7dg2TJk1CYGAgl+7g4ID3338fjY2NSE9P77Cczz//HACwcuVKXhCcMWMGfHx8sH37dshkmteVIISQ7ujCj9b4MLkXXoz0RniwD6KGeSNquDdWf+gO6UMzePdrQMpff1V77M3Sjl/7dYVOQefy5csAABcXFxw7doxLDw4ORmZmJnbv3g2lUony8nKkpqZqXX5ubi4AIDo6WmVfTExzA1deXl67ZdTX1yM/Px9+fn4q3bYFAgGioqJQW1uLc+fOaV0/Qgh5lL319j289GoNvPs1wNqGobauuQNCYJAMcxf+hq1f3eSWPDA2ndp0Hjx4AIFAgGeffRaiVrPKtTzxjBs3DkFBQTh79ixWrlyJlJQUrcovLi4GAPj6qk6x3bt3b4jFYi6PJteuXYNSqVRbRuuyi4uLMWLECK3qp280gRAhRJ/CI+sQHtm5BePa8h8coufa8OkUdMzNzSGXy2FnZwcAsLCwgFwuR1XV7702evfuDcYYvvrqK62DTnV18wysmpZLsLe35/J0pYzW+UzJxsoSzg5i1DcYvycJIYS0dv1yEfx9/2Cw8nUKOk5OTpDJZKitbe6O5+joiDt37iA/Px8VFRWwtLREfn4+AKC8vFx/te2hBAIB+vftbepqEEIIigpOwsXRzmDl69Sm4+7uDsYY7t9vnryuZclqmUwGX19fSCQS7qnH2lrzxHKatDydaHoKqamp6XDRuM6U0TofIYQQw98TdQo6AQEBAIBffvkFjDFERUVx++rr61FXV8etpaPLbASt21vaun37NqRSqca2mhY+Pj4QCoUa237aazcihJDH1ahRowxavk5BJzg4GDY2NlAoFCgqKsKsWbPg5ubGBZqW7slWVlZYvny51uVHREQAAA4fPqyyLysri5dHE2tra4SEhODKlSsqY3oYY8jOzoatrS2Cg4O1rh8hhPRUe/fuNWj5AqanKQWuXLmCBQsW4MSJE5DL5QgLC8OqVaswZMgQrctqamqCn58fKioqcObMGW6sTnV1NUJCQlBaWoorV65AIpEAACorK1FdXQ0PDw/eo2FaWhqmTZuGiRMnYvv27Vww3LhxI2bOnIm33npLpy7dmjg7O+P+/fuwtrbGwIED9VYuIYQYS1VVFZyd1S+70J5Lly5BJpPBycmJ16lMBXtE5eTkMJFIxOzs7Nj06dPZ/PnzmZeXFwPA1qxZw8s7ZcoUBoClpaXx0hUKBYuJiWEAWFhYGFu0aBGLi4tjAoGAeXt7szt37ui1ztbW1gwAfehDH/o8th9ra+t275MGX9pg//79ePnll7U+LjIyEidOnEBKSgq+/vprbsLP1atXIz4+vlNlCIVCfPfdd1i1ahW2bduGtWvXwtnZGUlJSVixYoXe511zd3fHnTt3YGVlBW9v704f1/ILgZ6Qeg66pj0LXc+OlZSUoL6+vsOJlPX2eq2tQ4cOYdmyZSgsLIRCYZqRr93Fc889h/PnzyMoKAiFhYWmrg7RA7qmPQtdT/3R6knnxo0byM7Oxt27d9GnTx/ExsbC1dWVl+fIkSNITk7G2bNnuY4FhBBCCKBF0Pn000+xcOFCyOVyLs3a2hobN25EQkICqqurMXXqVOzbtw8ADLbkASGEkO6rU0GnsLAQ8+bNUwkkdXV1mDZtGgICAjBjxgwUFBTwuk0zxmBuTitiE0IIadapcTqbNm1SGYMDNE/folAoMH78eJw9e5ZLY4zBzMwMb7zxBjcjNSGEENKpx5DTp09zwcbBwQHh4eFgjCEvLw8PHz7kRvczxiAUCpGYmIjk5GT4+Bh2BTpCCCHdS6eCTsuy1GKxGBcuXMCTTz4JACgrK4O/vz9kMhkYY/D29saePXt4C68RQgghLTr1ek0qlUIgECAkJIQLOADg5eWFsLAw7tXbF198QQGHEEKIRp0KOkqlEgDUTo3g5OTE/TskxLCL/xBCCOnetOpaVldXp7I+Tl3d76vT3b59W21XaU9PTx2rRwghpCfRKuhkZGRonN6FMcZNwNmaQCBAU1OTTpUjhBDSs2gVdDoa8EkDQnXz1ltvobKyEh4eHqauCtETuqY9C11P/enU3GtCoVCn6WxaOhjQ3GuEEEIALZ506CmGEEJIVxlslmlCCCGkLZ2WqyaEEEJ0QUGHEEKI0VDQMaGCggK8+OKLcHR0hK2tLcLCwrBr1y5TV+uxUlFRgU8++QTR0dHw9PSEhYUFevfujbi4OOTn56s9pqamBvPnz4eXlxcsLS0hkUjw5z//GVKpVG1+pVKJf/7znwgICIC1tTXc3NwwceJEXL9+XWO9srKyEBERATs7O9jb2yMyMhJHjx7Vy3d+3KxevZqbrPjMmTMq++l6Glm7i1kTg8nJyWEikYjZ2dmx6dOns/nz5zMvLy8GgK1Zs8bU1XtsLFq0iAFg/fr1Y0lJSWzx4sUsLi6OmZmZMaFQyHbu3MnLL5VKWWBgIAPAoqOj2aJFi1h0dDQDwIYMGcJkMpnKOd58800GgPn7+7OFCxeyhIQEZmFhwZydndkvv/yikn/btm0MAHNzc2OzZ89ms2fPZm5ubkwgELDdu3cb7G/RExUVFTFLS0tma2vLALDTp0/z9tP1ND4KOiYgl8tZv379mKWlJfvhhx+49AcPHrABAwYwCwsLVlpaaroKPkb27NnDcnNzVdKPHz/ORCIRc3JyYvX19Vz60qVLGQC2aNEiXv6W4PXRRx/x0nNychgAFh4ezhoaGrj0Q4cOcTe61qqqqpijoyNzdXVlN27c4NJv3LjBXF1dmaurK6upqenSd35cNDY2sqCgIBYaGsoSEhLUBh26nsZHQccEsrKyGAD2xhtvqOzbunUrA8CWL19ugpqR1lp+8RYUFDDGGFMqlaxPnz5MLBYzqVTKyyuVSplYLGY+Pj689IkTJzIALC8vT6X8kSNHMgCsrKyMS0tNTdV4/ZctW8YAsPT0dH18vR4vJSWFWVpasv/+979sypQpKkGHrqdpUJuOCeTm5gIAoqOjVfbFxMQAAPLy8oxZJaKGSCQCAG712+LiYty6dQvDhg2Dra0tL6+trS2GDRuG69ev48aNG1x6bm4ut68tddea/tvQj/Pnz+Ovf/0rUlJS8PTTT6vNQ9fTNCjomEDLone+vr4q+3r37g2xWMzlIaZRXl6OI0eOwMPDAwEBAQDav26t01vy1dbWorKyEt7e3jAzM+swf0fnUJefqGpoaEBiYiICAwOxcOFCjfnoepqGVnOvEf2orq4G0LwKqzr29vZcHmJ8crkckydPRkNDA1avXs3dYDpz3Vrn0zZ/R8eoy09ULV26FMXFxSgsLFQbHFrQ9TQNetIhpBWlUompU6fi+PHjmD59OiZPnmzqKhEtnD59GmvWrMEHH3yAQYMGmbo6RA0KOibQ8qtH0y+cmpoajb+miOEolUpMmzYNO3bsQEJCAjZu3Mjb35nr1jqftvk7OkZdfvK7pqYmTJkyBc888wwWL17cYX66nqZBQccE2nuXe/v2bUilUo3vmYlhKJVKvPHGG0hPT8fEiROxdetWCIX8/z06egff9v29ra0tPDw8UFJSonamdXXv+9s7R0dtEI87qVSK4uJi/Pjjj7CwsOAGhAoEAqSnpwMAhg4dCoFAgG+//Zaup4lQ0DGBiIgIAMDhw4dV9mVlZfHyEMNrCThffPEF4uPjsW3bNo0NxX369MHJkydRW1vL21dbW4uTJ0/C29sbffv25dIjIiK4fW21XOvw8HBefoD+29CFpaUlkpKS1H5abuyvvPIKkpKSIJFI6Hqaiqn7bD+O5HI58/HxaXdwaElJicnq9zhRKBTcGI7XX3+dyeXydvMbYzChg4MDDSbUM3XjdBij62kKFHRMhKbBeTSkpKQwAEwsFrMlS5awlJQUlU/rHwZSqZQ9++yz3A1m8eLFvGlT6urqVM7RdtqUyZMnc9OmXLlyRSV/e9Om7Nq1y5B/jh5LU9Ch62l8FHRMKD8/n8XGxjJ7e3tmbW3NQkJCVOb6IobVcjNq75OWlsY75sGDB2zu3Lmsb9++TCQSMU9PT7ZgwQKNv1gVCgVbt24d8/f3Z5aWlszFxYXFx8ezq1evaqxXRkYGGzFiBLO1tWVisZhFRESw7OxsfX71x4qmoMMYXU9jo0XcCCGEGA11JCCEEGI0FHQIIYQYDQUdQgghRkNBhxBCiNFQ0CGEEGI0FHQIIYQYDQUdQgghRkNBhxBCiNFQ0CGEEGI0FHRIj1NZWYmVK1di9OjR8PT0hFgshkgkgqOjIwYNGoTx48fj008/RXl5uamrajQSiYQ31X/LRygUws7ODk899RQmT56Mo0ePmrqqKkpLS3l1HjlypKmrRLqApsEhPUZjYyOWLFmCdevWQS6Xd5hfIBBALpe3u6RxTyGRSFBWVtapvPPmzcM//vEPA9eo80pLS+Ht7c1tR0REIDc313QVIl1ibuoKEKIP9fX1iI2NRV5eHi/dwsICgwcPRq9evSCTyXDt2jVcv34dAMCaJ7w1RXVNLjw8HG5ubqipqcG5c+dw//59bt/atWvx2muv4fnnnzdhDUlPRUGH9AizZ89WCTjz589HcnIyHB0deemVlZXYuXMnPvnkE+NV8BGzfPly7jVVdXU1goKCuGAMAIcOHaKgQwyC2nRIt3fx4kWkpaXx0pKTk/Hxxx+rBBwA8PDwwLx583D16lWYm6v+7mKM4cCBAxg/fjwkEgmsra1hY2MDPz8/zJw5E5cvX1Zbj5EjR/LaHkpLS5GTk4MxY8bA2dkZVlZW8Pf3x9q1azU+Yel67q5wcHDASy+9xEu7e/euSr4vv/wS06dPR2hoKDw9PWFnZweRSAQXFxcMHToUS5cuxa+//qr2HK3/LhKJBEqlEps3b0ZYWBjEYjHEYjFGjBiBjIwMreu/f/9+WFpacuXb29sjJydH63KIkZhsUQVC9GTJkiW89W/c3NyYTCbTqayamho2evTodtfXEYlEbOPGjSrHRkRE8PIlJiZqLOPdd9/V67k70rJAYMvn2LFjvP3vvPMOb//y5ctVyvD39+9w7SFnZ2feonctWufp1asXt1Ba249AIGB79+7lHVtSUsLLExERwe3bu3cvE4lE3D5XV1dWUFCg9d+HGA8FHdLtRUZG8m5KEyZM0LmsMWPGqASw2NhYFhkZySwsLHg3x0OHDvGObRt08L8VSV944QXWv39/XrpQKGTl5eV6O3dH2gs6VVVVTCKR8Mr/6aefVMrw9/dnVlZWLDAwkL3wwgts7NixLCoqivXp04dXdmBgoMqx6gKMh4cHi4qKYq6urrx0X19f3rGags7u3buZubk5l963b1926dIlrf4uxPgo6JBu7+mnn+bdlNqud88YY0888YTaG9+UKVO4PEeOHOHte+WVV1hDQwO3/8qVK0wsFnP7Bw0axDtH26Dj5eXFSktLGWOMyeVyNmrUKN7+9PR0vZ27I22DTnh4OIuLi2NRUVHM0dGRt2/FihVqy7hw4QKvTi0UCgUbP348r4y2N/+2f/fY2FhuKejbt28zd3d33v6ysjLuWHVB56uvvuIFHD8/P5UgTh5N1JGAkP/5z3/+w9u+e/cuJk2axEsTiUTcvy9evIjS0lJIJBK15S1evBheXl4AAHNzc7z44ou8cTAVFRUGO3dHjh8/rpLm7u6OHTt2YNSoUWqP8fb2xvr163Hw4EFcunQJVVVVqK+vV5v38uXLeOqppzSef+3atbC2tgYA9OrVC6Ghodi/fz+3v6KiAp6enmqPLSoqQkJCAhQKBQAgODgYGRkZcHV11Xg+8uigoEO6vV69euHnn3/mttUN+hwzZgzu3buHsrIynDt3Tm05JSUlvO1Tp051eO6SkhKNN/4hQ4bwth0cHHjbDQ0NBju3Lu7cuYOZM2fi8OHDKuXeuXMHw4cPR3FxcafKqq6u1rhPLBarBKT2/jZtVVVVcf+2sbHB/v37KeB0I9R7jXR7bbv25uTkqAwOTU1NxTfffIO3335br+eura3VuM/FxYW3re9BqO2duyPHjh1DY2MjCgsLERQUxKUXFxcjLi6Oe4po8Ze//IUXcMzNzTFs2DCMGzcOcXFxGDhwIC8/a2f8U9u/C6D736aurg6TJk2CTCbT6XhifBR0SLcXHx8PgUDAbf/6669Yu3at1uW0HvUOADt37uQGkGr6tO1qrCtTnFskEiEoKAj79u2DWCzm0s+fP48tW7bw8n7//fe87ZMnT+LEiRPYu3cvvvnmG4wYMaJLddFGaGgoIiMjue1jx47h5ZdfpsDTTVDQId1eQEAAEhMTeWnvvfcePvzwQ61uRK+88gpvOzk5WeW1F9Dc3rB+/Xq88847ulX4ETv3E088gQULFvDSPvzwQ94rrrZPjjY2Nty/T58+jS+//FJv9emIlZUV9u3bh7CwMC7t6NGjePXVVzW2MZFHBwUd0iNs2LABQ4cO5baVSiWWLl0KNzc3jBw5Eq+++ioiIiIwa9YsjWVER0cjKiqK2y4uLoavry9CQkIwduxYREVFwdvbG08++SRmz56NoqIivdXflOcGgLlz5/IG0t68eROff/45t936Bg8AQ4cOxejRozFs2DAMHz7c6E8ZYrEYGRkZCAwM5NIOHz6McePGtdseREyPgg7pEaytrZGTk4NZs2bx2gdqa2uRl5eH7777DsePH+fdHM3NzeHr68sr55tvvkFMTAy3rVAoUFBQgH379uHIkSMoLS3lHa9Ppjy3o6Mj5s2bx0tbuXIl9+SQnJzMa4uRSqXIzMzEqVOn4O3tjT/96U96rU9nODo64vDhw7xOCZmZmfjjH/+IxsZGo9eHdA4FHdJjWFlZYf369bh69SqWLl2KiIgI9O7dG5aWlrCwsICrqyuee+45JCYmYsuWLaioqMCSJUt4Zdjb2yMzMxMHDx7EpEmT0K9fP9jY2MDMzAxOTk4YPHgwkpKSsHPnTuzbt0+v9TfluYHmpx0nJydu+9atW0hNTQXQ3OZUUFCASZMmwdXVFSKRCF5eXpgzZw4KCgrg7u6u9/p0hpubG44cOcJrEzt06BDi4uIo8DyiaGkDQgghRkNPOoQQQoyGgg4hhBCjoaBDCCHEaCjoEEIIMRoKOoQQQoyGgg4hhBCjoaBDCCHEaCjoEEIIMRoKOoQQQoyGgg4hhBCjoaBDCCHEaCjoEEIIMZr/By+fIJxdVPDzAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 11.538461538461538 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3423 genes\n", + "intersection pct: 0.6846\n", + "precision: 0.0008334948517653389 \n", + "recall: 1.0 \n", + "random precision: 0.0008337384212719915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 53.53it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0008852062154727977\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0008834425703391215\n", + "EPR: 1.7214852038512451\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 7.6923076923076925 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3423 genes\n", + "intersection pct: 0.6846\n", + "precision: 0.004295594991542786 \n", + "recall: 0.4727626459143969 \n", + "random precision: 0.0008337384212719915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 61.21it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0029910303677130124\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0026348180475252335\n", + "EPR: 10.351980256843584\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 7.6923076923076925 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3423 genes\n", + "intersection pct: 0.6846\n", + "precision: 0.0008334948517653389 \n", + "recall: 1.0 \n", + "random precision: 0.0008337384212719915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 61.69it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0009685434341484623\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0009588631126320158\n", + "EPR: 5.319019774843278\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 3.8461538461538463 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3423 genes\n", + "intersection pct: 0.6846\n", + "precision: 0.004295594991542786 \n", + "recall: 0.4727626459143969 \n", + "random precision: 0.0008337384212719915\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 60.18it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.003970621029828838\n", + "Area Under Precision-Recall Curve (AUPRC): 0.003497649942138272\n", + "EPR: 18.57911694960466\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/11 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 61.607142857142854 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 12455 genes\n", + "intersection pct: 0.5380362002678302\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "precision: 0.0008896322223674437 \n", + "recall: 1.0 \n", + "random precision: 0.0008897036558203398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.41it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.41it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0010321208403581631\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0010320072209051186\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 1.8515675265406064\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/22 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 15.625 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3518 genes\n", + "intersection pct: 0.7036\n", + "precision: 0.0012585320164533508 \n", + "recall: 1.0 \n", + "random precision: 0.001258889858937415\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 56.32it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0014005163863877576\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0013994279508707103\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 0.7134623715815356\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 9.375 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3518 genes\n", + "intersection pct: 0.7036\n", + "precision: 0.005945748396004223 \n", + "recall: 0.4700179763739086 \n", + "random precision: 0.001258889858937415\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 58.03it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0044301401795336735\n", + "Area Under Precision-Recall Curve (AUPRC): 0.004011650195614572\n", + "EPR: 7.304393703429819\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 6.25 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3518 genes\n", + "intersection pct: 0.7036\n", + "precision: 0.0012585320164533508 \n", + "recall: 1.0 \n", + "random precision: 0.001258889858937415\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 53.92it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0018890277141562105\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0018894344532951646\n", + "EPR: 1.7371594010847209\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 4.6875 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3518 genes\n", + "intersection pct: 0.7036\n", + "precision: 0.005945748396004223 \n", + "recall: 0.4700179763739086 \n", + "random precision: 0.001258889858937415\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 55.44it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0060094456180633795\n", + "Area Under Precision-Recall Curve (AUPRC): 0.005570685819748773\n", + "EPR: 12.3237295387727\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/1 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 44.44444444444444 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 5924 genes\n", + "intersection pct: 0.5874070401586514\n", + "precision: 0.001020636821754376 \n", + "recall: 1.0 \n", + "random precision: 0.0010208091392998352\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:06<00:00, 18.82it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:06<00:00, 18.62it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0010837970921083273\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0010838873894319441\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 1.203891725449651\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/1 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 28.125 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2191 genes\n", + "intersection pct: 0.7157791571381902\n", + "precision: 0.0012190445082482359 \n", + "recall: 1.0 \n", + "random precision: 0.0012196011495762033\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 151.87it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 151.88it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.001460172300730301\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0014586600524870985\n", + "EPR: 0.8403496798721056\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 6.25 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2191 genes\n", + "intersection pct: 0.7157791571381902\n", + "precision: 0.007964650593587152 \n", + "recall: 0.5427204374572796 \n", + "random precision: 0.0012196011495762033\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 153.43it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 153.21it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0069079223859863205\n", + "Area Under Precision-Recall Curve (AUPRC): 0.006470890928226993\n", + "EPR: 12.975677218791299\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 3.125 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2191 genes\n", + "intersection pct: 0.7157791571381902\n", + "precision: 0.0012190445082482359 \n", + "recall: 1.0 \n", + "random precision: 0.0012196011495762033\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 152.24it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 152.09it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.002002870799318832\n", + "Area Under Precision-Recall Curve (AUPRC): 0.001998258205953226\n", + "EPR: 4.664940253410134\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 9.375 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2191 genes\n", + "intersection pct: 0.7157791571381902\n", + "precision: 0.007964650593587152 \n", + "recall: 0.5427204374572796 \n", + "random precision: 0.0012196011495762033\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 151.27it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 151.24it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.009125104384650596\n", + "Area Under Precision-Recall Curve (AUPRC): 0.008464423439489705\n", + "EPR: 21.31038418385053\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/7 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 60.714285714285715 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 12455 genes\n", + "intersection pct: 0.5380362002678302\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "precision: 0.0008896322223674437 \n", + "recall: 1.0 \n", + "random precision: 0.0008897036558203398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.28it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.31it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0010604011205140095\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0010601510439691186\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 1.7370207552608286\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/14 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ0AAAIJCAYAAAB+wOBqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACvlElEQVR4nOzdd1wT5x8H8M8lIRD2UsDBFBQVUFScRZy0WidWbW0V667WttrW+asbW0en1tq6ba3aarG27ooDN+JCUBEBARkCsmfI/f6IiYQkkBwJIH7frxcv4Z7nnvtewHxzd89gWJZlQQghhNQBXn0HQAgh5NVBSYcQQkidoaRDCCGkzlDSIYQQUmco6RBCCKkzlHQIIYTUGUo6hBBC6gwlHUIIIXWGkg4hhJA6Q0mHEI6uXLmC8ePHw8XFBSKRCJaWlujUqROWLFmCZ8+e1UkMDMNw/pJxdnbWeJ9vv/22Ts6LNF6C+g6AkJfR4sWLERISgsqzSJWUlCAyMhKRkZHYtGkT/v33X3Tp0qUeoySk4aGkQ4iWNm7ciFWrVsl/NjY2hr+/PzIzMxEREQEAePr0KQIDAxEdHQ17e3u9xRIUFKS0LSIiAomJifKfPT090bZtW43b9Pf3R5MmTVSWubu7ax8kIZWxhBCN5eXlsWZmZiwAFgBrYmLCxsTEyMtXrFghLwPAvv/++3Ue44QJExRiWLJkSbX1nZycFOqHhYXVSZzk1UTPdAjRwv79+5Gfny//efTo0WjTpo3857lz50IkEsl/3rt3LwoLC+s0xrqUlZWFpUuXomvXrrC2toaBgQHMzc3h6uqKfv36Yd68eTh37lx9h0kaELq9RogWqr6B+vn5KfwsEong5eWFq1evAgCKiooQERGB3r1711mMdSUzMxOdO3dWuJUHAPn5+cjPz0d8fDxOnz6NuLg4+Pv711OUpKGhpEOIFu7du6fwc/PmzZXqVN127969lyrpLFmyRO0znT///FP+/S+//KKQcJydndG+fXuUlpYiJSUF8fHxKC4u1nu85OVCSYcQLeTk5Cj8bGJiolSn6ra66j6tK5reDouPj5d/7+HhgejoaPD5fPm2srIyhIeHv3TnT/SLkg4htcCqWHhX1bbGyMnJSf59fHw8Fi5ciM6dO8PNzQ0eHh4wNTVF37596zFC0hBRRwJCtGBpaanwc1FRkVKdqh0HrKys9BmSzoWFhYFlWZVflU2ZMgWOjo4AgPLycqxZswajR49Gp06dYG5ujrZt22LBggV4+vRpfZwGaaAo6RCihco91QAgOTlZqU5KSkq1+zQWTZs2xc2bN7Fq1Sr06NFD4bYiy7KIiYnBl19+CT8/P+Tl5dVjpKQhoaRDiBaq9sK6cuWKws9FRUWIioqS/2xsbIzOnTvXSWz1wcrKCgsXLsSFCxeQn5+P9PR0nD9/HiNGjJDXSUhIwMGDB+sxStKQUNIhRAujR4+GmZmZ/Oc//vgDMTEx8p/Xrl2r0GNr7NixKjsbNAZhYWHYvXs3srOzAUjngWvatCl69eqFN954Q6FuWlpafYRIGiDqSECIFszMzLB69WrMmjULgPTKpnPnzvD398fTp09x/fp1eV0rKyusXLmyvkLVu1u3buGTTz4Bn8+Hh4cHHB0dIRKJkJaWhmvXrinU9fT0rKcoSUNDSYcQLc2cORNPnjzB6tWrwbIsioqKcOzYMYU6tra2OHLkCBwcHOopyrpTUVGBmJgYhSu+ygYNGoQhQ4bUcVSkoaKkQwgHq1atwtChQ7FhwwacO3cO6enpMDQ0hJubG4YMGYKPP/74peu1pq2RI0eCx+Ph0qVLuHPnDjIzM5GdnQ0ej4emTZvC29sbo0ePxrhx48Dj0Z18IsWwr8qgAkIIIfWOPn4QQgipM5R0CCGE1BlKOoTo2a5duyAQCDT66tOnj8Z1W7VqVd+nRojWqCMBIXomkUhQUVGhUV2WZTWuKxaLaxMWIfWCOhIQQgipM3R7jRBCSJ2hpEMIIaTOUNIhhBBSZyjpEEIIqTOUdAghhNQZSjqEEELqDCUdQgghdYaSDiGEkDqjs6QjW1eEEEIIUadW0+CkpaVh9erVOHz4MJKSksCyLMRiMTZv3oz09HQIBAIsXLhQV7ESQgh5yXFOOpcvX8bQoUORlZUF2Uw6DMMAAFJSUrBy5UowDIMePXogICBAJ8ESQgh5uXG6vZadnY2RI0ciMzMTwItkIzNq1Cj590eOHKlFeIQQQhoTTklnw4YNSEtLA8MwYFkWVecM9fb2hq2tLQDpFREhhBACcEw6hw8fln+/Z88eDB8+XKlO27ZtwbIsHj58yDk4QgghjQunpBMbGwuGYdC5c2eMHTsWfD5fqY6lpSUA6a04rq5du4ZBgwbB0tISJiYm6NatG/bv36/RvizL4ujRo5gxYwa8vb1hYWEBY2Nj+Pj4ICQkBCUlJZzjIoQQwg2njgTFxcUAADs7O7V1cnJyAAA8Hrde2WFhYQgMDISRkRHGjh0LMzMzHDhwAGPGjEFSUhLmzp1b7f6lpaUYNGgQDA0NERAQgMDAQJSUlOD48eNYtGgRQkNDcebMGRgbG3OKjxBCiPY4LeLm4OCA9PR0uLu74/79+3jrrbdw4MABMAyDiooK5Ofno3nz5igoKEDz5s2RlJSkVftisRht2rRBcnIyLl++jA4dOgAAcnNz4efnh4SEBDx48ABOTk5q2ygvL8eaNWvwwQcfwMrKSmF7UFAQDh8+jDVr1uCzzz7T9vTVcnZ2RkZGBoyMjODi4qKzdgkhpKGLj49HSUkJmjZtioSEBPUVWQ4CAwNZhmFYHo/Hrlmzhh0+fLj857S0NHbkyJHyn998802t2z9+/DgLgJ04caJS2Y4dO1gA7LJly7iEzrIsy168eJEFwA4ePJhzG6qIRCIWAH3RF33R1yv7JRKJqn2f5HR7bfjw4Thx4gQAYP78+QplzZs3V+jNNmLECK3bP3PmDABg4MCBSmWBgYEAgLNnz2rdroyBgQEAQCCo1dhYJUZGRiguLoZIJIKnp6dO2yaEkIYsJiYGxcXFMDIyqrYep3fd4OBgfPPNN/KeaSzLysfqSCQSMAwDhmHg7u6OcePGad1+bGwsAMDd3V2pzN7eHqampvI6XGzbtg2A6qRW1ebNm/Hzzz9r1K6sc4KnpyeuX7/OOT5CCHnZdOrUCZGRkTU+WuCUdIyMjBAaGoqBAwciJSVFYXCobOyOvb09Dh48CENDQ63bz83NBQBYWFioLDc3N5fX0dbRo0exefNmeHp6YtKkSTXWT01NRWRkJKdjEUIIUcT5/pKnpyfu3LmD9evXIzQ0FPHx8QAAFxcXDB06FHPnzoW1tbXOAtWFa9euYcyYMbCwsMAff/yhUUJ0cHCAr6+vRu3LLi8JIYSoVquHGpaWllixYgVWrFihq3gAvLjCUXc1k5eXp9AjTRMREREYOHAgeDwejh8/jnbt2mm037Rp0zBt2jSN6souLwkhhKjGaRCNq6srXF1d4e3tjfLycl3HJH+Wo+q5TVpaGgoKClQ+71EnIiICAwYMgEQiwfHjx9GlSxedxUpIXRJLynAj7TDOPd6O1Pz79R0OIVrjlHRSU1ORmJiIpk2bynuC6VLv3r0BQN5DrrLjx48r1KmJLOFUVFTg2LFj6Nq1q+4CJUTHWJbFlZR92H5zGrbfnIaYzDPyMrGkDL9HfYoTj77HpeQ92HVnFm6l04S65OXCKenIBmVWnV1aV/r16wdXV1fs2bMHN2/elG/Pzc1FSEgIhEIhxo8fL9+empqKe/fuKd2Ou379OgYMGACxWIyjR4+ie/fueomXEF3ZfedDnEncgoyiR8goeoS/H6xCUu5tAEBs9iU8KYhRqP9f/CYUlj1DfmlmfYRLiNY4PdMJCgrC6tWrERkZiby8PJibm+s2KIEAW7ZsQWBgIPz9/RWmwUlMTMS6devg7Owsr79gwQLs3LkT27dvR3BwMADpnG8DBgxATk4OXn/9dZw8eRInT55UOI6lpSU+/vhjncZOCFdRGSeRWqB8y2zP3bkY3XY1/n6wUqmsXFKCDRGjAQAe1q9hiMd8CHhCvcdKCFecks7ChQvxzz//ICoqCmPGjMHPP/+Mli1b6jSwPn36IDw8HEuWLMG+fftQXl4OLy8vfPXVVxgzZkyN++fl5eHZs2cAgGPHjuHYsWNKdZycnCjpkHqRURiHiNRQlIoL0cF+EArKsnHk4Vq19fdHL6ixzQfZ57H+8nmYC5tCwBMiuyRZXjal43ZYi1roJHZCaoPT3Gt9+/ZFTk4Obt68CYZhwOfz4ezsjGbNmilN8MkwDP777z+dBdyQyXqv+fr60uBQolZGYRy235pe58ed2+1fugoieqPp+x+nK50zZ87IZx1gWRZisRgPHz5EXFycQr3KMxUQQqT/J+oj4QBATOYZeDWteRYOQvSJ27oDlciSDyUXQqoXn3MdP15/u96Of/Th+no7NiEynAeHcrgrR8grKz4nAn9ELwILSb3FUJ/HJkSGU9KRTXlDCNHM4QerG8SbflTGSbRvOqC+wyCvME5Jp7rF0wghip4WxqNYnFffYQAA/n24Bp62fcDn6XZZD0I0VetnOoSQ6u2Lnl9zpTr0OO9mfYdAXmG1SjrPnj3DokWL4O3tDTMzM5iZmcHb2xuLFi1CVlaWrmIkpEErryhBasF9pBWoXuOpsDy7jiOqnmzMT3lFCZ6VPIGErVAoL6soRkzmWdxKP4JScWF9hEgaMc7X2Ldv38Ybb7yBtLQ0hU4FUVFRuHv3LrZv346jR4/Cx8dHJ4ES0hDllKTiQMwXyCxOAAC4WvohyHM5eAy/1m17WL+GB9nna92OKr/e+Rgp+XcBAGbCJghqsxx2pq1QUJaNjREvBl+fiv8RwT6bYCPS7eBv8uridKVTWFiI4cOHIzU1VT4Wp/IXy7JIS0vDiBEjUFhIn5RI43Ux+Td5wgGARzlXsSdqrvznKyn7tG7T0qgZ5nQ9jGGtF+kiRJVkCQcA8sue4tCDlWBZCbbdnKpQTywpxZkEzVbOJUQTnK50tm7dioSEBHmCUdd9OjExEVu3bsXs2bNrFSQhDdWdjONK21Ly7+JY3LewM3HDmcQtWrc5ucNW+YP+d9p/jT1Rc1TW+7z7cZSIC1BQno3ckjQk5F7H9dRQrY8HAM9KUpCSH4NisfIaVg+fXYZYUkazGRCd4HSlc+jQIfn3nTt3xr///ovk5GQkJyfj33//hZ+fn7w8NDS01kES0hBVSNSvJXUr/V+cePS9Vu0ZG1jifZ+fFXqWtTT3Qtdmo5Xq9mgxDgzDg8jAHE2MndHKuhv6u8zEW54h4DHc7prfSv9XbVlq/j1ObRJSFae/zqioKACAjY0NTp48KV/pEwCaNWuG7t27w8PDA5mZmbh79666Zgh5qeWWpuukHSujZujkMALu1j1hbthEqTzAeQqam7fDkYfrYCa0hXfT19HJYYTKtlytumBqxx24n3UOJkIruFr64ftrQRrFEfX0pNqyx3m30dLCW7MTIqQanJJOTk4OGIaBr6+vQsKRsbS0hK+vL06cOIGcnJzaxkhIg1S11xcXIoE5xrX/FibC6pdfd7fugY/8DmrUpoWRHfyavyX/uX2TAdUmFE0k5d2u1f6EyHC6vSYSiQAAycnJauvIymR1CWlsKljuS7XbiBzRvskAjPfeUGPCqa1BrT6rdRsp+dFqbyeyLIvUgvu4n3UexeUNYxAsabg4JR1nZ2ewLIuYmBisWbNGoSMBy7JYt24doqOjwTAMzV5AGq3qnunUZHLHrRjs/jksjRx0GJFqDMNglOeqWrUhlpQiIvUv5JcprlDKshJ8c2Uodt2ehdD7y/HDtbcQnxNRq2ORxo1T0gkICJB/v2DBAjg5OSEwMBCvv/46nJycMG/ePJV1CWlMSsQFnPZzMG2j40hq5mblBxuRY63aOJP4CzZfH4/rqaHIL8vEvrvzsOZSIMolJfI6LCTYH71AJ7ceSePEKenMmDEDAoH0cRDLskhOTsapU6dw8uRJJCcny698+Hw+ZsyYobtoCWlAHmZf4rRfb6f3dRyJZt5ut67WbVSw5Tid8BN+jHgbCbmRauudfPRDrY9FGidOSad169ZYvXq1wsBQmcrfr1q1Cm3a1P2nOkLqwo30w1rv08d5GpwsOuohmpqZCK0wovWSWrejyVXMzfR/5VPoSNgKFJXn4Fb6UVxPDeV8hUgaB87T4MydOxd2dnaYP38+njx5olDm4OCAkJAQTJgwodYBEtKYtLXtU6/H97DphckdtuJ+9nmYGFgjIScS97LO6OVYtzKO4kl+NO5nKU7lcyp+I7o2H4MAp8l6OS5p2Go1v/m7776LcePG4fr160hISADLsnBxcYGvry94PJrAmpCqTIU29R0CbIwd0cN4HADAx+4NJF+7jQI9TEoalrBZbdmVlH1wtvCFs6Wvzo9LGrZaL6rBMAw6d+6Mzp076yIeQhqtab676jsElXo7Tca/D9fU+XH/jFmMT7sfqfPjkvrFKekUFRUhM1PaddLMzAxWVorjDLKzs1FQIL1va2trC2Nj41qGSUjDcitduzfLj/1CYSgw0VM0tdOuST+UVRTjRvphZBYlAAAMeEYKvdL0oYItR1IuzXTwquF0DywkJAQuLi5wcXHBmTNnlMrDw8Pl5atXr65tjIQ0OMfivtG4boDTlAabcACAYXjwdRiKSR1+wbweJzGvx0nM6XYYbW376v3Ye+7ORV5pht6PQxoOTkknLCwMLMvC1tYWw4cPVyofOnQo7OzswLIsTp8+XdsYCWlQckuqn3Otv8tMmAptYSZsgu4t3kGXZprNfdbQuFjWzS3zTdfH4WrKH2pnqyeNC6ek8+jRI/nca5W7SFcmW7wtPj6ee3SENEBF5Tlqy0yFNujkMBwzO/+ODzrvgb/jRJ0s6FYfPGx6QSQw16juJ13/rtWxwhJ/xppLgUo93UjjwynpZGdLe7pIJBK1dWRlsrqENBYs1P/dB7p+VIeR6JeQL0Jf5+kaJU0hXwRToW0tj8gi9P5y5JSk1rId0pBxSjrGxsZgWRZRUVEqE09FRYV8+QMjI6PaRUhIA1PBitWWuVr5qS17GbVvOgBTO+5AgNNUtXWcLDoAAFqYtdfJMS8k7Vb4Ob80E3HZV5BacF8n7ZP6xSnptGwpXS89LS1NZUeBkJAQpKamgmEYODrWbr4nQhoadRN9Dm71+Ut7K606Fkb26FppqYSqejtKB3lWV0cblZdhiM+JwJabk/DnvcXYdXsWNkaMpWc/LzlOXaZ79eolv5L54osvcPr0afTu3RsAcPbsWYUebb169ap9lIQ0AGkFD5CUF4W0ggcqy02E1nUcUd3q2mw0rjzZr7Td3tRD/i+P4audJsfR3AfNzdvhUvKeGo9VVlEMIV+E/dELFLYXlGVhy81JmNJxG4czIA0Bp6QzZcoU/PTTTwCkE36eOXNGIdFU/iQyadKk2kVISANw9+kpHHm4rtp5x/gcl4l+WXRtPgY30v9BWUWRfFtQmxUKnYlmdt6HH66NUtrXgGeE7i3egY3IUaOkE3p/BQJdZ6ssyy5OQmZRImyNnRCfcx3hSbtgaeiAPs5TGsSMD6R6nP6XdOzYETNnzsTGjRvlf3CyRCObAJRlWUyfPh2dOnXSXbSE1AOWZXEhaXeNE13yeQZ1FFH9EBmYY0an33Az7R+wYOFm1RVNTVwV6hgbWGBej5NIyr2N3NJ0ZJekwExoA0eLDrARSW/Lu1v3RGz2hWqPFZ9zDTfT/1Vbfil5D4wEpohMk/aae5IfjejM/zDR5yc0NXGr5ZkSfeL80ez777+HQCDAhg0bUFHx4j8jy7Lg8XiYNWsWvvlG8wF0hDRUz0pS8KzkSY31+EzjTjoAYCQwRbcWY2us19LCGy3VlI1ovQQH7n2BuGeXq23jcspetWXRmarH/x16sIpuvTVwnJMOwzD45ptvMGvWLBw6dAiPHj0CALi6umLo0KFo1aqVzoIkpL5kFiVi603NZkPmMTTJrSakK5muQIm4AFef/KHR7TZNZRcnyZ8HkYap1jeh3dzcMGfOHF3EQkiDcyp+g8Z1zQ3t9BhJ42MkMIW/40Tklabj7tP/dNZuSn40XCzptn5DRR/NCFGDZSVIzL2pcX0jgan+gmnEerR4V6ftJeXd1ml7RLd00t0mKioKGzZsQExMDAwMDNCuXTtMnDgRHTp00EXzhNS58ooS7Lj9QX2H8UqwFrVAE2NXPC16pJP2knJvI6ckFQVlWbA39YCAJ9RJu0Q3NEo6p0+fxpdffgkA8PPzw8qVK+VlJ0+exNChQ1FWVibfFhYWho0bN+KHH37AjBkzdBwyIfp34tH3yC5O0rj+AJdZeoym8Qtqsxw/Rermiic5PwqbI8cDAMyETTCyzVL5WCJS/zS6vXbmzBmcOnUK//33n0IHgfLyckyZMgWlpaVKo4QlEgk+/vhjREdH6zZiQupA5VHxNTETNkFrG389RtP4WRjp53lYftlTnHj0Pc1i0IBolHTu3LkDQNrr5M0335RvP3r0KB4/fqwwNkf2BQBisRg///yzHsImRH+Ky/M0rtvUxA0TvDfCRGhVc2VSLTsT/fR4TS24r9VVK9EvjZLOw4cPAUi7Q9vavphJ9ujRowr1evfujUOHDuG9996Tbzt37hzn4K5du4ZBgwbB0tISJiYm6NatG/bvV56GQ524uDgsXboUQ4cORfPmzcEwDJydnTnHQ14Nd56eqLGOtagl3vP6ARN9fqKEoyP6XL9n261pWn2YIPqjUdLJzs4GwzBwc1Mc6Xvp0iX5FQ4AbNu2DUOGDMH27dthb28PlmWRkJDAKbCwsDD07NkT4eHhGD16NKZPn460tDSMGTMG69ev16iN8+fPY9myZThy5Aisra3B41FnPVKzsITN1Za/6T4fUzpuQzOzNnUU0auho/2QaidMbd9kAOe2JawYpxN+4rw/0R2Nkw6guExBWVmZwvMaT09PuLi4SBvl8eSLuBUUFGgdlFgsxpQpU8Dj8XDu3Dn8/PPPWL9+PW7dugUPDw8sXLgQiYmJNbbj7++PS5cuIT8/H3fu3IGBQeMfMU70z9LIob5DaJTMDZvCr5nqmapdLDvjjVZza9V+1NOTyC/NrFUbpPY0Sjqy+dUyMl6sZX7t2jWIxWJ5ec+ePRX2EQgECv9q4/Tp04iLi8M777yj0O3awsICCxcuRFlZGXbu3FljO66urujWrRtEIhqdTHTHkG9S3yE0Wv6O72OYx2KFba6WXTDMYzF4DB89W45X2sfXfpjG7cc9u1LrGEntaJQR7OzskJiYiIiICCQkJMDZ2Rm7d0sXWmJZVmXSSUtLAwBYW2s/3btsxuqBAwcqlQUGBgKQLqFQFzZv3qxxZ4iYmBg9R0Pqm4mBNaxFLeo7jEaLYRi0se2N1jb+SCt8ACFPBCtRc/ltt27Nx4BlJYh6ehLGAnO85jgRjhY+iEw7pFH7Twpi0AGD9XkKpAYaJR0/Pz8kJiZCLBajY8eOcHZ2xu3bt+XPcxiGQb9+/eT1y8rKcOfOHTAMAycnJ62Dio2NBQC4u7srldnb28PU1FReR99SU1MRGRlZJ8ciDRufMUBf52mNcqG2hoZhGDiYtlbaLuAJ8ZrjBLzmOEFhu4f1a3iQfb7Gdp/k39NZjIQbjZJOcHAw/vjjDwBAbm4ubt26BeDFMgYDBw5E8+bN5fVPnDiBsrIyMAwjf7ajjdzcXADS22mqmJuby+vom4ODA3x9fTWqGxMTg+LiYj1HRPSpvKJEbdmkjltgZdSsDqMhmnqj1Rw8uFpz0skqTkRReS6MDVS/txD90yjpvPHGG3j33Xfx66+/KizYxLIszMzM8PXXXyvU3759u/z7qrfdXjbTpk3DtGnTNKrbqVMnuip6iWUUPsL2W+p/15RwGi4jgSnm9TiJlPxonHq0ATmlaSgR56use+LR9xje+n91HCGR0bgP8Y4dO/Dtt9/Cy8sLhoaGMDMzw+DBgxEeHo42bV50HU1NTcXdu3fh5uYGNzc3vP7661oHJbvCUXc1k5eXp/YqiBAuxJKyahNOE2OXOoyGcNXcrC0m+PyIj/wOYmSbZSrr3M86h4Ky7DqOjMho3LWMx+Nh9uzZmD1b9RKyMg4ODrh3r3b3TWXPcmJjY5VWHk1LS0NBQQH8/PxqdQxCKot+qnpRMBkXyy51FAnRlVZW3dWWXX3yB/o6a3YHg+hWgxwt2bt3bwDSZ0NVHT9+XKEOIbpwNK76Acd+zUbVUSREVxiGgZHATGXZtSd/1nE0RKZBJp1+/frB1dUVe/bswc2bN+Xbc3NzERISAqFQiPHjX/TXT01Nxb179+qscwFpXMorSmusQ1PdvJzaVDMRK00CWj8aZNIRCATYsmULJBIJ/P39MXXqVMydOxc+Pj548OABQkJCFOZQW7BgATw9PfHXX38ptJOZmYng4GD5V3l5udK2zEwaofyqKyrPqbbcwtC+bgIhOufXfLTasv8SfqzDSIiMThZx04c+ffogPDwcS5Yswb59+1BeXg4vLy989dVXGDNmjEZtFBQUKM1cUFhYqLBt6dKlCpOYklePmC2rtjy3NK2OIiG6ZmXUDFZGzfCs5IlS2fXUUGQWJaK/y0zYGms/npBw02CTDiAdlFp1JmtVduzYgR07dihtd3Z2pktoUiOxpObba+Tl9a7X9/jhmupncom5NxB6fzkm+mwGn9eg3w4bDXqVySuJZSW4kPQrbmccQ37Z02rrmgpt6igqog81DQTNKn6M+1nn0LZJ3zqK6NXWIJ/pEKJvkWl/40Ly7hoTDgB42gToPyCiVy3MvaotP59U8wTCRDco6ZBXUmSqZhNEigQW8LZ7Q8/REH3r5zyj2vKckieIz7leR9G82jglncePH+Px48fIysrSdTyE6FRBWRaup4bicvJeFJY9AwCUVRQjuyS5xn2lS1FvoIfMjYC9qTuMBZbV1tkfPV/+N0L0h1PScXZ2houLC2bMUP/pYf78+fDz80PXrl05B0dIbWQXJ2Pn7Zk4Fb8RZx9vxebI8cgqTsLxuO802n+4x/9gYUTdpRuLEW2W1FgnIvVgHUTyatNbR4K4uDhEREQoTBBKiL6JJWWIyQxDct5dZBUnoqDsxdV4uaQEhx+sRnqhZstiGBtY6ilKUh/sTT1qrHM5ZS96O02qg2heXXpLOqWl1A2V1K3CsmfYEKF+MCAAjRMOAPAY6tzZmAh4Qo3qfXVxALo3fxs9W74HPo+WuNc1jf9XPX78WGlbUVGRyu0pKSm4ckW6LCxd6ZC6kJx3F79FfazTNmncRuPT1rYvojOrn9wVAC6l/A5DgSm6VjOjAeFG4/9Vzs7OSmvpHD16FC4u1U/5TksQEH0rFRdi793PdN4urRDa+PRs+R7uZZ2DhBXXWPdM4i/wa/YWfXDWMa07ElQe4c+yrNovQHqVU3VpAkJ0LT4nAhVsuU7b9LEbrNP2SMNgLWqB/i4fQMg31qh+VrH0Tk6puBDF5Xn6DO2Vobf7ByzLQiAQYMGCBfo6BCEAgEMPVuq8zUDX6teNIi+vjvZD0Na2L0orCrHp+rhq6269ORnNTD3xpCAGfMYAvvZD0cd5Gl391ILGScff31/+Qp89exYMw8DGxgbt2rVTqMcwDEQiEdq0aYMJEybA29tbtxETUsnj3Fs6aadXy/EorShCO9t+sDNtpZM2ScNlKDCBocAEThYdkZh7o9q6TwpiAAAVbDmupR7AtdQDmNV5Py13wZHGSefMmTPy73k86V25gIAA7N+/X+dBEaKpY3Hf1LqNGZ1+g7lhUx1EQ142rzkGI/FO9UlHlQ0Ro/G+z89oYkLLmGuL0+BQf39/+Pv7K13lEFLXnpWk1LoNMyEtbfGqam7WFm5W3Tjtq4/buq8CTs90Kl/1EFIfJGwFIlL/qrmiBhiGpiB8lQ3zWIT90QuQnB+l1X5ZxY9RXlECA76RniJrnGrdkSA5ORkpKSnVDgb191e/ZCwh2sorzajxAbCm7EzcddIOeXkZ8I3wTvuvEZ60ExeTf9Nq35T8aDhb+uopssaJc9I5dOgQ5s2bh9jY6kd4MwwDsbjmPvGEVIdlWZRWFIBh+Pgv/qca6/ds8R56tByHEnEBYrMv4ljc1yrr+TtO1HWo5CXEMAxecwzWOuk8zr1JSUdLnJLOsWPHMHLkSACglTmJ3j3Jv4fddz4EAAj5xiirKKq2vnfT19HLcTwA6QJebWz81SYdJ4sOOo2VvNz6u0gniNXUpZTf0bX5GBgKTPQYVePC6WZ2SEiIwgBQQvQlLvuKPOEAqDHhAIC/4/sKPxsKTOBo7qOyHs2tRSrraD8EblbazYwfnrRbT9E0TpyudG7cuCFPNk2aNEHXrl1hYWEBPp+mDSG6w7IS/Hlvsdb7qRo/EeA8BXui5kAsKQMA2Igc4dU0sNYxksaFx/AR1GYF1lwaqPE+EakHEOA0iT7AaKhWHQlsbW1x+/ZtNG1KYxyI7t1I+0dnbTmYtsY0392IzjwNI74pWtu8RrdEiEpc7t6cSdyKfi7T9RBN48Pp9lr79u0BAB07dqSEQ/SiuDwPJ+N/0Ho/X/thastMhdbwazYK3navU8Ih1Rqo5TRIEakHUF5By7loglPSmTRpEliWRVRUFK2bQ/Ti4bPLWu8j4BnCq6nmt0UIUad9kwFqStRfBX195U0UlefqJ6BGhHPSGThwIFJTUxEUFFRjt2lCtHVBy4ezLpad8a7XtxqtDklITQz4RpjcYavCbNRj263BB532VLvfxeRf9R3aS4/TMx03NzeUlJTI19Q5evQoTE1NYWNjo1SXYRjExcXVOlDS+LCsBEXluTAUmCit6phbmqZVW6PbrtZlaITAxtgRn3Q9pLS9lVU3tVfi11ND0c/5A+rVWw1OSSchIQEMw4BhGHnX6fz8fOTn5yvVpRefqJKSH43Qe8tQUJ4NU6EtBrp+CHfrHvUdFiE16u00udrbv7mlabA0cqjDiF4utZ4Gp7qkQgNHCQBUSMS4lPI7rqX8gTJJMVwsuyA+55q8vKAsE4cfrMaMTr9BZGCOCol2C7J1b6GbKXEI0YStsRMcTNsgteCeyvKE3BvoQElHLc4zHVa3amjl1UMJ+Sf2K1xI2oUySTEAKCQcmXJJCSLTpLcykvLuaNy2g2kb9Gjxjm4CJURD3Vu8rbbseNw3uJj0G70HqsHpSkcikeg6DtJIlYjz8SD7vEZ1w5N2oXuLdxCdGaa2zqfdjgIAyiXFMOSb0u1bUi9amntVW34+aQfinl3BO+2/Bp+ntwWaX0o0pzvRq+ziZEjYCo3r304/hrSC+yrLfOwGgc8TgM8TwEhgRgmH1BsjgVmNzyCfFMTgZrruBjg3FjpLOizLoqio5nmxyKuFhXa3GI4/+hZGAlOVZZ3sh+sgIkJ0o69zzTMQaDN56KuiVkknLS0NH330EVxdXSEUCmFubg4A2Lx5M5YvX46QkBCdBEleXjc5TGVjadRc5XYbY8fahkOIzlgaOWC6b83jcmimAkWcbzZevnwZQ4cORVZWltKM0ykpKVi5ciUYhkGPHj0QEBCgk2DJyyfq6Umt97mTcUzldobuBpMGxsLIrsY6TwpiaAmNSjj9L87OzsbIkSORmZkJQLnb9KhRo+TfHzlypBbhkZdZWUWxTtujZzikIfK1H1pt+ePcW3UUycuBU9LZsGED0tLS5INDq3YN9Pb2hq2tLQDpFRF5NdF/NvIq6NHi3WrLk/Ju11EkLwdOSefw4cPy7/fs2YPhw4cr1Wnbti1YlsXDhw85B0deXjGZZ3Hg3v/qOwxC9M5EaIXZXQ6oLU/Kuy1fx4lwTDqxsbFgGAadO3fG2LFjVS7eZmlpCUB6K468Wh5kXcDfD1bqtE0TA2udtkeILokMzPF59+OwN3FXWb7+8mCwLI1vBDgmneJi6b16Ozv1D9FycnKkB+DRw99XhVhShiMP1+Gv+0s13kfTpYELy+nDC2nYGIaHvi4z1JZfTK5+hupXBaeMYG1tDZZlcf++6kF8+fn5iIyMBACVM09r6tq1axg0aBAsLS1hYmKCbt26Yf/+/RrvHxcXh6VLl2Lo0KFo3rw5GIaBs7Mz53iIekm5t7H+8mDcyTheY90ZnX7DMI//YaLPZoxovVT/wRFSRxxMW6stC0/aSVc74Nhl2sfHBydOnMDDhw+xdu1aiMVieVl6ejo++OADFBQUgGEYdOjQgVNgYWFhCAwMhJGREcaOHQszMzMcOHAAY8aMQVJSEubOnVtjG+fPn8eyZcvA5/Ph6emJtDTtpssnmqmQiLEver7G9c0Nm8LckFacJY1P1SU6qnpalICmJq51FE3DxOlKp3LHgfnz5+Pvv/+W/9y8eXOEhobKfx4xYoTW7YvFYkyZMgU8Hg/nzp3Dzz//jPXr1+PWrVvw8PDAwoULkZiYWGM7/v7+uHTpEvLz83Hnzh0YGBhoHQupWXJ+FCpYzWaGthU5K20LcJpS4379XD7QNixC6oWP3WC1ZdtvTavDSBomTkknODgY7u4vHpixLCsfQyGbDJRhGLi7u2PcOO2nnT99+jTi4uLwzjvvKFwpWVhYYOHChSgrK8POnTtrbMfV1RXdunWDSCTSOgaiudvpRzWu+673d0rbOlTzn1TG0yZAm5AIqTc1zXp+JWXfKz0DNaekY2RkhNDQUDRr1kwh4QCQj92xs7PDwYMHYWhoqHX7Z86cAQAMHKi83n1gYCAA4OzZs1xCJ3qQUfhIo3qzOu+HYaXlf2UMBSaY5rtL7X5BbZbDRGjFOT5C6pK5YVN0rybxnEncgjWXBuJU/EYUlefWYWQNA+dpcDw9PXHnzh2sX78eoaGhiI+PBwC4uLhg6NChmDt3LqytuXVzjY2NBQCFqykZe3t7mJqayuvo2+bNm/Hzzz9rVDcmJkbP0TRMEtQ8i/SHXf6EsYGF2nJLIwfM63ESmUWJiMk8AxMDK7jb9ICpgQ3NREBeOv6OE3Gpht5q11NDcT01FLM673+lPlTVaqEHS0tLrFixAitWrNBVPACA3Fxp9rewUP0mZW5uLq+jb6mpqfKeeEQ1c8OmyC5OqraOSGCuUVu2xk54zXGCLsIipF4Fun2C43Hf1FhvQ8RoNDP1RG+nSXC08KmDyOoXrS5UAwcHB/j6+mpUNyYmRj6G6VWSkHO9xjp0tUJeNW1t+2iUdADppKAH7n2BqR13NPqrnlonneTkZKSkpKC0VP303f7+/lq1KbvCUXc1k5eXByuruvnFTJs2DdOmadbjpFOnTnRVpEIrq+71HQIhdU7IF8Gv2WhcfaLZ2MKyiiJsiBiNmZ33wlTIfXxjQ8c56Rw+fBiff/45Hjx4UG09hmEUxvFoQvYsJzY2Fp06dVIoS0tLQ0FBAfz8/LQLmNQLIU+ELs2C6jsMQupFb6f3NU46MhsjxmKiz+ZGO56HU++1EydOYMSIEXjw4IF8lunqvrTVu3dv+XGqOn78uEId0nD1cZ6G97x/eCXuUxOiCo/hY0TrJVrv9+/DNXqIpmHglHRWrVqlMB5H1/r16wdXV1fs2bMHN2/elG/Pzc1FSEgIhEIhxo8fL9+empqKe/fu1VnnAvKChFXfc82v2SjYGjvVYTSENDweNr0wwGWWVvtkFMY12hVHOd1ei4yMlI/HcXBwQPfu3WFmZqa7oAQCbNmyBYGBgfD391eYBicxMRHr1q1TmENtwYIF2LlzJ7Zv347g4GD59szMTHz66afyn8vLy5GZmalQZ926dfK1f4j21E3Z7t309TqOhJCGy9dhGFyt/PDvw7VIzruj0T4H732BMe2+0nNkdY9T0pEtZeDi4oKoqCi9jPjv06cPwsPDsWTJEuzbtw/l5eXw8vLCV199hTFjxmjURkFBgdLMBYWFhQrbli5dSkmnFiokqqe/sTC0r+NICGnYLI0cMK7917iZ9g+OP1KemaOqhNxIRGeGoaWZF8wMpe9RSXl3cDHpV5SI8+HVNBAd7N8Ej1FeWqYh45R0OnXqhDNnzsDV1VWvU8z4+fnh6NGap1jZsWMHduzYobTd2dn5lZ5uoi6ce7xd5XZ+DRMfEvKqamnurXHdww9CAACetn3QxSEIe6LmyMvS4mPBgkUnh+G6DlGvOD3TmT9fOqPw5cuXER0drdOAyMvjSf493Ez/R2WZASUdQlSyFrXUep+YzDDsuqP8XOh0wk8v3QdrTlc6AwYMwPr16/Hpp5+iW7duGDNmDNq3b6927Ezlh/6k8QhLVD89UIm4oA4jIeTlwTAM2jcZgKinJ2vdloStQHZxEmyMHXUQWd3gPE7H0NAQQqEQBQUF2LZtW7V1Kek0TtU9EC2XlNRhJIS8XHq2fA93n/4HFrVf1O1RzrXGn3QOHjyImTNngmEYeZdpdZd4NP3Jq6mpiVt9h0BIg2Vp5IDpnXYjMu1v8Bg+2tj0xtnErXiUc1Xrtk4n/AQro+ZoZd1ND5HqHqdnOmvWvBi4xHUAKHm51fQ7txG9PJ+8CKkP5oZNEeA0Gf6OE9HUxBWjPLlPnHws7muUVhTpMDr94XSlExUVJb+C6dq1q3ycDo/HKYeRl1B1s0ob8k0p6RCiJYbhYXjrLxB6f7nW+xaWP0NUxomXoicbp6RjbGyM4uJieHl54eLFi3QL7RVUWP5MbdlrjhPA59EE5oRoy9Gc+5RRt9KPvhRJh9OlSZ8+fcCyLCwsLCjhvKJYqL69Zityfin+8AlpiEQGmq07pcrTokf46uIA/HVvGXJKUnUYlW5xSjrLly+HsbExrly5Il9amjQcCQkJ8k4esuW9q7p8+TIYhlGYEggAgoOD5fuq+9qxY4fC9Dc5aSUIXXcPa8dcwAfdd8HU1BQuLi4YPHgwvvrqKxQWFtbqfGJjYxESEgJ/f380a9YMQqEQLVu2xPjx43Hv3j2t2nJ2dq7x/M6fPy+vn56ejlmzZqFr166ws7ODoaEhWrRogX79+uHgwYMaPc+8dOkS+Hw+GIbBl19+qfX5k1eLiQG3FZdlHmSHY0/UXBSWPcPdp6dwJ+N4g5rHjdM9kH379qFnz544efIk+vfvjz59+sDLywuWlpYq63/xxRe1iZHUwokTJ3D69Gn07dtXq/0mTZqEFi1aqCzr0KEDxJJ8AMCT2Hz8/OF1lOSL4eRtgSGDBsHBxhmPHz/G+fPnceTIEQQFBaFVq1acz+F///sf9u3bh/bt22PYsGEwNzfHnTt3sHv3bvz55584duyYxms2ffzxx8jJyVHanpmZiY0bN8LKygpdunSRb09KSsKuXbvQrVs3jBgxAtbW1sjIyMDhw4cRFBSEyZMn45dfflF7vKKiIkyYMAEikajWyZe8Gga6zsZf95fWqo38sqfYEDFa/vO5xzsw0WcTjA0saxecDnBKOkuXLpV/KpRIJDh9+jROnz6ttj4lnfrh7Cx98583bx6uXr2q1a3QyZMno1s39V0wo59Kf9///vAAJflijP5fO/i+7oDxXkvgYNZaXu/SpUu1ntvu9ddfx7x589CxY0eF7Xv37sXbb7+NGTNm4O7duxq19fHHH6vcvn79egDAu+++CyMjI/l2Hx8fPHv2TD7foEx+fj66du2KLVu24OOPP0a7du1Utjtv3jxkZGRgwYIFWLx4sUYxkldbK+tuaGrsioyiR/JtTha+GOj6Ia4++QO30o9o3WZBWSYuJP2KAa7azXatD7XublbdGxl1pa5frVu3xnvvvYeIiAjs36/dQlI1SSuQLt73OCoXRmYC+L7uAADg8wwU6nXv3l3tFbCmgoODlRIOAIwdOxYeHh6Ijo5GZmZmrY6xdetWANIrvMoMDAyUEg4AmJmZ4fXXpTNpP3z4UGWbYWFh2LhxI77++ms0b968VvGRVweP4SPIcyU62A1GC3MvdHIYjqA2y2AtaoHX3T7BvB4n0dd5htbtRqYdQkJO/a9szDnp6GPxNqJ7y5cvh6GhIRYvXozyctUzQnORUhADADC2MEBZUQXynkrvGTOo+WpK9txI1SSt2jIwkCY5gYB7b7mLFy8iJiYGnTt3ho+PZr2HSkpKcPr0aTAMo/IqJz8/HxMnTsTAgQPx/vvvc46NvJrMDZsg0O1jjGv/Nfq7zIQB30ihvEuzkZza3Rc9D7kl6boIkTNO/1O3b1c9szBpeBwdHfHhhx9i3bp12Lx5M2bN0uzyesuWLTh27JjKsvnz5+NJvnSiV6++dgjf+xg/fRCBrsObo1tFPLp0soOxsbHOzkGdq1ev4u7du+jSpUutrqZkVzmTJ09WWycjIwM//vgjJBIJMjIycOTIESQlJWHJkiUqn1d98sknePbsWbXPewipjdfd5uBY3Nda73c5ZS8C3T7SQ0Sa4ZR0JkyYoOs4iB4tXLgQW7ZswYoVKxAcHAxTU9Ma95G9EasycfpY+feBU91QnFeOyGOpOPrjQxz9sR/4fD58fHwwYsQIzJo1SykhrF69GvPnz4eDgwPnc8rNzcWECRPA4/EUZsjQVkFBAfbv3w9jY2O8/fbbautlZGRg2bJl8p8NDAywdu1azJ07V6nu0aNHsXXrVmzevBktW2o/ozAhmmjfZACnpHMz/Z96TTo0hcArwMrKCvPnz0dGRgbWrVun0T6XLl1Se9u0WPDi8tzAkI+3FrXD/AO9MOLzNpg0aRLatm2LyMhI/O9//4OXlxcePXqk0LaDgwPatGkDCwsLTudTXFyMESNG4N69e1ixYgUCAgI4tQNIe2IWFBTgrbfegrm5+jES7du3B8uyEIvFiI+Px7Jly7Bo0SIEBQVBLBbL6z179gyTJ09Gv379MHXqVM5xEVITPk+Ani25TaZcKq6/npSUdF4Rs2fPRosWLbB+/XpkZGTUqq24Z1eUtlk0NULXYS2wZcsW3L59Gw8fPoS/vz+Sk5PxySef1Op4lZWUlGDYsGEICwvDggULsHDhwlq1p8mttcr4fD6cnZ2xYMECrFy5En/99ZfCLbQ5c+YgNzcXW7ZsqVVchGiik/0wCPna38pOzo/SQzSa4Zx0Hj9+jOnTp6NVq1YQiUTg8/kqv2rzgJfojkgkwrJly1BQUKBwm4gLTdYBcXNzk3cUqK47vTaKi4sxdOhQnDx5Ep9//jlCQkJq1V50dDQuXbqENm3aoFevXlrvP3DgQABQGCB948YNFBYWwsXFRWHA6cSJEwEACxYsAMMwartuE6INkYE5+jpPA4/R7n32ce5tPUVUM04Z4f79++jRowdycnKol9pLZMKECfj666/xyy+/oHv37jpvv32TgQo/a/LsSFPFxcUYNmwYTp48iU8//RRfffVVrdtU101aU0+ePAHwogcdAIwcORKdO3dWqhsbG4tz586hS5cu8Pb21svrT15NPnaD4GLZGTfSDuNyyl6N9knKe8mSzuLFi/HsmXTCRxqn8/Lg8/kICQnBsGHDsHTpUk5t3Ez7V+HnU9seofPgZrC0M0Jf52ny7SzLyqd8qXoVkZqaitzcXDg4OGj0XEd2S+3kyZOYM2cO1q5dW+M+NR2jvLwcu3fvhoGBQbWLDN66dQtt27ZVSCwAkJ2dLb+1N2jQIPl2dQOhd+zYgXPnzmHkyJHy5d4J0RVzw6bo7TQJ0ZlhyCutuUt0WsEDlFYUwZDDrbna4pR0zpw5o7B4m5mZGSwsLFQOoiMNy9ChQ9GrVy+Eh4dXW09Vl2mWZXH1yX44eBqhdTfpLAPh+x7jv22P0LyNORJ6z4O1tTWysrIQFhaGBw8ewMbGRj7aX2bBggXYuXMntm/frjT3myrTp0/HyZMnYW9vDzMzM5UJMzg4GM7Ozhof4++//8bTp08xcuRING3aVO2xv/nmG/zzzz/o2bMnHB0dIRKJkJiYiH///ReFhYV46623qu31Rkhdmua7E2svvV5jPRYSnI7fhNfdPgHD1O2jfU5Jp6CgAABgZGSEI0eOoHfv3joNiujXV199hZ49e1Zbp7ou0z3failPOhO+8sH9S1l4dPOZ/I3c0NAQrq6u+PTTTzFnzpxadY0GpBOYAkBaWpra51EBAQEKSacmmnYgeO+99yCRSHDlyhWEhYWhuLgYNjY28Pf3x4QJEzBmzBiNj0mIvvEYPj7vfgKnE35CROrBauvezjgGOxN3+DoMraPopBiWwz2wtm3b4v79++jbty9Onqz5ofKrolOnToiMjISvry+uX79e3+HoXEFZNjZGqH6T9bDuhRFtltRxRISQmkjYCnx3dSTK1Kws+ln3Y+Axtb9Lpen7H6frqrFjx4JlWfmDVPJqKCrPUVvWEGavJYQo4zF8WBqpv9vwtCi+DqPhmHQ+++wztG3bVj44TyKR6Dou0gDtvD1TbVlTE9c6jIQQoo1mpm3UliXVcfdpjZ7pqJqwsHnz5oiOjsbSpUvxyy+/oGPHjrCxsVGqxzBMtc8HyMtDworVljladKi7QAghWmlt44+b6f+qLEvKu43OHCcQ5UKjpLNjxw6VXaMZhgHLskhOTkZKSopSOcuylHReAdZGLWAjojnGCGmoHC18wGMEKj84JuXdActK6qwXm07W09FmcTDycsorVT91TrDPT2rLZEtna9I1mhCiHzyGj/FeP6gsKxbnIbMose5i0bSiJuvn0Ho6DYPsjb7yl1AoRMuWLfHOO+/g9m3t7+HuuPWB2jIDvmFtwtVKamoqJk2aBAcHBxgZGaF169ZYtWoVp7WCfvvtN/j5+cHExARWVlZ48803ERmpfpGra9euYdCgQbC0tISJiQm6detW7eJ4uoxVXxrjORHV7ExbYUTrpSrL6nKGAo1ur4WFhek7DqIHbm5uePfddwFIx1ZdvnwZv//+Ow4ePIj//vuvxrE6MrfSj6BYnKvPUDWSlpaGrl27Ijk5GSNGjIC7uzvOnj2LxYsX4+rVqwgNDdX4qnvVqlVYvHgxnJycMH36dOTn52Pv3r3o0aOHytcmLCwMgYGBMDIywtixY2FmZoYDBw5gzJgxSEpKUlriQJex6ktjPCdSPUcLbwAMAMWLgsd5t+HrMKxugmCJzvj6+rIAWF9f33qNIz4+ngXABgYGKpUtWrSIBcD27t1bo7ZupP7Dfnmhv9qv2+nHNIplwoQJHM5E0fjx41kA7KZNm+TbJBIJO3bsWBYAu2fPHo3aefDgASsQCFgPDw82JydHvv3GjRusoaEh6+npyVZUVMi3l5eXs25ubqyhoSF748YN+facnBzWw8ODFQqFbEJCgl5i1YbstV6yZEmNdV+WcyK6t+3GVKX/x99fHcVKJJJatavp+x8tbfCK+fDDDwFIb6sA0skuGYbBuXPnlOqyLIvFIZ9gfs9TuPr3i44i1/5Jwc55N/FlUDi6OA6DtbU1AgMD9XpFnJ+fj3379sHV1RXTpr2Y441hGPkcb5qu0rl9+3aIxWIsWrRIYV62Dh064O2330ZMTIzCNEGnT59GXFwc3nnnHXTo0EG+3cLCAgsXLkRZWRl27txZ61jz8/OxZMkStGvXDiKRCJaWlggMDKxxyiIu6uqcSMPT0sJbaVtReQ6yih/XyfE5JZ3Y2Fjs2rULu3btUjnyNCIiQl4eGxtb6yCJ7slug7z33nsAgF9//VWhPLMoERuujUbksVQIhDx49XkxP9mh9fdRkF2GVp2t8cknn+DNN9/EpUuX0L9/fxw6dEij48vm79N0AbZLly6htLQUAwYMULqF4+TkhNatW+PChQuoqKjQ6NjAi6UJKgsMDAQAnD17lnN9LrFmZ2eje/fuWL58OaysrDB9+nQEBQXh+vXr6NOnD0JDQ2s8L23UxTmRhqmluXLSAYDHubfq5Picks63336LiRMnytcIqcrAwADBwcGYOHEivvvuu1oFSHTrxx9/BAD4+fkBAHr37g1HR0f8+eefKC0tldf7+8EqPHqQjNTYAnj2tIXI7MUsy3N+646Zv/hhzuq3sXr1auzatQv379+Hvb09PvvsM73ELfvw4u7urrLc3d0dZWVlSEysuRdObGwsTE1NYW9vr7Kdyser6dj29vYwNTXVuL66WD/88EPcvXsXv/zyC8LDw/HNN99g69atiI6OhoODA6ZOnYqSkpIaz01TdXFOpGFSl3ROxv+ACon6sXi6winphIeHg2VZuLm5oVOnTkrlPj4+aN26NViWxfnz52sdJOHm4cOHWLp0KZYuXYrPPvsM/v7+WL58OYyMjLBq1SoA0iuecePG4dmzZ/j3X+ngsbzSp3haFI8bx1IBAB0CFd+crZuJAAD9XV7MUODg4ICgoCDExsZq9Mbj5+eHmJgY7Nq1S6Nzyc2VdmRQtxSCbKlpWb2a2tKmHU2OrW39yvUyMzOxb98+9O3bV2kC0qZNm+Kzzz7D06dPcerUqRrPTVP6PifScBkbWMBW5Kyy7JaaAaS6xGmW6ZSUFDAMA09PT7V1PDw8cP/+fZWDRkndiIuLk8/KbGBgADs7O7zzzjuYP38+vLy85PXee+89rF69Grt378bIkSNRIs6DRMLi5sk0GFsYoE13W4V2s1KKcP7XFPwc1R8pKSkKV0iAdHEzJyenamMzNjZGmzbqp+Z4lVy7dg0VFRUoLS1VuWyD7Crj3r17ePPNNwFIB2yru9OwbNkypdm4nZyc5LN1E9LSwguZxQlK20/Gb9B7LzZOSScvLw8A5Au5qSIry8/P53IIogOBgYFKa+Ko4unpiU6dOuHIkSN49uwZUsse4NGNZ8jNKEW3kS3AF7y4IM5MLsLGyVdRVsSiT58+GDJkCMzNzcHj8XDmzBmcPXtWKQnpguwTtrpP0rK/SU0WhbOwsNCqHU2ObWVlxTnW7OxsAMCFCxdw4cIFtXEXFhbKv+/QoQOWLFGc1TsnJwffffcdevfurfSszNLSUuFnfZ8TadhamnvjRtphlWUVEjH4PE6pQSOcWrawsEBWVhZu376NnJwcpT/oZ8+e4dYt6UMp2WU3adjee+89fPzxx9i/fz8MukbKb635BirOThu+7zGK88XYvXu3fAyQzPTp0xUePuuSqmctlcXGxkIoFMLR0VGjti5duoS0tDSl5zqqnl1UPnbV28lpaWkoKCiQPyPjEqvs/8jcuXOxbt26GuMHpEmncq8zQDoo+LvvvkNAQECNK8Pq+5xIw9bS3EttWVrhAzQ3a6u3Y3N6ptO6dWsA0quYSZMmKVzNVN7GMAw8PDx0E2kjlleagX3R87Hx2hgciPkfsorqputiZW+//TYEAgF2/7obT57FIupsBmxaiODYXvGTa3ZKMQBg2DDFS3CWZav9lF5b3bp1g1AoxMmTJ5Vmu0hMTMT9+/fRs2dPCAQ1f46SLTp44sQJpbLjx48r1OFSX9tYu3TpAoZhcOnSpRpj1xV9nxNp2EyFNjDgGaks+/XOR3o9Nqek079/f/n3oaGhcHJyQt++fdG3b184OTkpdJutXFdb2k7RoUppaSmWL18Od3d3GBkZoVmzZpg6dSoyMtTPJVaXWJbF7juzkZBzHQXl2Xj47DIOPVgJCVu3XU+bNm2KgQMH4uKFiwjf9xilhRXoGKi8BoelvbQTQdWxI19++SWioqI0Pl5RURHu3buHx481S7Dm5uYYO3YsHj16hM2bN8u3syyLBQsWAACmTJmisE9ubi7u3buH1NRUhe0TJ06EQCDAqlWrFG4X3bx5E7///js8PT3Rq1cv+fZ+/frB1dUVe/bswc2bNxXaDwkJgVAoxPjx4znHam9vj9GjR+PixYtYu3atyimkrly5gqIi1YtwcaHvcyIN33jvDWrLkvM0/7+sNS4jT1NSUlgTExOWx+OxDMOwDMOwPB5P/rPsXxMTEzY5OZnLIdjTp0+zBgYGrJmZGTtlyhR2zpw5rJOTEwuAXbdunUZtVFRUsIGBgSwAtlu3buy8efPYkSNHsgzDsK6urmxGRgan2NThMiNB/LPrKkf6xzw9yzmO6mYkqM7vv//OAmD5AoYFwH62r4dSXH/+9xNrYGDAikQidsKECeycOXPYHj16sEZGRuzgwYNZAGxYWJhSLFVnJAgLC9NqZgSWZdknT56wLVu2ZBmGYYOCgth58+ax3bp1YwGwQ4YMURpRvX37drWzIaxcuZIFwDo5ObFz5sxhp0yZwpqZmbGGhoZseHi4Un1t/x61jTUrK4vt0KEDC4D18vJip06dyn7++efs22+/zbq7u7MA2NTU1GpfH21mJKiLcyIN3zeXh6l8/9l+c4bWbWn6/sd5Gpzt27fLE03VL1ki2rp1K6e2uUzRocq2bdtYAOzbb7+t8B9i06ZNLAB26tSpnOJTh0vS2X17ts5+6TJck05BYT5raMJnAbCO7S2UYjp0fxVbXlHKhoWFsT179mTNzMxYS0tLdtCgQez169fZJUuW6DXpsKz0je/9999n7ezsWKFQyLq7u7MrVqxgS0tLlepWl3RYlmV//fVXtnPnzqxIJGItLCzk56HOlStX2Ndff501NzdnRSIR6+fnx+7du1cnsbIsyxYVFbFr1qxhO3XqxJqYmLAikYh1cXFhhw8fzu7atYstLy+v9rXRNunUxTmRhm3v3Xlqp7jSlqbvfwzLcp8OOjQ0FHPmzFHqiuno6Ij169cjKCiIU7snTpxAYGAgJk6ciG3btimU7dy5E8HBwVi2bBm++OKLatvp0aMHLl26hISEBIUuvCzLolWrVkhPT8fTp08hEok4xVmVpmuEy2K4k3EcR+PWq60zr8dJncRVk1JxIY7GfY37WcpT4cg4mnfA2HZraEJHQhqRe5lncejBSpVlQzwWoq1tH43b0vT9r1Zzrw0fPhyPHj1CREQE9u/fj/379yMiIgIJCQmcEw6g/RQdqpSUlODKlSto3bq10pgRhmEwYMAAFBYWIiIignOctcEwDK48qf75VGmF7u7hV+dw7JfVJhwACHCaTAmHkEbG3bqH2rLDD0L0ckyddDXx9fWFr6+vLpoCoP0UHarExcVBIpFUO22H7Fivvfaa2nY2b96Mn3/+WaO4Y2JiAADl5eVKD69VsS5vh8y8bLXltx9eRAvzdhodm6sScQFiE+8AMKm+YoE5UgtqPidCyMvFz2wyLqf8rrIs7nEMjA0sNWpH0zWVGmT/Rm2n6ODaRuV66qSmpla7sJcqmZmZGicqoKPakiNXLgDQXzdkTWKQ+fmKpudDCHn5qH4P+PWK5r2FMzMzNaqnUdLp27cvACAgIABffPGF/GdNMAyD//77T+P6DY2Dg4PGV3ExMTEoLi6Gra0tpk6dWmP9wvIc/BG9oNo67tY90aPFOJ3d2ioRFyC14D4kbAWcLDri1zuza9yng90QdLAfpJPjE0Ianj9j/oeCMuWk8ZpjMNysumrUxoEDBzS6w6NR0pFNQ29ra6vwc01YluX0ZqntFB1c26hcT51p06YprB9SHdmDNAMDAzg4KI9xUeYAXnJhtTXixCfgZdgNrW3U3wKsiVhShqtP/sDt9GPILU2Tb7+Wbwyeec3PjV5rNxymQhvOxyeENGzDTT7Cnqg5CtsGus5GR/shGrdhYGBQcyXUsiOBvlQ35YZsig51z2pkXF1dwePxqp22o/Kx6ku35mNrrHP04ddatZmQkACGYeRfBnxD9Gz5LmZ0/hXze57C/J6nUJxfjrLnHRW+DAqXb5/f8xQWBfyHFYPPYsPkqwhdfw83r8aoPVbl4zAMA4FAADs7O7z55ps6nRUZAH777Tf4+fnBxMQEVlZWePPNN7W+9QlIb5lOmjQJDg4OMDIyQuvWrbFq1Sq196S5DDDWVaz60hjPiXDX0twLQz0Wwc7EHQ6mrdHfZSY62L2pl2Np/Eynas/qWvS0rlHv3r2xevVqnDhxAmPHKr4pq5qiQxWRSAQ/Pz9cvnwZiYmJSl2mT548CRMTE3Tu3Fn3J6CFbi3exqNnV5FR9EhtndKKArCsBAyj3WcENzc3DBv9Om6lH1EqEwgV2+LxGfSZ4AwAkFSwKM4XIy2uANcOpeK1g69hyJAh2Llzp8orTBsbG8yaNQuAtNfg3bt38e+//+Lff//Fnj178Pbbb2sVtyqrVq3C4sWL4eTkhOnTpyM/Px979+5Fjx498N9//6Fnz54atZOWloauXbsiOTkZI0aMgLu7O86ePYvFixfj6tWrCA0NVbg6l0gkGDZsGI4fP45u3brJl2/YsmUL/vvvP1y+fBlNmjTRS6z60hjPidSep20APG0D9H8gTQb9JCQksAkJCezTp08Vftb0S1vl5eWsq6trtYND4+Pj5dufPHnCxsTEKKx3z7Ivx+BQlmVZiaSCfZh9Re0grS8v9GcPxizVuL3Kg0MvJ++vtt0vL/RnLe2NWIGQp7T958iJbEJCAtuvXz/5QM6KigqFYwFgW7durRSDbHYDJycnrV4LVR48eMAKBALWw8ND4Xd848YN1tDQkPX09FSKS53x48ezANhNmzbJt0kkEnbs2LEsAHbPnj0K9bX9G9JlrNqYMGECq+F/55fmnMjLRe8zEuibNlN0yP7Dbd++XWG7qmlwgoKCWIZhWBcXlwYxDU5lG6+9XW1yyC3RLN7KSedc4g7OSScs/meWZaUj5T09PVkA7L59+xSOpS7pSCQS1sTEhAUg/7DC1YIFC1gA7M6dO5XKgoODWQDs2bM1TxuUl5fHGhoasq6urkpTtiQkJLAA2D59+ihs7969OwtA6cOTRCJhXV1dWRMTE7aoqKjWsZ49e5Z98803WRsbG1YoFLKtWrViFy1axBYWFtZ4XiyrXdKpq3MirxZN3/84PdNxdXWFq6srvL29Ne6bra0+ffogPDwcPXv2xL59+7Bp0ybY2dlh7969mDt3rkZt8Hg8HDp0CEuXLsXTp0/xzTff4MKFC5g0aRIuXbqkdAuhvjU3q35MTmTaoWrLZbKKkgAA6YUPkZIfzSmWVlbd0L3FOwCktyo//fRTAMC+ffu0bqvqzMMBAQFgGEY+CLgmuhgsDACXLl1CaWkpBgwYoNTBxcnJCa1bt8aFCxdQUSGdbJXLAGMusW7atAkBAQG4cOECBg8ejNmzZ6NFixZYtWoVBgwYgLKyshrPTVN1dU6EqMNpnE5qairKysrQp08fjXsscOHn54ejR4/WWG/Hjh3YsWOHyjJDQ0MsWbJEacGrhsir6UDcyzqjtjzu2RUEOE1WWw4ATwvj8df9pQCApPgn2PL1H0p1Wne1VVqyoLKgNsvhZtVN4Y1ZtijYtWvXqj2+zN69e1FYWIh27doprbekrdjYWJiamiqtfQPUvM5L1XYq76Oqrfv37yMxMRGurq6cBhhrG2t0dDRmz54Nb29v/Pfff7CxedFL8Msvv8SCBQvwww8/aPxBqyZ1cU6EVIdT0nFyckJsbCxNi6Jjzpa+sDdxR1qh6v/AmUUJ1e7PsiyupR5AuUS6cmdWSjH+2xavVE9kalBt0hEZWCj9bps1ayaNQcUAsMzMTPmiYZU7EpiammLTpk1K9Xft2oWioiKNF/zKzc1F06ZNVZZpOsi3ch1NBwxzGWCsbaybN2+GWCzGDz/8oJBwAODzzz/H119/jd9//11nSacuzomQ6nBKOkFBQVi9ejUiIyORl5dHq4PqCI/hY7D7PGy9qf5qJq80A+aGym8ApeJC/HV/GRJzb8i3eXS1wftf1zzbQFUMtPswkZWVhWXLlilsMzU1xcmTJ9GtWzel+rS65AuXL18GIO2VqWoQtYGBAe7du6ewzdnZGYmJiSrbU/VBcPv27QgODq59sIToAKeks3DhQvzzzz+IiorCmDFj8PPPP6Nly5a6ju2VZGvshM+7n8CaS8r3zwHgce4ttG86QGn71Sd/KiQc7hhYGCrfRnny5AkAqHwO1rp1a/kbY05ODkJDQzFjxgyMGDECERERaN68ea0isrCwqPUg38p1NG2LywBjbWPNzpbOvbdq1aoa45f5+OOPkZOTo7AtNDQUt27dUnkbufKy1nVxToRUh1PSGTJkCPh8PliWxYkTJ+Dm5gZnZ2c0a9YMPJ5i34SXfRqc+sAwDKb67sTPkROUypLybqtMOg+zL+rk2M4WHWEiVB6LI3uY3KVLl2r3t7S0RHBwMCoqKjB58mTMnDkToaGhtYrJ3d0dly5dQlpamtJzBW0G+db0/CE2NhZCoVB+JcZlgLG2scruEuTl5cHMzKzGcwCkSaeqhIQE3Lp1S36bU526OCdCqsOp99qZM2dw69YtMAwDlmUhFovx8OFDnD9/HmfPnpV/nTlzRuMeSkSRlVEzlVccSXm3VdavbnCppqxFLTG8jfIn5eLiYqxfL133R9OBnu+//z58fX1x6NAhXLxYu4QoGwh84sQJpTJNBwsDQLdu3SAUCnHy5Emlwc2JiYm4f/8+evbsKe9tJxtgLOtcUBmrZoCxtrF27Sqd10p2m03f6uKcCKlOrafBqTwFCtGtluZeStuelTxBvoqJ+bRhZdQcQW1WKGxjwMPkDltgyDdW2P748WMMGTIE0dHR6NOnD0aOHKnRMRiGkd/q+d///qfU5r1791BUpNl6QRMnToRAIMCqVasUbvPcvHkTv//+Ozw9PdGrVy+FfeLi4nDv3j2FLv3m5uYYO3YsHj16hM2bN8u3syyLBQukE69OmTJFoR3ZxK0LFixQSFSbN2/Go0ePMG7cOIVFALWN9YMPPoBAIMCHH36Ix48fK517Tk4ObtzQxW3TujsnQqrDeWmDqp8Uie61NPdG1FPl1UOTcm+jbRPNZ/quysLQDq2su+Fjv1A8zruFDcLRyK9Iw7JlywEAFRUVyMnJwe3bt+XjVoYNG4YdO3Zo9eFi6NCh6NSpE06fPo2zZ8/KPw2PHz8eZ8+eRVhYmLwrdnU8PDywdOlSLF68GD4+PggKCpJPwwIAv/zyi9Jt3X79+iExMRHx8fFwdnaWb//yyy8RFhaGDz74AKdOnUKrVq1w9uxZXL58GUOGDFGadmnChAnYt28ffv/9d8THx6N37954+PAhDh48CBcXF6xcqbjqoraxtm/fHj/++CNmzJiB1q1bY9CgQXBzc0N+fj4ePXqEs2fPIjg4GD/99JPGr3tN9H1OhFSLy8hTfU+D87Kq7YwEVT0rfqJyBoFjD7+R1xFXlLMFpdkK5Z//2ZMFwHp0tVG5f8STvxSOI5vpQfYlFApZW1tbtkuXLuwHH3zAhoeHq40RamYkkDl8+DALgH3ttdfk23r37s0CYMPCwrR6PX799Ve2c+fOrEgkYi0sLNhBgwax169fV1lXdk6Vp0uSefLkCfv++++zdnZ2rFAoZN3d3dkVK1awpaWlKtsqKSlhly5dyrq5ubFCoZC1t7dnJ0+ezKalpekkVpZl2atXr7Jjx45lmzVrxhoYGLC2trasr68vO3/+fDYmJqb6F4bVbkaCujon8mrR9P2PYVm6ZNEVTdcI1xTLsth0fRzyy54qbLcWtcTkDltw7vF2XE7Zq1WbPEaAab67YG7YsGZjIIS83DR9/6Nr4gaMYRg4Wngrbc8uTsKRh+s1SjiBbp/Aw/o1GBtYwt7EHW+3W0sJhxBSb2q9XHVycjJSUlJQWlqqto6/v39tD/PKamnujbtPlbucRz1V7klUlZmwCTrYDUIHO1r1kxDSMHBOOocOHcK8efNqnHOJYRiIxWKuh3nltTRXvtLRVCtr5dkACCGkPnFKOseOHZN3naVHQvplZdQcpgbWKCjP1npfryaBeoiIEEK44/RMJyQkRJ5saHyOfjEMg5Yqnutowt7UQ8fREEJI7XC60rlx44Y82TRp0gRdu3aFhYUF+Hy+ToMjUi3NvRGTeUarffo5z6APBISQBqdWHQlsbW1x+/ZttdOeE93g8lzH12GYHiIhhJDa4XR7rX379gCAjh07UsKpAzYi7ZcC4DF01UkIaXg4JZ1JkyaBZVlERUVV21Wa6AbDMOjabHR9h0EIIbXGOekMHDgQqampCAoKoqVq60CPlu9qXLev8ww9RkIIIdxxeqbj5uaGkpISsCyLo0eP4ujRozA1NVVabheQfkqPi4urdaCvOiFfhI/9QvHd1ZFgIVFbr7lZW3g1Vb0AHCGE1DdOSSchIUG+nIGs63R+fj7y8/OV6lIPKt0xFJjg8x7HkVOSimNx30AsKUUrq+7wsRuEuGdXYCQwg7OlLwQ8YX2HSgghKtV6GpzqkgoNHNUPSyMHjG23RmGbqtVECSGkoaH1dAghhNQZTklHIlH/TIEQQghRh5Y2IIQQUmco6RBCCKkzGq0c+vfffwMAmjdvjk6dOmnU8J9//ono6GgAwBdffFGLEF8efD4fEokEIpEInp6e9R0OIYTUmZiYGBQXF4PH46GiokJtPY2SDo/HA8MwCAoKwv79++XbZ86ciaNHj6oci/PWW2/hwIEDYBim2gAaE+oeTggh1Xc0q1WX6YyMDPmYHSJNzrJOFiKRSOv9ZZ8SDA0NVf4sI5t6qHKHDpFIhOLiYqVYeLwXd1BlP8v+NTQ0RGlpqUI7lc+hpnOsrk7V+KqqHK+sviyeqrGqaru69iufY+V/Zb+Tyq+TupjVvZ6qjqOqHUNDQ4Xzq1qvcvuy76vGq6o9VX9jVdup+r2q17fquap73Sv/HVf+e6z6d1P5/Kv+/db0GlX9W628v6r9ano9Kscmex0ql1Xdv2qbVfer3F7lv6WqbVXep/K+VV/7ym2p+jup+vuqvK3q33Pl41SOo+rrr+q1rfy7le1fOV5tVf17U4vVAMMwLI/HY9966y2F7aNGjZKXVVVdWWPl6+vLAmB9fX057W9nZ8cOGTJE7c8yQ4YMYYcMGcLa2dnJv2T1hUIhKxQK2SFDhsj/lX0BkO8na7dyOwzDKPwsFAqVvpe1K/uZYRj5l52dnfwYVeOr3JYs3sptVo6ncowAFPatfD5V26x87rK6lWOu/LrK4q3arlAoZGX/LSqfl6rjDRkyhGUYhhUKhfK6lc+lar3Kr4Os/cq/u8q/M1WvTeU6DMMonI/s/FT9Pah6fWWvjWy/qq+77LWsTNaWrH7V17Dq32vl34Wq17ryOVXdXvlcKv9tVq5T9bWq/P+j6mtS9f9O5WOr+p1V3q9ye7LvVbWl6l91f9uVX6vKP6v6/1D5d1j576nqcWR/U5VfP1ldVa9tZVVj5ELT9z/qSEAIIaTOUNIhhBBSZyjpEEIIqTNadSQoKirC48ePFX6WSUpKUuixULmMEEIIAbRMOkePHoWLi4vSdpZl4ezsrKuYCCGENFJaJR22mr7X1ZURQgghgJZJR9vxOJSICCGEVKZx0qEEQgghpLY0Sjq0lAEhhBBdoC7ThBBC6gwlHUIIIXWGkg4hhJA6Q0mHEEJInaGkQwghpM5Q0iGEEFJnKOkQQgipM5R0CCGE1BlKOoQQQuoMJR1CCCF1hpIOIYSQOkNJhxBCSJ1hWJo+Wmf4fD4kEglEIhE8PT213v/27dswMTGBm5ubyp9l4uLiAACFhYXybd7e3rh9+zYqKioAAObm5sjLy4O5ubm8Tm5uLiwsLFBYWChvNy4uTt6OWCyWlwNARUUF+Hy+wvcmJibIy8uTn69YLJa3LxAI5G1Uja9yW7J4b9y4IW8TgDwe2b4mJibIzc0FwzDyfWV1ASAvL0+hzcrnLttf9m9eXh46duwof13FYjEEghfz3crazcvLA8uy8PX1RWRkpPy8ZG1UPl7l+GT/jWTn7ubmhtu3byvUEwgE8tfB29sbkZGREAgE8t+d7Biy313V16ZyHVmMsvOpqKhAx44d5ces/Pcg+xuo/PrKXmPZflVfd9nvWPaaAcCNGzdgbm4ub0d2TpVV/nuV1a/8d1D5ta58TrLjyrbLzkum8t+VrI6sfdlr5e3tDQDyv+nKr0nlsqrHrtxm1dfP29tboT3Z+ci2V96v8j6V96362steD9lrVfnvpOrrEBcXp/D/uPL/C19fX4XjuLm5ITIyUuHvQla38t+lrEz2mshel8oxVn3P0URMTAyKi4vB4/Hk/xdVoaSjQ9quN0QIIY1RdWlFq0XcSPV4PJ58GQgBAEpBLx/6nRGiucr/X0qf/8vjVf/UhpKODnXo0AGRkZFwADAD6h+YVfcrUVVWm21ctgM1v/nyayjX9Dj62O9lOiaXfbgmRm1+Z6ro4wGwPh8q19UD65ftONq2U93fW+W/qdkAHkL6PqjL4xNCCCGcUdIhhBBSZyjpEEIIqTOUdAghhNQZSjqEEELqDCUdQgghdYaSDiGEkDpDSYcQQkidoaRDCCGkznCakaCoqAiZmZkAADMzM1hZWSmUZ2dno6CgAABga2sLY2PjWoZJCCGkMeB0pRMSEgIXFxe4uLjgzJkzSuXh4eHy8tWrV9c2RkIIIY0Ep6QTFhYGlmVha2uL4cOHK5UPHToUdnZ2YFkWp0+frm2MhBBCGglOSefRo0dgGAa+vr5qp/P38fEBAMTHx3OPjhBCSKPCKelkZ2cDgHwaf1VkZbK6hBBCCKekY2xsDJZlERUVpTLxVFRUICoqCgBgZGRUuwgJIYQ0GpySTsuWLQEAaWlpKjsKhISEIDU1FQzDwNHRsXYREkIIaTQ4dZnu1auX/Ermiy++wOnTp9G7d28AwNmzZxV6tPXq1av2URJCCGkUOCWdKVOm4KeffgIgXQv7zJkzComm8vrYkyZNql2EhBBCGg1Ot9c6duyImTNngmVZee81lmXlyUa2bfr06ejUqZOOQiWEEPKy4zwNzvfff4+PPvoIPB5P4cpGlog+/PBD/PDDDzoJkhBCSOPA6fYaIL2a+eabbzBr1iwcOnQIjx49AgC4urpi6NChaNWqlc6CJIQQ0jgwbOXLFFIr1tbWePbsGRwAzID6y8jqLi9VldVmG5ftAKB6yO8L/BrKNT2OPvZ7mY7JZZ+afjfqaPM7U0UfswPrc8bhuprN+GU7jrbtVPf3VvlvajaAhwCsrKyqHZ9JSUeHjI2NUVxcDJFIhKKiovoOhxBCtJaSkoLmzZtrvZ+m738a3V5bvnw5AKBt27YYNWqU/GdNffHFF1rVf1kZGRmhuLiYBsQSQl5a586dw9tvv631fpq+/2mUdJYuXQqGYRAUFIRRo0bJf9bUq5J0XFxc8OzZM7i4uNR3KIQQUqc0ff/T6+1IunNHCCEvl4CAAL22r3HSqZpAZONyqvsihBDycnn8+LFe29fo9tr27dsBAM7Ozgo/E0IIaVwePXqErl276q19jZLOhAkTqv2Z1A7LskjLyoGxkSEsTGlpb0JI/REIOA/f1Kx9Lju9//77AAA+n48ff/wRBgYGOg3qVVNUUoaktCwAgLujA6zMTeo5IkLIq+qtt97Sa/ucks7u3bshkUjg5+dHCUcHKj//in2cCgtTY1iYGsPcVASRoVCrnoKEEFIbBw4cQFBQkN7a55R07OzskJqaChsbG13H82qqklNyC4qQWyAdXMXn8WAiMoSJyBBGhkIYGRrA2NAQfH5djYMmhLxKysrK9No+p6TTv39/7Nq1C3fu3NF1PKSKCokEeYXFyCssVthuIODDUGgAU2MjmIqMYG4igkBQ24lOCCGvOicnJ722z+nj8tKlS2Fubo7k5GQsWrSIukfXg3JxBQqKSpCWmYOHSWmIvBePO7GPEZecjtTMZ3iWV4iycnF9h0kIecm4ubnptX1OVzq7du1CQEAA/v77b3z55Zc4ePAgXnvtNTRr1gw8nnIe4zojwbVr17BkyRJcvHgR5eXl8PLywpw5czB69GiN23jy5Am++uornDx5EomJiTA1NYW7uzumTZuGd955B3x+47k6KC4tQ3FpGbIqbTMQ8GFlbgIrc1OYGhuBr+L3QwghMqdPn+Y0DY6mOCUd2TQ4DMOAZVncv38fDx48UFufS9IJCwtDYGAgjIyMMHbsWJiZmeHAgQMYM2YMkpKSMHfu3BrbkPU3z8rKQmBgIIYMGYK8vDyEhoZi/PjxOH36dKMfc1QurkBGdh4ysvMAAGbGRjAWGcLYyBAiQyFMRIbUUYEQUmc4zTLN4/E0eqOSLehWUVGhVftisRht2rRBcnIyLl++jA4dOgAAcnNz4efnh4SEBDx48KDGe48ffPABNm3ahG+//RYfffSRfHtOTg58fHzw+PFjJCQk6OweZqdOnRAZGQlfX19cv35d4/0KiksQHZeskxi0xQAwFhlKr4REhhAZCWGg5376hJCGKykpCS1bttR6P03f/zjfa9HnNDinT59GXFwc3nnnHXnCAQALCwssXLgQZWVl2LlzZ43tyBaWGzRokMJ2S0tL9OrVCwCQmZnJOc7GgAVQWFyK5PQs3Et4ghv3EnD7QSLiktLw5Okz5ORLnw3RcztCXg0ZGRl6bZ/TR1p935I6c+YMAGDgwIFKZYGBgQCAs2fP1thO+/btcfz4cRw5ckTpSufChQuwt7dH27ZtdRN0I1JSVo6SsnIgt0C+jWEYGBsJYSR83m3bSAhDoQGMhAYqn+MRQl5ODx48QKdOnfTWPqeko+9pcGJjYwEA7u7uSmX29vYwNTWV16nOZ599hsOHD+OTTz7BsWPH4O3tLX+mY2xsjL/++gsikUjn8etC8x+/R/NNPyhtlwiFEFtaobBtO2QNHobswDeAOngmw7IsCotLUVhcqlRmJDSAyEgIkaEQxkaGMBQKIDQQQMDn0/MiQogCTknn3LlzAIAmTZrA09NTpwEB0mc3gPR2mirm5ubyOtWxs7PDpUuX8O677+Lo0aM4duwYAEAkEmH69Onw8fHRXdB6VGZjK/9eUJAPYUY6hBnpsDpzGjmHDiL2u41ghYb1Fp/syugZChW2MwxgIBDIxxQZGghgJBTCwIAPgYAP4fMySkyENBz67LkGcEw6AQEB8kXd9u/fr7LOpEmTcPjwYTAMg/T09FoFydXDhw8xZMgQmJqa4vz58+jQoQNycnLw66+/YvHixTh+/DjOnz/f4LtN3zxz6cUPEglEj+LguGYVLC5dgGX4WbT44RskzZ1ffwGqwbJAWbkYZeVilVdIgLQjg4FAAIGAL01GPJ70ez4ffD4PAv7zBGUggFAgoJkYCNGzQ4cOYdiwYXprX2/dlPLy8pCZmcnpU6zsCkfd1UxeXh6srKxqbCc4OBiJiYl49OgR7O3tAQCmpqaYP38+0tPT8e2332Lv3r0YN26c1jHWGx4Pxa3c8eCHzfAaORhGjxPR9I+9SProU+Al7HXGAigTi1EmFgMlNdfnMYz01p2AL01IfB4MBHzw+XzwedLvpWXPt/N49MyJEC0UFRXptX29vUsVFxfXXEkN2bOc2NhYpQdaaWlpKCgogJ+fX7Vt5Ofn48KFC/D19ZUnnMr69OmDb7/9Fjdu3Hi5ks5zrKEhsge+gWZbfgK/sBCi+EcodvcAABgmJcJ+x1ZYXL4IYXoaWIEAJY5OeNanP9LeC4bE1ExlmwZpqXDYuQ3ml8Jh+CQFjFgMsaUVym2bIL9TF2QNHoLC9t51eZpKJCwr7eRQVq7xPnweD/znSchAIJAnJAOBAAYGz//l8yEQ8Og5FHnltWjRQq/ta5x0ZM9xKnv69KnK7SkpKTh//jwAcPqU2bt3b6xevRonTpzA2LFjFcqOHz8ur1Md2aR16rpEP336FABgaFh/z0Jqq8zuRTLlF0p7mlkfOwLXRZ+B9/z8K0xMwJSXwyQmGiYx0Why8A/c37wNJa6tFNoS3Y+B5/vvQZAnvbpk+XxUmJjCIPMphE8zYBJzF/y8XMSvWlNHZ6c7FRIJKiSS59MCqb7NJ8MwgOD5VVPVqyl5wnreSYLP40HAlyY0SlSksdB3j16Nk47sOY4My7I4d+4c+vTpU+1+1tbWWgfVr18/uLq6Ys+ePZg9e7bC4NCQkBAIhUKMHz9eXj81NRW5ublwcHCQ35qzsbFB69atcf/+fWzZsgWTJ0+W18/JycG6desAoMb4GzLDJy8GlIrNLWAcfReuCz4FT1yO/I6dkLB4GYo9WgMSCSzPhcF5+RcwTEuFx6xpiPrzb0iMX6zb47j2SwjyclHo2Q4Ji5ag0LsDwDBgyssgfPIEVmf+AySSejjLusWy0lkcylGh1dWU9BYfT9o5wkAgT0hVb/1Je/XRLT/ScJ04caJhTYNTeZBgdQMGZdPkdO/eXfugBAJs2bIFgYGB8Pf3V5gGJzExEevWrZMvnQ0ACxYswM6dO7F9+3YEBwfLt3/zzTcYOnQopkyZgr1796Jjx4549uwZ/v77bzx9+hRBQUHo37+/1vE1BLyCfNj8exgAILawRImzCzw+mAKeuBwljk64v3k7JLLu4DwecgL64YGdPdq+MwpGSY/RdP/vSAt+kYhNb0UCABIXLkGhT0f5dtZAiFInZ6RNmFR3J/cSKhdXoFxcgZJSzRKVNCEJ5M+gZAnJ0MCg0jMpaYKiqyjSmGiVdLQZlc6yLMzNzbF06VJtYwIgvQIJDw/HkiVLsG/fPvmEn1999RXGjBmjURtvvPEGLl68iLVr1yI8PBxnz56FkZERPD098cUXX2DGjBmcYqtP/Lw8mERHoeU3ayHMkPYKTBs3HvyCAlhclN7STA2e/CLhVFLk2Q7P+g2EzfEjsDnyj0LSqTAzB7+kBAaZ+h2NTKTEFRKIK8qgplOfHMNAfvUk4PMgNDCQJqrnt/34z78M+NLnUzShK6ktLhcK2tA46YwfP17+iWvnzp1gGAZOTk5Kz1YYhoFIJEKbNm3w1ltvqXyIryk/Pz8cPXq0xno7duzAjh07VJZ16dJFbbful4Wfl/IgWZnMN4fhydQPYBZxFczzDwV53XqorZ/XvSdsjh+BKPY+mPJysM9Xfs3x74OmB/bBddE8ZNyIRE5AXxS291aZvEjdYVmgtFyMUg2XqeAxjLSr+fOrJ2nXcz6EAj4MDATy24DSpMWnKymiRJMxkLWhcdKp/KYum/esc+fOjX6W5oag8uBQVjYjgWdbZA0einy/bgAAg+wXCxqU2dmpb+t55wOeWAx+bi7EttK2k+Z8DqOkRJhfvQyHXdvgsGsbWD4fRa09keMfgIxRY1Bux/0DBKkbEpaF5PmtPk37j0qvlConIx74/Be3+KTbK3WmEPDBo0TVaEVHR+t14DynLtOyq54uXbroOh6igsLgUD2pMDfHva27YRoZAcszp2F2MxImd+/AJDoKJtFRsN+xBfHLQpA9aIjeYyF1q6JCgooK7TqJMAwDgUKS4oHH8MDwGGkXdR4DHo/3fJwUIy/n86Vl0m7sfPB5jPz5L3k1cEo6qm5lsSyL4uJiGBsb1zYmwkG5tY38e2F6Gkpbql6uQZieBgCQCASoUDHNUIFvZxT4dgYAMKWlsLgYjhY/fAPj2Ptw/WIB8vy6y6+OyKuLZVl554naYgDw+DwIng/klSUqHo+plKhePL/iMbKExkDA5z+v+7zO830piXH31ltv6bX9Wg0OTUtLw+rVq3H48GEkJSWBZVmIxWJs3rwZ6enpEAgEWLhwoa5iJdUo8mwHlscDI5HA/PIlPFWTdMwvXwQAFHu0kT/PUYc1NEROn34odmsFn8H9wSsthdmNCDwb8LrO4yevLhbcrraqwzCM/IqKJ09iz6+6eJWS2PPvGYaRl0mTHQMenwc+o7gv7xW4Kjt27BjefPNNvbXPOelcvnwZQ4cORVZWlrxXm+yXkZKSgpUrV4JhGPTo0QMBAQE6CZaoV2Fujtwer8Ey/CwcdmxB1pvDlDoBiO7HwOqUdHBt1qBKf1RiMcDjSb9UkFQeQEu9o8hLgGVZiCtYiHWYyGRknTXkV1zPv696C7Fyoqp8O5HPr3RF93y/hpTI8vPz9do+p6STnZ2NkSNHyudWky1bLTNq1CisXLkSAHDkyBFKOnUk+cNPYH75IoweJ6L19PeRsGipfHCoRfg5uCxbDJ5YjJKWjsh468VMD8L0NLSZPB6Zw4OQ4x+AIvfW8nncRPfvwekr6e+yQmSMvM7VTz9ESGMn66yhSwwD8Hl8+XRNCldjzztyvJgFQzplk2wcl64HGtemx7EmOCWdDRs2IC0tTSnZyHh7e8PW1hZZWVm4fPlyrYMkmilq2w6PVq+F68LPYBYZAa+gNyE2NQWvvBy8UumAkFJ7BzzYsFlhNgIAMEpOQosN36LFhm+lU+CYmoFXVAheuXSwo8TAAI9WfokKC8u6Pi1CGj2WBcQVFRBXVKBUi5kwAOkdJlnvQ6GBQJ64ZDOzywYgGxoYaDRLu6+vL9fT0AinpHP48GH593v27MH+/fsRGhqqUKdt27Y4d+4cHj58WKsAiXayXx+Mwrbt4bBjC8zlE34aoLCNK571HaByws/ypnZ48MNPML96Baa3bsAgPQ0G2VlgBQIUOTohv0s3pL07AaVOzvVzUoQQtViWlc7SLgaKS8uqrcvn82D0fMVfQ6EBhAYCiAyFMDU2kt/iO3LkSMOaBgeQzv7MMAw6d+6MsWPH4sCBA0p1LC0tAUhvxRHtpXwwGykfzOa0b6mjExK+WKFxfdbAADkB/ZAT0I/T8QghL4eKConKFYAFfD4sTI1hbWEKLSae4YRT0pEtW2BXzSDEnJwcANxmmSaEEFJ3xBUVyMrNR1ZuPmybOUIsroBAoJ/FLTllBGtra7Asi/v376ssz8/PR2SkdAJJGxsblXUIIYQ0PMXFxYh/or85GDklHdkUCQ8fPsTatWshFr+YFyo9PR3BwcEoKCgAwzDyZQkIIYQ0fE+SEnQy6FcdTrfXhg8fjhMnTgAA5s+fr1DWvHlzhR5tI0aMqEV4hBBC6po2Kwpoi9OVTnBwsHxJaUAaoKzng+T5Ql8Mw8Dd3f2lXAqaEEJeVd5d1M9Srwucko6RkRFCQ0PRrFkzhYQDQD52x87ODgcPHnypl4MmhJBXTWz0bb22z7lrmaenJ+7cuYNFixahbdu2EIlEEIlEaNu2LRYsWICoqCi9r7VNCCFEt4oLC/Tafq36M1taWmLFihW4c+cOCgoKUFBQgDt37mDVqlWwtraudXDXrl3DoEGDYGlpCRMTE3Tr1o3TgmwZGRn45JNP4O7uDiMjI9jY2KB79+7YtGlTrWMkhJDGxMRMefZ5XarVLNP6FBYWhsDAQBgZGWHs2LEwMzPDgQMHMGbMGCQlJWHu3LkatXPz5k0MHDgQz549w+DBgzFq1CgUFBQgJiYGhw8ffimXrCaEEH1xcW+j1/ZrnXSSk5ORkpKC0lL1i737+/tr1aZYLMaUKVPA4/Fw7tw5ebfrL774An5+fli4cCFGjRoFJyfV0/fL5OXlYdiwYQCA69evw9vbW+k4hBBCXoiKvAL/foF6a59z0jl8+DA+//xzPHjwoNp6DMNo/eZ++vRpxMXFYeLEiQrjfCwsLLBw4UIEBwdj586d+OKLL6pt58cff8Tjx4+xdetWpYQDAAJBg73QI4SQRonTu+6JEycwYsQIsCyrl/7cZ86cAQAMHDhQqSwwUJqBz549W2M7+/btA8MwCAoKwv3793HixAkUFxejTZs2eP311yEUCnUaNyGEvOxaOLnptX1OSWfVqlWQSCQq19LRhdjYWABQGAskY29vD1NTU3kddcrKynDnzh00adIEP/zwA5YsWSIfQwQArq6uCA0NhZeXl05jJ4QQoh6npBMZGSlPNg4ODujevTvMzMxq3lFDubm5AKS301QxNzeX11EnOzsbFRUVyMrKwvLly7FmzRq89957KC8vx+bNm7Fy5UoMGTIE9+7dg5GRkc5iJ4SQl1lyYhxcW7XSW/uckg6fL5191MXFBVFRURBVWRa5IZBd1VRUVGDWrFkKvd2WL1+O+/fvY//+/fjzzz/x7rvv1leYhBDySuE0TqdTp04ApLeo9JFwZFc46q5m8vLy1F4FVW0DAIYOHapULtsWERHBNUxCCGl02vt21Wv7nJKObJLPy5cvIzo6WqcBAS+e5ah6bpOWloaCggKVz3sqMzExQfPmzQG8WFCuMtk22dpAhBBCgPjYe3ptn9PttQEDBmD9+vX49NNP0a1bN4wZMwbt27eHlZWVyvrjx4/Xqv3evXtj9erVOHHiBMaOHatQdvz4cXmdmvTt2xe7d+9GdHS00rrfsmTp7OysVWyEENKYFeZX/7y8tjgPVDE0NIRQKERBQQG2bdtWbV1tk06/fv3g6uqKPXv2YPbs2fKxOrm5uQgJCYFQKFRoMzU1Fbm5uXBwcFC4rTZ9+nTs3r0bX375Jd5880351U1aWhq+++478Hg8BAUFaRUbIYQ0ZiITU722z+n22sGDBzFz5kyUlpbKZ5iWjdmp+sWFQCDAli1bIJFI4O/vj6lTp2Lu3Lnw8fHBgwcPEBISonCFsmDBAnh6euKvv/5SaKdHjx6YM2cO7t69C29vb8ycORNTp06Fj48PUlJSsHLlSnh4eHCKkRBCGiP3tsoD6XWJ05XOmjVr5N/ra7GfPn36IDw8HEuWLMG+fftQXl4OLy8vfPXVVxgzZozG7axfvx5eXl7YuHEjduzYAYZh0LFjR/z000+0wBwhhFRx+9rFhjcNTlRUlPwKp2vXrvJxOjxerSatVuLn54ejR4/WWG/Hjh3YsWOH2vLg4GAEBwfrLjBCCCGccEo6xsbGKC4uhpeXFy5evKiwiBshhJCXV7OWznptn9OlSZ8+fcCyLCwsLCjhEEJIIyIw0O+clJySzvLly2FsbIwrV67IJ+ckhBDy8nv8qPqVA2qL0+21ffv2oWfPnjh58iT69++PPn36wMvLS+UgTAA1LkFACCHk1cAp6SxdulQ+w7REIsHp06dx+vRptfUp6RBCyMuhbYcuem2/1t3Nqnumo6/u1IQQQvQjOSFOr+1znpGAEgohhDQ+eTnZem2fU9LZvn27ruMghBDSABgaGeu1fU5JZ8KECbqOgxBCSAPg6dNJr+3rdgoBQohawwMD0NXLXaOv69eu1He4hKMnKcno6uWO5Ys+r3Vbu7Zulv9N3Ll1Q2WdqNs38emH0zHwNT/08m2LoMH9sXnDtygpKVFZPy83F9+t+xJBg/qhl29bBPr7Yf6cWXj0ULqUzM0r55X22bNnD3r27AlTU1OYmJigS5cu1c4CUx3Oz3QIIdoZ8+4EFOTnqy2Pe/gAYSePQyQyhoNDszqMjDREcbEP8MuP30MkMkZxcZHKOmGnjmPRZx+Dz+OhT/9A2Ng2wa2b17Ft80ZEXL2MjVt2Qig0lNfPzXmGSe+ORlJiArx8OsK/T39kPs1A2KnjuBR+Dhu37FI6xty5c/H111/D3t4e48aNg4GBAY4cOYKJEyciKioK69at0+q8KOkQUkfefm+i2rLcnGeYMHYkAOB/K75EsxYt6yos0gCJy8uxbNHncG/jiZaOzjj2zyGlOiUlJfhqxRdgwODnXfvg2a49AGknr3Uhy/Hn3l/x+64dmDB5mnyfnzd+j6TEBLwz/n189NkC+fY7N29gWvDbWPnFAqz95gf59oiICHz99ddo1aoVrly5AmtrawBAYWEh+vTpg/Xr1yMoKAjdu3fX+Nzo9hoh9UwsFmPhpx8hNSUZ4ydNQ7/AN5TqZGdl4ZuvVslviQx8zQ/zPpmJuFjl0ePDAwMwPDAA+Xl5WLtqGYb0fw09OrTBP6EH5HXOn/kPM95/F327d4R/5/YYFzQEe3Zug1gs1jjux4kJWL54Hoa/3ge9fNtiQM/OGBc0BF9/tVKpd2thYQG2bPoB40a+Cf8uXujbvSPee2sofvrhG4jLyxXq3rpxHZ98MBkDenbGa53aYfSQQPy88TuUqFjlt6uXO2ZMHIeM9DQsXfgZ3gjojm7eHgq3J29EXMXcWVMVbj/99P3XKttT58x/J7D4848RNKifPP6pE97G6ZPHFOr9E3oAI17vAwD49++/ON8y3f7LJsTHxWLx8tXgq5lI+c7NSDzLzkbvvv3lCQeQDmOZ/uEnAIC//vhd4XdxLuwUeDwepsycrdCWV4eO6NW7L+LjHiqs2HzokDTZffLJJ/KEA0hXZl60aBEA4KefftL4vAC60iGk3n2//ktEXLmE7j39MWP2HKXy5KREzJj4LjLS09C1Ry/49x2AZ9lZCDt1HFcuhGPDlp1o791BYZ+ysjLMnPweioqK8FpAP/AFfFjb2AIA9uzchu/WrYa5hSUCBw2BkcgY58/8h+/WrcbNyAh89e3GGudUfJqRjvffDkJxcTF6+gdgQOAgFBcXI+lxAg7s3YPZc+dDIJC+vWRnZWHGxHeQEP8IHm08ETT6HUgkEiTGP8Lubb9g3IRJMDMwAAD8d/wo/jfvExgIhegfOAjW1ja4cikcW3/agMsXz2PTtt9gaGioEEtuTg4mvzsa5hYWGPDGYJSVlsLk+UJkB/b9hrWrlsHMzBy9AvrCytoaMXejsP2XTbh+7Qp+3LYbBhrMNfbjt+thYGAAn46dYNOkKXKeZeP8mf+wYM6HmDv/fxg9TrqopEcbT4x5dwL2/boT7q3boHffAfI2HJo1r/E4AHAv+i62/7IJU2d+BFc3d7X1sjKfAgCaNW+hVGZmbg5zcwukPklBSvJjtGjpJN0nKxMWllYwNjZR2kfWzrn/jmPIsOEApAteAoCLi4tSfdm26iYGUIWSDiH16Mjff2HfrzvRwtEJK9Z8o3J5kGULP0dW5lN899M2dOv5mnz7+1M/wISxI7B66WL8dvAfhX2yMp/CvXUb/LxrH4yMjOTbk5MSseHbtbCytsHOfX/Bzt4BADBj9ieYNSUYZ0+fxNF/DmHQkOHVxh128jjy8/PwybxFGPtusEJZbm6OPOEAwJpVS5AQ/wjBU2YoJdWszEyIjKVddAsK8hGybBH4fD627N4P99ZtpLF9NBf/mzcHp479i1+3/4JJ02cptBH38AHeHB6EhUtXgc/ny7c/iovF+i9XopVHa2zcsgsWllbysp1bNuPH79Zh/57dGDdhUrXnCgDf/PgLmrd0VNhWVFSIKe+OweaN32LoyLdgJBLBo01bjDUzx75fd8KjtSemfDBbTYuqlZWVYtmiz+DR2hPvTZxSbV1LK+mVx5OUZKWygvx85OVJl51+nJAgTzqWllZ4lp2FoqJCpcQjayc9PV2+zdZW+kElPj5e6RiybcnJySgqUv3MSRW6vUZIPYm5ewdfLv8fjI1NsPa7TTAzN1eqcz/mLm7fjMSgoSMUEg4AODq7YHjQGDyMva/yNtusTz5XSDgAcPzfw6gQizFuwvvyhAMAQqEhZn3yGQDg30MHNT4HQ0MjpW0WFpby77Myn+LMqRNo0dIRU2Z8qFTXxtZWnqDOhf2Hgvx8DBkxSp5wAIDH4+HDOZ+DLxCojM3AwEBaXinhAMBff+xFhViMuQu+UEg4APDe+1NgZW2NE0cUk7U6VRMOABgbm2DwsJEoyM9HdNRtjdqpyc8bvkNSYgL+t+JLpfOpyrujL0xMTXH29Cncj7mrULZ547fy7/Pz8+Tfd+/lD4lEgi2bflCoH3X7JsLPhQEAePwXHxjeeEN6q/fbb79FTk6OfHtRURFWr14t/zk3N1ezEwRd6RBSL7IyM/H5Rx+grKwMX37zNVxbqb6NEnX7JgAgOysTv/z4vVJ5Qnyc/F839xdLrxsaGqKVR2ul+g/uRQMAfLt0VSrz8ukIQ0NDPLgXU2P8vQL64sfv1mNtyDJEXLmEbj1fg29nP6U355i7d8CyLDr5dYPg+S00dR7EPI+ts3Js9g7N0LxFSzxOiEdhYYH89hkANGveUv6pv7K7z1+7KxfOI+LKJaVygcAAifGPajxXQHqLcNfWzbgUfhapqU9QWqU78tOnGRq1U507N2/gt51bMXnGhwq/S3WMjU3w8WcLsWrJQkx+dzT6Dngd1rZNcOdmJO5FR8HZxRUJ8Y8Urp6nzvwIly+cx287tuLOrZto790BWU8zcPrkMbi4tsLDB/dQXlYqr+/v74/33nsPu3fvRtu2bTF06FB57zWxWAwLCwvk5uZqtYBng046165dw5IlS3Dx4kX5ctVz5szB6NGjObX37NkztG/fHk+ePEFgYCCOHTtW806E6Ji4vBwL5n6IjPQ0vD9tJgL6DVRbN+/5J8gL587gwrkzautVfShuZW2j8rlMYUEhAMif71TGMAysbWyRkZGuVFZVs+YtsPW3P/DLpu9x8fxZnDp+BADg7OKKqTM/lneGkHURb9LUrsY2CwsLnsdmo7Lc1raJNOkUKCYddfVln763/7KpxmNXJzc3BxPfHom01Cfw7tgJXbr1hKmZGfh8Ph7ci8G5sFMoLyur1THEYjGWLf4crTxaY8KkaTXv8NzQkW/BtklT7N7+C86F/YcKSQXatvPChi27sHvbz0iIfwQr6xevj529A7b/fgC//Pg9LoWfQ/Sd27Czt8fUmR/BoXkLLP7sY6Wr4x07dqBz587YunUrduzYAZFIhMDAQKxZswbt2rWDQCBQ6GRQE42SzuPHjzVuUBVHR+VL05qEhYUhMDAQRkZGGDt2LMzMzHDgwAGMGTMGSUlJmDt3rtZtzpo1S6vLQEL0Yd3q5bgVGYFevftg6syPqq0re3P9dMEXeOud9zQ+hrqOACam0vv42VmZSg+2WZZFdlamwht6ddzcPfDl1xsgLi9HTHQULoWfw/7fdmHRZx/BtmlT+HTsBNPntwyfapDIZMfNzspSWZ6Vmfn8HBTjU3uuz9s7ffmGxuekyt8H/0Ba6hNMm/Ux3p82U6Fs55bNOBd2inPbMsVFRUhKTAAA9PRtq7LO5HelH7bXfPsjevd70UGhx2u90eO13kr1ly78DDweD2082ylsb2pnj0XLQpTqy66kXdzcFLbzeDzMnj0bs2crPp9KSEhAQUEBfH19YVDDVWxlGiUdZ2dnziuEMgyjVTdMQJr1p0yZAh6Ph3PnzqFDhw4ApEsk+Pn5YeHChRg1ahScnJw0bvPAgQPYs2cPNmzYgFmzZtW8AyF68Ncfe/HXH3vh5OyKZV+ur/H/VTtvHwDAnVs3tEo66ni0aYsz/51E5LUraOflo1AWdfsmSktL4dXBV6s2BQYG8PLpCC+fjmjh6IRlCz9D+Nkw+HTsBM+2XuDxeLh+9TLE5eXV3mLz8JS+2UZGXEH/1wcplKWnpSI5+TGat2ipcQJp7+2D+zF3EXXrJrr26KXVOVWWkiT90O3fp79S2c3Ia0rbZM9iKiQSjY9hIBRi6Mi3VJbduH4NSYkJeC2gH6ysreHQvOZecLduXEdqSjJ6vNYbpmZmNdavqKjAyaP/gi8Q4N33p2sU82+//QYAGDt2rEb1ZbTqSMCyLKcvbZ0+fRpxcXF455135AkHACwsLLBw4UKUlZVh586dGrf39OlTzJgxA++99x4GDx6sdTyE6MLtm5FYv3o5TExNsea7H2FqWvObQTsvH7Tz9sGJo//g5LF/lcolEgkitRj/ETh4CPgCAfbs2q5w9VFeXoaN36wFAAweNrLGdmLuRqGgQHl2hews6dWIrFuzja0t+vQPRHLSY6WH19L6WfIPpf59+sHUzAz/hB6QT8kCSN93Nny9BhVisUaxyQSNGQe+QID1q1cgLfWJUnl+Xp7SA3hV7J9fEd66EaGw/fi/f+Pi+bNK9c3MzcEwDDLSUjWO1cjICIuWhaj88vbpCACYMHkaFi0LgUebF1dCqn4HTzPSEbJkIfgCAabN+kShTFxerjQ9jkQiwffrvkRiwiOMfvs9PH6o+EwvLy8PVZ0/fx6rV6+Gk5MTpk/XLEnJ1OqZTk2f0rgufyBbAnvgQOV73YGBgQCAs2eVf9nqTJ8+HXw+H9999x3dXiP1orCwAPM/mSV9NtnBV2UCqcy3S1d0ev6wf+VX3+CDSe9h8WcfY+/uHWjt2Q6GRkZIT32CO7duSMeMXK/5zRMAWrR0wqyPP8N361ZjXNAQ9A98A0YiEcLPhCEx4RH8+/THG28Oq7Gdo/+EIvSPvejQqQtatHSEiYkp4h89xMXzZ2FuYYk3hwfJ636+eCniHj7A9l824WL4WXTy6w6wLB4nxuPKxXAcPXMZZubmMDU1w8Ilq/C/eZ/g/XdGof/rg2BlZY2rly/iXnQU2nl5490auhFX5ubugc8XLcWalUsweshAdH+tN1q0dERRYSFSkpNwI+IqBg8biflfrKi2nTfeHIbd237G+tUrcP3qFdg3a4bY+/cQceUSAvoPxJlTJxTqGxuboG17L9y4fg1LFnyKlo5O4PF4eGPIcI3H6mhq/2+7cOyfv+Hj2wlW1jZIT0vFubBTKC0pwaJlIWjTVvHWWlZWJt4eMQhdu/dCsxYtUF5ejisXziMh/hF6+gfgg4/n4k6EYqeLUaNGobi4GN7e3jA3N8edO3dw9OhRWFtbIzQ0FGYaXElVplHS8ff3V0owRUVFuHZNemlpZmYGt+f3AR89eoS8vDwwDAMfHx+1S1hXRzYi1t1duUePvb09TE1NFUbNVufXX3/FwYMHERoaCisrK0o6pF7k5uTIB/NFXrtS49XJZECedJq1aIld+w9hz65tOHf6FP45dAB8Hh82TZqgY6cu6Dvwda1ieWfC+2jh6ITfd23D0X8OQVxeDkcnF3z06QKMHjdeo1vpA994E2Wlpbh9IxLRd26jrLwMTe3sMXL0O3h34mTYV5o7ztLKGlt/+wO/7diK0yeO4s/fd0NoaIhmzVtg/KRpEIlE8rr9At+Ata0tdm7ZjDOnTqCkpBgOzVvg/WkzMf79qUoDQ2syfNQYeLTxxJ5d23DzegTCz4TB1MwUdvbNMPa9iRg8dESNbdjZO2DT9t+w4es1uHb5IsQVYrTxbIfvN29HelqqUtIBgKUh6/DNmlW4cDYMBQX5YFkWPr6ddZ50vDv44kbEVZw/cxr5eXmwsLREj9cCMP79KWhd5VkOAJiamcG/T3/cvnEdF86FgS8QwK2VBxYuXYUhI0aBx+Ohib1ijMOHD8eOHTvw22+/obi4GC1btsSHH36IBQsWwM6u5g4iVTEsh8sRsViM/v374/z585g/fz7+97//yXs8lJaWYsWKFQgJCUGnTp1w/vx5pd4QNRk4cCBOnjyJ2NhYtGrVSqm8efPmKCgoqDGBPHnyBO3bt8frr7+OPXv2AJA+/HJxcdFL77VOnTohMjISvr6+uH79usb7FRSXIDpOeYAXIYTUtWdZT9GiRQu0c9Nu/j9N3/84DQ79+uuvce7cOXh6emLVqlUKScXQ0BArV65E27ZtERkZibVr13I5hE5MnjwZBgYG+P575fENhBBClD26r9mtWq44JZ1du3aBYRg0r6YXRfPmzcGyLH7//Xet27ewsACgfpRrXl6evI46O3fuxNGjR7Fx40b5VA6EEELqF6ek8+iRdBRvREQEnj59qlSekZEhf96TkJCgdfuyZzmqntukpaWhoKBA5fOeym7ckC549NZbb4FhGPmXbJK648ePg2EYhd5xhBDyqvNo51NzpVrg1HvN1NQUpaWlyMnJQa9evfDpp5/Cy8sLABAVFYX169fL5+kxNdV+UFbv3r2xevVqnDhxQqkP+PHjx+V1qtO9e3cUFBQobS8oKMC+ffvQokULBAYGchq4SgghjVVmehrs7e311j6npBMQEIA///wTDMMgNjZWqZ+2rG8CwzDo06eP1u3369cPrq6u2LNnD2bPni2/GsnNzUVISAiEQiHGjx8vr5+amorc3Fw4ODjIb7uNGTMGY8aMUWo7ISEB+/btQ7t27bBlyxatYyOEkMYsO7Pm2SNqg9PttWXLlsm7OTIMozQYVNbl0sjICEuWLNG6fYFAgC1btkAikcDf3x9Tp07F3Llz4ePjgwcPHiAkJATOzs7y+gsWLICnpyf++usvLqdDCCHkOb5Av1Nycko6np6e+Pvvv2Fra6twVSNLNizLwtbWFocOHULbtqrnEapJnz59EB4ejp49e2Lfvn3YtGkT7OzssHfvXk7zrhFCCKlZBz/uUwZpgnNK69evH+7fv4+tW7fi1KlTSExMBCCd3LN///6YNGkSrKysamilen5+fjh69GiN9Xbs2IEdO3Zo1KazszPnmRIIIaSxu3H5PHqpmGdOV2p1HWVpaYm5c+fSlQchhDQSEkmFXtvX2cqhLMtqtWQpIYSQhsemqUPNlWqhVlc6aWlpWL16NQ4fPoykpCSwLAuxWIzNmzcjPT0dAoEACxcu1FWshBBC9MzKpole2+ecdC5fvoyhQ4ciKytLoTMBAKSkpGDlypVgGAY9evRAQECAToIlhBCiXw9jbqNZM/1d7XC6vZadnY2RI0ci8/lKflVnpR01apT8+yNHjtQiPEIIIY0Jp6SzYcMGpKWlKYzRqczb21s+39nly5drHyUhhJA64dbGS6/tc0o6hw8fln+/Z88eDB8+XKlO27ZtwbIsHj58yDk4QgghdSv3WaZe2+eUdGJjY8EwDDp37oyxY8fK1wSvTLZ4W3Z2dq0CJIQQUncy0zVfZpsLTkmnuLgYAKpdNU424SePp7Ne2YQQQvSMYfT7ns2pdWtra7Asi/v376ssz8/PR2RkJADAxsaGe3SEEELqlG93f722zynp+PhI11t4+PAh1q5dC7FYLC9LT09HcHAwCgoKaL0aQgh5ydy6ekGv7XMapzN8+HCcOHECADB//nyFMtmKoTIjRoyoRXiEEELqklhcrtf2OV3pBAcHK6zcWXk5A4lEAkA6dsfd3R3jxo3TQZiEEELqgpVNU722zynpGBkZITQ0FM2aNVNIOMCL9XXs7Oxw8OBBGBoa6ixYQggh+tXEoble2+fcTcHT0xN37tzBokWL0LZtW4hEIohEIrRt2xYLFixAVFQU57V0CCGE1I8HUTf02j6npBMVFQVAOhZnxYoVuHPnDgoKClBQUIA7d+5g1apVsLa2BgB88MEHuouWEELIS41T0gkMDJQv2ladadOmYfPmzVwOAQC4du0aBg0aBEtLS5iYmKBbt27Yv3+/RvuyLIujR49ixowZ8Pb2hoWFBYyNjeHj44OQkBCUlJRwjosQQhorFw/93qHi1HstNTUVAwYMQHh4OJo2VX7oxLIspk6diq1btypNBqqpsLAwBAYGwsjICGPHjoWZmRkOHDiAMWPGICkpqcaF40pLSzFo0CAYGhoiICAAgYGBKCkpwfHjx7Fo0SKEhobizJkzMDY25hQfIYQ0RoX5eXptn/Mznbi4OAQGBiIvTznASZMmYdu2bZyDEovFmDJlCng8Hs6dO4eff/4Z69evx61bt+Dh4YGFCxfWeKXF5/OxcuVKpKam4tixY1i7di1++OEH3L17F0OGDMG1a9ewceNGzjESQkhjlJGarNf2OSUd2dXL7du3MWTIEIVbVcHBwdixY4f8Z9mzHW2cPn0acXFxeOeddxQGl1pYWGDhwoUoKyvDzp07q23DwMAAixYtgpWVldL2BQsWAADOnj2rdWyEEEK445R0fvzxR/n34eHheOutt1BWVoZ3330Xu3btUug2HRYWpnX7Z86cAQAMHDhQqSwwMBBA7RKGgYEBAEAgqNXCqYQQ0ujoexocTu+606ZNQ3l5OWbPng2GYXDkyBG4ubnhyZMnAKTPdBwdHXHq1Cm0atVK6/ZjY2MBQGEAqoy9vT1MTU3ldbiQ3fpTldQIIeRVFhV5Fd169dZb+5yf6cyaNQtff/21fMqblJQU+fetWrXC+fPnOSUcAMjNzQUgvZ2mirm5ubyOto4ePYrNmzfD09MTkyZN4tQGIYQ0VmWl+u3ZW6s5rD/++GOsXbtWYVYCLy8vhIeHo+X/27v3uKjK/A/gnxkYrsP9oljCgCIVUogImAqSy8WszKUk/SGaZq5m5eW1ahmi5abu2prtmpd0kUwzTbe8cVFRzBsiZmKpoXJRxExBcGAYhpnn9wfLicPMADPMRfD7fr3m9fI85znPeZhT5zvnPLfevQ1SQUPKz89HYmIinJycsHPnTpotgRBCWnFyMe7KAB16vTZ58uQ293t4eOD333+HQCCARCLhTQIqEAiwadMmnSrV/ISj7WmmpqZGrYNAe86ePYvY2FgIhUJkZWUhMDBQp+MJIeRR4NVbYtTyOxR0Nm/e3KHxNowx7Nu3j7etT9BpbsspKirCwIEDeftu374NqVSKsLCwDpd39uxZxMTEQKVSITs7G4MGDdKpPoQQ8qi4fKEAniPijFa+wZaIEwgEeg8EbS0qqqkRq3n5hJaysrJ4edrTHHCUSiUyMzMRHh5ukDoSQgjRXYeDDmNM54++RowYAT8/P2zbtg3nz5/n0qurq/Hxxx/DysoKycnJXHpFRQUuX76s9jquoKAAMTExaGxsREZGBgYPHqx3nQgh5FHg0/cJo5bfoddr+oy16QxLS0ts3LgRcXFxiIyM5E2DU1paipUrV0IikXD533vvPaSnpyMtLQ2TJk0CAFRWViImJgb3799HfHw8Dh48iIMHD/LO4+zsjFmzZpnuDyOEkIecvF5m1PI7FHQ6+irLkKKjo3H8+HGkpqbim2++gUKhQFBQEFasWIHExMR2j6+pqUFVVRUAIDMzE5mZmWp5fHx8KOgQQkgLt2+Wol+A8Z52Huoh+WFhYcjIyGg33+bNm3lT7wCARCLp1Cs+QgjR1Refu2Lj2qapv6xtVNi1vxQenkqNeW+VW2JMvAQA8Pl/yjFwkHGfMB4WnQ46SqUSd+/ehVwu15rH29u7s6chhJAuRV4vxMa1rngv9XdzV0UnwWFDjVq+3kEnPz8fKSkpyM3NRUNDg9Z8AoEAjY2N+p6GEEK6rL3fOeL/Jt6Ht0Rh7qp02OXCcwh7dpjRytery3ReXh6ioqJw8OBByOVyo/ViI4SQrqhHTwX69pND2SjA558Zd4S/odXL6oxavl5POosXL0Z9fT1vbE7r4NI80zQhhDxqhEJgxrv3MOetXjhyUIyfC60RGKS9CUKbn360we5vnHD+nA0q71lAZMXgI1Eg+k9SvDKuGnZ22u+xuTn2+GarE65csoayUYDHeisQP+oBxk24j7QvmtqeQkJlWJtWzjvOwUm32V50pVfQOXXqFBdUrKysEBAQACcnJ1hYWBi6foQQ0iUNiaxDSKgM587aYs2nbvh8060OH6tSAav+7o4dW525NDs7FeplQvxy0Qa/XLTBvu8csXr9LXj1Um++WL3SDdvS/wgeDg5KFF+3wr9XuePEMXs8E6K900JvX/XZ/Q1Jr6DT3Ibj5OSEvLw89OvXz6CVIoSQ7mDGrLt4I6k3Cs7Y4dRxOwwe2rFXVxvWuGLHVme4uDbijemViBkphZOTCo0K4Kfztlj9DzdcuWSD+bN6YvP2mxC2aCjJzhBzASfu+QeYOecuPHsoIZcLkLHXAf9c7o5rRVZaz/3L+TOIfNimwWkOMuHh4RRwCCFEi6Bn5Bg+QgoA+Hy1GzrS4nCr3BJfbnKBtY0Kn224hVdeq4GTkwoAYCkCBg5qeiXm2UOBK5ds8MMRe+5YxoD1/27qsh02uA5Llv8Gzx5NXbatrRlefqUG8z74HTU15nsrpVfQSUpKAmMMRUVF1G5DCCFtmP7OPVhYMPx62RrZB8Tt5t//vSOUSgEGD6lDvwDNPYPt7RminqsFAJw+acel/3rZCjfLmp5iJk2tgqbpMEeNfoCeXtp70z2Ur9feeecdbN++HT/++COmTZuGf/zjH1oXXCOEkEeZxE+BF16uwfe7nLD+324YESuFpUh7/gs/2gAA8k7aYeRwidZ8srqmZ4aKW3/cxq9calojzNKS4elgze02AgEwIFSGjL2aK6FUGneIi15BJz4+HgqFAowxbNq0CVu3bkXfvn3h5qbeNVAgEODw4cOdrighhHRVb0yvROZ+B5TfFGH3DieM/T/tKx///nvTqy+ZTAiZrP2XUfL6P/JUVTYd6+SshKiNwKZtlgQAuFVWjL7+xms20SvoHD16lOsuzRiDTCZDYWGh2tIGLVcUJYSQR5VnDyXGjqvGljQX/GeDC14YU6M1r0rZdM9MnlyFt2bf0+t8D/Ntt9Pr6TQHHwouhBCiXfKUKjg6KlFVaYlt6c5a87m5Nz2FVFTo/kzg4tp07P0qCyjamATh9zvaOxIEhRp3CRi9g44x19MhhJDuxtFJheQpTTPfb013wf0qzTf+pwc0tcXkn7aDXK7bj/mAJ5sGoDY2CnDhvK3GPIwB5ws07wOAa5cu6nROXen1eq24uNjQ9SCEkG7v1fHV2LHNCXd+E+E/61015nlxTA22pDUFpS/WuGLmHO2v2BQKQKEQcDMT9HuiAY97N+BmmRW+3OSMkFCZ2qu2jH0OqLilvcGnrvaB7n+YDvR60vHx8dHpQwghBLCxYZg6oxIA8MNRe415Hu/diMlvNuXZkuaCxe978gZzNjY2dY3euNYFCc/74NfL1tw+gQB483/lnz5hjyULPblXaXK5AHt2O2D5hx5wdNTekcBe7Ni5P7IdD/V6OoQQ0t2MGv0AWze7oKRY+6wAU/5SBaVSgLQNLsjY64iMvY6wtlHBxoZB+kAIpfKPx5fWTzJxo6T45eJ9bP/KGRl7HZG5zwEODirU1QnR2ChAaHgdAoPqkb7RFVbWKrVz+wU8ZbC/VZNOB526ujpcvXoV1dXVWttxIiMjO3saQgjpFiwsgOnv3sP8WV5a8wgEwLSZlfhTnBS7vnFEQb4d7ty2hFQqhIOjCt4+DXh6QD2GP1eLoOB6teNnz7+LAaEybsLPBoUAEr8GjHzxAV5Luo/VK90BAGIH9aBTWHDaqNPg6B10ysvL8fbbb2P//v1trpfTmfV08vPzkZqaipMnT3LLVc+ZMwdjx47tcBlyuRwrVqzAli1bcOPGDbi6uuKFF17A0qVL4enpqVe9CCFEk6kzKrnXZ20ZPqIWeYVX283Xx78B8z64q1ddho+oxfARtRr3Xf656ZWcXx/ta6EZi15BRyqVYujQoSgrKzNaL7UjR44gLi4ONjY2eO211+Dg4IBdu3YhMTERN27cwNy5c9stQ6VSYfTo0cjKykJERAQSEhJQVFSEjRs34vDhwzh9+jQ8PDyMUn9CCHkYncu34Xq2aZqA9DEfP6OeX6+OBGvXrkVpaSm33XqcTmfH7TQ2NmLq1KkQCoU4duwYNmzYgE8++QQ//fQT+vXrh/fff593fm3S09ORlZWFcePG4eTJk1i+fDl27dqFzz//HNevX8cHH3ygdx0JIeRh9fel7tj3nQPu3bXgJhl9UCPE7h2O+Ou7Ta/1QsPr8FR/9TV+BIJOD99sk16l79+/n/v3s88+yz3tSCQSxMbGckHn1VdfRXJyss7l5+Tk4Nq1axg/fjyCg4O5dCcnJ7z//vtoaGhAenp6u+V88cUXAIBly5bxguC0adPg5+eHrVu3QibTvq4EIYR0RRfO2+KjlB54PtoXkaF+iBnii5ihvljxkSekDyzg20eO1L/9pvHYmyXtv/brDL2CzuXLlwEAbm5uOHLkCJceGhqKzMxM7Ny5EyqVCmVlZVi/fr3O5R89ehQAEBsbq7YvLq6pgSs3N7fNMurr65GXl4eAgAC1btsCgQAxMTGora3F2bNnda4fIYQ8zN586x5eeLkGvn3ksLVjqK1r6oAQHCLDrHm/Y/PXN7klD0xNrzad+/fvQyAQ4JlnnoGoxaxyzU88Y8aMQUhICM6cOYNly5YhNTVVp/KLiooAAP7+6lNs9+zZE2KxmMujzbVr16BSqTSW0bLsoqIiDBs2TKf6GRpNIEQIMaTI6DpERndswbjWAgeEGbg2fHoFHUtLSygUCjg4OAAArKysoFAoUFn5R6+Nnj17gjGGr7/+WuegU13dNAOrtuUSHB0duTydKaNlPnOys7GGq5MY9XLT9yQhhJCWrl8uRKD/n4xWvl5Bx8XFBTKZDLW1Td3xnJ2dcefOHeTl5aG8vBzW1tbIy8sDAJSVlRmutt2UQCBA3949zV0NQghBYf4JuDk7GK18vdp0PD09wRhDVVXT5HXNS1bLZDL4+/tDIpFwTz22ttonltOm+elE21NITU1Nu4vGdaSMlvkIIYQY/56oV9AJCgoCAPz6669gjCEmJobbV19fj7q6Om4tHX1mI2jZ3tLa7du3IZVKtbbVNPPz84NQKNTa9tNWuxEhhDyqRowYYdTy9Qo6oaGhsLOzg1KpRGFhIWbMmAEPDw8u0DR3T7axscGSJUt0Lj8qKgoAkJ2drbYvKyuLl0cbW1tbhIWF4cqVK2pjehhjOHjwIOzt7REaGqpz/QghpLvavXu3UcsXMANNKXDlyhXMnTsXx48fh0KhQEREBJYvX45BgwbpXFZjYyMCAgJQXl6O06dPc2N1qqurERYWhpKSEly5cgUSiQQAUFFRgerqanh5efEeDdPS0jB58mSMGzcOW7du5YLhunXrMH36dLz55pt6denWxtXVFVVVVbC1tcWTTz5psHIJIcRUKisr4eqqedmFtly6dAkymQwuLi68TmVq2EMqJyeHiUQi5uDgwKZOncrmzJnDfHx8GAC2cuVKXt6JEycyACwtLY2XrlQqWVxcHAPAIiIi2Pz581lCQgITCATM19eX3blzx6B1trW1ZQDoQx/60OeR/dja2rZ5nzT60gZ79+7Fiy++qPNx0dHROH78OFJTU/HNN99wE36uWLECiYmJHSpDKBTi+++/x/Lly7FlyxasWrUKrq6umDJlCpYuXWrwedc8PT1x584d2NjYwNfXt8PHNf9CoCek7oOuafdC17N9xcXFqK+vb3ciZYO9XmvtwIEDWLx4MQoKCqBUmmfka1cxcOBAnDt3DiEhISgoKDB3dYgB0DXtXuh6Go5OTzo3btzAwYMHcffuXfTq1Qvx8fFwd3fn5Tl06BBSUlJw5swZrmMBIYQQAugQdD777DPMmzcPCoWCS7O1tcW6deuQlJSE6upqTJo0CXv27AEAoy15QAghpOvqUNApKCjA7Nmz1QJJXV0dJk+ejKCgIEybNg35+fm8btOMMVha0orYhBBCmnRonM6GDRvUxuAATdO3KJVKjB07FmfOnOHSGGOwsLDA66+/zs1ITQghhHToMeTUqVNcsHFyckJkZCQYY8jNzcWDBw+40f2MMQiFQiQnJyMlJQV+fsZdgY4QQkjX0qGg07wstVgsxoULF/D4448DAEpLSxEYGAiZTAbGGHx9fbFr1y7ewmuEEEJIsw69XpNKpRAIBAgLC+MCDgD4+PggIiKCe/X25ZdfUsAhhBCiVYeCjkqlAgCNUyO4uLhw/w4LM+7iP4QQQro2nbqW1dXVqa2PU1f3x+p0t2/f1thV2tvbW8/qEUII6U50CjoZGRlap3dhjHETcLYkEAjQ2NioV+UIIYR0LzoFnfYGfNKAUP28+eabqKiogJeXl7mrQgyErmn3QtfTcDo095pQKNRrOpvmDgY09xohhBBAhycdeoohhBDSWUabZZoQQghpTa/lqgkhhBB9UNAhhBBiMhR0zCg/Px/PP/88nJ2dYW9vj4iICOzYscPc1XqklJeX49NPP0VsbCy8vb1hZWWFnj17IiEhAXl5eRqPqampwZw5c+Dj4wNra2tIJBL89a9/hVQq1ZhfpVLhX//6F4KCgmBrawsPDw+MGzcO169f11qvrKwsREVFwcHBAY6OjoiOjsbhw4cN8jc/alasWMFNVnz69Gm1/XQ9TazNxayJ0eTk5DCRSMQcHBzY1KlT2Zw5c5iPjw8DwFauXGnu6j0y5s+fzwCwPn36sClTprAFCxawhIQEZmFhwYRCIdu+fTsvv1QqZcHBwQwAi42NZfPnz2exsbEMABs0aBCTyWRq53jjjTcYABYYGMjmzZvHkpKSmJWVFXN1dWW//vqrWv4tW7YwAMzDw4PNnDmTzZw5k3l4eDCBQMB27txptO+iOyosLGTW1tbM3t6eAWCnTp3i7afraXoUdMxAoVCwPn36MGtra/bjjz9y6ffv32f9+vVjVlZWrKSkxHwVfITs2rWLHT16VC392LFjTCQSMRcXF1ZfX8+lL1q0iAFg8+fP5+VvDl4ff/wxLz0nJ4cBYJGRkUwul3PpBw4c4G50LVVWVjJnZ2fm7u7Obty4waXfuHGDubu7M3d3d1ZTU9Opv/lR0dDQwEJCQlh4eDhLSkrSGHToepoeBR0zyMrKYgDY66+/rrZv8+bNDABbsmSJGWpGWmr+xZufn88YY0ylUrFevXoxsVjMpFIpL69UKmVisZj5+fnx0seNG8cAsNzcXLXyhw8fzgCw0tJSLm39+vVar//ixYsZAJaenm6IP6/bS01NZdbW1uznn39mEydOVAs6dD3Ng9p0zODo0aMAgNjYWLV9cXFxAIDc3FxTVoloIBKJAIBb/baoqAi3bt3CkCFDYG9vz8trb2+PIUOG4Pr167hx4waXfvToUW5fa5quNf23YRjnzp3D3/72N6SmpuKpp57SmIeup3lQ0DGD5kXv/P391fb17NkTYrGYy0PMo6ysDIcOHYKXlxeCgoIAtH3dWqY356utrUVFRQV8fX1hYWHRbv72zqEpP1Enl8uRnJyM4OBgzJs3T2s+up7modPca8QwqqurATStwqqJo6Mjl4eYnkKhwIQJEyCXy7FixQruBtOR69Yyn6752ztGU36ibtGiRSgqKkJBQYHG4NCMrqd50JMOIS2oVCpMmjQJx44dw9SpUzFhwgRzV4no4NSpU1i5ciU++OAD9O/f39zVIRpQ0DGD5l892n7h1NTUaP01RYxHpVJh8uTJ2LZtG5KSkrBu3Tre/o5ct5b5dM3f3jGa8pM/NDY2YuLEiXj66aexYMGCdvPT9TQPCjpm0Na73Nu3b0MqlWp9z0yMQ6VS4fXXX0d6ejrGjRuHzZs3Qyjk/+/R3jv41u/v7e3t4eXlheLiYo0zrWt639/WOdprg3jUSaVSFBUV4fz587CysuIGhAoEAqSnpwMABg8eDIFAgO+++46up5lQ0DGDqKgoAEB2drbavqysLF4eYnzNAefLL79EYmIitmzZorWhuFevXjhx4gRqa2t5+2pra3HixAn4+vqid+/eXHpUVBS3r7Xmax0ZGcnLD9B/G/qwtrbGlClTNH6ab+wvvfQSpkyZAolEQtfTXMzdZ/tRpFAomJ+fX5uDQ4uLi81Wv0eJUqnkxnC8+uqrTKFQtJnfFIMJnZycaDChgWkap8MYXU9zoKBjJjQNzsMhNTWVAWBisZgtXLiQpaamqn1a/jCQSqXsmWee4W4wCxYs4E2bUldXp3aO1tOmTJgwgZs25cqVK2r525o2ZceOHcb8OrotbUGHrqfpUdAxo7y8PBYfH88cHR2Zra0tCwsLU5vrixhX882orU9aWhrvmPv377NZs2ax3r17M5FIxLy9vdncuXO1/mJVKpVs9erVLDAwkFlbWzM3NzeWmJjIrl69qrVeGRkZbNiwYcze3p6JxWIWFRXFDh48aMg//ZGiLegwRtfT1GgRN0IIISZDHQkIIYSYDAUdQgghJkNBhxBCiMlQ0CGEEGIyFHQIIYSYDAUdQgghJkNBhxBCiMlQ0CGEEGIyFHQIIYSYDAUd0u1UVFRg2bJlGDlyJLy9vSEWiyESieDs7Iz+/ftj7Nix+Oyzz1BWVmbuqpqMRCLhTfXf/BEKhXBwcMATTzyBCRMm4PDhw+auqpqSkhJenYcPH27uKpFOoGlwSLfR0NCAhQsXYvXq1VAoFO3mFwgEUCgUbS5p3F1IJBKUlpZ2KO/s2bPxz3/+08g16riSkhL4+vpy21FRUTh69Kj5KkQ6xdLcFSDEEOrr6xEfH4/c3FxeupWVFQYMGIAePXpAJpPh2rVruH79OgCANU14a47qml1kZCQ8PDxQU1ODs2fPoqqqitu3atUqvPLKK3j22WfNWEPSXVHQId3CzJkz1QLOnDlzkJKSAmdnZ156RUUFtm/fjk8//dR0FXzILFmyhHtNVV1djZCQEC4YA8CBAwco6BCjoDYd0uVdvHgRaWlpvLSUlBR88sknagEHALy8vDB79mxcvXoVlpbqv7sYY9i3bx/Gjh0LiUQCW1tb2NnZISAgANOnT8fly5c11mP48OG8toeSkhLk5ORg1KhRcHV1hY2NDQIDA7Fq1SqtT1j6nrsznJyc8MILL/DS7t69q5bvq6++wtSpUxEeHg5vb284ODhAJBLBzc0NgwcPxqJFi/Dbb79pPEfL70UikUClUmHjxo2IiIiAWCyGWCzGsGHDkJGRoXP99+7dC2tra658R0dH5OTk6FwOMRGzLapAiIEsXLiQt/6Nh4cHk8lkepVVU1PDRo4c2eb6OiKRiK1bt07t2KioKF6+5ORkrWW8++67Bj13e5oXCGz+HDlyhLf/7bff5u1fsmSJWhmBgYHtrj3k6urKW/SuWcs8PXr04BZKa/0RCARs9+7dvGOLi4t5eaKiorh9u3fvZiKRiNvn7u7O8vPzdf5+iOlQ0CFdXnR0NO+m9Nprr+ld1qhRo9QCWHx8PIuOjmZWVla8m+OBAwd4x7YOOvjfiqTPPfcc69u3Ly9dKBSysrIyg527PW0FncrKSiaRSHjl//TTT2plBAYGMhsbGxYcHMyee+45Nnr0aBYTE8N69erFKzs4OFjtWE0BxsvLi8XExDB3d3deur+/P+9YbUFn586dzNLSkkvv3bs3u3Tpkk7fCzE9Cjqky3vqqad4N6XW690zxthjjz2m8cY3ceJELs+hQ4d4+1566SUml8u5/VeuXGFisZjb379/f945WgcdHx8fVlJSwhhjTKFQsBEjRvD2p6enG+zc7WkddCIjI1lCQgKLiYlhzs7OvH1Lly7VWMaFCxd4dWqmVCrZ2LFjeWW0vvm3/t7j4+O5paBv377NPD09eftLS0u5YzUFna+//poXcAICAtSCOHk4UUcCQv7nv//9L2/77t27GD9+PC9NJBJx/7548SJKSkogkUg0lrdgwQL4+PgAACwtLfH888/zxsGUl5cb7dztOXbsmFqap6cntm3bhhEjRmg8xtfXF2vWrMH+/ftx6dIlVFZWor6+XmPey5cv44knntB6/lWrVsHW1hYA0KNHD4SHh2Pv3r3c/vLycnh7e2s8trCwEElJSVAqlQCA0NBQZGRkwN3dXev5yMODgg7p8nr06IFffvmF29Y06HPUqFG4d+8eSktLcfbsWY3lFBcX87ZPnjzZ7rmLi4u13vgHDRrE23ZycuJty+Vyo51bH3fu3MH06dORnZ2tVu6dO3cwdOhQFBUVdais6upqrfvEYrFaQGrru2mtsrKS+7ednR327t1LAacLod5rpMtr3bU3JydHbXDo+vXr8e233+Ktt94y6Llra2u17nNzc+NtG3oQalvnbs+RI0fQ0NCAgoIChISEcOlFRUVISEjgniKaffjhh7yAY2lpiSFDhmDMmDFISEjAk08+ycvP2hj/1Pp7AfT/burq6jB+/HjIZDK9jiemR0GHdHmJiYkQCATc9m+//YZVq1bpXE7LUe8AsH37dm4AqbZP667G+jLHuUUiEUJCQrBnzx6IxWIu/dy5c9i0aRMv7w8//MDbPnHiBI4fP47du3fj22+/xbBhwzpVF12Eh4cjOjqa2z5y5AhefPFFCjxdBAUd0uUFBQUhOTmZl/bee+/ho48+0ulG9NJLL/G2U1JS1F57AU3tDWvWrMHbb7+tX4UfsnM/9thjmDt3Li/to48+4r3iav3kaGdnx/371KlT+OqrrwxWn/bY2Nhgz549iIiI4NIOHz6Ml19+WWsbE3l4UNAh3cLatWsxePBgblulUmHRokXw8PDA8OHD8fLLLyMqKgozZszQWkZsbCxiYmK47aKiIvj7+yMsLAyjR49GTEwMfH198fjjj2PmzJkoLCw0WP3NeW4AmDVrFm8g7c2bN/HFF19w2y1v8AAwePBgjBw5EkOGDMHQoUNN/pQhFouRkZGB4OBgLi07Oxtjxoxpsz2ImB8FHdIt2NraIicnBzNmzOC1D9TW1iI3Nxfff/89jh07xrs5Wlpawt/fn1fOt99+i7i4OG5bqVQiPz8fe/bswaFDh1BSUsI73pDMeW5nZ2fMnj2bl7Zs2TLuySElJYXXFiOVSpGZmYmTJ0/C19cXf/nLXwxan45wdnZGdnY2r1NCZmYm/vznP6OhocHk9SEdQ0GHdBs2NjZYs2YNrl69ikWLFiEqKgo9e/aEtbU1rKys4O7ujoEDByI5ORmbNm1CeXk5Fi5cyCvD0dERmZmZ2L9/P8aPH48+ffrAzs4OFhYWcHFxwYABAzBlyhRs374de/bsMWj9zXluoOlpx8XFhdu+desW1q9fD6CpzSk/Px/jx4+Hu7s7RCIRfHx88M477yA/Px+enp4Gr09HeHh44NChQ7w2sQMHDiAhIYECz0OKljYghBBiMvSkQwghxGQo6BBCCDEZCjqEEEJMhoIOIYQQk6GgQwghxGQo6BBCCDEZCjqEEEJMhoIOIYQQk6GgQwghxGQo6BBCCDEZCjqEEEJMhoIOIYQQk/l/zPaXv+XzK38AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 29.09090909090909 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3538 genes\n", + "intersection pct: 0.7076\n", + "precision: 0.0015724456206874184 \n", + "recall: 1.0 \n", + "random precision: 0.0015728901911201826\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 51.77it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.001738965808926596\n", + "Area Under Precision-Recall Curve (AUPRC): 0.001736668534407967\n", + "EPR: 1.618165553046366\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ0AAAIJCAYAAAB+wOBqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAChTklEQVR4nOzdd1xT1/sH8M8NM+wliFZZooKiiIizIC5at9U62qpY67ZL2yrWFuvetrXVorhqXf1Wq7XugQMVq+JCEQEVBEFEZM+Q8/uDXyIxCSSXENbzfr3yKtx7cvJEbZ6ce895DscYYyCEEEK0QFDTARBCCGk4KOkQQgjRGko6hBBCtIaSDiGEEK2hpEMIIURrKOkQQgjRGko6hBBCtIaSDiGEEK2hpEMIIURrKOkQwtPVq1cxbtw4ODk5QSgUwsLCAh07dkRwcDBevXqllRg4juP9kHB0dFT5OT/++KNW3hepv3RrOgBC6qL58+dj6dKlKF9FqrCwEJGRkYiMjMTGjRtx5MgRdOrUqQajJKT2oaRDiJp+/fVXLFmyRPq7kZERfH19kZ6ejuvXrwMAXrx4gYCAANy/fx+NGzeutliGDx8ud+z69etISEiQ/u7m5gZ3d3eV+/T19UWjRo0UnnN1dVU/SELKY4QQlWVnZzNTU1MGgAFgxsbGLDo6Wnp+0aJF0nMA2Mcff6z1GMePHy8TQ3BwcIXtHRwcZNqHhYVpJU7SMNE9HULU8OeffyInJ0f6+8iRI9G6dWvp77Nnz4ZQKJT+vnfvXuTl5Wk1Rm16+fIlFixYgM6dO8PKygp6enowMzODs7MzevfujTlz5uDChQs1HSapRejyGiFqePMD1MfHR+Z3oVAIDw8P/PfffwCA/Px8XL9+HX5+flqLUVvS09Ph7e0tcykPAHJycpCTk4PHjx/j7NmziI+Ph6+vbw1FSWobSjqEqOHBgwcyvzdt2lSuzZvHHjx4UKeSTnBwsNJ7On/99Zf0582bN8skHEdHR7Rt2xZFRUVITk7G48ePUVBQUO3xkrqFkg4hasjMzJT53djYWK7Nm8e0NX1aU1S9HPb48WPpzy1btsT9+/eho6MjPVZcXIzw8PA69/5J9aKkQ0gVMAUb7yo6Vh85ODhIf378+DHmzZsHb29vuLi4oGXLljAxMUGvXr1qMEJSG9FEAkLUYGFhIfN7fn6+XJs3Jw5YWlpWZ0gaFxYWBsaYwkd5kyZNQvPmzQEAJSUlWLlyJUaOHImOHTvCzMwM7u7uCAoKwosXL2ribZBaipIOIWooP1MNAJKSkuTaJCcnV/ic+sLW1ha3bt3CkiVL0K1bN5nLiowxREdHY/ny5fDx8UF2dnYNRkpqE0o6hKjhzVlYV69elfk9Pz8fUVFR0t+NjIzg7e2tldhqgqWlJebNm4dLly4hJycHz58/x8WLFzFs2DBpmydPnuDAgQM1GCWpTSjpEKKGkSNHwtTUVPr7//73P0RHR0t/X7VqlcyMrdGjRyucbFAfhIWFYefOncjIyABQVgfO1tYWPXr0wLvvvivTNjU1tSZCJLUQTSQgRA2mpqZYtmwZZs6cCaBsZOPt7Q1fX1+8ePECN27ckLa1tLTE4sWLayrUanf79m18+eWX0NHRQcuWLdG8eXMIhUKkpqbi2rVrMm3d3NxqKEpS21DSIURNM2bMwLNnz7Bs2TIwxpCfn4/jx4/LtLGxscHRo0dhb29fQ1FqT2lpKaKjo2VGfOX1798fgwYN0nJUpLaipEMID0uWLMHgwYPxyy+/4MKFC3j+/DkMDAzg4uKCQYMG4Ysvvqhzs9bU9d5770EgEODKlSu4e/cu0tPTkZGRAYFAAFtbW7Rr1w4jR47Ehx9+CIGAruSTMhxrKIsKCCGE1Dj6+kEIIURrKOkQQgjRGko6hFSz33//Hbq6uio9/P39VW7bokWLmn5rhKiNJhIQUs3EYjFKS0tVassYU7mtSCSqSliE1AiaSEAIIURr6PIaIYQQraGkQwghRGso6RBCCNEaSjqEEEK0hpIOIYQQraGkQwghRGso6RBCCNEaSjqEEEK0RmNJR7KvCCGEEKJMlcrgpKamYtmyZTh8+DCePn0KxhhEIhFCQkLw/Plz6OrqYt68eZqKlRBCSB3HO+lERERg8ODBePnyJSSVdDiOAwAkJydj8eLF4DgO3bp1Q8+ePTUSLCGEkLqN1+W1jIwMvPfee0hPTwfwOtlIjBgxQvrz0aNHqxAeIYSQ+oRX0vnll1+QmpoKjuPAGMObNUPbtWsHGxsbAGUjIkIIIQTgmXQOHz4s/Xn37t0YOnSoXBt3d3cwxhAXF8c7OEIIIfULr6QTGxsLjuPg7e2N0aNHQ0dHR66NhYUFgLJLcYQQQgjAM+kUFBQAAOzs7JS2yczMLHsBAS0FIoQQUobX7DUrKys8f/4cMTExCs/n5OQgMjISAGBtbc0/ujrG0dERaWlpMDQ0hJOTU02HQwghWvP48WMUFhbC1tYWT548UdqOV9Jp3749Tp48ibi4OKxatUpm29znz59j+vTpyM3NBcdx8PT05PMSdVJaWhoKCgpQUFCAV69e1XQ4hBCidWlpaRWe55V0hg4dipMnTwIA5s6dK3OuadOmMrPZhg0bxucl6iRDQ0MUFBRAKBTCzc2tpsMhhBCtiY6ORkFBAQwNDStsx7E35zuroLCwEO3bt5fOTGOMSdfqlP/Z1dUVt2/fhoGBgbovUSd17NgRkZGR8PLywo0bN2o6HEII0RpVP/943eU3NDTEwYMH0aRJE5kkA0C6dsfOzg4HDhxoMAmHEEJI5XhPLXNzc8Pdu3fx7bffwt3dHUKhEEKhEO7u7ggKCkJUVBTc3d15B/bHH39gypQp8Pb2hoGBATiOw/bt29XuRywWY/369fDw8IBQKESjRo0wZswYPHr0iHdshBBC+KlSwU8LCwssWrQIixYt0lQ8UvPnz0dCQgJsbGxgb2+PhIQEXv1MmTIFoaGhaNOmDT777DM8e/YMf/75J06ePImIiAi4urpqOHJCCCHK8BrpODs7w9nZGe3atUNJSYmmYwIAhIaG4smTJ3jx4gWmTp3Kq4+wsDCEhobC19cXkZGRWLFiBXbu3ImDBw8iIyMDM2fO1HDUtdvL/ERcTtqFK0l7kF1U8QwTQgipDrxGOikpKSguLoa/vz/09PQ0HRMAoE+fPlXuY/PmzQCARYsWQV9fX3r83XffRc+ePXHy5EkkJiaiefPmVX6t2i455z723ZuDEnEhAODS053wc/gE3vZDwXG0gJcQoh28ko6Dg4O0FE5tdu7cORgbG6N79+5y5wICAnDu3DmcP38eY8eOVdpHSEgINm3apNLrRUdH8461ul1N3idNOABQykpw9slGxGVcRv8WX8PcUHl1CUII0RReSWf48OFYtmwZIiMjkZ2dDTMzM03HVWV5eXlISUlB27ZtFdaGk9zLiY2NrbCflJQUaXWFuiwp+57C44nZt7H19mT0cZqOto361fovEoSQuo1X0pk3bx7+/fdfREVFYdSoUdi0aROaNWum6diqJCsrCwBgbm6u8LwkUUraKWNvbw8vLy+VXlOyOKq2KRTloECk/H0Wl+bjaNxqxGZcRoDzFzDWt9RidISQhoRX0hk0aBB0dHTAGMPJkyfh4uICR0dHNGnSRK7AJ8dxOHPmjEaCrQlTpkzBlClTVGorWRxV22QUJKvULjbjMpKz7yPA5Qu0tJa/JEkIIVXFK+mcO3cOHMdJF4KKRCLExcUhPj5ept2bC0e1STLCUTaSyc7OlmlXn70qVC3pAEC+KBN/xyxA20Z90cdpBgx0jasxMkJIQ1PlaUuS5FPb7gUYGxvD3t4ejx8/Rmlpqdx5yb2chrBO55WKI53yol6cwpZbk5CQdbMaIiKENFS8k45km+qKHjXNz88PeXl5uHTpkty5EydOAAB8fX21HZbWZRQmyR3TFehjWKsFMNK1UPq8nOIX2HvvG5x+vAElpUXVGCEhpKHgdXnt8ePHmo6jStLT05Geng4bGxvY2NhIj0+ePBl79+7Fd999h1OnTknX6hw7dgznzp1Dv3794ODgUFNha42ikY6lYVO0tO6OpqbuOPHoJ8RmyCdmiRspf+Nx5nUMdJ0De5NW1RkqIaSe471Op7qFhoYiPDwcAHD37l3psXPnzgEAevTogU8++QQA8Msvv+CHH35AcHAwFixYIO3D398fn3zyCUJDQ+Hl5YUBAwYgJSUF+/btg5WVFdavX1/t76OmMcYUjnQsDZsCAIz1LTGsVTDuvTiNU49/QXFpvsJ+MgqeYuedz9DtrQ/R9a0PoCOoUgUlQkgDVWs/OcLDw7Fjxw6ZY5cuXZK5VCZJOhUJCQmBh4cHNm3ahJ9++gkmJiYYNmwYlixZAhcXF43HXdvkl2QqTCSWwqbSnzmOQ1vbvmhu3h5H41YhIeuWwr4YxLiUtBPxryIwwHUObIzq/yiREKJZvPbTkXj16hVWr16Nw4cPSy+5OTk5YdCgQZg1a1aD2qoaqJ376SRlR2FX1Jdyx991mY12du/IHWdMjBuph3A+IRQicbHSfnUF+vBrPhEdqYwOIQSqf/7xHuncuXMH7777LlJTU2UmDURFReHevXvYtm0bjh07hvbt2/N9CaIBGQXyl9YA2ZFOeRwngLf9MDiZd8S/sSuQmvdQYTuRuBhnnmxEbMYV9G/xFZXRIYSohNdX1Ly8PAwdOhQpKSnStTjlH4wxpKamYtiwYcjLy9N0zEQNytboSO7pKGNt1BwfefyEHs3Ggavgn0li9i1svT0Zd9NO1IoZi4SQ2o1X0tmyZQuePHkis0W1oqnSCQkJ2LJli2YiJbwoSjr6OkYw1qu81I2OQBfdm43F2HY/w0qovMyRpIzO3zE/IK/4VZXiJYTUb7ySzqFDh6Q/e3t748iRI0hKSkJSUhKOHDkCHx8f6fmDBw9WOUjCn6ISOJaGTdVazGtv0gqB7TbC2354he1iMy5h663JePhS+fRrQkjDxuueTlRUFADA2toap06dkikl06RJE3Tt2hUtW7ZEeno67t1TXN2YVD/GGDILn8kdr+zSmiJ6Ogbo7TQVLay64GjsKmQXK94EjsroEEIqwmukk5mZCY7j4OXlpbB2mYWFhbQyc2ZmZpUCJPzlFr+U2UNHwkrJJAJVOJh74mPPTWjbqF+F7aJenMLWW5OVTr8mhDRMvJKOUCgEACQlKZ4ZVf6cpC3RPkWLQgF+I53yDHSNMcD1a7zX+ocKy+hkF6dh772vcebxRiqjQwgBwDPpODo6gjGG6OhorFy5UmbyAGMMq1evxv3798FxXIMoM1NbKSv0aSV8SyP9u1p1w8eem+BqVfE2CNdTDmD7nWlIyY3RyOsSQuouXkmnZ8+e0p+DgoLg4OCAgIAAvPPOO3BwcMCcOXMUtiXaxXe6tDokZXT6t/ga+jpGSttJyuiEP92JUrFIY69PCKlbeCWdadOmQVe3bA4CYwxJSUk4ffo0Tp06haSkJOnIR0dHB9OmTdNctEQtihaGGuqaQqin2e3FOY6Dh20/TPTcDAdzT6XtGMS49PR3/HH3c6TnJ2g0BkJI3cAr6bRq1QrLli2TWRgqUf7nJUuWoHXr1lWPkvCiaKRjZaiZS2uKmBnYYpT7CvR2mg5dgb7Sdql5D7HjznRcf3YAjImrLR5CSO3Du2jW7Nmz8fvvv8Pe3l5ucai9vT22bduGr7/+WpOxEjWIWSkyC1Pkjisrf6MpkjI649ttQGPjlkrbScro7L03B9lFiqdfE0LqnypVmf7oo4/w4Ycf4saNG3jy5AkYY3BycoKXlxcEAioCWZOyi9JQykrkjmvyfk5FbIwc8JHHT7iSvAeXn/4BBsUjmsTsW9hyaxL6OM1A20Z9a90OtIQQzary1gYcx8Hb2xve3t6aiIdoiLJJBJqauaYKHYEuejQbCxdLH/wbuwIZBU8Vtisro7MKsRmXEeD8OYz1Ky/RQwipm3gNR/Lz85GYmIjExES8eiVfaysjI0N6Pj9f8aZgpHoprS6tpZFOea/L6LxXYTtJGZ3YjMtaiowQom28ks7SpUvh5OQEJycn6U6e5YWHh0vPL1u2rKoxEh6UTpeu5ns6ypSV0ZmG0W1WwUzfVmm7fFEmDjwIxpHYVSgSUYVyQuobXkknLCwMjDHY2Nhg6NChcucHDx4MOzs7MMZw9uzZqsZIeFC0MNRYzwoGFayl0QbVy+icpDI6hNRDvJLOo0ePpLXXlN34lWzeJtlRlGhXhoKRTk2Nct4kKaMzrNUCKqNDSAPDK+lkZGQAAMRi5WssJOckbYn2lIpFyCpMlTtuVQP3cyrS0rr7/5fR6VZhOyqjQ0j9wSvpGBkZgTGGqKgohYmntLRUuv2BoaFh1SIkassqSlU4RbkmJhFUpqyMzgIqo0NIA8Er6TRrVraLZGpqqsKJAkuXLkVKSgo4jkPz5s2rFiFRm9KZa7Xk8tqbJGV0Pm6/Cc3NPJW2K19G52V+ovYCJIRoDK91Oj169JCOZL7//nucPXsWfn5+AIDz58/LzGjr0aNH1aMkalG6RqcaS+BogrmhHUa3WYEbKQdxPnELROJihe1S8x5i+51p8Gs+ER3th4LjaCEyIXUFr6QzadIk/PbbbwDKCn6eO3dOJtGU3+pg4sSJVYuQqE3ZSMfCsImWI1Efxwng3eQ9OFp0xJHYlUjNe6iwnaSMTmzGFQxw/RpmBsqnYRNCag9eXxE7dOiAGTNmSAt+ApDWXQNeF/2cOnUqOnbsqKFQiaoUjXRM9RtBT8egBqLhR1JGp3uzceAq+GcqKaNzN+2kzJcdQkjtxPu6xM8//4zPP/8cAoFAbhM3juPw6aefYv369RoJkqhH0RodbZa/0RRJGZ2x7X6GlbCZ0naSMjp/x/yAvGL5ChmEkNqDd+01juOwbt06zJw5E4cOHcKjR48AAM7Ozhg8eDBatGihsSCJ6kpKi5BdLF+1uTbOXFOVpIzOhcStuJ5yQGm72IxLSM6+h3dafFnpNGxCSM2ocsFPFxcXzJo1SxOxEA3ILHym8HhtnbmmKkkZnRZWXXE0dpXCxAq8LqPTtlE/9HGaDgNdYy1HSgipCE37qWfq6sw1VVEZHULqNo0knaioKEydOhV+fn7o06cPPv/8c9y6dUsTXRM11bU1OnxQGR1C6i6Vks7Zs2fRr18/9OvXD/Pnz5c5d+rUKXTq1AmbN29GeHg4wsLC8Msvv8Db2xsbN26slqCJcopGOhwEsDBoXAPRVC8qo0NI3aNS0jl37hxOnz6NM2fOyEwQKCkpwaRJk1BUVCQ3XVUsFuOLL77A/fv3eQd37do19O/fHxYWFjA2NkaXLl3w559/qtXHs2fP8Pnnn8Pd3R3Gxsaws7NDjx49sHPnTpSWlvKOrbZSlHTMDRtDR6BXA9FUPyqjQ0jdolLSuXv3LoCyGWsDBw6UHj927BgSExPBcRw4jpOu1ZEkIJFIhE2bNvEKLCwsDN27d0d4eDhGjhyJqVOnIjU1FaNGjcKaNWtU6uPRo0do37491q9fDwcHB8ycORPvvfce4uPjMW7cOHzyySe8YqvNMhRMl67LM9dUQWV0CKk7VEo6cXFxAMqmQ9vY2EiPHzt2TKadn58fDh06hLFjx0qPXbhwQe2gRCIRJk2aBIFAgAsXLmDTpk1Ys2YNbt++jZYtW2LevHlISEiotJ/Vq1cjPT0d69atw7Fjx7BixQps3LgR0dHRaN68ObZv365SP3VFUWk+8krkq3pb1aP7ORWRlNHp7TgNugJ9pe0kZXSuPzsAxpRXSieEaJ5KSScjIwMcx8HFxUXm+JUrV6QjHADYunUrBg0ahG3btqFx48ZgjOHJkydqB3X27FnEx8fjgw8+gKenp/S4ubk55s2bh+LiYuzYsaPSfiRrh/r37y9z3MLCQloTLj09Xe34aitFi0KB+j/SKU9SRmd8uw1obOyqtJ2kjM6++3OQXaR4+jUhRPNUTjqA7DYFxcXFMvdr3Nzc4OTkVNapQCDdxC03N1ftoCR13Pr1k58WGxAQAKCssGhl2rZtCwA4evSozPHMzExcunQJjRs3hru7u9rx1VZKt6huQElHoqyMzs/o/tbYCsvoJGRRGR1CtEmlxaGSWmppaa+/EV67dg0ikUh6P6d79+6yHevqyvxXHbGxsQAAV1f5b6qNGzeGiYmJtE1Fvv76axw+fBhffvkljh8/jnbt2iE7OxsHDx6EkZER/v77bwiFwgr7CAkJUfm+VHR0tErtqouykU5dLIGjCToCXfRoPg4ulp3xb9wKZBQ8VdhOUkYnNuMyApw/h7G+pZYjJaThUCkj2NnZISEhAdevX8eTJ0/g6OiInTt3Anhda+3NpJOaWrZzpZWVldpBZWVlASi7nKaImZmZtE1lcV+5cgUfffQRjh07huPHjwMAhEIhpk6dKh2NVSQlJQWRkZFqRF9zMgrl1+jocHoNvgKzvakaZXRy7uEdFyqjQ0h1USnp+Pj4ICEhASKRCB06dICjoyPu3LkjvZ/DcRx69+4tbV9cXIy7d++C4zg4ODhUW/CViYuLw6BBg2BiYoKLFy/C09MTmZmZ+OOPPzB//nycOHECFy9ehI6OjtI+7O3t4eXlpdLrRUdHo6CgQFPhq03RSMfcsDEEnPL311C8LqPTBUdiVyGn+IXCdvklVEaHkOqkUtIJDAzE//73PwBlo5Dbt28DgPTSWr9+/dC06ev7BidPnkRxcTE4jlNpNPEmyQhH2WgmOzsblpaVXwIJDAxEQkICHj16hMaNyxZHmpiYYO7cuXj+/Dl+/PFH7N27Fx9++KHSPqZMmYIpU6aoFHfHjh1rdFSk6J5OfSl/oykO5h0w0XMzTj/+FVEvTiltF/XiJBKzbqG/69dwMPfUXoCE1HMqTSR499138dFHH0lHNeXX5ZiYmGDt2rUy7bdt2yb9+c3LbqqQ3MtRdN8mNTUVubm5Cu/3lJeTk4NLly7Bzc1NmnDK8/f3BwDcvHlT7fhqo4KSbBSIsuWO16fyN5pSVkbnGzXK6PxGZXQI0RCVa69t374dP/74Izw8PGBgYABTU1MMGDAA4eHhaN26tbRdSkoK7t27BxcXF7i4uOCdd95ROyjJ1tcnT56UO3fixAmZNsoUF5dtdaxsSvSLF2WXVwwM6s7GZhWp74U+q4PqZXT2Y8ed6VRGhxANUDnpCAQCfPbZZ7h16xby8/ORmZmJw4cPw8PDQ6advb09Hjx4gNjYWDx8+BDW1tZqB9W7d284Oztj9+7dMoVDs7KysHTpUujr62PcuHHS4ykpKXjw4IHM5Thra2u0atUKiYmJCA0Nlek/MzMTq1evBvB6xFPXKZ0uTSOdCr0uo/NVhWV0XhYkUhkdQjSgVm5toKuri9DQUIjFYvj6+mLy5MmYPXs22rdvj4cPH2Lp0qVwdHSUtg8KCoKbmxv+/vtvmX7WrVsHXV1dTJo0CX369MHXX3+NTz75BC1btsSDBw8wfPhw9OnTR8vvrnoorS7dANfoqKusjE6AymV0dkV9QWV0COGpViYdoGwEEh4eju7du2Pfvn3YuHEj7OzssHfvXsyePVulPt59911cvnwZ77//Pu7fv48ff/wR+/btg6OjI9avX499+/ZV87vQHkUjHT2BIUz11R9pNlSSMjq9HKdBh1NeIDUlN6asjE7K31RGhxA1cYyWYWuMZPaal5cXbty4odXX3n57Op7nyU68aGTkjI89Q7QaR32Rnp+AI7ErkJpX8SJkB3NP9G/xdYNfC0WIqp9/tXakQ1THGFM40qFLa/ypW0YnKu0UldEhRAWUdOqB/JJMFJfmyx1vKNWlq4ukjM5Yj59hJWymtF1xaT6OxK3EwZgfkF+Sqb0ACamDKOnUA4rK3wA00tEUSRmdjvbDKmz3MOMSttyahNiMy1qKjJC6h5JOPUCFPqufno4B+jhNx+g2K2Gq30hpO0kZnaNxq1EkytNihITUDZR06gHa0kB7JGV02jbqW2G7u2knsPX2FCRm3dZSZITUDbySTmJiIhITE/Hy5UtNx0N4ULRGR1/HCEZ6FtoPpgF4XUYnuOIyOkXPsefeV1RGh5ByeCUdR0dHODk5Ydq0aUrbzJ07Fz4+PujcuTPv4IhqlBX6lOyDRKpHS+seapXRSc19qKXICKm9qu3yWnx8PK5fv47r169X10sQAIyJ8arwmdxxKn+jHWqV0bn7GS5RGR3SwFVb0ikqossJ2pBTnA6RWP7Pmu7naI9sGR3lW3mIWSnCqYwOaeBU3ks6MVH+f5L8/HyFx5OTk3H16lUAoEs81UxpdWmauaZ1ZWV0VuJ6ykGcTwhFKStR2E5SRsfP4RN0bDwEHEfzeUjDoXLScXR0lEkgjDEcO3YMTk5OFT5P2ZbTRDOo0GftwnECdGryHpwsOlZYRkckLsaZxxsQl3GZyuiQBkXtr1jlS30wxpQ+gLJRTseOHTUXLZGjfI0OJZ2aRGV0CFGs2sb1jDHo6OggKCioul6CQPHlNaGuOQx1TWsgGlIeldEhRJ7Kl9d8fX2ll9fOnz8PjuNgbW2NNm3ayLTjOA5CoRCtW7fG+PHj0a5dO81GTGRkKCr0SaOcWkVSRud84hbcSPlbabuHGZeQlHMP77h8Wek0bELqKpWTzrlz56Q/CwRlA6SePXvizz//1HhQRDViVorMwhS541Z0P6fWkZTRcbXqiiOxq5BT/EJhO0kZHQ/bAPR2nAYDXWMtR0pI9eJ1ec3X1xe+vr5yoxyiXdlFaRAz+TUfNNKpvaiMDmnoVB7plFd+1ENqjvKZazRdujaTlNFxteqG4/E/okCUpbCdpIyOt/1w+Dl8DF2BvpYjJUTzeCWd8pKSkpCcnFzhYlBfX9+qvgxRQPkaHRrp1AUtrXugqWkbHI9fh7hXV5S2u56yH48zr2Gg6xw0NmmpxQgJ0TzeSefQoUOYM2cOYmMr3s6X4ziIRFT2ozoomy5Na3TqDmN9S7zX+gdEvTiJ0483KNyMD3hdRqfbWx+iS9Mx0BFU+fsiITWC1z2d48eP47333kNsbGyFa3XKr9khmqdo8zYTPSvo6whrIBrCF68yOgVPtRghIZrDK+ksXbpUZgEoqRmKRjqWVP6mzpKU0enlOA06nJ7Sdim5Mdh+eyqup/wNxsRajJCQquM1Rr9586Y02TRq1AidO3eGubk5dHR0NBocUa5UXIKsoudyx+nSWt1GZXRIfVelC8M2Nja4c+cObG3pH7y2ZRamgEH+Wy5NIqgfJGV0riTtxuWkXQr/roHXZXT6Os1Em0Z96MoDqfV4XV5r27YtAKBDhw6UcGqI8i2q6fJafUFldEh9xCvpTJw4EYwxREVF0b45NUTpGh0a6dQ7ZWV0NqCj/bAK2z3MuIQttyYhNuOyliIjRH28k06/fv2QkpKC4cOHVzptmmie4pEOB0vDJlqPhVQ/PR1D9HGajtFtVsJUv5HSdpIyOkfj1qBIlKfFCAlRDa97Oi4uLigsLJTuqXPs2DGYmJjA2tpari3HcYiPj69yoESWoqRjZmBLq9brOUkZndOPf0XUi1NK291NO46ErJsY0OJrNDdXPg2bEG3jlXSePHkCjuPAcZx06nROTg5ycnLk2tKNzeqRoWi6NM1caxCojA6py6q8n44k+Sh6kOpRUlqosEoxzVxrWFpa98BEz81oYdm1wnbXU/Zj++3pSM19qKXICFGOd9KhSgQ1R9F2BgDNXGuIJGV03nWZDX0dI6XtXhYkYOfdz3Dp6R8Qs1ItRkiILF5JRywWq/woLeX/D/zatWvo378/LCwsYGxsjC5duqi1f8/27dsrHInV1WrZisrfALSPTkPFcRza2b2Dj9uHoJmZ8k0Ty8ro7MAfd6mMDqk5tbZqYFhYGAICAmBoaIjRo0fD1NQU+/fvx6hRo/D06VPMnj1b5b6GDBkCT09PueOOjo6aC1iLlBb6pMtrDZq5YWOMabMK11MO4nxCKEpZicJ2KbkPsP32VPR0mASvxoPBcdW2az0hcjSWdBhjKCgogJGR8iG+qkQiESZNmgSBQIALFy5IE8b3338PHx8fzJs3DyNGjICDg4NK/Q0dOhSBgYFVjqu2UDTS4SCAuUHjGoiG1Cbly+j8G7sCzysoo3P68a+IzbiM/i2+ojI6RGuq9BUnNTUVn3/+OZydnaGvrw8zMzMAQEhICBYuXIilS5fy6vfs2bOIj4/HBx98IDNCMTc3x7x581BcXIwdO3ZUJfQ6TdFIx8KwMZW7J1I2Rg4Y6/Ezur31EbgK/jdPyLqJrbcmIyrtFN2HJVrB+1MqIiICgwcPxsuXL+UqTicnJ2Px4sXgOA7dunVDz5491epbcq+lX79+cucCAgIAAOfPn1e5v5s3b+Lly5cQiURwdHREnz59FK4pqisUrdGhSQTkTToCXbzdfDxcLDvjSNxKZCi5j1NUmocjcSsRm3EZAS6fw0jPQruBkgaFV9LJyMjAe++9h/T0dLn1OgAwYsQILF68GABw9OhRtZOOpMKBq6ur3LnGjRvDxMRErSoIP//8s8zvQqEQwcHBmDNnTqXPDQkJwaZNm1R6nejoaJVj4qtIlIe8kldyx+l+DlGmiWlrBLbbgPOJW3Aj5aDSdg8zwpGUE4V3XL6Eq1U37QVIGhReSeeXX35BamqqXLKRaNeuHWxsbPDy5UtERESo3X9WVtliN3Nzc4XnzczMpG0q4uTkhPXr1yMgIABvvfUWMjIycPbsWQQFBWHu3LkwMjLCp59+WmEfKSkpiIyMVPs9VBelW1TTzDVSgbIyOjPQwrIrjsatVrjOC3hdRsfD9h30dpwKA11jLUdK6jteSefw4cPSn3fv3o0///wTBw8elGnj7u6OCxcuIC4urkoBVoWfnx/8/Pykvzdt2hRjx46Fl5cXvL29sWDBAkybNg26usr/GOzt7eHl5aXS60VHR6OgoKDKcVckQ1l1adq8jajA0cILH3tuwpnHG6iMDqkRvJJObGwsOI6Dt7c3Ro8ejf3798u1sbCwAFB2KU5dkhGOstFMdnY2LC0t1e5Xok2bNujRowdOnz6N6OhoeHh4KG07ZcoUTJkyRaV+O3bsWO2joldKqkvTSIeoylDXBANcv0ELq644Ef9TJWV0vkYn+/fgS2V0iIbwmr0m+TZvZ2entE1mZmbZCwjUfwnJvRxF921SU1ORm5ur8H6POmxsbAAAeXl1qxKvostrOpweTA2UVx4mRJFW1m//fxmdLhW0YrhGZXSIBvFKOlZWVmCMISYmRuH5nJwc6Td+PrPEJJfETp48KXfuxIkTMm34KC0txfXr1wFA5bU+tYWiQp8Whk0g4GircKK+sjI6C6mMDtEaXkmnffuya7xxcXFYtWoVRCKR9Nzz588RGBiI3NxccBynsBJAZXr37g1nZ2fs3r0bt27dkh7PysrC0qVLoa+vj3HjxkmPp6Sk4MGDB3KX427cuCHXd2lpKebOnYu4uDj4+/vD3t5e7fhqkqKRDhX6JFVBZXSINvG6pzN06FDpKGTu3Lky55o2bSozo23YsIp3O1QYlK4uQkNDERAQAF9fX5kyOAkJCVi9erVMCZugoCDs2LED27Ztk6k84O3tjXbt2qFdu3Zo2rQpMjIycP78eTx8+BBvvfUWQkND1Y6tJhWUZKNQJL99BK3RIZrwuozO3zifsKWSMjrT0NPhEyqjQ9TG619LYGCgzD0Vxph0YahYLAZQ9u3J1dUVH374Ia/A/P39ER4eju7du2Pfvn3YuHEj7OzssHfvXpXrrs2ePRumpqY4deoU1q5di927d0MoFGL+/Pm4c+cOnJ2decVWU5QV+qQ1OkRTysroDEdg+42wM1Z+31QkLsLpx79i3/25yC5K02KEpK7jGM/aF9HR0ejXrx+Sk5Pl9s5hjKFx48Y4ffo03N3dNRJoXSCZvebl5aXw0l5VRaWdwpG4lXLHx7RZTdNaicaVikW4nLQLV5J2g0GstJ2BjjH6OM1Am0Z9aB+tBkzVzz/e42I3NzfcvXsX3377Ldzd3SEUCiEUCuHu7o6goCBERUU1qISjDcrX6NBIh2iepIzORx4/waqCS7iSMjoHYxYivyRTewGSOqlKFSItLCywaNEiLFq0SFPxkAooWqOjJzCEiV7drSNHar8mpq0R2H4jldEhGkF3AOsQxYU+m9AlDVLtJGV0RrmvgKm+8jVhkjI6R+PWoEhUt9bAEe2oci38pKQkJCcno6ioSGkbX1/fqr5Mg8cYU7ilAZW/IdpEZXRIVfFOOocPH8Y333yDhw8rXqXMcZzMOh7CT15JBorF8nXdqPwN0TYqo0OqgtfltZMnT2LYsGF4+PAhGGOVPkjV0RbVpLZRv4yO6tuRkPqLV9JZsmSJzHocUv2UzlyjhaGkBqlXRudTKqND+F1ei4yMlO6lY29vj65du8LU1FTTsZFylFaXppEOqWGSMjoO5p44ErcKT7PvKGwnKaMT/+oqBrh+A2thMy1HSmoDXklHR6esuKSTkxOioqIgFAo1GhSRp2jmmoGOCYS6ije6I0TbqIwOUQWvv+2OHTsCAJydnSnhaImiy2tWwqZ0eZPUKuqX0QmiMjoNDK+kIynyGRERgfv372s0ICKPMTEyC5/JHbekmWuklrIxcsBYj5/R7a0PwVXwMZOQFYmttyYjKu0UTTpqIHhdXuvbty/WrFmDr776Cl26dMGoUaPQtm1bpbt5lt+GgKgvpzgdInGx3HFao0Nqs7IyOoFwseyCI7ErlBaslZTRic24jACXz2GkZ6HdQIlW8V6nY2BgAH19feTm5mLr1q0VtqWkUzUZtEU1qcPUKaOTnHMP77h8iRZWXbUXINEqXpfXDhw4gBkzZqCoqEh6T4HW6FQfRZMIALq8RuoOVcvo5JW8wv4H3+MYldGpt3glnZUrX5fXp+RS/RRtUQ3QwlBS90jK6LRp1KfCdnfSjmPb7alIzLqtpciItvC6vBYVFSUd4XTu3Fm6TkcgoKmP1eGVgmvhRroWMNQ1qYFoCKkaQ10TDHSdA1erbhWW0ckqSi0ro9NkOHybT6AyOvUEr6RjZGSEgoICeHh44PLlyzRtt5opLvTZpAYiIURzWlm/jaambXAifh3iXkUoacVw7dlfePTqGga6zkFjE+XTsEndwGto4u/vD8YYzM3NKeFUMzErRWZRitxxKn9D6gMTfSu1yuhcfrqLyujUcbySzsKFC2FkZISrV6/i3LlzGg6JlJdVmKrwf7KKyt88efIEHMeB4zgEBAQobBMREQGO4xAYGChzPDAwUPpcZY/t27fLPCcxMRHTp0+Hq6srDA0NYWJiAicnJwwYMAArVqxAXl7VbwhXFM+b70EdxcXF8PT0BMdxaN26tcI2jo6OSl+7Z8+eSvtOS0vDl19+Kf1zsba2RteuXbFx40be8dZHkjI6H7cPQTOzdkrbiVkpLj7djj/ufoGXBU+1GCHRJF6X1/bt24fu3bvj1KlT6NOnD/z9/eHh4QELCwuF7b///vuqxNigVbXQ58mTJ3H27Fn06tVLrdedOHEi3npL8Wt4enpKf759+zZ69uyJzMxMdO/eHe+++y5MTEyQmJiIixcv4ujRoxg+fDhatGih1usr4uDgoDDBlI9HXT/88APi4uIqbWdubo4vvvhC7rijo6PC9rdu3UK/fv3w6tUrDBgwACNGjEBubi6io6Nx+PBhTJs2jXfM9ZWkjM61lAO4kLCVyujUU7ySzoIFC6Tf9MRiMc6ePYuzZ88qbU9Jhz9l06VVKfTp6OiIxMREzJkzB//9959al0I/+eQTdOlSUcn6MrNmzUJmZiZ+//13jB07Vu78lStXYGNjo/LrVsTR0RELFizQSF8A8N9//2HFihX46aefMHPmzArbWlhYqPza2dnZGDJkCADgxo0baNdO9ts77S+lHMcJ4NNkBJwsvHEkdiWe5yneDkFSRic24wr6t5gNMwNbLUdK+KryV4SKPshoKnXVKasubWFY+USCVq1aYezYsbh+/Tr+/PNPTYcGoCypWFhYKEw4ANC1a1elI+CaVFhYiPHjx6NHjx6YPn26RvvesGEDEhMTsXz5crmEAwC6ulXesLfea2TkqFYZnXsvTtPnTR3BO+nQ5m3aoejymom+DfR1VCu0unDhQhgYGGD+/PkoKVF8uaIqrK2tkZubi2fP5GvDKSO5b/TmvaHKZGZmYtOmTVi6dCl+++033L17V81oX5s3bx4SExOxZcsWlUaARUVF2L59O5YuXYpffvkFV69eVdp237594DgOw4cPR0xMDNavX4+VK1fin3/+QXGxfDkjopikjM5HHj/CqoLLyUWlefg3dgUOxixCfkmm9gIkvPD6yrVt2zZNx0GUUDRdWp3yN82bN8enn36K1atXIyQkpNLLSBKhoaE4fvy4wnNz586FoaEhAGDkyJFYu3YtevTogalTp+Ltt99G+/btYWSkfCYSX7dv38aUKVNkjr3zzjvYsWMHbG1Vv7xy4cIF/PTTT1i7di1cXFxUek5qaiomTJggc6xTp07Ys2ePTB/FxcW4e/cuGjVqhPXr1yM4OFi64SFQVpn94MGD8PDwUDnehq6JqVtZGZ2ELbiRelBpu4cZF5GcE0VldGo7RjTGy8uLAWBeXl4a6a+ktIituNSPLb/UR+ZxLG5thc97/PgxA8ACAgIYY4xlZGQwCwsLZmtry3JychhjjF25coUBYOPHj5d57vjx4xmACh+vXr2Sti8oKGCBgYFMIBBIz+vo6DAvLy+2aNEimbYSz549Y9HR0SwzM1PlP4vZs2ezy5cvs/T0dJadnc0uX77M3n33XQaAderUiYlEIpX6yc3NZc7Ozqx79+6stLRUehwAa9WqlcLnLFiwgJ05c4Y9f/6c5eXlsZs3b7KxY8cyAMzBwYFlZ2dL26akpEj/DPT09Njq1avZ8+fPWVJSEvvuu+8Yx3HMwcGBFRQUqPzeyWuPX91gv14bI/f/xJuPo7GrWWFJbk2H26Co+vlH0z5qsczCFDCI5Y6ru0bH0tISc+fORVpaGlavXq3Sc65cuaL0smn5ezSGhobYtm0bEhISEBISgokTJ8Ld3R2RkZH47rvv4OHhgUePHsn0bW9vj9atW8PcXPUN6FavXo2uXbvC2toapqam6Nq1K/7991/4+fnh2rVrOHTokEr9fPXVV3j27Bm2bt2qcgWN4OBg9OrVC7a2tjAyMoKnp6d04kRCQgI2b94sbSsZ1ZSWlmL69OmYPXs2bG1t0bRpUyxcuBDvv/8+EhIS8Ndff6n83slrVEan7qOkU4tVZebamz777DO89dZbWLNmDdLSNL9p1ltvvYXJkycjNDQUd+7cQVxcHHx9fZGUlIQvv/xS468HAAKBAJMmTQIAXLp0qdL2586dw2+//YZFixahZcuWVX59yaW+8q9dPpEOHjxY7jmSY9evX6/y6zdUkjI6Q1t9D6GumdJ2kjI6Z5+EKNwahNQM3kknMTERU6dORYsWLSAUCqGjo6PwQTN1+FNa6JNHdWmhUIgffvgBubm5+OGHH6oaWqVcXFykEwUqmk5fVZLp2KosQL116xYA4Ouvv5Zb5AkAMTEx4DhO5dl2il7b2NgYTZuW/f0o6kdyrKCgQKXXIMq1sn4bH3tuRgvLiqb2l5XR2X57OlJzFU+/JtrFKyPExMSgW7duyMzMpFlq1UjxSIeDhaE9r/7Gjx+PtWvXYvPmzejatfpvtJqYVH9BUsksMmWLNMtr27YtJk6cqPDcli1bYG5ujhEjRqg8CULZa/fq1Qs7d+7E/fv34eXlJXNOstOuKvGSyknK6NxNO4EzjzegWKw4mUvK6HR/ayy6vDUaAk5Hy5ESCV5JZ/78+Xj16hUAWqdTnRSt0TE3sONdbVdHRwdLly7FkCFDNLbIcuHChZgwYQKaNWsmc5wxhuXLlwMAevToIXMuJSUFWVlZsLe3V+m+zt27d9G6dWvo6enJHL98+TJWrFgBPT09vP/++zLn0tPTkZ6eDhsbG+mIpE+fPujTR/G9gC1btqBx48YIDQ2VOf7gwQM0b95cLhE9ePAAc+bMAQB88MEHMuemTp2KnTt3Yvny5Rg4cKB0dJOamoqffvoJAoEAw4cPr/R9E9VIyug0N2+Po3Gr8DRb8VR6SRmduFcRGOD6DayFzRS2I9WLV9I5d+6czOZtpqamMDc3h44OfXvQJEVrdKq6h87gwYPRo0cPhIeHV9iuoinTXbp0wTvvvAMAWLt2LRYsWABvb2907NgRVlZWePnyJcLCwvDw4UNYW1tjzZo1Ms8PCgrCjh07sG3bNpXqpq1ZswZHjhxBjx490KxZM+jp6eHevXs4efIkOI7Dr7/+Kjf1+ZdffsEPP/yA4ODgKiXYvXv3Yu3atfD19YWDgwOMjY3x8OFDHD16FCUlJQgKCoKvr6/Mc7p164ZZs2Zh7dq1aNeuHQYNGoSSkhIcOnQIaWlpWLp0qUbuKRFZFob2GNNmNZXRqeV4JZ3c3FwAZTOXjh49Cj8/P40GJXHt2jUEBwfj8uXLKCkpgYeHB2bNmoWRI0dW+lzGGI4fP45//vkHly5dQkJCAkpKSuDq6opRo0Zh1qxZ0rUmtVFxaQFyi9Pljmtii+oVK1age/fuFbbZsmWL0nOff/65NOkcPnwYR48exfnz5/HPP//gxYsXMDAwgLOzM7766ivMmjUL9vb8LgdKDBkyBJmZmbh9+zZOnTqF4uJiNG7cGKNHj8YXX3wBHx+fKvVfEX9/f0RHR+PmzZu4ePEi8vPzYWNjg/79+2P69Ono16+fwuetWbMGHh4e+PXXX7F9+3ZwHIcOHTrgt99+w7Bhw6ot3oZOtozOCjzPU1xXj8ro1ByO8bgG5u7ujpiYGPTq1QunTp2qjrgQFhaGgIAAGBoaYvTo0TA1NcX+/fuRkJCA1atXY/bs2RU+v7CwEEKhEAYGBujZsyc8PDxQWFiIEydOIDY2Fp06dcK5c+c0uoixY8eOiIyMhJeXF27cuFGlvtLy4rHt9lS5470dp8G7yXtV6puQhqBUXILLSbtwJWmPwqUHEgY6xujrPBPuNr1pq5YqUPXzj9e4cvTo0WCMqVX6RB0ikQiTJk2CQCDAhQsXsGnTJqxZswa3b99Gy5YtMW/ePCQkJFTYh46ODhYvXoyUlBQcP34cq1atwvr163Hv3j0MGjQI165dw6+//lot8WuC8i2qaR8dQlShI9DjUUZH8S6mRHN4JZ2vv/4a7u7uePDgARYtWiRT5kMTzp49i/j4eHzwwQcyZevNzc0xb948FBcXY8eOHRX2oaenh2+//RaWlpZyx4OCggAA58+f12jcmqRoi2pAM5fXCGlIJGV0OjYeWmG7hxkXsfXWJMRlKNvFlGiCSvd0Pv74Y7ljTZs2xf3797FgwQJs3rwZHTp0gLW1tVw7juMqvD+giGRjOEXXyyWbklUlYUhmQdXmNUSKRjoCTgfmho1rIBpC6jY9HUP0cZ6BFlZdcTRuNXKKXyhsl1fyCvsffId2tu+gl+NUGOgaaznS+k+lT13JjdA3cRwHxhiSkpKQnCz/IckY45V0YmPLFnG5usrvh964cWOYmJhI2/CxdetWAIqT2ptCQkKwadMmlfqNjo7mHdObFK3RsTCwp/UFhFSBpIzO6ce/4t6L00rb3Uk7joSsWxjQ4ms0M1e+mylRX5W/6lfHjbesrLLrqsrWcJiZmUnbqOvYsWMICQmBm5ub0oWC5aWkpCAyMpLXa1WFourSVZ0uXROePHkCJycnjB8/Xu2tDAipDpIyOq5W3XAi/kcUiLIVtssqSsXue1+hU5Ph8G0+gff6OCJL5Xs6yoo/VvSoba5du4ZRo0bB3Nwc//vf/2BgYFDpc+zt7eHl5aXSQyhUbY+byhSJ8pAvypQ7rmr5mydPnsiVedHX10ezZs3wwQcf4M6dOxqJsyakpKRg4sSJsLe3h6GhIVq1aoUlS5bw2ito165d8PHxgbGxMSwtLTFw4MAKv2Bcu3YN/fv3h4WFBYyNjdGlS5cKN8fTZKzVpT6+J1VJyui4qFBGZ8ftGVRGR0NUGumEhYVVdxwyJCMcZaOZ7OxsuQkClbl+/Tr69esHgUCAEydOoE2bNio9b8qUKXJ7uCgjmTJYVRnKJhGoOXPNxcUFH330EYCytVURERHYs2cPDhw4gDNnzlS6Vqe2SU1NRefOnZGUlIRhw4bB1dUV58+fx/z58/Hff//h4MGDKo+8lyxZgvnz58PBwQFTp05FTk4O9u7di27duin8s1E2hX/UqFF4+vSp3BR+TcZaXerje1KXib4VhqtQRie94AmV0dEUze2moDlBQUEMANuzZ4/cOcl+Jb169VK5v2vXrjELCwtmZmbGIiIiNBmqDE3tp3Mv7YzCPUIev7qh0vPf3E+nvG+//ZYBYH5+flWKUVWSWN7ct4ePcePGMQBs48aN0mNisZiNHj2aAWC7d+9WqZ+HDx8yXV1d1rJlS5k9fW7evMkMDAyYm5ubzF47JSUlzMXFhRkYGLCbN29Kj2dmZrKWLVsyfX199uTJk2qJVR2SP+vg4OBK29aV96RNrwqesV13v6x0r54dt2eyl/lPazrcWqdO76cjqXBw8uRJuXMnTpyQaVOZ69evo2/fvigtLcXx48fRuXNnzQVaTRSVvwHUH+ko8umnnwIou6wCABMnTgTHcbhw4YLC9mvXrgXHcTJ7xmzduhVDhgyBo6MjDA0NYWVlhYCAgGodEefk5GDfvn1wdnaWGXlyHCet8VY+xops27YNIpEI3377rcx9Q09PT4wZMwbR0dEyZYLUncLPN9acnBwEBwejTZs2EAqFsLCwQEBAQKUli/jQ1nuqSyRldPwdJkOH01PaLiX3AbbdnoobKQfBmGaXizQEvJJObGwsfv/9d/z+++8KV55ev35dep7PLLPevXvD2dkZu3fvlpajB8outy1duhT6+voYN26c9HhKSgoePHggdznuxo0b6Nu3L0QiEY4dO6aVysqaoGgSga5AH6b6Nhp7DcllkLFjxwIA/vjjD4Xtdu7cCQMDA5mCmjNmzMDz58/Rp08ffPnllxg4cCCuXLmCPn36qLyZmqR+X8+ePVVqf+XKFRQVFaFv375yl3AcHBzQqlUrXLp0CaWlpSq9NqD6lHx12/OJNSMjA127dsXChQthaWmJqVOnYvjw4bhx4wb8/f1x8ODBSt+XOrTxnuoijhPAp+n7GN9+A+yMWyhtJymjs+9+ELKLNL8/VX3Ga/bajz/+iN9++w0A8N9//8md19PTQ2BgIDiOw7Rp0/DLL7+oF5SuLkJDQxEQEABfX1+FZXDKl4ZXVEAyIyMDffv2RWZmJt555x2cOnVKrmSPhYUFvvjiC7Vi0wZFC0MtDJpopDDhhg0bAEBar8zPzw/NmzfHX3/9hfXr18tMroiKisKtW7cwYsQImb1h7t+/DycnJ5l+U1JS4O3tja+//hpDhgypcpxvqmgaveR4TEwMEhIS4OzsXGlfJiYmaNxYfs2TpP/yX5bUncLPJ9ZPP/0U9+7dw+bNm/HJJ59I2y5btgze3t6YPHky3nnnHY3VC9TGe6rLGhk5YqzHz5WW0UnIisTWW5PR1/lTuNv0qnP3tGoCr6QTHh4OxhhatGiBjh07yp1v3749WrVqhZiYGFy8eJFXYP7+/ggPD0dwcDD27dsnLfi5YsUKjBo1qtLnZ2dnS7dfOH78uMKKyQ4ODrUu6TDGFC4M5bNbaFxcnLTCcl5eHq5evYqLFy/C0NAQS5YsAVA24vnwww+xbNkyHDlyBO+997qu286dOwFAOhlB4s2EA5TN8hs+fDjWr1+PhIQEODg4VBibj48PoqOjVa59p8o0+vLtKuvL1lZxgUdF/ag7hV/dWNPT07Fv3z706tVLJuEAgK2tLb7++mt89tlnOH36NAYOHFjp+1NFdb+n+kBSRsfFsjP+jV2hdCffsjI6y/Hw5SUEuHwOIz3Vt2FviHglneTkZHAcBzc3N6VtWrZsiZiYGIWLRlXl4+ODY8eOVdpu+/btcmtAHB0da+W07coUiLJQVJord5zPbqHx8fHSXUL19PRgZ2eHDz74AHPnzoWHh4e03dixY7Fs2TLs3LlTmnTEYjF2794Na2tr9O/fX6bfR48eYdmyZTh79iySk5NRVFQkc/7Zs2eVJh0jIyO0bt1a7fdUH127dg2lpaUoKipSuA2DZJTx4MEDadLZvn07JkyYoLC/H374QW53WAcHBzx58kSjcTcUTUzdMKH9bziXEIrIVOWXjx9mXERyThTecZmFFlYVTcNu2HglnezsssVUkpGEIpJzOTk5fF6iwVJe6FP9pBMQEKB0T5zy3Nzc0LFjRxw9ehSvXr2CpaUlzp07h6SkJEyfPl1m87S4uDj4+PggOzsb/v7+GDRoEMzMzCAQCHDu3DmcP39eLglpgirT6Mu3q6wvdfpRdwq/urFmZGQAAC5duoRLly4pjbv8ttienp4IDg6WOZ+ZmYmffvoJfn5+cvfK3tw6u7rfU32jp2OIvs4z4WrVTcUyOu+il9NUGOhorop9fcEr6Zibm+Ply5e4c+cOMjMz5f5Bv3r1Crdv3wbwethNVKNsCF9RlVxNGDt2LL744gv8+eefmDJlivTSmmSigcS6devw6tUr7Ny5U+6y29SpU6utiKqiey3lxcbGQl9fH82bN1eprytXriA1NVXuvo6iexflX/vNy8mpqanIzc2V2dNH3Vgl/4/Mnj0bq1evrjR+oCzplJ91BpQtCv7pp5/Qs2fPSjeuq+73VF+9LqPzC+69OKO03Z20Y0jIuklldBTgdWe6VatWAMpGMRMnTpQZzZQ/xnEc7ZCoJkVbVAPVXwJnzJgx0NXVxR9//IGCggIcOHAALVq0QJcuspcJ4uPjAUBusgBjrMJv6VXVpUsX6Ovr49SpU3KXTRMSEhATE4Pu3burVMRV3Sn56rZXN9ZOnTqB4zhcuXKl0tg1pbrfU31WVkZnLoa2+h5CXeVfqiVldM4+CYFIXKzFCGs3Xkmn/D7zBw8ehIODA3r16oVevXrBwcFBZtqssj3piWKK1ujoC4Qw1rOq1te1tbVFv379cOnSJfz444/Izs6WG8kAkN6reXPtyPLlyxEVFaXy6+Xn5+PBgwdITExUqb2ZmRlGjx6NR48eISQkRHqcMSbdqmLSpEkyz8nKysKDBw+QkpIic3zChAnQ1dXFkiVLZC4X3bp1C3v27IGbmxt69OghPa7uFH51Y23cuDFGjhyJy5cvY9WqVQrvRV69ehX5+fkq/VmporrfU0Ogbhmd57mKdzFtcPisPE1OTmbGxsZMIBAwjuMYx3FMIBBIf5f819jYmCUlJfF5iTpJExUJtt6aIrcCetutqWr1UVFFgors2bOHAWB6enoMAIuLi5NrExkZyfT09JhQKGTjx49ns2bNYt26dWOGhoZswIABDAALCwuTi+XNigRhYWFqV0Z49uwZa9asGeM4jg0fPpzNmTOHdenShQFggwYNYmKxWKb9tm3blFZDWLx4MQPAHBwc2KxZs9ikSZOYqakpMzAwYOHh4XLtz549y/T09JipqSmbNGkSmzVrFnNwcGAA2OrVq6sc68uXL5mnpycDwDw8PNjkyZPZN998w8aMGcNcXV0ZAJaSklLhn486FQm08Z4aCrFYzG6lHmVrrwyqsJLByssB7FLiH6xULKrpkKtFtVYkaNKkiXTtjaSgpIRkuwMA+Pnnn9G0ad2rjFxTGGOKq0traeO2IUOGwMzMDCUlJejatStcXFzk2nTo0AEnT56El5cXDhw4gK1bt8LCwgKXLl2Ct7d3tcZnb2+Pq1evYsKECQgPD8e6devw8uVLLFq0CH/99ZdaayS+/fZb/PHHH2jUqBE2btyIP//8E2+//TYuX76ssCadZAp/9+7dsW/fPmzcuBF2dnbYu3evwq3T1Y3VysoKly9fxsqVK6Gvr49du3Zh/fr1iIiIQJs2bfD777/DxkZzi4O18Z4aCo7j0N7uXUzwDMFbZh5K24lZKS4+3Y4/7n6BDCWX0RsCjjH+84oPHjyIWbNmyU3FbN68OdasWYPhw4dXNb46RdU9wpXJKU7Hhutj5I53fetD+DYP1ECEhJDqJGaluP7sAC4kbkMpU155W1dgAH+HSejQeJBGFn3XBqp+/lXprt/QoUMxdOhQREZG4tGjRwAAZ2dneHl5VaXbBkvRKAegLaoJqSsEnA58mr4PJwtvHIlbied5iu/jiMRFOPX4F8RmXMa7Lb6CmUEjLUdaczQy1USynwypGmWFPuvi5m2ENGSNjJ0w1uNnXErahYgKyug8yYrE1luTGlQZnfoxrqsnlI90qneNDiFE83QEevBtHogPPdZVeF9WUkbn0MNFyC+pP2WElFFppNOrVy8AQM+ePfH9999Lf1cFx3E4c0b5IirymqJCn4a6phDq0QJbQuqqpqbuKpXRiXl5EUnZ9b+MjkpJR1KGXjJ7RvJ7ZRhjDWK4qCmKSuBoa+YaIaT6SMrotLDqiqNxq5FbnK6wXUMoo0OX12oJMStFZuEzueN8qks/efJEOpVd2SMzM1Pa3tHRUeacgYEBGjVqBB8fH8yYMaPCTcTe7FdXVxd2dnYYOHAgTp8+rXbsFdm1axd8fHxgbGwMS0tLDBw4kNf24CkpKZg4cSLs7e1haGiIVq1aYcmSJSgpUTzbqKioCAsXLoSrqysMDQ3RpEkTTJ48GWlpyvdR0VSs1aU+vqe6wMmiIyZ6bkKbRr0rbHcn7Ri23ZqCp1l3tBSZ9qg8keDNmdVVmGlNFMgpeqFwimVVRjouLi4KqwoAkNuXRUdHB/PnzwcAiEQivHr1Cnfv3kVISAg2bNiAQYMGYceOHTJFICWsra0xc+ZMAEBhYSHu3buHI0eO4MiRI9i9ezfGjJGfBq6uJUuWYP78+XBwcMDUqVORk5ODvXv3olu3bjhz5ozCtTWKpKamonPnzkhKSsKwYcPg6uqK8+fPY/78+fjvv/9w8OBBmdG5WCzGkCFDcOLECXTp0gXDhw9HbGwsQkNDcebMGURERKBRI9mZR5qKtbrUx/dUlxjqmmKg61y0sOyGk49+QoEoW2E7SRkdnyYj8HbzQOgK9LUcaTVRZaXpkydP2JMnT9iLFy9kflf10VBUpSLBo1fXFa5ivpd2Ru2+1K1I4ODgwAwMDBSee/LkCevdu7e0ekBpaanMeQCsVatWcs+TVDdwcHBQO/43PXz4kOnq6rKWLVuyzMxM6fGbN28yAwMD5ubmJheXMuPGjWMA2MaNG6XHxGIxGz16NAPAdu/eLdN+69atDAAbM2aMzIr7jRs3MgBs8uTJ1RarOsaPH89U/N+5zrynhiCn6CX73/35FVYyWH6pDwuN/ISl5sTWdLgVUvXzj1cZHKJYVZLOjWeHFP5jS8mJUbsvTSYdxhjLz89nbm5uDADbt2+fzDllSUcsFjNjY2MGQPplha+goCAGgO3YsUPuXGBgIAPAzp8/X2k/2dnZzMDAgDk7O8uVbHny5AkDwPz9/WWOd+3alQGQ+/IkFouZs7MzMzY2Zvn5+VWO9fz582zgwIHM2tqa6evrsxYtWrBvv/2W5eXlVfq+GFMv6WjrPRHVqFVG52ntLaNTrWVwnJ2d4ezsjHbt2im9Dk7Uk6Fg5hpQOyYSCIVCfPXVVwCAffv2qf38NysP9+zZExzH4dy5cyo9X9KuX79+cucCAgIAQKUtFa5cuYKioiL07dtXboKLg4MDWrVqhUuXLqG0tBRA2aXCq1evolWrVnKb0nEch759+yIvLw/Xr1+vUqwbN25Ez549cenSJQwYMACfffYZ3nrrLSxZsgR9+/ZFcbHmKhRr6z0R1alVRiex7pfR4bU4NCUlBcXFxfD395fZ4Ivwp2iNjrGeJQx0jXn3WX676vLeeecduS0LKiPZFOzatWsqtd+7dy/y8vLQpk0buf2W1BUbGwsTExO5vW+Ayvd5ebOf8s9R1FdMTAwSEhLg7OyM+Ph4iMXiCttL+n377bd5xXr//n189tlnaNeuHc6cOQNra2vpueXLlyMoKAjr169XWAuND228J8KPhaE9xrRZVWkZnZTcB9h2e2qdLaPDK+k4ODggNjaWpkNrkKLN26o6yim/XXV5FhYWaiedJk2aAADS0+Wneqanp0uTW/mJBCYmJti4caNc+99//x35+fkqb/iVlZUFW1tbheckG6Ap29HyzX4A5btbvtmXuu35xBoSEgKRSIT169fLJBwA+Oabb7B27Vrs2bNHY0lHG++J8NcQyujwSjrDhw/HsmXLEBkZiezsbNodtIpKxSJkFqbIHa9q+RtVt6uuqpcvX8olNxMTE5w6dUphcqvvu0uqIyIiAkDZxmmKFlHr6enhwYMHMsccHR2RkJCgsD9FXwS3bduGwMDAqgdLtKY+l9HhlXTmzZuHf//9F1FRURg1ahQ2bdqEZs2aaTq2BiOrKFXhP6raVP7m2bOyNURvTqUFynaSlXwwZmZm4uDBg5g2bRqGDRuG69evV3l7C3Nzc6XfpLOzs6VtVOkHUP6t/M2+1G3PJ9aMjAwAZVOSVfXFF1/IrLMCyiq+3759G8HBwXLty29rrY33RDRDUkbHxdIHR2JXKt3KXlJGJzbjEvo5fw4jvdr9d8Er6QwaNAg6OjpgjOHkyZNwcXGBo6MjmjRpAoFA9voilcGpnLKaa7Wp0KfkZnKnTp0qbGdhYYHAwECUlpbik08+wYwZM3Dw4MEqvbarqyuuXLmC1NRUufsKld2nebOf8s95U2xsLPT19aUjMWdnZwgEggrbv/na6sYquUqQnZ0NU1PTSt8DUJZ03vTkyRPcvn1b4T288rTxnohmNTV1R2D7jTifsKVelNHhdQfq3LlzuH37tnTDNpFIhLi4OFy8eBHnz5+XPs6dO6fyDKWGTGl16Vowcw0ACgoKsGbNGgBQeaHnxx9/DC8vLxw6dAiXL1+u0uv7+fkBAE6ePCl37sSJEzJtKtKlSxfo6+vj1KlTcoubExISEBMTg+7du0tn2wmFQvj4+EgnF5THGMOpU6dgbGwss3mdurF27twZwOvLbNVNG++JaJ6+jhB9nWdipPtymOgr38xPUkbnWNxaFJVqbntzTarytIfyJVAIP4oKfQKApWETLUciLzExEYMGDcL9+/fh7++P9957T6XncRwnvdTz3XffyfX54MED5Oer9j/FhAkToKuriyVLlshc5rl16xb27NkDNzc39OjRQ+Y58fHxePDggcyUfjMzM4wePRqPHj1CSEiI9DhjDEFBQQCASZMmyfQzefJkAEBQUJBMogoJCcGjR4/w4YcfQigU8o51+vTp0NXVxaefforExES5956ZmYmbN2+q9Oekqup+T6T61IcyOrz303nzmyLhT1GhT1P9RtDTMVTQunqIRCLppZnS0lJkZmbizp070nUrQ4YMwfbt29X6cjF48GB07NgRZ8+exfnz56XfhseNG4fz588jLCxMOhW7Ii1btsSCBQswf/58tG/fHsOHD5eWYQGAzZs3y13W7d27NxISEvD48WM4OjpKjy9fvhxhYWGYPn06Tp8+jRYtWuD8+fOIiIjAoEGDMHr0aJl+xo8fj3379mHPnj14/Pgx/Pz8EBcXhwMHDsDJyQmLFy+uUqxt27bFhg0bMG3aNLRq1Qr9+/eHi4sLcnJy8OjRI5w/fx6BgYH47bffVP5zr0x1vydSvep8GR0+K0+pDI5ifCsSbLj+odzq4913v+IdB5+KBACkD319fWZjY8M6derEpk+fzsLDw5U+F0oqEkgcPnyYAWBvv/229Jifnx8DwMLCwlR+T4wx9scffzBvb28mFAqZubk569+/P7tx40aF7+nx48dy5549e8Y+/vhjZmdnx/T19ZmrqytbtGgRKyoqUthXYWEhW7BgAXNxcWH6+vqscePG7JNPPmGpqakaiZUxxv777z82evRo1qRJE6anp8dsbGyYl5cXmzt3LouOjq74D4apV5FAW++JVL/aVEZH1c8/jjEasmiKqnuElycSF2NNxECUfd6/5mk3AAEuX2g+SEJIvcIYw5204zj7eCOKxQVK2wk4HXRvNhZdmo6GgNPReByqfv7RmLiGvSp8hjcTDlB7JhEQQmq3ulZGh/c9HYmkpCQkJyejqKhIaRtfX9+qvky9pXSLamHtWaNDCKn9JGV0rj07gIsql9EZrPVJYLyTzqFDhzBnzpxKay5xHAeRSMT3Zeo9ZQu+aKRDCFGXgNNB56bvw9nCG//GrUBaXrzCdjVZRofX5bXjx4/jvffeQ2xsLFjZ9ggVPvi6du0a+vfvDwsLCxgbG6NLly74888/1eqDzw6J2qRomMtBAAtD+xqIhhBSHzQydsI4j/Xo+tYH4Cr4mJeU0bn34ozWZiTzSjpLly6VBlhdQ7OwsDB0794d4eHhGDlyJKZOnYrU1FSMGjVKulCxMpIdEoODg2FjY4MvvvgCXbt2RWhoKLp27YoXL15US+zqUDTSMTewg46AqncTQvgrK6MzAR96rKvwyomkjM6hh4uQX1L9hVt5XV67efOmNNk0atQInTt3hrm5OXR0NDMjQiQSYdKkSRAIBLhw4YK0dtT3338PHx8fzJs3DyNGjJDbD+RNO3bswIkTJzBmzBjs2rVLGvNvv/2GadOmYf78+TKLBGvCKwUjndpU/oYQUre9LqMTisjUf5S2Kyujcw/vusyCi1XnaounShMJbGxscOfOHaVlz/k6e/Ys4uPjMWHCBLlihfPmzUNgYCB27NiB77//vsJ+Nm/eDABYtmyZzIhsypQpWLVqFXbt2oUff/xRZvW1NhWXFiC3JEPuON3PIYRoUlkZnU/RwqorjsatQW6x/BYlAJBXkoG/HsxHO9t30ctpKgx0jDQeC6/La23btgUAdOjQQeMJB9DMToV8dkjUNmWTCGjmGiGkOjhZeGOi5ya426hYRif7rsZj4DXSmThxIq5evYqoqCgUFRXBwMBAo0FVVLm2cePGMDExqXTWHJ8dEhUJCQnBpk2bVIo7OjoaAFBSUoKUFPn9cd70OPMBxNnyO4OKs02QgsqfTwghfHibjod1qQcikvagqDRXYZtXyMG+l0vwvttS6OtWfjWofJ3DivBOOn/99RdOnTqF4cOHY926dRotba7K7oaV7VTIZ4dERVJSUhAZGVlhmzelp6ernKiADnJHjl69BOCSWq9JCCHqq/hzuxjA9is7VepJ0a7CivBKOi4uLigsLARjDMeOHcOxY8dgYmIit90uUHYpKz5e8VzxusDe3h5eXl4qtY2OjkZBQQFsbGyklXwrEv50J+IyZMv+CzgdfOTxU7WUqSCEkDcxxhCbcQnXnv2FEvHrRf5vmbVFb8fpKs9Q3r9/v0pXeHglnSdPnki3M5BMnc7JyUFOTo5cWz5TqlXZ3dDS0rLKfZRvp8yUKVMwZcqUCttISGoP6enpwd6+8nU2Ixp/hZzidGQUJOFVYTJeFSSjRFyIpk3ong4hRHuaNHkf7Vv0wJG4VUjKvguhrhmGec6Cib6Vyn3o6am2zKPKZXAqSip8FxuVv9/SsWNHmXOpqanIzc2Fj49PhX3w2SFR2zhOADMDW5gZ2MIRqo2mCCGkOpQvo2Nh2FithKMO3gU/q7MSgSZ2KuSzQyIhhDRkkjI6rayVT66q8mvweZJYLFb5UVpaqnb/vXv3hrOzM3bv3o1bt25Jj2dlZWHp0qXQ19fHuHHjpMdTUlLw4MEDuUtp6u6QSAghpHrVyq0NdHV1ERoaCrFYDF9fX0yePBmzZ89G+/bt8fDhQyxdulRmN8igoCC4ubnh77//luln/PjxCAgIwJ49e9CtWzfMnTsXI0aMwPTp0xXukEgIIaR61cqkAwD+/v4IDw9H9+7dsW/fPmzcuBF2dnbYu3cvZs+erVIfAoEAhw4dwoIFC/DixQusW7cOly5dwsSJE3HlyhU0aqS9yqqEEEIAlXYO/eefsno9TZs2lbuxr8xff/2F+/fvA0Cl5WrqCx0dHYjFYgiFQri5udV0OIQQojWSJSMCgaDC2yoqJR2BQACO4zB8+HCZrQVmzJiBY8eOKVyL8/7772P//v3gOI7XfZ26SNubIRFCSG1UUVqp0pTptLQ06ZodUpacxWIxAKg9QaGoqEj6XG2gCRSEEE0qKCgAUPY5WJEqr9Mhr3l6eiIyMhJeXl64ceOGWs8dPHgwDh8+XE2RycvPz9faaxFC6j/J4vjyOwMoUmsnEhBCCKl/KOkQQgjRGko6hBBCtEatezr5+flITEyU+V3i6dOnMjMW6J4BIYSQN6mVdI4dOwYnJye544wxmQoBhBBCiCJqJZ2K5l5XpcAnIYSQhkGtpKPuehxKRIQQQspTOelQAiGEEFJVKiUdba6UJ4QQUn/RlGlCCCFaQ0mHEEKI1lDSIYQQojWUdAghhGgNJR1CCCFaQ0mHEEKI1lDSIYQQojWUdAghhGgNJR1CCCFaQ0mHEEKI1lDSIYQQojWUdAghhGgNx6h8tMbo6OhALBZDKBTCzc1NrefGx8cjKyurmiKT5+XlpbXXIoTUf9HR0SgoKIBAIEBpaanSdpR0NEjd/YYIIaQ+qiitqLWJG6mYQCCQbgOhzT9YPV36aySE1KwCkQhA2edgRejTSoM8PT0RGRkJewBTtPi6wV9+qcVXI4QQeR1//x2Rz5/D09OzwnY0kYAQQojWUNIhhBCiNZR0CCGEaA0lHUIIIVpDSYcQQojWUNIhhBCiNZR0CCGEaA0lHUIIIVpDSYcQQojW8KpIkJ+fj/T0dACAqakpLC0tZc5nZGQgNzcXAGBjYwMjI6MqhkkIIaQ+4DXSWbp0KZycnODk5IRz587JnQ8PD5eeX7ZsWVVjJIQQUk/wSjphYWFgjMHGxgZDhw6VOz948GDY2dmBMYazZ89WNUZCCCH1BK+k8+jRI3AcBy8vL6Xl/Nu3bw8AePz4Mf/oCCGE1Cu8kk5GRgYASMv4KyI5J2lLCCGE8Eo6RkZGYIwhKipKYeIpLS1FVFQUAMDQ0LBqERJCCKk3eCWdZs2aAQBSU1MVThRYunQpUlJSwHEcmjdvXrUICSGE1Bu8pkz36NFDOpL5/vvvcfbsWfj5+QEAzp8/LzOjrUePHlWPkhBCSL3AK+lMmjQJv/32G4CyvbDPnTsnk2jK7489ceLEqkVICCGk3uB1ea1Dhw6YMWMGGGPS2WuMMWmykRybOnUqOnbsqKFQCSGE1HW8y+D8/PPP+PzzzyEQCGRGNpJE9Omnn2L9+vUaCZIQQkj9wOvyGlA2mlm3bh1mzpyJQ4cO4dGjRwAAZ2dnDB48GC1atNBYkIQQQuoH3klHwsXFBbNmzdJELHUeLYQlhDR0lX0Ocqz8tTFSJUZGRigoKIBQKER+fn5Nh6NUcnIymjZtWtNhEELqEVU//1Qa6SxcuBAA4O7ujhEjRkh/V9X333+vVvu6ytDQEAUFBbV+QeyFCxcwZsyYmg6DEFKPqPr5p1LSWbBgATiOw/DhwzFixAjp76pqKEnHyckJr169gpOTU02HQgghWqXq51+1buJGV+5qp549e9Z0CISQBkrlpPNmApGsy6noQWqnxMTEmg6BENJAqXR5bdu2bQAAR0dHmd9J3fTo0SN07ty5psMghDRAKiWd8ePHV/g7qbrnL7OQm1+gldcqKilFiUgEPd0qz5gnhBC18PrU+fjjjwEAOjo62LBhA/T09DQaVENTWipGQsoLrb2eu1cXpGfmwN7GUmuvSQghAM+ks3PnTojFYvj4+FDC0QCxlu9/3fovHG8NHKzV1ySEEIDn7DU7OzsAgLW1tUaDIdpRKhLVdAiEkAaKV9Lp06cPGGO4e/eupuMhWmBlY1fTIRBCGiheSWfBggUwMzNDUlISvv32W5oeXcfY2DWu6RAIIQ0Ur3s6v//+O3r27Il//vkHy5cvx4EDB/D222+jSZMmEAjk81hDqUhQVzy8dxturi41HQYhpAHilXQkZXA4jgNjDDExMXj48KHS9pR0CCGEABoogyNJPorQZbfayblVG9DfDCGkJvBeHUgJpe7Kycqs6RAIIQ0Ur6RDZXDqthepyTUdAiGkgeKVdKgMTvVruuFnNN24Xu64WF8fIgtL5Lm3wcsBQ5AR8C6gxjYThBBSk3glnQsXLgAAGjVqBDc3N40GROQVW9tIf9bNzYF+2nPopz2H5bmzyDx0ALE//Qqmb6Byfx279ayGKAkhpHK8JhL07NkT/v7+CA4OVtpm4sSJsLW1lVYvIPzdOndF+rj+3x3c/fsosrp2BwBYhJ/HW+vXqdXfnetXqiNMQgipVLVt4padnY309HSkp6dX10s0TAIBClq44uH6EBQ2dwAA2P5vL6BGaZuS4qLqio4QQipUbUmnoEA7ZfobKmZggIx+7wIAdPLyIHz8SHrO4GkCHBZ9j3YD+sDbuy06dvFEm5FD0GTjeghyc2BhZaO406Qk4MsvgTZtAGNjwMAAaNIE6Nix7Pi1a9p4a4SQekzlezqS+zjlvXjxQuHx5ORkXLx4EQAUViggmlFcrpyNTl4uAMDq+FE4f/s1BMXFAIBSY2NwJSUwjr4P4+j7aHTgfyhdKz9BAbdvA/7+wKtX/9+hDmBmBqSmAikpQGRk2bnt26v7bRFC6jGVk07Pnj1lFoEyxnDhwgX4+/tX+DwrKyvewV27dg3BwcG4fPkySkpK4OHhgVmzZmHkyJEq91FUVIQVK1Zg586dePr0KaysrDBw4EAsXrwYtra2vGOrDQyeJUl/FpmZw+j+PTgHfQWBqAQ5HTriyfwfUNCyFSAWw+JCGBwXfg+D1BS0/nwa8q5eB1Du72b27LKk4uUF/Por0Llz2ay44mIgIQH45x9ALNb+mySE1Ctqz14rvyi0ogWikkoFXbt25RVYWFgYAgICYGhoiNGjR8PU1BT79+/HqFGj8PTpU8yePbvSPsRiMYYMGYITJ06gS5cuGD58OGJjYxEaGoozZ84gIiICjRo14hVfTRPk5sD6yGEAgMjcAoWOTmg5fRIEohIUNndATMg2iIXC/28sQGbP3nho1xjuH4yA+YsXwI7twIJy5YkuXy777y+/AF26vD6urw+4upYlJUIIqSK1rn2pU4WAMQZTU1MsWLBA3ZggEokwadIkCAQCXLhwAZs2bcKaNWtw+/ZttGzZEvPmzUNCQkKl/ezYsQMnTpzAmDFjcPnyZSxfvhz79+/Hhg0b8OjRI8yfP1/t2GqaTnY2zCIuw23iOOinPQcApH44Djq5uTC/XHZJMyXwk9cJp5x8tzZ41bsfAED49wHZkxYWZf9NSam22AkhROWRzrhx46SX13bs2AGO4+Dg4AA/Pz+ZdhzHQSgUonXr1nj//ffRuLH6ZfTPnj2L+Ph4TJgwAZ6entLj5ubmmDdvHgIDA7Fjx45KC4lu3rwZALBs2TKZS4NTpkzBqlWrsGvXLvz4448QKviArk18PFyVnksfOATPJk+H6fX/wP3/l4LsLt2Uts/u2h3WJ45C7/49oKQEkOz8OnAgsHkzMH48cOkSMHgw0KkTYGSk0fdCCGnYVE4628vdQN6xYwcAwNvbu1pK4pw7dw4A0K9fP7lzAQEBAIDz589X2EdhYSGuXr2KVq1awcHBQeYcx3Ho27cvQkJCcP36dbz99tuaCbyalF8cyiQVCdzc8XLAYOT4lF0K08t4+bp9BWujJJMPOJEIyMgAJG1XrgTi4oCwMGDt2rKHjg7g6QkMGABMngw0bar5N0cIaVB4VSSQjHo6deqk6XgAALGxsQAAV1f5b/iNGzeGiYmJtI0y8fHxEIvFCvso33dsbGytTzq3zmlhMaeFBXD2LBAeDhw+XDbauX4duHGj7LFqFbBlCzBmTPXHQgipt3glne0Kps0yxlBQUAAjDVyOycrKAlB2OU0RMzMzaZuq9FG+XV1XYmUt/Vn/eSqKmjkobKf/PBUAwHR1wSmaWdijR9kDAAoLgZMngfnzgbt3gY8/Bnr1ej06IoQQNVVpEU1qaio+//xzODs7Q19fX/pBHhISgoULF2Lp0qUaCZJULt+tDdj/r4kyi1A+MjKLKJulVtKmzev7OcoYGpbd2znw/5MOCgvLRkKEEMIT7/10IiIiMHjwYLx8+VI6q01ysz45ORmLFy8Gx3Ho1q0bevbsqVbfktGJslFIdnY2LC0tq9xH+XZ1XamZGbK6vQ2L8POw3x6KlwOHyM1gE8ZEw/L0CQBAwbDh0JecEIkAgaDsoUj5fmixLyGkCnh9gmRkZOC9996T1lV7c+fQESNGSH8+evSo2v2Xv9/yptTUVOTm5iq9VyPh7OwMgUCg9N5PRfeN6qqkT7+EWFcPhokJaDX1YwgfxpSdEIthfuEcWk2fBIFIhBy7xsgbV257iqSksrU4ixcDN2/K1nG7cwf46KOyn42NgTdmKxJCiDp4JZ1ffvkFqamp4DgOjDG59Tvt2rWDjU3ZjKuIiAi1+5dMwz558qTcuRMnTsi0UUYoFMLHxwcxMTFya3oYYzh16hSMjY3h7e2tdny1Vb57GzxatgpiPT2YRl6Hx/CB8OraAd4+7dBqxiTopz1HUWN7PPhpA5ixieyTHz0CvvuurCKBoSFgbV1We619e+DcubJFotu3A1WoMEEIIbySzuHDh6U/7969G0OHDpVr4+7uDsYY4uLi1O6/d+/ecHZ2xu7du3Hr1i3p8aysLCxduhT6+voYN26c9HhKSgoePHggdylt8uTJAICgoCCZxBgSEoJHjx7hww8/rPVrdNSV8c4A3D14DGnvj0Zhs+YQFBeD6egir7UbkqZ/hrt/H8H1rJeyT2ratKzMzZdfllUjsLcHcnMBXV3A3R2YMQOIigLKjWAJIYQPXvd0YmNjwXEcvL29MXr0aOzfv1+ujcX/r3DPyMhQPyhdXYSGhiIgIAC+vr4yZXASEhKwevVqODo6StsHBQVhx44d2LZtGwIDA6XHx48fj3379mHPnj14/Pgx/Pz8EBcXhwMHDsDJyQmLFy9WOzZtSZ7+GZKnf8bruUXNHfDk+0WqP0FPDxg0qOxBCCHViNdIR7JtQUUbtGVmZpa9AM8bz/7+/ggPD0f37t2xb98+bNy4EXZ2dti7d69Kddckr33o0CEsWLAAL168wLp163Dp0iVMnDgRV65cqbN116qquXPLmg6BENJA8RrpWFlZ4fnz54iJiVF4PicnB5GRkQAAa2trhW1U4ePjg2PHjlXabvv27QrXDgGAgYEBgoODK9zltKERlRTXdAiEkAaK1zCkffv2AIC4uDisWrUKonKznZ4/f47AwEDk5uaC4ziZ2mmkdnj29ElNh0AIaaB4jXSGDh0qnVk2d+5cmXNNmzaVuWk/bNiwKoRHCCGkPuE10gkMDJRZ38IYk67VEf//Rl8cx8HV1RUffvihBsIkmtSuUze1tqkghBBN4ZV0DA0NcfDgQTRp0kQm4QCQrt2xs7PDgQMHYGBgoLFgiWbE3r9T0yEQQhoo3jVN3NzccPfuXXz77bdwd3eHUCiEUCiEu7s7goKCEBUVBXd3d03GSjSkIC+3pkMghDRQvGuvAWVrcRYtWoRFi9RYE0JqnLFp/ag3Rwipe6h6YwPk5Nq6pkMghDRQVRrpAEBSUhKSk5NRVFSktI2vr29VX4ZoUFTkVTg1o1mFhBDt4510Dh8+jG+++QYPHz6ssB3HcTLreAghhDRcvJLOyZMnMWzYMIUVpknt95aDS02HQAhpoHjd01myZInMehxCCCFEFbxGOpGRkdL1OPb29ujatStMTU01HRupJkkJ8ejg2a6mwyCENEC8ko6Ojg4AwMnJCVFRUfVuTxpCCCHVg9fltY4dOwIo2xKaEk7d09arc02HQAhpoHglHUmRz4iICNy/f1+jAZHq9zj2QU2HQAhpoHhdXuvbty/WrFmDr776Cl26dMGoUaPQtm1bWFpaKmxffmtpUvPycrIqb0QIIdWA9zodAwMD6OvrIzc3F1u3bq2wLSWd2kVobFLTIRBCGiheSefAgQOYMWMGOI6TTplWtl6HplTXPq7uNHONEFIzeN3TWblypfRnWiBa99y5drmmQyCENFC8RjpRUVHSEUznzp2l63QEAqofSgghRDleScfIyAgFBQXw8PDA5cuX6RJaHdOkmWNNh0AIaaB4DU38/f3BGIO5uTklnDpIV0+/pkMghDRQvJLOwoULYWRkhKtXr+LcuXMaDolUt8RHFVcGJ4SQ6sLr8tq+ffvQvXt3nDp1Cn369IG/vz88PDxgYWGhsP3333/PK7hr164hODgYly9fRklJCTw8PDBr1iyMHDlS5T6KioqwYsUK7Ny5E0+fPoWVlRUGDhyIxYsXw9bWlldchBBC+OGVdBYsWCCdLi0Wi3H27FmcPXtWaXs+SScsLAwBAQEwNDTE6NGjYWpqiv3792PUqFF4+vQpZs+eXWkfYrEYQ4YMwYkTJ9ClSxcMHz4csbGxCA0NxZkzZxAREYFGjRqpHVtd5+7ZqaZDIIQ0UFWeblbRPR2+U6lFIhEmTZoEgUCACxcuYNOmTVizZg1u376Nli1bYt68eUhISKi0nx07duDEiRMYM2YMLl++jOXLl2P//v3YsGEDHj16hPnz5/OKr65LehJf0yEQQhoo3klHsj6nogdfZ8+eRXx8PD744AN4enpKj5ubm2PevHkoLi7Gjh07Ku1n8+bNAIBly5bJJMcpU6bA2dkZu3btQkFBAe8466rszIyaDoEQ0kDxury2bds2TcchQzI5oV+/fnLnAgICAADnz5+vsI/CwkJcvXoVrVq1goODg8w5juPQt29fhISE4Pr163j77bc1E3gdYWBoVNMhEEIaKF5JZ/z48ZqOQ0ZsbCwAwNXVVe5c48aNYWJiIm2jTHx8PMRiscI+yvcdGxvb4JKOW/uONR0CIaSBqpUlBLKyyqogm5ubKzxvZmYmbVOVPsq3q+uGBvREZw9XlR5//h5a0+ESnp48eQKO4xAYGFjlvlasWCGdEBQRESF3vvyEIUWPJ0+eKOxXLBZj69at6NGjBywsLGBkZISWLVtiwoQJyMnJqXLcpG7jXWWa1C6jPhqP3Ar+h46Pe4iwUycgFBrBytpKi5GR2igqKgrBwcEwNjZGXl5ehW3Hjx8PR0dHueOKlkgUFRVhxIgR+Pfff9GuXTsEBgbCwMAAiYmJOHr0KBYtWkRb2zdwtTLpSEYnykYh2dnZSvfuUaeP8u3qujFjJyg9l5X5CuNHvwcA+G7RcrRu3UpbYZFaqKSkBOPHj4enpydcXV3xxx9/VNg+MDAQPXv2VKnvuXPn4t9//8Xy5csxZ84cmXNisZhvyKQeqZWX18rfb3lTamoqcnNzld6rkXB2doZAIFB676ei+0b1iUgkwryvPkdKchLGTZyC3gHvwtDIWKZNWloavvzyS7Ro0QIGBgawsbHB8OHDERUVJdefo6MjHB0dkZmZiZkzZ6JZs2bQ1dXF9u3bpW0OHz4Mf39/mJubQygUon379li7di1EIpHKccfGxmLChAlwcnKCgYEBrKys0L59e3zxxRdyMyNzcnLwww8/oF27djAyMoK5uTk6dOiA7777DiUlJTJtL126hAEDBsDKygqGhoZo3bo1goODkZ+fLxcDx3Ho2bMnkpOTMW7cODRu3BgCgUCmCseFCxcwaNAg2NjYwMDAAK6urpg/f77C/pT5+++/MWbMGLRo0UIa/9tvv439+/fLtNu+fTucnJwAlC0HKH+pS53KIEuWLMG9e/ewdetW6OjoqPy8yiQnJ+OXX37B22+/LZdwAEAgEFBRYFI7Rzp+fn5YtmwZTp48idGjR8ucO3HihLRNRYRCIXx8fBAREYGEhASZGWyMMZw6dQrGxsbw9vbW/BuoRX5esxzXr15B1+6+mPbZLADAk9hoeLi3BlA24aJnz55ISkpCv379MHToUKSlpWH//v04ceIEzpw5g86dO8v0WVRUhF69eiE3NxeDBw+Grq4u7OzsAABr167F7NmzYWVlhQ8++ADGxsb4559/MHv2bFy8eBEHDhyotF7fs2fP4OPjg7y8PAwYMACjRo1CXl4eYmNjsWHDBqxevRq6umX/dNPS0uDn54cHDx7A09MT06ZNg1gsxoMHD7BixQrMnj1behnof//7H8aMGQMDAwOMGjUKtra2OHnyJBYuXIgTJ07g3LlzMDQ0lInl5cuX6Nq1K6ysrDB69GgUFhZK7wdu3LgRM2bMgIWFBQYNGgRbW1tcv34dS5YsQVhYGMLCwqCvX3mdu6CgIOjr66NHjx6wt7fHixcv8M8//2DEiBH4+eef8emnnwIAPD098fnnn+Onn35C+/btMXToUGkfii5/KRIZGYklS5Zg4cKFcHd3V+k5Fy5cwNWrVyEQCODq6oo+ffrAxER+I8C//voLIpEI77//PnJycvDPP/8gMTERdnZ2CAgIQNOmTVV6PVLPsVqopKSEOTs7MwMDA3bz5k3p8czMTNayZUumr6/PHj9+LD3+7NkzFh0dzTIzM2X62bp1KwPAxowZw8RisfT4xo0bGQA2efJkjcbt5eXFADAvLy+1nldcImJX78Zq/BG8ZCUDwN5q7sBOX7ohPb4hZDN7mprOGGOsW7duTEdHhx0/flwmppiYGGZqaso8PDxkjjs4ODAALCAggOXn58uci4uLY7q6uszW1pYlJiZKjxcWFrIePXowAOz333+v9M/j559/ZgDYjz/+KHfu5cuXMr8PHz6cAWDz5s2Ta5uamspKSkoYY4xlZWUxc3NzZmBgwG7fvi1tU1paykaNGsUAsIULF8o8HwADwCZMmMBEIpHMuXv37jFdXV3Wvn17lp6eLnNu2bJlDABbvXp1pe+VMcbi4+PljuXk5DAPDw9mbm7O8vLypMcfP37MALDx48er1Hd5hYWFrE2bNszb21v6fsaPH88AsCtXrsi1Dw4Olv4ZlH9YWFiwHTt2yLUfO3as9M/R3t5e5jn6+vps7dq1asdM6g5VP/9q5VhXV1cXoaGhEIvF8PX1xeTJkzF79my0b98eDx8+xNKlS2W+2QUFBcHNzQ1///23TD/jx49HQEAA9uzZg27dumHu3LkYMWIEpk+fDicnJyxevFjL70x7ou/dxfKF38HIyBirftoI0///dg4ArT28wADcvHkTly9flv45ldeyZUtMmjQJd+/eVXiZbeXKlRAKhTLHdu/eDZFIhNmzZ6NZs2bS4wYGBlixYgUAyFyGq8yb/QOAldXrSRCpqak4cOAAXFxcsGDBArm2dnZ20hHRoUOHkJWVhY8//hjt2r3eOVUgEGDlypVylwgl9PX1sXLlSrnLUCEhIRCJRFi/fj2sra1lzn3zzTdo1KgR9uzZo9L7dHZ2ljtmYmKCwMBAZGVl4dq1ayr1U5nvv/8esbGx2LZtm0qX1dq3b4+tW7fi0aNHKCgowOPHj7F+/Xrp7Ll//vlHpn1aWhoA4IcffkD79u1x7949ZGdn499//4WNjQ1mzZqFY8eOaeS9kLqrVl5eA8q2TwgPD0dwcDD27dsnLfi5YsUKjBo1SqU+BAIBDh06hOXLl2Pnzp1Yt24drKysMHHiRCxevLje1l17mZ6Obz6fjuLiYixftxbOLWTvW6UmJ6KFs4N0muzz588Vfmg/ePBA+t+2bdtKjxsaGsLDw0Ou/c2bNwFA4U3nrl27wtDQELdu3ao0/kGDBiEoKAgzZszAmTNn8M4778DPz0/uw/n69etgjMHf3x96enoV9llRbM2bN4ezszMePnyInJwcmdlVTk5OsLGxkXuO5M9OcgnyTXp6etI/v8qkpaVh+fLlOHbsGBISEuSqZDx79kylfipy5coVrF69GgsWLJD5u6zIsGHDZH53dHTEzJkz4ebmhr59+2L+/PkYPHiw9LxkooCtrS32798PI6OyRcgDBgxAaGgo+vfvjzVr1uDdd9+t8vshdVetTToA4OPjo9I3o+3btyv9Bm1gYIDg4GAEBwdrOLraSVRSgqDZnyLteSo+njIDPXvLV3XIzEgHAGRklJXDOXLkCI4cOaK0zzen1Nra2iq8LyOZESi5v1Mex3Gws7NDcnJype/B0dERERERWLBgAY4ePYo///wTANC6dWssXLgQ77//PoDXMxNVuVdQUWwAYG9vj4cPHyI7O1sm6ShrL/mzW7JkSaWvXZGMjAx06tQJiYmJ6N69O/r06QMLCwvo6Ojg1q1bOHToEIqKiqr0GiKRCOPHj0e7du0wd+7cKvUFAL1794aLiwvu3r2L7Oxs6T0uyUzQPn36SBOOREBAAAwMDHD9+vUqvz6p21RKOomJiVV6kebNm1fp+UR1q5ctxO3I6+jh54/JMz5X2EZP3wDA6wWy69evx8yZM1V+DWUTAST9PX/+XK70EGMMz58/l7apTNu2bfHXX3+hpKQEN27cwLFjx/Dzzz9j1KhRaNKkCbp37y6dIKBKIisfmyKpqaky7SQqe69vJil1bdmyBYmJiVi0aJFcAdrly5fj0KFDvPuWyM3Nlc7WVDaxoWvXrgDKZtKVn6CgjI2NDeLi4pCfny/9s2jVqmwqvqL1OwKBAKamptLkTxoulZKOo6Mj7x1COY5Ta6os4e/v/+3F3//bCwdHZ/ywfI3Sv7N23mUfMJJZaVeuXFEr6SjToUMH/P333zh37hx8fHxkzl29ehWFhYXo1q2bWn3q6emhS5cu6NKlC1q0aIFx48bh33//Rffu3eHt7Q2BQICwsDCUlJRUeImtQ4cOAMrq+r25H9PTp08RHx8PZ2dnlRNI586dERkZiYiICPTt21et91RefHxZxe8hQ4bInbt48aLcMcm9mNLSUpVfw8DAABMnTlR47sKFC4iNjcXgwYPRqFEjlWbB5eXl4d69ezA2Npa59NirVy8sWbIE9+/fl3vOixcvkJ6ejpYtW6ocN6mf1JpIwFSoLK3oQarfnVuRWLNsIYxNTLDypw0wMVH+4Xnj8jkAZZcvO3fujD179mDfvn1y7cRicaWFVcv74IMPoKuri7Vr18rchyguLpau21ClfMuNGzcUfiOWjFIk05rt7OwwfPhwxMfH44cffpBrn5aWJv3CM2TIEJibm2Pbtm24d++etA1jDHPmzIFIJFKrtMz06dOhq6uLTz/9VOGVgMzMTOl9pIpIRoTh4eEyx3fv3o2jR4/Ktbe0tATHcXj69KnKsQqFQoSGhip8SL4EBAUFITQ0VFrVPScnBw8fyu8wW1BQgEmTJiEnJwcjR46UTtQAypYxuLm54cyZMzh16pT0OGMM8+bNAwC1NmAk9VOV7ulUNvqhhKMdeXm5mPvlzLLJFp5eOHVc+f0ZADARGkh/3rNnD/z9/TF69Gj8+OOP8PLyglAoRGJiIq5cuYIXL16gsLBQpThcXFyka2PatWuHkSNHwtjYGIcPH0ZMTAyGDBmCjz76qNJ+du7ciZCQEPj6+sLFxQVmZma4f/8+jh49CisrK0yY8Lr6woYNGxAVFYUlS5bg6NGj6NWrFxhjePjwIU6ePInnz5/DwsICZmZm2Lx5M8aMGYPOnTtj1KhRaNSoEU6fPo0bN27Ax8cHX3/9tUrvEyi7/LdhwwZMmzYNrVq1Qv/+/eHi4oKcnBw8evQI58+fR2BgIH777bcK+xk7dixWrFiBTz/9FGFhYXBwcMDt27dx5swZvPfeezhw4IBMexMTE3Tq1AkXLlzA2LFj4erqCoFAgLFjx8pd0qyKly9fonXr1ujUqRPc3NzQuHFjPH/+HKdPn0ZSUhI8PDywatUqmefo6Ohg27Zt6NWrF/r374/33nsPb731FsLDw/Hff//By8tLI/eUSB2nyvxrPz8/1rNnT5mHj48P4ziOcRzHzMzMWIcOHViHDh2Yubk54ziOCQQC5unpyXr27Kn2fO+6qqbW6fx9PEzhegplj/dHf8ASU16vLcnIyGDz589nbdu2ZUKhkJmYmDBXV1f2wQcfsAMHDsjE6uDgwBwcHCp8P4cOHWJ+fn7M1NSUGRgYMA8PD7ZmzRrpmpnKREREsClTprC2bdsyCwsLJhQKmaurK5s5cyZLSEiQa5+VlcW+++471rp1a2ZgYMDMzc2Zp6cn+/7771lxcbFM2wsXLrB3332XWVhYMH19fdayZUv23XffsdzcXLl+ATA/P78KY/3vv//Y6NGjWZMmTZienh6zsbFhXl5ebO7cuSw6Olql93vr1i3Wr18/ZmlpyUxNTZmfnx87ffo027ZtGwPAtm3bJtM+JiaG9e/fn1lYWDCO4xgAFhYWptJrvUnZOp2srCw2Y8YM1qlTJ9aoUSOmq6vLTE1NmY+PD1u5cqXcGq3yoqKi2PDhw5m1tTXT09NjLi4uLCgoiOXk5PCKkdQNqn7+cYypPxwRiUTo06cPLl68iLlz5+K7776TXvIoKirCokWLsHTpUnTs2BEXL16UW+VdX3Xs2BGRkZHw8vLCjRs3VH5eiagUNx88rsbIZL16+QLurVqiWWPryhsTQogKVP3847U4dO3atbhw4QLc3NywZMkSmaRiYGCAxYsXw93dHZGRkXJDcFLzHsXcq7wRIYRUA15J5/fffwfHcRWuj2jatCkYYyqvyiaEEFL/8Uo6jx49AlC2IvzFixdy59PS0qSlO5Rt9ERqTss27Ws6BEJIA8Vr9pqJiQmKioqQmZmJHj164KuvvpKWRYmKisKaNWuQmZkpbUtql/TnqWjpIl/vixBCqhuvpNOzZ0/89ddf4DgOsbGxmDp1qsx5ydwEjuPg7+9f9SiJRmWkP0fZRDZCCNEuXpfXfvjhB2kFYI7j5BaDStbvGBoaNpiaZ3WJjm6tLrlHCKnHeCUdNzc3/PPPP7CxsZEZ1UiSDWMMNjY2OHTokMobRRHt8fTpUdMhEEIaKN5feXv37o2YmBhs2bIFp0+fRkJCAoCy4p59+vTBxIkTYWlpqbFAiebcjLgI+4GDajoMQkgDVKXrLBYWFpg9ezZmz56tqXiIFojFqheLJIQQTdLYzqGMMeTn52uqO1KNrG3tazoEQkgDVaWRTmpqKpYtW4bDhw/j6dOnYIxBJBIhJCQEz58/h66urrS6LKk9LK3r546phJDaj3fSiYiIwODBg/Hy5UuZyQRA2aZaixcvBsdx6Natm8ItgknNiYu+g9autE6HEKJ9vC6vZWRk4L333kN6etm2x29ucTBixAjpz4r2BCGEENIw8Uo6v/zyC1JTU2XW6JTXrl076Y6CERERVY+SaJRLa4+aDoEQ0kDxSjqHDx+W/rx7926Fe6q7u7uDMYa4uDjewZHqkfUqvaZDIIQ0ULySTmxsLDiOg7e3N0aPHi3dt708CwsLAGWX4kjtkv48paZDIIQ0ULySTkFBAYCyPeqVkRT8FAg0NiubaAjH0d8JIaRm8Pr0sbKyAmMMMTExCs/n5OQgMjISAGBtzX93ymvXrqF///6wsLCAsbExunTpgj///FOtPoqKirBw4UK4urrC0NAQTZo0weTJk5GWlsY7rrrOq6tvTYdACGmgeCWd9u3L9mOJi4vDqlWrIBKJpOeeP3+OwMBA5ObmguM4eHp68gosLCwM3bt3R3h4OEaOHImpU6ciNTUVo0aNwpo1a1TqQywWY8iQIQgODoaNjQ2++OILdO3aFaGhoejatavCvYAagtv/XarpEAghDRSvdTpDhw7FyZMnAQBz586VOSfZMVRi2LBhavcvEokwadIkCAQCXLhwQZq4vv/+e/j4+GDevHkYMWIEHBwcKuxnx44dOHHiBMaMGYNdu3ZJp3b/9ttvmDZtGubPn4+QkBC146vrRKKSmg6BENJA8RrpBAYGwtXVVfp7+e0MxGIxgLK1O66urvjwww/V7v/s2bOIj4/HBx98IDNSMjc3x7x581BcXIwdO3ZU2s/mzZsBAMuWLZNZSzRlyhQ4Oztj165d0vtTDYmltW1Nh0AIaaB4JR1DQ0McPHgQTZo0kUk4wOv9dezs7HDgwAEYGBio3f+5c+cAAP369ZM7FxAQAAA4f/58hX0UFhbi6tWraNWqldyIiOM49O3bF3l5ebh+/bra8dV1jeyb1nQIhJAGivc0Jjc3N9y9exfffvst3N3dIRQKIRQK4e7ujqCgIERFRfHeSyc2NhYAZEZTEo0bN4aJiYm0jTLx8fEQi8UK+yjfd2X91EcPo27WdAiEkAaK1z2dqKgotG3bFhYWFli0aBEWLVqktO306dOxYcMGtfrPysoCUHY5TREzMzNpm6r0Ub5dQ5NfWIz8wqKaDoMQUgsZGuhD8EZ5M03hlXQCAgJw+fLlSm/kT5kyBaGhoWonHVK9nFq6Iys3H1lxtBUFIUSeqbEQbk7Vcxme1+W1lJQU9O3bV+laF8YYJk2aJL2Rry7J6ETZKCQ7O1vpCEadPsq3a0jycrJrOgRCSC1WUFhcbX3zvqcTHx+PgIAA6Yd3eRMnTsTWrVt5B1XR/ZbU1FTk5uYqvVcj4ezsDIFAoPSeTUX3jeq7tJSkmg6BENJA8Uo6ktlqd+7cwaBBg1BYWCg9FxgYiO3bt0t/t7KyUrt/Pz8/AJCuBSrvxIkTMm2UEQqF8PHxQUxMDBISEmTOMcZw6tQpGBsbw9vbW+34CCGE8MMr6ZS/RxMeHo73338fxcXF+Oijj/D777/LTJsOCwtTu//evXvD2dkZu3fvxq1bt6THs7KysHTpUujr62PcuHHS4ykpKXjw4IHcpbTJkycDAIKCgmQWrIaEhODRo0f48MMPIRQK1Y6vrqMyOISQmsJrIsGUKVNQUlKCzz77DBzH4ejRo3BxccGzZ88AlI0kmjdvjtOnT6NFixbqB6Wri9DQUAQEBMDX1xejR4+Gqakp9u/fj4SEBKxevRqOjo7S9kFBQdixYwe2bduGwMBA6fHx48dj37592LNnDx4/fgw/Pz/ExcXhwIEDcHJywuLFi/m8/TovKvI/eHTsUtNhEEIaIN73dGbOnIm1a9dKRxDJycnSn1u0aIGLFy/ySjgS/v7+CA8PR/fu3bFv3z5s3LgRdnZ22Lt3L2bPnq1SHwKBAIcOHcKCBQvw4sULrFu3DpcuXcLEiRNx5coVNGrUiHd8dVlxUWHljQghpBpw7M1tP9W0Zs0afP3119JLah4eHjh16hRsbRteqZWOHTsiMjISXl5euHHjhsrPKxGV4uaDx9UYmay46Lto4Ua7hxJCFNPV0YGXm5Naz1H180+ly2sff/xxhecbNWqEFy9egOM4ODo6yhQB5TgOW7ZsUTFsog32zRxrOgRCSAOlUtLZvn27TH01ZRhj+Pfff2V+p6RT+zy4cwMdu/Ws6TAIIQ0Qr4kEiqiSlAghhDRsKiedKt76IbWIQ4vWNR0CIaSBUinp8FlrQ2qvosKGt4cQIaR2UCnpVLb6n9QtqUkJaNpcvZkphBCiCbzX6RBCCJG1eYMVOnu0QGePFvDt5IwXaTpK2z5L1pW2vXGt4VRGqfJEgtLSUqSnp6OoSPneLM2bN6/qyxAN8vTpUdMhEFLvFRUKELrRCkHBL2o6lFqFd9K5du0avvvuO5w/fx7FxcrLYHMcB5FIxPdlSDV4cDcSbTr41HQYhNR7hw+a4cPxmWjuWFLTodQavC6vXb16FX5+fjh16hSKiorAGKvwQWqXwgLavI2Q6mTXuAQtWhahVMRhw8/WNR1OrcJrpLNgwQIUFhaC4zjp+pw3k4ukLA6pfUzNLWs6BELqNYEAmP75S8ya0QRhp0xw764B2niovz387ZuGOLDPHLciDZHxUgd6+gwOjiXw75OLEWOyYGSk/DP2/Flj7NtljphoA5SKODRtVoJ3BuRgzNhMbNtshdCNVvDyLsDGbclVeatq45V0rly5Ik0q+vr6aNWqFczNzaGjo/ymGak9mjk1vI3rCNG27r758PIuQOR1IX790RobtjxT+bliMbBupQ3+3GUhPWZkJEZhgQD3owxxP8oQ/x40w08hz2DfRP72xU+rrbF7x+svl6ampXj8SB+/rLPBpQvGaO9Vc8smeCUdyT0cc3NzXL16FS1bttRoUKR63b/1H5XBIUQLpn+Rjk8+aoYb/xnhSrgRuvZQ7dL2pl+t8OcuC1haifDJtAz0fTcX5uZiiEqA27eE+GmVNWKiDTHni8bYvjcJgnI3Sk4eM5EmnID+OZg5Kx22dqUoKuJw7LAp1i63QXysfnW8XZXwuqcjSTKdO3emhEMIIUp4tC9Cz965AIANP1lDlTsOz5J18fsWSxgYivHzpmcYMTob5uZiAICuHtCxU9klMVu7EsREG+JimLH0uYwBIb+U7dbs0zUfPyx/Dlu7UgCAgQHD0BHZ+Gb+C2Rn19xVKV5J56OPPgJjDLGxsXTfpg6iy2uEaM+0z15CR4fh4QMDnDxqUmn7I4fMUFrKoWv3fLRspXhmsLExg1+vPABAxGUj6fGHD/SRlFg2igmc9AqKSmIOGJKDxvY1N5uO1+W1zz77DHv37sXNmzcxZcoUrFq1Cubm5pqOjVST0lKawk6Itjg6l2Dg0Gwc2m+OkF+s0btfLnT1lLe/c9MQAHD1shHe7emotF1BftmYIeXZ64/xmGgDAICuLkM7T8X3bTgO6OBdgGOHKwiiGvFKOu+88w5KSkrAGMOWLVuwa9cutGjRAtbW8lMDOY7DmTNnqhwo0ZxniY9h/5ZDTYdBSIPxybQMHD9iiuQkPRz40xwjP8xS2vbFi7JLXwUFAhQUVH4xqqjwdZtXGWXPNbcohV4FOaWRbamKkWser6Rz7tw56XRpxhgKCgpw9+5due0NJPvpEEJIQ2ZrV4qRY7Kwc5sltm6yxMBh2UrbikvLPjPHffwKM758yev1avPHbpVrr0mSDyWXusPDu2tNh0BIgzNu4iuYmZXiVYYudu+wUNrO2qZsFJKSov6YwNKq7LmZr3RQUsFtm4pqwlU33kmnsioENMGg9oqPjqrpEAhpcMzMxRg38RUAYNcOS2S+UvzB365D2b2YaxFGKCpS78t8K7eyBagiEYc7txQXEWUMuHWj5gqM8rq89vjxY03HQbQoPy+npkMgpEF6/4Ms/LnbHGnP9bA1xEphm0HDsrFzW1lS2vyrFWbOUn6JraQEKCnhpJUJWrYuxlvNi5GUqI/ft1jAy7tA7lLbsX9NkfKsZiYRADxHOg4ODmo9SO1ibGJW0yEQ0iAZGjJMmp4BALh4zlhhm7eaifDx5LI2O7dZYsE8W5nFnCJR2dTo0I2WGN7fAQ8fGEjPcRww+f/7j7hkjB++tZVeSisq4vDPAVMsX9gIZmZ1bCIBqducW7nXdAiENFgDhuRg13ZLPHmsvCrAxKmvUFrKYdsmSxw7bIZjh81gYCiGoSFDbo4ApaWvhy9vjmQCBuTiflQm9v5hgWOHzXD8X1OYmoqRny+ASMTBu3M+2ngUYkeoFfQNxNX1NpWqctLJz89HXFwcsrKylN7H8fX1rerLEA26eyOCyuAQUkN0dIBpn7/EnC/slbbhOGDKzAz0CcjF/n1muHHNCGmpusjNFcDUTIzmDsVo16EQPXvlwcOzUO75X85JRwfvAmnBz+ISDo7OxXh3UA5Gf5SJn1bbAABMTOtQ0klOTsann36KI0eOVLhfTlX207l27RqCg4Nx+fJllJSUwMPDA7NmzcLIkSNV7qOoqAgrVqzAzp078fTpU1hZWWHgwIFYvHgxbG1tecVFCCGKTJqeIb18VpGevfNw9W5cpe1cXIvxzfx0XrH07J2Hnr3zFJ57cK/skpyzi/K90KoLr6STm5uLHj16IDExsdpmqYWFhSEgIACGhoYYPXo0TE1NsX//fowaNQpPnz7F7NmzK+1DLBZjyJAhOHHiBLp06YLhw4cjNjYWoaGhOHPmDCIiItCoUaNqib82a+rgXNMhEEJqSOQ1Q+nMNlULkGoSr4kEGzduREJCgvT3N9fpVHXdjkgkwqRJkyAQCHDhwgVs2rQJa9aswe3bt9GyZUvMmzdP5vWV2bFjB06cOIExY8bg8uXLWL58Ofbv348NGzbg0aNHmD9/Pu8Y6zKOq/LyLEJILbZysQ3+PWiKl+k60iKjOdkCHPjTDF9/XnZZz7tzPtzbqr/HT1Xx+vQ5cuSI9Odu3bpJRzuOjo7o16+fNOm8//77GDdunNr9nz17FvHx8fjggw/g6ekpPW5ubo558+ahuLgYO3bsqLSfzZs3AwCWLVsmkwSnTJkCZ2dn7Nq1CwUFNbevRE1JelL5sJ4QUnfduSXEou/s0N/fCb7ezujb3Ql9ezhhxSJb5ObowMmlCMFLntdIbLySzoMHDwAA1tbWCAsLkx739vbG8ePH8b///Q9isRiJiYkICQlRu/9z584BAPr16yd3LiAgAABw/vz5CvsoLCzE1atX0apVK7lp2xzHoW/fvsjLy8P169fVjo8QQmqzyTNeYuDQbDi5FEFoxJCXXzYBwdOrAF988wLb9yRJtzzQNl73dDIzM8FxHNq3bw+9clXlJCOeYcOGwcvLC//99x+WLVuG4OBgtfqPjY0FALi6ypfgb9y4MUxMTKRtlImPj4dYLFbYR/m+Y2Nj8fbbb6sVn6Zpu4BQmw4+Wn5FQog2+frnw9ef//2a6qxqxivp6OrqoqSkBKampgAAfX19lJSUICPj9ayNxo0bgzGGPXv2qJ10srLKKrAq2y7BzMxM2qYqfZRvV5N0dXVgZ22OnDztXOp79OAu2np21MprEULqHhuL6ltAzivpWFpaoqCgAHl5ZdPxLCwskJaWhqtXryI5ORkGBga4evUqACAxMVFz0dZjDvbam0V399oltG3RXGuvRwghErzu6dja2oIxhlevyorXSbasLigogKurKxwdHaWjHqFQ/cJyktGJslFIdnZ2pZvGqdJH+XYNSUN8z4SQ2oFX0vHw8AAAPHz4EIwx9O3bV3qusLAQ+fn50r10+FQjKH+/5U2pqanIzc1Veq9GwtnZGQKBQOm9n4ruG9V3vXv3rukQCCENFK+k4+3tDSMjI5SWluLu3buYPn06GjVqJE00kunJhoaG+OGHH9Tu38/PDwBw8uRJuXMnTpyQaaOMUCiEj48PYmJi5Nb0MMZw6tQpGBsbw9vbW+346roDBw7UdAiEkAaKYxoqKRATE4PZs2cjPDwcJSUl6NKlC5YvX45OnTqp3ZdIJEKrVq2QnJyMiIgI6VqdrKws+Pj44MmTJ4iJiYGjoyMAICUlBVlZWbC3t5e5dLRt2zZ8/PHHGDNmDHbt2iVNhr/99humTZuGyZMn85rSrYyVlRVevXoFoVAINzc3jfWraRkZGbCyUlxWnRBC+IiOjkZBQQEsLS1lJpXJYbXU2bNnmZ6eHjM1NWWTJk1is2bNYg4ODgwAW716tUzb8ePHMwBs27ZtMsdLS0tZQEAAA8C6dOnC5syZw4YPH844jmNOTk4sLS1NozELhUIGgB70oAc9GuxDKBRW+DlZ7VsbHD58GIMGDVL7ef7+/ggPD0dwcDD27dsnLfi5YsUKjBo1SqU+BAIBDh06hOXLl2Pnzp1Yt24drKysMHHiRCxevFjjdddsbW2RlpYGQ0NDODk5qfw8yTeE2j5CIqqjv9P6hf4+K/f48WMUFhZWWkhZY5fX3nT06FEsWLAAN27cQGlpzW0YVBd07NgRkZGR8PLywo0bN2o6HKIB9Hdav9Dfp+aoNdJ5+vQpTp06hfT0dDRp0gTvvPMObGxsZNqcPn0a3333Hf777z/pxAJCCCEEUCPp/Pzzz/jmm29QUlIiPSYUCvHbb7/ho48+QlZWFgIDA/HPP/8AQLVteUAIIaTuUinp3LhxA19++aVcIsnPz8fHH38MDw8PTJkyBdeuXZOZNs0Yg64u7YhNCCGkjErrdDZt2iS3Bgcoq9ZcWlqKkSNH4r///pMeY4xBR0cHEyZMkFakJoQQQlQahly5ckWabMzNzeHr6wvGGM6fP4+cnBzp6n7GGAQCAcaNG4fvvvsOzs60QyUhhJDXVEo6km2pTUxMcOfOHbz11lsAgISEBLRp0wYFBQVgjMHJyQn79++X2XiNEEIIkfi/9u4+KKqqjwP4d5Hd5WXBRXdFNGHRSBMtpOQllAUdELV8idJkADOyScPyZVIaAjIrxxkLrXHSKUdRxxg1K0xQQgRKzUHtRUsNk0VD1DFSZgFhZX/PHz7ch8vugtBy1wd/n5md4Z5z7jln79H72/t67un0mtFohEwmQ0hIiBBwAMDPzw9hYWHCqbdt27ZxwGGMMWbTPQUds9kMAFZfneLl5SX8HRLCk4MxxhizrUu3ljU0NFjMj9PQ8L/Z6a5evWr1VmlfX567hTHGWBeDTkFBgc3XuxCR8ALOtmQyGe7cudOtzjHGGOtduhR0Onvgkx8I7Z5XXnkFNTU18PHxcXRXmJ3wmPYuPJ72c0/vXnNycurW62xabzDgd68xxhgDunCkw0cxjDHG/q0ee8s0Y4wx1l63pqtmjDHGuoODDmOMMclw0HGw8vJyTJkyBWq1Gu7u7ggLC8OuXbsc3a0HRnV1NdatW4fY2Fj4+vpCoVBg4MCBiI+Px/Hjx62uU1dXh6VLl8LPzw9KpRI6nQ5vvvkmjEaj1fJmsxmffPIJRo8eDVdXV2i1WsyZMwcXL1602a+DBw9Cr9fDw8MDnp6eiI6OxqFDh+zynR9Ea9asEV5Y/OOPP1rk85hKqMPJrFmPKi4uJrlcTh4eHjR//nxaunQp+fn5EQBau3ato7v3QFixYgUBoGHDhlFKSgqlpaVRfHw89enTh5ycnCg3N1dU3mg0UlBQEAGg2NhYWrFiBcXGxhIAGjt2LDU2Nlq08fLLLxMACgwMpOXLl1NiYiIpFArq168f/fHHHxblt2/fTgBIq9VSamoqpaamklarJZlMRrt37+6xbdFbnT59mpRKJbm7uxMAOnbsmCifx1RaHHQcxGQy0bBhw0ipVNJPP/0kpN+8eZMeeeQRUigUZDAYHNfBB8SXX35JJSUlFullZWUkl8vJy8uLbt++LaRnZmYSAFqxYoWofGvw+uCDD0TpxcXFBIAiIyOpqalJSM/Pzxd2cm3V1taSWq0mjUZDly9fFtIvX75MGo2GNBoN1dXV/avv/CBpbm6m4OBgCg0NpcTERKtBh8dUWhx0HOTgwYMEgObNm2eRt3XrVgJAK1eudEDPWKvWX7vl5eVERGQ2m2nQoEGkUqnIaDSKyhqNRlKpVDR06FBR+pw5cwgAlZaWWtQfFRVFAKiqqkpI27Rpk82xf+eddwgA5eTk2OPrPRCysrJIqVTSb7/9RnPnzrUIOjym0uNrOg5SUlICAIiNjbXImzRpEgCgtLRUyi6xduRyOQAIs99WVFTgypUriIiIgLu7u6isu7s7IiIicPHiRVy+fFlILykpEfLaszbO/O/Cfk6dOoX3338fWVlZGDlypNUyPKbS46DjIK0T3wUEBFjkDRw4ECqVSijDpHfp0iUUFRXBx8cHo0ePBtDxmLVNby1XX1+Pmpoa+Pv7o0+fPp2W76wNa+WZdU1NTUhOTkZQUBCWL19usxyPqfS69O41Zj+3bt0CcHcmVms8PT2FMkxaJpMJSUlJaGpqwpo1a4Sdy72MWdtyXS3f2TrWyjPrMjMzUVFRgZMnT1oNDq14TKXHRzqMtWE2m/Hiiy+irKwM8+fPR1JSkqO7xLro2LFjWLt2Ld5++22MGjXK0d1h7XDQcZDWXz22fuHU1dXZ/DXFeobZbMZLL72EnTt3IjExERs3bhTl38uYtS3X1fKdrWOtPBO7c+cO5s6di8ceewxpaWmdlucxlR4HHQfp6Fzu1atXYTQabZ5nZvZnNpsxb9485OTkYM6cOdi6dSucnMT/PTo7/97+3L27uzt8fHxQWVlp9U3r1s71d9RGZ9cfGGA0GlFRUYGff/4ZCoVCeCBUJpMhJycHABAeHg6ZTIavv/6ax9QBOOg4iF6vBwAUFhZa5B08eFBUhvWs1oCzbds2zJ49G9u3b7d5kXjQoEE4cuQI6uvrRXn19fU4cuQI/P39MWTIECFdr9cLee21jnNkZKSoPMD/LrpLqVQiJSXF6qd1xz5t2jSkpKRAp9PxmDqCo+/ZflCZTCYaOnRohw+HVlZWOqx/D4qWlhbh+Y3nn3+eTCZTh+WleJCwb9++/CBhD7D2nA4Rj6nUOOg4EL8Gx/GysrIIAKlUKkpPT6esrCyLT9sfBUajkR5//HFh55KWliZ6ZUpDQ4NFG+1fmZKUlCS8MuX8+fMW5Tt6ZcquXbt6cnP0araCDo+ptDjoONjx48cpLi6OPD09ydXVlUJCQize98V6TuuOqKPPli1bROvcvHmTFi9eTEOGDCG5XE6+vr60bNkym79WW1paaP369RQYGEhKpZL69+9Ps2fPpgsXLtjsV0FBAY0fP57c3d1JpVKRXq+n7777zp5f/YFjK+gQ8ZhKiSdxY4wxJhm+kYAxxphkOOgwxhiTDAcdxhhjkuGgwxhjTDIcdBhjjEmGgw5jjDHJcNBhjDEmGQ46jDHGJMNBhzHGmGQ46LBeqaamBqtXr8bkyZPh6+sLlUoFuVwOtVqNUaNGYdasWfj4449x6dIlR3dVMjqdTvSq/9aPk5MTPDw8MGLECCQlJeHQoUOO7qoFg8Eg6nNUVJSju8S6iV+Dw3qV5uZmpKenY/369TCZTJ2Wl8lkMJlMHU5p3FvodDpUVVXdU9klS5bgo48+6uEe3TuDwQB/f39hWa/Xo6SkxHEdYt3m7OgOMGYvt2/fRlxcHEpLS0XpCoUCY8aMgbe3NxobG/Hnn3/i4sWLAAC6+9JbR3TX4SIjI6HValFXV4cTJ07gn3/+EfKys7Px3HPP4amnnnJgD1lvxEGH9RqpqakWAWfp0qXIyMiAWq0WpdfU1CA3Nxfr1q2TroP3mZUrVwqnqW7duoXg4GAhGANAfn4+Bx1md3xNh/UKZ86cwZYtW0RpGRkZ+PDDDy0CDgD4+PhgyZIluHDhApydLX97ERG+/fZbzJo1CzqdDq6urnBzc8Pw4cOxYMECnDt3zmo/oqKiRNceDAYDiouLMXXqVPTr1w8uLi4IDAxEdna2zSOs7rb9b/Tt2xdPP/20KO3GjRsW5Xbs2IH58+cjNDQUvr6+8PDwgFwuR//+/REeHo7MzExcu3bNahttt4tOp4PZbMbnn3+OsLAwqFQqqFQqjB8/HgUFBV3u/759+6BUKoX6PT09UVxc3OV6mAQcNqkCY3aUnp4umgNHq9VSY2Njt+qqq6ujyZMndzjHjlwup40bN1qsq9frReWSk5Nt1vHGG2/Yte3OtE4Q2Po5fPiwKH/RokWi/JUrV1rUERgY2On8Q/369RNNfNeqbRlvb29horT2H5lMRnv37hWtW1lZKSqj1+uFvL1795JcLhfyNBoNlZeXd3n7MGlw0GG9QnR0tGin9MILL3S7rqlTp1oEsLi4OIqOjiaFQiHaOebn54vWbR908N9ZSSdMmEAPP/ywKN3JyYkuXbpkt7Y701HQqa2tJZ1OJ6r/l19+sagjMDCQXFxcKCgoiCZMmEDTp0+nmJgYGjRokKjuoKAgi3WtBRgfHx+KiYkhjUYjSg8ICBCtayvo7N69m5ydnYX0IUOG0NmzZ7u0XZi0OOiwXmHkyJGinVL7+e6JiAYPHmx1xzd37lyhTFFRkShv2rRp1NTUJOSfP3+eVCqVkD9q1ChRG+2Djp+fHxkMBiIiMplMNHHiRFF+Tk6O3druTPugExkZSfHx8RQTE0NqtVqU995771mt49dffxX1qVVLSwvNmjVLVEf7nX/77R4XFydMBX316lUaMGCAKL+qqkpY11rQ+eKLL0QBZ/jw4RZBnN1/+EYCxtr46quvRMs3btxAQkKCKE0ulwt/nzlzBgaDATqdzmp9aWlp8PPzAwA4OztjypQpoudgqqure6ztzpSVlVmkDRgwADt37sTEiROtruPv748NGzZg//79OHv2LGpra3H79m2rZc+dO4cRI0bYbD87Oxuurq4AAG9vb4SGhmLfvn1CfnV1NXx9fa2ue/r0aSQmJqKlpQUA8OSTT6KgoAAajcZme+z+wEGH9Qre3t74/fffhWVrD31OnToVf//9N6qqqnDixAmr9VRWVoqWjx492mnblZWVNnf8Y8eOFS337dtXtNzU1NRjbXfH9evXsWDBAhQWFlrUe/36dYwbNw4VFRX3VNetW7ds5qlUKouA1NG2aa+2tlb4283NDfv27eOA83+C715jvUL7W3uLi4stHg7dtGkT9uzZg9dee82ubdfX19vM69+/v2jZ3g+hdtR2Zw4fPozm5macPHkSwcHBQnpFRQXi4+OFo4hW7777rijgODs7IyIiAjNnzkR8fDweffRRUXnq4Pmn9tsF6P62aWhoQEJCAhobG7u1PpMWBx3WK8yePRsymUxYvnbtGrKzs7tcT9un3gEgNzdXeIDU1qf9rcbd5Yi25XI5goODkZeXB5VKJaSfOnUKmzdvFpX9/vvvRctHjhzBDz/8gL1792LPnj0YP378v+pLV4SGhiI6OlpYPnz4MJ555hkOPP8HOOiwXmH06NFITk4Wpb311ltYtWpVl3ZE06ZNEy1nZGRYnPYC7l5v2LBhAxYtWtS9Dt9nbQ8ePBjLli0Tpa1atUp0iqv9kaObm5vw97Fjx7Bjxw679aczLi4uyMvLQ1hYmJB26NAhzJgxw+Y1JnZ/4KDDeo1PP/0U4eHhwrLZbEZmZia0Wi2ioqIwY8YM6PV6LFy40GYdsbGxiImJEZYrKioQEBCAkJAQTJ8+HTExMfD398dDDz2E1NRUnD592m79d2TbALB48WLRg7R//fUXPvvsM2G57Q4eAMLDwzF58mRERERg3Lhxkh9lqFQqFBQUICgoSEgrLCzEzJkzO7wexByLgw7rNVxdXVFcXIyFCxeKrg/U19ejtLQU33zzDcrKykQ7R2dnZwQEBIjq2bNnDyZNmiQst7S0oLy8HHl5eSgqKoLBYBCtb0+ObFutVmPJkiWitNWrVwtHDhkZGaJrMUajEQcOHMDRo0fh7++PV1991a79uRdqtRqFhYWimxIOHDiAZ599Fs3NzZL3h3WOgw7rVVxcXLBhwwZcuHABmZmZ0Ov1GDhwIJRKJRQKBTQaDZ544gkkJydj8+bNqK6uRnp6uqgOT09PHDhwAPv370dCQgKGDRsGNzc39OnTB15eXhgzZgxSUlKQm5uLvLw8u/bfkW0Dd492vLy8hOUrV65g06ZNAO5ecyovL0dCQgI0Gg3kcjn8/Pzw+uuvo7y8HAMGDLB7f+6FVqtFUVGR6JpYfn4+4uPjOfDch3hqA8YYY5LhIx3GGGOS4aDDGGNMMhx0GGOMSYaDDmOMMclw0GGMMSYZDjqMMcYkw0GHMcaYZDjoMMYYkwwHHcYYY5LhoMMYY0wyHHQYY4xJhoMOY4wxyfwHHUFmltsX7MMAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 9.090909090909092 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3538 genes\n", + "intersection pct: 0.7076\n", + "precision: 0.007216602122232253 \n", + "recall: 0.5214652237971854 \n", + "random precision: 0.0015728901911201826\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 53.81it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.005506767044873202\n", + "Area Under Precision-Recall Curve (AUPRC): 0.005075542948873533\n", + "EPR: 7.582059873710058\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 14.545454545454545 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3538 genes\n", + "intersection pct: 0.7076\n", + "precision: 0.0015724456206874184 \n", + "recall: 1.0 \n", + "random precision: 0.0015728901911201826\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 53.96it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0020381658248595524\n", + "Area Under Precision-Recall Curve (AUPRC): 0.002032308960959235\n", + "EPR: 2.0089823089392\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 7.2727272727272725 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3538 genes\n", + "intersection pct: 0.7076\n", + "precision: 0.007216602122232253 \n", + "recall: 0.5214652237971854 \n", + "random precision: 0.0015728901911201826\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 53.29it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.006142174071692528\n", + "Area Under Precision-Recall Curve (AUPRC): 0.00573239588002909\n", + "EPR: 9.073572668362264\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/11 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 64.28571428571429 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 12455 genes\n", + "intersection pct: 0.5380362002678302\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "precision: 0.0008896322223674437 \n", + "recall: 1.0 \n", + "random precision: 0.0008897036558203398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.36it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.37it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0010261974186718086\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0010253520951744625\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 1.499893287271485\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/22 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 22.916666666666668 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3511 genes\n", + "intersection pct: 0.7022\n", + "precision: 0.0014142799441978382 \n", + "recall: 1.0 \n", + "random precision: 0.001414682872956869\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 56.38it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.001523750665976051\n", + "Area Under Precision-Recall Curve (AUPRC): 0.00152182807740365\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 1.1764091504742658\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 4.166666666666667 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3511 genes\n", + "intersection pct: 0.7022\n", + "precision: 0.007612673505194292 \n", + "recall: 0.50745669381668 \n", + "random precision: 0.001414682872956869\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 55.04it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.005632885394632145\n", + "Area Under Precision-Recall Curve (AUPRC): 0.005065184535349827\n", + "EPR: 9.123769079747344\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 8.333333333333334 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3511 genes\n", + "intersection pct: 0.7022\n", + "precision: 0.0014142799441978382 \n", + "recall: 1.0 \n", + "random precision: 0.001414682872956869\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 55.57it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0018704413892922237\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0018685022603467556\n", + "EPR: 1.7471423519160048\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 2.0833333333333335 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3511 genes\n", + "intersection pct: 0.7022\n", + "precision: 0.007612673505194292 \n", + "recall: 0.50745669381668 \n", + "random precision: 0.001414682872956869\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 55.37it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.007888346985998947\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0072502405470152385\n", + "EPR: 16.012405615818103\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/2 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 57.79816513761468 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 12032 genes\n", + "intersection pct: 0.5446315408292595\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "precision: 0.000903667071762534 \n", + "recall: 1.0 \n", + "random precision: 0.0009037421833136737\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:31<00:00, 4.04it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:31<00:00, 4.04it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0010638911858811611\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0010632158876705347\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 1.7107235237118976\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/3 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 28.571428571428573 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3536 genes\n", + "intersection pct: 0.7072\n", + "precision: 0.0013506038727708277 \n", + "recall: 1.0 \n", + "random precision: 0.0013509859389300276\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 55.75it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.001501128218852228\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0015010808477868317\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 0.7007539009125866\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 14.285714285714286 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3536 genes\n", + "intersection pct: 0.7072\n", + "precision: 0.006564024211083035 \n", + "recall: 0.5291644460235684 \n", + "random precision: 0.0013509859389300276\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 55.70it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.005316303315693259\n", + "Area Under Precision-Recall Curve (AUPRC): 0.004813471944866269\n", + "EPR: 8.816314024356315\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 11.904761904761905 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3536 genes\n", + "intersection pct: 0.7072\n", + "precision: 0.0013506038727708277 \n", + "recall: 1.0 \n", + "random precision: 0.0013509859389300276\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 54.42it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0020134495688915927\n", + "Area Under Precision-Recall Curve (AUPRC): 0.002008126922430076\n", + "EPR: 2.5529365914315325\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 9.523809523809524 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3536 genes\n", + "intersection pct: 0.7072\n", + "precision: 0.006564024211083035 \n", + "recall: 0.5291644460235684 \n", + "random precision: 0.0013509859389300276\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:02<00:00, 55.36it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.008155141902095412\n", + "Area Under Precision-Recall Curve (AUPRC): 0.007608480097048152\n", + "EPR: 20.229272014048046\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/8 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 67.85714285714286 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 12455 genes\n", + "intersection pct: 0.5380362002678302\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "precision: 0.0008896322223674437 \n", + "recall: 1.0 \n", + "random precision: 0.0008897036558203398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.39it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:29<00:00, 4.38it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.001064139929094378\n", + "Area Under Precision-Recall Curve (AUPRC): 0.001063214332036956\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 2.138138153979496\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/16 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 20.833333333333332 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2417 genes\n", + "intersection pct: 0.6886039886039886\n", + "precision: 0.0015868154975214352 \n", + "recall: 1.0 \n", + "random precision: 0.0015874722920154426\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 115.56it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0017867689322772179\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0017835861185524354\n", + "EPR: 1.7711198076065011\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 0.0 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2417 genes\n", + "intersection pct: 0.6886039886039886\n", + "precision: 0.008453956556222546 \n", + "recall: 0.6105717367853291 \n", + "random precision: 0.0015874722920154426\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 122.59it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.007060585227950974\n", + "Area Under Precision-Recall Curve (AUPRC): 0.006470296155926735\n", + "EPR: 12.096004518541925\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 0.0 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2417 genes\n", + "intersection pct: 0.6886039886039886\n", + "precision: 0.0015868154975214352 \n", + "recall: 1.0 \n", + "random precision: 0.0015874722920154426\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 120.23it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 120.01it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0015511035425885477\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0015423525225175478\n", + "EPR: 2.045370916961826\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ0AAAIJCAYAAAB+wOBqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACr+UlEQVR4nOzdd1hT1xsH8O8NM7IRBRxsVFAEEXEWxUXrXnXUqqjF3dZqW0dttW7rbG1VFAdaZ6vVWsWNA1dVBEUFGQKCoAKyZ8j9/cGPlJhBcglhvZ/nyVO49+TmjdW8Oeee8x6GZVkWhBBCiBrwajoAQgghDQclHUIIIWpDSYcQQojaUNIhhBCiNpR0CCGEqA0lHUIIIWpDSYcQQojaUNIhhBCiNpR0CCGEqA0lHUI4unv3LiZOnAhbW1vw+XwYGxujY8eOWLp0Kd69e6eWGBiG4fwoZ2Njo/BztmzZopb3ReovzZoOgJC6aMmSJVi9ejUqVpEqLCxEaGgoQkNDsX37dpw5cwadOnWqwSgJqX0o6RCipN9++w2rVq0S/d6oUSN4eXkhLS0N9+/fBwC8ffsWPj4+ePr0KSwsLKotlpEjR0ocu3//PhISEkS/Ozk5wdnZWeFrenl5oUmTJlLPOTo6Kh8kIRWxhBCFZWdnswYGBiwAFgCrp6fHPnv2THR+xYoVonMA2ClTpqg9xkmTJonFsHTpUrntra2txdoHBwerJU7SMNE9HUKUcOzYMeTk5Ih+Hz16NNq0aSP6ff78+eDz+aLfjxw5gry8PLXGqE7p6elYtmwZOnfuDFNTU2hpacHQ0BB2dnbo06cPFixYgOvXr9d0mKQWoeE1QpTw/geop6en2O98Ph8uLi74999/AQD5+fm4f/8+evbsqbYY1SUtLQ0eHh5iQ3kAkJOTg5ycHLx48QJXrlxBbGwsvLy8aihKUttQ0iFECZGRkWK/N2/eXKLN+8ciIyPrVNJZunSpzHs6f/75p+jnXbt2iSUcGxsbtGvXDkVFRUhOTsaLFy9QUFBQ7fGSuoWSDiFKyMzMFPtdT09Pos37x9Q1fVpVFB0Oe/HihejnVq1a4enTp9DQ0BAdKy4uRkhISJ17/6R6UdIhpApYKRvvSjtWH1lbW4t+fvHiBRYvXgwPDw/Y29ujVatW0NfXR+/evWswQlIb0UQCQpRgbGws9nt+fr5Em/cnDpiYmFRnSCoXHBwMlmWlPiry8/ODlZUVAKCkpAQ//fQTRo8ejY4dO8LQ0BDOzs5YtGgR3r59WxNvg9RSlHQIUULFmWoAkJSUJNEmOTlZ7nPqi6ZNmyIsLAyrVq1Ct27dxIYVWZbFs2fPsHbtWnh6eiI7O7sGIyW1CSUdQpTw/iysu3fviv2en5+PiIgI0e+NGjWCh4eHWmKrCSYmJli8eDFu3ryJnJwcvH79Gjdu3MDw4cNFbeLj43HixIkajJLUJpR0CFHC6NGjYWBgIPr9jz/+wLNnz0S/r1+/XmzG1tixY6VONqgPgoODceDAAWRkZAAoqwPXtGlT9OjRAx999JFY29TU1JoIkdRCNJGAECUYGBhgzZo1mDNnDoCyno2Hhwe8vLzw9u1bPHjwQNTWxMQEK1eurKlQq114eDi++uoraGhooFWrVrCysgKfz0dqairu3bsn1tbJyamGoiS1DSUdQpQ0e/ZsvHr1CmvWrAHLssjPz8e5c+fE2piZmeHs2bOwtLSsoSjVp7S0FM+ePRPr8VU0YMAADB48WM1RkdqKkg4hHKxatQpDhgzBr7/+iuvXr+P169fQ0dGBvb09Bg8ejLlz59a5WWvKGjFiBHg8Hm7fvo3Hjx8jLS0NGRkZ4PF4aNq0Kdq3b4/Ro0dj/Pjx4PFoJJ+UYdiGsqiAEEJIjaOvH4QQQtSGkg4hhBC1oaRDSDXbv38/NDU1FXp4e3sr3NbBwaGm3xohSqOJBIRUM6FQiNLSUoXasiyrcFuBQFCVsAipETSRgBBCiNrQ8BohhBC1oaRDCCFEbSjpEEIIURtKOoQQQtSGkg4hhBC1oaRDCCFEbSjpEEIIURtKOoQQQtRGZUmnfF8RQgghRJYqlcFJTU3FmjVrcPr0abx8+RIsy0IgEMDf3x+vX7+GpqYmFi9erKpYCSGE1HGck86dO3cwZMgQpKeno7ySDsMwAIDk5GSsXLkSDMOgW7du6NWrl0qCJYQQUrdxGl7LyMjAiBEjkJaWBuC/ZFNu1KhRop/Pnj1bhfAIIYTUJ5ySzq+//orU1FQwDAOWZfF+zdD27dvDzMwMQFmPiBBCCAE4Jp3Tp0+Lfj506BCGDRsm0cbZ2RksyyImJoZzcIQQQuoXTkknOjoaDMPAw8MDY8eOhYaGhkQbY2NjAGVDcYQQQgjAMekUFBQAAMzNzWW2yczMLHsBHi0FIoQQUobT7DVTU1O8fv0aUVFRUs/n5OQgNDQUANC4cWPu0dUxNjY2ePPmDXR1dWFra1vT4RBCiNq8ePEChYWFaNq0KeLj42W245R0XF1dceHCBcTExGD9+vVi2+a+fv0as2bNQm5uLhiGgZubG5eXqJPevHmDgoICFBQU4N27dzUdDiGEqN2bN2/knueUdIYNG4YLFy4AABYuXCh2rnnz5mKz2YYPH87lJeokXV1dFBQUgM/nw8nJqabDIYQQtXn27BkKCgqgq6srtx3Dvj/fWQGFhYVwdXUVzUxjWVa0Vqfiz46OjggPD4eOjo6yL1EndezYEaGhoXB3d8eDBw9qOhxCCFEbRT//ON3l19XVxcmTJ9GsWTOxJANAtHbH3NwcJ06caDAJhxBCSOU4Ty1zcnLC48eP8d1338HZ2Rl8Ph98Ph/Ozs5YtGgRIiIi4OzszDmw33//HdOnT4eHhwd0dHTAMAz27dun9HWEQiG2bt0KFxcX8Pl8NGnSBOPGjUNcXBzn2AghhHBTpYKfxsbGWLFiBVasWKGqeESWLFmChIQEmJmZwdLSEgkJCZyuM336dAQEBKBt27b44osv8OrVKxw7dgwXLlzAnTt34OjoqOLICSGEyMKpp2NnZwc7Ozu0b98eJSUlqo4JABAQEID4+Hi8ffsWM2bM4HSN4OBgBAQEwMvLC6GhoVi3bh0OHDiAkydPIiMjA3PmzFFx1LVbTlEa7iYfxY3EQKTlc0vihBBSFZx6OikpKSguLoa3tze0tLRUHRMAoG/fvlW+xq5duwAAK1asgLa2tuj4Rx99hF69euHChQtITEyElZVVlV+rtsssTMGBx18gvyQTAHA76RA8m3+MHi0nQpOnLf/JhBCiIpySjrW1tagUTm129epV6OnpoXv37hLnfHx8cPXqVVy7dg0TJkyQeQ1/f3/s3LlTodd79uwZ51ir24OUk6KEAwAshLibfBRx7/7FIMcFaKpnX3PBEUIaDE5JZ+TIkVizZg1CQ0ORnZ0NQ0NDVcdVZXl5eUhJSUG7du2k1oYrv5cTHR0t9zopKSmi6gp1WXLOU6nH3+a/QOCjOfig5SR4Nv8YPEbyz4oQQlSFU9JZvHgx/vnnH0RERGDMmDHYuXMnWrZsqerYqiQrKwsAYGRkJPV8eaIsbyeLpaUl3N3dFXrN8sVRtQ3LssgoSJJ5XsgKcC1xN2Le3cZAxwUw0W2mxugIIQ0Jp6QzePBgaGhogGVZXLhwAfb29rCxsUGzZs0kCnwyDIPLly+rJNiaMH36dEyfPl2htuWLo2qbAkE2ikpzK22XnPMUe8Omo7fNdLiaD6z1w6eEkLqHU9K5evUqGIYRLQQVCASIiYlBbGysWLv3F46qU3kPR1ZPJjs7W6xdfSavl/O+EmEhzsf9jOcZt/CRwzwYaJtVY2SEkIamyvsOlCef2vatWE9PD5aWlnjx4gVKS0slzpffy2kI63TeFSqedMq9yLyHPWHT8CztquoDIoQ0WJyTTvk21fIeNa1nz57Iy8vDzZs3Jc6dP38eAODl5aXusNTuXUGy1ONDW30PYzn3bwoFOfj7+Sr8/XwVCkqyqys8QkgDwml47cWLF6qOo0rS0tKQlpYGMzMzmJn9Nxw0bdo0HDlyBN9//z0uXrwoWqsTFBSEq1evon///rC2tq6psNUmQ0pPR4uni9aNP4CdSScEx+9E2Ot/ZD7/WdpVvMx6hI8cvoadSafqDJUQUs9xXqdT3QICAhASEgIAePz4sejY1atXAQA9evTAZ599BgD49ddf8eOPP2Lp0qVYtmyZ6Bre3t747LPPEBAQAHd3dwwcOBApKSk4evQoTE1NsXXr1mp/H7WBtJ6OCb85GIaBtgYfPvZfwsG0K87FbERuifTtxXNLMvDHs8VwMx8Eb5tp0NbgV3fYhJB6qEq116pTSEgIAgMDxY7dvHlTbKisPOnI4+/vDxcXF+zcuRM///wz9PX1MXz4cKxatQr29vV/QSTLsnhX+EriuKluC7Hf7U08McVtFy7EbUVk+lWZ1wt7/Q/is0Ix0OFbtDBsq+pwCSH1HKf9dMq9e/cOGzZswOnTp0VDbra2thg8eDDmzZvXoLaqBmrnfjo5RWnY9mCcxPGuLcbDy8pX6nOepgXjYtxWFApyZF6XAQ+dm49Gj5YTocGrnlJIhJC6Q9HPP849nUePHuGjjz5Camqq2KSBiIgIPHnyBHv37kVQUBBcXV25vgRRAWn3cwDAVLe5zOc4m3mjpYELgmI34kXmfaltWAhxJ/nI/8voLEQTPVuVxEsIqd84zV7Ly8vDsGHDkJKSIlqLU/HBsixSU1MxfPhw5OXlqTpmooR3MtbomPBlJx0AMNAxw8dOq9Hf7gto8WRvP/smPw6Bj2bjbvJRCFnJqemEEFIRp6Sze/duxMfHi21RLW2qdEJCAnbv3q2aSAknGYXSp0u/f09HGoZh0MFiMCa77kAzA9kb8pWyJbiaEIDDEV9LvX9ECCHlOCWdU6dOiX728PDAmTNnkJSUhKSkJJw5cwaenp6i8ydPnqxykIQ7aT0dXU0D8LUUL9Jqwm+O8e02oafVVPAY2SOySTkR2Bs2HWGpZ2rFOi1CSO3D6Z5OREQEAKBx48a4ePGiWCmZZs2aoWvXrmjVqhXS0tLw5MkT1URKOJHW01Gkl/M+HqOBLi3Gws6kE/6JXoe3+dLXapWV0dmC6P+X0dHXbliTSQgh8nHq6WRmZoJhGLi7u0utXWZsbCyqzJyZmVmlAAl3QrYUmYUpEscru58jT1M9e0xs/ys6NxsNQHbpo7jMf7E7zA+Radc4vxYhpP7hlHT4/LKFgUlJsmt6lZ8rb0vUL6voNYSsQOI4l55ORZo8bfSy8cP4dptgpGMhs12hIAennq/E6edr5E6/JoQ0HJySjo2NDViWxbNnz/DTTz+Jjd+zLIsNGzbg6dOnYBimQZSZqa1k1VyrSk+nohaG7TDZzR+u5gPltnuadgW7w6bJnH5NCGk4OCWdXr16iX5etGgRrK2t4ePjgw8//BDW1tZYsGCB1LZEvWSv0alaT6ciHY1G+NB+LkY5rYSelqnMdrnFaTj2dBEuxP2C4tLat9EdIUQ9OCWdmTNnQlOzbA4Cy7JISkrCpUuXcPHiRSQlJYl6PhoaGpg5c6bqoiVKqe6eTkX2Jp0x1W0XWjeWX7X7Yepp7AufKXP7bEJI/cYp6bRu3Rpr1qwRWxharuLPq1atQps2baoeJeFEWk9HX8u02op18rUMMbTVEgx2XAQdDX2Z7d4VJuPg469wPXEvSoUl1RILIaR24ryfzvz587F//35YWlpKLA61tLTE3r178c0336gyVqIk6dWlVTe0Jg3DMHBu0htT3XbBxrijzHYshLiddAj7H3+Ot3m1a6sMQkj1qVKV6U8//RTjx4/HgwcPEB8fD5ZlYWtrC3d3d/B4Vd6UlFSBQFiMrKLXEsdN5NRcUyUDHTOMdlqDh6mnEZywEwJhkdR2b/JiEfhoNj6wmoxOzUaAx2ioJT5CSM2o8tYGDMPAw8MDHh4eqoiHqEjZ+hzJqgCm1dzTqYhhGLhbDoGNsTvORP+EV7nPpLYrK6OzEzHvbmOgwzcw1rVUW4yEEPXi1B3Jz89HYmIiEhMT8e7dO4nzGRkZovP5+flVDpIo752Mmmvq6ulUZMpvgfEum+FlNVluTyYp+zH2hk1H+OuzVEaHkHqKU9JZvXo1bG1tYWtrK9rJs6KQkBDR+TVr1lQ1RsJBhozq0urs6VTEYzTQtcUnmOjyK8z4NjLbFQsLcC52M45H/oDcYum7mBJC6i5OSSc4OBgsy8LMzAzDhg2TOD9kyBCYm5uDZVlcuXKlqjESDqT3dJgaH7oy13fAJNff4NnsY8groxP77g72hPkhKv2G+oIjhFQ7TkknLi5OVHut4hTpiso3byvfUZSol7SejpGOOTR52jUQjThNnja8babhk7Yb5JbRKRBk42TUcvwTvRaFglw1RkgIqS6ckk5GRtmwh1AolNmm/Fx5W6Je0rY0qI5FoVXR0qj9/8voDJDb7snby9gTNg0vMmvHFuCEEO44JZ1GjRqBZVlERERITTylpaWi7Q90dWXvOkmqR3FpAXJLJJO9vC2qa0pZGZ2vMLLNCuhpmchsl1P8FseeLsTFuF9RUlqoxggJIarEKem0bNkSAJCamip1osDq1auRkpIChmFgZWVVtQiJ0mSXv6mZSQSKcDDtgiluu9DK9AO57UJTT2Ff+Ey8ypE+/ZoQUrtxWqfTo0cPUU/mhx9+wJUrV9CzZ08AwLVr18RmtPXo0aPqURKlVGWL6prUSMsIw1p/j6dpV3AxbiuKSvOktssoTMLvj+eiS4tx6N5iPDR4WmqOlBDCFaek4+fnhx07dgAoK/h59epVsURTcY3F1KlTqxYhUZq0+zlA7bunIw3DMGjbpA9aGrrgbMxGJGSFSm1XVkbnIOLe/YuBjt+iSSMb9QZKCOGE0/Bahw4dMHv2bFHBTwCiumvAf0U/Z8yYgY4dZdffItVDWqFPHqMJIx3zGoiGG0OdphjjvAZ9bWdDk6cjs93rvGgEhs/Cv6/+BMvKnthCCKkdOBdI++WXX/Dll1+Cx+NJbOLGMAw+//xzbN26VSVBEuVIu6djrGtZ5+qaMQwPHS2Hwdd1Oyz1ZVcrL2VLEBzvj8NPvkFWYaoaIySEKItz7TWGYbB582bMmTMHp06dQlxcHADAzs4OQ4YMgYODg8qCJMqR1tOpjTPXFNWY3xKfumzBnaQjuJl0AEK2VGq7l9mPsCd8OvrYzIRLUx+Za8gIITWnygU/7e3tMW/ePFXEQlSgoCQbhYIcieM1UXNNlXiMBrq1HA87E0/8E70O6QUJUtsVl+YjKHYjojNu4kP7edDTlj0NmxCifrT/QD0jc4vqWjxdWhkW+o7wdd2GTs1GQV4ZnZh3d7CbyugQUuuoJOlERERgxowZ6NmzJ/r27Ysvv/wSYWFhqrg0UVJdXKOjLE2eNnrbTMe4tuthKGdyRIEg6/9ldNZRGR1CagmFks6VK1fQv39/9O/fH0uWLBE7d/HiRXTq1Am7du1CSEgIgoOD8euvv8LDwwPbt2+vlqCJbLLW6NT14TVprIxcMcXVH+2bfii33ZO3l7AnbBriM6VPvyaEqI9CSefq1au4dOkSLl++LDZBoKSkBH5+figqKpLY/0QoFGLu3Ll4+vQp5+Du3buHAQMGwNjYGHp6eujSpQuOHTum1DVevXqFL7/8Es7OztDT04O5uTl69OiBAwcOoLRU+g3pukzaGh0tni4MtBvXQDTVT0dTDx85zMeINj+ikZaxzHY5xW9x9OkCXHrxG5XRIaQGKZR0Hj9+DKBsxtqgQYNEx4OCgpCYmAiGYcAwjGitTnkCEggE2LlzJ6fAgoOD0b17d4SEhGD06NGYMWMGUlNTMWbMGGzcuFGha8TFxcHV1RVbt26FtbU15syZgxEjRiA2NhYTJ07EZ599xim22kzalgbGus3AMPX79p2jaTdMdduFVqbd5bZ7kHIS+x7NQkpOlJoiI4RUpNAnUUxMDICy6dBmZmai40FBQWLtevbsiVOnTmHChAmiY9evX1c6KIFAAD8/P/B4PFy/fh07d+7Exo0bER4ejlatWmHx4sVISJA+e6miDRs2IC0tDZs3b0ZQUBDWrVuH7du349mzZ7CyssK+ffsUuk5dwbKs1C0NTOtAJQJVaKRljGGtl2Kgw7fQ1mgks11GwUscePwFbiQGolQoUGOEhBCFkk5GRgYYhoG9vb3Y8du3b4t6OACwZ88eDB48GHv37oWFhQVYlkV8fLzSQV25cgWxsbH45JNP4ObmJjpuZGSExYsXo7i4GIGBgZVep3zt0IAB4qXzjY2NRTXh0tLSlI6vtsoryUCJUHLoqLbXXFMlhmHQrmk/THXbBWujDjLbsRDiVtLv+P3xF0jLrz9fPAip7RROOoD4NgXFxcVi92ucnJxga2tbdlEeT7SJW26u8rOGyuu49e/fX+Kcj48PgLLCopVp164dAODs2bNixzMzM3Hz5k1YWFjA2dlZ6fhqK1lbVNeFmmuqVlZGZ+3/y+jI3rguNS8a+8Jn4t6r41RGhxA1UGhxaPnK7jdv3oiO3bt3DwKBQHQ/p3t38bF0TU1Nsf8qIzo6GgDg6Ogocc7CwgL6+vqiNvJ88803OH36NL766iucO3cO7du3R3Z2Nk6ePIlGjRrhr7/+Ap/Pl3sNf39/he9LPXtWs+X2Zc9cazg9nYrKy+jYGLnjTMxPSMmVfh+nlC3BlfgdiMm4jQEO38BIt+7UqCOkrlEoI5ibmyMhIQH3799HfHw8bGxscODAAQD/1Vp7P+mkppbVwDI1NVU6qKysLABlw2nSGBoaitpUFvft27fx6aefIigoCOfOnQMA8Pl8zJgxQ9QbkyclJQWhoXVjqq2sNToN5Z6OLI0bWeFTl59xO+kQbiUdlFlGJzE7HHvCp6Gv7Sy0a9KfyugQUg0USjqenp5ISEiAQCBAhw4dYGNjg0ePHonu5zAMgz59+ojaFxcX4/Hjx2AYBtbW1tUWfGViYmIwePBg6Ovr48aNG3Bzc0NmZiZ+//13LFmyBOfPn8eNGzegoSG7EKalpSXc3d0Ver1nz56hoKBAVeEr7Z2UagQ6Gvrga0pP3g0Jj9FA95YTYGfiiTPRPyG9IFFqu+LSfJyN2YDojFvwsZtLZXQIUTGFko6vry/++OMPAGW9kPDwcAAQDa31798fzZv/9236woULKC4uBsMwCvUm3lfew5HVm8nOzoaJSeUfBr6+vkhISEBcXBwsLCwAAPr6+li4cCFev36NLVu24MiRIxg/frzMa0yfPh3Tp09XKO6OHTvWaK8oQ0pPx5Tfgr6xV2Cp3xqT2m/D9cS9uJ9yXGa76IxbSM5+Ch/7uWjVWP40bEKI4hSaSPDRRx/h008/FfVqKq7L0dfXx6ZNm8Ta7927V/Tz+8Nuiii/lyPtvk1qaipyc3Ol3u+pKCcnBzdv3oSTk5Mo4VTk7e0NAHj48KHS8dVGQrYUmYWvJI7Xx0oEVaWloYM+tjMwtu16GGo3ldkuX5CJv6KW4Uz0TygSSN/FlBCiHIVXDO7btw9btmyBi4sLdHR0YGBggIEDByIkJARt2vy310lKSgqePHkCe3t72Nvb48MP5ZcokaZ86+sLFy5InDt//rxYG1mKi4sByJ4S/fbtWwCAjo7sDcLqkpyityhlSySON/T7OfJYG7lhittOuDT1kdsu4u1F7AmbhoSsMPUERkg9pnDS4fF4+OKLLxAWFob8/HxkZmbi9OnTcHFxEWtnaWmJyMhIREdH4/nz52jcWPnyK3369IGdnR0OHTokVjg0KysLq1evhra2NiZOnCg6npKSgsjISLHhuMaNG6N169ZITExEQECA2PUzMzOxYcMGAP/1eOo6WdWlqacjn46mHgY4fF1WRkfTWGa77OI3OPLkG1x+sR0lpUXqC5CQeqZW1kbR1NREQEAAhEIhvLy8MG3aNMyfPx+urq54/vw5Vq9eDRsbG1H7RYsWwcnJCX/99ZfYdTZv3gxNTU34+fmhb9+++Oabb/DZZ5+hVatWiIyMxMiRI9G3b181v7vqIWuNTn3Z0qC6OZp2wxS3nXCspIzO/ZQT2Pdopszp14QQ+Wpl0gHKeiAhISHo3r07jh49iu3bt8Pc3BxHjhzB/PnzFbrGRx99hFu3buHjjz/G06dPsWXLFhw9ehQ2NjbYunUrjh49Ws3vQn2k1VwDqKejDD1tEwxvvRQDHL6pvIzOoy8Q8vIAldEhREkM+355aMJZ+ew1d3d3PHjwQK2vfezpYrzIvCd2TE/LBHM6KVeVm5TJKnyNszEbkJgdJredhV4rDHJcgMaNrNQTGCG1lKKff7W2p0OUI62nU582blM3I11zjG27Dn1sZlZSRuc59j2aifuvTlAZHUIUQEmnHigVliCrMFXiOA2tVQ3D8ODRbAQmtd8GCz3ZU/QFwmJcjt+Oo08XILvojcx2hBBKOvVCZmEKWEh+yzalpKMSZo2s8anLL+jeciIYOf9kErLCsDvMDxFvLkpsakgIKUNJpx6QOYmA1uiojAZPEz1aTsCE9r/AlN9SZrvi0nycifkJJ6N+RH5JpvoCJKSOoKRTD8icLt1Aq0tXJ0v91vBtvx0eliPktnuecRO7w/wQnXFLTZERUjdwSjqJiYlITExEenq6quMhHEjv6TAw1m2m9lgagrIyOjMxtu1PMNBuIrNdfkkmTkQuxdmYDVRGh5D/45R0bGxsYGtri5kzZ8pss3DhQnh6eqJz586cgyOKkVbo01C7CbQ06keJn9rK2qgDprrtQrsm/eS2e/zmPPaET0diVriaIiOk9qq24bXY2Fjcv38f9+/fr66XIP8nrQQOTZdWDx1NPQx0/BbDWy+Vu4VEdtFrHH7yNS6/2AGBsFiNERJSu1Rb0ikqovpU6lBcWoDcYsmipjRzTb1aNe6BqW674GDSVW67+ynHsS98FlJzn6spMkJqF4X3kk5MlNz0Kj8/X+rx5ORk3L17FwBoL5dqJm07A4B6OjVBT9sEI9r8iMdvzuNy/HYUl+ZLbZdekIADj79AtxafomuLceAxsjcRJKS+UTjp2NjYiCUQlmURFBQEW1tbuc+TteU0UQ1p93MA2tKgpjAMg/bmH8LayA1nYtbjZfYjqe2EbClCXgYi9t1dDHT8Fo3lTMMmpD5Renit4qI3lmVlPoCyf4AdO3ZUXbREgrQtqgGqRlDTjHQtMK7tevS2mQkNRktmu5TcSOwLn4kHKSepjA5pEKrtng7LstDQ0MCiRYuq6yUIpPd0eIwGjHQkd0sl6sUwPHRqNgK+rtthLreMThEuvfgNR58upDI6pN5TeHjNy8tLNLx27do1MAyDxo0bo23btmLtGIYBn89HmzZtMGnSJLRv3161ERMx0no6RjoW0OAp/L+WVDOzRtaY4PILbiUdxO2kQ1JLFgFAQtZD7Ambhr62s9G2SV+6H0rqJYU/ma5evSr6mccr6yD16tULx45R6fyaJK2nQxu31T4aPE18YDUJ9iadcSZ6ncydXotK83Am5idEZ9yCj/2XaKRlrN5ACalmnIbXvLy84OXlJdHLIepVKMhBgSBL4jjdz6m9mhm0ga/rdnS0HCa33fOMEOwJm4aYjNvqCYwQNeE0BlOx10NqjuyZa9TTqc20NHTR13Y2HEy64mzMBuQUv5XaLq/kHY5H/oD2TT9Eb5sZ0NHUU3OkhKhelQf+k5KSkJycLHcxqJeXV1VfhkhBW1TXbTbG7pjithOXXvyGJ28vyWz36M05JGSFYaDDN2hpRPdISd3GOemcOnUKCxYsQHR0tNx2DMNAIKB95KuDzOrS1NOpM3Q19THIcQEcTbvhfOwWFAiypbbLKkrFoSdfo1OzkfCymix3N1NCajNO93TOnTuHESNGIDo6Wu5anYprdojqSZu5psnThoG2WQ1EQ6qideMPMMVtFxxMushpxeLeqz8RGD4bqbnyv+wRUltxSjqrV68WWwBKasY7Kfd0jHWbgWFom6S6SF/bFCPaLMdH9vOhzePLbJdWEI8Djz/HrZcHIWRL1RghIVXHaXjt4cOHomTTpEkTdO7cGUZGRtDQoBpS6sKyLDKk3NOhjdvqtvIyOlZGrjgbsx4vsx9LbSdkS3Hj5T7EvLuDQY4LaEiV1BlVmkhgZmaGR48eoWnTpqqKhygovyRTakFJ+vCpH4x1LTGu7Qbce3Uc1xP3opQtkdouJTcSe8NnwNvaDx0sBlMvl9R6nP6GtmvXDgDQoUMHSjg1RNbiQpq5Vn8wDA+ezT/GpPa/wVzPQWY7gbAIF1/8imNPFyG7SPr0a0JqC05JZ+rUqWBZFhEREbRvTg2Rdj8HoJ5OfdREzxYTXH5B1xbjwcj5JxufFYo9YX548vYyTeAhtRbnpNO/f3+kpKRg5MiRlU6bJqpHPZ2GRYOnBS8rX4x32Sz3/3FRaR7+iV6LU89XIL9EsloFITWN0z0de3t7FBYWivbUCQoKgr6+Pho3bizRlmEYxMbGVjlQIu6dlDU62hqNqFZXPdfcwBmTXXfgakIAQlNPyWwXlX4DSdlP8JH9PNibdlZjhITIxynpxMfHg2EYMAwj6sbn5OQgJydHoi1Nqa4e0meuNac/7wZAS0MX/ezmwMG0rIyOtO3KASCvJAN/Ri6Bq/kAeNtMh45GIzVHSoikKk91KU8+0h6kerCsUOo21bRFdcNia9wRU912om2TPnLbhb8+i71h02VOvyZEnTgnHapEUHNyitMgEBZLHKc1Og2PrqYBBjkuxNBW34OvaSizXVZRKg5FzEdw/C6pf3cIURdOSUcoFCr8KC3lvmL63r17GDBgAIyNjaGnp4cuXbootX/Pvn375PbE6mq1bFk110z4NImgoWpj5oUpbjthbyLv/g2Lf18dQ+Cj2XidF6O22AipqNZuLxkcHAwfHx/o6upi7NixMDAwwPHjxzFmzBi8fPkS8+fPV/haQ4cOhZubm8RxGxsb1QWsRjILfVJPp0HT126MkW1W4NGbIFx5sQPFwgKp7dLy47H/0efo0XICOjcfAx5DlUSI+qgs6bAsi4KCAjRqVPWblQKBAH5+fuDxeLh+/booYfzwww/w9PTE4sWLMWrUKFhbWyt0vWHDhsHX17fKcdUWMrc0oJ5Og8cwDFzNB8DaqAPORP+EpJwIqe2ErADXE/ci5t1dDHT4htZ3EbWp0kSC1NRUfPnll7Czs4O2tjYMDcvGlP39/bF8+XKsXr2a03WvXLmC2NhYfPLJJ2I9FCMjIyxevBjFxcUIDAysSuh1mrSeTiNNY+hq6tdANKQ2Mta1xLh2G9DLeho0GC2Z7V7lPMW+8Jl4mHqa7sMSteDc07lz5w6GDBmC9PR0iYrTycnJWLlyJRiGQbdu3dCrVy+lrl1+r6V///4S53x8fAAA165dU/h6Dx8+RHp6OgQCAWxsbNC3b1+pa4rqCmk9HerlkPfxGA10bv4x7Iw98E/MOrzJk75erkRYiAtxvyA64xY+sp8PAx3aGoNUH05JJyMjAyNGjEBaWprEeh0AGDVqFFauXAkAOHv2rNJJp7zCgaOjo8Q5CwsL6OvrK1UF4ZdffhH7nc/nY+nSpViwYEGlz/X398fOnTsVep1nz54pHBNXpUIBMgtTJI5TJQIiSxM9W0x02YqbSb/jTtIRsBBKbfci8z52h/mhv93ncDLzpmUPpFpwSjq//vorUlNTJZJNufbt28PMzAzp6em4c+eO0tfPyior32FkZCT1vKGhoaiNPLa2tti6dSt8fHzQokULZGRk4MqVK1i0aBEWLlyIRo0a4fPPP5d7jZSUFISGhir9HqpLVlGq1A8NGpMn8pSV0ZkMe5POOBO9Du+krPMCgKLSXJyOXoPojFvob/cF+Fqyp2ETwgWnpHP69GnRz4cOHcKxY8dw8uRJsTbOzs64fv06YmJqbmpmz5490bNnT9HvzZs3x4QJE+Du7g4PDw8sW7YMM2fOhKam7D8GS0tLuLu7K/R6z549Q0GB9BlDqiKr0Cf1dIgimhs4w9d1B64m7MLD1NMy20WmX8PL7Mf4yGFeJdOwCVEOp6QTHR0NhmHg4eGBsWPH4vjx4xJtjI2NAZQNxSmrvIcjqzeTnZ0NExMTpa9brm3btujRowcuXbqEZ8+ewcXFRWbb6dOnY/r06Qpdt2PHjtXeK5JV6JN6OkRR2hp89Lf7Ag4mXREUuxG5xelS2+WVZODPZ0vgaj4QvW2mQ1tD9m6mhCiK0+y18m/z5ubmMttkZmaWvQBP+Zcov5cj7b5NamoqcnNzpd7vUYaZWdnN0ry8vCpdR91k93SaqTkSUtfZmXTCVLddcDbrLbdd+Osz2Bs2HUnZ0qdfE6IMTknH1NQULMsiKipK6vmcnBzRN34us8TKh8QuXLggce78+fNibbgoLS3F/fv3AUDhtT61hbSejoF2E2hp6NZANKSu09U0wOBWizCk1RLoahrIbJdZlIKDEfNwNSGAyuiQKuGUdFxdXQEAMTExWL9+PQQCgejc69ev4evri9zcXDAMI7USQGX69OkDOzs7HDp0CGFhYaLjWVlZWL16NbS1tTFx4kTR8ZSUFERGRkoMxz148EDi2qWlpVi4cCFiYmLg7e0NS0tLpeOrSdJ6OqY0XZpUkZNZT0xx2wk7405yWrG4m3wU+x/NkTn9mpDKcLqnM2zYMFEvZOHChWLnmjdvLjajbfjw4coHpamJgIAA+Pj4wMvLS6wMTkJCAjZs2CBWwmbRokUIDAzE3r17xSoPeHh4oH379mjfvj2aN2+OjIwMXLt2Dc+fP0eLFi0QEBCgdGw1qaS0CNnFbySO0yQCogoG2mYY5bQK4W+CcOXFdpQIC6W2e5v/AoGP5uCDlpPg2fxjKqNDlMKpp+Pr6yt2T4VlWdGcfqGwbDovwzBwdHTE+PHjOQXm7e2NkJAQdO/eHUePHsX27dthbm6OI0eOKFx3bf78+TAwMMDFixexadMmHDp0CHw+H0uWLMGjR49gZ2fHKbaaIm07A4C2NCCqwzAM3MwHYLKbP5obtJXZTsgKcC1xNw5FzJN5n5EQaRiWY+2LZ8+eoX///khOTpZYRMayLCwsLHDp0iU4OzurJNC6oHz2mru7u9ShvaqKSr+Bk1HLJY6PbLMcDqZdVf56pGETsqW49+pP3EgMRClbIrOdFk8X3jbT4GY+iBaUNmCKfv5xrr3m5OSEx48f47vvvoOzszP4fD74fD6cnZ2xaNEiRERENKiEow4yZ65RT4dUg7IyOmMwsf2vaNJI9qhAeRmdP559hxwZu5gSUq5KBT+NjY2xYsUKPH78GLm5ucjNzcXjx4+xatUqmJqaqipG8n/StqhmwIOxjkUNREMaiqZ6dpjYfiu6NB8LRs5HxovMe9gTNg3P0q6qLzhS51R5u2qiPu+kVJc20rWABk92FWFCVEGTp42e1lPxSbuNMJazJqxQkIO/n6/C389XoaAkW40RkrqiyvvpJCUlITk5GUVFRTLbeHl5VfVlCKSv0TGlmWtEjVoYtsNk1x0Ijt+JsNf/yGz3LO0qXmY9wkcOX8PORN40bNLQcE46p0+fxrfffovnz5/LbccwjNg6HsJNkSAP+SWZEsdpSwOibtoafPjYfwlH024IitmA3BLppa5ySzLwx7PFcDMfBG+baVRGhwDgOLx24cIFDB8+HM+fPwfLspU+SNXJrLlGW1STGmJn0glT3HbByayX3HZhr//B3vAZSMp+op7ASK3GKemsWrVKbD0OqX40c43URnwtQwxp9R0Gt1osv4xO4SscipiHawm7qYxOA8dpeC00NFS0l46lpSW6du0KAwPZf+FI1UmbuQbQPR1SOzibeaOloQuCYjbhReY9qW1YCHEn+Qhi3/2LQY4L0FSvbi3OJqrBKeloaJSVvbC1tUVERAT4fBqrrW7SejoajBYMdJrUQDSESDLQNsPHTqsQ9vofBMfvlFNGJw77H83BB1aT0KnZKCqj08BwGl7r2LEjAMDOzo4Sjpq8k3JPx1i3Gf2DJbUKwzDoYDEYk113oJmB7MXhpWwJriYE4FDEfJm7mJL6iVPSKS/yeefOHTx9+lSlARFJLMsiQ8oaHdq4jdRWJvzmGN9uE3paTQWPkT2gkpzzBHvDpiMs9QxNOmogOA2v9evXDxs3bsTXX3+NLl26YMyYMWjXrp3M3TwrbkNAlFcgyEJRqeRmc3Q/h9RmPEYDXVqMhZ1JJ/wTvQ5v819IbVciLMT5uC2IzriFjxzmQV9b+T24SN3BeZ2Ojo4OtLW1kZubiz179shtS0mnaqT1cgBao0PqhqZ69pjY/leEvNyPu8nHAEjv0cRl/ovdYX7wsfsSbcy4b9JIajdOw2snTpzA7NmzUVRUJJoyTWt0qs87mTPXaHiN1A2aPG30sv4M49ttgrGO7I0TCwU5OPV8JU4/X4NCQY4aIyTqwinp/PTTT6KfKblUP+rpkPqihWE7THbzh5v5QLntnqZdwe4wP7zIvK+myIi6cBpei4iIEPVwOnfuLFqnw+NR/dDqkCFlurQ2jw89LarkTeqesjI6c+Fg2hVBMZuQJ6uMTnE6jj1dhA4Wg9HL2o/K6NQTnJJOo0aNUFBQABcXF9y6dYuqElQzacNrJvzm9OdO6jR7k86Y6rYL5+N+RlT6dZntHqaeRnzmAwx0XIDmcqZhk7qBU9fE29sbLMvCyMiIPviqGcsKpScdup9D6gG+liGGtlqCwY6LoKOhL7Pdu8JXOPj4K1xP2INSoexdTEntxynpLF++HI0aNcLdu3dx9epVFYdEKsopTodAKLlthKmc+znx8fFgGAYMw8DHx0dqmzt37oBhGPj6+ood9/X1FT1X1mPfvn1iz0lMTMSsWbPg6OgIXV1d6Ovrw9bWFgMHDsS6deuQlyc53VtZ8uJ5/z0oo7i4GG5ubmAYBm3atJE4n5ycjC1btqB///6wsrKCtrY2LCwsMHLkSNy9e1futV+8eAE/Pz9YW1tDR0cH5ubm8Pb2xh9//ME53vqIYRg4N+mNqW67YGPcUWY7FkLcTj6M/Y8/x9s86dOvSe3HaXjt6NGj6N69Oy5evIi+ffvC29sbLi4uMDY2ltr+hx9+qEqMDZq0SgQAYKLgGp0LFy7gypUr6N27t1KvO3XqVLRoIb035ebmJvo5PDwcvXr1QmZmJrp3746PPvoI+vr6SExMxI0bN3D27FmMHDkSDg4OSr2+NNbW1lITTMV4lPXjjz8iJiZG5vmtW7di3bp1sLe3R//+/dGkSRNER0fj5MmTOHnyJA4dOoQxY8ZIPO/ixYsYNmwYAGDw4MGws7PDu3fv8OjRI1y6dAkff/wx55jrKwMdM4x2WlNpGZ03ebEIfDQbH1hNRqdmI6gqRx3DKeksW7ZM9C1TKBTiypUruHLlisz2lHS4kzVzTZFqBDY2NkhMTMSCBQvw77//KjUU+tlnn6FLly6Vtps3bx4yMzOxf/9+TJgwQeL87du3YWZmpvDrymNjY4Nly5ap5FoA8O+//2LdunX4+eefMWfOHKltPD09cfXqVfTsKb5u5MaNG+jTpw9mzpyJYcOGQUdHR3QuMTERo0aNQvPmzXHp0iVYWVmJPZf2l5KtvIyOtVEHnIn+Ca9yn0ltV1ZGZydi3t3GQIdvYKwrexo2qV2qPN1M3gcZTaWuOplbGijQ02ndujUmTJiA+/fv49ixY6oODUBZUjE2NpaacACga9euMnvANamwsBCTJk1Cjx49MGvWLJntRowYIZFwAOCDDz6At7c33r17h8ePH4udW716NbKzs7Fjxw6JhAMAmppV3rC33jPlt8B4l83wspoit4xOUvZj7A2bjvDXZ+nzpo7gnHRo8zb1kLalAV/TEHwtQ4Wev3z5cujo6GDJkiUoKVH9DdjGjRsjNzcXr14pXrSx/L7R+/eGKpOZmYmdO3di9erV2LFjh8SHvTIWL16MxMRE7N69m/NkGC0tLQDiSYRlWfzxxx9o3LgxevfujQcPHmDTpk3YsGEDLl26JNqHilSOx2iga4txmNh+K8wa2chsVywswLnYzTge+T1yi6VPvya1B6evXHv37lV1HEQG6dOlFZ+5ZmVlhc8//xwbNmyAv7+/zGGk9wUEBODcuXNSzy1cuBC6uroAgNGjR2PTpk3o0aMHZsyYgQ8++ACurq5o1KiRwjEqKjw8HNOnTxc79uGHHyIwMBBNmzZV+DrXr1/Hzz//jE2bNsHe3p5TLImJibh06RIsLS3h4uIiOv7ixQtkZGTAw8MD06dPx86dO8We16FDB/z9998y75cRSeZ6DpjU/jfcSAzEv6/+gKwyOrHv7mJPmB/6232JNmZe6g2SKIxT0pk0aZKq4yBSCNlSZEop+65soc/FixcjICAAK1asgK+vL/T1ZU9NLbd7926Z5+bOnStKOqtWrUJGRgb279+PBQsWACjbb8nV1RXDhw/HnDlzJIbX1qxZg4ULF8LSUvFx+Pnz52PkyJFo1aoVtLW1ERERgRUrViAoKAiDBg3C7du3Rfs8yZOXl4fJkyeja9eu+PzzzxV+/YpKSkowYcIEFBUVYd26dWKv++bNGwDAw4cPERkZib1792Lo0KHIysrC6tWrsWvXLowaNQp37tzh9NoNlSZPG942fnAw7YIz0T8hqyhVarsCQTZOPV+B6Iw+6Gc3W+5upqRmUAmBWiyr6DWEbKnEcWXL35iYmGDhwoV48+YNNmzYoNBzbt++LXPYtGIS0dXVxd69e5GQkAB/f39MnToVzs7OCA0Nxffffw8XFxfExcWJXdvS0hJt2rSBkZGRwu9hw4YN6Nq1Kxo3bgwDAwN07doV//zzD3r27Il79+7h1KlTCl3n66+/xqtXr7Bnzx5OFTSEQiF8fX1x/fp1+Pn5SdzLKh8+Ky0tFSV5ExMT2NjYYOfOnejcuTPu3r2LkJAQpV+bAC0NXTDZzR+u5gPktnuadhm7w6bhReYDNUVGFEVJpxaTWXONw8LQL774Ai1atMDGjRtF38ZVqUWLFpg2bRoCAgLw6NEjxMTEwMvLC0lJSfjqq69U/noAwOPx4OfnBwC4efNmpe2vXr2KHTt2YMWKFWjVqpXSrycUCjFlyhQcOnQIn376KXbs2CHRpmIiHTJkiMT5wYMHAwDu36eaYlzpaDTCh/ZfYVSbldDTkr6dCgDkFqfh2NOFuBj3K0pKpU+/JurHOekkJiZixowZcHBwAJ/Ph4aGhtQHzdTh7p3M6dLKF/rk8/n48ccfkZubix9//LGqoVXK3t5eNFFA3nT6qiqfjq3IAtSwsDAAwDfffCOxwBQAoqKiwDCM1Nl2QqEQkydPRmBgIMaNG4d9+/ZJ7SnZ29uLhtukXaf8WEFBgQLvjshjb9oZU9x2oXXjD+S2C009hX3hM/EqR/r0a6JenDJCVFQUunXrhszMTJqlVo1kbWmg6MLQ902aNAmbNm3Crl270LVr16qEphBF7h1VVXlVABsbm0rbtmvXDlOnTpV6bvfu3TAyMsKoUaMkJkGUJ5z9+/djzJgxOHDggMz7R7q6uujWrRtu3LiBp0+fokePHmLny3faVSReUrlGWkYY2up7PEsLxoW4rSgqzZXaLqMwCb8/nosuLcahe4vx0OBpqTlSUo5T0lmyZAnevXsHgNbpVCdpw2v62o05V9vV0NDA6tWrMXToUJUtsly+fDkmT56Mli1bih1nWRZr164FAIkP3pSUFGRlZcHS0lKh+zqPHz9GmzZtRFOUy926dQvr1q2DlpaWxAr/tLQ0pKWlwczMTNQb6tu3L/r27Sv1NXbv3g0LCwsEBASIHS8fUtu/fz8+/vhj/P7775VOWJg5cyZu3LiBZcuW4cyZM6KFo5GRkdi3bx8MDAzw4YcfVvq+iWLKy+i0MHTB2ZgNSMgKldqOhRC3kw4i7t1dDHRcgCZypmGT6sMp6Vy9elVs8zYDAwMYGRkpNHuIKO6d1JlrVZtqO2TIEPTo0aPSG9nypkx36dJF9KG5adMmLFu2DB4eHujYsSNMTU2Rnp6O4OBgPH/+HI0bN8bGjRvFnr9o0SIEBgZi7969CtVN27hxI86cOYMePXqgZcuW0NLSwpMnT3DhwgUwDIPffvtNYurzr7/+ih9//BFLly6tUoJdvnw5AgMDoa+vj1atWmHlypUSbYYNGyZWimfs2LE4ceIE/vzzT7i6usLHxwdZWVk4fvw4CgsLsX//fplbuxPuDHWaYIzzGjxMPY3ghF1SaxYCwOu8GASGz4KX1WR4UBkdteOUdHJzy7qwurq6OHv2rNQV26pw7949LF26FLdu3UJJSQlcXFwwb948jB49utLnsiyLc+fO4e+//8bNmzeRkJCAkpISODo6YsyYMZg3b55o2m9tJBAWI6votcRxVWzctm7dOnTv3l1uG3lTpr/88ktR0jl9+jTOnj2La9eu4e+//8bbt2+ho6MDOzs7fP3115g3b55SU6OlGTp0KDIzMxEeHo6LFy+iuLgYFhYWGDt2LObOnQtPT88qXV+e+Ph4AGV/51etWiW1jY2NjVjSYRgGhw8fRrdu3bB79274+/tDR0cH3bp1w+LFi6vt3wsBGIYHd8uhsDHuiH+i1yElN1Jqu1K2BMGiMjrfwkjXQs2RNlwMy2EMzNnZGVFRUejduzcuXrxYHXEhODgYPj4+0NXVxdixY2FgYIDjx48jISEBGzZswPz58+U+v7CwEHw+Hzo6OujVqxdcXFxQWFiI8+fPIzo6Gp06dcLVq1dVuoixY8eOCA0Nhbu7Ox48qNpUzbf58dgT5idxvJf1NHRuTsUiCamMkC3FneQjuPnygNSlB+W0eXz0sZ0Fl6Y+tFVLFSj6+cdp9trYsWPBsqxSpU+UIRAI4OfnBx6Ph+vXr2Pnzp3YuHEjwsPD0apVKyxevBgJCQlyr6GhoYGVK1ciJSUF586dw/r167F161Y8efIEgwcPxr179/Dbb79VS/yqIKvmGpeZa4Q0RDxGA91ajMcEl61ozLeW2a5YWICg2I04EfkD8orfqTHCholT0vnmm2/g7OyMyMhIrFixQuX1pK5cuYLY2Fh88sknYsMWRkZGWLx4MYqLixEYGCj3GlpaWvjuu+8kxs61tLSwaNEiAMC1a9dUGrcqVXVLA0JIGQt9R/i6bkOnZqMAyO7JxLy7g91hfohKv6G+4Boghe7pTJkyReJY8+bN8fTpUyxbtgy7du1Chw4d0LhxY4l2DMPIvT8gTfnGcP3795c4V74pWVUShrRCjbVNhpSeDgMelXAnhANNnjZ620yHo0lXnIlZL6eMThZORi1H2yZ90dd2NnQ1q3/af0Oj0Kfuvn37pI51MgwDlmWRlJSE5GTJD0mWZTklnejoaACAo6OjxDkLCwvo6+uL2nCxZ88eANKT2vv8/f0lijbK8uyZ6hafSevpGOo0hSZPW2WvQUhD09KoPSa77sCV+B149Eb67EwAePL2EhKzwjHA4WvYGLurMcL6r8pf9avjxltWVhYAyFzDYWhoKGqjrKCgIPj7+8PJyUnmQsGKUlJSEBoqfd5/dZJ2T0eRjdtqm/j4eNja2mLSpElKb2VASHXQ0dTDRw7z4WjaDUGxm5Bfkim1XU7xWxx9ugAdLYahp/VUaGnU3tmudYnC93QU2T+ntu+nc+/ePYwZMwZGRkb4448/xHZ7lMXS0hLu7u4KPfh8bos231dUmo/cEsl9QRS9nxMfHy9R5kVbWxstW7bEJ598gkePHqkkzpqQkpKCqVOnwtLSErq6umjdujVWrVrFaa+ggwcPwtPTE3p6ejAxMcGgQYPkfsG4d+8eBgwYAGNjY+jp6aFLly5yN8dTZazVpT6+J0U5mHbFVLddaGXaQ267B6knse/RLLzKkT79mihHoZ5OcHBwdcchpryHI6s3k52drfTiuvv376N///7g8Xg4f/482rZtq9Dzpk+fLrGHiyzlUwarSvbMNeV6Ovb29vj0008BlK0zuXPnDg4fPowTJ07g8uXLla7VqW1SU1PRuXNnJCUlYfjw4XB0dMS1a9ewZMkS/Pvvvzh58qTCPe9Vq1ZhyZIlsLa2xowZM5CTk4MjR46gW7duUv9sZE3hHzNmDF6+fCkxhV+VsVaX+vielNVIyxjDWv+Ap2mXcTHuVxSVSq/hl1HwEr8//hJdW3yCbi3GQ4NXe+8H13psLbRo0SIWAHv48GGJcykpKSwAtnfv3gpf7969e6yxsTFraGjI3rlzR5WhinF3d2cBsO7u7lW6ztO3wezam30lHrEZ/yr0/BcvXrAAWB8fH4lz3333HQuA7dmzZ5ViVFR5LJMmTarytSZOnMgCYLdv3y46JhQK2bFjx7IA2EOHDil0nefPn7Oamppsq1at2MzMTNHxhw8fsjo6OqyTkxNbWloqOl5SUsLa29uzOjo67MOHD0XHMzMz2VatWrHa2tpsfHx8tcSqjPI/66VLl1batq68J3XKKnzNHo74Ruq/vYqPvWEz2bd58ZVfsIFR9POvVm5tUL5i+8KFCxLnzp8/L9amMvfv30e/fv1QWlqKc+fOoXPnzqoLtJrI2tJAFfd0yjcuu3fvHgBg6tSpYBgG169fl9p+06ZNYBgGu3btEh3bs2cPhg4dChsbG+jq6sLU1BQ+Pj7V2iPOycnB0aNHYWdnJ9bzZBhGVOOtYozy7N27FwKBAN99953YfUM3NzeMGzcOz549EysTpOwUfq6x5uTkYOnSpWjbti34fD6MjY3h4+NTLXvvqOs91SWGOk0xxnkt+trOhiZP9tD767xo7AufiXuvjoNlaftxZXFKOtHR0di/fz/2798vdeXp/fv3Ree5zDLr06cP7OzscOjQIVE5egCi3Re1tbUxceJE0fGUlBRERkZKDMc9ePAA/fr1g0AgQFBQkFoqK6uCtOrSPEYThjqKb8lcmfJhkPJNyH7//Xep7Q4cOAAdHR2xgpqzZ8/G69ev0bdvX3z11VeinTv79u2r8GZq5fX7evXqpVD727dvo6ioCP369ZMYwrG2tkbr1q1x8+ZNlJbKXnle8bUBxafkK9ueS6wZGRno2rUrli9fDhMTE8yYMQMjR47EgwcP4O3tjZMnT1b6vpShjvdUFzEMDx0th8HXdTss9dvIbFfKluBK/A4cefItsgoly1UR2TgNTG7ZskW0gdW///4rcV5LSwu+vr5gGAYzZ87Er7/+qlxQmpoICAiAj48PvLy8pJbBqVgaXloByYyMDPTr1w+ZmZn48MMPcfHiRYmSPcbGxpg7d65SsamDtJ6Osa6lSgoTbtu2DQBE9cp69uwJKysr/Pnnn9i6davY5IqIiAiEhYVh1KhRYnvDPH36FLa2tmLXTUlJgYeHB7755hsMHTq0ynG+T940+vLjUVFRSEhIgJ2dXaXX0tfXh4WFZL2t8utX/LKk7BR+LrF+/vnnePLkCXbt2oXPPvtM1HbNmjXw8PDAtGnT8OGHH6qsXqA63lNd1pjfEp+6bMHtpMO4lfS7zDI6idnh2BM+DX1sZlIZHQVxSjohISFgWRYODg7o2LGjxHlXV1e0bt0aUVFRuHGD2+peb29vhISEYOnSpTh69Kio4Oe6deswZsyYSp+fnZ0t2n7h3LlzUismW1tb18qkI62nw6W6dExMjKjCcl5eHu7evYsbN25AV1dXVLySYRiMHz8ea9aswZkzZzBixAjR8w8cOAAAoskI5d5POEDZLL+RI0di69atSEhIgLW17LIjQFnSe/bsmcK17xSZRl+xXWXXatpUeq9R2nWUncKvbKxpaWk4evQoevfuLZZwAKBp06b45ptv8MUXX+DSpUsYNGhQpe9PEdX9nuoDHqOB7i0/hb2JJ/6JXof0gkSp7YpL8xEUuxHRGbfwof1X0NOmCuLycEo6ycnJYBgGTk5OMtu0atUKUVFRUheNKsrT0xNBQUGVttu3b5/EGhAbG5taOW27MgUl2SgU5Egc51JdOjY2VrRLqJaWFszNzfHJJ59g4cKFcHFxEbWbMGEC1qxZgwMHDoiSjlAoxKFDh9C4cWMMGCC+H31cXBzWrFmDK1euIDk5GUVF4iXkX716VWnSadSoEdq0kT180ZDcu3cPpaWlKCoqkroNQ3kvIzIyUpR09u3bh8mTJ0u93o8//iixO6y1tbWoYjZRjoV+K0xqvw03EvfiXsoJANI/V2Le3caesGfwsf8SrRrLn4bdkHFKOtnZ2QAg6klIU34uJ0fyA5TIliGj5hqXno6Pj4/MPXEqcnJyQseOHXH27Fm8e/cOJiYmuHr1KpKSkjBr1iyxzdNiYmLg6emJ7OxseHt7Y/DgwTA0NASPx8PVq1dx7do1iSSkCopMo6/YrrJrKXMdZafwKxtrRkbZmqybN2/i5s2bMuOuuCW3m5sbli5dKnY+MzMTP//8M3r27Clxr+z9rbOr+z3VN1oaOuhtOwMOpl1xJvonZBe/kdouX5CJv6J+RLsm/dDXdjZ0NPXUHGntxynpGBkZIT09HY8ePUJmZqbEX+h3794hPDwcwH/dbqIYVa3RUdaECRMwd+5cHDt2DNOnTxcNrZVPNCi3efNmvHv3DgcOHJAYdpsxY0a1FVGVdq+loujoaGhra8PKykqha92+fRupqakS93Wk3buo+NrvDyenpqYiNzdXbE8fZWMt/zcyf/58bNiwodL4gbKkU3HWGVC2KPjnn39Gr169Kt24rrrfU31lZeSKKW47cTl+Ox6/OS+zXcTbi0jICsNAx29gbdRBjRHWfpxmr7Vu3RpAWS9m6tSpYr2ZiscYhkGrVq1UE2kDIaunU93VpceNGwdNTU38/vvvKCgowIkTJ+Dg4IAuXbqItYuNjQUAickCLMvK/ZZeVV26dIG2tjYuXrwoMWyakJCAqKgodO/eXaEirspOyVe2vbKxdurUCQzD4Pbt25XGrirV/Z7qMx1NPQxw+Boj2vyIRprGMtvlFL/FkSff4tKLbSgpVX3vv67ilHQq7jN/8uRJWFtbo3fv3ujduzesra3Fps3K2pOeSCdt5poWTxf62pIVvFWpadOm6N+/P27evIktW7YgOztboicDQHSv5v21I2vXrkVERITCr5efn4/IyEgkJkq/Ofs+Q0NDjB07FnFxcfD39xcdZ1lWtFWFn5/4pndZWVmIjIxESkqK2PHJkydDU1MTq1atEhsuCgsLw+HDh+Hk5IQePf4bk1d2Cr+ysVpYWGD06NG4desW1q9fL/Ve5N27d5Gfn6/Qn5Uiqvs9NQSOpt0wxW0nWpnKr+zxIOUv7Hs0Eym5UWqKrJbjsvI0OTmZ1dPTY3k8HsswDMswDMvj8US/l/9XT0+PTUpK4vISdZIqKhLsCZsusQJ6z8NpSl1DXkUCeQ4fPswCYLW0tFgAbExMjESb0NBQVktLi+Xz+eykSZPYefPmsd26dWN1dXXZgQMHsgDY4OBgiVjer0gQHBysdGWEV69esS1btmQZhmFHjhzJLliwgO3SpQsLgB08eDArFArF2u/du1dmNYSVK1eyAFhra2t23rx5rJ+fH2tgYMDq6OiwISEhEu2vXLnCamlpsQYGBqyfnx87b9481tramgXAbtiwocqxpqens25ubiwA1sXFhZ02bRr77bffsuPGjWMdHR1ZAGxKSorcPx9lKhKo4z01FEKhkH38+gK76c4QuZUM1t3sz95I3M8KSktqOuRqUa0VCZo1ayZae1NeULJc+XYHAPDLL7+geXPadExRLMtKvadjoqbq0kOHDoWhoSFKSkrQtWtX2NvbS7Tp0KEDLly4AHd3d5w4cQJ79uyBsbExbt68CQ8Pj2qNz9LSEnfv3sXkyZMREhKCzZs3Iz09HStWrMCff/6p1BqJ7777Dr///juaNGmC7du349ixY/jggw9w69YtqTXpyqfwd+/eHUePHsX27dthbm6OI0eOSN06XdlYTU1NcevWLfz000/Q1tbGwYMHsXXrVty5cwdt27bF/v37YWZmpvwfmhzV/Z4aCoZh0K5pP0x12wVrIzeZ7VgIcfPlfvz++Euk5cvf+bg+Y1iW+7zikydPYt68eRJTMa2srLBx40aMHDmyqvHVKYruES5LTnEatt0fJ3G8a4tP4GUlfXosIaT2YFkhHqSewrWEAAiExTLbafK00dNqKjpaDgPD1MpqZEpT9POvSnf9hg0bhmHDhiE0NBRxcXEAADs7O7i706ZHXMiauUZbVBNSNzAMDx6Ww2Fj5I4z0T8hNe+51HYCYTEux29HdMZtDHT8RqUlrmo7lUw1Kd9PhlRNhpRKBEDd3LyNkIbMrJE1PnX5GbeTD+PWy9/BQnph0MTsMOwO80Nf29lo10Syrl19VD/6dfXEOxnVpamnQ0jdo8HTRI+WEzCh/S8w5beU2a64NB9nY9bjr6gfkVcse8F9faFQT6d3794AgF69euGHH34Q/a4IhmFw+fJlbtE1MNKmS+tqGoCvSQtsCamrLPVbw7f9dlxP3IP7KSdktovOuInknCf40P4rOJp2U2OE6qVQ0ikvQ18+e6b898qwLNsguouqIq3Qp4luc/ozJKSO09LQQR/bmXAw7YKz0Rtkl9EpycSJyKVwaeqDPjYz62UZHRpeqyWEbCkyC1MkjptyKPQZHx8vmsou65GZmSlqb2NjI3ZOR0cHTZo0gaenJ2bPni13E7H3r6upqQlzc3MMGjQIly5dUjp2eQ4ePAhPT0/o6enBxMQEgwYN4rQ9eEpKCqZOnQpLS0vo6uqidevWWLVqFUpKSqS2LyoqwvLly+Ho6AhdXV00a9YM06ZNw5s30j84VBlrdamP76kusDbqgCluO9GuieQ+RhU9fnMee8KnIzErXE2RqY/CEwnen1ldhZnWRIrsojcoZSU/9Ew4FPosZ29vL7WqAACJfVk0NDSwZMkSAIBAIMC7d+/w+PFj+Pv7Y9u2bRg8eDACAwPFikCWa9y4MebMmQMAKCwsxJMnT3DmzBmcOXMGhw4dwrhxktPAlbVq1SosWbIE1tbWmDFjBnJycnDkyBF069YNly9flrq2RprU1FR07twZSUlJGD58OBwdHXHt2jUsWbIE//77L06ePCnWsxQKhRg6dCjOnz+PLl26YOTIkYiOjkZAQAAuX76MO3fuoEmTJtUSa3Wpj++pLtHR1MNAx2/gaNoN52O3IF+QKbVddtFrHH7yNTwsR8LLajK0NGTvZlqnKLLSND4+no2Pj2ffvn0r9ruij4aiKhUJYjP+lbqK+cnbK0pfS9mKBNbW1qyOjo7Uc/Hx8WyfPn1E1QNKS0vFzgNgW7duLfG88uoG1tbWSsf/vufPn7Oamppsq1at2MzMTNHxhw8fsjo6OqyTk5NEXLJMnDiRBcBu375ddEwoFLJjx45lAbCHDh0Sa79nzx4WADtu3DixFffbt29nAbDTpolXi1BlrMqYNGkSq+A/5zrznhqC3KIM9vizH+RWMlh7sy+7K3QKm5ITVdPhyqXo5x+nMjhEuqoknfuv/pL6ly0l57nS11Jl0mFZls3Pz2ednJxYAOzRo0fFzslKOkKhkNXT02MBiL6scLVo0SIWABsYGChxztfXlwXAXrt2rdLrZGdnszo6OqydnZ1EyZb4+HgWAOvt7S12vGvXriwAiS9PQqGQtbOzY/X09Nj8/Pwqx3rt2jV20KBBbOPGjVltbW3WwcGB/e6779i8vLxK3xfLKpd01PWeiGKEQiH76PW5Ssvo/HTLhw2pxWV0qrUMjp2dHezs7NC+fXuZ4+BEOTIXhnK4p6NqfD4fX3/9NQDg6NGjSj///crDvXr1AsMwuHr1qkLPL2/Xv7/kOLiPjw8AKLSlwu3bt1FUVIR+/STXQ1hbW6N169a4efMmSkvLtiYuLCzE3bt30bp1a4lN6RiGQb9+/ZCXl4f79+9XKdbt27ejV69euHnzJgYOHIgvvvgCLVq0wKpVq9CvXz8UF8te2a4sdb0nojiGYeDS1AdTXHfCytBVZjshW4qQl/txMGIu0gteqjFC1eK0ODQlJQXFxcXw9vYW2+CLcCdtSwM9LVPoaCi2nbM0FberrujDDz+U2LKgMuWbgt27d0+h9keOHEFeXh7atm0rsd+SsqKjo6Gvry+x9w1Q+T4v71+n4nOkXSsqKgoJCQmws7NDbGwshEKh3Pbl1/3ggw84xfr06VN88cUXaN++PS5fvozGjf+rJr527VosWrQIW7dulVoLjQt1vCfCjZGuOca2/Qn3U07iWkKA1Hu8AJCSG4V94TPQy9oP7hZD6lwZHU5Jx9raGtHR0TSVV4Wk9XS4zFyrqOJ21RUZGxsrnXSaNWsGAEhLS5M4l5aWJkpuFScS6OvrY/v27RLt9+/fj/z8fIU3/MrKykLTptLLhJRvgCZrR8v3rwPI3t3y/Wsp255LrP7+/hAIBNi6datYwgGAb7/9Fps2bcLhw4dVlnTU8Z4IdwzDQ6dmI2Br3BFnotchNU96MhcIi3HpxW+IzriFAQ5f16kyOpySzsiRI7FmzRqEhoYiOzubdgetolJhCbKKXkscr2olAkW3q66q9PR0ieSmr6+PixcvSk1u9X13SWXcuXMHQNnGadIWUWtpaSEyMlLsmI2NDRISpFcplvZFcO/evfD19a16sERtysro/ILbSYdwK+mgzDI6CVkPsSdsGvrazkbbJn3rREeAU9JZvHgx/vnnH0RERGDMmDHYuXMnWraUXeaByJdZmCL1L1Vtqrn26tUrAJCYSguU7SRb/sGYmZmJkydPYubMmRg+fDju379f5e0tjIyMZH6Tzs7OFrVR5DqA7G/l719L2fZcYs3IyABQNiVZUXPnzhVbZwWUVXwPDw/H0qVLJdpX3NZaHe+JqIYGTxM9rCbC3qQz/olZhwwZ93GKSvNwJuYnRGfcgo/9l2ikZazeQJXEKekMHjwYGhoaYFkWFy5cgL29PWxsbNCsWTPweOLji1QGp3I1tUW1MspvJnfq1EluO2NjY/j6+qK0tBSfffYZZs+ejZMnT1bptR0dHXH79m2kpqZK3Feo7D7N+9ep+Jz3RUdHQ1tbW9QTs7OzA4/Hk9v+/ddWNtbyUYLs7GwYGBhU+h6AsqTzvvj4eISHh0u9h1eROt4TUS1Lg9bwbb8N1xJ340HKSZntnmeEICknotaX0eF0B+rq1asIDw8XbdgmEAgQExODGzdu4Nq1a6LH1atXFZ6h1JBlyJy5Vjt6OgUFBdi4cSMAKLzQc8qUKXB3d8epU6dw69atKr1+z549AQAXLlyQOHf+/HmxNvJ06dIF2trauHjxosTi5oSEBERFRaF79+6i2XZ8Ph+enp6iyQUVsSyLixcvQk9PT2zzOmVj7dy5M4D/htmqmzreE1E9LQ1d9LWdjTHO62CgLTnaUK68jM7ZmI0oEuSpMULFVXnaQ8USKIQbaTXXAAYmus3UHsv7EhMTMXjwYDx9+hTe3t4YMWKEQs9jGEY01PP9999LXDMyMhL5+fkKXWvy5MnQ1NTEqlWrxIZ5wsLCcPjwYTg5OaFHjx5iz4mNjUVkZKTYlH5DQ0OMHTsWcXFx8Pf3Fx1nWRaLFi0CAPj5+YldZ9q0aQCARYsWiSUqf39/xMXFYfz48eDz+ZxjnTVrFjQ1NfH5558jMTFR4r1nZmbi4cOHCv05Kaq63xOpPjbG7v8vo9NPbrvHb85hb/iMWllGh/N+Ou9/UyTcSdvSwFCnKTR52mqLQSAQiIZmSktLkZmZiUePHonWrQwdOhT79u1T6svFkCFD0LFjR1y5cgXXrl0TfRueOHEirl27huDgYNFUbHlatWqFZcuWYcmSJXB1dcXIkSNFZVgAYNeuXRLDun369EFCQgJevHgBGxsb0fG1a9ciODgYs2bNwqVLl+Dg4IBr167hzp07GDx4MMaOHSt2nUmTJuHo0aM4fPgwXrx4gZ49eyImJgYnTpyAra0tVq5cWaVY27Vrh23btmHmzJlo3bo1BgwYAHt7e+Tk5CAuLg7Xrl2Dr68vduzYofCfe2Wq+z2R6qWrqY+Bjt/CwbQrzsf+jAKB9PttWUWpOPzkG3RqVlZGR52fJ3JxWXlKZXCk41qR4Nd7YyVWHx+J+JZzHFwqEgAQPbS1tVkzMzO2U6dO7KxZs9iQkBCZz4WMigTlTp8+zQJgP/jgA9Gxnj17sgDY4OBghd8Ty7Ls77//znp4eLB8Pp81MjJiBwwYwD548EDue3rx4oXEuVevXrFTpkxhzc3NWW1tbdbR0ZFdsWIFW1RUJPVahYWF7LJly1h7e3tWW1ubtbCwYD/77DM2NTVVJbGyLMv++++/7NixY9lmzZqxWlparJmZGevu7s4uXLiQffbsmfw/GFa5igTqek+k+uUUpbN/Pl2iQBmdqZyqmyhD0c8/hmWpy6Iqiu4RXlFxaQE23x0icbyDxWD0t/tC1SESQuoZlmXx+M15XI7fjuJS2UPWPEYD3VtMQJcWY8FjNFQeh6Kff9QnrmHS7+cAplWoLk0IaTgYhkF78w8xxdUfLQ3by2wnZEtx4+U+/P54rtQNI9WF8z2dcklJSUhOTkZRUZHMNl5eXlV9mXqrNtdcI4TUHUa6FhjXdj3upZzA9YQ9csroRGJv+Az0sv6sRsrocE46p06dwoIFCyqtucQwDAQCAdeXqfdkrdGhng4hRFkMw4Nns1GwNfbAmeh1eJ0XI7WdQFj0/zI6tzHAYb5ay+hwSnHnzp3DiBEjEB0dDbZsewS5D67u3buHAQMGwNjYGHp6eujSpQuOHTum1DW47JCoTtJ6OjxGA0a6ksUVCSFEEU0a2WCCyy/o1mI8GDkf8wlZodgTNg1P3l5W24xkTkln9erVogCra31OcHAwunfvjpCQEIwePRozZsxAamoqxowZI1qoWJnyHRKXLl0KMzMzzJ07F127dkVAQAC6du2Kt2/fVkvsysiQck/HWMeyWm70EUIaDg2eFj6w8sWnLlvkVjcpKs3DP9Frcer5CuSXVH/hVk7Daw8fPhQlmyZNmqBz584wMjKChoZqPigFAgH8/PzA4/Fw/fp1Ue2oH374AZ6enli8eDFGjRolsR/I+wIDA3H+/HmMGzcOBw8eFMW8Y8cOzJw5E0uWLBFbJFgTpPV0akslAkJI3dfMwAmTXXfgakIAQlNPyWwXlX4DSdkR+NB+HhxMlatCr4wqTSQwMzPDo0ePZJY95+rKlSuIjY3F5MmTJYoVLl68GL6+vggMDMQPP/wg9zq7du0CAKxZs0asRzZ9+nSsX78eBw8exJYtW8RWX6tTQUm21IVdtanmGiGk7tPS0EU/uzlwMO2KszEbkFssuUUJAOSVvMPxyO/RvulH6G07o0r7ecnCaXitXbt2AIAOHTqoPOEAqtmpkMsOieomc7o0zVwjhFQDW+OOmOq2E22b9JHb7tGbIOwNm46X2Y9VHgOnns7UqVNx9+5dREREoKioCDo6OioNSl7lWgsLC+jr61c6a47LDonS+Pv7Y+fOnQrF/ezZMwBASUkJUlJSKm0f9y4Kwmw9ieNsjj5S2MqfTwghXHTUnwRTgQvuJB1GUWmu1DbvkIOj6avwsdNqaGtWPhpUsc6hPJyTzp9//omLFy9i5MiR2Lx5s0pLmyuyu2FlOxVy2SFRmpSUFISGhspt8760tDSFExXQQeLI6bvXAVxX6jUJIUR58j+3iwHsu31AoStJ21VYGk5Jx97eHoWFhWBZFkFBQQgKCoK+vr7EdrtA2VBWbGwsl5epFSwtLeHu7q5Q22fPnqGgoABmZmaiSr7yPEg5ici0aygRFoqOafC08Wm7zXVu33NCSN3EsiyiM27h3qs/UCL8b5F/C8N26GMzS+EZysePH1dohIdT0omPjxdtZ1A+dTonJwc5OTkSbblMqVZkd0MTE5MqX6NiO1mmT5+O6dOny21Trrz2kJaWFiwtLSttP8hyJgayM5BX8g7vCpORUZCEotI8NGtG93QIIerTrNkouDp0x5mY9UjKfgy+piGGu82DvrapwtfQ0tJSqF2Vy+DISypcFxtVvN/SsWNHsXOpqanIzc2Fp6en3Gtw2SGxJjAMA31tU+hrm6KloUuNxkIIabiMdS3Lyui8OgFjXQulEo4yOI/hVGclAlXsVMhlh0RCCGnIeIwGOjf/GK0by55cVeXX4PIkoVCo8KO0tFTp6/fp0wd2dnY4dOgQwsLCRMezsrKwevVqaGtrY+LEiaLjKSkpiIyMlBhKU3aHREIIIdWrVt6t1tTUREBAAIRCIby8vDBt2jTMnz8frq6ueP78OVavXi22G+SiRYvg5OSEv/76S+w6kyZNgo+PDw4fPoxu3bph4cKFGDVqFGbNmiV1h0RCCCHVq1YmHQDw9vZGSEgIunfvjqNHj2L79u0wNzfHkSNHMH/+fIWuwePxcOrUKSxbtgxv377F5s2bcfPmTUydOhW3b99GkyZNqvldEEIIqUihnUP//vtvAEDz5s0lbuzL8ueff+Lp06cAUGm5mvpCQ0MDQqEQfD4fTk5ONR0OIYSoTfmSER6PJ/e2ikJJh8fjgWEYjBw5UmxrgdmzZyMoKEjqWpyPP/4Yx48fB8MwnO7r1EXVVXGbEELqEnlppUpTpt+8eSNas0PKkrNQKAQApScoFBUViZ6rDjSBghCiSgUFBQDKPgflqfI6HfIfNzc3hIaGwt3dHQ8ePFDquUOGDMHp06erKTJJ+fn5anstQkj9V744vuLOANLU2okEhBBC6h9KOoQQQtSGkg4hhBC1UeqeTn5+PhITE8V+L/fy5UuxGQt0z4AQQsj7lEo6QUFBsLW1lTjOsqxYhQBCCCFEGqWSjry511Up8EkIIaRhUCrpKLsehxIRIYSQihROOpRACCGEVJVCSUedK+UJIYTUXzRlmhBCiNpQ0iGEEKI2lHQIIYSoDSUdQgghakNJhxBCiNpQ0iGEEKI2lHQIIYSoDSUdQgghakNJhxBCiNpQ0iGEEKI2lHQIIYSoDSUdQgghasOwVD5aZTQ0NCAUCsHn8+Hk5KTUc2NjY5GVlVVNkUlyd3dX22sRQuq/Z8+eoaCgADweD6WlpTLbUdJRIWX3GyKEkPpIXlpRahM3Ih+PxxNtA6HOP1gtTfrfSAipWQUCAYCyz0F56NNKhdzc3BAaGgpLANPV+LpLv/pKja9GCCGSOu7fj9DXr+Hm5ia3HU0kIIQQojaUdAghhKgNJR1CCCFqQ0mHEEKI2lDSIYQQojaUdAghhKgNJR1CCCFqQ0mHEEKI2lDSIYQQojacKhLk5+cjLS0NAGBgYAATExOx8xkZGcjNzQUAmJmZoVGjRlUMkxBCSH3AqaezevVq2NrawtbWFlevXpU4HxISIjq/Zs2aqsZICCGknuCUdIKDg8GyLMzMzDBs2DCJ80OGDIG5uTlYlsWVK1eqGiMhhJB6glPSiYuLA8MwcHd3l1nO39XVFQDw4sUL7tERQgipVzglnYyMDAAQlfGXpvxceVtCCCGEU9Jp1KgRWJZFRESE1MRTWlqKiIgIAICurm7VIiSEEFJvcEo6LVu2BACkpqZKnSiwevVqpKSkgGEYWFlZVS1CQggh9QanKdM9evQQ9WR++OEHXLlyBT179gQAXLt2TWxGW48ePaoeJSGEkHqBU9Lx8/PDjh07AJTthX316lWxRFNxf+ypU6dWLUJCCCH1BqfhtQ4dOmD27NlgWVY0e41lWVGyKT82Y8YMdOzYUUWhEkIIqes4l8H55Zdf8OWXX4LH44n1bMoT0eeff46tW7eqJEhCCCH1A6fhNaCsN7N582bMmTMHp06dQlxcHADAzs4OQ4YMgYODg8qCJIQQUj9wTjrl7O3tMW/ePFXEUufRQlhCSENX2ecgw1YcGyNV0qhRIxQUFIDP5yM/P7+mw5EpOTkZzZs3r+kwCCH1iKKffwr1dJYvXw4AcHZ2xqhRo0S/K+qHH35Qqn1dpauri4KCglq/IPb69esYN25cTYdBCKlHFP38UyjpLFu2DAzDYOTIkRg1apTod0U1lKRja2uLd+/ewdbWtqZDIYQQtVL0869aN3GjkbvaqVevXjUdAiGkgVI46byfQMrX5ch7kNopMTGxpkMghDRQCg2v7d27FwBgY2Mj9jupm+Li4tC5c+eaDoMQ0gAplHQmTZok93dSda/Ts5CbX6CW1yoqEaCgqBh8HW21vB4hhJTjtE5nypQpAAANDQ1s27YNWlpaKg2qoSktFSIh5a3aXs/ZvStep2fCpllTtb0mIYQAHJPOgQMHIBQK4enpSQlHBYRqvv8V9m8I+vb/SK2vSQghAMfZa+bm5gCAxo0bqzSY9927dw8DBgyAsbEx9PT00KVLFxw7dkypaxQVFWH58uVwdHSErq4umjVrhmnTpuHNmzfVFHXtVyoQ1HQIhJAGilPS6du3L1iWxePHj1Udj0hwcDC6d++OkJAQjB49GjNmzEBqairGjBmDjRs3KnQNoVCIoUOHYunSpTAzM8PcuXPRtWtXBAQEoGvXrnj7Vn1DWrWJqZl5TYdACGmgOCWdZcuWwdDQEElJSfjuu+9UPj1aIBDAz88PPB4P169fx86dO7Fx40aEh4ejVatWWLx4MRISEiq9TmBgIM6fP49x48bh1q1bWLt2LY4fP45t27YhLi4OS5YsUWncdYWZuUVNh0AIaaA43dPZv38/evXqhb///htr167FiRMn8MEHH6BZs2bg8STzmLIVCa5cuYLY2FhMnjwZbm5uouNGRkZYvHgxfH19ERgYWOl1d+3aBQBYs2aNWAWF6dOnY/369Th48CC2bNkCPp+vVHx13fMn4bC1pm3ECSHqxynplJfBYRgGLMsiKioKz58/l9le2aRTvgtp//79Jc75+PgAKNsWW57CwkLcvXsXrVu3hrW1tdg5hmHQr18/+Pv74/79+/jggw+Uio8QQgg3VS6DU558pOE67BYdHQ0AcHR0lDhnYWEBfX19URtZYmNjIRQKpV6j4rUru059ZNe6bU2HQAhpoDjvp1OdZW6ysrIAlA2nSWNoaChqU5VrVGzXkORkZdZ0CISQBopT0qEyOHXb29RkAO41HQYhpAHilHSquwxOee9EVi8kOzsbJiYmVb5GxXa1TfNtv6D59q0Sx4Xa2hAYmyDPuS3SBw5Fhs9HgBLbTBBCSE3ilHSuX78OAGjSpAmcnJxUGhAgfr+lY8eOYudSU1ORm5sLT09Pudews7MDj8eTec9G3n2j2qa4sZnoZ83cHGi/eQ3tN69hcvUKMk+dQPTPv4HV1lH4eh279aqGKAkhpHKcJhL06tUL3t7eWLp0qcw2U6dORdOmTUXVC5TRs2dPAMCFCxckzp0/f16sjSx8Ph+enp6IioqSWNPDsiwuXrwIPT09eHh4KB2fuoVdvS163P/3ER7/dRZZXbsDAIxDrqHF1s1KXe/R/dvVESYhhFSq2jZxy87ORlpaGtLS0pR+bp8+fWBnZ4dDhw4hLCxMdDwrKwurV6+GtrY2Jk6cKDqekpKCyMhIiaG0adOmAQAWLVokNvHB398fcXFxGD9+fN1bo8PjocDBEc+3+qPQqmwqeNM/jgBKlLYpKS6qrugIIUSuaks6BQXcy/RramoiICAAQqEQXl5emDZtGubPnw9XV1c8f/4cq1evFu3tA5QlFScnJ/z1119i15k0aRJ8fHxw+PBhdOvWDQsXLsSoUaMwa9Ys2NraYuXKlZxjrGmsjg4y/l+0UyMvD/wXcaJzOi8TYL3iB7Qf2BceHu3QsYsb2o4eimbbt4KXmwNjUzNInXuYlAR89RXQti2gpwfo6ADNmgEdO5Ydv3dPPW+OEFJvKXxPp/w+TkVv376Vejw5ORk3btwAAKkVChTh7e2NkJAQLF26FEePHkVJSQlcXFywbt06jBkzRqFr8Hg8nDp1CmvXrsWBAwewefNmmJqaYurUqVi5ciWaNGnCKbbaorhCORuNvFwAgOm5s7D77hvwiosBAKV6emBKSqD37Cn0nj1FkxN/oHST5AQFhIcD3t7Au3f/v6AGYGgIpKYCKSlAaGjZuX37qvttEULqMYWTTq9evcQWgbIsi+vXr8Pb21vu80xNTTkH5+npiaCgoErb7du3D/tkfBjq6Ohg6dKlcu8/1VU6r5JEPwsMjdDo6RPYLfoaPEEJcjp0RPySH1HQqjUgFML4ejBslv8AndQUtPlyJtJv3BG/2Pz5ZUnF3R347Tegc+eyWXHFxUBCAvD334BQqOZ3SAipb5SevVbx3oi8BaLllQq6du3KLTIiFy83B43PnAYACIyMUWhji1az/MATlKDQyhpR/nshLL9fxeMhs1cfPDe3gPMno2D09i1KDgQCK3/874K3bpX999dfgS5d/juurQ04OpYlJUIIqSKlxr6UqULAsiwMDAywbNkyZWMicmhkZ8Pwzi04TZ0I7TevAQCp4ydCIzcXRrfKhjRTfD/7L+FUkO/UFu/6lNWzM/j7pPhJY+Oy/6akVFfohBCieE9n4sSJouG1wMBAMAwDa2trianLDMOAz+ejTZs2+Pjjj2FhQWX0q8rTRfZaorRBQ/Fq2iwY3P8XzP+/FGR36SazfXbX7mh8/iy0nz0FSkqA8p1fBw0Cdu0CJk0Cbt4EhgwBOnUCGjVS6XshhDRsCiedivdMAgMDAQAeHh5UEkcNKi4OZcsrEjg5I33gEOR4lg2FaWWk/9deztqo8skHjEAAZGQA5W1/+gmIiQGCg4FNm8oeGhqAmxswcCAwbRrQvLnq3xwhpEHhVJGgvNfTqVMnVcdDpAi7qobFnMbGwJUrQEgIcPp0WW/n/n3gwYOyx/r1wO7dwLhx1R8LIaTe4pR0pM0UY1kWBQUFaETDMTWixLSx6Gft16koamkttZ3261QAAKupCUbazMIePcoeAFBYCFy4ACxZAjx+DEyZAvTu/V/viBBClFSlxaGpqan48ssvYWdnB21tbdF2Af7+/li+fDlWr16tkiBJ5fKd2oL9/5oowzuye0aGd8pmqRU5Of93P0cWXd2yezsnTpT9XlhY1hMihBCOOO+nc+fOHQwZMgTp6emiWW3lEw2Sk5OxcuVKMAyDbt26oVevXioJlshWamiIrG4fwDjkGiz3BSB90FCJGWz8qGcwuVRWuy536HDolp8QCAAer+whTcXrcFzsSwghAMeeTkZGBkaMGCGqq/b+zqGjRo0S/Xz27NkqhEeUkfT5VxBqakE3MQGtZ0wB/3lU2QmhEEbXr6L1LD/wBALkmFsge/zECk9MKluLs3Il8PCheB23R4+ATz8t+1lPD6ik0CohhMjDqafz66+/IjU1FQzDSF270759e5iZmSE9PR137tyRcgVSHfKd2yJuzXrYLf4GBqH34TJyEAT6+uCVlIBXVFbks8jCEpFbfoOpnp74k+PigO+/L3toaABGRkBubllFAqBskei+fUAVKkwQQginns7p06dFPx86dAjDhg2TaOPs7AyWZRETE8M5OKK8jA8H4vHJILz5eCwKW1qBV1wMVkMTeW2ckDTrCzz+6wzuZ6WLP6l587IyN199VVaNwNKyLOFoagLOzsDs2UBEBFChB0sIIVxw6ulER0eDYRh4eHhg7NixOH78uEQb4/+vcM/IyKhSgA1V8qwvkDzrC07PLbKyRvwPKyppVaGHqqUFDB5c9iCEkGrEqadTvm2BvA3aMjMzy16AbjzXOlZ2rWo6BEJIA8UpI5iamoJlWURFRUk9n5OTg9DQUABA48aNpbYhNUdQUlzTIRBCGihOScfV1RUAEBMTg/Xr10NQYbbT69ev4evri9zcXDAMAzc3N5UESlTn1cv4mg6BENJAcbqnM2zYMFy4cAEAsHDhQrFzzZs3F5vRNnz48CqERwghpD7h1NPx9fWFo+N/lY9ZlhWt1RH+f6MvhmHg6OiI8ePHqyBMokrtO8muQk0IIdWJU9LR1dXFyZMn0axZM7GEA0C0dsfc3BwnTpyAjo4O5+Du3buHAQMGwNjYGHp6eujSpQuOHTum1DWKioqwfPlyODo6QldXF82aNcO0adPw5s0bznHVddFPH9V0CISQBopzGRwnJyc8fvwYGzduxMmTJ/HixQsAgK2tLYYMGYL58+dXaavq4OBg+Pj4QFdXF2PHjoWBgQGOHz+OMWPG4OXLl5ivwE6WQqEQQ4cOxfnz59GlSxeMHDkS0dHRCAgIwOXLl3Hnzh00adKEc4x1VUFebk2HQAhpoDgnHaBsLc6KFSuwYkVla0KUIxAI4OfnBx6Ph+vXr4smI/zwww/w9PTE4sWLMWrUKFhbS6+kXC4wMBDnz5/HuHHjcPDgQVGPbMeOHZg5cyaWLFkCf39/lcZeF+gZGNV0CISQBqpWLqK5cuUKYmNj8cknn4jNfjMyMsLixYtRXFws2khOnl27dgEA1qxZIzYEOH36dNjZ2eHgwYOiNUcNia1jm5oOgRDSQFWppwMASUlJSE5ORtH/a3tJ4+XlpdQ1r169CgDo37+/xDkfHx8AwLVr1+Reo7CwEHfv3kXr1q0lekQMw6Bfv37w9/fH/fv38cEHHygVX10XEXoXlh8NqukwCCENEOekc/r0aXz77bd4/vy53HYMw4it41FEdHQ0AIjNkCtnYWEBfX19URtZYmNjIRQKpV6j4rWjo6MbXNIhhJCawinpXLhwAcOHDwfLslKrTFdVVlYWgLLhNGkMDQ1FbapyjYrtGpIW1vY1HQIhpIHidE9n1apVYutxCCGEEEVw6umEhoaK1uNYWlqia9euMDAwUFlQ5b0TWb2Q7OxsmJiYVPkaFds1JEkJsXBydqrpMAghDRCnpKOhoQGgbE1OREQE+O9ti1xVFe+3dOzYUexcamoqcnNz4enpKfcadnZ24PF4Mu/9yLtvRAghpHpwGl4rTwR2dnYqTzgA0PP/WyKX13er6Pz582JtZOHz+fD09ERUVBQSEhLEzrEsi4sXL0JPTw8eHh4qirruaOfeuaZDIIQ0UJySTnmRzzt37uDp06cqDQgA+vTpAzs7Oxw6dAhhYWGi41lZWVi9ejW0tbUxceJE0fGUlBRERkZKDKVNmzYNALBo0SKxCQ/+/v6Ii4vD+PHjqyVp1nYvoiNrOgRCSAPFaXitX79+2LhxI77++mt06dIFY8aMQbt27WTeZ6mYIBQKSlMTAQEB8PHxgZeXl1gZnISEBGzYsAE2Njai9osWLUJgYCD27t0LX19f0fFJkybh6NGjOHz4MF68eIGePXsiJiYGJ06cgK2tLVauXMnl7dd5eTkNb8YeIaR24LxOR0dHB9ra2sjNzcWePXvktlU26QCAt7c3QkJCsHTpUhw9ehQlJSVwcXHBunXrMGbMGIWuwePxcOrUKaxduxYHDhzA5s2bYWpqiqlTp2LlypUNsu4aAPD19Gs6BEJIA8WwHBbanDhxAqNGjRKbLi3rMgzDoLS0lHuEdUjHjh0RGhoKd3d3PHjwQOHnlQhK8TDyRTVG9t7rlRTD3MwUDi0t1PaahJD6TdHPP073dH766SfRz9W1QJRUn0f3btV0CISQBorT8FpERISol9O5c2fROh0er1bWDyWEEFJLcEo6jRo1QkFBAVxcXHDr1i2qSlDHNGtpU9MhEEIaKE5dE29vb7AsCyMjI0o4dZCmljZAI6KEkBrAKeksX74cjRo1wt27d0XbEJC6IzFOfmVwQgipLpyG144ePYru3bvj4sWL6Nu3L7y9veHi4gJjY2Op7X/44YeqxEgIIaSe4JR0li1bBoZhwDAMhEIhrly5gitXrshsT0mndnF261TTIRBCGqgqTzeTd0+HplLXTknxsTUdAiGkgeJckYASSt2VnZlR0yEQQhooTkln7969qo6DqJGObqOaDoEQ0kBxSjqTJk1SdRxEjZxcO1beiBBCqgGVEKgnhvn0QmcXR4Uex/YH1HS4hKP4+HgwDCNWTV0RhYWFmDdvHry8vNCsWTPo6urCwsIC3bt3x969e1FSUiLWvqSkBMePH8ekSZPg5OQEfX19GBgYoHPnzti+fbvUeophYWH4/vvv0aVLFzRt2hQ6Ojqws7PDrFmzkJycXJW3TeoRzvd0SO0y5tNJyM3JkXk+NuY5gi+eB5/fCKaNTcHS6tAGJTc3F9u3b4enpycGDhyIJk2a4N27dwgKCsKUKVNw5MgRBAUFiUpZxcbGYtSoUdDX10efPn0wZMgQZGVl4fTp05g1axbOnj2Lv//+W2wi0YwZM3D37l14enpi7Nix0NHRwd27d7F9+3b88ccfuHHjBtq0aVNTfwSklqCkU0+MmzBZ5rmszHeYNHYEAOD7FWvRpk1rdYVFaglTU1NkZWVBW1tb7LhAIEC/fv1w4cIFBAUFYeDAgQAAAwMD/Pbbb5g0aRL09PRE7Tdu3IhevXrhn3/+wZ9//omPP/5YdG78+PH4/fff4eDgIPYa69atw8KFCzF//nycOXOmGt8lqQtoeK2eEwgEWPz1l0hJTsLEqdPRx+cj6DbSE2vz5s0bfPXVV3BwcICOjg7MzMwwcuRIRERESFzPxsYGNjY2yMzMxJw5c9CyZUtoampi3759ojanT5+Gt7c3jIyMwOfz4erqik2bNkEgECgcd3R0NCZPngxbW1vo6OjA1NQUrq6umDt3rsTMyZycHPz4449o3749GjVqBCMjI3To0AHff/+9xLDRzZs3MXDgQJiamkJXVxdt2rTB0qVLkZ+fLxEDwzDo1asXkpOTMXHiRFhYWIDH44lV4bh+/ToGDx4MMzMz6OjowNHREUuWLJF6PVn++usvjBs3Dg4ODqL4P/jgAxw/flys3b59+2BrawsACAwMFK2VYxim0sogPB5PIuEAZRsmDh8+HAAQExMjOt68eXPMmjVLLOEAgJ6eHubNmwcAuHbtmti5zz//XCLhAMDXX38NPp8v0Z40TNTTqed+2bgW9+/eRtfuXpj5RdmHRXz0MzjY2wEoG0bp1asXkpKS0L9/fwwbNgxv3rzB8ePHcf78eVy+fBmdO3cWu2ZRURF69+6N3NxcDBkyBJqamjA3NwcAbNq0CfPnz4epqSk++eQT6Onp4e+//8b8+fNx48YNnDhxotJ6fa9evYKnpyfy8vIwcOBAjBkzBnl5eYiOjsa2bduwYcMGaGqW/dV98+YNevbsicjISLi5uWHmzJkQCoWIjIzEunXrMH/+fFGljD/++APjxo2Djo4OxowZg6ZNm+LChQtYvnw5zp8/j6tXr0JXV1cslvT0dHTt2hWmpqYYO3YsCgsLYWhoCADYvn07Zs+eDWNjYwwePBhNmzbF/fv3sWrVKgQHByM4OFjqB/37Fi1aBG1tbfTo0QOWlpZ4+/Yt/v77b4waNQq//PILPv/8cwCAm5sbvvzyS/z8889wdXXFsGHDRNeouJOuMoRCIc6dOwcAaNeunULP0dLSAgDR/4PKMAwDLS0tqtNIyrBEZdzd3VkArLu7u1LPKy4RsHcfR6v8sXTVTywAtoWVNXvp5gPR8W3+u9jnCa9YlmXZbt26sRoaGuy5c+fEYoqKimINDAxYFxcXsePW1tYsANbHx4fNz88XOxcTE8NqamqyTZs2ZRMTE0XHCwsL2R49erAA2P3791f65/HLL7+wANgtW7ZInEtPTxf7feTIkSwAdvHixRJtU1NT2ZKSEpZlWTYrK4s1MjJidXR02PDwcFGb0tJSdsyYMSwAdvny5WLPR1lZVHby5MmsQCAQO/fkyRNWU1OTdXV1ZdPS0sTOrVmzhgXAbtiwodL3yrIsGxsbK3EsJyeHdXFxYY2MjNi8vDzR8RcvXrAA2EmTJil07fcVFRWxS5cuZX/44Qd29uzZbJs2bUTvUVEfffQRC4A9c+aMQu2PHj3KAmA//vhjTjGTukHRz79aPbx27949DBgwAMbGxtDT00OXLl1w7Ngxpa5RVFSE5cuXw9HREbq6umjWrBmmTZuGN2/eVFPUtcOzJ4+xdvn3aNRID+t/3g6D/387B4A2Lu4AgIcPH+LWrVuYNGkSfHx8xJ7fqlUr+Pn54fHjx1KH2X766Sfw+XyxY4cOHYJAIMD8+fPRsmVL0XEdHR2sW7cOAMSG4Srz/vWBsnsT5VJTU3HixAnY29tj2bJlEm3Nzc1F38ZPnTqFrKwsTJkyBe3btxe14fF4+OmnnySGCMtpa2vjp59+goaGhthxf39/CAQCbN26FY0bNxY79+2336JJkyY4fPiwQu/Tzs5O4pi+vj58fX2RlZWFe/fuKXQdRRQXF+PHH3/E8uXL8dtvvyEqKgpff/01du7cqdDzd+7ciaCgIPTu3RsDBgyotP3Lly/xxRdfgM/nY8WKFVUNn9QDtXZ4LTg4GD4+PtDV1cXYsWNhYGCA48ePY8yYMXj58iXmz59f6TWEQiGGDh2K8+fPo0uXLhg5ciSio6MREBCAy5cv486dO2jSpIka3o16pael4dsvZ6G4uBhrN2+CnYOj2PnU5ES0aG6JO3fuAABev34t9UM7MjJS9N+KQy+6urpwcXGRaP/w4UMAQK9evSTOde3aFbq6uggLC6s0/sGDB2PRokWYPXs2Ll++jA8//BA9e/aU+HC+f/8+WJaFt7e3aMhHFnmxWVlZwc7ODs+fP0dOTg4MDAxE52xtbWFmZibxnPI/u/IhyPdpaWmJ/vwq8+bNG6xduxZBQUFISEhAQUGB2PlXr14pdB1F6Ovrg2VZCIVCvHr1CqdPn8bixYtx+/ZtnD17VjR0KM0///yDOXPmwNraGr///nulr5Weno4BAwbgzZs32L9/P1q3pgkspJYmHYFAAD8/P/B4PFy/fh1ubm4AygqHenp6YvHixRg1ahSsra3lXicwMBDnz5/HuHHjcPDgQdGY8o4dOzBz5kwsWbIE/v7+1f121EpQUoJF8z/Hm9epmDJ9Nnr16S/RJjMjDQCQkVFWDufMmTNyZxXl5eWJ/d60aVOp4/PZ2dkAILq/UxHDMDA3N1dovYaNjQ3u3LmDZcuW4ezZs6LebZs2bbB8+XLRjKmsrCwAZTe9KyMvNgCwtLTE8+fPkZ2dLZZ0ZLUv/7NbtWpVpa8tT0ZGBjp16oTExER0794dffv2hbGxMTQ0NBAWFoZTp06hqKioSq8hDY/HQ4sWLTBz5kyYmZlh9OjRWLVqlahH+r6zZ89i1KhRMDc3x5UrV2BpaSn3+unp6ejTpw+ePHmC7du349NPP1X5eyB1k0JJJzExsUovYmVlpVT7K1euIDY2FpMnTxYlHAAwMjLC4sWL4evri8DAwEqrV+/atQsAsGbNGrEPyenTp2P9+vU4ePAgtmzZInUYp67asGY5wkPvo0dPb0yb/aXUNlraOgAg+la7detWzJkzR+HXkHVDuPx6r1+/lvhCwLIsXr9+LfebdEXt2rXDn3/+iZKSEjx48ABBQUH45ZdfMGbMGDRr1gzdu3cXTRBQJJFVjE2a1NRUsXblKnuv7ycpZe3evRuJiYlYsWIFlixZInZu7dq1OHXqFOdrK6p//7IvJrJmwJ05cwYjR46EmZkZgoODpQ4HVlSecMLDw/Hbb79h+vTpqg6Z1GEK3dOxsbGBra0tp0dlf0GlKf/LX/6PoaLyew+VTb8sLCzE3bt30bp1a4kPQIZh0K9fP+Tl5eH+/ftKx1db/fXHEfz1xxFY29jhx7UbZX5gtvfoCgCiWWm3b99Wyet36NABgPQPr7t376KwsFDsS4QitLS00KVLF/z444/45ZdfwLIs/vnnHwCAh4cHeDwegoODJaZGKxPby5cvERsbCzs7O4UTSPmfXfkwG1exsWUVv4cOHSpx7saNGxLHyu8tSasIwFX58J20IcryhGNqaorg4GCpU6Irqphwtm7dilmzZqksTlI/KDWRgGVZTg9lRUdHAwAcHR0lzllYWEBfX1/URpbY2FgIhUKp16h47cquU1c8CgvFxjXLoaevj59+3gZ9fdkfng9uXQUAeHp6onPnzjh8+DCOHj0q0U4oFCq1tuKTTz6BpqYmNm3aJHYfori4GAsWLAAAhcq3PHjwQDQcVlF5L6V8WrO5uTlGjhyJ2NhY/PjjjxLt37x5I1obNHToUBgZGWHv3r148uSJqA3LsliwYAEEAoFSpWVmzZoFTU1NfP7551JHAjIzM0X3keQp/0IUEhIidvzQoUM4e/asRHsTExMwDIOXL18qHCsAPH36VOraofz8fNG6m/cnBgQFBWHkyJEwMTFBcHCwzH9L5TIyMtC3b1+Eh4fj559/Vqr3TBqOKt3TqWzePZeEA/w3Vm9kZCT1vKGhoahNVa5RsV1dlpeXi4VfzUFJSQlc3Nxx8Zz8Vd/6fB30/bBs5fnhw4fh7e2NsWPHYsuWLXB3dwefz0diYiJu376Nt2/forCwUKE47O3tRWtj2rdvj9GjR0NPTw+nT59GVFQUhg4dqtDY/oEDB+Dv7w8vLy/Y29vD0NAQT58+xdmzZ2FqaorJk/+rvrBt2zZERERg1apVOHv2LHr37g2WZfH8+XNcuHABr1+/hrGxMQwNDbFr1y6MGzcOnTt3xpgxY9CkSRNcunQJDx48gKenJ7755huF3idQNvy3bds2zJw5E61bt8aAAQNgb2+PnJwcxMXF4dq1a/D19cWOHTvkXmfChAlYt24dPv/8cwQHB8Pa2hrh4eG4fPkyRowYgRMnToi119fXR6dOnXD9+nVMmDABjo6O4PF4mDBhgtx7nMeOHcOmTZvQo0cP2NjYwNDQEMnJyQgKCkJ6ejo++OADfPXVV6L2kZGRGD58OIqKitCrVy+pM/FsbGzEEvWIESMQFhaGNm3aICMjQ+rklLlz58rcYZg0DAolHS8vL4kEk5+fL5rKaWBgAHt7ewBAXFwcsrOzwTAMXF1d6S+YGmRlZiI97S0AIPTeXYTeuyu3/cdjPxH9bGtri4cPH2LTpk04efIk9u7dCw0NDVhaWsLLywujRo1SKpZ58+bBwcEBmzZtwu+//47i4mK0atUKGzduxBdffKHQAsFx48ahsLAQN2/exL///ouioiLRTe9vvvlG7B6hmZkZ7ty5gw0bNuCPP/7Ar7/+Cl1dXdja2mLhwoViK+o//vhjWFhYYM2aNThx4gTy8/NhY2OD77//HgsWLJBYGFoZPz8/uLm5YdOmTbh+/TpOnz4NIyMjWFlZ4auvvlKoGnuLFi1w7do1fPvtt7h06RIEAgHc3d1x4cIFvHz5UiLpAGVJ+auvvsI///yDrKwssCyLHj16yE06gwYNwqtXr3Dr1i3cvn0bubm5MDIyQvv27TF27FhMmTJFbLFnamqqaALDkSNHpF6zZ8+eYkknPj4eQFnCktbzBMp6uvSZ0LAxLIfuiEAgQN++fXHjxg0sXLgQ33//vegfbFFREVasWIHVq1ejY8eOuHHjhtL/mD/++GP8+eefuH//Pjp2lCzDb2BgABMTE7kTHJ48eYJ27dph0KBBOH36tMT5jRs34uuvv8bu3bsxZcoUpeKTpWPHjggNDYW7uzsePHig8PNKBKV4GPlCJTEo4l36W9jZ2sDRSv4MJEIIUZSin3+cFoeWf7NzcnLCqlWrxJKKjo4OVq5cCWdnZ4SGhmL9+vVKX1/e/ZbU1FTk5uZWOr5sZ2cHHo8n856NvPtG9V1c1JPKGxFCSDXglHT2798PhmHkro9o3rw5WJZVeFV2RT179gQAXLhwQeLc+fPnxdrIwufz4enpiaioKCQkJIidY1kWFy9ehJ6eHjw8PJSOjxBCCDeckk5cXByAshXhb9++lTj/5s0b0f2e8nFeZfTp0wd2dnY4dOiQ2Ar2rKwsrF69Gtra2pg4caLoeEpKCiIjIyUmBUybNg1AWUHFiqOI/v7+iIuLw/jx4+vVGh1FtWrrWtMhEEIaKE6z1/T19VFUVITMzEz06NEDX3/9tagsSkREBDZu3IjMzExRW6WD0tREQEAAfHx84OXlJVYGJyEhARs2bBCrqrto0SIEBgZi7969Yjc2J02ahKNHj+Lw4cN48eIFevbsiZiYGJw4cQK2trZYuXIll7df56W9ToVVyxY1HQYhpAHilHR69eqFP//8EwzDIDo6GjNmzBA7X96rYBgG3t7enALz9vZGSEgIli5diqNHj5ZNB3Zxwbp16zBmzBiFrsHj8XDq1CmsXbsWBw4cwObNm2FqaoqpU6di5cqV9bLumiIy0qSvyieEkOrGafbas2fP4OHhIVq/8f4lGIYBy7Lg8/m4d+8enJ2dVRNtLVdXZq+F/RsC7z4+cLSm2WuEENWo1tlrTk5O+Pvvv2FmZibWqylfg8GyLMzMzHDq1KkGk3DqEjfPHjUdAiGkgeJckaBPnz6IiorC7t27cenSJdEMMSsrK/Tt2xdTp06FiYmJygIlqvPwzg307vdhTYdBCGmAqlQGx9jYGPPnz1dobxtSewiFqisWSQghylDZzqEsy0otKEhqn8ZN6V4OIaRmVKmnk5qaijVr1uD06dN4+fIlWJaFQCCAv78/Xr9+DU1NTSxevFhVsRIVMWncBNxKsRJCSNVwTjp37tzBkCFDkJ6eLjaZACjbVGvlypVgGAbdunWTukUwqTkxzx7B2qplTYdBCGmAOA2vZWRkYMSIEUhLK9v2+P3KwRUrE0vbE4QQQkjDxCnp/Prrr0hNTRWtx3l/nU779u1hZmYGoOo7KxLVs2/jUtMhEEIaKE5Jp+JWAYcOHcKwYcMk2jg7O4NlWcTExHAOjlSPrHdpNR0CIaSB4pR0oqOjwTAMPDw8MHbsWNG+7RWVb9SUkZFRpQCJ6qW9TqnpEAghDRSnpFNQUACgbI96WcoLfvJ4KpuVTVSEYej/CSGkZnD69DE1NQXLsoiKipJ6PicnB6GhoQCAxo0bc4+OVAv3rl41HQIhpIHilHRcXcv2Y4mJicH69eshEAhE516/fg1fX1/k5uaCYRi4ubmpJFCiOuH/3qzpEAghDRSndTrDhg0T7eq5cOFCsXPlO4aWGz58eBXCI9VBICip6RAIIQ0Up56Or68vHB0dRb+zLCtaqyMUCgGUrd1xdHTE+PHjVRAmUSWTxk0BqklACKkBnJKOrq4uTp48iWbNmoklHOC/vXTMzc1x4sQJ6OjoqCxYohpNLJvXdAiEkAaK8zQmJycnPH78GN999x2cnZ3B5/PB5/Ph7OyMRYsWISIigvbSqaWeRzys6RAIIQ0Up3s6ERERaNeuHYyNjbFixQqsWLFCZttZs2Zh27ZtnAMk1SMrtwBZOVQVnBAiSa+RDjSlrL9UBU5Jx8fHB7du3YK1tbXcdtOnT0dAQADnpHPv3j0sXboUt27dQklJCVxcXDBv3jyMHj1a4WsUFRVh3bp1OHDgAF6+fAlTU1MMGjQIK1euRNOmTTnFVdfZtiqrFhGV8KqmQyGE1EJ6fB20ta+eosCchtdSUlLQr18/vHnzRup5lmXh5+eHXbt2cQ4sODgY3bt3R0hICEaPHo0ZM2YgNTUVY8aMwcaNGxW6hlAoxNChQ7F06VKYmZlh7ty56Nq1KwICAtC1a1e8ffuWc3x1WV5Odk2HQAipxYqKBZU34ojzPZ3Y2Fj4+PggO1vyA2zq1KnYs2cP56AEAgH8/PzA4/Fw/fp17Ny5Exs3bkR4eDhatWqFxYsXi7bHlicwMBDnz5/HuHHjcOvWLaxduxbHjx/Htm3bEBcXhyVLlnCOsS57k5JU0yEQQhooTkmnfLbao0ePMHjwYBQWForO+fr6Yt++faLfTU1Nlb7+lStXEBsbi08++URscamRkREWL16M4uJiBAYGVnqd8p7WmjVrxGbYTZ8+HXZ2djh48KCopA8hhJDqxynpVLxHExISgo8//hjFxcX49NNPsX//frFp08HBwUpf/+rVqwCA/v37S5zz8fEBAFy7dk3uNQoLC3H37l20bt1a4t4TwzDo168f8vLycP/+faXjq+uoDA4hpKZwSjrTp0/Hzz//LKo8cPbsWdjb2+Pw4cMAyu7pWFlZ4caNG2jXrp3S14+OjgYAsQWo5SwsLKCvry9qI0tsbCyEQqHUa1S8dmXXqY8iQv+t6RAIIQ0U53s6c+bMwaZNm0SJJzk5WfSzg4MDbty4AQcHB07XzsrKAlA2nCaNoaGhqE1VrlGxXUNSXFRYeSNCCKkGVapxP3fuXKxfv16sKoGLiwtCQkLQsmX1TLcjVWdkQpW/CSE1Q6F1OlOmTJF7vkmTJnj79i0YhoGNjY1YEVCGYbB7926lgirvncjqhWRnZ8PExKTK16jYriGxbGlT0yEQQhoohZLOvn37xGZ/ycKyLP755x+x37kknYr3Wzp27Ch2LjU1Fbm5ufD09JR7DTs7O/B4PJn3bOTdN6rvIh89QMduvWo6DEJIA6SyLSQZhlEoMSmiZ8+eACDaPqGi8+fPi7WRhc/nw9PTE1FRURJreliWxcWLF6GnpwcPDw+VxEwIIaRyCicdlmWVfnDVp08f2NnZ4dChQwgLCxMdz8rKwurVq6GtrY2JEyeKjqekpCAyMlJiKG3atGkAgEWLFonF4+/vj7i4OIwfPx58Pp9znHWVtUObmg6BENJAKTS8xmWtTVVoamoiICAAPj4+8PLywtixY2FgYIDjx48jISEBGzZsgI2Njaj9okWLEBgYiL1798LX11d0fNKkSTh69CgOHz6MFy9eoGfPnoiJicGJEydga2uLlStXqvV91RZFhbQglhBSMxRKOpUNZVUHb29vhISEYOnSpTh69Kio4Oe6deswZswYha7B4/Fw6tQprF27FgcOHMDmzZthamqKqVOnYuXKlWjSpEk1v4vaKTUpAc2tbGs6DEJIA8SpyrS6eHp6IigoqNJ2+/btEyu9U5GOjg6WLl2KpUuXqjg6QggRt2ubKQK2l5X+0tEV4viZBDRpWiq17atkTQz/0AYAsG1PMjp2ahgjEFVOOqWlpUhLS0NRUZHMNlZWVlV9GaJCbp49ajoEQuq9okIeArabYtHShlnNXhbOSefevXv4/vvvce3aNRQXF8tsxzAMBILqK5NNlBf5OBRtO8ifck4IqbrTJw0xflImrGxKajqUWoPTlOm7d++iZ8+euHjxIoqKiqptFhupHoUFtGMoIdXJ3KIEDq2KUCpgsO0XqgBSEaeezrJly1BYWCi2Nuf95FJeaZrUPgZG8qs5EEKqhscDZn2ZjnmzmyH4oj6ePNZBWxfZtyBkCX+oixNHjRAWqouMdA1oabOwtimBd99cjBqXhUaNZH/GXruih6MHjRD1TAelAgbNW5bgw4E5GDchE3t3ld17cvcowPa9yVV5q0rjlHRu374tSira2tpo3bo1jIyMoFFNe2oT1Wpp2/CqMBCibt298uHuUYDQ+3z89r/27jyuqSvvH/gnQCBA2MNmlc2ibZEpUkQsylJ/IC6tOrRa/aHWBS0WW8UZaWsRndpBn2lH7YytuDxIXeq4zVM3XFGsWhHtok5dUNlElFoUDAQIyXn+4OHKJQmQGBKW7/v1yuvFPffcc09O6/3m3nPuOaud8NWm9i8Pr1QCq/5Lgp3b7Lk0KyslamUm+PWqCL9eFeHA/9hiTfo9uPdS7b5Y87kTtmc+/XFpY6NAwR1z/HOVBGdPW+PlQOMNWtAp6DT14djZ2SE3Nxf9+vXTa6VIx/r15ws0DQ4hBjB3/kPMiuuDSxes8MMZKwwZ2r5H2+vXOmLnNns4ODZgVkIFokZKYWenRIMc+OVnS6z5mxNuXBMheb4bNu+4C5NmHSVHs8RcwBkx6gkSkx7CxVWBujoBsvbb4O8rJLidb94RX7dddOrTaQoygwcPpoBDCCEa+L9ch4jhUgDAV2uc0J4eh3ulZvhmkwMsREp8uf4e3ny7CnZ2SgCAmRB4ZVDjIzEXVzluXBPh+5PW3LGMAen/bByyHTykBstWPICLa+OQbQsLhnFvVmHRJ7+hqsp4T6V0CjpxcXFgjCE/P5/6bbogerxGiOEkvP87TE0Zbl63wNFD4jbzH/zOFgqFAENCa9Cvv/qRwdbWDOGvVQMAzp+z4tJvXjfH3eLGu5h34h9B3XSYo8c+gZu78UbT6fR47f3338eOHTvw008/Yc6cOfjb3/7WI5cI6KoUChrCToihePnIMWZcFb7bY4f0fzpheLQUZkLN+S//JAIA5J6zwsgIL435ZDWN9wxl955exm9cswAAmJkx/CFAfb+NQAAMDJIha38rlehAOgWdmJgYyOVyMMawadMmbNu2Dc8//zycnFSHBgoEApw4ceKZK0r0515xAdx7exq7GoT0GLMSKnD4oA1K7wqxd6cdJvx/zSsW//Zb46MvmcwEMlnbD6Pqap/meVTReKydvQLCVmKKplkSDEGnoHPq1CluuDRjDDKZDFeuXFFZ2qD5iqKEENJTubgqMGFSJbZkOOC/1ztgzPgqjXmVisZr5tQZj/Degt91Ol9nvuw+83o6TcGHgkvX4R80xNhVIKTHmTrzEWxtFXhUYYbtmfYa8zlJGu9Cysq0vydwcGw89vEjU8hb6bb5rbyLDSQA2re+Dumcbl+7auwqENLj2NopMXXmIwDAtkwHPH6k/sL/h4GNfTF5561QV6fdj/n+Lza+gNrQIMDln9WvFcYY8PMl460jptPjtYKCAn3XgxhQTfUTY1eBkB7prcmV2LndDuUPhPjvdEe1eV4fX4UtGY1BacNaRyQmaX7EJpcDcrmAm5mg3wv16O1Rj7vF5vhmkz0Cg2Qqj9qyDtig7J5xBhEAOt7peHp6avUhnYu12NbYVSCkRxKJGOLnVgAAvj9lrTZP7z4NmDG7Mc+WDAcs/diF9zJnQ0Pj0OiNXzsgdpQnbl634PYJBMDs/yv//FlrLFvswj1Kq6sTYN9eG6z4izNsbbvYQALStfn0f8nYVSCkxxo99gm2bXZAYYHmWQFmvvsICoUAGesdkLXfFln7bWEhUkIkYpA+MYFC8fT2peWdzIjRUvx69TF2bLVH1n5bHD5gAxsbJWpqTNDQIEDQ4Br4+dcic6MjzC2UHfU1NXrmoFNTU4Nbt26hsrJSYz9OWFjYs56G6NGVS+dpGhxCjMTUFEj44Hckz3fXmEcgAOYkVuD/jZBiz79scSnPCuX3zSCVmsDGVgkPz3r8YWAtIl6rhn9ArcrxC5IfYmCQjJvws14ugJdPPUa+/gRvxz3Gms8lAACxTRcKOqWlpZg3bx4OHjzY6no5z7KeTl5eHlJTU3Hu3DluueqkpCRMmDCh3WXU1dVh5cqV2LJlC0pKSuDo6IgxY8Zg+fLlcHFx0alehBCiTvzcCu7xWWsihlcj98qtNvP19a3Hok8e6lSXiOHViBherXbf9f80PpLz6at5LbSOolPQkUqlGDp0KIqLiztslNrJkycxYsQIiEQivP3227CxscGePXswceJElJSUYOHChW2WoVQqMXbsWBw5cgQhISGIjY1Ffn4+Nm7ciBMnTuD8+fNwdnbukPp3Zs95+hi7CoQQI/kxT8SNbGvvBKT6pNNAgq+//hpFRUXcdsv3dJ71vZ2GhgbEx8fDxMQEp0+fxvr16/HFF1/gl19+Qb9+/fDxxx/zzq9JZmYmjhw5gkmTJuHcuXNYsWIF9uzZg6+++gp37tzBJ598onMduzKB4JlfzyKEdGL/tVyCA/9jg98fmnKTjD6pMsHenbb48weNj/WCBtfgpQHar/HzrHS6+hw8eJD7+9VXX+Xudry8vBAdHc0FnbfeegtTp07Vuvzs7Gzcvn0bkydPRkBAAJduZ2eHjz/+GPX19cjMzGyznA0bNgAA0tLSeEFwzpw58PHxwbZt2yCTGW9dCWO5W9j2bT0hpOu6/LMlPk1xxahIb4QF+SAq1BtRQ72x8lMXSJ+YwrtvHVI/e2CUuukUdK5fvw4AcHJywsmTJ7n0oKAgHD58GLt27YJSqURxcTHS09O1Lv/UqVMAgOjoaJV9I0aMAADk5OS0WkZtbS1yc3PRv39/lWHbAoEAUVFRqK6uxsWLF7WuHyGEdGaz3/sdY8ZVwbtvHSytGKprGgcgBATKMH/Rb9j87V1uyQND06lP5/HjxxAIBHj55ZchbDarXNMdz/jx4xEYGIgLFy4gLS0NqampWpWfn58PAPD1VZ2C383NDWKxmMujye3bt6FUKtWW0bzs/Px8DBs2TKv66ZuhJxDyGxhs4DMSQgwpLLIGYZG699d05KxmOgUdMzMzyOVy2NjYAADMzc0hl8tRUfF01IabmxsYY/j222+1DjqVlY0zsGpaLsHW1pbL8yxlNM9nTGZmpnB1ssOTasM86rtz/QoGBLxikHMRQroeiX3HvUCuU9BxcHCATCZDdXXjcDx7e3uUl5cjNzcXpaWlsLCwQG5uLgCguLhYf7XtxjzdDTeK7kreWQx43sNg5yOEkCY69em4uLiAMYZHjxonr2taslomk8HX1xdeXl7cXY+lpfYTyzXdnWi6C6mqqmpz0bj2lNE8X0/SE78zIaRz0Cno+Pv7AwBu3rwJxhiioqK4fbW1taipqeHW0tFlNoLm/S0t3b9/H1KpVGNfTRMfHx+YmJho7Ptprd+ouxs+fLixq0AI6aF0CjpBQUGwsrKCQqHAlStXMHfuXDg7O3OBpml4skgkwrJly7QuPzw8HABw9OhRlX1Hjhzh5dHE0tISwcHBuHHjhso7PYwxHDt2DNbW1ggKCtK6fl3d3r17jV0FQkgPJWB6mlLgxo0bWLhwIc6cOQO5XI6QkBCsWLECgwYN0rqshoYG9O/fH6WlpTh//jz3rk5lZSWCg4NRWFiIGzduwMvLCwBQVlaGyspKuLu78x4dZWRkYMaMGZg0aRK2bdvGBcN169YhISEBs2fP1mlItyaOjo549OgRLC0t8eKLL+qtXH2rqKiAo6P6adUJIUQX165dg0wmg4ODA29QmQrWSWVnZzOhUMhsbGxYfHw8S0pKYp6engwA+/zzz3l5p02bxgCwjIwMXrpCoWAjRoxgAFhISAhLTk5msbGxTCAQMG9vb1ZeXq7XOltaWjIA9KEPfejTYz+WlpatXic7fGmD/fv34/XXX9f6uMjISJw5cwapqan417/+xU34uXLlSkycOLFdZZiYmOC7777DihUrsGXLFqxatQqOjo6YOXMmli9frvd511xcXFBeXg6RSARvb+92H9f0C6Gz3yF1BdSW+kNtqT89oS0LCgpQW1vb5kTKenu81tKhQ4ewdOlSXLp0CQqF8RYM6gpeeeUV/PjjjwgMDMSlS5eMXZ0ujdpSf6gt9Yfa8imt7nRKSkpw7NgxPHz4EL169UJMTAwkEgkvz/Hjx5GSkoILFy5wAwsIIYQQQIug8+WXX2LRokWQy+VcmqWlJdatW4e4uDhUVlbinXfewb59+wCgw5Y8IIQQ0nW1K+hcunQJCxYsUAkkNTU1mDFjBvz9/TFnzhzk5eXxhk0zxmBmRitiE0IIadSu93TWr1+v8g4O0Dhbs0KhwIQJE3DhwgUujTEGU1NTTJ8+nZuRmhBCCGnXbcgPP/zABRs7OzuEhYWBMYacnBw8efKEe7ufMQYTExNMnToVKSkp8PGhFSoJIYQ81a6g07QstVgsxuXLl9G7d28AQFFREfz8/CCTycAYg7e3N/bs2cNbeI0QQghp0q7Ha1KpFAKBAMHBwVzAAQBPT0+EhIRwj96++eYbCjiEEEI0alfQUSqVAKB26hQHBwfu7+BgWhyMEEKIZloNLaupqVFZH6em5unqdPfv31c7VNrDg9ZuIYQQomXQycrK0ji9C2OMm4CzOYFAgIaGBp0qRwghpHvRKui09cInvRCqm9mzZ6OsrAzu7u7GrkqXR22pP9SW+kNt+VS75l4zMTHRaTqbpgEGNPcaIYQQQIs7HbqLIYQQ8qw6bJZpQgghpCWdlqsmhBBCdEFBhxBCiMFQ0DGyvLw8jBo1Cvb29rC2tkZISAh27txp7GoZxNatWzFnzhwEBQXBwsICAoEAmzdv1pi/qqoKSUlJ8PT0hIWFBby8vPDnP/8ZUqlUbX6lUol//OMf8Pf3h6WlJZydnTFp0iTcuXNH4zmOHDmC8PBw2NjYwNbWFpGRkThx4sSzftUOVVpaitWrVyM6OhoeHh4wNzeHm5sbYmNjkZubq/YYakv1amtrkZSUhLCwMPTq1QsikQhubm4IDQ1FRkYGb2mXJtSWWmp1MWvSobKzs5lQKGQ2NjYsPj6eJSUlMU9PTwaAff7558auXodr+q4SiYT7OyMjQ21eqVTKAgICGAAWHR3NkpOTWXR0NAPABg0axGQymcoxs2bNYgCYn58fW7RoEYuLi2Pm5ubM0dGR3bx5UyX/li1bGADm7OzMEhMTWWJiInN2dmYCgYDt2rVL319fb5KTkxkA1rdvXzZz5kz24YcfstjYWGZqaspMTEzYjh07ePmpLTX77bffmEgkYmFhYWzWrFnso48+Yu+++y73/2d0dDRTKBRcfmpL7VHQMRK5XM769u3LLCws2E8//cSlP378mPXr14+Zm5uzwsJC41XQAI4dO8Z9x7S0tFaDzpIlSxgAlpyczEtvuuD+9a9/5aVnZ2czACwsLIzV1dVx6YcOHeIuEM1VVFQwe3t7JpFIWElJCZdeUlLCJBIJk0gkrKqq6lm+bofZs2cPO3XqlEr66dOnmVAoZA4ODqy2tpZLp7bUTKFQ8L5jE7lcziIiIhgAduDAAS6d2lJ7FHSM5MiRIwwAmz59usq+zZs3MwBs2bJlRqiZcbQWdJRKJevVqxcTi8VMKpXy9kmlUiYWi5mPjw8vfdKkSQwAy8nJUSmv6eJRVFTEpaWnp2ts86VLlzIALDMzU8dvZzxNv7rz8vIYY9SWz2LNmjUMAFu9ejVjjNpSV9SnYySnTp0CAERHR6vsGzFiBAAgJyfHkFXqtPLz83Hv3j2EhobC2tqat8/a2hqhoaG4c+cOSkpKuPRTp05x+1pS177d9b+HUCgEAG4FX2pL3SiVShw+fBgAMGDAAADUlrqioGMkTQvf+fr6quxzc3ODWCzm8vR0rbVV8/SmfNXV1SgrK4O3tzdMTU3bzN/WOdTl7wqKi4tx/PhxuLu7w9/fHwC1ZXvV19dj6dKlSE1NRWJiIvz8/JCVlYXp06dj+PDhAKgtdaXV3GtEfyorKwE0rsSqjq2tLZenp2tPWzXPp23+to5Rl7+zk8vlmDJlCurq6rBy5UruIkdt2T719fVYtmwZty0QCPCnP/0JaWlpXBq1pW7oToeQbkapVOKdd97B6dOnER8fjylTphi7Sl2OWCwGYwwKhQIlJSVYu3YtNm7ciIiICFRVVRm7el0aBR0jafrloulXSlVVlcZfRD1Ne9qqeT5t87d1jLr8nZVSqcSMGTOwfft2xMXFYd26dbz91JbaMTExQe/evZGQkID169fj7Nmz+OyzzwBQW+qKgo6RtPY89v79+5BKpRqfFfc0bT27bvnc29raGu7u7igoKFA7w7m65+StnaOtZ/edhVKpxPTp05GZmYlJkyZh8+bNMDHh/xOnttRdU2d+U+c+taVuKOgYSXh4OADg6NGjKvuOHDnCy9PT+fr6olevXjh79iyqq6t5+6qrq3H27Fl4e3ujT58+XHp4eDi3r6Wm9g0LC+PlB7ruf4+mgPPNN99g4sSJ2LJli8bOampL3dy7dw/A0xGB1JY6MvaY7Z5KLpczHx+fVl8OLSgoMFr9DK0zvBxqZ2fXJV/CUygUbNq0aQwAe+utt5hcLm81P7WlZv/5z39YdXW1Snp1dTWLiYlhANhnn33GpVNbao+CjhH19GlwNmzYwKZNm8amTZvGAgMDGQAWGhrKpW3YsIHLK5VK2csvv8z9w/zwww95043U1NSolN9yupEpU6Zw043cuHFDJX9r043s3LmzQ9viWaSmpjIATCwWs8WLF7PU1FSVT/MfNtSWmqWmpjIbGxs2cuRIlpCQwJKTk1lcXBxzcnJiANiwYcN47UNtqT0KOkaWm5vLYmJimK2tLbO0tGTBwcEqc2V1V02/zjV9pk2bxsv/+PFjNn/+fNanTx8mFAqZh4cHW7hwocZfegqFgq1Zs4b5+fkxCwsL5uTkxCZOnMhu3bqlsU5ZWVls2LBhzNramonFYhYeHs6OHTumz6+td221o7o7SGpL9fLy8lh8fDzz8/Nj9vb2zMzMjDk5ObHIyEiWnp6u9i6S2lI7tIgbIYQQg6GBBIQQQgyGgg4hhBCDoaBDCCHEYCjoEEIIMRgKOoQQQgyGgg4hhBCDoaBDCCHEYCjoEEIIMRgKOoQQQgyGgg7plsrKypCWloaRI0fCw8MDYrEYQqEQ9vb2GDBgACZMmIAvv/wSxcXFxq6qwXh5eUEgEKh8TExMYGNjgxdeeAFTpkzBiRMnjF1VFYWFhbw6R0REGLtKREc0DQ7pVurr67F48WKsWbMGcrm8zfwCgQByuVztMgDdjZeXF4qKitqVd8GCBfj73//ewTVqv8LCQnh7e3Pb4eHh3Lo2pGsxM3YFCNGX2tpaxMTEICcnh5dubm6OgQMHwtXVFTKZDLdv38adO3cAAKxx0ltjVNfowsLC4OzsjKqqKly8eBGPHj3i9q1atQpvvvkmXn31VSPWkHRHFHRIt5GYmKgScJKSkpCSkgJ7e3teellZGXbs2IHVq1cbroKdzLJly7jHVJWVlQgMDOSCMQAcOnSIgg7RO+rTId3C1atXkZGRwUtLSUnBF198oRJwAMDd3R0LFizArVu3YGam+tuLMYYDBw5gwoQJ8PLygqWlJaysrNC/f38kJCTg+vXrausRERHB63soLCxEdnY2Ro8eDUdHR4hEIvj5+WHVqlUa77B0PfezsLOzw5gxY3hpDx8+VMm3detWxMfHY/DgwfDw8ICNjQ2EQiGcnJwwZMgQLFmyBA8ePFB7jubt4uXlBaVSiY0bNyIkJARisRhisRjDhg1DVlaW1vXfv38/LCwsuPJtbW2RnZ2tdTnEAIy2qAIherR48WLe+jHOzs5MJpPpVFZVVRUbOXJkq+vTCIVCtm7dOpVjw8PDefmmTp2qsYwPPvhAr+duS9MCgU2fkydP8vbPmzePt3/ZsmUqZfj5+bW5do+joyNv0bgmzfO4urpyi521/AgEArZ3717esQUFBbw84eHh3L69e/cyoVDI7ZNIJCwvL0/r9iGGQUGHdAuRkZG8i9Lbb7+tc1mjR49WCWAxMTEsMjKSmZub8y6Ohw4d4h3bMujg/1b0fO2119jzzz/PSzcxMWHFxcV6O3dbWgs6FRUVzMvLi1f+L7/8olKGn58fE4lELCAggL322mts7NixLCoqivXq1YtXdkBAgMqx6gKMu7s7i4qKYhKJhJfu6+vLO1ZT0Nm1axczMzPj0vv06cOuXbumVbsQw6KgQ7qFl156iXdRarlmPWOMPffcc22uUHr8+HHevjfeeIO3lv2NGzeYWCzm9g8YMIB3jpZBx9PTkxUWFjLGGJPL5Wz48OG8/ZmZmXo7d1taBp2wsDAWGxvLoqKimL29PW/f8uXL1ZZx+fJlXp2aKBQKNmHCBF4ZLS/+Lds9JiaGW875/v37zMXFhbe/qKiIO1Zd0Pn22295Aad///4qQZx0PjSQgJBm/v3vf/O2Hz58iMmTJ/PShEIh9/fVq1dRWFgILy8vteV9+OGH8PT0BACYmZlh1KhRvPdgSktLO+zcbTl9+rRKmouLC7Zv347hw4erPcbb2xtr167FwYMHce3aNVRUVKC2tlZt3uvXr+OFF17QeP5Vq1bB0tISAODq6orBgwdj//793P7S0lJ4eHioPfbKlSuIi4uDQqEAAAQFBSErKwsSiUTj+UjnQEGHdAuurq749ddfuW11L32OHj0av//+O4qKinDx4kW15RQUFPC2z5071+a5CwoKNF74Bw0axNu2s7PjbdfV1XXYuXVRXl6OhIQEHD16VKXc8vJyDB06FPn5+e0qq7KyUuM+sVisEpBaa5uWKioquL+trKywf/9+CjhdBI1eI91Cy6G92dnZKi+HpqenY/fu3Xjvvff0eu7q6mqN+5ycnHjb+n4JtbVzt+XkyZOor6/HpUuXEBgYyKXn5+cjNjaWu4to8pe//IUXcMzMzBAaGorx48cjNjYWL774Ii8/a+X9p5btAujeNjU1NZg8eTJkMplOxxPDoqBDuoWJEydCIBBw2w8ePMCqVau0Lqf5W+8AsGPHDu4FUk2flkONdWWMcwuFQgQGBmLfvn0Qi8Vc+o8//ohNmzbx8n7//fe87bNnz+LMmTPYu3cvdu/ejWHDhj1TXbQxePBgREZGctsnT57E66+/ToGnC6CgQ7oFf39/TJ06lZf20Ucf4dNPP9XqQvTGG2/wtlNSUlQeewGN/Q1r167FvHnzdKtwJzv3c889h4ULF/LSPv30U94jrpZ3jlZWVtzfP/zwA7Zu3aq3+rRFJBJh3759CAkJ4dJOnDiBcePGaexjIp0DBR3SbXz99dcYMmQIt61UKrFkyRI4OzsjIiIC48aNQ3h4OObOnauxjOjoaERFRXHb+fn58PX1RXBwMMaOHYuoqCh4e3ujd+/eSExMxJUrV/RWf2OeGwDmz5/Pe5H27t272LBhA7fd/AIPAEOGDMHIkSMRGhqKoUOHGvwuQywWIysrCwEBAVza0aNHMX78+Fb7g4hxUdAh3YalpSWys7Mxd+5cXv9AdXU1cnJy8N133+H06dO8i6OZmRl8fX155ezevRsjRozgthUKBfLy8rBv3z4cP34chYWFvOP1yZjntre3x4IFC3hpaWlp3J1DSkoKry9GKpXi8OHDOHfuHLy9vfHuu+/qtT7tYW9vj6NHj/IGJRw+fBh//OMfUV9fb/D6kLZR0CHdikgkwtq1a3Hr1i0sWbIE4eHhcHNzg4WFBczNzSGRSPDKK69g6tSp2LRpE0pLS7F48WJeGba2tjh8+DAOHjyIyZMno2/fvrCysoKpqSkcHBwwcOBAzJw5Ezt27MC+ffv0Wn9jnhtovNtxcHDgtu/du4f09HQAjX1OeXl5mDx5MiQSCYRCITw9PfH+++8jLy8PLi4ueq9Pezg7O+P48eO8PrFDhw4hNjaWAk8nREsbEEIIMRi60yGEEGIwFHQIIYQYDAUdQgghBkNBhxBCiMFQ0CGEEGIwFHQIIYQYDAUdQgghBkNBhxBCiMFQ0CGEEGIwFHQIIYQYDAUdQgghBkNBhxBCiMH8LwcKL13nJR18AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbYAAAIJCAYAAADJfRhNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACvQ0lEQVR4nOzdd1xT1/sH8M8NWzaCCg6WqKCAIuJmuFBbrXtWxbpnrdavs0rdrbPVah111tlqHVUUB4q4FQcIyBBEEFRA9obz+4NfUkIGIUAI+Lxfr7wM956c+9yAeXLPPYNjjDEQQgghdQSvpgMghBBCqhIlNkIIIXUKJTZCCCF1CiU2QgghdQolNkIIIXUKJTZCCCF1CiU2QgghdQolNkIIIXUKJTZCCCF1CiU2QpTYgwcPMH78eFhaWkJLSwsGBgZo3749Vq5ciU+fPikkBo7j5H7wWVhYyPyabdu2KeS8SN2lWtMBEELEW758OdatW4fSs97l5uYiMDAQgYGB2LVrFy5evIgOHTrUYJSEKB9KbIQood9++w1r164V/FyvXj24uroiKSkJjx8/BgB8/PgRnp6eCAkJQaNGjaotlqFDh4pse/z4Md68eSP42dbWFnZ2djLX6erqChMTE7H7bGxsKh4kIaUxQohSSU9PZ7q6ugwAA8C0tbVZaGioYP/q1asF+wCwb775RuExTpgwQSiGlStXSi1vbm4uVN7Pz08hcZLPE91jI0TJnDp1ChkZGYKfR4wYgVatWgl+XrBgAbS0tAQ/nzhxAllZWQqNUZGSk5Ph7e2Njh07wsjICGpqatDT04OVlRV69uyJRYsWwd/fv6bDJEqEmiIJUTJlP6RdXFyEftbS0oK9vT0ePnwIAMjOzsbjx4/h5uamsBgVJSkpCc7OzkLNngCQkZGBjIwMREdH48aNG4iKioKrq2sNRUmUDSU2QpRMWFiY0M+NGzcWKVN2W1hYWK1KbCtXrpR4j+3vv/8WPN+7d69QUrOwsECbNm2Ql5eH+Ph4REdHIycnp9rjJbULJTZClExqaqrQz9ra2iJlym5TVNf/qiJr02F0dLTgeYsWLRASEgIVFRXBtvz8fAQEBNS68yfVixIbIUqOiVnkXty2usjc3FzwPDo6GkuXLoWzszOsra3RokUL6OjooEePHjUYIVFG1HmEECVjYGAg9HN2drZImbKdRQwNDaszpCrn5+cHxpjYR2lTpkxBs2bNAAAFBQX4+eefMWLECLRv3x56enqws7PDkiVL8PHjx5o4DaKkKLERomRK94AEgLi4OJEy8fHxUl9TVzRo0ADPnj3D2rVr0aVLF6EmWMYYQkNDsWHDBri4uCA9Pb0GIyXKhBIbIUqmbO++Bw8eCP2cnZ2N4OBgwc/16tWDs7OzQmKrCYaGhli6dCnu3LmDjIwMvH//Hrdv38bgwYMFZWJiYnDmzJkajJIoE0pshCiZESNGQFdXV/DzX3/9hdDQUMHPGzduFOoJOGrUKLEdTOoCPz8/HDlyBCkpKQBK5q1s0KABunXrhn79+gmVTUxMrIkQiRKiziOEKBldXV2sX78es2fPBlByhebs7AxXV1d8/PgRT548EZQ1NDTEmjVrairUavf8+XN89913UFFRQYsWLdCsWTNoaWkhMTERjx49Eipra2tbQ1ESZUOJjRAlNGvWLLx79w7r168HYwzZ2dm4fPmyUBljY2NcunQJpqamNRSl4hQVFSE0NFToyrW0/v37Y8CAAQqOiigrSmyEKKm1a9di4MCB2LFjB/z9/fH+/XtoaGjA2toaAwYMwLx582pdb8iKGjJkCHg8Hu7du4egoCAkJSUhJSUFPB4PDRo0gIODA0aMGIGxY8eCx6M7K6QExz6XATGEEEI+C/QVhxBCSJ1CiY0QQkidQomNkDrg8OHDUFVVlenh4eEhc9nmzZvX9KkRUmHUeYSQOqC4uBhFRUUylWWMyVy2sLCwMmERUiOo8wghhJA6hZoiCSGE1CmU2AghhNQplNgIIYTUKZTYCCGE1CmU2AghhNQplNgIIYTUKZTYCCGE1CmU2AghhNQptSax8dekIoQQQqRR6im1EhMTsX79ely4cAFv374FYwyFhYXYvXs33r9/D1VVVSxdurSmwySEEKJElDax3b9/HwMHDkRycjL4s35xHAcAiI+Px5o1a8BxHLp06QJ3d/cajJQQQogyUcqmyJSUFAwZMgRJSUkA/ktofMOGDRM8v3TpkkJjI4QQotyUMrHt2LEDiYmJ4DgOjDGUnafZwcEBxsbGAEqu7AghhBA+pUxsFy5cEDw/duwYBg0aJFLGzs4OjDFERkYqMDJCCCHKTikTW0REBDiOg7OzM0aNGgUVFRWRMgYGBgBKmi0JIYQQPqVMbDk5OQCAhg0bSiyTmpoKAODxlPIUCCGE1BCl7BVpZGSE9+/f49WrV2L3Z2RkIDAwEABQv359RYZWoywsLPDhwwdoamrC0tKypsMhhBCFiY6ORm5uLho0aICYmBipZZUysTk6OsLX1xeRkZHYuHGj0PL079+/x8yZM5GZmQmO49C2bduaC1TBPnz4gJycHOTk5ODTp081HQ4hhCjchw8fyi2jlIlt0KBB8PX1BQAsXrxYaF/jxo2FekkOHjxYobHVJE1NTeTk5EBLSwu2trY1HQ4hhChMaGgocnJyoKmpWW5ZjpXtS68EcnNz4ejoKOjxyBgTjGUr/dzGxgbPnz+HhoZGjcWqSO3bt0dgYCCcnJzw5MmTmg6HEEIUpiKff0rZ80JTUxNnz56FmZmZUCIDIBjb1rBhQ5w5c+azSWqEEEJko5SJDQBsbW0RFBSEZcuWwc7ODlpaWtDS0oKdnR2WLFmC4OBg2NnZ1XSYhBBClIxS3mPjMzAwwOrVq7F69eqaDoUQQkgtoZSJzcrKCgCgo6ODJ0+eQE1NrYYjqvsKi/ORnB0LFZ4ajOuZI+rTQ9yLO4bGuq1h36APjOuZ13SIhBAiE6VMbAkJCcjPz4eHhwcltWpWzIrwy4PByC/OEbs/PuMlHr47BQDo3tQLHcyGQk2l/F5JhBBSU5QysZmbmwum1SLVJ68wC9seDpK5/O23B3H77UEAgGPD/nj+vmRlhcEtvWFj1IV+X4QQpaCUnUeGDh0KxhgCAwORnp5e0+HUWSdDFpdfSAJ+UgOAf1554+d7fXD4xRxk5dPAcUJIzVLKxLZ06VLY29sjNTUVI0eOxNu3b2s6pDopITOsyuvb8XgEfrrbmxIcIaTGKGVT5IABA6CiogLGGHx9fWFtbQ0LCwuYmZmJTHrMcRyuX79eQ5HWXtGpj6u1/h2PR8C12US0Nx0MdRWtaj0WIYSUppSJ7ebNm+A4TjAYu7CwEJGRkYiKihIqV3bwNpFNMSvCqZAl1X4c/9gD8I89gBZG3dCv+QJoqupU+zEJIUQpE1tplLiq3qN3pyXu69xkLFQ4FRhqNYGNYReo8tQRk/YE16J3IiVHvibh8JQAhD8MQOfGo9Gt2QTwONH19QghpKoobWJTwiks64ybb/ZK3NfGpBeMtJoIbbM0cMaUdvsBACk5cdj7dKJcx70XfxxP3/+LkXYb0EinhVx1EEJIeZQysUVHR9d0CJ8lI62mIklNtEwTLOpyVWhbflEOToYsxruMkHKPkVuYgSNBc9G9qRdcGg+nqzdCSJVTysRmbk6zXFSX3MIMifsmOv4uV53qKloYZ/8LAOBu3FHcjj0otXwxK8Kt2D/w8N1fGGG3nq7eCCFVSim7+5PqczFio9jtjbRbQJWnXun6uzQZi2lOh2Uqm1OYjiNBc3Ev7jiKWVGlj00IIYCSJ7ZPnz5h2bJlcHBwgK6uLnR1deHg4IBly5YhOTm5psOrdSJS7iLy0z2x+5rotamy4xhommJRl6tY2Pky2jUcILVsMSuCf+x+nHi5EOl55a+MSwgh5VHaxPbixQu0adMGGzZsQHBwMLKyspCVlYXg4GBs2LAB9vb2eP78eU2HWav4xeyRuK9Ng95Vfjwep4I+1nMxz+UsLA2cpZZ9mx6EXU/G4tG703T1RgipFKVMbFlZWRg0aBASEhIEY9VKPxhjSExMxODBg5GVlVXT4dYKCRmv8Ck3XuL+eqoG1XZsDVVtjLBbj7FttkJfo5HUsjdifsfGe30Rnnyn2uIhhNRtSpnY/vjjD8TExAjGsDHGhB58b968wR9//FFTYdYqwR+vStynr9EIOur1qz2GJnptMNHxd9gae5Rb9p9X3jgVsgTJco6dI4R8vpQysZ07d07w3NnZGRcvXkRcXBzi4uJw8eJFuLi4CPafPXu2BiKsfaRdrbmZT1LYQHgNVW0MbLFUpqu36NTH+OPpZPhG/YqcApoMmxAiG6Xs7h8cHAwAqF+/Pq5evQp9fX3BPjMzM3Tu3BktWrRAUlISXr58WVNh1irxEsaYNTfsBFtjd8UGg/+u3q5Gb8fLj5Ln+mQoxtP3F/Aq+TZ6Wc2qkVgJIbWLUl6xpaamguM4ODk5CSU1PgMDAzg5OQnKkvLlF2WL3d7baq6CI/mPhqo2vrRZjAEtlkJTVVdq2ezCVJwPX4u/QpZS70lCiFRKmdi0tEpmg4+Li5NYhr+PX5ZIJmkJGRVODXoaJgqORpSdsQdmtj+Gtg2/LLfs69RH2Pt0Iu7FHUdRcYECoiOE1DZKmdgsLCzAGENoaCh+/vlnoQ4jjDFs2rQJISEh4DiOZimRQX5xjtjtDMUKjkQyNRVNeFp/i1nOJ+DQoK/UsoXF+fCP3Y+DL2biYxZNv0YIEaaUic3d3V3wfMmSJTA3N4enpyf69u0Lc3NzLFq0SGxZIp6kcWHtGw1SbCAy0FGvj37NF2Ci42400ZU+aDwpOwaHXszCk4SzNGk2IURAKRPbjBkzoKpa0q+FMYa4uDhcu3YNV69eRVxcnOBDTEVFBTNmzKjJUGuF7IJUsdvr12um2EAqoIG2Fca02YJ+1gugoaItsVwRK8C16N/wZ9C3+JAVJbEcIeTzoZSJrWXLlli/fr3Q4Gy+0s/Xrl2LVq1a1USItcrD+FNityv7zPocx8GhYV9MdTpYbm/Id5mhOPB8BnyjfkVuYaZiAiSEKCWlTGwAsGDBAhw+fBimpqYiA7RNTU1x4MABLFy4sKbDrBUSMl+J3a7siY2vnpoBBrZYhpF2P8FAw1RKSYan7y9gT+AEPH/vQ82ThHymlHIcG9/XX3+NsWPH4smTJ4iJiQFjDJaWlnBycgKPp7Q5WenoaTRAVoFoz8gG9axrIBr5WRg4YVK7ffCPPYBH7/6WWC6nMB2Xo7bgaeIF9LOej4Y6zRUYJSGkpil1YgNKmqOcnZ3h7Cx9El0imaQrF+N6FooNpAqo8tTRw2IaLA3a42LERmQVpEgs+z4rAgdfzICdcQ+4mU+CnkYDBUZKCKkpSnnZk52djdjYWMTGxuLTJ9ErjZSUFMH+7GzxA49JaaKJzUzHVmHTaFUHSwNnTHE6AGfTIeWWDUm6gT2BXrgbd5RWDiDkM6CUiW3dunWwtLSEpaUlbt68KbI/ICBAsH/9+vWKD7CWYWISG4+n9Bfr5dJQqYeeljMwqe0+NNWzl1q2iBXgduxBHHoxCx+zYxQTICGkRihlYvPz8wNjDMbGxhg0aJDI/oEDB6Jhw4ZgjOHGjRuKD7CWEZfYau+1mijjeuYY3XozBrRYCm01I6llP2RF4fCLWXiaeIE6lxBSRyllYnv9+rVgrkhJzWWOjo4AgOhomnmiXGI/wOtSaiu5F2tn7IGpTgfh1OgrcFL+tAuL8+H7+lecCl1C804SUgcpZWJLSSnpEFBcLHnKJ/4+fll5PHr0CP3794eBgQG0tbXRqVMnnDolfsyXJO/evcO3334LOzs7aGtro2HDhujWrRuOHDmCoiLluJ8jPq0p5a++0tRVtNDbajYmt/sDLYy6Sy0bk/oE+59Nw6vk2wqKjhCiCEr56VavXj0wxhAcHCw2uRUVFQmWttHU1JTrGH5+fujatSsCAgIwYsQITJ8+HYmJiRg5ciQ2b94sUx2vX7+Go6Mjtm/fDnNzc8yePRtDhgxBVFQUxo8fj8mTJ8sVW9UT0xRZty7YRBhpNcHgViswps0WqWPf8ooycfbVKlyO2or8IvFzahJCahelTGxNmzYFACQmJortHLJu3TokJCSA4zg0a1bxaaEKCwsxZcoU8Hg8+Pv7Y8+ePdi8eTOeP3+OFi1aYOnSpXjz5k259WzatAlJSUnYunUrfHx88NNPP2HXrl0IDQ1Fs2bNcPDgQZnqqW7i7rHVtaZISZrq2eObtnvLnRfz+ftL2P9sKt6mvVBMYISQaqOUia1bt26C5ytWrEDPnj2xatUqrFq1Cj179oS3t7fYsrK6ceMGoqKiMGbMGLRt21awXV9fH0uXLkV+fj4OHTpUbj2vX78GAPTv319ou4GBgSCupKSkCsdX1cR3kvg8EhsAqKlooJfVLAyzXYt6agYSy6XlJeL4y4XwjfoVRcWFiguQEFKllDKxTZkyRfCcMYabN2/ixx9/xI8//oibN28KfVBPmjSpwvXzhxD06dNHZJ+npycA4NatW+XW06ZNyezzly5dEtqempqKO3fuoFGjRrCzs6twfFVPXFPk55PY+KwNXTCp7V6p9974K3bvfDwa4cl3FBgdIaSqKOVgpnbt2mHWrFn47bffBB/A/GTGnxSZMYbp06ejffv2Fa4/IiICAGBjYyOyr1GjRtDR0RGUkWbhwoW4cOECvvvuO1y+fBkODg5IT0/H2bNnUa9ePfzzzz/lLoS6e/du7NmzR6a4Q0NDZSpXlvju/p9fYgNK5p0c1PIHvPx4Db6vf0VBca7YctmFqfjnlTfamPRGT8sZ5a7wTQhRHkqZ2ADg119/haqqKnbs2CHUu5AxBh6Ph9mzZ2Pr1q1y1Z2WlgagpOlRHD09PUEZaRo2bIh79+7h66+/ho+PDy5fvgygZFXv6dOnC4YkSJOQkIDAwMAKRF9VPs/EBpR8OWrToDfMdG1xIXw9ErPCJZYN/ngV4Sl30MNiOhwaeILjlLKRgxBSitImNo7jsHXrVsyePRvnzp0T3M+ysrLCwIED0bx5zU9sGxkZiQEDBkBHRwe3b99G27ZtkZqaij///BPLly/HlStXcPv2baioSJ5F39TUFE5OTjIdLzQ0FDk5cvTcE3OP7fNNa/8x0mqCcQ6/4n78Cdx5+yeKmfj7avlF2bgctQUhH6+jX/MFMNCUtsIAIaSmKW1i47O2tsb8+fOrtE7+lZqkq7L09HQYGhqWW4+XlxfevHmD169fo1GjRgAAHR0dLF68GO/fv8e2bdtw4sQJjB07VmId06ZNw7Rp02SKu3379nJd3eUXiZtPk1IbULJ0T5cmY2Fl0AEXIzciScp0W7Hpz7H36Tfo2HgEOjUeBXUV6c3MhJCa8Vm2q/DvrYm7j5aYmIjMzEyx999Ky8jIwJ07d2BraytIaqV5eHgAAJ4+fVoFEcuvsDgfmWJmwKcmNWGNdFrgG8c9cDefAjWe5LGRxawQ9+KOYW+gF6JTnygwQkKIrGrFp1twcDCmT58ONzc39OrVC99++y2ePXsmd31ubm4AAF9fX5F9V65cESojSX5+PgDJ3fk/fvwIANDQ0JA7zqrwNj1I7Ha6XhPFcRw6Nh6BiW13w1y/ndSymQUpOBWyGNejf0dBUZ6CIiSEyEIpEtuNGzfQp08f9OnTB8uXLxfad/XqVXTo0AF79+5FQEAA/Pz8sGPHDjg7O2PXrl1yHa9nz56wsrLCsWPHhBJkWloa1q1bB3V1dYwfP16wPSEhAWFhYUJNl/Xr10fLli0RGxuLffv2CdWfmpqKTZs2Afjvyq2mSGpayy3MVGwgtYihphlG2v2EATZLyu0N+TjhNP54NhmRKfcUFB0hpDxKkdhu3ryJa9eu4fr160KdQgoKCjBlyhTk5eWJDDIuLi7GvHnzEBISUuHjqaqqYt++fSguLoarqyumTp2KBQsWwNHREeHh4Vi3bh0sLCwE5ZcsWQJbW1v8888/QvVs3boVqqqqmDJlCnr16oWFCxdi8uTJaNGiBcLCwjB06FD06tWrwvFVJfGzjgCN9VorOJLaheM42Jn0wNR2B9HaRPrvMC0vEafDVpQMH6CrN0JqnFIktqCgkuYyjuPw5ZdfCrb7+PggNjZWaOwa/wGUTI0l6xiwsjw8PBAQEICuXbvi5MmT2LVrFxo2bIgTJ05gwYIFMtXRr18/3L17F8OHD0dISAi2bduGkydPwsLCAtu3b8fJkyflik0RHBr0rekQagUtNT18abMIX9v/gsa60r8MPE28gIMvZuBdRpiCoiOEiKMUvSIjIyMBlHTlNzY2Fmz38fERKufm5ob58+fj77//xpEjRwAA/v7+ch/XxcVF5BjiHDx4EAcPHhS7r0OHDhVeEUAZqPJq9t5fbdNY1w5j22zFk8SzuBmzF0WsQGy5lJy3+DPoW3RrOh6dmowCj5M81IMQUj2U4ootJSUFHMfB2tpaaPu9e/cEV2oAsH//fgwYMAAHDhxAo0aNwBhDTExMDURMPkccx8HZdDDGO+xAI+0WEssxFOP224M4GjwfyTlvFRghIQRQosQGCC9Bk5+fL3T/zNbWFpaWlgAAHo8nmNUjM5M6QRDFaqBthfEO29HLcpbUoQHvMkKw7+kk+MceoHtvhCiQUiQ2/nyQHz78t5rxo0ePUFhYKNjftWtXodeoqqoK/UskEDuzP6ksjuOhvekgTHD4DQ20raWUZLgXdwwHnk9DZMp9hcVHyOdMKRJbw4YNwRjD48ePBU2L/Hto/GbIsoktMTERAGBkZKS4QOuQz3US5KpWv14zjLP/FZ2bjJG6Kvmn3HicDvsBJ17+D2m57xUYISGfH6VIbC4uLgBKejm2a9cO7dq1w969ewVXchzHoWfPnoLy+fn5CAoKAsdxMDc3r5GYCeFT5anDtdlEjLXfCn0N0VloSnuT9hR/PJuMwITzEtbJI4RUllIkNi8vL8HztLQ0PH/+XGiZmj59+qBx48aCMr6+voKZP2SZQZ8QRWisa4eJbXfDqdFAqeUKinNxNXo7jgTNwcesaAVFR8jnQykSW79+/fD111+DMSYYs8bvDamjo4MtW7YIlT9w4IDgedkmSkJqkoZKPfS2moOxbbahvlYzqWUTMl/h0ItZePTuDF29EVKFlCKxASVjxbZt2wZ7e3toaGhAV1cXX3zxBQICAtCqVStBuYSEBLx8+RLW1tawtrZG37400JgonyZ6rTHR8Xe4m0+FCqcmsVwRK8CNmF049nIB0nITFRghIXWX0nQp5PF4mDt3LubOnSu1nKmpKcLCaGYHovxUeGro2Hg4HBp44srrX/AqWfJkAnHpQdj/fBo8rb6FnUkPBUZJSN2jNFdspHpQA1fN01LTw6CWP2Boq9XQUTeWWC6/KBsXItbj34gNNEk1IZVAie1zRb39Fa65USdMabcf7RoOkFru5cfr+OPpJLz+9EhBkRFSt1BiI0SB1FW00Md6LkbYbZB69ZZZkIK/QpfiWvRvNGsJIRVEiY2QGmBp0B6T2+5DG5PeUss9STiLQy9m0YoBhFQAJTZCaoiGqja+sPkfBrZYBg0VbYnlknPe4M+gbxEQexjFrEiBERJSO1FiI6SG2Rq745u2e9BUz0FiGYZi3Ik7gqPB85Gam6DA6AipfSix1XnUL7I20NNogNGtN6G35Wypa+W9ywjBgefT8ez9JRrUTYgElNgIURIcx8HJ9CtMcPgNDbWbSyyXX5SNK1FbcSp0CTLykhQYISG1g1ImttjYWMTGxiI5ObmmQ6mzaHZ/5WVcz/z/VwwYK3XFgJjUJ9j/fCqe09UbIUKUMrFZWFjA0tISM2bMkFhm8eLFcHFxQceOHRUYGSGKocJTg2szL4yz/xWGmmYSy+UWZuBy1FacDluBrPxPCoyQEOWllIlNFlFRUXj8+DEeP35c06EQUm1MdVvCy/F32DeQPidq1Kf72P98KsKSJE/bRcjnotYmtrw8GrRKPg/qKlro33wBhrT6EbrqJhLLZRek4lz4avwbsQF5hVkKjJAQ5aI0kyDHxsaKbMvOzha7PT4+Hg8ePAAAwWKkhNR1NkZd0FTPHldf70BI0g2J5V5+vI649Jf40mYxmui1VmCEhCgHpUlsFhYWQkmKMQYfHx9YWlpKfZ2+vn51h1bLUaeCukRTVRcDWixBK2M3XInahqwC8ffV0vIScSx4PjqYDUW3phOgpiJ5CAEhdY3SNUWW7t3FGJP4AEqu1tq3b19ToRJSY2yMuuCbtntgY9RFYhmGYjx89xf2P5uCuPRgBUZHSM1SusQmK8YYVFRUsGTJkpoOpZaiJtzarp6aAQa39EY/6wVSp+RKzUvAseAFuBH9O/KKshUYISE1Q2maIl1dXQVNkbdu3QLHcahfvz5atxa+R8BxHLS0tNCqVStMmDABDg6SpyEipK7jOA4ODfvCwsAJ/0ZswNv0ILHlGIrxKOE0XqUEoJflTKlXeoTUdkqT2G7evCl4zuOVXEi6u7vj1KlTNRQRIbWHnkYDjGq9EQ/iT+J27CEwFIstl573HmfCVqKNSR/0spwJDVXJV3qE1FZKk9hK41+9lb1aI4RIxuNU0LnJGJjrO+Fy1BZ8zI6WWDb4oy/i0oPQt/l8mOu3VVyQhCiAUia20ldvpHJoqqXPj5luK3g57sKjd3/jduwhFLECseVS8xJw4uVCtDcdDHfzyVDlqSs4UkKqh1ImttLi4uIQHx8vdUC2q6urAiMiRPnxOBV0bDwS1oadcPX1DsSmP5NY9knCP3iT9hQDbZbCRFv68BpCagOlTWznzp3DokWLEBERIbUcx3EoLCxUUFSE1C7G9cwxqvXPCP54Fdeif0O+hF6RSdkxOBw0G52bjEFHs5FQ4SntRwMh5VLK7v6XL1/GkCFDEBERIXUsW+kxbaRiaHb/zwfHcbBv0AffOO5GEz17ieUKi/NxO/YgjgTNQULmKwVGSEjVUsrEtm7dOqFB2ISQytPXbITRrTfCw2Ka1Ptp77MicfjFHFyJ+gX5RTkKjJCQqqGU7Q1Pnz4VJDQTExN07NgR+vr6UFFRqeHICKndeJwKXMyGwcqgAy5ErMeHrCgJJRmevf8XsWnP8GWLxTDVaanQOAmpDKVMbHzGxsZ48eIFGjRoUC31P3r0CCtXrsTdu3dRUFAAe3t7zJ8/HyNGjJDp9QcPHsTEiRMl7vfz84O7u3sVRUtI1eEvZno79iAevvsbkuYUTcmNw59B8+BiNgxdm46jnpOkVlDKxNamTRs8fPgQ7dq1q7ak5ufnB09PT2hqamLUqFHQ1dXF6dOnMXLkSLx9+xYLFiyQua6vvvoKbdu2FdluYWFRdQETUsVUeerwsJiKVsZu+DfiJ6TkvBVbrpgV4n78CYQl3UIf67mwNHBWcKSEVIxSJrZJkybhwYMHCA4ORl5eHjQ0qnZm8sLCQkyZMgU8Hg/+/v6CpLRixQq4uLhg6dKlGDZsGMzNzWWqb9CgQfDy8qrSGAlRFFOdlvBy2InbsQfxKOG0xHKpeQk4FbIEjg37o4fFdKiraCkwSkJkp5SdRyZNmoQ+ffogISEBQ4cOLbfLf0XduHEDUVFRGDNmjNCVlr6+PpYuXYr8/HwcOnSoSo9JiDJTU9FED8vp+MZxD0x1Wkkt+/z9JRx8Ph1x6S8VFB0hFaOUV2zW1tbIzc0VrMnm4+MDHR0d1K9fX6Qsx3GIipJ0A1w8/swmffr0Ednn6ekJoGQiZlk9ffoUycnJKCwshIWFBXr16iU2VkKUnYm2Jca22Yp7ccdwN+6oxDknP+W+w9Hg79Cp8Uh0azqBxr0RpaKUf40xMTHgOA4cxwm6/WdkZCAjI0OkrDzDAfhXgDY2NiL7GjVqBB0dnQpdJf76669CP2tpaWHlypVYtGhRua/dvXs39uzZI9NxQkNDZY6JEHmp8FTRrdl4tDR2xcWIn/E+S9L/BYb78ScQm/4CA22WQl+zoULjJEQSpUxspUlLXPIOzk5LSwMgefVtPT09QRlpLC0tsX37dnh6eqJJkyZISUnBjRs3sGTJEixevBj16tXDnDlzpNaRkJCAwMDAip8EIdXMpJ4Fxtn/iscJZxDw9jAKi8VPa/cuIwQHnk9Hv+bz0bJ+dwVHSYgopU1stWFGETc3N7i5uQl+bty4McaNGwcnJyc4OzvD29sbM2bMgKqq5LfZ1NQUTk5OMh0vNDQUOTkVGzDLJHTjJkQWKjxVdGw8Ai3qd8O/ET/hXUaI2HJ5RZk4+2oV2jUcAA+LaVBTqdoOX4RUhFImtuJi8e36VYV/pSbpqiw9PR2GhoZy19+6dWt069YN165dQ2hoKOztJU9jNG3aNEybNk2metu3b09Xd6RGGGqaYWybLXgQfxJ33v4pccWAp+8vIC4jGANbLINxPdl6FRNS1ZSyV2R1499bE3cfLTExEZmZmWLvv1WEsbExACArK6tS9RCiLPjrvX1t/wsMNc0klvuYHY3DL2bjxfvLtaLlhdQ9tSaxMcaQnS1+ZvKK4jcf+vr6iuy7cuWKUBl5FBUV4fHjxwAg81g4RaM5OIm8GunYYILjLrQ26SmxTEFxLnyiNuNCxHrkFdKXO6JYSp3YEhMT8e2338LKygrq6urQ09MDUNKTcNWqVVi3bp1c9fbs2RNWVlY4duwYnj17JtielpaGdevWQV1dHePHjxdsT0hIQFhYmEjT5ZMnT0TqLioqwuLFixEZGQkPDw+YmprKFSMhykxDpR6+tFmML5r/D2o8TYnlQpP8cOD5dLxNe6HA6MjnTinvsQHA/fv3MXDgQCQnJ4vM9B8fH481a9aA4zh06dKlwvMxqqqqYt++ffD09ISrq6vQlFpv3rzBpk2bhKbDWrJkCQ4dOoQDBw4IzTDi7OwMBwcHODg4oHHjxkhJScGtW7cQHh6OJk2aYN++fZV9GwhRam0a9Iapbiucf7UGH7Jfiy2TlpeIYy8XwNl0KFybTaSOJaTaKeUVW0pKCoYMGYKkpCQAos1mw4YNEzy/dOmSXMfw8PBAQEAAunbtipMnT2LXrl1o2LAhTpw4IfM8kQsWLICuri6uXr2KLVu24NixY9DS0sLy5cvx4sULWFlZyRUbIbVJfa2mGOewHe0bDZJa7nHC6f+fsSRYMYGRz5ZSXrHt2LEDiYmJQgO0S3NwcICxsTGSk5Nx//59uY/j4uICHx+fcssdPHgQBw8eFNm+adMmuY+tOHTznlQ/VZ46elnNgrlBO1yK3ITcQtHJFICS1QKOBS9A5yaj0bXpOPA4WoqKVD2lvGK7cOGC4PmxY8cwaNAgkTJ2dnZgjCEyMlKBkRFCpLEx6oKJjr+jiW4biWUYinE37iiOBn2H1NwEBUZHPhdKmdgiIiLAcRycnZ0xatQosQuMGhgYAChptiSEKA89jQYY3WYT3M2nQIVTk1juXWYoDjybhicJZ8FY9Y5dJZ8XpUxs/Nk1GjaUPPdcamoqAIDHU8pTqAWouz+pPjxOBR0bj4CX4y6pqwXkF+fgWvRvOBW6FBn5SQqMkNRlSpkVjIyMwBjDq1evxO7PyMgQzMBBs+gTorxKVur+BW7NJkm9nxaT+gT7n03Fs8SLNKibVJpSJjZHR0cAQGRkJDZu3IjCwkLBvvfv38PLywuZmZngOE7sytWEEOXBcTx0ajIKX7f5BYaajSWWyy3MwJXX23D85fdIzo5VYISkrlHKxFa6s8jixYtx/vx5wc+NGzfG2bNnBT8PHjxYgZHVPjQJMlEWprot4eW4C44N+0NaU/jb9Bc4+GIG7r49imJWpLgASZ2hlInNy8tLaK5GxphgLBt/gmSO42BjY4OxY8fWSIyEkIpTV9FCX+vvMNJuA3TUjSWWKyzOx+23B3E0eD71nCQVppSJTVNTE2fPnoWZmZlQUgMgGNvWsGFDnDlzBhoaNIsBIbWNhYETvnHcDVtjd6nl+Gu9hXy8oZjASJ2glIkNAGxtbREUFIRly5bBzs4OWlpa0NLSgp2dHZYsWYLg4GDY2dnVdJiEEDlpqelhYItlGG67TurVW35RNi5ErMfFiJ+RU5CuwAhJbaWUM4/wGRgYYPXq1Vi9enVNh1LncNTdnygJK8MOmNJuP27HHsLjhDOQNFtO8MeriE59gn7NF8Da0EWxQZJaRWmv2Aghnw91FS30tJyO8Q7bpa71llWQgr9Dl8E36ldaDodIpNRXbAAQFxeH+Ph45OXlSSzj6uqqwIgIIdXFVKclvBx/x7Xo3xD04YrEck/fX0BU6kMMsFmMJnqSp+8inyelTWwXLlzA//73P4SHh0stx3Gc0Dg3Ugb19ie1jLqKFvo3/x6WBs64ErUNeUXir8zS897ThMpELKVMbL6+vhg8eDAYYzQLASGfKVtjd5jp2OJq9HZEfXogtgx/QuWYtKfoa/0dTOpZKDZIopSU8h7b2rVrhcarEUI+T/qaDTG01Wp4Wn0rdaXudxkhOPR8Jh7En6QJlYlyXrEFBgYKxquZmpqic+fO0NXVremwCCE1gOM4tG30JcwNnHA5citi05+JLVfECnDzzT48e38JHuZTYGPUlb4Yf6aUMrHxl6mxtLREcHAwtLS0ajgiQkhNM9Q0w8jWG/Aw/i/cfntQ4nRbqbnv8M+rH2Fp4Iz+zb+HjjpNlP65UcqmyPbt2wMArKysKKkRQgR4nIpMEyoDQHTqY+x/Ng0RKXcVFB1RFkqZ2BYvXgwAuH//PkJCQmo4mtqNJkEmdRF/QmUXsxGQNqFyTmEazoStxMWIn5FdkKqw+EjNUsqmyN69e2Pz5s34/vvv0alTJ4wcORJt2rSBoaGh2PLjx49XcISEkJqmrqIFD4spsDZ0waXITUjLS5RYNvjjVUR+ug8P86mwb+BJ997qOKVMbACgoaEBdXV1ZGZmYv/+/VLLUmIj5PPVTN8RU9rtR2DieQS8PYz8omyx5XILM+ATtRlRnx6gr/V30FLTU3CkRFGUsinyzJkzmDVrFvLy8gTfrPhj2so+CCFEhaeGDmZDMd3pCFoYdZdaNjwlAH88m4KwJH8FRUcUTSkT288//yx4TgmselBTDKmLtNT0MKjlD+hnvUDquLesghScC1+NixE/05yTdZBSNkUGBwcLPng7duwoGMfG4yllHiaEKBGO4+DQsC8sDZ1x7fVOhKfcllg2+ONVxKa/QF/rebA0cFZglKQ6KWViq1evHnJycmBvb4+7d+/S1QUhpMJ01Y0xuNUKRKTchU/kFuQUpoktl573HqdClqCj2Qh0b+YFFZ6agiMlVU0pL4E8PDzAGIO+vj4ltUqjZlzyebMx6oJv2u6BtWEnqeUevDuFo8Hz8Sn3nYIiI9VFKRPbqlWrUK9ePTx48AA3b96s6XBIGTExMeA4DhzHwdPTU2yZ+/fvg+M4eHl5CW338vISvFbS4+DBg0KviY2NxcyZM2FjYwNNTU3o6OjA0tISX3zxBX766SdkZVX+Hsn27dsxceJEODg4QFVVFRzHyf23l5eXh1WrVgniNTMzw9SpU/HhwweJrzl69ChcXFygra0NQ0NDfPnllwgMDBRb1sLCQuJ75+7uLlfMdZ2OuhGG2a7GlzaLoa5ST2K5hMwwHHw+AyEfbygwOlLVlLIp8uTJk+jatSuuXr2KXr16wcPDA/b29jAwMBBbfsWKFYoNkAj4+vrixo0b6NGjR4VeN2nSJDRp0kTsvrZt2wqeP3/+HO7u7khNTUXXrl3Rr18/6OjoIDY2Frdv38alS5cwdOhQNG/evDKngblz5wIATE1NYWJigsREyWOipCkuLsZXX32FK1euoFOnThg6dCgiIiKwb98+XL9+Hffv34eJiYnQa9auXYvly5fD3Nwc06dPR0ZGBk6cOIEuXbrg+vXr6Nq1q8hx9PX1MW/ePJHtFhYWcsX9uWht0hNNdNvgUuRGxKY/F1smvygbFyLWIzr1CXpbzYa6Cs1+VNsoZWLz9vYWfAMtLi7GjRs3cOOG5G9QlNhqhoWFBWJjY7Fo0SI8fPiwQs3GkydPRqdO0puGAGD+/PlITU3F4cOHMW7cOJH99+7dg7GxcYXiFufff/9F+/bt0ahRI0yfPh27d++Wq55Dhw7hypUrGD16NI4ePSp4T37//XfMmDEDy5cvF6o7IiIC3t7eaNGiBR4+fAh9fX0AwMyZM9GpUydMmTIFwcHBIh2nDAwM4O3tLd/Jfub0NRtiVOuNeJp4HjdidqOIFYgtF/zRF+8yQ/FF84Uw07VVcJSkMpSyKbI0aR+WNAygMip/77Jly5YYN24cHj9+jFOnTlVBTKLu3bsHAwMDsUkNADp37izxSr4ivvjiCzRq1KjS9ezduxcAsH79eqG/3WnTpsHKygpHjx5FTk6OYPuBAwdQWFiIZcuWCZIaUHLVOnr0aISGhiIgIKDScRFhHMfByfQrjHfYDiOtphLLpeS8xZ9B8+AfexBFxbSgcW2htIlN0oBsGpytXFatWgUNDQ0sX74cBQXiv/lWRv369ZGZmYl372S/oc+/j1f2Xl11y83NxYMHD9CyZUuYm5sL7eM4Dr1790ZWVhYeP34s2M6/j9enTx+R+vj3L2/duiWyLy8vDwcPHsS6deuwY8cOPHggfiFOIl0DbWtMcPgN9g36SizDUIx7cUdxNPg7fMqJV2B0RF5K2RR54MCBmg6hzqju9N+sWTPMmTMHmzZtwu7duzF79myZXrdv3z5cvnxZ7L7FixdDU7NkcO2IESOwZcsWdOvWDdOnT0f37t3h6OiIevUkdwCoKVFRUSguLoaNjY3Y/fztERER6N69u+C5jo6O2KvF0uXLSkxMxMSJE4W2dejQAcePH4e1tXWlzuNzo66ihf7NF8DCwAlXorZJnJIrITMMB55Ph2uziWhvOph6bCsxpUxsEyZMqOkQSAUsXboU+/btw+rVq+Hl5QUdHZ1yX/PHH39I3Ddv3jxBYlu7di1SUlJw+PBhLFq0CEDJen2Ojo4YPHgwZs+eLdIUuX79eixevBimpqbyn5Qc0tJKxkmVblIsTU9PT6gc/3mDBg1kLg8AEydORPfu3dGmTRvo6OggPDwcW7ZswZEjR9CzZ08EBQXRwrxysDP2gJlOK5wPX4eEzDCxZQqKc3E9Zhdi0gLRv/n3qKdmoNggiUyUtimS1B6GhoZYvHgxPnz4gE2bNsn0mnv37klsYi6dqDQ1NXHgwAG8efMGu3fvxqRJk2BnZ4fAwED88MMPsLe3x+vXr4XqNjU1RatWrSQmmNpu5cqV6NGjBxo0aIB69eqhbdu2gs41b968EdznIxVnoGmKsW22wq3ZJPA4yd/7oz49wP5n0xCTKn5IBqlZlNhIlZg7dy6aNGmCzZs3Sx2vJa8mTZpg6tSp2LdvH168eIHIyEi4uroiLi4O3333XZUfTx78RFr2CosvPT1dqBz/eUXKSzNt2jQAwJ07d2QLmIilwlNFpyajMM7+V6kdS7IKUnAyZDFuvtlHHUuUjNImttjYWEyfPh3NmzeHlpYWVFRUxD5UVeVvTX306BH69+8PAwMDaGtro1OnTjL37mOMwcfHBzNmzICDgwP09fVRr149ODo6Yt26dcjNzZU7rtpIS0sLP/74IzIzM/Hjjz9W+/Gsra0FnUOkDQVRJCsrK/B4PLH3xID/7pWVvgdnY2ODzMxMsePmxJWXhj/soSoGrBOgkY4NvBx2ol3DAZDci5jhQfxJ6liiZJQysb169Qrt2rXD3r178fr1a+Tl5VV570g/Pz907doVAQEBGDFiBKZPn47ExESMHDkSmzdvLvf1eXl56N+/Pw4cOCCYWWLSpEnIycnBsmXL4Orqiuxs8TehlQFXBd39y5owYQJat26NvXv3IjIyssrrL0uWe3mKpKWlBRcXF7x69Qpv3rwR2scYw9WrV6GtrQ1n5/8m23VzcwNQMtC9rCtXrgiVKQ+/ZyQN0q46aiqa6GM9FyPtNkBbzUhiuYTMMOx/PhWBCeepx7YSUMrEtnz5cnz69AmMMalTL8mrsLAQU6ZMAY/Hg7+/P/bs2YPNmzfj+fPnaNGiBZYuXSrywVSWiooK1qxZg4SEBFy+fBkbN27E9u3b8fLlSwwYMACPHj3Cb7/9JneMtZGKigrWrVuHgoKCKhs8vGrVKrx9+1ZkO2MMGzZsAAB069ZNaF9CQgLCwsIkNvFVBUnHmDp1KgBgyZIlQh9wu3fvxuvXrzF27Fhoaf03k8XEiROhqqqKtWvXCtX17NkzHD9+HLa2tkLnFxYWJvYLU1hYmKBzzZgxY6rmJImAhYETvmm7G1YGLhLLFBbn42r0dvzzyhvZBdX3t0fKp5S9Im/evCm0wKiuri709fWhoqJSJfXfuHEDUVFRmDhxotD0Tfr6+li6dCm8vLxw6NAhqTOaqKmpYdmyZWK3L1myBBcuXMCtW7ewcOHCKolZbgr+9jhw4EB069at3EHF0rr7d+rUCX37lowr2rJlC7y9veHs7Iz27dvDyMgIycnJ8PPzQ3h4OOrXry9yhb1kyRIcOnQIBw4cEJmrUpINGzYgLKykJ9y9e/cE2/jNnYMGDcKgQYPKPcaECRNw8uRJHD9+HNHR0XBzc0NkZCTOnDkDS0tLrFmzRui4LVq0gLe3N5YvXw5HR0cMHTpUMKUWUDLgu/SsIydOnMCWLVvg6uoKc3NzaGtrIzw8HJcuXUJBQQGWLFkCV1dXmc6ZVEw9NQMMs12DJwn/lNxXkzBjSUTKXSRkvsKXNotgrt9OwVESQEkTW2ZmJoCSHnGXLl2SuSlGVvIOipWVmlrJshey3P/bvXs39uzZI1O9oaGhcsekSD/99JPY+Q1Lk9bd/9tvvxUktgsXLuDSpUu4desWzp8/j48fP0JDQwNWVlb4/vvvMX/+/Crp1n/58mWR3zm/KRAoad4rndgk4fF4OHfuHDZs2IAjR45g69atMDIywqRJk7BmzRqReSIBYNmyZbCwsMC2bduwa9cuqKuro3v37li9ejWcnJyEynp4eCA0NBRPnz7F7du3kZ2dDWNjY/Tv3x8zZ84U+zdNqg7HcXA2G4Kmeg44H7EOKTmirQkAkJmfjBMvF6FT45Ho0uRrqKloKDjSzxvHlLBB2M7ODq9evUKPHj1w9erVKq9/+PDh+Pvvv/H48WO0b99eZL+uri4MDQ0RGxsrV/0zZ87Erl278Ntvv2HmzJlSy3p7e1e4s4WTkxOePHkiU9mA2MO4E3dEZPs8l7PQUNWu0HEJIf/JL8qBf+x+PEk4K7Vcfa1mGGCzBA11KjdR9+euffv2CAwMlOnzTymv2EaNGgVvb+8KTaNUEbIMpJX3/oyPjw92794NW1tbTJo0qdzypqamIt/KJQkNDRWaZ5AQUnPUVbTQy3IWrAxccDHyZ2QXpIotl5wTi8NBc+DazAvOpkOhwlPKj906RSnf4YULF+LUqVMIDQ3F6tWrsWzZMpHZzZXRo0ePMHLkSOjr6+Ovv/6Chkb5zQ/Tpk0TjD8qD/8bCyFEeVgZdsA3jntwMfJnRKc+FlummBXi5pt9CP5wDT0tZ8DCQLYvs0Q+SpHYvvnmG5FtjRs3RkhICLy9vbF37160a9cO9evXFynHcZzU+zXiyDKQ1tDQsEJ1Pn78GH369AGPx8OVK1fQunXrCr2eEFJ7aasbYrjtWjz+/44lxUz8gO2knBicDFkE+wae8DCfCi01PQVH+nlQisR28OBBsd33OY4DYwxxcXGIjxcd/MgfDlDRxFZ6ctmy99gSExORmZkJFxfJ3XrLevz4MXr37o3i4mL4+vqiQ4cOFYqnOrFqnwaZEAIAHMdDB7OhMNdvB5/IzUjMCpdYNujDFUR/eoTeVnPQon43ieWIfJS+fa+yY9bEqcpBsfykVlRUhMuXL6Njx45VFygpV0xMDDiOk7lbPyHVrYG2Fb6234bOjUdD2rqHmQUp+OfVjzgdugKZ+SmKC/AzoDSJTZb116pqPbaePXvCysoKx44dw7NnzwTb09LSsG7dOqirq2P8+PGC7ZIG4z558gS9e/dGYWEhfHx80LlzZ7ljqk34yaT0Q11dHU2bNsWYMWPw4sWLmg5RLvx13Co7IQC/BULao2fPnlLreP36NXR0dMBxHKZPny6x3NGjR+Hi4gJtbW0YGhriyy+/VNh92PDwcIwYMQLGxsbQ0tKCo6Mjdu3aJfb/5rNnz7B06VJ4enrCxMQEHMfB3d1dIXHWBBWeGlzNv8HYNltgUs9KatnIT/ew/9lUhCXdollLqohSNEX6+fkp9HiqqqrYt28fPD094erqilGjRkFXVxenT5/GmzdvsGnTJqFpicQNxk1JSUHv3r2RmpqKvn374urVqyJDEwwMDDBv3jzFnZiCWVtb4+uvvwZQMvbw/v37OH78OM6cOYPr16+XO5ZNWX377beVWpW7bdu2WLlypdh9f//9N16+fCkYLylOcXGxTFega9euxfLly2Fubo7p06cLBnZ36dKl2t//kJAQdOnSBTk5ORgxYgTMzMxw8eJFzJw5EyEhIdi+fbtQ+bNnz2L9+vVQV1dHixYtkJSUVG2xKZMmem3g5bgTTxMv4NabP1BQLH4O2ZzCNJwLX4OW9bvD02oe3XurLPYZe/DgAevbty/T09NjWlpazMXFhZ04cUKk3IQJExgAduDAAcG26OhohpJ1PCU+zM3NqzReJycnBoA5OTnJ/Br/NwfZhju9RB65BZlyx8E/d09PT5F9y5YtYwCYm5ub3PXLE8uECRMqXRf/9xwdHV3pusTJy8tj9evXZ6qqqiwxMVFiuU2bNjFVVVW2detWBoBNmzZNpEx4eDhTVVVlLVq0YKmpqYLtT58+ZRoaGszW1pYVFRVVy3kwxpirqysDwC5duiTYlpeXx7p3784AsLt37wqVDw4OZk+ePGH5+fksISFBoX8jyiIt9wM79XKJ2P+PpR87Ho1kUSkPazpcpVORzz+laYqsCS4uLvDx8UFaWhqys7Px4MEDjBw5UqTcwYMHwRgT+hZtYWFRblNpTEyM4k5GScyZMwdAydAHAJg0aRI4joO/v7/Y8lu2bAHHcUJriO3fvx9fffUVLCwsoKmpCSMjI3h6eir8yr6qnT17FsnJyfjyyy/RsGFDsWXCwsKwfPlyLFmyRGi6t7IOHDiAwsJCLFu2TGg8Ztu2bTF69GiEhoaKndbM398fAwYMgLGxMTQ0NGBjY4Ply5dXaMLu8PBw+Pv7w8PDA/369RNsV1dXx+rVqwFAZE241q1bw8nJSTArz+dIT8MEw2zXwtPqW6irSF4BPjM/GX+FLsXFiJ+RV0grNchDKRNbREQEDh8+jMOHD4sdYf748WPBfklLhJByVPOy9vx7UuPGjQMA/Pnnn2LLHTlyBBoaGhg+fLhg26xZs/D+/Xv06tUL3333Hb788kvcu3cPvXr1wrlz52Q6Pn++UXnu4/z7779Yv349tmzZAh8fH+Tn51e4DnH27dsHAJg8ebLY/UVFRZgwYYIg2Ugjz7Rwu3btgru7O+7cuYMvvvhCsIbe2rVr0bt3b5nPU9qxu3XrBm1t7UpNSVeXcRyHto2+xJR2B9DCSHpvyOCPV/HHsymISnmgoOjqDqW4x1bWtm3b8PvvvwMAHj58KLJfTU1NcKN/xowZ2LFjh6JDrEUUezN6586dACAYLuHm5oZmzZrh77//xvbt24UGrQcHB+PZs2cYNmyY0D2tkJAQWFpaCtWbkJAAZ2dnLFy4EF999VW1ngP/qpPP1NQUBw4ckHpfrDxv3rzB9evX0aRJE8E8mGWtX78egYGBuH//PtTV1aXWFxERAR0dHTRq1EhkX+nhLHwhISGYO3cuHBwccP36daExoRs2bMCSJUuwfft2LFiwoNxzkbZOnIqKCiwtLRESEoLCwsJKrZdYl+moG2FQyxUITb6Ja693IKcwXWy5jPyP+DtsOdo3GgR3iylQ5Un/uyAllPKKLSAgAIwxWFtbi53L0dHRES1btgRjDLdv366BCAkAREZGwtvbG97e3li4cCFcXV2xatUqaGpqYu3atQBKvqGOHTsWnz59wsWLF4Vef+RIyRyW/A4ofGWTGlCSXIYOHYqIiIhylxQCShJraGgoDh8+LPP5uLq64tSpU4iNjUVOTg4iIiKwatUqpKamYuDAgXj8WPysErI4cOCAoFOIuFUqnj9/jlWrVmHhwoVi/+bLSktLkzolHL8M3+7du1FYWIjt27eLTHTwv//9DyYmJjh+/LhM5yLLlHTFxcXIyMiQqb7PFcdxsDP2wDdt98DSwFlq2SeJZ3H4xRwkZZf/t0+U9IotPj4eHMfB1tZWYpkWLVrg1atXYgduE8WIiooSTOCspqaGhg0bYsyYMVi8eDHs7e0F5caNG4f169fjyJEjGDJkCICSnn/Hjh1D/fr10b9/f6F6X79+jfXr1+PGjRuIj49HXl6e0P53797B3Nxcamz16tVDq1atKnQ+ZWfAad68OX744Qc0btwYkyZNwqpVq3D+/PkK1QmUnOuBAwfAcZzYWXby8/MxYcIENG/eXGJvysq6f/8+gJJxmtevXxfZr6amJli2B4DY9fTmzZtXqd6iRDwd9foYbrsOz99fhN+bvcgvEn+/82P2axx6MQs9LabDseEXVT6+ty5RysSWnl5yWf7p0yeJZfj76FthzfH09JS4plpptra2aN++PS5duoRPnz7B0NAQN2/eRFxcHGbOnCnUoSAyMhIuLi5IT0+Hh4cHBgwYAD09PfB4PNy8eRO3bt0SSXTVbcKECZg1axbu3Lkj1+uvXbuG2NhY9OzZU+zV6Pr16xEUFIS7d+/KNL8oUHK1JG1KOH4ZvpSUkgHA/Cvp8ohbccLLywsGBgYyTUnHcRx0dXVlOhb5796blaELLkVuwpu0p2LLFRbn4crrXxCRchd9redDV8NYwZHWDkrZFKmvrw/GGF68eIHU1FSR/Z8+fcLz588B/NfsQpTbuHHjkJ+fj1OnTgH4rxmS37mEb+vWrfj06RMOHjyIq1evYtu2bVi1ahW8vb0rfAVWVVRUVGBgYICsLPl6qJXXaeTp06coLi5Gp06dhAZxe3h4AChpRuQ4Tmg9OBsbG2RmZiIxMVGkPnH3wPj/T9LT02Wa9EDcPv7YTnH38PiKiooQHR0NS0tLur8mBz2NBhhp9xP6Wn8HVZ7kLzmvUx9h//OpCE+WvqDv50opE1vLli0BlFyNTZo0SeiqrPQ2juPQokWLmgqzVuOkTPVTHUaPHg1VVVX8+eefyMnJwZkzZ9C8eXN06tRJqFxUVBQAiHQQYYzJfcVUWbGxsUhMTBQatC+r5ORknDt3DkZGRhg8eLDYMr1798akSZNEHvwm2latWmHSpEno3bu34DUVnRaOP9Ubv0myMqQdOyAgAFlZWVW+OPDnhOM4ODbsjwkOv6GBlFlLcgsz8M+rH3E5aisNCyhDKRNbr169BM/Pnj0Lc3Nz9OjRAz169IC5ublQl+/SZYkoZZmgp0GDBujTpw/u3LmDbdu2IT09XaTTCADBvbOyY7A2bNiA4OBgmY+XnZ2NsLAwmReLTUxMFHu/NjU1VTB+ccyYMUL7CgoKEBYWJkjG4hw5cgT5+fn4+uuvJTYzzpo1C/v27RN5LFy4EEBJItm3bx9mzZoleM3EiROhqqqKtWvXCjUJPnv2DMePH4etrS26dfuvO/nMmTOhqqqKOXPmiH1PUlNT8fSp+Oavslq2bAlXV1f4+fnBx8dHsD0/Px8//PADAMlXp0R2xvXMMc5hO9qbDpJa7vn7S/jj2RSJzZefI6VsK5g6dSo2bdqEnJwcMMaQmpoqGBfD/n9GfwDQ0tLC1KlTazJUUgHjxo3DpUuXBB0kxCW26dOn48CBAxg6dChGjBiB+vXr4/79+wgMDMQXX3wh0rNSkocPH8LDwwNubm6CcVfShIWFoXfv3ujSpQtsbGxgYmKCt2/f4vLly0hOTkaPHj3wv//9T+g18fHxsLW1hbm5ucTB+PyVJ6r6g75Fixbw9vbG8uXL4ejoiKFDhwqm1AJKBkiXXsOwTZs22LlzJ2bMmIGWLVuif//+sLa2RkZGBl6/fo1bt27By8tLMMymPDt37kTXrl0xaNAgjBw5Eqamprh48SJevnyJ2bNno0uXLkLlw8LCsGHDBgAQLJYbFhYmNOnBwYMHK/GO1E2qPHX0spwFS31n+ERtRlaB+H4HGfkfceLl/9C24RdwN58CDVVtBUeqXJQysZmZmWHHjh2CWStK4y9lAwC//vorGjduXBMhEjl89dVX0NPTQ3p6Ojp37gxra2uRMu3atYOvry+WL1+OM2fOQEVFBV26dMGdO3dw/vx5mRNbRVlbW8PLywuPHj3C2bNnkZaWBh0dHTg4OGDMmDGYPHmy2G760jx8+BDBwcFwcXER6iVaVZYtWwYLCwts27YNu3btgrq6Orp3747Vq1eLXZV9ypQpaNu2LbZs2QJ/f39cuHAB+vr6aNasGb777jtMmDBB5mO3bt0aDx48wPLly3Hx4kVkZWWhRYsW+O233zBjxgyR8omJiTh06JDQtvfv3wtto8QmmbVRR0zW248rUdsQlix58Puz9xcR+ek+PK2+RXOjz2NSdnE4VvqOsZI5e/Ys5s+fL/JtuFmzZti8eTOGDh1aM4HVEP4K2k5OTmJnZBHHP/Yg7sUdFdn+XcfzUFfRquoQCSHViDGG4I9Xce31DuQX50gta2nQAX2s5sBA01RB0VWvinz+KeUVG9+gQYMwaNAgBAYG4vXr1wAAKysrsd9GCSGkruM4DvYN+qCJXhtcifoFb9IkL1EUnfoIB55NQ+cmY9Cu0YDPqnlSqRMbn5OTEyUzQgj5f4aaZhhptx5PEs7i5pt9KGIFYsvlF+fgVuwfeJLwD/rb/A+WBuXPalMXKGWvSEIIIdJxHA/OZkMwwXEnmui2kVo2syAFp0IW40b07ygsrppJvZWZUlyx9ejRAwDg7u6OFStWCH6WBcdxYqcIInxKewuVEFIFTOpZYEybLSVTcsXskXrv7VHCabxOfQw3829gY9RFYrnaTikSG3+JEWNjY6Gfy1O66z8hhHyu+FNy2Rh1hd+b3Xj5UfKX/eScNzgTthIt63dHL8tZ0FGvL7FsbUVNkaTCYmJihKZ+EvcoPRWahYWF0D4NDQ2YmJjAxcUFs2bNErsgJl/ZelVVVdGwYUN8+eWXuHbtWpWcT3Z2NjZv3owxY8agVatW4PF44DhO7oVi09PTMX/+fJibm0NDQwMWFhZYuHAhMjMzxZYvLi7G9u3bYW9vDy0tLZiYmGD06NGCDlPiXLlyBW5ubtDV1YWenh48PDyUquWiLp5TbaCtbogvbRZjVOuNaKgtuqxQaa+Sb2Pv02/wLPEilLhzvFyU4ooNgMgbW9fe6LrI2tpa7CBrANDU1BT6WUVFRbB4ZmFhIT59+oSgoCDs3r0bO3fuxIABA3Do0CEYGhqK1FW/fn3Mnj0bAJCbm4uXL1/i4sWLuHjxIo4dO4bRo0dX6jw+fPiA77//HkDJzCeGhoaCSYMrij+d1LNnz9CnTx+MHj0aT58+xaZNm3Dr1i34+/uLvDfTpk3Dvn370Lp1a8ydOxfv3r3DqVOn4Ovri/v374use/bnn39i3LhxMDExEQxwPnnyJHr37o1Tp05h2LBhcsVeleriOdUm5vptMcHhNwQmnoNfzB7JnUuKsnHl9TZEfrqPvtbfQUfdSMGRVhOmBGJiYlhMTAz7+PGj0M+yPj4XTk5ODABzcnKS+TW33uxnG+70EnnkFWbLHUd0dDQDwDw9PWUqb25uzjQ0NMTui4mJYT179mQAmJubGysqKhLaD4C1bNlS5HXHjx9nAJi5uXmF4y8rIyOD+fr6suTkZMYYY56engwAi46OrnBdK1asYADYokWLhLYvWrSIAWDr1q0T2n7jxg0GgLm6urK8vDzB9kuXLjEArE+fPkLlU1JSmIGBATM2NmZv374VbH/79i0zNjZmxsbGLD09vcJxl2flypUyvye15Zw+Fx+yotkfT6eK/Rwo/dh6/ysW/OEaKy4urumQxarI559SNEWam5vD3NxccI+N/7OsD1J7mZub48KFC7C1tcWtW7fw999/y/S6kSNHQltbG2/evEFSUlKlYtDR0UHv3r1hZFS5b6uMMezbtw86OjqCORP5fvjhB+jo6Ahm+ufbu3cvAGD16tVCq2b369cP7u7u8PX1FZrb8a+//kJqairmzJmDJk2aCLY3adIEs2fPRlJSEv755x+R2F68eIFRo0bB1NQU6urqMDc3x5w5c5CcnFypcxZHUedEZGNSzwITHH5DX+vvoKkqeSmhvKIs/BuxAefD1yGnQPyK3rWFUiS2sqysrGBlZQUHBwcUFIi/hCYyktCkq+jZ/aXR0tISNAWePHmywq8vuzyKu7s7OI6TaY7IqhQREYF3796ha9eu0NYWHgyrra2Nrl274vXr13j79q1g+82bNwX7yvL09AQAwTyp/PIA0KdPH5nKA8D58+fh4uKC8+fPw93dHfPmzYO9vT127NiBzp07S133UB6KOCdSMSo8VTg27I9JbffCxkj091JaWPJN7H36DSJT7ikouqqnNPfYSktISEB+fj48PDyEFqEkyiUyMlLsSst9+/YVWY6mPO7u7gCAR48eyVT+xIkTyMrKQuvWrZVmVWdx66CVZmNjgytXriAiIgJNmzZFVlYWEhIS0KZNG7HzUIpb90zaMcSVT05Oxrhx42BsbIw7d+4ItXCcOHECo0ePxooVK7B9+/aKnq5YijgnIj8d9foY0sobESl3cSVqm8RJlXMK03A6bAXaNRwAD4upUFPRFFtOWSllYjM3N0dERAR15VdyUVFRYldaNjAwqHBiMzMzAwCxzYpJSUmCBFq684iOjg527dolUv7w4cPIzs5Gs2bNKhRDZfGXjym9cnVp/MU++eUqWr6814grf/jwYaSnp2PHjh0izfajRo3Cxo0bceLEiSpLbIo4J1J5NkZd0FjXDtejdyEk6YbEck/fX0Bs+nP0tf4OTfSkDwJXJkqZ2IYOHYr169cjMDAQ6enptEq2kvL09MTly5er/TjJyckiCVRHRwdXr14Vm0AVndCUGX9h0QcPHohdNy43NxdJSUlISkoS3ON2d3eX2PRnaWkpsm3lypVir9yJcqunZoABLZbAxqgrrrzehtzCDLHlknNicTR4Pjo1HoluTcdDhaf8rWhKmdiWLl2Kf//9F8HBwRg5ciT27NmDpk2b1nRYpBq9e/cOAGBiYiKyr2XLlggLCwNQsiDm2bNnMWPGDAwePBiPHz9WmqWL+Fcckq4u0tPThcpVtHzZ19SvX7/c8vxhC7/99pvU2LOysgSJzcvLS9A0zHfz5k3cunUL3377rUjTb+myijgnUrVaGbuisZ4drr7ejoiUuxJKMdyPP4GoTw/R13oezHRtFRpjRSllYhswYABUVFTAGIOvry+sra1hYWEBMzMzocUTAZpSq67gdyDo0KGD1HIGBgbw8vJCUVERJk+ejFmzZuHs2bPVH6AMyrsfVPZekra2NkxNTREdHY2ioiKRe1Li7j3Z2Njg8ePHiIiIEEkC4srzWzuCgoLQpo1sTUmlF//k8/b2xq1btzBv3jxYWFhIfK0izolUPV11Ywxu6Y0XHy7jevROFBTnii33Mfs1jgTNRduGX8DNfDI0VXUUHKlslLJX5M2bN/H8+XPBoqKFhYWIjIzE7du3cevWLcHj5s2bCu/5RqpeTk4ONm/eDAAyD7b+5ptv4OTkhHPnzuHuXUnfMhXLxsYGZmZmuHPnDrKysoT2ZWVl4c6dO7C0tBRqfXBzcxPsK+vKlSsAAFdXV6HyAODr6yuxPL8MAHTs2BEAcO+e4nq4Vfc5kerBcRwcG/aDl+MuNNJuIbXss/cXceDZNMSmPVdQdBWjlImttNLTKZGKYxInQVaO9zM2NhYDBgxASEgIPDw8MGTIEJlex3EcVq5cCQAiY8ZiY2MRFhaG7OzsKo9X2jE4jsPkyZORmZmJ1atXC5VfvXo1MjMzMWXKFKHtU6dOBVByDvn5/8267uPjg5s3b6JPnz5CnT5GjBgBfX19bN++HXFxcYLtcXFx2LFjB4yNjTF48GDB9okTJ0JXVxfLli3Dy5cvRc4jOztbcB+uqlT3OZHqZaTVBF/b/wJ38yngcZIb9dLzP+D4y4W49eYPFBTlKTDC8illUyRAU2rVNYWFhYIOBkVFRUhNTcWLFy9w584dFBUV4auvvsLBgwcr9AVm4MCBaN++PW7cuIFbt24JvtWPHz8et27dgp+fn8i9Ikm+//57QY/MoKAgwTYdnZKmlsmTJ6Nbt26C8pKO8b///Q/nzp3DTz/9hKdPn8LJyQmBgYHw9fVFhw4dMG/ePKHjenh4YPLkydi3bx+cnJzwxRdfICEhASdPnoSRkZFIb0VDQ0Ps2LED48aNg5OTE0aOHAmgZPxfcnIyTp48CV3d/wbhmpiY4Pjx4xg+fDgcHR3Rt29ftGrVCnl5eYiJicGtW7fQpUuXKu0EVN3nRKqfCk8VHRuPgKVBe1yI2ICk7BgJJUvuvYWn3MGXzRfBVLelIsOUSCkTW3R0dE2HQKpYUVGRoGejuro69PT0YGlpiWnTpmHMmDFiB/PKwtvbGwMGDMAPP/wAf39/ueP7+++/8ebNG6Ftp0+fFjx3d3cXSmySaGtr49atW/D29sbp06fh5+cHU1NTLFiwACtXroSWlpbIa3bv3g17e3vs2bMHv/zyC3R0dDB48GCsXbsW1tbWIuW//vprGBsbY926dThw4AA4jkP79u2xfPly9OrVS6T8F198gadPn2Ljxo24du0arl69Cm1tbTRp0gQTJ06UON9nZVT3ORHFaKBtDS+HXXj47hQC3h5BMSsUWy4l5y2OBM1Fpyaj0LXJ1zXec5JjdGlUa7Rv3x6BgYFwcnLCkydPZHrNrTd/4H78CZHt8zv+CzUVjaoOkRBSRyVnx8InagviM0SbtEtrpG2DgS2WwVCransrV+TzT+nvsRFCCKl59es1w9g2W+BuPlXqvbfErAgcfD4DIR8lD/yubkrZFFlaXFwc4uPjkZcn+eZk6R5WhBBCqgfH8dCx8XBYGjjhctQ2JGSGiS2XX5yDCxHrEZMWiF6Ws6CuItoEX52UNrGdO3cOixYtKneOOI7jUFgovt2XEEJI1WugbY2xbbbiXvxx3H37JxiKxZYL+nAF8Rkh+KrFMjTQFr23Wl2Usiny8uXLGDJkCCIiIsAYK/chr0ePHqF///4wMDCAtrY2OnXqhFOnTlWojry8PKxatQo2NjbQ1NSEmZkZpk6dig8fPsgdlyLQ8AlCSGWo8FTRrek4eDnuQn0tycuHpeS8xeEXcxCYcF5hvd2VMrGtW7dO8AZU1wewn58funbtioCAAIwYMQLTp09HYmIiRo4cKRgsXJ7i4mJ89dVXWLlyJYyNjTFv3jx07twZ+/btQ+fOnfHx48dqiZ0QQpRFA20rTHDYAYcG/SSWKWIFuBq9HWdf/ShxTsqqpJRNkU+fPhUkNBMTE3Ts2BH6+vpil8GQR2FhIaZMmQIejwd/f3+0bdsWALBixQq4uLhg6dKlGDZsWLmLmB46dAhXrlzB6NGjcfToUUHMv//+O2bMmIHly5dj9+7dVRIzIYQoKzUVTfRrPh/mBu1wJWob8ovET44QnnIHic8iMKDFUjTRa11t8ShlYuMzNjbGixcv0KBBgyqt98aNG4iKisLEiRMFSQ0omWh16dKl8PLywqFDh7BixQqp9fBXCl6/fr3QleW0adOwceNGHD16FNu2bRM7dklRMvNTauzYhJDPi52xB8x0WuF8+FokZL4SW6ZkxpIFcDEbjm5NJ0CFV/VpSCmbIvmTtbZr167KkxpQNSv25ubm4sGDB2jZsqXIlR3HcejduzeysrLw+PHjqglaDsWsCMEfReffI4SQ6mKgaYqxbbbCxWyExDLFrAj340/g2MsFSM+r+v4ISnnFNmnSJDx48ADBwcHIy8uDhkbVDiSWNmN4o0aNoKOjU25vzKioKBQXF0tdLZl/rO7du0usZ/fu3dizZ49McYeGhgIACgoKkJCQUG75p4kXUZyuLXZfQkIiVGvBukqEkNqplcaX0KlviYDYQ8gtEn9fLS79DcLUnqKpvkO59RUUFMh8bKVNbH///TeuXr2KoUOHYuvWrVW6bIUsq/yWt2KvPCsFi5OQkIDAwECpZcpKSkqSORkC7cRu3f/gQIWOSQgh8mkuda/Pg/sAyp+Imz+XqyyUMrFZW1sjNzcXjDH4+PjAx8cHOjo6Ims1ASXNfuJWBq4tTE1N4eTkJFPZ0NBQ5OTkwNjYWDCDujSMMbxKvo2H7/4SmuOtXaMBcGzYX+6YCSGkIopZEYI/+OLZ+4soZkUAAON6FuhnvUDme2ynT5+WqaUKUNLEFhMTI1iqht/tPyMjAxkZopez8gwHkGWVX0NDw0rXUbqcJNOmTcO0adOkluHjz5WmpqYGU1NTmV5jZjYSDtad8fT9v8jMT4KVgQvsG3jSODZCiEI1NvsGjpndcT58LbILUjHccREMNGX7HAMANTXZb50oZWIrTdoHsLyD/Urf/2rfvr3QvsTERGRmZsLFxUVqHVZWVuDxeDKvllyT6tdrhl6WM2s6DELIZ66Rjg0mOO5EUnZMhZJaRSllr0gA1TrjSFWs2KulpQUXFxe8evVKZLkTxphgaRBnZ2e54ySEkLpGQ6UeGuvaVesxlDKxFRcXy/woKiqqcP09e/aElZUVjh07hmfPngm2p6WlYd26dVBXV8f48eMF2xMSEhAWFibS7Mi/z7VkyRKhRLt79268fv0aY8eOrdExbIQQ8jlSysRW3VRVVbFv3z4UFxfD1dUVU6dOxYIFC+Do6Ijw8HCsW7cOFhYWgvJLliyBra0t/vnnH6F6JkyYAE9PTxw/fhxdunTB4sWLMWzYMMycOROWlpZYs2aNgs+MEELIZ5nYgJLl6wMCAtC1a1ecPHkSu3btQsOGDXHixAksWLBApjp4PB7OnTsHb29vfPz4EVu3bsWdO3cwadIk3Lt3DyYmJtV8FoQQQspSihW0z58/DwBo3LixSGcOSf7++2+EhIQAQLlTX9UVKioqKC4uhpaWFmxtbWs6HEIIURj+cCcej1fuLSilSGw8Hg8cx2Ho0KFCy8bMmjULPj4+YseqDR8+HKdPnwbHcXLdZ6uNqIs+IYSU3yNeqbv7f/jwQTCmjZR8ASguLlnQT55OKfxVyIuLi4XqKvucX4ZPS0sLOTk5gn/FxcLfzt+noaEh2Mbfz9/OnyaNHw9/yrTS8ZWuqzR+7Hz845SOmx+buBi1tLSEjls6Fv6//Kti/vOy58uvj7+ff14ABMfgn0/ZukrHWXp76deUfk/Kvm/ilI27dAz815d9T/nvW9njln7/y56HtN+lJGX/5kq/pvTvQ9zvrfT7Kq4ece9P2b/jsn+HpV9T+v3jH6PsOYn7uxB3jmXjKvva0rGXrqf0/6uyf8OlYytdtuzfr7i/17JKn6+4/9tl30Nx75W0/5el30tZ/yYqOlVi6c+ecjElwHEc4/F4bPjw4ULbhw0bJthXlrR9dZWTkxMDwJycnOR6/YABA9iAAQNYw4YNBf+qq6uzAQMGMI7jBNv5+/gPxpjQv/xy6urqjP8nVLr8gAEDBNvU1dUFz/nbS//Lf142vtJ1lX6U3Va67rLnxo+xdAxljyvuX3750rGIe0/4ZUufA38ffz/HcULP+ccue4yy70Hp+sq+X2UfZespXZ+42Eu/b2WPW/Y9K/s+SPpdSlL291L6NaXfx7K/t9LlJdUjLhaO44TeZ36Z0ufK/52J+/sre07i3l9x51j276Dsa0uXKf2xW/b/R9m/8dIk/f2WfR/5/+9KPy/7+5X2+xT391Pe/0tx/6ckEXdusqjI599n23mEEEJI3USJjRBCSJ1CiY0QQkidolSdR7KzsxEbGyv0M9/bt2+FesKU3kcIIYTwKVVi8/HxgaWlpch2xpjQTCCEEEKIJEqV2JiUsQnS9hFCCCF8SpXYKjpejZIdIYSQspQmsVGSIoQQUhWUIrFJGi1PCCGEVBR19yeEEFKnUGIjhBBSp1BiI4QQUqdQYiOEEFKnUGIjhBBSp1BiI4QQUqdQYiOEEFKnUGIjhBBSp1BiI4QQUqdQYiOEEFKnUGIjhBBSp1BiI4QQUqdwjKbVrzVUVFRQXFwMLS0t2NraVvj1UVFRAICsrCxoa2sjKysLRUVF0NPTQ1paGlRVVaGtrS0ow+fg4IAXL14I/gUAbW1tpKengzEGJycnwXb+Pmtra7x48QJFRUVo164dXrx4IdgeFRUl+BcArK2tReIrXVdp/Nj5+McpHTf/3PgxAhDE4ODgIHTc0rHw/01PT0e7du0QFRUliIVfZ+n3hF9WT09PcA78Y/DPJy0tDU5OToLn+vr6ACByjNKvKf2elH3fxOHv49dTOgb+68u+p/z3rexx+bHx3zP+Pv7r+fWX/V1KUvZvrvRrSv8+yv7eSpeXVI+49yctLQ0ABO8z/zj82AHg6dOn0NPTE3r/+Mcoe06lt5X+PZU9x7J/B2Vfy39f+f/XnJycBLGU/v9R+hxLx8Y/V3F/v/y4Sv+eioqKoKKiInhe+nzT09MF+8T9PkufZ9m4+Mr+vyz9Xsr6NyGtjDihoaHIyckBj8dDUVGR1LKU2GqRiq5XRwghdVF5aUsplq0hsuHxeIIlfrS0tGo4GkIIUZycnBwAJZ+D5aHEVou0bdsWgYGBcHJywpNHj2o6HEIIUZj2HTogMDAQbdu2LbcsdR4hhBBSp1BiI4QQUqdQYiOEEFKnUGIjhBBSp1BiI4QQUqdQYiOEEFKnUGIjhBBSp1BiI4QQUqdQYiOEEFKnyDXzSHZ2NpKSkgAAurq6MDQ0FNqfkpKCzMxMAICxsTHq1atXyTAJIYQQ2ch1xbZu3TpYWlrC0tISN2/eFNkfEBAg2L9+/frKxkgIIYTITK7E5ufnB8YYjI2NMWjQIJH9AwcORMOGDcEYw40bNyobIyGEECIzuRLb69evwXEcnJycJC6l4ujoCACIjo6WPzpCCCGkguRKbCkpKQAgWEJFHP4+fllCCCFEEeRKbPXq1QNjDMHBwWKTW1FREYKDgwEAmpqalYuQEEIIqQC5ElvTpk0BAImJiWI7h6xbtw4JCQngOA7NmjWrXISEEEJIBcjV3b9bt26CK7IVK1bgxo0bcHNzAwDcunVLqKdkt27dKh8lIYQQIiO5EtuUKVPw+++/AwAYY7h586ZQMmOMCZ5PmjSpchESQgghFSBXU2S7du0wa9YsMMYEvSIZY4KExt82ffp0tG/fvopCJYQQQson95Rav/76K7799lvweDyhKzR+spszZw62b99eJUESQgghspKrKRIouSrbunUrZs+ejXPnzuH169cAACsrKwwcOBDNmzevsiAJIYQQWcmd2Pisra0xf/78qoiFlIMGuxNCPneyfA5yrHQ7IlFq9erVQ05ODrS0tJCdnV3T4RBCiFzi4+PRuHHjCr2mIp9/Ml2xrVq1CgBgZ2eHYcOGCX6W1YoVKypUnoinqamJnJwcGvROCKnV/P39MXr06Aq9piKffzIlNm9vb3Ach6FDh2LYsGGCn2VFia1qWFpa4tOnT7C0tKzpUAghRKEq8vlXrQuNUisnIYSQstzd3au1fpkTW9kkxR+3Ju1BCCGElBUbG1ut9cvUFHngwAEAgIWFhdDPhBBCSEW9fv0aHTt2rLb6ZUpsEyZMkPozUX5ZOXlIScuAmYkRVFSqtQWaEEKkUlWt9Egz6fXL86JvvvkGAKCiooKdO3dCTU2tSoMiVe9l1FsAQFExg4WZSQ1HQwj5nA0fPrxa65frq/uRI0dw6NAhBAcHU1KrZXJy82o6BELIZ+706dPVWr9cia1hw4YAgPr161dpMKX9+eefmDZtGpydnaGhoQGO43Dw4EGJ5dPT0zF//nyYm5tDQ0MDFhYWWLhwITIzM8WWLy4uxvbt22Fvbw8tLS2YmJhg9OjRgqnBKiI8PBwjRoyAsbExtLS04OjoiF27dillBxrli4gQ8rnJz8+v1vrlSmy9evUCYwxBQUFVHY/A8uXLsWfPHrx58wampqZSy2ZlZcHNzQ1bt25Fq1at8N1336Fly5bYtGkTevTogdzcXJHXTJs2DXPnzgVjDHPnzkXfvn1x5swZdOjQARERETLHGRISAhcXF5w7dw79+vXD3LlzUVRUhJkzZ2Lu3LkVPm9CCKnrzM3Nq/cATA7R0dFMX1+f8Xg8tnTpUlZcXCxPNVJdvXqVxcTEMMYYW79+PQPADhw4ILbsihUrGAC2aNEioe2LFi1iANi6deuEtt+4cYMBYK6uriwvL0+w/dKlSwwA69Onj8xxurq6MgDs0qVLgm15eXmse/fuDAC7e/euzHWVx8nJiQFgTk5OFX7tg6AI9iAogr2Meltl8RBCiDwSExMr/JqKfP7J1Xnk8OHDcHd3x/nz57FhwwacOXMG3bt3h5mZGXg80YtAeWYe6dWrl0zlGGPYt28fdHR08MMPPwjt++GHH/Dbb79h3759WLJkiWD73r17AQCrV6+Gurq6YHu/fv3g7u4OX19fxMbGolmzZlKPHR4eDn9/f3h4eKBfv36C7erq6li9ejXc3d2xd+9edO7cWaZzIYSQz8GNGzcqPKVWRciV2PhTanEcB8YYXr16hfDwcInlq3NKrYiICLx79w6enp7Q1tYW2qetrY2uXbviypUrePv2LZo2bQoAuHnzpmBfWZ6enrh58yZu3bqFcePGST02f9XwPn36iOzr1q0btLW1cevWLTnPjBBCiDwqPaCJn+DEYQroPMG/H2ZjYyN2P387v1xWVhYSEhJgaWkJFRWVcsvLe2wVFRVYWloiJiYGhYWFMpwJIYR8Hrp161at9cud2JiSTKmVlpYGANDX1xe7X09PT6hcRctX9tjFxcXIyMgoty5CCPlcfPjwoVrrl6spkqbUqsWovz8hpIaFh4ejffv21Va/XIlNmabU4l8tSbrCSk9PFypX0fKVPTbHcdDV1S23rhrh7Q38+KPodg0NwNgYcHICvv4aGD4cqMAyRYQQUpPkSmz+/v4AABMTE9ja2lZpQBVV3j2xsvfBtLW1YWpqiujoaBQVFYncZyvvnp2sxy4qKkJ0dDQsLS2rfV60imCSLtn+f9A9ACAtDYiPL3lcuAAcPAj8809JwiOEkEqqzh6RgJz32Nzd3eHh4YGVK1dKLDNp0iQ0aNBAMEtJdbGxsYGZmRnu3LmDrKwsoX1ZWVm4c+cOLC0tBT0iAcDNzU2wr6wrV64AAFxdXcs9tpubGwDA19dXZF9AQIBg4HitkJj43yMrCwgOBnr3Ltnn4wMsX16z8RFC6oxz585Va/3VNs17eno6kpKSkJSUVF2HAFDSK3Py5MnIzMzE6tWrhfatXr0amZmZmDJlitD2qVOnAigZ51Z6ahcfHx/cvHkTffr0ERkZHxYWhrCwMKFtLVu2hKurK/z8/ODj4yPYnp+fLxhTN3ny5MqfpKLxeEDr1sD580Dz5iXbdu8GqHcnIaQKZGdnV2v91dZGlpOTU6nX79u3DwEBAQAgmLpr3759grFj3bp1EySN//3vfzh37hx++uknPH36FE5OTggMDISvry86dOiAefPmCdXt4eGByZMnY9++fXBycsIXX3yBhIQEnDx5EkZGRti+fbtIPPwm17K9PXfu3ImuXbti0KBBGDlyJExNTXHx4kW8fPkSs2fPRpcuXSr1PtQoTc2S+2vr1wMZGUBYGNCmTcm+qChg0ybg2jUgLg5QUytJgoMGAfPmAf/fu1REXByweTPg6wvExJQky/r1AVNTwNUVGDMG6NBBQSdICKkJTZo0qdb6ZU5s/PtqpX38+FHs9vj4eNy+fRsAxM5EIouAgAAcOnRIaNudO3eEmg/5iY0/ENrb2xunT5+Gn58fTE1NsWDBAqxcuRJaWloi9e/evRv29vbYs2cPfvnlF+jo6GDw4MFYu3YtrK2tZY6zdevWePDgAZYvX46LFy8iKysLLVq0wG+//YYZM2bIde5KpfQf4P93rMGpU8D48UDe/68UoKsL5OcDT5+WPPbtA65cAcref33+HPDwAD59KvlZRaUkASYmAgkJQGBgyT4pk10TQmo/Ozu76j2ArPN0cRzHeDwe4/F4jOM4oZ8lPTiOYw0aNKjolGBEgqqYKzI4Mva/jStXMgaUPCRZuPC/MqGhjD15wpiaWsnPXbsy9uJFSbmiIsbOn2fM1LRkn7U1YxkZwnX17Fmyz8mJsXv3GOPPMZqXx1h4OGObNjH2888VPjdCSO1y7NixCr+mWueKZKWa4piUQdj8GUlonsRaLD0dOHq05LmREdCiBfDFF0BBQUmzo68vUK9eyX4eDxgwoOQKz8WlpKny99+B77//r767d0v+3bED6NTpv+3q6oCNDbBggWLOixBSp1WonVBaIhNXVldXF97e3hWNidS01FTg+nWgRw/g3buSbd9+W5Lo/r/XKBYu/C+pldauHTBkSMnz48eF9xkYlPybkFAdURNCaonqvuCR+Ypt/PjxgjkhDx06BI7jYG5uLtKdneM4aGlpoVWrVhg+fDgaNWpUtRGT6iFtAPbXXwPLlgG3bpU0SgKAtNUXevcuuQ/34kXJ1R1/lfUvvwT27gUmTADu3AEGDizpKCIuQRJC6ixZpiysDJkTW+nVq/mdOpydnWl6rbqi9HhD/swj7doBY8eWdPgAgNLzuzVuLLkufoeTwkIgJeW/un/+GYiMBPz8gC1bSh4qKkDbtiVNnFOnSq+XEFInhISEwNHRsdrql6u7P//qrQN1y647EhOr/xgGBsCNG0BAQMmMJnfuAI8fA0+elDw2bgT++AOo5lkJCCF1m1yJ7aCY7tiMMeTk5KAeNSsptUotutCgwX/P4+IAScMi4uJK/lVVLel0Ula3biUPAMjNLemEsnw5EBQEfPNNyb29ap6xhhBSc4YPH16t9Vdq5pHExER8++23sLKygrq6umDJl927d2PVqlVYt25dlQRJlISTU0nvR6Ckc4kk166V/Ovo+N/9NUk0NUvutZ05U/Jzbm7JFR0hpM66fPlytdYv98wj9+/fx8CBA5GcnCzoLcnvXBIfH481a9aA4zh06dIF7u7uVRIsqWEGBoCnZ8nckRs3lnQqKXuF/vw5cPp0yfPSTYqFhSVJUdKA/dKD6OUc1E8IqR2qe41KuT5BUlJSMGTIEME8kGVX0B42bJjg+aVLlyoRHlE6a9aUXIVFRpYkuf+f7gzFxcClS0D//iVJzNoamDbtv9fFxZWMVVuzpmR2ktLzTr54UZIkAUBbG6gtE0cTQuRS3b3l5bpi27FjBxITE8FxnNixbQ4ODjA2NkZycjLu379f6SCJEnFyAo4cKZlSKyAAcHAomRYrP7+kGREAmjYt6RyioyP82tevgR9+KHmoqAD6+kBmZslrgZKB2gcPir8vRwipM5ycnKq1frmu2C5cuCB4fuzYMQwaNEikjJ2dHRhjiIyMlDs4oqRGjgReviy5IrO2LpkzUlW1pNv+jz+WLHlTdp7Ixo1LVgv47ruSWUdMTUuSmqoqYGcHzJpV8rpSV/uEkLqpulvy5Lpii4iIAMdxcHZ2xqhRo3Caf0+lFIP/n2UiJSWlUgGSauTtXfKQR/PmJVNmyUpNrWTKrQED5DseIYTISK4rNv6SNNIWEU1NTS05AHUEUDKV6e9PCCGVV91joOXKOkZGRmCM4dWrV2L3Z2RkIDAwEABQv359+aMjhBBS5+Ty78dXE7kSG38qlMjISGzcuBGFpXq4vX//Hl5eXsjMzATHcWjbtm2VBEoIIaRu4C8eXV3kusc2aNAg+Pr6AgAWL14stK9x48ZCPSUHDx5cifAIIYSQipHris3Lyws2NjaCnxljgrFsxcXFAErGttnY2GDs2LFVECapKnSHjRBS06r7gkeuxKapqYmzZ8/CzMxMKKkBEIxta9iwIc6cOQMNDY0qC1aSgwcPChY2lfTo2bOnoLy3t7fUsjExMRU6fnh4OEaMGAFjY2NoaWnB0dERu3btqtD6dYQQ8rm4efNmtdYv95Ratra2CAoKwubNm3H27FlER0cDACwtLTFw4EAsWLAARgoaaNu2bVusXLlS7L6///4bL1++hKenp8i+CRMmwMLCQmQ7f6iCLEJCQtClSxfk5ORgxIgRMDMzw8WLFzFz5kyEhIRg+/btMtelEJRrCSE17NOnT9V7AFaH5eXlsfr16zNVVVWWmJgo2L5y5UoGgPn5+VX6GK6urgwAu3TpktBxu3fvzgCwu3fvVvoYfE5OTgwAc3JyqvBrHwRFsAdBEexF+Jsqi4cQQuTh6+tb4ddU5POvTg8yO3v2LJKTk/Hll19KHXMnr/DwcPj7+8PDwwP9+vUTbFdXV8fq1asBAHv37q3y4xJCSG3WuXPnaq1f7qZIvri4OMTHxyMvL09iGVdX18oeRi779u0DAEyePFnsfn9/fzx48AA8Hg82Njbo1asXdMrObygFv524T58+Ivu6desGbW1t3Lp1q+KBE0JIHXbhwgWMrsYFheVObBcuXMD//vc/hIeHSy3HcZzQODdFefPmDa5fv44mTZqgb9++YsuUvS9nYGCAX375BePHj5fpGBEREQAg1EOUT0VFBZaWlggJCUFhYSFUVSv9HYIQQogM5GqK9PX1xeDBgxEeHg7GWLmPmnDgwAEUFxfDy8sLKioqQvscHR2xf/9+vH79Gjk5OYiOjsb27dvBcRy8vLxw/vx5mY6RlpYGANDX1xe7X09PD8XFxdW+9hAhhNQm7dq1q9b65bqMWLt2LYqLiwXd42sqeUlSXFyMAwcOgOM4fPPNNyL7y46hsLCwwOzZs2Fra4vevXtj+fLlGDhwoKLCJYQQUoXkSmyBgYGChGZqaorOnTtDV1e3qmOT27Vr1xAbG4uePXvC0tJS5tf17NkT1tbWCAoKQnp6OvT09KSW51+p8a/cykpPTwfHcUr13hBCSE17+vQpWrVqVW31y5XY+E17lpaWCA4OhpaWVpUGVVnldRqRxtjYGJGRkcjOzi43sfHvrfHvtZVWVFSE6OhoWFpa0v01QghRILnusbVv3x4AYGVlpXRJLTk5GefOnYORkVGFp23JysrCy5cvoa2tDWNj43LLu7m5AYBg3szSAgICkJWVJSijLBiN0CaE1LAB1bwuo1yJjT/x8f379xESElKlAVXWkSNHkJ+fj6+//lrsdF4ZGRlie3Lm5ORgypQpyMjIwIgRI0SussLCwhAWFia0rWXLlnB1dYWfnx98fHwE2/Pz8/HDDz8AkO+qkRBC6rJ79+5Va/1ytZH17t0bmzdvxvfff49OnTph5MiRaNOmDQwNDcWWl7X7fFX4448/AEhOKMnJyWjVqhU6dOgAW1tbNGrUCO/fv8e1a9cQFxcHe3t7bNy4UeR1tra2ACDSUWbnzp3o2rUrBg0ahJEjR8LU1BQXL17Ey5cvMXv2bHTp0qWKz5AQQmq3pKSkaq1f7ps/GhoaUFdXR2ZmJvbv3y+1rKIS28OHDxEcHAwXFxfY29uLLWNkZISZM2fi4cOHuHTpEj59+gQtLS3Y2tpi7ty5mD17doWaV1u3bo0HDx5g+fLluHjxIrKystCiRQv89ttvmDFjRlWdGiGE1BmSLoKqilyJ7cyZM5g1a5aguz8geiXDV3rm/+rm4uJS7tADPT097Nixo8J1S6u3ZcuW+OuvvypcZ42gW2yEkBrm7u5erfXLdY/t559/FjyvyUHYhBBCap9//vmnWuuX64otODhYcCXWsWNHwTg2Hq9Oz6lMCCGkFpArsdWrVw85OTmwt7fH3bt3FdrcSAghpHaT1Aeiqsh1ieXh4QHGGPT19Smp1TLUaEwIqWmamprVWr9ciW3VqlWoV68eHjx4UO1LfBNCCKlbHj16VK31y9UUefLkSXTt2hVXr15Fr1694OHhAXt7exgYGIgtv2LFisrESAghhMhMrsTm7e0t6OpfXFyMGzdu4MaNGxLLU2IjhBDC179//2qtv9LdGKXdY6NhAIQQQsoKDAys1vrlnnmEklYtRb83QkgNS0xMrNb65UpsBw4cqOo4CCGEfCaqe41KuRLbhAkTqjoOQgghn4m+fftWa/00Vchnhhoi6zYLCwtBx67yHjRUp/aKiYkBx3Hw8vKq0Otyc3Mxf/58uLq6wszMDJqammjUqBG6du2KAwcOoKCgQOQ1pTsLinvExMSIPdaVK1fg5uYGXV1d6OnpwcPDA9evXwcAsXPrHjt2DF27doWOjg60tbXRoUMHHDx4sELnx0dLOxNSh8ybNw+pqakS9wcHB+P06dPQ1taGubm54gIjSiEzMxO7du2Ci4sLvvjiC5iYmODTp0/w8fHBN998gxMnTsDHx0fs9IgTJkyAhYWFyHZxw7z+/PNPjBs3DiYmJoLke/LkSfTu3RunTp0SKb9gwQJs2bIFjRo1wtixY6GmpoZLly5h4sSJCA4OxqZNmyp0npTYCKlD5s2bJ3FfcnIynJ2dAZTcJ7e0tFRQVERZGBkZIS0tDerq6kLbCwsL0bt3b/j6+sLHxwdffPGFyGu9vLxkmpX/06dPmDNnDoyNjREYGIgmTZoAABYtWoR27dphxowZOHfunKD848ePsWXLFjRv3hwPHjyAkZERACArKwseHh7YvHkzhg4dWqHzpKZIQj4DhYWFGDFiBGJiYrB48WIMHz5cpMyHDx/w3XffoXnz5tDQ0ICxsTGGDh2K4OBgkbIWFhawsLBAamoqZs+ejaZNm0JVVVWo6ejChQvw8PCAvr4+tLS04OjoiC1btqCwsFDmuCMiIjBx4kRYWlpCQ0MDRkZGcHR0xLx580R6ZmdkZODHH3+Eg4MD6tWrB319fbRr1w4//PCDSBPbnTt38MUXX8DIyAiamppo1aoVVq5ciezsbJEYOI6Du7s74uPjMX78eDRq1Ag8Hk+oKdff3x8DBgyAsbExNDQ0YGNjg+XLl4utT5J//vkHo0ePRvPmzQXxd+/eHadPnxYqd/DgQcGXkkOHDlWoeZnH44kkNQBQVVXF4MGDAQCRkZEyxyzOX3/9hdTUVMyZM0eQ1ACgSZMmmD17NpKSkoRW0OYnue+++06Q1ABAW1sby5YtAwD8/vvvFYqBrtgI+Qx8//33uHHjBvr27Yu1a9eK7I+KioK7uzvi4uLQp08fDBo0CB8+fMDp06dx5coVXL9+HR07dhR6TV5eHnr06IHMzEwMHDgQqqqqaNiwIQBgy5YtWLBgAYyMjDBmzBhoa2vj/PnzWLBgAW7fvo0zZ86UO8/su3fv4OLigqysLHzxxRcYOXIksrKyEBERgZ07d2LTpk1QVS35CPvw4QPc3NwQFhaGtm3bYsaMGSguLkZYWBh++uknLFiwQNBk9tdff2H06NHQ0NDAyJEj0aBBA/j6+mLVqlW4cuUKbt68KTKXYXJyMjp37gwjIyOMGjUKubm50NPTAwDs2rULs2bNgoGBAQYMGIAGDRrg8ePHWLt2Lfz8/ODn5yc2mZS1ZMkSqKuro1u3bjA1NcXHjx9x/vx5DBs2DL/++ivmzJkDAGjbti2+/fZb/PLLL3B0dMSgQYMEdYhrKpRFcXExLl++DABo06aN2DL+/v548OABeDwebGxs0KtXL+jo6IiU4yfXPn36iOzz9PSEt7c3/v33XyxYsADAf13/xbUg8LfduHEDDRo0kP2EGKk1nJycGADm5ORU4dc+CIpgD4Ii2NOw6KoPjCi1Q4cOMQCsefPm7NOnT2LLdOnShamoqLDLly8LbX/16hXT1dVl9vb2QtvNzc0ZAObp6cmys7OF9kVGRjJVVVXWoEEDFhsbK9iem5vLunXrxgCww4cPlxv3r7/+ygCwbdu2iexLTk4W+nno0KEMAFu6dKlI2cTERFZQUMAYYywtLY3p6+szDQ0N9vz5c0GZoqIiNnLkSAaArVq1Suj1KOlzxSZOnMgKCwuF9r18+ZKpqqoyR0dHlpSUJLRv/fr1DADbtGlTuefKGGNRUVEi2zIyMpi9vT3T19dnWVlZgu3R0dEMAJswYYJMdZeVl5fHVq5cyVasWMFmzZrFWrVqJTjHslauXCl4D0o/DAwM2KFDh0TKOzs7MwAi7wdjjCUlJTEArFWrVoJtixcvZgDYb7/9JlL+7NmzguO1bdtW5s+/OpPY+P/RxD3c3NxEyufm5rIff/yRNW/enGloaDBTU1M2ZcoU9v79+wof++HDh6xfv35MX1+f1atXj3Xs2JGdPHmyCs5KGCU2UlGPHj1impqaTEdHhwUHB4stExgYyACwb775Ruz++fPnMwAsKChIsI3//610cuBbtWoVA8B++uknkX137txhAFiPHj3KjZ2f2Hbv3i21XEJCAuM4jllbW7P8/HypZQ8fPswAsBkzZojse/PmDVNVVWVWVlZC2wEwdXV19vHjR5HXzJ07lwFg/v7+IvuKioqYiYkJa9++vdSYyrN582YGgN28eVOwrbKJLSMjQ+gzkuM49v333wu+AJR25swZtn//fvb69WuWk5PDoqOj2fbt25mhoSHjOI6dO3dOqLyNjQ0DILau/Px8BoC1bt1asO3WrVsMALOxsRH64pWVlcU6duwoiNHe3l7mz7861RSpr68v9uZ52cvz4uJifPXVV7hy5Qo6deqEoUOHIiIiAvv27cP169dx//59mJiYyHRMPz8/eHp6QlNTE6NGjYKuri5Onz6NkSNH4u3bt4LLbaVB/f0/G+/fv8fgwYORl5eHY8eOoXXr1mLL3b9/X1De29tbZH9YWJjg39LNVJqammLX1Xr69CkAiO1o0LlzZ2hqauLZs2flxj9gwAAsWbIEs2bNwvXr19G3b1+4ubnByspKqNzjx4/BGIOHhwfU1NSk1ikttmbNmsHKygrh4eHIyMgQGkRsaWkJY2Njkdfw3zt+c21ZampqgvevPB8+fMCGDRvg4+ODN2/eICcnR2j/u3fvZKpHFjo6OmCMobi4GO/evcOFCxewdOlS3Lt3D5cuXRI0swIQ3Hvjs7CwwOzZs2Fra4vevXtj+fLlGDhwYIWOn5ubK3ju6uqKcePG4ciRI7Czs8PAgQMFvSILCwuhr6+PtLS0ip2gzCleyZmbmzNzc3OZyu7fv58BYKNHj2bFxcWC7bt27WIA2NSpU2Wqp6CggFlbWzMNDQ329OlTwfbU1FTWokULpq6uzmJiYipyGlJVyRVbaHSVxUOUV35+vqDZ74cffpBads2aNRJbO0o/Dh48KHiNubk5a9asmdj6evbsyQBI/Ns3NzdnqqqqMp1HUFAQGzp0KNPR0RHE0apVK3bq1ClBmT///JMBYCtXriy3vkmTJolc/ZTm5ubGALC4uDjBNgDM1dVVbPnmzZvL9N6VJzk5mTVr1owBYF27dmWzZ89my5cvZytXrmRfffUVA8AOHDggKF/ZKzZxTp06xQCw//3vfzK/hn/+aWlpgm0VbYpkrOTq9pdffmEODg5MQ0ODGRgYsJEjR7I3b94wHR0dpqqqytq1ayfz559MvSJjY2Mr9VA2e/fuBQCsX79e6Ab2tGnTYGVlhaNHj4p8WxLnxo0biIqKwpgxY9C2bVvBdn19fSxduhT5+fk4dOhQlcdfGYwu2T4Lc+bMQUBAAL788kv8+OOPUsvyv51v374drOT2hNhH2RmHJHX+4Nf3/v17kX2MMbx//17oikCaNm3a4O+//0ZKSgru3buHFStWIDExESNHjsSdO3cA/DeOKj4+vtz6pMUG/NeRoWx85Z1renq61PeuPH/88QdiY2OxevVqBAQEYPv27Vi9ejW8vb3RqVOncl9fFfidPSoycJ9/FVu696eNjQ2Akh6tZfG3NW7cWGg7j8fD3Llz8fz5c+Tm5uLTp084ceIEiouLkZmZCQcHhwotai1TYrOwsIClpaVcj7LNBtUpLy8PBw8exLp167Bjxw48ePBApExubi4ePHiAli1bigxQ5TgOvXv3RlZWFh4/flzu8crr/QMAt27dkuNMCJHfnj17sHv3brRs2RJHjx4t9wOB39uxdBfsymjXrh0A8R+QDx48QG5urtAXQVmoqamhU6dO+PHHH/Hrr7+CMYZ///0XAODs7Awejwc/Pz+xM2fIGtvbt28RFRUFKysrmecy5L93/CZJeUVFRQEAvvrqK5F9t2/fFtmmoqICACgqKqrUcUvjN3WW15zLl5WVhZcvX0JbW1uomdbNzQ0A4OvrK/KaK1euAADGjx8v0zGOHj0KABg1apRM5QVkudzkOI7xeDzGcVyFHzweT5ZDVJqkziMdOnRgkZGRgnLBwcEMAPvyyy/F1rNp0yYGgP3xxx/lHnPYsGEMAHv8+LHY/To6Oqxp06bynZAYVdEUGRj6usriIcrnzp07TF1dnenp6bHQ0FCZX9exY0fGcRw7ceKEyL6ioiKRpjtpTf/8XpENGzZk8fHxgu15eXnM1dVV5l6Rjx8/Fmri4tu4cSMDwLy9vQXbhg8fzgCwZcuWiZR///69SK9ITU1Noc40xcXFbPTo0RJ7RYrrgMZYSVOpqqoqa9myJXvz5o3I/k+fPrHAwMByz3XdunUMANu5c6fQ9qNHjwo+y0o3RWZkZDCO4yTGJcnLly+FelfyZWVlsb59+zIAbO3atYLt6enp7NWrVyLls7OzBe9X2Z6UKSkpTF9fnxkbG7O3b98Ktr99+5YZGxszY2Njkc9Xcb9nf39/pq2tzczNzVl6enqFPv8q1XmkvG+CTIFLpEycOBHdu3dHmzZtoKOjg/DwcGzZsgVHjhxBz549ERQUBF1dXcFNSH19fbH18JsWZLlZKUtdFb7pSYicMjIyMHToUOTn56NLly44ceKE1PLu7u6CThTHjx+Hh4cHRo0ahW3btsHJyQlaWlqIjY3FvXv38PHjR6Eb/tJYW1sLxo45ODhgxIgR0NbWxoULF/Dq1St89dVX+Prrr8ut58iRI9i9ezdcXV1hbW0NPT09hISE4NKlSzAyMsLEiRMFZXfu3Ing4GCsXbsWly5dQo8ePcAYQ3h4OHx9ffH+/XsYGBhAT08Pe/fuxejRo9GxY0eMHDkSJiYmuHbtGp48eQIXFxcsXLhQpvMESppKd+7ciRkzZqBly5bo378/rK2tkZGRgdevX+PWrVvw8vIqd4DxuHHj8NNPP2HOnDnw8/ODubk5nj9/juvXr2PIkCE4c+aMUHkdHR106NAB/v7+GDduHGxsbMDj8TBu3DipU6WdOnUKW7ZsQbdu3WBhYQE9PT3Ex8fDx8cHycnJ6N69O7777jtB+eTkZLRq1QodOnSAra0tGjVqhPfv3+PatWuIi4uDvb09Nm7cKHQMQ0ND7NixA+PGjYOTkxNGjhwJoGRKreTkZJw8eVJkkP6wYcOQk5MDBwcH6OnpISgoCD4+PjAyMsLZs2crvhpAuamPldxQdXd3F3q4uLgIrsr09PRYu3btWLt27Zi+vr7gSq1t27bM3d1dlkNUm3HjxjEAbPPmzYyx/7objx07Vmz5PXv2MABsy5Yt5dbdu3dvBoBFRESI3W9mZsb09PTkD74MumIj0vA7FMj6KNvZIiUlhS1fvpy1adOGaWlpMR0dHWZjY8PGjBnDzpw5I1RWls5a586dY25ubkxXV5dpaGgwe3t7tnnzZrHdwMW5f/8+mzZtGmvTpg0zMDBgWlpazMbGhs2ePVvs1VFaWhr74YcfWKtWrZiGhgbT19dnbdu2ZStWrBAZBuDv78/69evHDAwMmLq6OmvRogX74YcfWGZmpki9kHLFxvfw4UM2atQoZmZmxtTU1JixsTFzcnJiixcvlvnK+dmzZ6xPnz7M0NCQ6erqMjc3N3bt2jV24MABkSs2xkrGGPbv358ZGBgwjuMYAObn5yf1GI8ePWJTpkxhrVu3ZgYGBkxVVZXVr1+feXh4sN27d4v8btLS0tisWbNYhw4dmImJCVNVVWW6urrMxcWF/fzzzyJjGEvz8fFh3bt3Z9ra2kxHR4e5ubmxq1evMsaYSCvXb7/9xjp06MD09fWZuro6s7a2Zt9++y1LTEwUlKnI559cvSILCgqYm5sb4/F4bOnSpSwnJ0ewLzc3ly1btoxxHMecnZ2F9tWEgIAABoANGTKEMUZNkZTYCCE1rfTAfVlV5PNPrrkit2zZAn9/f9ja2mLt2rVC089oaGhgzZo1sLOzQ2BgoMhlqqLxb2pmZWUBAKysrMDj8cT22AH+67XD79kjjbTeP4mJicjMzJSpHkII+ZwEBARUa/1yJbbDhw+D4ziRLpulNW7cGIwxHD9+XO7gqgK/ZyR/kLaWlhZcXFzw6tUrvHnzRqgsYwxXr16Ftra2YBZ0aWTp/cMvQwghRDHkSmyvX78GUDLi/+PHjyL7P3z4gEePHgGAxEXoqlJYWJjYWbTDwsKwaNEiAMCYMWME26dOnQqgZNJRVqqDy+7du/H69WuMHTsWWlpagu0FBQUICwsTdMnl69mzJ6ysrHDs2DGhmRTS0tKwbt06qKury9ytVVEU2J+HEELE6tGjR7XWL1evSB0dHeTl5SE1NRXdunXD999/L5haJzg4GJs3bxYsdihu9ueqduLECWzZsgWurq4wNzeHtrY2wsPDcenSJRQUFGDJkiVwdXUVlJ8wYQJOnjyJ48ePIzo6Gm5uboiMjMSZM2dgaWmJNWvWCNUfHx8PW1tbmJubCyVqVVVV7Nu3D56ennB1dRWaUuvNmzfYtGmT3LNtE0JIXRUVFSVYCaI6yJXY3N3d8ffff4PjOERERGD69OlC+/lXQRzHwcPDo/JRlsPDwwOhoaF4+vQpbt++jezsbBgbG6N///6YOXOmyABqHo+Hc+fOYcOGDThy5Ai2bt0KIyMjTJo0CWvWrJF5nkj+sQMCArBy5UqcPHkSBQUFsLe3x08//STo5koIIeQ/b968QZcuXaqtfo6xijdOhYaGwtnZWTCupWwVHMeBMQYtLS08evQIdnZ2VRPtZ659+/YIDAyEk5MTnjx5UqHXPgwuWTxQVUUFTra0cjIhpOacPn26wqtiV+TzT657bLa2tjh//jyMjY2Frs74A7YZYzA2Nsa5c+coqSkduslGCKlZFU1qFSX3zCM9e/bEq1ev8Mcff+DatWuCHobNmjVDr169MGnSJBgaGlZZoIQQQuqGv/76C8OHD6+2+is1pZaBgQEWLFigfGuOEYnoeo0QUtPKTqlV1eRqihSHMSa2yz0hhBBSWnWv+lKpK7bExESsX78eFy5cwNu3b8EYQ2FhIXbv3o33799DVVUVS5curapYSVWgSzZCSA1r1qxZtdYvd2K7f/8+Bg4ciOTkZKEOJEDJuK81a9aA4zh06dJF7DLshBBCPk83b97E6NGjq61+uZoiU1JSMGTIECQlJQEQXb5m2LBhgueXLl2qRHikqtEK2oSQuk6uxLZjxw4kJiYKxquVHcfm4OAgmHy4sivLEkIIqVtKzwRVHeRKbBcuXBA8P3bsGAYNGiRSxs7ODowxREZGyh0cqQZ0wUYIqWHx8fHVWr9ciS0iIgIcx8HZ2RmjRo2CioqKSBkDAwMAJc2WhBBCCF/ZCeWrmlyJLScnBwCkTmLJnwSZx6uyEQWkCtAFGyGkplV3XpCrdiMjIzDG8OrVK7H7MzIyEBgYCACoX7++/NGRakCpjRBSs6p7gni5EpujoyMAIDIyEhs3bhQaRf7+/Xt4eXkhMzMTHMehbdu2VRIoIYSQuuHMmTPVWr9c49gGDRokWDV68eLFQvv4K2fzDR48uBLhkapGC40SQmpaXl5etdYv1xWbl5cXbGxsBD8zxgRj2YqLiwGUjG2zsbHB2LFjqyBMQgghdUV1zzwiV2LT1NTE2bNnYWZmJpTUgP/WYmvYsCHOnDkDDQ2NKguWEEJI7deiRYtqrV/urim2trYICgrCsmXLYGdnBy0tLWhpacHOzg5LlixBcHAwrcVGCCFExLVr16q1frkSW3BwMICSsWqrV69GUFAQMjMzkZmZiaCgIKxduxZGRkYAgJkzZ1ZdtIQQQkg55Epsnp6egoVFpZk2bRp2794tzyEqJD4+Htu2bUOfPn3QrFkzqKuro1GjRhg6dCgePHggUt7b21uw4re4R0xMTIWOHx4ejhEjRsDY2BhaWlpwdHTErl27RKYaI4QQAnTt2rVa65erV2RCQgJ69+6NgIAANGjQQGQ/YwxTp07FH3/8ITJBcnXYvn07fvrpJ1hbW6NPnz4wMTFBREQEzp49i7Nnz+LYsWNix01MmDABFhYWItv5s6bIIiQkBF26dEFOTg5GjBgBMzMzXLx4ETNnzkRISAi2b99eiTMjhJC6JykpqXo7kDA5cBzHeDwea9u2LUtLSxPZP3HiRMbj8QTlqtvp06fZzZs3Rbb7+/szNTU1ZmhoyHJzcwXbV65cyQAwPz+/Sh/b1dWVAWCXLl0SbMvLy2Pdu3dnANjdu3crfQw+JycnBoA5OTlV+LUPgiIED0IIqUnHjh2r8Gsq8vknV1Mk/yrsxYsXGDBgAHJzcwX7vLy8cPDgQcHP/Htt1WnIkCFwc3MT2d69e3d4eHjg06dPCAoKqvLjhoeHw9/fHx4eHujXr59gu7q6OlavXg0A2Lt3b5UflxBCiGRyJbadO3cKngcEBGD48OHIz8/H119/jcOHDwt1+ffz86uyYOWhpqYGAFBVFW119ff3x08//YSNGzfi7NmzyMzMrFDdN2/eBAD06dNHZF+3bt2gra2NW7duVTxoQgipw6p7Si257rFNmzYNBQUFmDt3LjiOw6VLl2BtbY13794BKLnH1qxZM1y7dg3Nmzev0oArIjY2FteuXYOpqSns7e1F9q9cuVLoZwMDA/zyyy8YP368TPVHREQAgNBgdT4VFRVYWloiJCQEhYWFYhMrIYR8jv79918MHDiw2uqXexzb7NmzsWXLFkHPv/j4eMHz5s2b4/bt2zWa1AoKCjBu3Djk5eXhp59+Elpax9HREfv378fr16+Rk5OD6OhobN++Hf/X3r2HRVWtfwD/DjLAyHC/CHgBNEBCjkSKGAqiD4hdNQqCH16TvBz0eKmwY4iWhXbq2OV40szAW3lK7VFDBBHEIxai1tEsDRWEUDNTQe7jzPr9sZstm5mBmWGGy/h+nmc/zKy99tprljXvrL3XXkskEmHGjBnYt2+fVueoqakBANjZ2andb2trC4VCgbt373b+AxFCiImor683avmd6kYsWrQIcrkcr7zyCn/5MTAwEIcOHVI7WrKrKBQKzJgxA0ePHkVycjKmTp0q2N92/kovLy+kpKTA398fUVFReP311436a4IQQh5k/fv3N2r5WgW2WbNmtbvfxcUFv//+O0QiEby8vAQTI4tEImzevLlztdSBQqHArFmz8PnnnyMpKQkbNmzQ+tgJEyZgyJAhOHv2LGpra2Fra9tufmVPTdlza6u2thYikQg2NjbafwBCCDFxw4YNM2r5WgW2rKwsrZ5HY4zhm2++EbzvysCmUCgwc+ZMbN26FQkJCcjKytJ5QTtnZ2dcvHgRDQ0NHQY25b015b221uRyOcrLy+Ht7U331wghpJXc3FwkJCQYrXyDLWOqnLWju7QOavHx8di2bZvgvpo26uvrce7cOVhbW8PZ2bnD/MpHDJRL+LR27Ngx1NfXq30MgRBCiPFoHdgYYzpvXUV5+XHr1q14/vnnsX37do1B7e7du/jll19U0hsbG5GcnIy7d+8iLi5OpZd1/vx5nD9/XpDm5+eH8PBwFBYWIicnh09vaWlBWloaAGD27Nmd/XiEEGJSRo0aZdTytbpG1t3PonXkjTfewJYtWyCVSuHr64vVq1er5Jk8eTKCgoLwxx9/YOjQoRg5ciT8/f3h5uaG3377Dfn5+fj1118RGBiIf/zjHyrH+/v7A4BKwP73v/+NsLAwTJ48GfHx8XB3d0d2djbOnTuHlJQUPPbYY8b50IQQ0kvp+sywrrQKbD39cppy0uK6ujq89dZbavN4eXkhKCgIjo6OmD9/Pk6cOIEDBw7g9u3bkEgk8Pf3x8KFC5GSkgKJRKL1uQMCAlBSUoLXX38d2dnZqK+vh6+vL9avX4958+YZ4uMRQohJOXfuHP7yl78YrXyTGNWQlZUlmMarPba2tvjXv/6l8znau7Tq5+eHr776SucyCSFEVytXAqtWca8lEuDiRcDDQ33eigrA25t7XVgIjBvXBRXsATod2ORyOW7evInm5maNeYy9DDghhDyIGhu5INcFq4MZ1HPPPWfU8vUeFVlaWoqYmBhIpVJ4eHjA29tb7TZ48GBD1pcQQkgrn30GqBkP16OpG0luSHr12EpKShAZGYnm5mZaTJMQQrrBwIGAgwNw5gzw978Du3Z1d420V1tba9Ty9eqxrVy5kl+qRtPza935TBshhJg6MzMgI4N7vXs3cOKEfuUUFwNJSYCnJ2BlBdjZASEhwNq1QEeDF/fuBcaPB+ztAakUGD4ceOcdQCbj7gWKROrv6/Xr10+/ympJrx7bt99+y88NaWFhAT8/P9jZ2en8QDQhhBD9Pf44EBEBFBUBy5YBBQXaH6tQAIsXAx9+eD9NKgXq64HSUm7LzARyc7mg19bLLwPvvXf/vb098NNPQGoqkJ0NjBmj+dwjRozQvqJ60CuwtbS0AODmSiwpKYGvr69BK0UIIUQ7a9YAo0dzox4PHgRiYrQ7Lj2dC2qurtzrF14AHB253lZxMbBkCfD998Czz3JBrvXshDt33g9qiYlcL61/f6CpCdi2DVi4EGhvbefs7OyeN6WWMpCNGjWKghohhHSj0FBAuWDJa68B2gx7qKjgLmNKJEBeHjB/PhfUAEAs5i4fFhUBAwYAp08DrVfyYgz4c2IlREUB27dzQQ3gLmUmJwMffwzcvm2oT6g7vQJbUlISGGMoKyujwSOEENLN3n4b6NMH+OEH4IsvOs6flQXI5Vzvbvhw9XlsbIDJk7nXubn303/4gXt2DuAGragbTjF9OtDeU16PPvpox5XsBL0C28KFCxEcHIyKigrMmTNH47IthBBCjG/oUGDmTO51Whp3ObE9xcXc37w8wM1N85aZyeW7cuX+sadPc3/FYkDTjIEiEXfvTxNZRxXsJL3uscXExEAmk4Exhs2bN2PHjh146KGH4OTkpJJXJBLh8OHDna4o6RyRSLtLFISQ3mnlSmDHDuDyZWDDBmDBAs15r17l/tbXc1tHGhruv/79d+6vkxNgYaH5mPbWEj1z5gwCAgI6PrGe9ApsR44c4Yf5M8bQ2NiIs2fPqgzxV67HRnoCEQCKbISYqv79uWD2zjvA6tX3e3DqyOXc39RUbvCJPnryV3un12NTBjgKYD0b/esQYvqWLeMe2r5xQzgUvy03N+5v60uM2nJx4f7evAn8OUBerepqzfsmK2/eGYnega0nrcdGtECRjRCT5+DABTeAC2zKy4ZthYVxf/PzuSH6uggO5v7KZMDx4+rzMAYcPaq5jKPt7TQAvS5FlpeXG7oehBBCDGDBAuCjj4BffwXefFN9nlmzuEuWN29yz7CtXau5vJYWbpNKufdBQcBDD3EjI9es4QaJtL1gt317+73BW7du6fSZdKVXj83T01OnjXQ/EXXZCHkgSCTcQBIA2L9ffZ4hQ+4/i/bOO8C0acCPP97ff+8eN6z/jTe4IPbDD/f3iUT3l83JzeWG9isHozQ1AZs3A3PmcL1HTdQNNDSkTt9jI4QQ0rPMmME9AtCetDRuE4m42UICA4G+fQFnZ+5B60ce4XpzVVWqPbLERGDRIu71tm3cg9yOjoCtLTB7NjcTyty53H4rK9Vzj2lvvi0D6PR6bA0NDbh48SJqamo03lcLDw/v7GlIZ1GHjZAHRp8+3EPbzz6rOY9IxPXI4uK4mUIKC7kgVlPD9bZ8fbl7cVOmcIGqrXXrgPBwblqu06eB5mbA3x+YOpULekuXcvns7VWP3bt3r1Gn1NI7sFVXV2PBggXIzs7GvXv3NOYTiUTt7u9OpaWlSE9Px/HjxyGTyRAYGIglS5YgLi5O6zKam5uxdu1abNu2DVVVVXB0dMSTTz6J1atXw9XV1Yi11w3FNUJMw8qV9y81tmfKFO2eXR02DFi/Xr+6TJlyfzqvtk6e5P4a8XE1jfQKbHV1dRgzZgwqKyt77ejHwsJCTJw4EVZWVnjhhRdgY2OD3bt3Iz4+HlVVVViq/LnRDoVCgWeeeQa5ubkIDQ1FbGwsysrK8Omnn+Lw4cP47rvv4KIcG9vN6HEMQkhXKSq6P2JS3aTMQUFBxq0A08M777zDRCIRMzMz4/8qX7d9b2Zmps8pjEomk7EhQ4YwS0tL9v333/Ppd+7cYb6+vszCwoJVVFR0WM5nn33GALCEhASmUCj49I8//pgBYC+99JJB6x0cHMwAsODgYJ2P/elSFSs5W8ZKzpYxmeyeQetFCHnwzJ/PWGYmY9euMab8+rt9m7ENGxizs2MMYGz8ePXHnj9/Xufz6fL9p9fgkezsbP71Y489xvfavLy8EB0dzT+w/fzzz2PatGmdj74GVlBQgEuXLiExMVHwy8HOzg5///vf0dLSgi1btnRYzqZNmwAAGRkZgh7RnDlzMHjwYOzYsQONjY0Gr78+zPrc/6dubO+pSkII0UJxMTe7ibs7NxLT0ZHb5s7l7tM9/DCwdav6Y08rJ5w0Er0uRZ4/fx4AN2SzsLAQlpaWALjF47788kt8/fXXiI2NRWVlJYqKigxXWwM5cuQIACA6Olpl38SJEwGgw3o3NTWhpKQEfn5+Ko80iEQiREVFYePGjTh58iTGjh1rmIobyIXyq3CwtW41awzQ+i6cSOUFIYQIpSyyQN5BC/zwvRg3fzfD3bsi2Nkz+Prew8THW5D4f424ZwZcuaZ6rFyuMGrd9Apsd+7cgUgkwvDhwyEWi/l0Zc9typQpCA4OxokTJ5CRkYH09HTD1NZAysrKAAA+Pj4q+9zc3CCVSvk8mly6dAkKhUJtGa3LLisr6xGBrXWMUjCGP2o6WPOdEELa8ZcR3KZJbSO3qTPILxCNTS2QWLUzi3In6HUp0tyci4c2NjYAAIs/p3hu/TS5m5sbGGP4QpvFgbqYcpkdOzs7tfttbW07XIpHmzJa5+turo52RvuPiBBCdHG96jIsxJ1+2kwjvUp2cHBAY2Mj6v9c78De3h43btxASUkJqqurYWlpiZKSEgBAZWWl4WpL9GZvYw17G+vurgYhhODS2VL06WO8+UH0KtnV1RWMMdz+c+1vX19fAEBjYyN8fHzg5eXF994kEomBqmo4yl6Wpt5UbW2txp6YLmW0zkcIIYRj7O9FvQJbYGAgAOCXX34BYwxRUVH8vqamJjQ0NPBrsfXEWUda3/9q6/r166irq9N470xp8ODBMDMz03gvrr37eIQQ8iCbMGGCUcvXK7CNGDECffv2hVwux9mzZzF//ny4uLjwwUw59N3KygqrlLNl9iARf65ZnpeXp7IvNzdXkEcTiUSCkJAQXLhwAVfaTGPNGMOhQ4dgbW2NESPaubtKCCEPoD179hi1fBFjhpk65MKFC1i6dCmOHTsGmUyG0NBQrFmzBiNHjjRE8QZ17949+Pn5obq6Gt999x3/LFtNTQ1CQkJQUVGBCxcuwMvLCwBw7do11NTUwN3dXdCFzszMxKxZs5CQkIAdO3bwAX3Dhg2YN28eXnrpJWzcuNFg9XZ0dMTt27chkUjg7+9vsHIJIaQr3bp1C46Ojjod8/PPP6OxsREODg4dL3uj8+PfJqKgoICJxWJmY2PDkpOT2ZIlS5inpycDwN59911B3unTpzMALDMzU5Aul8vZxIkTGQAWGhrKUlNTWWxsLBOJRMzb25vduHHDoHWWSCQMAG200UbbA7tJJJIOvyuNN97yT/v378dTTz1l7NPoLDIyEseOHUN6ejr+85//8JMgr127FvHx8VqVYWZmhr1792LNmjXYtm0b1q1bB0dHR7z44otYvXq1weeJdHV1xY0bN2BlZQVvb2+djlX+2qHeXudRWxoOtaXhmHpblpeXo6mpSavJ5Q12KbKtAwcOYOXKlTh16hTkcrkxTkF08Oijj+L06dMIDg7GqVOnurs6vRq1peFQWxoOteV9OvXYqqqqcOjQIdy8eRMeHh6IiYmBs7OzIE9+fj7S0tJw4sQJfjAJIYQQ0lW0DmwffvghXn31VchkMj5NIpFgw4YNSEpKQk1NDWbMmIF9+/YBQK9dzoYQQkjvplVgO3XqFBYvXqwSrBoaGjBr1iwEBgZizpw5KC0tFQz5Z4zx028RQgghXUGr59g++eQTlWfUAG4We7lcjri4OJw4cYJPY4yhT58+mDlzJr8SACGEENIVtOpOffvtt3xAs7OzQ3h4OBhjKCoqwt27d/lZNhhjMDMzw7Rp05CWlobBgwcbr+aEEEKIGloFtsrKSjDGIJVKcebMGQwYMAAAcOXKFQQEBKCxsRGMMXh7e2P37t3GX/abEEII0UCrS5F1dXUQiUQICQnhgxoAeHp6IjQ0lL9MuXXrVgpqhBBCupVWgU2h4FY7VTcFioODA/86JCTEQNUihBBC9KPTkMWGhgaV9dUaGhr419evX1c7zH/QoEF6Vo8QQgjRjU6BLScnR+NUTowxftLg1kQiEe7du6dX5QghhBBd6RTYOnromh7K7rleeuklXLt2De7u7t1dlV6P2tJwqC0Nh9ryPq3mijQzM9NraizloBKaK5IQQkhX0brHRr0xQgghvYHRZvcnhBBCuoNWw/0JIYSQ3oICGyGEEJNCgc3ElZaW4vHHH4e9vT2sra0RGhqKL7/8srur1SW2b9+OOXPmYMSIEbC0tIRIJEJWVpbG/LW1tViyZAk8PT1haWkJLy8vvPLKK6irq1ObX6FQ4KOPPkJgYCAkEglcXFyQkJCAy5cvazxHbm4uIiIiYGNjA1tbW0RGRuLw4cOd/ahGVV1djffffx/R0dEYNGgQLCws4ObmhtjYWJSUlKg9htpSvaamJixZsgTh4eHw8PCAlZUV3NzcEBYWhszMTMGyYErUlnpgxGQVFBQwsVjMbGxsWHJyMluyZAnz9PRkANi7777b3dUzOuVndXZ25l9nZmaqzVtXV8eCgoIYABYdHc1SU1NZdHQ0A8BGjhzJGhsbVY6ZPXs2A8ACAgLYq6++ypKSkpiFhQVzdHRkv/zyi0r+bdu2MQDMxcWFpaSksJSUFObi4sJEIhH76quvDP3xDSY1NZUBYEOGDGEvvvgiW7ZsGYuNjWV9+vRhZmZmbOfOnYL81Jaa/f7778zKyoqFh4ez2bNns9dee43NnTuX/+8zOjqayeVyPj+1pX4osJkomUzGhgwZwiwtLdn333/Pp9+5c4f5+voyCwsLVlFR0X0V7AKHDh3iP2NGRka7gW3FihUMAEtNTRWkK7/U3377bUF6QUEBA8DCw8NZc3Mzn37gwAH+S6i1W7duMXt7e+bs7Myqqqr49KqqKubs7MycnZ1ZbW1tZz6u0ezevZsdOXJEJf3o0aNMLBYzBwcH1tTUxKdTW2oml8sFn1FJJpOxcePGMQDsm2++4dOpLfVDgc1E5ebmMgBs5syZKvuysrIYALZq1apuqFn3aC+wKRQK5uHhwaRSKaurqxPsq6urY1KplA0ePFiQnpCQwACwoqIilfKUX1BXrlzh0zZu3KixzVeuXMkAsC1btuj56bqPsvdQWlrKGKO27IwPPviAAWDvv/8+Y4zasjPoHpuJOnLkCAAgOjpaZd/EiRMBAEVFRV1ZpR6rrKwMV69eRVhYGKytrQX7rK2tERYWhsuXL6OqqopPP3LkCL+vLXXta6r/HmKxGABgbs49EkttqR+FQoGDBw8CAIYNGwaA2rIzKLCZKOXirz4+Pir73NzcIJVK+TwPuvbaqnW6Ml99fT2uXbsGb29v9OnTp8P8HZ1DXf7eoLKyEvn5+XB3d0dgYCAAaktttbS0YOXKlUhPT0dKSgoCAgKQk5ODmTNnYsKECQCoLTtDp7kiSe9RU1MDgFvxXB1bW1s+z4NOm7ZqnU/X/B0doy5/TyeTyTB16lQ0Nzdj7dq1/BcptaV2WlpasGrVKv69SCTCyy+/jIyMDD6N2lJ/1GMjhOhEoVBgxowZOHr0KJKTkzF16tTurlKvI5VKwRiDXC5HVVUV1q9fj08//RTjxo1DbW1td1ev16PAZqKUv8A0/dqqra3V+MvuQaNNW7XOp2v+jo5Rl7+nUigUmDVrFj7//HMkJSVhw4YNgv3UlroxMzPDgAEDMG/ePHzyyScoLi7GW2+9BYDasjMosJmo9q6PX79+HXV1dRqv3T9oOrqX0PY+hLW1Ndzd3VFeXq525Qp19y3aO0dH91J6CoVCgZkzZ2LLli1ISEhAVlYWzMyEXyHUlvpTDuBQDuigttQfBTYTFRERAQDIy8tT2ZebmyvI86Dz8fGBh4cHiouLUV9fL9hXX1+P4uJieHt7Y+DAgXx6REQEv68tZfuGh4cL8gO9999DGdS2bt2K+Ph4bNu2TeMABWpL/Vy9ehXA/ZGm1Jad0N3PGxDjkMlkbPDgwe0+oF1eXt5t9etqPeEBbTs7u175IKxcLmfTp09nANjzzz/PZDJZu/mpLTU7d+4cq6+vV0mvr69nMTExDAB76623+HRqS/1QYDNhD/qUWps2bWLTp09n06dPZ8HBwQwACwsL49M2bdrE562rq2PDhw/n/+dftmyZYOqihoYGlfLbTl00depUfuqiCxcuqORvb+qiL7/80qht0Rnp6ekMAJNKpWz58uUsPT1dZWv944naUrP09HRmY2PDJk2axObNm8dSU1NZUlISc3JyYgDY2LFjBe1DbakfCmwmrqSkhMXExDBbW1smkUhYSEiIytx+pkrZy9C0TZ8+XZD/zp07bNGiRWzgwIFMLBazQYMGsaVLl2r8xSqXy9kHH3zAAgICmKWlJXNycmLx8fHs4sWLGuuUk5PDxo4dy6ytrZlUKmURERHs0KFDhvzYBtdRO6rrCVNbqldaWsqSk5NZQEAAs7e3Z+bm5szJyYlFRkayjRs3qu0NU1vqjhYaJYQQYlJo8AghhBCTQoGNEEKISaHARgghxKRQYCOEEGJSKLARQggxKRTYCCGEmBQKbIQQQkwKBTZCCCEmhQIbIYQQk0KBjRA9XLt2DRkZGZg0aRIGDRoEqVQKsVgMe3t7DBs2DHFxcfjwww9RWVnZ3VXtMl5eXhCJRCqbmZkZbGxsMHToUEydOhWHDx/u7qqqqKioENR53Lhx3V0l0gk0pRYhOmhpacHy5cvxwQcfQCaTdZhfJBJBJpOpXeLF1Hh5eeHKlSta5V28eDH++c9/GrlG2quoqIC3tzf/PiIigl8XjfQ+5t1dAUJ6i6amJsTExKCoqEiQbmFhgUceeQT9+vVDY2MjLl26hMuXLwMAGDfReHdUt9uFh4fDxcUFtbW1OHnyJG7fvs3vW7duHZ577jk89thj3VhDYqoosBGipZSUFJWgtmTJEqSlpcHe3l6Qfu3aNezcuRPvv/9+11Wwh1m1ahV/Sa+mpgbBwcF8wAeAAwcOUGAjRkH32AjRwo8//ojMzExBWlpaGt577z2VoAYA7u7uWLx4MS5evAhzc9Xfj4wxfPPNN4iLi4OXlxckEgn69u0LPz8/zJs3D+fPn1dbj3HjxgnuBVVUVKCgoABPPPEEHB0dYWVlhYCAAKxbt05jT1Hfc3eGnZ0dnnzySUHazZs3VfJt374dycnJGDVqFAYNGgQbGxuIxWI4OTlh9OjRWLFiBX777Te152jdLl5eXlAoFPj0008RGhoKqVQKqVSKsWPHIicnR+f679+/H5aWlnz5tra2KCgo0Lkc0kW6bcEcQnqR5cuXC9Yfc3FxYY2NjXqVVVtbyyZNmtTu+mZisZht2LBB5diIiAhBvmnTpmks429/+5tBz90R5SK2yq2wsFCwf8GCBYL9q1atUikjICCgw7XfHB0dBQubKrXO069fP35BzrabSCRie/bsERxbXl4uyBMREcHv27NnDxOLxfw+Z2dnVlpaqnP7kK5DgY0QLURGRgq++F544QW9y3riiSdUgmRMTAyLjIxkFhYWgi/gAwcOCI5tG9jw58rW48ePZw899JAg3czMjFVWVhrs3B1pL7DdunWLeXl5Ccr/3//+p1JGQEAAs7KyYkFBQWz8+PHsmWeeYVFRUczDw0NQdlBQkMqx6oKYu7s7i4qKYs7OzoJ0Hx8fwbGaAttXX33FzM3N+fSBAweyn3/+Wad2IV2PAhshWnj44YcFX3ypqakqefr379/hSt35+fmCfU8//TRrbm7m91+4cIFJpVJ+/7BhwwTnaBvYPD09WUVFBWOMMZlMxiZMmCDYv2XLFoOduyNtA1t4eDiLjY1lUVFRzN7eXrBv9erVass4c+aMoE5KcrmcxcXFCcpoG2DatntMTAxraGhgjDF2/fp15urqKth/5coV/lh1ge2LL74QBDU/Pz+VHwqkZ6LBI4R0oa+//lrw/ubNm0hMTBSkicVi/vWPP/6IiooKeHl5qS1v2bJl8PT0BACYm5vj8ccfFzwnVl1dbbRzd+To0aMqaa6urvj8888xYcIEtcd4e3tj/fr1yM7Oxs8//4xbt26hqalJbd7z589j6NChGs+/bt06SCQSAEC/fv0watQo7N+/n99fXV2NQYMGqT327NmzSEpKglwuBwCMGDECOTk5cHZ21ng+0nNQYCNEC/369cNPP/3Ev1f34PUTTzyBP/74A1euXMHJkyfVllNeXi54f/z48Q7PXV5erjG4jBw5UvDezs5O8L65udlo59bHjRs3MG/ePOTl5amUe+PGDYwZMwZlZWValVVTU6Nxn1QqVQl67bVNW7du3eJf9+3bF/v376eg1ovQqEhCtNB2WHpBQYHKA9obN27Erl278Ne//tWg566vr9e4z8nJSfDe0A+Ct3fujhQWFqKlpQWnTp1CcHAwn15WVobY2Fi+N6T0xhtvCIKaubk5wsLCMGXKFMTGxsLf31+Qn7XzfGDbdgH0b5uGhgYkJiaisbFRr+NJ16PARogW4uPjIRKJ+Pe//fYb1q1bp3M5rWe3AICdO3fyD3Fr2toOk9dXd5xbLBYjODgY+/btg1Qq5dNPnz6NzZs3C/L+97//FbwvLi7GsWPHsGfPHuzatQtjx47tVF10MWrUKERGRvLvCwsL8dRTT1Fw6yUosBGihcDAQEybNk2Q9tprr+HNN9/U6cvu6aefFrxPS0tTuUQIcPd/1q9fjwULFuhX4R527v79+2Pp0qWCtDfffFNwObBtD7hv377862+//Rbbt283WH06YmVlhX379iE0NJRPO3z4MCZPnqzxnh/pOSiwEaKljz/+GKNHj+bfKxQKrFixAi4uLhg3bhwmT56MiIgIzJ8/X2MZ0dHRiIqK4t+XlZXBx8cHISEheOaZZxAVFQVvb28MGDAAKSkpOHv2rMHq353nBoBFixYJHmb/9ddfsWnTJv596yACAKNHj8akSZMQFhaGMWPGdHlvSSqVIicnB0FBQXxaXl4epkyZ0u79OdL9KLARoiWJRIKCggLMnz9fcL+mvr4eRUVF2Lt3L44ePSr4AjY3N4ePj4+gnF27dmHixIn8e7lcjtLSUuzbtw/5+fmoqKgQHG9I3Xlue3t7LF68WJCWkZHB94DS0tIE98bq6upw8OBBHD9+HN7e3pg7d65B66MNe3t75OXlCQaiHDx4EM8++yxaWlq6vD5EOxTYCNGBlZUV1q9fj4sXL2LFihWIiIiAm5sbLC0tYWFhAWdnZzz66KOYNm0aNm/ejOrqaixfvlxQhq2tLQ4ePIjs7GwkJiZiyJAh6Nu3L/r06QMHBwc88sgjePHFF7Fz507s27fPoPXvznMDXK/NwcGBf3/16lVs3LgRAHcPsLS0FImJiXB2doZYLIanpycWLlyI0tJSuLq6Grw+2nBxcUF+fr7gHuWBAwcQGxtLwa2HomVrCCGEmBTqsRFCCDEpFNgIIYSYFApshBBCTAoFNkIIISaFAhshhBCTQoGNEEKISaHARgghxKRQYCOEEGJSKLARQggxKRTYCCGEmBQKbIQQQkwKBTZCCCEm5f8BH0FfkxDVA0QAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 16.666666666666668 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2417 genes\n", + "intersection pct: 0.6886039886039886\n", + "precision: 0.008453956556222546 \n", + "recall: 0.6105717367853291 \n", + "random precision: 0.0015874722920154426\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 119.74it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.006381814653757586\n", + "Area Under Precision-Recall Curve (AUPRC): 0.00570114549183624\n", + "EPR: 7.631369300737973\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/6 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 62.5 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 12455 genes\n", + "intersection pct: 0.5380362002678302\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "precision: 0.0008896322223674437 \n", + "recall: 1.0 \n", + "random precision: 0.0008897036558203398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:30<00:00, 4.13it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:30<00:00, 4.14it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0010695160951065194\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0010694522965265687\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 1.8924883676583275\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/12 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ0AAAIJCAYAAAB+wOBqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC3aklEQVR4nOzdd1hT1xsH8O9NWGEvZSjTCYooKHUVpQ6s1r1HlbqtrfWnbVVa9652amtVqqKtFatWa+uiCo66xYUiIrJEhuwVRsL9/RETCRkkIWHo+3keH8m95557EkLe3HPPeQ/DsiwLQgghpA5w6rsBhBBC3hwUdAghhNQZCjqEEELqDAUdQgghdYaCDiGEkDpDQYcQQkidoaBDCCGkzlDQIYQQUmco6BBCCKkzFHQI0dC1a9cwefJkuLm5gcfjwdLSEr6+vli+fDlyc3PrpA0Mw2j8T8zV1VXlY7777rs6eV7k9aVX3w0gpDH68ssvsW7dOlTNIlVaWoqoqChERUVh27Zt+Oeff9ClS5d6bCUhDQ8FHULU9OOPP2Lt2rWSx8bGxvD390dWVhZu3rwJAHjx4gUCAwPx8OFD2Nvb66wtI0eOlNl28+ZNJCUlSR57eHjA09NT5Tr9/f3RpEkTuftatWqlfiMJqYolhKisoKCANTMzYwGwAFgTExM2JiZGsn/16tWSfQDYqVOn1nkbp0yZItWG5cuXKy3v4uIiVT4iIqJO2kneTHRPhxA1HDx4EIWFhZLHY8aMQdu2bSWPFy5cCB6PJ3l84MABFBcX12kb61J2djZWrFiBt956C9bW1tDX14e5uTnc3d3Rp08fLFq0CBcuXKjvZpIGhLrXCFFD9Q9QPz8/qcc8Hg9eXl64fv06AKCkpAQ3b95Er1696qyNdSUrKwudO3eW6soDgMLCQhQWFiIhIQHnzp1DfHw8/P3966mVpKGhoEOIGh49eiT1uFmzZjJlqm979OhRowo6y5cvV3hP59ChQ5Kfd+7cKRVwXF1d0b59e5SVlSE1NRUJCQng8/k6by9pXCjoEKKGvLw8qccmJiYyZapvq6vh09qiandYQkKC5OfWrVvj4cOH4HK5km3l5eW4dOlSo3v+RLco6BBSC6ychXflbXsdubi4SH5OSEhAcHAwOnfujBYtWqB169YwNTXFO++8U48tJA0RDSQgRA2WlpZSj0tKSmTKVB84YGVlpcsmaV1ERARYlpX7r6oZM2bA2dkZAFBRUYGvvvoKY8aMga+vL8zNzeHp6YklS5bgxYsX9fE0SANFQYcQNVQdqQYAz549kymTmpqq9JjXRdOmTXHnzh2sXbsW3bt3l+pWZFkWMTEx2LBhA/z8/FBQUFCPLSUNCQUdQtRQfRTWtWvXpB6XlJQgOjpa8tjY2BidO3euk7bVBysrKwQHB+O///5DYWEhMjIycPHiRQwfPlxSJjExEUeOHKnHVpKGhIIOIWoYM2YMzMzMJI//+OMPxMTESB5v2rRJasTWuHHj5A42eB1ERERg3759yMnJASDKA9e0aVP07NkT7777rlTZ9PT0+mgiaYBoIAEhajAzM8P69evx0UcfARBd2XTu3Bn+/v548eIFbt26JSlrZWWFNWvW1FdTde7u3bv43//+By6Xi9atW8PZ2Rk8Hg/p6em4ceOGVFkPD496aiVpaCjoEKKmuXPn4vnz51i/fj1YlkVJSQlOnTolVcbW1hYnTpyAg4NDPbWy7giFQsTExEhd8VU1cOBADB48uI5bRRoqCjqEaGDt2rUYMmQItm7digsXLiAjIwOGhoZo0aIFBg8ejPnz5ze6UWvqGjFiBDgcDq5cuYL79+8jKysLOTk54HA4aNq0KTp06IAxY8Zg4sSJ4HCoJ5+IMOybMqmAEEJIvaOvH4QQQuoMBR1CCCF1hoIOITq2d+9e6OnpqfQvICBA5bItW7as76dGiNpoIAEhOlZZWQmhUKhSWZZlVS4rEAhq0yxC6gUNJCCEEFJnqHuNEEJInaGgQwghpM5Q0CGEEFJnKOgQQgipMxR0CCGE1BkKOoQQQuoMBR1CCCF1hoIOIYSQOqO1oCNeV4QQQghRpFZpcNLT07F+/XocP34cKSkpYFkWAoEA27dvR0ZGBvT09BAcHKytthJCCGnkNA46V69exZAhQ5CdnQ1xJh2GYQAAqampWLNmDRiGQffu3dG7d2+tNJYQQkjjplH3Wk5ODkaMGIGsrCwAr4KN2KhRoyQ/nzhxohbNI4QQ8jrRKOhs3boV6enpYBgGLMuies7QDh06wNbWFoDoiogQQggBNAw6x48fl/y8f/9+DBs2TKaMp6cnWJbFkydPNG4cIYSQ14tGQScuLg4Mw6Bz584YN24cuFyuTBlLS0sAoq44QgghBNAw6PD5fACAnZ2dwjJ5eXmiE3BoKhAhhBARjUavWVtbIyMjA7GxsXL3FxYWIioqCgBgY2OjeesaGVdXV2RmZsLIyAhubm713RxCCKkzCQkJKC0tRdOmTZGYmKiwnEZBx9vbG2fOnMGTJ0+wadMmqWVzMzIy8OGHH6KoqAgMw6Bjx46anKJRyszMBJ/PB5/PR25ubn03hxBC6lxmZqbS/RoFnWHDhuHMmTMAgMWLF0vta9asmdRotuHDh2tyikbJyMgIfD4fPB4PHh4e9d0cQgipMzExMeDz+TAyMlJajmGrj3dWQWlpKby9vSUj01iWlczVqfpzq1atcPfuXRgaGqp7ikbJ19cXUVFR8PHxwa1bt+q7OYQQUmdU/fzT6C6/kZERjh49CkdHR6kgA0Ayd8fOzg5Hjhx5YwIOIYSQmmk8tMzDwwP379/HF198AU9PT/B4PPB4PHh6emLJkiWIjo6Gp6enNttKCCGkkatVwk9LS0usXr0aq1ev1lZ7CCGEvMY0Cjru7u4AAFNTU9y6dQv6+vpabRQhpHFhWRZPcq/gWUE0bI1d0K5JX3AY2UnjhGgUdNLS0lBeXo6AgAAKOIQQRCaF4Przg5LHj7P/w0iPVfXYItJQaXRPx8XFBYBsdmlCyJunTFCMG88PSW17knsFzwsf1VOLSEOmUdAZOXIkWJZFVFQUCgoKtN0mQkgjklYUCxaVMtv/S9lXD60hDZ1GQSc4OBheXl7Iy8vD2LFjkZKSou12EUIaiaj0v+RuTy18UMctIY2BRvd0Bg8eDC6XC5ZlcebMGbRo0QKurq5wdHSUSfDJMAzOnj2rlcYSQhqWSlaIuJz/5O4rExbXcWtIY6BR0ImMjATDMJKJoAKBAE+ePEF8fLxUueoTRwkhr5f80nSl++kzgFRX63UHxMGH3liEvHlYKM+idT75lzpqCWksNA464mWqlf0jhLzeKlmh0v3XUsNqLEPeLBp1ryUkJGi7HYSQRohlZUetVfeiJAF2Ji3roDWkMdAo6Ijn6ejajRs3sHz5cly+fBkVFRXw8vLCggULMGbMGJWOj4+Px759+xAVFYVbt27h+fPncHFxUbrAECFEdapcxeTwn1HQIRK1yr2mSxEREQgMDISRkRHGjRsHMzMzHD58WDJEe+HChTXWcfHiRaxcuRJcLhceHh5IT1d+05MQoh4hK6ixTA7/WR20hDQWtRpIkJubiy+++AIdOnSAmZkZzMzM0KFDB3zxxRfIzs7WuF6BQIAZM2aAw+HgwoUL2LFjB77++mvcvXsXrVu3RnBwMJKSkmqsx9/fH1euXEFhYSHu379PKXsI0TJVrnSy+cl10BLSWGgcdO7du4f27dtjw4YNiI6ORnFxMYqLixEdHY0NGzbAy8sLd+/e1ajuc+fOIT4+HhMmTJBa7trCwgLBwcEoLy9HaGhojfW4u7uja9eu4PF4GrWDEKLc88KHNZbJLqn5CyJ5c2jUvVZcXIxhw4YhLS0NgGwONpZlkZ6ejuHDh+P+/fswMTFRq/7IyEgAQP/+/WX2BQYGAgDOnz+vQcvVt337duzYsUOlsjExMTpuDSENy620ozWWyeanoJIVUtZpAkDDoPPLL78gMTFRMjlU0fDopKQk/PLLL5g3b55a9cfFxQEQLXddnb29PUxNTSVldC0tLQ1RUVF1ci5CGpuC8swaywjZCiTl34abZec6aBFp6DQKOseOHZP83LlzZ6xcuRLe3t4AgLt372LlypW4fv06AODo0aNqB538/HwAou40eczNzSVldM3BwQE+Pj4qlY2JiQGfz9dxiwhpfA4+XIKxnhvhaqna3xJ5fWkUdKKjowEANjY2CA8PlwoOjo6O6NatG1q3bo2srCw8eNC4k/7NmjULs2bNUqmsr68vXRWRN4a6kz7DHi7C3M5hMDWw1lGLSGOg0UCCvLw8MAwDHx8fuVcjlpaWkquDvLw8tesX16noaqagoEDhVRAhpG4IKsvVPuZswk86aAlpTDQKOuLRYM+eKR5/L96nycgx8b0cefdt0tPTUVRUJPd+DyGk7pQKCtU+5lH2eUqR9YbTKOi4urqCZVnExMTgq6++knoTsSyLzZs34+HDh2AYRqPsBb169QIAnDlzRmbf6dOnpcoQQupHSsE9jY4rrsjVcktIY6JR0Ondu7fk5yVLlsDFxQWBgYEYMGAAXFxcsGjRIrllVdWnTx+4u7tj//79uHPnjmR7fn4+1q1bBwMDA0yePFmyPS0tDY8ePaqzwQWEvOmKyrPxd9xGjY7N5tO8nTeZRgMJ5syZg59++glCoRAsy+LZs2dITU0FAKmrHi6Xizlz5qjfKD09hISEIDAwEP7+/lJpcJKSkrB582a4urpKyi9ZsgShoaHYvXs3goKCJNuzsrLw6aefSh5XVFQgKytLqszmzZtha2urdhsJeZOdTfhZ4T4GHLnLV4tlFD2Bi0UnXTSLNAIaBZ02bdpg/fr1+Oyzz2Qmhorn7gDA2rVr0bZtW40aFhAQgEuXLmH58uUICwuTJPzcuHEjxo4dq1IdRUVFMpkLiouLpbatWLGCgg4hanqSe1nhvr5uHyI8YavC/RFJO5CYfxuDWn4GEwMrXTSPNGAaJ/xcuHAh7OzssHjxYjx//lxqn4ODA9atW4cpU6bUqnF+fn44efJkjeX27NmDPXv2yGwX33sihIiwLIuM4icoKs+Co5kHjPUtNapH2cg1Z4uO8Go6APczTyksk5B3A2eebsHwtss0Oj9pvGqVZXrSpEmYOHEibt26hcTERLAsCzc3N/j4+IDDqfWipIQQLapkhfgn7is8zDon2dbffR462Q/W6nlseE54t8X/4GDaGmee/qCw3OOciygTlsCQa6zV85OGrdZLGzAMg86dO6NzZ0pxQUhDlpB3UyrgAMCZpz/AmucEF4uOKtdTU+8Bw4i+cHayH4y80jRcf/6HwrJZJYloZuap8rlJ46fR5UhJSQmSk5ORnJyM3FzZ4Y85OTmS/SUlJbVuJCGk9uJzr8ndfjr+O7XqUTZIoDobnrPS/bTWzptHo6Czbt06uLm5wc3NTZIRuqpLly5J9q9fv762bSSEaEFMVqTc7bmlqXJT2uSXpuPG88O4m3ECpYIiyXZhZYXK57Q1dlW6/8STTXTf9Q2jUfdaREQEWJZFkyZNMGzYMJn9Q4YMgZ2dHdLT03Hu3DmsXr26tu0khNSSsgwCyfl3pZJxPi98hLAHn6O8UpTA9mpqGNwsfXE7/bjSc4xr95XUYxtj5Vc6ABCXcxmtbXrUWI68HjS60nn69Kkk91r1IdNi4qzTCQkJmreOEFInwh4ukrqCufLsN0nAAYC80uc1BhwAcDb3lnpsyDWGuUFTpcf8GbsCP92cgD8fraTutjeARkEnJycHAFBZqbhvV7xPXJYQ0rDtvjsbLMsitfAhnuReVfv4AJeZkkEEVdkY15wKq7D8BR7nXMK++/NQJihW+9yk8dAo6BgbG4NlWURHR8sNPEKhULL8gZGRUe1aSAipE9n8ZEQk7cCv9z/R6HghK5C73VaFoCNWKiiUGWFHXi8aBR0nJycAoozP8gYKrFu3DmlpaWAYBs7ONffpEkIahhvPD2l8bDY/We52W556SX+Vze0hjZ9GAwl69uwpuZJZtmwZzp07J8n6fP78eakRbT179qx9KwkhDZ6VkaPc7epc6YhllySrNAiBND4aBZ0ZM2bg559FCf9YlkVkZKRUoKk6BHLatGm1ayEhpFFoad1N7vaa5urIE3JnGvq5fQwfhyG1bRZpYDTqXuvUqRPmzp0LlmUlo9dYlpUEG/G22bNnw9fXV0tNJYQ0ZE2N3eVuN9Qz0ai+8IQt4FcU1KZJpAHSOEHaDz/8gE8++QQcDkdmETeGYfDxxx9jy5YtWmkkIaR2NFlaWl3yRq6JdXYYoVGddzL+lnpcLuTXyXMhuqNx7jWGYfDtt9/io48+wrFjx/D06VMAgLu7O4YMGYKWLVtqrZGEkNpJKbiv0/o9bfso3d+t+QRkFscjueCuWvU+yjoPV0tf3M04ibsZ/wAQrdfTrkkf9HefB30ujY5tbGqd8LNFixZYsGCBNtpCCNGRhy/O6rR+O1PlXzKN9S0wrt0mFJa/AAMOfro1XqV6M0ueYn/0AqmrGxaViH4RDmtec3RrPqFW7SZ1j9YfIKQBYNlKpBTcx5Ocqzq5jxH9IlzrdVZVVJ5dYxmGYWBu2BRmhuotmqioO+1C8m4k56t35UTqX62vdAAgOjoaW7duRUxMDPT19dGuXTt88MEH6NixozaqJ+S1Jqgsx6GYL5GUfxsAoM8xgr/LVHjaBmi8yFpdc7XwqblQFb1dZiAyaWetz/v7g08xvdMu2PCcal0XqRsqXemcO3cO/fv3R//+/fHll19K7QsPD0eXLl2wc+dOXLp0CREREdi6dSs6d+6Mbdu26aTRhLxOHrw4Kwk4AFBRWYqzCT/hp5sTcD/zTK3r13UWZwOuMZqbt1frmA5NB8DKqJlWzn877S+t1EPqhkpBJzIyEv/++y/Onj0rNUCgoqICM2bMQFlZmcwbu7KyEvPnz8fDhw+122JCXjMXknbJ3S5kK3Dm6Q+17m7LK32ucJ+TuVet6rY2ao5RHmtgwOWpdRxP3xxTOvyI/u7zanV+ALiVfrTWdZC6o1LQuX9fNPKFYRi89957ku0nT55EcnIyGIYBwzCSuTriACQQCLBjxw4dNJuQ10eJIE/hPkFlGe5mnKhV/VXXwqmuqXGLGo93Nu8IB9M2ksdcRh9jPTdiwVvHMb3TLo0Dl6GeCTrZD8awNss0Op40Tird03ny5AkA0XBoW9tXNwFPnjwpVa5Xr15YsGABDh06hH379gEALly4oK22EvLaYdmaV+G8mXYEBlweTA1s0MKqK7gcNW/Fyl99BEDN691M8voejqYeqGSFiM+9huKKHLhbdoGFkb16bVDC3dIPRnpmStf7qUmZoFjjSaikbqn07s3JyQHDMGjRQvpb0ZUrVyRXOAzDYNeuXXBzc8OgQYMQHh6O9PR0JCYm6qLdhLwW5K3YWV1xRS7CE7YCAJzMO2Cs50a1Ao+ilT4dzTxrXNmzmZknAIDL6OlsoTV9riF6u0zH6fjv1VoKu6osfpKkraRhU6l7TbwmTtVlCsrLy6Xu13h4eMDNzU1UKYcjWcStqEjxpT0hbzoBq/rSzwCQUnAPsdnSvQcZRU9wNmEbIhN3IqskSeYYRUsO+DmOUpoBeqznRrXaVhvedgPxgffPGh8v73mThkmloCPOpZaZmSnZduPGDQgEAsn+Hj2kvwXp6elJ/U8IkfWiWP2VdU/Ffyv5+VnBA/wa/Qluph3BtecH8cud6VLZB9KKYvHHw2C59ehzjMDTN1d4nqrLV9eFJiZu8LDtrdGx2RR0Gg2Vgo6dnR1YlsXNmzcl3WXiezbiQQPVg056ejoAwNraWlttJeS1o8qkyuoqKktRLuTjVtpR/BY9X2by5P7oBSipyEdB2QuEPVgMoYKrKQ7DBQB0bTZOZt+Q1l/KbKsL3ZtP0ui4LD4FncZCpcsQPz8/JCUlQSAQoFOnTnB1dcW9e/ek7uf06fMq91J5eTnu378PhmHg4qL+WhqEvCmUXWkoc+TRCiTlRyncfyf9bxjrW6BMqLh7u6QiDwDQw+l9lAoKEZMVCX0uD12bjYWHbS+N2lVbtsYu6OI4Su3F5Kh7rfFQKegEBQXhjz/+AADk5+fj7l1R6gnxUOn+/fujWbNXE73OnDmD8vJyMAwjubdDCJGl6CZ/TZQFHAC4mLKnxjqsec0BAHocAwS2mI/+7p8AYJVmi64L77jOQg7/GeJzr6p8TGH5CxrB1kio9O569913MWnSJMlVTdV5Oaampvjmm2+kyu/evVvyc/VuN0LIK4q6vuqCqYGN1GPR33XDSMeoaEE4AFJzhqq6mBKqq+YQLVL5HbZnzx5899138PLygqGhIczMzDBo0CBcunQJbdu2lZRLS0vDgwcP0KJFC7Ro0QIDBgzQScMJeR2UC0vq7dxcRr/ezl0TWyWrjXrYBsjdfivtT1QIS3XVJKIlKg8t43A4mDdvHubNU562wsHBAY8ePap1wwh5E8RmX6q3c3M5DTjoGCu+F9zKujvOJcofXh2XewWeCoISaRgaxrU0IW+ouJz/6u3cDflKx0jPTOE+C0PF2RBSC6J10RyiRTSJhhAdKijLxMXkULwoeQoH07bo7TIdhnomKBMU48ijFfXaNvGQ6cZGPG9Qnhz+szpsCdEEXekQoiPCSgHCHixC9IszyCh+gjsZf2Pv/Y8BAGEPFyG54I7CY9s36a/z9in78G4I5M0fsuW5Kj3meRF17Td0FHQI0ZG0okfIKZX+5p3DT0H40y1IK4pVeqyu8pw1Jt52A6HPMZLa1slelOW+t8t0uceUC0sQmRSiUiJVUj8o6BCiIwl5t+Ruj0qvedExe5PW2m5Oo2Np5ID3O2xB+yb90dKqK95rtRg+DkMBAB2avqvwuGupYXiae6OumknURPd0CNGRmq5mlDEztIWzeUelXXBvgibGrhjU6jOZ7Tx9c3jbDcLdjH/kHheRtAMtrN/SdfOIBuhKhxAdSS96XKvjB7T8H+xMWtZcUANtbPx1Um9dat+kn8J92fzkOmwJUQcFHUJ0hC/Ir9XxVkaOCPLeho+7/IGp3spX4H23xUK16m7XpE/NhRo4ZXN5ANUWyCN1T6Ogk5ycjOTkZGRnq58hlxCiHmN9SzQxccNn3U7JvfLxd/4AHeyUZ/5wMveCg2lbNDNrh8GtlqCVdXddNbfOGOmZKt1fUJapdD+pHxrd03F1dQXDMBg5ciQOHjwot8zixYtx7tw5MAyDa9eu1aqRhBDRvJog7214nH0JJ+O/gZVRM/g6DEW7Jn2VHjfHdz/MDZvUUSsbjqySJK0uq020Q2cDCeLj43Hz5s0GPxeAEF3gVxRofGxNC5m1tumJ1jY9Zbb3dpmOyKQQqW1tbN5+rQOOqYEtisqz5O67nfE3DSZogHR2T6esrExXVRPSoAkrK7D15hiNj3ex6KTRcd52g+Bg+ir5rrGeJd52/kDjdjQGrZV0E8bnXkVB2Ys6bA1RhcpXOsnJsqNBSkpK5G5PTU2VdKnRlQ550zwrfIBKVqjx8ZrO0THSM8WE9l8jpeAeygTFcLPs/NqvL+PnOAa30/8GC/mDBi4m78agVp/XcauIMioHHfF9HDGWZXHy5Em4ubkpPc7CwkLz1hFSBypZIVIK7kNYWYFm5u1gyDWuVX21SeJpwDVGExPlf1PK6HEM4GbZWePjGxsLIzv4O3+A88m/yN0f/SIcjmYe6GQ/uI5bRhRR+54Oy7Jyf65OvNCbr6+vZi0jpA6UCUsQ9mAR0l7m7LI0dMBoz3WSVTVr8qwgGk9yrsDEwAYdmgbCUM8EsdkXNWoLAw4GtPhfo03EWV+6Nh+HhLxbCifSnk3YhlbWPWBqYK1R/WWCYjzO+Q+CyjK4W3ahwQm1pLOBBCzLQk9PD0uWLNHVKQiptdtpf0kCDgDklaXhv5RfMbj1YqlyLFuJ1MKHSM6/CyErQDMzT/AF+fg7bqOkzJ2MvzGlw48oKld/KkFzcy8Mbf2FzGqeRDXuVl0UBh0hW4ELybswsOWnCo8vKMtEJSuEhaGd1OqpJRV5+C16AXL4KQAAQ64JRnuuQzMzT622/02ictDx9/eXdK+dP38eDMPAxsYG7dq1kyrHMAx4PB7atm2LKVOmoEOHDtptMSFaJO+q5GHWWbzXapHk/S6oLMe314bUeJ8mh5+C6MxwjdrhbtmZAk4tKFrCWux+5mn0c/sY+lxDqe2VrBB/x21ETFYEAKCZmSeGt1kBEwMrAMDdjJOSgAMAZcJi/JeyD2M812v5Gbw5VA46kZGRkp85HNE3gd69eyucp0NIY5BeLD9VTUlFnuSD5+urg1SuLzxhi0btcLboqNFxRKS5efsayzzOuSSTieFuxglJwAGA1MKHuPzsV/RzFy1BcSF5l0w9CXk3UckKqRtUQxoNmfb394e/v7/MVQ4hjYmye5JZ/CQAwO3041o95//e+gum+tL3Fqx5TjV+UyfKcRguAlxnKS1zKv5bmW3yMoGrkgU8vyxD9cYRKRrd06l61UNIY5Va+FDhvqySRDiYtsGZpz9o7Xw2PGcYcHmY2nEnziVuR3rxY9ibtMLbzh/Qt2Yt6OwwHBGJ2xXuF1TKzh1UNNKQX1GgdMns7JIkWBk5qt9IUvuBBM+ePUNqaqrSyaD+/o0/oy15/SQqWO8GAP5N+BH/Jvyo1fP1cfsQgCgtv7x0/aR2VAnc+6MXoFvziWDZSqUZvLP5yXA081C4P6skCS2tu2nUzjedxkHn2LFjWLRoEeLi4pSWYxgGAoFA09MQojP/PdtXp+dzs6TpA7pmZtAEheWKsxCkFNxHykPRyMTqq5JWlVWSpDQo3cn4B55N+iAm6xxYlkVrm54qD7N/02kUdE6dOoURI0YAUN4vTkhD9eDFv3V6vqGtv6zT872p3nGdhWOP16hUtqKyVOG+LH4ihKziL8v5ZenYdmuC5PGV1N8xzvMrOJjRvbmaaDSQYN26dZJgQ2luSGNUdX5NXdA0nxpRT2ubnvCxH1rrerJKklGpJOhUVy4swdXU32t93jeBRlc6t2/flgSbJk2a4K233oKFhQW4XLoZShq+6pmY64Kym9JEezgMF/3cP4KPw1CE3J6qcT3ZJYkQVqp3W+BxLdIfvUlqNZDA1tYW9+7dQ9OmTbXVHkJ0qpIV4lpqWJ2e082yM/UI1DEbnhN4ehYar95aVJGDkoo8tY8rqciDsb6lRud8U2jUvda+vWgiVqdOnSjgkEYlh/+szs85su3qOj8nqXk565rczvhb7WOySpJqdc43gUZBZ9q0aWBZFtHR0bRuDmlUsvmyS3HoipGeGRa89Te4HJ2lOCRK1Dbo3M34R+1jUgsfokJYhvjca0gtfFirJS5eVxr9NUybNg2HDh1CeHg4Ro4ciW+//RatWrXSdtsI0bqEvJt1dq4PvLfL5PoidceWV7ugo4kLybukUueY6FshyHsbIhJ3ICHvJiwM7dDH7UOV0va8rjQKOi1atEBpaalkTZ2TJ0/C1NQUNjayCQsZhkF8fHytG0qINtzNOFEn55nqveO1Xia6MbA1dq3vJqC4Ihc/3hwnecwXFODAg88x2/dXjZdaaOw0CjqJiYmS9XLEQ6cLCwtRWFgoU5ZuoJI3QU+nKejWfDwEleUw4PLquzkEorRDDZGQrcDt9ON423lKfTelXmh0T6cqcfCR94+Q182Q1l+gh9NkqW29Xaajh9MkcBguBZwGRJwlvCG6/OzX+m5CvdH4DidlIiC6wrKi9e6rLqalawu7/oNdd2Ygt/S5wjKetu+gjc3b4DBctLDyQ2bxUziatq3V8tKEvGk0CjqVlZXabgchAIAbz4/gWuoBVAhL0cqmBwLd52vtZryykUR6HAMMb7MChx4tRUGVtPUm+tbo6zYXTYxdYWP8qrvGwbQNLUdAauXhi3PwbPJOfTejzjXosZw3btzA8uXLcfnyZVRUVMDLywsLFizAmDFjVDo+Pj4e+/btQ1RUFG7duoXnz5/DxcUFiYmJum040ciTnKs4l7hN8vjBi3/x4MW/GNTyc7Rv2k/jerNKknAy/hs8V7CUgXh9myYmbpjj+yvKBMXI4iehQlgKJ3MvcDn6Gp+b1K9A9/k4/fS7+m6GXMfj1qOtba83blkLrfVfsCyLkpISbVWHiIgI9OjRA5cuXcKYMWMwe/ZspKenY+zYsfj6669VquPixYtYuXIlTpw4AWtra8mKp6RhepJ7Ve72f558hRfFCWrVVSEsRWz2RdzLOIVdd2YqDDgA4GrZWeqxoZ4Jmpl5wtXShwJOI+dh21smBVH11UPr0x8PgyGoLK/vZtSpWl3ppKenY/369Th+/DhSUlLAsiwEAgG2b9+OjIwM6OnpITg4WO16BQIBZsyYAQ6HgwsXLqBjx44AgGXLlsHPzw/BwcEYNWoUXFyUj8P39/fHlStX4O3tDR6PByMjxanMSf1TNhnv8rP9GNrmC5XqKRUU4ffohcgseapS+dTCaJXKkcbHUM8E73v9gAvJu5Bfmg5XS1/0cHofXEYf9zJPqVXX205BaGndDbvvKl+hVB2J+VGIyYqAV9NArdXZ0GkcdK5evYohQ4YgOztbJuN0amoq1qxZA4Zh0L17d/Tu3Vutus+dO4f4+Hh88MEHkoADABYWFggODkZQUBBCQ0OxbNkypfW4u7vD3d1drXOTulEu5ONJzhUUlmfB1dIHVkbNlJZ/lB2JoVAt6NzLOKlywAGAwvIslcuSxsea1xzD2kh/VnR2GKF20OnuNFEnGQZOPNn8RgUdjfqbcnJyMGLECGRlif5Yqw+PHjVqlOTnEyfUn4wnXg67f//+MvsCA0W/nPPnz6tdL2kYyoV8hD1cjONx6xGZtBN77s7Bt9eGaK3+u5kn1Srf2WGE1s5NGocmJm4Y2nqp1DYuo7grtaVVVwCqrU6qicKyN+eLj0ZXOlu3bkV6errU5NCqOnToAFtbW2RnZ+PqVfn99MqIVyOVl1rH3t4epqamNa5Yqi3bt2/Hjh07VCobExOj49a8Hp7kXlV6j0WRciFfpXkwOfwUtep1t+yidltI49fW1h9tbcMhqCwHy1YirSgWvz/4VG7ZqmlrGHDAQrsjeK+lhqGv+1yt1tlQaRR0jh8/Lvl5//79OHjwII4ePSpVxtPTExcuXMCTJ0/Urj8/X5SO3MLCQu5+c3NzSRldS0tLQ1RUVJ2c603xKEuzq9QcfgrsTVtruTV4o/NgEdFweUB5glBbnqvk53dbLsCJJ5ul9vP0zKHP5UkNt1fHrfSjFHSUiYuLA8Mw6Ny5M8aNG4fDhw/LlLG0tAQg6oprzBwcHODj46NS2ZiYGPD5fB23qPF7VqDZjfuskiSdBJ26nIRKGi5l6+A0M28n+dnDNgDRmeFILrgLANDnGGFE25Vobt4efz5ahcc5FzU6v7BS8EZkJNfoGYo/WO3s7BSWycvLAwCNhimLr3AUXc0UFBTAyqpuUlzMmjULs2apNlrF19eXropUYMVrBn6h+leqzwqja5yvI85moKqeTm9m/isin7x5Pd52A2GkZyp5rMcxwNh2G5GQdwslFblws+wiSd45vO0yZJckI68sDTeeH0ZS/m2Vz51bmlrr5RgaA42+4llbW4NlWcTGxsrdX1hYKPnwlZd5uibiezny7tukp6ejqKiIllJoxCwNHTQ67m7GiRpHmqk7ukjT7hDyeupoPwgj2q6EuUFTMODgvVaLEeg+X6acOBWSV9NAmWzRNsbOaGH1Fno5T1Pr3G/KAnAaBR1vb28AwJMnT7Bp0yYIBK/WEs/IyEBQUBCKiorAMIzUkGdV9erVCwBw5swZmX2nT5+WKkMaH04turNup/2ldL+6Qaf6xEFCWll3x5zOv+Hz7qfRrkkfjZMXO5iplyYpi09BR6Fhw4ZJfl68eDH++uvVB0GzZs2kBhUMHz5c7fr79OkDd3d37N+/H3fu3JFsz8/Px7p162BgYIDJk19l+k1LS8OjR4/qbHABqR0hK6i5kAJXUn9Xul/doCMeCkuILvR2maly2Wy60lEsKChIqnuLZVnJtwFxMlCGYdCqVStMnDhR7fr19PQQEhKCyspK+Pv7Y+bMmVi4cCG8vb3x+PFjrFu3Dq6urpLyS5YsgYeHB/7880+perKyshAUFCT5V1FRIbNNPNeI1B1hpeZBB1Ce4VydoNPMzBOOZp61agshynjbDYA+RzoTirmh/Hvhb0r3mkYDCYyMjHD06FH0798fqampUpef4rk79vb2OHLkCAwNNcsQHBAQgEuXLmH58uUICwuTJPzcuHEjxo4dq1IdRUVFCA0NldpWXFwstW3FihWwtbXVqI1EM5nF6g+jr6q4IlfhqouqBp0Al5nwthv4RowWIvXHSM8M49ptwr8JPyK3NBUuFh3R3/0TnE3YhodZZ6XK5pQ+eyNGsGn87Dw8PHD//n18/fXXOHr0KBISRAkZ3dzcMGTIECxcuBDW1rVbjtXPzw8nT9Y8u3zPnj3Ys2ePzHZXV1da96eBYVkWeWVptaojqySxVkFnWseQN2KUEGkYHM3aYnKHLVLbbI1lVzWtZAVvxAi2WoVUS0tLrF69GqtXr9ZWe8hrLk/JImmqyuYnw9VS/twpZUGnubkXBrdaDHPDprVuAyG1YWvsKnd7Nj9ZKuikFcbibqYolVi7Jn3hZO5VF83Tqdf7Oo40OHll6Qr3zfHdj5tpR1BSkYvW1j0Rn3sd9+TkUcsqSVRYRyXkB50+bh+is4P6g1oI0QUbnuyVDgAcjV2Ft52D4N10IF6UJCDs4SLJvrsZJzDGcwPcLH3rqpk6Ueug8+zZM6SmpqKsrExhGX9//9qehrwm9DmK7/GZGzbBO66vJuK6WXaWH3T4yQrrUHSlw2Xo+xVpOCyNHMBl9CFkK2T2XUzegzvp/6Cw/IXMvhvPD725Qef48eP4/PPP8fjxY6XlGIaRmsdD3kyCynIUlGWiolL+lxMDrrHMNn2uEdwt/fA077rU9qySRKkRk1UpCjpv2uqMpGHjMFzY8JwULsEhL+AAQELeTYXv/cZCo6Bz5swZDB8+HCzL0o16UqOYrEiciv8W5ULFK8v62Mtf2sDW2EUm6JQKClFSkQcTA9lUSJUK5gBx6EqHNDC2xq5qrfskpmz0ZmOg0TydtWvXSs3HIUSR4vJc/B23QWnAAQBXBV0GikbyZPET5eZZoysd0ljYyBnBpgpl9zQbA42+/kVFRUnm4zg4OKBbt24wM6N0IkTWs8JolYYxK1pAy4YnP+gcePA5uIw+LI0c0N99HpwtRKmZSirkZ6WgoEMamqrLJagjInE7grx/brRf+DUKOlyu6A/Yzc0N0dHR4PFqXliLNBylgiLklT6HDc8Z+lyjmg+ohSc5V1QqJ1Bwr0fZt0EhW4FsfjIOPlyCDzvvhx7HEIdi5C9pTUGHNDSazsfJLHmKswk/Ndr1dzTqXvP1FXWFuLu7U8BpZKLSjmHLjdEIvTcXP92aoFbqdU2kFcnPRF6dpZH8zNOGXGOYGyifVyNkKxCRuAMJeTcVlqGgQxoaRe95VdxKP6rwqr6h0yjoLF68GABw9epVPHyo/rLDpH7klaYhPGGr5GZ7qaAQJ+I2q50kUx3ZSoY3V2VhaK9wnyrfCKNfhON2+nGF+ynokIamtu/JLTdGIa+0dtk96oNG3Wv9+vXD119/jU8//RRdu3bF2LFj0b59e4ULq1XNCE3qj7yrmoLyTCTmRcHdqks9tOgVZf3TNsYueJp3o8Y6lF21lQmKNWoXIbqkaK6OqrZHTUY/t4/g4zBUi63SLY3HkRoaGsLAwABFRUXYtWuX0rIUdBqGU/Hfyt2eUnBPJ0FHWKn5H1NVtgoGE6iDy5E/UIGQ+hTYYj5OPNlUqzrCE7bCzbIzrHjNtNQq3dKoe+3IkSOYO3cuysrKJN9QxXN2qv8jDV8OP1Un9Sbl39FKPdpIgNjcrL0WWkKIdnnY9oabZeda13P52X4ttKZuaBR0vvrqK8nPFFwav5zSFJ3U+zjnklbqsdFC0JE3kZSQ+qbHMcAojzVqLfYmT/SLM3LnrTVEGnWvRUdHS65w3nrrLck8HQ5H82WISf3J1dGVTkaRauvmdHEYqXS/IdcYpga2KCrXbME9d0s/jY4jpC5wGC7eajYaVkaO+DN2hcb1PM27gRZWb2mvYTqiUdAxNjYGn8+Hl5cXLl++3GgnKRERIVuBciEfBlztDn+3NHJEerHy3HwA4NEkoMYyo9quxp57czRqx1vNxmh0HCF1yd60da2OP5e4vVEEHY0uTQICAsCyLCwsLCjgvCZy+NrtYkstfIhH2ZEqlXUwbVNjGTvTlhq3RZytgJCGzMygdisYa/tvWFc0CjqrVq2CsbExrl27hsjISC03idRWYmIiGIYBwzAIDAyUWyY5Oh+Le/yLg2seAHi1PntQUJDkWEX/qq/SmpycjA8//BCtWrWCkZERTExN4NXGF7s/vY3IXxNRzlc8D8jHvuahnnFxcVi3bh1+/vAm1g65gC96ncX64RcRtjoamUnKh0Ibck1ltpWVlWHVqlWS9jo6OmLmzJnIzMyUKavK61HTIoZhYWGSsgcOHKjx+ZI3kza+wDeG+zoada+FhYWhR48eCA8PR9++fREQEAAvLy9YWlrKLb9s2bLatJHUwpkzZ3Du3Dm88847Sstl8ZOkHk+bNg3NmzeXW7Zjx46Sn+/evYvevXsjLy8PPXr0wLvvvov7eceRl1GKxLt5iL2Sjfa9m8K2uezSBVxGH+2a9KnxOSxduhRhYWFwa9Mcnm+bwMhED+nxRbh9Kh3REZn44JtOcO8of6BAmbBI6nFlZSWGDh2K06dPo2vXrhg5ciTi4uIQEhKCs2fP4urVq2jSpImk/LBhw+Dq6iq37s2bN6O4uFhhYAeA9PR0zJ07FyYmJiguprlCRDkLQ3vkK1nosCb/PfsNPZ3e12KLtE+joLNixQrJN7fKykqcO3cO586dU1iegk79cHV1RXJyMhYtWoTr168rLSu+0hGbPn06unbtWuM5FixYgLy8POzduxfvv/8+KoRl+OZajGR/UnQeTCyk58i4WvpCj9FHZ8cRcDTzqPEcAwYMwKJFi9CynRO235osmUx39990/L48Gkc3PcKC37rVWA8AhIaG4vTp0xg/fjx+++03ybfLn3/+GXPmzMGXX36J7du3S8oPGzYMw4YNk6nn1q1bWLlyJby8vODnp3igwsyZM2FmZoagoCB8/fXXKrWRvLmsec0VBp22Nr1r7LL+L2Uv/BxHaf3+rDbVeriZsktCGkpdv5o4m6DLu864efMmNm7/XGnZ7GpBR1VXrlyBpaUl3n9f9O3q77gNUvtd2luCZyYddMZ6bsBIj9Vwseik0jmCgoLQqVMnmBnYYkL7b+Bs3hGWRo7w7msPWydjZCYWozivXKW6du7cCQBYv3691Ht31qxZcHd3x2+//QY+n19jPb/88gsA0RWhInv27MHx48cREhICU1PZbj5CqvO2G6hwn1fT/pjls7fGOrbcGIXi8lwADfMzWOOgo2gyKE0MbTjyy9IRMLU59Aw42Lz2RwgFivt788rSUSEsVfscNjY2KCoqwvPnz1FSkafS3BzxfZLq94ZU4WjWFuPbb8Isn1AMa7MMXD1R4OBwa+4PLy0txbVr19CmTRu4uEjP/WEYBv369UNxcTFu3lScOBQA+Hw+9u/fD0NDQ0mwrS4lJQXz58/HzJkz0adPzV2IhABAS6tuchccbGrSAm6WvrA0coBXU8XduYBold5DMV/gaOxqfHd9GH66OQF3M2SXfa8vGnWv7d69W9vtIDpiaW+E7iOdcOH3JFw7moruo5wUlGSRXWX0S0hICE6dOiW35OLFi2FkJFoSYcyYMfjmm2/Qs2dP9B7lCaOWeXBoaQYDI90n2Ex+kIuMhGI09zCXuZqSJz4+HpWVlWjVqpXc/eLtcXFxePvttxXWc+jQIeTn52PcuHGwtpZdwZFlWUybNg3m5ubYvHmzis+GEIDL0cMH3j/jWOwaZPETAQB93ebC12GYpMy7LRbA2dwb/zz5Sn4lANKL45BeHAcAKBeW4FT8N7AycmwQIzk1CjpTpkzRdjuIDvWe7Irrf6fi3J4E+A50gKGx/F971RUJxd1H8syfP18SdNauXYucnBzs3bsXuzclABBddTi0NIWnfxN0H+kkFRAC3edj8nofLF68GA4Omqd2z8/Px7xZi8BwgHc/VDycuq/bXKljAMDCwkJuWXNzc6lyiohfm+nTp8vd//PPPyM8PBynTp2ixQ2J2myNXTCt006wLCv39gXDcNC+aT+lQUee3x98ik/8jsBIr37fk5RC4A1gbK6P3pNcUZRbjgu/K753U3UZgitXrijsNq06StHIyAi7d+9GUlIShn/eFp3fc0RTVxOkxhYifOdTfDf5KrJTXy1V3dK6KxwcHNC2bVuFH/414fP5GD58OB49eoT+01ughY/89eK5jD7cLbWbyPTJkye4cOEC3Nzc5I4IfPr0KT777DNMnTpV6ag2QmpS0xDqANdZatf5+4PP6n1YNQWd11CZUPZGeI/RTrBoaoiLvyejKFf+TffarL3evHlzvDW0OUYt8cT8vV3xWVh3uHW0RH5mGf7+4TGczL0w1XsHTA1sND4HILovM3ToUERERGDJkiWYMX+C3HJNTVpgRNuVUpl3xUFO0ZVMQUGBVDl5du3aBZZlMXXqVLkfCtOmTYOlpSW++eYblZ8TIZroUMO9HXkyi+ORUnBfB61RncZBJzk5GbNnz0bLli3B4/HA5XLl/tPT03j1BKImlmVxNmEbQu/KpovRN+Si7zR3lPOF+HfXU7nHP8m9qrUF3WyaG2P0F+0AAPG3cjGh/TdoYuJWqzr5fD6GDBmC8PBwfP7551i3bh26OMrmbevtMhMfeP8ss1yDu7s7OBwO4uLi5NYv3q7ono9QKERoaCi4XC4++OADuWVu376N1NRUWFpaSk0gXblyJQBg/PjxYBgG3333napPmxC5jPTM0MysndrHXUoJ1UFrVKdRRIiNjUX37t2Rl5dHo9QaiEpWiJ1RHyCvLA3ClyuDVuf7riMuHUjGjb9S4dJe/rf5uJzLWmuTAU80mECfa1jruvh8PoYOHYrw8HB8+umn2LhxIwBRipthbZbhWupBlAtL0L5JP/g5jpJbB4/Hg5+fH65evYqkpCSpEWwsyyI8PBwmJibo3Fl+qvkTJ07g+fPnGDRoEJo1k792yeTJk1FSUiKzPSoqCrdv30ZAQADc3d3Rvj0ttUBqz9G0LVILH6h1THY9p8vRKOh8+eWXyM0VjQOneToNw4Xk3cgrU750LYfLIHBWS+xdfBf//iL/aqdcTtccAGQWP8WN54dQXJGHVtbd0NHuPTAMg1WrVuGDDz5AOld6ZU+WZRH5ayIA4O2e/lL70tLSkJ+fDwcHB5Xu64i71MLDw7FgwQJs2iS96FUbm7fRxkZ6tJmic8ycORNXr17FkiVLpCaHbt++HU+fPsXMmTPB48mfWKfK3JwffvhB7vYVK1bg9u3bmDlzJsaNG1fjcyZEFR3t38ONtMNqHVNSkaebxqhIo6ATGRkptXibmZkZLCwswOXSOvT1oUJYimupYSqV9Xy7CVw7WCLxXp7SclWHTJcKinAn4x8IKssAAM7tTmLa6Hz0cJqEb775BitWrECztmZo1sYMxub6KMmvQHxULrJSSmBsoS8zE3/JkiUIDQ3F7t27ERQUVGObZ8+ejfDwcNjb28PMzAwrVqyQKRMUFCSVrkbROaZMmYKwsDD8/vvvSEhIQK9evfDkyRMcOXIEbm5uWLNmjdw2ZGRk4J9//oGdnR0GDx5cY5sJqQvWvOZwtfRFYt4ttY5TNDKuLmgUdIqKRPmsjIyMcOLECfTq1UurjSLq+f3Bp2qVf/fDltg2W/kESGVDpnuMdsKtnkfRvfkEHD9+HMt2TMbTO7mIuZSF4rxycPU5sG7Gg/94F7wX1BWenp5qta+6xMREAKI8ZuJ7I9X17t1bYY60qjgcDo4dO4YNGzZg3759+Pbbb2FtbY1p06ZhzZo1UnnXqgoNDYVAIMCUKVPoPiVpUIa3WY5vrw1R65jC8hcwN2yqoxYpx7Aa9IF5enoiNjYW77zzDsLDw3XRrkbJ19cXUVFR8PHxwa1b6n3z0FSpoAjfXx+u9nFGemYoFRQq3B/kvQ12JqL5Lxsv95NbZrbPPvD0LZS+4X3sh6Kf+0dqt48QorqHWRE4/nidyuVHe6yTGWhTW6p+/mk0em3cuHFgWRbPnz/XuIFEOzRd9dPHXvk3o+wS0ZwdZWP6s/hJEFQqz3mmz6n9IAJCiHK2PPWWdK+eVb4uaRR0PvvsM3h6euLRo0dYvXo1Kisb/hoOr6sXJQlqH2Nm0ERpYkHg1ZsyueCuwjK30o7idPx3SutpWovF1wghqrHmyV+GRJGEPOXd67qkUuf01KlTZbY1a9YMDx8+xIoVK7Bz50506tQJNjayE/8YhlF6f4DUTmK+6t14DqZt0a5JH7S16QUTAyv0cfsQZxN+kltWvNTBk5xrCutT5Y3rbF7/uZ4Ied3pcQzUKp+Ydwv5pemwMLLXUYsUUyno7NmzR0EOIAYsy+LZs2dITZXt5hGPkKCgozsxWZEqlx3RdiVMDV6ljGnfpK/CoCNe6iA2+4LGbWtt/bbU+QghutO+ST9Ev5C+x97KugeElRV4mie7ntat9GN4R4NUOrWllfV06mvoHQFM9OWvmClP9QBgpGeG6R3lfyHIKX2Ga6l/wIanKCt1zYa3XSZZOluVodGEEM35OgyHXpV7qByGCx/7IWhq4i63/I3nh+qqaVJUDjqqrJ9D6+nUveKKXJltOWl8LO7xr9S/L3qdhZOTEyZMmIB79+5JytoYO6O3y0y5dUcm7UBifpRG7Xq3xUKNjlPmwoUL+PTTTxEQEAALCwuNg1lcXBzWrVsHf39/ODo6wsDAAE5OTpg8eTIePXqk8LioqCiMHj0abm5u4PF4cHFxwdChQ3HhgvyrwcrKSmzZsgVeXl7g8Xho0qQJxo8fj6dP5U/M1bYbN25g4MCBsLS0hImJCbp27YqDBw/KLfvDDz9g0KBBcHV1hYmJCSwtLeHt7Y0VK1YgJyenTtpLasfetBUmeX0HH/uh6ND0XYxvtxmulj6wNVY8yKA+PqdV6l6LiIjQdTuIDtg046FjoKjPVk9gjqJ4U/z+++84cuQIzp49ix49egCA0jelptTtY1bFrl27EBoaCmNjYzg7O0sSdKpr6dKlCAsLQ/v27TF06FCYm5vj/v372LdvHw4dOoRTp07B3186i8LRo0cxcuRIGBoaYvjw4XByckJKSgr+/PNP/PXXX3Inus6aNQshISFo164d5s2bh+fPn+PgwYM4c+YMrl69qjDHmzZEREQgMDAQRkZGGDduHMzMzHD48GGMHTsWKSkpWLhQ+kuBuAu8V69esLe3lyx4t3LlSuzatQvXr1+HvX3d9/8T9diZtJSZomDLc1VYPpufrJO/f2VUCjo0+bNxsmlujH7TWgAA+rvPQyf7wfjyyy+xdu1afPHFF4iMjASg/nBLVXA5NS+qpq6PPvoIn332Gdq2bYsbN26gW7duGtUzYMAALFq0CJ06SS+XfeDAAYwfPx5z5szBgwfS+ayCg4PBsiwuX76Mjh07SrZHRUWhc+fOWLVqlVTQiYiIQEhICPz9/REeHg4DA1EQnjBhAgYOHIiPPvoIp0+f1qj9NREIBJgxYwY4HA4uXLggae+yZcvg5+eH4OBgjBo1Sir33LVr1yRrJFW1dOlSrFmzBl9//bVM+iHSOCgb2bb33kdY0PV4HbaGljZo9JzMvWosY23UHG1sRN/cP/74YwCirhfgZSp+nj2S7hbJPfbigSQs7vEvrv/1aqDIjb9TEbroDjaMvIQvA85h5YBI/PK/KMTfetUNw2G0nxKpc+fOaNeuXa3TLQUFBckEHEA0/6x169Z4+PAhsrKypPY9ffoUDg4OUgEHAHx8fODg4IAXL15Ibd+5cycAYPXq1ZKAAwDvvvsuevfujTNnziA5ORnVHTt2DH369IGVlRWMjIzQvn17bN68GUKh6tm/z507h/j4eEyYMEGqvRYWFggODkZ5eTlCQ6UzDcsLOAAwevRoAKJ1hEjjpM81ApeR/yWworIUheVZcvfpikZBJy4uDnv37sXevXvlzjy9efOmZL+iNPJEW2QHcdjynAEAlkYOeMd1NiZ6fQtjfenEmuLBH++//z4A4N4Z6Q9NsahTadAz4MAr4FXKjGNfx6IopxwtO1uj5xhntO1hi+TofITMj8KDi5kAAA6UBwZx/r7evXur9jTriL6+6I+zeqqb9u3bIy0tDXfu3JHaHhUVhbS0NPTp00dqe2RkJExMTCRdmFWJF3c7f/681PYlS5Zg2LBhiI2NxYgRI/Dhhx+Cx+Phs88+UytJqPgKtn///iqfW5F//vkHACgrdiM3vM1yhfuS8xXPxdMFjZJIfffdd/j5558BANevyw7F09fXR1BQEBiGwZw5c7B169batZIoVClnGQPm5Qe+lVEzmfVmfvpJNETaz88PgKjr1NnZGXfOpeLdT1ygZ/Dqe0j60yKkxRXBK6Cp1JLTC37rBmtH6UzMBVll2DrtOk7++ATt3m6KEkGeVp5fXbp+/ToePHiALl26SK2OCgDffvstBg0ahO7du2PEiBFwcnJCcnIy/vzzT/Tu3Vvy9wAAxcXFSEtLQ/v27eVelYnv5VT9QhYeHo4NGzYgMDAQhw8fhomJCQDRjd4PP/wQP//8Mw4fPoyRI2XXD6pO2bpA9vb2MDU1VfhlcMeOHXj+/DkKCwsRFRWFyMhIdOrUCQsWLKjxvKThamH9lsJ9OfxnddgSDYPOpUuXwLIsWrZsCV9fX5n93t7eaNOmDWJjY3Hx4sVaN5IoJm/RNQ5H9Gt98uSJJCNzcXExrl27hosXL8LIyAhr164FILrimThxItavX49Hl7PQvverK5rbp0RLJYgHI4hVDzgAYG5riPa9m+LyoRTkpvPRtEMLpe328/NDTEwMjI2NVX+yOpSfn48pU6aAw+Hgq69k155/++23cfHiRYwePRq//fabZLuLiwuCgoKkbrKLVyZVtGyDubm5VDkAki9mO3bskAQcQPT72bBhA7Zv347ff/9dpaCjyvkVrZ66Y8cOqd6L/v37Y9++fbCyUn1oPmlc7mWexNvOU+rsfBoFndTUVDAMAw8PD4VlWrdujdjYWLmTRon2yFuwjfvyfkp8fLwkK7O+vj7s7OwwYcIELF68GF5er+4Fvf/++1i/fj2iTqdJgk5lJYs74ekwttBH2262UvVnp5Ygcl8i4m/loiCrDIJy6TRIBVllNa4SamxsjLZt26r/hHWAz+dj+PDhePToEdauXSu3y++ff/7BhAkT8N577+Gvv/6Ci4sLkpKSsHr1akyZMgXR0dFyg5Wqrl69ChMTE+zatUvufh6PJxnOnZeXJ3flUXlLPqjr5k1RlomsrCxcuXIFixcvho+PD06cOIEOHTrUun5Sf1pYdUV87lWZ7UXl2Qh/uhV93ebWyZxLjYKOeKiqeCE3ecT7CgsVZzImtVdZKedKhxH9WgMDAyVr4ijj4eGBjj7euH/lHkoKKmBsro+nt3ORn1mGriOag6v3qsst61kJfpx+HWUlQrh3soJHD1sYmuiB4QBPb+ci4XYeBOWVOhlIoAviBeIiIiKwZMkSBAcHy5TJzs7GxIkT0apVK+zbtw8cjuj1aNu2Lfbt24fY2Fh88803+Oijj+Ds7Cy5wlB0NSH++6l6JZKTkwOBQKBw6QZAdLUKiIKOvHLioKPK+Wu6crG1tcXgwYPRsWNHtGrVCjNmzMC1a4pTIpGGr6fTZLlBBwCi0o+Bw+ihj9tsnbdDo4EEFhYWYFkW9+7dQ15ensz+3Nxc3L0rujkl7koguiHvng6HUf/XGjT5AwgrWNw/lwHgVdeaT6CDVLlLYcngFwow+gtPTP/eB4Pnt0H/GS3Qb1oLNHU2kam3IePz+RgyZAjCw8Px+eefY906+anhL1++jPz8fPTq1UsScMQ4HA78/f0hFAolk25NTEzg4OCAhIQEuaPO5N1zMTc3h42NjdLJ1gkJouSurq6uSidjy7tnJJaeno6ioiKV5wg5OTnBw8MDN27ckLsMN2k87E1bKRzFBgB3Mo6jTKj737FGQadNmzYARFcx06ZNk7qaqbqNYRi0bt1aOy0lcsnrXhNf6ahj/Pjx0NPTw+OIclSUCRF9PhM2zXlwbi99XyAnVbScdY9+0kOOWZZF4v08AJCsw9OQ8fl8yRLYn376KTZu3KiwbHm5aPmG6sOixcTbDQ1fpSDp1asXiouL8d9//8mUF8/PqToB9a233kJ2drZWRnuK59WdOXNG4bnVmXuXlpYGhmFoZeDXQGCLTxTuE1SWIynvts7boFHQ6du3r+Tno0ePwsXFBe+88w7eeecduLi44NixY3LLEu0rKs+W2aZJ11bTpk3Rv39/PLyVAFzujbJiITpVu8oBAEt70XyOloUT8Fm3UzDWswQARO5LRMZTUfePq4Xs4JLqSkpK8OjRI7lzVbRF0TnEXWrh4eFYsGBBjZMe33rrLXC5XBw6dEgqhRAA3LlzB4cOHYKxsTHeeuvVCKGZM0WphZYuXSoJWgBw8uRJREZGon///lKTM+fNmwdAlNE9O1v2d5qeno6YmBiVnnefPn3g7u6O/fv3Sw3xzs/Px7p162BgYIDJkydLtqelpSlM2LtixQpkZGSgT58+UkGVNE42NUwEz+Gn6LwNGt3TmTlzJjZv3gw+nw+WZZGXlycZ91917W0ejyf54yPaVyoogpCtkNmu6f2U999/HydOnMCqlWsAAJ36y6Y9+XzeUow/8TFGjhyJMWPGoMKwDP9duYHU2EK07W6LR5ez0Ny8XY3nun79OgICAtCrVy/JvJKaXLp0CSEhIQBeXV1cunRJkgnA1tYWmzdvrvEcs2fPRnh4OOzt7WFmZib3BnxQUJBk+evmzZtj0aJFWLduHbp06YLhw4fDxcUFiYmJOHr0KMrLy/HDDz9IdSUHBARg+vTpCAkJgY+PDwYNGoS0tDSEhYXB2toaW7ZskTrfgAEDsHTpUqxevRotW7bEgAED4OLiguzsbDx58gQXL17EmjVrlA7eEdPT00NISAgCAwPh7+8vlQYnKSkJmzdvllraOzY2Fv369UPXrl3RqlUr2NnZISsrCxcvXkRsbCwcHR3x448/1nhe0vDVlMA3p1T3w6c1CjqOjo7YunUrpk2bJjPaQbzcASBKItisWbPat5LI9STnitztTA0TMxUR5yErKCiAT5cOsGkuPZyZAQcD3x6PM2fa4Msvv8SRI0fA5XLh3dkDC1d3w+3IBDy6fBSGerq5t/PkyROZmfTx8fGIj48HIBq+XDXoKJKYmAhAdPWg6MZ97969pT6Y165diw4dOmD79u04ffo0CgsLYWFhgYCAAHzyySd49913ZerYvn07vLy8sGPHDnz//fcwNTXF8OHDsXbtWrRoITukfNWqVfD398cPP/yAs2fPIi8vDzY2NnBzc8OKFSswceLEGp+bWEBAAC5duoTly5cjLCwMFRUV8PLywsaNGzF27Fipsm3btsWCBQtw/vx5/P3338jNzQWPx0OrVq2wdOlSzJ8/H9bWtETF68BQzwQGXGOUK7h3k1eq+9WgGbYWaUaPHj2KBQsWSP6IxZydnfH111+rNKfgdaLqGuHacuDBZ0jKvyOzvZlZO0zy+q5WdbNsJfbdn4e0oljJtvZN+mNQq89qVS8hpH6lFcZi7/2P5O4zM2iCDzvv16heVT//NLrSERs2bBiGDRuGqKgoSbp2d3d3+Pj41KZaoiJ5AQcA8kvTal03w3Awrt0mXH9+CNklSXAy94K33aBa10sIqV8OZm0U7issf4EyQbHOeiuAWgYdMR8fHwo0daCSFSKl4D4AwMLQTmG5ciFfK+cz4PLQ0+l9rdRFCGk4eHoW4Avkz+PK4iehmZmnzs6tlaBDdEtQWY7zSbtwM+2wSuW7NBut4xYRQhqzANcZOPFE/v3P7JLk+g8677zzDgDRzdVly5ZJHquCYRicPXtWs9YRAMA/cV/hUbZqWYEBoIWVnw5bQwhp7No16Yuk/Dt48OJfmX1ZJYk6PbdKQUecht7W1lbqcU2qDp8mmuFXFOBRtvzlkBVxMFXcZ0sIIRyGi/daLcKTnCsoExZL7cvi627uHECLuDV4om8d6g0wTExMBMMwSv9VTV/k6uoqtc/Q0BBNmjSBn58f5s6di0uXLik8V/V69fT0YGdnh/feew///iv7LUoTd+7cwdKlS9G1a1c0bdoUhoaGcHd3x4cffqh2QtnffvsNw4cPR4sWLWBmZgZTU1O0a9cO//vf/xTWxefz8c0338DHxwdWVlawtLSEt7c31q5dqzC/WVVhYWGS1+fAgQNqtVcTlZWV2LJlC7y8vMDj8dCkSROMHz9eMtinqri4OKxbtw7+/v5wdHSEgYEBnJycMHnyZEmCUfL6amoiO3S/QVzpAED1kdW1GGlNFMgsjsfF5D3ILX0OF4uO6OUyHVyOQc0HVtG12ThJjGrRogUmTZokt1z1lSK5XC6+/PJLAKLljnNzc3H//n1s374dP/30EwYPHozQ0FC5iSJtbGzw0UeiIZilpaV48OAB/vnnH/zzzz/Yv38/xo8fr9ZzqG727Nm4du0a/Pz8MG7cOBgaGuLatWvYtm0b/vjjD1y8eFHljNUHDhxAXFwcunbtCgcHB7Asizt37uD777/Hnj17cOnSJbRr92pya0VFBQICAnDt2jV07NhRMhE1IiICX375JX7//Xdcv35d4RIN6enpmDt3LkxMTCQJO3Vt1qxZCAkJQbt27TBv3jw8f/4cBw8exJkzZ3D16lWpvGtLly5FWFgY2rdvL5mndf/+fezbtw+HDh3CqVOnpNL1kNeLLc8FKQXSWTZ0PYJNpaAjTjQoXudD/JjUXnZJMi4k70ZKwT3wBQWvtvOTUVyRi1bW3dWqz6tpIAoyRPnYWrZsqXK6ez09Pbllk5KSMG3aNBw/fhzDhw/HuXPnZJJe2trayhx74MABjB8/HkuWLKl10Jk4cSJ+/fVXtGwpndNt48aNWLx4MRYuXChZ4bImf/zxh9ylmX/55RdMnz4dK1aswB9//CHZ/ueff+LatWsYPnw4jhw5InXMsGHDcOzYMRw6dEgqrUxVM2fOhJmZGYKCgvD111+r1MbaiIiIQEhICPz9/REeHi5ZKnvChAkYOHAgPvroI0n+NUCUCWHRokUyy3eLf39z5szBgwcPdN5uUj9sjeWnxcnmJ8PRrObsF5pQqXvNxcUFLi4ukns64seq/iPylQv5OPBwER7nXJIKOGKx2RdxPzNcrTqtec211TwAot/18ePH4eHhgfPnz+PQoUMqHTd27FiYmJggKSkJWVm1W4P9448/lgk4APDpp5+Cx+OpvPQyIHuFJzZ6tGjE35MnT6S2i7uk5GUcGDRING9JUSLQPXv24Pjx4wgJCYGpqanSdhUWFmL58uVo164deDweLC0tERgYqLRrU56dO3cCAFavXi0JOOL29+7dG2fOnJHKRRcUFCQTcABg3LhxaN26NR4+fFjr3x9puGwUBJ2skiSdnVOjezru7u5wd3dHhw4dUFEhm/uLqCal4B6KypX/QSflR9VRaxTj8Xj49NNPAYjuT6hLT0/6grp3795gGEblnGuKMAwDfX19mfo1Ib5Sat++vdR28eOTJ0/KPYZhGAQEBMjsS0lJwfz58zFz5kz06dNH6blzcnLQrVs3rFq1ClZWVpg9ezZGjhyJW7duISAgAEePHlX5eURGRsLExAQ9evSQ2RcYGAgAKgdpfX1RGnxtvL6kYbJVkAA0i6+7oKPRuyktLQ3l5eUICAiQvDGJ+uJzdLsoVtXlqqsaMGAAunbtqlZd4tU0b9y4oVL5AwcOoLi4GO3atYOlpaVa51LVoUOHUFBQILlKUcfBgwfx8OFDlJSU4MGDBzh9+jTc3NywatUqqXKDBg3CsGHD8Oeff6JTp06S1yEiIgIJCQnYsWOHzMRolmUxbdo0mJubq5QL7uOPP8aDBw+wc+dOTJ8+XbJ9/fr16Ny5M2bOnIkBAwYovEoTKy4uRlpaGtq3by93GQJl6+xUd/36dTx48ABdunTR2e+P1D9jfUvw9MxlelqydXilo1HQcXFxQVxcHA2HriU9rnZTxdsau0o9rrpcdVWWlpZqBx1HR0cAkNvVkpWVJQluVQcSmJqaYtu2bTLl9+7di5KSEjg7O6vVhqpSUlIwb9488Hg8rF69Wu3jDx48iMOHX0227dy5Mw4cOAA3N+llthmGweHDhxEcHIyvvvpKaqmAKVOmoF+/fjJ1//zzzwgPD8epU6dgZmamtB1ZWVkICwvDO++8IxVwANFyE5999hnmzZuHf//9F++9957SusQj6aquSFqVOAt2TSPu8vPzMWXKFHA4nFotwU0aPoZhYGvsIsl0IqbL7jWNgs7IkSOxfv16REVFoaCggFYH1ZC5YVOt1ve2U5DUY1WXq66t7OxsmeBmamqK8PBwucGtNsFGfL6BAwciMzMTe/fulSwqqA7xvam8vDzcvn0bX3zxBXx9fXHkyBGpyc8lJSUYP348rl27ht9//12yPtS///6LTz75BCdPnsS1a9ckGamfPn2Kzz77DFOnTpV0Zylz48YNCIVClJWVyb0qFV+VPHr0CO+99x4iIyNluiU7duyIYcOGqf0ayMPn8zF8+HA8evQIa9eulVzZkdeXDU826BSUZ6JMWAJDrvxRmbWhUdAJDg7G33//jejoaIwdOxY7duyAk5PydRo0cePGDSxfvhyXL1+WpGZfsGABxowZo3IdZWVl2LhxI/bt24eUlBRYW1vjvffew5o1a9C0qXY/9NWm5WHnbpadtVpfVc+fi1KeN2nSRGZfmzZtJHM68vLycPToUcyZMwfDhw/HzZs3tbq8RXZ2Nvr06YMHDx5g27ZtCoeEq8rS0hIBAQE4deoU2rRpg8mTJyMhIUHSbbxu3Tr89ddfOHbsGIYMGSI5buzYsTAyMsKwYcOwdu1ayQ38adOmwdLSEt98841K58/JyQEA/Pfff3JXGRUTD7eOjIyUCfBTpkzBsGHDJFc4iq5kCgpEXSiKroTEi9tFRERgyZIlCA4OVuk5kMZN4Qi2kmQ4mqk2FUEdGgWdwYMHg8vlgmVZnDlzBi1atICrqyscHR1lhtNqmgYnIiICgYGBMDIyklqEauzYsUhJScHChQtrrKOyshJDhw7F6dOn0bVrV4wcORJxcXEICQnB2bNncfXqVbkfonWlEpVarY/L0d0NX/G36y5duigtZ2lpiaCgIAiFQkyfPh1z585V60a4MuKAc/fuXfz444+YNWuWVuoFRF1PXbt2xdGjR/HkyRPJYmniAQTyBguIt92+/WqJ39u3byM/P1/hfZDx48dj/Pjx+PbbbzF//nxJL8HChQtVuv+zYsUKhcPgTUxM4ODggISEBAiFQpn7OuKrpqrzdMSqLt/9+eefY926dTW2hbweFA+bTmo4QUecBke8YJtAIMCTJ08ki2mJaZoGRyAQYMaMGeBwOLhw4QI6duwIAFi2bBn8/PwQHByMUaNG1TgcOzQ0FKdPn8b48ePx22+/Sdry888/Y86cOfjyyy+xfft2tdunLSwr1Gp9mq4YWhM+ny+ZY6LqnJupU6fip59+wrFjx3D58mV0767efKPqqgacLVu24MMPP6xVffKIr+aqDo4RLzX94sULmfsz4qHSVZdxnjx5MkpKZBfIioqKwu3btxEQEAB3d3fJqLguXbqAYRhcuSJ/QT519erVCwcOHMB///0nM6lTPD+n+vaqAefTTz/Fxo0btdIW0jjY8lzlbtfVfZ1ap8GpmgJFW86dO4f4+HhMmDBBEnAAUbdAcHAwysvLZVaQlEfc5bF+/Xqp9s2aNQvu7u747bffwOdrZxkATTBazELUvonsDW1tSE5OxuDBg/Hw4UMEBARgxIgRKh3HMAyWL18OQDTrvXqdjx49kvvhLE9OTg769u2Lu3fv4vvvv5dkP6ip3dXPUVhYiNjYWLnld+3ahevXr6NVq1ZSc4LEQ49XrlyJyspXV6ZCoVDy/KpeBf3www8ICQmR+Sfumps5cyZCQkIk94bs7e0xZswYXL58GZs2bZKb6ePatWsqv1bi5eGXLl0qCZiA6IotMjIS/fv3l/qyJu5SCw8Px4IFC7Bp0yaVzkNeH8b6ljDSkx3woqugo3F/jC7T4Ii7cvr37y+zT9W5BqWlpbh27RratGkjc0XEMAz69euH7du34+bNm3j77be103A1+TUbjZbW3bDz9ge1rquT/eBaHS8QCCTdNkKhEHl5ebh37x7+++8/CIVCDB06FHv27FHry8WQIUPg6+uLc+fO4fz58+jVqxcA0dXA+fPnERERodKN6hEjRuDOnTto27YtcnJy5HYvzZ8/X6pLS945srOz4eHhgc6dO6Nt27Zo1qwZcnNzcePGDURFRcHc3Fzmy0xwcDCOHTuGvXv34tatW5JBBmfPnsXDhw/RqlUrlbp6lfnpp58QGxuLzz//HPv27UO3bt1gaWmJlJQU3Lx5E3FxcUhLS1OYaqeqgIAATJ8+HSEhIfDx8cGgQYOQlpaGsLAwWFtbY8uWLVLlZ8+ejfDwcNjb28PMzEzuaxsUFCS1dDd5vYhGsLniWfURbDqaq6NR0NF1Ghxlfc/29vYwNTWtca5BfHw8Kisr5dZRte64uDilQWf79u3YsWOHSu2OiYkBIMrXlZam2uqdlSxQWaB+jiMncy+kFj6EEdcUHe0HgymyRFqR6JyZmZkARIMoVGmHUCiEUCiU3KA2MDCAqakpnJ2dMWnSJAwfPhx+fn7g8/lyrwwFAoHC88ybNw9TpkzBokWL8OeffwJ41WWVnZ2tUvvE3baPHj2SOwQcAAYOHCg1mEXeOYRCIebPn48rV67g9OnTyM3Nhb6+PpycnDBz5kzMnDkTjo6OUm3S19fHiRMnsGXLFkRGRmL79u1gGAbNmzfHnDlz8PHHH6O0tLTG51FYWAgAyM3NlVv28OHD2L17N/766y/8+uuvqKysRNOmTeHp6YmPP/5YrffUihUr4OzsjN9++w3ff/89jI2NMWDAACxevBhmZmZS9Tx+/BiAKEecotfWy8tLqguRvH54Jc1QWSCdEDYPRUh+lgB9rvL5YWKqJgpg2AaYubN///4IDw9HXFyc3PQnzZo1Q1FRkdL5BpcvX0aPHj0kebuq27lzJ2bOnIlvvvkG//vf/xTWs2LFCoV/jIo4ODho9SY3IYQ0dNu3b0daWhp8fHxw69YtheUov0UNHBwcVF6KOyYmBnw+H7a2tpK+dVWk5N/H2cSf1GpXkLfspEtCCNHE88IYnHn6g8x2f+epcLdSPmJV7PDhwypdjdc66Dx79gypqakoKytTWEbd1OiqzDeQl2Jf3TqqllNk1qxZKl+1+Pr6IioqCvr6+nBwcFDpGEAU2Cya8HA0dlXNhQH4OgxTq35CCFHG3MYITyrawNbYFTbGLrDlucDW2FnuAANFVE2JpnHQOXbsGBYtWlTjvRWGYSAQCNSqu+r9Fl9fX6l96enpKCoqgp+f8iWZ3d3dweFwFLZP2X2j+tDG5m0s6h6OpPw7OPDgM6VlDbnKMxYTQog6TAysMLZd3QyV12jM7qlTpzBixAjExcWBZdka/6lLPMrpzJkzMvvEcw3EZRTh8Xjw8/NDbGwskpKkR2GwLIvw8HCYmJigc2fdzeLXhL1JzUFQl5NACSFElzQKOuvWrZMEE10k/ezTpw/c3d2xf/9+qQSL+fn5WLduHQwMDKQWzUpLS8OjR49kutLE91WWLFkiFfy2b9+Op0+fYuLEieDxeFpvf22oslqfoJKWkyCENE4afWW+ffu2JNg0adIEb731FiwsLOSmU9eoUXp6CAkJQWBgIPz9/aXS4CQlJWHz5s1S8waWLFmC0NBQ7N69W7KcMCDKSRUWFobff/8dCQkJ6NWrF548eYIjR47Azc0Na9as0Up761pe6fP6bgIhhGikVv00tra2uHfvnk4SZwYEBODSpUtYvnw5wsLCJAk/N27ciLFjx6pUB4fDwbFjx7Bhwwbs27cP3377LaytrTFt2jSsWbOmXvOuKdPR7j3cyfhb4X4LQ7s6bA0hhGiPRvN0unXrhuvXr6Nfv351kjq/sRCPXqtpnHpNskuSEXJnmsL9E9t/h+bm7TSunxBCtE3Vzz+N7ulMmzYNLMsiOjpa6VBpohkbY+Xrzegi8yshhNQFjYNO//79kZaWJlkugGjX+Hby09zP9AnVWTZpQgjRNY3u6bRo0QKlpaVgWRYnT57EyZMnYWpqChsbG5myDMPILHlAauZk3gH2Jq2RXvxYsq2lVTdYGTnWY6sIIaR2NAo6iYmJUuvpAKKEhuKkhlXpYkj1m4BhGIxrvwlXUn7Di5JENDP3RBeHUfXdLEIIqZVazzJUFlQaYC7RRsWQa4zerjPquxmEEKI1DXI9HUIIIa8njYJO1RUUCSGEEFVpb71kQgghpAYUdAghhNQZlTIS/PXXXwBEK3ZWX2pAkUOHDuHhw4cAgGXLltWiiY0Hl8tFZWUleDwePDw86rs5hBBSZ8SLWHI4HAiFQoXlVAo6HA4HDMNg5MiROHjwoGT73LlzcfLkSblzcUaPHo3Dhw+DYRilDXid0PBwQghRPtCsVkOmMzMzJXN2iCg4iwdZqLtkAp/PB4/HQ1lZmeRqCQDKyspgaGgIPp8vdQ4OhyO1XV47eDye1HGA9CCQqm0UpzMyNDSUtEd8jKLjxGXknatq+eqvi/g5Vt0vPkfVsuLthoaGktehalvF5cVlxOcXt0XV10He763q8fL+r37Omp5H9d9Z1dehepuqtr/qecTHVz1O3vOrWl5Ruartlfd7V/S7qPr8FL3/qrajap1VH4ufv6LfY/W2yfvdiveJ3xtV38PV03MpqqPq61n19w9AanvV17D6eaq+ttVfF3l/Q9V/R/Le11Xfh2Lic1T/v/prV31/1XbIe52qnq825D1nuVgVMAzDcjgcdvTo0VLbR40aJdlXnbJ9rysfHx8WAOvj46P2sXZ2dizLsuzgwYNZAwMDyfbBgwdL9gNgBw8ezNrZ2Um2GxgYsHZ2dpL94n3i+uzs7FgDAwN28ODBku12dnYswzBS5xfvr9oe8TbxceJzVS9T9VwMw0ieg/hc4sfi51W1PnH5qs+r6nHiNlVtW/XyVV8jcVvE9Yrf4tXrFLenavsUPTfxfmXnrLq96rHi48Ttqf67rvr8GYaRvEbVzyOup+rrV/W9UrUNitovrodhGKnzyvu9V32+1d8LVdsifh3Fr1/V17R6nWJV3weKXtPqbav6+6n6fq763qi+rXodVd8f8l5PeX8TVZ+P+L1U/Tzi46q//vL+huT9jqqer+rfk7gMwzBSf2PV/6/+HKu+xor+lqo/d21Q9fOPBhIQQgipMxR0CCGE1BkKOoQQQuqMWgMJSkpKkJycLPVYLCUlRWrEQtV9hBBCCKBm0Dl58iTc3NxktrMsC1dXV221iRBCyGtKraDDKhl7rWwfIYQQAqgZdNSdj0OBiBBCSFUqBx0KIIQQQmpLpaBDSxkQQgjRBhoyTQghpM5Q0CGEEFJnKOgQQgipMxR0CCGE1BkKOoQQQuoMBR1CCCF1hoIOIYSQOkNBhxBCSJ2hoEMIIaTOUNAhhBBSZyjoEEIIqTMUdAghhNQZhqX00VrD5XJRWVkJHo8HDw8PtY69d+8eOnTogPj4eBQUFKBTp04AgPj4eLRo0QL37t2DQCCAhYUFiouLYWJighYtWuD27dvgcrkAAIFAAD09PZiYmKC4uBgdOnTAvXv3IBQKYW5uDgAoLi6WlPXx8ZGcPz4+HgDQokULSXtMTEwk+4uLiyEUCsHlctGhQwepMlXPJW5jQUGBpF0mJiYoKCgAAHTq1Anx8fGS+liWhYWFheQc4vrEx4nbJH4dqrZVXF5c5t69ewCADh06ICoqChYWFsjPz4ePj49kn7i8uD1cLlfSPkXPTbzf3Nxc4Tmr1l31eYhf+/z8fFhYWEiOEf+uxdsBID8/HwzDoFOnTlKvv/j3bG5uLnktqrZLXF7cBvE5qre/U6dOuH37tiRjvPi88n7vVZ9v1ecmfu3Ebbl9+7ZkO5fLlbxHxO2oWqf48e3btyXvA0W/x6rnq/o+79Chg+S1qP7eqPoeFv9ctY6q7w95r6e8vwnx+8LExETyXqp+nqrvsaqvf/XXreprWfV5yntfV30fiv+uxX9j1f+v/tqJn1/190X116bqcxefrzZiYmLA5/PB4XAgFAoVlqOgo0XqrjdECCGvI2VhRa1F3IhyHA5HsgyEfj23hRBdoa9WRJ7yl/9zOMrv2lDQ0aKOHTsiKioKjgDmydmv6Feh7FdU0003dW7K1fYGnrY/bLhark8VDeUmZl21QxfnqW2dmhyv6Tlr+57V1ntUm78HTetS5Th1P4vE2xgA8wHEQ/Q5WNt2EEIIIVpBQYcQQkidoaBDCCGkzlDQIYQQUmco6BBCCKkzFHQIIYTUGQo6hBBC6gwFHUIIIXWGgg4hhJA6o1FGgpKSEmRlZQEAzMzMYGVlJbU/JycHRUVFAABbW1sYGxvXspmEEEJeBxpd6axbtw5ubm5wc3NDZGSkzP5Lly5J9q9fv762bSSEEPKa0CjoREREgGVZ2NraYtiwYTL7hwwZAjs7O7Asi3PnztW2jYQQQl4TGgWdp0+fgmEY+Pj4KEzn7+3tDQBISEjQvHWEEEJeKxoFnZycHACQpPGXR7xPXJYQQgjRKOgYGxuDZVlER0fLDTxCoRDR0dEAACMjo9q1kBBCyGtDo6Dj5OQEAEhPT5c7UGDdunVIS0sDwzBwdnauXQsJIYS8NjQaMt2zZ0/JlcyyZctw7tw59OrVCwBw/vx5qRFtPXv2rH0rCSGEvBY0CjozZszAzz//DEC0FnZkZKRUoKm6Pva0adNq10JCCCGvDY261zp16oS5c+eCZVnJ6DWWZSXBRrxt9uzZ8PX11VJTCSGENHYap8H54Ycf8Mknn4DD4Uhd2YgD0ccff4wtW7ZopZGEEEJeDxp1rwGiq5lvv/0WH330EY4dO4anT58CANzd3TFkyBC0bNlSa40khBDyemDYqpcppFasra2Rm5sLRwDz5OxXdFmp7HKzpktRdS5Va5vdVf40YM1xtVyfKhpKhtu6aocuzlPbOjU5XtNz1vY9q633qDZ/D5rWpcpx6n4WibcxAOYDiAdgZWWldH4mBR0tMjY2Bp/PB4/HQ0lJSX03hxBC1JaamopmzZqpfZyqn38qda+tWrUKAODp6YlRo0ZJHqtq2bJlapVvrIyMjMDn82lCLCGk0bpw4QLGjx+v9nGqfv6pFHRWrFgBhmEwcuRIjBo1SvJYVW9K0HFzc0Nubi7c3NzquymEEFKnVP3802nXMvXcEUJI49K7d2+d1q9y0KkeQMTzcpT9I4QQ0rgkJyfrtH6Vutd2794NAHB1dZV6TAgh5PXy9OlTvPXWWzqrX6WgM2XKFKWPSe2wLIvnL3JhwjOEpZlJfTeHEPIG09PTePqmavVrctDUqVMBAFwuFz/99BP09fW12qg3TX5RCVIzRePa/drTpFpCSP0ZPXq0TuvXaCDBvn37EBoaiujoaAo4WlAhENZ3EwghBABw+PBhndavUdCxs7MDANjY2Gi1MW8qTpXh5wIhBSBCSP0pLy/Xaf0aBZ2+ffuCZVncv39f2+15IxkavLpajIpJQHpWHoRKlgInhBBdcXFx0Wn9GgWdFStWwNzcHM+ePcMXX3xBw6Nrq9o82+T0LNx6+BQxCal4/iIXeYXFqBAI6qdthJA3SosWLXRav0YDCfbu3YvevXvjr7/+woYNG3DkyBG8/fbbcHR0BIcjG8felIwE2lZYzEdhMV/yWI/LhaGBHkx5RjA1MYKBvh6MDAygr1cfqTMJIa+jc+fOaZQGR1UaBR1xGhyGYcCyLGJjY/H48WOF5SnoaIdAKISAL0QxvwwZOfmS7QZ6euAZGcDU2AjGRgYwNjKEgb6eWqmKCCGkLtQ6DY44+MhT2263GzduYODAgbC0tISJiQm6du2KgwcPqlXH8+fP8cknn8DT0xMmJiaws7NDz549sW/fPghfk5v25QKBZNh1XHI67j5Ows2H8bgXl4THSc+Rkp6FF7kFKCgqQWlZOXWHEkIU6tmzp07r13gWkK4/uCIiIhAYGAgjIyOMGzcOZmZmOHz4MMaOHYuUlBQsXLiwxjrEM2uzs7MRGBiIwYMHo6CgAEePHsXkyZNx7ty51za7AssCpWUVKC2rQF6hbJpxfT0uDA30YaivJ/rfQB/6elzo63FhoK8HLoej9AsFIeT1lJmZCScnJ53Vr1HQ0fUHtUAgwIwZM8DhcHDhwgV07NgRgKibzs/PD8HBwRg1alSNoyw2b96MrKwsfPfdd/jkk08k29evXw9vb2/s2bMHK1as0PlojYaoQiBEhUCIIiVluBwO9PW44HI50ONyoafHhd7Ln7lcDvRf/i/ez+WIfuZQsCKk0Xr8+DF8fX11Vr9GQUfXaXDOnTuH+Ph4fPDBB5KAAwAWFhYIDg5GUFAQQkNDa7xXJF5Ce+DAgVLbLS0t0bNnT+zfvx9ZWVkNMug0++kHNNu2RWZ7pYEBBJZWKPZsh+xBQ5ET+C6gow94YWUlhOXqD93mMMyrQPQyKHE5omAkDl761faJynPAYTjgcChoEfK60ijoXLhwAQDQpEkTeHh4aLVBABAZGQkA6N+/v8y+wMBAAMD58+drrKd9+/Y4ffo0Tpw4IXWlk5eXh//++w/29vbw9PTUTqN1qNzGVvKzXlEhDDIzYJCZAavIc8g7dgRx3/8I1sCwHlsorZJlUfnySkpTDMOAy2FE3Xwv/+dwRAGJ+zIwcV8+lmx/2SUo2ce83PfyyktclvsyqFFgI0SWLkeuARoGnd69e0sWdVN0Y3/atGk4fvw4GIZBRkaGWvXHxcUBAFq1aiWzz97eHqamppIyynz22Wc4fvw4/ve//+HUqVPo0KGD5J6OsbEx/vzzT/B4PLXaVh/uRF559aCyEryn8XD+ai0srvwHy0vn0XzLt0hZuLj+GqgDLMtCIGQhEOpukqw4KHGrBC6GYV5ufxWYxOUYBpIgxuEwkqsyLqdaEGSk62I4DHU5kkbj2LFjGDp0qM7q11k60YKCAmRlZWn0h5afLxoObGFhIXe/ubm5pIwydnZ2uHLlCiZNmoSTJ0/i1KlTAAAej4fZs2fD29tb7bbVOw4H/Jat8HjLdniNGASj5CQ0/eMAUj75FNBxdtjXTSXLolIoRF2lvmMYSAKS5CqMw1QLZOKrslfbxFd5kq5I8RXbyy5JGvRBtKmkRHbgkTbp7FOKz+fXXEjHnjx5gsGDB8PU1BQXL15Ex44dkZeXh19//RVffvklTp8+jYsXL4LLbXyTK1lDQ+T0fxeOIT+DW1wMXsJT8Fu1BgAYpiTBfs8vsLh6GQYZ6WD19FDq7ILcgL5Ifz8IlaZmcuvUT0+DQ+gumF+5BMPnqWAEAggsrVBh2wSFvl2QPWgwitt3qMun+VphWUDIVkIXF28MIAlEVbsaXwWqV/fOxPvl7xMFMgpgb67mzZvrtH6Vg474Pk5VL168kLs9NTUVFy9eBAC5GQpqIr7CUXQ1U1BQACsrqxrrCQoKQlJSEp4+fQp7e3sAgKmpKRYvXoyMjAx89913OHDgACZOnKh2GxuCcjt7yc/cYtE4NOtTJ+D+xWfgvEzaJzQxAVNRAZOYhzCJeYgmR/5A7PZdKHWXXkKBFxsDj6nvQ69A9JqzXC6EJqbQz3oBgxeZMIl5AG5BPhLWflVHz46og8XLgR9aytknDkySwSAc8QhG0WAPLocB5+V2fT3R4BBx8NLjcsHhUNBqrHR9n1vloCO+jyPGsiwuXLiAgIAApcdZW1ur3SjxvZy4uDiZoXvp6ekoKiqCn5+f0joKCwvx33//wcfHRxJwqgoICMB3332H27dvN9qgY/j8meRngbkFjB8+gPuST8ERVKCwky8Sv1wJfus2QGUlLC9EwHXVMhimp6H1R7MQfegvVBq/WjDOedMG6BXko9ijHRK/WI7iDh0BhgFTUQ6D589hFXkWoCSkb4zKShaVlZoPBhHPAxMHJQN9Pejr6YkCVLUh+Jp8MSW6c+bMmYaVBqfqpFBlE0TFfczdunVTu1G9evXC+vXrcebMGYwbN05q3+nTpyVllBGn587KypK7/8WLFwAAQ8OGM+pLHZyiQtj8cxwAILCwRKmrG1p/OAMcQQVKnV0Qu303KsWDJDgc5PXug8d29vCcMApGKcloevB3pAdNl9RnejcKAJAUvBzF3p0k21l9A5S5uCJ9yrS6e3Kk0atQY/Qil8uBHocDA3090XB6Pa7U0HrJzy//Uddf46ZW0FEnCwHLsjA3N8eKFSvUbRP69OkDd3d37N+/H/PmzZPM1cnPz8e6detgYGCAyZMnS8qnpaUhPz8fDg4Okq45GxsbtGnTBrGxsQgJCcH06a8+YPPy8rB582YAqPFKraHhFhTA5GE0nL7dBINM0ajA9ImTwS0qgsVlUZdmWtD0VwGnihKPdsjt0x82p0/A5sTfUkFHaGYObmkp9LMy6+aJEPKSUFgJobASZRWqZVLX44qvnET/i7v99CVXT6IrKH09PZrzpQFNLhTUoXLQmTx5suSXFxoaCoZh4OLiInPFwTAMeDwe2rZti9GjR8vt2qqxUXp6CAkJQWBgIPz9/aXS4CQlJWHz5s1wdXWVlF+yZAlCQ0Oxe/duBAUFSbZ/++23GDJkCGbMmIEDBw6gU6dOyM3NxV9//YUXL15g5MiR6Nu3r9rtq2t+XrJDx8Wy3huK5zM/hNnN62Befiko6NpdYfmCbj1gc/oEeHGxYCoqwL5c+TXPPwBND4fB/YtFyLwdhbze76C4fQe5wYuQ+iQQClVe7JBhGEl3nuQ+ld6roCQ1oELc7cd9NaiC8wYGLFVGBteGykFnz549kp9DQ0MBAJ07d9ZZSpyAgABcunQJy5cvR1hYGCoqKuDl5YWNGzdi7NixKtXx7rvv4vLly9i0aRMuXbqE8+fPw8jICB4eHli2bBnmzJmjk7ZrW9XJoaw4I4GHJ7IHDUGhX1cAgH5O9qvyL1d2lVvXy8EHHIEA3Px8CGxFdacs+BxGKUkwv34VDnt3wWHvLrBcLkraeCDPvzcyR41FhZ36XyAIqU8sy6rV1VcdhyPKoiHp8hOngNLjSgUs8b2pqtsa61XWw4cPdTqdRKMh0+Krni5dumi7PVL8/Pxw8uTJGsvt2bNHKihW1aVLF7UzUzc0UpNDdURobo5Hv+yDadRNWEaeg9mdKJg8uA+Th9EweRgN+z0hSFi5DjkDB+u8LYQ0FJWVLMorBShXseuvKgZ4meqJK5lfxZUEME6Vq65X96zEIwAba8BShUZBR94HPMuy4PP5MDY2rm2biAYqrG0kPxtkpKPMSX4+OYOMdABApZ4ehHIm3xb5dEaRT2cAAFNWBovLl9B8y7cwjouF+7IlKPDrJrk6IoQoxgIQCCs1yqpRtVtQPICC+7JL0EBfD4YvRwMa6OuBy9Xu6L/Ro0drtb7qajU5ND09HevXr8fx48eRkpIiSl0iEGD79u3IyMiAnp4egoODtdVWokSJRzuwHA6YykqYX72CFwqCjvnVywAAfuu2kvs5irCGhsgL6AN+i5bwHtQXnLIymN2+idx+A7TefkLIK1W7BfllystyOAyMDAwkgysMDfRhZKgPIwN9GBkYqD1n6tSpU3jvvfdq0XrlNA46V69exZAhQ5CdnS0Z1Sa+HExNTcWaNWvAMAy6d++O3r17a6WxRDGhuTnyu78Ny0vn4bAnBNnvDZUZBMCLjYHVv6Ih59kDq7ypBAKAwxH9k6Oy6rBymlNBSINSWcmipLQMJaXyo5OBvh5MjY1gZKAPQ3198IwMYMIzVNh9V1hYqMvmarZyaE5ODkaMGCGZA1O98aNGjZL8fOLEiVo0j6jj2cf/Q6WePoySk9Bm9lTwHseKdlRWwuJCJNp8OAMcgQClTs7IHP1q/pNBRjo6DOoLx+0/wjjmgSgIvcSLfYQWSz4FAAh5xijorHxSLiGkYSmvECAnvwjPX+Qi4XkmHj59hpsPn+JBfApSMrJRxC+Vmg6jyYhjdWh0pbN161akp6eDYRi5c3c6dOgAW1tbZGdn4+rVq7VuJFFNiWc7PF2/Ce7Bn8Es6ia8Rr4HgakpOBUV4JSJvgWV2Tvg8dbtUtkIAMDoWQqab/0Ozbd+J0qBY2oGTkkxOBUVAIBKfX08XbMBQgvLun5ahBAtY1kWxfwyFPPLkPYiF3pcLhxsLWFnawkfHx+dnlujK53jx49Lft6/fz+GDRsmU8bT0xMsy+LJkycaN46oL2fAINw/ehKZo8eh1MkZnPJysFw9FLf1wLMP5+H+n//I5F2raGqHx1t+Rvr7H6CoQ0eU2zYBp6QYrJ4eSlq0RMa4Sbj/5wnk9n+3np4VIUSXBEIhUjKycTc2EUeP/aXTc2l0pRMXFweGYdC5c2eMGzcOhw8fliljaWkJQNQVR9SX+uE8pH44T6Njy5xdkLhstcrlWX195PXug7zefTQ6HyHk9VAhEKKktAy5BcWwMjep+QANaHSlI162wE7JJMS8vDzRCejGMyGENBrO7q2Rna+7wQQaRQRra2uwLIvY2Fi5+wsLCxEVJUogaWNjI7cMIYSQhkdQUY6y8gqd1a9R0BGnSHjy5Ak2bdoEQZXRThkZGQgKCkJRUREYhpEk6ySEENLwPU9J1Gn9Gt3TGTZsGM6cOQMAWLx4sdS+Zs2aSY1oGz58eC2aRwgh5HWi0ZVOUFCQZKE1QDT8TjxXp/LlQl8Mw6BVq1aNdoE0Qgh5E3XoojhLvTZoFHSMjIxw9OhRODo6SgUcAJK5O3Z2djhy5EijXSSNEELeRHEP7+m0fo2Hlnl4eOD+/fv44osv4OnpCR6PBx6PB09PTyxZsgTR0dE6X2ubEEKIdvGLi3Raf60SflpaWmL16tVYvVr1OSGEEEIaLhMz2ezz2kSTaAghhEi4tWqr0/prHXSePXuGa9eu4cKFCwr/aerGjRsYOHAgLC0tYWJigq5du2q0IFtmZib+97//oVWrVjAyMoKNjQ26deuGbdu2adw2Qgh5HUVHXdNp/Rp3rx0/fhyff/45Hj9+rLQcwzBS83hUFRERgcDAQBgZGWHcuHEwMzPD4cOHMXbsWKSkpGDhwoUq1XPnzh30798fubm5GDRoEEaNGoWioiLExMTg+PHjjWbJakIIeR1oFHTOnDmD4cOHg2VZuVmma0sgEGDGjBngcDi4cOGCZILpsmXL4Ofnh+DgYIwaNQouLvIXKhMrKCjA0KFDAQC3bt1Chw4dZM5DCCHkleYuLXRav0bda2vXrpWaj6Nt586dQ3x8PCZMmCCV0cDCwgLBwcEoLy9HaGhojfX89NNPSE5OxoYNG2QCDgDo6dVqHAUhhBA1afSpGxUVJZmP4+DggG7dusHMzExrjYqMjAQA9O/fX2ZfYGAgAOD8+fM11hMWFgaGYTBy5EjExsbizJkz4PP5aNu2LQYMGAADAwOttZkQQl4Hz5Li4d6yZc0FNaRR0OFyuQAANzc3REdHg1dtWeTaiouLAwCprAdi9vb2MDU1lZRRpLy8HPfv30eTJk2wZcsWLF++XHJ1BgDu7u44evQovLy8tNp2QgghimnUvebr6wtA9MGt7YADAPn5+QBE3WnymJubS8ookpOTA6FQiOzsbKxatQpfffUVMjIy8OzZMyxduhQJCQkYPHgwSktLtd5+QghprNr7vKXT+jUKOuIkn1evXsXDhw+12iBtEV/VCIVCfPjhh1i4cCGaNm2KZs2aYdWqVRg9ejSSkpJw6NChem4pIYQ0HAlxj3Rav0bda/369cPXX3+NTz/9FF27dsXYsWPRvn17WFlZyS0/efJkteoXX+EoupopKChQeK7qdQDAkCFDZPYPGTIEBw8exM2bNzFp0iS12kcIIa+r4kLlvUi1pfHwLUNDQxgYGKCoqAi7du1SWlbdoCO+lxMXFyfpyhNLT09HUVER/Pz8lNZhYmKCZs2aITU1VbJ0dlXibeJVUAkhhAA8E1Od1q9R99qRI0cwd+5clJWVSYZMi+fsVP+niV69egGAZM2eqk6fPi1VRpl33nkHAOR2AYq3ubq6atRGQgh5HbXylJ1eok0aBZ2vvvpK8rMuJoj26dMH7u7u2L9/P+7cuSPZnp+fj3Xr1sHAwEDq6iktLQ2PHj2S6Y6bPXs2AGDDhg3Iy8uTbE9PT8f3338PDoeDkSNHarXthBDSmN27cVmn9WvUvRYdHS25wnnrrbck83Q4HO3kD9XT00NISAgCAwPh7+8vlQYnKSkJmzdvlrpCWbJkCUJDQ7F7924EBQVJtnfv3h0LFizAN998gw4dOmDw4MGoqKjAsWPHkJmZiXXr1qF169ZaaTMhhJCaaRR0jI2Nwefz4eXlhcuXL+skK0FAQAAuXbqE5cuXIywsDBUVFfDy8sLGjRsxduxYlev5+uuv4eXlhR9//BF79uwBwzDo1KkTfv75Z1pKmxBCqnF0ctVp/RoFnYCAAPzxxx+wsLDQScAR8/Pzw8mTJ2sst2fPHuzZs0fh/qCgIKkrIEIIIfLp6es2U4tG/WGrVq2CsbExrl27JklZQwghpPFLfqp85YDa0uhKJywsDD169EB4eDj69u2LgIAAeHl5yR2aDIiyQxNCCCEaBZ0VK1aAYRgwDIPKykqcO3cO586dU1iegg4hhDQOnh276LT+Wg83U3ZPRxdr7RBCCNGdZ4nxOq1f44wEFFAIIeT1U5CXo9P6NQo6u3fv1nY7CCGENACGRsY6rV+joDNlyhRtt4MQQkgD4OHtW3OhWqD1mgmpI8MCeyPteapKZX/a9St8u+h2XROiG89Tn2H4gAAMGjIcy9Z+VfMBSuz9ZTt+/G4zACDk14Pw8u6ktHxqSjImjhwMPr8Ew0ePw+Jlq+W2TZHpcz6GT8cO8O8TKLX91KlT2Lx5M27evImysjK0bNkSH3zwAT755BPJop6qoqBDSB0ZO2kKigoLFe6Pf/IYEeGnweMZw8HBsQ5bRhqi+LjH2PnTD+DxjMHnl9RYvrKyEqu+XKRS3a3atEWvd/rJbPfp8hZQIZ15/4cffsAnn3wCc3NzjBgxApaWlvj333+xcOFCXLlyBX/88YdqT+glCjqE1JHx73+gcF9+Xi6mjBsBAFi6egMcmzvVVbNIAySoqMDKLz5Hq7YecHJ2xam/j9V4zO/7duP+vTv4eMHn+O6rdUrLtm7jgRkfzpO7LzXpqeTn58+f4/PPP4eVlRVu374NFxcXUfsEAowaNQqHDh3CgQMHMG7cOJWfGwUdQuqZQCBA8KefIC31GSZPm4U+ge/KlMnJzkZoyM+4dP4cMtLTYGxiik6du2Dmh5+gRSvppLXDAnsDAPb98Rd+3vItLkT8i+ysFwhesRbvDRNlVb8YeRb79+5GbMwDCCoq4OTihkFDhmPMxMnQ01PtYyE5KRF7dm5D1M3ryMrMAI9njKb2DvD1ewv/+/wLqekUxcVF+H3vbkSEn0ZKShL09PTQrLkTevgHYPrsj6Cnry8pe/f2LezZuQ3Rd++gtJQPB8fm6DtgICZPnQkjHk+qDW95tYJPZz+s3PA1fvr+a1y7fAm5Odn48Zd9ku7J2zev49c9Ibh/9w5Kiotg5+CIfoEDETRjjkx9ikSePYN/T59ATPR9vHiRCT09PbRs3RbjJk3BO/0GSMr9ffQwVi8Vraz8z19/4p+//pTsU6fLdPfObUiIj0PowaP4ddfOGssnPo3H9i3fYsq0WWjd1lOlcyhiZGwi+fnkyZMoKyvDvHnzJAEHECVlXrlyJY4dO4Zt27ZR0CGkMfnh6w24ee0KuvXwx5x5C2T2P0tJwpwPJiEzIx1vde8J/3f6ITcnGxH/nsa1/y5ha0go2nfoKHVMeXk55k5/HyUlJXi7dx9w9biwtrEFAOwP3YXvN6+HuYUlAgcOhhHPGBcjz+L7zetxJ+omNn73Y405FV9kZmDq+JHg8/no4d8b/QIHgs/nIyU5EYcP7Me8hYslwSsnOxtzPpiAxISnaN3WAyPHTEBlZSWSEp5i366dmDhlGsxeBp2zp09i6aL/Qd/AAH0DB8La2gbXrlzCLz9vxdXLF7Ft128wNDSUakt+Xh6mTxoDcwsL9Ht3EMrLymDyciGyw2G/YdPalTAzM0fP3u/AytoaMQ+isXvnNty6cQ0/7doHfRVyjf303dfQ19eHdydf2DRpirzcHFyMPIslCz7GwsVLMWaiaKmV1m09MHbSFIT9GirTheXg2KzG8wDAo4cPsHvnNsyc+wncW7SqsbxQKMSqLz+Hk7Mrps76EPfu3K7xmBcvMvHH77+iuKgQ1ja28Onih+ZOoqCSGBcDZ2dnAKJlYADAzc1Npg7xtsuXL6OsrEyl5wZQ0CGkXp3460+E/RqK5s4uWP3Vt3KXB1kZ/Dmys17g+593oWuPtyXbp878EFPGDcf6FV/ityN/Sx2TnfUCrdq0xY69YTAyMpJsf5aShK3fbYKVtQ1Cw/6Enb0DAGDOvP/hoxlBOH8uHCf/PoaBg4cpbXdE+GkUFhbgf4u+wLhJQVL78vPzpK6Wvlq7HIkJTxE0Y45MUM3OygLPWDREt6ioEOtWfgEul4uQfQfRqk1bUds+WYilixbg31P/4NfdOzFt9kdSdcQ/eYz3ho1E8Iq1Uje1n8bH4esNa9CydRv8GLIXFpavlrgPDdmOn77fjIP792HilGlKnysAfPvTTjRzcpbaVlJSjBmTxmL7j99hyIjRMOLx0LqtJ8aZmSPs11ClXViKlJeXYeUXn6F1Gw+8/8EMlY4JDfkZj2Ie4pdf/1ApgALA9Sv/4fqV/ySPGYZB4KAhWLx0lVQ5W1vRF5WEhASZOsTbBAIBnj59KrNfEe0sgEMIUVvMg/vYsGopjI1NsOn7bTAzN5cpExvzAPfuRGHgkOFSAQcAnF3dMGzkWDyJi0V8nGySxo/+97lUwAGA0/8ch1AgwMQpUyUBBwAMDAzx0f8+AwD8c+yIys/B0NBIZpuFhaXk5+ysF4j89wyaOzljxpyPZcra2NpKAtSFiLMoKizE4OGjJAEHADgcDj5e8Dm4enpy26avry/aX20U1Z9/HIBQIMDCJcukAg4AvD91BqysrXHmhHSwVqR6wAEAY2MTDBo6AkWFhXgYfU+lemqyY+v3SElKxNLVG1QaFfY4Nga//PwjJgVNh0e79jWWNzLiYeqsuQgNO4qzl6MQfukmtu4MhadXB5z6+xhWfPEZ2nr5SMr3798fXC4Xv/zyC1JSUiTbBQIBVq5cKXlcdZHMmtCVDiH1IDsrC59/8iHKy8ux4dtv4N5SfjdK9L07AICc7Czs/OkHmf2JCfGS/6ve2zE0NETL1m1kyj9+JFqm3UfOvQUv704wNDTE40cxNba/Z+938NP3X2PTupW4ee0KuvZ4Gz6d/WQ+nGMe3AfLsvD16yp130aexzEv29ZZtm32Do5o1twJyYkJKC4uknSfAYBjMydYWlnLHPPg5Wt37b+LuHntisx+PT19JCWo9g09Jzsbe3/ZjiuXziMt7TnKSkul9r94kalSPcrcv3Mbv4X+gulzPpa5TydPRUU5Vn3xOZo7O2P6nI9qLA8A1jY2mPXRfKltXbp2h5d3J0weMwyR/55Bv379MXTkGACiLrTg4GCsXr0aXl5eGDFiBCwsLHD27FkkJyfD2dkZycnJai3gSUGHkDomqKjAkoUfIzMjHVNnzUXvPv0Vli14uQT7fxci8d+FSIXlSvnSw1ytrG3k3pcpLioGAMn9naoYhoG1jS0yMzNqfA6OzZrjl9/+wM5tP+DyxfP49/QJAICrmztmzp0vGQwhHiLepKldjXUWFxe9bJuN3P22tk1EQadIOugoKi9evn73zm01nluZ/Pw8fDB+BNLTnqNDJ1906doDpmZm4HK5ePwoBhci/kVFeXmtziEQCLDyy8/RsnUbTJk2S6VjQkO2i4ZV7wuDgYFhzQcoYcTj4d3BQ/Hzlm9xJ+qmJOgAoqVsWrdujS1btuDAgQPQ09NDz5498fvvv0sGEDRt2lTlc6kUdJKTk9V8CtLEN6XUdePGDSxfvhyXL1+WrBy6YMECjBkzpuaD5cjNzUX79u3x/PlzBAYG4tSpUxrVQ0htbF6/CnejbqJnrwDMnPuJ0rLiD9dPlyzD6Anvq3wORQMBTExFI5NysrNkbmyzLIuc7CypD3RlWrRqjQ3fbIWgogIxD6Nx5dIFHPxtL7747BPYNm0K706+MH3ZZfhChUAmPm9Odrbc/dlZWS+fg3T7FD7Xl/Wdu3pb5eckz19H/kB62nPM+mg+ps6aK7UvNGQ7LkT8q3HdYvySEqQkJQIAevjIH302fZLoc++r735Crz79EBvzEJWVlZg2cbTc8n/+cQB//nEA/gF9semHmgOvuAtSKBTK7Js0aRImTZokta2srAxxcXGwsbGRO9BAEZWCjqurq8YrhDIMA4FAoPZxERERCAwMhJGREcaNGwczMzMcPnwYY8eORUpKChYuXKh2nR999JHk2w8h9UH8QeDi6o6VG76u8e+qXQdvAMD9u7fVCjqKtG7riciz4Yi6cQ3tvLyl9kXfu4OysjJ4dfRRcLR8evr68PLuBC/vTmju7IKVwZ/h0vkIeHfyhYenFzgcDm5dvwpBRYXSLrbWHqIP26ib19B3wECpfRnpaXj2LBnNmjupHEDad/BGbMwDRN+9g7e691TrOVWVmiL60u0f0Fdm352oGzLbxPdihJWVKp9D38AAQ0bIDx63b91ASlIi3u7dB1bW1nBoJvqy4NetByytrGTKZ73IxOWL5+Hq5o4OnXxVHkL94P5dAEAnv+4qlT906BDKysowbVrNAzGqUqt7ra4ySwsEAsyYMQMcDgcXLlxAx44dAYjW5fHz80NwcDBGjRolNW68JocPH8b+/fuxdetWfPSRav2fhGjTvTtR+Hr9KpiYmuKr73+CqalZjce08/JGuw7eOHPyb7wd0Af9BgyS2l9ZWYk7t27IvUcjT+Cgwfhl+4/Yv3c3Brw3VNLtVVFRjh+/3QQAGDR0RI31xDyIhpOLi8xzyMkWXY2IhzXb2NoioG8gzp45iZBtWzC72ui1nOxsmFtYQE9PD/4BfWBqZoa/jx7GqHGTJPe5WJbF1m++glAgUKltYiPHTsTRwwfx9frV+GHHbthXy/JQWFCA56kpaOPRTmk99i+vCO/evil1n+z0P3/h8sXzMuXNzM3BMAwy09NUbquRkRG+WCl/QueqLz5HSlIipkyfJZUGZ/T4SXLL37pxDZcvnkenzn4yaXBiYx6gdVtPmS87Ef+exom//oS5uQWMDaTvzxQUFMC82iCXmJgYLFy4EObm5li8eLHKzxOo5T2dmr6laRqkzp07h/j4eHzwwQeSgAMAFhYWCA4ORlBQEEJDQ1VeHO7FixeYM2cO3n//fQwaNIiCDqlzxcVFWPy/j0TdxB19EH7qH6Xlfbq8JZlIuGbjt/hw2vv48rP5OLBvD9p4tIOhkREy0p7j/t3bojkjtx6o1I7mTi74aP5n+H7zekwcORh9A9+FEY+HS5ERSEp8Cv+Avnj3vaE11nPy76M4+scBdPTtguZOzjAxMUXC0ye4fPE8zC0sJZNQAeDzL1cg/slj7N65DZcvnYevXzeAZZGclIBrly/hZORVmJmbw9TUDMHL12Lpov9h6oRR6DtgIKysrHH96mU8ehiNdl4dMEnFYcSAqPvv8y9W4Ks1yzFmcH90e7sXmjs5o6S4GKnPUnD75nUMGjpC5oO5unffG4p9u3bg6/Wrcev6Ndg7OiIu9hFuXruC3n37I/LfM1LljY1N4NneC7dv3cDyJZ/CydkFHA4H7w4epvJcHV357qt1eJaSDC/vTmhqZw9hpRCxMQ9xN+omDAwMsHTNRvAMpUfNLVy4EFFRUejSpQusra0RFxeH48ePg8Ph4OjRo3ByUi97hkpBx9/fXybAlJSU4MYN0aWlmZkZWrRoAQB4+vQpCgoKwDAMvL29FS5hrUxkZCQA0XC96gIDRYnozp+X/YahyOzZs8HlcvH9999T9xqpF/l5ecjOegEAiLpxDVE3riktPx2QBB3H5k7Ye/AY9u/dhQvn/sXfxw6Dy+HCpkkTdPLtgnf6D1BaV3UTpkxFc2cX/L53F07+fQyCigo4u7jhk0+XYMzEySp1pfd/9z2Ul5Xh3u0oPLx/D+UV5WhqZ48RYyZg0gfTpa4qLK2s8ctvf+C3Pb/g3JmTOPT7PhgYGsKxWXNMnjYLvCpZAfoEvgtrW1uEhmxH5L9nRBkJmjXH1FlzMXnqTJmJoTUZNmosWrf1wP69u3Dn1k1cioyAqZkp7OwdMe79DzBoyPAa67Czd8C23b9h6zdf4cbVyxAIBWjr0Q4/bN+NjPQ0maADACvWbca3X63Ff+cjUFRUCJZl4e3Tud6DzoD3hiIi/DSi791BXl4u2MpKNGlqh6Ejx2DC5KlwdW+B5KdxUsf0798fjx49wh9//IHCwkLY29tj4sSJCA4Olnzuq4NhNbgcEQgE6Nu3Ly5evIjFixdj6dKlkvkAZWVlWL16NdatWwdfX19cvHhRZq5ATUaPHo1Dhw7h5s2b8PWVTbNtZmYGKysrlQY4/Prrr3j//fdx9OhRDB06FImJiXBzc9PJQAJfX19ERUXBx8cHt27dUvm4In4pHsY/02pbCCFEE7nZL9C8eXO0a6HeFYyqn38aTQ795ptvcOHCBXh4eGDt2rVSQcXQ0BBr1qyBp6cnoqKisGnTJrXrF1+NWFhYyN1vbm6u0hXL8+fPMW/ePIwfPx5Dh9bcZUAIIW+6p7GqddVqSqOgs3fvXjAMg2bNFF8qNmvWDCzL4vfff9e4cbU1ffp06Ovr44cfZCfVEUIIqXsaBR1xnp2bN2/ixYsXMvszMzMl93sSExPVrl98haPoaqagoEDhVZBYaGgoTp48iR9//FGSP4gQQohyrdt511yoFjQKOqYvJ2fl5eWhZ8+e2LlzJ65evYqrV68iJCQEvXr1kuTiMTVVf1JWq1aioZJxcXEy+9LT01FUVCQpo8jt26JMq6NHjwbDMJJ/4klMp0+fBsMwUqPjCCHkTZeVka7T+jUaMt27d28cOnQIDMMgLi4Os2fPltovHpvAMAwCAhQvjapIr169sH79epw5c0ZmnYbTp09LyijTrVs3FBUVyWwvKipCWFgYmjdvjsDAQI2zJRBCyOsoJ6vm7BG1odHotZiYGHTu3BmlL5PeVa+CYRiwLAsej4cbN27A01O9RYUEAgHatGmD1NRUXL16VXI1kp+fDz8/PyQmJiI2Nhaurq4AgLS0NOTn58PBwaHGbjcavUYIIYrduX4JPXr1aVij1zw8PPDXX3/B1tZW6qpGPL6fZVnY2tri2LFjagccQLQqXUhICCorK+Hv74+ZM2di4cKF8Pb2xuPHj7Fu3TpJwAGAJUuWwMPDA3/++afiSgkhhNSoo5/mKYNUoXFGgj59+iA2Nha//PIL/v33XyQlJQEQJffs27cvpk2bBis5eYFUFRAQgEuXLmH58uUICwuTJPzcuHEjxo4dq3G9hBBCFLt99SJ6yskzpy21SoNjaWmJhQsXapR8UxV+fn44efJkjeX27NmDPXv2qFSnq6trneWQI4SQxqayUjbLtDZpbeVQlmVRUlKireoIIYTUA5umDjUXqoVaXemkp6dj/fr1OH78OFJSUsCyLAQCAbZv346MjAzo6ekhODhYW20lhBCiY1Y2TXRav8ZB5+rVqxgyZAiys7OlBhMAQGpqKtasWQOGYdC9e3f07t1bK40lhBCiW09i7sHRUXdXOxp1r+Xk5GDEiBHIermSX/WstKNGjZL8fOLEiVo0jxBCyOtEo6CzdetWpKenS+bjVL8x36FDh/+3d+dhTV3pH8C/CQQChH2nFYKKVinVMohYFKQOi9pFh1bUQVwoWq11XKauVepUq/5qa+2MrbgUqdVarU4rKuACYt1R24qtWlRAi7gVBQMBQnJ+fzC59ZIESCBB8P08T56HnHvuuSfn0by592zc0jMnT55seS0JIYSYRJdnAoxavkFBJz09nft769atGDZsmEaenj17gjGGK1euGFw5QgghplV+/55Ryzco6BQUFEAgECAoKAgjR47k9gR/lHrztrKyshZVkBBCiOncu938bbYNYVDQkcvlAAB3d3ededQLfgqFrTYqmxBCiJEJBMb9zjaodCcnJzDGcPnyZa3HHz58iHPnzgEAnJ2dDa8dIYQQkwrsF2bU8g0KOr161e+3cOXKFXz44Yeoq6vjjt2+fRvjxo2DTCajrQMIIaSd+fn0MaOWb9A8nWHDhmH//v0AgLlz5/KOqXcMVRs+fHgLqkcIIcSU6uoURi3foDudcePG8TZRY4xxc3VUKhWA+rk7fn5++Pvf/94K1SSEEGIKjs5uRi3foKAjFovx3XffwcvLixdwgD/30nF3d8euXbtgaWnZapUlhBBiXK6eTxm1fIOHKfTo0QP5+flYsGABevbsCSsrK1hZWaFnz56YN28eLly4YNBeOoQQQtrObxd+NGr5BgWdCxcuAKifi/P+++8jPz8fMpkMMpkM+fn5WLp0KZycnAAAU6ZMab3aEkIIadcMCjrR0dHcpm2NmTRpElJSUgy5BCGEkDbg2824T6gMCjqlpaWIjIzEnTt3tB5njCEpKQnr169vUeXy8vIwZMgQODg4wMbGBiEhIdi+fXuzzmWMISMjA5MnT8Zzzz0He3t7WFtbo1evXvjggw9QXV3doroRQkhHVPmwwqjlG9ync/XqVURHR6OiQrOCiYmJ+OKLL1pUsZycHISGhuLo0aMYMWIE3nzzTdy6dQtxcXH46KOPmjy/pqYGQ4YMQWpqKry8vDBx4kQkJiZCLpdjwYIFCAsLo03nCCGkgTulvxu1fIPm6ahHq50/fx4vv/wysrKyIBaLAdQPp/7yyy+5POq+HX3U1dUhKSkJQqEQR44c4SaYLlq0CMHBwZg/fz5ee+01+Pj46CzDzMwMS5YswZQpU+Do6MilKxQKxMbGIj09HWvWrME777yjd/0IIYQYxqA7nc8++4z7++jRo3j99ddRW1uL+Ph4LuCoh03n5OToXX52djauXr2K0aNH81Y0sLe3x/z581FbW4u0tLRGyxCJRFiwYAEv4KjT582bBwDIzc3Vu26EENKRGXsZHIPudCZNmgSFQoFp06ZBIBBg37596NKlC27evAmgvj/F29sbBw8eRNeuXfUu//DhwwCAqKgojWPR0dEAWhYwRCIRAMDcvEW7dRNCSIdz4dxphPQPN1r5BvfpTJ06FR9//DG35E1JSQn3d9euXfHDDz8YFHCA+q0TAPBWPVDz8PCARCLh8hhC3d+kLagRQsiTrLbGuIOsWrSG9fTp0/Hhhx/yViUICAjA0aNH0alTJ4PLLS8vB1D/OE0bOzs7Lo++MjIykJKSgh49eiAxMdHgOhJCSEdk72jcnQGa9XxpwoQJjR53dXXF3bt3IRAIIJVKeYuACgQCbNy4sWW1bCV5eXmIi4uDvb09duzYQUv0EEJIA56dpEYtv1lBZ9OmTbz11XRhjGHPnj2894YEHfUdjq67mYqKCo0BAk05c+YMoqKiIBQKkZWVBX9/f73OJ4SQJ8Gl82fhNijaaOW32hZxAoGgWYGpOdR9Odr6bW7dugWZTKa1v0eXM2fOIDIyEiqVCllZWejTp0+r1JMQQoh+mh10GGN6vwwVHl4/ckK9Z8+jsrKyeHmaog44SqUSmZmZ6Nu3r8H1IoSQjs6n6zNGLb9Zj9cMmWvTEoMGDULnzp2xdetWTJs2jZurU15ejg8++AAWFhZISEjg8peWlqK8vByenp68wQdnz55FZGQk6urqkJmZiX79+pn0cxBCSHtTUy03avnNCjrNvatoLebm5tiwYQOio6MRFhaGkSNHwtbWFjt37kRxcTFWrlwJqVTK5Z83bx7S0tKQmpqKcePGAQDKysoQGRmJBw8eICYmBgcOHMCBAwd413FwcMD06dNN98EIIeQxd+v3YnTrbry7ncd2dmRERASOHj2K5ORkfPPNN1AoFAgICMCKFSsQFxfX5PkVFRW4f/8+ACAzMxOZmZkaeXx8fCjoEEJazfrPnLDh8/qlvyzFKuzcWwxXN6XWvDdLzDE8RgoA+OyLEvylj3HvMB4XLQ46SqUS9+7dQ01Njc483t7eBpUdHByMjIyMJvNt2rQJmzZt4qVJpdIW9SsRQkhL1FQLseFzJ8xLvtvWVdFL7+D+Ri3f4KCTl5eHhQsXIjc3F7W1tTrzCQQC1NXVGXoZQghpt9K/s8Pfxz6At1TR1lVptkv55xD8wgCjlW/QkOlTp04hPDwcBw4cQE1NjdFGsRFCSHvk7qFA1241UNYJ8Nmnxp3h39qq5cbd8sWgO5333nsP1dXVvLk5DYOLeqVpQgh50giFwJR//IGZb3kh54AEv+Rbwj9AdxeELj//KMaub+zx0zkxyv4wg8iCwUeqQMRfZXhtVDmsrXV/x+Zm2+CbLfa4fNESyjoBnuqkQMzQhxg15gFS19f3PQUGyfF5agnvPFt7/Sbe68ugoHPixAkuqFhYWKB79+6wt7eHmZlZa9ePEELapdCwKgQGyXHujBXWfOKMzzbebPa5KhWw6v9csH2LA5dmba1CtVyIXy+I8esFMfZ8Z4fVKTfh6aXZfbF6pTO2pv0ZPGxtlSi8ZoH/rHLBsSM26BWoe9BCJ9/mT7w3hEFBR92HY29vj1OnTqFbt26tWilCCOkIpky/hzfiO+HsaWucOGqNfv2b9+hq3RonbN/iAEenOrwxuQyRg2Wwt1ehTgH8/JMVVn/ojMsXxZgz3QObtv0O4SMdJfszJFzAiR7yEFNn3oObuxI1NQJkpNvi4+UuuFpgofPav/50GmGP2zI46iDTt29fCjiEEKJDQK8aDBwkAwB8ttoZzelxuFliji83OsJSrMKn627itZEVsLdXAQDMRcBf+tQ/EnNzV+DyRTF+yLHhzmUMSPlP/ZDt4H5VWLz8Ntzc64dsW1oyDHutArPfvYuKirZ7KmVQ0ImPjwdjDAUFBdRvQwghjZg87Q+YmTH8dskS+/dJmsy/93s7KJUC9AutQrfu2kcG29gwhL9YCQA4edyaS//tkgV+v15/FzMu6T60LYc59NWH8PDUPZrusXy8Nm3aNGzbtg0//vgjJk2ahA8//FDn3jeEEPIkk3ZW4KVhFfh+pz1S/uOMQVEymIt05z//oxgAcOq4NQYPlOrMJ6+qv2covfnn1/jli/XbtZibMzzXW3u/jUAAPB8kR0a69koolcad4mJQ0ImJiYFCoQBjDBs3bsSWLVvQtWtXODtrDg0UCAQ4dOhQiytKCCHt1RuTy5C51xYlv4uwa7s9Rvxd9yaUd+/WP/qSy4WQy5t+GFVT/Wee+2X159o7KCFqJLDpWiUBAG5eL0RXP+N1mxgUdA4fPswNl2aMQS6XIz8/X2Nrg0d3FCWEkCeVm7sSI0aVY3OqI75Y54iXhlfozKtS1n9nJky4j7dm/GHQ9R7nr90W76ejDj4UXAghRLeExPuws1Pifpk5tqY56Mzn7FJ/F1Jaqv89gaNT/bkP7ptB0cgiCHfv6B5IEBBk3NX4DQ46xtxPhxBCOho7exUSEusXId6S5ogH97V/8T/3fH1fTN5Ja9TU6PdjvnuP+gmodXUCnP/JSmsexoCfzmo/BgBXL17Q65r6MujxWmFhYWvXgxBCOrzXR5dj+1Z73LktwhcpTlrzvDy8AptT64PS+jVOmDpT9yM2hQJQKATcygTdnqnF0961+P26Bb7c6IDAILnGo7aMPbYovam7w6eq8qH+H0wPBt3p+Pj46PUihBACiMUMSVPKAAA/HLbRmufpTnWYMLE+z+ZUR7w33403mbOurn5o9IbPHRE7xAe/XbLkjgkEwMT/lX/ymA0WL3DjHqXV1Aiwe5ctlv/LFXZ2ugcS2EjsWvYhm/DY7qdDCCEd0dBXH2LLJkcUFepeFSDxzftQKgVIXeeIjHQ7ZKTbwVKsgljMIHsohFL55+1LwzuZ6KEy/HrhAbZ95YCMdDtk7rGFra0KVVVC1NUJENS3Cv4B1Ujb4AQLS5XGtTt379lqn1WbFgedqqoqXLlyBeXl5Tr7ccLCwlp6GUII6RDMzIDJ//gDc6Z76swjEACTppbhr9Ey7PzGDmfzrHHnljlkMiFs7VTw9qnFc89XY+CLlQjoXa1x/ow59/B8kJxb8LNWIYC0cy0Gv/wQI+MfYPVKFwCAxFYz6OSfPWnUZXAMDjolJSV4++23sXfv3kb3y2nJfjp5eXlITk7G8ePHuZ1DZ86ciREjRjS7jJqaGqxYsQKbN2/GjRs34OTkhJdeeglLliyBm5ubQfUihBBtkqaUcY/PGjNwUCVO5V9pMl8Xv1rMfveeQXUZOKgSAwdVaj126Zf6R3Kdu+jeC81YDAo6MpkM/fv3x/Xr1402Si0nJwfR0dEQi8UYOXIkbG1tsXPnTsTFxeHGjRuYNWtWk2WoVCq8+uqryMrKQkhICGJjY1FQUIANGzbg0KFDOHnyJFxdXY1Sf0IIeRydyxNzI9u0LUD6lE9no17foIEEn3/+OYqLi7n3DefptHTeTl1dHZKSkiAUCnHkyBGsW7cOH330EX7++Wd069YN8+fP511fl7S0NGRlZWHUqFE4fvw4li9fjp07d+Kzzz7DtWvX8O677xpcR0IIeVz93xIX7PnOFn/cM+MWGX1YIcSu7XZ45x/1j/WC+lah57Oae/wIBC2evtkog0rfu3cv9/cLL7zA3e1IpVJERUVxQef1119HQkKC3uVnZ2fj6tWrGD16NHr37s2l29vbY/78+aitrUVaWlqT5axfvx4AsGzZMl4QnDRpEjp37owtW7ZALte9rwQhhLRH53+ywvsL3TEkwhdhQZ0RGeqLyP6+WPG+G2QPzeDbpQbJS29rPff3oqYf+7WEQUHn0qVLAABnZ2fk5ORw6UFBQcjMzMSOHTugUqlw/fp1pKSk6F3+4cOHAQBRUVEax6Kj6zu4cnNzGy2juroap06dQvfu3TWGbQsEAkRGRqKyshJnzpzRu36EEPI4m/jWH3hpWAV8u9TAypqhsqp+AELvQDmmz76LTV//zm15YGoG9ek8ePAAAoEAvXr1guiRVeXUdzzDhw9HYGAgTp8+jWXLliE5OVmv8gsKCgAAfn6aS2x7eHhAIpFweXS5evUqVCqV1jIeLbugoAADBgzQq36tjRYQIoS0prCIKoRFNG/DuIb8nw9u5drwGRR0zM3NoVAoYGtrCwCwsLCAQqFAWdmfozY8PDzAGMPXX3+td9ApL69fgVXXdgl2dnZcnpaU8Wi+tmQttoSTvQTVNaYfSUIIIY+6dikf/n5/NVr5BgUdR0dHyOVyVFbWD8dzcHDAnTt3cOrUKZSUlMDS0hKnTp0CAFy/fr31attBCQQCdO3k0dbVIIQQ5Ocdg7ODrdHKN6hPx83NDYwx3L9fv3idestquVwOPz8/SKVS7q7Hykr3wnK6qO9OdN2FVFRUNLlpXHPKeDQfIYQQ438nGhR0AgICAAC//fYbGGOIjIzkjlVXV6OqqorbS8eQ1Qge7W9p6NatW5DJZDr7atQ6d+4MoVCos++nsX4jQgh5Ug0aNMio5RsUdIKCgmBtbQ2lUon8/HxMmTIFrq6uXKBRD08Wi8VYvHix3uWHh4cDAPbv369xLCsri5dHFysrKwQHB+Py5csac3oYYzhw4ABsbGwQFBSkd/0IIaSj2rVrl1HLF7BWWlLg8uXLmDVrFo4ePQqFQoGQkBAsX74cffr00busuro6dO/eHSUlJTh58iQ3V6e8vBzBwcEoKirC5cuXIZVKAQClpaUoLy+Hp6cn79YwNTUVEyZMwKhRo7BlyxYuGK5duxaTJ0/GxIkTDRrSrYuTkxPu378PKysr9OjRo9XKJYQQUykrK4OTk/ZtFxpz8eJFyOVyODo68gaVaWCPqezsbCYSiZitrS1LSkpiM2fOZD4+PgwAW7lyJS/v2LFjGQCWmprKS1cqlSw6OpoBYCEhIWzOnDksNjaWCQQC5uvry+7cudOqdbaysmIA6EUvetHriX1ZWVk1+j1p9K0N0tPT8fLLL+t9XkREBI4ePYrk5GR888033IKfK1asQFxcXLPKEAqF+P7777F8+XJs3rwZq1atgpOTExITE7FkyZJWX3fNzc0Nd+7cgVgshq+vb7PPU/9CeNLvkKgdqA0AagOgfbZBYWEhqqurm15IuVV/6j9i7969rE+fPkwoFBrrEh1GYGAgA8ACAwPbuiptitqB2oAxagPGOnYb6HWnc+PGDRw4cAD37t2Dl5cXYmJi4OLiwstz8OBBLFy4EKdPn+YGFhBCCCGAHpNDP/30U8yePRsKhYJLs7Kywtq1axEfH4/y8nKMGzcOu3fvBgCjbXlACCGk/WpW0Dl79ixmzJihEUiqqqowYcIEBAQEYNKkScjLy+MNm2aMwdycdsQmhBBSr1nzdNatW6cxBweoX75FqVRixIgROH36NJfGGIOZmRnGjx/PrUhNCCGENOs25MSJE1ywsbe3R1hYGBhjyM3NxcOHD7nZ/YwxCIVCJCQkYOHChejc2bg70BFCCGlfmhV01NtSSyQSnD9/Hk8//TQAoLi4GP7+/pDL5WCMwdfXFzt37uRtvEYIIYSoNevxmkwmg0AgQHBwMBdwAMDHxwchISHco7cvv/ySAg4hhBCdmhV0VCoVAGhdGsHR0ZH7OzjYuJv/EEIIad/0GlpWVVWlsT9OVdWfu9PdunVL61Bpb29vA6tHCCGkI9Er6GRkZOhc3oUxxi3A+SiBQIC6ujqDKkcIIaRj0SvoNDXhkyaEGmbixIkoLS2Fp6dnW1elTVE7UBsA1AZAx26DZm1tIBQKDVrORj3AQKlUGlQ5QgghHUuz73ToLoYQQkhLtdomboQQQkhTDNqumhBCCDEEBR1CCCEmQ0GnDeXl5WHIkCFwcHCAjY0NQkJCsH379rauVpO++uorTJo0CUFBQbC0tIRAIMCmTZt05q+oqMDMmTPh4+MDS0tLSKVSvPPOO5DJZFrzq1Qq/Pvf/0ZAQACsrKzg6uqKUaNG4dq1azqvkZWVhfDwcNja2sLOzg4RERE4dOhQSz+qTiUlJfjkk08QFRUFb29vWFhYwMPDA7GxsTh16pTWczpaO1RXV2PmzJkICwuDl5cXxGIxPDw8EBoaitTUVN42KGodrQ10WbFiBbdA8smTJzWOPyntoJUpd4wjf8rOzmYikYjZ2tqypKQkNnPmTObj48MAsJUrV7Z19RqlrqeLiwv3d2pqqta8MpmM9e7dmwFgUVFRbM6cOSwqKooBYH369GFyuVzjnDfeeIMBYP7+/mz27NksPj6eWVhYMCcnJ/bbb79p5N+8eTMDwFxdXdnUqVPZ1KlTmaurKxMIBGzHjh2t/fEZY4zNmTOHAWBdunRhiYmJbO7cuSw2NpaZmZkxoVDItm3b1uHb4e7du0wsFrOwsDD2xhtvsHnz5rE333yT+zcRFRXFlEplh24DbfLz85mlpSWzsbFhANiJEyd4x5+UdtCFgk4bUCgUrEuXLszS0pL9+OOPXPqDBw9Yt27dmIWFBSsqKmq7CjbhwIEDXP2WLVvWaNBZtGgRA8DmzJnDS1d/aX/wwQe89OzsbAaAhYWFsZqaGi5937593H/SR5WVlTEHBwfm4uLCbty4waXfuHGDubi4MBcXF1ZRUdGSj6vVzp072eHDhzXSjxw5wkQiEXN0dGTV1dVcekdsB6VSyaubmkKhYAMHDmQA2J49e7j0jtgGDdXW1rLAwEDWt29fFh8frzXoPAnt0BgKOm0gKyuLAWDjx4/XOLZp0yYGgC1evLgNaqa/xoKOSqViXl5eTCKRMJlMxjsmk8mYRCJhnTt35qWPGjWKAWC5ubka5am/yIqLi7m0lJQUne313nvvMQAsLS3NwE9nGPWv1ry8PMbYk9kOq1evZgDYJ598whh7ctogOTmZWVpasl9++YWNHTtWI+g8Ke3QGOrTaQOHDx8GAERFRWkci46OBgDk5uaaskpGUVBQgJs3byI0NBQ2Nja8YzY2NggNDcW1a9dw48YNLv3w4cPcsYa0tc3j2JYikQgAuF1zn7R2UKlUyMzMBAA8++yzAJ6MNjh37hyWLl2K5ORk9OzZU2ueJ6EdmkJBpw2oN73z8/PTOObh4QGJRMLlac8a+5yPpqvzVVZWorS0FL6+vjAzM2syf1PX0Jbf2K5fv46DBw/C09MTAQEBTdbx0fT22g61tbV47733kJycjKlTp8Lf3x8ZGRkYP348Bg0a1GT9tNWxvbVBTU0NEhIS0Lt3b8yePVtnvo7eDs2h19prpHWUl5cDqN+FVRs7OzsuT3vWnM/5aD598zd1jrb8xqRQKDBmzBjU1NRgxYoV3JdER2+H2tpaLF68mHsvEAjwz3/+E8uWLWtW/bTVsb21waJFi1BQUICzZ89qDQ7NqSPQ/tuhOehOh5BWoFKpMG7cOBw5cgRJSUkYM2ZMW1fJZCQSCRhjUCqVuHHjBtasWYMNGzZg4MCBqKioaOvqGd2JEyewcuVKvPvuu9zjRKIbBZ02oP4FouvXRkVFhc5fNu1Jcz7no/n0zd/UOdryG4NKpcKECROwdetWxMfHY+3atbzjT0o7CIVCPP3005g8eTLWrVuHY8eOYenSpU3WT1sd20sb1NXVYezYsXjuuecwd+7cJvN31HbQBwWdNtDYc9Vbt25BJpPpfObbnjT1/Ljhs2cbGxt4enqisLBQ68rk2p5VN3aNpp6ftwaVSoXx48cjLS0No0aNwqZNmyAU8v9bPQnt0JC6E1vdqd1R20Amk6GgoAA//fQTLCwsuAmhAoEAaWlpAIB+/fpBIBDgu+++67DtoA8KOm0gPDwcALB//36NY1lZWbw87Zmfnx+8vLxw7NgxVFZW8o5VVlbi2LFj8PX1RadOnbj08PBw7lhD6rYJCwvj5Qfapi3VAefLL79EXFwcNm/erLOztyO3gzY3b94E8OdIvo7aBpaWlkhMTNT6Un+xv/LKK0hMTIRUKu2w7aCXNhus/QRTKBSsc+fOjU4OLSwsbLP66eNxmBxqb29v8olwSqWSm4fx+uuvM4VC0Wj+jtgOv/zyC6usrNRIr6ysZDExMQwAW7p0KZfeEdugMdrm6TD25LVDQxR02kh7XgZn/fr1bOzYsWzs2LEsMDCQAWChoaFc2vr167m8MpmM9erVi/vPMXfuXN6SH1VVVRrlN1zyY8yYMdySH5cvX9bI39iSH9u3bzdKGyQnJzMATCKRsAULFrDk5GSN16M/KDpiOyQnJzNbW1s2ePBgNnnyZDZnzhwWHx/PnJ2dGQA2YMAA3ufqiG3QGF1B50lrh4Yo6LShU6dOsZiYGGZnZ8esrKxYcHCwxppdjyP1fyZdr7Fjx/LyP3jwgE2fPp116tSJiUQi5u3tzWbNmqXz15ZSqWSrV69m/v7+zNLSkjk7O7O4uDh25coVnXXKyMhgAwYMYDY2NkwikbDw8HB24MCB1vzYPE21gba7v47WDnl5eSwpKYn5+/szBwcHZm5uzpydnVlERARLSUnRevfX0dqgMbqCDmNPVjs0RJu4EUIIMRkaSEAIIcRkKOgQQggxGQo6hBBCTIaCDiGEEJOhoEMIIcRkKOgQQggxGQo6hBBCTIaCDiGEEJOhoEMIIcRkKOiQDqe0tBTLli3D4MGD4e3tDYlEApFIBAcHBzz77LMYMWIEPv30U1y/fr2tq2oyUqmUt+y++iUUCmFra4tnnnkGY8aMwaFDh9q6qhqKiop4dR44cGBbV4m0AC2DQzqM2tpaLFiwAKtXr4ZCoWgyv0AggEKhaHR74Y5CKpWiuLi4WXlnzJiBjz/+2Mg1ar6ioiL4+vpy78PDw7l9ekj7Y97WFSCkNVRXVyMmJga5ubm8dAsLCzz//PNwd3eHXC7H1atXce3aNQAAq1/wti2q2+bCwsLg6uqKiooKnDlzBvfv3+eOrVq1Cq+99hpeeOGFNqwh6ago6JAOYerUqRoBZ+bMmVi4cCEcHBx46aWlpdi2bRs++eQT01XwMbN48WLuMVV5eTkCAwO5YAwA+/bto6BDjIL6dEi7d+HCBaSmpvLSFi5ciI8++kgj4ACAp6cnZsyYgStXrsDcXPN3F2MMe/bswYgRIyCVSmFlZQVra2t0794dkydPxqVLl7TWY+DAgby+h6KiImRnZ2Po0KFwcnKCWCyGv78/Vq1apfMOy9Brt4S9vT1eeuklXtq9e/c08n311VdISkpC37594e3tDVtbW4hEIjg7O6Nfv35YtGgRbt++rfUaj7aLVCqFSqXChg0bEBISAolEAolEggEDBiAjI0Pv+qenp8PS0pIr387ODtnZ2XqXQ0ykzTZVIKSVLFiwgLePjaurK5PL5QaVVVFRwQYPHtzoPjkikYitXbtW49zw8HBevoSEBJ1l/OMf/2jVazdFvUGg+pWTk8M7/vbbb/OOL168WKMMf3//JvcQcnJy4m1ep/ZoHnd3d27TsoYvgUDAdu3axTu3sLCQlyc8PJw7tmvXLiYSibhjLi4uLC8vT+/2IaZDQYe0exEREbwvpZEjRxpc1tChQzUCWExMDIuIiGAWFha8L8d9+/bxzm0YdPC/nUVffPFF1rVrV166UChk169fb7VrN6WxoFNWVsakUimv/J9//lmjDH9/fyYWi1nv3r3Ziy++yF599VUWGRnJvLy8eGX37t1b41xtAcbT05NFRkYyFxcXXrqfnx/vXF1BZ8eOHczc3JxL79SpE7t48aJe7UJMj4IOafd69uzJ+1JquPc8Y4w99dRTTe5yevDgQd6xV155hbcn/eXLl5lEIuGOP/vss7xrNAw6Pj4+rKioiDHGmEKhYIMGDeIdT0tLa7VrN6Vh0AkLC2OxsbEsMjKSOTg48I4tWbJEaxnnz5/n1UlNqVSyESNG8Mpo+OXfsN1jYmK4bZlv3brF3NzceMeLi4u5c7UFna+//poXcLp3764RxMnjiQYSEPI///3vf3nv7927h9GjR/PSRCIR9/eFCxdQVFQEqVSqtby5c+fCx8cHAGBubo4hQ4bw5sGUlJQY7dpNOXLkiEaam5sbtm7dikGDBmk9x9fXF2vWrMHevXtx8eJFlJWVobq6WmveS5cu4ZlnntF5/VWrVsHKygoA4O7ujr59+yI9PZ07XlJSAm9vb63n5ufnIz4+HkqlEgAQFBSEjIwMuLi46LweeXxQ0CHtnru7O3799VfuvbZJn0OHDsUff/yB4uJinDlzRms5hYWFvPfHjx9v8tqFhYU6v/j79OnDe29vb897X1NTY7RrG+LOnTuYPHky9u/fr1HunTt30L9/fxQUFDSrrPLycp3HJBKJRkBqrG0aKisr4/62trZGeno6BZx2hEavkXav4dDe7OxsjcmhKSkp+Pbbb/HWW2+16rUrKyt1HnN2dua9b+1JqI1duyk5OTmora3F2bNnERgYyKUXFBQgNjaWu4tQ+9e//sULOObm5ggNDcXw4cMRGxuLHj168PKzRuY/NWwXwPC2qaqqwujRoyGXyw06n5geBR3S7sXFxUEgEHDvb9++jVWrVuldzqOz3gFg27Zt3ARSXa+GQ40N1RbXFolECAwMxO7duyGRSLj0c+fOYePGjby8P/zwA+/9sWPHcPToUezatQvffvstBgwY0KK66KNv376IiIjg3ufk5ODll1+mwNNOUNAh7V5AQAASEhJ4afPmzcP777+v1xfRK6+8wnu/cOFCjcdeQH1/w5o1a/D2228bVuHH7NpPPfUUZs2axUt7//33eY+4Gt45Wltbc3+fOHECX331VavVpylisRi7d+9GSEgIl3bo0CEMGzZMZx8TeXxQ0CEdwueff45+/fpx71UqFRYtWgRXV1cMHDgQw4YNQ3h4OKZMmaKzjKioKERGRnLvCwoK4Ofnh+DgYLz66quIjIyEr68vnn76aUydOhX5+fmtVv+2vDYATJ8+nTeR9vfff8f69eu5949+wQNAv379MHjwYISGhqJ///4mv8uQSCTIyMhA7969ubT9+/dj+PDhjfYHkbZHQYd0CFZWVsjOzsaUKVN4/QOVlZXIzc3F999/jyNHjvC+HM3NzeHn58cr59tvv0V0dDT3XqlUIi8vD7t378bBgwdRVFTEO781teW1HRwcMGPGDF7asmXLuDuHhQsX8vpiZDIZMjMzcfz4cfj6+uLNN99s1fo0h4ODA/bv388blJCZmYm//e1vqK2tNXl9SPNQ0CEdhlgsxpo1a3DlyhUsWrQI4eHh8PDwgKWlJSwsLODi4oK//OUvSEhIwMaNG1FSUoIFCxbwyrCzs0NmZib27t2L0aNHo0uXLrC2toaZmRkcHR3x/PPPIzExEdu2bcPu3btbtf5teW2g/m7H0dGRe3/z5k2kpKQAqO9zysvLw+jRo+Hi4gKRSAQfHx9MmzYNeXl5cHNza/X6NIerqysOHjzI6xPbt28fYmNjKfA8pmhrA0IIISZDdzqEEEJMhoIOIYQQk6GgQwghxGQo6BBCCDEZCjqEEEJMhoIOIYQQk6GgQwghxGQo6BBCCDEZCjqEEEJMhoIOIYQQk6GgQwghxGQo6BBCCDGZ/wd4YaxLPUEPYAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 38.888888888888886 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3145 genes\n", + "intersection pct: 0.7051569506726457\n", + "precision: 0.0013930811013014323 \n", + "recall: 1.0 \n", + "random precision: 0.0013935241932547726\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 69.71it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0016282261613801592\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0016260343659253748\n", + "EPR: 0.6764247534215281\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 9.25925925925926 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3145 genes\n", + "intersection pct: 0.7051569506726457\n", + "precision: 0.006467408585055644 \n", + "recall: 0.5166557805355977 \n", + "random precision: 0.0013935241932547726\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 70.33it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 70.37it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.005128854409390196\n", + "Area Under Precision-Recall Curve (AUPRC): 0.004733587494051432\n", + "EPR: 8.778308038228088\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 9.25925925925926 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3145 genes\n", + "intersection pct: 0.7051569506726457\n", + "precision: 0.0013930811013014323 \n", + "recall: 1.0 \n", + "random precision: 0.0013935241932547726\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 68.87it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.00185068413178378\n", + "Area Under Precision-Recall Curve (AUPRC): 0.001847567246057715\n", + "EPR: 3.2491311402630187\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ0AAAIJCAYAAAB+wOBqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACnsklEQVR4nOzdd1xT1/sH8M8NW/ZQBAdLVFAEEXFgRVy01lmto7ZKtW7bWm2rWFfd27b2q0Wps85Wq7XuKqCgWBVBUVCGgCCoiOwZcn9/5JeUmEFyCWE979crr8K9JzdPrObJOfec5zAsy7IghBBCNIBX1wEQQghpOijpEEII0RhKOoQQQjSGkg4hhBCNoaRDCCFEYyjpEEII0RhKOoQQQjSGkg4hhBCNoaRDCCFEYyjpEMLRrVu3MGnSJDg4OMDAwABmZmbo1q0bli9fjjdv3mgkBoZhOD9E7O3tlX7ODz/8oJH3RRov7boOgJCGaMmSJVi7di2qVpEqLS1FVFQUoqKisHPnTpw9exbdu3evwygJqX8o6RCiov/9739Ys2aN+PdmzZqhb9++yM7Oxp07dwAAr169gr+/Px49eoSWLVvWWiyjR4+WOnbnzh2kpqaKf3dxcYGrq6vS1+zbty+aN28u85yzs7PqQRJSFUsIUVp+fj5rbGzMAmABsIaGhmxcXJz4/KpVq8TnALBTpkzReIyTJ0+WiGH58uUK29vZ2Um0DwkJ0UicpGmiezqEqOD48eMoKCgQ/z527Fh07NhR/PuCBQtgYGAg/v3o0aMoKirSaIya9Pr1a6xYsQI9evSAhYUFdHR0YGJiAkdHRwwYMAALFy7EtWvX6jpMUo/Q8BohKnj7A9Tb21vidwMDA7i5ueHff/8FABQXF+POnTvw9fXVWIyakp2dDS8vL4mhPAAoKChAQUEBnj59iqtXryIpKQl9+/atoyhJfUNJhxAVxMfHS/zeqlUrqTZvH4uPj29QSWf58uVy7+n88ccf4p93794tkXDs7e3RuXNnlJWVISMjA0+fPkVJSUmtx0saFko6hKggNzdX4ndDQ0OpNm8f09T0aXVRdjjs6dOn4p/bt2+PR48eQUtLS3ysvLwc4eHhDe79k9pFSYeQGmBlbLwr61hjZGdnJ/756dOnWLx4Mby8vODk5IT27dvDyMgI/fv3r8MISX1EEwkIUYGZmZnE78XFxVJt3p44YG5uXpshqV1ISAhYlpX5qGratGlo27YtAKCiogIbN27E2LFj0a1bN5iYmMDV1RWBgYF49epVXbwNUk9R0iFEBVVnqgFAenq6VJuMjAyFz2ksWrRogejoaKxZswa9e/eWGFZkWRZxcXFYv349vL29kZ+fX4eRkvqEkg4hKnh7FtatW7ckfi8uLkZsbKz492bNmsHLy0sjsdUFc3NzLF68GBERESgoKMCLFy9w/fp1jBo1StwmJSUFJ0+erMMoSX1CSYcQFYwdOxbGxsbi33///XfExcWJf9+0aZPEjK3x48fLnGzQGISEhODgwYPIyckBIKwD16JFC/Tp0wfvvfeeRNusrKy6CJHUQzSRgBAVGBsbY926dZg7dy4AYc/Gy8sLffv2xatXr3D37l1xW3Nzc6xevbquQq11MTEx+Oqrr6ClpYX27dujbdu2MDAwQFZWFm7fvi3R1sXFpY6iJPUNJR1CVDRnzhw8f/4c69atA8uyKC4uxoULFyTaWFlZ4dy5c7CxsamjKDWnsrIScXFxEj2+qoYMGYJhw4ZpOCpSX1HSIYSDNWvWYPjw4fj5559x7do1vHjxAnp6enBycsKwYcMwb968BjdrTVUffPABeDwebt68iQcPHiA7Oxs5OTng8Xho0aIFunTpgrFjx2LixIng8WgknwgxbFNZVEAIIaTO0dcPQgghGkNJhxBCiMZQ0iGklh04cADa2tpKPfz8/JRu265du7p+a4SojCYSEFLLBAIBKisrlWrLsqzSbfl8fk3CIqRO0EQCQgghGkPDa4QQQjSGkg4hhBCNoaRDCCFEYyjpEEII0RhKOoQQQjSGkg4hhBCNoaRDCCFEYyjpEEII0Ri1JR3RviKEEEKIPDUqg5OVlYV169bhzJkzePbsGViWBZ/PR1BQEF68eAFtbW0sXrxYXbESQghp4DgnncjISAwfPhyvX7+GqJIOwzAAgIyMDKxevRoMw6B3797o16+fWoIlhBDSsHEaXsvJycEHH3yA7OxsAP8lG5ExY8aIfz537lwNwiOEENKYcEo6P//8M7KyssAwDFiWxds1Q7t06QIrKysAwh4RIYQQAnBMOmfOnBH/fPjwYYwcOVKqjaurK1iWRWJiIufgCCGENC6ckk5CQgIYhoGXlxfGjx8PLS0tqTZmZmYAhENxhBBCCMAx6ZSUlAAArK2t5bbJzc0VvgCPlgIRQggR4jR7zcLCAi9evMDjx49lni8oKEBUVBQAwNLSknt0DYy9vT1evnwJfX19ODg41HU4hBCiMU+fPkVpaSlatGiBlJQUue04JR13d3dcunQJiYmJ2LRpk8S2uS9evMDs2bNRWFgIhmHg4eHB5SUapJcvX6KkpAQlJSV48+ZNXYdDCCEa9/LlS4XnOSWdkSNH4tKlSwCARYsWSZxr1aqVxGy2UaNGcXmJBklfXx8lJSUwMDCAi4tLXYdDCCEaExcXh5KSEujr6ytsx7Bvz3dWQmlpKdzd3cUz01iWFa/Vqfqzs7MzYmJioKenp+pLNEjdunVDVFQUPD09cffu3boOhxBCNEbZzz9Od/n19fVx6tQp2NraSiQZAOK1O9bW1jh58mSTSTiEEEKqx3lqmYuLCx48eIDvvvsOrq6uMDAwgIGBAVxdXREYGIjY2Fi4urpyDuy3337DjBkz4OXlBT09PTAMg3379ql8HYFAgO3bt8PNzQ0GBgZo3rw5JkyYgOTkZM6xEUII4aZGBT/NzMywatUqrFq1Sl3xiC1ZsgSpqamwsrKCjY0NUlNTOV1nxowZCA4ORqdOnfDFF1/g+fPnOH78OC5duoTIyEg4OzurOXJCCCHycOrpODo6wtHREV26dEFFRYW6YwIABAcHIyUlBa9evcLMmTM5XSMkJATBwcHo27cvoqKisGHDBhw8eBCnTp1CTk4O5s6dq+ao67fMgscITzuA289PoqicZtcRQjSPU08nMzMT5eXl8PPzg46OjrpjAgAMHDiwxtfYvXs3AGDVqlXQ1dUVH3/vvffQr18/XLp0CWlpaWjbtm2NX6u+e/I6HKefrIaArQQARDw7iEGOc+Fq1V+qYCshhNQWTknHzs5OXAqnPgsNDYWhoSF8fHykzvn7+yM0NBRhYWH45JNP5F4jKCgIu3btUur14uLiOMda2yLSfxMnHAAoqyzE3wnrkZATgcGOX6KZjmkdRkcIaSo4JZ3Ro0dj3bp1iIqKQn5+PkxMTNQdV40VFRUhMzMTnTt3llkbTnQvJyEhQeF1MjMzxdUVGqryyhK8LEqSee7x6+tIz3+I95zmw8mih4YjI4Q0NZySzuLFi/H3338jNjYW48aNw65du9CmTRt1x1YjeXl5AABTU9nf4EWJUtROHhsbG3h6eir1mqLFUfVNbulzheeLKnLwR/wSdGnxHvo7zISeVjMNRUYIaWo4JZ1hw4ZBS0sLLMvi0qVLcHJygr29PWxtbaUKfDIMgytXrqgl2LowY8YMzJgxQ6m2osVR9U1OSYZS7e6/PI/UvHt4v903aGPapZajIoQ0RZySTmhoKBiGES8E5fP5SExMRFKS5BDO2wtHNUnUw5HXk8nPz5do15i9KU1Xum1eWRYOP/wa3rZj8E7bAGjzdKt/EiGEKKnG+w6Ikk99m1RgaGgIGxsbPH36FJWVlVLnRfdymsI6HWV7Ov9h8e/z37E/Zg5eFNImfIQQ9eGcdETbVCt61DVfX18UFRUhIiJC6tzFixcBAH379tV0WBr3plQ66Zjrt8J7TgugyzOQ+7zskhQceDAXN9IPScx8I4QQrjgNrz19+lTdcdRIdnY2srOzYWVlBSsrK/Hx6dOn4+jRo1i6dCkuX74sXqtz/vx5hIaGYvDgwbCzs6ursDVGVtKxMGiNLtbvoq2pO84lbsKz/AcynytgK3E9bR8ScyIx1HkhLAxa13a4hJBGjPM6ndoWHByM8PBwAMCDBw/Ex0JDQwEAffr0wWeffQYA+Pnnn/H9999j+fLlWLFihfgafn5++OyzzxAcHAxPT0+8//77yMzMxLFjx2BhYYHt27fX+vuoa2X8IhRX5EodN9dvBQAw07fBhE6bcfv5CVxL24tKVnaFiczCeOyNmQk/u2no2nIYGIZ2hCWEqK5GtddqU3h4OPbv3y9xLCIiQmKoTJR0FAkKCoKbmxt27dqFH3/8EUZGRhg1ahTWrFkDJycntcdd3+TImUQgSjoAwDA8eLf6EA7m3XE2YQNeFMm+j8MXlOHy05+RkHMD77X7GiZ6zWslZkJI48VpPx2RN2/eYPPmzThz5ox4yM3BwQHDhg3D/Pnzm9RW1UD93E/n0aurOJOwTur4WNf1cDDrJnW8UlCBG+mHcDP9CFgI5F5XT8sQgxw/pzI6hBAAyn/+ce7p3L9/H++99x6ysrIkJg3Exsbi4cOH2Lt3L86fPw93d3euL0HUQNb9HACwqNLTqUqLp4N32gbAybwHziZslNtTKqsswt8J6/HkdQT8naiMDiFEOZwG5ouKijBy5EhkZmaK1+JUfbAsi6ysLIwaNQpFRUXqjpmoQFbS0WJ0YFzN0JitsQsC3HeiW8uRCts9ybmOPdHTkJgTWZMwCSFNBKek8+uvvyIlJUVii2pZU6VTU1Px66+/qidSwomsNTpm+rbgMdL16N6mo6WPgY5zMM51A4x15Sepooo3OBG/FOcTt6CMT18yCCHycUo6p0+fFv/s5eWFs2fPIj09Henp6Th79iy8vb3F50+dOlXjIAl3sqdLyx5ak8fezBNTPHahU3PF203cf3kBe2Nm4lnefZWuTwhpOjjd04mNjQUAWFpa4vLlyxKlZGxtbdGrVy+0b98e2dnZePjwoXoiJSorqchHKb9A6ri5nPs5iuhrG2Go80I4W/TGxaQfUMLPl9lOVEanu+1o9G37KZXRIYRI4NTTyc3NBcMw8PT0lFm7zMzMTFyZOTc3t0YBEu6UmS6tqg6W72CKx260M++poBWL28//wL6Y2cgqVLx1BCGkaeGUdAwMhKVT0tPlF5IUnRO1JZr3Rk7NtZpWFTDStcAHHVcKy+go2AbhdUkqDj74HDeeURkdQogQp6Rjb28PlmURFxeHjRs3SkweYFkWmzdvxqNHj8AwTJMoM1NfyZsuXZOejgjDMOhi/S6muAehjYn8bRAEbCWuP9uH3x7Mw+uSZzV+XUJIw8Yp6fTr10/8c2BgIOzs7ODv7493330XdnZ2WLhwocy2RLNkzVzT4enDSFd9i3ZN9VtiQqdN8LOfAS1GR267zMJ47IuZhbuZp8Cy8hedEkIaN05JZ9asWdDWFs5BYFkW6enp+Oeff3D58mWkp6eLez5aWlqYNWuW+qIlKpHV0zHTt1V7BQGG4cHbdgwC3HfC2lD+VhF8QRn+efo/HHsUiPyyl2qNgRDSMHBKOh06dMC6deskFoaKVP15zZo16NixY82jJCpjWVbulga1xaqZHT5x+wm9W38MRsFfrdS8KOyJno7Yl5frxRYYhBDN4VwqeMGCBThw4ABsbGykFofa2Nhg7969+Oabb9QZK1FBcUUuyiuLpY6rukZHVVo8bbzTdjI+dvsRFvryJyyUVRbhbOJGnHq8UmYVbEJI41SjKtMff/wxJk6ciLt37yIlJQUsy8LBwQGenp7g8aj0fV2qzUkEyrA17ogA950IS/sVdzNPyW33JCcc6QWxeNfpKzhb9NZIbISQulPjrQ0YhoGXlxe8vLzUEQ9Rk5wS2dPZNbkJm46WPgY6zEE78144l7gZBeWvZLYrrsjFyfjlcGvxLgbYz4SetqHGYiSEaBan7khxcTHS0tKQlpaGN2/eSJ3PyckRny8ulh7iIbWvrns6VYnK6HRuPkhhuwcvL2BPzAyk5cVoKDJCiKZxSjpr166Fg4MDHBwcxDt5VhUeHi4+v26d9F4upPbJmi6tq9UMzXTMNB8MhGV03nf+FiM7LIOBtvxtEPLLXuDIw29w9ekv4AvKNRghIUQTOCWdkJAQsCwLKysrjBw5Uur88OHDYW1tDZZlcfXq1ZrGSDiQWehTv1Wdb7jWwfIdTPXYjXbmvRS0YnE78wSV0SGkEeKUdJKTk8W11+R9iIk2bxPtKEo0h2UFyC19LnXcvJZnrinLUNccH3T8XukyOhHPfqMyOoQ0EpySTk5ODgBAIJC/slx0TtSWaE5B+WtUCEqljtfF/Rx5VCmjE/5sP5XRIaSR4JR0mjVrBpZlERsbKzPxVFZWirc/0NfXr1mERGX1aRJBdURldPrbz6IyOoQ0AZySTps2bQAAWVlZMicKrF27FpmZmWAYBm3btq1ZhERl8qpL15fhtbcxDA/dbT9AgPtOtFSqjM4iKqNDSAPFaZ1Onz59xD2ZZcuW4erVq/D19QUAhIWFScxo69OnT82jJCqR19NRVCGgPrBqZoeP3X7CzfTDuJF+CCxk92hS8+5hT/R0DHSYg07NB9b55AhCiPI4JZ1p06bhl19+ASCs8RUaGiqRaKrW05o6dWrNIiQqk5V09LWNYaBjUgfRqEaLp40+bSfBybwH/k7cgBw593FEZXQScm7A3+nLOpsKTghRDafhta5du2LOnDnigp8AxHXXgP+Kfs6cORPdunVTU6hEWbKqEdTH+zmK2Bh3QECXnehmM0phuyc54fg1ehoScm5oKDJCSE1wLpD2008/4csvvwSPx5PaxI1hGHz++efYvn27WoIkyhOwlcgtzZQ6XtuFPmuDjpYeBjrMxvhOG2Gs21xuO1EZnXOJW1DGL9JghIQQVXGuvcYwDLZt24a5c+fi9OnTSE5OBgA4Ojpi+PDhaNeundqCJMorKHuFSrZC6nhD6+lUZWfaFVM9duOfp/9D7KvLcts9eHkBqXn38H67b9DW1F2DERJClFXjgp9OTk6YP3++OmIhapAjb7q0Bgt91gY9bUO87/wtnC1640LSDyjh58lsJyyj8zW8bEbD124KtHm6Go6UEKII7T/QyMibLm3RgHs6VbW37IOpHrur3QbhTuYJ7IuZhazCJxqKjBCiDLUkndjYWMycORO+vr4YOHAgvvzyS0RHR6vj0kRFOaWytzRoyMNrbzPUNceoDiswpN3X1ZTRScPBB18g4tlBVAr4GoyQECKPUknn6tWrGDx4MAYPHowlS5ZInLt8+TK6d++O3bt3Izw8HCEhIfj555/h5eWFnTt31krQRD5ZPZ1mOmaNbo8ahmHg1sIfU9x3oa2J/Ps3wjI6B3Aodh5eF6dpMEJCiCxKJZ3Q0FD8888/uHLlisQEgYqKCkybNg1lZWVSe90LBALMmzcPjx494hzc7du3MWTIEJiZmcHQ0BA9e/bE8ePHVbrG8+fP8eWXX8LV1RWGhoawtrZGnz59cPDgQVRWNr4ikrLW6DSmXs7bTPWtMb7TRiXK6DzGvvuzcCfzTyqjQ0gdUirpPHjwAIDw2+XQoUPFx8+fP4+0tDQwDAOGYcRrdUQJiM/nY9euXZwCCwkJgY+PD8LDwzF27FjMnDkTWVlZGDduHLZs2aLUNZKTk+Hu7o7t27fDzs4Oc+fOxQcffICkpCRMmjQJn332GafY6isBW4m8siyp45rcLbQuKF9GpxxXnu7AsUcLqYwOIXVEqaSTmJgIQDgd2srKSnz8/PnzEu18fX1x+vRpfPLJJ+Jj165dUzkoPp+PadOmgcfj4dq1a9i1axe2bNmCmJgYtG/fHosXL0Zqamq119m8eTOys7Oxbds2nD9/Hhs2bMDOnTsRFxeHtm3bYt++fUpdp6HIK82SuQVAY+7pVCUqo+PT+hMwCv5qp+ZF49foaYh9eVmqh04IqV1KJZ2cnBwwDAMnJyeJ4zdv3hT3cABgz549GDZsGPbu3YuWLVuCZVmkpKSoHNTVq1eRlJSEjz76CB4eHuLjpqamWLx4McrLy7F///5qryNaOzRkyBCJ42ZmZuKacNnZ2SrHV181hUkE1RGV0fnE7SdYGLSR2668shhnEzfi1OPvUVyRq7kACWnilE46gOQ2BeXl5RL3a1xcXODg4CC8KI8n3sStsLBQ5aBEddwGDx4sdc7f3x+AsLBodTp37gwAOHfunMTx3NxcREREoGXLlnB1dVU5vvpK7nTpBliNoKZEZXS8bD5Q2O5JTgSV0SFEg5RaHCqqpfby5X/j4Ldv3wafzxffz/Hx8ZG8sLa2xH9VkZAg3KLY2Vl6fL5ly5YwMjISt1Hkm2++wZkzZ/DVV1/hwoUL6NKlC/Lz83Hq1Ck0a9YMf/75JwwMDBReIygoSOn7UnFxcUq1qy3yqkub6dtqOJL6QUdLDwMcZqGdRU+cS9iM/HLZ93FEZXQ6Nx+MgQ6zG91MP0LqE6UygrW1NVJTU3Hnzh2kpKTA3t4eBw8eBPBfrbW3k05WlvCGtoWFhcpB5eUJV5ubmprKPG9iYiJuU13cN2/exMcff4zz58/jwoULAAADAwPMnDlT3BtTJDMzE1FRUSpEX3dkVSMw0rWErpbixNrY2Zl2xRSPXfjn6Q7Evrokt13sq0tIy4vGEOdvYGfqobkACWlClEo63t7eSE1NBZ/PR9euXWFvb4/79++L7+cwDIMBAwaI25eXl+PBgwdgGAZ2dna1Fnx1EhMTMWzYMBgZGeH69evw8PBAbm4ufvvtNyxZsgQXL17E9evXoaWlJfcaNjY28PT0VOr14uLiUFJSoq7wVSZreK2+76GjKcIyOt/A2aI3Lib9gGJ+rsx2+eUvcfThN/Cy+QB9206BjpaeZgMlpJFTKukEBATg999/ByDshcTExACAeGht8ODBaNXqv/sGly5dQnl5ORiGUao38TZRD0debyY/Px/m5uZKxZ2amork5GS0bNkSAGBkZIRFixbhxYsX+OGHH3D06FFMnDhR7jVmzJiBGTNmKBV3t27d6qxXxBeUy5wGXF93C60r7S190MrYFReTf1B4H+dO5kkk597GUOeFsDHqoMEICWnclJpI8N577+Hjjz8W92qqrssxMjLC1q1bJdrv3btX/PPbw27KEN3LkXXfJisrC4WFhTLv91RVUFCAiIgIuLi4iBNOVX5+fgCAe/fuqRxffZRbmilzp82mNHNNWf+V0flGYRmdnJJnOHj/C4RTGR1C1Ebp2mv79u3DDz/8ADc3N+jp6cHY2Bjvv/8+wsPD0bFjR3G7zMxMPHz4EE5OTnBycsK7776rclCira8vXZIef7948aJEG3nKy8sByJ8S/erVKwCAnl7jGD6RN4mAko5swjI6g/+/jI6H3HYsBIh4dgC/PfiSyugQogZKJx0ej4cvvvgC0dHRKC4uRm5uLs6cOQM3NzeJdjY2NoiPj0dCQgKePHkCS0tLlYMaMGAAHB0dcfjwYYnCoXl5eVi7di10dXUxadIk8fHMzEzEx8dLDMdZWlqiQ4cOSEtLQ3BwsMT1c3NzsXnzZgD/9XgaOnnTpWl4TTFhGZ0NGGA/S+E2CFlFT4RldJ6fpDI6hNRAvdzaQFtbG8HBwRAIBOjbty+mT5+OBQsWwN3dHU+ePMHatWthb28vbh8YGAgXFxf8+eefEtfZtm0btLW1MW3aNAwcOBDffPMNPvvsM7Rv3x7x8fEYPXo0Bg4cqOF3Vztk76PDwLyJTpdWBcPw4GX7ASZ32YGWhu3ltuMLynElZSeOPqQyOoRwVS+TDiDsgYSHh8PHxwfHjh3Dzp07YW1tjaNHj2LBggVKXeO9997DjRs38OGHH+LRo0f44YcfcOzYMdjb22P79u04duxYLb8LzZHV0zHRa0GbmKlAWEbnR/i0maSwjE5avrCMzoOXl6iMDiEqYlj6V6M2otlrnp6euHv3rkZfe8edj1BQ/krimJ2pJ8Z32qDROBqLzMLH+DthA3JKnils52zhA3/HL2GoW/1sSkIaM2U//+ptT4cor6KyVCrhAI1nt9C6YGMkKqMzWmG7hJwI7ImejievIzQUGSENGyWdRiC3NFPmcZpEUDPCMjozMb7TJpjotpDbrpifiz8fr8DZhI0o4xdpMEJCGh5KOo2AvOrSVI1APexMPTDFYxfcWvgrbBf76jL2RE9Hal60ZgIjpAGipNMI0HTp2qenbYgh7b7GBx2/RzNtM7ntRGV0/nm6AxWVZZoLkJAGgpJOIyBrujQDHkz1pCsxkJpxtuiNKR670N5CcaWNu5l/Yt/9WcgseKyhyAhpGDglnbS0NKSlpeH169fqjodwIKsagal+S2jxVN9WglTPUNccIzssx/vtvq2+jM6DLxCedoDK6BDy/zglHXt7ezg4OGDWrFly2yxatAje3t7o0aMH5+CIcmQNr1H5m9rFMAw6txiEqR67FW6DwEKAiPSD+O3BF8gubjxboxPCVa0NryUlJeHOnTu4c+dObb0EAVDGL0JRRY7U8aa4W2hdMNFrgXGuGzDAYXY1ZXQSsC9mFm5TGR3SxNVa0ikro5uomvCm9LnM49TT0RyG4cHLZhQCuuxUuA1CJVuBqyk7cfTht8grfaHBCAmpP5Qe9E9Lk66wW1xcLPN4RkYGbt26BeC/ra5J7aDq0vWHZbO2+NjtR9xMP4wb6YcgYCtltkvLj8GemOkY6DAbnZsPpn8jpElROunY29tL/ONgWRbnz5+Hg4ODwufJ23KaqIe86dIWBrRGpy7wGC34tPkEjubeOJuwEa9LZG+HUF5ZjHOJm5GQcwP+jvOojA5pMlQeXqtaqo1lWbkPQNjL6datm/qiJVJk9XR4jDZM9OSvoCe1z8aoAyZ32fH/ZXTk92QScm78fxmdcM0FR0gdqrV7OizLQktLC4GBgbX1EgRATol0NQIzfRvwGK06iIZUJSqjM0GpMjrfUxkd0iQoPbzWt29f8fBaWFgYGIaBpaUlOnXqJNGOYRgYGBigY8eOmDx5Mrp06aLeiIkEWT0dKvRZv7Q1dccUj124krITD15elNsu9tVlpOZFY0i7r2Fv5qnBCAnRHKWTTmhoqPhnHk/YQerXrx+OHz+u9qCIckr5BSjh50sdp0kE9Y+ojI6zRW9cSNqG4opcme0Kyl/h2KOF6GYzEr5tp0JHS1+zgRJSyzgtWRf1et7u5RDNyqGaaw2Os0VvtDJ2xcWkH/AkR/52CHczT+Fp7l0MbbcQNsbyp2ET0tBwSjpVez2k7tB06YapmY4ZRnZYjoev/sHlpz+jvLJYZjtRGZ1erT9C79YTqawRaRRq/Lc4PT0dGRkZCheD9u3bt6YvQ2SQNYkAoOnSDYGojE5bU3ecS9yM1Lx7MtuxEOBG+m9IenMLQ50XwqqZnYYjJUS9OCed06dPY+HChUhISFDYjmEY8PlU7LA2yOrpaPN0YaxrVQfREC6EZXTWIyrrL4Sm7gZfUC6z3Yv/L6PjazcVXjajwDBUIJ40TJz+5l64cAEffPABEhISFK7Vqbpmh6ifrIWhZvq29IHUwDAMD91sRipZRucXHHn4DfJKszQYISHqw+nTae3atRILQInmsSxL06UbGVEZnT5tJitcZ/Us/z72xMzA/RcX6EsdaXA4Da/du3dPnGyaN2+OHj16wNTUFFpatCBRU0r4eSirlF5ISJMIGjZhGZ2P4WTujb8TNuJ1ieztEMori3E+aQsScm7gXaevqIwOaTBqNJHAysoK9+/fR4sWVHJF0+RNIjCnSQSNQkuj9ghw34FrqXtwO/MkANk9msQ3N/Fr9CP4O32JDpbvaDZIQjjgNLzWuXNnAEDXrl0p4dQRedOlaXit8dDm6aK/qIyOnrXcdiX8PJx6vBJ/J2xAKb9QgxESojpOSWfq1KlgWRaxsbG0b04dkVddmhaGNj5tTd0xxT0IXVq8q7Ddw1f/YE/0dKTkRmkoMkJUxznpDB48GJmZmRg9enS106aJ+uXI6Ono8gxgqGNRB9GQ2qanbYj32i3A6I4r0UzHTG47URmdf5L/h4rKUs0FSIiSON3TcXJyQmlpqXhPnfPnz8PIyAiWlpZSbRmGQVJSUo0DJZJkDa+ZGdjSbMJGrp1FL0w13o2LST/iSY787RDuZp3C09w7eN95IWyNO2owQkIU45R0UlJSwDAMGIYRT9ksKChAQUGBVFv6EFQ/lmVlDq9Z6NMkgqZAWEZnGR5lX8Hl5J9lzmIEgJzSdPz24Ev0aj0BvVt/TGV0SL1Q41WEouQj60FqR2HFa1QIpIdO6H5O08EwDDo1H4gpHrtgZ9pVbjthGZ1DOPjgC7wqTtFcgITIwTnpUCWCuiN3EgHNXGtyRGV0BjrMgTZPT267F0UJ2B8zG/8+/wMsK9BghIRI4pR0BAKB0o/KykrOwd2+fRtDhgyBmZkZDA0N0bNnT5X279m3b5/CnlhDrZZN1aVJVeIyOu47YWMk//5NJVuBkJQgKqND6lS9HeQNCQmBv78/9PX1MX78eBgbG+PEiRMYN24cnj17hgULFih9rREjRsDDw0PquL29vfoC1iB5PR0LGl5r0iwN2uBjtx8QmX4UEekHIWBlf+ETldEZYD8Lbi38aSicaJTakg7LsigpKUGzZs1qfC0+n49p06aBx+Ph2rVr4oSxbNkyeHt7Y/HixRgzZgzs7JQr8z5y5EgEBATUOK76QtZ0aT0tIxhom9ZBNKQ+4TFa6N1mIhzNvfF3wgYlyuhE4F2n+VRGh2hMjSYSZGVl4csvv4SjoyN0dXVhYmICAAgKCsLKlSuxdu1aTte9evUqkpKS8NFHH0n0UExNTbF48WKUl5dj//79NQm9QZM5c82gFX1jJWItjZwR4L4D3W3HAJD/9yLxTSR+jZ6Gx6+vay440qRx7ulERkZi+PDheP36tVTF6YyMDKxevRoMw6B3797o16+fStcW3WsZPHiw1Dl/f38AQFhYmNLXu3fvHl6/fg0+nw97e3sMHDhQ5pqihoBlBcgtey51nO7nkLdp83TR334GnM174WziJuSVyb6PIyqj06n5QAx0mAN9bSMNR0qaEk5JJycnBx988AGys7Ol1usAwJgxY7B69WoAwLlz51ROOqIKB87OzlLnWrZsCSMjI5WqIPz0008SvxsYGGD58uVYuHBhtc8NCgrCrl27lHqduLg4pWPiqqA8W+ZGX5R0iDxtTLvgU48gXH36C+6/PC+33cNX/yAtLwZD2n0NezNPDUZImhJOSefnn39GVlaWVLIR6dKlC6ysrPD69WtERkaqfP28vDwAwuE0WUxMTMRtFHFwcMD27dvh7++P1q1bIycnB1evXkVgYCAWLVqEZs2a4fPPP1d4jczMTERF1Z9aVvKrS1PSIfLpaTXDe+3mw9miNy4kbUVRxRuZ7URldLq1HAlfu6nQ0dLXcKSkseOUdM6cOSP++fDhwzh+/DhOnTol0cbV1RXXrl1DYmJijQKsCV9fX/j6+op/b9WqFT755BN4enrCy8sLK1aswKxZs6CtLf+PwcbGBp6eyn3ri4uLQ0lJSY3jVkR+dWmqRkCq186iJ6aIy+jIv4/zXxmdb2Fr7KLBCEljxynpJCQkgGEYeHl5Yfz48Thx4oRUGzMzMwDCoThViXo48noz+fn5MDfnPtumU6dO6NOnD/755x/ExcXBzc1NbtsZM2ZgxowZSl23W7dutd4ryqHq0qSGmumYYmSHpUqW0ZmHnq0nwKf1RGjxdDQcKWmMOM1eE32bt7aWv8dHbm6u8AV4qr+E6F6OrPs2WVlZKCwslHm/RxVWVlYAgKIi2f/g6itZPR0DbVO6+UtUIllGR35PnoUAN6mMDlEjTknHwsICLMvi8ePHMs8XFBSIv/FzmSUmGhK7dOmS1LmLFy9KtOGisrISd+7cAQCl1/rUF7KSDvVyCFfCMjrrMMhhbjVldBKFZXQyfpe76JQQZXBKOu7u7gCAxMREbNq0CXw+X3zuxYsXCAgIQGFhIRiGkVkJoDoDBgyAo6MjDh8+jOjoaPHxvLw8rF27Frq6upg0aZL4eGZmJuLj46WG4+7evSt17crKSixatAiJiYnw8/ODjY2NyvHVFQFbidzSTKnjtFsoqQmG4cHTZgQ+df+l+jI6qbtw9OE3Mv8eEqIMTvd0Ro4cKe6FLFq0SOJcq1atJGa0jRo1SvWgtLURHBwMf39/9O3bV6IMTmpqKjZv3ixRwiYwMBD79+/H3r17JSoPeHl5oUuXLujSpQtatWqFnJwchIWF4cmTJ2jdujWCg4NVjq0u5ZW9gIDlSx2nng5RBwuD1sIyOhlHEfFMURmdB9gbPQP9HWahS4t3aVEyUQmnnk5AQIDEPRWWZcV/8QQCYQVbhmHg7OyMiRMncgrMz88P4eHh8PHxwbFjx7Bz505YW1vj6NGjStddW7BgAYyNjXH58mVs3boVhw8fhoGBAZYsWYL79+/D0dGRU2x1RX51aZq5RtSDx2ihd+uJmOT2M6wM7OW2KxeU4ELSVpyIX4bCctUnC5Gmi2E57kEQFxeHwYMHIyMjQ+qbDsuyaNmyJf755x+4urqqJdCGQDR7zdPTU+bQXk3dzTyFf57+T+p4QJedsDZqp/bXI00bX1CO62n78O/zPwDI/5gw0DaBv9M8dLB8R3PBkXpH2c8/zrXXXFxc8ODBA3z33XdwdXWFgYEBDAwM4OrqisDAQMTGxjaphKMJ8no6Zga2Go6ENAXaPF342U/HR502w1Svpdx2Jfx8nHq8En8nrEcpv1CDEZKGqEZVps3MzLBq1SqsWrVKXfEQBXJKpasRGOpYQE+r5pW9CZFH+TI6V5D6/2V0HMy6aTBC0pDUeLtqojnyqksTUttEZXRGd1wFQx35C7MLy7Nx/NEiXE7ejvLK2q3OQRqmGu+nk56ejoyMDJSVlclt07dv35q+TJNXKahAXtkLqeNU6JNokqiMzqXkHxVuhxCV9Ree5t7F+87fopUxDbOT/3BOOmfOnMG3336LJ0+eKGzHMIzEOh7CTW5ZFlhI721PSYdoWjMdU4xovxRx2SG4lLwdZZWy7+O8Kc3AoQdfoWfr8fBp/TGV0SEAOA6vXbp0CaNGjcKTJ0/Asmy1D1JzcqdL0/AaqQMMw8C1eX9M8dgF+2rL6BzGgQef41XRUw1GSOorTklnzZo1EutxSO2TNYkAoOrSpG6Z6DXHWNf1GOTwucIyOi+LkrD//hzcojI6TR6n4bWoqCjxXjo2Njbo1asXjI2N1R0bqULudGl9mi5N6hbDMPC0GQ57M0+cTdiI54WyNzOsZCsQmroLiW9u4v1238BMv+GUoCLqwynpaGlpARBukhYbGwsDAwO1BkWkySr0aazbHDpa8r9dEqJJFgatMdFtG25lHEP4swNyezTp4jI6M9GlxXs0WtLEcBpe69ZNOAff0dGREo6G0HRp0hDwGC30av2RsIxOM3u57YRldLbhRPxSKqPTxHBKOqIin5GRkXj06JFaAyLSKirLkF/+Suo4zVwj9ZW1UTtM7vI/eNuOBSC/J5P05hb2RE9DfPY1zQVH6hSn4bVBgwZhy5Yt+Prrr9GzZ0+MGzcOnTt3lrubZ9VtCIjqckufQ1btK0o6pD4TltGZhnYWPXE2YSPyyrJktivh5+P0k1VIyBmAQY5zoK9N94cbM87rdPT09KCrq4vCwkLs2bNHYVtKOjUj634OIBxDJ6S+a2Pihk89ghCSEoSYF+fktnuUfQVp+TEY0m4BHMy8NBgh0SROw2snT57EnDlzUFZWJr4JSGt0ao+8pEM9HdJQ6Gk1w7tOX2FMx9Uw1LGQ205YRicQl5J/ojI6jRSnpLNx40bxz5Rcal+OjEkEDHg05ZQ0OE4WPTDVYzc6WCoujXUv6wz2xcxERgHdM25sOA2vxcbGins4PXr0EK/T4fGofmhtkNXTMdFrQWVFSINkoGOCEe2XKFFG57mwjE6rcfBp8wn9fW8kOCWdZs2aoaSkBG5ubrhx4wbNs69lb0qkqxFQ+RvSkInK6LQx6YJzSZuRkit70y8WAtzMOIKk3H8xtN1CNDd00HCkRN04dU38/PzAsixMTU0p4dSy8soSFFZIr2Og8jekMTDWs8JYl3UY7PgFdHj6ctv9V0bnOJXRaeA4JZ2VK1eiWbNmuHXrFkJDQ9UcEqlK7iQCBT2dlJQUMAwDhmHg7+8vs01kZCQYhkFAQIDE8YCAAPFz5T327dsn8Zy0tDTMnj0bzs7O0NfXh5GRERwcHPD+++9jw4YNKCoqUuk9y6IonrffgyrKy8vh4eEBhmHQsWNHhW3//PNPDBo0CJaWltDX14eDgwMmTJiAZ8+eSbXNz8/H/PnzYWdnBz09Pdjb2+Obb75BYSHtrPk2hmHQteUwBLjvhK2Ri9x2wjI6u3Ek9mvklmZqMEKiTpyG144dOwYfHx9cvnwZAwcOhJ+fH9zc3GBmZiaz/bJly2oSY5Mmt7q0kjPXLl26hKtXr6J///4qve7UqVPRurXs3pSHh4f455iYGPTr1w+5ubnw8fHBe++9ByMjI6SlpeH69es4d+4cRo8ejXbt2qn0+rLY2dnJTDBV41HV999/j8TERIVtWJbFzJkzsWvXLjg5OWH8+PEwNjbG8+fPERYWhtTUVLRp00bcvqioCL6+voiOjsbgwYMxYcIE3Lt3D5s3b0ZYWBiuXbsGfX353+qbqv/K6Bz//zI6srdESS+IxZ7o6ejvMAvuVEanweGUdFasWCH+likQCHD16lVcvXpVbntKOtzJXaOjRNKxt7dHWloaFi5ciH///Velf5yfffYZevbsWW27+fPnIzc3FwcOHMAnn3widf7mzZuwsrJS+nUVsbe3x4oVK9RyLQD4999/sWHDBvz444+YO3eu3HY//fQTdu3ahdmzZ+Onn34S1x4UeXu/qI0bNyI6OhoLFy7E+vXrxccXLVqEDRs2YNu2bQgMDFTb+2hMhGV0JsDRvDv+TtiA7OIUme0qBKW4mLQNCa8j8F67+TDStdRsoISzGk83U/RBRlOpay5HxiQCHqMFU/2W1T63Q4cO+OSTT3Dnzh0cP368NsLDzZs3YWZmJjPhAECvXr3k9oDrUmlpKSZPnow+ffpg9uzZctuVlJTg+++/h6OjI3788UephAMA2tr/fXdjWRbBwcEwMjLC0qVLJdotXboURkZGCA4OVt8baaSsDYVldHpUU0YnOfdf/Bo9DfHZYZoLjtQI56RDm7dphqyejpmeDXiM9IefLCtXroSenh6WLFmCiooKdYcHS0tLFBYW4vnz50o/R3Tf6O17Q9XJzc3Frl27sHbtWvzyyy948OCBitH+Z/HixUhLS8Ovv/6q8IvTpUuX8ObNG4wcORKVlZU4efIk1q9fj19++UXmsFxCQgKeP38OHx8fGBoaSpwzNDSEj48PkpOTZd4HIpK0ebroZz8NH3XeAlM9+V+ySvkFOP1kNc48WYdSfoEGIyRccBpe27t3r7rjIHK8KZH+MFdlunTbtm3x+eefY/PmzQgKClI4jFRVcHAwLly4IPPcokWLxPckxo4di61bt6JPnz6YOXMm3nnnHbi7u6NZs2ZKx6ismJgYzJgxQ+LYu+++i/3796NFixZKX+fatWv48ccfsXXrVjg5OSlse/eucCqvlpYWunTpIrE9O4/Hw1dffYXNmzeLjyUkJAAAnJ2dZV7P2dkZFy9eREJCgsR9ICLff2V0diHmxVm57R5lX/3/MjpfUxmdeoxT0pk8ebK64yAylPGLUMzPlTquavmbxYsXIzg4GKtWrUJAQACMjIyqfc6vv/4q99y8efPESWfNmjXIycnBgQMHsHDhQgDCD2h3d3eMGjUKc+fOlRpeW7duHRYtWgQbG+UrKixYsACjR49G+/btoauri9jYWKxatQrnz5/H0KFDcfPmTZlDX28rKirCp59+il69euHzzz+vtv3Lly8BAFu3boWnpyf+/fdfuLi44N69e5g+fTq2bNkCJycnzJo1CwCQl5cHADA1NZV5PRMTE4l2RDnCMjrz4GzRC+cTt6JIxjICACgsf43jjwLR1XoY+tlPg64Wbb1S31AJgXpM3hbVqiYdc3NzLFq0CC9fvpT4Vq7IzZs35Q6bVk0i+vr62Lt3L1JTUxEUFISpU6fC1dUVUVFRWLp0Kdzc3JCcnCxxbRsbG3Ts2FHuB7MsmzdvRq9evWBpaQljY2P06tULf//9N3x9fXH79m2cPn1aqet8/fXXeP78Ofbs2aNUBQ3Rtuy6uro4deoUunfvDiMjI7zzzjv4/fffwePxsGXLFqXfB6kZJ3Mly+i8oDI69RUlnXpM7nRpDtUIvvjiC7Ru3RpbtmwRf3tXp9atW2P69OkIDg7G/fv3kZiYiL59+yI9PR1fffWV2l8PEA5vTZs2DQAQERFRbfvQ0FD88ssvWLVqFdq3b6/Ua4gSo5eXF2xtJbcG79y5MxwdHZGUlITc3FyJ9vJ6Mvn5+RLtiOpEZXSGOQdCT0t+r11URics9VdUCtR/P5NwwznppKWlYebMmWjXrh0MDAygpaUl81F1Zg9RTY7c6dKqVyMwMDDA999/j8LCQnz//fc1Da1aTk5O4okCiqbT15RoOrYyC1Cjo6MBAN98843UAlMAePz4MRiGkejJdejQAQDkzsATHS8pEVZEFt3LEd3beVt193yIckRldKZ67Ia9WTe57VgIEJlxFAfuz8WroqcajJDIwykjPH78GL1790Zubi7NUqtFsno6WowOTPSac7re5MmTsXXrVuzevRu9evWqaXjVUubeUU3dunULgHANT3U6d+6MqVOnyjz366+/wtTUFGPGjJGYBOHn5wcAiIuLk3pORUUFEhMTYWhoiObNhf9PnJ2dYWtri4iICBQVFUnMYCsqKkJERAQcHBxoEoGaiMroRL/4GyEpu1AhKJXZ7mVxMvbfn4N32k5Gd9sxSs/+JOrHqaezZMkSvHnzBizLKixPQmpG5nRpfVswDLcOqpaWFtauXYuKigq1LbJcuXKlzOm/LMuKF0b26dNH4lxmZibi4+OVvpn+4MEDmdO9b9y4gQ0bNkBHRwcffvihxLns7GzEx8cjOztbfGzgwIEIDg6W+QCAli1bIjg4GD/99JP4OU5OThg8eDASExOl1tesX78eubm5GDVqlLhHzzAMPvvsMxQWFmLVqlUS7VetWoXCwkLxkCBRD1EZnU/df4GtsavcdsIyOsE4HLsAb0qVn+JP1ItTTyc0NFRi8zZjY2OYmpoqNXuIKIdlWZkLQy1qWF16+PDh6NOnD8LDwxW2UzRlumfPnnj33XcBCGd1rVixAl5eXujWrRssLCzw+vVrhISE4MmTJ7C0tJS60R4YGIj9+/dj7969StVN27JlC86ePYs+ffqgTZs20NHRwcOHD3Hp0iUwDIP//e9/UlOff/75Z3z//fdYvnx5jRPsjh070Lt3b0ybNg2nTp1Cx44dce/ePVy9ehV2dnbYtGmTRPtvv/0Wp0+fxoYNG3Dv3j14enoiKioKly5dQvfu3TFv3rwaxUNkMzdohYmdt+LfjN9x/dl+uWV0MgoeYm/0DPS3nwl36yH0BVnDOCUdUdFCfX19nDt3Dr6+vmoNSuT27dtYvnw5bty4gYqKCri5uWH+/PkYO3Zstc9lWRYXLlzAX3/9hYiICKSmpqKiogLOzs4YN24c5s+fX6/rX5Xw82XuM6KO3UI3bNgAHx8fhW0UTZn+8ssvxUnnzJkzOHfuHMLCwvDXX3/h1atX0NPTg6OjI77++mvMnz9fpanRsowYMQK5ubmIiYnB5cuXUV5ejpYtW2L8+PGYN28evL29a3T96jg5OeHOnTtYtmwZLly4gEuXLqFly5aYM2cOli1bJrVGyNDQEGFhYVixYgVOnDiBkJAQ2NjYYMGCBVi+fDkMDGgab23hMVro2Xq8uIzOq2LZ93EqBKW4mPwDEnIi8F67BVRGR4MYlsNNGVdXVzx+/Bj9+/fH5cuXayMuhISEwN/fH/r6+uICiydOnEBqaio2b96MBQsWKHx+aWkpDAwMoKenh379+sHNzQ2lpaXihXndu3dHaGioWhcxduvWDVFRUfD09BQvKuQqo+ARfnvwpdRxf6ev4GE9pEbXJqQp4AvKEf7sAG5lHAcg/2NOX9sYgx2/hItV7Xx5biqU/fzjdHNg/PjxYFlWpdInquDz+Zg2bRp4PB6uXbuGXbt2YcuWLYiJiUH79u2xePFipKamKryGlpYWVq9ejczMTFy4cAGbNm3C9u3b8fDhQwwbNgy3b9/G//73v1qJXx3kTZdWptAnIeT/y+jYfYaJnbfCTE9+b7uUX4C/nqzGX0/WoqQiX4MRNk2cks4333wDV1dXxMfHY9WqVeIFdOpy9epVJCUl4aOPPpIoW29qaorFixejvLwc+/fvV3gNHR0dfPfddzA3N5c6LqrwGxZWf4sEypsurY7hNUKaktYmnfGpRxA8rN9X2C4uOwR7YqYj+c1tDUXWNCl1T2fKlClSx1q1aoVHjx5hxYoV2L17N7p27QpLS+lxUYZhFN4fkEW0MdzgwYOlzok2JatJwtDREe61Xp/XEMnq6ejw9GnsmRAOdLUM4O80D+0seuNC4haZu/ECwjI6v8cthof1UPjZT6cyOrVAqU/dffv2yZzhwTAMWJZFeno6MjKkPyRFU6pVTTqKFtC1bNkSRkZGchffKWPPnj0AZCe1twUFBWHXrl1KXVfWWg6u3sgogSOcLk0zbQjhysncG1M8duNS8nbEvw6V2y76xd9IyYvC++2+RWuTTpoLsAmo8Vf92vgQVKZoIteCiefPn0dQUBBcXFzkLhSsKjMzE1FRUZxeiyuWZWX2dGo6XboupKSkwMHBAZMnT1Z5KwNCaoOBjglGdPgOztm9cTl5u9ztEHJLn+Nw7Hz0aDUWPm0+gTZPV8ORNk5K39NRZv+c+r6fzu3btzFu3DiYmpri999/h56eXrXPsbGxgaenp1IPdU2FLap4g3JBidRxZe/npKSkSC3U1dXVRZs2bfDRRx/h/v37aomzLmRmZmLq1KmwsbGBvr4+OnTogDVr1nDaK+jQoUPw9vaGoaEhzM3NMXToUIVfMG7fvo0hQ4bAzMwMhoaG6Nmzp8LN8dQZa21pjO9JWa5WfpjivkvhNgj/ldH5HC+LkuW2I8pTqqcTEhJS23FIUKZo4tsTBKpz584dDB48GDweDxcvXkSnTsp1mWfMmCG1h4s8oimDNSVvi2pVJxE4OTnh448/BiBcWxUZGYkjR47g5MmTuHLlSrVrdeqbrKws9OjRA+np6Rg1ahScnZ0RFhaGJUuW4N9//8WpU6eU7nmvWbMGS5YsgZ2dHWbOnImCggIcPXoUvXv3lvlnI28K/7hx4/Ds2TOpKfzqjLW2NMb3pCpjPSt86LK22jI6r0RldNpMhnerD6mMTk2w9VBgYCALgD1y5IjUuczMTBYA279/f6Wvd/v2bdbMzIw1MTFhIyMj1RmqBE9PTxYA6+npWaPrxGSdZ9dHDJR6PMt7oNTznz59ygJg/f39pc599913LADW19e3RjEqSxTL5MmTa3ytSZMmsQDYnTt3io8JBAJ2/PjxLAD28OHDSl3nyZMnrLa2Ntu+fXs2NzdXfPzevXusnp4e6+LiwlZWVoqPV1RUsE5OTqyenh5779498fHc3Fy2ffv2rK6uLpuSklIrsapC9Ge9fPnyats2lPekSTnF6ezB+1/I/LdX9XHw/pdsTklGXYdb7yj7+VcvtzYQVTi4dOmS1LmLFy9KtKnOnTt3MGjQIFRWVuLChQvo0aOH+gKtJeraR0cW0cZlt28Lp4VOnToVDMPg2rVrMttv3boVDMNg9+7d4mN79uzBiBEjYG9vD319fVhYWMDf379We8QFBQU4duwYHB0dJXqeDMOIa7xVjVGRvXv3gs/n47vvvpO4b+jh4YEJEyYgLi5OokyQqlP4ucZaUFCA5cuXo1OnTjAwMICZmRn8/f2rLVnEhabeU0NibtAKH3XeCt+2U8Fj5A8CicroRGf9XS9vI9R3nJJOQkICDhw4gAMHDshceXrnzh3xeS6zzAYMGABHR0ccPnxYXI4eEA63rV27Frq6upg0aZL4uLwCknfv3sWgQYPA5/Nx/vx5jVRWVgdZkwh0tZqhmY6Z2l5DNAzyySefAAB+++03me0OHjwIPT09iYKac+bMwYsXLzBw4EB89dVX4p07Bw4cqPRmaqL6ff369VOq/c2bN1FWVoZBgwZJDeHY2dmhQ4cOiIiIQGVlpVKvDSg/JV/V9lxizcnJQa9evbBy5UqYm5tj5syZGD16NO7evQs/Pz+cOnWq2velCk28p4ZIVEZncpef0byZo9x2wjI6P+L3uO9QUJ4ttx2Rxmn22g8//IBffvkFAPDvv/9KndfR0UFAQAAYhsGsWbPw888/qxaUtjaCg4Ph7++Pvn37yiyDU7WUvawCkjk5ORg0aBByc3Px7rvv4vLly1Ile8zMzOpl8UVZ93Qs9FupZbx8x44dACCuV+br64u2bdvijz/+wPbt2yUmV8TGxiI6OhpjxoyR2E/m0aNHcHBwkLhuZmYmvLy88M0332DEiBE1jvNt1e1D4+zsjMePHyM1NRWOjvI/LETXMjIyQsuWLWVep+rrVffasqbwc4n1888/x8OHD7F792589tln4rbr1q2Dl5cXpk+fjnfffVdt9QI18Z4ashaGTpjUZTsinh3ErYzjYCF7AfzT3NvYEz0dgx2/gItVP80G2UBxSjrh4eFgWRbt2rVDt27SGyi5u7ujQ4cOePz4Ma5fv84pMD8/P4SHh2P58uU4duyYuODnhg0bMG7cuGqfn5+fjzdv3gAALly4ILNisp2dXb1LOiwrkFl2nctuoYmJieIKy0VFRbh16xauX78OfX19rFmzBoCwxzNx4kSsW7cOZ8+exQcffCB+/sGDBwFAPBlB5O2EAwhn+Y0ePRrbt29Hamoq7OzsFMbm7e2NuLg4pWvfKTONvmq76q71dpFORddRdQq/qrFmZ2fj2LFj6N+/v0TCAYAWLVrgm2++wRdffIF//vkHQ4cOrfb9KaO231NjoM3Tha/dVDiZ98DZxE3IlbMdgrCMzhok5ERgkMPnMNAx0XCkDQunpJORkQGGYeDi4iK3Tfv27fH48WOZi0aV5e3tjfPnz1fbbt++fVJrQOzt7RvkeGtB+WvwBWVSx7ncz0lKShLvEqqjowNra2t89NFHWLRoEdzc3MTtPvnkE6xbtw4HDx4UJx2BQIDDhw/D0tISQ4ZIFhhNTk7GunXrcPXqVWRkZKCsTDLe58+fV5t0mjVrho4dO6r8nhqj27dvo7KyEmVlZTK3YRD1MuLj48VJZ9++ffj0009lXu/777+X2h3Wzs4OKSkpao27qWht0hmfuv+CkJRdiH7xt9x2cdmheJZ3H++1+xqO5t01GGHDwinpiPZ5F/UkZBGdKyiQvfCKyCarEgHALen4+/vL3ROnKhcXF3Tr1g3nzp3DmzdvYG5ujtDQUKSnp2P27NniskGAsPfk7e2N/Px8+Pn5YdiwYTAxMQGPx0NoaCjCwsKkkpA6KDONvmq76q6lynVUncKvaqw5OcKSLBEREYiIiJAbd9UtuT08PLB8+XKJ87m5ufjxxx/h6+srda/s7e22a/s9NTbCMjpfop1FL8VldCpyqIxONTglHVNTU7x+/Rr3799Hbm6u1F/oN2/eICYmBsB/3W6iHLnVpQ1a1+rrfvLJJ5g3bx6OHz+OGTNmiIfWRBMNRLZt24Y3b97g4MGDUsNuM2fOrLUiqrLutVSVkJAAXV1dtG3bVqlr3bx5E1lZWVL3dWTdu6j62m8PJ2dlZaGwsFBiTx9VYxX9G1mwYAE2b95cbfyAMOlUnXUGCBcF//jjj+jXr1+1G9fV9ntqrERldC4/3Y647FC57f4ro/MNWpt01lyADQCn2WsdOnQAIOzFTJ06VaI3U/UYwzBo3769eiJtIuqquvSECROgra2N3377DSUlJTh58iTatWuHnj17SrRLSkoCAKnJAizLKvyWXlM9e/aErq4uLl++LDVsmpqaisePH8PHx0epIq6qTslXtb2qsXbv3h0Mw+DmzZvVxq4utf2eGjMDHRMMb/8dhrVfDH1tY7nthGV0FiAs9VfwBeUajLB+45R0Bg4cKP751KlTsLOzQ//+/dG/f3/Y2dlJTJut2pZUT1ZPR1/buNZvTrZo0QKDBw9GREQEfvjhB+Tn50v1ZACI79W8vXZk/fr1iI2NVfr1iouLER8fj7S0NKXam5iYYPz48UhOTkZQUJD4OMuy4q0qpk2bJvGcvLw8xMfHIzMzU+L4p59+Cm1tbaxZs0ZiuCg6OhpHjhyBi4sL+vTpIz6u6hR+VWNt2bIlxo4dixs3bmDTpk0y70XeunULxcXFSv1ZKaO231NT4Grlhykeu+BgJv/+DZXRkYHLytOMjAzW0NCQ5fF4LMMwLMMwLI/HE/8u+q+hoSGbnp7O5SUaJHVUJNgdNUVqBfT+mLkqXUNRRQJFjhw5wgJgdXR0WABsYmKiVJuoqChWR0eHNTAwYCdPnszOnz+f7d27N6uvr8++//77LAA2JCREKpa3KxKEhISoXBnh+fPnbJs2bViGYdjRo0ezCxcuZHv27MkCYIcNG8YKBAKJ9nv37pVbDWH16tUsANbOzo6dP38+O23aNNbY2JjV09Njw8PDpdpfvXqV1dHRYY2Njdlp06ax8+fPZ+3s7FgA7ObNm2sc6+vXr1kPDw8WAOvm5sZOnz6d/fbbb9kJEyawzs7OLAA2MzNT4Z+PKhUJNPGemgqBQMDeyzzDbrk5VGElg4033mVvPjvCVgr4dR1yrajVigS2trbitTeigpIiou0OAOCnn35Cq1YNrzJyXRGwlcgtzZQ6rqnq0iNGjICJiQkqKirQq1cvODk5SbXp2rUrLl26BE9PT5w8eRJ79uyBmZkZIiIi4OUlv3CiOtjY2ODWrVv49NNPER4ejm3btuH169dYtWoV/vjjD5XWMX333Xf47bff0Lx5c+zcuRPHjx/HO++8gxs3bsisSSeawu/j44Njx45h586dsLa2xtGjR2Vuna5qrBYWFrhx4wY2btwIXV1dHDp0CNu3b0dkZCQ6deqEAwcOwMrKSvU/NAVq+z01FQzDwKPlUHzq/gtaGbvKbSdg+QhL+xWHY+fLvXfbFDAsy31e8alTpzB//nypqZht27bFli1bMHr06JrG16Aou0e4PLmlmQiKmiR1vE+byfBpIz3URQipXwRsJf7N+B3Xn+2HgOXLbafD04ef/XR4WA9tNMla2c+/Gt31GzlyJEaOHImoqCgkJwvHKx0dHeHp6VmTyzZZcqtLN8B9dAhpikRldBzNvfF3wga8KpZ9H6dCUIpLyT8hIecm3nOaD2M99fZi6zO1TDUR7SdDakbudOlanrlGCFGvFoaOypfRiZmOQY6fw9XKT8NR1o16WWW6qarN6tKEEM0SldH5qPNWmOnbym1Xyi/AmSdrcfrxGpRU5GswwrqhVE+nf//+AIB+/fph2bJl4t+VwTAMrly5wi26JkZWT6eZjhn0tA3rIBpCiDq0NumET91/QWjKbtx7cUZuu/jXoUjPv4932y2Ak7m33HYNnVJJR1SGXjR7RvR7dViWbTQ3yTRBdnXp2q1EQAipfbpaBhjs9AXaWfTC+aQtKCx/LbNdYUUO/oj7Dh7W78PPfkajLKNDw2v1RKWAj9zSLKnjXCYRpKSkiKeyy3vk5uaK29vb20uc09PTQ/PmzeHt7Y05c+Yo3ETs7etqa2vD2toaQ4cOxT///KNy7IocOnQI3t7eMDQ0hLm5OYYOHcppe/DMzExMnToVNjY20NfXR4cOHbBmzRpUVFTIbF9WVoaVK1fC2dkZ+vr6sLW1xfTp0/Hy5ctaj7W2NMb31BA4mnfHFPddcKnm/k30i7PYGz0D6fnKL7huKJSeSPD2zOoazLQmMuSVZcm82ViT+zlOTk4yqwoAkNqXRUtLC0uWLAEA8Pl8vHnzBg8ePEBQUBB27NiBYcOGYf/+/RJFIEUsLS0xd+5cAEBpaSkePnyIs2fP4uzZszh8+DAmTJjA+T2IrFmzBkuWLIGdnR1mzpyJgoICHD16FL1798aVK1dkrq2RJSsrCz169EB6ejpGjRoFZ2dnhIWFYcmSJfj3339x6tQpid65QCDAiBEjcPHiRfTs2ROjR49GQkICgoODceXKFURGRqJ58+a1EmttaYzvqSERltFZDGeL3riU/BNK+bKLIueWZeJQ7Hz0sP0QfdpOhjZPV8OR1hJlVpqmpKSwKSkp7KtXryR+V/bRVNSkIkHi60iZq5jjXoWpfC1VKxLY2dmxenp6Ms+lpKSwAwYMEFcPqKyslDgPgO3QoYPU80TVDezs7FSO/21PnjxhtbW12fbt27O5ubni4/fu3WP19PRYFxcXqbjkmTRpEguA3blzp/iYQCBgx48fzwJgDx8+LNF+z549LAB2woQJEivud+7cyQJgp0+fXmuxqmLy5Mmskv+cG8x7agryy16xxx8GKqxksD5iIPvrvWnsi0LpCiH1ibKff5zK4BDZapJ0/s04IfMvG5e/aOpMOizLssXFxayLiwsLgD127JjEOXlJRyAQsIaGhiwA8ZcVrgIDA1kA7P79+6XOBQQEsADYsLDqk3N+fj6rp6fHOjo6SpVsSUlJYQGwfn5+Esd79erFApD68iQQCFhHR0fW0NCQLS4urnGsYWFh7NChQ1lLS0tWV1eXbdeuHfvdd9+xRUVF1b4vllUt6WjqPRHlCMvo/K1UGZ0bzw7X2zI6tVoGx9HREY6OjujSpYvccXCiGnn76CiaaqkpBgYG+PrrrwEAx44dU/n5b1ce7tevHxiGQWhoqFLPF7UbPHiw1Dl/f38AUGpLhZs3b6KsrAyDBg2SmuBiZ2eHDh06ICIiApWVlQCEQ4W3bt1Chw4dpDalYxgGgwYNQlFREe7cuVOjWHfu3Il+/fohIiIC77//Pr744gu0bt0aa9aswaBBg1Berr4KxZp6T0R5wjI67+NTjyC0Mu4kt52A5eNa2h4cauBldDgtDs3MzER5eTn8/PwkNvgi3Mn6S2Ska1Wj2StVt6uu6t1335XasqA6ok3Bbt++rVT7o0ePoqioCJ06dZLab0lVCQkJMDIyktr7Bqh+n5e3r1P1ObKu9fjxY6SmpsLR0RFJSUkQCAQK24uu+84773CK9dGjR/jiiy/QpUsXXLlyBZaWluJz69evR2BgILZv3y6zFhoXmnhPhBtzfVt81HkLbj//A9fT9qOSlf2F/nnBI+yNmdlgy+hwSjp2dnZISEhocG+2PnsjY//1mlYiqLpddVVmZmYqJx1bW2GPKzs7W+pcdna2OLlVnUhgZGSEnTt3SrU/cOAAiouLld7wKy8vDy1atJB5TrQBmrwdLd++DiB/d8u3r6Vqey6xBgUFgc/nY/v27RIJBwC+/fZbbN26FUeOHFFb0tHEeyLc8Rgt9Gg1Do5m3vg7YT1eVltG5wbec1rQoMrocEo6o0ePxrp16xAVFYX8/HzaHbSG+IJy5JW9kDpe05prym5XXVOvX7+WSm5GRka4fPmyzOTW2HeXVEVkZCQA4cZpshZR6+joID4+XuKYvb09UlNTZV5P1hfBvXv3IiAgoObBEo1pbuiASV1+RsSzg4jMOKagjM4d/Bo9DYMdP4eLlV+D6AhwSjqLFy/G33//jdjYWIwbNw67du1CmzZt1B1bkyHczkB6Cnp9Kn/z/LmwJ/b2VFpAuJOs6IMxNzcXp06dwqxZszBq1CjcuXOnxttbmJqayv0mnZ+fL26jzHUA+d/K376Wqu25xJqTkwNAOCVZWfPmzZNYZwUIK77HxMRg+fLlUu2rbmutifdE1EOLp4O+dlPgZNETZxM2yBwNAYCyykKcSViHhJwbGOz4Ra1v+FhTnJLOsGHDoKWlBZZlcenSJTg5OcHe3h62trbg8STnJlAZnOrJqy5tYVB/qhGIbiZ37y5/l0RAOHQXEBCAyspKfPbZZ5gzZw5OnTpVo9d2dnbGzZs3kZWVJXVfobr7NG9fp+pz3paQkABdXV1xT8zR0RE8Hk9h+7dfW9VYRaME+fn5MDaWv/VxVfPmzZM6lpKSgpiYGJn38KrSxHsi6tXK2BUB7r8gNHU37mUpKqMThmf5D/Beu/lwMu+hwQhVw2n2WmhoKGJiYsQbtvH5fCQmJuL69esICwsTP0JDQ5WeodSU5ciZiVJfejolJSXYsmULACi90HPKlCnw9PTE6dOncePGjRq9vq+vLwDg0qVLUucuXrwo0UaRnj17QldXF5cvX5Za3JyamorHjx/Dx8dHPNvOwMAA3t7e4skFVbEsi8uXL8PQ0FBi8zpVY+3RQ/jhIBpmq22aeE9E/XS1DDDY8Qt86LIWRrqWctsVVeTgj7gluJD0A8orSzQYofJqXAanagkUwo3sng4DM30bjcfytrS0NAwbNgyPHj2Cn58fPvjgA6WexzCMeKhn6dKlUteMj49HcXGxUtf69NNPoa2tjTVr1kgM80RHR+PIkSNwcXFBnz59JJ6TlJSE+Ph4iSn9JiYmGD9+PJKTkxEUFCQ+zrIsAgMDAQDTpk2TuM706dMBAIGBgRKJKigoCMnJyZg4cSIMDP6bYahqrLNnz4a2tjY+//xzpKWlSb333Nxc3Lt3T6k/J2XV9nsitcfRvDumeuyGq5Xiossx9biMDuf9dN7+pki4e1MivUbHRK+FRste8Pl88dBMZWUlcnNzcf/+ffG6lREjRmDfvn0qfbkYPnw4unXrhqtXryIsLEz8bXjSpEkICwtDSEiIeCq2Iu3bt8eKFSuwZMkSuLu7Y/To0eIyLACwe/duqWHdAQMGIDU1FU+fPoW9vb34+Pr16xESEoLZs2fjn3/+Qbt27RAWFobIyEgMGzYM48ePl7jO5MmTcezYMRw5cgRPnz6Fr68vEhMTcfLkSTg4OGD16tU1irVz587YsWMHZs2ahQ4dOmDIkCFwcnJCQUEBkpOTERYWhoCAAPzyyy9K/7lXp7bfE6ld+trGGNY+EO0seuNS8o/VltHxtv0Q79SnMjpcVp5SGRzZuFYk+Pn2eKnVx0div+UcB5eKBBDOZGABsLq6uqyVlRXbvXt3dvbs2Wx4eLjc50JORQKRM2fOsADYd955R3zM19eXBcCGhIQo/Z5YlmV/++031svLizUwMGBNTU3ZIUOGsHfv3lX4np4+fSp17vnz5+yUKVNYa2trVldXl3V2dmZXrVrFlpWVybxWaWkpu2LFCtbJyYnV1dVlW7ZsyX722WdsVlaWWmJlWZb9999/2fHjx7O2trasjo4Oa2VlxXp6erKLFi1i4+LiFP/BsKpVJNDUeyK1r6Asmz3+cHG1ZXSC733GZhUm1Gosyn7+MSxLXRZ1UXaP8KoqKkux9dYwqeNdWw7DYMcv1B0iIaSRYVkWMS/P4+rTnagQlMptx2O00afNJ+jRahx4jJba41D284/6xHVM3jRIc9pHhxCiBIZh4GE9BFM8dqG1cWe57YRldPbi0IOvkCNjSF9TON/TEUlPT0dGRgbKysrktunbt29NX6bRkjtdup7MXCOENAxm+jaY0Hkzbj8/getp++SX0SmMw76YWehnNw1dWw7T+CQwzknn9OnTWLhwYbU1lxiGAZ/P5/oyjZ68bxw1rUZACGl6hGV0xsLRrDv+TtyAl0VJMttVCEpx+el2JLwRltEx0ZNe9F1rMXJ50oULF/DBBx8gISEBrHB7BIUPrm7fvo0hQ4bAzMwMhoaG6NmzJ44fP67SNbjskKhJsno6DHgw1ZMurkgIIcpobuiASW7b0av1R2AUfMyn5N7FnujpePTqqsZmJHNKOmvXrhUHWFtds5CQEPj4+CA8PBxjx47FzJkzkZWVhXHjxokXKlZHtEPi8uXLYWVlhXnz5qFXr14IDg5Gr1698OrVq1qJXRWyqkub6beEFq/GI5+EkCZMi6eDvm0/xUS3bTBXsEWKqIzO6SerUVxR+4VbOX2y3bt3T5xsmjdvjh49esDU1BRaWuqZEcHn8zFt2jTweDxcu3ZNXDtq2bJl8Pb2xuLFizFmzBip/UDetn//fly8eBETJkzAoUOHxDH/8ssvmDVrFpYsWSKxSLAuyOrp1JdKBISQhk/ZMjqPX19Den4s3nOaDyeL2iujU6Ov01ZWVrh//77csudcXb16FUlJSfj000+lihUuXrwYAQEB2L9/P5YtW6bwOrt37wYArFu3TqJHNmPGDGzatAmHDh3CDz/8ILH6WpPK+EUoqngjdZzu5xBC1ElURsfZojfOJW5BYbn0FiXA/5fRiV8Cd+sh8LOfAT2tZmqPhdPwWufOwml5Xbt2VXvCAdSzUyGXHRI1Td7MNerpEEJqg4OZF6Z67IKr1QCF7WJenMPe6Bl4lv9A7TFw6ulMnToVt27dQmxsLMrKyqCnp6fWoBRVrm3ZsiWMjIyqnTXHZYdEWYKCgrBr1y6l4o6LiwMAVFRUIDMzs9r2ybnxEOQbSh0X5BshE9U/nxBCuPAyngzLys64mX4E5ZVFMtu8QQGOvV6DD13WQle7+tGgqnUOFeGcdP744w9cvnwZo0ePxrZt29Ra2lyZ3Q2r26mQyw6JsmRmZiIqKkphm7dlZ2crnaiArlJHzt2KABCh0msSQojq2is8Ww5g382DSl1J1q7CsnBKOk5OTigtLQXLsjh//jzOnz8PIyMjqe12AeFQVlKS7LniDYGNjQ08PT2VahsXF4eSkhJYWVmJK/kqcvPZYTzOuS5xjMdo42O3H2qlTAUhhLyNZVkk5ETg9vM/UCH4b5F/a5POGGA/W+kZyidOnFBqhIdT0klJSRFvZyCaOl1QUICCAulqp1ymVCuzu6G5uXmNr1G1nTwzZszAjBkzFLYREdUe0tHRgY1N9dsSfGCzAKX86cgpycCb0gy8KclAuaAErWypBA4hRHNsbT+Ee7s+OJu4Cen5D2CgbYJRHvNhpGuh9DV0dHSUalfjxSCKkgrXxUZV77d069ZN4lxWVhYKCwvh7e2t8BpcdkisC/raxrA17ghb4451GgchpGkz07fBhE6bcPv5SZjpt1Qp4aiCc8HP2qxEoI6dCrnskEgIIU2ZsIzOh+hgKX9yVY1fg8uTBAKB0o/KykqVrz9gwAA4Ojri8OHDiI6OFh/Py8vD2rVroauri0mTJomPZ2ZmIj4+XmooTdUdEgkhhNSuerm1gba2NoKDgyEQCNC3b19Mnz4dCxYsgLu7O548eYK1a9dK7AYZGBgIFxcX/PnnnxLXmTx5Mvz9/XHkyBH07t0bixYtwpgxYzB79myZOyQSQgipXfUy6QCAn58fwsPD4ePjg2PHjmHnzp2wtrbG0aNHsWDBAqWuwePxcPr0aaxYsQKvXr3Ctm3bEBERgalTp+LmzZto3lxzlVUJIYQASu0c+tdffwEAWrVqJXVjX54//vgDjx49AoBqy9U0FlpaWhAIBDAwMICLi0tdh0MIIRojWjLC4/EU3lZRKunweDwwDIPRo0dLbC0wZ84cnD9/XuZanA8//BAnTpwAwzCc7us0RJreDIkQQuojRWmlRlOmX758KV6zQ4TJWSAQAIDKExTKysrEz9UEmkBBCFGnkpISAMLPQUVo0xY18vDwQFRUFDw9PXH37l2Vnjt8+HCcOSO/7Li6FRcXa+y1CCGNn2hxfNWdAWSptxMJCCGEND6UdAghhGgMJR1CCCEao9I9neLiYqSlpUn8LvLs2TOJGQt0z4AQQsjbVEo658+fh4ODg9RxlmUlKgQQQgghsqiUdBTNva5JgU9CCCFNg0pJR9X1OJSICCGEVKV00qEEQgghpKaUSjqaXClPCCGk8aIp04QQQjSGkg4hhBCNoaRDCCFEYyjpEEII0RhKOoQQQjSGkg4hhBCNoaRDCCFEYyjpEEII0RhKOoQQQjSGkg4hhBCNoaRDCCFEYyjpEEII0RiGpfLRaqOlpQWBQAADAwO4uLio9NykpCTk5eXVUmTSPD09NfZahJDGLy4uDiUlJeDxeKisrJTbjpKOGqm63xAhhDRGitKKSpu4EcV4PJ54GwhN/sHqaNP/RkJI3Srh8wEIPwcVoU8rNfLw8EBUVBRsAMzQ4Osu/+orDb4aIYRI63bgAKJevICHh4fCdjSRgBBCiMZQ0iGEEKIxlHQIIYRoDCUdQgghGkNJhxBCiMZQ0iGEEKIxlHQIIYRoDCUdQgghGkNJhxBCiMZwqkhQXFyM7OxsAICxsTHMzc0lzufk5KCwsBAAYGVlhWbNmtUwTEIIIY0Bp57O2rVr4eDgAAcHB4SGhkqdDw8PF59ft25dTWMkhBDSSHBKOiEhIWBZFlZWVhg5cqTU+eHDh8Pa2hosy+Lq1as1jZEQQkgjwSnpJCcng2EYeHp6yi3n7+7uDgB4+vQp9+gIIYQ0KpySTk5ODgCIy/jLIjonaksIIYRwSjrNmjUDy7KIjY2VmXgqKysRGxsLANDX169ZhIQQQhoNTkmnTZs2AICsrCyZEwXWrl2LzMxMMAyDtm3b1ixCQgghjQanKdN9+vQR92SWLVuGq1evwtfXFwAQFhYmMaOtT58+NY+SEEJIo8Ap6UybNg2//PILAOFe2KGhoRKJpur+2FOnTq1ZhIQQQhoNTsNrXbt2xZw5c8CyrHj2Gsuy4mQjOjZz5kx069ZNTaESQghp6DiXwfnpp5/w5ZdfgsfjSfRsRIno888/x/bt29USJCGEkMaB0/AaIOzNbNu2DXPnzsXp06eRnJwMAHB0dMTw4cPRrl07tQVJCCGkceCcdEScnJwwf/58dcTS4NFCWEJIU1fd5yDDVh0bIzXSrFkzlJSUwMDAAMXFxXUdjlwZGRlo1apVXYdBCGlElP38U6qns3LlSgCAq6srxowZI/5dWcuWLVOpfUOlr6+PkpKSer8g9tq1a5gwYUJdh0EIaUSU/fxTKumsWLECDMNg9OjRGDNmjPh3ZTWVpOPg4IA3b97AwcGhrkMhhBCNUvbzr1Y3caORu/qpX79+dR0CIaSJUjrpvJ1AROtyFD1I/ZSWllbXIRBCmiilhtf27t0LALC3t5f4nTRMycnJ6NGjR12HQQhpgpRKOpMnT1b4O6m5F6/zUFhcopHXKq+oRKVAAC1erY6uEkKIFE7rdKZMmQIA0NLSwo4dO6Cjo6PWoJqaykoBUjNfaez1XDx7Iq+gGBamRhp7TUIIATgmnYMHD0IgEMDb25sSjhoINHz/K/rfcDi2Hq3R1ySEEIDj7DVra2sAgKWlpVqDIZpRyefXdQiEkCaKU9IZOHAgWJbFgwcP1B0P0QALK+u6DoEQ0kRxSjorVqyAiYkJ0tPT8d1339H06AbGyrplXYdACGmiON3TOXDgAPr164e//voL69evx8mTJ/HOO+/A1tYWPBkzoppKRYKG4snDGLh36ljXYRBCmiBOSUdUBodhGLAsi8ePH+PJkydy21PSqYeod0oIqQM1XqghSj6y0LBb/eTYoVNdh0AIaaI476dDCaXhKsjLresQCCFNFKekQ2VwGrZXWRl1HQIhpInilHSoDE7ta7XjJ7TauV3quEBXF3wzcxS5dsLr90cgx/89QIVtJgghpC5xSjrXrl0DADRv3hwuLi5qDYhIK7e0Ev+sXVgA3ZcvoPvyBcxDryL39Ekk/Pg/sLp6Sl+vW+9+tRAlIYRUj9NEgn79+sHPzw/Lly+X22bq1Klo0aKFuHoB4S469Kb4ceff+3jw5znk9fIBAJiFh6H19m0qXe/+nZu1ESYhhFSr1soM5+fnIzs7G9nZ2bX1Ek0Tj4eSds54sj0IpW3tAAAtfj8KqFDapqK8rLaiI4QQhWot6ZSUaKZMf1PF6ukhZ/B7AACtoiIYPE0Wn9N7lgq7VcvQ5f2B8PLqjG49PdBp7AjY7twOXmEBzCysZF80PR346iugUyfA0BDQ0wNsbYFu3YTHb9/WxFsjhDRiSt/TEd3HqerVq1cyj2dkZOD69esAILNCAVGP8irlbLSKCgEAFhfOwfG7b8ArLwcAVBoagqmogGHcIxjGPULzk7+jcqv0BAXExAB+fsCbN/9/QS3AxATIygIyM4GoKOG5fftq+20RQhoxpZNOv379JBaBsiyLa9euwc/PT+HzLCwsuEdHFNJ7ni7+mW9iimaPHsIx8Gvw+BUo6NoNKUu+R0n7DoBAALNrIbBfuQx6WZno+OUsVNyNBsxN/rvYggXCpOLpCfzvf0CPHsJZceXlQGoq8NdfgECg+TdJCGlUVJ69VnVRqKIFoqJKBb169eIWGVGIV1gAy7NnAAB8UzOU2jug/exp4PErUNrWDo+D9kJgYPD/jXnI7TcAT6xbwvWjMTB99QqFe/cAy5b8d8EbN4T//flnoGfP/47r6gLOzsKkRAghNaTS2JcqVQhYloWxsTFWrFihakxEAa38fJhE3oDL1EnQffkCAJA1cRK0CgthekM4pJkZ8Nl/CaeKYpdOeDNgMABA7+QfkifNzIT/zcystdgJIUTpns6kSZPEw2v79+8HwzCws7ODr6+vRDuGYWBgYICOHTviww8/RMuWVEa/przdnOWeyx46As+nz4bxnX/B/P+XgvyeveW2z+/lA8uL56D98CFQUQGIdn4dOhTYvRuYPBmIiACGDwe6dweaNVPreyGENG1KJ519VW4g79+/HwDg5eVFJXE0oOriUFZUkcDFFa/fH44Cb+FQmE7O6//aK1gbJZp8wPD5QE4OIGq7cSOQmAiEhABbtwofWlqAhwfw/vvA9OlAq1bqf3OEkCaFU0UCUa+ne/fu6o6HyBAdqoHFnGZmwNWrQHg4cOaMsLdz5w5w967wsWkT8OuvwIQJtR8LIaTR4jSfed++fdi7dy9mz54tPsayLIqLi9UWGADcvn0bQ4YMgZmZGQwNDdGzZ08cP35cpWuUlZVh5cqVcHZ2hr6+PmxtbTF9+nS8fPlSrbHWtQoLS/HPui+y5LYTnWO1tQFZMwv79AE2bBAmn9xc4PRpwM0NKCkBpkwBXrxQd+iEkCakRotosrKy8OWXX8LR0RG6urowMRFOwQ0KCsLKlSuxdu1aztcOCQmBj48PwsPDMXbsWMycORNZWVkYN24ctmzZotQ1BAIBRowYgeXLl8PKygrz5s1Dr169EBwcjF69euHVq1ec46tvil06gf3/NVEmkfJ7RiaRwllq/M6d/7ufI4++vvDezsmTwt9LS4XJiBBCOOK8n05kZCSGDx+O169fi2e1iSYaZGRkYPXq1WAYBr1790a/fv1Uujafz8e0adPA4/Fw7do1eHh4ABDuQOrt7Y3FixdjzJgxsLOzU3id/fv34+LFi5gwYQIOHTokju+XX37BrFmzsGTJEgQFBan2xuupShMT5PV+B2bhYbDZF4zXQ0dIzWAzeBwH838uAgDKPhgDccrh8wEeT/iQpep1aLEvIaQGOH2C5OTk4IMPPhDXVXt759AxY8aIfz537pzK17969SqSkpLw0UcfiRMOAJiammLx4sUoLy8XT2ZQZPfu3QCAdevWScQ4Y8YMODo64tChQ42qXE/6519BoK0D/bRUdJg5BQZPHgtPCAQwvRaKDrOngcfno8C6JUoCPq3yxHThWpzVq4F79yTruN2/D3z8sfBnQ0PgrdmKhBCiCk5J5+eff0ZWVhYYhgHLslLrd7p06QIrK+GMq8jISJWvHxoaCgAYPHiw1Dl/f38AQFhYmMJrlJaW4tatW+jQoYNUj4hhGAwaNAhFRUW4c+eOyvHVV8WunZC8bhMEOjowjroDt9FD4dmrK7y8u6DDnGnQffkCZS1tEP/jDsDISPLJycnA0qXCigT6+oClpbD2mrs7EBoqXCS6b5/s+0CEEKIkTknnzJkz4p8PHz6MkSNHSrVxdXUFy7JITExU+foJCQkAAGdn6fUpLVu2hJGRkbiNPElJSRAIBDKvUfXa1V2nocl59308OHUeLz8cj9I2bcErLwerpY2iji5In/0FHvx5FnfyXks+qVUrYZmbr74SViOwsQEKCwFtbcDVFZgzB4iNBar0YAkhhAtO93QSEhLAMAy8vLwwfvx4nDhxQqqN2f+vcM/JyVH5+nl5eQCEw2mymJiYiNvU5BpV29U3GbO/QMbsLzg9t6ytHVKWrVL+CTo6wLBhwgchhNQiTj0d0X0QRRu05ebmCl+AbjzXO20d29d1CISQJopTRrCwsADLsnj8+LHM8wUFBYiKigIAWFpaymyjiKh3Iq8Xkp+fL7cHo8o1qrZrSvgV5XUdAiGkieKUdNzd3QEAiYmJ2LRpE/hVZju9ePECAQEBKCwsBMMwErPPlKXofktWVhYKCwvl3qsRcXR0BI/Hk3vPRtF9o8bu+bOUug6BENJEcUo6VScOLFq0CH/99Zf491atWuHUqVPi30eNGqXy9UVFRC9duiR17uLFixJt5DEwMIC3tzceP36M1NRUiXMsy+Ly5cswNDSEl5eXyvERQgjhhlPSCQgIkOghsCwrXgcj+P+NvhiGgbOzMyZOnKjy9QcMGABHR0ccPnwY0dHR4uN5eXlYu3YtdHV1MWnSJPHxzMxMxMfHSw2lTZ8+HQAQGBgoMa07KCgIycnJmDhxIgxkbAHQ2HXpLr8KNSGE1CZOSUdfXx+nTp2Cra2tRMIBIF67Y21tjZMnT0JPT0/l62trayM4OBgCgQB9+/bF9OnTsWDBAri7u+PJkydYu3Yt7O3txe0DAwPh4uKCP//8U+I6kydPhr+/P44cOYLevXtj0aJFGDNmDGbPng0HBwesXr2ay9tv8BIe3a/rEAghTRTnqWUuLi548OABvvvuO7i6usLAwAAGBgZwdXVFYGAgYmNj4erqyjkwPz8/hIeHw8fHB8eOHcPOnTthbW2No0ePYoGSu1jyeDycPn0aK1aswKtXr7Bt2zZERERg6tSpuHnzJpo3b845voaspKiwrkMghDRRDKvKdqBEoW7duiEqKgqenp64e/eu0s+r4FfiXvzTWoxMUvyDe3jvXX80NzfR2GsSQho3ZT//aBFNE+Tg3LGuQyCENFGcq0yLpKenIyMjA2VlZXLb9O3bt6YvQ9QoNuoWOjoprtBNCCG1gXPSOXPmDL799ls8efJEYTuGYSTW8RBCCGm6OCWdS5cuYdSoUTIrTJP6r7WdU12HQAhpojjd01mzZo3EehzSANF3BUJIHeDU04mKihKvx7GxsUGvXr1gbGys7thILUlPTQK6d6vrMAghTRCnpKOlpQUAcHBwQGxsbJNc1U8IIUR1nIbXunUTfkt2dHSkhNMAdfbsUdchEEKaKE5JZ9GiRQCEW1E/evRIrQGR2vc0Ib6uQyCENFGchtcGDRqELVu24Ouvv0bPnj0xbtw4dO7cGebm5jLbVy3OSepeUUH93C2VENL4cV6no6enB11dXRQWFmLPnj0K21LSqV8MDI3A0vQ1Qkgd4JR0Tp48iTlz5oBhGPGUaXnrdWhKdf3j7NqlrkMghDRRnO7pbNy4UfwzLRBteO7fvlHXIRBCmihOPZ3Y2FhxD6ZHjx7idTo8HtUPJYQQIh+npNOsWTOUlJTAzc0NN27coCG0Bsa2jX1dh0AIaaI4dU38/PzAsixMTU0p4TRA2jq6dR0CIaSJ4pR0Vq5ciWbNmuHWrVsIDQ1Vc0iktqUlK64MTgghtYXT8NqxY8fg4+ODy5cvY+DAgfDz84ObmxvMzMxktl+2bFlNYiSEENJIcEo6K1asEE+XFggEuHr1Kq5evSq3PSWd+sXVo3tdh0AIaaJqPN1M0T0dmkpdP6WnJNV1CISQJopzRQJKKA1Xfm5OXYdACGmiOCWdvXv3qjsOmW7fvo3ly5fjxo0bqKiogJubG+bPn4+xY8cqfY2ysjJs2LABBw8exLNnz2BhYYGhQ4di9erVaNGiRS1GX3/p6Ter6xAIIU0Up6QzefJkdcchJSQkBP7+/tDX18f48eNhbGyMEydOYNy4cXj27BkWLFhQ7TUEAgFGjBiBixcvomfPnhg9ejQSEhIQHByMK1euIDIyEs2bN6/191LfuLjTBm6EkLpRL0sI8Pl8TJs2DTweD9euXcOuXbuwZcsWxMTEoH379li8eDFSU1Orvc7+/ftx8eJFTJgwATdu3MD69etx4sQJ7NixA8nJyViyZIkG3o1mjPTvhx5uzko9jh8IrutwCUcpKSlgGAYBAQE1vtaGDRvEE4IiIyNltsnPz8f8+fNhZ2cHPT092Nvb45tvvkFhYaFU29DQUPH1ZD327dtX45hJw8f5nk5tunr1KpKSkvDpp5/Cw8NDfNzU1BSLFy9GQEAA9u/fX+2suN27dwMA1q1bJzHhYcaMGdi0aRMOHTqEH374oVFsRDfu48koLCiQez4p8QlCLl+EgUEzWFhaaDAyUh/FxsZi+fLlMDQ0RFFRkcw2RUVF8PX1RXR0NAYPHowJEybg3r172Lx5M8LCwnDt2jXo6+tLPc/X1xf9+vWTOl713zJpuupl0hEtOB08eLDUOX9/fwBAWFiYwmuUlpbi1q1b6NChA+zs7CTOMQyDQYMGISgoCHfu3ME777yjnsDr0IRPPpV7Li/3DSaP/wAAsHTVenTs2EFTYZF6qKKiApMnT4aHhwecnZ3x22+/yWy3ceNGREdHY+HChVi/fr34+KJFi7BhwwZs27YNgYGBUs/r168fVqxYUVvhkwauXg6vJSQkAACcnZ2lzrVs2RJGRkbiNvIkJSVBIBDIvEbVa1d3nYaOz+dj8ddfIjMjHZOmzsAA//eg38xQos3Lly/x1VdfoV27dtDT04OVlRVGjx6N2NhYqevZ29vD3t4eubm5mDt3Ltq0aQNtbW2JoZMzZ87Az88PpqamMDAwgLu7O7Zu3Qo+n6903AkJCfj000/h4OAAPT09WFhYwN3dHfPmzZOaOVlQUIDvv/8eXbp0QbNmzWBqaoquXbti6dKlqKiokGgbERGB999/HxYWFtDX10fHjh2xfPlyFBcXS8XAMAz69euHjIwMTJo0CS1btgSPx5OownHt2jUMGzYMVlZW0NPTg7OzM5YsWSLzevL8+eefmDBhAtq1ayeO/5133sGJEyck2u3btw8ODg4AhEPHVYeuVKkMsmbNGjx8+BB79uyBlpaWzDYsyyI4OBhGRkZYunSpxLmlS5fCyMgIwcE0TEtUVy97Onl5wp0tTU1NZZ43MTERt6nJNaq2a6x+2rIed27dRC+fvpj1xXwAQEpCHLq5dwYgTM79+vVDeno6Bg8ejJEjR+Lly5c4ceIELl68iCtXrqBHjx4S1ywrK0P//v1RWFiI4cOHQ1tbG9bW1gCArVu3YsGCBbCwsMBHH30EQ0ND/PXXX1iwYAGuX7+OkydPVluv7/nz5/D29kZRURHef/99jBs3DkVFRUhISMCOHTuwefNmaGsL/+q+fPkSvr6+iI+Ph4eHB2bNmgWBQID4+Hhs2LABCxYsEFfK+P333zFhwgTo6elh3LhxaNGiBS5duoSVK1fi4sWLCA0NlRouev36NXr16gULCwuMHz8epaWl4r87O3fuxJw5c2BmZoZhw4ahRYsWuHPnDtasWYOQkBCEhIRAV7f6OneBgYHQ1dVFnz59YGNjg1evXuGvv/7CmDFj8NNPP+Hzzz8HIBye+vLLL/Hjjz/C3d0dI0eOFF/D3t6+2tcBgKioKKxZswYrV66Eq6ur3HYJCQl4/vw5/P39YWgo+SXF0NAQPj4+uHjxIp49e4Y2bdpIPfeHH35ASUkJWrdujf79+6NVq1ZKxUeaALYeGjRoEAuATUhIkHne1taWNTExUXiNiIgIFgA7ceJEmed37drFAmC3bt1a43hFPD09WQCsp6enSs8rr+Cztx4kqP2xfM1GFgDbuq0d+0/EXfHxHUG72Revc1mWZdnevXuzWlpa7IULFyRievz4MWtsbMy6ublJHLezs2MBsP7+/mxxcbHEucTERFZbW5tt0aIFm5aWJj5eWlrK9unThwXAHjhwoNo/j59++okFwP7www9S516/fi3x++jRo1kA7OLFi6XaZmVlsRUVFSzLsmxeXh5ramrK6unpsTExMeI2lZWV7Lhx41gA7MqVKyWeD4AFwH766acsn8+XOPfw4UNWW1ubdXd3Z7OzsyXOrVu3jgXAbt68udr3yrIsm5SUJHWsoKCAdXNzY01NTdmioiLx8adPn7IA2MmTJyt17apKS0vZTp06sV5eXuL3M3nyZBYAe/PmTYm2f//9NwuAnTt3rsxrzZ07lwXAXrlyRXwsJCRE/GdW9aGtrc1+9dVXUn+GpHFR9vOvXg6viXon8noh+fn5cnswqlyjarvGJu7hA6xfuRTNmhli0487Yfz/384BoKObJwDg3r17uHHjBiZPniy+VybSvn17TJs2DQ8ePJA5zLZx40apCRiHDx8Gn8/HggULJL796unpYcOGDQCg0gwmWRM8LCz+mwSRlZWFkydPwsnJSeY9BGtra3GP6PTp08jLy8OUKVPQpct/O6fyeDxs3LhRaohQRFdXFxs3bpQahgoKCgKfz8f27dthaWkpce7bb79F8+bNceTIEaXep6Ojo9QxIyMjBAQEIC8vD7dv31bqOtVZtmwZEhISsHfvXrnDaiJcRgqaN2+O9evXIzY2FoWFhXjx4gVOnTqFdu3aYdu2bfj222/V8j5Iw1Yvh9eq3m/p1k1yTUlWVhYKCwvh7e2t8BqOjo7g8Xhy79koum/U0L3Ozsa3X85GeXk51m/bCsd2ku8xKyMNnTo4iafJvnjxQuaHdnx8vPi/nTt3Fh/X19eHm5ubVPt79+4BgMyZS7169YK+vj6io6OrjX/YsGEIDAzEnDlzcOXKFbz77rvw9fWV+nC+c+cOWJaFn58fdHR0FF5TUWxt27aFo6Mjnjx5goKCAhgbG4vPOTg4wMrKSuo5oj870RDk23R0dMR/ftV5+fIl1q9fj/PnzyM1NRUlJSUS558/f67UdRS5efMmNm/ejBUrVkj8v1SnTp06oVOnTuLfDQ0NMWLECPTo0QNdunTBTz/9hIULFzbZRdlEqF4mHV9fX6xbtw6XLl3C+PHjJc5dvHhR3EYRAwMDeHt7IzIyEqmpqRIz2FiWxeXLl2FoaAgvLy/1v4E6xK+oQOCCz/HyRRamzJiDfgOkZwDm5mQDAHJyhOVwzp49i7Nnz8q95ttTalu0aCHzvoyo9yi6v1MVwzCwtrZGRkZGte/B3t4ekZGRWLFiBc6dO4fjx48DADp27IiVK1fiww8/BPDft2xl7hcoig0AbGxs8OTJE+Tn50skHXntRX92a9asqfa1FcnJyUH37t2RlpYGHx8fDBw4EGZmZtDS0kJ0dDROnz6NsrKyGr0Gn8/H5MmT0aVLFyxatEip56hzpKBly5YYMWIEgoODcevWLQwbNkzJyEljpFTSSUtLq9GLtG3bVqX2AwYMgKOjIw4fPowvvvhCPL8/Ly8Pa9euha6uLiZNmiRun5mZiby8PNjY2Ej8I5g+fToiIyMRGBiIQ4cOiT8og4KCkJycjOnTpzeKNTpVbV63EjFRd9DH1w/T53wps42Orh6A/4ZItm/fjrlz5yr9GvImAoiu9+LFC6lp6izL4sWLF+I21encuTP++OMPVFRU4O7duzh//jx++uknjBs3Dra2tvDx8RFPEFAmkVWNTZasrCyJdiLVvde3k5Sqfv31V6SlpWHVqlVSi5XXr1+P06dPc762SGFhobhnL29iQ69evQAIZ9KNHDmy2tmdqo4UiHqL8tYEkaZDqaRjb2/PeYdQhmFUmioLANra2ggODoa/vz/69u0rUQYnNTUVmzdvlpitExgYiP3792Pv3r0SK7UnT56MY8eO4ciRI3j69Cl8fX2RmJiIkydPwsHBAatXr+b0nuqrP38/ij9/Pwo7e0d8v36L3P9nXbyEHzCiWWk3b95UKenI07VrV/z5558IDQ2VGv68desWSktL0bt3b5WuqaOjg549e6Jnz55o164dJk2ahL///hs+Pj7w8vICj8dDSEgIKioqFA6xde3aFYBwDdjbtfuePXuGpKQkODo6Kp1AevTogaioKERGRmLQoEEqvaeqkpKEFb9HjBghde769etSx0T3YiorK5V+DT09PUydOlXmuWvXriEhIQHDhw9H8+bNxf+unJ2dYWtri4iICBQVFUnMYCsqKkJERAQcHBykZq7Jc+vWLQDKz7IjjZdKEwlYluX04MLPzw/h4eHw8fHBsWPHsHPnTlhbW+Po0aNK1V0DhDeJT58+jRUrVuDVq1fYtm0bIiIiMHXqVNy8ebNR1V27Hx2FLetWwtDICBt/3AEjI/kfnndvhAIAvL290aNHDxw5cgTHjh2TaicQCKpdhFvVRx99BG1tbWzdulXiPkR5eTkWLlwIAEqVb7l79654+KYqUS9FNK3Z2toao0ePRlJSEr7//nup9i9fvhR/4RkxYgRMTU2xd+9ePHz4UNyGZVksXLgQfD5fpdIys2fPhra2Nj7//HOZIwG5ubni+0iKiHqE4eHhEscPHz6Mc+fOSbU3NzcHwzB49uyZ0rEaGBggODhY5kP0JSAwMBDBwcHiUQWGYfDZZ5+hsLAQq1atkrjeqlWrUFhYiGnTpkkcv3v3rszX//HHHxESEgJnZ2d07057OTV1DKtEVuDxeGAYRiqBVNf7YVkWDMOo9K2sIevWrRuioqLg6ekp9x+gLBX8StyLf8r5dYuKCvHh0MF4nf0Knt17wNNL8SQLIwM9BH63BC0sTPH06VP4+fkhNTUVPXv2hKenJwwMDJCWloabN2/i1atXKC0tFT9X9E01JSVF5rVF63QsLS0xduxYGBoa4syZM3j8+DFGjBiBP//8s9q/N/PmzUNQUBD69u0LJycnmJiY4NGjRzh37hxMTU1x79498ZBtdnY2+vbti7i4OHTt2hX9+/cHy7J48uQJLl26hBcvXkit09HX18e4cePQvHlz/PPPP7h79y68vb0RFhYmsU6HYRj4+vrKXXi5e/duzJo1Czo6OhgyZAicnJxQUFCA5ORkhIWFISAgAL/88ovC95qeno7OnTujsLAQH3zwAezs7BATE4MrV65g5MiROHnypFQPvkePHrh9+zYmTpwIZ2dn8Hg8fPLJJ1JDmsoQlZS6efMmevbsKXGuqKgIPj4+iImJweDBg+Hp6YmoqChcunQJ3bt3R1hYmMTwtL29PXR0dODl5YXWrVujqKgIkZGRuHfvHszMzHDx4sVqJwCRhkvpzz9l5l/7+vqy/fr1k3h4e3uzDMOwDMOwJiYmbNeuXdmuXbuypqamLMMwLI/HYz08PNh+/fqpNtm7AaurdTp/XpC9PkLe48PxH4nX6bAsy+bk5LBLlixhO3fuzBoYGLBGRkass7Mz+9FHH7EnT56UiNXOzo61s7NT+H5Onz7N+vr6ssbGxqyenh7r5ubGbtmyRbxmpjqRkZHsjBkz2M6dO7NmZmasgYEB6+zszM6dO5dNTU2Vap+Xl8cuXbqU7dixI6unp8eampqyHh4e7LJly9jy8nKJtteuXWPfe+891szMjNXV1WXbt2/PLl26lC0sLJS6LgDW19dXYaz//vsvO378eNbW1pbV0dFhraysWE9PT3bRokVsXFycUu83OjqaHTx4MGtubs4aGxuzvr6+7D///MPu3buXBcDu3btXov3jx4/ZIUOGsGZmZizDMCwANiQkRKnXepu8dToiubm57Lx589g2bdqwOjo6bNu2bdkFCxaw+fn5Um3Xr1/P+vn5sba2tqyenh5rYGDAduzYkZ03bx777NkzTvGRhkPZzz+lejpv4/P5GDhwIK5fv45FixZh6dKl4m+IZWVlWLVqFdauXYtu3brh+vXrMosCNkZ11dNR1ZvXr9DVzRUtLBrnGiVCiOYp+/nHaXHo1q1bce3aNbi4uGDNmjUSSUVPTw+rV6+Gq6sroqKisGnTJi4vQWpR8uOH1TcihJBawCnpHDhwAAzDKFwf0apVK7Asq/SqbKJZtNs4IaQucEo6ycnJAIQrwl+9eiV1/uXLl+LSHfJuOJO6076Te12HQAhpojhVJDAyMkJZWRlyc3PRp08ffP311+KyKLGxsdiyZQtyc3PFbUn9kv0iC+jYvq7DIIQ0QZySTr9+/fDHH3+AYRgkJCRg5syZEudFcxMYhoGfn1/NoyRqlZMte1U+IYTUNk7Da99//714fr5o/U7Vh2gdhr6+PpYvX66+aIlaaGnXy5J7hJAmgFPScXFxwV9//QUrKyuJXo0o2bAsCysrK5w+fVrhRlGkbnh496nrEAghTRTnr7wDBgzA48eP8euvv+Kff/5BamoqAGFxz4EDB2Lq1KkwNzdXW6BEfe5FXofdqA/qOgxCSBNUo3EWMzMzLFiwQOlaaKR+EAiaRlkiQkj9o7adQ1mWRXFxsbouR2qRZQubug6BENJE1aink5WVhXXr1uHMmTN49uwZWJYFn89HUFAQXrx4AW1tbSxevFhdsRI1MbdsPNW1CSENC+ekExkZieHDh+P169cSkwkA4aZaq1evBsMw6N27t8wtgkndSYy7jy6uHeo6DEJIE8RpeC0nJwcffPABsrOF2x6/Xap+zJgx4p9l7QlCCCGkaeKUdH7++WdkZWVJrNGpqkuXLuLtaSMjI2seJVErp45uEO5yQAghmsUp6Zw5c0b88+HDhzFy5EipNq6urmBZFomJiZyDI7Uj7012XYdACGmiOCWdhIQEMAwDLy8vjB8/Xrxve1Wi3RpzcnJqFCBRv+wXmXUdAiGkieKUdEpKSgAI96iXR1Twk8dT26xsoiYMQ/9PCCF1g9Onj4WFBViWxePHj2WeLygoQFRUFADA0tKSe3SkVnj26lvXIRBCmihOScfdXbgfS2JiIjZt2gQ+ny8+9+LFCwQEBKCwsBAMw8DDw0MtgRL1ifk3oq5DIIQ0UZzW6YwcORKXLl0CACxatEjinGjHUJFRo0bVIDxSG/j8iroOgRDSRHHq6QQEBMDZ2Vn8e9XtDAQCAQDh2h1nZ2dMnDiRc3C3b9/GkCFDYGZmBkNDQ/Ts2RPHjx9X6RplZWVYuXIlnJ2doa+vD1tbW0yfPh0vX77kHFdDZ27Zoq5DIIQ0UZySjr6+Pk6dOgVbW1uJhAP8t7+OtbU1Tp48CT09PU6BhYSEwMfHB+Hh4Rg7dixmzpyJrKwsjBs3Dlu2bFHqGgKBACNGjMDy5cthZWWFefPmoVevXggODkavXr1kbrXdFDS3aVXXIRBCmijO05hcXFzw4MEDfPfdd3B1dYWBgQEMDAzg6uqKwMBAxMbGct5Lh8/nY9q0aeDxeLh27Rp27dqFLVu2ICYmBu3bt8fixYvFWykosn//fly8eBETJkzAjRs3sH79epw4cQI7duxAcnIylixZwim+hu5J7L26DoEQ0kRxuqcTGxuLzp07w8zMDKtWrcKqVavktp09ezZ27Nih0vWvXr2KpKQkfPrppxITEUxNTbF48WIEBARg//79WLZsmcLr7N69GwCwbt06id7YjBkzsGnTJhw6dAg//PCDeBfUpqScX4nyCn71DQkhTY6OtpZUeTN14ZR0/P39cePGDdjZ2SlsN2PGDAQHB6ucdEJDQwEAgwcPlvnaABAWFqbwGqWlpbh16xY6dOggFSfDMBg0aBCCgoJw584dvPPOOyrF19A5tHdF5qs3yHz1pq5DIYTUQ2bGhmhvVztboHAaXsvMzMSgQYPk3oxnWRbTpk0T9zRUlZCQAAASkxVEWrZsCSMjI3EbeZKSkiAQCGReo+q1q7tOY1RUkF/XIRBC6rHC4tJauzbnezpJSUnw9/dHfr70B9jUqVOxZ88ezkHl5eUBEA6nyWJiYiJuU5NrVG3XlLzMTK/rEAghTRSnpCMa67t//z6GDRuG0tL/smJAQAD27dsn/t3CwqJmERJCCGk0OCWdqvdowsPD8eGHH6K8vBwff/wxDhw4IDFtOiQkROXri3on8noh+fn5cnswqlyjarumhMrgEELqCqekM2PGDPz444/iygPnzp2Dk5MTjhw5AkB4T6dt27a4fv06OnfurPL1Fd1vycrKQmFhodx7NSKOjo7g8Xhy79koum/U2MVG/VvXIRBCmijO93Tmzp2LrVu3ihNPRkaG+Od27drh+vXraNeuHadr+/r6AoC41E5VFy9elGgjj4GBAby9vfH48WOpNT0sy+Ly5cswNDSEl5cXpxgbsvKy2rtJSAghitSoxv28efOwadMmiaoEbm5uCA8PR5s2bThfd8CAAXB0dMThw4cRHR0tPp6Xl4e1a9dCV1cXkyZNEh/PzMxEfHy81FDa9OnTAQCBgYES9eCCgoKQnJyMiRMnNsk1OqbmVPmbEFI3lFqnM2XKFIXnmzdvjlevXoFhGNjb20sUAWUYBr/++qtqQWlrIzg4GP7+/ujbty/Gjx8PY2NjnDhxAqmpqdi8eTPs7e3F7QMDA7F//37s3bsXAQEB4uOTJ0/GsWPHcOTIETx9+hS+vr5ITEzEyZMn4eDggNWrV6sUV2Nh08a+rkMghDRRSiWdffv2KbU6lWVZ/P333xK/c0k6AODn54fw8HAsX74cx44dQ0VFBdzc3LBhwwaMGzdOqWvweDycPn0a69evx8GDB7Ft2zZYWFhg6tSpWL16NZo3b65yXI1B/P276Na7X12HQQhpgjhVJJClNkomeHt74/z589W227dvn8Q07ar09PSwfPlyLF++XM3REUIIUZXSSafqPRHSsNm161jXIRBCmiilkg6XtTak/iorLanrEAghTZRSSae66cmkYclKT0Wrtg51HQYhpAmq0ZRpQggh/9m9wwI93Nqhh1s79O3uiFcvteS2fZ6hLW5793bTWbpR44kElZWVyM7ORllZmdw2bdu2renLEDXy8O5T1yEQ0uiVlfIQvNMCgcub5g7F8nBOOrdv38bSpUsRFhaG8vJyue0YhgGfT5uF1SfxD6LQqat3XYdBSKN35pQJJk7ORVv7iroOpd7gNLx269Yt+Pr64vLlyygrKwPLsgofpH4pLSmu6xAIadSsW1agXfsyVPIZ7PiJKoBUxamns2LFCpSWloJhGPH6nLeTi6jSNKl/jE3N6zoEQho1Hg+Y/eVrzJ9ji5DLRnj4QA+d3OTfgpAn5p4+Th4zRXSUPnJea0FHl4WdfQX8BhZizIQ8NGsm/zM27Kohjh0yxeM4PVTyGbRqU4F33y/AhE9ysXe3BYJ3WsDTqwQ792bU5K2qjFPSuXnzpjip6OrqokOHDjA1NYWWlvybZqT+aOPQ9CprE6JpPn2L4elVgqg7BvjfD5bY8etzpZ8rEADbNlrh+CEz8bFmzQQoLeHhUaw+HsXq4+9TJvgx6DlsbKVvX/y42RKH9//35dLYuBJPk3Xx8zYrRFwzhLtn3S2b4JR0RPdwTE1NcevWLbRv316tQZHa9Sj6XyqDQ4gGzJ6Xjc8+boO7/zbDzfBm6NVHuaHtXf+zwPFDZjC34OOzWTkY9F4hTE0F4FcAMdEG+HGTJR7H6WPhvJbYdzQdvCo3Si6dNxInHP8hBZg7PxstrCtRVsbg/BljbF1vhaQE3dp4u0rhdE9HlGR69OhBCYcQQuRwcy9DvwGFAIAdP1pCmTsOzzO0ceBXc+jpC/DTrucYMz4fpqYCAIC2DtCtu3BIrIV1BR7H6eN6iKH4uSwLBP0s3K3Zu1cxvl//Ai2sKwEAenosRo7Jx7dLXiE/v+5GpTglnY8//hgsyyIhIYHu2zRANLxGiObM+uI1tLRYPInXw6VzRtW2P3vaBJWVDHr5FKN9B9kzgw0NWfj2LwIARN5oJj7+JF4X6WnCXkzAtDeQVRLz/REFaGlTd7PpOA2vffHFFzh69Cju3buHGTNmYNOmTU1y2+eGqrKSprAToin2jhUYOjIfp0+YIuhnSwwYXAhtHfnt79/TBwDcutEM7/Wzl9uupFjYZ8h8/t/H+OM4PQCAtjaLLh6y79swDNDVqwTnzygIohZxSjrvvvsuKioqwLIsfv31Vxw6dAjt2rWDpaX01ECGYXDlypUaB0rU53naU9i0tqvrMAhpMj6blYMLZ42Rka6Dk8dNMXZinty2r14Jh75KSngoKal+MKqs9L82b3KEzzU1q4SOgpzSvEWlkpGrH6ekExoaKp4uzbIsSkpK8ODBA6ntDaruKEoIIU1VC+tKjJ2Qh4N7zbFnlzmGjsqX21ZQKfzMnDTlDeZ89ZrT69Xnj90a114TJR9KLg2Hm1evug6BkCZn0tQ3MDGpxJscbRzebya3naWVsBeSmal6n8DcQvjc3DdaqFBw20ZRTbjaxjnpVFeFgCYY1F9JcbF1HQIhTY6JqQCTpr4BABzab47cN7I/+Lt0Fd6LuR3ZDGVlqn2Z7+AiXIDK5zO4Hy27iCjLAtF3667AKKfhtadPn6o7DqJBxUUFdR0CIU3Shx/l4fhhU7x8oYM9QRYy2wwblY+De4VJaff/LDB3vvwhtooKoKKCEVcmaN+xHK3bliM9TRcHfjWDp1eJ1FDb+b+Nkfm8biYRABx7OnZ2dio9SP1iaGRS1yEQ0iTp67OYNjsHAHA91FBmm9Zt+JgyXdjm4F5zrFjcQmIxJ58vnBodvNMco4fY4Um8nvgcwwDT///6kRGG+P67FuKhtLIyBn+dNMb6lc1hYtLAJhKQhs2xg2tdh0BIk/X+iAIc2meOlKfyqwJMnfkGlZUM9u4yx/kzJjh/xgR6+gLo67MoLOChsvK/7svbPRn/9wvxKDYXR38zw/kzJrjwtzGMjQUoLuaBz2fg1aMYndxKsT/YArp6gtp6m3LVOOkUFxcjMTEReXl5cu/j9O3bt6YvQ9Towd1IKoNDSB3R0gJmffkaC+fZyG3DMMCMuTkY6F+IE8dMcPd2M7zM0kZhIQ/GJgK0tStHl66l6Ne/CG4epVLP/2phNrp6lYgLfpZXMLB3LMd7wwow/uNc/LjZCgBgZNyAkk5GRgY+//xznD17VuF+OTXZT+f27dtYvnw5bty4gYqKCri5uWH+/PkYO3as0tcoKyvDhg0bcPDgQTx79gwWFhYYOnQoVq9ejRYtWnCKixBCZJk2O0c8fKZIvwFFuPUgsdp2Ts7l+HZJNqdY+g0oQr8BRTLPxT8UDsk5OsnfC622cEo6hYWF6NOnD9LS0mptllpISAj8/f2hr6+P8ePHw9jYGCdOnMC4cePw7NkzLFiwoNprCAQCjBgxAhcvXkTPnj0xevRoJCQkIDg4GFeuXEFkZCSaN29eK/HXZ63sHOs6BEJIHYm6rS+e2aZsAVJ14jSRYOfOnUhNTRX//vY6nZqu2+Hz+Zg2bRp4PB6uXbuGXbt2YcuWLYiJiUH79u2xePFiideXZ//+/bh48SImTJiAGzduYP369Thx4gR27NiB5ORkLFmyhHOMDRnD1Hh5FiGkHtu42gp/nzLG62wtcZHRgnweTh43wTdfCof1vHoUw7Wz6nv81BSnT5+zZ8+Kf+7du7e4t2Nvb4/BgweLk86HH36ISZMmqXz9q1evIikpCR999BE8PDzEx01NTbF48WKUl5dj//791V5n9+7dAIB169ZJJMEZM2bA0dERhw4dQklJ3e0rUVfSU6rv1hNCGq770QZYtdQaQ/wc0NfLEYN8HDCojwM2rGqBwgItODiVYfmaF3USG6ekEx8fDwCwtLRESEiI+LjX/7V3/1FRlfkfwN+DDMPAgPwYEEhh0FgrZCNSxCUYyANiluWyq6sHISUqjHYTd8WOC8SWS57jLtoez0rWQdNNN83dMAURUVzNEG13s9YIk18hRoZCww8ZZz7fP/zOjcvM8CuckeHzOmfO4T7Pc5/7zOfofObOvfd5Zs5EaWkp9u3bB71ej8bGRhQWFg67/xMnTgAA4uPjjermzZsHAKisrBywj56eHlRVVWH69OlGt21LJBLExcWhs7MT586dG/b4GGPsbvbsC9/h8ac6EDjtJuROhM6u2zcghIZ146W132LHnq+FJQ8sbUTXdG7cuAGJRIIHH3wQ0j6zyhnOeBYtWoSwsDCcPXsW+fn5yM3NHVb/tbW1AICgIOMp+H18fKBQKIQ25nz11VfQ6/Um++jbd21tLaKiooY1vtFm6QmEgh8Kt/ARGWOWFB3bhejYkV+vuZOzmo0o6djb20Or1cLFxQUA4ODgAK1Wi7a2H+7a8PHxARFhz549w0467e23Z2A1t1yCq6ur0ObH9NG3nTXZ20/AJM+J+L7TMj/1Xf7iAmaEPmyRYzHGxh6l2517gHxEScfd3R3d3d3o7Lx9O56bmxtaW1tRVVWF5uZmyGQyVFVVAQAaGxtHb7Q2LMDXcnfRXag+jRn3+lvseIwxZjCiazre3t4gIly/fnvyOsOS1d3d3QgKCoJKpRLOeuTy4U8sZzg7MXcW0tHRMeiicUPpo2+78WQ8vmfG2N1hREknJCQEAPDll1+CiBAXFyfU9fT0oKurS1hLZySzEfS93tLf1atXodFozF6rMZg6dSrs7OzMXvsZ6LqRrZs7d661h8AYG6dGlHRmzpwJJycn6HQ6XLhwAatWrYKXl5eQaAy3Jzs6OiIvL2/Y/avVagBAWVmZUd2RI0dEbcyRy+UIDw9HTU2N0TM9RISjR4/C2dkZM2fOHPb4xroDBw5YewiMsXFKQqM0pUBNTQ3WrFmDU6dOQavVIiIiAq+//jpmzZo17L5u3bqF6dOno7m5GR9//LHwrE57ezvCw8NRX1+PmpoaqFQqAEBLSwva29vh6+sr+umoqKgIK1euxNKlS/G3v/1NSIbbtm1Deno6nn322RHd0m2Oh4cHrl+/Drlcjvvvv3/U+h1tbW1t8PAwPa06Y4yNxMWLF9Hd3Q13d3fRTWVG6C5VUVFBUqmUXFxcKC0tjTIzMykgIIAA0KZNm0RtU1JSCAAVFRWJynU6Hc2bN48AUEREBGVlZVFiYiJJJBIKDAyk1tbWUR2zXC4nAPziF7/4NW5fcrl8wM/JO760wcGDB/HEE08Me7/Y2FicOnUKubm5+Pvf/y5M+Llx40YsWbJkSH3Y2dnhgw8+wOuvv45du3ahoKAAHh4eSE1NxWuvvTbq8655e3ujtbUVjo6OCAwMHPJ+hm8Id/sZ0p3GceAYABwDYGzGoK6uDj09PYNPpDyqX/X7OHToEM2aNYvs7Ozu1CFsRlhYGAGgsLAwaw/FqjgOHAMijgGRbcdgWGc6TU1NOHr0KK5duwY/Pz8kJCRAqVSK2pSXlyM7Oxtnz54VbixgjDHGgGE8HPrGG29g7dq10Gq1QplcLse2bduQlJSE9vZ2PP300yguLgaAO7bkAWOMsbFrSEnn/PnzWL16tVEi6erqwsqVKxESEoLnnnsO1dXVotumiQj29rwiNmOMsduG9JzOm2++afQMDnB7tmadTofFixfj7NmzQhkRYcKECVixYoUwIzVjjDE2pNOQM2fOCMlm4sSJiI6OBhGhsrIS33//vfB0PxHBzs4OycnJyM7OxtSpvEIlY4yxHwwp6RiWpVYoFPj0008xefJkAEBDQwOCg4PR3d0NIkJgYCDef/990cJrjDHGmMGQfl7TaDSQSCQIDw8XEg4ABAQEICIiQvjp7Z133uGEwxhjzKwhJR29Xg8AJqdOcXd3F/4OD+fFwRhjjJk3rFvLurq6jNbH6er6YXW6q1evmrxV2t+f125hjDE2zKRTUlJidnoXIhIm4OxLIpHg1q1bIxocY4wx2zKspDPYA5/8QOjIPPvss2hpaYGvr6+1h2JVHAeOAcAxAGw7BkNa2sDOzm5E09kYbjDQ6XQjGhxjjDHbMuQzHT6LYYwx9mON2iJujDHG2GBGtFw1Y4wxNhKcdBhjjFkMJx0rq66uxmOPPQY3Nzc4OzsjIiIC7733nrWHNaDdu3fjueeew8yZMyGTySCRSLBjxw6z7Ts6OpCZmYmAgADIZDKoVCr87ne/g0ajMdler9fjL3/5C0JCQiCXy+Hl5YWlS5fi8uXLZo9x5MgRqNVquLi4wNXVFbGxsTh27NiPfatmNTc3Y/PmzYiPj4e/vz8cHBzg4+ODxMREVFVVmdzH1uLQ09ODzMxMREdHw8/PD46OjvDx8UFkZCSKiopEy6AY2FoMzNm4caMwQfLHH39sVD9e4mCSJVeMY2IVFRUklUrJxcWF0tLSKDMzkwICAggAbdq0ydrDM8swRqVSKfxdVFRksq1Go6HQ0FACQPHx8ZSVlUXx8fEEgGbNmkXd3d1G+zzzzDMEgIKDg2nt2rWUlJREDg4O5OHhQV9++aVR+127dhEA8vLyooyMDMrIyCAvLy+SSCS0b9++0X77RESUlZVFAGjatGmUmppK69ato8TERJowYQLZ2dnR3r17bT4O3377LTk6OlJ0dDQ988wz9PLLL9Pzzz8v/JuIj48nnU5n0zEw5cKFCySTycjZ2ZkA0JkzZ0T14yUO5nDSsRKtVkvTpk0jmUxG//73v4XyGzdu0E9+8hNycHCg+vp66w1wAEePHhXGlp+fP2DSycnJIQCUlZUlKjd8aP/xj38UlVdUVBAAio6Opps3bwrlhw8fFv6T9tXW1kZubm6kVCqpqalJKG9qaiKlUklKpZI6Ojp+zNs16f3336cTJ04YlZ88eZKkUim5u7tTT0+PUG6LcdDpdKKxGWi1WoqJiSEA9OGHHwrlthiD/np7eyksLIxmz55NSUlJJpPOeIjDQDjpWMmRI0cIAK1YscKobseOHQSA8vLyrDCy4Rko6ej1evLz8yOFQkEajUZUp9FoSKFQ0NSpU0XlS5cuJQBUWVlp1J/hg6yhoUEoKywsNBurV155hQDQzp07R/juRsbwrbW6upqIxmcctmzZQgBo8+bNRDR+YpCbm0symYw+//xzSklJMUo64yUOA+FrOlZy4sQJAEB8fLxR3bx58wAAlZWVlhzSqKutrcWVK1cQGRkJZ2dnUZ2zszMiIyNx+fJlNDU1CeUnTpwQ6vozFZe7MY5SqRQAhFVzx1sc9Ho9SktLAQAzZswAMD5i8Mknn2DDhg3Izc3FAw88YLLNeIjDYDjpWIlh4bugoCCjOh8fHygUCqHNWDXQe+xbbmjX2dmJlpYWBAYGYsKECYO2H+wYptrfaY2NjSgvL4evry9CQkIGHWPf8rEah97eXrzyyivIzc1FRkYGgoODUVJSghUrVmDu3LmDjs/UGMdaDG7evInk5GSEhoZi7dq1ZtvZehyGYlhzr7HR097eDuD2SqymuLq6Cm3GqqG8x77thtt+sH1Mtb+TtFotli9fjps3b2Ljxo3Ch4Stx6G3txd5eXnCtkQiwW9/+1vk5+cPaXymxjjWYpCTk4Pa2lqcP3/eZHIYyhiBsR+HoeAzHcZGgV6vx9NPP42TJ08iLS0Ny5cvt/aQLEahUICIoNPp0NTUhK1bt+Ktt95CTEwMOjo6rD28O+7MmTPYtGkTfv/73ws/JzLzOOlYieFbiLlvHB0dHWa/3YwVQ3mPfdsNt/1g+5hqfyfo9XqsXLkS7777LpKSkrBt2zZR/XiJg52dHSZPnoz09HS8+eabOH36NDZs2DDo+EyNcazE4NatW0hJScFPf/pTrFu3btD2thqH4eCkYyUD/bZ69epVaDQas7/7jhWD/X7c/7dnZ2dn+Pr6oq6uzuTM5KZ+qx7oGIP9fj4a9Ho9VqxYgZ07d2Lp0qXYsWMH7OzE/63GQxz6M1zENlzUttUYaDQa1NbW4j//+Q8cHByEB0IlEgl27twJAJgzZw4kEgn++c9/2mwchoOTjpWo1WoAQFlZmVHdkSNHRG3GqqCgIPj5+eH06dPo7OwU1XV2duL06dMIDAzElClThHK1Wi3U9WeIS3R0tKg9YJ04GhLOO++8gyVLlmDXrl1mL/bachxMuXLlCoAf7uSz1RjIZDKkpqaafBk+2BcuXIjU1FSoVCqbjcOwWO1m7XFOq9XS1KlTB3w4tK6uzmrjG6q74eHQiRMnWvxBOJ1OJzyH8ctf/pK0Wu2A7W0xDp9//jl1dnYalXd2dlJCQgIBoA0bNgjlthiDgZh6Todo/MWhP046VjRWp8HZvn07paSkUEpKCoWFhREAioyMFMq2b98utNVoNPTggw8K/znWrVsnmvKjq6vLqP/+U34sX75cmPKjpqbGqP1AU3689957dyQGubm5BIAUCgWtX7+ecnNzjV59v0zYYhxyc3PJxcWF5s+fT+np6ZSVlUVJSUnk6elJACgqKkr0vmwxBgMxl3TGWxz646RjZVVVVZSQkECurq4kl8spPDzcaN6uu43hP5O5V0pKiqj9jRs36KWXXqIpU6aQVColf39/WrNmjdlvWzqdjrZs2ULBwcEkk8nI09OTlixZQpcuXTI7ppKSEoqKiiJnZ2dSKBSkVqvp6NGjo/m2RQaLgamzP1uLQ3V1NaWlpVFwcDC5ubmRvb09eXp6UmxsLBUWFpo8+7O1GAzEXNIhGl9x6I8XcWOMMWYxfCMBY4wxi+GkwxhjzGI46TDGGLMYTjqMMcYshpMOY4wxi+GkwxhjzGI46TDGGLMYTjqMMcYshpMOY4wxi+Gkw2xSS0sL8vPzMX/+fPj7+0OhUEAqlcLNzQ0zZszA4sWL8cYbb6CxsdHaQ7UYlUolmnrf8LKzs4OLiwvuu+8+LF++HMeOHbP2UI3U19eLxhwTE2PtIbER4mlwmE3p7e3F+vXrsWXLFmi12kHbSyQSaLXaAZcYthUqlQoNDQ1Dart69Wr8+c9/vsMjGrr6+noEBgYK22q1Wlirh40t9tYeAGOjpaenBwkJCaisrBSVOzg44KGHHsKkSZPQ3d2Nr776CpcvXwYA0O1Jb60xXKuLjo6Gl5cXOjo6cO7cOVy/fl2oKygowC9+8Qv87Gc/s+IImS3ipMNsRkZGhlHCyczMRHZ2Ntzc3ETlLS0t2Lt3LzZv3my5Ad5l8vLyhJ+p2tvbERYWJiRjADh8+DAnHTbq+JoOswmfffYZioqKRGXZ2dn405/+ZJRwAMDX1xerV6/GpUuXYG9v/N2LiPDhhx9i8eLFUKlUkMvlcHJywvTp05Geno4vvvjC5DhiYmJE1x7q6+tRUVGBBQsWwMPDA46OjggODkZBQYHZM6yRHvvHmDhxIh5//HFR2bVr14za7d69G2lpaZg9ezb8/f3h4uICqVQKT09PzJkzBzk5Ofjmm29MHqNvXFQqFfR6Pd566y1ERERAoVBAoVAgKioKJSUlwx7/wYMHIZPJhP5dXV1RUVEx7H6YBVhtUQXGRtH69etFa9l4eXlRd3f3iPrq6Oig+fPnD7hWjlQqpW3bthntq1arRe2Sk5PN9vGb3/xmVI89GMMCgYbX8ePHRfUvvviiqD4vL8+oj+Dg4EHXEfLw8BAtYGfQt82kSZOEhcv6vyQSCR04cEC0b11dnaiNWq0W6g4cOEBSqVSoUyqVVF1dPez4MMvgpMNsQmxsrOhD6Ve/+tWI+1qwYIFRAktISKDY2FhycHAQfTgePnxYtG//pIP/X1300UcfpXvvvVdUbmdnR42NjaN27MEMlHTa2tpIpVKJ+v/vf/9r1EdwcDA5OjpSaGgoPfroo/Tkk09SXFwc+fn5ifoODQ012tdUgvH19aW4uDhSKpWi8qCgING+5pLOvn37yN7eXiifMmUKXbx4cVhxYZbFSYfZhAceeED0odR//XkionvuuWfQlU7Ly8tFdQsXLhStS19TU0MKhUKonzFjhugY/ZNOQEAA1dfXExGRVquluXPniup37tw5asceTP+kEx0dTYmJiRQXF0dubm6iutdee81kH59++qloTAY6nY4WL14s6qP/h3//uCckJAhLM1+9epW8vb1F9Q0NDcK+ppLOnj17RAln+vTpRkmc3X34RgLG+vjHP/4h2r527RqWLVsmKpNKpcLfn332Gerr66FSqUz2t27dOgQEBAAA7O3t8dhjj4meg2lubr5jxx7MyZMnjcq8vb3x7rvvYu7cuSb3CQwMxNatW3Ho0CFcvHgRbW1t6OnpMdn2iy++wH333Wf2+AUFBZDL5QCASZMmYfbs2Th48KBQ39zcDH9/f5P7XrhwAUlJSdDpdACAmTNnoqSkBEql0uzx2N2Bkw6zCZMmTcL//vc/YdvUQ58LFizAd999h4aGBpw7d85kP3V1daLtjz76aNBj19XVmf3gnzVrlmh74sSJou2bN2/esWOPRGtrK9LT01FWVmbUb2trKx555BHU1tYOqa/29nazdQqFwighDRSb/tra2oS/nZyccPDgQU44YwTfvcZsQv9beysqKoweDi0sLMT+/fvxwgsvjOqxOzs7zdZ5enqKtkf7IdSBjj2Y48ePo7e3F+fPn0dYWJhQXltbi8TEROEswuAPf/iDKOHY29sjMjISixYtQmJiIu6//35Rexrg+af+cQFGHpuuri4sW7YM3d3dI9qfWRYnHWYTlixZAolEImx/8803KCgoGHY/fZ96B4C9e/cKD5Cae/W/1XikrHFsqVSKsLAwFBcXQ6FQCOWffPIJ3n77bVHbf/3rX6Lt06dP49SpUzhw4AD279+PqKioHzWW4Zg9ezZiY2OF7ePHj+OJJ57gxDMGcNJhNiEkJATJycmispdffhmvvvrqsD6IFi5cKNrOzs42+tkLuH29YevWrXjxxRdHNuC77Nj33HMP1qxZIyp79dVXRT9x9T9zdHJyEv4+c+YMdu/ePWrjGYyjoyOKi4sREREhlB07dgxPPfWU2WtM7O7ASYfZjL/+9a+YM2eOsK3X65GTkwMvLy/ExMTgqaeeglqtxqpVq8z2ER8fj7i4OGG7trYWQUFBCA8Px5NPPom4uDgEBgZi8uTJyMjIwIULF0Zt/NY8NgC89NJLogdpv/76a2zfvl3Y7vsBDwBz5szB/PnzERkZiUceecTiZxkKhQIlJSUIDQ0VysrKyrBo0aIBrwcx6+Kkw2yGXC5HRUUFVq1aJbo+0NnZicrKSnzwwQc4efKk6MPR3t4eQUFBon7279+PefPmCds6nQ7V1dUoLi5GeXk56uvrRfuPJmse283NDatXrxaV5efnC2cO2dnZomsxGo0GpaWl+OijjxAYGIjnn39+VMczFG5ubigrKxPdlFBaWoqf//zn6O3ttfh42OA46TCb4ujoiK1bt+LSpUvIycmBWq2Gj48PZDIZHBwcoFQq8fDDDyM5ORlvv/02mpubsX79elEfrq6uKC0txaFDh7Bs2TJMmzYNTk5OmDBhAtzd3fHQQw8hNTUVe/fuRXFx8aiO35rHBm6f7bi7uwvbV65cQWFhIYDb15yqq6uxbNkyKJVKSKVSBAQE4Ne//jWqq6vh7e096uMZCi8vL5SXl4uuiR0+fBiJiYmceO5CvLQBY4wxi+EzHcYYYxbDSYcxxpjFcNJhjDFmMZx0GGOMWQwnHcYYYxbDSYcxxpjFcNJhjDFmMZx0GGOMWQwnHcYYYxbDSYcxxpjFcNJhjDFmMZx0GGOMWcz/AQ1IcVCz2rQUAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbYAAAIJCAYAAADJfRhNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACq7klEQVR4nOzdd1gU19cH8O8sSJGOKGKjiQpKERFrKDYsP7ux11iIGks0xhILsSfWRBODYk1iixqNUQQVsGAXGypKRxBQRHqHef/Ydye7bGFZWFjwfJ5nH2Hmzp0zC+5h7tzCsCzLghBCCKkneLUdACGEEFKdKLERQgipVyixEUIIqVcosRFCCKlXKLERQgipVyixEUIIqVcosRFCCKlXKLERQgipVyixEUIIqVcosRGiwu7evYvJkyfD0tIS2traMDQ0RKdOnbBmzRp8/PixRmJgGEbhl4CFhYXcx+zcubNGrovUX+q1HQAhRLKVK1di48aNEJ71rqCgAGFhYQgLC8OePXtw4cIFdO7cuRajJET1UGIjRAX98ssv2LBhA/d9w4YN4ebmhrS0NDx48AAA8P79e3h5eeHFixdo2rSp0mIZOXKk2LYHDx4gPj6e+97W1hZ2dnZy1+nm5obGjRtL3GdjY1P5IAkRxhJCVEpWVharp6fHAmABsDo6OuzLly+5/evWreP2AWC/+OKLGo9xypQpIjGsWbNGZnlzc3OR8sHBwTUSJ/k00TM2QlTMyZMnkZ2dzX0/evRotGvXjvt+8eLF0NbW5r4/fvw4cnNzazTGmvThwwf4+PigS5cuMDY2RoMGDaCvrw8rKyv07t0bS5cuxfXr12s7TKJCqCmSEBVT/kPa1dVV5HttbW3Y29vj3r17AIC8vDw8ePAA7u7uNRZjTUlLS4OLi4tIsycAZGdnIzs7G7GxsQgKCkJ0dDTc3NxqKUqiaiixEaJiIiIiRL5v3ry5WJny2yIiIupUYluzZo3UZ2ynTp3ivt63b59IUrOwsECHDh1QWFiIpKQkxMbGIj8/X+nxkrqFEhshKiYjI0Pkex0dHbEy5bfVVNf/6iJv02FsbCz3dZs2bfDixQuoqalx24qKinDz5s06d/1EuSixEaLiWAmL3EvaVh+Zm5tzX8fGxmLFihVwcXGBtbU12rRpA11dXfTq1asWIySqiDqPEKJiDA0NRb7Py8sTK1O+s4iRkZEyQ6p2wcHBYFlW4kvYzJkz0apVKwBAcXExfvzxR4wePRqdOnWCvr4+7OzssHz5crx//742LoOoKEpshKgY4R6QAJCYmChWJikpSeYx9UWTJk3w+PFjbNiwAd27dxdpgmVZFi9fvsTmzZvh6uqKrKysWoyUqBJKbISomPK9++7evSvyfV5eHsLDw7nvGzZsCBcXlxqJrTYYGRlhxYoVCA0NRXZ2NlJTU3Hjxg0MHz6cKxMXF4czZ87UYpRElVBiI0TFjB49Gnp6etz3f/31F16+fMl9v2XLFpGegGPHjpXYwaQ+CA4Oxu+//4709HQA/HkrmzRpgp49e2LAgAEiZVNSUmojRKKCqPMIISpGT08PmzZtwldffQWAf4fm4uICNzc3vH//Hg8fPuTKGhkZYf369bUVqtI9efIEX3/9NdTU1NCmTRu0atUK2traSElJwf3790XK2tra1lKURNVQYiNEBc2dOxdv377Fpk2bwLIs8vLycOnSJZEyJiYmuHjxIszMzGopyppTWlqKly9fity5Chs4cCAGDx5cw1ERVUWJjRAVtWHDBgwZMgS7d+/G9evXkZqaCk1NTVhbW2Pw4MFYuHBhnesNWVkjRowAj8fD7du38ezZM6SlpSE9PR08Hg9NmjSBg4MDRo8ejQkTJoDHoycrhI9hP5UBMYQQQj4J9CcOIYSQeoUSGyGEkHqFEhsh9cCRI0egrq4u18vT01Pusq1bt67tSyOk0qjzCCH1QFlZGUpLS+Uqy7Ks3GVLSkqqEhYhtYI6jxBCCKlXqCmSEEJIvUKJjRBCSL1CiY0QQki9QomNEEJIvUKJjRBCSL1CiY0QQki9QomNEEJIvUKJjRBCSL1SZxKbYE0qQgghRBaVnlIrJSUFmzZtwvnz5/HmzRuwLIuSkhL4+voiNTUV6urqWLFiRW2HSQghRIWobGK7c+cOhgwZgg8fPkAw6xfDMACApKQkrF+/HgzDoHv37vDw8KjFSAkhhKgSlWyKTE9Px4gRI5CWlgbgv4QmMGrUKO7rixcv1mhshBBCVJtKJrbdu3cjJSUFDMOAZVmUn6fZwcEBJiYmAPh3doQQQoiASia28+fPc18fPXoUw4YNEytjZ2cHlmURFRVVg5ERQghRdSqZ2CIjI8EwDFxcXDB27FioqamJlTE0NATAb7ZUxB9//AFvb2+4uLhAU1MTDMPg0KFDla6nrKwMu3btgr29PbS1tdG4cWOMGzcOMTExCsVFCCGkalQyseXn5wMATE1NpZbJyMgAAPB4il3CypUrsXfvXsTHx8PMzEyhOgDA29sb8+fPB8uymD9/Pvr3748zZ86gc+fOiIyMVLheQgghilHJXpHGxsZITU3Fq1evJO7Pzs5GWFgYAKBRo0YKncPPzw82NjYwNzfH5s2bsXz58krXERwcDD8/P7i5ueHy5cvQ0NAAAIwfPx4DBw7EV199hYCAAIXik8TCwgLv3r2DlpYWLC0tq61eQghRdbGxsSgoKECTJk0QFxcns6xKJjZHR0cEBgYiKioKW7ZsEVmePjU1FXPmzEFOTg4YhoGTk5NC5+jTp0+V49y3bx8AYN26dVxSA4ABAwbAw8MDgYGBSEhIQKtWrap8LgB49+4d8vPzkZ+fj48fP1ZLnYQQUpe8e/euwjIqmdiGDRuGwMBAAMCyZctE9jVv3lykl+Tw4cNrNDZhISEh0NHRQY8ePcT2eXl5ISQkBNeuXcOkSZOq5XxaWlrIz8+HtrY2bG1tq6VOQgipC16+fIn8/HxoaWlVWFYlE9vUqVOxY8cOrscjy7LcWLaysjIwDAOGYWBjY4MJEybUSoy5ublITk5Ghw4dJHZusbGxAYAKn7P5+vpi7969cp2zoKAAAGBra4uHDx9WMmJCCKm7OnXqhLCwMLkew6hkYtPS0sLZs2fRr18/JCUliQzQFoxta9q0Kc6cOQNNTc1aiTEzMxMAYGBgIHG/vr6+SDlpkpOTueeFhBBCqk4lExvAvyt59uwZtm3bhrNnzyI2NhYAYGlpiSFDhmDx4sUwNjau5SirzszMDM7OznKVFdyKE0IIkU5lExvAH6u2bt06rFu3rrZDESO4U5N2R5aVlSVSThpvb294e3vLdU7BrTghhBDpVDKxWVlZAQB0dXXx8OFDNGjQoJYjEqejowMzMzPExsaitLRU7Dmb4Nma4FlbbSoqzceLtGBkFiTDysgVLfQ6oKAkGxpqDVFUmgceowZNdZ3aDpMQQqqFSia25ORkFBUVwdPTUyWTmoC7uzuOHz+O0NBQuLm5iewTjF8rv72mFZcW4sSLZXib/QIAcCfpuNSyrY26Yljb1VDjqe57TgghFVHJmUfMzc0BiM/qX1vS0tIQERHBrTYgMGvWLADAqlWrUFRUxG339/dHSEgI+vXrx11LbYnPfMQltYpEfbyDrXcG4tyr9ShjS5UcGSGEKIdKJraRI0eCZVmEhYVxz6qqm5+fH6ZOnYqpU6fir7/+Etvm5+fHld29ezdsbW2xe/dukTo8PT0xY8YMXL9+Hc7Ozli6dCkmT56MYcOGwdjYGLt27VJK7JXxLje60sdEfLiGLbf748jTeWDZMiVERQghyqOSiW3FihWwt7dHRkYGxowZgzdv3lT7OW7evInDhw/j8OHDXIeM0NBQbtvNmzflqsfX1xc//fQTAOCnn37CxYsXMXz4cNy7dw9t2rSp9rgriwVbcSEpknMi8ONtLzxOpTXvCCF1B8OWX+xMBfTq1QsZGRl4/PgxGIaBmpoaLCws0KxZM7FJjxmGwdWrV2sp0pol6BXp7Ows9wDt0Dd/4Oabw1U+t7VRV3hZLYCepkmV6yKEkMqqzOefSnYeCQkJ4WYXYVkWJSUliIqKQnS0aLOa8IwkRLmiP97Brw/voJG2OYa2+Q6NdWgSZkKIalLJpkhhggRHCaz6fdZyKr7tFohFXc7DVKe1XMd8yI/HwSdf4mrsHpSUFVV8ACGE1DCVvGMDABVsIa2jJL+PC1zPQEtdDwDQQE0LUx33oKg0H388W4D3ebEV1FiGB8ln8CD5DD5rNRVdm48FjxGfL5MQQmqDSiY2wfRZRJnE74A11LTxhdNelJYVwz96O56/v1JhLTcSDuH5+6vo0mw07Jv0A8OofCMAIaSeU8nEVttjvz51arwG+J/NUniYz8DZV2uRVME4uPT8N/CP3oa7SSfQ23IOrIw611CkhBAijv68JlLpajTCRPufMLb9j+AxFf8NlF6QiL9ersCZiDXIKqx4MUBCCFEGlU5sHz9+xHfffQcHBwfo6elBT08PDg4O+O677/Dhw4faDu+TYW7QEUu6+WOaoy+a6lQ892Vk+i34hk3G7cSj1MGEEFLjVDaxPX36FB06dMDmzZsRHh6O3Nxc5ObmIjw8HJs3b4a9vT2ePHlS22F+UproWGGywy/oazmvwrJlbCmuJxzEwcfeSMx6XgPREUIIn0omttzcXAwbNgzJycncWDXhF8uySElJwfDhw5Gbm1vb4aq06u5byjAMnM2GYFGXf9Gj5WQ04Mlepj29IBF/hi/EpeidyC9WzvRohBAiTCUT2/79+xEXF8eNXWNZVuQlEB8fj/3799dWmHUaI6FXZGU0UNNEz5aTMN/1NDo3G1XhM7gnqRew79EXeJp6ieafJIQolUomtnPnznFfu7i44MKFC0hMTERiYiIuXLgAV1dXbv/Zs2drIUIioM7TQC8Lb8zu9CdsTTxlls0vyYR/9Db4PZ6ByPRbNRQhIeRTo5Ld/cPDwwEAjRo1wuXLl0VWoW7WrBm6deuGNm3aIC0tDc+f0/MbVaCrYYwhbVbAoUl/XI7ZhfSCRKll0/Pf4EzEGrQ26oo+lnNhoNW0BiMlhNR3KnnHlpGRwX+W4+wsktQEDA0N4ezszJUlqsPC0BnTO/rBw3wG1BjZC5ZGfbyD/Y9n4t7bU7T+GyGk2qhkYtPW1gYAJCZK/6tfsE9QlkhRC1OT8Rg1dGk+Bl847YWloYvMssVlBQiO88Xhp3ORmhtVQxESQuozlUxsFhYWYFkWL1++xI8//ijSYYRlWWzduhUvXrwAwzA0S4kKM9Zugc9tN2JY29XQ12gis+y73GgcejIbl2N2oaAku4YiJITURyr5jM3DwwNPnz4FACxfvpxbwZphGLx48QJJSUkiZYnqYhgGbRt9BivDzghL+Qc3Eg6hlC2WWj4s5R88fx8ET4uZcGjSn+aeJIRUmkp+asyePRvq6vycy7IsEhMTceXKFVy+fBmJiYncHZyamhpmz55dm6ESOTVQ00KX5qMxx+UoOjTuJ7NsYWkOLkXvwPHn3yKzIKWGIiSE1Bcqmdjatm2LTZs2iQzOFhD+esOGDWjXrl1thEgU1LCBIQbZLMG49lthpNVcZtmErCc48MQbT1L9aRkjQojcVDKxAcDixYtx5MgRmJmZiQ3QNjMzw8GDB7FkyZLaDpMoqJWBI75w2ovuLSbIXMutqDQPl6K346+XK5BRkFyDERJC6iqVfMYmMHHiREyYMAEPHz5EXFwcWJaFpaUlnJ2dweOpbE5WKWy1T6pVfdR5Gvis1VS0M/HAlZjdSMiSPvdnbMYDHHg8C70svOFoOohWVCeESKXSiQ3gNz26uLjAxUV2t3FSSSqUGBo3tMDY9lvw6sN1XI7ZjbySDInlissKEBDzE159uIF+VvNhpC27KZMQ8mlSyduevLw8JCQkICEhAR8/fhTbn56ezu3Py8urhQhJdWMYBu1M3DHL+RAcmvSXWTYuMwwHnnjjXtJfNLCbECJGJRPbxo0bYWlpCUtLS4SEhIjtv3nzJrd/06ZNNR8gURpNdR0MaL0YI9utg04DI6nlSsoKERy/F36PvsDz91epcwkhhKOSiS04OBgsy8LExATDhg0T2z9kyBCYmpqCZVkEBQXVfIBE6Vobd8WMjvvhaDpQZrmPBW/xb+Rm/PXyO1q1mxACQEUTW0xMDDdXpLROAo6OjgCA2NjYmgytDqq7dzJa6nrob/01PrfdCF0NE5llYzPuY/+jGTTvJCFENRNbeno6AKCsTPq6XYJ9grKkcqq6HltNsjLqjOlO++DcdIjMckVl+QiO88XBJ1/iTebTGoqOEKJqVDKxNWzYECzLIjw8XGJyKy0t5Za20dKSvYIzqR+01HXR12qeXAO70/LicPT5N7gS+wsKS6lzESGfGpVMbC1btgQApKSkSOwcsnHjRiQnJ4NhGLRq1aqmwyO1qJWBI2Z03I8B1ouh08BYRkkWD5PPYl/YNDxJvUirdhPyCVHJcWw9e/bk7shWr16NoKAguLu7AwCuXbsm0lOyZ8+etREiqUU8Rg0Opv3RplEPXI3dg/D3l6WWzS1Ox6XoHXiYfBb9rRehmR5NwUZIfaeSiW3mzJn47bffAPAnQQ4JCRFJZsJdu6dPn17T4REVoaWuh0E238KhSX9citmJ9Pw3Usu+z4vFH88WoGuLcejRYgLUeLIXQSWE1F0q2RTZsWNHzJ07l5sEGQA3TyTw30TIX375JTp16lRrcdYFdbdPpPxaGjjgC8e9cG81Heo8DanlWJThduKfOPJsHt5mR9RghISQmqSSiQ0Afv75ZyxYsAA8Hk9soVGGYTBv3jzs2rWrFiMkqkSNp46uLcZiquNvMDdwkln2XW40fn82H/5R25FbJD6zDSGkblPZxMYwDHbs2IGIiAhs3boVc+bMwZw5c7B161ZERETgp59+qvJEyPfv38fAgQNhaGgIHR0ddO3aFSdPnqxUHW/fvsWCBQtgZ2cHHR0dmJqaomfPnvj9999RWkrjqWpaI+2WGGP3I0a2WwtDrWYySrJ4+s4fvmGTcf/tGepcQkg9opLP2IRZW1tj0aJF1V5vcHAwvLy8oKWlhbFjx0JPTw+nT5/GmDFj8ObNGyxevLjCOmJiYtClSxd8+PABXl5eGDx4MLKysnD27FlMnjwZQUFBOHjwYLXHTmRjGAatjbvBwrAT7iadwK3EP6UO2i4uK0BQ3B5Ept/EwNZLYKhlVsPREkKqm8resSlTSUkJZs6cCR6Ph+vXr2Pv3r3Ytm0bnjx5gjZt2mDFihWIj4+vsJ6tW7ciLS0NO3bsgL+/P3744Qfs2bMHL1++RKtWrXDo0CG56iHKoc7TQI+WkzDZfjdMGlrILPsm6xn2P56B24nHUFpWUjMBEkKUok4ktvDwcHz55Zdwd3dHnz59sGDBAjx+/Fjh+oKCghAdHY3x48fDycmJ225gYIAVK1agqKgIhw8frrCemJgYAMDAgaLzGRoaGnLDENLS0hSOs3p8Ct1HZDPVbY0pDr+gZ8spMjuXlJQV4XrCARx84o3YjIc0sTIhdZRKJLagoCD069cP/fr1w8qVK0X2Xb58GZ07d8a+fftw8+ZNBAcHY/fu3XBxccGePXsUOp9g6EC/fv3E9nl5eQHgj5erSIcOHQAAFy9eFNmekZGB0NBQNG3aFHZ2dgrFqGx1aUqt6sC/e5uIGU770baRm8yyH/ITcPLFMpx7vR75xVk1FCEhpLqoxDO2kJAQXLlyBQzDYPz48dz24uJizJw5E4WFhQAgMiFyWVkZFi5cCHd390onj8jISACAjY2N2L6mTZtCV1eXKyPLkiVLcP78eXz99de4dOkSHBwcuGdsDRs2xN9//w1tbW2Zdfj6+mLv3r1yxf3y5Uu5yhHpDLSaYljbVYjPfAT/qO3ILEyRWvbVh+tIzArHAOtFsDbuUoNREkKqQiUS27NnzwDwE9f//vc/bru/vz8SEhJExrIJKykpwd69e7Fz585KnS8zMxMAv+lREn19fa6MLKamprh9+zYmTpwIf39/XLp0CQCgra2NL7/8kluBQJbk5GSEhYVVInpSHcwNOmKaky+uxfnhUeq/kNZkm1ucjlMRK+HQZAB6WXhDU12nZgMlhFSaSiS2qKgoAICVlRVMTP5bnsTf31+knLu7OxYtWoRTp07h999/BwBcv3695gItJyoqCoMHD4auri5u3LgBJycnZGRk4I8//sDKlSsREBCAGzduQE1NTWodZmZmcHZ2lut8L1++RH5+fnWF/8nTVGuIftbz0b5JH1yK3oG0vDipZZ++80dMxj0MsF4MK6PONRckIaTSVCKxpaeng2EYWFtbi2y/ffs2GIbhBmUfOHAAlpaWGDRoEC5fvoyUlBTExcVV+nyCOzVpd2VZWVkwMpK+erPA1KlTER8fj5iYGDRt2hQAoKuri2XLliE1NRU7d+7E8ePHMWHCBKl1eHt7w9vbW664O3XqRHd3StBczw7THH/Do5TzuJ5wEEVSVgTIKfqAv16ugJPp/+BpMQsaarKbmQkhtUMlOo8I1lQTXoKmqKgIL1684L63tbWFpaUlAIDH43HNfDk5OZU+n+DZmqTnaCkpKcjJyZH4/E1YdnY2QkNDYWtryyU1YZ6engCAR48eVTq+akU9++TCY9TQyWwYZnY8AGsj2c/THqf+i4OPvRGb8aCGoiOEVIZKJDbBM7R3795x2+7fv4+SkhJuf48ePUSOUVdXF/m3MgQrBQQGBortCwgIECkjTVFREQDp3fnfv38PANDU1Kx0fDXj0+oVKS9djUYY2W4d+lt/DQ2e9DuyjMJknHyxHP+83ojMgtQajJAQUhGVSGympqZgWRYPHjzgmhYFz9AEHUbKJ7aUFH5vNmNjWWtySda7d29YWVnh6NGjIuPhMjMzsXHjRmhoaGDy5Mnc9uTkZERERIg0XTZq1Aht27ZFQkIC/Pz8ROrPyMjA1q1bAfx350bqDoZh4Gg6ENOcfGFuIPv558u0YPg9no47icelzm5CCKlZKpHYXF1dAfB7OXbs2BEdO3bEvn37uDs5hmHQu3dvrnxRURGePXsGhmFgbm5e6fOpq6vDz88PZWVlcHNzw6xZs7B48WI4Ojri9evX2LhxIywsLLjyy5cvh62tLf7++2+Renbs2AF1dXXMnDkTffr0wZIlSzBjxgy0adMGERERGDlyJPr06aPAO0JUgaGWGcbYbYaX1QI04Elfqb2krBDXEvbjz/BF+JifVIMREkIkUYnENnXqVO7rzMxMPHnyRGSJmn79+qF58+ZcmcDAQK4pUJ4u9ZJ4enri5s2b6NGjB06cOIE9e/bA1NQUx48fl2ueSAAYMGAAbt26hc8//xwvXrzAzp07ceLECVhYWGDXrl04ceKEQrER1cEwDJya/g/THH9Dcz3Z4yXfZr/AwSdf4nHKvzRrCSG1SCV6RQ4YMAATJ07EH3/8ITIIm2VZ6OnpYfv27SLlhScWLt9EWRmurq5iQwokOXToEA4dOiRxX+fOnSu9IkBNYmlKrWphpN0c4ztsx+OUC7iWsF9qz8nisgIExPyEyPTb8LJeCH3NxjUcKSFEJe7YAH7y2LlzJ+zt7aGpqQk9PT0MGjQIN2/eRLt27bhyycnJeP78OaytrWFtbY3+/fvXYtR1l/AfEEQ+PEYNzmZDMKPjfjg0GSCzbEzGPex/PAOPUy/S3RshNUwl7tgAfhf++fPnY/78+TLLmZmZISKCVj8mtUdPwwQDWi+Cg2l/XIj8AR8L3kosV1Sah4DoHXiVdg39rObDSLu5xHKEkOqlMndshNQ1zfXsMNXxNziZ/k9mubjMMBx44o27SSdRUlZUQ9ER8umixEZIFWioacPLegFG2a6HTgPpQ09KygoREr8Ph57MQXLOqxqMkJBPDyU2QqqBtVEXTHfahw6N+8os9yE/Hr8/nY9r8ftRXFpQQ9ER8mmhxEZINdFuoI9BNt9ilO166Go0klqORRnuJB3HwSdf4k3WsxqMkJBPAyU2QqoZ/+7ND85Nh8gs97EgCUfDF+Gf1xuQV1zxMkmEEPlQYiNECbTUddHXah7Gd9gOU53WMsu+TAuB36PpuJt0gjqXEFINKLERokQt9e0xyX4XeracDB4jfV2+/JJMhMT7we/RdFo1gJAqosRGiJKp8dTRo+UkTHXYg2a6tjLLZhamcKsGUPMkIYpRycSWkJCAhIQEfPjwobZDqfNoSi3V0VjHEhPsd8DTfBY01XRkln2ZFoz9j2fg1YcbNHMJIZWkkonNwsIClpaWmD17ttQyy5Ytg6urK7p0kb0oJJGMofXYagWPUYNr888xvaMfbIy7yyybV5yBs6/W4u9XPsgpoj/yCJGXykypVVnR0dF48OABzXlI6iQ9DRMMb+uDhKzHuBZ/AMk50qeJi0y/hfjMx+jeYjw6Nxsl81kdIURF79jkUVhYWNshEFIlDMPA3KAjJtn/hH5W86Gh1lBq2aLSPITE++HQkzlIzYmqwSgJqXtU5o4tISFBbFteXp7E7UlJSbh79y4AmqWe1H0Mw0PHpoNhY9wdl6J3IvrjHall3+fF4MizeejZcjK6NB9Nd2+ESKAyic3CwkJsLTZ/f39YWlrKPM7AwEDZoRFSI3Q1GmFku7V4/v4KguP2Iq8kQ2K5MrYE1xMOIPrjHQyyWQojrWY1GyghKk7lmiKFe4CxLCv1BfDv1jp16lRbodYN1KOuTmEYBh2a9MX0jvtga+Ips2xS9gscfOz9/yt2l9VQhISoPpVLbPJiWRZqampYvnx5bYdSR1ETripr2MAQQ9qswIQOO9BI21xqOcGK3UfDF+NDnnizPSGfIpVpinRzc+OaIq9duwaGYdCoUSO0b99epBzDMNDW1ka7du0wZcoUODg41Ea4hNSIFvodMM1xD0IT/8CdxONgIfnOLDE7HPsfz4R9k37wMJ8J7Qb6NRwpIapDZRJbSEgI9zWPx7+R9PDwwMmTJ2spIkJUgxqvAdxaTYOVoSsuRP2IDCkrdrMow9N3lxD98R68rBdUOE6OkPpKJZsi3dzc4ObmJna3RsinrIV+e0xz/A1OpoNklsstTseZiDU4+2ot8oozaiY4QlSIytyxCRO+eyNVQ11H6hf+it0L0dq4Oy7H7EJmYYrUsq8+3EBC5lP0sZwDWxNPGhpDPhkqmdiEJSYmIikpSeaAbDc3txqMqH6gD7m6zdrIFS2d9uJGwiGEpfyDMrZEYrn8kkycj9yEiA/X4GW1EDoaRjUcKSE1T2UT27lz57B06VJERkbKLMcwDEpKJP+nJqQ+01DTRm/L2XAxG47AmF2IybgntWxk+i0kZj2Hl/UCtG30WQ1GSUjNU8lnbJcuXcKIESMQGRkpcyyb8Jg2Qj5VBlpNMcp2PQa2/gZa6npSy+WXZPInVY5Yi5yi9BqMkJCapZKJbePGjSKDsAkhsjEMA/smXpjhtB9tjHvILPs6/Qb2P56BJ6n+KGNLayhCQmqOSjZFPnr0iEtojRs3RpcuXWBgYAA1NZoXjxBZdDSMMKztGkR8uI4rMbulTstVUJKNS9Hb8eDtGXhZL0AL/Q41GyghSqSSiU3AxMQET58+RZMmTWo7lDqMmmo/NQzDwNbEHa30HRAY8xNep4dKLZuWH4c/w79Gh8b94G4+HboaxjUYKSHKoZJNkR068P967NixIyU1QhQkuHsb1PpbaKrpyiwb/j4QvmGTERy3FwUlOTUUISHKoZKJbfr06WBZFuHh4bTuGiFVIJhUeZbzQbRtJHtYTElZIe69/QsHHs9CzMf7NRQhIdVPZRNbv379kJycjJEjR1bY5Z8QIlvDBoYY1nYVRrT7HkZazWWWzS56j79eroB/1Da6eyN1kko+Y7O2tkZBQQG3Jpu/vz90dXXRqFEjsbIMwyA6OroWoiSk7rEx7g5roy64//YMQt8cQXFZgdSyT99dQmzGQwxs/Q0sDJ1rMEpCqkYl79ji4uKQmpoKhmG4sWrZ2dmIi4uT+FLU/fv3MXDgQBgaGkJHRwddu3at1KTLhw4dAsMwUl+qMDUYS51HSDk8Rg1dmn+OGR33o10jd8hawii76D1OvFiKKzG/oLhUehIkRJWo5B2bMFnj2KoyODs4OBheXl7Q0tLC2LFjoaenh9OnT2PMmDF48+YNFi9eLHddQ4cOhZOTk9h2CwsLheNTNobWY/vk6Ws2wdC2K9EtNwZBcb8hPvOR1LIPU84iNuMB+rdehJb69jUYJSGVp7KJTZkzipSUlGDmzJng8Xi4fv06l5RWr14NV1dXrFixAqNGjYK5ufQFHoUNGzYMU6dOVVq8hChTEx0rjLH7AY9T/0Vw3F6pzZPpBYk4Gr4Izk2Hwt18OjTUtGs4UkLko5JNkWVlZXK/SksrP3NCUFAQoqOjMX78eJE7LQMDA6xYsQJFRUU4fPhwNV4RIaqNYRh0bDoY0532wcJA9vO0sJRz2PNwAkLf/I6i0vwaipAQ+ansHZsyCZ599evXT2yfl5cXAP4q3vJ69OgRPnz4gJKSElhYWKBPnz4SO7oQouoMtJpitN0mPEo5j+D4fSgpkzzcpqAkGzffHMHj1Avob70I1kauNRwpIdLVmcTGsizy8/PRsGHDKtclGD5gY2Mjtq9p06bQ1dWt1BCDn3/+WeR7bW1trFmzBkuXLq3wWF9fX+zdu1eu87x8+VLumAhRFMPw4Gw2FOaGzrgQ+SOScyKkls0p+oBTL7+DfZP+8DSfCe0G+jUYKSGSqXRiS0lJwaZNm3D+/Hm8efMGLMuipKQEvr6+SE1Nhbq6OlasWFHpejMzMwHwmx4l0dfX58rIYmlpiV27dsHLywstWrRAeno6goKCsHz5cixbtgwNGzbEvHnzZNaRnJyMsLCwSl+D3Gj1A6KgRtotMdF+J+6/PYObbw6hpKxIatln7y4hKv023M2nw6GJFxhGJZ9ykE+Eyia2O3fuYMiQIfjw4YPYTP9JSUlYv349GIZB9+7d4eHhUSsxuru7w93dnfu+efPmmDRpEpydneHi4gIfHx/Mnj0b6urS32YzMzM4O8s3Rujly5fIz6+uZxrUK5JUTDA0wMa4Gy5Fb8ebrGdSy+aXZOJS9Hbcf3sK/a2/pomVSa1RycSWnp6OESNGIC0tjRsTJtxLctSoUVi/fj0A4OLFi5VObII7NWl3ZVlZWTAyUnyl4fbt26Nnz564cuUKXr58CXt76d2jvb294e3tLVe9nTp1Uu7dHSFSGGu3wLj225CY9QzX3xxCoowE9yE/AX+GL4Jrs1H4rNVUqPM0ajBSQlS0V+Tu3buRkpIiMkBbmIODA0xMTADw7+wqS/BsTdJztJSUFOTk5Eh8/lYZgvhyc3OrVA8hqoJhGLQ0cMD49tvgZf01NHiyuvuzuPf2Lxx+MheJWc9rLEZCABVNbOfPn+e+Pnr0KIYNGyZWxs7ODizLIioqqtL1C5oPAwMDxfYFBASIlFFEaWkpHjx4AAByj4UjpK5gGAZOpgPxhdM+tDbqJrMsf1mchbgQ+SMKSrJrKELyqVPJxBYZGQmGYeDi4oKxY8dKXGDU0NAQAL/ZsrJ69+4NKysrHD16FI8fP+a2Z2ZmYuPGjdDQ0MDkyZO57cnJyYiIiBBrunz48KFY3aWlpVi2bBmioqLg6ekJMzOzSsdXnajrCFEWAy1TjLRdi5Ht1sJQU/bvefj7yzjw2BtxGdSUTpRPJZ+xCTpImJqaSi2TkZEBAODxKp+b1dXV4efnBy8vL7i5uYlMqRUfH4+tW7eKTIe1fPlyHD58GAcPHhSZYcTFxQUODg5wcHBA8+bNkZ6ejmvXruH169do0aIF/Pz8Kh1bTZE1VRkhldHauBssDV1w7+1fCH3zB0rZYonlBPNOdjIbDvdW09FATbOGIyWfCpW8YzM2NgbLsnj16pXE/dnZ2VwnCkUHQnt6euLmzZvo0aMHTpw4gT179sDU1BTHjx+Xe57IxYsXQ09PD5cvX8b27dtx9OhRaGtrY+XKlXj69CmsrKwUio2QukaN1wDdWozHFIdfYKrTWmbZh8l/4/DTOUjJeV1D0ZFPjUresTk6OiIwMBBRUVHYsmULSkpKuH2pqamYM2cOcnJy+G39EiYflperqyv8/f0rLHfo0CEcOnRIbPvWrVsVPjch9VFjHUtMsv8Z99+exq3EP6XOO/khPwFHns5D52Yj0bPlFLp7I9VKJRPbsGHDuI4dy5YtE9nXvHlzkV6Sw4cPr9HYCCGyqfEaoGuLsbBr3BsXo7YiPlPyczUWZbj39i9Ept+Cl/VCmBs41WygpN5SyabIqVOninS3Z1mWeyZUVlYGgP+MyMbGBhMmTKiVGAkhsulrNsYYu03oYzlX5li2jwVJOP58CS7H7KJJlUm1UMnEpqWlhbNnz6JZs2YiSQ0AN7bN1NQUZ86cgaYmNWHIRv0iSe1hGB46mQ3DFIdf0VRH9tjQsJR/4PdoOl59uKHUZatI/aeSiQ0AbG1t8ezZM3z33Xews7ODtrY2tLW1YWdnh+XLlyM8PBx2dna1HSYhRA4mDc0x0f5n9GgxCWpMA6nlsove4+yrtTj5cjmyC9NqMEJSn6jkMzYBQ0NDrFu3DuvWravtUAghVaTGU0fPVpPR1sQN/lFbkZwjudczAMRlPMT+xzPRz2oe7Br3qsEoSX2gsndshJD6qXFDC0y0/wm9LWZDnSf9UUJhaQ7OR27CuVcbkF+cVYMRkrpOpe/YACAxMRFJSUkoLJS84CEAuLm51WBEhJCq4jFqcGk2AlZGrhWuGhDxIQTxmWHoazUftiaKT3VHPh0qm9jOnz+Pb7/9Fq9fyx7EyTCMyDg3IoqlziNEhQlWDXj+/gquJexHTtEHieXyS7Lwz+v1eP3hBnpbzoGuhnENR0rqEpVsigwMDMTw4cPx+vVrbnZ/WS9SWTSdFlEdDMOgQ5O+mO60D3Ymsp+nRXy4hv2PZyAi7VoNRUfqIpVMbBs2bBAZr0YIqf+01PUwuM1yDGmzElrqelLLFZRk49zr9Tj/ejOtGEAkUsmmyLCwMG68mpmZGbp16wY9Pem/6ISQ+sPWxB0t9NsjMPpnRH28LbXci7SrSMh6gv5WC2Fl5Ep/BBOOSiY2wTI1lpaWCA8Ph7a2rAUNCSH1jZ6GCUa0+x4vP4TgcswuqXdmOUVpOBWxEm0bucHLagG0G+jXcKREFalkU2SnTp0AAFZWVpTUCPlEMQwDOxNPTHfyQ9tGn8ks++rDdRx4PBMxH+/XUHRElalkYhNMfHznzh28ePGilqOp66hzDanbdDWMMbTNKgy2WQ5NNV2p5XKK0/HXyxUIjP6Z5pz8xKlkU2Tfvn2xbds2fPPNN+jatSvGjBmDDh06wMjISGJ54dWuScUY6hVJ6hiGYWDXuBda6NvDP2or4qSsGAAAj1LPIzbjAbysF8LC0LkGoySqQiUTGwBoampCQ0MDOTk5OHDggMyylNgI+TToazbGaLtNeJLqj2sJ+6U+e8soTMaJF0vhaDoIHubTZfayJPWPSjZFnjlzBnPnzkVhYSHX04nGsBFCAP6KAU5NB2G60z5YGXaWWfZJ6gXsfzQDkem3aig6ogpUMrH9+OOP3NeUwAghkuhqNMIo2w3oZzUfDXhaUsvlFKfjTMQa/B2xVurMJqR+UcmmyPDwcO5OrUuXLtw4Nh5PJfOwaqO/CUg9xjAMOjYdDHODjrgQtQVvs6V3NnudfgNxmQ/Rs+UUuJgNA8PQ50l9pZKJrWHDhsjPz4e9vT1u3bpFAy8JITIZa7fAxA478CjlPELi/VBcViCxXFFpHoLi9iAq/RYGtl4CAy3TGo6U1ASV/JPF09MTLMvCwMCAkhohRC4Mw4Oz2VB84bS3wmdvCVlPcODJLDx7F0CPOuohlUxsa9euRcOGDXH37l2EhITUdjiknLi4ODAMA4Zh4OXlJbHMnTt3wDAMpk6dKrJ96tSp3LHSXocOHRI5JiEhAXPmzIGNjQ20tLSgq6sLS0tLDBo0CD/88ANyc3OrfE27du3CtGnT4ODgAHV1dTAMo/DvXmFhIdauXcvF26xZM8yaNQvv3r2T6/iBAweCYRhoaUl+bnT+/HnMmzcPPXr0gI6ODhiGgY+Pj0Kx1keGWmYYZbsBA1t/I7M3ZFFpHi5GbcWJF0vxseBtDUZIlE0lmyJPnDiBHj164PLly+jTpw88PT1hb28PQ0NDieVXr15dswESTmBgIIKCgtCrV+VWOZ4+fTpatGghcZ+TkxP39ZMnT+Dh4YGMjAz06NEDAwYMgK6uLhISEnDjxg1cvHgRI0eOROvWratyGZg/fz4AwMzMDI0bN0ZKSopC9ZSVlWHo0KEICAhA165dMXLkSERGRsLPzw9Xr17FnTt30LhxY6nH79u3DwEBAdDS0pJ6J7Ft2zZcu3YN+vr6aNasGaKiohSKtT5jGAb2TbxgbdQFV2J/wcu0EKll4zMfYf+jGfis1RR0bjYKPEat5gIlSqGSic3Hx4f7672srAxBQUEICgqSWp4SW+2wsLBAQkICli5dinv37lWq2XjGjBno2rVrheUWLVqEjIwMHDlyBJMmTRLbf/v2bZiYmFQqbkn+/fdfdOrUCU2bNsWXX34JX19fheo5fPgwAgICMG7cOPz555/ce/Lbb79h9uzZWLlypdS64+LisHjxYixatAh//fWX1OS6bt06NG3aFK1bt8aJEycwbtw4hWL9FDRsYIghbb6Do+kgXIzcgqwiyXfNpWwxQuL9EJl+C4Nafwsj7eY1HCmpTirZFClM1ocltY1XTJkLjbZt2xaTJk3CgwcPcPLkSaWc4/bt2zA0NJSY1ACgW7duUu/kK2PQoEFo2rRplevZt28fAGDTpk0iv7ve3t6wsrLCn3/+ifx88emeWJbFF198ATMzM6xdu1bmOT777DPY2NjQ8+dKMDdwwhdOe2HfRHLTuUBS9gscfPIl7iadRBlbWkPRkeqmsomNFhhVnur8QFy7di00NTWxcuVKFBcXV1u9Ao0aNUJOTg7evpX/GYjgOV75Z3XKVlBQgLt376Jt27YwNzcX2ccwDPr27Yvc3Fw8ePBA7Nhdu3bh2rVrOHDgAE38rSSa6joY2PobjGj3PXQ1GkktV1xWgJD4ffjj2UK8y42uwQhJdVHJpsiDBw/WdghETq1atcK8efOwdetW+Pr64quvvpLrOD8/P1y6dEnivmXLlnEdJ0aPHo3t27ejZ8+e+PLLL/HZZ5/B0dERDRs2rLZrqC7R0dEoKyuDjY2NxP2C7ZGRkfjss/9mq4+MjMTy5csxf/589OjRo0Zi/ZTZGHdHK31HXE84gLCU85A22DM5JwKHn85FtxYT0K35OKjxVPLjkkigkj+pKVOm1HYIpBJWrFgBPz8/rFu3DlOnToWurvQZ2AX2798vdd/ChQu5xLZhwwakp6fjyJEjWLp0KQD+en2Ojo4YPnw4vvrqK7GmyE2bNmHZsmUwMzNT/KIUkJmZCQAwMDCQuF9fX1+kHMDvbDJlyhSYmZlhw4YNyg+SAODfvfW1mgdbE09ciNqCDCm9IsvYUoS+OYLIDzfRv/UimOm2reFIiSJUtimS1B1GRkZYtmwZ3r17h61bt8p1zO3bt6U2MQsnKi0tLRw8eBDx8fHw9fXF9OnTYWdnh7CwMKxatQr29vaIiYkRqdvMzAzt2rWTmmBUyZYtW3Dnzh3s379fJe9C67sW+h0wzfE3dDQdLLPcu7wY/P50Pq4nHEJpWfU3uZPqRYmt3quZZ5Hz589HixYtsG3bNrnHa1VGixYtMGvWLPj5+eHp06eIioqCm5sbEhMT8fXXX1f7+RQhSKTCd2TCsrKyRMq9fv0aa9aswZw5c+Du7l4zQRIxGmra6Gc9HxM67ICxluQhKADAogy3E//E4adf4W12RA1GSCpLZRNbQkICvvzyS7Ru3Rra2tpQU1OT+FJXV8nWVBVX/b3ptLW18f333yMnJwfff/99tddfnrW1Ndc5RNZQkJpkZWUFHo+HyMhIifsF2wXP2l68eIHCwkL88ssvYoPU4+PjudUtGIZBRkZGTV3GJ6uFfgdMdfwN3ZqPAyPjo/F9Xgz+eLYA1xMO0t2bilLJrPDq1St0794dGRkZ1PuxDpkyZQq2b9+Offv2oVu3bko/nzzP8mqStrY2XF1dcefOHcTHx4v0jGRZFpcvX4aOjg5cXFwA8McBTp8+XWJdJ06cQH5+Pjdzi6amptLjJ0ADNU24mX+BNo164kLkFqTlx0ksx797O4rI9FvoYzkX5gZONRonkU0l79hWrlyJjx8/gmVZmVMvVdX9+/cxcOBAGBoaQkdHB127dpV7PBbLsvD398fs2bPh4OAAAwMDNGzYEI6Ojti4cSMKCiRPwlqfqampYePGjSguLq62KZ7Wrl2LN2/eiG1nWRabN28GAPTs2VNkX3JyMiIiIqQ2CVYHaeeYNWsWAGD58uUif5T5+voiJiYGEyZM4LrzOzk5wc/PT+KrUaNGUFdX576nIQA1q6luG0xx/AU9Wk6WORNJWl4cjj9fgoDoncgvzqrBCIksKnnHFhISIrLAqJ6eHgwMDKCmVn1T3QQHB8PLywtaWloYO3Ys9PT0cPr0aYwZMwZv3rzB4sWLZR5fWFiIgQMHQlNTEx4eHvDy8kJBQQECAgLw3Xff4ezZswgJCfnkOgQMGTIEPXv2xM2bN2WWk9Xdv2vXrujfvz8AYPv27fDx8YGLiws6deoEY2NjfPjwAcHBwXj9+jUaNWqEbdu2iRy/fPlyHD58GAcPHhSbq1KazZs3IyKC/9zk9u3b3DZBc+ewYcMwbNiwCs8xZcoUnDhxAseOHUNsbCzc3d0RFRWFM2fOwNLSEuvXr5crHlnOnj2Ls2fPAgBiY2O5bXFxcQCAdu3aYdmyZVU+z6dOnaeBni0nobVRV1yI+hFpeXFSyz5OvYCXadfwWaspcDIdBDVeg5oLlIhRycSWk5MDgN8j7uLFi9X+YL2kpAQzZ84Ej8fD9evXubkJV69eDVdXV6xYsQKjRo0SG2QrTE1NDevXr8ecOXNgZGTEbS8uLsbIkSNx/vx5/PLLL1iyZEm1xl4X/PDDDxWOx5LV3X/BggVcYjt//jwuXryIa9eu4Z9//sH79++hqakJKysrfPPNN1i0aFG1dOu/dOkSrl27JrItICCA+9rCwkIksUnD4/Fw7tw5bN68Gb///jt27NgBY2NjTJ8+HevXr5c5T6S8Hj9+jMOHD4tse/LkCZ48eQIAcHd3p8RWjZrq2mCqw6+4k3QCtxL/kDojSWFpDq7E/oKnqf4YaLMEpjpVm7+UKI5hVfAhlp2dHV69eoVevXrh8uXL1V5/YGAgvLy8MG3aNBw4cEBk3+HDhzF16lR8//33Cs9Befv2bXTv3h2DBg3Cv//+Wx0hAwA6deqEsLAwODs74+HDh3IdExjzMx6lnBfZxmPUsaSbf7XFRcinIjU3Chcit+B9XozMcgx46NxsJHq2nIIGavR8tDpU5vNPJZ+xjR07FizLVmoapcoQLEfSr18/sX2CZVjK//VeGQ0a8JshVLXHJqOEXpGEfApMdVpjisMv6GUxG+o86QmLRRnuvf0LB57MQnzmoxqMkAAq2hS5ZMkSnDx5Ei9fvsS6devw3Xffgcervhxcvtu1sKZNm0JXV1dql215CO4CJSXO8nx9fbF371656n358qXCMRFCqocaTx2dm42AtZErLsfsQlxmmNSyGQVvcfz5t+hkNgzuraajgZrkNfZI9VKJxPbFF1+IbWvevDlevHgBHx8f7Nu3Dx07dkSjRuITlzIMI/N5jSTyTH2kaI86f39/+Pr6wtbWVmpXbmHJyckIC5P+H4MQopqMtVtgTPsfEJvxEEGxv0kdGgAAD5PPIjbjIQa1/hbN9NrVXJCfKJVIbIcOHZLYfZ9hGLAsi8TERCQlJYntFwwHqGxiU5b79+9jzJgxMDAwwF9//SXX2CMzMzM4OzvLVf/Lly8lLnlCCKk9loadMMXxF9xKPIq7SSdQxpZILJee/wZ/PFuAzs1G4rNWU6HO06jhSD8dKpHYZFHGmlPyTH0k3NNRHg8ePEC/fv3A4/EQEBCA9u3by3Wct7c3vL295SoreHhaKSrXNah6xcXFwdLSElOmTKnxZWoIEVDnacCt1VTYmXjiYtRWJOdInnJL8OwtJuM+BtssQxMd6xqO9NOgMp1H5Fl/rbrWYxNePqS8lJQU5OTkSF16RJIHDx6gb9++KCsrQ0BAADp37qxwbHVBXFyc2GB5DQ0NtGzZEuPHj8fTp09rO0SF/Pzzzxg0aBAsLCygo6MDQ0NDODo6wsfHB+np6ZWqq6CgAOvWrYOdnR20tLRgZGSEAQMGIDQ0VOoxly5dQp8+fWBoaAhtbW3Y29tj+/btKC2V3L28rKwMu3btgr29PbS1tdG4cWOMGzdObFJoZanMBAfXr1/HN998A09PTxgYGIBhGLnHGNYlJg3NMdF+J3pbzpF5R5aWF4fDT7/CncTjtKCpEqjEHVtwcHCNns/d3R2bNm1CYGAgxo4dK7JPMHZJ3rFzgqRWWlqKgIAAdOnSpdrjVVXW1taYOHEiAP7Ywzt37uDYsWM4c+YMrl69WufWFhM0abu7u6Np06bcwqHff/89Dhw4gHv37sm1ynZBQQF69+6NW7duwcHBAbNnz0ZGRgZOnz4Nd3d3nD59GkOHDhU55ueff8aCBQugr6+PESNGwNDQEFeuXMHixYtx+/Zt/PXXX2Ln8fb2hp+fH9q3b4/58+fj7du3OHnyJAIDA3Hnzp1K/XFWWZWd4ODAgQM4fPgwGjZsiFatWnETQtdHPEYNLmbDYWnQCReifkRyziuJ5crYElxL2I/Ij7fR3/prNG5oUbOB1mfsJ6i4uJi1srJiNTU12UePHnHbMzIy2DZt2rAaGhpsbGwst/3t27fsy5cv2YyMDJF6Hjx4wBoaGrK6urrszZs3lR63s7MzC4B1dnaW+5iAqJ/YzaF9RF5bbg2oUhyxsbEsANbLy0ts33fffccCYN3d3at0jsrGMmXKlCrXlZ+fL3H7ypUrWQDsN998I1c9W7ZsYQGwn3/+OVtSUsJtj4qKYvX19dnGjRuzWVlZ3PakpCRWU1OTNTIyYuPi4rjtxcXF7NChQ1kA7LFjx0TOERQUxAJg3dzc2MLCQm77xYsXWQBsv3795IpVEcXFxay1tbXM/z/C18GyLHv//n02PDycLSkpYW/fvl1tPzNVV1pWwt5M+J3dcmuA2P9D4dePt/qzoQl/sMWlhRVX+omqzOefyjRF1iTBHHxlZWVwc3PDrFmzsHjxYjg6OuL169fYuHEjLCwsuPLLly+Hra0t/v77b25beno6+vbti4yMDPTs2ROXL1+Gj4+PyGvnzp01f3G1bN68eQD4zVQAMH36dDAMg+vXr0ssv337djAMg3379nHbDhw4gKFDh8LCwgJaWlowNjaGl5eX0u/sBYublvf5558DAKKiouSq59y5cwAAHx8fkWngrK2t8cUXX+D9+/c4deoUt93f3x+FhYWYMWOGyGw36urq3EoJe/bsETmH4P1at24dNDT+a/IaMGAAPDw8EBgYiISEBImx9e7dG0ZGRtDS0kKHDh2wdetWqc2dkgQFBSE6Ohrjx4/nZu0B+M+uV6xYgaKiIrGZUVxcXNC+fftqnRavLuAxaujRciKmOPwi83laGVuCG28O4cjTeXiXWzNNyfWZSjRFlhcZGcnN19e+fXt06tRJZP+DBw/w4sULAEC3bt0UanLx9PTEzZs3sWbNGpw4cQLFxcWwt7fHDz/8gDFjxlR4fFZWFj5+/AiA/2xE0ryH5ubmWLhwYaVjqw8EnX4mTZqEAwcO4I8//oCbm5tYud9//x2amppc8gCAuXPnwtHREX369EHjxo2RlJSEs2fPok+fPjhz5oxYM54kISEh8PT0hLu7OzcgX1EXLlwAAHTo0EGu8ikpKQAAS0tLsX2CbUFBQZg2bZrc5W/duoXCwkKup21ISAh0dHQkNvd6eXkhJCQE165dw6RJk7jty5cvx+bNm9G8eXOMGDECBgYGuHHjBpYsWYK7d+9KbO6URNkTHNRHjXUsMdl+F0Lf/I47SSfAokxiufd5MTjy9Ct81moqOjcbKXMCZiKdSia2nTt34rfffgMA3Lt3T2x/gwYNMHXqVDAMg9mzZ2P37t0KncfV1RX+/hVPLXXo0CGxHncWFhZ1Ykkdtoa7Rf76668A+O8twH9e1apVK5w6dQq7du0SGQIRHh6Ox48fY9SoUSKrZr948ULsQz45ORkuLi5YsmSJXImtKvbu3Yu3b98iOzsbYWFhCAkJQceOHbFo0SK5jjcxMUFUVBRiY2NhZ2cnsk8wafHr169Fygvvk1S+pKQEMTExsLW1RW5uLpKTk9GhQweJd0CSOkddvnwZmzdvhpeXF06fPg0dHR0A/E5bc+bMwW+//YbTp09j5MiRFV6fsic4qK/UeA3gZv4FrIy64ELkD8goTJZYrpQtRkj8PkR9vINBrZfAUKvqc6F+alSyKfLmzZtgWRbW1tZid2sA4OjoiLZt24JlWdy4caMWIqzbqmsIRVRUFNfsumTJEri5uWHt2rXQ0tLChg0buHNNmDABHz9+5O58BH7//XcA4DqgCEi6czEzM8PIkSMRGRmJ+Pj4CmNzdXXFy5cvceTIkUpf1969e/H9999j+/btCAkJQb9+/XDp0iW5h4AMGDAAAH/JHeEmvtjYWBw8eBAARBYO7devH9TU1LB//36RJXpKSkpEFm0VHCPPBAPC5QBwf/zt3buXS2oA/+ezefNmMAyDY8eOyXV9ypzg4FPQQr89pjn5wrXZaJkLmiZmPcPBx954kPw3WFbyHR6RTCXv2JKSksAwDGxtbaWWadOmDV69eiVx4DapGdHR0dwHb4MGDWBqaorx48dj2bJlsLe358pNmjQJmzZtwu+//44RI0YA4HdVP3r0KBo1aoSBAweK1BsTE4NNmzYhKCgISUlJKCwsFNn/9u1bmSsvAEDDhg3Rrp1iMzw8ePAAAJCWlobbt29j2bJlcHZ2xsWLF+Hg4FDh8V9//TVOnDiBEydOICIiAr169eJ6RVpYWODp06ciU8RZWlpixYoVWLduHezt7blmwqtXryIhIQGtWrVCQkJClaaVu3PnDnR0dMQm/RbQ1tbmlu3JyMiQ+Hy4utbYI4CGmjY8LWaibaPPcCl6h9RJlYvK8nE19ldEpIXAy2ohGuuI/9FHxKlkYhN0BRY8w5JEsC87O7tGYiLivLy8pK6pJszW1hadOnXCxYsX8fHjRxgZGSEkJASJiYmYM2cON2k0wL8LdHV1RVZWFjw9PTF48GDo6+uDx+Nxz43KJzplMTExweDBg+Hk5AQbGxvMnDkTd+/erfA4PT09hIaGYu3atfj777+xe/duNGnSBF9++SX+97//wc3NDU2aNBE5Zu3atWjTpg127dqF48ePQ11dHT179sSxY8e4ISmCY+SZYEC4HMDv7FT+DrC83NxcAPzEJqmcILEpY4KDT1UzvXaY7LALN98cwd2kk5A2o0JS9gscfjoXn7Wahs7NRtCztwqoZFOkgYEBWJbF06dPRZpsBD5+/MitPSVodiGqbdKkSSgqKuIG8AqaIYU7NwDAjh078PHjRxw6dAiXL1/Gzp07sXbtWvj4+Ch8B1ZVLVu2hK2tLe7fv4+8vDy5jjE0NMT27dsRGxuLoqIiJCYm4ocffkB0dDQAfi/B8iZOnIi7d+8iLy8PWVlZuHjxIlq3bo3IyEg0atSIa6LV0dGBmZkZYmNjJfZmlPQMTF9fH40aNZI54YHgeZ7g+XH5l0B1T3DwqVPnacDDfAYmdNgOA03p4yT5z9724vjzJcgsSKnBCOselUxsbdu2BcC/G5s+fbrIXZnwNoZh0KZNm9oKs45QjQ4u48aNg7q6Ov744w/k5+fjzJkzaN26Nbp27SpSTvDBX76DCMuyMmftULbk5GQwDFPl7up//vknAIhNDCDNqVOnUFhYKNZT193dHbm5uRLfE8EkA8K9ULt06YIPHz5US6cOweQFgYGBUs9d3YsDfwpa6HfANCdfODTpL7Pcm6xnOPDEG09TL9WJDmy1QSUTW58+fbivz549C3Nzc/Tq1Qu9evWCubk5N06ofFkir5pfj61Jkybo168fQkNDsXPnTmRlZYl1GgHAPTu7efOmyPbNmzcjPDxc7vPl5eUhIiJC4lguSZKTk6VOtO3j44PU1FT07t1bpFenrHNImlljx44duHLlCoYPHy427Zqk8i9fvsTixYuhr68vtiL2rFmzAACrVq1CUVERt93f35/r8CL8HHL+/PkA+CtpfPjwQexcKSkpci+L1Lt3b1hZWeHo0aN4/Pgxtz0zMxMbN26EhoYGJk+eLFddRJSmWkMMaL0YY9v/CENN6b0hi0rz4B+9DSdeLENW4bsajLBuUMlnbLNmzcLWrVuRn58PlmWRkZHBjYth/39Gf4D/wFvwH5yovkmTJuHixYtYs2YNAPHekADw5Zdf4uDBgxg5ciRGjx6NRo0a4c6dOwgLC8OgQYPEelZKc+/evUqNY3v16hX69u2Lrl27wsbGBqampkhLS8ONGzfw6tUrNGvWDL/88ovc52jevDk8PT1hY2MDhmEQEhKChw8fwsXFReJqFIsXL0ZYWBg6d+4MY2NjREZG4vz58+DxeDh79ixatmwpUt7T0xMzZsyAn58fnJ2dMWjQICQnJ+PEiRMwNjbGrl27RMr3798fq1atwrp169C6dWv0798f5ubm+PDhA6KionDjxg2sX79eZoctAcEEB15eXnBzcxOZUis+Ph5bt24VmeAA4P+h4ufnBwB4//49t00wX6SJiQm2bt1a4bk/FeYGHTHNyRehb37HvbenIK3lJT4zDAcez0Ify7lo37iPUiaNr4tUMrE1a9YMu3fv5matECZYygbgz6/XvHnz2giRKGDo0KHQ19dHVlYWunXrBmtr8ZkYOnbsiMDAQKxcuRJnzpyBmpoaunfvjtDQUPzzzz9yJ7bKateuHRYtWoRr167h33//xcePH6GtrQ0bGxusWrUKCxcuhLGxsdz1TZw4EcHBwbh69SrXZL5lyxbMmzdP4nJG/fr1Q0REBP766y9kZ2ejadOmmDBhAlasWCHxfQL4i9Ta29tj7969+Omnn6Crq4vhw4djw4YNEo9Zu3Yt3Nzc8PPPP+Pq1avIyMjgnt35+PhgwoQJcl9fZSc4iIqKEpuNJDo6mmt6Njc3p8RWDr/n5Cy0NuqKC1FbkFko+blaYWkuLkT9iJdpwfCyXgh9zSYSy31KGFaFG2nPnj2LRYsWIS4uTmR7q1atsG3bNrkGk9YngmVrnJ2d8fDhQ7mOCYjeiceposlAnaeJxV3/VUaIhBAlKCzJxdW4PXj2LkBmOQ21huhtMRv2Tbzq3d1bZT7/VPKOTWDYsGEYNmwYwsLCuKU4rKys5F6YkxBC6gNNdR0MbP0NbIy7IzBmF3KK0iSWEzx7e/Y+EL0svGGm27aGI1UNKp3YBJydnSmZKUhlb8cJIZVmY9wdLfUdcCX2Fzx/f0VqucSsZ/j96Xy4Nv8cPVtO/uRW61bJXpFEuZha6BVJCKkeWuq6+J/NUgxvuwYNGxhKLceiDHeTTuDwk7mIz3xcY/GpApW4Y+vVqxcAwMPDA6tXr+a+lwfDMLh69aqyQiOEEJXUplFPtDJwxNXYPQh/f1lqubT8OBx/vgSdmg6Du/l0NFCTvDxTfaISiS0kJAQMw3CznAu+r4hw139CCPnUaKnrYZDNt2jTqCcux+xGdtF7qWUfppxFbMYDDLL5Fs30Kh7WUZdRUySptLi4ODAMI/MlPBWahYWFyD5NTU00btwYrq6umDt3rthgbGHl61VXV4epqSn+97//4coV6c8YKiMvLw/btm3D+PHj0a5dO/B4PDAMI9YbV15ZWVlYtGgRzM3NoampCQsLCyxZsgQ5OTkSy5eVlWHXrl2wt7eHtrY2GjdujHHjxnEdpiQJCAiAu7s79PT0oK+vD09PT5VquaiP16TKbIy7Y0bH/ejeYiJ4jPT7lfSCRPzxbCGCYn9DUWl+DUZYs1Tijg2A2NQwKjwKoY5R3vtobW0tcZA1IL4atZqaGlauXAmAvxzLx48f8ezZM/j6+uLXX3/F4MGDcfjwYYmT5zZq1AhfffUVAKCgoADPnz/HhQsXcOHCBRw9ehTjxo2r0nW8e/cO33zzDQD+eCojIyOkp6crVFdubi7c3d3x+PFj9OvXD+PGjcOjR4+wdetWXLt2DdevXxd7b7y9veHn54f27dtj/vz5ePv2LU6ePInAwEDcuXNHbN7FP/74A5MmTULjxo25Ac4nTpxA3759cfLkSYwaNUqh2KtTfbwmVaehpo3PWk1Bu0ZuuBD1I1JzJa/4zqIM95NP41X6TfS1nIvWxt1qONIawKqAuLg4Ni4ujn3//r3I9/K+PhXOzs4sANbZ2VnuY/yjtrObQ/uIvLbd/l+V4oiNjWUBsF5eXnKVNzc3ZzU1NSXui4uLY3v37s0CYN3d3dnS0lKR/QDYtm3bih137NgxFgBrbm5e6fjLy87OZgMDA9kPHz6wLMuyXl5eLAA2Nja20nWtXr2aBcAuXbpUZPvSpUtZAOzGjRtFtgcFBbEAWDc3N7awsJDbfvHiRRYA269fP5Hy6enprKGhIWtiYsK+efOG2/7mzRvWxMSENTExYbOysiodd0XWrFkj93tSV66pPispLWbvJZ1it94eJPb/v/zrzMs1bHbhh9oOuUKV+fxTiaZIc3NzmJubc8/YBN/L+yJ1l7m5Oc6fPw9bW1tcu3YNp06dkuu4MWPGQEdHB/Hx8UhLkzymR166urro27dvpWYWkYRlWfj5+UFXVxerVq0S2bdq1Sro6upy00oJ7Nu3DwCwbt06aGj81yV7wIAB8PDwQGBgoMhclH/99RcyMjIwb948tGjRgtveokULfPXVV0hLS8Pff/8tFtvTp08xduxYmJmZQUNDA+bm5pg3b57EeSOrqqauiUinxlNH52YjMc3xN5jpyl4V43V6KPY/noEX74PqTUuZSiS28qysrGBlZQUHBwcUFxfXdjhEybS1tbmmwBMnTlT6eHV10RZ1Dw8Pbn7GmhQZGYm3b9+iR48eIqtUA/ylZnr06IGYmBiRVbJDQkK4feV5eXkBADdPqqA8wJ+CS57yAPDPP//A1dUV//zzDzw8PLBw4ULY29tj9+7d6Natm8x1DxVRE9dE5GOs3QIT7Xfis1ZTZT57KyjJxvnITfjr5Xf1YlJllXnGJiw5ORlFRUXw9PQUWYSSqJaoqCiJqyr3799fbDmainh4eAAA7t+/L1f548ePIzc3F+3bt4ehoWGlzqUsktZBE2ZjY4OAgABERkaiZcuWyM3NRXJyMjp06CBxORxJ657JOoek8h8+fMCkSZNgYmKC0NBQkRaO48ePY9y4cVi9erXYpMmKqolrIpXDY9TQvcUEtDXmr9admC19lYzYjPvY/3gm3FpNg3PTIWAYlbz3qZBKJjZzc3NERkZSV34VFx0dLXGlZUNDw0ontmbNmgGAxGbFtLQ0LoEKdx7R1dXFnj17xMofOXIEeXl5aNWqVaViqCrBitLCK1cLEyyKKyhX2fIVHSOp/JEjR5CVlYXdu3eLNduPHTsWW7ZswfHjx6stsdXENRHFNGrYCuM7bEP4+8sIivNFQUm2xHJFpXm4EvsLXn8IxcDWi2GgJX3xU1Wlkolt5MiR2LRpE8LCwpCVlUWrZFeBMtvMvby8cOnSJaXVL/DhwwexBKqrq4vLly9LTKA1ndBU2Z07dwAAd+/e5WbSF1ZQUIC0tDSkpaVxz7g9PDykNv0JVvEWtmbNGol37kT1MAwP9k28YG3UFZdjdiPiQ4jUsglZj3Hg8Sx0bzkJncyG1qlpuVQysa1YsQL//vsvwsPDMWbMGOzdu1dsPSqiOFWcUuvt27cAgMaNG4vta9u2LSIiIgAAGRkZOHv2LGbPno3hw4fjwYMHKrN0keCOQ9rdhWAxUUG5ypYvf0yjRo0qLC8YtlB+LbnycnNzucQ2depUrmlYICQkBNeuXcOCBQvEmn6Fy9bENZGqa9jAAEPbfoe2aT1xJfZX5BZLHt5SVJaPkPi9eJTyDzwtZqGNcc860ZKmkolt8ODBUFNTA8uyCAwMhLW1NSwsLNCsWTPweKJtvjSlVv0g6EBQfmXp8gwNDTF16lSUlpZixowZmDt3Ls6ePav8AOVQ0fOg8s+SdHR0YGZmhtjYWJSWloo9k5L07MnGxgYPHjxAZGSkWBKQVF7Q2vHs2TN06NBBrusQjCMT5uPjg2vXrmHhwoVii4gKq4lrItWnnYk7LAydcTX2N4S/D5RaLrMwBWdfrUVLfQcMar1E5ZsnVfLJYEhICJ48ecItKlpSUsKt8nvt2jXuFRISUuM930j1y8/Px7Zt2wBA7sHWX3zxBZydnXHu3DncunVLmeHJzcbGBs2aNUNoaChyc3NF9uXm5iI0NBSWlpYirQ/u7u7cvvICAvhrb7m5uYmUB4DAQPEPIUF5QRkA6NKlCwDg9u3bil5WpSn7mkj14k/LtQRj7H6AnoZ4i4mwN1lPceCJN56mXlLpoQEqmdiECU+nROqfhIQEDB48GC9evICnpydGjBgh13EMw2DNmjUAIDZmLCEhAREREcjLy6v2eGWdg2EYzJgxAzk5OVi3bp1I+XXr1iEnJwczZ84U2T5r1iwA/GsoKiritvv7+yMkJAT9+vUT6fQxevRoGBgYYNeuXUhMTOS2JyYmYvfu3TAxMcHw4cO57dOmTYOenh6+++47PH/+XOw68vLyuOdw1UXZ10SUw8LQGdOd9sG+SX+Z5QRrvp2JWIPcouodKlJdVLIpEqAptaqParyPJSUlXAeD0tJSZGRk4OnTpwgNDUVpaSmGDh2KQ4cOVeoPmCFDhqBTp04ICgrCtWvXuL/qJ0+ejGvXriE4OFjsWZE033zzDdcj89mzZ9w2XV1dAMCMGTPQs2dPrry0c3z77bc4d+4cfvjhBzx69AjOzs4ICwtDYGAgOnfujIULF4qc19PTEzNmzICfnx+cnZ0xaNAgJCcn48SJEzA2NhbrrWhkZITdu3dj0qRJcHZ2xpgxYwDwx/99+PABJ06cgJ6eHle+cePGOHbsGD7//HM4Ojqif//+aNeuHQoLCxEXF4dr166he/fu1doJSNnXRJSHv6DpYtg37ovg+L1IznkltWzUx9vY++gJPms1Fc5Nh4DHiA/vqC0qmdhiY2NrO4T6rRbufktLS7mejRoaGtDX14elpSW8vb0xfvx4iYN55eHj44PBgwdj1apVuH79usLxnTp1CvHx8SLbTp8+zX3t4eEhktik0dHRwbVr1+Dj44PTp08jODgYZmZmWLx4MdasWQNtbW2xY3x9fWFvb4+9e/fip59+gq6uLoYPH44NGzbA2tparPzEiRNhYmKCjRs34uDBg2AYBp06dcLKlSvRp08fsfKDBg3Co0ePsGXLFly5cgWXL1+Gjo4OWrRogWnTpkmd77MqlH1NRLlaGjhgkv3PeP7+Kq4lHJC5YvfV2F/x4n0QBrb+BiYNVWMmKIalW6M6o1OnTggLC4OzszMePnwo1zH+Udvw9J3oX+Maag3xdZdzygiREFLPFJbk4mrcb3j2TvZdPY9RR5fmo9G9xQSlDA2ozOefyj9jI4QQUnsEzZMj2n0vc8XuMrYEtxOPYv+jGbW+YrdKNkUKS0xMRFJSEgoLC6WWEe5hRQghpPrZGHdHcz07XI75RebA7ozCZBx/vgT2Tfqjl4U3tNR1ay7I/6eyie3cuXNYunRphXPEMQyDkpKSGoqKEEI+XQ0bGGJo2+/gmDEAgTE/42NBktSyz95dQmzGAwywXgQrI9njU6ubSjZFXrp0CSNGjEBkZCRYlq3wpaj79+9j4MCBMDQ0hI6ODrp27YqTJ09Wqo7CwkKsXbsWNjY20NLSQrNmzTBr1iy8e6caM2TTA1RCSHWzMHTGNMff0LnZKDAy0khOURr+erkCFyJ/lDo3pTKoZGLbuHEjl7CUNX4tODgYPXr0wM2bNzF69Gh8+eWXSElJwZgxY7jBwhUpKyvD0KFDsWbNGpiYmGDhwoXo1q0b/Pz80K1bN7x//14psRNCSG1roKaFXhbemOr4a4VrvoW/v4z9j2YgKr16x0xKo5JNkY8ePeISWuPGjdGlSxcYGBhIXAZDESUlJZg5cyZ4PB6uX78OJycnAMDq1avh6uqKFStWYNSoURUuYnr48GEEBARg3Lhx+PPPP7mYf/vtN8yePRsrV66Er69vtcRMCCGqqImONSbZ/4SHKedwPf4AissKJJbLKU7H6YhVMDdwRj+reTDWbiGxXHVQycQmYGJigqdPn6JJkybVWm9QUBCio6Mxbdo0LqkB/IlWV6xYgalTp+Lw4cNYvXq1zHoEKwVv2rRJ5M7S29sbW7ZswZ9//omdO3dKHLtUUwpKsmrt3ISQTwPD8OBiNhxtjHvAP2ob4jLDpJaNzwzDwSfe6NlyMjo3G6WUgd0q2RQpmKy1Y8eO1Z7UgOpZsbegoAB3795F27Ztxe7sGIZB3759kZubiwcPHlRP0ApgWRaR6aoxjyIhpP7T12yC0Xab0c9qPjR40v+gLykrQki8H35/Og/vc6t/Qg6VvGObPn067t69i/DwcBQWFkJTU7Na65c1Y3jTpk2hq6tbYW/M6OholJWVyVwtWXCuzz77TGo9vr6+2Lt3r1xxv3z5EgBQXFyM5OTkCsu//hCKsiwdse2lPC25jieEEEU0hQv+Z2aNW4l/4G32C6nlkrNSkKyTjBIdrQrrLC4ulvv8KpvYTp06hcuXL2PkyJHYsWNHtS5bIc8qvxWt2KvISsGSJCcnIyxM+m27JGlpaXInQ6Cj2JYiAHtvy3s8IYQoShOSPoOE/X33slw1CeZylYdKJjZra2sUFBSAZVn4+/vD398furq6Yms1AfxmP0krA9cVZmZmcHZ2lqvsy5cvkZ+fDxMTE24GdVlKy0rwNPUinr4LAIsybnu3FhPQtlHF8x4SQkh1KCrJx6PU83iZFgLBICQ9jcYY2uY7qKvJ1yJ3+vRpuVuaVDKxxcXFcUvVCLr9Z2dnIztbfByEIsMB5Fnl18jIqMp1CJeTxtvbG97e3jLLCAjmSmvQoAHMzMzkOqZFc28453jicepFFJXmwsa4J2xNaG0rQkjNMm+5AC5ZveEfvR3p+W8wuL0PWhpYyH18gwYN5C6rkolNmKzEpejgbOHnX506dRLZl5KSgpycHLi6usqsw8rKCjweT+7VkmtTU9026K/bprbDIIR84lrod8A0x98Q8/E+zA2clHYelewVCUCpM45Ux4q92tracHV1xatXr8SWO2FZllsaxMXFReE4CSGkvlHnaaBNI8WWqZKXSia2srIyuV+lpaWVrr93796wsrLC0aNH8fjxY257ZmYmNm7cCA0NDUyePJnbnpycjIiICLFmR8FzruXLl4skWl9fX8TExGDChAm1OoaNEEI+RSqZ2JRNXV0dfn5+KCsrg5ubG2bNmoXFixfD0dERr1+/xsaNG2FhYcGVX758OWxtbfH333+L1DNlyhR4eXnh2LFj6N69O5YtW4ZRo0Zhzpw5sLS0xPr162v4ygghhHySiQ3gL19/8+ZN9OjRAydOnMCePXtgamqK48ePY/HixXLVwePxcO7cOfj4+OD9+/fYsWMHQkNDMX36dNy+fRuNGzdW8lUQQggpTyVW0P7nn38AAM2bNxfrzCHNqVOn8OIFf+BfRVNf1RdqamooKyuDtrY2bG1tazscQgipMYLhTjwer8JHUCqR2Hg8HhiGwciRI0WWjZk7dy78/f0ljlX7/PPPcfr0aTAMo9BztrpIWSsdEEJIXVJR2lLp7v7v3r3jxrQR/h8AZWX8gdaKdErJz8/njsvPz5dYp6CM4C8jANxdovAxgu2SYhTsK/+18L/lr0nSdk1NTW7ldE1NTZGYhM8vHG/580qqT9Z5BPsE2wGIxFC+nLSy5a+7fJzlz1W+jLT3WThe4X/L/zyF36fycQufozzh44SPlfTelS9f/ndTUF74/QHAvQeCuMv//AR1CJ+3/HsqqE/4/Sz/MxBcq3Ac0t6T8nELn0v4GGn/P4TfD+Gfu/B1CI4t//sk6T0SXJuApPdD0ntQ/nrKX7vw70r5eGX9HxOOQ/g6JP0+lf8dEn4vq/r5Ja3+8lQ6sRFRTk5OCAsLg7OzMx4+fFjp45s2bYqUlBTuawBwdXVFQEAAjIyMkJKSwpVp2rQpN5bv3r17SElJgaamJoyMjES2C7x79w5NmjQR2Vf+64CAAHh5eXHnE5xfsF+4PldXV/zzzz8YMmQIAH5ztXBMAPDvv/+iQYMGyMvL4/YJziE478ePHwHwJ7cW1CfYXlxcjEGDBomc5969e3j37h23HYBIDIKvy19D+bLC1y24rvLvq6AOV1dXsWsR1Fv+fRZ+X4T/1dTU5K5H+L0vH7fwz7K4uJibZPzjx48oKirCoEGDRH5nyp9L8N4VFRVBQ0ODe68F11NcXIy8vDzuvfj3339F3ksA3HsgiLv8z0/wuyh83vLvqaA+4fez/M9AcK3CcUh6T4TPKXy88O+S4Bhp/z/evXuHBg0awMvLS+TnLnwdgmPL/z6Vvybh90lA0vsh6T0QxA0AeXl5IvULX4OA8P8/Sf/HBD9Twe+J8GfEkCFDEBAQgLy8PO6zQVBnecKfAcLvdWUIJqgQXpFFmk+28wghhJD6iRIbIYSQeoUSGyGEkHpFpZ6x5eXlISEhQeR7gTdv3oj0hBHeRwghhAioVGLz9/eHpaWl2HaWZUVmAiGEEEKkUanEJmtsggoMtyOEEFIHqFRiq+x4NUp2hBBCylOZxEZJihBCSHVQicQmaQYLQgghRBHU3Z8QQki9QomNEEJIvUKJjRBCSL1CiY0QQki9QomNEEJIvUKJjRBCSL1CiY0QQki9QomNEEJIvUKJjRBCSL1CiY0QQki9QomNEEJIvUKJjRBCSL3CsDStfp2hpqaGsrIyaGtrw9bWttLHP336FA4ODtzXAKCjo4OsrCyoqanBwcGBK/P06VPo6OgAAHJzc+Hg4IBHjx5BTU1NZLtASUkJ1NXVRfaV/zorKwv6+vrc+QTnF+wXrk9HRwfW1taIjo4GAFhbW4vEBACZmZlgGAYdO3bk9gnOIThvaWkpAEBfX5+rT7CdZVkYGBiInCc3NxclJSXcdgAiMQi+Ln8N5csKX7fgusq/r4I6dHR0xK5FUG/591n4fRH+99GjR9z1CL/35eMW/lmyLAt1df486MLvh7Dy5xJ+7xiG4d5rwfWwLAtnZ2fuvcjMzBR5LwFw74Eg7vI/P8HvovB5y7+ngvqE38/yPwPBtQrHIek9ET6n8PHCv0uCY6T9/ygpKeHeD+Gfu/B1CI4t//tU/pqE3ycBSe+HpPdAEDcAdOzYUaR+4WsQEP7/J+n/mOBnKvg9Ef6MiI6ORlZWFjp27Mh9NgjqLE/4M0D4va6Mly9fIj8/Hzwej/t/LQ0ltjqksuvVEUJIfVRR2lKJZWuIfHg8HrfEj7a2di1HQwghNSc/Px8A/3OwIpTY6hAnJyeEhYXB2dkZD+/fr+1wCCGkxnTq3BlhYWFwcnKqsCx1HiGEEFKvUGIjhBBSr1BiI4QQUq9QYiOEEFKvUGIjhBBSr1BiI4QQUq9QYiOEEFKvUGIjhBBSr1BiI4QQUq8oNPNIXl4e0tLSAAB6enowMjIS2Z+eno6cnBwAgImJCRo2bFjFMAkhhBD5KHTHtnHjRlhaWsLS0hIhISFi+2/evMnt37RpU1VjJIQQQuSmUGILDg4Gy7IwMTHBsGHDxPYPGTIEpqamYFkWQUFBVY2REEIIkZtCiS0mJgYMw8DZ2VnqUiqOjo4AgNjYWMWjI4QQQipJocSWnp4OANwSKpII9gnKEkIIITVBocTWsGFDsCyL8PBwicmttLQU4eHhAAAtLa2qRUgIIYRUgkKJrWXLlgCAlJQUiZ1DNm7ciOTkZDAMg1atWlUtQkIIIaQSFOru37NnT+6ObPXq1QgKCoK7uzsA4Nq1ayI9JXv27Fn1KAkhhBA5KZTYZs6cid9++w0AwLIsQkJCRJIZy7Lc19OnT69ahIQQQkglKNQU2bFjR8ydOxcsy3K9IlmW5RKaYNuXX36JTp06VVOohBBCSMUUnlLr559/xoIFC8Dj8UTu0ATJbt68edi1a1e1BEkIIYTIS6GmSIB/V7Zjxw589dVXOHfuHGJiYgAAVlZWGDJkCFq3bl1tQRJCCCHyUjixCVhbW2PRokXVEQupAA12J4R86uT5HGRY4XZEotIaNmyI/Px8aGtrIy8vr7bDIYQQhSQlJaF58+aVOqYyn39y3bGtXbsWAGBnZ4dRo0Zx38tr9erVlSpPJNPS0kJ+fj4NeieE1GnXr1/HuHHjKnVMZT7/5EpsPj4+YBgGI0eOxKhRo7jv5UWJrXpYWlri48ePsLS0rO1QCCGkRlXm80+pC41SKychhJDyPDw8lFq/3ImtfJISjFuT9SKEEELKS0hIUGr9cjVFHjx4EABgYWEh8j0hhBBSWTExMejSpYvS6pcrsU2ZMkXm90T15eYXIj0zG80aG0NNTakt0IQQIpO6epVHmsmuX5GDvvjiCwCAmpoafv31VzRo0KBagyLV73n0GwBAaRkLi2aNazkaQsin7PPPP1dq/Qr96f7777/j8OHDCA8Pp6RWx+QVFNZ2CISQT9zp06eVWr9Cic3U1BQA0KhRo2oNhhBCSP1XVFSk1PoVSmx9+vQBy7J49uxZdcdDCCGknjM3N1dq/QolNh8fH+jr6yMxMRHfffcdde0nhBAiN2tra6XWr1DnkSNHjsDDwwP//PMPNm/ejDNnzuCzzz5Ds2bNwOOJ50qaeUSF0N8ghJBaFhQUVOkptSpDocQmmFKLYRiwLItXr17h9evXUstTYiOEEFJTqjygSZDgJKEmStXD0i0bIaSW9ezZU6n1K5zYaEotQgghinj37p1S61eoKZKm1CKEEKKo169fo1OnTkqrX6HERlNq1RM+PsD334tv19QETEwAZ2dg4kTg88+BSixTRAghtUmhxHb9+nUAQOPGjWFra1utAZFa8v+D7gEAmZlAUhL/df48cOgQ8Pff/IRHCCFVpMwekYCCz9g8PDzg6emJNWvWSC0zffp0NGnShJulhKi4lJT/Xrm5QHg40Lcvf5+/P7ByZe3GRwipN86dO6fU+pU2zXtWVhbS0tKQlpamrFMQZeHxgPbtgX/+AVq35m/z9QVKSmo3LkJIvZCXl6fU+pWW2PLz85VVNamCSnVW1dLiP18DgOxsICLiv33R0cDs2YCNDaCtDejr85/JrV0LZGVJrzMxEfj6a37i1NHhN282awZ06sTffv++QtdFCKk7WrRoodT65X7GJniuJuz9+/cStyclJeHGjRsAIHEmElKHCP8CChLWyZPA5MlA4f+vFKCnBxQVAY8e8V9+fkBAAFD++euTJ4CnJ/DxI/97NTV+QkxJAZKTgbAw/r5Dh5R+WYSQ2mNnZ6fU+uVObB4eHiIDsVmWxfXr1+Hp6SnzOGNjY8WjI7UvLu6/r42N+cln4kSguBjo0QPYswewtwfKyoALFwBvb+DNG2DwYODxY0BX97/jFy/mJy5nZ+CXX4AuXfi9LYuKgPh4ftNnWVlNXyEhpIYFBgaq1pRawgOvZQ3CFsxI0q1bN8UiI7UvKwv480/+18bGQJs2wKBB/KTWujUQGAg0bMjfz+Pxk1mLFoCrK7+p8rffgG+++a++W7f4/+7eDXTt+t92DQ1+k+bixTVzXYSQeq1S7YSVmU2EZVno6enBx8ensjERpZLjZ5iRAVy9CvTqBbx9y9+2YAE/0QUE8L9fsuS/pCasY0dgxAj+18eOie4zNOT/m5ysSOCEkHpC2Tc8ct+xTZ48mWuKPHz4MBiGgbm5Odzd3UXKMQwDbW1ttGvXDp9//jmaNm1avRET5ZA1AHviROC774Br1/7rfdKnj/Tyffvyn8M9fcq/uxOssv6//wH79gFTpgChocCQIUDnzpITJCGk3srMzFRq/XIntkNCD/QPHz4MAHBxcaHpteoYqfdrwuMNBTOPdOwITJjA7/ABAMLzuzVvLv0kgg4nJSVAevp/df/4IxAVBQQHA9u3819qaoCTE7+Jc9Ys2fUSQuqFFy9ewNHRUWn1KzTziODurXPnztUdD6ktKSnKP4ehIRAUBNy8yZ/RJDQUePAAePiQ/9qyBdi/H1DyrASEkPpNocR2SEJ3bJZlkZ+fj4bUrKTaqrLoQpMm/32dmAhIWwU3MZH/r7o6v9NJeT178l8AUFDA74SyciXw7BnwxRf8Z3s0Yw0h9dbngvGxSlKlQWYpKSlYsGABrKysoKGhAX19fQCAr68v1q5di40bN1ZLkERFODvzez8C/M4l0ly5wv/X0fG/52vSaGnxn7WdOcP/vqCAf0dHCKm3Ll26pNT6FbpjA4A7d+5gyJAh+PDhA9dbUtC5JCkpCevXrwfDMOjevTs8PDyqJVhSywwNAS8v/tyRW7bwO5WUv0N/8gQ4fZr/tXCTYkkJPylKG7Cvrf3f1zSon5B6LTs7W6n1K/QJkp6ejhEjRnDzQJZfQXvUqFHc1xcvXqxCeETlrF/PvwuLiuInuWfP+NvLyoCLF4GBA/lJzNqaP1hbIDGRP1Zt/Xr+7CTC804+fcpPkgB/mq1yPW0JIfWLsnvLK3THtnv3bqSkpIBhGIlj2xwcHGBiYoIPHz7gzp07VQ6SqBBnZ+D33/lTat28CTg48KfFKiriNyMCQMuW/M4hwrOOAEBMDLBqFf+lpgYYGAA5OfxjAf5A7UOHJD+XI4TUG87OzkqtX6E7tvPnz3NfHz16FMOGDRMrY2dnB5ZlERUVpXBwREWNGQM8f86/I7O25s8Zqa7O77b//ff8JW/KzxPZvDl/yqyvv+bPOmJmxk9q6uqAnR0wdy7/OKG7fUJI/aTsljyF7tgiIyPBMAxcXFwwduxYnBY8UxFi+P+zTKSnp1cpQKJEPj78lyJat+ZPmSWvBg34U24NHqzY+QghRE4K3bEJlqSRtYhoRkYG/wQKdgT4448/4O3tDRcXF2hqaoJhGInDDASysrKwaNEimJubQ1NTExYWFliyZAlycnIkli8rK8OuXbtgb28PbW1tNG7cGOPGjUNMTEylY339+jVGjx4NExMTaGtrw9HREXv27KnUFGSEEPKpUPYYaIWyjrGxMViWxatXryTuz87ORlhYGACgUaNGCgW2cuVK7N27F/Hx8TAzM5NZNjc3F+7u7tixYwfatWuHr7/+Gm3btsXWrVvRq1cvFAie/Qjx9vbG/PnzwbIs5s+fj/79++PMmTPo3LkzIiMj5Y7zxYsXcHV1xblz5zBgwADMnz8fpaWlmDNnDubPn1/p6yaEkPpO0mdytWIV4OXlxTIMw/J4PPbHH39khw0bxn2fkpLCjhgxgvv+f//7nyKnYC9fvszGxcWxLMuymzZtYgGwBw8elFh29erVLAB26dKlItuXLl3KAmA3btwosj0oKIgFwLq5ubGFhYXc9osXL7IA2H79+skdp5ubGwuAvXjxIretsLCQ/eyzz1gA7K1bt+SuqyLOzs4sANbZ2bnSx959FsnefRbJPn0dX23xEEKIIo4ePVrpYyrz+afQHZtwZ5Fly5bhn3/+4b5v3rw5zp49y30/fPhwRU6BPn36wNzcvMJyLMvCz88Purq6WLVqlci+VatWQVdXF35+fiLb9+3bBwBYt24dNDQ0uO0DBgyAh4cHAgMDkZCQUOG5X79+za1JN2DAAG67hoYG1q1bJ3IuVcFWaeoRQghRfQoltqlTp8LGxob7nmVZbixb2f8vFMkwDGxsbDBhwoRqCFO6yMhIvH37Fj169ICOjo7IPh0dHfTo0QMxMTF48+YNtz0kJITbV56XlxcA4Nq1axWeOyQkBADQr18/sX09e/aEjo6OXPUQQsinRNEbHnkplNi0tLRw9uxZNGvWTCSpAeDGtpmamuLMmTPQ1NSstmAlETwPE060wgTbBeVyc3ORnJwMS0tLqKmpVVhe0XOrqanB0tIScXFxKBEejEwIIZ84wU2Bsig8d5GtrS2ePXuG7777DnZ2dtDW1oa2tjbs7OywfPlyhIeHw87OrjpjlUiwro+BgYHE/YL5KwXlKlu+qucuKytT+vQxhBBSl3z8+FGp9Ss8VyTAH6u2bt067nkSIYQQUhETExOl1l/nZ5sV3C1Ju8PKysoSKVfZ8lU9N8Mw0NPTq7AuQgj5VHTr1k2p9Vfpjg0AEhMTkZSUhMLCQqll3NzcqnoaqSp6Jlb+OZiOjg7MzMwQGxuL0tJSsedsFT2zk/fcpaWliI2NhaWlJdTVq/w2Vx/qFEkIqWXnz5/HOCUuKKzwJ+758+fx7bff4vXr1zLLMQyj1M4TNjY2aNasGUJDQ5GbmyvSMzI3NxehoaGwtLREy5Ytue3u7u44fvw4QkNDxZJuQEAAAPmSsfv/z0IfGBiIZcuWiey7efMmN3CcEEJIzVGoKTIwMBDDhw/H69evwbJshS9lYhgGM2bMQE5OjtizvnXr1iEnJwczZ84U2T5r1iwA/HFuRYKZ5QH4+/sjJCQE/fr1ExtDFxERgYiICJFtbdu2hZubG4KDg+Hv789tLyoq4sbUzZgxo+oXSQgh9UjHjh2VWr9Cd2wbNmxAWVkZGIaRunRNVfn5+eHm/6+k/Oz/1/zy8/Pjuon27NmTSxrffvstzp07hx9++AGPHj2Cs7MzwsLCEBgYiM6dO2PhwoUidXt6emLGjBnw8/ODs7MzBg0ahOTkZJw4cQLGxsbYtWuXWDy2/z9bfflr/fXXX9GjRw8MGzYMY8aMgZmZGS5cuIDnz5/jq6++Qvfu3avzbSGEEFIBhRJbWFgYl9DMzMzQrVu3au8gcfPmTRw+fFhkW2hoKEJDQ7nvBYlNMBDax8cHp0+fRnBwMMzMzLB48WKsWbMG2sKrM/8/X19f2NvbY+/evfjpp5+gq6uL4cOHY8OGDbC2tpY7zvbt2+Pu3btYuXIlLly4gNzcXLRp0wa//PILZs+ereDVE0JI/fXo0SO0a9dOafUzrAK3W4aGhsjOzoaFhQXCw8MlJg5S/Tp16oSwsDA4Ozvj4cOHlTr2Xjh/XTwtjQZwaFPxVGWEEKIsx44dq3Tnkcp8/in0jK1Tp04AACsrK0pqdQx1iiSE1LbBSl6XUaHEJugBeOfOHbx48aJaAyKEEFK/3b59W6n1K/SMrW/fvti2bRu++eYbdO3aFWPGjEGHDh1gZGQksfzkyZOrFCQhhJD6Iy0tTan1KzyOTVNTExoaGsjJycGBAwdklqXERgghREDaTVB1USixnTlzBnPnzuW6+wPi3eAFhGf+J4QQQjw8PJRav0LP2H788Ufu65oYhE0IIaT++Pvvv5Vav0J3bOHh4dydWJcuXbhxbDxenZ9TmRBCSB2nUGJr2LAh8vPzYW9vj1u3blFzIyGEELnZ29srtX6FbrE8PT3BsiwMDAwoqRFCCKkULS0tpdavUGJbu3YtGjZsiLt37yp9iW9Szeh5KCGklt2/f1+p9SvUFHnixAn06NEDly9fRp8+feDp6Ql7e3sYGhpKLL969eqqxEgIIYTITaHE5uPjw3X1LysrQ1BQEIKCgqSWp8RGCCFEYODAgUqtv8rdGGU9Y6NhAIQQQsoLCwtTav0KzzxCSYsQQogiUlJSlFq/Qont4MGD1R0HIYSQT0R1r99ZnkKJbcqUKdUdB6khdJ9NCKlt/fv3V2r9NFUIIfWIhYUF17GrohcN1am74uLiwDAMpk6dWuW6fvjhB+534s6dOxWWj4mJga6uLhiGwZdffik1NmkvHx8f/PXXX2LHXbp0CX369IGhoSG0tbVhb2+P7du3o7S0tNLXpPAzNkKI6lm4cCEyMjKk7g8PD8fp06eho6MDc3NaSf1TFx4ejjVr1kBHRwe5ubkVli8rK5M7mTo6OmLYsGFi2z08PJCcnCyy7eeff8aCBQugr6+PESNGwNDQEFeuXMHixYtx+/ZtiYlQFkpshNQjCxculLrvw4cPcHFxAcB/Tm5paVlDURFVVFxcjClTpsDJyQk2Njb4448/Kjxmx44duH37NrZs2YKvv/5aZlknJyf4+PhI3PfkyRPu67dv3+Lbb7+FkZERHj16xP3BVVJSglGjRuHUqVM4fvy4/BcGaook5JNQUlKC0aNHIy4uDsuWLcPnn38uVubdu3f4+uuv0bp1a2hqasLExAQjR45EeHi4WFkLCwtYWFggIyMDX331FVq2bAl1dXUcOnSIK3P+/Hl4enrCwMAA2tracHR0xPbt21FSUiJ33JGRkZg2bRosLS2hqakJY2NjODo6YuHChWI9s7Ozs/H999/DwcEBDRs2hIGBATp27IhVq1ahuLhYpGxoaCgGDRoEY2NjaGlpoV27dlizZg3y8vLEYmAYBh4eHkhKSsLkyZPRtGlT8Hg8kabc69evY/DgwTAxMYGmpiZsbGywcuVKifVJ8/fff2PcuHFo3bo1F/9nn32G06dPi5Q7dOgQ90fJ4cOHFW5e3rBhA54/f44DBw5ATU2twvIRERFYuXIlli9fDicnJ7nPI4mBgQH3tb+/PwoLCzFjxgyRVgR1dXV8//33AIA9e/ZUqn66YyPkE/DNN98gKCgI/fv3x4YNG8T2R0dHw8PDA4mJiejXrx+GDRuGd+/e4fTp0wgICMDVq1fRpUsXkWMKCwvRq1cv5OTkYMiQIVBXV4epqSkAYPv27Vi8eDGMjY0xfvx46Ojo4J9//sHixYtx48YNnDlzpsJ5Zt++fQtXV1fk5uZi0KBBGDNmDHJzcxEZGYlff/0VW7duhbo6/yPs3bt3cHd3R0REBJycnDB79myUlZUhIiICP/zwAxYvXszNjPTXX39h3Lhx0NTUxJgxY9CkSRMEBgZi7dq1CAgIQEhIiNhchh8+fEC3bt1gbGyMsWPHoqCgAPr6+gD4H7pz586FoaEhBg8ejCZNmuDBgwfYsGEDgoODERwcDA0NjQp/RsuXL4eGhgZ69uwJMzMzvH//Hv/88w9GjRqFn3/+GfPmzQPAvxNasGABfvrpJ7HmPgsLiwrPA/DHkW3YsAFr166FnZ1dheVLS0sxZcoULmHfunWrwmPevn2LX375BZmZmTA1NYWHhwesra0BALdv3+ZiFXT9l9SCINh269YtdOjQQa5rAwCwpM5wdnZmAbDOzs6VPvbus0j27rNI9lFEbPUHRlTa4cOHWQBs69at2Y8fP0os0717d1ZNTY29dOmSyPZXr16xenp6rL29vch2c3NzFgDr5eXF5uXlieyLiopi1dXV2SZNmrAJCQnc9oKCArZnz54sAPbIkSMVxv3zzz+zANidO3eK7fvw4YPI9yNHjmQBsCtWrBArm5KSwhYXF7Msy7KZmZmsgYEBq6mpyT558oQrU1payo4ZM4YFwK5du1bkePA7E7PTpk1jS0pKRPY9f/6cVVdXZx0dHdm0tDSRfZs2bWIBsFu3bq3wWlmWZaOjo8W2ZWdns/b29qyBgQGbm5vLbY+NjWUBsFOmTJGrbmEFBQVs+/btWRcXF+56pkyZwgJgb9++LfGYdevWserq6uyDBw9YlmXZ4OBgFgDr7e0tVlYQW/kXwzDsxIkT2ZycHPbo0aNc+d9++40FwC5ZskSsrsePH3PH29rayv35R4mtDqHERirr/v37rJaWFqurq8uGh4dLLBMWFsYCYL/44guJ+xctWsQCYJ89e8ZtEyQ24eQgsHbtWhYA+8MPP4jtCw0NZQGwvXr1qjB2QWLz9fWVWS45OZllGIa1trZmi4qKZJY9cuQIC4CdPXu22L74+HhWXV2dtbKyEtkOgNXQ0GDfv38vdsz8+fNZAOz169fF9pWWlrKNGzdmO3XqJDOmimzbto0FwIaEhHDbqpLYvv32W1ZDQ0Pk5ykrsT1+/Jht0KABu3z5cm6brMSWmprKrlq1in348CGbkZHBpqens1euXGG7dOnCAmBHjBgh8kdATEwMq6amxhobG4v8IVRcXMwOHz6cS2xt2rSR+/OPmiIJqadSU1MxfPhwFBYW4ujRo2jfvr3EcoIu3qmpqRIf9kdERHD/CjcHaWlpSVxX69GjRwD4vd/K69atG7S0tPD48eMK4x88eDCWL1+OuXPn4urVq+jfvz/c3d1hZWUlUu7BgwdgWRaenp5o0KCBzDplxdaqVStYWVnh9evXyM7OFhlEbGlpCRMTE7FjBO+doLm2vAYNGnDvX0XevXuHzZs3w9/fH/Hx8cjPzxfZ//btW7nqkeX27dvYunUrfHx85GraKyoqwpQpU9C6dWusWbNGrnM0adIEa9euFdnWu3dvdOvWDc7Ozjhz5gwGDBiAGTNmAOC/tytWrMC6detgb2+PESNGwMDAAFevXkVCQgJatWqFhISESi2RRomNkHqouLgYo0aNQmJiIlatWoXhw4dLLZueng4AuHDhAi5cuCC1XPnu4E2aNJH4YZOVlQUA3PM2YQzDwNTUFElJSRVeg4WFBe7cuQMfHx9cvHgRJ0+eBAC0a9cOa9eu5TrAZGZmAgCaN29eYZ2yYgMAMzMzvH79GllZWSKJTVp5wXsn6bllZaSnp6Nz585ISEhAjx49uPFcampqePz4Mc6dO4fCwsIqnaOkpARTpkyBg4MDli1bJtcxmzZtwrNnz3Dr1i1oampW6fwNGzbEpEmTsHLlSty8eZNLbAB/KbQ2bdpg165dOH78ONTV1dGzZ08cO3YMY8eOBQDueao85CqZkJBQyUsQ1apVqyodTwipnHnz5uHmzZv43//+x/Usk0bQCWLXrl346quv5D6HtL+gBfWlpqaKjZVjWRapqalcmYp06NABp06dQnFxMR4+fAh/f3/8/PPPGDNmDJo1a4YePXpwnULkSZbCsUki6MhQPr6KrrV8Iqys/fv3IyEhAevWrcPKlStF9m3evBnnzp1TuG6BnJwcREZGAoDUzizdunUDwO+hOWzYMDx69AhlZWXo2rWrxPK+vr7w9fXF0KFDcfbs2QpjENz1lpWVie2bOHEiJk6cKLKtsLAQkZGRaNSoUaUSq1yJTTCbgSIYhqlU915CSNXs3bsXvr6+aNu2Lf78888K/+8Kejvevn27UolNmo4dO+Lvv/9GSEgIXF1dRfbdvXsXBQUF6N69e6XqbNCgAbp27YquXbuidevWmDx5Mv7991/06NEDLi4u4PF4CA4ORnFxsczmyI4dOwIAQkJCMHr0aJF9b968QXR0NKysrOROUl26dEFYWBju3LmDvn37VuqahEVHRwMAhg4dKrbvxo0bYtsE3fMrMyuHpqYmpk+fLnHf9evXERkZiSFDhqBx48Zcj8W+fftKbIJNTk7GxYsX0a5dO/To0YN7Xyty9+5dAPIvW3Pq1CkUFhZi+vTpcs2KwpHnYSPDMCyPx2MZhqn0i8fjyXMKIodq6TzyMrb6AyMqIzQ0lNXQ0GD19fXZly9fyn1cly5dWIZh2OPHj4vtKy0tFem4wLL8ziPm5uYS6xL0ijQ1NWWTkpK47YWFhaybm5vcvSIfPHjAZmZmim3fsmULC4D18fHhtn3++ecsAPa7774TK5+amirWK1JLS0ukM01ZWRk7btw4qb0i3d3dJcb47NkzVl1dnW3bti0bHx8vtv/jx49sWFhYhde6ceNGFgD766+/imz/888/uc4TBw8e5LZnZ2ezDMNIjauyKuoVWZ6sziNhYWFsWVmZ2PbTp0+zPB6PNTIyYv38/ET2Sfo5v3jxgjU1NWX19fXZhISESn3+VekZW0V/CbK0tI3KYWka5HorOzsbI0eORFFREbp3717hbA0eHh5cJ4pjx47B09MTY8eOxc6dO+Hs7AxtbW0kJCTg9u3beP/+PQoKCuSKw9ramhs75uDggNGjR0NHRwfnz5/Hq1evMHToULEmJ0l+//13+Pr6ws3NDdbW1tDX18eLFy9w8eJFGBsbY9q0aVzZX3/9FeHh4diwYQMuXryIXr16gWVZvH79GoGBgUhNTYWhoSH09fWxb98+jBs3Dl26dMGYMWPQuHFjXLlyBQ8fPoSrqyuWLFki13UC/KbSX3/9FbNnz0bbtm0xcOBAWFtbIzs7GzExMbh27RqmTp2K3377TWY9kyZNwg8//IB58+YhODgY5ubmePLkCa5evYoRI0bgzJkzIuV1dXXRuXNnXL9+HZMmTYKNjQ14PB4mTZpU61Olff3114iOjka3bt3QokULlJaWIiwsDDdv3oSmpiYOHTok9rx28eLFCAsLQ+fOnWFsbIzIyEicP38ePB4PZ8+eRcuWLSsXhDzZ2d3dnfXw8BB5ubq6cndl+vr6bMeOHdmOHTuyBgYG3J2ak5MT6+HhIc8piByq444t7GWMEiIjqkDa+CFprzVr1ogcn56ezq5cuZLt0KEDq62tzerq6rI2Njbs+PHj2TNnzoiUlXXHJnDu3DnW3d2d1dPTYzU1NVl7e3t227Zt3N1TRe7cucN6e3uzHTp0YA0NDVltbW3WxsaG/eqrryTeHWVmZrKrVq1i27Vrx2pqarIGBgask5MTu3r1arFhANevX2cHDBjAGhoashoaGmybNm3YVatWsTk5OWL1QsYdm8C9e/fYsWPHss2aNWMbNGjAmpiYsM7OzuyyZcvkvnN+/Pgx269fP9bIyIjV09Nj3d3d2StXrrAHDx4Uu2NjWf4Yw4EDB7KGhoYswzAsADY4OFiuc5VXnXds+/btY/v378+2bNmS1dbWZjU1NVkrKyt2xowZ3HshGA8ncPLkSbZnz56ssbEx26BBA7Zly5bsF198wUZFRXFlKvP5x7Bs5W+rSkpK0KdPH9y4cQPLli3DqlWruJH6hYWFWLduHTZu3IhOnTrhxo0bYqP4iWI6deqEsLAwODs74+HDh5U69l54FACggboaOrajOQIJIbXnzZs3lb4Lq8znn0JzRW7fvh3Xr1+Hra0tNmzYIJK4NDU1sX79etjZ2SEsLAxbtmxR5BSEEELqqZs3byq1foUS25EjR8AwjMxxI82bNwfLsjh27JjCwRFCCCGVpVBii4mJAcAf8f/+/Xux/e/evcP9+/cB8BedI4QQQgR69eql1PoV6hWpq6uLwsJCZGRkoGfPnvjmm2+4qXXCw8Oxbds2brFDXV3daguWEEJI3RcdHS11NpfqoFBi8/DwwKlTp8AwDCIjI8WWBxf0R2EYBp6enlWPkhBCSL0RHx9f6UH6laFQU+T3338PbW1tAPzkxfJXCeBegvFtWlpack+cWVWC2VEkvSRNeFpYWIi1a9fCxsYGWlpaaNasGWbNmoV3795V+tz379/HwIEDYWhoCB0dHXTt2pWb107V0NBCQkhtk2d9uqpQ6I7N1tYW//zzD8aPH889YxMkM0FyMzExwdGjR+VaxK66GBgYYOHChWLbyy++V1ZWhqFDhyIgIABdu3bFyJEjERkZCT8/P1y9ehV37txB48aN5TpncHAwvLy8oKWlhbFjx0JPTw+nT5/GmDFj8ObNGyxevLgarowQQuqPkSNHKvcEco3Gk+Ljx4/s1q1b2f79+7O2trasra0t6+XlxW7ZsoVNT0+vStWVJs+AUYEDBw6wANhx48aJTP2yZ88eFgA7a9YsueopLi5mra2tWU1NTfbRo0fc9oyMDLZNmzashoYGGxcXV5nLkKk6Bmg/fEEDtAkhtevkyZOVPqYyn38KNUUKGBoaYvHixfD398eLFy/w4sULXLp0Cd988w2MjIyqI+8qxb59+wDwl2QQnhbM29sbVlZW+PPPP8XWQpIkKCgI0dHRGD9+PJycnLjtBgYGWLFiBYqKinD48OFqj79qqC2SEFK7lD0xfpUSmzCWZZGXl1dd1SmksLAQhw4dwsaNG7F7925uJmlhBQUFuHv3Ltq2bSs2pxrDMOjbty9yc3Px4MGDCs8XEhICAOjXr5/YPi8vLwDAtWvXFLgSQgipv8ovFlvdqjQJckpKCjZt2oTz58/jzZs3YFkWJSUl8PX1RWpqKtTV1bFixYrqilWueIQnRgWAzp0749ixY7C2tgbA72ZaVlYGGxsbiXUItkdGRuKzzz6TeT7B2kaS6mratCl0dXW5MoQQQviUvUanwndsd+7cgYODA3bv3o24uDiUlpZy3fyTkpLg4+ODVatWcXc1yjZt2jRcvXoVqampyM3NxaNHjzBp0iTcv38fvXv3RnZ2NoD/Vts1MDCQWI9g4UBBOVnkqUueemoSNUQSQmqbsvOCQoktPT0dI0aMQFpaGgDx5WtGjRrFfX3x4sUqhCe/NWvWoFevXmjSpAkaNmwIJycnHDlyBJMmTUJ8fDz3XI0QQkj9plBi2717N1JSUkTGsAlzcHDgVl2t1KqnSuDt7Q0ACA0NBfDf3ZW0O6msrCyRcrLIU5c89RBCyKfEzc1NqfUrlNjOnz/PfX306FEMGzZMrIydnR1YlkVUVJTCwVUHQYIVLGxnZWUFHo8n9dmXrOdm5Qk/jysvJSUFOTk5ctVTo6gtkhBSy5KSkpRav0KJLTIyEgzDwMXFBWPHjoWamppYGUNDQwD8ZsvaJOgZKRikra2tDVdXV7x69Qrx8fEiZVmWxeXLl6GjowMXF5cK63Z3dwcABAYGiu0LCAgQKUMIIYQvOjpaqfUrlNgEY7xkTWIpmASZx6u2EQVSRURESBxqEBERgaVLlwIAxo8fz22fNWsWAGD58uUizai+vr6IiYnBhAkTuCnDAKC4uBgRERFiP4zevXvDysoKR48exePHj7ntmZmZ2LhxIzQ0NDB58uRquUZCCKkvlJ0XFOrub2xsjNTUVLx69Uri/uzsbISFhQEAGjVqpHh0cjp+/Di2b98ONzc3mJubQ0dHB69fv8bFixdRXFyM5cuXi7TpTpkyBSdOnMCxY8cQGxsLd3d3REVF4cyZM7C0tMT69etF6k9KSoKtrS3Mzc1FluFRV1eHn58fvLy84ObmJjKlVnx8PLZu3So2nRchhHzqxowZo9T6FUqbjo6OAICoqChs2bJFZBR5amoqpk6dipycHDAMIzIjh7J4enpiwIABeP36Nf744w/s2LEDd+/excCBAxEQEICNGzeKlOfxeDh37hx8fHzw/v177NixA6GhoZg+fTpu374t9zyRgnPfvHkTPXr0wIkTJ7Bnzx6Ympri+PHjKjlPJEsP2QghtezMmTNKrV+hO7Zhw4Zxz5WWLVsmsk+wcrbA8OHDqxCefNzd3Sv9LEtTUxNr1qyRa/UBCwsLsZ6fwlxdXeHv71+p8xNCyKeqsLBQqfUrdMc2depUkd5+rNBSNWVlZQD4Y9tsbGwwYcKEagiTEEJIfaGSM49oaWnh7NmzaNasmUhSA/5bn83U1BRnzpyBpqZmtQVLCCGk7mvTpo1S61e4a4qtrS2ePXuG7777DnZ2dtDW1oa2tjbs7OywfPlyhIeH1+habIQQQuqGK1euKLV+hRJbeHg4AP5YtXXr1uHZs2fIyclBTk4Onj17hg0bNsDY2BgAMGfOnOqLllQd9R0hhNRzCiU2Ly8vscHNknh7e8PX11eRUxBCCKmnevToodT6FUpsycnJ6Nu3L969eydxP8uymDlzJk08TAghRIxgAn1lUfgZW3R0NLy8vLhJg4VNnz4dBw4cqFJgRDmoJZIQUtukTe5RXRRKbIJekE+fPsXgwYNRUFDA7Zs6dSoOHTrEfS941kYIIYTUBIUS26+//sp9ffPmTXz++ecoKirCxIkTceTIEZEu/8HBwdUWLCGEkLpPJafU8vb2xk8//cTNxnHx4kVYW1vj2LFjAPjP2Fq1aoUbN26gQ4cO1RctqQbUGEkIqV3//vuvUutX+BnbV199he3bt3PJLSkpifu6devWuHHjBlq3bl09URJCCKk3BOtjKkuV1g5YuHAhtmzZIjL7iL29PW7evImWLVtWS4CEEELql+bNmyu1frkmQf7iiy9k7m/cuDHev38PhmFgYWEhMjEywzDYv39/1aIkhBBSbyj7EZVcie3QoUMi80FKw7KsSNup4E6OEpsKoUdshJBaFhAQgHHjximtfoWWrZFEnsRHah/lNUJIfSd3YpO1HhkhhBAiry5duii1frkSG41FI4QQUl1ycnKUWr9cia2yq1MTQggh0jx//hwODg5Kq79K3f0JIYTULB8fgGH4r4YNgbdvpZeNi/uvbEhIDQWoAqrceaS0tBRpaWkoLCyUWkbZy4ATQsinKD8f+P57oK6tDjZq1Cil1q/wHdv9+/fRv39/6OrqolmzZrC0tJT4srKyqs54CSGECDlwAHj9urajqJzAwECl1q/QHdvdu3fh6emJwsJC6i1JCCG1oGVLwMgIePoUWLECOHWqtiOSn6TlzqqTQndsPj4+3FI1DMNIHMNG49oIIUR5eDxg0yb+16dPA/fuKVZPaCgwcSJgbg5oaQEGBoCrK/DDD0BFnRfPnQN69QIMDQFdXcDREfjxR6C4+L9ngR4e4seZmpoqFqycFLpju337Nrc0jYaGBtq2bQsDAwOoqalVd3yEEEKkGDgQcHcHrl0Dli0DgoLkP7asDPj6a+Dnn//bpqsL5OYC9+/zXwcPAgEB/KRX3jffANu2/fe9oSHw4gWwdClw4QLQs6f0c7u4uMgfqAIUSmxFRUUAAAMDA9y9exdt2rSp1qAIIYTIZ/NmoFs3IDgYuHQJ6N9fvuPWrOEntSZN+F+PHQsYG/PvtkJDgUWLgEePgBEj+EmOJ9S+d/z4f0lt/Hj+XVrz5kBBAfD778D8+cCzZ9LPfeHCBaVOqaVQU6QgkXXp0oWSGiGE1KKuXYHhw/lfL18OyNPtIS6O34yprQ0EBgJz5vCTGgD8X3v3HhdVmf8B/DMDA4wM94tgxkVDK2QjUsRQkHyBmOUlNk1+CKmRl7RV3BXLEC0N3ZetWi838fJSUlvX1FZNEVQU1jvqmtaqoXILNXNRCBhgGJ7fH6c5cpgZ5sLAyPB9v15nmTnPc57zzNM63znnPBeJhLt9mJ8P9O4NXLoE7N//+FjGgLQ07nV0NLB9OxfUAO5WZnIy8OWXwMOHpvqEhjMqsCUkJIAxhqKiIuo8QgghZvbpp4CVFXD5MvD7es9t2roVUCq5q7sXXtCcx8EBGDeOe52T83j/5cvAzZvc6w8/5J6jtZaUBLQ1yuull17SXcl2MCqwvf/++wgJCUFJSQmmT5+OqqoqU9eLEEKInp59FpgyhXudlsbdTmzLqVPc39xcwMtL+7ZlC5evtPTxsZcucX8lEuDllzWXLxJxz/60UeiqYDsZ9YwtNjYWCoUCjDFs3rwZO3bswDPPPAM3Nze1vCKRCMeOHWt3RQkhhGi3ZAmwYwdw+zawfj0wZ472vKrZSmpruU2XurrHr3/9lfvr5gbY2Gg/pq21RK9cuYLAwEDdJzaSUYHtxIkTfDd/xhjkcjmuXr2q1sW/5crahBBCOs5TT3HB7K9/BZYte3wFp4lSyf1NTeU6nxjjSf5qb/dckaoARwGMEELMa+FCbtD2/fvCrviteXlxf1veYtSXhwf398ED4PcO8hpVVGhPG6d6eNdBjA5sjDGdGyGEkM7j4sIFN4ALbKrbhq2Fh3N/jx7luugbIiSE+6tQAKdPa87DGFBQoL2MgrYSTcCoW5HFxcWmrgchhBATmDMH+OIL4OefgU8+0Zxn6lTuluWDB9wYtpUrtZfX2MhtMhn3PjgYeOYZrmfkihVcJ5HWN+y2b2/7arCystKgz2Qoo67YfH19DdoIIYR0DqmU60gCAAcOaM7Tt+/jsWh//SuQmAj88MPj9KYmrlv/xx9zQezy5cdpIhG3ogDADQNISnrcGaW+Hti8GZg+nbt61EZTR0NTovXYCCHEwrz9NjcEoC1padwmEnGzhQQFceu7ubtzA61ffJG7misvV78ii48H5s7lXm/bxg3kdnUFHB2Bd97hZkKZMYNLt7NTP/fQtubbMoF2r8dWV1eHmzdvoqqqSutztYiIiPaehrSTSKTfjASEkK7PyoobtP3GG9rziETcFdmECdxMIcePc0Gsqoq72urXj3sWN348F6haW70aiIjgpuW6dAloaACeew6YPJkLevPnc/mcndWP3bdvX4dOqWV0YKuoqMCcOXNw8OBBNDU1ac0nEonaTDenwsJCpKen4/Tp01AoFAgKCkJKSgomTJigdxkNDQ1YuXIltm3bhvLycri6uuK1117DsmXL4Onp2YG1N4y1lRUUTUpzV4MQ0k5Lljy+1diW8eP1+zE7YACwbp1xdRk//vF0Xq1duMD97cDhaloZFdhqamowdOhQlJWVddnej8ePH8fIkSNhZ2eHt956Cw4ODtizZw8mTpyI8vJyzFf93GhDc3Mzxo4di5ycHISFhSEuLg5FRUXYtGkTjh07hrNnz8JD1TfWzMQ0HIMQ0kny8x/3mNQ0KXNwcHCHnt+oZ2xffvklSlt0eWk9ju1JH9fW1NSE5ORkiMViFBQUYMOGDfjss8/w/fffo1+/fvjwww8Fn0+brKws5OTkYNKkSTh9+jRWrFiBPXv24O9//ztu376Njz76qBM+jX6e5P8ehJCu5733uDkn7917fGX46BGQmQmMHcu9f+UVYNAg9WPF4o7t3mFU6QcPHuRfv/zyy/xVm5+fH2JiYvjA9uabbyIxMdE0NTWhvLw83Lp1C/Hx8YJfDk5OTvjwww/R2NiIrKwsneVs3LgRAJCRkSEIHNOnT0efPn2wY8cOyOVyk9ffGBTYCCGmdOoUN7uJtzfXE9PVldtmzOCe0z3/PPDVV5qPvaSacLKDGHUr8vr16wC4LpvHjx+Hra0tAG7xuF27duHbb79FXFwcysrKkJ+fb7ramsiJEycAADExMWppI0eOBACd9a6vr8e5c+fQv39/tSENIpEI0dHRyMzMxIULFzBs2DDTVLwdrK2tgAbu9Y+3yiG1tYFYLALABTwR/z+EEKLb7Lk2yD1sg8v/keDBr2L89psITs4M/fo1YeSrjYj/PzmaxEDpXfVjlcrmDq2bUYHt0aNHEIlEeOGFFyCRSPj9qiu38ePHIyQkBOfPn0dGRgbS09NNU1sTKSoqAgAEBASopXl5eUEmk/F5tLl16xaam5s1ltGy7KKioicisFmJH0etWnkDauUNZqwNIaSr+8NAbtOmWs5tmvj0D4K8vhFSuzZmUW4Ho25FWltz8dDBwQEAYPP7FM8tR5N7eXmBMYZ/6LM4UCdTLbPj5OSkMd3R0VHnUjz6lNEyn7l5ujrBVtLu0R2EENJu98pvw6YDv4+MKtnFxQVyuRy1v6934OzsjPv37+PcuXOoqKiAra0tzp07BwAoKyszXW2J0Zwd7OHc397c1SCEENy6Wggrq47rQGJUyZ6enmCM4eHva3/369cPACCXyxEQEAA/Pz/+6k0qlZqoqqajusrSdjVVXV2t9UrMkDJa5iOEEMLp6O9FowJbUFAQAOCnn34CYwzR0dF8Wn19Perq6vi12J7EWUdaPv9q7d69e6ipqdH67EylT58+EIvFWp/FtfUcjxBCurMRI0Z0aPlGBbaBAweiR48eUCqVuHr1KmbNmgUPDw8+mKm6ltvZ2WGparbMJ0jk72uW5+bmqqXl5OQI8mgjlUoRGhqKGzduqI15Y4zhyJEjsLe3x8CBbTxdJYSQbmjv3r0dWr6ImWjqkBs3bmD+/Pk4efIkFAoFwsLCsGLFCgzSNDrPzJqamtC/f39UVFTg7Nmz/Fi2qqoqhIaGoqSkBDdu3ICfnx8A4O7du6iqqoK3t7fgEnrLli2YOnUqJk2ahB07dvABff369Zg5cybeffddZGZmmqzerq6uePjwIaRSKZ577jmTlUsIIZ2psrISrq6uBh1z7do1yOVyuLi46F72hnVTeXl5TCKRMAcHB5acnMxSUlKYr68vA8BWrVolyJuUlMQAsC1btgj2K5VKNnLkSAaAhYWFsdTUVBYXF8dEIhHz9/dn9+/fN2mdpVIpA0AbbbTR1m03qVSq87uyw/t/HzhwAK+//npHn8ZgUVFROHnyJNLT0/HPf/6TnwR55cqVmDhxol5liMVi7Nu3DytWrMC2bduwevVquLq6Ytq0aVi2bJnJ54n09PTE/fv3YWdnB39/f4OOVf3a6c5Xe9QG1AYq1A5drw2Ki4tRX1+v3+TyJr2kaOHgwYNs0KBBTCwWd9QpiAFCQkIYABYSEmLuqpgNtQG1gQq1g2W3gUFXbOXl5Thy5AgePHiAXr16ITY2Fu7u7oI8R48eRVpaGs6fP893JiGEEEI6i96B7fPPP8eCBQugUCj4fVKpFOvXr0dCQgKqqqrw9ttvY//+/QDQZZezIYQQ0rXpFdguXryIefPmqQWruro6TJ06FUFBQZg+fToKCwsFXf4ZY/z0W4QQQkhn0Gsc24YNG9TGqAHcLPZKpRITJkzA+fPn+X2MMVhZWWHKlCn8SgCEEEJIZ9DrcurMmTN8QHNyckJERAQYY8jPz8dvv/3Gz7LBGINYLEZiYiLS0tLQp0+fjqs5IYQQooFega2srAyMMchkMly5cgW9e/cGAJSWliIwMBByuRyMMfj7+2PPnj0dvuw3IYQQoo1etyJramogEokQGhrKBzUA8PX1RVhYGH+b8quvvqKgRgghxKz0CmzNzdxqp5qmQHFxceFfh4aGmqhahBBCiHEM6rJYV1entr5aXV0d//revXsau/n7+PgYWT1CCCHEMAYFtuzsbK1TOTHG+EmDWxKJRGhqajKqcoQQQoihDApsugZd06DsJ9e7776Lu3fvwtvb29xVMRtqA2oDFWoHy24DvZatEYvFRk2NpepUolQqjaocIYQQYii9r9joaowQQkhXYLKFRgkhhJAngV7d/QkhhJCuggIbIYQQi0KBzcIVFhbi1VdfhbOzM+zt7REWFoZdu3aZu1o6bd++HdOnT8fAgQNha2sLkUiErVu3as1fXV2NlJQU+Pr6wtbWFn5+fvjLX/6Cmpoajfmbm5vxxRdfICgoCFKpFB4eHpg0aRJu376t9Rw5OTmIjIyEg4MDHB0dERUVhWPHjrX3o2pUUVGBNWvWICYmBj4+PrCxsYGXlxfi4uJw7tw5jcdYWhvU19cjJSUFERER6NWrF+zs7ODl5YXw8HBs2bJFsISWiqW1gTYrV67kJ6U/e/asWnp3aQetOnNVU9K58vLymEQiYQ4ODiw5OZmlpKQwX19fBoCtWrXK3NVrk6qe7u7u/OstW7ZozFtTU8OCg4MZABYTE8NSU1NZTEwMA8AGDRrE5HK52jHvvPMOA8ACAwPZggULWEJCArOxsWGurq7sp59+Usu/bds2BoB5eHiw2bNns9mzZzMPDw8mEonYN998Y+qPz1JTUxkA1rdvXzZt2jS2cOFCFhcXx6ysrJhYLGY7d+60+Db49ddfmZ2dHYuIiGDvvPMO++CDD9iMGTP4/z/ExMQwpVJp0W2gydWrV5mtrS2zt7dnANiZM2cE6d2lHdpCgc1CKRQK1rdvX2Zra8v+85//8PsfPXrE+vXrx2xsbFhJSYn5KqjDkSNH+PplZGS0GdgWL17MALDU1FTBflVw+PTTTwX78/LyGAAWERHBGhoa+P2HDh3ivwxaqqysZM7Ozszd3Z2Vl5fz+8vLy5m7uztzd3dn1dXV7fm4avbs2cNOnDihtr+goIBJJBLm4uLC6uvr+f2W2AZKpVJQNxWFQsGGDx/OALDvvvuO32+JbdBaY2MjCwkJYYMHD2YJCQkaA1t3aAddKLBZqJycHAaATZkyRS1t69atDABbunSpGWpmuLYCW3NzM+vVqxeTyWSspqZGkFZTU8NkMhnr06ePYP+kSZMYAJafn69WnuoLs7S0lN+XmZmptb2WLFnCALCsrCwjP53hVL++CwsLGWPdsw3Wrl3LALA1a9YwxrpPG6SnpzNbW1v2448/sqSkJLXA1l3aQRd6xmahTpw4AQCIiYlRSxs5ciQAID8/vzOr1CGKiopw584dhIeHw97eXpBmb2+P8PBw3L59G+Xl5fz+EydO8GmtaWqbJ60tJRIJAPCr03e3Nmhubsbhw4cBAAMGDADQPdrg0qVLWL58OdLT0/H8889rzNMd2kEfFNgslGrx14CAALU0Ly8vyGQyPk9X1tbnbLlfla+2thZ3796Fv78/rKysdObXdQ5N+TtSWVkZjh49Cm9vbwQFBemsn6Y6drU2aGxsxJIlS5Ceno7Zs2cjMDAQ2dnZmDJlCkaMGKGzfprq2NXaoKGhAYmJiQgODsaCBQu05rP0dtCXQXNFkq6jqqoKALfiuSaOjo58nq5Mn8/ZMp+h+XUdoyl/R1EoFJg8eTIaGhqwcuVK/ovI0tugsbERS5cu5d+LRCL8+c9/RkZGhl7101THrtYGixcvRlFRES5evKgxAOlTR6Drt4O+6IqNkC6gubkZb7/9NgoKCpCcnIzJkyebu0qdRiaTgTEGpVKJ8vJyrFu3Dps2bcLw4cNRXV1t7up1uDNnzmDVqlX46KOP+FuvpG0U2CyU6teUtl9O1dXVWn+ldSX6fM6W+QzNr+sYTflNrbm5GVOnTsXXX3+NhIQErF+/XpDeHdoA4CZj7927N2bOnIkNGzbg1KlTWL58uc76aapjV2mDpqYmJCUl4Q9/+AMWLlyoM7+ltoOhKLBZqLbudd+7dw81NTVa78N3Jbru6bd+HmBvbw9vb28UFxdrXHVC0/ODts6h65lGezU3N2PKlCnIysrCpEmTsHXrVojFwn+2lt4Gmqg6Lqg6MlhqG9TU1KCoqAiXL1+GjY0NPyhbJBIhKysLADBkyBCIRCL861//sth2MBQFNgsVGRkJAMjNzVVLy8nJEeTpygICAtCrVy+cOnUKtbW1grTa2lqcOnUK/v7+ePrpp/n9kZGRfFprqraJiIgQ5Ac6vy1VQe2rr77CxIkTsW3bNq0P+C21DbS5c+cOgMc9RC21DWxtbTFt2jSNmyp4jBkzBtOmTYOfn5/FtoPBzDrYgHQYhULB+vTp0+YA7eLiYrPVzxBPwgBtJyenTh+crBqn9OabbzKFQtFmfktsgx9//JHV1taq7a+trWWxsbEMAFu+fDm/3xLboC2axrEx1v3aQRMKbBasK0+ptXHjRpaUlMSSkpJYSEgIA8DCw8P5fRs3buTz1tTUsBdeeIH/R7hw4ULBFEJ1dXVq5beeQmjy5Mn8FEI3btxQy9/WFEK7du0y+edPT09nAJhMJmOLFi1i6enpalvLHyyW2gYODg5s1KhRbObMmSw1NZUlJCQwNzc3BoANGzZM8LkssQ3aoi2wdbd20IQCm4U7d+4ci42NZY6OjkwqlbLQ0FC1eQafRKp/tNq2pKQkQf5Hjx6xuXPnsqeffppJJBLm4+PD5s+fr/WXo1KpZGvXrmWBgYHM1taWubm5sYkTJ7KbN29qrVN2djYbNmwYs7e3ZzKZjEVGRrIjR46Y8mPzdH1+TVewltYGhYWFLDk5mQUGBjJnZ2dmbW3N3NzcWFRUFMvMzNR4FWtpbdAWbYGNse7VDprQQqOEEEIsCnUeIYQQYlEosBFCCLEoFNgIIYRYFApshBBCLAoFNkIIIRaFAhshhBCLQoGNEEKIRaHARgghxKJQYCOEEGJRKLARYoS7d+8iIyMDo0aNgo+PD2QyGSQSCZydnTFgwABMmDABn3/+OcrKysxd1U7j5+cnWFZFtYnFYjg4OODZZ5/F5MmTcezYMXNXVU1JSYmgzsOHDzd3lUg70JRahBigsbERixYtwtq1a6FQKHTmF4lEUCgUGpebsTR+fn4oLS3VK++8efPwt7/9rYNrpL+SkhL4+/vz7yMjI/m13kjXY23uChDSVdTX1yM2Nhb5+fmC/TY2NnjxxRfRs2dPyOVy3Lp1C7dv3wYAMG6icXNU1+wiIiLg4eGB6upqXLhwAQ8fPuTTVq9ejT/+8Y94+eWXzVhDYqkosBGip9mzZ6sFtZSUFKSlpcHZ2Vmw/+7du9i5cyfWrFnTeRV8wixdupS/pVdVVYWQkBA+4APAoUOHKLCRDkHP2AjRww8//IAtW7YI9qWlpeGzzz5TC2oA4O3tjXnz5uHmzZuwtlb//cgYw3fffYcJEybAz88PUqkUPXr0QP/+/TFz5kxcv35dYz2GDx8ueBZUUlKCvLw8jB49Gq6urrCzs0NgYCBWr16t9UrR2HO3h5OTE1577TXBvgcPHqjl2759O5KTkzF48GD4+PjAwcEBEokEbm5uGDJkCBYvXoxffvlF4zlatoufnx+am5uxadMmhIWFQSaTQSaTYdiwYcjOzja4/gcOHICtrS1fvqOjI/Ly8gwuh3QSsy2YQ0gXsmjRIsFaaB4eHkwulxtVVnV1NRs1alSba61JJBK2fv16tWMjIyMF+RITE7WW8ac//cmk59ZFtYitajt+/Lggfc6cOYL0pUuXqpURGBiocx06V1dXwSKrKi3z9OzZk19cs/UmEonY3r17BccWFxcL8kRGRvJpe/fuZRKJhE9zd3dnhYWFBrcP6TwU2AjRQ1RUlOCL76233jK6rNGjR6sFydjYWBYVFcVsbGwEX8CHDh0SHNs6sOH3VbZfeeUV9swzzwj2i8ViVlZWZrJz69JWYKusrGR+fn6C8r///nu1MgIDA5mdnR0LDg5mr7zyChs7diyLjo5mvXr1EpQdHBysdqymIObt7c2io6OZu7u7YH9AQIDgWG2B7ZtvvmHW1tb8/qeffppdu3bNoHYhnY8CGyF6eP755wVffKmpqWp5nnrqKZ2rfR89elSQNmbMGNbQ0MCn37hxg8lkMj59wIABgnO0Dmy+vr6spKSEMcaYQqFgI0aMEKRnZWWZ7Ny6tA5sERERLC4ujkVHRzNnZ2dB2rJlyzSWceXKFUGdVJRKJZswYYKgjNYBpnW7x8bGsrq6OsYYY/fu3WOenp6C9NLSUv5YTYHtH//4hyCo9e/fX+2HAnkyUecRQjrRt99+K3j/4MEDxMfHC/ZJJBL+9Q8//ICSkhL4+flpLG/hwoXw9fUFAFhbW+PVV18VjBOrqKjosHPrUlBQoLbP09MTX3/9NUaMGKHxGH9/f6xbtw4HDx7EtWvXUFlZifr6eo15r1+/jmeffVbr+VevXg2pVAoA6NmzJwYPHowDBw7w6RUVFfDx8dF47NWrV5GQkAClUgkAGDhwILKzs+Hu7q71fOTJQYGNED307NkT//3vf/n3mgZejx49Gv/73/9QWlqKCxcuaCynuLhY8P706dM6z11cXKw1uAwaNEjw3snJSfC+oaGhw85tjPv372PmzJnIzc1VK/f+/fsYOnQoioqK9CqrqqpKa5pMJlMLem21TWuVlZX86x49euDAgQMU1LoQ6hVJiB5ad0vPy8tTG6CdmZmJ3bt347333jPpuWtra7Wmubm5Cd6beiB4W+fW5fjx42hsbMTFixcREhLC7y8qKkJcXBx/NaTy8ccfC4KatbU1wsPDMX78eMTFxeG5554T5GdtjA9s3S6A8W1TV1eH+Ph4yOVyo44nnY8CGyF6mDhxIkQiEf/+l19+werVqw0up+XsFgCwc+dOfhC3tq11N3ljmePcEokEISEh2L9/P2QyGb//0qVL2Lx5syDvv//9b8H7U6dO4eTJk9i7dy92796NYcOGtasuhhg8eDCioqL498ePH8frr79Owa2LoMBGiB6CgoKQmJgo2PfBBx/gk08+MejLbsyYMYL3aWlparcIAe75z7p16zBnzhzjKvyEnfupp57C/PnzBfs++eQTwe3A1lfAPXr04F+fOXMG27dvN1l9dLGzs8P+/fsRFhbG7zt27BjGjRun9ZkfeXJQYCNET19++SWGDBnCv29ubsbixYvh4eGB4cOHY9y4cYiMjMSsWbO0lhETE4Po6Gj+fVFREQICAhAaGoqxY8ciOjoa/v7+6N27N2bPno2rV6+arP7mPDcAzJ07VzCY/eeff8bGjRv59y2DCAAMGTIEo0aNQnh4OIYOHdrpV0symQzZ2dkIDg7m9+Xm5mL8+PFtPp8j5keBjRA9SaVS5OXlYdasWYLnNbW1tcjPz8e+fftQUFAg+AK2trZGQECAoJzdu3dj5MiR/HulUonCwkLs378fR48eRUlJieB4UzLnuZ2dnTFv3jzBvoyMDP4KKC0tTfBsrKamBocPH8bp06fh7++PGTNmmLQ++nB2dkZubq6gI8rhw4fxxhtvoLGxsdPrQ/RDgY0QA9jZ2WHdunW4efMmFi9ejMjISHh5ecHW1hY2NjZwd3fHSy+9hMTERGzevBkVFRVYtGiRoAxHR0ccPnwYBw8eRHx8PPr27YsePXrAysoKLi4uePHFFzFt2jTs3LkT+/fvN2n9zXlugLtqc3Fx4d/fuXMHmZmZALhngIWFhYiPj4e7uzskEgl8fX3x/vvvo7CwEJ6eniavjz48PDxw9OhRwTPKQ4cOIS4ujoLbE4qWrSGEEGJR6IqNEEKIRaHARgghxKJQYCOEEGJRKLARQgixKBTYCCGEWBQKbIQQQiwKBTZCCCEWhQIbIYQQi0KBjRBCiEWhwEYIIcSiUGAjhBBiUSiwEUIIsSj/D6QM2CnV6/W8AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 5.555555555555555 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 3145 genes\n", + "intersection pct: 0.7051569506726457\n", + "precision: 0.006467408585055644 \n", + "recall: 0.5166557805355977 \n", + "random precision: 0.0013935241932547726\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:01<00:00, 67.87it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.00516813429104133\n", + "Area Under Precision-Recall Curve (AUPRC): 0.00470846819503055\n", + "EPR: 9.050969018467715\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/32 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 65.17857142857143 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 12455 genes\n", + "intersection pct: 0.5380362002678302\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "precision: 0.0008896322223674437 \n", + "recall: 1.0 \n", + "random precision: 0.0008897036558203398\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:37<00:00, 3.50it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + "100%|██████████| 128/128 [00:37<00:00, 3.43it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.001089655706624985\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0010879909943449513\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "EPR: 2.138138153979496\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: Default of the method has been changed to 't-test' from 't-test_overestim_var'\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING: It seems you use rank_genes_groups on the raw count data. Please logarithmize your data before calling rank_genes_groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/64 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 18.181818181818183 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2016 genes\n", + "intersection pct: 0.6733466933867736\n", + "precision: 0.0016101347946586042 \n", + "recall: 1.0 \n", + "random precision: 0.0016109338689983851\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 182.97it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.001706961686980613\n", + "Area Under Precision-Recall Curve (AUPRC): 0.001706215841548547\n", + "EPR: 0.3786770660905835\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 9.090909090909092 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2016 genes\n", + "intersection pct: 0.6733466933867736\n", + "precision: 0.010127897011699829 \n", + "recall: 0.6645782396088019 \n", + "random precision: 0.0016109338689983851\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 180.73it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.00807405603593987\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0076090242973365155\n", + "EPR: 9.751327485116486\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n", + "The DataFrame contains only the same values.\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 0.0 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2016 genes\n", + "intersection pct: 0.6733466933867736\n", + "precision: 0.0016101347946586042 \n", + "recall: 1.0 \n", + "random precision: 0.0016109338689983851\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 180.79it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.0014258581223062345\n", + "Area Under Precision-Recall Curve (AUPRC): 0.0014241163410038636\n", + "EPR: 0.9484335147300893\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6gAAALfCAYAAABsEe/lAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAADapElEQVR4nOzdd1wT5x8H8E8CBBARULSKIA4clbr3VrR1/nCi1tHaurq1rdZRFRVta9Xa1mrrrNZWLbhHh62jOGvdAxcKDpw4QJCd+/1xJiFkkMCFDD7v14uXd5d7nvsmHDHfPEsmCIIAIiIiIiIiIiuTWzsAIiIiIiIiIoAJKhEREREREdkIJqhERERERERkE5igEhERERERkU1ggkpEREREREQ2gQkqERERERER2QQmqERERERERGQTmKASERERERGRTWCCSkRERERERDaBCSoREZEeMpkMMpkM+/btk6S+ypUrQyaTYdWqVZLUR5Zl7Pcv9b1BREQaTFCJiKhQpk+frv7AnvvHzc0N/v7+CA0NRWRkJARBsHaoVECGfseurq7w8/ND586dsXz5cmRlZVk7VLty//59fPHFF3j55Zfh7+8Pd3d3eHh4oHLlyujVqxeWLl2KJ0+eWDtMIqIi5WztAIiIyHG88MIL6u2kpCQkJCQgISEB27dvx6pVq7B582a4urpaMULT1axZEwBQokQJSeqrVq0a3Nzc4OXlJUl91pL7d/z06VPcuXMHd+7cwa5du7BkyRLs2rULPj4+VozQ9gmCgM8//xyzZ8/Gs2fP1MdLliwJmUyG69ev4/r169i6dSs++eQTfPXVV3jzzTetGDERUdFhCyoREUnm7t276p/U1FScO3cOL7/8MgDg999/x5QpU6wcoekuXryIixcvomnTppLUt3v3bly8eBG9e/eWpD5ryfs7vn79OkaOHAkAOHbsGD744AMrR2jbBEHA0KFD8emnn+LZs2do1qwZNm7ciMePH+Pp06dITk5GUlISNm/ejP/9739ISkrCtm3brB02EVGRYYJKREQWIZfLERwcjG3btiEoKAgAsGTJEmRnZ1s5MpJSpUqVsHTpUoSEhAAAIiMjkZKSYuWobNeXX36JX375BQAwduxYHD58GH369IG3t7f6nFKlSqFXr17Ytm0b/vnnH/j7+1spWiKioscElYiILMrNzQ1hYWEAxC6hFy9eBADEx8erxzLGx8fj6tWrGDVqFKpUqQJXV1dUrlxZqx6lUolffvkF3bp1wwsvvACFQoGyZcvilVdewbp16/Id43rhwgW8++67qF27Njw9PVGyZEnUrFkTAwcOxMaNG6FUKrXONzYRzuPHjzFt2jQ0bNgQpUqVgkKhQPny5VG3bl289dZb2L17t06Z/CZJysnJwcqVKxESEgJfX1+4urqiYsWKCAsLMzoZT/v27SGTyTB9+nQIgoBly5ahWbNmKFWqFDw9PdGiRQv8/PPPRl8bKXTp0gUAkJmZiStXrug95+nTp/jiiy/QokULlC5dGq6urggICMDAgQNx+PDhfK+xa9cuDBw4EIGBgXB3d0fp0qVRt25dvP/++zrllUoldu/ejQ8++ADNmzeHv78/FAoFypQpg3bt2uGHH34o8jGziYmJiIiIAAB07NgRX331FWQymdEybdu2xbfffqt1zJQJt4YNGwaZTIZhw4bpPJa7fEpKCqZNm4Y6derA09NT/fdYr149yGQyfPTRR0bj27NnD2QyGeRyOW7cuKHzeHx8PMaOHYvg4GCULFkSJUqUQK1atTBmzBi95xMRQSAiIiqE8PBwAYBg7L+URYsWqc85ePCgIAiCEBcXpz72yy+/CCVLlhQACCVKlBA8PDyEwMBAdfmHDx8Kbdu2VZ8PQPDy8tLaDw0NFTIyMvRe/4svvhDkcrn6XDc3N6F06dJaxx4/fqxVRnV87969Wsdv3rwpVKpUSf24XC4XfHx8BCcnJ/Wxdu3a6cQQGBgoABB+/PFHnceePHkitG/fXl3eyclJ8Pb2FmQymfrYuHHj9D63du3aCQCEKVOmCD179hQACM7OzkKpUqW0Xp9p06YZ/P3kx5Tf8Zw5c9Tn/PfffzqPnzx5UvD399d6jp6enup9mUwmfPbZZ3rrTk1NFcLCwrSej6enp9Y9UK9ePa0yue8vAELJkiV17pk2bdoIz54903tNQ7///B4z5ssvv1SX3b9/v1llczN2L6m8/vrrAgDh9ddfN1h+3rx5Qo0aNQQAgkKhELy9vQUAQlxcnDB37lwBgFC+fHkhOzvb4HWGDRsmABDat2+v89jPP/8suLq6qp+zq6ur4O7urvU7/PPPPwvyEhCRA2MLKhERWVx8fLx6u3Tp0jqPjx49GsHBwfjvv/+QmpqKlJQU7Nq1C4DYstinTx9ER0ejfv362L59O1JTU/HkyROkpKRg9erVKFeuHLZt24YJEybo1P39999j4sSJUCqVCA0NxcmTJ5GWloaHDx/i6dOn2LVrFwYMGAC53LT/EqdPn44bN26gcuXK+Pvvv5GZmYlHjx4hIyMD8fHx+P7779G8eXOzXp/hw4dj3759UCgU+Pbbb5GcnIzHjx/j9u3b6slx5s2bhx9++MFgHYsWLcK+ffuwatUq9TjGmzdv4n//+x8AYNasWQZbNqXw559/AhBbnqtUqaL12J07d9C5c2fcunULffr0wbFjx5CWlobk5GTcu3cPU6dOhZOTEyZPnowtW7bo1P3GG28gKioKcrkcEyZMwM2bN5GcnIwnT57gwYMH+OWXX9CiRQutMs7Ozhg8eDC2bdum/l0/efIET58+xY8//gg/Pz/s378fn376qcVek7xULetly5ZF69ati+y6hkyfPh3JycnYvHkzUlJS8PjxY9y8eRPlypXD4MGD4eTkhLt37+Kvv/7SWz4tLQ0bN24EALz22mtaj/3111947bXXkJOTg08++QRxcXFIS0tDamoqLl68iLCwMDx9+hRhYWFsSSUibdbOkImIyL7l17qWlJQk+Pn5CQCE0qVLCzk5OYIgaLdwBQYGCk+fPtVb/qeffhIACLVq1RKePHmi95xjx44JMplMUCgUwr1799THHz16pG6lGzhwoKBUKk1+XjDQSvbiiy8KAIS1a9eaXJcgGG71OnLkiPpaS5Ys0Vu2b9++AgDB19dXSEtL03pM1YIKQNizZ49O2fT0dPXrP2vWLLNiVjH2O75+/bowcuRIrZbsvN58800BgDBo0CCD1/jqq6/0toT+/fff6roXL15coPj1+e+//wQAgoeHh85rKgiWaUFVtSC//PLLBYxaJFULqpOTk3DixAmDdXTu3FkAILz66qt6H1+7dq0AQHB3dxeSk5PVx3NycoTq1asbvacFQRBCQ0MFAMKYMWMMnkNExQ9bUImIyCKePHmC3bt3IyQkBLdv3wYAjBkzRm9L5XvvvYeSJUvqrWfFihUAgLffftvgEi2NGjVCcHAwMjMzsXfvXvXxDRs24OnTp3BxcTFpvJ8pVJPZ3Llzp9B1AcCvv/4KAPD398eIESP0nqMat5iYmGiwNatVq1bo0KGDznFXV1d07twZAHDmzJlCx1u+fHn1j4eHBwIDA7Fs2TIAQK1atbB48WKt89PT07F27VoA0NvCraJqgTt9+jTu3bunPr5y5UoAwEsvvYS333670PGrNG7cGOXKlUNqaipOnTolWb3GPHz4EID+XgTW0KVLFzRo0MDg40OHDgUAbNmyBU+fPtV5fM2aNQCAXr16wdPTU308OjoaV65cga+vr8F7GtD8zlWt70REANdBJSIiCRlLAIcMGWKwO2WrVq30Hs/JycGRI0cAiN0RP/vsM4P1P3r0CABw/fp19bFDhw4BEBPYChUqGA/eRD169MDhw4cxceJEXLx4EX369EHLli1RqlSpAtV37NgxAECHDh0MdjN+8cUXUbFiRSQkJODYsWPqbru5NWvWzOA1/Pz8AGheo8LInTzm9tprr2HJkiVwc3PTOn78+HGkp6cDAF555RWTrnH9+nX1equq32GPHj3MjjUzMxMrV67Epk2bcO7cOTx8+BCZmZk65926dcvsuh2Bob87ld69e8PT0xNPnz7Fxo0btSZcunfvnrobft7uvQcPHgQgroWsuvf0Uf0ucv/NEhExQSUiIsmokgpAbLnz9fVFgwYNMHjwYL2teyrlypXTe1w1thMQZ841xbNnz9Tbd+/eBQAEBgaaVNYU48ePx+nTpxEZGYlly5Zh2bJlkMlkCA4ORpcuXTBixAjUrFnT5Pru378PAKhYsaLR8/z9/ZGQkKA+P6/cLVh5OTuL/93nnbW2SZMmuHnzps75LVu2xKZNm/TWJTyfLVkQBNy9exfbtm3DxIkT8dNPP6FOnToYN26c1vmq1nPAcHKblxS/w/v376NTp044e/as+pibmxt8fX3h5OQEAHjw4AGUSiVSU1PNqrugypQpg1u3bknyRYEUDP3dqZQoUQJ9+/bFqlWrsGbNGq0Edd26dcjJyUH58uXVax2rqH7nWVlZJv3O09LSzA+eiBwWE1QiIpKMKpkwlyphyCsnJ0e9/fvvv6uXMjGVFF1683JxccGvv/6KyZMnY9OmTThw4AD+/fdfnDt3DufOncOCBQswZ84cfPzxx5JfW2oPHjzQm0CYkkDJZDJUqFABo0ePRs2aNRESEoJPPvkEDRs2VK+JCmj/DtPS0nRaWE25TkF8+OGHOHv2LMqUKYO5c+eia9euKF++vNY5AQEBuHXrVr5LFEklODgYt27dKrIuxfkx9HeX22uvvYZVq1Zh3759uHnzJgICAgBouvcOGjRIpx7V77xZs2bqHhBERKbiGFQiIrJZZcqUUbf+FaQboCohsUQXwnr16mHGjBnYvXs3njx5gr///htt27ZFTk6OupXVFKpWrPy6maoez6/Vyxzx8fEQBEHnx9i6q/q0b98eQ4cOhSAIeP/997WS0txJYVH9DrOystQtwN999x3eeOMNneQ0JycHiYmJZsdTGB07dgQgfjFw4MCBAtej+ptQdZ3WJykpqcD159a+fXsEBASo1yEGgJiYGJw4cQKAbvdewLJ/d0Tk+JigEhGRzXJxcUHTpk0BANu3bze7fMuWLQGI4zylmtRIH2dnZ3Ts2BE7d+6Eq6srBEHA33//bVLZxo0bAwD27t0LpVKp95yLFy8iISEBgNgt1xZNmzYNTk5OiImJwerVq9XHmzRpAoVCAaBwv0Nzyj548ECdvBmaBOjAgQNGEzxLeOONN1CiRAkA4phqU1tu894XPj4+AKC3e7bqfNXY5sKSyWQYMmQIAE2rqerfunXrol69ejplVGNb7969K1kcRFR8MEElIiKbNmrUKADAb7/9ht9++83ouXm7poaFhaFUqVLIzs7Ghx9+KElXTtWYWH1cXV3V3R1NXVd14MCBAICEhAQsX75c7znTpk0DAPj6+qJTp07mhFtkqlWrhgEDBgAQZx1WjXf18PDAoEGDAABz5szJd83LvL/D4cOHAwDOnz+P77//3qRYSpUqpe4arK8lOzs7u0jXP1Xx9fXFlClTAIhron788cf53pMHDx7EmDFjtI6pksLNmzfrLb969WpJJ35StZLGxMTg2LFj6pZUfa2ngDjhV1BQEACxq7W+ialys5UxuURkG5igEhGRTRsyZAg6deoEQRDQu3dvzJo1S2vindTUVOzduxfvvvsuqlatqlXWy8sLX375JQBxOZfevXtrjf979uwZdu7ciZ49eyI5OdmkeAIDAzFp0iQcOXJEK1mNjY3F4MGD8ezZM8jlcvXSLvlp2rQp+vbtCwB4//338d1336knCbp79y5GjhyJqKgoAGLiZ+4YzqI0adIkyGQyxMfHq5cHAoDPPvsMfn5+SExMRIsWLbBmzRqtZUsePHiAjRs3onfv3nj11Ve16uzQoYM6iX/vvfcwadIkreQrMTERy5cvVyeyAFCyZEl1K95HH32EPXv2qFshz507h27duuHYsWPw8PCQ/kXIx8SJE9WJ/IIFC9CqVSts3rxZ6/57+vQpduzYgT59+qBNmzY6LaWq1+jChQsYNWqUevma5ORkLFiwAG+99ZakS9nUqlVL3dL/9ttv4+bNm3ByclJ/8ZCXs7MzfvjhBzg7O+PAgQNo27Ytdu/erTVJ17Vr1/DDDz+gSZMmOksTEVExZ4W1V4mIyIGEh4cLAARz/0uJi4tTl4uLizN6blJSktCjRw/1+QCEUqVKCd7e3oJMJlMfc3Z21lv+s88+E+Ryufo8d3d3oXTp0lrHHj9+rFVGdXzv3r16jwMQ5HK54OPjI7i5uamPyWQyYcGCBToxBAYGCgCEH3/8UeexJ0+eCO3atdN6Hj4+PlrPbdy4cXqfm6pceHi4wddP9Ttq166dwXOMMed33LNnTwGA4O/vL6Snp6uPx8TECDVq1NB67UqXLi14eHhovaadOnXSqTM1NVXo06ePzu/fy8tLvV+vXj2tMseOHdOq29XVVfD09FS/vj/99JPR34mh339+j5lCqVQKM2bMENzd3bWek6enpzpG1U/p0qWFn376SaeOoUOHap3n7e2tvp/ff/994fXXXxcACK+//rpOWWPP25Bvv/1W63qdO3fOt8zmzZu1no+Li4tQpkwZwdXVVauuWbNmmRwHETk+tqASEZHNK1WqFLZv347ffvsNAwYMQKVKlZCRkYFnz56hYsWKeOWVV/D555/j0qVLestPmjQJp0+fxsiRI9VdDzMzM1G9enW8+uqr2LRpk8nrmO7atQuTJk1CmzZtEBAQoF4iIygoCG+88Qb+++8/jB071qzn5+Xlhd27d2PFihVo3749PD09kZKSgvLly6Nv377Yu3cv5s6da1ad1qLqOnvr1i0sWbJEffzFF1/EmTNnsGTJErzyyivw9fVFcnIyBEFAUFAQwsLCsHTpUkRGRurUWaJECWzcuBE7duxA79694efnh/T0dDg7O6Nu3br44IMPsHTpUq0yjRo1wtGjR9G/f3/4+vpCqVTC09MT/fv3x6FDhzB06FDLvhBGyGQyTJs2DdeuXcNnn32GkJAQ+Pn5ITMzE9nZ2QgMDESvXr2wfPlyxMfH64111apV+Oabb1C/fn24u7tDqVSiVatWiIyMxLfffit5zK+++ipcXFzU+4a69+bWq1cvxMbGIjw8HE2bNkXJkiXx5MkTuLq6ol69ehgxYgQ2b96M8ePHSx4vEdkvmSAU0dzqREREREREREawBZWIiIiIiIhsAhNUIiIiIiIisglMUImIiIiIiMgmMEElIiIiIiIim8AElYiIiIiIiGwCE1QiIiIiIiKyCc7WDoAcV+XKlXH//n24ubmhSpUq1g6HiIiIiIisJC4uDunp6ShXrhzi4+MNnsd1UMliSpQooV7AnoiIiIiIyN3dHc+ePTP4OFtQyWLc3NyQlpYGhUKB4OBgyGQya4dEJClBEJCUlAQA8PLy4j1ODoX3Nzk63uPkyGzx/r5w4QLS0tLg5uZm9DwmqGQxVapUwePHj+Hv74+jR4/C2Zm3GzmW7Oxs7Ny5EwDQvXt33uPkUHh/k6PjPU6OzBbv70aNGuHEiRP5Dv3jJElERERERERkE5igEhERERERkU1ggkpEREREREQ2gQkqERERERER2QQmqERERERERGQTmKASERERERGRTWCCSkRERERERDaBCSoRERERERHZBCaoREREREREZBOYoBIREREREZFNYIJKRERERERENoEJKhEREREREdkEJqhERERERERkE5igEhERERERkU1ggkpEREREREQ2gQkqERERERER2QQmqERERERERGQTmKASERERERGRTWCCSkRERERERDaBCSoRERERERHZBCaoREREREREZBOcrR0AERHZppgYIDYWCAoCate2djRERERUHLAFlYiItCQmAiEhQHAw0LOn+G9IiHiciIiIyJKYoBIRkZb+/YHoaO1j0dHAgAHWiYeIiIiKDyaoRESkFhMD7N0L5ORoH8/JAfbsER8nIiIishQmqEREpBYbW7jHiYiIiAqDCSoREakFBRXucSIiIqLC4Cy+RESk5uKi/7iTE9CuHWfzJSIiIstiCyoREamtXKn/eLt2wK+/Fm0sREREVPywBZWIiAAAWVnAqlW6x3v3BjZtKvJwiIiIqBhiCyoREQEAfvsNuHtX93hqatHHQkRERMUTE1QiIgIALFum2S5dWrN9+3bRx0JERETFExNUIiLCrVvA779r9j/6SLOdkFD08RAREVHxxASViIiwahWgVIrblSsDQ4dqHnv8GEhLs0ZUREREVNwwQSUiKuaUSmDFCs3+8OFAhQqATKY5xm6+REREVBSYoBIRFXN79gDx8eK2XA4MGyauh/rCC5pzmKASERFRUWCCSkRUzC1frtnu2hXw9xe3/fw0xzkOlYiIiIoCE1QiomIsMRHYvFmzP3KkZrtiRc02W1CJiIioKDBBJSIqxtasATIzxe3y5YFu3TSPsQWViIiIihoTVCKiYkoQtLv3qsaeqrAFlYiIiIoaE1QiomLqyBEgJkaz/+ab2o+zBZWIiIiKGhNUIqJiKnfrafv2QPXq2o+zBZWIiIiKGhNUIqJiKDkZWL9esz9ihO45eVtQBcHycREREVHxxgSViKgYWr8eePZM3PbxAfr21T0ndwtqejrw5EmRhEZERETFGBNUIqJiKHf33iFDADc33XNKlwYUCs0+x6ESERGRpTFBJSIqZk6fBv77T7Ovr3svAMhk2t18OQ6ViIiILI0JKhFRMbNihWa7SROgbl3D5+bu5ssWVCIiIrI0JqhERMVIWhqwZo1m31DrqQpbUImIiKgoMUElIipGNm/WTHbk4QG8+qrx89mCSkREREXJ7hLUvXv3okePHihbtizc3d1Rq1YtTJ06FampqQWuc+PGjejQoQN8fHzg4eGB+vXrY968ecjKyjJa7v79+xgzZgyqVq0KNzc3lC9fHgMGDMCpU6cMlomPj8eKFSvw1ltvoVGjRlAoFJDJZBg2bJjRaw0bNgwymcykn+vXr2uVXbVqVb5lJk6caOrLRUR2bNkyzfaAAYCnp/Hz2YJKRERERcnZ2gGYY+HChRgzZgwEQYC/vz8CAgIQExODWbNmYePGjThw4ABKly5tVp3jxo3D/PnzAQDVqlWDh4cHzp07h/Hjx2P79u3YtWsXXF1ddcrFxsaidevWuHfvHjw8PBAcHIxbt24hMjISW7ZsQVRUFEJDQ3XKff311/jmm2/Mfu41atRAq1atDD5++fJlPHjwAAEBAQgICNB7TqlSpVCnTh29j1WuXNnsmIjIvly5Auzbp9nPr3svwBZUIiIiKlp2k6AeP34cY8eOBQAsWbIEI0eOhEwmw+3btxEaGorjx49j5MiR2Lhxo8l1bt68GfPnz4erqysiIyPVCeXFixfRrVs3REdHY/LkyeoEVkUQBISFheHevXvo0qUL1q9fDy8vL2RnZ2PmzJmIiIjA4MGDcfnyZVSoUEGrrK+vL7p3744mTZqgSZMm2LRpE1bknrHEgMmTJ2Py5Ml6HxMEAUFBQXjw4AFee+01yOX6G8YbNGiAfbk/nRJRsbJypWa7dm2gefP8y7AFlYiIiIqS3XTxjYiIgFKpxNChQzFq1CjIZDIAgJ+fH9atWwe5XI5NmzbhzJkzJtc5Y8YMAMCECRO0Wjtr1aqF5c8XCVy0aBEePHigVW7r1q04deoUvLy8sHbtWnh5eQEAnJ2dMXPmTLRt2xYpKSmYN2+ezjWnTJmCHTt2IDw8HN26dYO3t7dZr4M+0dHRuHbtGgDk21WYiIqnrCxg1SrN/ogR4jIy+cndgnr3LpCdLXloRERERGp2kaCmpKTgjz/+AACMGjVK5/Hq1asjJCQEABAVFWVSnVeuXMHp06cN1hkSEoKgoCBkZGRg27ZtWo+prhEWFgYfHx+dsqr6IiMjTYqlsFY9/9TZqlUrBAUFFck1ici+/PabmGACgEIBDB1qWrncLahKJXD/vvSxEREREanYRYJ68uRJZGRkwNXVFU2bNtV7Tps2bQAAR44cMalO1XlVq1ZFxdxNBCbUqdpv27at0XK3bt1CgoUHbaWmpmLDhg0AgDfeeMPouTdu3MCwYcPQsWNH9OjRA+PHjzf59SIi+/a8UwgAoHdvwNfXtHIeHsDzTiIAOA6ViIiILMsuxqBevnwZAFCpUiW4uLjoPadatWoAgEuXLplVp6qcqXVmZmYiPj7eaNmAgAAoFApkZmbi0qVLBhNgKWzYsAEpKSkoUaIE+vfvb/TcuLg4xMXFqfd37tyJefPmYeDAgVixYgVKlChhsTiz2S+QHFDu+9qW7/Fbt4DffnMCIPbpfeONHGRnCyaX9/NzQlKSWPbmzRw0aGB6WbJf9nJ/ExUU73FyZLZ4fwuCaZ8f7CJBffToEQAYnaFX9djjx48tWmdSUhKUSqXRsjKZDN7e3rh//77J8RTUjz/+CADo06cPPA2sF+Hj44NPPvkE//vf/xAUFITSpUsjPj4eP/30E+bMmYP169cjJyfHpC7JS5YswdKlS02K7cKFC+rtP//806QyRPbKlu/xyMgaUCpfBACUK5eKZ8/+xs6dppdXKFoAKAcA+PPPc3Byipc+SLJptnx/E0mB9zg5Mlu5v5OSkkw6zy4S1PT0dACAQqEweI5qKZi0tDSL1qkqJ3U8BREXF4fo6GgAxrv39uzZEz179tQ6VqNGDcyaNQt169bFgAEDEBUVhQMHDqB169ZGr3nnzh2cOHGi8METUZFQKoG//66k3u/U6QYMTPRtUOnSmve9x4/dpAqNiIiISIddJKhubuIHoszMTIPnZGRkAADc3d0tWqeqnNTxFMTq1ashCAICAwPRoUOHAtXRv39/fPXVV/j333+xadOmfBPUChUqoGHDhibVfeHCBXWC3rlzZzg728XtRmSy7Oxs9beStnqP794tw/37TgAAuVzA7NnV4e9f3aw6Dh+WY+9ecdvdvTq6dzc8NIIchz3c30SFwXucHJkt3t+qFVTyY/1ITaCaKVfVLVcf1WP6ZtWVsk4vLy/I5XIolUqDZQVBwJMnT8yKx1yCIOCnn34CALz22mvqZXcKomXLlvj3339x5cqVfM8dPXo0Ro8ebVK9jRo1Ure2Ojs728QfBpGl2Oo9/nwUAACgWzcZKlc2P0Z/f8323btyODvbxfx6JCFbvb+JpMJ7nByZrdzfpuYrdvEpo0aNGgDEWWizsrL0nnP16lWtc02tMzY21uA5+upUKBQIDAw0WvbmzZvq1lVT4zHXP//8g7i4OMhkskKvfarqqmwrA6iJSBqJicDmzZr9ESMKVk/ued44iy8RERFZkl0kqA0aNIBCoUBGRgaOHj2q95z9+/cDAFq0aGFSnc2bNwcgjuM0tBSMoTpVZVWPGyrn7+8P/9xNDxJSrX3apk0bVK1atVB1nTt3DgAsFisRWceaNYBqJEL58kC3bgWrJ/daqLdvFz4uIiIiIkPsIkH19PRE586dAUDvDLJXrlzBnj17AAD9+vUzqc4aNWqgTp06Buvcs2cPYmNjoVAoEBoaqvWY6hpRUVF6Z+lV1RcWFmZSLOZKSUlRr31a2NbTM2fO4I8//gAAvPLKK4UNjYhshCBor306bBhgYJWufOVuQX38GLDg3G9ERERUzNlFggoAU6dOhUwmw5o1a7B06VL1Ojp37tzBq6++CqVSiV69eqFevXpa5SpXrozKlSurE7rcwsPDAQBz5szB9u3b1ccvXbqEEc/7wr3zzjsoW7asVrlevXqhbt26SEpKwuDBg9VTJufk5GDatGmIjo5GiRIlMG7cOOlegFw2bNiA1NRUeHh45JsEJycnY8CAATh06JDO2kN//vknunbtipycHNSrVw99+vSxSLxEVPSOHAFiYjT7b75Z8LpeeAHIPWyErahERERkKXaToDZp0gRfffUVAHGinsDAQDRs2BBVqlTB8ePHUbNmTSxbtkyn3PXr13H9+nWkpKToPNa3b1+MHTsWGRkZCA0NRVBQEOrXr4/g4GDExcWhdevW+Pzzz3XKyeVyREVFoVy5cvj9999RsWJFNG7cGH5+foiIiICLiwt+/vln+OXuF/fcwYMH4evrq/5ZvHgxAGD9+vVax9evX2/wtVB17+3Xrx9Klixp9HVTKpWIjIxEq1at4OXlhfr166NZs2YoX748unTpgtu3byM4OBjbtm2Dk5OT0bqIyH7kbj1t3x6obt7EvVpcXMQkVYXjUImIiMhS7CZBBYCxY8fir7/+QteuXZGamoqYmBgEBgZi8uTJOHbsGHx9fc2uc8GCBYiMjES7du2QmJiIy5cvo3bt2pgzZw727NmjtaxMbjVq1MCZM2fw3nvvoWzZsjh79iwAMWn8999/0bt3b73lsrKy8PDhQ/WPahmWjIwMreO511vNLffap6Z07/Xw8MDcuXPRp08fVKhQAdevX8eJEyeQnZ2NDh06YNGiRTh27BgqVaqUb11EZB+Sk4Hc33GNHFn4OjkOlYiIiIqC9ecbNlPHjh3RsWNHk8/P261Vn7CwsAKNF33hhRewcOFCLFy40OQy7du3NykmQ6pUqQKlUmny+S4uLhbrakxEtunXX4Fnz8RtHx9Ait77FSsCz1eNYgsqERERWYxdtaASEVH+co92GDIEMNARxCxsQSUiIqKiwASViMiBnD4N/PefZr+ga5/mxbVQiYiIqCgwQSUiciArVmi2mzQB6taVpl62oBIREVFRYIJKROQg0tKANWs0+1JMjqTCFlQiIiIqCkxQiYgcxObNwJMn4raHBzBwoHR1521BLcRcb0REREQGMUElInIQuSdHGjAA8PSUru7cLajp6cDjx9LVTURERKTCBJWIyAFcuQLs26fZl2pyJJXSpQFXV80+x6ESERGRJTBBJSJyACtXarZr1waaN5e2fplMu5svx6ESERGRJTBBJSKyc1lZwKpVmv0RI8SEUmqcyZeIiIgsjQkqEZGd++034O5dcVuhAIYOtcx1OJMvERERWRoTVCIiO7d8uWa7d2/A19cy12ELKhEREVkaE1QiIonFxADbton/WtqtW2ILqorUkyPllrsF9fjxonl+REREVLwwQSUikkhiIhASAgQHAz17iv+GhIjHLWXVKkCpFLcrVxavZym5l605erRonh8REREVL0xQiYgk0r8/EB2tfSw6WlyT1BKUSmDFCs3+8OGA3ILv6j/8oHvMks+PiIiIih8mqEREEoiJAfbuBXJytI/n5AB79limO+yePUB8vLgtlwPDhkl/DZWYGODUKd3jlnx+REREVPwwQSUiksDVq8bXdYmNlf6auSdH6tYN8PeX/hoq+cVviedHRERExQ8TVCIiCVSrJhh9vEoVaa+XmAhs3qzZt+TkSAAQFFS4x4mIiIhMwQSViEgCd+4Yb0ENDwfS0qS73po1QGamuF2+vNiCakm1awMdOgBOTrqPubhoJmoiIiIiKgwmqEREhZSRIce77xp/O928GejUCXj4sPDXEwTt7r3DholJoqVFRgLt2ukez8oC2rcHTpywfAxERETk2JigEhEV0oYNNdRjUJ2cgA0bgK1bgf/+A7p315x36BDQqpVmYqOCOnJEe1Ki4cMLV5+pfH2B3buB8+fF5zd7tmbW4IcPxSVnDh8umliIiIjIMTFBJSIqhBs3PLF5c3X1/ocfAn37AqGhQOPGwJYtwMiRmvMvXQJatABOniz4NXO3nnboUPTjP2vXFp/f5MnAunWAs7N4PCkJePllYN++oo2HiIiIHAcTVCKiAlIqge+/r4fsbPGttFIlYPp07XOcnYElS4AZMzTH7t4F2rYFdu0y/5rJycD69Zp9S0+OlJ/+/YGNGwGFQtxPTQW6dgX+/NO6cREREZF9YoJKRFRAP/4ow4ULZdT7ixYBHh6658lkwLRpwIoVmkmGUlLE7r8//WTeNX/9FXj2TNz28QH69Clg8BIKDQW2bwfc3cX99HTx2HffAdu2cY1UIiIiMh0TVCKiArh3D5g4UfMW2revEj16GC/z5ptiIleihLifnQ28/jrw2WfixEemWLZMsz1kCODmZmbgFvLKK8AffwAlS4r7mZnA++8DPXsCwcHi+NTEROvGSERERLaPCSoRUQF8/DHw5Ik4MZK7exa++sq0dVa6dgX++QcoV05z7NNPgXfeAXJyjJc9fVqceEnF2t1782rbFvj7b82Y1Nyio4EBA4o+JiIiIrIvTFCJiMz011/AL79o9ocOvQA/P9PLN24sznZbXTO3En74QZxcSdV9V58VKzTbTZoAdeuafs2i4ukptgznlZMD7NnD7r5ERERkHBNUIiIzpKUBb7+t2a9R4xE6d44zu56qVYGDB4FmzTTHtm4FOnbU3xU2LQ1Ys0azn3tmYFsSG2v88WPHiiYOIiIisk9MUImIzDBrFnD1qrjt5CTg7bdPqyc+MlfZsmKrYmio5tiRI0DLlsC1a9rnbt4MPHkibnt4AAMHFuyalpbfkjeffAIcP140sRARERVnN2964ujR8nbXe4kJKhGRic6fB778UrM/dqyAKlWSC1VniRLiMi2jR2uOXbkirpWaO5HLvfbpgAFiV1pbVLu2uDaroaT93j2gdWtg7dqijYuIiKg4iIkB5swBqlWT4/33Q/DZZ81Qr56zXU1WyASViMgESqWYRKrGVwYGAlOnmjYxUn6cnYHvvxdbZ1Xu3wfatRNnxv39d2DvXs1jtjY5Ul6RkWLsuVWvDsif/4+Tng4MHiy2pubkiP+ZcjkaIiKiglElpQEB4sz5EycCN25op3l79wK9e1spQDPpmWuRSFoypVLsm6hvak8VZ2fN+hQq2dniYpGm8vAAXFy0j6WmAllZppWXy4FSpbSPKZVAshktZO7ugKur9rG0NCAjw/Q6vL11j6n6dprC1VWzIKVKRoYYh6lKldJkEyrJyeLrYQoXF90FQbOyxN+HqUqW1L1nUlL0z8Cjj5OTbjNjTg7w9KnpMZQoASgUAMQJig4eBNzxDApkYumXgEdWNpxV96i+e1wmA7y8tI8JApCUpHMpGYBP3wWq+AAffABk5wBIBXp1dUMGNGvJlCgBBPmnA0/STX8eXl5iLLklJZm+to1CoVkbRyUz0+CMTr7OwO6NwMWLYlflqlWBWk08sXufE/r3Bx49Es/7fu5TRC3LweMnmrJtWgOrVgFlyuSplO8RGkX1HpFt5P7me4Qo13uE2rNn4t+HKcx4jzDIzU13van0dPHHVEX8HqGXp6du14unT/Of3lylIO8Ree9xLy++RwD8HKFiB+8RDx+KSeeZs5qH85yNdGg+Rxw4ICaztWub/hSsQiCykIYNGwoAhIbin5Lxn3btdCvYuzf/crl/Nm/WraNnT9PLBwbqlo+LMy+GBQt06xgzxrw69DGn/JgxuuUXLDCvjrg43ToCA00v37OnbvnNm82LYe9e3TratTO9fL16uuVPnjQvhh9/FARBEO7eFQRv7+eH8Lrp5b28dGN4/NisGMIRrnVILheEVZXDzXsejx/rxuHlZXr511/XLf/jj+bFcPKkIAiCcPWqINSp8/wQ6plenu8Rmh99zCnP9wjxR8L3CC2vv256eQneI4TwcN06wsPNq8OG3iO01Ktnenm+R2h+9DGnPN8jxB8HeY/I+zli4ULdKouKOjdo2NDoeeziS0SUj48+0nz5nPfL9aKmVAJx8daNoTCqVgUOHQI6dbJ2JERERPbn4UNrR2B5TFCJiIzYtUt7Qp9GDa0Xi6MoWRJ4911rR0FERGRfEhOB+vULV0dIiCShWJRMEATB2kGQY2rUqBFOnDiBapUr4+J//8GZY1BNw7EjIhsYO/IMJVCnkUK95EuzZsChv59Bni2OHcnOzsaff/4JAOjcubPuPV6I8WUXLwLNW2iPHVFxRTpOHU5HrVomPhEbHF8WEwM0C34KJ+gfX3bkMLSfH98jNIroPcLo/c33CBHHoIrsdAyqzj3OMagifo4Q2dh7RGKiOEHjs2cCvGD6e0TuzxGtWwP795tcVHKq3KBhw4Y4bmTNOU6SRBYnyOXim6WxBFUfZ2f9b7LmyPvmZi5V7IXh7q77Rm+uwsbg6qr7H5658v6nay4Xl8I/j7wfPszl5GRWDLMma9YjdXICli4F5CVLAHj+QSw7G9mqmEy9x2Uyk2Ko1Rxo2AGIjgZy53BOTkCrdm6o1dzNYFmT5P1QbC6FQvc/XTPUrg006eCpNTsxID6/du3E558vvkdoWOI9wtz7uxi+R+hVooRusmYOE98jjNKXtJrLyu8RAAq/nlZ+7xGm3ON8jxDxc4TISu8RmuQUAGRIgvkxtG4trqluD9jFl4hIj3PngLlzNfsffwzUrVu0MehbrqVdO+DXX4s2DkuJjNT9/OpIz4+IiKiwtJNT0/n7CwgNjcXIkWdw+nQ29u8HfH0tE6PU2IJKRJRH3jVPK1cGpk0r+jh8fYHdu8XusLGxQFCQHUwNbwZfX3E5mTt3xP2ffxbXRyUiIiIxOa1a1fTk1NUVmD4dCA0FatTIwc6d5wEAte3swwMTVCKiPJYvF2eaVVm8uPC9vAqjdm3HSkwNqVLF2hEQERHZju7dTR/y2rAh8OefmlZSU4fa2iImqEREudy9C0yYoNnv3x/o2tV68RAREVHxc/AgcPRo/ue5uoq9rVq1snxMRYUJKhFRLrnXPC1VCvj6a2tGQ0RERMXRG2/kf46HBxAfbz9jS03FSZKIiJ77809g3TrN/hdfABUqWC8eIiIiKl4SE8Vl7a5cMX6eoyanABNUIiIA4gQEb7+t2W/eXJwoiYiIiKio9O8PHDtm/Bx3d8dNTgF28SUiAgBERABxceK2s/PzNU/5FR4REREVkZgY6KwPrs9ffzlucgowQSUiwtmzwLx5mv2PPwbq1LFePERERFT8nDhh/HG5HGjf3rEmRNKH7QNEVKzZypqnREREVHwlJuY/tKhJE+DXX4smHmtigkpExdqyZcDhw5r9xYuBEiWsFw8REREVLwcPApUqifNhGFKnDnDkiGN37VVhgkpExVbeNU8HDOCap0RERFQ0Dh4EatQAWrcG0tKMn/vJJ0UTky3gGFQiKrY+/BBIShK3vbyABQusGw8RERE5vsREoFcvMUE1VcOGFgvH5rAFlYiKpT/+ANav1+xzzVMiIiIqCv37m5ecNmsG1K5tuXhsDRNUIip28q552qIFMGqU9eIhIiKi4sHUpWRUPD2BHTssF48tYoJKRMXOzJniAteAuObpkiVc85SIiIgsL7+lZHIrVQq4dq14TIyUGz+SEVGxcvYsMH++Zn/cOK55SkREREXjyy9NO69ZM+Dq1eKXnAJMUImoGFEqxa68qjVPq1QBpk61bkxERETk+BITgbp1xS/KjfHwAA4cKD5LyujDWXyJqNhYulR8w1fhmqdERERkaYmJQPXqwJMnxs+rWhX499/im5iqsAWViIqFO3eAiRM1+wMHAl26WC8eIiIiKh66d88/OQWA7duZnAJsQSWiYiL3mqfe3lzzlIiIiCzv4EHg6FHj58jlQPv2xWspGWPYgkpEDu/334Fff9Xsz5kDlC9vvXiIiIioeHjjjfzPadJE+3NKcWd3CerevXvRo0cPlC1bFu7u7qhVqxamTp2K1NTUAte5ceNGdOjQAT4+PvDw8ED9+vUxb948ZGVlGS13//59jBkzBlWrVoWbmxvKly+PAQMG4NSpUwbLxMfHY8WKFXjrrbfQqFEjKBQKyGQyDBs2LN84ZTKZ0Z/y+XziPnnyJAYMGIDy5cvDzc0NVatWxZgxY/DgwYN8r01kr1JTtdc8bdkSGDHCevEQERGR41NNinTlivHz6tQp3hMi6WNXXXwXLlyIMWPGQBAE+Pv7IyAgADExMZg1axY2btyIAwcOoHTp0mbVOW7cOMx/vuZEtWrV4OHhgXPnzmH8+PHYvn07du3aBVdXV51ysbGxaN26Ne7duwcPDw8EBwfj1q1biIyMxJYtWxAVFYXQ0FCdcl9//TW++eabgr0AzzVu3FhvTGXKlDFYZtOmTRg4cCCysrJQrlw5BAcH49KlS/j2228RFRWFAwcOoGrVqoWKi8gWzZwJXL8ubnPNUyIiIrI0UydF8vAA9uwpkpDsit18TDt+/DjGjh0LAFiyZAlu3LiBEydO4Nq1a2jUqBEuXLiAkSNHmlXn5s2bMX/+fLi6umLr1q2IjY3F6dOnce7cOVSpUgXR0dGYPHmyTjlBEBAWFoZ79+6hS5cuSEhIwPHjx5GQkICpU6ciMzMTgwcPxp07d3TK+vr6onv37pg+fTp27tyJ4cOHm/1aqBLKvD9bt27Ve35CQgKGDh2KrKwsTJ06VSveLl264M6dOxgwYAAEQTA7FiJbduaM9pqn48cDL71kvXiIiIjI8YWEmDYp0p9/suVUH7tJUCMiIqBUKjF06FCMGjUKMpkMAODn54d169ZBLpdj06ZNOHPmjMl1zpgxAwAwYcIErdbOWrVqYfny5QCARYsW6XSB3bp1K06dOgUvLy+sXbsWXl5eAABnZ2fMnDkTbdu2RUpKCubNm6dzzSlTpmDHjh0IDw9Ht27d4O3tbdbrUBBz587Fs2fP0LZtW8ycORPOzmLDee74jx07hh07dlg8FqKiolrzNCdH3K9aFZgyxboxERERkeMyda1TuVxMYlu1Kpq47I1dJKgpKSn4448/AACjRo3Sebx69eoICQkBILYumuLKlSs4ffq0wTpDQkIQFBSEjIwMbNu2Tesx1TXCwsLg4+OjU1ZVX2RkpEmxWNqGDRsA6H+ePj4+CAsLA2A78RJJYckScS0xFa55SkRERJai6tabX3IKcFKk/NjFGNSTJ08iIyMDrq6uaNq0qd5z2rRpg7///htHjhwxqU7VeVWrVkXFihUN1hkbG4sjR45odcVVlW3btq3BcgBw69YtJCQkGKy/oCIiInD79m1kZ2ejYsWKCAkJwYABA/SOS7158yYSEhLyjXf58uUmv3YFkZ2dbbG6ifIS1zx1AiD2tBg4UImOHZWQ+jbMfV/zHi8oze8pOztb8t8RFRzvb3J0vMdJCjExwL59MsyfL8OTJ/m3/dWpo8SBA0oAsOj/ebZ4f5s6nNAuEtTLly8DACpVqgQXFxe951SrVg0AcOnSJbPqVJUztc7MzEzEx8cbLRsQEACFQoHMzExcunRJ8gR15cqVWvurV69GeHg4Nm7ciIYNG2o9pnqeCoUC/v7+eutTPY9r164hKyvL4GsMiON/ly5dalKcFy5cUG//+eefJpUhksLcuY2RnCz+3Xl4ZKJLlz3YuTPDotfkPV4w6emdAbgBAA4fPoTHjx9bNyDSi/c3OTre42Su5GQFPv+8KS5cMDxJaV4eHpkYP343du7MtGBkumzl/k5SLUifD7tIUB89egQARmfoVT1m6oebgtaZlJQEpVJptKxMJoO3tzfu378v6Yetnj17YujQoahXrx78/f2RkpKCv//+G59++imuXbuGV155BSdPnkRAQIC6jOp5+vj4qMft5qV6HkqlEsnJyUZnA75z5w5OnDgh2XMiktqxY+Vw8KDmS6HXX4+Bt7dlk1MiIiIqPm7e9MTcuY1w40Ypk8sEBj5BRMRhlCpVtMmpPbKLBDU9PR2A2ApoiKp7a1pamkXrVJWTOh5TbNmyRWvfzc0NAwcORKdOndCoUSPcuHEDM2bMUE/wlDteU2I1Jd4KFSrotNIacuHCBXV9nTt3Vk/ORGQpqanAmDFO6v2WLQUsWPAS5HLLTN2bnZ2t/laS93jBuLlpfl8tWrREy5ZWDIa08P4mR8d7nMyVmAi8+qoc+/aZN41PnTpKnDhREsDLlglMD1u8v1UT1ObH+pGawM1N7P6VmWn4G4eMDLGFxN3d3aJ1qspJHU9h+Pr6YtKkSXj77bexefNmLFu2TN1aas7zBPKPd/To0Rg9erRJcTVq1Ejd2urs7GwTfxjk2GbP1l7zdOlSGRSKornveI8XnvgaWjsK0of3Nzk63uNkTEyMuF7pt98CsbHmlRXXOpXD2dl6c9Payv1tqDdnXtaP1ASqmXJV3VX1yd2V1ZJ1enl5QS6XQ6lUGiwrCAKePF/8yNR4Cqvl82aHR48e4dGjR+puuqrrP378GIIg6L0xVM9DLpejVCnTuyoQ2ZLTp4GvvtLsf/IJEBxsvXiIiIjIviUmAr16AQcPFrwOrnVqPrtYZqZGjRoAgBs3biArK0vvOVevXtU619Q6Y418DaKvToVCgcDAQKNlb968qW6xNDWewsrdhTf3TF2q62dmZuLmzZt6y6qeZ5UqVYxOkERkq3JygNGjueYpERERSad794Inp05OXOu0oOwiQW3QoAEUCgUyMjJw9OhRvefs378fANCiRQuT6mzevDkAIC4uTr0Mi6l1qsqqHjdUzt/f3+DMuVI7d+4cALFLb+5JjipVqgQ/Pz+tuPIy97UjsjV51zz9/nugCHrXExERkQNKTATq1gUMpB0madeOa50WlF0kqJ6enujcuTMA6F3i5MqVK9izZw8AoF+/fibVWaNGDdSpU8dgnXv27EFsbCwUCgVCQ0O1HlNdIyoqSu8svar6wsLCTIqlsLKzszF//nwAQEhIiE4f8759+2rFldvjx48RFRUFoOjiJZLS7dvApEma/UGDgFdesV48REREZL8SE4Hq1YGzZ80rJ5cDdeoAW7cC588Du3eza29B2UWCCgBTp06FTCbDmjVrsHTpUvVCr3fu3MGrr74KpVKJXr16oV69elrlKleujMqVK2PDhg06dYaHhwMA5syZg+3bt6uPX7p0CSNGjAAAvPPOOyhbtqxWuV69eqFu3bpISkrC4MGD1Wv65OTkYNq0aYiOjkaJEiUwbtw4yZ7/xIkTsXr1ajx9+lTr+M2bN9GvXz8cOXIEzs7OmDZtmk7Z8ePHw93dHdHR0Zg2bRpynveDTEpKwqBBg5CUlIQGDRrgf//7n2TxEhWVsWOB5GRx28cHWLDAquEQERGRHQsJAZ5PJWOW9u3FiZRCQ4HataWOqnixmwS1SZMm+Or5DCijR49GYGAgGjZsiCpVquD48eOoWbMmli1bplPu+vXruH79OlJSUnQe69u3L8aOHYuMjAyEhoYiKCgI9evXR3BwMOLi4tC6dWt8/vnnOuXkcjmioqJQrlw5/P7776hYsSIaN24MPz8/REREwMXFBT///LO6a21uBw8ehK+vr/pn8eLFAID169drHV+/fr1WuYsXL2LYsGHw8fFBjRo10Lx5c7z44osIDAzE1q1b4ebmhlWrVqFZs2Y61wwICMBPP/0EZ2dnREREwM/PD40bN0bFihXxxx9/4IUXXkBkZKTJM2sR2YqdO4HnHQAAAF9+CZQrZ714iIiIyD4lJgLNmpnXcqpqNWWLqbTsJkEFgLFjx+Kvv/5C165dkZqaipiYGAQGBmLy5Mk4duwYfAtwVyxYsACRkZFo164dEhMTcfnyZdSuXRtz5szBnj17tJaVya1GjRo4c+YM3nvvPZQtWxZnn9/N/fr1w7///ovevXvrLZeVlYWHDx+qf1TrhGZkZGgdz73eKgC8/fbbGD16NOrXr4+nT5/ixIkTuHXrFoKDgzF27FicO3cOgwcPNvg8VXGpuiefPXsWZcuWxXvvvYczZ84gKCjI7NeOyJpSU4F33tHst24NvPmm9eIhIiIi+9W9O/Dff+aVUbWassVUWnaxzExuHTt2RMeOHU0+X9UV2JiwsLACjb984YUXsHDhQixcuNDkMu3btzcpprw6d+6sHodbUA0bNlSPNyWyd9OnAzduiNsuLuJESXK7+sqNiIiIrC0xUUxOTZkQKTBQXAsVAIKCmJhait0lqEREp05pjzX95BP+J0FERETm698fOHYs//O8vcXz2I3X8tjeQER2Je+ap9WqAZ9+at2YiIiIyP7ExAB79wJKpfHz6tQBrlxhclpU2IJKRHblhx+0u+FwzVMiIiIqiOerVBokkwFNmwJHjhRNPCRigkpEdiPvmqeDBwMvv2y9eIiIiMj+JCYCvXoBBw8aP69pU2DHjiIJiXJhgkpEdmPMGEC1FLCPD/B85SkiIiIik/Xvbzw5lcuBJk3YcmotHINKRHZhxw5gwwbN/ty5XPOUiIiIzKMad2pMkyZsObUmJqhEZPNSUoB339Xst2kDvPGG9eIhIiIi+5OYCAwcmP95kydzQiRrYoJKRDYtJgYYMkR7zdMffuCap44oLs7aERARkSPr3x84fz7/84KCLB8LGcaPeERkkxITgZAQIDgY2LpVc/z997nmqaNITAQePtTsDxki/s4TE60XExEROSZTl5QJCeHnDGtjgkpENql/fyA6Wvf48eNFHwtZRv/+QGam9rHoaGDAAOvEQ0REjsnUrr2tWwO//mr5eMg4JqhEZHNU33Lm5Og+9s8/4uNk3wxNUpGTI65Lx98xEREVVkwMsG0b0L17/l17t24F9u/n2FNbwGVmiMjmxMbm/zi739g3/o6JiMhSEhPFpPTo0fzPlcuB9u2B0FCLh0UmYoJKRDYnv8kJOHmB/ePvmIiILCExEaheHXjyxLTzg4PZrdfWsIsvEdmcwEBxtt68nJw4eYGjqF0b6NBBdzZm/o6JiKgwunc3PTkFgPXr2a3X1jBBJSKb8913QFaW7vF27fgtpyOJjATq1dM+1rYtf8dERFQwMTGmdesF+IWoLWMXXyKyKUlJwJw5mv3hw8VxIUFB/E/E0fj6Avv2AV5emmNLlvCbbCIiKpjdu00/l1962y4mqERkU77+Gnj8WNz29BST1TJlrBoSWVCpUkDNmsClS+L+8ePi2CEiIiJTHTwIvP02cPasaecvXAi8955lY6KCYxdfIrIZDx8CX32l2f/oIyanxUGjRprtY8esFwcREdmXxESxm27r1qYnp4BYhmwXE1Qishnz5gHJyeK2jw/w4YfWjYeKRuPGmu3jx60XBxER2Zfu3cX10U3Fcaf2gQkqEdmEe/eAb7/V7H/yifbYRHJcuVtQjx8HlErrxUJERLYvMRFo1kycEMmc/zM47tQ+cAwqEdmEL74Anj0Tt8uVA95/37rxUNFp0ACQyQBBAJ4+BWJjgRo1rB0VERHZmpgY8f+IKVOAc+dMK7N1q/gvJ1u0H0xQicjqbt0Cvv9esz9pEuDhYb14qGh5egK1agEXLoj7x44xQSUiIg1zJ0ECxHW227cXVwIg+8IuvkRkdbNmARkZ4nbFisBbb1k3Hip6nCiJiIjyKugkSICYnLI7r31igkpEVnXtGrBihWZ/yhTAzc168ZB1cKIkIiLKy9xJkABxqbIDB8Q1Ubmutn1iF18isqqZM4HsbHG7cmXgzTetGg5ZSe4W1BMnxEkv5BJ/haoau8RxSEREtu3gQeCNN4ArV0wvI5MBTZsCR45YLi4qGmxBJSKruXgRWLNGsx8eDigU1ouHrKd+fU1CmpICXL4sXd2qLmLBwUDPnuK/ISHicSIish25u/Sak5wCYnK6Y4dl4qKixQSViKxm+nTN9PA1awJDhlg1HLKikiXFiZJUpByH2r8/EB2tfSw6GhgwQLprEBFR4el7v86PXC4uOXPkCLv0OgomqERkFWfOaE9eMGMG4MxBB8Va7nGoUiWoMTHA3r1ATo728ZwcYM8e8XEiIrK+bdv0v1/np317tpw6GiaoRGQV06ZptuvUAcLCrBcL2Ybc41ClmigpNrZwjxMRkWWpuvX27Gna+dWri8ODtm4Fzp/nZEiOiO0VRFTk/vtPs3A2AERESD8hDtmf3C2oR4+KSwrUqVO4OqtVM/54UFDh6i8ITtZERKTRvbtpvWY4CVLxwY+ERFTkpk7VbDduzEW0SeTvr9nOzATq1i38ZEa3b+s/7uQk1l2UCSInayIi0khMFMeOHj2qmY/CmA4d2JW3uGCCSkRFav9+4M8/NfuzZonfihING6Z7rDCTGSmVwKRJ+h9r167oF3Dv3193PT9O1kRExVX37mKPqvzUqcN1TYsbJqhEVGQEAZgyRbPfujXwyivWi4dsh2oyo7wKM5nRxo36x7IOHlz0H3RUzy9vKwEnayKi4iQmBvj5Z7GHzNGj4ucCY7ZuFSdVbNWqaOIj28AxqERUZHbv1p4+nq2npGLKZEbmdMfNygI+/VT/Y2XKmF6PVKR+fkRE9iQxUexFou+LSH3kcnF2Xg4BKp7YgkpERSJv62mnTmI3SyIg/8mKzJ3MaNUqzSLvcjnQuXOBwpJMVpbxx60xWRMRUVExd33TJk2KfhgG2Q4mqERUJHbsAP79V7MfEWG9WMj21K4tToDh5KR9XC43fzKjtDRxXV2VYcOAF1+UJMwCW7FC/3FrTNZERFRUYmKA774zfX1TmUycOOnIEY43Lc6YoBKRxSmV2jP39ugBNG9uvXjINkVG6raqV6pk/rfoixYBCQnitqsrEB4uTXwFFR0N/P67/sdatmQrARE5ntyzlr//vunlmjblTL3EBJWIisDGjcDp05r9mTOtFwvZLl9fcZzy2LGaY1Wrmvct+pMnwGefafbffVdMcq1FELRnEm7VCvDy0uxPnsxWgsKIiQG2beMkU0S2pn9/YN8+08+Xy9lyShpMUInIonJygGnTNPv9+gENGlgvHrJ9ffpoto8cyX/8Zm7z5gGPH4vbnp6Gl5kpKjt2AIcOafa/+AJo00az/+OPTK4KgmvKEtku1azl+c3Qm1v79mw5JQ0mqERkUWvXAhcvitsymfbYQCJ9mjQBFApx+9kz4NQp08rdvQssWKDZHzfOut/E5+SILaQq3bqJSyvVq6c5FhnJ5Kog9E24wjVliawvJkYcZmGKGjWANWuA8+e5xilpY4JKRBaTlQVMn67ZHzyYk8FQ/tzcgMaNNfsHDphWbtYsMaEFgLJlgQ8/lD42c6xbB5w7p9mfPVv8d+dO3XOZXJnu/Hn9E66o1pTduNE6cREVZ7l7NSxebFqZzZuBIUP4uYB0MUElIotZtQq4dk3cdnLSTlaJjMm9KPvBg/mff+0asHSpZn/KFLGLr7WcPg18/LFm/9VXgfr1xdYFfS3CquSK3X2NO35cHCZgTL9+4uRTa9YA6elFExdRcde9O/DPP6ady9nLKT9MUInIItLTtSdDevNNoFo168VD9qV1a832gQP5j2UKD9eMVQ0MBEaPtlxsxqhaEerXB+7f1xxXTfwUG2u8fH6PF1cPHgCjRondv1VDBow5fBh47TXA3x/45BPNF2VEJK3ERHFyo6NHxRn7TdGuHWcvJ+OYoBKRRSxbBty6JW4rFGKLFpGpWrbUbN+7B1y9avjczZuBn3/W7M+YIS4vU1RyzySrb2ykTKaZrCkoyHhdeR8v7rPUZmUB334LVK8uvqfk/qJCJtM+Vy4HSpXSPvbwITB3rvi6dusGbN9u2lqMRGSa/v2B//4zfs7kycDWreIPx5uSKZigEpHknj3TjLcDxNYsay71QfbH1xeoVUuzr6+br6q1MvesvyVKAF26WD6+3NfPPZOsvrGRgqDpvlu7NtChg5hM5Za3yxtnqRU/xDZoAIwZAyQlaY7Xri2OM+3QQfv89u3FLzKOHwdGjADc3TWPCYK4Fm1oqNiT47PPxC8+iMg8ub8027bNtNl6Bw8W//ZCQ9mtl0zDBJWIJLdokebDn7u79Zf6IPuUt5tvXv376455Sk8HBg2ybFy5r5+3tdQYVffdyEjtMbaAOClU7i5vxXmW2vh4cRxpp05ia4uKlxfw9dfiGN4+fcQE9vx53VaZhg3F1tbbt8Xza9bUrv/6deDTT4GAAPFe2b/fvOUwiIoLVRK6bZvYS6VZM+0vzXr2NF5eLudYUyoYJqhEJKnkZGDOHM3+e+8BFSpYLx6yX7kT1N9/13Rzzc4WE4+9e3XHPCmVRTPZkGqdP3O6i6q67/r6islm7u68jRppxqwaqtvRJ1J69kycSO3FF7Vn4pXJxBbRy5fF1lQXF81jtWsbbpXx9hbPv3BBTF779RNbqlWyssSZltu2BerWBb7/Hnj61FLPjsh+5O3B0bMnMHSoOM7UHE2acKwpFQwTVCKS1DffiOO+AKBkSXGCEqKCePFFzXZCgvhhqVo1cRKk/JaQsfRkQ+bUb2jGyjZtNNuLF2u68Z44Id217YEgABs2iL/vGTO0Z95t0UL8ULxsGVCuXMHql8nE1zUqSmw9nT4d8PPTPufcOeCdd8Tj77wDnD1b4KdDZPfM7R2Sl1wutrYeOcKxplQwTFCJSDKPHgHz5mn2P/yQ/zlRwU2cqHvs2jWx62Z+8puMqLDMqd/QjJX6WiOio4HvvpPu2rbu3DmgY0cgLAy4cUNzvHx54KefxK7dudfELayKFcUZn+PjxVbajh21H09JEVtS69YVv0BYtw7IyJDu+kS2riC9Q/Jq3x7YsUOykKgYYoJKRJKZP1/s4guI3es++siq4ZAdU31IMsTJSWxRy91lU3W8KMY8vfii2ENAX1whIfrHRuYWE6M9vlIlJwf491/d2WgBTUugI4znevwY+OADcTme3L9nFxex18Xly2KXwryTSUnFxUUcx/r33+KyNWPHimNccztwQByjGhAgzkIaH695rLjPrkyOKSYG+OWXwtWxdStn6aXCY4JKRJK4f1/s3qsyfryYpBIVRH7dWJcvFxO8du20jxfV+npbt4qtbXmprm9sbCSQ//NTfdGTm0KhvbawPcrJAZYuFZeNWbhQu5WmWzexRXXOHMDTs+hiqlkTWLBAbJlfsUIcD5zbgwfA558DVasCnTsD9eoV79mVybHExGhPgPTZZwWrR/XlXGiotPFR8cQElYgk8cUXQGqquO3rK7aOEBVUft1YmzYV7zNDM7laUk4OMHWqZr9DB/Ovb2o33YAAzXZGhjhxlL0mRAcPipOmjB6tGacOiK/Fjh3Azp1AjRrWi69ECeDNN4Fjx8Tu18OGAW5umscFAdi1CzhzRrtccZldmRxL7omQCjIBUl5F9eUgFQ9MUImo0BISxEleVCZN0t/9kchUqvVCTenCm19rpdQiI8WWPpWvvzb/+obWQ827ry/ZtbeEKCEBGDJETK5PntQc9/AQv9g6dw7o3t168enTpAnw449i7PPnG/9CwdFnVybHVNCJkJo1A9asEb+QK+ovB6n4YIJKRIU2e7ZmIpEKFYC337ZuPOQYIiMt04U3d+udubKzxUl2VAYMECfUKYjISKBlS+1juZdQyZvQqdhLQpSRIXbXrVlTd1zbkCHiONMJEwBXV+vEZ4rSpcWx9JcuibP/GsOZf8lemDMR0uTJYhKqSkSPHBH/fmvXLvovB6n4YIJKRIUSFyeOB1SZMgVwd7dePOQ4pOrCm5goLmOi8ssvBe8m+9NPwJUr4rZcLi6LUlC+vsD+/dqtc7lnjO3d23h5W15uZudO4KWXxJmYVV3/AaBhQ3HyoTVrdJd6sWVyuTjTsDEffQTs21ck4RAVijnvHYMHi0koE1EqSkxQiahQIiLEBe8BcX3KESOsGw85nsJ+S9+/v9hVM7eCdJPNyNBOSF97TWwdLKwOHXSP+fqKXemMscXlZi5fFic76tFD+0Owr684OdLRo0CrVtaLrzAMdTtXuX1bfPyDD7STciJbY8p7R1HNiE6kDxNUIiqwy5eB1as1++Hh4kyjRLZC1ZVNELSPF6Sb7PLlmrU6XVy0u/oWxpEjuscePwamTdOfEMnltvfBMTlZXB7mpZeA33/XHHdyEhO2y5eBkSMNJ3f2Ql+388qVtccOL1woLp9z8GBRRkZkuuxscdkqYzjpEVmT3SWoe/fuRY8ePVC2bFm4u7ujVq1amDp1KlIL8XXlxo0b0aFDB/j4+MDDwwP169fHvHnzkKVqFjLg/v37GDNmDKpWrQo3NzeUL18eAwYMwKlTpwyWiY+Px4oVK/DWW2+hUaNGUCgUkMlkGDZsmNFrPXz4EMuXL8fAgQNRvXp1uLm5oUSJEqhVqxbGjBmD+NwLtOUxffp0yGQyoz8//PCD0esT6TN9OqBUitvVq4szARLZkvy6spna1e3ZM2DWLM3+iBFiYlJYMTH6xy6qEuiICN2EqGRJ21luRqkUuz3XrAnMnavpTQGISfSpU+LyUz4+VgtRUvq6ncfFiS3DwcGa82JjgTZtgHHjgLQ068VLlNfp00CvXrpf2gHaEyBx0iOyJmdrB2COhQsXYsyYMRAEAf7+/ggICEBMTAxmzZqFjRs34sCBAyhdurRZdY4bNw7z588HAFSrVg0eHh44d+4cxo8fj+3bt2PXrl1w1TODQ2xsLFq3bo179+7Bw8MDwcHBuHXrFiIjI7FlyxZERUUhVM9iUF9//TW+yb1YpIl69eqFAwcOAAA8PT3x4osvIi0tDVevXsW3336LlStXIioqCl26dDFYR7ly5VC9enW9j1WoUMHsmKh4O3sWWL9esz9jBuBsV+8oVBzk15XN1G6y4eHA3bvitpubONZaCvklyA8fih8Uv/xSnFAIEFsrW7cWW1cjI633IfLYMbF19PBh7eOVKgFffQX06ZN/K429Uk0Qo9KoEXD8uPil3Zdfiom7IIgzAO/cCaxalX+XbSJLSkwUhzvs3at9XDVLdVCQbfXKoOLNblpQjx8/jrFjxwIAlixZghs3buDEiRO4du0aGjVqhAsXLmDkyJFm1bl582bMnz8frq6u2Lp1K2JjY3H69GmcO3cOVapUQXR0NCZPnqxTThAEhIWF4d69e+jSpQsSEhJw/PhxJCQkYOrUqcjMzMTgwYNx584dnbK+vr7o3r07pk+fjp07d2L48OEmxerk5IRBgwbhn3/+wePHj3Hy5ElcvHgRcXFxePnll5GSkoIBAwbg3r17Buvo2rUrDhw4oPenZ8+epr9wRBA/sKu+gX3pJfta9oKKD9W4wbyJkqnjqxITgbZtgXnzNMfKlpWuK7upCfTOnbqPWWu5mfv3xe66TZtqJ6dubmKCduEC0Lev4yanhri6Ap9/LnbtzT02+eJFcbbmSZO0J8EiKkr9+wP//KN9TCYT31s4ARLZGrtJUCMiIqBUKjF06FCMGjUKsuf/8/n5+WHdunWQy+XYtGkTzuRdQduIGc9nu5gwYYJWa2etWrWw/Pm0pIsWLcKDBw+0ym3duhWnTp2Cl5cX1q5dCy8vLwCAs7MzZs6cibZt2yIlJQXzcn+ieW7KlCnYsWMHwsPD0a1bN3h7e5sU68aNG/HLL7+gbdu2cMo1iMff3x9RUVEoW7YskpOTsW7dOpOfP1FBHT8ObN6s2Z85U3f9RiJbERkJVKyofczU8VX9+4uzzuZ2+7Z0iaEp673GxOhfr7Col5vJyhK769aoIY7Hzd1FsF8/MRELDwdKlCiaeGxV8+bi8kAffaRJ0pVKcc1XVUsrUVGJiQG++05sOVUNyVERBPtYsoqKH7v4SJmSkoI//vgDADBq1Cidx6tXr46QkBAAQFRUlEl1XrlyBadPnzZYZ0hICIKCgpCRkYFt27ZpPaa6RlhYGHz0DKxR1RcZGWlSLKYoU6aMwce8vLzQokULAMClS5ckuyaRIVOnarYbNhTHsxDZKl9fMYFSGTzYtPFVUk6wZEx+671KNY62MHbvlqF+fWDsWCApSXM8OFh8LaOixFm8SeTuLnadjI4GqlXTHD9/XuzqGx4OZGZaLz5ybDExwM8/i/dacDDw/vvGz7flJauoeLKLBPXkyZPIyMiAq6srmjZtqvecNm3aAACO6JsOUQ/VeVWrVkXFvF+t51Onar9t27ZGy926dQsJedc2sJC057MwlDDy1fXp06cxaNAghISEoGfPnpg6dSrOnz9fJPGR4zh4UHuWzlmzil9XPrJvRr7v01JUiWF+671KNY62IO7dc8cXXzRBly5OWgm5tzfw7bfiJEjPvx8mPVq3Fielee89zbGcHLHXSbNm4mNSi4kBtm1jq1hxlJgo/j0GB4uTFh49alo5W1yyioo3u5jS5PLlywCASpUqwcXFRe851Z5/RWlqC6Kqzmq5v9o0oc7MzEz1jLmGygYEBEChUCAzMxOXLl0ymABL5fbt2/jn+cACVXKsz6lTp7RmGN62bRtmz56NMWPGYN68eVpdh6WWnZ1tsbqpaE2ZIofqu60WLQR06pSD4vrrzX1f8x63bUql5r5VKpXIzlYaLwDVzLOG/5usXDlb0nu/Rg3xB4BWvTVqAO3by7F/vww5OZpvg2QyAU2aCKhRQyn53+CzZ8CcOcC8eR2Rman5v0EmEzB8uICZM5UoW1Y3VtLl6gosWAD07CnDyJFyxMeLv8NTp4AmTQRMmaLE+PECrlwBrl6VoVo1oUDjARMTgVdflWPfPk3bQ/v2Sqxbp+RsrAY42nt4WJj4PgGY9q2xk5OAtm0t8x5C1meL97egb/poPewiQX306BEAGJ2hV/XY48ePLVpnUlISlM878RsqK5PJ4O3tjfv375scT2G89957yMzMRO3atfG///1P53E/Pz/MnDkTnTt3RtWqVeHp6YnLly9j8eLF+OGHH/D111/DxcUFX375Zb7XWrJkCZYuXWpSXBcuXFBv//nnn6Y/IbJZp0/7Yt++Vur9bt0O4bffEq0Yke3gPW7b4uJeAiB+qRgfH4edO8/lW+bnn18EUEPnuFyuRHDwQ8TFHUJcnMSBGvDmmwo8fNgYZ8+WVR8TBBmOHpWhQYOH+OSTYyhVqvB9RgUBOHTIDz/+GIzERO0eObVqPcTIkWdRrVqSyS0zpO3zz52xalVt/PlnFQBAVpYM4eFO+PzzLKSna76Af+mlB/jkk2Pw9MxEVpYcGRlOSE93QmamM9LTVdtOSE93RkaGEzIynLB5cxDu3fPQul50NPDKK48REXGoSJ+nPbL39/CbNz2xb5953Rlq107EG28cw86d7G/u6Gzl/k7KPUbECLtIUNPT0wEACiPTJqqWgkkzccGxgtapKid1PAX1xRdfYPPmzXBxccHq1av1toLqG2Nbp04dfP/996hSpQomTJiABQsW4J133kHlfBb2u3PnDk6cOCFV+GRHBAFYu/ZF9X6dOg9Qpw6TU3JMyckK7NhRVe9jwcEPMX78sSKNp1SpTEREHMKoUZ1w/752EhITUwZz5zYudBISH++J5cvr4Ny5slrHfXzSMWzYebRte4vd+QvJ3T0bb799Bs2b38F33zXAw4fuAKCVnALAuXO+eP31zpDJZFAqC/6iK5VynD1bFjdveiIg4GmhYifbdueOR/4nPTdy5BnUrZvIe4Jsll0kqG5ubgDE7rWGZDyfu93d3d2idarKSR1PQaxevRqTJ0+GTCbDypUr0bhxY7Pr+Pjjj/HNN9/g9u3b2LZtGz744AOj51eoUAENGzY0qe4LFy6oE/TOnTvDmYtk2rXffpPh0iXNFyDffeeDli27WzEi68vOzlZ/K8l73Lbt2aPp9li5chV07258Rp9Jk+RITxfLlCkjYPv2HNy9q+p+6QPgZUuGq1dMDHD/vu49pkpCqlTpXqCuoY8eATNmyPHDD9rJkIuLgNDQK+jX7wp69eoIZ+d6hQmfcuneXZy4ZsQIJbZs0TcdiAyCINOZoKugKlZsh+7dJarMgTjSe7gpXx6puvQuXsw1ZYoDW7y/VSuo5Mf6kZpANVOuqluuPqrH9M2qK2WdXl5ekMvlUCqVBssKgoAnT56YFY+5IiMjMXz4cAiCgO+//x5DhgwpUD1OTk5o1qwZNm/ejCtXruR7/ujRozF69GiT6m7UqJG6tdXZ2dkm/jCoYJRKcX1DlW7dgLZt+fvMjfe4bcu9DJJcLoezs+E5Au/dAxYv1ux/8okMLVpY/3f7fPoDI487o25d0+vLyRGXi/n0U+DhQ+3HevQAvvwyB5cvi0M1eH9Lr0wZ4I03gC1bTC/j4iIu4+PhofnXw0N8jzY2R2TNmk4ozr++mBhxUrOgIMPrfRb0HjelbktTKoGvvsr/vHbtZPj1V5nR9z9yTLbyHi4zsRuO9SM1QY3ns0bcuHEDWVlZeidKunr1qta5ptYZa2QaRn11KhQKBAYGIi4uDrGxsWjZsqVOuZs3b6pbV02NxxybN2/G4MGDkZOTg3nz5uGtt94qVH2qrsq2MoCabM/mzeK6fiozZ1ovFiJL+/JLcZIgAChbFnj3XevGoyLlbL4HDogteLnmzQMAVK8OfP21+CVUdjbwfD5BspD8fme//QbUq6dJSA3MEwlAnL01Olr84kFFLgfat7de4mRtiYniWsZ792qOdeggLu1k7sRReRNRKesujJgY4PvvgedzZepo1kycRbphw+J7H5D9sYuvUBo0aACFQoGMjAwcNTAzw/79+wFAvR5ofpo3bw4AiIuLM7gUjKE6VWVVjxsq5+/vD39/f5PiMdVvv/2GgQMHIjs7GzNnzsTHH39c6DrPnRMnC5E6VnIMOTnAtGma/T59xMXmiRzRnTvaracTJ4rJgS2oXVv8AJx3qgEnJzE5MeXDZ0KCuA5smzbayWnJkmJifu6cmJxS0cjvd9q1K+DnB3h5GU9OAf3r6SoUwNq10sZsT/r3F5P23KKjgQEDTK8j99ItPXuK/4aEiOt/F7buglAtI3TwoCau777TPN61q/aSVUeOAEOGMDkl+2IXCaqnpyc6d+4MAHpnkL1y5Qr27NkDAOiXezV2I2rUqIE6deoYrHPPnj2IjY2FQqFAaGio1mOqa0RFRemdpVdVX1hYmEmxmGr37t3o27cvMjMzMWnSJEydOrXQde7cuVO9Fuorr7xS6PrI8axfr1lPTyZj6yk5ti++AFRz4ZUvDxSyg4rkIiOBvN/D5uQAGRniB2lD0tOBzz8HatbUTViGDhVbSsePFxMaKlr6Est27YBffzWvHtV6un/9penSnp4utpYXRzExYutm7hZlQNzfs8f0dWL1Jbn79okJYmHrNkfeRLl1a+3WW5XkZDEZDQ1lUkr2yy4SVACYOnUqZDIZ1qxZg6VLl6rX0blz5w5effVVKJVK9OrVC/XqaU/iULlyZVSuXBkbNmzQqTM8PBwAMGfOHGzfvl19/NKlSxgxYgQA4J133kHZstozGvbq1Qt169ZFUlISBg8erJ4yOScnB9OmTUN0dDRKlCiBcePGSfb8Dx8+jJ49eyI9PR0ffvghPvvsM5PKnT9/HqNHj8bpPKuBK5VKrFu3DoMGDQIA9OjRA02aNJEsXnIMWVnaY08HDRL/cyRyRLduAUuWaPYnTRK7VdoSX1/9LWlHjuhvuREEYPt24KWXgMmTgdRUzWONGokfsn/6CahQwXIxk3GqxDJ3q9fu3QXvJtqpk5hUqcyfL02c9kSpFNfxNcbQCC9VC2VMjOEkN7/Jq375RfokVV+irM/Bg5ZJkImKlGBHFixYIMhkMgGAEBAQIDRo0EBwdXUVAAg1a9YUHjx4oFMGgABA+PHHH/XWOXbsWPU51apVE+rVqyc4OTkJAITWrVsLaWlpestdunRJKFeunABA8PDwEBo1aqTed3FxETZt2qS33IEDB4QyZcqof9zd3QUAgqurq9bxdevWaZWrUaOGAEBwcnISWrVqZfDnvffe0yp38uRJ9fMrXbq00KBBA6FJkyaCj4+P+nibNm2Ex48f5/8LMFPDhg0FAELVqlWFrKwsyesny1u+XBDE/4oFwclJEC5ftnZEtiUrK0vYsmWLsGXLFt7jNm7sWM29/MEH+s955x3NOX5+gmDg7d+qzp/XxKjv5/x5zbkXLwpCly665/j6CsKyZYKQnW38Wry/7dd//2n/zg8etHZERefePUHo3Nn434nqbyX3PX7nTpbQoYP2OSVK5F+PsZ8OHQRBz0fTfJ0/Lwhbt2r+nvP7u8/7s3WrtK8p2SdbfA9X5QYNGzY0ep5dTJKkMnbsWNSpUwfz58/Hv//+i/v37yMwMBD9+vXDpEmTULJkSbPrXLBgAVq2bIlFixbh1KlTuH37NmrXro0hQ4bgww8/1DshEyB2ET5z5gxmzZqFHTt24OzZs/D29ka/fv0wefJkNGjQQG+5rKwsPMw7XSLEZWlUS9MA2uutqh4HxFbagwcPGnw+eWfoqly5MmbNmoXDhw/jwoULiI2NRXp6OkqXLo2uXbti0KBBePXVV/Wun0rFW0aGdnfeYcPECVSIHNGNG8CyZZr9Tz8Fcq0qZjOMzOunftzfH4iIECc7yj33nZOTOFnK9OmAt7cFgySra9wYaNtW0+I2bx6waZN1Y7KU3JMX3bkjjre8e9d4mXLlVL0LZEhIENeIHThQjrxTi6gmSzNEJjPemhodLc6IPXmyabP86pt4qWlTQM98nEaZM2EakS2yqwQVADp27IiOHTuafL5gwiJiYWFhBRov+sILL2DhwoVYuHChyWXat29vUkx5xee3voAB3t7e+PTTTwtUloq35cvFD+2A2KVQgiHPRDYpJgb48EOxSzsABAQAw4dbNyZD8vvgee4cMGqUuFRObh07At98wy76xcm4cZoEdcsWTRLnKPQlc3l17QqkpEAn8bx/X+z2DjgBCEHZss/w4IHpo96cnMSx4AqFOObUkJwc4N9/xTGjgDghVkSEuKyTvoS1f3/d2XiPHhV/TI2rXTuOPSX7ZzdjUImo6Dx7BsyapdkfNQoIDLRePESWkHvSkV27NMfHjgVcXa0WllGGZn1V+fRT7eS0cmVg40Zx4hwmp8VL9+7ipFiA2Mq3YIF145GasTGZCgWwcCGwc6d4zvnzYgtys2b6z3/wwPhg8+dzaqq1aycuv6YaOzx5smkx790rTm6UezbggwfFMa+//CI+rlSaVhcgtuDmjcvcybWIbBETVCLS8f33mi5Sbm6m/+dLZE8MfcDNNWeeTdI362tebm7AjBli63CfProfZMnxyeXARx9p9n/8UWy5sze5Jy1SOXRI/+RFKmvXit3ZVfd97dpA797AV18VLIb16w1PYlW7trh0U0HkTliHDDG/fIcO4izNUkyuRWRL7K6LLxFZ1tOn4lIbKu++K67DR+RIVLNz6rNvn/i4rXaT8/UVW4eMtYhu3y7O5krF29ChwJQpwIMHQFqa+OXjlCnWjso0+rrw1q4tjrHevdt4WUNrxhpbigkQk/rcLZh5u8waek9Q9WyIjjacNEtp8mQxKbbV9yiiwmILKhFp+fZbzX/iHh7AhAnWjYfIEp4v/2xQfpMRWVt+8eU3uQsVD+7u4peMKt99p1nn1xboax1V0dfDISZG7I6fXxJoaKxtfmNw8662Z06XWVN6NkiFySk5OiaoRKT2+DEwd65mf+xYIM8ywER278QJcY1TY2x9Mpn84rP1+KnovPOOZkbqe/fEsY7Wlnv8t2o8Zrt2YlfVL78EXn7ZeBdeQGwlzdt13clJrDe/ls68Y7jlciU6dFDiyJGCr0ebdz3bpk0NjxUvqPyeH5GjYIJKRGrz5wNJSeK2lxfw8cfWjYdIComJwIYNmv0DB4CrV/Wfay8fAA190LaX+KnolC0LvP66Zn/+fPMm4ikIYy2jgP7W0ehooFcvsdfO338br3/GDHGW+Q4dtI+b0uKpr6UzOPgh1q4VX5TatYHQ0IL/DanK79xZ8BbVrVuBNWt0J3XiJEhUXHAMKhEBEMcoff21Zn/cOMDHx2rhEEmmf38gIUH/YwEBwM2bmn17+gAYGQkMGKC9zIU9xU9F58MPgSVLxO0LF4A//gC6dZP+OvrGjXboAKxbJ/4N7t8vJm7GloYxRb9+QPnyYotl7nVQTUkqVS2dMTHApUs5SEj4BwEBT+Hr271wQRm5TmwsUKYMMG2a8WVpVGNeQ0PF/SFDzH9+RI6ACSoRAQDmzAFSU8XtMmWAMWOsGw+RFIxNhgSIH9QB+/wAmPcDsL3FT0WnZk0x6dm2TdyfP98yCaq+ltF9+4CKFU2fPKhuXaBHDzHWCxe0y+lb57N27YLd97VrAzVqCNi586n5hc28jiq+/BJWfV8wFfT5EdkzJqhEhNu3gUWLNPsTJwKentaLh0gq+U0mFBtbuO58toAfYMkUH3+sSVD37AFOngQaNJCu/rNn9X8ZJAjmzWy7bp14P3/4oWP2EDCUsPILJiINjkElInz2mWZmx/LlxUk1iBwBJxMiErVpoz1L7YcfGh4jaipBAI4fF9dbzW+8pVwuThz08cfASy/lP34676RDjrrOZ2HHvBI5IragEhVz168DS5dq9j/9FChRwnrxEEnJ0PqE+roKEjkymQwYORL47z9x/59/xNlzO3QQxzPnl/jlbulTKIC1a8WfS5dMu/6//wKNG4vbEyea3jrKHgJExQ8TVKJiLiICyMoStytVEj/AEDkSTiZEJFq7VvfYvn1iV9833xRnb/fyAkqV0mwrleKkeYcOmXYNmUxsWVVRfRmkSk4Bjp8mIuOYoBIVY1euAKtWafanTQNcXa0WDpFF8MMwkXj/79une1wQgFu3gJkzC15369bAoEFiF9133jH9yyC2jhKRPkxQiYqxGTM03R6DgoDXXrNuPESWxA/DVJzlN2FYQYwdK874Xrmy5hi/DCKiwmKCSlRMnT+v3d1r+nTAxcVq4RARkQXlNyFYaKjYPTc5GUhKEn/u3weeGlmFpUMH7eRUhV8GEVFhMEElKqbCwzXjhGrXBgYOtG48RERkOflNGLZ1q26ZmBhxIiVDOAs2EVkCl5khKoZOnAA2btTsz5ypO+U/ERE5lshI3eVg8hsj2qFD/kvCEBFJiS2oRMXQtGma7QYNgN69rRcLEREVjYJMGMZZsImoqDFBJSpmDh8Gdu7U7EdEiAuoExFR8WDOGFHOgk1ERY0JKlExM2WKZrt5c6BbN+vFQkRE9oETHxFRUWG7CVExsmePdjetWbPEWRuJiIiIiGwBE1SiYkIQgKlTNfvt24uTXBARERER2QomqETFxB9/AIcOafYjIth6SkRERES2hQkqUTEgCNpjT7t0AVq3tl48RERERET6MEElKga2bBHXPlWJiLBaKEREREREBjFBJXJwOTnaY0979QIaN7ZaOEREREREBjFBJXJwkZHA+fPitkwGzJxp3XiIiIiIiAxhgkrkwLKzgfBwzf7AgUCdOtaLh4iIiIjIGCaoRA5szRrgyhVxWy4Hpk+3ajhEREREREYxQSVyUJmZwIwZmv3XXwdq1LBePERERERE+WGCSuSgVqwArl8Xt11cgGnTrBsPEREREVF+mKASOaC0NGDWLM3+iBFA5cpWC4eIiIiIyCRMUIkc0A8/ALdvi9uursCnn1o3HiIiIiIiUzBBJXIwKSnA559r9t95B6hY0XrxEBERERGZigkqkYP59lvgwQNxu0QJYOJE68ZDRERERGQqJqhEDuTJE2DuXM3+mDFAuXJWC4eIiIiIyCxMUIkcyFdfiUkqAJQqBYwbZ9VwiIiIiIjM4ixlZVevXkVkZCTOnDmDR48eISsry+C5MpkMu3fvlvLyRMVaYiKwYIFm/+OPgdKlrRcPEREREZG5JEtQZ8yYgVmzZkGpVEIQhHzPl8lkUl2aiAB8+aU4QRIgJqZjx1o1HCIiIiIis0mSoP7yyy+YMWMGAMDPzw+dO3eGn58fnJ0lbaAlIgPu3AG++06zP2GC2MWXiIiIiMieSJJBLlq0CAAQGhqKyMhIKBQKKaolIhN9/jmQliZuv/AC8O671o2HiIiIiKggJJkk6dy5c5DJZFi8eDGTU6IiduMGsGSJZn/yZMDDw3rxEBEREREVlCQJqkwmQ6lSpeDn5ydFdURkhlmzgMxMcTsgABg92rrxEBEREREVlCQJaq1atfDs2TNkZGRIUR0RmSg2Fli5UrM/dSrg6mq9eIiIiIiICkOSBHXEiBHIyspCVFSUFNURkYlmzgRycsTtqlWBYcOsGg4RERERUaFIkqCOHDkSoaGh+OCDDxAdHS1FlUSUj5gY4OefNfvTpwMuLlYLh4iIiIio0CSZxXfmzJmoV68e9u/fjw4dOqBVq1Zo1qwZPD09jZabNm2aFJcnKpamTwdUSw7XqgUMGmTVcIiIiIiICk2SBHX69OmQyWQAAEEQcODAARw8eDDfckxQiQrm1Ckgd4/6mTMBJyerhUNEREREJAlJEtS2bduqE1QisrypUzXb9eoBfftaLxYiIiIiIqlIkqDu27dPimqIyARHjgA7dmj2IyIAuSSjyYmIiIiIrIsfa4nsTO7W06ZNgR49rBcLEREREZGUmKAS2ZF9+4C//9bsz5oFsHc9ERERETkKSbr45paZmYm//voLx44dw/379wEA5cqVQ5MmTdCpUycoFAqpL0lULAiCdutp27ZAp07Wi4eIiIiISGqSJqhLly7F1KlTkZiYqPdxX19fzJo1CyNHjpTyskTFwq5dwIEDmv2ICLaeEhEREZFjkSxBnTBhAubNmwfh+cKMFStWhL+/PwDg1q1bSEhIwIMHD/DWW2/h6tWr+OKLL6S6NJHDEwRgyhTN/iuviC2oRERERESORJIxqP/88w/mzp0LQRDQt29fxMTE4ObNmzh8+DAOHz6Mmzdv4sKFC+jXrx8EQcDcuXOxf/9+KS5NVCxs2wYcO6bZj4iwXixERERERJYiSYK6aNEiAMDw4cMRFRWFWrVq6ZxTs2ZNREZGYvjw4RAEAd99950UlyZyeEql9tjT0FBx9l4iIiIiIkcjSYJ66NAhyOVyzJ49O99zZ82aBZlMhoMHDxboWnv37kWPHj1QtmxZuLu7o1atWpg6dSpSU1MLVB8AbNy4ER06dICPjw88PDxQv359zJs3D1lZWUbL3b9/H2PGjEHVqlXh5uaG8uXLY8CAATh16pTBMvHx8VixYgXeeustNGrUCAqFAjKZDMOGDTMp1pSUFEyZMgW1atWCu7s7ypYtix49epi0Fq0lXjuyvKgo4OxZzT5bT4mIiIjIUUmSoCYmJsLLywvlypXL99wXXngB3t7eBidSMmbhwoXo2LEjdu7cCTc3N7z44ouIj4/HrFmz0KRJEzx69MjsOseNG4d+/fph3759KFOmDIKCgnDu3DmMHz8enTp1QkZGht5ysbGxqFu3Lr799lvcv38fwcHBEAQBkZGRaNasGbZt26a33Ndff40RI0ZgyZIlOHHiRL5JcG6JiYlo3LgxZs+ejfj4eLz44otwc3PDzp07ERISgsWLFxssa4nXjiwvOxsID9fsDxgA1K1rvXiIiIiIiCxJkgTV09MTT58+RXp6er7npqWl4enTpyhZsqRZ1zh+/DjGjh0LAFiyZAlu3LiBEydO4Nq1a2jUqBEuXLhg9uzAmzdvxvz58+Hq6oqtW7ciNjYWp0+fxrlz51ClShVER0dj8uTJOuUEQUBYWBju3buHLl26ICEhAcePH0dCQgKmTp2KzMxMDB48GHfu3NEp6+vri+7du2P69OnYuXMnhg8fbnK8w4cPx6VLl9CoUSNcu3YNJ06cwI0bN7BkyRIIgoAPPvhAb+utJV47Khq//AJcuiRuy+XA9OlWDYeIiIiIyKIkSVDr1q2LnJwcrFy5Mt9zV65ciezsbNSrV8+sa0RERECpVGLo0KEYNWoUZM/X1/Dz88O6desgl8uxadMmnDlzxuQ6Z8yYAUCcgTg0NFR9vFatWli+fDkAcXztgwcPtMpt3boVp06dgpeXF9auXQsvLy8AgLOzM2bOnIm2bdsiJSUF8+bN07nmlClTsGPHDoSHh6Nbt27w9vY2KdaTJ09i27ZtkMvlWL9+Pfz8/AAAMpkMo0aNwtChQ5GTk4MIPf0/LfHakeVlZgLPb1EAwNChgJ7h3UREREREDkOSBHXw4MEQBAEff/wxVqxYYfC85cuX4+OPP4ZMJsPQoUNNrj8lJQV//PEHAGDUqFE6j1evXh0hISEAgKioKJPqvHLlCk6fPm2wzpCQEAQFBSEjI0Onu67qGmFhYfDx8dEpq6ovMjLSpFhMsWHDBq248ho9ejQA4LffftMaU2qJ146Kxo8/AnFx4razMzBtmnXjISIiIiKyNEkS1GHDhqFdu3bIyMjAqFGjEBgYiGHDhuHTTz/Fp59+itdffx2VKlXC6NGjkZmZiXbt2uH11183uf6TJ08iIyMDrq6uaGpg+tI2bdoAAI4cOWJSnarzqlatiooVK5pVp2q/rYGFKFXlVOu/SiG/azZt2hSurq5IT0/X6uZrideOLC89XXsypOHDgapVrRcPEREREVFRcJaiErlcjq1bt+LNN9/Epk2bcPPmTaxZs0brHEEQAAB9+/bFihUr1N1MTXH58mUAQKVKleDi4qL3nGrVqgEALqkG7JlYp6qcqXVmZmYiPj7eaNmAgAAoFApkZmbi0qVLBhNgc+QXr4uLCwICAhAbG4tLly6hVatWWuWkfO0KIjs722J1O6JFi2RISHACALi6Cpg4MQd8CW1P7vua9zg5Gt7f5Oh4j5Mjs8X7W5UP5keSBBUASpUqhQ0bNuDo0aP49ddfcezYMdy/fx8AUK5cOTRu3BgDBw5EkyZNzK5bNcNs6dKlDZ6jeuzx48cWrTMpKQlKpdJoWZlMBm9vb9y/f9/keCwVr9Sv3ZIlS7B06dL8AwZw4cIF9faff/5pUhkC0tKcEBHRCYCYoL788jWcPn0Oz3ukk43iPU6OjPc3OTre4+TIbOX+TkpKMuk8yRJUlaZNmxrsSlpQqtmBFQqFwXNcXV0BiLMEW7LO3DMVSxlPfgobr1Sx3rlzBydOnMg/YCqw336riqQkNwCAq2s2+va9YuWIiIiIiIiKhuQJqiW4uYkf1jMzMw2eo1qv1N3d3aJ1qspJHU9+3Nzc8OzZswLHK1WsFSpUQMOGDU2K+cKFC+qkt3PnznB2tovbzaqSkoA33nBS73/wgRxDhnSyYkRkTHZ2tvpbSd7j5Gh4f5Oj4z1OjswW7+8ZuZenMML6kZpANVOuqruqPqrH9M2qK2WdXl5ekMvlUCqVBssKgoAnT56YFY8p8T579szseKV+7UaPHq2eMTg/jRo1Ure2Ojs728Qfhq1buBBQ9bT29AQmTJDD2VmSuczIwniPkyPj/U2Ojvc4OTJbub9NnYPI7Eh/+uknAGKi1rNnT61j5nrttddMOq9GjRoAgBs3biArK0vvZD9Xr17VOtfUOmNjYw2eo69OhUKBwMBAxMXFITY2Fi1bttQpd/PmTXWLpanxmBJvQkKCwXizsrJw48YNnWta4rUjy3j4EPjqK83+Rx8BZcpYLx4iIiIioqJmdoI6bNgwyGQy1KxZU52gqo6ZQyaTmZygNmjQAAqFAhkZGTh69Kh6htrc9u/fDwBo0aKFSXU2b94cABAXF4eEhAS9M+0aqrN58+aIi4vD/v379T4HVTl/f3/4+/ubFI8p8e7du1ddd15Hjx5FZmYm3NzcUL9+ffVxS7x2ZBlz5wJPn4rbPj7Ahx9aNx4iIiIioqJmdt/BSpUqoVKlSvDz89M5Zs5PQECAydf09PRE586dAUDvDLJXrlzBnj17AAD9+vUzqc4aNWqgTp06Buvcs2cPYmNjoVAoEBoaqvWY6hpRUVF6Z75V1RcWFmZSLKZQXXPv3r16W1GXLFkCAOjatStKliypPm6J146kd/cu8O23mv1PPgG8vKwXDxERERGRNZidoMbHxyMuLg5///23zjFzf8wxdepUyGQyrFmzBkuXLlWvo3Pnzh28+uqrUCqV6NWrF+rVq6dVrnLlyqhcuTI2bNigU2d4eDgAYM6cOdi+fbv6+KVLlzBixAgAwDvvvIOyZctqlevVqxfq1q2LpKQkDB48WD1lck5ODqZNm4bo6GiUKFEC48aNM+s5GtOwYUP06NEDOTk5GDhwIO7cuQNAHO+6dOlSrFmzBnK5HFOmTNEpW9DXjorOF18AqkmUy5UD3n/fuvEQEREREVmD3cy+0qRJE3z1fIDe6NGjERgYiIYNG6JKlSo4fvw4atasiWXLlumUu379Oq5fv46UlBSdx/r27YuxY8ciIyMDoaGhCAoKQv369REcHIy4uDi0bt0an3/+uU45uVyOqKgolCtXDr///jsqVqyIxo0bw8/PDxEREXBxccHPP/+s1cqscvDgQfj6+qp/Fi9eDABYv3691vH169frlF25ciWqV6+O48ePo0qVKmjYsCECAwMxevRoyGQyfP3113pn2C3oa0dF4+ZN4PvvNfuTJwMeHtaLh4iIiIjIWuwmQQWAsWPH4q+//kLXrl2RmpqKmJgYBAYGYvLkyTh27Bh8fX3NrnPBggWIjIxEu3btkJiYiMuXL6N27dqYM2cO9uzZo7WsTG41atTAmTNn8N5776Fs2bI4e/YsALGb7L///ovevXvrLZeVlYWHDx+qf1TLsGRkZGgdz73eqkrZsmVx/PhxTJ48GYGBgYiJiUFqaiq6du2K3bt3430jzW6WeO1IGrNnA6pVgCpWBEycJJmIiIiIyOEUyXzDZ8+exd9//w25XI7OnTujVq1aBa6rY8eO6Nixo8nnq7qzGhMWFlag8aIvvPACFi5ciIULF5pcpn379ibFZIinpydmz56N2bNnm13W3NeOLO/aNWDFCs3+1KmAge9EiIiIiIgcniQtqHv27EFISAgmT56s89hXX32FBg0aYNy4cfjoo49Qp04dsxI6Ikc2cyaQnS1uV6kCvPGGdeMhIiIiIrImSRLUqKgo/PPPP6hcubLW8cuXL2PChAlQKpVQKBRwd3dHTk4OPvzwQ5w8eVKKSxPZrYsXgTVrNPvh4YBCYb14iIiIiIisTZIE9dChQwDEJU5yW758OXJyctTjOx8/fox+/fpBqVSqJwciKq7CwwGlUtyuWRMYPNi68RARERERWZskCer9+/fh5OQEf39/reN//PEHZDIZpk2bBg8PD7i4uKhnxY2Ojpbi0kR26fRpIDJSsz9jBuBcJCPCiYiIiIhslyQJ6qNHj1CqVCnIZDL1sadPn+L8+fPw8PBAu3bt1MerVasGNzc33Lp1S4pLE9mladM023XqAAWYo4uIiIiIyOFIkqC6ubkhKSlJa3baQ4cOQRAENGvWDHK59mXc3d2luCyRXTp6FNi2TbMfEQHI7WrBJyIiIiIiy5DkY3FQUBCUSiX++ecf9bFNmzZBJpOhdevWWudmZmYiKSkJL7zwghSXJrI7U6dqths3BkJDrRcLEREREZEtkWTUW/fu3XHy5EkMHz4cn332Ge7cuYNVq1YBAPr06aN17smTJ6FUKlGpUiUpLk1kV6KjgV27NPuzZgG5esYTERERERVrkiSoH330EVavXo24uDgMGjQIACAIAgYMGIA6deponbt161a9LatEjk4QgClTNPutWwOvvGK9eIiIiIiIbI0kCaq3tzcOHTqE8PBwHD58GN7e3ujRowfGjx+vdV5mZiZWrlwJQRDQoUMHKS5NZDf+/hvYv1+zz9ZTIiIiIiJtki1sUbFiRSxfvtzoOQqFAnfv3pXqkkR2I2/raadOQK7JrYmIiIiICBJNkkRExu3YIc7eqzJrlvViISIiIiKyVUxQiSxMqdSeufd//wOaNbNePEREREREtsrsLr7R0dEAgBIlSqBx48Zax8zVtm3bApUjsicbNwKnT2v2Z860XixERERERLbM7AS1ffv2kMlkqFWrFs6fP691zBwymQzZ2dnmXp7IruTkANOmafbDwoD69a0WDhERERGRTSvQJEmCIECpVOocM7cOIke3di1w8aK4LZcDM2ZYNx4iIiIiIltmdoKaNzE1dIyouMvKAqZP1+wPHgy8+KLVwiEiIiIisnmcJInIQn78Ebh2Tdx2cgLCw60bDxERERGRrWOCSmQB6elARIRm/803gWrVrBcPEREREZE9kCxBTU5ORkpKSr7npaSkIDk5WarLEtmkpUuBW7fEbYUCmDLFuvEQEREREdkDSRLUTZs2wcfHB6NGjcr33CFDhsDHxwfbtm2T4tJENic1FfjsM83+6NFApUrWi4eIiIiIyF5IkqBGRUUBAIYPH57vuSNHjoQgCIiMjJTi0kQ2Z9Ei4N49cdvdHZg0ybrxEBERERHZC0kS1JMnT0Iul6NVq1b5nhsSEgK5XI4TJ05IcWkim5KcDMyZo9l/7z2gQgXrxUNEREREZE8kSVATEhLg7e0NNze3fM91d3eHt7c3EhISpLg0kU35+mvg0SNxu2RJ4JNPrBoOEREREZFdMXsdVH1kMhmePXtm8vlpaWmQyWRSXJrIZjx6BMyfr9n/8EPA19d68RARERER2RtJWlADAgKQnp6Os2fP5nvu6dOnkZaWhooVK0pxaSKbMW+e2MUXALy9gY8+smo4RERERER2R5IEtX379hAEAeHh4fmeO336dMhkMnTo0EGKSxPZhPv3gW++0eyPHy8mqUREREREZDpJEtT3338fcrkcW7duxZAhQ3BPNYVpLvfu3cOgQYOwdetWyOVyfPDBB1JcmsgmfPEFoOrlXrYswNubiIiIiMh8koxBrVWrFmbPno1JkyZh3bp12LBhAxo1aoTAwEAAwPXr13Hs2DFkZ2cDAGbNmoXatWtLcWkiq0tIABYv1uxPmiROkEREREREROaRJEEFgAkTJqBUqVKYOHEinj59isOHD+PIkSMAAEEQAAClSpXCl19+iVGjRkl1WSKrmz0byMgQt/38gLfesm48RERERET2SrIEFQDefvttvPrqq9iwYQMOHTqEu3fvQiaToXz58mjZsiXCwsJQqlQpKS9JZFVxccDy5Zr9KVMAd3frxUNEREREZM8kTVABwNvbGyNGjMCIESOkrprI5sycCWRliduBgcDw4daNh4iIiIjInkkySRJRcXTpEvDTT5r98HBAobBePERERERE9k7yFtTExETs3bsX169fx7NnzzBt2jSpL0FkE6ZPB5RKcbt6dWDoUKuGQ0RERERk9yRLULOzszFhwgQsXrwYmZmZ6uO5E9THjx+jatWqSEtLw8WLF1G5cmWpLk9UpM6cAdav1+zPmAE4S/51DxERERFR8SJZF9+wsDB8/fXXyMzMRHBwMJz1fFr38fHBoEGDkJmZicjISKkuTVTkwsM12y+9BAwYYL1YiIiIiIgchSQJ6vr167F161aUK1cOx44dw5kzZ1C6dGm954aFhQEA9u7dK8WliYrcsWPAli2a/ZkzATlHcxMRERERFZokH6t//PFHyGQyzJ07Fw0aNDB6btOmTSGTyRATEyPFpYmK3NSpmu2GDYFevawWChERERGRQ5EkQT158iQAoG/fvvmeW6JECXh5eeH+/ftSXJqoSB04APzxh2Z/1ixAJrNePEREREREjkSSBDUpKQleXl5wd3c36XylUgkZP9WTnREEYMoUzX7LlkCXLtaLh4iIiIjI0UiSoPr4+CApKQnp6en5nnvnzh0kJyfjhRdekOLSREVmzx7gn380+2w9JSIiIiKSliQJasOGDQGYNvHRypUrAQAtWrSQ4tJERSJv62lICNChg/XiISIiIiJyRJIkqIMHD4YgCJg6dSpSUlIMnvfHH38gIiICMpkMr7/+uhSXJioSv/0GHDmi2Z81y3qxEBERERE5Kt3FSgtg0KBBWLp0Kfbv34/mzZvjrbfeQmZmJgDgr7/+Qnx8PLZv347ffvsNSqUS//vf/9C5c2cpLk1kcUql9sy93bsD7ABARERERCQ9SRJUmUyGLVu2oHfv3oiOjsaYMWPUj3XJNYuMIAjo1KkTfvnlFykuS1QkNm8Gnk9UDUBc95SIiIiIiKQnSRdfQJwoac+ePVi9ejXatGkDhUIBQRAgCAKcnJzQokULrFq1Cn/88QdKliwp1WWJLConR7v1tG9fce1TIiIiIiKSniQtqCpyuRxDhw7F0KFDoVQq8ejRI+Tk5KBMmTJwdpb0UkRFYt064MIFcVsmA2bMsG48RERERESOTJIW1CpVqqBatWqIjY3VVCyXw9fXFy+88AKTU7JLWVnA9Oma/UGDgOBgq4VDREREROTwJMkc79y5A4VCgaCgICmqI7IJq1cDV6+K205OQHi4deMhIiIiInJ0krSg+vn5QRAEKaoisgkZGdqTIQ0bBlSvbrVwiIiIiIiKBUkS1E6dOuHZs2c4mXuqUyI7tmwZcPOmuO3ioj1REhERERERWYYkCerEiRPh4eGB9957D8+ePZOiSiKrefYMmD1bsz9qFBAYaL14iIiIiIiKC0nGoDo7O2PJkiUYPXo0XnrpJbz//vto2bIlypUrBycnJ4PlKlWqJMXliSS1eDFw96647eYGTJ5s3XiIiIiIiIoLSRLUKlWqqLdTU1Mxbty4fMvIZDJkZ2dLcXkiyTx9CnzxhWb/3XcBPz/rxUNEREREVJxIkqAWZIIkTqpEtuibb4CHD8VtDw9gwgTrxkNEREREVJxIkqDGxcVJUQ2RVT1+DMybp9kfOxYoW9Zq4RARERERFTuFTlCVSiVSU1ORnJyM0qVLo0aNGlLERVTk5s8HkpLEbS8v4OOPrRsPEREREVFxU+BZfLOysjBhwgSULl0aderUQatWrfDiiy+ibNmymD17Nrvwkl158AD4+mvN/vjxgI+P1cIhIiIiIiqWCpyg9urVC/PmzUNycjIEQVD/PHz4ENOmTcMbb7whZZxqe/fuRY8ePVC2bFm4u7ujVq1amDp1KlJTUwtc58aNG9GhQwf4+PjAw8MD9evXx7x585CVlWW03P379zFmzBhUrVoVbm5uKF++PAYMGIBTp05Jfs327dtDJpOZ9JPX9OnT8y3zww8/mPRaOao5cwDVLeTrC3zwgXXjISIiIiIqjgrUxTcqKgq///47ACAoKAhhYWHw9/dHfHw8fvnlF9y+fRtr1qzBG2+8gXbt2kkW7MKFCzFmzBgIggB/f38EBAQgJiYGs2bNwsaNG3HgwAGULl3arDrHjRuH+fPnAwCqVasGDw8PnDt3DuPHj8f27duxa9cuuLq66pSLjY1F69atce/ePXh4eCA4OBi3bt1CZGQktmzZgqioKISGhkp2zTp16hid9fjs2bNITk5Gy5YtDZ5Trlw5VK9eXe9jFSpUMFjO0d2+DSxapNmfOBHw9LRePERERERExZZQAKGhoYJMJhM6d+4spKenaz2WlJQkNGrUSJDL5cLIkSMLUr1ex44dE+RyuSCTyYQlS5YISqVSEARBSEhIEBo1aiQAEPr06WNWnZs2bRIACK6ursLWrVvVxy9cuCBUqVJFACB89NFHOuWUSqVQv359AYDQpUsX4cmTJ4IgCEJWVpYwdepUAYBQsmRJ4fbt25Jd05iUlBShZMmSAgBh2bJlOo+Hh4cLAITXX3/drHoLq2HDhgIAoWrVqkJWVlaRXtsc77wjCID4U6GCIKSmWjsishdZWVnCli1bhC1bttj0PU5UELy/ydHxHidHZov3tyo3aNiwodHzCtTF98SJE5DJZFiwYIFOS1+pUqUwZ84cCIKAkydPFjxzziMiIgJKpRJDhw7FqFGj1F1Z/fz8sG7dOsjlcmzatAlnzpwxuc4ZM2YAACZMmKDV2lmrVi0sX74cALBo0SI8ePBAq9zWrVtx6tQpeHl5Ye3atfDy8gIAODs7Y+bMmWjbti1SUlIwL/eUsIW8pjEbNmxASkoKSpQogf79+5tcjoD4eGDZMs3+p58CJUpYLRwiIiIiomKtQAlqYmIi3Nzc8OKLL+p9vHHjxurzpJCSkoI//vgDADBq1Cidx6tXr46QkBAAYvdjU1y5cgWnT582WGdISAiCgoKQkZGBbdu2aT2mukZYWBh89Myko6ovMjJSsmsas2rVKgBA7969UapUKZPLERARAaiG/VaqBIwYYd14iIiIiIiKswKNQc3IyED58uUNPq5qUczIyChYVHmcPHkSGRkZcHV1RdOmTfWe06ZNG/z99984cuSISXWqzqtatSoqVqxosM7Y2FgcOXIEw4cP1ynbtm1bg+UA4NatW0hISFDXX5hrGhIfH49//vkHAPKdmOr06dMYNGgQ7t69C09PT9StWxcDBw5EcHBwvtcpLGPjZ63l8mVg9WonAGJr/Kef5sDJSYANhko2Kvd9bYv3OFFh8P4mR8d7nByZLd7fgomrvBR6HdSicPnyZQBApUqV4OLiovecatWqAQAuXbpkVp2qcqbWmZmZifj4eKNlAwICoFAokJmZiUuXLqmT0YJe05jVq1dDEARUqlRJ3YpsyKlTp7RmGN62bRtmz56NMWPGYN68eXBycsr3ekuWLMHSpUtNiu3ChQvq7T///NOkMkXpq68aIicnAABQoUIKypTZg507uTwSFYwt3uNEUuH9TY6O9zg5Mlu5v5OSkkw6zy4S1EePHgGA0Rl6VY89fvzYonUmJSVBqVQaLSuTyeDt7Y379+9rlZX6eQiCgNWrVwMAXnvtNb1LzADiON2ZM2eic+fOqFq1Kjw9PXH58mUsXrwYP/zwA77++mu4uLjgyy+/zPead+7cwYkTJ/I9z9Zdv+6J/fv91fsDB16CszOTUyIiIiIiaypwgnrv3j2jLW4ymczoOTKZzOTm5vT0dACAQqEweI5qsqa0tDSL1qkqV5iyUj2Pf/75B3FxcQCAYcOGGTxP33jXOnXq4Pvvv0eVKlUwYcIELFiwAO+88w4qV65s9JoVKlRAw4YN840NEFtQVc+jc+fOcHa2ne9D+veXQxDEhL52bQGff14PTk71rBwV2Zvs7Gz1t5K2do8TFRbvb3J0vMfJkdni/a2aLDY/BY7U1D7EUnBzcwMgdq81RDXe1d3d3aJ1qsoVpqxUz0M1OVKbNm2Mdhs25uOPP8Y333yD27dvY9u2bfjggw+Mnj969GiMHj3apLobNWqkbm11dna2iT8MADh+HNi8WbM/c6YMrq62ERvZL1u6x4mkxvubHB3vcXJktnJ/G+rtmVeBIg0PDy9IsQJTzZSr6iKrj+oxfbPqSlmnl5cX5HI5lEqlwbKCIODJkyc6ZaV8HikpKdiwYQMA462n+XFyckKzZs2wefNmXLlypcD12JNp0zTbDRoAvXtbLxYiIiIiItKwiwS1Ro0aAIAbN24gKytL70RJV69e1TrX1DpjY2MNnqOvToVCgcDAQMTFxSE2NhYtW7bUKXfz5k11K2nusgW9pj4bNmxAamoqPDw8Cr32qarLsa3M8GVJhw4Bv/2m2Y+IAOQFWmyJiIiIiIikZhcfzRs0aACFQoGMjAwcPXpU7zn79+8HALRo0cKkOps3bw78v707j6uyzvs//j6IICCLCi4IgYp7bpilZm51u5Rjmlq5lTOlTk6LlTOOGmVpY5ZmM5aNy9SUjs4NudfPVkwty5LcUZTEDXFLRTBlO9fvD+5zAjkHD3qQ6+Dr+XicR3Bd3+26+Hg6n3Nd1/crKS0tTenp6WVq01bXtt9ZvYiICEVERJSody19Xsl2e++gQYNUvXr1Usteze7du+3jrezi4n77uWNH6d57K24sAAAAAIrziAQ1MDBQvXv3liSHS5wcOHBAiYmJkqTBgwe71GaTJk3UqlUrp20mJiYqNTVVPj4+6t+/f7F9tj4SEhIczrZra2/IkCFu67OotLQ0bdy4UdL13d4rSZ988on27NkjSerVq9d1tWV2iYmFL5vp0yUXb4UHAAAAcAN4RIIqSXFxcbJYLFq8eLEWLFhgn6QpIyNDQ4cOldVq1YABA9SmTfGZWKOjoxUdHW1/XrMo263KM2fO1Nq1a+3bU1JS9Pjjj0uSxo0bp7CwsGL1BgwYoNatWyszM1PDhw+3r+lTUFCgF198URs3bpS/v78mTJjgtj6Lsq19Gh0dre7duzstJ0l79uzR2LFjtWPHjmLbrVarli1bpmHDhkmS+vXrpw4dOpTaliczjOJXT3v0kO6+u+LGAwAAAKAkj0lQO3TooDfffFNS4UyyUVFRio2NVYMGDZSUlKSmTZtq4cKFJeodPnxYhw8fVnZ2dol9gwYN0vjx45WTk6P+/fsrJiZGbdu2VcuWLZWWlqYuXbpoxowZJep5eXkpISFBtWvX1rp161S/fn3ddtttCg8P17Rp01S1alUtWbJE4eHhbuvTxjAMffjhh5KkRx999KqzYeXl5WnBggVq27atatWqpdjYWN1+++0KDQ3VsGHDdOHCBd11111avHhxqe14ugULCp8/tZk2reLGAgAAAMAxj0lQJWn8+PH64osv1LdvX128eFHJycmKiorS5MmTtXXrVoWGhpa5zTlz5ig+Pl7dunXTmTNntH//frVo0UIzZ85UYmJisWVlimrSpIl27typJ598UmFhYdq1a5ekwtt/t2zZooGlTA17rX1Kv619arFY9Oijj171+KKjozV9+nTdd999CgkJUWpqqrZv3y4fHx/17dtXixcv1vr16xUSEnLVtjzRmTNSz57SH//427aaNaWmTStuTAAAAAAcsxg3ckFT3FRs66BaLLHy9d0qw/jtau+VUVf0d2c/l2VfaapUkbp1k776yrXygDP5+fn65JNPJEn33XefKdYYA9yF+EZlR4yjMjNjfNtyg9jYWCUlJTktV/EjRaVnGNLly+aZjaigoHCypORkqUWLih4NAAAAABuPusUXcKdSlqMFAAAAUAG4gopyFxmZpU8+yZe3t3exZV3K+nNZ6xw4IJW2ck5MzNXHDgAAAODGIUFFuatatUDNm0s3+tb36OjC5WQ2biy8rdfG9gwqt/cCAAAA5sItvqjU4uMLk9GiunWT/vd/K2Y8AAAAAJzjCioqtdDQwtl6k5MLnzmNieHKKQAAAGBWJKi4KbRoQWIKAAAAmB23+AIAAAAATIEEFQAAAABgCiSoAAAAAABTIEEFAAAAAJgCCSoAAAAAwBRIUAEAAAAApkCCCgAAAAAwBRJUAAAAAIApkKACAAAAAEyBBBUAAAAAYAokqAAAAAAAUyBBBQAAAACYAgkqAAAAAMAUSFABAAAAAKZAggoAAAAAMAUSVAAAAACAKZCgAgAAAABMgQQVAAAAAGAKJKgAAAAAAFMgQQUAAAAAmAIJKgAAAADAFEhQAQAAAACmQIIKAAAAADAFElQAAAAAgCmQoAIAAAAATIEEFQAAAABgCiSoAAAAAABTIEEFAAAAAJgCCSoAAAAAwBRIUAEAAAAApkCCCgAAAAAwBRJUAAAAAIApkKACAAAAAEyBBBUAAAAAYAokqAAAAAAAUyBBBQAAAACYAgkqAAAAAMAUSFABAAAAAKZAggoAAAAAMAUSVAAAAACAKZCgAgAAAABMgQQVAAAAAGAKJKgAAAAAAFMgQQUAAAAAmAIJKgAAAADAFEhQAQAAAACmQIIKAAAAADAFElQAAAAAgCmQoAIAAAAATIEEFQAAAABgCh6XoK5fv179+vVTWFiY/Pz81KxZM8XFxenixYvX3Oby5cvVo0cP1ahRQwEBAWrbtq1mzZqlvLy8UuudOnVKzzzzjBo2bKhq1aqpbt26euihh7R9+3a393no0CFZLJZSXx07diy1z/I4dwAAAADgLt4VPYCymDt3rp555hkZhqGIiAhFRkYqOTlZ06dP1/Lly/XNN9+oZs2aZWpzwoQJmj17tiSpUaNGCggI0O7du/XnP/9Za9eu1eeffy5fX98S9VJTU9WlSxedPHlSAQEBatmypY4dO6b4+HitWrVKCQkJ6t+/v1v7tLnzzjsdbm/ZsqXTOuVx7gAAAADAnTzmCmpSUpLGjx8vSZo/f76OHDmin376SQcPHlT79u21d+9ejR49ukxtrly5UrNnz5avr69Wr16t1NRU7dixQ7t371aDBg20ceNGTZ48uUQ9wzA0ZMgQnTx5Un369FF6erqSkpKUnp6uuLg45ebmavjw4crIyHBbn0V98803Dl/z58+/YecOAAAAANzNYxLUadOmyWq1auTIkRozZowsFoskKTw8XMuWLZOXl5dWrFihnTt3utzmyy+/LEmaOHFisaudzZo106JFiyRJ77zzjk6fPl2s3urVq7V9+3YFBwdr6dKlCg4OliR5e3vrlVdeUdeuXZWdna1Zs2a5rc/rUR7nDgAAAADczSMS1OzsbH366aeSpDFjxpTY37hxY/Xs2VOSlJCQ4FKbBw4c0I4dO5y22bNnT8XExCgnJ0dr1qwpts/Wx5AhQ1SjRo0SdW3txcfHu63Pa1Ue5w4AAAAAyoNHJKjbtm1TTk6OfH19dfvttzssc9ddd0mSvv/+e5fatJVr2LCh6tevX6Y2bb937dq11HrHjh1Tenq6W/os6umnn1avXr3Uu3dvjR07VitWrJDVanVYtjzOHQAAAACUB4+YJGn//v2SpFtuuUVVq1Z1WKZRo0aSpJSUlDK1aavnapu5ubk6dOhQqXUjIyPl4+Oj3NxcpaSk2JPRa+3zSnPnzi32+4IFC9S2bVutWLFCDRo0KLavPM7dtcjPzy+3toGKUjSuiXFUNsQ3KjtiHJWZGePbMAyXynlEgnr27FlJKnWWWdu+c+fOlWubmZmZ9quVzupaLBaFhITo1KlTxepez3F4e3trxIgRevjhh9WyZUuFh4frzJkz+uSTT/TCCy9o+/bt6tWrl5KSkhQUFOSWPh2ZP3++FixYcNVykrR37177z5999plLdQBPRYyjMiO+UdkR46jMzBLfmZmZLpXziAT18uXLkiQfHx+nZWzLsly6dKlc27TVu56613IcERERWrx4cbFt4eHhGj16tHr06KH27dsrNTVV//jHP/TCCy+4pU9HMjIy9NNPP121HAAAAACUlUckqNWqVZNUeHutMzk5OZIkPz+/cm3TVu966rrzOCQpJiZGTzzxhGbOnKkVK1YUS1Dd3We9evUUGxvr0rj27t1rT3p79+4tb2+PCDfAZfn5+fZvJYlxVDbENyo7YhyVmRnj27aaydVU/EhdYJsp13a7qiO2fY5m1XVnm8HBwfLy8pLVanVa1zAMnT9/vkTd8jgOm86dO0sqnCm4KHf3OXbsWI0dO9alMbVv395+tdXb29sU/zCA8kKMozIjvlHZEeOozMwS37alLq/GI2bxbdKkiSTpyJEjysvLc1jm559/LlbW1TZTU1OdlnHUpo+Pj6Kiokqte/ToUfsVy6J1r7VPV9hu4b3yIejyOHcAAAAAUB48IkFt166dfHx8lJOTox9++MFhmU2bNkmSOnXq5FKbHTt2lCSlpaUVWwrGlTZtdW37ndWLiIhQRESEW/q8mt27d9v7LKo8zh0AAAAAlAePSFADAwPVu3dvSXI4g+yBAweUmJgoSRo8eLBLbTZp0kStWrVy2mZiYqJSU1Pl4+Oj/v37F9tn6yMhIcHhzLe29oYMGeK2PkuTnZ2tefPmSZJ69epVbF95nDsAAAAAKA8ekaBKUlxcnCwWixYvXqwFCxbY19HJyMjQ0KFDZbVaNWDAALVp06ZYvejoaEVHR+ujjz4q0eZLL70kSZo5c6bWrl1r356SkqLHH39ckjRu3DiFhYUVqzdgwAC1bt1amZmZGj58uH3K5IKCAr344ovauHGj/P39NWHCBLf1OWbMGK1YscI+oZHNvn371KdPH6Wlpal69er685//7LZzBwAAAAA3ksckqB06dNCbb74pqXCinqioKMXGxqpBgwZKSkpS06ZNtXDhwhL1Dh8+rMOHDys7O7vEvkGDBmn8+PHKyclR//79FRMTo7Zt26ply5ZKS0tTly5dNGPGjBL1vLy8lJCQoNq1a2vdunWqX7++brvtNoWHh2vatGmqWrWqlixZovDwcLf1+cMPP2jQoEEKDAxUixYt1LFjR8XExKh58+b69ttvVaNGDa1cuVLR0dFuO3cAAAAAcCN5TIIqSePHj9cXX3yhvn376uLFi0pOTlZUVJQmT56srVu3KjQ0tMxtzpkzR/Hx8erWrZvOnDmj/fv3q0WLFpo5c6YSExOLLStTVJMmTbRz5049+eSTCgsL065duyQV3ia7ZcsWDRw40K19Tpo0SaNGjVKzZs105swZJSUl6fTp02rfvr1eeOEFJScn65577nHaZ3mcOwAAAABwJ4thu98TcDPbMjMNGzZUSkqKKaa3BtwpPz9fn3zyiSTpvvvuI8ZRqRDfqOyIcVRmZoxvW24QGxurpKQkp+U86goqAAAAAKDyIkEFAAAAAJgCCSoAAAAAwBRIUAEAAAAApkCCCgAAAAAwBRJUAAAAAIApkKACAAAAAEyBBBUAAAAAYAokqAAAAAAAUyBBBQAAAACYAgkqAAAAAMAUSFABAAAAAKZAggoAAAAAMAUSVAAAAACAKZCgAgAAAABMgQQVAAAAAGAKJKgAAAAAAFMgQQUAAAAAmAIJKgAAAADAFEhQAQAAAACmQIIKAAAAADAFElQAAAAAgCmQoAIAAAAATIEEFQAAAABgCiSoAAAAAABTIEEFAAAAAJgCCSoAAAAAwBRIUAEAAAAApkCCCgAAAAAwBRJUAAAAAIApkKACAAAAAEyBBBUAAAAAYAokqAAAAAAAUyBBBQAAAACYAgkqAAAAAMAUSFABAAAAAKZAggoAAAAAMAUSVAAAAACAKZCgAgAAAABMgQQVAAAAAGAKJKgAAAAAAFMgQQUAAAAAmAIJKgAAAADAFEhQAQAAAACmQIIKAAAAADAFElQAAAAAgCmQoAIAAAAATIEEFQAAAABgCiSoAAAAAABTIEEFAAAAAJgCCSoAAAAAwBRIUAEAAAAApkCCCgAAAAAwBRJUAAAAAIApkKACAAAAAEyBBBUAAAAAYAokqAAAAAAAUyBBBQAAAACYgsclqOvXr1e/fv0UFhYmPz8/NWvWTHFxcbp48eI1t7l8+XL16NFDNWrUUEBAgNq2batZs2YpLy+v1HqnTp3SM888o4YNG6patWqqW7euHnroIW3fvt3tfaanp2vu3LkaMGCAoqKi5Ovrq+rVq6tNmzaaMmWKTp8+7bSvUaNGyWKxlPr69NNPrzpmAAAAAChP3hU9gLKYO3eunnnmGRmGoYiICEVGRio5OVnTp0/X8uXL9c0336hmzZplanPChAmaPXu2JKlRo0YKCAjQ7t279ec//1lr167V559/Ll9f3xL1UlNT1aVLF508eVIBAQFq2bKljh07pvj4eK1atUoJCQnq37+/2/rs2LGjjh07JkmqWbOmbr31Vp07d067d+/Wzp07tWjRIn366adq166d02ONjIzULbfc4nBfjRo1rn6yAAAAAKAcecwV1KSkJI0fP16SNH/+fB05ckQ//fSTDh48qPbt22vv3r0aPXp0mdpcuXKlZs+eLV9fX61evVqpqanasWOHdu/erQYNGmjjxo2aPHlyiXqGYWjIkCE6efKk+vTpo/T0dCUlJSk9PV1xcXHKzc3V8OHDlZGR4bY+fX199cQTT2jr1q06c+aMkpKSdPDgQe3evVuxsbE6deqUBg4cqMuXLzs93j/84Q/65ptvHL7uuOOOMp07AAAAAHA3j0lQp02bJqvVqpEjR2rMmDGyWCySpPDwcC1btkxeXl5asWKFdu7c6XKbL7/8siRp4sSJxa52NmvWTIsWLZIkvfPOOyVun129erW2b9+u4OBgLV26VMHBwZIkb29vvfLKK+ratauys7M1a9Yst/W5ZcsWzZs3T+3bt7cfuyQ1b95cK1asUNWqVXX48GFu1QUAAADgsTwiQc3OzrYnXmPGjCmxv3HjxurZs6ckKSEhwaU2Dxw4oB07djhts2fPnoqJiVFOTo7WrFlTbJ+tjyFDhji8NdbWXnx8vNv6rFWrltNjiYqKUvPmzSVJKSkpTssBAAAAgJl5xDOo27ZtU05Ojnx9fXX77bc7LHPXXXfpyy+/1Pfff+9Sm7ZyDRs2VP369Z22mZqaqu+//16PPfZYibpdu3Z1Wk+Sjh07pvT0dHv719Pn1Vy6dEmS5O/v77TM+vXrtWfPHv3yyy8KCQlR+/btNWLECEVFRbncz7XKz88v9z6AG61oXBPjqGyIb1R2xDgqMzPGt2EYLpXziAR1//79kqRbbrlFVatWdVimUaNGkly/gmhr01bP1TZzc3N16NChUutGRkbKx8dHubm5SklJsSej19rn1SQlJenAgQOSfkuOHdm4cWOx31euXKmXX35Z06dP11/+8heX+po/f74WLFjgUtm9e/faf/7ss89cqgN4KmIclRnxjcqOGEdlZpb4zszMdKmcRySoZ8+elaRSZ+i17Tt37ly5tpmZmSmr1VpqXYvFopCQEJ06dapY3fI4jry8PI0bN06S1Lt3b7Vt27ZEmcaNG2v27Nnq2bOnoqOj5evrq507d2r27NlKSEjQxIkTVb16dXs7pcnIyNBPP/3k0tgAAAAAoCw8IkG1zUzr4+PjtIxtWRbbra7l1WbRWXKvta47j+Opp57SDz/8oJCQEM2fP99hmSlTppTYdscddyg+Pl5/+tOfNG/ePE2ZMkWPPPKIqlevXmp/9erVU2xsrEtj27t3r/04evfuLW9vjwg3wGX5+fn2byWJcVQ2xDcqO2IclZkZ49s2WezVVPxIXVCtWjVJhbfXOpOTkyNJ8vPzK9c2bfWup667juOVV17R/Pnz5evrq+XLl1/Ts6R/+9vftGjRIp0/f16JiYlO1261GTt2rMaOHetS2+3bt7dfbfX29jbFPwygvBDjqMyIb1R2xDgqM7PEd9GVSErjEbP42mbKtd0i64htn6NZdd3ZZnBwsLy8vEqtaxiGzp8/X6KuO49j9uzZeumll1S1alUlJCTYZzEuq+DgYLVs2VKS7M+xAgAAAEBF8IgEtUmTJpKkI0eOKC8vz2GZn3/+uVhZV9tMTU11WsZRmz4+PvYrlc7qHj161H6VtGjda+3zSm+//bYmTJigKlWqaMmSJfrd737ntKwrbLccm2WGLwAAAAA3J49IUNu1aycfHx/l5OTohx9+cFhm06ZNkqROnTq51GbHjh0lSWlpaUpPTy9Tm7a6tv3O6kVERCgiIsItfdosXLhQTz/9tCwWi/71r3/pwQcfdFjOVfn5+dq3b599vAAAAABQUTwiQQ0MDFTv3r0lyeESJwcOHFBiYqIkafDgwS612aRJE7Vq1cppm4mJiUpNTZWPj0+J5zJtfSQkJDicbdfW3pAhQ9zWpyQtWbJEf/zjH2UYht599109+uijrhxqqebPn6/MzEx5e3tf823CAAAAAOAOHpGgSlJcXJwsFosWL16sBQsW2Bd6zcjI0NChQ2W1WjVgwAC1adOmWL3o6GhFR0fro48+KtHmSy+9JEmaOXOm1q5da9+ekpKixx9/XJI0btw4hYWFFas3YMAAtW7dWpmZmRo+fLh9TZ+CggK9+OKL2rhxo/z9/TVhwgS39blixQqNGjVKVqtVf//7312eqOiLL77QxIkTSzxfmpubq7lz5+q5556TJP3xj39UvXr1XGoTAAAAAMpDxU/n5KIOHTrozTff1HPPPaexY8dq+vTpCg0NVXJysnJyctS0aVMtXLiwRL3Dhw9LkrKzs0vsGzRokMaPH6+33npL/fv3V6NGjVS9enXt3r1bBQUF6tKli2bMmFGinpeXlxISEnTXXXdp3bp1ql+/vpo1a6ajR4/q1KlTqlq1qpYsWaLw8HC39Tl06FAVFBTI399f8fHxio+Pd3ie7r33Xk2ePNn++8WLF/X666/r9ddfV506dey38aakpNjPyaBBgzR79myH7QEAAADAjeIxCaokjR8/Xq1atdLs2bO1ZcsWnTp1SlFRURo8eLAmTZp01TU8HZkzZ446d+6sd955R9u3b9fx48fVokULjRgxQs8++6yqVq3qsF6TJk20c+dOTZ8+XR9//LF27dqlkJAQDR48WJMnT1a7du3c2qdt0qVff/1V3377rdO2Y2Jiiv3evn17xcXF6bvvvtOBAwe0b98+5eXlKSwsTL169dKoUaOue5IlAAAAAHAHj0pQJenuu+/W3Xff7XJ5263ApRkyZEiJ50VdUadOHc2dO1dz584tc92y9unKcTgSGRmpV1555ZrqAgAAAMCN5DHPoAIAAAAAKjcSVAAAAACAKZCgAgAAAABMgQQVAAAAAGAKHjdJEm4ehmFc8+RQwI1gtVqL/Vz0d5iTxWKRxWKp6GEAAAAnSFBhGoZhKCsrSxcuXNCvv/6qgoKCih4SUCrDMFS7dm1JUmpqKomPh6hSpYr8/f0VFBSkwMBA/m4AAJgICSpMwWq16sSJE8rMzKzooQAus1gsCgwMtP8Mz1BQUKCsrCxlZWUpJCREderUkZcXT7wAAGAGJKgwhczMTHtyWrNmTQUGBsrX15cP/TA1wzDscRscHEy8egDDMJSTk6OsrCydPXtW58+fV7Vq1VSjRo2KHhoAABAJKkzi3LlzkqTatWurVq1aFTwawDWGYdivvHl5eZGgegh/f3/5+/vL29tbp06d0rlz50hQAQAwCe5pQoWzXdGQpKCgoAoeDYCbhe39JicnhwnZAAAwCRJUVLiiHwyrVKlSgSMBcDMp+n5DggoAgDmQoAIAAAAATIEEFQAAAABgCiSoAAAAAABTIEEFAAAAAJgCCSoAAAAAwBRIUAEAAAAApkCCCgAAAAAwBRJUAAAAAIApkKACAAAAAEyBBBXwUNHR0bJYLPr666+1bds2DRw4UGFhYfLz81Pbtm01b948Wa3WMrdrsVhksVh06NAhbdiwQffdd5/CwsLk5eWlVatWuf9AAAAAgP9DggpISk6W1qwp/K+n2bx5szp37qzPP/9cUVFRqlOnjnbs2KE//elPGjFihAzDuKZ2//vf/6pnz57avHmzoqOjFRkZ6eaRAwAAAMWRoOKmduaM1LOn1LKldP/9hf/t2bNwu6eYOnWq7r33Xh0/flxbt27VoUOHtHLlSlWrVk3Lli3TokWLrqndF154QZMnT9apU6f0448/6vDhw+rTp4+bRw8AAAD8xruiBwC4wjCkzEz3t/vAA9LmzcW3bdxYuH3NGvf3FxwsWSzubTMkJERLliyRn5+ffduAAQM0ceJEvfzyy3rttdf0+OOPy1LGjvv06aNp06YV21atWjW3jBkAAABwhAQVHiEzU6pR48b0VVAgbdpUPv2dOyeFhLi3zccee6xYcmrzpz/9SS+//LIOHjyo/fv3q2nTpmVqd9SoUW4aIQAAAOAabvEFPFyLFi0cbg8LC1NYWJgkKSUlpcztNm/e/LrGBQAAAJQVV1ABD1e7dm2n++rUqaPTp08rKytL27Zt01NPPVWiTLt27TR37twS2wMCAtw6TgAAAOBqSFDhEYKDC2+Pdbf+/QufQS0o+G1blSpS587l9wyqu506dcrpvpMnT0qSAgMDlZmZqW+//bZEGW9v3gYAAABgDnwyhUewWNz/7KYkrVghPfSQlJj427Zu3aT//d/y6a88JDtZG+fMmTM6ffq0JKlp06Zq2rTpNS85AwAAANwIPIOKm1poqPTVV9KePdLq1YX//eqrwu2e4r333tPly5dLbH/nnXckSQ0aNFCTJk1u9LAAAACAMiNBBSS1aFF4u6+T+YZM7dy5c3rkkUd04cIF+7a1a9dq5syZkqSJEyeWeYkZAAAAoCJwiy/g4aZOnapp06apXr16atGihc6cOaNDhw5Jkh588EGNGTOmYgcIAAAAuIgrqICH69y5szZv3qxevXopLS1NGRkZatWqlebOnatly5Zx9RQAAAAegyuoQCXQrl07rVy50i1tMZESAAAAKgpXUAEAAAAApkCCCgAAAAAwBRJUAAAAAIApkKACAAAAAEyBSZIAD2VbSgYAAACoLLiCCgAAAAAwBRJUAAAAAIApkKACAAAAAEyBBBUAAAAAYAokqAAAAAAAUyBBBQAAAACYAgkqAAAAAMAUSFABAAAAAKZAggoAAAAAMAUSVAAAAACAKZCgAgAAAABMgQQVQIUbNWqULBaL/v3vf1f0UG567vpbTJ06VRaLRVOnTnXLuAAAwM2BBBXwQN27d5fFYin28vb2VmhoqLp376558+YpLy+vood507ElZUVfXl5eCg4O1u23365p06YpMzOzoocJAABgWt4VPQAA1y4yMlK33HKLJOny5cs6ePCgNmzYoA0bNug///mPvvjiC/n7+1fwKG8+QUFBatWqlSSpoKBAhw4d0o8//qgff/xR77//vjZs2KDIyMgKHqVj9erVU9OmTRUcHHxd7YSGhqpp06YKDQ1108gAAMDNgCuogAf7wx/+oG+++UbffPONtm7dqjNnzmj+/PmyWCzavHmzXn/99Yoe4k2pXbt29r/Ld999p4yMDK1du1aBgYFKS0vTE088UdFDdGrGjBnat2+fBg4ceF3tPPnkk9q3b5+efPJJN40MAADcDEhQgUrEy8tLY8aM0cMPPyxJio+Pr+ARwaZfv3568cUXJUnr1q3T2bNnK3hEAAAA5kOCClRCd9xxhyQpLS2txL7z58/rvffe0wMPPKAmTZooICBA1atXV5s2bfTiiy86fUbS9nzlqFGjlJeXpxkzZqh58+aqVq2aateurZEjR+ro0aNOx3TixAmNGTNG4eHhqlatmmJiYjRp0iT9+uuvVz2eDRs2aODAgapbt658fHxUt25dPfDAA9q0aZPD8v/+979lsVjUvXt3Wa1WvfXWW2rVqpX8/f0VHh6usWPH6pdffrGXX7p0qTp16qSgoCCFhIRo0KBBOnjw4FXHVVY9evSQJFmtVqWmpkqSvv76a1ksFkVHR0uS/vWvf+mOO+5QUFCQLBaLzp8/b69/5swZTZ48Wa1atVL16tUVEBCgtm3basaMGaWex6ysLM2cOVMdO3ZUSEiI/Pz81KhRIz344INas2ZNsbKlTZK0bNky3X333apVq5aqVq2q0NBQtWzZUmPGjNGWLVuKlb3aJEnbt2/X8OHDFRERIV9fX4WGhqpv374lxmNz5XmKj49X586dFRgYqKCgIN1zzz369ttvnZ4DAADgGUhQgUrIlqw4ev70448/1mOPPaaPP/5Yly9fVosWLRQeHq59+/Zp2rRpuuOOO0q9upeXl6c+ffpo8uTJslqtaty4sc6fP68lS5bozjvvdFj34MGDat++vRYuXKjTp0+refPm8vb21muvvaYePXooNzfXaX8zZsxQ9+7dtWrVKlmtVrVp00YFBQVauXKlunbtqjfeeKPUczFs2DA9++yzysvLU3R0tE6dOqUFCxbonnvuUW5uriZMmKDhw4frxIkTatCggS5duqQVK1borrvuKpbEuoPVai11/7hx4/T4448rPT1dzZo1U82aNe37fvjhB7Vo0UIzZszQ/v37FRkZqfr162v37t2aPHmyunTponPnzpVoc9++fWrTpo3++te/asuWLQoLC1PLli114cIFJSQk6Omnn3Zp7JMmTdKwYcOUmJioqlWrqk2bNgoNDdWhQ4e0cOFCLVu2zOXzsHjxYnXo0EFLly5Vdna2WrduLV9fX3366ae6//77r3pbcFxcnB566CEdPnxYTZo0kSR99dVX6tmzJ0kqAAAezuMS1PXr16tfv34KCwuTn5+fmjVrpri4OF28ePGa21y+fLl69OihGjVq2K9IzJo166qzoJ46dUrPPPOMGjZsqGrVqqlu3bp66KGHtH379krVp6lcviydP+/6yzBKtpGZ6Xp9R1elcnPLNoaCgus/7jIwDEOffPKJpMJnIa/UunVrrVmzRpmZmTpy5Ih+/PFH7d+/X8ePH9fYsWOVkpKiSZMmOW0/ISFBR48e1c6dO5WSkqJdu3YpNTVVzZs319GjRzV79uwSdUaMGKHjx4+rQ4cOSktL07Zt27Rv3z5t2bJFhw4d0kcffeSwry+++EKTJ0+WxWLRrFmzdOLECf344486ceKEXnvtNUnSxIkTlZiY6LD+5s2btWnTJv3444/at2+fkpOTlZSUpJo1a2r79u0aOnSoFixYoHXr1iktLU07duxQSkqKoqOjdfz4cYfHcj2+/vprSYW3YsfExBTbd+zYMf373//W8uXLdezYMf3www/KyMhQUFCQTp06pf79++v06dOaMGGCzpw5o71792r//v1KTU1V586dtW3bNj311FPF2rx48aL69euntLQ0de7cWfv27dOBAwe0detWnT59Wvv27dO4ceOuOu4zZ87ojTfekLe3tz766CNlZGRo69at2rdvn7KysvTVV1/p7rvvdukc7NmzR48//rjy8/P13HPP6eTJk/rxxx+Vnp6uDz74QN7e3nrnnXf0/vvvO6yfnp6uOXPm6KOPPlJ6erqSkpJ08uRJDR48WLm5ufrLX/7i0jgAAIBJGR7kH//4h2GxWAxJRkREhNGuXTvD19fXkGQ0b97c+OWXX8rc5vPPP29IMiQZjRo1Mlq3bm1UqVLFkGR07drVuHz5ssN6Bw4cMOrUqWNIMgICAozY2Fijdu3ahiTDx8fHWL16daXo83rExsYakoyGDRsaeXl5TssVFBQYycnJRnJyslFQUFB6oy+9ZBiFaadrr3PnSrYRHOx6/UcfLVn//ffLNoZt21w+Z67q1q2bIcl46aWX7NsuX75s7Nq1yxgxYoQhyahSpYrx5ZdflrntiIgIIyAgwMjPzy+2/aWXXrLH0HfffVei3ooVKwxJRps2bYpt//rrr+3jSU1NLVHvv//9r73d999/v9i+7t27G5KMoUOHOhzroEGDDElGjx49im1///337W0uX768RL2JEyfa98+ePbvE/nnz5jk8litZrVbj3Llzxrlz5wyr1Wo/R926dStR9uOPPzYCAwMNSUbfvn3t29evX28fyxtvvOGwn7/85S+GJOORRx5xuD89Pd2oXr264eXlZRw9etS+/c033zQkGZGRkcaFCxdKPRabRx99tMTf4rvvvjMkGW3btnWpDcP4LV6KxqhhGMaoUaMMSUanTp0c1rO9VzVs2LDY9qLn6bXXXitR78SJE4aPj48hyTh79qxLYyzTe89NKC8vz1i1apWxatWqUt/DAU9FjKMyM2N823KD2NjYUst5zBXUpKQkjR8/XpI0f/58HTlyRD/99JP91sG9e/dq9OjRZWpz5cqVmj17tnx9fbV69WqlpqZqx44d2r17txo0aKCNGzdq8uTJJeoZhqEhQ4bo5MmT6tOnj/1b/PT0dMXFxSk3N1fDhw9XRkaGR/cJ83v55Zft621Wq1ZNrVq10pIlSxQTE6Ply5c7vaqVn5+vFStWaNy4cerbt6+6du2qLl26qEuXLrpw4YIuXryoAwcOOKzbpk0bdezYscR227aff/652PZ169ZJkvr27atGjRqVqDd48GDVq1evxPaLFy/anzG1/du/0vPPPy9J2rRpk8NnMGvUqKEHHnigxPbY2Fj7z4899pjT/Vcei6u2bdtmP5+dOnVSvXr11K9fP2VlZemWW27Ru+++67Deo48+6nC77QrzmDFjHO4PDw9Xhw4dZLVatXHjRvv2FStWSCq8dTgwMPCajkWSfSmj/fv3a9u2bdfcjvRbPFztb3rw4EHt37/fYZmxY8eW2FanTh3786nl8fwwAAC4MTwmQZ02bZqsVqtGjhypMWPGyGKxSCr8YLZs2TJ5eXlpxYoV2rlzp8ttvvzyy5IKbxHs37+/fXuzZs20aNEiSdI777yj06dPF6u3evVqbd++XcHBwVq6dKl9vUBvb2+98sor6tq1q7KzszVr1iyP7hPmFxkZqTvvvFN33nmnWrRoIR8fH0mFH9ZtEyVd6fjx47rttts0aNAgvfvuu/r000+1adMmffvtt/r222914cIFSXL6/GXjxo0dbq9Tp44kKTs7u9j2ffv2SZJatGjhsF6VKlXUtGnTEttTU1NV8H+3R996660O69rWGs3Pz7dPOlSUo4RYksLCwiQVrtXpaL3P2rVrOzwWV124cMF+Prds2aJff/1V7du319SpU7Vjxw5FRUWVqBMaGmofV1EXL160J1zPP/+8PfG98rV7925JhbcK2yQnJ0uSOnXqdE3HYRMeHq5hw4bZj+POO+/UCy+8oHXr1pXp8YrMzEydPHlSkvO/ab169VSrVi1Jv8VOUaGhoQoJCXFY11kMAgAAz+ERCWp2drY+/fRTSY6vIDRu3Fg9e/aUVPh8nCsOHDigHTt2OG2zZ8+eiomJUU5OTolZJW19DBkyRDVq1ChR19belUt8eFqfpvTXv0rnzrn+cpB86PBh1+vPm1ey/rBhZRvD/yVR5aHoOqh79uzR4cOH1atXL3377bfq16+fw+eLR40apR07dqhdu3Zas2aN0tPTlZOTI8MwZBiG7rrrLkly+mxyQECAw+1eXo7fTmzJgi3pc8SWWBSVlZUlSapevbrDyZ5s+2zjsZV3Zay2L7iutv9adevWzX4+rVarMjMztXXrVr300ktOkytnYyk6i++WLVvsie+VL9sXTEWvJNu+bHCUhJfV+++/r1dffVXR0dHavHmzXn31Vd17770KCwvTH//4R6ezPxdV9G/k6G9uU7du3RLlbZydJ+m3GDQcPXsOAAA8gkckqNu2bVNOTo58fX11++23Oyxj+1D9/fffu9SmrVzDhg1Vv379MrVp+71r166l1jt27JjS09M9tk9TqlZNCglx/eUo0QgOdr2+o8TIx6dsY6hS5fqP20V169ZVQkKC6tevr6SkJL355pvF9mdkZOiLL76Qn5+fPv/8c/3ud79TeHi4/cqr5PzK6bWqXr26pMIJvpyxXVUrynZLanZ2ttMlVLKzs+1X8K7nFlYzs50/qfAc2hJfZ6+iy7oEBQVJkkvJ49X4+Pho8uTJOnjwoA4ePKgPP/xQI0aMkFT42MWwYcOu2kbRv5Gjv7nNiRMnSpQHAAA3B++KHoArbM8h3XLLLapatarDMrZb+VJSUsrUprNbAJ21mZubq0OHDpVaNzIyUj4+PsrNzVVKSoo9MfSkPt0tPz/f6T6r1SrDMGSxWOwfsuEaR+crMDBQU6dO1ejRozVjxgyNGTPGftXOti5q8+bNVatWrRJ1z507Z4+ZK9t29rOzcdnYbt9NTk52WK+goMBhnw0bNlSVKlVUUFCgXbt2OfxyateuXZIKb3Vv1KiRve7Vxnq9+52VK8s5crWvoKAgRURE6NixY9q1a5d9LVVX3Hrrrdq4caM2b97s9Mut0sbl7Biio6MVHR2tESNG6Mknn1THjh31//7f/9ORI0cUGRlZ7FiKthMUFKQ6dero5MmT2rVrl5o3b16i7YyMDPuXJE2bNnX5b+rq2K8sZ/tvfn6+07sAblZF37dLew8HPBUxjsrMjPHt6mcjj0hQbesqFl0T8Eq2fY7WAXRnm5mZmfa1DJ3VtVgsCgkJ0alTp4rV9aQ+nZk/f74WLFhw1XKStHfvXvvPn332Walla9eurcDAQGVmZvIh0QW2N5qcnByHV8fuv/9+vfLKKzp69Khef/11TZw4UZLsz3SeOHFC58+fL3Er62uvvWZv++LFi8XazsnJkVT4hcnVrsgV3X/XXXfp9ddf17p167Rjxw77RDY2K1eu1PHjxyVJly5dKla3U6dO+uabb/TGG2/Yn5cu6vXXX5ckde7cWXl5efa6ly5dsp8nR2O1XXW13X57paK3lrp69fHChQv2c+SsX0euNhZJ6t+/v+bNm6fXX3+92ARPV9O3b19t3LhR8+bN08iRI4tdjXXGtibtlX8LZ2JiYuTr66ucnBzt37/fftXWdi6ujNG7775bS5cu1ezZs9W7d+8S7dmWD2rQoIHq1Kljr+vKeXIWu85YrVYVFBQoKyvLPnkTHLvaezjg6YhxVGZmiW9XPxt5RCZw+fJlSSp2G+KVfH19Jf32wbS82rTVu566ntCnMxkZGfrpp59cern6t4D7Va1aVU8//bQk6Z///Kf9WcRmzZqpZs2aOn78uP72t7/ZE1ar1aqFCxfqzTffVLVq1dw6li5duui2225TQUGBxowZY09GpcLb9ydNmuT0zojnnntOUuFstO+++679ixqr1aq5c+dq1apVslgsmjBhglvHbDbPPPOMateurc8++0xPPPGE/RZYm9zcXCUmJmrUqFHFto8cOVINGzbUsWPHNGTIkBITSR04cEB///vfr9r/hg0b9MILL9gnYrLJy8vTm2++qZycHPn7+6tJkyZXbevJJ5+Uj4+PfvzxR/sM5Dbx8fH65z//KUmV/m8KAAAc84grqLYPzEU/yFzJ9m29n59fubZZ9MP7tdb1hD6dqVevnstXcPbu3WtPUnv37i1vb8fhZrValZqaKovFouDgYK6gusB2Ln19fZ1OgPPkk0/qzTffVEZGhj788ENNmTJFkjRjxgyNHTtWs2bN0gcffKCoqCgdPnxYp0+f1qhRo5SWlqYNGzYoICCgWNu2LzJ8fHyuOunOlfuXLl2qrl276scff1SbNm3UqlUrXbp0Sfv27dPtt9+unj17atmyZfLz8ytWd8CAAZo+fbpeeOEFTZ48WW+99ZaioqJ06NAh+6RAM2bMUL9+/Yr1Z4tlb29vh2O1TbTj5eXlcH/RZx9LO1bDMOzJf1BQkP0cOevXkauNxTaGdevW6f7779d///tfxcfHq3HjxqpRo4YyMzP1888/2/+NF20jODhYa9eu1b333qvvv/9eHTp0UOPGjRUcHGz/m0dFRenFF1+017F9mVX0b2G1WvXOO+/onXfeUY0aNdSgQQMZhqG0tDT7lfi33nrLfnuv9Fu8XBmjHTt21IIFC/T444/r7bff1pIlS9S4cWMdP37c/vz8E088oSeeeKLM58n27+LK2HXGarXq5MmTCg4OVvv27XnvuUJ+fr79W/fS3sMBT0WMozIzY3zbVha5moofqQtss9babld1xLbP0Qy37mzTlkBZrVandQ3DsM+8WbSuJ/XpzNixYx2uQehI+/bt9dNPP0kq/OBYWoJqu9XUtqYnXFPa+apWrZomTJig559/Xm+99ZbGjx+v6tWra8yYMapVq5Zef/117dy5UykpKWrWrJmmTZumMWPG2J9xvLJtZz87G1dRjRs3VlJSkl588UV98sknSk5OVv369fXXv/5VcXFxGjdunNPjmTJliu688079/e9/1+bNm7Vt2zbVrFlTAwYM0LPPPuvw2cqrjfV69zs75mut50qd2NhY7d69W++++65Wr16tffv2KTU1VUFBQWrXrp169eqlgQMHlmijRYsW2rlzp/7xj39o5cqV2r9/v44dO6bw8HD17NlTI0eOdHoObNu7du2quXPn6quvvtKuXbu0f/9+5eTkqG7duurTp4+eeeaZEmvjlvZv+tFHH1WbNm30xhtv6Ouvv9b27dsVGBioXr16ady4cbr//vuv+Tw569NZOdt/vb29SVBLUdp7OFAZEOOozMwS3y5/xjc8wIYNGwxJhq+vr5Gbm+uwzMsvv2xIMu6++26X2vzggw8MSUaDBg2clvn9739vSDIee+yxYtsbNGhgSDI++OADh/UOHz5sSDIkGUePHvXYPq9XbGysIclo2LChkZeX57RcQUGBkZycbCQnJxsFBQVuHQNQnqxWq3Hu3Dnj3LlzhtVqrejhoIx47yldXl6esWrVKmPVqlWlvocDnooYR2Vmxvi25QaxsbGllvOIr4vbtWsnHx8f5eTk6IcffnBYZtOmTZJcX5De9m1/WlpasWVZXGnTVte231m9iIgIRUREeGyfAAAAAHAjeUSCGhgYaJ/t0dEMsgcOHFBiYqIkafDgwS612aRJE7Vq1cppm4mJiUpNTZWPj4/69+9fbJ+tj4SEBIcz39raGzJkiEf3CQAAAAA3kkckqJIUFxcni8WixYsXa8GCBfZ1dDIyMjR06FBZrVYNGDBAbdq0KVbPtl7fRx99VKLNl156SZI0c+ZMrV271r49JSVFjz/+uCRp3LhxCgsLK1ZvwIABat26tTIzMzV8+HD7lMkFBQV68cUXtXHjRvn7+zuchdKT+gQAAACAG8ljEtQOHTrozTfflFQ4UU9UVJRiY2PVoEEDJSUlqWnTplq4cGGJeocPH9bhw4eVnZ1dYt+gQYM0fvx45eTkqH///oqJiVHbtm3VsmVLpaWlqUuXLpoxY0aJel5eXkpISFDt2rW1bt061a9fX7fddpvCw8M1bdo0Va1aVUuWLFF4eLhH9wkAAAAAN5LHJKiSNH78eH3xxRfq27evLl68qOTkZEVFRWny5MnaunWrQkNDy9zmnDlzFB8fr27duunMmTPav3+/WrRooZkzZyoxMdHpmpBNmjTRzp079eSTTyosLEy7du2SVHgr7pYtWzRw4MBK0ScAAAAA3CgWw3avLOBmtmVmGjZsqJSUlFKXmUlJSZEkNW3alKUe4DEMw7Dfbh8cHMwSSR6G957S5efn65NPPpEk3XfffaZYogBwJ2IclZkZ49uWG8TGxiopKclpOf5vDAAAAAAwBRJUAAAAAIApkKCiwhW9LbKgoKACRwLgZlL0/YbbswEAMAcSVFQ4i8UiX19fSdKFCxcqeDQAbha29xtfX18SVAAATKLin5YFJNWoUUMnTpzQqVOnlJ+fr8DAQD40wvQMw5DVapVUOOEO8Wp+hmEoJydHWVlZOnv2rKTC9x8AAGAOJKgwheDgYF2+fFnnz5/X2bNn7R8cAbOz3SZ68uTJCh4JrkVISIiCg4MrehgAAOD/kKDCFLy8vFS3bl0FBAQoKytLFy9e5HlUmJ5hGMrKypLEMjOepEqVKgoICFBgYKACAwP5uwEAYCIkqDANi8WioKAgBQUFSSr88M8yvTCz/Px8rVu3TlLh2l5mWGMMpbNYLCSkAACYGJ+mYFp8kITZeXl5Ffu56O8AAAAoOz5NAQAAAABMgQQVAAAAAGAKJKgAAAAAAFMgQQUAAAAAmAIJKgAAAADAFEhQAQAAAACmQIIKAAAAADAFElQAAAAAgClYDMMwKnoQqJxq1qypc+fOycfHRy1btpTFYqnoIQFuZRiGMjMzJUnBwcHEOCoV4huVHTGOysyM8b13715dunRJNWrU0NmzZ52WI0FFufH399elS5cqehgAAAAATMLPz0+//vqr0/3eN3AsuMnUrl1bR44ckWEY8vPzU/PmzSt6SG5jtVq1fft2SVLbtm3l5XXj75YvzzG4q+3raaesdctS3pWyrrZn+zaQGPesMVR0jF9LPVfruLNcZY1vqeJjvDLH97XU5T3cvSo6vst7DBUd4+X5Hu5qWU98D09LS9Ply5dVu3bt0gsaQDmKjY01JBmxsbEVPRS3ys7ONiQZkozs7OxKNwZ3tX097ZS1blnKu1LW1faIcc8cQ0XH+LXUc7WOO8tV1vg2jIqP8coc39dSl/dw96ro+C7vMVR0jJfne7irZSvzeziTJAEAAAAATIEEFQAAAABgCiSoAAAAAABTIEEFAAAAAJgCCSoAAAAAwBRYZga4BgEBATIqeAnh8hyDu9q+nnbKWrcs5V0pa4a/cUUyw/FX5hi/lnqu1nF3ucqqoo+/Msf3tdTlPdy9zHD8lTnGy/M93NWyZvgblxeuoAIAAAAATIEEFQAAAABgCiSoAAAAAABTIEEFAAAAAJgCkyShXI0ZM0YZGRmqV69eRQ8FKBfEOCoz4huVHTGOysxT49tiVNbpnwAAAAAAHoVbfAEAAAAApkCCCo/Up08fWSwWvfDCCxU9FMAtPvvsM/Xs2VN169aVr6+vIiIi9OCDDyo5Obmihwa4xUcffaRBgwYpKipKfn5+atq0qSZNmqSsrKyKHhpw3Y4dO6annnpKnTp1kr+/vywWiw4dOlTRwwLK7OjRoxo8eLCCg4MVFBSkBx54QEeOHLmhYyBBhcdZtmyZduzYUdHDANzq7Nmzat++vd5++219/vnnmjFjhvbs2aOOHTvq8OHDFT084LrNmjVLVapU0d/+9jd9+umneuKJJ/Tuu+/qf/7nf2S1Wit6eMB1SU1NVXx8vGrUqKG77rqroocDXJNff/1VPXv21L59+/TBBx9o8eLFOnDggHr06KGLFy/esHEwSRI8yrlz5/Tss89qzpw5GjZsWEUPB3CboUOHaujQocW23X777WrWrJk++ugjPf/88xU0MsA91q5dq7CwMPvv3bp1U82aNfXoo4/q66+/Vs+ePStwdMD16dq1q06ePClJWrRokT7//PMKHhFQdgsXLtTBgweVkpKimJgYSVLr1q3VuHFjzZ8/X88999wNGQdXUOFRJk6cqFtvvbXEB3mgMqpVq5Ykydub7xLh+YompzYdOnSQJKWnp9/o4QBu5eXFR2p4vjVr1qhjx4725FSSGjRooDvvvFOrV6++YePgXxN04sQJLV68WE8//bQ6deokPz8/WSwWde/e3aX669evV79+/RQWFiY/Pz81a9ZMcXFxbr8V4JtvvtGHH36od955x63tovLzlBiXpIKCAuXm5urAgQMaO3as6tatyxcyuCpPivGiNmzYIElq3rx5ufYDz+ap8Q1crxsd+3v27NGtt95aYnvLli1v7JwYBm56c+bMMSSVeHXr1u2qdf/xj38YFovFkGREREQY7dq1M3x9fQ1JRvPmzY1ffvnFLWPMyckxWrRoYUyZMsW+TVKx3wFnPCHGbdq3b28fX0xMjJGcnOzW9lE5eVKM2xw7dswICwsz7rnnnnJpH5WHp8X3woULDUlGWlqa29vGzeVGx37VqlWNiRMnltg+ZcoUo0qVKu44JJdwBRUKCgrSPffco0mTJmnFihWKi4tzqV5SUpLGjx8vSZo/f76OHDmin376SQcPHlT79u21d+9ejR49ukS9L7/8UhaL5aqvot8Ovf7667p06ZKmTJnijkPGTcYTYtxm8eLF+v7777V06VIFBQXpf/7nf5gJElflSTEuSdnZ2br//vvl7e2t999//1oPGzcJT4tvwF1udOybBQ82QX/4wx/0hz/8wf67q88CTZs2TVarVY888ojGjBlj3x4eHq5ly5apWbNmWrFihXbu3KnWrVvb93fu3Fl79+69avv+/v6SpCNHjujVV1/VokWLlJOTo5ycHHuZnJwcnT9/XoGBgapSpYpL48bNx+wxXpTtVsc77rhDffv2VXR0tF577TX985//dGnMuDl5UoxfunRJv/vd73Tw4EFt2LBBERERLo0VNy9Pim/AnW507NeoUUPnzp0r0d7Zs2dVo0aN6ziSsiFBxTXJzs7Wp59+KknFAt+mcePG6tmzp7788kslJCQUC35/f381a9bM5b4OHjyoy5cva8SIESX2zZo1S7NmzdK2bdvUtm3bsh8I4MSNjHFnQkJCFBMTo9TU1OtuC7hSRcR4Xl6eBg8erK1bt+qLL75Qq1atrv0AgFKY4T0cqAjXE/stW7bUnj17StRJTk5WixYtym/QV+AWX1yTbdu2KScnR76+vrr99tsdlrGtA/b9999fV19t27bV+vXrS7wkacSIEVq/fn2x2cYAd7iRMe7MyZMntW/fPjVq1Khc2sfN7UbHuNVq1fDhw5WYmKhVq1apY8eO190m4IwZ3sOBinA9sd+/f399//33OnjwoH3boUOH9O2336p///7lN+grcAUV12T//v2SpFtuuUVVq1Z1WMb2oTolJeW6+goJCXH6nEdUVBTPgKBc3MgYl6SBAwcqNjZWrVu3VlBQkPbv3685c+bI29ubNVBRLm50jP/pT39SQkKCpkyZooCAgGIfjCIiIrjVF251o+Nbkj766CNJhc//SdK6desUFhamsLAwdevWzS19AFdzPbE/evRovf3227r//vs1ffp0WSwWxcXFKTIyUmPHji3fgRdBgoprcvbsWUlSzZo1nZax7XN0Lztgdjc6xjt27Kj4+HjNnj1bubm5ioyMVPfu3TVp0iRFR0dfd/vAlW50jK9bt06S9Oqrr+rVV18ttu+ll17S1KlTr7sPwKYiPqcMGTKk2O/jxo2TJHXr1k1ff/21W/oAruZ6Yj8gIECJiYl69tlnNXLkSBmGobvvvltvvfWWqlevXn6DvgIJKq7J5cuXJUk+Pj5Oy/j6+koqnBCjPBiGUS7tAtKNj/GJEydq4sSJ190O4KobHePMRo0bqSI+p/C5BGZwvbF/yy23aPny5eUzOBfxDCquSbVq1SRJubm5TsvYZtv18/O7IWMC3IkYR2VHjKMyI75xs6oMsU+Cimtim2radhuBI7Z9N3JaasBdiHFUdsQ4KjPiGzeryhD7JKi4Jk2aNJFUuEZpXl6ewzI///xzsbKAJyHGUdkR46jMiG/crCpD7JOg4pq0a9dOPj4+ysnJ0Q8//OCwzKZNmyRJnTp1upFDA9yCGEdlR4yjMiO+cbOqDLFPgoprEhgYqN69e0uSFixYUGL/gQMHlJiYKEkaPHjwDR0b4A7EOCo7YhyVGfGNm1VliH0SVFyzuLg4WSwWLV68WAsWLLDPXpeRkaGhQ4fKarVqwIABatOmTQWPFLg2xDgqO2IclRnxjZuVx8e+gZvekSNHjFq1atlfAQEBhiTD29u72PaZM2eWqDtnzhzDYrEYkozIyEijXbt2hq+vryHJaNq0qXH69OkKOCKgOGIclR0xjsqM+MbN6maNfdZBhQoKCvTLL7+U2J6fn19s+6+//lqizPjx49WqVSvNnj1bW7Zs0alTpxQVFaXBgwdr0qRJN3RRX8AZYhyVHTGOyoz4xs3qZo19i2GwqjAAAAAAoOLxDCoAAAAAwBRIUAEAAAAApkCCCgAAAAAwBRJUAAAAAIApkKACAAAAAEyBBBUAAAAAYAokqAAAAAAAUyBBBQAAAACYAgkqAAAAAMAUSFABAAAAAKZAggoAADyexWKRxWLR119/XaZ9AABzIUEFAKASmjp1qj0xK/ry9fVVeHi4evfurUWLFikvL6+ihwoAgB0JKgAAlVydOnXsL29vb2VkZOjzzz/X6NGj1blzZ507d66ihwgAgCQSVAAAKr0TJ07YXxcvXtThw4c1evRoSdLWrVv19NNPV/AIAQAoRIIKAMBN5pZbbtGCBQvUs2dPSVJ8fLyys7MreFQAAJCgAgBw0+rTp48kKTc3VwcOHCixPysrS6+99po6deqkmjVrytfXV5GRkXr44Yf13XffXbX9zz//XA8//LCioqLk5+enmjVrqnXr1nrqqadK1Ldarfrqq6/09NNPq2PHjoqIiJCPj49q1aqlbt266Z///CfPywLATcC7ogcAAAAqhmEY9p8LCgqK7du+fbt+97vf6dixY5KkKlWqyN/fX8eOHdP//u//Kj4+Xq+++qomTZpUot1ff/1Vo0aNUkJCgn1bYGCgrFardu3apV27dmnTpk3avn27ff+RI0d0zz332H+vXr26/P39dfbsWW3cuFEbN27U0qVL9dlnn8nPz89dpwAAYDJcQQUA4Cb12WefSSpchqVBgwb27RkZGerdu7eOHTumBx54QFu3btWlS5d04cIFnTx5UnFxcapSpYomT56sVatWlWj397//vRISEuTl5aWJEyfq6NGjunDhgs6fP6/Tp0/rP//5jzp16lSsjre3t4YPH641a9bol19+UVZWls6fP6+srCy9//77Cg8P16ZNmzRlypRyPScAgIplMYp+fQoAACqFqVOn6uWXX5ZU/EqpVHi1cvr06Vq4cKEkqX///lq9erV9/2OPPab33ntPw4YN03/+8x+H7c+ZM0fPPfec2rRpU+xK6FdffWW/Ejpv3jw98cQTbjmerVu3qkOHDgoICNCZM2dUrVq1YvstFoskaf369erevbvL+wAA5sIVVAAAKrm6devaXwEBAYqKirInp82aNdO8efPsZS9fvqylS5dKkiZOnOi0zUceeUSStGPHDp08edK+/b333pMk3XrrrW5LTiXptttuU+3atXXx4sViCTEAoHLhGVQAACq5oglkUY888ojmz59f7GpkUlKSLl++LEnq1auXS+0fPnxYderUkSRt3rxZktSvX78yjzM3N1fvvfeeVqxYod27d+uXX35Rbm5uiXK252IBAJUPCSoAAJWc7RZfwzB04sQJrVmzRn/961/14YcfqlWrVpowYYK97PHjx+0/O0tsr/Trr7/afz5x4oQkKSoqqkxjPHXqlO655x7t2rXLvq1atWoKDQ1VlSpVJEmnT5+W1WrVxYsXy9Q2AMBzcIsvAAA3CYvFonr16mns2LFauXKlLBaL/vKXvygxMdFepuhsvpcuXZJhGFd9FX2u0/a8Z1k9++yz2rVrl2rVqqX33ntPGRkZunTpkk6fPq0TJ07oxIkTCg8Pl1TymVoAQOVBggoAwE2oe/fuGjlypAzD0FNPPWVPTOvWrWsvc/jw4TK3a6tflrp5eXlasWKFJOntt9/W73//+2LjkAoT5zNnzpR5PAAAz0KCCgDATerFF19UlSpVlJycrA8++ECS1KFDB/n4+EiS1q5dW+Y2O3fuXOa6p0+ftj/32q5dO4dlvvnmG3sZAEDlRYIKAMBNqlGjRnrooYckSdOmTVNeXp4CAgI0bNgwSdLMmTN15MiRUts4e/Zssd8fe+wxSdKePXv07rvvujSOoKAg+63BO3bsKLE/Pz+f9U8B4CZBggoAwE1s0qRJslgsOnTokP71r39Jkv72t78pPDxcZ86cUadOnbR48WJlZWXZ65w+fVrLly/XwIEDNXTo0GLt9ejRQw8//LAk6cknn9SkSZOKzbp75swZLVq0yJ7ISlL16tV15513SpKee+45JSYmymq1SpJ2796te++9V1u3blVAQED5nAQAgGmQoAIAcBO79dZb1b9/f0nSq6++qpycHNWrV09ffvmlmjRpouPHj+uRRx5RSEiIatWqperVq6t27doaPHiwVq1aZU8ki/rXv/6lBx54QFarVa+99poiIyMVHByskJAQhYWFafTo0UpKSipW56233lJAQIDS09N19913y9/fX0FBQWrVqpXWr1+vhQsXKjQ09IacEwBAxSFBBQDgJme7ffbYsWOaP3++JKl58+bauXOn5s+fr169eik0NFQXLlyQYRiKiYnRkCFDtGDBAsXHx5doz9/fX8uXL9fHH3+sgQMHKjw8XJcvX5a3t7dat26tp59+WgsWLChWp3379vrhhx/04IMPKjQ0VFarVYGBgXrwwQe1efNmjRw5svxPBACgwlkM5moHAAAAAJgAV1ABAAAAAKZAggoAAAAAMAUSVAAAAACAKZCgAgAAAABMgQQVAAAAAGAKJKgAAAAAAFMgQQUAAAAAmAIJKgAAAADAFEhQAQAAAACmQIIKAAAAADAFElQAAAAAgCmQoAIAAAAATIEEFQAAAABgCiSoAAAAAABT+P9r9Ba6203MOgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "base enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top central genes: []\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAIJCAYAAADwGqkWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACnQ0lEQVR4nOzdd1hT59sH8O8Je09FXGwUFEFEnBVx0Wrd1lHrqHvXaodat3XV1aqt4h51tlqtvzqrgKLiQlBUtoAgqIDsGXLeP3hJiRkkhxAC3J/r4io558nJHbW5c55xPwzLsiwIIYQQNcOr7QAIIYQQSShBEUIIUUuUoAghhKglSlCEEELUEiUoQgghaokSFCGEELVECYoQQohaogRFCCFELVGCIoQQopYoQRHC0b179zB+/HjY2dlBT08Ppqam6NChA1asWIH379+rJAaGYTj/VLC1tZX7OT///LNK3hchAKBZ2wEQUhctXboU69atQ+VKYUVFRQgNDUVoaCh27dqFf/75Bx07dqzFKAmp2yhBEaKgX3/9FWvXrhU+1tfXR48ePZCeno6HDx8CAN69ewc/Pz88f/4cTZo0qbFYhg8fLnbs4cOHSExMFD52cXGBq6ur3Nfs0aMHGjVqJPGck5OT4kESwhVLCJFbTk4Oa2RkxAJgAbAGBgbsixcvhOfXrFkjPAeAnTRpkspjnDBhgkgMK1askNnexsZGpH1AQIBK4iSkKjQGRYgCTp8+jdzcXOHjkSNHonXr1sLHCxcuhJ6envDxyZMnkZ+fr9IYVSkjIwMrV65Ep06dYG5uDi0tLRgbG8Pe3h69e/fG999/j5s3b9Z2mKSOoi4+QhTw4Yett7e3yGM9PT24ubnh/v37AICCggI8fPgQPj4+KotRVdLT0+Hl5SXSnQgAubm5yM3NxcuXL3Hjxg3ExcWhR48etRQlqcsoQRGigMjISJHHzZo1E2vz4bHIyMg6laBWrFghdQzqzz//FP6+d+9ekeRka2uLtm3bori4GCkpKXj58iUKCwtrPF5Sf1GCIkQBWVlZIo8NDAzE2nx4TFVTzpVF3i65ly9fCn93dnbG8+fPoaGhITxWUlKC4ODgOvf+ifqgBEVINbASNqSWdKw+srGxEf7+8uVLLFmyBF5eXnBwcICzszMMDQ3Rq1evWoyQ1HU0SYIQBZiamoo8LigoEGvz4aQIMzOzmgxJ6QICAsCyrMSfyqZOnYqWLVsCAEpLS/HTTz9h5MiR6NChA4yNjeHq6orFixfj3bt3tfE2SD1ACYoQBVSesQcAycnJYm1SUlJkPqe+aNy4McLCwrB27Vp07dpVpGuTZVm8ePECGzZsgLe3N3JycmoxUlJXUYIiRAEfzka7d++eyOOCggJEREQIH+vr68PLy0slsdUGMzMzLFmyBLdv30Zubi7evHmDW7duYejQocI2CQkJOHv2bC1GSeoqSlCEKGDkyJEwMjISPv7jjz/w4sUL4eNNmzaJzFwbPXq0xIkU9UFAQACOHj2KzMxMAOV1ARs3bozu3bvjk08+EWmblpZWGyGSOo4mSRCiACMjI6xfvx5z5swBUH7H5OXlhR49euDdu3d49OiRsK2ZmRl+/PHH2gq1xoWHh+Prr7+GhoYGnJ2d0bJlS+jp6SEtLQ0PHjwQaevi4lJLUZK6jBIUIQqaPXs2Xr9+jfXr14NlWRQUFODy5csibSwtLXHx4kVYW1vXUpSqU1ZWhhcvXojcSVbWv39/DBw4UMVRkfqAEhQhHKxduxaDBg3Czp07cfPmTbx58wY6OjpwcHDAwIEDMX/+/Do3e09Rw4YNA4/Hw927d/H06VOkp6cjMzMTPB4PjRs3Rrt27TBy5EiMHTsWPB6NJhDFMWxDWbRBCCGkTqGvNYQQQtQSJShCCCFqiRIUITXsyJEj0NTUlOvH19dX7raOjo61/dYIqVE0SYKQGiYQCFBWViZXW5Zl5W7L5/OrExYhao8mSRBCCFFL1MVHCCFELVGCIoQQopYoQRFCCFFLlKAIIYSoJUpQhBBC1BIlKEIIIWqJEhQhhBC1RAmKEEKIWlJagqrYF4cQQghRhmqVOkpLS8P69etx4cIFvHr1CizLgs/nw9/fH2/evIGmpiaWLFmirFgJIYQ0IJwTVEhICAYNGoSMjAxUVEtiGAYAkJKSgh9//BEMw6Br167o2bOnUoIlhBDScHDq4svMzMSwYcOQnp4O4L/EVGHEiBHC3y9evFiN8AghhDRUnBLUzp07kZaWBoZhwLIsPqw3265dO1haWgIov9MihBBCFMUpQV24cEH4+/HjxzFkyBCxNq6urmBZFrGxsZyDI4QQ0nBxSlAxMTFgGAZeXl4YPXo0NDQ0xNqYmpoCKO8OJIQQQhTFKUEVFhYCAKysrKS2ycrKKn8BHi21IoQQojhOs/jMzc3x5s0bREVFSTyfm5uL0NBQAICFhQX36OoYW1tbvH37Frq6urCzs6vtcAghRGVevnyJoqIiNG7cGAkJCUq5JqcE5e7ujqtXryI2NhabNm0S2Xr6zZs3mDVrFvLy8sAwDDw8PJQSaF3w9u1bFBYWorCwEO/fv6/tcAghROXevn2rtGtxSlBDhgzB1atXAQCLFi0SOdesWTORWX1Dhw6tRnh1i66uLgoLC6GnpwcXF5faDocQQlTmxYsXKCwshK6urtKuybAfzhGXQ1FREdzd3YUz9FiWFa6Fqvy7k5MTwsPDoaOjo7SA1VmHDh0QGhoKT09PPHr0qLbDIYQQlamJzz9OMxh0dXVx7tw5NG3aVCQhARCujbKyssLZs2cbTHIihBCiXJyn2Lm4uODp06f44Ycf4OrqCj09Pejp6cHV1RWLFy9GREQEXF1dOQf2+++/Y/r06fDy8oKOjg4YhsGhQ4cUvo5AIMCOHTvg5uYGPT09NGrUCGPGjEF8fDzn2AghhNS8ahWLNTU1xZo1a7BmzRplxSO0dOlSJCYmwtLSEtbW1khMTOR0nenTp2Pfvn1o06YN5s2bh9evX+P06dO4evUqQkJC4OTkpOTICSGEKAOnOyh7e3vY29ujXbt2KC0tVXZMAIB9+/YhISEB7969w4wZMzhdIyAgAPv27UOPHj0QGhqKjRs34ujRozh37hwyMzMxZ84cJUetXt4VJODOq2MIST6JnGLlzawhhBBV4HQHlZqaipKSEvj6+kJLS0vZMQEA+vTpU+1r7N27FwCwZs0aaGtrC49/8skn6NmzJ65evYqkpCS0bNmy2q+lbl5lP8HpF0vAFxQDAG4n/w6flpPQwXoIGIYWTxNC1B+nBGVjYyMsd6TOAgMDYWBggG7duomd8/PzQ2BgIIKCgjBu3Dip1/D398eePXvker0XL15wjlXZQlJOCpMTAPAFxbiesAsxmXfwieNCmOpa12J0hBBSNU4Javjw4Vi/fj1CQ0ORk5MDY2NjZcdVbfn5+UhNTUXbtm0l1gqsGHuKiYmReZ3U1FRhVYy65HVepMTjSTnhOBg2Hb620+Fu1V/tv2QQQhouTglqyZIl+N///oeIiAiMGjUKe/bsQYsWLZQdW7VkZ2cDAExMTCSer0iqFe2ksba2hqenp1yvWbFQrbYV8/NRxM+Ver5EUIgr8T8jOjMYHzssgLFOIxVGRwgh8uGUoAYOHAgNDQ2wLIurV6/CwcEBtra2aNq0qVhxWIZhcP36daUEWxumT5+O6dOny9W2YqFabZN3QsTLrIc4EDYVfexmo02jPnQ3RQhRK5wSVGBgIBiGES7K5fP5iI2NRVxcnEi7DxfxqlLFnZO0O6ScnByRdvVJdnGa3G2Ly/LxT+xPiMq4BT+H+TDUNq/ByAghRH7Vns5VkajU7du3gYEBrK2t8fLlS5SVlYmdrxh7qo/roLKL3yj8nNj3d3EgbCpepAfVQESEEKI4zgmqYqt3WT+1zcfHB/n5+bh9+7bYuStXrgAAevTooeqwalx2keQ7qEHOS2GoLX37k0J+Dv6O/hHno35EQanssTlCCKlpnLr4Xr58qew4qiU9PR3p6emwtLSEpaWl8Pi0adNw8uRJLFu2DNeuXROuhbp06RICAwPRr18/2NjY1FbYNSZbwhiUrqYRXCx9YGfqiX9f/oZn7/6V+vzIjCC8ynkCP4f5cDLvWpOhEkKIVJzXQdW0ffv2ITg4GADw9OlT4bHAwEAAQPfu3TFlyhQAwM6dO7Fq1SqsWLECK1euFF7D19cXU6ZMwb59++Dp6YkBAwYgNTUVp06dgrm5OXbs2FHj76M25EgYgzLRKd/9WFfTCJ86fQ9n8+64Ev8zCkqzJF4jv/Q9zkauQNtGfdHbbhZ0NQ1rMmRCCBFTrVp8NSk4OBiHDx8WOXb79m2R7rqKBCWLv78/3NzcsGfPHvzyyy8wNDTE0KFDsXbtWjg4OCg9bnUgaQyqIkFVcLbohubGbXA1fjuiMm5JvVbEu2tIyH6MTxwWwN6so9JjJYQQaTjtB1Xh/fv32Lx5My5cuCDs9rOzs8PAgQOxYMGCBrXdO6Ae+0GVlBVi271BYse9rIejt514TUOWZfEiIxDX4nfIXDsFAO5WA+BrOw06GvpKi5cQUj/UxOcf5zuoJ0+e4JNPPkFaWprIhIiIiAg8e/YMBw8exKVLl+Du7q6UQIl8pM3gM9FpLPE4wzBwtfRFS+N2uBz3M+Leh0i9dvibf5CQ9Qj9Hb9BSxP6eyWE1CxOs/jy8/MxZMgQpKamCtc6Vf5hWRZpaWkYOnQo8vPzlR0zkSGnSEqC0m0i83mG2hYY3no1+jt+A20Zd0jZxWk48ewb/PvyN5SWFVUrVkIIkYVTgtq/fz8SEhJEtnmXNL08MTER+/fvV06kRC7SFul+OAYlCcMwcGvsh8kee2FrIru806PUv3AwfAZScp9zipMQQqrCKUGdP39e+LuXlxf++ecfJCcnIzk5Gf/88w+8vb2F58+dO1ftIIn8pHXxGcuRoP5r2xgjXTegn/08aPF0pbZ7X5SCY0+/RmDiPvAFJQrHSgghsnAag4qIiAAAWFhY4Nq1ayLlgpo2bYouXbrA2dkZ6enpePbsmXIiJXKRlKB0NAwUnibOMAzaNxkIO1MvXIzdhFc5TyW2YyHAvZRTiMu8hwFO36KJoTOnuAkh5EOc7qCysrLAMAw8PT0l1rIzNTUVVgDPysqqVoBEMTlyTDFXhKmuNca02YxetjOhydOW2i69MAFHnsxFcNIRlAn4nF+PEEIqcEpQenp6AIDk5GSpbSrOVbQlqpEtYZJEVRMkqsIwPHRsOgwT3XfD2rC11HYsBLidfBRHn87Fu3z1qjZCCKl7OCUoW1vb8vUzL17gp59+EpkYwbIsNm/ejOfPn4NhmHpZSkhdlZQVooCfJXZckfEnWSz0WuALt5/Ro+Uk8BjpvcNv8mNx+MlshCSfhIAVL9RLCCHy4JSgevbsKfx98eLFsLGxgZ+fHz7++GPY2Njg+++/l9iW1Cxp+0BVp4vvQzxGA12aj8GEdr+isYH0ShxlbCmCkvbj96fzkVH4SmmvTwhpODglqJkzZ0JTs/wbNMuySE5Oxr///otr164hOTlZeEeloaGBmTNnKi9aIpP0RbrKS1AVGhvYY7zbDnRt/gUYGf+MUvMicSh8Bh68PguWFSg9DkJI/cUpQbVq1Qrr168XWaRbofLva9euRevW0scsiHJJmiABACY61RuDkkaDp4WPWk7AuHbbYaEnvSuXLyjBjYRdOPHsG2QVpdZILISQ+ofzflALFy7EkSNHYG1tLbZQ19raGgcPHsS3336rzFhJFaTtA2Wiq/w7qMqsDVthovtv6NR0JADpG1e+ynmKA2HT8DjtglrsF0YIUW/Vqmb+xRdfYOzYsXj06BESEhLAsizs7Ozg6ekJHq/am/USBUnaB0pbQx86GjW/VYYmTxs9bafC0bwrLsb+hPdFryW2KxUU4Wr8dkRn3sYnDgtgLKVGICGEVHu7DYZh4OXlBS8vL2XEQ6pBUpkjEx0rkW7XmtbcuA2+dPdHUNJ+PEo9J7VdQtYj7A+bij52s9C2UT+VxkgIqRs43eYUFBQgKSkJSUlJeP/+vdj5zMxM4fmCgoJqB0nko+xFulxpaeiij91sjG6zSeYU95KyAlyM3YyzkcuRV5KpwggJIXUBpwS1bt062NnZwc7OTrjDbWXBwcHC8+vXr69ujEQOpWXFyC8V/7JQUxMk5GFj4oFJHnvgbtVfZrvY9yHYHzYFL9IDVRMYIaRO4JSgAgICwLIsLC0tMWTIELHzgwYNgpWVFViWxY0bN6obI5FDTonkNVC1Pcajo6GPjx2+xmcu62CobSm1XRE/F39Hr8W5qDUoKM1WYYSEEHXFKUHFx8cLa/FJGzuo2KiwYqddUrOkz+CrvTuoyuzNOmKyxx60adRHZruojJvYHzYF0Rm3VRQZIURdcUpQmZnl4wUCgfSFlxXnKtqSmiV9DZTqx6Ck0dU0wqdO32NY61XQ1zKV2q6gNAt/Ra3E/2I2VrkNPSGk/uKUoPT19cGyLCIiIiQmqbKyMuGWHLq60vcTIsojvYqEetxBVeZk3hWTPfahlUUPme2evfsX+8OmIv79AxVFRghRJ5wSVIsWLQAAaWlpEidBrFu3DqmpqWAYBi1btqxehEQukhKUFk8XuppGtRBN1fS1TDCk1TIMcv5BZox5JRn448USXI7bhuIymhFKSEPCaR1U9+7dhXdIy5cvx40bN+Dj4wMACAoKEpnZ17179+pHSaokKUGZ6DRR+/VFLpY90cK4Ha7EbUPs+xCp7cLfXERCVig+cVwIGxMP1QVICKk1nBLU1KlTsXv3bgDlxWIDAwNFklLlMjaTJ0+uXoRELjkSJknUdIkjZTHUNsew1qsR8e4a/n35K0qk3CllF6fh5LNv0aHJEPjYTIaWBnUfE1Kfceria9++PWbPni0sFgtAWIcP+K9g7IwZM9ChQwclhUqk4QtKkFcqPhlFnSZIVIVhGLg17ofJHntha+Ips+2jtHM4GD4DyTnPVBQdIaQ2cC6Yt337dnz11Vfg8XhiGxYyDIO5c+dix44dSgmSyCZtHyhlbVSoSsY6jTHSdQP87L+CFk/6HdL7ohQcj1iAgIS94AtKVBghIURVONfiYxgG27Ztw5w5c3D+/HnEx8cDAOzt7TFo0CA4OjoqLUgimyr3gVIFhmHg0eRT2Jp2wMXYTXiV81RiOxYC3H99GnHv7+FTp+/QxNBZxZESQmpStYvFOjg4YMGCBcqIhXBUl6aYK8JU1xpj2mzGw9RzuJm0X+qdUkZhIo48mYsuzT9H1+afQ4OnpeJICSE1gfbEqAekLtKtI5MkZGEYHjo2HYaJ7rvR1NBFajsWAtxJ/h1Hns7Fu3yqXkJIfaCUBBUREYEZM2bAx8cHffr0wVdffYWwsDBlXJrIIbtIPEFp8nSgp2lSC9HUDAu9Fhjrtg0+LSdDg5F+h/Q2Pw6HnszC3eQTELBlKoyQEKJsciWoGzduoF+/fujXrx+WLl0qcu7atWvo2LEj9u7di+DgYAQEBGDnzp3w8vLCrl27aiRoIkod9oFSBR6jgc7NR2NCu19hZSB9jFPA8nEz6QB+fzofGQVJKoyQEKJMciWowMBA/Pvvv7h+/brI5IfS0lJMnToVxcXFYlt4CwQCzJ8/H8+fP+cc3IMHD9C/f3+YmprCwMAAnTt3xunTpxW6xuvXr/HVV1/B1dUVBgYGsLKyQvfu3XH06FGUldWPb9iSF+nW/e49aRoZ2GGc2w50az4OPEZDarvUvEgcejITD16fActKrxtJCFFPciWop0/LZ1ExDINPP/1UePzSpUtISkoCwzBgGEa4FqoiWfH5fOzZs4dTYAEBAejWrRuCg4MxcuRIzJgxA2lpaRg1ahS2bNki1zXi4+Ph7u6OHTt2wMbGBnPmzMGwYcMQFxeH8ePHY8qUKZxiUydlglLklWSIHa/rEySqosHTRPeW4zHObTss9WyltuMLSnAjYTeOP/tG6jb0hBD1JFeCio2NBVA+hdzS8r89fS5duiTSzsfHB+fPn8e4ceOEx27evKlwUHw+H1OnTgWPx8PNmzexZ88ebNmyBeHh4XB2dsaSJUuQmJhY5XU2b96M9PR0bNu2DZcuXcLGjRuxa9cuvHjxAi1btsShQ4fkuo46yyl5B4AVO14fJkjIo4mhMya4/4pOzUaBkfHPOTnnKQ6GTcfjtAtid/uEEPUkV4LKzMwEwzBwcHAQOX737l3hnRMAHDhwAAMHDsTBgwfRpEkTsCyLhIQEhYO6ceMG4uLi8Pnnn8PDw0N43MTEBEuWLEFJSQkOHz5c5XUq1mb17y+6o6upqamwRmB6errC8akTaftA1cVFulxp8rTR02YKxrptg5luM6ntSgVFuBq/HaeeL5K6uJkQoj7kTlCA6NYZJSUlIuNLLi4usLOzK78ojyfcsDAvL0/hoCrq+vXr10/snJ+fH4DyorRVadu2LQDg4sWLIsezsrJw+/ZtNGnSBK6urgrHp07q2yLd6mhm5Iov3Xejg/VQme0Ss0OxP2wqnry5THdThKgxuRbqVswGe/v2v2+dDx48AJ/PF44/devWTfTCmpoi/1VETEwMAMDJyUnsXJMmTWBoaChsI8u3336LCxcu4Ouvv8bly5fRrl075OTk4Ny5c9DX18dff/0FPT09mdfw9/eXexztxYsXcrVTJukbFdbvMShptDR00cduFpzNu+Fi7GaJMxwBoKSsAJfitiA68zY+dpgPQ20LFUdKCKmKXNnDysoKiYmJePjwIRISEmBra4ujR48C+K/23ocJKi2t/IPB3Nxc4aCys7MBlHfpSWJsbCxsU1Xcd+/exRdffIFLly7h8uXLAAA9PT3MmDFDeJcnS2pqKkJDQxWIXrUk3UFp8rRl7ljbELQ0cceXHv4ITNiDsDf/SG0X9z4E+8Omoq/dHLhY+ta7qfmE1GVyJShvb28kJiaCz+ejffv2sLW1xZMnT4TjTwzDoHfv3sL2JSUlePr0KRiGgY2NTY0FX5XY2FgMHDgQhoaGuHXrFjw8PJCVlYXff/8dS5cuxZUrV3Dr1i1oaEifqmxtbQ1PT9nVtSu8ePEChYWFygpfLpISlHE9XAPFhY6GPvwc5sPJvBsuxW1FXonk8cYifi4uxKxHdGYw+tnPa/DJnRB1IVeCmjhxIv744w8A5Xc34eHhACDs3uvXrx+aNftvcPrq1asoKSkBwzBy3aV8qOLOSdpdUk5ODszMzOSKOzExEfHx8WjSpLzLy9DQEIsWLcKbN2/w888/4+TJkxg7dqzUa0yfPh3Tp0+XK+4OHTqo/G5L0iSJhjj+JIu9WUdM9tiL6y9/Q8S7a1LbRWXcwqvsp/Bz+ArOFrTRJiG1Ta5JEp988gm++OIL4d1S5XVPhoaG2Lp1q0j7gwcPCn//sOtPHhVjT5LGmdLS0pCXlydxfKqy3Nxc3L59Gy4uLsLkVJmvry8A4PHjxwrHpy7KBHwpa6AoQX1IV9MQA5y+w7DWq2CgJf3LTQE/C39FrcL/YjagiJ+rwggJIR+SuxbfoUOH8PPPP8PNzQ06OjowMjLCgAEDEBwcjNatWwvbpaam4tmzZ3BwcICDgwM+/vhjhYOq2D7+6tWrYueuXLki0kaakpLyytfSppG/e/cOAKCjo6NwfOoit+QdWIhXSGioEyTk4WTeFZM89qK1RU+Z7Z69u479YVMR9/6+agIjhIiRO0HxeDzMmzcPYWFhKCgoQFZWFi5cuAA3NzeRdtbW1oiMjERMTAyio6NhYaH47KjevXvD3t4ex48fFyk6m52djXXr1kFbWxvjx48XHk9NTUVkZKRIl6CFhQVatWqFpKQk7Nu3T+T6WVlZ2Lx5M4D/7qTqImlTzI11Gqs4krpFX8sEg1v9gEHOS6GnaSy1XV5JBv588QMuxW5FMT9fhRESQgA13W5DU1MT+/btg0AgQI8ePTBt2jQsXLgQ7u7uiI6Oxrp162Braytsv3jxYri4uOCvv/4Suc62bdugqamJqVOnok+fPvj2228xZcoUODs7IzIyEsOHD0efPn1U/O6UR9oiXRNduoOSh4ulDyZ57IWjWReZ7Z68vYQD4dORmB2mmsAIIQDUNEEB5Xc2wcHB6NatG06dOoVdu3bBysoKJ0+exMKFC+W6xieffII7d+7gs88+w/Pnz/Hzzz/j1KlTsLW1xY4dO3Dq1Kkafhc1S1o1BBqDkp+htjmGtV6FAY7fQUfDQGq7nOI3OPnsW/wb/ytKylQ7U5OQhophaSm90lTM4vP09MSjR49q/PX+iflJbFaaBqOFhZ3/B4ZR2+8eaiun+B0uxW1BQpbsvzsz3abo7/gdmhu3UVFkhKi/mvj8o0+xOkzyGqjGlJw4MtZphJEu6+FnPx/aPOkVRt4XvcaxiK8RkLBX6jb0hJDqo0+yOqyh7QOlCgzDwKPJAHzp4Y8Wxu1ktGRx//VpHAqfhdS8KJXFR0hDQgmqjhKwZcgtfid2nCZIKIeprjXGtNmE3nazoMmTvhQhozARR5/Mw62kQygTlKowQkLqP0pQdVRucbqUNVB0B6UsDMODl/VQfOm+G00NXaS2YyHAneRjOPJ0Lt7mx6swQkLqN0pQdZS0Kt0NaR8oVTHXa46xbtvQ02YKNBgtqe3e5sfh8JPZuJt8HAK2TIURElI/cUpQSUlJSEpKQkaGeJkdohq0D5Rq8RgNdGo2ChPa/QorA+lltgQsHzeTDuL3p/ORUZCkwggJqX84JShbW1vY2dlh5syZUtssWrQI3t7e6NSpE+fgiHS0D1TtaGRgh3Fu29G9xXjwGOlV8FPzInHoyUzcf/0n3U0RwlGNdfHFxcXh4cOHePjwYU29RIMm6Q6Kx2jCUFvx/beIYjR4mujWYhzGue2Apb6t1HZ8QQkCEvxxIuIbvC96rboACaknaixBFRcX19SlCYDsIloDVduaGDphQrtf0bnZaDAy/ldKzo3AwbDpCE39GywrPrGFECKZ3PuxJyWJ96cXFBRIPJ6SkoJ79+4BAG2cV0MkTZKg8SfV0+Rpw8dmMhzNu+BizCZkFiVLbFcqKMK1lzsQnXkb/R0XUkFfQuQgd4KytbUVSTYsy+LSpUuws7OT+Txp27YT7gRsGXJLJKyBogRVa5oZuWKi+y7cTDqIh6l/AZBcQSwxOxT7w6ait+1MuDX2oy9whMigcH9Q5dJ9LMtK/QHK7546dOigvGgJgPJtICQNvNMEidqlpaGL3nYz8XmbzTL/LkrKCnApbgvORC6TuOEkIaRcjQ1YsCwLDQ0NLF68uKZeosGifaDUWwuTdpjksQceVp/KbBf3/h72h03F83c3QDWbCREndxdfjx49hN0RQUFBYBgGFhYWaNNGtKIzwzDQ09ND69atMWHCBLRrJ6ueGeGC9oFSf9oaevBz+ArOFt1wKXarxC5ZACji5+JCzHpEZQTDz2Ee9LVMVRsoIWpM7gQVGBgo/J3HK7/x6tmzJ06fPq30oIhstA9U3WFn6oVJHntw/eUuRLy7KrVddOYtJOc8RT+HeWhl8ZEKIyREfXHq4uvRowd69OghdvdEVEPSDD4eowFDbYtaiIZURVfTEAOcvsXw1qthoGUmtV0BPwvnolbjQvQGFPFzVRghIepJ7juoyirfTRHVkzQGZaTdSGZlA1L7HM27YLJRG1x7uQMv0gOltnuefh1J2Y/xseMCOJhRJRbScHFKUJUlJycjJSVF5sLcHj16VPdlSCWS94Gi8ae6QE/LGIOcf4CzeXdcjd+OQn6OxHZ5pZn488VStGv8MXrZzoCOpvTt6AmprzgnqPPnz+P7779HTEyMzHYMw4DP53N9GfIBlhVIHIMy0aXxp7qktaUPWhi3w5X4XxCTeVtquydvLyMhKxSfOC6EramnCiMkpPZxGoO6fPkyhg0bhpiYGJlroSqviSLKkVeSCQErnvBpgkTdY6BthqGtVmCA43fQ0ZB+h5RT8hannn+Pa/E7UFJWqMIICaldnBLUunXrRBbjEtWhfaDqF4Zh0LZxX0zy2As7Uy+ZbUPT/sbB8BlIzolQUXSE1C5OXXyPHz8WJqZGjRqhU6dOMDExgYYGDdLXNNoHqn4y1mmEz1zWIfztJQS83I0SgeQ7payi1zgWsQAdmw5Hj5ZfQpOnreJICVGdak2SsLS0xJMnT9C4MVUwUBXaB6r+YhgGHlb9YWfiiYuxm5GUEy6lJYsHr/9E/Pv7GOD4HayNWqk0TkJUhVMXX9u2bQEA7du3p+SkYpLuoBjwYKRjWQvRkJpgotsEo9v8hN52s6DJ05HaLqMwCUefzsPNpIMoE5SqMEJCVINTgpo8eTJYlkVERATt+6RiksocGenQGqj6hmF48LIeii/dd6OpkavUdiwEuJt8HEeezMHb/DgVRkhIzeOcoPr164fU1FQMHz68yqnmRHkkr4Gi8af6ylyvOca23YqeNlOgwWhJbfe2IB6Hn8zBneRjtMU8qTc4jUE5ODigqKhIuCfUpUuXYGhoCAsL8VI7DMMgLo6+2SmD1DVQlKDqNR6jgU7NRsHerBMuxvyEtHzJXwgFLB+3kg4hNvMu+jt+C0t9GxVHSohycUpQCQkJYBgGDMMIp5vn5uYiN1e8fhhNQ1ee/NL3KGPFxxpogkTD0EjfFl+4bUdIygmZd0qpeVE4FD4TPVp+Ca+mw6j7l9RZ1d4PqiJRSfohykX7QBENnia6tRiH8W47YalvK7VdGVuKgMQ9OB6xEO8LU1QXICFKxDlBUQUJ1aN9oEgFK0NHTGj3Kzo3Gw1Gxv/GKbnPcDB8BkJTz4NlBSqMkJDq45SgBAKB3D9lZTRgqyy0DxSpTJOnDR+byfjC7WeY67WQ2q5UUIRrL3fi1PPvkV0k+S6cEHVUY1u+K8ODBw/Qv39/mJqawsDAAJ07d1Zog8RDhw7J7IKsa9uGSCpzxIAHI+1GtRANURdNjVwwsd0ueFkPByC9az0xOwwHwqch/M0l6uEgdUK1t9uowLIsCgsLoa+vr5TrBQQEwM/PD7q6uhg9ejSMjIxw5swZjBo1Cq9evcLChQvlvtbgwYPh4eEhdtzW1lYpsaqKpDEoQ20LaPCU9tdI6igtDR30tpsBZ/Ou+Cd2k9SajSVlBbgctxXRGcH42PFrGGnTAm+ivqr1yZaWlob169fjwoULePXqFViWBZ/Ph7+/P968eQNNTU0sWbJE4evy+XxMnToVPB4PN2/eFCaX5cuXw9vbG0uWLMGIESNgYyPfNNohQ4Zg4sSJCsehbiSugaLxJ1JJC5N2mOSxB4EJe/H4zQWp7eKz7uNA2DT0sZsNV8teNKmJqCXOXXwhISFo164ddu7ciYSEBJSVlQm7DVJSUrBy5UosW7aMUzfajRs3EBcXh88//1zkzsfExARLlixBSUkJDh8+zDX0OollWYl1+Gj8iXxIW0MP/RzmYaTrBpndv0X8XPwvZgPORa1Cfsl7FUZIiHw43UFlZmZi2LBhSE9PF1sPBQAjRozAjz/+CAC4ePEievbsqdD1K5Jav379xM75+fkBAIKCguS+3uPHj5GRkQE+nw9bW1v06dNH4qJiSfz9/bFnzx652r548ULumBRVUJoFvqBE7DglKCKNnWkHTPbYi+sJu/D07RWp7aIzb+NVTgT8HL5CK4uPVBghIbJxSlA7d+5EWlqaWGKq0K5dO1haWiIjIwMhISEKX7+idJKTk5PYuSZNmsDQ0FCh8krbt28Xeaynp4cVK1bg+++/r/K5qampCA0Nlfu1agrtA0W40NE0QH/Hb+Bs3h2X47YhvzRTYrtCfjbORa2Gq2Uv9LGbDT0tYxVHSog4TgnqwoX/+raPHz+O06dP49y5cyJtXF1dcfPmTcTGxip8/ezsbADlXXqSGBsbC9vIYmdnhx07dsDPzw/NmzdHZmYmbty4gcWLF2PRokXQ19fH3LlzZV7D2toanp7ybbX94sULFBbWzI6ntA8UqQ5H886YbLQX117uxIv0AKntnqffQFJ2GD52WAAH804qjJAQcZwSVExMDBiGgZeXF0aPHo0zZ86ItTE1NQVQ3h1YW3x8fODj4yN83KxZM4wbNw6enp7w8vLCypUrMXPmTGhqSv9jmD59OqZPny7X63Xo0KHG7rak7gNFkySInPS0jDHIeQmczbvjavx2FPIlf8nLK83En5FL4db4Y/S2nQEdTenb0RNSkzhNkqi4S7Cykv7tPSsrq/wFeIq/RMWdk7S7pJycHKl3V/Jo06YNunfvjszMzBodN1ImyQssGRjTGiiioNaWPTDZYy+czLvJbPf07WXsD5uKhKza7+ImDROnBGVubg6WZREVFSXxfG5urvBOQt7JCJVVjD1JGmdKS0tDXl6exPEpRVhalq//yM/Pr9Z1VEXSGFT5GijpWzAQIo2BthmGtlqBT52+h46GodR2uSXvcOr597gavx0lZTXTfU2INJwSlLu7OwAgNjYWmzZtAp/PF5578+YNJk6ciLy8vPItrCUskK1KRbfc1atXxc5duXJFpA0XZWVlePjwIQDIvZaqttE+UETZGIZBm0Z9MNljL+xMO8ps+zjtAg6GTcernKcqio4QjglqyJAhwt8XLVqEv//+W/i4WbNmIhMmhg4dqvD1e/fuDXt7exw/fhxhYWHC49nZ2Vi3bh20tbUxfvx44fHU1FRERkaKdQk+evRI7NplZWVYtGgRYmNj4evrC2tra4XjU7XyNVCS9oGi8SdSfUY6lvjMZS0+dvga2jw9qe2yilNxPGIhbrzcjdIy2kmb1DxOCWrixIkiXWwsywpXogsE5RWTGYaBk5MTxo4dq/D1NTU1sW/fPggEAvTo0QPTpk3DwoUL4e7ujujoaKxbt06kTNHixYvh4uKCv/76S+Q6Xl5ecHd3x7hx47Bo0SJMmzYNrq6u2Lx5M5o3b459+/ZxePeqV8jPRqmgSOy4iS7dQRHlYBgG7lb9McljD1oae8hoyeJB6hkcejITr3MjVRUeaaA4JShdXV2cO3cOTZs2FUlOAIRro6ysrHD27Fno6OhwCszX1xfBwcHo1q0bTp06hV27dsHKygonT56Uuw7fwoULYWRkhGvXrmHr1q04fvw49PT0sHTpUjx58gT29vacYlM1aRWoaQ0UUTYT3SYY3WYj+tjNhiZP+v+7mYWv8PvTr3Az8YDEBeSEKAPDVqOscVZWFrZs2YJz587h5cuXAMrXHg0aNAgLFy6Eubm50gKtCyqmmXt6ekrsXuQqMj0I56N/FDs+0nUD7Ew7KO11CKksszAZF2M3ISX3ucx2jfTtMcDpW1gZOKooMqKOauLzr1rFYk1NTbFmzRqsWbNGKcEQybJpHyhSC8z1muPztlvx4PVZ3Eo6iDK2VGK7dwXxOPJkDro2/wKdm42m6vpEadR6PyhSLkdqmSPa6p3ULB6jgU7NPsNE911oYuAstZ2ALUPwq8P4/elXSC9IVGGEpD6r9led5ORkpKSkoLhY+qyeHj16VPdlGjSJ+0BpmUOTp10L0ZCGyFLfBl+4/YJ7KadwO/koBKzknbLT8qNxKHwmPmo5ER2bDgeP0VBxpKQ+4ZygLly4gO+++w7R0dEy2zEMI7JOiihO0iQJYypxRFRMg6eJri3GwsG8E/6J2YR3BfES25WxpQhM3IuYzNvo7/gtzPWaqzhSUl9w6uK7evUqhg4diujoaLAsW+UP4Y72gSLqxsrAEePb7UCXZmPAyPgIScl9joPhM/Ao9RxYVqDCCEl9wSlBrV27VmS9E6k5RfxclAjES8xQgiK1SZOnjR42k/CF2y8w12shtR1fUIx/X/6Kk8++R3aR5LFUQqTh1MUXGhoqXO9kbW2NLl26wMjISNmxEUjfB4oSFFEHTY1aY2K7XbiVdBAPUs8CkNxjkpQThgNh09DLbgbaNf6EvtgSuXBKUBoa5QOfdnZ2iIiIgJ6e9PIopHqk7QNFi3SJutDS0EEvuxlwsuiGizGbkFWcKrFdiaAQl+O2ITojGB87LICRjqWKIyV1Dacuvg4dyheH2tvbU3KqYVI3KqRJEkTNtDB2w5ce/mjfZKDMdvFZD7A/bCqevfuXxqiJTJwS1KJFiwAAISEheP5c9ipzUj050socadMaKKJ+tDX00M9+Hka5boSRjL3Kisvy8L+YjfgrahXyS96rMEJSl3Dq4uvbty+2bNmCb775Bp07d8aoUaPQtm1bmJmZSWxfufI4UYykMSgDLTNoaXCrcUiIKtiaemKyx15cT9iNp28vS20Xk3kbyTkR6Gc/D60tab0kEcV5HZSOjg60tbWRl5eHAwcOyGxLCYo7SV18NP5E6gIdTQP0d1yIVubdcSluK/JLMyW2K+Rn43z0GkRn9kRfu7nQ0zJWcaREXXHq4jt79ixmz56N4uJi4WwcWgOlfCzLStmokMafSN3hYN4Jkz32wtWyl8x2L9IDsT9sKmIzQ1QUGVF3nBLUTz/9JPydElHNKS7LQ0lZgdhx2geK1DV6WsYY6LwYQ1oth56midR2+aWZOBO5DP/EbEIxP1+FERJ1xKmLLyIiQnjn1KlTJ+E6KB6Pas8qk7R9oGgNFKmrWll8hOZGbXE1fjuiM4Oltot4dxWJ2Y/xieNC2lKmAeOUoPT19VFYWAg3NzfcuXOHFt3VEGmLdGkMitRlBtpmGNJqOZ6n38C1+J0oLsuT2C635B1OP1+E9lYD0dN2KrQ1aElLQ8PplsfX1xcsy8LExISSUw2ifaBIfcUwDNo06o3J7ffC3tRbZtvHby7gYNh0vMp+oqLoiLrglKBWr14NfX193Lt3D4GBgUoOiVTgWuYoISEBDMOAYRj4+flJbBMSEgKGYTBx4kSR4xMnThQ+V9rPoUOHRJ6TlJSEWbNmwcnJCbq6ujA0NISdnR0GDBiAjRs3Ij+/+mMJsuL58D0ooqSkBB4eHmAYBq1bt5bZ9q+//kLfvn1hYWEBXV1d2NnZYcyYMXj16pVY25ycHCxYsAA2NjbQ0dGBra0tvv32W+TlSb5baKiMtC0xwuVHfOywANoa+lLbZRWn4vizb3D95W6Ulknf2ofUL5y6+E6dOoVu3brh2rVr6NOnD3x9feHm5gZTU1OJ7ZcvX16dGBssSVXM9bVMoaWhK/c1rl69ihs3bqBXL9kzqD40efJkNG8ueZsEDw8P4e/h4eHo2bMnsrKy0K1bN3zyyScwNDREUlISbt26hYsXL2L48OFwdKz+duA2NjYSk1HleBS1atUqxMbGymzDsixmzJiBPXv2wMHBAaNHj4aRkRFev36NoKAgJCYmokWL/wqm5ufnw8fHB2FhYejXrx/GjBmDx48fY/PmzQgKCsLNmzehqyv/32F9xzAM3K0+ga2JJy7FbUZidpiUliwepp5BfNZ9DHD8Fk2NXFQZJqkFnBLUypUrhd9eBQIBbty4gRs3bkhtTwmKG0nVnxXp3rO1tUVSUhK+//573L9/X6Hu2ClTpqBz585VtluwYAGysrJw5MgRjBs3Tuz83bt3YWmpnJprtra2WLlypVKuBQD379/Hxo0b8csvv2DOnDlS223fvh179uzBrFmzsH37dmEtygof7nf2008/ISwsDN9//z02bNggPL5o0SJs3LgR27Ztw+LFi5X2PuoLE10rjHLdiMdpFxCYuA+lgiKJ7TILX+H3p/PRqdlIdGsxjjburMeqPe1O1oceTT+vHkljUIpMkGjVqhXGjRuHhw8f4vTp08oMTeju3bswNTWVmJwAoEuXLlLvrGtTUVERJkyYgO7du2PWrFlS2xUWFmLVqlWwt7fHL7/8IpacAEBT87/veSzLYt++fTA0NMSyZctE2i1btgyGhobYt2+f8t5IPcMwPHhaD8aX7rvRzKiN1HYsBAhJOYkjT+bgTZ7sO2BSd3FOULRRYc0q4udJnN2k6CLd1atXQ0dHB0uXLkVpaamywhOysLBAXl4eXr9+LfdzKsa5PhzLqkpWVhb27NmDdevWYffu3Xj69KmC0f5nyZIlSEpKwv79+2V+ybp69Srev3+PIUOGoKysDGfPnsWGDRuwe/duiV2DMTExeP36Nbp16wYDAwORcwYGBujWrRvi4+MljluR/5jpNcPnbbfA12YaNBgtqe3eFbzEkadzcPvVUZQJaOfu+oZTF9/BgweVHQf5gKTxJ0DxGXwtW7bE3LlzsXnzZvj7+8vsyqps3759uHxZcg21RYsWCcdQRo4cia1bt6J79+6YMWMGPvroI7i7u0NfX/qAN1fh4eGYPn26yLGPP/4Yhw8fRuPG8hfPvXnzJn755Rds3boVDg4OMts+evQIQPkWM+3atUN0dLTwHI/Hw9dff43NmzcLj8XExAAAnJycJF7PyckJV65cQUxMjMi4FRHHYzTg3ewz2Jt542LsJqTmRUlsJ2DLEPzqCGIz76K/03dopG+r2kBJjeGUoCZMmKDsOMgHpG6zwWGK+ZIlS7Bv3z6sWbMGEydOhKGhYZXP2b9/v9Rz8+fPFyaotWvXIjMzE0eOHMH3338PoPzD3N3dHUOHDsWcOXPEuvjWr1+PRYsWwdraWu73sHDhQgwfPhzOzs7Q1tZGREQE1qxZg0uXLuHTTz/F3bt3JXa/fSg/Px9ffvklunTpgrlz51bZ/u3b8m7WrVu3wtPTE/fv34eLiwseP36MadOmYcuWLXBwcMDMmTMBANnZ2QAAExPJ1RKMjY1F2pGqWerb4Au3XxCSchK3X/0OASv5TiktPwaHw2fho5YT0LHpCPCYqv89EPVGpR/UlNSNCjmUOTIzM8OiRYvw9u1bkW/7sty9e1dq123lhKOrq4uDBw8iMTER/v7+mDx5MlxdXREaGoply5bBzc0N8fHxIte2trZG69atpX6IS7J582Z06dIFFhYWMDIyQpcuXfC///0PPj4+ePDgAc6fPy/Xdb755hu8fv0aBw4ckKvyiUAgAABoa2vj3Llz6NixIwwNDfHRRx/hjz/+AI/Hw5YtW+R+H4QbHqOBrs3HYkK7nWikby+1XRlbisDEfTgWsQCZhckqjJDUBEpQakrZZY7mzZuH5s2bY8uWLcK7AmVq3rw5pk2bhn379uHJkyeIjY1Fjx49kJycjK+//lrprweUd7FNnToVAHD79u0q2wcGBmL37t1Ys2YNnJ2d5XqNiiTq5eWFpk2bipxr27Yt7O3tERcXh6ysLJH20u6QcnJyRNoRxTQ2cMCEdjvRpflYMDI+vl7nPsfB8Bl4mPoXWFagwgiJMnFOUElJSZgxYwYcHR2hp6cHDQ0NiT+VZzgR+eVIWKSrp2nCudyLnp4eVq1ahby8PKxataq64VXJwcFBOAlC1hKE6qqYwi7PYuCwsDAAwLfffiu22BcAoqKiwDCMyB1iq1atAEDqTMSK44WFhQD+G3uqGIv6UFVjVKRqGjwt9Gg5EePctsNCr6XUdnxBMa6//A0nn30ncckGUX+cskdUVBS6du2KrKwsmq1XQyRvs1G9XXQnTJiArVu3Yu/evejSpUu1riUPeca6quvevXsAytdIVaVt27aYPHmyxHP79++HiYkJRowYITLBw9fXFwDw4sULseeUlpYiNjYWBgYGaNSofPdYJycnNG3aFLdv30Z+fr7ITL78/Hzcvn0bdnZ2NEFCCayNWmGi+y7cSjqE+6//BCD5sygpJxwHwqbB13Y63K36U3m2OoTTHdTSpUvx/v17sCwrswQN4U7yRoXV2wdKQ0MD69atQ2lpqdIWvK5evVrilGmWZYWLVLt37y5yLjU1FZGRkXJPFHj69KnEKfJ37tzBxo0boaWlhc8++0zkXHp6OiIjI5Geni481qdPH+zbt0/iDwA0adIE+/btw/bt24XPcXBwQL9+/RAbGyu2fmnDhg3IysrC0KFDhT0FDMNgypQpyMvLw5o1a0Tar1mzBnl5ecJuSVJ9mjxt+NpOw9i2W2Gq21RquxJBIa7E/4w/XixBTvE7FUZIqoPTHVRgYKDIRoVGRkYwMTGRaxYVqVoxPx9F/Fyx48rYB2rQoEHo3r07goOlb3UAyJ5m3rlzZ3z88ccAyme3rVy5El5eXujQoQPMzc2RkZGBgIAAREdHw8LCQmwSweLFi3H48GEcPHhQrjp6W7ZswT///IPu3bujRYsW0NLSwrNnz3D16lUwDINff/1VbLr4zp07sWrVKqxYsaLayfi3335D165dMXXqVJw7dw6tW7fG48ePcePGDdjY2GDTpk0i7b/77jucP38eGzduxOPHj+Hp6YnQ0FBcvXoVHTt2xPz586sVDxHX3LgtvnTfjaDE/QhNkz5h5mXWQxwIm4o+drPRplEf+iKt5jglqIqCl7q6urh48SJ8fHyUGlSFBw8eYMWKFbhz5w5KS0vh5uaGBQsWYOTIkVU+l2VZXL58GX///Tdu376NxMRElJaWwsnJCaNGjcKCBQvUth5aTg1XMd+4cSO6desms42saeZfffWVMEFduHABFy9eRFBQEP7++2+8e/cOOjo6sLe3xzfffIMFCxYoNJ1cksGDByMrKwvh4eG4du0aSkpK0KRJE4wePRrz58+Ht7fsatjV5eDggIcPH2L58uW4fPkyrl69iiZNmmD27NlYvny52BosAwMDBAUFYeXKlThz5gwCAgJgbW2NhQsXYsWKFdDTo20jaoK2hh762s+Bk3lXXIrdgpwSyf8fFZfl45/YnxCdGQw/+/kw0DZTcaREXgzLYRDJ1dUVUVFR6NWrF65du1YTcSEgIAB+fn7Q1dUVFuc8c+YMEhMTsXnzZixcuFDm84uKiqCnpwcdHR307NkTbm5uKCoqEi6S7NixIwIDA5W6oLRDhw4IDQ2Fp6encIEnF7GZd3EmUrx+4fDWq+FoXvNjR4TUdcX8fNxI2I0nbyX3AlTQ0zRGP/t5aG1ZM1+yGxJlff5VxmkMavTo0WBZVqHyNorg8/mYOnUqeDwebt68iT179mDLli0IDw+Hs7MzlixZgsTERJnX0NDQwI8//ojU1FRcvnwZmzZtwo4dO/Ds2TMMHDgQDx48wK+//loj8VeX9EW61RuDIqSh0NE0wCeOCzHC5UcYaplLbVfIz8H56B9xPmotCktzVBghkQenBPXtt9/C1dUVkZGRWLNmjXAxo7LcuHEDcXFx+Pzzz0W2UjAxMcGSJUtQUlKCw4cPy7yGlpYWfvjhB5iZmYkdr6gkHRQUpNS4lUXqIt1qzuIjpKFxMOuESR574WrZW2a7yIxA7A+bgpjMOyqKjMhDrjGoSZMmiR1r1qwZnj9/jpUrV2Lv3r1o3749LCwsxNoxDCNzPEOSik0Q+/XrJ3auYgO+6iQXLa3y4pPqukZL0iJdXU0j6GgaSGhNCJFFT8sYA50XwdmiG67GbUcBP0tiu/zS9zgbuQJtG/VFb7tZ0NWs+WUSRDa5PqEPHTokcbYLwzBgWRbJyclISUkRO18xDV3RBCVrMWOTJk1gaGgodSGkPA4cOABAcgL8kL+/P/bs2SPXdSWtleFC0iJd2uadkOppZfERmhu1xdX47YjOlD6LNeLdNSRmh+ETxwWwM/VSYYTkQ9W+haiJaZryFNzkWmzz0qVL8Pf3h4uLi9RFm5WlpqYiNDSU02txJWkfqLqaoBISEmBnZ4cJEyYovL0GIcpmoG2GIa2W40V6AK693ClxOQcA5Ja8w+nni+Fh9Sl8badxruBCqkfuMSh59n9S9/2gHjx4gFGjRsHExAR//PEHdHR0qnyOtbU1PD095fpRxvThkrJCFPLFk68ii3QTEhLEFk1ra2ujRYsW+Pzzz/HkyZNqx1lbUlNTMXnyZFhbW0NXVxetWrXC2rVrOe11dezYMXh7e8PAwABmZmb49NNPZX4ZefDgAfr37w9TU1MYGBigc+fOMjeCVGasNaU+vqeqMAwD10a9MMljD+xNZS9RCHvzPxwIm4ak7HAVRUcqk+sOKiAgoKbjECFPwc0PJz9U5eHDh+jXrx94PB6uXLmCNm2k79ZZ2fTp08X2IJKmYppldUidwcdhka6DgwO++OILAOVr10JCQnDixAmcPXsW169fr3ItlLpJS0tDp06dkJycjKFDh8LJyQlBQUFYunQp7t+/j3Pnzsl9R7927VosXboUNjY2mDFjBnJzc3Hy5El07dpV4p+NtGUPo0aNwqtXr8SWPSgz1ppSH9+TIoy0LTHC5Uc8fXsF1xN2oaSsQGK77OI0nHj2Lbysh6JHy0nQ0qj6iy1RElYNLV68mAXAnjhxQuxcamoqC4Dt1auX3Nd78OABa2pqyhobG7MhISHKDFWEp6cnC4D19PTkfI3YjBB2w+0+Yj/RGbflvsbLly9ZAKyfn5/YuR9++IEFwPr4+HCOUREVsUyYMKHa1xo/fjwLgN21a5fwmEAgYEePHs0CYI8fPy7XdaKjo1lNTU3W2dmZzcrKEh5//Pgxq6Ojw7q4uLBlZWXC46WlpayDgwOro6PDPn78WHg8KyuLdXZ2ZrW1tdmEhIQaiVURFX/WK1asqLJtXXlPqpJVmMaeiPhW4v97lX/2PJrIJuc8q+1w1ZIyPv8+pJbbbVRUprh69arYuStXroi0qcrDhw/Rt29flJWV4fLly+jUqZPyAq0BytyoUJKKTfoePHgAAJg8eTIYhsHNmzcltt+6dSsYhsHevXuFxw4cOIDBgwfD1tYWurq6MDc3h5+fX43eaefm5uLUqVOwt7cXuaNlGEZY869yjLIcPHgQfD4fP/zwg8g4p4eHB8aMGYMXL16IlIJSdNkD11hzc3OxYsUKtGnTBnp6ejA1NYWfn1+VZam4UNV7qitMdK0wynUD+trNhRZPeoWZzKJkHHv6NYIS94MvKFFhhA0TpwQVExODI0eO4MiRIxJXDD98+FB4nstsu969e8Pe3h7Hjx8XbpEAlHf5rVu3Dtra2hg/frzwuLTio48ePULfvn3B5/Nx6dIllVTwri7pa6CUO0mioitm3LhxAIDff/9dYrujR49CR0dHpBjr7Nmz8ebNG/Tp0wdff/21cEfbPn36yL1xYEU9x549e8rV/u7duyguLkbfvn3FupFsbGzQqlUr3L59G2VlZXK9NiD/MgZF23OJNTMzE126dMHq1athZmaGGTNmYPjw4Xj06BF8fX1x7ty5Kt+XIlTxnuoahuHB03oQvnTfjeZGbaW2YyFASMpJHH4yG2l53GcTk6pxmsX3888/Y/fu3QCA+/fvi53X0tLCxIkTwTAMZs6ciZ07dyoWlKYm9u3bBz8/P/To0UNiqaPK2ytIKj6amZmJvn37IisrCx9//DGuXbsmVpbJ1NRU7Qp3ZkuYYq6jYai0NRm//fYbAAjr1/n4+KBly5b4888/sWPHDpGJIxEREQgLC8OIESNE9kN6/vw57OzsRK6bmpoKLy8vfPvttxg8eLBSYq2sqn2UnJycEBUVhcTERNjbS99xteJahoaGaNJEfOKJpP2cFF32wCXWuXPn4tmzZ9i7dy+mTJkibLt+/Xp4eXlh2rRp+Pjjj5VWP1IV76muMtNrhjFtN+Nh6l+4mXgAZazkCSDpBQk4+nQuujQfiy7NxkCDp57rKusyTn+iwcHBYFkWjo6O6NChg9h5d3d3tGrVClFRUbh16xanwHx9fREcHIwVK1bg1KlTwmKxGzduxKhRo6p8fk5ODt6/fw8AuHz5ssTK3DY2NmqXoCQViuW6D1RsbKywknd+fj7u3buHW7duQVdXF2vXrgVQfic1duxYrF+/Hv/88w+GDRsmfP7Ro0cBQDjRosKHyQkon+04fPhw7NixA4mJibCxsZEZm7e3N168eCF3LUR5lh5UblfVtT4s8CrrOooue1A01vT0dJw6dQq9evUSSU4A0LhxY3z77beYN28e/v33X3z66adVvj951PR7qut4jAa8m46AvWlHXIzdhNS8KIntBGwZbr86gtjMuxjg9B0a6duqNtB6jlOCSklJAcMwcHFxkdrG2dkZUVFREhfwysvb2xuXLl2qst2hQ4fE1tjY2tqq5VT3qki6gzLR5VaDLy4uTrh7rpaWFqysrPD5559j0aJFcHNzE7YbN24c1q9fj6NHjwoTlEAgwPHjx2FhYYH+/fuLXDc+Ph7r16/HjRs3kJKSguLiYpHzr1+/rjJB6evro3Xr1pzeV33z4MEDlJWVobi4WOLWIBV3L5GRkcIEdejQIXz55ZcSr7dq1SqxXZNtbGyQkJCg1LgbAkt9G3zh9gvupZxC8KujELB8ie3e5MfgcPgsdG8xHt7NPgOPoa2HlIFTgsrJKS+qWHGHIknFudxcyQvhiLjSsiIUlGaJHec6/uTn5yd1T6fKXFxc0KFDB1y8eBHv37+HmZkZAgMDkZycjFmzZglLQwHld2Xe3t7IycmBr68vBg4cCGNjY/B4PAQGBiIoKEgsYSmDPEsPKrer6lqKXEfRZQ+KxpqZmQkAuH37Nm7fvi017srb2nt4eGDFihUi57OysvDLL7/Ax8dHbGzvwy3ra/o91Sc8RgNdmn8OB7NO+CfmJ7wtiJfYrowtRVDSfsS8v4sBjt/CXK+5iiOtfzglKBMTE2RkZODJkyfIysoS+8f//v17hIeXL2yruPUnVavNKubjxo3D/Pnzcfr0aUyfPl3YvVcxiaLCtm3b8P79exw9elSs62/GjBk1VoBX0thQZTExMdDW1kbLli3lutbdu3eRlpYmNg4laayl8mt/2KWdlpaGvLw8kT2pFI214v+RhQsXYvPmzVXGD5QnqMqz74DyBdq//PILevbsWeUmjTX9nuqjxgYOGN9uJ24nH0NI8gmwkFwk+3XucxwMnwGflpPQwXoIGEYtJ0vXCZz+5Fq1agWg/O5o8uTJIndJlY8xDANnZ2flRNoASN+osOarmI8ZMwaampr4/fffUVhYiLNnz8LR0RGdO3cWaRcXFwcAYhMhWJaV+e2/ujp37gxtbW1cu3ZNrOs2MTERUVFR6Natm1wFgBVdxqBoe0Vj7dixIxiGwd27d6uMXVlq+j3VVxo8LfRoORHj3LbDQk96MuYLinE9YRdOPvsOWUWpKoywfuGUoPr06SP8/dy5c7CxsUGvXr3Qq1cv2NjYiEw1rtyWyCZp/AlQzR1U48aN0a9fP9y+fRs///wzcnJyxO6QAAjHlj5cm7NhwwZERETI/XoFBQWIjIxEUlKSXO2NjY0xevRoxMfHw9/fX3icZVnh9ilTp04VeU52djYiIyORmir6AfHll19CU1MTa9euFemyCgsLw4kTJ+Di4oLu3bsLjyu67EHRWJs0aYKRI0fizp072LRpk8Sx03v37qGgQHKlAy5q+j3Vd9ZGrTDRfRe8m34GQHr1jKSccBwMm46wtH/q5Jh4reOyujclJYU1MDBgeTweyzAMyzAMy+PxhI8r/mtgYMAmJycrZUVxXVDdldQBCXslrl4vLM1R6DqyKknIcuLECRYAq6WlxQJgY2NjxdqEhoayWlparJ6eHjthwgR2wYIFbNeuXVldXV12wIABLAA2ICBALJYPK0kEBAQoXNHi9evXbIsWLViGYdjhw4ez33//Pdu5c2cWADtw4EBWIBCItD948KDUKhY//vgjC4C1sbFhFyxYwE6dOpU1MjJidXR02ODgYLH2N27cYLW0tFgjIyN26tSp7IIFC1gbGxsWALt58+Zqx5qRkcF6eHiwAFg3Nzd22rRp7HfffceOGTOGdXJyYgGwqampMv98FKkkoYr31FC8yn7K+j8aX2UVilPPFrHZRW9rO9waozaVJJo2bSpc21RRjLRCxRYcALB9+3Y0a9aMy0s0SJL2gdLW0IeOhmr2pRk8eDCMjY1RWlqKLl26wMHBQaxN+/btcfXqVXh6euLs2bM4cOAATE1Ncfv2bXh51ezWBNbW1rh37x6+/PJLBAcHY9u2bcjIyMCaNWvw559/KlQH7ocffsDvv/+ORo0aYdeuXTh9+jQ++ugj3LlzR2KNwoplD926dcOpU6ewa9cuWFlZ4eTJk2I167jEam5ujjt37uCnn36CtrY2jh07hh07diAkJARt2rTBkSNHYGlpqfgfmgw1/Z4aiubGbTHRfTc8m8he//cy6yEOhE1FxFvxblIiGcNW40/q3LlzWLBggdj01ZYtW2LLli0YPnx4deOrUyqKxXp6ekqssFGVo0/m4XWe6J5SjfTtMMlDvv2oCCG1KzH7MS7GbEZOieTx5AqOZl3g5zAfhtrSt6Ova6r7+SdJtUY0hwwZgiFDhiA0NBTx8eVTL+3t7eHp6amU4BoaSbP46uo+UIQ0RDYm7THJYw9uJPjjyVvpazhj399FStgz9LWfBxdL+eqKNkRKmXJTsR8S4a60rBj5pZlix1UxQYIQojw6mgb4xHEBnC2643LcVuSVZEhsV8jPwd/RPyI64xb62s+Fvlb9W0NWXTRBX01I6xIw5rAPFCGk9jmYeWOyx160adRbZrvIjCAcCJuKmMw7Koqs7pDrDqpXr14AgJ49e2L58uXCx/JgGAbXr1/nFl0DklPD22wQQlRPV9MInzotgrN5d1yJ+wUF/CyJ7fJL3+Ns5Aq0bdQXve1mKa04dF0nV4Kq2BqhYhZRxeOqsCzbYGf2KErSDD6AEhQh9YGzRXc0N26LK3HbEZ0pvYB2xLtrSMh+jE8cFsDerKMKI1RP1MWnJpS5SDchIUE4/V/aT1ZWlrC9ra2tyDkdHR00atQI3t7emD17tswN8z68rqamJqysrPDpp5/i33//VTh2WY4dOwZvb28YGBjAzMwMn376KUJDQxW+TmpqKiZPngxra2vo6uqiVatWWLt2LUpLJW+rUFxcjNWrV8PJyQm6urpo2rQppk2bhrdvpc/UUlasNaU+vid1p69liiGtlmGg02LoahpJbZdXko4/XizB5bifUSxlG/qGQu5JEh/ORqd5/MolaQafNk9P5j/kqjg4OEisBgFAbF8hDQ0NLF26FADA5/Px/v17PH36FP7+/vjtt98wcOBAHD58WKSAaAULCwvMmTMHAFBUVIRnz57hn3/+wT///IPjx49jzJgxnN9DhbVr12Lp0qWwsbHBjBkzkJubi5MnT6Jr1664fv26xLVLkqSlpaFTp05ITk7G0KFD4eTkhKCgICxduhT379/HuXPnRO76BQIBBg8ejCtXrqBz584YPnw4YmJisG/fPly/fh0hISFo1KhRjcRaU+rje6orGIaBa6NeaGnijstxPyPufYjUtuFv/kFC1iP0d/wGLU3cVRilGpFnNW9CQgKbkJDAvnv3TuSxvD8NRXVWUh99Mk9s5fm+0Cmc4lC0koSNjQ2ro6Mj8VxCQgLbu3dvYdWHsrIykfMA2FatWok9r6IqhY2NjcLxfyg6OprV1NRknZ2d2aysLOHxx48fszo6OqyLi4tYXNKMHz+eBcDu2rVLeEwgELCjR49mAbDHjx8XaX/gwAEWADtmzBiRSgm7du1iAbDTpk2rsVgVMWHCBFbO/53rzHuq7wQCARuedondGjKoyioU1+J/ZUv4hbUdskw1UUmCU6kjIll1/oJ2Phgl9o/yj+c/cIpDmQmKZVm2oKCAdXFxYQGwp06dEjknLUEJBALWwMCABSD8YsPV4sWLWQDs4cOHxc5NnDiRBcAGBQVVeZ2cnBxWR0eHtbe3FyvLk5CQwAJgfX19RY536dKFBSD2RUsgELD29vasgYEBW1BQUO1Yg4KC2E8//ZS1sLBgtbW1WUdHR/aHH35g8/Pzq3xfLKtYglLVeyLyyS56w56I+K7KJOX/aAKbnPOstsOVSm1KHdnb28Pe3h7t2rWT2m9P5McXlEhcK6EuEyT09PTwzTffAABOnTql8PM/rHDds2dPMAyDwMBAuZ5f0a5fv35i5/z8/ABArm0+7t69i+LiYvTt21ds8o6NjQ1atWqF27dvo6ysDEB5d+W9e/fQqlUrsQ0YGYZB3759kZ+fj4cPH1Yr1l27dqFnz564ffs2BgwYgHnz5qF58+ZYu3Yt+vbti5KSkirfm7xU9Z6I/Ix1GmOU6wb0s58HLZ6u1Hbvi1Jw7OnXCEzcB75Aef8m1BmnhbqpqakoKSmBr6+vyGZ2hBtp22wYV3ORbuUt3yv7+OOPxbbRqErFBngPHjyQq/3JkyeRn5+PNm3aiO0XpqiYmBgYGhqK7d0EVL1P0YfXqfwcSdeKiopCYmIi7O3tERcXB4FAILN9xXU/+ugjTrE+f/4c8+bNQ7t27XD9+nVYWFgIz23YsAGLFy/Gjh07JNbG40IV74kojmEYtG8yELamHXAxdjOSc55KbMdCgHsppxCXeQ8DnL5FE8P6vZ0RpwRlY2ODmJgYmkKuJDW1D1TlLd8rMzU1VThBNW3aFACQnp4udi49PV2YCCtPkjA0NMSuXbvE2h85cgQFBQVyb26XnZ2Nxo0l/1lUbPYnbafXD68DSN/19cNrKdqeS6z+/v7g8/nYsWOHSHICgO+++w5bt27FiRMnlJagVPGeCHdmuk3xeZvNeJj6F24mHZB6p5RemIAjT+aia/Ox6NL8c2jw6uc+XJze1fDhw7F+/XqEhoYiJyeHds2tppraB0reLd+rKyMjQywRGhoa4tq1axITYX3edVVRISHls7iuXLkicUG7lpYWIiMjRY7Z2toiMTFR4vUkfWk8ePAgJk6cWP1giUowDA8dmw6HvWlH/BO7Cal5kRLbsRDgdvJRxL6/iwGO36GRgZ2KI615nBLUkiVL8L///Q8REREYNWoU9uzZgxYtWig7tgZD6lbvalTm6PXr1wAgNv0YKN9hueJDNCsrC+fOncPMmTMxdOhQPHz4sNpbrpiYmEj9hp6TkyNsI891AOnf9j+8lqLtucSamVlef3Ht2rVVxl9h/vz5IuvYgPKdBcLDw7FixQqx9pW3hlfFeyLKYaHfEl+4/Yx7KacR/OoIBCxfYrs3+bE4/GQ2urcYD+9mn4HHaKg40prDKUENHDgQGhoaYFkWV69ehYODA2xtbdG0aVPweKLzLqjUUdUkVZHQ4ulCT1N9/qevGCjv2FH26nZTU1NMnDgRZWVlmDJlCmbPno1z585V67WdnJxw9+5dpKWliY2DVDWu9OF1Kj/nQzExMdDW1hbe4dnb24PH48ls/+FrKxprRe9DTk4OjIzkW/M2f/58sWMJCQkIDw+XOOZYmSreE1EeHqOBLs3HwMGsE/6J/Qlv8+MktitjSxGUtB/RmbcxwOk7WOjVjxsGTrP4AgMDER4eLtyckM/nIzY2Frdu3UJQUJDwJzAwUO6ZWg2ZpDp8xjqN1WaMr7CwEFu2bAEAuRfdTpo0CZ6enjh//jzu3KleEUwfn/LtCK5evSp27sqVKyJtZOncuTO0tbVx7Zr4hnGJiYmIiopCt27dhLMO9fT04O3tLZw4URnLsrh27RoMDAxENmpUNNZOnToB+K+rr6ap4j0R5WtsYI/xbjvQtfkXYGR8bKfmReJQ+Aw8eH0WLCtQYYQ1o9qljiqXuSHcqPM+UElJSRg4cCCeP38OX19fDBs2TK7nMQwj7G5atmyZ2DUjIyNRUCBfGZcvv/wSmpqaWLt2rUhXU1hYGE6cOAEXFxd0795d5DlxcXGIjIwUWQZhbGyM0aNHIz4+Hv7+/sLjLMti8eLFAICpU6eKXGfatGkAgMWLF4skNX9/f8THx2Ps2LHQ09PjHOusWbOgqamJuXPnIikpSey9Z2Vl4fHjx3L9Ocmrpt8TqRkaPC181HICxrXbDgs9G6nt+IIS3EjYhRPPvkFWUaoKI1Q+zlM/PvwGSrgpE5Qit0R8Zpyq94Hi8/nC7qGysjJkZWXhyZMnwnVBgwcPxqFDhxT6IjJo0CB06NABN27cQFBQkPBb9vjx4xEUFISAgADh9HVZnJ2dsXLlSixduhTu7u4YPny4sNQOAOzdu1esa7l3795ITEzEy5cvYWtrKzy+YcMGBAQEYNasWfj333/h6OiIoKAghISEYODAgRg9erTIdSZMmIBTp07hxIkTePnyJXx8fBAbG4uzZ8/Czs4OP/74Y7Vibdu2LX777TfMnDkTrVq1Qv/+/eHg4IDc3FzEx8cjKCgIEydOxO7du+X+c69KTb8nUrOsDVthovtvCE46jHuv/wAg+bP4Vc5THAibBl/bafCw+rRu3kRwWd1LpY4k47KSOrMwReKq8ZDkk5zj4FJJAuX/ylkArLa2Nmtpacl27NiRnTVrFhscHCz1uZBSSaLChQsXWADsRx99JDzm4+PDAmADAgLkfk8sy7K///476+Xlxerp6bEmJiZs//792UePHsl8Ty9fvhQ79/r1a3bSpEmslZUVq62tzTo5ObFr1qxhi4uLJV6rqKiIXblyJevg4MBqa2uzTZo0YadMmcKmpaUpJVaWZdn79++zo0ePZps2bcpqaWmxlpaWrKenJ7to0SL2xYsXsv9gWMUqSajqPZGa9yo7gvV/NL7KKhQnn33PZhe9qdFYaqKSBMOydCukLB06dEBoaCg8PT3x6NEjuZ6TmP0YJ599J3Z8kPMPcLHsqeQICSH1TWlZEYKS9uNR6jmZ7bQ19NHHbhbaNupXI3dTXD7/qkL35bWM9oEihFSHloYu+tjNxug2m2As43OjpKwAF2M342zkcuSVZKowQu6qvfw4OTkZKSkpKC4ultqmR48e1X2ZequmFukSQhoWGxMPTPLYg4AEf4S/uSi1Xez7ECSHTUE/+3lq30vDOUGdP38e33//fZU1uBiGAZ8veYEZkTyDT5OnDX0tU9UHQwip03Q09PGxw9dwNu+OS3FbkSdhAhYAFPFz8Xf0WkRl3EI/+3nQ11KfNZeVceriu3z5MoYNG4aYmBiw5Vt2yPzh6sGDB+jfvz9MTU1hYGCAzp074/Tp0wpdg8vOoaokeQ2UVd2ccUMIUQv2Zh0x2WMP2jTqI7NdVMZN7A+bguiM2yqKTDGcEtS6deuEiaemPkgDAgLQrVs3BAcHY+TIkZgxYwbS0tIwatQo4aLRqlTsHLpixQpYWlpi/vz56NKlC/bt24cuXbrg3bt3NRK7IiSNQdH4EyGkunQ1jfCp0/cY1nqVzB6ZgtIs/BW1Ev+L2Ygifq7qApQDpy6+x48fCxNTo0aN0KlTJ5iYmEBDQzk1oPh8PqZOnQoej4ebN28Ka4ktX74c3t7eWLJkCUaMGCG2n82HDh8+jCtXrmDMmDE4duyYMObdu3dj5syZWLp0qciCTVUrE/ClrIGiBEUIUQ4n865oZtQGV+O3IyrjptR2z979i8Tsx/jEYSHszWSXNFOVak2SsLS0xJMnT6SW4ufqxo0biIuLw5dffilW6HLJkiWYOHEiDh8+jOXLl8u8zt69ewEA69evF7nTmz59OjZt2oRjx47h559/Flk1r0q5Je/AQrwcCU2QIIQok76WCYa0WoYX6YG4Gr9d6p1SXkkG/nixBO5W/eFrOx06GvoqjlQUpy6+tm3bAgDat2+v9OQEKGcHTy47h6qa9I0Klf9nSgghLpY9MdljHxzNZO8HF/7mIg6GTUdidphqApOC0x3U5MmTce/ePURERKC4uBg6OjpKDUpWheQmTZrA0NCwytmDXHYOlcTf3x979uyRK+4XL14AAEpLS5GaWnUNrITMOAhyDMSOl2brIJVft2toEULUVxeTmWgkaI/7KadRKiiS2OY9cvFnxkaMcFkLbc2qe5kq171UFs4J6s8//8S1a9cwfPhwbNu2Tanl9uXZ9bOqHTy57BwqSWpqKkJDQ2W2+VB6errcSQ1oL3bk3L1/FXo9QgjhxkXm2RIAh+4eletKknbbri5OCcrBwQFFRUVgWRaXLl3CpUuXYGhoKLZlNVDenRYXJ3kPk7rA2toanp6ecrV98eIFCgsLYWlpKawYLUtU+i3Evb+HvNJMFJRmAWDBYzQxzu0XMAwV+SCE1DyWZRGdEYwHqWfAF/xXcKGZUVv0sZsl90ztM2fOyNVzpAhOCSohIUG4xUbFdPPc3Fzk5ooPvHGZhi7Prp9mZmbVvkbldtJMnz4d06dPl9mmQkUtKi0tLVhbW1fZ3tp6JHpiJIDyquY5Je+QX5KJpsbV24GWEEIU0bTpSHg4fYSLsZvwKucpdDWNMNRjPoy0LeW+hpaWltLjqnapI1kJiOsi3crjQx06dBA5l5aWhry8PHh7e8u8BpedQ2uTBk8LZrpNYabbtLZDIYQ0QKa61hjTZjMepp6Doba5QsmppnDuR6rJChLK2MGTy86hhBDSkDEMDx2bDlObGn2cEpRAIJD7p6ysTOHr9+7dG/b29jh+/DjCwsKEx7Ozs7Fu3Tpoa2tj/PjxwuOpqamIjIwU685TdOdQQggh6kMtR+I1NTWxb98+CAQC9OjRA9OmTcPChQvh7u6O6OhorFu3TmSX1MWLF8PFxQV//fWXyHUmTJgAPz8/nDhxAl27dsWiRYswYsQIzJo1S+LOoYQQQtSHWiYoAPD19UVwcDC6deuGU6dOYdeuXbCyssLJkyexcOFCua7B4/Fw/vx5rFy5Eu/evcO2bdtw+/ZtTJ48GXfv3kWjRo1q+F0QQgjhSq4ddf/++28AQLNmzcQmLUjz559/4vnz5wBQZUmi+kJDQwMCgQB6enpwcZG9voAQQuqTimU2PB6P09COJHIlKB6PB4ZhMHz4cJHtLmbPno1Lly5JXOv02Wef4cyZM2AYRmnBqjvaIoMQQrjP4P5QtaaZv337VrgmipQncoGgvPiropMviouLhc+tCTQZhBBSkwoLCwGUfw4qS7XXQZH/eHh4IDQ0FJ6ennj06JFCzx00aBAuXLhQQ5EBBQUFNXZtQgipKFRQeQeK6lLbSRKEEEIaNkpQhBBC1BIlKEIIIWpJoTGogoICJCUliTyu8OrVK5GZGzTmQQghpDoUSlCXLl2CnZ2d2HGWZUUqOxBCCCHVpVCCkjW3XVnz3gkhhBBAwQSl6HonSlqEEEK4kjtBUbIhhBCiSnIlqJqscEAIIYRIQtPMCSGEqCVKUIQQQtQSJShCCCFqiRIUIYQQtUQJihBCiFqiBEUIIUQtUYIihBCilihBEUIIUUuUoAghhKglSlCEEELUEiUoQgghaokSFCGEELXEsFSmXGk0NDQgEAigp6cHFxcXhZ4bFxeH7OzsGooM8PT0rLFrE0LIixcvUFhYCB6Ph7KyMqVckxKUEim6XxYhhNRHykorCm1YSGTj8XjCrUlq8g9WS5P+2ggh6qWQzwdQ/jmoLPRJp0QeHh4IDQ2FNYDpNfg6KxYvrsGrE0KI4jrs3YvQtDR4eHgo7Zo0SYIQQohaogRFCCFELVGCIoQQopYoQRFCCFFLlKAIIYSoJUpQhBBC1BIlKEIIIWqJEhQhhBC1RAmKEEKIWuJUSaKgoADp6ekAACMjI5iZmYmcz8zMRF5eHgDA0tIS+vr61QyTEEJIQ8PpDmrdunWws7ODnZ0dAgMDxc4HBwcLz69fv766MRJCCGmAOCWogIAAsCwLS0tLDBkyROz8oEGDYGVlBZZlcePGjerGSAghpAHilKDi4+PBMAw8PT2lbjHh7u4OAHj58iX36AghhDRYnBJUZmYmAAi3lpCk4lxFW0IIIUQRnBKUvr4+WJZFRESExCRVVlaGiIgIAICurm71IiSEENIgcUpQLVq0AACkpaVJnASxbt06pKamgmEYtGzZsnoREkIIaZA4TTPv3r278A5p+fLluHHjBnx8fAAAQUFBIjP7unfvXv0oCSGENDicEtTUqVOxe/duAOV7zwcGBookpcr70U+ePLl6ERJCCGmQOHXxtW/fHrNnzwbLssJZfCzLChNTxbEZM2agQ4cOSgqVEEJIQ8K51NH27dvx1VdfgcfjidwxVSStuXPnYseOHUoJkhBCSMPDqYsPKL9L2rZtG+bMmYPz588jPj4eAGBvb49BgwbB0dFRaUESQghpeDgnqAoODg5YsGCBMmKp82hRMiGkoVPm5yDDVu6fI9Wir6+PwsJC6OnpoaCgoLbDEUpJSUGzZs1qOwxCSD1WE59/ct1BrV69GgDg6uqKESNGCB/La/ny5YpHVgfp6uqisLBQ7RYn37x5E2PGjKntMAgh9VhNfP7JlaBWrlwJhmEwfPhwjBgxQvhYXg0lQdnZ2eH9+/ews7Or7VAIIUSlauLzr0Y3LKTeQ/XQs2fP2g6BEEIUJneC+jDZVKx7kvVD1ENSUlJth0AIIQqTq4vv4MGDAABbW1uRx6RuiI+PR6dOnWo7DEIIUYhcCWrChAkyH5Pqe5ORjbyCwhq5dnFpGUr5ZdDS1KiR6xNCSE3gtA5q0qRJAAANDQ389ttv0NLSUmpQDU1ZmQCJqe9q7Pqunp2RkZ2LJhamNfYahBCibJwS1NGjRyEQCODt7U3JSQkENTxeF3Y/GC0GDq7R1yCEEGXjNIvPysoKAGBhYaHUYEjNKOPzazsEQghRGKcE1adPH7Asi6dPnyo7HlIDzC2tajsEQghRGKcEtXLlShgbGyM5ORk//PADTSlXc5ZWTWo7BEIIURinMagjR46gZ8+e+Pvvv7FhwwacPXsWH330EZo2bQoeTzznNZRKEuoq+lk4XJ2pujwhpG7hlKAqSh0xDAOWZREVFYXo6Gip7SlBEUIIUVS1Sx1VJCpJqOtPPdi3alPbIRBCiMI47wdFyafuyM3OAv1tEULqGk4Jikod1S3v0lJqOwRCCFEYpwRFpY5qXrPftqPZrh1ixwXa2uCbmiHftQ0yBgxGpt8ngAJbnxBCSF3BKUHdvHkTANCoUSO4uLgoNSAirsTCUvi7Zl4utN++gfbbNzALvIGs82cR88uvYLV1pD6/Q9eeKoiSEEKUi9MkiZ49e8LX1xcrVqyQ2mby5Mlo3LixsOoE4S4s8K7w5+H9J3j610Vkd+kGADANDkLzHdtkPv/Jw7uqCJMQQpSqxjYszMnJQXp6OtLT02vqJRomHg+Fjk6I3uGPopY2AIDGf5wEZJQzKi0pVlV0hBCiNDWWoAoLa2brCFKO1dFBZr9PAAAa+fnQexkvPKfzKhE2a5aj3YA+8PJqiynz58Gyd09g9WogJ0f6RZOTga+/Btq0AQwMAB0doGlToEOH8uMPHtTwuyKEkP/IPQZVMe5U2bt37yQeT0lJwa1btwBAYmUJohwllUoYaeTnAQDML1+E/Q/fgldSAgAoMzAAr7QUGk+fAE+fAPv2AVeuAB+OHYaHA76+wPv3/39BDcDYGEhLA1JTgdDQ8nOHDqnirRFCiPwJqmfPniILclmWxc2bN+Hr6yvzeebm5tyjIzLpvE4W/s43NoH+82ewX/wNePxS5LbvgISlq1Do3AqPgm9gpKEhLL77Bnj1Chg4EAgLAwwN/7vYwoXlCcjTE/j1V6BTp/LZgSUlQGIi8PffgECg+jdJCGmwFJ7FV3mBrqzFuhUVJrp06cItMiITLy8XFv9cAADwTUxRZGsH51lTweOXoqilDaL8D0Kgp/f/jXko9vsYaOMCeHsDcXHA7t3AN9/8d8E7d8r/u3Mn0Lnzf8e1tQEnp/IERgghKqRQ/5si1SNYloWRkRFWrlypaExEBo2cHBiH3IHL5PHQfvsGAJA2djw08vJgcqe8WzV14pT/khMAW6f/785r3x4YNqz89xMnRC9salr+39TUmgyfEELkJvcd1Pjx44VdfIcPHwbDMLCxsYGPj49IO4ZhoKenh9atW+Ozzz5Dkya01UN1ebs5ST2X/ulgvJ42C0YP74P5/y8QOZ27irQpKsj/70HfvsDp08CTJ0BpKVCxI/KnnwJ79wITJgC3bwODBgEdOwL6+kp/P4QQIg+5E9ShSoPjhw8fBgB4eXlR2SMVqLxQl62oJOHiiowBg5DrXd4dp5WZ8V/7D9aepaUkAaxX+YPmzcv/y+cDmZlARduffgJiY4GAAGDr1vIfDQ3AwwMYMACYNg1o1qzG3iMhhHyIUyWJirupjh07KjseEQ8ePMCKFStw584dlJaWws3NDQsWLMDIkSPlvkZxcTE2btyIo0eP4tWrVzA3N8enn36KH3/8EY0bN67B6JUnLFAFC21NTYEbN4DgYODChfK7qIcPgUePyn82bQL27wfGjKn5WAghBBwT1CEJU41ZlkVhYSH0ldQlFBAQAD8/P+jq6mL06NEwMjLCmTNnMGrUKLx69QoL5Ri0FwgEGDx4MK5cuYLOnTtj+PDhiImJwb59+3D9+nWEhISgUaNGSom3tpWaWwh/136ThuIWNsLHHp0++q9h8v/P/NPUBCTNsOzevfwHAIqKgKtXgaVLgadPgUmTgF69/rvrIoSQGlStRUppaWn46quvYG9vD21tbRgbGwMA/P39sXr1aqxbt47Tdfl8PqZOnQoej4ebN29iz5492LJlC8LDw+Hs7IwlS5YgMTGxyuscPnwYV65cwZgxY3Dnzh1s2LABZ86cwW+//Yb4+HgsXbqUU3zqqMClDdj/X3NmHCJ6x/Ui/NF/D/79t/y/7u7/jT9Jo6tbPhZ19mz546Ki8jssQghRAc4JKiQkBO3atcPOnTuRkJCAsrIy4Sy/lJQUrFy5EsuWLUNgYKDC175x4wbi4uLw+eefw8PDQ3jcxMQES5YsQUlJiXAcTJa9e/cCANavXy+yhmv69Omwt7fHsWPH6k3FizJjY2R3Lb9Tsj60D7xK76u4qKD8l/Bw4MyZ8t8rd9Xx+bLXOFWaEQhaeE0IURFOnzaZmZkYNmyYsM7ehzvqjhgxQvj7xYsXFb5+RVLr16+f2Dk/Pz8AQFBQkMxrFBUV4d69e2jVqhVsbGxEzjEMg759+yI/Px8PHz5UOD51lTz3awg0taCblIhWMyZBLzoKAGBsbAqdf68B/fuXJyMHB2D69EpPTC5f6/Tjj8Djx6J1/Z48Ab74ovx3AwPgg1mbhBBSUziNQe3cuRNpaWlgGEbi2qh27drB0tISGRkZCAkJUfj6MTExAAAnJ/Hp1U2aNIGhoaGwjTRxcXEQCAQSr1H52jExMfjoo48ktqlrClzbIH79Jtgv+RZGoQ/hNvxT8A0N0aG0FBrF/18wtkWL8kkQlatIAEB8PLBsWfmPhgZgYgLk5ZVXkgDKF+weOiR53IoQQmoApzuoCxcuCH8/fvw4hgwZItbG1dUVLMsiNjZW4etnZ2cDKO/Sk8TY2FjYpjrXqNyuvsj8eACenruEt5+NRlGLluCVlKAMQGlbN2DVKiAiQrwOX7Nm5aWMvv66vIqEtXV5ctLUBFxdgdmzy59X6c6YEEJqGqc7qJiYGDAMAy8vL4wePRpnKsY1KjH9/8oEmZmZ1QqwoUqZNQ8ps+Zxem5xSxskLF8jfPzoTiAGDxmGpo2l3P1oaZXX5xs4kNPrEUJITeB0B1UxsUDWZoRZWVnlL8BhUL3irkfa3U1OTo7UOyNFrlG5XX3W0t4Z8hepIoQQ9cApQZmbm4NlWURFRUk8n5ubi9DQUACAhYWFxDayVB4f+lBaWhry8vKkji1VsLe3B4/HkzpWJWucq77hl5bUdgiEEKIwTgnK3d0dABAbG4tNmzaBX2nW15s3bzBx4kTk5eWBYRiRaeLyqqjvd/XqVbFzV65cEWkjjZ6eHry9vREVFSW2ZoplWVy7dg0GBgbw8vJSOL665vWrhNoOgRBCFMYpQVWeFLFo0SL8/fffwsfNmjXDuXPnhI+HDh2q8PV79+4Ne3t7HD9+HGFhYcLj2dnZWLduHbS1tTF+/Hjh8dTUVERGRop1502bNg0AsHjxYpHZhv7+/oiPj8fYsWOhV3mNDyGEELXBKUFNnDhRpGuMZVnhWijB/y/4ZBgGTk5OGDt2rMLX19TUxL59+yAQCNCjRw9MmzYNCxcuhLu7O6Kjo7Fu3TrY2toK2y9evBguLi7466+/RK4zYcIE+Pn54cSJE+jatSsWLVqEESNGYNasWbCzs8OPP/7I4d3XPe06dq26ESGEqBlOCUpXVxfnzp1D06ZNRZITAOHaKCsrK5w9exY6OjqcAvP19UVwcDC6deuGU6dOYdeuXbCyssLJkyflqsMHlE/QOH/+PFauXIl3795h27ZtuH37NiZPnoy7d+/Wmzp8VYl5/qS2QyCEEIUxrCK7EH4gKysLW7Zswblz5/Dy5UsAgJ2dHQYNGoSFCxc2uO3eO3TogNDQUHh6euLRo0dVP+H/lfLL8DjyZY3F9ehOIAYNGYZm0qaZE0JINXH9/JOF0zqoCqamplizZg3WrFlTdWNSawyM6v9UekJI/UOVPxsAO6fWtR0CIYQorFp3UACQnJyMlJQUFFfUepOgR48e1X0ZUg0Rofdg33JYbYdBCCEK4ZygLly4gO+++w7R0dEy2zEMI7JOihBCCJEHpwR19epVDB06FCzLSqxmTtRLcxuH2g6BEEIUxmkMau3atSLrnQghhBBl43QHFRoaKlzvZG1tjS5dusDIyEjZsRElSU6Mg2d799oOgxBCFMIpQWloaAAoX/MUERFB5YIIIYQoHacuvg4dOgAorxhOyUn9tfXsVNshEEKIwjglqEWLFgEAQkJC8Pz5c6UGRJTvZUwkTWYhhNQ5nLr4+vbtiy1btuCbb75B586dMWrUKLRt2xZmZmYS21euPE5ULz+3fm1rTwhpGDivg9LR0YG2tjby8vJw4MABmW0pQdUuPQPD2g6BEEIUxilBnT17FrNnzwbDMMJp5tK6kGgaeu1zcm1X2yEQQojCOI1B/fTTT8LfabGu+nvy4E5th0AIIQrjdAcVEREhvDPq1KmTcB0Uj0e1ZwkhhCgHpwSlr6+PwsJCuLm54c6dO9SNp+aatrCt7RAIIURhnG55fH19wbIsTExMKDnVAZpa2rUdAiGEKIxTglq9ejX09fVx7949BAYGKjkkomxJ8bIrzhNCiDri1MV36tQpdOvWDdeuXUOfPn3g6+sLNzc3mJqaSmy/fPny6sRICCGkAeKUoFauXCmcYi4QCHDjxg3cuHFDantKULXL1aNjbYdACCEKq/a0O1ljUDT9XD0kJ8TVdgiEEKIwzpUkKPnUHTlZmbUdAiGEKIxTgjp48KCy4yA1SEdXv7ZDIIQQhXFKUBMmTFB2HKQGubh3qO0QCCFEYVT6oY4a4tcTndyc5Po5fWRfbYdLOEpISADDMJg4caJCz0tJScHPP/+Mfv36oWXLltDW1kaTJk0wfPhw3Lt3T+Jzjh07hqFDh8LBwQFGRkYwNDREmzZt8PXXXyMlJUWsfVhYGJYtW4bOnTujcePG0NHRgb29PWbNmiWxPSGK4jwGRWrXqC8mIC83V+r5uNhoBFy7Aj09fZhbmKswMqIOduzYgY0bN8LBwQH9+vVDo0aNEBMTg3PnzuHcuXM4fvw4Ro0aJfKckydPIiYmBp07d4a1tTVYlkVYWBh++eUXHDp0CMHBwWjTpo2w/YwZM3Dv3j14e3tj9OjR0NHRwb1797Br1y788ccfuHXrFlq3bq3qt07qEUpQddSYcV9KPZed9R4TRg8DACxbswGtW7dSVVhETXh7eyMwMBA+Pj4ix2/duoXevXtj5syZGDJkCHR0dITn/vjjD+jq6opda//+/ZgyZQpWrlyJP/74Q3h87Nix+P333+Ho6CjSfuPGjVi0aBEWLlyIf/75R8nvjDQk1MVXz/D5fCz55iukpiRj/OTp6O33CXT1DUTavH37Fl9//TUcHR2ho6MDS0tLDB8+HBEREWLXs7W1ha2tLbKysjBnzhy0aNECmpqaOHTokLDNhQsX4OvrCxMTE+jp6cHd3R1bt24Fn8+XO+6YmBh8+eWXsLOzg46ODszNzeHu7o758+eLzRjNzc3FqlWr0K5dO+jr68PExATt27fHsmXLUFpaKtL29u3bGDBgAMzNzaGrq4vWrVtjxYoVKCgoEIuBYRj07NkTKSkpGD9+PJo0aQIejydSLeXmzZsYOHAgLC0toaOjAycnJyxdulTi9aT566+/MGbMGDg6Ogrj/+ijj3DmzBmRdocOHYKdnR0A4PDhw8K1hwzDVFnBZdiwYWLJCQA++ugj+Pr64v3793j69KnIOUnJCQA+++wzAEBsbKzI8blz54olJwD45ptvoKenh6CgIJkxElIVuoOqZ7Zv2YCH9+6iS7cemDlvAQAgIeYF3FzLu1ri4uLQs2dPJCcno1+/fhgyZAjevn2LM2fO4MqVK7h+/To6deokcs3i4mL06tULeXl5GDRoEDQ1NWFlZQUA2Lp1KxYuXAhzc3N8/vnnMDAwwN9//42FCxfi1q1bOHv2bJX1Gl+/fg1vb2/k5+djwIABGDVqFPLz8xETE4PffvsNmzdvhqZm+T/Vt2/fwsfHB5GRkfDw8MDMmTMhEAgQGRmJjRs3YuHChcKKJn/88QfGjBkDHR0djBo1Co0bN8bVq1exevVqXLlyBYGBgWIfyhkZGejSpQvMzc0xevRoFBUVwdjYGACwa9cuzJ49G6amphg4cCAaN26Mhw8fYu3atQgICEBAQAC0tauue7h48WJoa2uje/fusLa2xrt37/D3339jxIgR2L59O+bOnQsA8PDwwFdffYVffvkF7u7uGDJkiPAatra2Vb6ONFpaWgAg/DOtSsVdUNu2beVqzzAMtLS0qE4nqT6WKI2npycLgPX09FToeSWlfPbe05hq/6xY+xMLgG3e0ob99/Yj4fHf/PeySWnpLMuybNeuXVkNDQ328uXLIjFERUWxRkZGrJubm8hxGxsbFgDr5+fHFhQUiJyLjY1lNTU12caNG7NJSUnC40VFRWz37t1ZAOyRI0eqfP/bt29nAbA///yz2LmMjAyRx8OHD2cBsEuWLBFrm5aWxpaWlrIsy7LZ2dmsiYkJq6Ojw4aHhwvblJWVsaNGjWIBsKtXrxZ5PgAWAPvll1+yfD5f5NyzZ89YTU1N1t3dnU1PTxc5t379ehYAu3nz5irfK8uybFxcnNix3Nxc1s3NjTUxMWHz8/OFx1++fMkCYCdMmCDXtauSmJjI6ujosNbW1mLvscKpU6fYFStWsN9++y3bv39/VkNDg7Wzs2Pj4+Pleo1Tp06xANjPPvtMKTGTuoHr558s1MVXT7x49hQbVi+Dvr4BNv2yC0b//60fAFq7eQIAHj9+jDt37mDChAnw8/MTeb6zszOmTp2Kp0+fSuzq++mnn6Cnpydy7Pjx4+Dz+Vi4cCFatGghPK6jo4ONGzcCgEhXYFU+vD4AmJv/N8EjLS0NZ8+ehYODA1auXCnW1srKSnhXcP78eWRnZ2PSpElo1+6/HYV5PB5++uknsW7KCtra2vjpp5+goaEhctzf3x98Ph87duyAhYWFyLnvvvsOjRo1wokTJ+R6n/b29mLHDA0NMXHiRGRnZ+PBgwdyXUdRpaWlGDduHIqLi7Fx40ax91jh9OnTWLVqFTZt2oSLFy+iffv2uHbtmrC7UZZXr15h3rx50NPTw5o1a5T9FkgDQ1189UBGejq++2oWSkpKsGHbVtg7OomcT0tJgqO9DUJCQgAAb968kfgBHxkZKfxv5e4cXV1duLm5ibV//PgxAKBnz55i57p06QJdXV2EhYVVGf/AgQOxePFizJ49G9evX8fHH38MHx8fsQ/yhw8fgmVZ+Pr6CruppJEVW8uWLWFvb4/o6Gjk5ubCyMhIeM7Ozg6WlpZiz6n4s6voBv2QlpaW8M+vKm/fvsWGDRtw6dIlJCYmorCwUOT869ev5bqOIgQCASZOnIibN29i6tSpGDdunNS2f/75JwAgKysLjx8/xg8//IAOHTrg7Nmz6NWrl9TnZWRkoH///nj79i2OHDmCVq1ocg6pHkpQdRy/tBSLF87F2zdpmDR9Nnr27ifWJiszHQCQmVle8uiff/6RObsqPz9f5HHjxo0ljifk5OQAgHA8qjKGYWBlZSXXehhbW1uEhIRg5cqVuHjxIk6fPg0AaN26NVavXi0cpM/OzgYANGvWrMpryooNAKytrREdHY2cnByRBCWtfcWf3dq1a6t8bVkyMzPRsWNHJCUloVu3bujTpw9MTU2hoaGBsLAwnD9/HsXFxdV6jQ8JBAJMmjQJx48fxxdffIHdu3fL9TxTU1P4+vri8uXLaNWqFcaPH4+XL19K/HKQkZGB3r1749mzZ9i1axe++OILpb4H0jDJlaCSkpKq9SItW7as1vOJdJvXr0Z46EN09/HFtNlfSWyjpa0DsBAO9u/YsQNz5syR+zWkDXZXXO/NmzewsbEROceyLN68eSNsU5W2bdvizz//RGlpKR49eoRLly5h+/btGDVqFJo2bYpu3boJJz/Ik/QqxyZJWlqaSLsKVb3XDxOaovbv34+kpCSsWbMGS5cuFTm3YcMGnD9/nvO1JREIBPjyyy9x5MgRjBkzBocOHQKPp1jPvrGxMTp37oxz584hNjYWLi4uIucrklN4eDh+/fVXTJ8+XZlvgTRgciUoW1tbzjNyGIZRaLoxkd9ff5zEX3+chI2tPVZt2CL176idVxcAEM7Ou3v3rkIJSpr27dvjr7/+QmBgILy9vUXO3bt3D0VFRejatatC19TS0kLnzp3RuXNnODo6Yvz48fjf//6Hbt26wcvLCzweDwEBASgtLZXZzde+fXsAQGBgIEaOHCly7tWrV4iLi4O9vb3cyaZTp04IDQ1FSEgI+vbtq9B7qiwurryy/ODBg8XO3bp1S+xYxThRWVmZwq9VOTmNGjUKR48elTruVJWKbscP/8wrJ6cdO3Zg1qxZnK5PiCQKfZViWZbTD1G+J2Gh2LJ+NQwMDfHTL7/B0FD6B+2jO4EAyhdvdurUCSdOnMCpU6fE2gkEAoXWrnz++efQ1NTE1q1bRcZNSkpK8P333wOAXCV6Hj16JOySq6zi7qdiKriVlRWGDx+OuLg4rFq1Sqz927dvhV+GBg8eDBMTExw8eBDPnj0TtmFZFt9//z34fL5C5YNmzZoFTU1NzJ07V2KPQsV4TVUq7jSDg4NFjh8/fhwXL14Ua29mZgaGYfDq1Su5YwX+69Y7cuQIPvvsM/z+++8yk1Nubi6ioqIknjtw4ADu378PJycnkXVPmZmZ6NOnD8LDw/HLL78o5UsPIZVVawyqqrsqSk41Iz8/D4u+noPS0lK4eXji2mXZq/UN9f6rFnDixAn4+vpi9OjR+Pnnn+Hp6Qk9PT0kJSXh7t27ePfuHYqKiuSKw8HBQbj2qF27dhg5ciQMDAxw4cIFREVFYfDgwXKNRRw9ehT+/v7o0aMHHBwcYGxsjOfPn+PixYswNzfHl1/+VzXjt99+Q0REBNauXYuLFy+iV69eYFkW0dHRuHr1Kt68eQNTU1MYGxtj7969GDNmDDp16oRRo0ahUaNG+Pfff/Ho0SN4e3vj22+/let9AuVdkL/99htmzpyJVq1aoX///nBwcEBubi7i4+MRFBSEiRMnVjm+M27cOGzcuBFz585FQEAAbGxsEB4ejuvXr2PYsGE4e/asSHtDQ0N07NgRN2/exLhx4+Dk5AQej4dx48aJdatWtnr1ahw+fBiGhoZwdnbGjz/+KNZmyJAh8PDwAFB+J+Ti4gIvLy+0bt0azZo1w/v37/HgwQOEhobC2NgYhw8fFnn+sGHDEBYWhtatWyMzM1PixJv58+dL3WmbkCrJMxfdx8eH7dmzp8iPt7c3yzAMyzAMa2xszLZv355t3749a2JiwjIMw/J4PNbDw4Pt2bOn0ubEqztVrYP663KAcM2OPD+fjf6cTUp9J3y9zMxMdunSpWzbtm1ZPT091tDQkHVycmI///xz9uzZsyKx2djYsDY2NjLjP3/+POvj48MaGRmxOjo6rJubG7tlyxbhmqSqhISEsNOnT2fbtm3Lmpqasnp6eqyTkxM7Z84cNjExUax9dnY2u2zZMrZ169asjo4Oa2Jiwnp4eLDLly9nS0pKRNrevHmT/eSTT1hTU1NWW1ubdXZ2ZpctW8bm5eWJXRcA6+PjIzPW+/fvs6NHj2abNm3KamlpsZaWlqynpye7aNEi9sWLF3K937CwMLZfv36smZkZa2RkxPr4+LD//vsve/DgQRYAe/DgQZH2UVFRbP/+/VlTU1OWYRgWABsQECDzNSZMmFDlv4vKr5OXl8cuX76c7dGjB9ukSRNWS0uLNTAwYNu0acN+/fXX7KtXr8Reo2KNnKyfly9fyvVnQuq+mlgHxbCs4rc5fD4fffr0wa1bt7Bo0SIsW7ZM2A1TXFyMNWvWYN26dejQoQNu3boltYRKfdOhQweEhobC09MTjx49kvt5pfwyPI58WWNxvc94B9dWTmjRRHz6NCGEKAPXzz9ZOC3U3bp1K27evAkXFxesXbtWJAHp6Ojgxx9/hKurK0JDQ7Fp0yalBEq4i496VnUjQghRM5wS1JEjR8AwjMz1KM2aNQPLsnKvrpfkwYMH6N+/P0xNTWFgYIDOnTsL18jIq7i4GKtXr4aTkxN0dXXRtGlTTJs2DW/fvuUcFyGEkJrHaZJEfHw8gPKV/e/evUOjRo1Ezr99+1ZYriUhIYFTYAEBAfDz84Ouri5Gjx4NIyMjnDlzBqNGjcKrV6+wcOHCKq8hEAgwePBgXLlyBZ07d8bw4cMRExODffv24fr16wgJCRGLvT5ybuNe2yEQQojCOCUoQ0NDFBcXIysrC927d8c333wjLIUTERGBLVu2ICsrS9hWUXw+H1OnTgWPx8PNmzeFM42WL18Ob29vLFmyBCNGjJA5iwko36LgypUrGDNmDI4dOyacdbh7927MnDkTS5cuhb+/v8Lx1TXpb9Lg7FB1HTVCCFEnnLr4evbsKZxCHhMTgxkzZqBbt27o1q0bpk+fLlxPwTAMfH19Fb7+jRs3EBcXh88//1yYnADAxMQES5YsQUlJidiUV0n27t0LAFi/fr3IlPjp06fD3t4ex44dE6uDVh9lpkuupkAIIeqMU4JatWqVsPI0wzBiC3MrkoGuri5WrFih8PUrNmPr10+8rlxFFe6qFpQWFRXh3r17aNWqldidFsMw6Nu3L/Lz8/Hw4UOF46trNOTc94cQQtQJpwTl4uKCv//+G5aWlsI7qYqdPoHyBbqWlpY4f/48XF1dFb5+TEwMAMDJyUnsXJMmTWBoaChsI01cXBwEAoHEa1S+dlXXqQ88vLvXdgiEEKIwzl+te/fujaioKOzfvx///vsvEhMTAZQXhu3Tpw8mT54MMzMzTteuqFptYmIi8byxsbGwTXWuUbldffY45BasPx1Y22EQQohCqtX3Y2pqioULF8o1o47UHoFA8UKjhBBS25S2oy7LsigoKFDKtSrueqTd3eTk5Ei9M1LkGpXb1WcWja1rOwRCCFFYtRJUWloavvrqK9jb20NbW1vYbebv74/Vq1dj3bp1nK4ra3woLS0NeXl5UseWKtjb24PH40kdY5I1zlXfmFnU/7VehJD6h3OCCgkJQbt27bBz504kJCSgrKxMOGEiJSUFK1euxLJly4Qz8hTh4+MDALh69arYuStXroi0kUZPTw/e3t6IiooSjo9VYFkW165dg4GBAby8vBSOr66JffEEVFeeEFLXcEpQmZmZGDZsGNLTy7cS/3DbjREjRgh/l7THTVV69+4Ne3t7HD9+HGFhYcLj2dnZWLduHbS1tTF+/Hjh8dTUVERGRop1502bNg0AsHjxYpGtP/z9/REfH4+xY8cKp8sTQghRL5wS1M6dO5GWliayBqqydu3awdKyvHJ2SEiIwtfX1NTEvn37IBAI0KNHD0ybNg0LFy6Eu7s7oqOjsW7dOtja2grbL168GC4uLvjrr79ErjNhwgT4+fnhxIkT6Nq1KxYtWoQRI0Zg1qxZsLOzk7hHTn3k0NqttkMghBCFcUpQFy5cEP5+/PhxDBkyRKyNq6srWJZFbGwsp8B8fX0RHByMbt264dSpU9i1axesrKxw8uRJuWcN8ng8nD9/HitXrsS7d++wbds23L59G5MnT8bdu3cbRB0+AMh+n17bIRBCiMI4TTOPiYkBwzDw8vLC6NGjcebMGbE2FbtoZmZmcg7O29sbly5dqrLdoUOHcOjQIYnndHR0sGLFCk4VLeqL9DeptR0CIYQojNMdVEX9OisrK6ltKorF8nhKm8lOOGIY+jsghNQ9nD65zM3NwbKssCjsh3JzcxEaGgoAsLCw4B4dUQrPLj1qOwRCCFEYpwTl7l6+v1BsbCw2bdoEPp8vPPfmzRtMnDgReXl5YBhGpBo5qR3h92/XdgiEEKIwTmNQQ4YMEa5RWrRokci5ip10KwwdOrQa4RFl4PNLQQuhCCF1Dac7qIkTJ4pUYKi8xYZAIABQvjbKyckJY8eOVUKYpDrMLBrXdgiEEKIwTglKV1cX586dQ9OmTUWSE/Df/lBWVlY4e/YsdHR0lBYs4aaRdbPaDoEQQhTGeXqXi4sLnj59ih9++AGurq7Q09ODnp4eXF1dsXjxYkRERHDaC4ooX3TE49oOgRBCFMYpQUVERAAoX+u0Zs0aPH36FHl5ecjLy8PTp0+xdu1amJubAwBmzZqlvGgJIYQ0GJwSlJ+fn1gBVkmmT58Of39/Li9BlMjOme5kCSF1D6cElZqair59++Lt27cSz7Msi6lTp2Lv3r3VCo4oR35uTm2HQAghCuO8o25cXBz8/PwQFBQk3AeqwuTJk3H48OFqB0eU421qMtIyHKGpQRUlCCFVMzEygIFe7U9w45SgKmbtPXnyBAMHDsSVK1egq6sLoHwK+pEjR4RtKsaiSO1Lfsu9LiIhpOF4l5ULd2eb2g6DWxffb7/9Jvw9ODgYn332GUpKSvDFF18Ik1PFVPOAgAClBUu4oVJHhBBFlJUJajsEABzvoKZPn47S0lLMmzcPDMPg4sWLcHBwwOvXrwGUj0G1bNkS//77LxwdHZUaMFFcROh9uHXoXNthEEKIQjgPSsyZMwdbt24V2ea94ndHR0fcunWLkpOaKCkuqu0QCCFEYdUaNZ8/fz42bdokUk3Czc0NwcHBaNGihVICJNVnYkYV5QkhdY9cXXyTJk2Seb5Ro0Z49+4dGIaBra2tSAFZhmGwf//+6kVJqsW6hW1th0AIIQqTK0EdOnRIpN6eNCzL4n//+5/IY0pQtS/yySN06NqztsMghBCFcF4H9SF5EhghhBAiL7kTVOU9nkjdYuPYurZDIIQQhcmVoGgtU91WXFRY2yEQQojC5EpQPj4+NR0HqUFpyYlo1tKutsMghBCFUHE2QghRkr2/maOTmyM6uTmiR0d7vHurIbXt6xRNYdtHD/RUGGXdUe1JEmVlZUhPT0dxcbHUNi1btqzuy5Bq8PDuXtshENLgFBfxsG+XORaveFfbodRZnBPUgwcPsGzZMgQFBaGkpERqO4ZhwOfzub4MUYLIp6Fo0967tsMgpMG5cM4YYydkoaVtaW2HUidx6uK7d+8efHx8cO3aNRQXF4NlWZk/pHYVFRbUdgiENChWTUrh6FyMMj6D37ZTJReuON1BrVy5EkVFRWAYRrj+6cNEVFHRnNQ+IxOz2g6BkAaFxwNmfZWBBbObIuCaIZ491UEbN+nDINKEP9bF2VMmCAvVRWaGBrS0WdjYlsK3Tx5GjMmGvr70z9igGwY4dcwEUS90UMZn0KxFKT4ekIsx47JwcK859u0yh6dXIXYdTKnOW61RnBLU3bt3hQlIW1sbrVq1gomJCTQ0pA8IktrTws6ptkMgpMHp1qMAnl6FCH2oh19/tsBv+1/L/VyBANj2kyVOHzMVHtPXF6CokIfnEbp4HqGL/50zxi/+r2HdVHwI5ZfNFjh++L8vpkZGZXgZr42d2yxx+6YB3D3rxtITTgmqYszJxMQE9+7dg7Ozs1KDIsr1POw+lToipBbMmp+OKV+0wKP7+rgbrI8u3eXrbt/zqzlOHzOFmTkfU2Zmou8neTAxEYBfCoSH6eGXTRaIeqGL7+c3waGTyeBVGqy5eslQmJz8+udizoJ0NLYqQ3Exg0sXjLB1gyXiYrRr4u0qHacxqIqE1KlTJ0pOhBAihZt7MXr2zgMA/PaLBeQZ9Xidookj+82goyvA9j2vMWJ0DkxMyjcQ1NQCOnQs75ZrbFWKqBe6uBVgIHwuywL+O8t3MffuUoBVG96gsVUZAEBHh8WQETn4buk75OTUjd4uTgnqiy++AMuyiImJoXGmOoC6+AipPTPnZUBDg0V0pA6uXjSssv0/541RVsagS7cCOLeSPEPawICFT698AEDIHX3h8ehIbSQnld8dTZz6HpJKpA4YnIsm1nVjViGnLr558+bh5MmTePz4MaZPn45NmzbBxMRE2bERJSkro2n+hNQWW/tSfDokB+fPmMB/pwV698uDppb09k8e6wIA7t3Rxyc9baW2Kywov79Iff3fx3jUCx0AgKYmi3YekseZGAZo71WISxdkBKEmOCWojz/+GKWlpWBZFvv378exY8fg6OgICwvx6ZQMw+D69evVDpRw9zrpJayb29R2GIQ0WFNmZuLyP0ZISdbC2dMmGDk2W2rbd+/Ku98KC3koLKy6k6u46L827zPLn2tiWgYtGfmnUeMyOSOvXZwSVGBgoHCKOcuyKCwsxNOnT8W23Ki80y4hhDRUja3KMHJMNo4eNMOBPWb4dGiO1LaCsvLPzPGT3mP21xmcXq++fOxWuxZfRaKiRKS+3Ly61HYIhDR44ye/h7FxGd5nauL4YVOp7Swsy+9uUlMVv38wMy9/btZ7DZTKGGaSVSNQnXBOUFVVj6DJE+oj7kVEbYdASINnbCLA+MnvAQDHDpsh673kJNGuffnY0YMQfRQXK/bFv5VL+WJgPp/BkzDJBWhZFgh7VDeK03Lq4nv58qWy4yA1qCA/t7ZDIIQA+OzzbJw+boK3b7RwwN9cYpuBQ3Nw9GB5Atv7qznmLJDezVdaCpSWMsKKEs6tS9C8ZQmSk7RxZL8pPL0Kxbr7Lv3PCKmv1X+CBMDxDsrGxkahH1K7DAyNazsEQggAXV0WU2dlAgBuBRpIbNO8BR+TppW3OXrQDCuXNBZZWMvnl08n37fLDMP72yA6Ukd4jmGAaf9//ZDbBlj1Q2Nhd15xMYO/zxphw+pGMDaux5MkSN1i38q1tkMghPy/AYNzceyQGRJeSq/mMHnGe5SVMTi4xwyXLhjj0gVj6OgKoKvLIi+Xh7Ky/26LPrxD8vu/9u49Kspq/x/4ewYGGBjuAwIpzGBkhXxDQsRQLvHlYlbm4QTpQkyNDMOT4kksQ/RoB/2uOmpnefLWUtLK8nK+oXLxAuJRC9HOt6yUULmFGBkKzXAbZ/bvD388h4dhgBkGZ8DPa61nLZ6997OfPc9ezGee297TFfjx+zvYt9cJBYcdUHjEHvb2GrS2CnH3rgDBk1rhH9CO3J0usLLWDNXHNIpBB6jW1lZcvXoVzc3NOu87hYeHD3Y3ZBAuXfyahjoixExYWABpb/yGzCWeOssIBMDC9Cb8d5wCBz93wMVyWzTetIRCIYS9gwbePp34rwntiHxaiYDAdq3tl2bewoTgNm6w2E6VADLfTkx77ne8lHwHm9+TAgAk9iM0QNXX12Px4sU4evRon/M9DWY+qPLycmRnZ+PcuXNQqVQICAhARkYGEhMTB1xHR0cHNmzYgD179qCurg4uLi549tlnsW7dOri7uxvULkII6U3qoibuEl5fIqOVKLt0td9yY/06sfydWwa1JTJaichoZa95V364d1nQd6zuufzMgUEBSqFQYMqUKaitrR2yp/VKSkoQFxcHGxsbvPTSS7C3t8fBgweRlJSEuro6LFu2rN86NBoNZsyYgaKiIoSGhiIhIQGVlZXYuXMnTp48ia+//hpubm5D0n5z8pCPr6mbQAgxE9+U23BP+A108FpTMeghiQ8//BA1NTXces/3oAb7XtTdu3eRmpoKoVCI06dPY/v27Xj//ffx7bff4pFHHsHbb7/N278uubm5KCoqwqxZs3Du3DmsX78eBw8exD/+8Q9cv34d77zzjsFtHE4EgkG/7kYIGUb+Z50UR/7XHr/dsuAGqP29RYhDXzjgzTfuXVoMntSKx8frP0fV/WTQN9fRo0e5v5966inuLEomkyE2NpYLUC+++CJSUlL0rr+4uBjXrl3D7NmzERgYyKU7Ojri7bffRmdnJ3Jzc/utZ8eOHQCAnJwcXsBcuHAhfH198cknn6CtbXjMizIYP1f3fymBEDJyfPd/YqzNGoVnouQID/ZFTJgcMVPk2LDWHYrfLSAf24Hsd38xdTP7ZVCAunLlCgDA1dUVJSUlXHpwcDAKCwuxf/9+aDQa1NbWYtu2bXrXf+rUKQBAbGysVl5cXBwAoLS0tM862tvbUVZWhnHjxmk96i4QCBATEwOlUokLFy7o3T5CCDFnr77+G559oQXysR0Q2zIoW+89XBEY1IYly3/F7s9+5qbhMGcG3YO6c+cOBAIBnnjiCYi6jUjYdSY1c+ZMBAUF4fz588jJyUF2drZe9VdWVgIA/Py0p4nw8PCARCLhyuhy7do1aDSaXuvoXndlZSWmTp2qV/uMbagHifKfEDLEeyCEmJPwqFaERxl+f8lcRq4zKEBZWlpCpVLB3t4eAGBlZQWVSoWmpv88veLh4QHGGD777DO9A1Rz872RfnVN4eHg4MCVGUwd3cuZkqWlBUa5OuJ35dBcbrx+5RLGBz45JHUTQkYeqZN5vNxvUIBydnZGW1sblMp7jzA6OTmhsbERZWVlqK+vh7W1NcrKygAAtbW1xmvtCObjOXRPE14qP4vxD3sPWf2EEDIUDLoH5e7uDsYYbt++N/Bh17TvbW1t8PPzg0wm486mxGL9ByXsOuvRdXbT0tLS7wSJA6mje7mR7EH4jISQkcegABUQEAAA+Omnn8AYQ0xMDJfX3t6O1tZWbi4oQ0aR6H5/qKebN29CoVDovLfUxdfXF0KhUOe9qr7uc4000dHRpm4CIYTozaAAFRwcDFtbW6jValy6dAmLFi2Cm5sbF5S6Hum2sbHBmjVr9K4/IiICAHDs2DGtvKKiIl4ZXcRiMUJCQlBRUaH1zhRjDMePH4ednR2Cg4P1bt9wc+jQIVM3gRBC9CZgRhoKoqKiAsuWLcOZM2egUqkQGhqK9evXY+LEiXrXdffuXYwbNw719fX4+uuvuXehmpubERISgurqalRUVEAmkwEAGhoa0NzcDE9PT97lrF27dmH+/PmYNWsWPvnkEy5wbt26FWlpaXj11VcNegxeFxcXF9y+fRtisRiPPfaY0eodrKamJri49D60PyGEGMPly5fR1tYGZ2dn3gNzg8LMVHFxMROJRMze3p6lpqayjIwM5uPjwwCw9957j1d27ty5DADbtWsXL12tVrO4uDgGgIWGhrLMzEyWkJDABAIBk8vlrLGx0ahtFovFDAAttNBCywO7iMVio32nDvl0G4cPH8Zzzz2n93ZRUVE4c+YMsrOz8fnnn3ODxW7YsAFJSUkDqkMoFOLLL7/E+vXrsWfPHmzcuBEuLi5YsGAB1q1bZ/Rx+Nzd3dHY2AgbGxvI5fIBb9f1y8PczrweNNQPpkd9YHqG9kFVVRXa29uNOgi30S7x9ZSfn4/Vq1fj4sWLUKvN/41lU3ryySfxzTffICgoCBcvXjR1cx5Y1A+mR31geubUB3qdQdXV1eH48eO4desWvLy8EB8fD6lUyitz4sQJZGVl4fz589xDE4QQQoi+BhygPvjgAyxfvhwqlYpLE4vF2Lp1K5KTk9Hc3IyXX34ZeXl5ADBk03AQQgh5MAwoQF28eBFLly7VCjqtra2YP38+AgICsHDhQpSXl/MeNWeMwdKSZpUnhBCivwG9B7V9+3atd5yAe6OCq9VqJCYm4vz581waYwwWFhaYN28eN/I5IYQQoo8Bnd589dVXXGBydHREeHg4GGMoLS3F77//zo3KwBiDUChESkoKsrKy4OtLM7kSQggxzIACVNfU7hKJBN999x1Gjx4NAKipqYG/vz/a2trAGINcLsfBgwd5kwwSQgghhhjQJT6FQgGBQICQkBAuOAGAj48PQkNDuct/H3/8MQUnQgghRjGgAKXRaACg1+FynJ2dub9DQmhiPEIIIcah1yN2ra2tWvM7tbb+Z9bGmzdv9vp4ubc3zUVECCFEP3oFqIKCAp1D+DDGuMFbuxMIBLh7965BjSOEEPLg0itA9ffyLb2ca5hXX30VDQ0N8PT0NHVTHmjUD6ZHfWB65tQHAxqLTygUGjRkUdfDEzQWHyGEEH0N+AyKzo4IIYTcT0M2mjkhhBAyGAZN+U4IIYQMNQpQhBBCzBIFKBMrLy/HM888AycnJ9jZ2SE0NBRffPGFqZtl1vbu3YuFCxciODgY1tbWEAgE2L17t87yLS0tyMjIgI+PD6ytrSGTyfDmm29CoVD0Wl6j0eDvf/87AgICIBaL4ebmhlmzZuH69es691FUVISIiAjY29vDwcEBUVFROHny5GA/qtmqr6/Hpk2bEBsbC29vb1hZWcHDwwMJCQkoKyvrdRvqB+Nqb29HRkYGwsPD4eXlBRsbG3h4eCAsLAy7du3iTY3UZdj1gdEmjyd6Ky4uZiKRiNnb27PU1FSWkZHBfHx8GAD23nvvmbp5ZqvrGEmlUu7vXbt29VpWoVCwwMBABoDFxsayzMxMFhsbywCwiRMnsra2Nq1tXnnlFQaA+fv7s+XLl7Pk5GRmZWXFXFxc2E8//aRVfs+ePQwAc3NzY+np6Sw9PZ25ubkxgUDA9u/fb+yPbxYyMzMZADZ27Fi2YMECtmLFCpaQkMAsLCyYUChk+/bt45WnfjC+X3/9ldnY2LDw8HD2yiuvsLfeeou99tpr3P9EbGwsU6vVXPnh2AcUoExEpVKxsWPHMmtra/bvf/+bS79z5w575JFHmJWVFauurjZdA83Y8ePHuWOTk5PTZ4BatWoVA8AyMzN56V1fsH/961956cXFxQwACw8PZx0dHVx6fn4+94/dXVNTE3NycmJSqZTV1dVx6XV1dUwqlTKpVMpaWloG83HN0sGDB9mpU6e00k+fPs1EIhFzdnZm7e3tXDr1g/Gp1WresemiUqlYZGQkA8COHDnCpQ/HPqAAZSJFRUUMAJs3b55W3u7duxkAtmbNGhO0bHjpK0BpNBrm5eXFJBIJUygUvDyFQsEkEgnz9fXlpc+aNYsBYKWlpVr1df3T19TUcGnbtm3T2VerV69mAFhubq6Bn2546vpVXl5ezhijfjCFzZs3MwBs06ZNjLHh2wd0D8pETp06BQCIjY3VyouLiwMAlJaW3s8mjTiVlZW4ceMGwsLCYGdnx8uzs7NDWFgYrl+/jrq6Oi791KlTXF5PvfUL9aM2kUgEANxs2tQP95dGo0FhYSEAYPz48QCGbx9QgDKRrkke/fz8tPI8PDwgkUi4MsQwfR3j7uld5ZRKJRoaGiCXy2FhYdFv+f720Vv5ka62thYnTpyAp6cnAgICAFA/DLXOzk6sXr0a2dnZSE9Ph7+/PwoKCjBv3jxER0cDGL59oNdYfMR4mpubAdybobg3Dg4OXBlimIEc4+7l9C3f3za9lR/JVCoV5syZg46ODmzYsIH7YqN+GFqdnZ1Ys2YNty4QCPDnP/8ZOTk5XNpw7QM6gyKEDJpGo8HLL7+M06dPIzU1FXPmzDF1kx4YEokEjDGo1WrU1dVhy5Yt2LlzJyIjI9HS0mLq5g0KBSgT6fqVoesXRUtLi85fL2RgBnKMu5fTt3x/2/RWfiTSaDSYP38+Pv30UyQnJ2Pr1q28fOqH+0MoFGL06NFIS0vD9u3bcfbsWbz77rsAhm8fUIAykb6uyd68eRMKhULn9WIyMP1d9+55zdzOzg6enp6oqqrqdQT+3q6x97WP/q77jwQajQbz5s1Dbm4uZs2ahd27d0Mo5H+tUD/cf10PKnQ9uDBc+4AClIlEREQAAI4dO6aVV1RUxCtDDOPn5wcvLy+cPXsWSqWSl6dUKnH27FnI5XKMGTOGS4+IiODyeurql/DwcF554MHsx67g9PHHHyMpKQl79uzReUOd+uH+unHjBoD/PFE5bPtAr4fSidGoVCrm6+vb54u6VVVVJmvfcGEOL+o6Ojo+UC+IMnbvJdG5c+cyAOzFF19kKpWqz/LUD8b3ww8/MKVSqZWuVCpZfHw8A8DeffddLn049gEFKBOioY4Ms2PHDjZ37lw2d+5cFhQUxACwsLAwLm3Hjh1cWYVCwZ544gnuH2rFihW84V1aW1u16u85vMucOXO44V0qKiq0yvc1vMsXX3wxpMfCVLKzsxkAJpFI2MqVK1l2drbW0v2HF/WD8WVnZzN7e3s2bdo0lpaWxjIzM1lycjJzdXVlANjUqVN5x3U49gEFKBMrKytj8fHxzMHBgYnFYhYSEqI1jhnh6/rlrmuZO3cur/ydO3fYkiVL2JgxY5hIJGLe3t5s2bJlOn/NqdVqtnnzZubv78+sra2Zq6srS0pKYlevXtXZpoKCAjZ16lRmZ2fHJBIJi4iIYMePHzfmxzYr/fVBb2e11A/GVV5ezlJTU5m/vz9zcnJilpaWzNXVlUVFRbFt27b1elY73PqAJiwkhBBilughCUIIIWaJAhQhhBCzRAGKEEKIWaIARQghxCxRgCKEEGKWKEARQggxSxSgCCGEmCUKUIQQQswSBShCCCFmiQIUGZEaGhqQk5ODadOmwdvbGxKJBCKRCE5OThg/fjwSExPxwQcfoLa21tRNvW9kMhkEAoHWIhQKYW9vj0cffRRz5szByZMnTd1ULdXV1bw2R0ZGmrpJ5D6goY7IiNLZ2YmVK1di8+bNUKlU/ZYXCARQqVS9ThMx0shkMtTU1Ayo7NKlS/G3v/1tiFs0cNXV1ZDL5dx6REQEN9cRGbksTd0AQoylvb0d8fHxKC0t5aVbWVlhwoQJGDVqFNra2nDt2jVcv34dAMDuDZhsiuaaXHh4ONzc3NDS0oILFy7g9u3bXN7GjRvxxz/+EU899ZQJW0gedBSgyIiRnp6uFZwyMjKQlZUFJycnXnpDQwP27duHTZs23b8Gmpk1a9Zwl8qam5sRFBTEBW4AyM/PpwBFTIruQZER4fvvv8euXbt4aVlZWXj//fe1ghMAeHp6YunSpbh69SosLbV/pzHGcOTIESQmJkImk0EsFsPW1hbjxo1DWloarly50ms7IiMjefdKqqurUVxcjOnTp8PFxQU2Njbw9/fHxo0bdZ65GbrvwXB0dMSzzz7LS7t165ZWub179yI1NRWTJk2Ct7c37O3tIRKJ4OrqismTJ2PVqlX45Zdfet1H9+Mik8mg0Wiwc+dOhIaGQiKRQCKRYOrUqSgoKNC7/YcPH4a1tTVXv4ODA4qLi/Wuh5gZgybpIMTMrFy5kjcXkZubG2trazOorpaWFjZt2rQ+5zoSiURs69atWttGRETwyqWkpOis44033jDqvvvTNRlm11JSUsLLX7x4MS9/zZo1WnX4+/v3Ow+Ui4sLb7LCLt3LjBo1ipssr+ciEAjYoUOHeNtWVVXxykRERHB5hw4dYiKRiMuTSqWsvLxc7+NDzA8FKDIiREVF8b7AXnrpJYPrmj59ulawi4+PZ1FRUczKyor3RZqfn8/btmeAwv+fdfbpp59mDz/8MC9dKBSy2tpao+27P30FqKamJiaTyXj1f/vtt1p1+Pv7MxsbGxYYGMiefvppNmPGDBYTE8O8vLx4dQcGBmpt21sw8vT0ZDExMUwqlfLS/fz8eNvqClD79+9nlpaWXPqYMWPY5cuX9TouxHxRgCIjwuOPP877AsvMzNQq89BDD/U7A++JEyd4ec8//zzr6Ojg8isqKphEIuHyx48fz9tHzwDl4+PDqqurGWOMqVQqFh0dzcvPzc012r770zNAhYeHs4SEBBYTE8OcnJx4eevWreu1ju+++47Xpi5qtZolJiby6ugZKHoe9/j4eG6a8Zs3bzJ3d3defk1NDbdtbwHqs88+4wWncePGaQV8MrzRQxKEdPPPf/6Tt37r1i3Mnj2blyYSibi/v//+e1RXV0Mmk/Va34oVK+Dj4wMAsLS0xDPPPMN7z6i+vn7I9t2f06dPa6W5u7vj008/RXR0dK/byOVybNmyBUePHsXly5fR1NSE9vb2XsteuXIFjz76qM79b9y4EWKxGAAwatQoTJo0CYcPH+by6+vr4e3t3eu2ly5dQnJyMtRqNQAgODgYBQUFkEqlOvdHhh8KUGREGDVqFH788UduvbcXcKdPn47ffvsNNTU1uHDhQq/1VFVV8dbPnTvX776rqqp0BomJEyfy1h0dHXnrHR0dQ7ZvQzQ2NiItLQ3Hjh3TqrexsRFTpkxBZWXlgOpqbm7WmSeRSLSCV1/Hpqempibub1tbWxw+fJiC0whET/GREaHn49DFxcVaL+pu27YNBw4cwOuvv27UfSuVSp15rq6uvHVjvxDc1777U1JSgs7OTly8eBFBQUFcemVlJRISErizky5/+ctfeMHJ0tISYWFhmDlzJhISEvDYY4/xyrM+3i/reVwAw49Na2srZs+ejba2NoO2J+aLAhQZEZKSkiAQCLj1X375BRs3btS7nu6jFQDAvn37uJd5dS09H882lCn2LRKJEBQUhLy8PEgkEi79m2++wUcffcQr+69//Yu3fvbsWZw5cwaHDh3CgQMHMHXq1EG1RR+TJk1CVFQUt15SUoLnnnuOgtQIQwGKjAgBAQFISUnhpb311ltYu3atXl9azz//PG89KytL69IbcO/+yJYtW7B48WLDGmxm+37ooYewbNkyXtratWt5l9l6npHa2tpyf3/11VfYu3ev0drTHxsbG+Tl5SE0NJRLO3nyJF544QWd98TI8EMBiowYH374ISZPnsytazQarFq1Cm5uboiMjMQLL7yAiIgILFq0SGcdsbGxiImJ4dYrKyvh5+eHkJAQzJgxAzExMZDL5Rg9ejTS09Nx6dIlo7XflPsGgCVLlvBeav7555+xY8cObr17MACAyZMnY9q0aQgLC8OUKVPu+9mLRCJBQUEBAgMDubRjx45h5syZfd6/IsMHBSgyYojFYhQXF2PRokW8+xlKpRKlpaX48ssvcfr0ad4XqaWlJfz8/Hj1HDhwAHFxcdy6Wq1GeXk58vLycOLECVRXV/O2NyZT7tvJyQlLly7lpeXk5HBnJFlZWbx7RwqFAoWFhTh37hzkcjlee+01o7ZnIJycnHDs2DHeAxeFhYX4wx/+gM7OzvveHmJcFKDIiGJjY4MtW7bg6tWrWLVqFSIiIuDh4QFra2tYWVlBKpXiySefREpKCj766CPU19dj5cqVvDocHBxQWFiIo0ePYvbs2Rg7dixsbW1hYWEBZ2dnTJgwAQsWLMC+ffuQl5dn1Pabct/AvbMoZ2dnbv3GjRvYtm0bgHv3yMrLyzF79mxIpVKIRCL4+PjgT3/6E8rLy+Hu7m709gyEm5sbTpw4wbuHl5+fj4SEBApSwxxNt0EIIcQs0RkUIYQQs0QBihBCiFmiAEUIIcQsUYAihBBilihAEUIIMUsUoAghhJglClCEEELMEgUoQgghZokCFCGEELNEAYoQQohZogBFCCHELFGAIoQQYpb+Hyz+nUKNXBHuAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "_________________________________________\n", + "TF specific enrichment\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "found some significant results for 0.0 % TFs\n", + "\n", + "_________________________________________\n", + "loading GT, omnipath\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intersection of 2016 genes\n", + "intersection pct: 0.6733466933867736\n", + "precision: 0.010127897011699829 \n", + "recall: 0.6645782396088019 \n", + "random precision: 0.0016109338689983851\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r\n", + " 0%| | 0/128 [00:00 threshold).sum() / (grn > threshold).sum()\n", + "\r\n", + "100%|██████████| 128/128 [00:00<00:00, 177.81it/s]" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average Precision (AP): 0.007121713566203383\n", + "Area Under Precision-Recall Curve (AUPRC): 0.006644424489401014\n", + "EPR: 6.762764085977235\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4sAAALfCAYAAADIe1c2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC4QElEQVR4nOzdd3gU1eLG8XeTkEILJSA9lFAE6YJgoQSvgGBAICIiVop6VdALF+UKqHBVFOUqohJRsfIzCAiIYCEgKCLSwdAChCbSCSSEtJ3fH+NusuwmbOpmk+/nefZhZ+acM2eTzZI3Z+Yci2EYhgAAAAAAyMLH0x0AAAAAABQ/hEUAAAAAgBPCIgAAAADACWERAAAAAOCEsAgAAAAAcEJYBAAAAAA4ISwCAAAAAJwQFgEAAAAATgiLAAAAAAAnhEUAQLFnsVhksVi0evXqAmmvfv36slgsmjt3boG0h8KV0/e/oN8bAIBMhEUAKEGef/55+y/PWR+BgYGqU6eOIiIiFB0dLcMwPN1V5FF23+OAgADVqlVLPXv21Jw5c5SWlubprnqVkydP6pVXXtE//vEP1alTR0FBQSpXrpzq16+v/v37KyoqSufPn/d0NwGgSPl5ugMAgMJxzTXX2J8nJCTo2LFjOnbsmJYuXaq5c+dq0aJFCggI8GAP3de0aVNJUtmyZQukvUaNGikwMFDBwcEF0p6nZP0eX7x4UcePH9fx48f1/fffa/bs2fr+++9VuXJlD/aw+DMMQy+//LL++9//6tKlS/b95cuXl8Vi0aFDh3To0CEtXrxY//73v/XGG2/ooYce8mCPAaDoMLIIACXUX3/9ZX8kJSVp586d+sc//iFJWr58uZ577jkP99B9u3fv1u7du9WxY8cCaW/lypXavXu37rzzzgJpz1Ou/B4fOnRII0aMkCRt3LhRTz75pId7WLwZhqFhw4bpP//5jy5duqQbbrhBCxYs0Llz53Tx4kVduHBBCQkJWrRoke644w4lJCRoyZIlnu42ABQZwiIAlAI+Pj5q0aKFlixZorCwMEnS7NmzlZ6e7uGeoSDVq1dPUVFRCg8PlyRFR0crMTHRw70qvl599VV9/vnnkqQxY8bo119/1YABA1SpUiV7mYoVK6p///5asmSJfvrpJ9WpU8dDvQWAokdYBIBSJDAwUJGRkZLMyxZ3794tSYqPj7ff+xYfH6/9+/dr5MiRatCggQICAlS/fn2HdqxWqz7//HPdfvvtuuaaa+Tv769q1arptttu07x58656T+SuXbv0z3/+U82bN1eFChVUvnx5NW3aVHfffbcWLFggq9XqUD6nSUzOnTunSZMmqV27dqpYsaL8/f1Vo0YNtWrVSo888ohWrlzpVOdqE9xkZGToww8/VHh4uEJCQhQQEKDatWsrMjIyx4lUunXrJovFoueff16GYej999/XDTfcoIoVK6pChQrq3LmzPvvssxy/NgWhV69ekqTU1FTt27fPZZmLFy/qlVdeUefOnVWlShUFBASobt26uvvuu/Xrr79e9Rzff/+97r77boWGhiooKEhVqlRRq1at9MQTTzjVt1qtWrlypZ588kl16tRJderUkb+/v6pWraquXbvqvffeK/J7LE+fPq0pU6ZIknr06KE33nhDFoslxzpdunTRW2+95bDPncmSHnjgAVksFj3wwANOx7LWT0xM1KRJk9SyZUtVqFDB/vPYunVrWSwWPf300zn2LyYmRhaLRT4+Pjp8+LDT8fj4eI0ZM0YtWrRQ+fLlVbZsWTVr1kyjR492WR4AZAAASozJkycbkoycPt5nzZplL/PLL78YhmEYBw8etO/7/PPPjfLlyxuSjLJlyxrlypUzQkND7fXPnDljdOnSxV5ekhEcHOywHRERYaSkpLg8/yuvvGL4+PjYywYGBhpVqlRx2Hfu3DmHOrb9q1atcth/5MgRo169evbjPj4+RuXKlQ1fX1/7vq5duzr1ITQ01JBkfPTRR07Hzp8/b3Tr1s1e39fX16hUqZJhsVjs+8aOHevytXXt2tWQZDz33HNGv379DEmGn5+fUbFiRYevz6RJk7L9/lyNO9/jadOm2cv8/vvvTse3bNli1KlTx+E1VqhQwb5tsViMl156yWXbSUlJRmRkpMPrqVChgsN7oHXr1g51sr6/JBnly5d3es/ccsstxqVLl1yeM7vv/9WO5eTVV1+11127dm2u6maV03vJ5v777zckGffff3+29adPn240adLEkGT4+/sblSpVMiQZBw8eNF577TVDklGjRg0jPT092/M88MADhiSjW7duTsc+++wzIyAgwP6aAwICjKCgIIfv4XfffZeXLwGAEoyRRQAoZeLj4+3Pq1Sp4nR81KhRatGihX7//XclJSUpMTFR33//vSRzxG3AgAFas2aN2rRpo6VLlyopKUnnz59XYmKiPv74Y1WvXl1LlizR+PHjndp+99139cwzz8hqtSoiIkJbtmxRcnKyzpw5o4sXL+r777/X4MGD5ePj3n9Pzz//vA4fPqz69evrxx9/VGpqqs6ePauUlBTFx8fr3XffVadOnXL19Xn44Ye1evVq+fv766233tKFCxd07tw5/fnnn/aJTaZPn6733nsv2zZmzZql1atXa+7cufb73o4cOaI77rhDkjR16tRsR/wKwnfffSfJHJFt0KCBw7Hjx4+rZ8+eOnr0qAYMGKCNGzcqOTlZFy5c0IkTJzRx4kT5+vpqwoQJ+vrrr53afvDBBzV//nz5+Pho/PjxOnLkiC5cuKDz58/r1KlT+vzzz9W5c2eHOn5+fho6dKiWLFli/16fP39eFy9e1EcffaRatWpp7dq1+s9//lNoX5Mr2Uacq1WrpptvvrnIzpud559/XhcuXNCiRYuUmJioc+fO6ciRI6pevbqGDh0qX19f/fXXX/rhhx9c1k9OTtaCBQskSffdd5/DsR9++EH33XefMjIy9O9//1sHDx5UcnKykpKStHv3bkVGRurixYuKjIxkhBGAI0+nVQBAwbnaqFNCQoJRq1YtQ5JRpUoVIyMjwzAMx5Gf0NBQ4+LFiy7rf/LJJ4Yko1mzZsb58+ddltm4caNhsVgMf39/48SJE/b9Z8+etY9e3X333YbVanX7dSmb0aNrr73WkGR88cUXbrdlGNmPBq1fv95+rtmzZ7usO3DgQEOSERISYiQnJzscs40sSjJiYmKc6l6+fNn+9Z86dWqu+myT0/f40KFDxogRIxxGeK/00EMPGZKMe+65J9tzvPHGGy5HCH/88Ud72++8806e+u/K77//bkgyypUr5/Q1NYzCGVm0jaz+4x//yGOvTQU1sujr62ts3rw52zZ69uxpSDKGDBni8vgXX3xhSDKCgoKMCxcu2PdnZGQYjRs3zvE9bRiGERERYUgyRo8enW0ZAKUPI4sAUAqcP39eK1euVHh4uP78809J0ujRo12O4D3++OMqX768y3Y++OADSdKjjz6a7bIT7du3V4sWLZSamqpVq1bZ93/11Ve6ePGiypQp49b9Ye6wTURy/PjxfLclSV9++aUkqU6dOho+fLjLMrb73E6fPp3tKM9NN92k7t27O+0PCAhQz549JUnbt2/Pd39r1Khhf5QrV06hoaF6//33JUnNmjXTO++841D+8uXL+uKLLyTJ5civjW1katu2bTpx4oR9/4cffihJuu666/Too4/mu/82119/vapXr66kpCRt3bq1wNrNyZkzZyS5Hl33hF69eqlt27bZHh82bJgk6euvv9bFixedjn/66aeSpP79+6tChQr2/WvWrNG+ffsUEhKS7Xtayvye20alAUBinUUAKLFyCmP33ntvtpf83XTTTS73Z2RkaP369ZLMS+ZeeumlbNs/e/asJOnQoUP2fevWrZNkhsmaNWvm3Hk39e3bV7/++queeeYZ7d69WwMGDNCNN96oihUr5qm9jRs3SpK6d++e7aWw1157rWrXrq1jx45p48aN9ktLs7rhhhuyPUetWrUkZX6N8iNrkMvqvvvu0+zZsxUYGOiwf9OmTbp8+bIk6bbbbnPrHIcOHbKv52j7Hvbt2zfXfU1NTdWHH36ohQsXaufOnTpz5oxSU1Odyh09ejTXbZcE2f3c2dx5552qUKGCLl68qAULFjhMlnPixAn7peJXXoL6yy+/SDLXWrW991yxfS+y/swCAGERAEqorAu2BwQEKCQkRG3bttXQoUNdjnrZVK9e3eV+272AkjkDqTuyLnL+119/SZJCQ0PdquuOcePGadu2bYqOjtb777+v999/XxaLRS1atFCvXr00fPhwNW3a1O32Tp48KUmqXbt2juXq1KmjY8eO2ctfKevIzpX8/Mz/eq+c/bNDhw46cuSIU/kbb7xRCxcudNmW8fess4Zh6K+//tKSJUv0zDPP6JNPPlHLli01duxYh/K2UWUp+6B5pYL4Hp48eVK33nqrduzYYd8XGBiokJAQ+fr6SpJOnTolq9WqpKSkXLWdV1WrVtXRo0cLJLQXhOx+7mzKli2rgQMHau7cufr0008dwuK8efOUkZGhGjVq2NdStbF9z9PS0tz6nicnJ+e+8wBKLMIiAJRQtl/sc8v2y/uVMjIy7M+XL19uX57BXQVx2emVypQpoy+//FITJkzQwoUL9fPPP+u3337Tzp07tXPnTs2YMUPTpk3Tv/71rwI/d0E7deqUy1/m3QkzFotFNWvW1KhRo9S0aVOFh4fr3//+t9q1a2dfc1Fy/B4mJyc7jTy6c568eOqpp7Rjxw5VrVpVr732mnr37q0aNWo4lKlbt66OHj161WVXCkqLFi109OjRIrvs9Wqy+7nL6r777tPcuXO1evVqHTlyRHXr1pWUeQnqPffc49SO7Xt+ww032K8MAAB3cc8iAMAtVatWtY+K5eVSNVs4KIzL3Fq3bq0XXnhBK1eu1Pnz5/Xjjz+qS5cuysjIsI8+usM2unO1SyFtx682GpQb8fHxMgzD6ZHTuo6udOvWTcOGDZNhGHriiSccAmLWgFZU38O0tDT7yOjbb7+tBx980CkoZmRk6PTp07nuT3706NFDkhnSf/755zy3Y/uZsF3e60pCQkKe28+qW7duqlu3rn2dU0mKjY3V5s2bJTlfgioV7s8dgJKPsAgAcEuZMmXUsWNHSdLSpUtzXf/GG2+UZN4XWFAT0rji5+enHj16aNmyZQoICJBhGPrxxx/dqnv99ddLklatWiWr1eqyzO7du3Xs2DFJ5qWjxdGkSZPk6+ur2NhYffzxx/b9HTp0kL+/v6T8fQ9zU/fUqVP2IJXdBC4///xzjmGrMDz44IMqW7asJPMeXHdHNK98X1SuXFmSXF5CbCtvuxc2vywWi+69915JmaOJtn9btWql1q1bO9Wx3Qv5119/FVg/AJQehEUAgNtGjhwpSfr222/17bff5lj2yssnIyMjVbFiRaWnp+upp54qkMsNbfdQuhIQEGC/JM/ddRvvvvtuSdKxY8c0Z84cl2UmTZokSQoJCdGtt96am+4WmUaNGmnw4MGSzNlbbfdHlitXTvfcc48kadq0aVddU+/K7+HDDz8sSfrjjz/07rvvutWXihUr2i9fdTXCm56eXqTrK9qEhIToueeek2Suufivf/3rqu/JX375RaNHj3bYZwtoixYtcln/448/LtBJe2yjh7Gxsdq4caN9hNHVqKJkTtYUFhYmybwc2NWkQlkVl3s4ARQPhEUAgNvuvfde3XrrrTIMQ3feeaemTp3qMGlKUlKSVq1apX/+859q2LChQ93g4GC9+uqrkswlKu68806H+8UuXbqkZcuWqV+/frpw4YJb/QkNDdWzzz6r9evXOwTHuLg4DR06VJcuXZKPj499uYqr6dixowYOHChJeuKJJ/T222/bJ3j566+/NGLECM2fP1+SGcJye89fUXr22WdlsVgUHx9vX/JEkl566SXVqlVLp0+fVufOnfXpp586LMVw6tQpLViwQHfeeaeGDBni0Gb37t3tgfrxxx/Xs88+6xCETp8+rTlz5thDpSSVL1/ePrr19NNPKyYmxj46t3PnTt1+++3auHGjypUrV/BfhKt45pln7KF6xowZuummm7Ro0SKH99/Fixf1zTffaMCAAbrlllucRhBtX6Ndu3Zp5MiR9iU5Lly4oBkzZuiRRx4p0OU5mjVrZh8Bf/TRR3XkyBH5+vra/whwJT8/P7333nvy8/PTzz//rC5dumjlypUOEywdOHBA7733njp06OC03AqAUs4DazsCAApJTgu25+TgwYP2egcPHsyxbEJCgtG3b197eUlGxYoVjUqVKhkWi8W+z8/Pz2X9l156yfDx8bGXCwoKMqpUqeKw79y5cw51lM3C61n74OPjY1SuXNkIDAy077NYLMaMGTOc+pDTQurnz583unbt6vA6Kleu7PDaxo4d6/K12epNnjw526+f7XvUtWvXbMvkJDff4379+hmSjDp16hiXL1+274+NjTWaNGni8LWrUqWKUa5cOYev6a233urUZlJSkjFgwACn739wcLB9u3Xr1g51Nm7c6NB2QECAUaFCBfvX95NPPsnxe5Ld9/9qx9xhtVqNF154wQgKCnJ4TRUqVLD30faoUqWK8cknnzi1MWzYMIdylSpVsr+fn3jiCeP+++83JBn333+/U92cXnd23nrrLYfz9ezZ86p1Fi1a5PB6ypQpY1StWtUICAhwaGvq1Klu9wNAycfIIgAgVypWrKilS5fq22+/1eDBg1WvXj2lpKTo0qVLql27tm677Ta9/PLL2rNnj8v6zz77rLZt26YRI0bYL49LTU1V48aNNWTIEC1cuNDtdRK///57Pfvss7rllltUt25d+7T/YWFhevDBB/X7779rzJgxuXp9wcHBWrlypT744AN169ZNFSpUUGJiomrUqKGBAwdq1apVeu2113LVpqfYLu88evSoZs+ebd9/7bXXavv27Zo9e7Zuu+02hYSE6MKFCzIMQ2FhYYqMjFRUVJSio6Od2ixbtqwWLFigb775Rnfeeadq1aqly5cvy8/PT61atdKTTz6pqKgohzrt27fXhg0bdNdddykkJERWq1UVKlTQXXfdpXXr1tkXnPcEi8WiSZMm6cCBA3rppZcUHh6uWrVqKTU1Venp6QoNDVX//v01Z84cxcfHu+zr3Llz9eabb6pNmzYKCgqS1WrVTTfdpOjoaL311lsF3uchQ4aoTJky9u3sLkHNqn///oqLi9PkyZPVsWNHlS9fXufPn1dAQIBat26t4cOHa9GiRRo3blyB9xeA97IYRhHNUQ0AAAAA8BqMLAIAAAAAnBAWAQAAAABOCIsAAAAAACeERQAAAACAE8IiAAAAAMAJYREAAAAA4MTP0x1A4atfv75OnjypwMBANWjQwNPdAQAAAOAhBw8e1OXLl1W9enXFx8fnWJZ1FkuBsmXL2heqBgAAAICgoCBdunQpxzKMLJYCgYGBSk5OVlBQkK699lpPdwfIM8MwlJCQIEkKDg6WxWLxcI8AlBR8vgAoLMXt82XXrl1KTk5WYGDgVcsSFkuBBg0a6Ny5c7r22mu1adMmT3cHyLP09HQtW7ZMktSnTx/5+fERBqBg8PkCoLAUt8+X9u3ba/PmzW7dnsYENwAAAAAAJ4RFAAAAAIATwiIAAAAAwAlhEQAAAADghLAIAAAAAHBCWAQAAAAAOCEsAgAAAACcEBYBAAAAAE4IiwAAAAAAJ4RFAAAAAIATwiIAAAAAwAlhEQAAAADghLAIAAAAAHBCWAQAAAAAOCEsAgAAAACcEBYBAAAAAE4IiwAAAAAAJ4RFAAAAAIATwiIAAAAAwAlhEQAAAADghLAIAAAAAHDi5+kOoPSJjZXi4qSwMKl5c0/3BgAAAIArjCyiyJw+LYWHSy1aSP36mf+Gh5v7AQAAABQvjCyWIocOSQ89JBmGuV3U/65ZI50549inNWukwYOllSvz/roAAAAAFDzCYily5oz00Uee7oWjjAwpJsa8NJVLUgEAAIDig8tQUSzExXm6BwAAAACyYmSxFKlRQxo+XLJYzO2i/PfECWn69Oz7FhaW+9cDAAAAoPAQFkuRWrWkKVM8d/5Nm8x7FDMyHPd36sQlqAAAAEBx43WXoa5atUp9+/ZVtWrVFBQUpGbNmmnixIlKSkrKc5sLFixQ9+7dVblyZZUrV05t2rTR9OnTlZaW5rK81WrV8uXL9eKLL+qOO+5QjRo1ZLFYZLFYFB8fn+vzf/vtt/b69evXz/PrKO6io6WuXZ33lymTOQkOAAAAgOLBq8LizJkz1aNHDy1btkyBgYG69tprFR8fr6lTp6pDhw46e/ZsrtscO3asBg0apNWrV6tq1aoKCwvTzp07NW7cON16661KSUlxqnPhwgXdfvvtmjx5sr755hudOHEiz68pMTFRjz76aJ7re5OQEHPW0z/+kMaPz9y/dq30xRee6xcAAAAAZ14TFjdt2qQxY8ZIkmbPnq3Dhw9r8+bNOnDggNq3b69du3ZpxIgRuWpz0aJFev311xUQEKDFixcrLi5O27Zt086dO9WgQQOtWbNGEyZMcKrn4+Ojtm3basSIEYqKitLPP/+c59c1YcIEHT58WP369ctzG96meXPp5ZelPn0y9z31lJSHrA8AAACgkHhNWJwyZYqsVquGDRumkSNHyvL37Cm1atXSvHnz5OPjo4ULF2r79u1ut/nCCy9IksaPH6+IiAj7/mbNmmnOnDmSpFmzZunUqVMO9SpWrKjNmzcrKipKI0aMUOvWrfP0mtavX69Zs2apX79+6t+/f57a8FYWi/T221LZsub2qVPSM894tk8AAAAAMnlFWExMTNSKFSskSSNHjnQ63rhxY4WHh0uS5s+f71ab+/bt07Zt27JtMzw8XGFhYUpJSdGSJUvy2vVspaWlacSIESpbtqzefvvtAm/fG9SvLz3/fOb2++9L+RikBQAAAFCAvGI21C1btiglJUUBAQHq2LGjyzK33HKLfvzxR61fv96tNm3lGjZsqNq1a2fbZlxcnNavX6+HH344b53Pxssvv6ydO3dqxowZqlOnToG2nR3DMJSenl4k53LX449Ln3ziq507zZHiRx4xtGFDhvz9PdwxFEtZ37/F7b0MwLvx+QKgsBS3zxcjFzNLekVY3Lt3rySpXr16KlOmjMsyjRo1kiTt2bMnV23a6hVEm+7atWuXXnrpJbVr105PPPFEntqYPXu2oqKi3D6fJCUkJGjZsmV5Ol9huvfeynr22VtkGBb98YdFjzyyVwMH7vN0t1DMfffdd57uAoASis8XAIWlOHy+JCQkuF3WK8KibZbTKlWqZFvGduzcuXMea9MdhmFoxIgRSktL0+zZs+Xr65undo4fP67NmzcXWL88qVmzc+rZM14rVjSQJH35ZVPddNMx1ahxycM9AwAAAEovrwiLly9fliT553BtYkBAgCQpOTnZY226491339Uvv/yiJ598Utdff32e26lZs6batWvnVtldu3YpOTlZwcHB6pN1CtJi5KabpOuuM3TihEWpqb5auLCHvvnGqr/nMQIkmZdu2P4i17NnT/n5ecVHGAAvwOcLgMJS3D5fbJN8usMrPgkDAwMlSampqdmWsa2HGBQU5LE2r+bYsWN69tlnVbt2bU2dOjVfbY0aNUqjRo1yq2z79u21efNmWSwWj785sxMSIv3vf9KQIeb299/7aOFCHw0e7NFuoRjz8/Mrtu9nAN6NzxcAhaU4fL5YcjEa4xWzoVauXFlS5qWjrtiO2cp6os2reeKJJ3ThwgW99dZbqlChQoG0WZIMHiz17Jm5PWaMdP68p3oDAAAAlG5eERabNGkiSTp8+LDS0tJcltm/f79DWXfbjIuLy7ZMbtu8Gts9ho899phq1Kjh8Bg9erQk6ciRI/Z969atK5DzeguLRXrnHenvQV/99Zc0YYJn+wQAAACUVl4RFtu2bSt/f3+lpKRow4YNLsusXbtWktS5c2e32uzUqZMk6eDBgzp27FiBtOmuEydOOD0uXLggSbJarfZ9OV0iW1I1bChNnJi5/d57kpuroQAAAAAoQF4RFitUqKCef1+f6Gq5iH379ikmJkaSNGjQILfabNKkiVq2bJltmzExMYqLi5O/v78iIiLy2nUH8fHxMgzD5eOjjz6SJIWGhtr3devWrUDO623GjpWaNzefG4Y0apSUzYAyAAAAgELiFWFRkiZOnCiLxaJPP/1UUVFR9sUkjx8/riFDhshqtap///5q3bq1Q7369eurfv36+uqrr5zanDx5siRp2rRpWrp0qX3/nj17NHz4cEnmJaPVqlUrrJcFF/z9pdmzM7e3b5fefNNz/QEAAABKI68Jix06dNAbb7whyZwJNDQ0VO3atVODBg20adMmNW3aVO+//75TvUOHDunQoUNKTEx0OjZw4ECNGTNGKSkpioiIUFhYmNq0aaMWLVro4MGDuvnmm/Xyyy+77E+/fv0UEhKikJAQ1a9f376/Xbt29v3uLm0BZzffLP2d1yVJkydLhw55rj8AAABAaeM1YVGSxowZox9++EG9e/dWUlKSYmNjFRoaqgkTJmjjxo0KCQnJdZszZsxQdHS0unbtqtOnT2vv3r1q3ry5pk2bppiYGPsSG1dKSEjQmTNn7A+bc+fO2fflNNMqrm7aNMk2qHvpkvT44+ZlqQAAAAAKn9ctItSjRw/16NHD7fKGG+kiMjJSkZGRuerH6tWrc1X+ah544AE98MADBdqmt6tSRXrjDWnYMHP7m2+kRYukAQM82y8AAACgNPCqkUWUPkOHSln/NvDEE9LfE8cCAAAAKESERRRrtrUXAwLM7T//dFxaAwAAAEDhICyi2GvSRJowIXN75kxp40bP9QcAAAAoDQiL8Arjx0tNm5rPbWsvpqd7tk8AAABASUZYhFcICJDeey9ze/NmadYsz/UHAAAAKOkIi/Aa3bpJ99+fuf3cc9LRox7rDgAAAFCiERbhVaZPl6pWNZ8nJkpPPunZ/gAAAAAlFWERXiUkRHrttcztRYukJUs81x8AAACgpCIswus88IDUpUvm9uOPm6OMAAAAAAoOYRFex2KRZs+WypQxt48ckSZP9myfAAAAgJKGsAiv1KyZ9Mwzmdtvvilt3eqx7gAAAAAlDmERXmvCBCkszHyekWGuvZiR4dk+AQAAACUFYRFeKzBQevfdzO0NGxzXYgQAAACQd4RFeLVbb5WGDs3cnjBB+vNPz/UHAAAAKCkIi/B6r78uVapkPr9wQRozxpO9AQAAAEoGwiK83jXXSK++mrk9f7707bee6w8AAABQEhAWUSI8/LB0002Z2//8p3Tpkuf6AwAAAHg7wiJKBB8fc3IbPz9zOz5eevFFj3YJAAAA8GqERZQY110njR2buf3669KOHZ7rDwAAAODNCIsoUSZOlBo0MJ+np5trL1qtnu0TAAAA4I0IiyhRypaVZs3K3P71V2nOHM/1BwAAAPBWhEWUOL17S3fdlbk9frx04oTn+gMAAAB4I8IiSqT//U+qWNF8fv689PTTnuwNAAAA4H0IiyiRataUXn45c/uLL6Tvv/dcfwAAAABvQ1hEiTVqlHTDDZnbjz0mJSd7rj8AAACANyEsosTy9ZVmzzb/laT9+6X//tezfQIAAAC8BWERJVrr1tJTT2Vuv/qqtGuX5/oDAAAAeAvCIkq855+X6tUzn6elsfYiAAAA4A7CIkq8cuWkt9/O3F67Vpo712PdAQAAALwCYRGlwh13SAMGZG6PGyedOuW5/gAAAADFHWERpcabb0rly5vPz56Vxo71bH8AAACA4oywiFKjTh3H2VA/+URatcpz/QEAAACKM8IiSpV//lNq3z5z+5FHpJQUz/UHAAAAKK4IiyhVbGsv+vz9zt+7V3rlFc/2CQAAACiOCIsoddq3l554InP7pZfM0AgAAAAgE2ERpdKUKVLt2ubz1FTp0Uclw/BsnwAAAIDihLCIUqlCBWnmzMztmBjps8881x8AAACguCEsotTq399cf9Hm6aelM2c81h0AAACgWCEsotSyWKS335bKlTO3T5+Wxo/3bJ8AAACA4oKwiFKtXj3phRcytz/4QFq71nP9AQAAAIoLwiJKvdGjpdatM7dHjTInvQEAAABKM8IiSj0/PykqyrwsVZJ27ZKmT/dsnwAAAABPIywCkjp2lB57LHN7yhRp/37P9QcAAADwNMIi8Lf//leqWdN8fvmyGR5ZexEAAAClFWER+FtwsPS//2Vuf/+99H//57HuAAAAAB5FWASyiIyUevfO3H7qKencOc/1BwAAAPAUwiKQhcUizZolBQWZ2ydOSM8+69k+AQAAAJ5AWASu0KCBNHly5vbs2dKvv3quPwAAAIAnEBYBF55+WrruusztkSOltDTP9QcAAAAoaoRFwIUyZcwRRZudO6UZMzzXHwAAAKCoERaBbNx4ozmiaPP881J8vKd6AwAAABQtwiKQg1dekapXN58nJ0v//CdrLwIAAKB0ICwCOahc2fHy02+/lRYs8Fx/AAAAgKJCWASuYsgQ6dZbM7effFJKSPBcfwAAAICiQFgErsJikd59VwoIMLePH5eee86zfQIAAAAKG2ERcENYmGNAnDVL2rDBc/0BAAAAChthEXDTuHHStdeazw1DGjVKSk/3bJ8AAACAwkJYBNwUECC9917m9tat0syZHusOAAAAUKgIi0AudOkiPfRQ5vbEidLhw57rDwAAAFBYCItALr36qhQSYj5PSjJnRwUAAABKGq8Li6tWrVLfvn1VrVo1BQUFqVmzZpo4caKSkpLy3OaCBQvUvXt3Va5cWeXKlVObNm00ffp0paWluSxvtVq1fPlyvfjii7rjjjtUo0YNWSwWWSwWxcfHZ3sewzC0bt06PfPMM7r55ptVtWpVlSlTRtWqVdNtt92mzz//XAYrvhd7VatKr7+eub14sfT11x7rDgAAAFAo/DzdgdyYOXOmRo8eLcMwVKdOHdWtW1exsbGaOnWqFixYoJ9//llVqlTJVZtjx47V63//5t+oUSOVK1dOO3fu1Lhx47R06VJ9//33CrCtmfC3Cxcu6Pbbb891/2NiYnRrlgX7GjZsqAYNGujgwYP64Ycf9MMPP2jevHlasGCB0zlRvAwbJs2dK61aZW4/8YTUo4dUoYJHuwUAAAAUGK8ZWdy0aZPGjBkjSZo9e7YOHz6szZs368CBA2rfvr127dqlESNG5KrNRYsW6fXXX1dAQIAWL16suLg4bdu2TTt37lSDBg20Zs0aTZgwwamej4+P2rZtqxEjRigqKko///yzW+czDEMNGjTQm2++qRMnTmj//v3auHGjzpw5o08++UQBAQFatmyZJk2alKvXgaJnW3vR39/cPnpU4tsGAACAksRrwuKUKVNktVo1bNgwjRw5UhaLRZJUq1YtzZs3Tz4+Plq4cKG2b9/udpsvvPCCJGn8+PGKiIiw72/WrJnmzJkjSZo1a5ZOnTrlUK9ixYravHmzoqKiNGLECLVu3dqt83Xs2FF79uzRk08+qerVqzscGzZsmD0kzpkzR1ar1e3XAc9o2lR69tnM7bfekjZv9lx/AAAAgILkFWExMTFRK1askCSNHDnS6Xjjxo0VHh4uSZo/f75bbe7bt0/btm3Lts3w8HCFhYUpJSVFS5YsyWvXHVSsWFFlypTJ9njv3r0lSWfPnnUKqCiennlGatzYfG61mmsvZmR4tk8AAABAQfCKsLhlyxalpKQoICBAHTt2dFnmlltukSStX7/erTZt5Ro2bKjatWsXSJv5lZycbH8eFBRUJOdE/gQGOq69uHGj9M47nusPAAAAUFC8YoKbvXv3SpLq1auX7chco0aNJEl79uzJVZu2egXRZn7NmzdPktS6dWtVrFixwNs3DEPp6ekF3m5p16WLNHSojz7/3Pzby3/+YygiIkPZ/A0C+ZD1/ct7GUBB4vMFQGEpbp8vuVl9wSvC4tmzZyUpx5lObcfOnTvnsTbzY9OmTXrv7yGqZ5555qrlZ8+eraioKLfa3rVrlyQpISFBy5Yty3snka3bbvPXkiU9dPGivy5etGjIkJMaP/53T3erRPvuu+883QUAJRSfLwAKS3H4fElISHC7rFeExcuXL0uS/G1TT7pgW2oi66WcRd1mXp04cUIDBgxQenq67rzzTt19991XrXP8+HFtZjaVYiM4OFX33feHZs1qK0n69dda+v33a9ShwwkP9wwAAADIG68Ii4GBgZKk1NTUbMukpKRIcv9ev8JoMy8SEhLUu3dvHT58WO3bt9fcuXPdqlezZk21a9fOrbK7du1ScnKygoOD1adPn3z0Fjnp3VvautXQL7+YM/V++ukNGjcuQ+XKebhjJUh6err9L3I9e/aUn59XfIQB8AJ8vgAoLMXt88W2IoQ7vOKTsHLlypIyLx11xXbMVtYTbeZWYmKievXqpS1btqhFixb67rvv3L5XcdSoURo1apRbZdu3b6/NmzfLYrF4/M1Z0kVFSW3aSGlp0uHDFv33v3569VVP96pk8vPz4/0MoFDw+QKgsBSHzxfbEoTu8IrZUJs0aSJJOnz4sNLS0lyW2b9/v0NZd9uMi4vLtkxu28yNS5cuqU+fPlq/fr0aN26sH3/8UVWrVi3w86BoNW8ujRuXuf3GG9LfK7QAAAAAXsUrwmLbtm3l7++vlJQUbdiwwWWZtWvXSpI6d+7sVpudOnWSJB08eFDHjh0rkDbddfnyZUVERGjNmjUKDQ3VypUrVaNGjQI9Bzznueekhg3N5xkZ0iOPmGswAgAAAN7EK8JihQoV1LNnT0lyOQPovn37FBMTI0kaNGiQW202adJELVu2zLbNmJgYxcXFyd/fXxEREXntupO0tDQNHDhQK1euVO3atRUTE6O6desWWPvwvKAg6d13M7fXr5deeEFaskSKjfVcvwAAAIDc8IqwKEkTJ06UxWLRp59+qqioKPv6IMePH9eQIUNktVrVv39/tW7d2qFe/fr1Vb9+fX311VdObU6ePFmSNG3aNC1dutS+f8+ePRo+fLgk6bHHHlO1atUK5DVkZGTonnvu0bfffqsaNWooJiZGDW1DUChRbrtNGjIkc/vFF6V+/aQWLaTwcOn0ac/1DQAAAHCH19y93aFDB73xxht6+umnNWrUKE2dOlUhISGKjY1VSkqKmjZtqvfff9+p3qFDhySZk8lcaeDAgRozZoz+97//KSIiQo0aNVL58uW1c+dOZWRk6Oabb9bLL7/ssj/9+vXTL7/84rS/Xbt28vExM3i9evUclreIjo62h9bAwEA99NBD2b7emTNnqm3btjl8RVDcvfGGFB1tXoqa1Zo10uDB0sqVnukXAAAA4A6vCYuSNGbMGLVs2VKvv/66fvvtN508eVKhoaEaNGiQnn32WZUvXz7Xbc6YMUM33nijZs2apa1bt+rPP/9U8+bNde+99+qpp55SmTJlXNZLSEjQmTNnnPafO3fO/vzK/tiW4pCk+Ph4xcfHZ9uv3CyWieLp7FnnoCiZ+2JizEtSmzcv+n4BAAAA7vCqsChJPXr0UI8ePdwub7tcNSeRkZGKjIzMVT9Wr16dq/KS9MADD+iBBx7IdT14pxwm2rUfJywCAACguPKaexYBbxMWlr/jAAAAgCcRFoFC0ry51L275Ovr+hijigAAACjOCItAIYqOlrp2dd5/9KiUzfKeAAAAQLFAWAQKUUiIOevpH39I778vlS1r7r9wQRo+XHLjlloAAADAIwiLQBFo3twMh2+/nblvxQozQAIAAADFEWERKEIPPCD17Zu5/fTT0oEDHusOAAAAkC3CIlCELBYpKkqqUsXcTkqSHnxQslo92y8AAADgSoRFoIjVrCm9+27m9po10ptveq4/AAAAgCuERcAD7rpLGjw4c/vZZ6VduzzXHwAAAOBKhEXAQ2bNkmrUMJ+npEj33y+lp3u2TwAAAIANYRHwkKpVHWdD/f136ZVXPNcfAAAAICvCIuBBfftKDz2Uuf3CC9LWrR7rDgAAAGBHWAQ8bMYMqV4983l6ujRsmHlZKgAAAOBJhEXAwypWlD76KHN7507p+ec91h0AAABAEmERKBbCw6UnnsjcfvVV6ddfPdcfAAAAgLAIFBOvvCI1bmw+t1rN2VGTkjzbJwAAAJRehEWgmChbVvr4Y8nn75/KffvM9RcBAAAATyAsAsVI587Sv/+duT1zphQT47n+AAAAoPQiLALFzPPPS9ddl7n94INSQoLHugMAAIBSirAIFDMBAdInn0h+fub24cPS0097tk8AAAAofQiLQDHUtq00eXLm9ocfSt9847n+AAAAoPQhLALF1DPPSB06ZG6PGCGdOeO5/gAAAKB0ISwCxZSfnzk7akCAuf3XX9I//+nZPgEAAKD0ICwCxdi110ovv5y5/eWX5gMAAAAobIRFoJgbPVrq0iVz+7HHpOPHPdcfAAAAlA6ERaCY8/GRPvpIKlfO3D57Vho5UjIMz/YLAAAAJRthEfACDRtKb7yRuf3NN9LcuR7rDgAAAEoBwiLgJUaMkHr2zNwePVo6dMhz/QEAAEDJRlgEvITFIn3wgVSpkrl98aL00EOS1erRbgEAAKCEIiwCXqR2benttzO3Y2Kkd97xXH8AAABQchEWAS9zzz3SgAGZ2//+t7R3r+f6AwAAgJKJsAh4GYtFeu89qVo1czs5Wbr/fikjw7P9AgAAQMlCWAS8ULVqUlRU5vb69dL06Z7rDwAAAEoewiLgpfr3l4YNy9yeNEnascNj3QEAAEAJQ1gEvNibb5qT3khSaqp0333mvwAAAEB+ERYBL1a5srmchs3WrdLUqR7rDgAAAEoQwiLg5Xr2lB55JHP7pZek33/3XH8AAABQMhAWgRLgtdekBg3M5xkZ5uWoycme7RMAAAC8G2ERKAHKl5c+/thcVkOSdu+WnnvOs30CAACAdyMsAiXELbdITz+duT1jhvTTT57rDwAAALwbYREoQaZOla691nxuGNKDD0oXL3q2TwAAAPBOhEWgBAkMlD75RPL1NbcPHpTGjfNsnwAAAOCdCItACXP99dJ//pO5PXu2tGKF5/oDAAAA70RYBEqg//xHats2c/vhh6Vz5zzXHwAAAHgfwiJQAvn7m5ej+vub23/+KT35pGf75EpsrLRkifkvAAAAihfCIlBCXXedNGVK5vZnn0kLF3quP1mdPi2Fh0stWkj9+pn/hoeb+wEAAFA8+Hm6AwAKz7/+JX39tfTrr+b2qFFStWrmJalhYVLz5gV7PsOQEhPN9nN6fPWVdOqUY93Vq6Xu3aX586VGjaQyZQq2bwAAAMgdwiJQgvn6Sh9/LLVpI126ZI7cdemSebx7dyk6WgoJydxnGFJSknPAO3v26iHw3DkpPT1vfTUMaedOc+mPMmWkxo3NMJv10bBhvr4cAAAAyAXCIlDCNW4svfqq9PjjzsdWr5aaNjXLFETgKyhpaeZ9jFfey+jj46saNXqoTp2L+vVXH113nRkimzaVypXLvr3YWCkurnBGUwEAAEoqwiJQCnTt6nq/YZgjhr/9VvDnLFtWqlxZqlLF/Nf2sFrNyXeyY7GY/XLFarXozz/L688/y2vDBsdj9es7jkJee61Uvbo0fLi0alVmOVejqQAAAHBGWARKgQMH8lbPFviufFwZAF09bDOxunLkiLRmjZSRkbnP19cMtd9+K+3blzmyGBsr7dol7dljjjhmJz7efHz7bc6v6aefpD59pB9/lCpUyM1XAwAAoHQhLAKlQFhYzsdfeUVq2dIx7FWqJAUEFE5/oqOlwYOlmJjMfV27Sl9+aZ7zuuvMR1bp6dKePen67LPNOnKkgqzWptq920e7dkmXL7t/bqtV2rBBqlhRqlrVvA+yQQPHR8OGUr16OQdeictbAQBAyUZYBEqB5s3Nyy+zG80bP75o+xMSIq1cmbuw5edn3pvYqdNxdep0XH36NJafn48yMqRDh8zRx6yjkdu3Xz1EnjljPn7/3fmYj49Uu3ZmeMwaJoODzXUrV6/OLM/lrQAAoKQhLAKlRE6jeZ5iu78wP3x9zTDXsKF5eanNH384j07mhtVqXi5ru2T2atasMb++K1fm/ZwAAADFCWERKCXyMprnzVq0yH40tUsX6bPPpIMHzfs5Dx7MfBw4IB09mv0kO9nJyDCDeGxsyf66AgCA0oOwCJQyBTGa5y1yGk0NCZFq1ZJuusm5XmqqdPiw6zC5e7d08WL259y+vfR8fQEAQMlGWARQYuV1NNXf3yzramKg2Fhz1DI7o0ebs8hGROS93wAAAMWBj6c7AACFrXlzM7wVxIifbbIgX1/Xx0+elPr1kyIjpb/+yv/5AAAAPIWwCAC5FB1tXs6aVYMGUpkymdtffSVde600Z07u738EAAAoDgiLAJBLtstb//hDWrzY/PfAAfN+xZtvzix3/rw0YoQ5Erl3r8e6CwCA17JYMh8oeoRFAMijKy9vbdZM+ukn6b33pIoVM8v99JPUqpX03/+ak+cAAICcuQqIhMai53VhcdWqVerbt6+qVaumoKAgNWvWTBMnTlRSUlKe21ywYIG6d++uypUrq1y5cmrTpo2mT5+utLQ0l+WtVquWL1+uF198UXfccYdq1Kghi8Uii8Wi+Ph4j70OAJ7n4yONGiXt2iUNGJC5PyVFeu456frrpd9+MyfKWbLE/BcAAKA48qrZUGfOnKnRo0fLMAzVqVNHdevWVWxsrKZOnaoFCxbo559/VpUqVXLV5tixY/X6669Lkho1aqRy5cpp586dGjdunJYuXarvv/9eAQEBDnUuXLig22+/vVi9DgDFS61a0oIF0qJF0j//KR0/bu7fsUPq1MmxbPfu5n2QISFF308AADztylnLrzZ6aLEwH0BR8ZqRxU2bNmnMmDGSpNmzZ+vw4cPavHmzDhw4oPbt22vXrl0aMWJErtpctGiRXn/9dQUEBGjx4sWKi4vTtm3btHPnTjVo0EBr1qzRhAkTnOr5+Piobdu2GjFihKKiovTzzz979HUAKL7uvNMcZXzkkezLrFljrgcJAEBpcvq0FB5uLknVr5/5b926nu4VsvKasDhlyhRZrVYNGzZMI0eOlOXvPznUqlVL8+bNk4+PjxYuXKjt27e73eYLL7wgSRo/frwisiyK1qxZM82ZM0eSNGvWLJ06dcqhXsWKFbV582ZFRUVpxIgRat26tUdfB4DiLThYevdd6ZNPXB/PyJBiYrgkFQBQutx1l/kH06yOHvVMX+CaV4TFxMRErVixQpI0cuRIp+ONGzdWeHi4JGn+/Plutblv3z5t27Yt2zbDw8MVFhamlJQULVmyJK9dd1AYrwOA9wgOzvl4XFzR9AMAAE9JTDRnEr/rLmnVKvMPprnFJahFxyvuWdyyZYtSUlIUEBCgjh07uixzyy236Mcff9T69evdatNWrmHDhqpdu3a2bcbFxWn9+vV6+OGH89b5LArjdeSGYRhKT08v8HaBopL1/euN7+X69aWcPnZDQ9PlhS8LKBG8/fMFKA5iY6X9+y1q1MiwzxQuSfv2ScuXW7R8uUVr1liUmurOlKYZMse1spY1JGV43f+Vxe3zxchF2vaKsLj37wXK6tWrpzJZV73OolGjRpKkPXv25KpNW72CaNPdcxbE65g9e7aioqLcOu+uXbskSQkJCVq2bJm73QWKte+++87TXciT6667UbGxVWW1Ol/Y8cYbezRgAMOLgKd56+cL4CkXLvjr1Vev186d1ez76tc/ryZNzmnnzmr688/yuW5z5syfVKFCqh54oJd935dffqOAAKu8+dfZ4vD5kpCQ4HZZrwiLZ8+elaQcZwi1HTt37pzH2izKcx4/flybN28ukH4BKDr//vdGvfba9dqxo5rTsU8/ba7Q0Atq3/6kB3oGAEDevPrq9YqNreqwLz6+kuLjK7ksX65cqtq2Pan4+GD9+Wc5hz+g+vhY1aLFGdWte1Hnzwe4rI+i4xVh8fLly5Ikf3//bMvYlrdITk72WJtFec6aNWuqXbt2bp13165dSk5OVnBwsPr06eNmb4HiJz093f4XuZ49e8rPzys+wpwMGSLFxqZr/36LqlY19MADvjp40CLDsOittzpp3boMNWni6V4CpUtJ+XwBitq2bdLOnVf/ebnuOkO9exu6/XarOnXykZ9fDZ0+Ld1zj3nvok3XrtIXX1RWSEgfnTjh2Ebv3r0VFFTAL6AIFLfPF9skn+7wik/CwMBASVJqamq2ZVJSUiRJQW6+gwqjzaI856hRozRq1Ci3ztu+fXtt3rxZFovF429OoKD4+fl59fu5VSvzIUlffy117ixduiQlJFg0aJCf1q+XKlb0aBeBUsvbP1+AopCeLn36qTR+fM7lHn1UeuYZqV49i8z7DzNHEWvUyJwNPHOdRR97mSt/DM2fzQJ9GUWuOHy+WK62kGUWXjEbauXKlSVlXsbpiu2Yrawn2iyO5wRQ/LVqJX38ceb2rl3SvfdKVqvn+gQAgCtWq/R//2euifjQQ9IVK8w5efxxqV69nMs0by5FRMhhUhwUD14RFpv8fT3W4cOHlZaW5rLM/v37Hcq622ZcDnPV57ZNd89ZkK8DQMkwaJD0n/9kbi9dKj3/vMe6AwCAA8Mwl7xo08a8neLveRvtrhys8vWVwsMJgN7OK8Ji27Zt5e/vr5SUFG3YsMFlmbVr10qSOnfu7FabnTp1kiQdPHhQx44dK5A2r6YwXgeAkuPFF6W+fTO3p0yRFi70XH8AADAM6YcfpE6dpP79pR07Mo/5+Ej33y9t3Ch17+5Yr2tX6csvi7SrKAReERYrVKignj17SpLL5SL27dunmJgYSdKgQYPcarNJkyZq2bJltm3GxMQoLi5O/v7+ioiIyGvXHRTG6wBQcvj4SJ99JjVtmrnvvvsc/2MGAKCo/Pyz1K2bdNtt0pXjHHfdJf3xhzR3rtS+vbRypbm9eLH578qVUkiIJ3qNguQVYVGSJk6cKIvFok8//VRRUVH2xSSPHz+uIUOGyGq1qn///mrdurVDvfr166t+/fr66quvnNqcPHmyJGnatGlaunSpff+ePXs0fPhwSdJjjz2matWcp7gv6tcBoHQIDjb/o7VNbpOUZP4ld906ackScxIAAAAKWmxs5v8zGzdKvXpJt9wirVnjWO6OO6StW81Rw2bNHI9x72HJ4zVhsUOHDnrjjTckmTOBhoaGql27dmrQoIE2bdqkpk2b6v3333eqd+jQIR06dEiJiYlOxwYOHKgxY8YoJSVFERERCgsLU5s2bdSiRQsdPHhQN998s15++WWX/enXr59CQkIUEhKi+vXr2/e3a9fOvt/V0hZ5fR0ASo+mTaUvvsi8/+PAAemmm6R+/cwJBcLDpdOnPdtHAEDJcPq0+f9KixaZ/8906CBduXb8rbdKv/5qBkrGNEoPrwmLkjRmzBj98MMP6t27t5KSkhQbG6vQ0FBNmDBBGzduVEgexrpnzJih6Ohode3aVadPn9bevXvVvHlzTZs2TTExMfblLq6UkJCgM2fO2B82586ds+/LbtbTwngdAEqWPn2kqVNdH1uzRho8uGj7AwAome66y3n0MKsbbzTXQbTdt4jSxetWKunRo4d69OjhdnnbZZ45iYyMVGRkZK76sXr16lyVv1JuXweA0qdfP8cZUm0yMjLXpeJSHwBAXhiGeZ/8qlXZl3nvPWnkSOeZTlF6eNXIIgCUJn+vpJOtHFb+AQDApYwMc6btG280J1HLSc2aBMXSzutGFgGgtAgLy99xAABsLl+WPvlEmj5d2rfPvTr8PwNGFgGgmGre3Fy3ytfX+Vj37lyCCgC4unPnpJdekurXl0aNcg6KlSqZSzdl5etrTnrD/zMgLAJAMRYdbS5sfKURI4q+LwAA73H4sPTUU1Lduub97ydOZB7z8ZEiI821E/ftM9dSzKprV3NpDIDLUAGgGAsJMRc2jo2V7r/fXPtKkt58U7r7bu4lAQA42r5deu01ad488/7ErAIDpYcekp5+WmrUKHO/7f+ZuDjz0lNGFGFDWAQAL9C8ufT225nTlv/2mzmN+W23ebZfAADPsQW8Ro2kkyelV1+VVqxwLlelivT44+ajWjXXbTVvTkiEM8IiAHiJG26QevbMXCj5hRekf/yD0UUAKG1OnzbXR8xp2QvJvE/x6afN0cRy5YqkayhhuGcRALzIpEmZz9etu/ovCgCAkuXoUfMew5yW/G7b1rwMdd8+6YknCIrIO0YWAcCL3Hij1KOHeX+JJL34ojljHQCg5ElPl7ZtM/84+Msv5r9HjuRcZ84ccySRq05QEAiLAOBlJk3KDIs//WQ+XM2YCgAoPtyZQObcOWn9+sxg+Ntv0qVLuTtPtWoERRQcwiIAeJkuXcxw+NNP5vaUKYRFACiuXN1f2L27uTTF+fOZwXDdOumPP/J/vrCw/LcB2BAWAcALTZpkXo4qmaOM69aZl6gCAIqXu+6S1qxx3Ld6tVS7tpSWdvX6ZcpI7dqZn/E33SR17izde6/ZZtalMXx9zT8cMqMpChJhEQC8UPfu5i8Nv/xibk+ZIi1f7tk+AQAcxca6nojMMLIPilWrmp/vN95oPq6/XgoKciwTHS0NHizFxGTu69rVHK0EChJhEQC8kMViji727Glur1ghbdggdezo2X4BAEx//ik999zVyzVvnhkMb7pJatz46vcchoSYV5W4cx8kkB+ERQDwUv/4h7n24m+/mdv//re5nha/NACA58TGStOnS599dvXLTH/5JX+3EDRvzuc9ChfrLAKAl7KNLtr89JPUr5/UooW5nMbp057rGwCUJoYh/fyzFBFhfgZ/9FHOQdHX1/yc5l5zFHeERQDwYr17S+XLO+9fs8a8nwUAUHgyMqRFi8zQd8st0tKljsfr1DHXw+3SxXE/9xfCW3AZKgB4sV27pMRE5/0ZGebEB7GxXKIEAAXt8mXp00/Ny0337nU+ft115q0Bd99tzmY6cSL3F8I7ERYBwIvFxV39OL+UAEDBOHdOevdd6a23pBMnnI937y6NGyf16uU8SQ33F8IbERYBwItdbfFlFmcGgPw7fFj63/+kqCgpKcnxmI+PNHCgGRI7dPBI94BCQ1gEAC/WvLn5l+wrF2f28ZG6deOv2ACQH9u3S6+9Jv3f/0np6Y7HAgOlBx/MnIUaKIkIiwDg5VwtzhwYaP5yAwDI2ZX3EhqGtHq19Oqr5hq2V6pSRXr8cemf/5SqVy/y7gJFirAIAF7Otjjz8uXS7beb+y5dknbuNEcdAQDOTp+W7rpLWrUqc1+LFpKfn7Rtm3P50FDpX/+SHnpIKleu6PoJeBJLZwBACdG7tzmpgs3bb3uuLwBQ3N11l3kJf1Z//OEcFNu2lebNM0cfn3iCoIjShbAIACXI449nPv/6a3NSBgCAo9hYc0Qx673eV/rHP6QffpA2bTKXwPDjejyUQoRFAChBevWSGjQwn1ut0uzZnu0PABQnhmHe3/3QQzmXmzFD+v576dZbnZfAAEoTwiIAlCC+vtJjj2Vuv/++lJLiuf4AQHGQmGiuj3jddVKPHtJvv+Vc/rbbiqZfQHFHWASAEuahh8zZUCXp1Clp/nzP9gcAPCUuTnrqKalOHfMPabGxOZf39ZXCw1l2CLAhLAJACVOlijR0aOY2E90AKE2s1szZoRs3lv73PykhwbFMr17S5587zxjdtav05ZdF1lWg2ONWXQAogf75T+mDD8znv/0mbdwoXX+9Z/sEAIUpIUH66CNp1ixzRPFKFSpIDz5ofj42aWLuu+ce53UWAWQiLAJACdS2rXTjjdK6deb2rFnmL1EAUNLExppXUHzyiZSU5Hz82mvNmaKHDTMD45WaNyckAtkhLAJACfX445lh8fPPzUkd2rXjlyIA3i8jQ1q6VJo505zd9Eo+PtIdd5jrIoaHM6MpkFeERQAooQYOlKpVMye5SUsz/6oumffoREdLISGe7R8A5NaZM9KcOdI777heR7ZKFWn4cOnRR6X69Yu8e0CJQ1gEgBLK318qV84Mi1mtWSMNHiytXOmZfgFAbm3ZYl5q+sUX0uXLzsdbtzZHEYcMkcqWLfr+ASUVYREASqjYWCk+3nl/RoZ52VZsLJekAii+0tKkhQvNS01/+cX5uK+veQXFE09IN93EpaZAYSAsAkAJ5Wo2wCuPExYBeNqVs5H+9ZcUFSW99550/Lhz+erVpVGjzEft2kXfX6A0ISwCQAkVFpa/4wBQmE6flu66S1q1KnNf9erS2bNSerpz+RtuMEcRBw2SAgKKrp9Aaebj6Q4AAApH8+bmZDZXXprl62vODsioIgBPuusu8x7qrE6edAyK/v7SffdJGzZI69dLQ4cSFIGixMgiAJRg0dFSp07S/v2Z+7p2lb780nN9AlB6JSdLP/1kLueTdUTxStWrS08+KY0YYT4H4BmERQAowUJCpP/+V7r7bnO7aVNmQQVQdAxD2r1bWrHCfPz0k5SScvV6770n3Xln4fcPQM4IiwBQwoWGZj4/ccJz/QBQOly4YP5RyhYQXa2HeDVNmxZ8vwDkHmERAEq4rGHx/HnzF7mKFT3WHQAljNUqbduWGQ7XrXM9QY1NhQrSrbdKf/xhXiKfkZF5zNfXvFSee6qB4oGwCAAl3DXXmJNEpKaa24cOSS1berZPALzb6dPS99+b4fD7769+1ULbtlKvXuajc2epTBmzjcGDzXVfbbinGiheCIsAUML5+Ej16mWuuxgfT1gEkDvp6eaMpLbRw40bzfsRs1O1qnTbbWY4vO02qUYN5zIhIeblqleuswig+CAsAkApUL9+Zlg8dMijXQHgJY4dk777zgyHP/xgXsaeHR8fcx1E2+hh+/bmJaXuaN6ckAgUV4RFACgFst63SFgE4EpKivTLL5mjhzt25Fy+Zs3McHjrrVKVKkXTTwBFh7AIAKUAYREo3bK71HP//sxwuGqVlJSUfRtlyki33CL17GkGxJYtJYul8PsOwHMIiwBQChAWgdLp9GnprrvMIGjTsqXUsaO55qHt8vTsNGgg9e5thsPu3aXy5Qu3vwCKF8IiAJQChEWgdLrrLmnNGsd9O3Zkf4lpUJAZCm2Xl4aFMXoIlGaERQAoBbKGxRMnpMuXpcBAz/UHQOE6dEiaNctxRDE7zZtnhsNbbuGzAUAmwiIAlAK1a5uzFVqt5vbhw1KTJp7tE4CCdeCAtGCBNH++9PvvVy//2GPS+PHm0joA4AphEQBKgTJlzMB45Ii5fegQYREoCfbtk776ynxs3py7uv/8J0ERQM4KLCzu379f0dHR2r59u86ePau0tLRsy1osFq1cubKgTg0AcENoqGNYBOCddu82w+H8+dL27dmXa9xYSk2Vjh6VMjIy9/v6Sl27srYhgKsrkLD4wgsvaOrUqbJarTIM46rlLdwpDQBFLjRU+vln8zlhEfAehiH98UfmCOIff2RftnlzadAg83HdddKZM9LgwVJMTGaZrl2lL78s/H4D8H75Douff/65XnjhBUlSrVq11LNnT9WqVUt+flzhCgDFSf36mc8Ji0DxZhjmqKEtIO7enX3Zli0zA+KVo4UhIdLKldmvswgAOcl3ops1a5YkKSIiQtHR0fL39893pwAABS/rjKibN5u/PBbEL438EgoUDMMwfzZtATGnNRDbtjXD4cCBUtOmV2+7eXN+PgHkXr7D4s6dO2WxWPTOO+8QFAGgGKtUKfP5H39ILVqY66lFR5ujD7nlarHv/LQHlEaGYc5caguIBw9mX/b66zNHEBs1Kro+Aii98h0WLRaLKlasqFq1ahVEfwAAheT11533rVlj3s+U2znHMjKk226Ttm4tmPaA0sRqlX77zZygZsECcymb7HTqlDmCmPVScgAoCvkOi82aNdPWrVuVkpKigICAgugTAKCAxcaav5xeKSPDnPji00+le++VbPOPubq09NIl6ccfpcWLpUWLpHPnsm9v+XKpd+/s2wJKm4wMad06c/RwwQLp2LHsy950U2ZArFu36PoIAFfKd1gcPny4Ro0apfnz5+vee+8tiD4BAApYTvc+SdJ990lTp0p3322OCv7yS+axZs3MEY2ffpKSk9073+23S507S+fPS7t2Ze73xstUCyLsEphLp4wMae3azID411+uy1ksUpcuZkC8805zTVQAKA588tvAiBEjFBERoSeffFJr1qwpiD7laNWqVerbt6+qVaumoKAgNWvWTBMnTlRSUlKe21ywYIG6d++uypUrq1y5cmrTpo2mT5+e41qRknTy5EmNHj1aDRs2VGBgoGrUqKHBgwdr65XXZV3h8OHDevLJJ9WsWTOVLVtWgYGBatCggR588EHt2LEjz68DALITFnb1Mnv3Si++6BgUJXMWxhUr3A+KNr/+6hgUpczLVL3B6dNSeLh5b2e/fua/4eHm/qJsA94lPd0cgX/kEalWLfMPJLNmOQdFHx/zvfDOO9Kff0qrV0uPP05QBFC85Htk8cUXX1Tr1q21du1ade/eXTfddJNuuOEGVahQIcd6kyZNyvW5Zs6cqdGjR8swDNWpU0d169ZVbGyspk6dqgULFujnn39WlSpVctXm2LFj9frfN/I0atRI5cqV086dOzVu3DgtXbpU33//vcvLa+Pi4nTzzTfrxIkTKleunFq0aKGjR48qOjpaX3/9tebPn6+IiAiner/++qt69uypixcvqkyZMmrYsKH8/f0VFxenuXPn6rPPPtMXX3yhyMjIXH99ACA7zZubv7SuWeO4OLePjxQcbI4AurFMripUMC8v7ddPevddMxBe2V5QkJTd3+9sl6kW1Eyshemuu8yvV1ZXuyfzyhHEvLQB75OWZr6vv/rKvET7zBnX5Xx9pR49zBHE/v2latWKtJsAkHtGPlksFsPHx8fw8fExLBaLw3ZOj9zauHGj/RyzZ882rFarYRiGcezYMaN9+/aGJGPAgAG5anPhwoWGJCMgIMBYvHixff+uXbuMBg0aGJKMp59+2qme1Wo12rRpY0gyevXqZZw/f94wDMNIS0szJk6caEgyypcvb/z5559O9cLCwgxJRufOnY1Dhw7Zj50/f9645557DElGxYoV7W0WhHbt2hmSjHbt2hVYm4AnpKWlGV9//bXx9ddfG2lpaZ7ujtc5dcowwsMNw4yF5iM83Nx/8KBhDB7seOzKx+TJhnH58tXbO3nSMF59Nee2snzkFkt//JFz///4w7H8qVOG0b27Y5nGjXNuY+ZM53bgObn9fLl82TC++cYwHnjAMCpXzv77XKaMYfTubRgffmgYp08XwQsBSpC//nL8ebp0ydM9ypvi9vtLbrKBxTDc+Vty9rp16yaLbUaEXFiVda51N/Tv31+LFy/Wfffdp48//tjh2L59+9SsWTNZrVZt27ZNrVq1cqvNNm3aaNu2bZo0aZJeeOEFh2MxMTHq0aOHAgICdOTIEVXL8ue/r7/+WnfeeaeCg4N18OBBVa5c2aFu165dtWbNGj399NP2UUtJ+uOPP3TddddJkrZu3arWrVs71EtJSVHVqlWVlJSkpUuXqm/fvm69jqtp3769Nm/erHbt2mnTpk0F0ibgCenp6Vq2bJkkqU+fPvLzy/fFEaVSdvfPxcaal0lm548/XI8Gumovr215StbXYLWalxBeeTluVhMmSEOHZr6G8HDnUVt3eeN9nCWRO58vly9L339vjiAuWSIlJLhuy99f6tnTHEG84w7pil8TALjpxAmpRo3M7UuXzKtXvE1x+/0lN9kg3z1dvXp1fpu4qsTERK1YsUKSNHLkSKfjjRs3Vnh4uH788UfNnz/frbC4b98+bdu2Lds2w8PDFRYWpri4OC1ZskQPP/yw/dj8+fMlSZGRkU5B0dbemjVrFB0d7RAWk7Pc8NPIxQJJAQEBqlOnjvbs2XPV+yUBIK+yW5w7u0tVfX2lrl2zD3eu2suuLYvF3F+YQTGnMHzlfldrRbrjpZfMR7duZhjIbf2suCy1eIiNlTZsqKGaNR2voU5ONmf3/eoraelSKTHRdf2AAPMSbVtArFixCDoNAIUs3xPcFIUtW7bYl+bo2LGjyzK33HKLJGn9+vVutWkr17BhQ9XO5m7y7Nq0bXfp0iXHekePHtWxLHNjN23aVEF//zlk3bp1TvWOHz+uAwcOyNfXV+3atXPrdQBAQYqONoNhVl27Sl9+WTBtWSzS++/nvX85yW4ymT17nPd36SJ99510yy3mxCJ5tXq19K9/5VzmahffZL2PE0XP9r5p3dpPL710g554Ilzh4T764AMzxFerZi5hMW+ec1AMCjLD4f/9n3TqlHm/4tChBEUAJYdXXMO1d+9eSVK9evVUpkwZl2VsI3V79uzJVZuuRvhyajM1NVXx8fE51q1bt678/f2VmpqqPXv22MNohQoVNHHiRE2YMEEPPvig3nzzTXXv3l3+/v7auHGjnn76aaWlpem5555TaGioW68jNwzDUHp6eoG3CxSVrO9f3suFo1IlM0TFxkr791vUqJFhH4XL7Zfc1tamTVKPHr5KSrLIapUWLMjQU0/lfAeEq/PndMwwpJ49fbRli0VSZjpbtcosY7XKYf/atVKvXjn3f/LkDP30k0WrV+fv76odOli1YcPV29izJ0NNmuTrzhDkwaBBPvr5Z8f3zdq1Fq1d67p8uXKG+vQxNGCAoV69DJUrl3mMjyWgYJk/U35ZttO98uesuP3+kpu7EAs0LKampuqHH37Qxo0bdfLkSUlS9erV1aFDB916663y9/fPU7tnz56VpBxnOrUdO+dqlegCbDMhIUFW87eObOtaLBZVqlRJJ0+edOrPs88+q5o1a+q1115zmvG0SZMm+r//+z8NdmNe+dmzZysqKuqq5SRp199z1yckJNivlwa83XfffefpLpR4Pj7SwYPmI7969bpWCxY0kSS99lqKGjX6Ub6+zv9ZXbjgr1dfvV47d2beJ37ddaf0739vlCSnY02anNV1153W2rW1depUOaf2JMvfQTH30tI2asyYvzRwYAX99FNtffVV02zLBgWl6fJlPxlGZuDw8bGqRYszmjBhnY4cqaAdO0IUFZX9bRIbN/4uH58TeetsCZWWZlFKiq9SU/2UkuKbw8P18dTUnMtevuyr9HRXQd5xODgoKE0dO/6lzp3/VNu2JxUQYL6piuBOHKBUO38+QFLmX/aWL19u//nzVsXh95eE7G64dqHAwmJUVJQmTpyo09ksHhUSEqKpU6dqxIgRuW778uXLkpRj2LQtb5Hs5kJgeW3TVi+v/UlLS9OBAwd09uxZ+fn5qUGDBvalM/bt26cPPvhAN910k+rUqZNj/48fP67NmzfnWAYAiovbbz+or78OU0aGj06dKqvPPrtW4eFHVLfuRYdyr756vWJjqzrsi42tqhdf7CSLxdD+/ZUcju3dW0V79+ZuySR32e5dq1v3orp2PZZjWJw0ab2++KKZduzIDLItWpzRuHEb7W3UrXtR69bVVGxsVVmtzgHlpZc62YNxxYqp9v1HjlTQ8ePlVLNmkurWvei07QmGIaWm+rgZ1q4W9BzLZA14GRmevVumZctTuuOO/WrT5pT8/b37F1QAyIsCCYvjx4/X9OnT7UOatWvXtocd2317p06d0iOPPKL9+/frlVdeyVX7gYGBksyRy+ykpKRIkv2ewMJq01Yvr/258847tWzZMvXu3Vtz5sxRrVq1JJmjl08++aQ+++wzde7cWbGxsTmuVVmzZk2372vctWuXkpOTFRwcrD59+rhVByiO0tPT7X+R69mzp8dnE0PufPONeU+XJC1a1FiLFjXWDTdY9dBDhg4cMC/727nTORxYrT6Kiyuc6SQ7dLBq82aLMjIyR5J8fQ116WLokUcc70tfsMCqtWtdlx07trPGjpViY9OzXCJbWdI/HNq44QbpnnuynxBn164QffRRT33/vVWnT0tDhvg4XAZbqZKh8+czz9+tm1Xz5lkdZlLNyDBnDLzykZwsXbpkUVKS6/3O+6SkJIvDduYj97Oge6PPPqus5s2v93Q3gFLrxBUXW/Tu3dtrZ0MtTr+/XLkKRE7y3dOffvpJr732miRp4MCBmjJlipo1a+ZQZs+ePZo4caK++uorvfbaa+rTp499Ehh32GYctV066ortmKvZSQuyzeDgYPn4+MhqtWZb1zAMnT9/3qnu0qVLtWzZMoWEhGjevHkKDg526M+HH36ojRs3avfu3Zo1a5aeeeaZbPs2atQojRo16uovVJnT41osFo+/OYGC4ufnx/vZyxw+7Lzvt9989Ntv+W/73nvNmU5//915JtcKFaSLF13P8Prllz4aPNicYMama1eLvvzSIj8/x+A6f76uWrZVK/ORnRo1zPpLlpiT7VwpI8OiVass+vZbH82YYc6UmlXWoChJq1f7qGFDH1WpInsIzOHvmF7Nx0cqW9bxUa6c8z5Xj5zKPfywtGHDle8PQ127WtSqFZ8xgCdd+d+8+X+/Z/pSUIrD7y+5WfYw3z2dNWuWJOnhhx/W+9lMcde0aVNFR0drxIgR+uCDD/T222/nKiw2aWLe53L48GGlpaW5nORm//79DmXdbTMuLi7bMq7a9Pf3V2hoqA4ePKi4uDjdeOONTvWOHDliH3XMWnft33fLd+zY0SEo2pQpU0bdu3fX7t27tXHjRrdeBwB4g9hYc6KbwvLss1L16q7CnPTOO9Jjjznv//JLc23DlSuzX24jq9yUzS9XQTI7yclSlom3PaJMmYIJbjmV8/e/+syyebFkifP7pksXQ19+WTpGTwEgJ/kOi+vWrZOPj4/++9//XrXs1KlT9eGHH+qXnFY6dqFt27by9/dXSkqKNmzYoJtuusmpjC2Ide7c2a02O3XqJEk6ePCgjh075nL5jOza7NSpkw4ePKi1a9fqvvvuy7ZenTp1HO49vHjR/XtLst4bCQDeLoe/y0mSbrrJXJtu3jxp507Xo4CGcfU1ILMLc1cLedmtPelKbspmJywsf/VzIyio4INb1kdQkBkWvZXtjwDbt6fryy83qWbNJD3ySBenkWUAKI3yHRZPnz6t4OBgVa9e/aplr7nmGlWqVCnbSXCyU6FCBfXs2VNLly5VVFSUU1jct2+fYv7+k+CgQYPcarNJkyZq2bKlduzYoaioKKdrd2NiYhQXFyd/f39FREQ4HBs0aJDmzZun+fPn69VXX3W69NU2S6mr2U4lacOGDUpISHAaXUxLS9Oqv29kado0+4kUAMDbXC0cRUWZAezhh12PDtrWeczpmE12Ya4gQl5Bad5c6t7dOfzm1SefmG1eGfACA83LN3F1zZtLHTv+5eluAECxku//QipUqKCLFy+6NRKWnJysixcvqnz58rk+z8SJE2WxWPTpp58qKirKPpnO8ePHNWTIEFmtVvXv31+tW7d2qFe/fn3Vr19fX331lVObkydPliRNmzZNS5cute/fs2ePhg8fLkl67LHHVK1aNYd6/fv3V6tWrZSQkKChQ4fap5/NyMjQpEmTtGbNGpUtW1Zjx451qBcZGamAgACdPn1aQ4YM0Z9//mk/du7cOT300EPavXu3LBaL7r333lx/jQCguLKFI19fx/2+vuaC6LYQZxvl+eMPafFi89+VK839OR3zRtHRZtjND9vXb9gwqX176dprpdBQcyH5smUJigCA/Mn3fyOtWrVSRkaGPvzww6uW/fDDD5Wenu4U6NzRoUMHvfHGG5LMyV1CQ0PVrl07NWjQQJs2bVLTpk1d3jN56NAhHTp0SImJiU7HBg4cqDFjxiglJUUREREKCwtTmzZt1KJFCx08eFA333yzXn75Zad6Pj4+mj9/vqpXr67ly5erdu3auv7661WrVi1NmTJFZcqU0WeffWaf6dSmTp06ioqKkp+fn5YvX67Q0FA1bdpU1113nWrWrKnPPvtMFotF06ZNU9u2bXP9NQKA4sxVOHI1MiiZ4TEiIvsRwuyOeRNb+F282P06lSo5bmf39QMAoCDkOywOHTpUhmHoX//6lz744INsy82ZM0f/+te/ZLFYNGzYsDyda8yYMfrhhx/Uu3dvJSUlKTY2VqGhoZowYYI2btyokDz8eXnGjBmKjo5W165ddfr0ae3du1fNmzfXtGnTFBMT47BURlZNmjTR9u3b9fjjj6tatWrasWOHJPMS1d9++0133nmny3r33XefNm7cqAcffFChoaE6dOiQ9u3bp2uuuUZ333231q5dq3HjxuX6dQBAcVfSRgYLSkREzqOuWb9e587x9QMAFB2LYbueM4+sVqt69Oihn376SRaLRXXq1FH37t3tE8YcPXpUq1at0rFjx2QYhrp166aVK1fmaspW5I9t6Yx27dppU2FORwgUsvT0dC1btkyS1KdPH49PPQ0UlNOnne/HDA/PnLEVhY/PF6D4OXHCXHLI5tIlee06i8Xp8yU32SDfPfXx8dHixYv10EMPaeHChTpy5Ig+/fRThzK2PDpw4EB98MEHBEUAALIoymU5AABwV4HE2ooVK+qrr77Shg0b9OWXX2rjxo06efKkJKl69eq6/vrrdffdd6tDhw4FcToAAEqk4jRjKwAABToG2rFjR3Xs2LEgmwQAAAAAeACTagMAAAAAnBAWAQAAAABOcnUZ6ieffCJJCg4OVr9+/Rz25dZ9992Xp3oAAAAAgMKXq7D4wAMPyGKxqGnTpvawaNuXGxaLhbAIAAAAAMVYrsJivXr1ZLFYVKtWLad9AAAAAICSI1dhMT4+3q19AAAAAADvxgQ3AAAAAAAnhEUAAAAAgJNcXYaaFzt27NCPP/4oHx8f9ezZU82aNSvsUwIAAAAA8infI4sxMTEKDw/XhAkTnI698cYbatu2rcaOHaunn35aLVu21MyZM/N7SgAAAABAIct3WJw/f75++ukn1a9f32H/3r17NX78eFmtVvn7+ysoKEgZGRl66qmntGXLlvyeFgAAAABQiPIdFtetWydJ6t27t8P+OXPmKCMjQ127dtXp06d17tw5DRo0SFarVe+8805+TwsAAAAAKET5DosnT56Ur6+v6tSp47B/xYoVslgsmjRpksqVK6cyZcro5ZdfliStWbMmv6cFAAAAABSifIfFs2fPqmLFirJYLPZ9Fy9e1B9//KFy5cqpa9eu9v2NGjVSYGCgjh49mt/TAgAAAAAKUb7DYmBgoBISEmQYhn3funXrZBiGbrjhBvn4OJ4iKCgov6cEAAAAABSyfIfFsLAwWa1W/fTTT/Z9CxculMVi0c033+xQNjU1VQkJCbrmmmvye1oAAAAAQCHK9zqLffr00ZYtW/Twww/rpZde0vHjxzV37lxJ0oABAxzKbtmyRVarVfXq1cvvaQEAAAAAhSjfYfHpp5/Wxx9/rIMHD+qee+6RJBmGocGDB6tly5YOZRcvXuxyxBEAAAAAULzkOyxWqlRJ69at0+TJk/Xrr7+qUqVK6tu3r8aNG+dQLjU1VR9++KEMw1D37t3ze1oAAAAAQCHKd1iUpNq1a2vOnDk5lvH399dff/1VEKcDAAAAABSyfE9wAwAAAAAoeQiLAAAAAAAnuboMdc2aNZKksmXL6vrrr3fYl1tdunTJUz0AAAAAQOHLVVjs1q2bLBaLmjVrpj/++MNhX25YLBalp6fnqg4AAAAAoOjkeoIbwzBktVqd9uW2DQAAAABA8ZWrsHhlSMxuHwAAAADAuzHBDQAAAADACWERAAAAAOCkQMLihQsXlJiYeNVyiYmJunDhQkGcEgAAAABQiPIdFhcuXKjKlStr5MiRVy177733qnLlylqyZEl+TwsAAAAAKET5Dovz58+XJD388MNXLTtixAgZhqHo6Oj8nhYAAAAAUIjyHRa3bNkiHx8f3XTTTVctGx4eLh8fH23evDm/pwUAAAAAFKJ8h8Vjx46pUqVKCgwMvGrZoKAgVapUSceOHcvvaQEAAAAAhShX6yy6YrFYdOnSJbfLJycny2Kx5Pe0AAAAAIBClO+Rxbp16+ry5cvasWPHVctu27ZNycnJql27dn5PCwAAAAAoRPkOi926dZNhGJo8efJVyz7//POyWCzq3r17fk8LAAAAAChE+Q6LTzzxhHx8fLR48WLde++9OnHihFOZEydO6J577tHixYvl4+OjJ598Mr+nBQAAAAAUonzfs9isWTP997//1bPPPqt58+bpq6++Uvv27RUaGipJOnTokDZu3Kj09HRJ0tSpU9W8efP8nhYAAAAAUIjyHRYlafz48apYsaKeeeYZXbx4Ub/++qvWr18vSTIMQ5JUsWJFvfrqqxo5cmRBnBIAAAAAUIgKJCxK0qOPPqohQ4boq6++0rp16/TXX3/JYrGoRo0auvHGGxUZGamKFSsW1OkAAAAAAIWowMKiJFWqVEnDhw/X8OHDC7JZAAAAAEARy/cENwAAAACAkqdARxZPnz6tVatW6dChQ7p06ZImTZpUkM0DAAAAAIpIgYTF9PR0jR8/Xu+8845SU1Pt+7OGxXPnzqlhw4ZKTk7W7t27Vb9+/YI4NQAAAACgEBTIZaiRkZH63//+p9TUVLVo0UJ+fs4ZtHLlyrrnnnuUmpqq6OjogjgtAAAAAKCQ5Dss/t///Z8WL16s6tWra+PGjdq+fbuqVKnismxkZKQkadWqVfk9LQAAAACgEOU7LH700UeyWCx67bXX1LZt2xzLduzYURaLRbGxsfk9LQAAAACgEOU7LG7ZskWSNHDgwKuWLVu2rIKDg3Xy5Mn8nhYAAAAAUIjyHRYTEhIUHBysoKAgt8pbrVZZLJb8nhYAAAAAUIjyHRYrV66shIQEXb58+apljx8/rgsXLuiaa67J72kBAAAAAIUo32GxXbt2ktybtObDDz+UJHXu3Dm/pwUAAAAAFKJ8h8WhQ4fKMAxNnDhRiYmJ2ZZbsWKFpkyZIovFovvvvz+/pwUAAAAAFCLnBRFz6Z577lFUVJTWrl2rTp066ZFHHlFqaqok6YcfflB8fLyWLl2qb7/9VlarVXfccYd69uyZ744DAAAAAApPvsOixWLR119/rTvvvFNr1qzR6NGj7cd69eplf24Yhm699VZ9/vnn+T0lAAAAAKCQ5fsyVMmc5CYmJkYff/yxbrnlFvn7+8swDBmGIV9fX3Xu3Flz587VihUrVL58+YI4JQAAAACgEOV7ZNHGx8dHw4YN07Bhw2S1WnX27FllZGSoatWq8vMrsNMAAAAAAIpAvkcWGzRooEaNGikuLi6zUR8fhYSE6JprriEoAgAAAIAXyneSO378uPz9/RUWFlYQ/QEAAAAAFAP5HlmsVauWDMMoiL64ZdWqVerbt6+qVaumoKAgNWvWTBMnTlRSUlKe21ywYIG6d++uypUrq1y5cmrTpo2mT5+utLS0HOudPHlSo0ePVsOGDRUYGKgaNWpo8ODB2rp161XPaRiG5s2bp169eumaa65RQECAatWqpR49emj69Ol5fi0AAAAAUBDyHRZvvfVWXbp0SVu2bCmI/uRo5syZ6tGjh5YtW6bAwEBde+21io+P19SpU9WhQwedPXs2122OHTtWgwYN0urVq1W1alWFhYVp586dGjdunG699ValpKS4rBcXF6dWrVrprbfe0smTJ9WiRQsZhqHo6GjdcMMNWrJkSbbnTExM1G233aZ77rlH3333ncqXL6/WrVurTJky+umnn/TKK6/k+nUAAAAAQEHKd1h85plnVK5cOT3++OO6dOlSQfTJpU2bNmnMmDGSpNmzZ+vw4cPavHmzDhw4oPbt22vXrl0aMWJErtpctGiRXn/9dQUEBGjx4sWKi4vTtm3btHPnTjVo0EBr1qzRhAkTnOoZhqHIyEidOHFCvXr10rFjx7Rp0yYdO3ZMEydOVGpqqoYOHarjx4+7rDtgwAD9+OOP6tWrl+Li4rR//35t2LBBhw4d0unTp/Xhhx/m6WsEAAAAAAUl32HRz89Ps2fP1o4dO3TddddpxowZ+u2333Tw4EEdPnw420duTZkyRVarVcOGDdPIkSNlsVgkmZfBzps3Tz4+Plq4cKG2b9/udpsvvPCCJGn8+PGKiIiw72/WrJnmzJkjSZo1a5ZOnTrlUG/x4sXaunWrgoOD9cUXXyg4ONj+tXjxxRfVpUsXJSYmurycdO7cufrhhx90ww03aOnSpWrUqJHD8UqVKjn0BQAAAAA8Id8T3DRo0MD+PCkpSWPHjr1qHYvFovT0dLfPkZiYqBUrVkiSRo4c6XS8cePGCg8P148//qj58+erVatWV21z37592rZtW7ZthoeHKywsTHFxcVqyZIkefvhh+7H58+dLkiIjI1W5cmWnuiNHjtSaNWsUHR2t119/3eHYG2+8IUl67rnnmCkWAAAAQLGV77SSl8ltcltny5YtSklJUUBAgDp27OiyzC233KIff/xR69evd6tNW7mGDRuqdu3a2bYZFxen9evXO4RFW90uXbpkW0+Sjh49qmPHjtnb379/v3bu3CkfHx91795dv/32mz766CPFxcWpfPny6tSpk4YPH66QkBC3XkNuGYaRq5AOFDdZ37+8lwEUJD5fgOLH/FH0y7KdLm/88Sxuny+5yWL5DosHDx7MbxNXtXfvXklSvXr1VKZMGZdlbJdz7tmzJ1dtXnkZ6NXaTE1NVXx8fI5169atK39/f6WmpmrPnj32sLhx40ZJUtWqVTVr1iw988wzDt+sxYsXa9q0aVq4cKG6d++eY/9nz56tqKioq7xK065duyRJCQkJWrZsmVt1gOLuu+++83QXAJRQfL4AxcP58wGSetm3ly9froAAq+c6VACKw+dLQkKC22XzFRatVquSkpJ04cIFValSRU2aNMlPc9myzXJapUqVbMvYjp07d65Q20xISJDVas2xrsViUaVKlXTy5EmHurYJb86dO6fx48erT58+evXVVxUWFqY9e/ZozJgxiomJ0YABA7Rjxw7VqVMn274dP35cmzdvduu1AgAAAEBu5SkspqWl6bnnntPs2bN18eJF+/4qVapozJgxmjBhgn0CmoJw+fJlSZK/v3+2ZQICAiRJycnJhdqmrV5e6iYmJkoyh58bNWqkRYsW2UdKW7ZsaZ/w5q+//tL//ve/HNdbrFmzptq1a5ft8ax27dql5ORkBQcHq0+fPm7VAYqj9PR0+1/kevbsyX2/AAoMny9A8XPihON27969FRTkmb7kR3H7fLFN8umOPPW0f//+WrFihdP1rmfOnNGkSZO0b98+zZ07Ny9NuxQYGCjJvAQ0O7b1EIPcfAfltU1bvfzWffzxx50uqS1btqweffRRTZ48WStWrMgxLI4aNUqjRo3K9nhW7du31+bNm2WxWDz+5gQKip+fH+9nAIWCzxegeLjyx9D82fRMXwpKcfh8yc2gXq57On/+fC1fvlySFBYWpsjISNWpU0fx8fH6/PPP9eeff+rTTz/Vgw8+qK5du+a2eZdsM47aLh11xXbM1eykBdlmcHCwfHx8ZLVas61rGIbOnz/vVDfr82uvvdZlXdv+orgXFAAAAACyk+uw+Nlnn0mSbrvtNi1evNh+uaUk/ec//1F4eLi2bNmizz//vMDCou1eyMOHDystLc3lJDf79+93KOtum3FxcdmWcdWmv7+/QkNDdfDgQcXFxenGG290qnfkyBH7qGPWus2aNXNoxxXb6KPtvkgAAAAA8ASf3FawXc44Y8YMh6AoSRUrVtS0adNkGIa2bNlSYJ1s27at/P39lZKSog0bNrgss3btWklS586d3WqzU6dOkswRvGPHjuWqTVtd2/Hs6tWpU8dhkpq2bdvaL0s9cOCAy7q2gJrT5DYAAAAAUNhyHRZPnz6twMDAbC+jvP766+3lCkqFChXUs2dPSXK5XMS+ffsUExMjSRo0aJBbbTZp0kQtW7bMts2YmBjFxcXJ399fERERDsds55g/f77L2Vdt7UVGRjrsL1u2rO644w5J0scff+xUzzAM+72ePXr0cOt1AAAAAEBhyHVYTElJUXBwcLbHbcdsE7wUlIkTJ8pisejTTz9VVFSUfXKd48ePa8iQIbJarerfv79at27tUK9+/fqqX7++vvrqK6c2J0+eLEmaNm2ali5dat+/Z88eDR8+XJL02GOPqVq1ag71+vfvr1atWikhIUFDhw61r1WSkZGhSZMmac2aNSpbtqzGjh3r8px+fn5au3atpkyZooyMDEnmLEnjx4/Xtm3bFBgYqKeeeiqvXyoAAAAAyLdch0VP6dChg9544w1J5kygoaGhateunRo0aKBNmzapadOmev/9953qHTp0SIcOHbIvW5HVwIEDNWbMGKWkpCgiIkJhYWFq06aNWrRooYMHD+rmm2/Wyy+/7FTPx8dH8+fPV/Xq1bV8+XLVrl1b119/vWrVqqUpU6aoTJky+uyzz1SrVi2nus2bN9ecOXPk6+urSZMmqWbNmrrhhhtUo0YNvfbaaypTpow+/PBDNW3atAC+agAAAACQN14TFiVpzJgx+uGHH9S7d28lJSUpNjZWoaGhmjBhgjZu3KiQkJBctzljxgxFR0era9euOn36tPbu3avmzZtr2rRpiomJcVjuIqsmTZpo+/btevzxx1WtWjXt2LFDknmJ6m+//aY777wz23Pef//9Wr9+vSIjI+Xj46MtW7aoTJkyGjJkiH7//XcNGTIk168DAAAAAApSnhb5OHHihHx9fbM9brFYcixjsViUnp6el1OrR48eubqf78q1IF2JjIx0ur/QHddcc41mzpypmTNn5rru9ddfr+jo6FzXAwAAAICikKew6E4AAwAAAAB4r1yHRdukMAAAAACAkouwCAAAAABw4lUT3AAAAAAAigZhEQAAAADghLAIAAAAAHBCWAQAAAAAOCEsAgAAAACcEBYBAAAAAE4IiwAAAAAAJ4RFAAAAAIATwiIAAAAAwAlhEQAAAADghLAIAAAAAHBCWAQAAAAAOCEsAgAAAACcEBYBAAAAAE4IiwAAAAAAJ4RFAAAAAIATwiIAAAAAwAlhEQAAAADghLAIAAAAAHBCWAQAAAAAOCEsAgAAAACcEBYBAAAAAE4IiwAAAAAAJ4RFAAAAAIATwiIAAAAAwAlhEQAAAADghLAIAAAAAHBCWAQAAAAAOCEsAgAAAACcEBYBAAAAAE4IiwAAAAAAJ4RFAAAAAIATwiIAAAAAwAlhEQAAAADghLAIAAAAAHBCWAQAAAAAOCEsAgAAAACcEBYBAAAAAE4IiwAAAAAAJ4RFAAAAAIATwiIAAAAAwAlhEQAAAADghLAIAAAAAHBCWAQAAAAAOCEsAgAAAACcEBYBAAAAAE4IiwAAAAAAJ4RFAAAAAIATwiIAAAAAwAlhEQAAAADghLAIAAAAAHBCWAQAAAAAOCEsAgAAAACcEBYBAAAAAE4IiwAAAAAAJ4RFAAAAAIATwiIAAAAAwInXhcVVq1apb9++qlatmoKCgtSsWTNNnDhRSUlJeW5zwYIF6t69uypXrqxy5cqpTZs2mj59utLS0nKsd/LkSY0ePVoNGzZUYGCgatSoocGDB2vr1q25Ov8777wji8Uii8Wibt265fl1AAAAAEBB8aqwOHPmTPXo0UPLli1TYGCgrr32WsXHx2vq1Knq0KGDzp49m+s2x44dq0GDBmn16tWqWrWqwsLCtHPnTo0bN0633nqrUlJSXNaLi4tTq1at9NZbb+nkyZNq0aKFDMNQdHS0brjhBi1ZssSt8x87dkzPPvtsrvsNAAAAAIXJa8Lipk2bNGbMGEnS7NmzdfjwYW3evFkHDhxQ+/bttWvXLo0YMSJXbS5atEivv/66AgICtHjxYsXFxWnbtm3auXOnGjRooDVr1mjChAlO9QzDUGRkpE6cOKFevXrp2LFj2rRpk44dO6aJEycqNTVVQ4cO1fHjx6/ah8cee0xJSUnq27dvrvoOAAAAAIXJa8LilClTZLVaNWzYMI0cOVIWi0WSVKtWLc2bN08+Pj5auHChtm/f7nabL7zwgiRp/PjxioiIsO9v1qyZ5syZI0maNWuWTp065VBv8eLF2rp1q4KDg/XFF18oODhYkuTn56cXX3xRXbp0UWJioqZPn57j+aOjo7VkyRI9/vjjat++vdv9BgAAAIDC5hVhMTExUStWrJAkjRw50ul448aNFR4eLkmaP3++W23u27dP27Zty7bN8PBwhYWFKSUlxemSUts5IiMjVblyZae6tvaio6OzPf+5c+f05JNPqk6dOpo6dapbfQYAAACAouIVYXHLli1KSUlRQECAOnbs6LLMLbfcIklav369W23ayjVs2FC1a9fOVZu27S5duuRY7+jRozp27JjLMv/617904sQJzZw5U+XLl3erzwAAAABQVPw83QF37N27V5JUr149lSlTxmWZRo0aSZL27NmTqzZt9dxtMzU1VfHx8TnWrVu3rvz9/ZWamqo9e/Y4hdGYmBh99NFHioiIUP/+/d3qb0EwDEPp6elFdj6goGV9//JeBlCQ+HwBih/zR9Evy3a6vPHHs7h9vhiG4XZZrwiLtllOq1Spkm0Z27Fz584VapsJCQmyWq051rVYLKpUqZJOnjzp1J/k5GSNHDlS5cuX19tvv+1WX12ZPXu2oqKi3Cq7a9cue9+XLVuW53MCxcl3333n6S4AKKH4fAGKh/PnAyT1sm8vX75cAQFWz3WoABSHz5eEhAS3y3pFWLx8+bIkyd/fP9syAQEBkswwVpht2urltT+TJ0/W/v379cYbb6hu3bpu9dWV48ePa/PmzXmuDwAAAAA58YqwGBgYKMm8BDQ7tvUQg4KCCrVNW7281N2yZYtmzJihtm3b6sknn3Srn9mpWbOm2rVr51bZXbt2KTk5WcHBwerTp0++zgt4Unp6uv0vcj179pSfn1d8hAHwAny+AMXPiROO271795abv+oXK8Xt88W2IoQ7vOKT0DbjqO3SUVdsx1zNTlqQbQYHB8vHx0dWqzXbuoZh6Pz58051H374YVmtVkVFRcnX19etfmZn1KhRGjVqlFtl27dvr82bN8tisXj8zQkUFD8/P97PAAoFny9A8XDlj6H5s+mZvhSU4vD5YluC0B1e8eVu0qSJJOnw4cNKS0tzOcnN/v37Hcq622ZcXFy2ZVy16e/vr9DQUB08eFBxcXG68cYbneodOXLEPuqYte6WLVvk6+urvn37OtVJTEyUJK1bt041atSQJP3+++/5ulQVAAAAAPLKK5bOaNu2rfz9/ZWSkqINGza4LLN27VpJUufOnd1qs1OnTpKkgwcPZru8RXZt2urajmdXr06dOqpTp47DsYyMDJ04ccLpkZSUJElKS0uz78vIyHDrtQAAAABAQfOKsFihQgX17NlTklzOALpv3z7FxMRIkgYNGuRWm02aNFHLli2zbTMmJkZxcXHy9/dXRESEwzHbOebPn+9y9lVbe5GRkQ77DcPI9jF58mRJUteuXe376tev79ZrAQAAAICC5hVhUZImTpwoi8WiTz/9VFFRUfb1QY4fP64hQ4bIarWqf//+at26tUO9+vXrq379+vrqq6+c2rQFtGnTpmnp0qX2/Xv27NHw4cMlSY899piqVavmUK9///5q1aqVEhISNHToUPv0sxkZGZo0aZLWrFmjsmXLauzYsQX3BQAAAACAIuQ1YbFDhw564403JJmTu4SGhqpdu3Zq0KCBNm3apKZNm+r99993qnfo0CEdOnTIfk9gVgMHDtSYMWOUkpKiiIgIhYWFqU2bNmrRooUOHjyom2++WS+//LJTPR8fH82fP1/Vq1fX8uXLVbt2bV1//fWqVauWpkyZojJlyuizzz5TrVq1Cv4LAQAAAABFwGvCoiSNGTNGP/zwg3r37q2kpCTFxsYqNDRUEyZM0MaNGxUSEpLrNmfMmKHo6Gh17dpVp0+f1t69e9W8eXNNmzZNMTExDktlZNWkSRNt375djz/+uKpVq6YdO3ZIMi9R/e2333TnnXfm67UCAAAAgCd5xWyoWfXo0UM9evRwu7ztctWcREZGOt1f6I5rrrlGM2fO1MyZM3Nd90rPP/+8nn/++Xy3AwAAAAAFwatGFgEAAAAARYOwCAAAAABwQlgEAAAAADghLAIAAAAAnBAWAQAAAABOCIsAAAAAACeERQAAAACAE8IiAAAAAMAJYREAAAAA4ISwCAAAAABwQlgEAAAAADghLAIAAAAAnBAWAQAAAABOCIsAAAAAACeERQAAAACAE8IiAAAAAMAJYREAAAAA4ISwCAAAAABwQlgEAAAAADghLAIAAAAAnBAWAQAAAABOCIsAAAAAACeERQAAAACAE8IiAAAAAMAJYREAAAAA4ISwCAAAAABwQlgEAAAAADghLAIAAAAAnBAWAQAAAABOCIsAAAAAACeERQAAAACAE8IiAAAAAMAJYREAAAAA4ISwCAAAAABwQlgEAAAAADghLAIAAAAAnBAWAQAAAABOCIsAAAAAACeERQAAAACAE8IiAAAAAMAJYREAAAAA4ISwCAAAAABwQlgEAAAAADghLAIAAAAAnBAWAQAAAABOCIsAAAAAACeERQAAAACAE8IiAAAAAMAJYREAAAAA4ISwCAAAAABwQlgEAAAAADghLAIAAAAAnBAWAQAAAABOCIsAAAAAACeERQAAAACAE8IiAAAAAMAJYREAAAAA4ISwCAAAAABwQlgEAAAAADghLAIAAAAAnBAWAQAAAABOvC4srlq1Sn379lW1atUUFBSkZs2aaeLEiUpKSspzmwsWLFD37t1VuXJllStXTm3atNH06dOVlpaWY72TJ09q9OjRatiwoQIDA1WjRg0NHjxYW7dudVk+IyNDP/zwg8aMGaOOHTuqUqVK8vf3V82aNdWvXz8tW7Ysz68BAAAAAAqSV4XFmTNnqkePHlq2bJkCAwN17bXXKj4+XlOnTlWHDh109uzZXLc5duxYDRo0SKtXr1bVqlUVFhamnTt3aty4cbr11luVkpLisl5cXJxatWqlt956SydPnlSLFi1kGIaio6N1ww03aMmSJU515s6dq9tuu01vvvmmNm3apGuuuUYtW7bUpUuXtGTJEvXt21ejRo2SYRi5fh0AAAAAUJC8Jixu2rRJY8aMkSTNnj1bhw8f1ubNm3XgwAG1b99eu3bt0ogRI3LV5qJFi/T6668rICBAixcvVlxcnLZt26adO3eqQYMGWrNmjSZMmOBUzzAMRUZG6sSJE+rVq5eOHTumTZs26dixY5o4caJSU1M1dOhQHT9+3Kleq1atNGfOHJ09e1Z79uzRpk2bdObMGb322muyWCyKiorSe++9l+evEwAAAAAUBK8Ji1OmTJHVatWwYcM0cuRIWSwWSVKtWrU0b948+fj4aOHChdq+fbvbbb7wwguSpPHjxysiIsK+v1mzZpozZ44kadasWTp16pRDvcWLF2vr1q0KDg7WF198oeDgYEmSn5+fXnzxRXXp0kWJiYmaPn26Q70BAwZo69atevjhh+11bPXGjh2r4cOHSzLDMAAAAAB4kleExcTERK1YsUKSNHLkSKfjjRs3Vnh4uCRp/vz5brW5b98+bdu2Lds2w8PDFRYWppSUFKdLSm3niIyMVOXKlZ3q2tqLjo522F+lShV7yHWld+/ekqQ9e/a49RoAAAAAoLD4eboD7tiyZYtSUlIUEBCgjh07uixzyy236Mcff9T69evdatNWrmHDhqpdu3a2bcbFxWn9+vV6+OGHnep26dIl23qSdPToUR07dizb9q+UnJwsSSpbtqxb5XPLMAylp6cXSttAUcj6/uW9DKAg8fkCFD/mj6Jflu10eeOPZ3H7fMnN/CheERb37t0rSapXr57KlCnjskyjRo0kuT8qZ2vTVs/dNlNTUxUfH59j3bp168rf31+pqanas2eP22Fx3rx5kjLDZk5mz56tqKgot9rdtWuXJCkhIYEZV1FifPfdd57uAoASis8XoHg4fz5AUi/79vLlyxUQYPVchwpAcfh8SUhIcLusV4RF2yynVapUybaM7di5c+cKtc2EhARZrdYc61osFlWqVEknT550uz+LFy/WN998I4vFon//+99XLX/8+HFt3rzZrbYBAAAAILe8IixevnxZkuTv759tmYCAAEmZl3IWVpu2egXZn927d+v++++XJI0ZM0Y33njjVevUrFlT7dq1u2o5yRxZTE5OVnBwsPr06eNWHaA4Sk9Pt/9FrmfPnvLz84qPMABegM8XoPg5ccJxu3fv3goK8kxf8qO4fb7YJvl0h1d8EgYGBkoyLwHNjm09xCA330F5bdNWr6D6c+TIEfXs2VMJCQm6/fbbNW3atKt3XtKoUaM0atQot8q2b99emzdvlsVi8fibEygofn5+vJ8BFAo+X4Di4cofQ/Nn0zN9KSjF4fMlpwk3r+QVs6HaZhy1XTrqiu2Yq9lJC7LN4OBg+fj45FjXMAydP3/+qv3566+/1KNHDx0+fFjdunXTggULsr0nEwAAAACKkleExSZNmkiSDh8+rLS0NJdl9u/f71DW3Tbj4uKyLeOqTX9/f4WGhuZY98iRI/ZRx+z6c/LkSYWHh2vfvn3q3Lmzli5d6jBqCQAAAACe5BVhsW3btvL391dKSoo2bNjgsszatWslSZ07d3arzU6dOkmSDh48qGPHjuWqTVtd2/Hs6tWpU0d16tRxOn727Fn94x//0K5du9SuXTstX75c5cuXd6vfAAAAAFAUvCIsVqhQQT179pQkl8tF7Nu3TzExMZKkQYMGudVmkyZN1LJly2zbjImJUVxcnPz9/RUREeFwzHaO+fPnu5zt1NZeZGSk07ELFy7otttu0/bt23Xdddfp+++/V3Bw8P+3d9/xUVX5/8dfk4T0QkmBSAhIByEC4gIqIPhTUKQJFpBiAR4iKqIPEZS24AIWZJcVpaysqwsuvbhfVpTOxgJINbQsoSfUACGQQub+/ogzZrgTmCGTZALv5+MxD5Jz7zn3c+9MDvcz595zXYpZRERERESkpJSJZBFg1KhRWCwWvvzyS2bOnGl/mGRqairPPPMMVquVrl27kpCQ4FCvevXqVK9enYULF5raHDNmDACTJ09mxYoV9vJ9+/bx4osvAjB48GCioqIc6nXt2pXGjRtz4cIFevfubX9WSV5eHqNHj2bDhg0EBwfz5ptvOtS7fPkyjz32GFu3bqVevXqsXr2aSpUqFfHIiIiIiIiIeF6ZmU+oefPmTJkyhWHDhjFo0CAmTJhAZGQkSUlJZGdnU7duXWbNmmWqd/jwYQAuXbpkWvbEE08wdOhQpk6dSufOnalZsyahoaHs3r2bvLw87r//fiZOnGiq5+Pjw4IFC3jggQdYuXIld9xxB/Xq1ePo0aOcOnWKcuXK8dVXXxEbG+tQ789//jObNm2y/969e/dC93fhwoVUrlzZ5eMjIiIiIiLiSWUmWYT8ZxA2atSIjz76iJ9++olTp04RHx9Pjx49GDFixE3d9/fxxx/TqlUrPvnkE7Zv386JEydo0KABzz77LK+//nqhs5PWqVOHnTt3MmHCBL755ht27dpF+fLl6dGjByNHjqRJkyamOrbHaUD+sxWvp+DzHEVEREREREpamUoWAdq3b0/79u1dXt92uer19OzZ0+n9hTcSExPDtGnTmDZtmkvrjx07lrFjx7q9HRERERERkZJWZu5ZFBERERERkZKjZFFERERERKQYHT0axs8/VyYpqbQjcY+SRRERERER8SpnzsATTziWdeiQX16WnDkD/+//+fDKK+3405/+QEKCH+3alZ39KHP3LEoR5OXB+fM3Xs/PD66dLOjqVXAyo2yhQkLg2smBMjMhN9e1+j4+EB7uWGa1wsWLrscQFAQBAY5lV65AgYmGbqh8eXOZK8fQJiAgP46CsrPz43BVeHj+8Sjo4sX84+GKcuXy34+CcnPz3w9XhYbmfy4KunQp/3PhCl9fCAtzLMvLg4wM12MIDjYfh8uXISfHtfoWC1z7TFPDgN8efeOSwMD8V0FZWfkvV0VE5MdS0IUL+bG4wt8//1gUlJOTfyxcFRaW/54UlJGR/564Qn3E79RH5POWPsLf37HMnT7C2edffcTv1EfkUx+RrwT6iOe6wZ4fIALIw5dLhLFhA8TG5v+Z+Bh5hBqu9xFXLMHkWhz7iCDjMuUM1/oIAwsZPubziHDj+n3ExYuQe9UgAgtZBJJNIBs2wFNPwerVLodfegy55TVt2tQAjKb5/9Xc+NWmjbmRtWtdq2t7LVlibqNLF9frx8eb66ekuBfDxx+b23jtNffacMad+q+9Zq7/8cfutZGSYm4jPt71+l26mOsvWeJeDGvXmtto08b1+gkJ5vrbtrkXw5w5Rm5urrF06VJj6dKlRm5urmH06+d6/YgIcwzp6e7FMGaMuY0xY9xrIz3d3EZEhOv1+/Uz158zx70Ytm0zt5GQ4Hp99RG/v5xxp776iPyXh/oIEzf6CGtEhGP/YhjqIwpSH5FPfUS+Eu4jtpFgKk5gm1sx9GOOqXgO/Vyun06EqTiCdLdiGMMYh6Jff3X+ESlu9tygadMbrqvLUEVEREREREpYcnJpR3BjugxVRERERETKjK+/hoZXgWddrzN6NLzcybGsxjjg367VDw2Fn9c4lvlmAK4/0c+kVq2br1tSLIZhGKUdhBSvZs2a8csvv9A0IYGt69bduMI19xoYhoGRm6t7DWx0r0G+Urgf6aqPDytXrgSgY8eO+OXk6J5FKLP3I1n8/bEUPBbqI/Kpj8hXwvcsXs3L49+bNgHw2GOP4efnpz6iIN2zmE99RL4S6CMefxwSEyHP+vs9i76+0KbNb/f6lfR9zTd5HpG/HwZ51t/vWXTYj1Jgzw2aNmXr1q3XXVcji7cTX1/nnZYTeXl5nD17loyMDHJc/SPytNTU0tluQSdPlnYEiqEAwzCIjo4GIDk52THRcEVaWjFE5SZvOJbeEMNvfH19CQ4OJjw8nLCwMPff04J8fFzu4woVFGQ+MXNXUWMICDCfoLrr2pNkd5UrV/T9uDZZcJcb/2cVKjjYnDgVxtlJq8VS9BicJZDuuvYE1V3+/uaTZHddm8y7y8+v6Mfy2oTFXeojflcG+og5S/IngVlTYDSvTRv4179++6Wk+whnXOgj5iyBJ5+0snbt7wm7w354OSWLYpKXl8eRI0fIcuebUJESYLFYCPvthKVISYV4jby8PDIyMsjIyKB8+fLExMTgc+034CIictuJjMwfeUtKyr+3r1YtaNCgtKNyX2QkrFpl5bPP1pGaGsJTTzWjceOyk4KVnUilxJw9e5asrCx8fX2JiYkhJCREJ2/iFQzD4MJvl3tEREQoYSzjDMMgOzubjIwMzp07x/nz5wkMDKRChQqlHZqIiHiJBg3KZpJ4rbi4DOLiMsrcvihZFJOM367/jomJIaKol76IeJBhGPYvLnx8fJQs3gKCg4MJDg7Gz8+PU6dOkZ6ermRRRETES2i4SBwYhmG/RzGkqPcGiIi4KPy3+2eys7PRvGsiIiLeQcmiOCh4kqZLT0WkpPgWmHlRyaKIiIh3UDYgIiIiIiIiJkoWRURERERExETJooiIiIiIiJgoWRQRERERERETJYsiIiIiIiJiomRRRERERERETJQsioiIiIiIiImSRRERERERETFRsigiIiIiIiImShZFiqh69epYLBbWrVvHtm3b6NatG1FRUQQFBXH33Xczffp0rFar2+1aLBYsFguHDh1i/fr1PPbYY0RFReHj48PSpUs9vyMiIiIiIgUoWRSvk5QEy5fn/1uWJCYm0qpVK1atWkV8fDwxMTHs2LGDl19+mWeffRbDMG6q3a+//pp27dqRmJhI9erViYuL83DkIiIiIiJmShbFa5w5A+3aQcOG0KVL/r/t2uWXlwVjx47l0Ucf5cSJE2zZsoVDhw6xZMkSAgMDmTdvHrNnz76pdt99911GjhzJqVOn2Lx5M4cPH6ZDhw4ejl5ERERExJFfaQcgZY9hwIULnm+3e3dITHQs27Ahv3z5cs9vLyICLBbPtVe+fHm++uorgoKC7GVdu3Zl+PDhjBs3jkmTJvHiiy9icXOjHTp0YPz48Q5lgYGBHolZRERERKQwShbFbRcuQIUKJbOtvDzYuLF4tpeeDuXLe669F154wSFRtHn55ZcZN24cBw8eZP/+/dStW9etdvv37++hCEVEREREXKfLUEU8pEGDBk7Lo6KiiIqKAmDfvn1ut1u/fv0ixSUiIiIicjM0sijiIdHR0YUui4mJ4fTp02RkZLBt2zZeeeUV0zpNmjRh2rRppvKQkBCPxikiIiIi4goli+K2iIj8Szg9rXPn/HsW8/J+L/P1hVatiu+eRU86depUoctOnjwJQFhYGBcuXOC///2vaR0/P/05ioiIiIj30NmpuM1i8ey9fjaLF8NTT8GaNb+XtWkD//pX8WzP05IKedbHmTNnOH36NAB169albt26N/0YDRERERGRkqJ7FsVrREbC6tXw66+wbFn+v6tX55eXBZ9//jlZWVmm8k8++QSAGjVqUKdOnZIOS0RERETkpihZFK/ToEH+JamFzBfjtdLT0+nbty8XL160l61YsYLJkycDMHz4cLcfmyEiIiIiUlp0GaqIh4wdO5bx48dTpUoVGjRowJkzZzh06BAATz75JAMHDizdAEVERERE3KCRRREPadWqFYmJiTz88MOkpKSQmppKo0aNmDZtGvPmzdOoooiIiIiUKRpZFPGgJk2asGTJEo+0pUlwRERERKQ0aWRRRERERERETJQsioiIiIiIiImSRRERERERETFRsigiIiIiIiImmuBGpIhsj8cQEREREbmVaGRRRERERERETJQsioiIiIiIiImSRRERERERETFRsigiIiIiIiImShZFRERERETERMmiiIiIiIiImChZFBERERERERMliyIiIiIiImKiZFFERERERERMlCyKiIiIiIiIiZJFERERERERMVGyKCIO+vfvj8Vi4e9//3tph3Lb89R7MXbsWCwWC2PHjvVIXCIiInJ7ULIoUkRt27bFYrE4vPz8/IiMjKRt27ZMnz6d3Nzc0g7ztmNLkAq+fHx8iIiI4N5772X8+PFcuHChtMMUERER8Vp+pR2AyK0iLi6OatWqAZCVlcXBgwdZv34969ev55///CffffcdwcHBpRzl7Sc8PJxGjRoBkJeXx6FDh9i8eTObN29mzpw5rF+/nri4uFKO0rkqVapQt25dIiIiitROZGQkdevWJTIy0kORiYiIyO1AI4siHvL888+zadMmNm3axJYtWzhz5gwzZszAYrGQmJjI+++/X9oh3paaNGlif19++OEHUlNTWbFiBWFhYaSkpPDSSy+VdoiFmjhxInv37qVbt25FamfIkCHs3buXIUOGeCgyERERuR0oWRQpJj4+PgwcOJCnn34agPnz55dyRGLTqVMnRo8eDcDKlSs5d+5cKUckIiIi4n2ULIoUsz/84Q8ApKSkmJadP3+ezz//nO7du1OnTh1CQkIIDQ0lISGB0aNHF3pPne1+vP79+5Obm8vEiROpX78+gYGBREdH06dPH44ePVpoTGlpaQwcOJDY2FgCAwOpVasWI0aM4PLlyzfcn/Xr19OtWzcqV66Mv78/lStXpnv37mzcuNHp+n//+9+xWCy0bdsWq9XK1KlTadSoEcHBwcTGxjJo0CDOnj1rX3/u3Lm0bNmS8PBwypcvzxNPPMHBgwdvGJe7HnzwQQCsVivJyckArFu3DovFQvXq1QH429/+xh/+8AfCw8OxWCycP3/eXv/MmTOMHDmSRo0aERoaSkhICHfffTcTJ0687nHMyMhg8uTJtGjRgvLlyxMUFETNmjV58sknWb58ucO615vgZt68ebRv355KlSpRrlw5IiMjadiwIQMHDuSnn35yWPdGE9xs376d3r17U7VqVQICAoiMjKRjx46meGyuPU7z58+nVatWhIWFER4ezkMPPcR///vfQo+BiIiIlA1KFkWKmS1xcHa/4jfffMMLL7zAN998Q1ZWFg0aNCA2Npa9e/cyfvx4/vCHP1x31Cs3N5cOHTowcuRIrFYrtWvX5vz583z11Vfcd999TusePHiQZs2aMWvWLE6fPk39+vXx8/Nj0qRJPPjgg+Tk5BS6vYkTJ9K2bVuWLl2K1WolISGBvLw8lixZQuvWrfnggw+ueyx69erF66+/Tm5uLtWrV+fUqVPMnDmThx56iJycHN5880169+5NWloaNWrU4MqVKyxevJgHHnjAIaH0BKvVet3lgwcP5sUXX+T48ePUq1ePihUr2pf9/PPPNGjQgIkTJ7J//37i4uK444472L17NyNHjuT+++8nPT3d1ObevXtJSEjg7bff5qeffiIqKoqGDRty8eJFFixYwKuvvupS7CNGjKBXr16sWbOGcuXKkZCQQGRkJIcOHWLWrFnMmzfP5ePw5Zdf0rx5c+bOnculS5do3LgxAQEB/Oc//6FLly43vHR11KhRPPXUUxw+fJg6deoAsHr1atq1a6eEUUREpIwrc8ni2rVr6dSpE1FRUQQFBVGvXj1GjRpFZmbmTbe5aNEiHnzwQSpUqGAfHfjwww9vOIPlqVOneO2117jzzjsJDAykcuXKPPXUU2zfvr3YtulVsrLg/HnXX4ZhbuPCBdfrOxutyclxL4a8vKLvtxsMw+Df//43kH/v3LUaN27M8uXLuXDhAkeOHGHz5s3s37+fEydOMGjQIPbt28eIESMKbX/BggUcPXqUnTt3sm/fPnbt2kVycjL169fn6NGjfPTRR6Y6zz77LCdOnKB58+akpKSwbds29u7dy08//cShQ4dYuHCh02199913jBw5EovFwocffkhaWhqbN28mLS2NSZMmATB8+HDWrFnjtH5iYiIbN25k8+bN7N27l6SkJLZu3UrFihXZvn07zzzzDDNnzmTlypWkpKSwY8cO9u3bR/Xq1Tlx4oTTfSmKdevWAfmXC9eqVcth2bFjx/j73//OokWLOHbsGD///DOpqamEh4dz6tQpOnfuzOnTp3nzzTc5c+YMe/bsYf/+/SQnJ9OqVSu2bdvGK6+84tBmZmYmnTp1IiUlhVatWrF3714OHDjAli1bOH36NHv37mXw4ME3jPvMmTN88MEH+Pn5sXDhQlJTU9myZQt79+4lIyOD1atX0759e5eOwa+//sqLL77I1atXGTZsGCdPnmTz5s0cP36cL774Aj8/Pz755BPmzJnjtP7x48f5+OOPWbhwIcePH2fr1q2cPHmSHj16kJOTw1tvveVSHCIiIuKljDLkL3/5i2GxWAzAqFq1qtGkSRMjICDAAIz69esbZ8+edbvNN954wwAMwKhZs6bRuHFjw9fX1wCM1q1bG1lZWU7rHThwwIiJiTEAIyQkxGjatKkRHR1tAIa/v7+xbNkyj2/zZjVt2tQAjKZNm95w3by8PCMpKclISkoy8vLyrr/ymDGGkZ8CuvZKTze3ERHhev1+/cz158xxL4Zt2254DNzVpk0bAzDGjBljL8vKyjJ27dplPPvsswZg+Pr6Gt9//73bbVetWtUICQkxrl696lA+ZswY+2fohx9+MNVbvHixARgJCQkO5evWrbPHk5ycbKr39ddf29udM2eOw7K2bdsagPHMM884jfWJJ54wAOPBBx90KJ8zZ469zUWLFpnqDR8+3L78o48+Mi2fPn26fV+sVquRnp5upKenG1ar1WkcNrZj1KZNG9Oyb775xggLCzMAo2PHjvbytWvX2mP54IMPnLb71ltvGYDRt29fp8uPHz9uhIaGGj4+PsbRo0ft5VOmTDEAIy4uzrh48eJ1Y7fp16+f6b344YcfDMC4++67XWrDMH4/FgU/o4ZhGP379zcAo2XLlk7r2fqqO++806G84HGaNGmSqV5aWprh7+9vAMa5c+dcitGtvkekGOTm5hpLly41li5dauTm5pZ2OCJyC/G2/sWd3KDMjCxu3bqVoUOHAjBjxgyOHDnCL7/8Yr+kbs+ePQwYMMCtNpcsWcJHH31EQEAAy5YtIzk5mR07drB7925q1KjBhg0bGDlypKmeYRj07NmTkydP0qFDB/s36sePH2fUqFHk5OTQu3dvUlNTPbZN8X7jxo2zP88vMDCQRo0a8dVXX1GrVi0WLVpU6GjP1atXWbx4MYMHD6Zjx460bt2a+++/n/vvv5+LFy+SmZnJgQMHnNZNSEigRYsWpnJb2f/+9z+H8pUrVwLQsWNHatasaarXo0cPqlSpYirPzMy035No+zu81htvvAHAxo0bnd6zV6FCBbp3724qb9q0qf3nF154odDl1+6Lq7Zt22Y/ni1btqRKlSp06tSJjIwMqlWrxqeffuq0Xr9+/ZyW20ZeBw4c6HR5bGwszZs3x2q1smHDBnv54sWLgfzLW8PCwm5qXwD741n279/Ptm3bbrod+P3zcKP39ODBg+zfv9/pOoMGDTKVxcTE2O9nLI77TUVERKRklJnnLI4fPx6r1Urfvn0dTtJiY2OZN28e9erVY/HixezcuZPGjRu71Oa4ceOA/EvnOnfubC+vV68es2fPpn379nzyySe8/fbbREVF2ZcvW7aM7du3ExERwdy5c+3PQPPz8+OPf/wj69evZ8OGDXz44YemS+dudpvi/Qo+ZzE9PZ3k5GRycnKIiYmxT3JzrRMnTvDoo4+yY8eO67Zd2P16tWvXdloeExMDwKVLlxzK9+7dC0CDBg2c1vP19aVu3bqmLzqSk5PJ++0S3rvuustpXduzDK9evUpycrLp79BZcgrYP+eRkZFOnycYHR3tdF9cdfHiRfu9cxaLhbCwMJo1a8bjjz/Oa6+9Rvny5U11IiMjnf79ZWZm2pOfN954Az8/512oLbE6duyYvSwpKQmAli1b3tR+2MTGxtKrVy/mzp1Ls2bNaNmyJQ8++CD33XcfrVu3JiQkxKV2Lly4wMmTJ4HC39MqVapQqVIlzp49y969e+33JNpERkY6PX6Q/xncv3//Tb9vIiIiUvrKRLJ46dIl/vOf/wDOv82vXbs27dq14/vvv2fBggUuJYsHDhywn6A7a7Ndu3bUqlWL5ORkli9f7jDisWDBAgB69uxJhQoVTHUHDhzIhg0bmD9/vkOyWJRteqW334ZCRiSccvZg8cOHnd/L6Iy/v7msVy/o2tX1GIowonMjzz//vMNsk2lpafTr149Vq1bRqVMnfvjhB8qVK+dQp3///uzYsYMmTZowbtw4mjVrRmRkJP6/7Wvr1q3ZuHFjofeyFpYY+Pg4v2jAduJuS8CcsSWaBWVkZAAQGhrqdKIe27KQkBAyMzPt67sSq8VicWn5zWrTpo39/kRXFRZLwdlQr51x1JmCI6wXL14EcJoQu2vOnDk0bNiQ2bNnk5iYSGJiIgBBQUH07duXyZMn33A7Bd8jZ++5TeXKlTl79qxb7yn8/hk0XP37FhEREa9TJi5D3bZtG9nZ2QQEBHDvvfc6XeeBBx4A4Mcff3SpTdt6d955J3fccYdbbdp+b9269XXrHTt2jOPHj3tkm14pMBDKl3f95eykPyLC9frOkhR/f/di8PUt+n67qHLlyixYsIA77riDrVu3MmXKFIflqampfPfddwQFBbFq1Soef/xxYmNj7YkiFD6ieLNCQ0OB/MmZCmMbbSrIdtnkpUuXCn0sxKVLl+wTTRXlMktvZjt+kH8MDcO47qvglwfh4eEAhT4OxR3+/v6MHDmSgwcPcvDgQf7xj3/w7LPPAvmX6ffq1euGbRR8j5y95zZpaWmm9UVEROT2UCZGFm2XdFWrVs00MmNju8Rt3759brVZ2KVxhbWZk5PDoUOHrls3Li4Of39/cnJy2Ldvnz0xvNlteophGFy9evW661itVgzDwGKx2E94xTXOjldYWBhjx45lwIABTJw4kYEDB9ov27M9d7F+/fpUqlTJVDc9Pd3+mbm27cJ+Liwum7p16wL5l0Q6q5eXl+d0m3feeSe+vr7k5eWxa9cup1/a7Nq1C8i/HLtmzZr2ujeK9WaXu7Pfrn6Ob1QnPDycqlWrcuzYMXbt2mV/VqMr7rrrLjZs2EBiYmKhXzRdL67C9qF69epUr16dZ599liFDhtCiRQv+7//+jyNHjhAXF+ewLwXbCQ8PJyYmhpMnT7Jr1y7q169vajs1NdX+hUXdunVdfk9djf3a9Wz/Xr16tdDRcZHiUvD/xxv9Xyki4g5v61/cOb8vE8mi7VlxBZ9zdi3bMmfPNvNkmxcuXLA/n62wuhaLhfLly3Pq1CmHup7cjxkzZjBz5szrrmOzZ88ee+y2xzhcT3R0NGFhYVy4cEEnbC6w/dFnZ2c7HTXq0qULf/zjHzl69Cjvv/8+w4cPB7DfA5iWlsb58+dNl1tOmjTJ3nZmZqZD29nZ2UD+lxc3GqkquPyBBx7g/fffZ+XKlezYscM+CYnNkiVLOHHiBABXrlxxqNuyZUs2bdrEBx98wOzZs03bef/99wFo1aoVubm59rpXrlyxHydnsdpGI61Wq9PlBS9/tF3Kee3PztiOUWHbdeZGsQB07tyZ6dOn8/777ztMznMjHTt2ZMOGDUyfPp0+ffo4jFIWxvbMy2vfi8LUqlWLgIAAsrOz2b9/v30003Ysrv2Mtm/fnrlz5/LRRx/xyCOPmNqzPRKlRo0axMTE2Ou6cpwK++wWxmq1kpeXR0ZGhn3iHZHS8u2335Z2CCJyi/KG/sWdq5zKRCaQlZUF4HB53rUCAgKA309Mi6tNW72i1PXEfqSmpvLLL7+49HL1mEjxKFeunP1h65999pk9ybE96P3EiRP86U9/siePVquVWbNmMWXKFAIDAz0ay/33388999xDXl4eAwcOtCeGkH+594gRIwodvR82bBiQP6vnp59+av/SxGq1Mm3aNJYuXYrFYuHNN9/0aMze5rXXXiM6Oppvv/2Wl156yX6Zpk1OTg5r1qyhf//+DuV9+vThzjvv5NixY/Ts2ZPk5GSH5QcOHODPf/7zDbe/fv163n33XXbv3u1Qnpuby5QpU8jOziY4ONg0GY0zQ4YMwd/fn82bN9tncraZP38+n332GcAt/56KiIiIc2ViZNF2wlzwROZatm/Og4KCirXNgifvN1vXE/tRpUoVl0c19uzZw5UrV4iIiOCxxx677rpWq5Xk5GQsFgsREREaWXSBbUbMgICAQicVGTJkCFOmTCE1NZV//OMfvPPOOwBMnDiRQYMG8eGHH/LFF18QHx/P4cOHOX36NP379yclJYX169cTEhLi0LbtSwV/f/8bTmRy7fK5c+fSunVrNm/eTEJCAo0aNeLKlSvs3buXe++9l3bt2jFv3jyCgoIc6nbt2pUJEybw7rvvMnLkSKZOnUp8fDyHDh3i9OnT9v3p1KmTw/Zsn2U/Pz+nsdomSfHx8XG6vOC9cuHh4fZkOzw8/LqT39iOUWHbdeZGsUD+8Vy5ciVdunTh66+/Zv78+dSuXZsKFSpw4cIF/ve//9n/xgu2ERERwYoVK3j00Uf58ccfad68ObVr1yYiIsL+nsfHxzN69Gh7HdsXSwXfC6vVyieffMInn3xChQoVqFGjBoZhkJKSYh+hnjp1qv0S1ILH4trPaIsWLZg5cyYvvvgif/3rX/nqq6+oXbs2J06csN9v/dJLL/HSSy+5fZxsfxfXfnYLY7VaOXnyJBERETRr1kx9j5S4q1ev2r/xf+SRRwqd7VhExF3e1r/Yns7gijLRE9pmHLVdxumMbZmz2Uk92aYtgbJarYXWNQzDPmtiwbqe3I9BgwY5fb6ZM82aNeOXX37BYrHc8MNptVrtJ+C2ZwaKa653vAIDA3nzzTd54403mDp1KkOHDiU0NJSBAwdSqVIl3n//fXbu3Mm+ffuoV68e48ePZ+DAgfZ74q5tu7CfC4uroNq1a7N161ZGjx7Nv//9b5KSkrjjjjt4++23GTVqFIMHDy50f9555x3uu+8+/vznP5OYmMi2bduoWLEiXbt25fXXX3d6L96NYr3Z5Tf6fLpzjNyt07RpU3bv3s2nn37KsmXL2Lt3L8nJyYSHh9OkSRMefvhhunXrZmqjQYMG7Ny5k7/85S8sWbKE/fv3c+zYMWJjY2nXrh19+vQp9BjYylu3bs20adNYvXo1u3btYv/+/WRnZ1O5cmU6dOjAa6+9Znr25vX+pvv160dCQgIffPAB69atY/v27YSFhfHwww8zePBgunTpctPHqbBtFrae7V8/Pz8li1Kq/Pz8Sv1kTkRuTd7Qv7h1fm+UAevXrzcAIyAgwMjJyXG6zrhx4wzAaN++vUttfvHFFwZg1KhRo9B1nnvuOQMwXnjhBYfyGjVqGIDxxRdfOK13+PBhAzAA4+jRox7ZZlE0bdrUAIymTZvecN28vDwjKSnJSEpKMvLy8jwWg4gnWK1WIz093UhPTzesVmtphyMepL5HSltubq6xdOlSY+nSpUZubm5phyMitxBv61/cyQ3KxFe3TZo0wd/fn+zsbH7++Wen62zcuBFw/YHXtm/eU1JSHB5v4Uqbtrq25YXVq1q1KlWrVvXINkVEREREREpSmUgWw8LC7DP1OZsB9MCBA6xZswaAHj16uNRmnTp1aNSoUaFtrlmzhuTkZPz9/encubPDMts2FixY4HTWUlt7PXv29Ng2RURERERESlKZSBYBRo0ahcVi4csvv2TmzJn254OkpqbyzDPPYLVa6dq1KwkJCQ71bM8gW7hwoanNMWPGADB58mRWrFhhL9+3bx8vvvgiAIMHDyYqKsqhXteuXWncuDEXLlygd+/e9uln8/LyGD16NBs2bCA4ONjpDII3u00REREREZGSVGaSxebNmzNlyhQgf3KX+Ph4mjZtSo0aNdi6dSt169Zl1qxZpnqHDx/m8OHDXLp0ybTsiSeeYOjQoWRnZ9O5c2dq1arF3XffTcOGDUlJSeH+++9n4sSJpno+Pj4sWLCA6OhoVq5cyR133ME999xDbGws48ePp1y5cnz11VfExsZ6bJsiIiIiIiIlqcwkiwBDhw7lu+++o2PHjmRmZpKUlER8fDwjR45ky5YtREZGut3mxx9/zPz582nTpg1nzpxh//79NGjQgMmTJ7NmzZpCn3NXp04ddu7cyZAhQ4iKimLXrl1A/iWqP/30E926dfP4NkVEREREREpKmZsXun379rRv397l9W2Xq15Pz549TfcXuiImJoZp06Yxbdo0t+ve7DZFRERERERKQpkaWRQREREREZGSoWRRRERERERETJQsigOLxWL/2Wq1lmIkInI7ycvLs/9csB8SERGR0qNkURxYLBb8/f0ByMzMLOVoROR2cfHiRQACAgKULIqIiHiJMjfBjRS/sLAwzp49y8mTJwEICQnBx0ffK0jpMwzDPuJttVqVVJRxhmGQnZ1NRkYG586dA6BChQqlHJWIiIjYKFkUk0qVKpGZmUlWVhYnTpwo7XBEHNguV7R9mSG3jvLlyxMREVHaYYiIiMhvlCyKia+vL9WqVePs2bNkZGSQk5NT2iGJAPkjURkZGQBERERoZPEW4OvrS0hICGFhYYSFhek9FRER8SJKFsUpX19foqOjiY6OxjAMl55XKVLcrl69ysqVKwFo1qwZfn7qwsoyi8Wi5FBERMSL6UxLbkgndOItCt476+Pjo3tpRURERIqRzrRERERERETERMmiiIiIiIiImChZFBERERERERMliyIiIiIiImKiZFFERERERERMlCyKiIiIiIiIiZJFERERERERMVGyKCIiIiIiIiYWwzCM0g5CilfFihVJT08nKCiI+vXrl3Y4IjfNMAwuXLgAQEREBBaLpZQjEpFbhfoXESku3ta/7NmzhytXrlChQgXOnTt33XWVLN4GgoODuXLlSmmHISIiIiIiXiIoKIjLly9fdx2/EopFSlF0dDSnTp0iMDCQGjVqlPj2rVYr27dvB+Duu+/Gx6f0rn4u6ViKa3ueatcT7dxsGzdbz/ZtmEbKi86b/jaLwpv2oyRj8fb+xRNtqX8pu7zp77IovGk/1L94tq3buX9JSUkhKyuL6OjoG66rkUUpdpmZmYSGhgJw6dIlQkJCbptYimt7nmrXE+3cbBs3W69Zs2b88ssvNG3alK1bt7odr/zOm/42i8Kb9qMkY/H2/sUTbal/Kbu86e+yKLxpP9S/eLYt9S+uKZtf84iIiIiIiEixUrIoIiIiIiIiJkoWRURERERExETJooiIiIiIiJgoWRQRERERERETPTpDil1ISAjeMuluScdSXNvzVLueaOdm2/Cmz8Xt6lZ5D7xpP0oyFm/vXzzRlvqXsutWeQ+8aT/Uv3i2LfUvrtHIooiIiIiIiJgoWRQRERERERETJYsiIiIiIiJiomRRRERERERETDTBjYiUKQMHDiQ1NZUqVaqUdigicotR/yIixaWs9i8W43aazkdERERERERcostQRURERERExETJoojclhYuXMgTTzxBfHw8QUFB1K1blxEjRpCRkVHaoYlIGXfs2DFeeeUVWrZsSXBwMBaLhUOHDpV2WCJSxhw9epQePXoQERFBeHg43bt358iRIyUagy5DFZHbUosWLahWrRpdunShatWqbNu2jbFjx1KvXj0SExPx8dF3aSJyc9atW8dTTz1Fs2bNyMvLY9WqVaSkpFC9evXSDk1EyojLly+TkJBAQEAAEyZMwGKx8O6773L58mV27txJSEhIicShCW5E5La0YsUKoqKi7L+3adOGihUr0q9fP9atW0e7du1KMToRKctat27NyZMnAZg9ezarVq0q5YhEpKyZNWsWBw8eZN++fdSqVQuAxo0bU7t2bWbMmMGwYcNKJA59dS4it6WCiaJN8+bNATh+/HhJhyMitxBdmSAiRbV8+XJatGhhTxQBatSowX333ceyZctKLA71ZiLicWlpaXz55Ze8+uqrtGzZkqCgICwWC23btnWp/tq1a+nUqRNRUVEEBQVRr149Ro0aRWZmZrHGvX79egDq169frNsRkZtXVvsXESnbSrrv+fXXX7nrrrtM5Q0bNiQpKakou+IWXYYqIh739ddf8/rrr99U3WnTpvHaa69hGAZVq1YlLi6OpKQkJkyYwKJFi9i0aRMVK1b0cMT5o4mjR4/moYce4p577vF4+yLiGWWxfxGRsq+k+55z585RoUIFU1sVK1YkPT39puK4GRpZFBGPCw8P56GHHmLEiBEsXryYUaNGuVRv69atDB06FIAZM2Zw5MgRfvnlFw4ePEizZs3Ys2cPAwYMMNX7/vvvsVgsN3wV9u3fpUuX6NKlC35+fsyZM+dmd1tESkBZ619E5NZQ0n2Pt9DIooh43PPPP8/zzz9v/93VewDHjx+P1Wqlb9++DBw40F4eGxvLvHnzqFevHosXL2bnzp00btzYvrxVq1bs2bPnhu0HBwebyq5cucLjjz/OwYMHWb9+PVWrVnUpVhEpHWWpfxGRW0dJ9z0VKlRwOoJY2IhjcVGyKCJe4dKlS/znP/8BcOhMbWrXrk27du34/vvvWbBggUOHGhwcTL169dzeZm5uLj169GDLli189913NGrU6OZ3QES8Vmn0LyIiRel7GjZsyK+//mqqk5SURIMGDYov6GvoMlQR8Qrbtm0jOzubgIAA7r33XqfrPPDAAwD8+OOPRd6e1Wqld+/erFmzhqVLl9KiRYsityki3qmk+xcRESha39O5c2d+/PFHDh48aC87dOgQ//3vf+ncuXPxBX0NjSyKiFfYv38/ANWqVaNcuXJO16lZsyYA+/btK/L2Xn75ZRYsWMA777xDSEiIQyddtWpVXY4qcgsp6f4FYOHChUD+/UoAK1euJCoqiqioKNq0aeORbYiIdytK3zNgwAD++te/0qVLFyZMmIDFYmHUqFHExcUxaNCg4g28ACWLIuIVzp07B3DdmQhtyzwxC9jKlSsBeO+993jvvfcclo0ZM4axY8cWeRsi4h1Kun8B6Nmzp8PvgwcPBqBNmzasW7fOI9sQEe9WlL4nJCSENWvW8Prrr9OnTx8Mw6B9+/ZMnTqV0NDQ4gv6GkoWRcQrZGVlAeDv71/oOgEBAUD+pDRFdejQoSK3ISJlQ0n3LwCGYXikHREpu4ra91SrVo1FixYVT3Au0j2LIuIVAgMDAcjJySl0nezsbACCgoJKJCYRuTWofxGR0nAr9D1KFkXEK9imgbZdsuGMbVlJThktImWf+hcRKQ23Qt+jZFFEvEKdOnUAOHLkCLm5uU7X+d///uewroiIK9S/iEhpuBX6HiWLIuIVmjRpgr+/P9nZ2fz8889O19m4cSMALVu2LMnQRKSMU/8iIqXhVuh7lCyKiFcICwvjkUceAWDmzJmm5QcOHGDNmjUA9OjRo0RjE5GyTf2LiJSGW6HvUbIoIl5j1KhRWCwWvvzyS2bOnGmfTTA1NZVnnnkGq9VK165dSUhIKOVIRaSsUf8iIqWhrPc9FkNzO4uIhx09epQmTZrYf8/KyiIzMxM/Pz8iIiLs5W+99RZvvfWWQ92pU6cybNgwDMMgLi6OyMhIkpKSyM7Opm7dumzatInIyMgS2xcR8S7qX0SkNNyufY+esygiHpeXl8fZs2dN5VevXnUov3z5smmdoUOH0qhRIz766CN++uknTp06RXx8PD169GDEiBEl+iBaEfE+6l9EpDTcrn2PRhZFRERERETERPcsioiIiIiIiImSRRERERERETFRsigiIiIiIiImShZFRERERETERMmiiIiIiIiImChZFBERERERERMliyIiIiIiImKiZFFERERERERMlCyKiIiIiIiIiZJFERERERERMVGyKCIiIh5lsViwWCysW7fOrWUiIuJdlCyKiIgUs7Fjx9qTpIKvgIAAYmNjeeSRR5g9eza5ubmlHaqIiIidkkUREZESFBMTY3/5+fmRmprKqlWrGDBgAK1atSI9Pb20QxQREQGULIqIiJSotLQ0+yszM5PDhw8zYMAAALZs2cKrr75ayhGKiIjkU7IoIiJSiqpVq8bMmTNp164dAPPnz+fSpUulHJWIiIiSRREREa/QoUMHAHJycjhw4IBpeUZGBpMmTaJly5ZUrFiRgIAA4uLiePrpp/nhhx9u2P6qVat4+umniY+PJygoiIoVK9K4cWNeeeUVU32r1crq1at59dVXadGiBVWrVsXf359KlSrRpk0bPvvsM91fKSJyG/Ar7QBEREQEDMOw/5yXl+ewbPv27Tz++OMcO3YMAF9fX4KDgzl27Bj/+te/mD9/Pu+99x4jRowwtXv58mX69+/PggUL7GVhYWFYrVZ27drFrl272LhxI9u3b7cvP3LkCA899JD999DQUIKDgzl37hwbNmxgw4YNzJ07l2+//ZagoCBPHQIREfEyGlkUERHxAt9++y2Q/2iJGjVq2MtTU1N55JFHOHbsGN27d2fLli1cuXKFixcvcvLkSUaNGoWvry8jR45k6dKlpnafe+45FixYgI+PD8OHD+fo0aNcvHiR8+fPc/r0af75z3/SsmVLhzp+fn707t2b5cuXc/bsWTIyMjh//jwZGRnMmTOH2NhYNm7cyDvvvFOsx0REREqXxSj4VaaIiIh43NixYxk3bhzgOIII+aN4EyZMYNasWQB07tyZZcuW2Ze/8MILfP755/Tq1Yt//vOfTtv/+OOPGTZsGAkJCQ4jhKtXr7aPEE6fPp2XXnrJI/uzZcsWmjdvTkhICGfOnCEwMNBhucViAWDt2rW0bdvW5WUiIuJdNLIoIiJSgipXrmx/hYSEEB8fb08U69Wrx/Tp0+3rZmVlMXfuXACGDx9eaJt9+/YFYMeOHZw8edJe/vnnnwNw1113eSxRBLjnnnuIjo4mMzPTITkVEZFbi+5ZFBERKUEFk7mC+vbty4wZMxxG6bZu3UpWVhYADz/8sEvtHz58mJiYGAASExMB6NSpk9tx5uTk8Pnnn7N48WJ2797N2bNnycnJMa1nu49SRERuPUoWRURESpDtMlTDMEhLS2P58uW8/fbb/OMf/6BRo0a8+eab9nVPnDhh/7mwJPNaly9ftv+clpYGQHx8vFsxnjp1ioceeohdu3bZywIDA4mMjMTX1xeA06dPY7VayczMdKttEREpO3QZqoiISCmwWCxUqVKFQYMGsWTJEiwWC2+99RZr1qyxr1NwVtQrV65gGMYNXwXvA7TdH+iu119/nV27dlGpUiU+//xzUlNTuXLlCqdPnyYtLY20tDRiY2MB8z2YIiJy61CyKCIiUsratm1Lnz59MAyDV155xZ4kVq5c2b7O4cOH3W7XVt+durm5uSxevBiAv/71rzz33HMOcUB+EnvmzBm34xERkbJFyaKIiIgXGD16NL6+viQlJfHFF18A0Lx5c/z9/QFYsWKF2222atXK7bqnT5+23yfZpEkTp+ts2rTJvo6IiNy6lCyKiIh4gZo1a/LUU08BMH78eHJzcwkJCaFXr14ATJ48mSNHjly3jXPnzjn8/sILLwDw66+/8umnn7oUR3h4uP3y1R07dpiWX716Vc9XFBG5TShZFBER8RIjRozAYrFw6NAh/va3vwHwpz/9idjYWM6cOUPLli358ssvycjIsNc5ffo0ixYtolu3bjzzzDMO7T344IM8/fTTAAwZMoQRI0Y4zF565swZZs+ebU8qAUJDQ7nvvvsAGDZsGGvWrMFqtQKwe/duHn30UbZs2UJISEjxHAQREfEaShZFRES8xF133UXnzp0BeO+998jOzqZKlSp8//331KlThxMnTtC3b1/Kly9PpUqVCA0NJTo6mh49erB06VJ7UlfQ3/72N7p3747VamXSpEnExcURERFB+fLliYqKYsCAAWzdutWhztSpUwkJCeH48eO0b9+e4OBgwsPDadSoEWvXrmXWrFlERkaWyDEREZHSo2RRRETEi9gu8Tx27BgzZswAoH79+uzcuZMZM2bw8MMPExkZycWLFzEMg1q1atGzZ09mzpzJ/PnzTe0FBwezaNEivvnmG7p160ZsbCxZWVn4+fnRuHFjXn31VWbOnOlQp1mzZvz88888+eSTREZGYrVaCQsL48knnyQxMZE+ffoU/4EQEZFSZzE057WIiIiIiIhcQyOLIiIiIiIiYqJkUUREREREREyULIqIiIiIiIiJkkURERERERExUbIoIiIiIiIiJkoWRURERERExETJooiIiIiIiJgoWRQRERERERETJYsiIiIiIiJiomRRRERERERETJQsioiIiIiIiImSRRERERERETFRsigiIiIiIiImShZFRERERETE5P8DHE5KJNCvzJ8AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "metrics = {}\n", + "clf_omni = None\n", + "shapes = []\n", + "for celltype in CELLTYPES:\n", + " grn_inferer = GRNfer(model, adata[adata.X.sum(1) > 500],\n", + " how=\"random expr\",\n", + " preprocess=\"softmax\",\n", + " head_agg='mean',\n", + " filtration=\"none\",\n", + " forward_mode=\"none\",\n", + " num_genes=2200,\n", + " max_cells=MAXCELLS,\n", + " doplot=False,\n", + " batch_size=32,\n", + " )\n", + " grn = grn_inferer(layer=list(range(model.nlayers))[:], cell_type=celltype)\n", + " grn.var.index = make_index_unique(grn.var['symbol'].astype(str))\n", + " metrics[celltype+'_scprint_full'] = BenGRN(grn).scprint_benchmark()\n", + " del grn\n", + " grn_inferer = GRNfer(model, adata[adata.X.sum(1) > 500],\n", + " how=\"most var across\",\n", + " preprocess=\"softmax\",\n", + " head_agg='none',\n", + " filtration=\"none\",\n", + " forward_mode=\"none\",\n", + " num_genes=NUM_GENES,\n", + " max_cells=1024,\n", + " drop_unexpressed=True,\n", + " doplot=False,\n", + " batch_size=16,\n", + " )\n", + " grn = grn_inferer(layer=list(range(model.nlayers))[:], cell_type=celltype)\n", + " grn.var.index = make_index_unique(grn.var['symbol'].astype(str))\n", + " grn.varp['all'] = grn.varp['GRN']\n", + " grn.varp['GRN'] = grn.varp['GRN'][:,:,:].mean(-1)\n", + " metrics[celltype+'_scprint_mean'] = BenGRN(grn).scprint_benchmark()\n", + " grn.varp['GRN'][~grn.var.isTF,:]=0\n", + " metrics[celltype+'_scprint_tf_mean'] = BenGRN(grn).scprint_benchmark()\n", + " if clf_omni == None:\n", + " grn.varp['GRN'] = grn.varp['all']\n", + " _, m, clf_omni = train_classifier(grn, C=1, train_size=0.6, class_weight={\n", + " 1: 200, 0: 1}, shuffle=True, max_iter=200, return_full=False)\n", + " joblib.dump(clf_omni, 'clf_omni.pkl')\n", + " grn.varp['GRN'] = grn.varp['all'][:,:,clf_omni.coef_[0] > 0].mean(-1)\n", + " metrics[celltype+'_scprint_class'] = BenGRN(grn).scprint_benchmark()\n", + " grn.varp['GRN'][~grn.var.isTF,:]=0\n", + " metrics[celltype+'_scprint_tf_class'] = BenGRN(grn).scprint_benchmark()\n", + " shapes.append(grn.shape[1])\n", + " del grn" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0d7b0f45-5491-4103-a4e6-89fa196a202e", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T15:47:57.601856Z", + "iopub.status.busy": "2024-07-17T15:47:57.601425Z", + "iopub.status.idle": "2024-07-17T15:47:59.808769Z", + "shell.execute_reply": "2024-07-17T15:47:59.808322Z" + }, + "papermill": { + "duration": 2.455667, + "end_time": "2024-07-17T15:47:59.809806", + "exception": false, + "start_time": "2024-07-17T15:47:57.354139", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'kidney distal convoluted tubule epithelial cell_scprint_full': {'TF_enr': True,\n", + " 'enriched_terms_Targets': ['celltype.gmt__Effector CD8+ T cells',\n", + " 'celltype.gmt__Naive CD8+ T cells',\n", + " 'celltype.gmt__Memory CD8+ T cells',\n", + " 'celltype.gmt__-T cells',\n", + " 'celltype.gmt__Myeloid Dendritic cells'],\n", + " 'significant_enriched_TFtargets': 62.5,\n", + " 'precision': 0.0008896322223674437,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008897036558203398,\n", + " 'auprc': 0.0010112919661082434,\n", + " 'ap': 0.001011442546500521,\n", + " 'epr': 1.794288323583073},\n", + " 'kidney distal convoluted tubule epithelial cell_scprint_mean': {'enriched_terms_Regulators': ['celltype.gmt__Distal tubule cells',\n", + " 'celltype.gmt__Beta cells',\n", + " 'celltype.gmt__Cholangiocytes',\n", + " 'celltype.gmt__Loop of Henle cells',\n", + " 'celltype.gmt__Proximal tubule cells',\n", + " 'celltype.gmt__Ductal cells',\n", + " 'celltype.gmt__Gamma (PP) cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Targets': ['celltype.gmt__Acinar cells',\n", + " 'celltype.gmt__Distal tubule cells'],\n", + " 'significant_enriched_TFtargets': 11.764705882352942,\n", + " 'precision': 0.0008261483363013599,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008263855307705822,\n", + " 'auprc': 0.000876341582078115,\n", + " 'ap': 0.0008785194847128491,\n", + " 'epr': 2.6620469453287052},\n", + " 'kidney distal convoluted tubule epithelial cell_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Enteric neurons',\n", + " 'celltype.gmt__Microfold cells',\n", + " 'celltype.gmt__Melanocytes',\n", + " 'celltype.gmt__Kupffer cells',\n", + " 'celltype.gmt__Hepatoblasts',\n", + " 'celltype.gmt__Satellite cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Distal tubule cells',\n", + " 'celltype.gmt__Cholangiocytes',\n", + " 'celltype.gmt__Beta cells',\n", + " 'celltype.gmt__Gamma (PP) cells',\n", + " 'celltype.gmt__Proximal tubule cells',\n", + " 'celltype.gmt__Loop of Henle cells',\n", + " 'celltype.gmt__Delta cells'],\n", + " 'significant_enriched_TFtargets': 17.647058823529413,\n", + " 'precision': 0.0030067336747127975,\n", + " 'recall': 0.3405464698843239,\n", + " 'rand_precision': 0.0008263855307705822,\n", + " 'auprc': 0.0016630239581753494,\n", + " 'ap': 0.0019620161447192167,\n", + " 'epr': 4.246105316851987},\n", + " 'kidney distal convoluted tubule epithelial cell_scprint_class': {'TF_enr': True,\n", + " 'enriched_terms_Targets': ['0__TFs'],\n", + " 'significant_enriched_TFtargets': 2.9411764705882355,\n", + " 'precision': 0.0008261483363013599,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008263855307705822,\n", + " 'auprc': 0.0009939949376875782,\n", + " 'ap': 0.001001631669014589,\n", + " 'epr': 4.979989927628857},\n", + " 'kidney distal convoluted tubule epithelial cell_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Enteric neurons',\n", + " 'celltype.gmt__Microfold cells',\n", + " 'celltype.gmt__Melanocytes',\n", + " 'celltype.gmt__Kupffer cells',\n", + " 'celltype.gmt__Hepatoblasts',\n", + " 'celltype.gmt__Satellite cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Proximal tubule cells'],\n", + " 'significant_enriched_TFtargets': 8.823529411764707,\n", + " 'precision': 0.0030067336747127975,\n", + " 'recall': 0.3405464698843239,\n", + " 'rand_precision': 0.0008263855307705822,\n", + " 'auprc': 0.002226923771398881,\n", + " 'ap': 0.0025784741889535168,\n", + " 'epr': 12.416585640502555},\n", + " 'kidney loop of Henle thick ascending limb epithelial cell_scprint_full': {'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 67.85714285714286,\n", + " 'precision': 0.0008896322223674437,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008897036558203398,\n", + " 'auprc': 0.0010230387694008282,\n", + " 'ap': 0.0010233264582666256,\n", + " 'epr': 1.7288406236830192},\n", + " 'kidney loop of Henle thick ascending limb epithelial cell_scprint_mean': {'enriched_terms_Regulators': ['celltype.gmt__Loop of Henle cells',\n", + " 'celltype.gmt__Distal tubule cells',\n", + " 'celltype.gmt__Airway goblet cells',\n", + " 'celltype.gmt__Ductal cells',\n", + " 'celltype.gmt__Cholangiocytes',\n", + " 'celltype.gmt__Pulmonary alveolar type II cells',\n", + " 'celltype.gmt__Goblet cells',\n", + " 'celltype.gmt__Proximal tubule cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Targets': ['0__TFs'],\n", + " 'significant_enriched_TFtargets': 11.538461538461538,\n", + " 'precision': 0.0008334948517653389,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008337384212719915,\n", + " 'auprc': 0.0008834425703391215,\n", + " 'ap': 0.0008852062154727977,\n", + " 'epr': 1.7214852038512451},\n", + " 'kidney loop of Henle thick ascending limb epithelial cell_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Microfold cells',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Loop of Henle cells',\n", + " 'celltype.gmt__Delta cells',\n", + " 'celltype.gmt__Satellite cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Loop of Henle cells',\n", + " 'celltype.gmt__Delta cells',\n", + " 'celltype.gmt__Hepatic stellate cells',\n", + " 'celltype.gmt__Proximal tubule cells',\n", + " 'celltype.gmt__Goblet cells',\n", + " 'celltype.gmt__Beta cells'],\n", + " 'significant_enriched_TFtargets': 7.6923076923076925,\n", + " 'precision': 0.004295594991542786,\n", + " 'recall': 0.4727626459143969,\n", + " 'rand_precision': 0.0008337384212719915,\n", + " 'auprc': 0.0026348180475252335,\n", + " 'ap': 0.0029910303677130124,\n", + " 'epr': 10.351980256843584},\n", + " 'kidney loop of Henle thick ascending limb epithelial cell_scprint_class': {'enriched_terms_Regulators': ['celltype.gmt__Cholangiocytes',\n", + " 'celltype.gmt__Loop of Henle cells',\n", + " 'celltype.gmt__Ductal cells'],\n", + " 'TF_enr': False,\n", + " 'significant_enriched_TFtargets': 7.6923076923076925,\n", + " 'precision': 0.0008334948517653389,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008337384212719915,\n", + " 'auprc': 0.0009588631126320158,\n", + " 'ap': 0.0009685434341484623,\n", + " 'epr': 5.319019774843278},\n", + " 'kidney loop of Henle thick ascending limb epithelial cell_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Microfold cells',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Loop of Henle cells',\n", + " 'celltype.gmt__Delta cells',\n", + " 'celltype.gmt__Satellite cells'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 3.8461538461538463,\n", + " 'precision': 0.004295594991542786,\n", + " 'recall': 0.4727626459143969,\n", + " 'rand_precision': 0.0008337384212719915,\n", + " 'auprc': 0.003497649942138272,\n", + " 'ap': 0.003970621029828838,\n", + " 'epr': 18.57911694960466},\n", + " 'kidney collecting duct principal cell_scprint_full': {'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 61.607142857142854,\n", + " 'precision': 0.0008896322223674437,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008897036558203398,\n", + " 'auprc': 0.0010320072209051186,\n", + " 'ap': 0.0010321208403581631,\n", + " 'epr': 1.8515675265406064},\n", + " 'kidney collecting duct principal cell_scprint_mean': {'enriched_terms_Regulators': ['celltype.gmt__Alpha cells',\n", + " 'celltype.gmt__Pulmonary alveolar type II cells',\n", + " 'celltype.gmt__Airway goblet cells',\n", + " 'celltype.gmt__Cholangiocytes'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 15.625,\n", + " 'precision': 0.0012585320164533508,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.001258889858937415,\n", + " 'auprc': 0.0013994279508707103,\n", + " 'ap': 0.0014005163863877576,\n", + " 'epr': 0.7134623715815356},\n", + " 'kidney collecting duct principal cell_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Microfold cells',\n", + " 'celltype.gmt__Melanocytes',\n", + " 'celltype.gmt__Enteric neurons',\n", + " 'celltype.gmt__Satellite cells',\n", + " 'celltype.gmt__Keratinocytes'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 9.375,\n", + " 'precision': 0.005945748396004223,\n", + " 'recall': 0.4700179763739086,\n", + " 'rand_precision': 0.001258889858937415,\n", + " 'auprc': 0.004011650195614572,\n", + " 'ap': 0.0044301401795336735,\n", + " 'epr': 7.304393703429819},\n", + " 'kidney collecting duct principal cell_scprint_class': {'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 6.25,\n", + " 'precision': 0.0012585320164533508,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.001258889858937415,\n", + " 'auprc': 0.0018894344532951646,\n", + " 'ap': 0.0018890277141562105,\n", + " 'epr': 1.7371594010847209},\n", + " 'kidney collecting duct principal cell_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Microfold cells',\n", + " 'celltype.gmt__Melanocytes',\n", + " 'celltype.gmt__Enteric neurons',\n", + " 'celltype.gmt__Satellite cells',\n", + " 'celltype.gmt__Keratinocytes'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 4.6875,\n", + " 'precision': 0.005945748396004223,\n", + " 'recall': 0.4700179763739086,\n", + " 'rand_precision': 0.001258889858937415,\n", + " 'auprc': 0.005570685819748773,\n", + " 'ap': 0.0060094456180633795,\n", + " 'epr': 12.3237295387727},\n", + " 'mesangial cell_scprint_full': {'enriched_terms_Regulators': ['celltype.gmt__Hepatoblasts'],\n", + " 'TF_enr': False,\n", + " 'significant_enriched_TFtargets': 44.44444444444444,\n", + " 'precision': 0.001020636821754376,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0010208091392998352,\n", + " 'auprc': 0.0010838873894319441,\n", + " 'ap': 0.0010837970921083273,\n", + " 'epr': 1.203891725449651},\n", + " 'mesangial cell_scprint_mean': {'TF_enr': False,\n", + " 'significant_enriched_TFtargets': 28.125,\n", + " 'precision': 0.0012190445082482359,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0012196011495762033,\n", + " 'auprc': 0.0014586600524870985,\n", + " 'ap': 0.001460172300730301,\n", + " 'epr': 0.8403496798721056},\n", + " 'mesangial cell_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 6.25,\n", + " 'precision': 0.007964650593587152,\n", + " 'recall': 0.5427204374572796,\n", + " 'rand_precision': 0.0012196011495762033,\n", + " 'auprc': 0.006470890928226993,\n", + " 'ap': 0.0069079223859863205,\n", + " 'epr': 12.975677218791299},\n", + " 'mesangial cell_scprint_class': {'enriched_terms_Regulators': ['celltype.gmt__Hepatic stellate cells',\n", + " 'celltype.gmt__Cholangiocytes',\n", + " 'celltype.gmt__Hepatocytes',\n", + " 'celltype.gmt__Immune cells',\n", + " 'celltype.gmt__Satellite cells',\n", + " 'celltype.gmt__Myoblasts'],\n", + " 'TF_enr': False,\n", + " 'significant_enriched_TFtargets': 3.125,\n", + " 'precision': 0.0012190445082482359,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0012196011495762033,\n", + " 'auprc': 0.001998258205953226,\n", + " 'ap': 0.002002870799318832,\n", + " 'epr': 4.664940253410134},\n", + " 'mesangial cell_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Immune cells',\n", + " 'celltype.gmt__Cholangiocytes',\n", + " 'celltype.gmt__Hepatic stellate cells',\n", + " 'celltype.gmt__Myoblasts',\n", + " 'celltype.gmt__Hepatocytes',\n", + " 'celltype.gmt__Satellite cells'],\n", + " 'significant_enriched_TFtargets': 9.375,\n", + " 'precision': 0.007964650593587152,\n", + " 'recall': 0.5427204374572796,\n", + " 'rand_precision': 0.0012196011495762033,\n", + " 'auprc': 0.008464423439489705,\n", + " 'ap': 0.009125104384650596,\n", + " 'epr': 21.31038418385053},\n", + " 'blood vessel smooth muscle cell_scprint_full': {'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 60.714285714285715,\n", + " 'precision': 0.0008896322223674437,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008897036558203398,\n", + " 'auprc': 0.0010601510439691186,\n", + " 'ap': 0.0010604011205140095,\n", + " 'epr': 1.7370207552608286},\n", + " 'blood vessel smooth muscle cell_scprint_mean': {'TF_enr': True,\n", + " 'enriched_terms_Targets': ['0__TFs'],\n", + " 'significant_enriched_TFtargets': 29.09090909090909,\n", + " 'precision': 0.0015724456206874184,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0015728901911201826,\n", + " 'auprc': 0.001736668534407967,\n", + " 'ap': 0.001738965808926596,\n", + " 'epr': 1.618165553046366},\n", + " 'blood vessel smooth muscle cell_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Microfold cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Smooth Muscle cells'],\n", + " 'significant_enriched_TFtargets': 9.090909090909092,\n", + " 'precision': 0.007216602122232253,\n", + " 'recall': 0.5214652237971854,\n", + " 'rand_precision': 0.0015728901911201826,\n", + " 'auprc': 0.005075542948873533,\n", + " 'ap': 0.005506767044873202,\n", + " 'epr': 7.582059873710058},\n", + " 'blood vessel smooth muscle cell_scprint_class': {'TF_enr': False,\n", + " 'significant_enriched_TFtargets': 14.545454545454545,\n", + " 'precision': 0.0015724456206874184,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0015728901911201826,\n", + " 'auprc': 0.002032308960959235,\n", + " 'ap': 0.0020381658248595524,\n", + " 'epr': 2.0089823089392},\n", + " 'blood vessel smooth muscle cell_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Microfold cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Alveolar macrophages'],\n", + " 'significant_enriched_TFtargets': 7.2727272727272725,\n", + " 'precision': 0.007216602122232253,\n", + " 'recall': 0.5214652237971854,\n", + " 'rand_precision': 0.0015728901911201826,\n", + " 'auprc': 0.00573239588002909,\n", + " 'ap': 0.006142174071692528,\n", + " 'epr': 9.073572668362264},\n", + " 'podocyte_scprint_full': {'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 64.28571428571429,\n", + " 'precision': 0.0008896322223674437,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008897036558203398,\n", + " 'auprc': 0.0010253520951744625,\n", + " 'ap': 0.0010261974186718086,\n", + " 'epr': 1.499893287271485},\n", + " 'podocyte_scprint_mean': {'TF_enr': False,\n", + " 'enriched_terms_Targets': ['celltype.gmt__Podocytes'],\n", + " 'significant_enriched_TFtargets': 22.916666666666668,\n", + " 'precision': 0.0014142799441978382,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.001414682872956869,\n", + " 'auprc': 0.00152182807740365,\n", + " 'ap': 0.001523750665976051,\n", + " 'epr': 1.1764091504742658},\n", + " 'podocyte_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Microfold cells',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Enteric neurons',\n", + " 'celltype.gmt__Microglial cells',\n", + " 'celltype.gmt__Satellite cells',\n", + " 'celltype.gmt__Glycinergic amacrine cells',\n", + " 'celltype.gmt__Melanocytes',\n", + " 'celltype.gmt__Cap mesenchyme cells (Mesenchymal cells)'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 4.166666666666667,\n", + " 'precision': 0.007612673505194292,\n", + " 'recall': 0.50745669381668,\n", + " 'rand_precision': 0.001414682872956869,\n", + " 'auprc': 0.005065184535349827,\n", + " 'ap': 0.005632885394632145,\n", + " 'epr': 9.123769079747344},\n", + " 'podocyte_scprint_class': {'enriched_terms_Regulators': ['celltype.gmt__Hepatic stellate cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Targets': ['celltype.gmt__Mesangial cells',\n", + " 'celltype.gmt__Endothelial',\n", + " 'celltype.gmt__Smooth muscle cells',\n", + " 'celltype.gmt__Alpha cells',\n", + " 'celltype.gmt__Pericytes',\n", + " 'celltype.gmt__Plasmacytoid Dendritic cells',\n", + " 'celltype.gmt__Extracellular matrix cells',\n", + " 'celltype.gmt__Pulmonary alveolar type I cells',\n", + " 'celltype.gmt__Endothelial cells',\n", + " 'celltype.gmt__Endometrium',\n", + " 'celltype.gmt__Pancreatic progenitor cells',\n", + " 'celltype.gmt__Lymphatic Endothelial cells'],\n", + " 'significant_enriched_TFtargets': 8.333333333333334,\n", + " 'precision': 0.0014142799441978382,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.001414682872956869,\n", + " 'auprc': 0.0018685022603467556,\n", + " 'ap': 0.0018704413892922237,\n", + " 'epr': 1.7471423519160048},\n", + " 'podocyte_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Microfold cells',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Enteric neurons',\n", + " 'celltype.gmt__Microglial cells',\n", + " 'celltype.gmt__Satellite cells',\n", + " 'celltype.gmt__Glycinergic amacrine cells',\n", + " 'celltype.gmt__Melanocytes',\n", + " 'celltype.gmt__Cap mesenchyme cells (Mesenchymal cells)'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Basophils'],\n", + " 'enriched_terms_Targets': ['celltype.gmt__Melanocytes'],\n", + " 'significant_enriched_TFtargets': 2.0833333333333335,\n", + " 'precision': 0.007612673505194292,\n", + " 'recall': 0.50745669381668,\n", + " 'rand_precision': 0.001414682872956869,\n", + " 'auprc': 0.0072502405470152385,\n", + " 'ap': 0.007888346985998947,\n", + " 'epr': 16.012405615818103},\n", + " 'macrophage_scprint_full': {'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 57.79816513761468,\n", + " 'precision': 0.000903667071762534,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0009037421833136737,\n", + " 'auprc': 0.0010632158876705347,\n", + " 'ap': 0.0010638911858811611,\n", + " 'epr': 1.7107235237118976},\n", + " 'macrophage_scprint_mean': {'TF_enr': True,\n", + " 'enriched_terms_Targets': ['0__TFs', 'celltype.gmt__Ciliated cells'],\n", + " 'significant_enriched_TFtargets': 28.571428571428573,\n", + " 'precision': 0.0013506038727708277,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0013509859389300276,\n", + " 'auprc': 0.0015010808477868317,\n", + " 'ap': 0.001501128218852228,\n", + " 'epr': 0.7007539009125866},\n", + " 'macrophage_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Tuft cells',\n", + " 'celltype.gmt__Hepatoblasts',\n", + " 'celltype.gmt__Pulmonary alveolar type II cells'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 14.285714285714286,\n", + " 'precision': 0.006564024211083035,\n", + " 'recall': 0.5291644460235684,\n", + " 'rand_precision': 0.0013509859389300276,\n", + " 'auprc': 0.004813471944866269,\n", + " 'ap': 0.005316303315693259,\n", + " 'epr': 8.816314024356315},\n", + " 'macrophage_scprint_class': {'TF_enr': False,\n", + " 'enriched_terms_Targets': ['celltype.gmt__Smooth muscle cells',\n", + " 'celltype.gmt__Pericytes',\n", + " 'celltype.gmt__Myocytes',\n", + " 'celltype.gmt__Pancreatic stellate cells'],\n", + " 'significant_enriched_TFtargets': 11.904761904761905,\n", + " 'precision': 0.0013506038727708277,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0013509859389300276,\n", + " 'auprc': 0.002008126922430076,\n", + " 'ap': 0.0020134495688915927,\n", + " 'epr': 2.5529365914315325},\n", + " 'macrophage_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Tuft cells',\n", + " 'celltype.gmt__Hepatoblasts',\n", + " 'celltype.gmt__Pulmonary alveolar type II cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Alveolar macrophages',\n", + " 'celltype.gmt__Immune cells',\n", + " 'celltype.gmt__Erythroid-like and erythroid precursor cells'],\n", + " 'enriched_terms_Targets': ['celltype.gmt__Embryonic stem cells'],\n", + " 'significant_enriched_TFtargets': 9.523809523809524,\n", + " 'precision': 0.006564024211083035,\n", + " 'recall': 0.5291644460235684,\n", + " 'rand_precision': 0.0013509859389300276,\n", + " 'auprc': 0.007608480097048152,\n", + " 'ap': 0.008155141902095412,\n", + " 'epr': 20.229272014048046},\n", + " 'leukocyte_scprint_full': {'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 67.85714285714286,\n", + " 'precision': 0.0008896322223674437,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008897036558203398,\n", + " 'auprc': 0.001063214332036956,\n", + " 'ap': 0.001064139929094378,\n", + " 'epr': 2.138138153979496},\n", + " 'leukocyte_scprint_mean': {'TF_enr': True,\n", + " 'enriched_terms_Targets': ['0__TFs'],\n", + " 'significant_enriched_TFtargets': 20.833333333333332,\n", + " 'precision': 0.0015868154975214352,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0015874722920154426,\n", + " 'auprc': 0.0017835861185524354,\n", + " 'ap': 0.0017867689322772179,\n", + " 'epr': 1.7711198076065011},\n", + " 'leukocyte_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 0.0,\n", + " 'precision': 0.008453956556222546,\n", + " 'recall': 0.6105717367853291,\n", + " 'rand_precision': 0.0015874722920154426,\n", + " 'auprc': 0.006470296155926735,\n", + " 'ap': 0.007060585227950974,\n", + " 'epr': 12.096004518541925},\n", + " 'leukocyte_scprint_class': {'enriched_terms_Regulators': ['celltype.gmt__Naive B cells',\n", + " 'celltype.gmt__Plasma B cells',\n", + " 'celltype.gmt__Memory B cells'],\n", + " 'TF_enr': False,\n", + " 'enriched_terms_Targets': ['celltype.gmt__Memory CD4+ T cells',\n", + " 'celltype.gmt__Memory CD8+ T cells',\n", + " 'celltype.gmt__Enteric glia cells',\n", + " 'celltype.gmt__Naive CD8+ T cells',\n", + " 'celltype.gmt__Effector CD8+ T cells',\n", + " 'celltype.gmt__Effector CD4+ T cells',\n", + " 'celltype.gmt__Naive CD4+ T cells',\n", + " 'celltype.gmt__-T cells'],\n", + " 'significant_enriched_TFtargets': 0.0,\n", + " 'precision': 0.0015868154975214352,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0015874722920154426,\n", + " 'auprc': 0.0015423525225175478,\n", + " 'ap': 0.0015511035425885477,\n", + " 'epr': 2.045370916961826},\n", + " 'leukocyte_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 16.666666666666668,\n", + " 'precision': 0.008453956556222546,\n", + " 'recall': 0.6105717367853291,\n", + " 'rand_precision': 0.0015874722920154426,\n", + " 'auprc': 0.00570114549183624,\n", + " 'ap': 0.006381814653757586,\n", + " 'epr': 7.631369300737973},\n", + " 'kidney interstitial fibroblast_scprint_full': {'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 62.5,\n", + " 'precision': 0.0008896322223674437,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008897036558203398,\n", + " 'auprc': 0.0010694522965265687,\n", + " 'ap': 0.0010695160951065194,\n", + " 'epr': 1.8924883676583275},\n", + " 'kidney interstitial fibroblast_scprint_mean': {'TF_enr': True,\n", + " 'enriched_terms_Targets': ['0__TFs'],\n", + " 'significant_enriched_TFtargets': 38.888888888888886,\n", + " 'precision': 0.0013930811013014323,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0013935241932547726,\n", + " 'auprc': 0.0016260343659253748,\n", + " 'ap': 0.0016282261613801592,\n", + " 'epr': 0.6764247534215281},\n", + " 'kidney interstitial fibroblast_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Satellite cells'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 9.25925925925926,\n", + " 'precision': 0.006467408585055644,\n", + " 'recall': 0.5166557805355977,\n", + " 'rand_precision': 0.0013935241932547726,\n", + " 'auprc': 0.004733587494051432,\n", + " 'ap': 0.005128854409390196,\n", + " 'epr': 8.778308038228088},\n", + " 'kidney interstitial fibroblast_scprint_class': {'enriched_terms_Regulators': ['celltype.gmt__Immune cells',\n", + " 'celltype.gmt__Plasma B cells',\n", + " 'celltype.gmt__Memory B cells',\n", + " 'celltype.gmt__Naive B cells',\n", + " 'celltype.gmt__Erythroid-like and erythroid precursor cells',\n", + " 'celltype.gmt__Acinar cells'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 9.25925925925926,\n", + " 'precision': 0.0013930811013014323,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0013935241932547726,\n", + " 'auprc': 0.001847567246057715,\n", + " 'ap': 0.00185068413178378,\n", + " 'epr': 3.2491311402630187},\n", + " 'kidney interstitial fibroblast_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells',\n", + " 'celltype.gmt__Satellite cells'],\n", + " 'TF_enr': True,\n", + " 'enriched_terms_Regulators': ['celltype.gmt__Cone bipolar cells'],\n", + " 'significant_enriched_TFtargets': 5.555555555555555,\n", + " 'precision': 0.006467408585055644,\n", + " 'recall': 0.5166557805355977,\n", + " 'rand_precision': 0.0013935241932547726,\n", + " 'auprc': 0.00470846819503055,\n", + " 'ap': 0.00516813429104133,\n", + " 'epr': 9.050969018467715},\n", + " 'endothelial cell_scprint_full': {'TF_enr': True,\n", + " 'enriched_terms_Targets': ['celltype.gmt__Effector CD8+ T cells',\n", + " 'celltype.gmt__-T cells',\n", + " 'celltype.gmt__Naive CD8+ T cells',\n", + " 'celltype.gmt__Memory CD8+ T cells',\n", + " 'celltype.gmt__Effector CD4+ T cells',\n", + " 'celltype.gmt__Naive CD4+ T cells',\n", + " 'celltype.gmt__Memory CD4+ T cells'],\n", + " 'significant_enriched_TFtargets': 65.17857142857143,\n", + " 'precision': 0.0008896322223674437,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0008897036558203398,\n", + " 'auprc': 0.0010879909943449513,\n", + " 'ap': 0.001089655706624985,\n", + " 'epr': 2.138138153979496},\n", + " 'endothelial cell_scprint_mean': {'TF_enr': False,\n", + " 'significant_enriched_TFtargets': 18.181818181818183,\n", + " 'precision': 0.0016101347946586042,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0016109338689983851,\n", + " 'auprc': 0.001706215841548547,\n", + " 'ap': 0.001706961686980613,\n", + " 'epr': 0.3786770660905835},\n", + " 'endothelial cell_scprint_tf_mean': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 9.090909090909092,\n", + " 'precision': 0.010127897011699829,\n", + " 'recall': 0.6645782396088019,\n", + " 'rand_precision': 0.0016109338689983851,\n", + " 'auprc': 0.0076090242973365155,\n", + " 'ap': 0.00807405603593987,\n", + " 'epr': 9.751327485116486},\n", + " 'endothelial cell_scprint_class': {'enriched_terms_Regulators': ['celltype.gmt__Naive B cells',\n", + " 'celltype.gmt__Memory B cells',\n", + " 'celltype.gmt__Plasma B cells'],\n", + " 'TF_enr': False,\n", + " 'enriched_terms_Targets': ['celltype.gmt__Acinar cells',\n", + " 'celltype.gmt__Neutrophils',\n", + " 'celltype.gmt__Paneth cells'],\n", + " 'significant_enriched_TFtargets': 0.0,\n", + " 'precision': 0.0016101347946586042,\n", + " 'recall': 1.0,\n", + " 'rand_precision': 0.0016109338689983851,\n", + " 'auprc': 0.0014241163410038636,\n", + " 'ap': 0.0014258581223062345,\n", + " 'epr': 0.9484335147300893},\n", + " 'endothelial cell_scprint_tf_class': {'enriched_terms_Central': ['0__TFs',\n", + " 'celltype.gmt__Embryonic stem cells'],\n", + " 'TF_enr': True,\n", + " 'significant_enriched_TFtargets': 0.0,\n", + " 'precision': 0.010127897011699829,\n", + " 'recall': 0.6645782396088019,\n", + " 'rand_precision': 0.0016109338689983851,\n", + " 'auprc': 0.006644424489401014,\n", + " 'ap': 0.007121713566203383,\n", + " 'epr': 6.762764085977235}}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3fb739d5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T15:48:00.351162Z", + "iopub.status.busy": "2024-07-17T15:48:00.350810Z", + "iopub.status.idle": "2024-07-17T15:48:02.459522Z", + "shell.execute_reply": "2024-07-17T15:48:02.459060Z" + }, + "papermill": { + "duration": 2.402266, + "end_time": "2024-07-17T15:48:02.460560", + "exception": false, + "start_time": "2024-07-17T15:48:00.058294", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[5000, 5000, 5000, 3061, 5000, 5000, 5000, 3510, 4460, 2994]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "shapes" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8043d7c8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T15:48:02.958003Z", + "iopub.status.busy": "2024-07-17T15:48:02.957632Z", + "iopub.status.idle": "2024-07-17T15:48:05.022344Z", + "shell.execute_reply": "2024-07-17T15:48:05.021889Z" + }, + "papermill": { + "duration": 2.317565, + "end_time": "2024-07-17T15:48:05.023384", + "exception": false, + "start_time": "2024-07-17T15:48:02.705819", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "False\n", + "True\n", + "True\n", + "False\n", + "True\n", + "False\n", + "True\n", + "True\n", + "True\n", + "True\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "True\n", + "False\n", + "False\n", + "False\n", + "True\n", + "False\n", + "False\n", + "False\n", + "True\n", + "True\n", + "True\n", + "True\n", + "False\n", + "True\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "True\n", + "False" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "df227e02", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T15:48:05.510971Z", + "iopub.status.busy": "2024-07-17T15:48:05.510401Z", + "iopub.status.idle": "2024-07-17T15:48:07.541439Z", + "shell.execute_reply": "2024-07-17T15:48:07.540982Z" + }, + "papermill": { + "duration": 2.275402, + "end_time": "2024-07-17T15:48:07.542450", + "exception": false, + "start_time": "2024-07-17T15:48:05.267048", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "new\n" + ] + } + ], + "source": [ + "print('new')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "7ae7b188", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T15:48:08.039578Z", + "iopub.status.busy": "2024-07-17T15:48:08.039133Z", + "iopub.status.idle": "2024-07-17T15:48:10.118889Z", + "shell.execute_reply": "2024-07-17T15:48:10.118361Z" + }, + "papermill": { + "duration": 2.33033, + "end_time": "2024-07-17T15:48:10.120239", + "exception": false, + "start_time": "2024-07-17T15:48:07.789909", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "980aa931", + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-17T15:48:10.613543Z", + "iopub.status.busy": "2024-07-17T15:48:10.612960Z", + "iopub.status.idle": "2024-07-17T15:48:12.837931Z", + "shell.execute_reply": "2024-07-17T15:48:12.837469Z" + }, + "papermill": { + "duration": 2.475091, + "end_time": "2024-07-17T15:48:12.838979", + "exception": false, + "start_time": "2024-07-17T15:48:10.363888", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
toolsnameEPRAUPRCRANDTF_targTF_enrTF_only
0fullkidney distal convoluted tubule epithelial cell1.7942880.0010110.00089062.500000TrueFalse
1meankidney distal convoluted tubule epithelial cell2.6620470.0008760.00082611.764706TrueFalse
2meankidney distal convoluted tubule epithelial cell4.2461050.0016630.00082617.647059TrueTrue
3classkidney distal convoluted tubule epithelial cell4.9799900.0009940.0008262.941176TrueFalse
4classkidney distal convoluted tubule epithelial cell12.4165860.0022270.0008268.823529TrueTrue
5fullkidney loop of Henle thick ascending limb epit...1.7288410.0010230.00089067.857143TrueFalse
6meankidney loop of Henle thick ascending limb epit...1.7214850.0008830.00083411.538462TrueFalse
7meankidney loop of Henle thick ascending limb epit...10.3519800.0026350.0008347.692308TrueTrue
8classkidney loop of Henle thick ascending limb epit...5.3190200.0009590.0008347.692308FalseFalse
9classkidney loop of Henle thick ascending limb epit...18.5791170.0034980.0008343.846154TrueTrue
10fullkidney collecting duct principal cell1.8515680.0010320.00089061.607143TrueFalse
11meankidney collecting duct principal cell0.7134620.0013990.00125915.625000TrueFalse
12meankidney collecting duct principal cell7.3043940.0040120.0012599.375000TrueTrue
13classkidney collecting duct principal cell1.7371590.0018890.0012596.250000TrueFalse
14classkidney collecting duct principal cell12.3237300.0055710.0012594.687500TrueTrue
15fullmesangial cell1.2038920.0010840.00102144.444444FalseFalse
16meanmesangial cell0.8403500.0014590.00122028.125000FalseFalse
17meanmesangial cell12.9756770.0064710.0012206.250000TrueTrue
18classmesangial cell4.6649400.0019980.0012203.125000FalseFalse
19classmesangial cell21.3103840.0084640.0012209.375000TrueTrue
20fullblood vessel smooth muscle cell1.7370210.0010600.00089060.714286TrueFalse
21meanblood vessel smooth muscle cell1.6181660.0017370.00157329.090909TrueFalse
22meanblood vessel smooth muscle cell7.5820600.0050760.0015739.090909TrueTrue
23classblood vessel smooth muscle cell2.0089820.0020320.00157314.545455FalseFalse
24classblood vessel smooth muscle cell9.0735730.0057320.0015737.272727TrueTrue
25fullpodocyte1.4998930.0010250.00089064.285714TrueFalse
26meanpodocyte1.1764090.0015220.00141522.916667FalseFalse
27meanpodocyte9.1237690.0050650.0014154.166667TrueTrue
28classpodocyte1.7471420.0018690.0014158.333333TrueFalse
29classpodocyte16.0124060.0072500.0014152.083333TrueTrue
30fullmacrophage1.7107240.0010630.00090457.798165TrueFalse
31meanmacrophage0.7007540.0015010.00135128.571429TrueFalse
32meanmacrophage8.8163140.0048130.00135114.285714TrueTrue
33classmacrophage2.5529370.0020080.00135111.904762FalseFalse
34classmacrophage20.2292720.0076080.0013519.523810TrueTrue
35fullleukocyte2.1381380.0010630.00089067.857143TrueFalse
36meanleukocyte1.7711200.0017840.00158720.833333TrueFalse
37meanleukocyte12.0960050.0064700.0015870.000000TrueTrue
38classleukocyte2.0453710.0015420.0015870.000000FalseFalse
39classleukocyte7.6313690.0057010.00158716.666667TrueTrue
40fullkidney interstitial fibroblast1.8924880.0010690.00089062.500000TrueFalse
41meankidney interstitial fibroblast0.6764250.0016260.00139438.888889TrueFalse
42meankidney interstitial fibroblast8.7783080.0047340.0013949.259259TrueTrue
43classkidney interstitial fibroblast3.2491310.0018480.0013949.259259TrueFalse
44classkidney interstitial fibroblast9.0509690.0047080.0013945.555556TrueTrue
45fullendothelial cell2.1381380.0010880.00089065.178571TrueFalse
46meanendothelial cell0.3786770.0017060.00161118.181818FalseFalse
47meanendothelial cell9.7513270.0076090.0016119.090909TrueTrue
48classendothelial cell0.9484340.0014240.0016110.000000FalseFalse
49classendothelial cell6.7627640.0066440.0016110.000000TrueTrue
\n", + "
" + ], + "text/plain": [ + " tools name EPR \\\n", + "0 full kidney distal convoluted tubule epithelial cell 1.794288 \n", + "1 mean kidney distal convoluted tubule epithelial cell 2.662047 \n", + "2 mean kidney distal convoluted tubule epithelial cell 4.246105 \n", + "3 class kidney distal convoluted tubule epithelial cell 4.979990 \n", + "4 class kidney distal convoluted tubule epithelial cell 12.416586 \n", + "5 full kidney loop of Henle thick ascending limb epit... 1.728841 \n", + "6 mean kidney loop of Henle thick ascending limb epit... 1.721485 \n", + "7 mean kidney loop of Henle thick ascending limb epit... 10.351980 \n", + "8 class kidney loop of Henle thick ascending limb epit... 5.319020 \n", + "9 class kidney loop of Henle thick ascending limb epit... 18.579117 \n", + "10 full kidney collecting duct principal cell 1.851568 \n", + "11 mean kidney collecting duct principal cell 0.713462 \n", + "12 mean kidney collecting duct principal cell 7.304394 \n", + "13 class kidney collecting duct principal cell 1.737159 \n", + "14 class kidney collecting duct principal cell 12.323730 \n", + "15 full mesangial cell 1.203892 \n", + "16 mean mesangial cell 0.840350 \n", + "17 mean mesangial cell 12.975677 \n", + "18 class mesangial cell 4.664940 \n", + "19 class mesangial cell 21.310384 \n", + "20 full blood vessel smooth muscle cell 1.737021 \n", + "21 mean blood vessel smooth muscle cell 1.618166 \n", + "22 mean blood vessel smooth muscle cell 7.582060 \n", + "23 class blood vessel smooth muscle cell 2.008982 \n", + "24 class blood vessel smooth muscle cell 9.073573 \n", + "25 full podocyte 1.499893 \n", + "26 mean podocyte 1.176409 \n", + "27 mean podocyte 9.123769 \n", + "28 class podocyte 1.747142 \n", + "29 class podocyte 16.012406 \n", + "30 full macrophage 1.710724 \n", + "31 mean macrophage 0.700754 \n", + "32 mean macrophage 8.816314 \n", + "33 class macrophage 2.552937 \n", + "34 class macrophage 20.229272 \n", + "35 full leukocyte 2.138138 \n", + "36 mean leukocyte 1.771120 \n", + "37 mean leukocyte 12.096005 \n", + "38 class leukocyte 2.045371 \n", + "39 class leukocyte 7.631369 \n", + "40 full kidney interstitial fibroblast 1.892488 \n", + "41 mean kidney interstitial fibroblast 0.676425 \n", + "42 mean kidney interstitial fibroblast 8.778308 \n", + "43 class kidney interstitial fibroblast 3.249131 \n", + "44 class kidney interstitial fibroblast 9.050969 \n", + "45 full endothelial cell 2.138138 \n", + "46 mean endothelial cell 0.378677 \n", + "47 mean endothelial cell 9.751327 \n", + "48 class endothelial cell 0.948434 \n", + "49 class endothelial cell 6.762764 \n", + "\n", + " AUPRC RAND TF_targ TF_enr TF_only \n", + "0 0.001011 0.000890 62.500000 True False \n", + "1 0.000876 0.000826 11.764706 True False \n", + "2 0.001663 0.000826 17.647059 True True \n", + "3 0.000994 0.000826 2.941176 True False \n", + "4 0.002227 0.000826 8.823529 True True \n", + "5 0.001023 0.000890 67.857143 True False \n", + "6 0.000883 0.000834 11.538462 True False \n", + "7 0.002635 0.000834 7.692308 True True \n", + "8 0.000959 0.000834 7.692308 False False \n", + "9 0.003498 0.000834 3.846154 True True \n", + "10 0.001032 0.000890 61.607143 True False \n", + "11 0.001399 0.001259 15.625000 True False \n", + "12 0.004012 0.001259 9.375000 True True \n", + "13 0.001889 0.001259 6.250000 True False \n", + "14 0.005571 0.001259 4.687500 True True \n", + "15 0.001084 0.001021 44.444444 False False \n", + "16 0.001459 0.001220 28.125000 False False \n", + "17 0.006471 0.001220 6.250000 True True \n", + "18 0.001998 0.001220 3.125000 False False \n", + "19 0.008464 0.001220 9.375000 True True \n", + "20 0.001060 0.000890 60.714286 True False \n", + "21 0.001737 0.001573 29.090909 True False \n", + "22 0.005076 0.001573 9.090909 True True \n", + "23 0.002032 0.001573 14.545455 False False \n", + "24 0.005732 0.001573 7.272727 True True \n", + "25 0.001025 0.000890 64.285714 True False \n", + "26 0.001522 0.001415 22.916667 False False \n", + "27 0.005065 0.001415 4.166667 True True \n", + "28 0.001869 0.001415 8.333333 True False \n", + "29 0.007250 0.001415 2.083333 True True \n", + "30 0.001063 0.000904 57.798165 True False \n", + "31 0.001501 0.001351 28.571429 True False \n", + "32 0.004813 0.001351 14.285714 True True \n", + "33 0.002008 0.001351 11.904762 False False \n", + "34 0.007608 0.001351 9.523810 True True \n", + "35 0.001063 0.000890 67.857143 True False \n", + "36 0.001784 0.001587 20.833333 True False \n", + "37 0.006470 0.001587 0.000000 True True \n", + "38 0.001542 0.001587 0.000000 False False \n", + "39 0.005701 0.001587 16.666667 True True \n", + "40 0.001069 0.000890 62.500000 True False \n", + "41 0.001626 0.001394 38.888889 True False \n", + "42 0.004734 0.001394 9.259259 True True \n", + "43 0.001848 0.001394 9.259259 True False \n", + "44 0.004708 0.001394 5.555556 True True \n", + "45 0.001088 0.000890 65.178571 True False \n", + "46 0.001706 0.001611 18.181818 False False \n", + "47 0.007609 0.001611 9.090909 True True \n", + "48 0.001424 0.001611 0.000000 False False \n", + "49 0.006644 0.001611 0.000000 True True " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res = []\n", + "for k, v in metrics.items():\n", + " res.append([k.split('_')[-1], k.split('_')[0], v['epr'], v['auprc'], v['rand_precision'], v['significant_enriched_TFtargets'], v.get('TF_enr', False), 'tf_' in k])\n", + "\n", + "df = pd.DataFrame(res, columns=['tools','name','EPR', 'AUPRC', 'RAND', 'TF_targ', 'TF_enr', 'TF_only'])\n", + "df" + ] + } + ], + "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": "3.10.15" + }, + "papermill": { + "default_parameters": {}, + "duration": 9798.922568, + "end_time": "2024-07-17T15:48:17.184744", + "environment_variables": {}, + "exception": null, + "input_path": "bench_omni.ipynb", + "output_path": "bench_omni.ipynb", + "parameters": {}, + "start_time": "2024-07-17T13:04:58.262176", + "version": "2.6.0" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "005a7b1019874cf0abc9e104c8f946bc": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "00e56ffba48543e3b6fccb4d585a964b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "013cc23fab394045b30ba281c091bd43": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "033ad28684cf45c2a698e3113f657740": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_37445cf5514a464cabe83c347b838c03", + "placeholder": "​", + "style": "IPY_MODEL_b1b25db191db4ad09a06dd19cda47135", + "tabbable": null, + "tooltip": null, + "value": " 11/11 [00:10<00:00,  1.02it/s]" + } + }, + "06366deb38874146924bcdbb2d01f416": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_3df51389ae4145b5a2d227b7910520dd", + "placeholder": "​", + "style": "IPY_MODEL_158581aeeb2246949bf14bb63bbdb1cb", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "06391110677a4fb39be999cc5271e588": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "0902ce0364b2447a8a8e1fe261f914d2": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "09384880152640ba9132dd1679887482": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_5d71863cdf4449d99b709da1a1e2cd76", + "max": 8, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_d46ec249790a4d289a4be8b13e02aafd", + "tabbable": null, + "tooltip": null, + "value": 8 + } + }, + "0be69404d0ba40c5a439e3961fbc50e3": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_219ac85c39da474291c9a90b869c41f2", + "IPY_MODEL_3d3f5a0c7b604b3aae38478011390c1b", + "IPY_MODEL_e07f4bf7fdbe4933b32030910626cc3f" + ], + "layout": "IPY_MODEL_10e7c94e0b3546f4b42f702bd619c176", + "tabbable": null, + "tooltip": null + } + }, + "0c934b42d7fc44fc92fddaa700ace6f3": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "0cb43acaa4574d2689f71a4f13019c4a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "0d9a6b282c3b459a97cab3ff30fc602b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_198c23be8f014cfa85e6cc3855807742", + "max": 9, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_5e5d32b23bfe433a9b2680b9718154ad", + "tabbable": null, + "tooltip": null, + "value": 9 + } + }, + "0f81e7f574834f6dbcae5fb932779c78": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "0fc6569065c6488680ce5712f36b9a71": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "109e25a9c0b34943a736a628a23262c7": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_9344451566234f509fed9f623b4443a1", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_e6624d7cd8b64c4db0a74becb9ce3c7f", + "tabbable": null, + "tooltip": null, + "value": 1 + } + }, + "10e7c94e0b3546f4b42f702bd619c176": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "11cd784602cf4ca88705f8641660b969": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "1214d7445f9a45789d03a1785c920374": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_82bbccf98ead4124a0474fc75b0d4e81", + "IPY_MODEL_2d3f2df5758a402ca30753ca93f86b6d", + "IPY_MODEL_77aabc0f8a4049869647c58f3d176be6" + ], + "layout": "IPY_MODEL_e6b8549256444056ae34bff2a706df34", + "tabbable": null, + "tooltip": null + } + }, + "1240a791e4fe44c4864a1fff66c3556e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_5c067d691d474a01982ba7a3c5fb65b3", + "max": 11, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_6352e7cea20545e1852b9aeae671b06d", + "tabbable": null, + "tooltip": null, + "value": 11 + } + }, + "12e451ee7e8c420c98e3eca6798165e4": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_8b28e27f66274cf4830b49d83e8932e8", + "IPY_MODEL_60d5b8cc4ce544feb186568858808d2f", + "IPY_MODEL_3b2632d04cd449fb8340220c85d800c4" + ], + "layout": "IPY_MODEL_46e3788d74154119a205b27f46396f68", + "tabbable": null, + "tooltip": null + } + }, + "13de358d6232431c89a304dc91cf43bb": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "152e9d706629419f97bb8d83e90816d1": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "158581aeeb2246949bf14bb63bbdb1cb": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "167f339b071544c5bb61b8aad266228d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "170bf54885594ba98798ef6c764bb273": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "175d727d505d48baaac91ae5ef42b6f2": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_9562e088e4d14a64896dcbfe73e4471d", + "placeholder": "​", + "style": "IPY_MODEL_4b4495a1a2bb4bada59d1ad489be134e", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "198c23be8f014cfa85e6cc3855807742": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1aac2d42a97447f4ba9d59580f67928f": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1b2da3bbeb0d421ab7d882fddba0b012": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1bafa8ccca164e53bcc960fc129f2ef7": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_eb422682f13342ea9fd7db4209fc9d3d", + "placeholder": "​", + "style": "IPY_MODEL_ab1d196e96334afd885ed40c02e7e6e1", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "1cdade27a423466184fb50f2439f8e22": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "1d352722c30c4563967e0df2b1eebcca": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_a916fd1a9e924f59985d328d11bd179b", + "placeholder": "​", + "style": "IPY_MODEL_3a7740e46e5d4fe9909c91d94883ef51", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "1fe9c8cfb17d4e7cb9abf40d754c394d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "20139b9b0771489c85a01f0b993e6251": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "204a48cdb25a4bc79fa7a140d576e9f9": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "219ac85c39da474291c9a90b869c41f2": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_f0fa41b9076643b2be00ca75e5f24358", + "placeholder": "​", + "style": "IPY_MODEL_11cd784602cf4ca88705f8641660b969", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "23cb439a889b49548bd0ad9b2ece69d3": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_1b2da3bbeb0d421ab7d882fddba0b012", + "placeholder": "​", + "style": "IPY_MODEL_33b00d0c86e64ac28364ba9c2966f452", + "tabbable": null, + "tooltip": null, + "value": " 1/1 [00:00<00:00,  4.10it/s]" + } + }, + "23dbe6c2bd1b4e9e8153223e232685ec": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_935bbc7b8caf4c36867386bb96d89882", + "placeholder": "​", + "style": "IPY_MODEL_4beaedb8a2594dbcbdd8b9fd1ef018ea", + "tabbable": null, + "tooltip": null, + "value": " 8/8 [00:06<00:00,  1.25it/s]" + } + }, + "2429c7be40e84337ade371f061e29c7f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_6d004ab771dc4931a0a95c4e8517ea5e", + "IPY_MODEL_7e55b5e445dd461fae25c3b5bf13af5e", + "IPY_MODEL_4cb3bd83c7bd407ca81df1d676f81dcd" + ], + "layout": "IPY_MODEL_00e56ffba48543e3b6fccb4d585a964b", + "tabbable": null, + "tooltip": null + } + }, + "2438da8959654f4ba8c6e65d47d2e9a1": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_1bafa8ccca164e53bcc960fc129f2ef7", + "IPY_MODEL_1240a791e4fe44c4864a1fff66c3556e", + "IPY_MODEL_2cec2c61509342cd8fc4599a1bc00d7f" + ], + "layout": "IPY_MODEL_2c2b5d4d14e84a9d8131bca66213ec14", + "tabbable": null, + "tooltip": null + } + }, + "2668d508199b48ab8f4b78603e31bf64": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "26ac6384b487407d86a18c45b530d05a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "29bfb28c08544b128a6937a3cb550055": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "2a4a74170bac48d4b0bd40355a6a1b68": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "2bcb990c4c074addb945efa027ca28bd": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "2bd2140eac9243c0a362045db90d6e71": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "2c2b5d4d14e84a9d8131bca66213ec14": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "2c5e00013d994f46a04a498d9a2c2f83": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_06366deb38874146924bcdbb2d01f416", + "IPY_MODEL_09384880152640ba9132dd1679887482", + "IPY_MODEL_9424ef7e49c5415bbec3c8f53942099d" + ], + "layout": "IPY_MODEL_afbc6c26e5ea4b2cac3bf103f89182c2", + "tabbable": null, + "tooltip": null + } + }, + "2ca21b4f795d457e92ebe05d0ecd3f4d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_1d352722c30c4563967e0df2b1eebcca", + "IPY_MODEL_3f692ab45fb94a03beca1bc15dce22f6", + "IPY_MODEL_403ade12022d4a74bd3b87bcb3b35c2d" + ], + "layout": "IPY_MODEL_d9419c1ecb46465c8ef13f4e24d78ead", + "tabbable": null, + "tooltip": null + } + }, + "2cec2c61509342cd8fc4599a1bc00d7f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_152e9d706629419f97bb8d83e90816d1", + "placeholder": "​", + "style": "IPY_MODEL_65320a0dc7624bb58bcad488af76c511", + "tabbable": null, + "tooltip": null, + "value": " 11/11 [00:26<00:00,  0.41it/s]" + } + }, + "2d3f2df5758a402ca30753ca93f86b6d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_45af18f9f3e34566a63ff31f9638075e", + "max": 11, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_2d979b25998c43f0ac73ee114e91191e", + "tabbable": null, + "tooltip": null, + "value": 11 + } + }, + "2d979b25998c43f0ac73ee114e91191e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "2db43e0e47714509b385939ffa437eae": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_eb03d38c15204791910dec7826ce917c", + "placeholder": "​", + "style": "IPY_MODEL_3df83e4c3ce744f8bbdfd40ebe3bd75d", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "32f04b06c0934120a30019fa6e63fe2c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "3334f5491e2b46c5a8d345ec3de72792": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_f5d864776bab4afaacc52ebb0b414889", + "placeholder": "​", + "style": "IPY_MODEL_ac5e8cbcb99f45438adcc2871d2cf7a0", + "tabbable": null, + "tooltip": null, + "value": " 6/6 [00:04<00:00,  1.31it/s]" + } + }, + "334c54707d4843c7a008f41635bdfd0a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "33b00d0c86e64ac28364ba9c2966f452": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "33bb5171328141088a03cf419288b5c3": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "35a7972c635240b891b881402cc2e678": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "37445cf5514a464cabe83c347b838c03": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "37a424232c1c4a30a61a751869a2d15a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "39ba105d386d47fe83febbd5151538d0": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_a871c7c2f42044abb20fff2ec825cdb7", + "max": 32, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_744d243509744a3eaa47ad09d32e64ca", + "tabbable": null, + "tooltip": null, + "value": 32 + } + }, + "3a7740e46e5d4fe9909c91d94883ef51": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "3aed90b7e019453684282f507837f653": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_33bb5171328141088a03cf419288b5c3", + "max": 6, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_b1186d24f15f4f288fc340871c081ffa", + "tabbable": null, + "tooltip": null, + "value": 6 + } + }, + "3b2632d04cd449fb8340220c85d800c4": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_d419987004714285a0de222b2d7592e1", + "placeholder": "​", + "style": "IPY_MODEL_6dfe3fffe3694f159297c538c894b3c2", + "tabbable": null, + "tooltip": null, + "value": " 32/32 [01:11<00:00,  0.45it/s]" + } + }, + "3cde300f4cc848008053f4885997428a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "3d3f5a0c7b604b3aae38478011390c1b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_e324a90812ba4383b7d453c444360d9b", + "max": 2, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_8dc2551efd414918aae2cd8e5cd177d3", + "tabbable": null, + "tooltip": null, + "value": 2 + } + }, + "3df51389ae4145b5a2d227b7910520dd": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "3df83e4c3ce744f8bbdfd40ebe3bd75d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "3f692ab45fb94a03beca1bc15dce22f6": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_c21eca6e4bf246b89b87f41921b7c7a0", + "max": 2, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_b24683526ba247a28b54544b17e4474c", + "tabbable": null, + "tooltip": null, + "value": 2 + } + }, + "403ade12022d4a74bd3b87bcb3b35c2d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_8ca4081523b54ccb842530f3631e90af", + "placeholder": "​", + "style": "IPY_MODEL_785a13cf95cb47959da2c392f852ad69", + "tabbable": null, + "tooltip": null, + "value": " 2/2 [00:03<00:00,  0.63it/s]" + } + }, + "40c6e451be7d4c7cb2de5f8a78cad3c1": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "45af18f9f3e34566a63ff31f9638075e": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "46e3788d74154119a205b27f46396f68": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "4b4495a1a2bb4bada59d1ad489be134e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "4beaedb8a2594dbcbdd8b9fd1ef018ea": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "4c75ccc439894efcb23be43f9d056e95": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "4c8175969859401aa972c76e3a157930": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_ac6e6f5343b84e5dba22a703c5e7f8f5", + "placeholder": "​", + "style": "IPY_MODEL_29bfb28c08544b128a6937a3cb550055", + "tabbable": null, + "tooltip": null, + "value": " 32/32 [00:26<00:00,  1.19it/s]" + } + }, + "4cb3bd83c7bd407ca81df1d676f81dcd": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_830c9b2240c44f048e447146a4dba849", + "placeholder": "​", + "style": "IPY_MODEL_a3efcb88a6e842a68a6d11ec1ec16259", + "tabbable": null, + "tooltip": null, + "value": " 7/7 [00:05<00:00,  1.40it/s]" + } + }, + "4cb6a8f07b1f4469bf98e0c1370bbd17": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_5e63fb75fedc475c94036e1694c55b09", + "IPY_MODEL_54a973e641cf445cb39865d1298a91e5", + "IPY_MODEL_23cb439a889b49548bd0ad9b2ece69d3" + ], + "layout": "IPY_MODEL_2a4a74170bac48d4b0bd40355a6a1b68", + "tabbable": null, + "tooltip": null + } + }, + "4cffe4eaa0404d7580bb51d0ea1a0199": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "50925c4f8a884b9fa7133813848e97cf": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "51fa350a47eb432fa0b881fc8011d457": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_7e5b30ecb53c4371ad3c442dbbaafd22", + "placeholder": "​", + "style": "IPY_MODEL_334c54707d4843c7a008f41635bdfd0a", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "522676bd97d842e28b83d4a76bb9d0d5": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_db6dd73e94504abea4612e63379ae1b8", + "placeholder": "​", + "style": "IPY_MODEL_e4fb1fe8e30641e3b80a8016a3ef3f84", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "5324d613ca6248828b3133219c39f36c": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "53b6abdf78ca4b7ea21593ede2132306": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_86cbf2d7e7a6462ca84113844cb42137", + "IPY_MODEL_5a584de6577e4d35893d955b5f41ad6c", + "IPY_MODEL_6ae47cea282d4f2089874725d3eceafa" + ], + "layout": "IPY_MODEL_0c934b42d7fc44fc92fddaa700ace6f3", + "tabbable": null, + "tooltip": null + } + }, + "53b74153cc9a4d9a959c50136182fdff": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "54a973e641cf445cb39865d1298a91e5": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_0902ce0364b2447a8a8e1fe261f914d2", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_3cde300f4cc848008053f4885997428a", + "tabbable": null, + "tooltip": null, + "value": 1 + } + }, + "553857c1fada4688a644fa825c5adabd": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "56789feed6b2401a98f7823cfd09daf8": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_d3d4c88ece5c478d97daddad7fa22a3a", + "placeholder": "​", + "style": "IPY_MODEL_7115f63bf44e4bf08cd244fd95b25769", + "tabbable": null, + "tooltip": null, + "value": " 6/6 [00:12<00:00,  0.46it/s]" + } + }, + "5712585cd4dc4708bd308d84564c9ef1": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_37a424232c1c4a30a61a751869a2d15a", + "placeholder": "​", + "style": "IPY_MODEL_013cc23fab394045b30ba281c091bd43", + "tabbable": null, + "tooltip": null, + "value": " 9/9 [00:06<00:00,  1.31it/s]" + } + }, + "58df3f1f652f4ec4ad34d47354503165": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "59eb35eceeed49b99dcdb6fe01870a63": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_522676bd97d842e28b83d4a76bb9d0d5", + "IPY_MODEL_7899942e62d34b61ab4d78340076d8fa", + "IPY_MODEL_e6abd53351994eda99e9c2876f4d89ec" + ], + "layout": "IPY_MODEL_8d7ba400f1f942c9bde4da46271ac925", + "tabbable": null, + "tooltip": null + } + }, + "5a584de6577e4d35893d955b5f41ad6c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_718929d91f5b4d61882a6e42fea48cc1", + "max": 27, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_9a27aad35a2a4fc9835e97c073a17fe9", + "tabbable": null, + "tooltip": null, + "value": 27 + } + }, + "5adda7e692bc4753a4dae86adda128ce": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5c067d691d474a01982ba7a3c5fb65b3": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5d37bbce23a34e4d84640f2c3bd582fb": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5d71863cdf4449d99b709da1a1e2cd76": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5e5d32b23bfe433a9b2680b9718154ad": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "5e63fb75fedc475c94036e1694c55b09": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_5f47fbe2c7bd449588e2d4ea405001e6", + "placeholder": "​", + "style": "IPY_MODEL_e90c261a35bc4479bc17597076f88846", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "5f47fbe2c7bd449588e2d4ea405001e6": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5f8ba816878e4424a9f21fbdd3526a31": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_c017bc93b4014870a3b7f380a8ac1046", + "IPY_MODEL_e9647ceeb0ef4e329cb92a48a954c477", + "IPY_MODEL_eb5f151ea43844ffa729d4d2f4bb1e09" + ], + "layout": "IPY_MODEL_817f9a365f144c0ca1a5b5cb90bc82ee", + "tabbable": null, + "tooltip": null + } + }, + "5fbd4cb5115d486e954aedfb619bd54b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "60d5b8cc4ce544feb186568858808d2f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_5d37bbce23a34e4d84640f2c3bd582fb", + "max": 32, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_2bd2140eac9243c0a362045db90d6e71", + "tabbable": null, + "tooltip": null, + "value": 32 + } + }, + "618b7d1f04ee408aaf48c7a5484bac5b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_fca5e0d886304f9c862f67a55bd29b67", + "placeholder": "​", + "style": "IPY_MODEL_50925c4f8a884b9fa7133813848e97cf", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "6352e7cea20545e1852b9aeae671b06d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "6462e21c73d3456ab128232c412589f3": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_f40ebdeb86d54841adf6d5f383fd8d5b", + "placeholder": "​", + "style": "IPY_MODEL_2668d508199b48ab8f4b78603e31bf64", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "65320a0dc7624bb58bcad488af76c511": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "666afdae67c140a987269767f34cc1c5": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "67aeff6d67ea42f98de6de8c0c0cecdd": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_b17d972b1521475583b4227975f8c861", + "IPY_MODEL_c09330612a6b4d8eaa95bf8c3155d9ff", + "IPY_MODEL_23dbe6c2bd1b4e9e8153223e232685ec" + ], + "layout": "IPY_MODEL_8f36ede49d3b4249891555313ff9f2d5", + "tabbable": null, + "tooltip": null + } + }, + "69961fe3059941878e44a6be39db9c81": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "69ca573b2bd64f10be8d3c30057b7ea7": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6ac850505eda403cbd324c6deee5ee5e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_d1f48a60b3d246b68adeefaa46ee4eba", + "placeholder": "​", + "style": "IPY_MODEL_ff9891fdc343481a90d2e48eaebf6957", + "tabbable": null, + "tooltip": null, + "value": " 9/9 [00:19<00:00,  0.46it/s]" + } + }, + "6ae47cea282d4f2089874725d3eceafa": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_925c8f1b4e7b49eb8467fe76a44ba773", + "placeholder": "​", + "style": "IPY_MODEL_feaed509e3e24c918d6fae3f01933600", + "tabbable": null, + "tooltip": null, + "value": " 27/27 [01:17<00:00,  0.35it/s]" + } + }, + "6d004ab771dc4931a0a95c4e8517ea5e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_26ac6384b487407d86a18c45b530d05a", + "placeholder": "​", + "style": "IPY_MODEL_0f81e7f574834f6dbcae5fb932779c78", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "6dfe3fffe3694f159297c538c894b3c2": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "6fad789d6c9448e288a4f043f7961f15": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_eb382c50fdf646dc96bdbfc6814f392e", + "placeholder": "​", + "style": "IPY_MODEL_0cb43acaa4574d2689f71a4f13019c4a", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "70f3da1d09e2426aaec660ace1f18c88": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "7115f63bf44e4bf08cd244fd95b25769": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "718929d91f5b4d61882a6e42fea48cc1": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "744d243509744a3eaa47ad09d32e64ca": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "75805b0365154c288d7bdf2326f15c87": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "77aabc0f8a4049869647c58f3d176be6": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_dcf9466d5de5408d8d47c8b5d812e029", + "placeholder": "​", + "style": "IPY_MODEL_c211267984554a8d8bd09c3a968c2d8a", + "tabbable": null, + "tooltip": null, + "value": " 11/11 [00:26<00:00,  0.41it/s]" + } + }, + "785a13cf95cb47959da2c392f852ad69": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "7899942e62d34b61ab4d78340076d8fa": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_35a7972c635240b891b881402cc2e678", + "max": 27, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_58df3f1f652f4ec4ad34d47354503165", + "tabbable": null, + "tooltip": null, + "value": 27 + } + }, + "7b491f616a544b40a7f5bcf76328ebad": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "7ced614a22c94760a8fa6914c373f297": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7e55b5e445dd461fae25c3b5bf13af5e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_89c5cad65b814b02bf2844653dedc07b", + "max": 7, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_70f3da1d09e2426aaec660ace1f18c88", + "tabbable": null, + "tooltip": null, + "value": 7 + } + }, + "7e5b30ecb53c4371ad3c442dbbaafd22": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7f55b0bdcbb44db6b79b3d6c4259e3eb": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_6462e21c73d3456ab128232c412589f3", + "IPY_MODEL_f7951255d65f4b5e882837482e8425c6", + "IPY_MODEL_033ad28684cf45c2a698e3113f657740" + ], + "layout": "IPY_MODEL_1fe9c8cfb17d4e7cb9abf40d754c394d", + "tabbable": null, + "tooltip": null + } + }, + "817f9a365f144c0ca1a5b5cb90bc82ee": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "82bbccf98ead4124a0474fc75b0d4e81": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_13de358d6232431c89a304dc91cf43bb", + "placeholder": "​", + "style": "IPY_MODEL_91952aa950ae431db20f22ce84d05cb1", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "830c9b2240c44f048e447146a4dba849": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "86cbf2d7e7a6462ca84113844cb42137": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_8aaf6cfe1cdc4951a52b4524041d1ad2", + "placeholder": "​", + "style": "IPY_MODEL_e5729e2826f34f668047fb712b5b3e4d", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "8918473b4d434aa4bcf2e9e23046c568": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "89c5cad65b814b02bf2844653dedc07b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "8aaf6cfe1cdc4951a52b4524041d1ad2": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "8b28e27f66274cf4830b49d83e8932e8": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_20139b9b0771489c85a01f0b993e6251", + "placeholder": "​", + "style": "IPY_MODEL_915c8aa9c8f140499a4749a904a5dbd0", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "8ca4081523b54ccb842530f3631e90af": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "8d7ba400f1f942c9bde4da46271ac925": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "8dc2551efd414918aae2cd8e5cd177d3": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "8f36ede49d3b4249891555313ff9f2d5": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "915c8aa9c8f140499a4749a904a5dbd0": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "91952aa950ae431db20f22ce84d05cb1": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "925c8f1b4e7b49eb8467fe76a44ba773": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "9344451566234f509fed9f623b4443a1": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "935bbc7b8caf4c36867386bb96d89882": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "9424ef7e49c5415bbec3c8f53942099d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_97c792e03ac34a5db7e1ea2a1bd428fe", + "placeholder": "​", + "style": "IPY_MODEL_ba6e4579dada4ce1ba685ee542a87c4c", + "tabbable": null, + "tooltip": null, + "value": " 8/8 [00:25<00:00,  0.31it/s]" + } + }, + "9562e088e4d14a64896dcbfe73e4471d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "9622a108131f43bcab744ecdd1c4d584": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_53b74153cc9a4d9a959c50136182fdff", + "max": 7, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_f891bde9f12d45aea92fcde776e09190", + "tabbable": null, + "tooltip": null, + "value": 7 + } + }, + "97c792e03ac34a5db7e1ea2a1bd428fe": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "9a27aad35a2a4fc9835e97c073a17fe9": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "9ba16f387afa4e8b986195f48eba111a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "9d839ea3662946cd96272b0a7d7ac7f9": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a0cf7493856644628d36abc15ff67f4f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "a3efcb88a6e842a68a6d11ec1ec16259": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "a61e8c3f9f0b4912bdef98894f4aa902": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_69ca573b2bd64f10be8d3c30057b7ea7", + "placeholder": "​", + "style": "IPY_MODEL_32f04b06c0934120a30019fa6e63fe2c", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "a871c7c2f42044abb20fff2ec825cdb7": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a916fd1a9e924f59985d328d11bd179b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ab1d196e96334afd885ed40c02e7e6e1": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "ac5e8cbcb99f45438adcc2871d2cf7a0": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "ac6e6f5343b84e5dba22a703c5e7f8f5": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "afbc6c26e5ea4b2cac3bf103f89182c2": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "b1186d24f15f4f288fc340871c081ffa": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "b17d972b1521475583b4227975f8c861": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_ff79d42af2d5469083d2a21ce0cd43a0", + "placeholder": "​", + "style": "IPY_MODEL_ee08a59a88fa45b6bec1190741538251", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "b1b25db191db4ad09a06dd19cda47135": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "b24683526ba247a28b54544b17e4474c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "ba176a69d6eb436b9cda88b690239f40": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_2db43e0e47714509b385939ffa437eae", + "IPY_MODEL_109e25a9c0b34943a736a628a23262c7", + "IPY_MODEL_fe635dce21c7480e946cbf83a92aabfa" + ], + "layout": "IPY_MODEL_5324d613ca6248828b3133219c39f36c", + "tabbable": null, + "tooltip": null + } + }, + "ba6e4579dada4ce1ba685ee542a87c4c": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "c017bc93b4014870a3b7f380a8ac1046": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_ef506fa3e1374149b79248049191a67d", + "placeholder": "​", + "style": "IPY_MODEL_666afdae67c140a987269767f34cc1c5", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "c09330612a6b4d8eaa95bf8c3155d9ff": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_7ced614a22c94760a8fa6914c373f297", + "max": 8, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_1cdade27a423466184fb50f2439f8e22", + "tabbable": null, + "tooltip": null, + "value": 8 + } + }, + "c211267984554a8d8bd09c3a968c2d8a": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "c21eca6e4bf246b89b87f41921b7c7a0": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c8cfe667d0364ce2b34c0ba4d91be3bb": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "d1f48a60b3d246b68adeefaa46ee4eba": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d26063c45e7446e0ad2cfe269357b99f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_a61e8c3f9f0b4912bdef98894f4aa902", + "IPY_MODEL_0d9a6b282c3b459a97cab3ff30fc602b", + "IPY_MODEL_6ac850505eda403cbd324c6deee5ee5e" + ], + "layout": "IPY_MODEL_170bf54885594ba98798ef6c764bb273", + "tabbable": null, + "tooltip": null + } + }, + "d3d4c88ece5c478d97daddad7fa22a3a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d419987004714285a0de222b2d7592e1": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d46ec249790a4d289a4be8b13e02aafd": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "d509e7cd3b164ca1b543f30946847b5e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_553857c1fada4688a644fa825c5adabd", + "max": 9, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_9ba16f387afa4e8b986195f48eba111a", + "tabbable": null, + "tooltip": null, + "value": 9 + } + }, + "d6171cd8d504415585b0d7250c4332ea": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_f22c37f6e21b4c16b20ae2056ce6817d", + "IPY_MODEL_9622a108131f43bcab744ecdd1c4d584", + "IPY_MODEL_e0f5867191b44a07b1b7e32fca732896" + ], + "layout": "IPY_MODEL_06391110677a4fb39be999cc5271e588", + "tabbable": null, + "tooltip": null + } + }, + "d6b9d7a6be1d47b3b4e51dfb84e225aa": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_618b7d1f04ee408aaf48c7a5484bac5b", + "IPY_MODEL_d509e7cd3b164ca1b543f30946847b5e", + "IPY_MODEL_5712585cd4dc4708bd308d84564c9ef1" + ], + "layout": "IPY_MODEL_167f339b071544c5bb61b8aad266228d", + "tabbable": null, + "tooltip": null + } + }, + "d9419c1ecb46465c8ef13f4e24d78ead": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "db6dd73e94504abea4612e63379ae1b8": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "dbd6c1718b6e44e4ae7238c6a66c96a8": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "dcf9466d5de5408d8d47c8b5d812e029": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e07f4bf7fdbe4933b32030910626cc3f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_5adda7e692bc4753a4dae86adda128ce", + "placeholder": "​", + "style": "IPY_MODEL_8918473b4d434aa4bcf2e9e23046c568", + "tabbable": null, + "tooltip": null, + "value": " 2/2 [00:01<00:00,  1.74it/s]" + } + }, + "e0f5867191b44a07b1b7e32fca732896": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_0fc6569065c6488680ce5712f36b9a71", + "placeholder": "​", + "style": "IPY_MODEL_204a48cdb25a4bc79fa7a140d576e9f9", + "tabbable": null, + "tooltip": null, + "value": " 7/7 [00:14<00:00,  0.47it/s]" + } + }, + "e324a90812ba4383b7d453c444360d9b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e4fb1fe8e30641e3b80a8016a3ef3f84": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "e5729e2826f34f668047fb712b5b3e4d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "e6624d7cd8b64c4db0a74becb9ce3c7f": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "e6abd53351994eda99e9c2876f4d89ec": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_fdf93d429de245ba94487fd390f3057f", + "placeholder": "​", + "style": "IPY_MODEL_4c75ccc439894efcb23be43f9d056e95", + "tabbable": null, + "tooltip": null, + "value": " 27/27 [00:36<00:00,  0.74it/s]" + } + }, + "e6b8549256444056ae34bff2a706df34": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "e87e38e1fa874534a731bd01e05c3747": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "e90c261a35bc4479bc17597076f88846": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "e9647ceeb0ef4e329cb92a48a954c477": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_9d839ea3662946cd96272b0a7d7ac7f9", + "max": 11, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_7b491f616a544b40a7f5bcf76328ebad", + "tabbable": null, + "tooltip": null, + "value": 11 + } + }, + "eb03d38c15204791910dec7826ce917c": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "eb382c50fdf646dc96bdbfc6814f392e": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "eb422682f13342ea9fd7db4209fc9d3d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "eb5f151ea43844ffa729d4d2f4bb1e09": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_5fbd4cb5115d486e954aedfb619bd54b", + "placeholder": "​", + "style": "IPY_MODEL_c8cfe667d0364ce2b34c0ba4d91be3bb", + "tabbable": null, + "tooltip": null, + "value": " 11/11 [00:08<00:00,  1.31it/s]" + } + }, + "ec66921366b94305ae022841f469b53e": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_005a7b1019874cf0abc9e104c8f946bc", + "max": 6, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_a0cf7493856644628d36abc15ff67f4f", + "tabbable": null, + "tooltip": null, + "value": 6 + } + }, + "ee08a59a88fa45b6bec1190741538251": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "ef506fa3e1374149b79248049191a67d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f0a063200ca94818b6b4ca7524fce377": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_51fa350a47eb432fa0b881fc8011d457", + "IPY_MODEL_3aed90b7e019453684282f507837f653", + "IPY_MODEL_56789feed6b2401a98f7823cfd09daf8" + ], + "layout": "IPY_MODEL_40c6e451be7d4c7cb2de5f8a78cad3c1", + "tabbable": null, + "tooltip": null + } + }, + "f0fa41b9076643b2be00ca75e5f24358": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f22c37f6e21b4c16b20ae2056ce6817d": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_1aac2d42a97447f4ba9d59580f67928f", + "placeholder": "​", + "style": "IPY_MODEL_4cffe4eaa0404d7580bb51d0ea1a0199", + "tabbable": null, + "tooltip": null, + "value": "Predicting DataLoader 0: 100%" + } + }, + "f28cf347db9b4451958c0febdb7a096b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_6fad789d6c9448e288a4f043f7961f15", + "IPY_MODEL_ec66921366b94305ae022841f469b53e", + "IPY_MODEL_3334f5491e2b46c5a8d345ec3de72792" + ], + "layout": "IPY_MODEL_dbd6c1718b6e44e4ae7238c6a66c96a8", + "tabbable": null, + "tooltip": null + } + }, + "f40ebdeb86d54841adf6d5f383fd8d5b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f5d864776bab4afaacc52ebb0b414889": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f621f68980d94bea99d3ef274c43d51b": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_175d727d505d48baaac91ae5ef42b6f2", + "IPY_MODEL_39ba105d386d47fe83febbd5151538d0", + "IPY_MODEL_4c8175969859401aa972c76e3a157930" + ], + "layout": "IPY_MODEL_2bcb990c4c074addb945efa027ca28bd", + "tabbable": null, + "tooltip": null + } + }, + "f7951255d65f4b5e882837482e8425c6": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_fe458f55842641e6a93da6809aaff1b2", + "max": 11, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_e87e38e1fa874534a731bd01e05c3747", + "tabbable": null, + "tooltip": null, + "value": 11 + } + }, + "f891bde9f12d45aea92fcde776e09190": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "fca5e0d886304f9c862f67a55bd29b67": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fdf93d429de245ba94487fd390f3057f": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fe458f55842641e6a93da6809aaff1b2": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fe635dce21c7480e946cbf83a92aabfa": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "2.0.0", + "_view_name": "HTMLView", + "description": "", + "description_allow_html": false, + "layout": "IPY_MODEL_69961fe3059941878e44a6be39db9c81", + "placeholder": "​", + "style": "IPY_MODEL_75805b0365154c288d7bdf2326f15c87", + "tabbable": null, + "tooltip": null, + "value": " 1/1 [00:00<00:00,  1.67it/s]" + } + }, + "feaed509e3e24c918d6fae3f01933600": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + }, + "ff79d42af2d5469083d2a21ce0cd43a0": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ff9891fdc343481a90d2e48eaebf6957": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "2.0.0", + "model_name": "HTMLStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "2.0.0", + "_model_name": "HTMLStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "StyleView", + "background": null, + "description_width": "", + "font_size": null, + "text_color": null + } + } + }, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/additional/update_lamin_or_cellxgene.ipynb b/notebooks/additional/update_lamin_or_cellxgene.ipynb index 6468420..dbbc44e 100644 --- a/notebooks/additional/update_lamin_or_cellxgene.ipynb +++ b/notebooks/additional/update_lamin_or_cellxgene.ipynb @@ -1104,7 +1104,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.10.15" } }, "nbformat": 4, diff --git a/notebooks/additional/scprint_test.ipynb b/notebooks/scprint_train.ipynb similarity index 100% rename from notebooks/additional/scprint_test.ipynb rename to notebooks/scprint_train.ipynb diff --git a/pyproject.toml b/pyproject.toml index b69027f..dae89c3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -24,7 +24,7 @@ dependencies = [ "leidenalg>=0.10.0", "django>=4.0.0", "scikit-misc>=0.5.0", - "scDataLoader>=1.1.3", + "scDataLoader>=1.6.5", "GRnnData>=1.1.4", "BenGRN>=1.2.4", "gseapy>=0.10.0", diff --git a/scprint/model/model.py b/scprint/model/model.py index ca59fd3..f1c10f5 100644 --- a/scprint/model/model.py +++ b/scprint/model/model.py @@ -132,6 +132,7 @@ def __init__( self.fused_adam = False self.lr_reduce_patience = 1 self.lr_reduce_factor = 0.6 + self.test_every = 1 self.lr_reduce_monitor = "val_loss" self.name = "" self.lr = lr @@ -1103,7 +1104,7 @@ def on_validation_epoch_end(self): self.log_adata( gtclass=self.info, name="validation_part_" + str(self.counter) ) - if (self.current_epoch + 1) % 30 == 0: + if (self.current_epoch + 1) % self.test_every == 0: self.on_test_epoch_end() def test_step(self, *args, **kwargs): diff --git a/scprint/tasks/cell_emb.py b/scprint/tasks/cell_emb.py index 07296a3..22afde1 100644 --- a/scprint/tasks/cell_emb.py +++ b/scprint/tasks/cell_emb.py @@ -52,7 +52,7 @@ def __init__( Args: batch_size (int, optional): The size of the batches to be used in the DataLoader. Defaults to 64. num_workers (int, optional): The number of worker processes to use for data loading. Defaults to 8. - how (str, optional): The method to be used for selecting valid genes. Defaults to "most expr". + how (str, optional): The method to be used for selecting valid genes. Defaults to "random expr". max_len (int, optional): The maximum length of the gene sequence. Defaults to 1000. add_zero_genes (int, optional): The number of zero genes to add to the gene sequence. Defaults to 100. precision (str, optional): The precision to be used in the Trainer. Defaults to "16-mixed". diff --git a/scprint/tasks/grn.py b/scprint/tasks/grn.py index 116f611..701c688 100644 --- a/scprint/tasks/grn.py +++ b/scprint/tasks/grn.py @@ -345,25 +345,22 @@ def aggregate(self, attn, genes): # / attn.sum(-1).sum(-1).unsqueeze(-1).unsqueeze(-1) # ) # .view() if self.head_agg == "mean": - attns = attn.detach() + (attns if attns is not None else 0) + attns = attn + (attns if attns is not None else 0) elif self.head_agg == "max": - attns = ( - torch.max(attn.detach(), attns) - if attns is not None - else attn.detach() - ) + attns = torch.max(attn, attns) if attns is not None else attn elif self.head_agg == "none": - attn = attn.detach() attn = attn.reshape(attn.shape[0], attn.shape[1], 1) if attns is not None: - attns = torch.cat((attns, attn), dim=2) + attns = torch.cat((attns, attn.detach().cpu()), dim=2) else: - attns = attn + attns = attn.detach().cpu() else: raise ValueError("head_agg must be one of 'mean', 'max' or 'None'") if self.head_agg == "mean": attns = attns / Qs.shape[0] - return attns.cpu().numpy() + return ( + attns.detach().cpu().numpy() if self.head_agg != "none" else attns.numpy() + ) def filter(self, adj, gt=None): if self.filtration == "thresh": diff --git a/scprint/trainer/trainer.py b/scprint/trainer/trainer.py index 03704bc..1d0644a 100644 --- a/scprint/trainer/trainer.py +++ b/scprint/trainer/trainer.py @@ -21,6 +21,7 @@ def __init__( do_generate: bool = True, class_scale: float = 1.5, mask_ratio: List[float] = [], # 0.3 + test_every: int = 1, warmup_duration: int = 500, fused_adam: bool = False, adv_class_scale: float = 0.1, @@ -69,6 +70,7 @@ def __init__( optim (str): Optimizer to use during training. Defaults to "adamW". weight_decay (float): Weight decay to apply during optimization. Defaults to 0.01. name (str): Name of the training mode. Defaults to an empty string. should be an ID for the model + test_every (int): Number of epochs between testing. Defaults to 1. """ super().__init__() self.do_denoise = do_denoise @@ -100,6 +102,7 @@ def __init__( self.do_adv_batch = do_adv_batch self.run_full_forward = run_full_forward self.name = name + self.test_every = test_every def __repr__(self): return ( @@ -131,7 +134,8 @@ def __repr__(self): f"do_cls={self.do_cls}, " f"do_adv_batch={self.do_adv_batch}, " f"run_full_forward={self.run_full_forward}), " - f"name={self.name})" + f"name={self.name}, " + f"test_every={self.test_every})" ) def setup(self, trainer, model, stage=None): @@ -165,4 +169,5 @@ def setup(self, trainer, model, stage=None): model.optim = self.optim model.weight_decay = self.weight_decay model.name = self.name + model.test_every = self.test_every # model.configure_optimizers() diff --git a/src/triton b/src/triton new file mode 160000 index 0000000..8650b4d --- /dev/null +++ b/src/triton @@ -0,0 +1 @@ +Subproject commit 8650b4d1cbc750d659156e2c17a058736614827b diff --git a/tests/test_base.py b/tests/test_base.py index dfda97f..80999ac 100644 --- a/tests/test_base.py +++ b/tests/test_base.py @@ -5,12 +5,16 @@ import pytest import scanpy as sc import torch -from scdataloader import Preprocessor +from scdataloader import Preprocessor, DataModule from scdataloader.utils import populate_my_ontology from scprint import scPrint from scprint.base import NAME from scprint.tasks import Denoiser, Embedder, GNInfer +from scprint.trainer import TrainingMode + +import lamindb as ln +from lightning.pytorch import Trainer def test_base(): @@ -102,7 +106,93 @@ def test_base(): ) grn_adata = grn_inferer(model, adata) assert "GRN" in grn_adata.varp, "GRN inference failed" - # fit scprint + # make a collection + file = ln.Artifact(adata, description="test file") + file.save() + col = ln.Collection(file, name="test dataset") + col.save() + datamodule = DataModule( + collection_name="test dataset", + gene_embeddings=os.path.join(os.path.dirname(__file__), "test_emb.parquet"), + all_clss=[ + "sex_ontology_term_id", + "organism_ontology_term_id", + ], + hierarchical_clss=[], + organisms=["NCBITaxon:9606"], # , "NCBITaxon:10090"], + how="most expr", + max_len=200, + add_zero_genes=0, + # how much more you will see the most present vs less present category + weight_scaler=10, + clss_to_weight=["sex_ontology_term_id"], + clss_to_pred=[ + "sex_ontology_term_id", + "organism_ontology_term_id", + ], + batch_size=1, + num_workers=1, + # train_oversampling=2, + validation_split=0.1, + do_gene_pos=False, + test_split=0.1, + ) + _ = datamodule.setup() + model = scPrint( + genes=datamodule.genes, + d_model=64, + nhead=1, + nlayers=1, + # layers_cls = [d_model], + # labels = datamodule.labels, + # cls_hierarchy = datamodule.cls_hierarchy, + dropout=0, + transformer="normal", + precpt_gene_emb=os.path.join(os.path.dirname(__file__), "test_emb.parquet"), + mvc_decoder="inner product", + fused_dropout_add_ln=False, + checkpointing=False, + ) + trainingmode = TrainingMode( + do_denoise=True, + noise=[0.1], + do_cce=False, + do_ecs=False, + do_cls=True, + do_mvc=True, + mask_ratio=[], + warmup_duration=10, + lr_reduce_patience=10, + test_every=10_000, + ) + trainer = Trainer( + gradient_clip_val=500, + max_time={"minutes": 4}, + limit_val_batches=1, + callbacks=[trainingmode], + accumulate_grad_batches=1, + check_val_every_n_epoch=1, + overfit_batches=1, + max_epochs=20, + reload_dataloaders_every_n_epochs=100_000, + logger=None, + num_sanity_val_steps=0, + max_steps=100, + ) + initial_loss = None + for i in range(2): + trainer.fit(model, datamodule=datamodule) + trainer.fit_loop.max_epochs = 20 * ( + i + 2 + ) # Reset max_epochs for next iteration + current_loss = trainer.callback_metrics.get("train_loss") + if initial_loss is None: + initial_loss = current_loss + else: + assert ( + current_loss < initial_loss + ), f"Loss not decreasing: initial {initial_loss}, current {current_loss}" + initial_loss = current_loss # cli # get_Seq # sinkhorn diff --git a/tests/test_emb.parquet b/tests/test_emb.parquet new file mode 100644 index 0000000..505fe5a Binary files /dev/null and b/tests/test_emb.parquet differ diff --git a/tools/Geneformer b/tools/Geneformer index acb8c77..1e574fe 160000 --- a/tools/Geneformer +++ b/tools/Geneformer @@ -1 +1 @@ -Subproject commit acb8c77922fe23c6b999238242ebdc2eef20469d +Subproject commit 1e574feafc0648390a36ca4c1148a70c9eb1c77b diff --git a/uv.lock b/uv.lock index 11628dc..62001e9 100644 --- a/uv.lock +++ b/uv.lock @@ -5102,7 +5102,7 @@ wheels = [ [[package]] name = "scprint" -version = "1.6.1" +version = "1.6.2" source = { editable = "." } dependencies = [ { name = "anndata" },